From e150a86c5c43e79117599642472318a8c72854fa Mon Sep 17 00:00:00 2001 From: tornadomeet Date: Thu, 26 Nov 2015 11:29:10 +0800 Subject: [PATCH 1/8] add vgg16_fcn model change, and rename fcn-xs branch to seg branch --- example/fcn-xs/README.md | 25 +++ example/fcn-xs/create_vgg16fc_model.py | 204 +++++++++++++++++++++++++ 2 files changed, 229 insertions(+) create mode 100644 example/fcn-xs/README.md create mode 100644 example/fcn-xs/create_vgg16fc_model.py diff --git a/example/fcn-xs/README.md b/example/fcn-xs/README.md new file mode 100644 index 000000000000..ba45040be47b --- /dev/null +++ b/example/fcn-xs/README.md @@ -0,0 +1,25 @@ +FCN-xs EXAMPLES +--------------- +This folder contains the examples of image segmentation in MXNet. + +### step1: get the fully convulutional style of vgg16 model +* dwonload the vgg16 caffe-model from [VGG_ILSVRC_16_layers.caffemodel](http://www.robots.ox.ac.uk/~vgg/software/very_deep/caffe/VGG_ILSVRC_16_layers.caffemodel),and the corresponding [VGG_ILSVRC_16_layers_deploy.prototxt](https://gist.github.com/ksimonyan/211839e770f7b538e2d8#file-vgg_ilsvrc_16_layers_deploy-prototxt), the vgg16 model has [license](http://creativecommons.org/licenses/by-nc/4.0/) for non-commercial use only. +* use convert_model.py to convet the caffe model to mxnet model, like(shell): +``` + vgg16_deploy=VGG_ILSVRC_16_layers_deploy.prototxt + vgg16_caffemodel=VGG_ILSVRC_16_layers.caffemodel + model_prefix=VGG_ILSVRC_16_layers + cmd=../../tools/caffe_converter/convert_model.py + python $cmd $vgg16_deploy $vgg16_caffemodel VGG_ILSVRC_16_layers + mv VGG_ILSVRC_16_layers-0001.params VGG_ILSVRC_16_layers-0074.params +``` +* convet conv+fully-connect style to fully convolutional style, like(shell): +``` + python create_vgg16fc_model.py VGG_ILSVRC_16_layers 74 VGG_FC_ILSVRC_16_layers +``` + you can use vgg16fc model now, or you can download it directly from [yun.baidu](http://pan.baidu.com/s/1jGlOvno). + + **`be careful: if you put one (very) large image to the vgg16fc model, you should change the 'workspace_default' value larger(Related to your field) in create_vgg16fc_model.py.`** + + +### step2: TODO diff --git a/example/fcn-xs/create_vgg16fc_model.py b/example/fcn-xs/create_vgg16fc_model.py new file mode 100644 index 000000000000..a35a5913339f --- /dev/null +++ b/example/fcn-xs/create_vgg16fc_model.py @@ -0,0 +1,204 @@ +# pylint: skip-file +import sys, os +import argparse +import mxnet as mx +import numpy as np +import logging + +logger = logging.getLogger() +logger.setLevel(logging.DEBUG) + +workspace_default = 1024 + +## define vgg16 +def get_vgg16_symbol(): + data = mx.symbol.Variable(name="data") + # group 1 + conv1_1 = mx.symbol.Convolution( + data=data, kernel=(3, 3), pad=(1, 1), num_filter=64, name="conv1_1") + relu1_1 = mx.symbol.Activation(data=conv1_1, act_type="relu", name="relu1_1") + conv1_2 = mx.symbol.Convolution( + data=relu1_1, kernel=(3, 3), pad=(1, 1), num_filter=64, name="conv1_2") + relu1_2 = mx.symbol.Activation(data=conv1_2, act_type="relu", name="relu1_2") + pool1 = mx.symbol.Pooling( + data=relu1_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool1") + # group 2 + conv2_1 = mx.symbol.Convolution( + data=pool1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_1") + relu2_1 = mx.symbol.Activation(data=conv2_1, act_type="relu", name="relu2_1") + conv2_2 = mx.symbol.Convolution( + data=relu2_1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_2") + relu2_2 = mx.symbol.Activation(data=conv2_2, act_type="relu", name="relu2_2") + pool2 = mx.symbol.Pooling( + data=relu2_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool2") + # group 3 + conv3_1 = mx.symbol.Convolution( + data=pool2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_1") + relu3_1 = mx.symbol.Activation(data=conv3_1, act_type="relu", name="relu3_1") + conv3_2 = mx.symbol.Convolution( + data=relu3_1, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_2") + relu3_2 = mx.symbol.Activation(data=conv3_2, act_type="relu", name="relu3_2") + conv3_3 = mx.symbol.Convolution( + data=relu3_2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_3") + relu3_3 = mx.symbol.Activation(data=conv3_3, act_type="relu", name="relu3_3") + pool3 = mx.symbol.Pooling( + data=relu3_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool3") + # group 4 + conv4_1 = mx.symbol.Convolution( + data=pool3, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_1") + relu4_1 = mx.symbol.Activation(data=conv4_1, act_type="relu", name="relu4_1") + conv4_2 = mx.symbol.Convolution( + data=relu4_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_2") + relu4_2 = mx.symbol.Activation(data=conv4_2, act_type="relu", name="relu4_2") + conv4_3 = mx.symbol.Convolution( + data=relu4_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_3") + relu4_3 = mx.symbol.Activation(data=conv4_3, act_type="relu", name="relu4_3") + pool4 = mx.symbol.Pooling( + data=relu4_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool4") + # group 5 + conv5_1 = mx.symbol.Convolution( + data=pool4, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_1") + relu5_1 = mx.symbol.Activation(data=conv5_1, act_type="relu", name="relu5_1") + conv5_2 = mx.symbol.Convolution( + data=relu5_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_2") + relu5_2 = mx.symbol.Activation(data=conv5_2, act_type="relu", name="conv1_2") + conv5_3 = mx.symbol.Convolution( + data=relu5_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_3") + relu5_3 = mx.symbol.Activation(data=conv5_3, act_type="relu", name="relu5_3") + pool5 = mx.symbol.Pooling( + data=relu5_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool5") + # group 6 + flatten = mx.symbol.Flatten(data=pool5, name="flatten") + fc6 = mx.symbol.FullyConnected(data=flatten, num_hidden=4096, name="fc6") + relu6 = mx.symbol.Activation(data=fc6, act_type="relu", name="relu6") + drop6 = mx.symbol.Dropout(data=relu6, p=0.5, name="drop6") + # group 7 + fc7 = mx.symbol.FullyConnected(data=drop6, num_hidden=4096, name="fc7") + relu7 = mx.symbol.Activation(data=fc7, act_type="relu", name="relu7") + drop7 = mx.symbol.Dropout(data=relu7, p=0.5, name="drop7") + # output + fc8 = mx.symbol.FullyConnected(data=drop7, num_hidden=1000, name="fc8") + softmax = mx.symbol.SoftmaxOutput(data=fc8, name="prob") + return softmax + +## define vgg16 +def get_vgg16fc_symbol(): + data = mx.symbol.Variable(name="data") + # group 1 + conv1_1 = mx.symbol.Convolution( + data=data, kernel=(3, 3), pad=(1, 1), num_filter=64, name="conv1_1", workspace=workspace_default) + relu1_1 = mx.symbol.Activation(data=conv1_1, act_type="relu", name="relu1_1") + conv1_2 = mx.symbol.Convolution( + data=relu1_1, kernel=(3, 3), pad=(1, 1), num_filter=64, name="conv1_2", workspace=workspace_default) + relu1_2 = mx.symbol.Activation(data=conv1_2, act_type="relu", name="relu1_2") + pool1 = mx.symbol.Pooling( + data=relu1_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool1") + # group 2 + conv2_1 = mx.symbol.Convolution( + data=pool1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_1", workspace=workspace_default) + relu2_1 = mx.symbol.Activation(data=conv2_1, act_type="relu", name="relu2_1") + conv2_2 = mx.symbol.Convolution( + data=relu2_1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_2", workspace=workspace_default) + relu2_2 = mx.symbol.Activation(data=conv2_2, act_type="relu", name="relu2_2") + pool2 = mx.symbol.Pooling( + data=relu2_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool2") + # group 3 + conv3_1 = mx.symbol.Convolution( + data=pool2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_1", workspace=workspace_default) + relu3_1 = mx.symbol.Activation(data=conv3_1, act_type="relu", name="relu3_1") + conv3_2 = mx.symbol.Convolution( + data=relu3_1, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_2", workspace=workspace_default) + relu3_2 = mx.symbol.Activation(data=conv3_2, act_type="relu", name="relu3_2") + conv3_3 = mx.symbol.Convolution( + data=relu3_2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_3", workspace=workspace_default) + relu3_3 = mx.symbol.Activation(data=conv3_3, act_type="relu", name="relu3_3") + pool3 = mx.symbol.Pooling( + data=relu3_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool3") + # group 4 + conv4_1 = mx.symbol.Convolution( + data=pool3, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_1", workspace=workspace_default) + relu4_1 = mx.symbol.Activation(data=conv4_1, act_type="relu", name="relu4_1") + conv4_2 = mx.symbol.Convolution( + data=relu4_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_2", workspace=workspace_default) + relu4_2 = mx.symbol.Activation(data=conv4_2, act_type="relu", name="relu4_2") + conv4_3 = mx.symbol.Convolution( + data=relu4_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_3", workspace=workspace_default) + relu4_3 = mx.symbol.Activation(data=conv4_3, act_type="relu", name="relu4_3") + pool4 = mx.symbol.Pooling( + data=relu4_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool4") + # group 5 + conv5_1 = mx.symbol.Convolution( + data=pool4, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_1", workspace=workspace_default) + relu5_1 = mx.symbol.Activation(data=conv5_1, act_type="relu", name="relu5_1") + conv5_2 = mx.symbol.Convolution( + data=relu5_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_2", workspace=workspace_default) + relu5_2 = mx.symbol.Activation(data=conv5_2, act_type="relu", name="conv1_2") + conv5_3 = mx.symbol.Convolution( + data=relu5_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_3", workspace=workspace_default) + relu5_3 = mx.symbol.Activation(data=conv5_3, act_type="relu", name="relu5_3") + pool5 = mx.symbol.Pooling( + data=relu5_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool5") + # group 6 + fc6 = mx.symbol.Convolution( + data=pool5, kernel=(7, 7), num_filter=4096, name="fc6", workspace=workspace_default) + relu6 = mx.symbol.Activation(data=fc6, act_type="relu", name="relu6") + drop6 = mx.symbol.Dropout(data=relu6, p=0.5, name="drop6") + # group 7 + fc7 = mx.symbol.Convolution( + data=drop6, kernel=(1, 1), num_filter=4096, name="fc7", workspace=workspace_default) + relu7 = mx.symbol.Activation(data=fc7, act_type="relu", name="relu7") + drop7 = mx.symbol.Dropout(data=relu7, p=0.5, name="drop7") + # group 8 + fc8 = mx.symbol.Convolution( + data=drop7, kernel=(1, 1), num_filter=1000, name="fc8", workspace=workspace_default) + # output + softmax = mx.symbol.SoftmaxOutput(data=fc8, multi_output=True, name="prob") + return softmax + +def get_vgg16fc_arg_param(vgg16_arg_params): + vgg16fc_arg_param = vgg16_arg_params + vgg16fc_arg_param["fc6_weight"] = \ + mx.nd.array(vgg16_arg_params["fc6_weight"].asnumpy().reshape(4096,512,7,7)) + vgg16fc_arg_param["fc7_weight"] = \ + mx.nd.array(vgg16_arg_params["fc7_weight"].asnumpy().reshape(4096,4096,1,1)) + vgg16fc_arg_param["fc8_weight"] = \ + mx.nd.array(vgg16_arg_params["fc8_weight"].asnumpy().reshape(1000,4096,1,1)) + return vgg16fc_arg_param + +def main(): + parser = argparse.ArgumentParser(description='Convert vgg16 model to vgg16fc model.') + parser.add_argument('prefix', default='VGG_ILSVRC_16_layers', + help='The prefix(include path) of vgg16 model with mxnet format.') + parser.add_argument('epoch', type=int, default=74, + help='The epoch number of vgg16 model.') + parser.add_argument('prefix_fc', default='VGG_FC_ILSVRC_16_layers', + help='The prefix(include path) of vgg16fc model which your want to save.') + args = parser.parse_args() + + vgg16_symbol, vgg16_arg_params, vgg16_aux_params = \ + mx.model.load_checkpoint(args.prefix, args.epoch) + + ## when your get original vgg16 symbol, here is two way: + # way 1: use get_vgg16_symbol() to get symbol, and it's good in + # transfer learning. + # softmax = get_vgg16_symbol() + # vgg_model = mx.model.FeedForward(ctx=mx.gpu(), symbol=softmax, + # arg_params=vgg16_arg_params, aux_params=vgg16_aux_params) + + # way 2: use caffe converter get the symbol directly + # softmax = get_vgg16_symbol() + # vgg_model = mx.model.FeedForward(ctx=mx.gpu(), symbol=softmax, + # arg_params=vgg16_symbol, aux_params=vgg16_aux_params) + + # vgg16fc_mxnet + softmax = get_vgg16fc_symbol() + vgg16fc_arg_params = get_vgg16fc_arg_param(vgg16_arg_params) + vgg_model = mx.model.FeedForward(ctx=mx.gpu(), symbol=softmax, + arg_params=vgg16fc_arg_params, aux_params=vgg16_aux_params) + + # vgg_model.save(prefix=args.prefix_fc, epoch=1) + vgg_model.save(prefix=args.prefix_fc, epoch=args.epoch) + return "" + +if __name__ == "__main__": + main() From 88d23b87d4c5d7a3bc97efb0848590372ad5a011 Mon Sep 17 00:00:00 2001 From: tornadomeet Date: Sat, 28 Nov 2015 15:35:43 +0800 Subject: [PATCH 2/8] update convenience for me when debug --- python/mxnet/callback.py | 5 +++-- python/mxnet/metric.py | 2 +- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/python/mxnet/callback.py b/python/mxnet/callback.py index 8d08e40ba7d3..553d410dd401 100644 --- a/python/mxnet/callback.py +++ b/python/mxnet/callback.py @@ -76,8 +76,9 @@ def __call__(self, param): if self.init: if count % self.frequent == 0: speed = self.frequent * self.batch_size / (time.time() - self.tic) - logging.info("Iter[%d] Batch [%d]\tSpeed: %.2f samples/sec", - param.epoch, count, speed) + name, value = param.eval_metric.get() + logging.info("Iter[%d] Batch [%d]\tSpeed: %.2f samples/sec\tTrain-%s=%f", + param.epoch, count, speed, name, value) self.tic = time.time() else: self.init = True diff --git a/python/mxnet/metric.py b/python/mxnet/metric.py index 69b3eea3f840..a338f1cbf1dd 100644 --- a/python/mxnet/metric.py +++ b/python/mxnet/metric.py @@ -56,7 +56,7 @@ def update(self, labels, preds): if label.shape[0] < pred_label.shape[0]: raise Exception("Predict label is more than data label? ") self.sum_metric += numpy.sum(pred_label == label[:pred_label.shape[0]]) - num_inst = pred_label.shape[0] + num_inst = pred_label.shape[0]*pred_label.shape[1] self.num_inst += num_inst From 4678892e2f69c11db7e9fc4942a1a657518cfa62 Mon Sep 17 00:00:00 2001 From: tornadomeet Date: Tue, 1 Dec 2015 08:48:39 +0800 Subject: [PATCH 3/8] update for segmentation --- python/mxnet/callback.py | 4 ++-- python/mxnet/metric.py | 3 ++- 2 files changed, 4 insertions(+), 3 deletions(-) diff --git a/python/mxnet/callback.py b/python/mxnet/callback.py index 553d410dd401..2b5981f1177c 100644 --- a/python/mxnet/callback.py +++ b/python/mxnet/callback.py @@ -76,8 +76,8 @@ def __call__(self, param): if self.init: if count % self.frequent == 0: speed = self.frequent * self.batch_size / (time.time() - self.tic) - name, value = param.eval_metric.get() - logging.info("Iter[%d] Batch [%d]\tSpeed: %.2f samples/sec\tTrain-%s=%f", + name, value = param.eval_metric.get() + logging.info("Epoch[%d] Batch [%d]\tSpeed: %.2f samples/sec\tTrain-%s=%f", param.epoch, count, speed, name, value) self.tic = time.time() else: diff --git a/python/mxnet/metric.py b/python/mxnet/metric.py index a338f1cbf1dd..80b0ee65b475 100644 --- a/python/mxnet/metric.py +++ b/python/mxnet/metric.py @@ -56,7 +56,8 @@ def update(self, labels, preds): if label.shape[0] < pred_label.shape[0]: raise Exception("Predict label is more than data label? ") self.sum_metric += numpy.sum(pred_label == label[:pred_label.shape[0]]) - num_inst = pred_label.shape[0]*pred_label.shape[1] + # num_inst = pred_label.shape[0] + num_inst = pred.size self.num_inst += num_inst From 1a1fbb5ecb7449c0b4136a004c86c34906476bbc Mon Sep 17 00:00:00 2001 From: tornadomeet Date: Tue, 1 Dec 2015 10:38:43 +0800 Subject: [PATCH 4/8] update for seg --- python/mxnet/callback.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/python/mxnet/callback.py b/python/mxnet/callback.py index 2b5981f1177c..b4060d4af04e 100644 --- a/python/mxnet/callback.py +++ b/python/mxnet/callback.py @@ -76,9 +76,9 @@ def __call__(self, param): if self.init: if count % self.frequent == 0: speed = self.frequent * self.batch_size / (time.time() - self.tic) - name, value = param.eval_metric.get() + name, value = param.eval_metric.get() logging.info("Epoch[%d] Batch [%d]\tSpeed: %.2f samples/sec\tTrain-%s=%f", - param.epoch, count, speed, name, value) + param.epoch, count, speed, name, value) self.tic = time.time() else: self.init = True From 26f95c67afa32bb0dbfa500c1901873a56f65f45 Mon Sep 17 00:00:00 2001 From: tornadomeet Date: Mon, 14 Dec 2015 19:51:53 +0800 Subject: [PATCH 5/8] add the dependent source code for image segmentation --- dmlc-core | 2 +- mshadow | 2 +- python/mxnet/lr_scheduler.py | 2 +- python/mxnet/monitor.py | 3 +- src/operator/crop-inl.h | 182 ++++++++++++++++++++++++++++++ src/operator/crop.cc | 29 +++++ src/operator/crop.cu | 18 +++ src/operator/softmax_output-inl.h | 8 +- 8 files changed, 240 insertions(+), 6 deletions(-) create mode 100644 src/operator/crop-inl.h create mode 100644 src/operator/crop.cc create mode 100644 src/operator/crop.cu diff --git a/dmlc-core b/dmlc-core index a9b3320d2c6b..4b951c037838 160000 --- a/dmlc-core +++ b/dmlc-core @@ -1 +1 @@ -Subproject commit a9b3320d2c6b29506139784b877142c9ee78caaf +Subproject commit 4b951c0378386b7f4d9eae72be2ecd3b9c816afe diff --git a/mshadow b/mshadow index 00ca771296cb..da390521662f 160000 --- a/mshadow +++ b/mshadow @@ -1 +1 @@ -Subproject commit 00ca771296cbdfbc026fbe26be01e35596c16ec4 +Subproject commit da390521662f99adcc7963e97141738b57974573 diff --git a/python/mxnet/lr_scheduler.py b/python/mxnet/lr_scheduler.py index c008f058ab2a..e40e146a0af8 100644 --- a/python/mxnet/lr_scheduler.py +++ b/python/mxnet/lr_scheduler.py @@ -71,6 +71,6 @@ def __call__(self, num_update): if num_update > self.count + self.step: self.count += self.step self.base_lr *= self.factor - logging.info("Update[%d]: Change learning rate to %.5f", + logging.info("Update[%d]: Change learning rate to %0.5e", num_update, self.base_lr) return self.base_lr diff --git a/python/mxnet/monitor.py b/python/mxnet/monitor.py index 4f1e236fb212..853135eb2a2a 100644 --- a/python/mxnet/monitor.py +++ b/python/mxnet/monitor.py @@ -52,7 +52,8 @@ def install(self, exe): the Executor (returned by symbol.bind) to install to. """ exe.set_monitor_callback(self.stat_helper) - self.exes.append(exe) + #self.exes.append(exe) + self.exes = [exe] def tic(self): """start collecting stats for current batch. diff --git a/src/operator/crop-inl.h b/src/operator/crop-inl.h new file mode 100644 index 000000000000..866a067f9d49 --- /dev/null +++ b/src/operator/crop-inl.h @@ -0,0 +1,182 @@ +/*! + * Copyright (c) 2015 by Contributors + * \file crop-inl.h + * \brief + * \author Wei Wu +*/ +#ifndef MXNET_OPERATOR_CROP_INL_H_ +#define MXNET_OPERATOR_CROP_INL_H_ +#include +#include +#include +#include +#include +#include +#include +#include +#include "./operator_common.h" + +namespace mxnet { +namespace op { + +namespace crop_enum { +enum CropOpInputs {kData, kCropLike}; +enum CropOpOutputs {kOut}; +} // namespace crop_enum + +struct CropParam : public dmlc::Parameter { + TShape offset; + bool center_crop; + DMLC_DECLARE_PARAMETER(CropParam) { + int shape[] = {0, 0}; + DMLC_DECLARE_FIELD(offset).set_default(TShape(shape, shape + 2)) + .describe("corp offset coordinate: (y, x)"); + DMLC_DECLARE_FIELD(center_crop).set_default(false) + .describe("If set to true, then it will use be the center_crop," + "or it will crop using the shape of crop_like"); + } +}; // struct CropParam + +template +class CropOp : public Operator { + public: + explicit CropOp(CropParam param) { + this->param_ = param; + } + + virtual void Forward(const OpContext &ctx, + const std::vector &in_data, + const std::vector &req, + const std::vector &out_data, + const std::vector &aux_args) { + using namespace mshadow; + using namespace mshadow::expr; + CHECK_EQ(static_cast(in_data.size()), 2); + CHECK_EQ(out_data.size(), 1); + CHECK_EQ(req[crop_enum::kOut], kWriteTo); + Stream *s = ctx.get_stream(); + Tensor data = in_data[crop_enum::kData].get(s); + Tensor out = out_data[crop_enum::kOut].get(s); + offset_hw_ = InferCropOfferset(data.shape_, out.shape_); + out = crop(data, Shape2(out.size(2), out.size(3)), offset_hw_[0], offset_hw_[1]); + } + + // because the crop_like input is only used with it's shape, so we should be + // careful setting its backwrd grad value to zeros, so that it will not hurt + // the connection of crop_like. + virtual void Backward(const OpContext &ctx, + const std::vector &out_grad, + const std::vector &in_data, + const std::vector &out_data, + const std::vector &req, + const std::vector &in_grad, + const std::vector &aux_states) { + using namespace mshadow; + using namespace mshadow::expr; + CHECK_EQ(in_grad.size(), 2) << in_grad.size(); + CHECK_EQ(out_grad.size(), 1) << out_grad.size(); + Stream *s = ctx.get_stream(); + Tensor grad = out_grad[crop_enum::kOut].get(s); + Tensor gdata = in_grad[crop_enum::kData].get(s); + Tensor gcrop_like = in_grad[crop_enum::kCropLike].get(s); + gcrop_like = (real_t)0.0f; + offset_hw_ = InferCropOfferset(gdata.shape_, grad.shape_); + gdata = (real_t)0.0f; + slice<3>(slice<2>(gdata, offset_hw_[0], offset_hw_[0]+grad.size(2)), + offset_hw_[1], offset_hw_[1]+grad.size(3)) = grad; + } + + private: + CropParam param_; + std::vector offset_hw_; + std::vector InferCropOfferset(mshadow::Shape<4> &data_shape, + mshadow::Shape<4> &out_shape) { + std::vector offset_hw; + CHECK_GE(data_shape[2], out_shape[2]) << + "data_shape'height should be larger than that of out_shape"; + CHECK_GE(data_shape[3], out_shape[3]) << + "data_shape'weight should be larger than that of out_shape"; + if (param_.center_crop) { + offset_hw.push_back(static_cast((data_shape[2]-out_shape[2])/2)); + offset_hw.push_back(static_cast((data_shape[3]-out_shape[3])/2)); + } else { + CHECK_GE(static_cast(param_.offset[0]), 0) << + "offset[0] should be larger than 0"; + CHECK_LE(static_cast(param_.offset[0]), data_shape[2]-out_shape[2]) << + "offset[0] should be less than the residual space of height"; + CHECK_GE(static_cast(param_.offset[1]), 0) << + "offset[1] should be larger than 0"; + CHECK_LE(static_cast(param_.offset[1]), data_shape[3]-out_shape[3]) << + "offset[1] should be less than the residual space of width"; + offset_hw.push_back(static_cast(param_.offset[0])); + offset_hw.push_back(static_cast(param_.offset[1])); + } + return offset_hw; + } +}; // class CropOp + +template +Operator *CreateOp(CropParam param); + +#if DMLC_USE_CXX11 +class CropProp : public OperatorProperty { + public: + void Init(const std::vector >& kwargs) override { + param_.Init(kwargs); + } + + std::map GetParams() const override { + return param_.__DICT__(); + } + + std::vector ListArguments() const override { + return {"data", "crop_like"}; + } + + bool InferShape(std::vector *in_shape, + std::vector *out_shape, + std::vector *aux_shape) const override { + using namespace mshadow; + CHECK_EQ(in_shape->size(), 2) << "Input:[data, crop_like]"; + TShape data_shape = in_shape->at(crop_enum::kData); + if (data_shape.ndim() == 0) return false; + CHECK_EQ(data_shape.ndim(), 4) << \ + "Input data should be 4D in batch-num_filter-y-x"; + TShape crop_shape = in_shape->at(crop_enum::kCropLike); + if (crop_shape.ndim() == 0) return false; + CHECK_EQ(crop_shape.ndim(), 4) << \ + "Input crop_like should be 4D in batch-num_filter/batch-num_channel-y-x"; + out_shape->clear(); + data_shape[2] = crop_shape[2]; + data_shape[3] = crop_shape[3]; + out_shape->push_back(data_shape); + return true; + } + + OperatorProperty* Copy() const override { + auto ptr = new CropProp(); + ptr->param_ = param_; + return ptr; + } + + std::string TypeString() const override { + return "Crop"; + } + + std::vector DeclareBackwardDependency( + const std::vector &out_grad, + const std::vector &in_data, + const std::vector &out_data) const override { + return out_grad; + } + + Operator* CreateOperator(Context ctx) const override; + + private: + CropParam param_; +}; // class CropProp +#endif // DMLC_USE_CXX11 +} // namespace op +} // namespace mxnet + +#endif // MXNET_OPERATOR_CONCAT_INL_H_ diff --git a/src/operator/crop.cc b/src/operator/crop.cc new file mode 100644 index 000000000000..5a3315c24d63 --- /dev/null +++ b/src/operator/crop.cc @@ -0,0 +1,29 @@ +/*! + * Copyright (c) 2015 by Contributors + * \file concat.cc + * \brief + * \author Wei Wu +*/ + +#include "./crop-inl.h" + +namespace mxnet { +namespace op { +template<> +Operator* CreateOp(CropParam param) { + return new CropOp(param); +} + +Operator* CropProp::CreateOperator(Context ctx) const { + DO_BIND_DISPATCH(CreateOp, param_); +} + +DMLC_REGISTER_PARAMETER(CropParam); + +MXNET_REGISTER_OP_PROPERTY(Crop, CropProp) +.add_argument("data", "Symbol", "Input data to the CropOp.") +.add_argument("crop_like", "Symbol", "crop_like data to the CropOp.") +.add_arguments(CropParam::__FIELDS__()) +.describe("Crop the 2th and 3th dim of input data, with the corresponding size of crop_like."); +} // namespace op +} // namespace mxnet diff --git a/src/operator/crop.cu b/src/operator/crop.cu new file mode 100644 index 000000000000..64f8cb219f30 --- /dev/null +++ b/src/operator/crop.cu @@ -0,0 +1,18 @@ +/*! + * Copyright (c) 2015 by Contributors + * \file concat.cu + * \brief + * \author Wei Wu +*/ + +#include "./crop-inl.h" + +namespace mxnet { +namespace op { +template<> +Operator* CreateOp(CropParam param) { + return new CropOp(param); +} + +} // namespace op +} // namespace mxnet diff --git a/src/operator/softmax_output-inl.h b/src/operator/softmax_output-inl.h index 9528ed0a41c6..b75edd21a04b 100644 --- a/src/operator/softmax_output-inl.h +++ b/src/operator/softmax_output-inl.h @@ -28,6 +28,7 @@ enum SoftmaxOutputOpOutputs {kOut}; struct SoftmaxOutputParam : public dmlc::Parameter { float grad_scale; bool multi_output; + float ignore_label; DMLC_DECLARE_PARAMETER(SoftmaxOutputParam) { DMLC_DECLARE_FIELD(grad_scale).set_default(1.0f) .describe("Scale the gradient by a float factor"); @@ -35,6 +36,9 @@ struct SoftmaxOutputParam : public dmlc::Parameter { .describe("If set to true, for a (n,k,x_1,..,x_n) dimensional" "input tensor, softmax will generate n*x_1*...*x_n output, each" "has k classes"); + DMLC_DECLARE_FIELD(ignore_label).set_default(-1.0f) + .describe("the ignore_label will not work in backward, and this only" + "be used when multi_output=true"); }; }; @@ -56,7 +60,7 @@ class SoftmaxOutputOp : public Operator { if (param_.multi_output) { int n = in_data[softmaxout_enum::kData].size(0); int k = in_data[softmaxout_enum::kData].size(1); - Shape<3> s3 = Shape3(n, k, static_cast(in_data[softmaxout_enum::kData].Size()/n/k)); + Shape<3> s3 = Shape3(n, k, static_cast(in_data[softmaxout_enum::kData].Size()/n/k)); // 即(n, k, c) Tensor data = in_data[softmaxout_enum::kData].get_with_shape(s3, s); Tensor out = out_data[softmaxout_enum::kOut].get_with_shape(s3, s); Softmax(out, data); @@ -88,7 +92,7 @@ class SoftmaxOutputOp : public Operator { Tensor label = in_data[softmaxout_enum::kLabel].FlatTo2D(s); Tensor out = out_data[softmaxout_enum::kOut].get_with_shape(s3, s); Tensor grad = in_grad[softmaxout_enum::kData].get_with_shape(s3, s); - SoftmaxGrad(grad, out, label); + SoftmaxGrad(grad, out, label, static_cast(param_.ignore_label)); if (param_.grad_scale < 1.0) { grad *= param_.grad_scale; } From b7e8bc25b10d3898effd014d00f3404546ae9e58 Mon Sep 17 00:00:00 2001 From: tornadomeet Date: Mon, 14 Dec 2015 21:00:06 +0800 Subject: [PATCH 6/8] add the fcn-xs example --- example/fcn-xs/README.md | 38 ++- example/fcn-xs/data.py | 108 ++++++++ example/fcn-xs/fcn_16s.py | 66 +++++ example/fcn-xs/fcn_32s.py | 64 +++++ example/fcn-xs/fcn_8s.py | 64 +++++ example/fcn-xs/init_fcnxs.py | 165 ++++++++++++ example/fcn-xs/run_fcn16s.sh | 2 + example/fcn-xs/run_fcn32s.sh | 1 + example/fcn-xs/run_fcn8s.sh | 2 + example/fcn-xs/solver.py | 148 ++++++++++ example/fcn-xs/symbol_fcnxs.py | 478 +++++++++++++++++++++++++++++++++ 11 files changed, 1132 insertions(+), 4 deletions(-) create mode 100644 example/fcn-xs/data.py create mode 100644 example/fcn-xs/fcn_16s.py create mode 100644 example/fcn-xs/fcn_32s.py create mode 100644 example/fcn-xs/fcn_8s.py create mode 100644 example/fcn-xs/init_fcnxs.py create mode 100755 example/fcn-xs/run_fcn16s.sh create mode 100755 example/fcn-xs/run_fcn32s.sh create mode 100755 example/fcn-xs/run_fcn8s.sh create mode 100644 example/fcn-xs/solver.py create mode 100644 example/fcn-xs/symbol_fcnxs.py diff --git a/example/fcn-xs/README.md b/example/fcn-xs/README.md index ba45040be47b..fedbe4000739 100644 --- a/example/fcn-xs/README.md +++ b/example/fcn-xs/README.md @@ -2,10 +2,14 @@ FCN-xs EXAMPLES --------------- This folder contains the examples of image segmentation in MXNet. -### step1: get the fully convulutional style of vgg16 model +## Sample results +![fcn-xs pasval_voc result](C:\Users\Administrator\Desktop\fcn\fcn-xs_pascal.jpg) + +## How to train fcn-xs in mxnet +#### step1: get the fully convulutional style of vgg16 model * dwonload the vgg16 caffe-model from [VGG_ILSVRC_16_layers.caffemodel](http://www.robots.ox.ac.uk/~vgg/software/very_deep/caffe/VGG_ILSVRC_16_layers.caffemodel),and the corresponding [VGG_ILSVRC_16_layers_deploy.prototxt](https://gist.github.com/ksimonyan/211839e770f7b538e2d8#file-vgg_ilsvrc_16_layers_deploy-prototxt), the vgg16 model has [license](http://creativecommons.org/licenses/by-nc/4.0/) for non-commercial use only. * use convert_model.py to convet the caffe model to mxnet model, like(shell): -``` +``` vgg16_deploy=VGG_ILSVRC_16_layers_deploy.prototxt vgg16_caffemodel=VGG_ILSVRC_16_layers.caffemodel model_prefix=VGG_ILSVRC_16_layers @@ -18,8 +22,34 @@ This folder contains the examples of image segmentation in MXNet. python create_vgg16fc_model.py VGG_ILSVRC_16_layers 74 VGG_FC_ILSVRC_16_layers ``` you can use vgg16fc model now, or you can download it directly from [yun.baidu](http://pan.baidu.com/s/1jGlOvno). - + **`be careful: if you put one (very) large image to the vgg16fc model, you should change the 'workspace_default' value larger(Related to your field) in create_vgg16fc_model.py.`** +* or you can directly download the ```VGG_FC_ILSVRC_16_layers-symbol.json``` and ```VGG_FC_ILSVRC_16_layers-0074.params``` from [yun.baidu](http://pan.baidu.com/s/1jGlOvno) +#### step2: prepare your training Data +in the example here, the training image list owns the form: +```index \t image_data_path \t image_label_path``` +the labels for one image in image segmentation field is also one image, with the same shape of input image. +* or you can directly download the ```VOC2012.rar``` from [yun.baidu](http://pan.baidu.com/s/1jGlOvno), and Extract it. the file/folder will be: +```JPEGImages folder```, ```SegmentationClass folder```, ```train.lst```, ```val.lst```, ```test.lst``` + +#### step3: begin training fcn-xs +if you want to train the fcn-8s model, it's better for you trained the fcn-32s and fcn-16s model firstly. +when training the fcn-32s model, run in shell ```./run_fcn32s.sh``` +* in the fcn_xs.py(e.g. fcn_32s.py, fcn_16s.py, fcn_8s.py), you may need to change the directory ```img_dir```, ```train_lst```, ```val_lst```, ```fcnxs_model_prefix``` +* the output log may like this(when training fcn-8s): +```c++ +INFO:root:Start training with gpu(3) +INFO:root:Epoch[0] Batch [50] Speed: 1.16 samples/sec Train-accuracy=0.894318 +INFO:root:Epoch[0] Batch [100] Speed: 1.11 samples/sec Train-accuracy=0.904681 +INFO:root:Epoch[0] Batch [150] Speed: 1.13 samples/sec Train-accuracy=0.908053 +INFO:root:Epoch[0] Batch [200] Speed: 1.12 samples/sec Train-accuracy=0.912219 +INFO:root:Epoch[0] Batch [250] Speed: 1.13 samples/sec Train-accuracy=0.914238 +INFO:root:Epoch[0] Batch [300] Speed: 1.13 samples/sec Train-accuracy=0.912170 +INFO:root:Epoch[0] Batch [350] Speed: 1.12 samples/sec Train-accuracy=0.912080 +``` -### step2: TODO +## TODO +* add the example of using pretrained model +* add the crop_offset function in symbol(both c++ and python side of mxnet) +* make the example more cleaner(the code is some dirty here) diff --git a/example/fcn-xs/data.py b/example/fcn-xs/data.py new file mode 100644 index 000000000000..9115d32a45a5 --- /dev/null +++ b/example/fcn-xs/data.py @@ -0,0 +1,108 @@ +# pylint: skip-file +""" data iterator for pasval voc 2012""" +import mxnet as mx +import numpy as np +import sys +import os +from mxnet.io import DataIter +from skimage import io +from PIL import Image + +class FileIter(DataIter): + """FileIter object in mxnet. Taking NDArray or numpy array to get dataiter. + Parameters + ---------- + data_list or data, label: a list of, or two separate NDArray or numpy.ndarray + list of NDArray for data. The last one is treated as label. + batch_size: int + Batch Size + shuffle: bool + Whether to shuffle the data + data_pad_value: float, optional + Padding value for data + label_pad_value: float, optionl + Padding value for label + last_batch_handle: 'pad', 'discard' or 'roll_over' + How to handle the last batch + Note + ---- + This iterator will pad, discard or roll over the last batch if + the size of data does not match batch_size. Roll over is intended + for training and can cause problems if used for prediction. + """ + def __init__(self, root_dir, flist_name, data_name="data", label_name="softmax_label"): + super(FileIter, self).__init__() + self.root_dir = root_dir + self.data_name = data_name + self.label_name = label_name + self.flist_name = os.path.join(self.root_dir, flist_name) + self.num_data = len(open(self.flist_name, 'r').readlines()) + self.img_path = "img_path" + self.f = open(self.flist_name, 'r') + self.mean = np.array([123.68, 116.779, 103.939]) # (R, G, B) + self.data, self.label, self.img_name = self._read(self.f) + self.cursor = -1 + + def _read(self, f): + _, data_img_name, label_img_name = f.readline().strip('\n').split("\t") + data = {} + label = {} + data[self.data_name] = self._read_img(data_img_name) + label[self.label_name] = self._read_img(label_img_name, True) + return list(data.items()), list(label.items()), data_img_name + + def _read_img(self, img_name, is_label_img=False): + if not is_label_img: + img = Image.open(os.path.join(self.root_dir, img_name)) + img = np.array(img, dtype=np.float32) # (h, w, c) + reshaped_mean = self.mean.reshape(1, 1, 3) + img = img - reshaped_mean + img = np.swapaxes(img, 0, 2) + img = np.swapaxes(img, 1, 2) # (c, h, w) + else: + img = Image.open(os.path.join(self.root_dir, img_name)) + img = np.array(img) # (h, w) + # img[img==255] = 0 # change the value of 255 to 0 + img = np.expand_dims(img, axis=0) # (1, c, h, w) or (1, h, w) + return img + + @property + def provide_data(self): + """The name and shape of data provided by this iterator""" + return [(k, tuple([1] + list(v.shape[1:]))) for k, v in self.data] + + @property + def provide_label(self): + """The name and shape of label provided by this iterator""" + return [(k, tuple([1] + list(v.shape[1:]))) for k, v in self.label] + + @property + def batch_size(self): + return 1 + + def reset(self): + self.cursor = -1 + self.f.close() + self.f = open(self.flist_name, 'r') + + def iter_next(self): + self.cursor += 1 + if(self.cursor < self.num_data-1): + return True + else: + return False + + def next(self): + if self.iter_next(): + self.data, self.label, self.img_name = self._read(self.f) + return {self.data_name:self.getdata(), + self.label_name:self.getlabel(), + self.img_path:self.img_name} + else: + raise StopIteration + + def getdata(self): + return self.data[0][1] + + def getlabel(self): + return self.label[0][1] diff --git a/example/fcn-xs/fcn_16s.py b/example/fcn-xs/fcn_16s.py new file mode 100644 index 000000000000..276414d77804 --- /dev/null +++ b/example/fcn-xs/fcn_16s.py @@ -0,0 +1,66 @@ +# pylint: skip-file +import sys, os +import argparse +import mxnet as mx +import numpy as np +import logging +import symbol_fcnxs +import init_fcnxs +from data import FileIter +from solver import Solver + +logger = logging.getLogger() +logger.setLevel(logging.INFO) +np.set_printoptions(threshold=np.nan) + +img_dir = "./VOC2012" +train_lst = "train.lst" +val_lst = "val.lst" +fcn16s_model_prefix = "model_pascal/FCN16s_VGG16" +batch_size = 1 +workspace = 1536 +ctx = mx.gpu(0) +# ctx = mx.cpu() + +def norm_stat(d): + return mx.nd.norm(d)/np.sqrt(d.size) + +def main(): + fcn16s = symbol_fcnxs.get_fcn16s_symbol(21, workspace) + arg_names = fcn16s.list_arguments() + print "arg_names=", arg_names + arg_shapes, out_shapes, _ = fcn16s.infer_shape(data=(1,3,336,500)) + print "out_shapes[0]=", out_shapes[0] + arg_shapes_dict = dict(zip(arg_names, arg_shapes)) + _, vgg16fc_arg_params, vgg16fc_aux_params = mx.model.load_checkpoint(args.prefix, args.epoch) + # fcn16s_arg_params, fcn16s_aux_params = init_fcnxs.init_fcn16s_params(ctx, fcn16s, vgg16fc_arg_params, vgg16fc_aux_params) + fcn16s_arg_params, fcn16s_aux_params = init_fcnxs.init_fcn16s_params_from_fcn32s(ctx, fcn16s, vgg16fc_arg_params, vgg16fc_aux_params) + train_dataiter = FileIter(img_dir, train_lst) + val_dataiter = FileIter(img_dir, val_lst) + mon = mx.mon.Monitor(1, norm_stat) + model = Solver( + ctx = ctx, + symbol = fcn16s, + begin_epoch = 0, + num_epoch = 100, + arg_params = fcn16s_arg_params, + aux_params = fcn16s_aux_params, + learning_rate = 1e-12, + momentum = 0.99, + wd = 0.0005, + snapshot = 1, + monitor = None) + model.fit( + train_data = train_dataiter, + eval_data = val_dataiter, + batch_end_callback = mx.callback.Speedometer(batch_size, 50), + epoch_end_callback = mx.callback.do_checkpoint(fcn16s_model_prefix)) + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='training pascal voc segmentation using fcn-16s.') + parser.add_argument('prefix', default='FCN16s_VGG16', + help='The prefix(include path) of vgg16 model with mxnet format.') + parser.add_argument('epoch', type=int, default=199, + help='The epoch number of fcn16s model.') + args = parser.parse_args() + main() diff --git a/example/fcn-xs/fcn_32s.py b/example/fcn-xs/fcn_32s.py new file mode 100644 index 000000000000..5b467888c059 --- /dev/null +++ b/example/fcn-xs/fcn_32s.py @@ -0,0 +1,64 @@ +import sys, os +import argparse +import mxnet as mx +import numpy as np +import logging +import symbol_fcnxs +import init_fcnxs +from data import FileIter +from solver import Solver + +logger = logging.getLogger() +logger.setLevel(logging.INFO) +np.set_printoptions(threshold=np.nan) + +img_dir = "./VOC2012" +train_lst = "train.lst" +val_lst = "val.lst" +fcn32s_model_prefix = "model_pascal/FCN32s_VGG16" +batch_size = 1 +workspace = 1536 +ctx = mx.gpu(0) +# ctx = mx.cpu() + +def norm_stat(d): + return mx.nd.norm(d)/np.sqrt(d.size) + +def main(): + fcn32s = symbol_fcnxs.get_fcn32s_symbol(21, workspace) + arg_names = fcn32s.list_arguments() + arg_shapes, out_shapes, _ = fcn32s.infer_shape(data=(1,3,336,500)) + print "out_shapes[0]=", out_shapes[0] + arg_shapes_dict = dict(zip(arg_names, arg_shapes)) + _, vgg16fc_arg_params, vgg16fc_aux_params = \ + mx.model.load_checkpoint(args.prefix, args.epoch) + fcn32s_arg_params, fcn32s_aux_params = \ + init_fcnxs.init_fcn32s_params(ctx, fcn32s, vgg16fc_arg_params, vgg16fc_aux_params) + train_dataiter = FileIter(img_dir, train_lst) + val_dataiter = FileIter(img_dir, val_lst) + mon = mx.mon.Monitor(10, norm_stat) + model = Solver( + ctx = ctx, + symbol = fcn32s, + begin_epoch = 0, + num_epoch = 200, + arg_params = fcn32s_arg_params, + aux_params = fcn32s_aux_params, + learning_rate = 1e-10, + momentum = 0.99, + wd = 0.0005, + monitor = None) + model.fit( + train_data = train_dataiter, + eval_data = val_dataiter, + batch_end_callback = mx.callback.Speedometer(batch_size, 10), + epoch_end_callback = mx.callback.do_checkpoint(fcn32s_model_prefix)) + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='Convert vgg16 model to vgg16fc model.') + parser.add_argument('prefix', default='VGG_FC_ILSVRC_16_layers', + help='The prefix(include path) of vgg16 model with mxnet format.') + parser.add_argument('epoch', type=int, default=74, + help='The epoch number of vgg16 model.') + args = parser.parse_args() + main() diff --git a/example/fcn-xs/fcn_8s.py b/example/fcn-xs/fcn_8s.py new file mode 100644 index 000000000000..fb1d5861b73f --- /dev/null +++ b/example/fcn-xs/fcn_8s.py @@ -0,0 +1,64 @@ +import sys, os +import argparse +import mxnet as mx +import numpy as np +import logging +import symbol_fcnxs +import init_fcnxs +from data import FileIter +from solver import Solver + +logger = logging.getLogger() +logger.setLevel(logging.INFO) +np.set_printoptions(threshold=np.nan) + +img_dir = "./VOC2012" +train_lst = "train.lst" +val_lst = "val.lst" +fcn8s_model_prefix = "model_pascal/FCN8s_VGG16" +batch_size = 1 +workspace = 1536 +ctx = mx.gpu(0) +# ctx = mx.cpu() + +def norm_stat(d): + return mx.nd.norm(d)/np.sqrt(d.size) + +def main(): + fcn8s = symbol_fcnxs.get_fcn8s_symbol(21, workspace) + arg_names = fcn8s.list_arguments() + print "arg_names=", arg_names + arg_shapes, out_shapes, _ = fcn8s.infer_shape(data=(1,3,336,500)) + print "out_shapes[0]=", out_shapes[0] + arg_shapes_dict = dict(zip(arg_names, arg_shapes)) + _, vgg16fc_arg_params, vgg16fc_aux_params = mx.model.load_checkpoint(args.prefix, args.epoch) + fcn8s_arg_params, fcn8s_aux_params = init_fcnxs.init_fcn8s_params_from_fcn16s(ctx, fcn8s, vgg16fc_arg_params, vgg16fc_aux_params) + train_dataiter = FileIter(img_dir, train_lst) + val_dataiter = FileIter(img_dir, val_lst) + mon = mx.mon.Monitor(10, norm_stat) + model = Solver( + ctx = ctx, + symbol = fcn8s, + begin_epoch = 0, + num_epoch = 100, + arg_params = fcn8s_arg_params, + aux_params = fcn8s_aux_params, + learning_rate = 1e-14, + momentum = 0.99, + wd = 0.0005, + snapshot = 1, + monitor = None) + model.fit( + train_data = train_dataiter, + eval_data = val_dataiter, + batch_end_callback = mx.callback.Speedometer(batch_size, 50), + epoch_end_callback = mx.callback.do_checkpoint(fcn8s_model_prefix)) + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='training pascal voc segmentation using fcn-8s.') + parser.add_argument('prefix', default='FCN32s_VGG16', + help='The prefix(include path) of vgg16 model with mxnet format.') + parser.add_argument('epoch', type=int, default=199, + help='The epoch number of fcn32s model.') + args = parser.parse_args() + main() diff --git a/example/fcn-xs/init_fcnxs.py b/example/fcn-xs/init_fcnxs.py new file mode 100644 index 000000000000..36f6e48b8cef --- /dev/null +++ b/example/fcn-xs/init_fcnxs.py @@ -0,0 +1,165 @@ +# pylint: skip-file +import mxnet as mx +import numpy as np + +# make a bilinear interpolation kernel, return a numpy.ndarray +def upsample_filt(size): + factor = (size + 1) // 2 + if size % 2 == 1: + center = factor - 1 + else: + center = factor - 0.5 + og = np.ogrid[:size, :size] + return (1 - abs(og[0] - center) / factor) * \ + (1 - abs(og[1] - center) / factor) + +def init_fcn32s_params(ctx, fcn32s_symbol, vgg16fc_arg_params, vgg16fc_aux_params, retrain): + fcn32s_arg_params = vgg16fc_arg_params.copy() + fcn32s_aux_params = vgg16fc_aux_params.copy() + if not retrain: + for k,v in fcn32s_arg_params.items(): + if(v.context != ctx): + fcn32s_arg_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn32s_arg_params[k]) + for k,v in fcn32s_aux_params.items(): + if(v.context != ctx): + fcn32s_aux_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn32s_aux_params[k]) + data_shape=(1,3,500,500) + arg_names = fcn32s_symbol.list_arguments() + arg_shapes, _, _ = fcn32s_symbol.infer_shape(data=data_shape) + rest_params = dict([(x[0], mx.nd.zeros(x[1], ctx)) for x in zip(arg_names, arg_shapes) + if x[0] in ['fc8_weight', 'fc8_bias']]) + fcn32s_arg_params.update(rest_params) + deconv_params = dict([(x[0], x[1]) for x in zip(arg_names, arg_shapes) if x[0] \ + in ["deconv8_weight"]]) + for k, v in deconv_params.items(): + filt = upsample_filt(v[3]) + initw = np.zeros(v) + initw[range(v[0]), range(v[1]), :, :] = filt # becareful here is the slice assing + fcn32s_arg_params[k] = mx.nd.array(initw, ctx) + else: + print "it is retrain, so will use the model weight trained before." + return fcn32s_arg_params, fcn32s_aux_params + +def init_fcn16s_params(ctx, fcn16s_symbol, vgg16fc_arg_params, vgg16fc_aux_params): + fcn16s_arg_params = vgg16fc_arg_params.copy() + fcn16s_aux_params = vgg16fc_aux_params.copy() + del fcn16s_arg_params["fc8_weight"] + del fcn16s_arg_params["fc8_bias"] + for k,v in fcn16s_arg_params.items(): + if(v.context != ctx): + fcn16s_arg_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn8s_arg_params[k]) + for k,v in fcn16s_aux_params.items(): + if(v.context != ctx): + fcn16s_aux_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn8s_aux_params[k]) + data_shape=(1,3,500,500) + arg_names = fcn16s_symbol.list_arguments() + arg_shapes, _, _ = fcn16s_symbol.infer_shape(data=data_shape) + rest_params = dict([(x[0], mx.nd.zeros(x[1], ctx)) for x in zip(arg_names, arg_shapes) + if x[0] in ['score_weight', 'score_bias', + 'score_pool4_weight', 'score_pool4_bias']]) + fcn16s_arg_params.update(rest_params) + deconv_params = dict([(x[0], x[1]) for x in zip(arg_names, arg_shapes) if x[0] \ + in ['score2_weight', 'bigscore_weight']]) + for k, v in deconv_params.items(): + filt = upsample_filt(v[3]) + initw = np.zeros(v) + initw[range(v[0]), range(v[1]), :, :] = filt # becareful here is the slice assing + fcn16s_arg_params[k] = mx.nd.array(initw, ctx) + + # print "fcn16s_arg_params[conv1_1_weight]=", fcn16s_arg_params["conv1_1_weight"].asnumpy() + # print "fcn16s_arg_params[conv1_2_weight]=", fcn16s_arg_params["conv1_2_weight"].asnumpy() + return fcn16s_arg_params, fcn16s_aux_params + +def init_fcn16s_params_from_fcn32s(ctx, fcn16s_symbol, fcn32s_arg_params, fcn32s_aux_params): + fcn16s_arg_params = fcn32s_arg_params.copy() + fcn16s_aux_params = fcn32s_aux_params.copy() + fcn16s_arg_params["score_weight"] = fcn16s_arg_params["fc8_weight"] + fcn16s_arg_params["score_bias"] = fcn16s_arg_params["fc8_bias"] + del fcn16s_arg_params["deconv8_weight"] + for k,v in fcn16s_arg_params.items(): + if(v.context != ctx): + fcn16s_arg_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn16s_arg_params[k]) + for k,v in fcn16s_aux_params.items(): + if(v.context != ctx): + fcn16s_aux_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn16s_aux_params[k]) + data_shape=(1,3,500,500) + arg_names = fcn16s_symbol.list_arguments() + arg_shapes, _, _ = fcn16s_symbol.infer_shape(data=data_shape) + rest_params = dict([(x[0], mx.nd.zeros(x[1], ctx)) for x in zip(arg_names, arg_shapes) + if x[0] in ['score_pool4_weight', 'score_pool4_bias']]) + fcn16s_arg_params.update(rest_params) + deconv_params = dict([(x[0], x[1]) for x in zip(arg_names, arg_shapes) if x[0] \ + in ['score2_weight', 'bigscore_weight']]) + for k, v in deconv_params.items(): + filt = upsample_filt(v[3]) + initw = np.zeros(v) + initw[range(v[0]), range(v[1]), :, :] = filt # becareful here is the slice assing + fcn16s_arg_params[k] = mx.nd.array(initw, ctx) + + return fcn16s_arg_params, fcn16s_aux_params + +def init_fcn8s_params(ctx, fcn8s_symbol, vgg16fc_arg_params, vgg16fc_aux_params): + fcn8s_arg_params = vgg16fc_arg_params.copy() + fcn8s_aux_params = vgg16fc_aux_params.copy() + del fcn8s_arg_params["fc8_weight"] + del fcn8s_arg_params["fc8_bias"] + for k,v in fcn8s_arg_params.items(): + if(v.context != ctx): + fcn8s_arg_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn8s_arg_params[k]) + for k,v in fcn8s_aux_params.items(): + if(v.context != ctx): + fcn8s_aux_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn8s_aux_params[k]) + data_shape=(1,3,500,500) + arg_names = fcn8s_symbol.list_arguments() + arg_shapes, _, _ = fcn8s_symbol.infer_shape(data=data_shape) + rest_params = dict([(x[0], mx.nd.zeros(x[1], ctx)) for x in zip(arg_names, arg_shapes) + if x[0] in ['score_weight', 'score_bias', + 'score_pool4_weight', 'score_pool4_bias', \ + 'score_pool3_bias', 'score_pool3_weight']]) + fcn8s_arg_params.update(rest_params) + deconv_params = dict([(x[0], x[1]) for x in zip(arg_names, arg_shapes) if x[0] \ + in ['score2_weight', 'score4_weight', 'bigscore_weight']]) + for k, v in deconv_params.items(): + filt = upsample_filt(v[3]) + initw = np.zeros(v) + initw[range(v[0]), range(v[1]), :, :] = filt # becareful here is the slice assing + fcn8s_arg_params[k] = mx.nd.array(initw, ctx) + + # print "fcn8s_arg_params[conv1_1_weight]=", fcn8s_arg_params["conv1_1_weight"].asnumpy() + # print "fcn8s_arg_params[conv1_2_weight]=", fcn8s_arg_params["conv1_2_weight"].asnumpy() + return fcn8s_arg_params, fcn8s_aux_params + +def init_fcn8s_params_from_fcn16s(ctx, fcn8s_symbol, fcn16s_arg_params, fcn16s_aux_params): + fcn8s_arg_params = fcn16s_arg_params.copy() + fcn8s_aux_params = fcn16s_aux_params.copy() + for k,v in fcn8s_arg_params.items(): + if(v.context != ctx): + fcn8s_arg_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn8s_arg_params[k]) + for k,v in fcn8s_aux_params.items(): + if(v.context != ctx): + fcn8s_aux_params[k] = mx.nd.zeros(v.shape, ctx) + v.copyto(fcn8s_aux_params[k]) + data_shape=(1,3,500,500) + arg_names = fcn8s_symbol.list_arguments() + arg_shapes, _, _ = fcn8s_symbol.infer_shape(data=data_shape) + rest_params = dict([(x[0], mx.nd.zeros(x[1], ctx)) for x in zip(arg_names, arg_shapes) + if x[0] in ['score_pool3_bias', 'score_pool3_weight']]) + fcn8s_arg_params.update(rest_params) + deconv_params = dict([(x[0], x[1]) for x in zip(arg_names, arg_shapes) if x[0] \ + in ['score4_weight', 'bigscore_weight']]) + for k, v in deconv_params.items(): + filt = upsample_filt(v[3]) + initw = np.zeros(v) + initw[range(v[0]), range(v[1]), :, :] = filt # becareful here is the slice assing + fcn8s_arg_params[k] = mx.nd.array(initw, ctx) + + return fcn8s_arg_params, fcn8s_aux_params diff --git a/example/fcn-xs/run_fcn16s.sh b/example/fcn-xs/run_fcn16s.sh new file mode 100755 index 000000000000..f5ce46cb0cae --- /dev/null +++ b/example/fcn-xs/run_fcn16s.sh @@ -0,0 +1,2 @@ +python -u fcn_16s.py FCN32s_VGG16 31 +#python -u fcn_16s.py VGG_FC_ILSVRC_16_layers 74 diff --git a/example/fcn-xs/run_fcn32s.sh b/example/fcn-xs/run_fcn32s.sh new file mode 100755 index 000000000000..744e1fc0f60e --- /dev/null +++ b/example/fcn-xs/run_fcn32s.sh @@ -0,0 +1 @@ +python -u fcn_32s.py VGG_FC_ILSVRC_16_layers 74 diff --git a/example/fcn-xs/run_fcn8s.sh b/example/fcn-xs/run_fcn8s.sh new file mode 100755 index 000000000000..480a1325b66e --- /dev/null +++ b/example/fcn-xs/run_fcn8s.sh @@ -0,0 +1,2 @@ +python -u fcn_8s.py FCN16s_VGG16 27 +# python -u fcn_8s.py VGG_FC_ILSVRC_16_layers 74 diff --git a/example/fcn-xs/solver.py b/example/fcn-xs/solver.py new file mode 100644 index 000000000000..7ca404323190 --- /dev/null +++ b/example/fcn-xs/solver.py @@ -0,0 +1,148 @@ +import numpy as np +import mxnet as mx +import time +import logging +from collections import namedtuple +from mxnet import optimizer as opt +from mxnet.optimizer import get_updater +from mxnet import metric + +# Parameter to pass to batch_end_callback +BatchEndParam = namedtuple('BatchEndParams', + ['epoch', + 'nbatch', + 'eval_metric']) +def norm_stat(d): + return mx.nd.norm(d)/np.sqrt(d.size) + +class Solver(object): + def __init__(self, symbol, ctx=None, + num_epoch=None, epoch_size=None, + optimizer='sgd', + arg_params=None, aux_params=None, + begin_epoch=0, snapshot=1, + monitor=None, + **kwargs): + self.symbol = symbol + if ctx is None: + ctx = mx.cpu() + self.ctx = ctx + self.begin_epoch = begin_epoch + self.num_epoch = num_epoch + self.epoch_size = epoch_size + self.kwargs = kwargs.copy() + self.optimizer = optimizer + self.arg_params = arg_params + self.aux_params = aux_params + self.begin_epoch = begin_epoch + self.snapshot = snapshot + self.monitor = monitor + + def fit(self, + train_data, + eval_data=None, eval_metric='acc', + grad_req='write', + epoch_end_callback=None, + batch_end_callback=None, + kvstore='local', + logger=None): + if logger is None: + logger = logging + logging.info('Start training with %s', str(self.ctx)) + mx.model._check_arguments(self.symbol) + arg_shapes, out_shapes, aux_shapes = self.symbol.infer_shape( + data=train_data.provide_data[0][1]) + arg_names = self.symbol.list_arguments() + if grad_req != 'null': + self.grad_params = {} + for name, shape in zip(arg_names, arg_shapes): + if not (name.endswith('data') or name.endswith('label')): + self.grad_params[name] = mx.nd.zeros(shape, self.ctx) + else: + self.grad_params = None + aux_names = self.symbol.list_auxiliary_states() + self.aux_params = {k : nd.zeros(s) for k, s in zip(aux_names, aux_shapes)} + # names + data_name = train_data.data_name + label_name = train_data.label_name + img_path_name = train_data.img_path + input_names = [data_name, label_name] + self.optimizer = opt.create(self.optimizer, + rescale_grad=(1.0/train_data.batch_size), + **(self.kwargs)) + self.updater = get_updater(self.optimizer) + # evaluation + eval_metric = metric.create(eval_metric) + + for epoch in range(self.begin_epoch, self.num_epoch): + nbatch = 0 + train_data.reset() + eval_metric.reset() + for data in train_data: + nbatch += 1 + label_shape = data[label_name].shape + self.arg_params[data_name] = mx.nd.array(data[data_name], self.ctx) + self.arg_params[label_name] = mx.nd.array(data[label_name].reshape(label_shape[0], label_shape[1]*label_shape[2]), self.ctx) + output_names = self.symbol.list_outputs() + self.exector = self.symbol.bind(self.ctx, self.arg_params, + args_grad=self.grad_params, + grad_req=grad_req, + aux_states=self.aux_params) + if self.monitor is not None: + self.monitor.install(self.exector) + self.monitor.tic() + assert len(self.symbol.list_arguments()) == len(self.exector.grad_arrays) + update_dict = {name: nd for name, nd in zip(self.symbol.list_arguments(), self.exector.grad_arrays) if nd} + output_dict = {} + output_buff = {} + for key, arr in zip(self.symbol.list_outputs(), self.exector.outputs): + output_dict[key] = arr + output_buff[key] = mx.nd.empty(arr.shape, ctx=mx.cpu()) + self.exector.forward(is_train=True) + for key in output_dict: + output_dict[key].copyto(output_buff[key]) + self.exector.backward() + for key, arr in update_dict.items(): + if key != "deconv8_weight" and key != "bigscore_weight": + self.updater(key, arr, self.arg_params[key]) + pred_shape = self.exector.outputs[0].shape + label = mx.nd.array(data[label_name].reshape(label_shape[0], label_shape[1]*label_shape[2])) + pred = mx.nd.array(output_buff["softmax_output"].asnumpy().reshape(pred_shape[0], pred_shape[1], pred_shape[2]*pred_shape[3])) + eval_metric.update([label], [pred]) + self.exector.outputs[0].wait_to_read() + if self.monitor is not None: + self.monitor.toc_print() + batch_end_params = BatchEndParam(epoch=epoch, + nbatch=nbatch, + eval_metric=eval_metric) + batch_end_callback(batch_end_params) + if epoch_end_callback != None and epoch % self.snapshot == 0: + epoch_end_callback(epoch, self.symbol, self.arg_params, self.aux_params) + name, value = eval_metric.get() + logger.info(" --->Epoch[%d] Train-%s=%f", + epoch, name, value) + # evaluation + if eval_data: + print "in eval process..." + nbatch = 0 + eval_data.reset() + eval_metric.reset() + for data in eval_data: + nbatch += 1 + label_shape = data[label_name].shape + self.arg_params[data_name] = mx.nd.array(data[data_name], self.ctx) + self.arg_params[label_name] = mx.nd.array(data[label_name].reshape(label_shape[0], label_shape[1]*label_shape[2]), self.ctx) + exector = self.symbol.bind(self.ctx, self.arg_params, + args_grad=self.grad_params, + grad_req=grad_req, + aux_states=self.aux_params) + cpu_output_array = mx.nd.zeros(exector.outputs[0].shape) + exector.forward(is_train=False) + exector.outputs[0].copyto(cpu_output_array) + pred_shape = cpu_output_array.shape + label = mx.nd.array(data[label_name].reshape(label_shape[0], label_shape[1]*label_shape[2])) + pred = mx.nd.array(cpu_output_array.asnumpy().reshape(pred_shape[0], pred_shape[1], pred_shape[2]*pred_shape[3])) + eval_metric.update([label], [pred]) + exector.outputs[0].wait_to_read() + name, value = eval_metric.get() + logger.info('batch[%d] Validation-%s=%f', nbatch, name, value) diff --git a/example/fcn-xs/symbol_fcnxs.py b/example/fcn-xs/symbol_fcnxs.py new file mode 100644 index 000000000000..4208cdfaa84e --- /dev/null +++ b/example/fcn-xs/symbol_fcnxs.py @@ -0,0 +1,478 @@ +# pylint: skip-file +import mxnet as mx + +def filter_map(kernel=1, stride=1, pad=0): + # why not return (stride, (kernel-stride)/2-pad)?? + return (stride, (kernel-1)/2-pad) + +def compose_fp(fp_first, fp_second): + return (fp_first[0]*fp_second[0], fp_first[0]*fp_second[1]+fp_first[1]) + +def compose_fp_list(fp_list): + fp_out = (1.0, 0.0) + for fp in fp_list: + fp_out = compose_fp(fp_out, fp) + return fp_out + +def inv_fp(fp_in): + return (1.0/fp_in[0], -1.0*fp_in[1]/fp_in[0]) + +def coord_map_fcn32s(): + conv1_1_fp = filter_map(kernel=3, pad=100) + conv1_2_fp = filter_map(kernel=3, pad=1) + pool1_fp = filter_map(kernel=2, stride=2) + conv2_1_fp = filter_map(kernel=3, pad=1) + conv2_2_fp = filter_map(kernel=3, pad=1) + pool2_fp = filter_map(kernel=2, stride=2) + conv3_1_fp = filter_map(kernel=3, pad=1) + conv3_2_fp = filter_map(kernel=3, pad=1) + conv3_3_fp = filter_map(kernel=3, pad=1) + pool3_fp = filter_map(kernel=2, stride=2) + conv4_1_fp = filter_map(kernel=3, pad=1) + conv4_2_fp = filter_map(kernel=3, pad=1) + conv4_3_fp = filter_map(kernel=3, pad=1) + pool4_fp = filter_map(kernel=2, stride=2) + conv5_1_fp = filter_map(kernel=3, pad=1) + conv5_2_fp = filter_map(kernel=3, pad=1) + conv5_3_fp = filter_map(kernel=3, pad=1) + pool5_fp = filter_map(kernel=2, stride=2) + fc6_fp = filter_map(kernel=7) + fc7_fp = filter_map() + fc8_fp = filter_map() + deconv8_fp = inv_fp(filter_map(kernel=64, stride=32)) + fp_list = [conv1_1_fp, conv1_2_fp, pool1_fp, + conv2_1_fp, conv2_2_fp, pool2_fp, + conv3_1_fp, conv3_2_fp, conv3_3_fp, pool3_fp, + conv4_1_fp, conv4_2_fp, conv4_3_fp, pool4_fp, + conv5_1_fp, conv5_2_fp, conv5_3_fp, pool5_fp, + fc6_fp, fc7_fp, fc8_fp, deconv8_fp] + crop = {} + crop["crop8"] = (-int(round(compose_fp_list(fp_list)[1])), + -int(round(compose_fp_list(fp_list)[1]))) + # print "crop8=", crop["crop8"] + return crop + +def coord_map_fcn16s(): + conv1_1_fp = filter_map(kernel=3, pad=100) + conv1_2_fp = filter_map(kernel=3, pad=1) + pool1_fp = filter_map(kernel=2, stride=2) + conv2_1_fp = filter_map(kernel=3, pad=1) + conv2_2_fp = filter_map(kernel=3, pad=1) + pool2_fp = filter_map(kernel=2, stride=2) + conv3_1_fp = filter_map(kernel=3, pad=1) + conv3_2_fp = filter_map(kernel=3, pad=1) + conv3_3_fp = filter_map(kernel=3, pad=1) + pool3_fp = filter_map(kernel=2, stride=2) + conv4_1_fp = filter_map(kernel=3, pad=1) + conv4_2_fp = filter_map(kernel=3, pad=1) + conv4_3_fp = filter_map(kernel=3, pad=1) + pool4_fp = filter_map(kernel=2, stride=2) + conv5_1_fp = filter_map(kernel=3, pad=1) + conv5_2_fp = filter_map(kernel=3, pad=1) + conv5_3_fp = filter_map(kernel=3, pad=1) + pool5_fp = filter_map(kernel=2, stride=2) + fc6_fp = filter_map(kernel=7) + fc7_fp = filter_map() + score_fp = filter_map() + score2_fp = inv_fp(filter_map(kernel=4, stride=2)) + score_pool4_fp = filter_map() + bigscore_fp = inv_fp(filter_map(kernel=32, stride=16)) + crop = {} + score_pool4c_fp_list = [inv_fp(score2_fp), inv_fp(score_fp), + inv_fp(fc7_fp), inv_fp(fc6_fp), + inv_fp(pool5_fp), inv_fp(conv5_3_fp), + inv_fp(conv5_2_fp), inv_fp(conv5_1_fp), + score_pool4_fp] + crop["score_pool4c"] = (-int(round(compose_fp_list(score_pool4c_fp_list)[1])), + -int(round(compose_fp_list(score_pool4c_fp_list)[1]))) + upscore_fp_list = [conv1_1_fp, conv1_2_fp, pool1_fp, + conv2_1_fp, conv2_2_fp, pool2_fp, + conv3_1_fp, conv3_2_fp, conv3_3_fp, pool3_fp, + conv4_1_fp, conv4_2_fp, conv4_3_fp, pool4_fp, + score_pool4_fp, inv_fp((1, -crop["score_pool4c"][0])), + bigscore_fp] + crop["upscore"] = (-int(round(compose_fp_list(upscore_fp_list)[1])), + -int(round(compose_fp_list(upscore_fp_list)[1]))) + # print "score_pool4c=", crop["score_pool4c"] + # print "upscore=", crop["upscore"] + return crop + +def coord_map_fcn8s(): + conv1_1_fp = filter_map(kernel=3, pad=100) + conv1_2_fp = filter_map(kernel=3, pad=1) + pool1_fp = filter_map(kernel=2, stride=2) + conv2_1_fp = filter_map(kernel=3, pad=1) + conv2_2_fp = filter_map(kernel=3, pad=1) + pool2_fp = filter_map(kernel=2, stride=2) + conv3_1_fp = filter_map(kernel=3, pad=1) + conv3_2_fp = filter_map(kernel=3, pad=1) + conv3_3_fp = filter_map(kernel=3, pad=1) + pool3_fp = filter_map(kernel=2, stride=2) + conv4_1_fp = filter_map(kernel=3, pad=1) + conv4_2_fp = filter_map(kernel=3, pad=1) + conv4_3_fp = filter_map(kernel=3, pad=1) + pool4_fp = filter_map(kernel=2, stride=2) + conv5_1_fp = filter_map(kernel=3, pad=1) + conv5_2_fp = filter_map(kernel=3, pad=1) + conv5_3_fp = filter_map(kernel=3, pad=1) + pool5_fp = filter_map(kernel=2, stride=2) + fc6_fp = filter_map(kernel=7) + fc7_fp = filter_map() + score_fp = filter_map() + score2_fp = inv_fp(filter_map(kernel=4, stride=2)) + score_pool4_fp = filter_map() + score4_fp = inv_fp(filter_map(kernel=4, stride=2)) + score_pool3_fp = filter_map() + bigscore_fp = inv_fp(filter_map(kernel=16, stride=8)) + crop = {} + score_pool4c_fp_list = [inv_fp(score2_fp), inv_fp(score_fp), + inv_fp(fc7_fp), inv_fp(fc6_fp), + inv_fp(pool5_fp), inv_fp(conv5_3_fp), + inv_fp(conv5_2_fp), inv_fp(conv5_1_fp), + score_pool4_fp] + crop["score_pool4c"] = (-int(round(compose_fp_list(score_pool4c_fp_list)[1])), + -int(round(compose_fp_list(score_pool4c_fp_list)[1]))) + score_pool3c_fp_list = [inv_fp(score4_fp), (1, -crop["score_pool4c"][0]), + inv_fp(score_pool4_fp), inv_fp(pool4_fp), + inv_fp(conv4_3_fp), inv_fp(conv4_2_fp), + inv_fp(conv4_1_fp), score_pool3_fp, + score_pool3_fp] + crop["score_pool3c"] = (-int(round(compose_fp_list(score_pool3c_fp_list)[1])), + -int(round(compose_fp_list(score_pool3c_fp_list)[1]))) + upscore_fp_list = [conv1_1_fp, conv1_2_fp, pool1_fp, + conv2_1_fp, conv2_2_fp, pool2_fp, + conv3_1_fp, conv3_2_fp, conv3_3_fp, + pool3_fp, score_pool3_fp, inv_fp((1, -crop["score_pool3c"][0])), + bigscore_fp] + crop["upscore"] = (-int(round(compose_fp_list(upscore_fp_list)[1])), + -int(round(compose_fp_list(upscore_fp_list)[1]))) + # print "score_pool4c=", crop["score_pool4c"] + # print "score_pool3c=", crop["score_pool3c"] + # print "upscore=", crop["upscore"] + return crop + +def get_fcn32s_symbol(numclass=21, workspace_default=1024): + data = mx.symbol.Variable(name="data") + # group 1 + conv1_1 = mx.symbol.Convolution( + data=data, kernel=(3, 3), pad=(100, 100), num_filter=64, name="conv1_1", + workspace=workspace_default) # coord_map() + relu1_1 = mx.symbol.Activation(data=conv1_1, act_type="relu", name="relu1_1") + conv1_2 = mx.symbol.Convolution( + data=relu1_1, kernel=(3, 3), pad=(1, 1), num_filter=64, name="conv1_2", + workspace=workspace_default) + relu1_2 = mx.symbol.Activation(data=conv1_2, act_type="relu", name="relu1_2") + pool1 = mx.symbol.Pooling( + data=relu1_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool1") + # group 2 + conv2_1 = mx.symbol.Convolution( + data=pool1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_1", + workspace=workspace_default) + relu2_1 = mx.symbol.Activation(data=conv2_1, act_type="relu", name="relu2_1") + conv2_2 = mx.symbol.Convolution( + data=relu2_1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_2", + workspace=workspace_default) + relu2_2 = mx.symbol.Activation(data=conv2_2, act_type="relu", name="relu2_2") + pool2 = mx.symbol.Pooling( + data=relu2_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool2") + # group 3 + conv3_1 = mx.symbol.Convolution( + data=pool2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_1", + workspace=workspace_default) + relu3_1 = mx.symbol.Activation(data=conv3_1, act_type="relu", name="relu3_1") + conv3_2 = mx.symbol.Convolution( + data=relu3_1, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_2", + workspace=workspace_default) + relu3_2 = mx.symbol.Activation(data=conv3_2, act_type="relu", name="relu3_2") + conv3_3 = mx.symbol.Convolution( + data=relu3_2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_3", + workspace=workspace_default) + relu3_3 = mx.symbol.Activation(data=conv3_3, act_type="relu", name="relu3_3") + pool3 = mx.symbol.Pooling( + data=relu3_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool3") + # group 4 + conv4_1 = mx.symbol.Convolution( + data=pool3, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_1", + workspace=workspace_default) + relu4_1 = mx.symbol.Activation(data=conv4_1, act_type="relu", name="relu4_1") + conv4_2 = mx.symbol.Convolution( + data=relu4_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_2", + workspace=workspace_default) + relu4_2 = mx.symbol.Activation(data=conv4_2, act_type="relu", name="relu4_2") + conv4_3 = mx.symbol.Convolution( + data=relu4_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_3", + workspace=workspace_default) + relu4_3 = mx.symbol.Activation(data=conv4_3, act_type="relu", name="relu4_3") + pool4 = mx.symbol.Pooling( + data=relu4_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool4") + # group 5 + conv5_1 = mx.symbol.Convolution( + data=pool4, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_1", + workspace=workspace_default) + relu5_1 = mx.symbol.Activation(data=conv5_1, act_type="relu", name="relu5_1") + conv5_2 = mx.symbol.Convolution( + data=relu5_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_2", + workspace=workspace_default) + relu5_2 = mx.symbol.Activation(data=conv5_2, act_type="relu", name="conv1_2") + conv5_3 = mx.symbol.Convolution( + data=relu5_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_3", + workspace=workspace_default) + relu5_3 = mx.symbol.Activation(data=conv5_3, act_type="relu", name="relu5_3") + pool5 = mx.symbol.Pooling( + data=relu5_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool5") + # group 6 + fc6 = mx.symbol.Convolution( + data=pool5, kernel=(7, 7), num_filter=4096, name="fc6", + workspace=workspace_default) + relu6 = mx.symbol.Activation(data=fc6, act_type="relu", name="relu6") + drop6 = mx.symbol.Dropout(data=relu6, p=0.5, name="drop6") + # group 7 + fc7 = mx.symbol.Convolution( + data=drop6, kernel=(1, 1), num_filter=4096, name="fc7", + workspace=workspace_default) + relu7 = mx.symbol.Activation(data=fc7, act_type="relu", name="relu7") + drop7 = mx.symbol.Dropout(data=relu7, p=0.5, name="drop7") + # group 8 + fc8 = mx.symbol.Convolution( + data=drop7, kernel=(1, 1), num_filter=21, name="fc8", + workspace=workspace_default) + deconv8 = mx.symbol.Deconvolution( + data=fc8, kernel=(64, 64), stride=(32, 32), + num_filter=21, name="deconv8", + workspace=workspace_default) + crop8 = mx.symbol.Crop( + data=deconv8, crop_like=data, + offset=coord_map_fcn32s()["crop8"], name="crop8") + softmax = mx.symbol.SoftmaxOutput( + data=crop8, multi_output=True, ignore_label=255, name="softmax") + return softmax + +def get_fcn16s_symbol(numclass=21, workspace_default=1024): + data = mx.symbol.Variable(name="data") + # group 1 + conv1_1 = mx.symbol.Convolution( + data=data, kernel=(3, 3), pad=(100, 100), num_filter=64, name="conv1_1", + workspace=workspace_default) # coord_map() + relu1_1 = mx.symbol.Activation(data=conv1_1, act_type="relu", name="relu1_1") + conv1_2 = mx.symbol.Convolution( + data=relu1_1, kernel=(3, 3), pad=(1, 1), num_filter=64, name="conv1_2", + workspace=workspace_default) + relu1_2 = mx.symbol.Activation(data=conv1_2, act_type="relu", name="relu1_2") + pool1 = mx.symbol.Pooling( + data=relu1_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool1") + # group 2 + conv2_1 = mx.symbol.Convolution( + data=pool1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_1", + workspace=workspace_default) + relu2_1 = mx.symbol.Activation(data=conv2_1, act_type="relu", name="relu2_1") + conv2_2 = mx.symbol.Convolution( + data=relu2_1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_2", + workspace=workspace_default) + relu2_2 = mx.symbol.Activation(data=conv2_2, act_type="relu", name="relu2_2") + pool2 = mx.symbol.Pooling( + data=relu2_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool2") + # group 3 + conv3_1 = mx.symbol.Convolution( + data=pool2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_1", + workspace=workspace_default) + relu3_1 = mx.symbol.Activation(data=conv3_1, act_type="relu", name="relu3_1") + conv3_2 = mx.symbol.Convolution( + data=relu3_1, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_2", + workspace=workspace_default) + relu3_2 = mx.symbol.Activation(data=conv3_2, act_type="relu", name="relu3_2") + conv3_3 = mx.symbol.Convolution( + data=relu3_2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_3", + workspace=workspace_default) + relu3_3 = mx.symbol.Activation(data=conv3_3, act_type="relu", name="relu3_3") + pool3 = mx.symbol.Pooling( + data=relu3_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool3") + # group 4 + conv4_1 = mx.symbol.Convolution( + data=pool3, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_1", + workspace=workspace_default) + relu4_1 = mx.symbol.Activation(data=conv4_1, act_type="relu", name="relu4_1") + conv4_2 = mx.symbol.Convolution( + data=relu4_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_2", + workspace=workspace_default) + relu4_2 = mx.symbol.Activation(data=conv4_2, act_type="relu", name="relu4_2") + conv4_3 = mx.symbol.Convolution( + data=relu4_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_3", + workspace=workspace_default) + relu4_3 = mx.symbol.Activation(data=conv4_3, act_type="relu", name="relu4_3") + pool4 = mx.symbol.Pooling( + data=relu4_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool4") + # group 5 + conv5_1 = mx.symbol.Convolution( + data=pool4, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_1", + workspace=workspace_default) + relu5_1 = mx.symbol.Activation(data=conv5_1, act_type="relu", name="relu5_1") + conv5_2 = mx.symbol.Convolution( + data=relu5_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_2", + workspace=workspace_default) + relu5_2 = mx.symbol.Activation(data=conv5_2, act_type="relu", name="conv1_2") + conv5_3 = mx.symbol.Convolution( + data=relu5_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_3", + workspace=workspace_default) + relu5_3 = mx.symbol.Activation(data=conv5_3, act_type="relu", name="relu5_3") + pool5 = mx.symbol.Pooling( + data=relu5_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool5") + # group 6 + fc6 = mx.symbol.Convolution( + data=pool5, kernel=(7, 7), num_filter=4096, name="fc6", + workspace=workspace_default) + relu6 = mx.symbol.Activation(data=fc6, act_type="relu", name="relu6") + drop6 = mx.symbol.Dropout(data=relu6, p=0.5, name="drop6") + # group 7 + fc7 = mx.symbol.Convolution( + data=drop6, kernel=(1, 1), num_filter=4096, name="fc7", + workspace=workspace_default) + relu7 = mx.symbol.Activation(data=fc7, act_type="relu", name="relu7") + drop7 = mx.symbol.Dropout(data=relu7, p=0.5, name="drop7") + # group 8 + score = mx.symbol.Convolution( + data=drop7, kernel=(1, 1), num_filter=21, name="score", + workspace=workspace_default) + # score 2X + score2 = mx.symbol.Deconvolution( + data=score, kernel=(4, 4), stride=(2, 2), + num_filter=21, name="score2", + workspace=workspace_default) # 2X + score_pool4 = mx.symbol.Convolution( + data=pool4, kernel=(1, 1), num_filter=21, name="score_pool4", + workspace=workspace_default) + score_pool4c = mx.symbol.Crop( + data=score_pool4, crop_like=score2, + offset=coord_map_fcn16s()["score_pool4c"], name="score_pool4c") # TODO + score_fused = mx.symbol.ElementWiseSum(*[score2, score_pool4c], name='score_fused') + # score out + bigscore = mx.symbol.Deconvolution( + data=score_fused, kernel=(32, 32), stride=(16, 16), + num_filter=21, name="bigscore", + workspace=workspace_default) # 16X TODO + upscore = mx.symbol.Crop( + data=bigscore, crop_like=data, + offset=coord_map_fcn16s()["upscore"], name="upscore") # TODO + softmax = mx.symbol.SoftmaxOutput( + data=upscore, multi_output=True, ignore_label=255, name="softmax") + return softmax + +def get_fcn8s_symbol(numclass=21, workspace_default=1024): + data = mx.symbol.Variable(name="data") + # group 1 + conv1_1 = mx.symbol.Convolution( + data=data, kernel=(3, 3), pad=(100, 100), num_filter=64, name="conv1_1", + workspace=workspace_default) # coord_map() + relu1_1 = mx.symbol.Activation(data=conv1_1, act_type="relu", name="relu1_1") + conv1_2 = mx.symbol.Convolution( + data=relu1_1, kernel=(3, 3), pad=(1, 1), num_filter=64, name="conv1_2", + workspace=workspace_default) + relu1_2 = mx.symbol.Activation(data=conv1_2, act_type="relu", name="relu1_2") + pool1 = mx.symbol.Pooling( + data=relu1_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool1") + # group 2 + conv2_1 = mx.symbol.Convolution( + data=pool1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_1", + workspace=workspace_default) + relu2_1 = mx.symbol.Activation(data=conv2_1, act_type="relu", name="relu2_1") + conv2_2 = mx.symbol.Convolution( + data=relu2_1, kernel=(3, 3), pad=(1, 1), num_filter=128, name="conv2_2", + workspace=workspace_default) + relu2_2 = mx.symbol.Activation(data=conv2_2, act_type="relu", name="relu2_2") + pool2 = mx.symbol.Pooling( + data=relu2_2, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool2") + # group 3 + conv3_1 = mx.symbol.Convolution( + data=pool2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_1", + workspace=workspace_default) + relu3_1 = mx.symbol.Activation(data=conv3_1, act_type="relu", name="relu3_1") + conv3_2 = mx.symbol.Convolution( + data=relu3_1, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_2", + workspace=workspace_default) + relu3_2 = mx.symbol.Activation(data=conv3_2, act_type="relu", name="relu3_2") + conv3_3 = mx.symbol.Convolution( + data=relu3_2, kernel=(3, 3), pad=(1, 1), num_filter=256, name="conv3_3", + workspace=workspace_default) + relu3_3 = mx.symbol.Activation(data=conv3_3, act_type="relu", name="relu3_3") + pool3 = mx.symbol.Pooling( + data=relu3_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool3") + # group 4 + conv4_1 = mx.symbol.Convolution( + data=pool3, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_1", + workspace=workspace_default) + relu4_1 = mx.symbol.Activation(data=conv4_1, act_type="relu", name="relu4_1") + conv4_2 = mx.symbol.Convolution( + data=relu4_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_2", + workspace=workspace_default) + relu4_2 = mx.symbol.Activation(data=conv4_2, act_type="relu", name="relu4_2") + conv4_3 = mx.symbol.Convolution( + data=relu4_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv4_3", + workspace=workspace_default) + relu4_3 = mx.symbol.Activation(data=conv4_3, act_type="relu", name="relu4_3") + pool4 = mx.symbol.Pooling( + data=relu4_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool4") + # group 5 + conv5_1 = mx.symbol.Convolution( + data=pool4, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_1", + workspace=workspace_default) + relu5_1 = mx.symbol.Activation(data=conv5_1, act_type="relu", name="relu5_1") + conv5_2 = mx.symbol.Convolution( + data=relu5_1, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_2", + workspace=workspace_default) + relu5_2 = mx.symbol.Activation(data=conv5_2, act_type="relu", name="conv1_2") + conv5_3 = mx.symbol.Convolution( + data=relu5_2, kernel=(3, 3), pad=(1, 1), num_filter=512, name="conv5_3", + workspace=workspace_default) + relu5_3 = mx.symbol.Activation(data=conv5_3, act_type="relu", name="relu5_3") + pool5 = mx.symbol.Pooling( + data=relu5_3, pool_type="max", kernel=(2, 2), stride=(2,2), name="pool5") + # group 6 + fc6 = mx.symbol.Convolution( + data=pool5, kernel=(7, 7), num_filter=4096, name="fc6", + workspace=workspace_default) + relu6 = mx.symbol.Activation(data=fc6, act_type="relu", name="relu6") + drop6 = mx.symbol.Dropout(data=relu6, p=0.5, name="drop6") + # group 7 + fc7 = mx.symbol.Convolution( + data=drop6, kernel=(1, 1), num_filter=4096, name="fc7", + workspace=workspace_default) + relu7 = mx.symbol.Activation(data=fc7, act_type="relu", name="relu7") + drop7 = mx.symbol.Dropout(data=relu7, p=0.5, name="drop7") + # group 8 + score = mx.symbol.Convolution( + data=drop7, kernel=(1, 1), num_filter=21, name="score", + workspace=workspace_default) + # score 2X + score2 = mx.symbol.Deconvolution( + data=score, kernel=(4, 4), stride=(2, 2), + num_filter=21, name="score2", + workspace=workspace_default) # 2X + score_pool4 = mx.symbol.Convolution( + data=pool4, kernel=(1, 1), num_filter=21, name="score_pool4", + workspace=workspace_default) + score_pool4c = mx.symbol.Crop( + data=score_pool4, crop_like=score2, + offset=coord_map_fcn8s()["score_pool4c"], name="score_pool4c") # TODO + score_fused = mx.symbol.ElementWiseSum(*[score2, score_pool4c], name='score_fused') + # score 4X + score4 = mx.symbol.Deconvolution( + data=score_fused, kernel=(4, 4), stride=(2, 2), + num_filter=21, name="score4", + workspace=workspace_default) # 2X + score_pool3 = mx.symbol.Convolution( + data=pool3, kernel=(1, 1), num_filter=21, name="score_pool3", + workspace=workspace_default) + score_pool3c = mx.symbol.Crop( + data=score_pool3, crop_like=score4, + offset=coord_map_fcn8s()["score_pool3c"], name="score_pool3c") # TODO + score_final = mx.symbol.ElementWiseSum(*[score4, score_pool3c], name='score_final') + # score out + bigscore = mx.symbol.Deconvolution( + data=score_final, kernel=(16, 16), stride=(8, 8), + num_filter=21, name="bigscore", + workspace=workspace_default) # 8X + upscore = mx.symbol.Crop( + data=bigscore, crop_like=data, + offset=coord_map_fcn8s()["upscore"], name="upscore") # TODO + softmax = mx.symbol.SoftmaxOutput( + data=upscore, multi_output=True, ignore_label=255, name="softmax") + return softmax From 119bb698ac30a8c93894846411665d4563f72d5f Mon Sep 17 00:00:00 2001 From: tornadomeet Date: Mon, 14 Dec 2015 21:13:20 +0800 Subject: [PATCH 7/8] add fcn-xs result image --- example/fcn-xs/fcn-xs_pascal.jpg | Bin 0 -> 457463 bytes 1 file changed, 0 insertions(+), 0 deletions(-) create mode 100644 example/fcn-xs/fcn-xs_pascal.jpg diff --git a/example/fcn-xs/fcn-xs_pascal.jpg b/example/fcn-xs/fcn-xs_pascal.jpg new file mode 100644 index 0000000000000000000000000000000000000000..70b9763db645400bc0641749b2f7efd629accfbb GIT binary patch literal 457463 zcmd42XH-*L6fPPBMMXtaP^8#E1OybNx1%1Z0@6z$9Hj{{p%WlL6cvp0 zw5g$qA%KsM5Ae^y3$RZIJoxY1|IzVZBmYMY{CD&IH-N~|LnHhx{CpySLn3_qB7FNl z0G9v&zQg~sZNUG1@Ezh8IDAC#=&|EM2Nz&Z0}k==^B)r6KYUm~;Na@0gWmxHB8Sgh zxqa`*S*s_4R|C$ezD)ac^xFNZ@1oZIOEPz!2F4saE_VKc_(j?4ayR4^?y9M4XliLc z`1_%uk+F%Xjjf%%gQJtPyN9Qj_cI^gpx}^DSXg+(tJiO0m$LHenp!LlUsq3PZu!yL*8a1jbAUWZ8KV9krj3nHOioSD{F$9wURhmR=Wc9n zZU2Xh55WJw9@+l{_W#0l@DTV82?+2D2>yqQ?-1|w4x#~q25~5{^JBb)+z6)eXxC6=2a0VikWI`2w!$>v4veZx$sDR zx$PUxdiBB{EzO6xbRUq?!AG#4QJ!;Jp()BoUUQ&S8);?I(I%3c9Uo}Y@kQtQ0MQ}i zefDa~Ch+3veZU8ecefK~7PP}Je4n}Ipfx)fko!;W>ij<7pK)yCwIe8IF+%Td3n_}q z^TQCW?LiP`a|;}ycegB93!6QzS&K_M4D^SJwS7R$!tk9)`=ymHUgUL( zpoE#zFnZC^!`u48Sm3?y-zCL<7E7j_*LY^vVuB`DFfd!IQ+s#2_5qImCT_pS*{tFI zni{atdO|Q~*q4cw+3Xl|#QW6@eFr&4Wm*0dzb1q5oeb{NozOGZ0$*v@=<2yYyF$+| z*+A|C3M{ukJmHw4eo*pXCbu znRRxmAENC@IzzPmL+j-pn5sYtem#%o>At-2eGGQ;QtKm4K!Vg|XzyYUc8bS|3~}+0 z8bnk$?gO@VUaxaAnzr)y0YeLZ@2b}@3sn%GeSq?x4KVszCojo&p%b<9U{ft9PpEYh zfJD^PM*ef=*ghcbmF5LO%{FnMti`i^fPK{v?8iSD1nmzABN{TByM#d@TEy{Z_lQoiZ|dUT&yVu zlC{Z=9CEg->+3?}C8Hu{KFOpAO{+F>{Nq_Y+H*U@DqQc1DJXrzf$4C;Q@yFCO$p*{ z5d+8KhZ-=AJuo$Pqi&eO!b?$fgX$@b;n|5#?e{8bE?NI|`IJfdKEN(WQN8?$6e_sf zp%I0y3!%H&5g%D5sGKF!e2?L;fqXzN&B zm_7gMcJa7(Y0e3=G$h{^^wO)u#EHwvqw!-E@5js3ixrgVb)ArBG(TtXLx>;42h~dm z=N`wjT-*nEQQyeIS3@iJ0a^Dn<~vXVk~gxR*#jL%xR<+WUwG=ka=P5RAvC~`KuJ-c|S{5(5833mKtWT z!l`z2U||N!-Yqb&C^4Ybf$5ppeL%~ptOKtmJj0-Iji|NSx;4V%tbZ!2ppq!e*YnC5ri))GBJ?~|}zNv>Rn|nS zyo`C5PEC9Fwq0^^gJ1ke0c8%(5+-CY7+8X<4yFsJgO_X(Rvfk^M_rlO2Ux1nR|r(w zizJ+?dv2hh{3R_J{sNr~I+l_909DfKwIS`TCcVX4+CCs;J)-oZl}VGgYtaB9Ne@O_ zZ@{j*{^0#S0G|&NoV|GIc>!}t&t!Lp5(Nrvx~sqC7K#g4;m||Zt-8OM7%-^zed zFtu`74lu#WiWWkGa|x&@dvtgG%oTBox9wIb)&`_G{oKSe_t0<+xGViLE0m-i5@pZ6 zQ<|?%?1#bKT=jyR=4ekP-hPu=1cb;vlWK=?XQ`M^GN#s~LOJmB^avb5V;8-#Luah| zz)e{yJhK@LEAYr5Gq8LGp)bg zY!!QEtHO z8G%FK(j7UGP*U+pjg9hIvfIe)#vaG!V}RH(&I9pF%Ql5G^fUW_jHZE|pSlhuX=$P} z7VvP=G)j+%E?X6OnVuqJb=diO4=lieK1<`Z2lfx^0#=y3Lrs`Ak zG6NCVLKALN@meU1GX250Z6z>aUa+GV3$`s+8`#z;1(v++C6%J@`Dh$Ii5G#+=>F5K z^{vk(gfD?V^J_*C%|r*dg(ZS5Va3=#=nT3Sg0=|+-9{-rA9S~vx5tv~=*z(2Dv2K# zpI+a{@#S`XM`}&p$i>~dLr&(?NxA#gG46BRm=Z=75x3J6KeVB;;~==OHB!<<7!2P= z)h{%jZy-rTU~8!hDo}SUe${D`RrT}jm0<~@``PolSN@bD@4OIyWB1LW(A3Vmqe}?X z>q6_e_iO?}iy-B*8AmRuH9swHPEzsd(+39`ify=S>0qrb?T$H9hc>V|>J@L-VqP2v z+yMN0=>JzIEzCu?2gPA`T4}{U`tKdd8$(5GhtFhcUXGP8SKy7Cl;-3#mr06W)2xhF2*ddrat_f>(E}*qj2`;r2(mx;W3L2`hZ`_u_ zz%ae}vInVJ>+Yq2ryq6Ym(s`M5}_|Mb?%g<9N*M14;Rxq{t?8n9a=y7H0}M}guM^m z#%4|LrR;{#08CFRM>$}W(7d_L2&K@mzC&I}gFrUlb9TIPm_^t97b zchCQQ=Cb-gq-?e0)0?iZZA`a!v;O&6An(wCd~`dC=lcda=d`EbJJ7AjpefnB_C7D$ zjm|M2#+L%=_UV2-Vd0J5$E{f4B1Y~uc9yXZ2p=w{{wY{;RG}GmQl2b3d^32-RJc7V zWobOfyBy{@X}cxs?tKI`uHz_Fo!KqZobzI3!U9Y#&KvMuYPZYr)p%nnV(lh{ZRBJv zJL4r9_TJceE8GT|eje^L<&;MNJFb&q&o?l!1xro_u~~tA!flA*eLx%Yw4(NFO0;Cy zt4GU?`Bk_5*-?e_>@htjDG8W5O#4Mh=ZDu{V4)AxE4mcn@&km8-1k5t;)z>hUM&%F zcHM&>n4;X%>Wj}wh%VA+E%g-bJI`2RF?hFn7!7)~h+)H#>v*~#{IXGa-5?iuQuL(>5LoPCK=rxI! z`$f*L8Zt1jpBoYL5Kg(n5OX~v1s&X9=;nm#eLoaIsZ6Ud3M$2-3w?jp$v%SFtGfK? zxJ>I(=ydm#5o8R>g6v$T#O2NnSSKQ}TQn05nmkQ|9g3#emX-dbStn)o(t9*|;7(Z5 z+7Q>di{F;KcJ)M7_BpG{iU#A<@?6e85?=(QKTIxmB9H8bJejh|wAyaTPsmh)p!Wv$ z0kOo0T#CDeQt4qCGO>oEIE=5L?LltLe{NDy&KW!Z(=0gt(dZcuYd-JCbd%XPKdqyV z38aBu>sNoO1g2oTW%AOoNYYMeMFTJr{YLy@hs{8L%`j-i1dOKA*x>3K9RuOb(6(Xe z@e76joO1fur{MHEt=HH<-$ADybn8?QCM8dk;Ol~#g+n-IpJ7x~jtL%KVkfDjb>Eyg z+%~w#YM#zmzy{1#z`(8&Q7*75Z@=HDZ};QTX_cP8&P#kaeN@Nxg!F^pr-7DtpV)y+ z8?v*VHF4`T)nxQ`_-vu~-`=K@zY;}1Bcm6$dl{kC^ga@&%CABwm~q-ALkL?BAtnc{ zy7NPSb#-*~U3QT9I*?m#YMpN7081I(s09Hdvl%79Hb2Ovs9LhC9~>LvjY}}ob4@qD zW2oda3Hdie5PI$DS$-9yzF(Fme{PkGJl~5-(8b&4!)l&zx^4Zs=|;2sp=H}bBbjZXO;FsZL9+Mg^I$L>iw?>qguo!m1T?CVx{A%)`Y3Y-TkpMkL_+Iuj>KP44JUS4 z8Yf2h@iM7FiLK96xROmM6|pObF0KPDJ{LVc zpENnC{7WW8OHNC(T}suY7sfAEe8Hk0*?*(amG+)P9H0;DokI?F_v^@YZx?^|ga4_- z!k;sji36N}fW7@?DLpb#?4RAjx~Cn|3NTXVZcWz}THm%imtBkM3PEKVSoF*hc7cj{ z^FnVkuFn!l3$z5^6+DgnQMMHGH|H$lgHWr^7yoEap~M%Cr<$ydT%;S0h@x~2YD-3( z;Xu16Iu(_l4aE^*X+7GMe@HozM7JUK^+s?F8|EE$W;e4r=HFyD|GvXjb?(>vL3$>- zsikTQ7Zd0qr~zOX1WLpY%=(0O7FydDXsG6~XZ#|ZLuY5293;fXRAYUj9~XIhcp&dh zAcHz+L9g&>x#?}HiMCoQ6%n(HP8xH2czuxrLnqq=ajOvL6_I2!3y6U|WubB*6Q#QA zFn%Sbm0w=qltrNbJsE#sD(RR~;tTVDzGGUh-~X_|dVUcF2D2pR=j%77{bMG-)Yn7c zTlMoSKMksbmu=l3J2BBY^q&_}A7>0SJfU~+a*_alldJeoF_oXUBna@1yV;R+x9Fr$ zayhl&Y_d7tln~pMAxG))DYt|$_FNgOKpX30=5;dep^uwbw8yt+srs+MyW808+lh-=fR&ws z?9YcMCr#?B!ZGai@viODAZ>l$V5-P zh~R51R9$_UCi0S&RR5OAC;qgM??c|dXOX9&y84VVO@?a(G#3}@yY1H0P)qcFD0#EA z=a@`cX^2MSwtnvhk=bR)NITqvExK)d)lD~vb*p3Rz5Y^SxYjjsmro#mf5p#9;hpA# zP@PC;C1;8v@p(bWXNGIW?5|HfQVJ*)C0kf#E}IU@+nd+$xfVwlOg#QO^W1mMzfZ`x z)VQD8lF69y@f4gEmjW}I$4J$rqM=NPj-GQ=CnB5x`gK(1WMwpEUaXaI!7jv zr?d*KLnH#MARyijDQ^IA2D{!!Tw&n7?y~MGvz1!z79N+36~VB2r!S9A`a9(2dTaGO z5I+8{&U(rjiZpXT+OmW|*Ci{qvlTa$w>A+(j*Xo4Ti z3u~XTfG;?l)QkGk;Rp5v3s7MWSq>s}nzIxA;mwV+BMg^wG0dZvjk3eD9~u`rU33yX zA26BsT<=)tu`)c0UHN>fI}>k)D`&3M3=Uv;^N0p**5uy1efY5M%2@b zr5GR^mCe@K(UNqRoDja`6Kx53hDFysw*;w$T=+qGTp^QBX|d5GjW^R+jR~wDwPj?R05Z_n>a@TPJAnn3X}2JbQ>E|Rn=^7P0ueF%su4GE3>9fm(GT}!4Y!n z)7=x+q`MC&^X-wGFodn-(c+gW_a$26B9hK`h9@b zOpH&Ied+20PFCs4KERbeh&f;eFkSYnu{a~Yt(`sC^9;o3SGO9W;3b20>0^?c-eaS) zES@R;!PcI3|GINQk8mTXplc82XN|!6H?1A8QhagQh?UhYH#>^DAW!J<&g~QXfYy`C zKVH5{8!L#5OUcPaG!OMHt!S_4c#s{nQR>A)Dq7%1<~*B9V0N3SwbW~Vu_rk1)UGkW z5d_GVF9#-mkmD|rT?e*af+aQLh z5h*)1!n+wwOBbV~=C-1NEZcoRTnn#T_h2B$mdPpG89b@g!~>e}4JLnhhK0P>6J?6c zu`Xdla&aU~rC45+4(S+gsCkFU_Jdi*<`b}`oCqL@>gveajC5FN+6Ua1Yqvyfmgq|@ z)8%-|P5iG0XSCKjinFLlLY_))DFZXfo9AJDyf(eLife9%^;g_hxAp-l<9L|Nfi*N1 zz8zSDrxlRgcwsYqa38?1*V<@{E{V$;GTj}-n~fKMpi4Y94{W$-)AO~HHw6)85iP;k zA$-;hI;lQxS9Bl1eX6H>cDYHqX(@46e`9U)i}5Uro*!ONX3z8Wn^75(K|CK*ftv0E zHcuL;?E?%5bjy6aIUchsy2^Eb{&KV+X&8Vs7!%)&`gP{cK0wy8QIq?EoO9cK0z%-0*yI z!BTCX7JCo|2r`??fWVs>92Ltc9uZ&WMymr+LV1qi8x@UNJ6Ph7=fUlD(LEjt7i3fD5yqtE^D|>l{7rZNF!ryb*YS0mB79 zHQK%6b}{a9BvWGPXrD|#O1vOhcXUEmQW8@>h~-=|Bd&8UDef^q_!C{icWFs>(B-%S z-xT~fD)i%xgZ`^|JwH6c6elcHk08b*md;20-UnnCj3`IF6rZ_!Q_V2HYJdiEU|^A>VBKaW1p;}yyB{McpB7;>*^wR*b$>DPh2 z;MnA~bYQ`w4sD4M`+#PxQR%4q%>wE?xxVBp=JGUAeI`;uTc#Dk{uuz5n27>V7&W`pa?gLWdbPtpB!!~oH^n&Iz z@A6PqA#p5~yN!LoC@v93M7Vtd@9;9?;n<;Q2Nu{b%55JY4BE>z_+!4=Lp_-6uY!$sRG?)9gkE~~W8B@_qZGga`yZZp*)Fx`7t!gmD{!1mM(!HGM9KG7f%M12+#XFAO z(Ymyi9<9oq;fb&gx#w<2n(G&U8jz^_ErZaGb||L@p~$A1uQzx!YtE?-Tf#y8xGdfQ zKg{qhk7z)Ax7!DJUqwt>Y<8^cOD)}yGTsM#&dN8QNX(5n2Ke=LHOig5)v!LGg2$k8 zF1GbUJIv?7G<6b{F>wt-y|6&QW~RwlU_kHDxge8Y z+3Zrwh&=>x3PH4G;;QblR#j{psH^&nNFsxT7%gMf)JO^+jeK$tn&RQ#M%LFh-y;Z! zEKt?L)YRs7D6fI}d7Gk7UayU$u7*cD&%@+)^%S{b9ha8gM*cH#X;mfcQf{ul!I;O) z$o8p*Wg{7EXn)8o(RG)w0jzDSy36r{Q;MM#TNv^R6}6GUVmFAsG1V5G#G9zXA`g8^0nOTv~{BPhhsY$ZJ#o-& zQ^9Cqt%dhDD^YPF(qPmYKC!rK2L0Cq9+B!3Xv+2}#x|yqElI(P?d&m{Ti`xmGVXxx z?r-wWHyBUdZ0cy=P2dS~zaK>Nv|n5f^(ry}HVdKmL#eQ+h7IR=e{Mfq-T=AE+sK+3 zX062*{l3BfaXBu&mLm}6XT5A#ahTnc{E=&*e^Of~+|P}j{iY=Ee7Y2cl6w*d{=&3W z9oM}tuuD@GQyZ4$K1^hMT}CvA@*Ye?|IR1gy+9O08eh-K-2~ zA6$K5td(HU#?pgtA4~-|`+_t7C`8_^f)`ib2x)r$fW28E=M~7izE>YDvT3bzOilRY z?%#QSlbJWnGt)NAjVg*PISlyEUe>0j%05Ax_ci12nGhFE?8)R#_lOqTuj3 zWTldY_ddT!d$MoiccZ-xgm=%$jaGhxEMZy!Cj2KqhdsEa*CDO@Bss23cNuvRiKK== z=cp{meQvj-->&(WZiO-j{aGqoNo-81eUEXIpTVmdsfsboJHT?wGu}B){zTh? zX1ngjh2E30ch_qE5MaJL2gLtDWME8huF57S$Np2>wB%2}PTf1Q`EY9|? zx*v({qQ1&j)4-q`Koosy*v)K<)sc@gZxxRYw-GTrW+ZMhHoN1Ta@OMY)d^0da_03K z$O;aPWC6>hQN_MET4R<^1+cOT==x3h+WD)Rlg1mWyfvBXHq^@GxV?+W>iQK^+?cb4Jr}DLPg8$gQ%FggUs&-huZN)b*#{4^-6`=+TQ4B{U zHa+uuaS#SIFiFwMn}RK?pRQD5B5jJ)OB_AUnJd#4CmyG*6bYDl1%?6eu0CT`qKG)d zBCMG)i7~K?r`uKd)J)$&h-eC5@zrV)n+(%V@m1}wIeD zy_|O@gyalGX!+n{usxcRpABmQ*Y+irO=KN+C{u9JLk5(dw>5vLEIF3@&^ZuNTOXiR zBB#*2Mq&h44xwkN!&Jr*?;2dLAol^I2CaREzAN80NV>kM$Cr3EvCDIelfaZ2bpN&$ zpL2E8-&R93!{x5L;$D!D)q0YaLplTV?$_g4MA9r}xWGFtz{@>vr4!E=komyEes3Cn zO0>{}rvX$1%;6e#3 zc8Ww8vZclO(ZKajkff*GQ{JjS1K%B(ThPIku%wRIB;@r!bp5!^z3Q zuEQvlxDJD{<*F#kw8=(L^N{=mE{Tt!M>h!(&NwxCT9f&xGVO)y z3$%&tl+O*@Ji5bc8)uymBqA;<7!ncI-Ijb@!KN65qBT6be-_#B9y(b5T?P+jJ97hl z3gf6e)o1!rX;%wc8gDfsZE&LGyE(@OoDO#Zb-l(RPiZv9#0}2?m@c5T;ATVTFER<_ zDH{7jXWi-*5F4ccS;YUz&$8f&$t4BqUQGYdOOh2|fiD$G^sXc!Gp`tYWiSfM9i~Gy z`{EF_`+%4F*CSn*g}+CgZDDGXcdf=!juu>)*N9+dd5B?KeuUy$+_Jvu3 z4cWu`MfrIv=SdM~mtA}P?2X4`EiFo%;)}CdRLd5|?w4G7GTYh-q7~&TnhYN7!Ci0c z2#T8(=j=oz6vA$XrMQD=LqN7^#y{&v(9;GZhvqQ2-MXV(@J*8YFEir z$Oi+(YD}xU|BU-QVe&o6KXV})*{1OIjriUrQ1}kuG2dT@0q6erPl7+2mL8j-BHFot zy?RWf(n(6+yPNv}4@;WYd<%~I*eD3DPx4!`Y#*3CO#_-q_K&!lMM)8W-({?gZg!_N zKr81$TAD=_txBz3YG>@>c{IfPqk7T|n zZD!{fH=|Q2?Dr!7rv=6%G5zH~TSePM^#U^nw&{ClKQ*>H=#;l@t2Q}9wxhOg85ZkRU+16jjFyk|gF+b{r`sh@3iau1#eccx@FA}>Nc6Yv z7ypMLCi3G_=FqJxO7+EXeQ2kAxCZeN&9Sv_VGpaO6RB*fOhwLZJMXYVF=Z0b1H5Ca zr3p668ZV}j&jH~WgCChC0pdYtT7wR`naU>NwmdI1itpmyNySE7`@Z>syvK-i33nsz z6s@ky8NM`9>)DMKy+Cyd1FJbSUN3nEUuj`lIw`qsP^ZvT zFWZ2+VP<2(>KS&Wb7UHY?hU`{cyv&`kCjm}X9}6<%^p z)KKpu8mt!W6ctR~HebGOt5Ubt|MT{exow5L>1>&yvQW5=W(m*FVQDsaxTtE_`)2*^ zb2MUq2WTUw+TJhZbHw$H2>hh9#^!pVPoo4?MfVCiQf)c*>y@Ot^y@h$KzMjbj_{Wv z68PR<4^vaUl$XMq{6?R(PHJ zbie2;_L+sLg)YX)RRfm;8QLHab%|pfcHuJhn|7jhL9E(4-D9Y~zE~e@<{~!YBh^9_ zdv4Tm5?-$%(hIqB2=ZQ^SKyHk806+ebFky}BfB znf>NM?SQo@_dtKAY-2-8W>FH4_9Qno_5p_n_izn|%bZja8_fTWgf8tO>Izz#&Q{70 zf{qNlsoXUyrTOGvt7&@o*UF4`@sCryCj{(=J43g}I&aN{>Gl@MtU>3j@~by9)tu(19VM2;?;3Qbnd|z|QrluR$j@nAXx1|i%jH|R% zB&Er0x5tFI2}c_Dw|4kzJScVT7*q08YU4l53J)z(|2?e(3$p8~SN!mz8bY?Xu0OsV43y-aCi^1Bmac z4G$oYvyooQ!ml3=#QJTT@Ps2Rz9Kt{?8mof9xW|ad0&hXyW@|yZW~a%8K|Aqemv|Z z%W1I1qH;0seVLwCwu!vCSxvtV80P+2tI=E;by=unN8y_kYl~NK6_~=IM~!|9_dH`=isAwcpWf?$l;1L$GlR*g{FJCT z+Ez;HIbVznoew2ETeH{;#l@R**ku)ECJ!rsK<364>Wq&bnNi!_p(akX-?`{A-0FF~ z;3n@;RcF@yWfi2@)hF`r*s}P%TPLD}VMl)u4e7S=S$9m;ErEaN4iUp7<#7t31XJ!6 z+3D|lry&=e*;CQgJ2XrJp%meSxnfH5O>2zM*^@h$0t<4NTli~Vz)qaHuw-)R{n#-% zAssbRfzd&Y3ie?25B0OKvvq!5sHnEc_ItNiI?2q!(LvVpPpRys@`Z{wT}N(;1k|Oz zi8Yo>vFejK3wpk!>Kkam#nQ-Ty;Spqq8<)>uFp65iFSa!OIOBqN@YP~E^L9fAq6zA zf5eT5M{{KBWMw4GRFvxl3f@b@i+vSb8D(5?PYpxdZN67d?(h&jgf9? zxaC?vQi4ox%m-)WJQCHFxx5d63$TIB$Le(~rLTLP*SfT)Oe%i$MCf z5j)Gje!%3W03NdzZz8hxMryIOSQd%FS!^;_UN=%QtwqKsIWCeZD7~pI#bF#epHPL{ z$d3AsxV|hhs1U2FT4EBglG!=+LQ^KS=quoeZ{V8<`O;&GKtoJOI4Oh*456AcKfn5< z(`IMALI-(6aYO8F68(m5#O=Tp*58Yo0`EfvgU(;z2LmEPq@wtwPM5_`)?Q^2YV)a~ zjBp^KAG+RKwkN-O(aDA_$PcE&a?2RPkS+Ab*f$!``efHtHsup{PTwU+XeIGp?R%34<#dxAdgBI=%^YD+oMs<1deBigGUaTTvcuqYO zw^9{yCi9M=(5>V5p*Fbz%`Z1hes)=M^DoL1-pg8-5^61hTIw70hf(a{4I)(B4(h!g zF_*W1kyn{U+OxI^MDPLm`dVzt1>1``Jgy*rI~;YUw&0d-+=wk#qNeM_=~F)5wNs{8 z&3|U3vYI)b(G}(}3K2gUyJE^4P(>vq=I8e1m@z{`!L_i6IeY+d_NJ~H@6dywU6%?xfmhsScUYl!leo!E7TlL(Z>H8Dq1I zUY|ifMh?tePBFyKtARuLy?cEh@aiqXCq<0c*YuUr_exi5{MFbyo}O=Z){DpoXy=x@ zv%)ckuPV$cHbFkmJ-~YxEu}uX4=7(oElhthy1WM7(P}H!urjq6sZRLhe5^vTw89$F=rz8O3q(-X?{Q04qz+P*zlgVa z%qHp6k`M!-_UFiGp-AoL$$^^Js%E4jsP!?WkxE)1*2Up{Kp(9OPG8ubp9-1|AP2OK zTU+55Gp1k&h7Adch~n)O2t6nhX$$yv`PHvQ=(ohlGEF&T_njAa`Y)b``R)UhcxrI` za0JIY%CmWrK5ecH4w501%EH}x=QhaL9%Hq?`1q;=Vvf$&rW#M?N2K>DCN8PMZ?OC_ zGPVx{AvP4BN-Du*>?%DY5c^R1J8nJ03{#7r6hSSi(6q!*L4lb%UFkfFpk(X9C}il$ zx+_VA#=+9xz=Pmb8F(x?0^j7;w&7fYex&BvA1;YGV|%N@1nc_PM#8lxv%h5f~iAg zD<$uP2X=^ayBxxnjuUI#v{*e46Fi>d*O2Q6ai&9PK8)e2CTPdy(=FG0X7cFEZ6@CV zXH$<(2J)X7bj4K@TnSyJ2dp=Dg@M!Tk-J-zrQiT(IZU$4$&(mZWfcQ$`l5*~l17I0 zAcG2sX}@CX1kO4vP(wESnsU~uLInRlEa7wc z#CG7f6W(&6VR}KGxv4^v=2|kf11t^9B(auOgR9}V!Egz#93?+5>VXG#5b{pt9A*qn zzf~7HJo5dc@m3>9H85g37%+K8OTq4qKA3Li>I!sFF00+)Zd78rVC2{q+e$_T3b#$O zwxDA7v{#|;q1!}PA*0?U&?_w>S0@4& z1W%O%`2`AcBrN(@(%bI!1lwd6sMX?le#|KCMj&I0$t6ydSzvFNSp-+EL88jmN$d8| z?OI0V7Uta^?&FiXNyr5`0ZGEwnKuTPnFS-HXii#^`CU z_Z`YoqyTNPu1c`!^#v@H4Wc&2`^YJ-6WJBWVI3A{M`yTt1or6r$H!ksj{J4=T+9#Q zjQYN(5y+NY$>w;gng|%Zk_00)?&W?A_>v8|zUI6oCkrbc>LSn~lVhQ_X^E12u>vPz zHb+NiBu|LEO7zf>f9O=fq`B(Z(Ji(cX>L8fnYHDbu52tB1o35dnQJ#)&+#)Gav7^> z$LLu;$PEEWq-wR>*mX8pW(&wl51ryJ0$vGg>uGWaoKU5;omv!f--M(C#Pb= zr0#TFo-XMfFkwS(?hdhsVT*JaEZ*|jV6Kg?vj!B@bZ&8x|A7nJO@u{x(^2T zF-A7qOt#?3w*moLl4(gpIC7V(B$0uvUYzo))g zOPE%Y9echzd^uz^Cj6Ris-;|s-wd}9F$IAzl|u{&lpX|z!Ay%9 ze_%Qn8ADWLe+N2w13KgvitrF^hF|$h+HASkKx51@zHq+2R(g1+QLg`Y#A;gmr#{^? zE}k8nP%y$tnKRW$SFemLkVJIIXVcv_F6}x0vk&N^+6@=v*Zi(FWc~{{CD_S-yH79t za(*sAdk7t6L!ufDa8_{zdTj5_5~m_cfnz5#=}+GFtOpl}L;E`yY32yMU>sSP(0pnv z7!!D25Di572OtX+%20F%d;tl){k+z7fIw;b<*$-|-U{K#iBh^-i_d~HX?lGpHrx1} z!u*cKo_Cl@uDjK&|D^r$-a-gp#JXl#@iGvNU(K?#0FgMTuAYBMuYrV(Oq?ar4_;jK z9KT7xvC?Np`8ov7@cr>ON%a;;@8$dU=l1t@trB`VM6WXIVR-l+6Ea_+Z`}at>jFEe zW4vhndfRL4^0|*>8lgh{)S=XK+_q^B5hIshlqr*qhCml~8_+wYLoA*7pco5N=>>aq zkB$LWN6i~gjEbzR%-a?UKVD)Bb5S>)Nl*T(<&=q*c$;D19fxB@ljPc3mMsuHKq+gZPEB!(gGpjgc{)6I&Qx+Cl zbFcPB)GXFNubK9eGq#)DvJ6vdM-2j<7C1{&)JB|JJB%KhfkLgZyZ7Y2xm9yo{G@hu zmb{9W<*b%Beuy^q-^AW4+)NlhpHR3&`P!I-wjZFk&apQhNW6+n2|fw}Ixhyqb4!e0i`Cl~8P`-V>2)Ru}m$-gq3JPz3-iodc8~(d2(| z^nwgkXBwHFKHZp-SFce~1B>iKsA1QPr~^p~R$SXp7yXlem0BW2SWw4S*(e7iSikRc ze$8u_UMxm!ug~44rUqFZK9_BxSkZYq!XU*yoy`e}SY&*Jh5G8!D~6r^Om9S;wM5}e zYA0FEmzEwIoM{;=h%GoGHJZ(Jwd9uVY~0_if9HPgva&E?uVk>=03!4 zrg$IrhRK;~0E^|kE7YUU>>4j`#It!aVfYDM)iA>jwYs~UBVn#<^>^Q)?mjp(a;uJz zElV2QEu%;Shi-q$>WjTx9(szJMJrZt)OSucQ9wd8ipmvJqdkoYT8}Y<}2$%J6*u$@&%dOzrz~MTOec35o7n46KG+H?n5=K=4LLUB+SuQ)1VE z62Ude_OWwoq>-$fQs0n40kUmBC)45^0xm;dXTDE$mnPjjEO{rTHYX3>X3?S98f0#& z9Z|xhEin38HrszV59hQ#?o_3TgN{oNWTPpjo7w$AUp^^N%Ij|!T5r@}&RB1#^_JTQ z2#hQx7mp#%?YbD?Er;V9%w|tdw;L zulm~5w~POt1zyRf-9PiJ>+cz#>*d)N0Tz+(I_3KgrXV>VziB;9o%!rA)izjWbU3lX z%=!HicFu+zky;FT%veVzr*yfx9t3$NnLDw$4$mUuHWBEyO7~=%+p%FF=6&bV+p#de z@r+BI51*xX+l`#jEW9V)Ucp|nb?;iITQVAQk%10*>}Su38t@Jfm$-Q`oC)P9y!X+O z1-F8|6;aTf2r#T)BRKe0^sv54gER=W)bdRwwNEZ9yc|6%GJQPpqL2G)!1A33Clv2` zm|jcmxMm{lcjx;6RJFVK#xr&ZcB-0K;}+O}56IZy(SG!5RJ{0{pM9@wr!TnReFU4x z^FSo94(qzzC5KT*8{de|87sh$T|@$|^kaYgLzO zeW+7`=s!!#$RwXZTxKFL-K4jd3id=5z;Ocv$6WmBikl#ZQ(&1=ixOf7D+)tk6=D~6 zU$ufHHxG5_Y+j#eyLhsF8z`X%HvF~TW!52cLaA6|U`}kimC&yF_*V-e_=WimrMsP- z!$v7(Hm`7}Y6p-tO=g|F^kO+~gsbbY;^z8SEf;ba!cS0Prafu;b8#p(5EdFpX=6aB#p|T5(>-7j9X0XE6S_6rsO$6&;p-2|B=;|w3v!%v%{#`N2;^JnMdDe!u(@28#;oppgR)NsLfYSWT@lO zA~aR$*>%c}TjADL#$L|CgzUw%L}!ZpJTYm34)cLb5d*#04fe>U3`m)?xNVK@jbH6L z@4ZDjE@h5B|C{;4kiSNr>Ga^Nt*+6(^%;*&FerJYJyG6pCk?J0j^Jm5bb4Ogb79cL zH*W+I(o+tp7}mi~W1&;82SEd4|F~M2cgJ^MS-}^$!e< z`)MCKRF53r2Pgt;LY1Yjc`S$i7z?l`geGYj!pw_zdNS}hHV#c8PnD(Hz0P_41(%m& zOUa%_&MoY4@XDwh4e7gtx59V{b3=J4`=iQtmm^%$avzmw33Ll3wTVr;OuYkWU%D@S z#Y5EH*Sg)Nfbcon8b;hP|5I!3y1-IjzT;#b&O+Aum>|gS3mZ5!lxK?=8qL&ry$=vQ z0J^&wx-@c7A>fy+FJ&V71D4q}x(|@tBscfB1_08oG{l)>2mh@x`;#`EB$vzzGprL4 zO&qJAU+z2AYsG!e0s$Rg+lceeik$UFM6XUlD^(9 z#l<;b8k&YtsIqE7JKgWY`S_XD{l~|tu2D}nBj9pl5f54?O~o2NrY%NcFTP4oJ^J*O&5bGDUx9$m?Ei=rItD4qw=r1} z8Q=kT2*cz3LTE@H%#XZtPvR$ih9pq1rV!YL`ZX+tj4uw4owRL9%$S(`L4U)#njrH& zd|x`S>YYq-V#4H(o||^d$8%X=VQ&vYO;SeX)h;{!lDNbnhc^!Hdz5@$r1@SZ zb7^bx0M}llR($I|?eUN{x}nZ&{h={6{dq=IN(*mhsu^ zijuct&7G;S$VYye2V9CqhTFOoB}(TSSgZ4Sp!4N90lAi)I7rePFJ(uxf89p#13;he z($3$)JYR<1&W9v^Yx(K6O3Pi(Ez!hF{I_93LQBHBziw*j6gKdbJf$qxDi#+T{m4nA zdSFF`9iFPQ0B-y?5W(vDyj&Me>Nh3_m2rC}y1zt^X`7Yvpg{Amu-*8!tPf zr)cy#=;$ajYcp6Qik$y=19W-GIgD*qgDMNlB<+R<=X)~vS4Nt;)5SJ9-0Bs`{fXy4F8en;yjUBXpJ!)mW4JZzbpC4aB9UE4OB@MM%jVBIx=1`ebEd!h?zYAnWvFOqNj>R(!^}rw zfV*S#d2JrSNod4%`(4ByW@khO$JyOad!KNSY=uPFv#bsi~Xhp!c z-|C@o*E^_u;6Avl3aSxD9YB$dMNLATKo4;}qul{qei)7pMutIy6|0IQJ;A9;qri8Iev6 z7%ol5{XT2yB<$VPLfMtO=vZPahY5P%MhyTtZ{UbK$owM4$EoRV{RXxzXsDS3$MI}k z-4}qk(L|5s#weQ$tZW0`pxzbj(!nP&J`dW5<@@c+8Jbnt%Q{gN;QjSwxb zlgsMaULUe|p2)8&jQyn8*XOiQYz?B*_hgFtP}%h#=!ZHCLYwir051+U|BQ`%$I=(m zk;O&MW7pEg#^&s>V<)lAn$6^aYsZ9DZfBVM>2*F8S65Ywawx4F3K<1fikuI}YgdiP z_sa3O6vSnPUr)=zoidvpe6_gRWFT14tD>2e z@nM8*w{og2#X!w}73$)$B1oPr&YorxcnTqR9IO~w{01$b8(SKNRSoR zRv|k+AaWFDwg6zPntCyX=Rd%L&|}Aj1KwZOTK=EVu0(L_{@LH-xSTfAv!o+YkC*u= z&$8j=HqnL_L*iW~mnn;n^UsFfrbcOaRagWo0F19VQ^ql$t~C&Fv8lb|51v-&C5ByK)xXpN*=$S6XnuyuohdgYvJ2wqnh((w=`2K!fbjW5D zA2y`clH511_pJ7qz6x9|vwn|adK*Zgj>wq&0SFYuL8ItC=^W3gMP`{7k^<2#Yo4Uc=aOm( zYT@`(QD#{)Kbe0)R%%wiyqGaf3yn6^kFf$lHc-gx4ld9U41T^~K4jH;gByclE`+C~ z=i`nnhK~Id`$vz1Fq$k3va@r}T$ruNB|@PA0ex)q5%X$)N@GEe%4&0A5tRmm`9(4- zyTu~(^-OlB<0#_x%H-p_jheH<`1!zQ6#3U|QsKkKKq@}5( zFtL@4(d5tp`JGjf|Ac}J4%%rsmUB?+;JKQrJ#_*ED#4F*Z{+^sJJd1x1AKK*&sqf*4XumxrP2aGYHLJRxxc@LnJ21>K&oHb zMMF6Lbb8`)yxz0UV}6CNRz46B7p}b>PESs^P){ADYnK4$7kO+Lf8k5iJ|_==;zGFm z(2>O(pwdryqv~v%Ey@;6!2SQjm5NHd|#%t1_!(9 z%BXG=y$iW^xeLgY4Z^z8q}Smk`bogjUYQCQ>C#fR$a4rZj5h7uU>w!D@$z)NR{ENM zrs$nRvVQ_ot)BEnkbBEBv!1Ev-ljH_*&YQH7P=I)XKqnZ3c z)ThW;X~38J?)oKJZ-O*eUrHBc>Du2Dd|dZc@8ZIPB{L7~7A!(|EN0{gVM|RvKdCbR zft8BB!muOQBLc)?Vq?N6xatzuA#OTC{mB{2(l=oT+PHq9kM9>Ad6?OM3o(^qFkB|z zty@LyL%O^BZg;Awk)C^6De$8!!Ti1kLYpwgKIy z15%!s?JAV*a7(C@2HB5P;oYSc@c-KZG*! zutfJJ4}r1Jr(OQ$RySGosFX*JX?WeM{IP^3;P8}qH^NS928(XF6~=eWMuIL0lKx0P z3RCxXZh*}qj>uq7R{$%J)~ifRORmz!Ypbodk1c!8By>+I%7q!%$<uGuiyt5`q0e1~{?c zscB+!VItErZ=LTrzc-Do;ce8EdRF+9p-~gW4X)2nH(|c9u!es{T;|VD*&9;zFK+hz zUOq5aSUO#sNoD_7%yiyWU!)SCu__@m*QHY(tohFMF?D2%H6Hl(5R~rnwClub97aOq z!ePGWS$jFr5Is>lv11>*KDi4@5Zl;Ymd6JtZ*FdJHtj*AtDzo_id%pf#=gf!Xtn$Q ziTQYW|4oMRvcA!)?oKV|{!4V^|AbHyUKo7VA z%IwJ3oG?CjpzZaI}ZW6T?tH; z5N@we$cRypNkqS~=6AVoyxluf!K3(NYJy~zB+9pX{eME*1T$qgI-8aOP@FaN=i;ON zs(JqZ6B?P0s2Dsf6j9VEwL6eNl1q*~Gq~eZ@h+r3KXNjEEpEWr7tjodp2X$Zw$Roo zxPi1u9POAl$1t{GKAXK<87I)zYPiAUCl)-II(MWl7&mu^(+{I`Hb zi#A%Pt=P?uZ`oLBD|h1|ItXsGi5(ZtaHfn*Z4U{59K*Bpjb;as2K@6Q4I8#;&N zc7)(TB^kl4#{L<0jIAh}DF%q!L@fCgkXNyI6|IQGLp7#YRr_J{bn?%|k2uYKomrtn z1^rqtUIb%`zDOD6rw{R`fdINkD4JO@PzBwE`rGu(F>IMl-C%E?uK}Z+PAHJ59aEAP z&#*j{2GkQ?{b%k&j-KG;qRu|+yRD+JVuQ|242XTNz;KBQ_Epx~>9s+&a20q^t{}UI z4D;qxj#~8X{v*~)$*GypWXpwoAGH#8JBR9%%Lrpk3^G753kzHMtB6S@=3gw|fm8=) zV|PmVq*?a=glbDLk{(j(s}JvtLv%*(2y2yN)h9Co@xA@}R|{c6QX4~o(-i{x*KiVG zp_ziEvX(v!aV=ueV;#K-6A|T$b)Qh~iNm%23%~`aKND-$r?3-{P=xg=K>uiY8yWj1 z=E(kUk2758uI%`ZmCtflTLd)3N*%TS=h~-C_Z7*?;<;6z)eX~3*trZ~pQM7tYU2Z==5oL<#pG!X!qo&j1Gs$k)TEsl=~=(n4M$Cbt&?jJ{}WSe0luj=rO@#9{Fz)D*8>(gEc#P^ewgt9oa;&DCSIu}ftgYR(_Rx|n% zVFQ4E%L3n;(IcVXMQLVE+%i#I@i-QrKQ{TgcN3oQ?cvI!W~W&xhcBuiFeOD-u5rP7 zUULR&g^78z8@Bh+D0Btb7F$=8Xrj6=h#o1nKR3A^^QYyMiPV*o^CrfFM*3dm^zQO- z!b9SUNIdxm;Bty&+{C-{mOCaX$bULP@?}kh%wN?RRqbQTfib=OIr9*2HZC)&zplJE z1ArufeK}zTnS|Zm1KBGU5}uzY?tKxnYm60&m3HVmA+G6Vsd_FeOO)He@qHj2j|;9f#(N?pPu&vg{P9nW#ntnwpf&?+(8OOF;zr^dKsCpwyr~aTo-&8) zp*7VTyQwQGb#~^j==ErpD95bm2mNr)Y3-@m(XIe8>Hlr-Z0KypLnbv+VFtz(3D}bd zPl-ldq;bx%?mpcC{bK1Xi~HXC4|yd^E@S*mb+&%#v5Ku1ymz%*Za&oUw+{nvVyh~H zgShH|o>3Zg16s4;0u}_?%A>CD_jCm2bxdP#HaD1@>U!*Cpq2D>j}(~Zf&>KGb}QST zv~ls`%0uS=C*%O>HZA)2Zx>{&={@ATb22Q40zo)P`XKjOq( zbGnK3o(y&Ri;Db!TEsKVNKNJ(-tKC_jYJbclyv~Xw)4WX`KZe&49tq~s~>KVi*h$d zE#F3ggU)<8JmPucMs>H!^_(!nNv~7a--GT^Z?!%I^dKy-d$ZBgP;~~eK#)$Euii0j z+~V)!SREtSkGlzB&3GbKyl&Jor}BhZLU_5>tvk?-b3X5A5 zM2!FY?s+=RR=mZfjIO`9v>v;xPV?V$&I_rR#}!UkNq0>&gfLu3tpYq9`h(KV$!V`G zT{CVqEx()=uf)C3c;=!e{*i0I3+2VD~)y-}8gMg#B`s$It-?}c>!q5J- z8Rtl}X8$GCPpJ7qb??=SrAh)L(2^c(xnB;H4V?D0%?S~M^}pQ$qfViWU}N)~Nb{lS zA_?9EH>T{;J+=7V^L=F)#|(L;Z{ppy1~i1;(2KC4vqZEq z7yNvKxIT@`(X0LBYEllY-_0HUCr)jxMXHr6s75iZjv#(n=1Kbdlh@-ljf_K0 zo_`&|dY9se7L<+pHSlwe!o5V>&Tga*Zf%Z@?-d}#f+t&!Gn#v0mCw&^c~c+rzb&ML z@{&Hz+9+RJ4f#9uarE)+J2EWW{=p*;uGM^eQbqfqlI*1da}EopITum~w_J&be~yBR zn+p*5ob3I{EiBRxvwv%uk{@s=yu>`!Fi!T36NUFia~e9e%9(x-`sA&2OTU^c)f1&G_oPyXT+vrJ*>$Elq1ui3hKAGjS|>ac{|O=V%?t&sR{)F82o#sJ zvUe3ycdGJ&gIeIMTtN&dfHb$z=!S4os5l&*oe~OJ#_kq{6f9rcOdtCcFk6pbp|otg zc@BNAailt?y4q?*3# z01pP)(VkyKS7!z+QFq{ka>h~(ch?jGyPR$GSTIQ+x%C=Jp#8rw10t@^cJ=d>u%MKmxLiYR$oL9bc#15TwH* zab)7OL`}_3i;D`r&kF%vF#)PnB(`;~fz0t|8Q%xP$^SMS)c#cb&K7drOg?KUAo!|N zR%u{kHfZQy3#9$|kK~O2hEv&+eE(>p8dt?!D*#7;P_Pk7Po4uDP)FzYhO_(hQBcY% z9ty&=w6m~pJ7Q0}xqU37hAx<&$x8wba8eBT_QOxWrLPK^RPzjTu*+0($F!`YcvzzG$qn2L(!kPFZkRzr!S@?8W#67c%C2gm(oo~;r zTn@E+5O0kzIhXagxJ1{_psp z6Z^-{?>L16tzUPw#Y)HA4!>)vW$tQpYel2;Ebzp8`36YiHGBgNUHvp;Da1o-$ntQ{ z?bkX_w?0Liwg2JuDt&d=X?if-j8+Nu05yfx!=S*!7k}HGMmagew%gXYaIMsxAlUMq zxpNzhOD$q8V^u9U#W?zph*+@wd)C#)q`t7Y3CXf26J{;qy((wE&c$3MYo{oL;?2)U zBvQ4_j`k1sOSgFHE!=+nAf&>M4!3+5!bq82(IYx74Mi?yHf3t19DS3PBju9WM$#ar=}^71^)yIVEmmt?Zyho;ul|0rMo&PP8v=c>3{ey#e&Bt3aI}YP{Bx#jwKQ=$Lf$)bv56SkoYTQNwW-SG*iRhx zP#OF19scTuluOOGiVz@qAkT-FxCcofR-3mhAPd* z!2RPLJJ0%{hqLow%aDHv;DSQ80@HN8+*5(A-QT zvH%MH`m4aAzpGY~_B{4zSy*LN)9{h)4d^|JrXl6=g# z^Ys3lm|}^D_8uDOawWxXTXz+RgmJMe!DaZ{jL^$IH`3nB^#_ICC_C9dq=3hwx`h07{;=ED zX@%hkPzZ)tC;;QMJyKDe%-uytxvePFPF#6UQf{DVcdUp;Mt34l7PMcCpP~kVai^`y z<|Lh|_zVm#Ob4fv1_0bm>^xzXDq%Thc{s-S(}cUMjC%!DCcLLvpmcY)jWiBqYdVa$ z?rJuH@^dZbq>dVd8`z{fHap_Y8TGL-J^L;e>sS6KbOh5n!MwG9yllr5qJtZ{_jxnv z`~QSwjMR`uVUnFAA?QuV%ks49&pS{`b869w$+D--!AGMCHL|$S#5}$7@q> zJgjm_tTf!Y;li&{>O|(@EzUI-b-SXxxR0MWJ-b<>vjIbL0zB7C+;2|Xdbp~PT#CcO zD5mQ>=oj11HU%M)*T~1Qt^bfrQ+m5MonM&iUlBIB^irfRL+pS_3oPGr&)Ic<(qexi zn#Dd%h;{e*F?$Q5)n2CPwRn4O_hPi#8XHMjh#mMdau)}bJM&YK^41}I{?@4HGx_&5 zJ1UqOnyv0;i;Cekkt5p^6c$jmP#-JK-eymqMjG4?6 z$_T=SWY!IWo0_pZExN?v_euF^ZdrittbdCMQG2xT)`gRwjvNs?5_xdyS&i|x7e@wv zs#*!~or5)b%xJG4Jf;-HbhQJG^4QeVK@a_ZmRlaB(Ub@gAe=*mNsMjZG1cL5kzRjFq>Kc29wZet!o=Sh^juFx$of)7qh)Wo1NVQ zEfDF@4hY1*nih?o$y^|!OT6Oo_m3lH887s@IgP2BuU=Z*)e8D$3*Y4|%+BrGE#?@S zKd6I&E2bLpG@ocgCbGiYW~!j!`yrXuF1Ojs$k&$rkzq!q)wu-NJd4m`YHX^4>*!O! zV7U+oL}7^+sq0^}V7K8tq$@Oa2s0}(qaTw$Zl@LVNkqWpwbrexTjS$lOD#wovwE~N zx1L3#@F5`^oKUzcH*o%u=X)tn>B+E|XCEBGj|xez5u}ehC)uhMvT_Ov_n=!K!`jMz zbz5ry5R08{86{22hlauwxnX0PdR-#2J8X`q^o_z#-BPl`2ti94HG_hKwgi^k2NyVk zBd=r@Y?`>Vy=GJyroL#CF%36!k6KXJs*pAN#|GbBe!m&XubPl zbfR_g=u;|D&6@{if^^v+4nAynKz_YVjC=j7OvJu|P(thRWAg{PyIZ>tmf!wzUhy1) zQ-?P%8izzt&|mkOi3N>$(dz4wEpj{VOH}Os;6b^PS8FkE9%r~(>B|a@c?Ks>)hKt! z_v2ksiM;GoKBt^UL4i7F776tJeOpcq1Bh#?TR&y+QW#46`XK+H)vTbtot(^{a`3&l zi=hrU6HIbifF?`RKT7Ts_bv*OV;mZJnlQ+4V1aM`y3yC(s zUe6hdA_YQ=P}62WfHUl-9;YiKnUJbTG`4PNz^rB`lnVG}e@)Cv$p4bPzMfjX=-3&2 zg~PE6@^(Q8B?~AM=eyBNZ3$XqS0Os&BXO)jYd#QN|p8x!;=9KJVK_TzY zx`?s8Tr$njR$o1}+rJ>QV5edOz$vZ=*INhWTIm!F1rV(IkPB6O$8|OkUm;`|aY*h^ zw_d-cn`o$vePH3ABV}f0x3TsuyuFBmGxZL*Y#b5hPQ(xyE;JYTU}s=a3t4~Q(5$hD z?WkCVbWphV=?p6-53UGh=P;u~aorcq9TI){SZn}LXNZ`~euy8M=Q=-1)!q6QCo^EI zb;tOovF3o&h4J^HqY=ZiSVnensl619$?GT2f1nKrNY{ntzkLzQKSz5(&=Cqe63vA}@ca0$<%R#GQ^O{c(+dkZa(Z`{{`RvPUkB#`j+a;Y z4grKGX6G@PfcXL74lT*bottL{@Ajpv4+aPjX7HksjtC2Kyimk!hZ9?nbMSCW&nyix z#&YzwcY+t~jb_Sizv58vu2_A{ewd4(io`H6{7}$fss|U)zlg>LMvNnb-GR5fP|JzH zjGH&@g$nH~^^HPI6M2U3Kk=;oW&yG2*l3_fYb2BPYga=N+zs*olKM7UZ1#417g6J^ zt7#E`L=+=V;H4O!PRXVh<%qQWGL|X~?QcX^*;qgqXR!Px6qJ-sA+Xm+NstU>{|vTW z9Sjfx-0GJ1%!@VHeU@nu^YXx4beKWfi^tNBrJuxgo;97qjhjZ+Zxli+`ylcvg!wne9|6$l@<$%dFopNjmXY5 zHo#1?%bEU}09zYW+u8%`eR_DP}}BrADS5($T+Q=$M)B zp69-RtE-PBCAn8J4UzdArMo3D>zN=962aorP3DQ&cqsjULXrF3TB?`NZgOADo;V*@ z9OjpCx29mi#e1yq)vYf5ligQmYhJrGJuh%7+n}&P+_LQvZQ?-9xK+@!w1>8jUvYEx zhy7Qz@cF_5XKLX8*N;M?&Za!x)LbstmQ#&AWh9C0`d46L#C%scAaX^Wb?U0LkKDyd zG|L{yVN{sLPm0H77R&c4$H3_)D6dl3t;r7$@}7) zn&Xw)sAv|~k&ya){mLoVglL;bgm`(q15SNq$%(L$({&^ok-0O!At(g<)Sj05 zEFJ^7ccV?IU&`&|bNvS;$DO3F=LbZlbmLW6cGk9AT^vGHxUAJCUQoZ-9V);;#qHuY zI)C$`%^CM8&AR0ycO>JNizZSSZg!}uH+8S3SMT?R)pq*JCCcoFyt~wk256RCc!)j~ ziIEK(g0P{6IO-h8Sd|AZkM4}NSN-85tt+bT0zCC5HP{;Erf{Q1GW&AL7i+wM+n+*! zpdGW3VO=naRv_!6=|zBLjYK1_ClelrfSW*o?o}|^xA5q2h{qXu5?0LF#@OTj@~@oq zj%aPnpqo^{N2BLw|7m3jgiT1=#HC)}PVI5mA0^fm24P7KzQ;gxWn>u~VDm7~XU#tK zqu&wT)NIqkh$r7{&LosXhFfRda146mCE_UVB04QKj6iVV<#}LGi`=UAyLBYcn>;A1 z#Yp;78t3=>k(B)Vc;YAy|9q|VgY;1Qq*!gYaL^aejQlc>Y+JaUw_t%&6E=gj?SU{1 zov{HzRwJBUvV+P%KeYVSedEpgB)D@T3Yaik;!-XRwsC&ZzTEZEuKP;#FRz$E*jS3I ztd}Y&8i9YeD|1ml-tvuBCEhz-R_wnoK4Dp!XmP_V)@9B7QaZ}sN(HdKKv-JZV-YHK z;pJ@JmBAgA-fwPJxf3_vTZd|?+G+zhJr7$jtL2jl%)FTjNmk9AyEQfTtM-}*FYW(K z+iEvmb_Ci8{&+VPVt3D(cg}f1AOnBiZs0JDk7OLY@eO-LB>8(2V(k>3t0%E>%+&W#XGFZKKLD&zElLf6ir9!aB)>-hqT0 z{p3lz_0(I0jGa#|$##BYc6vJb4s_Ju^cNeQ&Y(66R5flvo6)l|^0#J)CZF^bU9-Uk zHvMeoSo*);y3WeoY`g&W4EjQ8 zrb%Xk@52Kid!<|$e36|;fU2BW5XTl=+TyTXxRBXZiZ594hyAfM=(F5ymh$67Z#c-> zr~YQOb=>s3dO&odrL39dF6|8SW~}CAoigc3aR^*)gOD^x^3A~(2!iP9_`~jY{}XE3 zTBxaq4LQ@6)+yBu0+6w{l&3`;Xs94|FkmX$efcv1J`9N%()V-M(QMPk)G`m-SUt{l zSxsJ9G9>>(QtVbsE+~;KdnX-iE24pbGKxl|0cOcZ^;!9(sgD=eJQCvd3q>L*pb0@R ze@WB(AuR&J5-rK(V7Q3u<^yzi@ITARCXz!M>!*$`H08uYwcig37xuP0NAmJwR?baXS!n8z|NMRqb+&_jCPrcN?M84@(YQLU$&+qe zhCos4$H7sym5@j%FXx?_$pHK_XfDW?Pmie#IQTCaXyKm*nCtnym-#D0r$7+dajLzA zGO#{3c`D2(&s7&}%>-dr=^W(Nr+tvLM8x>Y3kQUgk`)#{fT)0SWMbEmOpHzOrs?=} z*B|YaD{UmHM*J}6_TF8E>^6&79DrGwP2ovtph|N%56m+}6$%G!EP1S{Q;;vyhnW004AV&RN^ zc17bnmcnr65Q&%PISk+7@JQDgg3T#WyA7l;(m4C|LWF8lvO3?~N|ifo6R4^rfBufZ zr_#|HHJ?JFjTArGt?#$ED*fdyqa*fuR-jvZi!*2{3;_N`=;5faV_aB#rrX~dBbjkr z!nFNcRJHRe^lXIfYvA)B!9o|&?HA3p;YpgB9?`WZiJ7%UPphkk>0mL5+D9KNHGGjh zS^ns-QgUI2Ew8S{C5#b;*G`HVto*yBT2M&X^047<8rCt(-+uuIN%a?qeSrqf70an18|o^sd|N;Sh=f!IjGszav8b`HdLEXp#;W){0;W=PWoj6`AQx+z zw#`Qcf?1)A@f*4xA)#wWlPlx2h~gBkDnX}TbUgDea2@t&uwL38(Pu8uYy*b)&|T1r z!t3Ri9jNO$12y|ZLHc96?vG$Zk7qqvLK#VnHwc^C*e%uPF@rBw+}}&)2MX-_&hYt#JfKHCA{!0bW&(QXI-6UyCv{!^-Jq2*n>aNs z(Mux%i{I`=RE@NWIt#b^tE1&=U)rlJ0Nhy2d!cHKyZ5^l1qH(A>i%kl_L%Dg3#DAC zZA_p^FGF7;>tW%lRkyCn0t$g83d-Kl;rzV>nQ}pcmFI#jX7e$&#vYSl{V`ou-x>~A zuY(RdUz=upYS#BT8{lK<-<*JaaX z^^koyP2z9lBKNNt1OJ(mYG{bR?NXr7m^cQqT)FFdcK)ANPormxCfB3|J@`7Xc}$;U{%Do?S%kK} zE7{@A9@3)+%NGFhn<}hB-Lfv%zR4qphU7*PC&P~M^aGi+oO zWmWOF(;mZ&#<5PEfLhONg)D@JDwm{BGJR&**=uSwvI(bG@AA*I3_A2_YHO+b2RNXl zRAnpfVvnbl9ZxK6Bp2idcxKwNtL#=`hI3xzY#{K83SF=49w;I&xk!yMh?k)@VSRcS zjOCU#h;4vlj$^8^^}vqxJe5UN>D{wd$gqsZ<$(jC5aD-tn1)Q+8B@BtPs0U#?u0ft zySYh!{f5D9$s6$(L!TV8s~)!wOoHyc!z+gNdN!>EoNH6*y$nfAy{H-Pq6}GD)9+Mw z@ioFBhM;Ppwz@FMXtnW{R~w|$jfF!VVw(vYV{H{oCM(K(7!4guq)$GGfXXGcoll?w zUB5^Mu}8Hjq_h3<7#nZ+-+Oz7AkZ+%E>&EpYT{f8r}hzDE8$|e&%n;E@i}s8rE7Un z9_GUzJ$PJDv%KqIWsdz7konnEUFrN66wj?ZyZDLWC&hMi=i3JCwW;0^Nn1RXH!>r0(u*CS1x19Pk_pP+n=G&KL)ra(MU+OCo9{9Ti-8m9V*d1 z_eJ`o)M^j7yTi%B!B>On=t4xp8n?^E57-~Ob2tBHxR-?FctVLVCK#+9-s9n85n-rX z4<_B~GErHHLnXW&hi4CS)yupo{vls4&OEHWC(+K&UIUpa_4F!}Pa+#0eMy;m#rAt@ znmVzsH}K+j!YR49j)@h`hqI2y?)021&PQKNQOLx21?cbw+3gdTum1Y{C9X$#Cvp?p zt!$pq;B{W5XI>fEMFXnIq?!bXhJSEhF-8?uOsM(%OTkVz;$2Z8b6kbmS^{Qx3Hy-n zEOG!6nK6op&oT@Cx*&M8ZJp*eZ&@5tCtjb3{`zyY)>nk|IMV{Z{tk|(%FWEqzqj_vG z-wl`nwesr#6n-ilhSahV{tB%iyA{8aGV^c$H^;FE)jH7brXg2l@R1F5xIL+A28iL= zf#s(1hL-wR+gM~Et++7o1L|(9D?;?4a!q6r@W&AH2-n1?3g&U#h1SnGKd}j3$#ZQs zk&0Fv4|s=VC~K$*V8v*$@Vr)o^4fqh`X66B&0V&(zK;6z{dya?cs_$vQ8DiTm^<5b z+mT8CSydOkuc*8NSN=|Jf3_KW<5A?YldMCz!W$nYl6PJb7#(J;jjiT}?OJr`dq3m6 z2<%yXDh(bZW(~_THq-Ei)_u-!#Pgvt)Fq>Mw1X;rm0Nf;c41EHg&uvZ>uLFubB{qe!D? ze6vlb&_GJG>%g1xt*pQkC$t{~DchQLx0z?-UC5t6YHSqZMZ6I`N`OdK8qQHI9-TgZ zZful}&{fo!Kz7o2RzyAShsvFs`>gZUQTjVNf>kAE0-*D;W;L;T^jx<4x#g*rvmrYI zD`!DxVEjbyz{&9Qcd-}aE8Z0{fSJ}Uf`xbo`+%(glW%BnM4)?TXve2$>8A1{<*v?X zL)@h^ai8b+9Ktf3ZuHa28HtEIfVLtseSWgxicB^oR5PSjV(#wi+%|Ig*k2MD!@?D4 z<8?D#hV_^~vL7K&Ooc%X{rmnB z2vBk%K-~-0T`{X}=;m?c;5BVG+5pF=olsdq@9BnLjf6x_e<3aO(k6(`XWjbzuUd>}!um}7H z7rwp_(}aX<33MW_wF7@|K1yC~yP&A=zdM!Eb)hd(S+0Nw29vkYWvn?38x*f4hrLXu z4eVdCU9`Gz|IO`^tEtITvl?BFWWC2y`F!C-S(S1+7R4HfcJ$wCk$^QC)neBf7ErYs ze&qJH8ldrpUCC9;(Mch3np&rxNP2pPiF4<%nJP(Q8Lo%J&n9ezF6E8fv_TlE;7R+w z8^j$~$c%sw_Tpvj8tn3|3}Z{FZsXylbz{pVrA9?4f)p#6XIjW0hCXcygqDv&A)!%2 z6c2kR@~62He<#w>M*;mJS30`-_~BPC$9`$OUU?^|8-s?L@C7IK_h!%cG(!HEH9n_) zuqoYWrol$$%F)s4t{)ul+xHO^RZ_YdMGnCN3AKmPGyCl8F~BCl+@U~HR%zKq)Zm-^ zX_xBWi~ zlQUS)!Yn$IK&rE4*yRMcU{P=kxb3T_c*eskh*!ohEcox&W!cFY*6#wRnQY*5R5275 z;1r-v&}r2pV6Y&g%*YM;fIwV_g4l5nwlo{W3xB<^7nVM#^$))@_@}S_WnvQyOXs33 z)}m|Z{NnAHQ&v{Mnr(K~npvspKD%lERrO|&nEk>wZFldHyf=l5+K6_` zSSVj&;JGj_glE)}?5e+zTv6T&4lP*n!jsoGeKowv^j?qrZD37{3aG9IpVwEi4uyx%UGJS+54SL}a6saC34oMPLJo!N@5D4InOjhF$knTtl#%IGco z!ZmzVi*w;yX*y!3dLnnnct&Yqh4AURh_ZfaA%V$c@m6=S!CZ@o~w#u9{0i`Ny2p$~M6A{(bv69@sbcgqa6x2T{Y-&}m}NLU`); zz<&3nm7zu9$(~Dw_Hwg9yly?eAoG(N&nI|rZpelUE_-b&)E4(c6H3bFBAM#}L(H>K z5X1Eu_T?4C!?O#;@i{^{ctHegzOS>k?6mP`XXpKvB2R2t+Fy(Qlr84xi@<46=^V< z3knm-a{=ot-OPW?&p_m6YLD1Y7pc6}bzDx4mdFM6i+$?eSsNNJZuy~_sdyMbQAN$4$~iyjC32Xk-+J{GL0TvX7Crv^ z_2}tide%2MMpMdO3!J}4=4^WgDmbw5CN4?R8`B*YiW zPc5mG7Hb#~el5BHLs7Gx83Nn(mSvww01TqyM_q`9;qX+xfPq>z@wo8eO7j0B?Y#fl z(BJ>q{o99kM^%$ zUQ&}b-L~%sfex&*PX9NtgWVUbxUI>Vh-_^a*V3Zjy}uwGw+$pMZNrZlqr=dnqZ}XN z#+{BW)(em^TSdxdAS_KAR%`2KmfpVB6pNnG|8uy#Y|s5Hi!~G!KEvFsL|v75tv+A?GYuYuKj7s ztmWrl&Y#SDx-SNcX7%hRaP=FJ@w>(y1rtH=5IqEiuu2<)x;KN6Nzb6to2Mn?pkY6v zJ&L*y)?WF0tKx6@xR&^wbINXGzyB}RcRr`9+{0U!=anhSGG$dIGDopbCoNH- z8a};dB4TIgb0(%*Q2` zI6NlzFrSL>B+w>gN$}+f6*u9I<|O0Z{dtC-t5=nAk7BJq8Lhu`n&M)kFL>6E3e?ZJjW_zeOvl_;n_HB7RyNYO+}}g`*X&1&?zK5Ogn02}}-zs%$=N)F7!>RV?!P zK%we|(zXWCz% zAU7kL%a=v(ol*=u{$sllh_(PYJl;%s2cA-TU$()2`FUV-%VQ`$NomwF^m)4hGH@BJSeVsXj!_;n<3xz#%BSn$xMvf)*Y&I73KoJ ziLy?yE;9&|P0)O)f)Ttcwfn6Rbk4o9!41DKA8u}X zruj@&-VFvF;G|UWCU>9`elz--al-9Lr;m|ZahmvI$HiZ@DMS(`xN~`(ZkV^hx50wp zBeG*>h1I@zp8}?<6Qj4~?Vqo-Wr^A*+%|1XhEzVsUBm(DRg|HzQUW@{YBb`9RD=uE z^zYHL8<$vuooRl_c&S>Z!`gLb?efISKW&CoSdActcE95vHbEXY9t*zB`TP%e+su2! ze{2=osN^{rGJ`x0M1rbl_+5mpMF%$rt|Dw-b{?DKOg8AYQPkq;chYE7NvU%wkP=i z*0r6Q;0P6GDt%P&>v1G*-1KB^fTG`#?h$t)r`*ymIcH|E`=Qf_y24YBkNIIv&LV%& zsPSO9A>F>WcRzqeaPDb+mBQ_$63&f#|AT6y3(^tb=(KF3;XXF^H)}PI_7+GPpsh)3{13 za*NoVn^tsxFt#GNP0dvYh6fictqd>e-~8oga#*(0BWLyyE9ABA>aM z0G>Zu2ZeTkTzctnvWlg`=%{8fY{@UeP*70(MrBnO*^ug|FkN;^9>tc!)Ih#uO zkL}x2qq9^3`LL`ZY~<{*1ssC-Rx?=NgXC@PR_+}){;3dAfrTd%Yn)1?M_jApaW%DY z*UvZ)g~sH^=ii^9I8-tO-{)}3h4e`0VUFRsU`~tZ_>E0&^E;Xb)bwLXR|m&GF7c9bD2mh zr&L1q9?f`BSgI?zvs+sYmIM+ptyd4YEGK|edj663PN(4VA4rknHVL24Ci=6M!p~*v zJY{x|*bh5t&?_CSDO|c$we@#LIRixB()sB4 zd@G+dgp02O{ACsWb~U+FI>_`}o@$b6Zl!M})NCzWMr$RHCC(xh#25OkNxSX9CiWY2 z4AN0>LfXiL9&KmI8)cAsl~|t1Y`9Ve`hXs!>H?1opaf?HvrT%c& z>q{x>eHYh-4TU&kTAOe-;N&8SF`hY`*yRo+sT)dvuMs1>r;&~|nVM5C$fdf>ZeQ3WQWCnee+$v$E>l%@84K%o*l ztQMOd8w9m5Ws|t}z6wi!vL>&_yN&-hwOjpqr{MM0sCFmk=#t2s%Z^jPig`1zPXVEZ zGV&rbi4;im_i{gSeVVAWkl>iwwc`JZnSql8m^S&u!#gcJsqgW8wfUoDK=!Q@cBWY* zld~x}j#Va}HZ^HK()g&B$=+zscYyM6FSR?M_DGQ_Q7bkBO1OdCepMw-xpr6Y>Ab&U zSNE~M9=q*-?~)9&hriC^sOOR`6@NgKRg)bq{vVIuU*F5UbmB1?K@1>xZ=znG@XnyF zx~JB2X{}qgAB2u;c>$U;WZvP@>Lo3Tw3ELd)alu_&i$4b#%MZyH{J3zm9Ynz(_ilB zK}~G@vW1s48n}>1q)Qcyr-i=zc1b&Ot55BBY%_hG)SQW&NgFW^ z%bzos?Dpjlh*F9w8tlEB>?q?T%9mDTpJdE3JsAO5(X&E#7hE11@E@CMV9lgPj6TQo z*Jm^9eBE1}HbjBvOrnQj6-Oll@Zj1}o9I298Eb1TGW2C(v`1k#H}x^+e~sz&=K5b! zTqDG(oBQiEWb*C~m>^JdjeEzy5KLw5b~xa9V$b%Y-o^jeq)pUYsP8>O9L6o`?of+v zanM{?t@$Nw23&voF=Ut59a0NTVP zztASKifEP~w08+_gxi!`Sp^C_v{82MP0Ng@b(CNn&P>)ay|OfqT|)*=A1w?q*5i?1 z6uYFf?&kMPp^~B~7jH}#$a`x-d}k37ErqpiF5Ui(Pcw>5l^<{N$P1LmUF-gC$0e(^ zt5fVROZ~chzc*$c;2X|__?R6@%%bZ_U{lx>e~58;o^kqIT+;ibgF*qFlI4j;Mp*#~ zA6~GAShp?mwDc0D(HQkNP0*mgq zN*rc4+!@gs?+I5&QBo%|r2^M?`@h}~$+2A=|EpoMk=#I{BpgabEm$V}9-)-1$Aqlt zs3+;H3MeY(h3UOzkJ+-@PIW4egV~8#E8#8u2A9YMnU5ItVTxoJea^YOcEn7BC$h-Q zYFva0v@|z=kxyG6!qzhCJ7;T8vFQbYUcXJJ^}BBboAjbslj`2*p;3Ls}IfI5DzJY$>VC` zxA?LYFl`5B0II4A$>}_NuQfNlu{C#XM9dvz6I9u z6n@xFIUmqp~Dp7c7V2DcZxi0Qi4FiNjzBU z37}vxh3Zk89i4S{)zpV3odNoEhgB8bQdMrBUg0ImP((G#|Zv z06BI|pMRi|1T!=BJ>?Sm_t$-Srst~U0Mw9rwetHI+$#yvhuHf@{Ro`anu|HCdp9`) zpZ^{A=vzf{GE=pvnbR=S);}42I_TP66;NM=G$IdS1@oCV?+$!WB4xnzUC`lN7_YNQmpqg3>pJVdvPxdc_22P1ibZ{-XIRBl3c@rqS1R9 zYW*WBzdC$$?coU}Sc%1BZOq?;8+|g5JHa#(+-JlqDU3nUXcGOCR_8xWac-`HoV~*> zdE3D}NLdP-r@L5Ou+kbrvNCGrSpUW2Ov=KEap=m&!BRdde($rd-%-BQ4UB2 zS3l%{Mdan@i#v?DRF{AmDLQ755?f-)5R`6I_-3+hfH$VqV!qBp%Q7B&5?`=4L7A{3 zP-_nRXBr|KZV~&gKmJNcDGMb3aG)nW%w4Vm%cs%S5^yDOdUz~fN#QtgmAPaZG_{f^ zGMBthx8t$5X-CMX1mnJ;SH5YTzss*7Yh?w8+{I{kgn$a=sz)T*3wpL;YN!BzMc(ea z$%Wch1-La{8KM~wxL-*2*eanY(RAQ`;g#W?*_T8|r{33#F|$u@Lvovj_d(HKNAGH? zNY0`;^1tjyf5Qx!V?Q6I+#7}9dNSaFpGVh&RbpNeMnwvdHGwTJT zULL8midBM}%|~WnoAE!+TGCBvM4^z7%!r-=zaHdMYMn0Kko5P#3qyp{K%R&5N1;sJ z4*v_pxM0!zwE_n?A9W>tGu*sspn0%sn}0r#EXzLv%;__`7k`+aI|KJUQPg3jFltU8 zP7YsqrD&VbGPA8YyX&ic)BQ@tv2C6D_31n zAbC8s<7@ikd*ZXB3aSRBfdea$1e~K|DI_+qBU9mNu1mSIH!=vxV@F9!d36A8V_v+0 zGhbtkV^z1BB{Ro%mT38h`OA)jE;Si{ucK?thWk}n<*4fHsFMeit5mFITdHelHV*`y zb&&R`D5H zXN|Di_pJ2Hw-q>lEHdI14ii+OwOB z&IT>eBtL`ADrx}=ti9AfhzD|^o-}Aux$Kfrm*SID{xu=^q>6CEr^nOeUXE7C%Lk|X zl~z-5vO_9G6?1~!uh0(>dXNtXx0rx|C*`R6wHN!0Aa%0D=#ly3x95qZXH(AZOE+YE zI#grkU)X+;apnj8Giq<>B=rx}fEsl3Zsol+2jHx?#oOdO{+$?5?NY)1F!TlE3`FnH z2pH{$ofaw9GHmgCNYG&F%ET329sB{cZ-)It`L{b?DWo5~Hgz{?dj-PuXR~tMq$y_TO21eDI;}-Qui!{KeE}V5Z<_ ze_^ZD!GfA3&tp2$H`l_=v z+Wup6n*Mfk(J3dYP*#oAh@)MC%s6#z4xKhN zJIgByas=zgEm$lWVtyWPkK0&MLoK6^RZ)7Ix-u?zaBEtLBfMSgW}V9B{#0QLr^99F z!Dvgp0xi^9I=W5|Rdz6b+-7MH4fKRv+<%sBv}s)siO8`Hynf>9i{ctJg<1}WihVuE zofo@lb0X!426nvq9%0!8#D5tsi4DTILq|?Mc|wO{5v0?SNqwHE z7n^57BkupPt=#Cji~06@^@D8l)aD^U=zN+*^7o*4RfZW#3l~LxRq1RYSvH@z8qaip zcA8!<`4|t+QvT(?#yy=9!{W&_v}s=$k1se_uwoW|@Ml3=yzT9{NuCh1SpCob{=S9T zSG$UqUxX@`nZjpaVrB!oIzsTS#EiVmnO96_inXr1)QXd}wIYj<4pNZh z$GMl532oQNWq-HWOnm2kP?sM04Jo`$xZT=x(>n-j!1b-#+`}GNuma3klLT75XhvTv z>#)$^HSJtHrLlfp6_48RMAj6m`Dt=x564wt*gctWEpw6a28Ft`uT>EvLr8{t8C?>9{w`LP2)ws)yap8pgd^&t8JWFp~ON0EAyw8Qjx_jbf*yhbwny@ z6kOufzL^r2CE}zj%M|*kDaW%q2Uch^&WBUeF@nEC9foB4{hT$6+Bh-vJ#=jRh6nU` zzHIT_w)g>__1&se8#b9rbYZ#Be?z6%+|Nl*f}5YBv#J{<7Q|l(^r`LHg8%M%b?mDF z+F(tLyeKO;wtYMrLhtRFnA&z5caKR}9z?j3)^9gJbtoGpWc@qICD$L9=TYRjQ=fifM+pu%EG$#m8ndr*pv^55uv*Fin8N-*1o7;klZ2mAQLSCj3@+4*mN}zWyjwM5GOL9FGU@1dLkaXYgMppVtxC1UmYj z1>OcMHO*e}84De`$pAPQrkPt|cEAlVZLbr;I$bY)&ccD0+8^Mv6tarT9UW&BhFouI z$z0deoZQZOrJR_2^4ho8$nn#_8fxEbow&SDgsP^r3}~ z@8_~!SoDc8!4D=LI7hdU3pL(zajy7{f%&1~aBzq%g-#}kMccXP zWXxuWJ#Tbpm-tl2^HbiZ-Ek~~#}t30P}@~M4B7!Gj1&3WSgvJMg8^#x>~s{YBpv-w z{9I%&qxt-sq>;&tPoq9Y>>Dmq09jQMxPFhkSTnx9w@RYYt1?+N*EN2+E_OfNc)eg4 z6}C~;p=1AOX*EMi{=Nw8R%NcX0Lv;;zXj#8C7Z5h) zH$oDrQ=3T{C%Z+ zp8@9DKDZdShIY)!oc{-#Wc@U)v!w6=2M%BvFBh_IDihJwRb4P%3p0ZIDnQV|O|dOj zb2%JnbOg8DY=i0mIt5-5>;PR+`o$d;@tyQ>1D`{ymk*3vK|$ zrbQ6NXAW1(RPlu43Ghllm_TtT+kyD44@#9+<(l?Bd#a3@BH+`U@kZ9QgF7p2(O5k* zkKTXFROp?~Sy1&Y=PdaaYwO6+Z59NeJcX3@Hn^!j!efy#x->w{sx3M8+lu3OUsMc$ zNrrU!chkz`Mk=xU2Sgy`S4GUX%PXiJ?FEADhMN-fw{gMb zV;A^r-7Jgo09nh(gv$A$Gc)|j{jiNa0%P}ZPwb|#k8#4sSLWyD!(V63UfGqknN?O> z4dL5R7#Jy7r7^O5{5Kf3N&-@4UFwGrhJW3FDQu0^`0__SP`X()bmdl@kC4D$-xglY zhW=g!ocEt?&XZHG-$;i|V6YUZ>oK6wc}JAULr?<%hG(0!(Ywb#^1G_Pw+ z$P?J_4O}?yBqHEbKV)CDt+NX!mJyCASO1=6q=l)igbWTF!9A*uSGwr|;FkWX`+tOK zN*{b&c=2;G%p0AhmFO;gi#&9+xPvUj9n<##h0ZUa<8>JUhbwaS8!%)&ok8X)jOKlF zxT(DHX3*zyo4J;O^4SJcux~`;mVbnfo;+i>!Jf1Q2Gvx`R$F3I5ME~IEIR_LI{PRm6Gr|O;h>O-2RR^PU4k;Id>%Dm3)#aK z_ixZNg6z&l<$Cp#@0{zam#OMw3w%=%cU39NU{RwmVc|cvvL$qny9GTXeb^>qsUsro z7+ZSKaIJE3Y~gHa;)wKPbmI*D`#`7#Y*Owz^Y8klUK`;Z;ke*WzP1HLCkpE*F#ZYUG!eJW^Q>!LaEgd>pHG4VyF2r_(V!MrM z?V34F$#sn~#HpK^3sgGkWY_6<%~hZ~Znpsd`Rk=?VL(6^Ok}*5@sduiOf*tPF2{n_ zM0TsTprl;ZIh9WgV1XXY>a9o~0-IkG#jllKdeU5T{4e&ei_f()-ej@892|6(F*~;#z{tzuU<*wOZ zk?yG+zgzClJL8HQ*apSYszy#7CpX>%IS9HYGX*L|TndU!YzoR`iU^y!uCR<`N%TO0w{b`+ehX!JxtSpq)dDAJ*32FVtv@}a!c+5_lW42%~{P7bnu z3@k1b02q}+^wK>Vd=$Vy2XVI+3!Gz;}CXV*)1yBwcGh!kqb_a9$o_t3`Z+ty2tev5!O-i(s3Tdh{aD-#w z=%R+3f{t-z%p%lqlOKb+4N3!;1oQgJU)43JXztBTB93`jn~tWJhpb|Us(M%p|DK~} zZo{>OFRPuWF3p)Z5Hyz2BeH>ORK>>M&n_KFaG8|)9ybx1tP{D3yQ1H7 ziG~cq^VXi0N#Kj0p88&G2^D!CCB_*!eaCT5@J6Ox0GH+$W9vhlX0PfTmyvc|T@rwP z-P4p5AfLSn+BlGI|1xxxxOTm?`QmADf2htu!||TGM>^lilq)nBI_n}HB3Bye)1aZJ zJIXEU3RE%HfyCQ7fL$P`9d)ChCtcs^~ zLtqVM&W$m!F*M|^kH~x#`E*#kFxi{Snd4gE@;b{e)=87;EfBfWixp`ChErd8mdD+y zD4@+!jTW=sv7SVhr!fkZCME!um^^lP$~ME)_gE+N)#v#yPgX@V4y4SUeYz$y_U=XF z-?a>Yna`{>h~Al8R=2+op^$L{OE@S6x?8qXqJ#f{Z`SYq_6q3>vd@MNXblTCg&gV_3ZjJdWYxHpY6~s zP1zdv@amb_3NpwZMeGD^VtQ!b==W5e+0@fVN`U!254D~ow`a)ltd4$4I+?aeDDzue zo2V#TTRGMXAFS7*>5H65M?~YN6~voR^{Ql1)dL--Qe&{iugX*S{a@>lQCnuj2UWcO z%ClSJw+G$_+uh=hQ2S1 ztwDxiF-7mX&d6&X&$9kT^1NT;?D@D270y83#+@e=(C&BEw8Z0=2sWK+3aO; zZE8xS&2$^g!V*uX3(wkPPFLvJ>+mz?N+q)UR0D*XYmcaQj#$0LLcJES0=vzp=HoEwt`Io+n6Pi4786Qk-K@vqK?M;c8=a>B) zxF9f({iCSg5Uum?x+3b!FW>%5Sa+5^d-S>a?9<1gVo(s@{1i<^!P`kQiAISMDUKi6 z`pQa7__8!m5my^F6??F`V|XD=lG_m;GGJ726cAFiZrPCibaSc7S!9<{pZ9W`umY}# zF_k)Z{kr|nCEb91&V_c0^k=u4TNhRtW6?ah3GOlN_qQHf;7!|=UVB@z~1SD#LCtEtGIKsX=X>4sD+T&%60e+&tl(qKG!P)pMqXf<@z<@zT+L zsnXPS$zep9BX(q`#(8Lm;WPnYRljuk_Rj>FOO)xSST#j&MUN{xvw2CY_+8V~Aesx)dX)^Ra!f>-~3I|6pD@%SeEe zU09@58YsEYwF_ZQG=r?C1JwUxON$ty+ZJ#X+ z0P0wk@%WbR@t(;+PRYT!2TbP!_NFct(8*qQm^(`K{>{JFXUyLdd+`c=m>a9=LuY{< zX%C-E#+mDuOK=K>q_&wnyl#0Ry4xFA_&V=l5?;&a!M#kakbSTjfEB@E<(Yn;&MXd3 z7oZx){%HN8#98eoY%$%7%4%2mxny*u*s5{vON?(B_-=_Dpj1yVc|AF;P&UaTtzvk% zUb64lgdWJ*S~bB}s;KKYwS<@)THiSZ!VGNS&UuX1FkiJKj~m3H_un3rBdVSH>Egr| ziJye_r-|xQFDvfm#Y}}h`X+$8jN>ornevvKu#ETQ6)R6lik*v3M|613$ek*E6xP}4 zP5ION9J4_R*E+_XI-D2Ry%|XR(BhVACaRLm)U3n*O7@(R9Vi&Asi_gaBy*?8a89l- z0i4ab8^&!ssHSJxmL)t~r;~q>^26XozdSD6qJQ@ipDJ~p<_9yRiWq>XlHBeJyK|AV zz)FB_aYdKES3~aeEd!1dyT+NjhY7Hlsd}YIKz~uHYar6~p~%O$*~5|_9YDJtk4pm< z!F}nB?`Oe*jL8D$DfVkFyVW5&O>TAKEr*6;AGaLvPDR!wCfsqx{&)Rx{GjCJsp6Uk zh`wz1&iwf>@5$^Ku;?A?i9^T~v|vEB#{qEGoi)xG3GIq?iweQ?E0w+vKz)WuY{B$O zE=yK^&aoYuePsIW#67M~X`1^|$qX&DDZ%}9-#4B>`KD`0_HDAEzqK(pW{;X;Vw2uc zN(lpqvxvsSIY_c^of<#2&_01HuS_s8(v~e zpy?aDb}MNNT*K!eU$|$~_*HGd$)m5a=?eFRf{-sSR41J+fL*@OmGyl>6S+5we^~z9 zmaS-X`Z|B36!)$~Zd%6Pi#ne{mK zLTfSuhM=3BZJ|Sa4%`fQ1Jjz8U+gsKG=_@{4vO;Ab~w2Y9_<=jzn|+dB&gRN^@2M+ zSWUz$3^rdGAmd-S)D;xs;n%hpK8$fJ4|LO%AK=DN3!}Rh&Emc>3ps4$t&P2llwQAe0y(gO#2=3PFQ6kEu5gdjhiqefgk zSh4Qcm4y3G4}|#7C>X;d8*0D3nd}c0pXBVj7Wh`kqz9mMySzHvdQft3P58?cpQm^^ z+Ag~?j$RnS zfvu;Yu=wsDlKY4!a!#JG1bAXIP}?@Q0Y&iZX#2@s7dqS*w>Zf0GV8dJD45aZ9Y zKb9OsrRgw=3_|87_#c*bOygyC<8SW@NNjGr)72`@Gy|ydOV!i-;nhQ16VOH&EK z&r@IBb+K9#r{t0GXAWSGN>O)asg)$n>6QL|(@Sv=hB zbk{XROYP8rXCT2qzk~L~IWL;lFAcn)_e2=AIr&Y6ksW6kBY@?p_4y{bk$}IB3XLh zznF>dLrwEMy&(q`&9w=M{!^9uLYroZyvKSmCXQD)3+_v0>Syv*ro9`-O+NyGY7@59 z);h~i8uVLdgW{AA1b-F9g|CiWabB zO>Rb3t0%uP-u!H!V$2xWg@0zqTj+z``j~svPMpQZUDU27>VUabpL&y!pRGRH=QAEDm z*_!_~Qi?vZS_FH!@eHMO)l3)lapqkYRd59jhmJn3LmtlNhuHRK0-;Ve^WKvh2&^v%{E+V#8C zaR4{ylv*&DZKjQ(r3UVdY#_0Z6FcAhj2deD-HlpK(iOYzx=wt0(E~Ux<_`v zkEvPgg8_h=`;(Hbk}c;>mwhmp(a;|$&Rc|_=bJWZ&sr?;puo7tkI)1h5SSuSuV}+) zEf_tp^jgad$ea0(jco}`-^<3?c=S%tje^xu zlxy-x<PyS z<{Zu0lKZ`tGlvB*nKD#NE11xug1!1u?e`G2CFDc3?AS6@eTIP6W)EX^gd4D|Snz z2`h5Mi@~+()Sg-cWQop~>TP9TmGr390v@Xm7#MUPB&D#|&1jW;EL`<)guN)<3h#Yo zY^`_PsXUCvXsIW=3;@4ttih%!a#Kbv+)>&WNbl;jUg@e3mTDd1)Goh#nGJmRgf@5( z(z4==K;i7`1fh0al97yZn4N7O%2%P{hY&!&(4mG&`g2M%B62fO{$-K5Dn?MadQ31= z)3`Kukmk{`EhEJ+@vB6yhyTYmwLsmFJbD~x`F?7hV-qR!^J}2DIk!nnb#c8Ey8G_0 zGKgQXlTTbhT7vlXD^|JlOktV~0qHHZ9{xP^88f1Jga5>RQ;*giOh}ws<8C|qdq7FP zvPZ+H|0QePtR+q9+FnuTEBCl17=SOeqmP>6eoq*o3KoylE8XRMixyK@DJ87Smn&R< zmfj6&HU847YbKa!UQ9ckeW4*O(4L;AXg5UmAWL?mQDI+RR>X@2p}pO?<_-hQ-#0pW zI{9=v+@RuF?KrFVk}*d^TF+gL>+bYCP`0WW!13~T=&;fO2-TkiKe2ZZv3M4Dx=4)s zez9%hRgYl;vXY^1e!UqFa4s^^%eDRS)hMjwMQ!pc#)FSigR9e2=h|b_$XVsH#GS~F z%^>#=hkWjzIwL~^&heN!i5OSP4K~mD-?5^wSo1i`@#H+AE}KqPagn7l)l6AZnf?$b zYQX$(-Fy5N_Z8tygWo}V@+F*U{Zk*UyOepqVc@R7_Td&ulj}DNl9KJx?Y?=VbaDEB z9Rw^J$QgZmySHLNt{vRnEicC?Y^;?MFUkAC^xOGLY8eW6`q`f0jeIOZCIDVd$TOdk z@6zclcKSwJ88YX-)RuK4;d+Q9??w%67CH7cDF8|?>>jPz!EBG2WNP**$od!g9P8b5 z6?NB=NUy*U!;7ji`*Q1enGWVmuKZAGXKyaF$K78FYfnNx#QbXZ4MVB5;yVEXCeh=) zTkF?7uU2J=YK@%tQtsWhofhX#z;G5tRMwcG>QdD4oku#MSxXK}J{fyh55d9j!kwy^ zsh)^%YSK={fHf+_AJ{-UW2X%Gn`$9f73tG-qZ^6(t1uI|)@x$VC$dHTx(SFwsyexJ zN#&{6tv*YU2%}e09ws~~hRL3qwXb5mF;om1ToGW`yD?i<5?@^mG_IVVk(ggIlX;P? z_SlaVSy)`Bn{^ba?8WZAI7mO%3jO1hr7iN$<~l&nAXzPaz5}z->Fl=<9f~<*Kwo4T z(pKa+^;1pc#=Mq;7NMXng5`&f)D!V%flfuNc zFYid%dzRUxjEtK%k@+bqke8W+F|;TW>t+*L8#iZ&*PMRQiC4$nIdyt3oH3NHQ;6^n zpmu2Ni2TR)I>I#~DogpG=-B!o+#xE>JXZhq0k}z9DOxwAz|KP>xG=$e^ThO4q@Sr2 zm45Uv1m(F@_%L|yE)=$MR2TeWaA-bER;crMRoLgqrfA0V`HUe^RyigUaA#UC$=IO| zNKrtKtr#nGdbd4=-IvCsX?l|7ES$ z=x~+rzHxP?`6`|{FzwKUFmF23K8VPJPjKnppX`g)_HRECHxOJ4l_VS>TYd#n4o}KA zt0+OacPme@qWa97L>2#zi5(*OgY6 zOfD@v-~kprzyY+%Tr$t}^r^KNeD3i6Q)HZ$I!vDjhjwyIY@cLSzZmYmw`dh5&27fN zcxOgh%fP8H<}JoJdGYa`CNHinpve)-ll1nVQ2q4A2~y$eDJypJ5#p6n7;3uNTfqd; z5DIE*D$p>4C)s-;2W7IO`0;ezZ${n$X>sMtbQhnVJ)L8ZziU0D-j2_ndH?tloa!#{ ze3L)T!>VYv!y*lTaZUK5ws{&SRI{*?mDcTF+0Hg5s84ZUuY20&ZFF@IZ&8;n{$o1) zJG*hEceSTVUUbnNSW$8L9^oFV=~4w5iSSfAW}ehX@Ux1fa{Ps??;08YD@moeBBJT* zjGp(V&Q$SKwZxxn(pvl+_pit;mD9@;xH1s_qHsOM^fCt+5*dkN;TsRH^rmACt_`K^ zLGYr<{}Oix8lWZleSLwIUxl>L#jnG-G~&?jI_N%ThU)5fwU+m`%(u6PVA%|Y&)7_q z7{k+NWO3JQeSM=M0D^){fQ)N_Y_C?q!a?Wr=QNkMi(j!tZtnZR&iR;rDItyyyGtr16H91Wl&Zp$wBo z$-swg>>*Jk+5STJpJej>_OL@&Ss1eD??;``fSb-(C;sf@NoVxWAB|diK@u_IiY_M< zoz9^pLiSq(echQ;BLoUl@W&INeN^3}dai&?L$meZ2F>%cp%iXu z@4u3`JoiT?&O``j4q5oZKyOnu+>wqaF=gS1LL}EUvfQI!+WqqxS+74Qy<%JVI-3As zm)<>OkwZ~mlEDfDLK+#iA?M(bbhy5*)Dfcg2#C2_Gz!~*h<-zpPB~n>k>#>tdr1&|0>)uOOf=}9oXOLA~ z_Ze0>fw-X+P|CJi|Di#RpVv%<17GxshUZZiZlf|xZ>|`@q4cJsk-yjM6`N!f|IWEN z;7B9TTv~$am!EEIQh>LolPb)PU}e3_%fh%aIT&Urow(t7q~kF(TA8|&*vJAzv}cPb zftK5(f9VRHKZEVZZmeaDc8fbMKok4$Fqqu*Mdr5d3@7%1H`=nS zGugv3l!~pe>tSr+x_TsWv=pdlJv7-#xqh#*2Ig97}Kh&s6_f zpK~$q>8AUKu8E!-5ij7VCyM?QdzUK^(}&NLqqd?1X1)=x{T|KXhW{`-gVlgyx+(r~R zFGokY8wbW!v)K9etV723C42@-{^h^Z-ZWB+E|nxk;|*6JJd^GF6J^J z_~f6<;HJFQI;@fYD~Zj^=YIDwckL;SWDh3IGyrK{Ao^F9qp22Bi6P+eJHufph4x}T ziIfh0O}4AezW&R>Y|U|Rl7fZj7u&6u26`dLeK^B@EloDT(xdZu2?bxNPurV76#~Z~ zDH5ug{|I#GR`9HR^5J5)`;*JZwX0B@Wf(7Ehc=4J z^$6P^?>)Nau>1Gpm%fQ)1`EI8<2}LVp7lrRX^O&8eFnWfNNz2R1U=DEjZ2;$lys*K znc5O@3^XZ|3NNlXodkDhyWRX_-hh9seRH6tms{>M@f~Zpar4vCbMLGV4c~P|eKQ@V zy3Sbd5$euKgqX^7=p*oC-4YAXI;F!xsvbyFc1E|?M^An;74xm7B)`Auv#$yL+%Xe3 zxt-y{L@!jWjfU6KH!9XE!Bs0D;t7wq*Rle|U1X!b1A(FppP3Y!sw{Bxu=-4tm+1K4 z(rkwg zyZ2?^^1po=omVaWf|hZEi%kLU9VMU_{*Srd&vteJY5p3uFnJ16W)Z!JuNn#%wly$P zby!s<;&JPkwIC#c#PEkK4+I?Ux7I7v{?Zo<9Ja5_3MBZMbFk`PBzTAmx@i0(1=ADda-t>$T;aDm3@!uPFK|3}(;_BEY;(caEDHj1c7Z;tfPq)8P<9Y8>W z^iBjsN(`YB2*pNkN(mB51|dWUA+%5fNFP8zNtJOtIEe^u}PsSz`Xw(#0k+o%h5({&BSeJX@z zw%E6i?-%Ip7~A_5s~TfWV`Aikrk@l#JXEOmRMtms;Ok@V_t>p0@9)q2^K2?H zAS1Ck^z9k&Jh+85Y1KjGUEBh5?{v>y`(VkS3DQ51(zDs zw5Pgy2p}(AR)4{DVswq=$GV$plEhZQ<7?64ryRLG;xzZ*)d?DoZQol-yLYQ=Dc>tO zRpS8mvk@6G3x)a>C9%i?-s71`EyNd-TMNrEiK5q-nNbY8#n||FM4_NB%*S1>0`%aT z$Cy+tHB)c-)8EjayB?${-AFOkwBmsBXRmy$|9gAeY5&N^=#S6k25nF3k>=>^ECMUq z48k3_J$g-2UgF_MbS;4(}5C9}mtLK<2+dx~DgwSFtBSKgi9 zSk;CgaxN3xSdaeY?44-{ZFeiKU&K9b8)n~ei}6(#qo*;*gkxQ~=T|yi{vGx7COF9G_>%f$)!QqMtUlWrd>FAV5 zL8i-n-1Xd&!BWs&N1<8~^mH?F{mBb^%5VQ54eDX}PmkE4OZC0K8+iJT1^>i_lYu9G zn{)Nx`lC@7FeGZAjo*L2R^WNftP5KmB|gY{ZNg?_@=LLFL|TEdzvH7%N(F;zMz3dsr6ecRTMg6-M0@W4Y6x?+o>J|v``vQfyr#Zs z0=gppg7>@Tpqa$YdK-X=GQ?yz({yNh;Ajfe7g`sVd0u0Z@9a(!k^h|KPB_Y|aV#Mr z>yvg{pmvQd{Yw*HgcqM@zROJe8Zfn>rLMLl3k-vx!A_p7EM;`NXBbxPyd4))x%nY% z<$?Znr|(A>(~Ev)fSq(2qU19`8ex0mJ77~6)YNiI+d?6(lsx|bs4Tef4_7MdQ|qx< z>Tg5N7sNc%hniSV=lf@6(L=mT<|;8v3($?zPe)DU!WVgVL6O)D`>iW_u3?v~#D{%a zG1<#E;5f%sP^r)Q(nSk=P@f|;&pfIor$|JNdqI5lxj_F%hc;$*G!P`D3|qWfa!~>>Z=0riUVxZQS!i@}1G%GcGy~GvJMv+QH?! z!;BjIRc+3>K!T;ObL+S*)RxffSUd6RR5grpFivA!A`GXOx-g-3Q?aD&*r*`S3ReL? z$UaVc7@WA(TMXvS4bB{a!>GON?4QIx4Zb@3fWnn^-s-T7^C>Va1sS$EZafE!)=k+VBoaCa08N|Wz1KRAm?(fTC=?&^ zEz09WAi6L5&RMap0E4SHor=5IbuK{XO{`cIj66>Jfcak>Q%Z<*9dZ0r{fke4{C5M7 zQXk&Y1z&O0tF8F}j`TFhJIlqE9JWNA^L%00W$s$Y<-ArBDCh=;PQ7p1&Dyt}(*B{s<1v3q123-%}D7Pqf()l`ulNT;)zEz;-;|PdQV>NLam~9F!?avwMoRmU~yq8+- z?}#pW{*^BI<2aB&SKAB^zg4y|aDU?N#I2;U+dtR8NDq$asJSq6pbXI0m}}emUZ0|6 zz;^mqPaQX?J6tfGZb8mbx_Q#+<9|T>>g@tBp{K+qlA`V<>XyD0ygXO_Q4onp*DLQExzd?2 zO5x@=EGW?m1O8cbCJ}qn1pQRw23*=!eGgz$WLe_vv7sR_oC>rbR+so(EPMZD^xy&q z5ll@_Sm0_Cj=Va#f5a?in06!D*y!`sc-NWL$!5Q%Fo+gW1(+JelUkXBc^DL;Gu+_! zp*!cEeSh@ihp7<{Fje*Gi%Cda_xJ$4e{w18XMx&GRtbr`5$1XGI@f*awGn4)_t63?fHv@3EXUCw z7{=7*96jBU;a7d)@62rIkuCN)JXfk=TzRWLr%&08P;3dm{*h{$Y-SN@irY9ON5?fJ z!jvTGKdsh7>9uofEc5hq!nRrQu>r!zR2_4I-J#ICdKuMEI!8TrX8N*7^+kg$* zbP300%df#I%)09 zSXrm}ItU)n;`8t6kpzWpT2Wl2(5}M zUs1rC@wzi01Y|}SNA7jH3ONa&KW#+3x@eYmzHQrpnEToA&anVpn*^$vbG%RRfi3vL zGUiv$e|z(6`@nbRAjSdOhOD?~b#G2xvb*DpFDjBzg}4x+A@*Mq_T z?q@rtzSQ|x!53#y8m_@77x-CUop9ClimI`&vCi|_Z!aCjLV4f>_!c3J*Mp$gIPr2gGkwtp_Gl>^Zn5P42b>u9p74c1UyYUkUpqU{E` zgW48||FL0h&~@w|GZily8|c<{$FqEP_jlL+yFj*F{Roc84{}xSX{;yRtn4X-tn4Xl z5phyNSKS+(BE}WFUw$8YPy(>ZLdR!I+uE$j^&!l(lze<3Vc6^=2zGFpZvQRja8Cb_ zY>E8ZJPySAsso-O16o2Ymz$#$!1deVoGXbtT=6BfY4e?(awp!BBo;^<;#rrxrGYT^ zlStF~wJra$@KCNvT|`t%tEs_98hQCc=e!~aBog24zGlRC%?hgpcYqsCln+}0^9jDs zqIml?ULc#6t-b{bD>_#xe_2M`qFHsaht@zqOY1MceJ4p$X>=D$v#5X0z9FhZS4ufo znf6B7;%N9wr$8nPR}`Ka}3ic(iz1`6r-Mu z@WH$~k#qHE%0{ZMTg_f>NPV#O+n|^gS2ByJ_B?R2 zmd`Z}#PK+VbS0(7FopL|W9y_m43ChsQrSS2{VUsRv}!egU9SZ~kPV}xCVs_o$XLUx zU1baGy0Uq>_5>1nkGaBtQ>3?~DPq&Edykm}hQ?w}k7>H_sRgrz(cT@QAKUH;WlHiU z(qeeJzC@G8xi0zWzhpk7?T`^P;FQ8S56r5g%bb}=`$W`7-*2E@`Jd2DJx2azv>3yV z>!-u=<6KzI*6u4&IKo5a^s>bVOKe_1e6szw`@Hqs?*Q^P5g|bp_;^|CF57PbJdy{m zBm#I=4#XfyQ){wR*Ry3m*TU6RzSkS6+jQe zbdonE>kGvxXUEF~0JIUTX(^vTl2%CvGr#%>%rg&o>1y1DP4m>2T6m@3jzaK;mbfXC zDp*2xnsvDwp7?%z((KREj1als0x~;xDUuT5^EHg9Ak%vC(b2Fr03R68? z{PU3pP1Ox8b@mwgk1_epF;jL^oyJX^XNDFh{iFO+b945KjP;-MQJ?2M;h?#?%fs5Z zOO|nBf-7u6=&P1xoBPfr5vS&lz%fFeiOE_MD^xLjen#c6^4Su4@R}n0%TP~0E5HLj z(h@P(vf%WC-kzwg#ADCQ0Ovtmk6rBS8t4PgGmj95J{Ih&a(AwpYHro~1vDBaY1&edI;IS5?mloY06?yr zG3uxLn4;4kBE-}UC{@H#a<_vAXJ(A|XkRq(&29JcoHmO%0_Ap_`XReZ+f5mc=&o0KfdO~o?uaM zDK^!(6v-N=JBN>t=a$vYBI4ggK4orro>;lUK-8D$VzJ+Dis0i;O~GN>_2>iT~dUV`4o+&&jMeZtU}9lEvBDKZouoQ{@LrRWD}w=llPX z*wA$I5BfT&-qoxwGx@gQm6^u7_tKIY(t;Kl$v$RU4(<6@wt^VzR~TSlvD>;9w08D| zRZ&HH+Z&2Nh(;}4r{fDa`VOgX$itBCl1yg8pPDLhZ#XujEY{bI|C4xd=G4O%K-7pB z#<27z-+x74xt6fV5iKqj*Qxz0&Q6}Yz|p@j@ziQPr27`^_1%^8HdauchJ8vs!856({rjI4*4c*$O(Kkm=jj?^W znbkJM(HEq;GfM>qOKu`jKlC6LSJ3!IK@8Y<;> zfn&CBR=wpCsxA`}RTG?q_sy~YzS|syL4gh)6YBoeBO-^myUvgOlD*`9 zWqyU5BzBYqZlMoa;J(@Wdo!TK!b(s!5Fu-YTuPO~>o}M@NQPz;OoMl#t;buSo2co% zK0)hxjc0S~qYM4Z><#r^1>4AhL!pKf<5b);BTQ70qHV9!%Pi+2EjSIZ1DoAiUoyNr2@9r$r{^>`?sPGvt;RIynRk{pq=^t;izBPoMju%0_; zwmas!ftGg_l0GIF2&>hUTQ3&L8JHq4glv3>4EYdvvYluCRc(hUb7k|4(bCt9$f4_Z zig8FVhr*OzpL$XBIT!TbsHd}SkQLhlsNfMX->#lQ5fXJ=;lMl=`*~)=6+kCt*n`Qq z(tqlaVo5kw^|z((@Qs;y`3o%|=pP1uBEt4hBb>NNkI$vc>Kg-U0ka2{U!fzL^q|eZ3DX6-TdcvalEoK*M z*58X4ioE{4P2Bsx3j!Dt@e)2#mX4^VnhStkZ`Cm20rXPSo3!L8xo32xcjqGJ(6Wb> zzDIJEYl6%173R1Bb#Pqf?y1~`yVCcojKL{#e%q=s1_Hz{l-hw z2CVW%4|UfuoYy89&8GVRSPFpUo@4_|(96Xvs-yr*|88P(7M}YHexlpMlE90qH?dAg z%=`08O#I@GK=kM_-|J}Z$X63;I6>C9wt<0q>oK+;BY=M$q5~EZVF77Jz1yU|hY0<5 z;d(;w(0zVFf(KmaQ?aO>G|v>yq@If>9=Az9kXoDi2g%~G4VWImU3W^i9?V+lo^#_K zbLM#6=%#qv;Mi=WP1=bohUk^+-o^uKb(Ki+_EtmCF>7w{)+-ga5w+y!M(q&Zn^ z(xA3EVZA}AR(nDAJIePR9BrMi(bGc!>ZKa)-wniBAwk4~*$GSBKvUjw#?q+kVat?l z42W>(6>!RWns(TkVNP|$58v!v3{U>=0$Z_k*x-K`B=jlOpd793d$9h0m*UL7Kaawb zWCO|b|6MpQtiZQTfe;8w=n`WaH5G8J)vl)Pcs?t%b~OW94u#k5QF-4O|M~9~?+0*% zzOuqPmn$(%HIt+mr360kJ@%d17?qg9+vaIfz-ES@P5)-`t#^0eA$tp6gw>@KW%9#b zzN{IttUFu=(dyng;G2OQkps}Y3cOm z<-hpJT1)W(Z{9|n1tH{&RG+oZ_e+OG&DHyn!L5Xd`J+6=u=!LZztiF}xXF1$;VrNAd-zsgAQ^gTgo}N@HdOn%^Tti5MZ+xyq zAZnkm2`k&5>RoSpK_)_n?G-2@oQm@df4Yw9jwrgZ&tmg_xmhO<>@BnjzXUbwpO0%s%i_P za7Bq2S5b1Rfo=Z2mDBzFoe+5MY->zz%j(Z_zfwW;H4~oVegJenw%#tgVEb3*oD)Wc zVkruge{fm=cSBSL>&`~cfPTr|+xoKH4&3CUR9pK)6A5+OICYK?7d1COlC z?&ExnTNSt9-VH=N?xS=6jn!6|c!1wSzm>GtHv$7b{ML_6U7mr0T{cd~_U6{`;KRQq zvd52{vuv76ezn@nwQOc@@4y0+GuXYBv@WddJTdkI1`z@_uT!HR+g&p;oAxFa%pY#x z4UeI?{-qQ*PpA~40T?zO)6>%LQcv(5ejP>oaJ6r6T>8#Ry>foOS6h(n=LHoPHNW)@ zhp-Kn$9E+9#TbFbzK?eK?}Agb!kebwjJ??YdC{cle9Q1UFre4`VS1j#?_m3mUdxDq zHL2rm@^-zQdF%dY1HiaE|TI)%4q` z2URWaDV@rpd713>W}9FuA;XS#a(Qj9_APzP#Su$ipy6fv*a(U%P0-iID2E$(b`(%ZkHUXqA#H59k5 z(G3S;@=3UYuB4atJ@-lS@BQMSa+Mcm73SJE-$KOyNMfdRB?Wwnm!VJ&e6ROgm(G^k z*cE1E6%;o|R*^td!stP63>Rfp(f6oK18f4G1#Zn3Jn-9sMmstl&+eSUPb?!9n1S!Q z&TotnxDo_Od6KcH*i%k0^wN8Ck+buRSModG6nxYW$bygKcnDG711qBFv-xv^R$q@4 z0Ii%M?$#EV7^xz{BOpskXA- zy~r91@{V@nfW5aCDKq8gj+xclGD*pAS&*>75cEPw%W^v#q4?YBmCl&oBkk3l+Ib?u43UMe5Dlj$KJ6hKqV-BQh&)c^ z?CF5b={}~l{x#yWD1@_N$sk;`+(=Wy8Dn6f#Ct3MVhgSD=Ob^EdW_Wtebr|DKV)W2 zI9uC2fa{cGW&lsH%3XJQXcFZwd1%>-OML2&cpjAM-1@xot=taOY1@+T!HSt^^E{TN zuRNxQvAR5Lm^eKl*sVTFdo0@9uVn1cLNn7I$Acf7OJLNEQ;U$6XN>DjvU3u)fdkDi zvtDGss-QN8^GCny5>^FqX)aF>`B?Xo-okuu*{1!@m4~!mo9 zfC$>CRHSqAKM&97wrgllD+^yB+eV+3bp{agOJ>1*d2m!7qSc zZG+kJ`}_W;d9eZn>-M28+EK%Y;IrSsRIcxxuXXciS#OnMMdgA{^?$^mP9?~HiJU#5 zJs8pI4Jw1a+##^)TZ|YAeI9}0rUF=lB024;^VpWvx*d()0b+0Ce%1lQHJ2(>Q;QM(@zjJ=&jIHnR5r~_l z^xzg@9~w;fW!2Lrk*etbqJyhLpik;COOVnVkWYWT__I*5q+GKuqxI)ph8;Nch`a$g zazx=hCuT65VJQ;$NsZ75$znq0e;4`-au>yTPal<0uvhjjU#@t)B5@0%q&#e{uV|z- z%#*+`QQy#(zwQ*wDPOWb2I2X`U^M!(lk(*f3F{ zr1s16jI>qIlQr$$-rSS~leqAcXSQNCwfnj7?}pYW!uv9;V?fzu6w_A@v(jKw-%?BQ zwnlJ?Jmxk><#8nzyEGcI(BdOx6P3W$g3mi%#Tn+d=^u%vWz3weLN3wEg{%Nr^PAq$ zLiMfn4Niv*@SfPsFx-Cqzx8}4e`shNrC(~a-NhhP=AWPHt9IBGb=!D98bH2B3z+^Q zm*KVu)C1sD{b{290k-2@vR`$FjsB@T*wa>BSEMt7!V!Q&~+miaM zn(GUSkh_x|UU8Sj(|I^LQ|@Jh2T_O;8#RJ$)^c{m4n(v-$h2rYrTF6_Bj3rK{ZRlm zb+FtWlbjb^Y>3kieEY1+)`Tz11q}!@!yIPnTj_?CuR8uuTSIQ>p0v~8Lr%q=b25uN zBi_IkopgMj({mE=l1{SEh(i)nTtDai$a#=03vmf3en!*oqNYVzu3atGGR1rBof%v^ zcw$Lbhu|}rRk!^QVH~tK)qQ%xp0en7Zy<2`p%G{7keqvf8Wn9r1z54zpHeeR`7#D3 zCbEqft+n8h6zG2!yxM1ql++*|UqO85?6YR&tZ+uLwR7n+)KCwx+L&^p0jghj)JV-Z zocT9tp4{tj-l^#NRM*X>8U(U&2Yl(}vB|od35$S-{C6QI2RcV0uOCmhv{O<*anXMc zsv^|gs{~L}{!9V+UVcZlVqJx&B79d#UGk5!Bp*Jymrcd!>`7!d)r6$88bTemkvcJ8 z551z3Kf$4l@MSYcB^Fhf*R76x zvt2j;og!Xh0V8Zozm#Tnv{#!a@-9K}$g3f!ltRH@9zUMdDPiV?3^VTveWHB?a#Z&h zR1B4fe=3h0#l^P}#xZuoM^iwgWB;#N`kv?|8UTjOTDR;do3d6mQHv%Rn-t_d^SAKL z%&0}0n-Zi$!uUG5_+mPMb)dwC5p?u7R846UZVe%bCd{Q3Fcx}`MN;k&<|^zUuaNk+ zv$(J97mZ#s)U0s5M@m*KvVgiqTm}(3fDsADgk5tq-e@*`Ik%0Dfp(Iep|5GWfA4Z+ z%Jr~|pRWHV;%Gw@=V1RWLp9y0!r^Zl=?UNPV@RPq{Iv%Q_m@-OVeIhMR zxS2vO%tQ#Ck9vlGPrSGYC0{W{0VjwW<*@Y58fJ125|yI9#cn>nucek4Z2CZ(6R`Y! z@Qa9{D(C1&kE9x$u61-}S!ec>rb!4OO_r?e81zu1#QikCU>Jpa13dR`t|Hxpyk%B^p5;i!FvVTQ(;{Og0dM zX2;mo&6#~Mf#u)>e21=q8940fvoDAm$G~9?W^hDZ34tW~>qI4bF0{R_p+{~ZPWgNY zRX5e)G^g~{^$r7fh-OSt%og6(nRfio!Y;^DpZOVVWYt#l^s+VME8v?vPO33= zz`(y4&y{?5AS}W*;fNVI`GLl0oBF8lxNbO+k4W|hDtfY*0uSHCnCjY!dYrskwPLBq z+iVWCBDRSy&B5z?1GmcOY&1I@b^#eJb-719p<>pze{*Ow^C}fZ;!l z0uD{%lMLcEHpf1S^nDbUX#4xUki;@a{u+PLjz zVS?j={IOy>^H4i_^4f60FKT{vIxUa7)qcviKtY}IXdK$IS}gvoXqQlh5I7gvYZ2cw zlCsA5$buB*f~rdk0v0u+1s+p)4-;&a-L zt6)~`x0!BvL|p+J@zU4)KYMF>dI2@VJ`4>(s-`x-^h0fS1#E1$TRCmr)~aW`?4d<5 zn}3;hMoNI8I9C=0rla0TL8AL~!@5tU-wnF>?7pZA)Vm$&a*#_a2M~fT>2f1}FOYp! zY(bT^#M#}VIAY`X+d~*f6pc-Dy3-;){=W;X%O14|%x3&f>k^D%Syt2Zg(EHK;6t|> z<`S))b4@#f*~jYr(OC%*TXJ363d2PK0ld{;V5XgRIg_HS@{df`;4Pgu+8R>T&Ew9W zD9U-(wWQc4;$GDx{tcblGu}y|#dcByo+1A1;{jb~1X-3jj2~M2QhnT-w#&+b7Vin5 z<=g7T`E2VwfN6TI+D%#ha-4BRXGKZh0>Xh#HlvoTed5m_@yYR4{-n5=`EQB61J^%y z?^4(G=~m`UDMUK;$*Bl7rsFY-E32T?lQD#L>Y+f44hd(d3Zk(>F9GTm_W7Y`d=NwM zf${Pr1iHz}RYm;hkAa4HJwOiKrt4HF3UR0P4FWpcHr)4QUjF#@HawI!+l0yV`oS^Q zW}4nF`3@~Gl?Hh;RP`eTBYH4-qviEA^ziSj9?K@)o@Rll5TD(=ID zhg&18Yt~-Ch|LJ_`(cmNGE2>{Z1l$I&mr$?lkXvKs3Vln zwOAF*9TK29FmbO=T>Icpfw1pgRAsAdc?Gr~Ngs<7yG;t%Sn-*fky4`dN_?)*SO74K zPKvi}H`TX&?t9l5&b5MOQeceYXMu30^%t{Z_A^mGF8+6c+w{=)zY8lxE|;aJ^{+=u zMXED<7NK0Mx%FdKz^DH0HW66m82G;n?2!+dLDU5<=G51DiK+%-)A&j&>zYp1RW0*H ziq`sEIw&AzO=*Xmbt}(1&64}?G{(Ka1q912ZB;}GHcD0fcm=j^4(d{W+e4A{sQT24 zl~IrDd5*Q{rBrhr*;HlwxcgWaT|A2jI+KFsG}Rp_W6RAGTMCQGRtTYM zl6-z2)!aPfL!E0=ZhIyVw7=S zf5i9zQ+<pZ^WDMfV5R^EvabB`v4JJEsh9oC)Y>3T9Y9!*4=7H^;~>dG=!DCP-zD&EKK z?}mOb;5QGgh=IaxR&DnKdDzU$dyBlQfnauiu1I2jTdhrclS&f@Fop;8>YNmU&>mit?jw}sl7stIpuRY zXKRT%xf%I4>$Z(Pz02e}aX-Do+Doc^p!)U>7w$te-L*QL?$mvL=ezz3T!b8r#&sj| z>G#txFYNrO4E+JKX-v_babim0wAjqp-RYW_Pa7MzZ%!Az)w5Wu#0&G1_@)f=CCZx0 zQ}G9_CM7bVD8K!CLwGR1?*IYhS&z$fGF>*z(;>#>ks-*vOBCzw~(5WtcaW zK>ty}6{qWx_uShS)4i_AHY@3Cg-z~t!yp2Ngk7cO2LXou!}lik^05kC?sAVg6JmuS zGE2h*mKLTCb0S2~IXpXitEbPTc2RP^LT6$QO<0~2Zfn8>w62|XF<*=E0ljU%sT=U+ z$J+hCh4ra=(cAQ}v=E%%?v!bDoYR~kb-wq>s|p%oef`Oz5u(ML5@4SMEB_Ix9AJIMYP?MToLQU3JBEx>-7QdN~dQO!ep$J(BO#m2xA|3;Q*r|-uo&LRqIFN8`1 z(H(aZn}g1KQMXt{K37~j-HJtpKEKv;VjXESMpUSXyu*xVv>z7GS2lMl%>QAD+eKr; zsXLqcw~cTQ8CSZtCPxS+?@uUlmmTlrE9%=QZD^xXf>6 zEjQT)6)stP!#-!gD&lXNYj?WwguSx~2)=iqDlA{ip#Z3(y&eJlY@Chfan%%@&Zq2n zsusQJTIMHqDd8;RJP^xGt`@nb7ft!%J6CS6ErMAHCe41UPIqvW)lK2HRs$QF3Lv~q zD1okqK|bGYw$US>eLP4`zj)pSsvT}+#2jYR`TD|7#ZI(OA564KMw5`Bl>JmwN>2AX z%FYF!BT;!~KZJ1$yfk(Yb9H^g6HdL)m@f{$9Z{ME>Lz!8A5x!R_};i9mhIN~E}>TX zEvq(F`9dwHPKv2@QFiSY{Ry`LM%+mqaD#XKWz?)mbrmxnd{-*r8!h> z??4OERhJ)Y1HAotmvxv5SWh686?*GYDy!@8HaWVh7N+xbDj3i1>#CT1*nC#_lir4+ zrb2;}ED3*C82LET2%_~@s(oHYJ8@C!)eeov8Azp8fM5~Z=Tl}R zTISO>q|i^8kF7apYN1o&S+ASJ3rN;ip z>r8Sm)|}n8!e`=>MOFYmw9@S-mZH~`I@m@qDE|cA5^iTr+{pY~&?|r#=dV#-oCmW? z`VC$1Nc~CKF7o*DabBmMB0Z;Dj130ui~fya9#4cU;`zNJ>=IA^q$yq9i111{m8GIM zHbU?DYD*^&HK-zj+eao-!4JI5n;P232vI8AE9ULhh3qXlxwxNcFIRgg$}kRF@k?o) z)O)aR3J%|U+?0a>6o$R;{!fZ!+TB?1PMly>ma`YI#6z=Rvp+~`-ddSI(ncQ~hc~)u zO14FBdE3OY#MWGnrD8YD3-g!6d>*v|vg96}PGBFQ0g2Y{#~G}nP1xB?KT&dl`Sl&< zo|UzGrB5&K_3|DUOuc_~t`!Moy3tEFdhR!?)!*CD&=YE493`DTP;7ygn0{Gf_y+kT z2Z^LK)GN;sp#hiAuTuTTyGb2gHy_zI-@eC0GVMvF3^o5B<)6y!pBgx_`JuJ>%Nylg zbXlobRyZrpq*&SEU^#IdWurG%*ZPZ1njpcE8KIeD;v4J8gt@J|%UD%R)fPBE(6to| zSu+F%7bSEJe73*>t@g!Y#rUIdL`Kl>=P>ja?Ruc``T}jj8$rJJkCnPvO*k#qW)ZvS zdn9OE6og){@`;wG$KfkhBi@r;(LNy6-DaWQaw`P#_zWW2gopT|`hb_VG=AATZVIQLEs3Hqf!K7bi%p%%^BsGdmcAi}9N~i%rqu=il`O z^!OsV=znNu$E9kd>)nfd%u3OOUh1jvg{Z6{pSH;`N(rC6N7o%QAFBMYe?V_(@h;^Z zed3WpJpMtH60E$HCeFjkpb<+zaQ|jPh_EiF1^9QmGg!sA>;w`aeN&kCia=^M8z98v zeJ7QnsMi@AfvrJ^-E`$g*2&o7%&!<~rns0`ms`j2amfS4uCXz5J5^HIRC?U~e|VG1 zX=YR~WmUGB;L{6|`M+0zv~W|#9%?)+IkI( zxR{RP!aQDlDGdKN1DFdB`Mf?aJW*HXPLfxj5n9{Fw%&h&-@;4Oh2$3c2)uyabC_^_ zw)=%DiIgAJy*TLcK4mEx@w_^Ea6O>2H-9MsmS$jhFRz?hEPMIlIghjs=qT+#R2`Qdb!%*Z*F zYoFdY96QU_(}o?L08Uu*uJ=NVD_a6|C>4~_UbR0}&%%1QQ~2q2sf0O?6FGBui*?&X zbkCuVU1Pmz;%I4dXkFD0dGCf!| zpQi~j+aSIup<=2AZCi9;Ut?3H&A;Z7|>zPY(JyX zXQ0!%$8tykR{6z=Kx7x-wx`m(G(=M743#$NTxkJ04%u}cVUO!v=BcWMal8_~ckt_T zMt4s?@Ydw{R;xx!i%!gK^e)r1V~h!QVMH|~5C(nfqO51Vkv8=?rJ#qL+vvM-)pZ3@ z8DsPz|7UaILzoB4${{C+<5!_(2vTtdEf9sX`%=UPYqT!OmTk5Q^3DFc$@7{VPAG#U z*YfXi3edom`=kH7jshknB!H(-w7iVx-`4z@GPzKQ_herEHsN@15!z`k5Ire&i}eBI zoKV+b`d#;@1W~>Eyu?6XM4>Q!IMa7BjJ*_nI%VPPOD2)>n-ybANA7+Nk#cG&g$rq6 zbe(;AvTDivuztI)=ey;qMF-bN`Co=DvMAn$j=OyhlFfm01pLNC;6T1@O+_IxuglGU zUxwOBY!3sf{hBz-cg@H`w#-S;T1WTe``XEQW_10oc&0jC{E6uA%#dP`DJA{7BYAGN zAC3i?$?t)+m&>9B9iVu{ot2Cz6UNFdkgsZFwSlLwGQMw#8KQ)p$R|ns0$Y~M)V@m@ z3k+*ZbREPZ8lIlX@#yBgQGvOAF}!_m|8`6`FV3~b=5AK@jYdlxZniBkP=96L%`IXUy85l(WN+rQ}tyTZEBo%*TC>MzJdscQU*50HZJ4tBDyj zV8*!Z*vs+vNaqE58u(_9pWlJlm34pLyFpMeFV>^-(@$rWSELurq)*7{_Zx0lqs)tM zu$sdfWwKueO6ybHq?V+%ya~ZO-_AYm=1T&m3#GXekBPpM!DVjc1F=4ugL!!~y(Y$u z4I)Z1oomn_mbJ_a!rr-XSs#)<4emoUbEOnbsB@(u{mK!|A^nr5LcA?sT)^5keJt=l zC7@U%S*;UaRuW;bkPtHGGMss{ZerVuWv^gFEgU3z<%R~mKOSP^se(l$eg2XW^m+D| zmvN7yMV{^0X^n-6!u{yt4j!133YASWU(_adwA+a1+CZuap2sZE(1*I>&|v%7Z?Dxn zbZF0bK<11U9Qn4DS#CNqO{1|opszme9OOm{c^3JiA+x0^P@)0G2+-QWc{}>yoo}n1 z(w{ze_d+W4Whj7l>mm9lWCrlPG9VzYwRPH>sXhrs3^=VL%KP?tV-W5z)Ni^ua)+w8 z1Pq%=$*i-IU?%hPW?8c@&_650^4a8Z`_g3^Z4yu4dr~tB@feHrp?TZR^Xqz2oj?s6 z^^Wp4Rg*cv-#En*C`K;4CUNST3$?1MtCy#o z_`t3Nd(PN38FTE%L_-rLvS%hvbJBJ>u${y%_SnVqJJ{UiM&j+98_xj`-K(-T6eJxU z1_6{aiGsFc085g~W^{l1ZGt$}#qMkKJSHH7(i%A9Fp=8wmz1g5<5#LKb3Y#5Hk8wX z;wE4G7>)6&h`VfhzkppVg`uSIdH0o~r-@0SID0C3>kih595j({Go{ipdQxu=uAj|2 zwYpE$yNmx|E}tEyi{VVcrsjK?Sfzm++jRkhoVK$+e65K1hiyhW)3RS0j_xon{nQ@L z;!vJX`1`}GM#9$of#uk+4n%KEU=n;Lb-C@G`9%81fE5=tWBcWuo)6_^q#Y#Yd zgWBgWlck?O(?soLH3_0#JK%3it%cY*I|f7?G)aJR!Fo^3jXT%E1pQDE9*tlH9rF{j zr8v}etoW0|u~co-MoOJ3kmK;^*7T5slZG=_W7+F6Lw=LN8?9OY6e}7QKM0@4=@14( zw0;ZY}-C@psl z|$3?V9)jTIqE(l=Wi45yl{xqmF!tBt>p1z2>C8yn0V`4M)8hUAQ8 z>YFO?@VTwvF=%Pdq_-XVk^0^7qDxvp%gj3AjEq)t7|VXB5>ZEuMxJ-Y)b(u{EVc_U z6aTy5iL>e|9qcX)i#s(yM_P|9O+@ps{2J-LAuX(=2q&|KTjar_Qxif}75q%Br`Z`X zwu-oE#M@ZY>rsd2PSi`E)<~vz1zh&%3@`Mwd&fG&-pj&|bF8~5zDqFa5rO8$1U(Zb zV9j8n)7qJ|!f#Ue0dhXo(e$F0qgc7udL-~%tZO{j?R{E+Ex=)0W5IuLx8i}u7Qo%N zM`Hx)#i{kP@cH5)-OLu<7P)BAK4&R*NPAw?yzeh$fM04m}l(-_s-p3(_NnBkQz0DP<+h47z@>1CcOaky3U z3u+SkZgN~_=M>!cpD3R!lLg$%!VW94=V}hsw@G~7kt+n#%%?Z{Ky2#Rhg7i}OkP?i z5)%*gWJb}r*qIosb~+|~|JQ-_*tSxn_O88;s5Bj)5S*9X>PmC|PK=_QiCKToa#*Wf zJyHnboLC5nAKCpz7M)QlO2H&xK-2DPRGCNI9mCwn{0+k`>y<1gON?v~W@yMqESH&1 z(HDhTbgQc5a(&k^E=?`dnw4}dm*D#rx-+5J$QFXDDQFv8SB74PUqFaEIl&%Fh8YTIJZn*@b( zo1)<=hMC{K{;bIhDaf@@$Z1mwJ9*Yp4lv|T{MOQH4ro_8ZJ0e>_dGM6Z4bMWCJzu5 z_e)4LJrgHgAE>?u0HtTeEo;Swa z<;G>ZKX!Mks^6YuXHP?lpAq`V!>cs@NGh*T4{Cm31=YjKd?`fkPp0to25d()2_?c< zSF1z*ir@cDXK0ju3#z_)_cvXd4<-OgXetpX#DBmDAw9zoITt-=5V+=W^~x#vmp3DH zc~51i(B45|m3N0tHner<&;(EuURJOM;j_v#(a*P&hT2rlVQyLJtRjJ27oO2fTtV0+|^6)u{nD~+_!ea%X7@B2+hfBBNuF{Trn;=unxztA46L#Qvf z=s9KS3sHSDFe2PAz3UtmzeX;~4i6zEFB;iQokZLLH$AZPY(94iYPWCT*JZTeuk#D2 zSv4Wz42Jv)W?a=(?Xp$6mq&}SiLuCK*fhn{wCG7d zIsF|&nSfYlS}(j?m7hA3J_#bEUo)7MUyofYQ#Z&5-9nsbA&ws~Z7lWfzc9{@c5+}I zYdpq0^3k^AqZVp<1gXPq{lGE}$a*PDUP|-}4PDjbq&)1zyUgsOQ-uNTamOkh8o-Zp z=_g(cS-8Qq7;9#w$C%CT$k~7t^8${V#cfUTj@{j3!)q3oE|oCF0I4OL(t(#4#89E< zWc~(X?@57^Qbr@YbAegIx-CLEN*}}w^`XrqV~!7Q*m^2A*HNSN(Ua1VglkAg-&iqc zLBsHq5`NLW)fO!6=gpZC=M)7?k>bs*3$3W*%A-500k0iZ^}mq(%xVxcb-lS}X`V@5 zXN|he;-c|^MU>=yTd2fy_{)Nds+!WT+xrA7%adS0wZ*~&da4wE{H1dqB7GHKLKp4j zp@B9+BJ8I@0?(dT9><2|C}#*n-WJ5S}KL9KkajZuI) z@YGH+u<3|xFF02%6)AFd$0hU=WTPo&S1E-qVGK0U;?y>uBlsq{U~5ohRq(IFAz;w5 z(dBIOYn#HTDpQldADKUsJ-5*G%KPo%DCBgNX-In{?&38}s*buqzA>=OjE-=;=-DCJ zrQg|>+nKeTZL27uk!d0&r_kZa?RF4@)RX{)U}^qL2MxVDwr}&CM>Qko>L~whktoMc z^^6OZ)oRzg&0r0tfM(>n(WmBpgr>u2{fPP)h00ufKc)JPag_^eK;d-ChIa7&sP5D4 z%yxi7xj&O_{mBz;PESFBNiE4sqvzZ8+c|ct z?x#ZrQ|+kQr8GnkZcJQaH~6Y&+nzTl7E z|MhkLRH#S$Lx}S7O${$fxGCN-ifY$}?Gd5q$4g7sG-gj@w zmTq5I+>){4Dqk=KH<5l}8-%D&(&FHR$VKg2YqjmsBu&k0QACnK7SKmzng05*e!fbP z%38S1je5yFdQVkXe_NeNJ!4Nf$aYQ6AXv04%p)g{aEJ@=Qn9s=-FuR;2C*|IWPC$A zL=O9W1#6Z`E)-zC()UPkMKK4>$itMCkpYW@4|X45Lj zD#z6S`=qBbkRUmKjIsemZiODS0kG+#VuNYD<;chZ-Oeo2gNp6J<%p?vZ8Z{(PGdM@ zIi$u|K4#9JUYJK%;{i)}L{>&827#0Ww|k$fZ&xpZJN7R(%}xA`w+Pzm&0gO7)$TzN z7MTswPil51)A%~qRJ(k9^%r@BZ+P(h$CpwmV`aPWDm$-!JvZc+SHq$@BdX6EqC5?8 zpX}V*KAW~&t^Nm50JObePD~kSVFG6-?FB0M4-?U|A zEZ2UPodG0;HRc0?!ccaK;q_C{1ebgEndv4&8}EBFQv?I>GkL%}8^MKpI8e|?Qy9p6 zFMKnzeZ~{xA{#bk8@fPpxGXxW_py3w3%sWn5Pe%kSTb|iz4NxO!GDAH?kZg%i(nrs zA8BQ9$leC3(z^pAQ(zzFK{${`?-!SLR(C+2U~jYV2c(ecZr)ybn>oRJqVnI(e>}Bn zF0_xPBigR6b`!G$55fcSUmGBi$neGO1^4Hxsa)N^=^kK&tEjTQqu=hz+r)DdR`qAr zCQcUR_6ghSi}E%T=migN83hL)eJr|pMj_Raz~f%m5ij}SW@RJ*n^NEmhFH%9d6=Ni*-Jg zJ0T~((!o%~{xu@xxjXGI2S_WO+ zeYOl`?RTWBYo%xvuR2IvUlXSFX0Q2o!d`Rn0+Sl|An3bV;A1&;8+6h2~(DnI!+r z^$jrGCk{C;8%NmlhILVH5Z7B*7*-=*Ji$!(?8`_urr+ywif{!7`FVf;0k)0HDZSfq z`hmpvbY28Y-bb;k#fnQ=St0`}hJB)BH*JEQ5(cI_cnDxI%anpp($$rV+pp4wwg}r` z*yyE}x(q6}RibgZKKL{UBB`)oFyrG!nABDbf3lpfkl45qkiuLPm0Wb&VEjeuoXF3J z)vYK{-rm};oxp{o)&g0ti{a)1^s>>n1Ek?W`J$Vfv)_LLs`MgU8zLWK77ECJFw;0> z@S5Kz<_o!=w zo9DpJ%y25WqdGJgw@_0E!4hT<3~cwRPn((-Ln5$Ri00$suH|`IS{8MDQ^zDm3#Lv? z9O9ycB$;j)Pc8jvca|4as&iFRMTz0Ae^00r(Iolfey+B}$PCY{ntm+|dXmkpsO6=W zcZAT=+wZ_v2IHDhi0DDTIfU4qHU-=EYR5fvi2EI-<7V$dJ~Y;%lQpti=vF7Eh}uT7 zi_ga;;rbN&;YwPvA72-}eRv;qKb`b$n77w>7&Y(ER1{c}2e0p1whA(dl(JQ+|HF0GnxpwPHBv?pE%U zovmTBk(9^m+9j`b*vXo>MX{7cR(|jl;3SIZ7_v5t$D)MX@068{hTCYe;ZCRUP3P4$ z3&B+V)5I$*jDdXCP3!ycdms{0n{mhS>GUpNxAvcr_ZN1ou#GieNb2fT_eO}$|E4iI zh^HVrj72OX;m_29}*SCSO<)piN zDV?S6?;jzP;re+Nk( zZVpQ4B2$-lSC;9lf52R?T3}%JsC&&hLl?HKc>sN)hEaLGfVgnH4~wG>Sc%s%JG{y> zjPr|YbGiPF_>f#Btx7AfBD1u(LpgNOp{!%nVZnIJpjbAUBsr7Ao7+gM3t*?(<5@AT z5OIg5d~^F;n;rI_CmA6>JMTpfc0TcWuuP!leTV9Wx`SbskW1%Ic`B+JWIw8q+vKQD zZTGHuckjokmv>I44P9J=ov$F%dUd04E0DfP+&&{h+xGQg%)@kq;Xe#n?EWq@~5r?XeYrmA zAaR=NuX!87WYUa-oGcoRH5DzJHWb+j!z(^PT$*P2@{>0wQ4du4j+xnr7(w29-~01W z2HoChw?eQ=tBshqHEPWSCkYR3B)fvt`kgC>`BYz~+WJTLOvD75yN@&VZw)V+2KeV< zets>>3%e>OF3&Ibhr#3e;RtF>7jHQ)C>PgtfJ+7_F6U<}tp81oT7mbm-v4i~f@-yaRLrGkXkV?XEXFrv>GP>w(S5^fIRg50P31fd)+lk&raCyp zXku(xAA#FFY3s;`4diRjm*9drm@f2@4&CCED;cksK|1w$@Jczh0JdSHZNF&cY4lw&V}}KxTt73 zx-!5_(-o#OIw`@n$o-C=Q?9XzdRHSn`C>QuBS`YmdJ!*9#BLq}0%Yr31Dn0J&j6Bv zmj_5L>1$~#T`zF(#V?RWX}Gf6o&?=9Y!2%~`CI&~jzHK-^#4S3e+1hv!ba24A0ze5b|v=DrWWbE{S@m;&JBrLE0#nsEkI zN?1H0JkOZjf<&BRmfC)K7H4!8jO%I3YBm&b-atwDzEIg}j(*W^7wp9$S&@@o3bqTC zxhg$7f&4(i%gd|V?2HCM;R{AIlVSwg0lRT$Oq27Iz8p{ivgR)hQrS zu)0nO{utA;(=KExKQ5+*?J2%$rvk^%k6Ot~B1p1UC~a*zg5C-|9`iq29^MB;$wv(V zFWD1Ln=?e)YuB6r0sANYqoVQHlQzp;0+ysn%6`<5BM5)ci(Ow7Q{jQ{a8qE~X zBy8<@`vzDcW9u|yae*l`easnY4yQp=NFGOB150aXqT+_n^5d?4E;QIGckI{vrgQ9G zI}vw55Pk0>5_`<6bz9~uGb%ce2xB=vubcwKBwIys$33roHEi;Uba+?d>M2F2cT}kR zMKy8q^~B{~yd@gPm`fN8 zjx{6&UiCry)CW~{n+Qr;e^T>L<2sY>>I~$GoGZtQHGQ=H0qvGtWE(K^bl%=qRoH|{ z!dT#<7{i=y0YkDrSl&o#8S+psb?b%mv$?PnO2FxyN7pz@DF<(QhFn3WUuJtft$7Y| zXjO{z>V*NntE7xGeELZp3R1}z_%ivOSPRwXdAnuxZR=%?Fo&vRa%qP-Y8+A*4Xf+Bbu{UvLYV~X%b)H4`<=h<*~ zuHB$>#>`p7$=GI>?5*j&$r4sI9_=Zjc|;l(rY+|;p@?3jT%hm#ThBF|-;6j>a_nA8 z0eC1Nw(Muwf+;5a(m=g&;T)(>!N=BU3BV$#z;Yv&LIljPmJ$-bhEv?xN&Fj)gQMHX z$F^DjRLP38c@9Q-DIV&}k24g>GX(uDdCr%BBpxvrGbF+R#5K!QRRHKm`?}%a_H4da zgvCPZwTWNxM{}x~5{0z~gTK4yG0u}V1l}<8KdmbaQe5=y zq$SM`>RiFc<}M+#W2EI+bm*W~cJfQ6#@=2xXRUSMG&0~H{D_2xo?Sw@tvQE*DatmR z`;8H+UbdCQo6NGSvTYS(4TQ)V;%MXhc)FGVHJwyU0CpG2)!}ILNZPRKH{HF)gV=NJ z#Gq6lsIKUAf8qNzJKjys4Cx!FKdjd&^jdmGN2(|13Q@A$~2iAze+LN6aHYHUvM zG%`@$nN&XtT{`$;6vLWHD$NDV_N{Y+hYG|iGkaY)pcbZx@Cmbm)u&};zh*3|S{rHb zA4Sw3!x0eQVor=?=&2pTIcY(M8pqFO|KijJ($`-O2_ij`v3(f8EAdon!%KCDsGL&H z`SllWsu@6Yy;2q9ISLVn*P6$riX|AdglIj zLtFByEqkU64WE@HfBRX8`kE5d+3cwn2=)pJ*k%{D>i;-6s_I1LmHf1y4O^#itthrALv7;9IkP$ zXYndE&~Eu-(T#e%V4&577$NTrFrkYai9Z;!oAe|JH6=|m*~Yyy^#kCn4RnY0%J1N# z{k%^hWA>BVxpEx~K3o!Yx%H>Tt>DpVJHxWKtGwwBt2`=wQDGI$GiSEP-)Z<=)(x&x z+B7x0m}YOu!k)g>rtyxi|DjIR(lq2-dv5z*;uM4){moHGy2Tds->`eyTlU=+c)xDnss=X*_zeG5(8~N*}py?DSSp{ zAdmC8nSGzVT4xDOv-*xPvyvPUjW1T@aq%BQd*X&E#;o^a5T;dR9C$1stJ8`0+?V%< zuNk6eTgGW@?BG-~ zpjG?u1rS-MT3+v}B5EbJxE3F;?a^_g2g|P^Pa1!JNR{m?;-Xd)7g-0ixGBI`j1c8U z?=>fRAmI{7Tz;^1Ui671psYWEQ7+k8s+ix)clxkmzEe7%A6-R zKAAYqEWc~kZyGO73Ls$acWb;bQ>&pcmR9EhH8RK6KAZdZVHSVWfx~@jP~NbFcqqn_ zFQG2|?nh)iG*XBYdZ>`HOKE)Im08#9`BH~+^09-Y@k~(apAL3CjzZ+0oJCBz22&^F_nJy5F#1uQ z@2ofLsQnH6XQ?fG;-uHh8Uy014ZKuqr&?8Gw!2c^N*3Ew{h0A5V+|Su0`Y|!j!r+9T`!HNP z$FF3O0B7CJQ)zYMpXhai@{7$xz0`I?C8&vAvdLewXwnc7FGgB-gS(UGcLAe5S}IXy_Qx$EESc zd&%$+F~dpzmm3`VG~km@6|pvBsD4+`L$Bbv?z+~6VqD{1=;CM5mOhucGT!x@?t?Zt z0Dj5t-UYfD$qBtdOD($$R(5~9jhoh`yIm1NCEO}VFg&} zyr@06*k{(~VMAJkk!k3O(wzV%x39mM4yzf>vCao`HGtV4NCvLlam~G)(iX?)?3VjZGwfa4r5utYVWR}QPNOr z@YCWXjTfS)?Gb1#{5M1M2Ti>|M3Ac$SoH)1H?FqUwjs+-yweONR?e2_pep5m@L9 zEuD;}wCo=L6WUB-?Gez`5I}l@qsTk`jt?gkW$!^BQ-b&;HFdo)%HOt*s;|)1E4h2m zbQNJ%Jmt~Dn{L)3wO`^T6E78qX`xUOr`$h`ZGO|;=Mw(+a92+vGcIh7OJ8whOGDH! zqvt{@(gir*;#_A>!&!Al?Li4tX3&K(6Kl_9czVwYMX0m;&A`Biqc$3$xMwDy+=z>} zHTciU-foFDWK5U2g(`VQq{Hi);TG}gMjw`}_nVF?hL3|;m23%$lE)LZoui_|=s#Yn zlJ3e4TTdun(OXhMWn1S>iPf9uDO^gtO_`N*KY*?XaP#cZyyN_+X7!9*m&nKEMk*?{ z+lAWmu@<_kB*YWjYdS3M{H&#ty^h=SxX37bsnC<7R4wT5^KQQ^koov9OuLulYh&8C zLgA=wsgh-<ajrR+)wB=SuMCO=RKA*E$}p{HuN(qw=BT@1rXQsH2QM=XH=JZ z)JlFa8MvINO$PZ;XRfw{(Qy>KcLvZse~0iWD^WeM1B79%KA2 z((hA2Qa#$0D?$lh+(N7vXh{feB_BsYOwR-j4Tlalh<2(0W;EVS3gKM(pwDw5yv?RWN5*~D9K zV${e1AH`iKQljb+?)-pk%5ASA(w3_!P!`S~DVHj)A@yvS zKB32~Ja>hB?7ykc7(u)5-mc_nL{Y^y_V~z$W7`+k_YUH;$!|b};_pH%3QW~6&#$Mu z1sQAG$XexKVh1naC24zIKuKEPV&+7iX>3mh{%t!fX*>-sxd_8Ta&;Y7Q4` z4z**o)8c(OzY-{h!uYlO@2%xIr&9jX8_}s68gJKj!BSeFxLA*_O2apWuE2%aUR?1; zT8GO88}#g&(cmH!K>Lk;)6p(Myj1u#lNaSsJGn?J|MWZc>cR&0j;ctEn$IPIQp?-P zuYJfarxExl57Zr6u}eev5$^^s*iKBpF7D~%ry@$W2#&2~RG~gW1*-Th!>h7uX3wZvOceRG z_H9_yRl-~9)~fbgdUtUns3$!g%V5@bF4hNP^q}Q7qgUE#?YnWziqFj#&<1G3>&eSo za4?NULk(i(AZ$|Rpdj1HMs-llN|15$pU}E2^D#eFoFMP2Am2zmL1ojq(z(TjFW+?@4tcS<4`gJg$e2+W#yKy$hf>zg;{HmGeh^M}%oO!=G=ikyUj~^?e#N>zLzex@vH7@5+Th;f%22I04d1 ze6%)8)Jhc%N(BN^#cwxXyrZiBk2+7byJkrI3VTH5x{!|?rPbuGnY~#0<7M_s>j`u! zXdsFc10chD1$`1OZEAMppg{BHw4L5gp-%D`!aa(Z{F#VDUEW^-`1f?JFw5|exj3O8 zl6xll-GA7T+_`*>Z+A*EF~9O>;Un*Gq!BNT9dh+K7(bN&RgqTG;~w}%3iS0lmd)88 zW6XCq-Mn!2*z`zHE@TmJ>L52G1OI>1z zkWM4Hsq~u%r&HqpsbZ!bbPL zS@fwjSlg;#uu>!bVRHUCCMj@76~@L|^F!M5LS;z?6-VX2U>JNq;!l&yDG@Q=vbT8t z-f^=5KA`9slRtYR86*@cBW!aFiik(NCtxG4FT{W(=<8tN`|&+5>8C(szvaFtMkv!j z6xq;+`s7vA?MQWK@~I+qkc8rZ=C9`NHeWEoo*QA4mbtDuBgcb_7^32^4XAFPn^1Rq zvSLBx-DLAGD2y&qn`wC~SB)jE3>w}`xS1DRN?c|wTMBlt&1Hw8(qJY!N+esDY`0=d zJL`v7N=x1s6#K?Z%QSt$*wGL3=UH`VUzlnf@rRpBQZ?h4Ir($dSkvPNy&AW{AC8|( zz!ZsNl3f2d*Q(xz^zoYj-@Iq2s zl=BN&tiOnkid#v|?Yx1*xX>2=V!h@R_(u(OzX-2e*pD(n;XdqMYOsc40cbET^6{3I z0N!bLzy+EUAMl=(#xsI&4LxO&PxZ{gNvK2$4Y;c2Xx|kS9in_;;bYLK416AHHT!LC z4!TC^aoRRiH78zIxddDmbB$-2{)brc<6((-A6lfFJY2crB|!;Ib2qHkXb_4SuJhtc z>(l2+Ge?q~?Bu##{0>VBUKp&)RH)_93jr@^nXb{{FaRwFKlhZ2<{NtwIqi6p;!dkL z*Wy&^6}#e8Ef(51HAwabv>iarcP-N?hjt&>ku8zsoA_&v7CbtcuR2ot_QvZ5h}yJC z6FP12QL6k2%+Ba3yqBBsg|}yVh%)2V(D*z2 zKl71;%Z;f&W|N!;J~kz^#7^2c?Pm^Vq@0a%F`OWQNBgIENR=2wrG5y8PUziRj`Y!MOAp`sbhYE7prdHOdUpWjN_6;FS*Rpv7i5y}ks^NwR#j-N| zfttEOpSqF{RNsN(^HG#M7PoT6PwhV6Fd?7CU-MH9`yT~8@5nb-3$zjx!ZgNpkN2lm3~WpI=_asb!WG@emj91azBa|8-%W0Wmm)hfJBafdjPhtVxm5jDrrr455I=c<+nz~Zu2qn`zCXC_9H7=%=_08+ zo0pZX_76>_JNVVM|6(9`1|-+6%_F@Z5{3yzr^q- zUGMNFcUFp~_>5u{^yMAwb;LjAm~iUnP4=K5w%I@kgAP+nhJi`Sn%XDx%KjfynU-L9 zgjvJRgCyFUA0(G|x%Tk&aA>e`Ff#k8mi?;qpn|l3&a=wDq(w%wBo#DniMLL}#k}3`Xn_r-n-;u{&zjE5-D)CM z$yTRc6xrBFMr$aRRFhi?4S5xUEt)pV8#}Y^ypRXNU*{I_VKc^-4LlTY(51~D?vr)^ zlbxd+h@?Yz%yceR`MXnVj#7=QUb&T`p{gshqP0P{`jF#smaAm=k9zM@{E~mv{IcG1 zsWgy--MzN}@PRneR&CvXFNj7=PL9oT6^$uTLg<;MC0W$uw5f{vRBEq$DQ3XjT1_XI zIZ|jMfuNW!p&JkxOn@t5hZT(6Q3l;pGz%~HFavo_(vdT6prk7Lmg_c!QlmC$$7ou+eWQ7!VQB`G6fItqP1e_4V|bCsN;*Wiv88{>?h!xZ^N z1wE?m8f=kIX0h>(_pb5+_q4$C$E`sL?Pj7^C&!7>xRqZiWT5&eb2{_NE$HJf!Y*+U zLk3!>!ih&37Jpr+B^63Q{NKceitCM8W*Cm^3f3i*u@tErDNg0DWUKAlowbrf_@>?e_rY~ml+NW@ed`kMel9?+>5m&%#u$j&cT}R&S$wa7S%BeNjMH5!&*nU{-`1I$WUU$AD_Dzg z_<62W@Gk6v`tF637l|oc7ytLJ&;!3=f`6sniQ}5e!QUz?3k&+zWV0c)sR%7>rXM4!C?@lG_&e z6bILaNF?3&z8`FA3PH3hOdAl+)fe>2#+Dt()dQCzk^Ff>6WhG{@qq%?z(B`w!+*AI zjTDw7aNfJG{9os&8JCsm3YKX9Gd-W2tn2l$Z_3ZfAxuSz6zKlcu)Umnb^|tTY?`vF z)aX5hp2A9Hd1ru6@Ud5oQ6YkVnc0s$Z!BtP3+oW*TtAsv|Cek=paxh`GdYo(74T|k zzukktmQ1^r=IOs_5!`OHv2vc&-rW)WdFotVKjhWI3%4Q;X}Hmv=4dH?aYbHAO5ByI zcEVv@r52|zzQt1sv2&YkJD|)rHEQxIcp9cMPFSYuk!b!dOjg)0h3T#Eip6CNRGWB~ zR3p^OtN7!dwc~4uV&Q}B?d8|gK}L6$yYNkxk&?N#M%HG!Gl8#){+p*p>BVo)-g#0# zv0xI8s#92YAp-y0&=RNorepO5GOJqlyK@r)CCBHFs-7?vRn>9lRa!{snw2v8`)3xe z(L`IKW5u+tFRMjgbX5Mw@+XsF@{n0{MfsEMaNUH8pLr$)h2_$_dBJVjq}fYAIaQb> z`yCbCDMV2!C#p-beq7>f194H!{-S-OL$bhI5H!F4REwu=rtyyARhXU4K@igwou{RA z#0_AD4G5k1LH`0sS~4PrOy+Mc^xDv$dRtfbw6wSd)ny9`aTTwB>NfW^>oZG1c3V8b z&Lb*Tb(h5Zl$MX8qIY_I1TaoR&w0Fsg_4lj>!#K3yL)(~1nH%EOtUJ@ztOgmMt2#F zW3{2A{QNb`tio|D)>Hd~HV;fuA*YkB2}?o6bxL_^Y2qV=sE4x-s>fG>`hE~EzbF?E zS+N-(w7!Gk()M@HuRMYvx%q0dUAFG!6)Oe`mesFD(B|}o!~??)D5)N;3RpWTH}yMJ ziBpxx44i@;HLM#If9U|8_}2sgOb7lh;jKjh@9v73jJ9db@{_B!2GvzsUmg?uC#&t; zN#58CR_N-f0~K3g4bz*De&;fa9Nnl1w8vyFtr7pod&AW9$0SE_#6Lr@7dhb)W<6~| znW^s-=}qM<%40MAst~G&24l*mX4qdBq+N{eP%RIhV=e0lCg_m8-st)F5k_kJWyOPP zo|$Zk?8-L?o^L~6O&xKE3-fUGaPlWil@{(nx)Nw5htnezVxQIceIeW%BE6 zVALLtrev)Oy4{?!V>~U~o^EBwQ!<*0QHM|8qygshuT&xv=au6>yRXtG1p598VX>^j z&cZ7Ar{Kou&>3jhXGZp^4neo8N`PKAUV1?riFtHxH+yadWi6sAt_o=H`LMw>zMGL` zZjkc0-OYsZ);=?`S!3E2`qXe@QpSQArxP^3!Ha%rRRzeU)>Wnp< z({1jjSVH4$y3H|WyV_d9^%C$drdW-#-7S9vLeB~S3VAY~px{H$n(kTRo7K3nDjOSh z=Mv;|+TL}$f#O5dOGeVzEoX8B{qomKg1D2vs!pVD?=LE6bxOO?Jy8E3I`X>m5oAr2f2<)X8e#!j32uH~lp7Y3|^*f2cgYg&3(NL(P6d2>mQ zmZkdD^By$7;G-x0`q4}vD?1dahrZxICBt0co5}93-|`EU*4^47haGffu&i5s)gg4~a zNRG4(VD0ofI}$t*W^pS%Tc9)FU9>31Cj_yy$=Sv}YpGlZ#@}@h(a6nJHnWE{^SG;w z6yHxoe&{vL4v8&~H_6NQevphQYi-Ohl-9Jo97Kmuar~ARcJVt-4YsP;w(@X?m68}F zV?gQ0Y|pef!_Fyr)6$`t$}U@go<=bx)?*o+(dQ`G?=9D~e|LO-*dfRS&^|vuza@DEATOW3n>Z1W1$Ih=7`!!& z2wv5heKg5SINfaAf{%uHm2Kt47FqO$d=duzA@S=UyS}yll;ZGg-&4N(+@@I@mguZf zm5Gef-OTXinlr18S^R>b8Ql0m9HYeDg{7a#;H407V^uT6_Q1IE^|>;T92^5LBP~ZC0JdNoQZiVAfM?*BlAG<1+Iu&!PHu z`C~^LO-U;8`5I#nr6ww--EYRL9M(4VYXu|*TTON6R~ws$x|rZ{g-t>H>=iVRsTL^g zYzGNJ7qPN`b9T2i%kngX^O)p$v*x|Yk{-#3S~5IaU)*uOq>X_HQwOBn_(*Ysh<{~@ zQ6Ok33Ao2Y#NOW|G@icsP3KL3Db+SiHr^ul22b6roj%Zz^h4+n_wIiMxV*s~7s~GD zaMqS@UCGny1yQxNduQ`b1M6BNS(yOs{R*0e9y4(Yi`mK|`O)EhG|kYutLijK!dyIj zOx5+B<&(w}q#2ury#sH zMVy%?Go3=)QM99jXarCT&z<4xK0gw$JTjnpmv!8~LZf*O5-f0%6$>8c`d`eEIqP#UBeNi+lU-W1wyUbm z0q#jY9)QLwPto)ZK*r5$akBJ4pSA$itLGr(-+@vZZ#;zKH16xtwxhsQB%clf6x9uY z@8oiZ$jxsPW)Z6qk;A5KwHec>9F zQMBRoNA70u%_**XO+tQ;Ew844JQ=s0<`XK*c|_T3zGfN{#4N`n_PC~zhnjy$BvsTy z)SpzH83udr5iXJE9lz-iygxRz6MU#rOh0JRQiC+T&T+JowsO}`W)aO>A{OJCXlx<4TRkyz#ZI@HLHFY+> zpFZlAaen_xN#2c1t+)P94mu5(hd1eOi1G9XuXm_anzf~n@OGL~s71KD*Um;|v;3hZ zwRuk=%)hCysD6GC)zGX9kquu)w-*IRj4=EW9ew9V=^yd_&-?xVTKzP}M=z?fSW#Gw zMxT|hRqm{}2D>C9v|Pg#At0+@)UWnXL}2z0S@Q?wFB-XvA6(fQAdaSpB!bZFQa7hf!R%a0g+=%5#|fFo2O@1gtC#! zwxH~ezQvKzqqlt!ANGdMKT952c`)nTav5Xv%#WOW`r_T1C|}vyWP5uv&IdvWK^q70 zx3X7ia+J`^q9rBE_OPfB#19>ECW+{eBp>wge@vTiJg8rViuf3PdGwrI$~U9>GIkB9 zGA=(<8e}H$l5^2vITY#9xe@U*r>T93$J@muyhZH_HCS=NxrbT<#htZceaP~wH^1Ls zX?+hNO)ke`66EVxaL%ew&QS5Pi__|-BOcA4S(9878|Vflb+l3$U$I&B1 zlW!{u?c6qTD@}x`i#{b*HV6OQN6Ank?Kbzsc?X0?76R7%O!ikfPD|S%TGiFNc~;&B zBb_4G-No!DJILaXJBUSSy9K!@CP+3xixUd$4SVuo6`}Yxu~ZHwPVFE`Do$TAJZbP= z$M=I+FP$o=`9$qr$vY(tGneWv)ju4(Mk)LT$=^v5)4eOD5&@M&UTWJ+<;&*?9s_Y) zMSg&Pl7V@QX&Xcf4$86RWSs&#!WjZ zIfNBD;n}N}ZjA7<>%eKd(zYatU?*D6-~*4k;oG^6QlWfned4O-d4Uw)H9r4IyIX82mDRzEonjU}U98IOrZtdeGM$+7=q>b#5e{~i~k3J{(w%%XVpJ0LRE!}G8*ea5s zMHSyVblT(C$`fljQ`+DM5aVxW$fIxCCBcYKemlv;TaJq`q+LQ+bndevXwrffQN%+4bIevc4e3c^HfEMe#7+7&m_SY_4fw zdONzbcVDmXird7sULXdX?A~sFX5IJS1@U(=PuJ(VXfNej!#%llaXgv%ZvqN(>nwZ} zJ%%XxsfVF{Mjj4v)caU#j6ryBU~>|jBzGF>BQH5UytD{DLS8ygQZK$Kux@$9+|%9h z(WasFWJu=i3qw_R>ztCqeT)Cl>SxO?;`;Z>umeS*Q-A(P-i=V#9UVBD{N?#xSGLh@qXXyIBip}aFqz?^+qQ#)jxPE#AHcjg`@G!_?DSiL3mAbb7`H1Qrq%dUv_Sp0Jzwf0!t#!i^x683H9Fm@zXpjSvE39AKF&hr`2Q1&*Z zx2b>58{d%jmHUx*KYb4^YeImk`;Ba`w%U=}@}OYJXuBh35F-}o4gLn?m>an6k%=8d zZbmX4GR`!Hp%GzEsD53-=MI$IosTr>M-6FK81LhV?@c+!yJ`8 z+ImkqKdp=f=rhx*VHUm)m^h5)s?XzgJG((+NvR!@Www}aMf6K4 zYg_e_!3b&jQT!H~BXG5ifbixbW8%S>ui+imca|*SJc}s|ux84Bk&sRB6%>isCvBJg z7DurZ9+4za71yeB`0snqwHm7l{xMmS@ju5Vn1{5>tS!C9KE>_IN?eRZsPn*#55(vs zLOs7}txs_{U>tkY-zC{$wup$*UwGPE(>g)_k!W`8um#T_>vt@U^45*tUZL`n0S&7> zprsSLKG`b4pR^;^XEz0m^+rV*nUt`Ey8hDK9qDeQUc+}1J$TYH!%<1WefrM0=ZBwR zF4gLno@#PlpTnnCY-eP|z#r{I_S^W49pq@{IYAV6U zjx7Z0rps1d+u8HEI@LkXSA1kn31@Yc#)SnT0cYnz1p~PZhNrBnb90cRjdg^PNy}k- z;(}TP#Ieg72mU-G=Wo4c?rLF^Uguo-`SVWIaf3#KK_@D4k(=7R?_CRXz3`=pcr|V%#Yp7pd;?ZKi_g1f@;3TlK#w%4jg2^Iyh_7=@96n9oQ>7GM)ud zR)dqy6z!%a%*A3A9%jo9gp~c7e0i9WY~i;^$coTFt-%oegKOf+04O52vpB|PBjQGT z17mi@DSu;!X}%13vkwbnNl-)T>{VR*P*ojL=`gr^rs5QF76{hq56NeUEE@CJYaVME zeSB@@W67D6wTr*pFD-2HYcj;bJ}qN$bNc72@pOYH7Qr+GICzewFzf;Y-GszE! zHtY&Etb66MZ@W%eTa{($pw9+pal!R;OUuwbbR#eWeeWHSo4&{7Ci{tK^$c_O7+xD| zwIcu60j#P%4lI5eH$5f76-RcgLvgF;g(WB|FFq!YyRr<7t-rL?Prb7ESmv|isg6Vn z0+i6qSiy(TsDDzmEnFA13NxCW%Vk^IW?Gv8kl$r<{gcH*XP; zAKopmzWG`{bZHb7&lI~;HypNiAfD%1@=FO;2iLCY>qL%}Vi zv%|JsQ|ENbr3=^N|CJWlH5NG%m}~s`TeSCnn~oFGg0vW|JU!<#_lcN0v?s5gYlay= zb8+1~J({C@iE;V&A7P^~yQ-bqiIK z(h0)!hO5&aT(LCWE_6P`u2H^4RU~5lLe%ic109`R#E6B7Ap3*`vwRCT(VCNXd}ct0 z4sSZB1x$mNqMa5F+fU)O=86ilcU?tpw#7pN`d{77{CPIKO-+>5^Y&Y&NX91&B&k@yW9G;ydBF)xNSGfkd+O0htWS8$_Ufs%&lJ4^ z8d`KkfSf2O22CoP!-~fZ`=0juz!pmLYbKnW>_=kX8hQd3Y;x)e18#zo-e{FFSxXK?+B| zuUORI=05)@^qyEj{xwo1mUi7L)`a3Ac&2gvWd@vSVQ=qaW;FV%uhSLK$Hs&i6a)SS z$QL^2; zX@zfe5G0pSd=fRksZ1boEQz!xSk^*Gj`^tjlSmOgKZI$CL z3;E5>pn{Ki4g&{rRzX&HBiqe~_8Iu2gc0i?JD!CTNr86QLF8QhoWVqw_{AfX03x;3 zhrFe;#+tqVi=|Kl^WsDKHaz|t`fM=PPBqqKR@mp{r|nDcG*l5HQx^Ab&F;&0>r|oI z>H3w?L=LqpwC}ZcevtjwuNMUmjO-ky#Uw78 zjH45=*I&*|V~y0(uqFqJ;H>nC^x26He$>@HrtwF_>&JxE*tfSf?kBoB`Ana(|Dp8` zbqS%X6;;i!3L6_DCVr5iJ_<$$ho{{8mh=uK#m@5~&}7ic{Y!iwjPx!d}^ za`lfKL-&7Ize%5R#@eJA$C%O)5$1u5^X+F2ThZCYMaL}wpUUu`=Lu6ZRJxlswr4#A zTVHqlFSZ@Fg?DN0$EnYqnvqN6SMW)w-*%!Nlx&`I8A?&FpLlhvZy~4An*yeJN=O_+@$UP!`&sx{%RZ?y74`{WXsz3BuV1=jsGLA{JH;Bx8jogy2Beeu>>^Pk&TBr6fTth;Andd>-ff znVg(xz0*2&tyZ~WzQo=d`v5nV;vDYjy*~i2KLX3QU|s5ueISSPR~+(;6>ZB_kd^ka zU|&0^eeh<#eSWM=FAiv4m~U*az)Gj9j?W7x>z2}09=g+%yHLE)e=a8ZXZ6p4cL_2s0Bkq4p`UnKD6XmKziSvK!<#Q5)z zqXYBk9OJ9&HhInyDPOAItf#KNESww%w-lKuwNWX9y>vj@SGRW+nrEC=5o{8r=CdNs z5oO1~{kug)gu>#Q^B*RyS@J=1mVWHd@3g`-c3i(Lzze=gUXD*q{OTrhLdZ1BHn9E) zUvkeqo*yUdDIRg(n8zd=iXmFg+*zc~8PobEAffAR7a2XgI+-&K zSTj>3k8V6Bw5puE@qr$Is`rl)DidvOVRj$6^jCwM$|kZ_e_xXK9qyTJQ&?DSIzs5r zsC4Ppd@Nd@v~w)aNC7z1!RI9ws@c`gk$$m8$~mT%J9dbR$YS@Mitr`;wW4oT^49SJfQN1*~xvYQg6f1%Rd2Az~}E zs=lGctGqqsNS3C>Q|0w20c&bSC`tY14K~r)(tZExsi!1NdUtUcr!};MMGhHC(Bgac zNR3hUw53FrFbv!fOZ58hf(X-K;to|R9dNP+wP)j*77QnfQ*xVe7fasUqJzsph(~iT z+>4@v>COqLOnKKfM5BH0C;#1T+ue859#;tR*j~#>u_*?rnt=CaF-s1SEe%H^lEpN8 zpZApeAEuthv~%QKuZ*y(nb%Z})1i1IcG;Ac8{d?D;I<$;6_oN~iC~*IHnLPkAR%M^ zkDld}@M?Fhj&KH_w4WG+d9E7+bBni0MsYJcs&7PzqA5A|eZvZ?Z^*qBl7)3c6727n93@o;mz`O{th75#cH&}% z8k2ZvysXNHXy`M1BHgC)C_=TY#GY9F#s;_jF`{VTng!~2aAp$|5#`hjYPDT+G36Xq(gZOK`j#2>>z7T6eQdHzu5#bKCjs+W5UoKa`qE^c4hiErl zoXY7|cSY?cG>6yi1ld}heNuGOtD6B8BwXhlp#H#-8~M|<@yYj3;=kmv7CsjFd-`5S z$DN{0Ca~FOLQp|`ec@Bv^&L>{dK_BD3^0v704>)ViUZe>i~Ip-HF1`+6U&y&+qtY; zqbWoJv1?e|f&my{(iyO&*|UfLU5I-;6Wr$XwOx}1^fBM&_8c%^olAA%Bn{X#ht6U@ zs%!1Pj*scej3@g2ic0WTb3H50>1USugEh{0-lL&6N_{^I%*15q;tr?1Aj#pHf+$tc z_S47S9Z-(fY9+`E#DJq_r~T@q)Bp>EybraB=wr!n>c7DVg4dh)h7>bwGB)G8rMH)6 zOL}5orrU_Er>f+NO%6$CDe9XJA##PgPw|Wy+OP@}lHS#Ij$Z!n!t_$)<*q{=;Lc(} zjBf^&Pi!15JS-pv%iEq`vudC^pTl$GvKYGY*KM02TR&B~wAeb^T%GlL4SDIcxWc|n zFV!nWNJcBb}A2o;MINBm@s6<@J1(&9;GiYZ#fWVRinv(!}D)Z9#w5G}5$^H3}V`QhUy0bK}$t zw!Lvu&L{M=jkXtVtE4iF~Z2L1mX8A9AzVm8)>Wr*)Tv2h> zOBzy5(R4D>cIKLfB@Z3QP-t1I1I0eQUphRZJZWB{fA^YkrVnWM2?Af@vJk6$?j@kx zxF|UiIArf+U9g}a`n0GX$c3%u-L%Ff#u*|&+e1;ZZb47E4}nYleee7&=oMa=wTR*e zEd%NVs*Qm#(68v?CUN(PbMY_pZ?B$7Fg0laI9idL?!@4RRaPF-f%u(5Psz2!6-ZK% zWD#e6s)G&H{Ae_mSsBy=ZsoUEVdPAZi(}j4?|sar7GDpz;t~sV|KK!n5s#XbndF00 zgy|2F-(~*VXI6hFw-&P{W>u?yc^|>xDi_RxHd&{E?si(Trw?bp^18XAU$JsCnG!V^ z3$+_u&-m$l^N~(ThGz&ZSfwcqq}{u6(5i^MJA@+(cXZef265R2F5%=51s0a+gZDp7 zL;fDxcYH{cK63;>i&U%PSu++#14Wr32Ld#-Y6yAy9(Ad2Zb>I$x-i{1Rg=Nmco(WwZ9xtPGTJ7kWNXlD)Z;Q>;NqQAx8eH8HC z`KjE)oZGzd!@oT1s#Us`A_SZz1(rXiJGOh+$TLT2(r-b_ls!RIhqK{TREKRVz;69L zipp2}FF^BpL=#^|b?wdib&5A&w(;bh$WG)9njI!d@!quI9VT=}-=T7&U5Tc#hNbL0 za%pI$7ROWuhu7&Tsy%3=vR>o*qH(Tg1?=%(e}?x7c4_r$0acN-9GRJ}Nzv7YR)3}T zn*Y5re;xLw#7r{wsgagO@6V=}539rTF!t)T;FF&Ljz|w9Td&Ud*Tp1K7;o4+)V+<* z^fp!aLs!lq~iB~FE2_gXtMg%Vvem5xz~q5BACdzJ9* z9GZm|eUQZ&a&{H@y|_VqdzLERU0gHBP(Y3sSFi7=P#fr-44Y-~1n}oPzqc%DMm#w> zJ)vleY|xkJfjHb@v!|&{{b9+y6*1?8aCdPXnKPzcZy^`nwr!{Nepn@|2#g5QZokn! zQ0Q#kO}}Oj1aJ<@#YSjzS-`qZ7NuozX{SXJ{DOeeAiv)~3uc7FxW++}`aJyYHrEhO zl^m0HI(y@9`SbHoy>5Vxka)otCoa0rn@kZ*EiT$`A^ssMAKp@V%4dfB1z*|~dL5QO zx)|GS+e2C8K#M4p@JjAWCzJp=7cr>iPmnt0?P}nm6hV#v@~{pe;!D(P6dyp8>srZ8 zX}xm>i_$#*h*Uz3-DDWsTp3+%h+k$X@}_0zi&FH=S_V;k2zg3F{5m5D+i}lOYG#jV z7DPUmCg)&x`~i^CA@wQm(*~t9 zZskrJY&?SNzYB5*W|!bUW;gTP{lnLcSJxORoef-T&T84qD~~issUg4I8~Z1_jC91r zvR~EntYo^Ob(_*4`L@`Ep0zp^0f=w)WX*sMpR#WMeT{>wYs3lB@V)@XMWAo|4=s$z z>qG(atcau%y6|}>aXAY_{SLH0SbEHhGf1J0B|;ce3j*Bjk~3jv;GP&<=t zzcp#~gbx&}U0y1`S%-NT?$t2#RsNKYjh43 zBGR*8gQDk8;frH1Js4E9hpwRd*X4XWG73Jndt@w zY79y7bf8G7L|r1jgv1rsSndF}!r$Y7ZQb${a&W1J2gy%m>mf4ymS)rYK-4y*0#k`v zA76ryCli@}xUyGIRk46tsB});fn0n!y4bfm2$|8NhJ4rSxK3X+RG?Id z@typx(_aBb35O(9?BY?0X=tegbE6GymME{%+i*&G)8Xx+&3^X$rQJ zS62BS;&QP|RCSEM813$QQ6(SoR26#Q%5U+Ul7+qKkFI zQXDzD#1{1c0~pEyTlHIfh^TQ7h}s%ukq1zt$f`}$nYds`yf_Io2i~d2qe(6%u2MEu z)VMM=q|l<@=K(Z>RkBy( zx>26dR)1mL115P46qfQqwA(Rid1I{60aUHO$n9={xe5sVy18-uzAmqJ?dDi;fDT?s z?d_N6kZloO-X|*z-b@*!G=0ei3cjOE;SL?c7kOBrM(5J>>#KrFZpF4Z zC*cJAhv_t7$qqLOa2@UY#t>TMtUF2HBmp(s6dKYM#ojSn3DbA~_9cq5OW*imT6n*? zb@xlW{*e6geKYy4?`RvP=UDgk)ShQu(`$#~46WMbV1gP-yKo^t1f@zzYAnH6#R!z zSN}d{L!Vnw#E`E7*>coi_QMUgly+Wd$ObHwFF?y_;sPjmdK{{jjd^>9 ze9YvjrF))Zh&~`;)-;g|`G>c7y;djptRJuvaOppyDeY6bdWyLXWqia1>ROf1!|VUhG-k_zt*+vnUA2J&H1% z%ibyf=QFInk!50K7Et~7O!QcHJM?&{f$ajGzpNG*nAN<}E^+zq4%&6;1&W-2NMEYj zi0;>wN>;s`rRF!>_sXOB>!54)rC$0*!h%9DHj(-&J;MgUt~Jaj=PCB5ob2k9!%VkWg@>&ND+2LulObjLFqE7XQZPy!LNY+N*$_n zxzY0juc177C{z_1FX~mGoHoj6o4|q7xM#=v%iXKrJ7>g+cH;CYQMn;xqW8nDjRYGb%#2Lc>dy}y@O z3Vv7zhh`Eo1lEt8B)@TL~p+fQMVX7 zw7yr#H6gP;8azJ!u$YgL*+V1&%V#@pw?~aaLuzA0oRbY`nK_zzU#A983J&n#5aGRo zx!hhSz}?Gh-b918S(4ojy_>OJcMPssj_*ZKSTVB%g0=Nay=_Sr~F4ic(-6*~l^@IiihOKUpIAR@JEYaIC8CC1mxpWnw z+1I_O#h5uWK`fDX-vOJaT`p5u??dpfc0t#!vW?L)ZwSGu4D5zEMKSCLwKwic zyfBRwpwO#Rucl1hOYoubfjA#Nk7|geeke8XVd```i-LKfO%4=}_q+1_wNay+D3?lo ze!dru^}6kBa@f}c_YI8`c&qIg+;M@8e*p;&-gY$ZH?UQNg1w@{u=eQ9w-jIT;o3#% zL4Ss~cHfvu$M3kiBQf;Vx=mIxuVScuuBLO3+VC3E!`kiAGSg1*QC4YhN9z2 z+kPwK%99HlH4N)RpHuEc!rqNp=DAQ)9~bQ5iG}WnhGrMfYo?iLps~gR>W(nK6*oOG)OI?tNtFeu2VYubi2P7LCxD>>>w)z8| z`-mN)If$B;JIuLK7^TF4p<8g?PA-zT2Dn`CM)htAcKUf4A=QW>B4>V=HfuE1RM6MU zNj>$l&9NHYkBaHz{*8HwVMgXASyD!_fl9UX^>QV@1*4i4^oZ*EZdp{g52=+jFA8&= zh!Xwyz~}R?&`gV70k???^*OVw1W3;(pS#PysHaUm&gE5Zc0U`Tj91NtB78zI-TmiY zyf&P#yT}2KrFS#C-B;dJ7EsEjhoP%=)z2$59c}m(YB^H?9P(tf>VayKBU<6IMgc{} zJ%}T_`hC*qHJ&d&yxpsRR9FZrestJmIC{ve3V`cWn;lb~m4t78c*H5v$NQ#>62SX~ zMsGggegedC{q{GKUwI@{ z^Q7_*&&#|eAquuUZjIth-61x605;V%tL2VEUvd!%11(%W*Q=jPXXrH}N%CMM_L zW-H$T%h~C%_QVamd6 z*q!-#vnRqM#%a)@c}lA3CNMnpK*xU6ZG;jeO`kUz-@uYrl){ZT%w{Lc(4V8HR}g0f z!;cBrHUD$1x0s|Zcbu;6{6@dFmZET0fi+wy*_GL>H9SnmZ=1{np^ zR2-RP9-o!bq=>i@$*KA`Wxw(a^8-+1^WP$WC~B}58_`6l&X7&I)^8&N6ORZq@TS8U z)C%1e(WI$&e^}*4cW)sW$M!Z>My_1k0o^~$5daM|H8Jx7wGE;u(~jXuh4hd{chu0xZ;gnzN7@$rtmK1SM0_`j$pMRLg*UCoKQb(xvZQYHdY@<{UJ2&p+>jMY=Xp1n@% z{%hZ~79VGwQtiJ=*MJ%UJeM7T(n>+!sfC56;${szogYIEv2b+U-n#z=9pUk$2ziRkSZE zbv_RA3xKdC_0tOUOX9niz2b4!$l+<){&-FFJ4DppP-F7q= z*o6gjILOfs4}soB-m0K`-Bjw@hqCAMW+AH1E&^3m@2g7mqT>8SoMBzu97$9l$K-LD zk*&0y`PqaIR?#jiBg_Jz=Q7q~u>7Xi+52)nL+ZvWY;0lz!RX)HR;Bi~TO1kPk^7we$MTiy4i9LRhzaz5>V(y4_XkTSB43{cRtrL`-@Nus!$yo5ftU%-5;nP zY{%=`V78sH`vdv;COrh${$||*N^xmm=^FD6^^E@ec~ZLs(}d<)iSgb?)U&pF+tp_N zmx3?dF>Vmf6 zBG-f_O3#bylC8|1Jhaa<--p?LD@UJojvNPenr>w{w5FyDx%CRdln z@N`M#X2Vs5ZFQomPWP>=R=!@7H=YE~zMNR)TZ4Uv(vI%LckWLI*h!J0VT&r+W^Jz~ zEXGeN;kf@UD6rnQIy|~R_@zKC4nJz6f)kp8`xx0$r@S;bAG8?fS@}EtnrMM9ZK61t zdbIk&$g2hrim;hw_mp$5&A zEp;VQGdim9>2%h;5_{-4@+d2M=LIGtgeDpJ>kzJ2KYCD}a|>abja4#5K+|M<}=UbiR^7Bd)NvV7NJyF1>R)+F(X+!Wl`d17#|rD z9)SKuPvof#x|WuYtTzcT7?^W2Q;pRzO}~pb1+u`WHB;I?t*$ow7{h8sJGH>Y;y9(z z)*;U2oj!f}p8{Qvn=7TpkEUD}kDE66P_?ZM0i;xk$FwVi3MfmuP`yn7`V49hem|}J z>eZ{AN`)gmr#92IWfv%Y(Yzbab-J*NdGY#Q^h`(_crZtvo7>CU)UaQ60J*bPROu3= zXRup0hLe~~v$PKJ|MAK|Ly}+c@n<~JM`q#PHc|B6?p!A7)Bk0ox#KTJ>7M6BL6(aJ znO2e9={aD<4kRmpwG=*9hDM^Lw%SRH4y)epu40b5{nOX6!O)$jyi! znba8NLSX3LG`7E=HWw$U=SNz`kM*y(*np{+ID#_wX3-yrU_dl+1A0s!cXFBasVoCK zTcRDILa|vj;m?X`$I8paJguPN+9HW>*e2>4>~%NFyF$v%@^*6PNL{vR)pH?UPgl8s z%mV(}l<{@v-TRp!jDLaIJNNmrdYnC0!1zZwG(~cUhm!9zm~8{y(VXy+nhP^zJ1=2+ zQMN>NL6@12#tlU_ghsoSZ}{XD5@MISuK_84y^2B4Z_jTDHKZzg)KJ|wPCW}d?#eF& z?pY;2dvJ$9Q1Q8M4k1SK&={_qwEVYB>;53t{a!nA>)9oUR*#3O=R4|rO<%Gt&L*hH zz@bvkq^VWJ$JEAoDjYgsr+mQli0Ss47wn#wca7zE9<`*{y z_GJ6K?gYa}T5X=$F$e>Ok7s9w%&Sz)PS}e4(v^)OK5A7a*-seO&XMd=wAD*@z0p2d zH|W$eSs^k0V%&A>OxZSa>s(eN+;@8i8OZ?CNpNk{7+dOp7tBEyTOTZsNK;9OS2G%M z(u#%J>si!bK4Tj}^{t1&KR3_aRp~W9-`epU!ZCb!X8K|1sR9GvC3c6}j*|Nkr6jI0 zB$?~(|6V_$V?_m_{|fW?d&Oqpn6>{;Uz-dx|M19Uh_>?YOk-+#Qcqj%->qgIlvKGD zJ0bK)OX(~$&#toPoY2)5_^MK4(8=6=d`!tNN1$$Y+b!q36)RD%;tU2lf9#FP+(v1r zBy>FPs6b5WGtLd#(^&T1POdz7@*V+zkrnR2H0J_AHB5IZQIA@j?0;gU#daho*v=Q8 zEo0w9rl}=k?1OO+HGTmiOvQm~*s;viy!39gC#`45q;ylaDA%JD<`AkS|MFf_W4`%s z-LCWM^p_OvH;a-L!tE@&`g1aSVhgn?b;i3umfGYQw}5SW>wu~8k3Esm?S&$f+U zE5Mw*bq(y2VNqY{Ct6XnL3Rs?Rr>i%2>#A^Ra`6cnnku_wCB_+CbHv!>?T?&Kg`~g zbQA%xlVXBRCM(wEtX56+$AaK`roN|mJ;fa_kFj09;039U;OFF4CmHkZ!jY_kg`m7ENXBimEOgMg-;_7Pwchyqrom`BL5`^-lS4{~y<{0b(Wd3ky1 zQq+TqD42H$>J~%Zo*KJaRn4Ey5<`CmBe9Jv zef=oGbFwk=Vt07^?Lzl*tAI9>Gh?nlH%;~5rDT|z=hI+vElRTVSVQjRvQgxg3t~_Ujd0I^%mjJBK)SW{4rV5M7-OB+TFc(nen&6(@jQ zlg~3L-0=`@LaG}1s1%Rx`-~{qRNFZ1VPU-jd~loovs>xOCb!1_=lc>er1mte-h)fi zfO7w++`d58KI@OwtNp#7t0qf?`$3`4#$^{|HL%A&wu5rG+1_GeD<3MQ8?4KioISyk z9Biz!LZ%hr6Sl~bU#v^xOi4K4r-}0@>kN?yfx&POlrUEcZ<{OJob%a=O{mVNZ}c~MWLsoM>}8V{dvAWK4ELUN0&iAE7vx!HL%wE1u>&FNJ13t? zWE%GudTmxS>Iw^j$4{3+LY>S2W~!!U?)L|!f8L2z%zi;=Ce|eB#X9OIKk@z7_%BnZ z|2B(4DY#KvCq>ra2STf%1m%m;lqVzl()5nyQqPVwf7Vc4djz z@AKzUFFl)BZpx5u%5v%v8K3J@SZ?L3uT?*`?(-9=btuW{Fcy5sI+m{Ule>_ zQ2h%9Qw4X7KA-q$_46z}zA|3F=d{pJTkG(ISxH@bTcxo8qeI?wjG3{$X?;-2n)psa ztj=_^M0_+x*%)fZG_4e-nnpXCuebtQB>BA#Zbi8G;p>LxCPpm8E>^zY;q{2L*9B^e*P(u=yK&$|pD-Qpus_;eR*SLUu6 zDw@h;>);&wPAzSwr&j#*x1mD5gaG6}l083#-2a@&0m)n5wwbdn^co<`%G708wPFx5 ziz9}+8ErFaEn^K^4{uhQ22V_vIFCo@Vbt@%fahte#B_M`Jf3bzg>*ySF8)4IXUWlT zu$Yf3-$F{nOn|95gp$RLYm~Mpo7^Q^n#Z@y0z}u|J8bKbW7yt*3ZH&kGANxk3AMw^ zR6S|VNpe!(3wNnoJcfOmFst`@U>YwM0BK3hY&p&kbQoKR#_8?AT@%0$xx6S8vDN%tT$QA zRz6Bh`0xKNl(SLWYVL;%ZqIv3NG3?^1R{D?>y-UYq9<6Ns5J|b=v;lE_01*)W}URmf$DPsLh zS+BCtwf5c0cGQElRc+(jlSoHk=&py7lT-!1+(|ETi7cLBMtf<&}D0|3^!BK;ay?c%!S-yo0NEpuR8L`fxPjofC+rU2T+vQz_LzDLf zU;2H5KXn)Eo9KI#v8kND%c-CLGFgzf5CjQ_gzNbQH@DMUrd~GXnf^#h4N1;Y#N_~# zaI+13TWv&+4Ly}X3S>)H`l9yFsb%~V_>jpr*0-N84vJ=1BsAou2YCSr+=^mzzcQg^ zZLGyFvaPUk&vaO2!_=ZKtB#P_&?A3XGj@97;t06$>il|3?b&({qUSH2zat-cuFl8} zqT_7Roc=N5!R0)A=qUC41RrPaosnuJGd^7x41)(P5UV1f<(5be(*CT!tp|!HJ-YF_i zL2poPBlIBm*}`pqVZ{S;|C2B zRmA&dH{)WRiTOWFZ?~*xWtY2}l=T2}-dU;7c@8-ZP|Y)rcbycTa?=}tGE2KR3Ts;E zjigE5o3PJkWaHbLH65s4+x&o(3K+!5<4LU18RX^hcF{*cXomX=>lTrR0qG57Khkq~ zXwK%+`n}a7tPGeAaI4>Iu={Q(4m+)@r?^<}n{i+Nb?S+ZS+G+GmCM$hBx~!8Xd<`j zJcrd+`NQ~SAG=z}&ABvSdG@!}CD=HuF+y-{S<}t?7MRAWxu0oCH^Y21eqRv}XH|Mf z@WqmCL{3LAqEkbWV)BTWeD$Hbujx1w`FokKF2q{Zt6q?FjN4qbU>~qBRW_@NbaGsf zAN-TlK0OP~X9i& z7SEUp=GF5eeRI@D#0*6k4C9lP+R4o=EL^eZHT6V8lASBG znN{h9CDmo}*SCCtrv{VnH>Q{drha@3im0^5mf<7GYhgJf(-ZbhIeSHw5wd^ptfzXd0`L|0-^5F(ZJ8wASahZ{3NMLi50}{7IONHh98INv8bynEkG9W za|C7aXRH5@O|-|% zvS99*n4rDSh6fZ6w0ONxw{NHC=hnn7FXT@7A7fLX2lds>pO>BtI)wSioBnq}nh`_~ zrh(!QPxP$-MQ~0rAY+VI`k1%!?8_GbN+ZUaW@*QSmo^po-9~g$w1J)PU^9*!J3sx5 zw8{5tjI`*qdH47CCxin+V%AD5=IDb>orhdl+;2HGNv5i;<^AAOmmm|c6}&b|(=xSk z*oN2MFIcLbrng(3}#1VzJp0L;$eBA8LjBIIw zC67VnUZSBCqw%99!JsegNG5O3y1g}=lKU*(1hM_c?Jg0khpF*aoh$cB5_$%Lu+jqK z7Pm1EwKAQn-|`dXcS5I@T7Qn~c`tvlMav0r_+$Ecwwgx79Wz_!3N}ku%?)k0N%nAP zdKg3U%nq@&f=Oh$RWj1Qf^#xUqx5HXgGGhyCN;>sbBwC1D~1viA&PR(*QRztlJz39 z(##(XJ<0gy^24#YM{%_q2)53qPF6$f0_>2LSJ6Bh+N2QCg#uwec+pIxo)khS2WH8} zf$Xs9nZycgfED{@foPX<*^c%XtIUzpKBoqWzZr!z3_WYC{SW3dn(`Y(1;wa~RN_}s zeDcQ($n^z8LpP9~AGOHeJOxYy>-w1wu+BeFUY*C9)0UVY8ySOMm|5ry2MjiG6ub7FsRNXRiMgjz`6UQB z${=`3gR?F2Ayu)o@RLud|0BJlQq`b4(8Y%kvia9ok{Gv z?i#kg5qT8Bmq^~@T4coAen0&6D#Vf(YHUA4xEiM%Vn*X|dU))huM@W@a7#w$h=?9hkDl!kmh9CBqE}?Pps!ONYQRiX6Fgf!!88(j<(rwpw?9 zn>ypeqL1f{KFxinHoP_zM@Yf2Ou=Oc8^b!XK5^Gq-+cJbtC4sWKU|Ab+ME{ zcfcoNPST4L!DM_(GAz`cJN+_Y1EJxGw#pGyC{)f2AM#h(It=A}JTQ;aXna zz{<+C4lg(@W^R*~oFK5h+Np&E-^5+^<)77~5^UO_oj~pj0lk6X6sMN)>8TLHsr+6@ zH@}J${Pp67TFh005ev1g4jm19%lus1 zjP|0SJz^K?EW9eUY0bo><*_tuFWL)U$QpHl4_40o>Au>3FDT~XC4mtmHYDa9^M5g_ z4_1wIA%8XpPal}kOo%iC-~M&;AeS;1r^wx7^94l-FWC0cWb)2a%$^sUpWsSn-@X0l z@NM=#-Z%(=nbUivdG&jdPM;23;ib;`NzFd>hYb$l8kqBz+VLIv-O zsO56|nJ^U9^1lnDE2KfOsDGGh7a9s*-(q?*B4!kx-k5)Kp}~aRO;|1lZ1jBUr%2<# zq(1{pfDPNA#r|AZ%q+CC;9m;wS3V1eAzva+=wem!GQH1AEYQ$QM3_);?w(MbYO0C$ z7Tt~A{J#q!1|&ETN|xJG98csaVSJzoEuv;mCn%-wC@)x}UuKGpUBav;)K7e4yKR2W zsCFO}KHmk^wkWnL!Ns1JUVQ6tp<^X*fMI9u5I^nVb=Al|+ZL_-y7JJZg>;S!}$t(;jeb&Ii2 zu0^}cr~c9Y?=;wRp>h)Lb-5>XHT!)2I_Xu;jDs8_arb4;)$CiBa<**C*ZV#HA6f4m z)l~XN{W@boMMVXq!>IHsNUt+0B_J(8kWeB`2oWN^!;JKQKt zFSdys8<;`1#3=KOTr(n9o|oWxDzwLI!t1DpunD9bGP-gj0e8SZPnMrIg;p;Ugb<|d zh7{!GT4Prfo)D+F@+>||rnxH1*PAEnp*J04*;}H$8?v8S9y%gX)}u1mmVY?5b#ClH z4`j0U7~&tNiuHWY(uj0(Z4BzXzJIhfs-9ptN^XIySVPgFMPoT%^9GUIF->~6p_}z! zcj%n&?XahJbmHL-)|7q z9MFjNu-<{U$u*FJS^nIE&lv>8+?h6i@-TsJD~EYfXalLu^Sf_sUAA{ha5^il0AR8Q zdXJJz_FS6gr)G5&+GXZ8RRp=GTODt<9*}`0bB$G|X}(SAqd$_(Bg7utg*4~Yp;ycf z2`o$S*JS^ZKmDuF{<<0j6o-L+M?bx$pKI)ny)r*lh4p0L8p3-6hO8@%ou$r{oa8zE z=x^eEoQafM(!Ca6&7zArp^qvO&>lXXXhEpChqZ@w8_8NL$@&b{{snBgF*qxM5 zPb|GNCB6eP?9a1GZ}S|fvYa*{|B^Yil1ZDBBQYjt&SKc3Z`ni#$;rLtF=-`7e-s01 zWUGeszgGy-yzd%VzIn$`u8uQV6j$M3D-u0nP~?=*S*`Uks>h;d^k%l}lzgV+)d8i= z$(7GjKQp`|m<9Mcf8#!5+0%V~J($JARM+mNb9T8Qk;HBbY}QNa6pcGsJsG81<>Bq; z(dlhhou2DSwyVfIwq9o2IVuTzGXdBv1@R1Mu4}Q;W9ZgNU%Xfwjh|H`N;g;q=sqwv`}mJo_c{5@5C%(9*Ap{({=15+p@v+>&E*yut63T5kRzqGy`du?COTf; z@8F{x_T_pn0OoUGy<H8FAJ2#NfdQ_VmP&_iO!!sMmLH+c&Tko?$7@-qz4?P>cbUHthZ3(kT&vsgd|)Yx!tc5 z^NSctZ%LfkZEtw*ugR?RF-%T>qY}nUXR~u;(7(;S;I%vqoPs^Wk!`nr7TF`KQktXZ zoCTbIfqERa$l1*c#6kPLQ1}U82fei3dT_4H_{!Do=W*vReRKtX+m-6f|cK__QF4}3K5B=C9^NC*Q|u=kf@}E78804;$uZU z{wx=#c=rGLgDwI`U-z_`<;A`oSE><(YkTALNsy#mJa9e}-?-zhtwDWFT1aTsY$j)2 zLAzG`_4^k24zZ5yE?l9bY=a*7&SAZ|Cx&V9Bvu0jUOYa|w*Gr~-K=YsL#s_%*)jW7 z=G_X1{A2388e#d0V!VHa793%JD6|eIN!& zw;Pq~as6--_94+9IM>&`1omhA%))V?p|VcwIu&gd%+0*Q{`f0pf6iYH8P#W25!+)< z&w`&qIUU6<4Y}dDYGkEQV*>8XTU+Dbbj$=;UB0IPVi#ZEa zGeSH`zh{ATKsTXIckd-Ywc`uRS{-cRScl;N)n7UJ8kDYztoU8Abq!u`a zm%;^)clYYT1;_Uf%nFeKrOqjsx2PQTfx_###lx|m3{!ctMXPw*;kK-aL-zy=#6B*6 z!Kn<1JNn+}pveCSyBV1My}L^m{ghRRx6uAADjEAh(xg3Ip89 zvJNyQgmmrY1RImz+oj|Ni9#3S`^tR(zLT}9`&mzD(X?ApL1~sBT7I#q$~Inq57fzjJk#1%Xr4RSpdxCY zl7$W3U#gZJhGFY>!tL>WcP?Apj4xgJhSn?LCuA8aeO@6LsT_Em!Hx|)a*6mQ!tK9A zc4|jGS?j(l(b2xX<#QbowIwQ;HyLvt*}QFSl}27U$GJBZTjzk2nfXr(qA=f)R%IOkJ@N8laXzj%zA{JEXp zj`JnlE7xi1aRPW;9Bbg{a>rvdx1l0RNfj!$qiQ2csts&5ahn*uoQBG^3i6mJ&@|!Y zKyM$HWI7s-)h0pruvv4>`vd1${#4tq4eht6$Yi-zr6S(-;;wTZ{KU^D+O47`wK{CT zRZV?=w2@#|Byc$Q^u(I%>sERogUXh{ZAGS zLs0!T$QNmST|xrJ&S%9`jb)XX(QY6*%1=Ybg(;yoPOMXaip&2lAQ=H`OA9Ho(vwQl z2}~i1v8>EXQr^6`+}#&7) zA7uG7#NouP%Quyq=BA#lZMXf*Ty9Ru@RB22n!;BU zXfIn+5lZ>y1VyIFV7dB7K^@rweg|Hk;-pVenGQT73K%Y4N#oOM{6uIdR+$nmYt(g+ ztz7V0*8Pj`3d-Wv8jqejW?&4)PLOQQ2@I|6(lk2N3wy&j{1=cztt0Opx<~LcioqAb z)MQ-cCdLhgpGOV1kYJm}^%I}lT2i1!@wUs}s%4Id(L1Ks z#Pv$@sb30oh1*pGkt(jAr}e}ABO5ClxDp077apaGaq8u+ttA^Z6PW-^__b=|Ck?v1-?~fNUvAkK%h5{GU{`M9C;vJ(eZu(I=N!;WoEW6W4W3la(6UMSoYv8&Hd}B_qz&3T+;oy3P9U z-12<#(^Pt;w5x>(uRjM?UYn)P_CH%%SeRXxz^uw@%ewj?Aaxt{YD4u(^=y$v} z+@gG00xy2rwo95AAJivLdn!lRD6ff$1@ax5j9R+8xfJMGs&jG5(8z!qtto|YWH4QEAQtRS+^1{IY zvBMu;GO_BNTRI+=0a6kr)u%L6w(hP2};j1(owZ zi`Ip{ZUqtCMq|O}KuU%;Ob4?uTH14#LbZO{`dv=i9~WP!FuCpds|CjCPO_hBHpM_m zKU&q@V&ooXBZ6P08-sgt1+-av>HE!`>?ggll9?|viY2kS>Ret0K@I-mh9{~G#J!L8 z5$KK&R}BkZ&+>q8e~JcMNlbZ~JdWAU^BD6Q7(?cfbJK}yU4o(vAn`2_G+{-dh3&wZc=ZNQ?HRxa4{mt4QR2HnH<-xIY?f`zv#R8 z561e(z;%mmU6Jc_pXSvh>t@4I`(RusVu{AZZu)pgatWhnR?O>>@9MUTP|SxS^~2}q zu@y~AFb?g9Mx{SMD3y=!lFgg$MC48qUtA%-wYjcO)X{YIT8!MP{KCRHKhhHhUSLEhfflwc5D(jIgC^q)<8qS)pk8%@i z^T)vSwW79!kpJumJ(qZRW}^FbFh%~|SC=1vZ3EQDu4!y-`(tUvP{Hq$jTz<|F|kN8 zY1LQ{Y&RWc`hB4GdN8NE6D_iho>@{LBD~q8W~>+J0dipWL+QpIyJ-W+>tX)X$fU5) zCERb!M~y_WJc?KXQ)6)!c4JG2Rr>C!^_0?C#OU+y(*7D}ti9hiCJdVK^U0MD00{Zu ztX}Wj?e}RDn?Y`cl{W)(^^)be4Sg&RG_Uw36kqpvR8}#fC=XED@8bS4Q6B;0L8sH; z_lJ$Q#QxWG>fzV6VTt?e3FjLcMnoN-8Lag=cXh?PB}8vTIWP%%TKhjmh*4|CPy!BD zOqzAa9t*>8w3jT^&M+8`*|79jU&Z zCqBqgxou?6FBXF`eBlN$&*o#}yk?2<7&9zbX3>5%Wz>7RH8k~eG7m=h$yDpf*Uw$@ z8ToxcYR%@5N1szKg}1t^9A=%4G4DCh)kkQD-#yCk1pJ3GuxhQoZmFV}NDe<(d?80h z2k&m&vW#q3*WHI_4JK{XrZ?Lw%KIEK8{=I7SBVF2d22eJUgVAD{tQl@U}$>g zxZ3!K2};TJoCaC>-`^?Mf3H`I0fVE#5I<7gC%4aDGN@Oy6C;{j5>ISsS0jvrp>eVE zuqL@V>qZ3|Z>BeQV&-P2Y^i9QJ7_Yo+fcSR%20E^NQ9IZ`Fj2Q3QZ_wtQ zH=FLA25Pb$*5We_RVF6tA6$ka_#lUp7G9F$bQN<(0Y2ThG;6#CVedEn-7oFBo?;vL zzY9=Wcwa0<`9W~qj>`*UPh?2RXt1+s*|i zq}_>z+EwTJ8Xssq$Y>rP1$MTx7UGMKGHpQ(VxjG>t^=Dk_=%CdnrU#jyo{H>yUa4R zs-Vhto#2kIofiEv;m?xUAL#wsaa<1k%Y&;q%xPeRK0vgOka=vGOEIXMH{^ConFTmT zI78N(Pvu^egEPUoT>~Q{#!BwHbW^5E%k#tubS$*PMBZaZ-Ev9y3^Z8AMmwjq;Z&veHS^#s|6DlC!pP!OK1^eh?|JqpJ%^f>q?qF2Y2W)vtTXK{ zBjeeWw)lD>``?CC_@HRsQk(6IY>I8@>FF?=arniqY>4`Nmk0ZKMUgARF!QnS**YM{ z>E%;5HpE^{1<(AdO}8Ztdc6vJ#asCaQeX`-eALnFhw#Yqc#i?g-kVoLhLY&b_|X=E zv)o&H#3e@F@@O(U!>!|7fY_?^DJ|~JynAk6x4o?mBTg(0*43^vt%+Fv80L)|Y8UdG zlzxo^Vjx$3Y*cTm2NdHx{<|<6(pd#mccXz=6{6VYdr(oOg>OvAm{d|z<3C8u?iJ~O{DTa~)^^xh_&TSjzZJC~vn4AxgBzB{&ng{KD7ZU6GAPD<&1 z<^mE;J|il4%|xS!pq?PqAdw&mzP)zVT(EtuI3J-8U3i zQQ_p5D-sU7TYWdZ_RX6DBN@Rxzr*#s`45inz{I{m!eQ8Jy2me_5aP8(C>TYzKE#IU zHN#~OeNj(um<<4GQ>pOX9tpjVbH_xIj>b?{#%(rc5zA^RINP=(BFxQ6{Y@xKd}3=JR}P~pjufWIF*q^R=p*GnIwuGtP5|C?!9j3AFFm>Q`_d7O|m5TS=2y~Fe5jTtE2 zem(;-&-~@7(sm9|+ukBJ)Y}L5TT3EucVokr_kr~LFn$!20#2wSAJ*av= z^Z1jfd_ooW-X9f>{Xi{%X~uCK)N`Qpq-D#i(7LVa*S|$t|6Rxl#K92AiM^0{#F^c+ zBQcVdKz(ugxrhoLB^hcPuq>`Vp7>wJsrL{5i=*g=8R_z)b3ebd+r$O_ccExr!^xYK zFvNIHF;pv+05A^P$kn!J4T2PNCp?ciY}AnvmAu1}s@}M%r*<)=6(^vtv~jAVr6X8D z8{gaatR3{RhWi^)eGayN5dtd$L{4E&24C0JcD>())LROw-fz36R3d>ICK6i~Dw)5a z$cm}G0GHKi^^lp8O5D`(VMEoPe`S*IfFz7Wb?G5{uH+Cx zIwABxW`5QJvQ2ht_pPMvflr9)?w&R|5#3+$w^jV6pEqELNMpA^(1&+-)GI{b!U# zSI!UD3F#_1FBv1Y5BmNq&s+WudY96dUaz3Y2ZQtiCh766;l5z8faBNoW1G0Da_g*TyX(Cw@WrMD@vY%eD zQNLWwcG3fZ5eaKb)(WvU$!|#GsDYEsf|c@`DTkv4J^wz5q~xY*hG&McAsEt%`|PnZ zTQN=|pX{l8)rq4+GGM?TN1-q-fy%2mU!^P{W*l#D#5s4Hk-G|4Fl4^}x|i{HT-1xm z*UR~+t1gT`tB@wNkgU$sa zh6M#D))ehMlqYs`D9@#IS-D8XIJwj&FgJiI0igusHso1O(5xWCxGUz z2`|~Ij$kGVbhAWw;h>(r+mppy$`f{pB)z>H$OLp|Aw<29JQ8@ z;_Jb9%qBLk|E&7eawhscLMGyyP;E}f-W9urFw^lpCabsG<fc^Tx$E=i&0}rnT(iDqZ|>ahfM{!&V#pC0c!@$X zH}`3MgG6WC)br8QN6pto^4KR&@3gFpLy2Ek18$g zX*qgl%WFD!f$^zVq>HB@*;qrbkoE9 z_;lOV8Y$d;ZYKTpvS2Bnbho$;LRF=f{@r0Z@H3iIO{E+T-8evho*uy@mdurWQk=@p z;!EA1{-`TEU7u&uB6KfeVu5NE&QAZA5gJMzT+->3OWkq}zLeb%5*O937=-KKb<(4K z5u&~i%IUi6P7=k!S=owA!}aaP3j&Y7%bJsF=U5Q~ z0LQ+-nR3E77@desipH3y!1YZ6O&mrv8?w$&9$3*z>}~@>v1(RFy`6{2`oCCF&gHa( zFd@efUZY{T#oee14+kw`dVriFVC3yx;D&a{yq(*9u&KkUk3<{rBtZ?>w9-)p%YI!e zLCwSP>mL$jvjyeba%8Taj>!2-Xkm*dmtMT)cqo!Q{HD=BZ{Wpi8TZks&@*~SITCh*048_#ZiKz4~uyujS ztGc>L#X&aJde1)xrXgJa)P{8$2IH--dzLP%se+@CV%&Xf#-YQaQ)|leMGBtwgOnR_ z;?ddGu_ryA99z9}hcaR)J9`^30jt@!@cP`^=f@fJ)U!+-57T>_P!L{V(aAC z|FstLrfhitGhq2S4>W9)tFi*IRob)tINvY$TD69|#iH9BW5}E+!x%TitK3X8a_tTk zO?CkuQN|eWLTwSia4zbsKPr607^ci?bVtZh#i9X3IiT-5T%DHV>u%?uMqpeY+c7kH ztL>8dsuTPDWe%Vl3h*8OD}~hh(iZG?<qHr-85JgH*O-_agXR}LZsrFMrTraQ4cocsMsqfx zt@Y|8xS1x7_B8AF*eL3-Al~k?0c?rJ)@EbV=aY3mviqJ-{0;?4tDF#vIEY8Y>AvSR z4f~fy5@YS-KhN7)MY>%UfqpOe??N!g@kD@87Ib3)G3)8k4v)bYZT^tvtALngajbC^ zZ|9XQi=U3K5b3dFHDSYb3+sd(HY(t11Ui(9c)|px4^xm|a~y#3IT zjP6go#|{cv9(A0UVH5cR)GZr{`5uH@U{FrA2~2=LT`CUvT}N^$Y3ioqA^UnoL(W zgw%lpv@O&YXWiT^C-A|t&m@0S@=gBz{*X6Nv|7W@oUTx~Usgs2Vf?|`iVOJ93w{@T zSbzJv=)>k9|2-;wzMOwBCp2IuaDF2IKOZs=8_jI8o5=7QtAX3-LXQ^S~VzLVjL5e|H%Y$CC25zO7+V>tFgch4h!?SzLFc^;Y?l{G%0 z8Ml;?&(2oQPgRaQwyS7clGg#}^7LE0+y;_gmT}t@Be@BKM8LZz@l@8hM5V3rB1$3i}`@(xY8Hf3n zW7HJ$oW39h7jr?)X4&r8sLdMD5xCHLBKFjL?XGf|+FGWa_a>O?aSks3A%QFZ08dmcr-~1 zj#cLFiR*%3c>OldV3(77AZc|Oh6;2J;f;F04>^Df9e|BAq|_D7WI!3A*kS4lQ=npY z&c^hQu{x{~B=3}eBGR&k_X6&R=A{3@pWgdV3c^Mipirf zLo?r_(w)GeanfM804nnFW9qER(g_2VPaP5aeUq4nQv+8(ql=XwIxXG0#$tqrKFJPa z0X_)E(OFgd1yYzQjrifq=IzZ~SaQj9#E8E|#h=SyY6rfq$P`g9T}wuAWvhfh@PVP1 zhwi1;_Fv-ld-HWn==&S)vQ}~O6rbmj>$q&6@TY- zI`Ug-3a@-CM~iK{f{pF#f6nnueDrDK+%7mn(DfKy<+#6FHK-^16J6d=>yPt( zGm({*erg;_Z>qYyouG{J)@)Fid(VHBc3Hn%AliFm7TNc#@{^Cn-SLds|{&@VXTdGSP-%7LBo1^f>`2P$e zNKOwfGC>`Extw2AKeWF%9W(z)P)s)-0F|ED`VYhH_L=5qg?7kTtY)9Ya(3%R}i zn8FY1*ivJLYmD#vgX(%F-2QH<{pR8?(*N~z`<4n@{-TIQmSL8=b_l2kW09U|C-RE; z9%;Py^COe3XHFxJVb!C$-LAA^q%a`Q;TqdJ?t>Qcys~zEQWn=QAzqKFfJzCQGcwL9 zC<}rf5sEa^M1QGpcJpkxdWKTnppkoNk!gcLF}}VLQRX#kn!Ea&Z}26e!r7-RkO%sWK_AX%$ysT4~AxzKeq8unv5>p$qlwwOZDaqt@>-*mxO5Proq4Xm|E@ce0nQ z0IH^^Um5w?>C;WFlhqh!-y5v0?}fk2Wc!&J3H!*iIOiTUMrHGes^>OHV`kh*Eo^aS3#$-kfJDbc9rtG6R1 zjE5GDnr=I!tTCTV-VmMFJuG!+UO7v{hLugvwDW{oTSKRri{3+(*o53Z>8YeuzXWWZ1pXj!+tP~u8*)o#017NN?u zD)-#n`p&l^X_R_K7IxSjQ#ziWI6GfsOg7nZ*mBr=+7$GzDS(_@;>Ox|<=vuhN^5e| zH|`GMDZLz#-Mt~ar^jKq*Is=EQwGZ(p=CHA>rIco}gdXST1=g37@H2%tIF_%h zebRvJBIR4R$YU#A`@ZGEfPF*s@$<5w-*;K9wx`8Btt#;$Eh>TGh1sW-Gpi$kK3+Rg zN)?71{hpCZoXvPNQ~v6LLiPv~TY;2KArqm&v$mjzziiL1MPlaWfnFo|`YZw^JX2 z+V&2&f1e_glfoS~?9X?n<0D2mE|{_GuTW1Zu)Z{gI2)6{ftJ*HA_o|p63DmD-svo+ zFI=zFk^@s&{?QDiMBWM#qu_QP(rml-JZNDC<9?uDL19lXw`{gc<1;`+)YPxu28NaM z%W46!ZnETra0Kr@-3Yt@lgXfIw5YAphI#Do_koQvBC%|Fdi3DnWQza)IeNk5=HPN<&zBx$uA|L>QB z{x2WGUQ4N`mWqi|OoTcoO4p69*GLa`=a;@nRH`-njy=;G|9_B9xM2Ed^*qpacb2!a z@TzEA=k-BEAAMBPv^E^qe|9v}x*#>W9~rt5TnHPjZ<7D-0_-GK<5X(1hy+-KfwzT6 z&YnHpI`2hKp0^!F($mUABV7-R90AqTc}FW}PtEwtg7rxc8}<}ge(C|UIccap>6<$H zOec4d&i7_RrB3DGrv$iHWWd_NeK95n`~PsZ3XvTK07w(qPgfu9EG(rlM95g`GMz$e z=&`>tYIm052P2)F_BjZSo%1ksm4@|f3yhXoQtNKA8BF425ACmOh$VGJh~o=q{4*Qh z_PSO#Mp{Ip{uynokYBPx5;rLO(39n>SP<(d^5UnQ{LkkN!npV}q=3>dUWXJ08A1h_4yCQ2|tQ(SssA zO{IHH%rQ5fqHpy4)vEMb+V$Fh7fcR^%m6di9aBx^FQ)#!l24JI92s+_QkN3Bo%DlU z-~U(wE2hl6DeR0R+^Q4qQW z5OfJt+fjx@eaiAEN$339Kh($P*BSughSs=d_;OKf(RF;U4TE6T_S7dqdB;%O-HWfq55se%+X&!w`4tN=xNs>5Y7QH)2ExkKE3n`2Y_T z+l~5mhpSG38{)b=Qvts}$a(r3`1+lVl5za(cE zO=)dR3_R8r_!cx8TWwX%uhX4%u&peZDr2;Dtn8Y;YFH>2cW`~Yb5T%3=cH^uX?(kCOI!7iMdL)hVFFx<_JJW{K|4=-#5jo-(dsesnCQ zvAK`6MUiw;#9Hg76}198wZ*i>#^vw=z8&h;gDaem!v^2(6K>Dnc-$XUEEjanw#3w0 zxC_)(vvS3!`X3Ixl48jWH&yGJ9-yjfYC%8PDZ`2!Yv(u)=0>t^_`hZwTb=Z&tW9+N z3W#l02d(AVf;i4sS(p(XK@g13{v~`x0i}NvCg0Gi;>GLgF+5$eekky^XT=41Mzb{2^TV zAu_R5pdz+$esO`@{>N6F-uTMoVMPJ2r$!K@mf#aOFw_gVm^{;Hp);1R$)&l^&v%Q=h|WsLl~BHeu??|tTKWxV&tAe z*u8NbPZ?)QYK$k1&0>1@SAh`}Ph0CwyTFKGtzE+1^hgjnPd{0~WsO>`JP(iQrP`aj8%JJqsF~`thJil=lpHcfQ=1!bvR6 z(Ha4OA&(I|tWXxbHF{p0j&^0+-b=cODtt=3;YpkH#3 z^R*1G-IRp-wF8se^fbo(J|@TV`E?j@4}=(dr?3scnhT2|II-@{#L=Cm@vx|7SRZUg zrAw$z038Q-X2WV}m;dntx>o=g08oR#)ODlm#qo+oWBqR;Z3!8jyrMV-M$r<`F>B}- z4o0eMD6}fG@_pr&mF+bf_L+0Ly$nd7ED9QcQiG9R5EAWqs4M>i}hA>@CWeKV5u z-vxWXRz+C8e?E5JbAkhY-p8?olcE!J&-v(9a6)QvoZZ_~W5R8IHcBaw)I;k#=gh##toYb>0$Mfman`knRQ~x_ve%=*6FOJwh&B4#NeHQe^0RY4MqJ+NXHz7gYW~+6(pKWv6sdR`fCn1q>3>qP_u}Ws|y8*&VR0~C-%2n2X6Unomjx3b?ySZsQY?R(B^$r&!ryOkB6|>86Jg=ZP^$w?oCP6sw_xSTHKc^0r*N zHexaXMXdxwcTc2j_n^wCU^Gqo0Q!QwK3$&^(7c=dZd2WS5~Ah>Wn&vgz%d&&rm|Zy z;928r7sR#x38eH4r9F`=mBpIPEv}nbY}5bOsZFR~em*~1!lxnpt`P(eYH=7!w25X% zU502Ln1fVYNUJT!yM;S58YMgXf!%2dg@7P+FQ`fYxdiKy3G7lYMX|&j_A;ueah(9$ z{beYO9RUd>)i+T$Hx7#N#07z+`pK9J+H@>ZL70BzR%BKZ#D0YFb$ScA5w;D*&+Eg zP-@r2;Kt$xMQXX+aMz5U#syj`E5Sh@qjq2O0&c1#m;aS2k-EKHh z8cD#~y4R$|`Ltdy1+ra^$G5M~L5rKD_}ZDGbZf_CE~e#XkbzoRc1% zSexlAXk((Gzcbh(A1ECcEjhOEZUMmq_9DwZ{c@yb2>nx>CruFPu;{XgF>v$_UcD0g zFbgTdZCze6Kf$Q4!Oyz&@d9<#k*16oI1p@(I#;3wCMc#vFof9jF^q*S$m68P{0EvL zgW4F$^^=%nanIe9Sz#{G`@z?@vy8&8=xBDX*eKcc#Y;H5OFw)|&wPZhKr54c-=KMn za_qrS3E{$|ye$RX^)TH*YL+*i_!Of0tWcIsrFh5j%A6g%mxw7hrTBUoJv-C^o%8D? z09`+|3AUl+8#i>z(U>P0_;e5$baAu<;-{(bUSl7rGTl+&zyC zr^Io(%s^ao`V_E9UCxivJI7OH+n}}oE~sZ>Mo^$o#m|+WII?F^ZhQ9#oZ7tb1}@So z9Hs5jrrE4f$q(q$@(tw!CH!RlJA2~*`ZPj%lSrh^M!L;w_R>T=wJEBf8{GQ_zb~1{ zpkuMgMYkxcsQzoxBc2avy-Xk&rl&5Q7M)?18c)#LwVU% z{~Igr@8UIv*?W!r?#`LIU9N8u$-Hf(RFG2l*uf!q+FD)P%PE~z|DTt!2;p(Z`qpSN z8HM`RVDwFB)zyM)$KfuD%`qNrE@oKAFUI2l%v1-=*Pu#LTc5pDRtZcHOHXs9pa!)!r;0>K2(wy}6NGNE z8&S?!y3}RSoTm=(5T>M@-&V>~-6_8|UJyEKF<9m;VamBNg23zgW{?&HLqMWX(IfIx zh^N<=qcYN?;ZC;6j$re%IgXOjad2(=>+=SxMWQC(03$T<6Ge~jvW4nbmyEB}g}P5l zFfJ$-H1akD#WR87DJck1dI*uI04b)KQX6)FBEOVE(W!|0VTOzXs@&26BdQOYlOUrh zSB?Po1}PD09aI2Ztc!LR4d>@VD` z*~Z1a;Sse>9Rk`A6lV+F@|~U2x>kNXTa$C$DR%HjSfra~=hj&_XKJg+v8OP4(>SOF z(8w443at&l#YOvsCB=QoDoz`sdHa-Yu5wo2jtM+PkAm9_Kg7;wl$HKWs{j8vYF=phJ_^cf)JNN`eOW(ihkc}*4W7P-Be(UkGRFCV2e6LUW>m>j#Hbis>BVnQ|B*LRW_m7=_nIL_UrW_zXGlX`M`QrF$=Jj_qwDPt#e-Rm8wr_b< z^y)ox`o`>K8xz$Sa12~V;AiEYc__)@j1$)ks?RS<_;C&#u`}`{1)IWVmk-ZFa%K*s;|3zYBMN)J;ggx}@2- zcdK#hGPopL7m5`MxYf>UmS1k)Ql4lc$uX7FJ{zJTI<{(#HDynTgm|?CCdP<2XH}w9 zn^piK&(CYDnm;Q7tX2x!MPoJfbMjnrPB6VZzD!AZ2%dAe zpWkK-Q=NhJ(>2R>;{{Wa78kF0M3~fB`eW>V(|0_QhY4z+#^P_KIR^eqwq+=UKQyx) zcC%*R>|dRzlM*J`QkPZxpXS^d<{^Y!Yk<(}a@V|@ z&TdAXhbX@~}n1totSDS4RC)5oW_1T<${ZYFHgz!-_% zA{jM}{)ptr4#Rd024UH4hm#rzTxzmYGXu5+3^7DU`|jHQ@MuORRQVz9xK#`|`2krRH zr)Ss`31blg-a=OyZc7bGbAeqvrL5YN{POaF{jd>~QXJ}I<4DOPyh6D`e)&`hDNA2` zOI0)%UV5l0LIp`P*-J_bsH?LERM*O!=IOsb13UIK%So@-iuPVajg@Jp1p>kGp7De6 zX-CGtWslFnBcv@KGK~1_-jD;eYHQol7j&em#VYfd*v9@#RrA+&pENTm*%Z+UIkT;A z-YBiw5n2m~?6EVY-11DMw5txwtMvw_bz5Q*yD7rQ_HuBmr838|0oo`1n*tIOZ)=U` z(V@#TOeJENXXWgAJG(kDZb_*jH2i6|`a-l{Jyqo6$LMssGQ#eF^~CFB zA;(GQme_%-BL6tzhCZc3x>d)`^Vz+VS2qmrBqo>J_=b`_J&0HYTxDM&#tLj!I_Eqr zmoQ)fAAp$JQ}B@5qr7I&LKPLrQoZLOOBW7;842OI**-MMBcu-M!lnGLk!K~a3#Ru| z+R`=nKs(O(?3FABzefLi7FYAwHpUm>R^572TkQtD7Kz3HGu7B0D}bLrw%6#J;&_Dy z*Fvjs*1;-MB7T((P#JJbq?Jmv<~7ICb&?C9Lg*D0&pC7z|A0e#Kl+xxuflKQ$(9su2V-kt7%)UOhA7`A%t z#JaLQO{rp!2qnh*N}Gishp$1A6ul^+IILgM&DXU5!_j$%v)R6HT;C4W7FD}eTdVfo z!P_c|qV}e!U3&!~UG{3t)<~*W31Y>HQM;sQjUXx{R_(+L!uxx^zrP&^$K!sU`?~M* zIo~q!PC*Ki zfW-0c?AV=~_3#S(I@spFxV>r2N(KF*-hYL)jYEF*siUx)V*Mb-#8f@v^qrj@x8DljA;%G3hq8{UkbDACl$ z-OBK`rkZnqI$pB+1O3!*l9L5{R zCHrAWP3Ml`^zF|xr;3!Pawy=+|5Wr+tvk7Y(-$wiRoJ4GDpsQ6NhtaMcI!jT zk9XCsR1P%Wf2lRCO;FO!9UZzovNFHWHf=fg!pw(W%1&lXqGRu5uU9t8C)>M{$&d9eEOFb7FREc-e!8g{JB^vug_%aq zAFW4t?RVL2-~pr<<|u;Vw&+e~xwt|?Vc(S6Zz{DNRUG+LARj~Ypn?j9`ck#F z8@Z29cZcf}D3K9)!J`JiFn@4P+J10ah#f=fMTeWK30l*;m) z+N%ycy1-H0w@0yJU%UrcY>im>ijH!y(+#ed=*P?_n}%<|w$arg+eoXLyfa!H#H_?? zOky;*Jo@YU-PyIXP*hrJ!1hg@JyE?42*IIw<~8zW#}%?fn3WB;8M!kdC0llH88*v-8HS#{Cod=44+& zr2#zq94WP80s4<-%x+`r_qhW$K9Kql+U+J_0?297=cQSIBRN))ZtfR+_LyKoLw@`8 zw7{1uk(MtwLx0xyYN*?G5kzSk8yFNN+-c!dL+2?-wZRkByV|ZIbXS0>joW?op zspIL5`Z66lWtuyB+;73kW3-&y85*W^L!%XE^-hG2cDPf|eCX7ARj`i8zSu_1p>ae+ zbMz?!vEb;gFTim>q5C9pP~EQR$8sdE^wVyBz(e489uqYbwm)^D6fP-abf=-QWU9Ct zXJlx%W7XMq*eZ*ru@i3narx|L%=^W_g*fhPPAT6BA7faGisx8 z-`6H&uB_hsM-|t{?=;JyD{pw{xXq_c8(qsav?Ij$HX>?C`e#9=aagm#^{ndgShn*0WK@kqa!C=ieXVPfKsw zlp`z~3=udB-fE1Y5_Z!-ac8&zl?Uu`JNekrP1KoW`}FxKuUNHO4#izH)0&3tnzjucUA~U z4C;~M zJv}9s>YCuvWJBE zQ((h3e%JEOv3FvXrp_KVOKklq$=?iLE3KJR_W0x~7y+`dak_x%OH#+%^hHI4s>c8B z%!NHYFtBWDNCh+-RAZ7%0uhC3MkTVyy?F5GZk6lXYrhn8lsVkJaU7B6b0L47*Z)?n zk0)h%VeD)KL$VLizq_J{y>p|@t(K+wANBUSd`#48e0Pjj`zw$I)WzdIf-Wd&EC5M*28vdwoAy`|8t?gM8&M53mq+fYH*Z`4zTKd)Ma5FUG zX|pSz%-EwG!qf9bPW5`4LHmNxdl_~ghqR@l!bgOwmyzx`t0s)w%bhGFgG~0qY~-1W z4=vR|DXL@6H{|b}Z{pFEseUc(WtvOB*fWtx?MG3-9XkLHQs$cG;t@0i*)dTRi=SK5C{x7NXhj;`3+~Fa|V}DM) zq4`Z{ufy?nbd*h`ipMe`_Y1$uK)8m=_ru=HKe(cDShn37x(W}cx>_Ah9pqu(>}-dQ z{5G(wQDP1@O64AH>|+82GTdoO3@dGy(-hM#sr=wclrOGdoi;@JMz1UkOa1OJGmIPR zI1`JSLsb_7%pHxSZP1a*^76;YMd%&am&F(V$ZR$%tCY1$AQh-^0}T4$WWnmCe8)7} zYtyZ?X1hFE9yo7M-iU=Ryc;lzFv$phGo5jrJ0Re?K*o5ouWxzVd`|Nw(&9M0#Vo4| zmyEVkSlzDPu1T+4kDiHm#~s*+ROV2Yf@kq6gV=(N(pU5j3}pF6?n~P_G9RI5Tn4-&eE?O+TEKON~_0k zw2zV}VhD%=*^bHe5|I%re~FtY#_jEIpclf6UulUgzP`plv%I_)T(Bna@%wy=M?spm zV&e*1$EFW%9Bzd_3vX(2(+(QOw#_2^GGVy&BZqUgrdR*b=(kZ5{^$GLhhE%R9!FA{ z5l3-*FFi{f1rN7#T zTW~wvrsWpUBstY|#*6h|-1$;^y|w0^w*}Yp4h^<3Z-J@9pg?`;t}dZ3fVh4kBq_gb ztC;7BGRU`aeV!Wd(NM0J|Hp&SJ3UFZ9wt}kH1qE7aZbv7)Q1n@-2_U9Lb6PgvvIaV zA>qC@xFfx$%+$HOPe=jqP& z&dtX}F@yMKn~x=aDeNrn)*|}yB^!^LrnoRUvfd*IH3V+c&e66h2c8v3`+KuDjX&F7 z8B7hc(P%-pQ7o3| z`E2v>7ZYab+S9-OHm3`i)wR4`Ftf<%dm=HvU1PiL`*!%Rt@)c`Bm&Oq9BiMX;_mvs zz|F|Qy)J9RF)8~=R?%>N;nHx)q1Sx%)Y$h1_*YtH;AVU0CB%oYc3W3A%_h;}KbqPG zeW>}Ms<)vk3;B6au|mSz)n3&!X~fvW{R;bY=y{q3Ke(At(^{lW+~zX-CDh#Z=4A#^ z78{(E{RHkZ`9juuzW=q&%VwB%$o=LQE?qJ(*2g7(1UAMqkA}7Qe_@dp?Iq zpCdq^Ov7Tz=%5ivDYd4`N@%dJ%{Ob0;$zx+f64;oE5v!Q@_8Y@Pnbdo^!t!s5+<46pO^TsEb&cb8xo6`@uE_07du*uMlaHM)6?Z?c?H49&b4%TNnK3S7 z0-vz3QFw^45h|LFYH98YtDf2nTP|539o>9gD%wy1bbfU6XC5hVJkm$XR~qiDcnA(3 zd2gebF`bHdZ)S-4`R7grTW|)r@sozwCZ3LxNw7KO8e+bK-CV=Gs(2dxOxzjtBAiBn*&pJ11v{co8w<-c*9_=57Yt|`2EB;3#NM?Bc9eBsDtu($^pXeos zDg%Fku|7qb$nfv_+wjn9&z89V2?z)y@2%yG#C*Q%rQsIM zo4c_y4pjAMJa!7*K>lp>XY6wmTy_VQS-*XCVSUZrc=Wu$F6Ba0=wM zj|YwKJGr6f=T@T4RzFV7E->?_$;xJkv6)ugLcIQy!S5ITG3Qda5S?HP2H#~M(7r3M zjXVxpm}*EnAgI=6xryf52DQuztLfp#ij7g&nt|$$fpg5-F!~2Z#Mo*e=2?(=oU*{; z)qB@Q9Y@Zlqvh)(XFJbp=3z}yu>{s|E;Mc&Kkf4pxFjO5LzN#wk1Q**_Ui-bom>5{Tjn1=+1PuPNeH0}X*y^c>>|IGEcCUI;x z8((VbOm}1#6W9!7ZyK?6B8g!Go>R;N+YvHT{f@?)rR0geU#`_w#{UPX%%Y8 zQyV$ud!wdCiT%U#pVF=6H!+DV zuF`W#0|s%*jI4cNdqrAS*jj;J7Ri`FSFQ-;==3_yE$RCU<#dgT_bC;Xls`G?w_l>_ zH&}hfL;qq&pbcb|uy9>b;xk4%GV=v}4Ddw30O%&Jn#edaq@f-&3~lm=gD6FRql%q3 zf-apskNK5BbwyE%*yB+K!ephSfok%DwH`AZ^+|hc9$(_o1ruraeGRfP)y}Dw6jMy_ z+_~q8R2m6RqqzdD=bzsQUD)Ys6gc0Dq z0Tb&uV)bjdBr6KE6o=PWKPyV^RoaAUvc~lWmcH`1Z8G2@`yb6VaHNsWR&70=cK$>N z45gGw(Q7fjLBh@=?+i@()6`B>J28V8_^zg+_V~Tg#{*xn9-!B7jicFJFlV>9o4?cDK2t1_SIU;qjm(x$fCPKp5~XM}E3&7m_u^&2|>XTc#SV!D{+5pa2S^*uja=Mv)Z_{>64h zVq)+l6gR7R)O9mZgZ;Aj%X0Ccir2kM^#yI6zPjw(gK~XtQ^ERE>jqqj-N+AJi%EPW ze?BU+?h(+GdTSjs3bdxmx8E$LCw4Uo_wT0iUL`BwKNB^XsDYGjf`iiHbeueti?YE~t$ugndjm9lt>ntB_!5e>SF9O?hz0qVdcE{>tRBbd4pPnHM>dCR?pOmhVdZ9} z95bWhjcf9D7qS{d^fYg`9Cem^LZi4D@--zxa`!*AK z@CZ!uNQPKMMOA=dO9W(Zhe0oL@m$Jka(CCi2FcuuZ95!@FVfkMur-dYYUE?U-K(FF zNZkAxtXg2u6T=qRBwOHG5I7d!qVaHSQzY1!GvA6>BZYC4VlsKmXFXv4eMOnWweFDr zuzie++sOa(RG<6I&lp*x4wrauz#130tJ}u4;#T|{$kPE5lHS>SSQgBkPS^8?KcyFd z5e1a$WZ$(;>19>rcqMU5gO*Mw05BUrQ@obO$H*rSEM60II0U-*XY5RbuSxg<;dFU= zgaS~hg!7X%w=h5s*6B~m_h=w4cc>5uWu9Fk0dKXfB%h`obg{&VWCWj`zPJ&5CI?PF ziUP)IL?pXd^EUCK6yuslMEG4wkbgXsWA6KfG^zYu4F3}t6PY2AF9F_zB<3TgNDE0{ zu@L@>JN#IPCL|%LOQoOFQHd#cDcJt4bUK?`t75QjTp+6(d%X1@^MIL8i*+Glqsq1| zAPj4c8wK)eBMM|F&W}9g4!g;ul$?(0{fxSW=F+9l>nRh9mzhm7mK4BLXp6SSS-tt` zMMOCNosQM#C{VXDG@dn}Pwq9G%rf8nRyMZ0dqF3tNo9sEc2T*2LUHx(FCfo~?{(nJ zM%NV(l*~ndQdz_Zz#hP&A^tZqePAqQfq`mqlgc?Sw*-*$9ZueVKJ&z~dnD-SoM(@_<1#`?#&3fc(pb&n6sZ;EN32+?xsPGrWgQ$LW4lokmcAeMj+u7v(o zzKshlUbUZfjRBM7lV&DujKXQB5}hu6T<=Rtdy+!!te@9wOszGoaf0;8inun1b7#ft zA~NNcHiP&`gP+i8DM-;kD>3+PJALkRgk^~ARs&<);LF3nWOmiVI+f;WgiAxDvbehx zlNnvo5B`r!wG{n`_jM6z!l%u!>waHg*i``-epTdNOPmEG%dg>d?z*Qb*I$0*nVKXG z_ubZYdO!H0wl#;AD`%-flp-F(&h&QRc~HewApEn~H10uWp~~YDR(%U$cG2L}C#B#a zJ)vj^QIw}esbi|1DMF_NFw0z9QVsPQF)Dnjr#A3B&otR+!!o>WdM};Gmjbk&HA()> zTlB=}@Tb3gHE1C;q%btm*QdMdX2=*TrFQ_PNP&}~1IKscnqb#RSKzn*mrl)0$?eC> zOiBoWeQQE9zfkP{ZR(s3^(kchZp(nIuw5%4UsFwEkFV$E<*f!b|p z|B`fE8#sHKgkXG3jyZO5Kjo4r1sEkDmwEb2U6!=6t@WSbCWB0?gS~+bQk199QK90n{zd9r6ECu$YqH{`XPE-#o`+!Wi9Vo<=s&fzh#+PuGdRy!#Jb4~(U%-<3?2 zG63}l8il@jUVMY<+ow4@6LSw{qZ%s1lq$-y2Wl$yI)g;o>wzx7_Dk}^Fq==4CmgHr zO(UkNF`s|6<@3i}_6@WwCnS8sHV->JX zUxk(Htx8E1o#X=>{K|O;)E!E>2kB~pZUI)=t2)!v@H17)hl?3L_D&Gw5@iGdz_w-vx64pUtfpKFTbL-nAD>O1Hy-@jRwnc0BCnSaFC9TU`{G_8J)%GNU4 zco~iqH^IcBETaxDlP~2D&l#EAtlKpBDR26-Oa}sX6G2*L$$JHOR*}g#hs27UWy&l6 z8?L6gjm2rh0sqkehnRq@`;Hut7$v1b{g2%)L7*5-fcf<Y^T{cju$bDCs8&eSfX4=5iza>s}$;BqHN@N zwyInN%rMC&%%+dSt9wjpq;|hoUw%!c^#tUc`hAIN_M`5zTWE5(6{%OM=l9R`afAV5 z;fo+hLvK5qS^na@rx`L~sNt@Kj7m9!i;R4QMRk_Dd7b~w_=?0n=jmTiQb;*9&v=Uw z_$sV{;jIG<`D?o$!+$hcZ%M)z!#9Ac*15PpISO6IobzjL{aS^dP6o7|%Uf`-E$dQQ z(-)7ataC^2C{C4-Tflqm2hjpN&um~mVsoz)H<)=zvyTtQXmef!#6u7EDmmT3 zp{A=N)8KRX4>-wxa4?;Qsz{>kgH!m|68@uc=dnA|Jud^Q0qm|*ERj;QNUufINF-b7 zQ!u6Ai<=I>Vf`o*2#%)b?~S>0H-oA}maNAMOo23o-W?g=@Qe{6UCS=@IgM>^@KSa9 zODR~Q8-%Fqrtax;q%@0QWH9gQ3ItP2jbKV|0$U(D;95?4h!HR9)wNJFwtC0{>!-EZ zS4+AIM16a$0t}-#TIR<-6|)%7>L~TDVK$&MP?ci~dV5g@;_;f8!myYj;JRx{{3V4EoxJ?Z^xymWTK0Nm=| zM#c=_;9D}}xr-YTQ6z5>O`lyxZ>I+6Yk7D|AZ3>r+t5o8>68XL^#pn4^8SM&H)_(O zIPH2*SBpz)s=rY*)@%(TeDUhqe&Pq~U&-~KbRUqpddsu=ot-$r<+%olwvMx_K|LfP zA7e)0!*riRT_bLhk2(}S=byDEM`=#hgHguiJxck2+`uf}-~N~o!|?V8bY*(dl0R)P z-bTu0{oKuv%;vX%Jx9SL$qhyCmM?NU@5hWfU4{CPSQqF?k`Z82al#FG#ATp{@YTEj0w=&RJt=2X!pNeUhvs9z{u*Tp$hRP9lyD_ z0=Cm?ok#_8kJ()bV?18Dwq2=I19uqnIMtwRz{ z&Uuu@(hx3gb}7LNjB?yP5N**AnDAvSv7xn3i?Um6Hv%fMd+7`k$(6Yc7jAUuBKh3s1l$jmmd>L`f zKGCyk0~2PlZF*3xKf}N>RG*?Fni{E+har(*%rd?10mYwnrwJ)=;5^8bp9E3pYx^{M zhv39Y!gIZ}v2b#WFMmx)Y7F8w^fu>p(!Ek)Rh>rU#>l_{MGWd#E&8!r)U0p3;#?QF z-(Koepjw`P)m%*LsuS*qrovRGJMU8gtotQmAzvS_8ri5g7(qewnSj-Z@#!G;q76rW z>>+23f9SlgJRjqFfVb^xh5A4RVt!DvqRPR+JDfc{D0(b`@=E>IICGJ*n-5=iJ8Pax zowB~Q>h0cD&hmejm8lrnQvK>1pF|Zzm+F)YdIBoqVGPPi*($ZW^ds6A&fh~tq3-UV zRP?5bv&mMhZY>-J7Y=T~`C$;m@K1r)o(_jSn$Z;I@VZ#<(R0i7ZM5mvy*b-W0&IkrjW^fix7=&^RI;Ot&+lOqro6vJJIK*qFI}*?%C3u zsiM|DoTX3FY!Zqz_e=AO?mDq-oZ6m`{!^x;NGsa*B_Cv`0wDcC3hq+ z0#)AUcxQ@gOlIsS``9XF5)J(CTruwgczg<&^xNQYJxXY~rxRa~iu*s!aqY}RHlN2Z zw|+;#7yC6L!{nJHls6OsqRVsVbQuZ)<*{t^EIHMi*`SDsai#k2%M0pMJX1r+CU^elfcMAF}BI=X};Tu3ap$5o9^pOfPB7D zG9BtBAtq5<6pK$w&Q^WHGnEV0W9_oNq$981h^2CU*7D?vK0LS8cX!H9deH!kx9hjx zV{+VR*4Ugo5tc&c#h*69(MC>z^Lpa(?TzFay@Q@S`66Mf5_ znY{I4$$kq*8Kmgl`08D%NQrk|8j>JkY0Ty&{r8tWIOD8W zk%?-qafzIkeV`&4{OM)8UiQSm^NK=}WK>emO1uAuy%%i!k{HsYT;zdrbG+CzBDR8; zzuUZ~o+|EbS((v4o~@)M2yx1CzwlEM8Qw2QRxLjK^wQq!Jw|248%$-!StI%Y-S?FSs|3Lxgts{7% zBcD5m68GGLAK-FPBKJg`c`e*=aMi}~LG`V2Il?PRA(qNjkOjApb3wp`Q?662S-X$?zOR&tVK9(lcJp0m>lx+8GfG*iA-J4)A#PErHF)g*Jo=g`xOt+W>^9zGMl%`c2l4 ze;|O8d6gM<(}^OSzP%P4bklC`Vo(#sa(qe4Pg;v4M`X!}y`FaRu!QE@cIIBO3=UFo z1Ug{|XIvW&<^V24)*$=H?c@Jwl+0ZnP2%{NRJwv#y!8!*OU%Vo)FhnHTqUTEBWaGjMt;l2)fM5F$m*LoG(;l{(Y;r@;(roCNUXnC22?G-zjg5$g?u= zM5{S9<o&5gtT8|uf05FJLYy%`%?y&61Zn#nJ5bG_{3^-WM_ zbyiqj@!x4_YX>KG-hd`(!^V00GXKVjx)oU{hEAnl_ zRNLP@`HyUeu@V|or6JP;zHU_2iAabQ4V^IhYFV|$7{>0W=a7e&CV`yjckrwK z(P&YiLem+#WYB;qWOP4jBO;XQXy|~g=bK=k5@$H%n6tO)*-#>a&k-c6Pc&YwF#xf z9*+>2nLlAS89y1YCS!ce;?%CyF(a+$O^uAQLE6_=Zut4hdKn6hTUi>NRRKL;c}qFg zyx+xEIn{JleZ=A$X?sSN7EmZVCQ9Qa+;Wz*_I>xYCJV^y%+dyY8}9{(hMI|?UDv@% z_U}xvF4!vhU5bt$!~jb6F`5wi6}l3;I3#u-Zz_&{npf>$wIKr9m&9ke&kJ|K_x=x{%x` z#bgf-w;^9m%gbY?q%AzTSvE-I5i@RhZD*YtrjtkiSVeq$wRW$j==~>4u6QaUDaalz zOcY-b!fcv;+oL|Ka0&QO;520y6msG^5~F9Rz>9FO3x_sspH;7|L^oL|m%zw`pIg@uAtU3FFUL`Q z3>!yHO|o-d3+uN#vX4@$Y(W>iZB3m?<`XYr)8?qSV-r-oLCX%IJ;vd6zsq0O0CNA5 z@Z-W~s9}?oa>oL<5#5DIMPym(W}Br-yB4MnMVc(Ust{lF(3sU$$y?HXT})`sXmrfa zy*O-YRF-j8jBtUv-2ETT^^ux%m!mLtEN+DYH^=fBx8)n>U2SjcNZQ!gx5?{S-`TO? z?U_Or!>~9mPv^9Ga3v+NK=qKjBfb7z$VyytE~+G}lw)Y_&oNu7PkkCF>HHCXsKf^*CFe$%?hINhQP-G;ihyEoZfbV$gGFEZ$M^M*7IO4JBMIv zHnzL(Gn|BSJyL0VP5BAnKD6DtI*W_v97-P|XO!%L^|6`>p0nl-!$#f&gl zU646~*ua&?ZM(KLV$CdlqL3(ofc3Y;J#bQ6p?X=KkD68L1E!nFhw0m*f|}_T1CuEI z;P-H>=;I)xpuiM;WB;_Gj4l)qBh{LH$@KijzYbe##Hl=` zv-X=6cO|mVe^w|=9?61ZIJXIje)5JYbNUm0Nq;kGr$Vp98H?h_rO<=|OMd!yh%}6t z7Jd4Wg_jPH==eLRJzK@dP`k#@@*pfLd%~-E#igS1aNbMj-IR?$ab?i{g`M9K>ae4O zmJpLmnjSm_rqlKfN#WZ(q-F=wVDE^gAtje6#jQLuCej=HOCEgP&QtMM zuYwZw{nua1NXO(avtW;Bjj%QQTGS+tipO`S|7uB=BZ8VA5-Ml%eiufJ7;qUdIR=(n z7O!S2=rCnuYx@e}0?~lqIWnNc)k&jQ_o^d|p+<};9#fi_a{uZLR`QL)$Sj`x(yb*G zeM3#fc>t5zzcqGdKL8mb9Db zcaZb@Mcc2%DU_k)q|Zpr-{#X;EJ7(U#Mj>YZh`UP37Zsc{z|Aiiks)gOtXHOQ0&#~ zqZZCTv-KuY^S#hRyT1PJF`tQWdgETa3Rseh2!S#=%eHIWs9{tu79CH!+xb8iCKSiV zRz@T|rZ&WiJRBHD2d`@EUEt4QfROIQMY*}8emtm|)*LpS{so+=N4|^$Yn%<-0mtb) zA?v<|=pxotg_5uKcOt_5C32H?B^vE+hGbk{sZHKWN_3*vqPL5e6CY;@m|Q>iF3ygu z7?vv(O)K5-#8w0iDI@ShikbcgRlR-G<210pFebQQm;LkNUX{W#MYdGW=b0%Fitjdh z_XMEJPW%DrZiGH$WFz{7h@_Y;Ft@u!lRbz+4P}(P9=;oju}HAkKpq}Z0#PT$zZVY; zC)1}WUT~4P+av~48M;MNcbyHiMKY8pSZ(TD(7+x=% z(Tlyvg?WF+x!FSR%A*+U@0EI6`T3K)S@dpoTlw#jl!W$2rKz$T%<><4Tr%+Zp=VYf zt_#g;R35Wg=BSE{hjR5?-JX@cDCb=p2JFO4OKO%f~$M~v5B9NgoB7$BYw;PDnzIM$*xlWDbJZD z(6-f%1;?a~_1T4yLJyXc{IIYI}x&A9suRe#OFjq9BLZDF%W5`_*CRT2Cw9HJC0z5O zy?jlo_$OUkaz=4Gv%+Xp?z7)pKLuSnCbz2jlN@Zv4TkWmoB~2rjxXlm?`uX^Iy~#kwR5UDLQh-b7vg-8ev-bsD0&A6#bg75ciq*D z72+MbFU^yZ_k8>{W(*|S#_p7u(tTxO)0WD9^~AHWe5V4FQ;-L#hfL^?qjJX#QC?~m zihmpqr;Sb(;e|*aAOB>_OrObiP5Oxqq0td3?Skh+^y5Qip9LG6<3i-NT2N^_`2Jn$ zjPKUhPYB|o0jk)i6%p4YbyMG;(J^Eyywb{0{sbA8Z{ph_Ikz+6iOn<4Hz+M`+l&w{ zJp}ZgQ$$xSi0ca5UO!=5f6k^(HMISBGZEtcjel8ie^omp%WFEc+-2L1Ad5V`|q_=ih0Kha|s` z5#AM5_<22l&6%~P)+d>Iw4*7E^_|V3{^j^*W89LG@-s(x-O%80!4A~iJ-HzPT)9GM zo3G8r)bR<@{7}EQTzE`S&~rAZ43?f}HGXWXyX#}QljgV79~R@+K)fl%GM5livC??) zbE^0uRc&*uFFDV`*5Okdql7?W1zvt;YTXZd}xns%w}Lv{p`VN27c%C zV1Z!iZzeMNE@%pWG`rCiaV&q(TvPM&6az%5RZ6UFPm$bTb@MO$p_+w78FX;ZN%PTZ z+{?)yw#nFd{<6ta0?UWOFy=Kn3aY#%*Id9^-xro~*k;;p)HQSe9-PT2I_oq~Vz5{F9TXa*e( zK4t{JHvU2jf*A!N9KZS*?hRv6jr)-syVDb^v#SDmk&=Fh)#<#BjE$|+O`%n*gv;5W z7oozdnB^t)i0`8@miLx#5s!^MB{A92ap;HHV{Ug+=diX*y zI@?YAiffJPTV0*2b+03S{QY-xOkgtDuqo5%+|&{eCB;}yq4*7=aswNSU&5ME%h@?O zU9jm)tA_R-&+q&n7=>$kt}R~QQW-P~h}L2b%*xEN&#&*2?J~e^oJWS*I-b@E(mCQZ z5S>R&9e4eI&w>A3E@Pxw{=mp5GPIq31YQn`Hh()gmz?1{SGu5cJdMF(9fQWQgO#EV z_9DA9#SXE+wCL}LSKh!hlPizE)12;S$Thlh4qbWQ8odhOtD9;JBNlYv(TBd)O~vk+ ze^Dm}*pYcBJ28nte=h5#w1PYTsz7cV+ruKGiL~~sC-d`#$cZT1O{8vlv@f*rhsn5A zc%;pC8NvWP?{(ZXhnlInzNYbMXmRDu+8ihD(s!Dd1)0x%@jK^=bHr(*4fRlT^n+aq zZQbbbDetY7+4&t5em*oSvD>u#LvR`$%{ftdP+e9Utjs5KFV9cU%cnzi-F>d(yEALq_dTTnWCJ%xCnZk^w`A6<>@KuK16`GlQBB1@ux4wFI#K2A58E*K( zcK&d|=Ub0e*2{yom5I_-SfX!f_F;RozFr!`>>y7-7%YZ7dg;d+|K%&oO}`7K1_DDoa6r-kgCG)}YJLp^I(iPe|YaK&qHJjoxjlw&8$uE(cxbv99<|+e-5?Bls&hwCS4W6%}eEKG(Wt46?WU2Pvy9{FXM383Q7GtX{>0V(rs^VOjT z`~HSzwimCCJC=8fc^wmVKL`6aP$f_2o8tsrg*P)ZF(J#YMVHIK0^|%8RBDN0u0`ck(!Wip@Y}-qfxwW)Mk-QTwS8tyxuD#EMNyg4(q!W}>K_7!f3%-}(LHkMnx@lr>@_lv@&nj0LOx;oFdm-<&10;Ic>w)Yo? z2XR}#I+mZ&)#fdKyjm1I68+%m_a7P*o`73v9;lg1Z|7yF@cA&9uhq=2tdjk2C7!6R z^D`~sa^IaW*XRAa)TMC$9u9uFtF2x$A>#sN#@-gp+-hnrta}q{e=5WF=1Ql!w=O4+!J+syVY;zz z53TxDgGWRS0xVu0+*Lkq;*dl z4S6!FWxEA9P|w%j4)?c&NXxFSyFXBX3T<7aDFv@*bmh*3X!@HaN53vOb=-$lSb$Ev zIDr7YXK(>HIQRHpmgmFdnmt)!zp^)JRuMDN+67Rh!c6S^F4+zg^uQ z*$O`AJL`o%pWGVM%}{rEmZ=(B`$@M*z(~T8a4r>PSKWfx2Q*^83-%%`Bde5$YD5Tb zqk~HP)dmWpCWXh9RX^vR5B8yi3Z}eUi?p|kSWyS;5M~nl_jDE~@7(gY5JxYcDf{KE z-`lx@NxYPWio$f@}Zz1{)rS^CmOa~&$7AolRs|t)WW<&_>mI@CM z_DjKf)*g*MbHUqruyH3b8ZRK%_xgM6a4|+az}~6zONI5YsClYESbad8Psk1^|(a-tH_Zt^<=6%ISBrs%K(%Stluk_X}~yCqLFk##sKNqM?Fw!8XPKr zIRZ>)6lmN8x;W%+jk-1nf51QqASo!j!SBiSIWbKuL=W#c`owUZdYqJ=puTG4SKl0I zeC&Qe6T5M^|D<=i^euJ@X*7`0WQjKub=a0A`-dRRI-=Ax;7CdY@2XO=(=`%<9G}Wy z#c!L$*>dOWR;fO%El#23BCQx+9d-3BoD6xIrOHU;F`;$=;Bu^fgf(lN_B!M4POY9M zg=uJ+)OX+FH9A3P54AKkf+rot?B3YR(JB>eHkzfsiT>~7{`D)fhhL}(oSCj*U(M=- zz9SQQGqdxWvlv|dJ|uC=9U0xRjjWz1`eVXCvf{@w()Da`hP=a0V34(wu{kJ=>+9yK zelfi#gMYrx%*i%Pw7|%pX=zjtv55SZGG7f2F__T9z<83q&%SNt4qsB ze-!BWAj@&Nc5KdDzeoc+ZyeLlBv_K+VVkD3t*liw`@2-wXqG(VF;oUPrk`9?uEgMs zD8?UGkq?~O2fhvCX|AAPINEIz;*5_TMmM#IvA8ZNgk=~}MF;sP+RR;V>7C6@l9fYj zhLw7IZ0*e3^_Or5R@uPme)#w&EZCHwpw`kmj}-GB6y-Zl3eIZI%$(A3znnyyIX)Y( z`WfIffaNl}Ob$;4alSW0!Dqfj`zG#rU8oHe2RwR5xbw<;4`&ZkaDV#nRmlENtP7}V z#z7*=rpjM;M#MnY0fBDFYxj<+HgrV#Uit%$ptCTaESX;rtGg%>iV9H}STDg3LqaogQ81T}okLHaB^+u_yGn;L23sLGeI=H8=% z)M4EN&GG1gfA-q_QQVqb;FN!a<@jGJ@eP33BcFEnP@xuGk7;$6w*q?wE4q-HhTy z$IT$upvW7NdmV{4*2Hi5*aZjA2hU&3on~)zEp$XSBRV>woZ%?_S)|BNz`jgU2Wn3= zPbz20SLpY|^n%aTH#g(|_fi@g5p?zM!qy%QsCh<^kq#Qr!Vo17#=Xih)bJoYylno%yM8*WRhq!zD~NH)H*Eob&7#E}p?)EL0tZ;qM#QrF5;5)VeR+jVhqhJ2g*V7R?#3g{4@YVGce z{gO3v6cA`C@5Awh@A5E z%qi1iuCg^~vA&t_>y+KV`>&ueq)jRtlKh*3CRUqL^e>(O>J30Zy;{M?No(i~#OJLr zfP**xAGlotc|`ko$qT*=Wb%P6EI*!xc^5H*hhO}p>f_UItmtT*#!4z6*uPt?uoTW2 zO#VHiE>YyXn!B#9kb)sRv{o$sxWJ$6 zpktivpzi%Ut2}AI^x)x(XXCOX z!_wus6BwF7f6NXPY3GulS&u4Giu-k)Dt7nP0zsY%(9x2P5ifQT~RdXnFjm zXkF+)ar}ImQedSu{&>wNxXT}~y9(%3KG7Mi*UmV-9;lL0VE-W)vPg-*K7c$TDs2C` zWSQ;+N#;YIhJ3Sq-M%*vD=>2s8LF%Tv4^v3;&;)QvHQdI7Qs>Ka+(d(@`*jax}u-5q@lL-8(|t4GwEs+5^e z>x;bK#e{pGaim<_OdV>qenZh>FWOLv;X-L5dUv=#S&g{lUU<*iN?I4WiLQFjeK)zI z^?`UHie0Ve9AH@ERTq4rD3?N+ROuF+F8+5-I{#^3C#;V{Jo9>bwZQ`{h*g}AF`k(n zUUj!XeO!J}dK#2nvF4KO1ULh3O;ar>6U6Ie7g{OWiz%&$Xo3WyBzg|mz!3zKy@wZ0 zTg!r!l8YylmhYO^Nt9ojJDzxMR2cGqo+a)uvs@~1|_8N+4x20VSw@ z63PR`bW2c9kr2C|RC_=?Mq+cd44wCzU0};)k^JrTD*O#7!hTJZ65;X zU<=ukmgiTaISGK)th9`UVhCaa~)%`-mJxvBa-L>4Fs@{D) zaFeT3|82IxzgUyMD$V80MmyQO@-%*EFP(f5(@sPOB&)_fX{6`}JsfT0YM6{+=Yo4t#4j zJMP3Xs;9`;m^hO}L87>(7|9*p%{lwH9egaId+;)T?d1jU@y;u_uWyJ}Npeq& zITPIae1ndeR{FLwmCW%%yZXcMncRzEiSt4)qp5@$(3EZPhzNeVO2h-a*uuJJQ9YCe z*%eYCkT^@}-uL6tji4r?LAPYAx62W$dZWY$v@Ltu(vzh8L_PYu1+b;h0wlN|apVAb z0VfzHeQyeQ&Xeu5a-b4!0;L|>hrS1KjEuQZxSR~3UZHis0s`Z^*=I^oKOq_(#136j zcpl>E8b#uv3uDWg*k}|H?C)R*Vyq-#^k;?ASm0BZ$%Dj@n{nldYpQJs21T#lZe~(h zB$iW%om*GAv$^~M$kR5ojJbE%F-6SK6gj_f z4Brr%g}Bew1>wfd46ZxV?i??vnM^e8+!N4mKuv{qNe;~!PlfJqJZf&Jo7(+i=&L5C z_S*7MGeDe5QPqzR(%~!|+P8(q792h=L}^ z)AG?i>GK$}aKd-=wLr9Idb~4gV0Q_Re%q}|>TVhLGSZk+JF&If0kC#-q z(7L}JM9FhPleq1?#qj!)1fo+(RS_K;0biA-1l%95+K7zjmL5gVEjmiF^$RmddMB+` zWfH{A;z1cMK&pkSwR)%ws^YcH>Y zvlZx_EVWV%#gpFi8{`|GRcXwoJ+RLNv$TY zJ(L$dS!=6ZkxKqcr34aAznEVl;`SKAM3+> zkg+g*TxJO;fy5frs?JjJGF6>XSS{Wod1z5~#FG_$7vX1eA5{K;1ecUBO6~b zAA1+EC>0VI0V5dcnmqVr_yxDk1^ry&XkR*=gQF#j-;pZ9n4c#k7IJ_#9%WPK3Az9Eb&d!Ey5QV+bKtv}6o*uz;OwpeM0#efe_6VP zbgL0xR+qNp&=lU#I#t{~QH!^)SZ|f_&UHsMYO;-a#En&WwC4Zg>Z~3>0I%V`ipL2690BOD-%O)}XgHaS;vc5!Yn%ajq|?vT&2H z0V}Nzy6nshp(D`~tPrbA3v^@~if`rRf+iDXff$JGRwFT%uck)#@&Bc8kkoFS`2QXy zQRc8OeZ-bNq*9{1)LmP!n^`+*$}h}F&BRf9eqH_GA-*)}$BsLXewKTyUtSW?6k{Ig zB&^hHiL@&8&)Q@;V~f#~?r{z3Ug1}LiB&yzuLt%SfD4_E9<4YGXHTTG$PU+2Ab|{^ zTM_0e_$V=!Zgl1=u~&7WqC~Qi2sy~si|qHOw;WZ>6&WrkjotV-v;~BMWrcJGPVf`; z(eoYT21@EhFmwSZEH+FF^s8|zyGX?4oD&^Ii-;scXrDT@YjM8(Eb8<`fgV++gxaqp zsea#Rdax@I@XWbLrsAtR(r@_e_^xT)_LTt-U@k?8mr4FjpM-XPG#s30y*+~R4iJbO zmm-8qfQ94;?sETy`sA)6DJ+Wd`YdD!oZ57HPm~mnrCpapnlR_BdJl*XtV+-G1?syT zISi=%sN+)%OokZsooRZ<0U&fvrmMu-kni~_i6dK`njmcGQQ_lW5MM-ro9wTdY6c{| zp=_@xr-zC~f!*;oq3(EAKz#UcS#k_rY)4QVUpu{Il%Q2#N<(K>8UpupfOUnZumXR9 zp7tFAC@2zW>`GjnH$OL3>EZ#n9J|s;mm+@2OMMBfwXoE{9@vAPDYdW zYkVx={6?lxvw|p48IJ38i^-_6pCkKi5J}#Q?=$WJ% zcjOSDNPMEWy*tPK6<9-=77r$i83@8@Mo$PJ8q%XfoB3E6gIYlnCL6TlcKCM#qvYpS;9+bn-fN z3n(B|CVvz_IftZ&YVA#U&GLQJ$5jiqf-V`sU=wKs=Tv@$fjBi9cr|}tPQU>Fvxinf z5z*S2h3W=ebA|PoHHoN4Uf4i9X)WD+U_0kuEqyqz6u=>av6WyP^lZw_4FkXdL4n ztb_6a*au^uv2LxThFvGdoWEXGR1C0N$2Ew4wkXH8A%K{#Gk@^_>nE!+%vj}t`Myyv zCwWkOn67NEN4`1Sb5Z;4fG7Pg7wM09$b#mWaOQ^1r}ow;&V876VqGhgbGTxrwoyHR zS+PW1myaVVtm+I&y?;Q+*`vFVg7q-L{EOyW2xuy^(&b(MGKd8+nCdot3}YC$;Gy&m zTT%d;$UU7JpXEEmf`p!NMoNwi@ibW-1|x3m=KvZbjf2XW)p^bq^puMnJ4l_uKE%&K=UDgVg8IRE46CY5`D5SZLvM163o54^=lh$Sr@$lOBDYY~v& z$7A`lekuSK$)=WFJRv=n|E{`oCDoepmSp{Ml6&>^gSt+&EhV{MH7B;_WK{E_kIfnY zY|;Aj5AL9H37mg-!oHHs@9_Tx)=TtW=U9}y)hzI~HSkRZzEO23O|{HJi%E<~^P7z4 zW+0g(GGEoVi7!jBbBgP5fp?2dZdVgZb@^HGOHrNo`yylfFn2!mPeGjXNL9$Uv8C_I z-(o)#LnFayCDn5kkBi4W;dU%bAB2=^&^8X$xAmq%|$ocXP zo>YB#8v%UkIVn@5@m2O@O=%~J9KmGw?S&S9@_$zvrS`5BD$XkKe{i}^a_S^NTusqilykL&7#xY*u&l7M48VB2%k$*k84Sx3Hl}` zR8~@8d|5yNvlh(v_t=&fhr^m!9FLVdQNH3OerQJQcXs_JeLRTY8h_5Qdy7tfU=?&y z2W&=ojJfIFm%keUIgC^9N0Z+IW=;j*7X4`LmkO5)D?~&7h2+)l7T}WT9L!5a9mplT z@&CXV1(W%;)%Zj_ur}Wr-KP3cx(GDwXU#-P9nlGamr&|EFDO9lBfLm_TCA_T0fpRK zRJ1LX*<+^HMqJYId+YL*%1=LSo4HfKQ^_Gbb8LTB55=8S3nT?bj%p-L?Ko!pKmU5X4C$7v}lY9s1wN`2&v!(84Lys&{T@UbV8 zAJBj$7$EhFo;*g`0xY08t3|26Yv;c@K$=^F^`xip$-cW!;>RcSImh}}fdefPFmoWA zt@rTewxcuI(7p{WUlreZd zDUng-2OJ{>?q^PJX|Z^Q61l-Ygi^bPzC%Le?kPK#l3yZH{_pB#2U9V@k3~*WtRMUy z0CNR97{v|+L0mEk)#{pRR}1kag=?jG?#B*3hWzhF8+n{OtnV9S7P3qBx(1IZ3bW=A z>RMk&`X9n}LrBBq4jK}@y3KS85<)B1@<8)JhYPtAE&*x@iQAOIOAH}64{qf=c{}Q{InpfloeKKe z^5E9Z6H=s;^-0v3B=e88MYn#bn-%L6NC5xC9#RBrjNXMowmO^JXHR*GcDgjrQ>@&O zmnngG1{L5;=y7jz^6>d=?Dc-=^|<(mOqjRZw$vn=A{w#VbKyw63KXOy=!i4X4*4s2 zwYl-a)CYYV$^y`*B51Y11Gv5D4PRka2VJN;7_Kp~=&d=&T180ko~CsAe{uAg3({VV zxgQ2&-En%@ND1`Cr{CGOgDlGz@-xSS8t{Bi2;;S@_29AlBmoJ)A3~OrC=s^`!<;Si z%i>$1_cvN^(J-FYal}A&kR*61;gQN0i-_%g>Vjfe%M!)C%VGodoo@2%h(kHcMWb$1==|voWY_fUJF%3y^jIryAeb$axw*gj>W5Mld8>Vb(%Mz zV^C>I4qj@0U?BWH*c@+j*-t51Gwdm$s!Y{jGbo2^tLrNRoF!?SwhfK%hV^o+Tid5L zBAw*KhdXTuDUL6MB2!oILRj-^9)|$_CHCari2_a45<|HjkM7Ar`+QQFWsc?djiv_i zDunvD+L*Mhq)`?jh%(}2>NqQW=aU;%D4xrvCiCXNe^++O6M`}7yne>q^l7;TQH$E} z*^!t6hw&$P2B=HyuxyP}WO}JMT4)G(tRV$1GQVE1sWEf|hc@qOpwlp3*lN>CgV6z% z`G6b3Ej{iccBbnr7(G|j=I9`Q_=~k>3t@Dfe-qc zxqvwXp09D5de5swPbjf!r;w8bOO_v{GoLw`mp@22U*Q2qvlf7a@2vgVph)szg7*Cx zrsT%A3FSbq?J<)tTlERjL8qO`nQIOgkj8laqOv)fHNUF#umE6)$OnHcMx+bj&RDP$ z_jizZy)whNQXvR)7H{}=Fo?ruuK4qYa)NO;qe^yEYloAshM$$*8;UUQTABh8u?yW=9JA{Umbm1YA<)5K%l~&kS zvgaIjCzS>@E@l?n)1@N4mJhkoWQ{@Q?P@p@QxIkN@~&DC97Z&TEgbGYHyQ~?*XQh+ z29XI?Z^r(m-lil9^a|UQy?#*~e#c6LOJf0RtUI;2F|jce@_ZpLPpZF9C#D)-Z?J&a z&zOteuALuEPFG}NXWGD6r4ZD>z_7;%t4-3)Xj*wi`Sn0`PA7=|ZcpMTC!eg{HPM=V=QDQWlF<3rPu2!vykWg={soAGdW_pz`)HMtu z4EAi7E+&s01*-Qa_f>hH*`A2eU**N-VxERJ*!}Zw=Q6l0JN4h@cdwUy-(IWvttT+f z^~BpF$XK=*KHD#vE!`TGy<}Hce%n0d+v@bU+8jyvPK?GTVhUYgCR4F4tZe36ZDvych;{uhaHI%^QF(bVgjfpx}UNad~a(cuyx3%}c@bsPbc_ zSZygP5E-TT6J8_v0wvSgng@=Cn4Gy>zDk0jzxK$ zY^AgkTS9$yWNBh~RJH)$^X}KZK7Xa3`Yjk;49pNuGllEtr`pb}U*isT*VbTnDLa^) zpWx*0K|YGOxVgBpkctIxlwnM`;RT4ysWTl|+I5oMUCCPStT^46YS4?nbC0slb>_vk zDww&E?Slu+Yzdoi8@w!6-DWhFEjLpv;F_3efkn1>;<7I>?tL!W$a?jr2bCC1oY=h3k)c&iAAgs5%zR`JXTdI0U%5f z|GV;n$P~XuEG_%Ey24#G$d}R0QP=SRBR)5Qsn~GT1V)!eG zbL{S)UQDS~7lEQNdYU6g4#C)In_c;DYv%MRHAVHt{(?8o^0}?M@~C=!>MJRSi%@?0 zPtVe44y(2c?dm{HGByF;htuzqk}`6-#8z@_I~;)%KU4Ipj#0Liel2dODD}y7r!b(1 zpj)Bdq`+RwGx2SoE=y9<)a`41qRLQ&dz$`I7_R9$i1I{e@{;PB@w7jxy35&VdY}ED z=}hg(-2l&qgmblCC_~PTH84`rggzPL;lmlg&C*pgtC1j|&&rnNdX`&McJaIIg2OXvb4J}CmM5rghobM2G7*2Gg0Qg*(NLcwu9dm*#Y!$ zi+P8!$r@=$LKg%Xx@TM66)1*KT^{vqoKdWap91ffY?|W&|%f8h~F<=6e~) zHu-kzciRjqgnpZBKU!)U%6e@br%(7gT`7N|7Gi)~@kgv!?M|w+P!yEXHN|i~Tuj&) zB}39p3^=6s*1oAvAtSIIlS18^I!16E88uD2L_3Q0C_)9>eRsAtI-5=QDnl2#R3t)w z)DEC9Cr=DzdOcXBLw&6Jtdq;|R{j>5+49>xVzssktkKnn!yS6}qR!j}QZr$xA1)BXTDdjyj)e}3sBu} z?9XqN>y#Ak02cSDN)fAXD_x=)bIZ=7^9!3`YlWWGMpc{b>1y+0!~0w_Syh#@`Ck{A zOEfBbrJWf8uTbVj_Y>&k=}OaR>hUsDhA;Y#PXnx1_2W*E0a+<`oi_ffggDmtbp_F@ z58@pi5<-?cEOg+olkmi!dL2g&lGj;tJXxhbp}mb!O5kbzNy~hPxfXx5r{jds6MYo> zK_HDaX-swmbET1ir#P{gOW{FEDW~fF%02Pz9_QTPaB@Rb%V@R1K^$Oa+@%q{HLv-= z=%}2;vGM=4(h81EuKM019NfU6$tSTZEYOF`f+y(M(B#xW!xoZaJ^0)tiTbn}Y+^mr zgrxT-x2L_0QEc>$yp`-PHM6c_B!0)*`~mLx&9beR7J{bHCf?=+O2YwO z-od96eRk()Q(A?VD>9Z#Z+Fd$)VO-*V<1(c*!xmA&vNp_5c$_H@IddKN}aN8s9?*S z0E2|!#AcdNv~gQY#wBvy zjNO@jP;!6QtAXU_#FPG`vzsIwA1Eaea1!=z=)$D+a$?54p{09P>V7Su1HNw><{#ph zA?VFvh891I%$+pU>ul*d4Kxv2I;ga$UM_01Hmr(R-Us?O|LDE1F!t)5W>wD?iNbnN zrQMRfcFbKL)!EDluW!kpzO|~BBC>bG$5wD6tV@XOnWLWazCd+AfT?aBQqm(tfxgzB zpGt0rF&m6J=?9!|)7($Ht3YvGXDHtt_K7x$FuQ0VWqK}mk9gjPERd|OU+-vTeAHw( zYG}+>wk;s_>w#g1q4cTepWb@!aJEuOyKS%braLi@n?d1vpUX;FC&z{n2h|acQ_e=# zoxzp;q7E6A@(7l1nTE@mQ-BWUd!SYJ%0M>{U~$&E2R^_`@h9CY!bGD#@I9oYiol(7cMJ`D6__lR4DzR;P1dx&6YzQt2oKn<8=VkH3X}zvkXzpk&fy z#-D|GTSV>5RD+jXa)8I8LNcL@*<=X@0&~*U!PhzIV!SiZ6_g)lAk%4ApM86xcC=o10(KbcGGP6K5`MS+-D$;km?ao`j@$T6%ZP@F z-ndZz`pmTS7Hume7*#S!_CH_|mtsQx9s5#Tn{&7w;LQ}GGhj?-{N$zYBY_gy6J<2$s z%^*+VaO)VWY<#j+l8xl6t~#arj`|GCAq#!pW!1gAlK-SfGnk0liy{`yBIz!4U3i%L z-aG6YjKl4YQ75zEI}45%+c>|;{3io>i@}Er)z(XUWy$tS%~84utC3V|!B|xXu79S! zH_wjruS=Zx%PK#5yp#y!q}u+tG<1lZoo!rZ{n$M#@nDQy)9I1IS+~~ftx|=%$Wvci zEs#%bO<|WrEu#H*fK`&en(abKu+hOpwf$(I`?%gjH3i*(sETCT zGe_P1-Z30$Pr>oQ6Y<^283{yF;=$(glJ59j^*OfwWp};23-V(9Vof>A zQhv;w`(Dic$?R4Ou9#J)Pe-Vx2q|a3gFD@ytsN~aF9Ua281h=168G!O7HsQgB@n1l z=Dysrw}b`#-IB06BNOB4Fn>l9)*kYYeM0jjB20|e47Zj1I`<=c1ncCQlz*76LB3y} zk#cF|((*QKDaQhZS}Hqf`U+2ceLQQu)p#&rA0ZUVh3@Mz!QwQUR0rNYB;9&jG5}Io zDoX6+bYB*m5$>MO(pX8c!vTQFF#!HO*Rfk?y{BT`>UQ;c2RLLVuXsT;{Nw}(U zo4j-+H|8_C0}zsb&#=R!#_gL|fc}{HqHX`gWPzR>I{m6)%Fpj5#KLy>cYC4Q#WUyw z$a5Q)m*TbJD95KQdgA@#FQ5C13w0dgyi2;gqo>_CESfT*>lpxk)x_}Fusp^-Jn)4Q zsRWSB{dZ+c_ylBI_>syF9MO1=!Bzn#Zc}f%$$M?#qO+FqI1Tn2g^bU6h{69GMAi+V ze>-bm0;1h*9i0`Eorp>jXS*{_xuB&ON$YucFe9Ok?68J?s#v`S{xPtmytX;`LrYqK z=NjYHvFEib;dho=qP>rD?N8UOfv_$0;cCOs#ji-zarT10n&AGzX6^1rcc%!KM1h-n z9E%uUnfI9~`R{+dF*1uto}DuwN4?%WoLugXc`^r zDHy0bd$;;Kg<&mCS~VpjIDGx9Y!>%SSNrjXx0>UBSA@og_He%sm#u@_8}=qpW#?jB z&~|&PL6!>Ti!bhykxop@oBJ70|9xa%@zfAXNk>EggM+0@iul5B)LFpP*k zafWZNa=gKCjH#w~>bu6&{g2~hZA0QTM@|3Rl=0%yq)|t8l-iqi^It{_iOP5alYW}O^$8IU75_x7;T?^p``?CgzbA~M~(1pW> zfUcd=NztVPH4Q3iw@s?LG3tj!^Z!I;T2}*{^f?B}=Wg(AxzGb&M-4>RL8RSjRG`N; zYB9~)vn=~^*j~aphCJi!>ui!_B7Jg$u`{i8n32gT@5A+#4P|AP%-{|?d#CfE3-s`? zRgHX+SX6X#hoO-JJde6`aG)Wc_bQL$Mxoj!rTdjy5uQFDlpp;3p7G9E&PsPTS_68K zDproDIbX3Xt45!#fV4M3%ABINg@si-hVlzd9R8KnRqj)e3hR?U>AnnJUN$s30iHG1 zjVbCN_rEK{p)K&-mH^reuEW1xyYT}=u?S1oLjahd$(2Z z(Oysat9eDMktavPgAHrsN6v*)|=H(W9b6&{Gh0Y6+k zf^Vn?e}?tFM|;0Wc=aBT0;rO8`OG;UF>KNDn9U(bk!H_Yyr>Quq-$@>e3ey3VE%@@=s z6z9QBn@#~yX)S`aGUwIC{Oc!I8=k6DHxrikee)FeyV8pcW*sG}bIzKUR;v5pkx?~oyXc5yWEqrs#IwmOZ464u7RvPY_UHQ3;V3Z| z*zwP7j_4h`xswh!c^A&eqR_;_~nS*?oVd; zoKu>Kk#mejnE$rHgxz7r#F7MGqt(i=awN!K#)#cRUAG}q9+aCi0I^b#hD~#lYn0*6o0UqiXUM#}{&Mqd`yP4ZTS8wF9 zWcXJ~Ty!4-YysM7caD{w-0_0@Y~e}!9&&wt(MowI?HQ?qhSvTA=6&v}EPC(pR9C?s z8aA+bdg9&kvcqg6#j@QVacl?dl)RxO8P6E6?yLORtbKli$T+bzrTmyD|7TO-mffI6 zL`E}ii@UbDd4I2*-CrCP;lCufq8*M zZakMPw)oqx6~1l`v4(dX_bS_l8yfnh_fx*SKcbqmYVwZ=w8JdBkW;)*PY;im_lJOa zLdlGY+Zy|A%Pzse%etnW$6L-c%khj&v&tL$xTeUg{Cu+jNX4a?M7~Or&ht|DRDW@a z0HF-ul4##Y?4l1v+yp-4bFzsbHqCylH@9TLxD6!b^p9+7=L~4vfsWn$QKQR}fO*bn z?y=ZWn?+~7C}6Ez7Y+4zSADl7mbkAuD-%2IT2O5cG6hxCj8)8f+eJhma#5&R zN1xp67di&aHXmFnfcw$0fQ!oi-pJjo`nuJrzF=Ctzop_WJhD>aeP4by0@vX9BiAlF zo>zN3L3i?PwfRh|3#GB`l%9^djW@}t&8g3@3)p4DpHgu!-#+r9?$-Un=(+vNE zDf^c0gd3p0-~x2-N)rHmbDsrLUH!>8cT)aCgp7CDUp24on(#hjOQf zG9VS6aa?07X1_60TC=Txq_&W&?;Bt*(bk3D^@HH;nbMI7gCqs9q3Z9h9t`3BR)y@$ z1_}ZUlI(>nMKe3m&#e$D2BskMjEo3C!g}X4rLcdZM!1=HnSaVmALI6qix+p-;H1Yt zU9%^_Epv>i3MZ)3Uj^>DVTWr>49~R3d31$dHh{|MQbJ{=&~!Es5*JnmW2ykO3PWY4N>p}3dXrU zSSuTdr~={`G>1X*uie{5Apv)r6}zq9T@Jk;q?P*og>m7oy!d4nX5nEvoU5;o7%%9S z^+7id00N$5Krr_}ll@*Geys7!|3Z;>z#06Ui$15RuF2w~Ue&twTeyJse~nMA&Oz;| zQsS>Zv9`lsPmC{ZE*j=}QDA}Tu^LS*0$dh<4 zaVhyC2CAbY%xcR2pi}YVqO;9wO@(O14)kH@=h^K|Be?g6cOv_Kv8Qb5H#?n-@8qh19^g<&a;M$VQw5pms`OjQ{bHk!0Hh0mF36dsW) z8%RoV5N3}GZ`gGOFH%``SXp0{E!ZAY$VUP-Fon^PTN1o}8fPfjrwW}b1BvQStY#Jm zdH#5C8wJfJIhZ7kNl({PxB?{y*1F>Pf-p1w<%%`m${!;*n%0Rep1HoCsROBKZCFV< z6BssNTXgUL*n01{r1wAkyK_42VODO_Q)x~#%{@;;4Nc8G5UpGxp}Du7Q|@_k<}MW% z3ON7;(cHNc6%zzkYHo1i;@qF_{k!kS{m=am@E?!Q19A)s43`>L8DB4@b@A7| z0XQPvap0HiZj^u!^MZib{+TxQ-MinDTrP){&Sm6dVRBXhm}*R5;4wiJ*aJ!uXDYY0 z+fcpOO@E_YLohsiy_iC=*Kvy=05@Zzn=RuFS;1#-Gar|NF8ZdNQyF^uBRbJY^zRPWpfNy! z7ePGM>Ub$57jo0rL0i=%MebUNuap5-e5OPQ&x6Zn!8zkdt$xW~g`h~+PcQ#EbL!@) z|K(=YI26(P>|^EFufsQvfrMN1!I1%Hu$7tS#PoC~h+4@No5LpXP9HUbBU_ zzGC(O-o9B;mgt^w3~5hv4G8f?x*DI9&mN&p9)#&c7B<^f^HER>SPniJK-#%GdpL)u z@NutII3H|H^~fKVxdPp=_HB<>|2ySa9^0($D|-)`uoP*t=d;@Jic@27zhw7~cqC@_ zcGO;Dt_}rvDgFM}`Ih?Z;apwouHh9YivqZ5o_y#0mnjs@7t@3JN0;fD3UmriZti`q zJHcp)0}i!2z@&s{zn{M{kq{vQ7$dB)^QN?OZHJ%OyJcaT;|)-QN9^#UzdSU&zH0LU zr!r5(Ehz1ER)pwyvjm3yp=OcUn{80nSfALNrW<$%5FJs|cF1>M7k1yO_2tA!@MX+> zX+F@GQS5o)8zwm9t#;8$as-n%;bHRcSW2Y5#^Il{#;jArv;96kAx#8 zLsHv|eh>SLV4o_H$cs zJMu_B{w)S$B-Z9KX)S~jjZbk+M&?Yk&3w-3k?7r$HF1A@MbLJt0|W$(-yVny`&->B zs~ZrxJ;VHh6tuj_^9*YEV6ZkA=Nf-FyvGY%i%UemF4Oemap)XZR8}ju&Yfd8o213p zdP~Dt*dfk^ux_QfqqPqSgjuZ5-GvByRv<6r>#4jeft_*g#-Lk^H;2ZgxNugVvB1Y<*+N{ zBjBCOXI+($Y@dNG1|2GE1VpUZP*eVm$BwgtOpJP;mghQGQWtmSQjz9I3oy#VM< z6uERd2Kjg2GU4X!q;A(7>&K7PyB2x2rg)`wKkar0{y#szGpE7~fN!hf*16*wMx2Yc z_C9sfIQ*%54M%_JyZW9xmgI^Td8=>7otYF&?Z2a#&;92M!A4&|X|CHA7foDI!-_h+ zOu$Dp1CW>;n?>7@V?wWaWgot|2@ctWFI62$9NeP?(KA=IUO z`g45(y@`m%9;4T}flW&q{}$euv@$7xyxuWh6~htNTOpdi{1`l}=-q;5jiC~i59RDf z-4vn3qj>XGj(FA!sL_&bzwd+k75k`v%Iopi*9(NAeH$BY8f{R?Vbbetk5*^sMenYM zBiW#^$c+r)gWO1ZdH@!K8!XG4ZL63;u1_=+-rm~M_b|L(Us!1rDdV_m5N_`t_djK* z&S(;=NyMCD`^*VJXpt9w4ahdXoD%}EIti&M*v)zeqtB1SUC5^HpZ;p4#*AgdL5d7p z&wEG9W4%F-FEZ6lc(Y_~8S)mu^h~U(w5Lh}U67*jzcTkJhkaO8RqN(?dwkcoY1zBg zc_c=H>NIlKT8lc|7E;u)89#lwMH)sqJX^=Tc?$97Ri zgAsd&@H~L5P`w!MoNG77AM~$7F~hFg%Kb67mM5>@s(!TExF1}qay#@%iLtSqi6ai- zH_gytXsPS&ihCyqKmYvD+4X(2z{5Us@bL7f`C~nhpG`fM24bhTM<_9I*~}i>@6Nds z=1dO2s=Z*<~CcEgJ+&mvkE?gVgAs?#R2R^2`q8xBs}oLra-5Q?4tJ3{bC_Lc35E(w{XKUnd~ z%C67qxZWJj10+W{yfQu^jcLxm2W?hfJ2bPb%1 zygs!|$XBSrcA=mhpFQ{{6yi3tv_mF%x9sTy-B7{h&g)Mp?_j9!vnFB#jS@nDqgZ-Z zF<~6@adz26_(w=pagxG^)b1*apPtXzZl&ut$EQ~h9OcjTrSA{iL&U8V(~L6AAq_?;q=phO^`a4F2VI_R-kssq5=1F3?^ zSg596GV~^+H{cES66Ttd9Ry-@8TUY7RQ2~WjRjsnMC_{f5VXtgmSY%&|LNlk5dQjS z%7)&R)|PWi7p)u|9G1)~P^tsS*SKmLN1nCxj$H&Qk1991+vYaf;nr|Jt*4mTpP8yTYoB-{XRr1M6f* zGFa7bb2oNfd;XSD`}E}qsZ~MoK{`IpA3{I<^t($PHr&*_sf9#zz4kiym24Wr(QniNO}`j?GnyqL+PjiWT}*Tpwg-nQ26zY7bWxg>K1?&uXCam$I@4z{nc zSHRMczY3ecn?w5p|4`)>6fYxHu!~Gbc^B6F`Mtsn%3*}MOGkN@X-p?^Qdnyo+o3fH z1=PXo$Y1!ll!JH%diI71)IIA*$*9|;s0tV#32r@iXebfrt)weaiNo(J=F|euq=wo3 z(`nx8t>*E)?WH#+kIzC>&C-a^Bx4%Tg2pu=0eM6`xm83-2(0UFnn=w*+$dSp{o583 zCAUKZV0g-CG$J9l*Z0DBGOYVOnoTsXp{$bm z+u!=%NWNF1){AzB%V<0K9po7-*u~akU85I&`Y%W}p~Nqk7{e!?PCGS8_^uX3Q&p22 zQh#3_=_y~)k%4kOW$tBGOv4D4f?*Z^oqF+Oug4NQF4sU88oY8oO~@D+T)zB1yI%76 zt!d6t{#CD>c}vNOw(-KmtfZ2NUxFKLMB7ej&Xw@!Uv@7zWKZa{r1s`IPUE-mk+NpUUul2CnBmJS*UjL;y&QxBEzwar7FEiEtbF)pDEdf211GFUr$=<`df#@NIn^rk(5l z&?bkOGyNm%IlH7pkBR?Eh>dyiecipGIknAR4j1NHy&6*Q!4PCp-lHE@Kpd6{*7ftl zJU^x$Rz7?Y3F&X-x;HCrt8)iPSg@P@O`Kl-(~jqK9^{b`>PM|SNWO3-V+Xd~tJTGi zN&1jzKdIU2#wtpNv&^<36_280LpMn&5P-Rq-z>%KpR?%@6=D0%LMPTpGe9cg(Ri~L z*WXHmP8}^`BRbcQ-LsU&!t~06zCz~qn7M9c}%k8K!!+uLr3a;bBaZhkmJUtWpR4EfXaf5^3H{MMH1sNW?%p@nLM*z3o^hottYmBi1nW57a-5b;+W0xUis54~AskOdI zt-R1X*sPUi1IDG9+Mp;@%DuwyHnjnLQ)w*kB?05+t9NX?YYeXj{#>-qduNoFozuOn zsg(0;8gBp$@yQR4{}|CeeVcIAy4r)^ia8^> zLnWwR95uE-vmea%<}J})#KMt@$%dSs4iSmmJ%+Y3hdT~|&I(|5tsknCAZMNfjcIj*&x}^&b*5JuiGpt z@|!a3BZ(d!E8s3fS*@uBIdZ1R@yt5N2lHobd@6YQJ*Sj|c(b$;+!^&ci`N6HCbr ztEj9>$Bh*#&A>Hq^T8TK)79=uO+!EcA-tuseAT`?^URp>mGzHCF1U1OW0-d5rQa0n zLD|_tv^Q~L*Taj~2`^2+EunT|X%NS4=w{vM(uAFFpRzmef{d!mrmKH2%Ht@q&C>=R z*?tIdTEUyT-zzB(2G)tJg6rQ_Y_5CQm^1ov{d}M;8Tdy}H_qqoU2sk5rW`;9{}r>b zP!&+uym!LK&hGcDf%l`)2YOplj}%FT`^1r6$GymL>|}-#`*wkx(sH_CW5eiYZipk? zMsLF{uIjH>qf;PUdF8N|=4mg*L7e7a>0Ms8*0^3}eAcl8**E*w!{ppi1XBpCCcPyY zWFUcXEc!`3ahe|gm|JDcv%dDFzZ}Q|yE^u|U;aX4*!R0$X+V!izUHo#tv|G95z-Msu7Blgp;1q#cdk;?wCgu=|yU zve1trLcySC_<#E^zcmhobGO)11a7C@zLVM9l&~07cwW3atx)8?=l#s}fHf*qUARx^{jjZhh{t-V)M3pt>FMnCN1Jwy0DnyQ0uU(3g3h4Le>FW_& zMFig&B17(AJFRJ2eb@yU5Inq%^6~qbnH~adz+szr>H>vd{XDSREQ{ByaY2u7)&V&@ zd=`4C@fU+XWo5g!2s*l^CFL_B1I7gVtNJha5#h5BsWS*U}vE|C4SDb(94LC20&R@M=Q`DA4So{cLFcy!j z&%Q3n+4#&{FU^|ZRfJzUmu;ck=`&g)XrsF*#c*J$uUr$Nt?3vutF-J)KKohapWwHz zlF?ySWvhZ2Upja{P1t0O+SA&qR?O^s;8n}kK2o`4QS%g?WPS~^j(K64;|}?4otI_x z!7Bh9%iJ4VOcAW{TX|G^^To;TKswoEnZ9#$vgE&ccSsA$oahqa9Ygzv%iA*xtN(@C z<^90Y-OZRM1EWw=CG!`)yV0Jv-hZ=gG%Fumieb}}9=sPw&%~;>Y zm%3>~+N0xWhU_7b-Xz*(*Kqh?l)R3KhLEN!+t@aClxFZO-Ra2SDX=JWxB5aLG{mev zqAX>7HEo$Q)(G+so#wKI#oVsDE2ayF$29uKP$hqYi{+Gf)I-%I!S?cb;ZvKNjuYGK zVujRp?+l^z^fb~OhEDB=3ep4Nkdj_y1Xm9?J7saXj7S(mW9D$9Xh9j}25bWVKx&}p z{$Uhuc&Q!Zg9lwG@Cwj(kE%8ap{t(F&2aocOtgoK??EP>?9%jzi0#3LU5%AedSY{< zM2Zc}38CaPK!rS5OJ(1~GDwj}VaI0^orS zYM9DQ(JL_h@c}5x1dTq{D%eT0EM3|(^w6r?$-tnA;`^oO-KH2kHZ?L-zj}hO?jO2y zqFnF3+w^S5bS{*0ag}*v&LAmrrZ}h>1dnf6qh1C{^`F{!IBTv0GxDnu$MAM{7GTnbk%;d zgU!`>g~o&*eO8iH{#H7+eb#Av-j>rU1esCK!{q=+z5qkO!AGV|7M-HmginZ z;*v6b&{lt)`D;b^tibb2%6@3|Z@Kk*hxW_lKnQh1F`#9cL6c!D-Iz@po_1gd`>Nqi zO0CuwGt=!gmBT}cI5g9<<;<~L-Iz{i*ahD}t{=JU=$&8T8Ca&*jv+TVxlg8>zX?QhbYux?qMBCi&1wy;Pf9;$JR^yu@H4G7ygWNdb5H^J@+lUQD^hCx^VvaMCUq|8$T((r&zkMN#aXmi!p8zrRlksLv?P4VSn8 zRvE3w<)Xroq^ZQuUkoI)PCa`0bjoDSQ)2Pr`R-uQaNj|TE8GWN5Q-Q*1ZolVs;O`Y zO@FN>v{h-nyk@`7CnBrc)ys8xTa7i;x0GE=J7NkmxM=3N_^ZrQjK9-3#!Vr<8F8{nk zY2LT`?ctk$@MpFg)2c`cAEMWM{t}mJ+zwnWH|qC~T=pUL^ly4(6z^?L43kg1T#pC- z<@r-YA*D&JN3BO<(^*2I@T1rb`)-8eejsiW5#licjfC9Qv7U#E%j|J>i7oLuhqOR3 zJ>|igYJH=eIedJf~_iQdcfcsj2JXHBTL^({@DexE!1JX;F8|t6WsfIOK8U=L}{?8u&@mfMwYiA)1yW^hE#ANhNqqD zOblFqHR9q8N^gxn0GTh_7)}ff5WAXxdFEfpIkdvxYO7fSVwD(5)7*|RZFk%YL7G_b zB>i_vD@na6-EhQsQi6bxLA8n#i7f-k8_yIWpWfL;jL3A8pVS__T~D#OZX)u;3zVh! zcX!?Wfaf!kbTf_Sx&*UD<5F^{3~^(B)N?a*l2mD)RASbr;DEyw(4QRQb_^+_?kM|7 zYkp6gFPi$kz0V=STYUMx-?ZKtt6KQ?9s1Bo7_r01*kc;;dKnfbMzgUAh}fwq_9`C7 zEJ9RzA1A$-%@h7tzYpJ?7%?W;AC3m9|{iccPrZN%Ki2;=_F*PVkt|VfR@?~MZ<~2z7z9FRIpb-wPg2I z&U#i#KbUCA$?7K_M{Dy3LkK+7R8k#>_lvZM-_& zShYS>MwQyrS5L%eXw5Zp7Ff}exfsTonaQ%Z(P`Cj1QvgQaLI9 z+NsIHLh`8bE-34Y{L6>m_psXdi|#v!Gw~7KkwD~IHKcYCd2U@S=lIzVN7DFM@_EvD zSQNJK2dw{RmrN(i;6CK%Xs-4X-$kuJ3bXoc<+kT!?BKyoDJ-9IgiE%Pu-KjOB8f`)99yoXwea{i>(Z5u>n!igXVxM`+BQb30?(>K-|#4dYSqKR z?Z(~SWizEkRKD=#NzaGuGu31x5EeJ=ao5py(QW2^ z1#dbuYfR6)tEj~;MYXvFsSQ2~F1(I?GApd@pakzTvChi~P9}?-;3qk3B> z*(1I(c1$_heERuci?$&1@31_-AKjB^-rs^Qbx0J*BB^yjIb$e(aB@fDPPvEm zPc-5d=xSD0*SKDvn4D9B2n@XPU64fY!eMxZQnnt3$^^yQw2mb$LLwzPBn1%blkQIu z)tF}r&DD!OBmE0#g|e~q>e9{g8mJq}_H{*gG^y`?#M+z8FgU7WTz@f4f1%xm%EKG_xsMD?r1n%`j+kjMI~^I8c{fp0%)h*N8jcS!jT@QTLp4 zF`=+VRZ0xP>PBZ#YAROw@O<_5U0xnl72rNpO(m+=V9(*77LN0{XNAUH*NQ83+nRKBMORtuT}N7phe+oychJD7&~U2^ z`;|?&%zk67oyFjNwfs8iYH4Q$ekwlzLJ5;-=;|)NJP+&rUK!Vkl`zu{DDg0}$(+g@ z?$(WC+{&Bv>MV+Ly6ojPR>Sqa*#`6atR(i*5hVBycB~u%8;=+f23=Vwwr4!*I{huJ zM?y=1^KU=w#kTNSA)d8mpYaZ}{JeJr?~D@VYCn@fof=1D8~}^B*+@w7ZJ)C0w7XpU zvCmX$kfr7Uo0IPLly069H@{!mSKceRZPz%RBc+CFjbz_obJ@x~8v&gpxR#nU{StiB1C3%=o+RJ~J8wYg8{f?TpB^u6vh zQzLFI@N0!yt$fGmD>x2C-G%jm`l-IXGEGvNo1x2q%}RE3`R<&GcN&5H?4HDhr2L8@ zwZ=K=SIowcpx{CCgpR(Qg?nikcdf+XdR=r!Nb;qx8oRTt6I#kItLWc&a+l0PQRPLq z<02Ujndx``Ai8@?gT)juW=w;NCO!oY=*(bR_I^qT3M(42hs*N{7WeO?F;U_7bw2o( zRz!A!hwks(DLE%A{8ml6nYs9`EK~4WK7vQYRZ3GVtyPw`BY$a6Y1@Maeg z)g=)A2#;xq3}&G5f7;cJptgzB>#X7H?n<@NG`gKa=1FmA*xq9OE^-4drTLZh@C9OP&d94Y zIOh`cT-5O`rj6O?u@AMYE9-NaI!hWKSF_=-t~|(R!NkNiobc-Md58pFZ61xke{5Ft z{4nKQOd~|Cvg1LaxJ}K+rKVkv2C3P|dSq;6Z?<{6sr1~6Z7%;B$ezD1*g*lV*3UBU zuY1$csu|<-!60f2Fnc(3xlcJ|Ijf~!GT_<`36d>}ts97VnK`$*=s~pd=1+2aa3o@D z`*Ots^O)=74BXOs zD)Qp+tj#FYKhaABHZ9`E-i1ITCM;9b{rc&rEeNAt4YYDRadb^?hvgr-X~`Mn47P_# zBy%W-8!vYk%w7T*tjPKZOeU~()ViD0QolP9&zazSx5^%;h#twWko_I+Gnavq&`8*; zajSQn-oq@XT>*eLas*yzbj}V(BjXr1tutwX_2AvM_T0jQ6e2 z|Hr~~Zc%=%2^e`qBB>D0MFHRy*U9^yHi0k!(Y1RK7o^yYI(OUV_;n<8yN1vA&-uq6 zUk>B>G{xqHo_Phg-3v-$_&IC3 zZBJxcZuYXzSFHzoEtKii2j#-%7@-qG-$D^C?(+saEB~(v>)cQGa!v*+r?~8aqk)Z=GzN=5^o2BY!n7>7i<}d zjH;Ey3@xoikgSH!m>$X53ZpT5e^hEMCH!{^8(Gf|y%F2}QfADz^UA_8cl^*+D*O4I zbnu4LKge{SzH*g|HP1AVMk{^}-kG}i70b?CDA`ru$+zZu%^ClmFQ9q$YBfpLH^Q{3l1d zzLuS%-2!m8E^(PsKC``Mxz>(`udp>bIM=**eg(EDuwswJrV-4c68P^=J~MMu5Fgoz zvBOIzAEE(T{po~R!>KgnNqquJ_CsF;l~^D@;pGktG!TFZK#%C>*!Lybdh=cBioNAsp5QsIr4h}XER0a0uw;J4McpH zgg;EqcvS=d8llFB+{G_sL%D+vZA7EeWMtkSOW;rjYpDivuj$tZxdy5!;8G{N2X9~+I4m?q? zC44}|m&DBt-AMNMxBOjx?KuJ87eNnV*!@!2%c@scJi@7|_dmp9gQm`gTL_&L6^wOS zqgP(SX1}!1?pKWa<{eGr8OnSV7GMBKMy#uW9{*Phs|9kq439#Z1?0^IEBXB^P zWf;7kY<<~EUAKO6^sQ$vg#EE<#ptpkaPw?1p#Cypp$GPNH)%b(^YvaNp)=A+d6MBO z^4dfdujJrGT`6w)?-avyA`j~S-znks>-Q+w^TlHu-OR)@nbFOP^(U40a&M-vJ}mNX zKiO)RcT)+KEB(L|(8R}cFlZQ}_q}v%MNQw{fRUJM?hSTwAHW2pStGVZbnYa<#?A9- z3HC&7^yc^`Zqp#taS5*%>3R`n?+0Kro3Tv)by7&jgzX#kS)Ghl1{c z<$p%vS`IAZT?@$@BhHNh+Yv&Fd+8-6N*?AZ8m05=?#8}4V0Amg{SkcCYGA;QVv<;C zlVnwTHa3yK`8hhWg2g58QF>_h*-;Jg$KlNKwm=!}>DXp&W?);yU6$WFl}n}5LB*8$ zInlUg@z%kC!|qyt)G~uRLGtdAC7v&vPt-lij)4vOsEg3}crYj3NVvXdq5`KLshg;J z?ClpeS0dat-MyAgwA(wRnRy*L!i6GA9*aS_Ifde48Kg`*JWpT2_}p5Nze;X%YJIB* zS1f~1M2lI}R$)K?XzcjL44_J|A$rX9iqS=g7Y>%SA9089PCte*_#)k0wYQu!KuA*P zxa09)SbBQn7PjKWk_DHwQgKyivYmu`Abc;t29R=c9ku~b|}F}VRS6O>MW6}@^aRT8Fs@+k~4YkGYp`_M6iU@0OMUAWR? zn6hs(;{V!@Zr-_~szQEv1y>H&@^+ePyNttM>kW(g^q?=?^In$t&*z=w&+Dw49uF;} z4{E@^TP;RTPv+K9<_l0$fB*Zz0A+bdWu9Ve^*CX2J+$aC`#qTH9;GG9 zy4$Jfk!>-o8olA9Kl+NLq-yU!^g$)BV%eIS8G|Wt>hP{w&dxps9d<@7FLl-r3b(## zjWwFy!=(1X0WfSd62f)Cs@pQL#&|U2PL+w(OL6n-sifirYZEEz1Pnj&uv&XbpQl7z zTve0$Hs7Ji1-_ZG0c>7=eBr(+5!R*j*` z_03ruwm-+J8A=IINAi$_?@R3@n8aRGD9Z6pFT3Quy06K#PV1WYT|OPR(z{bB&av

tpD$y{D&@z~PY;^Mt*6Epz=-DeO>N}9gQ(+I|wV=qA zhiLkh`H8l%lIwuoTd@H)2QJ~Q?M-G28*Y$oIATiw$CT&jNP2#n)b6{ zz63O>M$T_6^P*D8F>IAz)%9F|z-SZm2VdJXO+7|lVUXo_`(3BB+8bV8#p-hYA@69g zHG<%mnGVwgLsd75J`+;AMc*-i-m*BQ$e7j!-ZTO=D11Vna(pA$KU9I(l(}A0^A|kG ze&Z4?GhVJCFZji{{LXx!`(@l{v!ZB9H?w-ycvz=@$?2SlT>cE}dWk8wi81t*xFM|f zVHuEZox+>9wCd%0hYSB9u7!EfVRY>vJUTGeO0c+Tz8?m-7z43;xr95ekL{N9)>hh9Sndw;nT%Qf98!He+2IMFauAR!fNiUc*(2ZwWioNT z&nQ^fyaHCi>Rw*9Hn=ZeIkQmYqOqPTODxUsXp%Ofha!dt{VqK(+=2do>RUp~OLq5lMG%9bQVk6I#F&!{DZ@_Jawh2bN4hjViLTe~hN1)8{ z3DUl4JJ*_1tjL*cV<<1}F}WHu%Q`cW2=esT3{Wog#+6M@~zYr)} zl`rtzlOvfPca3is?j!`x zkt={sn>P^~v$RzoGuKpq^TMh-*OAxfW7IdD_TJRr?pJfVVi@EgTWgp6S{^1~o|3ws zT^A4n#4!m|2g26w34<#pe#kdhZe~6u-St~Q6a2|1LaWX_I=3SFfN~h!-@@Mh?-;w9 z$4mrF?l*vBPn-r{SNPTKXWzA6M2NzvrGfT;;BMGfljg5Nj3;_u&!XL;T(2)Tv0U;fFm5%} za8T2(uRkKiaAUBjITFjY4wCQMjAwGbP4hT^KbByg;QpXv?gqG9>7*p-)h@MMHrHg| z$DRmi0nGH7m+XDkL`N%Mm@ms@^C9!6$Ys{q^8X=dL+w~sT9W`9Zq5K9d_P*2ddaNx zwT49Ov7U1DehS8OktlNS`z#r8ra3^$|7~PI<(w(kOZM69D{p~0ZK26c;z5ZCPE!?Z zqL%;U&bq7k8|{G6j754=16V2V;F*b#_MkWGbHS1oYvfy%P5bPNaQbctV zu${Vc9i3rw(6L7w)iOeI23pRin;+?yltp|Og>F@`tx$*rc!dmh~@gp58|e4DAE4EQ+d-o7%lCxp#H89n}3>h zOMdBa*Rdkw8gu~;ya|hEKh8h-fqnx^2U+sV{tu0o&)zz{K) z&rxqjh4D(i$2bx*bvy!7i83@3&pdcPk>idcwxS-f63pNGyfe(N9M6zeL0Sa*uaSQp zmV;alFh>uM1OOXsc`S#Y?fX@iJK`2QuRT|4^i>lRpLqPR6k_+9^XJ5I@ZMlZ=#}fU z8^s*j=nm)UKaHZ_eKwKy8Ljr;CIStwn#*N< z`|o{x@-y7#YTy#$?t^aY}x8#We4hjMS$0b||R z7gE}{Jhh+35)a4Z5Ex}4NM5QG8Z^%}ENkD<>T}6SjB1^kN$HPlwecHCs?;DGf|PP? zjO~v{w_9>s^NgV~`}V4BqPN(|J5QBBqNd|mH95imPU($>XI) z-jXmHzokS&C|ENl^iz7QQ+mr|p`)d&n;KdZVQTqZ(l&3w>hR^@X;e$b2B*i`~vzHAvec_ieBr18IaREvaj!H@H(RS1aa3RYZ!7L6k!no^&D?!)mK& zXXTU73C0ou8M&d3{g@$py5`~1-<-?vEqjRVs(ozS8zs7GC$A1K3sJL+{9A<@85>i= z(>106LbtfF%m-cYsvlmPk&-@_$6V_ts6mE0=H1s7G8S8EVo*%0g!<2cV)?Q=1R|E> zl{roE6GWcZ=dQHVW)SH6q$YegPg=-ilNZJ7JOtKqlf~PlgzFXgTn@|DD0=5LLm1h7 zH6Au7YTYopfsB2gHhQEZ^MdJNf6*`vdX_ML+&BZ)VEPtFb0^H6^ zGt^s7Fx*2>Cjv+*swSncTV2h%nnE|LnhQ42Ctjo?s3AGX=IevU@(F$xRg4uIDk82i zbd%c@{flqEp6)~yv%xvut!*Tb{fKIR9zDz6=lf3k=oSN?bcs(SMCGp-1Md1O*TMDy z&DqW5I{I|YF05hl$`+JvnjWN;6zn**BzVI&QF<7E=`(uw&R;FH6SE-E!wvpTl22`sIc2Mj$)~{e45de}|EK zughZGC8%?B#jfknoWu~zd3~S#>y&Jg3*I7)L_q0gGHO=dM*MfGVCYbF+F;Yp$$tdE za*Vb{R_e}t>@XI^i?$`M-qIn%yiz+?jY#@~*GG+vKDO|Lfl0aBru9ab?uzdo_@{8( z7+<@#f+$k^=S{_lY%E~TM=9mSnE^+{#Hq3#Cru=N%{CN!>m{AO0}l%A#2rxv!KcdM3tI9toUQhgTF*`}$P&~*eowZD}ccz2tf)^kBRrZ+sMf73FWyOihcA-4mp z&e(NBKZ~$ay*GU!AWD?mR#ox@q31a1KQ68xwq?a9X@B+ zZ{vQ8K_w6W8n3(u#9-ji02DA`U5w405UbS4IQBAbc-q0NeU&EiJPB_dn#zS2o`tQ$i&*%P(n~TI8y5^=nmMY zHN;^v*wF~m50O$vpb5X$=<5fWN47za=cW^z?Pk1qkHM5;whhy0HaoRsY_YD6o%ec= zqxnt%H2RRhI$Q8r8@WU~){7u7$37-yEt!!0)ZNlxSsbIXJiL5Od`U7Yru`+eaRBs8 zLKVMfx@uXgQlza`m0Xs#0DuBa^B@fqruQHxIntvw$tf`5$Ck@VjEjC2fw`3^-@0ts zkfT}{7Bf`D-;9{ijpAHP><$3UdGW0lsp~AkX5fT)T5(AaA7fXPTQVl zIF7hZp&sd{afbF}gy^Ya-xKq0D|tzuv)m>-U;c!WexGpkMo0BR0`jun#SwsXYk@RZ z$gp}^X(;DV-%#RKQ&T`0Iy_GL!cXu;J^b#2t)?a*9Bnd+bU_6T3tmXGi_Trk>JMlOqSjr^8COKbR0C%!32$926x4^1>G)C4Xo&*#A zFpzzEN_{F(NL&gq@{IOEYvgDi(|3T*kJ7MnC=VS8wlnNywFif5;#gB9yOO>7tZ_U` zsK5tm-@VvPGokt3Obha440^38g9Yyy+e7~5Wf*G=O%Jj+q$@l52XuI~)Z>w{RkaO; z5;PM9t1pH;<4z%Oa~*1=l&a~uNyL-Qvong%c<+?S#DCeYIX}BnttIuiutwJS=jY;l zh`CLIhfUH+`T{)vuxM7i=$)3-OyuPt`S!pW+t(q`QpkoSbyu zU_pjK!OF9_3KG3{V#4_AcRya%7hPdRDJY>#GNjrYmdD?KOl^^hfA?m~>ia=7Mhpj#r0Dpy->4D&@V2XOoXF9gYL+yc!dN;>-!>S3;d*|%{| z{+atRfN8Q&-i;!a7H6#YyO-crgNUBk6)XXvGRJTD;jQ^%xrBrY(hyvhPYxUOq4uMz zHc?IAyFT09yxr_N^FyECpw+hdU#~|`UQ(xx@*myn=~vpg^W4Z(_GRLYRb~R>ks;LF z489H$s>q`m?HeB6GinU>M!MlxgN?30JWK?Szb`T|$&e#&-A{+9C* zf7vd@Zup6}(!$xMPn3j}YE9zCj+c=qtp$H4D1@1Td4%MEoN0xJ;)jeAuh8e?%HhJ3 z8gvKSA#qYeLkihF4mtSWDe9cc-p8PY=UawN;LC1m3qL01N)%D;s!6W5>>Wl?B2emh zDb?C@kBD8{DD8_8X~^@;FL@mh$q2O91jsRw@erd{T+6i}3uC4*A@x``{B9S;QJQr& zk%y96jE}{hSGuHm8ZJ_f@J6xIRBfHd<&!9@XA5ebaj66N=6_cn2)%CAovZFs`}HV> zZ_==k7v(SAR~>xN8Z5B&aH~mgQl|7!+nji~A<~a}DP`GZ(<}kizgdAv{a_eSskHOF z-b5$RVTkO8Uzd+Wcrp8DWqqf_%pLwOvd%l6&GrBPJ*TJbX%#KCi_@yTYmf5jKv5JW z#HuPmkQy;6IH#>u>lC4OjnIftBW6emQM<&bn2EiUS}Bq9yT5<`{>dYc_{Wv|&UL-- z>;1Z(&&`v3`z?7v_NY48IoJx_Do<`VO!Z?h&ZXRJ7sA#vjwmE6o>!YZ-!f(t$vx^=~>)_Dd+|^U&AiXI9KHUZzW3@Ksr^UXL6lx&1jiNaHhXShE7NKBuTnJ@LAn<>i z36<*%^EH`$^M@gIw|g4Yz3yJ~%y}0}8b!K;gwY#=0OeR7>$!FeZ*K@QejjThWctA0 zb?D9k2wA|g3-{(kXp^j4h;iHlYh>ku^4Ve{~JUp^~%wNG%!q^zFS zTvOv|2s4+be9YH6(CYENRMmLdiF6ci``nmsA6lL;Xmr(K=jop!AAjrg7)_A=%~S&Y z$G?v)!Ji8bLhCGAdbE7Z_Fh&U9E|O>m6clMaarR0xopX}AcNgmNbMhSHYp|z@86XUad~Px1{;ka=Z5YSRPBhk?zl`h&i-SY zo~=-_qh5mi1-T%gWA+*o>=@K}Pi)9VD$tM%0g9nvB^+G5eQLwgi1W$}>34?(dS>aM z_d*Kr%aHF<*9Y#@_ex=@EeBg0rI1^&xYDZ@b==wU7e0>lw2qUV51{?|Eg5e^SIGsZ zjg!Zq`nt9Nzr(;^&R?!|P54%P>0b1qZ45now?G)qloZ6EgIyW(LygrL(K#Lv%!1oM z`HYX&*sLNxOvU8J-M)K+dT-1XLNNmQwU2ggL_?MOgss1%TLzTNA!YXMF~+KynLKcV zizwyLjV*r`^4K3YV8WfyEpJn*n~~D-XaBvI)w3BkOweotEPAv*3kd16f({vk5pdY6c#i4OEq3Gk*s%OuWKZjE z?C0r?+~}g;N$J@9?0>)JW?>>)o{t@TyNMrbX>EQ<-hnBRZ(2saL74>?+X!a!dCO@? z$h7Ti8?CobD|(Sz{h^^lD$^Ri``Ha|iX%*NZDNn$8Y{kgUI#wy8kVy^+=N+L)R^B{ zk0I;g@1l#7pm z0i>H>VvXh?NX)^@nsX;#KXDJnFcpw{M`0{plcUVGQ+2Hus&u$8W%0@6zQRI-K-V`R z$YaUGm>etf%9{nOq@YRO)Vax5H~g)RH< zT-1q@r=Y@dZ|a5q`U@#p0=(=7-6SPM^OU~f#Xu#wH^hM~=M4C|4SuTqPaQM0cj-AS zlWs}}1~un%;yDh^%JDss{O{b4ZFgOzH)-;ZVFzdX95NF8Nruza)u?PlhpqX|%ZkfcbJg~bwM-O8Kcu>A_n?g`l%cM?DC6NPdC4miL^!_b$n|rV%@2 z0kSqjq;dvXv`0z1jN=sD`oFtpJdV?gQdBG+-Ffb?{1~En{1(hmT;76T$hR(w)tXCK z&3Gxrm;Bb+V*DsLMY~n~EJY;pLd1r2&16}TT>XTi{rf%S0>YA;^Gb7W%ittTa83Vl zEiybwK-MzGabUyl>v+F54QF(7k6CV=={Q=?%xK2D!2!p8-6$;hW<7WS1tvyZ zYaML}v+rnhDsVjpr5f&tKBYLfDfS!|G{{VT7c6cLjXi%o*~4-l_siY)OMq(j>7$w* z-=-m3P$j4phDtuGb_d4_eNO?I!FZFp-BsbYa=og9sVAn-=|cB(6fWAC+Qe&UBqGLF zY}C*K^0|eA_{jj+K^vyYMa1lSS!lh}5Px=QbN#sTi#G1_B)DSW?v5RpB$FE<9Oe^n zIc2(Xqq3vFG(BJTr;Rhc{ic3;k3AE(5hHBj-ZS$ypmg&bs=c;wIKJN@WdCZHHr~8Y zL~t$NE3?#1sxwkr_(R6P-H&AS@QSSC1CHs>TKqvVyzq^ear2zIUyTBNV)KAVOVuNb zn`XE6Uv!t6kNy$*Z}06l*}BPO0maZJ#lNsV4|DO(O4$u5%MB$1vEv|6JuAaByb#=0^Mbq_$9f#ksdvuLDH*YP zxNRN7G;%Je-g-1(ZUP(mOZ#T1otw)0&uEz{FF6M}4K#$2WZf5-x%Zyfr6FmfWT{nN zl^eLZ94^h`d)QSf3 zZf4|z?-;1k%}8v!q2;5{S0h+vkkI{aQ6`q2ZRFwY6w65&;%{MkTu+FX6#T|z-L|YN zc6_uK=HCQ`+K2g5CRri)mb)xkp;0Ea_D7%gbI+tWmyh?$k;*Xprxl5*d9ppOPR2au z#>*pj={3DEl*mOjBVTyhbtBZJry()?(*qdq-M@f}T;=flqTnC^DcdkUT$`FV8 zUP{Pc;B19_xd&Fy7S}Kq3-&b-Y&FiuZL>Cln;UYI?BL6Tw#I-uN$Mz>&*tetEB+SK zXsxn><+D}XX&N<~b)%>YoB{s9GXGw~l8&gmlLrPWdXUkFi5xLgMRSfVyJ#22QJTWP zAKl~b9n_nty*;XZmFbrU!p%`Er2Q2`n)XBeSyG&{9ZHbm6g>6rhg;-h8=qCN<=?V_*HweT>HE zsc<9tdg|w?cT2B>+S6No)~i`S7qR^?vgktcSFaZ5O&gMX?Xz^Z?y8n?tnB=lb)9`` z>yG3?&S_lUQuzO_PF>*^R3H{QTnjQ?QvBQU8CRLV?-)<}nANkqcHBy4W80L|>o&MO z;-FSN({n&a8j~It=DTG)pSa-Ucre!(y$oyuUDme}!=1V!jO#)6-UNuUpyjIwxgtIT zj_%7s_m;P2Qj5PJSd*H?qOj8+zm(&e%-dZio7StN|Dje(Y1GepY8V7KW3DUm=X!im zU2t)km|BAtP3(kU+WF^yH?z}Nz|sY5bp4HoEgCY-^j#JS%qJ{qn&Fk0F3&|y82kEy z7}JW)!zuiKI?Q)@onp67759!VC8;apfM-o+u;Z!Z$WcH&%rol95nm*UXOVw9LuW1B z-K+5u3Y(I#Oq;61TTQ4bC~L7gI%(|%R_?BbF928@t7>N;kTBhndP(J^oJ0Ij!Bs@y z@a6#bVO5*J;p^|1L+4PDLUD&K(DG4u?oGx~rl)prZ|)ZJ$ytKoVutQoH#bv}z~Y-a z3Y;J;0wf2z9rxv!u4H<}_CjSZV}T0V@sC(cqgX9*#-}1ADxhNGqijRO(-wMsVhr`= zefqvBGDMuac~m{YPU8J8Y2-Fcr#h-o%S05Tu z*Rj##@1Sai&a%wPjh1}@7rBpB(NT%1V)?2JqV?+1pLjxYIQJjrjD~tQ&fuH0ENN9M z-kg;f&|ot_K9L)!#g8vNlc5@3`4WB)iF)An2ea*{gV_?sc(^3cot8l0jlL!IVbP5%e2-?77OyTc zWI}8;Nx*|D9PV?LBcWjxOmPcgJM52^H}WU6C9Ye8o+j}>SsAhe_Az-cf~v25^QL~` zE4XTD5J;jy*Br}v;^a~gGkkv!s4!UzLhp)`I$x+Ev&Z^Xn6q3Gyyl`@yEne6{KzNj zcCQMuBKzqFs(8~}-R4#w_g6n|wsE{8t_ZpKHpr0&WY-*HuX4G>Vr;pS;{>#aD*w;4 z@zKmd2VqSI+>Dn_gV+;Am+<#a@3UtKbTBtlHij5Oc}ts$Jy;O*b>k+yfTf+lwl_{y z5aMs0=!Yo_?>fYN2!G=B7R{4lco)JYUpl!7hF8zn(T@NlUIS7&Kysp_jWJxhyUH>Y zyVkvQ_hugOU;di6+ELL-;|aV{TCkE+!SA_S&B2@J9%OdC|4Rrn)Q+CX)AuE2`iK6c zdTm65ijK(8=1T{|A}aeYOpl;KTY{Q?&86%Wp^DnUy5uD3_@ih;WomL4OqJ-_5(i7j z@&}0&YQL!E$?{BceD|}}?v>8(JrD=K!ql+j0|HZWVaM?l%zDJ^1X7$AfW+K=z&9Q( z?-IUnRB)CVa_Urbfjzl!6=7J8xWj;u(x%&%xYFbR?P^MSe2JsM+eN~AL+;Y41NAhA z?|zbBn%c$@h8~}_67(IZHN4?_E^9S6FD1<1ga{3D2@YQ$`qEMjp)QC}gA@>-X?GFF z0&j-x)=nFu##)2i3xMPN954jQD-CRp@TT^93B}zDe5Bg) zPNks^J;Ay}kJ$!NffrDW3Kn15(SPTF@jhjf-008JW;hKY-0{Fi^=AttamvC`8S`){ zEk#_Ug9D+#5FnoEk$lP!O5=AJm*PNAn6XP|G2JJq_V%f+Ice%~B0Ng1OIWj@5@AYj zit}gL1)`TaRe-c(GemDlyNL2UJVtVYT%{o)>O7=|Gu=`4?Lg3 z0B3APB8`&T&>S89L=9Wu=~xDRna`cJO-qAxO&@dE^veur3^I$}KoTnc8Iq6bvbV}! z6~w2;^9D+K8z*(q_7!T~T{&WlL6;JGpQ5`pRG4m+G?gEP1_OlRg&$f+kAR`3MiYzZ z)xH{lq6Zi>LyBB2f?roa)Fj0X+_GO9tCX3q_O5^UR3G3nK+O!L9QbFq6Gx@Hg%T1=`4=N&I~N%aTrz#N zuHr8~KV9uzy=mz7*8rNqFQU;yowIYn&!Zfvh3<#ifY#7D)jIn@M7jUR7c9ic1t-qr zMSLhIwcBIM<8CEW=^nA)7O-LmhNwE5JN=g0AGB>}YIO;em1=Pbn1gju2m}A5()<^y zHA?-EZ1yT(OfRB;WE%EFUt=#Y#A69mS^8=lb%bfk60HOxs7!!$F$1<+%{e1bEuh=S zZa>%(qwI;Z;$mNdSJAd`6@OR}B)k9T$jIt+%u%CluBV&p;N68CeS%0fuzq-I7omYa zOsPx<|ZpM&WS9gxXbU+!0g3s=nw;H@OrvJ(7VuZ3$I7)l>QEC2rTb)KLnEG!1|b z$H}l;@=4=uJ~k$e7);y})VGqZ?RmPEh9mZe{8}0sB)o$$r3oya2i)SoG75xO7wdsL zv7NxW(Zs%jq4yj94IbH^2wxED;AH=}yl9o?c2k=9VG$eL0|FH_z`FlnLMzkW>t@F* zL9!Nzx&MrXgf*nD+2lH)vUZM6@5OTc`Ab#uqjAg%+pM5H!Xny&_vv9FnwAVbt zl`C76;I-)_VibTBY_AL-43HL22zkEMtfZs_J5S?!h%`J}sA5KBuM#MZu?(F?(Pw=K z{pvcrlG^N%j*(=J+>KWT!_FW5E?S#V2$jKBr#H^>Vmv~C7q24T=%Kz-JNC4pXkPco z68aAF*QqJubu+W{)ZDvf$wF5B6GDw)0K2-*ST|iFhCdXh(sh|ri# zU+Pu`IuAkO+e#5Hi|B7ZF3W3ESLN{D8YN&wEM zmPU7^!w8>xj6gK^Ss`!<8ajaf+M8PT0aUHjrF%{uM>S?i*cZGk^`!|3NRZI=D=vh-!E7PfrWx!CXDGz^WOvYIy z8t~JH2=A*k)ZVzWaj%BMasv$;zS7y|y$;)=;Ax4hOS;4LT!J*N+oeR79&**v4uFd} zW{GfE@%G?EeO|HXA0bY<{q>J0`?STyM|;FZV(WMLQJL0R&>V*0A0yYT&ga?#HBeQN z@}O#jD3=t??0bqpY|pCWi!QtX$AfC_>#4=I3BK-hf?c0Hy0XAc5F|9GXAWk!?cn4R$QjV^i15=nhydt^I=nN(S+Dn3G}J_Sp#G-7 z^%aLA&f0+s`j*l{885WMlu?Ca!f7SNvzyIclBe9 z#NAFiqDQ#AXqHEy_DS<#Wd}#vm*F7dii4lsRS?hQSC6`60-p{ron)n2Su*u44dClu zKU#H$5Wxd=IY7;lATAoM5_u~CD+5GG_rws`m&`-at5#ElT;Q@7qALJ3(YTQ+0(8b^SPGG-y%Wyv_0a{G!No9da;hhFRjq! zrLH<0QD~x1P#AV`ph1ZGI)zoomuxroPXw8eoRqNa#h(Fy6OM;zE*V(C{z9!2o-T*v ztb824)vY_gXW!_Nv6}OUZr$rH|E%Hx((ySnO|M@%`^@RUip|*w3^Ijfdxl|Iox<7u z26xXe0fc~>Sb%70+)huon#LRv8RGvSY!|H(V{RB+3*WM21QhtASU|oHTFeY1>DDB& zw3OfavFB)R!W&H;>Ju!JDB5WXgk&H&+8cWqeEdw-LoJ5;Znf-i9iGd&yE*#Ka5&^1 z3i%-AW~l~|O111TDti7!`!&+rb0YYv#!VMrrko`J^^1Cv!I@MHGDLL?RZB0c)^)8o z2fIo3t0{Ovh|?q!gIoO@tImgNH`7EPUPlh-^~*cz4|Hay9dJ`40wsyBL#`Li`Q zF2z$*w5bRXm5aN_O|O5yiqJiLr)T6I>~4<mZ0WCD7Z_nk%^dYVP*E5)!lehyBg``~y{lWY0Bpj;U=sJa-C1 zba>*A@Ki7|gr;?`YNN?;dD~ZK1Hd@y5x1t;O3_~l4U)aFG2R3UAogG=cPYou8!$Jh zBMIVlgr1qbw+q*BqLI{iVw%WStI1pZeOkMo+4$a`fjIQIYYy*7-Qp+j!POhcL)AEs zK);NlcT2Ob%2HGogBr)5uR-3u9ka1fC}b&c4Jfep;Yg76Cs-+}@4`aJ_nf zG1sn(=`q_E|2uchnWae|0aU%G4onPn@16c-Y795Criab{{Wdf8WUeCVkdR!cKp0og zW^lFB(7s~iig=Lg99GnkZW!=gn>aNv*-%Z~C zd!(L~6(_6#9tl+I51&e)<4qI0SDDDPG%4k~4poL+Pix{yRe5)aE6rdyzwOPo*t&%& zZl;#UQOnt<|IYcjF{MZ!XfR3)Nt|9At;iB)jxu0J!BYlO!ylw-8N8NE_s{FV7a+?J ziW?hr3IBUTcc(h3(s#csw-26 zl}OK3#(mtsg!_3(BruC)vL{qRM2L&-iN)zpNi-D)jjQ#XY28aQFPTsHt*%~lG^U4} z{Svsr%=>z%cGc1+j=rDDa2Cn(a+rRGP9u3T4Q^7CNk~6`--%l7d?UD%MvWJ#m@+Y}8?YtmuA&+4?uAByv*NE3Lcu1DZe^T{*m4q8ge+5H-2$p>G7{8CZ(ziqsIKNrQGrm^vbz1Rfyd!juZ@S)jyIFYS1qIzU=^N;~6o@fQj-nMS1B?v`~Wuj3g`->k$|nMa>h{bNyaU zhDYXM&`P_{vz+XimhwHcpUz$;1yogs!~wp%WoLOO#Tsx`U81|%{H*~QTCg&jTp+cN zP!u%FIxnPKhcZU`9&EZ}9+Z7JoK=h?dW{a%>D!CFFaJ4soKXA`;97e%1nMhy>D%VG ztEj8OC2Z8|277tsY=-ES*$q7knis~ppJEL0-uG_1qXP#kL!)n1Vvq#Npj& zGI&s_VMMCZ4mz@BUI6%wSpwkrPJa$Z=0oa+;-TC76ljUdhL{9H3?rV37h1XpGw*1m z7bWOJG0Y+hJQMX9#6!nLbJ_jWZ&U4AMc6)wvrD914ZBX0d-nC&2rBa>MzxRr%j<$| zDRJPp!`IUWn&oywStGg*^AZ*Rj$8+czwLp0B8=i`PXeUxqBEZkG{ZPj2kZPQZ#^KNKhooq3hUi*1 zES_-9oncT+W0Y>Lx?K;KqfNPdmmnWP70-iO$zH7u-cH}C_}<@A=)Jd>o+!ClVgs}z zj;ul4dEbi@&>yHjS<>;-J6C=MmytWy8lbD;gY_cG4#}2c4zg23_YIT6>f064Jd3Ih z%Gb2B-=I>e>sW8kcRCv(SDR%<&Ly{R&_5Q z-k9gu6xwL9n?8CxHUDH+Y8*n|Ynb5(_k&53{TfbrkER7Ry2-PhmA+dyRlgO-ReU}x z5y(|fT?Y4FwF;DYG2aoX-EDHW=Y>uAMx^1a<6Ow+j1F{|OX&K_GnagExk>renJ&lm@7MF3hcJc@LT%k+36X@aI#=<6VVdPJZjz< zgea!<9cOW=yODjJ-q=>Lr90n*4UYsjka3D~M3c9~*B6uAuhpkJ7UNq@gCVrVqxxM9&To_G_j#@Y zQ_g$lV>_U7D1vdy!I{~uXvmtG>XnsHK$-|2nt$Yyc&f%o0+>7gaODdlpq?f@isOWJ z2W=cvQevy?&o$x48k)=6I>zk|km-)D!yA%q;ga=XD%hUpDf!OPfy`p*_dSy}Hsw+d zIgXW2qbJ5JGhIGqw`Tf7aiwjL<$O>)_MhRc6+3U+cXV6i&6gYfYVQI+1lc5eiii69 z3@N|gG(Dvd3N(tYu7e0-(IP$_+T$?xP}rhj!Z9c;c%!NH#y?fn7KC{H%+|P*h#iU6 z)M?39?}|{Qbl?rpXGMYaTHf;J=%60^0v-E6%NmK~6=_*XG5f5II~jBSA*dK+$(j|P zwQlab)*QUBsr{gi+`fH)WMjUw#OWXO^{Sbk^K0E5oIorztbG3VK;?$pbNUh5m+n%f z6|_OdHP~a(CXp}Q9wj{?SEr1_BF;TF7-dAfCdz%xH`2A+R8TZ7PDFppmm}sh_1SKh zlUGw#^PDI@4>krUWb7rIyreYymPsId9F=z%r8JVPuX-xRGN@;^mCd@aTqY16(27k0 zC6_w!PYut7wS!&ke!8-t3$aB(8dAt}yDRrf9$a3(s(pee%hcRHiFnwjFKziNWZd z!5CAEbJ@LaDPnS?yVz1@b~)l6o$*~?fWFu5s>~=yGCXM9aR@E?mN7FjY)L%+;NyDNBx`7#FjZa)4>(Y-Ix3O}g_TWP?qr+VC99GSHx&6`628C;&470f>m~mK?79 z46_mtw4AZrQRj~-)WynOX+Y`*Swg`nKkxZ!=9f-aFD2D#85~6YQPiWOgmW7=4i{ddF?N&daoxNYf{$}%pdzj+KcN&Uf7p}1Q(`#Z` zvK1py-U=FmqFw^6jVSo7mI;lxakx{SELc zJ`Fpuc`#uPCG9=oGz+lmE2Zr(vH09ks)xgXe*Ht}E9|@Eni1DrOT@|mT&gNZCr=n8c6I!5t zb1h@j8eZvRCwlS=`HXt!u0~)xRHT_?cC_=lV4+|SI0mly-#Jsm#hjwc>dLW2*F!L( zFt_G$mJwB6`8vyoS<-6J-s+uANh4x^KkYdNv2Ra;`&A`T`K=1BHvxWmx$nY@e;~M) zmbwqCg!VM&HyX7p6PtGM>;WA=;rn!wQ9k=iy^UIUrQU| z$4^@S3Nz&|D9ytf&$EB(9c4}JG^uSqe&ZmFe(JEzph4A_Yc=eU0$~q+f_ zZhRGPxo<|G@8*1R{F+_+Pz(@UegZ#q_f%&XU1%q_q}^2vUJESrNa=N-lh(F;+PUcS zdFzTwkn7l7+1wsf4-=5L@lCE*rXsdmR?_lmP(~>OI(VXm2^%||-=Xw`FyGSB-p1TO za4wGg=G&Bewm<~B!z>{tk_KSx7pAB9JG3%rVi}bb=2BNQf7`>C_0ZP6*izxWxOAtF z8Y0-}e&q&d(+Z(Nqxd+9%WoZo$ygotVjJ7{W2%U;4QxretLr`};K@4LHBL`N-%gJl zUU52Yj?}s!tKARwUaslb*xep^!d#(8_7Frn^bkr+ntBsmxoc#4pv#s`cH>h|dA;fw za*x-H498koPvVq$H~F*GyuUDWr+S3B-y+mcqOjFxP{#>LDRm4O+G=Gw*8wp6eJO?y+4pEceftja$`v-tlk>D6MEnmZ!3P8 zEi!}n>#PcKkE;A9%XMm(Kz+u9K4M~N2jqq!J))TSq_Qn>%Iz9LnV$Bf3D_HsVe?;| zqWsg6XTwYktbt~QW-s_@Hoi_l^-y=9m;MQR=evaIk(YaK2zrapwbMB)XsnM^1e>kp zmL`&nPEF5T6-i3|2y5p)>GH&%(+hBDV@b|Y+CQxOs*Ix44tZvU6ChoWi33X~b=(e* zcbLRK^iswybn@$xYN(15mKpYun7;$?_hV4rSsh|2_9EzAqg15V2c^=R`OWWf`&Sz5 zOuI7PRijO^RIDun4weKw`47zDd)|k-UuuhEgOXuGyYuD|jcY?v^JycvB?!JStWzh% zExw2g&lyOI*_MxNYuB=6#H7O8=3*?rA7Bl^42u=g=M(>`o(wHgiQ-)i)6 zdg|Q(&1*|2-oLZ@)+}>H(6yqm;bl$0qvZ;J4cE=NtwAIO6scLgRssf|C}4X2VbJRA zI;j10%jcm8g~rvjZvOpgUz>%wY4Cj^atXmG_QDyurJ+!L{P44RFI1%sk~#&_+-K8? zVWMFVG;K0He1j^)Qs>9^ZMIg#PNv=LDW;A?TG)*Fk;r?mPiw4(_9V0F{qHsAYdo%= z{wsINya_h});qK0fJPJzA#+6%ir<@B3$OMqI69q@<@+B6e>>We>)Wbc$ZtET=|6GK z+TlNay%VAI-?=%~AsM{--?{GE**UlH7?QbrsgnhDW*yhu;9@`-A(li)>V6)FM+N-c zdIB?;pY<6*i-_Ykv{V#=%|kgEI+NYj<@uWkm9Tc?K~Pv&Xk)JAaoe5Ml+CWvb?p3U zJIKPXVMn^n2Kh%*T3QL=6JYK4eDaGePOmkT<4yG3+!UvtVMB*x**i@khZctNPA-aY z2-{z3VZP`x`>sz1fU z5iyqO6fkA()GoS=gZlGLR8JJ-Wk3inEcfp_hbd-Lqz)aXdwF>7@REsnin1dk;GfES zDNRM*Qzt9zTE4^B`BI;-i11ttpi#f`ScCb;D)B1>RUK#}wyTW`$ zIIL{Of=(n_qncVq11R$L z@-eU0YfE3>_%cpsq)1v!e@4wI+BI1a?&UQ$wdwx?p>_K0TRYgkHiYUL&|LfU_fO4* zC$?g^yPF(P&+=KvO^RVW?S5rnpv0!U2h4ji$j#&knwYFxl2_hw{hD+`b5rB_x&p4p zrrQO%KTStU!=?{I!FrATw)uN-)FCpL?MVRrn%fF*40e@bD8IF6%qgFTzUZ}Yj%>41 zHi>u0Fq=@4ZbAD0RrJ5cR2|Q89@v*5zN2D=TAvNY?(6t#b3$dG0eSGsNPm7w`s9g@ zqC!(6b_N<6n)vf`TRdgcBQ|*29mMnQ)`!xcV1P5@3=@U+2(B1hY zP$eS3-+0eH*F5wvcw(WVt#W&;tqsa;M`#M4mu?-0=S|lrE=E*S@p%qSx!Q_5#kz28 zS@86{!|W`-t;YD+%yeFqiB0a~tL2AJbPKfX!-A9j`48rF3{EL~SX^5NM#r>YwSLr8 zx{|VYFtgHXLRp}jTbRiLyCX#xs@z9CofM0BL@dT%o<90MV{)kzmT0bU-2mm=T4sA~ zAP-%=l4R4=>{xi?!wcWdmA9okHwu=IOu<$;715JmY@{^y!}P=K8Nhs{nYRO;d%e!y zaauL}qWkT@YSk71gjKVYfCihNax#=g;17?qYW}A~+yqTo2oE(Mz;OO|?h1laquxA( zEi(SR_3n&1Z;433)(v{M&{d_1m0%h7m6Vzt)rrp|$Dj(~35h=``HJ2s&%sh5^#*)i z8=}`maPrx&(g%FE+2h6hl-1m^V*~tFWU-+!SSg7i-gOkl^A|KS2f@wj z)J5?5mSrB^pm(vk>6`pp{Xl_`+fV+Mk0t&#AOqOR$CJivI&MePY>=!SV7^-j@U%uH zwgz=RFg1V=80}kfHkTbvxcK;MfCAPeY2?MkviPU;wVo)kM`TarZbK5r!pYL4C$2a^ zqORFOQQ>=$j#sJ>@_I>f0_wRj;@8u!t?y)``RG@8>VbabS^u`p7mx&iAd zv!_&^I=p*AnyxAduye zG=uPs1xuOV5IvdK7=M>Y+u892B8`0ZO)VtF;8K;~pT~B_yXp0A{P}yJV9UoO<(v-7 zsld3S=$&6qTcNoww$kix-)HN4i@oDlKnkr&=~^<5zc(_xv@VEuUzYEE)lIE_^=qo5>{{;37Hw~6j41G~gsxz=Uv3OIVp?Q^d~+KKzH%V*c@z3^ zT*dW7pkg|{6ku{Bm2Uc%T%6%L-L?dEr1BD>j=Jv+$C{_}@eYwX~Z$@Wjg&t$`} z#IH*#c2QL-2P-aesfJEUC9VV>^(e^6qFrV{-9u{%3E+l3U;ez)*2D%@YOu&)I7P`7LJQJepZ ztKaaMb(KFcZks<*yTjx-(LPD(!5y1^T|!;soJ%8RxKT6dJ$$oihi^%DQ^`VFvJ~bN zw6!`{KwCcj@7#HW4gENUWm3v?W!uxaKD=&%JY{Gl`+2+}eeZ$kSN^N{5$*^+I(nq} zIz&rz)Y0@cU1VSe>V5~Oolg*W5bJyBZucNxQg%GnG}t&_XEryrX~lPEeil#B+x!xq ztO%||>e$vu+gwl9Nyq19dhmsov=pY?i)evI7JVw>Lg)d_ul0=orLWmBH)umPtM|;E z$S`+?RvKPpan7Bm7o0oB(McT=r|#^7dn$Xpb5jdo2Iyco3=-_)0}oUD-U|P967eqo z9!g(RDx^a2R7W>Fc8G7prvsqNw81<>mM0SnN%H4yxxwW;4RkgoTP_c^E%|3Z2$AY* z5qw{>tSO0%ooZo1fy^>5sCy*@D^43p+tVnp+q;wW_&d;_vg!s6@#t5aT^VE<Y~)&^%b{ zPx-d-DWf*idxovM`CfzfA{VDvJR@IQGbxZ10yO3ZQ|#m?zYpGU$uJ@2a>&dN?4;uz zAJ4Ix4)GZ`iivK$(l0xeaeT|Lm*jL)i*{YcobKD>qw(#?p(y;~F7OgQP zoary(DANShL>3&>O_@`Ewt<_Z-w`~lehBo?XPKwenw@M$MmNPXqa#rYUAhUh1P~Tf zC-Y`MYj(FEAkcNAIQB(Ad?Nf`bvIFttYG^4d>@2n8Q&{j2NTUQ4=2p3#5Vk;<+s_U znCV&9uF?RT<@7rHKtzpWb=?ef4twCcQ(*id>Qs~ctx-&S>cEXs@5FqkynR3_`szc^ zrs^^0SK0lM11Y)|=Rt0~>$zseX?If4QFR(kO&3KHrT!+a7~V76?>0HhD%8#2e|fwXNKg*RT!}=GSmZ8d0WsaSb5%3?r3ta!~zRr948qrqS&fT^r!H( z2aSxEhJS=a-Pi~_a#bhL7vc?c5T@hA%_%X2uxrXEbLz;Y^;rL<`WvMUOA=!SI1mG!gN{Yy$;cqpnyEwcU_J(R}My_z+k;c>`h8 zq4TzQ`caB#|AN{6w8&{&UBF)rg{!iPw3JBM#V?k*&t4sV+4V8{X@{0eo6i6Rz7J|k zVda6wmd!M7`Wg)v7zxR0W_k(^%&*UwHdGZHIHO&fUPu4MEM6MnB~}b9adY)xM~=)z zB8r>FSkRIfNZ*Ayma6%kR_;Vt0A5reKU@c zIuAeen?D{;UMU6Z%>aC1j{(e8(Ey0;X10YB+XZ)L4N_vp2F-0%LR2e!DVSg1Ih1(< z;-Q{6Ws!}+d9PB=Rz-Y#kJX*@)yMh9=@-5Ae^nFj|1l>1aH|<$7TY5dn|6F`R!o}) zcdj6YCsRMP?KG+O2@7g#@Huf`kgACo_9+D>+8tYjP< z6u6uZ*p9t3$v!=@(vc)9Q~AvzO~am;OY8wd;0eo{a3Pu$t=`JS(X6g8zd0~FW1t0U zq+FvcEHyIXpy-BgwwTaF1262e(QYp=2cnaWxFp%dMRKKzZM20$r@oI}{31W8`CUO6r3s~S=2fMvT z)#cgIyTvbkBG$h-j7aXK;hJp+yoY~RcwY50 z;1-Bu^+n*dZfbi9RiyvOVlP5(A!qaOux%Psph6t7=vT!@6f6y`9)`ZLGWYkaf``_h zggG*~IhbyCV?YvUySSpzqT_(MJgw-_2ll9YcGdVi(1aTVHL>H5 z4YEoUzrj*nOi^WNEEzKG0_W#`m{x+rt%w~`1bRnXOu5gfX{6$6Zli_2f@W4@mY-L_ zavVj^E?sENA?a;UW$EQ|^tf~XF!vAC-iVWANWxnTq-O7tFYCfzxOdz`Zc3n|RF-y;XzK-e}(roWPUPX?-DAKp_ znV+h6m?+SmFf%o_Hp_3RMB7%8k>fsd&3ZVgUo}vS)QsU+e>?GCne+P`Y!0gjjeT=g8-&P$uP z)7~Iz7QO2J0QAa2N4;d0kF6yz20EKr?{h5_?~UR1v|f7VyR`pA95@jZjY-aAunhAT zeY&!wa}D}6q!W_m%{C9DwfChmVu*@^Cs|E5_6&+cTAfcgV|yl6TmH~B{+OEynyd*E zOY!vkDUzq1-3Mp@>Xr3!^t&HCD;fCZJMG`q3XQrz7bIaW-+foYXZLKNOU|Mp_wWHsL#8D4d@!StZ*kEh*Es1;?at89asJf0jx{RPrOG#_ha6m%}Ok%TwQ{eOp-z(-i1*?}ZwQ#Zbew z+4~p^blxld;V#PDr<@Fy=I~ zNjIH0&vwNY#_>4ZH1Nocaetcfq|1R45qJAt;B^vh^9=e|w{4cV`UoSaK;ee>(Eh}; z3ORCt!DGO=6K~U^JK4k?ub8qwx09+PyaR84J=`y9KP-~)i7W{sAJ~7$jXd>q3PV0Z zhfMiZ@4}yrSzarZwYcxtcWPF<(rtNU8mSvNYKoR3cT|tTzE(thFLn}laYt*#$HJAF zkH6Il#VN;UdbccPu*Zf`16<&Sjo}-cZ9NZ$*Q`Eq*Udx`p8CKsB=%_Io4#B{C)-C( z14%mudP5H=ru>r+6yJr}gP)Y|dh$BK8k(Z0<8R;P=A}5gLemlZSb^b2q}ITN0H@Dr zQ>lq`e`I`5S6%mbh1IEUCVg7-77cBiWrqZ1k8fI&%rC#eNIUW5riauzOh*cukyGT5 z0`kAMXrx9?dQfie|5 z0Q$;uT}bo(yMcl4-0oJKQnHpoPv0P`m*o4}%E|s6S3}*e8o1=yby`33HQy2=^MdhT z#sh0krIMWsUXM$E^pLhNefEY(E{&ZdnE}y(0`|p81$V~N)>HWZqw7DTno8d{e$*K| zMMR_vj3T{BFH*i1KtMn`gc1=EA%L`Q|Lg=9eG7!qpg#eLI69l9u z)X*~j{afe1)>-SUb>8f({cb1wDR-Xxx~|XQV|S2dt^tbBJz5&^7S)(W1O4hV+M2Ow zaY|SHi^S=X?WPxcmR~vjLF%Hs#&St}ofd9Dp%EG|g$p1Kywq*;bMCK=mrrRs?Q||5 z9Z`k(7*{mgz5l9jEGV@#YzrU;o3kS73&)MO%tRJ zdoq%!Q82+dtYzU~Glhb><(e*npDMm9h0^@NT^4I2{3HlZDn?Ip&1;>~;Y8|8f>lgk zUnO`*>6jFE+N3MpJz6t&YG%zZ;w}Yny7@-kZ27hp1slV!jDk$Nm+-|SXrqHL@}CiT zzNjxa)Nd)svAb^`^>h+}{>Iwc&6!MdZEFjS=E^;CaV!WY+WOx)d9^oTitrlerthKa z5Am`uB=0uMYYQuMyU%W&L=Svx{muyJ5=?O zIlj0R+msB;wb@+P&27oO^n(OITIi=eQsGh=sv`bFxe+~Z%Zfqu8}rw8{8#dijom3_ zft&ZAI=$n+(4G5}KG?V>{J#5HiX-2>IC&CM%Yy&Eb1IU8RO+-hYzu|%V!3y#^)9Io z1ckYUaOGA_C^Y}y`~%sQO&t22j>I}dH%7C~V6C*dkK)w_mfoT9Q*qk0&J|iObfs?G z^+rWjdGaiyM{cd9lS~|5%1DTDWcZuOgl^ug%=I0hPaFieSMIlbIw=*eD-^fG=(uLf z8kEldY*~lMtVH`y%ol=K7QKbM#5^}f8n)c`5EL{1S8}Q{J4V~#9bM){_2A^r-#%du zpDrD|3%kbe>U-0qrR}U_flhYAtsSAGH%pTrx6YoF*uxa{+8*1VQ=LIl1Qdy;|2>N+zkN0p1mNdZl|(HSZg{T=*ycl11XH zqqi6Ma`!M^YuyS1U+%kLe`OYC)XiJqwAb-%+3iLP6C>2j&LVL{fDxdlF95ihdIv=(e*ht!RT?oSs%oabQ0Blv2>EC3 zyiJlx{OS#N^QpkTn?Le%(&c*!6$JMagFQ}bll{+ZbJtqt(a4cl51xfn@HHQ2!qXLz zAE4%#rv`fc;d%K?XY+D3RLhdRPo#Ebu6xm3L7)Wc!?|D&Bj$V@TY$yc17y4sBC!Zh zmI7@h?$mTKU1%NQIliy50bo6xOxh^$2Y`j>)vtr7cr4)H^jVFHnVA0(+A7*+zCLhb zkXq0^-OU+!ROBb7Oh|YaTqpr1iw}U+~Hv^T~l_~r7Di54K_{3VJI;1%H*$Vy0RFgi!v#Wm| z@IvK~+@=$D^$tSYarrMo+J(BGb)4w+7XU47wNnS{3Qw97r-V6r9fA$781UZa#_Xx*&I`RBD9GqetVgBK%v75kU4b-P)-OPbs^!4!p z$z+meAS>US5qy-qP;`2$^@Im5!cwQr$0Hba;jEDpzSwCaPJ&!9%V$wyW0k3J5X?Hk zz}|NmDvrWcN*hn5iQM?2D=fk8LNOvkqH8@Jz+?Xtm6Jp;{yO7ks$d5#<1s=7jRM1wR%XyVA ztc{%i*uTCKs`jQIu#M1SUE_DS783%6!CXwP*9(pg=J7Tk=)w;13X(%R`K^LUeZQF3 zIC+s4_pnKwCOTJp)iH0sCX#y9|1XaV+29*joX|4~&_FJfGQd4W;<1xNhV3>>8L=70 zNTYK;uSp&XKFw6`_S{WTmblDiFW`b45&V-Bq^xf6Z?${2yY+SWL%8LUrz4K`@++s6}*%O;;fB5O`7ZRK%0BbfwsfuyyuL@TMxT za&!h6kyJk9u*I2FM5pRExac@A_tF8t%GoHogM=*f2uI>x$wPk6Yv!GcH}8!eFuH7VCeSWka=X+9@f#^)8}unt4f^n< z!D^N1g<1r6P`=S;N*#J1POl8hc!8lA6a@Gfb_FAiAH@_*=4lscE2!~Fd;<&9%} z&Zm&*26-7+3u?6DV>$Y5$Bf-T9UukaVX5Rr*J&Gc%3vU0Q61Lm2cb%}dkJ>zhWET` z;&t@n0{Qk4>UWH7-0DOQ)`|BA;*V$SN#X^>LMoWyUc{15=&oYPh8Hh_-xmFj z2moJ-9ctG;`(mh1>_j9L>a(EC^R_J01p}4N`RjzM=sCC|1JDM@p1RW7OuMA;P`!2Q zw|jY_7M7;&?uMkU!rxjZnwumvIz06a>1mgH9i6TI7$De;=oE4PiREBVtN*K$r$#4? z6+%8_6mJ-!;^MUxI|&b~Y=u%{B_;k$MyL0yzfrso>s9JrWMSXK27WVl9?WCkK2sJS zR@JyAW&OvK=(!d@_OGrv`JnBi;=D`&kS1F)K>Zr(_GoxT7Z$ldvw^)=i3$SNeCX_uuw zr`8XHyn_}!_oD>~JKooGkhHj(zG%IlgtUnN=Ow=8ddKM3cd1b>mEhFQ#T9+>ZyyI3 ztd0Gb`*k`$g#tQ?eqh<0faCQ-0m~TJ5|V-M*TEhK%s&5}^P6XxvM;g8$EF*R5Qai8 znDGtR*;1X@d>`4ua77~HFpbRSP32pdL(#Xn5T1TyQ=irzk!y*$$nE-H=`pXx7a*N# zX->4l021qPL;a0)(u_-2{XJw@9a-^R{g%w$1QXs11G1xDBv{*a1He(S3n>(P4n<}!fRbKHH!zO&NG%*jFO zqRK`N;G`Ekl{#@`4+s>AAiTFld3a&qMR2F3T^I2JAu4p_2J5LGCy;>d2l+okQ-OLn zNIV_5eH)`xFq#Y+RnokF54BS5a=m9xLgFXoO z9G}f5KA5}6TzC4%=d%k<_2%OK=ZBT&1>>`BNj>5h(l!qZ+(p|WdMKy7t!xey@JfK! z@J=bV8_WyTKk3tpo&RTV0X#3VRit?_xWhQY*ZMa|QC&{A7sF`k**>Jm!@dU zCjz33s#7I8w}LApA}Ms96Ry$5%3)sa^x%h3#!tO`Vtg2YG6hNG-3Ma;@L9sHxZuJs zhNT=KU72=T#c9a*4-HWV`RVpR&{~ClIlbeR?LgVHLF@phg+%gK5Oy$luv`~$b@;>8 zpG{n8IXR{Ybty6;K_)UEnHnpuM#Eo|23RAaV8JiXRi~6D?UK4YLpU^onhUiRz7{OG z^muucg5$cLGe76Ql970iRMGA7(YQ0ux?Oe3pK}nv0!HJ-O5m&Koc@nh|r=bCb;JK)zPAcLdn6%$&pTrk&u%r(=**uv&hQH-?B6y)bOmUnK zO{4(B@vW9XaF!VVl ztlwE@0^7;@yzJr-<(vf5pXLXvl&xgYRPi1z*OWB}852$G(sUn@dNoBA&IKL4crAkG z=K5lgP7x0blHlWXIUe&7^RP5pAOFIeL%sWXFvVrG>s9t^yLiK5!~#Kr0SaJAOKb`* z@~~u7;$pb~#Tw%?AaAP8IpsgU(A!-^J#P)bOjJ)Ezm{OUg&VNEqv>rjy|I6sfRkeR zUL#`_*d4?>^CvPL5h7cyn3dsCje&Le09cdO6Oi*l--0pS1=1;uy`FP{8S`XCyq8y$ z^pV!_VFj`3Z3y*RrrH?8QVAo$MnsFO#q2>5evMp=Wt)( z`iwm#QLjQWqK2?FOMY6BG8;5>CYrOU_EY?Kn+v&9Ch-+Cl@fjBT;F;$EFwP;)|)KWA?s`eu*; z*vA2wO+R%iWjdFd;E21=*Sum%)vl#a1heQtHEgA)8n20dZ0LXI-Xn|_N)RIt8Q#&U1ME&X6J44YvKzcy|Gb#;LJP@5_ZOojmB8l}_p@cs2>G_DD#raJGKvh$v zPAl<{OBz9Z!k9rrYabd}Faspw*#CA0X*U2eDmRMMg8#Vz=G<`AiK*a1lLBdruiIO~ z@#pcZig%Guv&Z?9hix2@ZtS}Ke%R`QES(v6T19fZ1jPBf$!!p65x;$5Zi~KPh>zuL zHGy>(5xlTu#UVrdrXkvH-Nn%IGZ21Y&8yg-UVYpkbJarBiRU3g7tv7;ZtUGizPu5A zVhg{RL!X;ZLR@2Ou*c`|+bIMEpokLeK7W>eqBAqky7~tz`K+m(!%%!2-jkYedPmO@ z7qK|e1MXbA;2p5R`lE2#21lR zy`cW>bhM&T&9FG2$s=)M?kmA~N9+P8G>E9Y1D^i)uwzrDn=Qwl9{)RI+K~HuSOWRkm} z#wAxr#HO!lx(hz9hHx6#o#)u86zvZZ2#duR&~`nvx*R*A<;4Nsi@9#)?+BMJGU|O! z<5K(`J9J`71bzPu^H07?=5r&&=cT#Zrusde#DtAtR4yza5mp6tA%C?ybP@0|@-(kt z8f~1mcMmrR+n)i#n|Hu*w4>2N5%Jdl4X`49eN#r&;^C>3h|wmt7}EaR+2<-Fn!{

Rl3a!h?S1 zybJBt`yYtTN|k#w<@+R>0Zw8r5b54^6bv*G=BZ~M;yvqU@4|||j1#v4?IwyG{%P8{ zs}N)uB;PQw1LwKHi1ki92m?>B(mxUm=ptXPxo_BuMa_fbXeyP@(00GYx7GY;QL`li zYc*-a$n!ptrLFReH3DUh46;JJPww`f+?<7FviWm*UhWY6E}ebe)W1pOLe%_Z!CDqq zx^j?IpHt~it2oB`VUfR~vWTBWlp%Wc&LqS&xe$D^PoE6w`JB!p!5~g@Xzr$|_t+L~ zx8?OmGG-JC9hOE6zv`S>X9NMXN1;j9f9Hx@T}&k2mMu$c?CZ;Zr437TU0HWJ`Mu%% z)eas(&hKH8xhMQx!WPSY9)_BR_!Erf_nu%l5It}KHeuugY^d_ur=kctktN;O$&)NV zF%r?|JW*$nfC`~|*6^?+R+GFDD+o7beWC-HTedvQ>hQSnBSE2*7152P6et4T114|4DaFv?i$A!4=Z zh7V)l;5KlZ!Fsf~@{h{&`hgiMvKW3L=fJy}CCmg)CREP;USY+c(m8+%f_;%i>Wr13 z=wGDA7}43;sMk^8_|r%9bO9EGbljWlJ+2b!?qkQe(880hc`Z$b?q+mrSt#w!!i+)e zZThX_QioduakPi+?ga}?(;5S{ZYG{@2diPZ>PT0vUa?$YtzW3NUrZie{i!pkh_rB0 z#k?J0iU}L>*e}di{3MvB4(wElchJ?{rd8-mj+(IWD$W-n@O1$!E#`f;^E28nPrxJu zz4H7{^>|i|v;I@{eDt|(mZnqhf9GzrtE>?jE=DO}K|@j4dzws_%Ex)eGw^lTK(7(k zsb%rHh;lRIu&3~kTIQuzx^)6|vH-W5Yl8N!gsE*iT8cVXkJnFg+fJ@&vcHp+WO6nZ z#l`;d+##MPXbl8TrHN{x-_fsWkO(7}78p&()wB^V$;2MdY`q_eo$+@FKDOCXpmNkz zc@Jvw`#f@D(2tbf9%YU0$&MGb$7%}!oUgqJghIX8l&h5{}VfQ7BNFVmMZ`Gde?BC8| zS#(CC`4?-hqikWIFI&<$#qGNTSTC@lqKTq)cNf zWgN~&pW#fk#tDETJ`@n-B_4lPgPqYDFLUjK2{JBBR1K0I5)gz*|o81Pu#KC!iOE1 z?yTh@7D<=hY9)Vl?Ny89ser1Jzr^FsV`%5nxCGxxc*xx^`+gs zT}Ggsg1)8b&Evnnd|1?G7rs4rh|t{486cdlsTnP$ zlu7OImaVvkW6j|@y3zI37E~&(H-0k|(ojg*$kDTZZ(m1foSZg$Z#}*@3JK1gL!o@b zoi;VDNo{m^8Kk;I>vSUTq_`GJuXggQX!DE39J!zd!Vf3#RX!8>qA7lcK2ZCT=FF_j zw%nE&_z5}!m@a~F2n)?L-|hlZ4tY zR5{~o2(DN$EB9E4vG0e8p=?I;OY^Q*Iw?`vT*e|ogOAH?@|g}_MFPXekK3n5;(Gm%iX(a7 z57vH`A^wLXEXfMFVEx}7hXuz?s z(yX+|b!xWFn)AFZE^5E#dK}iYAbJL;>>&T~q{>nePuxVHiyVOp#nNO+Ev0qNP7e_uw)=Y>z`FG6KmAs#RX^o9Pgj|{n=s~UNrtut=@WuCQ)=~vBB54Tc59!B5^)4p}dH@?c7<8)9F#X)tk zyF}M1d}V_b#d;Gypw)U}I)Ca`%WB2CpK6lzy%*E3`862v5}>rI-`#t!6&S3!RelXn zi3@<60$#}Dt+IyjRHGzNT$a0=mRiCctd ztAhM(_*$sJ?69t_gHvt3mk3lU+Qn~)jP(s~Av=y&b;N!bG3t>>os*n^TLM;B4^^fm zr7Onb2?d`;V0788Ii=Dp^(44~J#aESMfvagQT_WRpdYJj;T@!bUeDkIsXd-bcMo^# zjtqHygAb(V!Gl^iGDvb|@;52B-4AlkCDGB+Hg z&_1nX5Jq-9YAt$?s71&BYAKYNf#U*(S@|vER`=Q22`+=XYyInA z%vI_Fa?Q>TBI>5_SX-Z|B1RRyievSVEl)X>D)l`UjDOzJlJIcMu)BB_$pDVJfib6W zglFAYv8g+`-JERPP@j9iZ6z0H__B0qy|4H~4@vmZy2C6;4a?(ga=m^rQsamk4UL7W z_!9IxmvBXzAq0(F$gP=5JMM;>>p**D;0*uq@OT>fPK~ zDN}4O!xwb1;p~BBMP^g(@pAV|8=qSZlNtOGyer$gQNGWm5=aBt-F6{K;o+^zW2~(goosPmHR#Sd@_=&Z;mfFBvl5i}KknD3>@&EPqx=yI z&a*IX+yq$a)x@iC(Gz#}C!@hz!DOpX$xu;gnuM@7Ev$vh=4cdnWk;TIPQES`XQU+eMr9`w}EET0q!uBlm|=ZoFUh<0N| zfajV$5`i%@toGlMTqRjm=&tCRtA*DsM@v&I9dN5v?xLM)_2{diwQvf=Bic-1-n6Pb z#+9gjA_S}IkPwLFfZ27-=}qFo+)e+<(Yt&qDK0{}-KZyGQL_Fqta$C%JFW0dRoGd? z)7F+2*Pr7#&Use#MaC0KI9x^6j0sB4BKPJN5MjJE`}1VJHO75%8%h6l64pK&P23{x z1~~1{ca0>mxfsN^dqq>*CQRusK|zav3S^*ovoo3uk49H>Y@A zHhk@u;S|HSoY8Pd8F6>d_1m`YY}aK9CVD2D6g?OVWo>D+nK*|<;&L_}Kg~`X%davm z146>eaVedlV-=zQos$;&8b4F%dE@%*(3p)G$-ZqeBWZSaHD)h7)^BHKl46N)Z9I;R zYRHQT)f*Jtyz3+wkt$oTRCwPK{7iZ)lz?walNH9dNuOz~f8kQWV5hBEvoIvZ@zBOR zIL>dRKv(8USyPXJXt3p!X7pHAeg0ed_ph%^qW}RJQAa zbys#}?@-9E@BuMo%CjtfROJ1;6_pzWE9B*j-Bu`d6AYjw0D)~|oD^XKf7@VCL^@rk z>0Pu`i-4EIIK92mQs$BR)1p@s{L8J)fS`yy5P(+6^w1J0^|j;u$R@LgzrM}Hi`c*? z*4zg&%nvPMeIo;!s!y38%uJL)-LCFo5X%Uwp~|E)Yg5Z$vu%ANqhwJBvf^YnbD~Xj~NL_cp=&#lTKAMONRd@U2)ef#qpX z13C0e;h&@fQ0P6&Yu~8fAO|g|neQ=G&V<56YqDf*JM#6M%SPdkph(x z%dy14r^0({#2LGen}L?^N9c*^1*Yre*%oAHhFdnvct_veXb-QegB}YeghgALPf~fV zvxuaYfW&%k@6bF0#b2?aqgHs@p-+6+n9ANJuZGI`nE^zIKQ$%|gMFY+`F#tfv``(- zql1*rFCXC%QGV|_o^Okmi#`aSY7=ccsGU=NmG!HK_pn?JiZIyPnk7Skglv#P-HgA! zB#rC zL4BX<-25FHeA1XzxZ3A8y|&$GL1pi#r5NN>TkFEtCewTa=A(_aAz>kL%uN5|ml>5(^wP8n-KeKEpcDpLg``z_bWXzGMQTX@T? zyWde*XGzYTX8~WNCO4=0sE4EXA-GLhY@@(%)Ib-q{Z;}f@5I_F&o*}k@yajwtbCGW z*CcIWpd~uV6i7XYF`=r|%#jYv-av7e3R?P?{7cgA%T*TW?3&G^kS)JvC)ojG#|?w_ z&D&uW&@c!#BI48`cUM2efteywA624icB5AdifUGXYGx_Yxz#%F!!~eAP$kss ztx81AkH4FwDqnnvpZly}+<9y^ySJ`6Uu(^t^Ixsg)@f=&)j_QC)``IO9TDxiJ;J)X zT%0~#d=Ob3&F8~SIaRV~jn2Fssp(qQe)aU}2Y>Iv9ogmPL=dh6?l5wFf4XaD_EG7&L>;B`XkTbsX(KGpT|P1m8x&MN z<=&P;`Sjp!cxhN%6F6lUOB0Y3ei#Zd$A*exE?df+eAa|?^!Lk2=Ql3@!XM{Xo!4u6 zV-O*0qE(ieh4M9iA>S<{N?rSwRhSdBWI5%|cGDmVlrW7xYP#F?&R^TAx8_}UGL&|| z?al0Wdp)O2Bo~?HxsBnkgnhXoM64Bebq?kI9Tt8+lb=!VTK{Ew#HI9i4T$X0e&huI zLw;|otmdV`B`d_myp#>}teJ@=>gF-ACMYB8R!xwl30fU(BjuN74zFn&TbdM@Y6k6C z8o4njT|5HLYsVgKxV6};6Pf`$Fd*~cpBC;7LrG=~D!U;aHfd{Zh@!1-NtjW>eEsW( z3>_x+{|MOlTd*Nq{j)Nfdu4<#!M-h3k=t87I~$Y{C)azJKk|5-&n9R&925{17BN{n z18yjAS;%I1=YdJ&ttC+5E*^zgWq5AB>R`c;+NPzif* z;tiM{b#C~+@QbkIhwm+kMK5!5ZdfRSP^Vi0_f1o3@0jSx>5HZWIELmC@ecR071~`# zvgOl)Qv9o;WdU5Pql_f#9G-xCkYaYi0syw?1<)HW+%pQ({aUm z{)tSQc$OlUpp!s@;U7$;%`QP)sfUYZ(e%rv*Oi+uqL1JMiJO1BJhdTk-hAU#sW(9l z%jVKnvo%k{$UWR`4c$PAmd$BHd%s|RO|PM{I;{-Jyad~fw9S(NQ?gHGL74CQ3U#HM zn9|t(2Xfn(Rm0e}U~Eh_Fu6GnpYYAPt|9y)eOl7p1lvO!GXFSHdk`cr0Eq}!-j#nU zT@X2iq5aHvbG0w;|CV7%oa?c7&s+j?hA)pDzFBt`Q4NdqvEUogvjMxuz%;&=II83EcA>9M6+vT-yXLNtk2S3_qz z3}BY=a?i4bX%OOUe+XJeFQ`D!F85x_^BkqNpNqnBa!N7SE(wWtwF-527PwpD8r8zS zK7(RXcxa=omrU(dvwTHu_*zT7L>zojrTng!Q_`&|!{w#9?8vmHHD6o;VGIMhM(|94 zZzHYJG772~7&%?{Xo`NzXC7~nBB%25hxY<=%YT*Q-73p zedTPi!Zb2Q)*NN5B#IHj3mmjj>jFkqD)!Fop5V#*@hsoyGLXwE(n+KQAZ&#eQNdG4 zrvpr+Mu=i#l>gUggBfb&*GSKDM9Dgr@&y}^DSu+nkY5iL$EEK(ky~1Bj(dH-Q_bw* zjiBV*2=bQ@nITBSRDQ5uY&UIf`Nnbm&7al%akm^I`{ay#h1*2pUd(G2Y#bqzIeH|9infb$aK(m4h?0o2tN}3Ap&c^Cs&h&cUoa_CW7F^$Z zZ?$_z9R=_%VoV5bz6-wANZU+|UR}u9u^UdI+gwg_D55;c(X24`ethsT15oSx?fs-L zSrp#f9FfMf1jAE1T+AMnY)5KQRNLqf31L{{LozMngeH-&Rk7HBr1n+qi8k-8vWKg! zq0vF#V2CFT9%7 zXTk4m(a0>ge1b>16Z5<~M30hGK`=&H)1W@4tu=Lw{l7FiIn34yvKh|m_K;+PeKpI8|4~M$eGRvaZGL8oC%=V{xa&hF^Bv1ph(_(LhSEFr z%zeL}v^$zNQE{Y)Iz^BX8Q26?S4Jj!UEBw4zqO8dA1gk(f0wBphp$TT5MVy$9rEEm z{6KJsru|wZzp8GmK}s~N=F4ATFYy`+z zEslL`$V>1>S2+;9@ z3ew&8hlz{ZDWe{&7Tscq(u?&TEkntxJO>}T8RTujE{gxyDnsKNb#hK<(M*Y7{ODz~ zHeVk(o<1{~BL7g>T_s-0zBn-`A0K<#hSI$|-?a&K&k6`ek)|FOXw>K=H#BF1xI5O4 z^1ZA|oCrCR$;syW8J0uttE3Ytmb7dIExilOtr+li{A)9TQcvWEgdZ1ds5(FJsfBVJ zc5Aaa^Z)%zfD`d;&U6{qO1fq2OyO!m>*QrQUQ+wI5!t+?7dt^&&cyM&SsdD~bl^0d zJ*?Q6Jw`sr!swp8s?8|-_ILGv=Qid#j63sh-j=g2yx}&68QH!sCnHnUylTXw{~I77 z@))ZxF#TsbtU%`3X!pj!Jh#85!qxqo89JKWYWtyenC^(@J5MHUOv{YX{X1oowwus5 zRAqhB>x;J>O#iI9fR3+NOz0V!^<17Qc2xcLv-oZay1#iQ{Lp{t-oMqAf(HYYR<5fr4*GAm8r%UJ^IYBgT9p-(&U!L*W(c=cwF@er$ zA-Wjk6;i=+JR}{16OfNxlfAXRL$r|%WZ#2y?zq~IRoDJIw;mpr{Ef*YpQ^`UuHmET z?c9gBF&3OHCF}cgI@xdQxL!A~)FOTb&DHOq>d#?UTHR-ZQozYuPe;!UMK=6g4Br|t zXZDiP--+wx{cqwAhRnw10=Mh`#-W-B{HXyWqO(BTVp1iP0bOthlhQB9m4W76>qcUr zK^U_OQN5YbuRkT)SlR0|YN2eJ$z2mA^`Sm`w?3Y%>P)7IX;hA9H>PG)$!J;7;1|u+ z-&I*<&E_=3sq$F>2_B1^McVaCDcjnxhH=-_4dz1C#r7`|s2o;Q?aUWjgNT3x#eJ+! ziMzqa`dl8-AwROQ()-U#$nWp36;~JwndA=9_Gmpi%Ujj{78V`!VtztKW}8%Kb6C>O zXrpu_&-*}()s1c`0s0YAq&WPHKB_ka&T(!}g;efo7+v|r7DReCkbwa3Wo~m}oQgjj zLRSxn{??gOYv~h2`=POE?O3DTs5&NA}qYsIfgR275e_NHLC-Diru_Z5P69Y)3o z+a779yxL>CatF8mBC-*9q=XNtV;Y|NZIn*1SdaB884Z(vGqSNBU`^ZY2{|l zlUQ&w$g6g)Nwy&D(pKlTZEMn@F;lVOQy(OPPqQ>9%)7+dr4N8O|M-hk(HDN4^8<9n zt1<0KQlVmOh_#p%U||hLgHp}2%O8L<)CuEmlA@ThCP3=me;8GWbjoxX@JS2~lPAOc z>OD<%Z2bLfQc6+6?Jp;0E502e%ZI_5uz6Z|o)2B(+Ui*BcZq2a{l=!zebKzD8tI~I z)dl|aWooqSsY-?GaH!Cmub=gi!RsEf8Vv3)WuaV>wY4Noa+A*|RSwkyc-Znx0 zS+JFrQgc9meOwg|Pe_-qycCLkXh@!#o*ECum=t3)rKJC^EYct+x0>BWaYtql8^J82 zp1{?{h(`w*thT?WU40`c#~&!!Gy{_-+)aE57ThxQi)>Vg!H0b9>sN4sw#24}v`$eA zNbA8LN1=63+xc}7b>5)hE)&&koz8u*`eA;axoW2S3lveWh4LMnNx=w8C8cu2_J=`? zd)i!#J&M!y-4#wO{EM}{A=;Q3IR6=LA8`q$yu0A@jxGC|D1c@q&_!!1VCY3ONg@eC z*MVvp{Ndu)7%RpU0H_q5Jlq}w{Bbv&eUEcK-X5)=K4>L25-su)p_l8DGwkIZF$slW zlT<^OXgNL|HWuC0mc< zm+^;a56QF;<-8btBrPE2w4g$R>b{ho2&LuF`T?1eAl#Gg3cl!G(@?^9{s#Oi?zPA}2$-u1 zx(7+W?pHHCfOs=`z?P*Te~YeI6_{)Z&z6q=CbzF6XqoKTGDgEUKk!Azu1%10`15Iy z?-&vJ&~khGtefQ~(9u-0U87+0p;>T*52P`qk^55@Xz)Z~hp z%TiNw%KvV^9{a6fRtr`5+(Fk$2v*)FW5O@nX>NlS>X^^9jR2y>E^LR-Qq)N&=XvFZ z)$Onk(Tdrcw)Jj;2Cj`#7b@zP&8^tJ4Y-+8ZkBr`BxGhCXucO$XY^2K0ObHjHEGC^4eS4A!6OnT z+ml3$@WA7j2<<9&o;|h+WpTB{9B7;bm;986;Z)tjQ zS3Z2>m1nbq%fD5H^in|C>Q*_nMCwuQYxnhf-6JQ{>ffidJ%AgTBwYFWh!;>){7&Mx z(hS_&^`%1|hRuoJK*jyDSQ7%I5E_q_6hF$X$g0{{yj!`K!|>KWI6OB}X%U2;8~N(a zZ60Iy4Eo5SEoW09@&L^Vhp4 zF*26@{nd&_Elg9-N!<%IBrPRmVS!nd&HSZMhf2Pe9qL-Hx#kZ z9R9f^&&u%#yOn=)X+SQx`+noNZ&c6M$d*YlEw*dxYJDpB1Z>Z{F0x#V8r}s_=RlyR zQnmPu`;l+!cD|3?xM!yP*z=aJ0FGZacoJj5Z8vS7Szy|a5)S^JIxbnEWNSVeaag$( ztoiPs$<$80Q?d1GGJPibL{KKUzbWFk#Lzk2(cV``bn@WeEAd73AGBu8`oE*)jGMzm za0_H;l{9ke#N{PEqP5O-TDnk4GprjDQn5C;^ImVT;nR@kH^q#rkIR%78@SL>8adl9 zmzNiZYz7LsgUfenF^*2zMLUmZP`{&sZ#vE6g(C41obUUkY#RhQ|E#)oO=@8!75(YO zZM`qC)&k`(if!}CFkZWt2jr~3beDcHQ7Ewb@0>kTDJwWt(xMR3tobB&%s}RGnrO7^ zD>C}smah1TTTAnkm(iuKE4@=si?4+FIzxrV57eMN@A4{2zZK|fY--C^`Az3%eT{h8 zh~M5SG!bYJ<*)NoNcvX>MD=p}%wnevIY$nf4)s!}!ViDmZJjFM1OqY8gyb@FL7Mym0qTr{*V+u5s7`#zd&B1k>6F(NunUhVnJD(tZYNQ{I-6iWtn% z9`X5+V*E5+aI?m?a&2@8^{gQeq#~~?MqCsfJ80CkRvYdThcwoWy zgiC~(p*{SSD~MmpVOSF-{&eUer)YfTx~5giAM=x|y`YbC8qn>NCr1OgL)%7%LtW!M(JD`}oy0 z9zt-d5z4L}=O>arCHj=-B5Evo;4^@(nUteS)Ei_@o2ozU5Iv6OO-^<8T$`<5 z?ODaW*>_4kjBcYWBjSIE0MYzbdIcVivtgGHyrQf^x9}4oE|rzcSzN4r+l18P(XGW# zB;Uqz$v$tSO5Oa7UiORym%vfaciu!%*j+|{T?)VP-3*MN(EO9C*L(OgrHO`p@|Uv< za(4MOS3wY7bGfovj9vYrVT+5L|1>MW-(+OI>I$sNft7cn@T(;){jQJW_Z9MzHs_0$ z*$(moSknI8+{Eln>)J;emClMbjh_Q~|2(PK$q!NHb51m+I(F#Tr&fh=w)-3^w6}U3 zQjVe}No0Wjw(HhjKYs7WFG~}pogRlJP)M=T#%!)NF3V|GJ%=gLf#c}&*naw5N%2~7 zfNy!_3Dhv6H8Ln1cfa=_kxjn%-P`kKo$hyDb;7`H*_W79+d2WYMv%B?;t!sy| zQ0qjvDq!$%;?rl0mxx@N3;*dv zS9*=uU6;Oaew!>>g%1o1Iy5^WPpnT{pG10WLgu-Q&DBHVmgGS$rAskBN*OH{-aqF~ z0loQ{;Hii%gU68}czQEpair_>y>{Mlq8A{y6d9#Po({B5W9QT7>#R_U7{MvJ>Z2De zoYTV_!?iQ!$>&?TZ;S2aqmAu@e6_umG7kY_YqZj7J#@G34K_(_BR2XY?N~FW)QIzK zq4xFSei}#UI_-7Y+$IKrxARw_Eh8KKfjsyS`xxi{k38!CRZ0E-{Scay9Ft~VP6#{u zeco*nu4&jhOH}aV4J^z=IPM+*j;O?s~3TMmM;%+2X)i|BRC^*(WNIkjxc6?3&5m#iN@H7Hrtas)Xh1k8GW zc}DVNAz9^N_k?3z3oPPA7mis3O|FYvL{U5Gt_5*zUJ~onox={3FqG{U3r*-9cd1kt z{rsxDT?@^bQhW4bEpQJhQW5ke-UvWXjdX_wHdR<@^QCw8YLXWHJmprLxs>nJ-*%Eu z9}lK}zJhqU5cq?u#5I>w2oKE>h7D9>V*%yha`_s^nog^U zl-jNef61y_R7iFqxHB#2y{V$sV_r;|RQ-pFZ*GsPY--@NNE?%mL9V{l8=s1ZeCgTn zOU7BFq~|-Q==dGDmhq=0mzc|se#=?flc#izr*hb0Y;BM#VoBYL>!w9NY%qy1{gyO7 zS<=!JR2(Fv;*&PC>t>}Q{N+{ioL=R9^&xe6pw#Jo;VqB%Ng%Zl{(9E=+|$;cG46SD z#THgEB4)>5=v9|O=F`eKxe(jeV!ByJ2beKoRh=~LO;>tRe7M9FJkQ7D^kg`+yxV61 za1fRy|#4ts55 z6v!@Y7l}*-`~~HKJ)}Fe_DEhYsXX)IjFP{BEce~P^&jI^BQ~b$-483)9;UgK#e8`B z;D7(WaznTc&{9!o5F|1zi&(P8Uw*o?yCv`+YD6FXv}SP9^-X{Nkuc2M$&deKa`keu zY6cp)%$Gyr5|Fo!DK=>hpFA<0-1M9AU*omSdNG@Y5^8KnvvXR9<{jZS5Pwy5S^u8S z0eeAmi(j;BYD>2LzC7OZ?UnP_B>M7!fhzQmzhr(WvL9#YoW`ql-?cRjAI&m9x+dI9 zgrB1-xK*mH0 zDDj9^4O(f{=44hrDTG}}V{9@4h@KaN$Du~2f-;*aw@{_3soygHQS>-lqV%Z?}tP-hT7AptL_EE(fPj ziPPz~4xGkX%vm99H>_!l%nZ9@wri@Mcl+|Vg(@K>D;cty<}$r?sSwjIVR+lBP0SnN zo{Z6%r~nKT&wIHNNsp_)5O!ezX#iPnx(ldv^AZz)bga0(@*TsH9a+AZGLLXsm__DX z>mN;N;aq*NFeOlZy^eHp2rKp;wHG*_9D58D_Cj=sd6x_)Cz9+Go_K-5rrGi^3%_VZ zKPrQU3Z07o_Wkf-E8N>0`F?C+hrF(@DK-!bKyQeQd>mmo_V&I|)LyuDggn2Zob5Ft zUVk$vui5C#ZN;GE<6^ceCZ9{f9;k!JFr$U|)>AdEH7jqHwias9ET$Eq=&8Z zD;8ox-Qx2vRESs^8 zUS(s(Z1uY1311j>@Y0i~9a$F&do~VfCTMBb=Wq}#9ZcoUj{<;v<@U=Nl`G?w~?$b)5DBsh#L&ae23vFc{K-Sj?*oGlf%6zC;Yp@wVJ-%VK?Y+PaS4CpE z1?2F9FM)iaOba^F+=`ytREyk6p2L!6V)Ds@8#pbBSUS0Qe?sbDAU34UyXUC#Eg=v3 zgAi6cN~u4e{9q-mx6oPhvYwh5I&!O~@MpOvvX9|7?9ixYQadz4nXsN39%%@!kDaPL6?7>*bfp^yNNlpcG^&TH7AGmY{9lXMh@0OgiZJ zKv^@cXsHSy09&5tM=Z7<7auXLVU(&~{p$F+#15gP-!yJ7JJ)W7O}}DsYuW;2kGzCPmpzqLXq_c*;m^vT%7(7in+BB713$JwP9C#Yxqy9d?VlVk zEtRVFDBY$J1En#tLgqE%O5CCLYpel!8he^8N$_xX6+8%rvd z&(hc|ixr0QS)^01wSEd%U|OiqtH%NB%es4HPSGL6N_!Lya{=ZhZl6}*MQIBt=R>{; zPc5H_M0{ZZVC+zf<;|w@{m&v!^q`PZ^xFO_FsJRlrn5oO%}R3vgOm(nA@3FQt@7t} z#vzUZb}IQza52r+UC@C?1ca6?&Igw1^jD^qZ48EMho?|5hUYgu@5lZ~TGA?R@2NA=wt{&Yi&o)a{ zCbtcFrS#yTc0>+qD65T8tTj3qxJ?RH2C(?I+qo_io-?f#%V(QwUE()({l@MG-WKht zGcJP7iI+zPaL=I5@)7>Nme=|<2-jD8#JlF8NmYLpnpWQ{IJ`)>xZuPbo-sQ+okG8X zdPdXm11&5v85<0|22Qq$m6!}-wzs!En?W?HHF; zLYoY^)8LXg`8+_ky_NI38G9n*NH9ff+dJFq2|4Skwl+wCia4U3m6g8_Cw8S{jJe%12YyiiCwyhqH0!nGq1%jufg-QniOj))oi6NaDz(J zk02=cZ@FIyWG1jPfjG!KOanrsI>`)Ydj2vxZRB=RH0;namo)OPKUlVfc=WPtv&T$x zgd%NO7!y|fg~liasDQ{@J8-?*Njzw==7>1wsO51d4Ib7s2IX|})VV7+%FP(EG4XTO z_VI?X6j_>7X(pPXUzWICwYXh0CJplKt->jqJIAgfoi}^n?&WnGwdnPWbk9yzD}Yfu zBFawyFs-LnS~K&GniJGpIX3`bPS6*L2l=@T!pqo!bIU-@_|rifrY1e!pKU#8T$dU6 z-d(hL$uK{QaYaJ(aNl;PneAk%i+WtKyH;-;Z2<2Q?Bc-$*MA(FgXZ{8$ldL7o@cI+ zGpHf76tB4@XV1W;F^fX9pXUVaEHv}pU;tNZU@1JU{n;ukI0Q+5ABxInn-Rv5*SB`~ zx4RXG&A=b}Cv5)7j3(YCh1j}oxOiH}pNY$MXdspL`sgnfFIK|_(bIxMRDM5*Ix*9C=qup27q>Q(vQm-w*T7%G@Yw6uq ziJC@FU&;Nm%Ke-+0j*J;tceV`sJo(3aUrcMrJ105=y`Hh**X}XPhfGN__{$xo@%g* zU0yx6112$lc^js<2FvM#7jod@uzYK!PQ>w_xlek%0~~V%_QZkwoW*hGqQLql0)0N} z@UcyD^5g9DrU?tL4alt!X0}`l$o!-N)RB=oH4rWdvrix|&3RAl%e_&Lb%buE1X938 z$6e~WT))##S)|D1KCPD=oO%7IUzw{K0L7gBtxNf+G!d&a(B|#$pi%{zh<%U~8rOij z^h#IB@slUkJJx^Jv6kgN0s+5!x{>V%b}UNQZzEnvdUC*pk(0d(WvCcXziW>$#v2Oa@^ zy?tB)k8kN~zji!Kb3QPN(=*vim^s~kQPR@aAc3tlsF{(qNkl!v*LSwE%>v{bH!YO& za}`4HAlNLqbHiewp1k&~bc|M$EU^o*B&N4N5l!7h-+J3w>Q_vsohFcISxk@otJMOx z_g*r(pAvPoI8dkHQ;WOX1Z%4)koPtR0_d2zRk0VaUf@+fQ|vE3G=ViTp3UlWo(;h- zM8shl6g3qw{2+S6h3BP&=LA&Wc>d|OV_!KjXCLryOsorT!5n@kX#INFyIXl^f71wC zO03s7#DCrorIKuxB`xML)zRJylD-I{sZ#Bo)9abr4(?v>h)5MTQb;I~Zb1PDLcnnJ z?)!m*UobhQJ7Ve+ClkX|f$Oo$Zb_YfUT48~*QXH&j#>qb29r$PYj&~16C)N9_RtRl zf$GB#5AJP?FV+3|&~khjnmJutI`;0juGt@xUx2r7Sd+LxTw1p@eG5tfokM&~>eDx~AD zNx6F(ot%L+pkGEiPQ8_5way+?vg{`R9pRgM%JUuSmt-)#2Bn+7tG0%?M9-GtD_q|~a#k^8>6;V9n+hX;# zVdCohMsAzRPeq{KzBfLzFl}ytaV@kM@;Z3=5+lh67`NBwZPpijdYA+BsHA3D0&%tighE|?wI*G*Xi?ry%zZ^xiWa^lpF=f z)-hvW`Z_m|PVL%ubSdfGBr04oN+||P-nKaMCX6`^p<=|*sjkfWf>%3!{0v=`iigOd zA8B4>(e$acdifS6o~MA)e>Bh7#oB8Lg=Y)-}6zp7Dk zQ-Mtr0KY6GQPpwCP?I)j7rL0;@h%L?A6pGZuM9_DaOjSzyXo7K^?r?Inz-lvrOX!& zs1yaTuX%h08XK^jz|~c-PP*k=RGOc{%`?aMwojKw-jztIn3B zmd>C;*m>cC0E>Q_eo`cpB5v+iRw2%0y#Z3Y4`HG{?5!(vA1Y`)HFZb9FVbB< zap4j~+@r47i=^XN@L2}S36;I5U8tO^&T)bfgOm`(m`Mz9h^Mq zsB77LGWPvWg5IsEdwN0l?!4Q=Nj~|hhlp6HtdRP*r$X+|W311_VJOZzlgV_kPG z9QcYAM}`&-v64c=!Q?!^B7xUK%$&b`QNkACl7kj1Ll zx0N3i!j+7t!FslFQ?Jv0??eV%i#sohQ&Ap2QfAFte{2IGHnwV6r#tmE;0PceLz*;x@a_)`^#hzVKa^_JqP=D;*taz;YOxX6ROJiRzjOKh0nM}Gc z(;H6@HyH$}K8a><%*`$7{G8%-Fs13@^;qw04^|Zh<9v&sUp8J-nlevI=5(gy#u%NJ zj=wLI(w&%2X%b2f<6l#kf?g!#{d@EA%c_~2Co2)b_y9Qy)jRF>8jY)n4rH?9l8#MQ zBxH;CRx(O9lvlvAfjNmC;i!OKaFbY)@Y**!iRNDqK3p6bL&})A?{P`XQ9YTb^XOiB zmtE?m%8YZSacivGpoTwXy@kkWGU`5XEHf`iV?9<+HUqb(CHKf$h zY&jLbLG4|H9CNdnZLB3uQ3*C_?W?_jjhQdoW^45c&o0GO;FX-OQ~rs(*u8T#WM8ZA zmwQtQwfD46{Pj;se#X<%PjV$m;xiFzzF#r|%#uUa<^u^4o2Uh6W-8xBdg?`jct#>Y z;FJLUIJe8KvbW4nr|e(pZaJEkU_m-^-r8bh&+Mc7Tkn62&i;MSA`d0$7dVlQyQ0lU^( zW#pF2j4f6if|y|a+Ug>Fv1JJwS?^*<0ev2*SLJ`mICD?(EqA(_?C|h?(*D_*jpL^Q)6d&hVOXax9=w+MZQC`yV~p{jxBV^SZP!J&4sRoc3S_a5 zvyarsAk;Df5*bPG=P?!*sHD6q$J}lD`x>*M@U5rmNoVQmW;{IAYQ8Ma8Fo*2mLAvs z8*^s%S2gpD*0M=7?Nzc!!inq~2ikNXN1%v3hm{oQgU2`)J_*5^5(w?PFz4dAQby)1 z!x5HtMY3(!UH%_Nc0J=6yHMYG<1%%&yd~V~pP-5H9+}~w%ASf#zToG=` z)6m9$oyNu@|D+@vT?~UF8(Gcv&stIo)5gjV-@q$A_+|pJFtzw7_%!i6SgA|VXro&v z*4rV`4&kVv#h@Y&2u27?WmBft+JYb3ABo3xQp@AmZGQ%V(@bCQ?v-@Rj*OASg&&nc zbFeRJ)AzR_kp=|^O#TLh{=Pcj(SIweR^Jb5CkSHWt#Wl1hSTfx_Nz=xXAu3b&B<&2Y3LbhCt|U%xx-m?;?-p{9n_4RbuEn2A2=H#Ty#^w!5) zr=O&0z>gZZTYW!>lJ)UzEPIT^>X7j=jPws7A=NcI^2Th`W&=UnpYJEP`JafNMQ`lm z_A-@W&KleZSs6wkC}jl@pI7Cm@VocwM7QYOue_;XKhbpiQq749D%nOTg-@u_$F=Q$ zaO{q(Laz8kZ%S&3<|4bqHZ8>u(yI-jvjH}6M$<=gNP-@`MJk053m)po!;`xS8Cux( zm82^>h_^)T*c}bgJ?gE(v&%U%_Q!1BY5e(`AKBpS6Q4b5k55ojQP#9F3Y=}w*Op1o zilJ8146xp_6r;K6gDGRLdXV;nP0*6Q^7Fnyw=BE-+mbPo7dR&J<1TyJ8`X)oFaG-V zyvh5$S&`M+_2dZm;YX`?M6D;n9^O!_kt!|UFc0m{&aay9Gq2jL^}Y6@^>9@x7U8); z9#{h-F~QPb(6nuNZ6SVR*B+x8DH7p^X>gOSi4z_!7CZ<~$o7^^8SP93UkUq$qCazq z)KZ>Gvv>DR$&Syhvu{X9w>#-#*m5g12yj~ng(aZd4rYE zJrH)R>B)+-{EJC7+dqt^o~9KUttvH5!<@@as$&oT6Ojz*1t1GzZ)UQ!xOT=pXd9|< z|EHeyiK3Q*pzPABPBS*?kP36J^dh~i04M#^rwxCQn!{{E-Z*Xg-2086lC{2Jey_gH zj(7G2>lZ<33mH{-i!bpt^W(Z%IKq@$+TeAh9Cg;CdwoqJ)AC}P#|Gbz>9LL>RwL9K zTfaC$4ovp8&$Wt%$6vBtQ|L=3J+QX6lkOD!;4G1sr?|A7?4tVU1G%m^bHo$g$I0}$ z>1mLJO#-H3BiuyiNp%jC8fx9~1%Bl*66tf{W>x88;^FF|z8(et(P4sK^6olqNLQZ$ zmR>Yr89sl{O28kp&=#I6jBWK$`?;nBK4SZ|>cs~=jhXl369$2n>7ZKMXJa!?3XWub zt`i8AL5v!nW!(<{Q0SPg03LqS+yneuEnF&PeAT*w*G2Q zoWLrl*0@C<^kG>L|8*tmUL5Y&*^Xzwip?$rjjk5D?9YNE4HQF)#S*(#tgZZU8il5I zOJ?5RMOT(uYPB2n6}!)eS@#3*-u(x<28=%_4iE3XQgrn1yrrlCbAi1#NPh3|TSMz+ zhcx47h8IDqbJBgQl=$3UQKfA;ZB5BKtGJz{k@u!hD(g~VEThP{g?)$M1Y*ywhgqh$ z3neGd@tYE>qg6(;3UXDhUl1qR-_ZW)X)X~}Fv*#=%jgRI zXfQrqPgEYQO;g(_%yLz|45HcAQVm_@!xe7rhx zjPI0qRwlqOO8w^ez6#yefO8Wd+m!sgOVaYjcWwXlqGPAx0sxm&J)sz7-W)!5OKlFH)*5M23?T%!Kf)cc zyK#ib^UZpk>aGG+9I+re&kyaQj(7%CN6P_8XL3)TS?HjXn#boy@%G>P@bWIlqqbWw zTLcAzbld&$$U~f^oavEP6caJN*<>m1WmIXB8;p{ST$j)fzhOHV0OX+7L5o#m)>($m zcM6<4LS=cPkvP)aZ)lv$EpuwHx7&xJpftmrv&%D5t**;;rr3^)A136U;%p9^pSB7; zayEbFLa~+AWIFyM4c6O3j<~b_dfUOL44Uf65qn`GDf6RJ$=UMQc|Sn0`02`4S{PC{ z6y=!^O)QQ!i&mCfi&)i|(exkM00Q)?4cqQB3*~}G{1L}Q(dv}(gReCNp+lOvV(`D7 zE>C5ZYt~#j{xJY-cQv=gT<_211@SvPioaH)&9?BGP4O~0Rjes6g;@N>iI7)l_p?^s zWry)oR<1oZbt^+jp*^fioi^QPq366po6I4=Ix<|EQOrQr-AaDv%Jsgc5ckBm{G@Xu zZ3o^Ll0Q9Pz@?UMN_q(Ut84oAsk6;B##9Q@9WGDC40G)+`BfHtZcm{Ow)yEV;h1K- z3uTKefzm$r1%h5|e$5$P)^JB!E7-|QjaZkfP8=d+kIbs>oF%rZAvh;jBwwLsUfr*{ z36lu@JOh0U-+ZE6j+CYZJevf)+n=l*pI0#HuJnVnjoIIoW3)e}V~z>r&bL|x5(`zH zRi%WOkNMb#J7?7FbWS+$DR9hj|G0QDRN;M=q=9z|-XuStOq)tv4{zA#BX28!GDvi=OvM0!I{7@Y~gAkOn>Bu-v>#UD?(bzT9qI!;i^aT$OEVD?o zPpgX_WYB%W(K-)HqRHPKC!_Lyj@d)Z*c)NJ5J*U2M>&EjGtSytl<)NWDPtv_+G3qx zr}_4~w61LvQ@sk_II_B-DDMJ>ZILoIZUC^i@$aJLT;hsH;}BEd+-N8TP#zuHy7@Pm z*E9k7HpD&K{%^3=2SVBBg!@vhHcO|ke=Xb2s`$JxzWcl1LV?L-kZ9X57y|FSMxm|M zpR~z#R{K7!dCdqBJ5~pw6kB^+^Ex!!#>ZL6j?CX{?D=v#SHYdKd)trYL_Y2L_lU^< z^~c`HlYF_yAfuhLGrWbDLv}K|?~LHTvvZ8p_JEe}jqg!6Fz$cw>C8j-4Bshq{B+#{ z$1BGQ+n=18W@j6kyE7BLYcSTg!JDHQavCgY~;4Z zgkay(XTNXkvuuCiz>$u+2605n*}M@OP^^9b#>sCozNpn6?2D5pAbVhl>9I8>Z!NV# zi0X^@Ik<~6+}O+>Y^Yqo9^i$nxDZELz$d?jOwBZ+;yYy0&b@=d>CDmKo95oDA6$*8 zwf3v)Z0m~!a1^pf=5;5vD)jAdDbFSQlLF{|`6m_UE;~wxc*8;L&N<3ph9`lWM@0SR z&6Q?f?1c}RGWB<~z1Zi|S)B;~?q7zgykOuW-54GL;irt#FF^U-c0y)t6+is1OpBVY z#J*lb)uw?Q`x;~%%&0vyFZfE)?B!c@tK0P4*?C0J0Omi#2jNxw<>l+^s2sRYuqQk8RHoa8mj1CU- z(_0%4R}oYnrZn~)WjWj!@INH#L92;0V8J(F<~9t~w5tC^lpYL-yPe;Ls---7IgW+p zb$;t>lCv*_>;<>ub|XQui#U0?Zu|9=#{)ypQfku#HS=J3d5z>GS*ipsm=(z0-kmjy z!PdGorS?mOcFYTW@*lScyi4)Y)&ob5ChMnFCq4XCsw~wXppp7FHVpE2ivsH&vgmFU zbIRI0;mG@f-pdH*+19sx|dCIb-cBgZaOv^Ip zMF3zfd^(w;ouJNw4=8o|6t{TaR~v4_kJKuustzf? zx!J9RwuqFIw<+BBh2ZW^n?eU}bGU{ooCJqu7!AVNue8AEd8^#tJw1z$tM64;6d1r zTQtV!Q%mn>*jGeOWyz#?S#(t86H3bwhGJB5T)1;g)_dQSWDDhIW!uh7&aN|M{)?%^ zCq5Lik`%w*y(dVuDM9t^j!lsxU+)4*&btg%iv0_YMEZXL>#8i~41#LGcPGp%s^V;N z`oPt+sKfgj#bPXnYyuSQ(;yzjCW|W!CUXSO;W4xpoItV{6pd+OT`*| zefTddW=DS?MQQLX_{OZ6_nTnV4uu%AS*JliZ*D++?Is#c402&v%sN^1&bM0&II)}c z2{P%F>D+I%b|s{OywW*w!uOQ(rCiZJRXqvqOeSkio0*Nj4x8nrUwd*Y{QXYh8^__F zvDVY)8C~^ddeuXI;e`@y&TMuH-5eK6#kOV^P2*JT4gxUd@B&r{;Vc&ed(L2CqKi=% zp!(EK=M|Zpsp(h^uoCpUeC(KORgT<0A7K0MT{_L`Kwc*h2ApOWrDEaz#iE`vwIEcX zdLVf}dY{LGJo7l3mP275 zaANht1fU9xHB(p;8aJV&tY6Ho>MDxh1%>#MBRk+5FTYl-Lmlcc4@3IX)6)?%KB24D zbt$h&wNz)w;x@t1on^|F1s1|n)jnUF&-2tv1Lef^C$nV$9l#sRK-cOm?QPA>;8SVot`^>lwgM7 z>RZKrcZoWzOmaCE^m6Gx5u!5TiQb8l9_@IZN*27#EJh(E>H01MP-$%ov&>w9keBM? zi!H*|GtIEn5tv)@Ah@qrzyga38Y1vVd;$U|wS^8T^F%^XJ$cbM4cx^d z<{+A%HWfZe4QD^6agCy}CsNP>V{FAoJ=2taZ>vRv{bQ&zDx?BO=b%@;id1ddpn*Kk z(5A6A*~zr9&LaOXEJI)ta3pzEC?|~z|`7U^>iGJgou@f_>(wHWZ@UiHlDBA(s{$IM%YfTcnz-T zAF&!xS>MXE?(xrtFO^;Ezb-K1`KN173l{jui^` zKgUw1!pJUl1G6l1muaecQ(1AFMg|?Z!6=j_Y{MxWMrv+{o&n}en52@PMV_B_w13CE zAN+RaXHaO#$XricdR*GG`@WV&Fh-fS=3A8EW zP%`{EJ)!kXM7idEN7*3g^accluW#qgbJ~cXGVBJBT-nOp7V)yk=gh#g-GWFg$0Hc| zi7Fl@$#habZZ=|0e%;moq&FZ~#k(}my&q-0a8jjM-qJx8jzA&8$pcBYSrKT6^J0F% zux@r5Gl2(o26?Z~hlh?B`*q+}ti9Iec}(xZFF}jU4X*32u7u!m#p8j{&_CH__1(c9 zN*vxJ-lll=u+}fl`s^n!DCR}R!RlrqS!Zz426|D&Yq~WuOGd#`>rj0}xHWOwL)$B? zxE^wp`T>df`O^}l3V1oo;d8RN3HaiNBn2hx#VHRY)@oigiWmLhX?v8+6ZPW4#F zc6E)*ogW`*bMJXId}vf~3!X9XoBC=%I9sOTJg`9R(6Bmu<`j-Q@IV?~_Rsr1-&~DP zDRJg@0XQ~+;u$eZ7>24>!qT>9%jo4JbKSis`BH=_+$MKQpaClS(=&@L(Qer)6>sP0 zK6&857h93WQR?U(r+*MzS33*MpPU$sI!HGEyr0%@jp*2KQ3$Zu8C1a z3JwM3wJ5KsPTYPeQw&6dm!hgLhyT>{hAFRz-S1Jp-Sp{?lSkI^s7!B9D24>v8tj8T zZd=`oKJcOokx>4@b#>51>@ClkS^3?=wq`d?!5=PMjJlOA=i7%nRR2H)ArEdxw(Xuc z8cW=v95&ti>U)WU)0Ms<>!63noh=deIH#Q5=bC0oSRAN>lS$D`wtBGo79hY!jVzlz zBNBPmq#2{o30dx`328I$zl6$Pk5}b>2>X_d_Lj;~ zm+T~1>akQnv7j*m!rs`pOQ21CEt2+r|ssB&S)_z1++c=u^SC^QBr$z zQDj;^}!u+O_Do^!mY#2v|t^k*+y$A>4z2W5?# zeSb5lu|=Yp%iS+WcG@I`m)3HHfK(%FsTecADF)3DIB9Wrvr_>Xmj2_rV&?S}>A*A3*kSc6 zWk%zCZYE1Od8@df>$ACvKWEDoGmZhCnZ>E=Wo5uRJi9aO^%+Hc4Qy=*=D z9JtUb-KtL@{U>r0#-bpYy#7QN{`KgcGu!TN0J{Bs+Dkx5K#ammw7zrfkaUFV0p=au z#}iU#j*2t`qHRyU<*whr@cp~!s$A9iYWnz9pGd;)S8nKkBGvApBf@X=vY%qYL!W`N zta{@kxkRN{vA`ocsNKA#PKLS&Mb!z&P|VNo zox6gYVVIUhgCw0WI&W{f3wm%4J-5B_TjKw1GQb@(lx}~V5*VQ^?3v8|c*HkC)zcu^ z!WY!xwq`E8hS}o`2!Nmvm>+%mtp7w#xC{o~o9I$TQZn1fTe*VsQ2Zu|($6KZ2blOm z_dv?dX>H-*z?Qg(pUIb5=)EgcUJ^5K^cWy?vrCH#nmJ1K5dq4DPW{hVdM^SYzsQI4 zbQD*TfBU)g_b{kbUuRB9*Y8Ut7;Gc)un`|!wu#x%y(c^zx|+-PxR&;)1T*Fz(c^eT zPXsfDoOGq=?*07z+Cov;wj7;ziDH{oTJ{wUrLrIafeU4rreykPhH3ilNAF7s zzi);4?c$_v_~?qzTV<~LzBnjy=A4KHWapmBfq|hL1ONNQyM+Zt16b;wi83X7^7C~x zq`|!$TF=*J?+Oxu8R@xmW_AlR6z$XaZ|4f07q7DCQW3;R?C7V1S&GLtJ5K{kZ-Q*D znuExuw@ibD7`1x+@ge6e(vpg&uqizZGP2ttJXpj4-WA9KY*0D2!YGgNuLu8hi2Y8y7s_|z@5l_}$(6wxV zg{X1>LN=}cPh`0;Yn~qVeVfXd4+#ry>C{+51N8exx?Xc555?yIr)&EP(9Khr(ez){ z$*My+TbEp?U6SZk%d&s{3%o$%pRKpY{#H)@tJOpva3X7rBA|j30Bf!y5j8U?xGSWs z)0j1Vgs-)Pb>|rY44nt6(07V!^RjpOrKVM? zzjCsSxA@t_cl=PfQ*9&%NIISBcv+5F&=9!X>JpzL2fv27SWp39EHLXcS~6X1H@>-N zOHg(i;IqWu+21inqikE`2whq#F;{C!m<~IZzA;@w_k!d2o@`QyhDJy#t7+igt=HLNALrj`=_?nhamX`0~rzggT{%6Bn+Knk=dIY!Iv)n(hwxL5B8JB&W zz!_v>1#}1$Wjny><7@*zuj1Zn?GOO%XlEv74}w`1RJe(8O59Z>+4(c z`GNieMN8qe@_kMtzheg|Ku;rpnff`Zb{<`x`{;2%%X=CT3M&A11mCU2VSl+6{3??doT0COA%q)SmIsjtp?^+1vX|#ub=%bNF%VrMNZZ1R7);{_N z-gOJ^2^rcdfyuT?8AcLQ$r}3>4@)QE__y-&?mC|S53kPQItBXL}(l3?-%AGYP2SyVA6RGNVy%dj3nouad zl(px?Eua46ys_{5O>V{eq5{1XK+}%Y+PK;Q$JYp$clL<=rsOuaMcYzf$5ENzO;Q0F zhA2tX3|+DpOo6S;0B9d_|CJ7aSD;mt9BMq7Fj5uO8ArWnv-0n&U?biAT_z6i4u1?n zG@L=!rGv@2I|=G(CA6H6NgL=Hz|K1B;4S%fL(tvt$~!Loi@PxP2JOc*&?s<-X;73+ z7)K2SI`p(2BJ;U|hfb$%fqoCrFJ61raRz-(0V<_-H5nP?*MJbZ4Y#i#EpK&BXU2MI z+kCHD$n0SQ3_|k>Z~4&aa^MJ8xzs(EA*{_U)#QC|j}!@la8(7j`KG)gzT|}Ezx8^9 zJ5R>SkMcP#N6bqQ5qtVIkm@bu+~wFHR#UxJ1y}_*S}bqIRCV~%`VI8quEjvnXKgb0 z`uO%yU1imr5vw>rkgD**=-g;YKi(`G0&2${zN-nTEI-mS6(G-uwN5?f8KnJ#2?m=W z{#4tuG^3J@e@B* zh39<|A6Dv}6MoKWjgmMlzCLe4IwqwPrDI8GwavRQh`;;AmK9B;*I8gj*{I*2mgyJh zUi|kSuYzt+Rz@1A&j?bKtBnKip~CJJDW%eq>A#P4Up*;R3g~doS=gq;Hc!htt4Pus zIk}1{&YinvE3^&o#esoY%Fw-8$MMS-+XHT0Inq-5wfWwem0)z}e|N;ZmYr4JYC@{KPu=DQB%Kv}cG zy^lG=8jH@3HxMuXN_JE`l;m~XsDFWA!}Do&9mOW6=0T2gWq)G5?WEtNR?#Lr0nJ0? zhbQ%^IajS($JO{*(XWUKBn&bAO1hC!x9sb0rb>ki%kLZh`MLv+YHa-lG7E~en>SRp z)yA#_+7a)Bhu!+0%|HrO%fGYgkJQ=PBAsm7=eo?=w?SrHCMa*#SF*t6 z?T%60_O8nD<&K-Jt)ic!o2NfYo`vL`wrjR+){ZPRjsMyYuMLpdP4>rKFin%1#K{6i zt;LeBF(^DNSSfEo3)T540?UXI=WBziAHStzVvUHgP7bVhc1l$QLnAkOB|QB_!Fm1A z2YJ>a!SN|#AL~7&1r_%h)m zuK*uy=gJIkTF)dSG&~#$6vPV*cdI+XR;${S5(EmQn#f~iPw$iN;yz|i`u+qqKjI%j z@SrumTc=go&osSaX3c~b7tz}##=!eM zufakLN5;x`B*X+FVT$kFfJ&7XIui&_cW9YN4I20?t8kwn4zRtKC0vH;8%B{^!SNOa zzGhv{M#q(>K`*s|6i^4!-F!WQ0d+iB`7?PZ!T!Xd=LvrhdGD90wOG ztaSFIK(FPngNY4ZzKxs*X!KC*z94D2p-d*ZEadmY`oyEhFKOyBvTmRvO7j$wi6~C$ zlYM>l_zXkln4#^tE_1X(i@2iX zkl({F{Ffg|(@PMMrK|sJe>4eAZ1bwEHa78nF-Z#QPel^4KRad8yDQ=OVI!i;TIQ`f z4rA(0)pIZ2)a2P5gq*Y}LDwe(IoGWtyeS~*8xtg0y9<~*Rbl(~m3JB-1I)@iv=S8G za~#z?a;zXI!XaHFZo%c?!VSB(cTStCePkM+1#4tT6nJNSkMSA8J+N*5)ga$!P}g4! ziOZyhtxY#~t6-<)$L?G_e27WTB1-a#gpxk=sG@a!>-T2_0L$6ZOnhV85t z-)VE4y#TD=A=CEG%@hOkahDzOdBMIgNcAt(9m^E~kC_Bn-l(!4(BovR7>$P4<7D6a z`1qjwd-UNEA)NHusQbYzT`;X=neDd$U}7l1qSJ|X`jJ`BP)T{$~Z9=~Hn z2-E2oUhpyX|71H(DkqJ zb|=+Fd&=v}u#+nVEP8o2em-#LdECp@#LIw2dF$TOAI!>BPeP6=X@>lU|5I#@cRB8C z5vk{(r|BwfprQMC9xT`XCDmP~AOdHb>vrz{h;sS=vMT=npZu#8(4Pw(?T*VmQ5U|P zIj$8g78AC2MY|zKfgd_SKVcbA>oepS#+RYT9y+zp~S_ZEuheu zId^{cMV}+A$^ZRBnHLEUEV2eQ6igmvc{3)Y<=SBS_<{|KZGv}-2fH4wiQBZ8Etd_z z(>CbSDsjMoUI(VJ3E$UJ{myQDoh+{YGGqaBDnjdig;KIXrPQI@(hC%jbYSxRmsXc~ z#3;9W&aj6`3MF4ko&={#cb=Oce~z^uf`GmY2s$HB?czEg%}<~5AL#{E_?c?gTog4Q{EN-N%< zn)P6s8l>7(&o&SD+}(`n{jtNZY0mgyBwI_Kla$Gp+IY-w*%1x}WzP-zr_Ha9pMC0< ztee&$llPImn=rf&oXiA&^v7-uY#L-Wdi(7|6*GH`{BEu<$GKOoUiLLgFHh{A-h31B zx#8;4DZb1sDdb0h8Qjo7Q}S7^gul7}Oyj{iTJL6BI`l;> zU;37bmFRR>wN+?ni*L{tsL3qCP(MuFvz21EZ(iP%*WwSXi5aja4)eMW&wzucQZazA z>D({AGAF)M)hq6uet;6 zD=)+XcMY&!s4eh5Q{nQQn9fG|#$$QB*Jq;oZo5H+1g2gF+Y32LiZ9%amUDLH7T}@l zmN^Vt2;^I!I0M!=&wN5kwYR;!Jju2R(nq5_?2U@A~|Q(K*SK*B_lCI@AwDUThM#RI_W7ykQ+!-RBl>NXoPwV-T_yoz!DFKgHDY=V|+Er2UE3`ddSQ=%%W_N;E3T}Kn84>9c z_#UZ#n{Kt|#yNu`9#8eN*#-aL$+OX*Lo07oRdtH7Sq4hCrX?FQXXP8*dOTkJj^IjW z(xK8tt-$GYmwZ{M1Hms4Q5#~;BjDvQ=t!-hqI;RE?_r|y3TqK=FJo|eaP|)>P}ns1 zydmPUa=TpkC^UR=e$u@Bc(8~w&~ZhfK^-MKAR8FASD1IYe_;I%dj*(^C_ou&OTGdk zs_*f$M5CBrYg)!GA(e&zFI3Vb!uHV@w)ORigH9~_QGC;-5RG25?hxM0jC77(r)s2J z>FUgE@yv<+sr8h-c>$uSs_Ga~)zUh-v4*Pregl|np!d^KPPK(Z8gM4YKaZve3o4L)?Q?e~-7wI7ddz0(-#rqEGKtCtvR)J-6?($)I7;&bnW_s``w_ml5E=|r z!HQYL>o8vELG>&TO$V0E+7eh6#3m$ssS3~$t2Jsq&T{FxZmG?d(lJ20J=t5e9bqOW zMr>JUk3R_W^M7`#C2ap*FwDMq5|cF!X~ujr>@axM?BGfjZl$bIY`4SeswK%xVN|+Q znN|qA+NRrH#Eqk;duT>Vr{n&4J|izu{l~|>rqkSiWbo6!y{P_6N~DpNVDU^pHdx>% zP1)31Op)?|`nKncapKNA8Yr~^&vaA97$582{0AWV1t*fi4A@P<^&sarSh>NwVLPz9+-j-b1WZ)j3KuMfyM7{85tbP~wev;UBLnw~My6Ez=E;;;SJ3DJHad z(L-K`Thy<_Ze|FnT}u?@pJoesz}aqKGR~zts@*5i68y2T?*6CM3A6^lqA3zFS;2RS zqg{?LyTM^c;m4{x+f+Kj8RtTHnm%4%m(JBg%-f-k;Mysw<0gK=;B$qhw>xg?_T@Ki z+=kSB;p=YSN}99FlX#MD$!gGxXb)LxpZ=tQ8o`tozZw_l`TQ_yG&^=RQW8B(7}=sy zrjaGo_Qk5&>Wii9_6$d&E>)w55pT%=-`GX=W-#gjLa!vzlLzx57Bxk{vi(-^NAC?^|`{cl8Ytp>wKmz{m`hQ)Upz$@z>8YPn} zH=!J+uIur81tv7SNWw=)2&44YUGQVGOSYYUaYp5Jq*Cx|Q0u860M*}vn?}R9V*uxG zHoVe2K7#Q&`OcVchUm?jerNr7d#;_79{o7tI@xj)i6CoXY^CXZ_7GWH%IAJrV5fT_ z5X<|Z@ZKR(@TPjv(D-I}-hi8v$g`Y=BCgg=Om%B-Q7g7!t_bjvU+AO6 zltz6@URo&dCvvPeR4T!{8Iu}2EQeGGb5DqgD9DpmPY1DKP2NI&C$YDX$h-9EksUqD z#hHc0SYeo5V`8^t7-csw9DWpxn!sWB%}zJ|2ARh ze!xEmgaNOA469$OisrJs+u(lJ?QVqJ!%EG#Xr6SLvAZkKQRMt~u-yJeE82EnxAv`jOJ(&aU^?!gL`C)E!Q8t$Wry>Xh^c~_ zc%0*};$IEp{h1QbQ#00g849Z(9&rLv(FDDrltSj0!X)UZX_|P4iuFW7|MpahLR@P&UoY^yJYS|^g{N$JH@^gVcL6rxv$}SI6DWU zi*EK!npf-kV644<(v;V|h+Y09>w2YpZggLeJU<(D1XF_mQV0ZF$}V1-2Tixj0o5|y zXK|A~(eER*H#ubz3BOjxnofoCy?ZPe;8J6plJFt7fZv@jrE#(hO-d| zP3yBfF_E^td|yA#IrXxQ1y%WC!xlHflDFQ$P5=jdsy^^dZOTi=_fYBP&)CQ}N$}<5 z1o%}o+RavGQvA|E8R!}*rN3*DsobjT2xu?p(Ry>@X{PpAvqRX&E$J;zxk{v!t{ehk ztIgLKM#`1ti^D%L7fI2bF>9I47?_zGm|bhlYylQHQBn9ITS^ODW?>UikZLV|yy(9x z;?nm2sn+-REujCQ0rl_wJLop7?IBe-1c+AuNn_t8E#lEYurksfXWzCzeV&+0D#EXH z{-l|HApt<;%Roo2^Y}+SR53iXg%XbwS2p_=n7k7nrZI|P+-V8c8Iu7d5AV*4+T36V z@d4CJScV{3ogXN=umdzN2Yginc9eMVDfgf9;&mZ*sRe!r1)ZQ4D}nR*D3=CAV96x2 zS5uP#NGlsg1eDr${}1P>cT)fjM}!TNVC!gT7o2h}fCkoS1n7>TQ!pcWe1EDM2(Jvj zWF*DuP_Fb;tBuUbh0*aw} z9Pe2Er1`e-EA9V2=l{;?N*%k3zsyYT6m z;OWC`PcA+h@*n?u-u_oE{Qo3p!INA6ldP$KDd~#wC3vY6{v%G3Bs@uZN4s0_lcsc% zVDu8)$@zahHW-Fon!ujuyY2u7JNOZBN9!{U1KLxH0qw~z0CE`t|HvDf?V9sPGQ4bLB+ zQ5igc(xefg?V#fT@M#ye#+e3&9;bo5ktE;Z{YfLdLurQXO=6GYVXiM|$mjmuH#twC z0@;m>pFt!gO{xL^8Ne-^N5i%~po53!sK3_y1E@%QM*i1|v;Utx`jB&gE_({Ro*}GF z54-aj>b z`0HH%on`*_wuc%pMnn~?PYAn&uqXZw0z7Ed_FdY*r`J9H!N~u701EIoX+dseSe@~qKNdt?c5ju~j z{p%{wLI1i6GjL!PU~k0#oYTLv68|yVf9J~I{qukLA&3UnW(i(nvBw*u&+akK0<0cO zG_HsS_FDFDBZupraZ>x$q$m}wY9TsH$I&X=x1`q{N`bJjhdj)?WMe%Z^@;m zMv{ElyDS&DL^|wPRw?E3to;Mr0`xiAXgjT%oQ6;b4F-f!GtyY^z>8Xmbq7eit~*_4 zzd3v_{eAApYm+t&Rk*tN}`@bb5W^E#J0sLcJAf}W@ojA;C< zKGOq~hgB`ox8$+J-r=U2=*66sdzg~3oR((Mp&3(z+{lKHdAfY?&U}u!NOP!>ZrCU4 zdz>UgNU&-@P>6$N!Zf!3Sq(lEs?4Z&KkeD!nmoP5mf5QwjXmRZExnsjW@XxMKb>sQ z!KA=7J!EEcVm&3(dF%+x22p4w1i$o_+`v?kGVv$Yom7s78lxf4@RC{geu?VkJO0<& z9SCZ-G#_;1Eli{)9~JfAG+$;AQ;0WZ?JBYggI;jdIvBI z;}rbHk#V2(StBCn9NsM%cP<0&8_Tf-=CY`DEoDddHh;y3(y8%p@%krJr^(rqACLJ? zHM{=L;^#m2Tj1u<$?aew6_P@Co9EyIv=2x-WQ;ou178nuA_kDAaSY4`8YvwX!&KIg zZNpJXCr!5*9i466OV(kL*NSwyc*~bGb|z&i-zjKyhm@*3EeipPY)ow0D$d)d11^R6 zGZO{R*94OSdxkd~tltO8>27Q9X42ME{e12xa%gC8P3mrk`((pf?eSidJHuz1WL4mV zuTneJ?h*Ds>&FANj%oq1#UM^W;p|z+vV@GN5AIkWN;23@T)JoXv=;esX4)#e&Y-!b z0&}pTuSQ&-nGhcx;LOx#k3`ApWe7xRHO*W{(P>R<0UajmoY@wLT6KX)g>oL;)oVP( zl3Xb+^-p9a^gUm9u8|s9gb&6Nh5W}+8uyY_wKSO4Q`U0|SVLuDM~UUHdj2nkD9`Q^ zEW#=p>*|dnMgP#{X{bakkY4;ECB_N)ZfY-nM711oXwYkQ%qR+jrdpZ8Z}_*$_Whs=u6T{q zU41&WV57kdbg}ZsU4{Ol)o6hXcMwxE*JR0YjtShH?9_`wQLLD9IZRIJhn5j9OH0}H z?XS8|N=aPN4`XU*O>g6C&Ma?#rboMn3t2ud!h5A&em%Xu`t>%BKQ^>hAZ-CC?s+Dr z!roHorg2Dwv5b{?&CR8}rPQU9&MkEtr;hgCSthC{b+jS%*|V0{k_QN^#=7HW*(N!D zZ=d_=j&zI{L}}GOV&wEO3tQo?*F!9G%zfAM`QFLC_XP}uJ{9sl^+If<+M)c4w zT_dD6x`t?+;4G}rtMoh}^ZvMc85cNG?Jbnvnab!I%3Z}BB!BCT-!*1d6+vR!caxrF zsp)X-d)><=e^x+8_dMYayRg=$ZYkY9Bi{_E1k+jX z?cL2g0<;@2?tcTt$iuIAH9MUBK7iXK2jlv!RrNZS_ah;XKrs&ZYw0SEo}OSP z51nEU=B-xY#;6HhtM)q=qoZd7J|Dk`G|xQ0S~>T~)GS?vQLwuB#MZK_cRYPPJ7Qh? zUbBqPo_T9*!6_(`%=1}aJV`RHC@$pd6DOlQ+AFpO79zTKQfTApK~pJdtMP~$A?*Bu zf1(yhhm=XZ?0R<1wn<{I4H8_f7_^}~w!nQg) zWWCn&B`14B!acv9YrJ21MF$L!w`2n5Y*QyKhDv^nhRNq2S|nd0DV51{G7mhfu1WLg z;n2erj-@@_9PhBwmdvn0cJ*5{^q9e9u(g^yp#){31PSAh-{?W{pb9(;Z9Enk$-#&= zJ}bdQvUH~8FCJ`_P0E|6Me#eB$wT4QurdL1Nob~0cy}&R|ET_IAa{EV22ohxHeO5> z@jtG4vCWq9EMvgmZY1F?`J~H6^c_CKRppYRNLq2O%{4hDkEHvILkcBt^~mYB$DHiq zeN2i+n)4M*)O5;6*Z*Iz>aRHC-$f_?9jp8aivPKV3B~}nTis6eGHiO0sE>ywj*OS9 z@sh*81xUWOlbb-xOjeAQ)+m41-FQW2_GSI*xW{l`qY{3mz3qRZREvhpd~6rTjRsL+ zxlV#{-Qx(@+;ZWjaa?eGioY?kz`a3cGNkMI;`?6gHu|c9FT>ks-RztN1Mge|gjOok z5xVV#LIZskHryteN(gN_lZfB+dGN_SfDt9C)AZpt@eYVx{GvnJZi3{ghL9lG7Jyo%a(17Vvch@g{D?@)Djp~H>GJIuE_XP`fgbT|s&6A`=*^xmlf@yt$nD z8(q&}SCxsnpgN{zbGFHQT7380RE#c$6h~X+DLMsSODZire;$t2mC151PSy3unix=S zxm9zrwKGfAOmn8wz7e00FUX;xh1AgMlaSUo8I9LfHP%%Pyj}eG@50ez`yId{yFesu zoIRT&|2ht3^RT;u-+PNEhX2xUG64yP;lw3%#sXCX1BHJdsj)8OYNy_@E_>KLsVCo< z-rPPnYc+47&8e^Y;Gl9k47zQSNY(Wr6`>Fb@Q}sn|C{8RLyZ#H7NT zoC7}0rEH9NLlOzrRJxTjFESH;uncHc1*#rO41m+SDY+86TX42w-}6Lwv zInlSLx4(8EaS=x@U^Hic_tc`#!h?lU22lq)#};V7!MwRv@2oHdx`M6}K{<|NYi@R$ z-KGnWcfdMwDyd}#mv5b##UftMoSBb#1vK$zsK*I3VH=YMr?fVlocXG9YZ6?oso-eK64DVUEO34nqF&eBIM>jPKKl@~_k)H6~cw zxmJb{znZhfq(zQq_my4k>9WFch}4qpeORICA*`si39@i^Vt<#n$riBIuO<5j zdL^%EdWyw9QHit`hd_(AhqXW51^d{5cBCB!U;&5qQpMCTp)O0Dy_(6NW2KaTTE0LAWU~u&1Dx0^KXi!JipvHeU?p zXkiFGO-1mVqyaw3^C$f{Up6)LC+j|*iG{}luVyqa49D(%j0=_Ehw-#JC3Vi5b&mU` zqc8W4A`tRZue8cu%um6P6S~McJ1-YMAo|rhli@K2GiMvO#l9jrdHTK=G zFsH;6C3{(2bZbojn?CI^J1t*uSd{>m8#>^YGkm)?^>tFZ+ays;g7#btP)BD1DS%58 zHcBXR_U!YWi}V#9P*(&aTe%^ewIeCwuH9^e`7MWntWhnADk}?bu`kE@4|Gr!b0=I` zGdC{#i$z9~U&WHP%EiY%uLe5nTycL`E308p_PQy@#?AJ?u%I6X?JLuBndEZ{g?*%6 zps?QKR@Gt7w+NjQn zbweNudO!voC__ByC;1dK1qz#-FQ@>{56{K32Nt0V+~1CFH+YI$S)2V{uH6;p$(Qpc zNF+4lF&$K=*#i;5xT(hBXmekzpMGs`vaP);aikf4G!~%0@O-U&Mr&GKt7Zs?End*& z)<6F&I-JwPRJxq6)A`_2zL`-pNUpzRJUGo7p_f{gZkUk!Taie0!Da0&$f5v1`8X;5 zo3-{Yd0!YuumJzH{UWL9EC?bbpAoUGPI8g;jpzIl0-3r_dN|F8-%P7;P7aRS4*-cL z53E0nRAjW%3$&kdu8&vNMvJqS!CN;5CQo=JQ^T6zA4vA;Vv`9!#uW~X`p2IPmiRTp zrkMk{8h_G!$VwC6nAnu3)ZNhHOZm%J&R>4~ncb<+w+bK9-v(O29~@B2k6LE6X{dg% zrR7`N%QCQO9ZkA(we@3a_qO!!yyi-;uX(jRQ0mS-TlGdIc%)|dTr8i(t!$~d(^mGl z^&TDTqK9f`K27`B##UWa%h2cM=SY72Xrz@&d1#r=?8187=Qe)vF{|{MiTzAZfFhX1 zc{+N6|1VU-cue|tor8Z5Lj7|$r>R*G{mW`8`jQVBE__imzi9C#&`4{2x$x#W%pMNU z+$c|4Kl7x>G@d|T)MmrJ*Wn8~5|B;v=!OOK+&mfHF#5Xcm{-(>$ zj7+sGvO%uZuh#vk+tqlc^yw?`eo>vgme85GBUe#7;yTjKtR;OnoEkLFdp0E6K`|EX zuP6uD24?+u3n8QPxz<#bY7QyOU3(f7MI*%j*qPt*vB>8)4`^>k zTzf$K=D`=$-jh!ZwbZh(K+202>n2$52AM6Mc&mYAOc2;0mXUl59)W;P zB;^!SQyrlmR*{-D3HOn8vM{;;%<*^1)6w2lNviBF-P`%}I?i%_YS+}1L+opaDF+{3 zI<(-FOeSMh1A=dOPkSuHiqB5FqmSmdU;w7W>jF{yD*I_y;zN?}lDMZ{ygp$u?rt{D zyz|TWEg$Bt1+nM}Pj8V!nWT#w(JHd;A4t!4jhV!$@E2cRe%XU54oJalx+jqAFP>pI zC2ieD)78H=Bh=i{dl*zLcDfaWKU;2P{ro%X!6U9%{d-@I9EfLlM&nDGDxeVPUUtH`X>pds?G(>hCtxG}Y9{Sx9(Gio2LcZ;fox*-Bh@i{6F+IX?a8dh#0x;S{6kW{=gNNcY4|MUJP82{Szuoj@7g9YcMZ2sHuk)f z)#=708V#o-#+sRAyE-ScVq%t?F?p6p4D6;2u-0CGFxoI(X&~Gs4oE2QyynhtCUV+x z<5Nn_)0L6O)F%YN2-vt+uhX;ZslE4wdzUe3twnL##;8A#64pYP0pm++g2LZSZ_kw& zqU29h?S@a@8PFDy*@k5$nIX<3t>qRTh2n8wkz(!64F}Y_b^K`TO}3XJr6>)hIbOp!40x+C|zXhV%+UfKS8hbe)g z>o+-NMm>bbkZ}eP&wYmVZ0dY}%l4iIn06mqR%lzAoxe{SSDbR}T|V`r-U>zc->A~* zm285OCs$_e_k|%wKWTt?^GFG+dkV`rBH#vuQ}rJ$EmFqxDJE1EwDsMeG;hnziaAhosNHKYM4&%^$ivaTi;Q6z7)*28*XY}`mfsf)roJSZA3j><;al3fi5nEfiBSU&c2KlADg`1*_OCjYzdJc` zl02ll#|x5BW=0(|rp}j*QUX_+bmp(lI zDqhZMaItCmVVlaG>!6H~)qZW2oq|r4!8}>9m1)O&rZ&9t+6nF^9iqKTHEFV+a??tT zvr|0=b3X2Kgu`FkKWe4zel`%iJm!D3Aodx{ws~8}y#bLGeCR4#xb%`-NLt3F0z+bm ziXE#lf=>RbH|KEX#GM~``G`e#^Gr@?k*93>8tUCfZM{a4#T+d3@#?)biyP&I($&J3 zu#O#$&q#eN1O@G}?QbYnkwEue?HlHv8hOWN?q|L8TDHLQXP-=H#3KM$y^T*o${>W{HrAu4293*c7?xx`pOW>kr9@*c0G+SH6yc{k;cn!%q;IN zlmC!mEO>3ch$YL%tO@*R2~H1rNMK~ui=oGNJ0<4Jr5$LG2}br-;5VM7YoC-0$l%`^ zc>F-nr1*idIqpq2?DZQ0!cY4@$u(YWlj$B*N5exc#w`HYl6ubdZ1_?!yEq3AM%fm=ed zlN%_~ox9RtQmLq+C7bDdJ^MN3Yc<_So>M}?4Re%+0=uw%x&n|Y!6_Ld!+7n{s@n_Q zjGRJ;)d;aUZ3WuF#y2gUvlR_Dv^9QJz_l{o%38O~)ieerqGN+cWCg~BwiX*SxNGv8 zNDkq_zQ(5=ktD{5dUkqz&YccLGfjZ}hq9)N*1z@IEY6qp-DJ8=5P$DOcGF7cL|j(l zcw))HQ0ZS30popA8$&7f8fN9WMJNMez^kw5brU;5^E&TGR4k{wf9|L0v(L;&%~zDZ z;k@VzT!*;Tm3nJZ3wA{N^vzLvDg^5Tb@4px5LR17!ZsE!pTPf4+wZjKNha&doZA~h z>xP3BY4`djYaFa(OAL^P^AFRtdez+KNIuvPLq9J34Q>1jQAN;5CYfs&Kb^5iOeJ*% zdj3!j5nL{geesRZ!evO%j4i{xLoApA>>1njL{L-;Tl({1<{uCpbIR;B_`!I}$>4P$ z2%oel3q>3<{_#Gn?)rLF5`4!poMSe4z?$iGT+qBEN)9vJeFhM>3q4NmALBnTt{YRY zU7K9a?1EQqM6vwlGTJOl0CyTyxI>PTttKGCMW4%yAZX$2j#QZ^rOuKYVsRyv)#0!! z?PG-MeWiOpX+E2pk^iLnyh4%*E9p-OHphxqBlpuK$$41R1S(9^Q<+Du*8!WU`) zYD>TEKi!!0Ky>cU;Mad3s$Z_4P}Wzhv$wai!<0ppL(9>U62(ai6B82)@)@}Gb)4(t z4|Nej3zo&{6AA_9q1+!t{*})KQCOOps43U(A{dnljybUQ*L=&_`z2M zMuQ32d8<>SyVaus{i4~kv5%83+YTu&SJam}YZvY^2?l4T)9=x78gZZQWzdSoUf&?rvladW~QDs&q zNbZWBJtQ+z;1E@us*x^p2Y~Pa?{B;s4axkY=ggd0s=ZFZ_eONGislDPkH$hX1KltI zxRc6ctUJr3R8S46*c;yyX>TV-{bwJ(b}2;m4aZi;7CY4hN73B^jBxW2V*tQNy}13J@UnD z3J{%61rgb&p_y%rvyX`PDG1qJ*Y?F~`(3{?S?D)4K0Gm{@%XihGXBxZVtaDj3u4R% z%x-H=<3e>|2y-{jZS2Tl2DY)b(pH;z*(-6ktK~z^oDQeja61kWRhAgd*<2Cwg5)K^ z%g!mw!xk;duFq~x7hU$+FaT-ZHS&2yWckyeN0CQ}jm@TpU%s6uonu8sm*M9j=7$Pj z)vxM_GDfC*_;s28ZSkJ%K_|+tirWOyX9(2riUf!_R-|nW-bZV~H?2O;{q1o7J*x@0 z_D|i(j2~f7!7;uBPa=|%*UHTh4Pu4Z;IF|UJV%E=W}ZO#s+%UvxTcos!#okAw;Qb$ z&DigLZ&$Nn2fBUOJ4AGuQngt*gRm_gB}%row%uE2*5-XDEqiRAVIF=0>Y1DUu><#H zHbU#|GAB$*W;~?*QV|?Kl;sL125f%PJg{6nK;$|7q!D*X(R&HX(}I6c0ELFEKGz80 zqdL|M!_2Vo?6YInW3FKD@5J%Ej1NC`t?s4x26)jN8~P>jLVl8za=?_Vuxtw-P(Dm%Y*6&X&s>^4f*pO`@!f z{E&Lu1}XDeik8#!o?rh2@-A5|Cw}!}5>BtWoJlj>Amv2494JZQKQBR0&1clTgc0%rk-}j%j&2T+dc* zTb*E=@c3<8xtqB=Q5aoj;@&upojwZV!?^F&G{L@Am9{Ga*{xmeWr8=&lBYL-+QA@; zK9wr1ZT7vUrY}_RO8GTp+jPydlE%&@shW-0eowg;Y=x<-o=K&Fme53j&=19)<3Oi= zGwyPu;?@i3C!{xjF~5%_BjB_ufoBgO#`xg2q3GJIz~e*}U!+{-hncOJ?%e#%A2ynv z{$clRJgn02vz>2dtn|Sd#X1edD`BFZ@jY?#m1w&>&P44aYm-gQEFY<~Ty$UA&G{{= zPN=fS3rh{tgrWOl0;ZYWIfRhDq}-e1D7{2^ehzItQxPq7{+o)H^78n0>FhPw*zry% zAUiBcT=>Us3-Xlwaxpb!h<5FxXOR2iO|bU&c*=I@_RSd0ma10-si^$5 zFOwbk>Hzn%`CdZ(4#1wa&&p%ZX4Go(pAQQ~wX9~Fj9Lq+J_KZcrHx(`Z znj0rsE_M97YwHbafl7KepO~v^`{y`lqgzDM=8E_V_=APp`udKaM`vjZEfbhKo=7<8 zaCItjbu3keKvbV-fPWbia*%pcz%f{SHvvs=@#HtR_UA~pbnf3$Am7TjOyECq?OkB9 zf1wu8Zb_1Fa1lL+v2N(u^S?F|97f9_xA69WAstm+{yn&Q<~>;}{Nq+*I6O+mqGpqy zoqd7g80tR|oGZ9l8n~I0|Z)-ii8%Z1C4(WKuFNdy4zi?U$`r zXh(e@q`47LGX{}e(UsG=^DJXxbPEca7g;Ok%IV8($w+uZ>4*nB{PW)f92{XWgitxNjvhUlWg6@$Vme z4q=0(uSh4fXCY&{jaSzV>?o1fZcOb~$WUkA)s~4vu1{#0aHEZmnU=kD@uSFL9U&$gS;RZ%r!%tJNijOWw(;Gh6hG3I_YL;(6gYW%q{4WWkA#iMP%7iJaB~478X}G&jWVeP zMuG0?V`ghLS7xt;>9avEJ5a#HRt5h0gCLlLW!!yqGrZ*(dlZk{oJRs}7`R z*ho@95-|y<1A}q0&V>zDen0-%S=Rzh$K>s+LLE z1&(;^kf3t-**_raZDQ;<@q1TfiGF?^P7Th{0~H>-vvgSwb5a2g;kF=mk!wHJ3unE4 zC@)SQbfnZII-osjLnVwvUjw<;Hqk%Eq~qP?khAqo_wVsB6yAVNGU8lZFBHV}R|M|% zHEa%I=v3{M-5V>L%+|E{vV&VNRHp%Iqzz+iuGM=%4nG02;;p`$5FciV0ilsbXm^f> zagwcN`wgwJv^AyFS5<3SUTfuG*KpHETwoUW>Sa1ZKc`Tyf!m9blv&$P8Z+2t@wfFU zku>_1I-NVrR5jDMnCA3N^8(Z7fvFoN_R>^qt3{7fP_7g86+}x{YYlpPRiVi+HNo#h z&;4cEb~)4vR-fm5b0kyD*RnrLLbp*|UD0X;>lzztKB=N})yadsZlrYe{qZwf_3`Pb zOZQBzcXsGRR)3c^Qy5})FA`ciu~{93V5HIuE@MLZ=0!vbrqwaKX1lgE)8FwM--0;= z_0a5uJ+??i_r`j)Tm7Pr9tUAbg}ljMi=q&$Tzc2D+D!D118uz4bWew3psXap4rhT^ zI-H3(Z_#j6dh=V`VCWCgAazVslBOt~1LeoVEYjDZ1b_0dUhWh7aX0NvpiGECe7rYC zDbA=&wlE-2yfxWea?|e8sRBvs^Yfy(HvFOg+(>41n!k@gI?$-gqvO5E6omWxXn#dD zWMCnWb-?|sM+li0t!7GJZ+iZm$wdR{5c*3rt9V*yajWfo?QBz6UDJ!L*9hQR2{9!^5!YZv=?xsw-{4HhykVWGmL1SH+5d{@yYA)!K*@q@h z@5Cmodo5PE{}8dh`b$}c-D9(%#Ss6Pqj2B5#4I(RrDb=H->_`FVK3Dk zyE;^?e_agK4w2L0z*xuD$4j>V5I~FZSaMG12^i_!Xy$!g@G>ziU(MsKhf$tSWr4dLLo>8v{3(%yWt?tJC5!+dCz_xBp|QIPkT zlW^a?NE@K1!(X^G-rZ6_*tr)4{880-6Lw#oNJq)qg*i)3yDnqfr@bd6*=(jH6I%K7 zem!sn9w+ugZSzE#?Msg24*VnMu_phfe8{5hXk zUYEMOY3FOhCo#JUjs_t%PuP1nw~Y5zgsd3DX7E`QE6oGV#CMP<{yQjU@UhjjedPzr zc9_-8uO^jD6BVAFG z>c&xw>U~2@#IfF3!1fe>ZA%5Vsv*fbtY5i5)VZz^Q=jx$Fha{AOFnTm+X zrOJAbo6S5DQC<>~ba4fGt?aB(XuSZ`a;3tH%3P5{(UF|Zi2^fegi#KHuG=szb(ZmU zr-KxWl!f+D#Z->0hed*%Afs7;ABz-=ONk-+Ax2T7NMx);-K5CuhA~10K_@KXO7^FA zgYf$3DK2ZkA(8-C0~PS|%@59)seM#Fk|IDFS(4w$#reiyFE{I-sgn5#pbkbFPpT*> z7(Zl4kV7tk&TY3|AA{UqLgfaXQihpF zA*gn62_iZ=bXoA``ukQ8qp)GSQ?&}ZQw1G^=ZNxR71q3R)W=~)pTV^)^$}%?G`^LH zR(c-|zTahbr2h(BCHN;oz9>TZ08q(itEqIa&UmRq@XGxT`zb~s6LNl;amG`Bvh^HU zlys2*!VOGz>|SY`U}J_T)sW6D+w-`osg26$zS#5J{YC#Zk2pT3F>tu4F=ArKK$6S+ z0ZkZF1S!#L>GKK39*or=EXY_|T zJ#CfHzZzn1K1z1BgWAV+yM_+Br>+QkGi7Cd{x%Q=Z=Eo z{ZdmEJ6ka}W031n%sb~0{qjfh0}B44J*V|q3fw61{(~oHJU>nq2c<1t9z=93ZM!HA z`X{BU1S*;08=N_ebEK_q?g)+_K-Mu9BcFd?&RL)GQUlYy@q5?~4JVrbX2l_O0bEVn z#W>xx%($Bim^@m9%$+ry{!GCNx_u~Ok(O+pY4Y7r*`CtUfkW&F?e$zER%{RI$!*$S_7nTY6PmUab}j;>q*N9Ls#0JJGqC zBihMrslwH{Bn?4Jp&l5bwfb5^qY#hSBm4YWa<-mMiSfuN?(Hi0p_4`Qb+Qx zHISkR!8q<2iC1!UOW;e?ffrzaQo$B7M|!120KKk3UvbYkU8pN&WSg5Snv6|haV8O)+xPW&-n{KZy8{88DDa>u|+^*?E9&3D#T;M0RJk}y!LXt5hx zvA9D3c=CpLY+E8T@%1Q>W~u)NQ2p~awQHo1ikl%T&hJKxGMqL|x|SCF3WJ`~C&!n3~dviYLBF zia^n>DGMlUjxoezC^^+p zt8MzCUqU*BR_3-8u9}&4sDQiPad(IhsG%Q8prQsg-mHkYD13#An{_OGcNV=(JW_3C zD^e6mYOcH)81p>SjNj=1$~;srDiYGjk$GdK>b>(x#`)Rto+U!P4ebr*cNV`_SOn{} zin3bO!Z_<;4zUGRvd@MKwDgJsjo=5SXYSAe7+%+xB+5u;c|6In=f|T|(ytWp|t8eT?4+u94kHIt7I~NK)~N5%nuUJOdsEtz7_A z&C5V#lr>6{He~++lzQd!#Mh7}WnA+yLww9dlDFo?n4(Na{=_zikfB8X=8HB#rY})i z8Z6acqjULVimYS^GDsB(u1-ykN3W~YcuM^UYHHEu?G|1!f}P7A1T1JAts~j>jXKng ztCx>{UNZh^J@m*+Kq6Y2rPAIG8QG>6kNaGWr3k_7-8oMuz;w~e*96dM zD}EJ-gpRS5gqftUWdH6p1JgT6A3t<%RU+GBD083UH|}Cth3iw6a46Kg}ZG3xmz5T!i4b!`a;s zF4nlBmAa?~GcG2>HS(|3JMx^rd+HT=T_uA%3_G0X4Bv?`2j0mTYg-~EnN)MHM?U*W zWB!F;v16vp!AZKB${f=lfA4TBM07<$tr)~`)Epm`;n_a5X^6NQ$Rl5rki^TIAKBF{ zRVK1%`q?G4midZEPFiJy>D3PUO-DR+1lDYiH$szyeP6+ra(S+kWSwc-u&)T7B1y=8 z=ho8xRTB39VeY-7np)d$QQfFW6X{iAp-7Y7k$j4Pv_wiMp-FGjK_UdQrApsYrHhCd zdhZY+6zS57v?K!36DbA>*=PBc^Bd=$d+zW2c^MglGGGi=*1O*KdFGtYoF@yw;$+y@e{ueG*^)Dq}c1`DGXD9&yN1;3jc& zth{LZ5Ye=$J$+QE(ZA9^Y)9gVZT)Ma+qJ{7N1e46h(;J~DF+YB{(^L|w)ad7%5ape z$w|z{2g#VGmH`kH-|D=n{KroZ`>>XbM3@KZGQSJougvDx z>&+3C94y~rL~qtdP>d-S<9I$bP|i;+XyGv~b{ea0;wJ)@{~?x82X>F-LE z(RxgSJ%$gIu6#}KR`Qm0dRh+aU8{K$KfPsCX~z@`7&0 zudv=c$qLuJ$3+wwSoNHict_0YtB!>q@BV^KT5i+oPf_ejpydy|0)+Y+j1)HVn$1!+ zm$aUd3`k2uO?xs`NEp~Ns&}#uc_h|nW1~ngn==ot*ZsL#t)x_qoo~+CTu@ZY@wKoX zzXMMn5LyUCCa{Q2!Mh%ss{;dks7`Z66u{%zP-s<%Z174Aoku1mFZM_cf zmvALxSem=B={Ks~xhH1P?#u_@wp_Rj=vi|-e#!6WY@l5VMip-GZuyA!{gXMkOG7>b zR@VknTj1V#(`_QG@$U4NqHSP23*+ut71=cbJ zf5P2!N80$e8OwTdi6(|;vmXg1KaF)uLT&o@N&}W~c>`ylSN_iiM|-%{2k6Wy($i6X zd##?OB0L}aO|1zcF4Hc*$_u|M-F`QCGg&KBdSEC+^K$0xN$z!+&l`!j+G(W`j&#MV zn}?vCLz`6}vXWup5)f)0G_g=#9Wpi!3t~T>ThTXv4tRiTFoX{S1<~6Jwcv~4vc!vm zFNuUcK~gFLCiv@u|KrOk5Qg(ZpnSAfMxCo8I&}WNAh>$niW=2gO?^vH|NBC9FF-2B zpQ}^_^9vyX0}2he_A;e#TN&cqm?q z8yoHKK7oat_PatV`MX5RacH%v>Nkb~Xd&GIO(xGnhde7tzE~Upxc?ZI_%W>hV^DtT z@sCmYs!4r`Iyv>!;XC!}scQ9V?X@nzhlFLycQrQvCl&u%{o8En?+c#|o4$Je^X0wQ z^fegx(tCez`>WRg@R)(MG=Sk(Q4uj|&HOELjOrU;s-(og2DmP$w(t@F z40NGrgUDWhU)3VR+Ru2Zz_!CpVE`V;ZAbAUTwWA6KYzjZ07&dI4Ar%YBfuiKtB=Pe zU12$E48a9<3@lg}AvmTQ@@|VBJyme9rv{&LR#G8wKOBg0xQp>hS)j%L zq_DHCF=MNvfhSYy&kiqw&vjJK3>8c4ieI^<`l0kZgQ$ZyYet`^+kRKfT>TD*e?~SiJzS-s3Z0y!^^+d;bU!*h6 z_3|b{!$NA;K)^Dgh;wzOp8s9Wu*~$0Z{M<-dQ=-;be`hMCdwvFbgXP|{c`&cs`>BH z@IU_4?TLWCy;KN^1aGe9fUC#HhY#m;o~LUy6QTJOKqbyUasQl-ls}dLN?X&=g_^{lE3cmBA52L#HwT1Pfg{!^Y z4$lr#U}C;GVSHc#0#u+wWQ~`cc1yb8Rrmj5QsiDl}G+L!uVYggD{8trc+4@hk zL#=7q1HF6i9ddkz8lj84L$ZVK5Z<1Nte1Y3EPi_bhlahEo1o)g*J!Lo`O;r!IDs7_ zh(q<}BXWAaQ)GmmY_1(=!EAj*TZ8v`8e~t>VAFG=J1*4KYM#UxCy{3*&HHrd>=)2CfX}Khi8#1dpL*fHbK4794xcUV^yz=@-+zxvGXp(6S&-{f5-p*0uM)>e`bP}mAzAmG2bjAm zu=S;Q`F1$hOrRtf%lWK?$Cl5B&9hCrGMJCu(o4em&)RFI2YWGx4<{RjvxWgy(VT3?A4^)|GB^K@Z)UV(=Dbqf#Xm<jpLi57z zV-(y>(U2&@StI~?0o8IuAQGV5BW%Jy19Akg%Xl1o6)R~UWVh%^km|FG{X&tLr3B!a zxE_-22)A%nK3B-W@Y#+RxI%^<^8%5{iUzI(^Sk$G}9(LRyMd+tg8Y0*Ft8K77bl;XJ>;#@-Ox zw|W^VN<4fpNeS@6@eQyfypiv882*Q9*XxU+3s+tShd5@=J)9Pa&BDGgLE~IsEf`)F z%5z$gb_~$Ci)~uA+Z_p)iznqtrJPv*K$&(scfc|xdkME7`Sh@sgxjC+;;_ECB8Wg1 zs8K+bSPfFqa<&*}I5a4Xbs{)x^46X*ArB?mBLYb($uF?#Hu+OUqGJGcz{imonIwpo zngc2;&fj;4Fs;EwVI_%B*vrj{8ZU`+pHK}4-9Bs-t~q27;ea1OKWuRR0aA%}!_Zgl zHcHVTQm~83A7=eM7W+#o-GA*i7hIS^in{_Hka&fBOr*L(h3AP$`U9P0gdAJCC8?6% zMbbCWUP#@5lUX_3s$xB|w{>R7_ert-4ZTWrGk1wq3nN5C_ zQyCHgcL<^}l&mE4I#N7*W#zWB^UZS6NSvjaG2JDW&o}?lx%qn3^^@+vfScBb9H2{+ zpE8u6qa&~ZW2Ml*W2jCry1PFu8hSZEHGPveeH$@%sUoD#%{DIkK`GhH?_jBf$`nyo|FUu?r9_siM9vzwLpk?Z~{y| z1U*_n0RWW`Lf`UBhtB)+BE*?@T=~3*Oi;ug-$vCltmLPSmJoz>PfBx<{*8y2fA;5{q}{>A`H zqjIJSQ>n==u!{#y^;VCb_vX#rfSxt%o$YL4!%2fHq(gMZE&)tpaHU+=rzQfIs2F=gMD> z`VVE?&*1Ht=O>8we>=^;20z+<5aua0fUlv>%D_IJ*?GmHp=|W9tSgS0PXnIaR~NR| z++i1W{82HM5B7v--BS}D_01l$v@1x`3qZj}d@Y_q>(cXiSH|ZZ+^4aSO3|>SGoA1y zFpUNcbqWPErMs3SlkNgF5^X%jN3Af?mW}L#-U8w*o}-B$X1aI~8UwuoQWISwE98X! z5RKwX8aF3{J_eriLB1em@bzWZOS;bG@cBi(W~udcvVj!G#*$|DWN}Qj$>r|(D!~!y z)_k!bS;|*IPo?6N;hH0UKiL7iWAw00BdJA|?6x**y9_61>EhYL5@80A2d|$HRD-rB zi=y#ee7GT)FNcSw?59nY4Ow=7Ygg4k`{?51S7U)BmOcqP1;$5!v~tF6NQ#J}UIVb{ zh+tGVU|Zr+NESx*Rxkd2;Ut($L)1BuIWNJuK)H}&q@TN6q^uJsa@gAVpBgH$c;}ye zDVM%KUu3gJice7Ph$NOw2YyXh2uv`vRNzZtT>S^q{GCFY1<3*Cv@v<5>0kQG7DclG_vDZW?*gUA()uh{5 zpbwTP^QHq!b8Mj*=Sz{x#-Senec>61EMeXam~=DmGMp(>zW^ua#M}W@8EH?}T(iP3 zQ5cDk1b$l;avCX?$^ppN8&R)9Y@(F1u759}BhE!N7GBr%BY;@Qk;cix*u`f=3%8Sk zo1~z*SoJ#}&+X#4M=*i}>OEXINB7i-IPNf6JX7mWi=p(oT}5b?OKT>ZSg*@zFWRwe zt!@|QW-kpew19@*C*HWv(VtQ*ja_f;gM&f10ygRK4h@{G5MIKR*dUW8*q^MZzo(ZwDgW*iWV~TR`JR9r`ie5zZj>oUC|GxX~D+;9Otcat|Py%gChv=I4 zIR8!|sO#pooOTVOvV(qwt98Oh9uv>0`Yq=H*%Oy?;rUbI8xV6HfnVh4Zsn|uwAt(a;3mJ1?}^A0V)wtWVa?Tx*1iVR-;rvVHJ zeZ`I0Mc%WNsJ=jx*hf1?FuP+;1 z<8UA@Xvjs8BWa{2?Z}eqpxUfGeL^)^SY&sQfQhqfaP9V46aiFlX#^?Y5LU%_ffq2; z>n#l_kzfvr(pvtNGsq0ZubiARKxLV2l%hk7kej=MIak<-TJ4DPKGmemgwm}7F=EMX z(_%$|0PWqeTlh``jBqaux39jI%!_~aT;l_nF1G(0d5o`AN3GY-htcJYfXA>LB2kH! z;5&(hMfo3_v&8mnDEQ@pQ}B$XEZ_Cz2g}Kh=4zwTNA=W8KoLSb{Ntm2`CPY4gWT?_ zG-?~n;yhp0@V0K~NNhtHjgwKBv4&kDy;*9%_kv0zIwHLa-~blCbASLo(;hm1Xmnl; z_5hLZmhQF#n4>M3fhdIsVUvRKuDhORHmGh%lru98Qi+tDf;SAJ-f-`_Goi4`Fpghk zF(iyL>`-MVedO;34j(WqYdUJQRxBZMevL!hi2}{+^}E%vE%gz83;hP9BR`d2-SzTEx5(@v@qdiglcIK!vPh5Hw`I_6^X zrwwuiXHYD)Q-cdJ1tq5uvABU=uRD;!$CH%MH9K1Jl)oUyS$c7=U9hC<-tfWR{EL7iQ z@C=#6SF5s?6|3mELnhO*PAIdX26(+;KJ$ah7%1nVobhs>5BEp>pyQN^!{?6Lc*LB-#bVeTUq?Y zX9+_ojSy34ldAQ1bJNZ8Kc;4${vTrXhtB+RsgwRZTLuIv9xVU*}JSpBkFWr%S>Dz%@UqGvF z=cJLjPpF-a)9NV+;3qf*$vZ%xwI8{|MeZwN2d@)kI$Mh5$3x1=->U+9}%Vz@6ng8Ke!n| z_piy}fWLIV<<-&v6Sjcf;rHP13TBs%)U$f>>O8sY3R1`O)aQ6!{g(Y2icde_#1GJx z&<(u26^m6pnv?nZ8826Mo;+pSbohK})V>UEJyt20BuDkiwlCni5m(}=lRph)j4l8= zKnA;06TdL_ywqpZ*)=3y<$&Ia4D5BAaAi0`!ZAwcvu6ds|oinK_m(_2Ygnb#M!!$>Bn8*0A^Sy_|F6Ym>+RQz ztD~4fQ7Vmu!H-ue8y1f$_AGTv8;f`b4`wI4B==`>-5U!9fRbXZN(e0q;a>|P%7ZEIJ)h)OoDUOx>x3#WeJm*q*n}vSmRLdsBFn59-lzVO)c9%? zGpQdZatJO&9Hg|MqLi!8m^otmVX&Gv$Z&C%m?!DJtbMb+{p{29if6J@9N zCYh6H0nPRsM~iDd4E0MX*cH`5If}EM%5&Ba_PwX-HS;+yystG{8}fHL)FtZF^g04_ zNxX8sGu;IKd|JAP(FUfj+NfgNTj$Lv$CRtqi}Q%)lT0!USE;?JK zf9&rIw~lW}N(y&Ox}@K7YMjP3wIiCA1SJ7B=I;xJ>83HLtS_Vf-p{ZXUu~Qym$7dY zDM8+EnI@Ipg~*i{vz8h&*($KF0TN`?EI$}O9%Btlb*5-xDW0htD%!5vuo{cDAkV3E z0;E!p13im1FNU&3^**WAE1@SNVPZk(+33f5Oj>%j!33Za^Vtb}~0=)IaDszXY zQmnk^GJLgrg=uEJgX9x`&&$!#>n-{D?Ed8BtRd7Scepuvzv^~llbL6G_9YhG_L-9O z4VVbGx)2;WslRBNRK)Q-@BNhbp!kCL(M)4F#qO0gPgIYCpV4@YMXUYyu?pW7c$Gzk zLGkFY4l_@`OputGmWr;nl1Z9hVhTa+r0BdDn1e7w`jDFY3k8;jq||l79ltaPwdD{D ziLp_;3Eco)O7Av!=jvMBWW^(WwQhEXj~*!>cg&?3&URY)4r&mT;*_u3 zEFwBQX80k^CsSklxz3MZ7T5U|!7-WaCPio=i<;595>b;LT+ui$w})=~U6aV9Mg2us z27JNgrA|So+@vhr+ z!u2@I)jyuJbroFOcS?N0HIeMA^yp@Wj!B(nDvkNNt>8Lxn)sqmfdW2}&^IGHi)Bdv z2n#H1NC>XmjIR#{cZEkS`J?g5rPw^1N14Jh_-EM~UY2>T+3!zHIe`uc5{*$%(ts1!tOdEnnLJFaqgEv!Yk58)(nm5bcn=jAIR3g$%-d-mLjoaB#Q6`dutKG#Hq!mM^!Fa~jY`U$Y071#=C4bfO665rNLBYJ71W z51!{q!2RW)=hn=VpG2G1BY%k zR1;sUK<_tB)SqIL!ZX8Ji522s25aARDU57&Sv>i?rI&08RPH6_s{If1>81>|4AuEW9T!3GL)8ny#(_ws)bM66 z&eiqMAi(}3WcBp;pA1dAH;|RQynGNA?7g?W{Pphj{~)2im)}3px{G9*f19pe!u-p0 z)eHLDboDbQaC^^zS}o%0-xmhgkU&RLA5MZ&E1=Oqhf6wC0`nPN>E9PVkZ6G%8{ju! zDL`_!un54i*B$;^u6_mn`1@2QffgNg1a6(@pxnYP4NK6NlSN5Z(8D6r7sY4Lm+G3F zlc|C_xuxw@+W5k zo|0tRpur{7y&&MkpGMIEn}yTo?-B#S$P$yV?!B*B&jEpg(edUbVr>& zQ2jIAJzl_weMa(g%anrt1DTeoEcVIEwR|_i^8=c@xdkru@nnJuJeY(Q!rU3=E1G2(zL~`jsig zl<=!SBX(Ar8&f`)=5M zqR0W?0JaAalUo?>jv(fkitsx~XybVcQplA=gEvdSJ*thwcHJN+5v-UO_NV#;L^RRIRscVNJ*GuAi@fpt)P2M=Y@V3{h zx6Cxm+)&tz@3a5$%tp)Xg_r7^1&O|ix0wQ#iK31k6KGrh@n335>MfJ^$Ie(xkV$Pi zi|xT`PraXSkG{;@yiuMC%`wh+*ZO`{0`{)z+a5>Q?P{ksp&K>{Mf&qbB|3|+@?Eq^ z$)4wUK_k@l8r0qFx%IIt$uvJp{(MI=WlZWT5WZ`ECIq}`kG#V{ z^dSzv(~W;j*|tRbW{;mxEfWWvRZ6UdteZgqek676@Y#nhKAx!RjE(dqS14Odd2B!4 zO|?vV083}blQq#l1!PQrV8y&Ay{^ps`+_6zzFzao(BZB(P_)aj2ZHrzRZ0xQ^p!tB zIPT)55xdv!CDX{g|2Su%4sp%+hRBtUSql1#3SiycotWCySPd1V1|SA@_gQ2( z*#p)=0%91)kh>bm>qB7|KY80hK3!Xl7Pu8=r#rJrl8QpgxB?loaGO<|CAV3S=cKwd z^%gO#x9LRn{R+3wb@w*mTCe?ei`89gXX`o1?ls@jZ!7fjEz$N%^@+kD8hw=*5OZ{; zSXC4U??N9EO9L2xp>v!TDkT)1vGbH>p5vhziorO|d2LK-<_7nO7cx_(KlItl*+l<5 zXQU1CLy5Kaz0}giOZLvLjcZaouaEdLr~9 z9ARNUS2GfzUamB9h%8ngy=$7Ur#!NAx7Wp_BxA$BlwX^cN%Jz4K`iL*PzL~n`lOI= zn|GtgcjuzQFOt~^g?kCW1ALKq5FP#pLbE4aU`ieogK7XpHRRvHgA>#RUdn@$3b`6E zTu1@ZSUv%iMC5Eur#xf7L-0plF{cis z`DUsyyz#rDsJwrz2b;@+B@fk%J7>)S>bc~GA06#?y3u`4*H!blRXrKHTWsm7)^nUE zKA8>GBcDH;RZ_%vG)l}SUhTf^f*v*0}MQ~sp{uot&BPb5i$CreTw&P0-lw_qX4iGrZ+^r_5zKNNhod&y z!n#VMk$;_7@JpU&GBdmGy4{`H%xFz{UPaS#mj(}vY@kkP&T}wpMIgo_aI9T}NNmT$ zw%C_Q9Z)j$8WK(pz>nH}0`XEWQ=s(?Es>h!d}1t~GxlZ|aWlRH?0>S@n8+L5Rf)T= z37ZO319XFSma&lfCR_TJONZ*!>fHpH1+y1v=Pm_S`OX$u(IdX|27$zCh2is3Nxh&N zo=$ZEAmg0DHsi7GWDmi2EXFf(xSrmo1?f}Q?V@5PP8TsMi(F(!Z?xWXe}MO23VFMu zuD)ZOqz7|1e^-td)#Qk-)Z{o;H?z+iYp7caca5q%T_*xI{fFln65-+$4RYxjlsW^b z;{eL?ZUu_&SPt(KjbTKsy~Q+U{2VBZ?7BkQ-sV+U$MiCZe|lbUnFy;wS3kIt8kil3 zVPEzPr=313Kb!A(fMe1-VPd6DEf0}u2T4cudDm#AQm#M6!IMpTGo;6=f?nfDPdq_7 z!o85<;t0g{wEr%$){|Lc;BwBo3a4ip!B-{ok7QADcGVv|V^-#Z0}g(vgMNsLd*TX% zXuJ?qa;&SA(OP=`*-C^VLE6t^#6TR!U!=nq(d+1s98%6pxsmJKl7ay`OXxhq8fs7G z%rv}jwQ;pq(h<**)tfSpf|EL)qQYeJqM}O*zD<8&B*Yx56mc^Ahmd{3==4ZtpUo zT7Zo0Rw`_O?!I`3w4IW_FHUIgKA0cJ7sht6A}^CyJ#nLoe${;>sMS>3YUy#Zs(FWypMD zD$fVI`0?$58+w7;Pe#9+RYs4KTD3Sd6-xDm2k#eH^)&nlQII)cnR(-4F*3krE}!8V zjprpBY+kgAuW>iV)6YvB(EQo$V&OrKD+A_h`zsjzEc14rZd%>%pY6pX-c@-5-hvuH zHG*18Sgi$4q}!V(|7Zk|0jYil)RpjlUR1n1CJNwwyKYb(YcLV1Xjl9V+HN>UGey`| zxcQ4zm&lS0!VG*7;b}x1E5<=zX>d(D&Pe2hJwGsSF4&%hRA?D^izFUafis$VYjr7T$kHzKOL zUzSD>lZ9hr8;HsVP)1D-Y@=UxxN1Vbj^c1jC{4o9_irk>y%4|3bQeoou*|TW+e9>D ze;3=0xB`$Y*3o^9l-^|rIHHfAzoEF|p_gsKXI7iJC>&}hCuG016t=I3MeIq)c_Y{> z-yC24$p+dF_s%VMUu2F88o%mR$lSqFw!EzYvavnU=V&6`D9PAW;%ei1wWr`i@1c6~ z^2J;x-rYGnlTW22YkfX%?%uZo=o^A>Ih&nGFBbG?|1d{Hsmi%+Mftflx3w9YOmX6{ zjIv&%W85dxUXyO%PvcADfbpvrK@wAP!^9U!Tv4MR*WV1TmE<_@+fJ;L%Z`kDr{31e z6X&;KHL#j_iXxcqWgkwa!SjhR3Nzc(G;20{VrE8!!{HB@DoaW#WV*e)ye@gNbDj_% zq1mrL;H~h*@>clubFe&&@2P}0ZqHQPR_e`^o94r3%Eo?MxfuKB>os~njPvy}gx6KZ z`~%Y0MfHr+ydlx_+;DcFCzr1wBkzj^N|Qs_aeC48>~GPN#o8GP+{Pt(EKf=ybPuoV z$>@n&?#Mm)Kl=s#_b!0IZ1L(m_+*iU*#(pSM9e*|FYMF!gQU;^2lcMTCZVCuUU*4H z>j8P*51D5xlLLJ#0Y z%5Gbm|Cv$ev7v?=8eFs1CDrfy-1B(oNv6oOg#w_Q#wb7k7F8`d&U=0INL~4D2}tMZ9L{UnsaW}n&#<1JlJ9@26Z9aeY;ymreA<>8*L!9+1atZ!=zF`ih!OLp> zx_T1S*3b1L&98n8sZ^QUm|>?IJRU5VW6gEj-aIo@Ylbx5zfpx#R-P#lolJKLH4G?d zc|!Z`fWq`xR6V$OjA(%EBLUqJv zvFqHzZMQz>ZNBH4{}2I}i431izOt{pYvR6As4f}(?yGTn*=)X&h;|XhX>O%(u;@P; z5>SI3Q5*BsW8fr&-1-qoN6xDJkW0)ZxRiY8`>?I_c+?#ym7w9=m4+LI;|XJ?Q-NSM zt3e>V=x3aiAmF1ah6uIj%)9~C>&)n2{CN*i2C^vTo5hv}Hlwu<19XGZB}X~httXPc zO`<9h&_3el0M%ASdrOmHxsdc3)l_H}Q}&^lMMzzi(*Ae+owN8Ko|%$H<%&hxUgzdO zMK^n1)lmMX0W?3*9TJtct*TL9LOviEF6Zwic)5l#MH7iA>`sfr`ONZY2Rwx$l=ID4 z_x6HKbIcy2-?m~~gcKLknp5Wojdy10Hez&@@C}a=t>Aaaj@s=xwOL8IEu=F(KHx-M zB++ZiM*C6P*pP4a(d$m`s5UL7V&I<6PWl2pW7 z9}&ZvSNf`4but;mNQKNPj5_uLstY{xbq{lRQ*F78ekj_*ysiO|i5u6tW|})5SrBY$ zwO9ujAJ^*eGB3zdFf{3FzOCL?(Z!LU*1ltzqkFzYMDxnKe<NV(txpH^Dw7T6lQmGv23n|JcJ~v%jt~*p?w8YKm4dO@IHR zyyoD)Fa$uWyLv!YsHU1MoLxmN1JvsdCv^e{3&NNJQAPh3nnit`Sp`WNqo$dL+|q`w z2LCT3FQJST$;rt)g7Kz8f=M&4zhpcODX{itV0eS`d`e0$wqk~hDclk-UpUnMt;rDK z5xP4hsdsPI{lh8-%MUH|bqW0w58)m0SkLaVflc?|(RcNRo@A&tcp9U5CaYt6jnmQQ zMR2(iv-CWXE4i+iEmVWTv~RaSBkrSjiCrfC0NUkgC(TINa#iT~p30Uqbng;s8Fne2 z@|6phK?kX*QK{H^u%nkOa;@CIy&Y{H4L9r`*V)Z$G8`-~T+F+FgdcIU_f1!>{<9`K zMp$59Np>(GB-_85J-=)cIGH58#9;6D#xEzD3RLBZR{MTmJ1vRDHCEDh%>8|#*{i9&FgWs;k1rF{ z{g}#t9}#K|%bM|1QB+&B%PlNi#LEJDuwl0!Ul#)o+gtoY$J0(CiDmu$H<)cxA0)-y zasN_`oL75qg&v|{qls|O!#d>4&y0`I9Nh;$K5W!gq1T zmImigi;ZsY1`ONPb9sVYyVhj-rBBDYhB!L_v_kV zys4={+vb&Jof%~?KfeRcJlib8@ehisgu{)V zr|#29PWeS}wj>L2e~6@t#+@fKL56UbLX&A9sddMe!50DYdxg2LH`@2MeYr0D;VaYq zlQ^#~K%Y|*iG6~7AnyOAgx+HXS!;eA9PYIpu9NR4a-AeBj2OE$E@!>NrlK;`<^IN@ zwtfS-*oPOJ{swPImq_&z%uLZ}gR=i`R$%`!Uj|=5t!;r$|B=yF89R-e4cMQf= zf=ud(Ie48tosU>b&>TDm?zmmVH6>EL>M{a<*+|a#E0^?6Bf- zSx?<1w6EkdHg##(?H<)5z4n}F!d5k}8 zobH2eej1Vqs5ED@eNuEhZqL4ray1%}QE`D;v2ci1csoC=R8^22!NeU(FfW?^e^|&P zi_ToBU+wBq6t5z>=u}ToQv&JBo4%?yW?)S zV0$$Ozcyk z70@d=BPh=;-`H-?vKxl46m-~3e^xKP10}iyuD$YXV+Kr-9`MK5;&(k2Aud`gZ zC06f!a#`@ctz3bT>&68zUJ;}BixIh;Sj4E!#d38z(WMxkh%*-ROPowKiO-l?s?x0a z-yXEz^w)paoPhZK4R33)s;55Q;`i&X_@R5JsrQi<X>4RvqeD(I|LkX|DuuAAxybM{L-9tOy@?i#CI$HhNI{ie# z#|)UBZ$i9ZdTS*mHv3!(5z71utuMAVvMOBySVgAwI@GIQv7@gkg`0k#!}jD$^aPZ? ziVCZPWzeS+?rJ|tU)tNw@c|OOao;31&B@UOrUwRYcWl6r3Hf6F?zk5``&^cX#m+cK zIySUezuB$7D9IvQBE3_(PsyHwSOwvA35d9K-=XGegQ>gzRr8p=wD&7!iJ1AW$`tTJ4_s10+(mo-X}><9FN{PQ?vQvlXKED zXO=u?^uzU>4GU)bjz}`+`OEJfi1y{UyJ|~C6++4jk}O9Xl3EF6rau-35Uoqkb{+<~ z@@oq`sd`(gS8q3g(ylJy3@&gvjWKy6(JqeXT#v^-^_}QNIr&|IK}^ccnU0@ndCa&I z{68*?z4z1WG?0YZMimbx>+ELj0tCS2=JWI}vH1me3=eJ=?0Ue%_abR$yJ;~tzKh>_ z$!cIjW=b9U&T_ocBB9Y-u_dMB-hrM}Ns3G`3+2lD&LPnp#}DR)_% zWkptfZRSz()Ob{ddUwj4$ghz7Q2sE;{7&DGE>~j!8mH3}w{v|}OlKCWIxAiIKyXgH zT2w(aOy^7s)vbeZhA#ZX(UJ2#Ntysse{AUAa{`T7xk7${Uly^Orud-04oN;-w%Ow1 z+QQlVF|zhu@yT3J=KFgcP|856XIV{96 ztj8g?$V~1#e+PC0#eo}{`&K!SE@U(s3uM-^j$U&2bfjGf^rCrGlT_INWpY!rbt-h6 zIMTnF+2q%ex@_=hZZUdvti4qB9Te0sduU4-1iP}O;(wgehf_+LB^#*>} zh8DQ+Yvnl9KO1_7e$_j8&!P%$>ej71f&CJ_DkLV|@HE#yWbFOAu?bp=wJP%Sf3+2V zgyxo)f6YFS@^)=+Yt7hfZEMZZ-S-xLouCT@haCvkeeSIvydzi7YMCA9kg97bnDr2rzx;z1QA+S@t*8`v1B?{r@6t^WqsFAkCK{ ziG4>kGxaC0|3MyD148$Xge2mvhk?@e4=)@@f1;haJa z6A)jc?vi4Rj=>%^w>6yl&e+H|i^N5O;)0XA z=qZl?C%@G=Ri?REq~qGM8R7BlQF{qk@Js5K+uggk;E+vS3;R68YTr+Z zS2@c|St2oeI3(|=a@@zTP@sThZTV1XV4P^CKpbZvhys2risEdeVl&@e79gQO!q1;& zIL0mv{W=h4W`UHD9#5IB6%Zt*Ff~%Kp9FY(`-AB?pC)^)_*Ic{r+QZ>xC0OoH-m`!AZ~zMH0xkK<3`GV*$?NejtFO>&aKdp zF{H0LK}fP2kBQIhg@bx9WYDUTfaxDQ&tBVKUsA%R|RGyKP^zk}Y zlZsv8w`#wuach33>71XB`8X|E&eEaWtmG4we+^AgUP1VjYghT@6Nu@4FQ8YZdd;Fp z%JlOUigF?weNRPU)%1BP0^4)nnii@#hs( z+VD|8a#Fa*ai(4v2cic%OEJuo)z*|^pnY~p1@t~w+!Qr9i3gGR<}ednHE{p7!*2zD z>5wUg>q@=aZ@ewAP-SmXRoanhcsMxl3egPeKh3xceI<7}yQk}3dbvpnFV6>i9oc^S zEqj=2Y?7#h?~#!15NowwzOr$&Gp%`UmQbn5OS7nCdovu2 zO#x<>3;6^GDucU;bS3S8xbRyM3A_)yrOj{<~zw+jIGe7?F&Tw>hJ}*KqS#Jk> zvMzZjWhqtr1)lRuz99sp{DG7ospnm_7;tEbP1;Q8JySI;xZR-~iscRHg=AbcDT0&) zbD34#H7b*GW z!*bC%gu%T#(&d_$Y8A@yv)9<~B=kG@={4O$&2;+Z(~cB29_*!@DNwr$|3K=V=}>11 z*&0@(SLrDVFG}3ad1sbm>MK3kFs~Gb>z#|pu035`#Err-azdZR%^4R<=LG!;`LC^& z^6fTOy>N6raW<`LM{&i>Jts!hQ=08HaF+{)M-6TL6>x%UfImtaw$E+3G z5rMI%i%9rP1BMByeqMy~E?f}USzF!R0|x6o%YDGH$a}z5qh1N9)=%y$jH>K6ey3mOy;bTO&5yp?NBenmuQOgj5VQ>hGg^1$EW-IoC6O>6hR!>PLqK`R*FO4 zE5aF=H94|2cw!h>*JJax9kw>u>wf(Y=H5G~skMC<)@?zWNUstV>AgvdWQ!XRkRUbm z2uPO>8ZZ)--naCQ2$2$c2Z0C)AYG|a1QMjT1O$SFc-DTu-|6o;XU?2|zM0H0S(72< zS?gK%ece~7`D8rkzAWF;3RNz35PgkK>@_~kpfLajnV7t8dnF4u74Wys}nZ@Ly zK&QZ_N_Mfm7@2#!m6Y=*CFKKEa!hGXLnDp+yk{7Whg_pxD5S7=t5-Dtz0szLE%g}n zd{JIodtRVOWx$1ZgkNHaWaX`yD9Om=%=9qb(>_mKO_Q77=+0;Vr&kRV`Yb99AC1({ zKYO8-ct67*+T;wDan_HsjJ<|7ogJ)E7~UV4`Ct>%?c_d&04C!EPq2;(|0}$6Yp1)7 z>ZdP-3>fxQ=N75=XymwDg0?QeC3%HWkx(wNfTV&LAxoR68PKxpE2=r!lK`i(kJ1>H zmlwkpS=J_mC^_V!E(icxyh8er3J4KZ3B~t_ENmX|YgE7lXjT#529MZomnHNAe5sq< zb!W{+Bmy61=I+Pt(Y=9ixi5oct0sv=-82`Ta!c#rRWBwxruPM!cM>n7gJDGx_({Ae z4h9flHG&x1(s$X5KyY1_>Me^ScUuL2ycX zPYEFV+);0AoXp66_7~{V5+P%-7)g1@GW@ZLKh-n^-gH=|DDHkM zcim@yQyI}maD`op#!Z)6Kl5Z}$5v{>4E z8(gVvTwhh?ad5U<<*^+V8`+;9rwi*{TGNMng?52RCIvG>GzNnuI2WS+$b|afm=MJ?O`nxNO6;K~r>HU<3f zevB+}MOq!U%t$Wxs1h5AUgvL{G^44reCODHzi&_NVY!bN#HR=9B|xxVopf#xT(-N9cs z)f7X_gLEB-GN+&7eGxoT$bg5>+}{k;WNr_raf(d>`PeK>o6fDEhRQdEQRplufn}bl zY8z14`wfT5U{m@UFd@uMu6#W1Vc7 zt7#No0Y$D>N^#M)f0N(^+`opmZlW&o%fP2+0@7$|V;Z)l)#HS2qjl zP*e{7C6*mUG7cZIkn)}?at5eSU1b@mykybvc3Ct+-H2y~YD{iyj?t9=sJ+C({>^5@qm5tYR+xtSE2UL~ER+eG&|l3F~{w#N4rZB6=pmB=SR?t)IbBnX!& z&?FO{df>KpvLJgCLGASSD+FKF%XBC-P_2xv)T$(NY&@Az1Vi~%3L~k&_4B4^15&d_ zWhaY2&q}I`FEjZ>+BF883^}85 z4ic+~T(G2mgWtCn0?;J}KwRMznZE56AUh?W0zbWtG&@TLD*Sf^HGMrv2}goLIZJlf z9m1&$NM3Z%iOroOpradIkf;G=X|HUnd(M033+mbSiJW0l?H40RO>A>!@C!* zV~-Vv=#Ki1dYCS&oVQWz_vKJT+Up*s)@Nr)YiFs?H1S^{4BF7YNwkW^#6~qHDp*>p zZilik#thbV-sp8eA_w`;QgqM9_Y(Y4_vdjSrt(CuZO46zOPXJ>JtJeri1+(Su#O~q z&SQ6NhxKV-)V^*cUlxJ3VKymQ@7pOjRiPLhb)CJ%y6w$`^-le5=LYAau~L>l8A?q} z9m^JPsdq+|mPCRLovweDtEwbGSVhu^c3gyk96LC)rcICSLD=*szg@OY$*_ZgZ(`!B zSy1jXhtGS4lSxO%EatS?{xp4KzcLsL43t4Ab@KgLZi4ox%N zhtrrNC|`+Kfa3@Z>u0w9A`hhu60xuBg#k*Mnn!hzZ{2s{3><`ilNA9oY6*MtobQF3 z{nbgT#yjD(&A7tLc|QJHU49JHTU7G|+*&4-p17^lTITos!V|Uk84X9YSt~nRT-Zt` z*yLG{kvdZ9pl#9%F+C*VuwuimuFy9@JrEhJ6}X#EdD}(F>JCEO$20ATmGxUFJ26>6 z=+gW&ouJB2JO^J(vivS9@aPb;KUGLQCB9$$c?o{w<$vja|Dz55*Ps8RA=+~+L&JJw zQY`3dL)l6?PY??~!eYeg@!XoOz^}tp!`n7E(agd@nH9;8yceHLkNAa(AY@pH@y@E< z0k|i;9SE%wmD?)@=i`&(Pi&nBb}F-<`Pg6zMEei}S3-y724aEpa z#7H-6*_?jmhy=yw(})%no%dCAwep?1Nr+Lw@IGfm@jUnA?E{HRa}LE zGVtx;U427;3$z8AcR((+IFtwW>k6vu^?zo7{0o}+ZE&i{;myzp#9(+~U{4@AkV*YP@N&ff${6F3wv_}R$QRq3K%^rj7 zzm}crqwT!-ea^=8==neD9DuN-325)$SbJuK07VYVk!wqXf~zqZy%)7>p$4uyvcCzG zWlA>hc507x-oknF!53~7#)UW+SF7BK&9{m-LMuzRbr%=69sYoaJo5ti5IWo+EhmCf zefEfJT6!AxoFq!N!pG^qN`|I(?Cb*c3g%Zr{ZUW;HT^a%4@1hg=r2{65 zKMcQ=?cT{P)89u+sheulf)p3Q6ngzsAm~zXLy?ts zdFn)gN^LbmYSoHc*^AMW$g>JyFHXcZ^nGI7F~EZu8U_JiZ;|Pil}zCj@+P{LJQepe zPAQ2lrk&nLdI2qD)5jN9j(C1*3T;`{v*^{~D%zG)+hynEZ^-^8Ph8{T7sqmCNB&!vPN z8};YiH=GEJ+sae4sOcD2<`=hS9ELnh=Se7?K!$1%2a?r<2FuKYW*X@^7It zc`WJAtvUF4+B}Nn>$<&GZtw$9-~CUs|1w}%!Tms6zOA4O!dpy^Sc?cUYRp_}YO~sI zS7S=Kcd71fj@_U8hG6b=e=`!3ZD-OvosM{`?=e5+ZTC#_)_qX&qooBqgak+C3Y+2L`>!EmmPMTr^moRHV>l*rH05SG6tSPbBi07156by01*O zl!zs$63v`V((mMoP4$@LR@qBV)5v{C*=HF@dNO>ec{`X~-3OXM0Zz_Ohc$>v5uMkN z8UQ2Am8iT&l}ga)THv64rKADlVS1kk@ZI2d6qQp&Tw8VC5r7OP;p!KHX|O17?;x=w z+1qvPARZZ!rISaruVxfe&MY#Q-Hr!Ay8GKDl>bPgZ#Red<{flnq;Cf^lD#uL{f zhiWosIrrP6Ks~BM+;yW4DXy7!_p7)E5Ve4XgiM;Ppu27)B~E@owLqrKB=LEQ?(G4x zfNsJkhw|Q%`gEHDa0T`zP1IN!fgi-#06d7x_~C5wvWjymK5wMgvvx|Bwpu( zuy|tGJFijYDN&V_P$6H(FNaCI6j5!mU`f$m-bJxL`q1Au6|4$d6J+k_bRs>){op~p zygJ-b6m0B16Q_P-O|U5IT9(e$%3!UaO@jaS^z}D|CJh_ixuO9+OrKSBeti|YVU$+vub(HysT9rcXEdm3g9Vdx%Bwq{XZx`Zgd{V?+;h1XEF+=?Y ztPd8o{|rm=EjdFw5&LKbU_ZF>r-J>Yd_e0mbFUBetB5r8YeePuxs*{n{Kzddso>WT z`R19Dxxm^!u#$9~o}dP=X)4Dc?aJLH$eVO{{Q|mlbCHXtwgrebf1+kbP|+#0q1oyk z&JXuUI4Fr32!NI5CJfb3l6UvIN6TkMN&CkSxI@ya;~QTfkePvl2_}+NnwNv~jCfRE zuhe$6_sNh-IN`VPPWj@4GPvnN;#G}!c{KxEvy`SMT$(WdA)gHc%^4D3G2bk;=zd%~ zp@Aq{az|(@$0v$d*=yiKdArFw57VxWJ_MwcQYSO*}(F4tip|Vu&vluEr3ER6MO@gAUJ!qWMGVPpI6kQGih$|*Xfy?*Vq4M2?B3eH^2_;_rc9c8K z0)cXkAT085+38+cJG2$lg+)+~npsvFZmOG^GX&cknx4<-V}ycW-4*KH1W~ZEM3Cz* zK+1Sghg8zNcm>sU1Gu;4tLt`)DNT?f_O`L4k9e3*$(*%K-^=ABE;l(u4l#mOc&Xy} zQG)9uN(2V+e%aolr6nyWM)rL^(aLz9Rz{2vxEm@ns&LGJs7TM}mKxai2uj8i$hkM~ z3wMTI+5?HLQ5mg-Y!38fmd-{*4S-&Ejacvm$=beekI zfdE`*CczanE+j878}$lCxr}Z{a9OiNJc%M;6AH=kp>$kL&n>u)7C1<>1VT;+r&N$= z!gAA?jLWzZO9Oo|6@I5OdZ;tDlLI_e`P592Y3>Y`4kUtB)LH^civvL+(jwEE4Xeo3 z1Ul=nYFMnFWp=sw3e({A920aV(PJ$A##z_}IuM$UYm^?y&KYTD_64!FE2QMgYf4)T zAojT9yQV)ZUm0Z8l>g*BV`vNBoOx6fIp}PnYR%zM@P&nXjk_Ck83_WG#{2Ab5k<(I zKxqK6A{j`{aYzT$I~(^eo%Q4wwh610W)zWrThOADe7!ocaO&q>lNToi#*KV-ok{A} zJx*5(Sa$4hihU)DJ+7&O&!`H-MFLhezDM%;+VC5L^-P!52u@c_x*ZQ16UqwKINa}v zyUwJ0##DyMgn2fGu)$j$#G+G=6m5XxWI$9@R68-N`6MgmNZ9 zCvK4TqQUpvN!XrzrO4UY1+M9pHqtb1m}}0wBmcmd?}<8dGP)5xtF*{W$SE8A88<+z z#F#6!n;xpGAA(6Jr;eZkSa1= z7NPy(kSmYWYBif*AIl^jepXi!MIwNIpHui`S|;<{#FBw(l>vJ{QBaS82@kA~q}8=w zdNBI?+~uE^?tF_o|G>&ilqB+HNzbHN|6>{hoUGeL)A%@5%ud-dpeVny_dt<8{B&%t z1A+xz-*o!0-zUVmx$r6XG-Yt+#q!&6_40VWPLn|C?lEpY{_*|c+;u!+L8knDp$%&v z4^mSbyvUq25q}eGFDlvN(i$lt%SGm_$!ZG5Q(LMlmldtG$t4}j&v~`#qG~_+CS6#f zScB&$rWtfTpdtt5zwxMzD6QrGXnoG?sEE|Q1g&~ZI+3;=5TGD0I{jKZg@*P(>ehO( zbBafo&MHGCkve3$SDG53L-vxCvZBzDHqDr2qjMCv5d~WTC|W-8MeM~Q&l9CV_)yNt zc0=-cC8H}81N?&QI8tTFFyQ{gw$eu*o~_yDxdutEKR-QTO*iUM8+n-?Kva~PepB1Z z<(V;ZSW{1EQyi*cAC`0wdjZz2i+|2Dp2p-AG7cy=nnZpgfsT-ZeL0TGJ`YaVam-X;HbK^10;xE>ew?#I3@Oxk>#K%bS2 zB^fjFU%yYgY6Fx%^gSq7&lemJCY0CUy3@zzNTO=>Q_X9Xh5hdR+gZ0QcPqS?B6mj! ze`e2aih197E0S=#608yr6QpcK8^_`uzzj=z4xXg|Rv`tC0o$YzSE4ZFuj#VVL-I4v zgvV3uo?>|uy37M`j`AF91t7p==|ayIH*v7-h33Q2ZvDU8yhqam395^PT!-5y?~6|X z4CmrCl^x)YeR==8l01JVFl!0@>-l9R#lDNPqLH_=Ia0%JX)DgzwAW&uz9qcQRs1W# z7RkL!+56l7v~&8CPw`q~Q~vlSRkC}KWk>1^;3*#F>ejAe>yIdjIvtfT8E+LV_1+Kx zShobY&X!CDU=~?F_z_;2Mzj9tdB#F%#)qhcA%%%a+?3cOW|e!S=BUGJ)~)P>iLdv( z9E#ksy^c!C7Uqq>Z*dp7(x0W+8Y+$5Htwz3e^8p}i6?G%ryF;J&2wOSUk6p6YYa(> z3SZoKyg&5p*82btefsXW<7^KVuM)49?FF*<)srSz+T#i5*r9rXtMG{U0x9R1UPnUY zJG4lFl$~Dho{ebZ6n2D;$`^DQ{Sw&L-c8bO*nQ(?RwOR&1f3cpACT~dLW4qXd{F@4 z`fm5_!op&}eGJ7F*04|;@%FKmZ{nC%!8@Y=Y?kObg!tdElyuQsq>prIMBB1cas5EV zVv>YO#YVtHAR(@M3P)TQ6&ELLjbWf@eT4{j&Rzz!9xFY|P2Fe~rMG8G$#qHE2yMSG@ozaMnm~vArVceAhFvOwA3X*& zCDH2PJ^H}WYaah_Qdok{vXsoGJ2j~?wdu2-rH{$VRb}db?j{I?C_U$Ep3V9icEyXY zU&i%1A4j0Cc_QjA+2*>`M_i~ZUaLYJ8f^IVx|&)16SP#&gQbq-_^RA3o%XWv%@Q%C zljOH2t_iKFbp`Z@J$7h^I;X^wG!n;(iF~Rn5L^Jz#2tA0l{OuPV$=An?aXqmJ&a9I z?cqOCHUoau9v;(df3TrOIVvjGJ9m8!s2_oTC)L1^`_S{`1dDyffKKFi0)*9myq)ZO zjzLfK)%n}Y*@necN8<ns+t-|j=e)Rk5J*OwK8>$^T2jNvh z2~rB~lOW-Zo-b{13oMDmE#ry6)2JMy39wP9wKy?iB3i~&r{Rr;SzFSOQKPMgJJax$ ztBbRO=Si9xQU1B3(Tcg(Z3Uh4MiK;M_}TUDvquj2jue-T_<2pBrCz!Zd_;@#zTiW^ zOc>rLqt>5)jl(_d3*VQTi=l+cR%WbHwbeP~EFaqOjQ2VyfQ3>w%*wb!8icbPC7|u4 zhP^0Q$(uB5kBTQrkz2nm(u)4=%Kk47{{MqgvevMURbxITlf5=I8?54#L#R7 zi)m_`-Pk-nYVnjqr;;xlWx)c>e1j9&I$WXD&3MTLjP=&;oq3-<*=N6+Q12?!4in3q zUCZ4wo*n=4M!UP0ZnQ-d$4R4)@?Ox*RscD}S{61hKDyt`r{_pRJkhzB=y|}E?JccD zoOS<@?GCuDKX3DUZnJ&}X%!#gbnmWI>kZu0QWhVPA?K-8xj|)q^%^&%be0=WF05p0 z{|j#Tqs;kcYT9FeUcHN~U*253cRcd4fAtj&3xRCzS?n&d6RRUpOi0AAXksTH6++If z`aJ4K#9ltfm&$d2M>Ibv9&q^ zhT3H~`5X>mFT{C$A7lq|&{I5)+RMjsvD_aQZK#E04H`Y>^ePfYnyMvyT%1|{l+WBg zxl`2KM26!G1?Rd##lKcLK7V1bBeATPc=zsySd$N)FV56AM`$;XytL>Y&cVEx=Hv^N zg=5Q%MJpuwC&JUdkDGYSEE*_HRVvLKs6|E1^Jh6=99G^wu1Udg@(}Abje(WwSMwjq zEfc;xKG};_>wdo)@u1%W#R&&dF8~$@DE>|{rXm1wZz{1b(ssT|1HGaWBkZ8S4iB{u+!e# z)8lYb=O_fzFz2p9jmvvnll9Ce>#>|_UsCrH+1&T1Ut&Ss(Pr)%y}?_kr=FIvNqnw{ zm07HDa?B6T)|H6=&r{{UAeM9oF+|9>qNAQO0QguU7F-Se4scp@yN@U_r(&UVz|Ox! zaX9tVa|YDvmk_>GadPvkKs(4o(jMOM{$JCg#h23fl%^C}lX};zlCCXjmZ_(b zj6eA`Ad)HHd^>#v)R!a9%EC$GG5#ag^Y?L?v-7-pOHO)H_O9J0@wJw*!HJS`d2YR` zwpUp;(_W&VY6@*OP*|c`?DG{Og<=pWdX_N=MGPSIW^}=uM-oUr_#+5c=dI8YNJGJP z&+>IR5x!jw+{h$p1MOs^ZWL%UTWe#wb}OHKdS~rRrx0NDrSsxa)E4$zALE?k{~SGav5fXg?bE&s~ zEsMw(;SCBNQLdY%s4yR+M6yBAczl0x??2cmr;&1gT}_RF_Qn$eAbYO2VlXZ4!WSp#W*; zl09&j>!3b5Ye%{4T|k6E$wQzzAYupW40*FyJNgFsaygIR`m6GFb{e-%2Pq66a)c%; zezLGQQV-V!%o?-p%e*l5R-Oy|Ji308XJ%uc?No#z@#?s46meVwB2;Ir1Wlkr#XJx)5n=W@NQGGO9Nrw6D8+*G_9E zF=lDdiv?FhuQj_NFXiXdESahhpCm%a6_)V1@wqm0$Qzz!9#o>wS^KlDjpxvm3!^KK zG2*^2`pG!gIbjve2Sr$Ytv2bfI#@I=Ic2lhU8k>Wk75l^H(*P4H&bW)vD|wM<^%_+?kO^ zzkIALOMGE}bP2;xVUsk3Lx7Yt7Pac=eHl@{HPrddkb=}RzZ4=$_HdCR1X$F+ zSO&d@Evf9>2cSnLq$efeRFx8CP(!Njk-bR0bry+o^_e+cR!IcYdHQg6EJkhv!FbXv zy`c)^rZ_+16|dzwvP)&>xdWhOpqwv9+Yb9{r_)&RN%xg?SSzM2! zJkQCC1%VaIP@b+;)f2PIvy_NI#Gpj)s%2JplPD*C-lseFIgDN%piPOXPL0;PJCT)z z!@3CjPdoj~ph_fOq;CWF4^b-XDS`I(R0jznWo!!p-w~Jvge9TelEN%PqP91Rsj#y` z$P+K0Bf(Be7;!J0COW;-E?OM=HEc zsY>zX1Kwp)J0$Zyi^K`!=#E|LL=lcMavj0rDCUIH81VZRUrnF3>>By$hky^B$GSmY ziEQb!Lw(cC?%>-xaw}5#$J?qJXgWxuFv_xJawuO#?pK03YHng)Azp_2RQfCi^4Mr5 zgGPUHD!Y!Vg8?TZfia9U)~}pX&1Fy7TpjGul%-&ZD7G#EK{;}DkD*mVhbFE^^A08-75bL0vFyR zQEoLCO8j_!4$d+EPBz+vQ_gJt3pxUG)%y5DZD#i5f&RDom+*lOMcS3urw?g^f)eEK z%~UoU8pBsI{2yOA5sk?vHc{^BOJwaX_U`{ud4FJbI7MSpSbL`C})Zq z!QivQyJEaaXwF_kZQ&5G##6>T7ZjWby-%uI(LOv$#d+ppr?*1 zFuat-Ir?Q*m_PlR2T zmrz%3<>HlXZmt-WK9$Zb+-HUk8zeOVBoMwwiR_oMCJ@$Ry^ia{U((sEyp7V9{D(3m zK0Rh>f-L2MNcy9Z1vN4s$x+KbF`;ru4scw_%1pZDS08|36DJo zVZQar$z^`dvqJlLauASpsy;mLCr|rEe7MHS0|ej>wV5F*SAFQ7Ee9XSR^AT&3Po9FP%?Bl%E9rR3)@4a}|{7qpE3?4{(>5-ocP1Y4km(_Q*fS0|5&9Q*uEV zjTgbbT+#(fpmB}=d}(UH4QIo;qN2I8L6ME4(bq5t)G4SpgYRb>G*t;UIr_$%8jS2z zYdYC3U`!w!=L0jhuCJdFDXeFOxxO?}MqS>pL_Y!Nhk*gebhJfDvQsTjg^qfagLSya zMD-zcmPb94FBr?wCwC-&=*!zZP^;E?o~W1z>V|bav0CNkwz-g)$cCK&KK)GVT7AL; zzsp7upT1ypFJutSdB67P-t2+(I{H$TyH7&-BPo)=mSRA8TSc2HV1RhZQpACw6pT1Z z<#<6{+g^L&Sr$4J%H2YNEP-Z{mbkm^yzF+X!OoB_c%=1O^iNqf#E~I%QF}tV-Q3|N z;cZBu9ot-=H7u^^Yx|8~t{urlIorF@LkCZ*|5(Obb+RY{Ntp|h+%{aK6CH>2rMfcU z%U^$hPH%o~HNwvhH7Bb9NPkmp@P`XxpZvfQe#}1H%7qCdH52|woZRno@!pZ5w}((Q zq)bZ(q0H4RO%-sT16l1zB2Q0hA&p7LIRf*_h$U*M=1VsWc&8>vWNoAW6~HHW#|ikF zHfJ3ucc8#GdWH3=W&lbm#}&%`Y9zxX5=FP&y3_($Du7%B`$0YxL@lx@y~w-JYkw&U z|EsUZP|=VA%rlGOn-+e+-edHpvC_J0cWTcta$$9ruIlQQqg?SEm#ijN*qK8aULxNZ zPx_H)epdhKo1pSgOUZ4*RS!mXf#y?@NOd)%BN`lHM)`D<_wv>|dDpVZwTd?#l-c!{~C1#PcOorNF^;^BRfQ zCoy;TC}KdU!^fi~pp5s}3r95=0m9j(Dpz5Lde zxeHe%M-^or?*ndLRO`J|4{4wP_0?n;0~N3D!TppJ?&FLP4)KR>CN?NF75*) zAH}t3Jyc?RKE&lYZzM{0@8E>jwjFQUC5`Cw)t_F7v9%Zd$itg^}n>GM$y(U8Cn$%csgaW;QS#0&DimNkmPM-V5G z5CQdv(ws+GKG#S4Tw9+Ms%QRU__^Y0FL4|{pB=OnH5Sei>DZ%#|cQVlPqRo6U}I12u)t2z1mu3ng1{PQ;0NVsTAIf zihwwy-q6GVJsk_@T)`|iQSj9)EL_P@!8yZ%WFJv^RyFYZ98s_a=I;)1sWJH0E`EJP zR`#&3p|hze1qy_wSG$S~y2e-YHQu0M^kKQ#9?HVpB4vFY3-ygVg3cnvW=-t zJ8k~)2l%fm{2$L)UO|>B3if0FsUFTU>2`{KpR1TAo4kVH`GA+NQ$-0NHp&*fhBO-f zGp@taYQp(J<@PpF=1+Gvk(SoKX`5psf2>cdWXN8xYF2HlhOQ$oQ|>#FObOqU!k5z-hdp+k zFqCSu=Kjdv=WMf;V~QG|$BJLg`!LtToc8MN1x*69iXH&+sF^shbBDyyqYFfUr1Z*LhZg_7X5r|AK9C{&*R68l7oSg=H8kHhF zYR4`fGt))2a~IkKvz1!j{5T;4_^}WTY~^L@flDQLq{}EjS%)M10CWmp-+E=~eW7RB zR$P45YFD$mA=wnU{*_YtmJXZFSq~UB)IT_1dG_C`T$ok zGvfY3-4~0jp4Q%P=@a~`<238P!+k_T6R8i*UIk)WOFAj$#J%mBTQ|WP#D0sc5Qe7s}x2Gr=^lD9HEsx#`6Q*oXqXNnvyZ z??g&6-q|u{ywE<-al*-zIi_$F%G$|0nfig|IE`|Wo#obc2Pa*bMZCG4t!jZ{@toCO zN(Db$4Qy&{t?RH9dLq|nD5jnaZ;yAdhDFRFzvjYrd0}Hl-ArThN4fW-2Shdoipy3{piYrL{K_}V{VR16 zfjX?-V78ls%qgpXoSZA6jbMofa}r0Re*IYBBj-oGc;{(Bva#(iS(I{w*W2NRn_6^Z z^&GN!Q&N+~udC3-H)keF{zN8e_P1onM!LUs;ZT&ixM^M_0KGn#GW#{B#3HvywbwUS z7!;xyo0jWb;miw}Y6*y`yDBrVv1Y5B?NE=btF)fD8QOtVMu@^(o-aDkp34eFETJr*A|&&cWQCrTFl91gWfq=ZtSr zKsN|9;Zf2IoXs!t!khigx;JIHE<6IEcVgSOH+p&0{S(Anw)k4wz9FT8g5()CK=6)#&!xhau}pIMdO20lV}BtCaNx;ZDHc!H>CBYIG-ebbb8ii;`~3r!QH!3o|CnHlbkSm{E!+ zcgFIHuv(9iXo-Ykytq#8q`IoDHNKIzydGn0hhT{g%#(c3e&-h~x`KNDvdx*u$kfry zqd)#+V+5jka+=>t^}n)gVG5_cO+qX4{0euVkn)Z2jIh12xeT>!R(; zrLB2eOk~rfmJ|62BRs>QMY!C6G;%N3p={E?{`TB?27MU@R*V3S8Jeay;r$E&))7g5 z6cCgOj3UoMbbJ0a4*c(znXZ(=P3XWTOa$9Yk3Fq2=MuKfJ!md~v@ZG~+H z!cx9Df9z-T)alP;I*!TDwypcNULpDeJR>2Gx&{nilugEARPT)2Hj4Ke!8mVM{XSPn z1(84(i1R|*;D?0V5)h|2QPmG{%7L+&7C{>bCTK9T+haLOd1${@c_q+siFZvrs+RDN z)2+3kjoS0+T;9U-O>A;A{oUpC)L<#0Ye6Hg{K{={t#6-X|Hf05jo1}+veD^F?wvl* zOv|FnQ+=cboFrgg{+NT?jmT!#!#gbN_dW%d&^uA4W68c|J0|J;^eIcW<@a9)FdG{;xsMM_S5h6%oizVp zQ~<+k3YD&Gue^CzT#*KrOo>demud89J3MYpe)bjZw5_mLxcBCpn6YJ>fKiSaT19-K z*L5@APcq*mL49JMdYL7iLHgb){a7h6Z8P9>C8m=esgZUpQ&2jWQ26W~#&&zDc0Tk= zGfPWYSQO){mPhwQC6Flm1d&Kq^{6^t#e|`UH%^q@1B_?I_M)%{I~bs0oxz@PRnu;9 z18nWlA#NILHO)2vg)g80e)xad8UeL9|L=2azNqd*%8TFUG-m;FX3p<(Z-G`bIs%V9 zIJg85yFGuO%b=s`0YfeL&rA5<=O}NnwCA8*19*GE57HyLB^K&+06`UF0~+PsY3yMm z#5Dvcfo@p;Q_(Q*F;EKZNxCsqjb&Lz4;Y_rG*!CNJ@n=mWg83efD%vjyFb+e01-ZgLUkx_;K9g8GH(CvLGr!4@#*3SLj^SG&2?#cM! zjP&d@KEzUp_Bv#zv&bPVEIRVfd3tIe=RLsWowW0PtW2!LiR&)0|MkQDLec==lyeQJ8dMS>mNTy%6MWqq5R_85DqtsoAwDP-^&{PSi4~$wfwint4421Jb`i$Z_MJdPRBqF3&mizm> z-Bze3S*NU8U*`4!b42{H!iS`yKkv<^TXQ9+t80gg?`yldU-bOD!sd`k`HBOeFf(E|5ow$TqQPtl?dRnPm z1FQx%o<9z2SO58%faAx%?MnYI5B~4s!(L=;FOvrKD6M2qEm9~}dE1)b#v{9``Yit; zEWm2xnWF7kvSblQzw=T56r)oh8Jk|m86UjI3dAlI^dLqUmxlT@1`D-<-(bSJ9(UHY zmUee4vX!2?kFAAOZ@ZUGnmH-`SPoW!a{8S3#OL}Xk&bcOa{yY8@Mz8TT$1BOO-*YG zri)&WOJJ#h0v;Qd1(>f#X+>I!wqtLCKy~J_r_M`BQG$O^yc|UGmf#E<_SfG8CdjPT zM-&)iSxe2;BQb#oo7`AGf#PH7Yk%`{2|p9Th6U`35@p2jQbyO-c!tJ`g~g2{f=da$ zyCyj(i>|RpxJQ&$v$8RBHCehlIoOjVJk_-)*F7##F*aa3)XyRpEp->Ht<5CJIbfRd zEB}u-=Eor;bGjLu=x# zDrtx9B5qz|w1jUNuf1`3x%Mzdg@&Qr;D|(FGGKKe*8gL7^h@Z-mhyTD5((!D1WrZD(b&m$a_<3j z?9f1&t&ebKU@GqTYw|Gjmgh%RrH$&sEa~R?Zc&>|uie}6fBim}g=oYf@An{i;|5fp zH3=%OMB|8l2>qRIt914&n?x=;7P|!w&k6iEZX&#VHuZ#4BF$aLyO466Xe-oX>qVex z+#)>G;o`|6*0c;gqhtH7wn~v=!Z;SC6a1Lf5lBN@XRx%je^rrA(TDZPN`3Y`*r}fr z5yG??`8^QJj(BeJqGinU!M5^_$gXE;ar8*CP1mI#Df*RH6p^*bwa(wpRl>WJ_lKq# z$_KgATo9IDQVZ=Z<3IB2aJcd%rWXC$t8y6Z;wKMZf`2{G|l>W2?Z+%S^Qnv&-&&E)7xb3 z+f0caim!8X^XXKz?M;kr?2XcbYzAgGnojpz7BfV7B!^2YQ&Nm!(;xSDf9<)VhJ7ev z(tB?hDBSvK!l>vbOi*B@_t#ri6s?t2My`eg`ea!9grlO{+v3tAa!>iN0*|+s0m}3x zAL-xk;_B%M4v6e%7Bi+-&`E#d1|vB5dqNV z8Hx?!01yO%LK{^_F8ZvHB!QmG!LTB=BaWh2GZLb1uz{a=AU${$sQx=bHBoHhO1 zeJJ$*DM9Ps6jT3ET3xIeR&J;r^-`)aWT%UDdxAhG^yw!4^>`guFZm=SW%#d+aSXjF z=89Q~@}MeIK2`L3VCs|XVLU< ztZU3S4(BI$IZ>u!LuUhbssn(_0%M8!Qy)Ys#vfr75(+BT;SHB#{JCUV-Ht<^wwzQo z9NEm7-1C0Orli6e`B}qkIR1P~qUW+A3$x!uD>~h&lvorrXuy^)*jTl9`nha8EyJSl zrBcV}hWFK9Pkr<6-e>6p%V#}No^7aSN-hpSw)Wfar?a(_S~eL%lzEIe2hOHNa{LY1qw|B1c#fNE;p)`qbnAR;PN z1yOpHUPQ7jfB^yN9X22(M0&4L6p+3J0#YMFh|~xqbcl56(v_ajdm=4Bi2ri$eeV75 zIp?15oIA$%-|>%e#&858DFqR;sf=#_S@uy#r@ghj~4egt_&y$lPYpg7OT=> zhO_{oWl?^*OFni0RXDouWacHyvYtux`{KA10L73kM`8{#7P-c6m8{<;0bGC@xBylJ?PD7HquEmkGnfR1m2qXMm8xQK=_Wmx; z(PdCvR?{eOUExS(I4AYj)j=)8z~(2}DqMt7k0j6X2;66D&B;*%f5%r+kNUcA_j{Pe zJyH@XXc75joXb(TWu_ngxQn|kfn+B)zoE4q`oZ`+4~6~8i3QNLdOLyVDi?wulCseD7h-=~T|IAT#GPh0ja_jpyaD}^>?91Z7z z=6d@;!;c)!MQL+_8p@<4lUS7t-q#e95tre0Ed}&dlt%*IYe;~y_A3ec* z35UP@`P>LBl9#CSuvR=Zu)!QaL@()TNdCl>MR-%9crjpaOXdAbZ=3%H4EDU!+BD}I zH?~T{P-Hw)xmXISXf*q2&z>65i(fHTyUGyWq#JRSHX)}mId3u}xnOkZ(chuduADdmVEwb$A2eM-ARDHmTJB@pnQ^J-ps`iJ-jI!Y z;SE5w?S)Q*_MtO}ZMcdCpxgh;e}z{5kI(+Bn*MRY%!Gx_W}3yNBpvxtyZus$$hI1C z$ve~6GoAF}K0H48-?Wal7hbyg`J4eHNZn5csIzH%mz&c0zfS`F_#Ag73bnO1N(grUhcI!{+U8(Mm6j0b!Khl0Bx{l2#(3Y4U0xNX-)DC`sL?x2OCK5&>sojV12k72} zjoW|WpO_Zds0^f1(<$m8?ri;CmU;%jhln+rx=H%A$~^7;D8*;)3t!e1wCV=a;vomD!!Bm>pQ!EHz1LFb^${p~+*Q~w`uDImbCV-~@h@`iGU z93Gr#4i4}lY{-ohWL~6vpB^7m+ZI!8Yf)o04@whv#rQAZxOb`BW*|5m?cBXT!ck)EIhAvXeF!O!p96(7532M)Lf@#*P-3+#F zHZi@AaUWI);xLO{FjT(lJhH9yv3NyS-<8Gb0TbA$KtXjl+>99|ROlnN-wRXX?zH)Z zn;~?DOIS++?-vow$I^wIiLQTAHDvxwEdYaHGM&T>x{7o0amMH7hYJ^%v!w9~8p^}& zg!VSU5~Gor$eY&K2|mwCvhip^uFBJg6_j|1~Ip zc59!)33xXMtslPvZ7#!hV_;5Qz%pAG0uQ1(WQ89zRJs*_+&)A8`G`KoP=$k;kHbL# z3>C}GsH_XLkuCrpE*-6~a9jmb2NSnHFp%>rt{n6!;li5rR}~2&;)QG+tqHYb43njE ze*{#qOGj-gfgHvs1uQtTrW&oDAio6srT~?FSSf5!@@Fuo+@Bc-?#Ef-G~C1$G+B7* z_}10EAHWA{6+1@a4!%AC*!F+F;NNHIf9KMmJqiY54fk^p(K~_iPIHe046*@w3`U2K zvzCD&HcmftzPnX>4#Tb(*tpJK$jCEO)-4_K0I_uQTV9-foa4)m^eb;FT4zL~*@Xlr znSTSH9#at)!b|D~q9ThCsEVScW5{A4<*uGV1tl?0tY1g2TYzE#J9!_x_m8Lrbavc5ih< zP3>_*u=?rmv@u#_M`CkV@BNzxM*X=~)|jV-FL~sRtE3`5`%Y(@xJ18i+>cB&ed;n= zqIMjx#B~fjAJabowHK%-)_MwD^luVgd^_GI}-_WhFQH+R7wrt(77#wtUtfO7w@ z<`e&20N|ha&wnJVIdO;tv-j|Ap#RfdL(C`=t z>*iUj7Dp%=hkxl=0C!w&4QRA``?J6BQZ^f-q5WIlOqAd-a-FDOqJflU2OB#NW;*Iw zUo+mM-EseWsn*|NxC}Ihh95Duy85lQ;xqm6UPr31Dly zmwL`b4zHk|11J|YU@k$%gChuFo1*sQY)2$+_A8FeqZ6)tFUKF%@`L8%*jL$p#x+hW z-1`|=%VX*{V{6-yotR}=M!Bu^DjY_v4cY&#bR#EYecxRRDmNoe;NWqL%h!#a69ijH z$Hc&-lzSEelG3;o7|R-yN?7Gi-4>6hk9B8#-K9N*h5un?W>%o+zIhiA8ysQ?=$ zNqsp8)}(~9JL}*;mQ8Fe0};zqM8AW1GnuZ>C4zUBa?lb-41m1(oizm=^@C=i10W$< z_2;$@xnYYEyqkdEi}@mz1j0{om-!ttBPgE{thj^v-2d{LCP12~lYmbr>0H5UqYpDg@39&J zgct6>8kiE({gQeU!43Oz^n*q+05BoH^MHDN;D`-2!105oCyE5*85w|#2&0{~nFl@Sjty$p3A8&pq5kTUiZ0iLX-eeBRT6=}JKAbvq$ zeP1lD9NtBL-RXv{_cH{04amHu_PQP6gk>% zl@s*~Le3LGyQ{(3ZkdY#drATEE>VZ0Qr;_rS#EZbIsSSHd1jPT z{Z1HxwV!+=^_U$-bz#~-{h%4(FwZvm7cNBFt=)euhx@yw4s9zpQ6EOY2^MJP++r?^J<4aX?= z(5qFIfmSi^0S3Y>8&xo6W@2L2?IZ{X9P74|_ts$CB z)?b6%96|OQiU9`#pXcZJLtnyLPEe<3cAi>eQPf-3?P#ja+Ckm%!#Tv^O>z;iU3!*) zy^=7`O^yI=RRaxkZj^`Bz+Eb#0`Izpa!~;GH_RG{NQS{SBrgIe$^|r=jvzj{uF(w)FUQJd1<#cEZQN*{ zdmO(P6e5}H6w0BjL;tnK?Rs7NX35FcX7x!^TqBuDxFFHp_`JR0$2A6P+N583qFRu$ z>m<+jg@oZ;U7>b2W~HP84&FIE{g_y9o#ThZe!ilXMlN?(@ayJcR)G^O2lmPiEW&TR z%Z6IoD`kNpjht_aL=9H^Fplh9vi5@2s>_sa>UCKl&9DGMlwIfyu=3$JOck)B=?_~r zTK>Dg(SYznKV7K~)#NvRUPiCYk2GQ1AK#t&_Y3}CXYk)=>Hp59aoh-Wnz`X-vwG5B)tH8AKccfF0rhj+pdw8t>6otbY}r`Uh#*Kan{9vxfj( z3Ngy2co2=hPAe4vQKKlJS=dt5iFtV)1gCdZi6 zl@DT=n3g#W;}(lbpk^ftm1+5qlq$ddefRNu%Cn~kOynQ|%B2KqqSp}(i~tGkwWjO{ z0xK9<4r>zpL9-$N`bbOVPhB4YbTIdUgzVo(|NET$|Nc5TwFXdzIM&cB!QR9RFGX;$3P!(SZeoi(eWFg ztJ@K1Wc{{(M01z=H@xfL2bKN-#r}Wt`26QktN;22z^HQE>?jWK=UwOdLF4z}cYj{B zCqIjJ*l!ZQYi|KApo?L@iTyVi%ZXzutSJVz4c9p;!yQwiX{dmh`d@wPzj?twZXWxa!~dx( z1vIusWrPAmI9+Hn_r5pia2$cLrvWhACxBTrfENI>@3Z^=oPBRn^>g<9C(eKMtAJ(* zz&4}+asOo=Y~iGJRl@Q3KD83HzV&mV{@@n=7Jh=k5JcM<%7Q+1-3?fUo6kYGu7CBN z|7LAZ%`%Zi1Ss!gsPsNRXdF%)0r||DEXCj*6Y1<sWTD1ktGwPQ|?>GZp>qTi>eM_0E$pZrHf6|Ya6a)-=v40Nq5a6-o1%#} z89npKPL%Z|gC;gevw~$%*-#-^o12YRpAj&`VCxpRIxV#!*fkhaSs+uI?gzPsUjaBPh-;aal+eFG{0Cu@7#7V&hQqO65(8-4J8qEa~U{7p|;--`M_Y z{3XERNzC>)Z(XFgk*kO^c-rtQKWN;5p|c5*6dsh;yr#$Xj5VcXIellpi>gQ8#AGrY zQ}r8|DTKahPn=YkC)$iXkfo@9Hdk9e)%QK}{kE%+grb<=-Sa4Mbf$yI8-=- zH8b7i-pGd>;Y3Yidfnss4fIWT2BhMML}mtBCIGaW*m0k%N__cC)t6w2oQaO>y@Pp< zrX-_cW6sEEWy6Bg;N1{Mqcq0WLPUH+(KKCmFWFh#+0Ztz)kXv<}=3M8dBCOjNd%Nl|p+9%ap(oz`~;op1Ole8}- zfBgEk8OjvbvfX#P6^{}u4fNFAPi@nFpCyD;SldSWaQ$6hn*SQ7PpnO|k!eX8?Ty!A zEM!3bR#W68T#hj&@#S&5m^=t5L5@#N-3ur>Ev&C(-|$)LC4G{7w>3)!IquW93l8PM zGf|!tE<1lA{F3m{-USyyQA=l;!Y55tc_lFg;19C$PC@34itP_@L8vG$>32tR-1sOADRSHM;#%&arFpdC1 z&CxNVAs%6pg?V3;s8kNS)BKZFPxhymLYu<_*$ZVz?9RhwSA?6i;ejkXMsa3t_$(#N zf}l22UM@dEZC_=ZF{;Jx_D-3Jvg&yw&iY$=5dw@xS;2Rm^^D^*3=6b@rPMU(yOeA; zuH$tGg!(WrtVu>$k!07*B?j~XYy0zHB_bPTi0!ypxA1JHk=gp8-RovU=9Lj0X5>2L zq)WUe`_2T|%{zg{xwF=2EDk`7H*VdAq-%|I^evfUK4>dgT-P*2DHxRK$vKNlWyGDW z!7f5HimktTysYyC1rl*B;~d#+Y*{4M%j3U#_&a}91}5$S!tS!-Oc94$z^HQqD#>vsM73fa7Bg`=K<5xqDvACL5 zEqQtvTkZS28kAH1=7C+1tdN)ap7sf1%@Wzk(R5ei>$CDgw=>~6fy~*szjy<-1An#47Q5W?KIKOk=#{VUUc0~%mMuQLrd4|2I z$;xV1o~5C9(%wgmWyqpqxn|~-vTR&;NQ9<_sgX)_QVRiP%^ZcYGNW!?<;3z&3P9CL zSU3hN#b5LaVbujqY#|8R%@`Hcy94rg}J5KWUJZL zDUdEEk@3M}T$Mvr!_cN!={w(eRlB`p5xrKuaA#?Kl&pVeU^QmQPfGzaG$J!JA_sI9 zNGn%eO`0Q_y4t82NcwBU!=1HIj?i}9L>Iu?XdJ27R^64E%RBC;e27)J|CiOK|5>Sk zX4`NFU8rMVRv=ZC1_n$1uR-X4@Qn5oH_=GvK$VShWsTZ%YHt8gIzh<=zi<;6|CAQt zLc0*GcrwG0W-t@E!{@XyD;Etp0q+7cif~$ZWB%}^LHu=(+(&up@0KfatZaPiTp zX`we({EO{R4%;tZj?^*3pxAfz(=!r`a}(nZzinotC-B9+Piv^U>77Ck&b+mOj%djT zN*0emd50GFw6!@`RE&m`fCAv2Cba1K{n4=}gIhO-y?cNEZTG4vtGU*L$Bi#scaHCm z+Vk00HeeDNiUJJai5$93H^N|&ko+Mnh01j2UYP~f^tuXdIcP4_dCd-2W+(jOO?5^reKxY}q+>eK4Hkb(3VLsq` zOCq|J^F3(KeU!5us%70A*wCXf^mRE~5^L@xF7bw6>yB~RmtDw)V1d3ljtDS;(r>;pmoJD(|x zckUDr)NNOPqXCiC#sJM$_ALB>7}GiiRH3tRhA3cy`$82D<{~YHxq7dlBA^ZCE$J`5 zlrlEdPHD-d5zHUCdSAC45i=D}-_{&1Em5t=Yj=qh*!o~g{Q9=w30nKT?*Q1#jj#CX zqBiMU(Q4H&^>GgwrrcRLoSSa%KY6X7v#qOyKD%98a?v&Wrm%r0(8)1RfH^*FB&hU&=H+xr#c`rC51=fGnK|WyWA$IdhrBm&;=XK0 zl1X>SB_y08r+i<0I;adT(0sQ%ZU{%cq!=!aulSx^9C4MI3gm%!g!pk4 zKaLzHOJ2m}aJoRx<_+7^>gmU6s%I;Y>PO1FL-3+oI;OAb;WL%Jt|hUU-~NP$(W=O-qs5hZW69- z3xGz?Qw(QkPWvYrSCH7kcU~7S3k6JZG_M>qQwllHd-*_l#YB*+bkVy{)%AZ>ijsa><0Q zusWa_2`N_RQz|UsOft0L^=kyK-7p36Hle>`CY+mH88)XwYfipkK0^;CdEvWZ&H}Mw z7^VwR3mF7zj-=?y z&7m*VzId?t;C}rY!LwLgnnPJjw9uqbw;-(54ls3O|BQF8mt!q)CLyir3;MjMVL1`w zqvym#OI(VdZQKa!>uT>hw^97;nTxG?(4DIyCU9G9MMYJ-2vpMvZW}hOfR8%uTzEGE zm`eowo7(*O)6b>B+|SQ-qYfZneAOgh*_~6n{puF`edg#`o^t}gPb1w|c24a=W|F$m z;9Cd4Jw9xe+LhiBM`4*ok5@GX>NeJq?eeR_R7CmewD+TCp&M43Xj<}Hv)AeT<;1<3 zg4IAZtS6uOYr>d}!0iS&a-$Wb)8hYiDC-#u*wn}wd3AhxP^h4JzhQ~JUDpUZT)GLc zvP`6mh(ZGKtu}wN-cpLS*00+tR*rlxvz!x~Z55x5@zDJEbaPkkM&hGZs=9jFtJhs2O|4Rt?HA76JJ(7)5ieDUP>NAtWM z3sYf5oJ(!CAIYM!&#Z(og81coeI=%KYLdoQ<;m$7TeOgdZmfRto3(k4vtDhA?WbmPvy zm2@-46fP;fwMa2}>uGbl+OYdRd-N5Et)w`}q)28}P~y?giC0O(ne)d1prsn+u`ZZ3 z0oVT@?)W3P`n0I=|k_y2(A_Q}AnAe!GjK7UF5i^pe4!B3CRgOk6@BQ$A~mRk1S@VxAe>1UQI&gZ^; z@LtZ|$CRGwO`7Qg7tuUNkCLpamGQ$ZG-~d{NNEikS~Q^!tsCF3z?KB91x@~-QQe9N zbd2=2jzC<%B%Cu>b;P^K18xW9#NJ|s@9&7mxJa3=JO0D3V&z0xCo$P(9M`iSa8}#~ z!AHE{&VwJe6b&*mwgmLh(lbSs+36E+soUKU{PMzAPLoF;@CCCUe`{%b_Cf6x3t#yW z>*#o0o%I83abL@U7qBgV&;;Kez_>+opHPv2jM_5lcZ6Od>AX_b^ths3Hr+dGsjgA; zWwSKTq*aZ$GA)$SWV!&262+{URK6DbZR{(t4Wbb*a$!1oN!#5LuIE&87I9kmoB}xO5;2PF&3mW;LDksIE?6Gfr#@_-Eer6KV1ChI zvx@idH;V@lsrSHvL(aYO4hRVu0am<%0)RB}aj4ucUie!+VFqU}5jjVw+PDMwaViFB zny{yDEDV-Of_xaM05@y`S}?V58^k`^Bc0dfk7-36uW38JKwXTuu0n0CjXN*}6B4&s_uDw!}ruCCR8lnVZVdfXflClN~GEAsq1 zG)QVlpQ2^IbpD2OF@}Tsn$;l3#A#!0NO?NN$_gU=`a*(-Q|0K_gGp3)d1k6|k3!6u z-TsZo%~%brh+#WH_fE#;Iz3J9{#lo!k0_Tz^1b2ro0TYD`RiY zmrlp6yW3LWf zc*{V`llK|1x71><+^D&%tNkSwnP1`ZO>SbwWZnj@Zqv_W5_>+(YgsNcd+PJ5jhc>A z=OO=5Y3jyIV@dur32Ed^L@A2-#PW{7hy1|HHI_5l=pv%dYY-;2**cOlB`w!Elqb?; z#O-HNUnFs%A6fvjG3)fK+&9av@nUQ-H|=;z2VYliA6_y@v#UH~+R^5i32Wgv6Uc6% zt;Alh<-D_Eko!DKRDF1*D;H(V99uvipCvdj=o%^As^uj(WaMex+b9qsQh%9PB-@a)x+*Cg?!Wa00WFsTw33m_MeIpn(5#@q4MO#Y65qabj- z1|2i$)-`IDI0)qi1z;FL)OliVfZo}E4X~5+7Shj7Om^IWbUS-20^PshHGibAr;ZU} zXdioA5xrf^uim0q>Z1SEPViX&8$M@qta)zLPCxfmf{9V{m?4X)=JYG#9-4G(jQPFkWW-bz#xVLt7)G z8GFCRRLT~*yNseXH4*4MF~D1uG{Bo^wwzdQQ6SLmceMLU!uKWK=yNf!6Y5lBPR^T3w$03&uH`MA z7;>>Xth=-NZJBc~H(~vl&9LE&=?m--THuUfwDhSf;`Bv~#rHlvE4cGQAimNr)dsyA z8+su;J!bD~;g$7q7lD3VQ%q^fhB;39P#GOY?p9t1kf0-RIV0(YUzM*X$h4~&tn>~Q zD0DNuD&SDNY>|}cqUQH9xO2+K@|4AwaP(duJS0D)l0SXeYC`iwx~xm-lShS~kypPw zUxACilftqqcS!Wyts3@t8*DwYm}B~-h(7ufk3-1(tRQEm{-KjDJ;iNQN} zI#1NrL1qRhVnlR1m!K0eK_^67%l9hwu9n%fgy`)HMDuDk`G*&tsB*+*EJzD>C#3dP zx7_M7e585#nvpQWV{w+kB+uYgVdTRpVWpPorBr2ot^1FUCtCV*Q=?UQ`Wd2f5)JW` zXv||f7sn*b>d4slf%GQ^}P}` zAKjp$Ni~FXX56><6Wby2W7#+2qCzEXcR2nUh z6Bja1(${$w!c>Vvj2qIyzC!tP5lx;#L8FEuV;V|mUrO?7P`RI9y}n11b^DCgvyETt z74bdMEC$X?7CPruHH`D79&_oZ5|DaC_-bC6!sIo$hM6kb(a0$Cmc$$AUIpdzeETxeja%F~eM3jxw zpOWgpx9;2)|9S-QxFI0N`1S|bz&IC7p<&{3Nmjxu1*F;8_5>ZS9i<->undhHw zQUP~ly8H$H2|bj^R8=L~Z)fI!YBzicQvsjOmR|0kM^hQHjvlVSE&+WwpmP*PV&A)} zTH{Y~+ISFcXp4F+;;23wohEJVA zpIH`SYtN-w5|Vsv*b3J#4w2aWUROClX_?~+(Yf94ejvw%x+|KJJj&B<{IY{!1~+jU zcMTWzwh?pVOa#UR-b0c7tnY^^{ija-e@nhZx8dUI2H5Qumn_xQ)n#8b*VHt5n!UKV z7{DqhwlN!JWs1tyD{DFLJP5uee6u1`%7u3V0^HIDc+o{J%NWY8uS<2iezMKE8VxNq z$!J%-q~Nkx+tLZQhwzC&kp`XhtJHG~M_2qK_k76r2%y(E_E3&{cyt`%lI*@E7h{mx ztqv+P*~Jm{P1P~ag0Csvnn{xo@@RT>tkwr37g$pkqf042hEYAz7Bx28!68Aqae=^y8;jFC zEc99$o3F}PuC4ZE+HuxLXF}z+v_dLKV|y#dZ*UIXMI{1+rS_TgkWjt~f4#LP6|N)e z*kCtjheTfMDzaD0lT|h)wUMMgkK%@x0d#lN&^H4d`&;a**Uc7lA~Pa25-~yzdzs^U z6YEtD>+2h^kA43A;p9+#WV$1Jpvh|)ijnabk33!G)5@ggogWrBQE2F?T3T)58Rw($+o5=$ON_O z`o;*En(W2Ct0qsYb1$dNee_srec}-jlYPnXMurzy@>o}DX17iA^6*U6t@V6TYm6;f5ZIJ!&m81xpq*=t zJV~y|1{%7Vx;Q+(Qp#UmR&nvz@4T_ALcMfydSpeBwvuO?hN0aZs825+>u4dRZ{G#9 zgueQ{)?jr$txZ@aNB>fpzo@-ajqu3Ay(igB<077&y2y=X6-hb%FLGygx<4=0X_(swGJQ<$;UZ2yzV-(IMV(e7l-o z#l*T=qvVjMPb%77R26wV6G86OOpr{%Q<%=$d3+W2;mI)Q1^U$Wy65=Lyo|Uc3na_h zg*cU4Uk6dTUcG&KG2X*t^D2U5kGcLR+4A$~ru2X;WjU^FFY_p%EMGeF+pj{6kFR-l zvG+`{MK^<7Of}hdEw0n|`S7C5ybmDlh14*R1LCVxKRzKwLiPs@Cs_ioiip6*0m3y^ z5_cE|alzk9-MwJ!ncncMvMAxUdm{NC>H_4%a2qphgG|^idMF*8_1DjE8M!carR>o-mL*KPNB_Y)HA@yFL(O~lLR7>awSQ7^i@sK)W z&9rOHoF#ts?x`l+71PV$a}eika3y%tu1Ymv zJ`TE6opCk%(*lcQOuNlT?^UB5u))t^VtB>c#B>zL7~rtksh?bP*>m9)5~`-BveXhh z#?$GKI}uN~HY3pa(R+CgF6!%-2H0C)^YCo4ZHVQG?jX1itCR`0yTUXecyo&Okt39XN4#$ z-z>J6Pk_fYi^*}JHVTtqvMX+c3i!UiQ8fz%MS;q2K=b+9XPIw}--to&wQWhO zU+%VLWtZUZ3NN*dTjiCtCkR`aST1|$pmZ*6MI3#8)A{N#lY_bLU`!QS07cblqhl=fEQR3$ku9=wUU8$TLF2!O<4PFfYjc&N@ViKa5~Z=T6H+Qn?i?86(*3E(3LhZ<_#m zn9h2B20AnUT3N`iAI4fo;GEuf^XZds46lxqXlY2NXW||=ic!ZKl}M~84^*&3y7d`< z #_G0jeFHA${Kd_K-iTwMHS_FYc7ho)jBGPB|vX=(YxOP(JP9TXkHqSsqn0riL_ z(Oij_$vm&;QOYfBS9^uA0(#Q%%wYBOEYZ7#LoV9{{y|Xx)>Re6^i7hsOH{WqH`@5Q zf-$4AHdp*Jz=>Mf9HH-7q|LsrEpS<_K{O({;Db@~ub$P#zN}s!NF0qfU2jMB0PFxP znu|{!G%<6r-lhOK@o-FTpX=s`R%Qvk@I$jU@zF0=4A1yBt30de3D3seY4?y|cHkOX ztJ#FUjx(m!%X%CtG?)~Ix%$4a(AYdbCunsd1@)bc*?(Y;mbIIeoYYEH>@AqHS2L*> z7m1cmeO@AbF;=k4G(`E?ZE%ySZ1=sO{SRBZU5+QLcn;ED0Ijho(qa|tNFucPkR=-% zTuU3Zp{!fFc4#qJdTeeR1g10j|r3zh3%xmMHp!DKG9Tr4t3|iU>EW30UTsvic&`dj9+%r}o(tZ;4Q8p4U zxz-UT6+p1lfxw&!gaR-?Cos`9TT#i7~3 z;D1h-ePQO4m25RprCefkaQd)st}EtAWeU5Q?+dQ`yyewzG|eVE8qzo(fjw1DmoLk2vUi>${Udo>|gB^#MZ241i2 z{jbf5bOfE3^LyTkcgIS4H4PQ$79MEJVHFL!Nn{vQI2onwfqXs27!!l!Q#f9*4?1%U zFWJb<*Syp1FJ6-6$ugS_k`ti6aCYIwn_)>sMc%RPtUwm`uhHbdf%%gA#ml2HQwB)I zp+vV5B%SGM@lL}8=v#2EY}1mdnt6u33BoPK;jJjY{qrJi63Un^?mZxe`yk*{GnAg3 zvg+#L(y5`-qax++>2}dyDqzD_+G^RWw18gFAw}~^qAHA&hP{&K=F+bVu{X|_p-X3# z2RU2=IDPVS9^6Llf;;O}4VOGy`n2jKrUkUO9u+3~l_!C+L*dG_ujkz8%lv!lm_)T* zniW2KTwsMO)EJkfHp8E(_}ovn2QGGdkZN{Z0+@MsSq! z#WVQlWkXDOpR`=<6phzDsm^)U&o)pv3_J(SL|xKO=F`i=YiC|gUe(sP7;E%BId3r9 z(%je5T)r9aVY04ujf;WNnj^Z^AWl?;jX|v>SSzsHH%>`LNXo?lbFbSK!41cZMsYRn2?MBhZHWTaLA=Jng|mfv0f@^wN4FU1UF1-^fgiK& zj8+8Lzcd*n*Sz0}PEJ56(-LtHi3ToSJX+?aaKop=t~c(nRG*fN(W!z-e?F0X*}Zo! z_4AoGXS*n=ud8v~*`0%ta!jY#{A~(`Q|}sYl?H36b}detVR;*peFpWc0GZ3XM#f_< z1zis*cZ2xNcPL7`s&2zn|J!IhGW>_1s$?2Pg-pX4fZF( zSM7a-+AZo!^>s6cvjlN)=-w>~;a@3a&u&EoOA>TAp@-Jt^*rxZr};^&SU;BdH#tsb zA=9WLXZa*a6TtfB86lkzz#jG}UK;!0&TlWW^S#0qy1al&si;d2qAKR&QYQf@6*AT; zxtU(KjiMr&2Z~;!jWn)&7(gijil<88NC6@Ft{w175d>(>s%QEt0L1#Z(37DZh*LlV z-z{N)h5SstF6$5e`qp z$@dfuwa%5v7QileMaPVI397ba_gYUcEE>z0Ecm;XT7(e2p{q{Q`>&l9jLp;S-W)bM($j*Y2bG zsSg^xT781n$THO}(1UAuueAwj#4gdl2{&m6w{>MAIoj@Cjn+~1qXdKwaTC=OCYWY7 zU(DfR1WbvD_8F#S2n=Y>UQ=Ni#TF%8pE8r#wp_Eii6i#mkQ1xvF%uEhBeH45=v__B zbIX~>PaiF$G_KKR&x&+qT|q@AVR$&&h2h7`?ZO^O;5)Kc^Qw%rrhd=}lW4;&43ocf zIE0QdWPEvteBEl)VpJmf^xcA@QL91A7?KlyEo2pLAzte2hk-nJR+qtJ}?-w4bx(432fU;D}YchlOhVo1Uj*0L|C*q z#_f{Ds?M8yRa9j`6L#sPG|H^hItCTFxR;n;oEr*hmrg1;H@;E(o3`-XfaK7T{^Hrk z4(6#IzTlYNhV&-Aw$ea&vZd%<(;>7DW6X#74R#wzDP$B}9p>=9(DFOt9gL`lCX2{N zHOkJAQ)eaCXNs)-jq$8$rC$(=r)0Mbu}N-^tcrhMZpx8uYVYfqsP5qB>);@2nlO-;SUw6`gNOPs-Ley?3M)?z#|X(kJZhy@;a4%ysLLTo1iO))uk# zhDTCeZ=+4)&*opM|5*LjmRR0G_!TWI3x`dOXdKphX#}Ie!Qv}WYE19>(H@slM>bQcO8meWYU;gfCh-3-_8rh{_Wj?zhic8* zTUuMFtwvRz>W!kPy{Rf{iy1A_VbpFBYFE)9B3A5CNpRb(SzDs0RSBg*r0?}S@B1I` zdCz(N?>QVC=j0^kx_-aw_x;Rjm#om1)t>7M-aqp#)7E5V2OU-NGr-wdl@;pT=hISc z*%8izF6I5e&J9Wjf+3uHnDuMvxa0YqW%ECa0rquO#8v1qdcqzvhAyMd;zRVq<&>V< zqbIF2EQa|#B(_94h)&R-t%1>Psb!B&$VWWif2?OqBO`X3VzgR(_YX=0l!jU^_BUp~ zCr5QN)mSF`2BPHy1*&eIRe?JJiI933`a4|Y=%?X9<-eXDZ~$8+>+Li2B>cMY@RnU4 zm!rcSMFJ!>R%zP3qb17m;HL?B13~OznUgB7O@4E$xYVasNFwg<4>LQXKKIfoig+mZ zN&PloM1@|V|FLEEwrT55qZ!}M=+^>BwT=Kz2Xe`lV60>=l25Acw+Jc@tF*!s-&IT1 z6#81#u4ei4o3?4)$lXnYG43#u3~4-m^vg)n%6z)LE+m>I)5Ux3;`6eFZ{63Z@R(3{ z-(n5&2gIK%a~?Rm+23bmbWBR0%isStpN5y}@(Zi`;@VfW;JEeE6~ji_T7O&9M^e_z zBOVI2J{c-9GJr+%Jh8SF48ixSt!alr)wVt(9&4EzV5J?k$2uUF)>bZ49BTcFC=o_^ z8}_^7YEfYnhl|?Xy!K2c3Loz%#5G*3v_QodMeBmtD4OzSVx4lcarOL9nkYPeRw!Dg z^MbR(qO-$N?{(~S&BTK9g1J!Ntu6wmj@4~7O9og)^4)nY@o=_u0sD)8f<8^>w?~?L zHT#t<(cw4XH(Q5PpqbEYr_}e8mZ@1jABwAxy!lT)0FJF?!9Te#gl~4!NWTiUYAVrQDR`A4tNUE1FD4d(=R3CHKBpK>c$) zOpPXkGfXB}aLZ#8ya%o}`E)DEk%_zTaduAFg7TWH)W8hpRn}0$qN^ff=7X|PCT^uB zzv*`rvw~Q`t*$YQ`$=2xt?`9wW4XbGbi zJ>{o=Ty@z&!|!IxIxLEWd{xZtwWCc2L<5JeB7KAS9qT&8$-!=ap&MECUTr(-*+?Z8 z+1T&CU5WN-9bbmH!@c1dwh-ZHb@=t^qS_47KKrds$Ky8v@|XZ8K%FcN$1)2uhvC@gvfpOu8T_iO-57${0Z*iL*h%4 z&Ik1c6w5{JPC0jqrj|9v>Uuv;t=cX}h~rry84|GaY954xf7w6Iq_n)!_0x>yrgq?M zb8tb|_K(Jew{mqaee!qD8Y)bZn!@fxIdR;zotH~;mXKB3I=$g!Y(x3t7`(EeXZphe zDQlhe1k=cP=;OOIzTAoj-H|7nUG1BlVZKfv5`|jZ5%sT&*;2V0ecBPF*Nfj|0r~kQ zA6;T|;G7H>fEt(4NQR67AgDss*->&gh%_vuo?u#F`Shq5H$x6Gx_GWj+Loh|HBOo- zQ6Yv`IWxv-)}>Y)#2x{w3Ri1M;Q|hasSNcc9i165G$;ZZ-I{OhomgC}gYX;|7|3To z*cT*ELtQzc=U`y%B1J)cBoX^iSL?d01aPy+!5DikpFt`atG@mftpLcdT(n{jf9m{z zlqjgqo&$=Jj~QBjmK?VE=9==+fdHw$e_i-G-UyhjC6%<{j8xS=QON8rO_eAjy6-r> z&+p&dl$7Tlr)dkHDd<}39r|->P}cO{txgO%)3xkmk9_wZ86u@XvlvTT$`1Bee_D9oczdg;j8;fq?rzI!!*zT_L`oibQ)cu{qLwfB|;2t2j0lpbr zZv8adLPm!D@Y(s0_zKpz8XI4`WM28L1^v!tQ7iK){HpU-$lVc>L2jAP!;i;|yzVX$ z7tQ{*k|_BUVtyr*r9D-tEuP`+XCyxk;r4ioM7(q;DPUTKYd6Um^Ht|;M;P5~JmDhr zyk}>mBzUBZYnt3BxwrwFpTMMi>=YabKJq=1mbF1A;wFIV#2jN(Na5C}DktV~$=$lC z%*ewYsyBuU&Cy^jB1K!+yBfzb>rFFaf93YWE;y3TSoG_{;k)ID9`867Of9S+^0e*CGaw9~ytn{xkLDOAnV*YT2`)HqYv`doE$q7)gPrg5bUR(Y|Th2&3U;?>X}R zr-(w|NmSor%$`hzu}v`0q-M9ha>>x4Y0@Vt~ zpJgydeU|v^ zE|^O#;Iy!Cq@{_8@zB7LIp7(91rg&>+-3WyXFKhm0_>lGKV#c_c2G~^ zfB(<=Q9Ppp_-e3=KtHxG7nYLsP`20W3g#K+adpPrP_xL;ca?0g zRY-pPta|lr&Hk++voW_#KK>Y19it&Athx}CG_2VuXNA_0*KIMmKIVS=se?sDGH#7W z{`x&bc^+vU1+XKh-1Y7|_~bY>_!FRUx2XWng5aHfdBc+-Zc@x!rp* zrkY4C0RwgG{S1@#H5XMl(tLf<>XzA)aY!>Xcxt}N7%Mx5Fb*&)T<04(L{*aiWor8$ zgE1Jl#%Y|B$FgL`y(++JtF6(;e#P%e&`VuGs+&2*3sp)D>+?gwnoagX7L1xd_qTvY z&l4Y1EI&Q#cV>2Q$RZHdHI zoJuFqu01F1F7O#DV;qaQ6!DXU=`y{~sAK@^GstcBb?pcFhFD}T2JjoJbY|?Vtd8%l zlevx~Ka)PkGDS<1BcHk7jZVVek~T^X;@W0@QG42x68>8xNyOI3;Ln6Z%Qs9U^|Xgf zFNr9ifUru-4y~QroQ7ra+IuXgAM{z#sTpp$E)2HG zHCw%Ov|0J1-ALMFUas&6_e^k5_!Y%O(1g2^V#-}9DqH%-K{DBXK~BQ5^ij?Y1{Z-h z&n+W`0?r+ecTSIfEd?IDTNnUc<~`M?`Md)K4N zVY+%NtaPcZEZQA1Pu5@G=t51MGvOxJ-Fin=ITgjo$EE&uW^HbT-&!2+Y23zmwB-T$ zv4i#FB5|F7rAEIWVMyDP4VhXn3tO5!l=bsM)1HzPnJtNdSBvDufs_~;u3+FnsaLV6 z3fhq;I5*%B%$4zdy{Ep)$b2Owi?)ifre66ET@CyGA)UqP*M-7r_)^-h3;SR119F1@ zQbGS09P$5VRs6gE{k!;SAZ23(L^fTS1JQ+;j|<5IFKBm=ZqCuy$%QJ^71GjrO>Ttm zGRK5e%U#+{QDi`~i5w6G=G)>3Ped;-!-7_^9X(UKU)di{APe$6y31aoELopM4l|h; zOnunovFPjaVBkIa>HPlv_XW!{H+HJqxgQCv3I3FQKojP@c_UkRZTMx}I=^M;%MGNw zXW%^@i9$~w>q5yVmVQluC=5*>fiuHB&F9}M{!SD86b|sI>;wp#j`*4htGM;Fx@q7H z-g>I`=v>vl@pE{Z%jQ&&+Sda8^wohFI6T}t3L5@+w#3`SFKk@0Z>IkNfD)8xzd>n+ z%2c-Scon`c!uU9DNlZ9~`bNMI__jz^sPxo9HBTKCOl46}C<0@_GpS&+4^jyG&uE9C z@~!0;2&8sq+`5cbYo&gy&umR>G|=%O0MaDcfj<9HTa8eaEkCkr zW+d^oImGPA*GwbG<@4BB`1CRcxB+d#gF4P1ot@Afn+yDb@O4m@8`&`^*;Sa#w<|{~ zVc0JCFdM5vZNZ7Mld?C4&XUBebMfj@s*> zW9pOCZ7*o_s zm}e~w>iiW@HaMOPZvhc*+2Oh`b<~ju z;&sIRJgTDqK}|yUhU=yf3vQkuQ%vg;CO$i^*;05rj&FW0{YGvw3ijVu2xs0AQCZ$T z*V!FVuE@1a-Q=?j&6St!w@A%*UYzVK!804?&mz8N0-iIsOXOI;e*P2pU?%S1)<`pl zblt}DF}5^Ai`$ioa1K}0OY7htd$L$dt3u!b>HrS{G3s(srB~T;Zofr~l36>xz#t#B zSz8i+M0UT8!Q4kk=Kr*v3BUa4b=h|J)#+LccGSjQY)KKbnLZ&?GqHT_KXTj)A3vxIvlWfMr+?S#xG@!} zJ&7>ROqF&-8x3{Y_hJR6e3h-&xF$%Cijx098T-g9$C4x$|L5<09$pXLt@4TsT=l*M zP5Uq(S9Sw2AD3N(wQG8`)HJ<^U0PZxGq_JM!n0fEh(S}bOM%4i&MB_Of_T|6O%#|0a|}qy!l&#BlXJNt1s?eefj#f#LHRf+NgK%|9wtbTA=@C}8#$^g3+!w=KaVM<^0V4Gn3!s_ zHwC3V-&-R&cOD=OLPLrLqmzHOR{)2Uz2@qJ4*QbY4SHh z{h)Z{lE+10jHHgkiau_|_*vG=%ti!^OFVKu;=+Urh= z6zx?^d%Sr8?BEcM{&Nlxguz)oz6?!WW9#UH?9H90)Cu z=$dorcf2wF?d3 ziMr7}lN@fvQvdhLM&MKY9Fl3HbtFX-KhB=gYi40~ztD$NN1v#XSqpB+be&~Rx*u9$ zt6^vPVWlZ<;@1UH&9eB=TBdR3MU4`7FcCTzW5^&oS@?J@xElS~{ZN>DlfRm(?JV zBrA3$2CmvVJbc)~doU0#Y{l+zZCsU2cvR`6*~!9?<2F{tG}IEK=a*9}+N97{Ws{I; zRHZ*(E-6@_n)@x5hg#GZ%SP$97$^iKBMsGt)-8*GzCyOzKh%by%3+NxWh(C~_?#Fr z-klfOT-L)1oaxx|qUAjWdDad}XuKxJq-N^0C%J5u@%j5{wHU^`^;jx`VlcF;^Ki5O zC&ianRDev2WZKUEkVh<%#9$u>{T{_<=Xld!xd}VJI`M;?n4t+<8_>hJ#|d4l`b0g@vd*=f%v$ggxAC z6vS9D5cnOxq>4m07fVVC$Fg5svu)-Q;_rRaL8VJtdB7!Fn zFuT7SA8X&=+^nRRrL3pM6l{iMXKPuAVvTTGaH2VycI?LzN%Hek=o;3{deNPf*L$0%570xtT6W%OLH~I<~_&?jz+J3pD=VM3;TcK+xa;57c+Xw-k;8|(-#;>6;RbZTzfBdshTKBZ%&qKC-x&#Y73&dMy8Mkz` z1tn7alB%wE=hpf@$!l^53`Adi=_&7b-dLj#xIApm?N)RD+~iid7ZH^-Jj1c69^6Fc zfvSX2)K%JDXRI(sQ3}2=-y;|8rUI<sR>Pu#K2l zYJ#dCt+r2jzR>zEX-qHbCAz=BTjFoGfuTO5D6PRE%j|j6xxtPK47kB`ZsoZ9+89O0 zu*l=E&|2K=gGzO_jGkq-%zY$-3A>(3Rwn|i6z9BKxH)doXAJ1A|1~@Rt6}WFdsf@c zxzFkE*#AcXJOKYY$ByT+O2@0C9&!bAw~E{yJKUVR(-FKFd*A&8CgPNNdz`c^X?cIN z&c-TW`lA8c&XRGlG>2bQw|97CMRRx07UolykoK|&)b+P&Uro{L;SVNbXWU$dRKCL> z7v`^Ox`BBkF|LBFeK^A=Qp!$)TCUe5$gF|;PNxtU18{C=QGGh@})qncKC}7%| zCZuxeKqbBfQ_2Wh5!NVU&WvN%JBSGc!)56~y;^X(LUr8k)U+c)Vog?3tvGLm+@cH2 zD4)gwOy^lXka2fy*6uVHxAH@#3~)}=!)c#jaEhwyO`!Y%KLQ~yy$0}?N))6I^vaG! zfM!=!#l(F{R4DwTe2C?;4C3u(&I2bQJ5AScBu+=wNOM36r?&L#LX^PtQzs*v!mqiR z5#7z*$dZ)PJJgl5DnUf&UD73ErTZqA?UbgM9sdGEU4A^lP_Bb9+AJg8%wShI_2u*8WM_5!)T2#vso|-7Xb0XZv&BVP z;QG^fy8i)m`39`#?WfabMMAnl5rEUKBLUsR!DgaL%JEy@rfP>!NMs3O#d^MN*m=pt zbzE|KedK4Ps>sBm^Qgq+(8mV?l8B|nwPy}VfBd0&f!#GtQ1c12Ob?;0_72TtT`Cwx zs$D9(B*~9z-p$#6dN!~bmEiH#>&u9NNB$ZmF9*V-u48r+l!Qs?BT40gi~J45DvYs@ z${rPNO1&@R-s7KV`n2{h#D@KUG!=tBx6p*vR~MQojC&dsj@oOyH%>v%bhvmbGsU6T zH_EF0v}v=~ufT6;1`t0#NY)bg%gQJeEZ2y?ib0TkQ?i&%PzdAPgEUh6QAg0w{Px`0 z%Ja8I?KJ(24c9TXU`=(QT5qjsjKd&mNv7JOajs20VzT8&pPLw5?_W)9jE5#boaH44 z({t1rcw6r?ef&I^;@gWMh!3l#{JQXmv!U1QZy^pA<;9xJS4!94So6Kfm?3xkgx2>s zvgiD|aCGE4d$2Mp_ic{$b1fT$B@Pv0a_2Vg9~ZW}&AUG;9mSXo=bQ(jOiRXCV;rdb z{~`r}nfBky=~=o04=pB}Og-*@{t*>@yZX!4llYC?cekH zcLgL=*cQ6HVj_Y-jWsR}y*89%6CUfkDj#lR1(2< zsmlB-)fP}x@+n$s=iD{R#?NWa%GaOn94iX%je@LJyYck+vZt5SBcDT7pJ_O@?D3pw zekdIkfYSh!Tx0h%_BvbzZ zk&k?O(#b@_2nQgHTfo4hc)e#&z{{#gL1Y99>CF++3J+~p?j2`+6;^M#najSBnIKjq zK$JF!*ZE6sm_7NU4SF!cTy7+!1|wWyC{Xn1OZwHJ2W8+U=*bN}j%T=s^{vsKJXV)w zh|s76&>uM+=T<(Y*V4FEE8!UzXo979R)IE=)&|FxBAH4(KAoL2FV8}B7Oh? z-5R7rnlxFO5JUyUKN)@x_r@6UB&x!4zv_~#ezOIqdv~|0n@YV z=!%pi4W-Pzwj4g}mMCE!S2-DqGUgZ?ZjAZ+bC;3X-(!S`4Qyo{ojhEK$l||;Xtoapxd*24SdJSmoob0bs$`7 z4+TrHq%dGI!py0DZZCTp8EJB98s<%to}aKlep>RpXnnw%BK7Wf1x0i$zD!<2(EN+; z=O^PLQ%pK150!V+E8@~!Msvm$2@k;=Kv(Pgt{mNBIacEYmm@|{kkyXn69mQ0IkhWI z(S28%&$32ffr($sv$f_Ph4%K;evy^shQpEL#OVxM7t0WA5k70(mBwCai+>;!V_WXx zZ+D!CEt6!Cx(3OIuV#YC))-OXqTCDU@hg%hmF#AOpIwVKJbx3bHArR#$TK!fxB3^F zR|i~RYo`4*MZ#*Q-5al%m>-b!&9OE&yu#z2OX$5Rgq`K&QJ#GH^O7ap{a!B}K76NN zt_L0aoFqS>-RmwJV~b{F5^#0Eoy6-{FGcBff**PizzAnvappT5FRBu<{n~7+wAE<- zrv8C{q=eRTjwo^BNFmV$iKj-N2ljN81mff?Ng;Z zUk-dCxJ!^fS0tf-{@imovx;UvPlkKDi=FZ z-v9KFYx^xab$5_fczq}4zKQaF3RrhIG7UNHAAOW2>M*;hn!3iGN#qqn%bTfkxHbjn z1=>B22j>+By`4fjR*^jJf4Xide^Lpl4{tW4C z==OVs5VQdTJ3f_DG--G~a5h;h@FI`wBr1Kt8rbXYKgVrbRv4!-sZ&}PJ^iH|a@>`p zYULQ7qo}N;9;znaaUYqz7l1GVLI1o?Y>>w*7lEHzLUy0SwctJ=&RAe<`!fuaF;l`A zeVeos#Pkiswcq0*w8X|P;BccweJ`P+!sn;!t&Cpng!oFISlN0i67qZ>Sb@Bz->1u1 z64i$fVsG`ix0>^1j7Vo|O@tqgC^+Sl9(!y*qUvnJoOOjb5VmML)M(Bj>?t6a>`j8QfmmM*H)_qGC37bF)w%DqI-lo4euUACOaWB?a4UcN{vN$8fKf_i&6q6Mm?>WLsxm=nHR zmHYuCY;{KzMZ|Dz@jh9OuQFuC8S2QwKP)e}NLck}i4AdDJMi>{d9`_INREc;6eyQh zt{oJ{s>%;oSjFp`2t6mv;2u_iv)5&;t#|GhS`%gUj3-hn_#%6=yjt&_NezXL{834E z=y!TH8XQ>TA&9yB*4^hJd92)B`*oVRr!5;ab(2SGqA&+(;mlb6?=V#E-^h$Ko-Dcr zZ~|q}{&k`8!g&+?D4!0#&q#fFpK+$7z9dms2!^X-h7R$2E1?yvzEl zXJ$2Ab-{IOlJI#u_l~(=0s6*-gHDF7fXH60w^KMMmAaNku{G~4aVB=U`143+;3vlF zVd|EeG~M6d*HqcyNmZjJj7B7cwte-dl&alrnd+vh>hEsjD@H7vX(}Lgc$21~(5vBZ zHRG&zUMYXMG@albKMbzkM)==QDbm+rU`$D4;vdo1d>Z8G%8~X&ZQ95D=O4YI60_X` z%V?kgYt$IduvjIOkzjjW>~dYj4WJ-vfE7K@(Q8uasb^zk`FA;-=fUCb;cux9>0Fv4 zK5N`jy4a&dQ{x6?l)71Y^>o#qtXsY@!pt{%%p741P?^7zF-f}Df_0-rC5XCeq~+>ej*_Ri3he#uuoz4J5pedVdVHTjt%#Xf?4bDyT#mj7VxxthnLTa>B-qnO z=Dg9Sz3ntvoQ$%l4^p0?{-Eo^x-7qD`0N?5(?XnVM%;x~4d z?yP8UyEJ8cT3>XWH#k>tMQ#(Q34AsrjozKB;Q2x7(VXHw@!bz1E)G4`NRq*`7|$Z9Fzh z=Pjz5&Jk*o?&d8pnbpRhecyx@Lv6RN;F zJ?6>g-`MsUweuTaMr)+w*PEVRH-73Zh+b^JXXkipoISBv#kY6lZwqDiC$3H0Lo| z*QP6{LmYamsUyXuMOddMtM;vb>16PwX81W>eu1)6E@k364*%v3HQ_PpFE}olD2G-X zGIVknax3YxqS4q+WqeRj(C?Sf=zxHCe>g;3we;v>j_`OLF0vDdP( z5YPi83U%+bOmD+c&_Zz1I zRy#WRO*V?P%mMzTw>%Bi%^Y5LqB*a|iRQdm3^i5^y$3(_0U(F<~E@ zh4~tki@U}fS)z@`IH5MO)+zCKT`BocM0v1hTdhsuCrt9-p$?l*0)7qJ<{53~l2V$A zpBQP_)xW3U@vO-ImhtO!#ov-D z)9k|EUyB*FbU1HUM0$2joGq9{p3l-_+$bEtwq$r-3(Ro7EAx>AsQa;>sVrLOt2`=_SL^?W)0@8#$0QXgx0Swp2z zcK1<^+oKxe!^|!Vnc$fo!p4sf9{@sxrSx%;0>ubVWsy1SnW*Q(9*i)vLhz_v-wHxQ zKET*@+LhLX5OkifUbCPF+Eqtiy3e@FN8?1&FHf)bEa>f%AQ^NOHyGZO>Olsu3w*vp zktfjytv09=Kw8q@n8IG?jEVT(f4I$ii0_)X6Qu+Jx+I5MxAlSTW*Zk}egjJLMa^J*=a$60>`e3&^OlC4c(BcE- zZB?6Dg@7$WJDq#WBGtvs3*j{Lo@nuO^G7I}=6w#>T2_m@uQXGgB1tQN3X#EI%|$u< zt*!ty;^vayz-c+(r9*tRub^%LFPaqKW<8UwlcPP5{GDrW+2fKrccU|V4l;41(Kx+D z(s$d^0^$95(j?!)R|WAd+rR6}9(pFNq6iP=-^*&KzPpJHW%Bc4p_5ycg zGGPk$fE5vWJ%ChUf z@8*anf&QR2-0U!U^;*9M=Hbj~K>1s&NZhaM#!i_3mt>D1If?4O{3#bN%o2~jZ3^(- z_yFQDR2iiFXe+fuz#ax`mY3-|I2c(KmX5P0vso{el~>5@&@%R59WM@zr_M1~$hA;? z<1`z=wj9&9G6oGB89LI5C~e*OI5#y(uu9b>W0mZ8v3vBfWvwZ?c(foHo^;fa*g2DG zH?Ld&R6tLO9nM&p@Z{KE#5@WGyD`!ntV|R|6GDEH?KdqQ7lu ziAKG(DX+2~QI*e7#ymSc*B5A=MyK}TncetaB_jpDY`<-*R_g9{I18Zvt;=za?Pl2S zVLBQd%OZ7wNo#}^CctD@2a6o|>@(YJD_cckPAtLeUUjfCrrdgOFd37EK5|mm{*Z^{ z`k5D~9Tj`cHhCis&Gc#JpkiF=B;1u2Fv`5-QrRUb1u%LfIuDK#Vd`|f=DZl3l_M@s zKnA&|-$ya|B0HqzZ-oQaX31D1gBti#;{tf^>?^hFcDQ+Z2Qe*V#ze#$pWlrv_2X5Q zcr)r_Npp#blg@laC^ijHFNOPFUcZu(dmTa-bme@j7>;+ zgw3-O7Egi2Ix>9{x2fsho}-|g>f6bt$eL%1PNp5uuOH}q3^CE2c4>gQ*Y_t!c5g`Q#6Lke| zdTI=}EUAJbH1_>~_CdxKDewpQYt`xa?RyqF_BF z?QWIhR!69`--kUvG+-?WuRHoy71G{RZDrXQT??(^k*Y0dQHkg}%50B4q`wK<`Gz&s zFq?j`@O3*sqNM6CPU}40n`fG}Z+IWmjb6wv=uDkRTy1~W2|6Hki^A@iDKg$XBr4k% z$}g6J1IF2tFb0-k>-$zA!5d$5yF?%NHBSc7T>9O?50qPX8C-*Wp7%ejvkF0iEwjmQ z3k^gq!;t%vpUdYvKuM7 zMQCT=Pg{+FoC`WHmS==e1@M&tAGO!0ey>Bro#KnZbQgkfxc}rIN4pAEIWwcOla+;a zbpw-q#K)`E4@r;w+vmZ~LFQRaqnfVnSKi$gQm_2nYNT!W7Sl|$wB}4F5tFlQc zW-InK5y|~LyzL=7hiekswnOQ~`%M&!6=@Br9-Apr>}WuiG5j!VEX4dL9FR-{`R7l% zg6Mhwk$AX%0gjoa3C;rDES%?Ykni8%M_9>*G;Y@`U%on2%Vy0z-TLER=8=%wljf|=^L~>&P*-U zPIJrQ42D`hk$t?h+_SWzryxG06qO+yJf0SC7ru;?nXOzaBf%+U5~DBQL8z5h&38=k~nci)0X#3raJA2 zF`(dSojc_Y?J?iVyPwzocD@htPFfBa81iS$yN)0xj&2cEoYzFWSpXpc905aB+;Z!rP6K!(&DegZ zMHptRtArww&SgoRTV=jLT0S_lMMMzggu*i3%NqsWNlo_8xe)%j{5Ixeuru5`Ie;WPSNMLnr z?dFpJt+6-OPmI8*xW)Zu&p|? zaomzwgJmdT(yP%jXA>ViCq7Q3KrL-yLsc4#k;4i>@-yAi)E(F5+$Tq)T^(san)Cv4 zVek7T?3~22pNF1VpM>qcc+w>Ca{)yx?Fh#tOT7pI9L31E~yhMpQc(ySr7(HK)+^|e=+eO)0ow+$+9OehrYSUTsit?87@{;67 zOjMO6GDmnZgUS2DC*N1rtg0+)HvjomVWc%x zrDYsixDYTDl3iFKwGe3ee_T2$|D==tdr8dy$&3#N4p8*y%QJAF5~>8_UJUsT{*<0e zEb{1wMqlz{4RU&Myk?9oz{7#9zc+)Ae_y;V-LEc}@=ftUCZ0QC+38iSsH}LpKBNSO zB=IuhihmmiTC7xt>!WI!#fr`9`B@l@xhaU!eD9OMyGT7)9xmgCsQpn=HrNbYE(;`- zdCUBL>dH>6G32L+y5ZkC+pvg4<1|-1lL-Cgm3sE~It0?O`bNeP)pf;##ucD*MeRL(r`haNGGh?8bp}l7&`lfrtfwq$aEN;oiG2mxn z?f&mxpL}^!Jj3>mpWZzA&a(z$B=Sv|;6VbY*o8fSzj@yG#8hAU@U(!|ktT)S6W zM1mocB28<}MQqX>;SLgqydm8(RuvcdJCnzGKh#Z~P-o7phqRx8x@M;CQ~Q7y2|6DC zgTiyIXcJ}))RQ^MRXF;7U!+ERYFb5f)t0@gtUWR|8@GdR=X5L4v;Q}V(pN%N7=KxV zUHP(tqhEg`b_RbQs|@os(JE}scAysAq3FJ;T)2a^*CdE(0>CqDamAPw6)X|k)C}GSeE(&#>$W8QF7TRWzqBDIuo}#K} zPgpUnkR059+`bp^dT)kqH9 z!-AR?7F}JOozQDf1r(ecTzSdfY2s-6cn=A=-JD=GAiISiQXnW&yfiPvkJRI%@Lf#EGMiNXN6k>{1BN`CRx5!rWuvF|yOevM8jX+Z9J0E4x8@~;d2m~^+_zE1qW%m_tI)EccHOS@}36ylGU8Sx>7B&!lEQ3>g$COq-!9>o@8 zDj@hPXaljDb`78B%BM(xg18@jS(Y6Oy*JA)9Lsl=_{2V6z`sF9!3tdW;c)j%e(Zp@ za(#3s)I=dcN0+ z|4MVoE`^ve-vb~y1jY0o?rtrb-bAd(JS@Y0N>S&j``SwU6TTPGMyu>EBj_MqG4jv8 z(Tm@igBbi~pI~07V+8#sOx{sl=Rr?jQYc7L;-Bkz-x(QR5uIJ`nTbUKB|E!yQD)&L z94~Pe(dH>ATYKSws{?n068q&vy)U_k{Qc+zZJ03XQD9pZf6$t8ahn=Wx~L)3N0Ncw zU`}Y%*1RXFP05i{?e!4lw9aKFt}&$Gp|&o0L?z48q+w|*O@gQ9NPjvrNA5b+`FpXu zH=TKp+;ZGQ#?ZJy^vf8<-FRU1mpO0h@d9iPu`3YJb^33xl-_yo0d^i&`Ur$MY=!M{ z>~EjkDVUcK?@>;3maY8Sj;H|4_7lMEpf=9w_j5*6nj+|E#ITtt6*(h*639JVua)~M zs^?D=HDEP(ZPG!ol77t*Tg3$r=t;<6>q9lab?2M5{59MS#_Dz4(9mJ!FW~IP!W0O> zlB83hj`z~^*ICTE*;DotZk*e5uzcs>Dq~0fb|oTDx$Utp794A5D|3UNS8$2#~Yu zYMVV;VRiHksHTRxGyxl|XZ7NF5Sy31@3I0crZ;oA?g-{Vs5#{8rRLjH@gha*aHqZp z%57edKME$1&k}@$a@>_Px2F1u!D^oABf6yteeRNY`}Avn*TaKT zgbX1#ZV3p)C-RYt^GYCgGw{YB-2s0=w}!zq>{9LncoUQd@ZC6nT#YGaR3CU6J-~6~ zf6IJ#1S6CeV^(BlTu9v=*oNO9sylXb8dcVm2i<}M?1}fjUF&JA`#}L&4y<*3fPg=q zv2?H=75)WjI&_wDIGWGyD%T1Y2%70>3UxMDJ^f&FhcERw{8nxQ9BYG%EE(yc3H|(a zLD~-x7cjx+ZFS}0TZaQYI+uZg=!6(_o-G^+WWhmL#?pZYYSuWx?f7wQM#6Y)zrU{wanL?O7jp<9sid1v;W*JwnT1#Yn*bvPiJS@-~Ek~fa zy}&=L{#5ZCzxjjW5Fsr-rplOv(qmT`Bo{(TX2)bF3GS$e4T5d8u8q;fAH>ohovFV1 zT(-LT>Zp1H+W^^%9*(2xeh7-QDb`IF(#1jJ9bwMx{0;*Gc1nHT4zBuka`;uj0g`I; z4VQ#oaBChe^_=;*`n(0cTDwxOfnWK9xBCY;C!%~M8-WvB4+Lh zd%Ej23ZysY=78h(M4xxC64F1LGaf@pZVAh}>B!v0B`{PU#EikQ;*S6n_3Yrc!!beE==V@G7t^Pp- z-~R}6BM9H_oilJN^r(ZbF1ASEta>}mTrz_LV{~E}HA%ZtM)6^>9p;Hj!NVTUdMz!A z4AaZ9A7wE2z5UKNTGx}gf?fFt5n*ShsgZ+#vlN|8FLPm<4J8*>bUjGN4+UV2zeii^N=9Fu?PMSYv9!d;>4GPtm7}6+VJ$fAE*f8^ z6D-t_axu5^oRQfCV8URcS_xK$YOAS?91m2#t5lgV$lFTG_kKN+`;1B*iHSGHHk$EZ z5E}xuLh66#unRmVY%~ye*ZAVlNka!CHf-`?!8V#sDa!WIYiC@^VDjN`D}>{1f5p8r zu6(bP4|c{0j669HW%c;)E$oCf>_)g1npFr7u*UUn>PW{UH7UB<1@xWW>4}MH35Pc` z%M4+yZ=IdxYW|@z9$ZU`%1$*=^5WEWzRBj4(3paD=)+lrd#!=Pmb61sicGY_=FJKP z*P$OKped<>W^B~;;3{+Z;i?&AQiUzQurPR{pH!CCKUu}1<6&8>C?tpwPbJ_?aygRI zjNcG!EUT+cb))QS(*J1|_`e6l|NQIUl`H?gQB=7tck2DD=hGO-~-ski^qkG>Gn%5PJb$iOS72qv8Lhede@YGK<%APwLTNv>$yuEQR?lvPY_w@m@xi7tlT(Xx(ImFSe?P4XHC;^4Bjs-zHJ~^`!Z(o08Vl`gab$olB zTS{p^>Y9~0VZo6|C_9K=`#8=PYNKT_gnBf+Ida}?o`OzH&N|*R0!m;EIETWm3qABS z?jz0UgPJ`A)n6CNg5u^#RXVyRul`o%+VJhZla7ghQE-a4Iz_j)mnGKod5o6G=RN`cW$dzoE7a;L)~KEGVrC(6PV2c$5L+ag`BKxgHthmr%W@ zAuxp-Lo7iX4chx?cwetZB;|i zjhX%JR-x3!6}HxaM9sAXCfBv%cgPxSjh_nqz{g|8BRf>fE^>RSckMCw zb$DGk>htlNP5(2wwU#|B$($4B3h-gT=`*aKymx+_DAPKtzVI?A^acj{!CCHGPKd+x z#d+P=iW14oYpyNQ&QHT~oMimRSW4=leE*BM_l#;X5BEiNEJ&A5s3W~2y$ECm2M~}T zy~6;~rGo^F#6fyhAfbZ@0YdMfG$DaVm)=W)fHX-!F+zyvoqg`!=j?UXz4ycYaM#L$ zm8`TkZ+V{o^J^(73hBIZBa&MowKwnJ%L+Ziw)89f7*uQ|w!U~+qAZpy5K--wnz z=0)n$Sj%`Rxgr47v@^ej&AgSO?7FBwc6XfH^Oh}Bs->jx?CT-vTENG%b-|%N?d#lj z!+1y^SxxKy8In{4?5UEama`brSA@`DHPmAB82jAC5b@?&T#9wdKvcJ;V;w{2%7X)b z%KXHR#uid}tm&h`T@&*nsc>(jKDB0OEx+VR9ei0KyYbUhPvL>?QJ22f(V7~(kU$~i zFb7rM_Oe2$pn_o&Bty@8_4zRnEIG>UWRhTpQV`?vA^3l$Tu>B?^cgZjC~#Z zdT6(n_eqT>Z%znuAN2}}iuQ@m~A`O+FJsw`1mrc zqhaRfIexm_T(hxI88KcK^EgqtsO+FQY5g9LuPPiyh1(hzugnWtsApjJz!$~0FAKn4 z^06+rVA7vgmlwTxth)$KZj$bWc9_xr} zmePO-r7K-a`tbLuRAjtBx$mbjcxx2~bXls~DunRm&b3Z$Y%%(E#qzv6;HMm*T;EvE z!Eya-Kkbu|(W})pk4rR7ik2Z$sWbL}So7aE1eO$KHXT!9ZMv_2TKkpvyYpuYsn7H3 z#d9Qa{Kh z&EVShBKbO-G%gMg?`INvf7;peRj==D&P_urQ7~E3F?RAdX#O0PYyZ5hqNT=h*)~la zlDhF{gVAYr`^>Sj59>33i?P>vLg@~XqN!cH5$U>)lm<@XE?w|V3ui4LxW)Rz-+R_r ztpF*w4LV2nZb3~_X?p73+<^L!)=ak4km945Y7~1Gxn2{mbBj=$!N#OMdP32+%bCKu zp>o~DzuUjFQlBZTaliXBTimFZCiCttS~I+iR-)fJ?EzroPeY|`B5ZIR2wrQTD3EUQ ztKx8)OqE`>eo@Y^!-GRB>>3hff75y@$`qtv5lAgmv68o)4V%#h!P0H5WGf!163 ztylh7weXjySn&~M2dwc#GP`B+Y2l4suBOG!rQ zLC!ZeA8j~=&$W<8u@7ALNH|suLm9WsfFmh6(+vCm5%l9y`IZFXvbpeS>d!J>ELpdQ zjWF;+2Y>mZ?yKOIcw)Udt@HW@{;Y}b2R$#hYv%I^%-c25SHCs2?x@|ax$Ri~Pl#0w zk-6O8D0maro`t?)UCFvB3Mt66lF~eYj7XC)2m)1n_gni;hEJZj5Ylbr5Nck|S zF({=NY9(IiR)cpRUXWoc{n$WcoVy)W*^?u$c4V>3~(=AKKV1OV1vvx zSkE|q!lX7XUCSiYel78o?q|HI3$szXkb3?idZb0_|1k$S3SFf{eawhM30vH%eJ9LMKml!ixL zjAVNmwF@w%=DP?*FPHH33c~I;5jXyUv7rTTkK)Hej&0^tF7ARGjYlgDz4+7fLO$zM zY<`>!j--=KZoXBw^KLjhdS(-xKrzIqr>-Q19!ib6=6iet!dBjQ`6-xHrWQrIDOe)r zSryHUis&+-@dXH5b3X*2mwyg|$r7kc*j<hfYFSQelwRn6dxS+ty0 zW1p`wJVr}QW2~|URdk|ezqEY>z*E2Tzo_r%uKc><((r!-M`vHXxco!#Gd(aoc<}4W z$TM)D;6>Zg?w1MuQ{>esTkUIOw$>1w(A~$GYWfW6sn?{X zZ(8>=c0L}%)4f7y3@ODD@ahn$M}?2`vpqn7>4Vrz%6p&ItJwMLxT`jX;qjhuAF zX-uI<3L=8cKil}|37`83ojXH^Gd*%0o7<&@CZnsfIbDlA!hjBpN`PQsMZLJMS47G z)MnRG`v|ODd08^BDk2NVX!8uIo-I*2HD7xtw4`WQepE5UAMi9wnk=Jbl#lA3?NQca2bT-j(Wx8hWQ(a4xFQS{|727CHBLDZ9C?xt+d) zuM8KsQ$bK9XEA;h_WAw%o4Rzogb31(4zRs!aA2|i;ePSRHmli)Gm}WL;RhY&L-FYsYA9%OI!3Ft^o1wM5Dd_ zaJ69WVB_@RDON{^U^iC`A96IzuO9IQHZC;R64N;w92y(cXKM@94PXhWqziuO<1Ab6 z75g6@+UKmotjv&*sNLf7&&7trI_b-@eIsWF|KaX}``6s%KW<&XKOhv*zpJaG#=rg1 z@Biz-{;y>$0Dk^Y6_E~bI>Z#ghm$B_zplLZ_;sbG0DlQrzPtEZ!2rjgY%&YLT_ot@S`Ly#4y{>jJ_CW7x)*;$UD|}TgeiLo& zYwS*b=Fk;+Qw^hK3c3TC#)QKYJ0CjB%MZGe78#tyucZxG#lghXXq@YLx#Am4h6maO zS@eTy^lKe{_*&#=THE*lS~8ebnSKvXCrnSuHko5{Z=uw=P-?0UVq+d>ZzU{Y`O*}h z=~w-uz^i|QrEfE5qwyG<6|A*E<3`j0=!#AT`1-CIsO5cOE-}j~YlmYd`KaYXUKa6)+_!_RG$K< z3cfdRQZk4VvfONMJxo#|I@X`exn@_p3S4M%I;k$a1+)f#GrufpGQgIAD1Q)5Q@bMw zekI&ccPa}<2g&=>vNp4^zn|&62h?*a>`3iG_gPYF*MoB8GfNgM>TQ}+ZpSy%o6j|a zm%awZjC7me#|p%Ts|SZFo?}u}Yb`HXOs#n)(=fQ*W~s~cnY zMn~`)G>XxTgYGSSIf`S!Z6tMgjf{@_cPs8kXHzwDMy-1RyyUY9zp!DCl_}2t5`-Q}{(=saE;3hly<;4|BM6B3BAI&nn zhKzgGK(BaH!K2{*51OLuwW-h#u$-%Q4s##(FJwj%eA6vUF8e^JjU#>L@BR$Tu{-2b9Yw`~BVaH6~`MAWkNYqQCPpv)o?dHT|CeEnPup`CkXDdskjWb7IkB?F5 z>&rIj6GO{{v+aR?zd%{+>!DSRV)vNglQEpyn4gx83*ztK$aL^+v~}&5zZ-3%It#5l z445HxQ4tfP1vz>OX^?xfD*j7pNoByLfrVfBL7+veD0;Sj%+> zk)xdFTlc0bkEBKv&Je!3+4AG&!7(A=IMXFADm`$ezTN`N2Duifbb%KR~WpJmj&dA zXK5(sNU+aLVEvQrnC;63#*o#(^UA?O{zLfI9l|76NGdL&`Pj#R%6`{2nR>_7d;WZ* z^&H7o-1{7He`%{pS=!)0>$CzrH8{ej6`DR^sz{vCPIK6X@#EF_JopTg&%$lap1P-y z=(O|_Fc$!#H}vdb8M6)OsFA&i{m$rjUxa&Vwm0~&^33)Ukdb=!E%tpVmLfmDkf*4n z;2U1TB1yu78z3zURAsVOC;_d~khp%&j}~S|@cC{k0L{TJW0|Xg*V$d4_HTGIrTpd1 z1LY#QX<-q6TwLX4(d(c|I($ykaHqU*DTeRfi#|X)ZX7$f)npmuVpp~A7F^Gr>MRw= zmEMpvG;5KjnTwvP)K!=)PIu4u>Nfv;u;b{OTYqOF_+&S=h2g0%ZNl3o1lrFN@qd2Hu zv7HBDl-*K0sx)?bYx`B9XKDP0$L5uK9=Y}Mlg)jm$%=iEXei($crce9WhS7}YGI>t2M(u_Y;Vj#!?8i0w2g-+>Ab z;4DLMI-_eqtp=?ENR@nfkd+nW2)tUd_TfvpA7+*_Wg%8T^7HrW+QY0{N2OZ^A4a@oe z?p1I_1LinIvznqr_Sur9!S{CH8(8bUzTUjI0_IIKhBUr=#{*h3`^!8efn#@7sx)icl%Z6{#2^()5hb-sT8-ZQ z+Hhg5nHlFJ51=utLmhGKClLwB<4PO1DI8l5yJ+dYp%@Gpi6y)w2K6k3c(DM4RPd

3{C>)r*JXvyP3q#tH7(kU2h{O(HNXcni5N;SsjrFLECB)FsLGZg z?XN5T_FvY2pX*jakN&!H>o~m|j4xsL>GPZqGcg+Vtb4mOtoHh><}q@_!7oqS5hsK5 zQ2Byyp%WNrgWa^tn+BwmHYL{zJQf`%EIQ4eqj>N1`Jea+bjU+0-6H_4d>y4HDh z2HcH242KqDU?88sJrI)M(o$!-v=yYXoiI4n=Kbg7lGV$M)&vz0#j+a0oOjU{#NYpi z;I-)04Wgy|;yu7;IFLAUaJEbaL{oHb%qcU_cIE^{_&_6hibPLk1;JR0`QYsJK&U(u zCG6bb%pO{K|6beN%>0j|&KaKVx?@T`NA4yn&vJOqZ->26Ig}?C?&Yx7Z-aFMymOy< zF}wXdaP_;tRGr=$sj+*5R@d}B$WybzCV9g3et}&7R-=ZeINOnTgID@k&`+fJjr)u5 zle;f_7%KTKmIn%}X3n$_)w(DnI`}XEQ~@|7u$;SIb%_Lfmyl&5(si_>=dOL|1^r7X zcmuy3tp>X}$K21nY>aisf$3Fx90o)8q9s+MZ?(o^L76QZM3 z7#yGuoeFOcNC*3aXpr9RN8;M@ zN`^V$P2>m6e2TgHT4%H*(Js(?SRFCq$bLkGg*`d*3pmdIdwO!WuuCFz_vPKpI<9_- z2A14?kOEzx7dMvq@OV+HL3Q}cB&~sBS?rk9R!ibeTPR=Fjl@y3Tk!13A>>gbk)Y*i zob4umbue2!FkT(#k7KcNcP2WcKwL~g2rHusuk?wQJd2vd4+OtWKf=kf^2s3+8_4)B z?$cN>x8qHzdM-7zi~;@T>ER0V8JNQ9bv8q81A0(k9Tf9t^kkIkYeGo|xcL~zt)mVT zzib41z;D8SBL|XjLxQdH1A@OnY4A_uWP$*H_jLx6LE`s&+PsD&!9HKKUczN)gcwj(O$w@p?IZ`~ZTu{E0x0{72ZLOJN&g|iF_1(|jp8iebb4nt7 zrNafK3$q~SheKCYJqo;9hH&(mpO?Ja00R%V(**PKFZeCK3$Dz$ft}7&@Z8A)q_1r( zXq2^4eNs35UTkBe8rP#ODOE>NAaUFa_=p)vUD${#v(^WQVrpvJnSn|=6{5}N(@b+Kw4(Y)Q=$!EJJ zia820E!fvb7k}N6D{C)eJ)74MZtqQ#7cMgW*;njAmZ{MgYhLYAMHOulfr(OS{-aV& z_9i2~kpSggNtdMwx$OO!>?*5len%~ozG2_Vy`<*a4w1>zCuNe85+u%R@`JM&*V9@Z zfeM~<6^j6+Y)MFHUvm{o*9tuWxIambv~z}FMp$!9oz3t!t~@upV4>V2_9cRSoa70r zWj=k_KBiuN=#C)Mnv??vEg>cCnqDuLr$eMCyxDHmnP0hInbpB@-N|rAImCpaq?0U| z@AhR!>we}?M8Eq9MMtMjL!-@<1pRl zLz_d8a)#y~fJ~WBx%gy@)9P_^unxUDwz- zZNNU$^_<+%K|1pRo*v$_V+?wqNs0~Sa5mSwO{MvtLC${mw<~WEz7U!~;YRg3Q;-Uw zEL2*>z9oeDht3Esx>p~?A$Zy+a_&HSN^=8<%))?l!V^&tg!%AqC`T)1 z*IYA%Q4)qs7pEdB`Alt`gSVLeGNzZ040lMdBzYyPzfGzXt%Ms`s#BeoWZT;S<857YO#NEnbC3H-(Ltp zwokNqrk#&F>P%UNxuU|#tQD%C=lJ%r5+Ma1rS^vShFd$pQ2he5xQzEez&^C@fc)nhLq;na}VYFtFXv`#=6zj-Yn(E zWj604Lqm(?FYko|#mEB&WvMl#(&zkn1e@Sirx(iwT#Xg=Tbob>K{Zs+V&%h&fg&b2yT z+D?5-$*Vi|uM6fQN%(75WDY&RrJgNrnrX2mJ3IW7Y1!oT#$X>~H+YDs>Vr4sfM&$uDJnc#pcD+g z3bZ2lK^#f7O>unyIP6h5ptNuhHx%{ph{MJzsyZNTHB2DLJ~xQpaXTj06O&?d*nS@H7WH}nZNfjEFiN- zq1HNcWbKPvdnZ0f%^yQf#*Z8hsxr5zx6@dmb&M~(+}h8-w%3H5IJUYn4kD3Fyiets z&k7#a(rm)~zQtj297&^{g7opwD5WqYJlCSgBgvN(9zy9E$xM?A#4ijPMNf%>t4|DF zenwzjP|kAPtDYA4A!ZsGS-Q-(on=ZW^Y??Dl_2YpW}K8l9EZw9AwMR^=iw<Wlb%MzY`Gke zDwBBFeO#f(VA%G3ok>#em`o+8n^DD>_C;u_rQ3GwfJK>6UELVM!%ROQG}$~0oDZ!5 zXwbLSm$MsJO|SsZgU%w&06Cq;z+}72J)n>ctXVB37CM9qt%X$F>6+2z`Kh~N&rugj zI?o&pJU$bGmjQi85f|nzH6m41NTUL2Q9P)$$&Z-;#^prNFIwJnYpM!ANXA%Y@F@le+KES)?{OulJ3!J9y z0_xt?98QLikOH)chN2*-=(#8xrofG@yKVcw0CT256ktkHBCU&zs?_cHDWzi!I-cL)MZh8L;e=~ z<9sVpb1^Rs?V#9}IlF|Ll%9t8;epte#0Z;9KOojC7LAv_hmU3{Rgpie6%fCNtD2BC zV9SM6a9yMA2VPPv$e2`}l^H$BL91@0SSfza;WBPO`uUN3Jd`hwX}AeZ7|Opqv92xsTt1{qr!Pn1|s5gmr*0+URSZK-0DiiZiZm{FEQ9KmPc zk;#xU@fBLqT|uRyXzvr|Qz+W{ZFi>cUGth@&~s+mpb4)bEyHZ$yhR*Ro+Hog%S@5- zs;lu0U|4tP6qU4&B_XEbkEZ+f2Utpnk)fO z_EA}UnShb9BycvX1tJj=Cl+a+SDvQl_;<{8pl^8l0#kUvI&+mHkwLYcmN)13qbCCT zmVA7vFCv9Sm5b`LTHe23swtm8i|UD(+yA;^BJNjy__ZFHKJMi79lyCBU;@6c0ivS$fz9^k-;^HCrbYwSl zD>K?qjTUecRzvI}g!-b07kes%hAS5`A}!&AcFMe_l7t8c{$Vb0@$U~OSMDngbajjh z)&Y5`sz}h<#@OIvvW&@wcvIEU#fWPB>Zq+<|C+Xoyb5)0Z34M5#QE?I5DleEd5kr; zJ#T-oO6ugsaf<{gLbhDy3h#Ye+I;9ir$8v?An@gI&ss(0SrYAfoj^ePc-Yz#h)e3D z?bdhvJXw$_^OEjK)&?em+xDT~G@4(-auz*#qE=Kfe|HZN{PMeL3vKHe>8$C=v3P<^8`^a7+vurJ=#v1}9fv*H zCw05;8@{+OX}J=22Vntf(wp5toJeFl4MS7bh!TTa>z=u3gD5Q@abig4ZP~NnY`n|7&An0X1mZY5_h>8TQ{;Mno(!c5f}ILoe$(u zP{__sW~!Iy7pe|1BbKU35hOMIBR*IAU66)iOJwT8_Z=Pa5N0f!Oa3AS#6`N_>?(I! z8C5}1f-#Yts7l9vX^gZ8D@J~-S#Y*$wwR||N@VuSZ0b+@VBbdt0g5J0PBqHk*8=Ky zdE*9l?W~oq?+;XPDfL@pE_}_?9%!mpt4LPQqCo27A>)>@*|nGRhKKLmvO0ioES>!G~Y^1ngsE4!K<+q37NOBQb?wxSu!EKE=H3ogovJ90HQD4)% zDXdvUE805N>VctJ`8$W*)M?Vl>WS|EJf;4B$s@S>hrscLDn(_sSB&CBtS<aPK&VNe^Y;&9lz$ZC7uUHVqc=`@tF6f`1aCEz{iGmii+U9uNyuQwLoH%j3QZpB zqSA5rV34z!iN-VErF2EW0a48uskCkDEtOl15bMdlV=@$Cp3VMmJY+%IT}KxD?rnEz zHv}I}so(A7Nqn{=BI;-RJ;r2|zU4bt3&h`h)wv^Wz6Of}?B&&lM!~6l(4`b5h5a$x zOJfD?o?lnaR~LS6v6pcOB#HEJ0PH1re;0T}9mQQ$muVO!{qr1N(8c@E^$$T8DyCO_ zsx>f!g&aVoj%-+wDr35By#BQfUU~Lx{LgP{)8CH_Yh^`)0d!=k_K<{(=eRq{a?f6I&?pvd7B{;sR-P5>Ie84c z1IC5L04H!K^{#p{+0o|8E;j?j6*5YXoR37B<+)nRnJDk3Q^#xKF=nXq0xuRajIP^(f?<#_gMN}Os3ztIqJbQ%D#2B zP{O>%-dA-eTVe)n?yL56C%DpkZ6&V;;B;M94H5P{$P5?-tbX|yk4}cC?#}Fy&)XjA zT%%7MT!<5hlz8SdjWJSw_qp^)6u5V)L{uW+u>LlLzKphGUf-I}{QBVuCXEc^0(oWj zk}r*C%GQKWZ#0)d_MeVNiq3tsQo7qfNEe-K(lRdEYJnMjKF7}9{l*rc{zOz%!nI2O z1b#z>OSQGg&I|`fGu(_q=|lVvN~YG2i2#PvJO6wd|es3A<=%UbUn$t2R^i zM)DJg7?R1vvf?PEMwi{u@?AysGZj$f2tYq3ru;slUWTn_{dl_JA=AK>3$d-$_S`b& zY3zI$ponx)t)9-2(`=)IM(Qi=6#7E)V`ouZWZ`FUINEVEvTA*8W6e}}RD14d?1zn# zu`p+*omcU{+!JnO#8WR%krqzTjC0upj4Ls_^gg|AI!~JV5c?PW9#H6S#{|dTffTxP z4@o~5l-5(tY+C^oJ;cR_VsvR*s`P+qpzEG4``#nWBb08MW{_he&_GBG-Hzpa6>B47 zo#bGSdJ-l$#XNBEF)*47ruM$|9T(>elx;x3@}tXWFjvAiGN0TglW?YZ>gT@|U(wQp z!}GdrbSnf?)T`5?AVs#pOc9f`qT^gzlU(L%Eq?2dROs0jW#Uxv{jA|C^ct|*V5R74$>Vv|8`|P$+MG;e zQSakt4gJd(O`nG}X-!$MkL#L@7!OxX;-F=jzGSG8-^BN>u1jIlp7*Vv+W4c+KfSGp zt2C)t_O&tRjg7G-hF{9TD(4iGTe}XxHH^z&BdQ+Mo-si>EBbp zZ0$elpU9T#;L{hp8aKEVi83!~+(yM0mRcLmnpM&@yHo|##b zNPA3DB*P!ggzr%_B5Qos1=^dMduF^^O8%H@%N3gWKH62&r;)$IoAfnoFy0}Qqgx65 ztt56y&hW*Do!qfL^$%X1=efzica*;tkNcF)%Mb2r$WpJkk=epwt3 z>;xemcm_U$5>2me^MP=DrkT4x4LF0NrL{1hmwH`a^t%(kD{3VpIg7>RMu|=1jka1a ziCyme+*F7f8zlAa;``2ra%}mbA0|w<;mhUT!dpMEAei>^z{ub?a6#*@uye2Uv!t z-uqi+`wcm}~;2(^Ysk+J+l2z9gt1TqS}z zol(3qgY&?svq2_6vE-c#zYRx(RC4*`F7sIrITZY&SD74t&MVgO3FZ%&dnG6irTB|< zVB5R=S#+;F({?|Ke(Yg2EqPSpCz1k)bey5$*l*;N7bl0>M*H>dukNdhN-AZd)STAj>rGb;Z=ZhP~sm4(@5fB*RIetfNs~J`pSYYA0-4Qu9+~e7G>e zrmB49Gj@9l(`jM^Owq#2#z6yNWhY0`?a^O=fSZjAO(&>696-yMTQ_d*pL^Eb%)&nx z)3%n?Axs;O^80?h**8a+t3Ap!_IP&ov)(wR${qQb{$8NWwBTtac0^-NPLlw$j(j<| zx$hndd)yd`oo?XaPQAg?z!+0Z*W)nILz93qMobl!(rQ?w)wxp&Ng2#oeNX{(NEm|%X=W;+`7~@gwfCb69q;7tZ4LA5TKAmf_b5wKSF~Bsb z$rw`z7v>(4GG>lPJ*{>lEvDPur;ROR-?eUoBn@Qy+5}esQgW&W_0zgC8DD*U*3p~F zI`g%>M3-1pnAh6oX)1m6J{xatVq^LGrpeq#Nng?84b$XX0%qbrauU`-pPdCaKNCj} zmL{aKeRe?O(B(E;^a$K$V5Yn5<$zu%b-!Szc8e}IZx+oVe5pok>8J7#yRM4IWSnK( zc9+ma`eC^f9ax+d(3&OI{nH`YLEPMi1G5snQ73Vli$Fs&BnxGXPLFQ=Pa@U7Zasnr zzy$mMh!uDNhF4vq`~%@#?ZU*=csA@OU(!)v>%n4WTX)B6 z9f}h6i$2rzqRRK~t7)T(6B>9KoCeNaakb$F76cJjz-^z_nexW>o8c^q#Za{PeTxQ~ z!?&|*lGVlIqX;8=9Y_CLz)ZJW`O6emw}&o!I{|AEXU`D`Lh)qp4+Ryv_zVu6%$2W1 zFI6t>oj*@Q#bb0f@e{hoFw`S&EA z8`o_viV^@m<*dY3V{Wo-x13^{j5QaB?%SICZ1GrqD{nW6Ig{$v8Vew~I6rIWWl9%p zfkIF&)0aw>97^>OH8D@+P@gdi$q?OrPg^V8oII0lW=g`sIm_N(_s8)mZz7tab4A6;DD<6FPI2x_9L&lhOK2MKXW+ zT9qbM(um7h*~j8F{xr57C@U0Ntz+N5M+FK|3GqI2jHY!OK|T>q8+~sdkg8Ku@JBj7 zoJj%&B%J|yPO_iwC*@J;lsXIZ4D2%Oy;z-}mj`2)lj&ud589|HawUMfT5^-naJw@l zzL{>R!lGZDdJi{+-Tcy>B|P}4e+S|1COwk&5W)$#a@o3}5<*at_|jps>FoW}s+p>d zoydlmJoYshgeGxaFAf-0Moo{Sp9j+D7I7PeW?`ohbggg7I9IC&>hk^adYBV>IpO{C z)Tq*8mvp)kLxsxotgt%}bKV5clSWM-cF`gUf1h;{J$?aa)~LVuFjdnecrlNt@^ zT4*-={}bsF80Pd(vcUTd`+VTZB}8XtI(WYV*kgm4q5{4S_9}U)MDe`r))9tIVv0rQ zVJ6q0Il7JSh%Oi)J7&Q;ANU*ABWP_1b0Y40w+X4Vb-pJtbp=OysZ_oUZ(w%ry_G_^ z1$~Xp%L>9fb5@$hDr$zY3nz_tZUM-_xO;EQzvD;{?43{z0IowLnXJ{T%&GQFFs zfiLzH;QN#orJ*Aa9&iT`(7r%HvP8ro0ES*C00!g~lgl!dV|L@ntv)vS7tu@<39`@T zr2}pQ1aM+ZI%gUJTT2qa^f0#aT!35E{b!v@VU&Lbioj_6C($XrrRochOJcVJ%E^!C zZpkD%BjK#q46~@Es-!d-It)InEs%Rtv%@{6%{MAB8oc;kdDk4FVK%zIt4>Rhtj+*A zSy#r5-tAnSsOP$7)1FQ{DLbK52$7~ie*VeHYTG@dI@Y8xuo<*amV}NUxUiGd%8?9v#Q0P3bGl^%Z~3)8!Nqr(+FULpYY3|#p^rTuk~*DWxggCW7R)zAKkH_T8V0sph1p*4ef z#qWgNU`yP2`Rv%kmZr!JKv*17`Uy&f0<4kQC!+SoD(I|Fqb*}N-h!Emy-R0x84iXN z4%(q!F{BbGsYpiEG!|!7nQ^A0>Y9SIiMK;4-AJ#@95P2GPtM(%l=$GbE__Wto|)fT z#aSrLQBTXtF%)aSXd(AuyOVEJuyCu9+t*UuCXh-8panNt$O^zN3nDQeq5+G90<`S<-0un7ph7i>;AgxjPga*S6Bqz zwbbX8ujZKf0oUslZzb5epc=-KpcTPvU1?v~xToC1G@bs>q(1 zIRWY@=apKQtBV5i+Lc2NuPZLkHg(qGXup9M$<>7_sRSAAhg$d-1g)3CSiB#k4y2_M zj11P-v_0o2HMm`E4KN+|9;M$bm$bm%2bp)_J|Q`kr71y77&%qvgWgVIo}Jrhd(lyA4280p^)y68<)lu5J7W_dS$xy1gu!q6*E zj(A97N_j&uBQn2?7V?f#OKEMJ>b67q2q+PE3JBV24@s)&IT1~JQQzY#${5?5DhDGY z7%Sf7a1z&7|4Ip3uXvV4fIicj2x0JW)PCY@obL&ONVT(uOS$?I6e&(He&1Z5Ih1~F z6{JGIynKHOaMojlX8rW(yT z86mFSpAc+w(GO~%c+9F-K*40w!62kd`gn_D4IuP+JicxbzePvk zj~Ty9<}qcnxBw?AbVe;DFuMoKGslme0JvvZ^-#BzD;q(C?8lt5rQmYZDKpCT+Jo%) z)Q&n8gLEx29~L7rvza|AC*{esj4?6*=MTh6dV4Vmk`-sC$y#%M{71&PDOtJ_=d!|e z=5+ZYT8%ng(!`lWY{71DL|g>)l6y?tHs{U?*yt@NSLIZ=2sf{9Trcy?q6G2z}gL&IBbmSe<24rK` zE-rzC*Stn~(JifU(0wDel<}w>5JR z7C_l-+C3y)*pr3U!Y+BYA}~On>Co0+T(n{9Ad<{$z*K#7K*YwS>q?~Q(O{m$1 z9`Zl*6i`bSHWYqdgh5oyiK9fg#*m` zs~6tDoLz-t`G%Qv6L`M%%%=EciWFAyZ<85%MdRlDpRo2NHqnVQ5{32Y^A!cZSw5i zghfMQcICLiwS?$lH$Pn!F(4UHGi=+uq67(TAXJ#*J@t(FQ_Ey9s$(85%$XkS)fTZN zt37kH1|irYd$!7B(MQT`kRUmLdN9#Or;LWw*{+;r;424!t2;%6xC$iwc_NXouE*}% zmk+ZY*k69uH6`cz*`WD6cVHiPZn2n8jEJkAS(9`-!2^XBgYS+(o`_J#A6!y%d=-tk zMj?ekAb(o$k0&>1Ax4OM63>h>19~EH%QiKdX)TngEoV)F%Wb9Vr3F@ZRASY(#l9_% zIhwCS5;NX#rq#hHm1XH8%6(zf9Ev6Q%KInRnb%joSr{+*o&D-C^a2~P&O{VXh1pg3 znAW?HBQWR42Cwp=2Y$ncn@ByzHm6k1eV&s&7JHl480gmJ-hJmuCXXHDl14x}ANVbvp@1F>v%$Q(sV2zKLR$zN zU41OMCSr}VO&o>18OmiG)-AuTc$G>T>T)N~dZ}(!L@QAwE~}y?U}~3TK%CE1hx47; z@IE%O;9$EZ-guaCu=|`Z%fyc$$gs3HtZdzGZ{1Srw9lioXs^=t-hTZ-Q)|Fm0I}0M z>E-&^tW|6$W|HIDOyMnmv!z?;uG!{RUY3NNH(n+LGa0cVqNa=Nj0^HjMB!&_nAH|B z;!uTor?K>ahwYQ*9-ee0PpYs5hx%@u@V9JE1%@Su%5nTg?oUvLlKz#~@&$rKQIZ{;>K{107=D;)6}RAdBWV zw}$^g+IvSewY~4Yx-CeJNbf4WcL)e%D_al{kP>+?>6mTb`jE>{eBOx69PLnKTO+J9a(Wq(^wSzrcFCENkYuoaeLvYmb}P=4Aow1 zyfIh(k*?vrVza;2`N%)C56ZNfKh^)*h^FC>!fnhfAFT%fAL8fs4o^>Y@-8Ir>u~cZ z4V~)scQjr}wu6teo3IyuA6Ffba`&B%AsR{(NZAb`DRT_Tbz5fOr*i>o_%z0U@O|U2 zcSyze#;qqLXkLwB7*{(}`99Qy^U_yma17a6Uz?~l`EkmCf6>s;*T}O;<2UOO;K7l* zK~6ne1>!7}LPls|N(WVDRuy0<-Ujy_mF+YwDcv)qiIFI((3%V^Iya>q3TlD`I;``q zt-%GC6LGZ4sMMi-!IsWvW>-4}pF=oOtLo{6(;LI={9Ic$#Gz(&IeFvkbsa7kUDJ?V z&y^6ZO7nhs5IWZ(033jbi`53yv(|_0a51{aqwN*lDOo*(c0{|Uw^SL0E}H?KBBuUCvr{EGyuK=; zrYfx18d)$rIzXCRB(^#q@fSyEgI&ai^rPM>?EO)zs+G-q98TXejnpztWIHm4cEsM@ zQPs)3qk89qvfSAA$VhLlTyLh4M4PxYpkOOsmDZFtHf=XHZTbEs9I)p4@3i8c9l@Gm zb2yt$SQgHq*=VNLro2Ks2R3F^Y@8!0v8pv@m5l-Z%&6r{WQi87ab-F2TobMkzyg~b zsNBqbch*XD5#vq?33>~YT+LST^elQf?eTy#^Njq)<>}-SJl}coOLG+F0x|#VxprCf~sYr}lzCq*tHU{=jZ|~c4#UuYY5)OzXvlPjVQFQ=1 z%BYgvv#=|c3hJU}o#4@X-6Jk@C0l+H3BJFJ>2|B%fu?{TA?xb@6K1qib~S7MO_RXgl&MjJdkte{G;$S6k z;TRL+x)%!AqqmU9W9tlihOVTIGx~p5mKol{4XC5ux<&2Y&4Cj!MtvRe^_-|wv7)x| zi_;fhF8q7JtSbQ(Cb$18B$|1^L&kQ1nyal&<=iqZUlkS^DGbG0W`E80c}%1B64bK0 z!_C1l9DB_cEGoXJ64c`r{@LeFe_TQ-74eUZ&ut>M}VnSLdARed;o z<*M(30L2j-35syq8YU6?Rg!lt{evf8}i%o1oxYN#m>(pA%`D$oca>U&-8MxP1Mt(A~>_BUQ{P%e7I!IstS5vRBP2 zwE9EW8Np*5ai~)8;GKSpyiPtzU_`!$=SNRDhg%v&h>i)LDA|?2C^JB08a}muc+PZtuEz0qJQaTkX{hf-h?l8L@KcRx*N$hM^c8*OEsk}_Cyn8 z36);`)hOpFD3)29RP0DeMx3j8%|{FuqFL!~q-e*OL>ZTHu8bky$KV9Kb~w(E&o=g5 zgqu?tBcYfdK-yS#kVIx6i~Hw{)BjN_?EnM!GWo22iV_bny(lM_05{mb7gEfLuR9nR zlI8W}B>OXz05RZkzfI9-I2jRQhuWP`~C| zLpUSrkWZ;DK7gcfVMkk-c%m;y9_ciUFU){ zx2a&RZ6&Nz^jOKeJJ*a%0V2(a&7G4w?6EIxCe?|Od7>x^x_mnai@Sh-HrbRjwZ~t8cZR@$o4yP4(hy)CL7% z^huV=aD{Xu3ztC_G}B~tu}_myBz+#5z7>N{t=f>W4$+BLDE7`>MVYvQjt5R)$R5pK zyI({Of#z&XK=cd`l6(Bs`q@i8Svp{*2o67cnD9`!qqcqOK(-iny6GW?1O(7}P)C61(0$rUQE)0EA5|rb;;4h+r zNwdTb3krs8L!At+!tKu@^g+hFUvEP(cgDmT{h9g$5oP=qeL?uduTL6wUIcjSF^noN zqy~yuBa&Sg%{j3Hd^=>SN=!}te4e6LH#1NWWrIPej*4`J41zgb;^7?6`;2WZU}#Y$ znjnjchoenXVuh@#18BZx+=HJw($oRF=_~(yJ4}Wu&D5XXPDnb!Y;`9oB| z!*}mvAuJ?wf!+>Ra+jNNiKskvufhzp;=onLM^gT3n^Mb_)<07!Xs+&x^F9*xuxS=t zR_OH{%S*INtxhwBvjM;`4yOoL_PoG#HhOrjZEf7>={@4y7`;p&ws)53#Ro`$(;m2S zX*cmS_mBhI1Py?lW`iBVS=xFOJe(LJ_uMtfNh=}iyc^mg1$P6?%lB-ZB(4)H#7;a4GeY(PgF=-cx5 zbM)C?4m@_M=k3r?WpL$79#Z1%hTRz2GZP+Z8`dMbtFm+}j_f^4lphStvToq}&EehL zz!{v{73PdktMUY}C?bpWWNW$P~$O+(AE@)kH~^%e|JM3L1ZCe>zs=#YhfAjfR@;^oC4U_{UvBuD=5e- zJ}u$3-h?r#%$)~1!q+#C7j0cYK zn%(?F<0}cudkhZOs>qacMqHHur{0IgkJjhx%bBw1D9bYPHz^(9g2t?Ra-S67+1;Y? zF$156!I|kdx*(w36Fx6{Jx^QKOs^T*f^XkY0*6R)j^KSA-DfyZ0?{+SW~o_fvIKGk zLVwVI0^o?aLJk|wFbF6xS7Ik1D;QU*Df)}V`k~L~4n?Z(UuWe%LsNDac30;5bGlW+b=R()o?mi%@|<(ah2z6)1=?{YR9CiF(-h~p^n*uZhs7w|MKg(WKLE79 z2$f7P&0n3@Sr#Y3=2^s~<=7&u(!g^uduAdOxo$12L8Z9oJPTeZWi)tOT!tBhUI{_y z8qcSyRk;OSJ-z72&|e^KH~n#3eiXK%nz~dA%TIELJ;^U&BmGq9qe(K&lp2KA=Wn*5 zmgOt*praepIXdzW-`k~jfomjW$~}+HfNT3fj{xorIQq+SgJewivu;jgkNdd@0>FDn z!y^HYn zaH@o=P_8#$x_#D~_3YKwLj#%EbjLFcl(hfQndxU8o7O#oM-UpAm8N*QY;EF>#R({S zV!4T72fE^{x+2n_F>lg~T`WIrBX^TK3|H)$o&Ep4V39#M z7oDn6^!yx}=IhY)0T2?&`w}R9{AXS00P>e*p4W|L!XE<_^vPZ(R>}j^?(5%i${*c? zw4th>)}~hzEA;pdEz_?SBPcvN{uYi3rIx%#W_(M~guea+Y4=PZtQVu*3y&?P`=&)i zj;nO6Ux_2Gaf&BlvOM;jmbuc(a=d9dKn>gu@gDMMMAVhTG7Fw6eARwOPD6w-wKN7p zbKU*|%tHnADc2mS550q-emJDigMd3*bXItN+vG*ai4uZ~y1xB_nsL}f$I(C}@a#cV zQ+F~_u)~y=*gI6G+lq6GalbGcw@?WRxSN5>U+Li3!Y=G z4ffTr$dj(~MTmH0Cd}~(9HKB%rLRUh20vVDlJ?j~4GU#cs0XSJ2OE|>@73OoM6s}$ z7g8FRK*MmU^#ZT3q*3YbTAr{7HroO~)4�V2d-qGahsl7Fl2xb&y)ZW+#W28Qy>R zt|Pe4I7fLV2#i{1w&g4M-X<(eMi4hZbjk3YvlF+cke1y(BwZ}=l=ECMe)0DXgnB~q zN}{zMA^`pZ+lFQ|H`Q>*lX_FV>fxUDs@v19IH9^loX@m!_U+Xn~+b|~kB0Q7jlC_z>ywkTpm zy0{@v>Y(IVMK-Cy71(_HCdjG{(b#yOnaOIBQqekV>8c5hB|=1-zK$=6Z3CcUC~0J` zjz5=!&s=r5;V3?wcvQ&)k~ApMjxgilOD;78@izr;3tKKhv`1yv7R)qSQ{l0PfPf_i z_&0hiA$}r@8Hd34#CRft>3%0H(Ib$0K)();=0F6VHFr2u_5VEk2cTv=q#srIl*qNx zBniuL-Pg`J~I9+v=viTtfV2`8+^l0NGHs zz1##_6P4RepIi0t*$4nf&s4Jgig)hxh$?Ec(;+#+z?J2LQ0z$XP-s-HYM$~?eOs!8 z+v{H1AD?tlhh023$Ec@#hVtiAPY&R?90@z4<4q*7Q#yHMI zzR$D0SrAde%wXIS#bO|EG2auRoIZx&v8J~Jh4Q+y*N~N3;1Q!ZPdTgtE;<=*c!)VG z==KfZM|gF$(ThmC3nD9!9+B5eDqU1XqCk|%Bf2UjfbFR;H!V7kgk+|NJEah{=MoSW zE36@Aw90l+N{3qj8PDNp=d;8$wHyC)ksPTHCxwc)_<_AZFsh=Ij6^gk??wvl?U|B9KG%7f4bW0Wuf4 z`VkDog&gDjNLbf>TY=sQqIHj3*|<%D?4^D_8*K}0dfy~AgGhddFcqxJwGvcEOsTE{ zCz96Z%gvs^!-mKA{90|rdG9fXkj8MBHgnE#J|C$`9Opm;)X#;PC%AAVLa7R!82CUx z|5_I5sBF3!*jY2dWhlKsfjd65BK;@v5iKe=)}wYKG9gi+0%Jm^s*+ zYqngpZ{jcbSeF1Z3C-Y+TM;d^Cc=x-@h^uq$y<*D?Q{Li*-4H=RIR!@tW5bG+@?wW zHM%>_bCU*;W=aNR4V(QLqr)bnvj zE4nX(BYLdl)?`?~{Q64wb|*z7PESpPU+8xn!e?b`InJT3RP*(>pZKI%p5Dc@rDPq5 zU+vS+a65RS)n|l9;2Y!?q#V&cd8wtOeD{%OOZpLC!1Qqrrbj*N?=H%3&b|+l+^KO z%+NULyAZ;vRzr+D?CD5lW5p}^}7t3{iZxcVTp%TTNYJM4(QpS8w|D$^L+cM?bq zviI_MHKOz`JK}8vSjS0OP4Mk1<2B9bEabJ0!f>OG6Gqbpmv_9}-^L=&pP$G()}h4r{L+Tdd z%LnHF++hk3O zp;AMuov_yK0iV138@1=NL4#qkqacclJp3&kP>&A>zrWra#O7@PrM~O6Le+x>1!2== zI-a2wpc-iQ$_9yAU)Zs0(=j6zY<-TTjrS*#(wP~vzt2B)r{loHVUCzwAo)Gdv+bG< z_FkP^k_Fb3j5Ds#G+~U5n+)T`k-hmj&x&2=#u?zE1PCY;tfRHkd3E6KqG8bwrn>oW5X@Xm!=dZcAuc%w+O2}gT78RbJq_P-9W7kI!nc6&Rto6?BY{J zqS}T1TukTB0c&J$O3#E~6)HQjdVs*sMP;Xd9yHKY*L}AOdth2SHBs66?apSQAKf(>>6P(HSjiU~=9;Lj zTl{V5FwcUz?+lNoKHTplevO}!NElp?aLUVkp%rfMP#l5I?7lmAYE1))T9?L>Q~e@2 zBdnDc3M&d8eUH~PQ~T0K2&0%9KAq~lH`Q#?zGS!=0ZQwV4J4PDU+T9{mjvnOSoN&4 zmllyaQPMI>ZQ%C0OtKv>eIQakL1 z;V&e|U^-VV-dN>$X06cj-?w{7YF5#%m-q^HpFq^G^Q ziDBl9ziH>!TThZLGj))k;r`5HI(MnDv0L9C5y_1%yd$b#8K%1$%t0~>QP2E*#sm+l ztCjoj5*b~TYc@`d)j3kh=*~0yIO=Z*&HSUw#a(LH%|s!h`*m;h3qQ#G2@T$my^jQiND zo;L5R?YmKUB|E9=+Xsa*Z?7pN%&a9>xjG=NcC1{CXehkvNN{BYqh%=Cd~;l@<_d)G z^FCy%a*61rV-+lH46NoH z#_G!1ZrWfJ)XAinU%@(X*%l}5&VOd`xk*=m$gfdM+6DQvyf;fLU+nY5_{;_!JwKeK z`G345UY=Rw6$d#t>%pH89+qRM}y`&hE@7(`Y8>~6|P*#cuARNm{DhV z(=D!HrqF+Kw5=)pp%mWxqI7e$QB}EJmHxG(E{!g?{57uiq<#-&)%9A3rY|4-hm_+y zV4>K1$`uBwJ`)w!Cga>&-j?`2_logx^G>!Cdi#dr9Rn}nBe|zC-&ZrEned5=B`s;P zq<(2H)0*-l1jhzt3#6hP<0w*Q@>u8opy1TE-zxZwRZKNUNA=lX6NW;FwzY}H#(+0o z@?Nd6B{s3wvY5q`aR~Kx)sWpFq|7C|DBi)USUdSqcJ^DWGO&PM{8X`E9p(kS{AB?*$ApdCo9&(IWf(eT|cakRANlov6s#(C~9)^c~pq z3#MW&Im%OqUnxOX&BC5iyB@5{n3)wF zw#kH1hE{nyMb#?8$|f|>%HIzT4VUBp?-F%}<1=JWEpqRb;=KO(&%}Q(I9eU1{sUUx z1X>_BUFq6}=T-|R@P99S!y~u2&&PgUq+bFg>{6FeQewv!jDGz9bO^eGYdMoM&A^!! ziOySJSSsT)U1ZNLw1r8x`Ys;YPX2o#J+JGnmDqoEaWp~$*tWWEqqi3&aw4h*QJM=R z4^9L{W$dFqQ#zy1lSdaXzZnhmXw>;2SGh@{Wh+hms2-IbCex)WH%+??J$YN7xB3sv z1mZ6RWe9rcl@Xk@3fFU{i~}ykVRdwctRou0?NX$`dIv3Yb_bNDPrF$8a@98k1FeSt zS$JSqK}1ADNtBGh+g9brBulN;zgpU|Uz)rfs>aAm))+<-{#gUtc~e=)Mxb$F%2U;@7x*5M*Z`P{v;d!0#}LN_eT;=jR^S* ztEVP!yb2@~I8eIj-miMy1ixtxOIzeP1OdL!1L#xZ3TX*|7nfqG>RUzqKm4u#mlhXr zI~blJe`=oXMGgEqM|{5lrF@Ip8XrA8J$N2IH9zz31vC^w1@7h!zS-TfyqcV+TzqPDB$!YfcJ!kMupEU^wwyH?11u|?6 zI5!A6MrI+|*>2bFDFbCtSp#LG!NKyZ7fa{;v&bJDSmer;WuTEzhr~Zd{!nEG&K;b{ zBeyM}fBF@eWPdHa00Jlw1Ea{#ntAKBQ~q`c2>xq#PC)7A)L_i>`;|+dPHeG@^&GFh zo|jLXs|@?xAFFhW!CamUE|H1zc(EWmRBao@wY&CPI}pXy4?kYE{YcHYL6O}Xf~5=G z8uf*KPex3B$HZl~yTARpJ-NBt*-igT#~H}D2M9`36D)F1-tDYC6Zv@=ptlpY6@lns zT?jovSOPiGL2*63AF_KMj^3?xDWw9OLqLk!W7hq>_gowK4d_$Mj8f0L3#0QPdud&w zz%)Vwr=v>=<1;$I(wq= z%#{7TsWYuhm(-d24f!0RLa-!5uB#-C&5t}c$)ePMo}5uS@^?$FNNMyx{haHOkeO@~ z6ymoe^X~<%-oUKV#Hub{>uj-uB^YgEv1sdqi7jpycgCmpfUbJZWKU%_J}X6fn5Qgq z&N7CO1O9kwyUf|a@Lbd?+?#BEWgf<#Guqq~rwpA7<(m1WMIk*od8VSge=~ldBHP_F ze!wC#AhV{-;O!5R){t~_bf!h-R@n@igUn`RqDzvSO^E?Gi}xaOnVvh*dLL69%FDQC zQ`qmRKOKB_MBW`0Koe%7Q<41twLUTYJ_3w5z%M-ph5Q6atH1Z8E}fkI_wNG9h0w)X zQ)?hzKuD*;@+ptwAt&vx!$OxbS_awm6_D>3*YZ1nx05DOOi2@?$CB@C{0@NcR2e=2 z%H;?dw<-6y;m2wKkEMNqwR6N`JW;T%`wGpTRSQcw)u5@SE6tdYy`A80UfL@;J$DsB2uOd05Al2{3 z9s6t-hPiFcnG-BhWk@tTlULOtbD*GT5zQv3(5=d% zZ!KS^5%h9ghTsHw*=x}U5MoRC6O4+y#_T#IJg&%nxROnxhl6|9MoFF3YI~@%#A@2} z7sIa!7G!@RQVpBE7P;#4h^pMry4yJ*yt`6Ru0+Wnyv@0fm93?qfX`xT)a7Oel*{q(F>tk^r%Y!6+u&KiB9X+?hZF+lN|@U24Y&bhv6ZyEQ%e(hNav!x zAfsat0W?t0qS+fj6YO&!68{?m^cF#- z6Xha%(N?0LEc2P7ZkQzdXeJH{S!U-Qh!$qJ}+dWCTMi z@;saCb2dGX{3Bj}3bIJQBw*H}d8scHlh_|9i_zC3cU%RX>`)ncO%(^089Uf%{!5cv z#uKOB)Dys$eyhGiTK#8H1wD~y6D^iJxl@anF5DcO{c&HbWhq0YJFC-pU0AEUjk}v~ zqThV0VP*5{eG@LrIA=(0O-!X8*SY~maOin`y=4w~bZ}ttzELapxMsZa6uASF&?u+D zN7@V$cFm+zxry7T3o)+IVO$$-6)qNKjPL#5Rc^LTr51(+#XN@;qUq``lye@?HsF`P za^bA?)KIV$&5rcVpi4pe@f`HTUQGfA_AAf`ohZcY+XKiZa?l- zXammdT=QNn4UVjZR&6^SS-eZ-?P6m!BsOxNE%xXl&=@XF840eB{Ft~PmE4) z(M0-}=aGk@bToN90ok$}*P&WV-!h#(Ri~CwxEogPKtS{ZBm&?=nWhNI^bCM)nvl=h!RGUFQt0b-r&ys2&rgoNsvO-QRO3pv*H_%ovadu zHli$m^RxT=VafhbDIMQKSuTA=5=xjmHTx|!|Jj^K33-$Bt^=nu8n~oL3pxA?xJq%r zWpkazFyO3jaaM?kD0|u^&_v@xztm#~CeokXK8i^q0;i@D7@^if%|smt)t3lqE?!Pg zOi~xXeQ*@`AQWymDX$|fmZu3Uf6XGSKODTeYaEUXMqveVIExYv_5ydTJMJ--^v=gk zm6xonCYqF;BRG_axVH0psKPm zyPR%xq5|N|@=hS9*U*Pr6Y3)IB3Jd4=jnOo^fKy6&wEU2#~tiOAt-eRVNc!_+`?5? zeRwghebTpd(*$Rd;`@Qs|F>!37^wp(xZyRA;C7B5qp1aHrGrus7kg~2J$Oy7m|q!) z79a%{XsBcoNfr94p8~U=K56ggZ&s{zYkVfG2};E|@|d;Uj*7l+J%pPXa1RC?6MC*G zpAb*_AB9y&4+vQC5fM?zecrsr?|R*#h*sS`Xf4VUoD6jlV9%ihhEe~nh%c7000guv z8Az%#gf5|t?2&+YGe&Df&$(VYzYJ`m0X``!DIl(!I~uU()1u=^kfanWf{*H#k(hv` zu9ISo7?RHA0NvxC6QRrOboXVFa4b0@Kru{zrRaq^Z48YA-us2Vv5!!Y)EsFWU>q;7 zAWJ5WiN740>i1Gpt?AFbQR$Zzb$5ujMqQ3AEVXw_ z1%J|Eq3*x*wZtTmPg7J%$-+U|pL?wmXBxGE@4oB}+3eJwug-^A%aU*Pn6)_TbLg8Od;SfGNVp zUjgy6tPuS0TG|$u2oH0}eGxYj9N8rFPz(#Hg{-8asW!XwjUQd>2M7?LLw(pwU#I3B zik{&h?ura>k3%2eHRQ022Fy*p%UjPK=7>d(c*Y+tx2es`z0Oty2gS4|VAt^@TDWQU zK!aMlhK(qN@gyj+Uum7zxl_A|3_#PaTJ(=I4is>^CH6mV%L3_dwKvD^V zA*Pww#(V=}@8J-ATJuKA}yJRRm<8iZ=PyXdhpaC$@JoQVq)g%+E9Ww8IjzUi5ryJJpjVAYx;JcvCe%Njjpq^iQgScn%w0hod}}IsAW=2Cv_> z%~f?bc@~&lv=vDrx;f%ZE@cq)8TGkzveLFzUbKyaUMD8mEvb~o_mYD_H-c;4*9oW) zEwM?&)edOxxb|3E*6k5zrr=y>77bC|UJ_NEwwWy?DB)_w<)A`lW6yOvjweIt3VGYk zb?1xA@5Z;aP9(OJ&%Z&~qji1fc4?qqfO?Hi)={M?lIFH|sr_>XGbM^iOM0}QuU=r` zl6I|$z1+uPt*=iN%i$%u-UJsm?cG!zBk`76pg}a(BP_Q|I+c&UIl4d6#p$~e$j5!R zU~PWnx4^v$!CDV$=(|%h4%yUADeGdvv2@u@UIaPL_px{%xF#izy30}M5n}K8wO~vV zz$j;{^3NCAp~jU)gXLPqN!wy1SLM-L`D=FD3f?JefCBqtM+!rpd*d@3X8sKd%(EfE zM@9`C4emJ1TLn_=V-H)-vJimAi$M(8Bh7ZcuHRpJWjRZ4-j}_`Fk4`i82cj%sVvtVhXev-^g}9zqnCPm+-| z=SYZ~>b4bmRM(-m^0jlKx?w(m{l_{O#eq>zC4Qf;?&7A@7c?VOT^4g4lY88@C`$C> zzwM0YjiC){II}eE95&)PbLWXe^ibD-EOYV59#Dre*>%xyB|U`Gk`L?aY z6%s2m0inkx3%V@!)Ff zqfM^}7gw`*!=!=7WsV@GH=$8wcv$fHt8Sn1#buKBN924s#dQboM&4zEkCPH#MqdPq zowo4^C`s}9)8pR>h!+)oD<|JVK8~;K-tft@T~zqsL-{h;X~GkbES}B6L6%j zc24luZiNv^E6_bIW&bW=xP!Hfhv3uh!3?@Oh9sGE&WG&bJ7<8G^*?Vt>=HlwM<4OR;tB+oZ zM!{SKJE0$*-pXCKX^*?CDeKR@G&lO%+1X&1UvmuzltQxxa$w>IULc4Xc#|&{LxD^v zT(v@QoUi-lG?w2^1}f;eU2G`R?Bu`>rQWpCJhIp2!J5p=s4cye`}M@g%~# zAy-08@TV{Te#4 z*P*3VXdqq<*xwg-IJlJTIdzqVdv)35#;E8Fa-#Ti&xAP4PdFC|B3ojPWW z)6Er2vprE-S*r_AHoO;VZdAO+*{b&St9ir{-92}dCqugBg!qFhjKjA2!*t&qgvXrv zk<4G02sP4NW7S`W)!sO$NWN25R>EzQ( zNpM%am2C>g-!$NXAwNQGh+DrGg0bO}vR*p`qcm=(t{ZYB)RZcEJ7ll&NKIqZ`KLE~ z!qmSDUwg!meu|)H1X0UKk|{c#n4R9L8>`e*S3xL$V3S%L=Q8MGwj^N z8J9Z*W{*$mh^`FjM3LF<6Z6Lcwim`)+={A(9_2j5E5_l-fi#piUk}B5J5cA>a&v{? zU%0y%26d|9cEyPqo$zJA!IilDI{H>8jUlnaK1w_xuWE~Fdf-9CD%d*X0F&Xu5V#Y~H3I$+yN6J)Kn0$2m&gjl z4R6Tlfm8+qt#O9DC2U3U*F5U;;R8G@PVUvSr3oecjX3E^9B5|5Lv$+k=*@qg%jexz zr;#-?vp7>kbE``S{&d-O1+uljAJwhvTzs_511|z>`f;a56jo<{u_=Ulxyu$$gM;Ck zvnf}(rOKBtrMD1U1>9iK2tK!@a#g1Xe~V>;%*BQp><@!-pX5uLforA&5_cZym zrv0YdPe+mu7yCXBJ$UxEp~*LoHNa2I?Bm?87SCS+J)}L@LA{Pua;|S8(Yj_eo#-aD z3f-KFH+mnu3ah&c@V51q;K@VTPpY9-)|;*;AkAY@Pr8dpukA2=oKI($F}BuuSefwn z>65nVY3z`Hv6+#~Q5a(|xW@FM&8`ygnm?@7{YeRd-yY|NRy{_dyIzIoEXLIva5c9B~+#g;;=gc2FphZ+PyC;0) z>K!gaW-FDClOt5l2KmP{x^aHh=Uz*^(KI|V^HEWbp#E&}eWrTsun;o;RGotO{i>~1 zqJOmj05h^x2IPGn1KPbU^?W5vbt>Rzrh=wCP!ep=GNeR=b1FyX4aT83z+2=6b(u6r z#B-in(V~l2@Qe=kgK*17W8-0(3pF)zI~En4(_xH54?a8C-%GGxxSji)EC3g8hrbQ@ z#gNp72J$DfxX=JU#QaLaVUTgEZY{zzax#!es-Hf3TW!;8Dm7(^lE$?|aZEuu`e%j| zVdYP4Jc&UaroCL7mc!KOAtrF7S&Jl35?;%SutLpl2mF-E>Nn!WwFub}#l|z($#~}t6F}oJM;oQN=l*-alsa34P-jjum=e!+NGSjNZosAMpXLZl_AP!- zw`Z0E&*7uznc0}Q-pNm3Zw_-lNhzQZStkoRfCc)$O}`C)CRc5ZwGij4xr4hFqRux5 zQ$!z`>m9p%E@9v?OaMc8Oq8-Q<_u|Lv^LjjOHAaObeT%f6`5vVsKs|wU|pv+Vr;6n znNK?U?+pj9;?j*s|D0rdGmib|5 z`{1+_sLuw`J6s?FE^w5WCc7g~O0RXR?laTKW|>)>Sf)uyh@XK*Dvz8f*R?*8KKki% zRkZ<1qYjZ>$L5Z5pKU)S2r9p$%-dlKYsSqMI^3VeT3SBJXusBM#-tQy)#l{$+`7vrculCZj%x0%UW9Q@62x> z*u}nSCrNyXH4^)|ygO;+-12QEbEYNp1E7S`D$$yLJBtXS=(_VRN`<*{!BZ@gB}3nk zlTRF`>&nu~^&1wrAJuH^DPPInx!pZACQKN=NIVk0T0XrVJEYPfx6V7HjH1$|EV3zl zdQY)nEvexpV++%LX_0L_(+Vb++RD1x?9HE}a+)a7V~yn60%n^ z{$=2N2k7|NwH}851Nz8+;b)T~uaCoB^JY2^k-y%$F0Rt8693|j8ttT6Xs#^O3}2Y;_kbq?%+n|WbuuWXx3(qrxyGQEVi zK5-aG2D_oF9#b7Zfi`=P?qHaWI1GG%?MV1b?nq0aC!3p&@=k1Tx$W<|#o1sq_<`b) z9AdNfDAE?kqhOQeV=#<+aE>M+D?y3v8tfLpE?i6h7RqNTCXspi)5asT8peuUWXTiG z|G8oZ-Be*_Rr~x4Rve6l+@axnN+88re z^;cF~VxrMENhqS!D!k;@0J)4y!0q-VLDr<8e?HL#BOCc5y=c|%=@$qq&7=P(JB^9A z+FmpERPv2&9pL2Y*LP6OyWXm9$<(c3b(R$i%@*{^Rmjz2ug>b24p5ZA*F#V-FYhQ` zqo?S9#*1b-Qge&Q0)ZbJ+HyDi|NegCdF!NUrR4y-8 z7I5l=_WG#_^*8+>&mV_-i-yE3r>!AG`Z#5#Yh77wm4p3;fnX^)r%hk+QK`{0uk)R= zP5;48KknsY^N-yR#{XzUd|=J>-fg^SGnsG7jbQK0{m{;(1ZMpuxO^*^!N76!IAkzn%Fx36prQXDSk1^-JHWyJm4FtqARIttSQoE)c16E z0BH=ALjv0#+Suz~Ormj{l;lm%THMp(Tpb3t%DF_CI0T#a%@6?XU`CH5Ux>&Z*pkxc zW`=fObAZ`5bvn_)oowpVB-@_k{`aQF?Cz~W;x$eMQas_pGUo9+9U?P-P;GB}on#J1 z9sIc6Yfd8>sx$-Z7hy{;FZ!L8^Cf`pn*<1JPk**(R64HYUHD$IBvZl-k32QobaNZk z)Ov5{w5#}W2Cpvd@U~|v?M{yYn;IE?ZM*L0Fn@ndZ_QJuw=4}zm4@LrpIq!*sK07g z;``$tl>6K7Ym-J}#xj=82QV4s4|_%ty7Kf@*xy)(TH{b3640-FRBAMnBV*y$%;ewf zFyrK2oY#cYTKqcY$5O4Ltt;v<`D2m>AXw~poiULf7Y zBWas^$Oct_yDUpX(|w1LN0)wy(36FMUh?D}>fE`+SMPPeS>S?B^6Yp)x&=F&K*&%h zvzYq?CtYEgL*=;mH{}YAccgFT?&pm0+>qw0DI*q)H$x@+`D!{3r0;-#1;ef3iT)ohJ9cT`$OPML*EkD$nb2yZXO}Ee9 zF80by^}Tzto^MPx@_gfw&Xs8xmMl+}ioK(h4pIId_4=AM+xE$yEZfnrxP6UW7?LNG8d1?vli4*W>v*)qZlg})O{SI_vhvSV&!h{mRRh^a>M~}q_$v;z zuftTn>!Be*?%-j?5+CCAQ6-#i&%G{5kaj`nrg2VW12!Hd+nSJKhxah^nX^8}OG{0+ z{}xYt*(EZ-)!CO3|I5hzsYm7_X(w$ym(e0M_-A`W9O1#2;Eq@Mi6>vOmCvJkgCuVZ zg<)++8>pFp*a(Ji2t-M$OF3l5#-@^|QXOok{DJ2szFjfqobfa9vGRgpVuxgMsg689 zoh8f(beJ8)`_PonEL{{WV#^_DTzjt^sMKe#Q7lXfOhal<{21=O(-*2tEc+rslb8?v zz$yIr2j%(`%}bXB)0KjmMO5lM3v3WGjVxh?!-ElI+6_c&^v`CO5{Fus-tLB5^{ zsHUOZ$~pJPsj#S437*8@NFy7k?oOvR*?vqrv#FlvFtZxvf3Wu+P))Aex-c#a(nNZP zrS#sbNS3$=5(K1IiGYBBbPy0EiWH?TA%IfF5JIRTML;ytrAwD0kRTvE0f7ifysvwo zz0ZH|S$p4e&b|Nm?|;V`490*j$(ygd?|kQc=A6&dzo$`sz(FIM(IlF*S13DxG7S_u zh~1;F0bQtIi?FN;d7p54!K7)SB|c_n`je<8#&+aPAoRjw?b4vh@tH zwoFFA2Ow8PzC-8Pe$Z_V0ab$s?Vf7|42Yg#eA*E}M%ORoiS!5|5-zi+UBOI>(NHe1SL9rUHX8EPV_slXj*?B za||$Ro;CdSVcyx`j}QKcjL{b3fNvUTkCvNq-5LXeJ6*I1Lf7Gl z%TvFNDty-5)`a_zGSCL-{B^x1mtHKxtFaF74yaK^eJ>t0&?4V{K%Ubw%_CqKx~}Cp zkHjJurEtf75|Qe!(<9<8B~9b4nt_{tIld!V18 zf)GJ&RJ!hM3gcF|Hte8)5jgL1O}Q;OXsOXW+{zb;g0k(UvJJfe;HCagNdKd~DYpR# z>qKE7gPC`do%$3|nK3Q;C*oM%L81rsxF&T^o~LM$PCY?~!xvfa*Yi?-Q=30Uu^HV{ zWL?``(~(G~$&&PuAGf|GQ61Xtd?B{D0(seX3;Vna(R_niD798in>6m5T$BXqAQ8~vr9^h&nEiFFF_((TW!w14#86*_ zT?eAU(Bp4!eD0}ssFMAT%(Cr9i(^mXyrO>y|?v3Mn zam2}o-%u1i=n=6m!q>C~gv_(Br4ct8jdGj;`1mZhx0P+*w772woCkg{C z-n$tn=eWD7)>4y24tanS*1`IGnFW?Xy3NZ}#lmT55kUu9_7Mwtg$yk|_@T!ljJO-D zpW5-&9jvF<7|O%Vy5G@JGxd&#L%QDaj-yhqpvHBz3591UkkQaej%%sfH&YZtX4WIo zsYYz>j6-kUus-g<%fPBQ*x)P{fPd9%tbH5{Ee2Um_1nU#tkR=-?lQbB@^{HjCfuKO z$ll{G_fR_4GEk>X;-@HUt&z@as7Dx(^8MXw5^Y+kMNoR00}8m#D`EKzY}yE*&da3? zy(#7DHBt==tTa^@>A?{la8t(n6l&uSI=3PA=pN9U`xtR^o9Wg(|3;|)Y1&8r?oG{L zQikb-ye|9eyJu>i_YfoP0L=uB&)$o6F57Bk>vqd!(Cm;MTkl9e?1#F?Z+y{4q)zjL z=ahu3UZ;DboXJ()@JQB2eYGtXXq~#+unt}AjuuEEaY-jAlacJubP?9bY;tvi1y33- zH#}y@>QE)Zm0}g0Eis@prOw>W1IzaY1u0rB<)_P_?7b5v`CkML(pN^Sd9Bfj_W4@N zynJ7FVwYl*4!@Dc%643^W?zPWib}^FIZTs5mhS;D(GJunxCM~3719%=uu$`(P7)vD zH9K*!g>*E@C}V0>?sc-6$U`;Oc*!o|i_{l1L527zc}%!#cgF#+4x;8>VGRXJjl)$f znrN>>r{)T#!#kqdZEmX3(u*LshYT!<=(N+5EK0(YN8aBMO)Z>Qdb&u`N^poM>wj5j z^P%*nU8$@0MA5@G;Fqz_i5&MITD>{0^i0^W?T?UPKf(74qzHuz424Z@Xx#)hL-lIi zGXiHyyN^q`2FnFwQ`#olyH7f@JnFx>YRqNd3m-;D^?Z{YfC%7R=RfuB=T3f0;qN9DPs`C8|}uv&^+cl24(N!qhwQ0`g2STZ$h zaMRyU!7o{YVDIi1?xKXO(Moog(-1CD zHDd9fWaUtYovqV8IOKgaK7$kovdxgwYJ_$!+6xAj&{&T;G9XXX$o2=l%Cqz zf@hcMlF$wRZoC8m*C}6e9J*E*N5}YbaZx!{miGS8LB~80S!}T!ONlrkW<3!mlb>o{3B_x+6{{c7j8>lk zjQ2Fp#FjBI`TAAp`O2#XcT7Y(Ih@huN8^X~+yv!J;!Tk?A>_7#CS-av1iWxCK`|<7D_3}F19U28fq^`JXFOBKXneo-2JJI{&v_g@;d+D0Z zAF~xaVP29ah>hM)6M4&?-sR}P7daFNaOkKlJ!&8Ah*Wg|c6@7V)WC{ig z>z2PHUGQ?PvAb(m#;L6Sb+~IdUPJ(v>5W`!(!*fwviM5RubfKR0sWk5^x zmdko6fV{_)X{Ts?h*v-8HgIkPc~wBPnoBzwJ>(FU-3LVl{OFdtSYythKyGPe@$Wgl)R9hCOdRS#fkey8@Vn$Z zYi6->t8fRcitD=Ka?TQ|LIWe9$HVyeL(Jn!@X)dNfIrH$yW%(--QwEXxg3R<)lV-f zb1Hpuf-0zab#uX)9%7TrAGX_cNF6!UDP;zdryIRh^ROSWNnNH$H=VsDMQKtsg(HK; zFiw)~&ROYHd^G=3bHi(K`>~$*1OyN2`a0nJv_6qvbj=qB5FHm#h|SNzozpA#756qB z?dCbns8~d)*}Z11naz_=9GZ4Mbc>Zk8%(&6dPZ%Ma!ZAZ*_)Z$?*1>gbr_8^6z44Irkf4AQ zes<<9iHVTC(M`PEJ*PcUH2m$&MIOT>TasszE<=S+4)U()6U?Voott6VyYi{oUY;0- z(;J%$vF?Vf3GI>Y2}RJD>POXy)f--x=*=3t#Po8&G5IBN|7o&;txWy8Sx%)xI&#g_ z(l4lKvf3h*mBpgo9=}6TX?6c5X%U2a&W7}{SY*WWFxT+rLC?8-Egi95pDcU6 zW>u~o0pDB#wN-;;mZK1ZOgYRmD=1(i=ab*V#p>9(`~ z;~v%Tfm~PhF7PGhGj9u6D)jI45(i0~>lXc>@WDmZ$!DbqG&7$|%4ZGv4B?j0S07t0qU?XC z@AEBL&Ejr&xh38UMNj3ud0mt1@pNNbtv@)g_x0=U<)^bYE-95g{N5#!T+VopedA<`0ge@?YrYf0;2WDQu=q94RjUg71~?_KW$h8 z)lm&r1}Hkp^gPO_-ZX{Z604Ent$bHwXqT02x!~v@4`-pATW~~(7wV7PNHZ^Bp_wc< zg^bMkgkj%4Yj9dqbyEAiaPJh|FQtr-fp>}o#unR7zLm4qE9U)ywOQQx#=*mVU+3cC z`Zh++;9tFaikspZGa1W>FJ{6dYd_6JJyAl=-0)@fei^fquxiD+_N5SxcK2|vpyH;| zh06krz>&;6hq ziy9p|+!|UJDVjXWeuUc>YDXL<<$V7hefQ0ULqiJ3nrAjXEKRK{B3Qp@4*BlKmitd$K8#=L{Cik@yydc~NRs5hCgL~omsJq_b4P|Z4nky$~W z-{#fUhN}3A70sorQbb~ITKEv0W% zjI2MLBp7xe7$_3N%AuqduSoHNe8HIM-sw3Jh{c3DPpX&8Xh^wD`nik!Sf&d`axbT5 z41wrn(W3-NN0-OxE!V)Hhn0^jZ7{D|-N{;37+8s>$aN?R4Q0=>h&^Y? z=HP4D{;}NLNQfsP^s{ECp2)DS394Tbh_}hK+m0^va%;TaUk&6pTIxB^fdBl(>BWVL zFy$fc{i(+9&$8f&y}@$rGToO(JC_>!p-dc1M&gdFHfU*>;Ba!jPTmtN%v8D;iN7FQ zpck0w79=;X)}zWF{geEIWFM`-odbKv{nmjUslCY1Y<;h=9wiM`2=O%aQ(iWrBpgL} zhiSl1)RptvNF>;kmeYLijEFvCzaTH#p-Ftod!;OORKKXNJU%I?)J9-v6JmHv z+F>$acD%i@w~o`n99h0d;%spJEU_wD9C=p}b7}VG}fRPk0`cCf^8tfA0bI((?HPkbZWxQfFg*fZj z`>I{$CR?*M+x4K+ANWq3LDc)017dYYR%b>u|F<&pN>keO|2e`XXM4L zv~PxN38=*O$u@#?SCt3{v_$x=G(4-4|0NcX=GkNVw5;;3=Wj|@jt|X>!~teEo;HNY zEj>Zn1gR?FIk^`Q3yw}Ye606UP^(LGzT@NAcze6LD8aNTb#0Y@ZQSLJn^1j+kw%Y= zLG^;3EHNWF++S%R8uQ08U#dZTr>pRB<<_nO1ai$WF$lKC zShvDhuKu7?Y+QU_1;Oi1UZ4%(^F}rBEfT8SJ1vunae^Ub?#j#63FVL4@ID~*Qy?6h z3CMGVq$e@U1T*O({e-NRDqc)y%fo^ua}?q!{w>*LjZs1j|}#0<9i#sa~8P zxl)$roNm-+G?QhPHu6p|O8aBI{oZGu_s(ZW_HrM)6RQ&LhEzHs~Q>PB|$cKYos zf7nEiaMCkJ-6_lSni7My+=8%5_)KE~DsYQI@5FS9_UoG{?!94q?bY&45y~^4Dx9JQ z$~5SXd9q{JD;wv@cli*mS&9x>2&>sXKV8`V(%D%mb*6h77pu;M)C{~7kdwcR!M_gX z{H>Q%ccAQa=|u1F_deEXy5G}bG|D37Ji-68ssmC=&wEz;!QjiW926iGh(%vkOSUTc zE-G#syE<6RUno{qW)TE(%B6FX3)wtm*8K5yeDMlAc4zBc>u`GeV5RhpTlnBo15=dM zqSi=}jJ3>2dSPv*wLz0w;TFRQcGhbF(a&G*0U~~yVa5dRfu+fH-<#WCwtYcI(+@fT zl=gLcRMk89ELAq|Eg_Zw_8K8j6fzd-e<)Z`PY4>#=lm+n~+wdhGnSA=Oh0ez75%{JYs&0aF0=%y|;Me7r(Vd2Fwg?U1Ym z@&(GG>I_;YTwJP0)8cHGZIMmLMD>$k&6C%tZ@!Y+8vSHRhSKpmNS}ouIX%%w<-^Dq znXsu)r;EC8P4hDL>+oq^F6E{<<45X4ccWHmBDM#3TG7dW+vfZKp1##x$po5A_)NP^ z!0JB#3lld#^sjZe`j{=PYw7xiVu_MhKJE(Y!{t@mMQ~j)AjiL;czU458>2JLs5a(2P%iFI;}^C2L09Bv1QH$t02WEA zKoEF=8~sha3*-$dAV28N-$jsgTdaT3L671Q#HIWnbUV9x@M)&b6w#+4X{?=WqBs3d z70EuQBi^J9r$vaZT%hOW74vA8Ci|p!F<5mit4n0nCKErJd|oTs^O`aC>OY#>M0Ipf zHCl}G@7A^j44uTk+({29wQlo#nuA>QwW<-Bsk>P2x1Bqs-%~m@^Aru~#tB_{-_D(I z`}vKEySLL%X}dM%<~Ds2JgZc!K>urj&x^tY-HRv2jTYB6#?f+D-Fh>>!7_Q}Bj3Es z_MX@YL|mQc^%+!Y!;>#7#w5sLKYs9W6}500i5{`&SJidD@Pem< zv3oG*64*JG0&}{Q4!qM|ZE~!nP4X zfRT0%v*4_`grpW2<+U+bt#r6ICO-C&aEB!Oqmhg1%+V&hmo#yz!RvjCSC-3?srv32E`l5jgEbNbQ?H4Dy6Gd!Kp_;$#MEmLrjnjA zom`OcJ-wOt^Wtp}jhnYadTXV-8*I~Db@C>^7jmO{dwj)m-tBwM5R=vq-U4dF@E%aK zd+b2VwS9?wa?>h89-V@I)GVv3 zvK2=>@u*juYOB&4)Uv{)%MJL%cje?pm)jQu#sbx<7PWSvTt(^(Xzie}6pX-YKFqdA zgU5Ga;|^Z!rSDtT*~?^^M3|jZH^XHf=uYhO6<%A6xjsfNC&dnYV4DxC;1ascLC)^9 z^#B}nbH7f69`!dUgyx$bm_Ivy;fdX?rjfe^Et#+kf4(H=fi zt-Ds^Mmt|u^t^EO5_=GD+|7&T>hP(__u{U0sn4i5lukvTbXYA(7^_&YaQ>--`y1%l z20I0jNLlG>JS!hDjh^7oj?sivB0St)%nEW^M>WJ=%xOUnKL0wCua@hlk^Fp{=5g=b zOZNBSot-^nq1+daM3j?4W;xv+^(xg-^ZcbF4NUM~GJhZO9TY4x2kb@^P8lQHRycE! zz1UeJ0^)3s*rnOaVlP)UWSP^U0&YF*Lt2kN@uaxtUyF;-jDGOVD_I!PSsR#?r;=Qy zl$*Gc?3vc3^CUSZDA{9mB-m)$lyf#CFbQILD59TBaMmux14c2U41F#^*EM}ERl%EO zP!69QrP5W4(DQ|I`8s|uQ#Q{fcLcm}?g7vwCr0ikku!-7(0bw~g+Dt%L4lia)Rr@A z7Fui~@mqSNrqTJ95x+0VD!D0o1o0=&9CnzV@XJR>bj|S+tAz}wm&5NqbsEW+G-l0P zkSJaB>b%~@wJ0?huaWHTfpx_WbY3?vH)=AWSra55=5Z06xS{|nL|d$(b!^FWt~an6M5vMlX-7L|WTN2_UUAUs>OU&-5OxXtBd zW7NBf=ebdhc@9|;mcF;swR_7L@pSSaurc z7zLM>TVkwxD|z*ci{~fjYqB?}Af0P4O4A6h`|O=liF>Tb8mHEkqqxx*QRn4qS-EDu zksi5@$MTt=>qZPtNK9YoachilQKm^RWTe34TkYWt5iA0l$*w@ zDxu@cb-B4Kfns*S`4-pJ5oEe=a9t(=EiMg0kZ!f0+l!!eSG7XVI;|S%zE_GTeMbul zMJ$nZ_A)}eTm!F_tePVy$_tDPa~S;;(0T}oF}-7CK-94q|Af@vr>nD^d(*9Hcw~BZ zwK=PXCHBxSpTJl0>(%W2JLxa3#N9M1sTkhupI6%!D~ofT;ET~@Y}-4TWRykTYANl(Lz2%UVlbx^;D zj7rhd-ulp#R`+q`CtZs{i6L97eN2x!ERjXBT~@0Ez0Tr*oew$oD_+1k@f?NHDNiDP)i>-8b!W2t@D+f{(II%ON-`$3s~e_W^L2B;rmPLVHk33|rTMo`QeCYfUidK^MIWy9g?#fx$h>_~Cv@CeXB ztp`&%$QSV*FWj6HAs_30_v-?;zdrBPhZ5yxg~y++7_;#_yDn)OF381b*ic1_HN_WV$FK~&C+*W*=+@hBR(G*%Y*u5))tAhDXoGP^!aLfAxFs?;h? z%`xx^weZ`;-bFdMuxC)5v$s{y)shrP!%q+|-8-rrCYtn${wK{Cw57((_pM!q7>v4% zclmJ@tXpUQq-9I$I5ir#FoFC2TlNOPI>SI%Qi(l+UZdaMqeJ|mND%_ysPqQ41+g`W z+e<=t-ld})`?F#GtR3uc?%HuG4gC4PsW|E+oyV%4>YHIb8M18asMpP}b6OvD{g=XH zdt&QJ@c8UY;~~{&cw-9Zd~%M5*V@E;-gpyrQTH^z{Ygady;JzCcjBa9DzApP)( z$?a_^SM~U+$a$(=Hc7sU`w<435>4-7s=wVLvJMQ9W#R3z@W+KO4ZA!7KsgwGo+66l zsC%4uZU;l0c$qbwQ+42^K9sQM>oLnEVY2gknP3)l@0HGAsylSXdKsl?B<)ze3x$Mb z;8tjo?!*0BlA3C$cv1_fU>R@z zOlOZcCcRtUxKL7l!!I|5xRdN)gxam%pCSYPZUn&wMN$}PTi$Mar{XA(ln*O~vHIuW#!*aV3=Fi*m1(@lFs%n~o7w?iateGFlE9 z7}F9>d7wMy3~UI!xD2g*x>@U;wX|hU94tlViRZrNFklfxX)aVqo**cPNO{g`kkoG7 zC>zYzX^OYB#ymcJ)uF4WuCJ00dVp-o%_~iCk7N%<5APoa?*~xx)T>jP zr^f0b^7jLe|M;rI@WftXOcDyOzs?nTPvLW1=lgVmv9S?Ck_72w zrayK=n1^Yjro||^ci&EwxBK z^=wQGiZeae4Gs5m_mq31kaAT+xFQq>O3Kxs-k(HreNNXxKXUg`#~RL>y0d+-wXS7k<(^?AZrmSPoS6(JQjJW z*6vTmdn6UYKlZ)cS;^eb4RvzoD)!|f1s5)Lj|d3Kg(W*(AK<-oBg;Jda=NMWh*lKf zikvpK?KAIvlf00Rx>dd_ldz20G+#`ywWXqTU9k4fb9Ms@pJCnY&0PKL#y%04LY7mP zFILnHj$D@9uX+16KD2o1(|| z#cS_iFY`D(d1CfCB~4*QQiHj9gr>s%?)xo@_xoA|@Dy%ImV{1Af-bkL*1)atSXn$N zNju*tQf6$$1X?WY{Iby-Sq3$NvKOyd$mUbIh&=m~Bn>RV_joIu+ig^_qCP31BKN0kSf%@S=a>r= zS>Y#PRT@7Uwqk^*PL>@?KR6prJNrV+ruLMOl7s8oJ?2J(uSW0A$chA zLyt=qR>@pqY+o$LbrJ zY^b(vg)HlV`~DUU%Dri4mefmIMqZhi30Uur#oNYb7Nc~Mruz7_5ljr`QaE25WZJAQ zD=`uGcxv;i>5Y}kaY4FJe*4aF4F9t@k1}ga#*O7gt+GtFjWQ1|u}Z^ZHZrX1>ZLu= z=S|cmIgA4XWe0S3jMPS98#{e!sUt>msU5W~sr_3U#;VG4Mq-l(<68R2bFe%&MnLtc ze-@?``)i&HZzrJsb1;x+e^sA3^zATTC&X(M1!cp)kmpP@wG4g|1z7%n)YOIN4SDRa1m{7^!!`S9jemO!Pd1@ubS8&pNdO#O@_v|;j2 zdYw7^(igdGWnbu7mCzerC>x7isFnE?W)Xkkq@=UIY(Ltl ztnW;@iL281YFS3xc&05s*Exq4*2-IrdRr7)a;(p_h_B^TdNArFl*UsvD*sP z;xaXL5jlP~hP%rGUmtX`SD#)CpFEFFh?*NI;gRk4nM_luj4e5`ZI z@q-QR&J!j(3%MvaN%tlbDV93bAAHq(g{KOSG%t;?+lxIk8C~=cyMGL|Sh=7;UkLPdYvw92a%hpY7aKq1!$YUxk6RcZ1_l}n6S>*@)MG_~OuP226c(|F7%GTY<^II*{o z2(%0Epw&1ojOd7;Z$o?+g5c3D4AgpRJzxvgq=<>^$gbk1K&|;tE}zxHo3yc~KNW!= z_|sltf6(Os29c#FztK~Ed;NpX-s%V402piM!}H^`Ux6D|QHEGfL3{`Nq<}h09&k2V zLw2D!$}1^w8jrX^*}qKTcNCmv&q;^qU_$I=no)+Uf6&P#(m@C(afiJa+O5eSbXf*; zBBWpDsqU6P=+r=4N8kDT|Mm6%D>whI#E`l?`}t%MFegNblHKr=2)s0C($u7JD3YNN z0?8PSQ@IYs;Qkv6kGzhU+g@xgRv;|JZXBlvbp;Vay7fl_!V;I8s) z_Y)%?9eEznA0duJXk0(&YH{^?SZa0$pI;aazejnqE@F3>Fpis-j#Tv7{6QDdv*Ety z#MUvt=FjOKWwa-q-RJ%jJ7!&pBx-1NcGacg2iT8q$PB+Hek<2n!0<&RrQIt}yBM)}oD@g!2T z!z#mF2^#~y);zS%I@$>H|HT2fN@KluMwV>Ut!1i=COjNm9R?CIZ@7?E%=X@0*ZP$* zr8;$e2>snt_uy=MQLb?7+`Q5qSr86>U!~9j#jdY2z~ZUFI`-S)$Y%`;=;? z>#%x7cj{y4I!}D)%U6YU)L9>$yo|trY`_!No=*=UrHh!6YpJggYh`!cC@LlhkY6kV zN|RuEXW^(j0f-JTLCb*sP{q+s>Dumt&@hH+h;+1|*a?pTQ>VVpnHBLkn!AZuOMc;h zUy-0b{QOOGL)P+Uh#DD>-z|mRh{MOLmOB(%^a!=rm2)`apd1PB${(X19j?^vTUvfO z#7U}GV>DmqH;3G_*;;v0NN$ze7VF;$C$6>WwzJ5ocC<`Q?wcbCONwsPXNLJZCF%P$ zwdooDSwqCI|ISw0j))}v&&(290`Pbh#0bnULX`DdG z&^+uKpWJ@y`&9fA-oxk%?cR zrX#%MnegmBb1bBd?3!>x+eV$ieC(8iS*aPy=kbYaPTlfI3%;8#$9*>!F7Mm*HyqR$ zs3j8nE>thPQz1J(4J>}iw{oT{cDI5{{Xqv_b^;TRN$vaWP%qufwIY1QRVh{lLYD!qMo`JJMzR+i!ST*)l4a9^szm}N|(aC^XjW(x?Frr z^YW!(GC?T&!Mr>-bEpkqOd$w!61GnC2YiY?*ITO~+|O@Uanjz(YDFF9L&Y3RZJo^5 z?oIxJTuP`~yOta4U24>&LIxejFEtbgb?1h}ARPcGrR$b0EnJue+^lh;&%HiWU>x!#~&tus>iWXP}@X+Mi z_>S5P=C^EJl(Mdtk~)HY3N^4UR9k|ow4nD3V|2xf$@Hyrf<&9xIJKcOt9PbD&RE+R zWB*XgZccgctT&Ez);*Zil4PG%Id$_lA7b8tc2^*GSk6jQY<1Fra;UPkYiYI0a&?qp4H(E`)=0#-%gQAU{ySOYgQ{aB6vSIhQnyQ@RPp>m)8IiExQ& zho*AJ+=(8{$$(kpQ??gzUHLoVr#%@H1o%q3-YBf~NIG;%#I1Lw75Bm2%?+n1*CsyapT~&fVfN z;kSaN^<}DLjM_3RjzkzJs{NE}gj?=b7pnv$-Z$G7{5pVw`4w=`Zz{YDDU;*{yXLa8 z1?C}U5N!$wOpHdKkKs=5r8rtl?)jQIO(=YMH?AJJ{?^#M<>^EDfz73k*P5#D=;-?7 zDrT%snAcxB$y@zR@pw$zQlp#%`~ixe_bRt=JO`6L!;VEeeznZ1NMQX|tN5MS{EUpC z<%}P6)~_~j^hkHIT)9FKvj!+m1tKH57uCK4viG`7eooY#nQIu{@}8y(lG54|bD^O^ z5B>_4(NE*fAZ`P)7i}_x{=U2#Zz!DIi#5y*U&y}3V^C3-awat0(YkT8;f;4#j>*`o zl3b=9mPGrf=bG$CM8M7ol6=4H6i6&Ov=}-n7qH57L*t@mWZEt2qx|%cc{0s*x#-xU zlou#Dr$wMu1D`fUf-Fp#;&Qa|q5797H-fmIe22%l5}$&bpq}i7o&Y3gpmw|`43-~Z z(G_fP@U*qmp7_B9|gsko)NUdtPccQ(XH(z^5o-_GBfplRUp&)I~<0tb7^H8`u%d$$O%w z4WKdy4O<8PhmeyG+khyb0{lUd8Pmg77oZ*S)Z2UseVHWzwA`(zq$r6^In)lIqdwRWa%^_rd^7 zP;C@+>5h8MZ5@H^`ClQ!#h;KN@@5XwohMYPM^8aGWLXZ-x@#BEp(w|m{#p2U+VsphOsnOqg+(C?{O2E;D z7qS)(1QZ86oy}10?6r$s&YGV~ z>0<}P%X0T20i>m=o{RKpd({H#4Erv3dwhyl6A4%9?lFGs&GE|?d?31el}$UHu<)XO zeB*VPU)kcx@Yqy3aEbOp!L;C zu|}2_h^aZD01Zd{B!hd4Vz%*&u9`bssas3SOnE?d&TckpVFlt*ZUR-ig;l@I!pIvc z4NcG3l{u{4Yy)g<|7hc5-8%#fr4Asz`33$mf%=)1)_~dM`%MHlM)$8h%6}S|{eNUah!f>_2+vo@ zjI+>KU4En?aPLD?pzTMN`r~R;zxGX$+asZ}*Y#y1>**-KC4S@xS%`sua{)ee9i#!Y zssHXycUQ7~h^)y&J6%mIShs2+BaZk6o|{xSUh=^{IJ!ccY|eZ;t1+rJL31yuB^{X8 z+uwMS*B&e=8_aL4YowHDpGot49IhE3-j>Rp!0sNZL@HyIFxuNM)9)%2 zP%qksthLRJB(L=*FY#MuYFgxLR|7{Wfd|nl1HW6g@nKXBk?*+#2rV*!Vq6Ha9N(ab<<3qV zg{EuURY>&Jq_EKw6y63B{P}5}*?0GA0-khC+CqT)wfT(sTI<>K7kp#|Ak+MF-KO;x z4wrmfd{4g47aM(=yfYwsZ|-vYlp?eH*iK%8A}afaSFfd&mrh1LEIlmKft~&Pzf`%fj?b68txO<82KxBQVdji9n20RSLhNW7$Ys05tWX^|N-z~7+);{3Q;+G((#K!GQp zd-=%g=PmvVnDB4T7eEI8b+-TK-rHy#tq=Zc^1az7)Pm&wA9Nm&skHY9Vr4WV1t3VV zDB9V=6F=?MBAgfD3jT0egtL*4I&dV5aIk?yOOu?@R5Ss{xt@cgnAGS07Kuhml^^xHbz}G$; zowzU3!9y`L0)$`Sg@Gl2xoLujFA5;P3Tv>c0Ot2y;NvlX%8Vc;WWcJ9Ku}V?(gCZr z3R&kud~d6KF9=`o)5bu30A>O-pIS&oQ)_6?_8}Wh z?;+LGbhO`a3s}g{kuO{ZBa{ARWUvj!0a%yu&A*H+J47}@;9bDTVSgK0=m#BG&p(%R z@LvZzy12}W&@5aoVoI=c{8JdwVNBu2%CHdFn z)%?%o75p#BD>vGB-tq0j|MaZ+Td4R?u+CHe(Wy$#C5EI?Ftz)nA9Qa(1@DABHUH~z;;DZUz5b7@=r3_D>j4>@9)u3Duqpy7 z-8L70(A|0amrAz_9|4!>Kk}l$vH;>@^#r^%;Ac((I@|k)5t&*?8@nF{yVP-GEV^KM*-9FVKD*#1h3Pm(+2<`*x3GQK>m?4im0BX@K64rlVYdFLbkpl z_Ua+Gdg-XN|MZ;s`!)Z2j3ia+C*lu0ggXDtq!&))m8-s@czC<`T66PhwMf3}@)L&yve7NwygR|M@B60Sd5>o{VJ!k% zxEn&nrNvK;G^f70d)UuU zJ3A-%x&tzrizJa*0=l$THTFl1RlNA)_RH0zb}yk-WETY$5HTGCmO0pjykeBdtrrV3 ze#%ZnWW|?FzniG?ma6)1ySUSU;kn(m3tx7l_O_mIMy36YHS2fd z4Ku!LM~84Mb<;FOPF>5TRA22Y9?!_>)g_~hfu&;^1Cm|SVaka{Vp(a%vu~K=`9z-t zT=h#m#&}6;XgCOD-6TZ**67>-q^W1`o_|Ama$TV|N5l<>;c2a)$(mG z;|h%@>IN=f8LNzySTP-!tGcbYz;o6h*w3@>O`8?LLK(Jf1c`|-1 zz&<9yd%4S%NM;7i9ZA@YmyL4jQO*+8a_9{r`L4D11h(&_bYFTtpK+FSPq`FEY;>vH zEnv!zUH~Y!M+yqV<2u{|LnCCY_U&%V^VgS;?T4UrGQOap!Cx?ZR#{JC-8J2|BOnV; z5%m?onQOU6(rl-3jkMSn{Ws#?Jeth~Z1-+=2c1+))mYk^W2$*9yINCJRFIezHN-rN zQo371&ATDA1XUs;h9c&v#IRAcVyIc7s5vo4h5bGI-S0W)kMBF*dDlAYth1KoKbG}K z?%elvU-$K6-X}Yc?s>AY*{vRE-5yzI*W;~bxIyZ_O6SwhjmLe^A5lt{@7UY3Afr6X zw7O~fcgH*YQsdvV@HDnfFf`X#AZbZ3F~$DYve#v5kU}9ytf$RievK zv=BMV>3`0bJ0Ruukg82=J&rBYZx3YQN!=+;yZ*Anm49y;Ty`a!8|%ROj!N@O@>iYa zRR7lXjbvz{#V71mtF%T=U0D|a0kef2p zN9+7*z~K~g{yz1X&PT$uNl}=hZX||@>-KZg{4BjoSn&5Ria*BpbKC|rEb>hq*hfDU z!xC+YpN7+$=l+dd-~Z3p^)7%s^}>pA@qec!Yr?HG#+C)&%6RV*7!`cywDiVpRG7gu zN625JZ+`!NWn)|Bf$N#HSTWAn_HP+NTyL;(1#Agr9&d5y3UeBYhP{iMbi)S+glBOC z)DNpUc2~uKT*1D|!$D`eF6igQdN8B;F&Tr{IRf1S4l#|pAf+2XPDrq5T64=$hv4b* za*E9y_sl?1EXaA->#=Njo&V63jHMB4!_!mS&Q{N!d~Qyl{2A$+gG|(mUXJT^CwJAa zNV!BIc)1SR{xDR9l)&tni`;dQ7Q&dkeO#>I!^Z&bg``Z^m+yKeSG)k?S4!`{3|HRw zFtQyI1fuood5rapR_l>Yo*nYhC1W_)u1Ub~i2zd2fEcdfz`8;fu2fVoiTZ8MZh$ZD zs=(3@jSo*}?re9^iNBp;8T+}noQFUB3V$;KXoJvdvL6huqa+beL zwM<#(edoVF?-s2omod^We{%LOz(o2L4`gxdBnc}d^>gW!WD$73uSa-VyvjghW%?@;Fzdf!8?C8jTP>-tI<>Pe0^SVhbY zWIrKM9-OPqXCpp(8jnmsCVDQE;Iy7AGlR$!+_w!X+qtx3eFzt6Qu{Y)nKx|wlCSLkv0W_>fmpA!hl z7h9iNHdG!>^X>5r?E8<|=RaHJ|ASjSmd}DTn8~3o7xTv2$(J+xz>qrT$-w_ENM-%^ z|8r&mW$-M;@);5vKWuWMY zWterbf6o6g;}TrqZk;@vBcv8eUamu2OmBiOsZMK;`Xe#-$>ytCur`$OAlG=LA>nY& z>?kfK&?47w$s}vLPoe86{>Z)8`g;NgKDJYJtyIiDY1w#_B0kfg2mf`q!34>8y}xuE ztHpCN_4lbOgMU! zAN$3Rp4K18d45sPyFs1v5U%w2mKzfsxr;YG@{kyS$e$=hYM=b|_bH;=dK>lPt{^af zTxLF`yvxvOjEc{%c>!-%U)KuyL<-Jl)EV0(^PZ@Eu^F4%@L#=0=*}F2?Nq*bvBbp} z)2*M)X05Pw{?J2u>{Hs(N-M$JZWCaR?+kJc)dw^eyG{g0s6)PXiZ|A)_h*?x3leYx zU=N7O;*!N(j5&ozLr@iNHUB?p+g}tMU19nI&TO~2#9`#Y{+|q%KzhFcv8vAZ!sOJd z@)gZHR8<*L-ZdkNv==T;)7_Y$32TgOQM`v3Uvn$9`b$=N)a1NlTo=_nTuMg7@yFD% zw|1n~K_iZDFi&sVXEGqMac&K%qWYJ-=CI}T-={<}0>SrEN1b`vOQn&6CR5GQuEkDM zDQ{yCA`owjqy}pC5q!V)h0V#OA$lYm@W`t4JJ_z-ctrBilym0WIFaF9@K(-BdQVET z?uP-Yw|9-Sn&OPpfl;%aU`MFB@_V1ji~_e}2fpwZlE$%{)XPY=ZZg%YE;f)^{W_3` z3R>bB6y$mDSVE!gAo>Y zt~h!A%?fsZwyUm|yRC%SUyY<6m0$d?wyJRPI|$zbCbn9>D`jepME9?Rzt$Yp0KHo4 zPJ}vrxx<0ibB+x_o|#zF9FjE^LicZllI(9+W%QVn%R{6p;~oEWGVrsC)waWbt^GTvQ{RKzu~L>* z^R%vbCw(`z9I7qvwAqQn#nC)+*dvnUWOIj#oD#QpL8j6RF4G(s( zReiUz`fd|8uA=Sosk*kR_Q+zUGZS9t;8v5s9Z3!kl&XVg@?9B+L;L*$h0~f*_ojR{ zYIot@buK~ZDW6`iMoHn)H_>+>nncPa|7L7INi!S~c+3K<8+ zf-S8Tit`yo zyPC`dosxE+!7FWU@j9F0&t&?_9EQ~9uDgcq88mwvlqg~)o{&rvV|d{K2U!6Dcr$eI zkzt)Af|I)e&=o$Na4}Tc1=yd`73-ZZ+m}117U-lPa+f$QBKmLff~AL(3LrU}H?Iae z0y|PD>48}=|1E?C9>Sr)OG_Q;cqut!+vVaG7OrtFc6gGyc@Cx}J$wdw3mbCx^A#JNqC-qQ0 zz_ukf?!9}yx7yn~qd#4^KKXn~@7rO6<}0h^^xw`__1-@F&)cphFfA>WjSsv@au`TAiIc*oUj^?ctf1)a2B9` z43yUafi188l|=t5Dy|(_acaX2O5S}TGiftpWZps~2d$}IYd#1aue<1p@V;~a)(B_tX0A_JLJ+BfM+RJSp5>dybnv z*V~tDz6esy3T-L*itmT95p1h`WB`lGX$PKGPGt7HZ&$^eJQn8Dgw{KZFlw1|$FHQy zZhCt}&{_lFb@LiFnZ10=X~28W26&rmSk6pUvvw};Hs5!5a)(x!Q1BN9LgCP6`=+k$ zp`rJ7^|iqAe#f@%dfF0_S#hJx;dDG9ws_b>VLuR+Y$>|c3%jI*n6o$R{#6u~;}u5v zx8wZB7V&>mbiS`WpVu)Hz7PfApz|(7D4pF|6THTBp=@2U&PEoZH=IU;#l5#`4B1uP zf@{95vvw0+sHEL(ck%Z3qgUzeB|ra0`dVi19qWYJ3C5b;8~-jOlH*dcPRlrnRd!2ZdITd+`44xrO7^-EZ%qBXK)Z|YKEyx zUsO|G48#?y>%8RrL|0@78J|%HkL~EC*$^u;wtu*bz~c*3r7Qa~j0b8OG?Hr^qIUm2 zRlcrnH9^3+rX`a@BC3p)8k5W)?-}TJW9Jte}fInh=bB9qP-%|GoOq||41{W z*S+-qQAukUdpxd?SaFl7ReMHv)N89K`$Y7BS4th$au?n3`U#36^2*owT+V`DiX3M4 zZi2_|YSR!pP*R7`{Be9@DIm3(oLDD!ICLH9&~dl{+PnAN{n=r%L7frLtEBw6{bq8e zvg8@Ab&u`<-^o6Jx-eh}F@q+xrD`YTU5xOg2~sOkPS_$IlDo61TctQgzvqcB`cu@VB3}Pkh)91qgvP4taC+U)OYg~LAqdBn=Nsm?NY6u zz?B`M(-M7wF27$cOxY#5uk!0YvXnLKYuOEQqQ7rOp>Q@72fM_HFhqcYg+#&)cGSP` zbo{^eMRksjVI>X|z$T+<#=%1+WbCGLrSm{Tb5oA@M%luZ-(?lQR2CWVy?ZvlRN3hy z?s)HelD%l5JB3E{06xudkzjN2j$qITy8O`bQeb*n=(E{nEm_Xk&lEY!bvySb0NHV` z(z0Za?@2){X&4WyK@hWnFyr)P(XR(2y7$fny$UPfJ?U<_*wHEw zIoNWED0c(UT4CvB13Y>Is)Io42v6Q9a6S_Ed0dO{I7QQWL9*D%fnhnvqjc1w>`Jzu zr4uVIBcn*I0=|rQM!Y#jCNG|N7B*wxHQp>rDa-{KZ-z&ld7q-D28 z2%?QO!GBE-uMSxR9`Ut%v5hip_>$48fzCVN*};lR)6$=gc+-MDg6hs-B4I{}W-^c1`& zM}LT>HvT8a1OncO0nCDK?&O~dlj#|B`-ch#eoI>E2$M4~|L9SD5dUD`$L#F%oAH4X zD#F=Inex?XP%Y5TE_8!j{8HC6)0)fBkqg^ z_nXr6vj;MQ?by%UY|UxW5FT!TajgqGo4@myBNMjYG1=j2#FW|_j^)_WX>Z%Kmt5tl#L#|it z9kD`^1Zzn?-rZyDV`HQaM80#l0zOH#@R0LQ5&?Q!H67Ea!o44PAO1e&ke9u2xVpZz z+;$`K_5@Rk<}#k5q;a{$=rLL8zQCMWEqTFEwktLt>9v?UAkt9#a_CCxW!XtLqZhHp z>$Z36VmiYX1^D_r+_)1s{kbEw#4eg}Kwc$Qtjlq_=~;;5M{q2vhPo99rOSbKK#u8> zz&%FJOPcS?%G^7y6FwSBeey|jcRQB3A6EgP4XFOW$KjvHI-erOx*YFqUDql63D&mm zG$VD6)TOiJi>w?qii=a2>45CRZnfJw>r4j6CDvioI~c$L-Ue2v?clTk3rs z;_y3`=mN%EcO?IDd>i70`c|j4$eWfnBRkQl$HtPRT9u1IB+Ep7-ox0_k)LGuhR%{y zQ!g(nDf}ekvYh;gmB{A%AOK-b?hG8Wbc2{>CxcDXovqZsqsJeObtV5kr4v=gGsnHi zuh7YF5z|gVR@@@Jw*W$I?P78-|F#oPE`ynWVn|TwsaHR#8d9oO4?2zEU5=jA0$x7? zuPHze&H9yw0hWah40Zi~TnB*Ba;72*a2*Wpo@Si+AN@m+JvXhkntE)o@?7|$;>z{< z9Bh`VFDZ&GE%%m}M9t*-#H7 zbYs{@@yC|(2UMowXw6X`TeCW~f@5cyG%fNPo6rp<83AL+o31Av6hF%g@PaseQl~|k z@G%AiFW|Z)N3e%xC96Z9xA`RQ2e-@|0j3$NbCYwcLH#&yh9AbzpIf3{W@)BgLRdny z^*4JlO4(6!-nGSGIu)-QFtei_f|*kR9l*vB$|$dsdeV#YfuY*_L+tYJ%=QDvFaPPv z=@IUuzdlNEzDEyg*w_&JQiPxBz!V*t+@QO~C^?*8V|V{m(*5ju;r_ujx$y8ND_)Bf zq-Dvcvz>kPdUpNWK~FSfj?`z%P3_fOrIlsCvi@*jYh!?=Zgx`L@d-v|EFPq;lePA~{^;?*N zS_cLo7$n_+$OE59>A-=?qJ;7~%GA4dJ!5O*{-^I=dJ5McUX0F%bHsO!;vTZaOo^R}DxP7oBV)evddu$M#QUPwXbEU(_KEjwc8D`xLTUlzoVf z7vY{Xb)9Ou-FHfuDInD8^(x(?-O;n0|C8D6ngkkY#c!`Lm8`K)Tx>9gY}J>Kzv@y<7>i{ban85O<#& zS%8h^lRRH09ds-&C%k#Obp)GyZgF>d6T$tg=fdZ0K+^J;na)h_my9&YS*~9{;F8h< z`6!ZW1uyd$eRrI1C@tVBEZPbiMJ=cKQsNq;J_v9jEjng7XnUHOw@CoYqSU+^P{FS2 zVFDj7a0V@^kKV-;JKm;daLM9S9U1-Dz-9AElfS{{Eib%}25F zDI(hCes1T%NwkI~7uAMvbtL90J8P?FLugs9oqdp%S5`B~NSZbo<-Ml5Kaikf;r*3kk11<}!pcN;?Zqwn8fdYeThUB3J)~J^GzOgRJBwrhd=jN-}?Du^cMe|WJ#t1_T4;4cqSbq z=Z}J~MA|Wb)dU`MxGY(v9xFzT8NN7f%M&}B*Ke}L(zJJUymH9=^>eJzuIKmEh3u2d zp|mM5O=Y7coa!zAvsbJuD$f2YeXz{6E75XwKMqEFOtH#IMTh%RfSVP?$$Va_`4dwM z!j@`CX^G2pa@6_Km9B$CAKVLadc_awRydA{rJgt#o$Kb5yRjJhe*WIO$xq|c1TF^_ zNxKbIilbtqgPVKx_HQku?a%-1kpUgR{}jah&z$wY<)9D*7+F@@i#Hr-W)(;G*rxP> zy?zB1dn)RU(!al0kX*;S=DY6@2c}h|{^OOo>HZ|gs8c17slj+qY!|1ZoOLTMPq5SX z8lsYO`-AHL&@^T`|Ka8sXSp1&s{{^C>b|$lN_4RUE8-<8aoJ@ z8Wjc3Eh0E6f00Sfj66S)&jzE;cahgn*~e#R;Tkppctxb?qJ9oZtoI|YOo z*B1h*mJyQ04{*pd{ZYlHHZ}%MH@uj%axi`(Fv2}ko?7B$ush?*p_~&Kd~PE(H*<_U zHA?-Yin&q1Z>*)SgfvtV2M-!zm2mQl#ywPGS~YkpJC0ExL`~pa`%ynsDy3vV?u6nY zL2@^MQ1QT=OS!+WaCC`<#Y&$)-Xwcc$MBfXHts9%!Z^*e1tb;M=5th&3z2hkH#8rV z*>q+(bPlk6j#Q?hr{#(9q4~P=$C4df0wJamiA~179nZ@O_a~eZ`8gzsW{-Myue>S+ zxuh3xmGPM4lsv5=Wrhb6-F~5Kk!1>pf?W|eg)Vm=qCLKWa~<{1C3W;FkNlKUyjRvb zoa`my-lsv(gZq2@eF|N(E|?wjAI_md=3Ry}RW?ccTC>u;>{V-fW93TxKkIhu$rmN} zFF!nb>`7q69@={%p+g4Mu1#q}4S%==rwmFMkI;ldo(3>O5N}f0WJt{rQ4h$C&HS?; zabcqb*^p$BegTiPZ-F8R(vdXU-7ifbnKuP_Pv!Ok))!de zG8KAqzL$BlT~xtli)EKSVe%7j8d~5_X|IU+{k#e8Cyg|xis)vm4ofWs+ML>F|01h* z<`~C3SUy_?Mb6xMf5KH#rqeW5=uS7q7aaV_GE0%}qkw&5;pyn%xMoD3JGneM?=W%H zF{{N;p$cAb|K$@$CwD*hX$qsWkCV!ZCcb-Uu?(A;kRt>u7}>uQ3Z3o!wt(Jk1Po0SrbZ5Gr=tn z8avFzF>UO8<9AIx6;{>;?6LvD7a zjeq7Xt-~+mXl%gbrWixEHWETdBB`-T#*NqQ6u&ffT93Az6a?aICT6nxQ@l(7q}%nS z?@8w$VjQclM4r#Ktfx%pNRXqK1-z6Hx@O%V_OxUK1qZ!m_9}f6>iKK==L~iEjDM^` z0#fqMf>eRZm+g3cIb7P;ToG!nfQ(|GW{90VR(yVk{~T|12f6E5rzMO+XGdFqOO|M? zIFJbsw`uYu@U7W|uL0i(tUBGBB3XlfpE7BAWn;5;`7gf3+~NH(L|J*hS845bFUK=E zB}0Hz3v8u5gUH@Wq7fj6< z%zDqXVBluwGW0lq+1uD7OV10mn539*h%twwSIq+UvTA~%XGcPlcZpmnUe9>eG|5HUF0+?&GUD?S7WljgKeC#VnH(WaXZzeZ zIv&Tgo1Y0ZrgOz95kyV>ajTPd!*m*%Gy+;=V5q>CZduw8C=%4+bQglUg+$G{N zxX?TwD#MXD(S;Wq`!)Ast8WwI^UKfj3&bvwjFY+22LCA}LbmbJ3HHVJB{m|$Oyr4e;Y(I>aAg9rdPvm6vDy(`S`ck<} zWJhBRI0fx;@j<;whL4Q=53s4*zWy11SH9!`7R(c*>KJK3a}0 zd9EWgGy#ggVtx<3!21>WyU95!mr}pAxtD1fo6M_pdAb)F@M>Q+j@xG2J?#6_9AWpO272`l?<)68>333X59V198s{IrFMR%Fnt@J>tq> zLC^v)^lAZDA6sr@Ek35fh}VyngkL?M?G>BI!sHFuCOz0vQ;E=9^v-+o(OmXu?GBhj z(Qhm39DPwXTe)f-5{@?Qsu9;!59}7<9<&hS)?%7aDsN z8Lz`pQee29NAq+PJGne{bOB{3d@}MV4FjYwTmk&&+lFdGOJSO6sHou?qD>TfWBeE3 z@rc^n5JqRjyQ3!iy|pXe{}-KQyKJ!n;&rst#L_*!v1jB>=S)aj@N`6zCrZxmufj~5 zFci;>-$141ZTV}XI}z}7^T8@xy_>H9)#gbjCCzA#U^vpEBzim!!(h*D`5?LsxA7`R z4&M$sfk47Y(M78zZzxtX?bgHVC^rko4UzSGs)rBL_|%_-60TeY#qx1MvyztA9nB_m z$Nb!8Zq~sv_vtg=XKZGzzvO>xsL4{Be+%)0TF#&w0~G#5KIOjdFvM95BaP(n>w?lj z-Gx*93$WtnWr=5+gcVr+%;l_aOX!vm@pk2mf1kV3$H%&)yY2Y0 zv)XWpW^eJ-!lFO&?PseLvvi=Q>N#Sdr2gyT51x9cVY$C8MOiMIM(p4t4FWv-d3152 zslb?pjXIBfO}**eF`<0{>7O#_cc>@ODq6wmcqa~1V(|q8a`-+w7K}eOyZjm%oY48g zr5IB7JUAZ|v@()olEc)W2S!MS@rIc_xv=W!nX6Ig&fP37(3dLR<pgf*IZF*LE}2iyRE`P*_~_2CFRT)8=j=9eN^p zNBi;qxesk5PDV(5t(PilNlvs;JGDX1Pk*1XX&E zj95oM*E@JJuiok3RlKqQrj05YcCY#_y8RyWRe{5yY+lo#<4L#9b`go6hh?06{vpstFUmba_wV-!3X{CduBsk4{);L@EY9It{GE&vP+`yh8ndcqGDPz`7`Kx$E_V-Tyf9hFud>ZnTziNCF=2`IVm*_c4MU}0VXk{SNJh62xleMW+PJ(Oc?w7)NI2GtMSiI2_rDP z4NFX!sZ|jUnk1&=Rzk!|3zYQzszbI4A(!8mEB0Qc5 zINaS2CR@H-6IWBP)pviIsL6utzm}hT1JPGw9aP}sfxZKg-Uu6LS1BKdKVKi)kaMOJ z1E$+T_@iUIYt+=Zm&69CF%&MZK^39KLuy(pn9LKk2oE}te{r4e(CxsjC9=A` zIx9|(#VhT#%gi|s6Zc#b!LRFt*8k`acdG{_h>Po!QJ|h#joMsdG~%3n{4-m#R@Its4yc?H)@;`$D+o z2k5z;?t)}&DNyI~1=4-_k;9BhS{ogz%DBp1mKY{V>=rM!3*7HxSO=u~j-wI_jwBGO8{~rE;HV`w~j``Wj z@fGzD#|YI2K;fJzc~=~Vxdk?j64O0nk1)zyY_DVb+aD>VaK5Su>8fp^{T zfYscgv-(iA&z)`~zU&1L>S~>~8&7YEDiUlvm~k^9axg~3eexQ3RW2|fE6|U5hA~dh zoM-FYIMXxtTeEQ)BeX}t|9qzB&1C+%M5>YJRR7Zx&QYS0l_PMlRyM@h($XChc$PkE zaC_UCEB@?Ti~Y^h!#oMiDa&0+&^e7vX*-0pFbb-_KWO@PE5haU_jARkU4Q6B8KM1&{z{B7E@--sUup6ksYDLV3edGX+v0vH&GkgZH#+Pur^qU; z83b!=U1kKD)z`MsmPu3Lo@w`!|M*l@Lk^C*{^qU<3YkLnYXQu=H#5)q*X7HqEhtMPuAGg3?4zZfI=fAkIJ}v06c9vLmGo^yb&EXwKD@fiJb)e?B5&K|U}U31?L?9`?@Y z2a`(``yU-;GzRC?psTif?((^ROx4_*wBhDUxu|thh%>R<0v+Khc|EaAJE0cTVykQA z+X5zIHWmlG?Kd}0u&5tAEUZr@7Hw7DK4WTUd^@>m_jb|p3hp#Zn3g+5o~b1er_y|U zz@lLlXyr-I+lV>(?PLfb3Z}*_30_llrVPa^Tidl}QcRNUZ`HAMO|oKh7P}V9(Z!SZ z2U_A1nCilfEwFFFflJnx*9bXWrsOTdoW@T)xni8GdPMHJavwI|(62BfbgqR`2x&b1t1;YbqRvDRdFRnaoL=2$1~WMgUw-L>Hb1s);er^}hLRLeUF@a#t; zy*6*Cxyz46f{iZVS{!QocQloqS=OgwEF}k%CYQmRAVVCYy{0guWW`WIL-32H&F90R z3vdUUgf5pox89h6do&aYmM586h38SxRK6o#`*S1&1x53s5#455TosQPU;l9zm_<1{ zoMynS7*;@{e5aP+SIvjV6$_GfY9GdkMy!t?o_~$CvHPq|rZgnKT^`GI9~II|cqBEr z7_0qO>rdN<+4IPzyX}kbGh8x`jf4pC7WcTBdYpqr&dHrmiUHE~DinpnzDyEbl#uA~ zPe||!$fTtXXD95eSEtmwolaXitTjE(BcUr3%5C0LX);*b@q68r)wX>w(X|lo;vYR- zVhCZ6Hh1n9J!v6pU1aioQ+lKMpb&6X1;#l^GO|5iSa&b)khh zmNT$GNa#sOHzS9t=aMnjC&%>fL^e0JT%Zsrpd}?WPYM~+fg11g0(K7{G)sGzPDF?08@gomS=mn;fj-Wb z5x>m$G&ZQ3Y2ry%`*zu8%lnqkzomfCiWN3zpu3gk=C%|bHPe8gk;0E9M{3F#zNiQD z4)Khk^GplMRV|XyHChYY zL4UMN;Jy(xuE*pI6U1Oy7@7oauHFi4&%H#Go=drFWAsL$G|dP8``0?2m$fb9!SU-s z3TKnV>Kb!{p2@d^0Fyr4j15C#0h+rjdV;rjmBisiBbikt0F$Y>u2)=7em{K?q34GY zPA?D!GPas7cSmTvr`f6=-2LKr*u&-|AE6ccvfEM86wj~6$7MLuZd#HLje>QK5=3Ik zVoOG!a~D(Z?cF9kDbA!_q-#@E5>8~9`t-IgS$+>TJfotgRb-TDT4CR$##ZbxUOm%) zaPAQJL^tWai)vbLm z23oAWEna~8(dgB;^9UKK2sNq=PkC}{99!H?QSzM;Sx0$YH!h~opV1??n}f~VIGZVU zw=*bwO!~ZxMEA34ljv@E*9g*UijUjv8rtxP|6$J<#>1(keJI1Cc&v17n4rAOGQ_C` zhyHzPIrE!yH)gqGh=<{+(hcxO`Q^H-mIS32ns0fzxG!2xi-x_y#}F{ipZ4Ugk&L*~ zsQ#Xc9nPNiwLIi9W4O7eQ+nHjNdCz2sNeoR<)QsYo`7Z;EzWW@xP^tXuBA*1jdvPV zbYE9utLdRktpv^3_jOfl4sVf8?$lyte_BVUJ(TVYnM_iFg^bsRDz6)w9IiSYpKTM?0l5eGO71`Z1AMQW81Drl&%%CZdvFU_3@rnTJTbcHrcd z-#^3TKVo! z7Bcmq_*|e{z~y>_Tz!+OYM^=T%kMv{)5g|gB^)UAu}D6K4UzJ>ek2;--Z*-1dfNgY zUKxOKyt$@#U(KbzLhjgT7fM&I0Hi7X*qz4{j!1_@A+vM#xeC|Ux0#|L`4TRcyQ}8F zxw`cpBFfF2@Db0it7KIJ!4&L=9-cUlPaOsin#?c%symMKY|C6MuM3+je~Vqq;8@9O zNmtp2pSpPGy~&kAbcV!@xY%c^5>j5}IBmIef2_4TSBCkBayN5^QP#+j>+=WJIG(Oq zh3K@0K7o6fFf2 z@GCPeN}skJX?3Bqd}ejk7(U@1k=l|H39OX{M^)KP;Kkx?b-vjFBEkca?ypa!cv9EY z+~T<}e)S)qjsA3UT1TaWqVh1_yOPvWEw5GNi=4%< zBBM7Y)AtVdr577=;pcZ_03WeAY02CnUD3m5?WzJX!vkpNo|?$VHj8B zLCBtJ=ueIJ=H{z(UxE31jVA{zq(fJ+TN;scYwq=K9@ z=af{9mBcg-c$NQf`7q~keT7#UjYWjs%#bQ`X4eh&kK!MHHE#<_Ub;Z>bUwfDvU8>D zckds}6Ak%_cNBLczSM4Kx%4%-v6Gm@FfJ|~5v~H>z(UO|Uf@7&veipIz#F5&4|i@+ zlPAZ`9O)K=42?sE@?|Wt$2=}z1IIch4Z2eUb(2$+qU{%9;dyd>f%Eod+y3oaN zd!Ll%v@M-~UAw1#L-HSM_x^qA{?C8%5@d($ZcQ3D2~Yh*0rq&i{hc)eqD}{hGae2~ zm-ooR#$rma)#0J%8bDVsTA*}Y&$Qmio$(}Ge$~C;Aj5X?O_$>EaThO|b57o{UKbl_ zUr{n1f(#pHr;W2hgXBjXQ4srMRLH<7E94^$C}MSr9n#sY_06pW zlIkRTT)&qf9|QPZyqeWe1~^%K?K!%{svC2+#(Q;rfm4E*wVTGUd7sEQtn;zG3}tNm@av@x?QM|SWP>~ z4lu%Q_yA6c?g*nd3oEDbsv;j$z};mUd$+~vTY-CRTc9pr>InI3SBpUZH!JAhb<<|&T)xa1tNWZ+g+|aDKb!Vzg?#hpM?v+$;)8GC#+r)2wnyY0`}1ARi-Zv zVeog$VX<72eE=`Hp6Q~i&l>wN^S)uLPZcUjh?7Na1cO%9*};rBi@unlwVhm4I|^n( z=n}Le=3U>ov2Rivp;U)Ale3xm?l=2=L0z}?tFvJvdn^GD{sr1u2-@n|z(uS!t;vN|0azENw9$wF;|Rk2iWR68dZO zNELX(7l=b~ZP%C_be4s0}<7K8mpKZGT)|>;wpC6R{_V_~N zsc=xt6E%uOq{W%4q*KZ-PnkN%M6Mi1M%w#sO}w|>j4MFq>5MfiP^Fc}t$!B{t zROryN^nJBanc#Lm7KgLftq;o>9}DHMfxJK4C3Nm-XWA1WXIvo~K=DcF83l{ilI;<- zC$1L7rk!8QVmr-}tvOfB3#`*eDKNCbAg9DYa1up~M{+f5Y;}wNdjBPmLnj#7-zrH{ zN%A>4t-rt)r_G+xeE_8eC(kANXg-|JK6brOQ7#>!Ry^TZTc?hW%`1KUb%pM6&68Co zUAL^iC-5xXuYZezOys%rr)4gfSiz~B-*2k74KeI0oP>qcwFD9U$G2^FfZY7f`O3iF zo3f|hfdcT+(Us6nM-VKv#y=m*SpfPIXN5fnRkFcu_TsVPZ9m$qzbW~$u03yyQ##gK zGZ@>Ih8*dQ5u1Ky@y#e$kbRabN2Fx$Jmuxf)*ysEt$&l;3sM)*GnwoLKQVi~l$eli zJ!yznB)3`I7-wYE!K1zei;oo87YQ`m@e)1ylHHA!Ko)nPSoODA);NgyBx-ba4VI`S zN+u2nIgAF)2wEgslf7jg!>mh19>c$`L&b~>xW#U#e3<9|bCi@$^|zd^yO_}9DE6`o zR)}+8G1ZE=4?&1Q;NCOhxX9+-qR}D30yFV8C0CIu6&I_T$krA1{}A`yK}~M|zpri! z(nWe#dPkZR5w;*8L5P%4LK6^>-XTB$H&Uc4y#^5ihAO>-kO0y*y_bY0O%f0c5VFs+ zzrQp0%$Ym)oHO_SaVHG?lNs_nSrH2olF2KEQxzzZc;ppjf*MmAGRWOB z%u7p%pOrO=%1v$Wt@)FP|1WXg|9@N~o~cV^5;K7GdIPi-sL7N>ze5IF(w_vUv?424 zma|lw2>Uma%W(=v3|4=>lXUs?2EV%ZTPyxk)Wav#UzFgnyRRqqky>0GIut;k@J z{=*|>k-p&JirW26Wi9xn((rMjx-3GG5tLZ2O&8vukasp8r==blEizPDJz3ZIb1Gt1 z@$fpXCejwK8!@kGOZ35OVm|&TynE`VuQ7~u-TNKlgd*_v0cVmOIuab=wFFzMsp98$ zl-MMxm812JP&QSW(q)%L;aLBDx16}zLfqF680X;BiubV!A`SZ%x`xpreo7Mw9{b8l z6}AOs%DPQy>ZN`i24HN;t-0YkxCSz%f_*>=;s`2LXHKaRHfVCT$h|U_; zGA@v2Wi`$}DqlUR%dadEek_y7SIkt*R#MDVnQEphfQa+A$y?kxE`T<=&7h!-x-%7~ zz9`cw-G6n<=}1unzw~^hsBS9=;5jXMbXwok$(U4{DEYWx$iSSlve5LIui7FfZwtb1 zzf6-GF}DMB{`QMI1eSD#mRtnVJlY#l%|eXs~$B>cuBXquyrY0rA>2LGI z<0_@OB9Pl}b`!BaC2jdF-Uwbcz2A+S=Wjrs1$Wv$T%fP={<)?;z6_+>Oal`Mo__XU zpC~CF_@JwrSc`~PoiFz<(gQ|Z3nq8FAJ?-uscv+Gmvzqep6~h|5g~5^a)tgDfS~s4CpgsfP@@*^~FPt zA6Be)X^Xa9Ai1on%&JY%UD7%a2ptZf*JvM|$^bn>M!jG-IKr#-ol7p$?3@UHM~a$I zaMDFJok@|nDP}d_qr>HrJQ=zYTJcdW*=65NdWs~9tvMXyOIBw9=SdGfLCDs~dl@t- zF6zGW{`njHI}Yb6eSWIduX|D&;pjf{^XGx}O3uoB>d3*!$cU~$y^I7V9}sLHz&${W zd*Nx&zb9z3Dl6@Kzr!r&%xdy3SF4(q0DcO6J|Mk4icTQZpBZ0$BC`q=c$C``v#_!8 zCHT{-nGan{xD{%HHUfRLr~Bc^-yh30D|a(1kYn}QcI_WIblm(@!E;%&7hQ_<&_j{g z(vl-DU*mkIytx&h?QQESvWzaac-FwpBu5WLypKkJtM;bT8zGW?7!do73-SoEvL{!`B2J9sl`dLO)x|ht#*R_6LC_G<%cu^uy~@ zKXbd|3nI;s5>vSY_JF`FqhxUf88yKe8ltRq_9jq93S7lXiYgxeT;seFhRfr+ghqXV zkQjJ;R{)qY!(Mh|5n)wqDH~hghm(PcrQF^w$9WTytgP%#pF^ss>e5|};lEx3O0!qF zoZ0u=nsUVx+_LRjn_45E<*sfo!Z07KEJr!z{WRr6U&os-eBAJNw5Qu36(|9@(@3$e z1!4`Z1{qMu0}%+)G=Ikcsgk~#USyPy6&bq+GR)Wz$aN=kRDi0e8sC_f838T|*OxWg zm4bk!V!BKv03bfdml+_Hr_#lYbB&{>iv>ptHc|IUOIO|D_lb3A@?Bu4hJ@FDnTHue zC$|WS@BQ=i7K&;Kw~O2=SD-lDcl6dP-y#|9hV1|!~LztrrWEFc2}0a+=d?d z^%A7QjMSz$_1I&E@IS4VTi`0a1I#ui8{>nAGO|?$a(S^0QKBLmpQAw&5zF1rXi8(x zY&o1KQBd<7CpNC!0%

Qi!>$lDR`Uc)onK7YRM}d1*6=WHn6`Ii4slvSnaB&$69% zJ~RJU+!4+O5WBO`YiFF3>c6nu-cE(bVk3Yj=?42h*S-+njf_QX>g7kw*8>#&FD>W` zja;SeTpYWDg?+BBT_(%epj}RBym{V-z+v|J<##cjPj5D#2N)QYftVi%Qv#y054o$1 zvGPRC*GvX|sI;L*wL&PU8iV=p`S? z`fqjTL-n&(ykK)bP-s%_wGlbGqbyk10#ayToQ5-*XtRl*UYQJG<*tl-E=Axn7asks z#ib>|VJjC!mMYs>gb)t?6lWFt_A9%oZhQ=HT;0e`Id^?#P>q^%N;K8*_2e_}DqG1O z?1qNuJ?3s_T~gSM}CJJ4$6vgy}{S^nk7Ge zgehlhQ#N%_n&@-zmFT9WVwR(^QDNRS?8l0md~+z!wR6K3e&glsQgn^rR&`;0FFZAt zRP6G|cEN^wLTz$Rd-A&#SamMQDC1d}j#0*}+icv;=l7`16VP5vRe)tLhIAte|N8;L z63lpd5dNsG-wF25wbv-I`4ndk?_zCM-(*(mJ1ut8n>$jj8O|=#>EKxsKOTJpYfCdd zBx*nF2n+;d%9xz`t1lAT!V4N1s!yoklj+{(V%}#kh><}_{{9@`I&TEH@xV#yztQFY zGw{^xhwz@x|0(m7uKrtYcv1zd{n=E&xq!aPPs05V+Mx3jHG+rxF@;(DV-%@{=b4&) zEa!9nFxc|bxPe#4R%qrdZP~t;MPeU(%{HT~I;-CFm9Y;cDGim_Ne3*fw99vc@Sy@& z8v%k`l&_Rr6*N;TXS=~WU_)z&*Ag=Wd62br>egGO(&EaVthh&1X^EGdE#s(~0_o1C z{J6*0pTHqvl4PpzQpw~`Llc@`*S(d0PzWRzZs+I@8KoC&32h1e23Gg;rnPYtc>z$m z0G(%%9%H0-fr>n;PYvpi(lRc)Q@Ugr_3Cq)$AVzsbbi6}um8i%A*Voj`dnZNU{xM? z)JSf2Fzih(TVG{V%43--fB*eQWiu_~{WZ$1^tV)`6S@&W32t-yS#bu_B=eWPJsKGl z7WOh~lQKz^i)N)|oQt8N3W1AT5l;{su#{W2{J}hiS=%s<^IRmRB{9(Xs=!$2`z%i< zXrYS%bT3A>ln1FKmTjRRs-derk?}%HVe&MI*DA&`iPfZT=0OZt%tfO5o*h%+BbJvX z4UUni?J;bxQTJb0+T7sI8j~l?gNV9gs(&Yi_?GT)2PDlP-Q1iO+YCl!TY}<=wh8!_ zL@z1=oiPRo!*Y!6GaK@0@bN~QxwK4GqXx$kOVj*Up7$&8A;o-CjhxvD;{61eIQn?- z=EnjzLwc{`Z-MpvjcH|y-RQdhl{HLPF{)1=xk<}|bx zs!?~2P0Z|?Y)@`-H7qHUKmU|QDh3YbS-+AQy{$v$#ikwmayG@*VGa~hx}Xd_5L@NX zMs`tAJKrxLxyW=!gDyK`%IIAGG8?z81OORJR-g7iovKzipOpD1aQ5-3bFg>GD}mpp zwSD~eH?g2hi5H2RH*CM!wJ65mvvcfSwi>pCJ)r?eqfRRQN9U-C3guqOwV=_VE;`dC z^)dL)F8_u>XsYq|+77pb;@A|Gn#5u6dDR+){$9gGW(g;UtO>NeumR%l8y2_AC`glgDXcP6W(1(){vEo@ zNTH=P-!%Tz=az6IRsBds?SrJ`4Y6_TGeaB?d{U;5L%*^WR+onn{JG}x= zifp<#!slphfTWxJFeFtPQq8Pwr%YsMyu7o}GC^SK#nW61!TYb+xtIS+^`@4&@0=f! zwkGh!xJ+Nc;BI8-7i}5+-!78j5usvT;>_{sj`5f|%#e7dYz-7?p{?jS5g`01a6@|LV>C@2p}J9pPhz4H13P3w}7s8calVNMmD6=__kRXl>V2!rpS-{;AKBXL_9FfN9<^ZuQX>5nQ_7%vGWI1CB+QGkYR`G7p)EGNV4=OHHXa_B8geysT#|z}7F<3ynN9yJ)g|i+1u) zFYLU7+ZEMLO!e@a{9R;d-34nnn9e&JA`hwlm(h&O+r3^nvFi==W`Kt0n=ilG*(yz3 zSLsu)>|if~ppE0`ZYpb60OMvC{VMYU=Y-gPbRra5iogYLA+J3qi8f2?Mav|k*?j}n%v2cZX?)FJ-~Hg8 zoV0+1v-g#ZQoQ*KDlmI|0Y`wC4t*>jDeI^j+O4qBH85aEpGs)6(u%>-yY;b+@nQ%D zynID*BRl98C5=*PMVQr-kaWEH8wfnP6Z$cwZU@3w_I-tFP=%5FPQLqnGns>kDu=%& z1{J{+fe-sWAg0y4uqXT;zCQ;!@M-1!%O5Yb9FPNE!NvM+Zf-O`f&`D!n|dNlgpDbE*J*JIA*%+9!+xswkD}}iJ+K9@ujV}NJv@CsNSEQg>4yf3*GC%7) zBmP1U)~eH2dD55v?!63`B*Mx3;2Ak{pUq{}+4PcHIZ`&sEh`Fdf_1Flb*Pi^9-C(V9>JC?+kCq>{mIBjR z&Q}8c4g03$4U0HTkF=M9q{04RvY)s3#c(e@10D|fX#aJg1aA@Umtm&I&TOOvSCfhn z3P48pV>h4`sUCpR;a7SI$|QO^U+k&+p)_syN46AB?*)Wge@0zmeS&N&_F>BfoAy_B z8~*DekYrn6jwV)G2TvqvX;;c*!)Eeb>^D@(LCi%Fad1|=7cK=uYqX|^ABb$+Z_33= zZcR(cFSSc@U<#tQrUTqs?Ca{{+2+C0d5U>kultx%qP@DuVLMSUFG@4^Jm>QOW`jHw zje-P(gLt5oU(9CbZQ=@Mun7?6d48<CgfAc$pp zR{JkULQT)nJz@fT?6@4%N(N(26Ci>gp!azsP7zszVMs5<6G<$u2-MWJ+!`;_5t>H+ z1b_?;QjqaEYuLD=BAF4}%ShsQ=eQ2%${)FXOS>v7h<6T-{&ql>gcY1=Ih5cAitNA+)WXi2n4yul_ocosoQgcR%1$h*u^|Tag*YYQ zw~r2_LqFTNA|&gr#m(KE93sjRMs2wHlmhO2>RV~Ja}s6vPSi8i21{AcN^js`{?{j3b~e>bY6i)!T4}M)`(j~Q>_uN>Hwds7rUD|fL!`~+~V4%P~yeqFXZ{ayJad664O(nR5! z1D*2lV&8P}zQeR7p8akLx94rp#92G&PLX)UD*D^bpsN;7C|?IB zdLP~WQKjH-(pvGw;&M4o{*1^kYO=O6v9>7!E9%KkT)GruPybv{Ofyy`YBaQGy5nua z!dFtPWGyWCz5>LifA^wdcfUhl$d^7u8IL5?D*ABr~hn9Dr z7-kfxZP)I}8@!SaM>VdsUH)uzX}u($1j0>Njr!e=&DD6dm`iag+g zN$&O2;lePp=kb<~d1%GCw(Vkyc#@PvaZcGgy(xu4*$8^DfT88!=T)frH=8gOJpJFY zs_wPf;wIe<=$486#)e7o!r0kNOS`@eY0hH-c$oNz1!(yezc?}Q9o$#t2H|WhN~k6# ze;<-8O#8iL6E#(F^wLA5O)gq~8TEqHUh|5y2_P8h=fU%un2XF-yr0=bBYSl<;`(i?E0$JA8v zTlv6r$M)SgLqU1tVM~Vrk9lr`-JK!2&RZH{4a)_=z`t(>>6}meD*ukRuzlY`GfZI+ z&F*}Di_1o>K-4HncLNVQ@Vp0Wn-B3$Tqh_6M8{(wewjj5RD=3$a(ag#k^tFB9jFM` zKbcmsVvcUxaJJ`|o_w1Sv-tjPap5Wp!*L)n8<&r2SMO>S&dj0^pqV>UpJ=MfqTKn# z%<wQEF%5sZ?W}$*IHrDJ0dNkct?aItVZ{&*x@cS#?0o+3U)B-k>dtrOcnK0yM@N4( zTd-+Q(cf>-d%%!&O_@5)c3T_#E;w0TWH?KZKqS@Q2&o2TUD`+?xG!~>Ha|@t3NvjM zhns8y-}wO7yK5)zOZ-Ehch}@bj`LeXofWjMg19xQX3TDhmit1&e&5_K3gR4fA+3$d zH#6${$mIwjEQE43u1QNIAMt; zHNM?*&?6}PuoHY1m?7pbYFrEwV?r4N@6&JO@W&Ma%?S^YlIo>U>!xa4h5Y}=+#32o zB7GUm6Obu&q`i#MOY-ccZ*q~*udOtd_t&j9l3;aPa(WHR)t34E{q?hxVl&$@k_KkG z#l0@yyFTh6TRZ~IF5)Mlnci6(EiAt9vNFAO+Dty*L|B+osrw+Js7vRY#W=@yKz)Y- z+?i#wMIjfzLIbWv7y^Bl29$m6uP?qTX`^2mQ3goL*}Ni9flgeJzWtZ-;r*Hu($zoL z#=y#h>T!j;-+_iD)%7RW)&B(7%uSu2_I#Jmn-IEUjHo$X$?%evX!rr$Fzjsj`qyo! z+fug2=Nl5YZCvg~P;Myi&(XNKtMM`<JRZfx`1YZb1!(I)FXY< z9GZP_qA*{T{*`cJ&Y%qrM6cjRB7|twF|8@8H^CdS>Rsy?Igw?ESmRy0QV(z z20~Komg#xPr8dJ6CHtKwVqz-SGV{x_pLJmR6IK727jt=%XkU~F`KNhX(g{?oVDrn; zif@3IU}adwnk?CjAh#RvZCN^|B63|vC&_QdVltpA0qy;h?ry4am4ug|SZi^vfxO*Y z*LQ(c5^j-+!u|8)30BP{aPRD-_u7->B6$ksbBZig#cS8(Iy*-46R*er_TgdsI|S<& zQcLvU(&k`h?)>RIYJgM>`gvS!DL!=AShE$ZGnFQrur*Fn{bpwR<*M4S0EbWQoU2Ru z+K=@a&Je%U4fS*h?Wj%Ie&`jh4(oC&5==_|=CA3Pp{#VfE_t8&AKI$iI2E!x#8$M7>47$}futfY8pp{$^S=f^@PBwIqU zE#VPj5t7sZ<<1zPtJ7ql;9Q@Fb?ZJzg%pM}WoG zkBCp9Mx%iml}g^oZ!51PKLa$h2l9p2X5`;TGOZ=yVkg^^;C~J}qjR)vW3e=4-0z}k z4qy2|e1el5m924aG#?hIF!pRUTBC-kwF{f7w8jwP%tq;ZM&S;{Zj0lwo_%L=C~KEF z{_7>pAIiU%n@1spghV&a!r%&V2zV%P^g;{J!_DN0(xO`>o)I=M$3CW( z*qE=`(iPaR+0{I~>vi$z4_9Zjn>eCxaXqp#G_8VqcFFWs)*2-i>+OpbBS9IW#wFn` zbD|gb|6}lqkc`0F@ptM@D`tdtA zx8Fn`W%YxjrQUJ?tcDwZ9?$Od!BU&`pvC#_jwVA)dfu5))Oz7_aE^RO`sbB4WxYUP z70DyH4T;*Fa8)Q3X~>hiHJVsiO&JU!K1voS!-8jsMnR2=*vDq+qED3-nZ|d1c4d=P zfd%kC4U_)^)x!0yLM}Cy?tZ{X(|s@et}tdizK~)ZV@tWub5EVAi-K53e-mzxmvudx zgbw1sF{^TgI&+M@T@q81+G#p-S$ge-`mM)54;?JOd`|b?W|OYL?qbQU$vvT}fo4f( z=V1Y{81SW{T+g<;G0G5l$o?8JW!z&gDL2lrb#23&ccV-TyejNu;KUbb z%7fa5uuitH(ChKvu3Yc##7aruIxVbrJgp|zq!dSEj>i{#)p2WN%9P8yaNDb@aN&p^ zQj_Kta zUnj7(w6FvrBo(vx4zrJHaLl+&?U1YL6Vx`dw?96chK{G2^+pUTsZYXG)XrsqLG!xK zVfXybSr8G6cOX+!Tnf6W*Qbz}fNKG=bZ^}OT3SKyXIE)tMc8i)usD(B$+K!QSLNM~ zZZ(N4A#?E^)I~585(xk39g=hpLGJVa=UVfR3!Wm$op_H9L(jQDv!VN!ch6c}n;s?G z;kpbl7FslPytLn}*i+U?HZEDSXa|{vWWRn@#l(KdAc1XH#J-|3G67?RFf&k?)k+>P ztum^%jq|f%iO{2d-vjf=*$l1*JU-!kKH-*qFo}9@gDzIebVsY}**a3>MYJ7LxgGwr z{-EE#q+YBLg7Eok*yUvz_+jth_;1BC;50n)Q$&w?#Craj8dvL8eT2)=4LD~v;dN65 zw)>8r3vQf?q&IWm+1)fN&9FccCjvZ7c9LcUg^tfBS7^XavL%{&eHak@T2sHATc54@ z)y__ixCCE2p~%p@TfR}GWmXegY*6JKRjlUapc)2xSRm19e=ZiL<>0JszN5o@DrkWv zi1BLCv~wEYGLtzILr@hq8e--ubZEhhrqS+Q$^7(hF93klNG;4c=T$lGtNE?>eb}!7 zv+4{QY;2~O8br5qH&I%hbWicDnwWyG$5I@eUfS*!-cu7IIS^9bt5V`mzNvWi94!jJ zAlOvk=xJer=spfiTT>EFIx0kK?OlfgU0m4NusSzv>dRwTmtDGi!9 zg&|*={f6enln&aE?&|T~cyDJCL-)E@zj{K%wJu5WqKf)oWHC6yGzsz-2I51`=u|3Vd-{z_uLN8h~x^Fw5x~i?@yua%BQ|<$@|gq4;ZA-Zk?BU z>CFzjlF9K@r_6MC)5g}}$&&mi(zi@ir5C5{7oLYY5!sQJjir|Iu*ElKU0Ofy0~W5W#UaHM{*HwckHmt zdpVXnVr{b~gS*@&q!efJ3&Z9WIy`!E1W@^XtB-UH5+IW>~) z;=W<`v3T|ZsBJm(x1j$JzyK&jj}7?=d9s^HeZ5E>Zvfy!oxgc4TK4nSjz_7xbt>W_ z`sf!a&fXFsUv?Lz2f}oK_Jg>jo<%(oj5qE#d#M+UU+S|FRb!fC=x``1JZ$muR8>9X zL1G`%vk^IMu-Hm&HPMY~xxo`I8wVXxfa)b{qnvD;ZjYemL^z$#G42Gb*-~YsYR{9e3;#9nnwc1haEz@HgHio@EH~ncMNkZ#BnnZ}#*e`&5(!)n-VSX1&|%Je z%?4uErpr`kNbZ3cWQtjo5X)}X?cq^T1MBsP&62%a*`!C}^5jW0ypJ#dfR7teNOv#K z03KYVOJQs`-Uz&;e%4Q9zYGeW;<TJT<4c4Thn?*_d8Uyzj3dVITe?3B4%rz zXqw4a>iB+WSB3Z@iyosK=y63&UWmZIRG+UWQ|_)y%Heblvo1A=!s{uq0ZSy+1FKq2F3*_)qU z6&O_ZI?CaV<7CZfQjLoawRQpY6b0BQJk0HDeTocfrXNDoiryFL@g|)qiM7n=NteAx z*xAy?6gKKe_s{h>_;HvB;FT!tP`FyZbkUd5aBE%TUaXx;ePm4%Mhvn)@eO-bDhpG6 zWS5*o5!vI!mK(tczYmlefYWsy*oyPQE!XLOYq+33>DvIsi8m5Ql(_`C zr~&LGj5OESSr>aWxe(GQ>{{>4dZ*lG^)4pCJL+MAl2)XGwSZ4JCmf^s(B+mnO`bd4HlBKh~Az) zzO%8vrM#lTBP1u=<2Y|M%$Zb)pLefjcP9jt8&#(Rj&;{%_66s)O8M>7 zMjc1PK}Hp2DK`Bdl^4GoYN|k4 zTd!+$Z+tyu9@-+I%}@CrJxm+dI|m52|3-lqW{TeznIbu+U9~Fu{mYHgh1x(D?Q${Q z#4`LEh!7C_wvnFQg=O{Obd5*DzB--Ua#P7%v$x=Ax*VTnM_{*S%=6qK%N+j5-K}^w z$KZmOSGPH%V8!gII9LMh#|_ubY!I`L!ig4#9@Q7a3ZtZu59#G7$QdJ2-HXbw0A!fB zV%Oo*Jn!7)7O_za)jzQA*J0wBI=DGfM zDh>SX(-n875=+S&1jTo1QX~jbvv^-6cA(~#Yv7_+RHLXoFSTpelgV|0_B%iKwwOYX zdabVaP}h)CWMgONfn2W>^s;fW@X{Mqao{ug5->9*`2^;BU)B_$jnMRx^v#U5 zQ$0Y-t8|q|a==%t)5muy!-_FxZe`@Z!6nN?&2Jw^MW-6p=wX_WxnCFpqL`XqzzreL z9-3gSc(4=J9V?lsHS~hOmnqd^e0Lrw>9B9GlX?qNQI1ZFe!o|At@n@gPk>)f7K6x~IGV-kP=r%X zqs5r5b>D1-UV)&9UHTrHS}#*NQ!JTx!Prp0Bu%$DkR;XyW)rz_VF?rp8s@wIT&s=k z;Z0F*usziC`wZtL1`~vKu*oUw^h~hi?a6&B!p$~FY)az__-WnW{#w%{J(r*emq$6M z-9?@vXP4m05<}aC`BAT%im|v82`A3Sm0uUM`7-TPY2n(OY+oB4OxfIDa4V=N?650o zRH-+!tG)3P6e>8nEPI!eY?!{;VTgepj7ua#Yl*74<|Ar~)JZ5E`5xnbd!JwfzD%l8 zzAjd74#*qRi)21|!abv?8J5(vb1yR06QFE$?YJsaeOykWAl^dm^V}s$hXv7-1j)j4 zESz3!B*Vyl9CbUlinT1Ir*SWWp?TV4%8)!_xl~|ll`5&?;cChDDo;ZVVVo+#l_|_9 zsH$Px9_6_^;g$0Uk$>W*N0QP1a`FgZ$c5tkiSg0yS%PI|)aeF37h`;l#qlG>23CK+ zD`ORm?nU*PoWV~jEXqAAO4EOIW8yCuj~Oo?12u<`<$xr6)kT2iQT;#}l&xVu^zk#I#6^Kh zaMV@4N${>QN)6&DIutOCbXz<&Gz+s{GB7YwuO#vH+tG7|EJ!?}|)hD2*DFr_`4z9`fxPr?>9uEP@zZ^B1a& zTqEum;;n5te%J^B1y3REuAHV%D1HYhNFxChgs5F>WI%$&bO4x%IAT7`^=#0^&!G%f zY>>P?yM8__F5hClmB`zQZS#$>HS%qPxD9#hEBx%AKI%fXc|lg^+S1fB;g0==7@q*u zC%^`ZeYTnhkZ8Z%Onf0{>0YP;9#&i&@<*`&2J=<3b} z#bF^qSd;h{!BIl>37@qKnPM^m%bI2UR777Bl43M1tzawonwp&A5a7QE_l^D|s5uw5 zunq$R`2N5V_ChQz-tmRDGrJ)`W|VRIyLYf>nEqWRPX-O^m;6IQ*OifF}(D@tTkwD`*{>6w`&=8vp$aA zj{ao(-E_yKyS*X59Pk+-Ji4+RxneAgOuJhD7<5REz;)jwsf^Yy|8q?m_acy^npyx$ zvX;=yl!_`cmi;$Nv-ll)qKdi==DM8Wld;9~9P|)9nT7%Rm62gr+#N#WN@;P&T~Z_X zfI2caHZe>Btfok-65!{)bf@IUEAJM#mcW)C<@>XM+WDM;g{gG@=#s7Y^esI?TX##! zFE}6&yZparCj&`TGuI+MNdG6Z9x&MdS7v=e1dv%zy8b_Oxm4F09m7IPtu;f-R>00d zp8EodEXN(j+IzlKZ4Z^kAp#Zj8SkW-li*KiARO6neU5-1(+No+$g46+EtI5#`0v2b z(kXrUykEZgYYN}xxTHK%os>FiWP2dd?oy9$*p%`zYE%krv1?Q*_v_l?-gz=6_@LOe z3E`ck@IXRml$!qfvBkK1O@H{Yvp}kDO?)3L7=60E^Av{<3h9k@ z6f^zZkm%N1S=_C=G`LL8#~zhRC$y@u+tn+eN&3Td=JxgOb^bCPb2eAd1yk|sRAa-3 zliTecqfKUo8-*BlbGGV+VXbSCnHP{&)AKl*wKr}t%M?RYb&+a#$ruhJ{ACQP4>i$e z=DB)mWoE4S=DY8FpRS5I4^NMh!Eu^VUjHzs zA)xG(@yRz6gHNRAr4FRwjxa6)!4z@MiH|*xaScE6iVymkhY#B zd9b5p8ggRuv$?@5$gSC};t4a^Po6N|uez;ZmqOr-TNYO_D0!HZc)S->f?LOerOeHZ zg5rJ8T&0TJzick&3@%%*tg7b(1^D=rNWU3}<&O1ubItq)1rWi&HziPLpFt(hKdg}? zCNs5yG+^5JTsKK6$+D7}64O`=_qU*uqUv!HK!w$)!-f*Li1=$FH%@fO)YSO#ZxMhCV?9s3p%85whv04|fFnuz zti9#|qf~p_o9RNyLK-up7w)yHf* zX@U&nWl>*`E3B`Ht2}LAi$Xjitf9j~EJIrxo`{=u)DgViJ(#9?G24`7zXNU}aB z4JYmBn_ir)E@vJe2~yjB>tO$NN_Z?*^%t5@s)_C}&eA|q!AMS2G5kW~&N0S`Zl<4i z?cE#$WNgNBeaa-bshC}l`^FMkWv|jP?z7apwVrG#s!0-~EPFR4uE*3`# zm4Vn=47cn2AbTcJT(*+BTDAZ+|d!oCO^|#H9EDcC9#0EVJqSZh;a9&pIqvZzFV&X1!tq&sp!oh1GqWTLqtD*9?|fL_afP8_p!tjQ0Gi=ju~|oM zo5YmrA*QRNwQ<@56s}myw>r3uT98b2HIm@dT2`A-N!By_3D?N5y2UYl?rNL_TP)#74|dgP%uTn{ z*UPY2sSx_PlA_lmR$a)jO>_b5O)owhoq5RT6(^&GHuEOXi!Nbi@~I(%g)^sci>v?c zqK_}c+tAa2E5iH9v~wN@xI8igIGKm7t)t!1K_RoSf~YqD)jNN|5Q&^2wY~O@eQhev z!qpZX@d=AM-YD+{!kg?0^T~y3~ zQQ!emQ6B_^pRClM->Yd+&-%Zfm;a-@jEI}Obu|Y)K>194^(kCFqUU=vun8Cd&Qgr7 zvO2g+!k2j)Gd~h2)>)D++29YZiUU#>86ll1xQ5w_M`=JE%dyWAE)Ec@YFr#i>~_xU z`_%gbZPO2CDvPqrl2=!{_>x%}q(3(qTQWytd`uzlhdN&LPOc{ks?1y2xV<&S?jUwPYD1Hluu|4IzYA2*COW{$67JOIeS>|ysGns}f7z>^(g*Sm`m zd^IdMF*HMLk6p!U*cZo{{jK>y<8K-%^!5*14#ujWGsQFks_tKjyPEV-NX08DpaFcn zi;bj3lmP}vz}0&-HWC!5?7ZHs-6e^ytFtWvMDjI^*B#d`3POK0${KD>e23zP#rB45 z6~xpRTf1fkWnMHq+&eREOPmdAnoCoan^9% z=IT6bUW79{R1iZUwsdZaDki3ix!ZA{7tHq*&FoI&q|_e2Eux|LE1y1ZeTVlDd{4}& z<0%kvAzo?fkes2$K7!g*jol%FtsnM;RF)?vrVpf`i{;WoEM{*3-TVj<&K2D{;}28+Xo_D+8H~o+yj1>&5tdg)Ky3Fo z3!Gq}v%>o}qiDBv2FD8_oyE1T08x#hw@Eu_Nh#;mbz$RxCJMV5n| zr6j;AZVUkun*>2%K!{>OZyIs^1BW^Yp{y`p6Z}cL`4D{`fI-}>>zyr2K z!|-cYpCW4g!_f$)O^8bzfDLMz}1mRLy?uKAe62n~J5?2L=yt z*ETbz&JHt(VdXaJa*Vw|a_O8^-?p%Ej4sQ%bWJt>7OIM7csr`r{1ntcE;^;uvLl$s zN$b#BQi780Xte3~A+>DJ4ZoRP^g-1Z=3BPeXr2+ehA0Qv$0N}jvOwo>)-^r6{S=2+XCecz!bX%%wc(+CSH#-kD7Mhvq%GVFp}Y5q`ffq%iJRAyKy>x-3EDhH5W^JNOYY^xzc``?tA9IU zCy#YgHP$SZ4Ma2ry{mzPk>m+=dR40KyA4k$bck-3k6agZ;v14E&7dwLgde%0WA^tb4jFYP@vL!TD zd>wDmC5N$EgK4+2xo*R2gO_@H9U#dwA=c<2tziU8;#Y zxWXiLCN(-Ml6fnE>wxqL9r=k?QYO0|yx^1Sq_cI$;qKY~J!XSOP}M9()fn+FQ61cSN`J35M@p))d^4xtI%7NM zj|>Sx4wFoNiE$Ap*o!h|Jx+s$uf##aVFDWwO#N~E!I=8fi1mtyKgf@)fQ8va-EMrz z_DnGEzp-|nQBCfDw#Va9q>D&zD$;ui%?N)*K!SjD2u(mr=v9IsvC!)g2)!JngdTb? zl2D{emrfD^=?Mr#O1#gRnLBIln!9G*7xxWWu=0Y3@Fc(Q{_g$RK&-zE;jTXKf@6>O zJWe7D&GjP^ZK=qfBs89>C!d{McdFS=o+7e>4Jxgy$Og7w9Z14)l3r@}$z2b;>3*NvG9oKSaPCgLd?}xlGw`e#F_54I`njQ0wPG6z=3R2D=$f6*Bf~liE8X4XWo?H&`I1lkS&DT!s3of!Ex~QIhN1`Bq z0_%h%W{`h@ZHzgsu;A^q2T~R*EQ92zsH5FY1uVX1VjTXsgv(;#r}76OEMC}%3|5nt z{Omk`D#Y90J}76a*R+)boD@_)iyUd{8 zEBsAWIY%;jtKQ4?AHhdJKA9IcodJ!{@8G_-{q6WLN3}Z2c`R9LatmtK9O6{0=;YXG zG^@N<`0++~AN|v}a$gL7of3qYXwu2ZzMB|@ve`U3ej6>r<;`Z# zksBx@eZ4YG{`K@p>ML)D!FB{LI6JE@i?Q?wNlY$0RrcF%TcR*u6;q^9 z>zhmaRM-m1_S-erJ;P*}$(uJ}HwjXV#1wG9`B*7l&Q=ghqzIf-Geq?|2!4QHyaK{2 z*0qcf4$C%LB#-$_p(;n7>rh8(nQ>|tz~%THiukN{jl`$U(yJhA{jl$wK3ks}C&u2_ zqHIkt(^;8b&%>kE3zA2Rnn8lql(uX0xYDf6wSuwb3pkN{ z5iBg!eN|u1JkH2wN-xl=WG?J7&})}s4OC^q2Xz8`VbzNzb9jok@j&3}eEM2*?>Muz zZ{-DeavyZ*_sg@WdkWnsc|GJ(!??vlZRYiY&2etSX)?rgbZ=Up;y9?VCjcH>{hN3Y zqjvY@G%-`(pf{s9@+8AUjfFZ6^`YOenAH%I$Q4hT7T1sD-J;fKy?evhH`X`a-g~YE zs2F7PYn#`mC$6$Otn0EQ4Ev4LOO1%GlXoAAn)VJbg!fETWa4(lsl!t@x%^PH(_4?@ z4C7F=F!VMHhQcucX2u~H$impyPStTh9PoxKmvqEWNxs3y3$WK(5vWJS-z==&%|37s zc}h5#EHs*jz7#n6Qn!b*ybuT?}B&6=!4fU!uY#X~}d!&>cn zF5vHEVv53)->%v%J*Tzpn?yNJg$q)1w6|A0XqIwZ^CpY4CmnS00;Vms2P?38o5dA) zCs>fU@*vxw-aB@#uS>Ww$wG%R$#f=p5`l7S^VnEasyOL|(~6CX{5({JRJ%Naj2drL zxP&O(m|maXFCqxOc{mr+Fdj`(;s!HabuljaUL12)VmHcX!zRw+7IUN?SxjqcFJ<>e z)aHKn#|t0V{QB_${#)=@>a4E$^c@C>0t4@p3SIJUntC(z7ffskHd{Z;yHQ9VJ>-zw zzY>tyeE->@cdJyevVwcAhrvQiM>?G=l%}2o=h;+V2;QWGd`;d3!Vz_MQ%NYhw?rhVp`B( z1*&JNElmu=3q^y&8Vh!8xo4ym3~p|jpGl!#?C|bqmO~Ak5N-!tkhq6cy}rYo@LWN? zp{xCa_tLcJ!-SU5Rqkb*xA^evcaheeWUPJ7n;XrDQ>>0 zHpQGurz*~{G#3kcHCPIPn3-o68<)q;`>xlh7blL9N2)-OujO-94##eVx4v9*;e2eC z^D=*~yKW#J;he-M8-;I02Rn)Q6G(HsM0rzrTn;-MRi7i1 z>I+xtHw-9_>}xIKFaAx%5gJUyjN{m2f1;ziL~GiJ{BZ%($u^8w>*g%G+spG_9TP6Z zz2d5oPp4+}ZHLtgokll`;`E$hfVgP8#dM?;_08ZW%vX|L{rbeHOmG5^sTlk>6)dXH zaJXg~Y0fqLu-HtdsAgNXw0r{XcFg@93yStlrf3rLDFTdiF~6zmLcu`AFTA{^LlS&S zr)qJbrb(;dD>_IrW9)$81fvQEg?DRx&b}9+4E`X*r84q8WEB>V%js6a43^P_c#=k@8 zkFI;E+s{7{pn)W@wD_S_{WKK~|J{@va1Bz6)TwRkW7 z$5=IActJE!Z(L66*7!`3g^6Ad;WW;AV@RjR1Stj_T1M^W*Dhn!U16wLQSgI;g@OBJ z+{@$m113<%jj@~KVhbxvOA3bZ?a`7O8Kr90QtQtzBn|j36e3i{IP>hG&%=wk6b?NG zO-u1bGs+=Qg|f2YwBZGla2EG0n5g^_v|DGKdTX-Gh_fGN`#c=Qb-M+jWa>5~n_{vB zM1~YnH}Hl0?q<0lQSH1+2bAD>EpQ~*B)_Yo^yXg!>k^0i7N8gZY9~o2HryUbNNg+ixaRmVZEz;EoFPiIhym;8)6e?eGiP6p3iV)XTM%;(P3_m)X)n|-gP zPr9OT+|sl<Cl~wDM%<*A)T~mA?sS z&1R@d4+kS-SGUomeA)j`ctpnT@;$b@VQ!RPZiy5FQ<1|#P)Nzy_HU|hr$*@lRr+p?OfGu>e`m_HW?!mGHFaU4e7Z`^ zj|@$<+0905T9N$mLbbpbbZ=5D^muf1wu*GMKTn7hxZCUj4NS3_^=`b~EHIYokT@ou zQRTTuK&~}4$4FK!eo2(ID|=qdbz9Uhp-MkTw8C>=RD5st)ce(Gdyx8vdT^lixZH?5 z*CF7bu7$^&EH!t!&A9np7y&kYpl^EG6rY>c6%5U}`!DvN6`X;3#(GnCVqqK8(z})R z@0WF#^dy%j7YAzo~fGk=`;CJhr3d=U8h(RHpY*tb&-7tr0WgO(BiN!&r*Mh(@iu*V9m z<+_32*{k~%Cajr&%yIcK|DB&o= zp7HY!xTqx10nPT!T&<~|F44}ffj~(FXBA<3x1m$_OKWpyvRTcldl2LD;gCb(hCEL= zB*J|H*CE7(VkJ`Sa&V|)==_F3)QF5lta7wz9y@bF!Jeoowx5n=*fzYi)t)ifFgb@M z&L|9Z!-)*Z@yE;?+$lunYzOE7yDt_jOZ_2WkDXXM(AM zOmO?UxxcBvays|xbR?<|b;TQ!2Lp3+EdMFsRGAG@R!>&_O~qtz&|{i;9YlpR+HMh5WDmLn&L4m8|XYH$2lmBotpUxD` zHB_-{PBoSh4!uCxyzIJ-Gu3|!Dm@A+?Sb(wPcyA+w$W@P3mp~=v2dBs`Hb`V=2JUc z(9cD|vsFGj_-*Hqp}r%&fj(lA%|;2&x;ou5RKL9*Y?&=E3okQ?a|4>*$=fevKsJ^J z*TPSb=8}*J?DNQbx>mLwqW#rbmi}9=JAwX_5*_v|ROu%p37?OuYQ8)bmT(B7&-`ib z{p?CSBEUy|%0;Bt2o*tMk02@2L*fM_2$6uZ5&+_!mYWUvw!{V!tNqNI_&H-@+YF0u zXC9Fgd9(b|*xFKG8&?GiR!o?Ld;F|F{nX|j=2*}$8_>QKEk$6IJ#Ve2%d_yge@AJV zdR_7~ipT#_v}Z*HZZH4{9Z}?A=|qrc+NM~EPEwZs=-1-Rb6R+HLZzhJq)tWAe$u@z zt3<4nTT8GXz>8L28F#B`lX1bmcy{?GO?5sS{0nyGsLNEMy5-r4`5vNy?Jh9&)T=iT z5sPZ0_6udlo2i#U=aPe$HqPGHNijIqfHR`q^OGsc+hH1Ty1vnPQYy z1fL$ves)*8n>X)eb2-LtX{Lwy#s4RvtJ^q=9CGQ}zfO)9o+-{X9jy;dlEl1ljIXeq z>@kpzwEt`UR$qT2TcVIMS7t?_QMHhTGIkJexsllwl;LYjw|#TGww3x1VtZk%MaFm1 z5L^yW>>?}6CXv<-BeI-cN}OWHeD^G%Eyv*jM6!p1JH~E$*(cZKXr0tfp$R-&GF00upR>V$?c%;W za3a4&>WnxZ%STX0D&)#7ESk**dULp|rYBWhJOt1}jNV`hf1(Q(PQMr_Gx>RgM=)~( zzWbZ%%KHI{C$blU`HrNC0q2aI_l-0n4l?sgo3@eS)NujCZ=n*UlNH)>!H65WLc61d zX)fPJ(CYoV{BQBr*&?W9UEcJ{ht~YJUy`8~JlBm=H_6tz23L8quR$#072VTX@!Jk^ z7pQ9nbm6EBQngd2DcK%)El+{hu7xrQT&wo(>A4xA$LKeeNB7$m8lv590{$HV@t(gf z>VhS9m0%a8#s;6mU!%N3|KJ)=q{sjx1AcAdBG_k+OR7pKJW&1G=x-{TSMRFH0>&hz zClH(ll28g?9Hh&TPJ%Gp_Z`P(|wLva%S%UAOJ>lcaUy4qVgRn4sg3x-F zYD=Y}yb9dIj4x7}y0=A*W6UMb+47auJ6xqwLUzZL(r`Kh#sZAKllLIf-(wgk4&2P$ z%vg$29P@{AxXrjfLO2>?=kg4gywmaJxO$%3vI^xdTj={uwFBpG~KIX02l%FpN~iG`@=h#*2SVsVRgqOm(|Tx}OwIg#p`5e8OJh z`#k9>io`q+;!%pZcu+xR_6~jM5UK>jG1y`G1lW>ofu+I@(}T|fYq*w;R%xz{C3~AS zG4n*t-X-q8o);fy8Uob-@cKx(-FD?(m)oda)MdAZd|A%8M8$g`edjzi++8OahjEbA z<<+-o{VBJ!8t$_sN}UkN&zwgLVs`-*AH!#@wR?DUbDUcR>8n4T)L2RhQ^$P9f{Np? z!~EvAYyaxO6B|rvCn@1!TnG%{n2YdU<0o5p6T^Q~Vdj9%#sjQ65qM+5K@pfozo}?f zDQxT~lIa&h>cqFeGk{-^mH*=I>f)+5@LU(lEq-zyz*M@7JGY|<@w=i6M%C+p$jlMb zt^pdLM85H7xkO%;9eeMo19zpT@pk?KzX@<5XPY%Ac9v(|`wyENPVCy(!ST)Ky4xIf zdr76h>>MI^JifbH`9@>WA6Unmp3NOxrb|n9qPs^&-$=Zg`6q}J1`t4do+8#VRvVJ~ z4HgR5v@dQ0|9tc3kKw|A>N`lh+LJ^q`jO8CR<9y|0AdCOU9{V3GM?ThWOGt*2gtpg zoQ;8cJa-QhZvieO4%5Xq+o4f9=wAdoGojojv1Q}zV%nq`4K7hwOG-$l6P;AwdZ-f; zD~i8J0YwTLqrnn~XRXe`NPGVW!LfvU~J_T4M|nXUEQ*-Sitd?3y?k73o_>Ws&%tKy^>>6lf@{KHV;| z+%PMR|6H6s5=gVp7MnAfGh~{4-r&d)a*yr#9(cHaenJAS)Css!?JhAy4^-_IqURaH z-T;V`Ig`cT5Uoz0w39)OxYYzM>0WP64N`i49HBe9ODF}0?o+3O8)MEKT(A9#(cs0^+0$BlUkX3@v3kPmVdz-ltdEdzV^0nf&dBDqRq3iad;RJ z%FE%COK%hUN-DjkcfDn|yxKtO?%)dbPC&iHu*jes&ldL1sC?`5lcUXamwDTW0f{Gev*k@ag%fe$j zu22th?%MFV#f9kK@Pl5vh8y*WKgdBklis0*4BgS8++{Y)taBh;2Hl#wFnx!0%5nODLXw2sg=5pad6IMC)4l7QulVFFv<(!D z12^M(fsW!M@O7QU2>MrSX-eW%m!LVC>Hl$jxk9AAU`?SIY65=`z-#ncjPEC(F z$H}ZmN`psaEzZ8iqf`SPc5IZ{Zw(o30E@wE+Dtm_wz==!8haET>;#cIgJ!vP}x2BIN>PcId|6_UfZ+`}!*)E)#GudZoim-oT;d zNvHs+{w+Ku>M)GA*IA)XVpDwRu%o2JF3${WUyxyfwTHd9EU}Eub&Bf8G!(Fv+H$lU z^|N3tRl4#|o{@1RVSSPo8YkZQYNuBXSjdJy7*M+xr8~C|P}=Kez)H9`cD;(p7B)I6 zZMCt7oBFz*k8c#8gJ(}!+WOPG^u8W~9oHDyde=FgZA98=ON;>NbLAlMviM<`Ay$_; zd{jPO$`Yy^D~sB79|MA5<+ySPW0h(Rid{)#VJba}a1gP?9{;5V{3vRu)QNN8YydO= z&^pW*a5|+4U(MNUk;rGJx4AKCA`6oFDeKjBt6{5cy27ZCQ{TcHrlnI9whGwGesO=+8R;yV zL{^QY?vxJAO=Y@!&P)aYhfRACv#QtvZI+mlQoO8!D_(p;e>>sz^fGihrF{~q(_(uz z@3!Ypilfj{@}x+oA3*2`)jQ`VY-)c@UD%btZU{L~2NshAM~`hDi`L!B|!aMZFKjd*aF_KE+(WI{d+{4z=l7;iX@b|6Ui} z(u%DzRJ<%oI-=e};3Jjpp6S8Wf$`MQ_*zdZJJZCN+hj4cmM$@^?vF%HcI zDtlr7{_|rb1h^9&Fda@$AI$Ws{H78M<0r?En0mfNVbwq+^QcMDdqQ*1<^pxaeNK*s zC18>{<~mm^{lS&?X+n?3WddFtx}2%Y;u1N>4#0DF2akl6hflwCbkjta&O8-?JV&b< zm9dLxiR!Z$HQ2*!nLqA3U-0%^Xur-}rT?zdQU2I{k>J58d%2=VPS<|6Xus zoJ}|pz0=V)bvGGLBf*hPQ&e~OIdQpyd<4QL3KG+kWS1VMy0F^OuX9#`o#W}h`g zM?EvldIT-sIDkYZ`t*#;cpe+}ikNSDnW8V4@_bS3WNy5dBW9lMjjc8B$ISo|IgBgE z(M|&Oanm}pDzsJmR#!c3%WICd+Crl|DNzR;y>7ODc|KuuFLx|IBp9{w4NU@)8S{L=jW{d$FXcw49 z8suyNa)v_uw4;kIjK|uO;BK+i{H%`???qUwrU8k_%VM#QZTeGD63EF{Y2~D#s_|!} z#iMaFTHW^h5fqTrX1h1HN6&v9Y}U=$36kCRg8n^sG9~5N#X;UNP5)!nl$2Z5SiXz2 zZc6#|+3V%f4*_^?qe!x1%uC-9DTP3OU?ktRzcBOl2)77S_TUy^+rvFt(3Fk5A7{vk<9U7@#JronlWrtbwx zrL14HzgYCq@QT`Lb93H4p3cgmsHLSfOFRUAPb=6t5BBHtzFSh3-_ss5-~3~w_eydw z<#o8QnGZ@|E*Fvboy2=nlHXgv*LdT0FFrSfYAf{Fv^=*9QK; z)wH~p0SeA~%}Yza7D952Q@2e^2|yc`U+OwX(Grpp0UWD#n@M&!)Vu6~FyY3DG|a;G z*s4iQ&5UE`^v{4USq)GBQf(ex&-Ltic7se$scNUltwI+K&pWN?wy_IkycgeKUSP%) zM(p;sAu6Uoo0aQZyjYdU6w0W>k>6!#NBL`3u~|`p*>gYJ(YB;BL~nP&Y62e%JV>3H z+)n*bLjr>*a(ECVhyBYfE>;Cl8Eqyq8I?o1sJETXVCtbJ7f@`(L<5Qe z$Kj5?X%c=@T^%mxxSq`)*CBHj)AmRZ{f))C!M)y})0~O=FTta~Dy}EJMtb}eW+xCJ zko*0x_wbFaN{KazZ^GZ`gpQlqd_fZh_Y?Im$t8?b?k-+vV7W2_`EOl-D{{c9LuJ0* zH>OAVq_WDwEd!L}s3qL{jD1SW?Ps|_ysy1(85OPb>DZvo-;s{=NF}vIE5h}U#M9n0 z^$%dXGB``$EL1oSbk1w_eDXr=Xv>_m&6ShZCOO(vB7J9yVe>?9IR^lY?l3r(gAy)Y z)os-y{B>C(dsM$Ix#iTfh|KljZ%b_az!jQx>RUAY%9m8y_Xh2Y3QGaUU)>I;xZofL zUuOqW>LJ-_UNI=cLAFt37R@8Ya`k<`1F5klp`sO}p> zPePWVqtxux^%nJk-K1!F#BR=xRK;HgoCy}8h3pbf0HJiEOc-FzV#*_g-}jm23o1;z z;dmi`edyK3BM5U>-iRo>$NG=&f`NC`DlDt)uc#S6i2#ye|C%_aav97^KUs&;vV5h) ztOkYkv(_*+LIPH#*f$Z3a|fHpH=a}55l^-kumhCqT^*T{dlDCRxVVan7^PqzE32Kf z?!%=G%K-n9Sm*wo#8&>yM*>tC7?oBoW)=`*+MX8HNX zwnGlhU+Hz{;&&fGN3G2%}V%+j&D*|6;NmT|)Obdb)FY{G*1>!HCf zmjahvAarb-U~}a4n6hnEJM0?=@nv=MH$uUCT)(M$KW*;^*3NE35R$D_6nYc&ROb-$ zP65-DDejSv=7*~j!&iEKMOYJd$j=nzV}0bY4nDe^5a8f5)R`lC=_nmOT|i6fJE}Cb z3UL)(yG)%H1d@y#Z&>8U{umW^8JF*QLAr2B8>fjMF3d12j<&EyPNFpNb!~wH${Nf( zL116x!daj4@YP)xF2B;%jQ~C=l2i4&K%A8~%g!u?tJ7C-6VQ4=96ujq{#l{;>t{nN zn_q3FnUU?SXXVMVQhz6Hw`EG{nadVu&kXr(XBOW$G#uG};WITbnIuu*25&VATx;d| zlYh8JnS3ro7b4$S-5)C7v~WGNKZ?zKbt|}-!w-@#DG^ZGp$FPs7ZKzt z|C;)D=bZS_%vRp#|GKUKWlOWfN_t`Yb;Mtb?m-H=m!my|ZNz%cyD31} zkOsdb*?l6W$At;`+~?(EC4e_2un>sf=Sv6Wk=DTntq2zaF180HE~ujQKDE$ER3Z15 z`__QC4P2xk{hL}7k(`7`DX%04MZ=3;exx2j2ZvjB}XpyFEJ?W;eSWr z{V|(`iVrL(b612~N9opOg*;ud7zkKM*p0OR{;kJX#JFMZCo0_T=>ccUc(2qgoWwwE zi&-KQXv7tWn8%+B_1MdhV`UPcjXpap>GlQDkxm(y6pYhY>YMBl_ph5#^=)eI>ev^4 zq4~U-lS4-mLnT}?K0QuBRq;TSGC|5MpxneT;73`A+rB=jkj83d=91>mlBWeZ+6vd7 z;xjaSIb!j*b~-eD**2NSnFWQC{Qpc<_4e>m-_p=gOli|AIU&`B%qjkcafd37Ah{no!yU|GoA)sw)4v+k4D#>R!PZs9Q$)Cc2$R6d+q zj|h@7S7LPH7?L}+&I!()GJkbylduhjh z+xYUJ7G<8EmHSk89`nhoKAt=MXeXq^4GIf)Q+>1du0<>PN(ju?%_ZSJJn!if5-KZB z!kb&w%k-lSowphFkFB`^sA+*#r&xUfNWVjLI(%KLFg7{Dwcm3pJI=^3w+KH~Z;(mh zS2cx|wxwS+?ROXrBkI!}h(mfI|2%Wg8ojeJoWI?@ zz!@~l!zWI^4g31v@8$ok5?s+bFrHHQ)v)M(sntJ3u;}uX*M7ghzp~(IZfv9Wo65xV zfnF@k@Zca_Z}ON|vvTiA^Hqb|?oQckcdN{IGlK1%>E^?nI`dw891w#BN1^>fQQ0k; z>DQ0*>rYZ%Kjxe5lmJNuE4iLqYeG##kJQ6DAtny%M!rU!|MyMn|4dW)iN^5HTjA6D zQXI>xa{#(OU0SRbNvk8tn|CHfW>qSp1bOaNx5q!~eP4$!Yp+4KOslFR%)CEOnwUf_ zq0fNtZaiue^Rd*j5t&AcZRu%oMv5wFTxAt0Hj_^!8Je$S_4Nnvd3VW2pL3{c;WUnj zW_V<{+oPAk&kCRcvZ8vA^I-8taE~T1(XCQgh43P^RmMNL{xSi8Kp$bc>A=E{YX{Wd zE|Z=$^foKq^6=EKn6_l~0===t8HP>0@vjYDxZCtr+r{O!;zw;>#7&a)txX=A90&i7 z1Li$aAez<$H_D?(O^XsW?s-wBqC0QDg$k-DGb=>CKFSR?$>|=Gk|EHaCjv}NW?wex z9pxpBlK|025anmx)SP1`eivQw#nSc>g(J(=+jAA74zluP(Wx8f8FL|@T)1=D)v`0^ zl*iBSP=xc2j}Bjj7hlwRE${7x{-)YmIA3XVKdf4iOZ)eq0pie-`oOSVt{N9*l5&;Q z90Pu|HfnS>+(VI{xUj2)JL*lKy-@)qdPSu}OA9*~G(0VBw*T<#>4r`~ditL1v+^2+ zEr}^?qLUq%h2)BHXQlih+YoghD1Uz0&-w9D)S@GX2b$Dm)H;AeYZum(0biOFexMM(~jIkYSvTI+Ku=a{kce*lVM z5fuQS$RCxVl?{}66>XOrqn@8UWa+V`C-#k%1>weTko_OE&k6q zsw|}D=n)x}3P7d;E}86&P=nt2WdI(cjOW<|Vb`Z|23IurGw~!7pHv(l1YwRcYrs)+ z^of}0E{K#aytcVuK6ecpU*TyWj^wjlF#Nr^rL+)u*i!F{T z5Nq676LZ+so9)$Lel%9XX_mUFZ^BFK=acoGQhTNVZ_ja%Z^WJ6c5bYvmy)M33zd%@ zm=3HBko^WT?Zx{IwQSb~k`!t!T+Esnm1B{B;hGayriUpKMQ;sLXmUx?y>@Ks_I7V= z1xX%Rsg!$@3Je;bvvN18amSL6rLVaMEwDwDF3BdUSlGb5R<#bD+L(fZXoU(M_U`#_ z=FivD*b8PjrZINX{@lU~>Z4}19~ZgeRUD0)_zJ@}3ZU6psarbzKE_cBMzHRa6b$7K zmc)O}sij=`LQSpO&Y0yRq5Ny#^FBzLl0@m>#BXJWIhToIdAFJv14Yc-Zo0lCZ*z_q+ikz5ivo*D9xip9x z4r1+Kw&iwy|?V_4H=UbC}0|=-5Kq7MLI~${S z^^3Njo0{Z`j)f*pCab5ZC9kmhQ1gD$}q1^qOa*_O; zx^yvx^wu&*6-Fi8i=vSDO(mN9OLj+qS?0)k{NczUr%Owk&c?^uHl5<2WF1Bsx&7S% zo|k7=@~1_oBDey6OvXm2K95lKF$X~3hZwQFb}d!$9na;HhFjS95HZkGZ;>F4GR zqEoTq_o^2g9FomF7v?;x5bg+v(Z}N5^Q)LzOkLrY>RfEY);#9zDgR=<+oz|r?JOK0 zjGG_ZxyK|M)|3o#lOGH`Qz#{8<_>w?N|e8n;_w2wDyd#7!7uq_(t3%knq23lHfFLa zpIVguEB$9$&o~o-`lfzictO&zAH9n?f1D1+YCdp!+WT1w-*_2_ zi*z(rB%X$o8ncm>z?zuVNvyhI)0lcs#>>BS=GV5W+NAGmjBzS=XjS+A0kyna>t;j_ zQwE+J8T^t%0tAE9qgAFqmuCRA*M>#QkX2Jt7aA#7h+oO~B_|~U>#6pZ_BP^zWyRnY z0wYMeN7v%a$7bXHBwMp3RXz1=XJKWaTEo>=uh?u%^6vgcDJF(%Nmu+StNSmeEkXK< zbC*ar!!qg|@O9NZ)l{C~SsSjO>*>>#slh48U`GMnEWN|B!yZi)^|jwr#oy&j^L+xX zA40v=(yTHkM@oAJ7PQ48h2rblS|T`(ge5ee^(#CqTJ$khx$~)5_)HTw`j}Us7s^=W zR|o3KtlWZz@7y#N*Kk6xj#S)qHkDKG{p($(Ni9_kRm#O)`dlPC|NGu)BOffD*tqd2 zT|R&X8Kitq=kY4`Cc>kT2)+L#g+#&f;teR4~RYUq*X{#VG=u>6VGRr=KE8A$&T}7 zX0=YrcS|$7Oe6e_jhQ!H!jiqt%Fl+WBPgT8B91<(!U_FzuPP$l@@PTs4kGo3w?ywp zK3$JkP;m%I7G;iYdz#S6%fVA29y;{-I}gwMEBwPBy(A%${f4l9orWpBhN;de1C!Iv z#x`|q8^{f}J&Ar?v}Fcl;Gw3l!Tw^^hRt#PqWif7WrLOYls05m5MC5vuaaz{D=-qjZsad9s{a?q7r zx<`X8NBraC&bb-h7Kf)vU)80{b}TnVzWx>?Qi^9|qj{|S8lGsfDVDc@me@8ninE=x zTji6ueAv?5Yd~)v6|7GCqK>Qel;Opp?E^g6R<+3~X;eH!#AtL@Gb&zY+OJZ`ZOebI zB0kMN@x&rWpDh<+6x%nB|9o@(r46Y?^xn&A@;B8l*-_%1+??Ov>wG^%2%M(XzDjm` zjzj}%xFNY_D-gR^h3;0+#r2#|(}3XJSN7PfTY>;cbfY^k%f@T_V^GP2mNq)SUgwFTyB8MLqzo`l@uJl>h z%Hy8Zs}?A?9TpfcWKK-zGGy7W6~q@R_uWs)K|;+Sas@`IlRDpiQ(1S&5#1v^uyT$Gz6g052|n@Uu2>X;eP z)+KYusQh`;?*{li$SrE ze(q_=a`UA7iaaSQHd;-HWF8G7a; z6)j`#^;;{P9R5G{yR{aY*h4JHWs??LP74=j1)w90t`cA4as{eBs_^$o2sXu-%(zCR3 zw2?J)kuD{|#MyDe)FLIqS#(I&JT=vHvK=PgD$-}uxs(-a)vAD8oP(H@&*j$_LW*IB z0G><)QuIsII2T&K{yt?LrJu8HlJ*rvGp45{_t%26{r~-#|DP_)|6iH{EmbSZRxv-s z8(w-}rfV-8xkTI6#Nk)fm{GP#Z?d+wxp$#RP$35oSgZ6uAKr4#|CVu3X>i5NE64Y? z+w)#~_kLER^jb8Ra?CW=)HfA|XB8b{iRZCX6KAYdcKa5j#N^H`Dp+siXKp@YBVM(T zIx`hIQ2A}8r*u(pru6~$oeC;GrE4Dq-acKDxpC(&lgK|m*zGn``ED}7k(h6M61cX; zJZiRW!>Y(Wt(yZ*iOS81hhQM$NS`U@wrD;5pGQ@FHQTPhaM9{D+*IPX(0k{N<;5nK|CHI!i&! ztmgivN>?XKE4E90Jbz3XlN}A=Ll*+j6{dZ#j`X|lN4vX5XX-p|HP&uGc>Vh`rs%x@ zvci^7bE?5@ReO8ISA?$8bdT!jo)!|s1?r9)E>t*x!L(vI}NwN{xglWoxAEccTY|8>`` zXl=EX`o>|8<(Tnl>OGVcOq_BE8`X9dRTjdh+%|?xhK?OrS?RXB=4(1_w$Id$yJ`JD zRo&50-FiwzpA4s>Khyy;s^<&;nVEyrXDKuC1@0CnRiv;W0Cdtf%2^jGz;MVSW5{ zvfXJLR?>fl@{)r<@szvSkEYPl$I1co$N7v(*l0jFFL}RwoNJ7)Oe6Mo-JPk@>bSy= z1hQuHGZ6pceDZKi)qu*L8}WVLc$7)a)S%DJGLARSY1cXH`oA~Ujr2Eq=t&6w>EqyQ zQe$EL>JDLm2NB1S$Ne6tw!H=T5_BR^oJOf)zMijxXU%g7>Vf)zCX`Z`yD=>?Q(=j( zS#lT4D8KFgq6Xx0E`A;uHi94;bth1OR86e9gEUzzl)q*!B7o`7Wmwl8vb+B|bLjQU z!m18`g2ME1$hkM`62OuTt9P%0L#U^|PyG~a@D$hUs*Qc1ILjt_;F34rX-O2#KWm#E)VUfyJ(yg1U-Njo{4zb`3Xm|)j$_vf~)Y+TPO(*-MQe;khY z^?<>|?x(L|yl{=4Jl?0f1Q=3k?n&J9HgogtJWCUApf11Wcbayvvr5{bwWGp1nGw}=1SZvR#51*qyrHR8h9y-12 zb@_ODq)KMwUOThaj_c`IlpBY?N8cbe8Ij~LFUp;DY2I2~VC8xZ5!Ug3Et~VsPT`S^ zc|vqdAI5xtC9<$b4il1{`4wR54c!;4?i3n8Aic(N84oz*x)*;_oz#)v06(C)L?YJy zRuk?dYpzKro~+jAW4-4K@pGSlQzb!7i%{Cc?_D>@Hlbk2O0rTvd)8{yown{dkTmlS zdrhvv^GRW1Q5RRX21&aeL(b`bI9{K3ec(k{L7p+rR*0Z~YZMTUkIOc{@p1R8D^u?D zI5%t$8et^TX(C5NzGBvVyjiV)t8!#9SM6IPai&=!$)P$1?8z^cr4)Jy#qmR1zD)E! z&9|IPiPJENdgk8DE_tb8e|o8V40vJvMxlB!@^)i6PQ>2NV^gw!oilXDDO5X#l3x*i zppwKzUhPq50Q2MRqV1S3>~Tp{WcHqghd}9MhdlwoMgH&d!J*CkfDlPAX!$}1WH0* zo<*Db1GYaNeXj`SAU~<*X)LFkaSlzm#5h4{U~1&3DJoP5)_+ zl`6)G>(T)x$*t9^T`HkcbVnTK)s%=wtyURg1oHkc0QOtwINAmtJUK=nFxphM1&pfaneoK zlQ~aE{|eXFE=gb;-1(@LUUP?5eI5nFx#!Ss)|70oTF1wMC#Lkxeb!)&%2Q&9!r)2D zB6GzOHuOS@)ryI9fCr&udlE|!TPJT@K#%X0nOB7OPZg?+GezsxS%g0E`C02%09A(0 zRN#K#iy@z|v%U5(T)Bg*Q6*t_+YD>mhjTM8=4=CwKr&NhtX$K@(hrDA7q=@YG_53! zel>1D>Kv!gGMux9J|=C(gWMlp#i(5;D(%@3>H5NCN&1}#kx1+l;%a07fAs6fT0n@L z{K%S@U1DjyvIKeJ^LRh_01G6)hmrx9pn0EZ1ihJ90Kl;^E8~#@8Ya0DdWUWos%S+r zQAeWV`pn$tal{69ytuvs%%s%ULDs^WS9!J%?`jXz?_!~&ZHb-!F_k9H8&~-5Gpi zuZZ+U*=*-Cg-L`>c3%tQBX86Y*L7h%x2wWQL8&d^l#PaUFQ?Xe zp`%9ii+|5-Va8lp?fP)Br*3O*iLyj+K%lTFU=fG7XB#lXqtY5@y77I&3oBl>l z5s=ZXw3!-mJP7>ILz8w|)ZvFNYeWSU2{9olTi|6mEFFA~vJ9&pE9XcFGl@+vl~roe zYf>wjAx*lf8(W(?o0>c8THfzZ?%(k8l-hGn3~|qf5iDP{H0KG!OWwnW2I(i-weNdW zCk_QEX+l9h$8KNIkbmgb`U!3zd(}XgDN4n-3{s_1tQsgfCKrxVKyj97>F6l>Jx6N* z-Vb3qXqo_1bg_OHKl9@vv9IXImA8S}*DR-)wxPVIY^sa~!t%i=zL5(-!KPyN;U>g zjt;|yOJOBHpGfUN^)+L#;Ab_u%#ZN6#~hhBRyTxYB3CgawG1z)kvo$>i-eh=XvfsX zOo6?Rizvo*H<6uHLekp9XJ-9Fp=~5vlazuRSW?1FC{L)Go5B3%r!8Z2O!0?4U}5BM zDmI11yXea$a81dDaZ%>GYn%I%nBlq@erk1hgZX-VcWg&6uFAbX?;5ciYnP->8|sUf z<|NBw7gnlp<2T9e7^rZ>gg}rgL_T zHV8;Jh5tp`dqy?Awe7yFWv4}?cNOU758jmlBEu4WJ02!;;>4FhoiS zy^A0zpj7DyC?ugslSBlAgn0hX`|fl0*<*h=W9;*V4}UTkBbi~&d*1hT{VsA+t=>$f zC4V6$40+SkHo+rhTqQb)b4fVQV{LuJMHTOjNH_3Jc{d$Kx<3+lf5;vqcJpuhf>qEi z`NT7JX{A+}DR|}xbD9YdIv_NlG(3y+IL+x3XAu_r_q?hQgrWX(5TA)pNdx^HLn#KD zKwi!YY7c2g6$jmGossIG85cAJN(hRqq{LnusY0ZL)E|~vnsv^N)nBHELZ!GM+|0XJ zl1{Id)a}()3r~KivDC37;hFCWe05%%c@MjTAeYz0x~X+_3-v*qbxE97 zqj23;ltAMwV69)~XGattLMlU^_qW4#8&B>JP|Pbn6&w{XE}a;TaC_VG7s)=h4E$I0Zzy#| zs0r_vKGE@5>nqU$qTqK{ky4qY2iQ}4i-HFXtPJG~+n5J{gdhnE_&W1_o#2J`jH}&4 z>ylRc>S>X*g>Fjgy}pKU0>W>SXl$#v84+%#5x5~73%l@ZW7eEs#(S!2(EvQP3 z=W^)A;qk-A<(5i+sdJ*jBgM^n^-JzomxLZZDW97~gN-fH-`SU{s-hH1x6R6LWhmJO zOuv=-4O;hH&b=|iV{ZK<(lTmR`q9h=J3q4kB-AM%4d z8G7moeEjt>ZZNeNq5q{@^5237+kv9es15cO~2~#Hp*QZ zgXJLJ4DH101XqP^|A2HJ=++CkSA{!3!CEA z)B8d6dD1yxJT;eTmrO8_9hW_=$eoO=1slVlI5Au7W-Gx=Q{2o^$jS;WQm0Ypr9iHf zALgkQJenW0Trwo|b1;o!RxQsm?59ZuUnDcRv<|Fd9Gw_}7H{HprcbWpxeVktW(3Vs zEXw8!!hQMM*L~@QUh3)zJ#Q}xS2PpZ!)+;K&BMM^KV$g z#oPM*N=A`zzj=Y57cYPCMjY*hdu?8KO*2Vwy;=f?WW$5+a0^f#QIl#n_zrZ|5qX9? zxnIY#AeuV%w%b#=Rp?|i`%6snT5j!AZ*4QE0OS&NTo5zh>QNDj6PqiCbCw8-LFTtU zmP?k+phdRxoYit?;5rDXhN}Cx^}p#nHDAZ@L;r3dAKWsYGVrL#jW;`3Sj*O(xNYft zJSI-rtDB8-|Gw1Gxc>wIjfp(k{nioV@HR%dqX96I2Cv0hv6dj`+Op0D6iWiOp>tbd zTaP7f%!J^2@8{>-o69d(^!J{5bf_O0EnzM&_ewh(Y^Ann6778>e@ArGy1$8ehT0n( z_hPim{5FXooIKpL@TB`MtW7-5MaJqE4k>N?3Z3kD>Ez;|4Yai~`F`EHNC29}{H2O0 zD1;lsN^ZwZ9+ZOaBNk2w8sM1X(QK6%ZJTi` zY9G=fyC)q(SNqHoMQp$!=@D+K4Q)YBoNO%sC)?EV076$@JST zo4x#bL0(oQ6_VH$%U8odC#`O+A$D#3s4a{;Ct$R&(`=qz*W-fj0?%qmpIY*G}hPUV70%JPMIbEvc~+3WK)p;~KJl ztId&elW1)e&MXhop{!KjE^3~}WjsE8zq!X!VSDh`BFBhg;R|f?x1eCJ{7cj?btlpp z1qk~Ak7A}o;uD7R3|+|iuxTMxZ4;eLn5(_}R({cH6XTpqwl1w->#o$i3dQWrYT)H&;4$s7?Jt*4TN)r< zkh92t(ffc)N53S()^W?n^5SBkY30Oe&-_b&J@NJO%G;RJw~0;p-xS?^gVLuBa!_q4 z0HR?vZl1|I27gKEL8=QItsWdEmpR$y8Pgc`0=&ZMj&)WRwX==v>XlBWjegb8aO{}b zO(3ZI^a2w;-m5`BBRLR`2UAg9+bD%T<#RT|&WZQ>!NY3ISjdIa2i_mtD>?>^OTROR z)iGl!gjtNco!uh|ar5JyQ*3{La`H-t;9wAps!i-_OXGs>TTFv*zw#3~D|p#2R+!e1 zan!$C27(GkIYikcul4ry^}p>dd)+_Vs40FYo4-ro!zn3#VCtR6oJ5v-2EaCU8V(OS zF#Y7>cE#;__M7HYDzVoji&DDS5mcyfzg92es}=gLT85Z`NEW08ZCMgBX-_#OB3WU-w-06JI50IM5n31yYr0%@LV=`Gtb?>Gz#<8Q#x?{ zdm+85=FW0~aonFH{%zqyaiSd%G=M&vxsMwn0FcrRg2XGqE50 zw5D0tk-qfJ)V8M|LfQh~TI*YgZ1`nM$rNBdEp6rFM6QMWctpDJ0jc#t@W=PRM%{DF?N&B2no4bUWM9>{Ci)kiDuIPhGW;Hvf2>6XG^O z2#7G8PHYhy0$Fktl4B2Eon1(^U!;z8ttu^Eh+oN(r-~ zs0Eoq!GDbWW@}o0^YNF?cM`^Qb(O7kcNG-} zrc@QSB{3RRMpZv`=<@>(;+}=wSgq=Ik|+Jj2G;p;fOd;j`ZZDGG6i^s!hNemIb)98 z-)#D=kCrqh!j*#IrPOBOeBVO5qlMAO3dlq3jOn0u3!vRL%;&3_N|&?32mygIm!Zne zT@yODquJO@ZzSG7ALdl}tnSb3Q7GHmKf1D*74sWQ!FxBdEjkt_r62FM2k)A8dO!Y_ zZK}2O#`H$RQjlNXQqYakB1_8|jZ^o*C7Y>6T%@?(cU8@@(_H%Ur_Y9ce-r0^@~96f zdB1ufE}UD+96CFe~oRHwt)!3DVZ(^ zD)pQLXfmL@`O1VegfLaX6Rzp6H}x~NIVn-kwzf-F+B!V)24!nd-VD~pfUK6wlG0^j zvVOBU$^%5K3LezJo!%bAuZ4QI0OiZ`%5zP*TlcF?r{5acW1MVrvYOMqCJfLN?V)}U z^CnI5d2ci&jvMhj2pnjT#l9slNZjs`JStCL938sPYsn|b>p!<@DE+oKH8@!9iX-~m z&Uio`V_zei(4{84|Q5<8g?&J-r(~H=)Lt6?v{A|M7gBB*? zVb#`ADKx>o6|8^pex`xQjs0_@IZCpN#P?OQ0fjDZmWQW0$1gN2l93pMK|qBMp#l;yHADU zJyyprd2hyYbz&D)X|!oJ6tUZ%(X1opBhnTfU`6r>t8dA8V$v zRE2#sIs8vt#Q!rD`ycAO|3gi$pi*Ol#?P*&UJ^Sc`dDG)f>&-#`8PpSP`r_cSc%wi z*y|e^P4CGqf$WSYj>&k>lOkI!o^mUhW$_O5roaT zi-Rxc1mn!zV!!3u)>+yG4r;wIZTmdYzS_^-wL%0xq`8U{x|kag-cX%-BO&AbGZ*%x z{YHedh|qFgPTcm5Eq>uC>2kD?``pb~`SHy}^vm z-k6@Ne?9SIa{$5?Dj^Ws;q9VQ{bEdKA3RL&x;La!{bb=DKc|t%OHB59cB6!)w=m{# z6zM-zu2xm1#j1st!bs{yH+U`1zPEPtMqrH3@@4Bvo7~llugClij%Qm#4ei@*iU31F zE;HT)-%B?!!mlZFjmCMWBD0?=*2WdNVCPavK)teV0_+&}1W&m!O+CA>c37aJBimM~ zW2WX(EgD?J?==2@t2_T+3U9Wv|FGT2W@Ecz`ho3_oDWjZ=XHf|T(P(k{OcwV?liko zjsNxI$s7H)(&BWRoS+-oK^;q`H%fv!>hp1LupMPTzC~CB41?OfeEn61>9dV_wQ1QK z&)L5$@u;Z|uuvofk35#eg;@`+D$X3)s&<*pMxK6FvJlC;JvaUHnzi*LE@JYt)?(1f zandEayUh#M$1#Lgvf467#MI!1@GajL1D$r-rZK*}iPgr3)^9Z@qOso(oH~o#d?#{T zmX_Vd#M`TQU6;+4JmbH}%M=?A=zFDVMm@&oB%WQB=u+~;INSOUvJP!Nw3LKEZ8>{{d^=8Q6H<#Bg<(3I+uh48qUS(Rb&&;U4Dhx>~wEg zA!F-x>&Go&+Izjil#@=?C5D&V%USc6r+LTmFp85t935*7Sav3$J?aM z;`mDIms-s%sGqlbGRsE`js)``rSs%(&pizj&MUG_@p5;%-;#-meQ;4fD~QuxkT17s zp;#zkUM(Wfrl!;e9N$;@7kdLevJ82G>Il71-na@a zkLU9An+~u^kk&DYzN1Uhsg`A(Mt+RG_Ag1m5%B+mUi9vN#;)8xGtesE_O|ogXEFLP zRIk2fTmML<;@$HPV!zp{ezV;b+Xp4Dj%$!fW|v9c$U6yRzV@mCcC_P;^W_2+ZFx9( ztJ+*!tEir8oxypi$p<*U7WN}HYD5nz@U;vm92XC5VEW&dd_7=Gvg48;ezP$JO^%+@ zqh7Fd5rIc(J@mxiY$?cV^x!!N$JV0Ezhz{}M~$mvyymGe&{l)sZvTSwuDT^f+(7PV z`E{*wa_n4-kAD7%yBNu)T;w(X9b?Re33zHvt)U1s;wDlL}stQtz2FPnck%HkPc`nk@qgc-;FkNkxHZzzTwPX7B%{M?4l)sFKshHFq@UA+KR)PMoVfiSMA(%!3k zw4nD-aV-?#Tz-|2q-RrYtyUUfQ;eJ}mDL&ko?TiJbR3-myAmI<)&FqIxzrQQ`^&Zmn6{bs|N03`A&r(DHkiJ@*>3m> z#(mNRY$Dr@D*8<;`+Sg{L*-MQI1OM>>7T@W#cK)p*~?FXFWsR^YvYtU==gf?Rp3zs z@L(13%oiYXeIWlb1mL`D03heEh^+n*;5z^;XNbS$3mEObMhz z)Ig9?LeoAfJ1uANlBxq>B8QUCC9fzQzV~1x(OmG_^N(AZcj!^^`@N zo6CKIO^HDEEI{vYqMT||b)JfH^HRQP4Q&X4hxiF!u7}E)<8_!&8x&&qu{lv#R*-xU zEI|TyfOd3B&qrnvy$g|4(MyCs2*^WRo!pBX5N;FaU|kwHaf|%`yU?o+bS|_{OZOxClOY|A&m$zCSBNtM>E)9A zPM46^Xe+A#lqB{l9r&<0k&x9rL)I1LD@b?Lw*x|ygnWqw4fB&JwTMbN+cPnV2v6wD zK*|<-!9T^EGkL+Zt1MX0ZI*N#Rb@gFhjnZu2a6hfjX&nQ#gA-(ThEwWvMzh#^jR!e zeH&3~gp~0u@L-l}4qCf&BGL*b3Di0}983l=>TSjW$|pBF))!=kim4VnP*tmyE!img zCi6NN>k&$;wvqdl=>QnV9Lt|RTVrkSjOk5K=2;xkCq@hiC5b8UA4Yd-oWJF#k|X>n zKuvj=^$gOw7T1o#om`C_lDrVor^I+eRUY~rLS(7Yh7x-n=!OHKjOl?aN>)NY7gFC# zxRmhpW=01N8|cnEcXcKLB!Ix0TPnu;z8HkVl9!FLMpT9SAo23v;M@2%*?7m^v>Vur z%7LPz5Mt4s2+qWi|8TzIL5ri+&_|LtBK61jQvOF^xtX!h?yOpp!O9D$y)@!~CC( zE=U$I05FhcxKX(T$)KS|hV%ud=uco-;ivJC5ZI@Fie(ZwoCc#b65<%r4<*@H!ib!^ zCARSs6m7zO#uLbZGT-(`#5_SlfmYv{?|Iu{KxF-J^zP2P`GS9#26W4;h&K~3*&&}^ z2&wy4%(I&2ZX@TH!;DRoDr5Aous&(Bq;Ce%Zse;q0_m;PuNj>-Fr4puw@l%mfA_ty znjLQ`zcTcoOBE2D>XPeEl3Jfc)>sNYZ?w5O{(V@;aZ^|#c4t)*1 z|FuXW$d9@yP2a+wI23u%Vd#F^V?n}7(h7gvYF0l8pnS#gBY9}PNi47{)A+RHhnpmc zr9v}7tuo%w2u5`J>|q=qQX^|f8* zX<;Ccd+dxFLX^?Qn>-Vb-SG(%+?87a5I zvED_CC{IciPBgWlJX%RuBG;AbpVk)9(pB1HtC}DS`)b6s1>{C=z{m1H%WS?HpRUrW zxA)u--ITt!hT?{2GSOs)Z$_p>64$2K9pmz+Vqfyz3gHs$Z>rM%EMPT zo%5YgDDFs=PX(HgvqY9hjeUUcbLF70lf5=fgO_nJVN0&Ov?qeiU0EkmL z!;bPf{79QNF(lvUGY2+1fDA%FNS%)cvaX0%-=nf@+wRxEmO}mK$T_yr652yTYeJ8PctqM;>I!x1nErI|D_4o{wV>X*lNCCqA_4O4y;I=bR_EbiofuF7 z416B8ZLK!nM+AJbx2S+;igZXS5T|j^Spy@rYmTJ`*R$FPkfn-+ebz-&;23?!&^}Q@ zfXG8cOF*N#D!3;}1-?!Q=M^GMFcyqNGGMF9X@LDS_B!)#dVY$3IJHqgnYb_H=e&}l z!Qp0Nm%Xu1=!r{c&(OE{C~&8C>nsDcX-_{lAIHCb%&%k*0lG#l!m=D|5pY-emk(MN z)!x&8sEM6J27@ly@T86yRHhR)HRZLP8QS=Ui8Qc<6xYH2H2{N9Qhp8Q{)cH!LSEGr6d5MOSm`;Wc@2_} zHbD#&mvW)64D9hb)A@#lLMi5UgBt&kRaGo}J z6s{KnIw;8zM)!LrB?{{0 z1+WM&9sI|-gG(MY0M$jn!30?6=lChYWVyF}he#E6t;pfRs@iWhMc%SmN~RW7X;2gH z_$VhS+%&ZD+!_x~Pe-gGaXoLXXipE(D=jj?l{GG#HX2Y5^>>1zt+45pBGH3EgTk+U ze?s1Y7}w)~GWsEiaTD4NoELwb<^m_a)av|hH~q|!)jUf8`7eg_DxG4wTg(T8bok5+H$)Sy|9xT7T+8{J*RwWY7JFptI&Da09e-+)iC{YCbTLR&q zAxv}WDrc_7-NX}fQ|w#j-KXk+@Dg80$1h8h-k2yadgW;ogA%OY4uo90{&MYN>;)o8 zH&l|x8Xbpos7xeyFSo4Mo?=r*o4SzI3o|`OI!T2y_*3_OjoXP)&^K7imopGU+I$fr zX+S+~-L?yTy%C59ZmzzI@=d}e=mH#oaQwnOa>rV+*DeaB>6ATfaEM zOW^44UxYn6F<~m)3>i6zs@VL^23%h7Q}mT1=mcc*MDob@Q(S8Yi+ZBJy8?7hjJ{)k zLM}(gb$(~LxSX2MdYB!Z+Dt=<%bQD$n#Vl{?ySQJVlNo@GY$um{$pdTUIZpMHt>5K z(F%|zc?SnY$CSOTu=EXv0oc99B!kueEwSX!X9jG*e%%r`3`7)F!;T(Ec4VQYM^! z-+SbbzsXS^H72Nmed0=n>+law)7|tgXWX-RGP|R|r^0v=R(o+AXS(=dTs2*HQ&$cj z7NXl6sIc(YjZGhZU;ce4fjl0@8H;t&+RST54 z3cy|r=*+yT7Kz-^bEQSxu99ZjkYzd6S$c?)L1y@%5UhT^(2Rlf{GdQlG~-wF3be=M ztg7-~r|djX>pkyIwNLP=^;GOpz-Xh6a;uLUY5jNF=oP>;_)kW-W44nL(};3{<$I<90PS%5e@|A9Ib4YH-Dvky|L`oB#UbCxaARDDe;f{_~=!9@H0i$QxgA3#$$d5r%d zLK6AIvmGlApqPL>Zx`NVtllgZ`dW&|9UX>sZg-jmewaKRj`W?-g>1ZSd;Y&1mJeeYMXGk8a+4bS)vRtvl~G z8?GhpqS~SXj}KN5Meyt@(Hi!yuo^lMiBtscyG;|K`Rfdk@9;7Ovof8Jq_A1rW`3-v ztkrN1hWDiL8ckG=z~C)25q*L8LiB?_NE2t&rGe~Bs9PF3AsS_qx89Ya1I^$!OIKN# zWuHW+5drm}g7#fos^l9M1Q83l%;aO#R+)MP)>sH89LC%o7j2e!AIT*mA1S2#D*A87 z;QGF?8%N(!+~UY~uMM?|%|@;RdGFFFyv_ne(W7=k_Z=BKo>rlGPfH6;uqBM$amR?T z=2WofyIq}g%wGbXEqR7fiKQ%E`+4|9&mFS7?Zo$G8JPz0iQ)#3YF$%g=&Tg2~o--fN6# z|6!KovjLw%F?W|D4?nL^oo#-VgiK{c9Ebzeqk? z5!R^4==-ySF5Q$l?>?O_5|Z}gp^w+=9sL`M;XJC>J1TG{Vgc7_fy z>2!|g^wM)gyYF@5kuAG-%N3=EGz#XLz~6qn&Rv_6JtIE^O5SKKStlAj)%yq;hVdh{ zN5QI;UZ}a-1W%sl?7a|>k9DfKX#R;Y#`u+;v~=2tw~hxq)jm82lNxW^eAzf_NcqxM zxi$j=ROMXTi(^?yd$%HB9U0-aU4cQ$<~>u&S7+wy!d>p#bN+wj<9L;|^V4S0|Kby}hUNv63W&FF`3 zNh?Vj8SaY8ps$=~9~<15QF>Q#zr-#KWu751u-5S$chzr>wfF62gRH>OPy2%y!3=kK zA2DU?3U=DMSwuKE_`KbL(g$rNV+T~DLT=Lx4Q`oVuFoT6hZULSD;LRZQdD~-p%()O;@zfyk1w@R2b*& zoFVHD+`dlzjD#}f@W#o_ge%wULkU;@d^sd?^%AG5!rtE>FH+Ob*~jH&5xqyiKgmb)pht&k_H zIBb&>o?C^H*VV6(U_wqCk+zOQ(hw?QhB-&$MO9 zPmNF9*9ybEke;XrK%MWmkFIizdqjbp3pWs5{hR(+N(=2EnuJLr`E=j&8(Q!Hh891z z?s&j^>3L5Wk@h)6IF?kC3C~BuPyU8o8?TzR?(ce zG5*A|2z~YMe^#6)0u=`x)l&FnloIoDbwu-W^KhYu7!=Wiu3|dDl|rCAsH#vbm*`a- zFqMrGHY>JnwajZPn^#}Clnf~T69#R7sALIcj^r05NVl0g(^;TVFi<_6LDo;0@7rEg8)Q;?bm6*C83a?hE;Gx-WD3irn@<3VoZb% z%#=s^6k^8={$%u1fgG_FlHlS@l!!E@yd^~6aMpe9l^R-r-a$Y}P^s1Q7n<+YQiU#Ak1E=eJm~FYhn?uhYHvj%6e#j?6Q4Xi zYo`)wrf_F#=TFzFt&8*IV^-K0OQdq~(7s55u!NvenbOo-q>rE~(Wai>Z4co|B9H?p zHG`VBQMVNGB}!{P67Lx2U(;);wJs?;A3F`XBubgUyBQiy@p#T7Z&8Wm0v#!4cfh~A zGuE_4ZiH4k&Yze-ecGEZT;ifQKKsi(EC-*d<|;hsh>TT(M#nztZ)trp9aRf0SLDAm zJu0m$Z+hy&hlcU`tm|EAd^%(0N7E+?G2$raMb$=Sw!Ncw?aj;QYmV!zG3kRgwdNXS zrt%i2HbQ8a!0fsM7uXOvD4w1Ej?(uu1plW5mHMd( zITYAfI^SPw|K+Ftj|vgBHj&am@u4?;)b0)CNyAzVsvNb8IrM9@!?VC81xj8LKIq0@ zIc6E`(E6Gwj0HvE>60l8^m62mj!pGmT^D9AKrf<}uxK$He7Tz2SIC%VkE;CNGy(rd zmftfS1_Ls43y%LrieqNv6-0%U{;)O%bu7> z1+*wT)5IOW&jEUFyu%&;Pf1wBm7Uy+U)|Sb~P(9 zS(n>d%G!)(G%fx`#LwPn4b-=-*yL#+%`x5JGrso8Gvm`dN4H~hBS@LHqlZn7AC*So zJ!YtT-Xh!WPBs?Z3RcyE5YWtJd2?;qIp zoDsEOI&W+<*b9F#>V{j5)1TPL#HezkUO+pU_VW_-2bQzh@8Y-^udyYVN8Z z5ziQHZg)fac%%`%;E`3?k3Yq|_b#1U5_T(#bGxIS zk{(+7?8Me@y4ryX>b*uPY>6)kSIjS~z-tdPpBRuP?{A*|sujr$E-QPRmOhof?;Blf zJa6AujeZ`jN7yh|LwPCL5R`XQ9t3!JB%#z7Z}}G8eJhfuKrXw@7dl;SXBz+wONB=& zdX4|D(V6;{&Jab7@r6rHGPAXrSUf-l)Ho8_&ar$QtRJHwdCE9HzZUM|i+mQjL67sbC=n^kA zWJtq}v^@UhTN{ zbo^rx0*`@nEGkXv@4XBPvby>Y>FPOqhuj-=j_dRM$1?sy!YqS4q~ehyyWIn_bs4*z zl+$#9CS`lBw9W{s{3Y~$@U3~P*q^@y-@%L;FEUJopG`by<-R!@$`6q0yjmYU7U*!{ zbYpM5kF&fr@^uPtpD)s;4Am(vteGMjb(3b&dA7CfX|ToRPq4oV9(Te`&yDp`kv4|c zd;U(ZZdEKd7Ph?hA{-`p7w3920Fe$}H*Oam#3(d9E|tBcYit!WJ>NR1j|u;!sQ&Ij zYv~*DT%Uyir%a$^$3CDl#9U(lrfXv3rD>dT{f)zPs#ZgBsf%?2T5~+Qe&u|u*m$Lb zQCH`+=PN;V+t(((h+0$Gool@Z2Zqg->h-u#$t z2l6CxAb*lh`IwhTHW@m!*V=zlHI)OOQ^4OfA7&S?70jz57Ll0%>P}~(SoM^WmTQs4 zjnt>by$Ht4MwIAY?eWX#UkceT54kQIQg%&Uh?4U9nq9?t>wmxMvVUpG?Mpn~h`s|@ zX3*AIdbPVM48-&iu!a~-ZvQdky&9(c$(ZgfuPuh)yL}F%;%Kv&3Bk!5DdPdw9{@5R zHg!q&U^8Fsi|ypevMIJI3@1t{pMu>wA_f1$!_EeP(Df)WTGB`Dk?Qe7s+`Qs; zR*R~S{Sk1b|L+6$z2zUNzuBxN(hQV= zrqpxRcz#?P&}A>6JCN6$A4RclPPIidBWa8Osy%uWC(f{5{CR&Ghm-bO^P5OkBK>AV z1@jv}?3jHhq*f*KmJ`cILoC|4;-J>H+eb&?xoDZglbZ_V&CZ`YkXd36RVfBSqcnx$ z+Ek1wRqbar7~bV=A3+tE?wq?`ofLQ+U~WILx=uxuQSu~or5@ z#VT?QzkBgs_f#sz9^1bX+y^Uf0F(oyF^xt4*JZ{2uZx46UjK-433-a`C<*$nU}eTcTHOjC-k_tL#h+CQ6P{Bh3JO;b-mtBM#~8r&++BNdkjrFIX~!W@L(VTMe?I zZl)l;sIaW2xB+9}H#m{Fvj}raTzcC`7Ed4#Qg%87=~2U|vt;u(-m!7hwxkEO|7J_I zXliOngZ31w!{QQ%tKnj@e}=NWQ=_3ANoqQwbFzB23e=g}89)g;9@ie={liV+$Jfc| zWxshmd7DC4KuNrofR>F7#ufuwB89C6ix}?91d^T%v+@Jx>0Ua-w&r|C=qX znKc?KOJ~LbvaJVCCo+FZ{@E*a;=qulKugew0Qm;6O})DjZElAo$yw=U?oL}_-c)qS zP`p#_OE*cR_S22ag2>`7>tVf6Z5c}GkZAGZEz{s=*~YgH)Mt1=v6$;F_Gj<(;a}z*i=l7 z#n#&QA9dKoHzwkWLO%yA*ftkNQ{^ATRzJ&XtInM`aZn>|26WD}>?*N57#B`tfrO;E z5KD$!|3E)O4tT>WtMh<&+$$?#rTKLZ1qT5-0*OdvIvNj=?6p%SH3~5v51G=FhW67| z_Ci`0>KdZ&?66Ojd1SikG#4$PtW9PX&Xkyw1G8Daq1z#~I zVv+K%&Rjcm0yc>d8pr7gKQ06B{2`cm87wXC29Q03-{aG$8>`MkV@wi*u_-JBzLO>@hJ=<(%2 zzIXhnzi%!r90=BS~H!Ay=GmoAFoCtWyXv7u- zY8p1r3_+W&zGdea=gjPbBrwo=V=9G0n_{|yMZp(jsIKw+U&-q1)0IUJ>3H90V~=EL zIeP~;>cW}K!S3NU4+F^$bslQSInCBD;-e?wW;zDaU`wse{e5QK%@Sxm$YB|{!5XY_Xz0B7F`Y=I$*?@&u=x6pnEI}fN`K=<=c zC<3j8QXd<8eaUe=46b_eY+HtpI6H74P4$MnemwmS{8*WDhkoXR+VahN22zq@x9r4* zv`1^}rAIHN@ra|ZH9oR_oImKKhp^|WlA8P_2>++5?m~7uwFotcee$y*Bg5s zr3@-iIIcK)Z1;>fqC7O5sjpQg5pvJ9EIjGMY(K5m2L+BO|beJ>%6}w?ecWGyLV%+0UOJ>v+wSN z*U6=UlQXQb;zm*;%{YgqH_u|PxUg5Tn!vbrA*n$l5C)RW?2K!TJbLa+|FSbE0zpaV zyWM5o=CY?!B70ft(<}}c0x_FrN(TOg54%3ij)kq9c@g+=wN6+-`5dZ1;KBF) z!*G5=(GxhnUO*sF5gY%Ge(v7jYZ0e$5USBVKl0GI@KLNsK3T!z`)+Vhv2nhCVN5%X z%DNa$JA+@L8Jn*#q=1dR*S8_CPnd4SrknT5LD&ihTJk(lVU#Luo9K-BtqYgK(lcQtR$Hq`V|^6-Q(s7l zsm}sSf#~a)shAMh)*R6~+M%n7yu~Y;jGqbN&0Dt()j_uEkX8f6qsw70Cg4R6w|lyu z9$S(x41yRsn@7?Ni>lb+K4AIcy^z3J5TE&lDMLG|Se-z@I(!L@OZ{ZocW#1%EY2yW zZuM3ldkG~9pOsPk(BSr5-&I6(P;Z6gc85B{%ane0)#+zwEAf;JyQAfyg>w*82 zleeo~WxUuMg0b#@oaVXd7t9j!9^o;(*A&m8Jfn6>bAX*5|lR zleD%y7pnLWK2SUi0-P5deZmOqOFtTu`p+2%n^H>jZ^t=I{=iA?jx`1>lB(23JIY0A z-8pVK1P2&T`(D6m*HgvScJjCT&BCv3(uaJCCImLRtK{oV1bmNsoA*WSBjf?pj)CQi z=<*=Im9wjIDARgxnpcV2PW;D`F$PxbmOA~-SBZQi?i*7)?0+iab?Tr_97J>Q}cYS{# zR-O@6GZI^d6jVB5vsKQlD9z`T()pAk?;Bt^%*kGrkl*QA{T#zBwV8+j?l0hD8S<^_SQ+Qo@i9Xiot>OLFU znvK2{N7SvDUumvJ^{;mHw<+%pfcD}};DptR1^pv;nk?|d$ z7k%tZ6NWT-e*sMt$s5`OZa;x=gd{n!aWIY@0r>NeichqXf4VEv^_LjogsFg!Oo0}f zMfqE}=I9d`Q|9I8!QJIp;TeRxIMo%zOQIbq5|Q($t{v5?;;{-2U$7>*=Yt1c0l_gf z;qF~b-dfF%Gk(nhh_B{k5M~Q{HbjGo%l%7%wEm-W2Ze|@F!fBHt^LS6ADLcMA*6K6 z%Ub8tU8i$`hAEY4jd$yYC|mdOGu6<%N8Wy9w8K%$M_~1Oeli7eR{QtJv;x+}oj|%E z8E7!AHfF7~t~>+oNOGXvO0s#@;+c0}z%xuQ%-0oRqxs}Wm!NR+wHXbZ39!=u7mfaN zh$M$*t4MS}@uK_KQ5q7gn>4FFt~AETK9*$uRSsH>JvUZs{3&&n3F4;zV6=3EZN^7R z6YWA$|F8DmJetkD|NGV5L1|S{GtF+*5c61s)~?nR6*bRNR86f}#h6_+m0;IA1l1so zDWzsgiJ|5aGex2(r4p1N(&yU0b^q3VKkIj&XPxI+=lpTj`Tb>);fgEQ^&LK+_xttk zBI2HR_MTbMRtAz9yL6#gV}2)jo8$}6{Ri<^sjrr*#0MJ}3T}}+KgYTzlYQ9Vg{$UJ z=#-!pSSk0Tx-u7cvmuMn@#^UW^Xfp#yN))46JYpc{v(pOAWQpOWdD_@^#~a~>sVdJ z7==?zQeIxYaFP|tOVhif(==YkreQa=r_mnY92l&t|CC?z4t59|t~9;fya5;N)l^8d z3!8h}dXXT3@39a1SRk~L;W2V-tdYgFnq6_P+S;B+Fs@O9E2f9EtLZJpc9#o&>h9UD z#sY!i>i*(u+V-lM)LZrrAtb=}!i_YJ3(%(kQWXG;#J?{LXbMOYCf%=kKFk80@1%Z;mXfCs*GnP4Et-cmWZ!H(OnID9G=*eGzIu1FL2y1cB z20e$LVer%C8Yeh7c&#QhMM%PO`jd5)uX;JJP1bqY4Vh%PSXeecv1LUwE2$qI=Yc>*qb`)0|UUx!!TEfjsa+a$fbYS5eCQcvFp34d{Fu(Gbcne~T?)q##bbMP{b42o_Dct@Dkg4@)LXz3A&-d7*bnorV z@WB^*#Xh{%Q0hV*LeQ6stTNeNNp+DH%;E2jZa*rQS(4jQ*D0I7ljEW=Y~P2CC75Tz zV-iqqqJj~o#fyqbFwayJdE7<(U{R;wYO)C_VOX4}TF4~NWtZPDA1cT4qHL$)h6~?# zYI3$@#*Gp_i#41COjbU+knQ*eLLbqxycUH?HQ{cElNF~%jBKZZUE%CSt#whChbyH9 zBA<*|zp)XrQ{Jfw;TVxPV&{KfxCy@$aHxC9A^;Lt1BJJwlbCa0fl}tUN8=(FA(av^ zZ-xCT^py{o(vqKA`d5Ds*C450fn5%$M4Ms=<66P$o$RVOGd9OcL!BP92Z=}QLB1Ye zSgsBlgl_$U1MQdXS0 zF_)3LuqEU8i)khQ-WN%n*j#j~fkwlCGC<3&pREBNvTI=kYTCn!sHeM)O7&%PkGqd% zh$VHe9K4N&TOyy{sLv4eVrl)9%g44JA%knQopfpKT_qM}uQM1RH z=<;(J(Fs-TfP&y7zvnRhE@_aPzXXcE+$)4-=94R1Qs6@kHHUvrx4I>*9P<0}HdsQO z|HjD9TIXhoA1Hw?{wHDF1Y?!pv8qrGJRb+B7IXuK40F-T+n+l`VV79c`jv^%g$gtd z__rBGEy#c|SSUQT6;}tZQU1uP}B_+vy59Iyl#t+rHiiVg#qvAF+X<`OBQ_l$l%G- zs->Ec%B|Wjih;-G@-jmN2S+|{tU_HYhujFlZs{umBna0WQOMRLLIS^BY~M&Ps}Qr% zjhs~37{$e-BqzF^aebyZld)190Glu_oVCb1gr99?iiT{;3_(9|-(uCj~T4Q;wA z$DFskdr?!uyxXk9$-O7zyfe7J1hfd~?c68Qi}?D=G^tPz^(Ngnj@$7dec20?gWKf< z#O9^2oYh88L}+7w$TN0!Rz6Qeu4%b84fRZkg_VfDa${21Jjy~Ow3S-Uy$|nLoDRE7 zk$V~F!vn~;FOW}+b(?`jv+?J^6Y_WgAC(l6VOKcspM89eb(9q|%+w(q4}J!>dG zEmo%$=hu)j6L)#VCf4ZHiejI9_J$IHtRxLnoqY_qNZ%-{CJ>AGOgbTZoLEbZfRNqc!3!UvX zNf3)=L1l%iKk7%208|@ppUI*dxSi4mmCF3rOr_gpMf~oU0;@G zu4J?Rq`Xh}v?#^s2|K>e6i7!)_N(Tl?boKBoc<`3qC^3VHMgkDngfoPs#H&%;4+;2 zeE0dv4q?Wb&edv=3=z{x(TlfTUv~A8zy`!h30tg^#p|qfp1e|o)yJ#6Dfh>g-cc5# zTct_{`&q1|1BWDg)T_L=@uC`uH$Sa>7?%@uD+pO2ligAuJ1-7oqa1y@LMrcD%9e^K z4+o$eM8(o@@!iV`+@jFftI^5^4#c9^qO$^l>&<~nnDfO*UKfR#175c}h3t*Sitq7C zn?VwN#T#V5M!JQ?UG`W4(GsdThKcPU;ogp63};5M=kIt?U!OEF1U7;}mun4bKj<0P z){TYh7qCvPaT&OhL#~bfnCzc2t&U=mtCdP}+*O$V#It(pOeUE=YahpaAi5VpZWWak z>?QEWbWN2f^_LW^j30`?C8Mc(3)kzpI7};i50j*Y&tc@07=R1M48Oha zX%x^D$u;X;q9PIwV+~|Q`#m7OU0?sgDH z%hc=m#Z)u&v#Rj;Zn#uaYkD^qEqh+_@~_?A5>H;i&9xo}1Dw*5r&vhqRZ62X#*MAhddG zeJT4HB54(dDatO#XdVrARM#-@WWG=pNr^B0Fi8%Wztu@Lt!~+!AxKxCwkJ92r!L?7 z{38#_S?lCF<)h?OM5w=C5mP6a80@~^*L)*A`_Y39WGqeTTGkb+&w%e%=1qd*EWneA$6|Qlr;R{b+xA@k(1it&+o(SVA0vCbi>BaF9 zXD2ZzSe`|Ey`rfr!YyeuavH2YjyL1bev@m#3;ymqz&6NXKWD@?RQv5lLvwwu`c~C- z^*NajU9wbTL6?(BiOw5>u`cOW+aiO-M?fts1%xFyY-ekVbB67tH`Ll1AWmIk1|+UQ=2 z6B7YtyXHJ{;G4pm)`eR-uSa;AI~YJMLAeAU z2Il8_GIIQUmG#?w6RW+o-CcNc6|kAFq1wMg`9xZG!$08hD+eC{`9S)=fdhcr7b#wF zI`;kkr%xi^o~A!XF0F$Ojor4Ee=$A#0IZbljx|0rFR?L!*66#8 z2zN%?_c{E};PT)nJL@MQznC1R{|(9Fe?F$f4WXzzKhL~a1ez?4YXwcxmEI{qquWII z`Ujt9v)-~)Z#j$+cB(9x9{RztVXyr(-Gs^>)pe6~;H|r}@6LJ_6Bnmu&8-gN+9xj? zSJ_9uZ$B?tAxjVb+{pn7_pUkHwOt09Hy^I=5O@t{U?xUpM?)GawhAWEW@B%X#tNJ9 z$J;=-Tcj$b#K}K22)q`4O~|%9oz%{kUCZgfDG*@|1+)t+^pqA@1s&`NBBZrr?r&!#m zgSeFm#f@Rp+>V_)e{pwnwr26TZWg4$Ma9}wApl~Q|wi>F)JZMLITMlrg;gb zNqiQ)kNNDIc6aM6QDx*1(X&GLB(=@5Qau;Ms64Hgy&#jAw-tyP;feXNd&Qi0rFH1< z=!J#ebRln%+@t$EW|^+7znC6;bn>l23cVeTb`z~iezxYv*jAOr8-8hDWr!{_)Rsk| znikzTt6{J>xoS-Is&y`4DM&1o(RV5_o7OE`%i6Zk@_PJcmHcYVmTpda;p%lZzx^ft z%uQotn|z=VusYLW=WS5qcR(O zvC!IUm)t7ST^`RNx#x}tTh@7(y)CjH?zHlP0Jqtad&OZv26J|a zq`!aq(A*oJH>jyPP|X)_{?Qrx=bOFCyRXP1UgP28qNZ=sK_9sLR3(b@OpTE^Jav8WoGVx@g zeD4LVR^s$hJFv5*XBYMwAD6<9n%Y29yT(LjhDk#g^7#GVet6%RBWx6WClKMn_>Mdp zUSrr`9jy0F^ONCVo-= zLi{!x{N-ph4X0CP%R;<<@4EVEbH(f5jG500xqeQuG(9afb!@nFkf5%Ws3{ybvI8vF z?}A=rNVmi*9?=WtnDfkvSS--?AesAO>W1Hez*GY@SfDt!V-f;C;zyIr7P^On4Rapg zj2y>GSCkv3a&K>>`UK`ad-_4g8C8M3SW$ufT&{Hb5Y2GVzriT=lex*LSUhZR$I)ex z9Y&F7dVyy3Y$0E(4EEzYgim*9F_NqGdVJpXlsnWp2QNh%?d;BO%y**-_v*8U;Voy? zOrNEU)}V|hYmStVLL!@P49Tb6w;1C>t_wS%3o-*VVwX_Hqj0-Cr`MHnT@yCR+%g$L zPs%2Jp>w8{Tka*Z7aZd{xYt2ffb-9Mbn+iTp3mj}5#(uS_IHry;s(<{ojt5tGr4a2 zh5J+cK`Hy~)4Dk)mHURsEv?NCU+B_3OkTK+obXhLjr`NWHyQ|MlQ@ z^-p+(|8d*m2Gag0tGHyFglBka`e@{#QbyW_hX zpjnXBYWusRgMCMbpCfKQ6(@S9whkHPadrRtq1cB~=7Je4r-70e;Fym33$fTy$kF~3 zG}9@Ea#Wx&$I5E*lVpM-rRYJlu-iGLuzbgDyDWpuIg)YL_UReV>Ll3C#t*?H$Jzaz zFID0Rv#V0Uh?GJ-sgF*(_ag&zVVqG=_DP3m<@C+LBl($e{O$2v_0pC%PV^N(B+6_HT!TyEj-yeaV6WH zz@Pho5GHvc4U|lH=$qZDS8qOf-ElJ3AsV}hwKTuB*#wCF3?|X^mk;Grdq)RXptM=Q zs_|O}(!;`^q+mhGM(M~sDhmULL8qmaPl{h}^v>*b7CS+zv%ax~tXcna*5$5}uBiH2 zo4GMIyJ~o$uzuRW&*#dRjblXa>d4l!lHT7|!IMjvkgu!&AF)aIc6YvDpS^(-$;f{U<7MR$ojopRy zZW88_p=ar$YV&w|Vq~_O);{dF!HDt$g^<uq1yZySF=jl^0xwCu{{u^cL>W-{( zUyWyP>ZL6&cK4*}y^2fvIZe=b|1Mc@=1qe9;Gp(hA&)EWm!`?q%YSfid+irq!0;gg zI?5DKR{Q7RVi@i#D-e_P;xU5&7|aY^7m%0!bsjH%!oDpGP4&Ndaq?%HbhYE}K5m(d7wwn-pX!oRH6vj8{+Sm)B5lDj1kVgdKPpCIpZ{AXv%li^NOc#`AAmz}aoNEPSU2 z0ql1VANuO`E7fWt{fa0rvp7xh3m=d2dXWvFF1P?f&W4hKjiqamJbq5Ey=$LR_DZre z>>BmHzEkx?`b}GNqn%-5t%p( z-B}y^b?0|EjxKtqE-Js5R1r0emE+cwVKwH`jZT*w?SS}Vf5w+(CuFQ^Jq$ml$PwbY z3;81j+%-fpHQIT~)eMrQHr|N*;Z@<}|tF6t3*&Xl3(mL(7$<8VhZ>W1sd;b;>Mr)k6U~v29AaA6iS1!rUsxY8U|hQg5a$> z)P!XrH3lnTwFAHF##oc95ur5c8#s$JsEVZshtZh9Za*d(jJ5RD(r@=c@`+_o-ru93 zpRzOqy4T4K^MK>8L`@B@FGe>E|3ZdDL_ACqv$5b_b|1K3gWXvh9l4RIl(;KIhDHut z?~g#aa(nuBuLgTV@kXGc)x>W8}!cnBKTuG6eO8G+Z_?H&^qyv43Ul z%7=97Ot%dXtLZ;EpKUKI>ld4Bn*Ino!1^lds}9nm@S8g@LV)gv^PS*YkrcB(nkn_K zN)brM&*JS(6W41dm&P@ZZ)tBx=|2v$8xYnWyI228h9h?<1EbXXzFa!hps*jY)_GNE zxwR+LC#ieY=9!BzyB;%y#zOj#AFjebh359;L#ep;mjzV{tmDf3Vs4_HQ@UCWC?e6V z_lMlqng9tz|9eksC?5+DHJNSf8sF)(;ap~#6n;~RB|f@b*E&a6Ek@MD1SL@?p?waY z)c#~K*-`$58F5P`NuyK1vgAx=iW?~cqG8uq`AG34kBt8h!y#w>k_2NhyF|NbVT`#% zb>FJ~d~!92zlezO}^$ub!yg~DcyCJ9|3@%PSZXV`LIF98Rr z>wa1yAu(<-t*TbciTErRwK!08IV-hmt+8*4Fx;wcFRED;?Ryvm^+iWifUO7?3FwmH zwX^3d@H4F4LGW4CkL-SaihUjdmESM?eyt!ZU+a%aIZpMQKIgR7`|sb~_U?IX$)4s= zpge`px#2<*MlO0jX-r?#X=a8cKB(Xm{8eWxJSA;HM?8~dE{k&TM{j9{)e+eD2bU_9S!q}y{h9-Sqxp&E zLSv56BMRMm%y%!p?N{7S=7WYr#oQwnSq82Jn~ZtwT#_g*uznpQVDR|W^#m1uw^Tij zHxeV#Lw_>kgbJ|7wgE9}u;Q1CpRrlj{0^4Yi)y24&qv^U%I{RF6!gK?fvbwT4+~)L~dU_^OCuz z8P1abv0@1rps;7Ds1dj<(Pd7L%gu}P0@*8&?#O6{EVX^}02G_m-2efUgS>8TWFsi! z$LuhX!IhYQ+NjOp-U59iQ}wq=yYlZ~&CbV-v1<5SyS&UMIMDxF7RrjF8{l#W#7eSO zY_>vY9J$zaD?=AIPNaMJjW_z^TENa=$h)Gu9K2U>#J6jAbn`{;(@%FSURDc^)pRJ& zzYQwN_}Xe1-}Pu(T9lQB);p@!Q|UE9sKkWVWJ;!0LX&xUna`J*dqNQw0?OR{k;(+} zt;j{fK>_y*%MXc!gQJY9>JUt?hD_2h&dn>>?P-|wAM~;Ary-gS&zhS<61J{LYc+{y zxYj920>W#at09>n7Q54Tg(W@6V3L$2#2JMJ6p}0r*&q*&#+$ltovmtYid35~(>L+`SofwUBG=S0s#YT!e_vu4Q7KaS5LAO60Q5EH6g`mS{fr^ksq z2ABC)vP4QP_r};*3Hp|LT=Ykd zPC`egr7x1Y=SAAQ89}bMv*Opac?Zb`I)Bs)+npVx6okI zt_N6deuDsf*AZh^i}>(g_0Rvgi#dI8%wPlh<3K)PC+Hwh3&ydqDn}YX6ytbPHvopZa(2@-N}*|E1A;`h)=-j2&o60N8^aXQZ&!j~wL2Dh&xA z(z*{i)LrEG#qB=CrveD!BQG#Un|1S~)7({aQ#wZk;M&hq zW#ml5+Akwy!#a5b{dC^q<2RSn8?x5mcAX#fsXvaY_`7DU(KiaaFt)kD3v#I?&0f6c zj!uROUm#}E)JZ!PM;SN2@Egi>j~nU}agueEoHe;6AcpE`C2z77?-`D^waU|$&(wh^h!Q&XYHo3U3uBAsBd&4gO~{u& z2ipZ@y(4{sXHLvWE8+87yRr_*)V3_dS*sU~R*L(r?IvU!QpQ!oV>sT`Cc5eHaGU+n zJO6_a*WuE+^bp}g_?#Qb@;%A;WmX|a?+li**dV#eHCzVU z%7OH>b0~j&=-R4yeSXefDU@-F8p*6ig4)XhB3)vv`;JADZGsoTf%eNT%YNd>-xMGj zs6NSAd9K}eSw|O!UdJpPDfs=cE2QXLVmtXM{r$zaFbD+?uwzuEyO*njd=c|E^45~1 zm2y8$5)6Pa{tLZBkM*if7RoJg;_Ar6mp3@e=TVx*Q3Nw$V7+pT!?7K zC;jC=hJR?kl@571oDa;imcBp`q3GX1gsi^UGb`%D{+{yDE<7t>4IQz$ny1~+^tWR; z+d6$y43rCJS!vJ%SXQH5!2taPu!%>zfMNcrDCgpp8)c6n(T3auf}^1R&chIs;^fX_>zslJsM^Yhmk ziIV6M_w_EVR9i@mW44^)h640VvD+dn5(5B`+RP-D$28@A!S#~R@$qE=ZusHQUK}-m ztv95KH?Gl6sWO3NUn*G&pc5>yvBSGq)5>yPbh>y#C(vHqph2wn@jE_fo|s@ce7B{EC!mK!|Wk zExTdQCt8#1HVa8I(63Bu_V9!LY7Sn?=mE|&{aV~d92lx(4UtEQtA)Mqg0?P;GoL;h z`G~w!h6wsN?t2)Ovi~E*R=p>ve?0SQrLBA{mkbJ{-svSrFinDF{C?=^jD3mYS?}jL ztZz5f^7zMHbi4B;R#tiX_O01U`lO$65DCsXyZ+ny8yoS78wumRK2EE@4MoTlTNT)9 zhp+u<|7OKzqMh^T57TaQ%4!RNSZSIsv<$991)9%;N!P5dlvr`~Z@#0HeN%@9M|(m{ zpQV~1hYO()wb?c<=K@aPgh5A))x=KM6 zUd=`>E=Z)9&=N`PEZX0`laLoaY)y_8mjH=!_?5zb|MzXI*6aJ675;Ytyj<`XX~ix= z=aH(bBEh#O3_WC^Ij5S$s@ZR#dE4sFm{~&LWGX=2Q1DMO=(Mj+e1K!YtVYHkUZL0v zcA@W>DjI8!fJyJ@eI?Se#61 z;r0x@jz}IM91SJo#a@c;<%Wm8n1*@FkitGKH6cvAIr;4l6r~fAE+&}dlpkEZ)=yQR zyqouxcE4jKV^{i;$k~gXY6!AxZ1Qz(umu{(_z_iyn5Byxe`;(}@3H?3gO6!iq&d?P zV*}=2oXs^9?|OXrOk6hB<#~WPzZ!J;f!u#kk&scfJ8ZBC-gn6Dn0| ze>RTH990$0Pnqjnkoer{Mjl8M77YT|UAVZu9)J`W;7PfaSUETwTl{RM!`Jllte)~< z+oMi#&~P|-Nd_i3f?GqI<*o3?>ZFBjP`r1=2Ojk4w8r`lBRge)S#1E zT&GMAYxrVcE61J-u2aa!_$7jP>(hHj!A}z8_smg1O4b~|B%kMS{{5azFf>M5j7`@% zx3;PJ_Cg@8dxyBDH};FEP7AqCM0iar?l2-f97*&bD0vdDBeZk`|W=Jr$L z7o~gpLor#(;^0W}C0U&)vKD_0RvRsv;c8v69RF@_Lsurk_!MLS?AYIuUc5fly+W+} z66zl<*%V-g6QN#eZ%f&uoxAf%O{7TJA9A&QZM?vJ2XJ_@uL4b|1-xB>gBFRt_`PM~ zJMyz}Y+*xY3klD9Gj4gCwE-1mB-njsei*I<3x9?wa>&>>Mfy*O@>THRjE^ z^5p>@DkC|ei$kqud%**{n#S*aS=EN>&l~dMK=KwGC1KRWrLM*i;goWiW|_rf z4Br@rH^iiK)PykVpBD{)nF?DG!KADU2-ghrfkq^|X{k8(CN}pmtxvbg6=0oQ((kX+ z@8rN}v*()2n~PjjVODRvGoBB{fBL?~{yFO3P4MiC+cXtC!))gGJn{?B-TThN7zKir z+RaZLo<253cAP;jy;`hq=xx6mNi3{g+XP%I7o?W0y6`leUrZ!bY6D%aa25%4>gV8; zIGPlp?G$B-ZWeipMkM*LuD8#$aZ~E!0K{(>_U?PY-~mkeL7>`=Db<59rtn{YK=yJy zaE$hEgkMa%?#QQFjQD;gEi%st?f0w`J|yEQ`xf>W(vYTECcX#_bb-F?~b5KFzrH z1Xz)QO4K%FC^mXJFe8Etc{ew4DrciGfwLO zgKoSC61VPn*@dF+7Ejkm9;|M>-_CsZ7(VBsFrBMrFC*vi*J`cDvAs@c`nuVEh8rwh zeYL3!c4axFF90dGNa-)E(>f6}?#0uU;G9~AIe6+6WW6-xt}l`x895GI#80)Zwo`_}^?@7UaSAPJK?ymEp~?Z*^;PL#OlyDq z_v`-OJuiM8h{C0Vt!~O%Pa%sFFxoofXPJ8(Pg5IEb{&gcbxBf7z1?B>%i)@J;}wst za!@NE7AY~}fW7sS-FM8fMvqb}+ts9E$I=$f&$c%6gIYChv8}?r_TpXk0a;YHGk%L~ z#9{yY&Gi;=wWT(ZfgQA^l2i}b(^>xKuC$|-A$v@>rkI$2M`xY29+#YlHYeb{C1!O~ z<3N-N{zv{FsmyGT)u1ym_r*LkZz3}$x|hIK#hF}!7jH>FTC=)X&GDe8Pv@9bDJi6p z7`@sC47RcECnZ|n7TRtiNu|_ZOpV_GImh-btt@eMt%b!0y}y_~^8l9@OZhLR9p*en zJ*5yp5CDU6Tm{h7&P|C1Hu|NYYSpbfRKtBi+V`a`k$uaPV!91kDqodgn-blswX`^M zK;BMlH3UM;02FT=vZMnGOs*7fEDl<8s7Q!FWR}hu6CbyJ_>e2;UYs3jbDLLKPrgXq z$?pm&L^2JhTd5|YHV)fK=iJD(YI$bc5J0ADk2KmTF3o>uF^pG4!LFNAe#+O%=VY>T z$Kzg>pfC`V7*_5LbB|f5{|b=!ZifE)CQmEbhZZ~bx^wJq1znB=;e70nMF%5SD)5yPh1t8La0sr>gcJv}Q<1A1dxT58}9Rn9+ z@X`OEX;I}m0W0WeJ0&e#jaIUR=Rz>|E(kMbPpaB((GqnS3lwCc@&^&e(O*pU%EESr zQ-SSUY`57PzU9W|mD?Q7MtrFp{1enL{x3Nq|KtYz@BESZBZy*Ye5k`qzw(_iczPc= z;G`D~_Xmg^M;Rb%y^Oqq7%-$3#{969`hL#6>S@V?{oK+V^$W-nxbDZe`VY}(9`j}L zYqsQtaIW&Xg4Db1m-z89P3UeyKL10EWAekp zdGL6KgvtK2C&l8LdM9f|`wPVsw(tPpTk)haU!sifuDkl;?vQIn+>!^B23xo#%CbXT zKX;LK4Rp(61kx}UAwYcHmGw!iX)#!mNS_&PI~{(P+WS%^UyFo|{aMJ3@Fv=hO9vM6 z_PL#8z21PB3*=AaXI9Ks9^0*d%d(`%%yn~jrM}70?pfip`gv2M3&u~Pm!Ew}u9!NV z{y4*z&z3fr$-N+_KyZc}Ur)5;H9^Ip%`}F0&YB<$7f^h=bvlOAOvV|4q1{ zTZs2v^yGlNbp;`=C>}9C#gbAPg$10L)Q?UUPac(MSLB}`E|JhS4V=ev1AxyEir2m^ z&5L5nrrJ|*y*1H_nwjG!bkKHf5??73u0%S~Mqmu%MjtjM&z^4^kVw721~%Ury zktub@z`ri2QUekicMyY#fLDb_FA*<^2!DSnuF~%2;JfjS$v{jp4r<|PICrN9f#%_1 zjeS*OYT?8`3?~$bAhvqi#LRmslSZ+)EXsl^m!!2lM!J(MwPsV#nPj_z5$dnwpDH)| ze&tY-yt64J5(~TXb|N3x{hEf$ZCyLIrRn`a0m_BZkvz00LKj1V%ALNi3Sp%9$_A!f zT+agEuu{?qeckcaOZBh!bF&@ZV|N~=+?x3M=7)xt)e-1|CjW4N&_Z%R_l&m)xL>h< zuY7c%dOTm+`)Oi{saXk&)0~C;G^-NIa{_0fTY4R;?5=I@5ZXI|kl70-3r*c7_^}JG zs8yti^ih@l%oWi+iI{A+>{)J6i1LP0@x&7`hdA8%$x6#wCo66>Vo_Z5Ti6E#!@z3a zgAol8yx>jO6B~+3MQ!yy$H7sW5O_d2c>W-)5Z8y z(y%0nDw&Q`jqZI+n}5cWq2C|iU3c+TsB-zZk#33mINF7;HpD36`2n^jas-kRvxiJt zWUDjgcbJ)`MH0H69jG?UM#oBBP=6DVr#E$7Wg{YnosT0`h{=RSAfU zn4#*{Q{C2@$w}e5uJHqsCPi@sy+RI0bXm9a+s`rRGK=!)Akz6eVK)7KG2&bH{D-}X z)6%;N6he}(kosMYgdwVpiYK4FET<5y)d)OMT-_M1qM>e%hoAnL5QrnfYS$z>6Zgkr z+7eHywcNGN(#>ip2T^q9hzOiD0%MjGU77fV0odbh0lUtv!gp~e zU)UMdK3n{MfWH6y_u7;Hvq|c|2C)6(Ci&m~5x|h9WJS}FBrPr)dv5_BXtP*C>UFn&M<(#ce$*Z>**<>5KE^0d$J4gNZEU+t5+ZQh38#>}g?pA2I8oJngN}L`WCe>AK1sifCpu4L zpmnZ%I@+=UX%C>_83%f))}J&kl^(K^5HYIJOre)t!cVTIF$DXn5%c#+=ZVqPd=(zX6;q>W!IjU&1S>?E;0DuR=QFyIt zlGi!)$5sLS0qN%;7}6^p|6VdAAyxnR{`((`vZMlmzVZR?bl-i046>WiXn}}qzdxNj zWYiy(54I#Yt(#}4O6bD!(h}31XZ;h>*834!(TW%EQ*+o^DL)JoaZqzf=Nfd1)IhaT z5m?(F1EFck2-K8-iP0-CGhcty4Pv@^A?W|=REN2ZGSeYm3>Lj#O!_@1e`--LARpry z&#o{b38n2z>Bv2l&ot1&xZJSs3G9uWfD*)iKl{JW$^X;W$<^nS1_ldI1U+*^<6Yij zCSyC;r_J{Nb1N`gNI?O9al2!AIy;3urB&ku7-k%WC)?kJ!%14dc?j&MoK(Nwm@SPd wL%MBTj%WvHi85ll!|z&J8vZ){{pepLsQ+jEy?-~h|F6dV|Gz%Q{%huc0OAHeq5uE@ literal 0 HcmV?d00001 From 2ffdb058e6d13b55b284b73202ef9b747ff59cae Mon Sep 17 00:00:00 2001 From: tornadomeet Date: Mon, 14 Dec 2015 21:23:30 +0800 Subject: [PATCH 8/8] add result image --- example/fcn-xs/README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/example/fcn-xs/README.md b/example/fcn-xs/README.md index fedbe4000739..cc67846a4b6e 100644 --- a/example/fcn-xs/README.md +++ b/example/fcn-xs/README.md @@ -3,7 +3,7 @@ FCN-xs EXAMPLES This folder contains the examples of image segmentation in MXNet. ## Sample results -![fcn-xs pasval_voc result](C:\Users\Administrator\Desktop\fcn\fcn-xs_pascal.jpg) +![fcn-xs pasval_voc result](https://github.com/tornadomeet/mxnet/blob/seg/example/fcn-xs/fcn-xs_pascal.jpg) ## How to train fcn-xs in mxnet #### step1: get the fully convulutional style of vgg16 model