From 87da5daebf156fc1bb51fec3469db6ff62f8cadf Mon Sep 17 00:00:00 2001 From: WeibiaoYu Date: Mon, 25 May 2020 08:39:24 -0400 Subject: [PATCH] add english guide for doing checkpoint in hybrid parallel scence --- .../checkpoint_for_hybrid_parallel.md | 611 ++++++++++++++++++ .../distributed_training_tutorials.rst | 8 + .../images/checkpoint_integration_process.png | Bin 0 -> 219026 bytes tutorials/source_en/index.rst | 2 +- .../checkpoint_for_hybrid_parallel.md | 12 +- 5 files changed, 626 insertions(+), 7 deletions(-) create mode 100644 tutorials/source_en/advanced_use/checkpoint_for_hybrid_parallel.md create mode 100644 tutorials/source_en/advanced_use/distributed_training_tutorials.rst create mode 100644 tutorials/source_en/advanced_use/images/checkpoint_integration_process.png diff --git a/tutorials/source_en/advanced_use/checkpoint_for_hybrid_parallel.md b/tutorials/source_en/advanced_use/checkpoint_for_hybrid_parallel.md new file mode 100644 index 0000000000..1f2affd6d3 --- /dev/null +++ b/tutorials/source_en/advanced_use/checkpoint_for_hybrid_parallel.md @@ -0,0 +1,611 @@ +# Saving and Loading Model Parameters in the Hybrid Parallel Scenario + + +- [Saving and Loading Model Parameters in the Hybrid Parallel Scenario](#saving-and-loading-model-parameters-in-the-hybrid-parallel-scenario) + - [Overview](#overview) + - [Background](#background) + - [Application Scenario](#application-scenario) + - [Integrating the Saved Checkpoint Files](#integrating-the-saved-checkpoint-files) + - [Overall Process](#overall-process) + - [Preparations](#preparations) + - [Importing the Checkpoint Files to the Network](#importing-the-checkpoint-files-to-the-network) + - [Obtaining a List of All Parameters on the Network](#obtaining-a-list-of-all-parameters-on-the-network) + - [Integrate the Model Parallel Parameters](#integrate-the-model-parallel-parameters) + - [Saving the Data and Generating a New Checkpoint File](#saving-the-data-and-generating-a-new-checkpoint-file) + - [Loading the Integrated and Saved Checkpoint File](#loading-the-integrated-and-saved-checkpoint-file) + - [Overall Process](#overall-process-1) + - [Step 1: Loading the Checkpoint File](#step-1-loading-the-checkpoint-file) + - [Step 2: Dividing a Model Parallel Parameter](#step-2-dividing-a-model-parallel-parameter) + - [Step 3: Loading the Modified Parameter Data to the Network](#step-3-loading-the-modified-parameter-data-to-the-network) + - [Example](#example) + - [Scenario Description](#scenario-description) + - [Example Code](#example-code) + + +## Overview + +### Background + +In the MindSpore model parallel scenario, each instance process stores only the parameter data on the current node. The parameter data of a model parallel Cell on each node is a slice of the complete parameter data. For example, the complete parameter data shape is \[8, 8], and the parameter data on each node is a part of the data, for example, shape \[2, 8]. + +In the auto parallel scenario, MindSpore automatically generates the dividing strategy. The MindSpore checkpoint module supports automatic integrating, saving, and loading. + +In the hybrid parallel scenario, the dividing strategy is implemented by users. MindSpore saves only the data corresponding to each node. Users need to integrate, save, and load the checkpoint files by themselves. This tutorial describes how to integrate, save, and load checkpoint files in the hybrid parallel scenario. + +### Application Scenario + +If you encounter the following scenarios, refer to this tutorial to integrate, save, and load checkpoint files: + +Scenario 1: multi-device training and single-device inference + +The following describes the overall process of training on 64 devices and inference on a single device: + +1. Execute the training to automatically generate the checkpoint files. + +2. Integrate the saved checkpoint files. + + Integrate the divided model parameters based on the specific dividing strategy to generate a new checkpoint file. + +3. Load the new checkpoint file in the single-GPU environment and call the export API to export the model for inference as required. + +If the number of GPUs in a cluster in the checkpoint saving environment is the same as that in the loading environment, for example, if the checkpoint files are saved and loaded in the same training environment or training and inference is performed on a single device, you do not need to perform integration, saving and loading. + +Scenario 2: The training is divided into multiple stages, and the cluster size in each stage is different. + +For example, in the training stage 1, the training environment with 64 devices is used, and in the training stage 2, the training environment with 56 devices is used. The overall operation process is as follows: + +1. Execute the training in stage 1 to automatically generate the checkpoint files. + +2. Integrate the saved checkpoint files. + + Integrate the divided model parameters based on the specific dividing strategy to generate a new checkpoint file. + +3. Load the checkpoint file that is integrated and saved in the stage 2 cluster. + + During the loading, you need to redivide the parameter data in the checkpoint file based on the new training environment configuration. + +4. Perform stage 2 training. + +## Integrating the Saved Checkpoint Files + +### Overall Process + +Import the checkpoint files to be integrated to the network and obtain the list of all parameters through the API provided by MindSpore. See steps 1 and 2 in the following figure. + +Then, update the parameter list and integrate the model parallel parameters. See step 3 in the following figure. + +Finally, save the updated parameter list to a file through the API provided by MindSpore to generate a new checkpoint file. See step 4 in the following figure. + +![img](./images/checkpoint_integration_process.png) + +### Preparations + +#### Importing the Checkpoint Files to the Network + +Define the network, call the `load_checkpoint` and `load_param_into_net` APIs, and import the checkpoint files to the network. + +``` +param_dict = load_checkpoint(./CKP_1-4_32.ckpt) # checkpoint file name +net = Net() +opt = Momentum(learning_rate=0.01, momentum=0.9, params=net.get_parameters()) +net = TrainOneStepCell(net, opt) +load_param_into_net(net, param_dict) +``` + +In the preceding information: + +- `load_checkpoint()`: loads the checkpoint model parameter file and returns a parameter dictionary. +- `load_param_into_net()`: loads model parameter data to the network. +- `CKP_1-4_32.ckpt`: name of the saved checkpoint model parameter file. + +> If a new checkpoint file is directly saved in the training environment based on the current training data and the parameter values already exist on the network, skip this step and you do not need to import the checkpoint files. + +#### Obtaining a List of All Parameters on the Network + +Call the `parameters_and_names` API to obtain all parameter data on the network. + +``` +param_dict = {} +for _, param in net.parameters_and_names(): + param_dict[param.name] = param +``` + +### Integrate the Model Parallel Parameters + +The following uses a model parameter as an example to describe a specific integration process. + +The parameter name is model\_parallel\_weight and the data is Tensor \[\[1, 2, 3, 4], \[5, 6, 7, 8]]. + +The dividing strategy is to perform dividing in a 4-device scenario based on \[2, 2]. That is, the data is first divided into two slices in the row dimension, then the two slices are respectively divided into two smaller slices in the column dimension, and finally four slices are obtained. Data distribution after dividing is as follows: + +| Device0 | Device1 | Device2 | Device3 | +|--------------|--------------|--------------|--------------| +| Value [1, 2] | Value [3, 4] | Value [5, 6] | Value [7, 8] | + +1. Obtain the data value on the current node for model parallel parameters. + + ``` + param_data = param_dict[“model_parallel_weight”] + param_data_moments = param_dict[“moments.model_parallel_weight”] + ``` + + > To ensure that the parameter update speed remains unchanged, you need to integrate the parameters saved in the optimizer, for example, moments.model\_parallel\_weight. + +2. Define, instantiate, and execute the AllGather Cell, and obtain data on all devices. + + ``` + from mindspore.nn.cell import Cell + from mindspore.ops.operations.comm_ops import AllGather + + class AllGatherCell(Cell): + """ + Allgather cell, used in model parallel scenario. + To allgather the selected parameter slice from each device. + """ + def __init__(self): + super(AllGatherCell, self).__init__(auto_prefix=False) + self.allgather = AllGather() + + def construct(self, x): + x = self.allgather(x) + return x + + allgather_net = AllGatherCell() + param_data = allgather_net(param_data) + param_data_moments = allgather_net(param_data_moments) + ``` + + The value of param\_data is the integration of data on each device in dimension 0. The data value is \[\[1, 2], \[3, 4], \[5, 6], \[7, 8]], and the shape is \[4, 2]. The raw data value of param\_data is \[\[1, 2, 3, 4], \[5, 6, 7, 8]], and the shape is \[2, 4]. The data needs to be redivided and integrated. + +3. Divide the data obtained from AllGather. + + ``` + slice_list = np.split(param_data.asnumpy(), 4, axis=0) # 4:group_size, number of nodes in cluster + slice_lis_moments = np.split(param_data_moments.asnumpy(), 4, axis=0) # 4: group_size, number of nodes in cluster + ``` + + The result of param\_data is as follows: + + slice_list[0] --- [1, 2] Slice data on device0 + slice_list[1] --- [3, 4] Slice data on device1 + slice_list[2] --- [5, 6] Slice data on device2 + slice_list[3] --- [7, 8] Slice data on device3 + +4. Reassemble data based on the site requirements. + + In the following code, slice 1 and slice 2, slice 3 and slice 4 are first spliced by column, and then the obtained data is spliced by row. + + ``` + slice_line1 = np.concatenate((slice_list[0], slice_list[1]), axis=1) # result [1,2,3,4] + slice_line2 = np.concatenate((slice_list[2], slice_list[3]), axis=1) # result [5,6,7,8] + whole_data = np.concatenate((slice_line1, slice_line2), axis=0) # result [[1, 2, 3, 4], [5, 6, 7, 8]] + + slice_moments_line1 = np.concatenate((slice_lis_moments[0], slice_lis_moments[1]), axis=1) + slice_moments_line2 = np.concatenate((slice_lis_moments[2], slice_lis_moments[3]), axis=1) + whole_moments_data = np.concatenate((slice_moments_line1, slice_moments_line2), axis=0) + ``` + +5. Assign values to model parameters. + + ``` + param_data = Tensor(whole_data) + param_data_moments = Tensor(whole_moments_data) + ``` + +> 1. If there are multiple model parallel parameters, repeat steps 1 to 5 to process them one by one. +> 2. If the data obtained in step 2 is the final data, skip the following steps. That is, the dividing strategy is to perform dividing only on shape0 and each device loads different slice data. + +### Saving the Data and Generating a New Checkpoint File + +1. Convert param\_dict to param\_list. + + ``` + param_list = [] + for (key, value) in param_dict.items(): + each_param = {} + each_param["name"] = key + if isinstance(value.data, Tensor): + param_data = value.data + else: + param_data = Tensor(value.data) + each_param["data"] = param_data + param_list.append(each_param) + ``` + +2. Call the `save_checkpoint` API to write the parameter data to a file and generate a new checkpoint file. + + ``` + save_checkpoint(param_list, “./CKP-Integrated_1-4_32.ckpt”) + ``` + + In the preceding information: + + - `save_checkpoint`: saves network model parameters to a file. + - `CKP-Integrated_1-4_32.ckpt`: name of the generated checkpoint model parameter file. + +## Loading the Integrated and Saved Checkpoint File + +### Overall Process + +If you need to load the integrated and saved checkpoint file to multi-device training or inference, divide the parallel parameter data based on the new strategy before loading the model parameters to the network. The following steps are implemented in the pre-training script. Steps 1 and 3 are the same as the strategy of checkpoint loading in a single-node system. Step 2 is added to divide model parallel parameters. In the single-device training/inference scenario, data dividing is not involved. In this case, step 2 can be skipped. + +### Step 1: Loading the Checkpoint File + +Call the `load_checkpoint` API to load model parameter data from the checkpoint file. + +``` +param_dict = load_checkpoint("./CKP-Integrated_1-4_32.ckpt") +``` + +- `load_checkpoint()`: loads the checkpoint model parameter file and returns a parameter dictionary. +- `CKP-Integrated_1-4_32.ckpt`: name of the checkpoint model parameter file to be loaded. + +### Step 2: Dividing a Model Parallel Parameter + +The following uses a specific model parameter as an example. The parameter name is model\_parallel\_weight, the data value is Tensor \[\[1, 2, 3, 4], \[5, 6, 7, 8]], and the dividing strategy is to perform dividing in the two-device scenario based on \[2, 1]. Data distribution after dividing is as follows: + +| Device0 | Device1 | +|--------------------|---------------------| +| Value [1, 2, 3, 4] | Value \[5, 6, 7, 8] | + +1. Divide the model parameter data. + + In the following code example, data is divided into two slices in dimension 0. + + ``` + new_param = parameter_dict[“model_parallel_weight”] + slice_list = np.split(new_param.data.asnumpy(), 2, axis=0) + new_param_moments = parameter_dict[“moments.model_parallel_weight”] + slice_moments_list = np.split(new_param_moments.data.asnumpy(), 2, axis=0) + ``` + + Data after dividing: + + slice_list[0] --- [1, 2, 3, 4] Corresponding to device0 + slice_list[1] --- [5, 6, 7, 8] Corresponding to device1 + + Similar to slice\_list, slice\_moments\_list is divided into two tensors with the shape of \[1, 4]. + +2. Load the corresponding data slice on each node. + + Obtain rank\_id of the current node and load data based on rank\_id. + + ``` + rank = get_rank() + tensor_slice = Tensor(slice_list[rank]) + tensor_slice_moments = Tensor(slice_moments_list[rank]) + ``` + + - `get_rank`: obtains the ID of the current device in the cluster. + +3. Modify values of model parameters. + + ``` + new_param.set_parameter_data(tensor_slice) + new_param_moments.set_parameter_data(tensor_slice_moments) + ``` + + - `set_parameter_data`: sets the value of a model parameter. The API parameter type is Tensor or number. + +### Step 3: Loading the Modified Parameter Data to the Network + +Call the `load_param_into_net` API to load the model parameter data to the network. + +``` +net = Net() +opt = Momentum(learning_rate=0.01, momentum=0.9, params=parallel_net.get_parameters()) +load_param_into_net(net, param_dict) +load_param_into_net(opt, param_dict) +``` + +## Example + +### Scenario Description + +Overall scenario: The training is divided into two stages. The cluster scales in the two stages are different. The MatMul operator at the FC layer is simulated to run in parallel. + +User process: + +1. Execute stage 1 training. There are four devices in stage 1 training environment. The weight shape of the MatMul operator on each device is \[2, 8]. Checkpoint files are automatically exported during the training. + +2. Execute the script to integrate checkpoint files. Based on the specific dividing strategy, integrate the divided model parameters to generate the integrated checkpoint file. + +3. Execute stage 2 training: There are two devices in stage 2 training environment. The weight shape of the MatMul operator on each device is \[4, 8]. Load the initialized model parameter data from the integrated checkpoint file and then perform training. + +> For details about the distributed environment configuration and training code, see [Distributed Training](https://www.mindspore.cn/tutorial/en/master/advanced_use/distributed_training.html). +> +> This document provides the example code for integrating checkpoint files and loading checkpoint files before distributed training. The code is for reference only. + +### Example Code + +1. Run the following script to integrate the checkpoint files: + + + + ``` + python ./integrate_checkpoint.py "Path and name of the checkpoint file to be integrated" "Path and name of the checkpoint file generated after integration" + ``` + + integrate\_checkpoint.py: + + ``` + import numpy as np + import os + import mindspore.nn as nn + from mindspore import context + from mindspore import Tensor, Parameter + from mindspore.ops import operations as P + from mindspore.ops.operations.comm_ops import AllGather + from mindspore.communication.management import init + from mindspore.train.serialization import save_checkpoint, load_checkpoint + devid = int(os.getenv('DEVICE_ID')) + context.set_context(mode=context.GRAPH_MODE, device_target='Ascend', save_graphs=True, device_id=devid) + init() + + class Net(nn.Cell): + def __init__(self,weight_init): + super(Net, self).__init__() + self.weight = Parameter(Tensor(weight_init), "model_parallel_weight", layerwise_parallel=True) + self.fc = P.MatMul(transpose_b=True) + + def construct(self, x): + x = self.fc(x, self.weight1) + return x + + class AllGatherNet(Cell): + """ + Allgather cell, used in model parallel scenario. + To allgather the selected parameter slice from each device. + """ + def __init__(self): + super().__init__() + self.allgather = AllGather() + + def construct(self, x): + x = self.allgather(x) + return x + + def integrate_ckpt_file(old_ckpt_file, new_ckpt_file): + weight = np.ones([2, 8]).astype(np.float32) + net = Net(weight) + opt = Momentum(learning_rate=0.01, momentum=0.9, params=net.get_parameters()) + net = TrainOneStepCell(net, opt) + + # load CheckPoint into net + param_dict = load_checkpoint(old_ckpt_file) + load_param_into_net(net, param_dict) + param_dict = {} + for _, param in net.parameters_and_names(): + param_dict[param.name] = param + + for paramname in ["model_parallel_weight", "moments.model_parallel_weight"]: + # get layer wise model parallel parameter + layerwise_param = param_dict[paramname] + if isinstance(layerwise_param.data, Tensor): + param_data = layerwise_param.data + else: + param_data = Tensor(layerwise_param.data) + # merge the parallel parameters of the model + allgather_net = get_allgather_cell() + param_data = allgather_net(param_data) + layerwise_param.set_parameter_data(param_data) + + # convert param_dict to list type data + param_list = [] + for (key, value) in param_dict.items(): + each_param = {} + each_param["name"] = key + if isinstance(value.data, Tensor): + param_data = value.data + else: + param_data = Tensor(value.data) + each_param["data"] = param_data + param_list.append(each_param) + + # call the API to generate a new CheckPoint file + save_checkpoint(param_list, new_ckpt_file) + + return + + if __name__ == "__main__": + try: + old_ckpt_file = sys.argv[1] + new_ckpt_file = sys.argv[2] + integrate(old_ckpt_file, new_ckpt_file) + except: + print("Fail to integrate checkpoint file) + sys.exit(-1) + ``` + + In the preceding information: + + - `mode=context.GRAPH_MODE`: sets the running mode to graph mode for distributed training. (The PyNative mode does not support parallel running.) + - `device_id`: physical sequence number of a device, that is, the actual sequence number of the device on a computer where the device is located. + - `init()`: completes the distributed training initialization. + + The command output is as follows. + + Before the script is executed, the parameter values in the checkpoint files are as follows: + + ``` + device0: + name is model_parallel_weight + value is + [[0.87537426 1.0448935 0.86736983 0.8836905 0.77354026 0.69588304 0.9183654 0.7792076] + [0.87224025 0.8726848 0.771446 0.81967723 0.88974726 0.7988162 0.72919345 0.7677011]] + name is learning_rate + value is [0.01] + name is momentum + value is [0.9] + name is moments.model_weight + value is + [[0.2567724 -0.07485991 0.282002 0.2456022 0.454939 0.619168 0.18964815 0.45714882] + [0.25946522 0.24344791 0.45677605 0.3611395 0.23378398 0.41439137 0.5312468 0.4696194]] + + device1: + name is model_parallel_weight + value is + [[0.9210751 0.9050457 0.9827775 0.920396 0.9240526 0.9750359 1.0275179 1.0819869] + [0.73605865 0.84631145 0.9746683 0.9386582 0.82902765 0.83565056 0.9702136 1.0514659]] + name is learning_rate + value is [0.01] + name is momentum + value is [0.9] + name is moments.model_weight + value is + [[0.2417504 0.28193963 0.06713893 0.21510397 0.23380603 0.11424308 0.0218009 -0.11969765] + [0.45955992 0.22664294 0.01990281 0.0731914 0.27125207 0.27298513 -0.01716102 -0.15327111]] + + device2: + name is model_parallel_weight + value is + [[1.0108461 0.8689414 0.91719437 0.8805056 0.7994629 0.8999671 0.7585804 1.0287056 ] + [0.90653455 0.60146594 0.7206475 0.8306303 0.8364681 0.89625114 0.7354735 0.8447268]] + name is learning_rate + value is [0.01] + name is momentum + value is [0.9] + name is moments.model_weight + value is + [[0.03440702 0.41419312 0.24817684 0.30765256 0.48516113 0.24904746 0.57791173 0.00955463] + [0.13458519 0.6690533 0.49259356 0.28319967 0.25951773 0.16777472 0.45696738 0.24933104]] + + device3: + name is model_parallel_weight + value is + [[0.7147005 0.9168278 0.80178416 0.6258351 0.8413766 0.5909515 0.696347 0.71359116] + [0.20506378 0.03691584 0.2454556 0.12978578 0.19065076 0.23904312 0.27509746 0.34614682]] + name is learning_rate + value is [0.01] + name is momentum + value is [0.9] + name is moments.model_parallel_weight + value is + [[0.14152306 0.5040985 0.24455397 0.10907605 0.11319532 0.19538902 0.01208619 0.40430856] + [-0.7773164 -0.47611716 -0.6041424 -0.6144473 -0.2651842 -0.31909415 -0.4510405 -0.12860501]] + ``` + + After the script is executed, the parameter values in the checkpoint files are as follows: + + ``` + name is model_parallel_weight + value is + [[1.1138763 1.0962057 1.3516843 1.0812817 1.1579804 1.1078343 1.0906502 1.3207073] + [0.916671 1.0781671 1.0368758 0.9680898 1.1735439 1.0628364 0.9960786 1.0135143] + [0.8828271 0.7963984 0.90675324 0.9830291 0.89010954 0.897052 0.7890109 0.89784735] + [1.0011744 1.0840297 1.0201758 1.0882459 0.94232416 1.0775206 1.0195118 1.0528734] + [1.0053468 0.98402303 0.99762845 0.97587246 1.0259694 1.0055295 0.99420834 0.9496847] + [1.0851002 1.0295962 1.0999886 1.0958165 0.9765328 1.146529 1.0970603 1.1388365] + [0.7147005 0.9168278 0.80178416 0.6258351 0.8413766 0.5909515 0.696347 0.71359116] + [0.20506378 0.03691584 0.2454556 0.12978578 0.19065076 0.23904312 0.27509746 0.34614682]] + name is learning_rate + value is [0.01] + name is momentum + value is [0.9] + name is moments.model_parallel_weight + value is + [[0.2567724 -0.07485991 0.282002 0.2456022 0.454939 0.619168 0.18964815 0.45714882] + [0.25946522 0.24344791 0.45677605 0.3611395 0.23378398 0.41439137 0.5312468 0.4696194 ] + [0.2417504 0.28193963 0.06713893 0.21510397 0.23380603 0.11424308 0.0218009 -0.11969765] + [0.45955992 0.22664294 0.01990281 0.0731914 0.27125207 0.27298513 -0.01716102 -0.15327111] + [0.03440702 0.41419312 0.24817684 0.30765256 0.48516113 0.24904746 0.57791173 0.00955463] + [0.13458519 0.6690533 0.49259356 0.28319967 0.25951773 0.16777472 0.45696738 0.24933104] + [0.14152306 0.5040985 0.24455397 0.10907605 0.11319532 0.19538902 0.01208619 0.40430856] + [-0.7773164 -0.47611716 -0.6041424 -0.6144473 -0.2651842 -0.31909415 -0.4510405 + -0.12860501]] + ``` + +2. Execute stage 2 training and load the checkpoint file before training. The training code needs to be supplemented based on the site requirements. + + ``` + import numpy as np + import os + import mindspore.nn as nn + from mindspore import context + from mindspore import Tensor, Parameter + from mindspore.ops import operations as P + from mindspore.train.serialization import load_checkpoint, load_param_into_net + + from mindspore.communication.management import init + devid = int(os.getenv('DEVICE_ID')) + context.set_context(mode=context.GRAPH_MODE,device_target='Ascend',save_graphs=True, device_id=devid) + init() + + class Net(nn.Cell): + def __init__(self,weight_init): + super(Net, self).__init__() + self.weight = Parameter(Tensor(weight_init), "model_parallel_weight", layerwise_parallel=True) + self.fc = P.MatMul(transpose_b=True) + + def construct(self, x): + x = self.fc(x, self.weight1) + return x + def train_mindspore_impl_fc(input, label, ckpt_file): + param_dict = load_checkpoint(ckpt_file) + + for paramname in ["model_parallel_weight", "moments.model_parallel_weight"]: + # get layer wise model parallel parameter + new_param = parameter_dict[paramname] + # split the model parameter data + slice_list = np.split(new_param.data.asnumpy(), 2, axis=0) + # Load the corresponding data slice + rank = get_rank() + tensor_slice = Tensor(slice_list[rank]) + # modify model parameter data values + new_param.set_parameter_data(tensor_slice) + + # load the modified parameter data into the network + weight = np.ones([4, 8]).astype(np.float32) + net = Net(weight) + load_param_into_net(net, param_dict) + opt = Momentum(learning_rate=0.01, momentum=0.9, params=parallel_net.get_parameters()) + load_param_into_net(opt, param_dict) + # train code + ... + + if __name__ == "__main__": + input = np.random.random((4, 8)).astype(np.float32) + print("mean = ", np.mean(input,axis=1, keepdims=True)) + label = np.random.random((4, 4)).astype(np.float32) + train_mindspore_impl_fc(input, label, weight1) + ``` + + Parameter values after loading: + + ``` + device0: + name is model_parallel_weight + value is + [[0.87537426 1.0448935 0.86736983 0.8836905 0.77354026 0.69588304 0.9183654 0.7792076] + [0.87224025 0.8726848 0.771446 0.81967723 0.88974726 0.7988162 0.72919345 0.7677011] + [0.8828271 0.7963984 0.90675324 0.9830291 0.89010954 0.897052 0.7890109 0.89784735] + [1.0011744 1.0840297 1.0201758 1.0882459 0.94232416 1.0775206 1.0195118 1.0528734]] + name is learning_rate + value is [0.01] + name is momentum + value is [0.9] + name is moments.model_weight + value is + [[0.2567724 -0.07485991 0.282002 0.2456022 0.454939 0.619168 0.18964815 0.45714882] + [0.25946522 0.24344791 0.45677605 0.3611395 0.23378398 0.41439137 0.5312468 0.4696194] + [0.2417504 0.28193963 0.06713893 0.21510397 0.23380603 0.11424308 0.0218009 -0.11969765] + [0.45955992 0.22664294 0.01990281 0.0731914 0.27125207 0.27298513 -0.01716102 -0.15327111]] + + device1: + name is model_parallel_weight + value is + [[1.0053468 0.98402303 0.99762845 0.97587246 1.0259694 1.0055295 0.99420834 0.9496847] + [1.0851002 1.0295962 1.0999886 1.0958165 0.9765328 1.146529 1.0970603 1.1388365] + [0.7147005 0.9168278 0.80178416 0.6258351 0.8413766 0.5909515 0.696347 0.71359116] + [0.20506378 0.03691584 0.2454556 0.12978578 0.19065076 0.23904312 0.27509746 0.34614682]] + name is learning_rate + value is [0.01] + name is momentum + value is [0.9] + name is moments.model_weight + value is + [[0.03440702 0.41419312 0.24817684 0.30765256 0.48516113 0.24904746 0.57791173 0.00955463] + [0.13458519 0.6690533 0.49259356 0.28319967 0.25951773 0.16777472 0.45696738 0.24933104] + [0.14152306 0.5040985 0.24455397 0.10907605 0.11319532 0.19538902 0.01208619 0.40430856] + [-0.7773164 -0.47611716 -0.6041424 -0.6144473 -0.2651842 -0.31909415 -0.4510405 -0.12860501]] + ``` diff --git a/tutorials/source_en/advanced_use/distributed_training_tutorials.rst b/tutorials/source_en/advanced_use/distributed_training_tutorials.rst new file mode 100644 index 0000000000..b3e3bcf02b --- /dev/null +++ b/tutorials/source_en/advanced_use/distributed_training_tutorials.rst @@ -0,0 +1,8 @@ +Distributed training +==================== + +.. toctree:: + :maxdepth: 1 + + distributed_training + checkpoint_for_hybrid_parallel diff --git a/tutorials/source_en/advanced_use/images/checkpoint_integration_process.png b/tutorials/source_en/advanced_use/images/checkpoint_integration_process.png new file mode 100644 index 0000000000000000000000000000000000000000..1f56c21f82d46eb7569e683ddfb84ef6343c2a2e GIT binary patch literal 219026 zcmeFZcT`hZ*9VN_j9tM>6A%GWX(G~_0*ZiuO7AKlNThcH2`Y#vMNvR%M0$;MLRArv z8mS?)C@nw;krE)Gedhu`GvoWdYkmKH>s#x&Yle7l?mcIpefIwC-`?lk1mDzBJ-Cl; z9|Hr!LAC2Dw;34r6B!ux1@GAfuG}Pvfe^dxKl4r=0fPcW2j0xY!Tl_-xu%j8y*%5_9{wGc}Ac|8)X=ws;Qv z{^R`F^?1gAoE{FI-|_e9sngC1f1fd^@V4##`_%v07uw%v3{0=2xc+f^`Ur97-=~*V z{@W>}jsL25(B7!ExsE0s`e(IJ9ici1i;^ll+n6UZ(DO91J?! z!yWK#z~$Xt@05FmA5KD7`#c_EzkLf;eI9ijp{r9kYnz9AZJ&qUCM+lR z$!>BC*Uu`ozHc?Vv6ZV=w6Uq(lMNL9ifrRp_7b9tX3RL9zSZR&?tE8>&0NR>6545y zvnkeL-92(}tMb#|1$N@p&*K!9?k;*c-@3bD*&Kz4M-1SWY9p^+)li)BT?!TNbRG=M zav{5NnX{JZU+ly^up21##I-S7pe9KzZ+c2B;cRS6HBs^k1`3$Ff6K_WCF6)4MXHKA zldsdCCeWtnHj(RiKYUPN9Tl3fijXu>tS#smW40NQ5wo_PsOQ0$*BbsUc2Y3W2jXNO z2XI5qcKx;^x%LfUnB^uiU^;duEEJQT6yZZHa~h=PEV^fv9s_K ziJ8ue4Wo*R$Dn*Ja2*#CSUrn_u{4`nY*RJCOCFn)uKtp~KcNR`J1;?`nv=?gm&M?^ z9?Ho?dM}oqv@PTLir%l;uJ3{DGpMO>KHYHefG=HTF_bkj^0*lc%ApZUGxts_gw3y% zh6@?%FW<6ntxtY!G;b=ZgI#L+SR7HavBI@(>_|z~Q&yJbnw+dEI=@y0x$WFMvtLP4 z`IO3o$+;Ju#fuG~b*~(p&uOf9Ks!Mjn)#+Cebeh3iLGDgF8THFNm51S+?thVcQ=^A zR|xXHIcB83e#xrRqIli`Qvn+92;n(x8NQ{#k82`P>ZvYOP-=DOP?qV+K#;+%yvP); zngUWPj*Weaq{Onr52U-#q8ag3#u&P~UQaUTN*2f|H zZfVinTs-oEV!$ho`UX0}f-n{t2}7+oK{y+nL%m^x8$XC$jhlhQEkN?5GR+=%Ld5)%R6A@d z7<_!#)Vw{oba{a?ArT8_1-R-m5tb+)5tgI8e0l=)wQW|XSc3G_f2g`SI}Mh1!w>j{ zL*`mN9DfUO<;ps>h5b)D9Z`01{_UqvNqmqzqs)Tq58tCsznqL5L@rp=KaWZ;(4d)0 z;E5*sCBvVq!Z!Qiu(zoZen93(FFAfpa9wb1FH_;&iTc*Z@G4Y&=eMqbxi|}pd7Kzc z_W0-N9Op`!m<0)5h1fFS3%Jc>*}tO5Grlj1=7kGmw!kW+rQIKCf0{NP)$(ldTT*GY z^sApVuNBWkb>v{br?<88$U5#~4WX;d(a{Ka6`p8K@vtx{oV_md7}X+|+!`rSz_Xli z*cloWz1$$ygIu{n{MPR516#x<JdG=hw@=CmlZ9%(NIP@S4wSr55bQPIg&{Y5zK4k-=}!JD*+q)bsM zsxNBw({54+B^>gqVgThmJrCs~%$Fh`!T4;jiE!XWca#@fIfaCF*K~IbeDJGA=Q~(* z{+Rw=4M4A^+QCyt6F>{TVQCw2Tp^bW*bcuf%v*SQ2nt_T3c_c<)+iXuu`BKACgBoV zLQws(T8;_V;}y+W%=F7whgF6r+uu)Tw!F?nSac>$U)b+a#=5J4YeKCD`*HgE zZsc4?xd>Vn1jhG4K<>mBORrHOXt2*k(kt){$3R%6^wEY%5XdFwAtuALcTdQ{9Xfq2 zEG>0hHO50(xI+d^+i5fGuo-tP2q05an?-tXWQQ!o_!wgWcB@k2k2(7*o@kip$1Ca| zTW`u^ru1eaoSbacR6&FhD=vwN0^uw*dA10e@cN3qcX&@DQqQ^OK+XdB)ES>ars}f8 z-x2#}RgaF*piW{Z_>Tl!aGC!C$sA)DBT9d`Nl1z&7! zmR}Dwbf}~nBk7t0W(%2fL9u_h?!_*CAHgka9*x+n-z=MMhTAu|AxqpU(>0~Rxw+#+ zv4)|xUNvNO<9e6>g2Rua(woFb1WaL~w8!E!hIqz@JnJ!0LueVF&&{n8JHvR_!y`o- zo{MqrS0Sh-uT?|AT6!(Jyz@qGe(Kow(t?KACCTZxtNXTy!JV0-n^X=3!}d`(t*M~k zJuJu7u4I69>I}eNze1*?*nnw{ZcnWX`dZCHI}jITi%Ks^KD0P{7qO>s#aFdIrlu6I zPkh;;K!v$a?)?yU(}K{&6^To3Bd;Eq=|;tvS}tlb9i>TbSI5Q$HfviyF^f576#gUW z;U)cxpL#6e>CQ%l?|De|Afg(|Ha;uMu$@$m34aZkL~y);$^7)I_CMxU^n?=~0Z~Mb zk0d3f&40oyzZ;p>UfXTQ&jNHg+QiB+j zJt|#VGLGko2`}_)PGsDbXAVCNe^?+}VSuO_9?;E8;GhyHF0;OyG`gihzOcx3T`6ky z%2N4se&%}ER?{DSUq){e7G+>yHBh)-bQoDG*rY6GOS^XmMY*}f56PfB8WG4hW;0OG z(>)aRnHS;((oWP)exHVCWPuuU=b8G@xW5W9!b&VG%L~EN`AupFwryp#@NYWrDJT>| z2x0}8^ALu8-4J5+Mo^%YR)u&c?HExE3Ecz`wbUa~zVrcP=6SfD4R2dNSJYf?o(9Q^J z>#MlgMT%S`$^B>Gl#TiNJBWEs&q78E4M|uL*=}QPEg(D!0uGDP9s@Lj?&Y(z2!*^t zMUKb#;^jrsc1p6eWe|c+5J0tb4M0Jm7+4r8lV&6p3j(245N&KspsjS;vDe%fK$I7; z1~r{`gh=cOWtZH)MPz`eZ`C$+W%#|XV0aaR($rK7c1aJ;R_LyRol_9zc#wT(sb^s= zfz{Pqc`a17Wxxt{hQ@?9HygxLpln0h_>j(pzI4v5p?_Rc*&OEnaRe0!$K(Q5{6=8G}XEwxAg?m1K$pr+wiL<$K2SnJw zF(bJ(&X0YvTK3JprjT!BxH{kqW<@CFS}O^-m=}n75^P-tK1~k8)XW6F1KFXOvx2Kd zd%@@Mf`;+hP?@ckF6eEw^lr;H`adL1sdRZm)JCAtqeTILGYvA23|H-*Z@@&4%9lX# zrqZ{L){?(zGlZp}ZAG4lZC40PE-ZxIcHSgB=CWH|jPKv{cEOwWM$QPxbD?mVZaG6# z#Xs8EBPhJB50kIj&Is0i%Tx)t31Z!ufL%FTxc%Fb)w(!%$Mc_F`#_Q;H z$hsSgL_(bHGpgsGq9BNc4CTh?z*dSWIW*t51#lNEoG5`1YDA~hyGa>f*oMvpDqq1I1WxpztU;IrrCLn~DwOvm zL3!o~89A%#@s3MrkGy=e{?dY}v3xtVWubM?el^RH>T(X*rG&31Nt2i&8MvSc#NnU^ zx*%a!;utTrO`K-cGa;eY9jIa=$d_vsP#zn)6nqRVF6jWT0O7vT*JayNN7d!F$}9H` zVEy^>cuOn}s#TzMpgaS@#c@Lrsl{JcL>mA;Q`Iw2X8*o{Ah0YXWQLe+sUYNLc_Edl&# z+n93$gcS?Gul&;f=rxly_mziFZ}QrsIQ48`o(nho*IP&Yj(mieh-KYph-EeO*UWb% zm8``{>KcS%WZ}k;CJuJ%@teaO26}MwYpQ{Do!JmkrnpyQ>?*%jfN)Rp0xVf(Xgwjl zgYx9Pbs$%3JsYNUgiP?BDju)5w_I~L0g2^$3A>`6D3?D z)t)e`hyl5GO!$6~y-J8>Z-obc+h6NwAFE731t@}6mh+GnXqvk{UG=B8*2czDApf)u zkBrP^+Fk*>z`wPq<}W=7(N(d(lmEP)?E-=27Cm4P%L18dtrhkGRHlFuy^}}Bw{E!* zU3WWEcRLmiq|@obXy0;r>i$VHisZu#8Bu+!&3cNCj_drEYy9;W4Y%S`y)n^(X4x8Q z+OHx6!;A%lFM&*-zkmN0u?XxQg7E#^0Z`av29dH1lvM-*n0(+O=yG~vdibWD_sK!z z+2%pxw&M7BcX|lV_PCa z+#EHHfmo{a{EVkS!1hXF%kE!|UWL+CsE!BKaI#UpbT6p17ejywUC4*{j&NXF35F1h z(%DPjvV>Cx|6Y*1we3J#axnPQwEnx)33PGleWj@gq!WM4*kn4&;W~1yisFYp7Y*A| zBg0#fEj?PnT9%D}sqDgz*{!FxwaG9p``@);NQwVg1^3y_7W8W`0QlCr*;FSln^_ROkWKgfTtmRlr>rFu;&YR_G%!{D;-au1>F zWYtf#abHJ@>6**+y15`7ZjmpR!G?BHj-&Cqr@!2*VO8=v6X10I_$rE}C`L4!E&u$FR4bhR)p7|Di^I?RQ* z;EXNvU713sDh($YmPI~mu;g*}E{kNL!GT2iU!3Hkm~Ynx8wfO2J+r!}Q|<*DUguNV6U@Y=u&hK1ocC-g zwQMDEry$M+7@F_l1}#@IVc+sZs(-o1EfS!6`oxQ|K;7#pN`lZyq&nGq_9u-pC{38+ z3Sbi0%aiMJdWCZQuDf8s52kxhe)NQM9^gI@wEJi+cYuo51@VOy?tq%6c#%Z9k-?Py z*?ruHhx3_~1do4qT3z%Ea^yOubUu<(BarDH_m|sur4q|v)w<^w`MCpz4Fv;Us&lb_ zCU2yynF}6AfZm@CCXzt=tN48KaUl`TnRQ0XN@c^3|HQ)mjdJ15K|z-GA{>)5)vndu z8`59yX((Sa890rBX&_-B>so zGnua0&Hk)&&Sd(W%dE7=(WdITX1?KBFaaB@@%=i1T^yDmC4M?WVB{V+ObpWXlK66u z52Y9u8qZv@)+!Q9?fuHvIl>*_wI@8FVohn!kL=`-Z~^4xh{axRxf2%=`QvkIiY~RuKYqWU}G&Jr6Y4p^dpQS z-e(<8J9{_eJ-46{P4a^po;O@4wK!qu?7fHk6Dus|;Z)d(wZ)~v-JhAAy{GcZGmFqCH!4I^Y5MEyk~N2w zG7hm)UIcN{Xco(}-!~FEd^hf?){?jb6dMgKhTdD8rPsx6c)6?3N80;PFE92+BM}eE zW|4U}9#o_A3=8?;)5Lw%N77h`K?K@JE#R*fhqzB3;x;|V9Z>3#L%aVhFx*_qZC&?z z>Wt4)zSCxUvgLkvN4MZlz} z4yU8&k@>@Oy5~8ECr|mt10_8d|8nmK%(8BbM}+$4$eiIrK*yt1tHU^>gI*1`q@Rcu z@f#*8@40$6c6iQWovc}N9OxQr(Qww8hF%-0>E}@LlCi3kJY6@|zfr~)@Duep!I@@| zell8dr3n?pv@Yj5-E490faLm*5qP|42|90?s(65V_3n7DGROD&orcV`M!`W%BEAb1s;8)(m zMuhOXqdzpl*E`JSk8fOaUvB)S=;u7JVM7_JP0l)06~58K`-6>@>CAPd(@c9$9XW9C z^HsroucYt6&kl=R*8J}OIG68s*J2lwJlO=!R8+VBMDTH;Q|DdGk7XHpX;d-gCOzsq z^1S=z2e!;ZkNtTI35rVh&WNeqKNEvzom-O&*Dl0OH#_!B?`Qe*_@%Tz7c{6+nQ zug!^spV3dgA#VP2uNN?kKO0yI{brZnjs$J6>iBiAjwqa9hvlH}-S7=!@z$zm(Kfx| zn=|sFQDA5-YyB>4?%E*3bm!U)Y+DCL12*X+Fv$eJ?8~7R7Ps=!&Lv<)V9) zx3cqO5EW}+A}m?|MLm(l@G?Np>>?ttE~Uv;^Q zH*`zLanh@MH`eZzr5cXh46!~}l4mGfXB>r@uOC)iBhZO3HB4nWX*P~;tz?~Md|TM_ zYpif%HtRry3+AMca)g02p};LN<&pUAzYK&+<-#}>L|8kO^=-#oh|Q!BkoV`JpD8iy{$b()1T?J<`jn=+rOouFvYaXib@(QT$(_Qx_272sCgIW~vN z8d{Oh_EcBO5C~;VxI{Xv7T(1Lgc*qRX!li{CxsWMm=29i4@HZggxvytJkf?%;9W4H zgk!a&jdbU)huMjRD@Ij1qtAk=CKn{r%%ul^WC#S~s)th39Wj-JjBK~zuQh(p#|UqF z)=Y^D$i-=7HI{a5pzNj|f6bf@!t>HsQ;JMF8jn$ZjHL-zz*2d$XINBgU0HNi(hvVJ zm-|=q&LK&r+B}SS%1HJ4lm_ca#^Cg+2kXHjGbVcTRj*T4wd&;`+9Srho+9mcl6Q{% zbGsk|16ljo*c`R+DPxvI+6zI|5b$5E4hOp}W?lMUF^+s|La?G_v}RW zqXI^viG6zYxv|GvLT9~D*t_?vV)z{msWWYKqO6&)qCr&ft6F;6Wd|eC`Xrz1w{eE7 z6us8Cv(b#Vs=8D3bOa^oUxg+G)i~?imdnRebvU~P!-P22%KOqy9YTo6G3Ntsc$*Ci zLNX_#v(qLfUh3)eES!Ig3t_d?j9$3AHs2lDtj*jmM2cI}rko zIYOEDj&9aA=&52&sMcBwi3o{5=xGlu#{{)r#hW02j%=2#_t8o?Fy=O;C_y|TzI@W; zwlJ4RYvsn91u~sD?czakt)_bdjj(!(+-gvh zqRpY0Hitv7cit&|k(#9_@2OG$hJ-rr$Kx{j?Zj_B{q6MCtM$(7LCpN|1zE2{ZoPLl zRI9)JSXDnLt!XSOXP6!3OUb1Z?Tj!3#%`9*lNwYkF2aSDe;(_}CvUdl+pXWCQE;j3 zelt%v&odW{`_u`wq1HRea9-H;!7O5WcxLYF?Dc&Ux1V%i)=xEN$5Zkb?0FI_D(o7m?(8H2%o;q|9C^0xL{f7Xu4 z9)c6{e4oiR{c}q!1A|h5grb;{47Ko6(_2&fta4d9c%r_2Lgl0j#;S@NsD$v|1*4p6 zBCMERqj6iYTO`_Z;+Vl2H5j1Ix@BIqiZ~@D@4(P(PGJRVb&kNDAhH%K?K)~E94?)0 zaF39T;@CIo%VRT8sB*ArZ1Cvr1-Br>U0ibsF^pLUFBd$vFudtRx*Q1+A5eo{?WZeK?lmBv%x zVo+u9Ku1o677-l0 zH_OyqXBT>nzvPN{#VZ$Y)Otjw#rmR<--=M8?8&J-{iXbXmKF5 z@1AEBY)M9Bkm$>-C2+I55v>*d$3P{4!OH5&PiKnVoa+8X>S3*pSmTy z+rQ*oo@=Er#xK}IZgnTe`IQk#5f&;siaI<_VT`{p8@-~{7tQoaN&25Vq8Tn1_6%OU z*gbgbxT}68d}`t4NYrr0yyOOsy5Yt}hu7R}!()O-N7SOX0>k;Mr>6xyc(d7%*UpjxuaAh=jJvJ9`g{Lc5 z8;K_Q&EY(ab%n!8CqX?B44}jgbCQAK-MPdpoxb(&a(?AY+SDNJrh;9Bo2K+6&3q>A zoPV%+Ku$iQsRWLgBh2jcH4);b5%-2=6mGh&PE_S5jI4Ccy!M?Pn~IXUocD;iN$Q@l zZ|jhdK> ziKfZa&xfV_D7NgjKus@}8lcEJ$eOU(!N>~}@Ac0?)w=k-GWD{N;xOmhA8|cxY@!`c zrJkMo4HznOnw!5ywn(V$J!s*2=FkW3!wd|U-6kb{3d;Ez7dVS@xbUxc{SO05D5kMm z3R)(<>PlMo8vf}VOaFR^&%zg@3DxA@2RTc*U1`fbs49Xtf5QROIHmF@m+-$vpw>aB zgx$Cmf`7NGZk79JP4+@2;kEOJ6K6r^@96hKaQL;S8E}_aEe^%?TIK$YpI?_h+v|A{ zm6m^t9Phftf;>ZCgwib3_EH;mBjB-5i9>gF&Vzc$+4~`RWlQ)zq3H3+vIJ))#Ois0 ze+f}nU%#%~@sn<;d(;+{XCH=IC?bRX8f$?RbY7N9 z)m}?9dj;KpiKwPtAp7U%7cScc{;f{FwdtAAV^VtQmdV7`8}(PJ_5efb*3~;mBezb< zCpIk5JcOH(b&-DYozT;E-L61YfH~T)g;HKo(wEmDF~*#r6AJfug@&`II>Jmzbdt z#+grcGd7YH-WwG<+)`I}d4YXV(!erOOn%wjpLTYS*uPElvaH7l+7o$tQY2y+gg~8# z4Z~RY*`~B)A9}aLoP#s+Sw3Bk}f}RuGIC6aQhXkK=p(yr|Wu7s%-!Xb( zc^2JOXrrB)&R8g`)wO2;M152u z2#z%%a_%+nKT)&SyZ-&Z-TTgS-a3ydJI}C;c0=!@41JG3e_kne>8>v)r)tb}6g|L5 zoOyoelUzTEdA_;H12&veSx(MrxnexKtn7j@%}vbD9T`%FtNt5~Z3!V-(ewRJQbu2y z_b27pQ9LTvq9oHtLpuF;tWA|{EME(LYIZ?tVt(gkjmkBTU;}C6hgD6p?z)t34U2o)f zoQeqJ+Gv{Db1Rb%yO_WS_Y0GE`i{zFzp&4Vvg6G^-@;+=_jq77bd@zqZbM|T#Mxru zq*Jv|f~09}T1%m9m^hkzPI`pR?0D~_+fzQ}t93ibgc^(OnV&2t<>`TGH_ZF% zRQbX*zH?^Jjt4Moew184G}x!1vX%7_uUASOKAvR~TH<8V`n~h7mPTszXRD`1^Ov>P z>0u}Hogsrbxc{wA`nZZ*?L4+7V|R3JUVrsWIgBT9$L0Pvi3&Fg=Ut1S8OjGUR3Q2a zX-}5!iLhB&s!_y}mciUKHO36s;on~^8h~Gx`rVPZM?OSY`4tXg;E(<8zP}E}gUavf z>Uu_8{{DoK2cgN(o}4kkA1h8e!6CDde_LmzdCUdR(Wq+T6IQ%{PmGedNuhX~arx;c zX(h;<6SBVptABC69q9Fk%5OFh6q5R9_IinEiS?DAYz!StX{Y}_1e*AAV+Pq8X7|iouV8ih2 zgoW>HAhtJ2nM<-93Fao-2CUW{IIj#F&B%~?x3;nb+gL|Ve0{|ekrEQ}LtS0{wsGIb z6A2~}5EOj>^u(N~t-+pQUgh)P>&q)HG6_P}*EBGL4r^32oQk(WWmfuH40>IwccMaPxr8$vtWb9^F{qYi&O56(*jViuEY%7b;!3{(2=q z$HeF9E;vPelv2gZ$9JClQ}+}>@zlw)+lye^3b=f=OC1U0WM)3R!D6M-a;0~x(S?Gc#XbY6L%>0@ZJ8O1(t#ro0QoF9Emgv)-h@U0lX1uy}n zHntYiLCl?}c@;B#@0x}V5=O+dMQ(X4F8ePbkyw&BO5@$q#QUp%g^m}Iq_?FZx znP;Y9O((=XetxXTJzBKaewLMOy2=37nPyOwwT!<{c%eIwxG1JtG9kMs;6?4szm4Qu z)Nw)IQ|}7yC`X61J}f=}*ctlT{@hm93-2thHwc;0Kb+BOf~AD4gdSw~JiF2_nU(X< z^CK}2%qF>1bffRusvA6+MjgH{pQTRt|5ts14)?D!ECM#FXxZA zJw%|AxJ{L;9-ogE#t6Kdo0%Qq=k2Zxnsy|xe6taCzMTlP#pTj-XB<*1Xy=%H--7ye z-2SU;df%U5R8_+hIwqC!)2AJmjw!4#c zYj5NmkP5D9PYlN>u7?T=m~disJZzM_KK$l90avco|J0W?xLWt<*%)M{113l&w+HUS zDRQXpk|)wg{qa-i4iXpP>};QnO{2MH{F`)pGj2g&jRmPFPnR zoGlr1XvtKZNG{b_Ju#oI*?e$fxpc_Kq-MFU<9;*oV7Iy0H_~;XxNJx>c*?5U)vJno zCztQUOF5q&g}XVoWA!ShZlU0pBCz>R1+p4Na>_fqdp(ES{t~M!VXx*=Q`aPO^*qeY zgrQa3$&ncWpLi5+a45Q040t!ygbl_uI~tm_@1;@9lQ$^O!j8_Mb9{UlhZ^7%#-|WES+jto-!AA=^L%l5Z5a*d-gSYV52-sR^aZV9FhJy`xEweay{6=gKFJ z9W^yKSAQ@fy9DA&=>y3|M$7=OyRBDA7E4pi8}lEu_YM%`*)oZS@A^I$${V)N9XP0K zgm*wuR4fUE$B!LnFs*UO^xB{eGf$B}?DzhbQrar5JJP1SroXD@~yv84XK02e(uB||Oqn+tiH^L}RUtcv#&mVS#;Y;i*w0FQg5L&OZ zBhyn4>KgZ5)=XUG0D6IyEU?XZN1YbKy?UFS_9l|t^F__u-15_jd6K~Scr?CneziIZ zM4P|<@;rO)T)R!=dfin;+zS!8{!vV+eLttuUZaS3t@MJz2GZmGPwi-P4OL-&PI$Xe zR zArN(1Pzk7`E&YH4dP|_WWozV1 z7{*k15V4Zm)O2!GeEr3ScNyN&METVGunVTht;3R$spMkW_MZn1_T-sa zoA=cR_1T8 z&MAJrGd+G4S2JU8Mfp|*z!#U*6;Wh+>q@qT>OR62?6>JDM@B}LuO!w1F>`wfZ;po# zGIyO{z+iCnkgA`bH9}`EB1+aKa3fOK73vRI1ubgs#8LVQC#@L2Rh zxls3uTtc))?OWueF5$Tp*Y#l6?3OlVe@aMp8tU|z*EPtT8g=&0(yCLNIv|mmlrDab}oq7|CqbG0Cj!#i{bPc^~2$UmCLcfs=@;A-8)Cvc$ zf`!ceuFTU@ii?U}Jk~eocke(*B@D(65&^$auoRAN#wLbpXlfp`+qgr<&oe9H4&<$} zX+3HwJQjl~f#p4aju_W-Lq&+SMcu0&MTS)`5AR3igItOpvdM~YCofuk!1e;d6yPST z5)It+>2Owd-cME&j9qf};Zdt!djYP6C%jM9;7Usg&-foy@MBCX;XFmHF)5dmQy4Jz zNwE_TX~ja%zL@rl8UzL|!D{O{4%Q=%^}u#DTRidsv~W2Dq)so}2vzVU|GZ!^?MrgX z%0Jv>sGsSo;($(JVT{5ixqy)Oyoq;?Ram=HBJEeY>(kEvG3Nk$*<;QlRlW4OFCI>b71{Bodc-uRFQnsBe0SF<%Cy-A&*x7vR( zz0f2(5e@iib|T}4T7ZLn)S>%;XI)EPnHI!nPl_>5^<_$uK+rz@_Rt=!oZtEPP;6z0 zcl}%Mg!rl>pzPvq?vc04+@oqR|C`nTU~BvK&3ur(R^fD}l?v1W@kdiDsNBvM|5zGD@&1mt+%J!=3xg|rzZjM3;!8@ndO_f2k#;{OM2`?yD( zc(1ehd|r!b_H(MyLeMaSulyzI$O`v712PT=W6pyR0qE;wOnS6eDB8667O5wfafNEq zyqn9nH;dT(m1QW4xN|xxA|mHOr;9rvi9X|#e6hgZC`w&Sk zV_BgdsFBT}ZPXJZpkBUGPHpLgr(m&oR@vdK6P2SDygM3=*P|VLQDf#jfpaV1|f^;8*vuGizXc#bsKUImCwI>@Oz(kBcmj~!Qg;k#YJ2a z261j?Pwwd>t{jaRFz|?_ZGJ{ZWFW`3hvVVLN{CDkx!T*EI(!eoPey$19Q8}XC%<0oj zRDMT?nFQ~HnCmU>CU3JLvCBt=(fN_t5_W*de@57s_UD2VpHR(;b+($7v~pV(7P2~y6VXZC1675wr^!2Bp4-w53Lgs6z^5F0H-<2FP65)*a_A9RnRd)9`zeb@BG+lZVASf z^ybazweVSkff^8AulRAkc!8KHmglpHC+N|VuNEmZd?tTO3TO8dVoOZ=G44@81w-^` zV2J%KCuabnOzLhLlU^ORg!cHp5B&lv66F~+-3=uGT~pX?8k)KxX_w>~5;R!*3Y z&q#o?0t*xThOH%gWP`K?m=sC88c+xS%>Fc6zp%i5RW84-2^eI#(7>mdAM~J+?XZd; zVi`gt#YH=_l8L=$a`O!}udJ<`N4%S6ZtMv+tk~Y&`3o{0i;?NDqQcR*?h4rc*cS+| zpd&|Dxkj@PmoBtaUk z594sOov~lC0|T!Q=SuJD(v?matQ>MBd;SdO*Qd!jj<+<1yN$kt(yY9yBas)pMuRd( z(j7`=89xX8mPD$=Z1Ob-Br-Act24;?R>`xVBvfW84ziF3AQgBpldJgi+(}$i`A$9H zFd*4CmVJNwc0@64>|TvP3dnRmVh>k;j@+`SO9p`LPlP+Z@v6c>nWFuJojc2yxJ*m> z9BI|(G@=Jm0SfP+SeOVqN-YIm4gb?O4C0vIL{6$a0hUyp<~&lre5@@UYihVO4+v#d zHP_~tf&Z%QQ>f6LUn`VV{2u;$HNgLSSJeBRdgj$4ArBspxL|ZaE((Rouf(rSC%c{p z`+{O?r-|dkZy?NZb6DJReiwN(@XQg{!Km>m;)YE=w;Y zV&5V?_P$2@)xi1w0lQ8>MuC!S`$;feT`9$PmIW7gXJ$B6OVpU=Fk5&@ObeVzPvM2p z=B$10t|jj{j)m%wP!L;zn>*_KH3cDUOm zM(G(=_+4o;HG3(BYrD?CbXcvCr>X?y?Gp_AN+ZjtaRUII`|7fRJ9_Cq6}aP#ZyDN7 zQ5=14Q)(*J6Q{Ct!19(wa{xb|O=_wpt*>SrGR?gYBVV9WhmsDfYQfMK z`egS|vFslV-w%v^*nUCiSEJBpd)V*of{Q}GhbeH)|HSj+|M`4;COy2$c<&S8j_3{g zgd}Bkyap9v?Pu$GCSdn(wF}V3p4R}ux{D3oAK4YYdcl3Qi|j$Xvi$qnBe;>_a#8Yc zBni5>|F_~fbmzOkd*pwwT|!rFvX&&}GnXvP`Lx};!{zkSPc;3*_vaR)Ij!6AC&La&s4BhveTjoRykS0~Hi>b!h4?(1%{@Dudt8<$9`T58i=zCjo$Yz6^f0#o5GY$Sq*Qhppu=g%pWJS!+txuj<@>Z*3H@@Jw{P%-Sgb=$RW6+>>ua$2FP@+CZC+`6gX0 zZ$zfFMGR}BMgpvj#2&(r{%Q=Uvi?6N=l`{@+?{mSvPDFwS;pDt>`;MVbP8vB>4;#n zjLGeRNit`;MYv*>-#|f*g~MPu)#*>mzlqM}xL-K)j>CuAZ9utLuN&l5W&?5`&tkh% ze|PxIou5vQ%z7Pq z2>Ql5{rW{2@I>3CwFdLt<`eQsFKpJAB@1#Mddq3!6ZZZ%{2yTLZD0{o?vPMxWAN}q z4gI}6Bg`unT?LxdYZ|jLw=(Ady!@(v9 zb)Hw7KY+6(?E8cN5p-svJz31eRq^jp*oOaSwp<;nY2(h#1v8TMzGD=3%N9}aZ#ZBj z;i@w1e?OtJ|5xYVKlce}fBWKK8X`RgvdL#n&~{Zx@P zczHfzQJiIcWzu=;vG}`koLG&E`a|D?#U$>x8t0^h%x*ip@qgg|n+Nz+6YcQeU~kn9 zqloI9yu3sQ&of&M1T;X^8D4Tkm-g+jst4er{{#S^yZKdTWfv`u&+HF%t8OUh2ysqn zEV#`l%~yw7PtUG8x4G_iS=p7YhFtcnR9MbR-sL9k-IHp=wbtLadU(sh85q_%Ub`(U zC_1nf5(?zT4p}x?OD{@=9a?ssamDKO$8S1N-@zuDEl2%ZcN*(tl&V2v(rkfSaEg~k z#H&|=%`*X;VxGDjo#>}Klf`1@vv{i_dGnfon!Eg(wxe2vb?AkQ=^G+G;aMXa2rGL; zJy(czN#h9q5?QjM$-ZUtMQ0nZ7tHpRduhmx;**K&xs@U8p{euMyzRA{f$Y?jS;F@c z5Q3n?7UK{R^N>|jKV;++C>st%wm4=FxAaYdt+c%}PS71rX-Vsjl73mz1JJrSm90dy1vR6iTPHX zW%QZ z6}@kukiLERi^Yjv%Xb!kF_QVBOV5Th?HWSl){>i?t*XNf$gNH!L3=EV(#Ei7V~b+3m(VKPgr2dErx@)Cp3 z<1Td11f0naa&> zLP0mTNDizqeXU*yf#jCH{6h)lwqGZjFP)Ot346;TJMxcZX@4fSFi*SQRD%aMd%V`j zxj5=lN2!%j6!<+Qmif89)fZ7;PRi3p28fHk_MZAs`_IlCs@VC?-Z&1~ekr{6e6G+q zyQLfWnVa&9$VY9>ESjQ!10~qtgG;jHPYp+<>=mowHz2H2&GS#_dy+p`+9U24*#Cgq zJGJjtTact>3s4#2v=J;cr;s;OqqLBk%RX+qysS3$E%U|T-hW7ZSzxNCu(W=xt>c3R z`i*FMHt)5V+ud<62aHoj)#PT2J~!J`6Zpr&LQLYK^KVDZWOHb+x+I-xDKnE_N$F*U z*u<|R;FajL2RtI(%k1M>8l{}YwSJl*mJNNYA)+4lp+Mzt3yL2RcF$>T=Sk9Pv|`Iz z;i}ur7VZhdG9E>utiPH8pU>VDt}N&+YL;ffmF~6rr*cN%)vrLh*kks8EMeYk3wr)M zB)LCxN-xUVj7JU3jkRX^6(CMzNWSd$>-?KNJbR~QHcZVW*$8m+6?@x;iafuB|ty z9G6;VK)Lxp$Hz1I95Qy(Z(<0?7KEr54mD7E#%<2@#~py~=o1EQ3;@iW7i^B@SF7KY zunH@WoiY4R17PdZ{jj%&q2=`Z?%LOLIMgHbsH=36$iy9+%`IiN*=LERmZUjhHoj(K z{R+SKTpk-z}RX~P``(`~!n`3VU0 z=YnlTV1>#+QvartYHuD`c!Rb@>3zuy`Wn1Y74X$|Iid9{OCCte7oRFsP}kG=sq4+z zqnUa1SLst-N=7|c2cX=TLCiNg7?jSqF7;yLLSzb<`fgy31)CYjFOh7M+h$(pBt@Gh z$;*~pk2qPMV<_*s{GC;MgZ8$youSAQR7%W20p6_C59F(NtA@Zbd{s%UpS+4z3WZPQ zS}kQ-Oq;Rv+}=~(S=qYob7i`P86JOgYsa9(IPrUrtxQf4o zp#3Nx9k(0VX|r4LO-gmXs3>@igA=Zk#0LfDLqQ5BeY;y=@xhtWgRghvIUu6&%hR3`U9xU%?g}(fCsO+!|5nf$HPEfmRBCL%rUh~XrWT(ZkzaXr| z4dR(%EdW`sUa1i2dT!#X64(!@|2p zxZFl|>E0m~u$}IP&MoK5&`vbKPob&+R3P=_W!Q5a5DzA43w!5)5e`$0-31R z;9sqQ&&x%V-!cn#9jGuIL(-FZS$RmpYTgo1Qeg9vh(g}lnzBK6T;JPW41cIf*Cg~p zdng4-LB;*b*R1+>V6ZU^HdL1o_Wf4Qa zE;LYT@JerMZtMQooL4FfhDQgRm&joZ44Z4VuVx!nRr4a=oK>?yy%q#8D#5=+2DXH5 z|9@zE&!8sPu5H+k1w{~4L_jIh1QetTsB{pKE;UH+C{;>`1?fe42bEqUy@Q3`TL=&! z8|euUY61kpcZR*6d-mSXJ>R@D@4WobnQ-MQ=ef$U)^V(hd~)8TxL7b5TI8&SHnC#z zYZbkDF3Lac6>Q#_c>*2{@pS}`evC~CP%z&Bknr8|Dg~$||MMeTH?@$K12Xoo zW4Iw<^1{$^_Yux_4*^B*&pw}(M9vIRCCntu0hv}C_71YR&%0Xvl50@^1;k5QH5WK7aH z1hoIP(xn#4$7%}xR5-0Cr2{n;Z(~ko`;_kVzV8FKFuX56&`m+N)IVNgmMR<^ltzYG znN#ZarAfN2)^OeKQ32XB_zIvRnuxo^r}|jZMR_ujd8FL(d}@Z{x(w7t<*-B2w+5Wz z1oqhYB@kQRT0HoXLfTF7-H-a~4JStnW6gMuE6;7thn2@*P{8}j@g7w95?v9uuMXhC zh3lNur+q9e!?nEjzF88Azzz4N;;aFIQ2ufz{B7w|AcYch*+`Z=%vObyd!t@qD_%}6 zidm+x1@Sk3OjYfnq8x0* zM+iqjD>A=JeL#u{=L+mCmT1;j zqS2eR$a-N(2zsI^&2Ax!&C?@#SDHXR;# z-j3a3eGNZp?G0-EM+x+1p<65CJ$^CA-LwA|)_@zPL5YY1d!_i|Ceq$@;^46!p1buB z7pFRr&%aC9=&nkB4T|2_!lT$#SIH6HNYwNznfmyC+E$57>j5p)5QqxN6HY+pC1nOK zjDHK)M1!uXr^7Y6UMJ^6aH~L(a6&b`=H6#dp1WSMp1Yf5k}TIyC0?o!ocu%@ne{tK zy7|jtuG7>4Mr^e#L;6nf=w798oqC1Vz4#GJR1fj)XaW_O-PS0VD(z;2WVL+-nch`R zHa@qT~K>pbU8(FMj&jaiXX1t={jv6T(?IN1`tf#kc zy|ZbxCjNngzGHOFjr_vGEv~PYmf`l!hc#8C?;I|m#cCuVT;^CeO&kZ>jw>8jgfp6K}uf z7rGNe%o&+Lts<5^NSR;1rk{c?gLeOogQrPl)r$+<#@p5f@C{@2*SBWP1O@yl>YZ|N z-ei4Olj!B{U4uPafu62!*UIVBLhR@!k{evuiIjSYnN(%SryIS1o0I_BE5K_fiLNVWW#b8A z#rO$>%KCh=8n8i_Q0cv`vv&{ZE{F}S!+FRz4FSL|$gTHWng!sMZyc;FE@=Q#s)<-T z>6rfB1}qrw-ZbM4AV9GLdZi>WV<5|dAK)6TUYD^?WvLj5VOZ3Ly?2tZBn`>lvj%phLB@U3~~gLS7u^0#0g2vJ!tyJE;tW z)cW~vCAgv{@8=q2I0+4c_*YGUe0g5>%k6DIm=ESt(fb6=(n6}0Uca@^DX@74L*g$z z$s|(zt)t!f^PjgSZY#cc5e9i1Jp1t*x*8kBNPOxA%LjVjT*Xtts%d7(TXe3ti+KA2 zO4lmQ_$xK5KoYN(c* zWN5MRNZ9q`NZ6&{{7j8Gn=V3nR{N<#adRD6uQoRecDtweR2tygK`@VvBaMwX`xbru zx!c*(FoLs6|5LAMSrT;x#RX2e-ISehKK`MLGLhl(S?+ez2iMtx?hXbDn|!D4AihgZz~n#6 z7dJ98nmk133@_=Y6^k!u>0!M5V#2PSCbzgCCJ9bak%xsvy zV|TJvkN&8c@z-Xam03u;He{L~IqTz>$!k!_olSA6{sp1bOM#zBQoO5Qv2AI|M&re+ zy03*6zjLqRcHS<14oPXr%T2@kF zqLSKXA{lb}v|}o^AIV3f-Ki66-54a>_4)BhZ3}Pw z@<58nbvMShlAltTSHI5IXG`~q=X{8b{JSgOa~%;|C{G!dt{1#4>w$KQHXRT3vxa46 zvK4gtu=@)4;8MTq>Fq`qJ9tKv!e+vTe0s5xgI;!( zpY|M3cZ$0|NQ;=0%s&8&a-8`#%DO?I4Ej8NxE^Kt^2dt*RQN4tOxXD;=)1@n{C+yq zNa|-kmccTs_xV6hbY`+E;Cu!e)&BaNyb*;77285UlS?v5^dMBQDD((y{&nwuUxs=` z3+Bu@3Vt8cAIeauH{B~5JkQ1XMizs?@CGkl0}DYR6Ev&-M_NjbMtD;)}+Vetc&cTQ`3Qt_PndO z(EJuJ$oPmpJ6l^y{wsXHXJ)i4^obb_p~F07)P5vwDlYuQX$y) zPL~uGgcrb)2OOmC@A{?etS6*ATpyxm8C3t8LH}CfX{sX#0!D4w($CCheg0-XmrZg~ zi`x|z7wx3{(xN%k8W|aR>xkj0zG19VTy-k%@rsz~@6)f^8M;C&24{T`R%((5r4P5a zx&-b^Xgb!vPNHO(Ki@74R0TeSNkURbwQ5vU6lFxxs;f9VzlZ@?1P4CiA0J?fUS3Ik z7I7eYnC=0}WLpeAlG`syv(GSwia$v)kzbl7dF4cH*eeV9zxK)2woxN?*XwyUuTib5 zI#{ouUp_x_vB#D_%?vOEjQp9mO2XQfvYxH1&1=%?h3j2a3dO^?a^Kn{JiDKh=Bwve zW8rTZg&QeC(UySlQ=Zh$ObPt4!j-7A!SVXx^=v7*vgP8k|pUafL{AJgIS*uC(`f6N#ilcfaV(`CLpimZbhfunD^%u5xEp<6ro&B0FUt<6dbxM5~>kb2M8 z0!`V7cRXvx1Y8$QmPSiHY%LDR^hy!!si}8KMBE(8sfms{5(Ko^DrFu@Sj5lwsI1Rx zWAjU;r5-}jc!OS676G4~dorjRVsWy0Z;GD(j37%txYwV-UKa91>nBD}GS7l=aJg3T zpR<6MUwh%7ega!>jv4MKwN$O?GoKf8VUBNZmhEZwppF!>>(o9s3~tQ1jj<|dXlbiv zAsTibTuws|WE8leMb%`#=n9sg(KH<}!-8{64$5*cj=f zgD8l@o|h$_6|O^M8P&N{xI#}-7~kv%@30RIsr-9E2e#}-)dMRNQbEm!$|fi>VZW4u zqpKHIZ|SBOM=vR^lIA&Y!)2h&0)mrvy7W3)PAb0P^`2pitFdDx?NzBo!FS@%2Zx5( zejyapb<|6q-8TY}*VJn;)BYDqudaCT&8ssuVV9VdKw*>3U6yZbW1~j24yw(Z??YWo zs-9duCjb7?`Tw?3EYG!ET?+%ZBv!>1x0drFnIn9xz&)v`sYP3*dFpRC$0{v@jMbll z_BQvTj%0AGo{AYQf12tXX6gkp58cq|k9{DyU%W9oFRrN(MK{#gD6y}pshPnY5`ryG zsH`>KH7!4ikMflSkq%NFu2DC3dvV|w-0ce#xSc-BKbiew`kZ%to+Ew8*J~ca~Yilh?CBb6j-UW-ft8e)t$Vox~8R7s2O{a zS*kn6p`yz8^a(d5)O!w``qL(D{g*rMLIKw300}p^R4ICx%F8c$rY*vN@x9uAT>|SL zGwYmDC@8(?nyGdoYGtJ2A{g63KC68UK+#Ll#yBuR$C-T%WFW8=L1X$EWmWP#9Ugci z0*2)1MSFFkIKdah!;wNRWJMurCGP!u1+9*bFM!oEc05?|k<$a_ytSP8IZ1>TqiqNF zhZ+-gwTMDs^`I|+awR(8JhSFgweH^GgJa>0qBm0k@FB?unGCxf!$10`(Bkd4`Smx= zGwX|Ku-y$2Ix>n9TEGru1mrIR%6(*h4_U|+fBZx1X|{Lc)30))q8k)0iHM7PgKS|- zyBHP=X)mhk5q?19>bCt%uV#a>r>`}%#!%ZGgwA}53-v{MntWAL!sIlAU<^Ry7kG3o z*R5*DqMf@adv-qe`d3)ErzzJWPR6q2tX5hoz|O^`bThmc7;q!~j4mC63D039PkFLbAaQ}&aL<%Q4FoVoQ!_1tc?+AcmDU^80GiUk3 zyage&Nm&R2{EH0HX=$YjIMW}9K~@{FcWU-GRI*g!`B+$-_jg|B6;E-6s2JaOlYNsh z^(I5hcjwDvpog2=-!v1#4pA`g%echsHZ^W#_RY{Nds*m^L$(HkG>N+dwN>)_$J=Zu z`2y93GHiUsb)e+{o_M22gyKO&Ss-~`N8!RunCxdY^1?b&Qx7L&7Nu|=WwhHsuOr{t z#gqAM?J>_!t$TIAohbh0PJR`L0`xWNND#*_MnpCI(c#S|DcQ5I;4zg5SJoLRO9fu# zNvin>9y#2dV<9IeM+w9Y%hL5srLh|-$HFkXYHTjE?UEm^1j(%0x`V+;rU(<-fd4d6i8B3 zM}ryOxBatF-{I0rdgg4U34N#iQBbBlO-g}_H4#4W=zvTX05y8x{Jt4ae^&vIY^+{t zQHWPGn{g~KdoT92=wCXW?pdb|BH8$|pQTP<9s=o?MrD3;zZVYd5|^Ig-Df#N@am&T zZMh3z|ABGN&{9lPOUn^ZXb7j&P1lj;zw6WAzb9x2&9v7JdYUS(C+@!dhle4_8e6xh z*T{vhJXL0#I3|_!JieUnsuU;r-hXvjRPVJXHSu3WHTy(rI?3J}JOlhA>3Wzi2r1uk z!tbxspgaQEEL6v#(2n^HtcozMQv6QBhkv06zY5;;m=5qFadVJHP)}uhUu{R`X%hh0`ZeN1DgCxAg$SnB#-|bu zyRAGLy1M*ALPDjUn>nTKMp^Ty^YyCTy)jDBrKp>{XoGK<*s+z2b0Dzptm}4IC9+z8 zdo~}lbE?wMxnpV787A^9`sFXf$D#e=psX#O$EnOk!0tL$I9|Ov;kcW-%S#UVXN}au z!oqagj$LU;lE~dXrk1qn%_H;o&gM%@*lB{uA@tz4+Sj|3r_a=Tb^Q^LSyJ-ZrWS@T z8k8pL@W`C7Z<|>UY;$?hcu4Zz1qxugbdXJDdZnc+C#e*H5=;3@;6rn_%lD{Q|2a>4 z><T>9*LLj@reeFBLBwZiJ2u4+gh|tTQ9ZD4;(Vu= zI{x{}8USicqN1hKKV6Y#x(z!dg|C!SRA91Lq`ACTCyAv2C4sIy; zXt>AwN$CWT>7UUX|2*rXQ+sY5^SmsjaYihU`gO3^?`ws!O>A% z^}^?ygqtyc;v{h7+afuGe+|}=PvEZb&xA$(?AVIz|AP-*YY~4pqN58vs;;%3Jr%Sf z_#%864t+fo62TYQ+B&Jzb_xtU{7uksbnvk|OV_XPGn)Nouf%&##XM{kIR7TnqkQmLDDZ_SN=SXH&aX!PTygbhQbOjb=5MtdeyqWV}7; z1LF1VwSU2Q@|U7h{;E3z+v!=H{bd!>ZC)$hJNIv^5%=7fMGXv;*5O8%kfOh%OY7LS zO2h%}b?p1dzs}0i4_6U(qK@QcasCo$ZooiR1em}EbpBp-ldlZ+b~5sRuht`p|N0@h z5dO!{dncRT@B6vAx%*{|_e-qYoE32c(d@f}Tsi^dH$jhH{r4jT2Zx8pwzm4VNm9%K zE8BlFD^Varruyu8|1Zt|zxu@g`G^0@d)}UYCY;8v-t<&nPHs1i{MH}ey8lCall`2_ z8DwjJA39RApm!B07#@jY|BLng6+tdPn2SYaO^-%s7}Y^!WzTG>#@y9~g=CypTedqG z)%}*VVEv(xSgo9IN9g*Q#ULxoCLyTASNoldD`=8^_vag>XQ6fk_fDRwu6Hs47Pxn~ zW|#8E&K%)!e$@%?@N3g8b!xQKiINAl7g$eR=Bm_2Djzg{*pe3hiL<`t+Rt>nTp>e| z5I1Dyv1+N!2_Ey&i(7w&w#yF$&&P3P$J5@?r&Zc9gJ9bl&xeK?cyyM`NGn(IEhy`s zCq9R7bgtx!bFygYtFy8Q^$g*pC8J%4$Ua`!_PdSSfPGIeBgd9$Tm&9z(x1M5#7HW zL3Y2(>JtGEOJ};g#yB{ko%n<*k1otAW9eY zhuHY%#Dw(JM7C>2f7qvyUa5p_VHtB079tmv>4svp9re^nk+a6$iDExaPzRI9Zv3d) z+jFm_#45#Cf74YWvr7dB3naR@f@vHlMYqpVFtnt0`ZZGGNHsz3c(PlTI^jA(%xf7*O`kh{fHZZ z8fI}1-G~IUW12zxyq?lAV5^%BpPQUK_2`iNr!Q_Tr@FP;EO9W*`RzkU{hmS4xvjF^ z5>X&)dAsJiv2extcbgdtixr4$G>p*fmfJtr$XWUAH=P&t4{vp#ysm6w35+pGdk4;c z^uHYQ{zD?sRnC7!-l^&Xu&gB3o)goYT6?k2gHAqLTpF1(ERgBvjoB;pKssnXwX(Xi zdov70+YJgzH1kH1|Lp5ssV`L>TI zEf_sqe<#=0NVK#KaD45+PtMVwwg0@WinT25q@Z20v7FT8kD8U8lfF*AL0rWCE$upd zd#zf2@|848HHK{OWT*Nj_4~?)nLGmfp-lQ1a1@7%PJYzD+gDe)50rD8kKfwL%wkjS z^>b~(6?0gImEB`OKgr|YBuNUcZ``hpZ%SVbST6zFM+0Md9RxbN1SwH>=fz`}{jQGEfm*g6!dl_6${; z-==K0`Q!&RXe>HMsRcaHkM$01Dw^F_3cc$f&=p7BiM5qfnD5=)h=w9=k1X*yLfM@z zx+*%myQfDXxm!G6Xei$HYkiW|BZrWNRa_?WbV)5*oYwx!U_1gRk;|>3yjbkLJKHR} z>$(e5o;0pXfsQ2R2Rx&`{zU^~!n-H(BFxM#O>wF!a)0vW&F$02Se{r>)7!dT1~>kw z`Y5*eWf73D`~>$baRb$E4<2+QNo58oJ62BzHLJ*+tG5tZ;C)bU5amDF(6AetJ(8!+Q7 zX_vMvCvT$IpPBCG88T{p`%M#U9y`j7c_X(IU)yBomgrY~T?RF(SEq*e*(_S#+hY*( z*{Ti<%w%(qcU*9bYi#hk?j`Y-;5!)H0&QoNXe`vVcY1`DU3%?X^_inB2UuFmZ#{p4 z9$UZ5-Q@X#JT%(pp@fIH!QS?2Uft>gM8L^_OI=eZb1;?C+qbnaX&|o*uefzpp_wCj z(~-jQREx=+leH;4k~68k4X=N-6YRzveU?21_J7kN>VGWiZhd39gxlk$85O_WP8z6i-KeL2NHd zde|VCVFabztvnVMH1qC{=Xa-GzX=y^pJu&S)N3YOHeNa6HDlHnJzAXlVUOX#_3f5I z{B_D7i|{9Nh7RShA^p~6sa{9q*T!lpPje)af_7oEH?=p;_*x2loMY<1#175zsj08Q z6P)s$lVs^avJ*M82BU9-WSR9#%u1YVT4r64~uhETL^qv^&~u7ih2kNJ|{BE?hN z#5(CGOCsg5%WKk^_(2z=3%7h|ugc32BHzIrlSoUW>SDV?5jy_lc;QD!#^8@e2WoBl zUv;OzxNE6AGj|Y#O!F3CD48(A2by{rxE0;?f`&!Rcq-eW%Y4y~J!cNWN?$FV2~&gR zQMtIZV#VckkPRbEef%hD00kTpp4PJbdOm4~eRJ1$6SuK;VJ?48hj#lDKn$O^c^pc( z!$+`Kez!lu8H%@fY<`529`uI}4=i`H)i|3ch2BiD6&-msiu^IITjc4m9UuVDeX3sh zl~WDjB&(0E%6ye?UbBZyI~^C0At2$xd8;)g zzx)A|!?%tp$v)OnuiPy&638$~{Mt?QF}qqej+Z#xe-Rf`Z0FLTie(ya^7sx5I8)G= zFv-+I8%p9H?nTHGMT#uC7iX4zcrmJd+rjO5q_x`nGP9lPC(TLB5W6&Kt0%RzvugMn zLvL8Rw+r(|d$t3lvkqHXLGN;fb%li{qNqJ@#;#Ivb)lxQY(C}Xh?61YM1}MTZOGK_ zLR-|~C@Q!wjAS`k?UrNeO&V4JFF|>3+xJdNVOIs`#`|_HQbS@9$r5H&c~_;@JW6|- z9Cuy@9D$WM!@OrLVY%#C*r!V0reJH{=_2{#&I6|%&~Nb1Xq~!#@yB#wDkNrqph_=t z{JMF#&OyBn9cnYMkqe8_8E(H)*4hzM!b<7D6XS`)?YB+ES%4rAx@CSLLm=B1{bN4a z>H{M+EN?o=ar@K|ka;af^TZ@rXSPT7rEWI*d%Dq1`Ptx4VQ84E7c>ie#g`Zw<1;`;o0r>nct=tccR|7&rC zWv9j1%+Sd_243L9msSR@WgH;>itM#Wr+AkNX|QiUr}c*cSiRaCA_JSRbiC!9rTey1g%&8wd}q8aY?01tL6sWs z8E^0Qjzj&KnqM@yhnUuuf0btvoxQ(R83s&F@jetlG^4JuX_(@>{xq!qF?{*P$Zf{2 znd?pZaqN_hPsLk|O|(I00XXy#D)-C6wo*oR=0hC00hG)7_QtayV`*0g>(=CTaS^q5 z@e<*7!~|(EB%fipSSyD`3HyszDA<#`U_#*K2#e=ojgO2--3UydS1qn^7|IG)8tO@Y zrPPnyBVntwP~2jWW{(3KRe(yP#tRfSOCBU~a3ao|Zdy*xkE=nPT`s7!pQzOoeD~NXot6ulZrpab z9gW`J1Q2rWW5DJEtQ82iE7a#-CyZ4>5d#2wb7eOmd07Ur?_c~vX9-y%uho?+IDvTX z+cFi?4(E7`=3B6ZB@VQW9q5-A9SoFG_1hl4`%EBssz~a z#H=ck%54Z{D4i!ZU1mfC((zZ*$8pvuqGvI#P|PY}o1uzb5U=nVqvC9uVtXvMM;o#< zbqKDO3T2b1oH}zkCN;3V&aUcuZP2yQ+8j4cAyCq7 z6f+d*j{tWNhE=L;bMHja8MFYn)1Bs9v5LFnjIrFeE0ET*CxL<(J@kfyJZt$cSwTUsVd zjV^LtG_;jwQ8ZMb%)zOkSR0`Zaj?N}K``Gj6$Z2Y1nE=DBG4;>*pSrmjHkb~W1w(2F4kBSH0zs& zm9Xojw>)TdFdZSCHHWSNhAb+FcY`Fpm2N2;{buw@D_Sl~VQx?EwT#bYq9k68wIZxoU8l|QM55Zmm2J@N07=|pC?CYpx?V3u)x1H92!X3X(h z1?*DzhuZIdu=d4v+Fe+EP+s(WtGV!XKF%HUl8R`phl4gKqs9=oYmmlwQpHm;_8N63 zbSCya0Lo9NDz`>RL~1H!kS5v%3sz%w9g(R!94x;VhaUrEn+3t0;_}^=Y$?4E@Azr@ zqy}Y!(ie-bNg&-er3>i^DI0d#lqL9^>;3JKQ@DMc{K=+^^ir(c;W|erS zF>q5hj@AzCc*?lc3ZiRj-_Ms23Oh)JB{27=2^EU!BWb7nU#$>BZS|y~D_0b9E=5JA z-R+aQ%p>FUMq_;pi-TtFPCfzlV&m=FWzuTum+0U4bgfoz4x#pj#tX?3b(Lbz*T9700P_iemkN#;I4;{UXGqI z=xb0hJM_CbRN1ugwQRLNE;@|p!{8^z`p`EJ`iy8&rXpY4U@7v?cUut}ku0hl;EMq?HWBIjX8K9?Y_1yY^cU#il)r_f# z-9gR{doW~-ORMp6ZI<{|#))XBL;sk6J0W{ffhTxl{2^Z>1_e@U(x$;!I%ZC6{8kH` zB%>aenmBBELQ_Q^8)HPMpd)sYkI6sf4^o3K$2~t6^a8&mv3U&fWiL!uZ%)`}^)ag3 z5tZ(13{PO{*F7{yc;e>g>g4Vi!7EhJQ;GMM_bRo7X#;wzC-aFT17SZ$Kp*TDQ$ z#7oM_iRgsGZGx_t%zaQ$=Z}9RFm!iY#+%tGOb_-^BpJcQx=rN|o#GF^Alg><_TCm- z7~o?;PawF@CoCTw1qvPRfhpq4vt`@& z#@HkJ>8NV#Ca-cZuAy~dK~-rFBw{*&b4ED$q1OG>)Wl40zbs(F2-RDXA_cO~!oE40 zv*iF#U(h+V|5<~u@#QY7q@JZ(lfE;&p*t>UmxYDgUBYOi8VyA(1M`=GDY!Oy)d6SK z)>A$3HR=jZFd$4B)yZkcxvW@Eq6U?(TJ!$sj<1x5hq!`Ga77~DHDR*2H@B5N3idQv z$r(aOd~qUW{W$vB6$u>H1jpmFD#KLMWL@+1X`kY^M%gE5tKs0U4=0JT*dk%?N%U#) z%s?x56kk!U4dkt`2@*dVH9%74*E& z&p9vEOLz4z5t=x|!ZPM&JJ|oz%l|n=jz+;PWm>FvE6PD-)6va)K8Ov9qu%nB^v(P- z*Knn1dt!}-dg)cKo`2;Gh=$}A4d*6P*!dAo5WHnX)=cZ%bz{?Sy)+;9ECyzAJbo=Zc6po-DUG4xoFYoc&Kd>ZHqX?rGw#IZ$3glfIs?%do z2!#v8lUz!yL^S5U5&hh7jxw^JK>xDb*OrlJ)&`?ASG>H5s`N+|E(_Od311mV1`92l z>Zhx(o*~8pXY571Gl`etyWaMzPSxD%j^4&2*Ke?NJN6HI%8!I)?uD;J4Y~y{Eq7-I zzOj2jUTAZIUHBuxvcsw&()IDCD${ZAW*BdBC2VZJ3dD6AuAnHv+YL2^<}D+_3Pkj} zMXIU3-K*fZCs~roZs7tmwO8Lt-fi+!?28T?IJ_L0n_XHa;Sv2(kU1`wQ^Oy?srPwi zPwSiUj4Xf_afd)kYxV&fR#yb{dVjM=PIN@!^NmFBZ*>r8aY zvgF>7|HyQzb3a`jhb3qxeN>=HLH#oD9Jc;%9Vk4%o9T44e@l6(4x7%JWQacJGa1B zcTOG^9wDiA-w4Fxk1bul<_VcbD6?Bz*hx)o_nkliV{+7Jxdb)57k(5|h3~I#j9g*w zF+t#5aEEdaZeHk>v50iF|G*1?DP-BF=jEBQJy_ieRS^a4xR-Z3sKk;EnI!Vl0|O~n za(srK7-SrHOMkz2Z<{53(_h(J7<-dW8Ch}cy`5)x0kJP9b^m*v&uDkR+;Z<^;n}0H zva?4`xj<01kEUeeBsHv5$VvE%$iqC(vaY9SUzn`6rE6wprr+wj^KEbkC~P+1vjcOa zirVDRji6GidQI(Y1zR{%eraukW0)ACeCp|2{D7cyD&yV|BV?qYGxUyD0rO9LYdWXK0FF9E#<)GBH73WcWF_t zl~U(Gs%i0r1rc7XjiVBj9W1#>u76K*X%&ktH-{5{5sSo=3mP}X;2vLnG^6(WA6S&u z6WVvCuxlgwgJfqe>s9~a3YsI;HyB{bG?6=T7J0fopH>h24QR>J8kgz+Qh@M~yPx{X zUnlPQ#uVmF+y-gw!9wyqyU0S$PQk777<~T?#%0hRKVyM<_tovg<+EpSwN+TGlh)>S zD5GaI--5fni}zVx_eC|To8pDsf-{J1%L}cIm9`MNtNihU!8hc_PFATtfY!a=3 zfW7Iw0=`U8xbfhML^2z@Yn45%E9faME_?`Z@sDC81P~0|MxYwJfI8?;K}x)C;!>Id z-~(ir9;7u@({nz6(z5Lsr>H32Tv)){2Y~8wKC#q%v$nH|mNbu5Bax6WMu{7UAtCue zc*CzF>hJWIIN zw5xqs;H)pxy?i**dgCudG+%)L$Zq%uhRQ|l$FdI52F;`L?Sv?_^$1E8rnNR(P{_{` zNz`ub)klxm>m0e>aPJ0VGxDWhaLYLPKKlAK1H_cumO!y7=3e+1sQB&xA%RXn1`THY z_%V~_|9|pgMpp!+iIf}XY(Q6AqvTDTib)Zp3%8XbOpTMYT9pcy}x)gLhMMN;`Q0$<+}f28#jA z)|vaY-@iznP+n2;DIWyYR!sK<7%I?`H*KVHm#kcolcw642dM=i0=lzrZ5zR|(Lu4J z>L+Q_IUv{J2~*_e7rE5Hn$S=mPE zjSoJ=18Qn&Pwa;XttPI*?$Onl)eH@t{+kMn-{ zH7N7)9Z)%Bhce!->tc#z|ES3>p$XKEAfVZcy!U0RXalBDbm_RTNflZOu({enyJA-c zEr1_q-GY@Gx^9DxaxeKJ!;J(9M^;lCc>%%F3vx_d>WjERkJs3B- z2d!?|Q{UEi*@sBybw<(D8eBfd5+>~im(0-G$af-M*d}So`ZPLDIleD}e<*FR zs+If*iJyvhe2mo-ZM7821_(ctb+$49n))BOkeGQmOtUhuEu)=T)#hl_>#*$t@-(Yb zbxPk!8~GmsEv}%ZWUrd!Ccm-13~C)xFW9L_~^AG z(ZY?w+M2Ye+^65{yyRSR$2WVb@=JRcHuk&{)W``twj0fmiDp)h=pUT%A>F^(x!j-L z+LmVJcJ?@RD3oy-s_lalBG-L%7G*gQ-eRq}z^aIcx;KWKFYHO3(&XIE0KkpBOxgnK zocI-95RVJ<&~R=npiu5JD!WnMjHt9`=OgW5)UV2#-Xt%~L>~pi_KS{Q;xCEmMhnve z(8}hP8oKdNPL>Tg(ftDuy@d`}CL!L3zFX`!Q7*Y)QLNM1#WMPg<0M2E5Gn7Hfe=NN zn*O(BpO{gK^HM_yo0R0x`?D)^+emZ_m>h~F>&JoUat!n8J)fkc>X8`tLRx*>SLoKPjNO{yDUX7o(@=$HgHC>4iXEfB&3eevA+3(PUw z*r_OyxNBW;YMnrc-@k`e$!(+f?z4qBwj6w<8M>%{4)){vbS@d-;RzQ}s_0^Aavu^N z)aV#$`|0YfKek3Bi;!`L4s+s7mAk984#7*HihdYK^BdR{9-I1^+fK~(v(YItNI++! zG6)?2MQg^yg7}038q}dGRq#&w3kY9VQ0#*-EQ8ES1)zfP-1+D%m#71y%Xho0aeC&B zHM`U}dt!O5&VlgRx^I}#RX5nReh0s=iYp66-^FCeR`nOEA$LGPzEn5Dh2D%A#CZAR zb?@wogw>**X`$4SfQ1Ar7ByZL3!+Y_w~&Wo>!86I-hz-*4M3{xcJ}rctG-k8!rko8a`r^zInQqI97_mkyz$oPNO1J| zG0${gI(2yXA(lgCQ$pPBd4r=T$ZEI6eougYX>O-KWMVH&@YdzfVM$za7`Rh^1=N&| z5t%m&F16$Lpx0NpMZcokO~d_q$25R6EW!0y)*OVV6=M!&;FiinTL2&OUu-aYqqeG; zWWCT{uO}`{7>KiiaD>V$eLN+@uSb0^Wp_qW`{RS-d%(Nu;^tz2$s+YF9Ko|AlxaS(eI({IH)%|THf;`q!~%zFX7O#W@$jIYo#JFZkvB83Oq zHg$I<{l#ror$eV8C1pYyS*`ZAMN16{v}k@G$o>ASe3Q2TWbSTf;sVS>NSPgq6&E$Kp3!tF2Qf@ULf45IT*M$mxn&k_c*Z+ zvUVx>Lwz-vs2{aeMQwk|jw18-{ns;2)G`*lK^_OaJL5N^{F%nmjCuQc-sFlK8w?E&NS)+*zReyrJ_8=W85n@J=W6qSRD8*=n(<4^uDo6?Yaw&f*E;De z$QZh`tdFi)*08}npt;4>k+ffXA45?F{=CbluWw$t9K_kSEHv;13emCJW=iLxXxw=r z-e$zf6|WY3K_N7Ls875N^Ua}eMdy$-QCGDs5=fra&@H2eNwG+J zHFtqm@`0rMkCN$^?l zg7BWUBA12Us2JBsTLz{G1u*vD(0cQ%Jf?u2cxTjYymzIfLMkUaJ9~G>b#+2-kAUOI z%Y%*s<$aUSAs7NIwd%{Ga5||+s2JB#RxWLBZe9#8u_&C{Un%GbM->Ot0gcB?t*8N4_;-7TQt9Aqwg0{?-e874f06iU||v3CeD5T@{3#; z+DuXUf`VXDq`a6xP!@zS`mxHTGrg07twK(4o8-g&+)k?#5Yo1pd0RY@b{){B?1EK_ z&UZ4q$ORJCt`vDdcG+h-@X3MtWye$z1}oaTKnQ4SvGbM|TrKDQ$0tBo@uwDGr&sk{ z7!3W*$fbM`plzAGGsV71!jh5&jg@(VX)Qp|PzI#V1|VPn z8yny%rYrVJ2Q+2JHas0%>PCUUf~$m{3|N$j++7HWrCNdZmMZvCXTNWQYpUQPvG66b z@$PfbWuT?1?&jepOIO&rzSP}3M5@sMHcPqqewhOt=r=*mF(5AoyNm|;_pVY^A6Wde z@!uA=h4QImH;Xq@w;0d9%jb7@ig1FiMLxJmRFC2h)kRQC9%vh^k53yqP`KAzRRtBq zu3(v#(u5|?QwcOVM|_NFsl`a}bn}JPhSE&eR2C*2+klDUvrx_LFQ5T+8N}z^ZA1nw z>qEc;=8X9_#3OkO!&fYR?TH*d+jRT0BUVSc^E>4WZQ;R7d8kcIujc*z4Mq*`ZEF`# zkn)W;EB1M#QWIy9hukZpX{cZAZbbxCBmit1tK+-^7R!O3o6q|tOQXeSLtS9vo<=e4 zsRJ~UPru&CQkON=ICS_DxJ4VOk~FW{gm>RvYBL*bfcVSG$r)UA5q(uRxzR1y*YUL_ zD=A$qDFx>;7BrR!K2o#u752&8aA5PsNNYUh*VkeJQ+WAtJOSu^OPR{HAup;+W>&*_aDr%jJ1A4U!hxSA?T}OdIm1DH@p=U`%HN-L8ZK__Z zmc}}))k-dON*{8_4+dM!F)?=L%cJ+54-cq>`qJZ*c|U%nx-nI3JVmquW2ZeGvtY9B zXxzaCeZ9y|XT(OLN&z>zJzTVKxb-cR85TQl1%~-H_OMQ!w{N7&jg6?EHe z;?k9eJwgJ-ZJOf&;uCcJFg=Wo=%Td%UXbV&f$7O$VaZS4Q3ZmljpdUfUF3FjZOKrK zUoH|Pn8}P&{GjQgz5lK=;MjsFN(2FNMg`=ToTN^J`K!rfJU}HM&Mhl?_FruD^Ki?Q_ zr#JHNERV;Z?reX|1?F?&sO}VVc4}5o38L^oY_nUz6shU(W7(Jg({>98WaVF5;eMtK z2eF_p>28u^H!xwxAH8=FpoJZDF*a0>;Q*dL8RfSs;aIH!e3Z_@3m^2CLKj4kDR?C< zR~sI1C}izHUX=9zf(W2SY+tbQiU`Tjq(GofCK-wi9%j zEnIR=i^)a1#-U5oj3Mdgze2TYMfg4}Lq*Z|# zKQNnfIif8?u@*m)rE*Ps3~V!b7}@4;iyli)uvcAbI#y?C`T;3av8*c8Fr~C z-`FHmUIT5K7}-ISmc{iq=0Dy`V~Wkl?@0)YjpzbzeBkM14DXeSyVnMWgXEe$et#3m zaO=T{J1pQwY3l+>wccR#CJJgU3KB7o+QyUc!wsOjM7i=IyOP+tVG5A91?RJ4^V22zpi%4YpS?})$=e~t zfr3E~zvKFg_3#1vMN9=iE9vQCb>g!?Kw=IsroX9mM=SvhL5@mtcNgFm7k=-Or}$cRPBYZrJUDKFP_O zkucCkka2(<_{Qy}V+q%IsTPH0S>QOqkW^ynqiW~jw>qd%AWIy$D^lP7mxsFP`pKAIPg<>kVuIV>A)6tyws-1^z70# z4{Ey_h^onA8mG8_^pu1wDb?Jp8Qchg+xs<}h1@rwQu5JoIp7H|=Gb8cjzks{i7aEr z&j5DXy4N++2EdCWSiv~}Zk#?VKqR6`NL>i4KbH)Fm7TJNTK{;9t z_VZTL^2+sxiLGwJQ8-!(P~Rjks6;|0p)3k;;U)=9KnmJkLGGr_p2{?ofNkgxw%d** zniVG!@%oAh)%+j%4_j^VT@Koe`MbRs2R7jM zl1?2fk+A_`VQ$(1Q>wc9CY#!)m9i9B04g%P-fHA)HG|fXdzStapD7K1+(~WKp27&@ z5psk@Aquv24{4Z;J6|rpIF~%MBXn`@T=wHd3O;NbVBZ40&`qIut#J}+2A~i$YUsl3 z&2u+LP5eq6;DN%dkYgq`j>pzNn~u z)^Z%!xwhQ?hdUp`tePTgG@wxKOSzgmulrMkb7k#K>vqLa-*AXSulgc2wLWFR^W~)M z#Z}eelcgV5&t4Rcn@&o0e{N}c&M9hmYDHcfMZNkJLM_n6>c&3l39=BC=@%rg-j!Hu zcMqF+_>h#0=o0j%@S2l5a;0Quk9*&Nywy6wP!eD3-^DHGor z?M81?Qke%(n?Xj5WI>P;w^5B1*m`gqAmz;Jaf3nyvj@)c_UoI%?&Sz~0z`s|IXpah z-1(Nds;QGsQSnOd5~;94+*<;U{G7^0NdfjO8;8Gc{lVtz0_VRz=xAA3WTNhVdI*Z7 z*h_qRGrNyzeFQLwFRPxUta^F@FpD6oSU*AZHi+N1fTSBi2&TBLs#iQmNy^#zR;l_H z*+Yh12{Nx)0LloB<_AHnphtCP8O=KYo}SE@MR(=-0SP8e{7gv34GP<&Gp}^6U1`Cq zkS>8SS0(+?A9Uzn0!Ogaa_z^7!&xNEbpI8>as5sO2^<-8Z)FW18L5s4f7!+QPE~Zx zu?nO=DOBzIEnIJwM|{=+>7)&Es#>wdrd#o*r_04JflO?WsG2j&G)qc6UPRJCW3L=g zJR#+oKR-dRsQZenPS+=Y9pv6CSv4&8sFx#G(?Vu0YMoao(+e@w5v|Hw!@bniQaOJ5Z z7D_*okU<)Ddb-1n3UQ4VU<1eW7es-9)8y!&M{`nb0<560g5{cD)_p^p7 z7Y5N$uxa<0PaCMuF9j}my7aui)cBlAcK0Ya@@vw*7)V|ppfE>}V<(w#;EbiHt0; ze=-kj?oXCgL!TaRno9+tWdz2hqEx zUxy57+TYuZzkEqbgpRr{T#)BLIubzr1h|M_eViwH34a%`H642;0(HRQh8-fM+II-u zomW`)5=mX9_im4k?3-h64MZJ)f;_0?D?k8rlJ^EdE_v;Ehekw*q|MS4uh-($zDsSz zVW{+KgjM*e69SYB8J*=-k#9#tgWTy}P-x41@BDCTtU&%K*5@%D=0~<5*a?sam;s=> zcgJwg*0{n*IQy8A4|mx8d`*ZYTy55|MLQpHGDyF1f6P$5v}OMdwU+JXL%CfO-^;Id z%sR&(K875OAR{&6K#i?)trcxLar26cR2OMTRiYM&W!{8Im4Pi{v#IyJ+gDzlxu2o& zRq?Fq8LlC!iziic^9*G;j~{2HY~;(lf(BR<{d|&<1{j27zr!G?pKD3p2 z{mj---Ind<@vQ4g6jcz2ltW*6_XDV?U0O7*6&`@8qJT{wj;1;j0!rQIxYgv`rivrl z;sd93{P$O4Ltc~(l@F#BZ`m*^yn2PGK~ZrBjK7It^7T?Zxq5I9zky7zxQo>2eGS^i zykV74C&UfHYFDY9;eb8^rP=E}a`ZJ3Cz;m^x5UDtqqU73vy|}3E~7}T2{s*Tr}2F12NS#t%#~4?SE9DXFOZ z4r=>M{3|e#4N!aIr+Y&mGt(lbo04h9Qwiu;iQ5_JYC*?8y?OA!K+x8|W~{{3Lawsk zI?Kj~7s}Mtxgb?XpIf)-_}mTQFjw!Spof14NyHOqB z>;^-QBqiWquS2uiR2By6#;w#6%B6c9pw;ku;~Di72P&uEB(Ql+r+Wl7pHgyfK(MF< zydRh~a-ogw?y?G)e(9Zz$qo_nGW={vv$l3NHgTr<+2+LO(g@ zVs~?o?gXt5?s16vzcJ(zt95@KrM?z^>`hL)aG|p2M_ycFdtG<;dG0A0nnIB4mZH1F zLxz!a2l3sX&vIg%ell&XnzdKjp@es_5{{X z(+Re{E=(1iY55TGA>B1Xw7ncgSa?daA+5tBl zkQ?~TTVkK})k{{Vnwjzwv#d*plMJt)HhJ(1IbQJy2C^!&?&iqrk8>6mMDMG_E*2XU z*bJ&dvk2b%dC$i71aQw64Wic)?!LlMfDE$WcWa$_Z&hVqtb8!zlcVW9?&;+1j5|w- zA)Ysum^csrfY`8lcOW0&C8Scxq3Rd$V(H4wed7WoY_fY6#qqTDPf- zqn@6)7MJqa^B9uy$96J4X>4xB7H%jB*mQ~}@mr}Dk62pI++JH+2@8+xpMqR%P}~is zfB#?ogYB;X!;~pnwzl5+9o4D_hu_~jbZVCx^HEV7HiWNhkjlXvD?HOzIb{9zxr2Yl zhhYx|m?_)$T{AZ$j5O~#(`M<{@+yIfY6;;;pF-2 z-SvTcObTbIt!>qt*wbelyB0SGbmW$mo{Hrj6|Uilq!oR@#%56zrOxv-7B%_gHnUa4 zQstBv*zAfyT0wokrGCyA|`W@cXDcoQs{L7M)}my!QaR=Vcw70ilx;ndBScecom zF&=InA$#(`NQ=5r#G-UhEkhpDBF2b!cBWm;Sn&$0(J@HBYVUlxH1hY!0c) zlF!##e+v3Z8&Z&$!4RGA@p>5@Q#>Z)ew~7kh$SfKi;$wnSG!;T2GOVxz@WKjyiI zwka%&g_?VY?Vipmf`cCI$P?%0VS9w}tcAY5v7~k4CWL39?uCnC?0G4bUw9f!|6Py% zo$1!unc^f0LCdI^h|1R8s=47l%cM-JtAknt+;zJ;sopEu)p-ssEq97eN4$$ot!pXv z8Z?&XlK(5k#LO(iu*2B}&wGAa_{O*4z*`LO!`trhaWubY%B7aqr)6L-r~$=f-U~XV zx$nFPZCX7HZu(;Vds%}|np8~9_hy-!_mN?*XGhL0q+%m?pdS0(Pun(w5GzSoc+OmT zx6D|{`@8fK3F)R2I)%epXNZ?>j5QSNjCeXm=#+RE7mIQWYJeu>+5c?G1E97L22Q57 z%O{`4ZYVE1oDYU%{wG6VH2YkP!@|Rjb+GYSS+@{XPSij5{z0y)nKL|E^05Eek0p2YSAJwH ziXwY={`ZZ(d9zrVw%cQ=?(XxssE8d{#~s0McL*^as!k&n$kON_;Z6GL9iFqO`aM)V z`5B}RIH5iNE?XVOauzZki_6Pfa)yI`I70JRWn^TIc#p+%?R_gA$W^P=?WD9#SMhwB za^SJ(RU^yHTG`K{k~mdn8fE)!+`h2vuT#!{Ok@Id3|X6B!Z#X{YZ7_S85@oWs&v_9 za1WCAbU=L7kjlO?_?oRavu^Io?Lh3E1vqruqDZGN2RnPgU_JQ!>cC~=*7nvF56%=> z18l>ObGF>PvDFWsoNoHAhhksiU5TOBCQEh%q$gX@dGXYX7oHv?g0JU1ZrW_ceSSU$ z;hNmCNH5x&(=tulHpCYe>D=b#9>`*I$JQN8x9}`%e)cAvi2S~*N(Qyt(mXjwKOvn+ zH2e3tIdN5kLct7PN7Y;L{QVn^^$~@(euwQh_G5<{;~~$-OGofPdwS$&clnK!T6c7J zKSH2Wgb68LNJfer?DP^+`w1u~AxCAgV)^vMxJ zfT!m4>9P{LoiT2=)zaSD1J=b4j>W*0#su=tQ|}Iw41TZflBZ;lWQH@i;3?A^5t&>V z=hWjZQSaO^iX1Zx1jWW-8ecc0DbZ^QypBcsuh7ioRVs=4lCZx_hKqK#>6`MTLpQZI zfXQk<)2gkgPa^*Q@`n$ljU}62yTKXABSAv z?)hGzb;+;$WVVg>DvEk9_0D#f;u^B)b@7HixDL;><{x{w;aF?{H^`*le*+jf4?+w& zLqU-+hB5G}sk2XR-E-Sr_dp1H5f56(MNFNL%4DD1e=)rQZv>C~`uhanSUQvlue8=P zbFNfB?vG1g>Krm+U+{*~Mb?_xT26*gq7j~%B8}rkFL9v@`%%WK-g;7jyI*Tiyk&0u z_f|3t5U}A`oL#i|=4->unTYjs9r9iGW`clmkhHlw4)RyHmg zT3TBMrfXlv?MKT4*a6pD!>HId&4XzX> zr2;%7w-%Tc5|r$F@(HicDZGH@D2Bym6)qiS28r4wn#&!&Y6|E#1O(q{*)Vtx6KZUfwO@ehgX2#O zU-8e;FMR!chav=ie+`*aIrL4lekmV`s{iI!(Yb#12I+cYvSry3LR?<%wDFKgN$m`T zWa8-3OA42Qc2yE*$%Io~^ioe_KL6WZ?58|`h&Q|HPFV1*yESq(*=&@v<&I^wW9c4F zVDN3{8JY?fZTK2@eLq6D$M&I&=U|xHEEW__6t~i}1j@(6SODpl24;*R$+sKx8o2k& z1J{GDo?df-L9(DzZ5oBAk^)U84u(|i%gr4WPB_85-Un_KxyG)T1kxse7H1p+_&7~x zYHHeiIr=Kt=iz_27^o3N@K!^YI(_2axJ_=VQtzuBkF`%YO4^Yc6H|?qen2@(aaz-2 z(}MPPo^r?G)jmONbE7P~-8ZM|g&fm1XGHqu5Kx)U@a5%YzRoZ{YM`(lpuHZ|l++DV#Su}8u&ZWZ$wq`t~#{X}A zhXKpKmBm@|4UI>JllZmuMkB*$1Wh`mRmWeRAk(=G?0Hbi5$-ZBp`Z~?#f8d{_D`6_ zE52bxPWNt$1C5*wI;R;_bVt=0Hv!SrLp@0cnmbk088ovuNY&F|xl*!N;}T z1N%qCeB{~5A2!zi_G0-}6%t2j#eY}Rsn>~DIa$Bii`vBR1%q>?rkU>8O~XEGiH=ib z^&f6q#I@ZMt1XjJAmg_NV&zR^>TL|+FekhJV)nNRoj#}$Mt^S?hBe>JSH6*1vrtC? z#9c>~{*?k8u*L4c>xybDuhvtXA(MFI&g`IYhMXLJ^K@`iQDx=OOt{okQ&ip-%>UCG z>DtDn)H_pj8`7$8B50DcGni2(xR1gbEsG`nR+V#t(j{_ftllnhZHFafDPGF~aUfjW zsp~`hjOD$l&c$szH}yB!gnu|SWS%!FJW}i7L+bEeGTWm19hPRRfP;-e{n%sB>7v`Z zJ1Z8@eq{~5VaE=xsAD`o4DA2y6B(TlkMJ%whZpn4L){5xdVwncC2a^B=O&AQovh2H z;7?`djf&(~yOH1_)XwFvlLqkSqKWmXa`C{nOQS2uH3{Z9TF)rn! z$0+_-jcZPXbx41Ob)Az>Z1otgMuvDvT!aC2-$^p0u9jBTq<6F~aGQYPa^~mLa*Yn^ zD=YQRQq|`EIBS4H1*&D;%ZThg3pka+d3CfS33Xd^h40DkhyFpQ(GTkz#J2r8KKlI+ z)-6s@4~&c%HjzIbTm>Q@SkF?k9)e>gQJ+T#CCAMA&Do`Rex44R1zM>;y8rn+(BF9* z_jtr4KjZX|90NHg+y-TSF%`~Z1yo!H?3_iJsF>h)_y4<)lJ>FI%ziY_#)Xf3VRXQW zQefL`IH|kfuXnC`AY@X!k)FIfm*PgO9FnhF-v3*(q=JIXhLN*~QDrCi__olmt+vQ~ z4BlsjT3!vS5mE^;D-)q0^Xc!;*W?fIiO2Xklu%g}*>~3i?^8yy^DZ1%a0$KOzFye< zyIiS>$o1mlj$T_k!mk6atR!!gy**gK!F>RpDSr0s21=(((hMB=#$LnO)w@^;>;PA9 zY0kcS%jwb)Lk|A(=U*BcxLSZJvG~OeLRzNSY@J+CqUQ?FcOJ*y+85uKQXhL>CtDT) zh5bSsGPbw%6f_Lbd{nG%x_Tcvv7nCivE%hgza2->Y~p^m*@@vZyJj0mZNKSvC|AY}ben#wY#&VLR(@O^Oex%3KWU47q19&*jI4*qqELuNCOk46qTlEpI7 z#<^X&2R(y7QsX~y=>2}Dpc63PY!Zhqy@jZGnC5o8z0Fo%;$&#@B*w6KqD@T;><(Jy zA+9!DL?L9dv7Gc--kwW)wD9o7Z0Q;Va;GsF5+t2d)qz!BKL3ZPQA%TmJ{W|!ZtVMK z?g^(}V`o#>7{QKQAFkP>fI31;;yfam{Fhd}wPI`TLp^{qWM=*nmz-t9^@}|sMCd6R z!Q|+1QsUH;S<>+%KXTrF5WZEheE3|~AoV0h`Va1J=I^-GOJq85u|fwo2elIyMEdxh zdCyH5^l3%o3nf#Aw=$@MpzA^kD(9ClJq`r#;dCW?1_kDmTZN>BF3+$+v#hxu^lz@F z*;CUn$|cwu5AB=*zD~pSMJbfk4KjqK>M@w-QiV5HPI`^4{FQw8LORhO zRC?2y?Z8gtNIHvN;G#KDmL62BmeokE-gKff=MjY&%Oz(O#BEV5p>t3$32wQE<>*u+ zV`SrTeC-~o^JuXB|Bn+QVK=wrcEWmNOY?L&e}h-!=6nfdNJ(6NkjTgCL*}@V1Uk0P z*JeygVUjy&xW8L{ZFS{xO-|#B@r4@7vrG!b*E8H6eoYAgZ02=?xnX%{j}&uy@o@arUd5oRah9Uo)h1g*)nVQsKZu^kX|0(d*2(WgB4?`>y#klR2tvE2I~yvZgf-AN zx&9_2h}ZLJR#-<_nsW7G(#UxQd)9@dsZhu+>d?tl(l#mQqYI7&KT@qQ&h4+sdoC5y zG6QIsXZ#RI?_H5WOw$){lIVUq^T$=*c1+UAI5Df}P4p`}yO3gs`~8$TWeYq(qH814 ztU@D<3w059ks`K9e&6snbMlWK_Z4~cI=5C06UUV5tv>Y1`rzADVTSjVy*bYwCoEOV#{}?8(wHO`9gP6v)a_WQ=}zlaoy27 zyFsWuXjVM6Q5J3AEEc%P{Y7|5BT9l(kF0j-$;_LuQVkAw(vSXmf@Sk$CBIBoS2&yt z>D+hg>0aM3w!E#y8*(jVrQnuRL05f_a_VJs@BAB>GHKzq@t#Ac@oyeFKFoZi0mjW{ z_M1BUZ_(H@E6ij!qsn)Lb$;t(7b&lQL10eznuz;>ssbS`!1i+<2T#$RWK+hzdDgyK zoe)0-dyPPP8<}AZnx>P`67ik+4?x2>y%kl5_OFj#5ay1CGBU_UeKWD|`=PtG7WPO1 z#3x?1oi5YL4fkxnIr1o2WjA}4pq~D-B+`piriMDUHwE&o;JS`t%12*h79<^fc!O>Q zuToO8Xlk_%5a%npe#^NOOm$wXX7bpSt%ZGGXbCiH70QT)`$l>>nJ_Ap3OJPrCK$7k zw24ep9I(rC>;*N~3SN2dI9LT({uOL6(~3hcse@^i-XA4GoXZA)hRP%%o!lyiL4 zMgM{%bh~x70V*M})7{%#oucVFY7)pCs2Q@-@HwW(%=1QrzDdFR(GB)iV;EPsO)GF1 z-`CRxj6rfnRp%KNoilt>{iE0U<0DCHw4%B7aT)bckNMm>H;>wO?89G{{_djiejlb_ zE+^vp+05W@+yqhHL?>W10-_@Or1DSYhk|y}~iR_w8-vnL^We~sjtA?Pfc@;F7RpQL9 z5=Q&h+>$#gb#iuF`r*9&J6e08vRhjUs-$;r$hiku*z^gB45vb#5a=Ar{v8gy2FuQM zt4Z=u*?!wBexd$Xf?blgqOZuxTQ&uk@xiG}hB9x0Li*Ku;m{y;r|1J}kBC}rjrUm@ zP_$BS&X%dJZFErehqWJ74T(Kf1ebp9(uDJP%;7Ax%i#`r;;djH-)B+Mf*f-Ov{M4= zA-eS`l$50ccII~fG^PGAmu~sDIh&NuuxmQ}cai0HR5INLC54t=^KVT{mqDlpbE=Bh zWoZ;&JMM6CJ0fIzuPH<;Rc|$O>GK2}5EkYj;GgPstRW?zV@gu!5LW<6cJr?MzweqV zg?yjdW|_APcoKV{>up(k{etTn;g^5e<>01??t1av`HlqDsCGhVj>{vS zXZ?zWQakD5;5t!{HvApK7BdnIe{{et>19&+Aabm>8Mt@1gUy1pc09T^i*;Cj8I~;a zTiP>1VHz#31pJQTqwt}DHC+_#8uP*v^^ADpjyL*a&%Dj*n0O+uNR^u;uZeji}7S?)Ud&aSeFt7sCmLi6@srvSCD+-O#QAdwx-(YOW4)voh=~vg{72 zX>qqtPYV4*n#ax| z{bZUcRcfrc=Z|1>PlmAMsbR-#HFXGc^!6^d=MNtF4((vzf2-hCvE$lN(pJASAAW84&Zx@DdZAzDZF z*BJ)2^Q%~KCBk~47IE1S=8kb`8I*1y^YOZEDD`I}VEh1aQ)IvgnsuAWT0tF4i*tVx;8tYhZ7G~uK_Rz_XhPlO}_F7u!;yoTggGSSGdEz^P4yR)M zmBxpUT_y#sg6^5_Rwdl@oG$`Bv=UF-5XScWJPU16wRik`I0or%f71*afLMy8{-o$% z;4X2Wd!Ym7W_1mr$R3k*qbeC5w6n)Q|I5f1rq3@9XA2OzV#?kdK`j-_LOapR)ZrGN zk2*FsBNXiog}KH35tRs&TwSagkKyMw)J>na=t+VHF{nDHZw}3KNk;&c)P8oD015f0Mj-A&` zLm3s(Uv;r@)o1p zY!9IZ<)s{(@we=0{qo_T|Cv4MC0I8xC*NhTq&ps-t{8W~l(V9)FSCPZw003QcM|bI zKil*3D9N*34V)Po$jU!~ELBuVO1H4$1n+F(R_Q%fDE-Obwlg%@duajHX3ZxV+ph{e z*YF4-F_`aQ1fe-0S@FwolIW<FKylGN{@-C6-LuY4LH zLvs=brsWePDU{Pq&8#GR67xA}!iulQUm;`*6VH(&{cGE{i-*N)-O}I=Wgd$|>Tuw8 z1&+2lx2UF1x`UY_B|y2qw(XR=5t3s=S)@#R=keC&cP#}qCEl=bFC3Dfsyjs4Q@x6% z?SBs+!@m7xKPJxM$Klenx2kN;!L24^JqR7wh zvXk|bMft3LWd*H}ZOs_8zM}yJ6#3^eRe#*b{j8nc+M7exld_zlu}G`uXX=OZqQ?Ag zmwHRWo&96r_kTIxrRsn}E+Nr8dSuPMem(7+xQONKZmQ1oGs^ZcsJZ~VaAnsQ&Uul|$gTzry@N#W&#yWBb;|8G-&!iazG9xFI^#0@Zl8Uo+as$aEBM zUJGG~i`U+___`P=SM>69I8B8yZ%09fK3;fV3B)jpq9!iy>>Ni|dlqgkvT2x2s*brf zP{TJC27Qigend*16GqU8yuZ``&I$BevloyUD+=6PE=oCD2 z5h|D%iG*fR72~TX-YfO*KC7_zG^2%=B2dCyh6Q$I?)_QA!uIIes&h$OzYx~;P9MLv zi9tbF=@dJUXvvgZG!_4h+0#i9<&eQQr49G?B>*|bJN6-jI8rm$Id;* zhTP&2X1o1op|F%kuH`#7`?|+M);Sck$2ObKQ{jd_o8!y5e>I)&WsKg5Xv}HXKbee< z$B=Hs;5x>y4E&bWTNwXx01SK)>K)%O`9TEQ97sG6EM!cHd0Z)I!|@2lMMg$0<1W$J z+TzmP6~jM=-}5svFZ?iO`K?m5*AvQJD)=*0d+##s`HCVxy0P877YaXk>ytj3O*;K; z&W?g_mHPtlGHvPIIQ41xAH;}G^KudZpA|(tX}Y!t7dCtv;BQ>5ax(w%IggSz8o3J6`hGfugH1&_ zHA5}?ZV7uzg(NzF8%y6EBs@-3h`9svmbH(+`21<&jE6{>V=o6akwId!HeA%$(`?RE z?*_?#aLSf{u0d3}?>b9h;pLyzvoA{)Z2b3=xO#KznsX=mTldJY&(&2h!4%7ke6Q z^jFu;j@p}<-B7EF{29o_G#B}bDX@bG6$k;>1f1yU5f3;#1Jo>+&i zRSF=8_6Hgu!l}S|EzvY+N1GHuZ%cD$QUGwag~Po!b-S4GurPj4ERMv{I2?$U7r2k# zKYajx6w4>#0x%CM>1jdeE#i;`1*)*8I%6;gitLb4vtC8PjRE@T@a{%>ZU<>jmoB@& zbl(Ks92F%aBU%9u$#2j01ADCdwS$RtEXs#dA>R&WJHf>W_i~EYUF{!uE9v|FvWXp5 z+^gszl;5I>lYATXK_n?0QUT&#CosGkg!-CKQ~K<9G`yyB7T;I3SgO=zi)?vg+WW~+ zb^v!kv5mR|qR%3kYbjBr+1ada!npuJ7^5RlAih7y;bM>GxR$uzO=GMEsr4o!I}DHe zEs7Ocv7_>&A-=@dL&ab#D^d<>7Y#@*-5>6JbDseP*F&vV}iHNPpsHL8Fc+wt&IQd}B zN-b%|_HDCjSon9pz?~7Jby*e{lacBYD-c#HS)etv8E7xMPF`!3r4zu5FhRb2)Iv|V zK^9E>1usY1*i#QeItDazc52?&!n9(y;(!a>w!C8pz&u8;MdR%MR#S)p=#7mIAz_2+ zbxAbB1$q5^X!F`R)qp$`U$N|6>LcIH8RNuOxn*QLe?*r3K$Mb-=kO80oVt!63=t)C zrah9}OYFt^b@EV>%0YBlPCnBGf!95QE%=Dx;2y|oID7|DKCscw^fD$$0_ZABR^7zF zdY$9299@mzp&)f#T#Mmg1qdw`-<1TR)@Y(x#P=x+;|djp{DUNko#xX?afkMG$S0H0 zB)*6IA&T$R+gc6gc|2{VM?iq6YL`4Dd?{eyO%ol`s(u_ys>q0~6G+ED zd*Hb2VhbG;Ts=IZ{RoERC^(K0z^sbzLbTkTbzNJd=JtVi&VI*2p_k%-kSKA1s2(6v zEoBF5Ja?iex(l@4o9~fZaxWx78JM0U+Z(a_AR0{4GCDbseF_WJJsC0(xoRffY08f0 zJ#0J?IDBgeu!PjX|FvHLzuk&GMbboXASn|Xv~el#%FAs6+z#zv;)UDWLw+vlZ+&VE zohH9*iPN;?f(c{;9M%R}kc9h|@NU$Y8j`K=`pw)m@}G{OUvE-m-FX0o@x`k4iCKtRmnn## z0-%uzK>G+C-7CFo3jG({y|h`?A-{#6n`Qfn2;YHv>pn;LaSt@n^PyM-@RSKFAea7H zIRs$afe=FKb4>P*uhkv>P8qfD%zYES^Co~Jf`KS^wd87A0~lYM~7z6*Ku02yrCo{+V? z`~-o1dh{fx{C9sZe+St0!Pcs)@`?69O4AKHCZF_|T8-H!cVRBI1F<+J`nyveL=b+$ zlMQeVU@GeApc&6MMhlWEmFr3d*l-YlEl~Gw&750?qm#1KAvzt6Qf*qAPDrB*=#Spd z=>T-8^yW@ir8n74(%tP>E&Z-1JUY6#?1(-T4AMLCHPmBoqK1TnD-#(cT`s`rU}2SY z6`nW>8&Ah$5~iJvQk}=hB3t4c`8HrD_v{Z3T-7?1qJ+glrsBTHNp9yF0QZ?4z}f;X7Rj7?zp{)nI=8M&)~$Ds zqg6X-|82^QRR`0HZ`KaZKYdic&Y$dANW~qi&00#WxIIa^U2L$K-LE4-10MVhPq4ECA z*@1=P;mZzA?-R0OS9sD^&P>|nQ#fGz+58+fA13Sqd{tXg(j+9{E;X$*Fzfz0@_Pu6 z>=`=v$bo<-_6iBZG{7>AJQ!CZmzV{a9jH8Y#=py=n-e$DWz`!4$;S3< zY|(5aITpNyKTb(WnX0cxf18ujqi`5s%q4#*KumyIyroqcSR?^Kon@cvj=syWki@&v z(B>?Z-#$|t@q2jt<|*OSPR_(x4rVx#H_3v#=P?i>w;K(?H<&b}YlY@H6h%$z0^HN&iiIqIQ%%28`;jMN zyYihvJgB4$Kp2Z?7HGKP0OhJ5%TnoU!JWosY6IxiUc9-|oW9F19q39R%TwuyTXTZ$ zsX4w=fA@P3oGgHejZGaW!>WE+$!*pdkQ@=4=k+5k2iM1n$)y3Pj{rZ3ZB=Pl@tE@< z00t(Y0Y;LfWLos-CMf`&i0+G0F>OQT+Mr9Y{2!b}hPpyc?a&)5Y$6(DkJWUBvl8#! zZ)|Kd5w(%F1eiK-JQ>>qXwD-5dxNF+0d%s?8iI#Y@AHWJiZVa{o7@uo#OI~LE@IH) z8z43XRt^p+Ep=}I{s~}1L429hrTOUNi#9S<=NGp-v#qaDigJY=<@p0Ve9Acob)>eq zva<4iBmp2==6Fl0dJl#Hu;~X^8(8Z^v8V+NXU+*<{uN8Qj`by-%;t>7_6ud0&B7)J zwPi%rZC^<+D<{B-2-F%M03ib7N67a0!RV+Mm&v}_^G;)W8#e;UtleF|K?2nb{-bR6 zXO%?A#B90{IQ#g`Ig`>V*8}S71^n?yKRMnC0iUd!h=UV(+zKTz5iSkt^ zPfnN~+#XIMQ>3EmBT!xC3LPDHO&vg@_@e~DrlRY`O#y1o0i*#W91xI_!&8YQY&j{p zs7OkJQCwQr7^Q^3_?0zx3GFYfTody8yQIE4TExSaPzv>)@h5IisW}*5JOCPC=E*&= zwEP^vR&0E@IqhZ+S{OaC;i~6+cYQ&s7evw+nF zc^Am47Vv=Nm$|3}k{;FpBs)QNs)yoGfrFv?HUPYXrQ5Zp7|^~{vjT1uQu0W&O}5POGi}Z8J&cl&s{kf5M)uz0cv|qRPghSfDTA z3e}S1vINbo&rrkuG8Xd!$m&C4bD^-5z=>t|PNjox~A1 zI0&@j#_pK`64t4BbDDn4p&sCN^Rtz#cRY?0Kq`YlwWUrSqN}50&HNf+`R8P6Ns}q- zHAMlF9UEAi1lY67XMFd1P5qXtlki{ov#eyQPJ3u8c5w}(I*)G5>TxH19zG=T%U~JEYwH2i^~|>d z=^_B_E#{X7*y=Xd#$?|QBqqXIt>6Fb_$Hd?M2aGijpA*~B|DflzH zwt=h`R|VeeEs}?D6oB*q022hoes1ii=+P$)=S(j$Yc_05VJ&fg^%GwK28>dsX=|T7F1pY6XRZPq=1&Mf1TetAIujEy|W;B9J&M-IaS;BM_vUP)yKr}0t)XU(_4ww#)iOYJ;ASd zeyJ}eu!cR9Aa7u1c76Nm?`N&lYkNQE1qjm(*me40gpz2PWEshAEj3YaTf9V@CmOXn zCp+KlQa{9C7YpK1hQGrR$nLX~96!ulg(f5GhYq|dxiYW7p8ln|5Mv&=yv>E)Iz=OUbtO=6je@q(JFEkj(^ZW<)U5~%?Kdzkrv0C4 zv4_>w9nj-&*r=#)=fhswrj%PKi+|rXKpZD~R%fn5aVwT2zj75iX9@4Q*;_5iD7gi z{+)vJ@DV|O`mLvVv?A{dF>Brj3~6<1O&xVNCDjy%nQacYV|-n{wy6+r{b%SueE4-Q z$cOlBnEJX~|Ef7JWc_?ih0Is%%Sr}@uo$bJ`Vs+b$hkt-1jkni)M9!#s&}StOOA~C z1C$Y%J6FbBMZ-fT85!BG3`jDmWLoVwh=vG`G<4WwIHldTg*6e{Y9I0h+CbovwY@qN0IE+K| zLAEP!r?ZAcrgdw>JW-|FjWT=%L1)|d2MsNT-oC=66RMCbFieuRD`AV6kM-+| zl7Rc)Lk70q?=$t=?4Q%?VLbeC1MsFb($<0(}(N z>l!Q^UKAxq+zX@ILQ1?#Ys&fZUCwB^@hY#Iqi!9%L&bG)hI;erv1ran{xOdWV!fQ! z0ZZ7hCmy)g>=ns`TAPFZwXnJ5x}_Dd8Ct~GW!Di;oQv;1mL6lgv1ifX=fqX`y@cbi z1nZ}HK49;}bjEod+rOexHx#og;N%xqF!ne&s02XU(4<-| z$&eQD(k5uDF&y{)ZW81B3l~-NEhWP_OT=+<(d~F2P3e=9|AVwYc6UzSL#+|*T59DE z#TmY*5%(R%0&!~Q#6$?CCMH1ZA+*0*a>!4gO5buU=b;Vlv6nS!-%KP`{O9LaVy=YY z+Oo3sHd^;1S$q>3TE}v|5*pfZM?38t5nE>Jj#qoNVdc(Fwd|0}$QJw6&g{Ne_ zoe_KM`s$KJ4!xi(M@f_wVtq-UU(`;_e8%? zQ2kiL_dcFOuX8uV>kBbx?Y60bw$3HN;@Xilwk@c0rSk#PTI83J!uYwQ={hqKgEx)x zq$d=bY&{7w#9@8rSxt+pF=>PVQ<;0n{tCgg1N>qEE^ff-Du%leI!9MnZKA{O^nvBo z<^W22P^oWo=3)=s#q9Z0Msg1qA34=+dU9<&{F>BhV28$-M7*>pEFP@3-_dSpb{f=L zg4J1VbidplvBwn$%)C$vi5@?MyFs`(OlavYj^|fkzBEH5-M2E;4E2^=R>~-%!(I}L zD=?|LMwNp#JatPiIu8{Gi5)9b*TOz#q5Xscv0oPmHCRx(u}vu8`_~m;?7=QyZcveb zU9!Yp+G&NTCx>{`Kw?~3{g&+@g2sC6iT4Q5m>#~DR*13!g2dUsInoyHJuNBlqBy7Z z<$oR1Kd~6QV=_)&d9&^?HprDu^ceMQl(}oZKmFEid3|VQV&Sf9^m7Kbb0v1WxTAfz zqu&}sZc+CAUB($XkduvTKvQ1MuL-T}}P?|Izhyz`q6 zHEQ^hx9`Sik}xyhF0-?UCjhCd9f1)l0(CAv!#r{GZeG)a>;-S_d-6wIMQOw8JUzv> z-@tTK@k>cY7`xBA$Z5g>VULWk9JPj+&iEswFp&=VVJ&9{d(%y0v7 zN>kL3trD&z^w^t7R$tglQ^@9ef&B(J$2~nq*V2i4o^|RGmbnq9>f=EDTmu_?KW!kQZ-IbGPU$_hDV(ZWU{kKiNFZ`$K1=+aZ;--0pdnT8Ln;G8M?*$enaEJN22VGm6-REauXj&|n zJ4efRHzYFg%0+$B|2F*wPqH_RI1GNZ5IU68zQ6pf^xpbtm)75i5rd?u5(shngl5-Z zXqo?+Jn!+%)P((aZW^25MB3rY-MElOpkp8`=ALAQ9OM9FKoQ|r_&osvF+#zJY{Y%s zRf(XzjV^?z%IFRcJ**lteH5c{vC{=G4qa-XFKS~`;&3!=V3{5ro1gZUQF$MBMRMuwzJv6h;Cpf3_p0}gfu zZZqI?;36z?IXUR_@iTA()ex4Dw)1s)Wdv!kCw6!!jk0WmWZDfWU57?Z(Tr-#)IH^#D?WkH@53d0cknepzxuk0c zEr%Qz|3B=#cUV)|7bxn?{L~o>3@V~j1r(Jg0s>NkiXuf&R1grNR4D-|p@k632nYfS z0!oXDNCzpQgg{1V(v=cwh=SCR1PBC3NOJc<{gr>-``)|ve)qla`|WRzjwk2rvie$k z?R5y~;VHBIBA+iIHTi)Q?g*n(Z?38+gwKg#`aZ1W`%iU=NCAqhsY5KRr%AaMUr~*Ev7#%c`xoG^<$*p@${pH7awWG3b&!Renmu;dvjAIb+ zmQx<*oU*3(uA6CN%u8i2ma4_PxnvA@Eux_e`LK0msP%T|`NQB7Du%Ucrz$R%$|^d$ zr5GGk++*x!dF&c70s&AeV_xL%^o?Fo#`2)|U6yea7Q}qRL4wij8DVpX|_< zK5S`Qj3%eRfQC6@zNmx~kshM~im}73XUjC1+Y8wx5Nt)I$BKcxne7u%mQV@vwF;_1 z_C>uCT95+tGVusS(V#u=+53!R%NvstlNpP3r|RD6Y-7)iTozh2%CvP~yhw}f#2Y1LJ(bNWLdeLU^YCayW%{fFF>Bd}(E$Xt%P0kD zw#QuNqRh4|-%UC#-D>z=}M~1xE&jLC8Th4XJDm4gKJ3f=x(a? zSommu;Mt?nyaC(gyBYsRLB-T|Dc#i@25G_MwFsU^yi>B1bwH@W4s>mEp*4P*A}VKQ zEuQ{r0O^quVbGAAM{^v+O7ZiX9$m4YEl4i1A>6rcuud2X>1yZBsBBGN7R1DMexfl~ zcrH!`>$$*)u=8y_?FwJM)3327Y`G;cHa1ci;C|V!tTSzy8<9cFU(0f5ca`qMe<7R!do!Qk0`~DVq2Dk zgi2Nin{Dyr^m7x*M^3$UHjLjZO+AT5af>ZbucS?Hzz!qiaSd05o_hJZ2Rdabm~_j| zq%EZvQUVaK>Tsx9q5OzKMfD2%Vf7Mi>hs=oC!-;id)g*tUZ^1qU^i1S~!Ze*NT~KW>VC`5V;!* z?L(1OrIoW1ely;~GGp}7JQ3@pTA0HG)%*A3cYgnu$grJ5!$RllA~lzZooHrcxC7b8 zIzA)Cz}I50%G+!jhLgCx&TleKYG#`)e~~e&oi}g^t;x^uwp$!d7t{teueTm*G{<52 zL8arUcagRKCu{z^L-5+Gd>&%il9d0v-OjY^&DbcOWKrO8eUDM)lfb=h!CKL>wC5w~ z&!k(rWuw)o6?V2x2y)xb=-VE#&l3!SYhtnk0!_PO%l%FT<;stwJ7uwR;C;2Dvq+hK zfk%ma!r*}*(q*}$PHv*Z2uS=a(sWd>rg9b;UP&CW zT|QMmOq?wYNlzfaL&-aTd5OIc@|6i4;o0=t$H)6s@x1r9JJYmUCMz~7$45rCDVc0T z)s^!b&bWPi7U>zG=3pG}lmKcd;y+Y&vFQ)&exVP#&QUJ8d#>ik&WyOF?1?X@1|+?? z{IUCu-%wBra>Pm?Q10oQddKCFD`E5gR)4Q|w!Q6FOd&2#%bN5+l1f$)m;JE(3GyHK z?QSTW9LDcRW#wMtQZfbou8`w5NUPSkc*L9@JNBvj32U-E7jePnSgd@^^;*rCfy&;V zUT{Qci^g})?ASla#r;K*^fs5 zeH9{*|AJ`)3eX?_C5a!P`2P~;+&%5WUYgm>w)j!>19gW-c(r7i?~BsMJae+Pq;8xo9|(78f9_*qK#-A6 zk~Jz-YAZF7akyom0}G^&Oo6&314WqQDcXTvzH=qb^u0ng&ekUn8O19b7^oP)M&t)KB?wYT)Ml@r}*rn@?Ix=Q54r3r13!0Ypx;mB!Uw*8MS!C9A_5 zihGAcvm|P6w^96DW!A8(HS60*wciRx2KD1~#B`kLhWOpr5HG7GC!JDphxxX1 z?M+)`HpKVc({y?b!>grqE*i{sW`-wgWC^D7um&XUIoqy)4G*Y&g3DSb_2D;Ca@cnP zMJU98MfkDZ29hh{=$?LVR{Xi1?MoYcryHWDc4iL+N zzJd4{_(V@{bb?pWx3oBHjAQ7P(9JBCq#VSLOLZ=XpT8+Yes%ek^NL#Qk&- zCH&f7-|_-0RssAM5GUJozTsmhT*iIm5P0&_1HK(;Usv(|T{S!5Vuo=ZMM#j;xase= zg|V^9gT+w_Nv=Ez~;KvMRmO=}8|Khh&*y}Uh4FlgY%)mc)*!R;+4zJ~g~ z;4W~*dPw0trICIz(SZgA7Ss&r9nkK^lp8j57&%#~_laP*8~U5H6HvwuwGV4oC*-7b z{e4SxYc*TOGKExLXCuO6L?y;6hE>kTrtXVzY%&}l_(R2MVE)L-9go=TaImdl5dU%U z2mJmfwU#OvBdD*@o&r^IyZutB0EUj6JCKv zL4L((5*l={!|B7CXX2og&K=|2C!wd}zuk}A*UhcNv%{b3Ag}{o$!;n>&18qwoD%if zpC>!FR4YVJ3b#2dm~=JEV=_dF*VoLSCK-!);nbq%;6uYb@}1S}&waStyEkpRc|fSs zHM(8Tkst2w#C>R;bVF3kw3XsDE2)Ac{^qz?j?OHqdv#vo=h>jt(jwd;`>@GJ&-ve^ z9A-XBvhDsR+>>^(FXhSDQavw?}4rKjy3DKU)zvm0c#ysOYv@T|a)h9sT4|M*^kMM9H=|t~@wM0i z&b*_v(KdDZ&x3u_h(eE)@q6&D*na!a3J<&Z#+c0WAQ;P7)7n70j@|)>a3t?$p;%Y3VUGQ&8(@^qh#$<;Rf&w^q>O?*g&=8}WG2 zz#kH5lc$G?eb_-dud(lQMF65XN}(FzeAc%c9=7tnVkiJS^(j!;oxBMbSigCzRQkD- z+NU0@)y!dTi~B4N-v1e-K7Qfi^HLLWU8>CI<4(7mqhwM2A1jtPPi2h|+JFV7YyM(x zt){|)zGS$GYMg8M6d5V8a_WFU#)2d!`Nu@=p7v@7+x6d2osZ6xI99=T`OuM55=(LF zUO?c!?Ap~S)xe{UXvBStY7~=kxN6YAs+kkQ_^d0u|G6!4K>F0-X(=9ERhs1bhf>Yg z`w!xZoFM^&PQ1grnJ8<7MlTEt4f2G9VjSg~zRINwKXfP|rT-*k^hW{IoCrr;rIv90 zLeJ_94oHkMijdNnjt0}urFOyQ=RS_5MMgT<*@*|YT3_xz{)Pnd{l7Q#Cp|-g%wf~P zEQ01CHxr^=eE@_8*{|!TZ?iUY;@V2TQCi!!*7~_T7A4v#+Wurm_B&alv3I+>BEw(R zx8|D>dEh)#ev&Rk3hE!$9$ZQ}8LB9K_`HGXD6;rDo^e{84yve0=w{gmc=ER3-CsG~$b@9xsR&CK`=sGB%z0 zw;HOlLgL_Xpf#9Ge5lo$*e^-ow+ z81mxpMnHuEL*wP4G}zzH*4@h*UtYu&&CBGzeyhKjVj4K0j{eq{ zOM}fLxmlIh*OG7jc;fCz)W*J?(7`lVj;xUdb??s~emO4*aQX7VhVl60=B975|H>}_ z_q6^kjtHzCvwv;zfghhF{P)%GaQiQqe$dbV?@8jS6%{D=yLB_29BibzqKD(?x)q*e z=TCp6KKFY?d-@7Ys94c<|8}^oU6A zq@`UX)fEHCJ`QtQNX~#`vV=oiZi2^%bC@kBY?-%ZpQa>M1GZPerdwIhdnMa`h95e* zp%K`s5P!ckl)^8uqb8y|PrW{$z9hJ!%Q7u5FNy)F(M`Xg%nFg(4~D`SWTts~-MKiw z9h_Kg2F4+Ce4o%lTTMoEB>3VbylNtP_+7q66R8fKkH-A=X=NmgvD*%=A3Z&ct>j!O zUc%@xHW0^s0XX^i7e#y09&^2#0~wf^zUzY{_|M#}bY1nPxc&RJ8OK%5YX}sdj_`c+ zc2a#|iK*PY{xI6{t4EtWU93-2jWvv(8bCA~srZaciy~K>ZoAv>R#v(pZempsWtfpc z89#|KBkMKANvI#dVlX~~iDlz?sghJ19{ZtO!~SMsR=7k7PQ1R(@yb7KqiHILG2Z=! zx)979=kU41okwd@%fi@{_RP19KHjy|c{$7Spex|CicR>UHT|L)2Xe%*IZ%Nw16j89* z)ukA8$lkW%#NN7!P<>NGF|K*4BQ8OCJ*-F+tSc!pGHmxJZ-561fjwy-%s6iVjjqY$ z-;fYVM;hD!G+k@qXFDA?)w8N1<3avaYZ>P_Al3C?)R)STD!!fpKylH&nfsU6OSuPY zqT8yzTfLW1KneVPw>0+-vtL=~pumu8|A6D{x2WaqdlerE=UX;k=^}~~`Spa(+%+LE zP{UpZvq@{^n&}LN@wh&JE+aD5vHQw#%;e>svAKj%Q555(bEf{JDpRD=2z7o1_0;Bub@NRKTANNp@x5dl5id5Xzr(-fWW6l>B zTH}Qm{@&f?wX`mCDlA?faAVbyW7%j93v~^ngB2L?b59FgOg&bl3n$M1B^uB`n)PUY z2g}%6o3%c5XE3)}(k9dFF3SKTaozfOl{a)Xca)3Cu%8Im)7ypW#cIwmvb{#pc0RYkID za;z|86^8c-O2Z6kkH2kG9+ztN)nE&7lu|j^F zhgXN)Pm_Ps!1ayf)ajjo{Bv8vM3g;-Zj(PWwrOyl1MClsvAf#gdz6WIwI4!NR7mKD zBou}yKmTp3_p0b}Z!<)~-^#WhV+DR0z2ev!FzyJHMP(2icQSO~NeoHxdbv}+Jx60G z#*aRHn;fU4U1oKE&AC~;0@JQD`#wrpZhf(6YV1Ccm4GB!t$HC$UFP`=b4W?yvMw$x z=9@TPY#Vy6!A~sWu+s489a1M{fzZy*gY$QG6W4^254boJk}!6thzQLVT4 ziPx8A#C{e?Xlepbs$gr@e#R7i>+2;Pw!cxOnN)OLI8H~G=)t{*GT%^3o!X`a>}*oO zbzDd$G8IK1o(&dkSmBWJmR%ze=$(`iraX}m_+0H|Y$!9Mn4>qhy*9ZL<@H|PuG#hK z_@@EymGsJ0rqkLQvBJ|?A+&IuFjqJ}oQe&sY*a6|#CBCq*7m1jl$PHjd~|8@*y6p) z9#K>95XB@V_~5dRp}If}IbcKy(pSUg`+8h?BLhjbb)OmcG-gG=l>OaAIGjpK#h4N7 z$#r)S8xG6K!@%0z@w+ZJf}N6t^Zr-|^(bFlqgaHWDUoErfUK--Y3>AMc7yjqu$Hbz zC-5ItE#kFLvfVa`u_1C~p!=WNE@5j7(=ow~i@){X7+IE@fN;+D=_pKnejMX%#Slr; ztL;BSMz=sn&SI<+sB7@x7StHo8}@A{nF16=r2`pKYbp^m3YCNZvNR(m(Lc;UORxCM z6|S_41?xeoSx|@PIl|_Hs+vb~Teaa!M3&wC*EjQT|Nh7C{jvHNdiTZ@e0hGvpn9Lo zF&BwnV@F#K`EBid?nu}zW0IgHr=q;w#m>6(v(VCGhS_0phftIA;`$}%v+r-}Uo|*~ zFt8E2{1+bcq^YQAmYz3y4VRCHVR6^S34yj(#|ZJg;W4RW6v+^sse$EO^I_ME`*%}#O-7rS+iK_-HG1%Ti$LWqLq=`M zD?K`UnSxwnllyu&sFLn|XWsuB?wO;^UN*_Kz$MiPKBMlt)ZuuK z0$aS=zB=e#HZ+uxnowuSalD-GK6+S42#cK`FPMlOH8ecwInq1fQ>{9oX>M?Js$?S! zIGqOUr%#S*CwpDd*3~z^mX`jbfHG2^RjQ_-euj~*9eH_-0v-lib_m%vQO(KU+IWK+k(k=dzjp}dJ4Zpxqy+Ru~0^7TAG4K4XPe?#Z7JZoV+quozpu`_LVv- zucc?+yf?tcqZTSBB{gBxxIZjYDi+tOM4PQ^O)M)Nw(mVeU zJ%qb8{?-c?xKxtfb%4jkj;8Gnz3rLPwe6rD-ocLK2tC>GLZj(yf7g-Olaq0}HHX8r z_<@@-_eS#6FIacL3#Mv3&bXHSJ~_N4uJHPm3gxoltp}u~>((0&I$K*AG^}2Ui+Fl;Nlo=1;FZkWjR(oCtk2Ja9=W`C{sm-G5@$)g2~MmKOkQTy%Mcehj5!X~O{(V@=`g z=O<_KReV>!6uj#iS{550HO%OIacyC-dgWaGlgxaU<&3!w--5Kb^e8hbEGAQ+i@!hV z3}=(U@bR-+;(_f`zC-pHYWnMX2gHM48d)zqysnEkOE9a`csF9XN2SN+f5FljJ#w*8 z3)!);2eG<3Q<}#;X6anUy)1cOm-!5cw&MdB#c4@8%h^?!877KFB_Tq`K02~`$)!kJ z!hAP%A%FAA#9!Ky*YU4CMLK%NSPIFB9;B(ioKB_uQI14GkNEJrg-e3lwgz{dn-~&| zZx#7HMJ?d=4c}2Wt!92w;qcfCSnVDreKoG2P7Cwd?=!%K0E6_IT_+QTVoZcm{>g^} zyoJ~*D$lTt%?B$U^N>@U`$MjdN7BA#&1qGqI==tlY&{jfUxarJEdHggx|+AwqjS;N z_G;>Th!~YMLJxY?1iFz>#DK}aG}lb(%Vt|N_Qph-fr*JSlBoMqnpO$g=wk7yEDIwP zCNige^%$jbk3_n%jPzs^U4IR~(|a;aqph&}-`H1vDy&w;gW_#NzOl4t2Fu4!q3aCe%jT%2Ua?#F9=_c>!laMy@EttGH?a~T(X-}i|$Boj5? zw4v+Z6g^0!zrOYHvx?7Tj5QH8UE-=e0y8c|Tqw=tmO{UG=iKrkCq^_sqO3WS7t`K4z~0prj3*HnhN$i;~6g}4H3TFrVOyH}&|nC72*N;v3P4{@Pp3DqN$ z+_dM!KZa2{HVho!f`NjmcA$MGK z3>{6cvx;R}PzIJZ`(h^%GeXHKdf!vtJG$r$9TN^RH&z-XM(Xj5aB65ML5g221H>j*pvOSaUQN_ zA2~H`Q==mAly%rx5l5;pPg!2WbL5$7{+x5qVSmxbf+Ih30rsEBfmV{5#I;ujYU?tC z)`>M&oQ_^#He+`|x-q}d4e3{Kqpa==@>=U}CRX3dCA7ayn_>L`lE%QZG1ga_8h~Pn zKBUp1V7qTAW-`!kXp4Br9cxlw-ZMrPuFGHeqo!N$I|ACprzbDIuRGBvMkWfs&lOU} z>Xq1QRlBwgDpNTtZCWJtLa$ELf?;m&EK33B3Lkia(_s&MU>vaM)OLDi0Z2~;!AiGA z*loUV)3?G9QB~5B5fz&)8^Yke)CpuEQImbJ!zMpVa8Lf;SubK8N;0(c%T$paQDw>@x(C#rS<=G2yLc>X zWa^PStO7*aH*HFXT(gig2$swu&Fp$gW%$z6h_AQxgMx=4fUe7u z*~!SHNx@3Yvz{bx7mhE=zY+f$d&LvmB663#0^1|G&!~Q2ocO$_B7oZzRfzdKVzOQ!WfHF%c|9FyY)4GY$e?$fgzneGnHXE&tz^6kVpHNiH0~}7#DD{2aVVE`>S&h zxrwDLYSFsa=>9}zi-yS}PF1b}*iphu>*KNepY>FD)u(D9++qT2`jt;Ob*%4J&Oup=%DlxCddAWD zy!$(0e@cb&?R2{}hykGr)ow1PqT1#4&F$6b;K#K=Ub6?eEY)T^f0k8rNEqi*pQAi! z&k{ioSO>i!>}A?+$OLdtB~Dkrw$B`yZgQcOH&~p-yCsNW|1OvkkTmSX6%PbGU1Hh#KG@$OVC{HAVGPq>u;?h z9|N=L967K2ihqOD`gnV%Ym73^qE8Qq)|Kt~9mk4r!PT0Ic|xNfANn9gxm!g52N$o3E~&VqeObM=|NS=Yft zU#win*mpxZ1Z;3`df6)&7*f9`^wf_qz`Eu9D}!9U`fBeRoNn7h zPJJ1}zvNB}zA9vte9ce6)SbqT(Gp>#X^uVjs8vNKCfKYWg#4bw^RU z*1^P2?nm8=oBWIlV*+~$DuD*f&PX;!>L~W>l>oCcjX6)a}@g476_td$y=@Xt|sg3{c& zeRP83fR9hnsBCa1Rw?Eq*bSE|5WKLor6bkWp^Y=V7#?T4Q^MaV z4m((LHH6BV>#sB)fy~SIg5E7_WXN5DE+7NPUzZU@fnH5I^RR`mG-RuVAn){$@crcK zJJhY`>Tl&uV@z0@Vsa+BUM6`cKLn5<+0^0!>}QX1>W5P)ZEj+KQ1=|0vBCA(4sDqHRVxL`y zA!=gQkNN-{jRU)KF?>m`lc17OwY>FQSJ-)HAhq{W_%j`!%h^3Io{NdiI+A+JEDG|1 ziiyi+)~;*bqa*P>0e2|BwN}(sbPF6s0NRj51za3qeo3(A{zWg*4b%oIOQ8OQkPr|L z(GN{X=N!+X+pFe_9d0Km0~6 zhxHx#pHv_^@1F&@NQ3d7L5AgcDSRY}*|=Cpw6*a&$QX6$R9u<-$M&L{#Ts(PMD;Gn zSu(S&8&oiHYvWX_3Ja{w2|3%jszcVTHsS1+#xmWqbT#+uIzCjvF%m^FMypb}i}U<# zU&m)PPUmgU)wn9pp}$hn`bvA7d(^3v$KFXx!fj_U=5R&K7TgVOT)s`0Nv$*Hg0G5g z)-^oIhV~ooYG56D?P0Qg*DwzVs&CucEgynjovq z66IRfk=Ryn)bYljmtN*ik<-<+Z+aXj4lx4mtlk}AC+XH6hE(++shX9j;XAZwC;KU( zoFP>R5sRFphAdmW3L}ngxT|@Shz8jRZ5*ivZQIef$Vd#oJ^_+dQ6yWMXV>~HXC>PD zN>`LOX8cXi+@QKdcp~JrZiW#K0U`COfO9JA6*0Rw3HHFIsMf+AL9jJhwj2)5)u0LX zh5Fn1X7#*?rV0`Q>Mj3mi`OoibOT0=OC$roOM_Jvcl$R^G z2Pu!o`tmGrBzLKtKD;3iqA@#{tr0YSQ>a5&<-2Q;fYHZf!O4xZWy8=PzuD|Jrgw#L+g}@`HeE> zE?tCv5G>%blVE8S(ROdnX1~HMAc;48r{r_h8oQp^$?GHKd2gtL?|iO62AAb90Ken6 z`H^`S7S+Z<-W$~EPj>~P>(~AA}UbvH^g}9LDYmb-~-UCvLcI`np!iB|n_abb$&!u0}H`(~~poI3nQJa0kgvIk}(T}R(s4uqxWMLhbw+uh_> zb`Y`Jd3umGF%kQulnBgb2j1(c(xIWQb}NCk`)dH&d4o5@@=ZFm6|)gTbJ`}N&#LD{ zDksXhw7^b6$o#vE7m{y$cm#jIe6x&&xgj)d0`u8C zuCLOs7+&K}A)$qVD0OREcHI8UpFBv5Cy%ncsWd6Zk!hd4kc^xxq84Neyv&ANiPdOV zOJZ6NDSdy~cJ3Js>DRy;)~b|(v`JnXasi6444Lt|=Sz$H>YFZteV8&=)1sN1VGZ<6 zo^{Gy%A7_7%0YNRy`EJ-+h;?Cfed|)!sR2%2avlgeLkiu|Ra~ITMs~PT> zp%=SLlSGuPlUIJN=mcJ%-d?2^-dqKvCY%Td6CkIOD|(n?GGmgmYTO&J}9Iua{i? zg=R5xoAa$E9d)!{i#1ja);{qLn3;fxk4a*@5Z3lEEO2i2#_Sv{qXRcHmcd_|^jewN zDW=ib&aXS*8om)3Q(rFd>K{r!<+46kX^jBroh|Qr=714JdwP9*^9h{`W|+ob;Xm`c zeAb(ErNT8ub+7_>h{EBs#z$EX-YhpsJ1Wc9nJ z=T=`+ag20d+kwwa@+khxI3~~pxufvmLU5ok%6>L>v=nv&IrE+98^_*$aOv^_QpT#Q zMtkZ^g>SBZq1*DkH_dl5J_W`}`1+F|IX$r+W7|${&vQ=ocO_hz_GCf33cHESw%4-- z6-@-*UU8EL z^#u?BdFqe>`H0EqVP6A=DlNz_3`27oih0B5v}hOeQ=wTn0uyHM$X3WuwOfISIx1(R z?oI>BF%I%Gjog(Qpz$EHrzdQo(u}$koHei!6E+(LM$pg%6N>7bdh%Ip=^3q>7t`JM z83Yh7H%DMl^CblnMvf5y>{W}otwuXRbfvv!EDexOmkAUTs`YCYe2cYPJY`a7!$y^G zanHCly-^ZpueP~??sViZq=Jtn^7#;t-yL z1P5TTc`$GgpM(ff9UWb_hb-1$qCy>r#NBs&2m|4v*KW(%svj!C4x$Fj|3H!Y@tuYl zH_|n3>H!;KY)wSNrLVgjuhnF)qXF4ckU6?+Q#g7%Od|uc(6FE2;9)KZ|hYM(~RI55;F($NSIwlhHU!!{RYUkA2FWBFj4dENeneo)kUTv~lcIqfd;=|6b-}dr)j_jnhIYL+Wz^jG6 z;vI4I94T?2{0;~VcvGO@Y!J6FaE#W$Xe`a{_t#9Afc%hF20C9B+fU?wZ5d#FHB^~n z8a96YjqOafe*Hx6%16CKe~c&yVnT+C2MSVO<-j8V$rbK9#B}bMb0DgE(Wg8mzI6yj z)X49n4ThyBchxEjFfey^08hx1A7p68S8OWHwrqZk<(`Bf1=oIcFkIl&2?4zv^HJ{C zCX{4nFe5pwf9>2cp)9Rp+2xL638@||=BWJR{t$aS2od;&kK2*rF_rxf=@|CVuH~onVX@8VM8%aD=CB(%)sG$O6SH0t<0seZry2^>AEUekw=lzLk4=dFu1_gJmj z2YUE(T-0#Sa+(7a1RbB?F%ufuRhcFb> z?slyWXLTm4sV3`G_*->7WlMk|@@HFCM0A&~?ny$m))ZRU_b~ym<233EPwVvHe~9fL z_Ghqi(JHCm{0Mv5{Z=RxlI}`5aX1?m*w+kP)p096?KSa6`K2IDV%pRrW2s?E5QqF) za^oD8zt@Jx9|FxbdpUI&Y7LC`>5H+AUV);VmYE+s$=?YZ_K1_4D>fxQq5QNpTUn!2+o6mlE8 z8P!|eT>&Y}cX5Pe_qtI7~YICrpzaI=B9WsqrBIQ=M>2&Z^Gq6H{6A>5H8D zx%~;zvoeUdM`(d|{)$oc)lyP9Tff^;-+ZQKD*Y+!FaCtGz)?01K(XAl7I=BU9~UNM zkWSe$4quv6skt%r$X9ZhS?Im`MWzO)2T||=m?{)eJOhCSieQ7!d^bS5Jj*7<%|O2F zS$a4L$roEV?BHk5d6@{o*oY#m5T8;g=#PgqoJhSM=4u3y0mMACLz1?PD{hF-<}D=; zKGKHl>2Y&iB{Oj!)5~R<9RR5Ubd-KF73`VDK^sWcu5HE7LMxxeMXoNa9Bwo(f>*g# z)PPB6vBH|wV&cmbE#4;-wwPOqNSgmD9*z}fZ6uN~LH{z?#t z^AgIGC-V=r=v|BAx`A-|LPH@e(iT%$-ebM%XL11Q130Pjn}Al1Epo*PSE0*UruEE_ zk604k)eUo*k8Cl2niqts0DdTK^D_koSsHNDps-3NumR2$W?!93v{;396Up7FmSApHmiS&~v(bGx~<13a5fo?Q;uR&@vUE-ZnCe>8C)BWZD;O$#t^uFevA zC2HL;&w+`hiEfXqTF8jdUKd|P@H6A~U1~WY^Sbn3TC^i@>pifq;E$pdvlcGfLS(c% zPHY$OuBdlLPNBzgG*_rGTFuiyFDg!ZkFsz{Y)F}+>iGN|+;(@!3x7G(=X~NtxyQ@L z^r}^Pl-?I_J{R`ZdfTQarCsK$KBUF_`N{)KXBL!F0ro7$>uFN7HSXQB0#P!8+Hdk) z_%dirtivObt?LG~Z2kMQ`o+ zG3Y0C$XB!TqX{`=~8^#AXp zl>bu@CW^E;op4M3zB~{CKfVZ^gsS;tY9&;vocGSJx!H~MlQ)+1wP7u-GNGS7kAr7G zgkwE}!6ixQt*vINQGfOj^3q&y^mBlZhYb?kdUH{eIK@#*^ZsW=@0Se$^p7bDmmsE^ z#{I=a;Y|s{>~TXWFO#yLCpBMgWlz@&4l7l>xdyV}^oPJxRi?d#2yQSnX;Ka1`i&Oy zQqX49t?XH_3hoTJVR1N(Qs39-Y=4`(#tj^unS1r)xlQL#eDXy^(k$tXC0Lz)E9kGz zync<5^3U4aM+yZ&ab5p|yP@+V`o)K!o@gV>H>h2y6mV25!Kh69M`tf12G=L4Sf#mI zk82@`;N}|>O=3jNmn7Hz^9@uXq2bCp5!*`7*|GgUM}Ih2hw$)3S5_lSoEaQeu zu!4{i0DMXbEl!{w4t|xDubgEK@?AIDrw0V)kUT1^D0;Q4C6J6$t#t?YyTPQk_d1UW z7Q%>YtttNoh9{M9JFppU+N+!9a1=b5yStOI`2>fCgd5C7Mg~zQa0{O!hAoPIo^i`T z)&$TV_xBeKmEEZHo2osU1pL(}0G;+XTVb&3qtbiN&GG72aWGi2@44?&0wNRT!Hq`9 z{T{k_Kh>(hs7w;b&2m5{yO5VPh|5z}{Br6408Y1`U%M8U{=cCcvJruOJ#oC>bLQ@0Oj63vg#T$@df|e_M^!_wOvvN^M1wTPt3p! zoOtTeV+j&c&EqShLNx(&(;DzyxQ+HQsxa8s%`=3XNNU`Pof}!}+0zDr_!I!~RToMv z-@|~gSEwX-+@oX>#xSpz{`sB_VzlaD2AusRW5Vu5`wFj3u`BF}gAw@onxQ5!Ic2fS z+$*oG_hM|MgpiQ39`kkqhBxyp|L1|Tybcz^c6|jD0!p z90d2H0Pge;sTmnoR#pJ`(f~rxy1fhGsR7pCI{+LXKwFnhQpT%S5V+?(dOUif9@!0JxThEk2C7~-MP zFeI5Cjt>fCM5-zia^2426QRiz<4q4I1nj(euh9xy(Pdj)7Z`XrK`R@FXc$;nz@*)A zH?Xry$@+;-;d1ma={hSlb-436|CYfdRb+IjJ=2W@;gj|kb8sBP>-d8sNpS367V`1& z7=Gz!*qm(6hdENXE9NCXzj*j^*Gcb@KjSDULr;`<8#F166EDg(LlzDGaGH4q9*@_4 zi&--iT1X(h)!Vuf*Hm`6`R+ZeNy+ga;CXrD#0%2`Kp8s3rT2iBa3_fsfekMbyhGUL zZX~eyOY(m)Td1+oal`|=ea_lBZJdD2kA9VD9vhxu9?cb)P6!D83F}AYo+0v<>kF7> zz;JFoDZx4plopZE-tvQmc<_vS%pE-mJgrzPVh%@57|v7@wH;<@fBE~i=GxM}6L~7E zArwQc4Y1-y+qD|Ri6{wK!!+PsC8I0Wo|?X;i!c~gE17&M7CZ9P0UB1_P!ns$?ILR3 zqC5zg!jP7{ak>)Xen2kJ)&|0Kx9)jJ+0gw@{6h3;0lv4l97 zJ14(C!1)BmZ-X!`5ujI`sV4UR2)bpVd2T3i4SCqXVVH$x4a4;MkDuBip?z$NxVq-- z>}>b3p8{<9?;<0rtrS5CJ&7L{uk{<6~xh}Ee*wbgVoGz{zQ^1>_Yx|AUSR1 z(#$V=VZ+u}@%Z++$bCJ$z^zNVntIxy2I6|RFD${_@62ItV)q;a$0|3Pv~-2{uqcDT zGA3|m@j+->-s*Hcf+iLJ2#-gdsF^KFIl*rc>COR@c_}B0Hc$wM4U!23rTWbKW zH3!5eUCBj`KdDvK&Yp{EKZg{8o7MomvC&?hHFuhw^%{2V9}P6kpe(rzHG=y~psvKT z^PqqW?F#Y430CX^^6CEMNBApLX}?QD&d}5vQIoZLs4(8*d#%bEC`aDi(8R6*0m%k`Ph&$fa=eyrHJuHzSYo& zUiijaYPnLCwAKzvlaQNNn2lUsvS^B>oq=m;a}n zhM&j&pcVZWum8pC|4fMF|2+-!Ff6)mT`Rj&gd6zK_V;^twg*1;HHz8x`lkLKa{`T=~}AvL5UY-)EQ6RzL2I6+Cv-MtbbIa?Lzo{hts{0 zH`MNKaj5#efVuUeY|%gB3uMie7%S8XDlUUkmNB)`Vq>0Rv06ZpHfde^fp+MxCx<5f zJ!14R{(J4HA5S05 zy%{NH#~~N_j+4|mg9$hzQ+t}L)XwN5*IXOfPItw)Hs{V zIo5F?(U@E_|7>CAfr_s0SlWf=7d|<6p}m80RX(H1ymbw}zgqV_^v(MJ!QOj@HI?=6 z!p!3+kE5f54UndwA|N0ly{afu1nE7DARq*Y^b#PBj*7G>RS*bDlPjuF>qW%CFq_{abr&?c~54Ih>dJ`RqTq53{LJ zm=fC*|5E^K#2Kn!iYL@i{qz1k@9P&L>kA@}#`i!N_^$D;?Wh)$#Z0w`MCky$BWrxa zF8&bsvA6F$c_6sJe6hJK{nGN6zXk(d=;Mo5-NW}CjB9@M^m+vGm%hf;2cIb8vY|87 zD4EGdU4r*ywgJKWg?_HByb8E|FBdPX8|@*iwIfS3yaS(Fu0)5a!d(OE=D*!2UVC zX)YNau472wY|f?6&swypB0^rl&?@w3R%BE}CGWFn-By=>v{9F=* zm9b_$R&8hsSh#n zWw<#HZufs$=s){87~E0&fXQxyd+rdYG}ajMEodcJ=s6FXt|@0C*LO8YrUlX6-1-4@ zt?HVJ9(R^kgWK0usY7!)j)gLF`KASYev5;3_rDTbUz!$Vd)w!kx$Y$R~nrJ^QM|4t6RJ6>Pqs;8! zoD|2%%Qukc&Srp(=5~*JHz2EWPeGl#2E;}W9~auEP#{74$p>p z?5vjES`5TLH1m%3pRm>lH2nOx@~Qzxdf!2fbD!`1xS93={ajNM^@U<(a!1*97$#!q zqnN3KujNGLx5NTHS76%rWD_@@MP6&$dB|E|iaOod8mX(4i5bXqJTV!%dGjLwj~n&c zf^Eln$PsIlzM$TB*Y+&T^S)pl-Wv`~Als}*+`H~{(g2yXN9$Jp0I#mjjQ_%s1UDFe zTS8CN&D{97pJBJ^%|z3VGO}k#ZvJK8&@~OQB*yaOhIsnRyE5QLHAX5el?J({?Ja(b z9HAGCBB)sfy!dDy41bFMPZECWv_m5;QeGyNrgue42z&=w1wB>y&i`)3XJ}+(W_OHM zG9Ty5=;seai;9{Sm>Xt>xEz!@nc)9ZnmKhx#i0S0Xk&Gqc;#c^(}$HXXKt|Dl^F^8 ztZ|Og>I`iE4e;|lzr+o-*GynyAv^^wQIYdwB}l_e6(!#We?8To+x+xCIc}^fzweM% zO{kv^LB^r^)t^9XeW0id8eNa-8O-D!SmT%@Fc-I)K2ZjgKHvP&Vr{kOU`y){WVS($ zX+eu;yF!rcOaHJB<>2SBgJ8Jk{w&krfbWbwi=0=xcP~a|YxD1;Ke#Q|^7Z%syq9An zrj=f)H8*15&TN3Is?K)MGd>|&6eVOcq9}#6#+tN^7y9)-8Tf-IQmN~s^JCcd*RlSL zOGQwg7JQRB`D|$n!!F~IQx<)5f95Tp^3KTJJ^wz(h&GWa=P}_v^s2x-rzPnwq?*=T z1wFHl_*m~?wy;UGM5Gw1D1BD`w^xd;(}Op2*`{iGxtvAz-rQ^Pw?Gq~tAj30V=FQS z#GI^kbU3HQvhTP0{EtZ}f&%TdJgHEraRsk(-z7c-8i@aZt3-ts_70)ZDtE5xNG9F= zSI5o}u<`ZnCYh^-TRb#@&ixgf`(>r<)=55|N>Nc?--gyme2lR&h?2WU@6_)yCy#1` z&RHOg8fcwIqY}En2t2BRjxWQ7gU$@mJNLiuB&>lHZnk-D4%+!32RtqeTO{JYJgo8g=frAr59ZpTKPqh`bbza% z`H5Ri@Qt7e>xTZ+UbM3VmZz4#-GWeS)_`fx>UOAw*1XfdAT}#CV8ONs-CNX52Dk9{ z2YzuA%!KMskMDgyF9zBu_~!p2SuhOH@qcmq_i=#!d+Ps}EX95ZSlTUmTvYH@ zZ0y=x<7!(^hXy}WT+s2@9tJhe`N{DcS0Z5l+3)^#%f-%V06FeFL~-F~Mnykq{q%Z| zv%QbWe;_>Y=oV42NL_Nz1}g_~ZTv?Kj%|%cMs*Yh zFFvmJ0jp)4X2;gEHCw83F3#aK#bi{GPEz12A+u71)*Z@fi2{`>rgd+F{IgmCd^_Bv zM_fvYNWVQ1Myu3CP3K>*EB`9%!gg%;3vv*6%sP;!CHT9g)#sgimZj3@BsfYaw=*+J z1V!tdy7se~AYv(iZZAEtTS1SDgq@{qT&^0#`gGQeyz_xKwK%(ZMsOb0ZSH)Q^PT^v zn7rC0DOofDY(e008**IU2qtR#3RNkD5S^`Yi7KlJ~;eSA*3al)Y0 ze6#ynjB@Tw9iQFhs^M*%^!W5g2a&chC8ahq*-~a_A)Uuy&dB{+dQ0$*akb?_3wY!$ zL*wco#T2(Dbne;5)@mY^sv{Z|fV2>aH`re?k4>v$8+tmuDOc2PWeNgYiCM z(A>W@A+WFNJ=8||!H<>sv2iX^ii3&kcnOVyDKhU2xlJWkyv;8tHU_ct&8^z9zlHVQ zYWe^<30F7$W;pT?{{$2}zaJ0INRS8ap|v)AOP2fNKZu>!pqM%gBVrbZsO~T;$3XAR z)$t;e)jM}M59?gnF?G{+LBl6e-rWKn^fS2svmew(@Ljj+@X@^qCoQ`2y+G>*bFQ*x z)|};Wu!wMHKb`;G?+1b6;tO0=T2h2$!kF-2i}6*xn`80yW*%O4^*{3n2x>hY9rVi` zU?z^F)`sa`$BoRbAC3#|0=6s=#{OaAr0yVMbVd>qAj7(QHxJGe#N$L1noNiXzbz2n zmI}_QNrDBeio%#QQ6Uw1S1ED!Ut=_h<%3~=!o--Ei>TPu{9 zd`!_j4mx#WQE9p_-%@GY?)b?KziOO@=o^=nqdyIUOS?TAQ0b)PW5bdKQ{_tqCnT&9 zlhixd-0^G`@75Qctr(eSBHgjIGH9X(-6L$3QYql@WU7)zij3S|kVT0oO*QPi#XHtG zT>~zE+S^uLY|aof_O{;E?7E8uj$&nhc_y+wjG^GTiEfEQGPj<6Cbiex#8Gn;$`W3! zhMo6rW{&RD;@r#KY`EZ9e{RkZg~&$3yYNHtw8+R|tnt4MhV*zKPDJ|nGqWl`Y*1xsw`)*C6=$Petj-Iwt0BwTA0 zMkX#YvU^sf^*FJia+ro z&s(mRJEY;d*-Vb-;BSma`@(!htS`dD47L2O#+;NpPh!8jJN25_sf)3fx3xX%SfyCdP`ZUm%qJ3f1L0v~w*pZ+{RV(Z>n z&Yj1sMd{^XGS!iNI{QA8v>H)ARS%5-x`jDwdwmkh7k%PZ3Zd7TtEjDX>+Q$*p?ZX8 zU$6BggzG_pLD}rAoky4p(aeZVqJV;xLFo1~-b+(V=plak#;S|uO46Ax);5F~@3@C- z7ga;R&mNjOW?t`$*K}F9=oi7{(QM`FxL z;mQ+4OE{5)Z?a#d^c?}_e|Hu5Y46FXCkG?rNl)6MQ4wm2o}pR|feS|*)8rHwTc4v} z?_uDc|B{NLPBvggYdkp@Yr?JhIqb%K(wF!C=3(Z?^N;aL%>5uVJCA)eZ~69(9wp^X zBISSk!1L5{t=W4)tlP35Ap^ilr?t;c8eKll_M7yQ;~#`Bj0xOg1z1J@Tg>tlDlMga zI?w@l_sJxSMtF%nl<$gRR>>oa^y5huYd~iVc3-wz`^OpYcB~3Pr?&ZkCkgnMstn}c z=zI4e*mbC3J^>>@#zgogbPNbt7&wT7>-a_9zSQvAG>N8fTmlC8BJ?n!HVeW=+L|!NNKW0#_R3h4T$TWS>lF!1=PF#SdXYcAQ?sOfLkw!AE1EK|eF|4~#g4^KinIu>M3+qO*tabhrw1atJ9Sc2Ym|A?;Tw3I1GTwb4D9d{Pk&%C5!&4y%4p zjD1;i-+dyCe61V=N=rkl@%-p6$DJMiSXFk#fpbG+5ny)q38fG!b+hLr0FnaZFnF>N z0E&|VamnVkrhLG}?+h_rhvNyKg*r0}t2IDovy^I7vUI3d#MWYm=8PAiS<-#u{6C!P#>#@=B~~ zdloy~!%OLI06j15e%Rb1Suf(<*ZTlJv zM~8$%+U;_{=91ZyJ9SV1WsfRsC7U9^kk!#w+(_?pt=j9RyL^2NM%Z6VW6D8*292D5 zaV<^CC}ECqpP*Y(VH)n!_dMqKXi+#r!{J9JbTvk5HZ!*jPO{SCGoILs3n+Sf_4;^y z_7VF{%;{P;wV|TK$3&`Ydl6@3(*3Dl!{p zYY31e6xZy7=l%}f{A>}Byy+(0ES=d%v6U*V6?2Y$f{PE4C;6EfMS=Dg@jKSns5e(` zvg@{RMcJpcWZ(ZS=)J)dIit#f@Of$qp=}RZLj;(CcpA`b-j2`nJep3#A8Q*ZBDBAM zv=E9(Nl1t?(=t1jt$Wa;&Hu-+E$bTf|1!S~khW9LWnCTa)`oREnH;qMLfr5mpa1*=vfzM3Tvl3xRN8r8dX4!SX=Pu!RyH1MaXDCZT==19%ZXIu$H+Y-$ zYbn}^`Lq#y8N!OQ76$OvYYSiDXAr!|&_jDWIIqynrvKuE$xxS=%FZZojnAl?akTK{ zjs>*z1RUDoJJFIQh3`;TCf1juo%^)d4a3`NuR0;dc(vdYZsBMYJZZyy93WxausFc? z?jGBKni5^wbm})I?_dZ7$>G9fq1X$e@v=ae)OOowJCNU6#@Tk#5t`j8b!cqml}(S= z25K;LJfMmJ`0uZoA1ja`XNh$RgolJ$jLWcxtM$JE7dmp&*Z<>h%(FtT`xL!LhcA#- z%teij%t{j)EGrS-8)YrE!&CsQNQ~<#1iLOo(HH~rXxk4;WEdaT7dd#6k~A*XtU~+n z_rDG;(m}6kIP+UW+x6-LU?0Zh+R!Jsk$;h&-bLXEAyl$DP+VMCzVmBD?H#0gZ1e!Q}QowRVHZT3M>T8|vUE^BT z1w>yP&Zpx4CvF5FZzzcTby=6zx&eoKr6eB%41N3pnNS^yv@<0jIgR30ZGa+Gsv-cb zx2}0Z?N|g@%PpV>=kY1v(%0=bk-;^?Bf!`f!yMACIS}#T3qZR+ljT9?HYs1mz8#^$GMESU9g2IMZQwNjmIQjh z163wfPD4{!rC}Rd)zHu}@o3+%%MA5cn{q6OKPS3QI>MJAamFucHAjOnQy5b|U@YUk zOY`oA$8ifIn}-A4^<3YpxH~GBU3Ol|Z(&?Zz}JHGS_dFiHBR5)H@oWA$zDoMsi78U z*(^456=DqGhGrUAkB@zrL9SSqC+051`uhljR%2pUv#}r@t*1~dD=giAGZ3vXLz2Bob0pJ6dHaQpY zxe`Dmf#9RCFfv5xxTN0=MIeAQ#e@m@L38Xa1j2i8BH(yc8C^sRk^C^!uV8h{y}+Ue zwVmMD2J&lm4?_N4Bt*|FOG_NaG{+=4kd_4rKp2<}F-PT<6NngHnTid=Bg==Ik0?#} zqO$Q8AaRs}JL35q{axm)*fohbm^hKMs8U^%QZn*Kr&XzYuRTQ0Ace<8>ZIjM49M_L ze>urevjmsUg>5*>mliy^7l+i*Vb&Sz=q!zy2y-7^D)S@0GdWw5z7G^!J%+Ptw#a{i zC_u<8d?HIN&o8{x0SlMQq<1^4%`bC~fR&4;IRgtP40makR|4RS)ZU}AxZ<|jwsZs= zuD;WH;CGo48NfANK|*rg>E93+*%|?Z0}}YEHPt-(w@Ok}^d-wS7?hF#(^l|sS%UKC zS8>?AZyN$0TMZSej+i1%lxrpaxX;`FVm;fQSc9yZ&e^hq^eB&SPh|=Zj4KhrHUet^ zGS+?T+P@`S8#bE;VX&?i_7o(q;Go8sn_IeU`CT5YKA?$_3uHbjYlQ~?y%r4;3#y9P zD%tAIARQ^^Z|1mu4!L}*-l#{5H4{@#ClHZ?hi^iJ8ERo0n1lW=VStH#;%lVT8VhgL zF<|3QJfMLbZ!un)bU2RJVnhe;xEYYTtt^M>>F?W*Ga0*O(o=AxWRT)QU15eut6vN9 zlyJ+2qcbq5>*p6B|L%R3Q*7H;K3Vx~FimN@AHfbECKtUej!KZ_v|Pd&82skE_;;Ti z2w(H5<6=*aQ==mze;265G1UTbAYnVYEl~5?+cM>Pc_! z*@odpfQB@^xxY=W_?=_PP`4CNZZf)O*O+b~V@-;QuGD>vIw2LV1?IYZUIdjP2LlLp z0Ix20BbHAvTlY{wHR2<#q-CtkUa!L#rELuOK!FA*UO8h%`pjGEa5c z*N+y;Gk`!N~ESx@6U-&b)}?QPla3-SPD zE710EKz#PX-C3iG4~ndH#3`f*YJqlj^jogYFovn%Z}9=ZNpXMhe5bP-WVqm%_8V_GA!*w#bmU9*2+xU7 z(vVFH20#lmd8MJ|%HEjlmmFxs)kCVTiB6i(Nf|c)bm?tAMwN{O z>=&25VCD>hnl*DSFL<#npd7@r>|N!uZl+1k$7n(CRwfEU%0M++Ygq~1jD+^;A-9e= zKOJgp0l5-XH~8i8nhKUp-)tv>DeKui4nN$@NX^|a+wucc-T;cL#-iX4_1txfaoG}7 zFiL0}^$Li~^VL8WI%)hW_$pQkO_)VGVuZA|KUbs;eFETIqAiY{;nBN^Pdg!J zpuE~MyooVG>Z=UGyi{cx1ZaA#uAtu_yC3zrJP9 zQ_IVs9APW<_dpRte!5%W?+)r z$KkM>r*@YpT$YvA;<_g`tWLMq5ppD|2T)VMnBsr^&Ot6?GO-7oCTs>M6SQekOB{_j z+S~CAdR|rtSaPW?@XpK3#&h&rC~mv1GEaAv{doVG-FnHrh_-~hwr6hX7`aR%kr+4B z#>PlBi}kB1q*Z8dfCXm{6u$s7>*S-1HlDg+tgP|ZW$3nC(&X*_%Ix`8GkKiWRIPX> zbCUIa!Ta+n(io!)1x_ z1>0Tjvt0P=)!j!@!IIEZcU~zq!N}Wk;_3Yzdb^La)ip|ykqa5N2w1UW%{Z5HNZ}>v zyLYQ_Q-R(41qyq>A^8;FI>rdAoLNw=GATV;D5M^IF?6#l8rxXpfiqHO`2hfa0%f^^NInwR=f4CV?yKmNH;#GViS=`qnT7EI1 zzo#1S8(0`=UMS&%sms*=3Eikyd-r)*WT9yP!rPrc5#3tK8H%L!zs+{9K65H5>Z`L6 zc%6_Vw+|Xpw1(W1Sczv~36P%n?m+GX>k1#7$sORorlR6-#F@=fsCFm^z;YkcBcXQ-|t6N(Esal=iSo!_cP7M&FbY9Tj-%nqt)_- zl2T5_v!(Nss6W%gR>%o)yOn9(f7d@(@rzi5{UOV0udsDS2B8vfpM-95uWmOG?cUEE z@+oIeJ##0b&m7 zksi$E;eTdozMUy;i5Xfoy;44U}T@MabgQWZq*K8u9pu7~c2 z+!t9d;|j_N*X*znV;*3|BRHT1$pC<53Dtj1W|BbRreG8*&O^fC!)K~xj41lP#I#v0aDjqpPoQW~dcRWb&oDDdN8o4ZmwMx<}Ve}IIwcwr8osi+z! zU}C*n0Q8xD`MQLE*MY!oZ$^SewrAc3aXw^g?N@#9;u-_Eoa*0`Na{JEzgnP`5d6*o z;nDBoL!L(M{A@-$`Nu?;dNh_Y`|a{ zDmTB?YmXCF$w?i!+$}52G22xO$5S%3RNh|}LKA9dW2I!GfQHfzh@Yu^;J`Hhv)P5N zReHs70S_-n->DoOU;jB8K(+#G!QEV^Z2&D;&bo3AtRNvLW+wW_6gO>ohxGHPUM@pW zAPQFgE#A-BkIpUU(V7Lw&2#JI9!4f&qC(pFLc!tF0mIPU?0(#BhqE+^OiY}`iZevK zkNzTHD-)|YvheHQQcpv%hh2CmS^4Pj(7^t)(2v?ZyAQbF zzqDcqAD>za#f%RQ#r2F#4L4U3w^RdzaDK8?Z49y<*r0UjC65nISA44hzelx^ii0<* zl9H@~+NNrW&!kJ#8bn^1qwEg~`I@JPU3D0YDPHl@s$X0h6Tr7@>o0|d8+XX%r(26; z$MK(NkJZe>JD;dP9grwsU&zZOA-3PWHgQn6T;x?-Q`0V0wi3nb7@PCWEGOK>cMV>J7;o_kCsDouE1;sJn zUKhhP?w197(K1KaV{AXGPwWeG0nhc?S9*fiW(lS%XFnG0Yu_fJyBA^cMZWy9^iQ)` zo$}IJC!$#NR>Z>XrdpA%x*o^exCP$=)<2=MVUAKWTP901lgGu?*3M}DWfm`?iP1>`U>IIrbTgU!LCef^d_tg=w_}|A4VcqZvC#{gFnn^CbHb53jE&r7{GVt^IH~X(`*S? zj;vz<40fedLHd=`=w!=EP|Vc*?wGpG3Hc~tqvh3r=2iAc8ChfD&v5hr*cPFBL$-r* z;CNfZq0od|D8b&r+X*zEL+5MP;?bGTOF==faiNCEu`yvzSnz){ntrYYAb(`R5cCPK z!7KX03^Vr{YfAWzz3xm3UvV0;M+h*Z;8Z&{;Ozx(H?)!Zg{<81wwZiP7?nSlA<87X8!O=u__Tv7j3c%k%TV z^p$o7G_X%>I3bH?Hi@NZ7<8qXmPsIYti!>t$jo}H)A4S zw146-uy~KXP@@{Dv35t4a(lWK;c)b@ z2HQT25?yI<@`&0uRgo9rs0%yna5+vruk+^*ou*?VVN0pj+bkwyG6IECBoAVE+OUT% zd1G8qg3oXL@lGk}5^TMEHG?K9%0&8U(n@kxU(lN!^&3{4+@@siOVr=!|Br#~qMdL!fuT=Vtjs3CYuiH58UqOB`?ostsV%AM?U}_=8V-++qNWUU{<7&2))={mGtEI84amT3m<9?Ns=A z(x2oE1rD=+Gs9VJs5qTko`Tp0Ipka5nA*W4pmJh2LItJ93y(v&QKs}Rbq=JDSb zAKryNTc+)FZkPZ*6V!DxRnPA$Z8f?&VNw2xwJ7!JFDa8ON@9%*!7<&3H6V`p1CFpe z2DVO7gQ2CG19dw{kOAR_V?G6^fBncfd`0-(>LhJC^J%8xe$_6_5Fa^xxL2qtWOm4b zzg9@TP}Swt20rr$2`zF|L9EDZ*iJo&T_+j5r|r4igTq(Q{0x_!g!+N}#s>j`V+ z3Ap^dE;S%_52w_$gU_@@CU=9SwKst=E zfM*)L5@IyW4Xu?wLAM$U2dlfJPgUJ>O<(KN+q-~|?6>FU?mYJ2rR88Ap6+t3WA!Co zx??^}Gk4Ni5pH61XyX(#B74v*O|K^uN}84K$88^0PgDA)#w8-nK#$;X0k;*gho7K_ zj@4%#y#LO(rR+F`aUREfd!}?Y3B0lBJusRF}GsCZ32$(<&;*r^br|J8NZ()qP1fbB4o_ zK^eJ=MEk@BttuM!vgw~(7?QvT=POAJR@q_Aah^junfC-gWBuHnyVC2Qn>LYjj7K z4TUrtShL5qVldb>Q^Uj5sy{>UUJ3W_U!0ypM7$>aVT5qKoDn||lMjsv+|3C4 z6iRqWd?`A|quXss=n&?2<;&Q**Jqc3PRGTSs0M8vSK;fhvG_6~z^@0z{?^XRoD2dP z);f^YCgHV_TpSrUnIYjtyw|Mc5;D5Qn-Z41GPS96&FS?mt*xA@nyH8HxOcvyW%Iht z?GHJ6pXa7;y49;~6V4y9IIPvIS>nY$i}@7FG`v#|8p_`y=&uY$>C`#n4w@m8#$@fk>4+woh`t~h`f zT&r21#Rqe%z2M_7d?rmDxsBB;RZ5mStuj)!)_g4rNN24&OIwsF^?!Q;b z$L-j}N_YW?n8RE>tVuQ0e-{SXOV7HsKGANF7W3k9vU^}FG!&cZ3Mh6lu7d7+t$%$1 z?^_FeIdRr;XMN#sNr_C1W;`R^yUz7Sk314`U}?U9^Hht{WCxVb@L$--30L!FmCjYN ztf~~nORRs-L*o)+`~Z~>&4mgUe1=m+y+ry|>eAs)v(~xIhrAu>IvwjEutzb9B$Je3 z>vH~|OjJr70oGp*h@cn#{`f+H-RadAxnV8lJ+wfQYNcr`MPF!u=W!7>eHEVMAAZIL zUh2Ghf7=r>2CmyO5F9%%0NJ%m2)MpH&&8~&dNt-Tu|;;a+&68Fm3Lh}`lR7fH+ZON zGOd|qR7ME|n zBDuF0DOmunjIC)h7dA%|4}e!34GIiZL12`1`ZkjBIY}3@A&*ej~B2r7bv!e&1|Q!t(NW#%6+VW)wCz^9%_iE#C>anP;rxNNZW6gS5{d7P*3VuZad_*{6<%w<3I(eBI^O03erm~Vzp z@YP8ll@io>sjYx_P_k2PQy0M*5HD%eDouqIoiAH{T&H_(Euuhhbr}~x)K@5#g3vX& zP9{;mK{LKs0aG6I7Nxj5ljp^uec|rTR$?@zLBuoNBy|C6JArqOLwJ40E$*sWB(DnT*=3>*A?ok-dV8s_~2sDVin>#FY$DS;f;^XicAT+ov)Dy{q;mB*8%3a}5TZISG8cy7J;bg}|?dxp>5co4g0}XaIU*yYcuKqQ~9-~Nf-uj*1U2HEAHHk@b z0@)LGO__&Bir^g$0Pyu6i0Ul;KSr;Y7RFL4CN_8#eP2k}H_?`Z)~7@g^$W@#WzvpF zn&nQ3NmYACmBqK;I7={^RY}zPjusN3J<_>4i~@#ww4ttpVD-XHy}Xb}~W;N)4iJ zon1jS-=;j>CwX{}`J-=#0q5Sg?!pysQb7BpU-D|YXr|ocbG2Fhp_Cu7Ne|l9GiwP# zQW(v3e_JL%%hMaYnLF*k9Rj<6w{3abk|CbvzRQBPhh~2cq^jt`f0Ua_+((Z=f&IH!(7p$XeEnyC;o48( zw@d}D(v_+C8d>k+rwg5MMqjE9iVYX=01_FTfDOaX=Rd#HJ!rE4IKBSm?1e-~IIsq3 zZuX?w7ZC(r{gG?^$xjC>fTJC--d`W=i@ks6bP_}L{1&z~Sg#t8h5oT~gF-1jlloX) zOOMI=i=}2RYNb-Ujm?EJ)7hc4&#$T9$=xYE*B)^b4UYUGRiN8wzaXq9qgHw0NLDc< zGa*smW{Y~F-;3;M7u%0dOxA3c2Ke9-^^R-!5pmKb?p~OdZ%c245I}CaJ|3iUJ^&@G zf6llNJy(X0e$lydYyTLPN;y93#EF@rn2rI7YVNovlGMF9+R_g85F_@_f6QSFK5(f= zSNaCMb>s%|2^JDyWjp@u&b5It$t_`_UG6cWniT7@AioZO@jYn!*G819Q3eOI^2P_Egn8+p4~c^yQf^GWG&fEpjyMGK8Mz3z7R&V7lyL&m`NX6Fh0W}W_M3V6t z03k424nCJ0pdeoJ$%Z4B7P_HWpWB-~TB8;T}HNDYY57|IXhHQzPfx$OQQMB#_) ze|Ut}I0^y^1?KJX_8A23Y3qB*=_euR0`nf7;4xSY&dO0Z(VsjlbXH?(7o@Q6Y+&?l zugN7fXdSkQCL0AYX5?jsI?B=+_dse7?REKrqs|WauGM~X z-+Sk`0-i5)asjG|rv#5)goP3S7<9P-)@?&@2p1sr?~psx{2xP3FUJDkHiTG3M!XV0#ac|ih!snME)Ve zb+D|}rx5KK30?Z(JqVz#xP;7(d8u$jTY+6kI3A3OteY9QwWm~CVm4yZ!s_=}ARw5H zB~MkCzO5`1S=0{^I=0x!g$k_~E82=lnbO$VW>nS4YpNF9YcB%huQKdqPb*C%H3+uf zsFAFvvd@Hv&#Y^LPl4@bg7c0a=rbiC{{xplMpNIs3mowm&KlQKiL$-gr^B-8Q;D+z zrKvn1{tXNl{V=0kFM!u=_I5ozY=GH|q!^6*6<6KQOMfYRzf18vvAj`UhSQ-1V))XB zSne?Dz=Awlrjhv~o!a**hp7Z2_Y(w$g0ds7t^Xk(IU~x+J@?yKAWP>s(bq;cys9Tz8ixrTEv!P<&4c)ECZ-8RVK1 zbWcy|3U#cy`?5Ume<5@6@26Z=}bxHZ${HVty9}A{@ke zy6h@MOSi{_eCSqeiG1f>a})H4Gi>0Jw5rj%c35z%>BPaVkDV!b)fq}CpZ_FjbD&Y? zky@W(=ME9|;Ny@g5>81=tXY+AC?loU05L`m#Hi7#?v3u$ z@~a&FRlHdh;TluI-#6I|u%0?~bI!Wr9mjTE0WfA)pnG0Ie(P@>z79z>JCEJ+cYOZ= zbawmWoK~B$NQmm$=L3FB&&{RANY*bbFdD6Z72N;=h)>tMY%^ivaE%y9oMWuB#fIcd zqND6vg<9N&WVtfn$<8+pq4x*0w>5*eAmy?Pvl}GCE%Bb}Yh81Y9_a+31#;Dsm$!rL z4~i&Wc0qv&CE>@_rggPgx5oS&zttOWB4d2(@?@0BgD*J~(Gq_V0X~ppEzZ?_P2=}r zNQk%kWTT&f1l|V%6>NMcb!|si=RzZU8s?TMV+Boi`L_-~Qa$gOS~i%+l;c{pniCKk*9zS8{fW9z#PSSx zM@}@aKl^2`zJVMpiXNIC3sQ6Iv`Pt-_2g_*Mp^CX}*`Ggz);mK3YNZ)gvusHU^PA{ZqM0+^+jIm4AKrjY(_E77-pN zQ{BS+O?8Tm+~FWqK$V6V3hm&hV`C|0s5@ ziU;huPhdZY7H%V=laR#&m$60mvtH?-4h`CfU=jnnSdM>>B7hzp6P^(ZQVJi>=++fu zCF!)(A)f?IGPmG=^|!(@nIAvGE5_P^%CkZ{pgH^2zUNA*#|_I}g$QykqXS-KRaYeP zmg+>}x@sMe#jcOXO}e++f)Yvu>J|ksz-*6CChk|7n-iUyj%{oy+l_8ILXY8>PcvEw z!s<8a-Z*0gLfC1{nzKDk=GAvDRsokyGQ}F7Z)LvK4>2~2!tdiA2Y_9r>#lJ6$| zqh_-dnFH2deCdUFb5+f(7U!0J@M|EHls3W1~!1mf+Sxp6DIxoKvgtifnFr5LfGW?+?XTr3gv6rH35z69 zx)BJP;sj$Vqhvs`kzsWW0&Nj3$BA#R)=G(4kB z8HD8FF-oW&4PnYkEn6&n4M~T8Km{|>!DI>s(d}_##xNp?T)ox^c=$(S&n4Q9qQYP+ zxkp2~M-8cuAuA>1fWitCGlHpuPlAEe4OOpvl`xrVuFivX_Ew%@%%yxrQnX~KwrL)dicQ&BODK5pS zS=h}PgbKMPkNYk70$@QWVD!&T9tBm%nP2nn15fz zq9tjx%WXTJ-%4bA;#MarDwrDWK>Rt*Y_o!x^@FQ?n{4K)xWk_7{ z;|Ng0gmUFgce}Mm^-$O;8yDQc+~f`mo~t!YMt~w;42K6|te|8X`EUI-QbK&V9ke-@ zm3Uth(z8KzR)3TOtiWk7@~hAEwvP&T;=VUz!>Uw92>=l4w5xU|jO0uw9RtOt#XL8_;G=I*o{`GORtJo8Xg;P#(En%#sr^K6ZsTqm_5QQQb4BB%bMV4bp zTfs=8+9VpS>S`^h#CZA9W7ty??E^#=!5t3FYKqFdvOgI_$LD0(my9E7s1I`SLG>1Fg9wY$zn;aWbLGGYZrq8t|#Vic#?~{y?uwJd>jZ za!TSXaWce+F1k>9e_{tzE7nm?Khn2D=~U;i(3L2*$Q9b3gvljy8v?O5@< zCEE_Eml93|)DKS4f+rC`vZSf{nFA8BJ(}IJ?1HOm$sj@sg4OM&+a#=c*Q(RcB^L`;(wZ`Vfq88pw?0Sz5e%c z_}}{9McV(Y|3$Npe$-e-lChEV8kZ*q*zA!LP@sgUYYU|eAXxxxKGm1nqX+&Md+!<6 z)D}gH;?W~E#4a5b5Jd%%qJR_yMLG(IQWZqH^j;OENEJbpuJjr@QlqFKAicLBAf3=d z2qDRxJLoy*-uv!*f8NiV?;JnSWM}O)=bCfOF~?dv24?s+=ns(IKOMzh1vRK%C^QiAM7d+DPG7Eo0pZA*G{JGQ>+kh8vBC#Sy*YV3p12!AMX(0E#ebu$G zrtv#<{lO=0tN_mEdQ zNHq4*A4p2Iz`Eh9K2E;pR;!st-Y=3SWbe124=eS4cQp(Q!733;<%Tfxnf6RNNC6HOG9Ud})Ak{NY zHH1ew#y`u_@`X5dUaeUDyln!AnmHlos{jxNH=Fp9|8@c3H)MRz1!-s<+pGd$F@-BL z5>*Bo%2T@Sn>C^|m{E|3T*`+kJKuT!1rjrg770#I?la;y7Z==ytbp(ONUA+IYRDbD zaJf|niUy>&Zo(kRi+D@vZK=yeK&>B{SAem^ z!Q8OBn-8Ac9a#b#CqM;g+Asys(=2YmQu{)D+Z5x~6C7jX1-=;1{(P{Cbj_NtO>vrs z_Uhv^C;n#iA<$NAZVDuUD~%aKAs@)Kmv7eY{F*QZbP11j(CxKucX0ddH>ov*sdnfGx1BP?)B^E z)UgPalU80A#1h}#Jt0izJ+SXv>I1AvqW1Ck1L)^NLA+CvuEQ|p@74RJo%sEgz zDWIqD9xM`$J1vBScX)owP<1YFNhdYF9NJQF+1fp7|NE1ak$@XH_j0=zS+M6_0XGnF z9UF2D>a)yN)khtQllHpChO+1%J~&VwRa!Lfzt?t9Hns1U!utcoQCafL3v%5to$Da- zd@Gs7j{uimeh!|QVU|R`S|OSj1*PXm!@;!d*kL>BYW1oiupGP8lu8+SH!PnR{_D{m zDSRp<_R6IRj5Fv1s&WN@frkQH+rNEJCY2FqUWmNQM?>>T3Q2NuQ8a%W>uguOMJ!)S zE~aBdbPLeQAi(pX;6NLoN3J4bh-nTLS@7)S#(Fuf9_qZ(B=-}R6-+H3BPY7iBpw1i zn@x+fN-c!A*Ss8jkvd|?{Lr+1AuiO-vs#)q`DFQWsZurhzrZA4+DAn?43-A>zUECj zk5B;jAhK%_0T|hA)Q=fXg(Vq4PB2)cl{|3pAR-f+a~*4flU=^?C4@ktj4Ze8^*BGr zGj78b3n|4)>0-P&2q$#55sA%6qm}6iA2(3d8Q_r27o4l3|I*);^hZO*<3zI*As4G_rueQvFiEw% zoL^m%?r>C|s|Pq#Va&N4J>-KlFOzU(I8#fG5HShgeJfjXTlJmD)!3P|Uw5xTp?fGj zc^$zK&=a`RFM&jZSxeKQ+nM2ea>1isfX`Ar3NH2n--F)dBCmI%+WYI21kFJSK|>QM z4G)s&!_T|PMYU!D+UJK7U48)A2&34iRqf)N&Kud6kSg|e2o72@H~Os30;NupbFG}* z&;0sMH^+_nn004`- z)zw&-ON$VfRO?52XUOby$JrWqXla*twEfH0g>3F&O_a~AQkNIP?8RwWU(rdZa&acK z|FK&PKRXlqWV7}WLzQ)H21@Tn0Kdhf4HOD7g;d$0W^O)ERwQMd#IZ|T0qJ$0)|6W% zQza&@0_c6D0&X_-ozKa^E`hw^NO|Qpgxx`soEA~zcwC$f>0gFSycs;zWhmuo>!d>^d#bPsld)Ri(UZVf1;W7$jB2O90f;(V z_|wS|8!TzH;IE%Ea0J?UQ6*UHWxazSND`QLGVrj3j>pNnxkKI54g$jEAifPM(UJ-e zkgRM1qdl4ydNr=yNxYOV608xiWewGU9^;cNLe3_YD{IF{9egEj$(rSO`f8r!!#66I9G-R4=d@-OX zNYnaLhXfE#B4~tIJqWrXXmF;qI8;MLk#CDFh$ykxKxhL*Islbq|DnAfH6Z}q$z0M) z?|CL)B|&Ru-IZ5lO&-v7+j382JT!?lEU)ahspppWw;}a>_pBArO9!*+^&kj+1X=+h zpIjCo{ik{#J$e_GE6_3rw$QwCHmYfw<)+MesIH%o)}HAZ|N1>I{FuE2E$ejsgm?Qy zT<>WOn0tBhKb5C`pL`asY`AW~%JH-=Rfu*Z=-moq7*emdX&cM7k%5Z;H-_H@%_O;Ezw&kDV zXDy}uLjB)SCN(*B(#fY&Pk`_qogO5ZWtYvO>(JGu6pC2LdIdT#)N5ljU6L@iTXW|p zsZA(Zr^v*}QWD0?9#X9zm%ya--x*n~ahHfi40bj ztn>_d3=$2^5sa7>`lt#9FInybyHXL{HahL+b&Q=wRM1S)*5Fwe^0rT(5bvO|zC!%@ z^CbVqdT4Sng%Ij>E0MYn#Cz0b5?f_Mp{(c|EX4P8uw{|HqXWhyENZAbfp}s-XU1tU zx0}w?l8@3@J2hvb^814|1BJ6)>$teaOA^8soo}y@o}DvjO}xgHy9XKD9tCLL99kPu zQx5(toz>p&MUW(mV7w@#9X!l2@EfKpnzuHd7n*aceYeKxj!ZUKw2o2|Anb@eJuHemFFZJQ>$kZD}_h zNWG=+a1Q)jpprTJOTRaiyq*W-yxWGOuQe|mq3-JY8O8yq$H-uAH}|&yrO8L`bM+J# z?KL=5ihN6oq5G?Hs?3`HoBkT zj?mQ*(Q=*;nD0aBEQl?y9NEP2c?Eb_RWVvQVFNsLD-&^Kc-@#XimXycdBco6xc`+9rx8) z|DXN~lAdMoBF*ZzpWc^b+*WV(ik=s)L3%vY{ zn$J$wgY2Ri_yiXWxrSZg9#!%4$x}?9tQJIQ-EE5HRwl|+4i$4Ni;k(?*0t05Ys+{A zA-50*r(Zy`qb!CZ?2jVH1(WlPO*S94wBE!02$YNZi$;pEpIkE$g!S>e`;C#Z#`77p zAT%`lwUH@!ikWd2$MmnDt%oT=Dz`Z0Tkl1M(GN=xaU(i(yHI)?JHW z((^mn#jpDAV`lRSWn%-R{_Xo%NGOBgnQ0y*OeN0kbJcfV2y^_Gpp-*sIU05Uz2px1 z3JUqB7g7EhHKs?78cS~8#1Eq?vH0q5fXrFmP$vTU(ydpz{T5>V{p&@k|NHBosiC3y zzq3KDX8wQi4cXJWG?AvzbN;)f3;DERos&_pS7N$mg;6L7n3Um$?1Kn*6pKd`r_ z3Q=3{$byA)Lcejr>*_p7Lm~E(r_SK2m+mWjk>9s=gCkZ&?oZ*1Uq-k&Pcr3IFq%Po6b|BSXLBa7f(-8nE{jSl~nsXH6pV07Q=AMrdzQRLVx4XOOOb z{f_}Np0At@06Hr$OOhCXv|@uKJr!Z2nR50U$*RFuz4+3Xfx> z?a#vJXnu`QJAd#c?nC%qfrAfIA-JA-Q9A5$*|TUlKe-Wk(+QQw&1szA1gYogq3Q;@ z<#81W8si9cvIP3W+W1_Lt(FIafUR?on4`KPz;ZK5pyxq18pt3OQdZ8$*ZFRp$EHFuD zDg#>x&V$6P;cv8|S1(~mJzh%X)XWQDqX1k&P7z%$Vnje%(TqxIs}(~ConMM_Kcyw? zv|2F_vUGpwah(KJmWt`Ze|M%;Ao@!bF%~*=NV5)I*Q^QS`R^{Yg8s*#OV0mkmvGB1 zo;2;UKfVetndW{CHkfv=x2bq_D6r0!hk9T)1D7{yt`8Gcx?qFX3KuD93+=edZ?i%nEd;8bgsi}X7*COEVVa${fTME&1&145r|~jYyGQ10^gX2O1*D}D zF(l6FS5bnG$FKF#7hjRi4z%NcRSto|5YF4RwCVWp&W1oRp77Wdx0=W9pXB?!JMVnx z5KC6{@n5Us-WGT-DPjFuFn40no}=y5b0`3|sPCRsd*ixyf)5HTBSJlHp#9k(Y@vBw zFbG|>1yPXo49u;TF*wbo>#@hcJ`1rc3DY7sWpsKfMKgU_jvkM-Gt;XZ23iB55)duQ zB#SQvdi6*L;MO}A$=8T3<%{G{$E*c`HlYP^dK?P*@-UW@9*FaS`Cz}=Sur3fQvY6Y zi{bKI8YFF7oYZ&cVsmx(nDZRVfn5P{1pK15*8Eay$Ry&f%F@0E^9%Zt}=d(<0Hvk0BxhL=bef1Q87M%i)lg(Bv4(VWENbw+)^nZ4p{QRGHourCm1m-Xuz!4*;Rr_D2;VtVJ2;DBGG_?hbHl_UDT7KVA|)LWZM6hQfZMG zep7ID{Oc-Xw_At)_o_ie)0`F!dhn-lZ!`5C%y>8m}gGwqO8$`x7 z5V;a;a8WP?F5xk0! zs;S7E4}gNbry6!__-6zkF4V#Yg(|~eLZqy9NN|2^r!|0RI7*RvDgD;<4a8rdWE_!) z#Zvg+O#mv0M6Dm`-8K{NgYE#D0c&V^RWNi87V6?hI{39n70{Lf|6(`r~MKVLm>6 zqlQ2>ch)*U+?8nzKiby0IE(DhIePguS)5*+5fSs32Yo;)x@l?&zcrl1DVQsB;K`^& z45ZTFwD_TR^ROzQ4|PDGGz!^vYSyiFvb%%-mjVXcY~HhXOKbzL3Op@)Y5x1aQ$ zCr+KhIIraN;%Z~yP|iSo30BCW=S-^znYm2S|I8~gZh+wG&mqww(E#bY-RmgG=&{}a zM3Llaq14xshz4bx)`COYGQVHm;p>#X3jEZW26qac{lMSX zPYg2cI^d>w%Xe46nFG0uACmquaIE|=)qm?sUiapum4W)ZULkJwKNFiJ_M;h{E}6%S z-*`KT*|a!g#-Nxa?N+!M%znGYP-#cd+_%do+n0;VTD^ z<#LQD9K#nCHFUHyEpDQ$FpuBzepgx%vASdM%=QwiZ$Z~l?d{4T^nSO$_`Pk=b8%Bh zYt-nP>-t6Obr=^w2)A!6npHFke1q!Xu9zk9YHAc}N_tG-wKU2GGF$)ouHQc>tQLsT zd`*2eDEQ_3L};XCXWr-S5pOPCpG1?CzxZ;VJ==Cw-s41x=iRIi#>00WdX_v^YEai| z*hM#$@ZerTT8f63_-MBRvxH!9UiGhdW>PLCUYk23)zOe>uau*We6Q=HHl1MmeP(=C zCRZ~<9Xrij+Nw@s{rIMvAE}WdbBB0gF4^8*R-11AwYKc4`MNrtB+o3oaFKJ|Nk^hT znUlV&AjQRX<{OVR!9!9%Dg19W+*rn#P@b2hTsy%Etwws!p{1KIbeiqz|9WqgCq>v# zzO#|`JuBkgw(NkVpw4T5$lhmsYZg=F5Xxz)F+QIttEzwhYH0^nxq?@^{igJN7&M;b z9^69^JN?7&OAA|U&dV8F>H8;$F|VgvS5zdDJ!qMdL`C$&j}7Ath1e{Gv1-%(SRUPq zp@o8Tfs;J>R#r#FiEkoL{tov4jOk%V$2`q}n8z)#iLr`)EiEeX63olx(n_LyUYq-y z5(KI`2zSE$G7Bu^KF#Jx+H)p5Z^}8HrakJz8F~I~=J5orQ*}R+^Xd#E$8X>>AARoh zo@}YNPcN_tm}q&I`@Fj9LJ+mx_s{py(Cp#^ZwgQTx{FTNP_4rho7)$1Cc9=|#?K58dEzP-bDj`;CL`Xq%4)98y|+RWW14l>mBa13BCA%v zZ?~Hp{B!mVT;88Y9J|$FrlENyl&G&y>Ilv4(WuG|<3uiW^}=LlyQ^OKYAKo`ZLHlg zYvo1pjYA6{|O?^B>exK-_3oi%Uya~-&>)R9wvM!o++bBjhx{Cf|f&LmlS z_=V0+hB`~sKMoAsqPDbQBx)2pa+Ca2hgiDN1`eA;5urQ|JoWGNdiUP={g_*+*m4_# zRNwuI`^?^*lnX$9xpDB{Bq25T&v%EAP_&bo`rb*C+^f?$6x>gpK#u=jQRdGTSrnMX z6?-VH8S&z7>v1UK7Pj&cKjoBQwqx(V|2x*``c>@eJw`0~%# zT{r#{&GY?!QMpAL?<+mT20bn7Ms-}-j65m<4}V_xXq4%y-*>L&)qe+l;`fBnxIS1@ z$IUpr=xK4qm0zd-5zjR8pOy3P7-;0$zwCXSrJsQDE%5YkogMkR(DEhq1h%aa8_@n) z0b!gFLZ12-yb8G%Eh^EJ`rj)$A}IjwNn+T;O|Nc0YgpY-vYm0u%=KBuIO0Th zb7`zbjrUVghdJweC3e^%_H%aqN~z2JmR{{q0}>CIEqpBV=t@2d_wF2cz|3D6JhzY= zmSr4XO_HV8?OORzfF3~gB)FZ*9+=wm=UrPLIrz?!g<|gG=(U;)!tTUs5^cJbLHGve znr6b+ZA@1Uid^y7<8QFP7v<1y2564PmC}qhzER9N5dSVK>`F_AGN=@$6BRGi= zJ+pjrs>bJtImoXS(qLwpL1iHR{&QG)k8HgG*<$3lBrT0HE8YY^W$ahGIb9eCBN;<_Z$pn=mF_)K0s;n?sn zw_c_5?RgYBoH&arn*HJ=XtI7LSdl&LwqdRY<#Wico4*0J%<*twkNo*3wVTsbMrl@P z#a+*cSZ42^-{4%n249dkP|rR=danW({z|Lw2UxV*qqP*yJF z;IW&(>uH&^ct_;NzwAbIvK%Y%z8DXi6lHd+Wl z>b%ZnbmG0#gbzhil)N@2DH#|KqUocJD_p1P?trak22ki+`Kh#cag@LHudR#I7_<@I z2y9IJFpaZXn$l^!A7?I-b=Z$Svut|SyT|4RN>4uFiW=i<&*XD%_>znL^CKl*9=RmS z0=e#sFg(ojy$h*~yPx7kX-vT9@l$&hc}iOmnk*#LnK?0p+Zb><-rpGFseu~v5>J1q znZ`7Mb-BSeRG!Y+{wMuTJ>KBluL@(Fpy$<#nEYkKDw3xnyWf3!UEqMEY`mZ_@92>ce)#*JQE+kK>|Py}B_M78LX__JySz;zO&SC}FM_7k{ra?_JYv z(sI&%=S-)pjg+h8a*U(L`%BgIpAbLI&iVL;wx9rw2yL6>^e4-lh0dNZiJ*(c`d$?zNV}$4wgaI~lg#Cl!lC z3-2?XovLo8U)}i*(bBaAiIMLI_^=!dp*FnWYL&At-;OfbeX-XSpWoTlrJg}vv1B6q z@Y@De*UtaOf!_W|&hkEEH}Q+VtFl6`+_`PF&w7$!{6~epCT`kX`Vr0OeT^o);`oY0 z(Vp9K?a%X-$Hy1tT_Ie!Wty$cIIl3Wig?P$zqxy%dgW#cCq3Q3=H11jBC}cJ;!HbM z4Zud>$p9{O1^VCbo7|N`d63*5SAQ^gw>RS?k9EC9716|fo+U;1veI#!6KX{V7E^+y zr*yM9DvEfKO$ef2R%ebX z$DG>c4d?$2;Y6Lt&wTgIp|baF^r))(?Ydb4QV}y^C+a7S^`Cg? z=XxY$*-Cp2aLytLN&b8^t zZ+1dn&GyV3FU33Gd(7x6iMr1vJI*_~kgk3axqh}@+5vZqwm$Xba^&3J6P3uACUmN< z@_VVo!C9?*#VV7JL{~Ro)7SI&I$alNW!)@xOk3-5=ak#1lO*S2Bh4K;d~VD{34WjW zzU5Zlxd@2xK4SxBF00vn@CR#;+yr=RoC8KgSH0D5zB3JKAaccbRGV%7k3d9@ZTI-g_PmZ&|oag0$4U z6CUzl5lt`k0ERu?P`0tU_o(l5v{orkmZQm%uH=3}_Y)I>?3SHr3zionJlv`^w1>5l zm=`DkxpPAUsecB%xaHvaPK}SJM{lSRR-buwYj|w*A2|3|tl?#>p1oT;BfKe@pGBX>bHkZ1e7xGK>RTEl9hvI!Qvg;i{7pFIIZ?byW-St zORbWnbVBe;DW`Tm)4ZMqsh0SwxhliDX{Jt_g|4ep55e`RFDYjv=}R5CV$++F>Pt#p z&Sr1AP5Hc^PvJy#atPZKr(L`5P#uM>YiUA2)OIsszS`&|K>2>wH(aBp`UhG1cRoO$ z+)f-|eU?+xM*q!?^=3o7XjHuC`x^5@re{h#^<-^5X@o6@45?+_eXGh~nq9h@C@x(Q z&AqlA{p>nsUqJgf57{tnfKqoDjyN1Q6Sr$vyx*be)rOf-YS?IFiTUt5O_qls$m7GO z>I*SSMjk}&vz9f2%pU?&xb~)+)!Z|_)tH(Rw98H~uYY#I%YXrgo7Yb5We6_*XQ0{p z()O$r7H8Tzx%D-SmI>cHa(`sXZ?tMZ$HOh}b0KA)xUA%axhiLRmP3*LuAp#S>vZ98 z`r6Njmc5laT ziCieL`Gt~&_AqvLyD=1E#wBudYUamo;Tym6oIM>9ihHwhiiOH75|4P;FOweYwgoCU zBr7t^s_Qj7SA3Cr?v8VCzUdMC_fipR*M7_G{`(sP=etJ5tU3?k&!&X1ov!=ISt0%M ztu;=1NyqQ*O5|Jpu$WZYy;gW)s!znP_wsUVnQ-4oAqDj(hA?FZWohm#N~!qL+!NT& z`#dAa@7cE5=ityYWzqAB-MKhQDw@qEOJyM|VqS5-^ZgUubPShtL{{cI>W)%mA&M^c z&1X7A#zto#+3l?8mMfjGe+1Iv2ZbE8Yi<|N8~w8!EV~a#iiTM9#(nFkK6Ryt?u2U* z7k^!h^_ujOmfv05%WjpYCs0tG5$sZFtE%md3y@N4ME5e!S^kqOC;yVV*XM9SPF_*< z?oAV`~O`f*%=| zGh{>Agk`AzdWVn&KJy+Pz8CTpe8{>iD4=Y{VO%41d84IdN++<+*MI9iymP6QPK;8t zN9p6^Z_doh77E!%sLixV*PFg`^h1*931w`C9TeD4r0+lUbc{NTBsfLa)z%#P$n?ph zwNV}vl9g9Sb&glj*)xA8r%E&dK6>whO_(&}YnFz$s~oyl@WHP5hk|m?WvjB}{6gb8 zKchmY6&qdT?)ch0_ua>on4ghUbICRXcnBgrTX(&hvHGNFzn;XyY&GefYd!w&w~sT# zc8+782Uhf5o#_X6KsN%TKxfAMDjhE+W1uf)W+D3Cw>HVwBjI9q1`sMx?+vCnD72}S zKK&|W+k1kJ`RWNC{7^{A!F^d9M_mejtuiF zwH@u5W8C6M2GDBJy_hWk8DO`EoB80|h%nUB$edq|hF>^|B=fOfL$j)AL|Uy696P9Y zttz0~jV3Erf*73fV_4+SoI`(e3C7XGWMKaLLmxqG`M$;lq3rpd8m?G;lK2X=5m@X8gLuUv6eV7m5T=01-nG0;casA=!fOx<>>^v@mxN%>IR)a#4m=2YJXzj zB7%)iG_1}Kw9FqkurtLRa~m?dZ^2Ad;CAw>Dp(@6$Dl6A4TSvwYu`)cW|2{e47%bEZn*Rew*&T4&j6yDz=Q?V+FJ9a!uv zrO&5OT7Egew;VSy6e`g%^D-x{mP_}gxBP3kUoK zwP*4#XR_&+y*zbBQK5Kt3VyOD=|w5+5vS~L%mK4s$3>ef%t>g*{(Ffe-Sj#`+)H9a zlt6XIIPBi2w7KlIIvu~gAE>0^F|RU6ffvdqYrQvwvo_x6cE3MD@T{3}>^d5(#I0x( zasDk+n_m&{@fEndGFPHyuZNO5A((!(Gf*RSoTu^T z{q|bKe)TVj4Iy=79hz*GDnD|agr+6+`#Me09g*e!DQE?svNz9HbV#F(K3YZYaqrLf zy0O-m6HQKpU$T8X-HKr?x1KMcz00fDiJ8F*j^*AcK|~_RYeyipLfsp2J~l1XNtnSi zo6?k7x?TB+2SI7fBn8Z~jcWq9OxKAQm$xflbpigZs?;dKlkoak;vrsluCDbvw}%p6 z&g?w;Yd+xCGb>qHmDsg+yL#W5-xL##S7h6}7rus_NKQ1J`IX+~5#tWa+qP{w(9mngHA<^(m6m1}cxg};-QY>zB;Ul?u zgS2!Xu|ar}&z<}1;;d}CL)#FAw|GN` z?rt{8WBh zZ#eio_FBE47H|R9i&6k%=rIgtdTp?YjkNl1IOgU;W4%2?IE|=;psL#JUC$*2gp2dO zDM&AD^UJo-_|c0Z9ZezOxLq!NyA4U)elnSu?MCC(j=#)@#a`=ghMRu<`JmfMb4ahb z$3?Z^LFU79LyPbTQP+EEv&fOGeZtR-G|=slxD9y;di67tb(sxA4T`K?@teowH=oAq z=d)RH#!=QP!iW`V`suBKDi`t}QEEIeK}-@~CpTXZ`mn^GIr^`8xp+>mVX=4#ZYJW% zij4phOU>{ioSmVqr*i6-g4qndHh201!GDQJ&Q+e4k7B#N6qRoIEuDZ&=VzGCM#}+> zwBc-5v7gBVVaxidr<_wOP8n8rbs7!w*=W4(pkfTDy&{lW$#@-i}`AxFy2&KAj zV6xcjVxT4;?x;ZMX$Rj9@~!!$z}WN~=7&Ds*i^Kzo25-CK_>e@v@xjtX#t-2Ga#{E+Z6%wa37Cz^h>5GZ3SfofcS~-+%ShS`v0&%(iqdk(-Pt(rN|W8X z^75QLa8I+1mh21-p`8nVSWy~&AH)+ZR@=&tcdfkCn|b{+@%WMcy~f=055ur%Ja-62e*@1p^L@_gX$F zJt|`ypogr=-ApiePuW&Qr_<+#-enIwR#LCZsxR4*(HwsFrs&QW5!QzTTt5PrSBKHA_!^_=CBl`Q-C6UG_
CF8r zDja@vmvmPWJl|hOiR1YsdYBQD+T`v$$27Ao@1@<~4mDeH20TB;b)x9d&V5B^dA0)O z32Q1T?d|M1>aS2oah38S*`|?~O^Y2htCHBn-FjK?>L9=hQtLDF@mtrwLe6GR)zp~3 z3sgmiJ2+EE=qzg#E){TzX_@S?CamDLX8tR3q35H`&$wkSopM`yaGp6fALf#~+FA8%GvU-Jxpu8QLGo9kkg{Q9S9_ivh4vTsZ}TpWz-t7o;-n zI&(hxqYO(09=)5o}TIUc&BaJEOI+`>bex z*EkbXXmkVc8SHD=^+PH>pKtm5mUy}tkfAMgWC^|dLzRBva&>!@6f*xpXhYr3&hp~4 z=5Ys4GH)=;%(fxj8t>2YwmN1>;()~Svebk|QX#-*xel-}ZcY3F284;q>-ZL!`T@wi zypsoz7GI7DX$j>mqN0YnJU?eh61jJhF#~MP64r^WCXZ= zRn)4e2Rm+6v#Zo(7;jyWsoz&*l$Mdbn9ICf52L;8tduh_E3HAk3Z1NN3GDbm(R%fg z0_R*PhxVEfYz*%x8etAukOGRGIdTxBF*yp6PSHqqFsT{XN?O`da1sj^sWkbBv1T`$0D{Uy9P(4_O0sL?91K*)x0Qc)kmeeS1jxwJ#MPzJ172H54`&|wXCAH(|GXKeEU$R++s91X(jFH=g`jOZ?N^^R#<6i0Cm&Zl9rnUW zsbqENJtMHKU1-7N24Ul^^SM~v>lx=};EYC~3A3mT9{;cpL@OahROVn#W^@%&bV0tp zV(BSe)~lHc$M7P>fyF?@wq;)4qUMGFj~?<)z7!_-XTS6;3G!_A7&G- zeF#}vax(p;N>6h@_t*vfG(e@9_E^UR`aGAF`gvFAxZ_;uu({VWvQ%fOw@Ooiqc&2! zO;mwiKyYwEz7G&Tv{zBcGDm$>fu6iMpEdw>7a0;**txR;DoNKN<%{iiZmyHuho9b5 zyPp?uY)A>J9I-u*lDqGv5A+FePeC5{EzpRp09vM0{+MFdP^sc>(_anudhyoznfgn@ znbhjvxz@y`{bO964>)weI-Xb;*kf=5evj^q}>LbiD_SbljX8m7L5089m^a?urU8w`s z!_G@ghTtN-L!*uoqK{eoQ-{^HCDq{O-8W7GQWmjjiv4D5PA1L_~UMS zZYXFxPT!Hc0}jZO$sF-|TD6UI`Npr2gnQtmwyEQl56j15w+HFqk&ev{SY9Egva=8w4}Pu53%7tT7aI;a*aawINM8< zWJsvNnFm#p0yIeSA7v-9>{z=jAL?=(5Ixr%(}N-20~N`fd+n3wo;4;Q2uLk>o%SP1 zkYnwuxpruzXE3qh=aSPjSLgQfLIl*WHApfvgsXYovh{pEmti+OeVnIe?ZH5I%j~V@ zC_K@U8dqCM)W++9hx3m^g)J}-dGs~PwCR7uWY`rOHJ; zIk4OyGjzZ*X@g0Xc#Q@OU%oJD{*37?Z$F+@3SR&UoVyzH!jZ=(jLnxns&lPkbAbFw zZ_&_{4~La-lUpSrlCz3X$BN}JI8_qNAljMNi z?+KQTRRM1P1alE{Y0f3%|0kN%C+I&kX$Q0Ue5Ffx3V+?pEw+^oe+HIQKLho-Vl;Vw z{q{6qKoXLa#c!ABA?WE~$eAkuJ1V4UJ}5&LhE@ww&uTz@Yka-O(1>}QW!j(kN?8nY zCt+rGF=(;pG4Q?jdT8x$Txp4cpqsj*`!`Tz@p)azYv*#RxtYW(m;WwSMe^Y$><98QVl0gu>l4YNn~#5sO66eLiq&f{|uEPL|) zPt@t#0suWoTZq*r;m*v|Lx}|?sx_tNW=x%spO%sh!*2l!+hdFNqVoXd4e(04T}bQ; zMG{ZH4otmX;yr|8LmA{hS+T9nnmZndh)S$IO9@!Bg``BsBY{LVo~(_?+#qL=TRrDL zbYio{1#=!?*+pF_T;Nt}Z-nn6J@11wnOY$3kn3M}kP4bgOE9_{#nwZbj^98(BoLXB z60}&cj~e;B=YI@*Crq|@7=k5XDJ@06MFY%e@XY^iWl((?BukONmmpdhsJ%w^6l&iB z>iBHmG{2M8R+0agG!ieQo+|r4~d9yPFUk$B<;cG}v8Xh(0z4ksXQR>cWX= z{?FlP1r9$~sjJh_7M!RFJkG&>i{-4BLt%ymWIsfJq%h0Hza?P#%DfdOe!V-65mW^I zS{hK#h&l;WL;Dg)j<{NHJ(UH^ubI}N7NQn;1ffw}Zff2Wj&7L`m@y5f>;ahkor3yK zgHHNz55D^ZL$jS1XU8BjlUom}_2r!mGNC2jbHKo&xEPrt_PU}HV{${XtqeSgDsX!_ zdcT$X26iUc zm0bVOc3;Wqvtm>j(qdUvfj56TsOcM+meLiG?$VO;T5-jp4y}-M6jCw|1`|=V-pp+2 z&shM-rr&EZPdQ%H@T1>bAg%#rn15}3`VdXQuAdn3ChtBur2Rt75qRE^gw-jixy{6# zKIb(<2NsERfS1n`-KcBPd;a+rk;&C$XPF5Tr z55kwtgOu#(gfa7>(;$89K`;o9O&dE>F8xYnWaD*)!s^KnM&tTW{UtmDsU z506{!jQPkI;94qQ#GO%VJLDKSL}aTkd1!<#fThKDZlG5}7pTO9vgl{>_khW`^!2oy z(@<0U@Dkf&jNGThkeyTvFSB5(01&5Iwk^T8mkwA87I9JMxN>?c+zsj0C4VwfSgAby z6?zaFP-QSQ0I=i+w7alT#Z`B88BJ-Ow*CBZDwiyrC}P5$2Lruo8LpW_1HCx-Yp-QKd7gFCBbr3dl=7QVT-Ceyc( zII{>jbzcVz?DkTU0B`<==)tD!D^?&@EyYT;9Cs>|U12Bd-g2-omXwh^$Y4ePx`b=0 zry{z%=!t&gfCIhtSC58v0`?HfawymH!l7qnsJTpW2i`AVSi>nYP4jC`rh-XqG|vYh z)20@<6h6tba6>3G9-{ri)3EMwES+SW3-HZ8^Mo&%yQf%@%GPOvOqx|?5dfhu_TxffF60a`?GfGp|hXeagZ3094+ z9dBB9B+lx2j%}AVklkA2`7H#i7@^y6x4s3&dd?jSh=wtheQ*DvG|}qQeF;c|k2EEK zN&uI>{0#xrcOy_yX(`1W4)Ayaq+G@of{pfdz@uG>*fdyauE^l^H}9kk;7$W<0wPhm z54sE2xPu|uRq*H#nM~XCN|DL$_lW7aY$c%RbTx|ic!o!)Z^=Uq^eFaPn$&D7ba?h=Ll^!aI z9wX5)c`2XlWP1KRVxjJq;Ch0{yO2ao(cx@Z%pJonNI!qob+9Quad@%tgS*GAf$-!$ zfr9H=ygD_k6{T*e!hjBWr~oT9n*79kP_S)M|U%lTm?OyHd_6>`0o^>=<9ASVA+Lan+Qk>uJRev|FKV2`Q_U9c>!Ekx@A-?HZ*6ezk!b3KBKOmYWu z61p;x9s~f4`>!uWf>3(<1~-EqJsi@~r62kc2Q4Wj$$4l5-9*oZ{#l7-aBoNF#nPdI z8))pGvF>ZXij0fHcYg#RRd6v;&-NrfGjzLelbGUem+{cy5xeL2WPDkB0!)t0ubc+j z5y}&3eQ1YNAP)HeqbPkx8Cb~KvUVGSR9_!`o63&UAj<_(DIMXZSMNi90xg6tIBU~8 z5#@{|znBSAai?nzxk-AmYuQdhE=n6OzdGa@#&|%~_N8M>EQ&ZNO2IlY33Jw4>(V=t zO%8=x4mEpTxOaD0)3MW$6f1mEnuFD6UtOW47`w&rEG|~JYE(jGCpSUY>pVr5$vmBw zW@OaVR7h7pRV8m?1l8z56oZGZoJ${OmK-uEQ>~BN@ z(E=!vTE9m$jOoU9w+IEjbcarm~@T=;O8Y)8)dzbv)J?M^$98s@-mXW$6 ztmHYLJ|LA1EXDOF+G}$+@3bwXneZTfSglp3lQ1)a%&yLlC zr9Fi>(QFX#$1PrU#(y2iujUmO)HvE&-pG#rvfy*uf1g+`H84yV(>LF};ZXK4UTPx- zS`!E>jTLKUxN|6L2uXqufJdGs9e=qh^Umdn!*n};Rz}Vq*DC!^Pon`+R}k|hMa#8i zKWCoCHwTFZYD=eSB(2MbX)tBbm9y>>k{EU@G9qO%22P4Tsg3FoG3Fb62_{p1Q`~>O z1~rIz3n>uT9lrCE9Z+geNY=hiclBwFTVj9WSAgGfG$orHvD%vaS07PxFTt2#l^w-7 z_sA83-M}x^ynnxxo?!vS^1;3}@lxeW2v2rFC6MrNn-w$zI~-OwewbG_&zhQQ5VE{3 zMF8IV8~2#EVrM~~=o)kku8G@+MUHgBm-`lkScMczC--kj4xbwQa^Ha+Bewxq0lUW`9lw?g|6;m* zhRY=#ilAHcbGbe27)-zEbvdZp9=CjN4+?na={0v>&mMI;RKe0~sNgb$?DE+O7PVM7 z=a-;U8wH>qIw5AiAvgd`~N}OdxtfZ zeNn@Vy@8C1Gy#>Oh=6nf0TqxUMWur@5s|LaYa9#M0O<(Qq}R}q8W9EQy@n7G=>((& zNPv9%0#5mT&-?!K=9y>4iIALo?m2s}z1G_2!hu;k;nD2L@g1vF28Q9fU4TX8sVQ^!XE9c!D()W_K`wTf>wDUl4niiCM)w)AsR5f?M>-e;6Bq44-Dsl62sbg zd{VBDJC(_Ecp|g>T}iRgHyX8KmIN8si*e+D!`4K`WZ;24x#CfCBUd`SS`fbheWvOM z0ph^R9%Ytn0#I)T_%DoU+nXiM9ZZpJGYls2I`sHf@5i&=D>|lnV~|RFdPZ2mGojnf z#s|y4v(;4-NVV~Aa~jEPeY9oJrRQU9jJmKK?laNFGxPf8mrW=|MfI!(zkCIL!4YuX z1=@zUf31t$8UOU6Qi_Ud4KdxSm=BS%c=T~ZbW0(Hf}^$Vej?WBZ}_0F_16K`~`ATfL2h*-*l z&QOf`>9#Q1hz9Zu*?6Pe*DoGH$B%6p#M!Pi)IUJz@(Z_mH$7)RahvWmx~WZf8t@S@ z{NGp2+x=pe=^a$GlB^%Sd``u?gU<+7@7OYd714g~&x5PPJ-P=sEzl%s zG5U;8?u2;T2@hDXLmvxc@+nzU+QnPQ{K=I^(pUe7rMM{`*{)+u_7)MlV{nND>)Nlg z^|e4{%hV+M3x?XRXLiqi8$kkX1Rr$Oyn9?RdpRNPywhUN$%Fz0;acye`@V^@M~9|v zD>y}Y4JqbTZlPG(L(q?tcc0C0V!rLq)`~A3xqc~Lemat(6?W&MgvoZyr?>AA)yYSQ zJ_lPR#yvN^!lt8J%KK=#7!Y3(M6t*)8^26Fg( zL4iJ#!r4r_>zkwAwIz=J>|ZWPd$U>SA#cw$3y_$=IC&lPk<$_vb!NU;Cp8>N2ixT0 z-TYeX)9zrl5-F?^qfxI@gR+mkR-F;4x(yGCJ~>V20cJ-;vj-_LVp6nQw=Zn-oA&M5 zWUV&;4F1FVfKmQj$!B)yUwym$CX|smNimD zbHV#?4poM!&eS1U#F2MV8j31SXISA4@1tvfzAn}kde1I=x0T9Im1U$@ddG+zar}Ev zthU{<~U+mLLx$C%X4+s_Q?6pHI_n|n#UqRP3 zYU^uWkQFJkFI2Y&-oW}0()Xq^rdHlP-&>ji^#W3#q?KQgF$k_rIu~zm@5dx9=apT0 zE69;FEhgbc%H)`6l9{;y9EaR6^|38DL`$vMte}Yav66K_b8r(M-Wh}HA)$mghGu|Z zO`>Kat(>+f<3L;m2#F`O+KZdM3Esa7??4VEgnn;X0p4Ac_*!0C26G!ERm94mW=!}9 z3v#B?Nnf$9W@BpD1F$8|VTz+EM*Ip=&5;pHh(6?jmJtco09oc(Q5DQu&0hD(ydLSI zwDZg(LV*;x?**1qF^@5Cc%Y&V^03p?_Q~&XE9=N5s3Z~#6E3$@0c9qc$gzGu)nI!m zQT>v#-^rboK0sI&#BpVpS!sy=vjuul8n832i0p%@KWS`s{y&(bybW>^s; zy?vqMO}lNqm~`Uy)I5GKKlL$4@C@SWG8~%d;f?%qB@}Odvm#j!Nxz>u^zqA~F zpSHP|p4ZqS!j5^7r?c2dAy~0+E6lBdU9;#SpnFhkg`sjxb0iSs!n{b&51hgft<95#!_sVP7-P#EOi0uVVHH>Ei^~dD>uCr{y8o5Mg{Cbz|Yy8%0O? z0MO4x#Sv^f*MK}e5 zxE9)1`+u2!8IFJ&&(ytol*Kzm(*NyD6YRB8)(F+iS2*lbdLa5O>x!oD$Qx{KqLU02 z(==3b@Q_FTrNJ;S0=p#)w;zQI`uUrY=xz*5>P>M;8#fG1<>>w8fvOi%BSbbJ?91z9{e)MqLibf}^6o%j_f%-&t=ISbVdpO|f58c2*x(md`&UM-7@ z6iVhhLAtU9z=B=8_>m03XdHZu1s|#9kH} zs$E}kuC1D*ib{p2f@XN3GK9E0L|%mjE|pU@xad_GDq)wA+?@q%2w?bh7ZJuEJdG_h z_d}LVpYDyQ@9$?PZ#mKfBd2riiw=4uNh zgmLb1A%3j`UsP-zek0R;SXSf79GDb-I(Ps!L%LCYzT7oFe5}9?9DFM5qs0|h+v$Nv z92w!@24Dt+%xwGAdHm}50FeQxuHWrr6LRgga_o<~ct3S4 z%ML2Xy4W5HDmkx=Z6lOA&=Ivs&>~0&%p5mcWGq?V)G0TFjWT*;Rz47UfU90Yvev4E z|C^bHj{@Auc|}gwBs1=ywb}7bk5_`@}1j^SSJLfD=ww6ZlFQ`o$ZfL)a8Wj`3BxL)a|LyZwr1yY` z{`A!;xTy$FWgd>Ya(sW_#iHCeFg~Qz&H7g4iTO&;roqdL3U5Y@T-U&9{J`8s+fq5sHY8HubK z*N`F^OpW*fE zggi!ng;Y@LO~P`2FXppB3#P9(eHPrhL7;6!);C9EXq(@bPhN~9?<{WFXSM2KC*o~c zWNQ&^8RO3`eC%hk8_qamJ$+^HMP+0sc6_Zes3ME@r5SV66REvV-Gr`|_xv;42x$X0 zm*jbvZ7_S5DEE{f)eQ0mWQ925MgcN|uqXX}tBpv`c^vOI{$L@)_o_sX~Ci2z%M-<_s2vpx+v*;Jx9v!ogI&j3?Qa4?S9Z_vBF*CiVNIS|k6GFz1o?zQAk!mX zRS4REpoW5_3B}u|g_$V;{PsHJ$`k!71(p>os4?hF`XAbgJGCm{^q(H3LVd?vfc*j> zJo%TK5cQJ5tW`UGp|K?-7azQkBp=(08ef6y{cRq4TGqS= zTU~|6%`;mC7$t6HGZNk|uG5%WcvexCgRtU_=RZsdIPwbbv0i9i1dPQ=OP2Wj_56$fIR4?cq z6@jib)Qrg-O8_qlDHzzsH|zz7HLrS6#P2p*n&Hf&me*I7&p?F<8iyj8MtD#3dp2b_ zaK}6A{x-~i^3(H^Z#21y{V@e;=PLCZZn97@hp($HrIrLOQo^f93$a;=t0UeBqY}&K ziYKtH@_#2|S}ddicR~s3<`&#LgH|F{=@tpA!}i|ix>07=tjb*ur`c?s3osXXLkdiz z-vodsLi+!`^Ct;$M;nr^+gHy-?34Bw-PMsgAHERcgO=cp;n?n30qVl$TLU8+m<|#!7)69k z(I*k)HYz?2{t2%37C?7q59#UexKcLfKvDe!aF;H3Z~!s~Cu@(MS% z=EnV|1}N-C$a7Oeh|&mF1|K_f>zc2qG%ktoT#^U}Cp?kP)?;jbOJwgYJ>c}NK@Yc8 zUj6d<>3Q-pj7NVX$t;K6SMDiP2NnL>H(_Je4c`iFEiS%B&GtcB$B`|!% z_rj?PZ=r$H4{e6&oDOcUSE?s-VC7Ra2cL@Vi(R??TQoxsbi7_ZHYe&XD-00TTDg&b z8$Eln{2W1743ywG>o)!_Ai?40JFi2z8)2k(sV7;Hc4~VaN+MbBq_$^y2Z`g6J$tJ{ zJ}hbAJD{NqtN^huSKH1VsTDQ4SsWcDJjT}{^Lt1?kYxwCk=h*ATMjqV7s0J5{>1m@ z{o$3jLnlllW>!X2%dxOqLZvR)CsPOR3NW)~nG|(xwm#DjX?*)tv`|nGc};>}??Trv z?RzI_x7OF=Xy6!rRbj!Jbfmouz%Doob0_3u{f2zvWt{vHSv z)kt$fy44P5%W_am5xk&^Hh=SMzgg4ao?R`&LXf07wiYpB0R@%8h6W-qX- z)pa7P5wcjuRyvpwc?Z5wRdDIZOI-RwyLER@M#5=2cHIBb)b_##)QX6;J)4o{GzDzD z5g?@52k5HvWlz-fu3#XOzC!S;zqpzDgP zR^gwWa5>L{%|6gmc}@R(r>$^b?t~Mv==u@IVi}uPGB_3sC_As_rZht~IGt(6#yb9V z<+4s2csL*5FLc0Ubhw4_HX)ryg#kV^uCiMNh+MuAwBGBE{C&`k!J}X7uScyC&2D%g z;*(cFf;KcDE|tarBiL2BQ`P4#pa2(g#*wkc_a?f=QQ++AclnM6`+X(R{IHvw`5iFy z@Pf+%u(eIL{@gM)eA@gf6j5N1M!a3=QnY!M%w=br)ekle13ZOh5EOrCGqk%7F_~!OmH#1)uJ{HkCVSYFf8iQq<i*q`T^VL(5MGrX7>0nbVcT zlFtd88chFX!v1En_PxvjjRJ<7_^gl1uejt9t{3K7S?U*kCw$#wo-NNzL+#Z#PC& zWA7%47m(`qI)1+qZCtnNTw3(kf$kEYC>9bxBS+qb*P@KlW|@t#@opVw47R*oCuu1c z>~p(Lo&3g?m~#KB`>O-Tby@aL`{!=zA}{VrWzkUW3;puUHT0M}<*V&d;4rJP!Pvg#NJ!$YSdwmOo<25`?)AtEzqvBd{jisJ zE!?i=Z6_l`VTql|5XG%6-ygbn*yHb<3K8?!9-gs;>&(%SiOaDq9jHuv`_KWxbvX5X zgmj9fo9-w}(v#i!!q$`Mg7pP-!5vl06oN&fxUg5fq92>cKn4d1{@QWs%T4#8!T_n7 zsNi>*#&}URJ;nryEdCSMQn)7amjdpuVwdPsSiE|j`j-0n8lp1fF_n6?(H6qf{eKzZ$6tLj?aB4c z_RZY~3^n6>Ctp=_|1YM;<+jJ_3XM{qM$@gQRLy1ge$}G|)t=b4Q6swIFFjp4?P+`T z=#S6{T6-skU%}C}tfj|mP6OP!yMm9}FxKdM?;DeQa;xT}`s9JE&dVl)eZ=RclI%_K zu<%}g_#5vaqlZ`NnV^Ng_TAL4#E+Rt<8-pLnClOjyQnkMXTII~fq(w(I$@Qulj@{6 zv!VV+n*_mj>2_R4%|y5*X8ggDhmJ~Pj?7Yy-@p!NHMQRFA{b?&Ti=H%(VBH zbRtc=5yW+|`qKC0f_{*eyPRZCyn5+BUou!q+EeX(=W4knn?=I)y)<1DzuJN&dK_~L zaq&-oJR!=3O!m98NV@g6UbAX9`AR*W@@KUV$`Rwxm*7HB?oJ&+`riCHi5+@X5v>w^Bp_>BQ-(j^_hc` z%ciNijP@7C0&W;#Z(xeC7#Y%%-(*fpg`14h%viHYOUqvmL`xl4#<`=V9kL76VbOHw zSnuV|Mj2E4&(6BU7MYKgh zjI~1>WVUQ^OqPj%Z1W_G;Dg6|YKX5R-1bnJWU--Es&4ltD6H(mhDiz8>D&bVyD@W9t%3(0&|P! zzLggil8oQ`@zGV}bq(WNJy<=`s+|wS>W*uv46$DSi&(~As?4@0Ds*m-^~S!DLh2=t zvMl0kfK$WlP3@Yq=w*D_gz=#TV+i9$u7qJV@^avSBroGrmRgIDz|mhB)RHYtLnl0{ zj?Z8?oteq;@pG80{u{}#H#8SlY?|InbfZQ2jYvj8V?UFKuZnw8T|N9D zLj0Q8&)s|t4vN@NMF$_z$>i?xkfa%3#?;M;|B(#K;pP6hM? zH!NEZ<@re$o>}eYhk)p=@^Pw>KYNLXpBQ<$pFRQ^cqTBK}nEl05( zDlerbN8K$+qi>aee0^+Tt#rb=>-wyttI>@1Ar^_V&BGhK>VXgGtzRn~6yqsXN7DpH zPfjvR94M3JRnM7tp=Fl#TxNYHBYV)dGVh!b#3W#c{o3aM*7BqR8|mn&*Z z@`co;j59@ej{B|&xmnbqcQ2eN+8|FQsKrv63t&6<*_olAYc0HDsi{2Hzp;M_|FLL| zFg3kKuaZ$szJ=oO-g7AVf#2|hO7&{-vEqFrD|4MLwk_3$xF96POUE9h`m`~?Ikx
Hr%cs%n=ZMi9qcA>!E;;S+Y7~0wlN)cF~#~@5EkjFUgsmJhit@BKM}> zcOyq|u!umCKxOJ`qz6``g_?H8mlh4V+VAZkwqV*}(-at`gl(|MxVu_6LSSdP1lNC!hlV2?ioEvbg${OZz<~Ps#tbb zwSqd+k9pyMGO`U}r7DIx;xQnYr87 zvWmp4cMGF-QkD8195YPLlWtqvvcXeb{t4Lh#RdOf2FNG+sFg!w2Xd%d4MW0amnFpI zf*?4DgbFCL`<_W356$v1)3H6+*&&w`F@ClwN?Omd+UJ}kWp}mp>}>y3u8idMaYmSUogK+tX54SRm$h^V zvSl@8j!I#pDp5a)QXPUQ6{cV-{dK;S5W)~^+M>c^7T57MgmvU#p=JZ=El^>ZflR2?|G(ET1 z2wOQbeqz8&G&p-8vG1lamViVYBv5-X&4?QxAgrv~P)=1lLz-eCx-=9|!_z9y{3B0!t#RQLOphNT^y@m)J87F1Qc~ehoLmg5RB(XLcjFuIu-5 z5*6R+Bz|Kd2e!*pY2NzyvBTlx5ejeeJRqE6GImMGB+V^k&ePxg zPP9&wShIJ;ZrKafV^r-73BSh{B9H(l4eYAMhO?5!hC;o9wSy+-7D9549|*h){uA4^Uf55nVCM)#IgNDm&+t}MQOfZhX#0n8;53Q%glvtm$UbgWKfy|)L2 z<&-7Q4egeuzj96!6(jzAp}Gkg71vcZMyRV*%xl$RoXhN8NQcIiQfnT5tc|C0@J_8& zpCd+o+OdnuQ6`*!YHdOz`Nv>S?`+xjV@MrkkS0x&_=g>{g6qDm?zR~M+)j`VV|C0L z>lw_IFVAuIiKMIZ$M(N|>3<8>lTRK3jApRjp?LC4d0k4;OpIuAPK9-VTd1IVOkFH< zcj9>$o_u#@-Gk2+8Lr=2AxlM^PC8scw|@?zlA<7-Mp#}^GesAeWzywQHa^#9bf!`H z7J$^W>Ca!UR~<_0D*X}dLwMhKw?QX`_+_$0oL2h_>;460j(~MVIA?dh5bY)2GqcFp z8hyim_(6ay&*<8XfLJ1h|LBC+fgMztE~AO7*Q$`i4L^O4KfZOE4;9r4aE4S==R+K; zbvsb|qG4G;{Yz~=tU$e-kxkrxHeSt{MdoFudb3m0MF>Jjx+xU8(7odN3(!fq zgq``uq3cKFA)QcTo9M3wpXfD8e8ZVRl43xv&%D?b%Ot)gq0v{e5E%8IUvFWMI9B8P zAT`7Of?oyHg3Z-~fmP`x;tZb|JrWyv0wsv-NvJ1vv6anDYGO9C;`cYodst+47SX3a zJTdd|{@3?x{&PZizf)B^&k>n;`TOsZDA1X#e3 zK$f=$j@CCyN-|uuvHVt#SZ%Z&@sR(|FICBT`C}Lnn^Whqt7Gs zJxpk0EyBy30%mTrx^(ZuK8h2v_IAwa`FE#4t zT6`Ki@4n3kMNv`x!gXmQ=UUP7`3A%Yhq?v-`l&{#?1`u!;4FG}i%cBIN_1a;gZJfm zANL4~1fpj?_F3xjx|dIR^_H|J-OcI_I8VuzePvENy=p>0IAl)a6-r=asTqgf;-KJYgb;r^lz_`Io~Q3P;uAYw#!ElL7uSEa4uu25F(Fs z7X3j*bjY3ysg%ObICuoGG6i`)75QVkZjjzQO4X5hERv6@$RWRDJ-fj$NM+&qb?=_N zX#hdXh}si{S!G&AjC~n>f?+!>ilqw-%A*VE)tue!6+R57H0$kk47?fGL;4B;K_0jdW$3uVFZ2;K|7c1A$eqX5W^&oq_K?T*4*q3 zJUK9Y0aEov6#z{ZQ*3RdVwd|cC&lCt9SN<n8(wF9*mgd}@RVLvrkH>F+ z99=8AD&-A131HcEU=rdCJu)s0Dry-`bi%z%3|$oxwkQ33`*kPPi}N~^%6--p6IPq|^)qg;FvL61y7Om=%w zjdQ^Pd+}3tD@i_yZ#0)?SV&k4tgx_C0cp{JqQ|;5(J$og!h=mr;*BcE5%qkcD1g2= zjgvgX63m8I-XuEEW5|P=Vec<~tTvPGJG%NZ>tML8u+7-L6l=Y~+X4GS0_)YxxNjjN zK5p*;l#@@vM)v%mzub)Wv%{julBl&?cH`_EXPfOC5{ff??s3A$tl7Th)m$)OuIK9K zHI;_$jNIjlGNLRYN>n&y;No!p+&ugneFj-@>TYd0(1W3mJU&CxCX)>_*#%m`aM&MPwQqF%E=EJdGPbIfR$qLRI42|_ zqJ#_=s`>c$0@PGEo!N2kNftU=r_Cpi0i~plG-rRhT9J?~5Go=fs!OZ1{M{~T9Kh_V zmJU#i$$5W0j5i2%!OkdGJ45Lt&{p$v4LHb-hcid$*yRl?+%i)*ICW`X&Q4znJN+C- zYPFjya#|TzLVlV(G2;bx6@t+Kr%&nBuu1O1Qog~obBxaCzc%J#aMC;bl|I&*ejM}U z7OZW_D=!HvI!v_>J5$jZU_ZN{n1{$sN`T740^ii!kR2Yt_Nj#X4s0Hj(fas`tg5+%8f*T^pcymBm79r6tEZc+sQ?57>~MzqnNnW% z@4c7$^2`F#Y})eXTx+nW22X!drbE|G}@n{IKjqK^MSu~ z*y7WJ17k?&w^)PJ@35LDjiRWE2Y6@Yr}$4*hf_2x)K`gO+uHpLxh){{%ye{DT@6XX zu(Z|YiZJeJSz;%i&MqjwZN!OXv!-jVQ*n+`JbDPK8~1_-`SF>+=0f5r!{H5sTB=c= zeJKkE!v)wIy+&={Lm56QwMZYTLyEEKN2A@61}52Sy|QcV%(x)~v-R^L6x|3Mksp6v zOcFP|c53%nzy8wTOnn$%ouCc9J^H3)iAx5PB+!CJ1$80ECSOL6-IMf}Dr@2yx+hQB zHD!PMW8Z{O9PSxxS%+r(KP`uAffPjGN`En=Bw(GECMqXs6?RkYE2>w&zSN{+Tx4f# zBavduObMUFY(zc3xt-nq+B`()p!{+`kBGodu+s1wcjN1?XYEgAR#bVR(>9z>Z4MAz zYGv_tbT-X|l~wor2i4>+6$+1L54pc@5B;)+)bJzAc=4~p0zmJo@EE&$c-zALp903n zgDsQIhvt<~Xco#tA*D7nY_?~GO!?`u!yL*Xq{zr~`YP$ACY{%zd!T5h-`5%XNQ;aP zQ|8PyRzDcy2ZkP2eJs+hC@#yxp26KeXYkR+Eal}3hvWE+Htp2uUDhM!> zF||hR<-Qv~G~fX6DNVu#o-`SJSYr+A>=FVdss3X^8|=F|`{l8QFPfbFz6sRCp9E znI)xl#-PDpMA+JPE@hJ5Nl(YvDb$@f9&b%r3X(SDS#SlAIkdHyF3oC?)ZE_I9R}S zoLGv)1XuM5S()9rKCwqM^qX6pW+26oO86+QdSj81)D*-zTr@L~K(T1Tx;x`UEAofq z4s6u&8bxkIZ^_GpMQLU`q=-10WCHJO%Ztv=>hU$F z(>Gd7*0w)q&)ZU`B6>pR;bLLr_&ui%BA@Zbm06T~suNjP77l&Zo+^E&D~tEkbJOKN zZm-e35@wbQAvGqjl3>%6% z1>M>fQP2P+$G+u@G-DSJjlIWfpRH|CC?j$MJ5bUb9mZ$ettI85EcKJ<(1=-YDPF`3 zuC+f{i)D>TxbkpaRRF&cK(XwV?rzOAl_gpI{Pl&Vg${ChL%36pXB2U^cak{r&}ASg zo?GmhcR=k`y-56w1+29|XFA^0}pS{|~hm)}x)d-h~(|*>@0cr#x## zfmywwU6ZP|j3{eBjEq;M7z<~$mlWNNRnM^0*6gx!vy@sgrWb8UF8>ssf#W|tjQx-Wel|@hGf(m(NMPY_~iVQN!}N!WZf_^9oSpM)sH~q4Wgv^ zZT3H4w4?#fx4V2IxI((-Pv!)mG&4*#zC7-yE(Em){)#ve@nrRA;k~bSfU;V%69cU^ z#W^G3#OyDpvNuU4lQUin*{(ai*hoUCUBjDUeG+cTlBJQo$9e*3ah`M$A(2@FgV8I#3uIDcp-LqN0j-s%%RO5L-*B z{jz4QkT~U2SNvT3_i16my2#+9D{!i^@O(B34-LVT)l2KO zBwiM-L%fDTNg-3dj{325W_4D$io?}^&Stc%2Ls`(so`?fgQj~jSW1MYsH14Ja-Lmf zXV_XbI-p+KMPF3rFDK^KS_cDrhv;Pf+-Ap)vT!Of0gavFJbg(F>o(nI%X+Bz0Z~1N zQu9365E6mbMZjK2AtB(63={O9M1WEfs+}$_(lKirV&d+Tt3SG}-$q3bj@WDNpeifz zT+O4I?uFArVkc+uhL6hBKl5L^KTrVZJwYKNVY~FcnxH`Dxa`P_K2Oq`+8wjdDx~eR zgKGQ>{VXO4%_HqV?vJLd?AlKfb%tV=xu}O1lOkeT1i2aEa)*AX%iO40n$4)1Tjw>d zqQ86>M2x9{)qBxWlq|JaDSKC2sF$eUyq*w#M~y7x$8SqK_0CvjIGNOvB|PdEG<@2* z1~Lokii0BXHH|3m>?Qo{23htvJTzbf`j_y98{|QZchxS0?TItEGXfmQX*u`qLn1M$ z!3}Po7yEsubgbtotEe=}r(Fk6%bo=!!>m2M`*HIZIR$PmiB~0?mr47O$)Ba|FBXHY z2btZ&(mIs#%@Rx22Txn`4H*}VZ0nTreGivf+$|q9uaoYtqbA#*->bH!Z;9>rI?DC> z_p!@VE#7NGv;A7-MrZsrojw{bQu%U?4WKJ?{V&LGa|6$G)IkoVqLO(zNuRObrCFyX zMu)LpVZGXsx>EYU1(es-DZn_DQSU`q@eYVC?7-c`xVY?w~$r^J$u$*fxF?+ELN$H zl`=OB8_ehFVMHI*Jk|J8V(H_gm1^@UTe8_TwMx}m>vKsB z;nX8L_ZVjcis7=a^l)C6a(_0p`LqTY&vgXVU*7cyhQqr|NvP~!%Jp`$_Q$eisj+2r zrPWjXGtTUPiGe$*)ZeJglWs5EGb!-e0=~v;p!erABc3iyJrB?}*I! zi?bTb%sFW>By8is$2?5_T~^&xm;yM_ePSF8S=tEGIlhhDD2+wd9> z+pNZX_})8A05PfU3t#=1Z}OlHo7d1}LJ)5A__$BgD??9Xj5$EI*?i%8w`e2Jo)mi- zT%bW537z3I`sF5akG|SRIi{5;h4YDC59c>v0rh_KRR)J~SCDTf81=|yw1{|h@ubI+ z1Lg`jqt+*kImmecH=6_x%FK^zD|GrCm^8am^j)h&@>uvLMGjAgFtD4FS zF~YEo;{+fKkn(N;;ieo^^G30~^~ys~dG_gfK!Q*X@;P)O4xmRVu7?FsZ>9K5=S2RP z!PNbi;@}@J6#EhnwPoy&naql(z5x@9?;O(8rA)2tA9$i5U3+FD^#u^-qKh8?@;-Rc z%=~r_EKEiElp1Z0YI^HfnC&YcPyR>pKkfF9bq1<8a#tkwLOIF|BCV{ z5uCH+6#45iBX_k^f4zKexBO7Fba8RP-hKKh5om?qa{PpFpO;%3R~B#Im{Yk2gN7a>QV}Dq~D-^1yhfBT&SFh zai#xrMHb0GCi?BUr_%1GQ6(T8lI@dU(sP2#p2~VYyHI408vc`cKQ~c zx6kgW-PJzGBIf68FaxV;6WU700%rIrP?v>`olX;&)-amTbly1V4$vftgLCDWJ)&?B zh)&nr!H430Df~v)rd9ZHH0%<&h{Fv;W>&AhjRu~K^S6uIaw^7q#0-w@&m5i7ebJeF zH0|N<$u~(V%4h+5SiyxcF0f?@a@6WT9UN_I%;4Q&B`#{)+p4DX(0&R?jw$d#2ynO| zT;1eHVQQ9RXOtwI=L>3wahxy4?s8er;l!eTJOEJ8fTqb94-Gg}_rv-+5i)aq#_oLW zibeml3V^KhGZpffa?=QqNe`i+{dk9M;4J0}{rl@=A9bKI^%8f0G4v03VlF>ka z{$pNmk46hUGm&CA#FeF&+uP|4Bn`Kby1MvT-3Odu$eyWS@#u6V8o+iLAj+mrZkqf* z&HN`cFo61+1pdHDA_9u(&PODj+PRk@Xq9u~w*c!TX&bx-t|fOaRJP@AS9PAxu&kFQ zuH61VYPxqJ-9WQpw&SiU zjrP`qi*@>?9MEnAD+6Yv$F@+l(HIerkIrEoL`0%ug0Ol|ToJ$I{7iH*%zgY?%ao|c z#UIKZh=Jg2L!HXZ1p$nd%a}H-aOD*!-ruO{gt`1n7Zv5KoZS{6$tg@9%K}e!E^Rv0 zOkDmGVmXwcCYgD#v_b@F`7WHk`t(t3|Flh#t4q;zui3eVim7|(08CIE>UDf(d3##> z{JPyTWj>?Yr;ETj0ZyL^yO!W(7lMclEF=#c1$Lo|7{dvWCUXqSE4Xr~r1oi5Y;LSx zmjC1xrCXY@M$!Z}1n#dMr8b8Jx2jnSGP##>V|Zdu(Tu1KKZx!NucpD?s8UC;_s+o* zDhWDGElp}V5LMI(CHZ$$(@e>glJ@fxD`hEuLN>Gg8s@!rDBDZXvFN{V!lr`pduxBP z2lD-0J(K|D63##$BKxt^2;!?H9eFOn2Ux_{#5%%Pto2VTE71^e$|V!QI5Di_VXLLt z1xEoJO17p*fbC1j2Hk(-UN0;708GokJOm=dJc;Cb+I^@+LcJUYB3_`t*J{aT96XK__X4L=W6zm=AE(GgGY=e& zR)NBSP)HDkhFt``{@y3qMcYq0*}TBZJwN#7F6q*+Nm-r)C3QX{d&3JY5Ly_pt~o5; zAzjJUR+c{&=Qgr7Ww9px-5m=CzWfT@lJr`qv|91 zZwuP6$vD;IL}#Lv#p=FB4SA>$ohU18l@;nL6$xQUz;#D7>+ zM#rg7%t(`r2amE?u;Y#Qw}OuB zkl6cAQl}1hb3*8}5-1mwrKkMkyaUG|od0UmknkG4Jw@-n{=vh#xA5t)9t?U%E)>BJtQ^l_19kDgFKg#U8$2&RDSVzd+ zdS6f3_UR3EEzK9Rq%ADB8sk@P096#}&%=FUQXo(UE<2v*jpgs{Ny}u+Mp#+iY3#?? zHfMh(J9#v&h~5rVEoGG#JwTFZ!ALd(!R&R=AGOHZO(TNBCoA4xo~OHBi2>Rv^K1x!7F3^o`%zz+`p68mvgS_!@bOSC8~W-RpiRf_xk~E!TQd+8wAslM1d_k;& z+F%BmSdu|IU=CDjZS5@D2`B=tAg~sI$Rc-%C$QFF)9)wsen#AZ8-hH*BNA|n{L$GV z1a%zm-v+W;86v#^wqKrWd>Cx+*FCMMrTd;k7AOT(|6i z{xjN50U^ClvoZqyzW1fCHlreGi5jP2ht9OIzx}46Z`{i3Kt6wSj2QX}exo=X^8U(g zwAiiSH)0od<-O2}1FKaU0L53f%TZQw0?*U8u=HsYvsw zFX0fkI(^UOCZ=dB&+|$D^77rcfEoTOr;rAFRgGM2_@pp}$dPtKM_UaIzBa2KX1M1X zM;u@Thxy-|x}N~!-ZDHe;nBfK{x+noL4T({#@UyE({&NcbOv{)>((C2=LOWb#G~?V>J4P5>nQbo6*vb1~j{g z#q>%{4A>UW+qPbxUhgU)8zz59FRI2DT(#939C&+)@ucSVVzWeCU8O$d7I-VwSBPWD z$ZIAREOhn1c1N&_UW1kaEr?JN{unrqIm@`_=e?9Eq(K29Rx*F$woC3Tdz0x|``G&f z+5pc%=!IX{g#MUb$WFJwV4USW{|BPp85tDDt3YD~u{VsP0;&@Y510>DtaV@nEjshf zO&_|dibA4afT~hsMy%(jkS_zD4Q0Z%;94w}ra0+(-XeJQ5&`2y)+i|7dIJ3kk0fhi z+$%p;yPJJTD6m_V>IWxt0YG{PDz0lg#Go1nADTAk(jA+=yz0KSp8&55{D-#)T=jqlQ$Q5ndOeN?yPGP;4<}`NTM_HH9EJUtx@sG%Ja7lB?Hvz| zwY>>|Frb<=JqPDCp*}6`NhfH0BHY-DYk^Q1?ox#n#QFTS2t1^eW;qHpe(sV=dDx}; zVPeJAT3b%K<>MM|;2=+Hgz5&grpW&B`=MTDk{v3!8*b5K%zr>3R_{UNmDPi|0VFY@ zKnewBw+QW5Tkvtu!%g^D!$E``)6jL-+tDJi7c8Lqjy+k?Gh+6nyAb=$5e7aTSr5Z` zg4b3HUNyj~)sQ5_9vaFDv+fOgHZ!Hnqg}&lgR@lGCNHT>TxO2fzjHLR`i8Z|=xRXp z{adh|uasyU{DLW9OG zD3H6F!CEDi%{Mp*F2Ihay?YO{9n`m}LTuq^u!;P}!1E?P97^>kJYX_=_`MAZI7Z0} z-?UJ>goq}SeE+2BvJ5bBNez{PI@{3^AX|l_ro!+H{M7jDNj?K-dT@EHRV?%rzeC~A zyPIe9*t-3gx%b$YvhwKDOUee2uu;cvzWTXURlgAC7-K*CiZzy?adqxfuQxnGQ9Iv$ z$kqUDi?i)Df?^@1>uVAZPf)Qs(QDx;&TiRI$Hw#aJ-C%EJaOdob*r&uoLjJZZ87HN zot~KV%d!Vvrb<_M_RByOw|Kvi7@$eL$E9bvx30sxYe~hsR^4x3kx31!3eNnW`(y!f zbA2D|3N+W${>>HlXW4NWNHSFSq(%QwA=KMc7z})T!-C4?(a%xN@oa z%EAv$94tg&xK_c=5 z;~S^WFvyhxtm9zR`3_dNeIzShh}S*}F`~vFe>$*0NO`t)jmG84pB@(k{!X?z-H^|< zE?~5SYZ9%XeQC&rZW|2xnv-$aPbwiGm>Ryg4{BDu)Pvrf%NpQofA{)8A-HgB0+_Oa zO^4<$Fy!c^sFf|6kMy|PPT6(Lx+CS(qF5qG)|zv~tFnE7-1Wik4TCsq+j|2T5Wk@% zXng8-$SEqsAY7fM{a{6h7wFLVQ~rD|U3J;XT4ko9wBpgD#jI$pPm z`PhAGB8C50hL!sLCALVmB;FCYVt>{Vqi6R>$);%Ny&mTTl7>(GO0&3x1&vwmiboX^vk+;t652pf_UZ zD^M+S2wx+-%x_D|AB(~bj<=l_f0&~lFnx%=tfo0)TLPf^WCXqd(z^Yl^QuKgpwA5} z&}aaFv%Q>qn&H_eTjv4@+X6u8z$-rz z40ggti&;X0qp>a2WEp^oO6`pcjl4Z9QeI9Xy4!GaTdAduzVGXoTWIBcQzVJUma>+i zhW^WOL_#H2@D}(~U7{8#fa$k!dzN=M zK$%Z_T04`3Odh2610H3DRbU>0t=FO%0}T;#?7rM!F$VH0Wl)Clj$>ka)gEbTQ)-W5 znSs4;gcG$&U*v{q4u#Jl6mTtBLWG})cjn-Z*8nLpXvGUj#4U|ao zPa?PvM{tr&!|D9Cm=~KCK9T)1&i;t&{a>#*o(W4Qs>>gD*>1p3G0jC_Ork6cjVgoyvK%c2rFL$uAaET(RaNa z@xA@p^u1-9D60x`MTYC_S)QPBcA5TZsiB9dyy-)L-PR$!+!T2vF9N(-xgMYYzS!*% zBD`s7Cb%z!xRr8(0Z+L>s${6Ed;iHM=h%#}`Av_0XXp1$p>}`ex%GDq7 zes+cl$dqTo*(SLT(=q@5!9wRbpY{Jo-FpB4A$(bgDO=uMX$(aV4rbQ%m6C^dc`SuTV=HC0=e|@j&)vNa&RWm9y z9ZuML?X}iE$0_5g9(B0HbwvvY+uL^%22CRbj=|a%DB7~r69hxL*5?h_nG8{^Up&IR5A!?r>QQW+zrBQWl7JEu5G5LJO* zQznwd)mm6YDsg;r(kHjys71odU(&=eIHgEGNSqJo4nc^Gw3#cC`lWi?@2y^dB!E2A zuA1ueXGJ*Q&y9Wk4-_C$8WpwBKhvwOuJYYN=g{Q@m;vQZ!JCJ2mZ!~j}(Go6N5rT3w^GTtFwQ(89x>y(Igit z4feO%DcBGh6OtA)%xL!wI>kyGq)D(V#+<(hQE%{HW{MI2j8mL3g5A+~EeD?mv;i62 z`a}(Dt~74~@h$b}GFOJB03a?+pAPgb6~%tA=31}2Lg7+UyE9bCyJw(&4ep9P-ZdzJ z0O6x{m-xcmJM18~BgGZ7u%?;f!^-KC50xj+~Z^8`XkCfWCdifSdr%ldE#$N_=zBBJXX9GddaD&uef8vgg9;bp*(XfkHGKu51-l~jV=s5bvj0Z{ z-0t%sUxr+ecCES#Z$M`km^xg zC}RKVxsUnXa}PMjpaINk3+dUn_qoC+dL~t)s>Aa4ux@>(_g3Q$%d@7L_oVhz-TFn9EL%CV#EWC|E{U-}A5iBUvp0Me ziLCix1_au0^_!zGO_}H4ri`|#&mb^^iGdG{3LjnIjnQUee-@g8X zuiyIl|GPTy`%GwvrxB|I1pwkWBF#e6iMHQ=ejYc_r5`Ro;Pmk zunhUk;7cuo-u3<;oVbN4%+H+!10GkLa&gXu%=bI8$!8LBmJ{ThjD~g{*?yk>vi0@X z$4`Hhx_xRFefTtM?^7p_vvXyhXWb<-((X1psbM?3RpVmEUE}_JR-|74o20ij!lxAe zO$Ycj?Ck%hFK>Nw&!K-4kG8(K(%(`YP99VSTM$HWrtB*)Q?58i42?8=wbZAu#Vq?AIke?UDe^w z^cQ~p3j86%@O!vCUjG=}tAu^HFUq1B4Cor{#C^r6nBZ%4N_kg|k(_8y_v1tRPGyXJFFJyj= z%u4caxYR)>X{_nkaCPBBR>{g@#dYYjNfq6gyjoo|-(gzeIbODpNS;{U7m~!qGo4t= z8f7{f_nYK~_k1w9gz)R1AN9ARC(s*n1x!w|aSfXdJLh!f^aM)Yg|d5ZR0WB2JX9ra z{7hs||1kW{u*nR6cy85rKz`%g>Mq*ye5^R?pOK)E`P(Pr@&4I|UJ^kxH_q2%fs_pY zI2{P5b^QKHVEVn9#5*@)9Lw&mEG$^XaIG$O!M{8s&-^;c10Mcp3?T95uSwB4H#~Ks zJ#mDL6WQyKhcUhG@jpF~GEFx+ro<}W5;Ts}*`V61Mza0uGyYznQgm_ymw5jWUCS-BvC+BFMN*e?kfc~c!t;L~ zcxq)n4{YU|Up<-A!`}SUfr=jMc6g_$vVAFwt40nVrmzcV7b@Pxg&+@_HyjT4?0iTm zw^`yQC5-^}~;|SFvhw4fCyyih?qm^iA-+ zPwfl7II9Q_{E@wzzxG_SV)A$K7d)8fe#O}oTj`t6wYt!CZ|*_gk$+BJp^>5cy>d?} zM)C8=vYmXg-xU5QU}5O5a`2z!A~ipD54m3IloOAatExQRR768>T7g;fm{)^E%sS;& zvp}4B|m+8XW)si=;KIG?YAJ-hI?nXI4KFKJl$dH^bZ8*!HKh;THnGw|o zf32NhKP1{=UKm$+)H!sSGiUS;QPvBHv3bI0;AvzsHy^t=iP@$j9GXGf#T zsN#9t4k)78Fp1%C<{ey;g^Uu$*JSSSLgfVC%LL^0;p@!i0+V@rMMc%d)FI8;f60uX`aV-|HBz zGo{|pJ2yG$x>i&d6)Vs@l1864&L2#Iq*ZvB}Jd zg6|O7uqlWN^vb?x!rB@nx%O>tbU%yWts%Q6Ew8(`jwepCOs$oS_HArTp(G#NWB>Vs z^p41Aj5ZRCn3j^-Z6~%EP1%rK`ab&VEVAR?%ab$a>6k&}kY8bOh)N>VMb-NsM zbsUZilXd> zW~&}FYvsnk(C9lc4+Wx0DSeH?)*L_j3Ks&<&;*md%dX#BB^H^@?Y2$z$?2`s!x_eP zc|6(w$e=+<(7dUJFp1VVGGgAGbwN;W2hGp$)E&Gq9FfQyiX-O)zF5{0Sg7YVBv3`T z2ykkrhfLs-Fl(Y5Kbe&&we77QW6axR)=KRA8jN?}`XXP9_z)kr=zK;SqequHQ-Vyc zC7H>2Y-}&{(ny-BP+TZ`G6$W`=Wl;uT;{*NXZh+NP%_rDH{t-Z_?@Wn^W5&Gci{k} z9$v-MlBuOp28GifPsa$m_vJRt;LdX0X{DiMrf}m zRV3y;zq!#vb)8IiBMz;OhuXCb>&zEiKI5bllX{n;1&c3*%C8cNR@1ok{WZP(QDh<+ z4;^M7fAO6Ue*4s)@S6Q+pAVa+jzy^lQgCq-SsgvR>;jOjV!0!yv7ZcG;q>hEL1)t< z4W@QmH-ZSFB$h`0G5nKQTmS zBcwRY|u_mO;bQ%eKgg+~1toW}Q2m$6=MXBAgA!-JCs5+>>YVkBo6$TzyO zx!6BW8CbvM&pctjDsel!-5-M*xX-E4R<7u=lw)yFKxClTadZ+YQ2O`Wq8TctQ*tQo zC}Px2h`OzzF#AH0WFA+=GFthlKLU3Ws$K`{kVmctkrceMDYjIp_1*h5z3ztKO=&Y0=KXXM~fBm5H?Yl~OE>FUEsb5@bdCyoRu9;XK0g~;1V*s=LZbKsjAf7rGETzYixnoxUYgs(|V z%ALA&%+HurKlw`R&lpZ)lsa#oLsaDIYaVhHw{qFlXv3B2E0^A~l-DV_n%6IdZLXIq z7d7-IHEjniy?MVAJ`gl1-3vzOl$21!x zF*yD({+ynAWMUmI^=*BNx9c^(z}VKjl#aex_W=CC!iW2Gtngef+3xOGe^q#Yc=Q3I zZDscP#ys9LEh1{^-bCiZHm`QY!$H6j!f(1s{k8p$s{w+tkQeEfA1_mx8l7>MSYy-M z{X-}?z3~IXs-qa%hU{qgR?pRoo` zJ?`z3O_k8qFGLNhQ-W{?9Irwo41fz9nP%BZ(tKH*A5YE|1JPML&C5S;$hVAn z;J0y4y6(h!5`tUOgq{_y1>YicdSakFu^gwh+ZYJ$i&S{O$)K6^&PYDEHNeAYd_@^kQ$@bVQQ zX+2{XrHB{HG0UFDc-``^Rv{H^5~@4t1}r(z@Byv1uGu)1A3VGpI!Ag6mc7Tn%W5o# zm805@uCL(f4}Oa#QpH*{wQ=@ed=)nL7Y%*g3f*&!nwAG2yr<{r2HNw`?w9*4S-mg~ zKSeHy${xO=;jQm__d$lmw?OaR2cBINRIHD+k4bMd;9F%dVY%Ey`5?TJ^SY+1t>(LI zy@E2uqL(R$$%a$ZX6Wsbfpa=ebgX8VCjom%zu95YZjMvl+Hn5V=y>d@brpwWpwHxV$PKr z))J#%#P_EnsX^pt6E7rmz=PRW&h39SnF^c!E#*b#2iepX!>I4&nb_Khp+W117SmK; zir;m(UM33yn>#@bRsgf;V0(PxIjE|T!B`(m<)!! zPj;Cvy}q_>ni!a{tm`XEu}2^Vxk@!g*tzDXRQHlqX!vFGM>&jxdrA+)ip*uFXJxK4 z=j_<$`nh*%B4Z!C(4?sS*H+bJ6rP$ zgJK?*@sOo;0%8*(o+ufwM~{!_nJKfxTu zww6kTHkKMZ==+T$o9+qVCvyj?5liTycPc!vaVrPU8p=DO7V>MCX7e?WjBiAxwfUT< zCQ9}|8HR*UwZi)CY_u3E`k{s{x)c`|oxT~s&~r1wx|G7fg_m|d=8S_XA%e$(<|9iB zvMsTKHtDmBj?wVpxiK5Z;^eLseDBeBFnls>Rqys?xqSW;mcyYM%E)&;62h$Z38yon#w7qq5*@Nw5 zZo?qP+qU7u@>6rc%f)dm$lBS2ZeEqfl^KT9HUpVRvM+yqvy063T8`lf*~xPu zJ59qvHc#-_rH4#I!9%HHXV*MBJg($hX-{bAIKI?|Ox=Q#2ZS8nWs0Qnn^V(GUwvza zl$1`MfuEnQ!xmiIp2HswRUa=$;8MbZTepSmoxqXCsP^IfL9ycC0qwq}KGnXZkn%1) zepY3!yL1t_fz>aazGeAPLuMP6XmO|wWQ*Fxwhrf0y=>(*YEpL;#-fq^o3$^N#d@~5 zseFPnj+H)iZBj^Cj1oO~B+zFd)V}z13E9A2!uBw?x2Ak$@sr{e?2oo_eYa^F^I-S(a?CL2@&j?&c7_w$p zMJ?veBvop8Ka>x4A(+-mNc|Y|?llFdm@6n@=aZIbIk(CfETZkrgZ=FL)gv&lptA6T z$Y{wM8)EN|_Vg>K*z}x{HUMPgM0wgd3nM5dux=w98V^;pF;(_M8=*1IzNUbTpmxiKvU1Pr z`LfZI_FNyQg z7r=8l5$;dZ)t<%x48f(ASz_K*vmJ-)B>2k%pPoRtFaSd>*OAIuP&xXtO1flBMoP^t zfo?7G&%eAGC06vys{ZhzjOQ?F^g@|xjB^wyi9E!T-_GpebuG~1$CrfVTM!IkggbNB z?EHnE3e?GjaJqP0)8EZ6OP1^VB z>x%7nMiraZyBd5KaT`9Ba>BdH0?fYAz>!N@tA#(h7FC4Q=JGWP$EXH35@n7x*{Rs} zmSL{}^5q_j&VgBek8GINAA=#1M%&%6Q}dnU@9S%QDqJN}kP?7{M52ti!UE7|~Bi&@w9+rBK zY-!tupdaQA0VY>29zi+TIkPf?9KQ0+8lGr0NxrSyHZ_s9Z|Z>8sE#xL5=nM)+lcU;jj}n)7~>GSQhlKC0^idpY(dM@>!oIfTk^{o+(Eb_Y3_W; zl0=ah=<&B{PMpu?V&{L?K; z2}P|ez95O<1_b1&_&6bR#5OwFSa3}W%H4Bn;&&Co_Lzkz zMi;B!;;^Vo>>vcbVPs%ReDOBjgPI?_T7Roo`QHk56TCoKyptbbNtaI=(bgm7}Zv|w> z6XiKeT7^A`yW^&2g)MD`1L4y7a4FKWPLJ%+Fku-$FRS5(4B55$+_CnxEJ}c-y;Ms> z_3y>T3aA1OOowejOU{Ap5L%o1LB(>R_|kR)@vr;@f}RmWJ=bDn$dQVoj?N!4P?M3G zqtB%kSGJ{23o@@Z<&gZ#yw4V$Rn>nBhxYkYvSs$&WXf!*1%T(C4;cbuS98B)K?JHP zSmsuN*6o>nlw$E!TJ*~i71Bf2;;tbWp@#w`ZiYE3Nya)#f8lVq z^$4+|`xciuZ$iw9b?e*Ro-8PKckFh@Vppok`7Q)~)V35QOc`{Y^E|W{XXG-yT_&Y5 zuBknE`v%aO)K+6k)gpst(XuyzpX|fLM%MEmQJG!c#%JQbqHs2^*c zKFWUDa>qqAz-u;{eP|Vf3@_?7p4XEKBiLzRE`4#ADwpF2eRZP)s@cTPYRD^104b=y zz9Mf_qdxnCz>=zFXD*h5)Dli}NnOc9Wx^XgSiA3GI#V+iodr3z@0GJx%jQ&C0!4_r z)90bCs>T}MwkT(QhMB5Zoe8A0C6(*VjyVzdZC??c4@k8PTR$9UXeqzXi2|z17-s`8 zj-Vro%?26`w<9C)vA8Pp;kh!UkeT})-NM*6EwJE2A{X2rla>uj4Q#=>Um29`byLvHVG_YS82QgZnxS^1){YJ8{}Gxh>);|46PrR`NK%PJUu z+tu@cI=Z|cCf#BE7|OMq!@Q9;RIA`#LHru|61KJUf@|8w$B(=Cuiv*{d~E%_ms+%kTkjRKUsSoSm4C7N!^1*02IwO)T>CdO zKG(ptIF{nK@&2(Han|boepJbjBHnxis->gUQT>v-wh(^vkKrl#3NMT-V>pFN?2B;1 zek;l>SKmN5zA%Dl%VuU+P&{bL3I!caN<(5 zifCH6pttfw&Gm%wsA=kwnB@;(o=lUOT5ziePR?2oq-r(JRy z;t2p-u?z0AwpckX*N9Ua5m;L~Qw4yJ_`#D`yZ!Gmso>~t{g{6dyj1apr2cB%rfRV% z(wftA4jpbAfy4*GIr%e`ZJ60m#i^ETKgx8Ga7ZjUG-mKB+STW4woUPVE+72f2fO4q zLChm5V_j4v&)c}ScnZRP1Z3F90%AtXkQ27-4}m!Kc zv%aBa!Kr6Xy8x7QWLXWxC9MQ@Tld=t3);LGpnl~xoOG56DOQgVoyKK3$*)#Al%Tfo z|nAP8G|yRrbOl(W-!_| z1%1A8#yzaH8MmK~Akc+&n~HNt99&2hwOZ3BvI5AT#AThC%Guovr(FDd?0zP zvkbbxUhfbv6AsarzR-?0I^`TcH&(d(;q4t!)GFRiU*Hzz+~CA$wym^wTo7ADw%Z{{ z(?s$`pr8hwEo6&RVC2?{oZ&3y!n#vD-N|QL~gvu$-xvZ#CrqZ$a-T||L{hiO_ zpHxwLHz$pz647JFSVUBV-$7yexI7&wCBd~cV~EtQ64d^%Q&ixO+vS5MW=GmvpDNes zz$b_juql@dVzgAM=ZqqXd|m>ola^O8JMoi_lYgDgZ!l;-bQVb!#K?hIujz5$bV8m^ zSErTD_!|nVWl_1kL@4m4C! zD~tGh54O`0QRs%1R%W*R!od4Q1LTLy*&FL#aq>r;T&0_dyPx>h(D9cWf3VH;A8DbG zuXr6*_#>hVHaAimt*?ofFomjR<__ul`iJM? zx`mCzc#tAMV zcpDdOv2>uo(WIhO5La$_GShyc2y@RjtNj*QNswymn`R5p?4Jibrp{P@}5^1 zK9(a`zW6D%OsobM9!Pf-81?zG&%19(es^C{Z<*>54RkSq+>g-9DW)f99FRiVKVaNW zL=f^v()tE0O-?s^U;K|r;Bv(QTc-S2IOpFWc6Jo)KF6k!unH*iJ1@|kf)GSfcGHw| zLmGtU?PL~Na)Q=|;}+?e_`9YPQ!EmdmQPoEE6WvG#oIM0 z3wO*ELdCChF!sg#Ffr;W!+z2{W>H`&`~3;yr~IwV{-*d4=M>9Nw3YCo*)R7{eH0+I zRIr0ty`=_Lf>YYRNT_YqxX>If?=Fp18Ixz3JiZ}iE6$|G65rCSwAHrObAC*#G?mAX zOKRplIo#=$U$wmWT{cE|K3p!vw1+`gXgEi0)t(&tnxZ1GFj6V`4vGoBaBuZ>=*--l z^^bhe?{wdbnb-9fSU8?sk>5A&%zgkR-_-C6>=YMxX}L@7onj76EK{nXd};1U?k+{G z&WWKVQxG(c#$pMRg~>4b?#!Q>0dj%tqBVSL$h;v&KEaZUEcWvA(7uP|QwH*0?*NzG zJ5IX+8fw!!L5Zxr%r4bT3Iu#ni(6=>v(sgwQ*BbDf-BYVrPEA8lv=DEcF;+qdAp$e z&ZU~Twpr1>4=rM62D`3eX=N3}-yB_?*X^*-cuPe9MX9GtgerBlu=Xu;K~Y2`a*U zE{4{xx}lP`D3(fJD0vEkAt#{F&8%bPlEc;HVHr1;3ER+~Tuz+KSQXD!d%*hfTm{^a z6X}rAOLe6^;T#~B64>>ecbvqkY_!)8R%FKwZ7!Tmz;nM$k(K*qF^kWrbq86^qJqa@ zBnTk_ZydKo%-kJ-yI+Kyo2HOQ>bpZAIu2ys=?I{?)DNv4$$9a<=va$fs% zLj4=j|9rR?_9hxXpanlp;P<(*KkJGuuAnrI*M^{>CU4>5_bJ;Yw4 zOF)*&c}%26w*Yb)eXwgyZ|aZ;{3_kj946Wx_pEu6pG!QqEq0JK6aShpIyA-e`U^i- z^Bia+;%8-*v$1p#CogPCa|@n7pWDAEUQvo0Gb-$s&1^eYK=-YT_i)Pjg_?8{p15}N z@b&2de8K*@<&gO$)cV!?i(m9nX8Z?yepo+Tp6`YDYEkpR1d$T|BWZOB2&E{GYj$QBC|T1W?qDtdx?nyT>z^& z=Nw#EKI@&7*i2_8=7iIXD>+>xA=BEng)&TBYRGm3a(^*(7B?w@-bZtbOj`gI>;8?Y za`(q?#6$?W{ZRpMDENok*i&#SNl3^9qTrkd5*+g5%dbzz%*{+Io{!u+5s>HS;hP+_ z!ghMS+}u>&D3VX2I%M+WSCZh7>~$yCJEr*9$hR3#c?qr`YgGq&6p9MmyIN`zco2LA zVx?pZypz?O(4w8c22Bqese5RSJ1qE(H7N)*KtyX!2Q{K4P6I&$k^^@*S+8FFq)DmA z!)^D*?!zpE`Jb$RU}C{Qqw3yUcvvA zyek7zqyfkxv}k26(h-yVYx|}@a3rL}@1*xebV$hDID2VpaIa;!Ik?>%jQ~f?XO{!h z>5!4*Rh9BT=ZDbRvhIPyMmkmQ$#bQkOae~6dGDiR$fGFYJYoPcjodAAm90yQ>S0=& z>I{#AO|^Vc_oiO}y_>dg&$-OiaiHF_?#km`zSO3hQ>_WEwK5112-V;Rqn!M{^bc5% zUi67WA99{be%52iu5qW8Qq%bPZT}>JXud>1!y_i1RoBDIXITsheCF*b900CulCV)U zC{*=CNbT~)(5QFj7-A7{%`k5BtrHf$o~Mcy0#*`MxH=}JV{nVr-`C1C_0_G<8x%N{ z06@+L2Lrz=={KfIZ0^ zaz4>tkYFq`m-lL<2fK2%kWI2gB8%YItH+QqxkfP3CHM+A#}AXA=efjv89KG-mhsoqdq9t33Or|36z?)__2_o3f4mDqsNMhUDj8ni=y2XcApe zpL75$)+=10*nv$YMTtvkjoP2(JTFrd&3shz2q>r9v zx1x+AyQc8lUq5ZxpCSe>x0tx-6IwIMZEf0FX$-(|Ctjtr`->d)G->2E3*}16)4gCg z+1!kww;7$D`b-kMzu*A%J!j{kU9^|OW!v3-pzcsT&X zD;31{o!iB!>CAf^a5~&GBKUfjGm&v(`>A|{%dlKNlkGm2NC_TV2l3tBAU5jV7_a(3 zD6E1o)HL_TJJZzD@7=&Dpfz(ho|-!{`RKuUP`p%s`D%ZH7xy_Qpx_0dt2>0h9Pa~`yLTudH&S>b%db0P|wv)T0A=_!%FxrCzHhe*MrVUv7=Yu?Smrdf2sHO z@weR_ykv{oZU#byxIr}$b6ja^m%<6*Q#C*P{4r{AjS`PgU`g#B+`j5G)o4+~U*?pv z{A$-1y0(Rqep6R-f<9z<1mjLbqcZ%NO)TLvpviz+`K|hN(OB9CNgRk7W&t8**$t|z z(DvN2-E7_HtV|T#@xr%dt^na{He{Zovr5)@opIudwKvsnKUjd43@9=xV3Y zty=)|OYnjGoAM3ff|U6l2YQM&?xnf-n_KhMQ#><+ABAfFP?E_Kck9s<m8R|qW zbV~3VdS$$-8^`_bIB8#M7qUu|o7e!GFq7%m5Z-pKXk9v3f z=Z&|qumm;vQN>7AWmN$fp82AuNSck>77l-8_R-?7^~sPw`nJ67r#ygfNXyOYc&=mv zinDV^PaDY3I&6L%X~d%u$|0&T%i8BuV}jY&htc@$Q5k%i30GY*k2FOe(UQC_r%`Sr z=|tR$kPGX@5W)2l`=BYgL>FA0xd~Ri3GVPFtAgk>N}%#xm~}9Hz#&|d6IjZc;g2P zN|?)*6<~N?F^AsgT!mO4^6hgYvY(fQ8CTM7f{P$h?o|b?RUz`h}L6H(_u4c6EH`3ONADP{p0mJbs`wxTa=Z2@tscks;)fy723?W{vhd5NBi zN+%OwRK|dqMHqCD)cbiBffta#8(BFx(Ij-uXE{KA;}6S*vIAZPV|a;2u%-}+iiAMH zK8={wsmCS_26<`(j$|iQp4l1@A&V8!7Sv}d37vNj`{eoVTiHY~nepz9OJfuGE znluAMiZCHD;O7Jv0#dPWuU#C7J?dmVc!+jVbr#J7>*WS+1M+ZP?~gy7b;rJdt_P#1 z-=}nblSqs9^48ZaJ_?Z6#YjhPWkFhP;&9nZm1x(f`u?IjTqFr^zEv9PxNGwAog7Di zD4V18=setwV?D(4mIFzhSwqjuZ&^KD1uxbgQ6hboZ70jZ&kT+fNG5O(G$Ug-gJv+l zH*=;$aRp^a_Hpv2u}}T>=|oEYPGy{DMcx$8-r<>z7000R(~|a&+>;u?KekRi$we7Q z2w-C{H@SNsPgH@;x&Hlagr=U2(IKtq8C=xik6wgJ08K~4D5;OWAE-vg=+KP{d%+Kd z0I*sLWM${_3b`n^OO*{*Rc3Z!NyLszVT=e3DYN#q4-r2*pLyB}1<@PMl2(1ZcdePh zzMb{DC@ar;Gz+BhEq)ppTKvHQ*u2x0wlnTYvkKUp{Yk&p);Bey{fNuL;#eI-f3fEF z+p>gIq(*VAxK!3?=r)tE@Yk>9>y63*&EnhR9_WG`p#9ZBXTYySLKe7T ziY~9{C40a^bn2)=?Gc{3c@oi%KXtw|5t|FKNJ-BDM1qVSJI4X_x=>f9darC05X;e|63aFsX9 z;h7SDEsO1xTSz%Axcmb05={ExJ|F4#_H+4T#E{j_4>*-tSU;}?N%|n?PBRaW50U*;-}=Ctd(ip zL3X~w+9`0dtrnjNz-3!W+~FzjC$5bQRD>n zJBY1IF3P@Gw2bumzr*PKitOTFAR52Aw1uE`@xEDNtR*kzCF*0aYtCg*o$8Rf*!cNR zH~%yUgSTwL>O!i@_UsRwsBq~u466M|Dy}e0(~xqTNh(2J4eD}J)Qc4Dhuz}U5V0nFiwQ6_G>ka z4Jb7Gal>ayx&Lj|EHbqqJ6-awmcnTU*j#umwv#FOkc?jR++Q?*DMTL=YPs#B$ugXf zrRLIo;?VJ5oT{6ba1(GUh?#!VvXQTZS8+FyU6s}Vbs|*r!THQA7t1NMu}hiP=nk}? z_CyB&)f8Vgm6R5J;5l)X_aVl4mpTV=D{B3M*85E>Cqn-L*Yr1UIi25BP;Zl}{Xd_q zrc7rd(v5`yK-futaa|iaMyJ36f%yFX)RyxwErb)YbhnlMa7#q-qW z&-OdFF`JN{m)W>mRfPy_p^mMQeD6tyJUI4N&}P7b(@Mo&bE`DIuKxP zXvm-qOS;hG@lPCJ(fV-Pxt7z=)51^YmmZ(gShn*oi+wWy!w3K?-FzVFQAtd=t_9qq4hn&%le8_M@(B-S`r49N?sRUeEqza{*rmXDo2rn&3*6 zBF{0Ox7RK{o!MM#bEYEbPfCI46ssK!&0i8(T0oOZtaIPGZ>+P+z(hL!9OZ>kUINdq zsyM;^nk}60YjL%D^FEZgsH3G}$GDyXW}Fg@t3g;ny%2{Z>}H`2sZ4Jm3E>Y0A~?Wc z5NMPeY%1bZ6BHuYA8P-S_}BKkH%yCm(|Mk(?me9Oz32&qNOW5bqPye_K3`cRXF?3R z^J>3TAyfew96_oZqiMm}2$-51k%#&oKjZb;@wiOFqBC@E!o}C$86EH5w zHVnRA@)L$X=OxkBB)(6kAg+XaEIj9tZ1DHi2e4=x&99nivhnp^xqI&g%qWG)n=!uq zPiT_qqtxH6n5B&HtXBRiVrg-yVAkAGMA*s)m7Oo)l@JB!fhrTaw5Qvu2(rgopX#q! z0KeCJqr>e*7IUfm+!e;h7&)JYdet9QAw@Tt(-lV?_%4vn2OQs( z)CcCIr}GrSmmhU|eX~R$iu{lu6^&Ah);%Yhy%$n?W5xE)i_~NkR{##{gG(1+F}vH; zP6ZaB&kSSu!WIOMc-)N}d!gl=rvkJZa()&%NSx3TPd8H)pMM#QDZY@f#V?i6#*LXjH{`71+&B;$yMu8%N zqj{1iY(t7w7^dxRRUDo1O_(YQxH(Ct&0rv|wc0=7-O}B^x%49J5%5#6oMG=cT)DUh znxU99^v<{7Xm0NW@lQT5uKk6E8N1>-G#Bovy(A3q5`5semu!#kcB!sZ zyyN5sY7xs?zh&y8Bg#V4111{!L%y6FX9fo!Rp>r~-C(zWTeIP>OT!~5}KB)khL zBV|fN%-!R>X248=-vY$6j{S*opyH5TlF&C2wVaKK5J<|jK=Y0V7bGpp@&A}z%M_Zi zfbTQ1D)|kh;n7HF76+U9&t+#?d8BwkQhB%AlcN8cSbV=cE_NBW)x^jy62H$Bh@Kr$ z&PHv37{~qA_aqJd2Vh4e&SAY40vt5k{>oebd=T1}9?3i8WfOzFy<1tN?t?$_y6ErI zlVnZ;|G@|Oc=92})>Zq+h#T|KwFtTvO^as^J66DT6)kspI?Kjs9zL73vVG7(t7Zb5Ga5j7L^pc<6Qo!uP~YOePmL%;JBS3 zIN;{3+>bZu-nDO_syA^E==x16fQM9%9O}5Cggm!L zN{)};uGaO6nSQ$)rt#&tqc8rg3zCLDGH`Tix5-+0L_j?93y*A$Uu8WF?AVvfD@cno zh7JM%aML>4D@3P_S4_^*D*{G=K2VdiF-@Z^qb$J1b?q+rBmeor97P&x;F4BrgDxM% zTd>Z+`a3xcz{~$-KpQyjITUwSUd;gfq7Tp=-?D5pxP6fB*TrpHPm{ZOHA0VhM--Sy z-Y&}u%KSkCmwPAI+bk!uuVowM#DN|@{U__#!$R+WUKl_*BXZQhqkt$i5u}xE?G{i; z9_Fsu)HTX6&|8;_rU3l>ny5SeTY`)egHV60*=FA@Jk=xO*6|775PS|jEg7j%n{5gR zBg`1c?|fVwi!=^G*J>*OXlPqh2$|jdu-u@h!}K%qI^}|M7tefvW?w*aW4`FG*58kI zTPHB=c@8})&@u`7WjH$$K}Mb5n{p$zY`ulU2|I5cX++qa_ z&pg!qnm~dfjT2!>gV34!`#B%ket(I56IE|pD&F$DwSYqz3T2+{P zj4U`euaiT5IXLI<69s-h7yL;-`TyrbCy*KrS~{(39-k?b{+CaM{PpzaUA%(Ojgt$r zLy&<28o^Is-}KaLTk92+JHp&!2b(Yz7$Nh9Kud(a2WEvs5dl2lzDHb{9t(TGW!QHz zS=0D~d~K8}`Db1zBq?*KM}bsV_=?Lrj7#|ax?5K`!&TKE{R|ch&*>=M0+eBlTef!1 zhRu(Lrbf_!PB#Dadf*I4N@8K{EhTJWg#YL+9yT5oW&m@6Zg-x>sehgy`k^+tlzFND zz2Eo9TVCg5w7k%#R62Bl_jic{cT`Dla>%V!Ud3hIuW$1x0;|&-b)V(MKM%LGb%>5c zm{Kdbt9>RYpwPjDsej_{bGD^QHeJ*-tyS;DT?eM7OY?=4qD@i{Hf?P$3d)77J$uy?Qj3oMex1jg2TurEN{ko642$0c z6#u(NCLf9#nBlEa`5pp>#v71>ZBSc{k~I<&eq%K=+drqK7NJ1|s3LpXV%t&_=xsdo z4YtwiA$#lZorL{8>dO0AT0eW*wt>n7W++Vv1!dCyUn50c`W|m1W!kyXsNR*75e;Oe zmk>|)7J%lsa41zvP9Ksk%@&KYZt#??|ms?^IVqqegGB{pa;*z?+*ReoO~9$ zZm(AD^W65N(ywC!e*b&x&;MZuZ*C3P9A;2yKsV)$bE>i0&`hG( z4kxEFid#m)bRc-{$Mc}MRY%BCOvZF4=@UzPB42+wnRc`0$c5GHxmm>*()~O-fNZ7Z z)y6&w$vb0~-?3Xjb3fzNi`Rhe_NndF(^*ZN6GW&1@04n*#`qCi)>p?xbfN!prGgb~ zs2aUM*z(|J=3Q4F?vGL70m0}!$Z8x#HR51HLa#P=^(WjrXNYu802yE>DHsy=M$8cE zHp_{~q(>x61H+h|7}kCV*T(h`Kdw7JrHn*9?khB3XuIiJ#nE4@W=SwZI0I;(nOxAZ z6yIRq&-gx5PS|>yNhBX5@iaeBUI}%3f!L|h5)>jZs$dec)hdP+>T8J$K4pkYh>>+P z*y}p+dr*6xZO+W8KeWJBwLoS~FHC4A=L1r}N=p9jm;x@>aFq<;J041LzKaD=Z*1eJ zEnUq*&^>eLrHKK%fj7jWLCO7fZbr3bS|MSuy{ea8cZQuGB~zh19iyHQvINVk{%k6) zFQNrBOdvwn267|^wmOeMR_-9@Be(^sHFa3myq2e>e;)r;*2Uq zSllh${c6TzS8|s6MhjS6i*eI|K0Wx)QAc?fb2iKu#mgx5Gc#R|s$@-?BGH;Dm9^nQxw=8Sc1vmn_8|$HLUcfo?W|aa}_r?&_^5H z$1IebQ-*yh7e+BlE`v*EVi~BHB@-tL%+!?LZ=&Tf;Xyb}cZn=#AycF<5iBvxNU# zD!qgBJ&nf7^}n>GwYa-FyX93Tr5(E7`L*|zd1@2MBLnzBMz-&lPPaUBSZv{WsUaVv z;AuOQ!hN-(dqBe5skX|&O32#(^poAP@I3lUCCN{ApNwpK!+mn#U|H?QsM0$%PhBLR z5PInrqM5$e3a#f<-NBIUjE~bvEcfyCVbmxRkOO7rfJ=dgRuCMS#qN7iM z^`E?f)9!8#a;PFxN{sSdBIz1M&f4)Urq7NKc^)Cb=mw<=#j&#eiN`Sq zH;j7Or3Rgd9aZuOy6(lmJ=~&n+7d<(XPi-Iet7dpl=nS*;Sd9lIQ#WDP&Qa9E|d|!#ET^;Nx?<|$)T`=%0MisJ=goM77_^dU& z+pZ^xvGD2lT0c7Jdjs#eUa@*_CSTx%VG@0t$7R&?%9(te@WfaZU$MdeV(&epn%cU* zQP1&sJjaIE5NQf3s1y=NK1eS zp@$?uNFXF3@7ht%|9S7YU+x(9{cy*9*3dCXve(*c%{kXBzd6_5b$5(%UHH9jk>9qB zRKa>?ZhlobvwA&L1iP@&e=^Dq;cgjdQ=CM-7Q065zo%JSxAC^Z!^Fzu&7rCL=7CpT zgRi7`=&SkmuO625evr(hkV`GEkHd-^JcF=T#)t6rXQfd~;mQpLl~n9g2eaALBSrIM zj}+oI*}&w@ex@C^qr`_fcAhS=T2r{!F3A1zrrKPw9X6{fRYdF+kx1@&lm5KH>KH0K ze#IesZw1$#)0Eu{XcZzFBh{(kG`dth>5`67$y!Jm7D_Y!=xf*6K!mLbmo+XeE|l+e z05dGi$GtT2TO64#=#MWbI8D`1ygZw?7UxIgz3vV((h(Af+j>US z7XFDiFf{%m9Z$ce6GDj*PpAld*gRS%+@+K=xM4SAU$^zCOo_E+PvgzTGHJ1+quBfJ z&&av7kgfmyLPL3UD>6&@gagR;?)_gRwHRQLzss( zzz#(UCdrQ;=~ZX<^bE)HsuY0*Pz+LEdTf9ECV_-NBE9=rT^d=BJ12>SXp< zBo0;v*;^URX2;J~gtg)Pi&W7bmA4TtY+TRq0h#(03mts7<7Dgw#ck97!%Kel7I@RV8+Yr(ORg@u7HH^axz~ zdDz%QM|x*s%JLgWlH3g-uWohZ$@RtMChYFprhow9-Ky&O&x8){cNl#|AGI??4KLiM zjP>$R5llawxz$#e#@>ZSok+nWiq_P~@(<2|cP1}Hj$IcE)$uX0$1bzzJo3skOaVubsSABO!UX^9%uH{x-J)&4YcFpkEt-$H^@@b~96?Vea3{>d;B@o=WA;*w7 zBl@BakM#n|(?!wP7|>H})zZjP1Zd5#wFr$3v2;0l<#dbLP>xizaxvla+=YSRq=v`2 z(5h3UO`nGywh6vqfIjOy)f0i47=JrXuJmonnXwxu)ESAF3yc;B-sHunCTSo_fc_W^ zKeI#K*V6jz$@O!1-Kxk%M{K#e5q2H3sD7jcc(m;u<8cOFf+-38N` ziOeD?$c#?#=NhVd+||K>-CI`7YZmzrc2ugVD?6vbJce2{J$u%6twrYP z(r~{_j+7xFcN1alTd&x;3u7gXbko*=r^0n3()+%enkhsN)u&Xd0ezLSwe4wq5i-|m zow3IqrJBKcT3!iF21rLog}u?-^0hG8@g(ww|H~;^S`O7tt1S5Hir##kV_$k)vBWg? zVe!cL@XOx8k|53heUVjN$kVPhiC@yhp6%)W3%q6B)+e;mRk>p`+eSmo-ADTX993}- zGE>*ZR5kQjFF!v%hplwwoF&#uF$4RmC(Ns4{sbPvRm;sW5fy~)Gux%t{I7Q&Qi}{L zBy1E_;icLdExQepiL=$yk~BjZ%QvM4Z_#cLr_Q_iS>T$?f1emBFQkpi=}Z?Dll#hM zTuKDfL0X{IEdAy3$Ba6Ss;9y{z%Gt>&te|Gi#nAFhm<_Y<&~KpUiPGIU`QKN`B(lkQ$gjTJuc!mrhF&t&Xb1VP1Z z__}{V-hmCNozwlgxflyzhp6h9DtOi1ZsRw^ zh+$G>)4Nu;%J8RY0mYSFt`=!SIadW!ho~0tHieH%vbv`C%s&R3m~Sk0(P-v_i}e?x zLoY-uU(jDk4CrUbW;#TPs1$!|4AefpX5Jop1H2KT{wi_2%~9?LQ?hTP-hnq|g^Vwz zcD<4Nyc?+Whk6!fK!Jd}2vHB!e;cKvPn@y+*7ml@%?qEU-ye@sqCcr0G~U5By#y-p z4^FcQm0l|oX)cqf)B~v!Kc9%}Ga|(|ws6XRT7Ny9= z!kf#?Z{#a?MxA z(m_T-$?wxce%FyN?N-;h`^(x(q z)hy$UqHB7kFkpi+2SN~9%`9yf+s#aQpw0OEWf&JCO1dfAgfCkF*Gr8(`L&wTo9&by zH!jg$s!D!G5Toyy1)_Dbcx3dY&kWJTN8sFe!Hwz%cU=hd@@c32y6}yPvZn^gmBGXF zLmfE>F!oakRIzN)d8)}Nq$#8Y9~@Dzx4vs(YI$*S-&AXnDXB?b}tdU>npye!@3kMJNF@;dvqEVKKB`A}Y7 zQS=4rB$HpY07>R>U7rDDGd$No;<=``CFIK7lAnG1u0z7&sbC#YLs1L)U(0WQ|JY&X z0A30G6g$)(Ujkf1c*2mBimD63#dOd$f=bI_ zrrS}#do?%95Y<_y4DB4vQr_-JQcLT;Kj*O@yo1ThyIcp8jAVol9w;A= zzh}TNASY9oVYzmFu2j{hkN>(+AdBXC7 zUH%f!gw4%8<>q7x&0}~kB`bJ%UqMZ!ycfI~U7SpUsRa_Y*7>ybn z@r48#p?@K74Gnxc+itvJeS-6 zTt?<;IT)~Lx~DJIXJpsi9@#=FC&4j&yazO?ZM9 zj{@*~5E2FpL==9mo&;>0$w~HLC?}j zloz>F1uP-(6-1%U2F1oVffngI0m!Q<2Z_w3Yn9*c%5r4qsRQYkEz>|K?bSnllVF;y zt_b4E_YxGmluxV$%BL!AT;yYpp+W5v>2|s`fS!~d>Uqim$%&}E|65(L#Iw@Cg*jfQ z4*3dNX};S>^ny&B|Ny9@{r<*<8H&!d8WDc5Y@E7<{v z2#JQqlc*iR|8D5pT6qSi7jgPDdu;)j|I;-O`9L$Rnv_T_6#iIQXn-NoI@Nx3SE#@kM3{$9#f_1PnLN^R7C&W)yb;ax$0I@;x&63NYRS~5D6WB@6nOt7*wJ`LRr=M zp0ql2O_Q<1;Lr-s4ane?Pm9M7>S(>|x&cMjwBeQP1I!{-dt!9_KUn%Vcek*Xj=`yd zcbP^D4?hJpDAufA1VK?EV1)$^_$yOB_rBZm*AWc#(w|fFX5lvXy&;o}wd^jlaZKe$ zD|RNntW-nxCe5gB_5KF*hAi@WfQXHsuTOVHd2Y`SwG=QZTOs}&YzxXFF}|{%^H1nd z5q@+pEYZtd(bVW>_PW*iJdB>k>J;U@X3omR(}Z#ki>5@J&HmOT1S|MwTy zI`G#44>J<~n%%1TXk)c2#dWnQr}dB1zrFhA**XJsX7iV%sIGbouqBI=1Kt1O9Q7If zkkuCt`C4iIP9_$(p>AcM2_z~IL^rGX=n4Ua76{OIpC{EFeh_$Lp0(PHf3}`OHWmli z1#9SkZBHbe+ZqG_9F=lc5KvUlsd7g1)=rABUrL3r$B^qjp+riU?ctxs$nYLv)Tn8^ z1XtEgjxX^D!af(1!y-VOoHE`dGIk#3>JR+jG2h=zf9Z-o*|-(p50!7!f+w08{MKPM z*mBB-gO*M&P?eJlhIikyY2!v@m-Fe+Q~?slkILPWZP#=Cq8;l5QeeA?g3|mANSPcJ z=gM{CG}t&GO1YY`@91S46;g9VW!^`!o8qOi5BIc#h-g%V|4!?L;=Zzc2}(Mzjc>jeZl8H`KBE;7(qTGVX6u3j>{QIA%!M+OEdb5`-c|{ot{5+P| z+@r%AsTk$pHEs$qqJZ9E&`s z>H^46U(=}JRzq2iFt;xOC@pRb4Fp%&*;&NddVGI8i~Q~HF7{sD(tD&+>1E8(SGG+!Gc0FKtmw>^=hDug&Y1lV=i<)A!WZz z$@oiCLx5vN)CCz_Nmf#UP$8@fskCvk!Ox$Tyu9>UM$w(wYA$YHXeMd51|k*F$<3MR z24)?Aa7n?ZV}l|I0GT|M)4;N@*z1i6^aCC<0faG;Vt)z=0>CTtZRx3T|Egm|rHHV^ zK$=-CO)$OLZ;mXR_T+|g&J7q$C)U7b_F@MG$y?VnCztyzJD7r9+1!4eiM8b7v4ahy z+He3E)v4B_;wdB(FX0zWe+nOH3KitV!LYocLKZRfv9}*_-ljj0yc5r{xq!IbAlz@N z-QJ_uKNr3(AMzzHkik$|Oq}R-*VOLIUUim|k?f?Wq7Yse>+1tt>nq8mVQjU!s4xE5 z^!p|r(h5aC5W(Y5B*C+saG|AT(9G~L01CRSKT2MUb z0d_o&&CWgSjQ=>ER3VUzPk;QC+3FCbelkkH*EqD1v#7iYS8$J{Q5GAS*BZz1VPmja zd;oK-d|A$Oj@M)E*mj@l)&>{Xyav^i(;I>JHHf6{WpD;S(*t-rA%D=MFs$ti(!K6b z>-m+PsKYLbZrzFhc>P3)v7_{7{QEQOZPFw5>cNl5dpZ_OpivsksYgF-SZ$vO03Udf zx5_e)POtz(F3igd!l_uQ&@Q(`*<-+U!jc2(DB~}McN79=JRF4#9Hd!3Yg!>u8WC;) zG*>Jt5<}a7I0M3HfOKFDwk@pm@&G1J0@R8Zzp*SM*Q#4gnE+kR1J`LLW-7=bf)j!RI-h84S2%D~31do|y>FkLFd+uJ) z9vt(&shLSDhJ)AV?2}yZQ{qHmB0K%u*Y>Q*BzkGGlB!oFKcf) z+ko(x*!*Xp3lUxescCoNz??XWbb37spG==N*w(@~SQu6VXY1CXvaA4Bw!Wa8TX7_y z1Q>J6?gIGn5cR@mad|Cq`aNF*! zz6!VG*A_~={aX7W757Nl%zM4Utf92gNZto}R)SZ)xTx(+Y^ev8X67B>+YrX0T?80R zHDlw9=MhUO6El-aMv!d8*iKAwHx}{ry&bhO`qosSAO@(Q8EbZ23h_Nai_vaL)-P{w z3jaW4o|>LU8!tef=R7ee(SKx{EWm4{N;nB?&W7(L5(sK*owBaQ9CG{`wd|_d!G$_U z;GOQU3apep3-*LEYEMtY5rqaJd7g2B7`+yHPV0KVdX?5#2S(iL5VDlrB*a^)dY+Z- z-tD@!whlP~&HPo(>O3;!9wG=ycyoi;B6b^w6wEySFV8VU7kcO2aiAOJHkq#Gk9&E0 zgZNS!4(gM5c|l6)=*jNt>@gKcH&?rn8~8~)8q2pJ%~;2Gup30p5IPcHQb>G|3VZ_F zRwPOagbZ~T`3!B4)GyU5SWAmBbn8`1&oodUYbY|d3GWFS!o?RyKv{Ub$8W$xu>T1~ zI^T_ri_>;4Ig98YT(fNwIAgbz%Q^k|Ysfn&_*$PF-j7XL&Ij7H(YL!DLS~X298?yT zF77nHr*$`7+Y7Kqd2CSGMlTP)IO}cPSJ}7?;QDxPsE9!FoEvoS=BNTE&lGbE zN>)JPrBvLH-bGnTm4cE}kwZaQ1N=7<0JOh6Lg`dsTzmfmtG-Kuv1Z<__g(@9gYj_8Xf)c<(0};7;{~CJ{kYGeZa%rb{6;r(*GtPHn z%DL0S6*)wX3Q*0IBY@)&A$`~4&&jz*`wmT~yC5E;Hd51%oA20CwBFyqIYe`@(RWeZ zDA8%j?<}dR>Uut%3$#7VIU}?nKMA~x#2fiC}Oj77^sOM#6Wxt!5sC9GbGD#w^ zbwm8AVFXNmBD6@u3~(O=zPvy)UuAAKfVfR455T{HAe!8U z?tk-US3%wkzp!oFm@eDd)bR&oY9@4vIOG6U0h41JJTgLHr+pNt_ zd)%U#U%&o_dH>9o4^;pM5=x^nX+HDF2kP(Z-Qlr+2)$|^4xWe`I*0v(8vfXee~ack zZi9?l{zgH>(Q1AR6+V=kg7hfaGsBk!f=7`AoAs7LOe6@G?^*l)19=qu6I3X2fKufy zG@mnIC%A%_l0gVT-Nz4R|F_8`=U~?nX67S+sI0d~wDZfQS1Ifd=&LZ~%(J_qXMv6` zlv^?ba7Kp=%Qkk6lCV4;G@tC1EMf?pzZ@G+gF$@7ujEq%|1^|bNuFT&qk`4Msu2Wv zyd!O`<~|bw>vYp@#aE`&5hC|VlO(#gS%d5R*L6UpjPqPXrUw_i@Z@!-J7*<=4r49Y zd=YZnBJnQ1s!!N=b>eT6-)q{3hEoHFkng1MXYDTJx`--w+i%&@;?U%Rj6x&XCB5ae zhKSicb2wOc;;LdPGF{_uV;vXr=7_z}j%XY2@p&#Zi*F@*~x>$y|e+PaxC^RmA*v3#0|^a@RppUGobahcaXhEpDvR*LUro57Iwxs(nNzF#?g@JzzysY93_ z$|@pvZNve8Sk*&M&~NF}A1|`xy-GIq4B)&>;568mvqA2UA$dwvv^CW`NXN1g|C>r? z1AiY?D!l^l*QE$S;zAZ{F0&~qy}nHme?uxjrJU^$CG@Jd5(Eo{L=F0CxKqdL*4>mP zB^3aKN9_FD8i2HWTyf@?2QBBgj>jEnJ-mk%YE?FNx3P4G6ZkmC21^hp9=_Nz=PK+s z$ta&*$k&sDU*ESP>nm_1`P{v(bU;UtdVSwPyMB|)MLXQ!vqX-}5PAiszAt8a&)e;* zBoPOMkF)U}{&-EF@@yn(lx%wqBu4?nnLMZfvUc2c5#h|LaYU6-3GFo~j5w0+&d7%} zLVF$=xcsrbzK|>L$Gk-!SaI6|VHJcfK>(4FM0(^tY)i>8Eimlr%6{>2++g_tv{w8!sLe|Sf=T+IZ z3`-+`0#(+7*C7DYQb2@4?DOXprnAcHPfug1_9F#vIGA39ny+d>EL_oHYP+uHEITzuGyJPS;j=ORJ)(&VZ9m*fF&I zX7A}Zy_R%xjq--su851#YA5#;3ktHo^1RU49*@>wE+%VEZ#nJ?q1^g576(zAY$I8K z(WO*2fDEM)aJaiZzPNbIXKlDkLCjiz$XZ#0TS-GoCQktJzO08_COXe}v}>fLU7+2? z^YV=%IDx9x93OYB^sOC))yo{SR)wtAQ~`m(Z#t*roZWD66x+7>vO{azYmU((KG*OV z&qGl-rYW3|ugp_{vgHL-hwxXjI4GCZcI0RTPp+ailW$rwZwMOs*be$AxZe~=9?uW= zE07)!ntm!xqI{#uL}f(_r1oxhg2mUu9MWsPX)HED|6agFIC<{P_)SOKdgQ0K%PR|t zcBIy>E;$2E*PNB?%#x%)!-^(rB5u1U*3fY73{#>w*n4PLXdf?((3}hay&XL49~vf)Xld%V{~fB`Vt82r1Dhz<18A05FAhhpu5BkdwXWH zEP&LKXK4jCr*6w{iA@5q0(u!8IV|)bGR(YRTvrRxbht-ohpaDWc7V@*_ZdKHp^r{u zM2}%v^u2NsMLM;#$iqbtiRH`6Tmk9NtYLuK#qheN|C_BzWM7B^A)!2MJlLW9?(bxf zHUcxaro=7#==nR(xW2+!yANdNdM-A6s6f_(|B`;>ig)_IZOQnn$i^zUq5+tCB@zs2 zbr!{k-RzBusGPWX4*mI?IXqViaxQ?MKk8iFkOY*ovfZ*bEbjf=xd`OZ=LZ+ zaLY~@KjHK?Qdd0buGhg%{`yTEX*3AHJ;_>JEqSNA+!9qaew2D z0zSygzY)K0oY+gQWqEbEFPWjJua5&70`=3(z;9|(3EMgIs(+gTx-{tCz&Amzw^K)z z72G4DMB{A}PVu}#%k$S9T?^dL++y0G0+YTSDiZ9&j{D8&Di2^+{p)fEcse|z@V?ueyaEIsGmVH`(D%w8mp)nOPm+y`8PYV@A2qm$s89taJBB;Fx zQ}+Vo;^*S%mw}G|(e(Po45d39RY}b;V`U{Ec>oF`4qZ4kG@b@@IuzTNSAsIA_5k!l z@&|U7kaAJFHzdrf_n~|jw@uv#9$U3@_eCdHAn#o&;fzGWvwP(O?rw8E2&l?X8_$>p z1sRlEZ>@~KR`7iV#eELt!D}Lju?fV&`^SH-VjL}Lts5yexz}jEEzlxBHqvh<+vIWr zAe`o&AB7O$UTy7AM#7_2il1b|S$ShV1OtJz92UwtlgJLBlhQPiljvC85bGin3rei+ zb?VrF8YKwH@=A(9fa(vwrRTF2!Ht>q5O$kWF$RLvl#8^d`BfhwVEZtfk&>uFBy+R9 z(5xLD?|)??pgW`3ucUu0cT33RS%5*ydg)oEDBQa%XzqUrE4dB=mF1a@jdhSdg78{? z+_>*p3siPSBu0S<04i4i)g?}D$sl(HMtz|#qa+7To{Ww*g2<~Lq#;Mw=K9KS2X>Hl zg3QKPbanRt;snrc2YLUq$sLTO=#t({tfDOXAnn5v)DjQ^t z<6JdhV9%zEhnu(;y3=Ydd`m7F5(J2EJq19pA*`SEDc~Leak_@M=8vxi30v1nEKu3NqmLSV z;c0={W2Fa51Jyt_*I^PW0_xed3PGR%N)zUIqQzXtW4>e0pwVH5LT~&UYBnYm#ap7? zlJII-94Lwgr76F}uFUv!ocC_;tU77VEvf)(fWkW74&{hK_IYepA$wWtpOG5|k3a#N zCMD+E+LGbb^*h)V5LJ!}Rzr?#A&?VLxAlR+0F<yGy0otm{u6@6P{;h0PyjgW-<1 zcK+JVcMpTgOY9;AB7V8+|L_6&9CG7dNr66Yu{!=saQzpO z^5LTG`b)7_($Ir+GVVh4&)l|p!(DAP>zzLIVNUixv>Wt=gwMaK3i{Zi{ojue9e%X` zA5epN!iu}r79z`?BRbDLcmTf8dj#O0A4GVeh0@r5+zJ?*En8Cm73ph#Y|xaCHX_EI zE+;@2YKoH*pxPAR$(2B6{c-~IH)z-Pb^agQ2LH~6d#C?{`|bbajqu^`Zsh&gozOA@ z4*P?wZOGUYYG5M|U2V9Akae8MT_5ygMyg2eG_QuEt2($Q%|Hn?8;Ha_j)rZVZCCku zQHbyyA=-DbVK~uP2z+&Ue>a7p@%L;pcmd*%*7h+~weRH415iy-fYbylP5K~(q znR6U+rnxO3gQv$rOB3cIN$oG<2lp!fVN2x@Yd8hNB<6B>US!^A6DS zQsM&ykC|zFfDeYSh7YbPGWj)}Cw((8nQn2~^3Ba-V7$M7&I#o(11fE}?I=oPxQy}o zsWB*c0RCV+G*YG4kba=B`*^jqXq;Y|;Lj^FLPzSCiwqCZ$0|f?pn~mJC&28if|%h2 zqLW2oVWddQEKnojTlw?)Epv&atKjsoH9M{4S#VWUP+k!Y%q!p=wDLH;Y|+hXhvig7 z8~w5)zwWTzA3i3~72P4ad7hCL=zG!(9JIhM>mT z^X3`9n*O!s6K<}ga4;u(d-(C2JHYI(@9n0X*dr3q)5Ke zZ=kaE*-e1+1|EWqyAL(OPnZL*2Rb1_Injy6IBZ4W zF%vrF_3Xg?E0v-^FsJ^WT@z(C;Ad^bCP`so8x<$J)_gS5EdpyxgR!wfu%ms=5_n=mFJHVe_OaJoDBy7(lXz(YG2iRdIvC(ic z%i|Hmp#wso^XUpsBR(q3hnF{5u`qlZ8K5))Ed^>JwiW(OSU*O)ZgK)V`v#tsjI&`K z{R~a(MHE=6JR~Nk_2aHag$eQU7TDYr^pSz3KL7zMw`rD+jDI_fQF~za?nd2a-wk?n zLU-WAXRUC+Yl#bB(Zem&G|PSV_W1FStkEn~BnY)HmqBlvgjz<};`&mP-$E5CBB#i5 zv+q^FJ$x$<@}=W-@T0b#5-Oo?YH)ToJ}#~+GVD_J4eqLOJ_WD-UG=5m;#3jzt8MV+ zc=#a2$%3zxGu6IUxGvES#Z@oj9w6Kk^uSx2XBZrDQ5uDpx6YRw(Xz%lJ;?U=?~4P} z<+i^^mM20%`oJw3K7Q+C-CN0VoZ{rDzFU!b@_l=7MT@>tdZPT93S!vX?S^O0oT-D^ z!ZkT>wv%7LV098eW7Mks94RBDQc=D&o!l_}`Zl7u@=|uA8e?!4tQiC?A-3WvhFV$? z>9lq9Zf2a-0bcO_Wy{jJiTD0Kh_ZNF@-wXmq~ z7JSE}44U-;C=3dj1Q+ z)_G7EYB)+m5n9k9VbPU}C#;VBTGqPt!JvaWQwb*z8LE9Nlh_OThN%B(xRg!PKpZ^?9laISktCt?G6G}E6 z?gtPfXXwWHiz1a|6s4NWid#P5+U#7(IK2~ATeTOF98x=zXSkG@R2EhsHW{K$3hv-} z!JDosrJ-J{LWgCzKRO7h9ER`z?x2HH>vt^eE*2u(JRr5OzMjRihHxG$HePU-NnQK$ z`0@bY!nLnYsPiuaOO)n^t?F)|E@@vGtqVqN-Ds9Iv9oRS$RhNBgG1)#<~L42x9}I` z`W@<+Vk=bwsdk{WlHLL-xEMVWmN_q!XUt*|QdN;G#VXYLKR4t-mspjFAWzTP^4HyG z&ggf&2rHFJhfcr$u`+_e@5Pd8PiHQ66czdQWHb@J zH$_FPT-+16^5UV#_s?6i4Dp+#l+9pU)K+?Q@S5tUD@?GUYfrebe#UzCjl5yTvhMP- zuBz>96c3@v6*u|#8JxggQ)mGgF?uG_U7HX{D{|fRIDG?!ExA90Imy9=Bc<<-fnn6& zJkYROA#!f0-^YLJK2;~`<7D2ve0d0p7QDw$Me5~@WhDQK8x%JID$?)g7cLGlN!YdG zcB-?&Nh|OiQ%ys$6hj0^?T`77%<8l>dRUvkYt7AE>@2&q`%kGd3sD1w-x#V&t2Q)WSeFQo;mwQTwMXk{X=}xD zrcqm87eW4Ln+|kxWs6?xcHZ9g1kMrB8wFxtO?6J2wl>z8F4p->>A$AbI5>QPSh#xR zNBr`R(U;Kpjm4uAtxmsb{;C4>hg$55;D3<{?iYHg(CNB=n>Y8c9rq)Pvp5#`GLH7< z`|@nIz}_j*1f9K?&;0c$^U=Qg<65%ieqyc17nGjsguOAY$@`pNaV~k0th8{&WDuJ- zuo&fW+Te<^fXwGB-UHRx!|f->!;bI@?$X+)BDR zrW+bjL$r0)Uqhjzj3}0Qx}z*9%x|$*S46$)C5Kxr4s6XEUasj`J?Ayk$sc1s;==3E z({0ja9`D*ttyd9!rrkU!*`YA)uc0Kmq0_7izVDz0X=?4l`ls@&sKJ7kCtCz+ImjPN z+j0%DaR8tdppCgezm!Qb|4Ew_S-d4LfuSZ1^UmmMt#(m^{1*SBiitiWsi97E;$O`& zc%J;iT+<(LpNJA-onKsBtSq`mBc!0w#>NKbNa2GFC1`W%f?RYXBjGERWoaJYPz4)m zFI#L-!=MICOv9ZuJ&m{2RfcaY-rhVoIG9bTv-_C_2}#rWajy<} zMMWFyuTX>!wN;%-2=EB8Cbx^HkAhY12E-#TvLrjkF;v!uczTehJ{z~G_ z&b_sLMsYDXJhY24RTxR5(Zp&4g}DO)5UBabe8a-R^7Hez@%Damqt&T$y*Y5jhwVQW ztyutM2(R57VP&drX=B5g&z$)=rMXi-XcuBCf@CcZiQ4vew_H`_VtSze@J`+CT$j7% zzC#Dag~r4+G^8o7uSThz)D_m%KGY;?yVQ-`&Zl+)T-o!SQ{{23aAXwL%ELOVp;%ut z=K;PB84HB@vR<)s+6bv?Wdr8%C_!EsGkXyk)Eru-c*h+8ifC5x&KjMAv1k4cHFG6; z8H|go%5~WJY6)7bUI8O~dg%Y1^j6m0*r?YIeB9zR9@d6DXs%Z2L!{eS`=ZOL!iB*o z8LysGFPF{1t_YR0A0uqOib+SSbw`91&b@&;ffll-QoH%0`Bar6t!QJ~hE4rw`J-cB z7*+WwhiNI-YV3+bT#ZLpiB5j+mX^ES)^iv!HzDiicXgM_U9DY56wYn%96oFU-d2fk zWM}5PquS0%LFKMcTP#t-5C}ygEtSz45w4c77d%z>qh{a&cKy$Gm(HiQ4zJI+EdN6d ztgG7q0?M&Ve_Xk_l!>(H9ZmHD95z1Zp~1B89mFKU?LNMGHruySA9Z^Eiltyh#z<}>MM954JB zd&_OO#>Q>^`o;k5!r*zv@KS3534@Twd~~-7V0!T!kQD%Y%icTt(F`u7w7e=g8Okf0 zZEqD%du}KsCl!?@d*;vR!zSOoe~$KP^Co8lyWS)hjZQ{dkC9VYd@=U;&2XguX5&5XstSHyc}iiN>zl(M!)K3?;V4XmAEgq>mP{;kh;Nj>-la2{=GeKuq}@@l)S zU6V^)v0EpVRgf^g$=t}C0TIAlUNggcfxJx)t$n{iPLz4SqxP-5o$baOs%`TyR#ca} zoxrs8j$^3n)D;K27I%^7(Hg^jwJK$c8~IoFyH(FQz?ju-kopPO=b<4q%8uOcpe4+s z-TXc*OtQoFYo0^v)N4$bB++Q;*8(;3fWyhYY?k+)^f&t1R8J5LQ`H{FkV5oZV! z?(KU$HIiis8>eS?kZ;lvrTt*r#=<-_ipXz}lQvW4EEg?fU9E`2mIAqm371~vr%#W> ze=V_AzbOgUEXOm>FXE0HEL+HXI5JaXv!0Nkcu*On=QV5g&+g~tU6WLrXQ{0)MKe!} zPJYOWdj4kCdY{R_z&68wXH-Qi;V7roQ=*19CPGzB!Hg)hj&4o?D6n!VeGSd1L_?cL za~a_~{XD%x%;tb<6H6=yJO^fmoqhHf>>Q96V;3EUv0Ck#8{%XLohf4#ezvT_A2N?W zsLBs!!`L^w=D8LWjD1JK5gvvqNr+A^WkrYYCpOMCoc}3DtDd0|NA~9;mdoahDhS^Z z=FQV^O!{W}PGJDKW!!&G4J<`Au%0}o=I5vDHopuD>(#vyVVE8q^Y1Le!i02tV2sgl zF%74`iKySp)vjfoZWK*;!D9yuZT{cj!Oy>4P91X$Ado;-w_EB)C$ zxPb=LiYk1MjlcKhrF}k`W+5Vkr|Dw(Ct$*&0 zv@=NVuT9ZS=P;IR3>R&_UjhT$Yp38lMjLLow);27@$v$e%aW*6(Xzt-nXd3{*57h= zj$Ly?JN>T&P}u(1c z%Naf;@Nh-Vk-Y#*HowoQi|^m>5TpPpsR#c8^|>k=Q~j2P4(9aK6GL6a(hoqAAf)Ul zz^o4i6P{#=MPq<-K}24QfNjQR>H_V+Z2|9lEA~UHif_SIS-a++@dU;+#1raP=~_~o zIlWqasvlJIZno_HwUt)yn;+7>qMqj?iy^pdGXP&-JJif*_>>tgQ~b58y57EqKKz>Q z4KWjHAq^_5If7V6S$xY*4o2}Lk2LodnLt1vx<0m6Ru|n99(MTLWY1v*=PRH0|1`y0 z)W`nWx-7k`;a4rd_LjF5x)qXp{9qz}h!`pu_`uZ^{LZ`P2-A-F(*4nq>r+*OzdG+3 zo?CuxX}I=W>EoyC;L;u9-IU!ch4S4ZCaQ1SE<@7-Eo8?z=h5}Se*Y=R6Ui{!KWkR4 zz0;uZd0VcomN76lO}f!%0sz0bE#ty2Ve9?u?Sl1Qrv#8|ta;r7%1~M$rkQcjE%1<> zg#nKUHE+(y#AHh8XBW*A?PZ5$E9tLW=Dchl_JeN^=%v`qSE6I%UtiRTI_>!@#hCH? zZei2@0F`Lc>z#tzz+A3PvUVis3if*jEG;FeTm8zf+(zv_qL4}RPP5nLQ-V?%Z<`r$ z#fIgZIvd~bh=r#B+s1A0H6Q!V^Om)>0L86Ya-zHBfqz;><5rEi@1M1!ezD#-dyWK7nNk+y6(_&(nTWyL3?3~<`H3UEJZ=G0a93a;}9 zT_aK27>sLXJobev1Cr{Acb5bexd#+r8~K0f%uA*xp!{0cUml2(SN7(;V*d`U6Ak|S z@c7@cpda=d74)vKutbF#h3-VVFsiJ*01CW0x<6YKLc7Trba==~`~~I%7A0RV3uprA38>?Ywt2OpK@G z`Q?f%yGh>AmS(JM`&$2Nw7hyHUl^K^M;vB4R z30Z2apVbjOrxcZJ3{EAW)2w@s_-bk03Z6d&IUL!uH2%f3S#%?{;&h}Q5;DSDd?&cR%ndCQdj)ncXqV9W2PJC*|2d60&q#sf$!u70 zxO_>&L5e)GXM*MQ+QqK<*kgiG=)hwCcH`I*5f0AIwGsW=Sr=WCn{NDFE4wtn^59}eSe~zUgn(S1-Qn6#K2?%0a3X%CK8)689VcrrR6AbJ>RlC?$J3 z$zNFAi$`W;Y$_CHr0R=&{AXg5)^j;4wD#UD;yr5F4A}h zMG@JOvCj|ba~nt%{K$;WS(gif{(e`9E3akh_o0R5bGq!^s%e`F9r|Vpty}feBDdLW z1P$%t76;g00QivAZMf{r_$VjY%=gb{Yb_K+K&04Z+FrmNI^!?f>0%E%Bi8C?yl@Xe z(RK*^L9C}&POaj;NkR+bYF9GPdJRY{Pe10-SGqb~T9SPR`YF^$Th|i0U0 zlpFgw%P+hprwHPQ6nH@1Zi+qd(0{TfPH51FPE9M2!7mH@nSlqKeL0JeH!kg3XE zTGdorW}WufM63jn5%?O$L?Uy<$;$H&nl6HQp^v63c&=LOwQ(AGe5fxlXm%!4)r!*@ zUeF;LW>Z@xE6qq&om|j2d|n^}E1C14w`oM`efQXPO*x>CS>TD~sI4@wD0J|3CVjxA z)5?)H!Jol9qBp;eRQERNs~&}B9(xR=$zpr1!qvVxN%|4Kc-d~mirLw^;$W0|Xccwy z?3*<+G;pxXq)6nZ71&zLpmbOXGN&u%G3pk4bBLv1Kn!a0!G_7fD+)w_%`JyaW>pi14#kduL=P;8XnR0hCqV$T@J(&9HfU4Os#`pbJ`)2Xr7bV)0%R+;wGBVIW+^x0wG%T4M zpaQ9?3NtI?l{b1V{}(!xM-$g(9n|rg3!~K>#j0{?4B#`hd+DPnM1#}mzzJA}(`9c{6 zufFbXk-mA?%0g8@xkOI(2&7U8`4s%n%(*Jql5Nn&@UjPaUOdh_=SHbv);>SMt;X?b zE1UVZ=rFKN;WriUjLro&ZUR+XdcPM=7*ISy$k=47uten{N*Lz@R04qOnVWg`uJH~A zc_Vg`!*4w7bXtLqs}YO8IQJI{V#w6fJ+xtQC#T%*^xm`pt-x z8hj+~6X9^i%IcFfv$%2&zl!5+LB%}NM6e7H)QE!PbNd)5RB&F`idlEkF@xgUC>G7j zRYQ^;`jn5>Mp*+p5_@MXawq0F#Nv71z{#OU;{^J4>xhyR`K+#5U{$V{;cOZz-*(X_ z+)@6|X0@IV5A~U(Sybk8$K>tL6&$%YMuS=0aQq8a>U)JXRjaR3i1hCwZo9&@WMCo= z&EUY6sJ>Yx`*lAMpHq(eYO%G?XdVM=6c?*aoO@cYSoD@kNGq@(^5F`TVU+c$vmybH z=)I(?aCIS|;PgCkJnRjILPvU9fbnHFKBh%&H{1uK_M=Zv)z1AXj~SxeA1h?w1OfOCAa?w8rf%K~)?Ztf!mS z53&By(z=o_Bqa81_w#lFnmoiCjzgxZBxeIruU|#`xRTwmQ`p0Sb75tFf9EhsJe6E& zI21Hb-DcqR-K}nIc@Oc>Ev34U%c9V(#0ex#(yA1iXQV`0^DEpd(-eU%+$Gopi&A&K zWzHF47>_LnjSm2VEPt(4tXr%x{pzY~=J?zVuKtBh(6`asoQ?(VgGaxWA$Y;(=sT=I zx;rzI?d#R{{b3*rOX~1d$fQyX^QtNUp=`Tc+|keA<1WDlJpA4O$YAvx_GtTlSbgOs zJHUXiqC_eo*vyDJ<422Z9bO{mKq{n&n0vK2k~ef$l%bHRmnNow&EQmwQto6uYsnM8 zf}M4}R^!f-=I`N?JPm}>0_E-n^SYHxYL+0rv*hFjyU`&zGf2ce0|T zNMv^lGeaYf90Cl#jMXsSAm(_E-1A;@`4~1%+bFzc{V}$G=v}U}^SGc)iGM?vOJkT} zC7Q`ha)+OuVDwtq6pYO;(!80o*6x9%x~es^RIA*ADl^awCi%z!?d-NWevs)6 z(~mC>vm|etgk~M6TC2jVi8Tfd<}p|A407%H|6=dGqngaR|4|)Bov|?tDk2IBqevH# z-kg!5pcDb=poF5dNDVCs>L^H6>CzOWmk3CQL`RBr=_QZ|0RjYw)IdU#dmcdN{eJ(u zYu(>ncdh%LwHPPK^PK0LefHV=vp?rN`>;m!F!z~XK`xi4>o#i0w>Njuo@HB*aZ945 zq{{1Mj1~0sfvxG}unA_x%FR{P>py9@bW z%DTCP62;jt$Ty7!5|u=Po303Z4=nqcw3-w~;1`gAn9edd+IwO5lVeuJ^V1^p8TbHx zq^v>*dZI$|y&2YhOo5Y=v3UZHVfri!4Oo>lU94nI#*5S4k}!){6dRL>X6=S^tOfGB zwkO{z?X1A3Fovy;)ltm{-l?Lj**Ai1==acSoJ!>+n<6DY92Nl%#X_UjpUSqXu_~Iz z>HOj|59-*RgcL0^V?w}V_UZIRZT)0zjdOpTslEO4BZHO~=R`!*t4@#-R%GtzAgn!z z2a(aTMZAwO=l$^O=Me@oacdG0Cx~(LM9kJzWT=bU&Bc7^_|rOe!4 z(V}?OIK|Mhh#uH)TUd%nDW!S(%sXCKL#PE@C%vg#$i6-N7{6eZTB7XP_$&pZr(CTn zpc-J_F>aqU&TnC!KlSuuh?Tw59MkojNs(${uXp+h*7|x&rTyZPbtf~#ip;Jr4yFxj z#`uq{G&PxIDf5U3l-0FrmAhtEhz}WEO)_{^Y*zo_RGP7W+pTa|_kd?zezpnxngWLI z!8f|`AzD~3NO;1sO-prtG5mVQcpFz!!!xY`G7_~KOgAWk^+m5N{{ava$)0D`@pS|; zfWZ*KJ8E}X8|Sf`r#kkhhS%`>m*W+?tjtc%QpP*b%ImWnnkFe7$T0(y|&#+o>bMb{B@1ozs>%jUH%hBwjz48iWHXg_NHiSqYuH-EKh zOH--3FjiaiaWf=DVSo@V6$UR>S^b9|?(LYeS@v?FG(YpEGiNAs8(>+RC#ho{E^97=YU%sSPCSU>+!N{zv*h1eO)^y1uk4CkwljX zCc%-3f8r~sAy7XHpjIN+=zmqLKu>MhJYlxkTfJgIWC-Bk*?aC7n7Vb7%l`D$SN)*I3TmQxL?N$DPMq%Fx5 z?y!aVz)^i0?)cOIbA$4vd4^h<6Y`W2%FCcUt$m4n>(d6P&^~4F`j^LR)HTP_tSD-7 zu^7{m@&KGsD`nTIqRsmI;Vn^+sUfeXdNgUq6W)?=>|)w{eBS(pxX3TA1K*llX%bY= z(E$I|r!iDHSa(iIXMgg-<0#dIWhz@pPArlaQze$o^D{J>KvJdnwOZ%Ojmd#w`sN=G zJyy$9giVOvtN+x{Pkl-BoL7-@9-Vp=+4{(WN?BA|yG(HuFWWyOm+w9QSTWgWWH83Z z_T#*$ZGTm^QTyC0>GQ@~zvcBJ%`++L64jzG`eDAIMma$arFZ!GIM~Q#ug_l-WRQW{ z8;m9O#B$ep9@i$w46L)9oTOW1WWz41>X<}I=@dsbPjh}se}k2ntm~A+B`>=>6S0EM zNsDc-A{5vurJ3H&jkHAhB8H;Lp(pQ~stEF5Y-Y6-B8}mx)^%r{FRBf!Azz0hm!ZK< zX6oe{T~%-@q(WflHG3<&!jO!T$L!wD$b(^?5{eniQeU6El3(~{>a#ooFnh*)N_f+C z;^MN-`15LHDawahSB<+eibZNQ?k#vquU==h-RJqU&o6$?--V{9`+tQi&wU8@zeIg$HHrN8%$VolBVZr6TDv>q z%?k9NDm$A1Ck&e)vn_)@Pk)-r<`H0aVk7hGJB#uLsF24}? zwK;|fvTLd8s%BxO&ur3d2p#kxa~FIBcOT=!lRO^0MjFmkX@qVRh0uy`#)PmBI+ueTJ*)r?b3 zd2-JE6?X4o8$T}#(%FL*lEA6N=ChkMv=o-ab&6YGV9e*B-Mzb}anQTr*Pe1HojGpp zuG?0%mKw7f7FQ6dp>w;*+cUc%QRwD{^`G?M+`}BX_zJzdlNva*80n|}RTES;o*BU_ zEl`A8QWECIF8%7^BZFR>aC3aauVQQ3Rx?o`Kk)%6{gkGqNheX~OtybkbyIBrzRA-;j1R7N=s^4XpQe=lWI7Dg;4*>$p{JAwAs1H>U z`zBMyo>%1wXKOBnimNI2f$E=I?{a6x?r*FIFP}|1R<*s_1m4}@@B0on`H7Ua*iXTy ze}n$=t(}?`l5L8xvfP=oHF2_q?FwIcizzg@s=F?y{MNsjuGa+LQmp|#$bIu~DL<9N z>CW%+fIUFT(l*2CU#yrpWout&`gm`}1>{xCjI~-Em&9C?M_<)()h~i+soatf$>%t3b;rvbz>O05q@*tK#Vr$0B%yCzYhIH`;#UE6#WG@+R;!c`*o1 zF48ShkR@u(>V?JKIvt%ci%VXrf_zIXe%SNCXAFMbsed&r-Zj*@ocj5`@^V{syKt)z zs?ZDhPj^-s&lrW!7?`1TD6C8HX~Te?s-o=s_fsn=^sCGZ1I4q=uU5r*m{+hLH;d?$ z|4<${L)g)5$si25wYtt6c&!Z<^y$%xok zAyGS%`zZ|{tC>$5X^vSaVk+m+>dzGUC`}} zyKLQ0**gV2FgZ-O-4qAZfWi*TIFVBtQ!Qw31>a3PQZq~C>C#VA z45LfJt8htrb^|gAXl5+2Ss}(EZ2nJrkA(jL&b00ab}b%Njb~=uYN*e`y|u!X-_K26 zh7_hl;o&BVhD zM^7Ctc@>|{=>$Zxnfpvtwz1v55(tS6(T2FABU##w)eDcf104YDRp=Z?L6)o_fGG)g zM8Y$NBW+vPQsOZ#9UIG#ulad*iEHUCFq(18)N^=4CBnUcY&^|TNteAoFYPI5$!}bO z5w|C<0*`X3zg>|QlT3>he+>{-JY2 zChD#OQ6BvHUat6Il2!yFv!Hb{_x32yFEAqZ!X(jj0u#sB+G|f2f>M$^gys~a>Wy;< zEAdLC#*OOt#Ug*vXG-s(D05uP^g#NJ(yG5X1qAj{tF){cJc@P?pcxY5J#)6qcKA#8 ztHsKtTTf1ZzFAHpT77$D1sV5_k8vR*4%B)5-13aUr$=~_rIN;g=Rhnk+?aXu(&<3! z6ob*}ux0qh=j=1BEF>&<}X&gxWUuF%bEX4VfFq4)6p)+;5M5KKBg;%{R~NKoW* zxr($(PQ0DP$}*o-m*}SW39r4tV8fF%qfW%R*QT1)NM$oK*;s$4{Z57L7i3ALH!@F^ z#?TXPoC@%5@u1&K8uBWH;H{KfTS!dOhvVXAqm;IGiY#^*rVu8KJil(%(-c3KwPcRr zpH#j*GhANQ1YzQsq&)|IozglKUJS=-Gv$tNWy<>@~vB3gq#ZJr*G0-o^G@qP39AsxxY5=L20F`nE+ek&~|_xA)I;eiM^pH z(p3UE08Lj?BHvo8v45rAV#&?AeVdAqeI>}5_SyzK=kw}3_aWMKt-a}0|1qOTW6835 zV6TfION#^1XGjv7JzbQ2#ZG}wjkOS-SH+ogG%r(kV)pqSTKixVh!gVGZ&o6Cp@5N%WD>fD(_oRKRyW+=X;;VVdPr39i$+2ytQuv@GM4VF{Yf1ujm zdF33`9UojouDvTdK7tiEk795u1pgT}IgcQ=n#NOIsxqGPTNaG3+_#}(X%*>I@)S|+ zmB$yG;h#81k=oW=9vfZKM_lQMm8=iQJN z(--gFQ}3QQ_L(r;zHKrPi|(V5VBFhtj_+{~ynSd=@%*x*p01fLhRZ55_@&ZM%`@JT zNQcc8*SDg5Jz@Q>BQJ|3h+my^jdhqg6UFqI!)QPxINUgC{NfHu-8BN4i==N^h`cVh zSg_;w&`}8M0P3;6qEl6v&)Ga)3g#RPVl5HpuOj$x51UtOq>{NB(-Nx?(R!d#F&9Vv z5$)i)co(njgzx90Vk-nG8uTNOxVw42eYQg1Q|gA`Dl~(Z(kpJgg2>&{vd|L!Z9sj zRrt_`$Yf=%8}1EAlCmD7y4ZEhIY7Cy2X3S=Us*hgt>_;PHy zLs|k9Q9!-Pv4HsbC1s8GBrraq01s)@7bPy%1o&IfWxL@=E@ZjDu;z2YE$$LVv!+&c z--6yrH^dG+nD!eg6zD=;BuXg9Eg%nR-|mMB8d)i{J*py z3w&zXcP)W1W7eua0f>_K%H2)2Y_M~SxS!Al235okg54i`xyIKqkt<<-xHkXf7ad)bT00_OJC9RD>rj{J#6p;iC1e%fqhu_H>fa80t7y?vAPFW^X|1P z#LA$)RF~<=RgHSAK9O=-|G21$S6XE4Pdr;<@QI^nol7`RqpymAiTP4<*jwOmo1D{^EB6$o{0|_i7C7R#e5XHW53%CGgWFhO#8M(&h4wghdO-6 z)yp5OK*LOW0eQfUjcLi#FH1Jth9h{!HX&L;?p5sa(*&;b;UajflT~h1AE1S1)*QK6 z-}>{aIm_hAx_2b_7bHO!;F8AaqBt%t95XCtRi$0mOnX^EwaDplXl6M;w-9YbUIH_G zCjMdNV~#-~*r+r`Hh%Tj-J|Uba$p`M_)dI2QA_4?pZ=54L`0%!fJLCy;k;GjSR7Hx zNt~K*mgqWo_wlY(&KD;=%!c2~!hA>o1m7AC3kk`z^#Z;XFOnb(~`99;7Uw zuGuTz9LmKa&hjAnkuobEwlu6KQ^8Z#QQU6S0(;4-f0li_uro&*#ISG0vO6o){OjMv z2q~z1tFNwH8R@x2D0L&nZJ8Nv^OfDXxW1?rA%?oT*ybp7!0585kw8v3>vjdimF3)o zCi31{U=a>tnqRVy!g$T1+?huchtD z6~F|RSiQFaf)KnT3klG(i)XZBc0lHRh@knDeq1&=7?NIGuuzH0{Ww^N}jb0&zYPlIA6fQ&t|gwbAi>mjN1$NxFIBUH9X) zgKjo27AuH=obt=h6+w6TOx3I(Fg;GFx9cgMTmsxo)6D#pFC;nyQ zXphrdRwI*~dYpLAoEOA28Jm&jFe_>18VC{kJn0&^v<1+Y^{AwkOFvJrOL^$ zt>*1qP5aP(eq?g7Tkp5WVI}jCL%%B7CB3;!oX>=N_OC4NbuBgRcKj=1@K}+E)|E16 z(=)aMQc_7a^Z9G#g8UF$9P@y+#ryR9Wl$kzow}45==keGREuAf-w-C$5S|Iw9})sF`zQ~vHhIjXMtNJeD1`#(MTa(0JJ3{RC=3JC}RI2zG> z7)B~t6?g9$jk5oH1?|_$bSL8+Qq^Kl$w6#|{XQzNo!Q>V;cjVXxvan`Uc<=d0JXkh zhn4-2u2~??0wl3xn>9hklvrMy7duE-{4`u)LDf_mBS)H^|(%Tq*t?tSz zzVjGa4101u+&h43tW;{uq2`Oz<~}QM35YJFa%Q0k!k}?pxS7&?P4z%ZL9}+Yo_0q6 zaAaUOpOl!OX`jr|G6$qi3oS(kS!?#lSv`|JY)LP&Dh(*QW;Re>Sf^)?qSdvTnRBSz zW7k$h=bPW-091baFIU;?HPQzTqkxOZsj!gFeQ#plf_IW)h=SL`{WmO>24@&c`R_GBCNBK2jd?Pz0v43!qmd%Ovv zlU!h9EY*L-rTJLI3Xq{CC403?_dd*PAa%-Si$Togm$PMD9sGWSf5uAur5-5D?Q9?b;>B+=%U-)KC7Ks; zReiQUKk0NrE(Hqjmw+lOI$qG_m+JsASaRd!zrwlh{}r|2nYOCdS%4qe@CRh2%G2lM z&eV~OYOwTCN|1r0R3?#zdav}axqEtiMFlt(?W@bfMo(B?(O)!?=wggrhl%)>YaGg4I3Nfw-T_?4AK6$)feO{ClG7d zKkW*!D)l?wDoSI&ecdTpxr#M?z;KktwL_E&aKKNF=i5zLdO1P9Sm^9IG)v~cmV*0n!^1yyxFn@(1VV@poRGR{Z{aI&q6@L|M!n75?!Buvlq4T>M?uK>yh%g4_c0y zG3+)5Y6buwk6yG{g}crTw-YDz3bpHICf}19r{1@l-;;KVg(c;VH2qQ60fCyLk$%23 z_U3{x=^+b^(BW_)#}X(4BNoXT{KqHV*I zy3@}0NC|q_z;EZT$z}-kDa(fC%)=~1V&%_6w#?pd*%@vhel~y-+)e2L7(olL<6XU* zLzTIfyC))fk5pF!^OeU+l1lPOKG^3~Ad%qzm!{d2Wq@9Dn*YV$8nLnZ^Gv;SGyegU z{{TcZV{>pqhGKEa!7BxXK6Tdjhyj?kG{=Bs1iZwm5@f;073N8lBM{+veovp_3cU@uPZfXg^4sM zpj+yeeepRu9`jVtFb-nzl%F4$ZI<<1yK)I|&oPq_1qujG1!OsNJHVvj7jNo`bPXIA zAYw%=9?SshWzsksl(*1rFt!F$ZZ<%H7v89IDPq4NIAUGd4Ywja-@JVh}=2)ToM>TeyOX)%+a5WGCSBwS6nd-6^{xN+(LHa#e zk$eBXF@-~!hkJ7wGY-URzqtvP13OJ=_<*!&?;0?;5Wk*&VRvarNSxdfUKdNHhS~O! zJ@VGdGxR}Z)xM4b3k?f_$kCDe_KAh>U!|ZnO{DwVYiA>^KOKPX-(qS=iDB9+WyrpG ztTTYX5cBx9ptVdFqGC-XYeh3sHa`}WE?@8_8aoHPgGi9WXJ({Na@#`7Hm)>&KELvN zc#LtwY>!i}?t8$M4y?};`Ta%g6_7rpkXatN!ypm(95+FxAIpX*AnfKy9Iu?rYo^^?n>%Zo%&gL3}P)Li<=Z-F3_$j~~(!;sXl1bk| z&x8IIaAFskS1c?Sm~olY`49^&Zeo*AQUoLjF<%Dd#J(%MjJR8cYigOjcy@D4h8ufv zG4>b(rvxp^ICXAC_$&LZ9I-CI=x0p@2-psU`wHDSaf~bS1ZMzil+XRzD3+5Goc5Ts z*k6uo9OY0+lDX^&M5)mE3mU8vs2eUjN=JKJ2GYSwU$jV6Hqp2K=&NnnS8a4T45E)KN!3{+_%ndU$&#c4I% zACO-0s96AB1$dxPK$M2%3Z3QwwAuxdiV}f+vA?1=ah3KSTC=(R8CseEoWQL|FM++~ z1Z;49MTesBWF53zxiJ+lJ$s!__I$xg1i@g`9vWUr^RSw{>iRTE{sH@q@L5VA(MGHx zuXEDqS$RfsM@sh>*C1u$8C&$_z`@;8z*baFHD(G^BteTHYdQ`bO`~c6@~nUWRL39y z0`9HjlgI<%w@WbdV6}JvS|xEP#3y?YynAzZLhh!I`{%eIk^quMVFkXl9K6y7;*9J9 zy@cGxwXeC{{f-4ni_`RUmzqyt!PO@FdkT9YlqS~SW@gsIeTgMxiQY-_nuW0S;reE`?5*q z5w4om=BJW0dK-(yD?Iq4i^v^Coyc+`{e8B9mk=}em{rqpK!=DhK(^xqZyz!1{)7@Y zV3Ud=k_R|t2&$4RF`u%;;f;Cm=8CPX7N(l8g1r)@S{dfU^ zWdVCcQIe84=Acr|KW}oQ4#SKtUlat%qo5`E{-`BspKk@8@pC ze~24UQxkxf#dP)p*9dPMXsyISfqF1JflJM)E!j^Zon&eKisq9BM=6j38BOpsp0IfF z8)osX3jJU=!+^~OP;7S{!r4-Q8P1cWt>B@i-M(fm3Q1H(Sf=S}RkBE*PmE4e!Qc$h z6+|)2^XmpVI-M%w<+WAfBt(i10|n+6w7=ofqa#B`C77Egv)Ft=%V^XM#OTk(m$O~P zKp;>uI??y$B>r(LuOYtIkDK3QB`M$M3DdB1Ov|L8uzIavBy=dd@2?c!2OF;O z2K!XK5LhGIk(iqZ=3VuAxvUAZjj#JZEzv1s_M{s+j&$Btnbv9AJ-1@~{|;xRl?=$~L7h zp)bWwGYGzvl;nzE!AO1ha483*cMW3Q0gLTWxPD+*6L9k*V2y6+$Uz^=mG-`;CWPrV zM@ZeF-5FD0wbI&tT7=n!Z|DW$)j26iL6qLIS90Krynw!Q7w}Xd@M0N`0H#G_L!~24 zMS;>b4%Qr7Dajx(%&J{{)k;@Zng9#T(~C-V%!PoxbvV;dGk}$b@sWSES55bZdjq(h zbLD#8fU##sCxu2VQ{e{;h5|C{CDQc`V@`+Y4Z?jGa0x5-(Hz8!*|uYEot!wJ{S~m$ z`%TB#Q`pFFb|$AwlQ`@e7JBmPbXR0{;l71>`n&LpNV&~+_&M5fjPb9=zCaQjWXgDk zdS`*rTtzFC{km>aG zFAyyOh5pcl0p9rc_9UCA$7H@0pP)4Ab$1rUw!K9)JLy%_?!ef4_3LkNg*$S*W{%aLC41v ziL5iI04kS?8=BD2w8it-KV5<%DDslm380rCa6s6OQTbXFErx+9xfSV$rAlVm_LDtC z9PtKjGjBeD=H*GiGq<(}05%s2)4c;0WIfO7U4@vj%*GEi4A3J))ATqg{^^ZIvU^&46l&f1PI!&m8tjU0AxD*=3Uqbxi3w0NG-f1U)(q^ zYPC;$8WE2wT;|?vN3+b%ffS01nfKLn&9IZR2bCnVTmg25zpvw>qQBiGcY>3!F!Jj` zNRgAuyYAfSLG0djQU3(vr(I9zG&IwIObK&CNf>-g2eli81EmYfy9jz9TpIY(m9l>? z2ER@?Z0#U~nz3EVbb;yqw;cGN>1g+YJxc%n81&PR#Lv)|S04UI5D$HPeFZQd{}%l- z&{4-f%7rgmXy@WP$f!Y#TJWh#c=$=wgUql!yXv}sbO_vV6fkVNuAh&7aqSNgkP>d+ zJCgEQ0AU+^^n zpm$f$LditpIZ|C@d|Kej-E%t7Ye7(1xypYK%15LA_X89z{>C4y;YB*^N3&ml_Cdw` z-hsx{&;ZG}0@BVgEd^eTfNLJ(HW*-2#8$ab#Np$WBBoYVXuB6&mUD4zleN&}n@gGu zpt{V@r0iU_%MVXD7xg^6K26jVynY-M`g;eJ{5z+lPb~^=VF8W)c3HWKC;HVadkZ9P zCDGj{2C8$@zl^Ber1V#anEiOenctt9(s};ijr!N|BL7yn?;L3;asY2`6QPG#D6sqS z&N%Cj#PA9m_>ASqM%6^ifjICg@$2-zml;*da8!}Fz+#|!y%0b8D4sBKYeoQKRH4GG z55NzPf1IQJ(u4cP*>0~zjsW)e{-8nGW+hv6d?uN=;Ud`r&wB|$5`DC?SbLGfh66YdV zg0vyBbZVDxJ3rC+{t9+)HHVK&6z;vtoM|BY;Iq@T+a=1Nrda5{WHcG1Ms2PvgH_p& zwrC&!uCmkntr^R+KvPbKq1PEUxE1SjP_`ZY`~Ph0sdszqL+D=g*ICY6U;o4*YWm~F z|EzP-i!H;Q=l9?EV;p_^9h4u!_)mFskUV=pa#P{=#e3@YTKuTrl1wl;UN3ff6LfOb zq4nuKct9zvc=EO65oG1dNk|z08Mx=#rG3nS$N}C|q=4$idd8OUw{FWZMx*G99RtmF zOV!OLDr?vGLekMc_V@Ds=V55(92e)}1NHh~Dm5gcQ_Xnn_wVCUmgU+yHAtt6o(_Z0 zuT`jU8^43zkT9t&{CnNxJ1rKgC3l-0H1qi-u*5=-NwG2EZXLpj# zz0kFCIfVEhwoHP}AS=Hm4$6_^{|lMp%Hw^=l}{n}!b0vLH#)nP#+Q#taPEjmf1W@j z@JXs}TqAo3s4^vcP-SDE4jc!l5zuLp9~qNN%p?1&f$LNh+KKlhv+R`7Y<-UvgGxs?TjsM4J{*l&?<+%9Vas zw!~K^o5JN-mUh!PrFnEelY9Wuk=G(XJ&l^}JTTB#A@#!`!86q*;+T$G6f}Fhns-_r zB(l`_)Vr&8yg0H!PcX4^eHNb}x)pn3Hk?SXzPA%h4er*EC1`yVA+%+hevsDU8I&0>{%eMB^J? zPxx^zURSRdbxwo25tfn`cx&wCcfE;yx4LRF&aR;}u1|mB5D*Xmdo%-TII7!R(4ZZo zI_pW#jv(6T!y3)%n^7Ty;sUnptJo7wo$JAau+ERiBzSiEqAyXH#6G1*OuCdyGr)kZ1DhknHfpMFwrZ2p?N?_PzF`YgI$BIB1X~a1@ zgz|}2!xxpuNqB+Zg}e)R%@Gf7$gfgKL07emO73k}1QJmE0UBmMUs~)l^mwsrKNV3F zX}2`n$#h-O>%=X0q{NCrE(KJVZJ~ovwXcw~7{-K#@N1~2!YG^6 zQ#)1aKX)y}G#u24uP^T(s4jBjjR}EUeWQ^1a*e9MB~GyqRO_ml-I$c*kae_RIu>Rn zAa&vC09uCCBNc5+-E$=G&X0Zux*+S$S(`7KZf4qFrAMLopRG%BGwD@wA_ic)K#(~| zIjp--eP@o0I5Nac6ZoAiBY^#~>bO5bUKzU{n=$_U69rZ=O3S&idq*vT+>k3D8H>Yo znZ?;^GHJfwqzAp}B=9@2=G#;(?RL5gXd&~-1698&iW1k6(T%DLatpOr!Pw)uhCxqAORQ;EdA~pvOFWpo&~lW7A+y=UI!{L_N(wxo(GU>N_&wDvbE}NLU?B z<;>H$3iKf!|0{D+z7OWg8GMUXqqLAwRrbcUU$%CjfO@VFUN+kWE_G=YFOxV((NSvQ z9EdqEx3Q*n^0i|?YrZby(K%=Y4y zX!B>QjnMzGh?M}jL9U?BC+pn@`i^(xW2XK7Os`3^9(d645cNN_nqChIsYcWZa0Y19 zKiB5w0`+`ep@=gOSe8vN&T1>2_pZ7@zGh#^eGLJN_iK5dP0-a3`OoyIFJ=Cj7Fa#? zkA=?zXRQKG@jXAGMl*s z)uXSOora<_Ie|-bx%tQM`~U%hb5$Zj1~)$oM!BS3vezb~!Q0251)m8UW`&1`ya18W z7j*&mo9clQFRt}!)Ms$0tb7>|UHYD;GB13~zkJvwZQl~Zbclc8DP^h|xc&hAo`iTWHLClxqUy_d}sshm<1YO2eBUP@G+d!fbWSF=gn>FI0w zp}g(WhAv>h4-@nC?9PrltpKZm4L&rQ77@m)FCid&_v_xH$6oxVWKNjAbpN)Hk;rL{ zR?j?X1;?_fw&baagp{(p#3?(+n>P)wn+a>nB%0kc^1t=#Vac2)k8*zb#pBqZC2i7^ z6;!u(Z&l#KPBTG`eO!pViyF52Zeuu4djM)Df8J{!Ur%Un z>6Hj=VJnlP4b{jEU4x^PTiOGs3vTZ8el%8YD?xAXyMvOo-*VG0=o0W`Lv1v@9gdQw z-*MZ41=EqW+gWj+9@B8wP%jv5Z5nVxZ|x=mAavljojQ1=9h7e$Z3qv!hyRq}s$tNU zAO&lL1>5d$Csz=HTl7+nySTWx3EyY(P9vPQla#$~Y)@A3G}NBSO1~hxFuM%?`!+^Z z4P*|!8SD>W8dR zo_YZhWr<_%$n^sskn4UegQFET-i^<^yHMJBqMDkaFJ6pSUKkGvnJ#7GK3&2<^TB6~ zmY+nbicqojrHU`EvBaykx?EFnwwx)*Sbbr8Gt?Gk@HSg;e1@LRY`$KhEG79j1k!@T z<Y5?Hw7B}IHlxiAOzlZhdokPYhxKWF+3s-J_dPMhhD>l383)9 z!;4{}ZYib8v@_sqr}G`zF*9kWMn{UPW*!TVw_I~asUNM9+mXU9OwVyn+R+zTMXm+x zh9;asjm-9Kf*p>y&9Bw&S7-5xs)ldDkx57JebROGwJ_G>sAsCo{Tj<-d(t;T9(HAz zP;=n3oDmT>4TytBHQr2q4`7k8w?fzY3%km_b>5e`MTjTKYPO1s+A{Nui&5>Nrgbjv zE^cNOH5i=b(HT*16$_lyj7_SOLQD;4TVA4k8uAiTvgy>QwaKQ{(S|b4E?86N$&*R8 zpF<3!)(1JIrW3}xYN(uv(0QLwxe}oxY;J9KTJ*RYcWY`I_(Pvp9LC!)dhL~yQ#W5W(p<6s*7*@kP+3cv@^qY$>-eCmI5dK*e(k12(`}zI3d5No7s&btw84904x<#AyExVvmn7+VrkqV13CzKYMEQr2^O3+Ef`iraM1vDE@?^V3@f{D7N!u)KHT9V&!poR^k9v(wk#YO9~@*ENxokLj%YF3p@Xa7EU{37N6l4ww~ar4PfKv~OwzOe+0n zp!Ktn!Z6iS!bQO7!taHY666$4zVe?)1uW54F?wyl)e-ejiy!Z&TzzkTU9(XEe1GhE zvd!Zx8>MQrb_07xISuvkTo>ZQ*W~D(yMhkfKB^Ipre=2amYR?YIY!;v6A;_aybqq4 zlaVo_!zpz^!1l9+ZuniHlvKYT1mujr3@t30;B$9CL1UE7oU}Pj6eRrtIvXm`fsyLT z3RjZWu;k@5Ab$A`CQ&J$e!-)2$DZt}emIsL5rujjIqY-I{h#W??dVtpsQ1d`Z{&gG z$RtIKrmno2KTSn|d}61auX%+-tL5iMXg(>1BC68N?uykG`CoyTvJF{w{yaYruB0Sz zUQ>N#x=$%miCNGFmN&La(1OF4FJn^QreR7^TIHw9XJ*4a!4D!&<#A7sb}e$G3^YY4 zDFNemspz}iuFmJ`4AdI%HaLp*Bu0>B?2;iGnG;CEmM)W>aza=lB;?*~m-N###j`Zf z->vdGNzrL=u?zmiAf@T9B(BoOwnGK{08R_A5gb;W#mv_7DLUP_yf*y;{(ZQ=)E(0} zr9=-ef@v>yg*$_*MIOoH_T9j(bkoyAM3p)}>8g?<_;zgmuE7kLuCh#M`m{3YtK&fU zT(l=}rdQm?H&1@)ul)*M5YGw;!S31D#Hn?px%RtxonG)?bBp}=DUzbRHvHV*Cg#UY z`e1^j3~2GAJ?it>PN%nfvFi@*v`nDgfVWls22VEl&JN^D-J3fdx*T;%R)G9twIuYE zf|u`rcjzAw-f(&)k88P^cF9LyT~S3K{Y|kjonPkizmm~jnNhpozoO{E$UUJ7=2KLA z6}an+kUJ`ta>3S;?9Dz4kF2KClc9luN|4j7qmaG9@MXBUG(!2I%$_ahTWN*Q*3Kz? z`<$$^brrZyq?a7>r`3S4B6zJEsMd3k7rG@gBw7)}Sm9sMjQXx^bEQ*)`@F2O)8(Z| z&{|PJ{YGDrL^VspKTUAol;!u!jNVM0_WxVpB}A&^n2m3W#NX;#<$loli9P|pIuBZd$);2g=CA9PSUB=rfX(Rpz z@uU4e&mX$Jb#TG=J1$(`!eZY)p8Fr^YhVBIKh7$O*&5I9mj=BAxugCq`dfne@%g_G z-4exr#k(bj|0>d!82&qDw(Z0JG2?L3V=ICTx|Et+aq+mg70>c<2}(7B8B1-i-0^ui z8r$}-x{TQ2FM{=F6cjD5Mhn?l?g0DVyy}tf7$0iw>zd{5NdEw0E`T+#n_*^R6X-PZ z?b-GHbL1UN@GfE}jDP+{Yqe8l=iApJ+s4%C^EcQ&a_V;1cj?FOH1ZD7QqAwLa2^F0 z99GG8+F-vgIGc8>Y-O0;73AjF_W7>+!g^PgdK5Sho#Nz#X&wp7*v}C{3O=lG#^QE?HE*Z5 zHD7*zL73mccnx)R;#8{CX2M6QuisSNdp~@F>9bM$ClEWGjM++#zUy_Xf}tB>M%j^0 z)WA&9`Yir~B$iTwLJbnq2ru>FN z-)InBn=RbhC3cD( z>O6w*dWYr!=t;~&o3v}!@k7_u|1<)qXV;wyRdykxx=4*y>oW(Z6+QxITvf3?t7@G*H|AXx1bL4PHO@|l{w=M+n3zU5qY-n*?UFajdX3l}WHGc9m zne(FV;f_?ghue|#*E>$1A-ugS2o=MwDnEY=cS=^ZeEzy%s2N9ZCq;5yc18_JHYgW)Ya` z|GS3mJ9q8c0c)Raft|qARNR|sIrJU-wrt=3ydmflqjrG+gl=cLQ@4KV_CyoYRTx`^ zci`s991F{xeyGLJJyMVgg7W(4Htrh=T!4`mys*#&B!1GH??adX>mY|h`j2?CA3c7z z6RO-HZuj@I!?;;C5RtLm2q%Y%6#Fm^0q$xL!hNet@TYO@ci!3b^Fj6gkJ0Emj8LyX z&0sRQQGPuSc@4XPd`X`CN^;OV@To=*u`6YY(v-n&&WnmisGfkaa3KtzT(z4jHiF6V{?T%PNKNh~0;GY%qbRtv)3(m$Hdm?REb3kPbgq*ojl` zM9psdjIUp+P)mQ0aQVzU)w?mA?Ml)*99jd%%1R(<_;dt@Z@)Xwws1ZW7Prqj7x`z^ z1SG@qI1i z%CX^+`#q6OWmV9c&BXZ*jE8XOM#_LVrrLGJ;jx(1c3Cj~XQV+$D;m1uMP8*F z=M$z4peKP6ge*t3x182(sCBstK3;+XJ`>WW%r;97U2)2k*V>FZd-lnX*wf@aLb=PY z&VOh;B*vrThyJw9+Ur=W^dgjF;lS!#u?A5pVyMt_N~`{5NJzUlC4DkBHemfb`}lz{ zR9k$`yuV;txv0|oj**#JFIy)5n3*cPri%NdUn=3 z^JteBLQ*o&r-}RL4(wb&RA=iJXCUW}inx%TFzm-1PveieCQSamCFpgM#bt!pR^&Km_H%N&7Fv+r1Y~Jw1q3XZ?X>jD-XuB3 zL({5>Cmp2p^0hU|ZLZ86aAhJg{cLY_vB(gJMpxco*x3IVTBE!^9qxuSzIE?`D#1*) zM?;~ftQ~YXkUn&y(~_JcM(mc9uzQlf{*EMaMUI$^aKPj8Q6RfMcO4he}|TT9sJp*D>>rnddy zct5}OZjJN(MubO9N=gj+WQ549a#E`|1Nk+L3ICt*G zOs$;PM1uVPwZBc@U6cFeB&Wkdv;EMkrQMH!(R%b)>H3`Afk$R}yi`gA4m};1*ZKKo zWT439b#{L@3l;`HUwg0i_wgU!{kj;P@69QM4OA6uSTZH)-W&Eu{``Nef?mDYvv-Hx zqu9xLm0!+VZUH$iio>D%*mr~Ub`t8d%w#T_5#exFtK ztt&7+R^YI|tbFO$ua>ah8iQ)i-94Jm&i#tjsd&S`G1-1n(8vDQv%AjM{h7Tv+V~tW z0AG|H`MGCd{qDS&t@%$~=8 z+m^|Fd={9T^x{Nt@`2fHuE3!@HCV~8`{Koma=Vo15PzfzP;Y=@m<%6c^w^`>;JAvFTQW_tmR_ilM4?o{`Wn+$bJ1i zNimqgf`YTnw;fq^RR72)aq%OQe)=B;7RB+uJ-QbC2z;esXI}a0&GO!&g zOI4SN$kq!7#%$Sr{1=~$OuPKgWxy#42b1rw<=bWN*;jpeBm1@2cG1F>hOeY&?a74p z$r!#lduiUfz0K|RwQCvqcZH(Oa=Uo5!;k(l)drrhxjOmlCe@3Z(vH5{cW;_f?f!)? zeq37e{!HbwfOo(OYDLLyo2q@jV8{DopQYle>h5Nix>{*=Stu&a6$q3O7yPTVsPcDx`_ouhiFo%` zTSvytfA?>7e93V!)DJq-{i|>JtLt+=99d%hKIi-%V9Rnr8l*)Gvv&ze{r1rzSx~r< zJZ9MN|Nc5zaAC~zX}jE!dyinV91IPfD6QsE9yDE!h6^+xMpFnZAVx!CG$eo_Fj_Le dk^$XALi1tAlb=g}yg37Mfv2mV%Q~loCIGfjictUn literal 0 HcmV?d00001 diff --git a/tutorials/source_en/index.rst b/tutorials/source_en/index.rst index ee2738003e..34f6f996dc 100644 --- a/tutorials/source_en/index.rst +++ b/tutorials/source_en/index.rst @@ -43,7 +43,7 @@ MindSpore Tutorials :maxdepth: 1 :caption: Performance Optimization - advanced_use/distributed_training + advanced_use/distributed_training_tutorials advanced_use/mixed_precision .. toctree:: diff --git a/tutorials/source_zh_cn/advanced_use/checkpoint_for_hybrid_parallel.md b/tutorials/source_zh_cn/advanced_use/checkpoint_for_hybrid_parallel.md index 66ac1a632a..570ea81dea 100644 --- a/tutorials/source_zh_cn/advanced_use/checkpoint_for_hybrid_parallel.md +++ b/tutorials/source_zh_cn/advanced_use/checkpoint_for_hybrid_parallel.md @@ -183,13 +183,13 @@ for _, param in net.parameters_and_names(): 如下代码,先分别对切片1和切片2,切片3和切片4按列拼接,之后对前两步得到的数据按行拼接。 ``` - slice_line1 = np.concatenate((slice_list[0], slice_list[1]), aix=1) # result [1,2,3,4] - slice_line2 = np.concatenate((slice_list[2], slice_list[3]), aix=1) # result [5,6,7,8] - whole_data = np.concatenate((slice_line1, slice_line2), aix=0) # result [[1, 2, 3, 4], [5, 6, 7, 8]] + slice_line1 = np.concatenate((slice_list[0], slice_list[1]), axis=1) # result [1,2,3,4] + slice_line2 = np.concatenate((slice_list[2], slice_list[3]), axis=1) # result [5,6,7,8] + whole_data = np.concatenate((slice_line1, slice_line2), axis=0) # result [[1, 2, 3, 4], [5, 6, 7, 8]] - slice_moments_line1 = np.concatenate((slice_lis_moments[0], slice_lis_moments[1]), aix=1) - slice_moments_line2 = np.concatenate((slice_lis_moments[2], slice_lis_moments[3]), aix=1) - whole_moments_data = np.concatenate((slice_moments_line1, slice_moments_line2), aix=0) + slice_moments_line1 = np.concatenate((slice_lis_moments[0], slice_lis_moments[1]), axis=1) + slice_moments_line2 = np.concatenate((slice_lis_moments[2], slice_lis_moments[3]), axis=1) + whole_moments_data = np.concatenate((slice_moments_line1, slice_moments_line2), axis=0) ``` 5. 对模型参数赋值。 -- Gitee