Files
lab/5/data science/3/1_01_data_loading.ipynb
2026-02-17 23:13:20 +03:00

3676 lines
5.7 MiB
Raw Blame History

This file contains ambiguous Unicode characters

This file contains Unicode characters that might be confused with other characters. If you think that this is intentional, you can safely ignore this warning. Use the Escape button to reveal them.

{
"cells": [
{
"cell_type": "markdown",
"id": "694fb8c3-e4db-4c7c-ab5d-86089a86bb38",
"metadata": {
"tags": []
},
"source": [
"<a href=\"https://www.nvidia.com/dli\"> <img src=\"images/DLI_Header.png\" alt=\"Header\" style=\"width: 400px;\"/> </a>"
]
},
{
"cell_type": "markdown",
"id": "e70af1c2-3da6-4dfa-a1e3-e86dcb404363",
"metadata": {
"tags": []
},
"source": [
"# Enhancing Data Science Outcomes With Efficient Workflow #"
]
},
{
"cell_type": "markdown",
"id": "cb319b53-c68b-4b1d-a176-e0263d83ce3c",
"metadata": {
"tags": []
},
"source": [
"## 01 - Data Loading ##\n",
"In this lab, you will learn the motivation behind doing data science on GPU clusters. This lab covers ETL, data exploration, and feature engineering steps of the data processing pipeline. Extract, transform, load, or [ETL](https://en.wikipedia.org/wiki/Extract,_transform,_load), is the process where data is transformed into a proper structure for the purposes of querying and downstream analysis. [Feature engineering](https://en.wikipedia.org/wiki/Feature_engineering), on the other hand, is the process of converting raw data into features that can be used to develop machine learning models. \n",
"\n",
"<p><img src='images/pipeline_overview_1.png' width=1080></p>\n",
"\n",
"**Table of Contents**\n",
"<br>\n",
"In this notebook, we will load data into a Dask DataFrame, perform data cleaning, and persist the processed data for downstream analytics. This notebook covers the below sections: \n",
"1. [Background](#s1-1)\n",
" * [RAPIDS, cuDF, and Dask-cuDF](#s1-1.1)\n",
" * [Problem Scoping and Other Applications](#s1-1.2)\n",
"2. [Introduction to Dataset](#s1-2)\n",
" * [Data Size](#s1-2.1)\n",
"3. [Data Loading](#s1-3)\n",
" * [About CSV File Format](#s1-3.1)\n",
" * [Exercise #1 - Understanding DataFrame Memory Usage](#s1-e1)\n",
" * [Exploring Ways to Load Large Dataset on Single GPU](#s1-3.2)\n",
" * [Dask-cuDF With Single GPU](#s1-3.3)\n",
" * [Distributed cuDF DataFrame on Multi-GPU with Dask-cuDF](#s1-3.4)\n",
" * [Exercise #2 - Starting a Dask Cluster](#s1-e2)\n",
"4. [Data Quality Check, Data Cleaning, and GroupBy Operations](#s1-4)\n",
" * [Handling Null Values](#s1-4.1)\n",
" * [Exercise #3 - Understanding Groupby Operations Behavior](#s1-e3)\n",
" * [Data Imputation](#s1-4.2)\n",
" * [Exercise #4 - Check Missing Values](#s1-e4)\n",
" * [Exercise #5 - Static Fill Null Values](#s1-e5)\n",
"5. [Filter Relevant Data](#s1-5)\n",
"6. [Save to Parquet Format](#s1-6)\n",
" * [Dask-cuDF to cuDF Conversion](#s1-6.1)\n",
"7. [Summary](#s1-7)"
]
},
{
"cell_type": "markdown",
"id": "42a915f7-41e1-4c9a-9e6e-1a2f97818629",
"metadata": {},
"source": [
"<a name='s1-1'></a>\n",
"## Background ##\n",
"Unlike the field of computer vision and conversational AI, which have already fully adopted GPU-acceleration for both data processing and training of machine learning models, much of the data science field is still predominantly powered by CPUs. This is due to the _tabular nature_ of the underlying data. Tabular data are ubiquitous and easily understood. They support the analytics enterprises rely on to thrive and succeed. However, as the amount of data continues to grow, traditional software and hardware can no longer support the processing speed needed. \n",
"\n",
"With RAPIDs, we can achieve significant performance improvements for both data preprocessing and machine learning model training alike. RAPIDS uses high-level APIs to simplify access to CUDA interfaces for various operations. By keeping the data entirely on the GPU and in the same format throughout the data processing pipeline, there is no need to copy/move data between CPU and GPU memory. Minimizing data transfer helps us to realize full potential of GPU acceleration. The benefits of reduced computation time on tabular data for data science include: \n",
"* Allows more features to be discovered through experimentation\n",
"* Improves model performance through hyperparameter optimization\n",
"* Reduces cost and improves productivity"
]
},
{
"cell_type": "markdown",
"id": "de437533-1c16-4cb7-9646-b3775fb28893",
"metadata": {
"tags": []
},
"source": [
"<a name='s1-1.1'></a>\n",
"### RAPIDS, cuDF, and Dask-cuDF ###\n",
"Data manipulation can be done using the RAPIDS suite of software libraries. They parallelize compute to multiple cores in the GPU to achieve improved performance over traditional data processing tools. We can use cuDF to manipulate data using a DataFrame-style API and Dask-cuDF to distribute our computation across a GPU cluster. This is useful when working with large amounts of data that exceeds the memory of a single GPU. \n",
"\n",
"<p><img src='images/ds_on_gpu.png' width=720></p>\n",
"\n",
"**cuDF** [[doc]](https://docs.rapids.ai/api/cudf/stable/) is a Python GPU DataFrame library (built on the [Apache Arrow](https://arrow.apache.org/) columnar memory format) for loading, joining, aggregating, filtering, and otherwise manipulating data. cuDF provides a [pandas](https://pandas.pydata.org/)-like API that will be familiar to data engineers and data scientists. This enables them to easily accelerate their workflows without going into the details of CUDA programming. cuDF also offers great interoperability with other tools in the GPU PyData ecosystem such as [CuPy](https://docs.rapids.ai/api/cudf/stable/user_guide/cupy-interop.html). \n",
"\n",
"RAPIDS uses **Dask** [[doc]](https://dask.org/) to scale data manipulation across multiple GPUs through **Dask-cuDF**. Dask is a Python distributed framework used to run workloads on both CPUs and GPUs. It is an open-source library designed to natively scale Python code. With Dask, data is split into <mark>partitions, processed by one or more nodes</mark> within a cluster, and aggregated when necessary. Dask handles distributing our data across multiple GPUs with **Dask-CUDA**, which is a library extending `Dask.distributed`[[doc]](https://distributed.dask.org/en/stable/). Dask consists of 3 main components: a **client**, a **scheduler**, and one or more **workers**. When the Dask scheduler assigns tasks to workers, they can run in parallel by individual workers. Of course, the tasks themselves will use **CUDA** for parallelized computation. For more information on how to use Dask with GPUs, please see the Dask-CUDA [documentation](https://dask-cuda.readthedocs.io/en/latest/).\n",
"\n",
"<p><img src='images/client_scheduler.png' width=720></p>\n",
"\n",
"**Note**: cuDF is great for tabular datasets that fit nicely in GPU memory while Dask-cuDF becomes useful when the dataset is larger than memory. A quick introduction to cuDF and Dask-cuDF can be found via [10 Minute to cuDF and Dask-cuDF](https://docs.rapids.ai/api/cudf/stable/user_guide/10min.html). Throughout the workshop, we will denote `pandas.DataFrame` as `df`, `cudf.DataFrame` as `gdf`, and `dask.dataframe.DataFrame` as `ddf`. "
]
},
{
"cell_type": "markdown",
"id": "b77cf994-83fe-44bd-a1fa-eb3800d31306",
"metadata": {},
"source": [
"<a name='s1-1.2'></a>\n",
"### Problem Scoping and Other Applications ###\n",
"For this lab, we will perform various data science tasks using an E-Commerce dataset. We set the primary objective as building a _classification model_ that can accurately predict if a customer will purchase an item. Throughout the lab, we'll closely examine each step that helps us improve our results. In doing so, we will be able to apply the techniques discussed to other use cases. For example, similar pipelines is used for: \n",
"* **Retail Analytics**: Some retailers need to make forecasts regularly for inventory and supply chain management purposes. The high frequency of this process, often weekly, puts constraints on time and demands high levels of acceleration to process large amounts of data. The ability to process data efficiently and develop powerful analytical tools enable higher sales and revenue.\n",
"* **Recommendation System**: Enterprises across industries rely on the ability to process inputs, build models, and inference quickly to help users find relevant information. \n",
"* **Financial Modeling**: Investment management companies, banks, and venture capital firms rely on analyzing large datasets and performing analytics in near real-time to identify trends. "
]
},
{
"cell_type": "markdown",
"id": "20cc77ba-472c-4e55-a2cd-ef322b746255",
"metadata": {
"tags": []
},
"source": [
"<a name='s1-2'></a>\n",
"## Introduction to Dataset ##\n",
"We use the [e-Commerce Behavior Data from Multi-Category Store](https://www.kaggle.com/mkechinov/ecommerce-behavior-data-from-multi-category-store) from [REES46 Marketing Platform](https://rees46.com/) as our dataset. Below is a sample of the original data: \n",
"\n",
"<p><img src='images/data_preview.PNG' width=1080></p>\n",
"\n",
"**Description**: \n",
"* `event_time` - time when event happened (in UTC)\n",
"* `event_type` - events can be: \n",
" * `view` - a user viewed a product\n",
" * `cart` - a user added a product to shopping cart\n",
" * `remove_from_cart` - a user removed a product from shopping cart\n",
" * `purchase` - a user purchased a product\n",
"* `product_id` - ID of a product\n",
"* `category_id` - product's category ID\n",
"* `category_code` - product's category taxonomy (usually present for meaningful categories and skipped for different kinds of accessories)\n",
"* `brand` - brand name (downcased)\n",
"* `price` - float price of a product\n",
"* `user_id` - permanent user ID\n",
"* `user_session` - temporary user's session ID. \n",
" * session is changed every time a user comes back after a long pause\n",
" * a session can have multiple purchase events and is considered a single order"
]
},
{
"cell_type": "markdown",
"id": "40b76f83-ab15-4bd4-a8c4-41fb75d9c04c",
"metadata": {},
"source": [
"<a name='s1-2.1'></a>\n",
"### Data Size ###\n",
"Performance often isn't a problem when working with a small dataset. However, runtime can be much longer and the kernel might fail due to insufficient memory if the dataset is large. Memory capacity is an important consideration for us since GPU memory can be smaller and more expensive than host memory. If we want to keep data processing in the GPU to take advantage of the acceleration, we need to be mindful about <mark>memory utilization</mark>. We start by examining the size of the source data files. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "03682008-cece-4715-9017-bafa42ece9ac",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total 2.3G\n",
"2.3G 2020-Mar.csv.gz\n"
]
}
],
"source": [
"# use ls command to list directory contents\n",
"# the options -s shows size and -h shows in readable format\n",
"!ls -sh data"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "1d12494f-9f25-4d79-9baa-cfb4f005366b",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
"# use gzip command to uncompress .csv.gz files\n",
"# the options -d decompresses and -k keeps the original file\n",
"!gzip -cdk data/2020-Mar.csv.gz > ./2020-Mar.csv"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "f2aab3d9-6f2b-4803-b90e-eeb10b83b29c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"7.3G 2020-Mar.csv\n"
]
}
],
"source": [
"# the uncompressed csv file is much larger\n",
"!ls -sh 2020-Mar.csv"
]
},
{
"cell_type": "markdown",
"id": "0fff17ac-7124-484c-9400-0c165c7892da",
"metadata": {},
"source": [
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"Some categorical features, such as `event_type`, `category_code`, `brand`, and etc. are stored as raw text. They could have alternatively been stored as integer with a separate mapping. When represented as strings, they require significant amount of disk space and memory to process. "
]
},
{
"cell_type": "markdown",
"id": "52e70a9f-97c6-4324-a8dd-38ef1fb62e6e",
"metadata": {},
"source": [
"<a name='s1-3'></a>\n",
"## Data Loading ##\n",
"**cuDF** and **Dask-cuDF** support all the common I/O formats such as `read_csv()`, `read_json()`, `read_parquet()`, `read_orc()`, and more. If the data fits comfortably on a single GPU, then cuDF on a single GPU should be used for data manipulation. cuDF is much faster than Dask-cuDF on small datasets since there is no orchestration overhead. On the other hand, if the workflow is to be distributed across multiple GPUs, data is spread across many files at once, or doesn't fit in memory on a single GPU, Dask-cuDF is recommended. More information about I/O operations can be found in the [documentation](https://docs.rapids.ai/api/cudf/stable/api_docs/io.html). "
]
},
{
"cell_type": "markdown",
"id": "26db5aa3-5114-47c6-89d3-f29f826fa095",
"metadata": {},
"source": [
"<a name='s1-3.1'></a>\n",
"### About CSV File Format ###\n",
"CSV files are commonly used because theyre human-readable. While they continue to be a popular choice when storing data, CSV files are usually not the best file format for data analysis. It's best to start our analysis by first converting the files to a more desirable file format. The `.read_csv()`[[doc]](https://docs.rapids.ai/api/cudf/stable/api_docs/api/cudf.read_csv.html) function for loading data is memory intensive and requires memory in excess of the original source. This is related to intermediary processes that create temporary data when parsing the file(s). The spike in memory is particularly noticable when loading large datasets that contain many string values since they require much more working memory. In general, whether memory will be an issue depends on the size and types of data, but using Dask can help us deal with potential memory issues. "
]
},
{
"cell_type": "markdown",
"id": "6230a978-c142-4e1a-8c02-920b4372b140",
"metadata": {},
"source": [
"<a name='s1-e1'></a>\n",
"### Exercise #1 - Understanding DataFrame Memory Usage ###\n",
"\n",
"**Instructions**: <br>\n",
"* Review the [memory_utilization notebook](memory_utilization.ipynb) to understand how memory usage is calculated. "
]
},
{
"cell_type": "markdown",
"id": "a5c38313-83a2-43b4-9ea4-54ac89e3ef8e",
"metadata": {},
"source": [
"<a name='s1-3.2'></a>\n",
"### Exploring <mark>Ways to Load Large Dataset</mark> on Single GPU ###\n",
"Since our dataset is quite large, attempting to read the data as is into a single T4 GPU with cuDF will result in *going out of memory* (see sample error message): \n",
"\n",
"```\n",
"MemoryError: std::bad_alloc: out_of_memory: CUDA error at: /opt/conda/envs/rapids/include/rmm/mr/device/cuda_memory_resource.hpp\n",
"```\n",
"\n",
"In order to read the data into a `cudf.DataFrame`, there are a few options: \n",
"1. Limit the amount of data read with `nrows` parameter, e.g. `gdf=cudf.read_csv('2020-Mar.csv', nrows=30000000)`\n",
"2. Limit the number of columns read with `usecols` parameter, e.g. `gdf=cudf.read_csv('2020-Mar.csv', usecols=['event_time', 'event_type'])`\n",
"3. Use pandas to read the CSV file using host memory, then create a `cuDF.DataFrame` from the `pandas.DataFrame` with `.from_pandas()`[[doc]](https://docs.rapids.ai/api/cudf/stable/api_docs/api/cudf.dataframe.from_pandas), e.g. `gdf=cudf.from_pandas(pd.read_csv('2020-Mar.csv'))`. This relies on the host memory to perform many of the intermediary processes before the data is moved to the GPU. It is not recommended as reading large datasets with pandas can be inefficient. \n",
"4. Read the entire dataset with cuDF by enabling memory spilling from the GPU to host using RMM (managed memory), e.g. `cudf.set_allocator('managed')`, `gdf=cudf.read_csv('2020-Mar.csv')`. This is not recommended as it can corrupt driver context and require the whole machine to be rebooted. \n",
"5. Whether it's to analyze data on one GPU or spread the analysis across multiple GPUs for even faster results, Dask-cuDF is the recommended way of reading large datasets. Even with a single GPU, Dask-cuDF would be able to read large datasets by leveraging mechanisms that help manage memory, which include chunking the workload as well as **spilling** [[doc]](https://docs.rapids.ai/api/dask-cuda/stable/spilling/) from GPU memory to host memory and disk as needed. "
]
},
{
"cell_type": "markdown",
"id": "5edf6aef-6e6a-4114-b5a4-fa7aaf2b96e9",
"metadata": {},
"source": [
"<a name='s1-3.3'></a>\n",
"### Dask-cuDF With Single GPU ###\n",
"When using Dask, it is always recommended to create a cluster first with `dask_cuda.LocalCUDACluster()`. Dask will run even if we don't create a cluster explicitly, but none of the optimizations introduced by [Dask-CUDA](https://docs.rapids.ai/api/dask-cuda/stable/index.html) will be available in such cases. Dask's default scheduler is a single-machine scheduler (as described [here](https://docs.dask.org/en/latest/scheduling.html)) that cannot run on multiple machines. We will use the distributed scheduler to work with a cluster. \n",
"\n",
"The Dask client is the primary entry point for `dask.distributed`. When we create a Dask client with `dask.distributed.Client()` and point it to the cluster, we enable compute to be done by the distributed system. Instantiating a <mark>`dask.distributed.Client` with no arguments will implicitly create a `dask.distributed.LocalCluster`</mark> and pass it as the argument (as described [here](https://docs.dask.org/en/latest/deploying-python.html#client)). While we can make a `LocalCluster` work with multiple GPUs, it is recommended to use the `LocalCUDACluster` variant that uses one GPU per process. To create a `LocalCUDACluster`, we will want to either use the `dask_cuda.LocalCUDACluster`[[doc]](https://docs.rapids.ai/api/dask-cuda/stable/api.html) API, launch Dask workers from the command line, or use the [Dask JupyterLab Extension](https://github.com/dask/dask-labextension) UI to start a cluster. We will use `dask_cuda.LocalCUDACluster()` to instantiate the cluster and discuss some important parameters. \n",
"\n",
"Using `dask-cuda-worker` or `LocalCUDACluster` will automatically launch one worker for each GPU available on the node from where it was executed, but we will first use Dask with a single GPU before scaling out to multiple GPUs. We can control the number of workers with the `CUDA_VISIBLE_DEVICES` parameter, or by defining it as an environment variable. Alternatively, the `n_workers` can be used, but it must be smaller than or equal to the number of GPUs specified in `CUDA_VISIBLE_DEVICES`. \n",
"\n",
"Importantly, Dask-CUDA supports spilling from device memory to host memory when the GPU can't fit more data. The spilling mechanism is triggered once the user-defined limit, `device_memory_limit`, is reached. The `device_memory_limit` parameter takes a string representing the number of bytes in human-readable format (e.g. `2GB`), float representing the fraction of device memory, or integer representing the number of bytes per worker. By default, this parameter is set to `0.8`. which means the <mark>cluster will spill to the host when memory usage becomes high.</mark> The `rmm_pool_size` parameter is used to specify the initial RMM pool size for each worker. More information about spilling from device can be found [here](https://docs.rapids.ai/api/dask-cuda/stable/spilling/). Memory spilling is important when doing complex operations like `.groupby()`, which can spike memory far higher than just the raw file size. On the other hand, if the workflow is not memory constrained, `device_memory_limit` can be set to `0` to disable spilling. \n",
"\n",
"A separate parameter <mark>`memory_limit` is used to set bytes of host memory each worker can use</mark>. It's defaulted to `auto`, which will assign host memory to each worker based on the calculation `min(1, num_threads / num_cores)`, where `num_threads` is `1` for GPU workers and `num_cores` is `n_workers * n_threads`. This will split the total system memory evenly between the workers and enable spilling to disk. When host memory is constrained, splitting on an already low host memory can trigger Dask to [pause](https://distributed.dask.org/en/stable/worker-memory.html#pause-worker) or [kill](https://distributed.dask.org/en/stable/worker-memory.html#kill-worker) workers. More information about memory management can be found [here](https://distributed.dask.org/en/stable/worker-memory.html). \n",
"\n",
"More information about `dask_cuda.LocalCUDACluster` can be found in the [documentation](https://docs.rapids.ai/api/dask-cuda/nightly/api/#dask_cuda.LocalCUDACluster). "
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "07e13c21-acc1-4a93-b0ee-21fcfc4a3c43",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2026-02-03 18:10:37,831 - distributed.preloading - INFO - Creating preload: dask_cuda.initialize\n",
"2026-02-03 18:10:37,831 - distributed.preloading - INFO - Import preload module: dask_cuda.initialize\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <h3 style=\"margin-bottom: 0px;\">Client</h3>\n",
" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Client-a4c25815-012b-11f1-80a5-0242ac120003</p>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
"\n",
" <tr>\n",
" \n",
" <td style=\"text-align: left;\"><strong>Connection method:</strong> Cluster object</td>\n",
" <td style=\"text-align: left;\"><strong>Cluster type:</strong> dask_cuda.LocalCUDACluster</td>\n",
" \n",
" </tr>\n",
"\n",
" \n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\"></td>\n",
" </tr>\n",
" \n",
"\n",
" </table>\n",
"\n",
" \n",
" <button style=\"margin-bottom: 12px;\" data-commandlinker-command=\"dask:populate-and-launch-layout\" data-commandlinker-args='{\"url\": \"http://127.0.0.1:8787/status\" }'>\n",
" Launch dashboard in JupyterLab\n",
" </button>\n",
" \n",
"\n",
" \n",
" <details>\n",
" <summary style=\"margin-bottom: 20px;\"><h3 style=\"display: inline;\">Cluster Info</h3></summary>\n",
" <div class=\"jp-RenderedHTMLCommon jp-RenderedHTML jp-mod-trusted jp-OutputArea-output\">\n",
" <div style=\"width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;\">\n",
" </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <h3 style=\"margin-bottom: 0px; margin-top: 0px;\">LocalCUDACluster</h3>\n",
" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">19eb83e6</p>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Workers:</strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads:</strong> 1\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total memory:</strong> 186.61 GiB\n",
" </td>\n",
" </tr>\n",
" \n",
" <tr>\n",
" <td style=\"text-align: left;\"><strong>Status:</strong> running</td>\n",
" <td style=\"text-align: left;\"><strong>Using processes:</strong> True</td>\n",
"</tr>\n",
"\n",
" \n",
" </table>\n",
"\n",
" <details>\n",
" <summary style=\"margin-bottom: 20px;\">\n",
" <h3 style=\"display: inline;\">Scheduler Info</h3>\n",
" </summary>\n",
"\n",
" <div style=\"\">\n",
" <div>\n",
" <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-365ea422-ebfd-48a5-aae9-38ce21fa3565</p>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm:</strong> tcp://127.0.0.1:38683\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Workers:</strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads:</strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Started:</strong> Just now\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total memory:</strong> 186.61 GiB\n",
" </td>\n",
" </tr>\n",
" </table>\n",
" </div>\n",
" </div>\n",
"\n",
" <details style=\"margin-left: 48px;\">\n",
" <summary style=\"margin-bottom: 20px;\">\n",
" <h3 style=\"display: inline;\">Workers</h3>\n",
" </summary>\n",
"\n",
" \n",
" <div style=\"margin-bottom: 20px;\">\n",
" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <details>\n",
" <summary>\n",
" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
" </summary>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm: </strong> tcp://127.0.0.1:40481\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads: </strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:38253/status\" target=\"_blank\">http://127.0.0.1:38253/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Memory: </strong> 186.61 GiB\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Nanny: </strong> tcp://127.0.0.1:42045\n",
" </td>\n",
" <td style=\"text-align: left;\"></td>\n",
" </tr>\n",
" <tr>\n",
" <td colspan=\"2\" style=\"text-align: left;\">\n",
" <strong>Local directory: </strong> /tmp/dask-worker-space/worker-q7taxrdp\n",
" </td>\n",
" </tr>\n",
"\n",
" \n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>GPU: </strong>Tesla T4\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>GPU memory: </strong> 15.00 GiB\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" \n",
"\n",
" </table>\n",
" </details>\n",
" </div>\n",
" </div>\n",
" \n",
"\n",
" </details>\n",
"</div>\n",
"\n",
" </details>\n",
" </div>\n",
"</div>\n",
" </details>\n",
" \n",
"\n",
" </div>\n",
"</div>"
],
"text/plain": [
"<Client: 'tcp://127.0.0.1:38683' processes=1 threads=1, memory=186.61 GiB>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# import dependencies\n",
"from dask.distributed import Client, get_client\n",
"from dask_cuda import LocalCUDACluster\n",
"import dask_cudf\n",
"import cudf\n",
"\n",
"# create cluster\n",
"cluster=LocalCUDACluster(\n",
" CUDA_VISIBLE_DEVICES=\"0\", # equivalent to integer value 1\n",
" # rmm_pool_size=\"14GB\", # This GPU has 15GB of memory\n",
" device_memory_limit=0.8, # this is the default value so doesn't need to be stated explicitly\n",
" dashboard_address=':8787' # this is the default value so doesn't need to be stated explicitly\n",
")\n",
"\n",
"# instantiate client\n",
"Client(cluster)"
]
},
{
"cell_type": "markdown",
"id": "da1f62a2-a997-4bb5-99fa-51c5329fd0c7",
"metadata": {},
"source": [
"Once a Dask client is created, we can use `dask.distributed.get_client()` and `dask.distributed.Client.scheduler_info()` to get back information about locally created clients and the workers in the cluster. The cluster state can be reset with the `dask.distributed.Client.restart()` method. More information about the `dask.distributed` API can be found [here](https://distributed.dask.org/en/stable/api.html). With the cluster and client set up, Dask will assign work to the GPU. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "62ace952-c5e3-411e-97e6-23b5146ebe3c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div style=\"\">\n",
" <div>\n",
" <div style=\"width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <h3 style=\"margin-bottom: 0px;\">Scheduler</h3>\n",
" <p style=\"color: #9D9D9D; margin-bottom: 0px;\">Scheduler-365ea422-ebfd-48a5-aae9-38ce21fa3565</p>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm:</strong> tcp://127.0.0.1:38683\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Workers:</strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard:</strong> <a href=\"http://127.0.0.1:8787/status\" target=\"_blank\">http://127.0.0.1:8787/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads:</strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Started:</strong> 6 minutes ago\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total memory:</strong> 186.61 GiB\n",
" </td>\n",
" </tr>\n",
" </table>\n",
" </div>\n",
" </div>\n",
"\n",
" <details style=\"margin-left: 48px;\">\n",
" <summary style=\"margin-bottom: 20px;\">\n",
" <h3 style=\"display: inline;\">Workers</h3>\n",
" </summary>\n",
"\n",
" \n",
" <div style=\"margin-bottom: 20px;\">\n",
" <div style=\"width: 24px; height: 24px; background-color: #DBF5FF; border: 3px solid #4CC9FF; border-radius: 5px; position: absolute;\"> </div>\n",
" <div style=\"margin-left: 48px;\">\n",
" <details>\n",
" <summary>\n",
" <h4 style=\"margin-bottom: 0px; display: inline;\">Worker: 0</h4>\n",
" </summary>\n",
" <table style=\"width: 100%; text-align: left;\">\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Comm: </strong> tcp://127.0.0.1:40481\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Total threads: </strong> 1\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Dashboard: </strong> <a href=\"http://127.0.0.1:38253/status\" target=\"_blank\">http://127.0.0.1:38253/status</a>\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Memory: </strong> 186.61 GiB\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Nanny: </strong> tcp://127.0.0.1:42045\n",
" </td>\n",
" <td style=\"text-align: left;\"></td>\n",
" </tr>\n",
" <tr>\n",
" <td colspan=\"2\" style=\"text-align: left;\">\n",
" <strong>Local directory: </strong> /tmp/dask-worker-space/worker-q7taxrdp\n",
" </td>\n",
" </tr>\n",
"\n",
" \n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>GPU: </strong>Tesla T4\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>GPU memory: </strong> 15.00 GiB\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" \n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Tasks executing: </strong> \n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Tasks in memory: </strong> \n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Tasks ready: </strong> \n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Tasks in flight: </strong>\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>CPU usage:</strong> 4.0%\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Last seen: </strong> Just now\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Memory usage: </strong> 410.04 MiB\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Spilled bytes: </strong> 0 B\n",
" </td>\n",
" </tr>\n",
" <tr>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Read bytes: </strong> 6.94 kiB\n",
" </td>\n",
" <td style=\"text-align: left;\">\n",
" <strong>Write bytes: </strong> 5.48 kiB\n",
" </td>\n",
" </tr>\n",
" \n",
"\n",
" </table>\n",
" </details>\n",
" </div>\n",
" </div>\n",
" \n",
"\n",
" </details>\n",
"</div>"
],
"text/plain": [
"{'type': 'Scheduler',\n",
" 'id': 'Scheduler-365ea422-ebfd-48a5-aae9-38ce21fa3565',\n",
" 'address': 'tcp://127.0.0.1:38683',\n",
" 'services': {'dashboard': 8787},\n",
" 'started': 1770142236.2145538,\n",
" 'workers': {'tcp://127.0.0.1:40481': {'type': 'Worker',\n",
" 'id': 0,\n",
" 'host': '127.0.0.1',\n",
" 'resources': {},\n",
" 'local_directory': '/tmp/dask-worker-space/worker-q7taxrdp',\n",
" 'name': 0,\n",
" 'nthreads': 1,\n",
" 'memory_limit': 200371314688,\n",
" 'last_seen': 1770142607.4326746,\n",
" 'services': {'dashboard': 38253},\n",
" 'metrics': {'task_counts': {},\n",
" 'bandwidth': {'total': 100000000, 'workers': {}, 'types': {}},\n",
" 'managed_bytes': 0,\n",
" 'spilled_bytes': {'memory': 0, 'disk': 0},\n",
" 'transfer': {'incoming_bytes': 0,\n",
" 'incoming_count': 0,\n",
" 'incoming_count_total': 0,\n",
" 'outgoing_bytes': 0,\n",
" 'outgoing_count': 0,\n",
" 'outgoing_count_total': 0},\n",
" 'event_loop_interval': 0.019989337921142578,\n",
" 'cpu': 4.0,\n",
" 'memory': 429957120,\n",
" 'time': 1770142606.930777,\n",
" 'host_net_io': {'read_bps': 7106.326971429397,\n",
" 'write_bps': 5609.415517013968},\n",
" 'host_disk_io': {'read_bps': 0.0, 'write_bps': 418046.5443603817},\n",
" 'num_fds': 72,\n",
" 'gpu_utilization': 0,\n",
" 'gpu_memory_used': 849870848,\n",
" 'gpu': {'utilization': 0, 'memory-used': 849870848}},\n",
" 'status': 'running',\n",
" 'nanny': 'tcp://127.0.0.1:42045',\n",
" 'gpu': {'memory-total': 16106127360, 'name': 'Tesla T4'}}}}"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get existing client\n",
"client=get_client()\n",
"\n",
"# get workers info\n",
"client.scheduler_info()"
]
},
{
"cell_type": "markdown",
"id": "bb6124f3-8d69-4e3b-b8bf-99e5abd58182",
"metadata": {},
"source": [
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"The scheduler information pop-up shows that there is currently 1 worker in the cluster, along with its respective host and device memory. "
]
},
{
"cell_type": "markdown",
"id": "75ca6aef-bc15-47ab-aaad-7050d602ee14",
"metadata": {},
"source": [
"The Dask distributed scheduler provides live feedback via an interactive dashboard. We will use this [Dashboard Diagnostics](https://docs.dask.org/en/stable/dashboard.html) to monitor and gain insight on the Dask computations. The cluster's `dashboard_address` parameter is defaulted to `:8787`, where the dashboard will be served. We can navigate to the address to access the dashboard. Note that the localhost address (e.g. 127.0.0.1:8787) is not directly accessible. We have exposed it for public access through this workshop instance's URL. We recommend having the Dashboard open as it's useful to understand Dask behavior. Please refer to the [introduction notebook](1_00_introduction.ipynb) for how the plots are used. \n",
"\n",
"When using the Dask Dashboard Diagnostics, bad signs to watch out for include:\n",
"* Lots of white space in the task stream plot is a bad sign. This indicates that workers are idle, which might be caused by chunks being too small. \n",
"* Lots of red in the task stream plot is also a bad sign. While workers need some communication, too much red means there isn't much productive work going on except communication. \n",
"* Watch out for orange bars or grey bars (spilled to disk) in the worker memory plot. This is a sign of getting close to memory limit or spilling to disk, which can be caused by chunks being too big. "
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "503aeace-feed-4efd-88f0-4c35588a2a09",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dask dashboard (status) is accessible on http://100.48.74.146:8787/status\n",
"Dask dashboard (gpu) is accessible on http://100.48.74.146:8787/gpu\n"
]
}
],
"source": [
"# get the machine's external IP address\n",
"from requests import get\n",
"\n",
"ip=get('https://api.ipify.org').content.decode('utf8')\n",
"\n",
"print(f'Dask dashboard (status) is accessible on http://{ip}:8787/status')\n",
"print(f'Dask dashboard (gpu) is accessible on http://{ip}:8787/gpu')"
]
},
{
"cell_type": "markdown",
"id": "aa29fc3d-c653-48cc-ae3a-3d246a84eddb",
"metadata": {},
"source": [
"Dask-cuDF extends Dask where necessary to allow its DataFrame partitions to be processed using cuDF GPU DataFrames. For example, when we call `dask_cudf.read_csv()`, the clusters GPU does the work of parsing the CSV file(s) by calling `cudf.read_csv()`. Dask reads the file(s) in **chunks** into **partitions** of the resulting `dask_cudf.core.DataFrame`. <mark>A Dask DataFrame contains multiple cuDF DataFrames</mark> and each `cudf.DataFrame` is referred to as a partition of the `dask_cudf.core.DataFrame`. \n",
"\n",
"We can use the `chunksize` parameter to control the size of each partition and by extention how many partitions there should be. The default value of `chunksize` is `256 MiB` (or ~ `268.4 MB`), which is fairly low for most modern GPUs. Using default values, `.read_csv()` will create a `dask_cudf.core.DataFrame` with 30 partitions for this dataset, which happens to be approximately 7.3 GB / 268.4 MB. The decision on the `chunksize` will influence the number of partitions created. The number of partitions goes down when the `chunksize` increases. It is an important consideration since: \n",
"* <mark>Number of partitions should be the same or a multiple of the number of workers</mark> so they can be tasked equally. \n",
"* If the `chunksize` is too small, there will be too many partitions and too many tasks. We will see performance decrease since every operation on every partition costs the scheduler some overhead (a few hundred microseconds) to process. \n",
"* If the `chunksize` is too large, we will likely run out of working memory and see performance decrease as data spills. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "0be5d615-24f5-4c9e-83ec-eb9f35fd0bf3",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total of 56341241 records split across 30 partitions. \n",
"CPU times: user 1.4 s, sys: 520 ms, total: 1.92 s\n",
"Wall time: 10.7 s\n"
]
}
],
"source": [
"%%time\n",
"# OPTION 5 - create Dask-cuDF DataFrame\n",
"import dask_cudf\n",
"\n",
"ddf=dask_cudf.read_csv('2020-Mar.csv')\n",
"print(f'Total of {len(ddf)} records split across {ddf.npartitions} partitions. ')"
]
},
{
"cell_type": "markdown",
"id": "152e54e0-ab7e-4e54-be5b-7ab3f931fb1f",
"metadata": {},
"source": [
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"Even with a single GPU, `dask_cudf` is still able to process large CSV files. When there isn't enough device memory to contain all the data, Dask allows memory to spill to host memory or to disk. For this reason, we use `dask_cudf.read_csv()` in preference to `dask_cudf.from_cudf(cudf.read_csv())` since the former can handle CSV files larger than what would fit in memory on a single GPU and easily parallelize across multiple GPUs. \n",
"\n",
"Note that this screenshot shows the task stream of reading the csv file into 30 partitions, performing `len()` on each, and aggregating once at the end. All work is done on 1 worker as expected. \n",
"<p><img src='images/dask_diagnostics_sample_1.PNG' width=600></p>"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "ab8b1472-842a-4c33-8870-417291a8009d",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"{'status': 'ok', 'restart': True}"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# shutdown kernel\n",
"import IPython\n",
"\n",
"app=IPython.Application.instance()\n",
"app.kernel.do_shutdown(restart=True)"
]
},
{
"cell_type": "markdown",
"id": "5f8eccce-4c7b-41da-8bd7-422bb7b11ce8",
"metadata": {
"tags": []
},
"source": [
"<a name='s1-3.4'></a>\n",
"### Distributed cuDF DataFrame on Multi-GPU with Dask-cuDF ###\n",
"By default, Dask will only use a single GPU. To use multiple GPUs, we will start a cluster with `dask_cuda.LocalCUDACluster()` and assign a different GPU to each Dask worker process. We will also initialize a `dask.distributed.Client` and point it to the cluster. With a cluster of 4 workers setup, the Dask client will connect to and submit computations to the cluster. \n",
"\n",
"When starting a cluster, the default value of `None` for the `CUDA_VISIBLE_DEVICES` and `n_workers` parameters will use all available GPUs and assign a different GPU to each Dask worker process. We can also explicitedly pass `\"0, 1, 2, 3\"` or `[0, 1, 2, 3]` to `CUDA_VISIBLE_DEVICES`, or `4` to `n_workers` to achieve the same result. "
]
},
{
"cell_type": "markdown",
"id": "fbaf9677-1af5-4c54-a5b4-b6df62c409a8",
"metadata": {
"tags": []
},
"source": [
"<a name='s1-e2'></a>\n",
"### Exercise #2 - Starting a Dask Cluster ###\n",
"\n",
"**Instructions**: <br>\n",
"* Modify the `<FIXME>` only and execute the below cell to create a custer with 4 workers, one for each GPU. \n",
"* Execute the cell below and navigate to the cluster's dashboard URL. We will use Dashboard Diagnostics to monitor our Dask computations. Please refer to the [introduction notebook](1_00_introduction.ipynb) for how the plots are used. "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "f9df1db9-d8b1-41d8-90f2-c659ee15bf4c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2026-02-03 18:33:32,769 - distributed.preloading - INFO - Creating preload: dask_cuda.initialize\n",
"2026-02-03 18:33:32,769 - distributed.preloading - INFO - Import preload module: dask_cuda.initialize\n",
"2026-02-03 18:33:32,769 - distributed.preloading - INFO - Creating preload: dask_cuda.initialize\n",
"2026-02-03 18:33:32,769 - distributed.preloading - INFO - Import preload module: dask_cuda.initialize\n",
"2026-02-03 18:33:32,774 - distributed.preloading - INFO - Creating preload: dask_cuda.initialize\n",
"2026-02-03 18:33:32,774 - distributed.preloading - INFO - Import preload module: dask_cuda.initialize\n",
"2026-02-03 18:33:32,777 - distributed.preloading - INFO - Creating preload: dask_cuda.initialize\n",
"2026-02-03 18:33:32,777 - distributed.preloading - INFO - Import preload module: dask_cuda.initialize\n"
]
}
],
"source": [
"# import dependencies\n",
"from dask.distributed import Client, wait\n",
"from dask_cuda import LocalCUDACluster\n",
"import cudf\n",
"import dask_cudf\n",
"import cupy as cp\n",
"import gc\n",
"import matplotlib.pyplot as plt\n",
"from timeit import timeit\n",
"\n",
"# create cluster\n",
"cluster=LocalCUDACluster(\n",
" CUDA_VISIBLE_DEVICES=[0, 1, 2, 3],\n",
" device_memory_limit=0.8,\n",
" dashboard_address=':8787'\n",
")\n",
"\n",
"\n",
"# instantiate client\n",
"client=Client(cluster)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f3f01b6e-7d9b-4615-b808-19015cc81ad7",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dask dashboard (status) is accessible on http://100.48.74.146:8787/status\n",
"Dask dashboard (gpu) is accessible on http://100.48.74.146:8787/gpu\n"
]
}
],
"source": [
"# get the machine's external IP address\n",
"from requests import get\n",
"\n",
"ip=get('https://api.ipify.org').content.decode('utf8')\n",
"\n",
"print(f'Dask dashboard (status) is accessible on http://{ip}:8787/status')\n",
"print(f'Dask dashboard (gpu) is accessible on http://{ip}:8787/gpu')"
]
},
{
"cell_type": "markdown",
"id": "bb06cb63-8a85-47da-9265-3b86f1462740",
"metadata": {},
"source": [
"With a cluster of 4 workers set up, Dask will distribute work over all GPUs in this machine. Dask can read data in parallel, even if there is only a single CSV file. This is done by instructing each worker to read distinct byte-ranges in the file. Generally, it's faster to read, compute, and write big datasets that are spread across multiple files with cluster computing. One of the easiest way to make data loading more efficient is to avoid single files unnecessarily. Often when we encounter a large file, the first thing to do is split it up into smaller files. Big files are a common performance bottleneck in big data processing pipelines. Dask can load collections of files all at once. Parallel I/O is a huge strength of Dask. If there is more than one source data file, we can read all CSV files in a directory into a single `dask_cudf.core.DataFrame` by using the asterix (`*`) wildcard, such as: \n",
"\n",
"```\n",
"dask_cudf.read_csv('data/*.csv')\n",
"```\n",
"\n",
"The `.read_csv()` accepts a `dtype` parameter to specify the data types for each column. Specifying dtypes directly is recommended as it's less error prone and more performant. Using the correct data type will prevent the allocation of unnecessary memory space and make a significant difference in memory usage. Choosing the right data type for numerical features is predicated on knowing each variable's range, which should be information given by the data provider. We have figured them out ahead of time based on a separate preview of the data. When we specify the `dtype` for all columns, Dask won't do any data type inference and we will avoid potential errors or performance slowdowns. \n",
"\n",
"It is recommended to set the `chunksize` value based on the specific hardware. With the T4, V100, or Quadro 8000 GPUs, partitions of 2-3 GB is usually a good choice. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "714a9beb-97e1-4a4e-8b07-42d1582a3ee8",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/envs/rapids/lib/python3.9/site-packages/dask_cudf/io/csv.py:74: FutureWarning: `chunksize` is deprecated and will be removed in the future. Please use `blocksize` instead.\n",
" warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total of 56341241 records split across 4 partitions. \n",
"CPU times: user 1.27 s, sys: 444 ms, total: 1.71 s\n",
"Wall time: 7.09 s\n"
]
}
],
"source": [
"%%time\n",
"dtypes={'event_time': 'object', # to be converted to datetime64[ns]\n",
" 'event_type': 'object', # to be converted to category\n",
" 'product_id': 'int32', # max value is 1e8\n",
" 'category_id': 'int64', # has to be positive value\n",
" 'category_code': 'object', # keep as string\n",
" 'brand': 'object', # to be converted to category\n",
" 'price': 'float32', # since the max value is 1e3, we could have used float16 if it were supported\n",
" 'user_id': 'int32', # has to be positive value\n",
" 'user_session': 'object' # keep as string\n",
" }\n",
"\n",
"ddf=dask_cudf.read_csv('2020-Mar.csv', dtype=dtypes, chunksize='2GB')\n",
"print(f'Total of {len(ddf)} records split across {ddf.npartitions} partitions. ')"
]
},
{
"cell_type": "markdown",
"id": "424e2d05-078d-435d-a49f-0d3ab7fffa51",
"metadata": {},
"source": [
"<a name='s1-3.2'></a>\n",
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"When reading data from CSV files, which do not contain an accompanying schema, the data type is inferred for each column based on the data if they are not explicitly set by the user. DataFrames are created using major case (`int64`, `float64`) for numerical columns and object type otherwise. In most cases, there are more appropriate data types to optimize memory utilization. Furthermore, if Dask and cuDF infers the data types based on the dataset, they can run into errors when there are missing values. For example, if the first chunk of data contains missing values for a column, it will be inferred as float. This becomes an issue when reading the entire dataset if the column actually contains `string` or `object`-typed data. This is another reason why it's advantageous to ascertain the schema of the dataset and explicitedly define them for data loading. \n",
"\n",
"The `datetime` data type is useful for conducting time-series analysis. cuDF and Dask-cuDF supports `datetime`-typed columns. They allow users to reference and filter records based on specific timestamps. Since each `datetime` value is 64-bit and costs 8 bytes, storing a value as `datetime` is usually more memory efficient than storing it as `object` data type, which would require 1 byte per character. In some cases, date values stored as `YYYYMMDD` or similar can be read and represented as an integer, which would be even more efficient. \n",
"\n",
"The `category` data type is useful if a column contains a limited set of values. It uses integer values under the hood to represent the values in a column rather than the raw values. DataFrames use a separate mapping dictionary to map integer values to the raw ones. For columns with low cardinality, where the number of unique values is lower than 50% of the count, `category` data type should be used. More information on supported data type can be found in the [documentation](https://docs.rapids.ai/api/cudf/nightly/user_guide/data-types.html). \n",
"\n",
"In the following table, we show memory usage with and without specifying data types using this workshop's dataset. Overall, memory utilization is significantly reduced when specifying data types. We were able to benefit from a ~99% reduction in memory usage for the `event_type` column by loading it as `category` instead of `object` since there are only a few possible values (`view`, `cart`, `remove_from_cart`, or `purchase`). \n",
"\n",
"<p><img src='images/mem_usage.PNG' width=360></p>\n",
"\n",
"The memory requirements for the CSV file and the DataFrame are very different. A large contributor is the number of string columns. In Python, each string requires <mark>approximately 49 bytes</mark>, with an additional byte for each character. This is significantly more than the 1 byte required to store a character in the CSV file. In cuDF, string columns are represented in accordance with Apache Arrow memory specification and can be more efficient than in pandas. \n",
"\n",
"The below screenshot shows the task stream of reading the csv file into 4 partitions, performing `len()` on each, and aggregating once at the end. The tasks are distributed across 4 workers and 1 worker is assigned the task to aggregate. The GPU screenshot shows memory utilized, but these are mostly related to memory used for the CUDA context and computation results instead of the data. \n",
"\n",
"<p><img src='images/dask_diagnostics_sample_2_combined.PNG' width=1200></p>"
]
},
{
"cell_type": "markdown",
"id": "56affeeb-709e-46e4-b50c-fa46506248a4",
"metadata": {},
"source": [
"Data loading with multiple GPUs was significantly faster. Next, we will convert the `event_time` feature as `datetime` with `cudf.to_datetime()`. This requires executing `cudf.to_datetime()` on each partition of the Dask DataFrame. The `dask_cudf.core.DataFrame.map_partitions()`[[doc]](https://docs.dask.org/en/stable/generated/dask.dataframe.DataFrame.map_partitions.html) applies a function on each DataFrame partition. Extra arguments and keywords can optionally be provided, which will be passed to the function for each partition. One important parameter is `meta`, which is used to specify the name and data type of the expected output. This can be specified in many forms. Without it, Dask will try to infer the output metadata but can sometimes be expensive. For more information on metadata, please see `dask.dataframe.utils.make_meta`[[doc]](https://docs.dask.org/en/stable/generated/dask.dataframe.utils.make_meta.html). \n",
"\n",
"With `cudf.to_datetime()`, the format of the strings from which `datetime` objects will be created can be specified through the `format` paramter. This works well when the values are in a standard format such as [ISO 8601](https://en.wikipedia.org/wiki/ISO_8601). Otherwise, the `infer_datetime_format` parameter should be used to enable a faster parsing method when possible. Similar results can be achieved by specifying `datetime[64]` as data type when initially reading the csv file, using the `parse_dates` parameters, or with `dask_cudf.core.Series.astype('datetime64[ns]')`. \n",
"\n",
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"Reading data as `category` data type is currently not supported for CSV files but these columns can be converted with `dask_cudf.core.DataFrame.categorize()`[[doc]](https://docs.dask.org/en/stable/generated/dask.dataframe.DataFrame.categorize.html) or individually with `dask_cudf.core.Series.astype('category')`[[doc]](https://docs.rapids.ai/api/cudf/legacy/api_docs/api/cudf.series.astype). "
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "a274b067-96c2-47c3-87bf-3d244d736e68",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
"# convert feature as datetime data type\n",
"ddf['event_time']=ddf['event_time'].map_partitions(cudf.to_datetime, format='%Y-%m-%d %H:%M:%S UTC', unit='ns', meta=('event_type', 'datetime64[ns]'))\n",
"\n",
"# alternative way to achieve similar results\n",
"# ddf['event_time']=ddf['event_time'].astype('datetime64[ns]')"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "6329e391-8a29-459b-bd60-2a653d88c844",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div><strong>Dask DataFrame Structure:</strong></div>\n",
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>event_time</th>\n",
" <th>event_type</th>\n",
" <th>product_id</th>\n",
" <th>category_id</th>\n",
" <th>category_code</th>\n",
" <th>brand</th>\n",
" <th>price</th>\n",
" <th>user_id</th>\n",
" <th>user_session</th>\n",
" </tr>\n",
" <tr>\n",
" <th>npartitions=4</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th></th>\n",
" <td>datetime64[ns]</td>\n",
" <td>object</td>\n",
" <td>int32</td>\n",
" <td>int64</td>\n",
" <td>object</td>\n",
" <td>object</td>\n",
" <td>float32</td>\n",
" <td>int32</td>\n",
" <td>object</td>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th></th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>\n",
"<div>Dask Name: assign, 7 graph layers</div>"
],
"text/plain": [
"<dask_cudf.DataFrame | 28 tasks | 4 npartitions>"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# show the Dask DataFrame\n",
"ddf"
]
},
{
"cell_type": "markdown",
"id": "4a31bfc8-5772-4046-87b2-430107d4130c",
"metadata": {},
"source": [
"The Dask DataFrame doesn't have numbers in it, but the structure is set up. This is the result of the [DAG](https://mathworld.wolfram.com/AcyclicDigraph.html). Rather than computing the results immediately, Dask recorded what we want to compute as a task into the graph that will be <mark>run later in parallel.</mark> In fact, most of the Dask operations are delayed and execute [lazily](https://en.wikipedia.org/wiki/Lazy_evaluation). In other words, when the `.read_csv()` function is called, the task is scheduled but not yet executed. We can force a result with `.head()` or `.compute()`, causing the CSV files to be read. There are a few options for us to tell Dask to execute the task graph: \n",
"* `.compute()` - this call will process all the partitions and the return results to the scheduler for final aggregation and conversion to `cuDF.DataFrame`. This should be used sparingly and only on heavily reduced results or it can cause the scheduler node to run out of memory. \n",
"* `.persist()` - this call executes the graph but instead of returning the results to the scheduler node, it persists them across the cluster in memory so we can reuse these intermediate results later without the need of rerunning the same processes. In other words, calling `.persist()` evaluates a computation and stores the results in memory, so that further computations can be faster. \n",
"* `.head()`[[doc]](https://docs.dask.org/en/stable/generated/dask.dataframe.DataFrame.head.html) - this call will return `n` records back to the scheduler node. By default, this will only return results from the first partition. We can pass an integer to the `npartitions` parameter or `-1` to use all partitions. \n",
"\n",
"We can see how Dask is developing the task graph with the `.dask` attribute. Furthermore, we can visualize the task graph at any point with the `.visualize()` or `.dask.visualize()` methods. It works like the `.compute()` method, except that rather than computing the result, they produce an image of the task graph. These images are written to files. Since we are within a Jupyter notebook context, they will also be displayed as cell outputs. It is often helpful to inspect the task graph before and after graph optimizations are applied. The optimized task graph will provide a much higher-level view of the tasks in the task graph. It can be done by setting the `optimize_graph` keyword. By looking at the inter-connectedness of tasks, we can learn more about potential bottlenecks where parallelism may not be possible. Importantly, we can also identify areas where many tasks depend on each other, which may cause a great deal of communication. More details about visualizing task graphs can be found [here](https://docs.dask.org/en/stable/graphviz.html). \n",
"\n",
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"Some functions don't follow the rules of the delayed evaluation and Dask executes immediately when we run them. `len()` is one of those functions. Normally we don't want to execute the DAG with `.compute()` or other functions until the task graph has been completely defined. This mechanism is very efficient for memory use and avoids filling up memory. For this lab, we will use `.compute()` periodically to inspect the results. Furthermore, we will use `.persist()` so some slow operations don't have to be repeated when we want to explore and learn the trade-offs between several options. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "1425e290-f301-4ff1-9c4d-3981af07a459",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ddf.visualize(rankdir='LR')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "de4bdb89-0d5d-4041-babf-215a6dfde9d6",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
"<!-- Generated by graphviz version 2.43.0 (0)\n",
" -->\n",
"<!-- Title: %3 Pages: 1 -->\n",
"<svg width=\"1198pt\" height=\"67pt\"\n",
" viewBox=\"0.00 0.00 1198.00 67.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
"<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 63)\">\n",
"<title>%3</title>\n",
"<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-63 1194,-63 1194,4 -4,4\"/>\n",
"<!-- &#45;1254112322579396061 -->\n",
"<g id=\"node1\" class=\"node\">\n",
"<title>&#45;1254112322579396061</title>\n",
"<g id=\"a_node1\"><a xlink:title=\"A Blockwise Layer with 4 Tasks.&#10;\">\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"1190,-59 1073,-59 1073,-23 1190,-23 1190,-59\"/>\n",
"<text text-anchor=\"middle\" x=\"1131.5\" y=\"-36\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">assign&#45;#0</text>\n",
"</a>\n",
"</g>\n",
"</g>\n",
"<!-- 5606308167240633681 -->\n",
"<g id=\"node2\" class=\"node\">\n",
"<title>5606308167240633681</title>\n",
"<g id=\"a_node2\"><a xlink:title=\"A Blockwise Layer with 4 Tasks.&#10;\">\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"664,-59 547,-59 547,-23 664,-23 664,-59\"/>\n",
"<text text-anchor=\"middle\" x=\"605.5\" y=\"-36\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">assign&#45;#1</text>\n",
"</a>\n",
"</g>\n",
"</g>\n",
"<!-- 5606308167240633681&#45;&gt;&#45;1254112322579396061 -->\n",
"<g id=\"edge1\" class=\"edge\">\n",
"<title>5606308167240633681&#45;&gt;&#45;1254112322579396061</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M664.34,-43.86C676.14,-44.34 688.47,-44.75 700,-45 849.74,-48.2 887.26,-48.2 1037,-45 1045.29,-44.82 1053.99,-44.56 1062.61,-44.25\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"1062.8,-47.74 1072.66,-43.86 1062.53,-40.75 1062.8,-47.74\"/>\n",
"</g>\n",
"<!-- 7311058519097552493 -->\n",
"<g id=\"node6\" class=\"node\">\n",
"<title>7311058519097552493</title>\n",
"<g id=\"a_node6\"><a xlink:title=\"A Blockwise Layer with 4 Tasks.&#10;\">\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"830,-36 700,-36 700,0 830,0 830,-36\"/>\n",
"<text text-anchor=\"middle\" x=\"765\" y=\"-13\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">getitem&#45;#5</text>\n",
"</a>\n",
"</g>\n",
"</g>\n",
"<!-- 5606308167240633681&#45;&gt;7311058519097552493 -->\n",
"<g id=\"edge7\" class=\"edge\">\n",
"<title>5606308167240633681&#45;&gt;7311058519097552493</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M664.25,-32.57C672.58,-31.35 681.25,-30.08 689.84,-28.83\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"690.49,-32.27 699.87,-27.36 689.47,-25.35 690.49,-32.27\"/>\n",
"</g>\n",
"<!-- 1697115325479518097 -->\n",
"<g id=\"node3\" class=\"node\">\n",
"<title>1697115325479518097</title>\n",
"<g id=\"a_node3\"><a xlink:title=\"A Materialized Layer with 4 Tasks.&#10;\">\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"138,-59 0,-59 0,-23 138,-23 138,-59\"/>\n",
"<text text-anchor=\"middle\" x=\"69\" y=\"-36\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">read&#45;csv&#45;#2</text>\n",
"</a>\n",
"</g>\n",
"</g>\n",
"<!-- 1697115325479518097&#45;&gt;5606308167240633681 -->\n",
"<g id=\"edge3\" class=\"edge\">\n",
"<title>1697115325479518097&#45;&gt;5606308167240633681</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M138.24,-44C150.16,-44.42 162.44,-44.78 174,-45 323.75,-47.88 361.26,-48.2 511,-45 519.29,-44.82 527.99,-44.56 536.61,-44.25\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"536.8,-47.74 546.66,-43.86 536.53,-40.75 536.8,-47.74\"/>\n",
"</g>\n",
"<!-- 2076386672692698686 -->\n",
"<g id=\"node4\" class=\"node\">\n",
"<title>2076386672692698686</title>\n",
"<g id=\"a_node4\"><a xlink:title=\"A Blockwise Layer with 4 Tasks.&#10;\">\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"304,-36 174,-36 174,0 304,0 304,-36\"/>\n",
"<text text-anchor=\"middle\" x=\"239\" y=\"-13\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">getitem&#45;#3</text>\n",
"</a>\n",
"</g>\n",
"</g>\n",
"<!-- 1697115325479518097&#45;&gt;2076386672692698686 -->\n",
"<g id=\"edge5\" class=\"edge\">\n",
"<title>1697115325479518097&#45;&gt;2076386672692698686</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M138.33,-31.65C146.66,-30.5 155.21,-29.33 163.62,-28.18\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"164.36,-31.61 173.8,-26.79 163.41,-24.68 164.36,-31.61\"/>\n",
"</g>\n",
"<!-- 1176720319891996607 -->\n",
"<g id=\"node5\" class=\"node\">\n",
"<title>1176720319891996607</title>\n",
"<g id=\"a_node5\"><a xlink:title=\"A Blockwise Layer with 4 Tasks.&#10;\">\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"511,-36 340,-36 340,0 511,0 511,-36\"/>\n",
"<text text-anchor=\"middle\" x=\"425.5\" y=\"-13\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">to_datetime&#45;#4</text>\n",
"</a>\n",
"</g>\n",
"</g>\n",
"<!-- 2076386672692698686&#45;&gt;1176720319891996607 -->\n",
"<g id=\"edge6\" class=\"edge\">\n",
"<title>2076386672692698686&#45;&gt;1176720319891996607</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M304.01,-18C312.31,-18 320.96,-18 329.63,-18\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"329.8,-21.5 339.8,-18 329.8,-14.5 329.8,-21.5\"/>\n",
"</g>\n",
"<!-- 1176720319891996607&#45;&gt;5606308167240633681 -->\n",
"<g id=\"edge4\" class=\"edge\">\n",
"<title>1176720319891996607&#45;&gt;5606308167240633681</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M511.07,-28.93C519.68,-30.04 528.34,-31.16 536.74,-32.24\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"536.46,-35.74 546.83,-33.55 537.36,-28.8 536.46,-35.74\"/>\n",
"</g>\n",
"<!-- &#45;2201822413950488229 -->\n",
"<g id=\"node7\" class=\"node\">\n",
"<title>&#45;2201822413950488229</title>\n",
"<g id=\"a_node7\"><a xlink:title=\"A Blockwise Layer with 4 Tasks.&#10;\">\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"1037,-36 866,-36 866,0 1037,0 1037,-36\"/>\n",
"<text text-anchor=\"middle\" x=\"951.5\" y=\"-13\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">to_datetime&#45;#6</text>\n",
"</a>\n",
"</g>\n",
"</g>\n",
"<!-- 7311058519097552493&#45;&gt;&#45;2201822413950488229 -->\n",
"<g id=\"edge8\" class=\"edge\">\n",
"<title>7311058519097552493&#45;&gt;&#45;2201822413950488229</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M830.01,-18C838.31,-18 846.96,-18 855.63,-18\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"855.8,-21.5 865.8,-18 855.8,-14.5 855.8,-21.5\"/>\n",
"</g>\n",
"<!-- &#45;2201822413950488229&#45;&gt;&#45;1254112322579396061 -->\n",
"<g id=\"edge2\" class=\"edge\">\n",
"<title>&#45;2201822413950488229&#45;&gt;&#45;1254112322579396061</title>\n",
"<path fill=\"none\" stroke=\"black\" d=\"M1037.07,-28.93C1045.68,-30.04 1054.34,-31.16 1062.74,-32.24\"/>\n",
"<polygon fill=\"black\" stroke=\"black\" points=\"1062.46,-35.74 1072.83,-33.55 1063.36,-28.8 1062.46,-35.74\"/>\n",
"</g>\n",
"</g>\n",
"</svg>\n"
],
"text/plain": [
"<graphviz.graphs.Digraph at 0x7faa183d16d0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ddf.dask.visualize(rankdir='LR')"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "47dbd692-f320-4ecc-bd8d-cff51f001c37",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/svg+xml": [
"<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n",
"<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
" \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
"<!-- Generated by graphviz version 2.43.0 (0)\n",
" -->\n",
"<!-- Title: %3 Pages: 1 -->\n",
"<svg width=\"125pt\" height=\"44pt\"\n",
" viewBox=\"0.00 0.00 125.00 44.00\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
"<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 40)\">\n",
"<title>%3</title>\n",
"<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-40 121,-40 121,4 -4,4\"/>\n",
"<!-- &#45;1254112322579396061 -->\n",
"<g id=\"node1\" class=\"node\">\n",
"<title>&#45;1254112322579396061</title>\n",
"<g id=\"a_node1\"><a xlink:title=\"A Materialized Layer with 4 Tasks.&#10;\">\n",
"<polygon fill=\"none\" stroke=\"black\" points=\"117,-36 0,-36 0,0 117,0 117,-36\"/>\n",
"<text text-anchor=\"middle\" x=\"58.5\" y=\"-13\" font-family=\"Helvetica,sans-Serif\" font-size=\"20.00\">assign&#45;#0</text>\n",
"</a>\n",
"</g>\n",
"</g>\n",
"</g>\n",
"</svg>\n"
],
"text/plain": [
"<graphviz.graphs.Digraph at 0x7faa18352490>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# persist data into distributed memory\n",
"ddf=ddf.persist()\n",
"wait(ddf)\n",
"\n",
"# visualize task graph after persist\n",
"ddf.dask.visualize(rankdir='LR')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "d304013e-8c2c-40d0-83f7-f8d1ae1308bc",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>event_time</th>\n",
" <th>event_type</th>\n",
" <th>product_id</th>\n",
" <th>category_id</th>\n",
" <th>category_code</th>\n",
" <th>brand</th>\n",
" <th>price</th>\n",
" <th>user_id</th>\n",
" <th>user_session</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2020-03-01 00:00:00</td>\n",
" <td>view</td>\n",
" <td>10900348</td>\n",
" <td>2232732105912091273</td>\n",
" <td>appliances.kitchen.mixer</td>\n",
" <td>kitfort</td>\n",
" <td>117.629997</td>\n",
" <td>550295099</td>\n",
" <td>23f5ab9e-7774-416d-900b-f2725da671aa</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2020-03-01 00:00:01</td>\n",
" <td>view</td>\n",
" <td>14300020</td>\n",
" <td>2232732107967300275</td>\n",
" <td>apparel.underwear</td>\n",
" <td>casio</td>\n",
" <td>264.369995</td>\n",
" <td>622070532</td>\n",
" <td>edf19213-f0dd-46e1-ae18-28968dbddd6e</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2020-03-01 00:00:03</td>\n",
" <td>view</td>\n",
" <td>13200063</td>\n",
" <td>2232732061804790604</td>\n",
" <td>furniture.bedroom.bed</td>\n",
" <td>&lt;NA&gt;</td>\n",
" <td>126.099998</td>\n",
" <td>552832344</td>\n",
" <td>608087d8-6b69-21db-50a3-2b91ba015532</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2020-03-01 00:00:03</td>\n",
" <td>view</td>\n",
" <td>100077498</td>\n",
" <td>2232732085846540487</td>\n",
" <td>construction.tools.generator</td>\n",
" <td>tamina</td>\n",
" <td>424.720001</td>\n",
" <td>613391860</td>\n",
" <td>5ab6c3d5-edd7-4e15-8b0a-75b467a37fd0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2020-03-01 00:00:04</td>\n",
" <td>view</td>\n",
" <td>1005014</td>\n",
" <td>2232732093077520756</td>\n",
" <td>construction.tools.light</td>\n",
" <td>samsung</td>\n",
" <td>482.730011</td>\n",
" <td>517021211</td>\n",
" <td>0c34308d-c455-40bb-9992-3e44920bc2b9</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" event_time event_type product_id category_id \\\n",
"0 2020-03-01 00:00:00 view 10900348 2232732105912091273 \n",
"1 2020-03-01 00:00:01 view 14300020 2232732107967300275 \n",
"2 2020-03-01 00:00:03 view 13200063 2232732061804790604 \n",
"3 2020-03-01 00:00:03 view 100077498 2232732085846540487 \n",
"4 2020-03-01 00:00:04 view 1005014 2232732093077520756 \n",
"\n",
" category_code brand price user_id \\\n",
"0 appliances.kitchen.mixer kitfort 117.629997 550295099 \n",
"1 apparel.underwear casio 264.369995 622070532 \n",
"2 furniture.bedroom.bed <NA> 126.099998 552832344 \n",
"3 construction.tools.generator tamina 424.720001 613391860 \n",
"4 construction.tools.light samsung 482.730011 517021211 \n",
"\n",
" user_session \n",
"0 23f5ab9e-7774-416d-900b-f2725da671aa \n",
"1 edf19213-f0dd-46e1-ae18-28968dbddd6e \n",
"2 608087d8-6b69-21db-50a3-2b91ba015532 \n",
"3 5ab6c3d5-edd7-4e15-8b0a-75b467a37fd0 \n",
"4 0c34308d-c455-40bb-9992-3e44920bc2b9 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# preview DataFrame\n",
"ddf.head(npartitions=-1)"
]
},
{
"cell_type": "markdown",
"id": "5a2a88ea-b8d7-4da0-bb9c-06a38316d13d",
"metadata": {
"tags": []
},
"source": [
"<a name='s1-4'></a>\n",
"## Data Quality Check, Data Cleaning, and GroupBy Operations ##\n",
"An important and early step in the ETL process is to ensure that we have high quality data before it can be used for analytics. This will largely depend on upstream data providers, but it's prudent to perform some checks. We will perform two types of checks: \n",
"1. Handling missing (also referred to as `NA`, `nan`, or null) values\n",
"2. Filter to relevant data\n",
"\n",
"Below are some facts we know about this dataset: \n",
"* Each `user_session` can only be associated with one unique `user_id`\n",
"* `price` can vary across time for the same `product_id`, even within the same `user_session`\n",
"* `category_id`, `category_code`, and `brand` values are mostly unique for each `product_id`\n",
"* Some `purchase (event_type)` occurs without `purchase (cart)` first\n",
"* Rows with the same `user_session` can be associated with multiple `product_id`"
]
},
{
"cell_type": "markdown",
"id": "5774658d-4fcd-4cb2-9d7f-5f0fe2620770",
"metadata": {},
"source": [
"<a name='s1-4.1'></a>\n",
"### Handling Missing Values ###\n",
"Missing data can arise for many reasons and most datasets contain them. We can use `.isna()` or `.isnull()`[[doc]](https://docs.rapids.ai/api/cudf/stable/api_docs/api/cudf.dataframe.isnull), followed by `.sum()` to detect and count the number of missing values. This works logically since `.isna()` returns `True` when values are missing and `False` otherwise. We then call `.sum()` on the boolean values, which uses `1` for `True` values and `0` for `False` values. Note that we need to call `.compute()` to examine the output cuDF DataFrame. \n",
"\n",
"Null values propagate naturally through arithmetic operations between cuDF objects but can behave differently on calculations. In some cases, it may not be necessary to treat them. For example, while summing data along a `cudf.Series`, `NA` values will be treated as `0`. The `sum` and `mean` methods support `skipna` parameters, which defaults to `True`. Cumulative methods like `.cumsum()` and `.cumprod()` ignore `NA` values by default, same with `GroupBy` operations. Since `NA` values are treated as `0`. `NA` values are automatically excluded in `GroupBy` operations. \n",
"\n",
"There are several ways to handle null values: \n",
"* Fill with static value using `.fillna()`\n",
"* Infer from other data points\n",
"* Drop from dataset"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "b0e7e71c-539a-46b8-adc1-e8d5b32cfe47",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"event_time 0\n",
"event_type 0\n",
"product_id 0\n",
"category_id 0\n",
"category_code 5938692\n",
"brand 8123632\n",
"price 0\n",
"user_id 0\n",
"user_session 51\n",
"dtype: int64"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check number of null values per column\n",
"ddf.isna().sum().compute()"
]
},
{
"cell_type": "markdown",
"id": "9d31abf4-4343-4317-a2a5-403af5a5a076",
"metadata": {},
"source": [
"There are missing values for `category_code` and `brand`. To deal with missing values, we can use `.fillna()` to fill missing values with a static value or based on some inference. As a last resort, we can drop records with missing values with `.dropna()`. \n",
"\n",
"We will further investigate these columns to see if any of the missing values can be inferred. Specifically, knowing that each `product_id` should be associated with one `category_code`, we want to see if `category_code` is missing for all records with the same `product_id`. <mark>If any `category_code` value exists for records that share the same `product_id`</mark> value, we will be able to fill the missing values for all records with that `product_id`. There are several ways to approach this. We break down the procedure into the following steps: \n",
"1. Get a list of `product_id` values from records that have null `category_code` values\n",
"2. Get all records associated with the previous list of `product_id` values\n",
"3. Count the number of `category_code` values for each group of records that share the same `product_id` value - a `0` is expected if `category_code` is missing for all members of a group"
]
},
{
"cell_type": "markdown",
"id": "fc2c1dc5-9499-4406-974a-7f3f73603ea4",
"metadata": {},
"source": [
"**Step 1**. Get a list of `product_id` values from records that have null `category_code` values\n",
"\n",
"We can use `dask_cudf.core.DataFrame.loc` to get a subset of the DataFrame. The `.loc` property selects rows and columns by label or [boolean mask](https://docs.rapids.ai/api/cudf/stable/user_guide/10min/#boolean-indexing). It uses the syntax `.loc[row(s), column(s)]`, `.loc[boolean_mask]`, `.loc[boolean_mask, column(s)]`, or `.loc[row]`. For the boolean mask, we use `dask_cudf.core.Series.isnull()` so we get all the rows that have missing `category_code` values. We have to call `.compute()` here since we need the resulting list. "
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "007c99bc-5a9d-48fb-92c4-0b30fe14808c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"0 22700202\n",
"1 22700755\n",
"2 5400104\n",
"3 12800075\n",
"4 12701980\n",
" ... \n",
"44534 100183029\n",
"44535 100183875\n",
"44536 100178031\n",
"44537 100110449\n",
"44538 100098639\n",
"Name: product_id, Length: 44539, dtype: int32"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# get list of product_id values with null category_code values\n",
"null_category_products=ddf.loc[ddf['category_code'].isnull(), 'product_id'].unique()\n",
"null_category_products_list=null_category_products.compute()\n",
"null_category_products_list"
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "e37ae172-fa59-4a7a-b788-1cc17aa6a682",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# visualize graph\n",
"null_category_products.visualize(rankdir='LR')"
]
},
{
"cell_type": "markdown",
"id": "f34468a5-9149-41ce-a609-21cc50076ec1",
"metadata": {},
"source": [
"**Step 2**. Get all records associated with the previous list of `product_id` values\n",
"\n",
"There are quite a bit of products that do not have an associated `category_code` value. We will use `dask_cudf.core.DataFrame.loc` again to get a subset of the DataFrame. For the boolean mask, we use `dask_cudf.core.Series.isin()` so we get all the rows with a `product_id` value that is within the previous `product_id` values list. We have to call `.compute()` here to see the result. "
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "270f4f10-e7a2-411c-827b-c7a1c248e91e",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
"# get records associated with missing category_code\n",
"null_category_products_ddf=ddf.loc[ddf['product_id'].isin(null_category_products_list), ['product_id', 'category_code']]"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "93ed940f-1419-410d-8eca-21452f2006f3",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visualize graph\n",
"display(null_category_products_ddf.visualize(rankdir='LR'))"
]
},
{
"cell_type": "markdown",
"id": "b877412a-fc8a-4dff-9f0b-36c22a8aa886",
"metadata": {},
"source": [
"**Step 3**. Count the number of `category_code` values for each group of records that share the same `product_id` value - a 0 is expected if category_code is missing for all members of a group\n",
"\n",
"Groupby operations are common for ETL and analysis in which we split data into groups, apply a function to each group independently, and then combine the results back together. \n",
"\n",
"<p><img src='images/groupby.png' width=720></p>\n",
"\n",
"The typical syntax for a groupby operation is `ddf.groupby('col')`, followed by `.aggregate()`, `.transform()`, or `.apply()`. `.groupby()` can cause memory to spike when computing. This is related to the intermediate `DataFrameGroupBy`s that are created. This is obvious when there are a lot of groups in the data. Even if the groups have very few records, there will be a lot of overhead. Being aware of this behavior and being aware of the \"groupiness\" of the data can help avoid memory spilling. \n",
"\n",
"<mark>_Shuffle_ is a frequent challenge that arise in distributed computing.</mark> It involves _broadcasting_ all partitions to all workers. Shuffling is necessary when performing _sorting_, _grouping_, and _indexing_ operations, because each row needs to be compared with every other row in the entire Dask DataFrame to determine its correct relative position. This is a time-expensive operation, because it necessitates transferring large amounts of data. Therefore, groupby operations require special consideration and failure to consider how they work may result in significant slowdowns. At a high-level, we want to avoid communication and transfer of data across partitions. Furthermore, the performance of Dask's groupby operations will largely depend on the number of groups and how they are organized in the partitions. \n",
"\n",
"Generally, there are three types of groupby operations: \n",
"* `.aggregate(func)` or `agg(func)` - aggregate using one of the built-in operations or a custom one. Several built-in aggregation methods are supported such as `sum`, `count`, `mean`, `var`, `std`, `max`, `min`, etc. The full list can be found [here](https://docs.rapids.ai/api/cudf/stable/user_guide/groupby/#aggregation)\n",
" \n",
" Dask uses an ACA (apply-concat-apply) procedure for groupby aggregations. This is usually an efficient operation and generally quite fast because it can be broken down into well known operations. The data doesn't have to move around too much and we can pass around small intermediate values across workers. Each stage is effectively a reduction and data from each group is eventually collapsed into a single row based on `func`. By default, groupby aggregations return the result as a single partition DataFrame. Since the results are usually quite small, this is usually a good choice. However, this becomes an issue when there are many groups and the result doesn't fit in memory. <mark>We can use the `split_out` parameter to split the output into multiple partitions.</mark> In the below example, we illustrate `ddf.groupby('group')['value'].sum()`. By default, `split_out` is set to 1 (left). We can compare this with `split_out` being set to 2 (right). If computed, Dask will: \n",
" 1) perform sum aggregation on each partition\n",
" 2) concatenate the results in into `split_out` partitions\n",
" 3) performs a sum aggregation on the concatenated results. \n",
" \n",
" <p><img src='images/groupby_aggregation_comp.png' width=1080></p>\n",
" \n",
"* `.transform(func)` - apply `func` group-wise without changing its shape and return a DataFrame filled with the transformed values. Good examples of this are `.cumsum()` and `.diff()`. In addition to custom functions, `.transform()` also supports many of the built-in aggregation methods such as `sum`, `count`, `mean`, `var`, `std`, `max`, `min`, etc. If `func` returns a scalar value, it will be broadcasted across the group to have the same index as the input subframe (group). The returned object will have the same index and shape as the original\n",
"\n",
"* `.apply(func)` - apply `func` group-wise and combine the results after. The returned object can have any arbitrary size and shape\n",
"\n",
" <mark>Some groupby operations require all data from a given group.</mark> This is an _expensive_ operation that requires shuffling and will force a great deal of communication amongst partitions. This should be avoided if a groupby aggregation works. The `meta` parameter is a prescription of the names and data types of the output from the computation. This is required because `.apply()` is flexible enough that it can produce just about anything from a Dataframe. If we don't provide a `meta`, then Dask actually <mark>computes part of the data to see what the types should be</mark>. We can avoid this pre-computation, which can be expensive, and be more explicit when we know what the output should look like. This parameter is available on all functions/methods that take user provided callables such as `DataFrame.map_partitions()` and `DataFrame.apply()`. The `meta` parameter can be a zero-row version of the output (dataframe or series), or just the types. \n",
" \n",
" <p><img src='images/groupby_apply.png' width=720></p>\n",
" <img src='images/agg.png' width=720>\n",
"Now that we have a subset of the original DataFrame that only contains records with `product_id`s that are partially or fully missing `category_code` values, we want to see if we can infer the missing values. We will try this using various approaches and discuss the differences: \n",
"1. `df.count()` - we will rely on null values returning 0 for `.count()`. Without performing a `.groupby()`, we do not know which specific `product_id` can be inferred. \n",
"2. `df.groupby().agg('count')` or `df.groupby().count()` - we will rely on null values returning 0 for `.count()`. \n",
"3. `df.groupby().agg('count', split_out)` or `df.groupby().count(split_out)` - we will see the result of `split_out`. \n",
"4. `df.notnull().groupby().agg('sum')` or `df.notnull().groupby().sum()`- we will rely on using `0` for `False` values. \n",
"5. `df.groupby().transform('count')` - we will rely on null values returning 0 for `.count()`. \n",
"6. `df.groupby().transform(lambda x: x.count())` - we will rely on null values returning 0 for `.count()`. \n",
"7. `df.groupby().apply(lambda x: x.count())` - we will rely on null values returning 0 for `.count()`. \n",
"8. `df.groupby().apply(lambda x: x.isnull().all())` - we will rely on null values returning `True` for `.isnull().all()`. \n",
"\n",
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"`cudf.DataFrame.groupby` does not sort by default for better performance. "
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "1cf9f5e4-04f2-4e8e-af91-fce627ff781a",
"metadata": {},
"outputs": [],
"source": [
"# since we want to compare multiple approaches, we persist the data into distributed memory, where new tasks will start from\n",
"null_category_products_ddf=null_category_products_ddf.persist()\n",
"wait(null_category_products_ddf)\n",
"\n",
"# create a dictionary to compare options\n",
"groupby_options={}"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "11bc4867-6835-45ff-b774-c128486f665c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 0.03516655000021274 seconds\n",
"There are 0 products with at least one category_code populated. \n"
]
}
],
"source": [
"# OPTION 1\n",
"time=timeit(\n",
" lambda: null_category_products_ddf['category_code'].count().compute(), \n",
" number=1\n",
")\n",
"groupby_options['count()']=time\n",
"print(f'Took {time} seconds')\n",
"\n",
"print(f\"There are {null_category_products_ddf['category_code'].count().compute()} products with at least one category_code populated. \")"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "da5dee16-b4cc-4de7-a83e-1eb105689af0",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# visualize graph\n",
"null_category_products_ddf['category_code'].count().visualize(rankdir='LR')"
]
},
{
"cell_type": "markdown",
"id": "99f772af-41ad-4d2d-b571-2239978daece",
"metadata": {},
"source": [
"Based on the count being 0, we know that `category_code` isn't populated for any of these records. "
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "e82ed0ac-6ba8-442d-b4ab-497dd237734e",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 0.060319763999359566 seconds\n"
]
}
],
"source": [
"# OPTION 2\n",
"null_category_products_count_ddf=null_category_products_ddf.groupby('product_id')['category_code'].agg('count')\n",
"\n",
"# alternative way to achieve similar results\n",
"# null_category_products_count_ddf=null_category_products_ddf.groupby('product_id')['category_code'].count()\n",
"\n",
"time=timeit(\n",
" lambda: (null_category_products_count_ddf>0).sum().compute(), \n",
" number=1\n",
")\n",
"groupby_options['groupby().agg(\"count\")']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 25,
"id": "3f507c89-543c-4cc0-ba0a-9e65870cf24e",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAABzgAAATtCAIAAAC4YxBFAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOzdZ1gUZ7+A8VmWKiIasEcFNTakqChIUWMFe0TAisbeEk2MPcV0ozG2mNiCBUVFjcaIYC80xQ6KRqXZC2hERKTsng97Xi+iRIiy+2y5fx/OdVgns/eyzrzyZ/YZmVKplAAAAAAAAAAA4hiJDgAAAAAAAAAAQ8egFgAAAAAAAAAEY1ALAAAAAAAAAIIZiw4AAABAWcrJycnMzMzPz8/KyiosLCwsLMzKypIk6enTp7m5udbW1kZGRsbGxlZWVpIklStXzszMrHz58jY2NnK5XHQ7AAAAYLgY1AIAAOiY27dvp6ampqWlpaWl3bx5MzMz8/79+5n/8/Tp09fbbaVKlWxtbW3+x9bW1s7Ozt7eXvV/LS0ty/RFAAAAAPgHmVKpFN0AAACA4mVnZ58/fz4hISEhISE5OVk1nM3NzZUkycTEpFatWrVq1bKxsalcuXLRGauNjY2JiUnFihVlMplcLq9QoYIkSWZmZuXKlXv48KEkSQUFBY8fP5YkKTc39+nTp9nZ2appb0ZGxvOB771799LS0u7fv68qqVy5sp2dnZ2dXZMmTRwdHZ2dnevWrWtkxDpaAAAAQNlgUAsAAKBF7ty5c+zYsbNnzyYmJp47dy41NVWhUFhZWTVt2rRBgwZFL3GtWbOmBhYryM7OTktLe34Bb2pq6vnz55OTkxUKhaWlpYODg7Ozs6OjY4sWLVq0aGFmZqbuHgAAAEBfMagFAAAQLCUlJTo6OiYmJjo6+uLFi0qlsnr16i1atHBwcGjSpEmLFi0aN26sVdeu5uXlXbly5dSpU0lJSRcuXDhx4sTdu3eNjY2dnZ09PT29vLzatWtXuXJl0ZkAAACALmFQCwAAIMBff/0VERGxb9++2NjYv//+28rKys3NzdPT08PDw93dXbVYgQ65evVqbGxsTExMTEyMatbcsGHDNm3a+Pj4dOjQQedeDgAAAKB5DGoBAAA05MmTJwcPHoyIiIiMjExNTX3rrbc6duzo7e3t6enp5OSkgXUMNOPhw4dxcXGxsbEHDhw4ceKEkZGRp6enj4+Pj4+Ps7Oz6DoAAABASzGoBQAAUK/79+9v27Zt27ZtUVFReXl5zZs39/X19fHxcXd315vh7L/JzMzcu3dvRETEnj177t27V6NGje7duwcEBLRr107vXzsAAADwnzCoBQAAUIsHDx5s37598+bNhw4dMjU17datW/fu3bt06VK1alXRaQIoFIrTp09HRkZu37799OnTVapU8fPzCwwM9Pb21qrldwEAAABRGNQCAACUpSdPnmzbtm3Tpk379+83Njb29fUNCAjo3r27paWl6DRtceXKlbCwsLCwsISEhOrVq/ft23fgwIFubm6iuwAAAACRGNQCAACUjdOnT69atSo0NDQ3N7dLly4BAQE9e/a0srIS3aW9Ll26tHnz5rCwsKSkJCcnp5EjRw4aNKhixYqiuwAAAAABGNQCAAC8kaysrE2bNq1bty4mJqZBgwbDhg0bNmxY5cqVRXfpklOnTq1YsSI0NDQ/P79nz56jRo3q0KGDTCYT3QUAAABoDoNaAACA13Tx4sUFCxaEhoYqFAp/f/+RI0d6eXmJjtJhjx8/3rhx48qVK0+ePNmoUaMPPvhg6NCh5cqVE90FAAAAaAKDWgAAgP/s8OHD8+fPDw8Pf+eddz744AM+sF+2zp49u2zZsnXr1pUrV27s2LETJkwwzDuwAQAAwKAwqAUAACgthUIRHh7+3XffHTt2rEWLFh9++OHAgQPlcrnoLv2UkZHx22+/LV68OCMjIzAwcNq0aQ4ODqKjAAAAAHUxEh0AAACgA/Ly8pYtW2Zvb//ee+/Vrl37+PHjJ0+eDAoKYkqrPra2ttOmTUtOTl6yZEl8fLyjo2PPnj1Pnz4tugsAAABQCwa1AAAAr1JQULB69eqGDRtOmjSpR48eV65c2bx5c6tWrUR3GQpzc/NRo0YlJSXt2LHjzp07rq6ufn5+58+fF90FAAAAlDEGtQAAAMVTKBRbtmxxcHAYPXq0t7d3UlLSzz//bG9vL7rLEBkZGfXs2TM+Pn7v3r3p6elOTk4BAQGXLl0S3QUAAACUGQa1AAAAxdi+fbujo2P//v1bt2596dKldevW1a1bV3QUpI4dO544cSIsLOzChQtNmzYdOnTo9evXRUcBAAAAZYBBLQAAwD8kJCR06NDBz8/PycnpwoULa9asYUSrVWQyWd++fRMTE9euXRsdHd2oUaPZs2fn5OSI7gIAAADeCINaAACA//fgwYOJEyc2b9780aNHR48e3bhxY8OGDUVHoXhGRkYDBw68ePHid999t3DhwgYNGqxbt06pVIruAgAAAF4Tg1oAAAApPz9/0aJF9erV27p16y+//BIfH+/l5SU6CiUzMTGZOHFicnKyn5/fsGHD3NzcYmNjRUcBAAAAr4NBLQAAMHTR0dFOTk4zZswYP3785cuXR40aZWTEv5F0iY2NzaJFi+Lj4y0sLLy8vMaMGfPo0SPRUQAAAMB/ww8hAADAcGVlZY0fP75t27b29vZJSUnffPONpaWl6Ci8pubNmx85cmTDhg3bt29v0qTJjh07RBcBAAAA/wGDWgAAYKB2797t6Oi4cePGX3/9dffu3XZ2dqKLUAb69+//119/de/evU+fPj169Lhx44boIgAAAKBUGNQCAACDc+/evX79+nXr1q1NmzaqtQ5EF6EsVaxYcfny5Xv27ElKSnJycgoODuYmYwAAANB+DGoBAIBh2bNnj4uLS1RU1Pbt20NCQmxtbUUXQS06dep0/vz5UaNGjRo1qkuXLrdu3RJdBAAAALwKg1oAAGAocnJyxo4d6+Pj06VLl0uXLvXu3Vt0EdTLwsJizpw50dHRycnJzZo1Cw8PF10EAAAA/CsGtQAAwCCcP3/e3d1948aNGzZsWL16tZWVlegiaIi7u/vZs2d79+7dvXv3oKCgJ0+eiC4CAAAAisGgFgAA6DmlUrlo0aIWLVrY2tqeP39+wIABoougaVZWVsuXL9+6dWt4eLirq+vp06dFFwEAAAAvYlALAAD0WWZmpq+v79SpU7/++uv9+/e//fbboosgjJ+f39mzZ6tWrerh4bF8+XLROQAAAMA/yLgHLgAA0FenT5/28/NTKBRbt25t2bKl6BxoBYVCMXv27G+++eb9999funSpubm56CIAAABAkriiFgAA6Kv169d7e3vXqVMnPj6eKS2eMzIy+uqrr3bt2rV9+3YPD4/U1FTRRQAAAIAkMagFAAD6p6CgYPr06UFBQSNGjNi3b1/VqlVFF0HrdO3aNT4+vqCgoGXLlnv27BGdAwAAADCoBQAA+uXu3btt2rT55ZdftmzZsmjRIhMTE9FF0FL169ePi4vr3Llzt27d5s6dKzoHAAAAhs5YdAAAAECZSUpK6tatm7Gx8fHjxxs3biw6B9rO0tIyNDTU1dV16tSpycnJS5cuNTbmn8cAAAAQg5uJAQAAPRETE9O7d+/69ev/8ccfVapUEZ0DXRIZGRkQEODm5rZ161Zra2vROQAAADBELH0AAAD0wbp169q3b9+2bduDBw8ypcV/5ePjExUVdenSJS8vr2vXronOAQAAgCFiUAsAAHSbUqmcPXv20KFDx4wZExYWZmFhIboIOsnZ2fnYsWNyudzd3f306dOicwAAAGBwWPoAAADoMIVCMWbMmNWrVy9dunTUqFGic6Dz/v77bz8/v5MnT/75559t2rQRnQMAAAADwqAWAADoqoKCgqFDh27bti0sLKxHjx6ic6An8vLyBg4cuHv37t9//71Lly6icwAAAGAoWPoAAADopLy8vH79+m3fvn3nzp1MaVGGTE1NN23aFBgY2LNnz23btonOAQAAgKFgUAsAAHTPs2fP/P399+zZs2vXrk6dOonOgb6Ry+W//fbb2LFjAwMD165dKzoHAAAABsFYdAAAAMB/8+TJk169ep0+fXr//v1ubm6ic6CfZDLZwoULK1So8P7772dlZX3wwQeiiwAAAKDnGNQCAABdkpOT4+vre/ny5SNHjjg6OorOgZ776quv5HL5xIkTzc3NR44cKToHAAAA+oxBLQAA0Bl5eXl9+/a9ePHi4cOHHRwcROfAIHzxxRdKpXLMmDHlypUbOHCg6BwAAADoLQa1AABANxQWFg4cODA2Nnb//v1MaaFJs2fPzs3NHTJkiKmpqb+/v+gcAAAA6CcGtQAAQAcUFhYOHjx49+7dkZGRrq6uonNgcL7//vusrKxBgwZZWlp27dpVdA4AAAD0EINaAACg7ZRK5dixY3fs2BEeHu7t7S06B4ZIJpMtXbo0Pz+/b9++u3fvbteunegiAAAA6BuZUqkU3QAAAPAqU6ZMWbx48fbt27mSEWIVFhb269dv7969UVFRTk5OonMAAACgVxjUAgAArfbrr7+OHz9+/fr1AwYMEN0CSHl5eT4+PleuXDl27FjNmjVF5wAAAEB/MKgFAADaKyIiomfPnrNnz541a5boFuD/ZWVleXl5KZXK6Ohoa2tr0TkAAADQEwxqAQCAljpz5kybNm38/f2Dg4NFtwD/kJaW5u7u3qxZsz///NPYmLs+AAAAoAwwqAUAANro1q1bbm5u9evX37Nnj6mpqegc4EUnT55s165d//79V65cKboFAAAA+sBIdAAAAMCLsrOzfX19ra2td+zYwZQW2snV1TUkJCQ4OHj+/PmiWwAAAKAPGNQCAADtolQqhw8ffvv27fDwcBYAhTZ777335syZM23atIMHD4puAQAAgM5j6QMAAKBdfvzxx+nTp+/evbtz586iW4CSBQYG7t+//+TJk/b29qJbAAAAoMMY1AIAAC1y6NChzp07f/fdd1OmTBHdApRKdna2u7u7qalpTEyMhYWF6BwAAADoKga1AABAW9y+fbtFixZubm6///67TCYTnQOU1pUrV1q2bBkQELBixQrRLQAAANBVDGoBAIBWyM/Pf/fddzMyMuLj4ytUqCA6B/hvdu7c2bt37xUrVowYMUJ0CwAAAHQSNxMDAABaYcqUKYmJiTt27GBKC13Us2fPGTNmfPDBB4mJiaJbAAAAoJO4ohYAAIi3d+9eHx+fkJCQgQMHim4BXpNCoWjfvv39+/dPnjzJYrUAAAD4rxjUAgAAwTIyMpycnDw9Pbds2SK6BXgj169fd3Z2HjJkyIIFC0S3AAAAQMew9AEAABBs+PDhcrmcuzBBD9SqVWvx4sWLFi0KDw8X3QIAAAAdwxW1AABApGXLlo0fP/7AgQPt2rUT3QKUjUGDBu3bty8hIaFq1aqiWwAAAKAzGNQCAABhLl261KJFi0mTJn377beiW4Ay8+jRIxcXFycnpz/++EN0CwAAAHQGg1oAACCGQqHw8vLKz8+PjY01MTERnQOUpejo6LZt265evTooKEh0CwAAAHQDa9QCAAAxfv755xMnTqxYsYIpLfSPl5fXhAkTPv7443v37oluAQAAgG7giloAACDAtWvXmjZtOnHixK+//lp0C6AWT548cXR0bN269YYNG0S3AAAAQAcwqAUAAAL07Nnzr7/+OnfunLm5uegWQF0iIiK6du36xx9/9OzZU3QLAAAAtB2DWgAAoGkbNmwICgo6fPiwt7e36BZAvQYMGBATE3P+/HkrKyvRLQAAANBqDGoBAIBGZWRkNG7c2N/f/5dffhHdAqjdvXv3mjRp0r9//yVLlohuAQAAgFZjUAsAADRq9OjR4eHhSUlJFSpUEN0CaMLatWuHDx9+8uRJFxcX0S0AAADQXgxqAQCA5pw7d65FixZr1qwZNGiQ6BZAQ5RKpWqVj6ioKJlMJjoHAAAAWopBLQAA0JxOnTo9fvw4Li6OcRUMyqlTp1q1ahUWFubn5ye6BQAAAFqKQS0AANCQbdu2+fv7Hz161MvLS3QLoGlBQUHR0dFJSUnm5uaiWwAAAKCNGNQCAABNyMvLc3BwcHd3DwkJEd0CCHDz5s1GjRrNnDlzxowZolsAAACgjYxEBwAAAIMwf/78mzdvfvvtt6JDADFq1qw5bdq077777tatW6JbAAAAoI24ohYAAKhdZmZm3bp1J0+e/Pnnn4tuAYR5+vRp48aNu3Tpsnz5ctEtAAAA0DpcUQsAANRu3rx5pqamH330kegQQCQLC4vPP/989erVKSkpolsAAACgdbiiFgAAqFdGRkbdunW/+OKLyZMni24BBCssLHRwcGjduvXq1atFtwAAAEC7cEUtAABQr++++87S0nLs2LGiQwDx5HL5p59+GhIScunSJdEtAAAA0C5cUQsAANTo9u3b9evXnzNnzgcffCC6BdAKhYWFjo6OzZo127Bhg+gWAAAAaBEGtQAAQI3Gjx+/Y8eOq1evWlhYiG4BtEVYWFj//v3PnDnj5OQkugUAAADagkEtAABQlxs3btSvX3/RokWjR48W3QJoEYVC0bx58wYNGoSFhYluAQAAgLZgjVoAAKAuixYtsrW1ff/990WHANrFyMho5syZv//+e3JysugWAAAAaAsGtQAAQC0eP368cuXKDz74wNTUVHQLoHX8/Pzs7OwWLlwoOgQAAADagqUP8KKMjIy0tLS0tLS7d+9mZmZmZmbm5ubm5OQ8e/ZMkiRzc3MLCwtzc3MbGxsbG5tq1arVqVPHzs7O1tZWdDigG3JyctLS0lJTU2/fvp2RkZGZmZmVlVVQUPD48WNJkoyMjKytreVyuc3/qA6xmjVryuVy0e3AfzN//vwvv/zy2rVrFStWFN0CaKPFixfPmDEjPT2df0cBAABAYlALpVJ58eLF2NjYM2fOJCQkJCYmPnr0SJIkIyMjGxsbW1tbGxsbc3PzcuXKmZmZSZL07NmznJycp0+fZv6PQqGQJMna2trJycnJyalZs2YeHh6NGjWSyWSCXxugHe7cuRMXF3fixImEhISEhITr16+rHq9QoYKtra2trW2FChVMTEzKly8vSZJCoXj06FFhYWFmZqZqjKv6HYmJiUnjxo2dnJycnZ3d3d1dXV3Nzc1FviqgJAUFBfXq1evTp8+CBQtEtwBaKicnp3bt2pMmTfr0009FtwAAAEA8BrUGKjU1NTIyMjIyMioq6uHDh5aWls7OzqoZUP369e3s7GrXrl2aT6rm5eVdu3YtNTX16tWr586dU82hnjx58tZbb3l7e/v4+Pj6+tapU0cDrwjQKo8ePdq/f39kZOShQ4eSk5PlcnmjRo1Uh1ijRo3s7e3t7OwqVKhQ4n6USuXt27dTU1NTUlLOnz+fkJBw7ty527dvm5qaurq6durUydfXt2XLlkZGrGMDrRMaGhoUFHT58uW6deuKbgG018yZM3/77bf09HR+/QYAAAAGtYbl1q1bGzZsCAkJSUxMtLKy6tix47vvvuvh4eHs7GxsbFwmT1FQUHD27NmYmJhDhw4dOHAgOzvb0dExICAgICCgQYMGZfIUgNbKzc39448/QkJC9u7dq1AoWrVq1blzZw8PD3d399KMZUspNTU1Jibm6NGje/bsuXbtWuXKlfv06RMQENC2bVuWR4D2cHNzq1u37saNG0WHAFrt7t27dnZ2P//88/Dhw0W3AAAAQDAGtQYhJydn+/btISEh+/fvr1Chgmps6uXlpe67u+Tl5UVFRW3fvn3btm137txp1arVyJEj+/Xrp/qIN6A3lEpldHT0unXrtmzZ8uTJk86dOw8YMMDHx8fGxkbdT33hwoWdO3du2bLlzJkz1atXf//990eMGGFvb6/u5wVeLS4uzsPD49ixY25ubqJbAG03dOjQc+fOnTlzRnQIAAAABGNQq+du3bo1f/78lStX5ubm+vr6Dh48uEePHqrVZjWpsLDwyJEjwcHB27ZtMzExGT169OTJk6tVq6bhDKDM5eXlrVmzZt68eVevXnVxcQkKCurfv7+Qv9tXrlxZt25dcHDwnTt3unXrNnPmTHd3d81nACrDhg07derUuXPnRIcAOkD1i40TJ064urqKbgEAAIBIDGr1Vlpa2ty5c4ODg21sbD7++OOgoKDKlSuLjpIePHgQHBz8008/PXz4cPjw4VOmTGEFW+ionJyclStX/vjjj/fv3x8yZMiECRMcHR1FR0kFBQW7du2aO3duXFxchw4dZs2a9e6774qOgsF59OhRzZo1586dO27cONEtgG5wcXFxc3Nbvny56BAAAACIxP1n9NDVq1eHDh3aoEGDyMjIhQsXpqSkTJ48WRumtJIkvfXWW5988klKSsr8+fPDw8PfeeedYcOGpaSkiO4C/oOcnJzvv//ezs5u1qxZffv2TU5OXr58uTZMaSVJMjY27t27d2xs7MGDByVJat++vYeHR2RkpOguGJbQ0FCFQtG/f3/RIYDOGDp0aGho6OPHj0WHAAAAQCQGtXrl6dOnX3zxhaOj4/Hjx1etWnX58uUxY8ZofqGDEpmbm48bN+7y5csrVqyIiYlp2rTpV199lZubK7oLKNkff/zRpEmTOXPmjBw5MjU1dcGCBTVr1hQdVYx33313//79cXFxNjY2vr6+vXv3Tk9PFx0FQ7Fq1arAwMBKlSqJDgF0xuDBgwsKCsLCwkSHAAAAQCSWPtAfBw4cmDBhwvXr1z/55JOZM2eq+0ZhZaWgoGDp0qWfffZZlSpVlixZ4uvrK7oIKF5KSsqHH34YHh7u7++/ZMmSqlWrii4qrSNHjowfPz4lJWXq1KkzZszQwl/eQJ+cOnXK1dU1JibGw8NDdAugSwYMGJCamhoXFyc6BAAAAMJwRa0+uH79ep8+fTp27Ojs7Hz58uXZs2frypRWkiRjY+OJEycmJSU1a9asa9eu/v7+N2/eFB0F/ENeXt7XX3/dtGnTtLS0w4cPh4WF6dCUVpKktm3bnj59+rPPPps3b56Li8uhQ4dEF0GfrVq1qkmTJkxpgf9q5MiRx44dS0xMFB0CAAAAYRjU6rydO3e6uLhcuHBh3759mzZtqlGjhuii1/H2229v2bIlMjLy7NmzLi4uu3fvFl0E/L+0tDRvb+8ffvjhyy+/PHPmTNu2bUUXvQ5TU9MZM2YkJSU1bNiwQ4cOM2bMKCgoEB0FPZSfnx8WFjZ06FDRIYDuadeunZ2dXWhoqOgQAAAACMOgVocVFBTMnj37vffe69at2+nTpzt27Ci66E116dIlISHhvffe6969+8SJE/Py8kQXwdDt3LmzRYsW2dnZx44dmzJliomJieiiN1KnTp0dO3asWbNmyZIlnp6eaWlpoougb/bt2/fw4UN/f3/RIYDukclkAQEBmzdvZl0yAAAAg8WgVlddu3atbdu2c+fOXb58+bp16ywtLUUXlQ0LC4sVK1asWbPmt99+8/LySk1NFV0EA1VQUDB9+vTevXt369btxIkTTZs2FV1UZoKCgk6cOPH06VNXV9fw8HDROdArYWFh7u7udnZ2okMAnRQQEJCamnry5EnRIQAAABCDQa1OOnDggIuLS3Z29pkzZ0aMGCE6p+wFBQXFx8c/efLE1dX1yJEjonNgcO7du+fp6fnLL7+EhoauW7euXLlyoovKWOPGjePi4rp169ajR4/Zs2eLzoGeyMvL27lzZ0BAgOgQQFe1aNHinXfeCQsLEx0CAAAAMRjU6p4tW7Z069bNx8fn2LFjDRs2FJ2jLk2aNDlx4kT79u19fHy2b98uOgcGJDU11cvL68GDBydPnuzXr5/oHHWxtLRcu3btsmXLvv3229GjRxcWFoougs6LjIz8+++/+/TpIzoE0GH+/v6sfgAAAGCwGNTqmF9//bVfv34jR45cv369hYWF6Bz1Kleu3KZNm95//31/f/9ly5aJzoFBuHDhQps2bczNzY8cOdKgQQPROWo3atSo33//PSQkxM/P7+nTp6JzoNvCwsI8PT1r164tOgTQYQEBAdevXz927JjoEAAAAAjAoFaX/PDDD+PGjZsyZcqSJUuMjAzivZPL5b/88su33347duzY6dOni86Bnjt27Fjbtm3r168fFRVVo0YN0Tka0qNHj4MHD0ZHR/v6+j569Eh0DnTVs2fP/vzzT9Y9AN6Qs7Nzw4YNt2zZIjoEAAAAAhjEsE8/TJ48edasWStWrJgzZ47oFk2bNm3ar7/++uOPP06dOlV0C/TWgQMH3n333Xbt2kVGRlpbW4vO0Sh3d/dDhw5duXKlffv2zGrxeo4ePZqVldWrVy/RIYDO6927965du0RXAAAAQAAGtbphzpw5CxcuDAkJGTlypOgWMcaMGbNmzZr58+f/+OOPolugh06dOvXee++99957mzdvNjMzE50jgKOjY3R09J07d3r37p2bmys6B7onIiKiadOmrHsAvDkfH58rV64kJyeLDgEAAICmMajVASEhITNnzpw/f37//v1Ft4g0aNCgJUuWTJ06dfXq1aJboFeSk5O7devWqlWr1atXy+Vy0TnC2Nvb79mz59y5c4GBgQUFBaJzoGMiIiJ8fHxEVwD6wNPT09raOjIyUnQIAAAANI1Brbb7888/hw0b9tlnn02aNEl0i3jjxo2bNm3ayJEjd+zYIboFeuLWrVudOnWqXbv2jh07DPNa2qKaNm26e/fuAwcOjB8/XnQLdElaWtqlS5d8fX1FhwD6wMTEpH379gxqAQAADBCDWq0WGxsbGBg4fPjwL7/8UnSLtvjuu++GDBkycODA+Ph40S3QeY8fP/b19TU3N9+9e3f58uVF52gFd3f30NDQ4ODgr776SnQLdEZERISlpaWnp6foEEBP+Pj4HDp0iIVoAAAADI1MqVSKbkDx7t+/36xZsxYtWvz++++G/HHslxUUFPTs2fPChQtnzpx56623ROdAhw0YMODgwYPx8fEsrPmC5cuXjxs3Ljw8nA+zozR69eolk8n4rANQVm7cuFGrVq29e/d26tRJdAsAAAA0hytqtZRSqRwxYoSRkVFwcDBT2hcYGxtv2LBBJpMFBQXxm4ynI84AACAASURBVAa8thUrVmzevHndunVMaV82evToQYMGBQUF3bx5U3QLtF1eXt7BgweZ6QNl6O23327atCmrHwAAABgaBrVa6ocffoiIiNi0aZONjY3oFm1UqVKlzZs37927d+HChaJboJPOnz//0UcfzZw5s3PnzqJbtNQvv/xia2s7YMAAbiyGVzt9+nR2dnaHDh1EhwB6pX379kePHhVdAQAAAI1iUKuNjh8//vnnn8+ZM8fDw0N0i/Zyc3P76quvpk2bFhsbK7oFOubJkycBAQGurq5ffPGF6BbtZWlpGRYWdvLkSdbIxqvFxMTY2trWr19fdAigVzw9Pc+ePZudnS06BAAAAJrDGrVa5/Hjx02bNnV2dv7jjz9kMpnoHK2mUCi6d+9+6dKlxMRES0tL0TnQGSNGjNi5c+eZM2dq1qwpukXbrVy5csyYMYcOHWrTpo3oFmipPn36KJXK7du3iw4B9MqtW7dq1qx54MCB9u3bi24BAACAhnBFrdb58ssvs7Ozf/vtN6a0JTIyMlq9evXDhw+/+eYb0S3QGTExMcHBwb/88gtT2tIYOXKkr6/vuHHj8vPzRbdAS8XFxXl6eoquAPRNjRo16tSpExMTIzoEAAAAmsOgVrtcuHBh8eLF33//feXKlUW36IaqVat+/fXXP/3008WLF0W3QAcUFBSMHz++U6dOffv2Fd2iM5YuXZqamsp60ChWcnLynTt3GNQC6uDl5cWgFgAAwKAwqNUiSqVywoQJzs7OI0aMEN2iS8aNG+fi4jJmzBjW8UCJFi9efOnSpcWLF4sO0SV16tSZNm3a7Nmz09PTRbdA68TExJiZmTVv3lx0CKCHPD094+LiCgsLRYcAAABAQxjUapF169YdPXp06dKlRka8L/+BkZHR0qVLo6OjN23aJLoFWu3OnTtfffXV9OnTGzZsKLpFx0yfPr1WrVqffPKJ6BBondjYWFdXVzMzM9EhgB7y9PTMyso6f/686BAAAABoCANBbZGdnT116tRx48a1atVKdIvucXV1HTly5OTJk3NyckS3QHtNmTLF1tZ22rRpokN0j6mp6eLFi7du3Xrw4EHRLdAup0+fbtmypegKQD85ODiUK1fu9OnTokMAAACgIQxqtcXy5ctzcnJmz54tOkRXffXVV48ePVq1apXoEGipq1evbty48ZtvvrGwsBDdopM6d+7cuXPnr776SnQItEhhYeGFCxecnZ1FhwD6SS6XOzg4JCQkiA4BAACAhjCo1QrPnj376aefxo4da2NjI7pFV1WpUmXkyJHz5s3Ly8sT3QJtNGfOHDs7O+4h9iZmzZp15MiR6Oho0SHQFleuXMnJyXF0dBQdAugtR0fHxMRE0RUAAADQEAa1WiE4OPjBgweTJk0SHaLbpk2blpGRsXbtWtEh0Do3btwICQmZNWuWsbGx6BYd1qZNG29v7++++050CLRFQkKCXC5v0qSJ6BBAbzk6Op47d050BQAAADTkHzMLpVKpxzeW1doBTX5+/rx584YPH16jRg3RLbqtevXqQUFBc+bMef/997X27S4oKBCdoC5yuVwmk4muKN7cuXOrVq06cOBA0SE6b9asWT4+PidPnnR1dRXdUjyFQqFQKERXqIWRkZG23WoyMTGxQYMGLCcCqI+Tk1NGRsbt27erV68uugUAAABqJ1Mqlc+/CAsLCwwMFFijVkVfqVZZt27diBEjrly5UqdOHdEtOi8lJaVhw4Zr1qzRzpFcYWGh1k6Q39zWrVv9/PxEVxTj3r17dnZ2c+fOnTBhgugWfdCqVatatWpt27ZNdEjxevXqtXPnTtEVajFgwIANGzaIrviHXr16WVhYbNq0SXQIoLcyMjIqV668Z8+ezp07i24BAACA2hUzM9LaH79fW2xs7Pz580VX/Kvly5f7+/szpS0TdevW7dOnz/Lly7VzUKsyZcoUd3d30RVlSaFQ+Pv7i674VyEhIebm5sOHDxcdoicmT548aNCgO3fuVKtWTXRL8by9vfVvJZk5c+aITihGQkLCiBEjRFcA+szW1rZ69eoJCQkMagEAAAxBMYPaPn36aL5DrbT5w+ZXr16Ni4v7/PPPRYfoj6CgoB49eqSkpNStW1d0S/Hc3Nz07CjT8iVT1q1bFxAQwKezy0qvXr3Kly+/cePGjz76SHRL8WrVqqVnh5gkSVq4+vbTp0/T09NZoBZQtyZNmly6dEl0BQAAADRBu1a7M0AhISHVq1fv2LGj6BD90aVLl6pVq2rbB4QhytmzZxMSEgYPHiw6RH+Ym5v37ds3JCREdAgES09PVyqV9vb2okMAPWdvb5+Wlia6AgAAAJrAoFYkpVK5fv36gQMHyuVy0S36w9jYuF+/fuvWrdPaVYmhSSEhIfXq1fPw8BAdolcGDx585syZxMRE0SEQKTU1VZIkOzs70SGAnrOzs1MdbgAAANB7DGpFioqKSklJGTRokOgQfTN48OCrV68eP35cdAgEKygoCA0NHTx4sEwmE92iV7y9vevWrbt+/XrRIRApLS2tUqVKFStWFB0C6Dl7e/vr169r+SpDAAAAKBMMakXauHGji4uLk5OT6BB907x5cwcHh9DQUNEhEOzgwYN3797ldyFlTiaTDRgwIDQ0lOvWDVlaWhqX0wIaYG9vn5+ff+PGDdEhAAAAUDsGtSLt3r27V69eoiv0U69evXbt2iW6AoLt3r3b0dGxXr16okP0UO/evW/cuMHqB4aMQS2gGaoDjWVqAQAADAGDWmEuXLhw7dq1rl27ig7RT76+vqmpqVeuXBEdApEiIiJ8fX1FV+in5s2bV61aNSIiQnQIhElNTeVOYoAGVKtWrVy5cixTCwAAYAgY1Aqzd+9eGxsbV1dX0SH6yd3dvWLFinv27BEdAmHS09MvX77cpUsX0SH6SSaTdenSZe/evaJDIMy1a9fq1KkjugLQfzKZrHbt2unp6aJDAAAAoHYMaoWJiYnx8vIyMuItUAtjY2MPD4+YmBjRIRAmOjraxMTEzc1NdIjeatOmzbFjx/Lz80WHQACFQpGRkVG1alXRIYBBqFKlyv3790VXAAAAQO2YEgoTGxvr4eEhukKfeXp6RkVFia6AMLGxsS1atChXrpzoEL3l6emZk5Nz9uxZ0SEQ4O+//y4sLLSxsREdAhgEW1vbjIwM0RUAAABQOwa1Yly7du327dutW7cWHaLPWrduffPmzZs3b4oOgRjx8fHu7u6iK/RZw4YN33rrrePHj4sOgQCZmZmSJNna2ooOAQyCjY2N6qADAACAfmNQK8bZs2dlMpmzs7PoEH3m4uIiSVJCQoLoEAhQUFBw/vx51d8BqIlMJnNycuIQM0yqmRFX1AKaYWtry6AWAADAEDCoFSMhIcHOzq5ChQqiQ/RZpUqVatasmZiYKDoEAly+fDk3N9fJyUl0iJ5zdHRkUGuYVJ/C5opaQDO4ohYAAMBAMKgVIykpycHBQXSF/mvatGlSUpLoCgiQlJQkl8sbN24sOkTPOTg4cIgZpszMTAsLCwsLC9EhgEGwsbFhjVoAAABDIGBQGx0d3alTJ2traysrq7Zt2+7du1fzDcKlpqbWq1dPdEXJTp48KZPJZs+eLTrkNdWtWzc1NVV0haZxiEmSlJKSUqNGDXNzc9EhJdD1Q6xevXqPHz82tOu8OMQkScrMzNT7y2nXrFkjk8m2bt36/JHc3NypU6fWrVvX2NhYJpNlZ2cLzDMEkZGRMpls4cKFevZcr8HW1jYnJ+fp06eiQwAAAKBemh7U7tmzp127dvv378/KysrOzj569KiPj8+WLVs0nCFcWlqanZ2d6Ip/iI6Olslk33zzzRtuo1Xs7e0NbVDLIaaSnp5ub28vuuIf9PUQkyTJoI4yDjGVx48fW1lZia7QtO+//37evHmpqamFhYWiW0TSuTOVHlAtlvX48WPRIQAAAFAvjQ5q8/LyRo8eXVhY+PHHH9+/f//hw4dff/21UqkcN26cQV2WkpeXd/fu3dq1a4sOKZmrq6tSqdTdy/3q1Klz8+bNgoIC0SEawiH23LVr1zjENKB27doymSw9PV10iIZwiD2Xl5dnZmYmukLT/vjjD2tr66SkpMLCQqVSWb58edFFMBSmpqaSJOXl5YkOAQAAgHppdFC7f//+9PT0Nm3azJ8/39bWtmLFip9++mmfPn0yMjL++OMPTZaow8WLF7t27RoSElLi9Q4ZGRlKpbJq1aqaCTNkVapUUSgUDx8+VPcTzZ8/f9y4cVFRUQqFQt3P9Qr6fYhJktSnT5/vv/8+LS2txC3v379fpUoV9RcZOhMTk4oVK2pg5cSEhITu3btv2LBB7DxU7w+xZ8+eeXt7//LLL/fv3y9xS9XkyKDcuHGjYcOGjRs3NjJiiX9olOpwe/bsmegQAAAAqJdGf9I4evSoJEkDBw4s+uCgQYMkSTpy5IgmS9ShoKAgIiJiyJAhtra2ffv23bFjx7/9e1o11LCxsSnDZ3/48OG4ceOqVatmYWHh6uq6a9eulxfXUyqVwcHBHh4eVlZWFhYWzs7OS5cuVSqVkiR988033t7ekiR99tlnsv+R/rmA5r9t8+o9S0XWfTt06JCHh4elpWWtWrXmzJmj+tMlS5Y0bNjQ3Ny8UaNGZf7xYdU3WQNTpAcPHixbtqxNmzbVq1efMmXKmTNn1P2MxdLvQ0ySpFOnTs2cObNu3botW7ZcsmTJ3bt3/23LzMxMDjHVn6r1EJMkydbWVgOHWH5+fnh4+ODBg21tbQMDA3fu3CnkyjK9P8QkSYqOjh4/fny1atU6d+78il89atsVtUqlcs2aNW3atKlYsaKVlVXLli1Xrlyp+jjFqlWrXjhUnz+4Y8eO54/8/fffEyZMqF69+vNjvOj2kyZNkslkmZmZ8fHxqmNzzJgx/xZz9OjRgQMH1q9f38zMrHLlyj169IiJiSm6QWnOJyVu8/zAP3LkSNu2ba2srFxdXaWSThelfPZXvITXPlO9xnv33LFjx9q1a2dpaWljYzNkyJAHDx48/6PSvL/Pv1ev2M/LEhMT69SpU61atePHj7/6JWiA6nDjiloAAAD9pyxi8+bNLzxStvz8/CRJiomJKfrg1atXJUl699131fe86n5dKgkJCc+/qyYmJjKZrFy5coMGDdq5c2d+fn7RLVU/z9+9e7esnvrp06cuLi5F31aZTBYYGChJ0pYtW1TbKBSKF4YLKiNHjlQqlV9//XWxfzdOnDghSdIXX3zxim1evWelUhkRESFJUmBgoLGxcdENfvrpp6lTpxZ9xMjI6MyZM2X1bVEqlTdv3nz5r5w6zJw58/nMQnXZS82aNadNm3bp0qWim6l+8ty6dauaMkQdYup+Xc89X81AJpPJ5XKZTObu7r5w4cL79++/sKWNjc2vv/5aVs/LIfYKbm5ukydPLtt9vuzkyZPPX4XqBGtpaVnsCbZnz54DBgxQU4aoQ0yp5tf1XG5u7vPvs1wuNzIyMjEx8fX1Xbt27ZMnT4puOXr06I4dO6q7p5QUCoXqeHzBvn37lErlypUrix6qKqoHt2/frvqyxGN84sSJL+x89OjRxcbcvn375RJjY+MjR46U8rlKuY3qwPf3939+4Ddr1qzE00Vp9vzql/DaZ6rXeO9Ur3HAgAEv/FagTZs2L7yVr35/S7Mf1TYLFixQfRkeHm5lZdW0adO0tLRX9GvM5cuXJUkq8xM4AAAAtI1Gr6jNysqSJOmtt94q+qDqy0ePHmmyRN1Ug4OcnJxNmzb17NnT1tZ29OjR0dHRSqVSkiTVTXvL8H70S5YsOXv2bMOGDQ8cOPD48ePU1NQJEyaoxtPPrV+/fsOGDY6Ojrt3787MzMzOzj5y5Iizs/PKlSvj4uI+/fTTqKgoSZJU6y2qvPAs/7bNq/f8/D/fvHnzhAkT0tLSsrOzt27damJi8uWXX/7666+rVq26d+9eZmbm5MmTFQrFggULyurbIv3vm1x09KABqgtebt68OX/+/EaNGjVs2HD27NmauduS4RxiSqVStUbkiRMnJk+eXL169a5du65bt+7JkyeqDXJzcznENHCISZJkbm6u4UNMdYJ98uRJWFhYz549q1evPnHixOcnWLUynENMkqTCwkKFQpGfn79///6hQ4dWrlx58ODBf/75Z35+vqRlSx8EBwdv3rzZxsZm2bJl165dy87OPnHixIgRI0xMTEq5h+fH+P79+x8/fpySkjJ27Niix/jChQuVSqW1tbWbm5vq2Fy2bFmxu5LJZJ06dfrzzz+vX7+uWpI+LCzMzMys6EXuJZ5PSrONypYtW4KCgv7666+CgoLTp0+XeLoozZ5f/RLe8Ez1gtK8d6Ghoe+///6VK1dycnKio6Nr16599OjRc+fOlfCmvqT0+1m8eHHPnj29vLxiY2Pr1KnzX59IHVQjZpY+AAAA0H9Fp7bqvvK0Y8eOkiRdvHix6IOZmZmSJDVv3lx9z6v5K2pfpvqRo1q1ah9++KFqUPL06dOyeupWrVrJZLLz588XfbBTp05SkWtM3n33XblcfuvWraLbXLhwQZKkadOmKZXKl3/uUv7zcr9/26bEPauuUvHx8Sm6gerCtPnz5z9/pKCgwNraWnVvpbKi+tDu7t27y3CfxSp6Re0LZDKZ6gLAVq1a/fTTT5I6rzwVdYhp/oralxkbG8tkMjMzMz8/v507d5qYmGzYsKGsnpdD7BU6d+48YsSIst3ny4peUftvJ9gaNWpMmzatffv26rvyVNQhphRxRW2xR5kkSdbW1qNGjerUqVPv3r3V3VNKqk/iq67BfFlprrh0c3N7+Rjv0KHDC/9h0UHtK5w8edLf379GjRpFL3J/++23VX9amvNJabZRHfju7u4KheL5NiWeLkqz5xJfwuudqYr16vdO9Ro7d+5c9MGff/5ZkqS1a9eqviz9FbWv3o9qm3nz5o0dO1aSpAkTJhQUFPxbtuapLnM+evSo6BAAAACo1z8+J6tu1tbWkiS9sCKY6kZPqj9Sq+drqAmhugTpzp07ixcvVj0SGxvbvn37Mtl5cnJyzZo1HRwcij7YpUuXffv2Pf/ywoULhYWFtWrVkv43s1b9P5IkXbt27U2evZR7btu2bdH/SnWJSps2bZ4/IpfLa9as+YpVR1+D6oKvrl27luE+/82/DWqVSqXq3T9x4kR8fLwkSQsWLPD29lbHra7EHmJ9+/ZV91O8Yk1M1bD42bNn27Zt27ZtmyRJERER/fr1K5N7/nCIvYKpqemaNWtWrVpVtrv9T1SH2K1bt3744QdJkt56662YmBhPT88yfyKxh1hYWFhoaKi6n+UVVEfZo0ePVqxYIUmSpaXlpk2b+vXrJzBJ5dKlS5UqVVKN0V/P1atXXz7GfXx8Dhw48G//SUZGRuXKlZ9/aWNjo1qsOTY29t133315LVHVh2mk0p1PSrONSseOHYv+86bE00Vp9lziSyjWq5/6375dpXnv2rVrV/TLunXrSpJU4o1bX28/X3/9dVZW1owZM7777rv/un+14mZiAAAABkKjg9r69etLknT+/HkPD4/nD6ouRFX9kVqFhYWpdf/Xrl375JNPXrGBiYlJfn5+w4YNW7VqFRIS4uXlVYbP/vIYWvnPTwErFApJkgoLC1/+b9/w3hSl3PMLn0NXBb/8oGpvZUU1Vpg+fXrz5s3LcLcv27hx4+7du//tT2UymZGRkUwm69ixY2Rk5Lhx49QxpZVEH2KTJ092c3NT61NMmDDh3r17//anxsbGqotGBw4cuGzZsq5du5bhndk5xP5NQUFB27ZtR48eXba7fUFKSsr06dNfsYHqBNu4cWOZTPbOO++oY0oriT7EWrdu/cEHH6j1KfLz84tdZvQ51fe5Zs2a1tbWNWrU0IYpbYlU54EX/ua/eub4JubMmZOXl/fFF18MHjy4Zs2aZmZmMpmsUaNGRe+5V+L5pJTbSC/dmLQ0p4sS91yal/Ay9Z0DLSwsin6p6n/eXPr399X7UenevXtkZGRwcHBgYKCzs/ObZJct1b9nSr+aBwAAAHSURge1bdq0+eGHHzZs2DBq1KjnD65fv17652VfauLv76/W/ScmJhb7uKmpaV5eXrVq1QICAoYMGdK8efOIiIiQkJC8vLyyWuCvXr16J06cSEpKatKkyfMHX7juplGjRqdPn75169a/Xfal+lHnhfssl2abEvcskOqHww4dOrzJlValcfbs2ZcHtTKZTDU6bNmy5YABA/r3729jY2NsbKy+W6WLPcRat26t+ri9+hT7uxC5XK5UKo2NjXv06DFkyBAfHx8TE5PVq1errrIsExxir/Ds2bNGjRqp+wR76tSpYh9XzQ2rV6/u7+8/dOjQZs2a9erVy9LSUk0ZYg+xWrVqqfv7/OzZs2IHtapTWYUKFfr16zd48GBPT8+hQ4e+cGWxQI0aNYqKijpw4IBqsYIXqH4x9sJC4QcPHiz6Zf369ePj4y9cuFD0UtPIyMhXPKmtrW2xk9OUlJSqVavOnj37+SPJyclXrlypVKmS6svSnE9Ks02xSjxdlGbPJb6E1ztTFfvtevV7VxqleX9Lr2XLljNnzuzcuXPbtm137dpVtr9TfxOqf89oz8LQAAAAUBON3kysY8eOqls3TJ48OSMj49GjR998883vv/9ua2vbu3dvTZZowPO1/IYOHRoVFXXr1q1FixaprutUXeNWhp9f8/PzUyqVffv2PXz48JMnT9LT0z/66KO9e/cW3Wb48OE5OTkdO3bctWvX/fv38/Ly0tPTw8PD/fz8VB/tVN0PJyoqSrXeYrGK3abEPQuk+iZr/gcb1btfv379mTNnJicnHz9+fOLEiWq6irYogzrE5HK5XC43Njbu3Lnz6tWrHzx4sHXr1h49eqguODIzM+MQ04y8vDz1/e7h3zw/wb7//vtRUVE3b95ctGhRs2bN1P28BnWISf9b+rlcuXKBgYE7d+7MyMhYvny5l5eXaj3oN7xMsgwNGTJEkqT+/fuvXLnyxo0bT548OXXq1KhRo44cOSJJkmoiuXDhwsOHDz99+jQtLW3y5Mk7duwougfVMe7n53fw4MHs7OzU1NTx48e/3vFVu3bte/fu/fzzz48ePXr06NHu3bu7du1a9HrP0pxPSrNNsUo8XZRmzyW+hDI8U736vSuN0ry//4mDg0NMTEzlypU7d+78is/KaJjqf9E0f7IFAACAphVdsFYDN92KiIiQy+VFA2Qy2ebNm9X6pJq8mZhcLlf9WBsUFLR3795i70ShujTs6tWrZfXUOTk5Tk5OL3xXVRde7dixQ7WNQqEYOnRosX8HIiIilEplQUFBzZo1X/i78cKdjordpsQ9q27QsWDBgqLNkydPliQpMTGx6IMODg41a9Ysq2+LUqm8ePGiJEkJCQlluM9izZw508jISDUitLOz++KLL/7666+XN9PATbeEHGIavpmYXC43MjJq27btb7/99vDhw2K3rFOnzty5c8vqeTnEXqFJkyazZ88u232+THUzMdUJ1tLScujQofv37y/2BKvum24JOcSUmr2ZmGq1FhMTk969e2/btq3YW1+OHz++bdu26u4ppcLCwmLXyH5+i6o+ffoUfdzY2Hjw4MFSkZtNPX361MXF5YW3NTAwUPrvNxN7eUTYrFmzpk2b2tjYqDYozfmkNNsUe+CXeLoozZ5LfAmvd6Z6jfeu2NeoenDJkiXPHynx/S3Nfl7Y5s6dOy4uLmV7X8o3kZSUJEnSC3eBAwAAgP7R6BW1kiT5+PgcPny4Q4cOVlZWlpaW3t7ekZGRAQEBGs5QEzMzs169em3dujUzM3Pt2rWdOnV64ed5FdWKcq9e6+0/sbCwOHTo0OjRo6tUqWJubt6iRYudO3eqrjF5/kFFmUy2evXqzZs3d+zYsVKlSqampnXr1u3du/f27dtVywLI5fKtW7d6eXm94lPDxW5T4p4FUn2TX1jCT02qVKny4Ycfnjx5MjU1dfbs2Q0aNNDAk75Mvw8xExOT5s2bz58//+bNm4cPHx42bFjFihWL3dLGxuYVF67+Vxxir5CRkaGZQ8zc3Py99977/fffMzMzV69e3aFDh2JPsOqm34eYJElyubx9+/bBwcEZGRnbt2/v06fPCysdq2jVFbVGRkZhYWErVqxwd3e3tLSsUKFCq1atVq1a9fzmUb/99tuwYcNsbGzMzc1bt269f//+F5aqMDc3P3To0Lhx46pWrWpubt6sWbPt27f7+Pi8RkyvXr02bNjg5ORkYWFRvXr10aNHHzhwoOiFkKU5n5Rmm2KVeLoozZ5LfAlleKYq8b0rjRLf39dQtWrVw4cPu7u7Dxo0aOnSpW+4tzcn6hNCAAAA0DCZssiSYWFhYYGBgcriFhHTaZp5XTk5Oaol/ErcMjs728rKKjw8vGvXrmqKUSgUrq6uZ8+evX//vmZmKNpp586dvXr1evr0abGDhjJ07949W1vbEm9dVVhYaGxsvHXrVnWv5aphGntdd+7cqVatWmm27NKlS61atVatWqWmEg4xFaVSaWZmtmbNmgEDBqj1iZ48eaJQKKysrErcslevXuXLl9+wYYNaezRPM69LoVBkZGSUZp2WGTNm7Nu3T3WlM95Qac4n6jvncDbTCfHx8W5ubunp6apPlgAAAEBfafqKWj1Wrly50kxpJUkqX768tbX1jRs3yvDZJ0+evH79+vT09JycnLNnzwYEBJw5c6Zdu3YG/kPXtWvXVJfYqPuJqlSpUuKUFm+ulFNaSZJq1KjBIaYBt2/fzs/Pf/vtt9X9RJaWlqWZ0uINGRkZlXI1bdV9MtXdo69Kcz5R3zmHs5kuYo1aAAAAA2EsOsBA1alTJy0trQx3+Ndff/30009FHylfvvwLjxig1NRUe3t70RUQwM7OLi4urgx3yCFWLNWd1jnKDJClpeWTJ09EV+iq0pxP1HfO4Wymi3JyciRJsrCwEB0CAAAA9eIabQpyjwAAIABJREFUQDHs7e1VA46ysmDBgqFDh9avX9/MzKxy5cp9+/aNi4t74dYoBigtLY0RkmGyt7dPT08vepvyN8QhVqy0tDRTU9MaNWqIDoGmvfXWW2W40rqhKc35RH3nHM5muigjI8PU1JQPFgAAAOg9rqgVo1GjRqr7C5eVd955Z/Xq1WW4Q/2QlJSkupk1DE3Dhg1zc3NTUlLq169fJjvkECtWUlLSO++8I+SmXhDL1tY2KysrLy+Puxu9htKcT9R3zuFspotUt22UyWSiQwAAAKBeXFErhqOj48WLF1ngT62ePXt29epVR0dH0SEQoGnTpkZGRgkJCaJD9FxiYiKHmGFSrWf64MED0SGAQcjMzGQRYQAAAEPAoFYMZ2fn/Pz8S5cuiQ7RZ0lJSQUFBU2bNhUdAgEsLS3r1avHoFbdEhMTOcQMk2pmxOoHgGYwqAUAADAQDGrFaNy4cfny5Y8fPy46RJ/FxcVVqFChQYMGokMgRsuWLTnE1Oru3btpaWmtWrUSHQIBVDOjzMxM0SGAQcjIyLC1tRVdAQAAALVjUCuGXC5v1apVbGys6BB9FhMT07p1a1bPNFgeHh6xsbFleD8xvCA6Olp1KhMdAgFUy2VyRS2gGVxRCwAAYCAY1Arj6ekZHR0tukKfxcTEeHh4iK6AMJ6enllZWRcuXBAdordiYmIcHR2tra1Fh0AAY2Nja2trBrWAZjCoBQAAMBAMaoVp37791atXk5OTRYfop7/++is9Pb1Dhw6iQyCMk5NTlSpV9u7dKzpEb+3Zs6d9+/aiKyDM22+/ff36ddEVgEFIT0+vVauW6AoAAACoHYNaYTw9Pa2trffs2SM6RD9FRERUqlTJzc1NdAiEMTIy6tixY0REhOgQ/XT9+vWkpCRfX1/RIRDGzs4uLS1NdAWg/x49evTw4UM7OzvRIQAAAFA7BrXCmJiYtG/fPjw8XHSIfgoPD+/UqZOxsbHoEIjk6+sbFRWVlZUlOkQP7dq1y9LS0tvbW3QIhLG3t2dQC2hAamqqJEn29vaiQwAAAKB2DGpF6t279759+x48eCA6RN/cunXr0KFD/v7+okMgWPfu3SVJ2rlzp+gQPbR+/fpevXqZmZmJDoEwderUUc2PAKhVWlqaTCarXbu26BAAAACoHYNakXr37i2Xy5kilbnQ0NDy5ct369ZNdAgEq1ixYseOHbds2SI6RN+kpaXFxcUNHjxYdAhEsre3v337dm5urugQQM+lpqZWq1atXLlyokMAAACgdgxqRapQoUKXLl1CQ0NFh+ibkJCQwMBACwsL0SEQLzAwcM+ePZmZmaJD9MratWurVq3asWNH0SEQyc7OTqlUXrt2TXQIoOdSU1NZoBYAAMBAMKgVbOjQofv3709OThYdoj/OnTuXkJAQFBQkOgRawc/Pz8zMbN26daJD9EpoaOiAAQNYA9rAqVbMZPUDQN3S0tJYoBYAAMBAFPNjdkFBgeY71EqhUIhO+Ffdu3evXr366tWrv/nmG9EteiIkJMTOzs7Dw0N0yL9SKBR6dpRp8yFmaWnZv3//FStWTJo0SSaTic7RB7GxsZcvX9bmdQ+USqWeHWKSJCmVStEJL6pUqZKtre2lS5e6dOkiugXQZ3/99Ve/fv1EVwAAAEATihnUmpiYaL7DYBkbG48YMeLXX3+dMWOGpaWl6Bydl52dvWbNmokTJ2rzSC4gIEB0gmEZM2bM8uXL9+7dyzipTPz8888uLi4uLi6iQ/7Vxo0bN27cKLqi7A0YMEB0woucnJwSExNFVwD6LCcn5+rVq05OTqJDAAAAoAmyohfp3Lx58/jx4wJr1KpPnz6iE4qXmZlpZ2f39ddfT5o0SXSLzps3b96XX36ZlpZma2sruqV4v//+u+gEdXF3d69Ro4boiuL5+PhkZWXFxsaKDtF5ycnJjRo1CgkJ0drLu44dO3br1i3RFWpRu3ZtV1dX0RX/8NFHH8XExMTHx4sOAfRWfHy8m5vb5cuX33nnHdEtAAAAUDuZFn6a0gB9/PHHmzZtSklJMTc3F92iw3Jzc+vVqzdo0KAffvhBdAu0S1xcnIeHx9GjR729vUW36LZhw4ZFRUVdunRJLpeLboF4wcHBEyZMePz4MX8fADX57bffJk6cmJWVZWTEjSUAAAD0H//m0wpTp059+PAh9zt6Q6tWrXrw4AEXJuNlrVu3btOmzbfffis6RLddv359w4YNs2bNYioHFScnp6dPn3I/TEB9EhMTHRwcmNICAAAYCP7ZpxWqVas2ZMiQH374Qf9ugKMx+fn5P/7448iRI6tXry66Bdpo1qxZe/bsOXHihOgQHTZnzpxq1app4UqpEMXBwUEulyckJIgOAfRWQkICC9QCAAAYDga12mLatGnXr18PDg4WHaKrVqxYcfv27U8++UR0CLRU586dW7Vq9dlnn4kO0VWpqanBwcHTp083NTUV3QJtYWFhUb9+fe4nBqjP+fPnHR0dRVcAAABAQxjUagt7e/sPPvhgxowZ9+/fF92ie+7du/fZZ599/PHHtWvXFt0C7TV//vy9e/fq8f3c1OrDDz+sW7fuiBEjRIdAu7i4uJw+fVp0BaCfrl+/fv/+fWdnZ9EhAAAA0BAGtVpk9uzZFhYWM2fOFB2ie6ZMmVK+fPlZs2aJDoFW8/LyCgoKmjRpUnZ2tugWHbNjx45du3b9/PPPJiYmolugXVq3bh0TE6NQKESHAHooOjraxMTk/9i797ic78f/49fVSSkLZc6TU0KFkHQgreOSQ6hGDo3JcdhmrDFtOWWOw6asRplRThElCa2DQ06VnFXO50Sl8/X7w/e3zz77+m5jdb2u6+px/8uu2nU9cuOmnr16v3v37i06BAAAAHLCUKtAGjRosGLFirCwsLS0NNEtyiQlJSUyMnLNmjV6enqiW6DoVqxYUVJSEhQUJDpEmbx8+fLTTz/19fUdMGCA6BYoHBsbm4KCgsuXL4sOAVRQampqjx496tevLzoEAAAAcsJQq1i8vb1dXV0nTZrEXcX+ocrKyqlTpzo7Ow8dOlR0C5SAgYFBUFDQypUruf3RPxcUFPTkyZPg4GDRIVBE3bt319PTS01NFR0CqKDU1FRbW1vRFQAAAJAfhlqFs3r16itXrrCJ/EMLFy68evXq+vXrRYdAafj7+/fo0WPixIkVFRWiW5TA6dOnV6xYsWjRohYtWohugSLS0NDo3bs3Qy1Q454/f56VlWVjYyM6BAAAAPLDUKtwjI2Nly5dumDBgqSkJNEtiu7o0aMLFy5cvnx5+/btRbdAaaipqW3ZsiUnJ4frQf+tFy9ejBw50sbGZvLkyaJboLhsbGwYaoEad/z48aqqqr59+4oOAQAAgPww1CqiGTNmDBo0aNSoUffv3xfdorgePnw4cuRIT0/PKVOmiG6BkjE2Ng4NDV2xYkVMTIzoFoXm7+9fWFj4yy+/qKuri26B4rKxsbl69Sr/YAE1KzU1tUOHDs2bNxcdAgAAAPlhqFVEUqk0PDxcR0fHz8+PW2m/VnV1ta+vb/369Tdu3Ci6BUrJx8dn7Nixfn5+eXl5olsU1Lp167Zv375lyxZmAvy1vn37qqurp6SkiA4BVEpycjLXPQAAAKhrGGoVVMOGDX/99dfDhw9zsdrXWrhwYXJy8vbt2/X19UW3QFmtX7++efPmo0aN4mK1/9vp06c///zzBQsWODo6im6BotPX17e0tDx48KDoEEB1vHjxIi0tzcXFRXQIAAAA5IqhVnH16dNn2bJl8+bN2759u+gWxfLLL78EBgauWrWqZ8+eolugxOrXrx8VFZWVlTVu3DiOrv9RXl7eoEGD+vXrN2/ePNEtUA6urq7x8fEymUx0CKAiEhMTKysr+VYZAABAXcNQq9Bmzpw5c+bM0aNHc1Lpd4cPHx4/fvwXX3zB3Y3w73Xt2jUmJmbnzp3Tp08X3aIoHj9+7OrqamBgEBUVpabGvxH4R9zc3G7fvp2dnS06BFAR8fHxvXv3btKkiegQAAAAyBVfhCu65cuXv7plVnp6uugW8U6dOjVkyJDhw4cvWbJEdAtUxIABA7Zt2xYSErJ06VLRLeKVlJQMGjSooqIiISGhYcOGonOgNHr27Pnuu+/GxcWJDgFUxMGDB11dXUVXAAAAQN4YahWdVCrduHFj//79Bw0adPnyZdE5Il27ds3Dw6Nfv36bNm2SSqWic6A6hgwZsnbt2oCAgLCwMNEtIlVUVAwbNuzatWtxcXHNmjUTnQNloqam5uzsHB8fLzoEUAUXLlzIz893c3MTHQIAAAB5Y6hVApqamlFRUe3atXNycsrJyRGdI0Z2dra9vX3btm2joqI0NDRE50DVTJ48OSAgYNKkSeHh4aJbxCgpKfH09ExNTY2LizM2NhadA+Xj6uqakpJSWFgoOgRQevHx8Y0bN+7Vq5foEAAAAMgbQ61y0NPTO3jwoJGRka2tbWpqqugceTtx4sSAAQNat24dGxurq6srOgeqaeHChQsXLpwwYUJgYKDoFnkrKChwcXF5tdJyjz68HRcXl+rq6oSEBNEhgNKLjY11cXFRV1cXHQIAAAB5Y6hVGg0bNjx06JCDg4Ozs/P+/ftF58jPvn37HBwcrK2tk5KSDAwMROdAlc2ZM2ft2rVBQUHTp0+vrq4WnSMnd+/etbe3v3HjxrFjx2xsbETnQFkZGhr2798/OjpadAig3O7fv//bb7+NGDFCdAgAAAAEYKhVJvXq1du2bZu3t/fQoUMjIiJE58hDWFiYp6fnqFGjdu3apaOjIzoHqm/q1Klbt24NDQ0dPXp0eXm56Jxal5OTY2VlVVVVdeLECTMzM9E5UG7e3t779+8vKioSHQIosejo6Pr163MnMQAAgLqJoVbJaGhohIWFBQQEjB071t/fX4WHpLKyshkzZkyYMOGzzz4LCQnhBwAhN97e3vHx8bGxsTY2Njdu3BCdU4t2795tY2PTokWLo0ePtmrVSnQOlJ6np2d5eXlsbKzoEECJRUVFDR48mG9OAwAA1E0MtcpHKpUGBgbu2LFj+/bt1tbW169fF11U8/Lz8/v37//zzz9v3bp16dKlUqlUdBHqlgEDBpw8ebK8vNzCwkIlf5T71TdCPD09PTw8jhw5YmhoKLoIqsDQ0NDBwSEqKkp0CKCsbt++nZaW5uXlJToEAAAAYjDUKqthw4adPHmyqqrKwsJCxb4q3r17d/fu3cvLy8+cOfPhhx+KzkEd1alTpxMnTowdO9bb23vGjBmqdHo9Ly+vX79+mzZt+vXXXyMiIji3hRrk7e0dFxdXWFgoOgRQStHR0e+8846zs7PoEAAAAIjBUKvEjI2N09LSPvzwQx8fn8mTJz979kx00b9VUFAwceLEVxelTU9P79Chg+gi1Gna2tpr1qyJjIwMDw+3tbXNzMwUXfRvVVdX//TTT926dauqqjpz5oyPj4/oIqgaT0/P6urqffv2iQ4BlFJUVNSQIUPq1asnOgQAAABiMNQqNx0dnQ0bNmzbtm3Xrl0mJiaRkZEymUx01NuQyWSbN282MTHZt2/fjh071q1bx1cpUBCjRo3KyMhQV1fv2bPnp59++vz5c9FFb+ns2bM2NjaTJ0+eOHFiampq+/btRRdBBTVs2NDZ2XnLli2iQwDlc/Xq1RMnTnh7e4sOAQAAgDAMtarAy8vr8uXL3t7efn5+9vb22dnZoovezOXLl52dnT/66CMXF5fs7Oxhw4aJLgL+S6dOndLS0sLCwrZs2WJiYhIREaFc3xEpLCycMWOGpaVlZWVlenr6d999xzdCUHs++uijQ4cO5eXliQ4BlExYWFjLli2dnJxEhwAAAEAYhloV0bBhwzVr1hw/fvzly5cWFhYzZ868e/eu6Ki/d+fOnenTp5uamhYVFWVkZERERBgYGIiOAl5DKpWOGTPm4sWL7u7ufn5+jo6OaWlpoqP+XllZ2YYNG0xMTH799dfQ0NCTJ0/26tVLdBRUnIeHR7NmzcLDw0WHAMqksrIyIiJi/Pjx6urqolsAAAAgDEOtSunVq9fx48fXrl27Y8eOdu3aTZkyRWHPNOXm5k6aNKl9+/Z79uz58ccfU1NTe/ToIToK+BsGBgYbN25MTU0tKyuzsbFxcHA4fPiw6KjXKy4uXr16dbt27WbNmjVixIjLly/7+flJpVLRXVB9GhoaY8aMCQ8Pr6qqEt0CKI29e/c+ePDAz89PdAgAAABEYqhVNWpqav7+/tevX1+zZk18fLyxsfG4ceMuXbokuus/Ll68OHbsWGNj48TExLVr116/fn3ChAlqavxRhNKwsrJKSUk5cuSIurq6o6Nj3759Y2NjFediCIWFhYsXL27btu28efN8fHxu3Ljx/fffN2rUSHQX6pCPP/743r17cXFxokMApbFx40ZnZ+c2bdqIDgEAAIBIUsUZF1Djqqurd+7cuWDBgosXL/bs2XP06NGjRo0yNDQUElNYWBgTExMZGXn48OF27dp98cUXH330kYaGhpAYoKacO3du8eLFO3bsaNmy5ahRoz766CNjY2MhJdXV1WlpaZGRkVu3bpVKpX5+fl9++WWzZs2ExADvv/++np5eTEyM6BBACdy+fdvIyCgqKsrT01N0CwAAAERiqFV91dXV8fHxkZGRMTExMpnMw8Nj9OjRrq6umpqacnj18vLyuLi4yMjI2NhYdXX1IUOGjB492tnZmSO0UCU5OTmbNm3aunXrnTt3rKysfH19fXx85HbB5bNnz0ZGRv76668PHjywtrYePXq0j4+Pvr6+fF4deK3t27f7+vrm5eW1bNlSdAug6AIDAzds2HDr1i35fG4GAAAAhcVQW4cUFhbu3LkzIiIiOTm5QYMGjo6Obm5uDg4O7dq1q/HXunbtWlJSUnx8fGJiYnFxcf/+/ceMGTNs2LAGDRrU+GsBCqKqqiopKSkyMnLXrl2lpaVWVlZubm5OTk4WFhY1fnj86dOnv/32W3x8fFxcXH5+focOHXx9fX19fdu3b1+zLwS8nbKyMiMjo3Hjxi1ZskR0C6DQSktLjYyMxo8fv2jRItEtAAAAEIyhti7Kz8/ft29fXFzc0aNHS0pKmjdvbm1t3atXL1NTU1NT0zZt2rzpHYdkMll+fn5WVlZ2dnZGRkZaWtr9+/d1dXUHDBjg5ubm4eHRunXrWvpYAAVUVFQUFxf3akW9d++erq6upaVlnz59zMzMTE1NTUxMtLS03vQ5nz59mp2dnZ2dfe7cubS0tJycHKlU2rNnT1dXV3d3d0tLS24UBkWzaNGiFStW3Lx5U09PT3QLoLhCQ0M/+eST3Nzc5s2bi24BAACAYAy1dVpZWdmpU6fS0tLS0tLOnTuXn58vkUjq1atnZGTUtm3bZs2aGRgYGBgYNG7cWCqVvvpxvIqKiurq6oKCgidPnjx58uTevXt5eXl5eXllZWUSicTIyKhbt242NjY2NjY9e/asV6+e2A8QEEsmk126dCktLS0lJeX06dOXLl2qqKhQU1Nr0aJF27ZtW7dubWhoaGBg0KhRo1d/WerXr19SUiKRSF68eFFQUPDo0aMHDx7cvHkzNzf32bNnEomkUaNG5ubmVlZWNjY21tbWcru6AvAWnj592qZNm4ULF86YMUN0C6CgZDJZ165dra2tf/rpJ9EtAAAAEI+hFv9RWFiYnZ19/fr13Nzc3Nzchw8fvlpjCwsLq6qqysvLJRKJlpaWurp6w4YNX224TZo0adu2bdu2bTt06NC1a1cuiwn8hYqKiosXL165cuXVX7G7d++++iv27Nmz0tJSmUxWXFz86uyhvr6+vr6+gYFB06ZNW7dubWRk1K5duy5dunA4Hcpl+vTpsbGxV69e5daRwGvt3bt3yJAhWVlZXbt2Fd0CAAAA8RhqAQBArcjNze3YsePWrVu9vLxEtwCKqH///g0aNIiNjRUdAgAAAIXAUAsAAGrL8OHD8/PzT506JToEUDgZGRm9e/dOSkoaMGCA6BYAAAAoBIZaAABQW9LT062trQ8fPuzg4CC6BVAsw4YNy8vLO336tOgQAAAAKAqGWgAAUIucnJxKSkpSU1NFhwAKJCsrq3v37rt27Ro8eLDoFgAAACgKhloAAFCLTp061adPn7i4OBcXF9EtgKLw8PC4d+/eqVOnpFKp6BYAAAAoCoZaAABQuwYOHHj//n02KeCVjIwMS0vLAwcOuLq6im4BAACAAmGoBQAAtevMmTO9evWKiYnx8PAQ3QKI5+LiUlRUxPVAAAAA8CcMtQAAoNZ5enpeu3bt3LlzampqolsAkVJTU21tbbnDHgAAAP43hloAAFDrsrOzu3Xr9uuvv3p5eYluAUSyt7d/9uxZ+/btFy9e3KlTJ9E5AAAAUCCcagEAALXO1NR01KhRc+fOLS0tFd0CCLNr167k5ORJkyZduXLF1NR08uTJ9+/fFx0FAAAARcFQCwAA5GHJkiWPHj1auXKl6BBAjPLy8jlz5owaNWrSpEnnz5/funXrwYMH27dvP3fu3MLCQtF1AAAAEI+hFgAAyEPLli3nzJmzZMmSu3fvim4BBFixYsWdO3cWLVokkUjU1NRGjBhx6dKlxYsXh4aGtm/fPjg4uKysTHQjAAAAROIatQAAQE5KS0s7d+7cv3//TZs2iW4B5OrBgwfGxsaff/75/Pnz//SmgoKC4ODgNWvWNG3aNCAgYMKECdxzDwAAoG5iqAUAAPITFRXl4+Nz/PhxS0tL0S2A/IwbNy4pKenSpUv169d/7Tvcvn07KCgoLCysR48ewcHBDg4Oci4EAACAcAy1AABAfmQyWf/+/auqqlJSUqRSqegcQB5OnTplZWW1detWb2/vv37PnJycwMDA6OhoR0fH7777rnv37vIpBAAAgCLg56oAAID8SKXSNWvWnDx5MjQ0VHQLIA+VlZX+/v52dnZeXl5/+85dunSJiopKTU19+fJlz549vby8cnNz5RAJAAAARcBQCwAA5KpHjx6zZs364osvbt++LboFqHXLly/Pycn58ccf//kRcmtr699++23btm1nz541MTHx9/d/9OhRrUYCAABAEXDpAwAAIG8vX740Nzc3MTHZt2+f6BagFuXm5pqZmQUEBAQEBLzF/15RUfHzzz9//fXX5eXlc+bM+eSTT3R0dGo8EgAAAAqCoRYAAAhw9OhRBweH6OjoYcOGiW4BaoVMJnN2dn7w4MHp06c1NTXf+nmKi4vXrVu3aNEifX39+fPnjx8/Xl1dvQY7AQAAoCC49AEAABDA3t7ez89v2rRpBQUFoluAWhEeHp6UlBQSEvJvVlqJRKKrqztnzpzr1697enpOnTrVzMwsOjq6piIBAACgOBhqAQCAGMuXL5dIJJ9//rnoEKDm3bt3b/bs2TNmzOjbt2+NPGGTJk3WrFmTnZ1tamrq7e1tY2OTkpJSI88MAAAABcFQCwAAxGjUqNEPP/wQHh6+Z88e0S1ATZLJZH5+fgYGBkFBQTX7zJ06dYqKikpPT9fU1LSzs/Pw8Lh69WrNvgQAAABEYagFAADCDB06dPz48R9//PHdu3dFtwA1ZvXq1YcPH46MjNTV1a2N5+/Tp8/Ro0cPHTp08+bNrl27+vv7379/vzZeCAAAAPLEzcQAAIBIxcXFFhYWbdq0OXjwoFQqFZ0D/FsXLlzo3bt3QEDAvHnzavu1qqurd+7cOXv27MePH0+bNi0gIOCdd96p7RcFAABALWGoBQAAgp0+fbpv377BwcGzZs0S3QL8K2VlZZaWlg0aNDh27Ji6urp8XrSkpGTt2rVLly7V0ND4/PPPZ82apaWlJZ+XBgAAQA1SDwwMFN0AAADqtBYtWkil0gULFnh4eDRr1kx0DvD2Zs2alZycnJCQ0LhxY7m9qKampq2t7cSJE1++fBkcHLx169ZmzZp16dKFI+oAAADKhRO1AABAvKqqqgEDBjx58uTEiRN6enqic4C3sW/fvsGDB2/ZsmXkyJGiGm7evLlo0aKwsLCePXsGBwfb29uLKgEAAMCb4mZiAABAPHV19S1btjx8+HDChAmiW4C3ce3atTFjxvj5+QlcaSUSyXvvvRcSEnL+/Pl33313wIABTk5O58+fF9gDAACAf46hFgAAKIT33ntv+/btO3fuXLlypegW4M28fPnSy8vLyMho3bp1olskEomka9eu+/btO3To0NOnTy0sLLy8vPLy8kRHAQAA4G8w1AIAAEXh4OCwcOHCOXPmHD16VHQL8AYmTZqUn5+/a9cuHR0d0S3/4ejomJGRsW3btjNnznTp0mXu3LnPnj0THQUAAID/E9eoBQAACkQmk3l7ex87duz06dOtWrUSnQP8vVWrVn3++ef79+93dXUV3fJ6FRUVP//88/z58ysrK7/44osZM2Zoa2uLjgIAAMCfMdQCAADF8uLFC0tLy4YNGx47dkxLS0t0DvBXkpOTHR0dv/nmmy+//FJ0y98oKipavnz5smXLDA0N582bN378eHV1ddFRAAAA+A+GWgAAoHAuXrzYp0+fIUOGbN68WSqVis4BXu/69et9+/a1sbHZtWuXsvxBvXPnzrfffhseHt6pU6cFCxaMGDHite924MCBZs2aWVhYyDkPAACgLuMatQAAQOF07tw5Ojr6119//eabb0S3AK/39OlTd3f31q1bR0ZGKstKK5FIWrZsGRISkpWV1aVLFy8vLycnpzNnzvzpfSorKz/55BMnJ6dr164JiQQAAKibGGoBAIAicnFx2bBhw7fffrt582bRLcCflZeXjxgxoqioKCYmRk9PT3TOGzMxMYmKikpPTy8rK+vVq5eXl9f169d/f2tYWFhubu7z588dHBzu378vsBMAAKBO4dIHAABAcc2dO3flypUHDhxwdHQU3QL8D5lMNnbs2JiYmN9++83c3Fx0zr+VmJg4a9asy5cv+/n5ffvtt3p6ekZGRk+ePJHJZJqamu3bt09LS2vUqJG+NB0xAAAgAElEQVToTAAAANXHUAsAABSXTCYbPXr0vn37UlJSzMzMROcAEolEMm/evGXLlu3fv9/JyUl0S82oqKj46aefvv3225cvX9rZ2cXFxVVVVb16k6ampqWlZWJiora2tthIAAAAlcdQCwAAFFppaamjo+Pt27d/++231q1bi85BXbdhw4YpU6aEhYX5+fmJbqlhRUVFQUFBq1evLi8v/+PjGhoarq6uu3fv1tDQePVIZWWliEB5UFdXV6IrDgMAABXDUAsAABTdkydP7O3ty8vLk5OTmzZtKjoHdVdkZOS4ceO+/fbbr776SnRLrZg2bVpoaGhFRcWfHldXV/fz89u4caNEInnx4sU777wjok4eDhw44ObmJroCAADUUQy1AABACTx8+LB///6amppHjhwxMDAQnYO6aM+ePSNGjJg2bdqqVatEt9SK3NxcY2Pj/+u0rJqa2vz58wMDA18NtfPmzevRo4ecC2tVaWnpqFGjGGoBAIBAGqIDAAAA/t6777576NChfv36OTo6JiUlcWsjyNmhQ4d8fHz8/f1VdaWVSCRz5879i5/6r66u/uabb5o2berr6yuRSKytrVVs0Hzx4oXoBAAAUNepiQ4AAAD4R1q1anXo0KGHDx+6u7sXFRWJzkEdkpqaOnToUG9v7++//150S23JyMiIjo6uqqqqV6/eX8y106ZN27NnjzzDAAAA6g5O1AIAAKXRvn37hIQEe3v7IUOGxMTE6Orqii6C6vvtt9/c3d0/+OCD8PBwNTWVPeXQpUuXjIyMS5cuXbhwIScnJysrKy8vr6qqSiqV1qtXr6KioqqqSiKRVFdXf/TRR6JjAQAAVBNDLQAAUCZdu3ZNSEhwdnZ2dXXdv3+/Ct/UCIogISFh6NChrq6uv/zyi7q6uuicWlS/fn0LCwsLC4vfH6moqLh69erFixcvXrx44cKFzMzMa9eulZeXv7qI7Y0bN8TFAgAAqCZuJgYAAJTPpUuXHB0dmzZtevDgQUNDQ9E5UE2xsbEjRowYOnRoRESEhgbnGyTV1dV5eXlnzpwZMWKEt7f3zz//rKOjIzqqxry6SRo3EwMAAAKp7E9vAQAAFWZiYpKSklJYWNivX7+7d++KzoEK2rZtm6en55gxY7Zs2cJK+4qamlq7du1cXFwkEsnYsWNVaaUFAABQBAy1AABAKRkZGR05cqSqqmrAgAG3bt0SnQOVsnHjxlGjRvn7+2/YsEGFr0sLAAAAhcLnnQAAQFm1bt362LFjWlpadnZ2Fy5cEJ0DFbF06VJ/f/+vv/567dq1UqlUdA4AAADqCoZaAACgxJo1a3bs2LHWrVvb2toePnxYdA6UW2Vl5cSJE+fNm/f9998vWLBAdA4AAADqFoZaAACg3Bo3bpyYmOju7u7q6hoSEiI6B8qqqKhoyJAhW7du3bVr17Rp00TnAAAAoM7hxggAAEDp1atXLzIyskOHDpMmTcrJyVm1ahXXFcUbuXv37sCBA+/du3f06NFevXqJzgEAAEBdxFALAABUgVQqDQwMbNWq1ZQpU548eRIWFlavXj3RUVAOZ8+e9fDwaNiw4fHjx9u0aSM6BwAAAHUUh00AAIDqmDBhQmxs7L59++zs7G7duiU6B0pgy5Yttra2JiYmKSkprLQAAAAQiKEWAACoFGdn54yMjJcvX/bo0ePQoUOic6C4Kisr586dO3r0aF9f37i4uIYNG4ouAgAAQJ3GUAsAAFRNx44d09PTHR0d3dzcAgMDZTKZ6CIonIcPHzo7O69fv37btm0hISGampqii/BfUlJSnJyc9PX1GzRo0L9//4SEBNFFAAAAtY6hFgAAqCA9Pb1t27b98MMPixcvHjJkSGFhoegiKJCUlJTu3bvfvn07PT3d29tbdA7+7ODBg/b29omJic+fPy8qKkpOTnZ1dY2OjhbdBQAAULsYagEAgMqaOHFiQkLC8ePHrayszpw5IzoH4lVXVy9dutTBwaFPnz4ZGRmmpqaii/Bn5eXl/v7+VVVVn3766aNHjwoKCoKCgmQy2ZQpU4qKikTXAQAA1CKGWgAAoMrs7e3PnDnTvHnzvn37Llu2rLq6WnQRhLl165aDg0NgYOCSJUt27dr1zjvviC7CayQmJubn5/fr12/FihWGhoYNGzacN2+ep6fn48ePY2JiRNcBAADUIoZaAACg4lq2bHn48OFly5bNnz/f0dHx9u3boosgwM6dO7t37/7gwYP09PTPPvtMKpWKLsLrJScnSySSUaNG/fFBX19fiURy7NgxMU0AAABywVALAABUn1QqnTFjRkZGxuPHj01NTX/99VfRRZCfFy9e+Pv7Dx8+3N3dPSMjo0ePHqKL8FeuXbsmkUj+dFUKc3Pz398EAACgqhhqAQBAXWFmZnb8+HEfH5+RI0eOHTv2yZMnootQ65KSkrp377579+69e/dGRETo6uqKLsLfeP78uUQiady48R8ffPWf3BUQAACoNoZaAABQh9SvX3/Dhg179+5NTEzs0qULR2tVWEFBwUcffeTo6Ghubp6Zmenh4SG6CP+ITCb7hw8CAACoGIZaAABQ53h4eOTk5Pj4+Pj6+rq7u+fn54suQg3bt2+fmZlZXFzcpk2bdu/e3axZM9FF+Kf09fUlEsnTp0//+GBBQcHvbwIAAFBVDLUAAKAu0tfXX7NmTXJycm5ubpcuXYKDg6uqqkRHoQbcu3dv2LBhgwcPdnBwyM7OHjNmjOgivJkOHTpIJJLs7Ow/PpiZmfn7mwAAAFQVQy0AAKi7bGxszpw5M2vWrPnz51tZWaWmpoouwtsrKytbunRpp06dsrKykpKSIiIiDAwMREfhjfXr108ikfzyyy9/fHDLli2/vwkAAEBVMdQCAIA6TVtbe+HChWfOnNHX17ezsxs5cuStW7dER+GN7dq1q0uXLgsXLvz888/Pnz9vb28vughvydHR8b333ktOTv7ss88eP35cWFi4cOHCXbt2GRoaDhkyRHQdAABALWKoBQAAkJiamiYmJiYkJJw7d65Tp05z58598eKF6Cj8IxcvXnRzcxs+fHjPnj0vXLjw9ddf6+joiI7C29PS0goJCVFXV1+5cmWTJk0aNmw4f/58qVS6fv16PT090XUAAAC1iKEWAADgfzg6Op49ezYwMPDHH3/s2rVrZGRkdXW16Cj8n+7duzdp0iQzM7OnT5+mpaVFRUW1adNGdBRqgKur69GjR99///0GDRro6ura2dnFx8d7eXmJ7gIAAKhdDLUAAAD/Ua9evS+++OLKlSsuLi5+fn5mZmbR0dEymUx0F/7Lo0ePPv/88/bt2+/fvz88PPz48eNWVlaio1CTbG1tExMTnz9/XlRUlJyc7OzsLLoIAACg1jHUAgAA/FnTpk03btx49epVW1vbDz/8kLlWcTx9+jQwMLBDhw4RERELFiy4cuXKmDFjpFKp6C4AAADg32KoBQAAeL22bduGhIScO3fOxMTE29vb0tLywIEDzLWiPHv2LDAwsG3btuvXr583b15eXt6cOXO4HC0AAABUBkMtAADAXzE1Nd2xY0dmZmbbtm0HDhzYvXv30NDQ0tJS0V11yL17915NtCtXrpw8efK1a9dmz55dv3590V0AAABATWKoBQAA+HumpqZRUVFnz57t1q3btGnTjIyMAgMDnz59KrpLxZ07d27MmDFt2rQJCQmZMWNGfn7+0qVL9fX1RXcBAAAANY+hFgAA4J/q1q1bRETE9evXfX19V61aZWRk9Omnn+bm5oruUjXV1dX79+93cHDo0aNHVlbWzz//fPPmzcDAwEaNGolOAwAAAGoLQy0AAMCbad269fLly2/fvh0UFLRz584OHTo4OTlFRES8fPlSdJrSu3v3bnBwcIcOHQYOHFheXr53794zZ86MGjVKU1NTdBoAAABQuxhqAQAA3kaDBg1mzJiRm5t78ODBRo0ajR8/vmXLlv7+/llZWaLTlE9VVVViYqKXl1ebNm2Cg4OdnJyysrJSUlI8PDykUqnoOgAAAEAeGGoBAADenpqamqOjY1RUVG5u7qxZsw4ePGhubt6vX7/Q0NDHjx+LrlMCGRkZs2fPbtWqlYuLy/Pnz7dt2/bgwYOQkBBTU1PRaQAAAIBcMdQCAADUgFatWs2fP//GjRvx8fHNmzefNWtW8+bNXVxcwsPDuefY/3bu3LmAgID27dv37t179+7dEydOfPVbN2zYMK5yAAAAgLpJQ3QAAACA6lBTU3NxcXFxcSkuLt63b19UVNTUqVMnT57s6Ojo5eX1wQcfNGnSRHSjMDKZ7OzZs7t3746Kirpy5UqbNm28vLy8vLx69eolOg0AAAAQj6EWAACg5unq6vr4+Pj4+Dx//nzv3r1RUVH+/v4VFRU9e/Z0dXV1c3OztLRUV1cXnSkPT58+TUhIiI+Pj4+Pf/DgQatWrUaMGLF58+Y+ffpw/VkAAADgd1KZTCa6AQAAQPUVFRUdPnw4Pj4+Li4uPz+/cePGzs7OLi4u/fr1a9eunei6GlZWVpaRkZGUlBQXF3fy5EmpVGptbe3q6urq6tq9e3f2WaX24sWLd95558CBA25ubqJbapKqflwAAECJcKIWAABAHvT09AYPHjx48GCJRHLx4sW4uLj4+PjJkyeXlpY2b97cxsbG1tbW2tq6R48eGhpK+RnakydP0tLSUlJSUlNTMzIyysrKWrVq5erq+tlnnzk6Ourr64sOBAAAABSaUn4ZAAAAoNQ6d+7cuXPnTz/9tLS0NCMjIzU1NTU1NSgo6MmTJ7q6upaWlhYWFmZmZmZmZl26dNHW1hbd+3oPHjzIzMzMzMzMyso6efLkpUuXJBJJly5dbGxsJk6caGNj0759e9GNAAAAgNJgqAUAABBGW1vb1tbW1tZWIpHIZLJLly6lpqamp6cfPXp0/fr1paWlGhoaHTt2NDMzMzc3NzY2btu2rZGRkaGhoZw7Kyoqbt++nZube+PGjZycnFf77KNHjyQSSbNmzczMzIYMGWJtbW1jY9OoUSM5twEAAACqgaEWAABAIUil0lcnbSdMmCCRSKqqqq5evfr7kdWwsLD8/Pzq6mqJRNKgQQMjI6NXo22bNm0M/sDQ0LBx48Zv8eplZWVP/uDRo0cPHjzIz8/Pzc3Ny8u7fft2ZWWlRCLR1dXt3Lmzubm5u7u7ubm5ubl5kyZNavS3AQAAAKijGGoBAAAUkbq6uomJiYmJiZeX16tHysvLb968mZeX92o8zc3NPXXq1K5du548efLy5cs//o8GBgZ6enoSiURPT09TU1MqlTZs2PD3dygvLy8uLpZIJEVFRRUVFdXV1Y8fPy4qKvrjqzdq1Khp06bvvfdep06dXFxcXo3Cbdu2fffdd+XwsUPxVVdXv9ruVUZVVZXoBAAAUNcx1AIAACgHLS2tDh06dOjQ4X+/qaSk5I+HYQsKCp4/fy6RSIqLi8vLy2Uy2bNnz/74PLq6uhKJpEGDBhoaGhoaGo0aNTL4b+rq6nL7uKCMBg4cKDoBAABA1UhlMpnoBgAAAADKobKycu/evaIr/qyiomLixInvv/++r6/vv3keGxubpk2b1lQVAADAG2GoBQAAAKD0li9fHhgYeP36dZZWAACgpBhqAQAAACi90tLSDh06DB8+fPXq1aJbAAAA3oaa6AAAAAAA+Le0tbXnzp27YcOGW7duiW4BAAB4G5yoBQAAAKAKysvLTUxMnJ2dN2zYILoFAADgjXGiFgAAAIAq0NLS+uqrr8LDw69fvy66BQAA4I1xohYAAACAiqiqquratauVldWmTZtEtwAAALwZTtQCAAAAUBHq6urz58/fsmXLxYsXRbcAAAC8GU7UAgAAAFAd1dXVPXr0MDEx2b59u+gWAACAN8CJWgAAAACqQ01N7euvv46Ojj537pzoFgAAgDfAiVoAAAAAKkUmk/Xp06d58+YxMTGiWwAAAP4phloAAAAAqubAgQPu7u7p6elWVlaiWwAAAP4RhloAAAAAKqh///7a2toHDx4UHQIAAPCPMNQCAAAAUEG//fZbv379jhw5Ym9vL7oFAADg7zHUAgAAAFBN77//fllZWUpKiugQAACAv6cmOgAAAAAAakVQUFBqaipXPwAAAEqBE7UAAAAAVJa7u/uDBw9OnTollUpFtwAAAPwVTtQCAAAAUFlBQUFnzpzZu3ev6BAAAIC/wYlaAAAAAKps+PDhly9fPn/+vJoa51QAAIDi4jMVAAAAAKrsm2++ycnJiY6OFh0CAADwVzhRCwAAAEDF+fr6njx5MicnR0NDQ3QLAADA63GiFgAAAICKCwwMzM3N3bJli+gQAACA/xMnagEAAJSbTCZ78r9UVlY+e/ZMJpNVVFQUFRVJJJKSkpKysrIGDRpoaGioqanp6+tLJBJtbW0dHR09PT0DAwMDAwNDQ8NXv9DV1RX9YQE1bMKECYmJiVeuXNHS0hLdAgAA8BoMtQAAAMrh+fPneXl5eXl5ubm5ubm5r359586dJ0+e/PEzuvr16xsaGmpoaDRq1EgikWhqaurp6UkkEh0dHW1t7cLCwurq6urq6sLCQolEUlZWVlJSUlxc/Pjx46qqqt+fRFtb29DQ0MjIqG3btm3btjX6/1q3bs1PjkNJ3bx509jYePXq1ZMmTRLdAgAA8BoMtQAAAIqotLQ0JycnMzMzMzMzKyvr/Pnzjx49evWmpk2bvppQjYyMWrVqZWho2KRJE4P/T0dH5+1esaCg4PHjx7+fyX348OHvc3Bubu7Lly8lEomGhkbHjh3NzMy6detmZmZmZmZmZGRUQx8xUOumT5++a9eua9euvfVfEwAAgNrDUAsAAKAQKisrz58/n5aWlp6efv78+StXrlRWVmpra3ft2tXc3NzMzKxTp06v9lkhG9ODBw9e7bbZ2dlZWVlZWVm5ubkSiURfX9/c3NzCwsLGxsbGxqZFixbybwP+oXv37nXo0GHRokUzZ84U3QIAAPBnDLUAAADCPH/+PD09PS0tLTU19cSJE0VFRY0aNbK2tu7evbu5ubm5uXnHjh3V1dVFZ77e8+fPXy2258+fP3nyZGZmZmVlpZGRka2trbW1ta2tbdeuXdXUuHUtFMvs2bM3bdp048aNBg0aiG4BAAD4Lwy1AAAA8nbhwoXY2NjExMRjx45VVFQ0b97c1tbWxsbG1ta2R48eSjpuFhcXnz17NjU1NSUlJS0t7enTp40bN37//fcdHR3d3d1btmwpOhCQSCSSx48ft2vX7ssvv/zyyy9FtwAAAPwXhloAAAB5ePz4cUJCQlxcXEJCwsOHD1u1auXq6uri4mJnZ9e0aVPRdTWsqqoqOzv78OHD8fHxycnJ5eXlFhYWrq6urq6uVlZW3I4MYs2fP3/dunU3btx4dcM9AAAABcFQCwAAUIuePn0aGxsbHR0dHx8vk8m6d+8+cOBADw8PCwsLqVQquk4eXr58mZqampiYuHfv3osXLzZq1GjgwIEjRoxwdXXV1NQUXYe6qLCwsF27dtOnTw8MDBTdAgAA8B8MtQAAADXv6dOnu3fvjoqKSkpK0tLScnd39/LycnZ2fuedd0SniXT58uVXvy1nz55t2rTpsGHDvLy87OzslPRqD1BeixYtWrp06Y0bN5o0aSK6BQAA4H8w1AIAANSYioqKffv2hYeHJyQkqKuru7m5eXt7Dxw4UFdXV3SaYrl69WpUVNT27duzsrJatGjx4YcfTpgwwcTERHQX6ori4uJ27dqNGzcuODhYdAsAAMD/YKgFAACoAdeuXQsLC9u0adPDhw+dnZ19fX0HDRrEbeX/1sWLF7dv37558+a8vDw7O7uPP/54+PDhOjo6orug+lasWDF//vyrV69ypzsAAKAgGGoBAADeXllZ2d69e0NDQw8fPty8efPRo0f7+/u3bdtWdJeSqa6uTkpKCg0NjYmJ0dHR8fb2njRpUo8ePUR3QZWVlpZ27NjR09NzzZo1olsAAAAkEoZaAACAt1NYWLhp06bvvvvu3r17Dg4OEydOHDp0qIaGhugu5VZQUBAdHb127drs7GwbG5sZM2Z4enqqq6uL7oJq+uGHH2bNmnX58mUjIyPRLQAAAAy1AAAAb+jq1aurVq3avHmztrb2pEmTpk6d2qJFC9FRKkUmkx05cmTFihVxcXGdOnWaNWvWmDFjtLW1RXdB1VRUVJiYmDg6OoaEhIhuAQAAYKgFAAD4x1JSUlasWLF37962bdvOnDnTz8+Pu4TVqpycnJUrV27ZskVfX3/q1KlTpkwxNDQUHQWVEh4e7u/vf+HCBWNjY9EtAACgrmOoBQAA+Hvp6elff/11YmJiz549P/nkk5EjR3KVA7l5+PDhDz/8sG7dutLS0vHjxwcEBDRt2lR0FFREVVWVqalp7969IyIiRLcAAIC6Tk10AAAAgEI7deqUm5ubtbV1eXn5sWPHMjIyxowZw0orT++++25gYGB+fv6CBQu2bt1qbGwcGBhYWFgouguqQF1dff78+Vu3bs3JyRHdAgAA6jpO1AIAALxednb2t99+u2PHjj59+gQEBHh4eIgugqS4uHjdunXBwcGVlZVTpkz58ssv9fX1RUdBuVVXV1tYWBgbG0dFRYluAQAAdRonagEAAP7s1q1bI0eONDc3v3HjRmxsbHp6OiutgtDV1Z0zZ86NGzdmzZr1448/duzY8ccff6yqqhLdBSWmpqa2YMGCHTt2nD17VnQLAACo0zhRCwAA8B/FxcXLli1bvnx5ixYtgoODhw4dKpVKRUfh9Z48ebJ48eJ169Z16tRp1apV77//vugiKLE+ffo0bdp07969okMAAEDdxYlaAAAAiUQikclk0dHRXbt2XbFixezZs7Ozsz09PVlpFZmBgcGKFSuys7NNTEwcHR2dnJy4zCjeWmBg4L59+44fPy46BAAA1F2cqAUAAJCcOnXqk08+OXny5Pjx4xcuXPjuu++KLsKbSUhImDVr1rVr12bMmDF//vwGDRqILoLy6d+/v5aW1qFDh0SHAACAOooTtQAAoE4rKiqaOXNm375969Wrl5GRERoaykqrjJydnc+fP79ixYqwsDBTU9P9+/eLLoLyWbhwYWJi4pEjR0SHAACAOooTtQAAoO6Kj4+fPHnys2fPgoODP/74Yy50oAKePn365ZdfhoaGjhgxYt26dczueCOOjo6lpaUpKSmiQwAAQF3EiVoAAFAXFRQU+Pv7f/DBB6amptnZ2RMnTmSlVQ2NGzcOCQnZv3//yZMnTUxMQkNDOZeAf27JkiVpaWnx8fGiQwAAQF3EiVoAAFDnbN++ffr06fXq1Vu/fv2gQYNE56BWvHjxIiAg4IcffnByctq4cWPr1q1FF0E5eHh43Lt379SpU3zzBgAAyBknagEAQB3y/PnzMWPGfPjhh8OGDbtw4QIrrQpr0KDB2rVrU1JSbt682a1bt6ioKNFFUA6LFy8+e/ZsTEyM6BAAAFDncKIWAADUFSdOnPD19S0sLAwLC/Pw8BCdAzkpLS2dM2fO2rVrhw8fHhoa2rBhQ9FFUHQjRoy4ePFiZmammhrnWgAAgPzwmQcAAFB9lZWVwcHBdnZ27dq1O3/+PCttnaKtrb1mzZr4+PiUlJTu3btznyj8rYULF166dGn79u2iQwAAQN3CiVoAAKDibty4MWrUqPPnz3/33XdTpkzhupN11v379/38/BITE+fPn//VV1+pq6uLLoLiGj169IkTJ3JycjQ0NES3AACAuoITtQAAQJXFxcX16tXr5cuXGRkZU6dOZaWty5o1a3bgwIEVK1YsWbLkgw8+ePLkiegiKK7AwMC8vLzIyEjRIQAAoA7hRC0AAFBNMpls2bJlAQEBH374YWhoaP369UUXQVGcPXt22LBhlZWVO3bssLS0FJ0DBTVx4sSEhIQrV65oaWmJbgEAAHUCJ2oBAIAKev78+bBhw+bNm7d48eItW7aw0uKPevTocerUqc6dO/fr1++nn34SnQMFNW/evPv374eFhYkOAQAAdQUnagEAgKq5dOmSp6dnYWFhdHS0tbW16BwoqKqqqqCgoKCgoFGjRoWEhOjo6IgugsL55JNPduzYce3aNb7ZAwAA5IATtQAAQKXs3bu3V69ehoaGp0+fZqXFX1BXVw8MDIyKitqzZ4+Tk9Pjx49FF0HhBAQEFBYWbtiwQXQIAACoExhqAQCA6vj+++89PT1Hjhx5+PDhZs2aic6BEhg2bFh6evqdO3esra2vXr0qOgeKpVmzZlOnTl2yZMmLFy9EtwAAANXHUAsAAFSBTCYLDAycOXPmvHnzQkNDNTU1RRdBaXTt2vXUqVPvvvuulZVVcnKy6Bwoljlz5pSXl69du1Z0CAAAUH0MtQAAQOmVlpb6+PgsXbp0y5YtgYGBonOgfAwNDRMTEx0dHZ2dnbdu3So6BwrEwMBg5syZ3333XUFBgegWAACg4tT5YgYAACi1Bw8eODs7nz17Ni4uzt3dXXQOlJWGhoanp+fTp0/nzJmjo6NjY2MjugiKwsLC4vvvv6+qqhowYIDoFgAAoMoYagEAgBK7ffu2g4NDSUlJUlJS9+7dRedAuampqbm6ujZq1Gj27NklJSVOTk6ii6AQtLW1q6qqvvvuuwkTJujq6orOAQAAKksqk8lENwAAALyNvLw8R0dHLS2txMTEFi1aiM6B6ti2bduYMWPGjx+/fv16NTWuFQZJcXFx+/btx4wZs2zZMtEtAABAZfF5JwAAUEqXLl2ys7PT19dPTk5mpUXN8vHx2blz56ZNm0aPHl1ZWSk6B+Lp6urOmTNn7dq1d+7cEd0CAABUFidqAQCA8rlw4YKTk1OrVq3i4+MbN24sOgeqKT4+3tPT08nJKSoqql69eqJzIFhpaWnHjh2HDh36/fffi24BAACqiRO1AABAyZw8edLOzq5z585HjhxhpUXtcXV1jYuLO3LkyLBhw8rKykTnQDBtbe2AgJRkqpoAACAASURBVICQkJDc3FzRLQAAQDVxohYAACiTc+fOOTg4WFlZ7dq1S1tbW3QOVN+JEydcXFzs7e2jo6M1NTVF50CkiooKExMTBweHjRs3im4BAAAqiKEWAAAojStXrvTv379Lly6xsbE6Ojqic1BXHD9+3MnJycXFZfv27erq6qJzINLPP//88ccfX7hwoVOnTqJbAACAqmGoBQAAyuHmzZt2dnYtWrQ4dOiQnp6e6BzULUlJSe7u7t7e3uHh4WpqXD2s7qqqqjI1Ne3Vq1dkZKToFgAAoGr4LBMAACiB27dv29vbN27c+MCBA6y0kD8HB4eYmJht27bNmDFDdAtEUldXX7BgwdatWzMzM0W3AAAAVcOJWgAAoOgePHjQr18/LS2to0ePGhgYiM5B3RUdHf3hhx/OmTNn0aJFolsgjEwm69GjR8eOHaOjo0W3AAAAlaIhOgAAAOCvlJSUeHh4VFdXHzp0iJUWYo0YMaKkpMTPz69ly5ZTpkwRnQMxpFJpYGCgp6fnqVOnevfuLToHAACoDk7UAgAAxVVdXT18+PDk5OS0tDRjY2PROYBEIpEsWrRowYIFO3fuHDx4sOgWCGNlZWVoaBgbGys6BAAAqA6GWgAAoLhmzJgRGhqamJhoY2MjugX4j8mTJ0dERBw5csTS0lJ0C8SIj493c3NLTk62s7MT3QIAAFQEQy0AAFBQISEhkydPjoyMHDVqlOgW4L9UVFS4u7tnZ2cfP378vffeE50DMezt7TU0NBITE0WHAAAAFcFQCwAAFNH+/fsHDx68aNGiOXPmiG4BXuP58+d2dnaVlZWpqakNGzYUnQMBUlJS7OzskpKSBgwYILoFAACoAoZaAACgcDIzM62trUeOHBkaGiq6Bfg/3bx508rKqnv37rGxsWpqaqJzIICzs3NxcXFqaqroEAAAoAoYagEAgGIpKCjo3bt3y5YtExMTNTU1RecAf+X48eP29vZz5sz55ptvRLdAgIyMDEtLy/3797u5uYluAQAASo+hFgAAKJDq6upBgwadPn369OnTLVq0EJ0D/L0NGzZMmTJlx44dnp6eolsgwKBBg+7cuZORkSGVSkW3AAAA5caPaAEAAAXy7bffJiQkREdHs9JCWUyaNOmjjz4aN27cpUuXRLdAgEWLFp07d2737t2iQwAAgNLjRC0AAFAUCQkJH3zwwdq1aydPniy6BXgDpaWldnZ2ZWVl6enpurq6onMgb15eXjk5OZmZmVyqGAAA/BsMtQAAQCHcuHGjV69egwYN2rRpk+gW4I3l5+f37NnTxcXll19+Ed0Cebty5UrXrl03b948cuRI0S0AAECJMdQCAADxKisrbW1ty8rK0tLSdHR0ROcAbyMhIcHNze2nn37y8/MT3QJ5Gzt2bHp6ek5OjoaGhugWAACgrPjZHAAAIN4333xz/vz5iIgIVlooL2dn508//XT69OlXrlwR3QJ5++abb/Lz8yMiIkSHAAAAJcaJWgAAIFhqamr//v25NC1UQEVFhY2NjUwmS0tL09TUFJ0DufL394+Pj79y5Uq9evVEtwAAAKXEiVoAACBSYWGhr6+vk5PTpEmTRLcA/5ampubmzZtzcnKCgoJEt0DeFixY8OjRo59++kl0CAAAUFacqAUAACL5+voeOnTo/PnzzZo1E90C1Iwff/xx2rRphw8ftre3F90CuZoxY0Z0dPS1a9fq168vugUAACgfhloAACDMtm3bRo4cuX//fjc3N9EtQE0aPHhwZmZmZmZmgwYNRLdAfh49etSuXbvAwMDPPvtMdAsAAFA+DLUAAECMx48fd+7cecSIET/88IPoFqCGPXr0qGvXrl5eXuvWrRPdArmaO3duWFjYjRs32OgBAMCb4hq1AABAjJkzZ2ppaS1evFh0CFDzmjRpsnLlyh9//DElJUV0C+Rq9uzZ5eXl33//vegQAACgfDhRCwAABIiLi/vggw/27NkzePBg0S1AbRk0aNCVK1fOnTunra0tugXyExgYuHr16hs3bjRu3Fh0CwAAUCacqAUAAPJWXFw8depUb29vVlqotnXr1t25c2fp0qWiQyBXs2bNUldXX7VqlegQAACgZBhqAQCAvAUEBBQWFq5Zs0Z0CFC73nvvvaCgoCVLlmRnZ4tugfzo6+vPnj179erVDx8+FN0CAACUCZc+AAAAcnXixAlra+uwsLBx48aJbgFqXVVVlY2NjZqaWmpqqlQqFZ0DOSkuLm7fvv3o0aO/++470S0AAEBpMNQCAAD5kclkffv21dHRSUpKYrRCHXH+/PmePXuGh4ePGTNGdAvkZ/Xq1V9++eXVq1dbtWolugUAACgHhloAACA/ERERfn5+J0+e7Nmzp+gWQH4mTZq0Z8+eK1euvPPOO6JbICelpaXGxsaDBg1at26d6BYAAKAcuEYtAACQk5KSknnz5n388cestKhrFi9eXFFRsWzZMtEhkB9tbe2AgIDQ0NDc3FzRLQAAQDkw1AIAADlZsmRJYWFhYGCg6BBA3ho3bvzVV1+tWLEiLy9PdAvkZ/z48a1bt160aJHoEAAAoBy49AEAAJCHW7dumZiYBAUFffrpp6JbAAEqKirMzMzMzc2joqJEt0B+Nm/ePH78+AsXLnTq1El0CwAAUHQMtQAAQB58fHzOnDmTnZ2tpaUlugUQY//+/QMHDkxOTrazsxPdAjmpqqoyMzOzsLDYsmWL6BYAAKDoGGoBAECtO3v2bM+ePXft2jVkyBDRLYBIzs7OJSUlKSkpokMgP9u3bx85cuSZM2e6desmugUAACg0hloAAFDrPDw87t27d+rUKalUKroFECkjI8PS0vLAgQOurq6iWyAnMpnMwsKiXbt2O3fuFN0CAAAUGkMtAACoXSxTwB8NHDjw/v37fN+iTomJiRk6dOjx48ctLS1FtwAAAMXFUAsAAGqXs7NzcXFxamqq6BBAIZw5c6ZXr1579uwZNGiQ6BbIT9++fRs3brx//37RIQAAQHEx1AIAgFqUmppqa2ublJQ0YMAA0S2Aohj2/9i784CY9sf/42eadmWrtNJiqaQslVYlWmW7KJKSJXGz77uu7LJv98YlESprRd2k0iJLtNIVbShLGy1Ky8zvj/l+/LokYWbeM9Pr8dc1jnOe0zjnmve8530mTnz27Fl6erqQkBDpFuCS6OhoOzu727dvW1hYkG4BAAAAHoWBWgAAAOAgKyur5ubmhIQE0iEAPOTx48d6enrBwcGTJk0i3QLcg+shAAAAtA0DtQAAAMApCQkJlpaWiYmJ5ubmpFsAeIuLi8vjx48zMjKwUm3HkZSUNGzYsFu3bo0YMYJ0CwAAAPAiDNQCAAAAp4wdO7aysjIxMZF0CADPyczMHDRoUGRkpJ2dHekW4B47O7vKysp79+5hgB4AAAC+hoFaAAAA4Ijc3Fxtbe1Lly6NHz+edAsAL7KxsaHRaNHR0aRDgHtSU1OHDh0aHh7u6OhIugUAAAB4DgZq4f978+ZNZmZmXl5eYWFhUVHRmzdvysvLy8vL6+vr6+rq6uvrKYqSkJAQFxeXkJCQkZGRkZGRl5dXU1NTU1Pr3bu3np6evLw86ScBwLtqamqys7Nzc3MLCgoKCwtfv35dVlZWVlZWVVXV3NxcVVVFURSdTu/cuTOdTpf5H7X/GTBgQO/evel0OunnAdBeXl5ecXFx//77L26XBNCqqKgoBweHtLS0QYMGkW4B7hk3btyrV69SU1MxqRYAAAC+gIHaDq2mpiYlJeXOnTspKSlpaWnv3r2jKKpbt26sUSFFRUXWOJGEhARrfJaiKNagbV1dHWsMt6SkpLCwsLCw8P379xRF9ejRY8iQISYmJmZmZkZGRlJSUoSfIQBRzc3NGRkZycnJKSkpDx48yM/PZzAYYmJirFNMWVlZVlZWTk6uc+fOwsLC0tLSrD/CGrctKysrLy8vKysrLCwsKCh4/fo1k8mUlJQcMGCAsbGxqampubm5srIy6acI8E2lpaWqqqp79uyZN28e6RYA3jVo0KCBAweePn2adAhwT3Z29sCBA0NCQiZOnEi6BQAAAHgLBmo7on///TcsLCwqKiopKamxsVFDQ8PU1FRfX19XV3fgwIGysrI/sc/S0tLMzMzMzMyHDx8mJycXFhaKioqam5s7ODiMGTNGU1OT7c8CgGdVVlayTrHo6OiKiopu3bqZmJgMHTpUT09PT09PQ0PjJ2bQ1NXVPX78ODMzMz09PSUlJT09vampSUdHx8HBwcHBwdLSEjNtgdf4+PgcOnToxYsXnTp1It0CwLsCAgLmzJmTl5fXs2dP0i3APVOmTMnOzs7MzMQXDgAAAKAlDNR2IGVlZRcuXDhz5sz9+/fl5OTs7OxGjRplZWWloKDA9mOVlJTExsZGRkZGR0eXlZXp6ek5Ozu7urqqqamx/VgAPKKxsTEyMjIwMDAiIoKiKAsLCwcHB1tbW21tbba/Dautrb1z505UVFRkZGROTk6PHj0mTJjg4uIybNgwfI8SeEF9fb2qqqqXl9fmzZtJtwDwtIaGBnV19WnTpu3cuZN0C3BPbm6ujo5OQECAq6sr6RYAAADgIRioFXxNTU1hYWGBgYGRkZGioqITJkxwd3e3srLizgf4DAYjISEhNDT00qVLpaWlNjY2np6e48ePx+w/ECSPHj0KCAi4cOFCeXm5hYWFu7v7pEmTWEsZcMHz589DQkJCQkIyMjI0NTVnz549Y8YMGRkZ7hwdoFVBQUEzZsx48eIFJz4LBBAwW7ZsOXjw4KtXr0RFRUm3APd4eHgkJyc/efJERESEdAsAAADwCgzUCrKGhoYLFy5s2bIlLy/PxMTE3d196tSppNaNZTAYsbGx/v7+V65cUVFRWbx4sZeXF2vdWwD+lZSUtHPnzoiICE1NzSlTpri7u2toaJCKycnJOX369IkTJ+rr62fNmrVy5UosYgukDB8+XEZG5tKlS6RDAPjA69eve/XqFRQU5OzsTLoFuKewsFBTU/PIkSOzZ88m3QIAAAC8AgO1gqm2tvb48eN+fn5lZWUzZsxYuXKluro66aj/k5+fv3PnztOnT8vJya1YsWL27NmSkpKkowB+WGRk5NatW5OTk4cPH75u3Tpra2vSRf+ntrbW39/fz8+voqKCdfpjyRHgstzcXC0trRs3btjb25NuAeAPY8aM+fTpU3R0NOkQ4Kq5c+dGRkbm5uaKiYmRbgEAAACegNXrBU1TU9O+ffvU1dXXr18/efLk/Pz8Y8eO8c4oLUVRGhoaf/31V15e3qRJk9asWaOurn7w4MGmpibSXQDtFRcXp6+v7+jo2LVr1+Tk5Li4ON4ZpaUoqlOnTkuWLMnPz9+3b19UVFS/fv1mz5799u1b0l3QgZw4cUJFRcXGxoZ0CADf8PT0jImJycvLIx0CXLVx48bS0tLjx4+TDgEAAABegYFagZKUlDRkyJC1a9fOnj27sLBwz549SkpKpKNap6ysvG/fvsLCQg8Pj5UrVxoaGqakpJCOAviON2/eTJs2beTIkUpKSg8fPoyIiDA1NSUd1ToxMbG5c+fm5uaeOHHi5s2bWlpaR48ebW5uJt0Fgq+hoeH06dOzZ8/GWuQA7Tdq1CglJaVTp06RDgGuUlJS8vLy2rZt28ePH0m3AAAAAE/AQK2AqKioWLRokaWlpZycXFpa2rZt22RlZUlHfZ+cnNzOnTuzs7MVFBTMzMzc3d1LS0tJRwG0gsFgBAYGDhgwID4+PiAgIDw8fPDgwaSjvk9YWNjd3T0nJ2fRokVLly41NDS8e/cu6SgQcNeuXSsrK/Pw8CAdAsBPhIWFPTw8/v7778bGRtItwFVr166tqak5evQo6RAAAADgCRioFQSnT5/u06fPlStXQkJCbt26paWlRbrox/Tp0ycyMvLChQuxsbHa2tpnz54lXQTwH1lZWQYGBp6enl5eXrm5ue7u7qSLfoykpKSPj09aWlrXrl3NzMzmz59fV1dHOgoE1smTJx0cHHr16kU6BIDPzJo16927d//88w/pEOAqOTk5b2/vHTt2VFVVkW4BAAAA8jBQy99qamqmT58+Y8YMDw+PJ0+eTJw4kXTRz3N2ds7JyXF1dXV3d585cya+AgY84sSJE0ZGRp06dcrMzNy6dSv/3vtOW1v71q1bgYGB586dMzIy+vfff0kXgQAqKyuLiYlxc3MjHQLAf9TV1U1NTS9cuEA6BLht1apVzc3NBw4cIB0CAAAA5GGglo/l5OSYmJjcuHEjIiJi7969UlJSpIt+lbS09IEDB8LCwsLCwvT19bOyskgXQYdWU1Mzbdq0OXPmeHp6xsbGampqki76VTQazdXVNSMjQ1paesiQIbh7CbDdpUuXREVFHR0dSYcA8CVnZ+ewsDB86aGj6dq16+LFi/fs2VNRUUG6BQAAAAjDQC2/CgwMNDQ07NSp04MHD0aNGkU6h51Gjx6dlpYmIyNjZGSEyQVAypMnT4yNjaOjo69fv37gwAERERHSRWzTs2fP27dvr1y5cu7cue7u7rW1taSLQHCEhIQ4OjoKwAeHAEQ4OTl9/PgxKiqKdAhw27Jly0RFRffu3Us6BAAAAAjDQC3/YTKZK1as8PDwmDVrVmJiopqaGuki9uvZs2d8fPzKlSuXLl26aNEiBoNBugg6lpiYGCMjI1lZ2fT0dAcHB9I57CcsLOzj43P16tXr169bWlq+e/eOdBEIgtLS0oSEhMmTJ5MOAeBXCgoKw4YNCw4OJh0C3CYlJbVs2bL9+/e/ffuWdAsAAACQhIFaPtPU1DRr1qyDBw+eP39ewGb5fYE1kHTmzJljx45Nnz4dN0EGrjl79uyoUaMmTJgQExOjpKREOoeDxowZk5qaWlVVZWJi8vz5c9I5wPdCQkLExMTs7e1JhwDwMWdn5/DwcHzXoQNauHBhly5ddu3aRToEAAAASMJALT+pra0dO3ZsaGhoWFhYB5myNHXq1MjIyGvXro0aNaq6upp0Dgi+AwcOTJ8+fd68eQEBAcLCwqRzOE5dXT0hIaFLly7Dhg1LT08nnQP8LSQkZOzYsZ06dSIdAsDHJk2a1NDQcP36ddIhwG0SEhIrV648evToq1evSLcAAAAAMRio5RtlZWUjRox4+PBhfHy8nZ0d6RzuGTlyZExMTHp6uq2tbXl5OekcEFhMJnPlypVLlizZs2fPgQMHaDQa6SIuUVBQiIuL09LSsrKySkxMJJ0D/Ordu3dJSUlOTk6kQwD4m5ycnKWl5aVLl0iHAAFz586Vk5Pbvn076RAAAAAgBgO1/KGqqsrW1pb1NlhfX590DrcNHTo0KSnp9evXdnZ2mFcLHLJq1ar9+/cHBgYuXryYdAu3denSJTIycsSIEQ4ODvfu3SOdA3wpKipKWFjYxsaGdAgA3xs9evTNmzebmppIhwC3iYmJrV+//vjx4/n5+aRbAAAAgAwM1PKBhoaGSZMmFRcXR0dH9+3bl3QOGZqamrGxscXFxePGjfv06RPpHBA0hw8f9vPz8/f3nzZtGukWMsTFxUNCQmxtbR0dHXNyckjnAP+JioqysLCQkpIiHQLA9+zt7SsrK+/fv086BAiYMWNGr169tm7dSjoEAAAAyMBALa9jMBjTpk27d+9eVFRUhx2lZdHQ0IiOjk5LS5syZUpzczPpHBAcQUFBixYt8vPz8/DwIN1CEp1ODwoK0tbWtrW1ffHiBekc4CfNzc3R0dG4jRgAW2hpaWloaERGRpIOAQJEREQ2btx4+vTpf//9l3QLAAAAEICBWl63ePHiiIiI8PDwwYMHk24hT1dX98qVK1FRUQsWLCDdAgLi+vXrHh4eq1evXrp0KekW8iQkJCIiImRkZBwcHCoqKkjnAN948OBBeXm5g4MD6RAAAWFnZxcVFUW6AshwdXXt16/f5s2bSYcAAAAAARio5Wk7d+48duzY+fPnLSwsSLfwiuHDh589e9bf33/fvn2kW4DvZWRkODs7T58+fcuWLaRbeEWXLl0iIiJqamomTJiAFRKhnSIjI3v27Nm/f3/SIQACwt7e/tGjR2/fviUdAgTQ6XQfH5/g4OCMjAzSLQAAAMBtNCaTSboBWpeUlGRlZbV79+4OeGuj79q1a9f69esTEhKMjY1JtwC/qq6uNjAwUFJSiomJodPppHN4S1ZWlpGR0ZIlS7BMHrTH0KFDhwwZ8ueff5IOARAQtbW1MjIyx48fd3NzI90CBDCZTH19fTU1tcuXL5NuAQAAAK7CQC2PqqioGDJkiK6ublhYGI1GI53Dc5hM5vjx49PS0tLS0mRkZEjnAF9yc3NjrXqspKREuoUXnThxwsvL68aNG3Z2dqRbgKdVVFTIycldunRp/PjxpFsABIe1tbWiouKZM2dIhwAZ4eHhY8eOvXfv3tChQ0m3AAAAAPdg6QNexGQyZ8yYwWAwAgICMErbKhqNdurUKSEhoenTp+PDBvgJx48fP3fu3JkzZzBK+y2zZ892dXV1c3MrLi4m3QI87c6dO0wm09zcnHQIgECxsLBISkoiXQHEjBkzxtjY2MfHh3QIAAAAcBUGannR7t27b9y4ceHCBcwVbUP37t0vXLgQHR194MAB0i3AZ7KzsxcvXrxmzRpbW1vSLTzt6NGjsrKyU6dObW5uJt0CvOvOnTtaWlqysrKkQwAEipmZWWFh4atXr0iHADGbN2+OjIy8ffs26RAAAADgHix9wHOePHkyaNCgbdu2LV++nHQLH9i2bdvmzZszMzP79etHugX4Q3Nzs6GhoZSUVGxsrLCwMOkcXpeZmWlkZLR169alS5eSbgEeZWlp2a9fv+PHj5MOARAotbW1Xbt2DQoKcnZ2Jt0CxFhZWTU1NSUmJpIOAQAAAC7BjFqes2DBAj09vSVLlpAO4Q+rVq3q37+/t7c36RDgG0eOHHn8+LG/vz9GadtDT09v1apVPj4+WAABWtXY2Jiammpqako6BEDQdOrUaeDAgcnJyaRDgKQtW7YkJSXFxMSQDgEAAAAuwUAtbzl79mx8fPyRI0dwD/p2otPpf/31V2xsbEhICOkW4ANv377dtGnTihUrtLS0SLfwjTVr1igqKi5btox0CPCiR48effz40czMjHQIgAAyNzfHQG0HZ2ZmZmdnt3btWnwJEgAAoIPAQC0PqaqqWrVqlZeXl5GREekWfmJoaDhjxoxFixZ9+PCBdAvwuqVLl3bu3HnNmjWkQ/iJmJjYwYMHg4ODIyMjSbcAz0lOTpaVle3bty/pEAABZGZmlpGRUV1dTToESNq6dWtqaur169dJhwAAAAA3YI1aHrJgwYLz588/ffoU9xD7URUVFZqamu7u7nv27CHdArwrISFh+PDh165dGzNmDOkW/jNhwoTs7OysrCwxMTHSLcBDnJ2dP336dO3aNdIhAAKouLhYRUUlNjbWysqKdAuQ9Ntvv+Xl5aWnpwsJYZINAACAgMP/7HnF8+fPjx07tnv3bozS/oTu3btv3br10KFDBQUFpFuARzGZzMWLFzs6OmKU9ufs37+/uLj4r7/+Ih0CvCU9PX3IkCGkKwAEk7Kyco8ePdLT00mHAGG+vr6PHz++fPky6RAAAADgOAzU8oodO3aoqam5ubmRDuFXs2bNUlVV3b17N+kQ4FGRkZFpaWk+Pj6kQ/hVr169PD09d+/e3dDQQLoFeEVtbW1eXp6enh7pEACBpaenl5WVRboCCBswYICzs/O6deuamppItwAAAABnYaCWJ7x69erMmTNr167Fbeh/Gp1OX758+cmTJ3FvemjV9u3bHR0d9fX1SYfwseXLl5eWlgYGBpIOAV6RnZ3NYDAwUAvAOXp6epmZmaQrgLzNmzfn5+efP3+edAgAAABwFgZqecKuXbvk5eWnTZtGOoS/eXh4yMrK7t27l3QI8Jz4+PikpCTcQ+wXqaioTJ8+ffv27ZjRAyyZmZmdOnVSV1cnHQIgsHR1dZ88edLc3Ew6BAjr27fvtGnTNm7ciO+1AAAACLb/3Ezs5cuXSUlJBGs4ysXFhXRC6969e6eurr5r1y5vb2/SLXxv//7969atKywslJOTI93SCiaTeeHCBdIVnDJs2DAVFRXSFa2zsbFhMBi3bt0iHcL38vPzNTU1AwICXF1dSbe0LjEx8dWrV6QrOEJNTc3ExIR0xX8sXLjwwYMHKSkppEMABNbDhw8NDAxycnK0tLRItwBhRUVF/fr1O3z4sKenJ+kWAAAA4JT/DNSGhIRMnjxZ8G4nyvwf0iGt27Bhw4kTJ/Lz8yUkJEi38L2PHz+qq6vPmzePN5cibW5uFhYWFrxTjKIoBoNx8eLFiRMnkg5pxaNHj/T19WNiYkaOHEm6RRC4u7unp6fz7Fdxx40bFx4eTqPRSIewGYPBmDp1alBQEOmQ/xg+fLimpiZuMQfAOfX19VJSUufPn3dyciLdAuT9/vvv169fz83NFRMTI90CAAAAHNHKgFGzwOHlOYwMBuP06dOzZs3CKC1bSEpKenh4BAQEMBgM0i3fFBISQvqcYDMe/xZeQEBAv379MErLLt7e3llZWQ8fPiQd8k0uLi6kzwn2Gzt2LOmfayuysrIGDBhAugJAkImLi/ft2xf3EwOWDRs2lJaW4uMxAAAAASaAM/v4S1xc3MuXL7E6LRtNnz69qKhIgBfxgB/S2Nh44cIFDw8P0iGCw8jISEtL68yZM6RDgLDy8vKKigp8HRuA0/r16/f8+XPSFcATFBUV586du3379o8fP5JuAQAAAI7AQC1hZ86cGTp0KN7oslH//v0HDx6MUSRguXHjRllZGc8uUc2nXF1dz58/39jYSDoESCosLKQoSk1NjXAHgKBTV1cvKCggXQG8Yu3atbW1tYcPHyYdAgAAAByBgVqSamtrL1++7ObmRjpE0Li5uYWEhGCuAVAUdebMGSsrK4wlsZebm1tZWdk///xDOgRIKiwsFBIS6tWrF+kQAAGnpqaGqkSweQAAIABJREFUgVr4TFZWdsGCBbt27aqqqiLdAgAAAOyHgVqSLl++XF9fP2XKFNIhgsbV1fXjx4/h4eGkQ4CwysrKiIgIfBbCdqqqqubm5pi33sEVFBQoKirihjYAnKaurv7u3Tt8/AyfrVixgsFg7N+/n3QIAAAAsB8Gakm6ePGinZ2drKws6RBB06NHj5EjR4aGhpIOAcLCwsJoNNrEiRNJhwggV1fXiIiI+vp60iFATGFhobq6OukKAMGnrq7OZDKLiopIhwCv6Nq16+LFi/fu3VtRUUG6BQAAANgMA7XENDQ0xMbGjh49mnSIYHJ0dLx58ybW0Ozgbty4YWFhIS0tTTpEAI0aNaquru727dukQ4CYwsJCLCoCwAWsT0Sw+gG0tHTpUjExMT8/P9IhAAAAwGYYqCUmISGhpqbG3t6edIhgcnR0rKqqSklJIR0CxDQ3N8fExDg4OJAOEUwqKioDBgyIiooiHQLEYEYtAHdIS0t3794dA7XQkpSU1LJlyw4ePPj27VvSLQAAAMBOGKglJi4uTlNTU1VVlXSIYNLQ0NDQ0IiNjSUdAsSkp6dXVFTY2NiQDhFYdnZ2OMU6slevXqmoqJCuAOgQVFVVX716RboCeMuCBQu6du26c+dO0iEAAADAThioJSY5Odnc3Jx0hSAzNzdPTk4mXQHEJCcnd+vWTVtbm3SIwDIzM8vOzq6srCQdAgQ0NjZWVVXJycmRDgHoEGRlZcvKykhXAG+RkJBYtWrVsWPHMIgPAAAgSDBQS0ZjY2NqaqqJiQnpEEFmamp679695uZm0iFARkpKiomJiZAQrnKcYmpqymQy7927RzoECCgvL2cymbgZJgB3yMjIlJeXk64AnuPl5aWoqLht2zbSIQAAAMA2GMIgIycnp7a21sjIiHSIIDMyMqqurn769CnpECAjNTUVpxhH9ejRQ11dPTU1lXQIEMCa3CcjI0M6BKBDkJWVxUAtfE1UVHTNmjUnTpzIz88n3QIAAADsgYFaMjIyMsTExDQ1NUmHCDJtbW0REZHMzEzSIUBAdXV1fn7+wIEDSYcIOF1d3aysLNIVQABrzAgzagG4Q0ZGBksfQKtmzpypoaHh6+tLOgQAAADYAwO1ZGRmZvbv319ERIR0iCATExPr27cvRpE6pqysLAaDoaenRzpEwOnq6uKzkI6pvLycRqN169aNdAhAh4ClD+Bb6HT6unXrzpw5k5OTQ7oFAAAA2IDbA7VFRUWHDx+2s7MTExOj0WhRUVFcDuARubm5WlpapCu+LzU1lUaj+fj4kA75Sdra2h1t6QOcYizPnj0TFxdXU1MjHfIdAnCK5eXldaiVoHGKsZSXl3fp0kWwP24MCAig0WgXL178/Eh9ff3KlSs1NDSEhYVpNFpNTQ3BvI4gKiqKRqPt379fwI71E2RlZSsqKphMJukQ4EWurq46OjqbN28mHQIAAABswO2BWiMjowULFkRHRzc0NHD50DyloKBAXV2ddMV/JCUl0Wi0LVu2/OI2PEVdXb2wsJB0BVfhFGMpKChQU1Oj0WikQ/4/QT3FGhsbi4uLSYdwD04xloqKiu7du5Ou4Lbt27fv3r27oKCgQ3048TW+u1IJABkZmcbGxurqatIhwIuEhIQ2bNgQHByckZFBugUAAAB+FbcHatXU1Ly9vaOiojw9Pbl8aJ5SWFjI+3P9KIoyMDBgMpn8O91PXV29oKCAdAVX4RRjwSnGHawPnDrUWYZTjOXjx4+dOnUiXcFt165d69Kly5MnT5qbm5lMppSUFOki6CgkJCQoivr48SPpEOBREydOHDRoEP/+cwIAAAA+E+by8e7evcv6j/DwcC4fmtNqa2s/ffrUnhlG1dXV1dXVysrKXKjq4FRUVCoqKurq6ljvcDinpKREXl6eTqdz9CjtIcCnGEVRL1++7NmzZ3u2LCkpUVVV5XQPyMvLi4iIcGFGbXV1dVNTEy+siCrYpxiDwSgpKVFRUfnulg0NDaKiolxI4imvXr3S1NTU1tYmHQIdjpiYGEVRHXwiP7SBRqNt3rx5zJgx9+7dMzIyIp0DAAAAPw83E2Ob/Px8BQUFR0fH8+fP19bWtrEl6769cnJybDx6ZWXl77//rqCgICEhYWBgEBER8fXiekwm8+TJk6amptLS0hISEgMHDjxy5AhrvbMtW7YMGzaMoqgNGzbQ/of67wKa39qm7T1TLdZ9i4uLMzU17dSpU8+ePXfs2MH63UOHDmlqaoqLi2tpaYWGhrLxZ0L9747kXLj/xpEjR3r06LFgwYI7d+5gCTnOsbKyGjBgwO7du1+8eNH2lmVlZTjFWL/L0VOMRqNx517kubm5CgoKY8aMCQ4OxpwyzmlsbFRVVTU3N/f396+oqGhjy0+fPvHUQC2TyQwICLCwsOjatau0tLShoeHx48ebmpooijpx4sQXp+rnB69evfr5kffv38+fP19RUfHzOd5y+8WLF9NotPLy8vv377POzblz534rJiEhwdXVtU+fPmJiYnJycmPGjElOTm65QXuuJ9/d5vOJf/v2bUtLS2lpaQMDA+p7l4t2Hr2Np/DTV6qfeO0+u3v37vDhwzt16iQjIzN9+vSWfznb8/p+/lm1sZ+vZWVlqaqqKigo3Lt3r+2nwAWs0+3Tp0+kQ4B3jR492sTEZNOmTaRDAAAA4NcwWwgODv7iEc7x9vamKCoyMpILx+LO82Ld+lxISIhGo4mJiU2ZMiU8PPzTp09fb/ngwQOKovLz89l16Lq6ukGDBrV8WWk02uTJkymKCg0NZW3DYDBcXV2//gvg6enJZDJ9fX1b/bvBSt20aVMb27S9ZyaTGRkZSVHU5MmThYX/M4N77969K1eubPmIkJBQWloau34sTCaTdSex9PR0Nu6zVWvXrqXT6az76igpKa1ZsyYzM/PrzVjvPC9evMjpHiZ3TzGuPa9evXpRFMW6jY+xsfHRo0dLS0tb3bJnz55+fn7sOi5OsTbo6Ohs3LiRvfv8WmpqKvW/C6y4uPjUqVOvX7/e0NDw9ZZjx46dOnUqp3uY3D3FmNx6XvX19ay/3nQ6XVhY2N7ePigoqKam5ustvb29hw8fzumedmIwGKzz8Qs3b95kMpnHjx9veaqysB68cuUK65ffPccXLVr0xc69vLxajXn9+vXXJcLCwrdv327nsdq5DevEd3Jy+nziDx48+LuXi/bsue2n8NNXqp947VjPcerUqaz5pJ9ZWFh88VK2/fq2Zz+sbfbt28f65fXr16WlpQcMGFBYWNhGP9c8efKEoqisrCzSIcDTbt68SVFUfHw86RAAAAD4eZhRy2YMBoPJZH769OnSpUtjx46VkZFxc3MLDw9vOTekqqqKoqjOnTuz66CHDh1KT0/X1NS8detWdXV1QUHB/PnzWcPTn509ezYoKEhXV/fGjRvl5eU1NTW3b98eOHDg8ePHU1JS1q9fn5iYSFGUr6/v578cXxzlW9u0vefPfzw4OHj+/PmFhYU1NTUXL14UERH5448/jh07duLEiXfv3pWXly9btozBYOzbt49dPxaKorp06UJR1IcPH9i4z28RFhZubGykKKqkpGTPnj16enp9+/b18fF59uwZF47eoTQ1NTGZzHv37i1YsEBeXt7ExMTf3/+LW6xUV1ezXn22wCnWhq5du3LnFKP+d4Gtr68PDQ11dHTs3r27u7t7TEwMg8HgTkAHwWQym5ubm5qabt686ebm1q1bN0dHx9DQ0JZfu+apGbUnT54MDg6WkZH5888/X7x4UVNT8+DBg9mzZ7M+PGuPz+d4TExMdXV1fn7+vHnzWp7j+/fvZzKZXbp0MTIyYp2bf/75Z6u7otFoNjY24eHhL1++bGhoePv2bUhIiJiYWMtJ7t+9nrRnG5bQ0FB3d/enT582NTU9evTou5eL9uy57afwi1eqL7TntTt37tyMGTOePXv28ePHpKSkXr16JSQk/MRNk9q/n4MHD44dO9bc3PzOnTs8sooO63TD0gfQNmtraysrq/Xr15MOAQAAgF/QctQWM2p/BWtG7ddY/7aWk5NbuHBhYmIig8G4ceMGRVHV1dXsOvTQoUNpNFp2dnbLB21sbKgWc0ysrKzodHpJSUnLbR4/fkxR1KpVq5hM5tfvu5j/ne73rW2+u2fWLBV7e/uWG0ycOJGiqD179nx+pKmpqUuXLqx7K7FLZWUl9b+JORy1du3aL+bpsLDeavbr12/Hjh0lJSWYUfuLWDNqv0Cn04WEhEREREaNGnX69Ona2lomkykhIXH69Gl2HRenWBusrKzmzZvH3n1+jTWj9rsXWCZm1P4a1ozaVi9lNBqtU6dO06ZNCwsLa2xsdHd3Hz16NKd72on1TfxvXerbM+PSyMjo63N85MiRX/zBlgO1bUhNTXVyclJSUmo5yV1FRYX1u+25nrRnG9aJb2xszPoAg+W7l4v27Pm7T+HnrlStavu1Yz1HW1vblg8ePnyYoqjPV/j2z6htez+sbXbv3j1v3jyKoubPn8/6UJBHvHz5kqIo1vJKAG1grVISHR1NOgQAAAB+ErdvJkYQ2xdn/MK3Fs1kTX8oLS09duzYwYMH1dXVWWv8s3EuUl5enrKyso6OTssH7ezsWF+AYnn8+HFzczPrRkys1571H22Ut1M792xpadnyT7GmqFhYWHx+hE6nKysrv3379ldivsD6Id+6dYs1Yss5OTk5rT7OmmP77NmzdevWrV27lvVDENQVNlNSUjg9sbHVUaTm5maKohgMRnR0dGRkpLe3t5OT06dPn75YB+BX4BRrg5iYWG5uLqcvsPn5+a0+/sUFtnfv3iIiIn379uVoDCkvX77k9M+Zdcn61uO1tbXBwcFnz56Vk5Pr3r0779wS899//+3WrZu1tfVP7+H58+dfn+P29va3bt361h/5YiHsz4s137lzx8rK6uuZj3V1daz/aM/1pD3bsFhbW39eIpZqx+WiPXv+7lNoVduH/taPqz2v3fDhw1v+UkNDg6KoL75F0R7t2Y+vr29VVdWaNWu2bdv2o/vnKKxRC+1kamrq4OCwdu3aLy4OAAAAwC860ECts7Mz2QDWG92CgoKCggKKopKSkkaMGMGunX/9TzHmf79YzRpBYw1pfeEXv0nXzj2Li4u3/C1W8NcPsnekjzVU9/kLpxzV6oxaFiaT2dzcTKPR4uLiKIo6ceKEnZ1djx49uFDFTXv27OH0Idr4IVMUxZrYW1NTc+rUKYqioqKipkyZIiTEngVecIp9i7CwcExMTBvjWdzBusDm5eVRFFVWVpacnGxmZkY2ie1SUlJYMxkJYv2cS0tLS0tLS0pKLly4MGXKFLJJ38W6CHzxN7/tMcdfsWPHjoaGhk2bNrm5uSkrK4uJidFoNC0trZb33Pvu9aSd21AUJSMj0/KX7blcfHfP7XkKX+PcNVBCQqLlL1n9n5vb//q2vR+W0aNHR0VFnTx5cvLkyQMHDvyVbPZi/Xvmi3usAbTK19fX0NAwPDx87NixpFsAAADgh3WgNWo5OTGZyfz20gcsrKkQvXv33rRp07FjxyiKMjU1ZddT692796tXr1g3mvjsi3k3WlpakpKS79+//7qcda9k1ludtt8DtLrNd/dMEOvN4Y0bNzj96q9du/ZbDazb8ggJCRkZGbFe+oULFwreKC3FlaUP5OXlv3X0L76aLSIiYm9vz65RWpxibWhoaPDw8OD0S/+tpQ9YWBfYPn36bNq0aeTIkba2toI3SktRlLOzM6d/zt9a+oCl5UITNjY2I0eO5JFRWi0trcrKym99WsC63rI+Iv0sNja25S/79OlTXFzM+p7+Z1FRUW0cVFZWtuWP7vMgZn5+vry8vI+PT+/evcXFxWk0Wl5eXsvFyttzPWnPNq367uWiPXv+7lP4iSvVt35cbb927dGe17f9DA0NExIS6HS6paVlUlLST1exHevfM21/WgnAoq+vP378+PXr12MBdwAAAH7UgQZqifj8tnbu3LmJiYnPnz/38fFhfduOjXeEmDhxIpPJnDRpUnx8fG1tbVFR0ZIlS6Kjo1tuM2vWrI8fP1pbW0dERJSWljY0NBQVFV2/fn3ixImsN0jdu3enKCoxMbG8vPxbB2p1m+/umSCyb2xYC9Tq6uru2bOnuLg4JSXF09OTSIkA+7xArY2NTXBwcEVFxZkzZ8aMGSMqKopTjDs+ffpE6hRjXWB79OjBusA+e/bMx8enU6dORGIEGOtSJiUlNXny5LCwsNevXx84cEBZWZl37ms0ffp0iqJcXFyOHz/+6tWr2trahw8fzpkz5/bt2xRF9e/fn6Ko/fv3x8fH19XVFRYWLlu27OrVqy33wDrHJ06cGBsbW1NTU1BQ4O3t/XPnV69evd69e3f48OEPHz58+PDhxo0bo0aNajlc0p7rSXu2adV3Lxft2fN3nwIbr1Rtv3bt0Z7X94fo6OgkJyfLycnZ2tqybirAC1inG+/cwQ94nK+v7+PHj3nh01wAAAD4YS0nOHDhpluurq6tZnxxFwj24v7NxD6/rXVzc7t582Zzc3PLLVlvP968ecOuQ3/8+FFPT6/lz5NGozk5OVEUdfXqVdY2DAbDw8Oj1R8+62Y4TU1NXyw4yPzqTketbvPdPbNu0LFv376WzcuWLaMoKisrq+WDOjo6ysrK7PqxMJnMV69eURSVnJzMxn22quXNxFpO7nv27FnLzbhw0y0ipxj3byb2eZ6ylZXV6dOnq6qqvthSVlb26NGj7DouTrE2GBkZLVu2jL37/FrLGbWsrwBLS0uzLrAt76TE5PxNt4icYkwSNxNjnWKioqKOjo4hISGfPn1quaWXl5e1tTWne9qpubl50qRJX78on29RNWHChJaPCwsLu7m5US1uNlVXVzdo0KCW29BotMmTJ1M/fjOxr4cIBw8ePGDAABkZGdYG7bmetGebVk/8714u2rPn7z6Fn7tS/cRr1+pzZD146NChz4989/Vtz36+2ObNmzeDBg0SEREJCgpq+xXnjtzcXIqi0tLSSIcA33BxcenXr19jYyPpEAAAAPgxmFHLfhISEs7OztevX6+oqAgMDLS2tv7i+9esqSgVFRVsPGJcXJyXl1ePHj3ExcX19fXDwsJYc0y6devG2oZGo506dSo4ONja2rpbt26ioqIaGhrjx4+/cuUK6yYedDr94sWL5ubmbcxHa3Wb7+6ZINZkny+W8OMQ1i0+VFRUVqxYkZ2dzZrc16dPHy4cuqOh0WimpqZHjx4tLS2NjY11d3eXlpb+Yptu3brhFOOOsrIy7pxiLJKSki4uLpGRkZ8vsLhZCieIiIg4ODicO3eusrIyIiLCycnpi6l8oqKivHNfIyEhoZCQEH9/f2Nj406dOnXu3Hno0KEnTpz4fPOov//+e+bMmTIyMuLi4iYmJjExMS3vs0dRlLi4eFxc3O+//y4vLy8uLj548OArV67Y29v/RMy4ceOCgoL09PQkJCQUFRW9vLxu3brVctZ5e64n7dmmVd+9XLRnz999Cmy8Un33tWuP776+P0FeXj4+Pt7Y2HjatGlHjhz5xb39Oix9AD/qjz/+yM/PP3fuHOkQAAAA+DE0Zou7KISEhEyePJnZ2t0q+Bp3nte///67evVqFxeXsWPHfnHDii+8fv1aSUkpISFh2LBhHIphMBgGBgbp6emlpaXcHEPhNbGxsSNHjiwtLZWVleXogQ4cOJCfn+/i4mJsbNzGZs3NzcLCwhcvXpw4cSJHe7iMa8/L2dnZyMho8uTJKioqbW9pampqbGy8d+9eDpXgFPusW7duO3funDNnDkePkpWVtWnTpqlTpzo6OrZ9gR03bpyUlFRQUBBHe7iPO8/r06dPo0aNcnFxmThxYtsDgitWrEhMTLx79y5HezqI9lxPOHfNwdWMLzx69EhfXz8vL4+1fBZAe8yaNSs2Nvbp06dYNAMAAICPCJMOEBxaWlrtXBNNRkaGRqO9e/eOjUdftmzZ4MGDhw0bJicnl5ubu2XLlrS0NCsrqw7+pqu0tJROp7c93MAWixYt4vQhgKKokJCQdm4pKyuLU4wLGhoaPnz4wOkPQiiK0tXVvXz5MqePAmJiYu1cmJW9y0B3NO25nnDumoOrGT/CGrXwEzZu3BgUFHTq1CkvLy/SLQAAANBeGKglQFRUVEFB4cWLF2zc59OnT7+YPCglJcW56YT8orCwUFlZmU6nkw4BbuvVq1dGRgYbd4hTrFVFRUVMJlNVVZV0CHCbmJgY7yx9wHfacz3h3DUHVzN+xDrdMFALP0RVVXXWrFmbN292d3dv+8soAAAAwDuwRi0ZampqhYWFbNzhvn37PDw8+vTpIyYmJicnN2nSpJSUlC9ujdIBFRQUqKurk64AAlRVVXGKcUFBQQFFUTjLOiBpaekPHz6QruBX7bmecO6ag6sZP2Kdbp07dyYdAnxm/fr179+/9/f3Jx0CAAAA7YUZtWSoq6vn5eWxcYd9+/Y9deoUG3coGPLz8zGE1DFpaGiUlJTU1dWxawoJTrFW5efnd+nShXWDROhQZGVlWXdrhJ/QnusJ5645uJrxo7KyMikpKXFxcdIhwGcUFRXnzZu3devWWbNmSUlJkc4BAACA78OMWjJ0dHSys7NJVwi+7OzsAQMGkK4AAnR0dBgMxpMnT0iHCLjs7GwdHR3SFUCAjIxMfX19bW0t6RCADqG8vByLCMPPWb16dX19/ZEjR0iHAAAAQLtgoJaMgQMHvnjx4v3796RDBFlFRcXr1691dXVJhwABffv2lZSUzMzMJB0i4LKysnCKdUysMaOysjLSIQAdQnl5ORdu2wgCSVZWduHChTt37sT7DgAAAL6AgVoyBg4cyGQy2XuzI/hCeno6RVEYReqY6HS6jo4O6+8AcAiTycRAbYfFGjPC6gcA3FFWVoYZtfDTli9fTlHU/v37SYcAAADA92GglgwVFRUVFZU7d+6QDhFkycnJampqioqKpEOADGNj45SUFNIVguzJkyeVlZUmJiakQ4AAzKgF4CYsfQC/omvXrkuWLNm3bx8+XQMAAOB9GKglxtTUFAO1HJWcnGxmZka6AogxMzNLS0urqakhHSKwkpKSpKSk9PT0SIcAAV26dBEWFsZ7fgDuwIxa+EVLliwRFxf38/MjHQIAAADfgYFaYszMzJKTk5ubm0mHCKbGxsaUlBQM1HZkZmZmTU1N9+7dIx0isBITE42NjYWFhUmHAAE0Gk1WVvbdu3ekQwA6hNLSUjk5OdIVwMekpKRWrFhx6NCht2/fkm4BAACAtmCglhhbW9vKysr79++TDhFMd+7cqaqqsrW1JR0CxKioqGhra0dFRZEOEUwMBuPmzZt2dnakQ4AYVVXVoqIi0hUAgo/JZBYVFamqqpIOAf42f/78rl277tixg3QIAAAAtAUDtcRoaWlpaGhERkaSDhFMkZGR/fr16927N+kQIMnBwQGnGIekpqa+e/fO3t6edAgQo6amVlBQQLoCQPC9fv26vr5eXV2ddAjwN3Fx8dWrV//5558vX74k3QIAAADfhIFakuzt7cPCwkhXCKarV6+OGjWKdAUQNmrUqMePH+fl5ZEOEUBXr15VVVUdMGAA6RAgRk1NrbCwkHQFgOBjfSKCgVr4dXPmzFFUVNy6dSvpEAAAAPgmDNSSNGnSpIyMjJycHNIhgub+/ftPnz6dOnUq6RAgbPjw4T169AgJCSEdImiYTOb58+dxinVwmFELwB2FhYUiIiJKSkqkQ4DviYqKrl279uTJk/gMGwAAgGdhoJYkCwsLBQWFixcvkg4RNGfOnNHS0jI0NCQdAoTR6fTffvstNDSUdIigiY+PLywsnDZtGukQIEldXf3Dhw+VlZWkQwAEXEFBQa9eveh0OukQEAQzZszQ0NDw9fUlHQIAAACtw0AtSXQ63dnZ+cyZM0wmk3SL4GhsbAwODnZzcyMdAjxhypQpaWlpmZmZpEMEypkzZ/T19fv37086BEhSU1OjKAqrHwBwWmFhIdY9AHah0+kbNmw4e/YsvtIHAADAmzBQS9js2bOfPXsWHx9POkRwREZGlpWV4UvZwGJpadmvX78TJ06QDhEcdXV1ly9fdnd3Jx0ChKmqqgoJCeXn55MOARBwBQUFrM9FANjCxcVFR0fHx8eHdAgAAAC0Qvjrh86fP8/9Do66e/cu6YRv0tXVNTY29vf3t7KyIt0iIAIDAy0tLXn5LU1SUlJDQwPpCnbi5SnhNBpt1qxZ27dv37Fjh6SkJOkcQXD58uWPHz9OmTKFdMg3FRUVCd7/yIqLizU1NUlX/Ie4uLi6uvrjx48nTpxIugVAkGVnZ48ePZp0BQgOISGhjRs3Ojk5rVmzZtCgQaRzAAAA4D/+M1ArJCQkJCQkkMsOCgnx7tzh+fPne3h4bN26VUNDg3QL33v27NnVq1fPnj1LOqR1NBpNSEjo4MGDpEPYT0hIiEajka5o3cyZMzdv3uzv77948WLSLXyPyWTu2bNn/PjxPXr0IN3SOjqdnpKSkpKSQjqE/bS1tUknfElPTy8rK4t0BYAge/v27bt37/T09EiHgECZMGGCgYHBpk2brl27RroFAAAA/oPGy1PhOojm5mZtbW0rK6u//vqLdAvfmzVr1u3bt//9919h4VZmi0OHtWTJkuDg4Pz8fHFxcdIt/C0iImLMmDGpqan6+vqkW4A8Hx+f8+fPP336lHQIgMC6efOmra3t27dvefbjMeBT169fHz16dEpKirGxMekWAAAA+P94d55px0Gn05cvX37q1KkXL16QbuFvL1++PHv27Lp16zBKC19YuXJlZWVlYGAg6RC+t2PHjjFjxmCUFlh0dXWfP39eW1tLOgRAYGVlZSkoKGCUFtjO0dHRwsJi06ZNpEMAAADgPzBQyxNmzJihqKi4b98+0iH8befOnfLy8q6urqRDgOcoKipOnz59586dTU1NpFv42K1bt5KTk1evXk0wnMiuAAAgAElEQVQ6BHiFnp4eg8F48uQJ6RAAgZWVlaWrq0u6AgTTli1boqOjcU9jAAAAnoKBWp4gIiKydOlSf3//0tJS0i386s2bN3///ffq1atFRUVJtwAvWrVq1YsXLwTvHlPctG3btpEjR5qampIOAV7Ru3dvKSmpzMxM0iEAAiszMxML1AKHDBs2bMSIEevXrycdAgAAAP8fBmp5haenZ5cuXfBPpZ+2du1aWVnZmTNnkg4BHqWuru7m5rZhw4aPHz+SbuFLERERsbGxGzduJB0CPERISEhHRwcDtQAc0tzcnJOTM2DAANIhILB8fX2Tk5P/+ecf0iEAAADwfzBQyyskJSX9/PxOnDhx9+5d0i38Jzk5OSAgYN++fbhVFLRh+/btHz582Lp1K+kQ/lNXV7do0SIXFxcLCwvSLcBbhgwZ8uDBA9IVAIIpKyurrq4Oy4ID55iamo4aNWrdunW4vzQAAACPwEAtD5k6derw4cO9vb2bm5tJt/CTpqam+fPnW1tbT5o0iXQL8DR5eXlfX18/P7+cnBzSLXxm27ZtpaWlu3fvJh0CPMfMzCw1NRUT1QE4ISkpqWvXrjo6OqRDQJD5+vo+evQoLCyMdAgAAABQFAZqec2xY8ceP378559/kg7hJ4cOHcrJyTl06BDpEOADv//++6BBg+bOnYuZI+33/PlzPz8/X19fZWVl0i3Ac8zMzBobGx8+fEg6BEAAJScnm5qaCgnhn+vAQUOGDJkwYcL69esZDAbpFgAAAMBALY/p16/f0qVL169f/+bNG9It/KG4uNjHx2fVqlWampqkW4APCAkJHTx4MCkpCXcVaz9vb29NTU1vb2/SIcCL1NTUVFRUkpOTSYcACKDk5GQzMzPSFSD4/vjjjydPnoSGhpIOAQAAAIqGaWW85uPHj7q6un379r1x4wbmULSNwWDY2tq+ePEiIyNDQkKCdA7wjd9//z04ODgtLa1Xr16kW3jd4cOHFy9enJiYaGJiQroFeJSzs3NdXV14eDjpEACBUlRUpKamdvv2bSwODlwwbdq0Bw8ePH78WFhYmHQLAABAh4ZxQJ4jKSl54cKFuLi4nTt3km7hdb6+vklJSRcuXMAoLfyQvXv39uzZ08nJqaGhgXQLT8vMzFyxYsWmTZswSgttMDMzS05OxndmAdgrOTlZRETEwMCAdAh0CD4+Pvn5+WfPniUdAgAA0NFhoJYXGRoa7tixY+PGjYmJiaRbeNft27d9fX337t07ZMgQ0i3AZ8TFxUNCQnJyctavX0+6hXdVV1c7OzubmJisXbuWdAvwNFNT08rKyqdPn5IOARAod+7cGTJkiKSkJOkQ6BD69Okzffp0Hx8ffIYNAABAFgZqedTixYtHjx7t4uJSVlZGuoUXvXv3burUqb/99tvvv/9OugX4Ur9+/Q4ePOjn53ft2jXSLTxq7ty579+/DwoKotPppFuApw0ePLhz586xsbGkQwAESmxsLBY9AG7auHHjmzdvTp48SToEAACgQ8MatbyroqJiyJAhmpqa169fx3JRLTU2Ntrb2xcVFT18+LBLly6kc4CPeXh4RERE3Lt3r3fv3qRbeMv+/fuXL18eHR09YsQI0i3AByZMmNDY2IhlagHYpbCwUF1dfcaMGV5eXgYGBrz2gVl9ff3UqVNJV3DKhg0bBg8eTLqCjAULFly+fPn58+dYVQwAAIAUDNTytAcPHlhZWU2cODEgIIBGo5HO4QkMBsPNzS08PDwhIWHQoEGkc4C/1dbWWlpavn//Pjk5WV5ennQOrwgJCXFxcdm+ffvKlStJtwB/8Pf3X7p0aVlZmbi4OOkWAEFw7NixJUuWyMjIlJSUdO/efeTIkTY2Nra2tqqqqqTTKIqiqqurO3fubGFhoaioSLqFnZqami5dunTjxg0HBwfSLWS8fv26T58+W7duXbx4MekWAACADgoDtbzu1q1bjo6OCxcu3LVrF+kWnrBs2bLDhw+Hh4fb2tqSbgFBUFZWZm5uLioqmpCQ0LVrV9I55MXFxTk4OMyaNevIkSOkW4BvvHr1qmfPntHR0TY2NqRbAATBuHHjaDTa1atX8/PzY2JiYmJi/vnnn6qqKg0NDWtra2tra1tbW4JfKmIN1AregKagPq8fsmLFitOnT+fl5UlLS5NuAQAA6IiwRi2vGzly5KlTp/bs2ePn50e6hbwdO3bs37//zJkzGKUFdpGVlY2MjCwrK/vtt9/q6+tJ5xCWmZk5YcKE33777dChQ6RbgJ+oqKjo6OhERkaSDgEQBA0NDXFxcfb29hRFaWhozJkzJyQkpLy8PDEx0cnJ6eHDh1OmTJGVlTUwMFi9enVSUhKDwSCdDIJj1apV9fX1hw8fJh0CAADQQWGglg+4uLj4+fmtXLny9OnTpFtIOnny5Nq1a/fv3+/s7Ey6BQSKurp6ZGRkWlratGnTmpqaSOcQ8+zZM1tbW0NDw9OnTwsJ4f8O8GMcHByioqJIVwAIgsTExOrq6i8+kxYWFjY3N9+xY0dqauqbN2/OnTunr68fFBQ0bNgweXl5Z2dnf3//Fy9ekGoGgSErK7to0aJdu3ZVVlaSbgEAAOiI8FacPyxZsmT16tUzZ87ssJ9vHzhwwNPTc926dQsWLCDdAgJo4MCB165di4yMnDBhQl1dHekcAh49ejRs2DBVVdVLly6JioqSzgH+4+DgkJOTU1hYSDoEgO9FRUVpaWlpaGh8awM5OTknJ6e//vrr5cuXeXl5W7duraurW7Rokaqqau/evb28vEJDQ6uqqrjZDIJk+fLlQkJCBw4cIB0CAADQEWGglm9s27Zt7969CxcuXL16dYdaWZjJZPr4+CxZsmTDhg2+vr6kc0BgWVpaxsfHp6SkWFlZlZWVkc7hqri4OCsrKx0dnZs3b2JNOvg55ubmXbp0uXLlCukQAL539erV0aNHt3Nj1toI4eHhFRUVN2/eZK2NMHnyZBkZGXNz8507dz58+PBH10Y4duwY1gLqyLp06bJ06dI9e/aUlpaSbgEAAOhwMFDLTxYtWhQQELB3796ZM2d2kC9oNzc3e3l5bdmyxd/f38fHh3QOCDhDQ8OEhITXr19bWlq+fPmSdA6XXLlyZdSoUdbW1tevX+/cuTPpHOBXoqKi48ePDwkJIR0CwN8ePnz4/PnzyZMn/+gflJCQsLa2brk2go6OzsGDBw0MDBQUFFhrI7x69eq7+yktLZ0/f/6gQYPS09N/6hmAIFi8eLGkpOSePXtIhwAAAHQ4GKjlM+7u7hcvXgwODnZycqqpqSGdw1lVVVXjx48PCgoKCwubPXs26RzoELS1tZOSkiiKGjZsWFZWFukcjtu/f/+kSZPmzJkTGhoqLi5OOgf4m7Oz871797D6AcCvCA4OVldX19fX/5Wd9OjRg7U2QnFxcXZ29rJlyyorKxcuXNizZ0/W2gjh4eHfmjMbExNDUVReXp6hoeG2bduam5t/pQT4VKdOnVauXHnw4MHi4mLSLQAAAB0LBmr5z9ixY6Ojo5OTkw0MDDIzM0nncEpaWpq+vv6DBw9u3bo1atQo0jnQgfTs2TMxMbFXr17GxsYnT54kncMpHz58cHZ2Xr58+bZt2w4cOIC7h8Gvs7Gx6d69e2hoKOkQAH7FZDJDQ0MnT55Mo9HYtU8dHZ1Vq1bdvHmz5doI48aN6969u42NDWtthJZrakVFRdHp9Kampqampo0bNxoZGeXm5rIrBviIt7e3jIzMrl27SIcAAAB0LHhnzpfMzc2zsrJ69uxpZGQkkCv9BwYGmpubKysrP3r0yNjYmHQOdDjdu3ePjY1dsWKFp6enm5ub4M1ef/TokYGBQXx8/PXr11etWkU6BwSEiIgIVj8A+BX3798vLCz8iXUP2kNSUvLz2gglJSWnT59WVFTctWtXy7URiouLIyMjGxsbWX+kubk5MzNTV1f3wIEDHeoGCUBRlLi4+OrVq//88098TwIAAICbMFDLr+Tl5aOiolatWrV06dKJEye+f/+edBF7VFdXu7i4eHh4LFiw4NatW0pKSqSLoIMSFhb28fGJjo6OiYkxMDDIyMggXcQ2rA9CevbsmZGRYWdnRzoHBIqzs3Nqaurz589JhwDwpZCQkN69ew8aNIjTB1JQUHBycgoMDHz37t29e/cWLFjw5s0bb2/vXr16fXH/qMbGxoaGhqVLl9rY2OBb8B3NnDlzVFRUtm/fTjoEAACgA8FALR+j0+k+Pj6RkZFJSUlDhgwJDw8nXfSrrl69qqurGx8fHxMTs2PHDjqdTroIOrqRI0empqb26NHD2Nj4jz/+4Pe7YD979szOzm7mzJmrV6+OiYlRVFQkXQSCZsSIEXJyclj9AOAnMBiM0NDQKVOmcPOgdDp96NCh69evT0hIqKiomD59urCwcKttCQkJWlpaZ8+e5WYekCUiIrJu3bpTp07l5eWRbgEAAOgoMFDL92xtbTMyMkxMTMaOHTtu3Dg+/XZSfn7+6NGjJ0yYYGFhkZGRMWLECNJFAP9HWVk5NjbW19fXz89PV1c3KiqKdNHPqKur27hxo66u7tu3bxMSEjZu3IhFaYEThIWFJ0+eHBAQgG9JA/yoW7duvXz50tXVlVSAtLR0UVERg8Fo9XcbGxtra2vd3NwmTZpUWVnJ5TYgZfr06b179/7jjz9IhwAAAHQUeKMuCBQUFIKCguLj4/Py8vr37+/j4/Pp0yfSUe3V2Nh44MABPT29Z8+e/fPPP4GBgT169CAdBfAfwsLCy5cvf/r0qYmJiYODw5gxY4qKikhH/YBbt24NHjx47969q1evvn//vqmpKekiEGSenp65ubmJiYmkQwD4zPHjx83NzbW1tUkF1NfXJyUlfWuglqIo1gcwV65cMTQ05GIXkESn0zds2HDu3LknT56QbgEAAOgQMFArOCwtLR89erRx40Y/Pz9tbe2//vqLx4dr6+vrjx492rdv3/Xr1/v4+GRnZ9vY2JCOAvgmJSWlwMDAf/755+nTp/3791+yZAnvr9YXFxc3cuRIa2vrwYMH5+bm+vj4iIqKko4CAaenp2doaHj8+HHSIQD8pKysLCwsbPbs2QQbEhMTGxoavnhQRERETExMTEzs85IIDAbj3bt3FEX9/fffn287BgJsypQpAwYM8PHxIR0CAADQIWCgVqCIioquXr06JyfH3t5+0aJFvXv33r9//8ePH0l3fam2tnbv3r0aGhrLli0bPXp0Tk7O8uXLRURESHcBfJ+trW1WVta2bdtCQ0N79+49b968goIC0lFfYjKZN27cMDMzGzFiBI1Gu3379vnz53FrPuAaT0/PixcvVlRUkA4B4BsBAQHi4uJOTk4EG6KjoymKkpSUVFRU7N+/v4WFhZOT08yZM5cuXerr6/vnn39evnw5Pj4+IyMjJyeHoqhZs2Zx7h9vRUVFhw8ftrOzExMTo9FofLrukGAQEhLatGnTxYsX09LSSLcAAAAIPhpWkRNUJSUlfn5+/v7+kpKSixYt8vDwUFZWJh1FFRcXnzx58uDBg/X19XPnzl22bJmCggLpKICf8enTp9OnT+/cufPFixdTp0719vYeOnQo6Siqrq7uypUrfn5+6enpjo6O69atMzY2Jh0FHU5NTY2SktKWLVsWLlxIugWAP+jo6AwfPvzIkSMEG2pqasTFxVu9mdgXqqurO3fufOPGDQcHBw7FKCgovH379vMvIyMj7e3tOXSsz7jwvPiXkZGRvLx8WFgY6RAAAAABhxm1AktJSWnv3r0FBQWenp579+5VVVW1tbU9c+ZMbW0t92NqamoCAwNtbGx69ep14MCBefPmFRYW7t69G6O0wL/ExMTmzJnz9OnTkydPPnz40MjISFtbe+vWrUSWr2UwGPHx8TNnzlRQUJg+fXqfPn0ePXoUHh6OUVogQkpKavLkyVj9AKCdEhMTnzx5MmvWLLIZUlJS7Rml5Q41NTVvb++oqChPT0/SLUBRFOXj4xMeHn737l3SIQAAAAIOA7UCTk5ObuvWrSUlJSEhIZKSkrNnz2aN40RERHBhSYTa2tqwsDA3NzcFBQVPT09paelLly6VlJRs3rxZRkaG00cH4AJhYWE3N7fs7Oz79+/b2NgcOHBAQ0Nj+PDhx48fLykp4fTRGQzGgwcP1q1bp66ubmVllZmZuXnz5uLi4pCQkEGDBnH66ABt8PT0zM7OTk5OJh0CwAf++usvfX39IUOGkA7hIXfv3mUtfYCl1XmEg4ODhYXFhg0bSIcAAAAIOF752Bw4SkxMbMKECRMmTCgvLz9//vzZs2fHjh0rJiZmYWExYsQIMzMzAwMDcXFxthyrvr7+wYMHycnJt27dYt2VwtjYeNeuXVOmTOnevTtbDgHAgwwNDQ0NDffs2RMVFRUYGLho0SIvLy89PT0bG5thw4aZmJjIycmx5UBMJjMnJyc5Ofn27dvR0dGlpaW9evWaOnWqm5tb//792XIIgF83dOhQY2PjvXv3mpmZkW4B4GnFxcWhoaGYgQ68b8uWLRYWFnFxcVZWVqRbAAAABBbWqO2g3rx5ExUVFRUVlZCQ8Pr1azExMR0dHV1d3QEDBvTr109dXV1NTU1aWvq7+6muri4oKCgoKMjNzc3Ozs7Kynr8+HFDQ4OSkpKlpaW9vb2dnZ28vDznnxAAb6mrq7t9+3ZkZGRsbOyTJ08YDEbv3r319PQGDBigra3NOsXas/RHQ0PDixcvCgsL8/LysrOzs7OzMzIyKisrpaSkjI2NbWxsHBwcdHV1Of+EAH5YaGjolClTnj592qdPH9ItALxrxYoV586dKygo4KOpo9xcy3X+/PlHjhzBGrU8wtraur6+PikpiXQIAACAwMKM2g5KQUHBw8PDw8ODoqj8/Pw7d+5kZGRkZmbevHnz8/e1O3XqJCMjIysry5oJy3r/0NDQwGQyKyoqysvLy8vLP694q6ysrKOjY21tvWzZMjMzMzU1NSLPC4BHSEhI2Nvbs95Vvn///s6dOw8fPvx/7N15XM354sfx72nVHmXJkg6RpAWl5VRaUUIlhRYlCiGTEQa/MmVJtrImZAqpUI1So+xtUmiRLcqStdJGy6lzfn90rzvXNTOW6nOW9/OPeVxNOq/cOTjvvn2+JSUl8fHxjx8/bm9vpyhKRERETk5OTk6uT58+nc8vCQmJzudUU1NTbW1tdXV1bW1t5weUlpYePXq0hobGzJkz9fT0tLS0OOckQYAvsre3p9Ppu3fv3rt3L+kWAA7V2NgYGRm5du1aLlppgZ9t2bJFV1c3PT29B3ZzAAAA/oTX+UANGzZs2LBhLi4unT/8+PFj50Wy796961xj6+rqWCxWa2srRVGioqKCgoIyMjKdA1O/fv3odDqdThcTEyP6SQBwLllZWWtra2tr684ftre3v3jxoqKioqqqqvMpVl9f39LSwmKxPn782HkFurS0tKysrJycXP/+/QcPHkyn0+Xl5Yl+EgDfTFBQcPny5WvXrg0MDMR/wABfFBERwWKxvL29SYcAfBUdHZ2pU6euX79+8uTJNBqNdA4AAAAPwlALnxMXF1dTU1NTUyMdAsCbhISElJSUcNU58IMFCxb8+uuvBw8eXL9+PekWAI7DZDL37NmzYMECWVlZ0i0AX2vz5s1aWlrJycm2trakWwAAAHiQAOkAAAAA4E3i4uJeXl579+5taWkh3QLAceLj41++fLl8+XLSIQDfQF1d3d7efsOGDSwWi3QLAAAAD8JQCwAAAN1l2bJl9fX1uKM9wGc6Ojo2b97s6OiIb7AArhMcHHzv3r24uDjSIQAAADwIQy0AAAB0FwUFhUWLFm3ZsuXjx4+kWwA4SGxs7IMHDzZs2EA6BOCbqaiozJkzJyAgoPPmqAAAANCFMNQCAABAN/rll18aGxsPHDhAOgSAU3R0dAQHB7u4uIwaNYp0C4dycXGh0Wg0Gm3fvn0URVlZWXX+8PTp06TTgKIoKiAgoLKyMiYmhnQIAAAAr8FQCwAAAN2ob9++S5Ys2bp1a2NjI+kWAI7w22+/PXnyBJfTAvdSVlZ2d3ffuHFjW1sb6RYAAACegqEWAAAAupe/v39bW9vevXtJhwCQx2QyN23a5OHhMXz4cNItnOv48ePsL3FwcCCdBv+yfv36169fHzlyhHQIAAAAT8FQCwAAAN1LTk7O19d327ZtdXV1pFsACDty5MiLFy/Wrl1LOgTghygqKnp5eQUFBeEIcgAAgC6EoRYAAAC6nZ+fH41G2759O+kQAJI+fPgQHBzs5eWlpKREugXgR/3yyy/19fUHDx4kHQIAAMA7MNQCAABAt5OVld2wYcOOHTsqKytJtwAQ03lY87p160iHAHSBAQMG+Pj4bNmyBUeQAwAAdBUMtQAAANATli5dOnToUH9/f9IhAGQ8f/58586dAQEBAwYMIN0C0DVWr17d1ta2Z88e0iEAAAA8AkMtAAAA9ARhYeEdO3YkJCRcvXqVdAsAAStXrlRQUPDx8SEdAtBl5OTkVqxYERoa+v79e9ItAAAAvABDLQAAAPSQqVOnTpkyZcWKFR0dHaRbAHpUTk7O6dOnd+/eLSoqSroFoCv5+fkJCAjs2rWLdAgAAAAvwFALAAAAPWfnzp13796NiooiHQLQc1gslq+vr5mZmY2NDekWgC4mIyOzcuXKXbt2vX37lnQLAAAA18NQCwAAAD1HVVV10aJF69evr62tJd0C0EMiIyPv3LkTFhZGOgSgW/j6+kpISGzfvp10CAAAANfDUAsAAAA9auPGjQICAqtWrSIdAtATXr16tWbNmhUrVqipqZFuAegWEhIS/v7+e/bsqaqqIt0CAADA3TDUAgAAQI/q3bt3eHh4VFRURkYG6RaAbrd06VJZWdmAgADSIQDdaMmSJfLy8iEhIaRDAAAAuBuGWgAAAOhpDg4Otra2Xl5eHz58IN0C0I1SUlLOnj0bEREhKSlJugWgG/Xq1euXX36JiIioqKgg3QIAAMDFMNQCAAAAAfv27auvr//1119JhwB0l4aGhkWLFrm7u0+aNIl0C0C3W7BgweDBgzdv3kw6BAAAgIthqAUAAAACFBQUtmzZsnPnzsLCQtItAN3C39+/tbV127ZtpEMAeoKwsPD69eujoqIePHhAugUAAIBbYagFAAAAMry8vBgMhqenZ2trK+kWgC526dKlQ4cO7dmzp2/fvqRbAHqIm5vbiBEjgoODSYcAAABwKwy1AAAAQAaNRjty5MiTJ0/WrVtHugWgK9XW1s6bN2/mzJmzZ88m3QLQcwQFBQMCAk6ePFlcXEy6BQAAgCthqAUAAABihg8fHhYWtmvXrszMTNItAF1myZIlbDb74MGDpEMAepqTk5O6unpQUBDpEAAAAK6EoRYAAABI8vDwcHR0nDdvXk1NDekWgC5w5MiRhISE6OhoOTk50i0APY1GowUGBp45c+bmzZukWwAAALgPjc1mk24AAAAAvlZXV6epqTl+/PizZ8+SbgH4IY8fPx47duySJUu2bt1KuqW7NDY2SktLGxgY9O/fn3RLl2ltbW1ra8vMzDx//ryVlRXpHK6np6cnLy+fkpJCOgQAAIDLYKgFAAAA8q5fv25qahoREeHp6Um6BeA7tbe3GxoaMpnM3NxcERER0jndpaWlxd3dnXRFF7t169bTp091dHT27dunqalJOofrpaenW1lZ5eTk6Ovrk275WnV1de/evav5t6ampsbGRoqimpubW1paKIqqr69nsVi9e/emKEpYWFhSUpKiKAkJCUlJSbn/RqPRyH4uAADAvTDUAgAAAEdYs2bN3r17c3Nz1dXVSbcAfA8/P79Dhw4VFBSMGjWKdAt8m5aWltWrV4eHh7u6uh48eFBcXJx0EdczMTEREhL68/njd+/eFRISUlFRIVjV0tLy5MmTyn+rqKiorKx8/vx5dXV1R0fHp3cTExOTlpaWkJCgKEpcXFxUVJSiKCkpKUFBwbq6OoqimExmU1MTRVHNzc0NDQ0fPnz49HNpNJqcnNzgwYOVlJSUlJTodHrnP+l0eue2CwAA8Dcw1AIAAABHaG9vt7CwePr0aUFBAQ73BK5z6tSpOXPmHDt2bN68eaRb4DslJiZ6enoOHDgwLi5OTU2NdA53y8rKMjIyunTpkqmpaXl5eUBAQGxs7J49e3x8fHqsgc1mV1ZWFv/J48ePOwfZPn36fBpShw4dKi8vLycn17dvXzk5OXl5+W9d6ltaWjqvw62urn737l11dfXz588/bcFv377tfDc6na6urq7xb8rKyoKCgl3/aQMAADfDUAsAAACc4s2bN+PHjx87dmxycrKAAG55Clzj/v37EyZMmD9//u7du0m3wA95+vTp3Llzb9++HRYWtnDhQtI53G3SpEm1tbVaWlrHjh0TFBTs6OhYtmzZrl27uvVB6+rqcnNzc3JysrOzCwsLGxoaaDQanU7X1NRUV1dXV1cfMWIEnU6Xlpbu1ow/+/jxY0VFRXl5eWlpaedeXF5e3t7eLiYmpqWlZWBgYGhoqK+vz0uHPgMAwHfDUAsAAAAcJC8vb+LEievWrfu///s/0i0AX6WxsVFXV1dWVvbKlSs8fDQt/2hvbw8ODg4KCnJ2dt6/fz++Xf37vHv3buXKlSdOnBAQEGhvb+98o7W1dWpqapc/1tu3by9cuJCVlZWdnV1WVsZisVRUVPT19fX09DQ0NMaMGSMlJdXlD/ojWlpa7t69W1JSkp+fn52dXVpaymKxRowY0TnaWlpaDh06lHQjAACQgaEWAAAAOMu+ffuWL19+7tw5a2tr0i0A/4DNZjs4OHReuzdo0CDSOdBlMjMzXV1dZWRkTp06paWlRTqHm9TU1ISGhu7evbujo+PTRNtp2LBhjx8/7pJH6ejouHHjRlpaWnp6+q1bt4SFhbW1tRkMBoPB0NfX79u3b5c8Ss9oaGj4dBVwXl7ehw8fRo8ebWVlNWXKFCMjo+ZtSkoAACAASURBVM4TcgEAgE9gqAUAAACO4+bmlpKSkp+fr6ysTLoF4O8EBQUFBQVdunTJ0NCQdAt0sTdv3ri6ul6/fn3r1q2+vr6kc7hDYmKiq6tra2vrZxNtJ2Fh4ZaWlh852ebDhw8pKSmJiYkZGRm1tbV0On3KlClWVlZmZmad9/7idq2trdevX09PT09LSysrK5OQkDAzM7O1tbW1te3Tpw/pOgAA6HYYagEAAIDjNDc3GxkZNTY25uTk4MZiwLFOnTo1d+7cHr4/EvSkjo6OoKCg4ODgadOmHT16tHfv3qSLOF1LS4uDg0N6enrnPbv+V2Vl5Xd8X39zc/P58+fj4+NTUlLa2tpMTEysra2trKxGjRr1w8mc6+nTp+np6efPn79w4QKLxbKwsHB0dLS1tZWRkSGdBgAA3QVDLQAAAHCiV69e6evrDxkyJCMjo1evXqRzAD6XlZVlaWm5ePHinTt3km6B7nXlyhUXFxdBQcHY2FgDAwPSOZyuo6PDw8PjxIkTLBbrf/9tZmamubn513+oP/744/jx4+fOnWtubp44caKjo6O9vT13nWzw4xoaGn7//ff4+PgLFy5QFDV58uS5c+fa2triVAQAAN6D+ykDAAAAJ1JQUDh//nxpaem8efPwdWXgNI8fP7a3t7ewsAgNDSXdAt3OxMTkzp07Y8aMmThxYmBg4Bf3R/hEUFDwt99+W7JkCY1G++xfCQkJlZeXf80Hef78+caNG+l0uo2NzYsXL7Zu3VpVVXXx4kVvb29+W2kpipKWlnZxcfn9999fv34dERHR3t7u7Ow8ePDglStX3rt3j3QdAAB0JVxRCwAAAJzrypUrkydPXrVqVXBwMOkWgH+pqakxMDCQlpa+cuUKbxyLCV+DzWaHh4f7+/sbGxvHxMQMGDCAdBFHY7PZ/v7+O3bs+PPrTREREV9f323btv3Vz2pvb09JSYmMjPzjjz/k5OTc3d09PT1HjhzZI8ncpKqqKioq6ujRoxUVFYaGhgsXLpw1a5aYmBjpLgAA+FG4ohYAAAA4l4mJSURExObNm48cOUK6BYCiKKqlpWX69OlMJjMlJQUrLV+h0Wi+vr7Z2dkVFRVaWlqd34QOf4VGo4WGhm7ZsuXPb2QymQ8fPvzi+zc2NoaFhQ0fPnzmzJltbW2xsbHPnz8PCQnBSvtFgwYNWr9+fXl5eUZGBp1OX7RokYKCgq+vb1VVFek0AAD4IbiiFgAAADhdQEDA5s2b4+Li7O3tSbcAX2Mymfb29jk5OVlZWaqqqqRzgIyGhgZvb+/4+PhVq1Zt2rRJUFCQdBFH27dv37Jlyz696hw5cuSDBw/+/A7Pnj0LDw+PjIxks9menp7Lly+n0+kkSrnY27dvDxw4sH///vr6eldXVz8/P/wGBQDApTDUAgAAABdYuXLl3r17z549O3XqVNItwKc6OjpcXFzOnTuXnp5uaGhIOgcIi46OXrx4sY6OzokTJwYNGkQ6h6PFxMS4u7uz2Ww2my0iItLS0tJ5fG1xcXFISEhCQkK/fv2WL1/u5eUlKytLOpaLNTc3x8TE7Ny58+HDh9bW1qtXrzYyMiIdBQAA3wZHHwAAAAAX2L59u5ub26xZs65cuUK6BfgRm81evHhxcnJySkoKVlqgKMrNze3mzZs1NTVaWlqpqamkcziaq6vriRMnBAQEaDRaW1tbVVXVvXv3Zs+ePXbs2NLS0iNHjjx58sTf3x8r7Q8SExPz8vIqKytLSkpqaGgwNjaePHnyjRs3SHcBAMA3wFALAAAAXIBGox08eHDGjBk2NjZZWVmkc4Dv/Pzzz8eOHUtISDAxMSHdApxi9OjR+fn5c+fOnTZtmq+vb1tbG+kizjV79uzk5GRhYWGKopYsWaKhoVFSUhIVFXX79m1XV1cRERHSgbxDQEBg+vTp165du379OpPJ1NPTs7S0LCgoIN0FAABfBUMtAAAAcAdBQcHo6GhTU1MbG5vCwkLSOcBH1q5dGxYWFhMTg5M34DNiYmJhYWHHjh07evQog8F4/Pgx6SLOpaWlZW5uTlHUzZs3o6OjS0pK3NzcBATwgrS7GBoaXrp0KS0trb6+fsKECTNnzrx//z7pKAAA+Af4cxEAAAC4hrCwcEJCgra29pQpU7DVQs9Yu3bttm3bjh496uTkRLoFOJSbm1tBQUF7e/u4ceNOnTpFOofjNDc3BwcHq6io3L9/PyAg4KeffpozZw4m2p4xZcqUGzduJCUllZeXa2horFix4v3796SjAADgL+FmYgAAAMBlPn78aG9vn5eXl5qaymAwSOcAz2Kz2X5+fnv27ImMjPTw8CCdA5yutbXV398/PDzc1dX14MGD4uLipIs4wrlz53x9fd++ffvzzz+vWbOmV69era2toqKipLv4DovFOn78uL+/P5PJ/L//+z8fHx8hISHSUQAA8DkMtQAAAMB92tra5syZk56enpSUZGlpSToHeFBHR4eXl9fx48dPnDjh4OBAOge4RlJSkqen54ABA+Li4saMGUM6h6Rbt275+vrm5OTMmzdv06ZNCgoKpIuAqq+vDwoK2rNnz8iRI3fv3t15GAUAAHAOfL8JAAAAcB8REZH4+PhZs2ZNmzYtKSmJdA7wmvb2dg8PjxMnTsTHx2OlhW9ia2t7+/bt3r17T5gwISwsjHQOGc3NzWvWrJkwYUJbW1tWVtbRo0ex0nIIGRmZ7du33717V1VV1cLCwtHR8d27d6SjAADgPzDUAgAAAFcSFBQ8cuSIi4uLk5NTQkIC6RzgHS0tLXZ2dklJSenp6TNmzCCdA9xHUVHxypUr/v7+fn5+bm5uTU1NpIt61LVr17S0tA4ePLhjx47c3Fx9fX3SRfA5ZWXl+Pj4lJSUvLw8FRWVQ4cOkS4CAIB/wVALAAAA3EpQUDAyMnLRokVz5szZvXs36RzgBdXV1RYWFtnZ2RkZGSYmJqRzgFsJCQkFBgZeuHAhIyNj/Pjxd+7cIV3UE+rq6ry9vU1MTEaOHFlaWurr64s7hnGyqVOnlpaWurq6Ll682Nra+unTp6SLAAAAQy0AAABwMxqNFhYWtmPHjpUrV3p7e7e3t5MuAi72+PFjQ0PDly9fZmdn6+rqks4Brmdubl5UVKSkpKSnpxcWFsbbdwf5/fffR40alZKScubMmXPnzg0ePJh0EfwzaWnpsLCwK1euVFRUqKur49JaAADiMNQCAAAA1/P19U1ISIiJibGxsWlsbCSdA1yp83u0ZWRkcnNzVVVVSecAj+jXr196enpISMiqVavs7Oxqa2tJF3W9jx8/Llq0aMaMGVZWVnfv3rWzsyNdBN/GyMjo9u3bPj4+S5YssbOzq66uJl0EAMC/aLz9dV0AAADgHzdu3Jg+ffqAAQNSU1NxMRd8k9OnT7u5uU2ePPnEiRPi4uKkc4AHXbt2be7cuQICArGxsQwGg3ROlyktLZ07d+6zZ8/2798/d+5c0jnwQ3Jzc11cXD58+HD06FFra2vSOQAA/AhX1AIAAACP0NXVzcnJaWlpYTAYfHIiJPw4NpsdHBzs6Ojo7e195swZrLTQTYyNje/cuaOpqWliYhIYGMhisUgX/Sg2mx0WFjZ+/Hh5efnOuZZ0EfwofX3927dvW1pa2tjYeHt7f/z4kXQRAADfwRW1AAAAwFNqamocHBxu3LgRERHh6upKOgc4WkNDg5ub2/nz53ft2uXj40M6B3gfm80ODw/39/c3MjKKiYlRUFAgXfSdampq5s6de+XKlaCgoJ9//hk3DeMx0dHRy5YtU1ZWPnPmjJKSEukcAAA+gj9QAQAAgKfIycllZmYuX7583rx53t7ebW1tpIuAQz148EBfXz8nJyc9PR0rLfQMGo3m6+ubnZ399OlTLS2tP/74g3TR97h165a2tvb9+/ezs7P9/f2x0vIeNze3wsLC9vZ2bW3tCxcukM4BAOAj+DMVAAAAeI2goODWrVsTExPj4uIYDMazZ89IFwHHSU5OnjBhQu/eve/cuWNmZkY6B/iLtrZ2YWGhubm5lZWVr68vk8kkXfQNjh8/bmRkNHTo0Pz8fG1tbdI50F2UlZU7T36fMmXKmjVreOCwDgAAroChFgAAAHjTjBkzsrOzGxoadHV1r1+/TjoHOAWTyVy5cqWtra2bm9vly5cHDhxIugj4kbS09MmTJ48dO3b48GEjI6PKykrSRf+stbXV19fXzc1twYIFmZmZ/fv3J10E3atXr15Hjx49ePDgrl27ZsyYUVdXR7oIAID34YxaAAAA4GUNDQ3z5s07d+7cunXrNmzYICQkRLoISCovL3d2di4tLY2IiHBxcSGdA0Ddu3fPycnp5cuXx44ds7GxIZ3zl2pqamxtbYuKiqKiombOnEk6B3rU9evXHR0de/funZqaSqfTSecAAPAyXFELAAAAvExaWjoxMfHo0aM7duxgMBjl5eWki4CY6OjosWPHfvz4MS8vDystcAhVVdUbN244OztPnz7d19eXM4/VLi8vNzAweP78eW5uLlZaPmRkZFRQUCAqKqqvr5+fn086BwCAl2GoBQAAAN7n5uZ28+ZNJpM5bty4Q4cOkc6BnlZfX+/s7Ozu7j5//vyCggJ1dXXSRQD/ISYmFhYWFh8fHx0dbWBgwGlfT8rLy2MwGGJiYllZWWpqaqRzgIxBgwZdv35dR0dn4sSJcXFxpHMAAHgWhloAAADgC6qqqrm5uQsWLFi0aNHs2bNx1h7/uHz58pgxY65evZqRkREWFiYqKkq6COALHBwcbty4wWKxxo0bFxsbSzrnX86cOWNmZjZu3Ljr168PHjyYdA6QJCkpmZSU5OnpOWfOnMDAQNI5AAC8CUMtAAAA8AtRUdGdO3dmZGRkZWWpqqomJCSQLoLu1dDQ4Ovra2FhoaOjU1RUZG5uTroI4O+MHDkyNzfXw8PD2dnZzc3tw4cPZHvCwsJmzZq1cOHClJQUKSkpsjHACQQFBffu3RsSEhIUFLRy5Urc8AYAoMvhZmIAAADAd+rq6lavXh0ZGTl16tQDBw7gMjGelJqaunjx4qampq1bt3p5eZHOAfgGycnJ8+fP79+/f1xcHKmTOjZv3rx+/fpt27b9/PPPRAKAk506dcrNzc3d3f3gwYMCArj8CwCgy+C3VAAAAOA7srKyERERV65cefTo0ZgxY8LCwlgsFuko6DJv3rxxc3OzsbHR09N78OABVlrgOjNmzLhz546cnJyurm5YWFjPBwQGBq5fv3737t1YaeGLZs+enZiYGBMT4+zszGQySecAAPAODLUAAADAp4yNjW/durVw4cKff/7ZzMzs/v37pIvgR7FYrMOHD6uqqmZlZaWnp8fHx/ft25d0FMD3GDJkyOXLl/39/f38/BwcHHrsWG02m+3n5xccHHzkyJHly5f3zIMCN5o6dWpaWlpqaqq9vX1LSwvpHAAAHoGhFgAAAPiXuLh4aGhoXl5efX29hoaGn58fbjLGvbKzs3V1dRctWuTu7l5SUjJ58mTSRQA/REhIKDAwMCMjIycnZ+zYsXl5ed39iCwWy8vLa+/evSdPnvTw8OjuhwNuZ2Jicv78+evXr9va2jY3N5POAQDgBRhqAQAAgN+NHz++sLDw8OHDJ0+eHD58eFhYWHt7O+ko+AZVVVVubm5GRkZSUlK3bt3auXOnhIQE6SiArmFmZnbnzh0VFRUTE5OwsLDuu8UIm8328fGJiYk5c+aMo6NjNz0K8BhDQ8PMzMybN286ODi0tbWRzgEA4HoYagEAAAAoAQEBNze38vLyZcuWrV69Wl1dPS0tjXQU/LOPHz+GhISMGjUqNzc3Li7u0qVLGhoapKMAuli/fv3S0tJCQkJWrVpla2tbW1vbHY+yZs2ayMjImJiYadOmdcfHB16lra2dmZmZk5Mze/ZsfJkTAOAHYagFAAAA+BdJScnAwMDi4mJlZWVra+sZM2YUFRWRjoIvYzKZhw8fHjVq1ObNmzds2FBaWjpr1izSUQDdhUaj+fr6Xr9+vaSkREtLKysrq2s/fkBAwPbt26Ojo/E8gu8wduzY1NTUCxcuzJ8/HzfnBAD4ERhqAQAAAP7LyJEjz50798cff7x48WLs2LGOjo5lZWWko+A/Ojo6oqOjVVVVfXx8bGxsHj586O/vLyoqSroLoNvp6urevn1bV1fX1NQ0MDDwfxexgoKCnTt3fuuH3b17d1BQ0IEDB+bOndtFpcB3DAwMkpKSEhISFi5c2H0HdAAA8DwMtQAAAABfMGnSpMLCwgsXLpSXl6urqzs6Oj58+JB0FL9jsVgJCQlqamoeHh7jxo0rKyvbv39///79SXcB9BwZGZn4+Pjt27dv3brV0tLy1atXn/5VQ0PDzJkz16xZU1JS8vUf8NChQ35+fmFhYV5eXt3QC3zEwsIiNjY2Ojr6l19+Id0CAMCtMNQCAAAA/CULC4uCgoITJ06UlJSoqanNnz///v37pKP4UXt7+6lTpzQ1NWfPnq2jo3P//v34+Pjhw4eT7gIgoPMYhJycnGfPnmlqaqanp3e+feHCha9evWKxWHPmzPnK2zqlpaX5+PgEBgYuW7asO5OBX9ja2h45ciQkJCQiIoJ0CwAAVxIMDAwk3QAAAADAuWg02pgxYxYvXkyn00+cOBEcHFxQUDBo0CAlJSXSaXyhqanpwIEDzs7Ox44dMzExiYuL8/b2lpOTI90FQJiCgoKHh8e9e/fWrl1bW1v79OnT0NDQjo4ONptdW1vLYrHMzMz+/iOUlpZOnTrV1tY2LCyMRqP1TDbwPE1NTYqiVq9ePXbsWBUVFdI5AABchobjYwAAAAC+EovFSk1NDQ8Pz8zMHDt27IoVK+bOnSskJES6ize9efPmwIEDe/bsaW1tdXZ29vPzw2t+gP8VGRm5bNkyFovFZDI/vVFAQCAnJ0dXV/evftbLly/19PSGDRv2xx9/4Ihn6FpsNtvDw+Ps2bPXrl3T0tIinQMAwE0w1AIAAAB8sxs3bmzfvj0xMXHIkCE+Pj7z5s3r27cv6SjekZubGxERERsb26dPn2XLli1atKhPnz6kowA4VEtLi4aGRkVFRXt7+6c3CgoKKikplZSUiImJ/e9PaWxsNDY2bm1tzc7O7t27dw/GAr9gMpnW1tZlZWV5eXlDhgwhnQMAwDUw1AIAAAB8pydPnoSFhf3222/Nzc0zZsxYsGCBhYWFgADuAfCdamtrY2JiIiMj7969q6WltWzZMmdnZ1zrB/D3PDw8jh8//ueVtpOQkNDSpUt37dr12dtZLNb06dMLCwtzc3NxhAt0n7q6OgaDISoqmp2d/cUvGAAAwP/CUAsAAADwQ1paWs6dO3fo0KGLFy8OHDjQxcVl8eLFQ4cOJd3FTQoLCw8dOnT8+HFBQUFbW1s3NzcLCwvSUQBcID4+3snJ6a/+LY1Gu3TpkomJyZ/fGBgYuGXLlitXrujr63d7H/C3J0+eaGtr29jYREdHk24BAOAOGGoBAAAAusa9e/cOHz4cHR39/v17U1NTJycnOzs73Pbqb9y6dSsuLi4+Pr6yslJPT2/BggVOTk6SkpKkuwC4w6NHj8aOHfvx48e/ek0nKCiooKBQVlYmJSXV+ZaUlJQZM2bs27dv0aJFPVgK/CsjI8PKyiosLMzHx4d0CwAAF8BQCwAAANCVWltbz507d+rUqfPnz7e3t5ubmzs6Otra2uIgyE+Ki4s799ny8nI6ne7o6Oji4jJmzBjSXQBc5v379+fOnUtKSkpLS2tpaREREWlra/vsfYSEhNzd3SMjIymKqqys1NbWtrKyiomJIdELfOrXX38NDg6+ePGikZER6RYAAE6HoRYAAACgWzQ1Nf3+++/x8fHp6elsNtvS0tLGxmbKlCn8eShke3t7Tk5OWlpaUlLS/fv3FRUVZ82a5ejoOGHCBNJpAFyvpaUlKyur80tEb9++/WyxpdFoKSkppqamDAaDxWLl5OSIi4sTrAV+w2azZ86cmZubW1hYOHDgQNI5AAAcDUMtAAAAQPeqr69PTk4+e/bsxYsXm5qaRo0aZWVlZWVlZWRk1KtXL9J13evFixfp6enp6emZmZn19fXKyso2NjazZs3S19en0Wik6wB4DYvFys/PT05OPn36dHl5ubCwcEdHB5vN7tu3r5mZWUZGRkFBAX9+rQjIqqur09HRGTJkSGZmJm65CQDwNzDUAgAAAPSQtra269evdw6XpaWl4uLipqamRkZGDAZDR0dHVFSUdGDXePXqVXZ2dlZW1qVLl0pKSsTFxU1MTKysrKZMmaKsrEy6DoBfPHr0KCkp6cyZMzdv3mSxWBRFpaSkTJ06lXQX8Knbt2/r6elt3LhxzZo1pFsAADgXhloAAAAAAp4/f56enp6RkZGVlfXq1StRUVFtbW0Gg8FgMAwMDOTl5UkHfgMWi3Xv3r2srKzs7Ozs7OwnT54ICgpqampOnDhxypQpxsbGPH/hMAAnKyoqYjAY/fr127dvn5WVFekc4F+hoaG//PJLVlaWrq4u6RYAAA6FoRYAAACAsJcvX3ZegpqdnX379m0Wi6WgoKCmpjZ69Ojx48erqampqalx1NZZX19fUlJSVlZ29+7dwsLCoqKipqYmCQkJLS0tQ0NDBoNhaGiIm6cBcAIWi2VhYfHmzZuCgoJevXrhyBEgiMViTZ48ubKy8tatW1JSUqRzAAA4EYZaAAAAAA7y/v37vLy84uLioqKi0tLS+/fvM5lMERERVVXVkSNH0ul0JSWlzn8qKSn1wHr77t27ysrKioqKzn9WVFTcvXv3xYsXFEX16dNHQ0NDXV1dXV1dW1tbQ0NDUFCwu3sA4Jts2bJl48aNeXl5WlpapFsAqJcvX2poaNjb2x86dIh0CwAAJ8JQCwAAAMC52tra7t27V1JSUlJS8ujRo861tK6ujqIoGo2moKCgqKgo92/y/yYnJycpKUlRlJSUlJCQkICAgIyMzKePyWQym5qaKIr68OFDW1sbi8Wq+bfq6urO//Hu3bu3b99WVlZ2vqegoOCgQYM6N2JVVdXOfXbw4MGEflUA4KvcunVLX19/8+bNK1euJN0C8C+JiYn29vaJiYm2trakWwAAOA6GWgAAAAAuU1dX9+kS1xcvXtT8SXV19fv377/jY4qIiMj9iby8fP/+/RUVFTvHWUVFRWFh4S7/RACg+7S3t+vo6MjKyl68eFFAQIB0DsB/zJ8/Pz09vaysTFZWlnQLAABnwVALAAAAwFM6Ojpqa2sbGxspimpqamIymSwWq76+/tM7CAsLd15vKykpKSwsLCgo2KdPHxwXCMBjOg89uHPnzqhRo0i3APyX+vr60aNHT506FQcgAAB8BkMtAAAAAAAAT3n48KGWllZAQMDq1atJtwB8QXx8/OzZszMyMszNzUm3AABwEAy1AAAAAAAAvIPNZltYWNTU1Ny8eROHlgDHsrW1LSsrKyoqEhMTI90CAMApcFYRAAAAAAAA74iIiLh27dqRI0ew0gIn279//7t374KCgkiHAABwEFxRCwAAAAAAwCOqq6tHjBixcOHCbdu2kW4B+Af79+9fsWJFUVGRqqoq6RYAAI6AoRYAAAAAAIBHLF68ODEx8eHDh9LS0qRbAP4Bi8WaMGFC7969MzIySLcAAHAEHH0AAAAAAADAC8rKyg4fPhwSEoKVFriCgIBAWFjYxYsXz58/T7oFAIAj4IpaAAAAAAAAXjB58uTq6uqbN28KCOCKHOAaDg4ORUVFd+/eFRERId0CAEAY/vwGAAAAAADgeklJSRkZGWFhYVhpgbuEhoa+ePFi//79pEMAAMjDFbUAAAAAAADcra2tTU1NTUdH5+TJk6RbAL7ZunXrDhw48OjRIzk5OdItAAAk4WutAAAAAAAA3O3o0aPPnz/funUr6RCA77F27VphYeFt27aRDgEAIAxDLQAAAAAAABdrbW3dvHnzwoULFRUVSbcAfA9JSUl/f/99+/a9efOGdAsAAEk4+gAAAAAAAICLhYWFrVmzpry8fNCgQaRbAL5TS0uLsrKyo6Pjzp07SbcAfI+GhobKysqnT5++fPmyurq6pqbmw4cPbW1tHz58oChKSEhISkpKWFhYTk5OTk5OXl5eSUlJSUlJQUGBRqORbgcOgqEWAAAAAACAWzU3NysrK8+ePXvHjh2kWwB+yJ49e/z9/R89ejR48GDSLQD/7NmzZ1lZWbdv3y4qKiouLv50PXjv3r3l5eXl5OQkJSVFRUXFxcUpimpvb29sbGQymZ0bbk1NDZPJpChKTExMTU1NU1NTU1NTT09v7NixQkJCJD8rIA1DLQAAAAAAALcKDQ3duHHj48eP+/fvT7oF4Ie0tbWpqKhYW1vv27ePdAvAl7179+7ChQtpaWlXrlypqqoSFhZWV1dXV1fX0NBQUVGh0+l0Ol1MTOwfP05HR0dVVVVlZWV5eXlJSUlJScnt27dra2vFxcX19PQmT548ZcoUDQ2NHviMgNNgqAUAAAAAAOBKHz9+VFJS8vT03LJlC+kWgC5w6NChZcuWlZeXDxkyhHQLwH80NDScPn06Ojr6+vXrQkJCRkZG5ubmDAZDR0fna2bZr8Fms+/fv5+Tk3PlypULFy68fftWUVHRwcHB0dFxwoQJOB6Bf2CoBQAAAAAA4Er79u1btWrV06dP+/btS7oFoAswmczhw4c7OTmFhoaSbgGgOjo6Lly4EBMTk5SUxGazp02bNmfOHEtLS0lJyW59XBaLVVhY+Pvvv8fHxz98+FBZWdnT09Pd3X3AgAHd+rjACTDUAgAAAAAAcB8Wi6WiomJpabl//37SLQBdJiQkZNOmTc+fP5eRkSHdAvyrqanpwIEDu3btev36NYPBcHV1dXR0lJWV7fmSO3fuREVFxcTENDU1OTk5rV27dvTo0T2fAT0GQy0AAAAAAAD3OXv2rIODQ1lZ2ahRo0i3AHSZhoYGRUXFDRs2rFy5knQLlbH+/AAAIABJREFU8KP379+Hh4eHh4czmcxFixZ5e3sPHz6cdBTV0tISHx+/bdu2e/fu2dnZ/fLLL+PGjSMdBd0CQy0AAAAAAAD3YTAY/fr1S0xMJB0C0MX8/PwSEhKePHkiLCxMugX4SE1NTWho6P79+4WFhZcvX75s2bI+ffqQjvovLBYrOTl506ZNhYWFVlZWAQEBurq6pKOgiwmQDgAAAAAAAIBvc/PmzZycHFxyCDzJz8/vzZs38fHxpEOAX7DZ7CNHjowaNerYsWMbNmyorKwMCAjgtJWWoigBAQE7O7uCgoK0tLTGxkZ9fX1PT8/q6mrSXdCVcEUtAAAAAAAAl3FycqqsrLxx4wbpEIBuMXfu3EePHt28eZN0CPC+oqKiJUuW5OfnL1myJCgoSFpamnTR1zp37tzSpUsbGxsDAgKWLl0qKChIugi6AK6oBQAAAAAA4CbV1dXJyck+Pj6kQwC6y5IlSwoKCm7dukU6BHhZY2PjihUrtLW1KYoqKCgICwvjopWWoqhp06aVlpZ6eHj8/PPPDAbjzp07pIugC+CKWgAAAACu1Nra+vTp06qqqpqamurq6pr/xmQy6+vrWSxWe3t7Y2MjRVEfP35sbW2VlpYWFBQUFBTsfCkiJibWq1cvSUlJOTk5OTm5vn37yv2bvLy8kpLSgAEDSH+iAPC50NDQTZs2vXz5UlxcnHQLQHdRU1ObOHHi/v37SYcAb7pz546Tk1NtbW1ISIiHhweNRiNd9P1KSko6LwoODQ1dtmwZV38ugKEWAAAAgNO9f/++uLi4vLy8srKysrKyoqKisrLy5cuXn/4i16dPH3l5ebk/ERYW7t27N0VRQkJCUlJSFEX16tVLTEysrq6OzWZ3dHQ0NDRQFNXS0tLc3NzU1NS59n4afD9+/Nj5kXv16kWn05WUlJSUlDr/h6qqqoqKCm7wAkDQ6NGjzc3N9+zZQzoEoBvt3Lnz119/raqqkpCQIN0CvCY6Onrx4sU6OjonT54cOHAg6ZwuwGazw8PDV61aZWVlFRUVxYEH7MJXwlALAAAAwFna29sfPHhQUlJSVFRUXFxcUlLy/PlziqLExcXpdPqn2bTTkCFD5OXlBQS6+Dyr5ubmN2/eVP5bRUVF5zpcVVXFYrFERERGjx6trq6uoaGhqamprq6OC28BeszVq1dNTExu376tpaVFugWgG9XU1AwaNOjgwYPu7u6kW4B3NDY2ent7nzp1yt/ff9OmTTx2ruu1a9fmzp0rKCgYGxtrYGBAOge+B4ZaAAAAAPIaGhry8/OzsrKys7Ozs7Obm5uFhIQUFRVHjx49fvz48ePHq6mp0el04t/LxmQyHz58WFZWdvfu3cLCwrKysidPnlAUNWDAAG1tbUNDQwaDoaOjIyoqSrYTgIe5uLg8evQItxEDfuDk5PTixYvs7GzSIcAjHj16ZG1t3dTUdPz4cXNzc9I53eLdu3eurq6XL1/et2/fggULSOfAN8NQCwAAAEBGVVVVRkZGVlZWTk7O/fv3KYpSVVVlMBgGBgZjx45VVVUVEREh3fjPqquri4uL8/Pzs7Ozc3Nza2pqJCQkJkyYYGhoaGxsbGRkhNEWoAvV1dUpKCiEh4cvXLiQdAtAt8vMzLS0tCwrK1NVVSXdAlyvsLDQ2tpaSUkpOTmZt78TiMViBQYGBgcH//rrr+vXryedA98GQy0AAABAz2EymVlZWenp6enp6cXFxWJiYjo6OoaGhgYGBvr6+tx+oBibzb5//37nRcE5OTkPHz6UkJAwNTW1srKaMmXKsGHDSAcCcL2oqKjFixe/efNGRkaGdAtAt2OxWIqKigsWLAgMDCTdAtztypUrM2bM0NbWTkpK6jy7n+dFRUV5eXl5e3uHh4d3+RlZ0H0w1AIAAAB0u7dv3yYlJaWlpV28eLGxsVFFRcXKysrKysrY2LhXr16k67rL8+fP09PTOz/rhoaGkSNHWllZTZ061dTUVEhIiHQdAFeysrISFRVNSkoiHQLQQ1asWJGent75fScA3ycpKWnOnDnW1tYnT57kq2/06fzEraysTp48ycN/4eQxGGoBAAAAuktNTc3Zs2fj4uKuXLkiKipqZmbWuc/S6XTSaT2KyWRmZ2enpaV1Xkfct2/fmTNnOjo6Ghsb89hNPAC61fv37wcMGBAVFTV37lzSLQA9JDc318DAoKioSENDg3QLcKWYmBh3d3cfH5/du3fz4YWlly5dsrOzYzAYycnJwsLCpHPgn2GoBQAAAOhidXV1v//+e0JCwoULFwQEBCwsLGbNmmVvby8pKUk6jbynT58mJSUlJCRkZ2fLyclZW1vPmjXL2toaiy3APzp8+PCyZcvevHkjLS1NugWgh7DZbDqd7uzsvGnTJtItwH1SU1Pt7Ox++umnkJAQ0i3E3Lx509zcfNq0aTExMXw4VXMdDLUAAAAAXaawsPDQoUPHjx/v6OiwtLScNWuWra0tJpUvqqysTE5O7lxsBw0a5OLisnjx4qFDh5LuAuBckyZNkpaWPn36NOkQgB71888/JyYmPn78mHQIcJkbN26Ym5vb29v/9ttvNBqNdA5Jly9ftrKy8vT03LdvH+kW+AcYagEAAAB+1OvXr3/77bfDhw+Xl5fr6ektXLjQwcEB++xXunv3blRUVHR0dG1trbW19cKFC3GBLcD/qq6uVlBQOH78uJOTE+kWgB6Vn5+vq6tbWFg4btw40i3ANcrKyoyMjBgMxtmzZ3EyPkVRSUlJDg4OmzZtWr16NekW+Du45hkAAADgO7HZ7IyMjJkzZyoqKoaEhFhbW5eUlOTm5s6fPx8r7ddTU1Pbvn37ixcvTp482dzcbGtrO3To0A0bNlRVVZFOA+Ag6enpAgIC1tbWpEMAepqOjs7gwYNTUlJIhwDXqKqqmjx5spqaWlxcHFbaTra2trt37167dm10dDTpFvg7uKIWAAAA4Ju1tbXFxsbu3LmzuLjY2Ni48xJa3E63Szx58uTIkSNRUVE1NTWzZ8/28/PT1NQkHQVAnrOz85s3bzIzM0mHABCwYMGCsrKynJwc0iHABdrb283MzKqrq3NycmRlZUnncJY1a9aEh4fn5eXh7nwcC1fUAgAAAHyDhoaGsLAwZWXlhQsXqqio5OXlXb161cXFBSttVxk2bNimTZsqKysjIyNv376tpaVlaGh47tw5XF4A/IzFYmVmZlpZWZEOASDDysoqPz+/pqaGdAhwgf/7v/+7efNmbGwsVtr/tXnzZgMDAwcHh4aGBtIt8GUYagEAAAC+SlVV1YoVKwYNGhQQEDB79uzHjx/Hx8fr6uqS7uJNIiIibm5uRUVF6enpYmJi06dP19TUjI6O7ujoIJ0GQMDNmzffvn2LoRb4lqWlpYCAAK4oh3906dKlbdu27d27F9+O80UCAgInTpxobGz08vIi3QJfhqEWAAAA4B+8efNmxYoVysrKZ8+e3bhx47Nnz7Zt2zZkyBDSXbyPRqNNnjw5IyOj89JaT09PNTW12NhYFotFOg2gR6WlpQ0ePHj06NGkQwDIkJaW1tPTS09PJx0CHO3NmzfOzs4ODg6enp6kWzhX//79T5w4kZCQcOTIEdIt8AUYagEAAAD+Uk1NTWBg4MiRI2NjYwMDAx8+fOjn54cbhfU8LS2t6OjoR48eTZw40c3NTV1dPTo6GnMt8I+0tDTcRgz4nJWVVXp6Oo7Bgb/h4uIiIyNz+PBh0iGczszMbPXq1cuXL3/06BHpFvgchloAAACAL6irq9uwYQOdTj9w4EBAQEBlZeXq1atxEC1ZSkpKERERxcXFY8aM8fDw0NHRwU3AgR/U19cXFhZOmjSJdAgASZMmTXr9+vXdu3dJhwCHOnny5KVLl6KjoyUlJUm3cIFff/1VWVl56dKlpEPgcxhqAQAAAP4Li8WKjo5WUVHZv3+/n5/fo0eP/Pz8xMTESHfBv6iqqsbFxRUXFw8fPnz69OlmZmZFRUWkowC6UV5eXkdHB4PBIB0CQJKWlpa0tHR2djbpEOBEDQ0Nq1at8vLymjBhAukW7iAkJLR///6MjIzTp0+TboH/gqEWAAAA4D8uXryopaW1cOFCV1fXJ0+eBAYG4qADzqSmphYfH5+dnf3hw4fx48cvWrTo3bt3pKMAukV2draysvKAAQNIhwCQJCgoOGHCBAy18EUbNmxobW0NCgoiHcJNGAyGu7v78uXLGxoaSLfAf2CoBQAAAKAoiiovL3d0dLSwsOjfv/+tW7e2b98uIyNDOgr+gb6+fl5eXmxsbFpa2rBhwwIDA1tbW0lHAXSx7OxsXE4LQFEUg8HAUAv/q6SkZP/+/aGhofLy8qRbuExoaCiTycTAzVEw1AIAAAC/a25uXrNmjZqaWllZ2R9//JGRkaGmpkY6Cr4WjUabNWvW3bt3fX19Q0JCNDQ0MjMzSUcBdJmOjo78/HwMtQAURRkaGj558uTly5ekQ4CzLFmyRFdX193dnXQI95GTk9u0aVNYWNiDBw9It8C/YKgFAAAAvnbp0iUNDY2DBw/u2LHjzp07uF0Pl5KUlAwODr53756amtqkSZM8PDxqa2tJRwF0gaKioqamJgy1ABRF6enpCQkJ5eTkkA4BDnL58uWsrKzQ0FAajUa6hSstWLBAWVl5y5YtpEPgXzDUAgAAAJ+qr6/39fW1tLRUUVEpKSlZunSpkJAQ6Sj4IUpKSmfPnk1OTs7MzBw9enR0dDTpIoAflZub27t371GjRpEOASBPUlJSQ0MDQy382aZNm8zNzfX19UmHcCsBAYE1a9acPHmyoqKCdAtQFIZaAAAA4E/nzp0bM2ZMXFxcVFRUSkrKkCFDSBdBl5k2bVppaamTk5OHh8fUqVOfPXtGugjg+92+fXvs2LECAnjhBkBRFDVu3Lg7d+6QrgBOkZ+ff/HixXXr1pEO4W7Ozs5Dhw4NDQ0lHQIURVE0NptNugEAAACg59TU1Hh7e589e9bDw2P79u29e/cmXQTd5erVq15eXq9fv961a9f8+fNJ5wB8jwkTJjAYjF27dpEOAeAI4eHhv/76a3V1NemQz7W3t5NO6C6c/P1G06dPf/v2bV5eHukQrhcREeHr6/v48eNBgwaRbvmyjo4OXh0wBQQE/vzlWAy1AAAAwEcyMzPd3d0FBASioqLMzc1J50C3a2lp2bBhw86dO+3t7SMiIvr06UO6COAbsFgsaWnp8PBwfKUBoNPly5fNzMyqqqoGDhxIuuU/ysvLR4wYQbqiuxQWFo4bN450xRcUFxdraWn9/vvvNjY2pFu4Xmtr6/Dhw52cnHbs2EG65cs0NTWLi4tJV3SLX375ZdOmTZ9+yLlfGAEAAADoQkwmc9OmTUFBQXZ2docOHcJgxyd69eoVGhpqbW3t5uampqYWFRU1ZcoU0lEAX+vRo0cfPnzQ0NAgHQLAKTQ1NSmKKikp4aihttP27dvpdDrpiq70+vVrHx8f0hV/KTIyctSoUVOnTiUdwgtERUWXLVu2bdu2zZs3i4qKks75spkzZ86dO5d0RRfz8/P77C0YagEAAID33bt3z9nZuby8/MCBA15eXqRzoKeZmpqWlpYuXrzY2tq683UIx74IAfiz4uJiQUHB0aNHkw4B4BR9+vQZOHBgcXHx5MmTSbd8ztTUlDOvPP1u5eXlpBP+EpPJPHXqlJ+fH41GI93CI1xdXdetW3f+/Hk7OzvSLV+moqJib29PuqKLbdy48bO34Ex6AAAA4HGRkZHjx48XFRW9ffs2Vlq+JSMjc/LkycjIyKNHjxoYGDx58oR0EcA/KykpGTFihLi4OOkQAA6ioaFRUlJCugIIS01Nra2tdXFxIR3COwYOHGhqahoTE0M6hN9hqAUAAACe1dLSsmDBAm9v759++un69evDhw8nXQSEeXp63rp1i81ma2trnz9/nnQOwD+4d+8eLqcF+IyamlpZWRnpCiAsJibG1NR0yJAhpEN4iqura2pqKgferI+vYKgFAAAA3vTixQsTE5P4+PjTp09v2rSJk+9ZDD1pxIgROTk59vb2NjY2a9asYbFYpIsA/lJFRcWwYcNIVwBwFjqdXllZSboCSKqtrU1NTXV1dSUdwmtmzpwpIiISHx9POoSvYagFAAAAHnT16lVtbe36+vobN27w3mlW8IN69ep1+PDhgwcP7tq1a9q0ae/fvyddBPBllZWVSkpKpCsAOAudTq+pqamvrycdAsScOXNGUFAQf8HrchISEnZ2didPniQdwtcw1AIAAABPYbPZISEh5ubmJiYmN2/eVFVVJV0EHMrLy+vy5ct37tyZMGECjjsEDtTY2FhTU4OhFuAznU+Kp0+fkg4BYlJTUy0sLKSkpEiH8KAZM2bk5eXV1NSQDuFfGGoBAACAd7S1tXl4eKxfv37btm2nTp2SlJQkXQQczcDAoLCwUEFBgcFgpKenk84B+C8VFRUURdHpdNIhAJyFTqfTaLTOJwjwoba2tkuXLllZWZEO4U2WlpYCAgKZmZmkQ/gXhloAAADgEY2NjTNmzDhz5kxiYqKfnx/pHOAOAwYMyMzMtLOzs7Gx2b9/P+kcgP/oPIVz6NChpEMAOIuYmFi/fv0w1PKt3NzcxsbGyZMnkw7hTdLS0vr6+hcuXCAdwr9wVw0AAADgBVVVVVOnTn379u3Vq1fHjRtHOge4iYiIyLFjx0aPHr106dIHDx7s2rVLQABXMwB5lZWV/fr1k5CQIB0CwHGGDRuGoZZvZWVlDRo0CN9t0H2MjY1xPzGC8HdQAAAA4HpFRUW6urosFisvLw8rLXwHGo22evXq2NjYQ4cOOTo6Njc3ky4CoF69ejVw4EDSFQCcaODAga9fvyZdAWTk5OQYGRmRruBlDAbj0aNHb9++JR3CpzDUAgAAAHc7f/48g8FQV1fPzs5WVFQknQNczMnJ6fz58xcvXpw0aVJdXR3pHOB31dXVffv2JV0BwInk5eWrq6tJVwAZ+fn5enp6pCt4Wecv740bN0iH8CkMtQAAAMDFTp8+bWdn5+TkdO7cOdz8F36cqalpdnZ2ZWWlmZnZu3fvSOcAX6upqZGXlyddAcCJ5OXlcVd6/vTixYvq6motLS3SIbxMVlZ26NChxcXFpEP4FIZaAAAA4FYnT56cM2eOp6dnZGSkkBBO3oeuMXr06KysrMbGRmNj46qqKtI5wL+qq6vl5ORIVwBwIjk5OVxRy58618MxY8aQDuFx6urqJSUlpCv4FIZaAAAA4EoRERGurq4rV67cv38/bv0EXWvo0KHXr18XEhIyNDR8/Pgx6RzgUzU1NRhqAb5ITk4OV9Typ7KyskGDBuH3xu6mpqZWVlZGuoJP4VUNAAAAcJ+9e/cuXrx41apVW7duJd0CvGnAgAEXL16UlZU1MjK6e/cu6RzgR7x69MGxY8doNNrp06c/vaWlpcXf33/YsGFCQkI0Gq2pqYlgHnAFeXn5lpaWDx8+kA7pUVlZWZaWljIyMlJSUhMnTrxw4QLpIgIqKiqGDRtGuuKfFRQU0Gi0wMBA0iHfafjw4RUVFaQrehqHPMUw1AIAAACX2bJly/Lly3fs2IGVFrpVv379Ll26pKioaG5ufv/+fdI5wHdqa2v79OlDuqInbNmyJTQ0tKKioqOjg3QLSVlZWTQaLTg4mHQIF+i8oJKvLqr9448/TExMMjMzGxoampqarl27NmXKlISEBNJdPa2yspJOp5Ou+C9f88zlumc3nU5vamriqwNGOOcphqEWAAAAuElYWNi6dev27Nnz008/kW4B3te7d++MjIxhw4ZZWFg8efKEdA7wESaTyWQyJSQkSIf0hOTkZBkZmbKyso6ODjabLSkpSboIOJ24uDhFUc3NzaRDekhbW5u3t3dHR4efn9+7d+/ev38fFBTEZrOXLFnCb1egP3v2TFFRkXTFP9PW1maz2dx7Re3QoUMpinr69CnpkB7CUU8xDLUAAADANY4dO/bTTz9t2bLFx8eHdAvwCykpqbS0NAUFBVNTU/55xQLEtba2UhQlIiJCOqQnvHjxQkVFRVVVFQeOw1cSFRWl/v006Va+vr5r1qwpKirq7gf6e5mZmU+fPjU2Nt6xY4e8vLysrOz69evt7e2rq6uTk5PJtnUJY2Pj8PDw169f/+N7vnv3rl+/fj2QxOc6f5F74Ira1NTU2bNnJycn98DT+W9w1FMMfxACAAAAdzh9+vSCBQsCAgJWr15NugX4i4yMTFpampSUlKWl5de8jAT4cW1tbRQHDLVsNvvYsWPGxsaysrJSUlI6OjqRkZHt7e0URR0+fPizo2Y/vTEpKenTW+rq6pYuXaqgoCAmJqatrZ2SkvLn91+xYgWNRqupqcnPz6fRaDQabdGiRX8Vc+3aNWdnZ2VlZVFR0b59+06bNi07O/vP7/D+/fslS5YMGDDg02P973m4//g+6enpNBpt9+7dV69enThxopSUlLa2ducvxdGjRw0MDKSkpMTExDQ1Nfft28dms7/p0f/mUwgODjYyMqIoasOGDbR/+/T/wt8/NMFfLlI6nxo9sOxUVlaGhIRoaWmNGDEiODiY1O0lr127RlGUs7Pzn9/o4uJCUdTVq1eJJHWtnJwcX1/fQYMGmZiYREVF1dXVffHd2Gz2+/fvu/ZOYl/zH/nfPAf/6pn75zNqv/vZ/em3o8uXLxsYGEhISAwZMuTTwV979uxRUVHp1avXqFGjuvw79KWlpUVERHpgqG1ubo6Li7Ozs5OXl58/f/6lS5eInIHDWU8xNgAAAADHS0xMFBISWrFiBekQ4F9v3rwZNWqUurp6TU0N6Rbgfa9evep86UiwgcViOTk5/e9LyIyMDDabHRkZSVFUQkLCn39K5xsTExM7f9jc3Kyl9f/s3Xk8len/P/D7LPasRyXKEqWsiWQJEaFFi9BUpCbtuyatk0bRRjXTzAjVRE2RJhGnQmSrxMiaytpGobJkPcvvj/v78TNIp5xzrnOO9/OPeYzjcl+v+xzXyXnf131dk3r+LIFAwI+J/+CWLVt6HXzNmjX9hsGfkF7IZPL9+/dZ7IvFNlQqFcMwFxcXMpmMtzEwMGAwGL0+wOO8vLxYP/LAp+Dn59f3u/irMHDXaJ8uVN68eYNhWEZGBqc7cnJy6vkEYhg2fvz4I0eOvH37tmezFy9eYBiWm5vLoRjOzs4YhmVmZvZ8sKysDMMwa2trDnXK5Px5dSORSPiTTCKRSCQSmUx2dHS8ePFiS0tLz2bNzc0YhlGpVHb1y8ov+cBj8Esj9/HjxxiGHThwYIA2Xx3d+NuRm5tb99sRLigoaOfOnT0fIRKJeXl57HpacCNHjvztt9/Ye8y+epaY8Qsw0tLSq1evTk9PZzAYPVvq6ent2bOHQzFQDTFmf+cFM2oBAAAAwOsSExPd3NxWr14dFBSEOgsYukaMGHH79u3GxsZZs2YNta3GAffxwtIH58+fj4yMpFAowcHBL1++bGlpefz48apVq4SEhFg8wm+//fbkyRNNTc2kpKTm5uaKiop169ZFRkZ2Nzh16hSTyZSWlp46dSr+ATU4OLjfQxEIBDs7u7i4uFevXnV2dr579y4qKkpERKTn5DK8r+Tk5Obm5srKyo0bN/bsi8U2uGvXrnl4eDx79oxGo/3777+XLl26fPmyrq5uQkJCQ0NDS0vL/fv39fX1Q0NDHzx4wOKRBz6Fffv2paenYxiGL4yIwzDsq13zwtPFfVxb+qAnfC75ixcv9u3bp6SkNHXq1NOnT3Nnt6WmpiYMw3rtLoh/2djYyIUAXEOn0+l0Oo1Gu3v37ooVK+Tk5BYtWhQXF9fV1YX9b1ViUVFRdnXHyi/5wGPwSyO3p0GO7sjIyI0bN1ZVVbW0tERHRwsJCR08ePDPP/8MCwt7//59Q0ODt7c3g8E4efIku54WnKioaHt7O3uPOTD8VpLGxsYLFy5YWFgoKSlt2bIlLy+PC13z1hDjaGEYAAAAAGCQCgoKpKSkli5dim8yAwBaz58/l5eXd3JyotFoqLMAQfb8+XMMw/7991+EGfB7dfH5s32xMqN26tSpBAKhqKioZ5sZM2b0+sGehdoB5OTkuLi4KCoq9pxcNnr0aPy7xsbGffuys7Pr2RcrbfApbCYmJj0nc1lbW5NIpF6TKIuLizEM8/HxYfHIXz2FvqUcVrpG+3ShgldVEhISON1Rzxm1vfSc+3ns2DGMkzNPbW1tMQx7+vRpzwcbGhowDJs8eTKHOmWimFHbF/4LLCkp6e7ufuXKFazPtMfBYOWX/KtjsN+R23NG7ZfafPXI+NuRg4NDzwb43M/AwMDuR2g0mrS0NL59GRuNHz/+0KFD7D1mXwMv2oBfrdTQ0Dhw4MCECRM4N6MW1RBjwoxaAAAAAPCXmpqaOXPmTJo06dy5c7DJDOAF48aNS0hISEpKgh3tAEfh08dYn7vKCaWlpbKysvjH1+9TVlampKSkra3d80EHB4cBfqS+vp7Qg7y8PP54VlaWmZnZtWvX3r59i09sxOEz7DAMKy8v79uXvb19zy9ZaYOztbXtXkQSw7Di4mI6nT5mzBgymUwikYhEIpFIxI/z8uVLFo/81VPo18Bd88jTxX14+WbWrFkEDsvIyPhShu65n1QqFb8PPTAwcOBX87tJS0tjGPbhw4eeD378+LH7WxxlaGjI6eeZwWB8qXf8F7i5uTkiIuKHH37AMOzu3bvsOjVWfsm/Ovy/G4tHtrKy6vlTKioqGIZZWlp2P0IikZSUlN69ezeYMH0RicR9+/Zx+qV3cXEZIAM+x7asrOzgwYOlpaWXL18uKSlh72ni0A6xXshfbwIAAAAAgEJra+v8+fPFxcVjYmLwmxwB4AVTpky5ePGim5vbxIkT+66wCQBb4PPLkOypwiL84lmv8gqHqlQYhh05cqSzs/PAgQPu7u5KSkoiIiIEAmHChAk9bzwn9Cit4ph97kFmpQ2GYb12K8JPs9+XA68jsHK38gr/AAAgAElEQVRkVk6hL1a67ovLTxf34cW7Xbt2TZ48maMdnTp1Kisr60vfJZFIDAZDREQEX2hiy5YtYmJinIihoaGBYVhRUZGZmVn3gwUFBd3f4qijR4+qqalxtIsffvhhgLc7ISGhrq6ukSNHLliwIDg4eOCLPd/qq7/k3zcGWcHikXst9YAH7vvgAMXu78NkMt3c3PAJvJzz8OHDgVc2I5PJdDp9ypQpb968mT9/vpaWFidioB1ivUChFgAAAAC8iE6nL1mypKKi4sGDB7KysqjjAPAfixYt8vf33759u7Ky8oIFC1DHAQIInzA4yCrAIE2YMCE9PT05ORlfrKCXESNGYBhWWVnZ88F79+71/FJDQyM7O7u4uLjnhLXbt28P0Km8vHy/pcCKioqRI0fiW6jjysvLX7x40f0PhLq6+uPHj0tKSnp+jE9MTOx5EFba9GvChAn//vvv27dvvzS1ipUjf/UU8Np3zwmwrHTNg08XF+BDY8aMGYOZ8c2KS5cu9X0Qv47CZDItLS09PT0XLlxYW1sbFxfXa8cnNrK0tDx69Ojly5dXr17dK1vPmZUcYmtry+mCOD5Vthe8Pjts2LAFCxZ4eHjY2NjU1dUFBwez8Y2RlV/yr47BfkcuK22+emS0Ojs7J0+ePPCM18HrWyjHCQsLd3Z2amhoLF26dNmyZRoaGvr6+hISEhyKgXaI9QK3EAIAAACAF23evPnu3bu3bt3i/nVsAFjh4+OzatWqZcuW4evQAcBe+G0EaAu1y5cvxzDshx9+CA0Nff369efPn3Nzc1evXn3//n0Mw/C6xqlTp1JTU9va2qqqqry9vWNiYnoewdnZmclkOjs737t3r6WlpbKycsOGDcnJyd8RRllZ+f3792fOnGlsbGxsbExISJg1a1bPGWR4X4sWLUpNTf38+XN1dfW2bdt63SLNSpt+/fjjj62trba2trdu3aqrq+vs7Kyuro6Pj3d2dsZPh5Ujf/UU8I1r0tPT8YURWeyaB58uLsC3EePy3TYEAkFISIhAIBgaGgYGBtbW1t67d8/Dw2PYsGGc7trW1lZZWTktLc3b27u+vr6xsfHQoUP//POPvLz8/PnzOd07l+GLAAgLCzs5OcXGxjY0NISHh9va2hKJRLZvIsfKL/lXx2C/I7cXNo5uruns7OT+DW34RUoFBYW1a9fm5ua+ePHC19eXC58FeGuIcXRNXAAAAACA73D27FkCgRAdHY06CAAD6erqsre3V1JSqq2tRZ0FCJq6ujoMw+7du4cwA51OX7RoUd+PkN3biy1cuLDn42Qy2d3dHeuxmVhbW9ukSZN6tiEQCG5ubti3bybWqwSMYZiBgYGOjg6FQsEbtLa26unp9eoLnwsWExPDeht8956TJ0/27J3BYHh6evb7gZpKpbJ45K+eAo1GU1JS6tmAla7RPl2oVFdXYxj28OFDTneEbyaGT5WdNGlSUFDQmzdv+jbjwqZbVCq1145bBAIhMjKScz0yubuZGIFAwDdnmz179tWrV1tbW/s2o9PpRCIxKiqKXf2y8kv+1THY78jttZnY943uft+OvL29MQwrLCzs+aC2traSkhK7nhacuLj4X3/9xd5j9oVvJoYPMTk5uc2bNz948KDfln033WIvJEOMCZuJAQAAAID3PXr0aPPmzfv27eP0qlgADBKZTL5y5YqoqOjChQvxrZ8AYBdemFGLF0RCQkJMTEwkJCSkpKSMjY3DwsKmT5+ONzh37tzKlSspFIqoqKipqWlSUlKvW0RFRUVTUlLWr18/cuRIUVFRAwODGzdufN/6kvPmzbt8+bKenp6YmNioUaPWrFmTnJzcc7aXmJhYSkrKmjVrRowYISoqamhoGBsbi0/77b7fn5U2/SIQCBcuXIiMjLS1tZWVlRUWFh47duz8+fNv3LiB33rPypG/egokEik6OnratGk9b+/9atc8+HRxAT40uDDdj0AgjB07dv/+/c+fP8/Ly9u2bZuioiKnO+2Xg4NDamrqjBkzJCUlJSQkLCwsbt++7erqiiQM25HJZAsLi7Nnz75///7WrVtubm79rvZLJBJlZGQGXtb5m7DyS/7VMdjvyO2FjaObO9ra2lpbW3ut1s0hUlJSy5YtS0xMfP/+/enTp01MTLjQaV+8M8QITN5YCxwAAAAAAMOw9+/fGxoaTpw4se9lbQB4U0FBgamp6dq1awMDA1FnAYKjo6NDVFQ0NjZ27ty5qLPwKwaDYWRk9OTJk7q6ui+VG1hpw7neeQrap+tbFRcX6+jolJSUTJw4kaMd1dbWKigofLVZWVnZuHHjcnNzOb2WK5dx7bxYfJ4xDNPU1HR3d9+3bx+HkvDOLzlar169UlZWzszM7Lm5Fid8/PhRXFyclYsu+vr6c+bMOXz4MEfzcF/f84IZtQAAAADgFXQ6fdmyZSQS6e+//4YqLeAXenp6oaGhQUFBERERqLMAwSEsLEwkEtvb21EH4Sfe3t6XLl2qrq5ubW198uSJq6trXl7e9OnTe1ZbWGnDud55Ctqna5DwocGFGbUsVg/BILH+PCsqKr5+/ZqNXfPsLzlar169wjBs9OjRnO5IVlaW+yvh8jhObUoIAAAAAPCtfHx80tPTMzIy5OXlUWcB4BssWbLk4cOH69atw1eBRB0HCAICgSAjIzPA1jSgr2fPngUFBfV8ZNiwYb0eYaUN53rnKWifrkHCh8YQL6UNTaqqqlVVVWw8IM/+kqNVWVkpJCTUa11dwB0woxYAAAAAPOGff/4JCgoKCQkxNDREnQWAbxYYGGhgYODs7NzS0oI6CxAQFAoFCrXf5OTJk56enhoaGiIiIsOHD1+0aNGDBw967WbGShvO9c5T0D5dg9TQ0EAmk6WkpFAHAdympqZWWVnJxgPy7C85WlVVVcrKynB/GxIwoxYAAAAA6L1+/drLy8vLywvfMRwAviMkJBQZGamvr79ly5Zz586hjgMEgby8PBRqv8m4ceMuXLgw+Dac652noH26Bqm+vp5CoRAIBNRBALdpampWVFS0t7eLioqy5YA8+0uOVklJyYQJE1CnGKKgUAsAAAAAxBgMhqenp5ycHOzFBPiaoqJieHj47NmzZ86c6ebmhjoOB9FoNNQROIVEIvFO6YdCobBxc3MABElDQwOsezA06enp0Wi0kpISAdu3jdcUFhbOnj0bdYohCgq1AAAAAEDsxIkTaWlpGRkZw4YNQ50FgEFxdHRcvXr12rVrTU1NlZWVUcfhiObmZgG+3TghIcHR0RF1iv9DoVDq6upQpwCAF0GhdsgaP368mJhYQUEBFGo5p7Oz89mzZz4+PqiDDFFQqAUAAAAASnl5efv37/fz8zM2NkadBQA2CAoKun//vru7+7179wR4cbd9+/YZGBigTsFO7e3tS5cuRZ3iP+Tl5Z8+fYo6BQC8qL6+HvYdHZpIJJKBgcGjR488PT1RZxFY//77b2dnJ/xljgoUagEAAACATHt7+/Lly6dOnbpjxw7UWQBgD3Fx8cuXL5uamgYFBf3000+o43CKmZkZ78w8ZYvm5mbUEXobMWLEu3fvUKcAgBe9f/9eQ0MDdQqAhpmZ2d27d1GnEGSZmZny8vIwxFAhog4AAAAAgKHLx8fn9evXly9fFuCJh2AImjx58qFDh/bt21dYWIg6C+BjysrKb9686erqQh0EAJ5TWVmpqqqKOgVAw9zcvKio6NOnT6iDCKzMzMxp06bxzortQw0UagEAAACAxqNHj37//feTJ0+OGTMGdRYA2Mzb23vKlCmrVq2i0+moswB+paamRqPRXr9+jToIALwFHxdqamqogwA0rKysiERicnIy6iCCiUajpaSk2NjYoA4ydEGhFgAAAAAIdHZ2/vjjj1ZWVh4eHqizAMB+RCIxLCwsPz//zJkzqLMAfoVPGKyqqkKcAwAe8/r1666uLphRO2TJysoaGxtTqVTUQQRTVlbWp0+fBGx1I/4ChVoAAAAAIODv719ZWRkSEgL3VQFBNWHCBB8fnz179lRUVKDOAvjSyJEjJSQkKisrUQcBgLfggwJm1A5ljo6OVCqVwWCgDiKA4uPjNTQ0YIFahKBQCwAAAABuKy0tPXr0qJ+fn7q6OuosAHDQ3r17VVVVN2zYgDoI4C1Xrlw5cuRIXFxcZWUlk8kcoKWKigrMqAWgl8rKSjExsREjRqAOApCZP3/+27dvs7KyUAcRNAwG48qVK66urqiDDGlk1AEAAAAAMLQwGIxVq1bp6upu2bIFdRYAOEtYWPjcuXPm5uaXLl1atmwZ6jiAV9TX1+/evRv/fzExMU1NTSMjI21tbR0dHR0dHQUFhe6WampqMKMWgF6qqqrU1NTgjpyhTEdHR1tb+9q1a9OmTUOdRaCkpqa+evVqyZIlqIMMaVCoBQAAAABXhYaGZmdn5+TkkEgk1FkA4DgTE5O1a9du37599uzZsrKyqOMAnqClpdX9/21tbU+ePCkqKsIwjEajYRgmKSmpq6trYGCgq6srISFRXFyMLCgAPKm0tHT8+PGoUwDEXF1d//zzzxMnTggJCaHOIjgiIiLwC4eogwxpsPQBAAAAALjn06dP+/bt27Rpk56eHuosAHBJQEAAiUT65ZdfUAcBvKLvZ2AajYZXaTEMa25uzsrKCg0NXbt2bVRUVF5e3qlTpwZeIQGAISU/Px/+igCenp51dXW3bt1CHURwtLa2Xr9+Hbb5RQ5m1AIAAACAe3755RcGg7F3717UQQDgHikpKV9f340bN65atQpmqQAMwxQUFKSkpJqamgZow2AwCASCnZ3d3bt3HRwc4C5vAHBtbW3l5eW6urqog/SDTqd3X3ERDHQ6HXWEL1JWVra1tQ0NDV2wYAHqLAIiJiamra2NlxeoZTKZAjbE+gWFWgAAAABwSVlZ2R9//HH69Gk5OTnUWQDgKi8vr9DQ0J07d8bHx6POAtDo7Ox89uxZSUlJcXFxSUmJiIjIl1oSiUQGg2FgYHDq1KnJkydLSkoWFhZOmDCBm2kB4FnFxcV0Op03Z9QaGxujjjC0rF271tnZ+enTpxMnTkSdRRCcOXNmzpw5I0eORB3kiwICAgICAlCnYL85c+b0/BIKtQAAAADgkq1bt2poaPz444+ogwDAbUQi8fjx4zY2NlQq1dHREXUcwHFdXV3Pnz8vLi7Gy7LFxcUvXryg0WhkMnncuHHa2toaGhqfPn3q6urq9YNEIlFNTS0gIMDFxQV/ZNy4cYWFhd1fAjDEFRQUiImJqaurow7yH6NGjbp+/TrqFJwyduxY1BH6N2/ePC0trYCAgPDwcNRZ+F5ycvKDBw8yMjJQB/mikydPfvr0CXUKjuh1LRYKtQAAAADghuTk5Pj4+Lt375LJ8OcHGIqsra0XLly4fft2W1tb2PlEwNBotJcvX3bXZPH/tre3k8lkZWVlLS0tJycnLS0tbW1tLS0tMTExDMPOnDmTk5PT8yBkMnnYsGG+vr4bNmzo+T6pp6dXUFDA7VMCgFcVFhbq6Ojw2n6kEhISCxcuRJ1iyCEQCDt37lyxYsXPP/+soaGBOg5/O3z4sK2trbm5OeogX2RjY4M6ApfAJyUAAAAAcBydTt+yZcv8+fPt7OxQZwEAmePHj2tpaZ09e3bjxo2os4Dv17csW1JS0tbWhmHYqFGjDA0NbW1tN2/erK2tPXHiRHFx8X4Poq2t3T2dVkhIiEgkbt26dc+ePVJSUr1a6unphYSEcPSMAOAjBQUFvLlALUBiyZIlfn5+J06cCA4ORp2Fjz18+DAlJSUlJQV1EIBhUKgFAAAAABdcuXKltLRUgO8KBIAVY8eOXb9+vb+//8qVK79UvwOfP3+OiYmJjIwsKCioqamhUCgWFha7du0yMDBAkodOp1dXV3+pLKutrW1ubr569WotLa3Jkyez/rLi28qRSCQmk7lixYqDBw8qKCj023Lq1Kl79+59/fr16NGj2XVSAPApGo2WnZ39ww8/oA4CeAWJRNqxY8fmzZv379+vpKSEOg6/8vPzMzExmT59OuogAMMwjMBkMlFnAAAAAIAgo9Pp2trapqamFy5cQJ0FAMTq6+vHjh174MABb29v1Fm+U3Nzs5SUVEJCAocW2923b9/hw4d7PSgkJBQbG+vg4MCJHnHd56Wvr4/XZHNzc0tKSp4+fdra2or9ryzbvYKBgYGBhITEYHqUl5c3MTE5fvz4wNvgfP78WUZG5u+//4ZlagHIycmZMmVKSUkJbB4FunV0dGhoaMyePRsm1X6frKysadOmxcfHwxr6PAIKtQAAAADgrPPnz69du7a0tJRnN6MAgJt27dp17ty5iooKSUlJ1Fm+B6cLtUePHi0qKnJzc9PW1lZQUHj27NnOnTsTExPHjh1bXl7OiR5x+HkJCwt3dnYSiURVVdXusiy+iAG+tiwbPXv2TFNTk5WWhoaGFhYWp06dYm8AAPjO6dOnf/nll7q6OiKRiDoL4CGXLl1avnx5VlbW1KlTUWfhM3Q63cjIaPjw4Xfv3kWdBfwfKNQCAAAAgIO6uromTJhga2t79uxZ1FkA4AkNDQ1jx4718fHZs2cP6izfg9OF2r5aW1tHjx798ePH+vp6CoXCoV7w89qxY4ebm9vEiRMHOVuWvTZv3vzw4cPs7GzUQQBAzNXVtb29PTY2FnUQwHNmzJjR2Nj46NEjXttojsedOnXKx8enoKCAxQuHgAvgMhQAAAAAOCgsLOz169e7d+9GHQQAXkGhULZs2XL8+PGPHz+izsIfxMXFlZWVyWQyF4qnNjY2RkZGPFWlxTDM3Nw8Ly+vpaUFdRAAEMvKyuLlXekBQn/++WdRURFMC/gmtbW1vr6+Pj4+UKXlKVCoBQAAAACntLe3+/v7r169WlVVFXUWAHjI9u3bCQTC6dOnUQfhD8+ePSssLHRychIVFUWdBQ0zMzMajfb48WPUQQBAqbKy8s2bN2ZmZqiDAF40fvz4rVu37t69u6amBnUWvrFt2zYZGRkfHx/UQcB/QKEWAAAAAJxy6dKluro6mE4LQC8yMjJbt2797bffPn/+jDoLr/v8+fOSJUukpaUDAwNRZ0FmzJgx6urqycnJqIMAgFJycrK4uPiUKVNQBwE8av/+/TIyMps2bUIdhD/cvHnz6tWrZ86c4bWbSAAUagEAAADAEUwm8+TJk0uXLlVUVESdBQCes3Hjxo6OjvPnz6MOwtM+f/48b9680tLSmJiYIT4x397e/vbt26hTAIASlUq1trYesjPrwVdJSEiEh4fHxMScOXMGdRZe9+rVqx9//HHVqlVz5sxBnQX0RkYdAPAoBoPR8D9tbW3t7e1tbW0YhomJiYmKioqJiVH+BzbcBOD7NDU11dfX19fXNzU1MRiMxsZGDMPIZLKkpCSZTJaTk8OHGPwxCvhXfHz806dPr1y5gjoIALxITk7O09Pz5MmT69atI5Phb/J+fPz4cfbs2QUFBQkJCZaWlqjjIObo6Pjnn3/W1NSMGjUKdRYAEKDRaMnJyYcOHUIdBPA0Kyurn3/+eceOHaampoaGhqjj8CgajbZ48eJRo0bBEky8Cf4oBBiGYZ8+fcrPzy8oKCgoKCgvL6+qqnr9+nVXV9dXf1BISGjMmDGqqqrq6up6enp6enr6+vrS0tJcyAwAH+nq6ioqKiosLCwoKHj27FllZWVVVRWLt7sqKCioqqqqqqrq6OjgQ0xZWZnTgQFgi8DAQAcHBz09PdRBAOBR3t7ewcHBN27ccHFxQZ2F59TU1Njb21dWVlKpVAsLC9Rx0LO2thYREUlMTPTw8ECdBQAEsrKyGhsbHRwcUAcBvG7fvn0ZGRlubm65ublQmujXrl278vPzHz9+LC4ujjoL6AcUaoeu9+/f3717Nz09PTMz8+nTpwwGQ05OTl9fX0NDw87OTkVFRVFREZ/Q1z2LFsOw7tm1DQ0N9fX1NTU1VVVVVVVVL168iI6O/vjxI5FI1NLSMjc3t7S0tLOzGz58OOoTBQCN9vb29PT0lJSUzMzMx48ft7W1iYiIaGtrT5w4ccGCBaqqqkpKSvLy8sOHD5eSkiKRSFJSUhiG0Wi05uZmGo2Gz2evr6+vqqqqrKwsLy8/d+5cZWUlhmGjRo0yNzc3NzefOXOmlpYW6hMFoH+5ubmpqalJSUmogwDAu9TU1ObNm3f8+HEo1PZSXl5uZ2fX0NBw584d2DgIJyEhYWFhQaVSoVALhiYqlTpu3DgNDQ3UQQCvIxKJ4eHhBgYGXl5ekZGRBAIBdSLeEhcXFxQUdPHixYkTJ6LOAvpHYDKZqDMArqqqqrp06dLNmzf//fdfISGhKVOmmJubm5mZTZ48efTo0YM8+OvXr3NzczMzM7Oysh4/fkyj0YyMjObOnevi4qKpqcmW/ADwuJaWluvXr0dHR9+7d6+1tVVLS8vMzMzc3NzY2Hj8+PGDvLm1qakpPz8/KysrKysrIyPjw4cPKioqs2bNWrRokZWVFYlEYtdZADB4S5YsKS4ufvLkCfx9DMAAsrOzp06dmp6ePm3aNNRZWNXc3CwlJZWQkODo6MiJ4xcVFdnZ2bW3t9+5c8fY2JgTXfSL0+c1eEFBQYcOHaqrq4N/8cEQZGBgYGFh8euvv6IOAvjDvXv37O3tf/rpJ39/f9RZeEhOTo6NjY2bm1toaCjqLOCLoFA7VDQ2NkZHR4eHh6enpw8fPnzhwoWOjo4zZszg3AZ/zc3NycnJVCo1Nja2trZWX1/f3d3dw8MD5tgCgUSn0+/duxceHn7jxo2uri4HB4c5c+Y4ODiMGTOGcz0+fvyYSqXGxcXl5eWNHDnSxcVl1apV+vr6HOoRANa9efNGTU3t/Pnzy5YtQ50FAF5nbm6uoKBw/fp11EFYxemC5qpVq86dO9fvt/Ly8iZNmsSJTjF+KNQ+e/ZswoQJqampVlZWqLMAwFUvX75UVVWNj4/n2eEJeNDly5fd3d1PnDixfft21Fl4Qnl5ubm5ua6ubnx8vLCwMOo44ItgGyjB9+jRoyVLlowaNWrjxo0KCgqxsbFv3rz5888/nZycOFelxTBMUlJy/vz5Z8+eff369b1790xMTPz8/MaMGbN48eLHjx9zrl8AuKy2tnbPnj0qKiozZ84sKys7duxYTU3NzZs3vby8OFelxTCMRCKZmJgcPHjw33//ff78+aZNmxITEydNmjR16tRLly7RaDTOdQ3AV50/f15KSgru5gaAFevXr4+Nja2pqUEdBPA6TU1NXV3da9euoQ4CALdFRUVJS0vPmDEDdRDAT5YuXXr06NEdO3ZcvHgRdRb0ampq7OzslJWVb9y4AVVaHgeFWkGWkpJia2trYmJSXl5++vTpmpqayMjIOXPmcHlnYRKJZG1tHRwc/Pbt2+Dg4IqKCmNjY3t7+7S0NG7GAIDtqqurN27cqKam9tdff61YseLZs2cPHjxYv369nJwcl5OMGzdu7969T58+TU1NVVdXX7FihaamZkhISEdHB5eTAIBhGIPBOH/+vKenp4iICOosAPABZ2dnKSmp8PBw1EF4RVhYGPMLODedll+4urpGRUXB5Vgw1ERFRS1cuBCqS+Bb/fTTT97e3l5eXlQqFXUWlJqammbPnk0ikW7dujVs2DDUccBXQKFWMCUlJZmZmdnY2LS3t8fGxj569MjLy0tGRgZtKnFxcU9Pz+zs7PT0dGFhYSsrq2nTpsXFxcH6G4DvVFRUbNmyRVNT89atW0eOHCkvL/fz8xs/fjzaVAQCwcrK6u+//y4rK5szZ87WrVtVVFSOHj36+fNntMHAUJOYmFhVVbVy5UrUQQDgD6KiosuWLQsJCYG/iMBXubq61tXVwXQHMKRUVlbm5OS4ubmhDgL40rFjxxYvXuzi4jJka7X19fV2dnbv379PSkoaMWIE6jjg66BQK2jy8/PxveApFAq+3dDcuXNRh+oNr89mZGRIS0vPmzfPysqqsLAQdSgAWPLp06cNGzaMHz/+zp07wcHBL1682LJli5iYGOpc/6GionL69OmysrIlS5b4+fmNGzfu8uXL8PkfcE1oaKilpaWWlhbqIADwDS8vr4qKitTUVIQZMjMzLS0tFyxY4OXltWfPnsDAwAsXLsTGxmZmZpaWltbV1dHpdITxAG78+PGTJk2KiopCHQQA7omMjKRQKDY2NqiDAL5EIBAuXLiwZMkSJyenLy2ALsCqq6unTZv2/v375ORkFRUV1HEAS2AzMcHR1NT0888///7778bGxr/99tvkyZNRJ2JJTk7Oxo0bc3NzN2/e7OvrKykpiToRAP1jMpkRERE7d+7EMOzo0aPu7u5EIh9c66qvr9+/f39ISIiVldXvv/8+ceJE1ImAgHv37t2YMWNgGzEAvpWJiYm6uvrly5dRBfj06ROFQmEwGGQymUQiMZlMOp3eqzgrKSkpKysrKyubn5/v4OAQFhampKSEKjDb8f5mYriAgICgoKCamhour2YGACqTJ082NjYODg5GHQTwMSaTefDgwV9++SUgIMDHxwd1HC4pLi52cHCQkZGhUqmjR49GHQewig+qDIAVcXFxOjo64eHhJ06cSE9P55cqLYZhRkZGDx48OHfuXEREhKamJizQBnjT8+fPZ86cuWLFipkzZxYXFy9fvpwvqrQYhsnLy//555+PHz9ubW3V19ffsmVLc3Mz6lBAkF28eFFCQmLhwoWogwDAZ7y8vK5fv15fX48qgIyMjIGBAYZhNBqto6Ojs7Oz7xTa5ubmly9f5ufnYxg2b948QarS8hFXV9eGhoakpCTUQQDghmfPnuXl5cH2pGCQCASCr69vYGDg7t27d+7cORQmLKalpU2bNk1dXT0jIwOqtPyFPwoNYAD19fVz586dP3++g4NDWVnZli1b+KV+1I1AIHh4eJSUlDg6Onp6es6fP//Dhw+oQwHwfxgMRkBAgI6OTlNTU3Z2dnh4OIVCQR3qm02ePDkzM/PUqW8MjbcAACAASURBVFPh4eH6+vqPHj1CnQgIrIsXLy5dulRcXBx1EAD4jJubm5CQENpb2h0dHQfeq4dMJhOJxG3btmEYBndQoqKurj5t2rSwsDDUQQDghrCwsDFjxkyfPh11ECAItm3bFhERcerUqZkzZ7579w51HA4KCQmxs7OzsrKiUqnS0tKo44Bvw2cVPdBLRkaGgYFBQUFBWlpaSEgI9/eaZyN5eflz586lpqbm5uYaGBg8ePAAdSIAsLq6utmzZ/v6+h45cuTBgweGhoaoE30/Eom0fv360tJSTU1NS0vLoKCgoXAlGXBZYWFhSUnJDz/8gDoIAPxn2LBhc+fOjYyMRJjBxsams7PzS98VEhJSU1N79OjRwYMHuZkK9OXl5XXz5s2amhrUQQDgrM7OzvDwcC8vLxKJhDoLEBBLly7NzMwsLy83MjLKyMhAHYf9mpqa3Nzc1q9fv3v37uvXr/PaZiqAFVCo5VdMJvP06dM2NjYGBgZ5eXnm5uaoE7GHpaXlkydPdHV1LS0tfX19GQwG6kRg6EpLSzMwMCgpKUlNTd2+fTvfzVXv18iRIxMSEo4dO7Zr16558+bB7HXAXlFRUaNHjzY1NUUdBAC+5OrqmpGR8ebNGy73W1FRERIS4urq6uzs3O+MWhKJRCAQPD09nzx5YmRkxOV4oK9FixZJSkpGRESgDgIAZ928ebO+vn758uWogwCBMmXKlLy8PBMTE2trawGrOeTm5k6ePDk1NZVKpfr6+sIVDj4lCHWHIejjx4+zZs3auXPn0aNHb968ydcTafuiUChxcXGHDx8+fPiwk5PTp0+fUCcCQw6TyfT397exsTE2Ns7PzxewqhOBQNiyZcu9e/fy8vIMDAyys7NRJwKCIzo62tXVVTCuagDAfY6OjpKSktevX+dCX3V1dZGRkatWrVJVVVVXV9+xY0d7e/vBgwdNTU17DWEymaygoHDv3r2QkBBY1YRHiImJLV26NCQkBG6OAYItLCzM0dFRWVkZdRAgaKSlpaOioo4cOeLv7z979uyqqirUiQars7PT39/fzMxMQ0OjqKjIzs4OdSLw/eCjFP958+aNhYVFcXFxenr6tm3bCAQC6kTsRyAQdu7cef/+/SdPnlhZWcGNXYCb6HT6mjVrDhw4EBQUdP36dRkZGdSJOGLatGl5eXkTJ060sbGhUqmo4wBBkJeXV1pa6urqijoIAPxKRETEycmJc6sftLW1JSUl7dq1y8jISEFBYenSpU+ePFm8eHFiYmJ9fX1sbOymTZvmzZvXXajF/2fx4sVPnz6FBSJ5zerVq8vLy+/fv486CACc8vLly+Tk5FWrVqEOAgQTgUDw9vZOS0urrq7W1tY+fPhwR0cH6lDf6d69e5MmTTp8+PChQ4cSEhKGDx+OOhEYFCjU8pny8nIrKysGg5GZmWlsbIw6DmeZmZllZmZ2dnaamZk9e/YMdRwwJHR0dPzwww/h4eGRkZGbN28WyAsh3eTl5ePj43/44QcnJ6fz58+jjgP4XlRUlLKyssD/2wQAR7m6uj548KC6upqNx8RXNpg7d66cnJydnd21a9cMDQ2vXr1aX1+fk5Nz5MgRW1vb7hUP7OzsaDQahmFkMlleXp5KpUZEREhKSrIxD2ALXV3dqVOnBgcHow4CAKecPXt2xIgRc+bMQR0ECDITE5P8/Hx/f/+jR4/q6Ojcvn0bdaJvU1tb6+HhYWtrq66uXlRU9NNPP8GdbQIAXkJ+kpOTY2pqSqFQ0tLSxowZgzoON6ioqGRmZioqKpqZmcH2YoDTWlpa5s6dm5iYmJSUtHDhQtRxuIFEIoWEhOzdu3fVqlXHjh1DHQfwt+jo6MWLFwv25Q0AOM3e3l5WVnbwqx/U1NRcu3ZtzZo1SkpK6urq+/btExMTO336dFVVVXl5+dmzZ11cXPq9ZURbW1teXh7DMBcXl9LSUgcHh0EmAZyzadOm6OjoiooK1EEAYL/W1tazZ8+uW7eOTCajzgIEnJCQ0JYtW4qKinR1dR0dHV1cXIqKilCH+rqmpqaAgABNTc2MjIybN2/GxcWpqamhDgXYAwq1fCM5Odna2nrKlCkpKSn4H9BDhJyc3J07d6ZMmWJvb5+SkoI6DhBYdXV106ZNwxcVmTZtGuo43EMgEHx9fU+cOLFr167du3ejjgP4VWFhYVlZ2RC5wgEA5wgJCc2ZM+fmzZvf8bMtLS3dKxsoKiouX768oqJi8+bNOTk5tbW1UVFRq1evVlFRGfggBALBw8MjOjr677//lpWV/a6TAFzi5uampKR05swZ1EEAYL+wsLC2trZ169ahDgKGCmVl5X/++Sc+Pv7Zs2d6enoLFizIyclBHap/Hz588PX1VVVVPXLkyLZt24qLi+fOnYs6FGAnKNTyh+zs7Pnz58+ZMycmJmYIbuMwbNiwuLg4R0fHefPm5ebmoo4DBFBzc/OsWbOam5szMzN1dHRQx0Fg+/btf/3117FjxwICAlBnAXyJSqXKy8tPmTIFdRAA+J6jo2NWVhaLm6nSaLTc3NyjR4/a2dnJycnZ29snJSXZ2tomJiZ++PAhMTHRx8fH0NDwm26EDAwMdHZ2/t74gHvIZPKmTZvCwsJg610gYOh0+q+//rpixYohNT8J8IJZs2bl5+ffuHHjzZs3U6ZMcXBwSE9PRx3q/6utrfXx8VFVVT1z5sy2bduqq6t9fX3FxMRQ5wJsBoVaPlBWVjZ37lwTE5OLFy8KCQmhjoOGkJDQpUuXpk2b5uDgAOvVAvbq6upycXGprq5OSEhQVVVFHQcZDw+P33//fe/evefOnUOdBfAfKpXq4OAAq2IBMHj29vZMJjM5OXmANviys66urvLy8kZGRiEhIWPHjr18+fL79++7l50VFRXlWmaAypo1a4hEYkhICOogALDT9evXKysrt27dijoIGIoIBMK8efOys7PT09OFhIQsLS21tLR8fX0rKytRRero6IiLi3N1dVVRUfnrr7+2b99eXl6+f/9+Qd31GhCYTCbqDGAgb9++NTc3HzlyZHJysoSEBOo4iLW2ttrZ2dXU1GRmZo4aNQp1HCAIGAzGkiVLqFRqSkrK5MmTUcdB7+eff/b394+KioJ72AHrmpub5eXlL1y4sGTJEtRZABAEpqamOjo6oaGhPR98//79/fv3k5KSqFTqq1evhg0bZmJiYmtra2tra2hoyM14zc3NUlJSCQkJjo6O3OyX0/j0vHbs2HH16tWKioruHeEA4HempqZKSkrR0dGogwCAPXr0KDw8/OrVq58+fbK2tnZ3d1+4cCF39thkMpmZmZnh4eHXrl1rbm62s7NbtmyZs7MzXIgVeFCo5WmNjY1WVlZdXV3p6elycnKo4/CEhoYGCwsLEomUlpYGS6eBwdu2bdsff/xx69YtOzs71Fl4xebNm8PCwu7cuWNhYYE6C+APMTExzs7ONTU1I0aMQJ0FAEHwyy+/hIaGvnz5sq2tLSsrKykpKSkp6d9//yWRSPr6+nhx1srKCtWNVnxa0PwqPj2vV69eqaurBwcHr1y5EnUWANggJSXFxsYmMzPTzMwMdRYA/k9nZ2dCQkJ4eHh8fDyBQLCwsHB0dLSzs9PW1mb7/WS1tbWpqam3b9++ffv2u3fv9PX13d3dlyxZAjPVhg4o1PIuBoMxe/bs4uLirKys0aNHo47DQ6qrq83MzAwNDW/evAnbi4PBCAkJWbdu3bVr12D2aE90Ot3FxSUjIyMvL09JSQl1HMAH1qxZk5+f//DhQ9RBABAQjx8/NjY2nj59emZmJo1G09PTw4uzlpaWvLBXAV7QvHXrlr29Peos7NTS0iIrK8t3hVoMw7y8vBITE58/fw6TaoEAsLKyEhYWTkxMRB0EgH58+PDh1q1bVCo1MTGxoaFBWlrazMzMyMhIV1dXT09PXV2dTCZ/6zFra2uLiooKCwufPHmSmZlZXl5OJpPNzMwcHR3nzJkzNDdQGeKgUMu7jhw58vPPP9+/f9/U1BR1Fp7z6NEjCwuLI0eObN++HXUWwK+KioqMjY137Njxyy+/oM7Ccz5//jxlypThw4cnJyd/x18bYKhRVVX19PT09fVFHQQAAcFgMEaNGmVqaurq6jpjxoyRI0eiTvQfeKEWdQpO4cdC7cuXL8ePH3/69Ok1a9agzgLAoNy5c8fBwSEtLQ3u6wI8jk6nFxUVZWRkZGVl5ebmlpWV0el0Mpk8ZswYVVXV0aNHUygUCoUiKysrJCREJBKFhYXb29sxDGtsbPzw4UNdXd379++rqqoqKytbWlowDBsxYoS+vr6pqam5ubmpqSl3VlcAvAkKtTwKL0QePXp027ZtqLPwKLyQnZqaCjfFgO/QXYi8d+8eiURCHYcXFRUVTZ06ddu2bYcOHUKdBfC0srKycePGZWRkmJubo84CgOBYsmTJx48fqVQq6iD9oNFosbGxqFNwCr45BOoU32zDhg0xMTFlZWWw/TfgayYmJhQKJT4+HnUQAL5NW1tbSUnJixcvKisrKysra2pqPnz40NDQ8OnTp87OTjqd3tnZib8/y8rKSktLDx8+fPjw4SoqKmpqamPHjtXR0YEFxEA3KNTyoo8fPxoYGOjo6MTFxcGt/V/CZDLnz5+fl5eXl5dHoVBQxwF8xsPD4/bt23Br/8BCQ0PXrl1LpVJnzpyJOgvgXRcvXlyzZk1jY6OIiAjqLAAIjj/++GP37t0fPnyAq4mAFTU1Nerq6kePHt20aRPqLAB8p7i4OCcnp0ePHhkbG6POAgAAyLB52WPAFh4eHkwmMzw8HKq0AyAQCOfOnWMwGF5eXqizAD5z/vz5y5cvR0REQJV2YF5eXosXL3Z3d6+trUWdBfCuzMzMKVOmQJUWAPYyNzdvamoqLi5GHQTwh1GjRq1du9bf37+1tRV1FgC+B5PJ9PPzW7BgAVRpAQBDHBRqec7Vq1cTEhIuX74sJyeHOguvk5eXv3TpUkxMzPXr11FnAXzj3bt33t7e27dvF7AtUDgkODhYQkLC29sbdRDAuzIzM2HRAwDYTldXV1paOjMzE3UQwDd8fHxaWlpOnjyJOggA3+PKlSu5ubmw3j0AAMDSB7ylubl54sSJs2bNCgkJQZ2Fb3h6et67d6+kpGTYsGGoswA+sHz58pSUFPiFYd3t27cdHR2Tk5NtbGxQZwE85+PHj/Ly8jExMXPnzkWdBQBB4+DggF+TRh0E8A1/f//Dhw+XlpaOGTMGdRYAvkFbW9uECRMcHBzOnj2LOgsAACAGM2p5y88//9zW1ubv7486CD8JDAxsbW318/NDHQTwgYyMjIiIiNOnT0OVlnUODg5OTk7r1q3r6OhAnQXwnKysLCaTaWJigjoIAALI3Nw8IyMDdQrAT7y9vRUVFfft24c6CADfJiAg4OPHjwcPHkQdBAAA0INCLQ8pKir6/fffjx07Ji8vjzoLP6FQKH5+fkFBQQUFBaizAJ5Go9E2bNgwc+bMBQsWoM7CZ3777bc3b96cOnUKdRDAc7KysjQ1NYcPH446CAACyNzcvLq6+vXr16iDAL4hIiJy5MiRiIiIR48eoc4CAKtevXoVGBh44MABBQUF1FkAAAA9WPqAVzCZTAsLCwaDkZGRQSRCAf3bMBgMExMTcXHx1NRU1FkA7woMDNy/f39RUdHYsWNRZ+E//v7+/v7+T58+hbspQU92dnajR4++cOEC6iAACKCWlhZpaelr164tXLgQdRbAT+zs7FpaWrKysmBfYsAX3NzccnNzi4uLYWNSAADAYEYt76BSqVlZWb/99htUab8DkUj89ddf79+/n5iYiDoL4FGfP38+cuTI9u3boUr7fby9vUeMGBEQEIA6COAtBQUF+vr6qFMAIJiGDRumoaEBNwyBb3X8+PHHjx/D6saAL6SlpV27du3kyZNQpQUAABzMqOUVFhYW0tLSt27dQh2Ej9nb23d2dqakpKAOAngRfkdVVVUVLC3y3YKDg7du3VpeXq6kpIQ6C+AJtbW1o0aNgo3mAOCcRYsWMZnM69evow4C+MyGDRuuXbtWUlICf/YAXtbR0TFp0qSxY8fGx8ejzgIAALwCJm/yhNTU1IyMjN27d6MOwt/27t2LP5OogwCe09HRERQUtG7dOvi4MhgrVqyQl5cPCgpCHQTwCnyin66uLuogAAgsXV1dmFELvkNAQICoqOj27dtRBwFgIIcPH3716tWZM2dQBwEAAB4ChVqecPjwYWtra3Nzc9RB+JulpaWFhYW/vz/qIIDnnD9/vqGhYdu2baiD8DcRERFvb++zZ8/W1dWhzgJ4QkFBgaKiIuwkBgDn6OnpVVRUtLS0oA4C+IyUlFRwcHBERATcrgd4Vmlp6bFjx/z9/dXU1FBnAQAAHvKfpQ+ysrJOnDiBMA1H/fPPP6gj9C87O3vq1KlJSUkzZsxAnYXv3blzx8HB4fHjx0ZGRqiz9IPBYCxatAh1Ck7ZuXOniYkJ6hT96Orq0tTUnDVrFlyuH7zW1lY1NTUvL69Dhw6hztK/I0eOZGdno07BEZaWllu3bkWd4j88PDzev39/+/Zt1EEAEFhlZWXjxo17+PDh1KlTUWcB/MfNze3Ro0dFRUXDhg1DnQWA/2AwGJaWll1dXVlZWSQSCXUcAADgIeSeX7x+/frGjRtubm6o0nDIq1evsrKyUKf4otOnTxsbG0OVli3s7e0NDQ1//fXX8PBw1Fn6wWQyb9y4YW5uPnr0aNRZ2InJZEZFRS1duhR1kP7dvHnz5cuXP/30E+oggkBcXHzz5s1BQUH79+/nzT0fHjx4kJ+fz5vXDAYjIyNDTEwMdYreCgoKZs6ciToFAIJs7Nixw4YNKygogEIt+A6//vqrlpbW/v37T548iToLAP/x+++/Z2dn5+bmQpUWAAB6Ifd96OrVq9zPwVFRUVE8W6htamqKiYmBP57YaOXKlTt37vzjjz94du7Atm3bnJ2dUadgJzqdHhUVhTrFF0VERNjZ2amoqKAOIiBWrFhx4MCB+Pj4hQsXos7SP3Nz88uXL6NOwWbz5s1DHaE3Op1eWloKCyACwFFEIlFLS6u4uBh1EMCXRo4cGRgY+OOPP86bN2/69Omo4wDwf54/f757924fHx9Y5h4AAPqCNWoRi46OZjAYrq6uqIMIjsWLF9NotBs3bqAOAnhCXV0dlUp1d3dHHURwKCoq2tjYREREoA4CEHv79m1HR4e6ujrqIAAIOHV19crKStQpAL/y9PRctGiRu7v7hw8fUGcBAMMwjEajeXh4aGpq7t+/H3UWAADgRVCoRSwiImLu3LkyMjKogwgOOTk5R0dHqCIB3JUrV0RERHhwNiJfc3d3T0hIqK+vRx0EoIRXjmADEAA4TU1NDQq1YDCCg4MJBMLq1atRBwEAwzBs3759RUVFf//9t7CwMOosAADAi6BQi1J1dXVaWhrM9WM7d3f35OTkV69eoQ4C0IuIiHBxcZGQkEAdRKAsXLhQWFg4MjISdRCAUlVVlYiIiIKCAuogAAg4VVXVqqoq1CkAH5OVlT137tyNGzcuXryIOgsY6tLT00+cOHHq1ClNTU3UWQAAgEdBoRalS5cuUSgUBwcH1EEEzezZs2VkZK5cuYI6CEDs6dOnOTk5cC2E7SQkJBYsWHDp0iXUQQBKlZWVKioqRCL8IQEAZ6mpqTU3N8NNDGAw7Ozstm7dunHjxhcvXqDOAoauT58+LVu2zMnJadWqVaizAAAA74LPVyjFxsYuWLBASEgIdRBBg9/qHhsbizoIQOzmzZsjR460srJCHUQAubq6Pnr0qLa2FnUQgEx1dTWsewAAF6iqqmIYBpNqwSD5+/urq6svXbq0o6MDdRYwFDGZTE9PTzqdHhoaijoLAADwNCjUIlNfX5+TkzNr1izUQQSTo6Pjw4cPYduEIY5Kpdrb28OMP06wtrYWERG5c+cO6iAAmcrKSrx+BADgKBUVFRKJBMvUgkESERG5du3a8+fPvby8UGcBQ5G/v39CQsLff/9NoVBQZwEAAJ4G9Qtk7ty5QyaTbWxsUAcRTHZ2dgQCITk5GXUQgExTU9ODBw8cHR1RBxFMEhISlpaWt2/fRh0EIFNdXQ2FWgC4QEhISElJCQq1YPDGjRsXERFx+fLlsLAw1FnA0JKcnHzgwIHAwEBLS0vUWQAAgNdBoRaZtLQ0Y2NjSUlJ1EEEk4yMzOTJk9PS0lAHAcg8ePCgq6tr+vTpqIMILBsbm9TUVNQpADI1NTWKioqoUwAwJCgqKsJSM4At5s6du3v37o0bN2ZnZ6POAoaKly9fLl682NXVddOmTaizAAAAH4BCLTJZWVlmZmaoUwgyc3PzjIwM1CkAMllZWRoaGrAlPeeYm5vX1tbCJK+h6fPnz+3t7fLy8qiDADAkUCiUhoYG1CmAgPjll19sbGwWLVpUV1eHOgsQfO3t7c7OzqNGjYKlaQEAgEVQqEWjsbGxpKTE1NQUdRBBZm5uXlhY2NLSgjoIQOPBgwcwxDjKyMhIREQkKysLdRCAAL4BPSwzBwB3yMvLQ6EWsAuRSIyIiCCRSC4uLp2dnajjAEHGZDJXrVpVVlb2zz//SEhIoI4DAAD8AQq1aOTn5zMYDCMjI9RBBJmhoSGdTi8sLEQdBKCRl5cHQ4yjREVFtbS0njx5gjoIQACvGcGMWgC4g0Kh4FdHAGALCoVy8+bNvLy8H3/8kclkoo4DBNaBAweioqIiIyM1NDRQZwEAAL4BhVo08vPz5eTkRo8ejTqIIFNRUZGSkiooKEAdBCDw5s2b+vp6PT091EEEnK6uLlwLGZrwQi3MqAWAO2DpA8B2enp6MTExUVFRvr6+qLMAwXThwgU/P7/Tp0/PnDkTdRYAAOAnUKhFo6ioSFdXF3UKAUcgELS1tYuKilAHAQjgrzuMMk7T0dGBQu3QVF9fTyaTpaWlUQcBYEiApQ8AJ1hbW//xxx9+fn5//fUX6ixA0Ny/f3/t2rV79+5dt24d6iwAAMBnuFqo/fz58+XLl52cnFRVVUVERBQVFd3c3PLy8riZgUeUl5ePGzcOdYqvy8nJIRAI/Hulfdy4ceXl5ahTcA8MsW5lZWVycnK8P92P34fY+PHja2pqWltbUQfhEhhi3RoaGigUCoFAQB2Eg/766y8CgRAdHd39SHt7+86dO8eOHUsmkwkEAqyBzmm3b98mEAinTp0SsL6+A4VC+fTpE41GQx0ECJoff/xx165dq1evTkpKQp0FCI6SkpIFCxbMnz/fz88PdRYAAOA/XC3UBgQELFu2LC4urrq6urOzs6amJioqaurUqbdv3+ZmDF5QVVWlqqqKOsV/ZGRkEAiEQ4cODbINT1FTUxtSW9LDEOtWXV2tpqaGOsV/COoQYzKZ1dXVqINwCQyxbo2NjTIyMqhTcFtAQMDx48crKyvpdDrqLCjx3TuVAJCVlWUymY2NjaiDAAF0+PBhZ2fnRYsW5eTkoM4CBEFVVZW9vb2Ojk54eLhgX9AFAAAO4WqhVlJSEv+IW1FR0drampeXZ2dn19XVtWHDBm7GQI7BYLx69YrXCrX9MjIyYjKZ/DvdT01NraqqauhskgBDrFtVVZWKigrqFF/H70MMfx8bOpdDYIh1a29vFxUVRZ2C227evCktLV1SUkKn05lM5rBhw1AnAkMFPtw6OjpQBwECiEAgXLx4cdq0aXZ2dkPzHhHARu/evXNwcJCTk4uJiREREUEdBwAA+BKZm535+Pj0/HLSpEkxMTGjR4+uqKjAb6LkZhi2e/v27Z07dxYuXPjVNfs+fPjQ2dk5atQo7gQbyhQUFNrb25uamji9kOLdu3fJZPL06dOJRJTrPgv2EMMwLCQkxNrampVlQ969ewc7iXGBlJSUhITEu3fvON3Ry5cvU1JSFixYICUlxem+BiDwQ4xGo/3xxx+urq4KCgoDt+zs7BQWFuZOKt7x+vVrTU3NiRMnog4Chhx8uHV2dqIOAgSTsLDwtWvXZs2a5eDgkJqaCu9y4PvU19fb2Ngwmcy7d+/KycmhjgMAAPwK8WZi4uLiysrKZDJZQkICbZLBa2hoWLly5fDhw+fNmxcdHd3W1jZASwzD5OXl2dj7x48f169fr6CgICYmZmRkdOvWrb6L6zGZzPPnz5uZmUlKSoqJienr6//+++/4bNNDhw5ZWFhgGLZ//37C/2D/XUDzS20GPjLWY923lJQUMzMzCQmJMWPGHDlyBP/ub7/9pqmpKSoqOmHChGvXrrHxOcH+9yRzYf+N+/fvz5gxQ0FBYdu2bdnZ2ZzujnWCNMQwDAsICBg/fryBgcHJkyffvn07QMv6+nr2Vs1giH0Jd/Yir6ur8/T0lJeXX7BgwT///NPe3s7pHlkkYEOMTqdv2bJFSUnJ2tr6woULnz59+lLLjo4OnirUMpnMv/76y9LSUkZGRlJScsqUKaGhofiCnmFhYb2GaveDMTEx3Y98+vRp48aNo0aN6h7jPdtv3bqVQCA0NDRkZ2fjY3Pt2rVfCpOWlrZ06VINDQ0REZHhw4fPnTs3MzOzZwNW3k++2qZ74N+/f9/KykpSUtLIyAj72tsFi70PcArf/U71Ha9dt4cPH06fPl1CQoJCoSxfvvzDhw/d32Ll9e1+rgY4Tl+FhYUqKioKCgqPHj0a+BS4AJ+YBjNqAeeIiYndunVr/PjxM2fOHDo3ygA2amxsdHBwaGlpSUxMHDlyJOo4AADAz5g9REZG9nqE00pLS4lE4sKFCznaC3fOq6CgAH9KSSQSgUAQFxdftmwZlUrt6urq1TIrKwvDsFevXrGr67a2tkmTJvV8WQkEgpubG4Zh165dw9swGIylS5f2/QXw8vJiMpn9LvTOZDIfP36MYdiBAwcGaDPwkZlMJpVKxTDMzc2NTP7PDO6goKCdO3f2fIRIJObl5bHraWEymfgfmtnZ2Ww8Zr/27NkjJCSEYRj+X2Vl5f3795eUlPRqhn/yzW7VqQAAIABJREFUjI6O5nSebtwZYlw7L2VlZfzXG9/JZ9q0aaGhoR8+fOjbUkFB4fTp0+zqF4bYACZPnrxr1y72HrOv7oXz8JdeXFzcw8Pjzp07NBqtV0snJ6clS5ZwOk837gwxJrfOq7sCTiQSiUQimUx2cnKKiopqbW3t1XLdunX4rBlewGAw8PHYS2JiIpPJDA0N7TlUcfiDN27cwL/86hjfsmVLr4OvWbOm3zA1NTV9k5DJ5Pv377PYF4tt8IHv4uLSPfANDAy++nbBypEHPoXvfqf6jtcOP8clS5b0un/W0tKy10s58OvLynHwNidPnsS/jI+Pl5SU1NHRwRdQQq60tBTDsPz8fNRBgID78OGDvr6+uro6Gz+ngKGgsbHR1NQUv8cIdRYAAOB7KAu1LS0tkydPlpWVrays5GhHXC7U9vxUg2GYpKSku7t7YmIig8HAW969exfDsI8fP7Kr62PHjmEYpqmpmZyc3NzcXFlZuWnTJjxD90eX8PBwDMN0dXUTEhIaGhpaWlru37+vr6+PYVhWVhaTyUxPT8cwzM/Pr+eRe1aRvtTmq0fGP/xgGLZ169aqqqqWlpbo6GghISFpaWlJScmwsLD37983NDR4e3tjGObh4cGup4XJZNbV1WEYlpKSwsZj9mvPnj29Pv7hFVsNDY0DBw6UlZXhzbhcqOXaEONyobYbiUQikUhEItHa2vrixYvNzc3dLSUlJc+dO8eufmGIDcDCwmLTpk3sPWZffXc4wd9gpaSkVq9enZ6e3v0Gy81CLdeGGJPrhdqeo4xIJAoLCzs7O8fGxnZ2duItV65c6eDgwOk8LAoLC8MwjEKhBAcHv3z5sqWl5fHjx6tWrUpNTWWyVsjrHuNJSUnNzc0VFRXr16/vNcaZTKa0tPTUqVMHDlNbW2tnZxcXF/fq1avOzs53795FRUVJSEg4Ojr26muA9xNW2nQP/JUrVz579gy/aPHVtwtWjvzVU/i+d6rveO26z3Ht2rUvXrxobW3NyMjA/yF48uRJz5eSlULtwMfpWag9ffo0iURydHRsamoa+OXmGq5deAbg3bt3WlpaampqUHEDLGpoaDA2NlZQUHj69CnqLAAAIAiQFWpbWlpmzJghLi7ePceEc1AVarvh94eOGDFi8+bN6enp+A2Vnz9/ZlfXxsbGBAKhqKio54N2dnY9P7pYW1uTSKS3b9/2bFNcXIxhmI+PD3MQVaSvHhn/8NPrI72zszOGYYGBgd2P0Gg0aWlpfG8ldsH3R759+zYbj9mvvoVaHIFAwCu2+vr6p06devPmDcatQi03hxiqQm3fWtLs2bOjoqI6OjpEREQiIiLY1S8MsQHY2tquXr2avcfsa4CtqPE32JEjR27evDknJ4drhVpuDjEmukJtt16XHpctW+bk5MTpPCzC78TH52D2xUohb+rUqX3H+IwZM7BvL9QymcycnBwXFxdFRcWek9xHjx6Nf5eV9xNW2uAD38TEpPsqBZOFtwtWjvzVU/i+d6p+Dfza4ec4c+bMng+eOXMGw7CLFy/iX7JeqB34OHib48ePr1u3DsOwjRs39p2wjxD+90NGRgbqIGBI6K67PXz4kAtXIgFfq62t1dfXV1ZWfv78OeosAAAgILi6mVi3jx8/zp49u6CgICEhwdLSkjudurq6cvT4eE2wX/jmD+/fv//zzz9//fVXfBuxN2/esLInEivKy8uVlJS0tbV7Pmhvb5+YmNj9ZXFxMZ1OHzNmDPa/mjX+PxiGvXz5cjC9s3hkKyurnj+loqKCYVjPV59EIikpKbF3VyK8eOrn53fu3Dk2HravoqKifh9nMpldXV0YhhUUFHh7e+NTGtPS0uzt7Tm6XTiSIRYYGIhfFOGcL40yOp2OYVhnZ+edO3fi4+OlpKQ6OjrKy8sZDAZbtneDITYAYWHh5ORkTr/Bfvz48Uvfwt9g3717h7/BDhs2TF1dvaqqSlVVlaN5uD/EsrKyOP08MxiML30Lvx7T3Nx89erViIgIUVFRFRWV/Px8fMokWqWlpbKysra2tt99hLKysr5j3MHBITk5+Us/Ul9fP3z48O4vKRRKfX09hmFZWVnW1tZ9N33qXrmelfcTVtrgbG1tu5eIxVh4u2DlyF89hX4N3PWXni5WXrvp06f3/HLs2LEYhjU3Nw/wI999HD8/v6ampt27d/v7+3/r8TkK1qgF3CQnJxcbG2tiYmJmZpacnMzRf08BX6upqbGzs2ttbU1JScHfVAEAAAwegs3EampqrKysCgsLqVRqr8qCwMM/seDzU3qtJjlIPT+n9eyrG/7xm06n0+n07tk3+LcGuYkwi0cWFRXtG7jvgwOUCb4D82t7mHANgUBgMpn4WZPJZBKJxLm+hvIQw3UPsb7j4rvBEON9+NNCJBJJJBI+k51DYIhh/1vElqf2E/t/7N17XMzp///xmWrSOZWitFQOJR0V0jkqRTl0FnJYpcXKaZ0+dje7Di1hy2GR4yY6IJRKB5XOCNWWkCbnQyWdjzPz+2O+Px8fLK2dmWtmet7/2NuaHTOPtPNWr665rr/D/mnNB//nf37m+G+EhIR0dXWxN71pb29nv2a1tbXfv88Xrye9vA+FQvng1MTeXC6++Mi9+RA+xr1roKSk5Pu/ZPe/e/Def34//zhsLi4uioqKx44dKykp+TfNHMc/X8+A0Ovp6YmIiDA0NKypqRk0aNDMmTMLCgpIRwE/qqmpsbKyYjKZubm5mNICAHAQr1fUPnz40MHBob6+/sqVK+bm5rx86tjYWK4+fllZmYGBwSf/E41G6+7uVlNTmzt37vz58x8+fOji4sLB0zCHDRt248aNiooKXV3ddzd+sO5GR0fn1q1bz58/l5eX/+SDsL/V+eCc5d7c54uPTBD7m8OffvrJ0dGRq0/0n//8Z9euXR/fTqVSRUREmEymqampr6+vj4/PoEGDzM3NP/h2kYMIvsRWr17Nfrs99wwdOvSTi2ppNFpPT4+kpKSbm5uXl5eTk5OsrOzQoUM5NajFS+wzOjs77e3tDx48yNVnKS4uZp9o/zH2BXbw4MFz5sxZsGDB2rVrZWRkBg8ezKUSgi8xc3PzqKgorj5FZ2fnuXPnPvmfxMXFu7q65OXlvb29586de+jQoaamplGjRnG1p5d0dHRycnIyMjLYmxV8QEVFhUKhfHCI+dWrV9//5fDhw69fv15eXv7+UtOUlJTPPOmAAQM+OTurrq4eOHBgcHDwu1sePnz44MEDBQUF9i97cz3pzX0+6YuXi9488hc/hK+7Un3yj+vzn7ve6M3nt/fGjh27ceNGR0dHGxubxMRES0vLr3scjmN/PfPJTZYAOIXJZMbFxW3YsOHRo0fs5QWXLl3asmWLg4PDmTNnXF1dSQcCHykpKZk6deqgQYNSUlIGDBhAOgcAQKjwdEXtX3/9ZWlp2dDQkJaWxuPvb4lgLzUaMGDAd999l5OT8/Tp05CQEB0dHfbX2f9ygcn73N3dWSyWh4dHVlZWa2vro0ePVq5cyT6y7J1vv/22ra3N3t4+MTGxtra2q6vr0aNHly9fdnd3Z7+1U1FRkUKh5OTk1NfX/90TffI+X3xkgthvEiTyjQ17UeeIESO2bt367NmzoqKioKAgbn8d09deYuytaWk0mr29/YkTJ2prayMjI11dXWk0GnuoxKknwkvsM7q6uoi8xNgXWGVlZfYF9smTJyEhIV9c9Pcv9bWXGIVCodFoVCpVWlray8vr0qVLdXV1hw4dsrS05OxL7F+aN28ehUKZNWtWRETE06dPW1tbi4uLAwICsrOzKRQKeyL5+++/Z2Vltbe319TUrF69+sKFC+8/Avs17u7ufvXq1ZaWFjqdvnTp0q97fQ0ZMuT169f79u1rbGxsbGxMSkqaMmXK++s9e3M96c19PumLl4vePPIXPwQOXqk+/7nrjd58fv+R0aNH5+XlKSsrOzo6JiUlffXjcBbBr2egj0hPTzc2Np41a9ajR4+YTKaoqKitra2JiUlcXNzcuXNnzpy5f/9+0o3AL1JSUqysrHR1dTMyMjClBQDgvPc3rOX2oVvffvvt32Xcvn2be8/L48PE2G+4lpWV/fbbb69evcpgMD64Z35+PoVCefLkCaeeuq2t7YPFvFQq1dPTk0KhXLhwgX0fJpM5f/78T/7hJycns1isnp6eD9agsT466eiT9/niI79/kvI77N1ay8rK3r9x9OjRgwcP5tQfC4uHpyRv3LiR/VZr9j+HDx/+66+/VlVVfXA3bh+6ReolxuPDxKhUKntEa29vf/LkyU+eyq2qqhoWFsap58VL7DOMjY03bNjA2cf82LvDxN4daRUQEJCVlfXxBZarh26ReomxeH6YmIiICJVK7devn5eX18WLFzs7Oz+453fffTdx4kRu9/QSg8Hw8PD4+JPy7ogqNze3928XExObO3cu5b3Dptrb242MjN6/D5VK9fb2pvzzw8Q+HhEaGxvr6ekpKSmx79Cb60lv7vPJF/4XLxe9eeQvfghfd6X6is/dJz9G9o179+59d8sXP7+9eZwP7vPy5UsjIyMajRYVFfX5zzhvVFZWUiiUkpIS0iEghPLz8y0sLCgUygcbcyUmJr67z++//y4iIrJ8+fKP/9qFvub3338XFRVduHBhV1cX6RYAAOFEYI9a4davXz83N7eLFy/W1dUdOXLEzs7u47OM2D94ZB+jwRGSkpKZmZmLFy9WUVGRkJAwMTG5dOkSe43JuzcqUqnU48ePx8TE2NvbKygoiIuLa2lpzZgxIz4+nn2Ih6io6NmzZy0tLaWlpf/uiT55ny8+MkG1tbUUCuX9A0y4h727xapVq0pKSh48eLBp06Zhw4bx4Hn7FFFRUSqVOm7cuPDw8JcvX6alpfn5+cnKyn58TyUlpc8sXP2n8BL7jLq6Op4tppCUlPTw8EhISKivrz906JCNjQ1HDouDD4iKijo6OkZGRtbV1cXExEybNu3jvWjFxcX551wjERGR2NjYw4cPm5mZSUtLy8nJjRs37siRI+8Ojzp69OjChQuVlJQkJCQmTJiQnp7+wRFwEhISmZmZS5YsGThwoISEhLGxcXx8vJOT01fETJ8+PSoqysDAQFJSUlVVdfHixRkZGe8vhOzN9aQ39/mkL14uevPIX/wQOHil+uLnrje++Pn9CgMHDszKyjIzM5szZw4/LCTEilrghr/++svNzc3c3LyoqIjy/49mpVAoVCpVQ0PD2dn53T2DgoKio6MPHz7s4eHR1tZGJhdIYzAYQUFBK1eu3LRp09GjR7l6HgAAQJ/2/tSWNytPeY83H9fz58+joqJaWlq+eE/2/OjdSh9uYDAYxsbGVCq1rq6Oe8/C/9hvWvzkikvOSk9Pz83NfXd8yt/h2cpTHuPZx3X8+PGampre3NPGxmbJkiXcK8FL7B1JSckTJ05w+1mePHly5syZ1tbWL96TNytPeY83H1d3d/cff/zRm/+r165dO3bsWG739BG9uZ5w75qDq5lAYL/9gk6nkw4BIUGn0xctWkSlUj85axMVFd2/f//HvysrK0tBQWHcuHEcfF8gCIqGhoapU6dKSEjExMSQbgEAEHJYi8Qxqqqqvr6+n1kr907//v3FxcVfvnzJwWdfvXr1qVOnHj161NbWdufOHS8vr9u3b9va2n5wHnRf8+rVK0lJSRkZGW4/0aRJkywsLDh1dBX8nfnz5w8dOrQ39xw4cOCLFy84+NR4iX1SY2Nje3s7+zAfrlJXV/fx8ZGSkuL2E/VxYmJigYGBvfm/mq/2qBU4vbmecO+ag6uZIMKKWuCgmzdvjhgx4ujRoywWq7u7++M7SEpK+vn5fXy7jY1NQUFBc3OziYlJZmYm90uBX5SWlo4dO/b27dtXr1718vIinQMAIOTESAf0RSIiIkOGDKmpqeHgY967d2/37t3v3yIjI/PBLX1QdXW1hoYG5qd9kIaGRnp6OgcfEC+xT2JvA62pqUk6BHhNQkLi3Ya28E/15nrCvWsOrmaCiD2o/XgTEoCvYGpqGhERsWjRIhaL9f45gWw0Gi0wMPDvVjloa2tfv37922+/dXBw2Lp169q1a/FlttA7c+aMv7//mDFjYmJiVFVVSecAAAg/rKglQ0NDg7OD2j179syfP3/48OH9+vVTVlb28PAoKCj44GiUPohOp2OE1DcNHTqUPUPkFLzEPolOp1OpVPYhb9CnKCgovHnzhnSFoOrN9YR71xxczQRRfX29iIhI//79SYeAkJg/f358fLyYmNgHB4hRKBQGg7FkyZLP/F4ZGZmYmJgDBw78+OOPM2bMaGxs5GYpkNTT07N+/XpfX9/Zs2dnZGRgSgsAwBtYUUvG8OHDy8vLOfiAI0aMOH78OAcfUDhUVVWNHTuWdAUQMHz48IaGhtraWk4dJYeX2Cc9ePBg8ODB2JGgD1JSUnrz5g2TycR5bl+hN9cT7l1zcDUTRPX19f379/94pgbw1VxdXZOTk6dMmUKlUtmHDVAoFBqNNm3atN6scggICBgxYoSPj4+Zmdnp06eNjY253Au8RqfT58yZU1paGh0d7e3tTToHAKAPwfdXZOjr65eWlrJYLNIhwozFYpWXlxsYGJAOAQLYn/fS0lLSIUKurKxMX1+fdAUQoKSkxGAw3r59SzoEoE+oq6sbMGAA6QoQNnFxcSwWS0pK6t2RYt3d3atXr+7lb7ezsysuLlZVVTUzM9u5c+fHuyiA4Dp16pSRkVFra2tRURGmtAAAPIZBLRkGBgaNjY2PHz8mHSLM6HR6c3Mzpkh906BBg1RUVDCo5baysjL8LKRvYs+M6uvrSYcA9An19fU47Q04a8OGDREREVFRUfn5+QoKCjQaTURExNjYeMKECb1/EHV19YyMjB07dmzatMnBweHp06fcCwbeaGpq8vPz8/Pzmz9/flFRka6uLukiAIA+B4NaMgwMDERFRYuLi0mHCLPi4mIxMTE9PT3SIUCGsbHxrVu3SFcIs/b29rt37xoaGpIOAQLYM6O6ujrSIQB9Aga1wFnh4eG//fbb4cOHPTw8Ro8eXVhYqKqqymQy16xZ808fikqlBgUF5eXlPXv2zMjI6Pz589wIBt7Izc01NDRMT09PSUkJCwvr168f6SIAgL4Ig1oy5OTk9PT08vPzSYcIs9zcXCMjI2lpadIhQIa5uXleXh7pCmF2/fr1rq4uCwsL0iFAAFbUAvAStj4ADjp58uSKFStCQ0MXLlzIvkVTU/P69evOzs6enp5f95impqbFxcVubm7u7u7e3t6vXr3iXC/wQnNz8/Lly21sbAwMDEpKShwdHUkXAQD0XRjUEmNhYYEpElfl5eVhhNSXmZub0+n0Z8+ekQ4RWrm5uYMHDx4yZAjpECBAUlJSUlISg1oA3sCKWuCUCxcuLFq06Oeff161atX7tw8cODApKendZrVfQVpa+vDhw8nJydevX9fR0Tl8+DBO4xAUSUlJ+vr6p06d+uOPPy5cuMCpk3gBAODrYFBLjJWVVXFxcVNTE+kQ4fTmzZs7d+5YWVmRDgFizMzMxMXFs7KySIcIrczMTFtbW9IVQIyqqurz589JVwD0CS9evBg4cCDpChB4GRkZPj4+ixcv/vnnn7n0FE5OTuXl5YsXL16yZImtre29e/e49ETAEa9evfLz85s6deq4ceMqKysDAgKoVCrpKACAvg6DWmIcHR2ZTGZ6ejrpEOGUmppKpVInTZpEOgSIkZGRsbCwSE5OJh0inFpbW3Nzc52cnEiHADFDhw6tqakhXQEg/Lq6up49e6apqUk6BARbUVHRjBkzPD09w8PDufpEUlJSISEh+fn5DQ0NY8aM2bp1a0dHB1efEb4Cg8H4448/dHV1r127lpSUFBsbq6KiQjoKAAAoFAxqCVJUVBw3bhymSFySnJxsbm7ev39/0iFAkrOz85UrV5hMJukQIZSent7d3Y0tzPoyTU1NOp1OugJA+D169IjJZGJQC/9GWVnZlClTJk6cePz4cRERXnwDOG7cuOLi4k2bNoWEhIwaNers2bM8eFLopatXr44ZMyYoKGjBggV//fWXs7Mz6SIAAPgvDGpJcnFxuXTpUk9PD+kQYdPR0XHp0qXp06eTDgHCXF1d6+rqrl27RjpECMXGxk6YMAGLL/oyDQ0NrKgF4AH2Cw2DWvhqDx8+nDx5sqGhYUxMjJiYGM+el0ajbdiw4f79+46Ojt7e3mZmZkVFRTx7dvikJ0+e+Pn5TZo0SUVF5fbt26GhoTIyMqSjAADgf2BQS5KPj8/r16+xhybHJSQkNDU1eXt7kw4BwnR0dAwMDOLi4kiHCJvm5uYLFy7MnTuXdAiQpKGhwV7oRzoEQMjR6XRZWVlFRUXSISCQnj9/7uDgoK6ufvHiRQkJCd4HqKqqHjp0qKCgQERExNzc3N/f/+nTp7zPgDdv3qxfv37EiBE3b95MSUlJS0sbPXo06SgAAPgEDGpJ0tLSGjNmTExMDOkQYRMZGeng4DB48GDSIUCel5fXuXPnsG6ds86dO8dgMLy8vEiHAEkaGhpdXV0vXrwgHQIg5Oh0OpbTwtepr693cHCg0WiJiYmysrIES8aNG5eXlxcZGZmWljZixIigoKCXL18S7OlTGhsbg4ODtbS0jh49umPHjpKSksmTJ5OOAgCAv4VBLWFz5syJjY1taWkhHSI8amtrU1JSsNYP2Hx9fWtraxMTE0mHCJXIyEgXFxcFBQXSIUASe3KEbWoBuK2mpgaDWvgKbW1t06ZNa25uTktL44etiqhUqq+v74MHD8LCws6dO6ehobF48WKMa7mqtbX1t99+09LS2r17d2BgYFVV1fLly2k0GukuAAD4HAxqCfPz8+vq6sKiWg6Kjo7u168fNqgFNk1NTXt7+yNHjpAOER7Pnj3Lzs7Gz0JATU1NQkKiqqqKdAiAkKuqqsKgFv6prq4uNze3Bw8epKWlDRkyhHTOf9FotICAgKqqqpCQkIsXL44YMWLDhg14cwbHvX37NiQkRFNTc9u2bcuWLXv8+HFISIi8vDzpLgAA+LJPbCfv5ubG+w6uevbsGemEv6WkpOTm5nbgwIFvv/2WdIswYLFYR48e9fDw4Od98Xfu3BkVFUW6og/x9/f38fGprq7W0tIi3SIMjhw5oqCgwM8HBOfk5AjfX2Q3btyws7MjXfE/REREdHV1y8rKSIcACDMGg1FRUfHdd9+RDgFBwmAwZs+eXVhYmJmZqa2tTTrnEyQkJFasWOHv779v3749e/bs2bPH19d39erV2DX133v06FFYWNiRI0eoVOqSJUvWrFmjpKREOgoAAP6B/xnUDhkyRCjPX9LU1OTnlQhr1qwxMTG5cuUKdgv69y5fvlxSUnL06FHSIZ8mIiIilC8xCoXi7e39zTffkK74tJkzZ2ppaf3222+HDh0i3SLwWltb9+3bt3TpUnFxcdItn2ZlZSUpKUm6gvOsra0nTJhAuuJDBgYGGNQCcNXDhw/b2toMDAxIh4DAYLFYixcvTkpKSklJMTY2Jp3zOdLS0uvWrVu5cmV0dPSOHTv09PQsLCzWrVvn4uJCpVJJ1wmeO3fu7N69Ozo6WklJadWqVUFBQdilCgBAEFFZLBbpBqA4Ozs3Njbm5+eTDhF4lpaWioqKly5dIh0C/CUiImLp0qVVVVV89e4/QbRz587NmzfX1NQMGDCAdAuQt3v37pCQkNevX5MOARBaZ8+e9fHxaWpqkpKSIt0CgmHNmjXh4eEXL17k5/e+fIzFYl2+fHnXrl1ZWVkGBgb+/v6zZ8/GnLE32tvb4+LiIiIicnNzjY2NV69e7eXlhY1oAQAEF/ao5Qs//fRTQUFBTk4O6RDBlpGRkZeXt379etIhwHfmz5+vqqq6Z88e0iGCraOj4/fff1+6dCmmtMBmYGBQW1v76tUr0iEAQqusrGz48OGY0kIvbd68ec+ePZGRkYI1paVQKFQq1cXFJTMz8+bNm6ampuvXrx88eLCfn9+1a9ewrujv3LlzZ9myZWpqav7+/qqqqunp6bdu3Zo9ezamtAAAAg0ravmFjY2NpKRkSkoK6RABNnHiRFFR0bS0NNIhwI/CwsI2btxIp9P54eBjAbVv374ffvihurpaVVWVdAvwhdraWhUVldTUVAcHB9ItAMJp5syZNBotNjaWdAgIgAMHDixbtuzgwYMBAQGkW/6tpqam6OjoiIiImzdvamtrL1iwwNvbW0NDg3QXX3j16tXZs2dPnDjB/sNZtGiRn58fvr4FABAaWFHLLzZt2nTlypWioiLSIYIqNzc3MzNz48aNpEOAT/n7+8vIyOzatYt0iKDq6OjYuXMne8kG6RbgF8rKyoMGDcI2tQDcU1ZWpq+vT7oCBEBUVNT3338fEhIiBFNaCoUiJycXEBBw48aN27dv29vb79y5U0tLy8zMbPfu3U+ePCFdR0ZdXd2hQ4cmTZo0ePDg9evXjxo16tq1a5WVlWvWrMGUFgBAmGBFLR+xs7NrbW0tLCwUEcEA/Z9hMBhjx45VUlLCclr4jPDw8LVr15aWlo4cOZJ0i+AJDg7evXt3ZWWlmpoa6RbgI5MnTx40aNDJkydJhwAIoebm5v79+587d27GjBmkW4CvJSQkuLm5rVmzZvv27aRbuKK7uzsjIyM2NvbChQtv376dMGGCp6fn1KlTR4wYQTqN654+fZqcnHz27NmrV6+Ki4tPnTrV29t7ypQpQnl0KgAAUDCo5SsVFRVGRkbh4eGBgYGkWwRMeHj4Dz/8UFJSoqOjQ7oF+BcG+l/t4cOHenp6W7duXbVqFekW4C8//fRTdHT0/fv3SYcACKG0tDRHR8fnz5/jrQzwGVlZWc7Ozj4+PseOHaNSqaRzuKurqys1NTU2NjYhIeHt27fDhg1zcnJydna2s7MTpq2cu7q6cnNzU1JSUlJSysrKpKSkJk+e7OXl5erqKi0tTboOAAC4C4NDL7IRAAAgAElEQVRa/rJ27dojR45UVlbiDSy99+rVKx0dnaVLl27ZsoV0C/C7GzdumJmZnTlzxsvLi3SLIHFxcampqbl9+zaOp4APXLlyxcnJ6cWLF4MGDSLdAiBsgoODT506VVVVRToE+FdJSYmtra2dnV1cXJyoqCjpHN7p6ekpKChgjzJv377dr18/a2trGxsbS0vLsWPHCuJq0+7u7uLi4vz8/Ozs7KtXr7a0tOjo6Dg5OTk5OdnY2EhISJAOBAAAHsGglr+0tbWNHj3a1tb2+PHjpFsExuzZs3NzcysqKvATZuiNRYsWXb58ubKyUl5ennSLYDh37pynp+fVq1dtbW1JtwDfaWpqUlRUPHv2LN6aDcBxDg4Oampq2FoE/s6DBw+srKz09fUTExP79etHOoeYly9fXrlyJTU19dq1a0+fPqXRaCYmJubm5paWluPHj+fnLZvq6+uLiory8/Nzc3OvX7/e3t6urKxsaWnp6Ojo5OSEw9MAAPomDGr5zvnz5z08PDIyMuzs7Ei3CIC0tLTJkydfvHjR1dWVdAsIhrq6Oh0dHV9f3/DwcNItAqCxsVFfX3/ixIknTpwg3QJ8ytDQ0NHRcefOnaRDAIQKg8FQUFAIDQ0VjrOhgOOePHliZWWlqqqanp6OxQrvPH/+vLi4OC8vjz367O7u7t+//+jRo0ePHq2rq2tiYmJkZCQjI0Okrbu7+/79+xUVFeXl5cXFxRUVFXQ6ncViaWlpWVhYWFpaWlhY6OrqCv3+FQAA8HkY1PIjd3f3oqKi27dvKysrk27hay9fvjQ2NraxsYmOjibdAoIkKipq7ty5mO/3hoeHR35+fklJCS5H8HeWLFly586d/Px80iEAQqW4uNjU1LS8vFxXV5d0C/Cd2tpaa2trGo2WnZ2toKBAOodPNTU13bp1q6ysrKysrKSkpLy8vLW1VURERE1NTUNDQ/P/09DQGDp0qIqKCqfm3e3t7XV1dY8fP6bT6XQ6vaamhv0vT58+7enpERcXHz16tL6+vr6+voGBwZgxYwYMGMCR5wUAAOGAQS0/evv27ZgxYzQ1NdPS0kREREjn8Ckmk+nk5FRdXV1cXIz3sMM/tXDhwgsXLty6dQtvK/uMvXv3rlix4sqVK/b29qRbgH9FRUUtXLjw7du3grgnIADfCg8PDw4Orqurw5eC8IHGxsaJEyc2NTXl5ORgf/DeYzKZ1dXVpaWl1dXV789POzo62HeQkJBQ+v+UlZX79+9PpVL79+9PoVD69ev3/mFlHR0d7e3tFAqlubm5p6enubm5rq6utra2vr6+vr6+ra2NfTdxcfGhQ4eyh8IaGhpaWlp6enra2tpiYmK8/uABAEBwYFDLp27cuGFpaRkcHLxhwwbSLXxq8+bN27dvz8/PHzNmDOkWEDwdHR1mZmb9+vXLyckRFxcnncOPSktLx48fv3Hjxh9//JF0C/A1Op2upaWVnZ1tbW1NugVAeHh7e7e2tiYmJpIOAf7S3t4+efLk6urq3Nxc/LCZI168ePHkyZO6urr699TW1r59+5ZCoTQ0NFAolM7OznfjV8p7c1t5eXkRERFZWVn2bFfpPUOGDFFTU8MPWgAA4J/CoJZ/7d69e926dVevXrWysiLdwneys7MnTZoUFha2dOlS0i0gqO7fv29qahoYGLhjxw7SLXynubl57NixampqaWlpfeoUafg6w4YN8/X1/fXXX0mHAAgJBoMxcODAjRs3rlq1inQL8JHu7u4ZM2Zcv349Ozsbe2IAAAAIJfyIj3+tXLlyypQp3t7edDqddAt/efjwobe398yZMzGlhX9j5MiR4eHhoaGhUVFRpFv4S09Pj4+PT2Nj45kzZzClhd6YPHlycnIy6QoA4XHjxo36+npnZ2fSIcBHmEymn59fTk5OcnIyprQAAADCCoNa/kWlUiMjI1VVVR0cHF69ekU6h1/U1tZOmTLlm2++OX78OOkWEHjz589fvXr1ggULMGN6h8ViBQQEZGVlnT9/fuDAgaRzQDA4OzvfunULf1UBcEpycvI333wzatQo0iHAL1gs1pIlS86fP3/27FlTU1PSOQAAAMAtGNTyNTk5uZSUFFFRUUdHR/Y2SX1cU1OTk5MTg8FITEyUkZEhnQPCYMeOHXPmzPHw8MCZ9Wzr1q07derUuXPnJkyYQLoFBMbEiRPFxcVTU1NJhwAIieTk5ClTppCuAD6yYcOGI0eOnD592tHRkXQLAAAAcBEGtfxOWVk5OTn59evXbm5unZ2dpHNI6urq8vDwePHiRVpaGhb6AadQqdSIiAhHR8dp06bdvXuXdA5h+/btCw0NPXz4sJOTE+kWECTS0tKWlpZYmQ7AEXV1dcXFxdj3AN4JCwvbsWPH4cOH3d3dSbcAAAAAd2FQKwC0tLSSkpKKi4tnz57d1dVFOoeMzs5Ob2/v69evJycna2pqks4BoSIqKhoVFTVy5EgnJ6eqqirSOcREREQsX748NDR0/vz5pFtA8Dg7O1+5coXBYJAOARB4V65cERUVtbOzIx0CfOHkyZMrV64MDQ1duHAh6RYAAADgOgxqBYOxsXFCQkJaWtrUqVObm5tJ5/BaU1OTs7NzZmZmYmKioaEh6RwQQlJSUomJiSoqKpaWlrdu3SKdQ8C2bdsWL178008/4YRx+DrOzs5v3rwpKioiHQIg8JKTky0tLeXk5EiHAHnx8fGLFi0KDg7G384AAAB9BAa1AsPa2jovL+/u3bt2dnavX78mncM7r169srW1vXv3blZWlqWlJekcEFqKiopZWVnGxsY2NjZ9aqtNFou1Zs2aTZs2hYaGBgcHk84BQaWrq6ujo3Pu3DnSIQCCrbOzMzExccaMGaRDgLz09PRZs2axf4xKugUAAAB4BINaQaKnp5eTk9PU1DRhwoQ+8gZtOp1uZWXV2NiYk5NjZGREOgeEnLS09MWLF11cXFxdXWNiYkjn8EJXV5evr+/evXvPnDmD1TrwL3l4eMTGxjKZTNIhAAIsOTm5ubkZW5FCYWHhzJkzPT09w8PDSbcAAAAA72BQK2A0NTWvXbsmLy9vbW197do10jncdfXqVTMzM3l5+cLCwuHDh5POgT5BXFw8Kipq8eLFvr6+27dvZ7FYpIu46OXLl46OjklJScnJyd7e3qRzQOB5eXk9ffq0oKCAdAiAAIuJibGysho8eDDpECCprKxs6tSpEydOPH78uIgIvl8DAADoQ/AXv+AZNGhQVlbW+PHjJ02atHXrVqFcu8RgMDZv3uzo6GhtbZ2ZmamsrEy6CPoQERGR8PDw0NDQn3/+ecqUKbW1taSLuCI9Pd3IyOjZs2fXrl2bOHEi6RwQBvr6+rq6urGxsaRDAARVW1tbYmKil5cX6RAg6eHDh5MnTzY0NIyJiRETEyOdAwAAADyFQa1AkpOTi4+P379//y+//GJvb//ixQvSRZxUW1s7derU7du379q1Ky4uTkZGhnQR9EUrV67Mz8+/f/++vr5+eno66RxOYjKZv/32m5OTk7m5+Y0bN3BAH3CQl5dXbGwsg8EgHQIgkJKSktrb27HvQV/27NkzBwcHdXX1ixcvSkhIkM4BAAAAXsOgVoAFBATk5uY+evTI1NQ0IyODdA5npKamGhgYPHz4MD8/PygoiHQO9GmmpqY3b96cMGGCs7Pz1q1be3p6SBdxwNOnTydNmhQcHLxv377z58/379+fdBEIFR8fn5cvX+bm5pIOARBIsbGxtra2AwcOJB0CZNTX1zs6OtJotMTERFlZWdI5AAAAQAAGtYJt7NixxcXF5ubmDg4Ofn5+r169Il309V68eDF79uzJkyfb2NgUFxePGTOGdBEARUFB4fz586Ghob/++qupqWl+fj7poq/X3d29a9euUaNGvXjxoqCgIDAwkHQRCCFtbW0DA4MzZ86QDgEQPE1NTZcvX/b09CQdAmS0tbVNmzatubk5LS1NRUWFdA4AAACQgUGtwOvfv39cXNzFixdzcnK0tbXDwsIE7j2nTCbz8OHDo0aNunbtWlxcXHR0tJycHOkogP9DpVKDgoLKy8vV1NQsLS39/Pxev35NOuofy8nJMTEx2bhx49KlS+/cuWNkZES6CITWvHnzoqOjW1tbSYcACJgzZ86wWCxsUNs3dXV1ubm5VVVVpaWlDRkyhHQOAAAAEINBrZBwdXUtLy//7rvv1q5dO27cOAFa98eeHy1fvnzZsmX379/38PAgXQTwCcOGDUtKSoqJicnMzBw1atShQ4e6u7tJR/XK8+fP58+fb2Njo66uXlFRERISgj3vgKvmzZvX0dERFxdHOgRAwERERHh4eCgoKJAOAV5jMBizZ88uLCxMSUnR1tYmnQMAAAAkYVArPKSkpLZv315SUtK/f38LCwt7e/vMzEzSUZ+TkZExceJEa2trZWXl0tLSLVu2SEpKko4C+BxPT8+7d+8uWLDg+++/Hzly5MGDBzs7O0lH/a2ampolS5ZoaWllZmaePXs2KSlp2LBhpKNA+CkpKc2YMSMiIoJ0CIAgKS0tLS4u9vf3Jx0CvMZisRYvXpyUlJSQkGBsbEw6BwAAAAjDoFbY6OjoZGRk5OTkSEpKTpw40cLCIiEhgcVike76H+np6ebm5vb29l1dXZcuXUpNTR05ciTpKIBekZGRCQ0NraqqmjZt2qpVq4YMGRIcHNzU1ES6639UV1cHBQXp6OgkJSX99ttvlZWVbm5upKOgD/H398/Pzy8vLycdAiAwDh06NHLkSEtLS9IhwGtr1qz5888/z549a2VlRboFAAAAyMOgVjhZWlomJCTk5+crKChMnz59zJgxe/furaurI1tVW1sbHh5uaGjo6Og4YMCAwsLC3NxcV1dXslUAX2HIkCFhYWEPHz6cM2dOaGjosGHDfvjhh7KyMrJVXV1dFy9edHNzGzFiRGpq6uHDh6uqqoKCgrBWHXhs4sSJw4cPP3LkCOkQAMHQ3t5+5swZf39/KpVKugV4Kjg4+Pfff4+MjHR2dibdAgAAAHyBym9rLYHjbt++HRYWdv78+Y6ODmdn57lz57q4uPByk8qOjo5Lly5FRkZeuXJFUlLS3d09KCjI0NCQZwEAXFVXV7d///6TJ0/S6XQjI6O5c+f6+voOGjSIlw2FhYWnTp2Kjo5uaGiws7NbvHixu7u7iAh+FAfEbN++PTQ09NmzZ9gTGeCLTp48GRAQ8OTJExUVFdItwDv79+///vvvDx48GBAQQLoFAAAA+AUGtX1FW1tbfHx8ZGRkenq6rKzs9OnTnZ2dHRwcFBUVufSM9fX1qampycnJly5damlpcXR0nDNnzsyZM7G4D4QSi8XKzc1lv3uxubl50qRJU6dOdXZ2HjFiBJeesaurKzc3NyUl5cKFCw8ePNDV1fXz85s9e7a6ujqXnhGg9168eKGhoXHw4MEFCxaQbgHgd+PHj9fQ0IiJiSEdArxz6tSpefPmbd++fe3ataRbAAAAgI9gUNvnPH/+/MyZM5cuXcrPz2exWMbGxubm5hYWFiYmJpqamv9mCR6TyaTT6Tdv3szLy8vLyyspKRERETE3N58+ffqsWbN4vMAQgBT2EvKzZ8+mpaW9fftWQ0PD0tLS3Nx8/Pjxurq6/3J1YW1t7Z07d/Lz8/Py8goKClpaWrS1tV1cXGbNmmViYsKpDwGAI+bNm3fr1q3S0lK8mxvgM7Kzs21tbfPz8ydMmEC6BXgkISHBzc3thx9+2LZtG+kWAAAA4C8Y1PZdb9++zcjIuHbtGnuo2tPTIyMjo6urO3LkSE1NTU1NzYEDBw4YMGDAgAEKCgoUCqVfv34UCoV9xv2bN2/q6urq6+tfvnxJp9Nramru3btXUVHR2toqJiZmZGRkYWFhY2MzadIkOTk5wh8nACE9PT0FBQWZmZl5eXmFhYVNTU1iYmLDhw8fNWoU+yX2zTffKCkpDRgwQFFRkUajUalUaWnplpYWCoXS2tpaX1/Pfok9fvyYTqdXV1eXlZW9evWKQqFoampaWFhYWlo6OjpqamqS/kABPq2srMzQ0DApKcnJyYl0CwD/mjZtWkNDQ05ODukQ4JHMzMwpU6b4+PgcO3YMP8cCAACAD2BQCxQKhdLa2lpeXl5SUlJeXl5VVUWn0+l0ent7+xd/o5SUFHvkNHz48NGjRxsYGOjp6UlJSfGgGUCAMBiMBw8elJaWlpWV3bt3r6amhk6n9+Z8PzExMXV1dU1NTS0trVGjRhkYGBgYGAwcOJAHzQD/nqOjI4vFSktLIx0CwKfu3bunq6t77ty5GTNmkG4BXrhz546dnd3EiRNjY2NFRUVJ5wAAAADfwaAW/lZLSwt7TV9DQwOLxero6KBQKBISEiIiIv3791dSUlJSUpKRkSGdCSCoOjs72S+xt2/fdnZ2MpnM1tZWWVlZCoUiKyv77lWG5TYguK5cueLk5HTr1i1jY2PSLQD8KCAgICsrq7KyEsc/9gX379+3trY2MDBISEhgv1MNAAAA4AMY1AIAAAC3GBkZ6evrR0ZGkg4B4DuvX7/W0NDYvXt3YGAg6RbguidPnlhaWqqpqaWnp0tLS5POAQAAAD6Fn94DAAAAt6xcuTImJubx48ekQwD4zt69e6WlpefNm0c6BLiutrbWwcFBXl4+KSkJU1oAAAD4DAxqAQAAgFtmzZo1ePDgrVu3kg4B4C/19fXh4eErVqyQlJQk3QLc1djY6OTkxGAwUlNT2Sf0AgAAAPwdDGoBAACAW8TFxTdt2nT8+PHq6mrSLQB8JDQ0VFxcfPny5aRDgLva29tdXV1fvXqVlpY2aNAg0jkAAADA77BHLQAAAHARg8EYPXr0hAkTjh8/TroFgC/U1dVpaWn99NNPa9asId0CXNTd3T1jxozr169nZ2fr6uqSzgEAAAABgBW1AAAAwEWioqL/+c9/IiMjKysrSbcA8IVt27ZJS0svWbKEdAhwEZPJ9PPzy83NTU5OxpQWAAAAegkragEAAIC7GAyGvr6+sbFxVFQU6RYAwl68eDF8+PDt27dj3wMhxmKxAgMD//zzz+TkZFtbW9I5AAAAIDCwohYAAAC4S1RUNDg4ODo6ury8nHQLAGHbtm1TVFQMCAggHQJctGHDhqNHj546dQpTWgAAAPhHsKIWAAAAuI7JZJqYmKipqV2+fJl0CwAx9+7dMzAw2Lt3Lwa1QiwkJGTjxo1Hjx5dsGAB6RYAAAAQMBjUAgAAAC9kZWXZ2dklJSU5OzuTbgEgY+rUqY8ePbpz546YmBjpFuCKkydPLliwYNeuXStXriTdAgAAAIIHg1oAAADgEXd394qKitLSUhqNRroFgNfS09MdHBxSU1MdHBxItwBXxMfHe3p6/vzzzz/++CPpFgAAABBIGNQCAAAAj9DpdF1d3ZCQkKCgINItADzV09NjbGw8cuTIc+fOkW4BrkhPT3dxcfH399+7dy/pFgAAABBUOEwMAAAAeERTU3PFihWbN2+uq6sj3QLAU/v3779//35ISAjpEOCKwsLCmTNnenp6hoWFkW4BAAAAAYYVtQAAAMA7LS0tI0eOnDlz5v79+0m3APDImzdvRo4c6e/vv337dtItwHllZWW2traWlpbnzp3D7sMAAADwb2BQCwAAADx14sSJRYsWFRYWmpqakm4B4IVFixYlJSXdu3dPVlaWdAtw2MOHDy0tLUeNGpWUlCQhIUE6BwAAAAQbBrUAAADAUywWy8HBoba29ubNmzhVDIRedna2nZ1dbGysh4cH6RbgsGfPnllZWSkrK6enp2MKDwAAAP8eBrUAAADAaw8ePDA0NPzxxx83bNhAugWAizo7O42MjIYNG5aYmEi6BTisrq7OxsaGSqVmZ2crKSmRzgEAAABhgMPEAAAAgNdGjBjx448/bt68+e7du6RbALjo559/fv78+cGDB0mHAIc1Nzc7Ozs3NzcnJSVhSgsAAACcghW1AAAAQEBPT8/48eNlZWUzMzOpVCrpHADOKy0tNTU1DQsL++6770i3ACd1dXW5urreuXPn2rVr2trapHMAAABAeGBQCwAAAGQUFxebmZkdOHDA39+fdAsAhzEYjPHjx0tKSmZnZ4uI4E1swoPBYHh7e6enp2dmZhobG5POAQAAAKGCrxoBAACADBMTk5UrV65Zs4ZOp5NuAeCwbdu2lZeXR0REYEorTFgsVkBAQHJycmJiIqa0AAAAwHFYUQsAAADEdHZ2jh8/XlpaOjs7W0xMjHQOAGfcvHnT3Nw8NDR0+fLlpFuAk1avXr1v374LFy44OzuTbgEAAAAhhEEtAAAAkFRRUWFqarpu3bqff/6ZdAsAB7S0tJiYmGhoaKSkpGD/ZWESHBy8ZcuW06dPe3l5kW4BAAAA4YS3YgEAAABJurq6ISEhW7ZsKSgoIN0CwAHLli1raGg4ceIEprTCZP/+/b/88ssff/yBKS0AAABwD1bUAgAAAGEsFmvatGnl5eV37tyRk5MjnQPw9c6dO+fp6XnhwoVp06aRbgGOOXXq1Lx580JCQn744QfSLQAAACDMMKgFAAAA8l6+fGloaOjk5HTy5EnSLQBf6fHjx0ZGRj4+PgcOHCDdAhxz6dIld3f3tWvXbt26lXQLAAAACDkMagEAAIAvXL582dXV9eDBgwEBAaRbAP6xzs5OKyur9vb2oqIiKSkp0jnAGZmZmVOmTJk/f/4ff/xBugUAAACEH/aoBQAAAL4wderU//znP8uWLcvLyyPdAvCPLVu2rLKyMjY2FlNaoXHjxo3p06dPmTJl3759pFsAAACgT8CKWgAAAOAXTCbTxcXlr7/+unnzpoqKCukcgN6KiIhYvHhxXFycu7s76RbgjPv371tZWRkaGiYkJPTr1490DgAAAPQJGNQCAAAAH2loaBg7duyQIUNSU1PFxMRI5wB82e3bty0sLFatWrVlyxbSLcAZT548sbS0HDx4cFpamrS0NOkcAAAA6CswqAUAAAD+UlpaOmHChCVLluzcuZN0C8AXvHnzxtTUVEtL68qVK6KioqRzgANqa2utrKz69euXlZWloKBAOgcAAAD6EOxRCwAAAPzFwMDgjz/+2LVr1+nTp0m3AHxOV1eXu7s7k8mMiYnBlFY4NDY2Tp48mcFgXLlyBVNaAAAA4DG8oxAAAAD4jp+fX0lJycKFC9XV1a2trUnnAHwCi8Xy9/cvLi7OyclRUlIinQMc0NbW5urq+vr169zc3EGDBpHOAQAAgD4Hg1oAAADgRzt37qypqZk5c2Z+fr62tjbpHIAPbd68OSoqKj4+3tDQkHQLcEB3d7eHh8fdu3evXbumoaFBOgcAAAD6IuxRCwAAAHyqvb190qRJL1++LCgoGDhwIOkcgP+Kjo729fXdt2/fkiVLSLcABzCZTF9f3+Tk5IyMDFNTU9I5AAAA0EdhUAsAAAD8q66uztzcvH///llZWVJSUqRzACgUCuXatWuOjo4rV67cvn076RbgABaLFRgYGBkZmZycbGNjQzoHAAAA+i4MagEAAICvVVZWWlhY2NnZ4bwm4Afl5eVWVlYODg7R0dFUKpV0DnDAunXrdu3aFRsb6+bmRroFAAAA+jQR0gEAAAAAn6OjoxMfH5+UlOTv748fMANZVVVVDg4O+vr6J0+exJRWOISEhOzcuTMiIgJTWgAAACAOK2oBAABAAKSlpbm6ui5atGjfvn2kW6CPevr0qbW1tby8fGZmZv/+/UnnAAecOHFi4cKFu3btWrlyJekWAAAAAIoY6QAAAACAL2O/09zT05NGo+3Zs4d0DvQ5r1+/dnBwkJGRSU9Px5RWOJw/f37RokW//PILprQAAADAJ0SDg4NJNwAAAAB8mY6OjpaW1oYNG0RFRa2trUnnQB/y9u1bBweHjo6Oq1evqqiokM4BDkhPT3d3d1+8eHFISAjpFgAAAID/gxW1AAAAIDDmzJnT0tKyZMkSKSmpVatWkc6BPoE9pX3z5k1OTo6qqirpHOCAwsLCGTNmeHl5hYWFkW4BAAAA+C8MagEAAECQBAYGtrW1rVmzprOzc8OGDaRzQMjV1dVNnjz51atXWVlZ33zzDekc4ICysrIpU6bY29sfO3ZMRARHKwMAAAAfwaAWAAAABMyqVaukpKSWLl3a2NiIty0D97x8+dLR0bGpqSkrK2v48OGkc4ADqqqqHB0djY2No6OjxcTwrRAAAADwF3x1AgAAAIInMDBQVlZ2/vz5zc3Ne/fuxbI44LjHjx9PmjRJVFQ0NzdXXV2ddA5wwLNnzxwcHIYMGXLhwgUJCQnSOQAAAAAfwqAWAAAABNLs2bNpNNqcOXOam5uPHTuGxXHAQffv37e3t5eTk0tLS8O+tMKhrq7O0dFRWlo6KSlJVlaWdA4AAADAJ+BbGgAAABBUXl5eUlJSnp6ePT09J06cEBcXJ10EwuDOnTvOzs4aGhpJSUkKCgqkc/hOT09PXFwc6Yp/bOfOnbW1tcHBwampqZ+5m62tLUbzAAAAQAqVxWKRbgAAAAD4ehkZGW5ubmPGjDl//jzGavAvJScne3t7jxs3Lj4+HusuP6m5uVlOTk4o9xthMplJSUnOzs6kQwAAAKCPEsIvsAAAAKBPmTRpUl5eXnV19bhx4x48eEA6BwTY0aNHp0+f7u7ujnfHf1FiYiJDuLx9+5b0HyoAAAD0dRjUAgAAgMDT09MrLCyUl5efMGFCbm4u6RwQPCwWKzg42N/ff+PGjceOHcM2GgAAAADAexjUAgAAgDBQVVXNzs42Nze3t7ePjo4mnQOCpLOzc/bs2du3bz958mRwcDCVSiVdBAAAAAB9EQa1AAAAICSkpaXj4+MXLlw4e/bsLVu2YCN+6I0nT55YW1unpKRcuXJl7ty5pHMAAAAAoO/CoBYAAACEh6io6IEDB37//fdffvllxowZjY2NpIuAr129etXExKSlpaWgoMDW1pZ0DgAAAAD0aRjUAgAAgLD5/vvvM7EZPzkAACAASURBVDMzb9y4YWpqWlZWRjoH+BGLxQoLC3NycjI3N8/Pz9fW1iZdBAAAAAB9HQa1AAAAIIQsLCxKSkqGDBkyfvz4kydPks4B/tLS0uLt7b169epff/01Pj5eXl6edBEAAAAAAAa1AAAAIKSUlZVTUlL8/f3nz5+/YsWKzs5O0kXAF/76669x48ZlZ2enpaWtW7cOR4cBAAAAAJ/AoBYAAACEFo1GCwsLi4qKOnbsmJmZWUVFBekiIInFYu3du3fs2LEKCgrFxcV2dnakiwAAAAAA/guDWgAAABByvr6+paWlMjIyJiYmYWFhLBaLdBEQ8Pr162nTpq1atSooKCgrK0tdXZ10EQAAAADA/8CgFgAAAISfhoZGZmZmcHDwDz/84OTk9OLFC9JFwFOpqalGRkZlZWWZmZkhISE0Go10EQAAAADAhzCoBQAAgD5BTExs3bp1mZmZ9+/fNzY2TkhIIF0EvNDS0rJ06VInJyd7e/vS0lJLS0vSRQAAAAAAn4ZBLQAAAPQhFhYWd+7ccXR0nDZt2qxZs16/fk26CLgoOTlZT08vOjr69OnTf/75p5ycHOkiAAAAAIC/hUEtAAAA9C3y8vJ//vlnUlJSQUGBtrb24cOHsWut8GloaFi8ePGUKVP09fVLS0t9fHxIFwEAAAAAfAEGtQAAANAXOTs7V1RULF68eMmSJba2tvfv3yddBBwTFxenra2dkJBw7ty5hISEwYMHky6CfyYnJ2fRokWjRo2SlJRUVFR0cHBITEwkHQUAAADAdRjUAgAAQB8lJSUVEhKSm5v75s0bY2PjkJCQzs5O0lHwr1RWVjo6Ovr4+Hh5ed27d8/NzY10EfxjVVVV1tbWR48erays7OjoaGhoSE9Pd3V13b17N+k0AAAAAO7CoBYAAAD6NDMzs+Li4g0bNvz666+6urrnz58nXQRfo6GhYcWKFQYGBq9fv87Jydm3b5+srCzpKPgaIiIikydPjoqKun//fnt7O51OX7t2LYVC2bhxY1NTE+k6AAAAAC7CoBYAAAD6OnFx8U2bNj148MDe3t7T09POzq6kpIR0FPQWk8n8888/dXR0Tp06tXPnzuLiYnNzc9JR8PW0tLRSUlJ8fX1HjBghISGhoaHx22+/2djYdHZ23r17l3QdAAAAABdhUAsAAABAoVAoampqhw4dys3NbWtrMzExCQwMrK2tJR0FX5CRkWFkZOTv7z937tyHDx8GBQWJioqSjgLOo9FoFApFRUWFdAgAAAAAF2FQCwAAAPBfEyZMKCwsPHPmTEpKiqam5vr16xsaGkhHwScUFRW5urra29sPHDjw9u3boaGh8vLypKOAw5hM5rNnz7Zs2ZKenu7k5KSpqUm6CAAAAICLMKgFAAAA+B9UKtXT07O8vHzTpk1HjhzR0tL69ddfm5ubSXfB/7l165aLi4uZmVlDQ0NmZmZaWpquri7pKOCwyspKKpUqKiqqrq6+devWJUuWxMXFkY4CAAAA4C4MagEAAAA+QVpaev369TU1NevXr9+9e7eGhkZwcDDOMiKrvLzcy8vL1NT0yZMnsbGxubm5tra2pKOA6zo6OgoKCkpLS0mHAAAAAHAXBrUAAAAAf0tGRmbdunXV1dWBgYG7du0aMWLEli1b6uvrSXf1Ofn5+e7u7gYGBg8ePLh48WJJSYmnpyfpKOAiHR0dFovV09Pz7NmziIiIhw8f2tvb0+l00l0AAAAAXIRBLQAAAMAXKCgobN26tbq6etGiRXv27BkyZMjSpUurqqpIdwk/JpMZHx9vYWFhYWHx7NmzuLi4W7duubq6ku4CHhEVFVVTU1u0aNHWrVvb29ux+wEAAAAINwxqAQAAAHpFWVl569atjx8/3rNnT0ZGhra2tqura3p6Ouku4dTZ2fnnn3+OHj3aw8NDUVExLS2tsLDQzc2NSqWSTgMCOjs7KRQK9h4BAAAA4YZBLQAAAMA/IC0tHRAQUF5eHh0dXVtb6+DgMG7cuIiICJw2xikVFRWrVq0aPHhwYGCgjY3N3bt3ExIS7O3tSXcBj2zbtm3dunU3btyor6/v6Oig0+nh4eE//fQThUKxsrIiXQcAAADARRjUAgAAAPxjoqKinp6ehYWFOTk5I0eOXL58uZqamr+/f1FREek0QdXa2nrixAkLC4vRo0dfvHhx1apVjx49Onjw4MiRI0mnAU+9efNmx44d48aNGzBggKSkpJaWVlBQUFtb2+zZsydPnky6DgAAAICLMKgFAAAA+HqWlpanTp16/vz51q1bi4qKzMzMDA0N9+7dW1tbSzpNYFy/fv27775TU1MLDAz85ptv0tLSHjx4sHHjRmVlZdJpQMCPP/64f/9+GxsbFRUVGo02cOBAZ2fnM2fOREZGkk4DAAAA4C4qi8Ui3QAAAAAgJIqLiw8fPnz69On29nYzMzNPT89Zs2apqKiQ7uJH5eXlcXFxp0+ffvDggba29oIFCxYuXIjhLP9rbm6Wk5NLSkpydnYm3cJJwvpxAQAAgADBiloAAAAAjjExMTl06NDr16/j4+O1tLQ2bdqkpqZmaWkZFhaGNbZs5eXlwcHBOjo6enp6x48fd3Z2zsnJuXv37rp16zClBQAAAIC+TIx0AAAAAICwkZSUdHV1dXV1bW9vT09Pj4uL27hx4+rVq42MjFxcXFxdXceMGUOlUkln8k57e3teXl56enpCQkJFRYW6urqbm9uRI0csLCz61J8DAAAAAMBnYOsDAAAAAK5rbGy8fPlyUlJSampqbW2turq6k5OTk5OTvb29vLw86TpuuXv3bnJyckpKSk5OTmdnp5GRkbOzs4uLi5mZGeazgktYtwgQ1o8LAAAABAhW1AIAAABwnby8vK+vr6+vL5PJvH37dnp6enp6+qxZs5hMpra2tqWlpYWFhZWVlaamJunSf4XBYFRWVubl5eXm5ubk5NTU1CgqKk6aNCksLGzKlCnq6uqkAwEAAAAA+BcGtQAAAAC8IyIiYmJiYmJism7dujdv3mRkZOTl5eXl5R07dqynp0dDQ8PS0nLChAljxozR09OTkZEh3ftljx8/Lisru379em5ublFRUWtrq5KSkrm5eWBgoLW19bhx40RFRUk3AgAAAAAIAAxqAQAAAMhQVFT09PT09PSkUCitra1FRUW5ubn5+fkbNmxoamqiUqlaWloGBgZ6enoGBgYGBgZaWlpiYoS/eGtsbCwvLy8rKystLS0rKysrK3v79i2FQhkxYoS5ubmPj4+FhcWoUaOwswEAAAAAwD+FQS0AAAAAedLS0hMnTpw4cSKFQmGxWHQ6/d0kNCYmZtu2bQwGQ0xMTF1dXVNTU0ND490/hwwZMmDAACkpKc721NfXv3r1qqampqamhk6nv/tnfX09hUKRk5PT09PT19efNWsWe44sxDvtAgAAAADwBga1AAAAAPyFvZZWS0trxowZ7Fva29vLy8urqqrezUxzc3MfPXrU1dXFvoOkpKTS/6esrKykpCQrK0uhUKSlpcXFxSkUioKCwrvH7+zsbGtro1Aozc3NPT09DAaj/iNMJpN9Z0VFRfZE2NbWVlNTU1NTc9SoURoaGlgzCwAAAADAWRjUAgAAAPA7SUlJU1NTU1PT929kMpnPnz9/8uQJe7T65s2b+vr6urq6urq6ysrKxsZGCoXS1tbW2dnJYrHYGxSwiYuLS0tLUygUOTk5UVFRGo2moKCgpKSkqan5bto7YMAAFRWVoUOHysnJ8fiDBQAAAADomzCoBQAAABBIIiIi6urq6urqpEMAAAAAAIADREgHAAAAAAAAAAAAAPR1GNQCAAAAAAAAAAAAEIZBLQAAAAAAAAAAAABhGNQCAAAAAAAAAAAAEIZBLQAAAAAAAAAAAABhGNQCAAAAAAAAAAAAEIZBLQAAAAAAAAAAAABhYqQDAAAAAABAwGRnZ799+5ZCoXR3d5eUlJSXl/v6+tJoNNJdX6+jo4N0AgAAAPR1VBaLRboBAAAAAAAEQ0tLi7y8PPvfWSwW+7sJKpVKpVKJdnHG5cuXnZycSFcAAABAH4VBLQAAAAAA9FZFRUVUVNSJEyeeP39Oo9G6u7sdHBxSU1NJdwEAAAAIPAxqAQAAAADgC54/fx4XFxcVFXXjxg1xcfGuri727eLi4hUVFcOGDSObBwAAACAEsEctAAAAAAB8Wnt7e2Ji4vHjx1NTU6lUKoPBoFAo76a0oqKiP/74I6a0AAAAAByBFbUAAAAAAPChnJycAwcOxMfHd3d3vxvRvk9UVFRDQ6OiokJcXJxIIQAAAICQwYpaAAAAAAD4kLi4+Pnz598tnv0Yk8k8cuQIprQAAAAAnCJCOgAAAAAAAPjO+PHjjxw58nf/lUajzZkzx9bWlodFAAAAAEIOWx8AAAAAAMCnBQUF7d+//+N9D2RlZauqqlRUVIhUAQAAAAglDGoBAAAAAODTenp6Ro8eTafTu7u7390oIiJy8OBBf39/gmEAAAAAwgdbHwAAAAAAwCe0trb6+vpWV1fLy8uLif3f4RZiYmJGRkbffvst2TYAAAAA4YPDxAAAAAAA4ENPnjyZOXNmTU1NSkqKmpqaqakpg8FgsVhMJvPo0aMiIljwAQAAAMBh+AILAAAAAAD+R05Ozv9j787jakz//4Hf55z2JBQhtNi1UiotIknZSqkoErKv8zFE85nRMGMsYx+GUJRCixJtdtqoJKWE6lR2imlRqdM5vz/O99OvoamGc851ltfzj8/j0+l23a/73F3X1Ptc93UZGxs3NTVlZmZOmDBh+PDhwcHBFEXR6fT//Oc/hoaGpAMCAAAAiCGGv78/6QwAAAAAACAsAgICZs2aZW9vf/HixZbtwkaMGMFisYqKiqKiomRkZMgmBAAAABBL2EwMAAAAQKzU1dVVVlY2NTVVV1c3Nzc3NzdXV1dTFFVfX9/Q0KCsrEyn06WkpJSUlCiKUlBQkJWV7dKli4qKCoPBIJ0dCPv06dOKFSsCAwM3bNjw22+/0Wi01t9ls9n5+fl6enqk4gEAAACINxRqAQAAAETMq1evmExmaWlpaWnpixcvKisr3717V/k/9fX1X9ds9+7dVVVVVf5HVVVVU1NTS0uL+7+Kioo8vQgQOi9fvnRxccnPzw8ODnZyciIdBwAAAEDioFALAAAAILxqa2sfPnyYm5ubm5tbXFzMLc42NDRQFCUtLd2/f//+/furqKj07NmzdY1VRUVFWlq6W7duNBqNwWB07dqVoihZWVkFBYUPHz5QFMVisWpqaiiKamhoqK+vr62t5VZ7KyoqWgq+b9++LS0tfffuHTdJz549NTU1NTU1R4wYoaenZ2BgoK2tjR2lxEZ2dvaMGTNkZWVjYmJGjBhBOg4AAACAJEKhFgAAAECIvH79+s6dOzk5OXl5eQ8ePGAymWw2W0lJSVdXd8iQIa2nuKqrqwtgsYLa2trS0tKWCbxMJvPhw4fFxcVsNltRUVFHR8fAwEBPT8/IyMjIyEhWVpbfeYAfQkNDFy1aZG1tfebMmW7dupGOAwAAACChUKgFAAAAIKykpCQlJSU1NTUlJeXRo0ccDqdPnz5GRkY6OjojRowwMjIaPny4UM1dbWxsfPr06b179woKCvLz8zMzM9+8eSMlJWVgYGBhYWFpaTlu3LiePXuSjgkda25u/uGHH3bs2LF69eo9e/ZgnWIAAAAAglCoBQAAACDg8ePHCQkJV65cSUtL++uvv5SUlExNTS0sLMzNzc3MzLiLFYiQoqKitLS01NTU1NRUbq156NChY8eOtbe3nzBhgshdjoR4//69u7t7SkrK0aNHvby8SMcBAAAAkHQo1AIAAAAIyMePH69fv56QkJCYmMhkMnv06GFra2tlZWVhYaGvry82kxk/fPiQnp6elpZ27dq1zMxMOp1uYWFhb29vb29vYGBAOh38n7y8PCcnp8bGxujoaGNjY9JxAAAAAACFWgAAAAA+e/fuXVRUVFRUVHJycmNj46hRoxwcHOzt7c3MzMSmOPtPKisrL1++nJCQkJSU9Pbt2759+06dOtXNzW3cuHFif+3C7OLFi3PmzNHX14+MjFRTUyMdBwAAAAAoCoVaAAAAAD55//59dHT0uXPnbty4ISMjM2XKlKlTp06aNEky62JsNjs7OzsxMTE6Ojo7O7tXr14uLi7u7u5WVlZCtfyu2ONwODt37vTz8/Px8fnjjz+kpaVJJwIAAACA/4NCLQAAAAAvffz4MSoq6uzZs1evXpWSknJwcHBzc5s6daqioiLpaMLi6dOn4eHh4eHhubm5ffr0mTlzpqenp6mpKelc4q+mpmbevHlxcXGHDh3y8fEhHQcAAAAA/gaFWgAAAADeyM7OPn78eFhYWENDw6RJk9zc3KZPn66kpEQ6l/AqLCw8d+5ceHh4QUGBvr7+okWL5syZ061bN9K5xFNRUZGTk9Pbt28jIiKsra1JxwEAAACAz6FQCwAAAPBNqqurz549GxwcnJqaOmTIkAULFixYsKBnz56kc4mSe/fuBQQEhIWFNTU1TZ8+ffHixRMmTKDRaKRziY+kpKTZs2drampGR0draGiQjgMAAAAAbUChFgAAAOArPXr0aO/evWFhYWw229XVddGiRZaWlqRDibCampozZ84cO3YsKytr2LBhq1at8vb2VlBQIJ1L5AUEBKxYscLV1fX48eN4PwEAAACEFgq1AAAAAP/azZs3d+/eHRcXN3jw4FWrVuGBfd7Kyck5cuRIcHCwgoLCsmXLVq5cKZk7sH27hoaGpUuXnj59+tdff/X19SUdBwAAAADag0ItAAAAQGex2ey4uLht27bduXPHyMho9erVnp6eDAaDdC7xVFFRceLEiQMHDlRUVLi7u/v6+uro6JAOJUpevHgxY8aM4uLis2fPTpw4kXQcAAAAAOgAnXQAAAAAABHQ2Nh45MgRLS2tGTNmDBgw4O7du1lZWV5eXqjS8o+qqqqvr29xcfHBgwczMjL09PSmT5+enZ1NOpdoSE1NNTY2rq6uTktLQ5UWAAAAQCSgUAsAAADQHhaLFRQUNHTo0LVr106bNu3p06fnzp0zMTEhnUtSyMnJLV68uKCgICYm5vXr18bGxi4uLg8fPiSdS6gFBATY2NgYGRndvXt36NChpOMAAAAAQKegUAsAAADQNjabHRERoaOjs2TJEisrq4KCgj/++ENLS4t0LklEp9OnT5+ekZFx+fLlsrIyfX19Nze3wsJC0rmEDovFWrNmzdKlS7/77rvY2FhlZWXSiQAAAACgs1CoBQAAAGhDdHS0np7e7Nmzx4wZU1hYGBwcrK2tTToUULa2tpmZmeHh4fn5+bq6ut7e3s+ePSMdSlhUVFTY2dkFBgZGRkZu376dTsev+gAAAACiBL+9AQAAAPxNbm7uhAkTXFxc9PX18/PzT548iRKtUKHRaDNnzszLyzt16lRKSsqwYcP8/f3r6upI5yIsJyfH2Ni4vLw8PT3d2dmZdBwAAAAA+NdQqAUAAAD4P+/fv1+zZs2oUaOqqqpu37595swZrO8ptOh0uqen56NHj7Zt27Zv374hQ4YEBwdzOBzSucg4e/ashYWFpqZmenq6rq4u6TgAAAAA8DVQqAUAAACgmpqa9u/fP3DgwMjIyMOHD2dkZFhaWpIOBR2TlpZes2ZNcXGxi4vLggULTE1N09LSSIcSqObm5o0bN86ePXvOnDlXr17t2bMn6UQAAAAA8JVQqAUAAABJl5KSoq+vv2nTphUrVjx58mTx4sVY3FO0qKio7N+/PyMjQ15e3tLScunSpVVVVaRDCUJ1dfWMGTP27dsXFBR09OhRKSkp0okAAAAA4OvhjxAAAACQXNXV1StWrLC2ttbS0iooKPjll18UFRVJh4KvNGrUqFu3boWGhkZHR48YMSImJoZ0Iv568uSJqalpdnb27du3vb29SccBAAAAgG+FQi0AAABIqPj4eD09vTNnzvz555/x8fGampqkEwEPzJ49+/Hjx1OnTnV2dp42bdrz589JJ+KL+Ph4ExOTHj16ZGVlmZiYkI4DAAAAADyAQi0AAABInLdv386aNWvKlCljx47lrnVAOhHwUrdu3Y4ePZqUlFRQUKCvrx8YGChOm4xxOJwdO3ZMmzbNzc3txo0bvXv3Jp0IAAAAAHiDJk6/tgIAAAB0KCkpaf78+TQa7dChQ05OTqTjAB/V19f//PPPv//+u42NzcmTJ/v27Us60beqra319va+cOHCL7/84uvrSzoOAAAAAPASZtQCAACApKirq1u2bJm9vf2kSZMKCwtRpRV78vLy27dvT0lJKS4uHjlyZFxcHOlE3+TZs2fW1tY3b95MSkpClRYAAABA/KBQCwAAABLh4cOHZmZmZ86cCQ0NDQoKUlJSIp0IBMTMzCwnJ8fJyWnq1KleXl4fP34knehr3L5929jYuLm5OSsry8bGhnQcAAAAAOA9FGoBAABAzHE4nP379xsZGamqqj58+NDDw4N0IhA0JSWlo0ePRkZGxsXFGRsbZ2dnk0707wQEBNja2o4fPz4tLQ273gEAAACIKxRqAQAAQJxVVlY6ODhs2LBh69atV69e7devH+lEQIyLi0tOTo6ampq5ufnRo0dJx+mUT58+LVy4cOnSpX5+fmfOnFFQUCCdCAAAAAD4RYp0AAAAAAB+yc7OdnFxYbPZKSkpo0ePJh0HyOvfv//169f9/f2XLVuWkZFx6NAhOTk50qH+0cuXL52dnQsKCqKjox0dHUnHAQAAAAD+woxaAAAAEE+nT5+2srLS0NDIyMhAlRZa0On0LVu2XLp0KTo62tzcnMlkkk7UtvT0dGNj4/fv39+9exdVWgAAAABJgEItAAAAiBsWi7Vx40YvLy8fH58rV66oqamRTgRCZ/LkyRkZGSwWa/To0UlJSaTjfC40NHTChAmGhoYZGRnDhw8nHQcAAAAABAGFWgAAABArb968GTt27OHDhyMiIvbv3y8tLU06EQipQYMGpaen29nZTZkyZefOnaTj/B/uxwxz585dvXr1pUuXunXrRjoRAAAAAAgI1qgFAAAA8VFQUDBlyhQpKam7d+9iHiJ0SFFRMSwszNjYeMOGDcXFxYcOHZKSIvnrcWVlpbu7e2pqanBw8Jw5cwgmAQAAAADBo3E4HNIZAAAAAHggNTXVyclp0KBBFy5c6NWrF+k4IEoSExPd3NxMTU0jIyOVlZWJZMjNzXVycmKxWNHR0UZGRkQyAAAAAABBWPoAAAAAxEFwcLCNjY21tfX169dRpYV/y97ePjk5ubCw0NLSsry8XPABIiIizM3N+/Xrl5WVhSotAAAAgGRCoRYAAABEG4fD8ff39/b2Xrp0aXh4uLy8POlEIJIMDAzu3LnDYDDMzMyys7MFdl4Oh7Njxw53d3dPT89r167hYwYAAAAAiYWlDwAAAECEsdnspUuXBgUFHTp0aPHixaTjgMj766+/XFxcsrKyLl68OHbsWH6frqamxsvLKyEh4dChQwsXLuT36QAAAABAmKFQCwAAAKKKxWJ5e3tHRUWFh4dPmzaNdBwQE42NjZ6envHx8efPn580aRL/TlRUVOTo6Pjhw4fz58+bmZnx70QAAAAAIBKw9AEAAACIpMbGxlmzZkVHR8fGxqJKCzwkIyNz9uxZd3f36dOnR0VF8eksiYmJo0ePlpOTu3PnDqq0AAAAAEChUAsAAACi6NOnT66urklJSZcuXZo4cSLpOCBuGAzGiRMnli1b5u7ufurUKZ63v3///qlTp06ePDklJWXAgAE8bx8AAAAARJEU6QAAAAAA/87Hjx8dHR2zs7OvXr1qampKOg6IJxqNtm/fvq5du86fP7+6unrVqlU8abahoWHJkiWhoaG//vqrr68vT9oEAAAAAPGAQi0AAACIkrq6OgcHhydPnty6dUtPT490HBBzW7ZsYTAYa9askZOTW7Ro0Te29vz5c2dn5+Li4sTERFtbW54kBAAAAACxgUItAAAAiIzGxsaZM2c+evTo5s2bOjo6pOOARNi8eTOHw1m6dKmCgoKnp+dXt5OSkjJz5sxevXplZmZqa2vzMCEAAAAAiAcUagEAAEA0NDc3e3p6pqWlXb16FVVaECR/f/+GhoZ58+bJyMi4urp+RQsBAQGrVq2ys7MLDQ3t2rUrzxMCAAAAgBhAoRYAAABEQHNz89y5c+Pj4xMTE42NjUnHAYnz22+/VVdXz5kzR1FRcfLkyZ3/h42NjStWrDhx4sSGDRu2bdtGp2MvXwAAAABoGwq1AAAAIOw4HM6yZctiYmLi4uKsrKxIxwFJRKPRDh061NTUNHPmzPj4+HHjxnXmX717987NzS0rKysqKmrGjBl8zggAAAAAog2FWgAAABB2GzZsOHXqVHR09Pjx40lnAclFo9GOHDny119/OTo6Jicn6+vrt3/8/fv3Z8yYIS0tfefOHSzWAQAAAAAdwrNXAAAAINT+/PPP3bt3BwUF/avnzQH4gcFghIaGGhkZTZky5cWLF+0ceebMGUtLy2HDhmVkZKBKCwAAAACdgUItAAAACK+EhITVq1dv3brVw8ODdBYAiqIoGRmZmJiY7t2729vbV1VVfXlAc3Pzxo0bPTw85syZc+nSpe7duws+JAAAAACIIhqHwyGdAQAAAKAN9+/fHzt2rKura2BgIOksAH9TWlpqZmY2cuTIixcvSkn9/8XE3r9/P2vWrOTk5CNHjsybN49gQgAAAAAQOSjUAgAAgDB6+fKlqanpoEGDkpKSZGRkSMcB+FxWVta4ceNmz5597Ngx7iuPHz92cnKqqamJjo4ePXo02XgAAAAAIHKw9AEAAAAIndraWgcHB2Vl5ZiYGFRpQTgZGxuHhIQEBgbu3r2boqi4uDhTU1MVFZWsrCxUaQEAAADgK0h1fAgAAACAAHE4nIULF7569SozM1NZWZl0HIB/NGPGjO3bt/v6+j5+/PjEwQD4rAAAIABJREFUiRM+Pj4HDx7ERwsAAAAA8HWw9AEAAAAIl99//33jxo3x8fF2dnakswB0zM3N7cKFC2vXrt2xYwfpLAAAAAAgwlCoBQAAACFy48YNOzu7bdu2rV+/nnQWgE6pra01MzOTkZFJTU2Vl5cnHQcAAAAARBUKtQAAACAsXr16ZWRkZGpqev78eRqNRjoOQGc9ffp09OjRbm5uAQEBpLMAAAAAgKhCoRYAAACEQlNT0/jx4ysqKjIyMrp27Uo6DsC/Exsb6+TkFBAQ4OPjQzoLAAAAAIgkOukAAAAAABRFUevXr8/Ly4uJiUGVFkTR9OnTN23atGrVqry8PNJZAAAAAEAkYUYtAAAAkHf58mV7e/uQkBBPT0/SWQC+EpvNtrGxeffuXVZWFharBQAAAIB/C4VaAAAAIKyiokJfX9/CwiIiIoJ0FoBv8uzZMwMDg3nz5u3du5d0FgAAAAAQMVj6AAAAAAhbuHAhg8HALkwgBvr373/gwIH9+/fHxcWRzgIAAAAAIgYzagEAAICkI0eOrFix4tq1a+PGjSOdBYA35syZc+XKldzcXDU1NdJZAAAAAEBkoFALAAAAxBQWFhoZGa1du/bXX38lnQWAZ6qqqgwNDfX19S9cuEA6CwAAAACIDBRqAQAAgAw2m21padnU1JSWliYtLU06DgAvpaSkWFtbBwUFeXl5kc4CAAAAAKIBa9QCAAAAGX/88UdmZmZAQACqtCB+LC0tV65c+Z///Oft27ekswAAAACAaMCMWgAAACCgvLxcV1d3zZo1W7duJZ0FgC8+fvyop6c3ZsyY0NBQ0lkAAAAAQASgUAsAAAAETJ8+/fHjxw8ePJCTkyOdBYBfEhISJk+efOHChenTp5POAgAAAADCDoVaAAAAELTQ0FAvL6+bN29aWVmRzgLAXx4eHqmpqQ8fPlRSUiKdBQAAAACEGgq1AAAAIFAVFRXDhw93dXU9fPgw6SwAfPf27dsRI0bMnj374MGDpLMAAAAAgFBDoRYAAAAEasmSJXFxcQUFBV27diWdBUAQTp06tXDhwqysLENDQ9JZAAAAAEB4oVALAAAAgvPgwQMjI6OTJ0/OmTOHdBYAAeFwONxVPpKTk2k0Guk4AAAAACCkUKgFAAAAwZk4cWJNTU16ejrKVSBR7t27Z2JiEh4e7uLiQjoLAAAAAAgpFGoBAABAQKKiolxdXW/fvm1paUk6C4CgeXl5paSkFBQUyMnJkc4CAAAAAMIIhVoAAAAQhMbGRh0dHTMzs5CQENJZAAh48eLFsGHD/Pz8Nm3aRDoLAAAAAAgjOukAAAAAIBF279794sWLX3/9lXQQADLU1dV9fX23bdv28uVL0lkAAAAAQBhhRi0AAADwXWVlpba29rp163766SfSWQCIqa+vHz58+KRJk44ePUo6CwAAAAAIHcyoBQAAAL7btWuXjIzMd999RzoIAEny8vI//fRTUFBQSUkJ6SwAAAAAIHQwoxYAAAD4q6KiQltbe/PmzevWrSOdBYCw5uZmHR2dMWPGBAUFkc4CAAAAAMIFM2oBAACAv7Zt26aoqLhs2TLSQQDIYzAY//3vf0NCQgoLC0lnAQAAAADhghm1AAAAwEevXr0aNGjQ9u3bV61aRToLgFBobm7W09MbOXJkaGgo6SwAAAAAIERQqAUAAAA+WrFiRUxMTFFRkby8POksAMIiPDx89uzZ9+/f19fXJ50FAAAAAIQFCrUAAADAL8+fPx80aND+/fuXLFlCOguAEGGz2aNGjRoyZEh4eDjpLAAAAAAgLLBGLQAAAPDL/v37VVVV58+fTzoIgHCh0+l+fn7nz58vLi4mnQUAAAAAhAUKtQAAAMAXNTU1x44dW7VqlYyMDOksAELHxcVFU1Nz3759pIMAAAAAgLDA0gfwuYqKitLS0tLS0jdv3lRWVlZWVjY0NNTV1X369ImiKDk5OXl5eTk5ORUVFRUVld69e2toaGhqaqqqqpIODiAa6urqSktLmUzmq1evKioqKisrq6urWSxWTU0NRVF0Ol1ZWZnBYKj8D7eLqaurMxgM0tkB/p3du3f//PPP5eXl3bp1I50FQBgdOHBg06ZNZWVl+D0KAAAAACgUaoHD4Tx69CgtLe3+/fu5ubl5eXlVVVUURdHpdBUVFVVVVRUVFTk5OQUFBVlZWYqiPn36VFdXV19fX/k/bDaboihlZWV9fX19ff2RI0eam5sPGzaMRqMRvjYA4fD69ev09PTMzMzc3Nzc3Nxnz55xX+/atauqqqqqqmrXrl2lpaW7dOlCURSbza6qqmpubq6srOSWcbmfkUhLSw8fPlxfX9/AwMDMzMzY2FhOTo7kVQF0hMViDRw40NnZee/evaSzAAipurq6AQMGrF279r///S/pLAAAAABAHgq1EorJZCYmJiYmJiYnJ3/48EFRUdHAwIBbAxo0aJCmpuaAAQM686RqY2NjeXk5k8ksKip68OABtw718ePHHj16WFlZ2dvbOzg4aGhoCOCKAIRKVVXV1atXExMTb9y4UVxczGAwhg0bxu1iw4YN09LS0tTU7Nq1a4ftcDicV69eMZnMkpKShw8f5ubmPnjw4NWrVzIyMsbGxhMnTnRwcBg9ejSdjnVsQOiEhYV5eXk9efJEW1ubdBYA4eXn53fixImysjJ8/AYAAAAAKNRKlpcvX4aGhoaEhOTl5SkpKdna2o4fP97c3NzAwEBKSoonp2CxWDk5OampqTdu3Lh27Vptba2enp6bm5ubm9uQIUN4cgoAodXQ0HDhwoWQkJDLly+z2WwTExM7Oztzc3MzM7POlGU7iclkpqam3r59Oykpqby8vGfPns7Ozm5ubtbW1lgeAYSHqamptrb2mTNnSAcBEGpv3rzR1NT8448/Fi5cSDoLAAAAABCGQq1EqKuri46ODgkJuXr1ateuXbllU0tLS37v7tLY2JicnBwdHR0VFfX69WsTE5NFixbNmjWL+4g3gNjgcDgpKSnBwcEREREfP360s7Pz8PCwt7dXUVHh96nz8/NjY2MjIiLu37/fp0+f+fPn+/j4aGlp8fu8AO1LT083Nze/c+eOqakp6SwAws7b2/vBgwf3798nHQQAAAAACEOhVsy9fPly9+7dx44da2hocHBwmDt37rRp07irzQpSc3PzrVu3AgMDo6KipKWllyxZsm7dut69ews4BgDPNTY2njx5cteuXUVFRYaGhl5eXrNnzybys/306dPg4ODAwMDXr19PmTLFz8/PzMxM8DEAuBYsWHDv3r0HDx6QDgIgArgfbGRmZhobG5POAgAAAAAkoVArtkpLS3fu3BkYGKiiovKf//zHy8urZ8+epENR79+/DwwM3LNnz4cPHxYuXLh+/XqsYAsiqq6u7tixY7///vu7d+/mzZu3cuVKPT090qEoFot16dKlnTt3pqenT5gw4Ycffhg/fjzpUCBxqqqq1NXVd+7cuXz5ctJZAESDoaGhqanp0aNHSQcBAAAAAJKw/4wYKioq8vb2HjJkSGJi4r59+0pKStatWycMVVqKonr06PH999+XlJTs3r07Li5u8ODBCxYsKCkpIZ0L4F+oq6v77bffNDU1f/jhh5kzZxYXFx89elQYqrQURUlJSTk5OaWlpV2/fp2iKBsbG3Nz88TERNK5QLKEhYWx2ezZs2eTDgIgMry9vcPCwmpqakgHAQAAAACSUKgVK/X19Zs3b9bT07t79+7x48efPHmydOlSwS900CE5Obnly5c/efIkICAgNTVVV1d3y5YtDQ0NpHMBdOzChQsjRozYvn37okWLmEzm3r171dXVSYdqw/jx469evZqenq6iouLg4ODk5FRWVkY6FEiK48ePu7u7d+/enXQQAJExd+5cFosVHh5OOggAAAAAkISlD8THtWvXVq5c+ezZs++//97Pz4/fG4XxCovFOnTo0I8//tirV6+DBw86ODiQTgTQtpKSktWrV8fFxbm6uh48eFBNTY10os66devWihUrSkpKNmzYsGnTJiH88AbEyb1794yNjVNTU83NzUlnARAlHh4eTCYzPT2ddBAAAAAAIAYzasXBs2fPnJ2dbW1tDQwMnjx54u/vLypVWoqipKSk1qxZU1BQMHLkyMmTJ7u6ur548YJ0KIC/aWxs3Lp1q66ubmlp6c2bN8PDw0WoSktRlLW1dXZ29o8//rhr1y5DQ8MbN26QTgTi7Pjx4yNGjECVFuDfWrRo0Z07d/Ly8kgHAQAAAABiUKgVebGxsYaGhvn5+VeuXDl79mzfvn1JJ/oa/fr1i4iISExMzMnJMTQ0jI+PJ50I4P+UlpZaWVnt2LHj559/vn//vrW1NelEX0NGRmbTpk0FBQVDhw6dMGHCpk2bWCwW6VAghpqamsLDw729vUkHARA948aN09TUDAsLIx0EAAAAAIhBoVaEsVgsf3//GTNmTJkyJTs729bWlnSibzVp0qTc3NwZM2ZMnTp1zZo1jY2NpBOBpIuNjTUyMqqtrb1z58769eulpaVJJ/omGhoaMTExJ0+ePHjwoIWFRWlpKelEIG6uXLny4cMHV1dX0kEARA+NRnNzczt37hzWJQMAAACQWCjUiqry8nJra+udO3cePXo0ODhYUVGRdCLekJeXDwgIOHny5IkTJywtLZlMJulEIKFYLNbGjRudnJymTJmSmZmpq6tLOhHPeHl5ZWZm1tfXGxsbx8XFkY4DYiU8PNzMzExTU5N0EACR5ObmxmQys7KySAcBAAAAADJQqBVJ165dMzQ0rK2tvX//vo+PD+k4vOfl5ZWRkfHx40djY+Nbt26RjgMS5+3btxYWFocPHw4LCwsODlZQUCCdiMeGDx+enp4+ZcqUadOm+fv7k44DYqKxsTE2NtbNzY10EABRZWRkNHjw4PDwcNJBAAAAAIAMFGpFT0RExJQpU+zt7e/cuTN06FDScfhlxIgRmZmZNjY29vb20dHRpOOABGEymZaWlu/fv8/Kypo1axbpOPyiqKh46tSpI0eO/Prrr0uWLGlubiadCEReYmLiX3/95ezsTDoIgAhzdXXF6gcAAAAAEguFWhHz559/zpo1a9GiRadPn5aXlycdh78UFBTOnj07f/58V1fXI0eOkI4DEiE/P3/s2LFycnK3bt0aMmQI6Th8t3jx4vPnz4eEhLi4uNTX15OOA6ItPDzcwsJiwIABpIMAiDA3N7dnz57duXOHdBAAAAAAIACFWlGyY8eO5cuXr1+//uDBg3S6RNw7BoNx+PDhX3/9ddmyZRs3biQdB8TcnTt3rK2tBw0alJyc3LdvX9JxBGTatGnXr19PSUlxcHCoqqoiHQdE1adPny5evIh1DwC+kYGBwdChQyMiIkgHAQAAAAACJKLYJx7WrVv3ww8/BAQEbN++nXQWQfP19f3zzz9///33DRs2kM4CYuvatWvjx48fN25cYmKisrIy6TgCZWZmduPGjadPn9rY2KBWC1/n9u3b1dXVjo6OpIMAiDwnJ6dLly6RTgEAAAAABKBQKxq2b9++b9++kJCQRYsWkc5CxtKlS0+ePLl79+7ff/+ddBYQQ/fu3ZsxY8aMGTPOnTsnKytLOg4Benp6KSkpr1+/dnJyamhoIB0HRE9CQoKuri7WPQD4dvb29k+fPi0uLiYdBAAAAAAEDYVaERASEuLn57d79+7Zs2eTzkLSnDlzDh48uGHDhqCgINJZQKwUFxdPmTLFxMQkKCiIwWCQjkOMlpZWUlLSgwcP3N3dWSwW6TggYhISEuzt7UmnABAHFhYWysrKiYmJpIMAAAAAgKChUCvsLl68uGDBgh9//HHt2rWks5C3fPlyX1/fRYsWxcTEkM4CYuLly5cTJ04cMGBATEyMZM6lbU1XVzc+Pv7atWsrVqwgnQVESWlpaWFhoYODA+kgAOJAWlraxsYGhVoAAAAACYRCrVBLS0tzd3dfuHDhzz//TDqLsNi2bdu8efM8PT0zMjJIZwGRV1NT4+DgICcnFx8f36VLF9JxhIKZmVlYWFhgYOCWLVtIZwGRkZCQoKioaGFhQToIgJiwt7e/ceMGFqIBAAAAkDQ0DodDOgO07d27dyNHjjQyMjp//rwkP479JRaLNX369Pz8/Pv37/fo0YN0HBBhHh4e169fz8jIwMKanzl69Ojy5cvj4uLwMDt0hqOjI41Gw7MOALzy/Pnz/v37X758eeLEiaSzAAAAAIDgYEatkOJwOD4+PnQ6PTAwEFXaz0hJSYWGhtJoNC8vL3zSAF8tICDg3LlzwcHBqNJ+acmSJXPmzPHy8nrx4gXpLCDsGhsbr1+/jpo+AA/169dPV1cXqx8AAAAASBoUaoXUjh07EhISzp49q6KiQjqLMOrevfu5c+cuX768b98+0llAJD18+PC7777z8/Ozs7MjnUVIHT58WFVV1cPDAxuLQfuys7Nra2snTJhAOgiAWLGxsbl9+zbpFAAAAAAgUCjUCqO7d+/+9NNP27dvNzc3J51FeJmamm7ZssXX1zctLY10FhAxHz9+dHNzMzY23rx5M+kswktRUTE8PDwrKwtrZEP7UlNTVVVVBw0aRDoIgFixsLDIycmpra0lHQQAAAAABAdr1AqdmpoaXV1dAwODCxcu0Gg00nGEGpvNnjp1amFhYV5enqKiIuk4IDJ8fHxiY2Pv37+vrq5OOouwO3bs2NKlS2/cuDF27FjSWUBIOTs7czic6Oho0kEAxMrLly/V1dWvXbtmY2NDOgsAAAAACAhm1Aqdn3/+uba29sSJE6jSdohOpwcFBX348OGXX34hnQVERmpqamBg4OHDh1Gl7YxFixY5ODgsX768qamJdBYQUunp6RYWFqRTAIibvn37amhopKamkg4CAAAAAIKDQq1wyc/PP3DgwG+//dazZ0/SWUSDmpra1q1b9+zZ8+jRI9JZQASwWKwVK1ZMnDhx5syZpLOIjEOHDjGZTKwHDW0qLi5+/fo1CrUA/GBpaYlCLQAAAIBEQaFWiHA4nJUrVxoYGPj4+JDOIkqWL19uaGi4dOlSrOMBHTpw4EBhYeGBAwdIBxElGhoavr6+/v7+ZWVlpLOA0ElNTZWVlR01ahTpIABiyMLCIj09vbm5mXQQAAAAABAQFGqFSHBw8O3btw8dOkSn4778C3Q6/dChQykpKWfPniWdBYTa69evt2zZsnHjxqFDh5LOImI2btzYv3//77//nnQQEDppaWnGxsaysrKkgwCIIQsLi+rq6ocPH5IOAgAAAAACgoKgsKitrd2wYcPy5ctNTExIZxE9xsbGixYtWrduXV1dHeksILzWr1+vqqrq6+tLOojokZGROXDgQGRk5PXr10lnAeGSnZ09evRo0ikAxJOOjo6CgkJ2djbpIAAAAAAgICjUCoujR4/W1dX5+/uTDiKqtmzZUlVVdfz4cdJBQEgVFRWdOXPml19+kZeXJ51FJNnZ2dnZ2W3ZsoV0EBAizc3N+fn5BgYGpIMAiCcGg6Gjo5Obm0s6CAAAAAAICAq1QuHTp0979uxZtmyZiooK6SyiqlevXosWLdq1a1djYyPpLCCMtm/frqmpiT3EvsUPP/xw69atlJQU0kFAWDx9+rSurk5PT490EACxpaenl5eXRzoFAAAAAAgICrVCITAw8P3792vXriUdRLT5+vpWVFScOnWKdBAQOs+fPw8JCfnhhx+kpKRIZxFhY8eOtbKy2rZtG+kgICxyc3MZDMaIESNIBwEQW3p6eg8ePCCdAgAAAAAE5G81Cw6HI8YbywptgaapqWnXrl0LFy7s27cv6SyirU+fPl5eXtu3b58/f77Q3m4Wi0U6Ar8wGAwajUY6Rdt27typpqbm6elJOojI++GHH+zt7bOysoyNjUlnaRubzWaz2aRT8AWdThe2rSbz8vKGDBmC5UQA+EdfX7+iouLVq1d9+vQhnQUAAAAA+I7G4XBavggPD3d3dyeYhq9aX6lQCQ4O9vHxefr0qYaGBuksIq+kpGTo0KEnT54UzpJcc3Oz0FaQv11kZKSLiwvpFG14+/atpqbmzp07V65cSTqLODAxMenfv39UVBTpIG1zdHSMjY0lnYIvPDw8QkNDSaf4G0dHR3l5+bNnz5IOAiC2KioqevbsmZSUZGdnRzoLAAAAAPBdGzUjof3z+6ulpaXt3r2bdIp/dPToUVdXV1RpeUJbW9vZ2fno0aPCWajlWr9+vZmZGekUvMRms11dXUmn+EchISFycnILFy4kHURMrFu3bs6cOa9fv+7duzfpLG2zsrISv5Vktm/fTjpCG3Jzc318fEinABBnqqqqffr0yc3NRaEWAAAAQBK0Uah1dnYWfA6+EuaHzYuKitLT03/66SfSQcSHl5fXtGnTSkpKtLW1SWdpm6mpqZj1MiFfMiU4ONjNzQ1PZ/OKo6Njly5dzpw5891335HO0rb+/fuLWRejKEoIV9+ur68vKyvDArUA/DZixIjCwkLSKQAAAABAEIRrtTsJFBIS0qdPH1tbW9JBxMekSZPU1NSE7QFhICUnJyc3N3fu3Lmkg4gPOTm5mTNnhoSEkA4ChJWVlXE4HC0tLdJBAMSclpZWaWkp6RQAAAAAIAgo1JLE4XBOnz7t6enJYDBIZxEfUlJSs2bNCg4OFtpViUGQQkJCBg4caG5uTjqIWJk7d+79+/fz8vJIBwGSmEwmRVGampqkgwCIOU1NTW53AwAAAACxh0ItScnJySUlJXPmzCEdRNzMnTu3qKjo7t27pIMAYSwWKywsbO7cuTQajXQWsWJlZaWtrX369GnSQYCk0tLS7t27d+vWjXQQADGnpaX17NkzIV9lCAAAAAB4AoVaks6cOWNoaKivr086iLgZNWqUjo5OWFgY6SBA2PXr19+8eYPPQniORqN5eHiEhYVh3rokKy0txXRaAAHQ0tJqamp6/vw56SAAAAAAwHco1JIUHx/v6OhIOoV4cnR0vHTpEukUQFh8fLyent7AgQNJBxFDTk5Oz58/x+oHkgyFWgDB4HY0LFMLAAAAIAlQqCUmPz+/vLx88uTJpIOIJwcHByaT+fTpU9JBgKSEhAQHBwfSKcTTqFGj1NTUEhISSAcBYphMJnYSAxCA3r17KygoYJlaAAAAAEmAQi0xly9fVlFRMTY2Jh1EPJmZmXXr1i0pKYl0ECCmrKzsyZMnkyZNIh1EPNFotEmTJl2+fJl0ECCmvLxcQ0ODdAoA8Uej0QYMGFBWVkY6CAAAAADwHQq1xKSmplpaWtLpuAV8ISUlZW5unpqaSjoIEJOSkiItLW1qako6iNgaO3bsnTt3mpqaSAcBAthsdkVFhZqaGukgABKhV69e7969I50CAAAAAPgOVUJi0tLSzM3NSacQZxYWFsnJyaRTADFpaWlGRkYKCgqkg4gtCwuLurq6nJwc0kGAgL/++qu5uVlFRYV0EACJoKqqWlFRQToFAAAAAPAdCrVklJeXv3r1asyYMaSDiLMxY8a8ePHixYsXpIMAGRkZGWZmZqRTiLOhQ4f26NHj7t27pIMAAZWVlRRFqaqqkg4CIBFUVFS4nQ4AAAAAxBsKtWTk5OTQaDQDAwPSQcSZoaEhRVG5ubmkgwABLBbr4cOH3J8B4BMajaavr48uJpm4NSPMqAUQDFVVVRRqAQAAACQBCrVk5Obmampqdu3alXQQcda9e3d1dfW8vDzSQYCAJ0+eNDQ06Ovrkw4i5vT09FColUzcp7AxoxZAMDCjFgAAAEBCoFBLRkFBgY6ODukU4k9XV7egoIB0CiCgoKCAwWAMHz6cdBAxp6Ojgy4mmSorK+Xl5eXl5UkHAZAIKioqWKMWAAAAQBIIulCbnJzs4+MzfPhweXn5Hj16TJw48dKlSwLOIAyYTObAgQNJp+hYVlYWjUbz9/cnHeQraWtrM5lM0ikECl2Mq6SkpG/fvnJycqSDdEDUu9jAgQNramokap4XuhhXZWWl2E+nPXnyJI1Gi4yMbHmloaFhw4YN2traUlJSNBqttraWYDxJkJiYSKPR9u3bJ2bn+gqqqqp1dXX19fWkgwAAAAAAfwm0UFtUVDR27NgTJ04UFhY2NDR8+PDh6tWr06ZN27NnjyBjCIPS0lJNTU3SKf4mJSWFRqP98ssv33iMUNHS0pKoQi26WIuysjItLS3SKf5GXLsYRVGS08vQxVrU1NQoKSmRTiFov/32265du5hMZnNzM+ksJIncSCUGuItl1dTUkA4CAAAAAPwl0EItnU6fNGlSaGjokydP6uvrmUzmhg0bKIry8/Orrq4WZBKyGhsb37x5M2DAANJBOmZsbMzhcER3up+GhsaLFy9YLBbpIAKCLtaivLwcXUwABgwYQKPRysrKSAcREHSxFo2NjbKysqRTCNqFCxeUlZULCgqam5s5HE6XLl1IJwJJISMjQ1FUY2Mj6SAAAAAAwF8CLdRqa2snJiZ6eHgMHjxYTk5OU1Nzx44d1tbWnz59evTokSCT8MOjR48mT54cEhLS4XyHiooKDoejpqYmmGCSrFevXmw2+8OHD/w+0e7du5cvX56cnMxms/l9rnaIdxejKMrZ2fm3334rLS3t8Mh379716tWL/4kknbS0dLdu3QSwcmJubu7UqVNDQ0PJPmwu9l3s06dPVlZWhw8ffvfuXYdHcitHEuX58+dDhw4dPnw4nY4l/kGguN3t06dPpIMAAAAAAH+R/0tDWlqaoigxKKmwWKyEhIR58+apqqrOnDkzJibmn36f5hY1VFRUeHj2Dx8+LF++vHfv3vLy8sbGxpcuXfpycT0OhxMYGGhubq6kpCQvL29gYHDo0CEOh0NR1C+//GJlZUVR1I8//kj7H+rvC2j+0zHtt0y1Wvftxo0b5ubmioqK/fv33759O/e7Bw8eHDp0qJyc3LBhwyIiInj4nlD/e5MFUEV6//79kSNHxo4d26dPn/Xr19+/f5/fZ+w8seliFEXdu3fPz89PW1t79OivUI/EAAAgAElEQVTRBw8efPPmzT8dWVlZiS7G/S5fuxhFUaqqqgLoYk1NTXFxcXPnzlVVVXV3d4+NjRWemWXi1MUoikpJSVmxYkXv3r3t7Oza+ehR2GbUcjickydPjh07tlu3bkpKSqNHjz527Bj3cYrjx49/1lVbXoyJiWl55a+//lq5cmWfPn1a+njr49euXUuj0SorKzMyMrh9c+nSpf8U5vbt256enoMGDZKVle3Zs+e0adNSU1NbH9CZ8aTDY1o6/q1bt6ytrZWUlIyNjamOhotOnr2dS/jqkeor7l2LO3fujBs3TlFRUUVFZd68ee/fv2/5Vmfub8t71U47X8rLy9PQ0Ojdu/fdu3fbvwQB4HY34Rn3AAAAAIBfOK2cO3fus1f4p7m5+fnz51u3bqUoyt7enq/nEsx15ebmtryr0tLSNBpNQUFhzpw5sbGxTU1NrY+8desWRVFv3rzh1anr6+sNDQ1b31Yajebu7k5RVEREBPcYNpvt6en55Q/AokWLOBwO90Z8+bORmZlJUdTmzZvbOab9ljkcTkJCAkVR7u7uUlJSrQ/Ys2cP96nhFnQ6/f79+7x6WzgczosXLyiKSk1N5WGbbfLz82upWXCnvairq/v6+hYWFrY+jPuXZ2RkJL/zcATbxQR2XS2rGdBoNAaDQaPRzMzM9u3b9+7du8+OVFFR+fPPP3l1XnSxdpiamq5bt463bX4pKyur5Sq4A6yiomKbA+z06dM9PDz4nYcj2C7GEdR1NTQ0tLzPDAaDTqdLS0s7ODicOnXq48ePrY9csmSJra0tv/N0EpvN5vbHz1y5coXD4Rw7dqx1V+XivhgdHc39ssM+vmbNms8aX7JkSZthXr169WUSKSmpW7dudfJcnTyG2/FdXV1bOv7IkSM7HC4603L7l/DVI9VX3DvuNXp4eHz2qcDYsWM/u5Xt39/OtMM9Zu/evdwv4+LilJSUdHV1S0tL28kvME+ePKEoiucDOAAAAAAIGwKF2tbPh8rJyS1fvrympoavZxR8obb1HzYURSkrKy9evJj7XDyHw0lMTKQoqqqqilen3rlzJ0VRQ4cOvXbtWk1NDZPJXLVqFTdAy58uwcHBFEXp6enFx8dXVlbW1tbeunXLwMCAoqi0tDQOh5OcnExR1NatW1u33LqK9E/HdNgy948fiqLWrl1bWlpaW1sbGRkpLS2trKyspKR0/Pjxt2/fVlZWrlu3jqIoLy8vXr0tHA6Huxn9tWvXeNhmm1oXaj+7+0OGDNm8eXNJSQlHUAVNwXcxwRdqWzAYDAaDISUlxa0l1dbWco9UVFQMCgri1XnRxdphbW29YsUK3rb5pdaF2hbcD0VUVVVXr17dMsAKoKAp+C7GIVGobfHZR4+NjY0cDsfb23vy5Mn8ztNJx48fpyhKRUXlyJEj5eXltbW1mZmZPj4+N2/e5HSukNfSx69evVpTU1NSUrJ8+fLP+jiHw1FWVjY1NW0/zOvXrydOnHjx4sVnz55xl6QPDw9XVFR0cHD47FztjCedOaal4y9YsODx48csFovTieGiMy13eAlfN1J9xb1rucalS5c+ffq0rq4uJSWF+x+CnJyc1reyM4Xa9ttpXajdv38/g8FwcHCorq5u/3YLDHcp8Dt37pAOAgAAAAD8RbhQS1HUyJEj+T3hkWChtvUfuhRF9e7de/Xq1Xv37qUoqr6+nlenNjExodFoDx8+bP3ixIkTW//pMn78eAaD8fLly9bH5OfnUxTl6+vL+YYqUoctc//4+WzGmYuLC0VRu3fvbnmFxWIpKytz91biFe5Du/Hx8Txss01tFmq5aDQat8xhYmLC3RpekIVawXQxgoXaFlJSUjQaTVZW1sXFJTY2VlpaOjQ0lFfnRRdrh52dnY+PD2/b/FKbhdrPBti+ffv6+vra2NgIslArmC7GIVqobd3LqP999Dhx4kQnJyd+5+kk7pP43DmYX+pMIc/U1PTLPj5hwgTq3xdqORxOVlaWq6tr3759W09y79evH/e7nRlPOnMMt+ObmZlxP6Lg6nC46EzLHV7C141UbWr/3nGv0c7OrvWLf/zxB0VRp06d4n7Z+UJt++1wj9m1a9eyZcsoilq5ciW39i0kuNOcb9++TToIAAAAAPDX356TFYxhw4ZxOJzm5uY3b97Ex8evW7fO1tY2Pz9fS0uLr+dtWUONiKamJoqiXr9+feDAAe4raWlpNjY2PGm8uLhYXV1dR0en9YuTJk26cuVKy5f5+fnNzc39+/en/lez5v4fiqLKy8u/5eydbNna2rr1v9LQ0KAoauzYsS2vMBgMdXX1dlYd/QrcCXeTJ0/mYZv/5J8KtRwOh3v3MzMzMzIyKIrau3evlZUV/1a0JNXFZs6cydf2qX9+kymK4haLP336FBUVFRUVRVFUQkLCrFmzeLLnD7pYO2RkZE6ePMmdFkcKt4u9fPlyx44dFEX16NEjNTXVwsKCT6cj1cXCw8PDwsL4eor2cXtZVVVVQEAARVGKiopnz56dNWsWwUhchYWF3bt3t7W1/eoWioqKvuzj9vb2165d+6d/UlFR0bNnz5YvVVRUuIs1p6WljR8//su1ROvr67n/pzPjSWeO4bK1tW39602Hw0VnWu7wEtrU/qn/6e3qzL0bN25c6y+1tbUpiupw49ava2fr1q3V1dWbNm3atm3bv22fr7CZGAAAAICEIFCo5WIwGH379vXx8WloaFi1alVERMRnaynyXHh4OF/bLy8v//7779s5QFpauqmpaejQoSYmJiEhIZaWljw8+5dlaM7ft+9gs9kURTU3N3/5b79xb4pOtiwnJ9f6W9zAX77IbY1XuGWFjRs3jho1iofNfunMmTPx8fH/9F0ajUan02k0mq2tbWJi4vLlywWw75Dgu9i6detMTU35eoqVK1e+ffv2n74rJSXFnTTq6el55MiRyZMn83BndnSxf8JisaytrZcsWcLbZj9TUlKycePGdg7gDrDDhw+n0WiDBw/mX5W2heC72JgxY1qeUueTpqamNpcZbcF9n9XV1ZWVlfv27SsMVdoOcceBz37y2685fovt27c3NjZu3rx57ty56urqsrKyNBpt2LBhrffc63A86eQx1Bcbk3ZmuOiw5c5cwpf4NwbKy8u3/pKbvyVz5+9v++1wTZ06NTExMTAw0N3dnbtug5Dg/j7DfXoAAAAAAMQYsUJtC+7sgOrqan6fyNXVla/t5+Xltfm6jIxMY2Nj79693dzc5s2bN2rUqISEhJCQkMbGRu78iG83cODAzMzMgoKCESNGtLz42bybYcOGZWdnv3z5UllZuc1GuH/qfLbPcmeO6bBlgrh/HE6YMOFbZlp1Rk5OzpeFWhqNxi0djh492sPDY/bs2SoqKlJSUgLeKl1gXWzMmDHcx+35p83PQhgMBofDkZKSmjZt2rx58+zt7aWlpYOCgrizLHkCXawdnz59GjZsGL8H2Hv37rX5Ordu2KdPH1dXV29v75EjRzo6OioqKvI1zGcE1sX69+/P7/f506dPbRZquUNZ165dZ82aNXfuXAsLC29v7/fv3/M1TOcNGzYsOTn52rVr3MUKPsP9YIzJZLZ+8fr1662/HDRoUEZGRn5+fuupptwF5f+Jqqpqm5XTkpISNTU1f3//lleKi4ufPn3avXt37pedGU86c0ybOhwuOtNyh5fwdSNVm29X+/euMzpzfztv9OjRfn5+dnZ21tbWly5d4u1n6t+C+/sMr35vBAAAAAChxbPpZp2xbds2X1/fzMzMysrKhoYGJpN54MCBn376iaIo7iJl4qRlLT9vb+/k5OSXL1/u37+fO6+TO8eNh8+vubi4cDicmTNn3rx58+PHj2VlZd99993ly5dbH7Nw4cK6ujpbW9tLly69e/eusbGxrKwsLi7OxcWF+2hnjx49KIpKTk7mbsDVpjaP6bBlgrhvsuD/sOHe/UGDBvn5+RUXF9+9e3fNmjUCmEUrUV2sZRsxOzu7oKCg9+/fR0ZGTps2jTvhSFZWFl1MMBobGwX82QPVaoCdP39+cnLyixcv9u/fP3LkSH6fV6K6GPW/pZ8VFBTc3d1jY2MrKiqOHj1qaWnJXQ/6G6dJ8tC8efMoipo9e/axY8eeP3/+8ePHe/fuLV68+NatWxRFcSuS+/btu3nzZn19fWlp6bp162JiYlq3wO3jLi4u169fr62tZTKZK1as+Lr+NWDAgLdv3/7xxx9VVVVVVVXx8fGTJ09uPd+zM+NJZ45pU4fDRWda7vASeDhStX/vOqMz9/df0dHRSU1N7dmzp52dXTvPyggY979ogh9sAQAAAEDQWi9Yy+9Nt7h7jn/J09OTfyflCHYzMQaDwf2z1svL6/Lly23uRMGdGlZUVMSrU9fV1enr67d+S2k0GnfiVUxMDPcYNpvt7e3d5vufkJDA4XBYLJa6uvpnPxuf7XTU5jEdttx6J+UW3B+GvLy81i/q6Oioq6vz6m3h/G/Pn9zcXB622SY/Pz86nc4tEWpqam7evPnx48dfHsbvTbdIdTEBbybGYDDodLq1tfWJEyc+fPjQ5pEaGho7d+7k1XnRxdoxYsQIf39/3rb5Je5mYtwBVlFR0dvb++rVq20OsHzddItUF+MIdjMx7mot0tLSTk5OUVFRbW59uWLFCmtra37n6aTm5uY218hu2aLK2dm59etSUlJz586lWm02VV9fb2ho+Fkfd3d3p/79ZmJflghHjhypq6uroqLCPaAz40lnjmmz43c4XHSm5Q4v4etGqq+4d21eI/fFgwcPtrzS4f3tTDufHfP69WtDQ0Pe7kv5LQoKCiiK+mwXOAAAAAAQPwKdUfvjjz8eOnTI2tq6V69e0tLSampqDg4OZ86cCQkJEWQM/pGVlXV0dIyMjKysrDx16tTEiRMZDMaXh3FXlGt/rbd/RV5e/saNG0uWLOnVq5ecnJyRkVFsbCx3jknLg4o0Gi0oKOjcuXO2trbdu3eXkZHR1tZ2cnKKjo7mLgvAYDAiIyMtLS3beWq4zWM6bJkg7pv82RJ+fNKrV6/Vq1dnZWUxmUx/f/8hQ4YI4KSfEfsuJi0tPWrUqN27d7948eLmzZsLFizo1q1bm0eqqKi0M3H130IXa0dFRYVgupicnNyMGTPOnz9fWVkZFBQ0YcKENgdYvhL7LkZRFIPBsLGxCQwMrKioiI6OdnZ2/mylYy6hmlFLp9PDw8MDAgLMzMwUFRW7du1qYmJy/Pjxls2jTpw4sWDBAhUVFTk5uTFjxly9erX1PnsURcnJyd24cWP58uVqampycnIjR46Mjo62t7f/ijCOjo6hoaH6+vry8vJ9+vRZsmTJtWvXWk+E7Mx40plj2tThcNGZlju8BB6OVB3eu87o8P5+BTU1tZs3b5qZmc2ZM+fQoUPf2Nq3I/WEEAAAAAAIGI3Tasmw8PBwd3d3TluLiIk0wVxXXV0ddwm/Do+sra1VUlKKi4ubPHkyn8Kw2WxjY+OcnJx3794JpoYinGJjYx0dHevr69ssNPDQ27dvVVVVO9y6qrm5WUpKKjIykt9ruQqYwK7r9evXvXv37syRkyZN6t+///Hjx/mUBF2Mi8PhyMrKnjx50sPDg68n+vjxI5vNVlJS6vBIR0fHLl26hIaG8jWP4AnmuthsdkVFRWfWadm0adOVK1e4M53hG3VmPOHfmIPRTCRkZGSYmpqWlZVxnywBAAAAAHEl0Bm14k1BQaEzVVqKorp06aKsrPz8+XMenn3dunWnT58uKyurq6vLyclxc3O7f//+uHHjJPyPrvLycu4UG36fqFevXh1WaeHbdbJKS1FU37590cUE4NWrV01NTf369eP3iRQVFTtTpYVvRKfTO7maNnefTH7nEVedGU/4N+ZgNBNFWKMWAAAAQEJIkQ4goTQ0NEpLS3nY4OPHj/fs2dP6lS5dunz2igRiMplaWlqkUwABmpqa6enpPGwQXaxN3J3W0cskkKKi4sePH0mnEFWdGU/4N+ZgNBNFdXV1FEXJy8uTDgIAAAAA/IU5gGRoaWlxCxy8snfvXm9v70GDBsnKyvbs2XPmzJnp6emfbY0igUpLS1FCkkxaWlplZWWttyn/RuhibSotLZWRkenbty/pICBoPXr04OFK65KmM+MJ/8YcjGaiqKKiQkZGBg8WAAAAAIg9zKglY9iwYdz9hXll8ODBQUFBPGxQPBQUFHA3swZJM3To0IaGhpKSkkGDBvGkQXSxNhUUFAwePFjwm3oBcaqqqtXV1Y2Njdjd6Ct0Zjzh35iD0UwUcbdtpNFopIMAAAAAAH9hRi0Zenp6jx49wgJ/fPXp06eioiI9PT3SQYAAXV1dOp2em5tLOoiYy8vLQxeTTNz1TN+/f086CIBEqKysxCLCAAAAAJIAhVoyDAwMmpqaCgsLSQcRZwUFBSwWS1dXl3QQIEBRUXHgwIEo1PJbXl4euphk4taMsPoBgGCgUAsAAAAgIVCoJWP48OFdunS5e/cu6SDiLD09vWvXrkOGDCEdBMgYPXo0uhhfvXnzprS01MTEhHQQIIBbM6qsrCQdBEAiVFRUqKqqkk4BAAAAAHyHQi0ZDAbDxMQkLS2NdBBxlpqaOmbMGKyeKbHMzc3T0tJ4uJ8YfCYlJYU7lJEOAgRwl8vEjFoAwcCMWgAAAAAJgUItMRYWFikpKaRTiLPU1FRzc3PSKYAYCwuL6urq/Px80kHEVmpqqp6enrKyMukgQICUlJSysjIKtQCCgUItAAAAgIRAoZYYGxuboqKi4uJi0kHE0+PHj8vKyiZMmEA6CBCjr6/fq1evy5cvkw4itpKSkmxsbEinAGL69ev37Nkz0ikAJEJZWVn//v1JpwAAAAAAvkOhlhgLCwtlZeWkpCTSQcRTQkJC9+7dTU1NSQcBYuh0uq2tbUJCAukg4unZs2cFBQUODg6kgwAxmpqapaWlpFMAiL+qqqoPHz5oamqSDgIAAAAAfIdCLTHS0tI2NjZxcXGkg4inuLi4iRMnSklJkQ4CJDk4OCQnJ1dXV5MOIoYuXbqkqKhoZWVFOggQo6WlhUItgAAwmUyKorS0tEgHAQAAAAC+Q6GWJCcnpytXrrx//550EHHz8uXLGzduuLq6kg4ChE2dOpWiqNjYWNJBxNDp06cdHR1lZWVJBwFiNDQ0uPUjAOCr0tJSGo02YMAA0kEAAAAAgO9QqCXJycmJwWCgisRzYWFhXbp0mTJlCukgQFi3bt1sbW0jIiJIBxE3paWl6enpc+fOJR0ESNLS0nr16lVDQwPpIABijslk9u7dW0FBgXQQAAAAAOA7FGpJ6tq166RJk8LCwkgHETchISHu7u7y8vKkgwB57u7uSUlJlZWVpIOIlVOnTqmpqdna2pIOAiRpampyOJzy8nLSQQDEHJPJxAK1AAAAABIChVrCvL29r169WlxcTDqI+Hjw4EFubq6XlxfpICAUXFxcZGVlg4ODSQcRK2Fh/6+9ew2Luk74P84IeAIDhApTA8SI5BAKIjB4gEUOGUqoQAooimKmod7cmmZJK27aRmbalYcgF0gQDVNwQRQ8MSMqHkE8CwRCaogoKseZ/wPv/27bum0H4DszvF8PfOTFvPFiLmc+8+P72zZlyhTOgO7inpyYyekHQEcrLy/ngFoAAIAu4ilvs1tbWzu/o0MpFArRCf/R66+/3q9fv6+//jouLk50i4ZITk42Nzd3c3MTHfIfKRQKDXuWqfJTTE9P780339y8efOCBQskEonoHE0gl8uvXLmiyuceKJVKDXuKaWlpKZVK0Qk/Z2RkZGJicunSJR8fH9EtgCa7fPlySEiI6AoAAAB0hqcMtbq6up3f0WXp6OhERkZ++eWXS5cu1dPTE52j9hoaGrZu3RodHa3Kk1xQUJDohK5lzpw5mzZtys3NZU5qFxs2bHBwcHBwcBAd8h+lpqampqaKrmh/U6ZMEZ3wc/b29sXFxaIrAE326NGja9eu2dvbiw4BAABAZ5D89CKdmzdvHj9+XGBNhwoMDBSd8HS1tbXm5uYrV65csGCB6Ba199e//vXDDz8sLy83MTER3fJ0GRkZohM6iouLywsvvCC64ul8fX3v378vl8tFh6i969evW1tbJycnq+zlXYWFhdXV1aIrOsSLL77o5OQkuuJfLFy4UCaTnThxQnQIoLFOnDgxYsSIK1euvPTSS6JbAAAA0OEkKvjblF3QokWL0tLSbty40bNnT9EtaqyxsdHS0jI0NHTNmjWiW6Bajh075ubmduTIkZEjR4puUW8zZsw4evTopUuXtLW1RbdAvMTExHnz5j148ICfB6CDJCQkREdH379/v1s3biwBAACg+XjNpxIWL15cV1fH/Y7+oK+++uru3btcmIx/5+rqOmrUqFWrVokOUW+VlZXffPPNe++9xyqHJ+zt7R8/fsz9MIGOU1xcbGNjw0oLAADQRfCyTyWYmppOmzZtzZo1mncDnE7T0tLyySefzJo1q1+/fqJboIree++9ffv2nTx5UnSIGlu9erWpqakKnpQKUWxsbLS1tc+fPy86BNBY58+f54BaAACAroOhVlUsWbKksrIyMTFRdIi62rx5c01NTUxMjOgQqChvb29nZ+f3339fdIi6KisrS0xMfPfdd7t37y66BaqiV69egwcP5n5iQMcpKSmxs7MTXQEAAIBOwlCrKiwsLObPn7906dI7d+6IblE/t2/ffv/99xctWvTiiy+KboHqio+Pz83N1eD7uXWod955Z9CgQZGRkaJDoFocHBxOnz4tugLQTJWVlXfu3Hn11VdFhwAAAKCTMNSqkNjY2F69ei1btkx0iPr53//9X319/ffee090CFSau7t7eHj4ggULGhoaRLeome+++y4rK2vDhg26urqiW6BaXF1dZTKZQqEQHQJooIKCAl1d3eHDh4sOAQAAQCdhqFUhffr0iY+PT0hIkMvlolvUSUFBQXJy8rp16/T19UW3QNXFx8c/evRo5cqVokPUyePHjxctWhQaGurh4SG6BSpHKpXW1dVdvnxZdAiggWQy2dChQ3v37i06BAAAAJ2EoVa1BAcH+/r6zpkzh7uK/Uqtra1vv/22t7f3G2+8IboFasDY2HjlypWffvoptz/69VauXFlbW7tmzRrRIVBFDg4O+vr6MplMdAiggWQymbu7u+gKAAAAdB6GWpXz2WefXblyhU3kV4qLi7t69eoXX3whOgRqIyoqaujQobNnz25paRHdogZOnToVHx+/atWqF154QXQLVJGOjs7w4cMZaoF2d//+/eLiYqlUKjoEAAAAnYehVuVYWVmtXr16xYoV+fn5oltU3aFDh+Li4j755BNLS0vRLVAb3bp1S0lJKS0t5Tzo/+rBgwdTpkyRSqVvvfWW6BaoLqlUylALtLvCwsK2tjZXV1fRIQAAAOg8DLWqKDo6evz48VOnTv3hhx9Et6iu27dvT5kyJTAwcO7cuaJboGasrKw2b94cHx+/e/du0S0qLSoqqr6+/ptvvtHW1hbdAtUllUqvXr3Kf1hA+5LJZIMHD+7Xr5/oEAAAAHQehlpVJJFIEhMTe/XqFRERwa20n0qhUISGhvbu3XvLli2iW6CWQkJCpk2bFhERUV5eLrpFRW3YsGH79u0pKSnMBPhlrq6u2traBQUFokMAjXLkyBHOPQAAAOhqGGpVlKGhYWpqal5eHofVPlVcXNyRI0e2b99uYGAgugXq6osvvujXr9/UqVM5rPbfnTp1KiYmZsWKFV5eXqJboOoMDAycnZ337dsnOgTQHA8ePJDL5T4+PqJDAAAA0KkYalXXiBEjPv744+XLl2/fvl10i2r55ptvYmNj165d6+joKLoFaqx3797p6enFxcXTp0/n0vWfKi8vHz9+/KhRo5YvXy66BerB19c3JydHqVSKDgE0xIEDB1pbW/moDAAAoKthqFVpCxYsWLBgQVhYGFcq/UNeXt7MmTMXL17M3Y3wx9nY2Ozevfvbb7+dP3++6BZV8eOPP/r6+hobG6enp3frxv8R+FX8/PyqqqpKSkpEhwAaIicnZ/jw4c8++6zoEAAAAHQq3oSruk8++eTJLbOOHTsmukW8kydPBgQETJo06aOPPhLdAg3h4eGRlpa2adOm1atXi24R79GjR+PHj29pacnNzTU0NBSdA7Xh6Oj43HPPZWdniw4BNMS+fft8fX1FVwAAAKCzMdSqOolEsmXLltGjR48fP/7y5cuic0S6du2av7//qFGjtm7dKpFIROdAcwQEBKxfv37ZsmUJCQmiW0RqaWmZOHHitWvXsrOzTU1NRedAnXTr1s3b2zsnJ0d0CKAJLly4UFFR4efnJzoEAAAAnY2hVg3o6uqmp6cPGjRo7NixpaWlonPEKCkpGTNmjIWFRXp6uo6OjugcaJq33npr2bJlc+bMSUxMFN0ixqNHjwIDA2UyWXZ2tpWVlegcqB9fX9+CgoL6+nrRIYDay8nJ6du3r5OTk+gQAAAAdDaGWvWgr6+/b98+c3Nzd3d3mUwmOqezHT9+3MPDY+DAgVlZWXp6eqJzoJni4uLi4uIiIyNjY2NFt3S2uro6Hx+fJyst9+jD7+Pj46NQKHJzc0WHAGovKyvLx8dHW1tbdAgAAAA6G0Ot2jA0NNy/f7+np6e3t/fevXtF53SezMxMT09PNze3/Px8Y2Nj0TnQZEuWLFm/fv3KlSvnz5+vUChE53SS6urqMWPG3Lhx4/Dhw1KpVHQO1JWJicno0aN37NghOgRQbz/88MPRo0cnT54sOgQAAAACMNSqkx49eqSlpQUHB7/xxhtJSUmiczpDQkJCYGDg1KlTMzIyevXqJToHmu/tt9/etm3b5s2bw8LCmpubRed0uNLSUhcXl7a2tuPHj9vZ2YnOgXoLDg7eu3dvQ0OD6BBAje3YsaN3797cSQwAAKBrYqhVMzo6OgkJCcuWLZs2bVpUVJQGD0lNTU3R0dGRkZH/8z//s/P4kfYAABsRSURBVGnTJn4BEJ0mODg4JycnKytLKpXeuHFDdE4H2rVrl1QqfeGFFw4dOjRgwADROVB7gYGBzc3NWVlZokMANZaenj5hwgQ+nAYAAOiaGGrVj0QiiY2N3blz5/bt293c3K5fvy66qP1VVFSMHj3666+/3rZt2+rVqyUSiegidC0eHh4nTpxobm4eNmyYRv4q95MPQgIDA/39/Q8ePGhiYiK6CJrAxMTE09MzPT1ddAigrqqqquRyeVBQkOgQAAAAiMFQq64mTpx44sSJtra2YcOGadi74l27djk4ODQ3N58+ffrNN98UnYMu6uWXXz5+/Pi0adOCg4Ojo6M16er18vLyUaNGbd26NTU1NSkpieu20I6Cg4Ozs7Pr6+tFhwBqaceOHc8884y3t7foEAAAAIjBUKvGrKys5HL5m2++GRIS8tZbb927d0900R9VV1c3e/bsJ4fSHjt2bPDgwaKL0KX17Nlz3bp1ycnJiYmJ7u7u58+fF130RykUiq+++urVV19ta2s7ffp0SEiI6CJomsDAQIVCkZmZKToEUEvp6ekBAQE9evQQHQIAAAAxGGrVW69evTZu3JiWlpaRkWFtbZ2cnKxUKkVH/R5KpfJvf/ubtbV1Zmbmzp07N2zYwLsUqIipU6cWFRVpa2s7OjouWrTo/v37oot+pzNnzkil0rfeemv27NkymczS0lJ0ETSQoaGht7d3SkqK6BBA/Vy9evX48ePBwcGiQwAAACAMQ60mCAoKunz5cnBwcERExJgxY0pKSkQX/TaXL1/29vaeMWOGj49PSUnJxIkTRRcB/+Lll1+Wy+UJCQkpKSnW1tZJSUnq9YlIfX19dHS0s7Nza2vrsWPH/vrXv/JBCDrOjBkz9u/fX15eLjoEUDMJCQn9+/cfO3as6BAAAAAIw1CrIQwNDdetW1dYWPj48eNhw4YtWLCgurpadNR/d/Pmzfnz59va2jY0NBQVFSUlJRkbG4uOAp5CIpGEh4dfvHhx3LhxERERXl5ecrlcdNR/19TUtHHjRmtr69TU1M2bN584ccLJyUl0FDScv7+/qalpYmKi6BBAnbS2tiYlJc2cOVNbW1t0CwAAAIRhqNUoTk5OhYWF69ev37lz56BBg+bOnauy1zSVlZXNmTPH0tLyu++++/LLL2Uy2dChQ0VHAf+FsbHxli1bZDJZU1OTVCr19PTMy8sTHfV0Dx8+/OyzzwYNGrRw4cLJkydfvnw5IiJCIpGI7oLm09HRCQ8PT0xMbGtrE90CqI09e/bcunUrIiJCdAgAAABEYqjVNN26dYuKirp+/fq6detycnKsrKymT59+6dIl0V3/dPHixWnTpllZWR04cGD9+vXXr1+PjIzs1o0fRagNFxeXgoKCgwcPamtre3l5ubq6ZmVlqc5hCPX19X/5y18sLCyWL18eEhJy48aNzz//3MjISHQXupBZs2bV1NRkZ2eLDgHUxpYtW7y9vc3MzESHAAAAQCSJ6owLaHcKheLbb79dsWLFxYsXHR0dw8LCpk6damJiIiSmvr5+9+7dycnJeXl5gwYNWrx48YwZM3R0dITEAO3l7Nmzf/nLX3bu3Nm/f/+pU6fOmDHDyspKSIlCoZDL5cnJydu2bZNIJBEREUuXLjU1NRUSA/zpT3/S19ffvXu36BBADVRVVZmbm6enpwcGBopuAQAAgEgMtZpPoVDk5OQkJyfv3r1bqVT6+/uHhYX5+vrq6up2wqM3NzdnZ2cnJydnZWVpa2sHBASEhYV5e3tzCS00SWlp6datW7dt23bz5k0XF5fQ0NCQkJBOO3D5zJkzycnJqampt27dcnNzCwsLCwkJMTAw6JxHB55q+/btoaGh5eXl/fv3F90CqLrY2NiNGzdWVlZ2zmszAAAAqCyG2i6kvr7+22+/TUpKOnLkSJ8+fby8vPz8/Dw9PQcNGtTuj3Xt2rX8/PycnJwDBw48fPhw9OjR4eHhEydO7NOnT7s/FqAi2tra8vPzk5OTMzIyGhsbXVxc/Pz8xo4dO2zYsHa/ePzu3btHjx7NycnJzs6uqKgYPHhwaGhoaGiopaVl+z4Q8Ps0NTWZm5tPnz79o48+Et0CqLTGxkZzc/OZM2euWrVKdAsAAAAEY6jtiioqKjIzM7Ozsw8dOvTo0aN+/fq5ubk5OTnZ2tra2tqamZn91jsOKZXKioqK4uLikpKSoqIiuVz+ww8/6OnpeXh4+Pn5+fv7Dxw4sIO+F0AFNTQ0ZGdnP1lRa2pq9PT0nJ2dR4wYYWdnZ2tra21t3b1799/6Ne/evVtSUlJSUnL27Fm5XF5aWiqRSBwdHX19fceNG+fs7MyNwqBqVq1aFR8f//333+vr64tuAVTX5s2b33nnnbKysn79+oluAQAAgGAMtV1aU1PTyZMn5XK5XC4/e/ZsRUWFlpZWjx49zM3NLSwsTE1NjY2NjY2N+/btK5FInvw6XktLi0KhqKurq62tra2trampKS8vLy8vb2pq0tLSMjc3f/XVV6VSqVQqdXR07NGjh9hvEBBLqVReunRJLpcXFBScOnXq0qVLLS0t3bp1e+GFFywsLAYOHGhiYmJsbGxkZPTkydK7d+9Hjx5paWk9ePCgrq7uzp07t27d+v7778vKyu7du6elpWVkZGRvb+/i4iKVSt3c3DrtdAXgd7h7966ZmVlcXFx0dLToFkBFKZVKGxsbNze3r776SnQLAAAAxGOoxT/V19eXlJRcv369rKysrKzs9u3bT9bY+vr6tra25uZmLS2t7t27a2trGxoaPtlwn332WQsLCwsLi8GDB9vY2HAsJvALWlpaLl68eOXKlSdPserq6idPsXv37jU2NiqVyocPHz659tDAwMDAwMDY2Pj5558fOHCgubn5oEGDhgwZwsXpUC/z58/Pysq6evUqt44EnmrPnj0BAQHFxcU2NjaiWwAAACAeQy0AAOgQZWVlL7300rZt24KCgkS3AKpo9OjRffr0ycrKEh0CAAAAlcBQCwAAOsqkSZMqKipOnjwpOgRQOUVFRcOHD8/Pz/fw8BDdAgAAAJXAUAsAADrKsWPH3Nzc8vLyPD09RbcAqmXixInl5eWnTp0SHQIAAABVwVALAAA60NixYx89eiSTyUSHACqkuLjYwcEhIyNjwoQJolsAAACgKhhqAQBABzp58uSIESOys7N9fHxEtwCqwt/fv6am5uTJkxKJRHQLAAAAVAVDLQAA6Fivv/76Dz/8wCYFPFFUVOTs7Pz3v//d19dXdAsAAABUCEMtAADoWKdPn3Zyctq9e7e/v7/oFkA8Hx+fhoYGzgMBAADAzzDUAgCADhcYGHjt2rWzZ89269ZNdAsgkkwmc3d35w57AAAA+HcMtQAAoMOVlJS8+uqrqampQUFBolsAkcaMGSORSA4ePCg6BAAAACqHoRYAAHSG8PDwgoKC0tLSnj17im4BxMjIyJg0aZJcLndxcRHdAgAAAJXDUAsAADrDzZs3ra2tly5dumzZMtEtgADNzc02NjYuLi7JycmiWwAAAKCKOCcOAAB0hv79+y9ZsuSjjz6qrq4W3QIIEB8ff/PmzVWrVokOAQAAgIriiloAANBJGhsbX3nlldGjR2/dulV0C9Cpbt26ZWVlFRMT8/7774tuAQAAgIpiqAUAAJ0nPT09JCSksLDQ2dlZdAvQeaZPn56fn3/p0qXevXuLbgEAAICKYqgFAACdR6lUjh49uq2traCgQCKRiM4BOsPJkyddXFy2bdsWHBwsugUAAACqi6EWAAB0qjNnzjg7O2/YsCEqKkp0C9DhWltbnZ2dn3nmmYMHD/LhBAAAAH4BNxMDAACdaujQoQsXLly8eHFVVZXoFqDDffLJJ6WlpV9++SUrLQAAAH4ZV9QCAIDO9vjxY3t7e2tr68zMTNEtQAcqKyuzs7NbtmzZsmXLRLcAAABA1THUAgAAAQ4dOuTp6bljx46JEyeKbgE6hFKp9Pb2vnXr1qlTp3R1dUXnAAAAQNUx1AIAADFmzpz597//vbS01MjISHQL0P4SEhJmz55dUFDg6uoqugUAAABqgKEWAACIUVdXN2TIkNdeey0hIUF0C9DOampqbGxspk+f/umnn4puAQAAgHpgqAUAAMLs2rUrMDBw165dAQEBoluAdqNUKv38/K5fv3727Fk9PT3ROQAAAFAP3UQHAACAruuNN96YOXPmrFmzqqurRbcA7eazzz7Ly8tLTk5mpQUAAMCvxxW1AABApIcPHw4bNszMzGzfvn0SiUR0DvBHXbhwYfjw4cuWLVu+fLnoFgAAAKgThloAACDYqVOnXF1d16xZs3DhQtEtwB/S1NTk7Ozcp0+fw4cPa2tri84BAACAOuHoAwAAIJijo+MHH3ywdOnSc+fOiW4B/pCYmJiKioqUlBRWWgAAAPxWXFELAADEa2tr8/DwqK2tPX78uL6+vugc4PfIzMycMGFCSkrKlClTRLcAAABA/TDUAgAAlfD99987Ojr+6U9/SktLE90C/GbXrl0bPnx4YGBgQkKC6BYAAACoJYZaAACgKvLz8318fNasWbNo0SLRLcBv8PjxY6lUqlQq5XJ5r169ROcAAABALXFGLQAAUBWenp5xcXFLliw5dOiQ6BbgN5gzZ05FRUVGRgYrLQAAAH43rqgFAAAqRKlUBgcHHz58+NSpUwMGDBCdA/x3a9eujYmJ2bt3r6+vr+gWAAAAqDGGWgAAoFoePHjg7OxsaGh4+PDh7t27i84BfsmRI0e8vLw+/PDDpUuXim4BAACAemOoBQAAKufixYsjRowICAj429/+JpFIROcAT3f9+nVXV1epVJqRkcEPKgAAAP4gzqgFAAAq55VXXtmxY0dqauqHH34ougV4urt3744bN27gwIHJycmstAAAAPjjtGNjY0U3AAAA/NzgwYP79+8fExNjbm7u4OAgOgf4F83NzRMmTKipqcnLyzMxMRGdAwAAAE2gIzoAAADg6WbOnHn16tVZs2b179/fy8tLdA7wf5RKZWRkZFFR0dGjR7nlHQAAANoLZ9QCAADVpVQqw8LCMjMzCwoK7OzsROcAWlpaWsuXL//444/37t07duxY0S0AAADQHAy1AABApTU2Nnp5eVVVVR09enTgwIGic9DVbdy4ce7cuQkJCREREaJbAAAAoFEYagEAgKqrra0dM2ZMc3PzkSNHnn/+edE56LqSk5OnT5/+5z//+b333hPdAgAAAE3DUAsAANTA7du3R48eraure/DgQWNjY9E56Iq+++67yZMnz5s3b+3ataJbAAAAoIEYagEAgHqoqqoaNWqUgYFBfn6+kZGR6Bx0Lfv37/f394+MjNywYYPoFgAAAGgmhloAAKA2rl+/PmrUKDMzs9zcXH19fdE56CpkMpmPj8/EiRO//vrrbt26ic4BAACAZuKFJgAAUBuWlpa5ublXr14NCAh4+PCh6Bx0CUePHvXz83vttdcSExNZaQEAANBxeK0JAADUiY2NTW5u7rlz53x9fe/fvy86BxouNzfX19d37Nix33zzjba2tugcAAAAaDKGWgAAoGaGDh169OjRsrIyDw+PH3/8UXQONFZWVtaECRMmTJiwfft2XV1d0TkAAADQcAy1AABA/VhbWxcUFNTX148aNaq6ulp0DjRQWlpaYGBgeHh4SkqKjo6O6BwAAABoPoZaAACglszNzQ8ePNjW1ubh4VFZWSk6Bxply5YtU6dOjYqK2rhxI+fSAgAAoHPwuhMAAKirgQMHHj58uHv37iNHjrxw4YLoHGiI1atXR0VFffDBB+vXr5dIJKJzAAAA0FUw1AIAADVmamp6+PDhgQMHuru75+Xlic6BemttbZ09e/by5cs///zzFStWiM4BAABA18JQCwAA1Fvfvn0PHDgwbtw4X1/fTZs2ic6BumpoaAgICNi2bVtGRsa8efNE5wAAAKDL4cYIAABA7fXo0SM5OXnw4MFz5swpLS1du3Yt54riN6murn799ddramoOHTrk5OQkOgcAAABdEUMtAADQBBKJJDY2dsCAAXPnzq2trU1ISOjRo4foKKiHM2fO+Pv7GxoaFhYWmpmZic4BAABAF8XFJgAAQHNERkZmZWVlZmaOHDmysrJSdA7UQEpKiru7u7W1dUFBASstAAAABGKoBQAAGsXb27uoqOjx48dDhw7dv3+/6ByortbW1nfffTcsLCw0NDQ7O9vQ0FB0EQAAALo0hloAAKBpXnrppWPHjnl5efn5+cXGxiqVStFFUDm3b9/29vb+4osv0tLSNm3apKurK7oIAAAAXZ2Ety4AAEBTbd68ed68eX5+fklJSQYGBqJzoCoKCgqCgoL09fUzMjJsbW1F5wAAAABaWlxRCwAANNjs2bNzc3MLCwtdXFxOnz4tOgfiKRSK1atXe3p6jhgxoqioiJUWAAAAqoOhFgAAaLIxY8acPn26X79+rq6uH3/8sUKhEF0EYSorKz09PWNjYz/66KOMjIxnnnlGdBEAAADwTxx9AAAANJ9Sqfz8888XL14slUqTkpIGDBggugid7dtvv509e/Zzzz23bdu2oUOHis4BAAAAfo4ragEAgOaTSCTR0dFFRUU//vijra1tamqq6CJ0ngcPHkRFRU2aNGncuHFFRUWstAAAAFBNDLUAAKCrsLOzKywsDAkJmTJlyrRp02pra0UXocPl5+c7ODjs2rVrz549SUlJenp6oosAAACAp2OoBQAAXUjv3r03bty4Z8+eAwcODBkyhEtrNVhdXd2MGTO8vLzs7e3Pnz/v7+8vuggAAAD4JQy1AACgy/H39y8tLQ0JCQkNDR03blxFRYXoIrSzzMxMOzu77OzsrVu37tq1y9TUVHQRAAAA8F8w1AIAgK7IwMBg3bp1R44cKSsrGzJkyJo1a9ra2kRHoR3U1NRMnDhxwoQJnp6eJSUl4eHhoosAAACAX4WhFgAAdF1SqfT06dMLFy58//33XVxcZDKZ6CL8fk1NTatXr3755ZeLi4vz8/OTkpKMjY1FRwEAAAC/FkMtAADo0nr27BkXF3f69GkDA4ORI0dOmTKlsrJSdBR+s4yMjCFDhsTFxcXExJw7d27MmDGiiwAAAIDfhqEWAABAy9bW9sCBA7m5uWfPnn355ZfffffdBw8eiI7Cr3Lx4kU/P79JkyY5OjpeuHDhgw8+6NWrl+goAAAA4DdjqAUAAPg/Xl5eZ86ciY2N/fLLL21sbJKTkxUKhego/Ec1NTVz5syxs7O7e/euXC5PT083MzMTHQUAAAD8Tgy1AAAA/9SjR4/FixdfuXLFx8cnIiLCzs5ux44dSqVSdBf+xZ07d2JiYiwtLffu3ZuYmFhYWOji4iI6CgAAAPhDGGoBAAB+7vnnn9+yZcvVq1fd3d3ffPNN5lrVcffu3djY2MGDByclJa1YseLKlSvh4eESiUR0FwAAAPBHSXjLAQAA8AtKSkpiY2MzMjIcHR0//PBDPz8/ZkEh7t2799lnn61du7Z79+6LFy9+++23e/fuLToKAAAAaDcMtQAAAP9dSUnJn//85507d9rZ2b399tvh4eE9e/YUHdVV1NTUbNq0ad26dW1tbXPnzl26dKmBgYHoKAAAAKCdMdQCAAD8WufOnYuPj09LS+vbt++cOXPeeeedvn37io7SZGfPnv3000/T0tKMjY2joqKio6ONjIxERwEAAAAdgqEWAADgt6msrFy3bt2WLVuUSmVkZOT8+fMtLCxER2kUhUKRnZ0dHx9/8OBBBweHmJiYoKAgXV1d0V0AAABAB2KoBQAA+D0ePHiQmJj46aefVlVVeXp6hoWFTZ48uVevXqK71Ft1dXVycvKmTZvKysqkUumSJUtef/11DgUGAABAV8BQCwAA8PspFIr8/PzNmzfv2rWrT58+kydPnjdvnp2dneguNdPW1nbw4MGf/jPOnz/f1tZWdBcAAADQeRhqAQAA2kFVVdXXX3+dkJBQUVExcuTI0NDQwMBAExMT0V2qrqioaPv27SkpKbdv3x47duysWbPGjx/PKQcAAADoghhqAQAA2o1Codi/f39iYmJWVlZzc7Onp2dwcHBAQAD3HPuZs2fPpqenb9++/caNG5aWllOnTp0xY4aZmZnoLgAAAEAYhloAAID29/Dhw8zMzPT09OzsbIVC4eXlFRQU9Nprrz377LOi04RRKpVnzpzZtWtXenr6lStXzMzMgoKCgoKCnJycRKcBAAAA4jHUAgAAdKD79+/v2bMnPT09Nze3paXF0dHR19fXz8/P2dlZW1tbdF1nuHv3bm5ubk5OTk5Ozq1btwYMGDB58uSgoKARI0ZwlzAAAADgHxhqAQAAOkNDQ0NeXl5OTk52dnZFRUXfvn29vb19fHxGjRo1aNAg0XXtrKmpqaioKD8/Pzs7+8SJExKJxM3NzdfX19fX18HBgX0WAAAA+HcMtQAAAJ3t4sWL2dnZOTk5R48ebWxs7Nevn1QqdXd3d3NzGzp0qI6OjujA36O2tlYulxcUFMhksqKioqampgEDBjwZZ728vAwMDEQHAgAAACqNoRYAAECYxsbGoqIimUwmk8nkcnltba2enp6zs/OwYcPs7Ozs7OyGDBnSs2dP0ZlPd+vWrfPnz58/f764uPjEiROXLl3S0tIaMmSI9P+ztLQU3QgAAACoDYZaAAAAlaBUKi9duiSTyY4dO3bu3LkLFy40Njbq6Oi89NJLdnZ29vb2VlZWFhYW5ubmJiYmndzW0tJSVVVVVlZ248aN0tLSJ/vsnTt3tLS0TE1N7ezsnJyc3NzcpFKpkZFRJ7cBAAAAmoGhFgAAQBW1tbVdvXr1H5esFhcXV1RUKBQKLS2tPn36mJubPxltzczMjH/CxMSkb9++v+Phmpqaan/izp07t27dqqioKCsrKy8vr6qqam1t1dLS0tPTe+WVV+zt7W1tbe3t7e3t7Z999tn2/cYBAACAromhFgAAQD00Nzd///335eXlT8bTJ39WVlbW1tY+fvz4H39NW1vb2NhYX19fS0tLX19fV1dXIpEYGhr+9Os8fPhQS0uroaGhpaVFoVD8+OOPDQ0NP30sIyOj559//sUXX3wyB//jz+eee65zvlkAAACgq2GoBQAAUHuPHj366cWwdXV19+/f19LSevjwYXNzs1KpvHfv3j/+cvfu3fX09LS0tPr06aOjo6Ojo2NkZGT8r7S1tYV9MwAAAECXxFALAAAAAAAAAIJ1Ex0AAAAAAAAAAF0dQy0AAAAAAAAACMZQCwAAAAAAAACC/T9X2C+51pprIAAAAABJRU5ErkJggg==",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# visualize graph\n",
"null_category_products_count_ddf.visualize(rankdir='LR')"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "728f6227-2518-428a-922b-6c6b5b9e4653",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 0.07641782100108685 seconds\n"
]
}
],
"source": [
"# OPTION 3\n",
"null_category_products_count_ddf=null_category_products_ddf.groupby('product_id')['category_code'].agg('count', split_out=2)\n",
"\n",
"# alternative way to achieve similar results\n",
"# null_category_products_count_ddf=null_category_products_ddf.groupby('product_id')['category_code'].count(split_out=2)\n",
"\n",
"time=timeit(\n",
" lambda: (null_category_products_count_ddf>0).sum().compute(), \n",
" number=1\n",
")\n",
"groupby_options['groupby().agg(\"count\", split_out=2)']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "853aa9e0-83c7-42f3-91ec-e326c41a078d",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 27,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# visualize graph\n",
"null_category_products_count_ddf.visualize(rankdir='LR')"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "8741ca34-a86a-4b59-ab1c-610f231970b0",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 0.055192634999912116 seconds\n"
]
}
],
"source": [
"# OPTION 4\n",
"null_category_products_count_ddf=null_category_products_ddf.notnull().groupby(null_category_products_ddf['product_id'])['category_code'].agg('sum')\n",
"\n",
"time=timeit(\n",
" lambda: null_category_products_count_ddf.sum().compute(), \n",
" number=1\n",
")\n",
"groupby_options['notnull().groupby().agg(\"sum\")']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "62e13d3b-fddb-4173-af87-882b9742f50c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# visualize graph\n",
"null_category_products_count_ddf.visualize(rankdir='LR')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "638c590b-7fa8-4422-a840-27afac097e08",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 0.46804417400016973 seconds\n"
]
}
],
"source": [
"# OPTION 5\n",
"null_category_products_count_ddf=null_category_products_ddf.groupby('product_id')['category_code'].transform('count', meta=('category_code_count', 'int32'))\n",
"\n",
"time=timeit(\n",
" lambda: null_category_products_count_ddf.sum().compute(), \n",
" number=1\n",
")\n",
"groupby_options['groupby().transform(\"count\")']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "93aa4cde-73c1-464a-8f62-cda3a6cd9d78",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# visualize graph\n",
"null_category_products_count_ddf.visualize(rankdir='LR')"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "30acb1ab-5930-4908-8914-cd322f2df302",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 0.47461700399981055 seconds\n"
]
}
],
"source": [
"# OPTION 6\n",
"null_category_products_count_ddf=null_category_products_ddf.groupby('product_id')['category_code'].transform(lambda x: x.count(), meta=('category_code_count', 'int32'))\n",
"\n",
"time=timeit(\n",
" lambda: null_category_products_count_ddf.sum().compute(), \n",
" number=1\n",
")\n",
"groupby_options['groupby().transform(lambda x: x.count())']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "ce52707e-c44d-4d41-8c77-54eb929d096c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAB2oAABGdCAYAAAC0JG/PAAAABmJLR0QA/wD/AP+gvaeTAAAgAElEQVR4nOz9ebzXc+L//99POzFppfGmBVlSopAW9BYK9RlbxpIt+zZ2ZvB+M7aMGctk1zCDBlmHaUpClBhbKUsMSnZK0l6nc35/vL/6jbHTOc9zTtfr5dLlfXmf83Jet55dmsvldD+P57OkvLy8PAAAAAAAAABUmlpFBwAAAAAAAACsbAy1AAAAAAAAAJXMUAsAAAAAAABQyeoUHQAAAAA1zeeff55ly5Zl2bJl+fzzz1O7du387Gc/S5KsssoqadCgQcGFAAAAFM1QCwAAAN9i1qxZmT59eqZPn54ZM2bk448/zsyZMzNr1qwv/ZozZ04WLlz4g752o0aN0qhRozRt2jTNmzdP06ZNl/9aa6210qZNm7Ru3TqtWrUy7gIAANQwJeXl5eVFRwAAAECRli5dmldffTVTpkzJ5MmTM3Xq1EybNi3Tp0/P3LlzkyQlJSVp2bJl1lxzzTRr1izNmjX70rDauHHj1K9fP8n/DbC1atVKrVq10qhRo5SWli7/OgsXLsyiRYuSJHPnzs3s2bMza9asfPLJJ18agN97773MmTPnS+/dunXrtGnTJptuumk6duyYDh06ZJ111ingigEAAPBTGWoBAABYqSxZsiTPP/98nnrqqUycODGTJ0/Oq6++mqVLl6ZevXrZeOONs/HGGy8/zfrF/1133XWXD7GVZfbs2ctP806fPj3Tpk3LG2+8kZdeeinvvPNOkqRx48bp2LFjOnbsmC233DLdu3dP27ZtK7UTAACAH85QCwAAQI326aefZsKECZkwYULGjx+f5557LgsXLkyLFi3SuXPn5SNnhw4dstFGG6Vu3bpFJ38vs2fPzpQpU5afAn7xxRczadKkLF68OC1btky3bt3So0ePdOvWLVtssUXq1PH0IwAAgKrEUAsAAECNUlZWlokTJ2bMmDEZM2ZMxo4dm9LS0rRt2zbdu3dPjx490r1792yyySYpKSkpOneFKi0tzYsvvpjx48fnySefzNixY/PJJ5+kYcOG2WabbbLbbrtl9913z7rrrlt0KgAAwErPUAsAAEC1N3v27Pz973/PyJEjM3r06MyaNSutWrVKnz590qdPn2y77bZp0qRJ0ZmFmDp1ah555JGMGjUqjz76aBYsWJBNN900ffr0ya677pqePXumdu3aRWcCAACsdAy1AAAAVEsLFizIiBEjcsstt2T06NEpKyvL1ltvnX79+qV3797ZYostatyJ2Z+qtLQ0Tz/9dP7+979nzJgxeeGFF9KkSZPssssu2XvvvbPLLrsYbQEAACqJoRYAAIBqY+HChbnvvvsyfPjwjBo1KuXl5dlpp50yYMCA9O/fP40aNSo6sVp57bXXMnz48Nx55515+eWXs/baa2fvvffOvvvum6222qroPAAAgBrNUAsAAECV9+qrr+Yvf/lLhg4dms8++yxdu3bN3nvvnf322y/NmzcvOq9GeOWVVzJ8+PAMHz48r776ajbaaKMcfPDBGTRoUJo1a1Z0HgAAQI1jqAUAAKBKWrRoUR588MHccMMNGTNmTDbYYIMMGjQohxxySFq0aFF0Xo32/PPP54Ybbsjtt9+eJUuWpH///jniiCOyww47uJ00AADACmKoBQAAoEqZMWNG/vjHP+bGG2/MkiVLsscee+Twww/PdtttZySsZHPnzs3tt9+eoUOH5tlnn0379u1z8sknZ//990/9+vWLzgMAAKjWDLUAAABUCS+88EJ+//vf5+67786aa66Z448/PocddliaNGlSdBpJJk2alCuvvDJ//etf06RJkxx//PE56qij/PkAAAD8SIZaAAAACjVy5Mhceumleeyxx9KpU6ecfPLJ+eUvf5m6desWncbXeP/99zNkyJBcf/31WbJkSQ455JCceuqpadWqVdFpAAAA1UqtogMAAABYOT3yyCPp3r17dtlll9SvXz8PP/xwJk6cmIEDBxppq7Cf//znufjiizNjxoxceOGF+fvf/5527drl2GOPzXvvvVd0HgAAQLVhqAUAAKBSPfXUU+ndu3d69+6dkpKSPP744xk5cmR69+5ddBo/wGqrrZZf/epXef3113PjjTdm1KhRadu2bY488sh88MEHRecBAABUeYZaAAAAKsWkSZOy8847p1u3biktLc24ceMyfvz4bLvttkWn8RPUrVs3Bx54YF555ZX8/ve/z4MPPpgNNtggv/71r/P5558XnQcAAFBlGWoBAACoUB9//HGOOOKIdOnSJXPmzMmYMWMyduzY9OjRo+g0VqD69evn+OOPzxtvvJFzzz03N9xwQ9q1a5c//elPKSsrKzoPAACgyjHUAgAAUCGWLl2aK6+8Mu3atcuIESNyzTXXZMKECdlhhx2KTqMCrbrqqjn11FPzxhtv5OCDD84xxxyTLl265Iknnig6DQAAoEox1AIAALDCjRgxIu3bt8+vf/3rnHDCCXn99ddzxBFHpFYt34auLBo3bpzBgwdn4sSJad68ebbbbrsMGDAg7777btFpAAAAVYLvkAEAAFhhPv744+y7777ZbbfdssUWW2Tq1Kn57W9/m4YNGxadRkE22WSTPPTQQ3nggQcyceLEtG/fPtdcc43bIQMAACu9kvLy8vKiIwAAAKj+7rrrrhxzzDGpV69err766vziF78oOokqZtGiRRk8eHAuvvjidOnSJTfeeGM22WSTorMAAAAK4UQtAAAAP8n06dOz8847Z5999skee+yRqVOnGmn5Wg0aNMi5556bZ599NqWlpenUqVPOPPPMLF68uOg0AACASmeoBQAA4Ee75ZZb0qFDh7z33nuZMGFCrr/++qy++upFZ1HFdezYMU899VSuuuqqXH311enSpUsmT55cdBYAAEClMtQCAADwg82aNSt77rlnDjnkkBxzzDF54YUX0rVr16KzqEZq1aqVI444IhMnTkzDhg3TtWvXXHvttfGEJgAAYGXhGbUAAAD8II8++mgOOuiglJaW5uabb06fPn2KTqKaKy0tzQUXXJALLrggvXv3zs0335yWLVsWnQUAAFChnKgFAADge1m6dGlOO+209O7dO9tss01eeeUVIy0rRJ06dXLuuedm7Nixee2117LFFltk9OjRRWcBAABUKEMtAAAA3+nDDz/MDjvskGuvvTY33XRThg8fnsaNGxedRQ3To0ePTJo0Kb169couu+ySCy+80K2QAQCAGsutjwEAAPhWzz33XPbcc8/Uq1cv9957bzp06FB0EiuBG264Iccff3x23HHH3HbbbVljjTWKTgIAAFihnKgFAADgG91www3p3r17OnTokGeeecZIS6U54ogj8uijj+aFF17IlltumSlTphSdBAAAsEIZagEAAPiKJUuW5JBDDsnRRx+ds88+Ow8++KBbHVPpunfvnueffz5rrrlmunXrlnvuuafoJAAAgBXGUAsAAMCXzJ49OzvvvHPuvffePPjggznnnHNSUlJSdBYrqZYtW+axxx7LwIEDM2DAgPzhD38oOgkAAGCFqFN0AAAAAFXHtGnTsuuuu2bOnDkZO3ZsNt9886KTIHXr1s0111yTDTfcMCeffHKmTp2aa6+9NnXq+GcNAACg+iopLy8vLzoCAACA4j3zzDPp379/WrRokREjRmSdddYpOgm+4r777ssBBxyQHj165K677srPfvazopMAAAB+FLc+BgAAIA8++GB69eqVzp07Z8KECUZaqqzdd989jz76aCZNmpRevXrlo48+KjoJAADgRzHUAgAArOTuuOOO7Lnnntl///3zt7/9LauttlrRSfCttt566zz11FOZO3dutttuu7z77rtFJwEAAPxghloAAICV2G233ZaBAwfmiCOOyPXXX++Zn1Qbbdu2zbhx41K/fv306NEjb7zxRtFJAAAAP4ihFgAAYCV17bXX5qCDDsopp5ySq666KiUlJUUnwQ+y5pprZuzYsVlrrbXSs2fPTJkypegkAACA781QCwAAsBIaPHhwjj322Fx00UUZPHhw0TnwozVu3DgPPfRQ1ltvveywww6ZNGlS0UkAAADfS0l5eXl50REAAABUnt///vc5/fTT88c//jHHHXdc0TmwQsyfPz/9+/fP5MmTM3bs2LRv377oJAAAgG9lqAUAAFiJ3HTTTTnssMNyySWX5LTTTis6B1aoBQsWZJdddsmrr76aJ554IhtuuGHRSQAAAN/IUAsAALCSuPXWW3PwwQfnt7/9bc4666yic6BCfP755+ndu3c+/PDDPPHEE2ndunXRSQAAAF/LUAsAALASuO+++zJgwIAcf/zxueyyy4rOgQr12Wef5b//+78zd+7cPPHEE2nZsmXRSQAAAF9hqAUAAKjhRo8enX79+uWoo47KlVdeWXQOVIqPPvoo2267berXr59x48alUaNGRScBAAB8iaEWAACgBps8eXJ69uyZ/v3755ZbbklJSUnRSVBp3nnnnXTt2jWbbLJJ/vGPf6Ru3bpFJwEAACxnqAUAAKihPvjgg3Tt2jWtW7fO6NGjU79+/aKToNJNnDgx2267bfbee+/cdNNNRecAAAAsV6voAAAAAFa8efPmZdddd82qq66a+++/30jLSmvzzTfP8OHDc+utt+aCCy4oOgcAAGC5OkUHAAAAsGItW7Ys+++/f95555089dRTady4cdFJUKi+ffvmmmuuyZFHHplWrVpl4MCBRScBAAAYagEAAGqa008/PQ8//HAee+yxrL/++kXnQJVw+OGH57XXXsvhhx+eDTfcMFtttVXRSQAAwErOM2oBAABqkDvuuCP77rtvbr755hx88MFF50CVUlZWlt122y0vvfRSnn/++TRv3rzoJAAAYCVmqAUAAKghpk6dmq222iqHHHJIrrzyyqJzoEqaPXt2unTpklatWmX06NGpU8fNxgAAgGIYagEAAGqAuXPnZuutt84aa6yRsWPHpl69ekUnQZX14osvplu3bjnuuONyySWXFJ0DAACspGoVHQAAAMBPU15engMOOCCfffZZ7rnnHiMtfIfNNtss11xzTS699NLcc889RecAAAArKff3AQAAqOauuOKKjBw5Mo899lhatmxZdA5UCwcddFCefvrpDBo0KJ07d07r1q2LTgIAAFYybn0MAABQjb388svp0qVLzj777Jx11llF50C1snjx4my11VZZffXV8/jjj6d27dpFJwEAACsRQy0AAEA1ZWSCn+7ll1/Olltumd/85jc5++yzi84BAABWIp5RCwAAUE2ddtppefvtt3PbbbcZaeFHat++fS688MKcd955efrpp4vOAQAAViJO1AIAAFRDo0ePTp8+fXLbbbdlv/32KzoHqrXy8vLstttumTp1aiZOnJif/exnRScBAAArAUMtAABANTNnzpxssskm2X777TNs2LCic6BG+OCDD9KxY8cMGDAgV199ddE5AADASsCtjwEAAKqZ008/PUuWLMkVV1xRdArUGC1btszll1+e6667LuPHjy86BwAAWAk4UQsAAFCNPP744+nVq1duv/327LPPPkXnQI3Tv3//vP7665k0aVIaNGhQdA4AAFCDGWoBAACqicWLF2fzzTdPmzZtMmLEiKJzoEaaMWNG2rdvn5NPPjnnnXde0TkAAEAN5tbHAAAA1cR5552Xd999N9ddd13RKVBjrbvuujn//PNz0UUXZdKkSUXnAAAANZgTtQAAANXAyy+/nM033zyXX355jj322KJzoEZbtmxZunfvnjp16mTcuHEpKSkpOgkAAKiBDLUAAADVQJ8+ffLxxx/nueeeS61abo4EFW3ixInp0qVLbr311uy3335F5wAAADWQoRYAAKCKe/DBB9O/f/88/vjj2XbbbYvOgZXGoEGD8tBDD+W1115Lw4YNi84BAABqGEMtAABAFbZkyZJ06NAhnTp1yp133ll0DqxUPv7447Rr1y4nnnhizj333KJzAACAGsb9sgAAAKqwIUOGZMaMGbnkkkuKToGVTosWLfKb3/wmv/vd7/L2228XnQMAANQwTtQCAABUUTNnzswGG2yQ4447Lueff37RObBSWrx4cdq3b5+tt946w4YNKzoHAACoQZyoBQAAqKIuueSS1K9fP2eccUbRKbDSql+/fgYPHpw77rgjkydPLjoHAACoQZyoBQAAqII+/PDDrLfeernwwgtz4oknFp0DK7Xy8vJ07tw5rVq1yn333Vd0DgAAUEM4UQsAAFAFXXTRRWnUqFGOPPLIolNgpVdSUpLzzjsv999/f5555pmicwAAgBrCiVoAAIAq5v3338/666+f3//+9znmmGOKzgH+P127dk3Tpk0zYsSIolMAAIAawFALAABQxRx11FEZOXJkXn/99dSvX7/oHOD/89BDD6VPnz6ZMGFCttlmm6JzAACAas5QCwAAUIW88847WW+99XLNNdfksMMOKzoH+A89e/bMaqutlpEjRxadAgAAVHOeUQsAAFCFXHnllWnRokUOPPDAolOAr3HmmWdm1KhRefHFF4tOAQAAqjlDLQAAQBUxd+7cDB06NCeccELq1atXdA7wNXbZZZe0b98+V1xxRdEpAABANWeoBQAAqCJuuOGGlJWV5Ygjjig6BfgGJSUlOemkkzJs2LC8++67RecAAADVmKEWAACgCigtLc0f//jHDBo0KGussUbROcC3OOCAA9KsWbNcc801RacAAADVmKEWAACgChg+fHjee++9HH/88UWnAN+hfv36OfbYY3Pddddl3rx5RecAAADVlKEWAACgCrj66quzxx57pG3btkWnAN/D0UcfnUWLFmXYsGFFpwAAANWUoRYAAKBgr776aiZMmJAjjzyy6BTge2rSpEn22muvDB06tOgUAACgmjLUAgAAFOz6669P27Zt06tXr6JTgB/g8MMPz3PPPZeJEycWnQIAAFRDhloAAIACLV68OMOGDcvhhx+eWrV8iwbVSc+ePbPJJps4VQsAAPwo/hUAAACgQHfffXc+++yzHHjggUWnAD/CoYcemmHDhmXBggVFpwAAANWMoRYAAKBAQ4cOTb9+/fLzn/+86BTgRzjwwAOzcOHCDB8+vOgUAACgmjHUAgAAFOSdd97J448/nkMPPbToFOBHat68efr165dhw4YVnQIAAFQzhloAAICCDB8+PI0aNcpOO+1UdArwE+yzzz557LHH8tFHHxWdAgAAVCOGWgAAgIIMHz48e+yxR+rVq1d0CvAT7LrrrllllVVy7733Fp0CAABUI4ZaAACAAkybNi3PPvtsBgwYUHQK8BOtuuqq2W233TynFgAA+EEMtQAAAAUYPnx4mjRpkv/+7/8uOgVYAQYMGJAnnngi77//ftEpAABANWGoBQAAKMDdd9+d3XffPXXr1i06BVgB+vbtm4YNG+aee+4pOgUAAKgmDLUAAACV7L333svzzz+fPffcs+gUYAVp0KBBdt111zzwwANFpwAAANWEoRYAAKCSjRo1Kg0aNMh2221XdAqwAvXt2zdPPPFE5s2bV3QKAABQDRhqAQAAKtnIkSPTq1evrLLKKkWnACtQ3759U1pamrFjxxadAgAAVAOGWgAAgEpUWlqaRx55JH369Ck6BVjBmjdvnk6dOmXkyJFFpwAAANWAoRYAAKASTZgwIZ999ln69u1bdApQAfr27WuoBQAAvhdDLQAAQCUaNWpU2rZtm/XXX7/oFKAC9O3bN9OmTctrr71WdAoAAFDFGWoBAAAq0aOPPuq2x1CDbb311mnUqFEeeeSRolMAAIAqzlALAABQSRYuXJiJEyemZ8+eRacAFaROnTrp2rVrnnzyyaJTAACAKs5QCwAAUEmeeeaZLFmyJN27dy86BahA3bt3N9QCAADfyVALAABQSZ588smsvfbaWWeddYpOASpQ9+7d8/bbb+fdd98tOgUAAKjCDLUAAACV5Mknn3TbY1gJbL311qlTp04mTJhQdAoAAFCFGWoBAAAqQXl5eZ5++mm3PYaVQMOGDbPZZpu5/TEAAPCtDLUAAACV4LXXXsunn36arl27Fp0CVIJu3brl6aefLjoDAACowgy1AAAAleDFF19MnTp1summmxadAlSCTp06ZcqUKVm2bFnRKQAAQBVlqAUAAKgEU6ZMyYYbbpgGDRoUnQJUgo4dO2bhwoV58803i04BAACqKEMtAABAJZg8eXI6duxYdAZQSdq3b5/atWtnypQpRacAAABVlKEWAACgEkyePDkdOnQoOgOoJKusskrWW289Qy0AAPCNDLUAAAAVbM6cOZkxY4ahFlYyHTp0yOTJk4vOAAAAqihDLQAAQAV76aWXUl5ebqiFlUyHDh2cqAUAAL6RoRYAAKCC/etf/0qDBg2y7rrrFp0CVKJ27dpl+vTpKS0tLToFAACoggy1AAAAFWz69Olp3bp1SkpKik4BKlGbNm1SWlqad999t+gUAACgCjLUAgAAVLAvhlpg5fLF3/vp06cX2gEAAFRNhloAAIAKZqiFldOaa66ZVVddNdOmTSs6BQAAqIIMtQAAABVs2rRphlpYCZWUlKRVq1ZO1AIAAF/LUAsAAFCBli5dmvfeey9t2rQpOgUoQJs2bZyoBQAAvpahFgAAoAJ9+OGHWbZsWdZZZ52iU4ACrLvuunnnnXeKzgAAAKogQy0AAEAF+uSTT5IkzZs3L7gEKEKzZs0ya9asojMAAIAqyFALAABQgb4YaJo2bVpwCVCEpk2bZubMmUVnAAAAVZChFgAAoALNmjUrderUyRprrFF0ClAAJ2oBAIBvYqgFAACoQDNnzkyTJk1SUlJSdEohnnvuuZSUlOTcc8/91o8V0VGUqtAyatSolJSU5Iorrqiw95g3b15OOOGEtG7dOnXq1ElJSUnmzZuXJLn33nuzxRZbZLXVVktJScmXfh111FEV1lSEpk2bZsmSJZk7d27RKQAAQBVjqAUAAKhAs2bNctvj72H8+PEpKSnJBRdcUHQKK8j//u//ZsiQIXn77bezbNmy5R9/9dVXs88++2TixImZP39+gYWVo1mzZkniVC0AAPAVdYoOAAAAqMk+/fRTQ+1/6NKlS8rLy2v8e67sRo0alUaNGuWpp57KhhtumFq1/u9nxceMGZPS0tJccMEFOfXUU1O/fv0kyfTp09OmTZsikyvEF3//Z82aldatWxcbAwAAVCmGWgAAgAq0YMGCNGzYsOgMqHQffPBBNtxww2y88cZf+XiS7LLLLstH2prsi7//CxYsKLgEAACoatz6GAAAoAItXry4WoxRy5Yty5AhQ9K5c+c0btw4a6yxRrp06ZLLLrvsSwPTvz/b9JFHHkm3bt2y6qqrpkWLFjn88MPzySeffOd7/eczWi+44IL07NkzSXLOOed86XmlK6r7654L+++/l8ceeyzdunVLw4YNs84662Tw4MHLXzdkyJBsuOGGadCgQTbaaKPcddddX2pYEdckScrLy3PTTTelW7duWX311bPKKqtks802y9VXX/29TwN/3+vx755++ulsv/32adiwYZo2bZqDDjoon3766ZdeM3To0JSUlOTuu+/+yn//xefuv//+JMmJJ56YkpKSzJ49O88888xXnkF78cUXJ0m22GKL7/XnvCKuS5Hq1auX5P/+twAAAODfOVELAABQgZYsWbJ8qKnKfv3rX+fSSy/90seef/75PP/886lXr16OO+64L31uwoQJOfXUU5c/e3ThwoUZOnRoxo8fn2effTarrbZalez+Ok8//XROO+20lJaWJvm/k4+//vWvU79+/Xz44Yf53e9+t/y1r732Wn75y19mgw02SKdOnb70dX7KNSkvL8/AgQMzbNiwL3188uTJOe644/Liiy/mhhtu+M7fyw+9Hs8++2zOPPPM5SPiggULcsstt2T69Ol5/PHHv/P9KtqKui5F+uIHNZYsWVJwCQAAUNU4UQsAAFCBFi9eXC2G2vvvvz8NGzbMPffck88++yzz58/PpEmTcuqpp37twHjXXXdl4MCB+de//pV58+bliSeeSIcOHTJ16tRccsklP+i9zz777IwbNy5Jcv7556e8vHz5rxXd/XXuvPPOHHfccZk+fXrmzZuXu+++O3Xr1s15552Xa6+9NkOHDs3HH3+cWbNm5ZRTTklZWVkuv/zyFXpNbrvttgwbNiwdOnTIP/7xj8yaNSvz5s3L448/ns022yw33nhjnnrqqRV+Pf7617/mkEMOyb/+9a8sWLAg48ePz7rrrpsnnngiL7744ve6fv/piiuuSHl5eRo1apStt976S3+e5eXlOeOMM5IkEydO/M4/5xV1XYr0xVDrRC0AAPCfnKgFAACoQEuWLMkaa6xRdMZ3+q//+q8kSf/+/VOnzv99q7jZZptls802+9rXb7XVVrnpppuW37a2Z8+euf/++7PRRhvl7rvvzvnnn18lu79Onz59vjS87rnnnunfv3/uueee/OEPf8igQYOWf+6SSy7J0KFD88orr3zl6/yUa3LzzTendu3aeeihh9KyZcvlH992223z17/+Ne3bt8/f/va3bLPNNt/6e/mh12OnnXbKtddeu/z/7969e04//fTlp1V/yHWsCCvquhSpdu3aqV27tqEWAAD4CidqAQAAKlB1OVF7+eWXp6ysLOuvv36OPPLIXHPNNZk4ceI3vn6nnXb6yrNF27Ztm3bt2uXNN99cYV0zZ878yjNOmzVr9qO7v8522233lY+1atUqyf8Ngv+udu3aWXvttfPRRx995b/5Kdfk5ZdfzrJly7LOOuukTp06qV27dmrVqpVatWqlffv2SZIZM2as8Oux/fbbf+Vjbdu2TZLMnTv3W5srw/e9LlVdvXr1DLUAAMBXGGoBAAAqUGlp6fKTjVXZZpttlqlTp+aWW25JmzZtMm7cuPTp0yft27fPlClTis77Riuiu0GDBl/52BeD6zd9rqys7KeF/4cvvt6yZcuybNmylJWVfeW2wN/nGac/9HqsssoqX/nYF40NLW0AACAASURBVL/3f3/vWrVqfanz3y1cuPA7u36sFXVdila3bt0sXbq06AwAAKCKqfr/WgAAAFCN1a1bN6WlpUVnfC916tTJtttuu/wU6YIFC7Lhhhtm0KBBeeaZZ7702tGjR+e3v/3tl06QvvXWW3n99dez3nrr/eD3/mII/M9r1axZs+98Vu0P6a5IP+WabLTRRnnhhRfy/vvvp1GjRt/62iKuR4sWLZIk06ZN+8rnHn300R/1Nb+PH3JdqrIlS5ZUi5P1AABA5XKiFgAAoALVq1evWpz469atW6677rq88sorWbhwYebMmZNRo0Zl1qxZeeutt77y+meeeSaDBg3KG2+8kfnz52f8+PHZfffds3Tp0uy1114/+P2bNGmSJBk3blxmzZpVYd0V6adck0GDBmXBggXp3bt3/v73v+eTTz7JkiVL8vbbb2fEiBHZc88988gjj3xnQ0Vdj0022SRJcsUVV2Ts2LFZuHBhpk+fnlNOOSX333//j/6632VFXZeiLVmyJPXr1y86AwAAqGKcqAUAAKhA9evXrxbPpnzhhRfy1FNPfe3nDj/88K98bK+99sott9ySm2+++Usf32ijjXLGGWf84PffYIMNsvbaa+fRRx/90jNXv+v06A/trkg/5ZocdNBBefzxx/PnP/85/fr1+9rXfJ/fT0Vdj7Zt22aPPfbIvffem169ei3/eJ06dTJw4MDceuutP/prf5sVdV2KVFpamrKyMidqAQCAr3CiFgAAoAJVlxO1//znP3Psscdmk002ySqrrJJmzZqle/fuGTp0aC6//PKvvL579+4ZOXJkttpqq+WvHzRoUJ544omsttpqP/j9a9eunbvvvjs9evRIw4YNK6y7Iv2Ua1JSUpKbb745d955Z3r37p3GjRunXr16adu2bX7xi1/kvvvuS+/evb+zoSKvx5/+9Kcceuihadq0aRo0aJBtttkmY8aMWX6L5Yqwoq5Lkb74QQ0nagEAgP9UUv5dP54MAADAj3bQQQdl9uzZeeCBB4pOWSFGjRqVvn375vLLL8+JJ55YdE6V4JrwbWbPnp0mTZpkzJgx2WGHHYrOAQAAqhAnagEAACpQdTlRC1QMJ2oBAIBvYqgFAACoQKuttlrmzp1bdAZQkHnz5iXJD7qlNwAAsHIw1AIAAFSgpk2bZtasWUVnAAWZOXNmkqRZs2YFlwAAAFVNnaIDAAAAarKmTZsuH2pqgj59+qS8vLzojCrFNeHbfPGDGk2bNi24BAAAqGqcqAUAAKhAzZo1y+zZs7Ns2bKiU4ACzJw5M6usskpWXXXVolMAAIAqxlALAABQgZo2bZqysrJ89tlnRacABZg1a5bTtAAAwNcy1AIAAFSgLwaamnT7Y+D7mzVrlufTAgAAX8tQCwAAUIG+GGg++eSTgkuAIsycOTNNmjQpOgMAAKiCDLUAAAAVaK211krdunUzY8aMolOAArz99ttZd911i84AAACqIEMtAABABapdu3bWWWedTJ8+vegUoADTpk1LmzZtis4AAACqIEMtAABABWvdurWhFlZC5eXlmTFjRlq3bl10CgAAUAUZagEAACqYoRZWTu+//34WLVrkRC0AAPC1DLUAAAAVrHXr1pk2bVrRGUAl++LvvaEWAAD4OoZaAACACtamTZvMmDEjZWVlRacAlWj69OmpV69efv7znxedAgAAVEGGWgAAgAq2wQYbZMmSJXnrrbeKTgEq0WuvvZa2bdumVi3//AIAAHyV7xQAAAAq2KabbppatWplypQpRacAlWjy5MnZbLPNis4AAACqKEMtAABABWvYsGHatm2byZMnF50CVKLJkyenQ4cORWcAAABVlKEWAACgEnTs2NGJWliJzJ07N2+//bahFgAA+EaGWgAAgErQoUMHJ2phJTJlypSUl5enY8eORacAAABVlKEWAACgEnTs2DFvvvlm5s+fX3QKUAmmTJmS1VdfPa1atSo6BQAAqKIMtQAAAJWgU6dOKSsrc6oWVhKTJk1Kx44dU1JSUnQKAABQRRlqAQAAKkHbtm2z1lprZcKECUWnAJXgySefTLdu3YrOAAAAqjBDLQAAQCXZZptt8uSTTxadAVSwOXPm5OWXX0737t2LTgEAAKowQy0AAEAl6d69u6EWVgITJkxIeXl5ttlmm6JTAACAKsxQCwAAUEm6d++ejz/+OG+88UbRKUAFevLJJ7PBBhukRYsWRacAAABVmKEWAACgknTu3DmrrrqqU7VQwz355JPp0aNH0RkAAEAVZ6gFAACoJHXr1k3nzp0zbty4olOACrJkyZI8++yz6datW9EpAABAFWeoBQAAqEQ77LBDHnrooaIzgAoybty4zJ8/P7169So6BQAAqOIMtQAAAJWob9++effdd/Pyyy8XnQJUgFGjRmXjjTdO27Zti04BAACqOEMtAABAJerSpUtatGiRkSNHFp0CVICRI0emb9++RWcAAADVgKEWAACgEtWqVSs77rijoRZqoC9Oy/fp06foFAAAoBow1AIAAFSyPn36ZPz48Zk7d27RKcAK9I9//CMNGzZMz549i04BAACqAUMtAABAJdt5551TWlqaMWPGFJ0CrEAjR45Mr1690qBBg6JTAACAasBQCwAAUMmaN2+ebt265Z577ik6BVhB5s6dm4ceeii/+MUvik4BAACqCUMtAABAAQYMGJAHHnggCxcuLDoFWAEeeOCBlJaWGmoBAIDvzVALAABQgL333jsLFizIyJEji04BVoA777wzO+64Y5o2bVp0CgAAUE0YagEAAAqw1lprpWfPnhk+fHjRKcBP9Pnnn+fhhx/OgAEDik4BAACqEUMtAABAQQYMGJAHH3ww8+fPLzoF+Anuu+++lJWVpX///kWnAAAA1YihFgAAoCB77rlnFi9enBEjRhSdAvwEd955Z3beeec0bty46BQAAKAaKSkvLy8vOgIAAGBlteuuu6a0tDQPPfRQ0SnAj/Duu++mdevWueOOO7LXXnsVnQMAAFQjTtQCAAAU6PDDD8/DDz+cN998s+gU4Ee46aab0rhx4/Tr16/oFAAAoJox1AIAABRot912S8uWLfPnP/+56BTgByorK8tNN92Ugw8+OPXr1y86BwAAqGYMtQAAAAWqU6dODjrooPzpT39KaWlp0TnADzB69Oi8/fbbOfTQQ4tOAQAAqiHPqAUAACjYtGnTsv766+f+++93+1SoRvbaa6988sknefzxx4tOAQAAqiFDLQAAQBWw4447pl69ehkxYkTRKcD38MEHH6R169YZOnRoBg4cWHQOAABQDbn1MQAAQBVwwgknZOTIkXnllVeKTgG+hz/+8Y9ZY401svfeexedAgAAVFOGWgAAgCpgt912y0YbbZTLL7+86BTgO8yfPz833nhjTjjhhDRo0KDoHAAAoJoy1AIAAFQBJSUlOfHEE3Prrbfmgw8+KDoH+BY33nhjFi5cmKOOOqroFAAAoBoz1AIAAFQRBx10UBo3bpxrrrmm6BTgGyxbtixDhgzJoEGD0rRp06JzAACAasxQCwAAUEXUr18/Rx11VK655prMnz+/6Bzga9x11115++2386tf/aroFAAAoJoz1AIAAFQhxxxzTBYtWpQbbrih6BTgP5SXl2fw4MHZY489st566xWdAwAAVHOGWgAAgCqkefPmOeaYY3LRRRdl7ty5RecA/+buu+/OlClTctZZZxWdAgAA1AAl5eXl5UVHAAAA8P83c+bMtG3bNmeddVbOOOOMonOAJGVlZenUqVPat2+f22+/vegcAACgBnCiFgAAoIpp1qxZTjjhhFx66aX5/PPPi84Bktx+++155ZVX8j//8z9FpwAAADWEE7UAAABV0GeffZa2bdvmpJNOyjnnnFN0DqzUli1blvbt22frrbfOX/7yl6JzAACAGsKJWgAAgCpojTXWyEknnZTLLrssn376adE5sFL7y1/+krfeessPTQAAACuUE7UAAABV1Ny5c9OuXbvstddeGTJkSNE5sFKaN29e2rVrl//3//5frr322qJzAACAGsSJWgAAgCpq9dVXzwUXXJBrr702U6ZMKToHVkoXXnhhFi5cmPPPP7/oFAAAoIZxohYAAKAKKysrS9euXfOzn/0sY8aMKToHVirTpk3LJptskosvvjgnnnhi0TkAAEANY6gFAACo4iZMmJAePXrkb3/7W/r161d0Dqw09txzz7zyyiuZPHly6tatW3QOAABQwxhqAQAAqoF99tknEydOzEsvvZR69eoVnQM13tixY9OrV6+MGDEiu+yyS9E5AABADWSoBQAAqAbefvvtbLLJJjnzzDNzzjnnFJ0DNdrixYuzxRZbpHXr1hkxYkTROQAAQA1Vq+gAAAAAvlurVq1y7rnn5sILL8wrr7xSdA7UaBdffHHeeuutnHXWWUWnAAAANZgTtQAAANXEsmXLsvXWW6devXoZP358atXys7ewok2dOjWdOnXKxhtvnDfffDMXXXRRjjnmGH/fAACAFc53GQAAANVE7dq1c9NNN+W5557LDTfcUHQO1DhlZWU57LDD0rFjx4wfPz4nn3xyTj311Gy55ZZ5/vnni84DAABqGEMtAABANdKxY8ecfPLJOeOMM/Luu+8WnQM1ytVXX51//vOfuf7669OwYcOce+65ee6551K/fv107do1v/rVrzJ//vyiMwEAgBrCrY8BAACqmYULF2azzTbL+uuvnxEjRqSkpKToJKj23nzzzWy++eY54YQTcsEFF3zpc+Xl5bnxxhtz2mmnpVmzZrnuuuuy4447FlQKAADUFE7UAgAAVDOrrLJKhg0bljFjxuSqq64qOgeqvdLS0gwcODCtWrXK2Wef/ZXPl5SU5IgjjsjUqVPTuXPn7LTTThkwYEBmzpxZQC0AAFBTGGoBAACqoS233DK/+c1vctppp2Xy5MlF50C1dt5552XixIn561//mgYNGnzj61q2bJnhw4fngQceyNNPP50NN9zQ86IBAIAfza2PAQAAqqnS0tJst912mTNnTp599tmsssoqRSdBtfPkk09mu+22y5AhQ3L00Ud/7//u888/zznnnJOrr746PXv2zPXXX5927dpVYCkAAFDTGGoBAACqsWnTpqVTp04ZNGhQLrvssqJzoFqZM2dOOnXqlI033vhHP+95woQJOeKII/LWW2/l9NNPz1lnnZW6detWQC0AAFDTuPUxAABANdamTZtcddVVueKKK/Lggw8WnQPVRnl5eQ477LAsWrQof/nLX37USJsk3bp1y8SJE/O///u/ueSSS7LlllvmmWeeWcG1AABATWSoBQAAqOYGDhyYQw89NPvvv3+mTp1adA5UC5deemnuu+++3HLLLWnevPlP+lp169bNGWeckZdeeinNmzfPNttskyOPPDJz585dQbUAAEBN5NbHAAAANcCiRYuy7bbbZu7cuXnmmWey+uqrF50EVdZjjz2WnXbaKYMHD84pp5yyQr92eXl5br311pxyyimpX79+hgwZkt13332FvgcAAFAzGGoBAABqiBkzZqRLly7ZYYcdcvvttxedA1XSO++8k86dO6d79+659957f/Qtj7/LRx99lNNOOy233nprdtttt1x33XVZe+21K+S9AACA6smtjwEAAGqIddddN7fffnvuuuuuXHHFFUXnQJWzdOnS7LvvvmnSpMlPei7t97HmmmvmlltuyT/+8Y+89NJL2XTTTXPllVemrKyswt4TAACoXgy1AAAANcgOO+yQ888/P6eddlpGjRpVdA5UGeXl5TnssMMyZcqU3H///fnZz35WKe/bt2/fvPzyyznyyCNzyimnZPvtt8+rr75aKe8NAABUbYZaAACAGubMM8/MfvvtlwEDBmTSpElF50CVcN5552XYsGG57bbbstFGG1Xqe6+66qoZPHhwnnvuuSxatCibbbZZzjzzzCxevLhSOwAAgKrFM2oBAABqoKVLl6Zv37559dVX8/TTT2edddYpOgkKc8cdd2S//fbLVVddlWOOOabQltLS0lx99dU5++yz07Jly1x//fXp1atXoU0AAEAxDLUAAAA11Oeff54ePXqkvLw848ePT6NGjYpOgkr3xBNPZKeddspJJ52Uiy++uOic5aZNm5ajjz46o0ePzgEHHJArrrgiTZo0KToLAACoRIZaAACAGmz69Onp2rVrGjdunHHjxqVZs2ZFJ0Glefnll9OjR4/svPPOuf3221NSUlJ00lfcddddOe6441K7du0MHjw4Bx54YNFJAABAJfGMWgAAgBrs008/TcOGDfOvf/0rxx9/fJYtW1Z0ElSKN998MzvttFM6dOiQP//5z1VypE2SvffeO1OnTk2/fv1y8MEHp1+/fnnnnXeKzgIAACqBoRYAAKAGWrx4cc4+++xstdVWeeutt3L00Ufn/vvvz6BBg1JWVlZ0HlSod999NzvuuGNatGiRv/3tb2nQoEHRSd+qcePGuf766zN27Ni88cYb2XjjjXPJJZf4wQoAAKjh3PoYAACghnnmmWdy4IEH5s0330xpaWlKSkryzjvv5OWXX07//v1z+OGHZ8iQIUVnQoX45JNPst1226V27doZO3ZsmjZtWnTSD7Jo0aIMHjw4F198cTp37pwbbrghm266adFZAABABXCiFgAAoIZYtGhRzjzzzGyzzTZfGmm7dOmStddeOzvttFNuv/32XHfddTn55JOLzoUV7rPPPsvOO++cpUuXZvTo0dVupE2SBg0a5Nxzz81zzz2X8vLybLHFFjnzzDOzaNGiotMAAIAVzFALAABQAzz11FPp0KFD/vCHP6SsrCylpaVJkjp16uSXv/zl8tftvvvu+dOf/pQrr7wyZ599dlG5sMLNnDkzO+ywQ2bNmpVHHnkkLVu2LDrpJ+nQoUMmTJiQq666Ktdee2023XTTjBkzpugsAABgBTLUAgAAVGMLFy7MmWeemR49emT69OnLB9ovLF26NL/4xS++9LEDDzwwQ4cOzeDBg3PSSSfFE3Go7j744INsv/32mT17dh577LGsu+66RSetECUlJTniiCMyderUbL755tlpp51y4IEHZubMmUWnAQAAK4Bn1AIAAFRTEyZMyMCBAzNjxoyvDLRf6NChQyZPnvy1nxs+fHgOOOCAHHzwwbnuuutSq5af5aX6mTFjRnr37p1atWplzJgx+a//+q+ikyrMgw8+mGOPPTZLlizJ7373uxx44IFFJwEAAD+B78IBAACqmfnz5+eEE05Ijx49vnWkrVu37pdue/yfBgwYkPvuuy+33XZb9t9//yxdurSikqFCTJs2Ldtvv33q1q2bxx57rEaPtEnSr1+/TJkyJfvss08OOeSQ7LLLLpk+fXrRWQAAwI9kqAUAAKhmzj777AwZMiTl5eXfONIm/3fb4z322ONbv9auu+6aBx54IA8++GD23nvvLFiwYEXnQoWYOHFiunXrlhYtWmT8+PHV/pm031ejRo1y5ZVXZty4cZkxY0bat2+fSy65JMuWLSs6DQAA+IEMtQAAANXMZZddliuuuCJ16tRJ7dq1v/F17dq1y0YbbfSdX693794ZPXp0xo8fn169euWjjz5akbmwwo0YMSLbbrttOnTokIcffjiNGzcuOqnSdevWLRMnTsz//M//5Nxzz03nzp3z7LPPFp0FAAD8AIZaAACAaqakpCS/+tWvMmHChKy11lqpW7fuV15Tr1697Lvvvt/7a3br1i3//Oc//3/s3XlU1XXi//HXBREXFBM1NVREzQVBx0xNcBlyQzMv5tKmVupoNjNW5jKZpU36TW2zvk2llt/R0tJMRXGBikxQUlNAUFQQcIlMyR0VuNzfH5W/adTcuPd94T4f53DOjFx4P/U0ncO8/LyvTp06pXvuuUd79uwpyWSgxMyfP19Wq1UDBw5UdHS0qlSpYjrJGC8vL02cOFG7du1SjRo11LFjR40dO1Znz541nQYAAADgOjDUAgAAAEApdffdd2vVqlXy8fGRh8fvf7wrKCjQAw88cEPfr1GjRtq8ebP8/f0VGhqquLi4kswFbondbtfUqVP1l7/8RZMnT9ZHH310xb+k4I4aN26s2NhYffjhh/rkk08UEhKi9evXm84CAAAAcA0MtQAAAABQShUVFenvf/+76tatq8mTJ8vDw+PSYFu/fn0FBwff8PesXr26YmJi1K1bN/Xq1UsffvhhSWcDN+zMmTMaMGCAXn31VX388ceaOnWq6SSXY7FYNHToUKWlpSksLEwREREaNGiQfvrppz/8ut27d+vUqVNOqgQAAADwnxhqAQAAAKCUeuWVV7Rjxw4tXrxYL7/8sjZs2KBq1apJ0g1de/zfKlSooE8//VTjxo3TyJEjNXr0aF28eLGksoEbkp6ervbt2ys+Pl6xsbF6+OGHTSe5tNtvv10LFy5UdHS0tm7dqqZNm2ru3Lmy2+2XvdZms+nhhx/WI488csXPAwAAAHAshloAAAAAKIW2bdumGTNmaPbs2QoJCZEkdevWTSkpKerUqdMNX3v83zw8PDRjxgytWrVKn332mTp27Kjs7OwSKAeu3+rVq9WhQwdVqlRJW7duVadOnUwnlRq9e/fW7t27NWrUKI0ZM0ZdunRRenr6714zZ84c7dq1S+vWrdMrr7xiqBQAAABwXxY7f2USAAAAAEqVs2fPqk2bNgoMDNS6detksVh+9/mioiJ5enpe9us3a//+/erfv79+/PFHLVmyRN26dSuR7wtcjc1m0z//+U/985//1IgRI/TOO++ofPnyprNKraSkJI0cOVKpqamaOHGinn/+eeXm5qp58+Y6f/68pF+uTl69erX69OljuBYAAABwHwy1AAAAAFDKPPHEE4qOjlZKSopuv/12p5x55swZPfHEE1q5cqVeeukl/eMf/5Cnp6dTzoZ7OXz4sIYMGaLvvvtO7733noYNG2Y6qUwoKirSG2+8oWnTpqlRo0aqVq2aEhMTVVhYKOmXp+grVaqknTt3qnHjxoZrAQAAAPfAUAsAAAAApUh0dLTuu+8+LV++XP3793fq2Xa7XXPmzNGkSZPUrl07LVq0SA0aNHBqA8q2zz//XKNGjVKtWrW0ZMkStW7d2nRSmXPgwAENHjxY33///WXvS+vl5aUGDRpox44dqlKliqFCAAAAwH3wHrUAAAAAUEqcPHlSo0eP1pAhQ5w+0kq/XI369NNP6/vvv9fp06cVEhKiRYsWOb0DZc/58+c1duxYDRw4UH369NH27dsZaR2kWrVqOnDgwBU/V1hYqJycHA0dOvSyERcAAABAyWOoBQAAAIBS4q9//atsNpveeustox1BQUHasmWLhg4dqmHDhmnIkCE6deqU0SaUXt99951CQkK0ePFirVy5UgsXLlTlypVNZ5VZzz77rM6cOXPVIbawsFBRUVF64403nFwGAAAAuB+GWgAAAAAoBaKiorR48WLNnz9f1atXN52jihUr6p133lF0dLRiY2PVokULrVy50nQWSpFz587p2WefVWhoqAIDA5WSkqJ+/fqZzirT4uLitHDhwkvvS3s1xcXFmjBhguLi4pxUBgAAALgn3qMWAAAAAFxcXl6egoKC1Lt3b3300Uemcy5z8uRJTZw4UfPmzVOfPn303nvvyd/f33QWXNjGjRv1l7/8RUePHtW0adP0t7/9TR4e/F1yRyosLFRwcLD27t2r8uXLq6Cg4A9f7+HhIV9fXyUnJ6tevXpOqgQAAADcC0MtAAAAALi4xx9/XDExMdq9e7d8fX1N51wV4xuu5cSJE5o0aRKjviFnzpzRd999p/j4eH377bfavHmzLl68qHLlyqm4uFjFxcW/e72Xl5eaNm2q4OBgJSQkGKouHR588EHNnDnTdAYAAABKGYZaAAAAAHBhcXFxuvfee7V8+XJFRkaazrmm/Px8TZkyRXPmzFHHjh311ltvqU2bNqazYJjNZtP8+fP1wgsvyNvbW++++y7XHLuAwsJCff/999q8ebM2bdqkb7/9Vj///LM8PT3l4eFx6YrkunXryt/fXwMGDDBc7Jrmz5+vTp06af78+aZTAAAAUMow1AIAAACAi8rPz1dISIhat26tzz//3HTODfn+++/197//XYmJiXr88cc1ffp03X777aazYEBcXJyeeeYZ7d69W0899ZSmTp3q0k+Gu7v9+/dr8+bNio+PV1xcnA4cOCC73a7Q0FDFx8ebznNJPXr0UP369RlqAQAAcMO4gwoAAAAAXNRLL72kY8eOac6cOaZTbthdd92lhIQErVy5Ul999ZUaNWqkqVOn6sKFC6bT4CSHDh3S0KFDFR4erpo1a2rnzp168803GWldXJMmTTRs2DDNmzdPGRkZOnbsmFq3bq38/HwdP37cdB4AAABQpjDUAgAAAIAL2rFjh9566y3Nnj1bd9xxh+mcm9a3b1+lpaXpueee0+zZs9WyZUstWrRINpvNdBoc5KefftK4ceN05513atu2bVq7dq1iY2MVFBRkOg03wc/PTzVr1lSbNm1Uo0YN0zkAAABAmcJQCwAAAAAupri4WE8++aTuuecejRw50nTOLatUqZKmTp2q9PR0de7cWU888YSCg4P12Wefqbi42HQeSkheXp7+8Y9/KDAwUIsXL9bs2bOVkpKiiIgI02kAAAAA4JIYagEAAADAxcyfP187duzQO++8I4vFYjqnxNSrV08fffSR9u/fr06dOumRRx5RSEiIli1bJrvdbjoPN+nMmTOaOXOmGjdurHnz5mnKlCnKzMzUX//6V3l5eZnOAwAAAACXxVALAAAAAC7k559/1uTJk/X3v/9drVq1Mp3jEAEBAfrggw+UnJys5s2ba/DgwWrdurUWLlyogoIC03m4TkeOHNHEiRNVr149zZo1S+PHj1d2drYmTpyoSpUqmc4DAAAAAJfHUAsAAAAALuQf//iHypUrpxdffNF0isMFBQVp2bJl2rlzp4KDoPoclgAAIABJREFUgzVixAgFBgZq1qxZOnnypOk8XEVKSoqGDRumwMBALVq0SJMmTdKBAwf0/PPPy8fHx3QeAAAAAJQaDLUAAAAA4CK2b9+u+fPn64033pCvr6/pHKdp1aqVPv74Y2VmZuqhhx7S9OnTVb9+fT377LPav3+/6Tzol/dNXrdunXr27KnWrVtrx44dev/995Wdna1Jkya51T+vAAAAAFBSGGoBAAAAwAXY7XY99dRT6tKlix566CHTOUbUq1dPs2fP1qFDh/TSSy9p+fLlatq0qcLDw7V48WJduHDBdKLbOXTokKZNm6aGDRuqT58+Ki4u1tq1a5WSkqLHH39c5cuXN50IAAAAAKUWQy0AAAAAuICPP/5Y33//vebMmWM6xbiqVatq3LhxOnDggNasWaNq1arpscce0x133KGnn35aqampphPLtMLCQq1YsUK9e/dWQECA3nvvPT344INKT09XbGysevXqJYvFYjoTAAAAAEo9hloAAAAAMOz8+fN64YUXNHz4cAUHB5vOcRmenp7q3bu3vvjiCx08eFATJkxQdHS0goODFRQUpKlTp2rv3r2mM8sEm82m+Ph4jR07Vv7+/howYIAKCwv16aef6tChQ5o5c6buvPNO05kAAAAAUKYw1AIAAACAYbNmzdKJEyc0bdo00ykuq3bt2po4caL27dunb775Rl27dtV7772nZs2aqU2bNpo5c6YOHDhgOrNUsdlsiouL0+jRo1WnTh116tRJmzdv1nPPPaesrCzFxsZq4MCB8vLyMp0KAAAAAGUSQy0AAAAAGHTkyBHNnj1bkydPVu3atU3nuDyLxaIuXbro3XffVW5urjZt2qROnTrpzTffVKNGjdSoUSONGjVKq1ev1sWLF03nupxjx45p2bJlGjp0qGrVqqXw8HBt2rRJY8aM0d69e7Vt2zaNHz9e9evXN50KAAAAAGVeOdMBAAAAAODOJk+erJo1a2rs2LGmU0odDw8PhYWFKSwsTK+//rq++eYbrV+/XuvWrdPcuXNVuXJlhYeHq1evXurSpYuaN28uDw/3+vvK586d09atW/Xll19q/fr12rlzp7y9vdWpUye98MIL6tOnD1caAwAAAIAh7vUTKgAAAAC4kLS0NC1atEgzZsxQhQoVTOeUauXKlVO3bt302muvKS0tTTk5OXr99dfl6empSZMmqWXLlqpRo4buu+8+zZgxQ99++63Onz9vOrvE5ebm6vPPP9fTTz+tdu3aqVq1agoPD9dnn32me+65R6tXr1ZeXp5iYmL0zDPPMNLC4QoLC3XnnXdq6NChl37t3Llz+uSTT3T//fcrICBA3t7eqlu3rgYPHqydO3eWyLmbNm3SiBEj1Lx5c1WsWFHVq1dX9+7dtWbNmsteGx8fL4vFog0bNpTI2QAAAMD1stjtdrvpCAAAAABwR1arVQcOHFBSUpLbPenpTEVFRUpJSVFCQsKlj8OHD8vLy0stW7ZUy5YtFRwcrFatWqlly5aqW7eu6eRrKioq0t69e5Wamqrk5GSlpqYqJSVFOTk58vT0VKtWrRQaGqqOHTsqLCxM/v7+ppNRivXo0UP169fX/Pnzb/hr3377bY0bN0579uxR48aNJUkvvPCCpk+ffsXXe3l5KSoqSr169brp3oyMDDVp0uSqn3/99df17LPP/u7XevTooR9//PGm/n18K38+AAAAcG8MtQAAAABgwLZt29S+fXutWbNGvXv3Np3jdnJycpSQkKDk5GQlJydr165d+uGHHyRJfn5+CgoKUkBAgBo2bHjpIyAgQHfccYc8PT2d0nj+/HllZWVd+sjOzlZWVpYOHDig3bt3q6CgQOXKlVPTpk0VHByskJAQ3X333erQoYN8fHyc0gj3cLNDZEFBgerVq6fOnTtr2bJll3595syZSk1N1eDBgxUUFKTatWtr7969mjBhgmJjYxUYGKjMzMyb7j1w4IDGjBmjoUOH6u6771a9evX0448/6r333tOsWbPk7e2tn376SVWrVr30NTExMerZs6c+/fRTDR48+IbOY6gFAADAzWKoBQAAAAAD7r33Xl28eFHx8fGmU/CrvLy8S0+npqenXxpHs7OzdeHCBUm/PO1Xo0YN+fn5XfqoUaOGatSooapVq8rb21uVKlWSJFWpUkXlypX73Rn5+fm6ePGiJOnEiROy2WzKy8v73cfx48d1/PhxnThx4tLX+fn5XRqLAwMDLz0F3KJFC5UvX95Jf0JwVzc7RH766ad66KGHFBUVpb59+17z9fn5+fL399eJEyd0/Phx+fn53WzyVXXt2lUbN25UYmKi2rdvf+nXbTab6tWrp6ZNmyouLu6GvidDLQAAAG5WuWu/BAAAAABQkr788kt9/fXXNzwGwLH8/PwUHh6u8PDwyz6Xm5t7abg9duyY8vLy9PPPPysvL0+ZmZnaunWrTp8+rcLCQp09e1aSdObMGRUVFf3u+1SqVEne3t6yWCyqVq2aPD09fzf6NmnS5NJ/rlu37qWneqtUqeKUPwOgJC1cuFAVK1a87muMK1WqpPr16+vMmTOqXLmyQ5q8vLwkSbVq1frdr3t6eqpfv356//33dfDgQdWvX98h5wMAAAD/iaEWAAAAAJxsypQp6t27t7p27Wo6BdepTp06qlOnjjp27HjDX1tcXMx7EMPtFBUVadOmTWrTps2lcfRa9u7dq127dslqtapChQol1lJcXKzc3FwtWLBAX375pXr16qWGDRte9roOHTro/fff19dff63HHnusxM4HAAAAroahFgAAAACcKDY2VomJiUpISDCdAidhpIU72r17t86ePatWrVpd1+vPnTunhx9+WL6+vnr99ddLpCE9PV3Nmze/9N8rVKigMWPGaObMmVd8fevWrSVJW7ZsYagFAACAU/DTIgAAAAA40SuvvKKePXve1JOZAFBa5ObmSpJq1KhxzdeeO3dO/fr1U3p6ulauXKmAgACHNF24cEFbtmxRSkrKFT9fs2ZNSf+/HQAAAHA0hloAAAAAcJKNGzfq22+/1eTJk02nAIBDnTx5UpKu+f7KJ06cUPfu3ZWYmKi1a9eqc+fOJdbQrFkz2e12FRUV6ciRI5o3b54yMzPVrVs3ZWVlXfb6qlWr/q4dAAAAcDSGWgAAAABwkn/+85/q2rWrOnXqZDoFAByqWrVqkqTTp09f9TW5ubnq0qWLdu3apXXr1qlLly4OafH09FTdunU1YsQITZ8+XefPn9eyZcsue92pU6ckSbfddptDOgAAAID/xnvUAgAAAIATJCYm6quvvtKXX35pOgUAHK5OnTqSpOPHj1/x85mZmerevbvy8vK0YcMGp10Hf/HiRUlXHpB/a/2tHQAAAHA0hloAAAAAcIJZs2apffv2uvfee02nAIDDtWjRQj4+PkpKSrrsc6mpqerevbsuXLig2NhYtWvXrkTPnjFjhk6dOqUBAwYoMDBQlStXVm5urlavXq0XX3xRkq54s8FvrR06dCjRHgAAAOBquPoYAAAAABwsKytLUVFRGjdunOkUAHCKcuXKKSwsTDt37rz0FOtv3nrrLf344486efKk2rdvL4vFctnHfw+8YWFhV/z1K/n55581a9YstWvXTjVq1FDFihUVGBiosWPHKj8/X4888oh69ux52dclJiZKkv785z/fwu8cAAAAuH4MtQAAAADgYG+++ab8/f0VGRlpOgUAnGbIkCG6cOGC1q5de8vfq7i4WNIvA/C1TJkyRe+++666dOmiWrVqycvLS7fffrsiIiK0ZMkSLVq06LKvsdlsWrVqlTp37qwGDRrcci8AAABwPSx2u91uOgIAAAAAyqqTJ0+qXr16evnll/XMM8+YzgGAG9ajRw/Vr19f8+fPv6GvKygokL+/v8LCwvTFF1/c9PnFxcXy8/PTHXfcoV27dslisdz097qamJgY9ezZU0uWLNGDDz54Q197s38+AAAAAE/UAgAAAIADzZ07VxaLRU888YTpFABwqvLly2vy5MmKiorS/v37b/r7pKam6uTJk5o0aZJDRlpJeu2119SyZUsNHDjQId8fAAAAuBKGWgAAAABwEJvNpnfffVcjRoyQr6+v6RwAcLoxY8YoMDBQL7/88k1/j/j4eDVo0OCGn3S9XgkJCYqNjdVrr70mT09Ph5wBAAAAXMm139gDAAAAAHBTYmJidOjQIT355JOmUwDACC8vL+3bt++WvseYMWM0ZsyYEiq6XGhoqHhnMAAAAJjAE7UAAAAA4CALFixQp06d1KRJE9MpAAAAAADAxTDUAgAAAIAD5OXlKSoqSo8//rjpFAAAAAAA4IIYagEAAADAAT755BN5eXlpwIABplMAAAAAAIALYqgFAAAAAAdYsGCBBg8eLB8fH9MpAAAAAADABTHUAgAAAEAJS0lJUVJSkh577DHTKQAAAAAAwEUx1AIAAABACVu+fLnuuOMOhYaGmk4BAAAAAAAuiqEWAAAAAErYihUrFBkZKYvFYjoFAAAAAAC4KIZaAAAAAChBWVlZ2rVrlyIjI02nAAAAAAAAF8ZQCwAAAAAlaPny5apevbo6d+5sOgUAAAAAALgwhloAAAAAKEErVqxQ3759Va5cOdMpAAAAAADAhfH/HAAAAABACTl69KgSExM1fvx40ylwgqKiIuXl5V36OH36tPLz8yVJZ86cUVFRkYqLi3Xq1CmVK1dOVapUkSRVqlRJ3t7ekqRq1aqpatWq8vPzU82aNeXr62vs9wMAAAAAcC6GWgAAAAAoIWvWrJG3t7d69OhhOgW36MKFC8rJyVF2draysrKUnZ2t7OxsHTx4UMeOHdOxY8d06tSpq3591apV5enpKYvFomrVqqmwsFBnz56VJOXn5+vixYtX/Lpy5crJz89Pfn5+qlOnjgICAi59NGzYUA0bNlSdOnVksVgc8vsGAAAAADgPQy0AAAAAlJCYmBh17txZlSpVMp2C62Sz2ZSZmank5GTt2rVLKSkpSklJUXZ2tux2uyTJ19f30lDarl071apVSzVr1lSNGjUujap+fn6qVq2aKlSocEPnnz59WidPntTx48d17Nix3z2he+TIEWVnZ2vjxo06ePCgCgoKJEkVKlRQUFCQQkJCFBwcrJCQEIWEhKhmzZol/ucDAAAAAHAchloAAAAAKAHFxcWKi4vTxIkTTafgD/z444/asmWL4uPjtXnzZqWkpCg/P1+enp5q3LixQkJC9MQTT6hFixZq2LChAgICdNtttzmsp2rVqqpatarq16//h68rLi6+NNxmZGQoNTVVKSkpio6O1k8//SRJql27tu6++26FhoYqNDRUbdu2veHhGAAAAADgPBb7b39FGAAAAABw07Zv3667775bycnJCgkJMZ2DX+Xk5Cg2NlabNm3S5s2blZGRIU9PT7Vs2VJhYWFq06aNWrVqpRYtWqhixYqmc2/K0aNHtWvXLiUnJysxMVEJCQnKzc1V+fLl1bZtW3Xs2FFdu3ZV165dVblyZdO5KIV69OihLVu2qHr16qZTXNJPP/2kRx55RPPnzzedAgAAgFKGoRYAAAAASsD//M//aM6cOcrNzeX9Qw26ePGiNm3apPXr12vdunXavXu3KleurA4dOlx60rRDhw6qWrWq6VSHysrKUkJCwqWP1NRUlS9fXp07d1avXr0UERGh5s2bm85EKbFs2TJlZ2ebzrghX331lTIyMjRq1CinnBcSEqKePXs65SwAAACUHQy1AAAAAFACwsPDVbduXX388cemU9zOyZMntWrVKi1fvlxff/21zp07pxYtWigiIkIREREKCwuTt7e36Uyjjh49qvXr12v9+vWKiYnRzz//rICAAPXp00cDBw5Up06d5OHhYToTKDHLly/XoEGDdOTIEdWuXdt0DgAAAHBFDLUAAAAAcIvy8/NVvXp1ffDBBxo2bJjpHLdw+vRpRUVFaenSpYqJiZH0y/Wsffr0UURExDXf89Wd2Ww2bd26VevWrdPKlSu1a9cu1a1bVwMGDNCgQYN0zz33MNqi1MvPz1fNmjX19ttva/jw4aZzAAAAgCtiqAUAAACAW7R+/XpFRETo0KFD8vf3N51TZtlsNq1du1YLFizQunXrVFxcrG7dumnQoEGyWq3y9fU1nVgq7dmzR0uXLtXSpUu1e/du+fv768EHH9Tw4cPVrFkz03nATevXr5+Ki4u1evVq0ykAAADAFTHUAgAAAMAtGj9+vNauXau0tDTTKWVSdna2PvzwQy1YsEC5ubn685//rIcffliRkZG67bbbTOeVKampqVq6dKkWLVqk7OxsderUSSNHjtSAAQNUsWJF03nADVmwYIGefPJJHTt2TFWqVDGdAwAAAFyGoRYAAAAAblGHDh3Upk0b/etf/zKdUmbYbDatWrVKc+fOVWxsrG6//XY99thjGjFihAIDA03nlXnFxcWKjY3V/PnzFRUVpUqVKunRRx/V6NGjFRQUZDoPuC55eXmqXbu2Fi9erIEDB5rOAQAAAC7Dm84AAAAAwC04f/68du7cqdDQUNMpZcLZs2f19ttvq0mTJho4cKA8PT21fPlyHTx4UDNmzGCkdRIPDw/17NlTy5Yt06FDh/T8888rJiZGwcHB6t27t7766ivTicA1+fn5KSwsTCtXrjSdAgAAAFwRQy0AAAAA3ILExEQVFBQoLCzMdEqpdvToUU2dOlUNGjTQhAkTFBYWprS0NEVHR8tqtapcuXKmE91WrVq1NH78eKWnpysmJkaenp7q3r27Wrdurblz5+rChQumE4Grslqtio6OVkFBgekUAAAA4DIMtQAAAABwC+Lj4+Xv768GDRqYTimVsrKyNHz4cNWvX18ffPCBnn32WR05ckQLFy5Us2bNTOfhP1gsFnXr1k2rV6/W9u3b1aJFCz311FNq0qSJ3nnnHV28eNF0InAZq9Wq06dPKy4uznQKAAAAcBmGWgAAAAC4BQkJCercubPpjFLn8OHDevLJJ9WsWTNt3LhR//rXv5Sdna3JkyfLz8/PdB6uoU2bNlq8eLEyMzP1wAMPaMKECWrSpIk++OADFRYWms4DLmnQoIFat27N9ccAAABwSQy1AAAAAHCTbDabEhMTeX/aG3Ds2DFNmjRJd955p6KjozVr1iylpaVp+PDh8vb2Np2HG1S/fn299dZbysnJ0cMPP6ynn35ajRs31ty5c1VUVGQ6D5AkRUZGasWKFSouLjadAgAAAPwOQy0AAAAA3KTk5GSdOnWK96e9DufOndOLL76ogIAALVq0SLNnz1ZGRobGjh3LQFsG1KpVS6+++qrS09PVo0cP/fWvf1XLli21Zs0a02mArFarjh49qu+++850CgAAAPA7DLUAAAAAcJPi4+Pl6+uroKAg0ykuy2636+OPP1bTpk319ttva+rUqcrIyNBTTz2l8uXLm85DCWvQoIHmzZunPXv2KCQkRH379lWvXr20e/du02lwY8HBwbrzzju5/hgAAAAuh6EWAAAAAG7S5s2bFRoaKk9PT9MpLmn79u3q1KmThg0bpvDwcO3du1fjx49XxYoVTafBwRo1aqSlS5cqMTFRp06dUqtWrTRq1CgdO3bMdBrc1P33368vvvjCdAYAAADwOwy1AAAAAHCTvvvuO3Xo0MF0hsvJy8vT448/rnbt2snLy0vff/+9Fi5cqNtvv910Gpysffv2SkhI0HvvvaeVK1eqefPm+vDDD2W3202nwc1YrVZlZGQoLS3NdAoAAABwCUMtAAAAANyEY8eOKTs7W3fffbfpFJfy6aefqkWLFoqNjdWyZcsUFxen1q1bm86CQR4eHhoxYoT27dunIUOGaNSoUbr33nuVkZFhOg1u5J577lGdOnW4/hgAAAAuhaEWAAAAAG7C1q1bZbFYGGp/lZubqwceeEAPP/ywevbsqZSUFD3wwAOms+BCfH199eabb2r79u06ffq0QkJCNHXqVBUUFJhOgxvw8PBQ3759tWLFCtMpAAAAwCUMtQAAAABwE7Zt26bAwED5+fmZTjHKbrfrX//6l5o2baq0tDR98803WrhwoapXr246DS6qdevW2rJli1544QXNnDlTHTp0UFJSkuksuAGr1aodO3bo4MGDplMAAAAASQy1AAAAAHBTtm3bpnbt2pnOMOrHH39U7969NXbsWP3tb39TUlKSOnfubDoLpYCXl5eef/55JScny8fHR+3bt9drr72m4uJi02kow8LDw1WlShWtWrXKdAoAAAAgiaEWAAAAAG7K9u3b3fra4w0bNqhNmzZKT09XXFycpk+frgoVKpjOQilz5513auPGjZo1a5YmT56s7t276/Dhw6azUEZ5e3urd+/evE8tAAAAXAZDLQAAAADcoKysLP30009u+UTt+fPnNXbsWEVERCgsLEw7d+5UWFiY6SyUYhaLRWPHjlVCQoKOHDmili1basmSJaazUEZZrVZt3LhRx48fN50CAAAAMNQCAAAAwI3atm2bPD091bp1a9MpTrVnzx7dddddWrRokT777DMtXbpU1apVM52FMqJt27b6/vvvNWjQID388MMaPXq0Ll68aDoLZUyfPn3k5eWl6Oho0ykAAAAAQy0AAAAA3Kht27YpODhYlStXNp3iNMuXL1f79u1VrVo1JScna+DAgaaTUAZVrlxZc+fO1fLly7VkyRJ17txZhw4dMp2FMsTHx0fh4eFcfwwAAACXwFALAAAAADdo+/btatu2rekMp7DZbJo6daoGDhyohx56SN98843q1atnOgtlXP/+/bV9+3bl5+erTZs2io2NNZ2EMsRqtWrDhg06d+6c6RQAAAC4OYZaAAAAALgBdrtdSUlJatOmjekUh8vLy1NERIRmzpypefPm6YMPPlD58uVNZ8FNNGnSRFu2bFF4eLgiIiI0depU2e1201koA/r166eCggLFxMSYTgEAAICbY6gFAAAAgBuQlZWlkydPlvn3p929e7fatm2r/fv3a/PmzRo+fLjpJLghHx8fffrpp3r11Vc1ffp0Pfroo7xvLW5ZrVq11KFDB64/BgAAgHEMtQAAAABwA5KSkuTh4aHg4GDTKQ7z9ddfKzQ0VP7+/tq+fbv+9Kc/mU6CG7NYLHruuee0du1aRUdHq0ePHvr5559NZ6GUi4yMVFRUlAoLC02nAAAAwI0x1AIAAADADUhOTtadd94pHx8f0ykO8e9//1sRERHq1q2bYmJi5OfnZzoJkCR1795dCQkJysnJUbt27bRv3z7TSSjFHnjgAZ08eVLffvut6RQAAAC4MYZaAAAAALgBO3fuLJPXHtvtdk2dOlWPP/64Ro8erc8++0wVK1Y0nQX8TlBQkLZs2aLbbrtNHTt2VHx8vOkklFIBAQEKDg7m+mMAAAAYxVALAAAAADcgKSlJrVq1Mp1Romw2m0aMGKHp06dr7ty5mjNnjjw8+HERrqlOnTqKi4vTPffcox49emjt2rWmk1BKRUZGasWKFbLb7aZTAAAA4Kb4yRsAAAAArlNeXp4OHTpUpp6oLSws1KOPPqolS5Zo1apVGjFihOkk4Jp8fHy0cuVKPfTQQ4qMjNTnn39uOgmlkNVq1ZEjR7R9+3bTKQAAAHBTDLUAAAAAcJ2SkpIkqcwMtQUFBRo8eLBWr16tqKgo9e7d23QScN08PT01f/58jRkzRg8++KAWLFhgOgmlzJ/+9Cc1bNiQ648BAABgDEMtAAAAAFynpKQk1apVS7Vr1zadcsvy8/PVt29fff3114qJiVG3bt1MJwE3zGKx6M0339QLL7yg4cOHa86cOaaTUMr069dPK1asMJ0BAAAAN1XOdAAAAAAAlBZJSUlq06aN6Yxbdu7cOUVERGjPnj36+uuvy8TvCe5t6tSp8vLy0jPPPKPi4mI988wzppNQSlitVr311lvau3evmjZtajoHAAAAboYnagEAAADgOiUnJ6tVq1amM27JhQsX1K9fP6Wnp+ubb75hpEWZMXnyZM2ePVvjxo3T+++/bzoHpURYWJhq1qzJ9ccAAAAwgqEWAAAAAK5DYWGh9u7dq+DgYNMpN62wsFADBw7U9u3btW7dOgUFBZlOAkrUuHHjNG3aNI0ZM0Yffvih6RyUAp6enurbty9DLQAAAIzg6mMAAAAAuA779u1TQUGBWrZsaTrlpthsNg0dOlRxcXFav3697rrrLtNJgENMmTJF58+f16hRo+Tj46PBgwebToKLs1qtWrBggQ4fPix/f3/TOQAAAHAjPFELAAAAANchNTVV5cqVU7NmzUyn3DC73a7Ro0dr1apVWrNmjcLCwkwnAQ41Y8YMPf300xoyZIiio6NN58DF9ejRQz4+Plq9erXpFAAAALgZhloAAAAAuA5paWlq3LixvL29TafcsAkTJmjRokVasWKFunbtajoHcIrZs2fr0Ucf1aBBg7R161bTOXBh3t7e6tmzJ9cfAwAAwOkYagEAAADgOqSlpZXKa4/nzZun119/XfPmzVPPnj1N5wBOY7FYNG/ePHXr1k19+vRRRkaG6SS4MKvVqri4OJ04ccJ0CgAAANwIQy0AAAAAXIfU1FQFBQWZzrgh69at05gxY/Tyyy9ryJAhpnMAp/P09NQnn3yievXqqW/fvoxwuKr77rtPFotFa9euNZ0CAAAAN8JQCwAAAADXcOHCBWVmZpaqJ2p37typQYMGaciQIXrhhRdM5wDG+Pj4KDo6Wvn5+bJarbp48aLpJLggX19fdenSheuPAQAA4FQMtQAAAABwDXv27JHNZis1Q+3hw4d13333qUOHDvrggw9M5wDG1alTR6tXr1ZSUpJGjhxpOgcuKjIyUuvXr9f58+dNpwAAAMBNMNQCAAAAwDWkpqbK29tbjRs3Np1yTRcvXtQDDzwgX19fff755/Ly8jKdBLiEkJAQLV26VIsXL9abb75pOgcuqF+/fjp37py+/PJL0ykAAABwEwy1AAAAAHANaWlpatasmcrs5PNjAAAgAElEQVSVK2c65Zr+9re/ac+ePfr888/l6+trOgdwKT179tQrr7yiCRMmaOPGjaZz4GLq1q2rdu3acf0xAAAAnIahFgAAAACuITU1tVRce7xo0SLNnz9fCxYsUIsWLUznAC5p4sSJslqtGjx4sA4fPmw6By4mMjJSq1atUlFRkekUAAAAuAGGWgAAAAC4hrS0NAUFBZnO+EM7d+7UqFGj9Pzzz+uBBx4wnQO4LIvFogULFsjPz08DBw7UxYsXTSfBhfTv3195eXlKSEgwnQIAAAA3wFALAAAAAH8gPz9fBw8eVPPmzU2nXFVeXp6sVqs6deqkadOmmc4BXJ6Pj48+//xzpaWl6bnnnjOdAxfSpEkTNW/enOuPAQAA4BQMtQAAAADwB/bu3avi4mI1a9bMdMpV/eUvf1FxcbEWL14sT09P0zlAqdC8eXPNmzdP7777rlavXm06By4kMjJSK1askN1uN50CAACAMo6hFgAAAAD+QHp6ury8vNSoUSPTKVc0f/58rVy5Uv/+97/l5+dnOgcoVQYPHqxhw4bpiSeeUG5urukcuAir1aqcnBwlJSWZTgEAAEAZx1ALAAAAAH9g7969atSokby8vEynXCYzM1PPPvusxo8fr/DwcNM5QKn0v//7v6pevboee+wxnqCEJKlt27aqV68e1x8DAADA4RhqAQAAAOAPpKenu+S1x0VFRXr00UfVuHFjvfzyy6ZzgFKrcuXK+uSTTxQXF6e3337bdA5cgMViUb9+/RhqAQAA4HAMtQAAAADwB1x1qJ02bZpSUlK0ePFilS9f3nQOUKq1bdtWU6ZM0aRJk5Sammo6By7AarUqJSVF+/fvN50CAACAMoyhFgAAAACuori4WPv371fTpk1Np/xOUlKSXn31Vc2aNcslR2SgNHr++efVunVrDR8+XDabzXQODOvSpYtq1KihqKgo0ykAAAAowxhqAQAAAOAqsrOzlZ+f71JjqM1m08iRI9W2bVs9+eSTpnOAMsPT01MLFixQcnKy3nnnHdM5MKxcuXLq3bs31x8DAADAoRhqAQAAAOAq0tPTJcmlnqh94403tGvXLn344Yfy8OBHOqAkNWvWTBMnTtTkyZN14MAB0zkwzGq1avPmzfrxxx9NpwAAAKCM4qd6AAAAALiK9PR01a5dW7fddpvpFEm/POE7bdo0TZ48WS1atDCdA5RJkydPVsOGDTVy5EjZ7XbTOTCoZ8+eqlChglavXm06BQAAAGUUQy0AAAAAXMXevXtd5tpju92uESNGKDAwUBMnTjSdA5RZ5cuX19y5c/XNN9/o448/Np0DgypVqqTu3btz/TEAAAAchqEWAAAAAK4iPT3dZYbapUuXKi4uTvPmzVP58uVN5wBlWseOHTV69GiNHz9ep0+fNp0DgyIjI/XVV1/xzwEAAAAcgqEWAAAAAK5i7969LvH+tOfPn9fEiRM1bNgwtW/f3nQO4BZeeeUV2Ww2vfLKK6ZTYFDfvn1ls9m0bt060ykAAAAogxhqAQAAAOAKTp8+raNHj6pJkyamUzR79mzl5eVp+vTpplMAt3HbbbfppZde0pw5c7Rv3z7TOTCkevXq6tSpE9cfAwAAwCEYagEAAADgCjIyMiRJjRs3Ntpx5MgRzZo1S5MnT1adOnWMtgDu5sknn1TTpk01fvx40ykwKDIyUtHR0bpw4YLpFAAAAJQxDLUAAAAAcAUZGRny9PRUw4YNjXZMmjRJtWrV0tNPP220A3BHnp6eevPNNxUVFaUNGzaYzoEh/fv319mzZxUXF2c6BQAAAGUMQy0AAAAAXEFmZqbq16+v8uXLG2vYvn27PvnkE82ePVsVKlQw1gG4s3vvvVd9+/bVhAkTVFxcbDoHBtxxxx1q06YN1x8DAACgxDHUAgAAAMAVZGZmqlGjRkYbpkyZorZt26p///5GOwB39+qrryo1NVXLli0znQJDrFarVq1aJZvNZjoFAAAAZQhDLQAAAABcQUZGhtH3p928ebPWr1+vGTNmyGKxGOsAILVo0UIPPvigXnzxRRUVFZnOgQGRkZE6evSoEhMTTacAAACgDGGoBQAAAIAryMjIMPpE7ZQpUxQaGqpu3boZawDw/02dOlUHDhzQkiVLTKfAgKCgIDVt2pTrjwEAAFCiGGoBAAAA4L+cP39eP/zwg7Enajdt2qSvv/5ar7zyipHzAVyuSZMmevTRRzVt2jQVFhaazoEB/fr104oVK0xnAAAAoAxhqAUAAACA/5KZmSm73W5sqH3++efVrVs3de3a1cj5AK7sxRdf1MGDB/Xvf//bdAoMsFqtyszMVGpqqukUAAAAlBEMtQAAAADwXzIyMmSxWBQYGOj0s7/99lvFx8dr2rRpTj8bwB9r2LChHnvsMc2cOVM2m810Dpysffv2qlOnDk/VAgAAoMQw1AIAAADAf8nIyFDdunVVqVIlp5/92muvKSwsTB07dnT62QCubfz48Tpw4IBWrVplOgVO5uHhoX79+vE+tQAAACgxDLUAAAAA8F8yMzONXHu8b98+RUdHa9y4cU4/G8D1adKkie6//37NnDnTdAoMsFqt2rFjh7KyskynAAAAoAxgqAUAAACA/5KRkWFkqH399dfVqFEj3X///U4/G8D1GzdunLZu3arNmzebToGThYeHq1q1aoqKijKdAgAAgDKAoRYAAAAA/ktmZqYaNWrk1DOPHTumRYsW6ZlnnpGHBz+qAa4sLCxMHTp00Ouvv246BU7m5eWliIgIrj8GAABAieCnfwAAAAD4DwUFBTp48KDTn6h97733VLlyZQ0bNsyp5wK4OePGjdOqVauUmZlpOgVOFhkZqU2bNunYsWOmUwAAAFDKMdQCAAAAwH/IysqSzWZz6hO1NptN8+bN04gRI1SpUiWnnQvg5kVGRqpu3bqaN2+e6RQ4WUREhLy8vLRmzRrTKQAAACjlGGoBAAAA4D/89nScM4fadevW6ciRIxo+fLjTzgRwazw9PfXEE0/o//7v/1RYWGg6B07k4+Oje++9l+uPAQAAcMsYagEAAADgP2RkZKhWrVry9fV12pnz5s1TeHi4069bBnBrRowYoePHj2v16tWmU+BkkZGRiomJ0ZkzZ0ynAAAAoBRjqAUAAACA/5CZmenUwTQ3N1dr167VyJEjnXYmgJLh7++v7t27c/2xG+rXr58KCwsVExNjOgUAAAClGEMtAAAAAPyHjIwMp157/OGHH8rX11dWq9VpZwIoOSNHjlRMTIxycnJMp8CJatSooY4dO3L9MQAAAG4JQy0AAAAA/AdnDrV2u10fffSRhg0bJm9vb6ecCaBk9e3bV7Vq1dKCBQtMp8DJrFar1qxZo4KCAtMpAAAAKKUYagEAAADgVzabTdnZ2U67+jgxMVFZWVkaNmyYU84DUPK8vLz00EMPacmSJaZT4GT9+/fXyZMntXHjRtMpAAAAKKUYagEAAADgVwcPHlRBQYHThtqlS5eqadOmCgkJccp5ABxj0KBB2rdvn5KTk02nwIkCAgLUqlUrrj8GAADATWOoBQAAAIBfZWRkSJJThtri4mItW7ZMDz74oMPPAuBY7du3V0BAgD777DPTKXAyq9WqlStXym63m04BAABAKcRQCwAAAAC/ysjIULVq1eTn5+fwsxISEnTkyBENHDjQ4WcBcCyLxaIBAwbos88+Y7BzM5GRkfrhhx+0bds20ykAAAAohRhqAQAAAOBXmZmZTr32uFmzZgoKCnLKeQAca9CgQTpw4IB27NhhOgVO1KpVKwUGBmrFihWmUwAAAFAKMdQCAAAAwK+cNdTa7XZ98cUXeuihhxx+FgDnaNu2rQIDA7Vs2TLTKXAyq9Wq5cuXm84AAABAKcRQCwAAAAC/ysjIcMpQu2PHDv3www/q16+fw88C4BwWi0X333+/oqOjTafAyaxWq/bv36/09HTTKQAAAChlGGoBAAAA4FdZWVlq2LChw89Zt26d6tSpo5CQEIefBcB5IiIilJqaqoMHD5pOgROFhoaqdu3aXH8MAACAG8ZQCwAAAACSjh8/rnPnzikgIMDhZ61fv14RERGyWCwOPwuA83Tp0kU+Pj7asGGD6RQ4kYeHh/r06aOVK1eaTgEAAEApw1ALAAAAAJJycnIkSQ0aNHDoOSdOnNB3332nXr16OfQcAM7n7e2tLl26aP369aZT4GSRkZHatm2bDh06ZDoFAAAApQhDLQAAAABIys7OloeHh/z9/R16TmxsrOx2u+69916HngPAjF69eunLL79UYWGh6RQ4Ubdu3eTj46OoqCjTKQAAAChFGGoBAAAAQL88UVu7dm15e3s79JwNGzbonnvuUfXq1R16DgAzIiIidPr0aW3evNl0CpzI29tbvXr14vpjAAAA3BCGWgAAAADQL0Oto689lqSNGzcqPDzc4ecAMKNRo0YKCAjQt99+azoFThYZGamNGzfq559/Np0CAACAUoKhFgAAAAD0y1AbEBDg0DOOHj2qzMxMhYWFOfQcAGaFhoYqISHBdAacrHfv3rJYLIqOjjadAgAAgFKCoRYAAAAA5JwnauPj4+Xp6al27do59BwAZoWGhmrLli2y2WymU+BEvr6++vOf/8z1xwAAALhuDLUAAAAAIOcMtQkJCQoODpavr69DzwFgVmhoqE6fPq3U1FTTKXAyq9Wq9evXKz8/33QKAAAASgGGWgAAAABu7/Tp0zpx4oRThtrQ0FCHngHAvJYtW8rX15frj91QZGSkLly4oNjYWNMpAAAAKAUYagEAAAC4vZycHEly6FB7/vx5JSUlMdQCbsDDw0MdOnRgqHVDt99+u9q3b8/1xwAAALguDLUAAAAA3N5vQ229evUcdkZycrIKCgp4f1rATXTo0EHbt283nQEDrFarVq9eraKiItMpAAAAcHEMtQAAAADcXk5OjmrUqKEqVao47Izk5GRVqVJFgYGBDjsDgOsIDg5WRkaGzp07ZzoFTta/f3/l5eUpPj7edAoAAABcHEMtAAAAALeXk5Pj8Pen3bVrl4KDg2WxWBx6DgDXEBISouLiYu3evdt0CpyscePGCgoK0ooVK0ynAAAAwMUx1AIAAABwe9nZ2Q4falNSUhQSEuLQMwC4jkaNGqly5cpKSUkxnQIDIiMj9cUXX8hut5tOAQAAgAtjqAUAAADg9hz9RK3dbr/0RC0A9+Dh4aEWLVpo165dplNggNVq1eHDh7Vz507TKQAAAHBhDLUAAAAA3J6jh9qDBw/q5MmTPFELuJmQkBCGWjd11113KSAggOuPAQAA8IcYagEAAAC4tQsXLuinn35y6FD723tUBgUFOewMAK6nZcuWSktLM50BQ/r27auVK1eazgAAAIALY6gFAAAA4NZycnJkt9sdOtQeOHBA1atX12233eawMwC4nsDAQB09elRnz541nQIDIiMjlZqaqn379plOAQAAgItiqAUAAADg1nJyciTJoUNtTk6OGjZs6LDvD8A1/fa/+9/+PQP30rlzZ9WoUUOrVq0ynQIAAAAXxVALAAAAwK3l5OSoSpUqql69usPOyMrKUkBAgMO+PwDX9Nv/7rOzs412wAxPT0/16dOH648BAABwVQy1AAAAANxaTk6OQ5+mlX4ZaRhqAfdTpUoV+fn5KSsry3QKDImMjFRiYqJyc3NNpwAAAMAFMdQCAAAAcGsMtQAcqWHDhjxR68Z69OihihUrKioqynQKAAAAXBBDLQAAAAC35uih9uzZszp+/DhDLeCmGjZsyBO1bqxixYrq0aMH1x8DAADgihhqAQAAALi17Oxshw61v113eccddzjsDACuq27dulx76+as1v/H3n1HR13m7R+/Jh0INaFJj3QMSDEiBIJLMYjABBVBBBYQUFDRRdqjKEtRWamyCkvQVRQFKQnSey8iHaRDgF9CSCOA9CQzvz98yAMGpWVyZ2ber3M4e3bmO3Nf+SI5Z3Ll/txWrVq1SufPnzcdBQAAALkMRS0AAAAAt5Wenq74+HiHFrUpKSmSpMDAQIetASD3CggIyPw+APfUpk0bSdKSJUsMJwEAAEBuQ1ELAAAAwG3FxsYqPT3doWOJbxY0AQEBDlsDQO4VGBhIUevmChUqpMaNGzP+GAAAAFlQ1AIAAABwW6dOnZIkh+6oTU5OVp48eZQ3b16HrQEg9woICFBqaqoyMjJMR4FBVqtVixcv1rVr10xHAQAAQC5CUQsAAADAbZ08eVK+vr4qXry4w9ZISUlx67HH27dvl8Vi0bBhw/7yMRM5TMkNWZYuXSqLxaIJEyY4bI1Lly7prbfeUvny5eXl5SWLxaJLly5JkubNm6c6derI399fFovltj+vvfaawzKZEBgYKJvNxvmkbi4iIkKXL1/W6tWrTUcBAABALkJRCwAAAMBtnTp1SmXLlpXFYnHYGikpKYw9vgcbN26UxWLRyJEjTUdBNvnwww81adIknTp16rbdpAcPHtRLL72kXbt26fLlywYT5oyb//4Zf+zeSpUqpXr16ikqKsp0FAAAAOQiFLUAAAAA3NapU6ccOvZYks6fP6/ChQs7dA1nU69ePdnt9hzdUWpiTXe3dOlSFSxYUAcOHFBGRobsdrv8/f21cuVKpaena+TIkbp27ZrsdrvsdrtiYmJMR3aIIkWKSJLOnTtnOAlMs1qt+umnnxiDDQAAgEwUtQAAAADc1unTpx1e1F67dk158uRx6BpAbhQfH68qVaqoWrVq8vDwuO1xSXr22Wfl6+trKl6O8fPzkyRdv37dcBKYFhERocTERG3ZssV0FAAAAOQSFLUAAAAA3Nbp06dVpkwZh65x/fp1+fj4OHSN7JCRkaFJkyapbt26Kly4sAoVKqR69epp3LhxunLlSuZ1t55tumrVKjVo0EB58+ZVsWLF1LNnTyUlJd11rT+e0Tpy5Eg1atRIkjR06NDbzivNrtx3Ohf21q9lzZo1atCggfLly6cyZcrok08+ybxu0qRJqlKlivz8/FS1alXNnj37tgzZcU8kyW6366uvvlKDBg2UP39+5cmTR7Vq1dLnn38uu91+T+9xr/fjVlu3blWTJk2UL18+BQQEqGvXrll2f06bNk0Wi0Vz5szJ8vqbz0VHR0uS3n77bVksFqWmpmrbtm1ZzqD9+OOPJUl16tS5p7/n7LgvJt0soylqUa1aNVWpUoXxxwAAAMjkZToAAAAAAJhy5swZlS5d2qFr3LhxwymK2iFDhujTTz+97bEdO3Zox44d8vHx0RtvvHHbc5s3b9a7776bOcLz6tWrmjZtmjZu3KhffvlF/v7+uTL3nWzdulUDBgxQenq6JOnKlSsaMmSIfH19dfbsWf3rX//KvPbw4cPq0KGDKlWqpMcff/y293mYe2K329W5c2fNmDHjtsf37t2rN954Q3v27NHUqVPv+rXc7/345ZdfNHjw4MwS8cqVK5o+fbpOnjypdevW3XU9R8uu+2LSzX//FLWQfh9/PGvWLI0dO9Z0FAAAAOQC7KgFAAAA4JZSU1N16dIlhxe1zrKjNjo6Wvny5dPcuXN1/vx5Xb58Wbt379a77757x4Jx9uzZ6ty5s44ePapLly5p/fr1Cg4O1qFDhzR69Oj7Wvv999/Xhg0bJEkjRozIPLP0XnZL3m/uO5k1a5beeOMNnTx5UpcuXdKcOXPk7e2tf/7zn5o8ebKmTZumxMREpaSkqH///rLZbBo/fny23pPvvvtOM2bMUHBwsBYvXqyUlBRdunRJ69atU61atRQZGXlP41Lv9358//336tatm44ePaorV65o48aNKlu2rNavX689e/bc0/37owkTJshut6tgwYJ68sknb/v7tNvtGjRokCRp165dd/17zq77YtLNHbU3btwwnAS5QUREhE6ePKm9e/eajgIAAIBcgB21AAAAANxSXFycJLGj9n/dvA9t2rSRl9fvHxVr1aqlWrVq3fH6kJAQffXVV5ljaxs1aqTo6GhVrVpVc+bM0YgRI3Jl7jsJDw+/rXh9/vnn1aZNG82dO1djx45Vjx49Mp8bPXq0pk2bpgMHDmR5n4e5J//973/l6empZcuWqWTJkpmPN27cWN9//71q1Kih+fPn66mnnvrLr+V+70eLFi00efLkzP/fsGFDDRw4MHO36v3cR0fIrvtiksVikbe3NztqIen37xOlS5dWVFSUatasaToOAAAADGNHLQAAAAC3FBsbK0kqVaqUQ9e5fv165o663Gz8+PGy2WyqWLGievfurS+++EK7du360+tbtGiR5WzRoKAgVa5cWcePH8+2XMnJyVnOOA0MDHzg3HcSFhaW5bFy5cpJ+r0QvJWnp6dKlSqlhISELK95mHvy66+/KiMjQ2XKlJGXl5c8PT3l4eEhDw8P1ahRQ9LvZypn9/1o0qRJlseCgoIkSb/99ttfZs4J93pfcjsfHx+KWkj6vbhv3bp15pnOAAAAcG8UtQAAAADcUmxsrPLly6dChQo5dJ17Gd+bG9SqVUuHDh3S9OnTVaFCBW3YsEHh4eGqUaOG9u3bZzren8qO3H5+flkeu1m4/tlzNpvt4YL/wc33y8jIUEZGhmw2W5axwPcyOvd+70eePHmyPHbza791bQ8Pj9ty3urq1at3zfWgsuu+mObh4ZHt/83AeUVERGj37t06ceKE6SgAAAAwjNHHAAAAANxSbGysypQp4/B1fHx8lJaW5vB1soOXl5caN26cuYv0ypUrqlKlinr06KFt27bddu3y5cs1fPjw23aQnjhxQkeOHNGjjz5632vfLALT09NvezwwMPCuZff95Hakh7knVatW1c6dO3XmzBkVLFjwL681cT+KFSsmSYqJicny3OrVqx/oPe/F/dyX3MxZdtYjZzRp0kSFCxfW/Pnz9c4775iOAwAAAIPYUQsAAADALcXFxTl87LEk+fr6OsWOvwYNGmjKlCk6cOCArl69qgsXLmjp0qVKSUm5466vbdu2qUePHjp27JguX76sjRs3KiIiQmlpaXrhhRfue/0iRYpIkjZs2KCUlBSH5Xakh7knPXr00JUrV9SsWTMtXLhQSUlJunHjhk6dOqVFixbp+eef16pVq+6awVH3o3r16pKkCRMmaO3atbp69apOnjyp/v37O3SEa3bdF5PsdrvS0tIoapHJ29tbzz77LOOPAQAAwI5aAAAAAO4pLi5OpUuXdvg6znI25c6dO7Vly5Y7PtezZ88sj73wwguaPn26/vvf/972eNWqVTVo0KD7Xr9SpUoqVaqUVq9efduZq3fbPXq/uR3pYe5J165dtW7dOn399ddq3br1Ha+5l6/HUfcjKChI7dq107x58/T0009nPu7l5aXOnTvr22+/feD3/ivZdV9MSktLk91up6jFbaxWqzp06KDExMTMHesAAABwP+yoBQAAAOCWYmNjc6SodZYdtT///LP69u2r6tWrK0+ePAoMDFTDhg01bdo0jR8/Psv1DRs21JIlSxQSEpJ5fY8ePbR+/Xr5+/vf9/qenp6aM2eOQkNDlS9fPofldqSHuScWi0X//e9/NWvWLDVr1kyFCxeWj4+PgoKCZLVaFRUVpWbNmt01gyPvx5dffqnu3bsrICBAfn5+euqpp7Ry5crMEcuOkF33xaSbv6jh4+NjOAlyk/DwcPn4+GjBggWmowAAAMAgi/1uv54MAAAAAC6oSJEiGjVqlF5//XWHrtOtWzclJSVp4cKFDl0npyxdulQtW7bU+PHj9fbbb5uOkytwT/BXUlJSFBgYqNWrV9+2Gxlo06aN7HY7ZS0AAIAbY0ctAAAAALdz5coVpaam5tgZtc4w+hiAY9z898/oY/yR1WrVihUr9Ntvv5mOAgAAAEMoagEAAAC4ndjYWEnKkdHHhQoV0vnz5x2+DoDcKTU1VdLv3wuAW7Vt21YZGRlatmyZ6SgAAAAwhKIWAAAAgNvJyaI2ICBAycnJDl8HQO6UkpIiSQoMDDScBLlNQECAGjZsqKioKNNRAAAAYIiX6QAAAAAAkNPi4uLk4+OjokWLOnytgICAzKLGFYSHh8tut5uOkatwT/BXkpOTZbFYVLhwYdNRkAtZrVYNGzZMN27ckI+Pj+k4AAAAyGHsqAUAAADgdmJjY1WqVClZLBaHrxUQEKDffvuNc2oBN5WSkqICBQrI29vbdBTkQhEREbp48aLWrl1rOgoAAAAMoKgFAAAA4Hbi4uJyZOyx9HtRK8mldtUCuHfJycmMPcafKleunB5//HHGHwMAALgpiloAAAAAbufmjtqccLOg4ZxawD2lpKRk/sIGcCdWq1VRUVGy2WymowAAACCHUdQCAAAAcDs5uaP25jm4CQkJObIegNwlMTExR87DhvOKiIhQQkKCtm3bZjoKAAAAchhFLQAAAAC3k5M7agMCApQ/f36dOnUqR9YDkLvExMSofPnypmMgFwsODlalSpUUHR1tOgoAAAByGEUtAAAAALeSlpamxMTEHNtRK0nly5fXyZMnc2w9ALlHTEyMKlSoYDoGcrk2bdpo3rx5pmMAAAAgh1HUAgAAAHArZ86ckc1my/GiNiYmJsfWA5A7XL9+XfHx8eyoxV1FRETo6NGjOnDggOkoAAAAyEEUtQAAAADcSmxsrCTl2OhjiR21gLs6deqUbDYbO2pxV0899ZRKlCihqKgo01EAAACQgyhqAQAAALiV2NhYeXp6qmTJkjm2JjtqAfd08989RS3uxsPDQ61bt+acWgAAADdDUQsAAADArcTFxalEiRLy8vLKsTUrVKigs2fP6urVqzm2JgDzYmJiVLBgQRUuXNh0FDgBq9WqHTt26PTp06ajAAAAIIdQ1AIAAABwK3FxcTk69liSqlWrJrvdztmDgJv59ddfVb16ddMx4CSaNm2q/Pnza/78+aajAAAAIIdQ1AIAAABwK7GxsSpdunSOrlmpUiXlzZtXe/fuzdF1AZi1d+9eBQcHm44BJ+Hr66uWLVsy/hgAANlRc2cAACAASURBVMCNUNQCAAAAcCsmilpPT09Vr15d+/bty9F1AZj166+/UtTivlitVq1bt07JycmmowAAACAHUNQCAAAAcCsmRh9LUs2aNSlqATcSGxurlJQU1axZ03QUOJFWrVrJ29tbixcvNh0FAAAAOYCiFgAAAIDbsNlsio+PN1LUBgcHa8+ePTm+LgAzbv5iRo0aNQwngTPJnz+/nn76aUVFRZmOAgAAgBxAUQsAAADAbSQkJOjGjRs5PvpY+n1HbVJSks6ePZvjawPIefv27VPp0qUVEBBgOgqcjNVq1bJly3T58mXTUQAAAOBgFLUAAAAA3EZcXJwkGSlqH3/8cVksFm3fvj3H1waQ87Zv367atWubjgEn1LZtW924cUMrVqwwHQUAAAAORlELAAAAwG3ExsbKYrEYGX1cpEgRVa1aVZs2bcrxtQHkvE2bNik0NNR0DDih4sWLq379+ow/BgAAcAMUtQAAAADcRmxsrAICAuTn52dk/dDQUIpawA2cOHFCZ86cUcOGDU1HgZOyWq1auHCh0tPTTUcBAACAA1HUAgAAAHAb8fHxeuSRR4yt37BhQ23btk3Xr183lgGA423atEm+vr6qW7eu6ShwUhERETp37pzWr19vOgoAAAAciKIWAAAAgNs4c+aM8aL2+vXr2rVrl7EMABxv06ZNqlu3rrHd+3B+jz76qIKDgxUdHW06CgAAAByIohYAAACA24iPj1fJkiWNrV+xYkWVKFGC8ceAi9u0aRNjj/HQrFar5s2bJ7vdbjoKAAAAHISiFgAAAIDbMF3USr/vql27dq3RDAAcJykpSQcOHFBoaKjpKHByERERiouL044dO0xHAQAAgINQ1AIAAABwG7mhqG3RooXWrFnDObWAi1q+fLk8PT3VpEkT01Hg5GrXrq0KFSow/hgAAMCFUdQCAAAAcAtpaWlKSUkxXtQ+++yzunz5sjZs2GA0BwDHWLJkiRo1aqQCBQqYjgIX0KZNG0VFRZmOAQAAAAehqAUAAADgFhISEmSz2YwXtaVLl1b16tW1ZMkSozkAZD+bzaYVK1YoPDzcdBS4CKvVqgMHDujw4cOmowAAAMABKGoBAAAAuIX4+HhJMl7USlLLli21dOlS0zEAZLPt27crMTFRLVu2NB0FLqJRo0YqWrQo448BAABcFEUtAAAAALdws6gtXry44SRSeHi4Dhw4oFOnTpmOAiAbLVmyRKVLl1aNGjVMR4GL8PT01HPPPUdRCwAA4KIoagEAAAC4hfj4eBUsWFB58+Y1HUWNGjVS/vz5tWDBAtNRAGSjRYsWqWXLlrJYLKajwIVYrVb9/PPPio2NNR0FAAAA2YyiFgAAAIBbiI+PzxVjjyXJ19dXzz33nGbPnm06CoBscuLECW3fvl0vvPCC6ShwMS1atJC/v78WLlxoOgoAAACyGUUtAAAAALdw9uzZXFPUStJLL72kjRs3Ki4uznQUANlg1qxZCggI0N/+9jfTUeBi/Pz81KJFC0VFRZmOAgAAgGxGUQsAAADALeSmHbXS7+fU5s+fX3PmzDEdBUA2+PHHH/X888/Ly8vLdBS4IKvVqjVr1ig1NdV0FAAAAGQjiloAAAAAbiG3FbW+vr5q06aNfvzxR9NRADykI0eOaPfu3Wrfvr3pKHBRzz33nCwWi5YsWWI6CgAAALIRRS0AAAAAt5DbilpJat++vbZs2aJTp06ZjgLgIfz4448qWrSoGjdubDoKXFShQoUUFhbG+GMAAAAXQ1ELAAAAwOXZ7XYlJCTkuqK2RYsWKlSokGbOnGk6CoCH8P3336t9+/aMPYZDWa1WLV26VNeuXTMdBQAAANmEohYAAACAy0tOTlZaWlquK2p9fHzUqVMnRUZGym63m44D4AFs2rRJBw8eVPfu3U1HgYuzWq26fPmyVq5caToKAAAAsglFLQAAAACXFx8fL0m5rqiVpF69eun48eNat26d6SgAHkBkZKRq1qypOnXqmI4CF/fII48oJCRE0dHRpqMAAAAgm1DUAgAAAHB5N4vaEiVKGE6SVXBwsEJCQhQZGWk6CoD7dOHCBc2ePVuvvfaa6ShwE1arVfPnz1d6errpKAAAAMgGFLUAAAAAXF58fLz8/PxUqFAh01HuqGfPnpo7d66Sk5NNRwFwH2bMmCG73a6OHTuajgI38fzzzys5OVmbN282HQUAAADZgKIWAAAAgMuLj4/PlWOPb+rQoYN8fX01Y8YM01EA3Icvv/xSL730Uq79JRC4nkqVKqlatWqMPwYAAHARFLUAAAAAXN7Zs2dzdVHr7++vjh076osvvpDNZjMdB8A92Lx5s3bu3KmePXuajgI3Y7VaFRUVJbvdbjoKAAAAHhJFLQAAAACXl9t31ErSO++8o2PHjmnBggWmowC4B2PGjNETTzyhBg0amI4CN2O1WnXy5Ent2bPHdBQAAAA8JIpaAAAAAC7PGYraKlWqqFWrVho7dqzpKADu4sSJE/rpp580cOBA01Hghp544gmVKVOG8ccAAAAugKIWAAAAgMtzhqJWkvr3768NGzZo69atpqMA+AtjxoxR2bJlFRERYToK3JDFYlGbNm0UFRVlOgoAAAAeEkUtAAAAAJeX28+ovSksLExPPvmkxo8fbzoKgD9x7tw5TZ8+Xf/4xz/k6elpOg7clNVq1d69e3XixAnTUQAAAPAQKGoBAAAAuLSLFy/q8uXLTlHUStLbb7+tuXPn8sN3IJf697//LV9fX3Xr1s10FLixsLAwFSlShPHHAAAATo6iFgAAAIBLi4+PlySnKWpfeOEFlS9fXqNGjTIdBcAfXLhwQRMmTNAbb7yhfPnymY4DN+bt7a1WrVox/hgAAMDJUdQCAAAAcGnOVtR6eXlp6NCh+uabb3T48GHTcQDcYty4cbLZbAoPDzcdBZDVatXmzZt19uxZ01EAAADwgChqAQAAALi0+Ph4eXl5KTAw0HSUe/bKK6+ocuXKGjlypOkoAP7X+fPn9dlnnykkJEShoaHq2LGjDh48aDoW3Fh4eLj8/Py0cOFC01EAAADwgChqAQAAALi0+Ph4FStWTB4ezvPxx9PTUx988IF++OEHiiAglxg9erQ8PT01Z84cRUdH6/Dhw3rsscfUvn17dr/DiLx586p58+aMPwYAAHBizvOTCgAAAAB4AGfPnnWasce3at++vR577DENGzbMdBTA7SUnJ+vzzz/XoEGDVKBAAbVu3Vrbt29XdHS0jhw5ourVq6t9+/Y6cuSI6ahwM1arVatWrdLFixdNRwEAAMADoKgFAAAA4NLi4+Odsqj18PDQhx9+qDlz5mjHjh2m4wBubcSIEcqXL5/69OmT+ZiHh4dat26tnTt3aubMmdq7d6+qVaum9u3b69ixYwbTwp20bt1aGRkZWrp0qekoAAAAeAAUtQAAAABcmrMWtZIUERGh0NBQvfnmm7Lb7abjAG7p4MGDmjx5soYPH658+fJled7Dw0MvvviiDhw4oJkzZ2rPnj2qXr26unTpouPHjxtIDHcSEBCgRo0aKTo62nQUAAAAPACKWgAAAAAuzZmLWkmaMGGCfv75Z82aNct0FMAt/eMf/1CNGjXUvXv3v7zuZmF78OBBzZgxQ1u2bFG1atXUpUsXxcTE5FBauCOr1aqFCxfq+vXrpqMAAADgPlHUAgAAAHBpzl7U1q5dW127dtWAAQN0+fJl03EAt7Jw4UItXbpUEyZMkKen5z295tYdttOmTdPmzZtVtWpV9e7dW3FxcQ5ODHfUrl07Xbp0SWvWrDEdBQAAAPeJohYAAACAy7p+/brOnz/v1EWtJH388ce6ePGixo4dazoK4DbS0tL07rvv6sUXX1RYWNh9v97b21tdunTRwYMHFRkZqZUrVyooKEi9e/fWmTNnHJAY7qp06dKqU6cO448BAACcEEUtAAAAAJd19uxZ2e12FS9e3HSUh1K8eHENGTJEo0eP1unTp03HAdzCZ599plOnTmn06NEP9T63FraTJk3SokWLVKlSJfXr109nz57NprRwd1arVdHR0bLZbKajAAAA4D5Q1AIAAABwWTdLEGffUStJ77zzjkqXLq2+ffuajgK4vJMnT2rYsGEaOHCgKlSokC3v6ePjo169eunEiRMaP3685syZo4oVK6pfv35KSEjIljXgvqxWqxISErR161bTUQAAAHAfKGoBAAAAuKyb5UexYsUMJ3l4vr6+ioyM1KJFizRz5kzTcQCX9tZbb6lUqVIaMmRItr/3rYXtuHHjNHv2bFWsWFGDBw/WuXPnsn09uIfHHntMlStXZvwxAACAk6GoBQAAAOCyEhMTlT9/fuXJk8d0lGzRuHFj9ezZU2+++aaSkpJMxwFc0nfffadFixZp2rRp8vPzc9g6vr6+6tWrl44ePaqRI0fq66+/Vrly5TR48GClpqY6bF24rrZt2yoqKsp0DAAAANwHiloAAAAALishIcHpz6f9o08//VS+vr4aOHCg6SiAy0lJSVH//v31+uuvKzQ0NEfWzJcvn/r166fjx4/r/fffV2RkZGZhe/78+RzJANdgtVp17Ngx7d+/33QUAAAA3COKWgAAAAAuKzEx0eWK2gIFCmjSpEn65ptvtGLFCtNxAJfy9ttvy8fHRx999FGOr50vXz4NGjRIp06d0nvvvaepU6fq0Ucf1bBhw3ThwoUczwPnU79+fZUsWZLxxwAAAE6EohYAAACAy3LFHbWSFBERoeeff149evRgRCqQTebOnavvvvtOkydPVoECBYzl8Pf3zyxsBw4cqIkTJ2YWthcvXjSWC7mfh4eH2rRpw/hjAAAAJ0JRCwAAAMBlJSQkqFixYqZjOMTUqVMlSa+++qrhJIDzi4uLU+/evfXaa6/pueeeMx1HkpQ/f34NGjRIx48f1xtvvKEJEybo0Ucf1ejRo3XlyhXT8ZBLWa1W7dy5UzExMaajAAAA4B5Q1AIAAABwWa66o1aSChcurG+//VbR0dH6+uuvTccBnJbNZlOXLl1UuHBhffrpp6bjZFGkSBENGzZMx48fV9++ffXRRx+pfPnyGj16tK5evWo6HnKZpk2bqlChQlqwYIHpKAAAALgHFLUAAAAAXJYrnlF7q7CwML3zzjt64403dOTIEdNxAKf06aefasOGDZoxY4b8/f1Nx/lTAQEBmYVt9+7dNXz48MzC9tq1a6bjIZfw9vZWy5YtGX8MAADgJChqAQAAALik9PR0paamuuzo45tGjRqlSpUqqWvXrkpPTzcdB3AqO3bs0AcffKBRo0YpJCTEdJx7EhgYqE8++UQnT55Ut27d9M9//lOVKlXSxIkTKWwh6ffxxxs2bFBycrLpKAAAALgLiloAAAAALikxMVE2m82ld9RKkq+vr2bMmKF9+/ZpwIABpuMATuPcuXNq3769GjVqpP79+5uOc9+KFi2aWdh26tRJgwcPVpUqVTRx4kRdv379nt6DIs81Pfvss/L29tbChQtNRwEAAMBdUNQCAAAAcEkJCQmS5PJFrSRVr15dkZGRmjBhgqZPn246DpDr2Ww2de7cWWlpafr+++/l4eG8Px4pVqyYPvnkEx09elRWqzWzsJ06depf7rLPyMhQaGiovvvuuxxMi5zg7++vpk2bKjo62nQUAAAA3IXzfhIBAAAAgL/gTkWtJHXs2FH9+vXTa6+9pl27dpmOA+Rqw4YN04oVK/TDDz+4zHj00qVLa+LEiTp8+LDatm2rt956S5UqVfrTwva7777T4cOH1bVrV82dO9dAYjiS1WrV8uXLdfnyZdNRAAAA8BcoagEAAAC4pMTERPn5+alAgQKmo+SYMWPGKCQkRO3bt9f58+dNxwFypYULF2rUqFGaNGmSGjZsaDpOtitbtmxmYduiRQv17dtXlStX1tSpU5WRkSHp9920w4YNk4eHh+x2u1566SUtWLDAcHJkpzZt2ujGjRtatmyZ6SgAAAD4CxS1AAAAAFxSQkKCy+yUu1deXl6aOXOmrly5os6dO8tms5mOBOQqR48eVefOndWlSxf17t3bdByHKleunP7zn//o6NGjat68ufr27avg4GBNnz5dX375pU6fPi2bzSa73S6bzaZ27dppyZIlpmMjmxQrVkwNGjRg/DEAAEAuZ7Hb7XbTIQAAAAAguw0YMEDr1q3Ttm3bTEfJcZs3b9bf/vY39enTR+PGjTMdB8gVUlJS1KBBAxUoUEDr169Xnjx5TEfKUYcPH9bw4cM1c+ZMFS5cWOfOndOtPxLy8PCQt7e3li9frsaNG9/22s6dO2v9+vU5HdmpdOjQQaNHjzYd4zbjxo3TiBEjlJCQIB8fH9NxAAAAcAdepgMAAAAAgCMkJCS4zfm0f9SgQQNNnz5dHTp0UIUKFfTmm2+ajgQYdePGDb344ou6fPmyVq1a5XYlrSRVqVJFM2bMUOXKlTV8+HD98ff2bTab0tLS1LJlS61du1ZPPPFE5nMJCQkqUaKEXnjhhZyO7RSmTZumlJQU0zGyaNeunfr376/169erWbNmpuMAAADgDihqAQAAALikhIQElSlTxnQMY9q3b6+jR4/qnXfeUdmyZdW2bVvTkQAj7Ha7evTooR07dmjDhg0qXbq06UjG3LhxQ5GRkVlK2ptsNpuuX7+uv/3tb1q3bp3q1KmT+VxwcLAGDBiQU1GdyooVK0xHuKPy5curZs2aio6OpqgFAADIpTijFgAAAIBLcsczav/ovffeU69evfTyyy9r27ZtSk9PNx0JyHHvvfeeZs2apTlz5qhmzZqm4xgVGRmps2fP/mlRK0kZGRm6du2amjVrpgMHDuRgOjhCRESEoqOj//LvHAAAAOZQ1AIAAABwSYmJiW47+vhWEydOVMOGDdWiRQtNnTrVdBwgR02ZMkWffPKJpk6dqubNm5uOY9S1a9c0fPhwZWRk3PXa9PR0/fbbb2rSpImOHz+eA+ngKFarVXFxcfrll19MRwEAAMAdUNQCAAAAcDl2u13Jycluv6NWko4cOaKkpCRdvHhRo0eP1v/7f//PdCQgR3z77bfq27evRowYob///e+m4xi3detWlShRQv7+/pmPWSwW+fr6ytvbO8v16enpSk1NVePGjXXt2rWcjIps9PjjjysoKEjR0dGmowAAAOAOOKMWAAAAgMtJSUlRWlqaW++oTU9P19ixYzV06FClpaWpadOmSklJUdOmTbVu3TqVLFnSdETAYaKjo9W9e3e99dZbeu+990zHyRWaNGmiPXv2SJLOnTunEydO6MSJE4qJidGJEyd05MgRHT16VGfPns3cdWuz2XTmzBmlpqa69dm+zq5t27aaO3euPvroI9NRAAAA8AcUtQAAAABcTkJCgiS5bVG7e/dude7cWQcPHlRGRoY8PDz08ssv67nnnlNYWJieeeYZrVmzRgEBAaajAtluxYoV6tChg3r16qXx48ebjpMrFSlSREWKFFG9evWyPJeenq7Tp09nFrknTpzQ119/rV9++UVXrlxR3rx5DSTGw7BarRo/frwOHTqkqlWrmo4DAACAW1DUAgAAAHA57lrUpqWlady4cXr//fclKXNXnMViUZs2bRQYGKhly5apcePGatmypVasWKGCBQuajAxkq7Vr16pt27bq2LGj/v3vf5uO45S8vLwUFBSkoKCgzMd27typsmXLUtI6qdDQUJUoUULR0dEaPHiw6TgAAAC4BWfUAgAAAHA5iYmJ8vT0VJEiRUxHyTG7d+9W7dq19d577yk9PV3p6emSJA8PD4WFhSkwMFCSVLZsWa1cuVJxcXFq1qyZUlJSTMYGss3y5cvVqlUrtW7dWtOmTZPFYjEdCcgVPDw81KpVK0VFRZmOAgAAgD+gqAUAAADgchISElS0aFF5eLj+R56rV69q8ODBqlu3rg4fPpy5i/Ymi8Wil1566bbHKlasqE2bNik1NVWNGjXSmTNncjIykO0WLlyotm3bqm3btpoxY4Y8PT1NRwJyFavVql9++UWxsbGmowAAAOAWrv9TCwAAAABuJzEx0S3GHm/evFnBwcEaO3asbDZb5i7aW9ntdlmt1iyPly9fXmvWrFFGRoZCQ0MVExOTE5GBbDdz5ky1a9dOXbp00XfffScvL055Av6oefPm8vf3108//WQ6CgAAAG5BUQsAAADA5SQkJLh0UXvp0iW9+eabCg0N1cmTJ+9Y0Eq/j7ts0KCBihUrdsfny5Qpo/Xr1yt//vxq0qSJjh075sjYQLaLjIxUp06d1Lt3b02ZMsUtdtEDD8LX11fh4eGKjo42HQUAAAC34BMMAAAAAJfj6kXtgQMH9OOPP8pisWQZdXwrDw8PdejQ4S/fq3jx4lq9erWKFSumRo0aafv27dkdF3CIUaNGqXfv3ho6dKgmTZrEmbTAXVitVq1du1apqammowAAAOB/UdQCAAAAcDkJCQl/uovUFYSEhGj//v0KCwv7yx2EGRkZioiIuOv7BQQEaM2aNapbt66aNGmi+fPnZ2dcIFulp6fr9ddf14cffqhJkyZp2LBhpiMBTqFVq1ayWCxatGiR6SgAAAD4XxS1AAAAAFyOO5xRW7RoUa1YsUJDhw6VxWLJUthaLBY9+eSTeuSRR+7p/fz9/TV//nx17dpVzz//vD777DNHxAYeym+//aY2bdro22+/VVRUlPr27Ws6EuA0ChYsqKeffprxxwAAALkIRS0AAAAAl+MORa0keXp6asCAAXrkkUfk6+srb2/v256729jjO73f559/rrFjx+qdd95R7969//T8WyCnxcXFqXHjxtq9e7fWrVun1q1bm46Ee5CWlqbKlSurS5cuWZ7buHGjmjdvroIFCyp//vwKCwvT8uXLs2XdDRs26NVXX1W1atWUJ08eFSlSRM2bN9fChQvvmMNisWjZsmXZsnZuZrVatWTJEl25csV0FAAAAIiiFgAAAICLuXjxoq5everSo49v9c477+jKlStatWqVatSoIS8vL0m/jz1u167dA71nv3799P3332v69Olq06YN5xnCuPXr16tevXrKyMjQzz//rLp165qOhHs0efJkxcTE6IMPPrjt8WXLlqlJkyZauXKlLl68qEuXLmn9+vUKDw/X7NmzH2rNY8eOqXHjxvryyy916NAhXbt2TampqVq5cqVat26tcePG3XZ9aGiomjdvrgEDBshmsz3U2rldRESErl27ppUrV5qOAgAAAFHUAgAAAHAxCQkJkuQWO2qXLl2qadOmacqUKXrqqae0detW9ezZU5JUp04dlSlT5oHf+6WXXtKaNWu0b98+1atXT3v27Mmu2MB9mTBhgpo2baqnnnpKGzdufKj/rpGzbty4oVGjRslqtapixYq3Pd67d29lZGToH//4h5KSkpSamqoRI0bIbrerT58+unTp0gOv6+HhoWeeeUYzZszQkSNHdPXqVcXExGjgwIGSpP/5n//RxYsXb3vNu+++q3379j10SZzbFS9eXCEhIYw/BgAAyCUoagEAAAC4FHcpapOSktStWzd16dJF7du3lyT5+vrqiy++0IwZM/Tqq68+9Br169fXrl27FBQUpPr16+urr7566PcE7tXVq1f197//Xe+++67ee+89zZkzRwUKFDAdC/dh3rx5SkxMzDL2eOXKlTp16pQaN26ssWPHKjAwUIUKFdL777+vdu3aKTk5WfPnz3/gdYOCgrR06VK9/PLLqlSpkvz8/FS+fHmNHj1aYWFhun79ug4ePHjba5o2baqSJUtqypQpD7yus4iIiNBPP/3EaHsAAIBcgKIWAAAAgEtJTEyUxWJR0aJFTUdxqNdff11eXl4aP358ludefvllvfbaa9myTmBgoJYsWaK+ffvq1Vdf1ZtvvqkbN25ky3sDf+bIkSMKCQnRokWLtHTpUg0bNkweHvwIw9lMnz5defLkUXh4+G2Pr1+/XpLUqVOnLK955ZVXJEnr1q1zSKabZ3n/cTy+p6en2rZtq7Vr1+r06dMOWTu3aNeunVJSUrRx40bTUQAAANwen3IAAAAAuJSEhAQVKVIk84fxrigyMlJRUVH69ttvVbhwYYev5+XlpTFjxmjmzJn6+uuv1aBBAx0+fNjh68I9ff3116pXr578/Py0Y8cONWvWzHQkPID09HRt2LBBderUyfL9+NixY5Kkxx57LMvrataseds12cFmsykuLk4jR47UypUrFR4ergoVKmS5rn79+pKk1atXZ9vauVHFihVVvXp1xh8DAADkAhS1AAAAAFxKQkJClp1SruTEiRPq37+/BgwYoCZNmuTo2u3bt9fevXvl6+ur2rVra+LEiTm6PlzbhQsX1KlTJ3Xv3l3dunXTxo0bVbZsWdOx8IAOHDigS5cuqVatWlmeu3k+bJEiRbI8d/OxCxcuPHSGQ4cOyWKxyNPTU6VLl9aoUaPUp0+fPz2H9vHHH5ckbdmy5aHXzu0iIiIUHR0tu91uOgoAAIBbo6gFAAAA4FISExNd9nza9PR0vfLKKypXrpyGDRtmJEOFChW0bt06DRw4UP3791dERISSk5ONZIHr2LJli2rXrq1Vq1Zp0aJFmjhxonx9fU3HwkOIj4+X9Pv49D/6q3LQkcXhtWvXtGXLFu3du/eOz98cmX8zuyuzWq06deqUdu3aZToKAACAW6OoBQAAAOBSkpKSXPZ82o8//lg7d+7U999/Lz8/P2M5vLy8NGzYMK1atUo7duxQrVq1tHjxYmN54LyuXr2qQYMGKTQ0VI8//rh+/fVXtWzZ0nQsZIPz589LkvLnz5/luYIFC0qSzp07l+W51NTU2655GFWrVpXdbld6erri4uIUGRmp48ePq1mzZoqJiclyfYECBW7L7srq1q2rsmXLMv4YAADAMIpaAAAAAC4lMTHRJUcf79y5UyNGjNAnn3yi4OBg03EkSWFhYdqzZ4+aNGmiVq1a6eWXX1ZiYqLpWHASa9asUa1atTRlyhRNmTJF8+bNU0BA9CveOwAAIABJREFUgOlYyCaFChWS9H9jjm9VsWJFSdL+/fuzPHdzt+vNa7KDp6enHnnkEb366qsaNWqUrl69esfxxzfHLefE2d+mWSwWtW3bVlFRUaajAAAAuDWKWgAAAAAuxRV31F6/fl2vvPKKGjdurLfeest0nNsULlxYM2bM0OLFi7V582ZVrVpVU6dO5dxD/KkLFy6oX79+atasmSpXrqx9+/apZ8+epmMhm5UsWVKS7jgavXHjxpKkGTNmZHnuu+++u+2a7Hb9+nVJdy6Qb2a9md3VWa1W7d+/X0eOHDEdBQAAwG1R1AIAAABwKa5Y1I4YMUKnT5/W1KlT5eGROz/GtWzZUvv27VOnTp30+uuvKzw8XCdOnDAdC7nM7NmzVbVqVf3444+aOXOmFi5cqLJly5qOBQeoXr26/P39tXv37izPNWvWTGXLltX69evVv39/JScn68KFCxo5cqTmzZunwMBAWa3WB177o48+0qBBg/TLL78oJSVF165dU0xMjD777DN98MEHkqRGjRpled3NrPXr13/gtZ1JWFiYAgMD9dNPP5mOAgAA4LZy5yd8AAAAAHgAGRkZSk1Ndamidu/evfrXv/6lTz75REFBQabj/KX8+fNr0qRJ2rhxo+Li4lSjRg39z//8jy5dumQ6Ggzbt2+fmjZtqpdeeknPPvusDhw4oBdffNF0LDiQl5eXQkNDtWvXrsxdrDf5+PjoP//5jzw9PTVu3DgVLVpUhQoV0tChQ2WxWPT555/L39//tteEhobKYrHcsfj9o3Pnzulf//qXQkJCFBgYqDx58igoKEj9+vXTlStX1KlTJz3zzDNZXrd161ZJ0tNPP/0QX7nz8PT0VKtWrTinFgAAwCCKWgAAAAAu49y5c8rIyFBgYKDpKNkiIyNDPXr0UN26ddWnTx/Tce7ZU089pV27dmnixImKjIxU5cqVNXXqVGVkZJiOhhx27tw59evXT3Xq1NGFCxe0fv16ffnll25xBiikzp0769q1a1q8eHGW58LDw7V27Vo1bdpU+fPnV758+dSoUSMtXbpU7du3z3K9zWaT9HsBfDdDhw7V559/rrCwMBUrVkze3t4qXry4WrZsqR9++EHffvttltdkZGRo/vz5aty4scqVK/cAX61zslqt2rJli+Lj401HAQAAcEsUtQAAAABcRlJSkiS5zI7acePGad++ffryyy9z7cjjP+Pt7a1evXrp4MGDslqt6tOnj5566ilt3rzZdDTkgLS0NE2cOFEVK1bU7NmzNW3aNG3btk2hoaGmoyEHvfDCCypatOgdi1Hp912yK1eu1MWLF3Xp0iWtX79eLVq0yHKdzWbTwYMHVaNGDdWoUeOu6xYsWFB9+vTR2rVrlZCQoBs3bujs2bNavHixOnToIIvFkuU1q1atUnx8vF5//fX7/0Kd2DPPPKM8efJowYIFpqMAAAC4Jef6pA8AAAAAfyE5OVmSaxS1x48f17BhwzR06FBVr17ddJwHFhgYqC+++EL79+9XYGCgGjZsqObNm2v79u2mo8EBbDabZs+ererVq2vgwIHq3LmzDh06pK5duzrdLxvg4fn4+Oi9997TTz/9pKNHjz7w++zfv1/nz5/X4MGD71iyZocxY8bosccec7uR3Hny5FGLFi0YfwwAAGAIn5IAAAAAuIykpCRZLBYFBASYjvLQ3nzzTQUFBWngwIGmo2SLqlWravHixVq8eLHOnz+vkJAQvfDCC9q/f7/paMgGNptNM2bMULVq1dSpUyc1adJER48e1cSJE1WgQAHT8WBQnz59FBQUpOHDhz/we2zcuFHlypVThw4dsjHZ/9m0aZNWrFihMWPGyNPT0yFr5GZWq1UrV67U+fPnTUcBAABwOxS1AAAAAFxGUlKSChcufE9nGOZmc+bM0dKlSzVp0iR5e3ubjpOtWrZsqW3btikqKkrHjh1TrVq19PLLL+vAgQOmo+EBZGRk6Mcff1RwcLC6du2q+vXr6+DBg4qMjFTZsmVNx0Mu4O3trSNHjvzp+ON70adPH508edJh39sbNmwou92uZ555xiHvn9u1adNGkrR06VLDSQAAANwPRS0AAAAAl5GUlOT0Y4+vXLmid999V127dlWTJk1Mx3EIi8Witm3bateuXZo5c6b27Nmjxx57TM8995zWrl1rOh7uweXLl/X555+rSpUq6tixo2rWrKlff/1V33zzjR599FHT8QDch0KFCqlRo0aMPwYAADCAohYAAACAy3CFovaDDz7QxYsXNXr0aNNRHM5isejFF1/U/v37tXz5clksFj399NOqXbu2pk+frrS0NNMR8QeJiYkaNmyYypUrp/79+6tBgwbav3+/fvjhB1WpUsV0PAAPKCIiQosWLdK1a9dMRwEAAHArFLUAAAAAXEZycrICAwNNx3hg+/bt02effaaPP/5YxYoVMx0nx1gsFjVr1kwLFizQtm3bVLlyZXXv3l2VKlXSRx99pPj4eNMR3d7mzZvVrVs3lStXTpMnT9Zbb72l2NhYTZ8+XdWqVTMdD8BDioiI0OXLl7V69WrTUQAAANwKRS0AAAAAl+HsO2rfeust1a5dWz179jQdxZgnnnhCs2bN0tGjR/X8889r3LhxKlu2rKxWqxYtWqSMjAzTEd1GSkqKJkyYoBo1aqhhw4bas2ePJk6cqFOnTumDDz5w6l+KAHC7UqVKqW7duow/BgAAyGEUtQAAAABchjMXtXPmzNG6des0duxYeXjwUa1ChQoaO3as4uLiNH36dP32229q3bq1ypcvrw8//FCHDh0yHdElpaWlacmSJerYsaNKlSqlDz/8UI0aNdIvv/yinTt3qlevXvLz8zMdE4ADREREaP78+fxCDAAAQA7i0z8AAAAAl+GsRe3169c1ZMgQvfLKKwoNDTUdJ1fx9fVVx44dtWrVKh05ckSvvPKKIiMjVa1aNdWqVUsfffSRjh07ZjqmU8vIyNCKFSvUs2dPlSxZUq1atdLp06c1efJknTlzRlOmTFG9evVMxwTgYFarVYmJidqyZYvpKAAAAG6DohYAAACAy0hOTnbKonbs2LE6c+aMRo4caTpKrlaxYkV9/PHHio2N1Zo1a9SwYUNNnDhRlSpVUt26dTV69Gjt37/fdEyncO3aNS1btkyvv/66SpYsqRYtWmjXrl0aNGiQTpw4oU2bNqlbt27Kly+f6agAckj16tVVpUoVxh8DAADkIIpaAAAAAC7hwoULunHjhtOdm5mQkKDRo0dryJAhKlu2rOk4TsHDw0NNmjTRF198oTNnzmjFihWqW7euxowZo+DgYJUtW1a9evXSvHnzdPHiRdNxc41jx47p3//+t1q1aqWAgACFh4dr69atevvtt3Xs2DFt375dAwYMUPny5U1HBWCI1WrV3LlzTccAAABwG16mAwAAAABAdkhKSpIkp9tRO2TIEBUuXFj9+/c3HcUpeXp6qlmzZmrWrJmmTJmi7du3a8mSJVqyZIm++uoreXh4qEGDBgoLC1PDhg1Vv359FShQwHTsHBETE6NNmzZp06ZNWrlypY4dO6aCBQuqWbNmmjhxosLDw1W6dGnTMQHkIlarVaNHj9bevXtVs2ZN03EAAABcHkUtAAAAAJeQnJwsybmK2l9//VXTp0/X9OnTlSdPHtNxnJ6Hh4dCQkIUEhKiDz/8UMnJyVqxYoWWLVum77//XsOHD5enp6eCg4PVsGFDNWjQQE888YQeffRReXg498Cpy5cva//+/dq6dWtmOXvmzBn5+PioXr16evHFF/XMM8+oYcOG8vLiRwEA7uzJJ59U6dKlFR0dTVELAACQA/h0BgAAAMAl3NxR60yjj4cMGaIaNWqoQ4cOpqO4pMDAQHXs2FEdO3aUJJ09e1abN2/Wxo0btXnzZk2dOlVpaWnKmzevatSooZo1ayo4OFiPPfaYatSooRIlShj+CrK6ceOGTp48qb1792r//v3at2+f9u7dqxMnTshmsykgIEANGjTQm2++qdDQUNWrV09+fn6mYwNwEhaLRa1bt1Z0dLQ++OAD03EAAABcHkUtAAAAAJeQlJQkf39/p9mZunHjRi1YsEBLly51+t2czqJEiRJq166d2rVrJ0m6evWqfv31V+3du1f79u3Tvn37NH/+/Mzd2Xny5FGFChVUvnz52/63WLFiCggIyPyTXTtUr1y5opSUFKWkpCgpKUlnzpxRTEyMYmJidPLkScXExCguLk42m02enp4KCgpSrVq11LlzZwUHB6tmzZoKCgqSxWLJljwA3JPVatXkyZMVExOjChUqmI4DAADg0ihqAQAAALiEpKQkpxp7PHjwYIWFhemZZ54xHcVt5cmTR/Xq1VO9evVuezw+Pl6HDh3SyZMnMwvSPXv2KDo6WvHx8bLZbLddX6hQIRUtWlQFChSQt7e3/P39JUn58uWTj4/PbddeunRJaWlpstvtOn/+vNLT0zPL2atXr952rZ+fX2Y5XKNGDT333HMqX768goKCVK1aNeXNm9cBdwWAu3v66adVuHBhzZ8/X2+//bbpOAAAAC6NohYAAACAS3CmonbBggXavHmztm7dajoK7qBkyZIqWbLkHZ+7ceNGZrF6809ycrKSk5N18eJFpaen67fffpP0f6XsrUqUKCFvb295enqqQIEC8vT0vG137s0/gYGBKlKkiMO/VgD4I29vbz377LOKjo6mqAUAAHAwiloAAAAALiEpKckpzqe12+0aOnSoIiIiFBISYjoO7pOPj89fFrmAq5o1a5ZWrFhhOkaulJiYqE6dOpmOka2sVqs6dOjgVL8EBQAA4IwoagEAAAC4hOTkZKf4YXJ0dLT27t2rb775xnQUALgnPXv2VPPmzU3HuKvdu3drxYoVGjBgQI6vXbNmzRxf05HCw8Pl7e2tBQsWqHv37qbjAAAAuCyL3W63mw4BAAAAAA8rJCREYWFh+vTTT01H+VN2u10hISEqV66c5syZYzoOALiU1atXq2nTpjpz5gy73rNB69atZbFY9NNPP5mOAgAA4LI8TAcAAAAAgOzgDOMZ58+frx07dmjo0KGmowCAy6lTp44sFot27dplOopLiIiI0PLlyzPP3QYAAED2o6gFAAAA4BKcoagdNWqU2rVrp1q1apmOAgAup1ChQipfvrx27txpOopLaNu2rTIyMrRs2TLTUQAAAFwWRS0AAAAAp3f16lVdvnw5Vxe1CxYsYDctADhY7f/P3p3HVV0n+h9/H1YRRBRySU3QlJ0DmmVibmHucsjGciprxpqs6WZTzlT3N81typmaxrKm21462TJTmeCKe+5bKooC7rjmAgdwAQSB8/ujq4+aNtFz+JxzeD0fj/64hOe8Oj3yPpw3n883JYUTtU4SHh6uXr16KSsry3QKAACA12KoBQAAAODxioqKJEkRERGGS37ciy++qOHDh3OaFgBciKHWuTIyMjR37lxVV1ebTgEAAPBKDLUAAAAAPN6FodZdT9Ru3LhRq1ev1h/+8AfTKQDg1bp166YDBw6opKTEdIpXyMjI0OnTp7V8+XLTKQAAAF6JoRYAAACAxysuLpbkvkPt888/rx49eqh3796mUwDAq3Xv3l0Oh0Nbt241neIVOnbsKKvVyvXHAAAALsJQCwAAAMDjFRUVKSAgQM2aNTOd8j27d+/W7Nmz9eSTT5pOAQCv17p1a7Vp00ZbtmwxneI1bDabZs2apbq6OtMpAAAAXoehFgAAAIDHKyoq0lVXXSWLxWI65XteeuklRUZGKj093XQKADQK3bp14zm1TpSRkaGvv/5aGzduNJ0CAADgdRhqAQAAAHi8C0Otu7Hb7frwww81ceJE+fr6ms4BgEYhJSWFodaJkpKS1LlzZ64/BgAAcAGGWgAAAAAez12H2qlTpyogIEBjx441nQIAjUZKSop27dqls2fPmk7xGjabTTNnzjSdAQAA4HUYagEAAAB4vOLiYkVERJjO+A6Hw6F3331X9957r4KDg03nAECj0a1bN9XV1Sk3N9d0itew2Wzas2ePCgoKTKcAAAB4FYZaAAAAAB7PHU/Uzp8/X3v37tX48eNNpwBAoxIZGamWLVty/bET9erVS23atFFmZqbpFAAAAK/CUAsAAADA47njUPvGG2/o5ptvVkxMjOkUAGhULBaLrFYrQ60T+fj4aMSIETynFgAAwMkYagEAAAB4PHcbag8ePKiFCxfqoYceMp0CAI1St27dtGXLFtMZXsVms2nTpk06fPiw6RQAAACvwVALAAAAwKPV1NTo1KlTbvWM2v/93/9V69atNXz4cNMpANAopaSkKC8vT1VVVaZTvMbNN9+sZs2aadasWaZTAAAAvAZDLQAAAACPVlJSorq6OrcZaisrKzVt2jQ9+OCD8vf3N50DAI1SSkqKqqurlZeXZzrFawQGBmrw4MFcfwwAAOBEDLUAAAAAPFpxcbEkuc1QO2PGDJ0+fVr33Xef6RQAaLRiYmIUEhLCc2qdLCMjQytWrLj4/3sBAABwZRhqAQAAAHi0C/9jcXh4uOGSb/zzn//U8OHD1aZNG9MpANBo+fj4KDExkaHWyYYNGyZfX1/Nnz/fdAoAAIBXYKgFAAAA4NHsdrskqWXLloZLpIMHD2r58uW65557TKcAQKPXrVs3bdmyxXSGV2nWrJn69+/P9ccAAABOwlALAAAAwKPZ7XaFhoYqICDAdIr++c9/KiIiQkOHDjWdAgCNXkpKirZt26ba2lrTKV4lIyNDCxcuVHl5uekUAAAAj+dnOgAAAAAAroTdbneLa48dDoc+/PBD3XnnnfL39zedAxeora3VsWPHVFRUpKKiItnt9u/8debMmYvDxdmzZ3X+/Hk5HA6VlZXJ399fISEhkqTg4OCLP1jQokULhYaGKjw8XBEREQoPD7/4V9u2bd3ipDjgqVJSUlRRUaHdu3crNjbWdI7XSE9P14MPPqjFixfLZrOZzgEAAPBoDLUAAAAAPJrdbldERITpDK1cuVL79u3j2mMPV1lZqfz8fBUUFOjAgQPf+evQoUM6f/78xe/19fX9zsDavHlzBQUFSZLatm0rP79v/sjdokULVVdXXxxxKyoqVFVVJUk6cOCAysrKVFxcrOLiYp0+ffo7PaGhoYqKilJkZKQiIyMVFRWlqKgoJSQkKCoqShaLpSE+FsAjJSQkKCAgQFu2bGGodaLWrVurZ8+eysrKYqgFAAC4Qgy1AAAAADxacXGxW5yo/eCDD9StWzdZrVbTKbhEhw8fVk5OjrZv367c3Fzl5uZqz549qq2tVUBAgK655pqL42j//v0vjqWtWrVSRESEWrRo4fSm8+fPXzyhe/ToURUWFl4cijds2KBPP/1Ux48fl/TNsyITEhKUlJSkpKQkJSYmqlu3bgoODnZ6F+CJAgICFB8fr5ycHN15552mc7yKzWbTCy+8oJqamos/lAIAAID6szgcDofpCAAAAAC4XOnp6WrWrJk++ugjYw3l5eVq27atJk2apEceecRYB35cbW2tdu7cqTVr1mj16tXavHmz8vPzJX1z+jU+Pl5xcXHq3r27unfvrpiYGPn6+hqu/mHV1dXas2ePNm/efPGfIzc3VydPnpSvr6+io6PVu3dvpaam6qabblJUVJTpZMCYcePGqbCwUMuWLTOd4lX27t2rLl26aOnSpRowYIDpHAAAAI/Fj7wBAAAA8Gh2u934EDVjxgxVVVVpzJgxRjvwXXl5eVqwYIEWLVqkdevW6cyZMwoLC1OvXr00ZswY3XTTTUpJSVFoaKjp1Hq5cEowPj5eY8eOvfj1Q4cOaf369VqzZo3Wrl2rqVOnqqamRh07dlS/fv00ePBgDRw40C1OoAMNJSUlRTNnzpTD4eCqcCe69tprlZCQoKysLIZaAACAK8CJWgAAAAAeLTY2Vr/85S/19NNPG2sYOHCgQkJClJmZaawB0pkzZ7RkyRItWLBACxYs0KFDhxQREaGBAweqb9++Sk1NVVxcnHx8fEynNojy8nJt2LBBa9as0dKlS7VmzRo5HA5df/31GjJkiAYPHqzu3bs3ms8DjdPatWuVmpqq/fv3G/+hHm/zpz/9SVOnTtXhw4cZwQEAAC4TQy0AAAAAj3bVVVfpz3/+sx566CEj719UVKSrr75an3zyiX7xi18YaWjMKioqNG/ePE2fPl2LFi1STU2NUlJSlJaWprS0NPXr14/nJ/6f8vJyrVu3TnPmzFFWVpYOHTqk8PBwDR06VL/4xS80ZMgQPit4nfLycjVv3lyffvqpRo0aZTrHq2zZskXdu3fXpk2b1L17d9M5AAAAHokfmwUAAADgserq6lRaWmr0KtfPPvtMgYGBGjp0qLGGxubMmTP65JNPlJ6erpYtW+quu+6SJL377rs6ceKENm3apBdeeEFpaWkMj98SHBystLQ0vfrqqzp48KByc3M1YcIE5eTkaOTIkYqMjNSjjz6qtWvXip/phrcIDg5Wly5dlJOTYzrF63Tr1k1RUVHcJgEAAHAFGGoBAAAAeKyysjLV1tYaHWo//fRTpaenKzg42FhDY7Fq1SqNHTtWrVu31r333qvz58/rrbfe0okTJzRnzhyNHTtWERERpjM9RmJiop5++mlt375deXl5uu+++7Ro0SKlpqaqU6dOmjRpko4ePWo6E7hi3bp1Y6h1kZEjRyorK8t0BgAAgMdiqAUAAADgsex2uyQZG+eOHDmiNWvW6Pbbbzfy/o1BcXGxXnrpJcXGxqpPnz4qKCjQlClTdPz4cc2fP1/33nuvwsLCTGd6vLi4OD3zzDPKz8/Xtm3bNGrUKL366qvq2LGjRo4cqTlz5qi2ttZ0JnBZUlJStHnzZtMZXslmsykvL0+7du0ynQIAAOCRGGoBAAAAeKwLQ62pE7WfffaZQkNDNWjQICPv7802bNigMWPGqH379nruuefUv39/bdmyRV999ZUeeOABtWzZ0nSi10pKStLkyZN15MgRffzxx6qsrJTNZlPHjh317LPPqqioyHQiUC8pKSk6ceKEjh07ZjrF69x0002KiIjQrFmzTKcAAAB4JIZaAAAAAB7L9FD76aefKiMjQ4GBgUbe39vU1dUpKytLN910k3r27Km9e/fqzTff1NGjR/XGG28oJSXFdGKjEhgYqNtvv12LFy/Wnj17NHbsWL322mvq2LGjxo8fr927d5tOBC7Jhd87uP7Y+Xx9fTV8+HCuPwYAALhMDLUAAAAAPFZxcbGCgoLUtGnTBn/vwsJCffXVV1x77ARVVVWaPn26EhISdOutt6pJkyaaPXu2vvrqK/3qV7/i+b9uoFOnTvrrX/+qI0eO6K233tLKlSsVGxurgQMHas6cOabzgJ/UsmVLXXPNNdq6davpFK+UkZGhDRs26OuvvzadAgAA4HEYagEAAAB4LLvdbuw07b///W+Fh4fr5ptvNvL+3qC6ulrvvPOOoqKi9Jvf/EbXXXedduzYocWLF2vEiBGm8/ADAgMDNXbsWO3YsePiCbqRI0cqNTVVS5cuNVwH/Dir1apt27aZzvBKAwcOVFBQkGbPnm06BQAAwOMw1AIAAADwWCaH2s8//1yjRo2Sn5+fkff3ZNXV1XrjjTfUqVMnPfroo/rlL3+pQ4cOafr06YqLizOdh0vg4+OjESNGaPHixVq9erWaNGmitLQ0DRw4UOvWrTOdB3xPcnIyQ62LBAUFadCgQVx/DAAAcBkYagEAAAB4LLvdroiIiAZ/34MHD2rr1q0aNWpUg7+3J6upqdH777+vrl276rHHHtOtt96qffv2afLkyWrVqpXpPFymC6dpv/zyS507d069evXSsGHDtHnzZtNpwEVWq1V79uzR2bNnTad4pYyMDC1btkylpaWmUwAAADwKQy0AAAAAj1VcXGzkRG1mZqZCQ0PVt2/fBn9vT7Vs2TJ1795dDz74oPr06aP8/Hz94x//UNu2bU2nwUn69eunVatWadWqVTp79qx69Oih0aNH69ChQ6bTAFmtVtXV1WnHjh2mU7zS8OHDZbFYlJ2dbToFAADAozDUAgAAAPBYpq4+zsrK0vDhwxUQENDg7+1p9u7dq9GjR+vmm29Wq1attHXrVk2fPl2dOnUynQYX6d27t1asWKFZs2Zp06ZNio2N1TPPPKNz586ZTkMj1rlzZ4WGhnL9sYuEhYWpT58+XH8MAABQTwy1AAAAADyWiauP7Xa71qxZI5vN1qDv62lOnTql3//+94qPj1d+fr4WLVqkxYsX8wzaRmTEiBHKy8vTU089pcmTJysuLk4zZswwnYVGymKxKDExkaHWhWw2m7Kzs/mhDAAAgHpgqAUAAADgsUycqJ09e7Z8fX01aNCgBn1fTzJnzhwlJCRo6tSpevHFF7V161YNHDjQdBYMCAoK0h//+Eft3r1bAwcO1O23367+/ftrz549ptPQCFmtVm3dutV0htey2WwqLy/XkiVLTKcAAAB4DIZaAAAAAB7LxFA7a9YsDRw4UM2aNWvQ9/UEx44d06hRo5Senq60tDTt2bNHEyZMkJ+fn+k0GHb11Vfr7bff1sqVK3XixAmlpKTolVdeUW1trek0NCJWq1W5ubmqq6szneKV2rVrpx49enD9MQAAQD0w1AIAAADwSGfPnlVVVVWDDrUVFRVavHix0tPTG+w9PYHD4dD06dOVmJionJwcLVy4UNOmTVPLli1Np8HNpKamatu2bXr66af15JNPqkePHtqyZYvpLDQSycnJKi8v1759+0yneC2bzaZZs2bxQxgAAACXiKEWAAAAgEey2+2S1KBD7cKFC3Xu3DkNHz68wd7T3R06dEhpaWn69a9/rXvvvVc7duzgmmP8JH9/fz3xxBPavHmzAgMD1bNnTz377LOqqakxnQYvl5iYKF9fX55T60KjRo1ScXGx1q5dazoFAADAIzDUAgAAAPBIxcXFkqSIiIgGe89Zs2YpNTVVbdq0abD3dGeffvqu+f/gAAAgAElEQVSprFarjh8/rvXr12vy5Mlq2rSp6Sx4iPj4eK1Zs0Z///vf9fzzz6tPnz4qLCw0nQUvFhQUpC5dujDUulDXrl0VExOjzMxM0ykAAAAegaEWAAAAgEdq6BO1tbW1mjdvnkaOHNkg7+fOzpw5owceeEB33HGHRowYoY0bN+q6664znQUP5OPjowkTJmjLli2qrKyU1WrVO++8YzoLXiw5OVlbt241neHVMjIyGGoBAAAuEUMtAAAAAI9kt9vl5+en0NDQBnm/DRs2qLi4WMOGDWuQ93NXa9euldVqVVZWlubOnavp06crODjYdBY8XGxsrNatW6dx48Zp/PjxGjNmjMrKykxnwQtZrVZO1LqYzWbTgQMH+JwBAAAuAUMtAAAAAI9UXFys8PBwWSyWBnm/7OxsRUVFKTY2tkHezx2988476tevn6699lrl5OQ0+tEaztWkSRNNmTJFixYt0qpVq2S1WvXVV1+ZzoKXsVqtOnz48MXr8+F8PXr0UPv27TlVCwAAcAkYagEAAAB4JLvd3mDXHkvS/PnzNXTo0AZ7P3dSWVmpe++9Vw899JD++7//WwsWLNDVV19tOgteKi0tTVu3blXXrl3Vp08fTZ061XQSvEhycrIkKTc313CJ97JYLBo5cqSysrJMpwAAALg9hloAAAAAHqkhh9rjx48rJydHQ4YMaZD3cyd79+7VDTfcoLlz5yo7O1vPPPOMfHz4oyRcKyIiQgsWLNCECRN033336YEHHlB1dbXpLHiBtm3bqnXr1lzL62IZGRnatm2b9u/fbzoFAADArfGnawAAAAAeyW63KyIiokHea/78+QoMDFT//v0b5P3cxdy5c9WjRw8FBgZqy5YtGjhwoOkkNCK+vr564YUX9K9//UuffPKJBgwYoGPHjpnOghdISkpiqHWxvn37qkWLFpyqBQAA+BkMtQAAAAA8UkOeqM3Ozlb//v3VtGnTBnk/d/Dqq6/KZrPp1ltv1apVq3TNNdeYTkIjdfvtt2v9+vU6efKkevbsqR07dphOgodLTk7W1q1bTWd4NX9/fw0bNoyhFgAA4Gcw1AIAAADwSMXFxQ0y1NbU1GjJkiWN5trj2tpaTZgwQb/73e/0xz/+Ue+//76aNGliOguNXHx8vDZs2KBOnTrpxhtv1Pz5800nwYNZrVYVFBRwnbaLZWRkaM2aNTp+/LjpFAAAALfFUAsAAADAIzXUidrVq1errKysUQy15eXlGjVqlN5++219/PHHeuaZZ0wnARe1aNFCCxculM1mU3p6ut566y3TSfBQVqtV1dXVKigoMJ3i1QYPHqwmTZpo7ty5plMAAADcFkMtAAAAAI/UUENtdna2oqOjde2117r8vUw6fvy4+vXrpzVr1mjZsmUaM2aM6STgewICAjR9+nQ98cQTeuihh/T000/L4XCYzoKHiYmJUZMmTbj+2MWaNm2qtLQ0rj8GAAD4CX6mAwAAAACgvqqqqnT27FlFRES4/L2ys7O9/jTtoUOHlJaWJovFonXr1nn9KA3PZrFYNGnSJHXq1Enjx49XUVGR3njjDfn48LPouDR+fn6Kj4/Xtm3bTKd4PZvNpgcffFCnT59WaGio6RwAAAC3w59iAAAAAHgcu90uSS4/UXvs2DHt2LFDgwcPdun7mFRYWKj+/fvL399fy5cvZ6SFx/j1r3+tzMxMffDBB7rrrrt0/vx500nwIFarlaG2AYwcOVK1tbVasGCB6RQAAAC3xFALAAAAwOM01FC7ZMkS+fv7q3fv3i59H1MKCgp00003qUWLFlqxYoXatm1rOgmol2HDhik7O1tz5szRqFGjdO7cOdNJ8BBWq5WrjxtAeHi4evfuzfXHAAAAP4KhFgAAAIDHKS4uliSXX328ZMkSpaamKjg42KXvY0JOTo769u2rqKgoLVu2rEGukQZcoV+/fsrOztaKFSuUkZGhyspK00nwAMnJySopKdHhw4dNp3g9m82m+fPnq7q62nQKAACA22GoBQAAAOBxSkpKZLFYFBYW5tL3WbZsmdLS0lz6HiZs2bJFAwYMUHJyshYuXMhzA+HxevfurSVLlmjjxo0aMWIEJ2vxs5KSkmSxWLj+uAHYbDadPn1aX375pekUAAAAt8NQCwAAAMDj2O12hYWFyc/Pz2XvkZ+fryNHjnjdUJuXl6dBgwapR48emj17tpo2bWo6CXCKHj16aOnSpdqyZYt+8Ytf8Mxa/KSwsDB17NiR648bQMeOHZWSkqLMzEzTKQAAAG6HoRYAAACAxykpKVHLli1d+h5LlixRWFiYunfv7tL3aUh79+7VLbfcoi5dumjmzJlq0qSJ6STAqZKTky9eg3zHHXeopqbGdBLcWHJyMidqG4jNZlNWVpbq6upMpwAAALgVhloAAAAAHqe0tFQtWrRw6XssWbJEAwYMkK+vr0vfp6EcOXJEAwcOVKtWrTRv3jyFhISYTgJc4oYbblB2drYWLlyocePGMQzhR1mtVobaBpKRkaETJ05ow4YNplMAAADcCkMtAAAAAI/j6hO1NTU1WrFihddce3zixAkNGDBAoaGhWrp0qctHbsC01NRUff755/r3v/+tCRMmmM6Bm7Jardq3b5/Onj1rOsXrJSQkqGvXrlx/DAAA8B8YagEAAAB4HFcPtRs2bNDp06e9YqitqKjQiBEjJEmLFi1y+ZXRgLsYMmSIPvnkE7355pt68cUXTefADSUnJ6uurk65ubmmUxqFkSNHMtQCAAD8B4ZaAAAAAB7H1UPtkiVLdM0116hLly4ue4+GUFdXp7vuukv79+/X3Llz1bp1a9NJQIMaNWqUJk+erCeffFIff/yx6Ry4mcjISIWFhXH9cQPJyMjQ3r17lZeXZzoFAADAbfiZDgAAAACA+nL1ULt06VKvOE37u9/9TtnZ2VqyZIm6du1qOgcw4tFHH1VhYaHuu+8+RUZGKjU11XQS3ITFYlFiYiJDbQPp2bOn2rZtq8zMTMXHx5vOAQAAcAucqAUAAADgcUpKSlz2nNXKykpt3LhRAwYMcMnrN5RXXnlFr732mt577z2GKTR6U6ZM0eDBg5Wenq7du3ebzoEbSU5O1tatW01nNAo+Pj4aMWKEsrKyTKcAAAC4DYZaAAAAAB7HlSdq165dq6qqKvXp08clr98Q5s2bp4kTJ+r555/XnXfeaToHMM7Hx0cfffSRoqKiNGLECJWVlZlOgpuwWq3avn27amtrTac0ChkZGdq8ebMKCwtNpwAAALgFhloAAAAAHqWqqkoVFRUuG2pXrFihzp07q0OHDi55fVfbu3ev7rrrLt1111164oknTOcAbiM4OFizZ8/WmTNnNHbsWNXV1ZlOghuwWq2qqKjQ3r17Tac0CjfffLPCwsI0Z84c0ykAAABugaEWAAAAgEex2+2S5NKhtm/fvi55bVerrKzU6NGjFRkZqTfeeMN0DuB22rZtq5kzZ2rhwoX6y1/+YjoHbiAxMVF+fn5cf9xA/P39NXjwYK4/BgAA+D8MtQAAAAA8SklJiSTXDLXnzp3Txo0bPXaoHT9+vA4ePKiZM2eqadOmpnMAt9SzZ0+99NJLeuaZZzR//nzTOTAsMDBQ0dHR2rZtm+mURsNms2nlypUqLi42nQIAAGAcQy0AAAAAj1JaWirJNUPt+vXrde7cOY8caqdMmaKPPvpIH3/8saKiokznAG7t4Ycf1tixY3XXXXdp3759pnNgmNVqZahtQMOGDZO/v7/mzp1rOgUAAMA4hloAAAAAHuXCidoWLVo4/bVXrFihyMhIdezY0emv7Urr16/XE088oUmTJmnw4MGmcwCP8Prrr+uaa67R7bffrurqatM5MIihtmGFhIRowIABXH8MAAAghloAAAAAHqakpEQhISEKDAx0+mt74vNpz5w5o7vuuks333yznnzySdM5gMdo2rSpPv/8c+3atUtPP/206RwYlJycrKNHj3IVbwOy2WxatGiRysvLTacAAAAYxVALAAAAwKOUlJS45NrjqqoqrV+/3uOG2kceeUSnTp3S1KlTZbFYTOcAHqVLly6aMmWKJk+erGXLlpnOgSGJiYmSpO3btxsuaTzS09NVXV2tRYsWmU4BAAAwiqEWAAAAgEcpLS11yVC7ceNGVVZWql+/fk5/bVeZOXOmPvjgA73//vtq27at6RzAI91333267bbbNHbsWNntdtM5MKBt27a66qqrlJubazql0WjVqpVuvPFGZWZmmk4BAAAwiqEWAAAAgEcpKSlxyfNply9frvbt2ysqKsrpr+0KR48e1f3336/x48dr5MiRpnMAj/bWW2/J19dXv/nNb0ynwJDExERO1DYwm82mOXPm6Pz586ZTAAAAjGGoBQAAAOBRXHX18apVqzzm2mOHw6F77rlHrVq10uTJk03nAB6vRYsWmjp1qrKysjR9+nTTOTCAobbhjRo1SmVlZVq5cqXpFAAAAGMYagEAAAB4FFcMtbW1tdqwYYN69+7t1Nd1lWnTpmn58uX64IMP1LRpU9M5gFe4+eab9dvf/laPPfaYTp48aToHDSwxMVE7duxQXV2d6ZRGIzIyUklJSVx/DAAAGjWGWgAAAAAexRVDbW5urk6fPq3U1FSnvq4rHD9+XBMnTtQjjzyi66+/3nQO4FWef/55hYaG6tFHHzWdggaWmJioiooK7d+/33RKo2Kz2ZSVlSWHw2E6BQAAwAiGWgAAAAAexRXPqF27dq1CQ0MVFxfn1Nd1hf/6r/9SaGionn32WdMpgNcJDg7W66+/rn/961+aPXu26Rw0oISEBPn4+Cg3N9d0SqOSkZGho0ePatOmTaZTAAAAjGCoBQAAAOBRXHGids2aNerVq5d8fX2d+rrONm/ePM2YMUNvv/22QkJCTOcAXmnIkCEaM2aMHnzwQZ06dcp0DhpI06ZN1blzZ55T28CSk5MVFRWlrKws0ykAAABGMNQCAAAA8Bg1NTU6ffq0y4Zad3bmzBk98MADuvvuuzVo0CDTOYBXe+WVV1RVVaWnn37adAoaUGJiIkOtAenp6TynFgAANFoMtQAAAAA8RmlpqRwOh1OH2qNHj+rQoUNu/3zav/zlL6qoqNDLL79sOgXweq1atdKLL76oN998Uzt27DCdgwaSmJjI1ccGZGRkqKCgQDt37jSdAgAA0OAYagEAAAB4jJKSEkly6lC7evVq+fn56frrr3faazrb/v379corr+jPf/6zIiIiTOcAjcK9996rlJQUTZgwwXQKGkhSUpL27dun8vJy0ymNSmpqqq666iquPwYAAI0SQy0AAAAAj+GKoXbt2rWyWq1u/czXiRMnqlOnTho/frzpFKDR8PHx0auvvqovv/xSs2fPNp2DBpCYmKi6ujrl5+ebTmlUfH19NWLECIZaAADQKDHUAgAAAPAYpaWlkpw71Lr782m//PJLZWZm6uWXX5a/v7/pHKBRufHGGzV69Gg99thjqqqqMp0DF+vcubOCg4N5Tq0BNptNGzdu1JEjR0ynAAAANCiGWgAAAAAeo6SkRAEBAQoODnbK65WXl2vbtm1u+3za2tpa/e53v9OwYcM0ePBg0zlAozR58mQdO3ZM//jHP0ynwMV8fHwUFxfHUGvALbfcopCQEE6vAwCARoehFgAAAIDHKCkpUXh4uNNeb8OGDaqpqXHbE7UfffSR8vLyNHnyZNMpQKPVvn17Pf744/rrX/+qsrIy0zlwsaSkJOXm5prOaHQCAwM1aNAgrj8GAACNDkMtAAAAAI9RUlLi1GuP169fr/bt26tDhw5Oe01nOX/+vJ577jndc889iomJMZ0DNGoTJ06Uj4+PXn75ZdMpcLHExESGWkNsNpuWL19+8TEHAAAAjQFDLQAAAACPUVpaqhYtWjjt9davX6+ePXs67fWcadq0aTp06JD+3//7f6ZTgEYvNDRUEydO1JQpU3Ty5EnTOXChxMREFRcX6/jx46ZTGp3hw4fLYrFo/vz5plMAAAAaDEMtAAAAAI/h7BO1Gzdu1A033OC013OW6upqPf/887r//vsVFRVlOgeApEceeURNmzbVSy+9ZDoFLpSUlCRJPKfWgObNm6tfv37KzMw0nQIAANBgGGoBAAAAeAxnDrUHDhzQiRMn3HKoffvtt3X8+HE99dRTplMA/J/g4GD94Q9/0Ouvv64TJ06YzoGLREREqE2bNlx/bIjNZlN2drYqKipMpwAAADQIhloAAAAAHsOZQ+2GDRvk5+enbt26OeX1nOXcuXN6/vnn9cADD6h9+/amcwB8y0MPPaTQ0FD97W9/M50CF0pKSuJErSEZGRk6d+6cli5dajoFAACgQTDUAgAAAPAYJSUlTntG7YYNG5SYmKjg4GCnvJ6zfPTRRyopKdETTzxhOgXAfwgKCtLEiRP17rvvqrS01HQOXCQxMZGh1pA2bdro+uuv5/pjAADQaDDUAgAAAPAYzj5R627XHjscDk2ZMkV33nmn2rZtazoHwA+4//775efnp7feest0ClwkMTFReXl5qqmpMZ3SKNlsNs2ePZvPHwAANAoMtQAAAAA8gsPhUFlZmVOG2vPnzysnJ8fthtp58+apoKBAjz32mOkUAD+iWbNm+s1vfqNXX31V586dM50DF0hMTFRVVZX27t1rOqVRuvXWW2W327VmzRrTKQAAAC7HUAsAAADAI5w6dUo1NTVOGWpzc3NVWVnpdkPtSy+9pCFDhig+Pt50CoCf8Mgjj6i0tFT//ve/TafABeLi4uTr66u8vDzTKY1Sly5dFBcXp6ysLNMpAAAALsdQCwAAAMAjlJSUSJJThtr169erefPmio6OvuLXcpbNmzdr+fLlevzxx02nAPgZ7dq10x133KGXXnpJDofDdA6crEmTJurUqZN27NhhOqXRstlsyszM5L8vAADg9RhqAQAAAHgEZw61GzZsUI8ePeTj4z5/JHr11VeVnJysAQMGmE4BcAkef/xx7dixQ0uXLjWdAhdISEjgRK1BGRkZOnjwoLZu3Wo6BQAAwKXc53+VAAAAAICf4OyhtmfPnlf8Os5SVlamL774Qg899JDpFACXKCkpSampqXr33XdNp8AFEhISOFFrUPfu3dWhQweuPwYAAF6PoRYAAACARygtLZWvr69CQ0Ov6HXKysq0Z88e9ejRw0llV2769Ony8fHRHXfcYToFQD3cf//9ysrK0smTJ02nwMni4+O1Z88eVVVVmU5plCwWi9LT05WZmWk6BQAAwKUYagEAAAB4hJKSErVo0eKKryvevHmzHA6HWw21U6dO1ZgxY9SsWTPTKQDqYfTo0QoODtaHH35oOgVOlpCQoJqaGu3atct0SqNls9m0fft27d6923QKAACAyzDUAgAAAPAIpaWlCgsLu+LX2bRpk66++mq1bdvWCVVXbt26ddq2bZvuv/9+0ykA6ikoKEhjxozRu+++K4fDYToHTtS1a1cFBARw/bFBffv2VUREhGbPnm06BQAAwGUYagEAAAB4hJKSEqc8n3bz5s267rrrnFDkHO+++66SkpLc6oQvgEv3wAMPaNeuXVq9erXpFDiRv7+/unbtqry8PNMpjZafn5+GDh3Kc2oBAIBXY6gFAAAA4BFKS0vVokWLK36dzZs3q3v37k4ounIVFRX6/PPPOU0LeLCkpCRdd911mjZtmukUOFlCQgInag2z2Wxat26djh8/bjoFAADAJRhqAQAAAHiEsrKyKx5qS0tLVVhY6DZD7dy5c1VZWanRo0ebTgFwBcaMGaPMzExVVVWZToETxcfHM9QaNmjQIAUFBWnOnDmmUwAAAFyCoRYAAACAR3DGidrNmzfL4XCoW7duTqq6Mp999pkGDBigVq1amU4BcAVGjx6t06dPa/HixaZT4EQJCQk6cOCAysvLTac0Wk2bNtXAgQOVmZlpOgUAAMAlGGoBAAAAeARnDLWbNm1Su3bt1LZtWydVXb7y8nItWLCA07SAF2jfvr1uvPFGffbZZ6ZT4ETx8fGqq6tTfn6+6ZRGzWazadmyZTp9+rTpFAAAAKdjqAUAAADgEUpLSxUWFnZFr+FOz6edNWuWqqqqlJ6ebjoFgBOMHj1aWVlZqqysNJ0CJ+ncubOCg4O5/tiwESNGqLa2VtnZ2aZTAAAAnI6hFgAAAIBHcNbVx+4y1H7++edKS0vTVVddZToFgBOMHj1aFRUVWrhwoekUOImPj49iYmKUl5dnOqVRa9mypfr06cP1xwAAwCsx1AIAAABwe7W1tTpz5swVDbUlJSU6cOCArrvuOieWXZ6KigotWLBAt912m+kUAE7Spk0b9erVSzNnzjSdAieKj49nqHUDNptN8+bN07lz50ynAAAAOBVDLQAAAAC3d+rUKTkcjisaajdv3iyHw6Fu3bo5sezyfPnll6qqqtLQoUNNpwBwomHDhmnBggWqq6sznQIniY+P5+pjN3DrrbeqvLxcX375pekUAAAAp2KoBQAAAOD2SktLJemKhtpNmzapffv2atOmjbOyLlt2draSk5PVtm1b0ykAnGjIkCEqKirSli1bTKfASRISEnTkyBGVlJSYTmnU2rVrp+7duysrK8t0CgAAgFMx1AIAAABwexeG2rCwsMt+jZycHLc4TStJCxYs0JAhQ0xnAHCypKQkdejQQdnZ2aZT4CQJCQmSpIKCAsMlsNlsmjVrlmpra02nAAAAOA1DLQAAAAC354wTtTk5OUpJSXFW0mXbs2eP9u3bx1ALeKlbbrlFCxYsMJ0BJ+nQoYPCwsK4/tgNZGRk6MSJE1q/fr3pFAAAAKdhqAUAAADg9kpLS+Xj46PQ0NDL+vWnT5/W/v37lZyc7OSy+svOzlZoaKhuuOEG0ykAXGDw4MHasGGD7Ha76RQ4gcViUWxsrPLy8kynNHpxcXGKjo7m+mMAAOBVGGoBAAAAuL3S0lI1b95cPj6X90eYbdu2qa6uzi2G2sWLF2vgwIHy9/c3nQLABQYOHCiLxaJly5aZToGTJCQkcKLWTaSnp+uLL74wnQEAAOA0DLUAAAAA3F5ZWdkVXXu8detWhYWFqWPHjk6sqj+Hw6G1a9eqX79+RjsAuE7z5s1ltVq1evVq0ylwkvj4eG3fvt10BvTNc2oLCwv59wEAALwGQy0AAAAAt1daWnpFQ+22bduUkpIii8XixKr6y8vLU0lJiVJTU412AHCt1NRUrVmzxnQGnCQhIUHFxcU6efKk6ZRGr2fPnmrfvr0yMzNNpwAAADgFQy0AAAAAt3elQ+3WrVvd4trjNWvWKCQkRImJiaZTALhQamqqtm3bprNnz5pOgRMkJCRIEs+pdQMWi0XDhw/nObUAAMBrMNQCAAAAcHulpaUKCwu7rF9bU1OjvLw8txlqe/bsKT8/P9MpAFyod+/eqqmp0caNG02nwAlat26t8PBw5efnm06Bvrn+OCcnR4WFhaZTAAAArhhDLQAAAAC3dyUnavPz83Xu3Dm3GWq59hjwfldffbUiIyO5/tiLxMTEqKCgwHQGJA0YMEAtWrTQ7NmzTacAAABcMYZaAAAAAG6vrKzssofarVu3KiAgQDExMU6uqp8TJ05o//796tWrl9EOAA2D59R6l7i4OIZaN+Hv768hQ4bwnFoAAOAVGGoBAAAAuL0rOVG7bds2JSQkKCAgwMlV9ZOTkyNJ6t69u9EOAA2je/fu2rJli+kMOElsbCxXH7sRm82m1atXq6ioyHQKAADAFWGoBQAAAOD2ruQZtVu3bnWLa49zc3PVvn17hYeHm04B0AASExNVVFSkkydPmk6BE8TGxur48eOy2+2mUyBpyJAh8vf319y5c02nAAAAXBGGWgAAAABuzeFw6NSpU5d9ojY3N9cthtrt27crMTHRdAaABmK1WiV983sQPF9cXJwkaefOnYZLIEkhISFKS0vj+mMAAODxGGoBAAAAuLXTp0+rtrb2sobaw4cPq7i4+OJgYlJubq6SkpJMZwBoIFdddZVat27NUOslOnTooGbNmnH9sRux2WxatGiRzpw5YzoFAADgsjHUAgAAAHBrpaWlknRZQ+22bdtksViMD6Tnz5/Xzp07OVELNDKJiYnavn276Qw4gcViUUxMjAoKCkyn4P+kp6ertrZWixYtMp0CAABw2RhqAQAAALi1srIySZc31G7fvl0dOnS47OfbOktBQYGqq6uND8YAGlZSUhJDrReJi4vjRK0biYiIUK9evZSVlWU6BQAA4LIx1AIAAABwa1dyonb79u1uMY7u3r1bPj4+6tq1q+kUAA0oNjaWZ5p6kdjYWE7Uuhmbzaa5c+equrradAoAAMBlYagFAAAA4NZKS0tlsVjUvHnzev/a7du3u8V1w4WFhWrXrp0CAwNNpwBoQFFRUSovL1dRUZHpFDhBbGysDh8+zDNR3UhGRoZOnTqlFStWmE4BAAC4LAy1AAAAANxaaWmpQkJC5OfnV69fV11drd27d7vFUHvgwAFFRkaazgDQwKKioiR983sAPF9cXJwcDgenat1IZGSkrFYr1x8DAACPxVALAAAAwK2VlpZe1rXHO3fuVHV1tdsMtRcGGwCNR4cOHeTr66vCwkLTKXCCTp06KSgoiKHWzdhsNmVlZcnhcJhOAQAAqDeGWgAAAABurays7LKfTxsQEOAWz4UtLCzkRC3QCPn7+6tdu3YMtV7iwrPGGWrdi81m09dff62NGzeaTgEAAKg3hloAAAAAbu1yT9Ru375dMTExCggIcEHVpXM4HDp48CBDLdBIRUVFcfWxF4mNjVV+fr7pDHyL1WpVp06duP4YAAB4JIZaAAAAAG7tcofa3Nxct7j2uLi4WBUVFerYsaPpFAAGREZGMtR6EYZa92Sz2fTFF1+YzgAAAKg3hloAAAAAbu1KTtS6w1B78uRJSVLr1q0NlwAwoXXr1ioqKjKdASeJi4tTYWGhKisrTafgW2w2m/bs2cO11AAAwOMw1AIAAABwa3Ij0SkAACAASURBVKWlpQoLC6vXrykrK9PRo0eVlJTkoqpLV1xcLEmKiIgwXALAhPDwcNntdtMZcJK4uDjV1dVp165dplPwLampqWrTpg3XHwMAAI/DUAsAAADArV3Oidrc3Fw5HA63OFFrt9tlsVjUsmVL0ykADAgPD7/4AxvwfF26dJG/vz/XH7sZHx8fDR8+XJmZmaZTAAAA6oWhFgAAAIBbKysrq/dQu337doWFhaldu3Yuqrp0drtdoaGh8vf3N50CwICIiAidPXtWVVVVplPgBP7+/rr22mu5YtcN2Ww2bdq0SYcPHzadAgAAcMkYagEAAAC4tcsZavPy8pSQkCCLxeKiqktnt9sb9bXHmzZtksVi0TPPPPOTXzPRYYo7tCxYsEAWi0WvvPKKy97j7NmzeuSRRxQZGSk/Pz9ZLBadPXtWkjRz5kx169ZNISEhslgs3/lr/PjxLmsyITw8XJK4/tiLxMbGMtS6obS0NDVr1kyzZ882nQIAAHDJGGoBAAAAuK3y8nJVV1fXe6jNz89XfHy8i6rqx263Xxxq8ONWr14ti8WiSZMmmU6Bk/zP//yPXnvtNR08eFC1tbUXv15QUKDbb79dOTk5Ki8vN1jYMC78oAZDrfeIi4vj6mM3FBgYqMGDB3P9MQAA8CgMtQAAAADcVmlpqSQpLCysXr+uoKBAsbGxrkiqt9OnTys0NNR0hlu57rrr5HA4GvREqYn3bOwWLFig5s2bKz8/X7W1tXI4HAoJCdGSJUtUU1OjSZMm6dy5c3I4HHI4HCosLDSd7BLNmzeX9M3vBfAOcXFx2rt3r6qrq02n4D/YbDatWLFCJSUlplMAAAAuCUMtAAAAALd1Yaitz4lau92ukydPus1QW1VVpSZNmpjOABrcsWPHFB0drdjYWPn4+Hzn65I0dOhQBQYGmsprMAEBAZLEqOdFoqOjdf78ee3fv990Cv7D0KFD5ePjo3nz5plOAQAAuCQMtQAAAADc1uUMtReuo4yLi3NJU31VV1dfHGrcWW1trV577TV1795dLVq0UFhYmK677jq9/PLLqqiouPh933626dKlS9WrVy81bdpUrVq10v3336+ioqKffa//fEbrpEmTdNNNN0mSnn766e88r9RZ3T/0XNhv/7N8+eWX6tWrl4KDg9WhQwe98MILF7/vtddeU3R0tJo0aaKYmBh9/vnn32lwxmciSQ6HQ1OnTlWvXr3UrFkzBQUFyWq16vXXX5fD4bik17jUz+Pb1q9fr379+ik4OFjh4eG65557vnca7b333pPFYtGMGTO+9+sv/L2srCxJ0qOPPiqLxaLS0lJt3Ljxe8+gff755yVJ3bp1u6R/z874XEy6MEZXVVUZLoGzREdHy2KxaNeuXaZT8B+aN2+uAQMGXPz9CAAAwN35mQ4AAAAAgB9TVlYmqX5XHxcUFCgkJETt2rVzVVa9VFVVecRQ+9RTT+nvf//7d762efNmbd68WQEBAXr44Ye/8/fWrl2riRMnXnz2aGVlpd577z2tXr1aX331lUJCQtyy+4esX79ev//971VTUyNJqqio0FNPPaXAwEAdP35cL7744sXv3bVrl+644w516dJFycnJ33mdK/lMHA6H7r77bn388cff+Xpubq4efvhhbdu2Te+8887P/rPU9/P46quv9OSTT14cESsqKjR9+nQdOHBAK1as+Nn3czVnfS4mXfjvn6HWewQHB6tdu3YMtW7KZrPpscceU0VFhZo2bWo6BwAA4CdxohYAAACA2yotLVXTpk3rdT1qQUGB4uLiLuk0ZkPwlBO1WVlZCg4O1hdffKGysjKVl5dr69atmjhx4g8OjJ9//rnuvvtu7dmzR2fPntXKlSuVmJionTt36m9/+1u93vuPf/yjVq1aJUl67rnnLj6z9FJOS9a3+4d8+umnevjhh3XgwAGdPXtWM2bMkL+/v/785z/rzTff1HvvvaeTJ0/Kbrfr8ccfV11dnaZMmeLUz+Sjjz7Sxx9/rMTERM2fP192u11nz57VihUrZLVa9e6772rdunVO/zw++eQT/epXv9KePXtUUVGh1atX65prrtHKlSu1bdu2S/r8/tMrr7wih8Oh5s2b64YbbvjOv0+Hw6EnnnhCkpSTk/Oz/56d9bmYFBAQIIvFwlDrZaKjoxlq3ZTNZtO5c+e0ePFi0ykAAAA/ixO1AAAAANxWaWlpva49lr65+thdnk8rec5Q2759e0nSyJEj5ef3zR8VrVarrFbrD37/9ddfr6lTp14cxG+66SZlZWUpJiZGM2bM0HPPPeeW3T9k8ODB3xleR40apZEjR+qLL77QSy+9pHHjxl38e3/729/03nvvXbxi+9uu5DOZNm2afH19tXDhQrVt2/bi1/v06aNPPvlE8fHxmjVrlm688caf/Gep7+dxyy236M0337z4f6empuoPf/jDxdOq9fkcXcFZn4tpAQEBPKPWy0RHR1/2DzPAtVq3bq2ePXsqKytL6enppnMAAAB+EidqAQAAALit0tLSel17LH1zopahtv6mTJmiuro6XXvttXrggQf0xhtvKCcn50e//5ZbbvneqeVOnTqpa9eu2rdvn9O6iouLv/eM04iIiMvu/iF9+/b93tc6duwo6ZtB8Nt8fX3Vrl07nThx4nu/5ko+k7y8PNXW1qpDhw7y8/OTr6+vfHx85OPjo/j4eEnSoUOHnP559OvX73tf69SpkyTpzJkzP9ncEC71c3F3gYGBnKj1MpyodW82m01z5sy5eKU9AACAu2KoBQAAAOC2Tp06Va+h9uzZszpy5Iji4uJcWFU/Pj4+qqurM53xs6xWq3bu3Knp06crKipKq1at0uDBgxUfH6/t27ebzvtRzuhu0qTJ9752YXD9sb/n7H+nF16vtrZWtbW1qqur+961wJdyIrO+n0dQUND3vnbhn/3b7+3j4/Odzm+rrKz82a7L5azPxbTa2lr5+vqazoATRUdHq7i4WHa73XQKfkBGRobsdvvFa/UBAADcFVcfAwAAAHBb9b36uKCgQA6Hw61O1HrSlad+fn7q06fPxVOkFRUVio6O1rhx47Rx48bvfO+iRYv07LPPfucE6f79+7V792517ty53u99YQj8z9NPERERP/us2vp0u9KVfCYxMTHasmWLvv76azVv3vwnv9fE59GqVStJUmFh4ff+3rJlyy7rNS9FfT4Xd1ZVVeURJ+tx6aKjoyVJu3btUq9evQzX4D9de+21io+PV1ZWlvr37286BwAA4EdxohYAAACA26rvidr8/Hw1adJEUVFRLqyqn8DAQI8Yanv16qW33npL+fn5qqys1KlTp7RgwQLZ7Xbt37//e9+/ceNGjRs3Tnv37lV5eblWr16tjIwMnT9/Xrfddlu9379ly5aSpFWrVtXrhFp9u13pSj6TcePGqaKiQmlpaZo7d66KiopUXV2tgwcPat68eRo1apSWLl36sw2u+jwunFJ/5ZVXtHz5clVWVurAgQN6/PHHlZWVddmv+3Oc9bmYVFdXp5qaGgUGBppOgRNdc801atq0Kdcfu7GMjAzNnDnzZ3+4BQAAwCRO1AIAAABwW2VlZerQocMlf39BQYG6du3qVleMBgQEeMSzKbds2aJ169b94N+7//77v/e12267TdOnT9e0adO+8/WYmBg98cQT9X7/Ll26qF27dlq2bNl3nrn6c/8De327XelKPpN77rlHK1as0D//+U+NGDHiB7/nUv55XPV5dOrUSbfeeqtmzpz5ndNpfn5+uvvuu/Xhhx9e9mv/FGd9LiZd+EENhlrv4uPjo2uvvZah1o3ZbDZNmjRJW7ZsUffu3U3nAAAA/CBO1AIAAABwW2VlZfW67rSgoMCtnk8rec6J2g0bNui3v/2t4uLiFBQUpIiICKWmpuq9997TlClTvvf9qampys7O1vXXX3/x+8eNG6eVK1cqJCSk3u/v6+urGTNmqHfv3goODnZZtytdyWdisVg0bdo0ffrpp0pLS1OLFi0UEBCgTp06yWazKTMzU2lpaT/b4MrP4/3339evf/1rhYeHq0mTJrrxxhu1ZMmSi1csu4KzPheTLvygBkOt94mOjmaodWPdu3dXVFSUS0/9AwAAXCmLg/s/AAAAALipyMhI/fa3v9Xvf//7S/r+Ll266O6779af/vQnF5ddunHjxunYsWOaP3++6RSnWLBggYYMGaIpU6bo0UcfNZ3jFvhM8FOKiorUqlUrLV++XH379jWdAyd6+umn9cUXXyg/P990Cn7EhAkTtHTpUu3YscN0CgAAwA/iRC0AAAAAt1WfZ9RWVVWpsLBQsbGxLq6qn6CgIFVWVprOAGDIhf/+mzRpYrgEzhYdHa19+/appqbGdAp+hM1mU15ennbv3m06BQAA4Acx1AIAAABwS3V1dTp9+vQlD7W7du1SbW2t2w21LVu2lN1uN50BwJAL//1/+9nL8A7R0dGqrq7WgQMHTKfgR/Tp00cRERGaNWuW6RQAAIAfxFALAAAAwC2dPn1adXV1lzzUFhQUyM/PT126dHFxWf2Eh4cz1AKNWHFxsaRvfi+Ad4mJiZHFYtHOnTtNp+BH+Pr6avjw4crMzDSdAgAA8IP8TAcAAAAAwA85deqUJKl58+aX9P0FBQXq3LmzAgMDXZlVb+Hh4ReHGm8wePBgORwO0xluhc8EP8Vut8vPz++Sfy+D52jWrJnatGmjXbt2afjw4aZz8CNsNptuvfVWHTt2TG3btjWdAwAA8B2cqAUAAADglsrKyiTpkk/U5ufnu921x9I3151WV1frzJkzplMAGFBcXKyWLVvKYrGYToELREdHa9euXaYz8BNuueUWBQUFafbs2aZTAAAAvoehFgAAAIBbqu9QW1BQ4JZD7YXrTrn+GGic7HY71x57MYZa9xcUFKRBgwYpKyvLdAoAAMD3MNQCAADg/7N352E15v8bwO+jRZakUmRtOcdOIWvZizDSUDHGvif7GmZG1rFlHV9kj7HEjMiSPUMYsmYvlSzZopNo7/z+mF99v40QLZ/n1P26LteY5zw9z31cyDn3+bw/RJKUUdTmZFxoamoqQkNDJV3UFqbxx0SUczExMTAwMBAdg/IJi1r14OTkhJMnT2b+24KIiIhIKljUEhERERGRJMXGxqJEiRI52nM2PDwcSUlJqF27dgEk+zomJiaQyWR4+vSp6ChEJMCTJ09QsWJF0TEon9SoUQMvXrxgAShxXbt2hUwmw5EjR0RHISIiIsqCRS0REREREUmSUqn8qv1pZTIZatSokc+pvl6JEiVgbGyMyMhI0VGISIDIyEiYmZmJjkH5JOP7zoMHDwQnoc8pW7YsWrVqxfHHREREJDksaomIiIiISJJiY2O/an/aqlWronTp0vmc6tuYmpqyqCUqoiIiIljUFmJmZmbQ0dHh+GM14OTkhMOHDyMxMVF0FCIiIqJMLGqJiIiIiEiSvmZF7d27dyW5P20GMzMzREREiI5BRAVMqVQiNjYWpqamoqNQPilWrBgsLCxY1KoBJycnvH//HidPnhQdhYiIiCgTi1oiIiIiIpKk2NhY6Onp5ejcO3fuSHJ/2gxcUUtUNIWHhwMAV9QWcjVq1GBRqwYqVaoEa2trjj8mIiIiSWFRS0REREREkpTT0ccqlQr379+X9IpaU1NTrqglKoIiIiIgk8lQrVo10VEoH8nlcoSFhYmOQTnw/fff48CBA0hLSxMdhYiIiAgAi1oiIiIiIpKonI4+fvz4MeLj4yVd1JqbmyMuLg6vXr0SHYWICtDDhw9RsWJF6OjoiI5C+UihUCAsLAwqlUp0FPoCJycnvHz5EufPnxcdhYiIiAgAi1oiIiIiIpKonK6ozRg3WaNGjfyO9M3q1q0LAAgJCRGchIgKUkhICOrVqyc6BuUzuVyO+Ph4PH/+XHQU+oJatWqhZs2aHH9MREREksGiloiIiIiIJCmne9SGhoaibNmyKFeuXAGk+jYmJiYwNjbGzZs3RUchogJ08+ZNFrVFgEKhAACOP1YTTk5O+PPPP0XHICIiIgLAopaIiIiIiCTqa4rajDfJpaxevXpcUUtUhKSmpuLevXssaouAihUrolSpUggNDRUdhXLAyckJkZGRuHHjhugoRERERCxqiYiIiIhImnK6R21YWJhaFLX169fnilqiIuT+/ftISkpC/fr1RUehfCaTyWBhYcEVtWqiSZMmqFy5MscfExERkSSwqCUiIiIiIsmJj49HampqjopadVpRe/v2baSlpYmOQkQFICQkBJqamqhZs6boKFQA5HI5V9SqCZlMBkdHR+zbt090FCIiIiIWtUREREREJD2xsbEA8MWiNi0tDREREWpR1NavXx8JCQl8I5+oiAgJCUGNGjVQvHhx0VGoACgUCv79rkacnJxw48YNhIeHi45CRERERRyLWiIiIiIikpycFrWPHj1CcnKy2hS1JUuWxMWLF0VHIaICcP78eTRp0kR0DCogcrkcYWFhUKlUoqNQDrRp0wb6+vrYv3+/6ChERERUxLGoJSIiIiIiyVEqlQAAPT29z56XsXpJLpfne6bc0tLSQqNGjRAUFCQ6ChHls9TUVAQHB8PGxkZ0FCogCoUC79+/x/Pnz0VHoRzQ0tJCly5duE8tERERCacpOgAREREREdG/5XRFbWhoKPT19WFgYFAQsXLNxsaGq3eIioBr164hPj6+0BS169evx/3790XHkLTq1asD+Of7komJieA0lBNOTk5wdXXF8+fPUaFCBdFxiIiIqIhiUUtERERERJITGxsLbW1tlCxZ8rPnhYWFZb45rg5sbGywcOFCxMTEwNDQUHQcIson586dQ7ly5VCjRg3RUfLEnj17cP36dZiamoqOIkn379+Hi4sLSpUqhdDQULRq1Up0JMqBTp06QUdHB4cOHcLgwYNFxyEiIqIiikUtERERERFJTmxs7BfHHgP/rFxSh/1pM9jY2EAmk+HChQv47rvvRMchonwSFBSE+vXrIyIiAubm5qLj5AlHR0ds2LBBdAxJ6tChAwDAwsICYWFhgtNQTpUsWRJ2dnbw8/NjUUtERETCcI9aIiIiIiKSHKVS+cWxx4D6FbX6+vqoWbMm96klKuQuXLiAt2/fwsLCAtWqVcOAAQOwdetWPHr0SHQ0ykcKhSJz73RSD05OTjh+/DjevXsnOgoREREVUSxqiYiIiIhIcnJS1KampiIyMlKtiloAaN26NU6cOCE6BhHlk9u3b+PZs2f47bffEBwcjJEjR+Lp06dwc3ODqakpKlasCFdXV3h7e7O4LWRY1KofR0dHpKWlISAgIMvx9PR0REdHC0pFRERERQmLWiIiIiIikpzY2NgvFrWRkZFISUlRu6LWwcEBV69excuXL0VHIaJ8cOTIERgYGKBp06Zo1KgRpk6diuPHjyMuLg7BwcEYO3Ys3r59i7Fjx8LU1BQWFhbo168fvL298fjxY9HxKRfkcjnCwsKgUqlER6EcMjQ0hI2NDfz8/JCUlITDhw9j6NChMDY2xsKFC0XHIyIioiKAe9QSEREREZHk5KSozVi1ZGFhURCR8kz79u2hpaWFY8eOoU+fPqLjEFEeCwgIgIODAzQ0NLIc19TURKNGjTLL24SEBFy5cgVBQUE4ceIExowZg6SkJJibm8POzg42NjZo3749KlWqJOiZ0NdSKBT48OEDoqOjUbFiRdFxKAeUSiUUCgVOnDgBAwMDfPjwAdra2khLS4OOjo7oeERERFQEcEUtERERERFJTmxsLPT09D57TmhoKIyMjKCvr19AqfJGqVKlYGtriyNHjoiOQkR57P379zh37hwcHBy+eG6JEiVga2ubueL2zZs3OH78OPr27Yvw8HAMHToUlStXhoWFBYYPH449e/YgJiYmT3Lev38fz549y5Nr0X/J5XIA4PhjiXv9+jV8fHzQuXNnGBkZYePGjXjy5Ak+fPgAAEhOToampiaLWiIiIioQLGqJiIiIiEhycrKiNiwsLPNNcXXj4OCAY8eOIS0tTXQUIspDJ0+eREpKCjp06PDVX1uyZEnY2dnB09MzS3Hr4uKC27dv48cff0S5cuWyFLdv3rz5ppw+Pj6oVasWtm7d+k1fT9kzMTGBrq4ui1oJS0tLQ9euXdG/f38cPXoUKSkpUKlUSE1N/ehcFrVERERUEFjUEhERERGR5CiVyhytqFW3/WkzdOrUCa9fv0ZwcLDoKESUhwICAtCgQQOUL18+19cqVaoU7OzssGDBApw7dy5LcXvlyhX06tULxsbGqFOnTmZxGxsbm6NrHzt2DHFxcRg4cCAcHBzw5MmTXOclQCaTwdzcHGFhYaKj0CdoaGhgx44dKF269GfPU6lULGqJiIioQLCoJSIiIiIiycnpHrXqWtTWqVMHZmZm2Ldvn+goRJRH0tPTsX//fnz33Xf5cv3SpUtnFrfBwcGIjY1FQEAAunbtiitXrqBnz54oV64crK2tMXbsWOzZswdKpfKj68THx+PatWsA/imjTp06hRo1asDb2xsqlSpfshclCoWCK2olzszMDDt37vzs73cWtURERFRQWNQSEREREZHkfKmoTUlJQVRUlNoWtQDg4uICX19fFiNEhcTZs2fx7NkzuLq6Fsj9dHV1sxS3L168wL59+2BnZ4egoKAsxa2Hhwf8/f0RFxeHc+fOZRm7npKSgg8fPmDEiBGws7NDVFRUgeQvrBQKBVfUqoHvvvsO7u7u0NDQyPbx9PR0FrVERERUIFjUEhERERGRpCQmJiIpKemzo48jIiKQkpKi1kWtq6srIiIiOP6YqJDw9fVFvXr1ULt2bSH3NzIyQteuXTOL26dPn2Lr1q1o2LAh/vzzTzg6OsLY2BijRo2Ctrb2R1+vUqlw9uxZ1KpVCytWrEB6erqAZ6H+5HI5wsLC+CEcNbB06VJYWVlBS0vro8dY1BIREVFBYVFLRERERESSkrHH4udW1GaMlbSwsCiQTPmhUaNGUCgU8PX1FR2FiHIpPT0d+/btK7DVtDlhYmKC3r17w9vbGw8ePMDjx4+xfv16JCYmIjk5OduvyVhdO2HCBNja2nJl6DdQKBT48OEDnj17JjoKfYGWlhZ8fX2hra0NmUyW5bGCGn389u1bvHr1CuHh4QgPD8ft27dx5coV3LhxI/PY8+fP8fbtW6SmpuZ7HiIiIip4mqIDEBERERER/a+cFrXly5f/7KpbdeDi4oJt27Zh0aJFH71JTETq4/Tp04iOjoazs7PoKJ9UuXJlODk5YeDAgV88Nz09HcHBwahbty5mzZrF1aFfQS6XA/jn+1SlSpUEp6EvMTc3x5YtW+Di4vLRY7kpat++fYuIiAhERkZm/jcqKgoxMTFZfnztyvWyZcvCyMgIhoaGMDQ0RKVKlWBqagpTU1OYmZnB1NQUFSpU+ObcREREVPBY1BIRERERkaTkpKgNCwtT67HHGVxdXTF//nxcvHgRzZs3Fx2HiL7Rnj17YGVlhZo1a4qO8ll//fVXlv1pPyclJQUA4OHhgbJly8LAwCA/oxUaJiYm0NXVRVhYGNq0aSM6DuWAs7Mz3Nzc4O3tneXPR06K2tTUVNy+fRs3b95ESEgIbty4gZCQEERHRwMAZDIZTExMMktUU1NTlCtXDoaGhihXrhwMDAygra2NUqVKAQBKlCgBHR0dpKSkID4+HsA/W0IkJCQgLi4Or1+/xuvXrxETE4PXr18jNDQUx48fx+PHjzNX3Orr66NevXqoV68e6tevj/r168PS0hIlSpTI6186IiIiygMsaomIiIiISFJyuqI2Y9WSOrO0tETt2rWxdetWFrVEaiohIQG+vr6YNm2a6ChfdPr0aWhqamY7QlUmk0FLSwsymQxpaWlZzomNjYW/vz8OHjyI77777qvumZKSgjp16qBZs2bw8fEBALx//x5+fn7YvXs3bt68iejoaBgaGqJly5bw8PBAgwYNcvdEATx69Aj+/v7w9/dHYGAgkpOTceTIETg4OHx07rlz59CyZUsEBASgY8eOub63hYVF5oh+Ug/Lli1DUFAQ7t69m/khheyKzbi4OFy4cAHnz59HUFAQ/v77b8THx6N48eKoXbs26tWrB3t7e9SrVw9mZmaoVq0aihcvnu/5U1NT8eTJE0RERODOnTu4efMmrl69Ch8fH7x79w7a2tpo1KgRWrRoAVtbWzRv3hzly5fP91xERET0ZSxqiYiIiIhIUpRKJTQ0NFC6dOlPnhMaGorWrVsXYKr8M2TIEMycORNLliz57HMmImnau3cv3r17hz59+oiO8kUnT57MUsCWKVMG5cqVQ/ny5VGlShWUL18eRkZGqFChQpafDxkyBGZmZl9d0gLAmjVrEBERgcOHD2ce+/XXXzFv3rws50VHR8PX1xf79u3DgQMHsi1Uv0bTpk3x4sWLHJ1ra2sLe3t7TJ48Gfb29ihWrFiu7q1QKLi/r5opXrw4/vjjD1haWiI1NRUqlQrFixeHSqXC1atXERAQgICAAFy8eBGpqamQy+Vo0aIFvLy80KJFC9SsWROamuLeZtXU1Mxcsdu2bdvM4yqVCuHh4bh48SLOnz+P48ePY/ny5UhPT0f9+vXh4OAABwcH2NjYQEtLS1h+IiKiooxFLRERERERSUpsbCz09PQ+uWdrcnIyoqKiCsXoYwDo168fpk+fjj179uRo70gikpYNGzagW7duMDExER3lixYsWABjY+PMHzktZjQ0NL7pfsnJyZg3bx6cnJyyTEHQ1dVFnz590LNnT9SpUwcVKlTA/fv3MWXKFBw/fhzu7u54+PDhN90zg6mpKZydndG1a1f88ccfWL9+/WfPnzRpEjp27Ig9e/agZ8+eubq3XC7HwYMHc3UNKnhyuRxbtmyBq6srAGDOnDkICgrCixcvYGJigk6dOmHMmDFo1aqV2qxGlclksLCwgIWFBX788UcA/6wKDgoKQkBAAPbt24eFCxeiND7akAAAIABJREFUTJkysLe3z/wzkzGKmYiIiPIfi1oiIiIiIpIUpVIJPT29Tz4eHh6OtLS0QlPUGhoawsnJCevXr2dRS6RmHjx4gLNnz2ZZLSpleTHW92v8+eefePnyJfr165fl+NSpUz8618rKCn5+fqhcuTLCw8MRExMDQ0PDb773xYsXM3/u7+//xfPbt28PExMTrF27NtdFbcaK2vT09FyvzqWCkZaWhtOnT+P48ePQ0dFBYmIiwsPDMW7cODg4OMDS0vKTHyBTN2XKlEGnTp3QqVMnAMDDhw8REBCAAwcOoG/fvtDW1kaXLl3Qs2dPdO7cmXvbEhER5TP+a5GIiIiIiCTlS0Vtxr5/FhYWBRUp3w0dOhQXLlzAjRs3REchoq+wfv16VK5cGfb29qKjSJKPjw9KlCiR4zHGJUuWRNWqVaGpqVngK/o0NDTQrVs3BAYGIioqKlfXksvlSEhIwLNnz/IoHeWXp0+fYuHChZDL5bC3t0dQUBAmTZqE2rVrIyAgAB4eHrCysio0JW12LCws4O7ujqNHj+LFixdYs2YNEhIS0KtXL5iYmGD48OG4du2a6JhERESFFotaIiIiIiKSlC8VtWFhYTAxMYGurm4Bpspfbdu2hVwux6ZNm0RHIaIcSk5Oho+PDwYPHvzNo4ELs9TUVJw9exYNGzbM8Yjl+/fvIyQkBI6OjtDR0cnnhB9r1qwZAODUqVO5uk7GxAfuUytN6enp8PPzQ+fOnVG1alUsX74cPXv2xIMHD3D79m3MmTMH+/btK5L7xhsYGKBfv37w9/fH48ePMX36dAQGBqJhw4Zo1qwZNm7ciISEBNExiYiIChUWtUREREREJCk5GX1sbm5egInyn0wmw4gRI7BlyxYolUrRcYgoB3bs2IG3b99iyJAhoqNI0p07dxAfHw9LS8scnf/+/Xv07t0benp68PLyyud02bOysgIAXLhwIVfXqVChAnR1dTMnQJA0vH//Hr/99huqV6+OHj16QKVSYc+ePYiKisKCBQuybKlQvXr1Ir9Pa4UKFTBlyhTcu3cPp0+fhlwux6hRo1CtWjXMnDkTL1++FB2RiIioUGBRS0REREREkqJUKlGmTJlPPh4REQEzM7MCTFQwhg0bBplMBm9vb9FRiOgLVCoVli9fjt69e6NSpUqi40hSdHQ0AKBcuXJfPPf9+/fo1q0b7t27Bz8/P5iamuZzuuwZGRkB+G/23JDL5VxRKxEvX77E9OnTUbVqVUydOhUdOnTAvXv3cOTIEXTv3j3HK76LKplMhjZt2mD79u149OgR3Nzc8J///AfVqlXDsGHD8ODBA9ERiYiI1BqLWiIiIiIikpS4uLjPrqgtrEWtrq4uhgwZghUrViA5OVl0HCL6jCNHjuDGjRsYN26c6CiSFRsbCwBfHFP/9u1b2Nvb4+LFizh8+DBatWpVEPGylfEhoYzsuSGXy7miVrCYmBh4eHjA3NwcmzZtwrhx4/Do0SP85z//ybJ6lnLO2NgYs2bNQlRUFJYtW4bAwEDUqVMHAwcOREREhOh4REREaolFLRERERERScrnRh+rVCpERkYWyqIWAMaNG4eXL19i9+7doqMQ0Wd4eXmhY8eOmaNy6WNly5YF8M+Hbz4lOjoarVu3RkhICI4cOYLWrVsXVLxsZYye19fXz/W1FAoFi1pBlEolZs6cmVnQenp6Ijw8HD///HOOVnjTl5UoUQIjRozA3bt3sWnTJpw7dw41atTAiBEj8PjxY9HxiIiI1AqLWiIiIiIikpTPFbUvX77Ehw8fCm1RW7lyZbi4uGDx4sVQqVSi4xBRNm7cuIHTp09j4sSJoqNImomJCQDg9evX2T7+8OFD2NjY4NGjRzh69ChatmxZkPGylZE1I3tuyOVyPHz4EOnp6bm+FuVMeno6fHx8UL16dSxbtgxubm4IDQ3FpEmTULJkSdHxCiUNDQ307dsX9+/fx++//44TJ05ALpdj7NixePfuneh4REREaoFFLRERERERScrnitrw8HAAgLm5eUFGKlATJ05ESEgIjh07JjoKEWVjwYIFqFevHuzs7ERHkbTatWujdOnSuH79+keP3bp1C7a2tnj79i2OHz+OFi1aCEj4sYyszZo1y/W1FAoFEhIS8OzZs1xfi77s5MmTsLKywpAhQ9CnTx9ERUVhwYIFn91KgfJOsWLF4OLigjt37mD+/PnYunUratWqhW3btvGDZ0RERF/AopaIiIiIiCTlc3vURkREQEtLC5UqVSrgVAWnYcOG6NSpE3766Se+uUkkMbdv34avry9++uknyGQy0XEkTVNTE7a2trh27RqSkpKyPLZ8+XI8f/4csbGxaNq0KWQy2Uc//l3w2traZnv8U/r06ZN5rdWrVwMAOnXqlHls7969H33NxYsXAQBt27b9lqecRcYeqBx/nL+ePn2K7t27w87ODtWqVcOtW7fg5eWVOXqbCpa2tjYmTpyI0NBQdOnSBQMHDkTz5s1x48YN0dGIiIgki0UtERERERFJxvv375GamvrZorZq1arQ0NAo4GQFa86cObhy5QoOHTokOgoR/Y+ZM2eidu3a6NGjh+goaqFv375ITEzE4cOHc32tjBHCmpqaub5WdtLS0rB//360atUK1apVy/X1ypcvDz09PRa1+USlUmHNmjWoXbs2QkJCEBAQAH9/f1SvXl10NAJgZGSEdevW4cqVK9DU1ETjxo0xffp0JCQkiI5GREQkOSxqiYiIiIhIMpRKJQB8tqgtrPvT/q9GjRrB0dERv/zyC1fVEklESEgI9u3bhzlz5qBYMb6dkhPOzs4wMjLCtm3bshzfsGEDVCrVZ39YWVllnp+eno67d++iTp06qFOnTo7uvX379s9e39nZOcv5J0+eRHR0NNzc3HL/xP+fhYUFwsLC8ux69I+wsDDY2dlhzJgxGDBgAK5fv46OHTuKjkXZsLS0xNmzZ/Hbb79h9erVqFevHk6cOCE6FhERkaTwlQUREREREUkGi9r/mjt3Lm7cuIF9+/aJjkJEAGbMmAErKyt069ZNdBS1oa2tjRkzZuDAgQO5Wll669YtxMbGwsPDI99GTi9ZsgR169aFi4tLnl1TLpdzRW0eUqlU8Pb2hqWlJWJiYnDhwgWsWLECpUqVEh2NPkMmk2HYsGG4d+8erKys0KFDBwwfPhwfPnwQHY2IiEgSWNQSEREREZFksKj9r7p168LZ2RkzZ87MHPlJRGJcunQJBw8exJw5c7g37VcaOXIkzM3NMXv27G++xrlz51CtWjX06tUrD5P9V1BQEI4fP44lS5bk6Wh9hULBojaPPH/+HF26dIG7uzumTJmC4OBgWFtbi45FX8HExAR79+7F1q1bsWvXLjRv3hy3bt0SHYuIiEg4FrVERERERCQZnytqU1NT8eTJkyJT1ALArFmzcO/ePWzZskV0FKIibfLkyWjevDk6d+4sOora0dLSwoMHDz4af/w1Ro4cicjIyHzbn9bGxgYqlSrPx+fK5XI8fPiQH7bJpYMHD8LS0hL379/H2bNnMXPmzHz7vUD5r2/fvrh+/TpKly6Nxo0bY9WqVdzmgYiIijQWtUREREREJBlKpRLFihVD6dKlP3rsyZMnSElJKVJFbc2aNTFixAhMmzYts8QmooLl6+uLs2fPYtmyZaKjkJpRKBRITEzE06dPRUdRS2lpaZgxYwYcHR3RqVMnXL9+Hc2aNRMdi/KAmZkZzpw5g6lTp2L8+PHo1asX4uPjRcciIiISgkUtERERERFJhlKpRJkyZbIdLRoREQEARaqoBYDZs2cjLS0Nv/76q+goREVOYmIipk6din79+qFJkyai45CaUSgUAMDxx98gJiYGXbp0gZeXF9atW4ctW7ZAV1dXdCzKQ5qamvD09MSpU6dw5swZWFtb486dO6JjERERFTgWtUREREREJBkZRW12IiIiUKpUKRgZGRVwKrH09fUxc+ZMLFu2jG/2ExWwxYsX4/Xr15g/f77oKKSGjI2Noaenx7+7v9K1a9dgbW2Nu3fv4ty5cxg6dKjoSJSPWrVqhcuXL6NMmTJo3rw59u/fLzoSERFRgWJRS0REREREkhEXF5ft/rTAP0WtmZlZtqttCzs3NzdUr14dU6ZMER2FqMh4+vQpFi5ciGnTpqFixYqi45CasrCwQFhYmOgYasPf3x8tW7aEubk5goODYW1tLToSFYAqVarg7NmzcHV1Rffu3bFkyRLRkYiIiAoMi1oiIiIiIpIMpVL5xaK2KNLU1MSSJUvg5+eHo0ePio5DVCRMnjwZRkZGmDBhgugopMYUCgVX1OaQt7c3unfvjp49eyIgIKDITdAo6ooXL47169dj6dKlmDp1KoYOHYqUlBTRsYiIiPIdi1oiIiIiIpIMFrWf1rFjRzg7O2P48OGIj48XHYeoUDty5Ah27tyJFStWQEdHR3QcUmMKhYIrar8gPT0d48ePx4gRIzB79mxs3LgRWlpaomORIGPHjsWePXuwY8cOODk58d88RERU6LGoJSIiIiIiyWBR+3mrVq1CXFwcZs6cKToKUaH1/v17uLu744cffoCjo6PoOKTm5HI5wsLCkJ6eLjqKJKWmpqJv375Yu3Ytdu7ciWnTpomORBLQvXt3nDp1CsHBwbCzs8Pbt29FRyIiIso3LGqJiIiIiEgyPlXUJiYm4vnz50W+qK1QoQIWL16M5cuX48KFC6LjEBVK06ZNg1KpxLJly0RHITWSmJiY7XGFQoGkpCQ8efKkgBNJX3JyMnr16gU/Pz8cOHAAPXv2FB2JJKRp06a4ePEiXr58CVtbW0RHR4uORERElC9Y1BIRERERkWR8qqiNiIiASqUq8kUtAAwaNAjt2rXD8OHDuXcbUR67dOkS/vOf/2Dp0qUoX7686DikJlQqFfbv34/27dvjzJkzWR6Ty+UAwH1q/yUpKQkuLi44ceIEjh07Bnt7e9GRSILMzMwQGBiIlJQUtG3blh94ICKiQolFLRERERERScbniloAMDU1LeBE0iOTybBmzRqEhYVhwYIFouMQFRqJiYmZH4To16+f6DikRmQyGdq0aYOSJUuiTZs2sLW1hb+/PwDA2NgYenp63Kf2fyQkJKBz584ICgrCiRMnYGNjIzoSSVjVqlURGBgIDQ0NtG7dmmUtEREVOixqiYiIiIhIMj5X1BoaGqJMmTICUkmPXC7HvHnzMGfOHFy+fFl0HKJCwcPDA48fP4a3tzdkMpnoOKRmypcvD39/f5w7dw76+vpwdHSEjY0N/P39IZfLuaL2/yUnJ6NHjx64fv06Tp06BWtra9GRSA1UrFgRgYGB0NHRgb29PV6+fCk6EhERUZ5hUUtERERERJIRFxf3yaKWY4+zGjduHOzt7fHDDz/g3bt3ouMQqbVjx45h5cqVWL16NVfuU65klLPnz5+HgYEBunXrhsjISJw7dw4qlUp0PKHS0tLQr18/BAUFISAgAPXr1xcdidSIkZERTp06BZVKBXt7e7x580Z0JCIiojzBopaIiIiIiCQhISEBycnJnyxqzc3NBaSSLplMhk2bNiE+Ph4TJkwQHYdIbb169QoDBgyAs7Mz+vTpIzoOFRLNmzeHv78/rl69CmNjY/z9999o0KAB9uzZUyQL2/T0dAwYMAAHDx7EoUOH0LhxY9GRSA2VL18eR48exdu3b9G5c2fEx8eLjkRERJRrLGqJiIiIiEgSlEolAHBF7VcoX7481q1bhw0bNsDX11d0HCK1NGTIEGhqamLdunWio1AhZGVlBQ8PD2hra0OhUKBnz56wsrIqcoWth4cHfH194efnB1tbW9FxSI1Vq1YNJ06cQGRkJHr27InU1FTRkYiIiHJFU3QAIiIiIiIi4L9FbXb70LKo/bRu3bph2LBhcHNzQ7NmzVC1alXRkYjUxm+//YZDhw4hMDAQ+vr6ouNI2qVLlzBp0iTRMSTpwYMHn/27Vy6XIzk5GUuWLMEvv/yCxYsXo1evXqhduzYmT56MH3/8ERoaGgWYuGBt2LABS5YswZYtW2BnZyc6DhUC1atXx8GDB9GmTRu4ublh/fr1oiMRERF9Mxa1REREREQkCZ9aUatUKhEbG8ui9jOWLl2KoKAgODs74+zZsyhevLjoSESSd+HCBUycOBG//PILV/h9Qc2aNREbG4u//vpLdBRJMjY2/uz3KIVCAQAICwtD+/bt4ePjgylTpmDRokUYNGgQFi1ahClTphTKwjYgIABubm7w9PREv379RMehQsTa2hq7du2Ck5MTqlevjsmTJ4uORERE9E1kqqI0Z4WIiIiIiCTr+PHj6NChA96+fYuyZctmHr927RoaNmyIBw8eZL7ZTR8LDQ1F48aN4ejoCB8fH9FxiCTtxYsXsLa2hqWlJQ4cOIBixbgzFOUvAwMDzJ8/HyNGjMhy/M6dO1iwYAF27NiBGjVqYOrUqejduzc0NdV/bUVISAhsbGzQvXt3bN68GTKZTHQkKoSWLVuGSZMmYe/evfj+++9FxyEiIvpqfCVCRERERESSEBcXB5lMBl1d3SzHIyIiUKxYMY70/QKFQoFt27Zh+/bt2LBhg+g4RJKVmpqKnj17QlNTE1u3bmVJSwXCwsICYWFhHx2vXbs2fHx88ODBA9ja2mLw4MGoUaMGvL291XrvzdjYWHTv3h2Wlpbw9vZmSUv5Zvz48Rg6dCj69++Pe/fuiY5DRET01fhqhIiIiIiIJEGpVKJ06dIfjX2MiIhAxYoVOc43B7p27Ypp06Zh1KhRuHTpkug4RJI0ZcoU/P333/jjjz9gaGgoOg4VEQqFAqGhoZ983NzcHOvWrcODBw9gZ2cHd3d3VK9eXS0LW5VKhUGDBiE+Ph67d++Gtra26EhUyK1atQqWlpbo1q1b5lYaRERE6oJFLRERERERSYJSqfxof1oAePToEUxNTQs+kJqaPXs2WrduDWdnZ0RHR4uOQyQpv//+O5YvX47169ejYcOGouNQESKXyz9b1GYwMzPDunXrEBoaiq5du2LMmDGQy+VYsWIFkpKSCiBp7s2ZMwcHDx6Er68vKlasKDoOFQFaWlrw9fXFu3fv0L9/f3CnPyIiUifco5aIiIiIiCTB09MTe/fuxa1bt7Icd3JyQqlSpfD7778LSqZ+3rx5g+bNm0NXVxdnzpxBqVKlREciEu6vv/5Chw4d4O7uDi8vL9FxqIjZtm0bhg4divfv3380OeJzHj16hKVLl8Lb2xvGxsaYMGEChg8fDh0dnXxM++1OnjyJDh06YOXKlXB3dxcdh4qYM2fOwM7ODosWLcL48eNFxyGir5SYmIjo6Gi8fv0aMTExePfuHVJTU/Hu3TsAQPHixVGyZEkUL14choaGMDQ0hLGxMQwMDAQnJ8odFrVERERERCQJ48ePx6VLlxAUFJTleMOGDdGhQwcsWLBAUDL1FBERgWbNmsHa2hr79++Hpqam6EhEwjx8+BDNmzdH06ZN4efn91VFGVFeuHDhAlq0aIGIiIhvmhIRFRUFLy8veHt7w8jICBMnTsSwYcNQokSJvA/7jWJjY2FpaQlra2v88ccfouNQETV37lzMnTsXf//9NywtLUXHIaJsxMfH49KlS7h58yZCQkJw7949REREZDsNSFNTE7q6ugCApKQkfPjw4aNzypQpA1NTU8jlctSrVw/169eHtbU1qlatmu/PhSgvsKglIiIiIiJJGDRoEJ4/f47Dhw9nOW5kZARPT0+uzPkGly9fRps2bdCnTx+sW7dOdBwiIWJiYtC8eXPo6ekhMDCQK8xJiNevX8PIyAjHjx+HnZ3dN1/nxYsXWLZsGVauXAldXV1MmDABY8aMkURh26tXL5w7dw43btzg/s8kTHp6Otq3b4+XL18iODhYEn82iIq6hIQEXLhwAadPn8apU6dw6dIlpKamoly5crC0tEStWrVgbm4OU1NTVKpUCUZGRihXrlxmQftvSUlJiImJQUxMDKKjoxEZGYnIyEg8ePAAN2/exMOHD5Geng4LCwu0bdsWbdu2Rbt27VChQoUCfuZEOcOiloiIiIiIJKFHjx7Q1tbGzp07M499+PABpUqVwoEDB9C1a1eB6dTX3r170bNnT3h4eGDs2LEwNjYWHYmowCQmJqJ9+/aIjo7GhQsXUL58edGRqAgzMDDAvHnz4ObmlutrvXz5EkuXLsWqVatQunRpTJgwAaNHj0bJkiXzIOnX27hxI4YNG4bjx4+jXbt2QjIQZXjy5AksLS3x448/YuXKlaLjEBVJSqUSe/bswa5duxAUFITExETI5fLM0rRVq1b5to/5hw8fcOnSJZw6dSqzGE5JSUHt2rXh5OSEvn37ombNmvlyb6JvwaKWiIiIiIgkwc7ODnK5HGvXrs08du/ePdSqVQvXr1/n+LpvlJaWBicnJxw8eBDbtm1Dnz59REciKhApKSno0aMHgoKCEBQUxDfkSLgmTZqgZcuWebpH8qtXr+Dl5YVVq1ahVKlSGDlyJCZMmIAyZcrk2T2+JCoqCnXr1oWbmxsWLlxYYPcl+pydO3fixx9/xLFjx3K1ip2Ici41NRVHjx7Ftm3bsH//fgCAo6MjOnfujHbt2qFKlSpCcr1//x5nz57FiRMn4Ovri8ePH6NJkybo27cvevXqhXLlygnJRZShmOgAREREREREwD+futbT08ty7PHjxwAg7EW9urt79y6aNWuGgwcPokGDBhgwYAB8fX1FxyLKd2lpaejXrx9OnjyJ/fv3s6QlSZDL5QgNDc3TaxoZGWHBggV49OgRRo4cieXLl8PCwgKenp5QKpU5usaDBw+Qnp7+zRlGjRqFihUrYtasWd98DaK89sMPP+D777/H0KFDER8fLzoOUaH2+vVr/Pzzz6hcuTK6du2KZ8+eYdWqVXj+/Dl2796N/v37C309V6pUKTg4OGDJkiWIjIzEiRMnUKtWLUyfPh2VKlWCs7MzLl++LCwfEYtaIiIiIiKShOyK2qioKJQuXRoGBgaCUqmn1NRULFiwAFZWVrh27RoAYPHixRgzZgz69u2LQ4cOCU5IlH9UKhXc3Nywf/9+HDx4ELa2tqIjEQEAFApFnhe1GcqVKwdPT088fPgQ7u7uWLFiRWZhGxsb+8mvU6lUcHV1xbBhw/AtQ/e2b9+OQ4cOYcOGDdDR0cnNUyDKc6tXr4ZSqeSHCIjyybNnzzBx4kSYmppi7dq1GDFiBB4+fIi//voLQ4YM+ei1nRQUK1YM7du3x5YtWxAdHY2NGzfiyZMnaNKkCTp27Ii//vpLdEQqgljUEhERERGRJCiVyo9GNT5+/BhVq1YVlEg93bp1C40bN8ZPP/2E5ORkpKWlQU9PD61bt4aXlxf69esHFxcXBAYGio5KlC8mT56MLVu2YM+ePWjbtq3oOESZ5HI5wsPDkZaWlm/3MDQ0zCxsR40ahRUrVqBq1arw8PDA27dvPzr/4MGDuHHjBjZv3gw3N7evKmtjYmIwceJEuLm58QMRJEkVKlTAggULsGzZMgQHB4uOQ1RoPHr0CG5ubjA3N8fu3bsxZ84cREZGwtPTE2ZmZqLj5VipUqXQp08fXLx4EceOHUNycjJat26Nli1b4tixY6LjURHCopaIiIiIiCThUytqOfY4Z1JTU7Fw4UI0bNgQt27dyiwCtLS04OzsDE1NTchkMqxduxbfffcdHB0dERQUJDg1Ud6aMmUKli9fjh07dqBLly6i4xBloVAokJycnDnWPz8ZGBjA09MTUVFRmDFjBry9vVGtWjV4eHjgzZs3mefNnDkTmpqaSE9Px/r16zF27Ngc32PSpEnQ1tbG/Pnz8+MpEOWJoUOHwtbWFsOHD8/ViG8iAlJSUrBixQrUrVsXAQEBWLhwIUJDQzF+/HiUKlVKdLxcsbe3x+nTpxEUFISyZcvCwcEBXbt2RUREhOhoVASwqCUiIiIiIuGSkpKQlJSUbVHLFbVfdvPmTTRq1AgzZsxASkoKUlNTMx9LSUmBs7Nz5v9raGhg+/btaNeuHTp27IiTJ0+KiEyUp1QqFUaPHo2lS5diy5YtWX7PE0mFQqEAgHwbf5wdXV1dTJ06FY8ePcKMGTOwfv16VKtWDWPHjsWOHTtw7dq1zO8Z6enpWL16NcaNG/fF6169ehU+Pj7w8vL6aBoGkZTIZDKsWbMGISEh2Lx5s+g4RGorMDAQVlZWmD59OiZOnIh79+5h7NixKFGihOhoeapFixbw9/dHYGAgIiMjUadOHXh6eiIpKUl0NCrEWNQSEREREZFwcXFxAMAVtV8pJSUFCxcuRKNGjXDnzp1sx2mWLl0a7dq1y3JMW1sbf/zxB5ydndGlSxf4+fkVVGSiPJeWloYhQ4bA29sbu3btQp8+fURHIsqWoaEh9PX1C7SozZBR2EZGRmLatGnYsWMHBg0aBE1NzSznpaenY9WqVZgwYcInr6VSqTB27Fg0a9YMLi4u+R2dKNdq1aqF4cOHY/r06VAqlaLjEKmV6Oho/PDDD2jbti1q1KiBu3fvwtPTE8WLFxcdLV+1atUKV69ehaenJ5YsWQJLS0ucOnVKdCwqpFjUEhERERGRcBlvmv1vUatSqfDkyROuqP2EGzduoGHDhpgxYwZSU1OzrKLNoKmpCScnJ2hra3/0mIaGBjZt2oS+ffvCxcUF27dvL4jYRHkqNTUVAwcOxO+//w5fX1+upCXJk8vlCAsLE3Z/XV1dTJ8+HevXr0dSUlK23zvS09OxfPlyTJkyJdtr7Ny5E+fPn8eKFSsgk8nyOzJRnpg9ezbS09Mxb9480VGI1MbRo0dhaWmJS5cu4dChQ/jzzz+L1GszLS0tTJkyBXfv3kXt2rVhZ2eHqVOnZvu9kyg3WNQSEREREZFw2RW1r169QkJCQpF6MyCnvLy80KhRI9y9ezfbVbQZ0tLS0KNHj08+XqxYMXh7e2PkyJEYMGAAtmzZkg9pifJHQkICvv/+e/j5+SEEzoChAAAgAElEQVQgIADdunUTHYnoixQKhZAVtf+2cOHCj1bT/i+VSoUlS5Zg9uzZWY4nJiZi2rRpGDBgAKytrfM7JlGe0dfXx8yZM7Fy5UqEh4eLjkMkaampqfD09ETnzp0zV5Z27txZdCxhqlSpgj///BNbtmzB6tWr0aJFC+5dS3mKRS0REREREQmXUdT+7z53UVFRAMDRx9no3bs3mjdv/sXzdHR00LFjx8+eI5PJsGLFCnh4eGDQoEGYPXs2VCpVXkUlyhevXr1Cu3btcP78eRw/fhxt2rQRHYkoRxQKhdAVtQBw4sQJXLx48YsrglQqFTw9PbOsQFy3bh1evXqFuXPn5ndMojw3YsQIVKlS5aMPIBDRfz158gTt2rXDwoULsXTpUuzdu/ej7WmKqn79+iE4OBhJSUlo0KAB9u7dKzoSFRIsaomIiIiISLjsitrHjx9DJpOhcuXKomJJlomJCQIDAzFjxgzIZDIUK/bxSztNTU106dIFJUqUyNE1586diw0bNmDu3LkYOHAgkpOT8zo2UZ4ICwuDra0tXrx4gaCgIDRt2lR0JKIck8vlCA8P/+w0hPw2c+bMHI8sVqlU+Omnn7BkyRIkJCRg0aJFGDlyJExMTPI5JVHe09TUxC+//ILt27fj3r17ouMQSc758+fRoEEDvHr1CpcuXcLYsWNFR5KcmjVr4sKFC+jevTtcXV0xc+ZM0ZGoEGBRS0REREREwsXFxaFkyZLQ0tLKPBYVFQVjY2Po6OgITCZdGhoamDVrFvz8/KCtrZ3l1w74Z+yxi4vLV11z0KBBOHToEPbt24dOnTohNjY2LyMT5dr58+fRokUL6Ovr4+LFi6hZs6boSERfRaFQIDk5OXNqREF78eIFDAwMUKNGDZQuXTrLY1paWtDW1s62xJ08eTJ69uwJpVL5yb1ridRB7969Ub16dcyZM0d0FCJJOXToEOzt7dGiRQtcvnwZ9erVEx1JskqWLIlNmzZh3bp1mD9/PoYPHy70A1ik/ljUEhERERGRcHFxcVlW0wL/rKjl/rRfdu3aNahUKtSoUSPLfoNaWlro1KnTV1/P3t4eZ86cwf3792FjY8P9l0gyfv/9d7Rr1w6tWrXC6dOnYWxsLDoS0VdTKBQAIGyf2vLly8Pf3x93797Fu3fvEBsbi5s3b+LAgQPw8vLC6NGj0b17d1haWkJfXz/L1/r7+8PGxoZ/9kitaWhowNPTE7t27cLt27dFxyGShO3bt+P777+Hs7Mz9u7d+9EHeSh7Q4cOxZ9//olt27ahR48eSEhIEB2J1BSLWiIiIiIiEi67ojYqKopF7RdcvnwZ8+bNw+LFi3HlyhWMGDECwD/7znbo0AG6urrfdF0rKytcvHgRWlpaaNy4MY4dO5aXsYm+SmpqKiZMmIC+ffti9OjR8PX1zfFIbyKpMTAwgL6+Ph4+fCg6CgBAT08P9erVQ9euXTF69GgsWbIEe/fuxfXr1/HmzRt8+PABd+7cwbBhw1C8eHHUrVsX4eHhomMT5YqzszNq1aqFRYsWiY5CJNyKFSvQv39/uLm5YcuWLR9N6aHP69q1K06fPo1z586hU6dOmVv6EH0NFrVERERERCTcu3fvWNR+pfj4ePz4449o164dRo0aBW1tbaxatQq7d+9GyZIl4erqmqvrV65cGRcvXoSjoyMcHBzg4eGB9PT0PEpPlDOvXr2Cg4MD1qxZg02bNmHx4sXZ7slMpE7Mzc0lU9R+SYkSJaBQKHD06FGMGDECXl5eMDc3Fx2LKFeKFSuGiRMnYufOnXj8+LHoOETCzJ8/H+PHj4eXlxdWrFiR4/3LKaumTZsiMDAQYWFhsLe3x7t370RHIjXDVzdERERERCTcp0YfV6lSRVAi6XN3d0dsbCy2bNmS5U0VV1dXXL16FY6Ojrm+h46ODjZt2oS1a9di2bJl6NatG/etpQITHBwMa2trPHr0CH///TcGDBggOhJRnrCwsFCbohYA9u7diydPnmD06NGioxDlmT59+qB8+fJYvXq16ChEQmzYsAE//fQTVq1ahXHjxomOo/bq1q2LwMBAREVFoUePHkhOThYdidQIi1oiIiIiIhLu30VtcnIynj9/zqL2E3x9fbFt2zZs3rwZFSpU+Ojx6tWrQ09PL8/uN2zYMJw4cQJXrlxB06ZNcfPmzTy7NtG/qVQqrFy5EjY2Nqhfvz4uX76M+vXri45FlGfkcrlaFbXLly9Hjx49YGFhIToKUZ7R0tLCyJEjsWbNGsTFxYmOQ1Sg/P394ebmhl9++QXu7u6i4xQacrkcx44dw+XLl9G/f39OI6IcY1FLRERERETCKZXKLEXtkydPkJ6eztHH2Xj+/DlGjhyJ4cOHo0uXLgV235YtWyI4OBgVKlRAkyZNsGzZMqhUqgK7PxUNL1++xHfffYeJEyfi559/xoEDB1C2bFnRsYjyVMaKWnX4O/T8+fP4+++/MX78eNFRiPLciBEjkJaWBh8fH9FRiArMmTNn4OrqisGDB8PT01N0nEKnfv362LdvH/z8/DBq1CjRcUhNsKglIiIiIiLh/r2iNmO/MBa1H3N3d0eZMmWwaNGiAr93xYoVcfr0aSxcuBAeHh6wt7fH06dPCzwHFU7Hjx+HlZUVbt++jVOnTuGnn37iXmlUKFlYWODDhw94/vy56Chf5O3tDUtLSzRr1kx0FKI8p6+vj169esHb21t0FKIC8eDBA3Tr1g1dunTh2O981KZNG/j4+GDdunXw8vISHYfUAItaIiIiIiISLi4uLsuo3qioKGhra8PY2FhgKunZunUr/Pz8sHnzZujq6grJUKxYMYwdOxbnzp1DVFQUrKyssH//fiFZqHBITEyEh4cHHBwcYGtri2vXrqFly5aiYxHlm4wRwlIff6xUKrFnzx6MGDFCdBSifDNkyBCEhITg8uXLoqMQ5avExES4urqievXq+P3336GhoSE6UqHm4uKCX3/9FdOmTcP58+dFxyGJY1FLRERERETCxcXFZSkeo6KiUKVKFRQrxpcsGZ49e4bx48djzJgxaN26teg4aNy4Ma5evQpHR0c4OTlh4MCBePPmjehYpGaCgoLQsGFDrF27Ftu2bYOvry/09fVFxyLKV5UqVUKJEiUkX9Ru374dKpUKvXr1Eh2FKN80a9YMlpaW2LBhg+goRPlq3LhxePToEXbt2oXixYuLjlMkTJ48GZ07d0avXr0QExMjOg5JGN/1ICIiIiIi4bIbfcyxx/+lUqkwePBgGBkZYd68eaLjZCpdujQ2btyIffv24dixY6hduzZ2794tOhapgbi4OIwaNQqtWrVC1apVcePGDfTu3Vt0LKICIZPJYGpqKvmidsOGDejVqxf3iaZCb+DAgdi5cyfi4+NFRyHKF3v27IG3tzc2bNgAc3Nz0XGKDJlMhs2bN0NDQwP9+/dXi73pSQwWtUREREREJNy/i9qMFbX0Dx8fHxw7dgybN29GyZIlRcf5iJOTE+7cuYOePXuid+/e6NKlC6KiokTHIok6fPgw6tWrhx07dmDNmjU4cuQIqlWrJjoWUYGSy+WSLmpv376N69evY+DAgaKjEOW7Pn36IDExEQcOHBAdhSjPPXz4EEOHDsXo0aPRo0cP0XGKHH19fezatQvHjh3DsmXLRMchiWJRS0REREREQiUmJiI5OfmjopYrav/x+vVrTJ48GaNGjUKLFi1Ex/kkPT09rFixAqdOnUJYWBjq1auHFStWICUlRXQ0kojHjx/D1dUVXbp0QcuWLXH//n0MGzYMMplMdDSiAmdhYSHponbXrl2oXLkybGxsREchyneGhoaws7PjVBAqdFQqFQYNGgQLCwssWrRIdJwiq2nTppgzZw6mT5+OBw8eiI5DEsSiloiIiIiIhIqLiwOAj0Yfc0XtP0aPHo0SJUpg7ty5oqPkSOvWrXHjxg2MGjUKU6dOhaWlJY4ePSo6Fgn04cMHzJo1CzVr1sTVq1dx+PBhbN++HUZGRqKjEQkj9aJ27969cHV15V7xVGS4uroiICAAb9++FR2FKM/4+Pjg3LlzWLNmDfelFWzSpEmoXbs23N3dRUchCeK/toiIiIiISKh/F7WxsbGIi4vjiloAR44cwa5du7Bq1Sro6uqKjpNjOjo6mDdvHkJDQ2FtbQ0HBwfY29vj9u3boqNRAfP390edOnWwePFiTJ48Gbdu3UKnTp1ExyISzsLCAq9fv0ZsbKzoKB+5du0a7t27B1dXV9FRiAqMk5MTZDIZxx9TofH27VtMmTIF7u7uaNKkieg4RZ6GhgbWrVuHU6dOwdfXV3QckhgWtUREREREJNS/i9rHjx8DACpXriwskxS8f/8e7u7u+OGHH+Do6Cg6zjepUqUKfHx8cPLkSbx8+RINGjTAhAkT8Pr1a9HRKJ9duHABLVu2hJOTE9q1a4ewsDB4enpCR0dHdDQiSbCwsAAAhIeHC07ysb1796JatWp8Y5+KlLJly6JDhw7Ys2eP6ChEeWLGjBmQyWSYPXu26Cj0/xo3boyBAwdi7NixUCqVouOQhLCoJSIiIiIioTKKWj09PQDAkydPAKDIr6j9+eefERcXh+XLl4uOkmvt2rXD1atXsXLlSuzYsQNmZmb46aefOF6wEAoODkaXLl3QokULFCtWDJcuXcLGjRtRoUIF0dGIJMXU1BQaGhqSHH986NAhODo6cv9oKnIcHR1x6tQpJCQkiI5ClCuXL1/GunXr4OXlhbJly4qOQ/9jwYIFSElJwaxZs0RHIQlhUUtEREREREJlfJo4Y0Xt06dPUbp06Sx71hY1t2/fxm+//YZff/0VxsbGouPkCQ0NDYwYMQLh4eGYO3cuNmzYgKpVq8LDw0OSoz/p69y+fRuurq5o0qQJYmJicODAAZw5cwaNGjUSHY1IkrS1tVG5cmXJFbXPnz/HzZs3OaKciiQHBwckJibir7/+Eh2FKFemT58OGxsb9O7dW3QU+pdy5cph7ty5WL16deYkKSIWtUREREREJFRcXBx0dHSgra0N4J+itlKlSoJTiaNSqTBq1ChYWlpi8ODBouPkuZIlS2Ls2LEIDQ3FlClTsG7dOlhYWGDOnDkciayGgoOD4eLigvr16yMsLAwHDhzAxYsX0bVrV9HRiCRPLpdLrqg9cuQIihcvjtatW4uOQlTgKleujLp16yIgIEB0FKJvdunSJZw4cQKenp6cjCBRgwcPhomJCRYvXiw6CkkEi1oiIiIiIhIqLi4uy+rZZ8+eFemidtu2/2Pv3uNyPh//gb/uzgfV0kmI6m4oIkQSOU9mzBjJ5DRsc1h8MIfNxBx3cPgYNlqsZM6Htc1hkqEcJqXIqZNIqKTuznV3//7wrR8fp1D3dd/1ej4ePbbH3d19ve533W91v97XdQXjxIkTWLduHTQ0au+fbEZGRpg/fz6SkpIwefJkrF69Gk2bNsXkyZORkJAgOh69gEKhwB9//IHu3bujQ4cOSEpKwq5duxAVFYX33ntPdDwitSGVSlWuqD106BC6desGAwMD0VGIhPDy8mJRS2ptyZIlcHNzQ8+ePUVHoefQ1tbGjBkzsGnTJqSnp4uOQypAS3QAIiIiIiKq2/63qE1LS0PDhg0FJhInNzcXc+bMwaeffoqOHTuKjqMUpqamWLRoEWbPno3AwECsXr0aP/30EwYNGoQZM2agc+fOoiPS/ykqKsLWrVuxcuVKXL16Ff369UNYWBjfCCR6TVKpVKUKIYVCgbCwMHz11VeioxAJ069fP3z33XdITU1FkyZNRMd5I/fv30dKSoroGCpNW1sbbdu2FR2j2sTHx+OPP/7AgQMHREehl5gwYQKWL1+ONWvWYPny5aLjVJtbt26xfH6JevXqwcnJ6YnbWNQSEREREZFQMpnsqaK2VatWAhOJM3/+fJSVlWHx4sWioyidoaEhpk6dismTJ+PPP//E8uXL4eHhAScnJ4waNQrjx4+HmZmZ6Jh10tWrV7FlyxYEBgYiJycH3t7e2LlzZ519nRJVF6lUitu3b6OoqAh6enqi4yA+Ph5ZWVnw9PQUHYVImE6dOkFHRwcRERFqX9Tu2bMHkyZNEh1DpdWvXx9ZWVmiY1Sbb775Bs7Ozujfv7/oKPQSenp6mDZtGhYuXIiZM2fC3NxcdKRqsWrVKqxatUp0DJXm5uaGM2fOPHEbi1oiIiIiIhLqWTNq6+LSx1euXMGGDRuwfv16mJqaio4jjIaGBgYMGIABAwbg9OnT2LhxIxYtWoRFixZh6NChmDBhAjw8PETHrPXy8/Oxc+dOBAQEIDIyElKpFNOmTcO4cePQoEED0fGIagWpVIry8nKkpKSgRYsWouMgIiIChoaGaN26tegoRMLo6+ujbdu2iIiIgI+Pj+g4b+ytt95CdHS06BgqKSQkBCtXrhQdo9qkpaVh165d2Lp1K/emVROfffYZli1bhs2bN2PWrFmi41QbFxcX7Nu3T3QMlbR48WJcunTpqdtZ1BIRERERkVCPF7UlJSXIzMysk0XtjBkz4OTkhLFjx4qOojLc3d3h7u6O1atXY9u2bQgICECXLl3g6OgIHx8feHt7o1mzZqJj1hplZWUICwvDzp07sXv3bhQXF+ODDz7AokWL0LNnT77pR1TNHBwcAACJiYkqUdRGRkaiU6dO0NLi24VUt3l4eCAsLEx0jGqhoaEBW1tb0TFUUv369UVHqFZbt26FiYkJPvjgA9FRqIrq1auH4cOHY8uWLbWqqNXV1eV55zkev0D9cRpKzkFERERERPSEx4vaO3fuQKFQ1LmiNiwsDAcPHsT3338PTU1N0XFUjomJCT777DNERUXh/Pnz6NWrF9avX4/mzZujbdu2WLZsGRITE0XHVEtyuRxhYWH45JNPYG1tDS8vL1y6dAkLFy7E7du38dtvv6FXr14saYlqQL169WBpaaky56+IiAiuWECER0VtXFwccnJyREchqrKQkBAMHz4curq6oqPQK/D19UV8fDxnvtdxLGqJiIiIiEionJycJ4paAGjYsKHISEoll8sxbdo0fPDBB+jdu7foOCqvffv2WLt2LW7fvo1jx47Bzc0Nq1atgoODA1xdXbFgwQKcOXMGcrlcdFSVlZOTgz179mD8+PFo2LAhevfujX///RczZ85EUlISzp49i2nTptWavbKIVJlUKlWJovbBgwdITEyEm5ub6ChEwrm7u6O8vBxRUVGioxBVSVRUFOLi4uDr6ys6Cr0id3d3NG/eHMHBwaKjkEAsaomIiIiISKjc3FyYmJgAeLS3koaGRp3aA/Onn37C9evXsWLFCtFR1IqmpiZ69OiBn376CXfu3MGRI0fg6uqKLVu2wN3dHVZWVhgxYgSCgoJw//590XGFUigUiImJwbJly9CtWzeYm5vD29sb8fHx8PPzw/Xr13HhwgXMnj0bdnZ2ouMS1SmqUtTGxsZCoVDAxcVFdBQi4aytrWFpaYnY2FjRUYiqJDg4GA4ODrzYRk2NGDECISEhKC0tFR2FBOGmE0REREREJFRubi6MjIwAPCpqLS0toa2tLTiVcshkMixatAiTJ0/G22+/LTqO2tLS0kKfPn3Qp08fAEBSUhKOHj2K0NBQTJw4EcXFxbC3t4eHhwe6dOkCDw8PODk51drlfMvKynDx4kWcOnUKEREROH78ODIyMmBhYYHu3btj3bp1GDhwYJ26IIJIVUmlUuzYsUN0DMTGxqJ+/fp1akULohdxdnZGXFyc6BhELyWXy/Hbb79hypQptfZ329rO19cX/v7+OHr0KPr16yc6DgnAopaIiIiIiIR6fI/atLS0OrU/7apVq1BcXIwvv/xSdJRaxd7eHhMnTsTEiRORn5+P48ePV5aWu3btQlFREaysrODu7o4OHTrA2dkZzs7OsLW1FR39lRUXFyM+Ph5xcXGIjY3FmTNncP78eRQXF6NBgwbw8PDA3Llz0a1bN7Rt25Zv4BGpGKlUiuTkZMjlcqF7lMfFxaFNmzbCxidSNc7OzoiIiBAdg+iloqOjcf/+fXzwwQeio9BrsrOzg4uLCw4dOsSito5iUUtERERERELV1aI2Ozsbq1evxsyZM2FmZiY6Tq1laGiI/v37o3///gCAkpISREVFITIyEhEREQgICEBycjIAwNjYuLK0dXJygp2dXeWHgYGByKeBe/fuITk5GSkpKUhMTERcXBzi4uJw/fp1lJWVQVdXFy1btoSrqysmTpwIDw8PSKVSoZmJ6OWkUimKi4uRlpaGJk2aCMsRGxuLTp06CRufSNU4Ozvj559/Fn4RBdHLHDt2DJaWlmjZsqXoKPQGevTogb///lt0DBKERS0REREREQlTUlKCoqKiyqL2zp07cHJyEpxKOZYuXQotLS34+fmJjlKn6OjowN3dHe7u7pgxYwaARxcLVBSfsbGxiIuLw+7du5GZmVn5dZaWlrCzs4OtrS0sLS1hZmYGc3Pzyv+am5vD2NgYOjo6MDQ0BADUq1fvqWW88/PzUVJSAuBRWS+Xy5GVlYXMzExkZWVVfmRmZiItLQ3JyclITk5GYWEhgEfLPDdp0gQtW7bEoEGD0KZNG7Rq1QrNmjWDlhb/xCdSNxUXVCQmJgotaq9du4Zx48YJG59I1Tg5OaGwsBCpqancv51UWnh4OHr27MlVU9Rcjx49sGrVKty7dw9WVlai45CS8a84IiIiIiISJjc3FwCemFHbu3dvkZGU4s6dO1i/fj2WLVtWuT8viWNsbAwPDw94eHg8cXteXl7lLNaKwjQlJQXR0dFPlKpyubxacujr68PMzKzyo1GjRmjXrh1sbW0rS2IbGxsWskS1iJWVFYyMjJCYmIgePXoIyfDgwQPk5OSwjCJ6jL29PQAgJSWFrw1SWWVlZYiIiMD3338vOgq9oW7dukFLSwv//PMPhg0bJjoOKRn/uiMiIiIiImH+t6hNT0+vE0sff/PNN7CwsMAnn3wiOgq9QL169SqXQn6R7OxsZGZmIjc3F2VlZZDJZAAeFb2lpaVQKBSVsxwMDQ2ho6MDDQ0NmJiYQFNTs7KYFb28MhGJYW9vj8TERGHjVyz/zjKK6P+ztLSEoaEhkpOThV1EQfQyZ8+ehUwmQ8+ePUVHoTdkZGSE9u3bIzw8nEVtHcSiloiIiIiIhHm8qM3OzkZ+fn6tL2pv3bqFwMBArFu3Drq6uqLjUDUwNTWFqamp6BhEpKakUqnQojYlJQUaGhpCl14mUkVNmzatvJCBSBWdPHkSjRs3hoODg+goVA169OiB/fv3i45BAmiIDkBERERERHVXRVFrYmKCtLQ0AKj1Re2KFStgZWWFUaNGiY5CREQqQHRRm5ycDGtra148RPQ/7OzskJKSIjoG0XPFxMSgffv2omNQNWnXrh2uX7+OwsJC0VFIyVjUEhERERGRMDk5OQAezaitC0Xt3bt3ERgYiDlz5kBHR0d0HCIiUgFSqRQJCQnCxk9LS4ONjY2w8YlUVZMmTXDr1i3RMYie6+LFiy/dooPUh7OzM+RyOeLj40VHISVjUUtERERERMLk5uZCR0cHenp6uHPnDgwMDPDWW2+JjlVjvv32W5iYmGDs2LGioxARkYqQSqXIzc1FZmamkPEzMzNhYWEhZOw3cf78eUgkEvj7+4uOohJZDh06BIlEgtWrV9fYGHl5efj8889ha2sLLS0tSCQS5OXlAQD27t2Ldu3aoV69epBIJE98fPrppzWWqSaZm5sjKytLdAy1lZ+fj5CQEAwcOBC2trbQ1dVFw4YN4e3tjejoaNHx1F5paSkSEhLQsmXLGh9LFc5xQPWe57Zs2QKJRILdu3dXQ7Lq4eDgAF1dXRa1r0mdzznco5aIiIiIiITJzc2FsbExgEczemrzbNrMzExs2rQJ33zzDfT19UXHISIiFSGVSgEAiYmJMDc3V/r4mZmZsLa2Vvq4pH4WLFiAtWvXPnX7lStX4O3tjbKyMgGpao6ZmZmwCyhqg2XLlmHJkiVP3Jaeno6dO3di3759+P333+Hl5SUonfpLTU1FWVlZ5b8hpP40NTW5N/YbUOdzDmfUEhERERGRMP9b1DZs2FBwopqzatUqGBgYYOLEiaKjEBGRCmnSpAl0dHSE7VOblZUlpCB+U66urlAoFMJneNUlhw4dgomJCeLj4yGXy6FQKFCvXj0cPXoUZWVlWLx4MYqKiqBQKKBQKNS+bKiYUatQKERHUUtGRkYYOXIkQkNDkZSUhIKCAkRHR6NPnz4oLS3F5MmTRUdUaxX7J9va2grNQdXLzs5O7c+doqjzOYczaomIiIiISBiZTFYnZtQWFBTg559/hp+fHwwMDETHISIiFVIxg0ZkUWtmZiZkbFIv6enpaN68ORwdHZ+6HQDeffdd6OrqiohWI8zNzVFaWvrE76uiFBUVQU9PT2iGVzV79uynbnNxccH+/fvRuHFjJCUl8fzzf17n+3vr1i0YGBio5dL19HxNmzYVum99hfLycpSVlUFHR0d0lCpT53MOZ9QSEREREZEwdWXp482bNyM/P5+zaYmI6JmkUqmwojYnJ0el9oeXy+VYu3Yt2rdvD1NTU7z11ltwdXXFypUrUVBQUHm/Z+2Z+Pj+heHh4ejcuTMMDQ1hY2OD5cuXV95v7dq1aN68OfT09NCiRQvs2rXriQyPP05YWBg6d+4MAwMDWFpaYsKECcjIyKjSc1EoFAgMDETnzp1hZGQEfX19tGnTBuvWravyLM2qHo/HnTlzBt27d4ehoSHMzMwwevRoPHjw4In7BAQEPHd/xorP7d+/HwAwbdo0SCQSZGdn49y5c0/tQbts2TIAQLt27Spvq+njogwVr4uHDx8KTgJYW1tj9OjROHz4sNovMW1gYIAmTZpAS0sLhoaGouOoBGdnZwwdOhQHDhxAcXFxlb4mIyNDeEl74sQJfPTRR5V7q1pYWGDAgAGIiIh44n7VdW5+XFXPzQ8fPsSUKVNgbW0NfX19uNFjRYwAACAASURBVLq64o8//njj51RTLCwsVGLJdZlMhgYNGmDChAk4fvw4ysvLRUd6bepwzuGMWiIiIiIiEubxovbOnTu1sqhVKBT48ccfMXr0aFhZWYmOQ0REKkgqleLixYtCxi4qKlKpWZBz587Fd99998RtUVFRiIqKgo6ODqZMmfLSxzhz5gxmzZpVWWgVFBRg7ty50NXVxd27d/Htt99W3vfatWsYPnw43n77bbi4uDzxOJGRkZg5cybkcjkAoLCwEAEBATh16hT+/fdf1KtX77kZFAoFfH19ERIS8sTtsbGxmDJlCi5evIiNGze+9Lm86vH4999/MWfOnMqyp6CgAEFBQUhJScE///zz0vFqWnUdF2WoeF2UlJQITvLod+atW7ciKCgIpqam+Oijj+Dj4wN3d/eXFuOq5tq1a4iLi8OgQYPUbpZwTcnNzcXevXuxZ88eGBoaYujQofjoo4/QvXt3aGpqPvNrRM8MvHv3Lrp16/bEbZmZmfjjjz9w6NAhhIWFwdPT84nPK/vcXFRUhB49eiAmJqbya6OiojBw4EAMGzasWp5TdTMzM0NWVlaNjlFV2dnZ2Lx5MwICAmBhYQFfX1/4+PjA1dVVdLRXog7nHM6oJSIiIiIiYSqK2rKyMmRkZNTKovb333/HtWvX4OfnJzoKERGpKKlUKmypw5KSEpVa2nD//v0wNDTEnj178PDhQ+Tn5yMmJgYzZ858YTH6uB07dmDKlClISUlBXl4edu/eDW1tbSxcuBAbNmxAQEAA7t+/j6ysLMyYMQPl5eVYtWrVU4+za9cu+Pr64saNG8jLy8OJEyfg7OyMq1evYsWKFS/MsHXrVoSEhMDZ2Rl//fUXsrKykJeXh3/++Qdt2rTBpk2bcPr06Wo/Htu2bcPYsWNx48YNFBQU4NSpU2jSpAlOnDjx2hcDrF69GgqFAiYmJnBzc6vcg7bio2K5yejo6Mrbavq4KENFUVvVGY41rWJGW3Z2NjZu3AgPDw9YW1vDz88Pp06dEpyuavLz8zFixAiYmJjghx9+EB1HpZSXl0OhUCAvLw8hISHo3bs3zMzM8Mknn+DUqVNPva5ycnJgamoqKC0gkUjQp08fhIaG4tatWygpKcG9e/ewc+dO6OrqPjFTtoKyz81r165FTEwMmjdvjqNHj0ImkyEpKQmfffYZduzYUS3PqbrVr19fJWbxV6gowzMyMrB27Vp06NABjRo1wpw5c3D16lXB6V5OXc45LGqJiIiIiEiYiqI2PT0dcrkcDRs2FB2p2q1atQrvvvvuU/u5ERERVZBKpbh79y7y8vKUOq5CoUBpaalKFbWNGzdGw4YNMXDgQJiYmMDAwABt2rTBd999hzFjxlTpMby8vLBq1So0bdoUhoaGGDJkCAYOHIicnBz4+/vj448/hoWFBerXr48VK1bAxMQE8fHxTz1Ox44dERgYCAcHBxgaGqJr167Yv38/tLW1n7lk8OM2b94MTU1NHD58GP369UP9+vVhaGgIT09PbNu2DQBw4MCBaj8e77zzDjZs2AAHBwfo6+vDw8MDX3zxBQAIm7X9uOo6LspQ8bpQlaL2cRWzfO/du4effvoJXbt2xdtvvw1/f3/cuHFDcLpny8/Px/vvv4+rV69i//79sLW1FR1JZVV8f3NycrB582Z07doVjRs3hp+fH6KjowGI37fYysoKy5YtQ1BQENzc3GBgYAArKysMGzYM+fn5iIuLe+prlH1u3rNnDyQSCfbs2YNevXqhXr16sLOzw7p169CrV69qeU7VTVdXF0VFRTU+zusoLS0F8GglrJUrV8LR0RHNmjWDv78/kpKSBKd7mjqdc7j0MRERERERCZOTkwMTExOkpaUBQK2bURsXF4d//vkHf//9t+goRESkwqRSKQAgOTkZzs7OShu3ogxQpaJ21apVGDJkCBwcHNC3b1+0adMG7u7uaNu2bZUf43+XrgSApk2bAsBTy1ZqamqiUaNGuHfv3lNf88477zy1rKy9vT2aNWuG69evvzDD5cuXIZfLYWNjAwBPzDSt+G9qaioyMzOf2mfSzMysco/CVz0e3bt3f+o2e3t7AI/2HBStqsdFFVTMqL148aJK7Z37vypexwkJCViyZAkWLVqE9u3bw97eXmX2lczOzkb//v0RGxuLv/76q8aXj60quVyOqKgo0TEqZy0+y+Pl2IYNG/Df//4XTk5O0NHREbqtSmRkJHr06PHcpcELCwufuk3Z5+aEhAQ0atQILVu2fOoxvLy8EBYW9sbPqbrp6OhALpfj33//hYaGuHmWL7twrOLn8vHzjru7O/T19VViH21VPec8D4taIiIiIiISJjc3F0ZGRkhLS4NEIkGDBg1ER6pWP/30ExwcHJ55xTYREVEFqVQKDQ0NJCYmKrWorXgzVUtLdd4ibNOmDa5evYrIyEhERkbi5MmTWLhwIczNzbF9+/YqHZ9nzTKreFP/eZ+r7kKr4vFeVMBUZe/TVz0e+vr6Tz1GxXN/vGysKACe9bxrsoyoruOiDBWvi3HjxglOgirvQ1vxmj5//jzOnz8PiUSCoKAgjBo1qibjvVB6ejr69u2L5ORkHDx4EF27dhWW5X8VFBSoxH6bVZ0ZW1GOVcwy1dTUxOrVq+Hn56f0vYqXL1+OkpISLFiwAL6+vmjUqBF0dXUhkUjQokWLyotNHqcK5+YXeZ3nVN0qLpzq2LFjjY9VHRQKReV5JzIyEgCgra2NvXv3YvDgwUIyqfI553lU57cwIiIiIiKqc2QyGYyNjZGWlgYLC4vKmQu1QV5eHrZu3YoFCxYo/Y0TIiJSL3p6erC2tkZiYqJSx60ooire/FcVWlpa8PT0rJwBU1BQgObNm+Pjjz/GuXPnlJbjyJEjWLRo0RP/jiclJeH69euVs6Cfp0WLFrhw4QLu3LkDExOTF973ZbM1a+J4WFpaAng0i/t/HTt27LUesype5biIVvG62L179yvN6K4Jb7/99kt/TjQ0NCCRSCCRSNC3b180aNAAe/fuFVrSJiYmok+fPsjKysLhw4fRuXNnYVmexdDQUCVm1Lq5ub10uVuJRAINDQ0oFAp0794dBQUFMDMzw7Rp05SU8klJSUmwsrKCv7//E7cnJibixo0bNbp/blXPzQ4ODjh37hwuX7781KzaQ4cOPfW4Ip9ThYoLVa5fvw5NTc0aH+95ZDIZXFxcXnq/iot+tLS08N5776GsrAzp6enCSlpVP+c8D4taIiIiIiISJicnB8bGxrhy5UqtW/Y4JCQEpaWlGD16tOgoRESkBqRSqdKLWh0dHUgkEpWZwQgAnTt3xqhRo+Dp6Qk7OzuUlJQgLCwMWVlZSll28nHnzp3Dxx9/jHnz5sHa2hrR0dGYPHkySktL8eGHH77waz/++GOcOnUKvXv3xoIFC+Dm5gYTExOkp6fj0qVLCAwMxKRJk1666kZNHQ8nJycAwOrVq+Hm5gY3Nzfcu3cPa9euxf79+1/7cV+muo6LMlS8Luzt7SuXj1Y1EokEWlpaKCsrg6urK0aMGIERI0bAwsICGzZswL59+4Rlu3TpEvr06YOioiL8/fffKjlDUENDQyW+ty9a4lZbWxulpaVwdnbGuHHj4O3tjQYNGmDcuHHPXBZYWZo0aYL4+Hj8+OOP8PX1BQBERERg+vTpNT4Ltqrn5iFDhuDs2bMYMmQI1q9fj44dOyIjIwPff//9U8sei35OFYqLi6GlpYW3335bKeM9T05OznM/9/hFAx07dsTYsWMxfPhwGBsb4z//+Y+wn0t1OOc8D4taIiIiIiISQi6Xo7CwEEZGRrhz5w4aNmwoOlK12rhxI4YNGwYzMzPRUYiISA1IpVIkJCQodUyJRAJtbW2VKmovXLiA06dPP/NzEyZMUGqWDz/8EEFBQdi8efMTt7do0QKzZ89+4deOHj0a//zzD7Zs2YIBAwY88z5VeT41dTzs7e0xePBg7N27Fz169Ki8XUtLC76+vggODn7tx36R6jouylBcXAxAtfZwrlBRzr799tsYN24cfH19Ve536dWrV+Pu3bsAHs0YfZbo6Ogqzdqra3R0dFBSUgIHBwd89NFHGDlyJBwcHJ64j56e3ktn4dakTz75BAcPHsTUqVMxderUytvbtm2LVq1aIT09vcbGruq5eerUqdi2bRtiYmKeuPhDIpHA29sbO3bseOLrRT6nCkVFRVVeClvZKs47FRcNDB8+XOg+yf9Lnc854nYjJiIiIiKiOi0vLw8KhaJWFrVnzpzBhQsX8Omnn4qOQkREakLEjFrg/xcCquLs2bOYPHkynJycoK+vD3Nzc3h4eCAgIACrVq1SahYPDw8cPHgQHTt2rMzy8ccf48SJE6hXr94Lv1YikWDz5s3YsWMHevfuDVNTU+jo6MDe3h6DBg3Cvn370Lt375dmqMnj8csvv2DcuHEwMzODnp4e3N3dcfTo0collmtCdR0XZah4XajK1hwVsy6lUim+/vpr3LhxA9euXcPs2bNr1e/RdVXFMr6NGjXCzJkzERcXhxs3bsDf3/+pkhYATE1N8eDBA2XHrPT+++8jJCQErVu3hr6+PqytrfHJJ58gLCysxl8zVT036+npITw8HJMmTYKVlRX09PTQtm1b7Nu3D15eXir1nCpkZWWhfv36ShmrKirOO46OjliyZAlu3ryJixcvws/PT6VKWnUnUbxscXsiIiIiIqIacPv2bdjY2OD06dMYP348hgwZgoULF4qOVS3GjRuHCxcuICYmRnQUIiJSE9u3b4evry8KCgqgra2ttHEtLCywaNEifPbZZ0obU9UdOnQI/fr1w6pVq4Tt/0jinTlzBu7u7khNTYWNjY3QLHZ2dhg2bBh8fHyqPBtsw4YN+Oqrr5CVlVXD6dSTKh2f9u3bw8PDAz4+PujUqdMTe68+z8qVK7Fq1SrcunVLCQlJWebOnYvDhw/jwoULQnPk5OSgXbt2GDFiBHx8fCqXy3+Z//znP4iMjMSZM2dqOKF6et7x4dLHREREREQkhEwmAwAYGRnh7t27teaK3Pz8fOzevRtLliwRHYWIiNSIg4MDysrKkJqaCqlUqrRxTU1NkZ2drbTxiNRFxWxFVZjdlpSUVKXyjtTT+fPnX/n7a25ujszMTCgUCv5s1CIZGRkwNzcXHQPGxsZCVvmoq7j0MRERERERCZGbmwvg0ZJUDx48QIMGDQQnqh579+5FUVERhg8fLjoKERGpkYqlLZX9xqiZmZlKzCgjUjWZmZnQ09ODoaGh6Cgs4mq51/n+NmnSBEVFRbh3714NJCJRUlJS0LRpU9ExeM5RMha1REREREQkRMWM2qKiIigUilpT1AYFBeHdd9+FhYWF6ChERKRG3nrrLZiamgopajMzM5U6JpE6yMrKgpmZmegYRM9ka2sL4FGxR7VHcnJy5feW6g4ufUxEREREREJUFLUVM2utra1FxqkWaWlpCA8Px86dO0VHISIiNSSVSpVe1FYsn0n/n5eXFxQKhegYJFhWVpZKLEFK9CyNGzeGjo4OEhIS0KlTJ9FxqBqUlpbi1q1bsLOzEx2FlIxFLRERERERCSGTyaCvr4+MjAwAqBV71AYHB8PExAT9+/cXHYUEy83NhVwuh1wuR25uLjQ1NWFsbAwA0NfXh56enuCERKSKpFIpEhISlDqmmZkZrly5otQxidRBZmamSuxPS/QsWlpaaNGiBS5duiQ6ClWTq1evorS0FM7OzqKjkJKxqCUiIiIiIiFkMhmMjIxw9+5dmJiYwMDAQHSkNxYSEgIfHx/o6uqKjkLVKCsrCykpKUhJSUFqairu37+PzMxMZGVlPfGRk5ODwsLCV3psExMTmJiYwMzMDBYWFjAzM6v8aNCgAezs7GBra4umTZuy3CWqA6RSKX7//Xeljtm4cWOkpqYqdUwidXDz5k00adJEdAyi52rdujViY2NFx6BqEhcXB21tbTRv3lx0FFIyFrVERERERCTE40Vtbdif9vz587h06RICAgJER6HXUFpaiitXriAuLg6xsbG4evUqkpOTkZKSUrlMt0QigbW1NaysrGBubg5zc3O0bt26slg1NTWtLOlNTEygoaEBDQ0NmJiYoKysrPJxCgsLUVRUBODR6yA7OxtZWVnIyMhAZmYmLl68iKysLKSlpSEnJ+eJsW1tbWFnZ4dWrVqhdevWcHZ2ho2NjYAjRkQ1QSqVIikpCQqFAhKJRClj2tnZ4d69eygoKKgVF00RVZfk5GS4ubmJjkH0XC4uLvjuu++U+m8G1ZwLFy7A0dEROjo6oqOQkrGoJSIiIiIiIWpbUbtjxw7Y29ujY8eOoqPQS5SUlCAqKgqnT59GdHQ0YmNjceXKFZSWlkJHRweOjo5wdHTEe++9V1mM2traokmTJkqfLZ2dnV05mzclJQXJyclISEjA+vXrcevWLQCAqakpWrdujdatW6NDhw7w8PCAvb29UnMSUfVwcHBAQUEB7t69q7S92+3s7KBQKJCamooWLVooZUwiVadQKHDz5k3uFUkqzdPTEzNnzkR8fDxatmwpOg69ofDwcHTv3l10DBKARS0REREREQkhk8lgbGys1Deja4pCocDu3bsxYsQIXs2ugh48eIDIyEhERkbi1KlTOH/+PAoLC2FpaYn27dujX79+mD17NpydndGiRQtoa2uLjlzJ1NQUpqamaNu27VOfy87ORlxcXOUs4HPnzmHjxo0oLi6GtbU1OnfujC5duqBz585o164dtLT4FgCRqpNKpQCAxMREpRa1wKPZgyxqiR5JT09HUVERi1pSae3atYOpqSmOHTvGolbNPXjwADExMZg/f77oKCQA/0ojIiIiIiIhHp9Rq+7Lyp09exYpKSkYOnSo6CgEoLy8HNHR0Th69CiOHj2K48ePo6ysDPb29vDw8MDIkSPh4eEBJycntS7WTU1N4enpCU9Pz8rbysrKcPHiRZw6dQoRERFYunQpMjIyYGhoCHd3d7z33nv44IMPuOcekYpq2LAh9PX1kZiYiC5duihlTGNjY9SvXx9JSUlKGY9IHSQnJwMAbG1txQYhegFNTU107doV4eHhmDp1qug49AaOHz8OiUSCbt26iY5CArCoJSIiIiIiIXJzc2FkZIT4+HhYWVmJjvNGdu3ahWbNmsHFxUV0lDorOzsbf/zxBw4ePIgjR44gKysLTZs2hZeXFyZPngxPT0/Ur19fdMwap6Wlhfbt26N9+/bw8/MDAFy9ehVhYWE4dOgQ5s2bh2nTpqFVq1bw8vJC//790bVrV2hqagpOTkTAo/2o7ezskJiYqNRxnZyccPnyZaWOSaTKLl26BCMjI+4DTyqvR48eWLhwIeRyOX+fU2Ph4eFo27YtTE1NRUchATREByAiIiIiorqpYkbtvXv31HqPWoVCgT179sDb21t0lDqnoKAAu3btwoABA9CgQQOMGzcOqampmDVrFs6fP4/k5GT89NNPGDRoUJ0oaZ+nRYsWmDx5MkJDQ5GTk4OTJ0+if//+CA8PR8+ePWFlZYVRo0YhNDQUcrlcdFyiOk8qlSIhIUGpY7Zu3RqxsbFKHZNIlcXFxcHZ2VmtV96guqFXr154+PAhYmJiREehN3Ds2DH06NFDdAwShDNqiYiIiIhICJlMBh0dHRQUFKj1HrWRkZG4efMmhg0bJjpKnVBYWIh9+/Zh586dOHToEBQKBd555x0EBARg4MCBMDExER1RpWlpaaFLly6VS6peu3YNO3fuxI4dOxAcHIxGjRph6NCh8PHxQceOHQWnJaqbHBwcEBERodQxnZ2dsXXrVigUChZTRABiY2PRunVr0TGIXqpVq1awsbHBnj170L59e9Fx6DXEx8cjPj4e69atEx2FBOGMWiIiIiIiEkImk1X+vzrPqN29ezccHR3RqlUr0VFqtStXrmDOnDmwsbHBqFGjkJmZiRUrVuD27dsIDQ2Fr68vS9rX0Lx5c8yfPx+XLl3C5cuXMX78eBw+fBhubm5wdHTEihUrkJmZKTomUZ0ilUqVvvSxs7MzcnNzkZqaqtRxiVTVpUuX4OzsLDoG0UtJJBKMHDkSQUFBXBlFTVVcLOnp6Sk6CgnCopaIiIiIiISQyWQoLy8HoN5F7f79+zF48GDRMWqloqIi7Nq1C3369IGTkxP27t2LWbNm4c6dOzh16hT8/PxgYWEhOmat4eTkBH9/f8THx+P8+fPw9PTEkiVL0LhxYwwbNgxHjx6FQqEQHZOo1pNKpcjKysLDhw+VNqazszM0NDS4dCYRgNTUVGRnZ7OoJbXh6+uLtLQ0/PPPP6Kj0CsqLy9HSEgIRo8eDQ0N1nV1Fb/zREREREQkhEwmQ2lpKTQ1NWFubi46zmu5ePEiUlJSMGjQINFRapXU1FTMnDmzcu9US0tLhIeH49q1a5g9ezYsLS1FR6z12rdvj59//hlpaWn473//i5SUFPTp0wfOzs4IDAxEcXGx6IhEtZZUKgUAJCUlKW1MY2NjtGjRAqdPn1bamESqKiIiAtra2lxGltSGo6MjXF1dERwcLDoKvaLjx4/j1q1bGDFihOgoJBCLWiIiIiIiEiIvLw8lJSWwtLSEpqam6Div5cCBA2jYsCHfyKsmFy5cwIgRI+Dg4IAdO3bgyy+/RFpaGkJCQtC9e3fumyiAkZERJk6ciHPnziE6OhodOnTAZ599BltbWyxduhQPHjwQHZGo1rG1tYWmpiYSEhKUOq6Hh4fS98YlUkURERFo27YtDAwMREchqjJfX1/s3r0beXl5oqPQKwgODkaHDh3QsmVL0VFIIC3RAYiIiIiIqO4pLCxEaWkpCgoKYG1tLTrOaztw4AAGDhzIAvENHTx4EN999x3Cw8Ph4uKCX375BcOHD4e2trboaPQYFxcXbN68GUuWLMHatWvx/fffY+nSpRg7dixmzpyJpk2bio5IVCtoa2vDxsZG6fvUenh4ICgoCMXFxdDV1VXq2ESqJCIiAj179hQdo1qUlZXh3LlzomOopJs3b4qOUK18fHwwa9YsbN++HePHjxcdh6rgwYMH2L17N5YtWyY6SrXKz8/neec57t69+8zbWdQSEREREZHSyWQyAI9m1arr/rRpaWmIjo7GkiVLREdRW2FhYfj6668RGRkJLy8v/P333+jdu7foWPQSDRs2xLJly/Dll1/il19+werVq7Fx40aMHz8e8+bNQ6NGjURHJFJ7UqlUSFFbXFyMCxcuwN3dXaljE6mK3NxcxMXFYf78+aKjVIvc3Fy4ubmJjqGy6tevLzpCtbGwsICvry+WL1+OMWPGQEuL1Y+qW7NmDXR0dDB69GjRUarVpUuXeN55gWcdG4lCoVAIyEJERERERHVYYmIiHBwc4O7uDkdHR/zyyy+iI72ydevWYc6cOcjIyICenp7oOGrl9OnTmD9/PsLCwuDh4YGlS5fC09NTdCx6TaWlpfjtt9+wcOFC3L59G2PGjIG/v79az5YnEu3TTz/FtWvXEB4ertRxra2t4efnhzlz5ih1XCJVcfDgQfTv3x937txR24sJK8hkMmRlZYmOodI0NTVhY2MjOka1SUxMRIsWLRAUFAQfHx/RcegFcnNzYWtri+nTp9eaC0MAIDs7Gzk5OaJjqDRdXd2n/k7iZRVERERERKR0FTNqs7Oz1fZNsN9//x1eXl4saV9BTEwMZs+ejSNHjqBbt244efIkunTpIjoWvSFtbW2MGjUK3t7e2LhxI5YtW4aQkBBMnToVc+fOhbGxseiIRGpHKpXir7/+Uvq4ffr0weHDh1nUUp116NAhtG7dWm1/P32ckZERjIyMRMcgJZJKpRg2bBgWL14Mb29vaGhoiI5Ez7Fu3TrI5XJMmTJFdJRqZWpqClNTU9Ex1A5fqUREREREpHQVRW1mZqZavhGWl5eH48ePY8CAAaKjqIX79+9j4sSJcHV1RU5ODo4ePYrjx4+zpK1ldHV1MXXqVCQkJMDf3x8bN25Es2bN8Msvv6C8vFx0PCK1IpVKkZaWhqKiIqWO6+XlhYiICM6GoTrr4MGD6Nevn+gYRK/tq6++wtWrVxEaGio6Cj1HQUEBVq9ejalTp7LUJAAsaomIiIiISICKovbBgwdqWdSGhYWhrKwMXl5eoqOotNLSUqxZswbNmjXDn3/+ifXr1yMyMhK9evUSHY1qkIGBAWbOnImEhASMGTMGkyZNgqurK06cOCE6GpHakEqlKC8vR0pKilLH9fLyQnl5OY4dO6bUcYlUQXJyMm7cuMHf70itOTo64v3334e/vz/kcrnoOPQMa9euRX5+Pvz8/ERHIRXBopaIiIiIiJROJpNBU1MT5eXlalnUHjp0CO3atYOlpaXoKCrrzz//RMuWLTF37lx8/vnnuH79OiZOnMgl2OoQU1NTLF++HNHR0bCwsEC3bt0wbNgw3L59W3Q0IpUnlUoBAAkJCUodt379+nB1dcXBgweVOi6RKvjzzz9hbGyMzp07i45C9EaWL1+OK1eu4KeffhIdhf7H7du3sXjxYsyePRsWFhai45CK4F/IRERERESkdLm5uTAwMAAAtSxqjxw5wmXxnuP+/fvw8fHBe++9h3bt2uHq1atYtGgRDA0NRUcjQZycnHD48GH8/vvviI6ORsuWLbF+/Xouh0z0AvXq1YOlpSUSExOVPvZ7772H0NBQzsSiOufAgQN45513oK2tLToK0Rtp1qwZpk+fjnnz5iE9PV10HHrMtGnT0KBBA8yaNUt0FFIhLGqJiIiIiEjpZDIZ9PT0AADW1taC07yaq1evIikpCX379hUdReXs2rULLVu2xIkTJ7Bv3z5s374dTZo0ER2LVMSAAQMQFxeH6dOnY/r06ejatSvi4+NFxyJSWQ4ODkKK2mHDhuHu3btcrpzqlIyMDBw/fhze3t6ioxBVi/nz58PMzAyzZ88WHYX+z99//409e/ZgzZo1lX8LEwEsaomIiIiISACZTAZtbW0YGhqiMI8C1gAAIABJREFUXr16ouO8koMHD8LU1BRubm6io6iMlJQU9O3bF97e3hg8eDCuXr2KQYMGiY5FKkhPTw/+/v74999/UVZWBhcXF8yZMwfFxcWioxGpHKlUKqSobdasGVxcXLBjxw6lj00kyq5du6Crq8sVU6jWMDAwwMqVKxEcHIzw8HDRceq8kpISTJ06FR9++CHeffdd0XFIxbCoJSIiIiIipZPJZNDQ0FC72bQAcPjwYfTp0wdaWlqio6iEoKAgODs7Iy0tDZGRkfj5559hZGQkOhapuNatW+P06dP48ccfsW7dOri6uiI2NlZ0LCKVIqqoBR7Nqt2zZw/KysqEjE+kbDt37sTAgQO5VQPVKoMGDcJ7772HTz/9FDKZTHScOu2rr75CWloaVq5cKToKqSAWtUREREREpHQymQwSiUTt9qctLCzEiRMnuOwxgKysLAwZMgRjx47FpEmTcOHCBXTq1El0LFIjGhoamDhxIqKjo2FoaIhOnTphw4YNUCgUoqMRqQSpVIqUlBQhe8UOGzYMmZmZCAsLU/rYRMp2584dnDx5EkOHDhUdhajaBQQEIDc3F+PHjxcdpc46ePAgvv/+e6xduxY2Njai45AKYlFLRERERERKJ5PJUF5ernZF7YkTJ1BYWFjni9pjx47BxcUFkZGR+PPPP7FixQro6OiIjkVqysHBAadOncIXX3yBqVOnol+/fkhPTxcdi0g4qVSK4uJipKWlCRnbw8MDgYGBSh+bSNl+/fVXmJqacjlSqpWsrKwQEhKCPXv2YNOmTaLj1Dm3b9/GqFGjMHz4cIwZM0Z0HFJRLGqJiIiIiEjpZDIZSktL1a6oPXbsGBwdHdGoUSPRUYQoLS3FrFmz0Lt3b7i7uyM+Ph5eXl6iY1EtoKWlBX9/fxw/fhzXrl1Du3btcOTIEdGxiISSSqUAgISEBCHjjx8/Hvv370dGRoaQ8YmUQaFQIDAwEKNGjYKurq7oOEQ1omfPnpg9ezY+//xzREdHi45TZ5SVlcHHxwf169fHzz//LDoOqTAWtUREREREpHQymQwlJSWwsrISHeWVhIWFoWfPnqJjCHH37l306tULGzZsQGBgIHbu3AlTU1PRsaiW6dKlC2JiYtCjRw+8++67WLJkCZdCpjrL0tISxsbGwvap9fb2hoGBAYKDg4WMT6QMx44dQ0JCAme6Ua23cOFCdOzYET4+PsjJyREdp06YO3cuLly4gD179sDIyEh0HFJhLGqJiIiIiEjpcnNzUVhYqFZF7cOHDxETE1Mni9rz58/Dzc0N6enpOH36NN/MpBplYmKCbdu2Yf369Vi0aBEGDBiAhw8fio5FJIS9vb2wolZfXx8+Pj7YuHEjL5igWisgIADu7u5o3bq16ChENUpLSwvbtm1Dbm4uBg0ahOLiYtGRarX169fjhx9+wIYNG9CqVSvRcUjFsaglIiIiIiKly83NRXFxMSwtLUVHqbLw8HAoFAp4enqKjqJUGzduhIeHB5ydnXHu3Dk4OzuLjkR1xMSJE3Hs2DFcuHABHTp0QFxcnOhIREonlUqFFbXAo9fhtWvXcOzYMWEZiGrK3bt3sW/fPowfP150FCKlaNSoEY4cOYKLFy9i2LBhkMvloiPVSgcOHMDnn3+OxYsXY9SoUaLjkBpgUUtEREREREpXsdyWuhW1Li4uMDc3Fx1FKUpKSjB27Fh89tln+OqrrxAaGsqljknpPDw8EBUVBSsrK3Tu3Bl79uwRHYlIqezt7ZGcnCxsfBcXF3Tv3h0//PCDsAxENWXt2rUwMTHBiBEjREchUppWrVrhzz//xNGjRzF58mTRcWqd48ePY/jw4Zg4cSLmzZsnOg6pCRa1RERERESkdHl5eQDUq6itS/vTZmdno2/fvti7dy9CQ0Mxf/58SCQS0bGojrK2tkZ4eDh8fX0xbNgwFkZUp9jZ2QmdUQsAM2bMwKFDhxAbGys0B1F1KigowM8//4ypU6dCT09PdBwipXJ3d0dISAgCAgLg7+8vOk6tER0djffffx/vv/8+fvzxR9FxSI2wqCUiIiIiIqWSy+WVeyKpS1F77949XLlypU4UtcnJyfDw8MD169dx/PhxvPvuu6IjEUFbWxvr16/HypUr8cUXX2DChAkoKysTHYuoxtnb2+Phw4fIzs4WlqF///5wdHTEqlWrkJqaytce1QoBAQEoLCzEp59+KjoKkRCDBg3Chg0bsGjRIsyZM4d7kb+hU6dOoVevXujYsSN+/fVXaGiweqOq0xIdgIiIiIiI6pa8vDwoFAro6urCyMhIdJwqCQ8Ph5aWFrp06SI6So06d+4cBg4cCEtLS5w5cwY2NjaiIxE9wc/PD02aNMHIkSORmpqKXbt2wdjYWHQsohpjb28P4NFFNDW9/HxWVhZu3bqFW7duISUlpfL/ExMTcevWLcTHx8PKygrLly+v0RxENa20tBSrV6/GmDFj6syWFkTPMmHCBOjr62PcuHFIT09HQEAAtLW1RcdSO6GhofD29sY777yD3377Dbq6uqIjkZphUUtEREREREolk8kAQK32Oz1x4gTatWunNsXy6wgNDcXw4cPRvXt37NixA/Xq1RMdieiZPvjgAxw7dgwDBw5Ejx498Ndff8HKykp0LKIa0bRpU2hqaiIpKQnt2rV748eLjY1FdHQ0bt68WVnIVpSyFatdAI9msWtqaqK0tBRyuRwAYGxsXLl1AZE6+/XXX5GWloaZM2eKjkIk3MiRI9GgQQMMHjwYDx48wI4dO2BgYCA6ltr49ddfMX78eIwcORKbNm2ClhYrN3p1nH9NRERERERKlZubCwBqNYPh5MmT6Nq1q+gYNWb79u0YMmQIPvroIxw4cIAlLak8Nzc3nD59GjKZDN26dcPt27dFRyKqETo6OmjUqBGSkpKq5fFu3LiBMWPGYPHixdiyZQuOHj2KhISEJ0pa4NGMw6KiIsjlckgkEvj7+2PFihXYtGkTkpOTqyULkQilpaVYunQpxo0bBzs7O9FxiFRC7969cfjwYURGRuKdd97B/fv3RUdSeQqFAosWLcLYsWMxb948bN68mSUtvTYWtUREREREpFQVM2rVZX/a7OxsxMfH19qiduvWrfD19cXEiRPx888/8w0GUhv29vY4efIkdHV10aVLFyQkJIiORFQj7O3tq60cHTx4MJo3bw65XF6lvWYlEgm+/vprLFiwAB9//DEaN26MZcuWVUsWIhE2bdqEO3fuYN68eaKjEKkUd3d3nDx5Enfu3EHbtm3xzz//iI6ksjIzM9G/f38sXrwY69atw8KFC0VHIjXHopaIiIiIiJSqoqi1trYWnKRqIiIioFAo4O7uLjpKtduwYQNGjx6NGTNm4Mcff4REIhEdieiVWFlZ4fjx42jQoAG6du2KuLg40ZGIqp29vX21zaitKF4VCkWV7jtr1iz4+/sDeLQc8ldffYUtW7YgMTGxWvIQKVNhYSGWLl2KTz75BDY2NqLjEKkcJycnxMTEoGvXrujVqxf8/f0rl7+nR86dO4cOHTrg0qVLCA8Px2effSY6EtUCLGqJiIiIiEipKorahg0bCk5SNSdPnoSTkxMsLCxER6lWy5cvx+TJk7F06VIsX75cdByi12ZqaorDhw9DKpWiV69eiImJER2JqFrZ2dlVW1ELAN7e3rCzs4OGxvPfFpRIJJg5cyZWrFjxxO2+vr6QSqWYPXt2teUhUpaVK1ciJycHc+fOFR2FSGUZGxtj+/btCAwMxLfffos+ffogPT1ddCzhFAoF1qxZgy5dusDZ2RkxMTHw8PAQHYtqCRa1RERERESkVDKZDBKJBFZWVqKjVElt3J/2+++/x7x58/Df//6Xb7ZTrWBiYoLDhw/D2dkZffr0weXLl0VHIqo2dnZ2uHnzZrXMaiovL8eBAwdgbGz83PtoaGhgxowZ+Pbbb5/6nJaWFtauXYs9e/bg77//fuM8RMqSlpaG5cuXY968eWjQoIHoOEQqb9SoUTh16hRu3bqFli1bYs2aNSgvLxcdS4iLFy+ia9eumDlzJubNm4f9+/ejfv36omNRLcKiloiIiIiIlEqd9qgtLCxEVFRUrSpqAwMD8cUXX2DFihWYMmWK6DhE1cbQ0BChoaFo2bIlevbsiWvXromORFQt7O3tUVpaitu3b7/2Y8jlcvz2229o06YNhg4dCjs7O1hZWT215L2GhgamT5+O77777rmP1bt3b/Tr1w+zZs3ikpikNubMmQMLCwtMnz5ddBQitdGuXTtcuHABY8aMwcyZM9GlS5c6tXJJTk4O/Pz84OrqCgCIioqCv7//C1ekIHod/IkiIiIiIiKlysjIgEKhUIui9uzZsygpKUGXLl1ER6kWwcHBmDBhAr755hvMmjVLdByiamdgYIDff/8dTZs2RZ8+fZCSkiI6EtEbs7e3B4DXWv64tLQUQUFBaNWqFUaOHAlbW1ucP38ee/fuxYIFC54oajU0NODn54fvv//+pY+7cuVKxMfH45dffnnlTETKdvbsWYSEhOC7776Dnp6e6DhEasXIyAgrV65EVFQUNDQ04OrqCj8/P+Tk5IiOVmMUCgVCQkLg6OiI3377DRs3bsTJkyfRunVr0dGolmJRS0RERERESnXv3j0A6jGj9vTp07CxsUGTJk1ER3lj+/btw7hx4+Dn54cvv/xSdByiGmNsbIwjR47A3Nyc+6pRrWBlZYV69eq9UlFbUlKCoKAgtGzZEuPHj0eHDh0QHx+P0NBQtG3bFgAwZsyYyv3XJRIJpk+fjpUrV1bp8Vu0aIHJkydj3rx5uH///qs/KSIlKSsrw6RJk9C9e3cMGTJEdBwitdW6dWucPHkSgYGB2L59O2xsbDBnzhxkZWWJjlZtysvLERoaio4dO8LX1xe9e/dGfHw8xo4d+9QKFETViUUtEREREREpVUZGBgD1KWrd3d1Fx3hjR44cwfDhwzFp0qQqvwlPpM7eeustHDx4EBoaGujbt2+tnvVBdYOtrS2Sk5Nfer/i4mJs3LgRUqkUEyZMQKdOnRAfH4+goCA0b978ifvq6upi3rx5AIBp06ZVaSbt4xYvXgxjY2MuJUsq7YcffsDly5exbt060VGI1J5EIsGoUaNw7do1zJo1CwEBAbCzs8MXX3xReTGuOiorK0NwcDBatmyJQYMGwd7eHjExMQgKCoK5ubnoeFQHsKglIiIiIiKlqrjqumIWjyo7d+4c3NzcRMd4I7GxsRg6dCiGDRuG1atXi45DpDRWVlY4evQosrKy8OGHH6K0tFR0JKLXZm9v/8KiNj8/H2vWrIG9vT0+//xzvPvuu0hMTERQUBAcHBye+3UTJkzA4sWLX+siHkNDQ6xbtw7btm3D77///spfT1TTUlJS8M033+Drr7+Go6Oj6DhEtcZbb72F+fPnIyUlBV9//TWCg4NhZ2eHTz/9FGfOnBEdr8ru3LmDH374Ac2bN8fHH38MNzc3xMfHY8eOHVzmmJRKolAoFKJDEBERERFR3dGuXTtcvnwZxcXFoqO8UGJiIhwcHBAREYHOnTuLjvNa0tPT0alTJ9ja2uLIkSPQ1dUVHYlI6aKjo+Hp6YmhQ4ciMDBQdByi1zJ9+nScOXMGp0+ffuJ2mUyGwMBALF++HHl5eRg3bhzmzJkDa2trpWUbMWIEIiIicOnSJRgZGSltXKIXUSgU6Nu3L+7evYuoqChoa2uLjkRUaxUVFeGXX37Bhg0bcPnyZTRr1gwjR46Er68vbG1tRcd7Qn5+Pvbv34/g4GAcPXoUxsbGGDFiBGbMmAE7OzvR8aiO4oxaIiIiIiJSqtzcXOjr64uO8VJnzpyBtrZ25V5+6iYvLw/9+/eHgYEB9u/fz5KW6qy2bdti586dCA4OxuLFi0XHIXotdnZ2T+xRm5WVBX9/fzRt2hTz58/H6NGjcfPmTaxZs0apJS0ArFmzBgUFBfjPf/6j1HGJXmT9+vUIDw9HQEAAS1qiGqanp4fJkyfj0qVLiIqKQr9+/fDjjz/C3t4enp6eWL58Oc6dOwe5XC4k382bN7FlyxZ89NFHsLa2xtixY6Grq4vt27cjPT0dP/74I0taEoozaomIiIiISKmsra2hqamJ27dvi47yQp9//jnOnj2Ls2fPio7yyuRyOQYPHozIyEicPn36hcteEtUVmzZtwieffIJff/0Vvr6+ouMQvZI//vgDAwYMQHJyMrZs2YLVq/8fe3ceHuO5vwH8nslkk0R2EZFkZtSaRNRSJAS1VIpaqrqpKkUVxc9SpUrQg1oa1eJocI5WF1stbcW+JThaCQnREJkkSJDJJptsM78/XEmlYp+Z501yf67Lda4zM3mfO6/a5p7v84RCoVBg/PjxmDRpEhwcHITm27lzJwYMGICff/4ZQ4YMEZqFKC4uDm3btsX06dMxd+5c0XGIaqXS0lLs3bsXP/30Ew4cOIAbN27A3t4eQUFBePHFFxEUFAQfHx+Df5hUr9cjKSkJ//vf/3Do0CEcOnQIV65cgZWVFQICAjBgwAC8+eabPHuWJIVFLRERERERmZS9vT08PDwQFxcnOspDvfDCC+jYsSNWrFghOsoTmzJlClavXo3Dhw9X+zN2iQxp6tSp+Prrr3Hs2DG88MILouMQPbZjx46hS5cusLKygp2dHT788ENMnjwZ9vb2oqNVGDNmDLZs2YKzZ8/Cy8tLdByqpYqKitC+fXtYWFggMjKS07REEhEXF4fDhw/j0KFDOHr0KDIyMqBQKNC4cWO0aNECKpUKSqUSnp6ecHFxgbOzM5ycnKBQKGBmZgZLS0sUFBQAAHJycqDVapGRkYGbN29Co9FAo9Hg0qVLuHDhAm7fvg1zc3O88MILePHFF9GtWzd07NgRVlZWgu8CUdVY1BIRERERkUlZW1ujdevWiIyMFB3lge7cuQN7e3ts2LABb731lug4T+Snn37Cm2++iQ0bNmD48OGi4xBJik6nQ9++fSu25nN1dRUdieihkpOTsXz5cqxduxZ37tzBsGHDsGbNGkkeIZCfn482bdqgYcOG2LdvH+RynrhGpjd58mSsX78e0dHRUKvVouMQURV0Oh3i4+MRGxuLmJgY/PXXX0hKSoJGo0FmZuYTXcvKygre3t5QqVRo1KgR/Pz80LJlS/j5+cHW1tZI3wGRYSlEByAiIiIiotqlpKQEzs7OomM8VFRUFIqLi6vdNOpff/2F0aNH46OPPmJJS1QFuVyOTZs2oW3btnj99dexb98+KBR8a4SkR6PRYNGiRdiwYQM8PDywaNEiLFq0CK1atZJkSQsANjY22LRpEwIDAxESEoKQkBDRkaiW2b59O1asWIH//ve/LGmJJEwul6N58+Zo3rz5fdvl37lzBxkZGcjIyEB2djaKi4tRUlKC4uJi2NjYAAAcHR3h6OgIFxcX1K1bV8S3QGRQ/NcIERERERGZVFlZmeTPBDpz5gycnJyq1Zt8ubm5GDRoEHx9fbFkyRLRcYgky9HREdu3b0dAQABmzZqFxYsXi45EVOHChQtYvHgxfvzxR3h5eeHrr7/GiBEjoFAosGXLFmg0GtERH6pNmzYIDQ3Fhx9+iFatWmHgwIGiI1EtcenSJYwYMQJjxozhOeRE1ZiVlRU8PDzg4eEhOgqRyXAPEiIiIiIiMpm8vDwAgJubm+AkDxcVFYXWrVtDJpOJjvJY9Ho9hg4diuzsbGzbtg0WFhaiIxFJmr+/P1atWoUlS5Zg27ZtouMQISYmBsOGDYO/vz+io6Oxbt06XLp0CaNHj66Y+lapVEhMTBSc9NE++OADvPfeexgxYgQSEhJEx6FaIC8vDwMHDkSzZs0QGhoqOg4REdET4UQtERERERGZTFJSEgCgQYMGYoM8QlRUFHr37i06xmMLDQ3Fnj17cPjwYbi7u4uOQ1QtvPvuuzh16hRGjhyJNm3aQKlUio4kWfHx8cjJyREdQ9Lq1av3VP8NRUdHY+HChdi6dSv8/Pywfv16DB06tMrzXdVqNbZu3WqAtMb39ddf4+zZs3j11VcRGRnJcwLJaPR6PYYPHw6tVou9e/fC0tJSdCQiIqInwqKWiIiIiIhMJjk5GQDQsGFDwUkerKioCBcvXsQnn3wiOspjuXDhAmbOnIk5c+YgMDBQdByiaiU0NBQnTpzA0KFDcfToUZiZmYmOJEkTJkzA/v37RceQtJEjRyIsLOyxXx8REYHFixfj119/RUBAAHbu3Im+ffs+dCeH8olavV4v+R0frK2tsW3bNrRv3x5vvPEGdu7cyV9fZBQzZ87E7t27sXfvXkn//ZKIiOhBWNQSEREREZHJXLt2DQDg5eUlOMmDxcTEoKSkBM8//7zoKI9UVFSEt956C23atMGMGTNExyGqdiwtLfHDDz+gXbt2WLhwIT799FPRkSTr9ddfx6JFi0THkKRhw4Y99msjIiIwd+5cHDx4EIGBgdi1axf69ev3WF+rVqtx584dpKWlSX5nCgBQKpX49ddf0bVrV4wdOxZr164VHYlqmHXr1mHx4sXYsGEDunbtKjoOERHRU2FRS0REREREJpOamgoA8PDwEJzkwaKjo2Fra4vGjRuLjvJI06ZNQ3JyMs6ePctJJaKn5OPjg88//xzTp09Hjx490KFDB9GRJMnW1pbbQz+AlZXVI19z4MABzJ49G6dOnUJgYCAOHjyIF1988YnWUavVAIDExMRqUdQCQLt27bBx40YMGTIEzZs3x+TJk0VHohpi7969+OCDD/DZZ5/h3XffFR2HiIjoqd1/4AUREREREZGRpKWlAQDs7e0FJ3mw6OhotGrVqsrzAaVk3759+Prrr7Fq1SqWJ0TPaNKkSejVqxfefvtt3L59W3QcqiF0Oh12796Ndu3aoWfPnrC1tcWpU6cQERHxxCUtcPdDTlZWVtBoNEZIazyvvvoqvvjiC0ydOhU//fST6DhUA/zxxx8YMmQI3nzzTcyZM0d0HCIiomci7XceiIiIiIioRklPT4dMJoO1tbXoKA8UFRWF1q1bi47xUDk5OXjvvffw5ptv4q233hIdh6jak8lkCAsLw+3bt6vN+dQkXTqdDlu2bIGfnx8GDBiA+vXr488//8T+/fvRvn37p76uTCaDt7c3EhMTDZjWNKZMmYJJkyZh2LBh2Llzp+g4VI2dP38ewcHBCAwMRFhYmOTPayYiInoUFrVERERERGQyWq1W0lv0lpWV4fz585I/n3b69OkoLi5GaGio6ChENYa7uzu+/PJLrFmzBhEREaLjUDVUUlKCjRs3okWLFnjjjTfg4+OD8+fPY/fu3WjTpo1B1lCr1dVuorbc0qVLMXLkSAwZMgR79uwRHYeqoYSEBPTq1QvNmjXDli1bYGFhIToSERHRM+MZtUREREREZDJZWVmSflMtLi4OBQUFki5qjx49im+//RY//vgjXF1dRcchqlGGDh2KzZs34/3338fZs2cf6+xRIr1ej4sXL6Jx48ZIS0vDO++8g99++w2NGjUy+FpqtRoxMTEGv64pyGQyfPPNN8jLy8PgwYOxZ88eBAUFiY5F1URSUhK6d+8OLy8v7NmzBzY2NqIjERERGQQnaomIiIiIyGRu374t6eIjOjoalpaWaNGihegoVSoqKsLYsWMRHByM119/XXQcohrp66+/xvXr17Fw4ULRUaiakMlkuHz5MoKCghAXF4ewsDCjlLQAoFKpquXWx+Xkcjk2bNiAl19+GcHBwdi/f7/oSFQNXLp0CUFBQXB2dsaePXtgZ2cnOhIREZHBsKglIiIiIiKTyc3NlfQERHR0NPz8/GBubi46SpVCQkJw7do1rFmzRnQUohrLy8sL8+fPx7/+9S+cPXtWdByqJvr164eNGzcaraAtp1arkZqaijt37hh1HWNSKBT46aefMGTIEPTt2xfbt28XHYkkLC4uDt26dYObmxv2798PR0dH0ZGIiIgMikUtERERERGZTEFBAWxtbUXHeKCoqCi0bt1adIwqXbhwAUuXLsXChQvh6ekpOg5RjTZhwgS0adMG48ePh16vFx2HqgGZTGaSdVQqFfR6PZKSkkyynrGYmZlh3bp1eO+99/DGG2/gxx9/FB2JJOj06dPo3LkzmjZtisOHD8PZ2Vl0JCIiIoNjUUtERERERCZRUlKC4uJi2Nvbi45SJb1ej3Pnzkn2fNopU6bA19cXY8eOFR2FqMYzMzPD6tWrcfLkSRZIJCnlE7vVefvjcnK5HKtXr8aECRMwdOhQfPnll6IjkYT89ttv6N69Ozp27IjffvtN0h/0IyIiehYsaomIiIiIyCQyMjIAAA4ODoKTVC0hIQE5OTmSnKjdvXs39u7di9DQUMjl/GcckSk8//zzGD58OKZPn478/HzRcYgAAHZ2dnBxcakRRS1wdxJ52bJlWL58OaZOnYrRo0ejtLRUdCwSLCwsDAMGDMDgwYPxyy+/wNraWnQkIiIio+G/8ImIiIiIyCS0Wi0AwMnJSXCSqkVHR8PMzAy+vr6io1RSXFyMqVOnYsiQIQgKChIdh6hWWbhwIfLy8rBkyRLRUYgqqNVqaDQa0TEMauLEidi6dSs2bdqEvn374vbt26IjkQB6vR5z587F6NGjMWvWLGzYsAHm5uaiYxERERkVi1oiIiIiIjKJ8qLW1dVVcJKqRUdHo3nz5qhTp47oKJWsXLkSKSkpWLx4segoRLVOvXr1MHPmTHzxxRdITk4WHYcIwN1zamvKRO29Bg4ciAMHDiAqKgpBQUE18nukB8vOzkb//v2xaNEifPfdd5g7d67oSERERCbBopaIiIiIiExC6kVtVFSU5LY91mq1WLBgAaZOnQqlUik6DlGtNHHiRDRo0AAzZ84UHYUIQM2cqC3XsWNH/O9//4NMJkPbtm2xZ88e0ZHIBGJjY9GuXTucOXMGBw8exNtvvy06EhERkcmwqCUiIiIiIpPQarWQy+Wwt7cXHaVKMTEx8Pf3Fx2jksWLF8PS0hK0H4DiAAAgAElEQVQff/yx6ChEtZalpSUWLVqEn376CTExMaLjVDslJSVo0qQJhg0bVvFYfn4+Nm3ahFdeeQVKpRKWlpZo0KABXn/9dURHRxts7YiICPTs2RP29vaws7NDly5dsG/fvipfJ5PJsHfvXoOtbUw1daK2nEqlwsmTJzFw4ED06dMHM2bMgE6nEx2LjOTHH39Ex44dUb9+ffz5558IDAwUHYmIiMikWNQSEREREZFJaLVa6PV62NnZiY5yn6ysLNy4cQM+Pj6io1S4ceMGVq1ahRkzZsDW1lZ0HKJa7dVXX4W/vz/mzJkjOkq1s3r1amg0Gnz22WcVjy1cuBBDhw7F7t27kZycjOLiYqSlpWHz5s1o3749wsPDn3ndvXv3omvXrjhw4ABu376NvLw8HDt2DL1798aWLVsqvbZTp07o2bMnpk2bVi0KQbVajdzcXKSnp4uOYjRWVlZYt24dVq5ciS+//BIvv/wy0tLSRMciAyooKMCYMWPw9ttv4/3338ehQ4fg7u4uOhYREZHJsaglIiIiIiKTkHJRe/78eQBAixYtBCf527/+9S/Y29tjzJgxoqMQ1XoymQwhISHYsWMHTp8+LTpOtVFcXIzPP/8cAwYMwHPPPVfxuJ2dXUVRm5iYiIKCAkRHR6Nnz54oKSnBuHHjnnndMWPGoKysDP/3f/+H9PR0ZGVlYf78+dDr9fjwww+Rl5dX6WumTp2K2NjY+0pcKVKr1QBQY7c/vte4ceNw7NgxXLlyBf7+/ti1a5foSGQAUVFRaNOmDbZu3YotW7YgNDQU5ubmomMREREJwaKWiIiIiIhMonwSpm7duoKT3C8uLg62trZo2LCh6CgAgNTUVISFheHTTz+FtbW16DhEBKBfv35o3749QkJCREepNrZv345bt25V2vYYAD7++GN899136Nu3L1QqFaytrdGqVSvs2LEDjo6OSExMREZGxlOve+DAASQnJyMoKAjLli2Di4sLHBwc8Omnn2LQoEHQarXYuXNnpa/p3r073N3dsWbNmqde11Q8PT1hbm5eo7c/vlf79u0RHR2Nfv36oX///hg7dizy8/NFx6KnoNPpsGTJEnTs2BENGjRATEwMXn31VdGxiIiIhGJRS0REREREJnHr1i0AkORE7cWLF+Hj4wOZTCY6CgBg3rx5cHV1xciRI0VHIaJ7hISE4Pfff8fJkydFR6kWNm7cCGtra/Tu3fuxXl+nTh14eXlBoVDAxsbmqdc9duwYAODtt9++77mhQ4cCAI4ePVrpcTMzM/Tv3x9HjhxBSkrKU69tCgqFAp6enrWmqAUAW1tbrFu3Dlu2bMHmzZvh5+dX5XnDJF2xsbEICAjAp59+ivnz52P//v3w8PAQHYuIiEg4FrVERERERGQS5WfpSbGojYuLk8y2x1evXsX69esxe/ZsWFpaio5DRPd46aWX0KlTJ8ybN090FMkrLS3F8ePH0bp168fe0jQ+Ph6xsbF45ZVXYGVl9dRrJyQkAAB8fX3ve65ly5aVXnOvDh06AAAOHTr01GubilqtrhVbH//T4MGDERcXh06dOuGll17CkCFDKv5+odPpUFhYKDgh/VNJSQkWL16Mdu3aQS6XIyoqCtOnT4dczreliYiIABa1RERERERkIpmZmQCkWdReuHABzZs3Fx0DALBixQrUq1fvvq1CiUgaZsyYgfDwcJw7d050FEmLi4tDXl4e/P39H+v1+fn5eOutt2Bvb49ly5Y909q3b98GADg5Od33XPljOTk59z3XqlUrAKgWE9NqtbpWTdTey83NDRs3bsTOnTtx4sQJ+Pr6IiwsDG+//TYKCgpEx6N77Nu3D35+fvj888+xZMkSREREwMfHR3QsIiIiSWFRS0REREREJpGdnQ1AekVtTk4OUlNTJfHGYW5uLsLCwvDRRx/BwsJCdBwiqsLLL78MHx8fhIaGio4iaeXnkru4uDzytfn5+ejfvz/++usv7NixA0ql8pnW1uv1T/Wcq6srgL+zS5lKpaq1RW25V155BXFxcejXrx9Gjx6Nbdu2IT4+XnQsAnD58mW88soreOmll9C8eXOcP38eEyZM4BQtERFRFfinIxERERERGV1RUVHFdoS2traC01R24cIFAJDE1sdr166FTqfD6NGjRUchogeQyWSYPHkyNm3ahGvXromOI1mP++GcrKws9OzZE6dOncLvv/+OoKCgZ17b3t4ewN87OfxzvXtfc6+6desC+Du7lKnValy9ehUlJSWiowiVnp6Ow4cPQ6/Xo27duujUqRPeeustyZ8zXFNlZ2dj2rRp8PX1hUajwYEDB/DLL7/Ay8tLdDQiIiLJYlFLRERERERGp9VqAQBWVlZQKBSC01QWFxeHOnXqCH8TsbS0FF999RVGjhwJBwcHoVmI6OGGDh0KFxcXrFq1SnQUySr/fax8G+KqpKWloUuXLoiNjcWePXvQpUsXg6z93HPPAQDOnz9/33MxMTGVXnOv8u2QHR0dDZLDmFQqFcrKymp1IRkZGYm2bdvi6tWrUCgUGDNmDH755Rf88ccfaNKkCSZMmIDU1FTRMWuF3NxczJ8/HyqVCv/5z38QGhqK6OhodO/eXXQ0IiIiyWNRS0RERERERlde1NrY2AhOcr+LFy+iRYsWwrfj27x5M65fv44JEyYIzUFEj2ZpaYlx48ZhzZo1yMvLEx1Hktzd3QH8/fv/P125cgWBgYFITk7G3r170blzZ4OtXT6Vu2nTpvue+/777yu95l7lWcuzS5larQaAWrv98bZt2/Diiy8iNzcXJSUlKCsrQ6tWrdC/f3/ExcVh7dq1+P3336FSqTBmzJhqsZ11dZSfn48VK1agcePG+OKLLzBmzBhcvnwZY8eOldwH84iIiKSKRS0RERERERld+Zvf5dtKSklcXJwktj3+5ptvMGjQoIo334lI2saOHYs7d+5UWQbS3e3kbW1tcfbs2fueO3/+PDp16oSsrCzs378fAQEBBl27R48e8PLywrFjxzBlyhRotVrk5ORgwYIF2L59O1xcXDBgwID7vq48a4cOHQyaxxicnZ3h4OBQK4vaFStW4LXXXqsoaIG7Zw/7+/sDAMzNzTFs2DBcvHgRK1euxK+//gqVSlXxGD279PR0zJ07F0qlErNmzcLw4cORnJyMRYsWcVcQIiKiJ8SiloiIiIiIjE6r1UImk0nyzbu4uDg0b95caIaLFy/ixIkTGDNmjNAcRPT4nJycMHjwYISFhYmOIkkKhQKdOnVCdHQ0ioqKKj0XGhqKGzduIDs7G+3bt4dMJrvvxz8L3k6dOlX5eFUsLCzw73//G2ZmZli+fDlcXV3h4OCA2bNnQyaT4ZtvvqnyvPRTp04BALp16/YM37npKJVKaDQa0TFMpqysDOPGjcOkSZOg1+uh1+srnrOysrpvO2sLCwuMHj0aly9fxtKlS3HixAn4+vpi0KBBiIyMNHX8GiE+Ph5jxoyBl5cXVq1ahXHjxkGj0WDRokVwcnISHY+IiKhaYlFLRERERERGp9VqYWVlBTs7O9FRKsnLy8PVq1eFT9T++9//hlqtrjblABHdNWrUKPz555+Ijo4WHUWS3nnnHdy5cwe///77M19Lp9MBwGNvp9q7d28cOXIE3bt3h52dHWxsbNC5c2eEh4djyJAh972+rKwMO3fuRFBQELy9vZ85rymo1epaU9Tm5+ejX79+WLNmTZXPN2/e/IFHGNSpUwfjx4/HpUuXsGPHDty6dQudOnWCj48PFi9ejIyMDGNGr/aKioqwZcsW9OzZE82bN8fBgwexaNEiJCUlYe7cuXB1dRUdkYiIqFpjUUtEREREREan1WphYWEhuaL2woUL0Ov1QovaoqIibNq0CaNGjRJ+Ti4RPZnOnTujRYsWnKp9gMGDB8PV1RXfffddpcfDwsIqJiIf9KNVq1YVr9fpdLh48SJ8fHzg4+Pz2Ot36tQJBw4cwO3bt5GXl4djx46hV69eVb724MGDSEtLw9ixY5/umxVArVbXiq2P09LSEBAQgP3791cU9vcyNzdHu3btHnkduVyOfv36ISIiAidPnkSHDh0wf/58eHp6YtiwYTh69GiV16+tzp49i0mTJqFBgwZ46623YGNjg927d+PSpUuYOHEi6tSpIzoiERFRjcB3AYiIiIiIyOgyMjJgbm4uuaI2Li4OVlZWUKlUwjJs3boV2dnZGDZsmLAMRPT0RowYgU2bNqGgoEB0lEcqKSkx6XoWFhaYNWsWdu3ahcuXLz/1dc6fP4/s7GzMmDEDMpnMgAn/tnTpUvj6+uK1114zyvWNQaVS1fii9sKFC2jXrh0uXryI0tLSKl9z7/m0j6tDhw5Yt24d0tLSsGbNGqSlpaFr165wc3PDmDFjEBERUWlr5driwoULmDt3Lpo3b47nn38e27dvx6hRo3DlyhXs2LEDffr04YfKiIiIDOzx9oshIiIiIiJ6BlqtFnK5XHJF7cWLF9G8eXOYmZkJyxAWFoZ+/fqhQYMGwjIQ0dMbNmwYZs6cic2bN2P48OGi4zxU06ZNkZ2dDRcXFzRs2BANGzaEm5sbGjRogHr16sHDwwP16tWDu7s7HB0dDbLmhx9+iG+++Qbz5s27b7L2cUVERMDb2xtvvPGGQTL9U2RkJPbv34/w8HChfx48KbVajczMTGRnZ0vyDPhndeLECfTu3Rt5eXkPLU1LS0vRsmXLp1rDzs4Ow4YNw7Bhw3Dx4kVs3rwZP//8M9auXQtPT0/0798fwcHB6Nq1a42cIC0tLcWJEycQHh6OXbt24cKFC/Dw8MBrr72GDRs2VJwhTURERMYj09fGj4cREREREZFJ9erVC+fOncM777yDpUuXio5ToW/fvnBwcMD3338vZP2rV6/C29sbu3btQt++fYVkIKJnN3jwYOTk5GD//v2iozzUiBEj8N///rdie1e5XF5RTJaWllYqw8zNzeHk5IQGDRrg2rVrcHFxwbJlyxAcHCwku5T16tULXl5eJt8C+9KlS2jatCmioqLw/PPPm3RtUygqKsJXX32FkJAQFBcXP3AiXCaTITs7G3Xr1jXY2rGxsdi8eTN+++03nD17FpaWlggKCkJwcDC6dOmCli1bVqtS/17x8fE4fvw4wsPDceDAAeTk5KBRo0bo06cPBg8ejMDAQE7NEhERmRD/1CUiIiIiIqPTarXQ6XSSm6iNi4tD8+bNha2/efNm2NvbP/DMRCKqHl5//XUcPnwYN2/eFB3lobp27Vrp/+t0OpSUlKCkpOS+icWSkhLcvHkT0dHRyMjIgJ2dHX+vkhhvb2/I5fIau/2xpaUlpk2bhuTkZHzwwQeQy+VQKO7fHNDDw8OgJS0A+Pn5Yf78+YiKikJqaipWr14NR0dHzJ8/H61bt4ajoyN69eqFkJAQ7Nu3D+np6QZd31Bu376NiIgILF26FAMGDEC9evXQrFkzTJw4EQUFBZg/fz4uXbqEhIQErFixAp07d2ZJS0REZGLc+piIiIiIiIxOq9WitLRUUkVtQUEBkpOT0aJFC2EZNm/ejEGDBsHCwkJYBiJ6dn369IG1tTW2b9+OsWPHio7zQF27dq2Ypn0ccrkc7dq1g5mZmfBt4ul+lpaW8PDwqLFFbTlnZ2d89dVXqFu3LpYvX47S0lLI5XLodDrI5XK0adPGqOvXr18fw4cPx/Dhw6HT6RAXF4fIyEhERkZi48aNmDt3LgDAzc0NLVu2hJ+fH3x8fKBWq6FSqdCwYUOj/9pJS0uDRqOBRqPBhQsXcP78ecTGxiIpKakiW0BAAD755BMEBASgdevWMDc3N2omIiIiejwsaomIiIiIyOjKz6i1tbUVHaVCQkICdDodmjRpImR9jUaDP/74A/PmzROyPhEZTp06ddC3b19s3rxZ0kWtubk5XFxcoNVqH/k6uVyOkJAQTJs2Db179zZRQnpSarUaGo1GdAyjy8rKwr///W9MmDABAQEBmDx5MlJSUqDX69GqVSuT5ZDL5fD19YWvry/GjBkDALh16xZiYmIQExOD2NhYHD16FKtXr0ZhYSGAu7+ePD094enpCTc3N7i4uMDZ2bnih6WlJczMzCqmghUKBUpLSwEA+fn5KC4uRllZGbRaLTIyMip+pKen4+rVq0hKSsKdO3cq1mrcuDH8/PwwevRo+Pr6omXLlvD29jbZPSIiIqInw6KWiIiIiIiMKj8/H4WFhVAoFJIramUyGdRqtZD1N2/eDCcnJ7z44otC1iciwxoyZAgGDx6M1NRUNGjQQHQcAMD169dx5MgRHD16FMeOHUN8fDxsbW1hbm7+0PM+g4KCsH79enh5eZk4MT0ptVpd4ydqASAkJARyuRwzZ86Evb09goODsXLlSoSEhMDf319otnr16qFHjx7o0aNHpcfT0tKQlJQEjUaDpKQkXLt2Dbdu3UJcXFylwrWoqOiRa5iZmVUqd52dneHl5YWAgACoVCoolUqoVCp4eHhw8p2IiKiaYVFLRERERERGVT65VVpaKrmitmHDhrC2thay/tatWzFw4EBuPUhUQwQHB8PGxgbbtm3DhAkThGRIS0tDREQEDhw4gIiICMTFxUGhUMDf3x8vvfQS5s+fj5s3b2LixIn3fa25uTksLS2xbNkyjBo1CjKZTMB3QE9KpVIhIiJCdAyjio+Px6pVq/D111/D3t4eAGBhYYEpU6Zg2LBhVZ5bKwXu7u5wd3dHx44dH/lanU6HnJwcAEBRUREsLS0BADY2NjwegYiIqIaT5t9kiIiIiIioxrh3i00pFbVXrlzBc889J2Tt69ev48yZM5g/f76Q9YnI8KysrNCnTx/s2rXLZEVtamoqIiMjqyxm+/Xrh0WLFiEoKKii3ALu/t53b77ysz579OiBb7/9Fh4eHibJToahUqmQnJyMsrKyGjtJOWXKFLRo0QIjR4687zlXV1cBiQxPLpfD0dFRdAwiIiISgEUtEREREREZlVSL2oSEBGFFbXh4OKysrNClSxch6xORcQQHB2PUqFHIy8szyu93iYmJiIiIQGRkJPbv3w+NRlOpmF2xYgUCAwMfulNAo0aN4Obmhps3b8Lc3Bx2dnZYs2YNXnvtNYPnJeNTq9UoLi7G9evXa+RW1QcPHsRvv/2Gffv21dgimoiIiGo3FrVERERERGRUWq0WCoVCklsf9+rVS8jae/bsQbdu3YRtu0xExhEcHIzS0lIcOXIEffv2febr3VvM7t27F8nJyahTpw6ef/55DBkyBD169ECnTp1gZWX1RNft0aMHNm3ahNdeew1fffUVnJ2dnzkriVF+znpiYmKNK2rLysowefJkDBgwAD179hQdh4iIiMgoWNQSEREREZFRabVaODg4QKvVSqaoLSoqwrVr14RM1JaWluLgwYOYN2+eydcmIuNydXVFq1atsGfPnqcqahMTEyu2MT5y5AiuXr1aUcy+8cYb6NGjBzp37lxxfuXTeu211/Dmm2+iT58+z3QdEq9+/fqwtbWFRqNB165dRccxqDVr1iA+Ph5bt24VHYWIiIjIaFjUEhERERGRUWVmZsLW1lZSRe2VK1eg0+mEFLUnTpxAdnY2goODTb42ERlfcHAwfvjhh8d67b3F7OHDh3Ht2jXY2NigY8eOGDFiBDp16mSQYvaf+vfvb9DrkVje3t7QaDSiYxhUdnY25s6di48++ghNmjQRHYeIiIjIaFjUEhERERGRUWVmZsLGxgaAdM6ovXLlCoC/t4w0pfDwcKjVamHn4xKRcQUHB+Pzzz9HfHw8mjZtWvG4TqfDxYsXERkZiQMHDuDQoUPIyMiAra0tOnTogPHjxyMwMBAvvPACLCwsBH4HVN2o1WokJiaKjmFQ8+bNg0wmw6xZs0RHISIiIjIqFrVERERERGRUmZmZsLKygoWFhWTKh4SEBLi7u8POzs7kax86dAi9e/c2+bpEZBrt27eHvb099u/fj9LS0opi9uDBg8jMzISdnR3at2+PadOmITAwEO3bt4e5ubno2FSNqdVqnD59WnQMg7ly5QpWrVqF0NBQODg4iI5DREREZFQsaomIiIiIyKgyMjJgZWUlmWla4O6bwCImWgsLCxEdHY1JkyaZfG0iMg2FQoEOHTpg2bJlmDBhAlxdXdG5c2fMmTMHXbt2ha+vL+RyueiYVIOoVCr89NNPomMYzOTJk9GoUSO8//77oqMQERERGR2LWiIiIiIiMqryM2qlVNQmJCQIKWpPnz6N4uJiBAYGmnxtIjKdwMBAxMbG4vz582jRogVkMpnoSFSDqdVq3Lx5E3l5eZL6s/ZpHDp0CLt378bevXuhUPBtSyIiIqr5+DceIiIiIiIyqszMTNjb20vqzeOEhAR07tzZ5OtGRkbCw8MDnp6eJl+biEwnMDAQn332Gezt7WtMSZuenl6jttc1pNu3bwtdv/y89aSkJPj6+grN8izKysowadIk9O/fH7169RIdh4iIiMgkWNQSEREREZFRZWZmolGjRpIpaktLS5GSkiJkojYyMlJIQUxEptW+fXsoFAqcOHECQ4YMER3HIHbt2oVdu3aJjiFZIgtSlUoFmUyGxMTEal3Url27FvHx8di6davoKEREREQmw6KWiIiIiIiMRqfTIScnBzKZTDJFrUajQUlJicmLWr1ej1OnTiEkJMSk6xKR6dnY2MDf3x+RkZE1oqj97rvvUFhYKDqGpNnZ2Qlbu06dOnBzc0NiYqKwDM/q9u3bCAkJwYQJE9CkSRPRcYiIiIhMhkUtEREREREZTVZWFnQ6HXQ6nWSK2oSEBABAo0aNTLpufHw8MjMz0aFDB5OuS0RiBAQE4NSpU6JjGISbm5voCPQIarUaGo1GdIynFhISgpKSEsycOVN0FCIiIiKTkosOQERERERENVdmZiYASK6odXV1hYODg0nXPXfuHBQKRbXelpKIHl+rVq0QGxuLsrIy0VGoFlCr1dV2ovbKlSv45ptvsGDBAjg5OYmOQ0RERGRSLGqJiIiIiMhoyovakpISyRS1V65cEXI+bWxsLJo2bQorKyuTr01EpteyZUsUFhbiypUroqNQLaBSqartRO3//d//oVGjRhg1apToKEREREQmx62PiYiIiIjIaDIyMgAARUVFkilqExIShBS1MTExaNmypcnXJSIxfHx8YGZmhtjYWJ65SUanUqmQmJgIvV4PmUwmOs5jO3ToEHbt2oXw8HAoFHybkoiIiGofTtQSEREREZHRZGZmwtzcHIWFhZIqak19Pi1wt6j18/Mz+bpEJIa1tTUaNWqE2NhY0VGoFlCr1SgsLMSNGzdER3lsZWVlmDx5Mvr164eXXnpJdBwiIiIiIfhRNSIiIiIiMprMzEw4OzsjLy8PNjY2ouNAr9cjOTkZKpXKpOvm5OQgJSWFRS1RLePn54eYmBjRMagWUKvVAIDExES4u7sLTvN4vv32W1y8eBGbN28WHYWIiIhIGE7UEhERERGR0WRmZsLJyQl5eXmSmKi9efMm7ty5A29vb5Oue/78eej1eha1RLWMn58fJ2rJJDw8PGBpaVltzqnNzc1FSEgIxo8fj6ZNm4qOQ0RERCQMi1oiIiIiIjKarKwsSRW1KSkpAAAvLy+Trnv58mVYWVmZfF0iEqtJkyZISkpCaWmp6ChUw8nlcnh7eyMxMVF0lMcyb948FBcXY9asWaKjEBEREQnFopaIiIiIiIwmMzMTjo6OkjmjNjk5GWZmZmjYsKFJ101KSoJSqYRMJjPpukQklkqlQmlpKa5duyY6CtUCarW6WkzUJiYmYuXKlZg3bx6cnZ1FxyEiIiISikUtEREREREZTWZmJuzt7aHX6yVR1KakpMDd3R3m5uYmXbe8qCWi2qX8131SUpLQHFQ7qNXqajFRO2XKFKjVaowePVp0FCIiIiLhWNQSEREREZHRZGRkwMbGBgAq/lek5ORkIdsPs6glqp3c3NxQp06dajHlSNWfUqmU/IcCDh8+jB07dmD58uUm/9AUERERkRSxqCUiIiIiIqPJzMyEtbU1AEhmotbb29vk62o0Gha1RLWQTCaDt7e35MszqhmUSiWuX7+O4uJi0VGqpNPpMG3aNPTp0we9e/cWHYeIiIhIEljUEhERERGR0UitqBUxUVtSUoLr169DpVKZdF0ikgaVSsWJWjIJlUqFsrIyXL16VXSUKoWFheHcuXNYvHix6ChEREREksGiloiIiIiIjEKn0yE7OxsWFhYApFHUpqSkmLyovXHjBsrKyuDp6WnSdYlIGry8vCRbnFHNUv6BICl+MCA3Nxdz5szBuHHj4OPjIzoOERERkWSwqCUiIiIiIqPIyclBWVlZxRl0oovavLw8ZGZmmnzr4/T0dACAq6urSdclImlwcXFBRkaG6BhUCzg7O8POzk6SW20vWLAARUVFmD17tugoRERERJKiEB2AiIiIiIhqpszMTACAQqGAXC5HnTp1hOZJTk4GAJNP1JYXNM7OziZdl4ikwdnZGVqtVnQMqiWUSqXkitrExESsWLECS5Ys4Z+FRERERP/AiVoiIiIiIjKK8qJWJpPBxsYGMplMaJ6UlBQAYopahUIBBwcHk65LRNLAiVoyJSmeiTxt2jSoVCp88MEHoqMQERERSQ6LWiIiIiIiMoryohYQv+0xcHei1sHBAfb29iZdV6vVwsnJSXhRLcqff/4JmUyGuXPnPvQxETlEkUKW8PBwyGQyhIaGGm2NvLw8fPTRR1AqlVAoFJDJZMjLywMAbN++Ha1bt4atrS1kMlmlHzWtzHF2dkZxcTFyc3NFR6FaQGoTtZGRkfjll1+wfPnyiqMQiIiIiOhvLGqJiIiIiMgoyidJS0pKJFHUpqSkmHyaFrh7H7jV46NFRERAJpNhwYIFoqOQgcyZMwcrV65EcnIyysrKKh6/ePEiXn/9dURHRyM/P19gQtNwcXEBAE7VkkkolUrJTNTqdDpMnDgR3bt3R3BwsOg4RBqHDj4AACAASURBVERERJLEM2qJiIiIiMgoMjMz4eTkhIKCAkkUtcnJyfD29jb5upmZmSxq/6Ft27bQ6/U1fs3aLjw8HPb29jh58iSaNm0KufzuZ8UPHDiA0tJSLFiwAFOnToWlpSUAICkpCSqVSmRkoyj/9Z+RkQGlUik2DNV4KpUKN27cQEFBgfCz4devX49z584hOjpaaA4iIiIiKeNELRERERERGUV5UZuXlyeJolbURG1BQQFsbGxMvi6RaGlpaWjatCmaN29eUdKWPw4AL7/8ckVJW5OV//ovKCgQnIRqA5VKBb1eX3Euuyi5ubn47LPPMHbsWPj6+grNQkRERCRlLGqJiIiIiMgosrKyJFXUJicnCylqi4qKqkUZVVZWhpUrV6JNmzZwdHSEg4MD2rZti+XLl1cqmO492/TgwYMICAhAnTp1UK9ePYwaNQrp6emPXOufZ7QuWLAAnTt3BgDMnj270nmlhspd1bmw934vhw8fRkBAAGxsbODp6YlFixZVvG7lypVo2rQprKys0KxZM2zZsqVSBkPcEwDQ6/VYv349AgICYGdnB2tra/j7++Obb7557Gngx70f9zp16hS6du0KGxsbODs749133610xjQAhIWFQSaTYevWrfd9fflzO3bsAABMmjQJMpkMWVlZOH369H1n0C5cuBAA0Lp168f6eTbEfRHJwsICwN3fC4iMrXwqXfQ5tf/6179w584dfPbZZ0JzEBEREUkdtz4mIiIiIiKjkNJEbWlpKdLS0oRsfVxcXFxR1EjZJ598giVLllR67MyZMzhz5gwsLCwwfvz4Ss+dOHECU6dOrTh7tLCwEGFhYYiIiMAff/xhsp/zJ81dlVOnTmHatGkoLS0FcHfy8ZNPPoGlpSVu3LiBL774ouK18fHxeOONN9C4cWO0atWq0nWe5Z7o9Xq888472LRpU6XHY2JiMH78eJw7dw5r16595PfypPfjjz/+wIwZMypKxIKCAmzcuBFJSUk4evToI9czNkPdF5HKP6hRXFwsOAnVBnXr1oWjo6PQc2o1Gg1CQ0OxaNGiijOaiYiIiKhqnKglIiIiIiKjKD+bVQpF7fXr11FaWipsorY6FLU7duyAjY0Ntm3bhuzsbOTn5+Ps2bOYOnVqlT9/W7ZswTvvvIPLly8jLy8Px44dg5+fH/766y8sXrz4idb+9NNPcfz4cQDA/PnzodfrK34YOndVfv75Z4wfPx5JSUnIy8vD1q1bYW5ujpCQEKxevRphYWG4desWMjIyMGXKFOh0Onz55ZcGvSfff/89Nm3aBD8/P/z+++/IyMhAXl4ejh49Cn9/f3z77bc4efKkwe/HDz/8gPfeew+XL19GQUEBIiIi4OXlhWPHjuHcuXOPdf/+KTQ0FHq9Hvb29mjfvn2ln0+9Xo+PP/4YABAdHf3In2dD3ReRyotaTtSSqahUKqETtdOnT4e3tzc+/PBDYRmIiIiIqgtO1BIRERERkVFkZGSgcePG0Gg0aNSokdAsycnJACBsotbBwcHk6z6phg0bAgBeeeUVKBR3/6no7+8Pf3//Kl//wgsvYP369RXb1nbu3Bk7duxAs2bNsHXrVsyfP1+SuavSu3fvSsXrq6++ildeeQXbtm3DsmXLMHLkyIrnFi9ejLCwMMTFxd13nWe5Jxs2bICZmRn27t0Ld3f3iseDgoLwww8/wMfHBzt37kTHjh0f+r086f3o1asXVq9eXfH/AwMDMX369Ipp1Se5j8ZgqPsikpmZGczMzFjUkskolUphE7UnTpzAtm3bsHv3bpibmwvJQERERFSdcKKWiIiIiIiMIjMzE46OjpKYqE1JSYGFhQXq169v8rWry0Ttl19+CZ1Oh+eeew5jxozBqlWrEB0d/cDX9+rV676zRdVqNZo0aYIrV64YLJdWq73vjNN7t9J80txV6dKly32PlZf6QUFBlR43MzODh4cHbt68ed/XPMs9uXDhAsrKyuDp6QmFQgEzMzPI5XLI5XL4+PgAuPvfsaHvR9euXe97TK1WAwByc3MfmtkUHve+SJ2FhQWLWjIZURO1Op0OEydOxIsvvog+ffqYfH0iIiKi6ohFLRERERERGUVWVlZFUWtjYyM0y7Vr1+Dh4QG53PT/BCotLa2YbJQyf39//PXXX9i4cSNUKhWOHz+O3r17w8fHB7GxsaLjPZAhcltZWd33WHnh+qDndDrdswX/h/LrlZWVoaysDDqd7r5tgR/njNMnvR/W1tb3PVb+vd+7dvmvnaq+78LCwkfmelqGui+imZubo6SkRHQMqiVETdT+5z//QXR0dJVbwxMRERFR1aT/bgEREREREVVLWVlZcHJyksRE7fXr1+Hh4SFkbXNzc5SWlgpZ+0kpFAoEBQVVTJEWFBSgadOmGDlyJE6fPl3ptfv27cO8efMqTZAmJibi0qVLT7XVdXkR+M975eLi8sizap8ktzE9yz1p1qwZoqKikJqaCnt7+4e+VsT9qFevHgBUWf4cOnToqa75OJ7kvkhZcXFxtZisp5pBpVJBq9UiNzcXdnZ2JlkzLy8Pn376KT744AP4+fmZZE0iIiKimoATtUREREREZHB5eXkoKSmRzNbHqampaNCggZC1LSwsqsXEX0BAANasWYO4uDgUFhYiJycH4eHhyMjIQGJi4n2vP336NEaOHImEhATk5+cjIiICAwcORElJCQYPHvzE6zs5OQEAjh8/joyMDKPlNqZnuScjR45EQUEBevTogV9//RXp6ekoLi5GcnIyfvvtN7z66qs4ePDgIzMY6360aNECABAaGoojR46gsLAQSUlJmDJlCnbs2PHU130UQ90X0YqLi2FpaSk6BtUSSqUSwN/ns5vCwoULUVhYiLlz55psTSIiIqKagBO1RERERERkcFlZWQAABwcH5OfnS6Ko7dChg5C1LS0tq8XZlFFRUTh58mSVz40aNeq+xwYPHoyNGzdiw4YNlR5v1qwZPv744ydev3HjxvDw8MChQ4cqnbn6qOnRJ81tTM9yT959910cPXoU//nPf9CvX78qX/M434+x7odarcagQYOwfft2dOvWreJxhUKBd955B999991TX/thDHVfRCotLYVOp+NELZmMUqmETCaDRqOBr6+v0de7evUqQkNDsWDBgkq/fxMRERHRo3GiloiIiIiIDC47OxvA3fMvy8rKJFHUuru7C1m7ukzU/u9//8O4cePQokULWFtbw8XFBYGBgQgLC6vyvMHAwEDs2bMHL7zwQsXrR44ciWPHjj3Vz7eZmRm2bt2KTp06PdGZxk+a25ie5Z7IZDJs2LABP//8M3r06AFHR0dYWFhArVZjwIAB+OWXX9CjR49HZjDm/Vi3bh1GjBgBZ2dnWFlZoWPHjjhw4EDFFsvGYKj7IlL5BzU4UUumYmNjA1dXVyQlJZlkvalTp8Ld3R0ffvihSdYjIiIiqklk+kd9PJmIiIiIiOgJHT9+HEFBQYiNjYWfnx+OHDmCLl26CMmi1+thZWWFdevWYejQoSZf/91330VWVhZ27dpl8rWNITw8HMHBwfjyyy8xadIk0XEkgfeEHqb8vO4DBw6ge/fuouNQLdGhQwcEBARg+fLlRl3n5MmTCAwMxM6dOx849U5ERERED8aJWiIiIiIiMrjyrY/NzMwAQOhEbfmZljyjlohE4EQtiaBUKo0+UavT6TBx4kR069aNJS0RERHRU+IZtUREREREZHDZ2dmwtrZGSUkJALFFbWpqKgDAw8NDyPq2trbIzc0VsjYRiZeXlwcAT7SlN9GzUqlUCA8PN+oaGzduRFRUFKKjo426DhEREVFNxolaIiIiIiIyuKysLDg4OFQUFFIoakVN1Do7OyMjI0PI2kQknlarBQC4uLgITkK1iVKphEajMdr1CwoK8Nlnn2H06NHw8/Mz2jpERERENR0naomIiIiIyOCys7Ph6OgomaLW1tYWdnZ2QtZ3dnauKGpqgt69e0Ov14uOISm8J/Qw5R/UcHZ2FpyEahOlUomcnBxkZ2fDwcHB4NdfuHAhcnJyMGfOHINfm4iIiKg24UQtEREREREZXPkbw1LY8jM1NVXYtsfA3Sm6rKwslJWVCctAROJotVpYW1ujTp06oqNQLaJSqQDAKFO1165dw/Lly/HZZ5/Bzc3N4NcnIiIiqk1Y1BIRERERkcFlZWVVTNRaW1tDoRC3mU9qaqqwbY+Bu1N0Op0O2dnZwjIQkTgZGRmcpiWT8/b2hlwuN0pRO23aNLi7u2P8+PEGvzYRERFRbcOtj4mIiIiIyODunagVue0xII2iFrg7Vceyhqj2ycjI4Pm0ZHKWlpZwd3dHUlKSQa978uRJ/Pzzz/jll19gaWlp0GsTERER1UacqCUiIiIiIoO794za2l7Ulhc06enpwjIQkTharRZOTk6iY1AtpFQqDVrU6vV6TJo0CV27dkX//v0Ndl0iIiKi2owTtUREREREZHBZWVlwcHBAfn6+JIpad3d3YevXr18f5ubmSElJEZaBiMRJTk6Gl5eX6BhUC6lUKoNuffzdd9/hzJkziIqKMtg1iYiIiGo7TtQSEREREZHBSWXr47KyMty6dUvoRK2ZmRk8PT0Nvv0kEVUPGo0GKpVKdAyqhZRKpcGK2sLCQsyePRvvv/8+WrZsaZBrEhERERGLWiIiIiIiMoLyiVrRRe2NGzdQVlYmtKgFDL/9JBFVD3q9HikpKVAqlaKjUC2kUqkM9mfPokWLkJWVhblz5xrkekRERER0F4taIiIiIiIyqLKyMuTl5UnijNrU1FQAgIeHh7AMAItaotoqNTUVd+7c4UQtCaFUKpGfn//MZ6Rfu3YNy5Ytw+zZs1G/fn0DpSMiIiIigEUtEREREREZWHZ2NvR6vSQmasuLWpFn1AKG3X6SiKqP8l/3LGpJhPL/7p71z5+PP/4Ybm5u+OijjwwRi4iIiIjuwaKWiIiIiIgMKisrCwAkM1Hr5OQEa2trYRmAu2+Wp6SkQKfTCc1BRKaVlJQECwsL4duvU+3k6ekJhULxTDs6nDp1Cj/++COWLl0KS0tLw4UjIiIiIgAsaomIiIiIyMCys7MBQBITtWlpaZIoSBo3bozi4mIkJiaKjkJEJhQfHw+1Wg25nG+/kOkpFAp4eHg89UStXq/H1KlT0aVLFwwcONDA6YiIiIgIABSiAxARERERUc3yz4laGxsbYVlSU1OFb3sMAL6+vpDL5YiNjcVzzz0nOg4RmUhMTAz8/f1Fx6BaTKVSPfVE7aZNm3Dy5EmcPn3asKGIiIiIqAI/0klERERERAaVnZ0NuVyOunXrCp+ovXHjhiSKWhsbG6jVasTExIiOQkQmFBMTAz8/P9ExqBZTqVRPNVFbWFiIWbNmYeTIkWjTpo0RkhERERERwKKWiIiIiIgMLDs7G3Xr1oVcLhde1N66dQv16tUTtv69WrZsidjYWNExiMhEcnNzkZyczKKWhFIqlU81Ubt48WJkZWUhJCTE8KGIiIiIqAKLWiIiIiIiMqisrCw4OjoCgCSKWldXV2Hr38vPz48TtUS1SGxsLPR6PVq2bCk6CtViSqUSycnJ0Ol0j/01169fx9KlSzFr1ixJ7EpBREREVJOxqCUiIiIiIoPKzs6Gg4MDSkpKUFxcLLSoTU9Pl9RE7ZUrV5Cfny86ChGZQGxsLOzs7ODt7S06CtViKpUKd+7cwY0bNx77a2bMmIF69eph4sSJRkxGRERERACLWiIiIiIiMrDyojYvLw8AhBW1ubm5KCgokExR26pVK+h0Ok7VEtUSZ8+eRcuWLSGTyURHoVpMpVIBwGNvf3zmzBn88MMPWLJkCaysrIyYjIiIiIgAFrVERERERGRg5Vsfiy5qb926BQCSKWrVajXq16+PEydOiI5CRCYQGRmJgIAA0TGolmvQoAEsLS2h0Wge+Vq9Xo9JkyahY8eOGDRokAnSERERERGLWiIiIiIiMiipTNRKragFgI4dOyIyMlJ0DCIyspycHFy4cAGBgYGio1AtJ5fL4enp+VhF7Y8//ogTJ04gNDSUk+BEREREJsKiloiIiIiIDEpqE7Wurq5C1q9KYGAgi1qiWuDEiRPQ6/Xo2LGj6ChEUKlUj9z6uLCwEDNnzsR7772Htm3bmiYYEREREbGoJSIiIiIiw5LSRG3dunVhbW0tZP2qBAYG4tatW0hISBAdhYiMKDIyEo0bN5bURD/VXkql8pFF7ZIlS5CRkYH58+ebJhQRERERAWBRS0REREREBialolZqJUmbNm1Qp04dTtUS1XCRkZHo1KmT6BhEAO4WtQ/b+vj69ev44osvMHPmTLi7u5swGRERERGxqCUiIiIiIoPKzs6u2PpYoVDA0tJSSI709HS4ubkJWftBzM3N0aZNGxw/flx0FCIykuLiYvzxxx8ICAgQHYUIwN2tj69evYqysrIqn585cybq1auHyZMnmzgZEREREbGoJSIiIiIigykoKEBRUVHFRK2dnZ2wLFKcqAWA7t27Y+/evaJjEJGRHD9+HPn5+ejWrZvoKEQA7ha1JSUluHbt2n3PRUVF4fvvv8fixYthZWUlIB0RERFR7cailuj/2bvv6KjL9P3j16QACSEBQlcyE6p0FhsivVdlUcBFJSIorkqvSu9NBBRBEFEBG0WQFpqCBVQUaYKolITyRUqAZDLpmfz+8EeWICpJJvNMkvfrnJwjZPJ5rmXhcMI19/0AAADAZa5duyZJ6RO1ptYeS55b1LZr105nz57VkSNHTEcBkAO2bNmiatWqqUKFCqajAJL+WH0s6Zb31A4cOFD169fXo48+6t5QAAAAkERRCwAAAMCFrhe1QUFBFLV/4Z577lGpUqUUHh5uOgqAHBAeHq527dqZjgGkK126tPz9/f90T+1HH32k3bt3a+7cubJYLIbSAQAA5G8UtQAAAABc5saJWofDYbyoLVmypLHz/4qXl5datWpFUQvkQden5du2bWs6CpDOYrHIarVmmKhNSEjQSy+9pLCwMN17773mwgEAAORzFLUAAAAAXCY6OlqS+Ylap9OpqKgoj5yolaS2bdvq66+/lt1uNx0FgAtt3rxZhQsXVqNGjUxHATKw2WwZitpXXnlFly9f1uTJk82FAgAAAEUtAAAAANeJjo6Wj4+P/P39jRa1UVFRSklJ8diitk2bNkpJSdGOHTtMRwHgQuHh4WrWrJkKFSpkOgqQQWhoaPrq4wsXLmjWrFkaOXKkypUrZzgZAABA/kZRCwAAAMBloqOjFRgYKIvFYrSovXjxoiR5bFFbsmRJNWjQQGvWrDEdBYCL2O12bd26VZ07dzYdBfgTm82WXtSOHDlSQUFBGjRokOFUAAAAoKgFAAAA4DLR0dEKCgqSJMXGxqpw4cJGcnh6UStJ3bp10/r16xUfH286CgAXWL9+vVJSUihq4ZFCQ0N17tw57d27V8uWLdOsWbPk7+9vOhYAAEC+R1ELAAAAwGVuLmpNTtR6e3urePHiRs6/HV27dlVcXJzCw8NNRwHgAh9//LFatWql4OBg01GAP7HZbHI6nXrxxRd1//33q1u3bqYjAQAAQBS1AAAAAFzIk4raEiVKyNvb28j5t6NMmTJq1KiRVq5caToKgGyKiYnR9u3bKb/gsUJDQyVJP/zwg+bOnSuLxWI4EQAAACSKWgAAAAAu5Cmrjy9duuTRa4+v69atmzZs2CCHw2E6CoBsWLt2rZxOpx566CHTUYBbCggIkJeXlx544AHdd999puMAAADg/6OoBQAAAOAynjJRe+nSJZUoUcLI2ZnxyCOPKDExUZs2bTIdBUA2fPzxx2rTpo2KFStmOgpwS7Nnz5Yk1atXz3ASAAAA3IiiFgAAAIDLeEpRe/ny5VxR1JYqVUpt2rTR22+/bToKgCw6e/astm3bpp49e5qOAtzShQsXNGPGDFWpUkVXrlwxHQcAAAA3oKgFAAAA4DLXi1qn06m4uDhjRW1UVJSCg4ONnJ1ZzzzzjLZv364TJ06YjgIgC5YuXapixYqpU6dOpqMAt/Tyyy8rMDBQLVq00KlTp0zHAQAAwA0oagEAAAC4zPWi1uFwKC0tzVhRe+XKlVxT1Hbs2FFly5bVu+++azoKgExyOp1aunSpnnrqKRUsWNB0HOBPDhw4oHfffVczZ85UpUqVFBERYToSAAAAbkBRCwAAAMBlrhe1sbGxkmR0orZ48eJGzs4sHx8fhYWF6e2331ZKSorpOAAyYdu2bYqMjNTTTz9tOgpwSwMHDtR9992nxx57TDabTb///rvi4uJMxwIAAMD/R1ELAAAAwCXS0tJkt9s9oqjNTRO10h/rjy9cuKDw8HDTUQBkwpIlS9S4cWNVq1bNdBTgT1avXq0vv/xS8+bNk8ViUWhoqNLS0nT69GnT0QAAAPD/UdQCAAAAcInY2FilpKQYL2oTEhIUFxeXayZqJSk0NFTNmzfXm2++aToKgNt0/vx5bdiwQX369DEdBfiTpKQkvfTSS3riiSd03333SZIqVKggSaw/BgAA8CAUtQAAAABcIjo6WpKMF7VRUVGSlKsmaiWpf//+Cg8P19GjR01HAXAbXnvtNRUtWlRdu3Y1HQX4k1dffVXnzp3T5MmT03+uSJEiKl68uE6dOmUwGQAAAG5EUQsAAADAJTytqM1NE7WS1LFjR911112aM2eO6SgA/oHD4dBbb72l/v37q1ChQqbjABlcvHhR06dP14gRIxQSEpLhczabjYlaAAAAD0JRCwAAAMAlbi5qLRaL/P393Z7jypUrknLfRK3FYtHAgQO1fPlynT9/3nQcAH/jrbfeUnx8vJ577jnTUYA/GTVqlAICAjR06NA/fS40NJSJWgAAAA9CUQsAAADAJW4sah0OhwoXLiwvL/d/yxEVFSWLxaJixYq5/ezsCgsLU7FixbRgwQLTUQD8hdTUVL3++uvq3bt3rntDCPK+gwcP6p133tGMGTNUuHDhP32eiVoAAADPQlELAAAAwCWio6Pl7e2twoULpxe1Jly5ckVBQUHy8fExcn52FCxYUM8995wWLFggh8NhOg6AW1i1apUiIyM1YMAA01GAPxk6dKjuuece9ejR45afZ6IWAADAs1DUAgAAAHCJ6OhoBQUFyWKxKDY21lhRGxUVlevup73R888/r4SEBC1evNh0FAA3SUtL0/Tp09WlSxdVrFjRdBwgg08++USfffaZXnnlFVksllu+xmaz6fLly7Lb7W5OBwAAgFuhqAUAAADgEteLWknGJ2pz8zrSkiVL6vnnn9fUqVP5h3TAw6xevVqHDx/WqFGjTEcBMkhKStLIkSPVo0cPNWzY8C9fFxoaKkmsPwYAAPAQFLUAAAAAXMJTitrcPlErSSNGjFBiYiJ31QIexOl0atKkSerWrZvq1KljOg6Qwdy5c3X27FlNmTLlb18XGhoqi8VCUQsAAOAhKGoBAAAAuISnFLW5faJWkkqUKKH+/ftr1qxZiomJMR0HgKQPP/xQR48e1dixY01HATK4ePGipk6dquHDh8tqtf7ta/38/FSyZEnuqQUAAPAQFLUAAAAAXMJTitqoqKhcX9RK0tChQ+V0OjVv3jzTUYB8LzU1VZMmTdLjjz+uatWqmY4DZDBmzBgFBARo2LBht/X60NBQJmoBAAA8BEUtAAAAAJfwpKI2t68+lqSiRYtq0KBBevXVV3XlyhXTcYB87b333tPJkyc1ZswY01GADI4cOaKlS5dq2rRpt/33bmhoKBO1AAAAHoKiFgAAAIBLeEpRe+XKlTxR1ErSwIEDVahQIY0bN850FCDfio2N1ejRo9W7d29VqlTJdBwgg0GDBql27dp6/PHHb/trbDYbE7UAAAAegqIWAAAAgEt4UlGbF1YfS1KRIkU0efJkLVy4UIcPHzYdB8iXpkyZovj4eE2aNMl0FCCDdevWaceOHZo3b568vG7/n/hsNhsTtQAAAB6CohYAAACAS3hCUWu325WUlJRnilpJ6tWrl+rVq6dBgwaZjgLkO6dOndLcuXM1btw4lShRwnQcIF1SUpJGjBihxx57TA0bNszU14aGhio6OlpXr17NoXQAAAC4XRS1AAAAAFzCE4ra63e55pXVx5Lk5eWluXPn6vPPP9eGDRtMxwHylaFDh8pms+mFF14wHQXI4LXXXtOZM2c0bdq0TH9taGioJLH+GAAAwANQ1AIAAADItrS0NNntduNFbVRUlCTlqYlaSWrQoIG6du2qIUOGKCkpyXQcIF/YtWuXPvnkE82ePVu+vr6m4wDpLl26pClTpmjo0KGyWq2Z/nqr1SovLy/WHwMAAHgAiloAAAAA2eZwOJSSkmK8qL2+xrFYsWJuPzunzZw5U+fOndOMGTNMRwHyvMTERL3wwgtq37692rdvbzoOkMHYsWPl7++v4cOHZ+nrCxQooHLlylHUAgAAeACKWgAAAADZFh0dLUnpRW1cXJyxotZisaTnyEusVqvGjx+vKVOm6OjRo6bjAHnatGnTFBERoddff910FCCDo0ePasmSJZo6daoCAgKy/Byr1arTp0+7MBkAAACygqIWAAAAQLbdWNQmJSUpOTnZSFF77do1FSlSRN7e3m4/2x0GDx6smjVrqk+fPnI6nabjAHnSsWPHNH36dE2ePFkVKlQwHQfIYNCgQapVq5aefPLJbD3HarVyRy0AAIAHoKgFAAAAkG0xMTGSpMDAQDkcDkkyUtRGR0eraNGibj/XXby9vbV06VL98MMPWrx4sek4QJ7jdDrVp08f1a5dW/379zcdB8hg/fr12rZtm+bNmycvr+z9k57NZlNkZKSLkgEAACCrKGoBAAAAZNv1idrAwEDFxsZKMlfU5sW1xzeqXbu2Bg8erBEjRujs2bOm4wB5yhtvvKHvvvtOixYtyrOT+cidkpOTNWzYMHXv3l2NGjXK9vOsVit31AIAAHgAiloAAAAA2Wa322WxWBQQEGB0ovbatWt5PXXCSwAAIABJREFUeqL2unHjxql06dJ69tlnlZaWZjoOkCecOHFCo0aN0ogRI/Svf/3LdBwgg9dff12nT5/W9OnTXfI8q9WqmJgYXbt2zSXPAwAAQNZQ1AIAAADItpiYGAUEBMjLy8v46uO8PlErSX5+fnr//fe1Y8cOzZ8/33QcINdLSUnRk08+KavVqtGjR5uOA2Rw5coVTZkyRUOGDJHNZnPJM68/h/XHAAAAZlHUAgAAAMi2mJgYFSlSRJLSi9qAgAC358gvE7WSdO+99+rll1/WsGHDdOjQIdNxgFxtwoQJ2r9/vz744AMVKlTIdBwggzFjxsjX11fDhw932TNDQkJksVgUERHhsmcCAAAg8yhqAQAAAGSb3W5XYGCgJBmfqM0vRa0kjR49Wnfffbd69Oih+Ph403GAXGn37t2aNm2aXn31VdWqVct0HCCDn3/+WYsXL9a0adPS/551BT8/P5UqVYqJWgAAAMMoagEAAABk281FrcVikZ+fn9tzXLt2LV+sPr7Ox8dHK1as0JkzZzRq1CjTcYBcJzo6Wk888YRat26t5557znQc4E8GDRqkWrVqKSwszOXPttlsFLUAAACG+ZgOAAAAACD3u3n1sZ+fn7y83P++0PxyR+2NQkNDNX/+fIWFhalZs2bq1KmT6UhArpCWlqY+ffooISFB7733niwWi+lIQAYbN27U1q1b9cUXX+TI36lWq5XVxwAAAIYxUQsAAAAg226eqDWx9ljKX3fU3ujJJ5/U008/rccff1zHjh0zHQfIFWbNmqW1a9dq2bJlKlmypOk4QAYpKSkaOXKkunbtqsaNG+fIGUzUAgAAmEdRCwAAACDbYmJijBe1aWlpstvt+W6i9rr58+frrrvu0r///W/Z7XbTcQCPtnPnTo0aNUozZsxQq1atTMcB/mT+/Pn67bffNHXq1Bw7g4laAAAA8yhqAQAAAGTbzauPTRS1MTExSk1NzZcTtZJUqFAhrV69WlFRUXr22WdNxwE81pkzZ9S9e3d17NhRgwcPNh0H+JOrV69q8uTJGjJkiCpVqpRj51itVkVFRfHmHgAAAIMoagEAAABkmyesPo6OjpakfDtRK0khISH68MMPtWrVKs2dO9d0HMDjJCcn6z//+Y+KFy/OvbTwWGPHjpW3t7dGjhyZo+fYbDZJ0unTp3P0HAAAAPw1iloAAAAA2eYJE7XXrl2TpHw7UXtdixYtNGnSJA0bNkxbtmwxHQfwGGlpaerTp48OHz6sdevWpb+5BPAkP//8sxYtWqSpU6fm+O/R60Ut648BAADMoagFAAAAkG12u914UctE7f+MHDlSPXr0ULdu3XTgwAHTcQCPMGHCBL3//vtasWKF7rrrLtNxgFsaPHiwatSooaeeeirHzypcuLCCg4MVGRmZ42cBAADg1nxMBwAAAACQ+8XExBhffcxE7f9YLBYtWbJE586dU4cOHfTtt9+qfPnypmMBxnz00UeaOHGi5s+fr06dOpmOA9zS5s2btWXLFu3atUve3t5uOdNms1HUAgAAGMRELQAAAIBsSU5OVkJCgvGiNjo6WgULFlShQoXcfrYn8vX11SeffKLg4GC1b99e0dHRSktLMx0LcLsvv/xSTz31lEaMGKHnn3/edBzgllJSUjR8+HA98sgjatKkidvOtVqtrD4GAAAwiKIWAAAAQLbExMRIkvHVx9euXWOa9iaBgYFav369Lly4oH/9619KTk42HQlwqyNHjujhhx9W586dNXXqVNNxgL+0YMEC/fbbb5o2bZpbz2WiFgAAwCyKWgAAAADZcr2o9YSJWu6n/bOvvvpK8fHxOnv2rMLCwpSammo6EuAWJ06cUOvWrVWrVi29++67slgspiMBt3T16lVNnDhRgwcPVuXKld16NhO1AAAAZlHUAgAAAMgWu90u6X9FbWxsrLGilona//m///s/tW/fXj179lRsbKxmz56tdevWqXfv3nI6nabjATnq7NmzatWqlUqVKqVPP/2UlejwaOPHj5e3t7dGjhzp9rOtVqsuXryouLg4t58NAAAAycd0AAAAAAC5myetPmai9g/vvvuu+vXrp8TERElSyZIl9cILL6hq1ap66KGHVKRIEb3++uuGUwI549KlS2rdurUKFy6sHTt2qFixYqYjAX/p2LFjWrhwoRYsWGDk7zCbzaa0tDSdOXNGVatWdfv5AAAA+R0TtQAAAACy5eaJWpOrj/P7RO358+fVqVMn9erVSw6HQ8nJyfL19VX37t3l5eWl1q1b68MPP9Sbb76pwYMHm44LuNy1a9fUpk0bJScna9u2bQoODjYdCfhbQ4YMUfXq1dWrVy8j59tsNkli/TEAAIAhTNQCAAAAyJaYmBh5e3vL399fkrmiNiYmRuXKlXP7uZ5i1apV6tOnj+Lj4yVJaWlpkqTk5GR16dIl/XX//ve/9fbbb6tXr17y9/fX5MmTjeQFXO3y5ctq06aNoqKi9NVXX6ls2bKmIwF/a8eOHdq8ebO2b98ub29vIxmCgoIUFBSkyMhII+cDAADkdxS1AAAAALIlJiZGRYoUkcViUXJyspKTk40UtXa7PX2qNz85f/68nnnmGW3evFnS/wra64KCgtSoUaMMP9ezZ0+lpqbqmWeekcPh0KuvviqLxeK2zICrnT9/Xq1atVJcXJx27typkJAQ05GAv5WSkqJBgwapS5cuatmypdEsNpuNohYAAMAQiloAAAAA2WK32zPcTyvJ2ETt9Rz5QVpampYvX64XX3xRCQkJfypoJcnX11ePPvqofHz+/K1fr169VLhwYT3xxBNyOBx688035eXF7TjIfU6fPq2WLVvKy8tLX375pe68807TkYB/tHDhQv3666/65JNPTEeR1Wpl9TEAAIAhFLUAAAAAsiUmJibD/bSSmaL2xsI4r4uMjNRTTz2lL7744pYF7XU3rz2+Wbdu3VS4cGF17dpVdrtdy5Ytk6+vb05EBnLEqVOn1KJFC/n5+WnHjh2sO0aucPXqVU2cOFEDBw5U5cqVTceRzWbTvn37TMcAAADIl3i7NAAAAIBs8ZSJ2vxS1Kalpalfv37atWvX35a00h//P7Ro0eJvX9OhQwetX79eGzZsUNeuXRUXF+fKuECO2b9/vxo0aKBSpUrp66+/pqRFrjFhwgR5eXnp5ZdfNh1FEhO1AAAAJlHUAgAAAMiWG++GpajNeRaLRWvXrtW4ceNksVj+cl2xr6+vOnfurIIFC/7jM1u2bKlt27bp66+/VrNmzXThwgVXxwZcatOmTWrcuLFq1aql7du3q1ixYqYjAbfl+PHjWrhwoSZNmqSgoCDTcST9UdSeP39eiYmJpqMAAADkOxS1AAAAALLlVquPAwIC3JohKSlJSUlJ+aKolSRvb2+NHz9e27dvV9GiRW+5rjglJUWPPPLIbT+zQYMG+u677xQdHa0HHnhAP//8sysjAy6zZMkSde7cWV27dtWmTZvyzZ975A3X1x0//fTTpqOks9lscjqdOnPmjOkoAAAA+Q5FLQAAAIBsiYmJMb762G63S1K+K2xatGihefPmqWDBgvL29s7wuQIFCqh169aZel7FihW1Z88e3XnnnXrwwQe1c+dOV8YFsiUtLU3jx4/Xs88+q1GjRmnp0qXcqYxc5bPPPtOmTZs0Z84c+fj4mI6Tzmq1Svrj/nMAAAC4F0UtAAAAgGy51epjf39/t2eQ8l9Re/nyZQ0fPlydOnVS//7901che3t7q23btlkqzIsXL65t27apZcuWatu2rd5+++0cSA5kjt1u16OPPqrp06drxYoVGj9+vOlIQKakpqZq0KBB6ty5s1q1amU6TgYlSpRQkSJFuKcWAADAAM95+x4AAACAXOnm1ceFChX603RnTsuvRW3v3r3l4+OjN954Q8WKFVOjRo3Us2dPxcbGqlu3bll+bqFChfTRRx9p9OjReuaZZ/T999+nT+4C7nbs2DF16dJFUVFR2r59uxo1amQ6EpBpb775pn755RetXr3adJRbCgkJYaIWAADAACZqAQAAAGTLzauP3b32WMqfRe2iRYu0ceNGLVu2TMWKFZMk/fvf/9aRI0fUuHFjdezYMVvP9/Ly0tSpU/Xpp5/q448/VoMGDZi2gttt2LBB9evXl7+/v/bu3UtJi1zp2rVrGj9+vPr3768qVaqYjnNLVquVohYAAMAAiloAAAAA2WK329ML0tjYWIpaNzh+/LiGDh2ql156SU2bNs3wuZCQEO3cuTN9yjm7OnXqpL179yopKUn33nuvduzY4ZLnAn8nNTVV48ePV+fOndW9e3ft2bMn/R5NILeZOHGiLBaLRo0aZTrKX7LZbLwZBwAAwACKWgAAAADZcvMdtaaKWovFYuRsd0tJSdHjjz+uatWqady4cbd8jZeXa7/Vq1y5svbs2aOmTZuqXbt2mjx5slJTU116BnDd2bNn1bJlS82cOVNLly7VokWLVKBAAdOxgCw5ceKEFixYoIkTJ6po0aKm4/wlJmoBAADMoKgFAAAAkGUJCQlKSkryiNXHhQsXdnlB6YlmzpypgwcP6p133pGvr6/bzi1SpIhWrlypWbNmafLkyWrWrBn/qA+XW716terUqaPff/9de/bsUVhYmOlIQLYMGjRIFStWVJ8+fUxH+VtWq1Vnz55VSkqK6SgAAAD5St7/VwwAAAAAOebmlcMmi9r8sPb4559/1qRJkzR58mTVqFHD7edbLBYNHDhQ+/btU0xMjGrXrq3ly5e7PQfynvj4eA0YMEBdu3ZVhw4d9MMPP6hu3bqmYwHZ8vnnn2vDhg2aM2eOfHx8TMf5WzabTampqTp79qzpKAAAAPkKRS0AAACALIuNjZVEUesOKSkpCgsL07/+9S8NGjTIaJYaNWrom2++Uc+ePRUWFqYnn3xS0dHRRjMh9/ruu+9Uu3ZtffDBB1q3bp2WLVuWL9aYI29LTU3VwIED9dBDD6l169am4/yj63dAsykBAADAvShqAQAAAGTZ9YnagIAASRS1OWnq1Kk6fPiwlixZIm9vb9Nx5Ofnp9dff12bNm3S9u3bVb16da1bt850LOQiDodDgwcP1oMPPqgKFSro0KFDevjhh03HAlxi8eLFOnbsmGbNmmU6ym0pXbq0/Pz8FBERYToKAABAvkJRCwAAACDLmKh1j8OHD2vKlCmaMmWKqlevbjpOBu3atdOxY8fUsWNHdenSRZ06dWJ1Jv7RF198oXr16mnp0qWaPXu2wsPDVbZsWdOxAJeIiYnRhAkT1K9fP1WpUsV0nNtisVgUEhLCRC0AAICbUdQCAAAAyDImanOe0+nUM888o3r16mngwIGm49xS0aJFtWjRIu3cuVO//vqratasqXnz5snpdJqOBg9z9epV9e3bV82aNVOVKlX0008/acCAAfLy4p8nkHdMnDhRycnJGjVqlOkomWK1WilqAQAA3IzvhAAAAABkWWxsrCwWS3o5a7KoDQwMdPu57jB//nzt27dPCxcu9Pgyq0mTJtq/f7969+6tIUOGqGnTpvrxxx9Nx4IHSE1N1aJFi1SlShVt2rRJa9eu1YYNG3TnnXeajga41IkTJzR//nxNmjRJxYsXNx0nU2w2G6uPAQAA3Myzv8sHAAAA4NFiY2Pl5+eXfmcqE7Wudfr0aY0ePVojR45U3bp1Tce5Lf7+/po9e7a+++47paam6t5771WfPn104cIF09FgyM6dO3X33XerX79+euKJJ3TkyBHuokWeNWTIEFWoUEHPPvus6SiZxkQtAACA+1HUAgAAAMiymwtSilrX6tevn8qWLZvr1mdK0t13363du3dr3bp1+uyzz1SxYkWNHz9eCQkJpqPBTc6cOaOePXuqefPmKlmypPbv3685c+YoKCjIdDQgR+zcuVOffvqp5syZIx8fH9NxMs1qter06dNKTU01HQUAACDfoKgFAAAAkGWxsbHp99NKFLWutHLlSm3YsEGLFy9WoUKFTMfJsk6dOunIkSMaOnSoZs2apZo1a2r58uUUAXnYxYsXNWTIEFWpUkXff/+9Nm/erO3bt6tGjRqmowE5xul0aujQoerYsaPatGljOk6W2Gw2JScn6/z586ajAAAA5BsUtQAAAACyLDY21mMmam8sjHM7u92uwYMH6+mnn1aTJk1Mx8k2f39/jR8/XseOHVPjxo319NNPq1atWvr444/ldDpNx4OLREVF6aWXXlKFChX0wQcfaNasWTp06JDatWtnOhqQ49566y0dOnRI06dPNx0ly6xWqySx/hgAAMCNKGoBAAAAZNmNE7WpqalKTEw0UtTePNmb202cOFFxcXGaNm2a6SguVb58eS1dulS//fabGjVqpMcff1y1a9fWqlWrlJaWZjoesshut2vGjBmqVKmS3nrrLY0ZM0YnTpzQiy++KF9fX9PxgBxnt9s1fvx4vfjii7l6crxcuXIqUKCAIiIiTEcBAADINyhqAQAAAGTZjZOsDodDkowUtaYmeXPCb7/9ptdff11TpkxRyZIlTcfJETabTYsWLdLBgwdVrVo1de/eXXXr1tWyZcuUlJRkOh5u07lz5zRixAiVL19eM2fO1LBhwxQREaERI0bI39/fdDzAbSZNmqTExESNHj3adJRs8fLyUvny5ZmoBQAAcCOKWgAAAABZduPqY1NFbXJyspKTk/NMUdu/f39Vr15dzz77rOkoOa5GjRpatWqV9u/fr1q1aqlPnz6qUKGCZs6cqWvXrpmOh79w6NAhhYWFqUKFClq+fLlGjhypkydP6uWXX85Tk+3A7Th58qRee+01TZw4UcHBwabjZJvNZqOoBQAAcCOKWgAAAABZduPK4djYWEnuL2qvF8R5YYJv1apV2rp1q+bNmydvb2/TcdymTp06WrFihU6cOKH//Oc/mjJlikJCQjR48GD99ttvpuNBktPpVHh4uNq0aaO6devqxx9/1JtvvqmIiAiNHDlSQUFBpiMCRgwdOlQVKlRQ3759TUdxCavVyupjAAAAN6KoBQAAAJBldrvd+ERtXFyckXNdLT4+XkOHDlVYWJgaNWpkOo4R5cuX16xZs3TmzBmNGzdOa9asUdWqVdW8eXN98MEHSkhIMB0x3zlz5owmTJig0NBQdejQQU6nU5s3b9ahQ4fUq1cvFShQwHREwJhdu3Zp7dq1evXVV/PMfcxWq5WJWgAAADeiqAUAAACQZTdO1F4vat29+tTk3biu9Oqrr+rKlSuaOnWq6SjGBQYGasiQITp58qQ2btyookWL6qmnntIdd9yhgQMH6qeffjIdMU9LTk7W2rVr1b59e9lsNi1cuFCPPfaYjh07pu3bt6tt27ayWCymYwJGOZ1ODR06VO3bt1fbtm1Nx3GZ66uP09LSTEcBAADIF3xMBwAAAACQe9nt9j8Vtaw+zryLFy9q5syZGjFihMqWLWs6jsfw9vZW+/bt1b59e/3+++967733tGTJEs2bN0/Vq1dX165d9Z///EdVq1Y1HTXXS01N1TfffKNVq1bpo48+0uXLl9W8eXN99NFH6ty5c56ZFgRc5e2339bBgwd14MAB01Fcymq1KiEhQRcuXFCZMmVMxwEAAMjzmKgFAAAAkGW3mqh1d2GaF1Yfjx49WkWKFNHgwYNNR/FYZcqU0YgRI/Trr79q165datq0qRYuXKi77rpL9erV04wZM3Ty5EnTMXOV1NRU7dy5U88995zKli2rRo0aac+ePRo6dKhOnTql7du3q2vXrpS0wE3sdrvGjRun559/XjVq1DAdx6VsNpsksf4YAADATShqAQAAAGTZzUVtgQIF3F7q5PbVx0ePHtU777yj6dOn5+qpYHexWCxq0qSJ3njjDZ0/f15fffWVGjVqpDlz5qhixYqqWLGi+vbtqw0bNigxMdF0XI9z6dIlrVq1Sj179lSpUqXUvHlzffXVV3r++ef1yy+/6Pvvv9ewYcMUEhJiOirgsaZMmaKEhASNHTvWdBSXu+OOO+Tj46OIiAjTUQAAAPIFVh8DAAAAyBKn06m4uDgVKVJE0h+FqYmyNLevPh48eLDq1q2rHj16mI6S63h5ealhw4Zq2LChZs+erV27dmnLli0KDw/X4sWLVbhwYTVv3lxt27ZVkyZNVK1aNXl55a/3KzscDu3du1c7duzQli1btH//fhUsWFCNGjXS6NGj1aFDB1WpUsV0TCDXOHXqlObNm6cZM2YoODjYdByX8/Hx0R133MFELQAAgJtQ1AIAAADIEofDIafTmWGi1lRR6+vrmyvXs+7atUtbt27Vzp07812B6Go+Pj5q2bKlWrZsqVdeeUWnT59WeHi4tmzZopEjR8put6tYsWJq0KCBGjRooIYNG+ree++Vn5+f6egudf78ee3evVtff/219uzZo/379yslJUUVK1ZU27ZtNXHiRDVr1izXvrEBMG3YsGGy2Wz673//azpKjrHZbBS1AAAAbkJRCwAAACBLYmNjJcn4RG1cXFyuXXs8atQotWrVSk2bNjUdJc8JCQlR37591bdvX6WkpOjQoUPavXu3du/erYULF2rUqFHy9fVVzZo1VbNmTdWqVUt16tRRzZo1Va5cOdPx/1FKSop++eUX/fTTTzp48KB++uknHTp0SJGRkfL29ladOnX04IMPavDgwWrYsKHuvPNO05GBXG/37t365JNPtHHjxlz55qDbZbVaWX0MAADgJhS1AAAAALLkelHrCRO1ubGo3bhxo/bs2aNvvvnGdJQ8z8fHR/Xq1VO9evXUr18/SVJkZKR2796tgwcP6uDBg5o7d67+7//+T5IUHBysGjVqyGazKTQ0NP3DZrPpjjvukLe3t1tyx8fH69SpU+kfEREROnXqlE6ePKmjR48qKSlJPj4+qlq1qmrVqqW+ffvq3nvvVf369dP/XAJwDafTqYEDB6p58+Zq37696Tg5ymazad++faZjAAAA5AsUtQAAAACyxG63S/KMoja3rXFNS0vT2LFj1blzZ9WvX990nHzJarXKarVmuBs4KioqfTr12LFjOnXqlPbu3auIiAglJCRIknx9fVWiRAkFBwenf5QoUUIlSpRQYGCgChYsmP77sUiRIvLxyfhtd1xcnBITEyVJV69eVWpqqqKiojJ8XL58WZcvX9bVq1fTvy44ODi9LG7durUGDx6sWrVqqXr16ipQoEBO/3IB+d4777yj/fv368CBA6aj5DgmagEAANyHohYAAABAlrD6OOtWrlypgwcP6p133jEdBTcIDg5W8+bN1bx58z997vz58+lTrZcuXVJUVJSuXLmiqKgonThxQnv37lVMTIySk5PT/2zY7XalpKRkeI6/v78KFiwoi8WiokWLytvbO0PpW7ly5fT/LleuXPpU7/U/ZwDcLzY2VmPGjNF///tf1axZ03ScHGe1WuVwOHT58mWVKFHCdBwAAIA8jaIWAAAAQJZ40kRtbipqnU6nJkyYoMcee0x16tQxHQe3qWzZsipbtqwaNGiQ6a91Op3y8vLKgVQA3GHq1KlKSEjQuHHjTEdxC5vNJumPFfEUtQAAADmL7xQBAAAAZElsbKy8vb3l5+cnidXHt2vNmjX65Zdf9PLLL5uOAjehpAVyr1OnTmnOnDkaO3Zsvikty5cvLy8vL9YfAwAAuAHfLQIAAADIktjYWAUEBMhisUhiovZ2zZgxQ126dFGNGjVMRwEA/IMRI0bozjvv1PPPP286itsUKFBAZcuWVWRkpOkoAAAAeR6rjwEAAABkid1uT197LHFH7e3YtGmT9u3bp0WLFpmOAgD4B3v27NHq1au1fv16FShQwHQct7LZbBS1AAAAbsBELQAAAIAsuT5Rex0Ttf9s2rRp6tChg+6++27TUQAAf8PpdGrgwIFq1qyZOnbsaDqO21mtVlYfAwAAuAETtQAAAACyJDY2VkWKFMnwY4rav7Zz507t3r1bu3fvNh0FAPAP3nvvPf3444/av3+/6ShG2Gw2bdq0yXQMAACAPI+JWgAAAABZ4ikTtXFxcfL393f7uZn1yiuvqEmTJmrQoIHpKACAvxEbG6vRo0erb9++qlWrluk4RlitVp06dcp0DAAAgDyPiVoAAAAAWeIpd9TmhonaX3/9VVu2bNHatWtNRwEA/IPp06crLi5OEyZMMB3FGKvVqpiYGF27dk1FixY1HQcAACDPYqIWAAAAQJbcOFHrdDqVmJhorKj19InauXPnqkKFCvnynkMAyE3OnDmjOXPmaMyYMSpRooTpOMbYbDZJUmRkpNkgAAAAeRxFLQAAAIAsubGodTgcSktLM1LUxsfHe3RRe/XqVS1btkz9+/eXlxffggGAJxs2bJjKli2rF154wXQUo0JCQmSxWBQREWE6CgAAQJ7G6mMAAAAAWeJwODIUtZKM3VHr5+fn9nNv1+LFi+Xt7a2wsDDTUQAAf+Obb77RypUrtW7dOhUsWNB0HKP8/PxUqlQpJmoBAAByGG/nBgAAAJAlN94Na6qodTqdSkpK8tiiNjU1VQsWLFCfPn0UGBhoOg4A4C+kpaVp4MCBatasmR566CHTcTyCzWajqAUAAMhhTNQCAAAAyJLY2FjjRW18fLwkeWxRu3nzZp05c0bPP/+86SgAgL+xbNky7du3Tz/++KPpKB7DarWy+hgAACCHMVELAAAAIEtuNVF7fRWyuyQkJEjy3KJ28eLFatmypSpWrGg6CgDgL8TFxWnMmDF65plnVLt2bdNxPAYTtQAAADmPiVoAAAAAWeIJq489eaL27NmzCg8P14cffmg6CgDgb0yfPl3Xrl3TuHHjTEfxKEzUAgAA5DwmagEAAABkSVxc3J+KWn9/f7dmuF7UFipUyK3n3o4lS5aoWLFi3HUIAB7s7Nmzmj17tsaOHasyZcqYjuNRrFaroqKiZLfbTUcBAADIsyhqAQAAAGRaQkKCUlJSMhS1Pj4+KliwoFtzeOpEbWpqqt555x317t3b7b8mAICkLJf5AAAgAElEQVTbN3z4cJUpU0b9+vUzHcXj2Gw2SdLp06fNBgEAAMjDKGoBAAAAZNrNd9LGxcW5fZpW8tyidvPmzTpz5ox69+5tOgoA4C98++23+uijjzR79mzeVHML14ta1h8DAADkHIpaAAAAAJl28520DofDSFGbkJAgyfOK2sWLF6tFixaqXLmy6SgAgFtIS0vTgAED1LRpU3Xu3Nl0HI9UuHBhBQcHKzIy0nQUAACAPMvHdAAAAAAAuc/NRS0Ttf9z9uxZhYeH64MPPjAdBQDwF1asWKEffvhBe/fuNR3Fo9lsNopaAACAHMRELQAAAIBMi42NlfS/ojY+Pj79v93pelFbqFAht5/9V95//30FBQUxoQUAHio+Pl6jR49Wnz59dPfdd5uO49GsViurjwEAAHIQRS0AAACATPOU1cfx8fHy9vaWr6+v28/+KytWrFD37t1VoEAB01EAALcwY8YMXb16VRMmTDAdxePZbDaKWgAAgBxEUQsAAAAg064XtQEBAZLMrj72pLXH+/fv108//aQnnnjCdBQAwC2cO3dOr7zyikaPHq0yZcqYjuPxQkJCdPr0adMxAAAA8izuqAUAAACQaQ6HQ15eXukrh00VtQkJCR5V1K5YsUI2m00PPPCA6Shwg5SUFEVFRaV/xMTEKC4uTpJkt9uVkpIip9Op6Oho+fj4qEiRIpIkf39/FSxYUJJUtGhRBQYGKjg4WCVLllRQUJCx/z3AX3nyySf15Zdfmo7hEk6nU97e3po/f77eeOMNlz33scce04wZM1z2PE8REhKiCxcuKCEhwaOuGQAAAMgrKGoBAAAAZFpsbKz8/f1lsVgk/VHUmrqj1lOKWqfTqY8//li9e/dO/3VB7pWQkKDIyEhFRETo1KlTioiIUEREhE6fPq1Lly7p0qVLio6O/suvDwwMlLe3tywWi4oWLark5OT0u53j4uKUmJh4y6/z8fFRcHCwgoODVbZsWdlstvSP0NBQhYaGqmzZsvweg1tduHBBZcqU0aOPPmo6ikdasmSJoqKiTMfIEVarVWlpaTp79qwqVapkOg4AAECeQ1ELAAAAINMcDkeGYtbhcKh06dJuz+FJRe2OHTt07tw59ejRw3QUZEJqaqpOnDihgwcP6vDhwzp06JAOHTqkiIgIpaWlSZKCgoLSi9L77rtPpUqVUsmSJVWiRIn0UjU4OFhFixbN9MRZTEyMrl27psuXL+vSpUsZJnTPnTuniIgIffHFFzp9+rSSkpIkSYUKFVKNGjVUu3Zt1apVS7Vr11bt2rVVsmRJl//6ANfVqlVLw4YNMx3DI23fvt10hBwTEhIiSYqMjKSoBQAAyAEUtQAAAAAy7eai1uQdtZ6yinHFihW6//77VbVqVdNR8Dd+//13ffPNN/r666+1Z88eHTp0SHFxcfL29lalSpVUu3ZtPf3006pevbpCQ0Nls9lUrFixHMsTGBiowMDA9DLkrzidzvTi9vjx4/rpp5906NAhbdq0SRcvXpQklSlTRvfee68efPBBPfjgg7rnnns85s8HgNypRIkSCggI4J5aAACAHEJRCwAAACDTHA6HAgIC0n+c3++ojYuL09q1azVt2jTTUXCTyMhIbd++XV999ZX27Nmj48ePy9vbWzVr1lTDhg31zDPPqE6dOqpevbpH/F76K15eXipfvrzKly+vRo0aZfjchQsXdPjwYR08eFDffvut5s2bp5EjR6pAgQK655571KBBAzVt2lRNmzY1sqIcQO5Wvnx5RUZGmo4BAACQJ1HUAgAAAMi0W03U5uc7atevX6/ExER1797ddJR8LzExUV999ZW2bNmi8PBwHT16VIULF1b9+vXVo0cPPfjgg6pfv74CAwNNR3WZ0qVLq3Tp0mrZsmX6z506dUq7d+/W7t27tXXrVs2ePVsFChRQ48aN1bZtW7Vr107VqlUzmBpAbmG1WpmoBQAAyCEUtQAAAAAyLTY29k931JooTD2lqF29erWaN2/OHaGGXLt2TZ9++qnWrFmjzz//XA6HQ9WrV1e7du302muvqWHDhipYsKDpmG4VGhqq0NBQPfHEE5L+mLrdsmWLtmzZoilTpmjIkCGy2Wzq0KGDunbtqkaNGsnLy8twagCeKCQkRMePHzcdAwAAIE+iqAUAAACQaZ50R63pojYuLk5btmzRnDlzjObIb2JiYrR+/XqtXLlS27ZtkyS1bt1as2fPVrt27f7xztf8pnTp0goLC1NYWJhSU1O1d+9ehYeHa926dXrjjTdUrlw5Pfroo+rWrZseeOABSlsA6UJCQvT555+bjgEAAJAn8Z0XAAAAgEzzpNXHhQoVcvu5N9q0aZMSEhL08MMPG82RH6SmpmrDhg3q0qWLSpcurd69eys1NVWLFi3ShQsXtH79evXt25eS9h94e3vrgQce0MSJE3Xo0CEdPXpUzz77rHbs2KGGDRvKarVq2LBhOnbsmOmoADzA9dXHTqfTdBQAAIA8h6IWAAAAQKbdXNTGx8cbmahNSEgwPlG7evVqNWnSRKVKlTKaIy+LiIjQmDFjZLVa1blzZ8XExOiNN97Q77//rk2bNiksLExBQUGmY+Za1apV07hx43TkyBEdPnxYvXr10urVq1WtWjU1btxYy5cvV3x8vOmYAAwJCQlRUlKSLly4YDoKAABAnkNRCwAAACDTHA6HAgICJP1Rlqamphorak1O1CYkJCg8PFyPPPKIsQx5VWpqqj755BO1bdtWFStW1Ntvv62ePXvqt99+044dO/T000+rWLFipmPmOTVr1tTEiRN14sQJbdmyRaVLl1afPn1Urlw59evXT0eOHDEdEYCbWa1WSdLp06cNJwEAAMh7KGoBAAAAZFpsbGz6RK3D4ZCkfFnUbt68WQ6HQ507dzaWIa+JjY3Va6+9psqVK6tr167y9vbWmjVrdPr0aU2dOlUVKlQwHTFf8PLyUps2bbRq1SqdOXNGL7/8srZt26ZatWqpffv2+uyzz0xHBOAmd9xxh3x8fBQZGWk6CgAAQJ5DUQsAAAAg025cfRwXFydJRu6oTUxMVMGCBd1+7nVr1qxRw4YNVa5cOWMZ8ooLFy5o/PjxslqtGj58uBo2bKgjR45o06ZN6ty5s3x8fExHzLdKlSqVfmfttm3b5O3trVatWqlu3bpavHixEhISTEcEkIN8fHxUrlw5iloAAIAcQFELAAAAINNuVdSamKg1WdQmJiZq48aNrD3OplOnTql3794KCQnRokWLNHjwYJ07d07Lli3TXXfdZToebmCxWNSyZUtt2LBBP/zwg6pXr64XXnhBlStX1uuvv67ExETTEQHkkJCQEFYfAwAA5ACKWgAAAACZRlErffbZZ7Lb7erSpYuR83O7s2fP6r///a/uuusuffHFF1qwYIEiIiI0atQoBQcHm46Hf1CvXj198MEHOnHihB555BENHz5clStX1qJFi5ScnGw6HgAXs1qtFLUAAAA5gKIWAAAAQKakpaUpLi7OI+6oNVnUbtiwQfXq1dOdd95p5Pzc6tKlSxo5cqSqVKmiTZs2aebMmTpy5Ih69+5tdI01siYkJERz585VZGSkevTooYEDB6pSpUpavHixUlJSTMcD4CIhISGsPgYAAMgBFLUAAAAAMiU+Pl5OpzPfT9SGh4erY8eORs7OjRwOh8aOHSubzably5dr1qxZOn78uAYMGEBBmweUKlVK06dP17Fjx9S6dWu9+OKLqlmzpjZu3Gg6GgxLTk5WlSpV1LNnz/Sfczgcev/99/XQQw/JZrOpYMGCKleunLp37679+/dn+8zMPv/rr7+WxWLR1q1bs312XsXqYwAAgJxBUQsAAAAgU65P0AYEBEj6X1F7vbh1J1NF7YEDBxQZGUlRexvS0tK0YsUKVa1aVa+99prGjx+v48eP64UXXlCBAgVMx4OLWa1WvfXWW/r5559Vu3ZtderUSW3bttXRo0dNR4MhCxcu1KlTpzR27Nj0n5s2bZqeeOIJbdiwQZGRkUpKStL58+e1cuVK3X///dqyZUu2zszs8xs2bKhWrVpp2LBhcjqd2To7r7Jarbp69apiYmJMRwEAAMhTKGoBAAAAZEpsbKwkZZio9fHxMVK6mSpqN27cqLJly+ruu+92+9m5yQ8//KBGjRopLCxMzZs31y+//KJhw4bJz8/PdDTksIoVK2rlypX69ttvFR0drTp16qhv3766dOmS6Whwo6SkJE2ZMkWdO3dWpUqV0n++SJEi6UXqyZMnFRcXp/3796tVq1ZKTk7WCy+8kK1zs/L8oUOH6vDhw1q1alW2zs6rrFarJDFVCwAA4GIUtQAAAAAy5eZVxw6Hw8jaY6fTqZSUFGNFbceOHWWxWNx+dm4QFRWlXr166b777pOvr6/27dunZcuWqXTp0qajwc3uv/9+7d69WwsXLtS6detUrVo1vf3220pLSzMdDW7wySef6OLFixnWHkvSiBEjtHz5cnXs2FGhoaHy8/NT3bp1tW7dOhUrVkwnT55UVFRUls/NyvNbtGihsmXL6s0338zyuXlZSEiIJHFPLQAAgItR1AIAAADIlJuL2ri4OGP300pye1F78eJFff/99+rQoYNbz80tPvroI1WvXl3bt2/XqlWrtHPnTtWtW9d0LBjk5eWlPn366Ndff9WTTz6pvn37qkWLFjp+/LjpaMhhy5Ytk5+fn9q2bXtbr/f391dISIh8fHxyZJ3+3z3f29tbDz/8sHbt2sXU6C0EBASoePHi/NoAAAC4GEUtAAAAgEzJ70Xtpk2b5OvrqxYtWrj1XE93/vx5PfLII+rRo4fatGmjQ4cO6ZFHHjEdCx4kKChIc+bM0Q8//KCYmBjVrl1b48ePV1JSkuloyAEpKSn66quvVK9ePfn6+t7W1/zyyy86fPiwHnroIRUqVMjlmf7p+fXr15ckff755y4/Oy+wWq0UtQAAAC5GUQsAAAAgU25V1ObE5NM/MVXUbty4US1atFBAQIBbz/VUaWlpWrBggapWraojR45o165dWrZsmYoXL246GjxU3bp19c0332j06NGaMWOG6tevrwMHDpiOBRc7evSoYmNjVadOndt6vcPhUI8ePRQUFKTZs2e7PM/tPP/69P8333zj8vPzgpCQEFYfAwAAuBhFLQAAAIBMuV7U+vn5pf84v0zUJiUlafv27Wrfvr3bzvRkv//+u9q3b68BAwaoX79+OnDggBo3bmw6FnIBX19fvfzyyzp48KACAgJ0//3365VXXpHT6TQdDS5y/vx5SVKJEiX+8bUOh0MPP/ywjh07pnXr1slms7k0y+0+v2TJkpL+lx0ZMVELAADgehS1AAAAADIlPj5eBQoUkI+Pj6T8VdTu2bNHdrtd7dq1c9uZnmrr1q2qV6+ejh07pp07d2rKlCk5sqoUeVuVKlX0xRdfaObMmRo1apRatWqls2fPmo4FF7h27ZokqUiRIn/7uqtXr6pVq1b69ttvtXnzZpe/2SMzzw8MDJT0v+zIiIlaAAAA16OoBQAAAJApcXFx6dO013+cX4ra7du3q1KlSqpQoYLbzvQ08fHxGjBggNq1a6eGDRtq//79atiwoelYyMUsFosGDBig3bt369y5c6pZs6Y+/PBD07GQTUWLFpUkxcTE/OVrzp8/ryZNmujw4cMKDw9XkyZNXJohs8+Pjo6WJBUrVsylOfIKq9Wq8+fPKzk52XQUAACAPIOiFgAAAECm3FzMOhwOI3fUJiQkSHJvUbtt2za1bt3abed5mp9//ll33323li9fro8//lgrV65ML2OA7Lrnnnu0b98+devWTT169NBzzz2X/oYM5D5ly5aVJF2+fPmWnz9x4oQefPBBRUZGauvWrWrUqJFLz8/K869nvZ4dGYWEhCg1NVXnzp0zHQUAACDPoKgFAAAAkCnx8fEZitr8MlEbFRWlH3/8Ua1atXLLeZ5mzZo1uv/++1W0aFEdPHhQXbt2NR0JeVDhwoW1ePFirVmzRh9++KEaN26sM2fOmI6FLKhevboCAgJ04MCBP33up59+UsOGDXX16lX9P/buPDzK8mz/+DlZJkACAcIWyEwIyiIhwYWiEhQrLuCCWhSw1boAikv9iSiolBYUW61aXGp9K1hadxZ9RQSiqIgk4IKygwXNAglrwp5JZpKZ+f3BmzQsSSZkZu6Z5Ps5Do5KMnmeM4+ECmeu6166dKkGDBjg13uf7vUrs15wwQV+zdNYJCcnSxLrjwEAAPyIohYAAABAvZSWljbJ1cdLly5VRESEfvnLXwblfqHC7XZr6tSpuummm3TzzTfryy+/lM1mMx0LjdyvfvUrrV69Wg6HQ+eee66WLl1qOhLqKSoqqmo9+omT0S+88IJ2796tgwcP6vzzz5fFYjnpx4kF78CBA0/59lM5netL0tdffy1JTe73eV916NBBzZs3p6gFAADwI4paAAAAAPVyYjHblIraCy64QPHx8UG5XygoLi7W0KFD9cwzz2jmzJn6xz/+IavVajoWmoju3btr1apVuvTSSzV06FBNnTpVXq/XdCzUw6233qqysjItXry4wdfyeDySjhXAgeB2u7VgwQJdfPHFVZOjOJ7FYlFSUpK2b99uOgoAAECjQVELAAAAoF5OVdSaOKPWRFHblNYeb968Wf369dO2bdu0cuVKjR492nQkNEFxcXF677339PTTT+upp57SLbfcwrm1YeTGG29U+/bt9eabbx739lmzZsnr9db64+yzz656vcfj0ZYtW5SamqrU1NQ671vf60vS559/rl27dumee+7xzyffSCUnJ1PUAgAA+BFFLQAAAIB6OfGM2pKSkuNWIQeL0+mUxWJRdHR0wO+1efNm7dixQ1dccUXA7xUKvvjiC2VkZCgpKUmrV6/WOeecYzoSmjCLxaKHH35Yixcv1qJFi3TFFVdo//79pmPBB1arVZMnT9ZHH32kbdu2nfZ1Nm7cqIMHD+rRRx+VxWLxY8L/eu6559SnTx/O366D3W5n9TEAAIAfUdQCAAAAqBeHwxEyZ9RardaA/aV9dUuXLlXr1q31i1/8IuD3Mu3f//63hg4dqssuu0yffvqpEhISTEcCJEmXX365srOzlZ+fr/79+2vr1q2mI8EH9957r7p166YnnnjitK+RlZWl5ORkjRo1yo/J/is7O1tLly7Vc889p8jIyIDco7FgohYAAMC/KGoBAAAA1EsorT4O1trjzz77TIMHD27Uf4Hv9Xo1depU3XHHHRo3bpzmzJljZFIaqE1qaqpWrVqlNm3aaMCAAcrKyjIdCXWIjo7W1q1bT1p/XB/33nuv8vLyAnY+bUZGhrxer6688sqAXL8xqZyo5bxoAAAA/6CoBQAAAFAvJ64+PvHnwRKsotbtdisrK0u//OUvA34vU9xut8aMGaOnnnpKr732ml588UVFRPDHRYSmxMRELVu2TBdeeKGuuOIKLV682HQkoMlITk5WaWmpioqKTEcBAABoFPiTNwAAAIB6qb76uKysTG6320hRW15eHpSidu3atTp48KAGDRoU8HuZUF5erltuuUXvvvuuFixYoDFjxpiOBNQpLi5OH374oW6++WbdcMMNmj9/vulIQJNgt9sliXNqAQAA/ISiFgAAAEC9VF99XFJSIklGilqXy6Xo6OiA3+fLL79UQkKCevfuHfB7BZvL5dLIkSO1cOFCffTRR7rqqqtMRwJ8FhkZqVmzZunee+/VqFGjNHv2bNORgEbPZrMpIiKCc2oBAAD8JDCHewAAAABotEpLS6smah0OhyQZOaO2vLw8KEXt8uXLdckllzS6VcAOh0M33HCDvvnmG3366acaMGCA6UhAvVksFs2YMUPx8fEaPXq0Dh8+rP/3//6f6VhAo2W1WtWpUycmagEAAPyEohYAAABAvVSfqK0sak2tPg50UevxeJSVlaVp06YF9D7BVlJSoqFDh2rLli364osvdO6555qOBDTI1KlTFR0drfHjx8vj8Wj8+PGmIwGNlt1uZ6IWAADATyhqAQAAANRL9TNqG3tRu27dOh04cKBRnU9bVlam6667Tj/++KO+/PJLpaammo4E+MXkyZPVrFkzTZgwQc2bN9e4ceNMRwIapeTkZIpaAAAAP6GoBQAAAFAvoXJGbTCK2i+//FJt27ZVnz59AnqfYCkvL9dNN92k1atX6/PPP6ekRaMzYcIEORwO3XvvvYqOjtbo0aNNRwIaneTkZH3++eemYwAAADQKFLUAAAAAfObxeOR0Ok9afdxYz6hdvny5Bg0a1CjOp3W73frtb3+rZcuWKTMzU+edd57pSEBATJkyRaWlpbr77rsVFxenkSNHmo4Utg4dOqS8vDzt3btXR48e1dGjRxUXF2c6Fgyz2+2cUQsAAOAnFLUAAAAAfFZaWiqv19skVh9Xnk87ZcqUgN0jWLxer8aNG6cFCxZo8eLFGjhwoOlIQED96U9/ksvl0q233qq4uDhdffXVpiOFpLKyMuXm5io3N1d5eXnKzc1VTk6Otm7dqvz8fB05ckSSZLFYNHjwYEpaSDpW1BYVFamkpMTIN2oBAAA0JhS1AAAAAHxWWloqScdN1EZFRclqtQY9i8vlCmhRu3HjRhUXFzeK82knTpyoN998UwsWLNAll1xiOg4QFM8++6z279+vESNGaNmyZerfv7/pSEatX79ec+fOVV5enrZt26acnBwVFRVVvT86OloRERFyuVzyer1Vb4+IiFBqaqqSk5NNxEYIqvy1sGPHDvXq1ctwGgAAgPBGUQsAAADAZydO0JaUlBiZppWOTdQGsiDOyspSq1atlJaWFrB7BMPMmTP1/PPP69///reuvPJK03GAoLFYLJo5c6aKi4t19dVXa9WqVTrzzDNNxzImISFBzz77rMrLy48rYiuVl5ef9DaLxaLZs2frrbfeCkZEhAm73S5Jys/Pp6gFAABooPA/aAkAAABA0FQWtdVXH5ssagM5Ubty5UpdeOGFioyMDNg9Am3JkiW699579cQTT+jWW281HQcIusjISL399tuy2Wy69tprdeDAAdORjOnSpYvuuusuRUX59j37FotFf//73/Xb3/42wMkQblq3bq34+Hht377ddBQAAICwR1ELAAAAwGenWn1s6ny6YBW14WrNmjUaMWKEbr31Vv3+9783HQcwJi4uTosWLZLD4dD1118vp9NpOpIxjz/+uCwWS52vs1gsevnllzVu3LggpEI4stvtFLUAAAB+QFELAAAAwGcnrj5urBO1u3fvVm5urjIyMgJy/UArKCjQNddcowsuuED/+Mc/TMcBjEtMTNTChQu1du1ajR071nQcYxITEzVmzJg6f+/885//rPvuuy9IqRCOkpOTlZ+fbzoGAABA2OOMWgAAAAA+C7WitlWrVgG5dlZWliIjI9W/f/+AXD+QnE6nhg8frvj4eM2fPz+gU8dAOElPT9fcuXN19dVX65xzztH48eNNRwoqj8ej999/X5mZmTW+xmKx6Mknn9SkSZNOet+cOXO0dOnSQEYMW3v37tVvfvMb0zGCym63a+PGjaZjAAAAhD2KWgAAAAA+q1x93NjPqF21apXS0tICVgQH0u9+9ztt2bJFX3/9teLj403HAULKlVdeqenTp2vixIk699xzNWjQINORAq6iokJvvfWWpk+fru3bt+u3v/2tKioq9M4776i8vLzqdRaLRVOmTNHkyZNPusbYsWN1+eWXBzN22ElPTzcdIajsdrsWL15sOgYAAEDYo6gFAAAA4DOHw6GIiAjFxMRU/bwxnlGbnZ2tAQMGBOTagfTmm29q1qxZmjdvnnr37m06DhCSJk2apO+//14jR47U6tWrlZSUZDpSQFRO0P7+979Xbm6uRo0apSVLlqh79+7atWuX3n333arXRkRE6IEHHtC0adNOea2bbropWLERJpKTk1VYWCi3263IyEjTcQAAAMIWZ9QCAAAA8JnD4VDz5s1lsVgkSSUlJY1uora0tFRr1qwJu6J2zZo1uvvuu/X4449r+PDhpuMAIctisWj27NlKSEjQTTfdJKfTaTqSX3k8Hs2bN09nnXWWfvOb3+j888/Xpk2b9MYbb6h79+6Sjp1Ve/fddysyMlIRERG67777NGPGDMPJEU7sdrvKy8u1c+dO01EAAADCGkUtAAAAAJ+VlpYeV8w2xtXHq1evlsvlCquitri4WNdff70uuuiiGifiAPxXXFyc5s+fr02bNunhhx82HccvfCloq5s0aZKioqI0ZswYvfjiiwYSI5wlJydLkrZv3244CQAAQHijqAUAAADgsxOL2cZY1K5atUqdOnVSSkqK368dKHfddZc8Ho/eeecdVlACPjrrrLM0c+ZMvfLKK1q4cKHpOKetvgVtpS5duuiDDz7Qq6++WrUlAfBVYmKirFar8vPzTUcBAAAIa5xRCwAAAMBnlauPq//c1Bm1LpcrIEXtN998owsvvNDv1w2UWbNm6cMPP9TSpUuVkJBgOg4QVkaOHKnMzEzdeeedWr9+vRITE01H8ln1M2h/+uknDR8+XB9//HGt5eyJrrrqqgAmRGMWERGhpKQkJmoBAAAaiIlaAAAAAD47cfVxYzyj9ptvvlH//v39ft1A+Pnnn/XQQw/pkUce0aWXXmo6DhCW/va3v6lt27a6/fbb5fV6TcepU/UJ2lGjRqlv37768ccfNXfu3HqVtEBD2e12iloAAIAGoqgFAAAA4LNTrT6uPmEbTOXl5bJarX695u7du1VYWKhf/OIXfr1uIFRUVOiWW27RmWeeqSeeeMJ0HCBsxcbG6u2339ayZcv00ksvmY5TIwpahJrk5GRWHwMAADQQRS0AAAAAn5WWlobM6uNATNR+++23slgsOu+88/x63UCYNm2a1q9fr3feecfvhTXQ1PTr109TpkzRo48+qo0bN5qOc5xTFbRbtmyhoIVxdrudohYAAKCBKGoBAAAA+OxUE7WNaZM/QBoAACAASURBVPXxd999px49eqh169Z+va6/rV27Vk8//bT+8pe/qFevXqbjAI3C448/rrPPPlujR4+W2+02HaeqoO3du/dJBW2PHj1MxwMoagEAAPyAohYAAACAz6oXs16v96Qza4MpUBO1oX4+rdvt1tixY9WvXz/dc889puMAjUZkZKRmz56tdevW6eWXXzaW48SCNj09nYIWISk5OVlHjx7VgQMHTEcBAAAIWxS1AAAAAHxWvZgtKyuT2+1uNEWt1+vV999/H/Ln0/71r3/Vhg0b9Prrrysigj/SAf7Uq1cvTZo0SZMnT1ZOTk5Q701Bi3Bjt9slialaAACABuBP9QAAAAB85nA4qs6odTgcktRozqjNyclRcXFxSBe1eXl5mjZtmiZPnqzevXubjgM0SpMnT1ZKSorGjh0rr9cb8PtR0CJc2e12WSwWbd++3XQUAACAsEVRCwAAAMBn1VcfVxa1jWWi9ttvv1V0dLT69u3rt2v6k9fr1ZgxY9StWzdNmjTJdByg0bJarXrttdf05Zdf6q233grYfShoEe6aN2+u9u3bM1ELAADQABS1AAAAAHxWWlp60kStiaLW6/WqoqLCr0Xtd999p7S0tKrPL9TMnTtXy5Yt08yZM2W1Wk3HARq1AQMGaNy4cXrkkUd0+PBhv16bghaNSXJyMhO1AAAADUBRCwAAAMBn1SdqS0pKJJkpasvLyyXJr0Xt6tWr1a9fP79dz59KS0s1adIk3XbbbTr//PNNxwGahOnTp8vtdmv69Ol+uR4FLRoju93ORC0AAEADUNQCAAAA8FmonFHr76LW4/Fo7dq1IVvUPvvssyouLtZTTz1lOgrQZLRp00Z//OMf9eKLL2rr1q2nfR0KWjRmTNQCAAA0DEUtAAAAAJ+VlpaGxBm1/i5qf/rpJx05ckTnnHOOX67nT4WFhfrLX/6iyZMnKzEx0XQcoEm555571LNnTz3yyCP1/thTFbSbN2+moEWjwkQtAABAw1DUAgAAAPBZ9dXHoVDU+uus1jVr1igqKkp9+vTxy/X86dFHH1WHDh304IMPmo4CNDmRkZGaMWOGPvroI33yySc+fUxlQZuamnpSQduzZ88AJwaCy263a8+ePSorKzMdBQAAICxR1AIAAADwidPplNvtrlp9XFJSoqioKL+VpfXh74naNWvW6KyzzlKzZs38cj1/Wb16td5++209++yzIZcNaCoGDx6sa6+9VhMnTpTH46nxdScWtGlpaRS0aPSSk5Pl9XpVUFBgOgoAAEBYoqgFAAAA4JPS0lJJOm6i1sQ0reT/ovaHH34IybXHU6ZMUb9+/fSrX/3KdBSgSXv66ae1ceNGzZs376T3UdCiKUtOTpYk1h8DAACcJopaAAAAAD45cdWxw+FQbGyskSz+LmrXrl0bckXtypUrlZmZqT/96U+yWCym4wBNWuU5s3/4wx9UUVEhiYIWkKSEhATFxcVp+/btpqMAAACEpSjTAQAAAACEh8qitnL1cWOZqC0oKNC+fftCrqidMmWKMjIydNlll5mOAkDS1KlT1bt3b73zzjtq3ry5/vCHP2jr1q0aPny4PvzwQ8pZNFk2m42JWgAAgNNEUQsAAADAJ4119fGaNWtksVjUt2/fBl/LX1asWKEvvvhCy5YtMx0FwP/p3r27brnlFo0fP16HDh3Sr3/9ay1YsEA9evQwHQ0wKjk5mYlaAACA08TqYwAAAAA+OdXq48ZS1Hbr1k2tW7du8LX85fHHH9dll12mSy65xHQUANX84Q9/0JEjRzRt2jS98cYblLSAJLvdzkQtAADAaaKoBQAAAOCTxnpG7Zo1a0Jq7fFXX32lrKwsTZs2zXQUACdISUnR7bffrn/9619yu92m4wAhwW63M1ELAABwmihqAQAAAPikcvVx5Rm1JSUlxiZqXS6XJP8UtWvXrg2ptcfPPfecBg4cqAEDBpiOAuAUHnnkEeXk5GjBggWmowAhoXL1scfjMR0FAAAg7FDUAgAAAPBJ5URtZVHbGFYfHzp0SPn5+Tr77LP9EavBtm7dqkWLFmnChAmmowCoQffu3TVs2DA988wzpqMAISE5OVkul0t79uwxHQUAACDsUNQCAAAA8InD4VBMTIwiIyOrfm66qLVarQ26zsaNG+X1epWWluaPWA32/PPP64wzztCwYcNMRwFQiwkTJujbb7/VypUrTUcBjLPb7ZLE+mMAAIDTQFELAAAAwCelpaXHFbMOh6NqujbY/DVRu2HDBrVs2bLqL5lN2rdvn958802NHz9eERH8UQ0IZQMHDtQFF1yg559/3nQUwLguXbooKipK+fn5pqMAAACEHf70DwAAAMAnJ07QOhwOxcbGGsniz6I2LS1NFovFH7Ea5NVXX1VsbKxuu+0201EA+GDChAlasGCBfv75Z9NRAKOioqLUuXNniloAAIDTQFELAAAAwCcnTtCWlpYanai1WCxVa5hP18aNG0Ni7bHb7dbMmTM1ZswYY+ukAdTPDTfcoM6dO2vmzJmmowDG2e12Vh8DAACcBopaAAAAAD4JtdXHDZ2mlaRNmzaFRFG7ZMkSFRYWavTo0aajAPBRZGSk7rzzTv3rX/+qmvIHmqrk5GSKWgAAgNNAUQsAAADAJ6cqak1Nf/qjqC0sLFRxcXFIFLUzZ87UpZdeqjPPPNN0FAD1MGbMGBUVFWnhwoWmowBGMVELAABweihqAQAAAPjkVKuPw7mo3bBhgyQpNTXVH5FO265du7R48WKNHTvWaA4A9ZeUlKTLL7+c9cdo8mw2G0UtAADAaaCoBQAAAOCTsrKy44pak6uPKyoq/FLUdu7cWQkJCX5KdXpef/11xcfH6/rrrzeaA8DpGTt2rD799FPl5+ebjgIYY7fbtX//fh09etR0FAAAgLBCUQsAAADAJ2VlZWrWrJmkY0VpeXm5sYnaiooKRUZGNugaGzduNL722Ov16p///Kduu+02xcTEGM0C4PRce+216tChg2bPnm06CmCM3W6XJO3YscNwEgAAgPBCUQsAAADAJ2VlZVVlosPhkCRjE7Vut7vBRe2GDRuMF7Vff/21cnNzddtttxnNAeD0RUdH6+abb9a7775rOgpgjM1mkyTWHwMAANQTRS0AAAAAn1SfqC0tLZUkYxO1DS1q3W63tmzZoj59+vgxVf3NnTtXPXv2VHp6utEcABpmxIgR2rp1q9atW2c6CmBE69at1apVKyZqAQAA6omiFgAAAIBPqhe1lRO14VrU5ubmqqysTL179/ZjqvrxeDyaN2+eRo0aZSwDAP84//zz1bVrV82ZM8d0FMAYm81GUQsAAFBPFLUAAAAAfOJ0Ok+aqDW1+rihZ9Ru2bJFFotFPXv29GOq+snOzlZhYaFuuukmYxkA+IfFYtGNN96oOXPmyOv1mo4DGGG321l9DAAAUE8UtQAAAAB8EmoTtVFRUaf98Vu2bFFSUpJatWrlx1T1M3fuXPXq1UupqanGMgDwnxEjRignJ0c//PCD6SiAERS1AAAA9UdRCwAAAMAnZWVliomJkfTfotbURG1DVx9v2bJFZ511lh8T1Y/X69UHH3ygm2++2VgGAP7Vr18/devWTfPmzTMdBTCC1ccAAAD1R1ELAAAAwCfVJ2orVx+H6xm1povaH374QTt37tR1111nLAMA/7JYLBo2bJgWLVpkOgpghM1m0/bt21n/DQAAUA8UtQAAAAB8cqqJ2nAtan/88UejRe2SJUuUmJio9PR0YxkA+N/QoUO1ceNG1r+iSbLb7XI6ndq7d6/pKAAAAGGDohYAAACAT06cqI2KilJ0dLSRLA0pagsLC3Xo0CGjRW1mZqaGDh0qi8ViLAMA/xs0aJDi4uL0ySefmI4CBJ3dbpck1h8DAADUA0UtAAAAAJ84nc6qotbhcBg7n1ZqWFG7ZcsWSTJW1B44cEDffPONhgwZYuT+AAInJiZGgwYNUmZmpukoQNAlJSUpIiKCiXIAAIB6oKgFAAAA4JMTi1pTa4+lhhW1mzdvVkJCgtq3b+/nVL5ZunSpvF6vBg8ebOT+AAJryJAh+uyzz1ReXm46ChBUVqtVHTt2pKgFAACoB4paAAAAAHVyuVxyu93HrT42XdRGRUWd1sdu2bJFvXv39nMi333yySe68MIL1bZtW2MZAATO0KFDdfjwYa1cudJ0FCDobDYbq48BAADqgaIWAAAAQJ3KysokHVvrKR0rak2uPq6oqGjQ6mOT59MuX75cl156qbH7AwisM844Q127dtVXX31lOgoQdHa7naIWAACgHihqAQAAANSpsqhtDKuP//Of/6hXr15+TuSbPXv26Oeff9bAgQON3B9AcGRkZCg7O9t0DCDo7HY7q48BAADqgaIWAAAAQJ2cTqckHbf62ORE7ekWtUeOHNHu3bvVo0ePAKSqW1ZWliIjI9W/f38j9wcQHBkZGVq1apXcbrfpKEBQ2Ww2iloAAIB6oKgFAAAAUKfGMlG7detWSVL37t39Hckn2dnZSktLU3x8vJH7AwiOjIwMHT58WBs3bjQdBQgqm82mPXv2yOVymY4CAAAQFihqAQAAANSpMRW1UVFRSklJCUCqumVnZysjI8PIvQEET58+fRQfH8/6YzQ5drtdHo9HBQUFpqMAAACEBYpaAAAAAHU6sagN19XH27ZtU0pKiqKjowOQqnalpaVau3YtRS3QBEREROiCCy6gqEWTY7fbJYn1xwAAAD6iqAUAAABQp8qiNiYmRlL4TtRu27bN2NrjdevWyeVycT4t0ERccMEFWr16tekYQFB16NBBzZo1044dO0xHAQAACAsUtQAAAADq5HQ6JYXWRG1UVFS9P27r1q3q0aNHABLVbd26dWrZsqW6detm5P4AgistLU0//fSTSkpKTEcBgsZisSgpKYmJWgAAAB9R1AIAAACoU6idUVtRUXFaE7U//fSTsYnaDRs2KC0tTRaLxcj9AQRXenq6PB6PNm/ebDoKEFR2u52JWgAAAB9R1AIAAACo06lWH5ueqK1vUVtUVKT9+/cbK2rXr1+v9PR0I/cGEHxnnHGGYmNjtX79etNRgKCy2WxM1AIAAPiIohYAAABAncrKymS1WqvK0dLS0rA7o3br1q2SZGT1sdfrrZqoBdA0REREqHfv3tqwYYPpKEBQMVELAADgO4paAAAAAHUqKyurmqaVwnOidtu2bYqJiVFSUlKAUtVs+/btOnjwIBO1QBOTnp5OUYsmx2azKT8/33QMAACAsEBRCwAAAKBOZWVlVefTSuE5Ubtt2zadeeaZp3W2bUNVnlGZmpoa9HsDMKdPnz7atGmT6RhAUNntdh05ckQHDx40HQUAACDkUdQCAAAAqJPT6TypqA23idqffvrJ2Pm0OTk5atu2rdq0aWPk/gDM6Natm/bs2aOjR4+ajgIEjc1mkyTWHwMAAPiAohYAAABAnapP1DqdTrnd7rCbqM3JyVG3bt0ClKh2+fn5SklJMXJvAOZUft2zBhZNid1ul3Rs7T8AAABqR1ELAAAAoE7VJ2odDockGS1qKyoqFBUVVa+Pyc3NNVaW5ubmqmvXrkbuDcCcyq/7vLw8ozmAYIqLi1ObNm0oagEAAHxAUQsAAACgTtUnaktLSyUprFYfHz16VEVFRcaK2ry8PIpaoAlq2bKlEhISlJubazoKEFR2u53VxwAAAD6gqAUAAABQp7KyMsXExEgKjYna+ha1lSUJRS2AYEtJSWGiFk0ORS0AAIBvKGoBAAAA1Kn6RG1lURtOE7WVRW1ycnKgItWocpqXohZomlJSUpioRZNjs9lYfQwAAOADiloAAAAAdTrV6uNwm6jt2LGjYmNjA5jq1Hbt2iVJ6tKlS9DvDcC8zp07V/0+ADQVFLUAAAC+oagFAAAAUCen03nSRG24FbWm1h4XFxdLktq1a2fk/gDMSkhIqPp9AGgq7Ha7CgsL5Xa7TUcBAAAIaRS1AAAAAOp0qonacFt9bLqoTUhIMHJ/AGa1a9eOohZNjt1uV3l5uXbv3m06CgAAQEijqAUAAABQp8ZwRq2poraoqEjNmzc3OoEMwJyEhAQdOHCAyUI0KTabTZJYfwwAAFAHiloAAAAAdSorK1NMTIykY0VtTExMvYpSf6uoqFBUVJTPr8/LyzM6UduU1x6vXr1aFotFU6dOrfVtJnKYEgpZMjMzZbFY9MILLwTsHkePHtUDDzygrl27KioqShaLRUePHpUkffDBBzr33HMVFxcni8Vy3I9x48YFLJMJ7dq1k8fj0cGDB01HAYKmS5cuioqK0o4dO0xHAQAACGkUtQAAAADqdOLqY9PTofWZqC0qKtKRI0eMFrWsPa5bVlaWLBaLpk+fbjoK/OSPf/yjXn75ZeXn5x83TbplyxaNHDlSa9asUUlJicGEwVH59c/6YzQlUVFR6tSpExO1AAAAdfD9W9ABAAAANFknrj42ufZYql9Rm5ubK0nGitqDBw+qTZs2Ru4dqvr16yev19vo79nUZWZmKj4+XqtWrVLPnj0VEXHse8U/++wzVVRUaPr06Xr44YerpvVNTr4HUtu2bSVJ+/fvN5wECC673c5ELQAAQB0oagEAAADUyel0VpUp4TZRm5ubq8jIyKrz8oKtrKzMeLENmLBr1y717NlTZ5111klvl6Srrrqq6veVxqzym1ycTqfhJEBw2e12JmoBAADqwOpjAAAAAHU6cfWx6eKxvkVtUlKSoqOjA5zq1JxOp6xWq5F714fb7dbLL7+s8847T23atFHr1q3Vr18//fWvf5XD4ah6XfWzTT///HMNGDBALVq0UIcOHTR27Fjt27evznudeEbr9OnTddFFF0mSpkyZctx5pf7KfapzYat/LsuWLdOAAQMUGxsrm82mp59+uup1L7/8snr27KlmzZqpV69emjdv3nEZ/PFMJMnr9eqf//ynBgwYoJYtW6p58+bq27evXnnlFZ+ngX19HtV9/fXXuuSSSxQbG6uEhATddtttJ01/zpo1SxaLRfPnzz/p4yvf9+GHH0qSHnzwQVksFh04cEDffvvtSWfQ/vnPf5YknXvuuT79e/bHczGpsoymqEVTw0QtAABA3ZioBQAAAFCnE1cfh9tEbbdu3QKcqGYulyssitrHHntMzz777HFv+/777/X999/LarXq/vvvP+59K1eu1MMPP1x19mhpaalmzZqlrKwsfffdd4qLiwvJ3Kfy9ddf65FHHlFFRYWkY7/GH3vsMcXExGj37t36y1/+UvXa//znPxo1apS6d++us88++7jrNOSZeL1e3XrrrXr77bePe/v69et1//33a926dXrttdfq/Fzq+zy+++47Pfroo1UlosPh0BtvvKG8vDwtX768zvsFmr+ei0mVX/8UtWhqbDYbE7UAAAB1YKIWAAAAQJ3Cvag1ee5luEzUfvjhh4qNjdX777+vgwcPqqSkRGvXrtXDDz98yoJx3rx5uvXWW7Vt2zYdPXpUX331ldLS0vTjjz/qmWeeqde9f//732vFihWSpCeffFJer7fqh79zn8qcOXN0//33Ky8vT0ePHtX8+fMVHR2tadOm6dVXX9WsWbO0d+9eFRcXa8KECfJ4PJoxY4Zfn8lbb72lt99+W2lpaVq8eLGKi4t19OhRLV++XH379tXMmTO1atUqvz+Pd955R3fccYe2bdsmh8OhrKws2e12ffXVV1q3bp1Pz+9EL7zwgrxer+Lj43X++ecf9+/T6/Vq0qRJkqQ1a9bU+e/ZX8/FpMqJWpfLZTgJEFw2m0379u2rcZofAAAATNQCAAAA8EFZWdlxZ9SaXn1cUVFRr6K2cq2uCeEyUZuUlCRJGjZsmKKijv1RsW/fvurbt+8pX9+/f3/985//rFpbe9FFF+nDDz9Ur169NH/+fD355JMhmftUhgwZclzxOnz4cA0bNkzvv/++nn/+eY0ePbrqfc8884xmzZqlzZs3n3SdhjyT2bNnKzIyUp988okSExOr3n7xxRfrnXfeUWpqqhYsWKALL7yw1s+lvs/jiiuu0Kuvvlr184yMDE2cOLFqWrU+zzEQ/PVcTLJYLIqOjmaiFk2O3W6XJBUUFKhHjx6G0wAAAIQmJmoBAAAA1Mrr9crlcoXcRG1lCVUbj8ej7du3G5+orSy5Q9mMGTPk8Xh05pln6u6779bf//53rVmzpsbXX3HFFSedLdqtWzf16NFDP//8s99yFRUVnXTGabt27U4796kMGjTopLclJydLOlYIVhcZGakuXbpoz549J31MQ57Jpk2b5Ha7ZbPZFBUVpcjISEVERCgiIkKpqamSpO3bt/v9eVxyySUnva1yVfiRI0dqzRwMvj6XUGe1Wilq0eRUFrXh8DUKAABgCkUtAAAAgFo5nU55vd6qojYUJmp9XX28c+dOOZ1Oo0WtL+t7Q0Hfvn31448/6o033lBKSopWrFihIUOGKDU1VRs2bDAdr0b+yF35a7u6ysK1pvd5PJ6GBT9B5fXcbrfcbrc8Hs9Ja4F9WZ1b3+dxqq/lys+9+r0jIiKOy1ldaWlpnblOl7+ei2kRERF+/zUDhLqEhATFxsZS1AIAANSC1ccAAAAAalVWViZJx03UdunSxWQkn4va3NxcSTJa1FqtVpWXlxu7f31ERUXp4osvrpoidTgc6tmzp0aPHq1vv/32uNd++umneuKJJ46bIM3JydHWrVt1xhln1PvelUVgRUXFcW9v165dnWV3fXIHUkOeSa9evfTDDz9o586dio+Pr/W1Jp5Hhw4dJP33a6q6L7744rSu6Yv6PJdQFi6T9YC/2Ww27dixw3QMAACAkMVELQAAAIBanaqoNbn6uHKarrLYq01ubq6aNWumTp06BSHZqcXExITFxN+AAQP0P//zP9q8ebNKS0t16NAhZWZmqri4WDk5OSe9/ttvv9Xo0aP1008/qaSkRFlZWbrhhhtUXl6uG2+8sd73b9u2rSRpxYoVKi4uDljuQGrIMxk9erQcDocuu+wyffzxx9q3b59cLpfy8/O1aNEiDR8+XJ9//nmdGQL1PHr37i1JeuGFF/Tll1+qtLRUeXl5mjBhgj788MPTvm5d/PVcTPJ6vSovL6eoRZNEUQsAAFA7JmoBAAAA1OrEotb06mO32y1JPk/Udu3a9aRzQ4MpXM6m/OGHH7Rq1apTvm/s2LEnve3GG2/UG2+8odmzZx/39l69emnSpEn1vn/37t3VpUsXffHFF8eduVrX9Gh9cwdSQ57JbbfdpuXLl+tf//qXrr322lO+xpfPJ1DPo1u3bvrVr36lDz74QL/85S+r3h4VFaVbb71Vb7755mlfuzb+ei4mlZeXy+v1UtSiSbLb7aw+BgAAqAUTtQAAAABqVVnUVpYMDofDaFFbec6jrxO1JtceS+EzUfvNN9/ovvvuU+/evdW8eXO1a9dOGRkZmjVrlmbMmHHS6zMyMrRkyRL179+/6vWjR4/WV199pbi4uHrfPzIyUvPnz9fAgQMVGxsbsNyB1JBnYrFYNHv2bM2ZM0eXXXaZ2rRpI6vVqm7duun666/X//7v/+qyyy6rM0Mgn8frr7+uO++8UwkJCWrWrJkuvPBCffbZZ1UrlgPBX8/FpMpv1LBarYaTAMFns9koagEAAGph8db17ckAAAAAmrR169bp7LPP1o8//qiePXvKZrNp/Pjxeuihh4zkKSsrU/PmzbVgwQINGzas1tcOGjRIffr00SuvvBKkdCe74447tG/fPn388cfGMvhTZmamhg4dqhkzZujBBx80HSck8ExQm+LiYrVr105ffPHFcdPIQFMwe/Zs3X///SopKTEdBQAAICQxUQsAAACgVqc6ozZcJmrz8/PVtWvXACeqXUxMTFisPgYQGJVf/6w+RlNks9nkcDhUVFRkOgoAAEBIoqgFAAAAUKtTFbUtWrQwlsfXotbj8Wjnzp1KSkoKRqwatW7dWgcPHjSaAYA5Bw4ckHTs9wKgqbHb7ZLE+mMAAIAaUNQCAAAAqFX1otbj8cjpdIZFUbtnzx6Vl5cbL2oTEhKYJAKasOLiYklSu3btDCcBgs9ut8tisWjHjh2mowAAAISkKNMBAAAAAIS26kVtWVmZvF5vWKw+LiwslCR16dIl4Jlqk5CQUFXUNAZDhgyR1+s1HSOk8ExQm6KiIlksFrVp08Z0FCDomjVrpnbt2jFRCwAAUAMmagEAAADUqqysTBaLRVarVQ6HQ5LCYqK2oKBAFotFnTt3DkasGiUkJOjIkSOcUws0UcXFxWrVqpWio6NNRwGMsNvtTNQCAADUgKIWAAAAQK2cTqdiYmJksViqitpwmaht165d1dm6piQkJEhSo5qqBeC7oqIi1h6jSbPZbEzUAgAA1ICiFgAAAECtysrKqsrO0tJSSeExUVtYWGh87bH033MpOacWaJqKi4urvmEDaIqYqAUAAKgZRS0AAACAWlVO1EoKu9XHSUlJwYhUq/bt20uS9uzZYzgJABP27t1b9fsA0BQxUQsAAFAziloAAAAAtape1FZO1IbL6uNQmKhNSEhQy5YtlZ+fbzoKAANyc3PVtWtX0zEAY+x2u3bt2qXy8nLTUQAAAEIORS0AAACAWjmdTlmtVknhN1EbCkWtJHXt2lV5eXmmYwAwIDc3VykpKaZjAMbY7Xa53W7t3LnTdBQAAICQQ1ELAAAAoFbl5eUnrT4Ol4naUFh9LB0ranNzc03HABBkTqdTu3btYqIWTZrNZpMk1h8DAACcAkUtAAAAgFpVn6gtLS1VRESEmjVrZiyPL0XtgQMHVFJSwkQtAKPy8/Pl8XiYqEWTlpiYKKvVSlELAABwChS1AAAAAGrlcrmOW33crFkzWSwWY3l8KWoLCwsliYlaAEZVft1T1KIpi4iIUOfOnbVjxw7TUQAAAEIORS0AAACAWrlcrqrVx6WlpUbPp5V8K2oLCgokKWQmalNSUrR7926VlpaajgIgiHJzcxUfH682tRIJDAAAIABJREFUbdqYjgIYZbfbKWoBAABOgaIWAAAAQK1OnKg1eT6t5PtEbVxcnOLj44MVq1ZnnXWWvF6vNm/ebDoKgCDatGmTevfubToGYJzdbmf1MQAAwClQ1AIAAACoVfUzah0Oh/GJWq/XK0m1rl8uKCgImbXHktS9e3e1aNFC69evNx0FQBCtX79eaWlppmMAxtlsNopaAACAU6CoBQAAAFCr6hO14bL6uLCwMGTWHktSZGSkevfurQ0bNpiOAiCINm3aRFEL6FhRy+pjAACAk1HUAgAAAKjViWfUhsvq41CaqJWk9PR0ilqgCSkoKFBxcbHS09NNRwGMs9vtOnDggA4fPmw6CgAAQEihqAUAAABQq1BbfexLUVtQUBBSE7WSlJaWpnXr1pmOASBIKr8xIzU11XASwDy73S5JTNUCAACcgKIWAAAAQK1OXH0cLhO1oVbUpqena9++fdq9e7fpKACCYMOGDUpKSlJCQoLpKIBxNptNEkUtAADAiShqAQAAANQq3FYfl5WVaf/+/SG3+vjss8+WxWLR6tWrTUcBEASrV6/WOeecYzoGEBJat26tVq1aafv27aajAAAAhBSKWgAAAAC1CreJ2oKCAnm93pCbqG3btq169eql7Oxs01EABEF2drYGDhxoOgYQMmw2GxO1AAAAJ6CoBQAAAFCr6mfUhktRKynkJmolaeDAgRS1QBOQk5OjnTt3KiMjw3QUIGTY7XYmagEAAE5AUQsAAACgVuG2+riwsFDR0dFq3759MGP5JCMjQ99++62cTqfpKAACKDs7WzExMTrvvPNMRwFCht1uZ6IWAADgBBS1AAAAAGrlcrkUHR0tKTyK2oKCAnXu3LnG95uUkZEhp9OpNWvWmI4CIICys7N13nnnqVmzZqajACHDZrMxUQsAAHCC0PubCwAAAAAhJdxWHxcWFobk2mNJOvPMM9WpUyfWHwONXHZ2NmuPgRNUnlFb+f/jAAAAoKgFAAAAUIdwW328a9cuJSYmBjNSvWRkZOjLL780HQNAgOzbt0+bN2/WwIEDTUcBQordbpfL5dLevXtNRwEAAAgZFLUAAAAAauVyucJqonb37t3q1KlTMCPVyxVXXKFly5ZxTi3QSH366aeKjIzUJZdcYjoKEFLsdrsksf4YAACgGopaAAAAALUKt9XHe/bsUceOHYMZqV6uuuoqlZSUaMWKFaajAAiAJUuW6KKLLlKrVq1MRwFCSpcuXWSxWFRQUGA6CgAAQMigqAUAAABQq+qrj8vKyihqGygpKUm9e/fWkiVLTEcB4Gcej0dLly7VkCFDTEcBQk5MTIw6dOigHTt2mI4CAAAQMihqAQAAANSqvLxcVqtVLpdLbrc7pIvasrIyHT58OKSLWkkaOnSoMjMzTccA4GerV6/W3r17NXToUNNRgJBks9koagEAAKqhqAUAAABQo/Lycnk8HlmtVpWWlkpSSBe1e/bskaSQL2qHDBmizZs3Kz8/33QUAH60ZMkSJSUlKTU11XQUICRR1AIAAByPohYAAABAjVwulyRR1PrZRRddpJYtW2rhwoWmowDwo0WLFmno0KGyWCymowAhiaIWAADgeBS1AAAAAGrkdDolHTtXLpyK2g4dOgQ1U33FxMTommuu0bx580xHAeAnOTk5Wr16tW688UbTUYCQlZSURFELAABQDUUtAAAAgBqF40Rty5Yt1aJFi2DHqreRI0cqKytLhYWFpqMA8IM5c+YoISFBl156qekoQMiy2WzatWuXKioqTEcBAAAICRS1AAAAAGoUjkVtqK89rjRkyBC1bNlS8+fPNx0FgB/MnTtXw4cPV1RUlOkoQMiy2Wxyu93atWuX6SgAAAAhgaIWAAAAQI3CcfVxuBS1MTExGjZsmObOnWs6CoAG2rp1q9auXasRI0aYjgKENJvNJkmsPwYAAPg/FLUAAAAAasREbWCNGDFCq1atUn5+vukoABpg7ty5at++vS6++GLTUYCQ1rlzZ0VGRlLUAgAA/B+KWgAAAAA1oqgNrCuuuEKtW7fWe++9ZzoKgAZ45513NGLECNYeA3WIiopSp06dVFBQYDoKAABASKCoBQAAAFCjyqK2cvVxRESErFar0Uwej0cWi0UWi+Wk94VbUWu1WvWb3/xGM2fOlNfrNR0HwGnIzs7Wli1bdOedd5qOAoQFm83GRC0AAMD/oagFAAAAUKPKM2orJ2qbNWt2yoI0mDwezymnaaXwK2ol6a677tLPP/+s5cuXm44C4DTMnDlT6enpOvfcc01HAcICRS0AAMB/UdQCAAAAqNGJq49Nrz2Wai5qXS6XDh48GHZFbVpamvr376+ZM2eajgKgng4dOqR58+Zp3LhxpqMAYYOiFgAA4L8oagEAAADUKJyK2r1798rr9YZdUStJY8eO1fvvv6+ioiLTUQDUw9tvvy2v16ubb77ZdBQgbFDUAgAA/BdFLQAAAIAaVa4+rjyjNpSL2j179khSWBa1o0aNUkxMjN5++23TUQDUw+uvv66RI0eqdevWpqMAYcNms2nPnj1V/40BAADQlFHUAgAAAKiRy+WSxWJRdHQ0RW0AxcXF6eabb9bf//53eTwe03EA+GDlypX64YcfNHbsWNNRgLBis9nk9Xq1c+dO01EAAACMo6gFAAAAUCOXyyWr1SpJYVHUtmjRQnFxcQZSNdz48eP1008/aeHChaajAPDBc889p1/84hcaMGCA6ShAWLHZbJLE+mMAAABR1AIAAACohdPpDKuiNhynaSv17NlTV199tZ5//nnTUQDUIScnRx999JEmTpxoOgoQdjp27Cir1UpRCwAAIIpaAAAAALVwuVyKiYmRRFEbDBMmTNCKFSv09ddfm44CoBbPPfec7Ha7brjhBtNRgLATERGhxMREiloAAABR1AIAAACoRbitPg73onbQoEE6//zzNWPGDNNRANRg//79euONN/TQQw8pMjLSdBwgLNlsNopaAAAAUdQCAAAAqAVFbfA9+OCDev/995WTk2M6CoBT+Nvf/qaYmBjdcccdpqMAYYuiFgAA4BiKWgAAAAA1cjqdrD4OshtvvFFdu3bVU089ZToKgBMcOnRIL7zwgu6//37FxsaajgOELZvNpoKCAtMxAAAAjKOoBQAAAFCj8vJyJmqDLCoqSlOmTNG///1v/ec//zEdB0A1f/3rX+X1evXggw+ajgKENSZqAQAAjqGoBQAAAFAjp9MZFkVtRUWF9u/f3yiKWkm65ZZb1KNHD02fPt10FAD/5+DBg3rppZf08MMPq02bNqbjAGHNZrOpqKhIDofDdBQAAACjKGoBAAAA1ChczqgtLi6Wx+NR+/btDaXyr8jISP3hD3/Qu+++qy1btpiOA0DSM888o8jISD3wwAOmowBhz2azSZIKCwsNJwEAADCLohYAAABAjVwuV1icUVtcXCxJateunYlIATFixAj16dNHU6dONR0FaPKKior0yiuvaNKkSWrZsqXpOEDYqyxqWX8MAACaOopaAAAAADUKp4laSUpISDARKSAiIiL0xz/+UfPnz9f3339vOg7QpD355JOKjY3VvffeazoK0Ci0a9dOzZs3p6gFAABNHkUtAAAAgBqFyxm1lUVt27ZtTUQKmBtuuEEDBw7U7373O3m9XtNxgCZpy5YtevXVV/XEE08oNjbWdBygUbBYLOrSpQtFLQAAaPIoagEAAADUKFRXH1ssluPeVlxcrJYtW1aVyo3JCy+8oG+++UZz5swxHQVokh566CGlpqbqzjvvNB0FaFRsNhtFLQAAaPIoagEAAADUqHL1sdvtlsvlComi1uv1nnKitjGtPa7unHPO0W233aZHHnlEJSUlpuMATcrHH3+szMxMvfDCC4qMjDQdB2hUKGoBAAAoagEAAADUonL1cVlZmSSFRFF7qtXH+/fvb7RFrST9+c9/1uHDh/X888+bjgI0GeXl5Xr44Yd10003adCgQabjAI0ORS0AAIAUZToAAABoOvbv36+ioiIVFxdX/XA6nTpw4ICkY5N7ldNiR44cUUVFhVq3bi2LxaLo6GjFxcVJkmJjYxUTE6OEhISTfjTGtaeASZUTtaWlpZJCt6gtLi5udOfTVtexY0c99thjevLJJ3X77bfLbrebjgQ0ei+99JLy8/O1ZMkS01GARikpKYmiFgAANHkUtQAAwC8OHDigvLw85eXlKTc397j/3bNnj4qLi+XxeI77mBYtWqh58+aKj4+XJFmtVsXGxko6VsZardaqEre8vFxHjx6VJDkcDpWWlurQoUMn5WjZsqU6duwom82mlJQUde3aVV27dq36586dO59U8ACoWSgWtU1t9XGl8ePHa/bs2brvvvu0cOFC03GARi0vL09Tp07VxIkTlZKSYjoO0CjZbDYdOnRIhw8fVqtWrUzHAQAAMIKiFgAA1IvD4dDmzZu1bt06bdiwQRs2bNC6detUXFwsSbJYLEpMTKwqR6+77jolJiYqISFB7dq1U7t27ar+uaGFT0VFxXHTuZU/du3apR07dig3N1crVqxQfn6+XC6XJCkmJkapqalKS0tTWlqa+vbtq7S0NHXs2LHBzwZojEKxqK1pojYtLc1QouCIiYnRzJkzdckll+i9997TqFGjTEcCGq0HHnhAXbp00WOPPWY6CtBo2Ww2SVJBQYF69+5tOA0AAIAZFLUAAKBGbrdbGzZsUFZWllatWqXVq1fr559/ltvtVosWLZSamqq+ffvquuuuU48ePZSSkqLk5GQ1a9YsKPmioqLUsWPHOktWj8ejnTt3Ki8vT9u2bdOmTZu0fv16ffLJJ9q9e7ekY2tFzz77bF144YUaMGCALrjgArVs2TIYnwYQ0srLyxUdHR0WRW1jn6iVpIsvvlhjx47V7373Ow0ePFjt27c3HQlodN566y0tWrRIy5cvD9p/0wBNUWVRu2PHDopaAADQZFHUAgCAKg6HQ9nZ2crOztbKlSv19ddf68iRI4qPj9eAAQM0atQopaenKz09XWeccUbYrBCOiIhQUlKSkpKSNHDgwOPet2/fPq1fv17r16/XmjVr9MYbb2jq1KmKjIxUenq6MjIyNGDAAA0aNEidO3c29BkA5lRUVCgqKoqiNoQ8++yzWrRokSZOnKjZs2ebjgM0KsXFxZowYYLuueeek/6bAYB/tWnTRnFxcSooKDAdBQAAwBiKWgAAmricnBx99tln+uyzz7RkyRIdPXpUiYmJGjhwoJ588kkNHDhQ55xzTtiUsvXVvn17DR48WIMHD6562+7du/Xdd98pOztbWVlZmjlzppxOp7p166ZrrrlG1157rS666CLFxMQYTA4ER7hM1O7fv7/JFLWtWrXSyy+/rOHDh+vXv/61Lr/8ctORgEbjwQcflNVq1Z/+9CfTUYAmISkpSTt27DAdAwAAwBiKWgAAmpiysjItXbpUixcvVmZmpvLy8tS2bVtdfvnlevnll3XllVcqMTHRdEyjOnXqpGuvvVbXXnutpGOTxitWrFBmZqaWLFmil156SS1bttTgwYM1ZMgQDRs2rMk/MzRe4VDUHj16VC6XS23btjWYKrhuuOEGDR8+XKNHj9a6devUpk0b05GAsPf+++/rrbfe0sKFC9WqVSvTcYAmwWazUdQCAIAmrXGOxgAAgOO43W5lZWXp7rvvVqdOnTRs2DB99dVXGjlypJYuXardu3frvffe0+23307heAotWrTQlVdeqRkzZujHH39UTk6OnnvuOUVHR2vixIlVK5VffPHFqjNvgcbixKI2FM5rPLGoLS4ulqQmM1Fb6bXXXpMkjRkzxnASIPwVFhbq7rvv1rhx43TNNdeYjgM0GRS1AACgqaOoBQCgkaqoqFBmZqbuvPNOtW/fXhdffLE2btyoadOmqaCgQJs2bdLTTz+tyy67TNHR0abjhpWUlBTdddddmjt3rnbv3q158+YpKSlJkydPVlJSki6//HLNmjVL+/fvNx0VaLDqRa3ValXk/2fvzuNqzhc/jr/rnNRYIoXinKixRybbILuyx9yMTJbssseYYYyLxm5kFCZhLDfDhLljr8hOGUvSYhkxSGUn2jvb7w+/uma3VJ/vOef9fDw87n3MeJiXuXOZevf5fGQy0Ukcav+flZUVtmzZgt27d2Pz5s2ic4j0llarhY+PD6ysrLBs2TLROURGhUMtERERGTsOtURERAYmNTUVS5cuxfvvv48ePXrg7NmzmDx5MpKTkxEdHQ0/Pz/UqFFDdKbBeO+99+Dp6YmwsDA8fvwYu3btgp2dHaZOnQo7Ozt4eXnh8OHD0Ol0olOJ3sqrQ60Urj0GONS+qkOHDpg6dSomTpyI69evi84h0kvLli3DqVOnsHXrVpQvX150DpFR4VBLRERExo5DLRERkQEoKCjAjh074O7ujpo1a2LVqlXw8fHBzZs3cfnyZfj7++P9998XnWnwLCws4OHhgdDQUNy7dw8hISFITU2Fu7s76tSpgyVLlvBqZNI7+jLUyuVyVKxYUWCVOAsXLkSdOnUwdOhQqNVq0TlEeiU2NhZz5szBwoUL0bJlS9E5REZHqVQiOzsbz549E51CREREJASHWiIiIj129+5dzJgxAwqFAgMHDoSFhQV27dqFO3fuYP78+XB0dBSdaLTKly+P4cOHIyYmBklJSejduzeWLVsGe3t7eHp64sSJE6ITiV6LSqWCXC6X/FBrZWUFExMTgVXimJubY+vWrUhMTMTnn38uOodIbzx9+hReXl5o164dpk2bJjqHyCgplUoA4KlaIiIiMlocaomIiPRQXFwcBg8ejPfffx9bt27FxIkTcfv2bezbtw99+vSRxBuS9D9OTk4IDAxEWloaNm3ahEePHqFjx45o0aIFwsLCeAKOJE1fTtQa47XHr2rYsCHWr1+PwMBAhIaGis4hkjytVoshQ4ZApVJh27Ztv/k1hYhKD4daIiIiMnb8SISIiEiPnD59Gh4eHmjWrBkSExOxevVq3LhxA3PmzIFCoRCdR//AwsICgwYNwqlTpxAbG4sGDRpgyJAhsLe3h7+/PzIyMkQnEv2BWq2W/FD79OlTox9qAcDb2xt+fn4YO3Ys4uLiROcQSZq/vz+ioqLwww8/oGrVqqJziIxW+fLlUbFiRQ61REREZLQ41BIREUmcVqvF9u3b0ahRI7Rv3x4qlQoHDx5EfHw8xowZAwsLC9GJ9BaaNm2K0NBQXL9+Hf3798fy5ctRq1YtzJkzh4MtSYZOp4NGo5H8UMsTtf8TEBCAli1bwsvLi7+WEP2F/fv3Y+HChVi1ahVcXV1F5xAZPaVSyaGWiIiIjBaHWiIiIonS6XTYvXs3XFxcMHDgQDRp0gTx8fGIjIyEu7u76DwqJg4ODggKCkJKSgo+//xzfPvtt3B0dMSCBQuQmZkpOo+MnEqlAgC9GGorV64ssEg65HI5wsLCkJOTgyFDhkCr1YpOIpKU5ORkDBkyBD4+PvD19RWdQ0R4OdSmpqaKziAiIiISgkMtERGRBB0+fBgffvghPD09YW9vj9jYWGzduhWNGzcWnUYlxMrKCrNmzcKdO3cwY8YMLF++HA4ODvD39+dgS8Lo01DLE7X/Y2tri507dyIqKgqfffaZ6BwiyXjy5Al69+6N2rVrIzg4WHQOEf0/nqglIiIiY8ahloiISEJ+/vlnuLq6omvXrrCzs8PFixexb98+fPDBB6LTqJSUL18eM2bMwM2bNzFmzBgsX74cdevWRUhICDQajeg8MjIcavVXmzZtEBoaisDAQKxatUp0DpFwBQUF6N+/P7Kzs7Fr1y7J/HpGRBxqiYiIyLhxqCUiIpKA1NRUDB48GG3atIG5uTnOnj2LPXv2cKA1YpUrV8aiRYvw66+/4pNPPsHkyZPRtGlTHD16VHQaGREOtfrNy8sL8+fPx9SpU7Fnzx7ROUTC6HQ6jBw5ErGxsQgPD4dCoRCdRESvKBxqdTqd6BQiIiKiUsehloiISKDc3FwsXboUDRs2xMmTJ7F582YcPXoULVq0EJ1GElGlShWsWLECly9fRr169dClSxd4eHjg5s2botPICOjDUKvRaPDixQsOtX9h1qxZGDNmDAYOHIhp06ZBrVaLTiIqdbNmzcL27dvx448/wtnZWXQOEf2OUqlEfn4+Hj9+LDqFiIiIqNRxqCUiIhJk+/btqF+/PhYuXIgvv/wSycnJ8PHxEZ1FElWnTh3s2LEDkZGRuHnzJpycnDBjxgxkZWWJTiMDVjjUyuVyyQ61z549g1arhZWVleAq6Ro9ejRkMhmCg4Nx584d0TlEpSokJARLlizBunXr4O7uLjqHiP6EUqkEAF5/TEREREaJQy0REVEpS0lJQa9eveDt7Y0uXbrg+vXr+OKLL2Bubi46jfRAt27dkJCQgGXLlmH9+vVo1KgRIiIiRGeRgdKHE7XPnj0D8PK6cPotlUqF+fPno2XLlsjMzET16tXh5ubGT4ST0diyZQsmTJiA+fPnY9iwYaJziOgvKJVKmJiY8PcnIiIiMkocaomIiEqJTqfDunXr0KhRI/zyyy84fPgwNm7cCFtbW9FppGfkcjkmTZqEq1evon379ujZsye8vLzw6NEj0WlkYAqvyZXyUPv8+XMAQKVKlUQmSU58fDyaNWuGr776Cmq1GmZmZjh+/DgqVaqELl264N69e6ITiUrU7t27MWLECEyePBmzZs0SnUNEf8PCwgLW1tYcaomIiMgocaglIiIqBcnJyejcuTMmTJiA8ePHIykpCZ07dxadRXquWrVqCA0NxYEDB3D27FnUq1cP69atE51FBkQfTtRmZGQAACpWrCgySTLUajWWLl2K5s2b4+rVq9BoNJDJZHBzc4NSqcTBgwchk8nQrVs3PHnyRHQuUYmIiorCJ598gjFjxmDFihWic4joNSiVSg61REREZJQ41BIREZUgjUaDhQsXolGjRsjJyUFsbCyWLFkCCwsL0WlkQHr27InExER4e3tj3Lhx6NmzJ0/LUbHQh6H2+fPnMDExgaWlpeAq8RISEtC0aVPMmjULarW66EQ0AHh5eQEAqlatioMHD+LFixfo0aNH0YlkIkNx/Phx9O3bF97e3li9erXoHCJ6TRxqiYiIyFhxqCUiIioht2/fRseOHbFgwQIsXrwYMTExcHZ2Fp1FBsrS0hLffvstTp48ieTkZDRp0gR79+4VnUV67tWhNi8vTzJfZPL7obZ8+fKQyWSCq8RRqVRYunQpmjVrVnSK9vd69+5d9N/t7e1x+PBhpKWlwc3NjSdryWAcOnQIvXr1goeHB7777juYmJiITiKi18ShloiIiIwVh1oiIqISsHPnTjRt2hRPnz7FmTNn8Omnnxr1iEClx9XVFQkJCfD29kbfvn3h4+OD7Oxs0Vmkp34/1ErxRG1GRoZRv08bHx//l6doAcDU1BRt27aFjY3Nb/547dq1ER0djWfPnqFdu3ZIT08vzWyiYrd//3707dsXffv2xdatW/nvXUR6RqFQcKglIiIio8ShloiIqBi9ePECPj4+GDBgAPr374/z58/jgw8+EJ1FRua9995DUFAQ/vvf/yI8PBzNmzfHxYsXRWeRHiocanU6HTQajWRP1Brj+7SvnqK9du3an56iBV4OtQMGDPjTP1erVi0cO3YMGo0Gbdu2xa1bt0oymajEhIWFwdPTEz4+Pvj+++8hl8tFJxHRG1IqlUhPT//L38+IiIiIDBWHWiIiomJy4cIFODs7IyoqCuHh4Vi7di3Kli0rOouMmKenJy5duoTq1aujdevWCAoKEp1EeqZwqC38pCmHWukYNGgQvvjiC2g0mj+con2VRqPBRx999Jd/XqlU4uTJk6hQoQI6duyIGzdulEQuUYlZv349Bg0aBF9fX4SEhBT92kBE+kWpVEKlUuHBgweiU4iIiIhKFT+CISIiKgYbNmxAu3btUK9ePSQkJKB79+6ik4gAvLxGLioqCnPnzsW0adMwcOBAXoVMr61wqC0cAqV09XHh25PGevXxpk2bMHjw4L99g9PExAQtWrSAnZ3d3/5Y1apVw9GjR1G1alW0a9cOFy5cKO5cohKxcOFC+Pr6Yvbs2Vi1ahXfpCXSY0qlEgCQmpoquISIiIiodHGoJSIiegf5+fnw8/PD6NGj4efnh/DwcFSpUkV0FtFvmJqa4ssvv8SRI0dw9OhRNG/eHFevXhWdRXqgcKCV2olajUZT9P6ksZ6oLVeuHLZs2YLNmzfD3Nz8T696lcvl+OSTT17rx7O2tsaxY8fQrFkzdOzYEXv27CnuZKJio1arMW7cOMydOxerVq2Cv7+/6CQiekc1atSAqakp36klIiIio8OhloiI6C2lpaWhY8eO2LRpE3bu3IklS5YUDQdEUtShQwdcuHABFStWRKtWrbBr1y7RSSRxhSdqC/+TQ630+Pj4YM+ePahQocIfxlqVSvW31x7/Xvny5bFnzx4MHToU/fr1w8qVK4s7l+idZWZmok+fPtiyZQt27dqFCRMmiE4iomJQpkwZVK1alUMtERERGR0OtURERG/h9OnTaNq0KV68eIHz58+jX79+opOIXotCocDx48fx8ccfo1+/fpg3bx50Op3oLJIolUoFmUyG/Px8ANK5+vjVodZYrz4upFar8dVXX0GpVKJv376/ufrV2dkZDg4Ob/TjyWQyfPvtt1i+fDmmTp0KX1/fv30Dl6g0paWloX379rh06RJOnDgBDw8P0UlEVIyUSiWHWiIiIjI6HGqJiIjeUFhYGNzc3ODq6oqzZ8+iXr16opOI3oiFhQU2bNiA4OBgzJ8/H8OGDUNBQYHoLJIglUoFMzMz5OXlAZDOiVqtVssTtf9v/vz5iIuLw/fff48ff/wRgYGBRSdrBwwY8NY/rp+fH7Zt24bQ0FD06dMHz549K65kordy8uRJNG/eHBqNBmfPnkWzZs1EJxFRMeNQS0RERMaIQy0REdEbCAoKwqBBg+CKKB2WAAAgAElEQVTr64sff/wR5cuXF51E9NbGjh2LiIgI7NmzB507d8bjx49FJ5HESHWo1Wg0MDV9+aGMMQ+158+fx+LFi7Fs2TI0btwYADB58mRER0fD3t4enp6e7/TjDxgwAMeOHUNiYiKaN2+O+Pj44sgmemOBgYHo0qULWrdujdOnT0OpVIpOIqISwKGWiIiIjBGHWiIiotegVqsxbtw4TJs2DUFBQQgKCioaCYj0mZubG06fPo27d++idevWSE5OFp1EElI41Obm5gKQ1lD76olaY7z6ODs7G4MGDUKnTp3+8EZny5YtkZiYiPr167/zX6dVq1aIi4uDo6MjWrVqhY0bN77zj0n0unJzczFs2DB89tlnmDVrFn788UdYWlqKziKiEsKhloiIiIwRP8NMRET0D168eIFevXrh+++/x+7duzFx4kTRSUTFqlGjRjhz5gwqVKiAdu3a4dy5c6KTSCJ+f6JWam/UZmVlQa1WG+WJ2smTJyMjIwP/+c9/fvMubaHiHLNsbGwQERGBCRMmYNSoUZg0aRKvS6cSd/36dbRs2RIHDhxAZGQk/P39+UVyRAZOqVTi/v37UKlUolOIiIiISg0/yiEiIvobT548QZcuXZCYmIgTJ06gd+/eopOISkT16tVx8uRJNGvWDF26dMHRo0dFJ5EEqFQqyOVy5OXlQSaTwczMTHQSgP+9Ufv8+XMAMLqhNiIiAhs3bkRISAhsbW1L5a8pl8sREBCAsLAwbN68GW3atMEvv/xSKn9tMj6bN29G8+bNYWFhgdjYWLi5uYlOIqJSoFAooNFocO/ePdEpRERERKWGQy0REdFfePDgATp37oxHjx7h5MmTaNq0qegkohJVvnx57N27F56enujZsyd2794tOokEU6vVRSdqpXLtMfC/N2oLh1pjuvr4+fPn8PX1hbe39zu/Qfs2vLy8kJCQAHNzc7i4uCAoKKjUG8hwPX/+HIMGDcKIESMwfPhwnD59Gvb29qKziKiUFL4/zeuPiYiIyJhwqCUiIvoTd+/eRfv27ZGXl4dTp06hdu3aopOISoVMJsPGjRsxePBgeHl5YefOnaKTSKBX36iV2lArk8mQkZEBwLhO1E6ZMgV5eXkIDAwU1uDg4IATJ05g+vTpmDZtGv71r3/h8ePHwnrIMJw5cwYuLi44cuQIDhw4gKCgIJibm4vOIqJSVL16dcjlcg61REREZFQ41BIREf3O7du30alTJ8hkMhw7dqzoK7uJjIVMJsP69esxceJEeHt7Y+PGjaKTSJBX36iVyvu0wP+GWmM7URseHo7NmzcjJCQEVatWFdoil8vh7++PI0eOIDY2Fk2aNEF4eLjQJtJPubm5mDFjBtq2bYsPPvgAly9fRo8ePURnEZEAMpkMtra2HGqJiIjIqHCoJSIiesUvv/wCV1dXVKpUCadOnUL16tVFJxEJYWJigm+++QbTp0/H6NGjsXbtWtFJJMCrQ62UTtRqtdqiq4/lcjnKli0rOqnEZWRkYMyYMRg4cKCQK4//SocOHRAfH4+OHTuiV69eGDhwIB4+fCg6i/TEsWPH0KRJE4SEhCAkJAQ//fQTrK2tRWcRkUBKpRKpqamiM4iIiIhKDYdaIiKi/3fr1i24ubnB3t4eR44c4ScKiQAsWrQIc+fOxfjx4xEaGio6h0qZVIfaV68+rlixIkxMTEQnlbgvvvgCarUaK1euFJ3yB1ZWVti6dSvCw8MRExOD+vXrY926ddDpdKLTSKKeP38OPz8/uLm5oW7dukhMTMTo0aNFZxGRBCiVSp6oJSIiIqPCoZaIiAhAWloa3NzcULlyZRw4cMCo3jsk+idz5szBjBkzMGLECISFhYnOoVKkD1cfG8Ov1z///DPWr1+PwMBASX8RUY8ePZCYmIhBgwZh3Lhx6N69O3799VfRWSQxO3fuRP369bFjxw6EhYVh//79sLe3F51FRBLBoZaIiIiMDYdaIiIyeo8ePULXrl0hl8tx6NAhVK5cWXQSkeQsWrQIU6ZMgY+PD/bv3y86h0pJ4VCbm5sryRO1xjDUFhQUYOTIkejatSs++eQT0Tn/qEKFCli1ahVOnz6NtLQ0ODk54csvv0RWVpboNBIsMTERXbp0wYABA9CzZ09cuXIF/fv3F51FRBLDoZaIiIiMDYdaIiIyas+fP0f37t2Rn5+PY8eOoVq1aqKTiCRr2bJlGD58OLy8vHDs2DHROVQK9OHq40qVKonOKVGLFy/G7du38e2334pOeSOtW7dGXFwcgoKCsH79etStWxfr1q2DRqMRnUal7OnTp/Dz80PTpk3x/PlznDx5Ehs2bICVlZXoNCKSIKVSiYcPHyI/P190ChEREVGp4FBLRERGKycnB927d8ejR49w5MgRVK9eXXQSkaSZmJggODgYffv2RZ8+fXD+/HnRSVTC1Go15HK55IZarVYLU1NTgz9Re/36dSxZsgTz58+Ho6Oj6Jw3ZmZmhjFjxuDq1av46KOPMH78eLRu3RoxMTGi06gUqFQqBAUFoXbt2ti5cye+++47nDt3Dm3bthWdRkQSplQqodPpkJaWJjqFiIiIqFRwqCUiIqOk1WoxePBgJCcn4/Dhw6hZs6boJCK9IJPJEBoairZt26JPnz64ffu26CQqQfrwRq0hn6gdN24cnJyc4OfnJzrlndjY2CA4OBhJSUmwsbGBq6sr3N3dceHCBdFpVAK0Wi127tyJhg0bYvr06RgyZAiuXbuGoUOHwtSUn4Igor+nUCgAgNcfExERkdHgR0lERGSUPvvsMxw4cAA7d+5E3bp1RecQ6RUzMzPs2LEDtra26NmzJ549eyY6iUqI1N+ozcjIMNgTtdu3b8fx48exevVqyGQy0TnFon79+ggPD0d4eDgyMjLQsmVLfPzxx0hKShKdRsVAq9Vi69ataNCgAQYNGoSOHTsiOTkZQUFBsLS0FJ1HRHqiWrVqKFOmDFJTU0WnEBEREZUKDrVERGR01q1bh8DAQGzYsAGdOnUSnUOklypUqIADBw4gKysL//rXv/iOmIFSq9WSfqM2MzMTFSpUEJ1T7HJycjBjxgwMHz4crVq1Ep1T7Hr06IFz585h165duHHjBpo0aYKBAwfiypUrotPoLWg0GuzYsQONGzfG0KFD0apVK1y9ehXr16+Hvb296Dwi0jOmpqaws7PjUEtERERGg0MtEREZlfDwcEyYMAGLFi3C4MGDRecQ6bXq1asjPDwcly5dwvDhw6HT6UQnUTFTq9WQyWSSu/q48I1aQx1qFyxYgGfPnmHBggWiU0qMiYkJ+vbti7i4OISFhSE+Ph6NGjVC7969cfz4cdF59Bqys7Px7bffol69evD29oazszMuX76M//znP3j//fdF5xGRHlMoFBxqiYiIyGhwqCUiIqNx6dIleHl5YdiwYfjiiy9E5xAZhEaNGuGHH37Azp07sXDhQtE5VMw0Gg3kcrlkrz7OyspC+fLlRecUqxs3buCbb77B/PnzYWtrKzqnxJmYmKB///5ISkrCoUOHYGJigk6dOsHFxQWhoaFQqVSiE+l3Hj58CH9/f9SsWRPTpk1DmzZtkJSUhB9++AH16tUTnUdEBkCpVHKoJSIiIqPBoZaIiIzC06dP4enpiQ8//BBr1qwRnUNkUHr06IEVK1Zg7ty5CA8PF51DxUitVkMul0v26mNDHGqnTJmCunXrYvz48aJTSpWJiQnc3Nywb98+nDt3DnXr1sWIESNQp04dLFq0CPfu3ROdaPRiYmIwfPhw1KxZE2vWrMHkyZORmpqK0NBQNGjQQHQeERkQnqglIiIiY8KhloiIDJ5Wq8XgwYOhVqsRFhYGuVwuOonI4EycOBFDhw7F4MGDcfPmTdE5VExevfpYakMtAOTm5hrU1cdRUVE4cOAAgoKCjPr3qhYtWmD79u1ITk5Gv3798M0338De3h4fffQRDhw4UPS/P5W8J0+eIDAwEE5OTnB1dUV8fDyCgoJw584dzJkzBzY2NqITicgA1ahRg0MtERERGQ0OtUREZPBmz56No0eP4r///S+qVKkiOofIYAUHB8PR0RGenp7IyckRnUPFQKpXH2u1WhQUFACAwZyo1Wq1mDFjBvr06YNOnTqJzpEEBwcHLF++HGlpaQgNDUVmZiY8PDxQq1YtzJ07F9euXROdaJBUKhUiIiLg7e2NGjVqYO7cuWjXrh3Onz+PixcvYsyYMZL69YCIDI9CocCDBw+Qn58vOoWIiIioxHGoJSIig7Z3714sXrwYq1evRosWLUTnEBk0CwsL/Pe//0V6ejpGjx4tOoeKwatXH7/33nuicwAAOp0OOp2u6O1SQxlqN23ahMTERCxatEh0iuSYm5vD29sbR44cwfXr1zF48GCsX78eDRo0QJMmTbBo0SLcuHFDdKZe02g0iIqKwujRo2FnZ4devXohJSUFa9asQXp6OkJCQtC8eXPRmURkJJRKJXQ6HdLT00WnEBEREZU4DrVERGSwrl+/Dh8fH4waNQqjRo0SnUNkFGrWrIktW7YgLCwMq1evFp1D70iKVx8XXntrSENtbm4uvvrqK/j6+sLJyUl0jqTVrl0bixcvRmpqKo4dOwZXV1cEBQWhTp06aNasGZYuXYqkpCTRmXohLy8PBw8exLhx42BnZ4euXbsiLi4OM2bMwK+//oro6GgMHz4c5cqVE51KREZGoVAAAK8/JiIiIqPAoZaIiAxSQUEBBg4ciDp16mDVqlWic4iMSvfu3eHv74/PPvsM8fHxonPoHRRefZyfny+5obbwOkRDeKN26dKlyMjIwOzZs0Wn6A1TU1N07NgRwcHBSE9PR1RUFJo1a4aAgAA0btwY9vb2GDNmDH766Se8ePFCdK5k3LhxA6tXr0avXr1gbW2N7t274+eff8aUKVNw48YNXLhwAZ9//jlq1aolOpWIjJitrS3kcjmHWiIiIjIKctEBREREJWHOnDm4du0aYmNjYW5uLjqHyOjMmjULx44dw8CBA3HhwgXJXJtLb0atVgN4+X6q1IZaQ3mj9tGjR1i+fDm+/PJLVKtWTXSOXpLJZHBzc4ObmxtCQkJw4cIFREREICIiAhs3boSpqSnatGmDDh06wNXVFa1atYKlpaXo7FJx69YtREdHIzo6GocPH8aNGzdQsWJFuLm5ISgoCN27dy86uUZEJBUymQx2dnYcaomIiMgocKglIiKDc+rUKQQEBGDt2rWoV6+e6Bwio2RqaorQ0FA0adIE06dP58l2PaVWq6HT6QBAMmP770/U6vtQu2TJEpQvXx5+fn6iUwyCqakpWrZsiZYtW2Lu3Ll4/PgxoqKicPDgQWzbtg3z5s2DTCZD48aN4erqijZt2qBFixZ4//33YWqq3xdOZWdnIykpCT///HPROJueno4yZcqgefPm6N+/P7p16wZXV1fI5fxUABFJm0KhQFpamugMIiIiohLHj86IiMigZGRkYMiQIejTpw9GjhwpOofIqCkUCqxduxZeXl7o2rUrPDw8RCfRGyocRQFI5kStVqsF8HKolcvlkul6G/fu3UNISAgWL16MsmXLis4xSDY2NvD29oa3tzcA4P79+4iJicHp06cRExODdevWQaVSoWzZsnBycoKzszMaN26MRo0awcnJCba2toJ/Bn9UUFCA27dvIyEhAUlJSUhMTERCQgJ+/fVXaLVaWFtbo02bNpg0aRLatm2L5s2b6/X/T4jIOCkUCty9e1d0BhEREVGJ41BLREQGZdy4cVCpVFi/fr3oFCIC8PHHH2Pw4MEYOXIkEhISJDl60F979UStVIaeV0/U6vtp2oULF6JSpUoYPXq06BSjYWtrC09PT3h6egIAcnNzcfnyZSQkJCAxMRGJiYnYs2cPHj9+DODlSXIHBwfUqlXrN/9ZtWpVWFtbF30rrhOqOTk5ePLkCZ48eYJHjx4hPT0dt27dwq1bt3D79m3cunULaWlp0Gq1kMlkcHR0RJMmTTBkyBA0btwYzs7OcHR0hImJSbH0EBGJolAoEB0dLTqDiIiIqMRxqCUiIoOxbds27NixAwcPHoS1tbXoHCL6f6tXr4aLiwvGjBmDvXv3is6hNyD1q48rVKgguObtpaSk4LvvvkNQUJBk/t4ao/feew/NmzdH8+bNf/PH7927h2vXruH27dtFA2l8fDx2796Ne/fuFZ3sLlSpUiVUqVIFlpaWMDMzK/oignLlyqFMmTK/+b5ZWVlQqVTQ6XTIyMiAWq0uGmdzc3N/830tLCyKxmEnJyf07t0btWrVgqOjIxo0aMCT2ERksBQKBd+oJSIiIqPAoZaIiAzC48eP4efnh3HjxsHNzU10DhG9wtLSEhs3bkSnTp2wfft2DBgwQHQSvSaNRlM0SEntRG1ubq5en6idN28eatSogREjRohOoT9hZ2cHOzu7P/1zBQUFRcNq4bfHjx/j8ePHePHiBdRqNTIzMwH8b5R9la2tLczMzCCTyWBpaQmZTPab07mF32xsbFC5cuUS/7kSEUmRQqHA/fv3oVKpYGZmJjqHiIiIqMRwqCUiIoMwZcoUlClTBgsXLhSdQkR/okOHDhg9ejQmTpyILl26wMbGRnQSvQYpXn386hu1+jrUpqSkIDQ0FCEhIfzksx4qU6bM3w65RET07hQKBbRaLe7duwd7e3vROUREREQlxlR0ABER0buKiIjA1q1bERwcjIoVK4rOIaK/sGzZMpibm+Pzzz8XnUKvSa1WF51glcr1vK+eqNXXq48DAgJQrVo1DB48WHQKERGRJCkUCgDg9cdERERk8DjUEhGRXsvOzsaECRPg7e2Nvn37is4hor9haWmJkJAQbN68GYcOHRKdQ69Bylcf5+Xl6eWJ2idPnmDjxo34/PPP//B2KREREb1UvXp1yGQyDrVERERk8DjUEhGRXps5cyaeP3+OFStWiE4hotfQu3dveHp6wtfXF1lZWaJz6B+o1WrJDrX6+kbtihUrYGFhgZEjR4pOISIikiy5XI5q1arh7t27olOIiIiIShSHWiIi0luXLl1CcHAwli9fjmrVqonOIaLXtHr1ajx79gxLly4VnUL/oPDqY7lcDrlcLjoHwP/eqM3JydG7oTYzMxPBwcGYOnUqypUrJzqHiIhI0pRKJdLS0kRnEBEREZUoDrVERKS3pkyZghYtWmDo0KGiU4joDdjZ2WH27NkICAjA7du3RefQ3yi8+lgq79MC+v1G7dq1a6HRaDBhwgTRKURERJKnUCh49TEREREZPA61RESkl3788UecPHkSgYGBMDExEZ1DRG9o8uTJqFmzJqZPny46hf5G4YlaqVx7DOjv1ccajQbBwcEYPXo0KlWqJDqHiIhI8jjUEhERkTHgUEtERHonPz8fM2fOxJAhQ/Dhhx+KziGit2BmZoaAgADs3LkTJ06cEJ1Df0HKQ212drZeXR+8e/du3LlzB+PHjxedQkREpBdq1KjBoZaIiIgMHodaIiLSO8uXL0d6ejoWLFggOoWI3kHv3r3RvXt3TJkypWh8I2nRarVQq9WSGmrVajWAl2/U6tPVxytXroSHhwccHR1FpxAREekFpVKJ9PT0ot/7iYiIiAwRh1oiItIr9+7dw+LFizFz5kwolUrROUT0jpYvX46kpCRs3rxZdAr9jlqthk6ng0ajkdQbtSqVCsDLoVZfrj5OSkrCyZMnMWnSJNEpREREekOhUECj0eD+/fuiU4iIiIhKDIdaIiLSK/Pnz4eVlRWmTZsmOoWIikHDhg0xduxYzJ07F3l5eaJz6BWFp5xVKpUkT9SqVCq9GWq/+eYbNGzYEJ07dxadQkREpDcUCgUA8PpjIiIiMmgcaomISG+kpKRg48aNmD17tqROdxHRu5k1axaePXuGtWvXik6hVxQOolJ7o7bwRC0AvRhqnz9/jrCwMEycOBEmJiaic4iIiPRGjRo1YGpqyqGWiIiIDBqHWiIi0hvz5s2DnZ0dhg4dKjqFiIqRra0txo0bh4ULFyIrK0t0Dv2/V0+uSumLY14davXhjdodO3ZAp9PB29tbdAoREZFeMTMzQ9WqVTnUEhERkUHjUEtERHrhxo0b+M9//gN/f3+UKVNGdA4RFbMvvvgCeXl5WLNmjegU+n9SvfpY307UbtmyBR999BEqVaokOoWIiEjvKBQKDrVERERk0DjUEhGRXvjqq6/g4OCAQYMGiU4hohJgY2ODiRMnYunSpcjMzBSdQ/jtiVqpDrXlypUTWPLPbt++jdOnT2PIkCGiU4iIiPQSh1oiIiIydHLRAUTF4enTp7hz5w4ePHiAJ0+e4MmTJ8jNzUV+fj5ycnIAAGXLloW5uTnee+89WFtbw9raGra2tqhZsyasrKwE/wyI6O9cvXoVP/zwA7Zs2QK5nL91ERmqzz77DMHBwQgKCsK///1v0TlGr/BErVqtluzVx2XLlhVY8s9CQ0NRpUoVuLu7i04hIiLSS0qlEhcvXhSdQURERFRi+Nlu0ivZ2dk4d+4c4uLikJCQgISEBNy8eRMvXrwo+j5lypSBtbU13nvvPZibmxd9Ai8nJwf5+fnIzc3F48ePf/NJvooVK+L999+Hs7MznJ2d4eLighYtWkj+lAaRsfj6669Rr149DBgwQHQKEZWgypUrY/LkyQgKCsKnn34q+RHO0BWeqM3Pz5fciVpTU1NotVrJ/zOybds2DBo0CGZmZqJTiIiI9FKNGjWwd+9e0RlEREREJYZDLUlaXl4eTpw4gcjISJw6dQrx8fFQq9WoVq0anJ2d0aVLF/j6+qJWrVqoVasWqlevjgoVKrzWj/3ixQukp6fjzp07uH37NpKTkxEfH4/w8HA8fPgQcrkcH3zwAdq3b4/u3bujffv2MDc3L+GfMRH9Xnp6OrZt24Y1a9bA1JQ39hMZukmTJiEgIACbN2/G+PHjRecYNSlffSyTyaDVaiV10vf3YmNj8csvv2Dr1q2iU4iIiPSWQqFAeno6NBoNZDKZ6BwiIiKiYsehliQnPz8fBw4cwJYtW3Do0CHk5OTA2dkZnTp1wvTp0+Hq6ooaNWq881/H0tISlpaWqF+//h/+XGpqKqKjoxETE4NDhw7hm2++Qbly5eDu7g4vLy94eHigfPny79xARP9s1apVqFSpEgYOHCg6hYhKQZUqVeDj44Ply5fD19eXn5ATqPDqY6kOtaamppL+52Pfvn1QKpVo2rSp6BQiIiK9pVAooFKp8PDhQ9jZ2YnOISIiIip2PJpEknHmzBmMHz8e1atXR//+/ZGdnY2goCDcvXsX8fHxCAwMhJeXV7GMtP9EoVBgwIABCAoKQmJiIlJSUvDNN98gLy8PQ4cORdWqVTFw4EAcO3YMOp2uxHuIjFV2djbWr1+PyZMnS2okIKKS9emnn+L27dvYs2eP6BSjVniitqCgQFK/BqvVapiamkr+2uN9+/ahd+/eMDExEZ1CRESkt5RKJYCXX1BPREREZIg41JJQeXl5CA4ORr169dCmTRucPHkSM2bMQEpKCg4dOoRRo0ZBoVCIzoRSqcSYMWMQERGBe/fuISgoCLdu3ULnzp1Rr149hISEID8/X3QmkcHZsGEDcnNzMXbsWNEpRFSK6tatCw8PDyxdulR0ilGT+hu1Uh5q09PTERcXh969e4tOISIi0ms1atSAiYkJ7t69KzqFiIiIqERwqCUhsrKyEBAQAEdHR0ybNg1dunRBbGwskpKSMH369FI5Nfu2rK2tMXr0aJw5cwYJCQno0qULpk6dCkdHR6xYsQLZ2dmiE4kMgkajwcqVKzFixAhYW1uLziGiUjZt2jScO3cOMTExolOMVuHVx/n5+ZJ6C7ZwqJVS0+/t378fFhYW6Nixo+gUIiIivWZubo4qVarwRC0REREZLA61VKoyMjIwb9481KpVC1999RUGDRqEW7duITg4WC/f72rcuDHWrFmDX3/9Fd7e3pgzZw5q1aqFhQsX4sWLF6LziPTa/v37cevWLfj5+YlOISIB2rVrh5YtW2LVqlWiU4yWVK8+VqlUMDExkfSJ2v3798Pd3V3SjURERPpCoVAgLS1NdAYRERFRiZCLDiDjsXPnTkyaNAm5ubkYN24cpk+fjsqVK4vOKhZ2dnYICAjAzJkzsWrVKixfvhyrV6/G0qVLMWTIEL5NRvQW1q9fDzc3N9SuXVt0ChEJ4uvri3HjxuHRo0eoUqWK6ByjU3iiNi8vj0PtG8jNzcWRI0cQGBgoOoVKgEajwb179/Do0SM8evQIT548+c23zMzMoht2srKyoFKpoNPpkJGRATMzM5QvXx4AUK5cOZQpUwYAYGVlBUtLS1hbW8PGxgbW1tZF3+zs7AzmYyYiorelUCh4opaIiIgMFodaKnFJSUmYMGECoqOjMW7cOMyfPx+VKlUSnVUirK2t4e/vDz8/P8yaNQvDhw/Hpk2b8O2336Jhw4ai84j0RmpqKiIjIxEWFiY6hYgEGjBgAKZOnYrvv/8eU6dOFZ1jdAqHWpVKJalrhguHWik1verUqVPIyclBjx49RKfQW8rNzcWVK1dw9epV3L59+zffUlJSoFKpir6vTCb7zcBasWLFon827ezsIJe//JDbysoKBQUFRSNuTk4O8vPzAQC3b99GRkYGHj9+jMePH//hZh5LS0s4ODigVq1aqFWrFhwcHODg4IBGjRrBwcGBXxRKRAZPoVAgKSlJdAYRERFRieBQSyUmKysL/v7+WLlyJVxcXHDu3Dm9vN74bVhZWSE4OBjDhw/H+PHj8cEHH+DTTz/F7NmzUa5cOdF5RJK3YcMGWFlZwcPDQ3QKEQlUrlw5eHt7Y926dZgyZQrHiFJWONTqdDrJnagFINkTtcePH0fdunWhUChEp9BruHv3LuLi4pCYmIiEhAQkJCQgOTkZGo0GZcqUgb29fdE42qlTp6KxtGrVqrCxsYGVlVWxN6lUqqITumlpabh161bRUHz27Fls374d9+/fBwBUqGGHlOMAACAASURBVFABjRo1grOzM5ydndG4cWM0bdqUH3MQkUFRKBSIiIgQnUFERERUIjjUUomIi4vDgAED8OjRIyxbtgwTJ06ETCYTnVXqWrRogbNnz+L777/HtGnTsGvXLmzfvh0ffPCB6DQiydJqtdi0aRNGjBgBc3Nz0TlEJNjo0aOxdu1anDlzBm3atBGdY1S0Wm3Rf+dQ+/qOHz+OTp06ic6gP6HRaHDt2jVER0fj9OnTiI2NxZUrVwC8PP3q5OSErl27YubMmWjWrBnq168v5GMYMzMz2NrawtbWFk5OTn/6fQoKCpCcnIzY2Niin8euXbvw8OFDyGQy1KtXD23btoWrqyvatWsHBweHUv5ZEBEVn8I3anU6Hb9wj4iIiAwOh1oqdt9++y2mTZsGV1dXnDx5Era2tqKThDI1NYWPjw/c3NwwcOBAtG7dGoGBgfD19RWdRiRJkZGRSElJwciRI0WnEJEENGvWDC4uLli/fj2H2lJWeKIWgKSuGVar1dDpdJIcanNychAbG4tJkyaJTqH/d/nyZURGRuLQoUM4c+YMMjMzUalSJbRp0wbe3t5o164dXFxcYGlpKTr1jZQpUwZOTk5wcnKCj49P0R9PSUnBzz//jOjoaMTExGDjxo1Qq9WoWbMmOnbsiO7du8Pd3R3W1tYC64mI3oxCoUBBQQEePnyIatWqic4hIiIiKlYcaqnYvHjxAr6+vti+fTumT5+OhQsXGuUp2r9SvXp1HDlyBPPnz8eECRNw6NAhbNiwwWDf6yV6Wxs3bkSHDh1Qt25d0SlEJBGjR4/GZ599hpUrV6JChQqic4zGq0OtFE/USmk8LnTq1CkUFBSgQ4cOolOMVmZmJg4fPozIyMiiL/6ysbGBu7s7li1bBldXVzRs2BCmpqaiU0uEvb097O3t4eXlBQDIzs7G2bNnER0djSNHjmDIkCHQ6XRo2bIlevToge7du6NZs2YG+/eDiAxD4XMCqampHGqJiIjI4PCjMSoWly9fhouLC06cOIEjR45gyZIlHGn/hEwmg7+/PyIiInD69Gm0bNkS165dE51FJBmZmZkIDw//zckQIqJPPvkEarUae/fuFZ1iVKR89bFWq5XkidoTJ06gXr16qF69uugUo5KTk4OdO3fCw8MDNjY2+PjjjxEbGwtvb29ERUXh3r172LZtG3x9fdGoUSOjGiXLlSuHzp07Y/bs2Th+/DgyMjIQGRmJFi1a4LvvvkPLli1RtWpV+Pj4YN++fVCr1aKTiYj+QKlUwsTEBKmpqaJTiIiIiIqd8XyESiUmJiYG7du3R40aNXDp0iW+yfUa3N3dcenSJdjY2KBdu3Y4e/as6CQiSdi9ezfUajX69u0rOoWIJMTKygpubm7Yvn276BSjIuUTtVK9+vj48ePo2LGj6AyjkJmZiW3btqFv376oXLkyBg8eDABYv349Hjx4gAsXLmDJkiVwc3ODXM6LpAqVK1cObm5uCAoKwp07d5CQkAA/Pz/ExcWhT58+qFWrFqZMmYKYmBjodDrRuUREAF7+e0jlypU51BIREZFB4lBL7+Tw4cPo1q0bXF1dcfDgQVStWlV0kt6ws7PD4cOH8eGHH6JLly6IiIgQnUQk3I4dO9C1a1dUrlxZdAoRSYyXlxcOHjyIp0+fik4xGq+eqJXSNcOFJ2ql1AT8731aDrUl69SpU/Dx8UG1atUwbNgwqFQqhISE4MGDB9i3bx98fHxgY2MjOlNvNG7cGLNnz0ZiYiIuX76MUaNG4dChQ3B1dYWjoyMWLFiAtLQ00ZlERFAoFBxqiYiIyCBxqKW39v3336Nnz57w9PTETz/9JLlPlumDsmXLYs+ePfD29kafPn2wceNG0UlEwmRkZCAqKqroTTUiolf961//gqmpKa8/LkVSPlGr0Wgkd6L2zJkzKCgoQPv27UWnGJzHjx9j+fLlaNCgAdq3b4+rV69ixYoVuH//PsLDwzFs2DBUqlRJdKbea9iwIfz9/XHlyhXEx8ejX79+CAoKQs2aNdGnTx/s27fvN78uEBGVJqVSyaGWiIiIDBKHWnorq1evho+PD6ZNm4bNmzfzOrF3IJPJsG7dOkyZMgWjRo3CmjVrRCcRCbFr1y4A4LXHRPSnLC0t0bVrV+zYsUN0itGQ8hu1Go1Gcl8k+PPPP8Pe3p7v0xajs2fPwtvbGwqFAvPnz0enTp1w8eJFnD9/Hr6+vryBowQ5OzsjICAAqamp2Lp1K3Jzc/HRRx+hZs2amDdvHh49eiQ6kYiMDE/UEhERkaHiUEtvbNu2bfDz88PChQuxePFimJiYiE7SeyYmJli2bBnmzZuHiRMn8g0+Mko7duxA9+7dUbFiRdEpRCRRXl5eOHz4MJ48eSI6xSjwRO2bOXfuHD788EPRGXpPq9Vi9+7daNeuHVq1aoUbN25gzZo1SEtLQ3BwMFxcXEQnGhVzc3MMGDAAUVFRSE5Oho+PD1atWoWaNWti7NixuH79uuhEIjISNWrU4FBLREREBolDLb2RI0eOYMSIEZgwYQJmzpwpOsfg/Pvf/8aUKVMwZMgQHDx4UHQOUanJzMzE0aNH0a9fP9EpRCRhffr0gampKcLDw0WnGIXCE7VlypSBTCYTXPM/BQUF0Gq1khtqz58/z6H2HeTn5yM0NBSNGjWCp6cnLCwssHfvXpw/fx7Dhw9HuXLlRCcaPUdHRyxatAipqakICQnByZMn0aBBA7i7u2Pfvn2i84jIwBWeqNXpdKJTiIiIiIoVh1p6befPn8dHH32Ejz/+GEFBQaJzDFZAQAAGDhyI/v37IzY2VnQOUak4cuQI1Go1unXrJjqFiCSsQoUKaNu2LSIjI0WnGAWNRgMTExNJnaYFXg56ACR19fGdO3dw7949DrVvoaCgAOvWrYODgwPGjBmD5s2bIykpCVFRUfDw8BCdR3/C3NwcPj4+SEpKwu7duwG8/EIaV1dXHDlyRHAdERkqpVKJvLw83qxCREREBodDLb2WX375BT179kSHDh2wefNmXndcgkxMTLB+/Xq0adMGPXv2xI0bN0QnEZW4yMhINGvWDFWrVhWdQkQS1717dxw6dOg31/JSydBqtZIeaqV0ovbs2bOQyWS8lvcNFBQUIDg4GI6OjpgyZQoGDhyIlJQUhIaGomHDhqLz6DWYmprCw8MDUVFROH36NCwsLODm5gZ3d3ecOXNGdB4RGRiFQgEAuHv3ruASIiIiouLFoZb+UU5ODvr164f3338fO3bsgFwuF51k8MzMzPDjjz9CqVTi448/Rl5enugkohIVGRmJHj16iM4gIj3Qo0cPPH78GBcuXBCdYvA0Gg1MTU0ldXIVeDnwAdIaas+dO4fGjRvzet7XoFarsWHDBtStWxeffvopPD09cfPmTQQEBPALtvRY4WnaY8eOIS8vD23atEGvXr14QxARFZvCoZbv1BIREZGh4VBL/2jixIlIT09HWFiYpD4hZujKly+Pn376CXfv3sXUqVNF5xCVmCtXruDOnTscaonotTg5OaFmzZq8/rgU8ETt6zt79iyvPX4NR48eRbNmzTBu3Di0b98eV65cwcqVK2FnZyc6jYpJx44dcerUKZw6dQpZWVlo0aIFvLy8kJKSIjqNiPRcuXLlYGVlxaGWiIiIDA6HWvpbYWFh2Lx5MzZt2oRatWqJzjE69vb22Lx5M9auXYutW7eKziEqEZGRkbCyskKLFi1EpxCRnujWrRsiIiJEZxg8qb5RW3iiVionfdVqNeLi4jjU/o0bN27Ay8sLXbp0QdWqVXHp0iWEhobC0dFRdBqVkLZt2+LEiRPYs2cPLly4gAYNGsDf3583BRHRO1EoFEhLSxOdQURERFSsONTSX0pOTsaYMWPw6aefom/fvqJzjJaHhwcmTpyIsWPH4tq1a6JziIrdwYMH0a1bN8hkMtEpRKQnevTogfPnz+PJkyeiUwxa4VArlUG0kNSuPr5y5Qqys7PRvHlz0SmS8/z5c3z++edwcnLClStXcOjQIURFRfENWiPi4eGBy5cvY+bMmQgICEDDhg3x448/is4iIj2lUCh4opaIiIgMDoda+lMqlQoff/wxGjZsiMWLF4vOMXrLli1D/fr1MWjQIKjVatE5RMVGrVYjJiYGXbp0EZ1CRHqkU6dOMDExwenTp0WnGDStVgsAkjtRq1KpAEhnqI2Li4OFhQUaNGggOkVS9u3bh0aNGmHjxo34+uuvcenSJbi7u4vOIgHee+89/Pvf/8b169fh7u6OAQMGoFOnTkhOThadRkR6RqFQ4O7du6IziIiIiIoVh1r6U9988w2Sk5Oxbds2mJmZic4xeubm5ti2bVvRO15EhuLSpUvIysqCq6ur6BQi0iMVK1ZEw4YNER0dLTrFoEn16uPCoVYqJ33j4+PRqFEjyOVy0SmScO/ePfTr1w99+/aFm5sbkpOT4efnx78/hOrVq2Pt2rU4efIkHjx4ABcXFwQGBkKj0YhOIyI9wRO1REREZIg41NIf3L17FwsWLMCsWbP4bpSE1KlTB9OnT4e/vz/fZCGDER0dDSsrK9SrV090ChHpGVdXVw61JUyqJ2rVajVMTExQpkwZ0SkAXn7R0QcffCA6QzidTofQ0FA0btwYcXFxOHjwIDZt2oTKlSuLTiOJcXV1RXx8PGbPno0vvvgCLVq0wMWLF0VnEZEe4FBLREREhohDLf2Bn58f7OzsMG3aNNEp9Dtffvkl/7chgxITEwNXV1eYmvK3IyJ6M66uroiNjUVeXp7oFINVeMpNKidXC6nVakmdzkxISECTJk1EZwiVkpICNzc3jBgxAsOGDUNSUhKvOaa/ZWZmhhkzZiA2Nhbm5uZo1aoV5s2bx2deiOhvKRQK5OTk4OnTp6JTiIiIiIoNPzNOv3Hw4EHs2rULQUFBkjs9QS+vQF65ciW2b9+OiIgI0TlE76xwqCUielOurq7Iz8/HhQsXRKcYLKmeqNVoNJIZalNSUvDkyROjPlG7fft2NGnSBPfv38fPP/+MgIAAybwfTNLn5OSE6OhoLFu2DIsXL0b79u1x69Yt0VlEJFEKhQIAeKqWiIiIDAqHWiqiUqkwYcIEDBgwAD169BCdQ3+hW7du8PT0xNSpU/kV56TX7ty5g9TUVLRp00Z0ChHpIQcHB9SoUYPXH5egwhO1UhxqzczMRGcAeHntsYmJCZydnUWnlLrMzEz4+vrik08+gYeHB86dO4fmzZuLziI9ZGpqCj8/P1y8eBG5ublo0qQJ1q1bJzqLiCRIqVQC4FBLREREhoVDLRXZsmUL7t69i6+//lp0Cv2DgIAA/Prrr/jhhx9EpxC9tTNnzsDMzIyf1CWit9a6dWucOXNGdIbB0mq10Ol0krv6WKVSSep9WkdHR1haWopOKVUxMTFo0qQJdu/ejf379yM0NBTlypUTnUV6rkGDBjhz5gxGjhyJsWPHwtvbGxkZGaKziEhCKlSoAEtLSw61REREZFA41BKAlycTli5dCh8fH9jb24vOoX/g4OAAb29vLFq0qOhaQiJ9Ex8fjwYNGvB6RCJ6ay4uLoiPjxedYbA0Gg10Op2kTtTqdDpJnaiNj483umuP161bh44dO6J27dqIi4tDr169RCeRAbGwsMCKFStw6NAhnDp1Ck2aNMH58+dFZxGRhCiVSg61REREZFA41BIAYOfOnbh58yamT58uOoVe08yZM3H9+nX89NNPolOI3kpCQgIaN24sOoOI9JizszPu3LnDE1clRIpv1Obn50On08Hc3Fx0CoCXJ2qbNGkiOqNU5ObmYtiwYRg/fjy+/PJLREZGonr16qKzyEC5ubnh0qVLqFu3Ltq3b4+NGzeKTiIiiVAoFBxqiYiIyKBwqCXodDosXrwYAwYMQJ06dUTn0GuqX78++vXrhwULFkCn04nOIXpjHGqJ6F01btwYOp0Oly9fFp1ikKR4ojYvLw8AJHH1cVZWFm7dumUU79PeuHEDH374Ifbv34+IiAj4+/vD1JQfSlLJsrGxQWRkJPz8/DBq1Cj4+vqioKBAdBYRCcahloiIiAyN/Pd/4MCBAxg/fryIFr1y584d0QnFZt++fUhMTMTWrVtFp9AbmjVrFlxcXBAeHm4w185ptVo4ODiIzpC8tWvXonv37qIz3trTp0+RmppqFJ/cJqKSY29vj0qVKiEhIQGurq6ic95JvXr1ikZIqcjKyoJWq8XXX3+N1atXi87BihUr0KZNGwCQxInaq1evQqfTwcnJSXRKidq/fz+GDBmC2rVr4+LFi3wmhUqVTCbDkiVL4OLiglGjRuHy5cvYuXMn7OzsRKcRkSAKhQIxMTGiM4iIiIiKzR+G2uzs7P9j787DYzz3N4DfM9llE9nNaBJLCSKaUEtsLSGhioaoQ0IPymnRWopWtWlxFFXU0SoOGkuFFlUkKvYERS1RSWzZbIksluzLZH5/OJMfJWSZmWcmc3+uy3Wuk7ze556Z5nnj/b7f50FaWhoWLlwoIo/Oi4uLw8aNG0XHUKvvvvsOffv2RevWrUVHoWry9vZGnz598N1339WZQq1SqURaWhpCQkLYbfkMSqUSM2bMQH5+vugotRIXFwcALNQSUa1IJBK0bt0aFy9eFB2l1lJTUzFw4ED4+vqKjqKTPvnkE+Tl5aG4uBiAbizHHB8fD3Nz8zr9gNmyZcswdepUjBw5EitWrNCJ950M09ChQ9G6dWsMGjQIHTt2xJ49e/jvVyIDJZfLcePGDdExiIiIiNTmqUKtykcffaTNHHpj69atdapQe/v2bURHRyMiIkJ0FKqhkSNHIiQkBOnp6XBxcREdR20GDBiAoKAg0TF0jkKhwIwZM0THqLW4uDg0aNAAMplMdBQi0nNeXl4VD3/ou759+yI0NFR0DJ00e/ZsAP+/9LEuFAwTEhLQokULGBkZiY6idgqFAlOmTMHy5cvx2WefISwsTHQkIrRq1Qp//PEH3nrrLXTq1AkRERHo27ev6FhEpGVyuRx5eXm4f/8+6tevLzoOERERUa1xYyEDt2nTJtjY2OCNN94QHYVqaODAgbCyssKWLVtERyGqsoSEBHZBEJFaeHl5cY9aA6JrHbUtW7YUHUPt8vPzERQUhB9++AGbNm1ikZZ0ip2dHfbt24eBAwdiwIABWLlypehIRKRlcrkcALhPLREREdUZLNQauI0bN2Lo0KE6sc8X1Yy5uTmCgoKwYcMG0VGIqiwpKQlNmjQRHYOI6oDGjRvj/v37uHfvnugopAWqjloLCwvBSYBLly7B09NTdAy1Sk9PR48ePRAbG4uDBw9i2LBhoiMRPcXU1BTh4eGYMWMG3nvvPcyePRtKpVJ0LCLSEhZqiYiIqK5hodaAnTt3DnFxcQgJCREdhWopJCQEZ8+erRN79JFhSE5Ohru7u+gYRFQHqPYHTU5OFpyEtEFVqK1Xr57QHAUFBUhJSalTHbVpaWno1q0bHj58iBMnTqBz586iIxFVSiKRYO7cuVizZg0WLFiAf/3rXygvLxcdi4i0oH79+rC2tmahloiIiOoMFmoN2KZNm9C0aVN06tRJdBSqpW7dusHd3R2bN28WHYXohZRKJW7cuFFRXCEiqg03NzdIpVKkpKSIjkJaoFr6WHRHbWJiIsrLy+tMR21ycjJee+01mJiY4PDhw2jatKnoSERV8s9//hM7duzAjz/+iBEjRqC0tFR0JCLSAplMxkItERER1Rks1Bqw3bt346233oJEIhEdhWpJIpFg4MCB2LNnj+goRC90+/ZtFBUVsaOWiNTCzMwMLi4u7Kg1ELrSURsfHw8TE5M6UdBMSEhA165dYWdnhyNHjsDV1VV0JKJq6devHyIjI/Hbb78hKCioYp4gorpLLpezUEtERER1Bgu1Bio5ORmXL19GYGCg6CikJoGBgbh48SLS0tJERyF6LlUxhR21RKQuHh4e7Kg1EKqOWktLS6E5EhIS8PLLL8PExERojto6d+4cunfvDg8PDxw8eBAODg6iIxHVSI8ePRAZGYkjR45g0KBBKCwsFB2JiDSIhVoiIiKqS1ioNVD79u2DtbU1956qQ7p164Z69eph//79oqMQPVdKSgpMTU3RsGFD0VGIqI5godZwFBUVQSKRwNzcXGiO+Ph4vd+f9uzZs3j99dfRtm1b7Nu3DzY2NqIjEdVKly5dEB0djVOnTqF///7srCWqw+RyOW7duiU6BhEREZFasFBroGJiYtC5c2eYmpqKjkJqYm5ujo4dOyImJkZ0FKLnSktLQ6NGjSCV8hJEROrh5uaG1NRU0TFIC1SFWjMzM6E5EhMT0aJFC6EZauPSpUvo06cP2rdvj127dglfSppIXdq3b48DBw7g7NmzGDJkCPesJaqjuEctERER1SW8S26gYmNj2U1bB/n5+SE2NlZ0DKLnyszMhJOTk+gYRFSHODk5ITMzU3QM0gLV0sciC7UKhQJJSUl4+eWXhWWojWvXrqF3795o1qwZtm/fLrw7mUjd2rZtW7EM8ttvv42ysjLRkYhIzeRyOe7fv4+8vDzRUYiIiIhqjYVaA5SRkYGUlBR06tRJdBRSs86dO+Pq1avIysoSHYWoUtnZ2dwDj4jUyt7eHtnZ2VAqlaKjkIapljIVWVxMTU1FSUmJXhZqb968CX9/fzg5OWHPnj2wsrISHYlIIzp06IDIyEjs27cPo0ePRnl5uehIRKRGMpkMALj8MREREdUJLNQaoPPnzwMAXnnlFcFJSN1Un2lcXJzgJESVy8rKgr29vegYRFSHODg4oLS0FLm5uaKjkIbpQkftlStXAABNmzYVlqEmMjIy8Prrr8PGxgYHDhyAnZ2d6EhEGuXn54dt27Zhy5Yt+OCDD0THISI1ksvlAFioJSIiorqBhVoDdOHCBchkMna01UHOzs5wcnJioZZ0GjtqiUjdVA9/ZGdnC05CmlZQUAClUim0UHv16lU4ODigQYMGwjJUV0FBAfr37w8A+P333/UqO1FtBAYGYvPmzfj++++xcOFC0XGISE0cHBxgbm7OfWqJiIioTmCh1gBdunQJrVu3Fh2DNKRVq1a4dOmS6BhElcrOzmZHLRGplerhDy79X/epCrUilz6+evUqmjVrJmz86iovL8eIESOQlJSE3bt3w9nZWXQkIq0KCgrC119/jZkzZ2LTpk2i4xCRGkgkEri6urKjloiIiOoEnSzUHjt2DGPGjIGnpycsLCzQoEED+Pv7Y/fu3aKj1QlJSUl6t1RbdZw5cwYSiQRhYWGiowjRpEkTJCUliY6h1zgHaRaXPq5bdGnO1YUsUVFRkEgkWLp0qcbGyMvLw6RJk+Du7g5jY2NIJBLk5eUBALZv3w4fHx9YWVlBIpE88Wf8+PEayyQaO2prT1+ufarlrUV31OpToXby5MmIjIzEr7/+qpf76hKpw4cffoiJEydizJgxiI2NFR2HiNRALpezUEtERER1gs4Vaq9du4Zu3brhv//9LxITE1FUVIR79+4hOjoa/fv3xzfffCM6ot5LSUmBu7u76Bi1EhMTA4lEgrlz52rkeH3m4eGB5ORk0TH0FucgzVIoFHj48CGXXCSqhc8//xzLly9HamoqFApFxdcTEhIwdOhQnDt3Dvn5+QITap+1tTVMTU2Rk5MjOope0qdrn+qhBBZqq2bp0qVYvnw51qxZAz8/P9FxiIRasmQJAgICMGDAgIq9polIf8nlci59TERERHWCzhVqpVIp+vTpg02bNuHKlSsoLCxEcnIypk+fDgD45JNP8PDhQ8Ep9VdZWRlu374NNzc30VE0pl27dlAqlTrR3SWCh4cHbty4gfLyctFR9BLnIM0qLi6GUqmEhYWF6CikJoY+54oQFRUFW1tbxMfHQ6FQQKlUwsrKCtHR0SgrK8PcuXNRVFQEpVIJpVJpMA/vmJubo6ioSHQMvaRP1z5VoVbU0sclJSVITU3Vi87UPXv2YNq0aZg/fz6GDx8uOg6RcFKpFBs3boSHhwf69++P+/fvi45ERLUgk8nYUUtERER1gs4Vahs3boyoqCj84x//QLNmzWBubg53d3csWLAA3bt3R3FxMRISEkTHFO769euYMGECYmNjoVQqq/z3srKyUF5ezr2p6jAnJyeUlZXh3r17oqNg3bp1WLRoEW7cuCE6SpVxDqq6Tz/9FOvXr8eDBw+q/HeKi4sBAKamppqKRVTn3blzB82bN4enpyekUukTXweAvn37Cu02FMXMzKxijhHp6NGj+PjjjxEXFyc6SpXp07VPdEdtcnIyysrKdL6j9tq1axgxYgRGjBiBGTNmiI5DpDMsLS2xa9cu5ObmIjQ0lA+3EukxmUzGjloiIiKqE3SuUPs8JiYmAB4VogxdQUEBVqxYgS5dukAul1f5hqBq7zYHBwdNRwQA3Lt3D++99x5cXFxgYWGBdu3aYffu3Vi/fj0kEgl+/vnnJ45XKpVYu3YtOnfuDGtra1hYWMDb2xsrVqyoKEjPnTsXXbt2BQDMnj37if33gKf3KHzR8VUdF3hy78FDhw6hc+fOsLS0RKNGjfDVV19VHLd8+XI0b94c5ubmaNGiBbZt26b+N7cSqs9WF/bpu3btGqZPnw43Nzd06tQJK1euRFZWluhYNcY56EmHDh3CO++8A0dHRwwcOBC//PLLC7vZSkpKAIhdsrKmqjOfPT5XHDlyBN27d4e1tTXatWsHACgsLMQXX3wBT09PmJubw9bWFj179sS+ffueGHPNmjXPnCsf/97OnTufOe6BAwfQuXNn1KtXD05OThg7diwyMzOr/HoVCgWWL18OX19f2NnZoX79+mjXrh2++eYbFBQUVBz3rH1h1TVXquv1VHWOV8f78biTJ0+iR48esLS0hL29PUaOHPnU0rzV+Yw//PBDSCQS3Lt3D6dOnXpqD9r58+cDAHx8fJ66zmnqfdElpqamOlGozcrKwldffQVvb280b94c//73v/W6q1nXrn2qnzdR1xHVUA6QrgAAIABJREFUcqlNmzYVMn5VFBYWIjg4GO7u7vjuu+9ExyHSOa6urti+fTv27duHefPmiY5DRDUkl8tx9+7din9jEhEREekrY9EBXqS8vBx37tzBunXrEB0djYCAAHh4eIiOpVNu376NxYsX46uvvkKzZs0wcuRIDBs2DI0bN37qWFWXpTb2hywqKsLrr7+O8+fPV3ztzz//xJtvvong4OCnjlcqlQgJCcGmTZue+HpcXBwmTJiACxcuYNWqVWrPWZNxT548iY8++ghlZWUAHt00/Pjjj2FmZob09HQsXLiw4tjLly/j7bffRrNmzdC2bVu15/87e3t7ANCZffpMTU1RUlKCP/74A6dPn8aECRPQs2dPhISEYODAgbCyshId8bk4B71YaWkp9uzZg127dsHCwgJBQUEYPnw4evbsCWPjJy8z+tpRW935TOX48eNPzBXl5eUoKSmBv78/YmNjK44rLi7GwYMHcejQIXz33XcYP358rfIeP34c06ZNq9i/tLCwEGvWrEFMTAxOnz5dpZ+7jz/+GIsWLXria3/++Sf+/PNPmJqaYsKECS88h7rmytq8HnVdW6r7fpw+fRozZ86s+G++oKAA4eHhSElJwZEjR144nqaJuuZqkq501D7uypUr+Pzzz/Hpp5/Cx8cHoaGhCA4OhouLi+hoz6XL1z7Rhdpr167B1dUV1tbWQsavivHjxyM1NRVnzpxBvXr1RMch0kkdO3bE4sWL8cEHH8DX1xd9+/YVHYmIqkkmk1X8zlKXt/ciIiKiuk9nO2oTExMhkUhgZGQEuVyOefPm4b333tNqZ6I+KS0tBQBcvXoVYWFhaNKkCZo3b44FCxZULIUI/P/NLW3sD7l8+XKcP38ezZs3x4EDB5Cbm4vk5GRMmDABERERTx2/ceNGbNq0CV5eXti7dy+ys7ORl5eHI0eOwNvbG6tXr8aJEyfw6aef4tixYwCAOXPmVOzBV1n3z4uOr+q4j4uIiMCECROQkpKCvLw8/PzzzzAxMcEXX3yB77//HmvWrMHdu3eRnZ2NqVOnory8HEuWLFHn21sp1WdbWFiolfFeRNXRpVQqoVAooFAocODAAYwcORINGjRAv379EB4eXmlHmiicg6qnrKwMSqUSBQUF+OmnnxAQEAB7e3uEhoYiOjq64udN9bSzvhVqqzufqWzbtg2hoaG4fPkyysrKcPbsWfznP/9BbGwsXnrpJfz222948OAB0tLSEBYWBolEgsmTJyM9Pb1Webdt24aQkBBcvXoVeXl5OHr0KLy8vJCYmIgFCxZU6Rw7d+6EpaUlfvnlF9y/fx/5+fk4f/48pk2bVuUHLNQ1V9bm9dRkjlfH+7F582a88847uHr1KgoKChATE4OXXnoJR48exYULF6r0/v3d0qVLoVQqYWtriw4dOjxxPVMqlRXLm547d+6510V1vi+6RFc6av9ONT+ePXsWU6ZMQcOGDdGpUycsW7ZM51aZ0Idrn+r3G1HXkevXr+t0N+2SJUsqfr51pbhOpKsmTJiA0NBQjBgxAtevXxcdh4iqSS6XAwD3qSUiIiK9p7OF2r8rKirCiRMn9Gq/L1FUnUtXr17FrFmzIJPJnrohqI2bWz///DMkEgl++eUXvP7667CysoK7uzu+/fZb+Pv7P3X8unXrYGRkhH379iEwMBANGjSApaUlunXrhs2bNwMAfv31V7XnrMm4AQEBWLJkCdzc3GBpaYmgoCC8+eabePDgAcLCwjB69Gg4OjqiQYMGWLBgAWxtbREfH6/27M+i+mx18Wa1ikKhQHl5OUpLS7F//36MGjUKTk5OCAkJwe7du0XHeybOQVWnmoMePnyIiIgI+Pv7w9XVFR988EFF4Ufflj6u7nym0rFjR6xZswYvv/wyjIyMAKCi4BEREYE33ngDNjY2aNSoET7//HOMGTMGRUVF2LVrV63yvvrqq1i7di2aNm0KS0tLdO3aFTt37oSJickzl9h9FrlcjoYNG+LNN9+Era0t6tWrB29vbyxatAijRo2q0jnUNVfW5vWo69pS3fejd+/e+P7779G0aVNYWFjAz88P06dPB4AaF2rVSdQ1V5PMzMx0euk71QNLSqUSp0+fxtSpU+Hq6oq+ffsiPDxcdLxn0sVrn6pQq1qSWduSkpJ0tgB68uRJzJgxA3PnzkVAQIDoOER6YcWKFXjppZcwdOhQnb6GENHTXF1dYWRkxH1qiYiISO/p7NLHLVq0qLihlZGRgb1792Lq1Kno1asXLl26JPwGSZMmTYSOX5V/RKrePwA4deoUTp48WbEM6alTp9C9e3eNZrx+/TpkMhlatWr11Pf69OmD/fv3P/G1S5cuQaFQoFGjRhX5Vd1Aqv9NS0tTe86ajPus90611E63bt2e+LqRkRFkMhkyMjLUnv1ZVAWwUaNGwdLSUitjVqYqyy+rusHz8/OxefNmbNy4EQCwfv16dO3aVdieeLo+B73//vsVRR9RqtK1rZqrMjIysHz58oqfqR9//BFz5szRm87a6s5nKr169Xpqn9Br167B3t4eHTt2fOr4N954A6tWrcK1a9dqlbd3795Pjdu4cWO8/PLLFfsrZmVlwdHR8Ylj7O3tKx7oWbJkCYKCgtC0aVP06dMH3t7e6NSpE1555ZUq51DXXFmV11OZqs7x6n4/evTo8dTXVFsS5ObmPjezNoi65mqSmZkZfvzxR/z0009Cc+Tn57/wGNXvZwCwb98+REZGAgBWrVoFX1/fZ8412qDr1z4AFXuhiyrUJicn49VXXxUy9vPk5uZixIgR6NmzJ2bOnCk6DpHeqFevHrZt2wYfHx/Mnj27yiuPEJF4xsbGcHJyYkctERER6T2dLdSqGBkZoWHDhhVdRhMnTsS2bduEFyjeffddoeOnp6dj6dKlVTrW2NgYCoUCVlZW6NChAw4cOIAOHTpoOOEjf7+xrvKs5RjLy8sBPHnz8u808ZRzTcY1Nzd/6hjVa63se6pxNE31OgICAuDp6amVMSuzb98+HD9+vErHmpiYoLS0FE2aNMH169cREBAgrEj7OF2dg/z9/dG6dWuhGdavX//E0uqVUS2jqVAo0KZNG8TFxeGtt97SmyKtSnXmMxXVntFVPdffSaWPFr541vyh6eXNvb29kZiYiOPHj+P48eM4duwYvvjiCzg4OGDLli3w8vJ64Tl0Ya5U17Wluu/Hs7YYeHwpeBVRn7Goa64mKRQKtGzZEq+//rrQHH/99VfFQ0cvorr2OTg44N69e/D39xdWpH2crl77gP8v1Iq4hiiVSqSkpFQ8dKFLJk2ahAcPHmDt2rVVvsYQ0SPNmjXDkiVLMG7cOPTp00f4dYSIqk4ul7NQS0RERHpP5wu1j1Mt5frw4UPBSVCxD5woFy9efG6h1sjICEqlEkZGRvD398eoUaMwYMAAHDhwAAcOHHjujVl1adKkCU6fPo34+Hi0bNnyie89q/usRYsWOHv2LG7fvg1bW9vnnlt1Y1u1xOqLPO/46oyrD1Q31ocPH/7cJVm14eHDh88t1JqZmaG4uBiOjo4YNmwYhgwZgk6dOsHY2BguLi5aTFo1ujQHDRw4EEFBQUIzvGh53seL78OHD0doaChKSkrg6emJevXqaSmlelR3Pnuepk2b4uTJkzh16tRTXVl79+6tOAZAxcMKycnJT53n4MGDlY7x+++/48svv3ziZn1SUhKuXLlSsSKEg4PDc4vMwKMHfbp161bR/VpQUIDmzZtj9OjROHXq1IteqtpU5fVUpjpzvIj3o6afcW3VtWsf8GiO7tixo/Df0bZv3/7cQq2JiQnKyspQr149DBo0CMHBwQgMDISVlZVOdKz+nS5d+wCxHbV37txBUVGRzn1O27dvx48//oidO3fC1dVVdBwivTRmzBjs378foaGhuHDhQqUP2xGRbpHL5Vz6mIiIiPSezu1R++9//xszZszA6dOnkZ2djaKiIiQnJ+Pbb7/FZ599BgDo2rWr4JS6SdW1JpVK0a1bN6xbtw7Z2dnYs2cPhgwZAlNT04plcbWxf2lQUBCUSiUGDx6Mw4cPIz8/H6mpqZg8eTJ+//33p44fPXo0CgoK0KtXL+zevRuZmZkoKSlBamoq9uzZg6CgIBw4cAAA0KBBAwDAsWPHkJ2d/cIszzu+OuPqA9Vnq6vdiqrlt62trREcHIz9+/cjIyMDy5YtQ5cuXQSn4xxUW6ob5w0bNsSUKVOQkJCAq1evIiwsDI0bN67471LfOvWqO589z5AhQwAAQ4cOxd69e/Hw4UPcvHkTc+bMwapVq2BmZoY333wTACqKwkuXLsXhw4dRWFiIlJQUTJ06FTt37qx0jFOnTmH06NG4du0a8vPzERMTg0GDBqG0tBSDBw+uUs7OnTtj5cqViI+PR2FhIR48eICoqChkZ2cjKSmpWq+5tmrzetQ1x2vq/ajpZ1xbde3aBzy6/unqtU/1+5mJiQn8/f0RERGBnJwcbNiwAf3796+4NoqiL9e+srKyim5wEYVa1QMVulSovXXrFsaOHYvx48dXXDuIqGZWrlwJIyMj4atnEVHVyWQydtQSERGR3tO5jtqcnBwsXrwYCxcufOb3hw8fjj59+mg5le56fEnRjh07IjQ0FEOGDKn0CWBra2sAj7oiVMVLTZk4cSI2bdqEuLg4vPbaa09kHjJkCLZt2/bETbaRI0fiyJEjWL9+Pfr37//Mc44dOxbAo+WpZDIZDh48CAcHh4rvV9YN9bzjqzOuPnjw4AEA6EyHVFlZGYyMjFBeXg5zc3O89dZbFd2+om9MPwvnoOp7fOnOkJAQDBs2DO3bt3/msdp8WESdqjufPc+ECRPwyy+/4Pjx4+jXr99T31+6dGlFR3njxo3x1ltvYfv27U+Ma2xsjJCQEGzYsOGZYwwePBjh4eFYt27dE19v0aJFlbsNz549ixMnTjzze9qeE2vzetQ1x2vq/ajpZ1xbde3aBzx6AEQ1x+gCiURSsaJHr169EBISggEDBsDKykpwsqfpy7Xv8WuHiKJ8UlISzMzM0LBhQ62P/Syq32OdnJzw9ddfi45DpPfs7Oywdu1a9O7dG+Hh4QgNDRUdiYheQCaTYffu3aJjEBEREdWKznXUzp49GytWrED37t3h5OQEExMTODs7IzAwED/99JPGbljqq9atW2P+/PlIS0vD8ePHMX78+Ocu06T6XlZWlsazWVhY4NChQxg3bhycnJxgbm4OX19f7Nq1q6KDyM7OruJ4iUSCdevWISIiAr169YKdnR1MTU3RuHFjDBw4EDt27ECvXr0APOpM+fnnn9GlSxdYWlq+MMvzjq/OuPpA9dnqynJdUqkU/fr1Q0REBLKzs7Fx40YEBgbqZJEW4BxUHUZGRrC2tkZoaCgOHjyIjIwMfPPNN5UWaQHobUdtdeez5zE1NUV0dDQ+//xzNG/eHKamprC2tsZrr72GyMhIjB8//onj//vf/+Kf//wn7O3tYW5ujk6dOiE6Orpi+d1n8fPzQ2RkJF599VVYWFjAwcEBo0ePxtGjR6tcJPrjjz/w/vvvo2XLlhXn8PPzw5o1a7BkyZIqnUNdavN61DXHa/L9qMlnXFt17doHPCri6UqhViqVonPnzlixYgUyMjIQFRWF4cOH62SRFtCfa5/q2iGRSIT8HpGcnAw3N7eKArxo69atw+HDh/Hjjz/q3ZYCRLqqZ8+eeP/99zFlyhTcvXtXdBwiegHVHrWqFTeIiIiI9JFE+bcWxK1bt2Lo0KEv3KfNUOnK+3P//n2kp6ejRYsW1fp7Dx48QP369REVFSWsM6K8vBzt2rXD+fPnkZmZqTMFxbpi9+7d6N+/P/Ly8qpUxNakxMREuLi4oH79+lX+OwqFAsbGxvj555+F78Gqi3Tp/Tl79ixat25dra6mhw8fwtbWFvv27UPv3r01mE47dG0+i4qKQmBgIJYsWYIPP/xQaBZ1qGuvhzTL3t4e8+fPF75k5a1bt6BUKiGXy6v198zNzbFq1Sp2cFXC3Nwcc+bMwfTp02FiYiLkgZ933nkH6enpiIyM1PrYf5eeno6WLVti1KhR+Oabb0THIapT8vPz4eXlhY4dO2Lz5s2i4xDRcxw6dAivv/460tPT4ezsLDoOERERUY3oxuPgVG3169evdpEWeLQcrqWlpdb28Jg6dSo2btyI1NRUFBQU4Pz58wgODsa5c+fQo0cP4UWNuujWrVsVn7NoLVq0qFaRlvSLj49PtZee1NeljwHOZ0S6rqSkRCf2qJXJZNUu0lLVFBYWAhCzPy3wqKNWV/annThxImxsbPDll1+KjkJU51haWmLFihX46aefsGvXLtFxiOg5VL9zcZ9aIiIi0me6ufYoaZSbmxtSUlK0Mtbly5ef+ZS/lZUVn/7XEF26iUj0d2ZmZjA1NcXDhw9FR6k2zmdEuqusrAz5+fmwsbERHYU0qKioCIC4Qm1SUtIz9xbXtj179uDnn39GVFSUzi6nTaTvAgMDMWzYMPzrX/9C9+7dYWtrKzoSET2DTCYDANy8eRM+Pj6C0xARERHVDDtqDZCHhweSk5O1MtaSJUswatQoNG3aFGZmZnB0dMTgwYNx4sQJtG3bVisZDE1KSgrc3d1FxyCqlL29PbKzs0XHqDbOZ0S6KycnB0qlkp3tdZyqo1ZE53RpaSlu374t/GG43NxcjBs3DiEhIcK2MSEyFEuXLkVxcTFmz54tOgoRVaJevXqws7NjRy0RERHpNXbUGqBmzZohJiZGa2OtW7dOK2PRI4mJibxxRzpNXwu1+jCfBQQECN9DXZ3q2ushzcnKygIAODg4CE5CmlRUVAQjIyMhhdrU1FQoFArhhdp58+ahoKCAKzkQaYGTkxMWLlyIcePG4d1330Xr1q1FRyKiZ5DL5SzUEhERkV5jR60BatOmDS5dugSFQiE6CqlZWVkZEhMT0aZNG9FRiCplb29fUVQhIlIH1cMf7Kit2woLC2FmZiZk6WPVtiEiVy1JSkrC0qVL8cUXX/ChBCItGTVqFF555RV88MEHoqMQUSXkcjlu3rwpOgYRERFRjbFQa4DatGmDwsJCXL16VXQUUrPLly+juLiYT3uTTnNwcNDLjloi0l2qhz8aNGggOAlpUk5ODkxNTYV01KalpaFevXpCHwaYNm0aGjdujPHjxwvLQGRopFIpli1bhkOHDmHXrl2i4xDRM8hkMnbUEhERkV5jodYAtW7dGmZmZjh9+rToKKRmp06dgoWFBTw9PUVHIaoUO2qJSN2ys7NhY2MjpIBH2lFeXo7du3cjPz8fDx8+1Pp1JC0tDW5ublod83GHDh3Cjh078M033wjpKCYyZJ06dUJwcDCmTJmC4uJi0XGI6G9kMhk7aomIiEivsVBrgMzMzODr64vjx4+LjkJqFhMTg1dffZU3qkmn6esetUSku7KysrjscR0nlUrh4+MDExMT3L17F3K5HP3798e2bdtQUlKi8fHT0tLw0ksvaXycZ1EoFJg8eTL69euHgIAAIRmIDN3XX3+NO3fu4NtvvxUdhYj+hnvUEhERkb5jodZA+fn5ITY2VnQMUrPjx4/Dz89PdAyi53JxccHt27dFxyCiOuTOnTtwcXERHYM0zNLSEs7OznjllVewatUqAMCwYcPg4uKC0NBQREdHQ6lUamRskYXajRs34tKlS/j666+FjE9EjwpBU6dOxb///W/cv39fdBwieoxMJkNubi4ePHggOgoRERFRjbBQa6B69OiBv/76C3fu3BEdhdTkxo0bSExMRI8ePURHIXoud3d33L17F/n5+aKjEFEdkZycDA8PD9ExSMMKCwthbGwMc3NzhIaG4rfffkNKSgo+//xz/PXXX/D394e7uztmzpyJK1euqHXstLQ0NGrUSK3nrIrS0lLMmTMHI0eORIsWLbQ+PhH9v2nTpkEqleKbb74RHYWIHiOXywGAXbVERESkt1ioNVCvvfYazM3NsW/fPtFRSE0iIyNhaWmJrl27io5C9Fzu7u4AgNTUVLFBiKjOSElJqZhbqO4qKiqCsbHxE3u0yuVyfPDBBzh79iz++usvDBs2DOHh4WjevDnatWuHZcuW4e7du7UaV6lU4ubNm0I6atetW4e0tDTMmjVL62MT0ZNsbGwwbdo0LFmypNbzChGpj0wmAwDuU0tERER6i4VaA2VhYYFu3bph7969oqOQmuzdu7eiAE+ky1Rdb8nJyYKTEFFdwUKtYSgqKoKRkRFMTU2f+f1WrVrhq6++ws2bN3Hs2DH4+vpi9uzZaNiwIfz9/REeHl6j1Rzu3r2LwsJCuLm51fYlVEtJSQnmz5+PsWPHsmOcSEdMmjQJ9erVw+LFi0VHIaL/adCgAerVq8eOWiIiItJbLNQasAEDBmDPnj1cfrQOuHfvHqKiohAUFCQ6CtELWVtbw97eHikpKaKjEFEdkJWVhdzcXBayDEBhYSGkUukTHbXPIpVK0aVLF/zwww/IyMjATz/9BHNzc4wePRoymaxi2WSFQlGlcdPS0gBA6x21P/zwA9LT0/Hxxx9rdVwiqpylpSWmT5+OFStWICMjQ3QcIvofmUzGjloiIiLSWyzUGrDBgwejpKSEXbV1QEREBKRSKQYNGiQ6ClGVuLu7s1BLRGqh6s5nobbuU3XUvqhQ+zgLCwsMGTIEv/32G9LT07Fw4UIkJSXhzTffhJubGz744AOcO3fuuedITU2FVCqt2ANPG4qKijB//nyMGzdOq+MS0Yu99957sLGxwYIFC0RHIaL/kclk7KglIiIivcVCrQFzdHRE9+7dsWXLFtFRqJY2btyIgQMHwtbWVnQUoirx8PDg0sdEpBYpKSkwMjJCo0aNREchDSssLIREIql06eMXsbe3x7vvvouYmBjEx8djzJgx2L17N3x8fNCqVSuEhYU9c//0tLQ0uLi41Hjcmti4cSNycnIwY8YMrY1JRFVjYWGBadOmYfXq1bh3757oOESER3vWs1BLRERE+oqFWgM3cuRI/Pbbb7hz547oKFRDKSkpOH78OEJDQ0VHIaqyZs2aITExUXQMIqoDLl++DDc3N60W0UiMoqIiSCSSanXUVsbT0xNhYWG4evUqjh07hl69euE///kPGjdujC5dumDVqlXIzc0FANy4cUOryx4rlUosWbIEw4cPh6urq9bGJaKqGzt2LIyNjbFy5UrRUYgIjwq1XPqYiIiI9BULtQZu8ODBsLa2Rnh4uOgoVEPr16+Hk5MTevXqJToKUZW1adMGly9fRnFxsegoRKTn4uLi0KZNG9ExSAsUCkWV9qitDtV+tsuWLcOtW7ewc+dONGzYEBMnToSTkxOCg4Pxxx9/VHv54atXryI2NrZGmfbs2YOEhARMmTKlRn+fiDTP2toa7777LpYtW4aioiLRcYgMHpc+JiIiIn1mXNk33NzctJlDbxQUFIiOoFYWFhYICQnBypUrMWXKFLXe+CLNKykpwdq1azFixAgYG1f646yXxo8fzxuUdZiXlxfKysqQkJCAtm3bio5DRHosLi4OQ4cOFR1DLaZMmYLZs2eLjqGTVA/21Gbp4xcxMzND//790b9/f9y7dw+//fYbNmzYgBMnTsDc3Bzjxo1DSEgIunTp8sJzrV+/HgsXLsTKlSsxevToauVYvHgxAgMD0apVq5q+FCLSgkmTJmHp0qXYsmULRo0aJToOkUGTyWTIyspCUVERzM3NRcchIiIiqpanKjve3t5YuHChiCwkyJQpU/D9999j8+bNGDlypOg4VA3h4eFIT0/HxIkTRUdRG6lUyjmoCvS9e6x58+YwNzdHXFwcC7VEVGOFhYW4du0avLy8REeptfnz56OsrEx0jGdKSEjAr7/+ipkzZwrLcOvWLSxbtgxKpVIrDxba2dkhNDQUoaGhcHJyQocOHXDo0CGsWrUKnp6eCA4ORkhICJo0afLU31UqlVi/fj3KysowZswYnDt3DkuXLq3SQ3V//vknDh8+jAMHDmjiZRGRGslkMrz99ttYvHgxRo4cCYlEIjoSkcGSy+VQKpW4ffs2GjduLDoOERERUbVIlEqlUnQIEu+dd97BiRMnEB8fD6mUK2LrA4VCAU9PT/To0QOrVq0SHYeo2nx8fNCzZ08sWrRIdBQi0lNnzpxB+/btkZiYiObNm4uOU2ft27cPAQEBuH//PmxtbYVkiI6Ohr+/P9q3bw8/Pz8sWbJEK+OWlpbCwsICP/30E4YMGYI///wT4eHh2LJlC+7evQtfX1+EhIRg+PDhcHBwAAAcOXIEPXr0qDiHkZERXn31VezcuRNOTk7PHS80NBQXL17EuXPnNPmyiEhN4uLi4O3tjf3793MrGiKBbt++DZlMhiNHjqBbt26i4xARERFVCytyBACYNWsWrl27hl9++UV0FKqiLVu2ICkpCR999JHoKEQ10qZNG1y8eFF0DCLSYxcvXoSFhQWaNm0qOkqd5uzsDADIyMgQluHevXuQSqVa66hVuXPnDhQKRcUetb6+vli2bBlu376N/fv3o2XLlpg1axbkcjn69++Pbdu24ccff3wio0KhwJkzZ+Dt7Y0///yz0rHu37+PX375Be+9957GXxcRqUebNm3g5+eH1atXi45CZNBcXFxgbGzMfWqJiIhIL7FQSwCApk2bIigoCPPmzQObrHWfUqnEV199hWHDhqFZs2ai4xDViJeXF+Li4kTHICI9dvHiRbRq1QpGRkaio9RpulCozcnJga2tLcrKyqq0hLC6qG74ymSyJ75uZGSEXr16ITw8HDdv3sSKFSuQm5uLt99+Gxs3bkRpaekTx5eWliIzMxNdunSp9MHI8PBwSKVSvP3225p5MUSkEWPHjsXOnTtx9+5d0VGIDJZUKoWrqytu3rwpOgoRERFRtbFQSxVmzZqFuLg47NixQ3QUeoGtW7ciPj4eH3/8segoRDXm6+uLO3fuIC0tTXQUItJTp06dgq+vr+gYdZ6joyOkUqnPlJZ3AAAgAElEQVTwjtoGDRpAoVBovVArlUrh4uJS6TH169fH6NGjcfjwYfznP/+pdK9hhUKBoqIiDB48GDNnzkR5efkT31+7di2GDRsGa2trtb4GItKs4OBgWFpaYsOGDaKjEBk0mUzGjloiIiLSSyzUUoU2bdpgxIgR+PDDD5Gfny86DlUiNzcXU6dOxTvvvIOWLVuKjkNUYx06dICpqSmOHz8uOgoR6aHi4mKcOXMGXbp0ER2lzjM2NkaDBg2EF2rt7OxQVlam1Q7qmzdvwsnJCaamplU6fu/evVXKt2jRIvTr1w8PHjwAAJw4cQIXLlzA2LFja5WXiLTPwsICw4YNw+rVq7k6FZFAcrmchVoiIiLSSyzU0hMWLVqE3NxczJs3T3QUqsQXX3yBwsJCzJ8/X3QUolqxsLBA27ZtERsbKzoKEemh06dPo7i4GH5+fqKjGAQXFxfhSx+rOmq1Wai9devWU8seVyYnJwdRUVGVdtQ+rry8HAcOHICPjw8uX76M1atXo02bNmjfvn1tIxORAOPGjcPly5cRExMjOgqRwZLL5Vz6mIiIiPQSC7X0BGdnZ8yZMweLFy9GQkKC6Dj0N5cuXcK3336L+fPnw9HRUXQcolrr3LkzC7VEVCOxsbFwcXGBh4eH6CgGwdnZWScKtSL2qJXL5VU6dsuWLVUq0qqUlpYiOTkZ7du3x5YtW9hNS6TH2rRpg3bt2mHdunWioxAZLC59TERERPqKhVp6ynvvvYe2bdti/PjxXLpJhyiVSkyYMAHe3t4YM2aM6DhEauHn54e4uDg8fPhQdBQi0jOxsbHo2rWr6BgGw9nZGenp6cLGVy19rMsdtTExMZDL5ZDJZJDJZLC1tYWVldUz/6golUrk5uaisLCwYhlkItJPw4YNw44dO1BcXCw6CpFBkslkuH37NhQKhegoRERERNXCQi09RSqVYvny5YiJieETwTpk1apVOHbsGH744QdIpfzRpbqhS5cuUCgUOHXqlOgoRKRHlEolTp48yWWPtchQO2pv3rxZ5ULt5s2bcePGDdy8eRM3b97E/fv3kZub+8w/SqWy4k9QUBD8/f0xa9YsDb8aItKk4OBgPHz4EPv37xcdhcggyeVyKBQKob+vEBEREdUEqz30TK+++iqmTZuGiRMn4tKlS6LjGLy4uDhMnjwZM2fOhI+Pj+g4RGrj4uKCxo0bcz8vIqqWxMREZGZmonPnzqKjGAzRhVoRHbVKpRK3b9+ucqG2JvLz8xEVFYXg4GCNjUFE2iGXy9GpUyds3bpVdBQig6S6XnOfWiIiItI3LNRSpebNm4dXXnkFQ4cORUFBgeg4Bis/Px9vv/022rdvj7CwMNFxiNSuZ8+e+P3330XHICI9EhUVBTs7Oz68pEW6UqjVZkdtTk4OioqKNFqo/fXXX1FcXIwBAwZobAwi0p7g4GDs3LkThYWFoqMQGRyZTAaJRMJ9aomIiEjvsFBLlTI2NsaWLVuQkZGBCRMmiI5jsP71r38hKysLmzdv1upSf0TaEhAQgFOnTiE7O1t0FCLSE1FRUejdu7dW9yo1dM7OzigsLERubq7Wxy4qKkJubi4cHBxQVlamtc9d1ZEjl8s1Nsa2bdvQq1cvODo6amwMItKe4OBgFBQUYN++faKjEBkcMzMzODg4sKOWiIiI9A4LtfRccrkca9euxfr16xEeHi46jsH573//i02bNmHDhg0a7eYgEqlXr16QSqXcz4uIqqSwsBDHjh1DQECA6CgGxdnZGQCEdNVmZmYCABwdHaFQKLT24Nrt27cBAA0bNtTI+QsKChAVFYXBgwdr5PxEpH0uLi7o3Lkztm/fLjoKkUGSyWTsqCUiIiK9w0ItvVD//v0xZcoUjB8/HseOHRMdx2AcOnQI77//PmbOnIk+ffqIjkOkMTY2NujUqRMiIyNFRyEiPXDw4EEUFRWhd+/eoqMYFBcXFwBAenq61sd+vFCrzaWP79y5A0tLS9jY2Gjk/IcOHUJxcTH69u2rkfMTkRj9+vVDVFQUysvLRUchMjhyuZyFWiIiItI7LNRSlSxcuBBvvPEG3njjDZw/f150nDrv4sWLeOuttzBo0CDMmTNHdBwijQsMDERkZCRvaBHRC0VFRaFt27Ya63KkZ3NycoJUKtWJjlptLX2cnp5eUaDWhMjISLRt2xaurq4aG4OItC8wMBCZmZk4e/as6ChEBkcul3PpYyIiItI7LNRSlUilUmzcuBEdOnRAv379kJycLDpSnZWUlITevXvjlVdewfr16yGV8seU6r6AgABkZmbyQRAieqGoqCgEBgaKjmFwjI2NYWdnJ6xQa2pqChsbG6121GZkZFQs+awJ/G+ZqG5q06YNGjVqxNViiATg0sdERESkj1gBoiozNTXFzz//DBcXF/j7+wu5UVfXZWZmIjAwEE5OTtixYwfMzMxERyLSCm9vb8hkMvz666+ioxCRDouPj8e1a9dY3BLE2dlZWKHW0dERAFBeXl4nOmqvXr2K69ev879lojqqd+/eiIqKEh2DyODIZDJ21BIREZHeYaGWqsXGxgZ79uyBUqlEQECAkH3K6qo7d+6gV69eKC8vx/79+2Frays6EpHWSCQSDB48GBEREaKjEJEOi4iIgKurKzp37iw6ikESXahVKBQAoNWOWk0VaiMjI2FjY4MOHTpo5PxEJFZAQAD++OMPZGdni45CZFDkcjkKCwuRk5MjOgoRERFRlbFQS9Xm4uKC6Oho5Ofno0uXLrh+/broSHrv6tWr8PPzQ3FxMaKjo+Hk5CQ6EpHWBQcH4/Lly4iLixMdhYh01LZt2zB06FBuCyCI6EJtWVkZAGi1o1ZTSx/v378f/v7+MDEx0cj5iUgsf39/SCQSHDx4UHQUIoMik8kAgF21REREpFd4l4tqxMPDAydOnICjoyP8/Pxw9uxZ0ZH01p9//okuXbrA3t4ex44dg5ubm+hIREJ06tQJbm5u2Lp1q+goRKSDLly4gISEBAQHB4uOYrBcXFwMqqNWU0sfK5VKHD9+HD169FD7uYlIN9ja2sLb2xsxMTGioxAZFLlcDgDcp5aIiIj0Cgu1VGP29vaIjo5G27Zt0b17d/z++++iI+mdgwcP4vXXX4eXlxcOHjxYsf8akSFSLX+8ZcsW0VGISAdt3boVjRo1QseOHUVHMViG1FFbVFSEBw8eaKSj9tKlS8jJyYGfn5/az01EusPPzw+xsbGiYxAZFBsbG1hbW7OjloiIiPQKC7VUK5aWlti1axf69euHN998E8uXLxcdSS8olUosWbIEAQEB6N+/PyIjI2FtbS06FpFwwcHBuH79Orv0iegpqmWPJRKJ6CgGy9nZGenp6Vof9++FWm101KpepyY6amNjY2FlZQUvLy+1n5uIdIefnx8uXLiAvLw80VGIDIpMJmNHLREREekVFmqp1kxNTbF582Z88sknmDx5MoKCgnD//n3RsXTWvXv3MGjQIEyfPh1hYWHYsGED9ycj+p/27dvDw8MDERERoqMQkQ45c+YMrl69ymWPBXN2dkZBQYHWiw5/X/pYGx21mi7UduzYUWtLOBORGF26dEFZWRlOnTolOgqRQZHL5SzUEhERkV5hoZbUQiqV4rPPPsOBAwdw8uRJeHt748SJE6Jj6ZwzZ86gXbt2OHPmDA4ePIhPPvmEnUFEj5FIJBgxYgTCw8NRWloqOg4R6Yh169ahRYsWaNeunegoBk21DLA2lz8uLS3FgwcPtN5Rq3qNmlj6ODY2lsseExmAhg0bwt3dncsfE2mZTCbj0sdERESkV1ioJbXq3r07zp07hxYtWqBHjx74+uuvK26qGbLS0lIsWLAAnTt3RvPmzXH+/Hl07dpVdCwinTR27FhkZmZi9+7doqMQkQ4oLCzE5s2bMWbMGD7cJJiIQm1WVhaUSuUTHbXaWvq4fv36MDc3V+t5MzIykJSUhM6dO6v1vESkm7hPLZH2saOWiIiI9A0LtaR2Tk5OiIyMRFhYGD799FP4+voa9D9Ojx49Ch8fH4SFhWHu3LnYs2cPHBwcRMci0lmNGjVCr169sHr1atFRiEgHREREoKCgACEhIaKjGDwnJydIJBKtFmozMzMB4ImOWm0tfayJZY/PnTsHAPD19VX7uYlI9/j6+uLs2bOiYxAZFHbUEhERkb5hoZY0QiqV4uOPP8alS5cgk8nQtWtXhIaG4u7du6KjaU1OTg7GjRuHHj16wMnJCefOncP06dPZDURUBWPHjsW+ffuQmpoqOgoRCbZmzRoMHDgQTk5OoqMYPFNTU9jZ2Qkr1GqzozYjI0Mjhdq4uDjI5XLY29ur/dxEpHu8vLyQmZlpUP8OJhJNLpfj3r17yM/PFx2FiIiIqEpYqCWNatKkCfbu3YutW7fi0KFD8PT0xPLly1FUVCQ6msYUFhZi6dKlaNKkCaKiovDLL7/gwIEDaNGihehoRHpjwIABcHZ2xrp160RHISKBEhMTcfz4cYwZM0Z0FPofZ2dnpKena228zMxMGBkZoX79+nWio/bixYvw8vJS+3mJSDd5e3sDePSQBhFph0wmAwAuf0xERER6g4Va0orBgwcjISEBo0ePxowZM+Dh4YGvv/4aeXl5oqOpTW5uLhYuXAgPDw/MmjUL48ePR3x8PAYNGiQ6GpHeMTY2RmhoKNauXVvRQUVEhmf16tVwd3dHz549RUeh/3F2dtZ6R62DgwOkUqnWO2pVe/KqU1xcHNq0aaP28xKRbnJ0dISzszMLtURaJJfLAbBQS0RERPqDhVrSGisrKyxcuBCpqakYN24c5s6dC3d3d4SFhSEnJ0d0vBp7+PAhFixYAHd3d8yZMwdDhw7FtWvXMH/+fFhaWoqOR6S3xo4di1u3bmHHjh2ioxCRAHl5eVi3bh3Gjh0LqZS/suoKEYVaR0dHANB6R626C7WlpaVITExkRy2RgfHy8sLFixdFxyAyGI6OjjAzM+M+tURERKQ3eNeLtM7R0RFhYWG4fv063n//fXz77bdwd3fHqFGjcPDgQZSXl4uO+ELl5eWIjo7GyJEjIZPJsHDhQkyaNAlpaWlYtmwZXF1dRUck0ntNmjTBgAEDsHDhQtFRiEiANWvWoLi4GO+++67oKPQYkYVafd+jNiEhASUlJeyoJTIwbdq0YaGWSIskEglcXV3ZUUtERER6g4VaEsbe3h5ffPEFUlJSMG/ePMTHx6Nnz55wd3fHxx9/jPj4eNERn/LXX39hxowZcHNzg7+/Py5fvoyvvvoKKSkp+Pzzz2FnZyc6IlGdMnXqVJw+fRqxsbGioxCRFikUCixfvhxjxoyBvb296Dj0GF0o1Gq6ozY3Nxf5+flqL9ReuXIFUqkUL7/8slrPS0S6zdPTE4mJiaJjEBkUuVzOQi0RERHpDRZqSTgbGxtMnDgRp06dQnx8PEJCQrB582a0atUKXl5emD59Og4dOoTi4mKtZysqKsKBAwfw0UcfVeSJiIjAqFGjkJiYiJMnT+L999+HtbW11rMRGQI/Pz906tQJixcvFh2FiLRo69atSE1NxaRJk0RHob8xhEJteno6AKi9UJucnAyZTAYzMzO1npeIdJuHhwfy8/ORmZkpOgqRwZDJZFz6mIiIiPSG5tcNI6oGT09PzJs3D3PmzMHRo0fx66+/YteuXVi0aBHMzc3Rrl07+Pn5wcfHB15eXmjWrJnalr8rKyvDlStX8Ndff+HMmTM4fvw4zpw5g+LiYnh6eiIwMBDff/89unbtColEopYxiejFpkyZgqFDhyIxMREtWrQQHYeItGDp0qUICgpCkyZNREehv3F2dkZeXh7y8/NhaWmp8fGeVajV9J7FqkKtuveoTUlJgbu7u1rPSUS6z8PDA8CjOUA1nxGRZsnlchw9elR0DCIiIqIqYaGWdJJUKkWPHj3Qo0cPLFmyBCkpKTh69ChiY2OxZ88eLF68GGVlZTAzM0Pjxo3h4eEBDw8PuLi4wN7eHg4ODhXLEKu6FlQduffu3UNWVhaysrKQnp6OlJQUJCcn4/r16ygpKYGxsTFatGgBPz8/jBs3Dt26dYObm5uw94LI0A0aNAgeHh749ttv8d1334mOQ0QadujQIZw6dQrLli0THYWeQdVlmpGRgcaNG2t8vMcLteXl5QC0U6iVSqVqL6ikpKRUFGyIyHA0atQIRkZGSE5ORvv27UXHITIIDRs25NLHREREpDdYqCW94O7uDnd3d4SGhgJ4VHS9dOkS/vrrL1y/fh3Jycm4cOEC9u/fj+zsbGRnZ1d6LolEAnt7e9jb28PR0REeHh5o3749mjRpgtatW6Nly5Zcko5IhxgZGWHy5Mn46KOP8Omnn6Jhw4aiIxGRBs2fPx/dunVDx44dRUehZ1B1mWqjUKtQKHDv3j2tF2ozMjLg4OAAExMTtZ43OTkZ7dq1U+s5iUj3mZiYQCaTITk5WXQUIoMhk8mQkZGBsrIyta3CRkRERKQp/G2F9JKZmRl8fHzg4+NT6TH379+HUqlEUVERAMDc3BwSiQT169fXVkwiUpPRo0fjq6++wvz587F8+XLRcYhIQ2JiYrB//34cPHhQdBSqhJOTEyQSiVb2qc3JyYFCoRBSqFX3ssdKpRKpqalc+pjIQHl4eCAlJUV0DCKDIZPJoFAokJGRAZlMJjoOERER0XNp9i4HkUD169eHnZ0dXF1d4erqCjs7OxZpifSUubk5PvnkE6xatYo3uYjqsNmzZ6Nr16547bXXREehSpiZmcHW1lYrhdrMzEwAELL0sWqJZ3XJyspCQUEBt9MgMlDu7u78HZZIi1TFWS5/TERERPqAhVoiItILY8aMgVwux/z580VHISINiI6OxuHDhzF37lzRUegFnJ2dWaitprt37wKA2jt1iUg/ODs7V8xpRKR5DRs2hEQiYaGWiIiI9AILtUREpBdMTEwwa9YsrFu3DklJSaLjEJGaffnll+jTpw+6desmOgq9gLYKtXfv3oVUKkWDBg0A/H+h1sjISKPjaqqjFgAcHBzUel4i0g/29vbIzs4WHYPIYJiZmcHe3p6FWiIiItILLNQSEZHeGDlyJBo3bow5c+aIjkJEarR3714cO3YMX3zxhegoVAUuLi5a66i1s7ODsbExAEChUADQzz1qs7OzIZFIKorORGRY7O3tKx7YICLtkMlkLNQSERGRXmChloiI9IaRkRFmz56NDRs2IC4uTnQcIlIDhUKBTz75BP3790eHDh1Ex6Eq0ObSx6pljwHtLH2sVCo1Vqi1sbGBiYmJWs9LRPrBwcEBeXl5KC4uFh2FyGCwUEtERET6goVaIiLSK//4xz/g6+uLDz/8UHQUIlKD1atX49KlS9x/Wo84OzsjPT1d4+OIKNTm5OSgpKRE7UsfZ2dnG/Syx2fOnIFEIkFYWNhzvyYihyi6kCUqKgoSiQRLly7V2Bh5eXmYNGkS3N3dYWxsDIlEgry8PADA9u3b4ePjAysrK0gkkif+jB8/XmOZRLC3twcALn9MpEUs1BIREZG+YKGWiIj0ikQiwbJly3D48GHs2LFDdBwiqoX79+/js88+w8SJE9GqVSvRcaiK6nJH7d27dwFAIx21qkINVS4mJgYSiQRz584VHYXU5PPPP8fy5cuRmppasXw5ACQkJGDo0KE4d+4c8vPzBSbUDtWDGizUEmkPC7VERESkL1ioJSIivdOxY0cMGzYM06ZNQ1FRkeg4RFRDX375JRQKBT799FPRUaganJ2dkZubi4KCAo2Ok5mZCScnp4r/r41CbWZmJgA8USBWh4cPH8LGxkat59R37dq1g1Kp1GpHqYgxDV1UVBRsbW0RHx8PhUIBpVIJKysrREdHo6ysDHPnzkVRURGUSiWUSiWSk5NFR9YIW1tbAI/mAiLSDhZqiYiISF+wUEtERHpp4cKFyMjIwLJly0RHIaIauHbtGlasWIF58+ahQYMGouNQNai6TVXdp5oioqM2KysLEolE7d2vxcXFMDc3V+s5ifTBnTt30Lx5c3h6ej7xs3vnzh0AQN++fWFmZiYqntaYmpoCAEpKSgQnITIcMpkMeXl5fECCiIiIdB4LtUREpJdkMhk++ugjzJs3Tyt7JRKRen344Ydo3rw5xo4dKzoKVZOqUPt/7N15nM11H/fx95kZs9gmhnM4p2xluWnsJCNb1IikGpSLSYmEq9wUKqUsd6SF6sqSKFmyhawpWYchu7iEkGpojolZGGNmnPuPrvEg24w5Z75n5rye/1xXZ878fm8/F5e8z+fz9fT6Y1NFbWhoqAoVKuTW6164cOFSUePNMjMz9dFHH6levXoqUaKEbrvtNtWvX1/vv//+FRPUl59tunr1ajVu3FiFCxeW1WpVz549L00m38g/z2gdOXKk7rvvPknS66+/fsV5pe7Kfa1zYS//saxZs0aNGzdWkSJFdMcdd2j06NGX3vfRRx+patWqCg4OVrVq1TRv3rwrMrjjmUiSy+XS1KlT1bhxYxUrVkwhISGqVauW/vOf/8jlcmXrGtl9HpeLjY1V8+bNVaRIEYWFhempp57SX3/9dcV7pkyZIovFovnz51/1/VlfW7RokaS/f4+3WCw6ffq0tm7detUZtFnnktetWzdbP8/ueC4mZZXRaWlphpMAvsPhcEiS4uLiDCcBAAC4sQDTAQAAuFUvv/yypk2bpv79++urr74yHQdANn399ddavny5Vq9eLX9/f9NxkEN5UdS6XC4lJCRcUdRmZmZ6/H8vp06dunSWpDulpaXli6L2lVde0dixY694bfv27dq+fbsCAwPVr1+/K762adMmvfTSS5fOHk1NTdWUKVO0ceNG/fjjjypatKhX5r6W2NhYvfzyy8rIyJAknTt3Tq+88oqCgoJ08uRJvfPOO5fe+/PPP+uJJ55Q5cqVVbt27Suuk5tn4nK51K1bN82cOfOK1/fs2aN+/fpp9+7dmjx58k1/LDl9Hj/++KOGDBlyqUQ8d+6cpk+frmPHjmndunU3vZ+nueu5mJT165+iFsg7WUXtH3/8oWrVqhlOAwAAcH1M1AIA8q3ChQtrwoQJmjNnjhYvXmw6DoBsSExM1AsvvKDu3burRYsWpuPgFgQHBys0NNSj2wxOnz6tjIyMqyZqPTlNK0kJCQkeKWrzy0TtokWLVKRIES1YsEBnzpzR2bNntWvXLr300kvXLBjnzZunbt266dChQ0pJSdH69esVHh6uAwcOaMyYMTm699ChQ7VhwwZJ0ogRIy6dWZqdacmc5r6WOXPmqF+/fjp27JhSUlI0f/58FSpUSG+99ZYmTJigKVOmKD4+XgkJCRo4cKAuXryoDz74wK3PZMaMGZo5c6bCw8O1fPlyJSQkKCUlRevWrVOtWrX06aefavPmzW5/HrNmzdLTTz+tQ4cO6dy5c9q4caPKlSun9evXa/fu3dl6fv80btw4uVwuhYaG6p577rni59Plcmnw4MGSpJ07d97059ldz8WkwMBAWSwWilogD5UsWVLBwcGcUwsAALweE7UAgHytTZs26tKli/r06aPmzZsrNDTUdCQAN/Dyyy8rLS3tiuk05D82m82jE7VZa2Lzuqj11ERtfilqb7/9dklS+/btFRDw978q1qpVS7Vq1brm+xs2bKipU6deWlt73333adGiRapWrZrmz5+vESNGeGXua4mMjLyieH388cfVvn17LViwQO+995569Ohx6WtjxozRlClTtH///quuk5tnMm3aNPn7++vbb79V2bJlL73etGlTzZo1SzVq1NDixYt177333vDHktPn8cADD2jChAmX/jkiIkKDBg26NK2ak+foCe56LqYFBgZyRi2QhywWi8qWLUtRCwAAvB4TtQCAfO/DDz9URkaGhg4dajoKgBtYv369pkyZoo8//tgjZRjyTkEtap1Op08XtR988IEuXryou+66S88995w++eQT7dy587rvf+CBB646W7RSpUqqUqWKfvnlF7flOnXq1FVnnF7+85TT3NfSrFmzq14rX768pL8Lwcv5+/vL4XBc89dAbp7Jvn37lJmZqTvuuEMBAQHy9/eXn5+f/Pz8VKNGDUnS8ePH3f48mjdvftVrlSpVkiQlJyffMHNeyO5z8XZBQUFM1AJ5zOFwUNQCAACvR1ELAMj3wsLC9O677+qTTz7Rxo0bTccBcA1paWnq3bu32rRpo86dO5uOg1zKi6LWYrEoLCzs0mv5eaLWz89PFy9edPt13a1WrVo6cOCApk+frooVK2rDhg2KjIxUjRo1tHfvXtPxrssduYODg696Latwvd7X3P1zmnW9zMxMZWZm6uLFi1etBc7ORGZOn0dISMhVr2X92C+/d9avv2v9uFNTU2+a61a567mYlhfnbAO4EkUtAADID1h9DAAoELp166ZZs2apV69e2rFjxzX/UhWAOW+++ab++OMPffvtt6ajwA1sNpv27Nnjses7nU6FhoZeMYWaV0Xt5eWwu+SnlacBAQFq2rTppSnSc+fOqWrVqurRo4e2bt16xXtXrVql4cOHXzFBeuTIER08eFB33nlnju+d9fObkZFxxeulSpW66Vm1OcntSbl5JtWqVdOOHTsUFxd306McTDwPq9UqSTp69OhVX/vhhx9u6ZrZkZPn4s3S0tLyxWQ9UJA4HI5L558DAAB4KyZqAQAFxsSJExUXF6dBgwaZjgLgMuvXr9fYsWM1duxY3XHHHabjwA3yYqL28rXHUt5Mo506deqq+7pDUFBQvihqGzdurIkTJ2r//v1KTU1VYmKiVq5cqYSEBB05cuSq92/dulU9evTQ4cOHdfbsWW3cuFGPPvqo0tPTFRUVleP7lyxZUpK0YcMGJSQkeCy3J+XmmfTo0UPnzp1Tq1attHTpUjmdTl24cEG//vqrli1bpscff1yrV6++aQZPPY/q1atLksaNG6e1a9cqNTVVx44d08CBA7Vo0aJbvu7NuOu5mHTx4kVlZGQoKCjIdGHBC8UAACAASURBVBTApzBRCwAA8gMmagEABUb58uX16aefqnPnznrggQfUrl0705EAn3fmzBlFR0erXbt26tWrl+k4cBMTRa2nJ2rT0tKUnJzskdXHgYGB+eJsyh07dmjz5s3X/FrPnj2vei0qKkrTp0/XtGnTrni9WrVqGjx4cI7vX7lyZTkcDv3www9X/DzcbHo0p7k9KTfP5KmnntK6dev0+eef6+GHH77me7Lz4/HU86hUqZIee+wxff3112rRosWl1wMCAtStWzd9+eWXt3ztG3HXczEp64MaFLVA3so6TzwjI0MBAfwVKAAA8E5M1AIACpSOHTuqS5cu6tGjh06ePGk6DuDz+vTpo/Pnz2vSpEmmo8CNypQpo8TERI+dS2miqD116pQkeaSozS8TtVu2bFHfvn1VvXp1hYSEqFSpUoqIiNCUKVP0wQcfXPX+iIgIrVixQg0bNrz0/h49emj9+vUqWrRoju/v7++v+fPnq0mTJipSpIjHcntSbp6JxWLRtGnTNGfOHLVq1UolSpRQYGCgKlWqpA4dOmjhwoVq1arVTTN48nl89tlneuaZZxQWFqbg4GDde++9+v777y+tWPYEdz0Xk7I+qEFRC+Qth8OhzMxMj364DAAAILcsrpt9PBkAgHwmMTFRtWvXVrVq1bR8+fIrzokDkHe++OILPf3001q6dKkeeugh03HgRlu2bFGjRo107NgxlS9f3u3Xf+CBBy5tScjy8ccfa8SIER77y9bdu3erdu3aOnDggKpWrerWa/fo0UMnTpzQ8uXL3XpdU1auXKk2bdrogw8+UP/+/U3H8Qo8E9yI0+mU1WrV2rVr1axZM9NxAJ9x9OhRVapUSVu2bFHDhg1NxwEAALgmJmoBAAVOaGioZsyYoe+++04TJkwwHQfwSUeOHNELL7ygAQMGUNIWQDabTZI8VpoWtInakJAQj00fA/B+Wb/+g4ODDScBfIvdbpfFYuGcWgAA4NUoagEABVJERIRee+01DRw4UNu3bzcdB/Ap58+fV8eOHVWpUiWNGjXKdBx4QEEtav39/VWiRAm3X7tkyZJKSEhw+3UB5A9Zv/498UEQANcXFBSksLAwiloAAODVKGoBAAXWsGHD1Lx5cz322GNyOp2m4wA+o2/fvjpy5IjmzZvHeXwFVEhIiIoVK+axovbUqVNGitqSJUt65B5hYWEUtYAPy5rYDwsLM5wE8D0Oh4OiFgAAeLUA0wEAAPAUPz8/zZw5U/Xr19eTTz6pb7/9Vv7+/qZjAQXaxIkTNW3aNC1YsEB33XWX6TjwIJvN5pGiNikpSWlpaVcVtZmZmR79PfzUqVMem3YLCwu7VNQUBJGRkXK5XKZjeBWeCW4kISFBAQEBCg0NNR0F8DkOh0NxcXGmYwAAAFwXE7UAgAKtZMmS+vrrr7Vp0ya9/vrrpuMABdqWLVvUv39/vfHGG3r00UdNx4GHlSlTxiNFbdYGhH8WtS6XSxaLxe33y5KQkOCxorZUqVK6cOGCkpOTPXJ9AN4ta2Lfk7+HAbg2JmoBAIC3o6gFABR4tWvX1qRJkzR69GjNnz/fdBygQIqPj1dUVJSaNm3KhyJ8hKcmaq9X1ObF6mNPTtRKYv0x4KMSEhJYewwYQlELAAC8HUUtAMAndOvWTT179lSPHj20d+9e03GAAiUtLU0dO3ZUYGCg5syZw4pxH2Gz2XTy5Em3XzerqP1naerpidq8KGoL0vpjANmXkJCgkiVLmo4B+CS73U5RCwAAvBpFLQDAZ3z44YeqU6eO2rZtyzlFgJu4XC716NFDu3fv1uLFi1WiRAnTkZBHbDab4uPj3X5dp9OpokWLKiQkxO3XvhFPFrVly5aVxWLhL4oBH/X777/LbrebjgH4JIfDoeTkZI4fAAAAXouiFgDgM4KCgrR48WKFhoaqXbt2SklJMR0JyPfeeOMNzZ07V/PmzdPdd99tOg7ykNVq9djq43+uPZbyZqLWU6tJQ0JCZLVadezYMY9cH4B3O3bsmCpWrGg6BuCTHA6HJPFhKQAA4LUoagEAPiU0NFTffPON4uLi1KlTJ2VkZJiOBORb06ZN08iRI/Xhhx+qdevWpuMgj9lsNp05c0ZpaWluva7JotZTE7WSVKFCBYpawEcdPXqUohYwhKIWAAB4O4paAIDPqVixopYuXar169erT58+puMA+dLatWvVu3dvDR06VL179zYdBwbYbDa5XK5LZ8q6i4mi9uzZs0pNTfVoUVuxYkUdPXrUY9cH4J0SExN15swZVahQwXQUwCeFhYUpODiYohYAAHgtiloAgE+qX7++pk+frs8++0xvv/226ThAvrJz50516NBBUVFRGj58uOk4MMRms0mS28+pNVHUnjp1SpKYqAXgdkeOHJEkJmoBQywWi8qWLUtRCwAAvBZFLQDAZz322GP68MMP9dprr+njjz82HQfIF/bv368HH3xQDRs21NSpUz26ihbezWq1SpLbz6mNj48vsEUtE7WA7zl69KgsFovKly9vOgrgsxwOB0UtAADwWgGmAwAAYFLfvn2Vnp6uF154QUFBQerZs6fpSIDX+uWXX9S6dWvddddd+vrrrxUUFGQ6EgwqVqyYChcu7PaitqBO1FaqVElJSUnX/fEBKJh++eUX2e12BQcHm44C+CyKWgAA4M2YqAUA+Lz+/fvrtdde0/PPP6/Zs2ebjgN4pd9//12tW7eW1WrVsmXLVLRoUdOR4AWsVqvbi9pTp04ZKWoLFSqk4sWLe+T6knT33XdLkvbu3euxewDwPnv37lV4eLjpGIBPo6gFAADejIlaAAAkjRgxQmlpaXrqqadUpEgRtW/f3nQkwGs4nU498MADCgwM1MqVK1WiRAnTkeAlbDabW8+oPXv2rM6dO2ekqC1VqpRHV3mXLVtWVqtVe/bsUcuWLT12HwDeZc+ePXrggQdMxwB8GkUtAADwZkzUAgDwP2PGjFH37t3VqVMnffPNN6bjAF7hxIkTatGihdLT07VmzRrZbDbTkeBF3D1R63Q6Jem6q4E9VaQmJCR4dO1xlvDwcCZqAR+SkZGhAwcOMFELGOZwOPTnn38qIyPDdBQAAICrUNQCAPA/FotFEydO1FNPPaWoqCh99dVXpiMBRv36669q2rSpMjIytGbNGpUtW9Z0JHgZd0/U3qiodblcbrvPP2VN1HpazZo1tWfPHo/fB4B3+Pnnn5WWlqaaNWuajgL4NIfDoczMTLcf1wAAAOAOFLUAAFzGz89PEydO1AsvvKCuXbvqs88+Mx0JMOLo0aNq0aKFAgMDtWbNGt1+++2mI8EL2Ww2j0zUWq3Wq76WF6uPPS08PFz79u1TZmamx+8FwLy9e/cqICBA1apVMx0F8GkOh0OSWH8MAAC8EmfUAgDwDxaLRe+++65Kly6tnj17Kjk5Wf379zcdC8gz//3vf9WqVSvZ7XatXLlSYWFhpiPBS3li9XFISIiKFCly1dc8XdTmRZFSs2ZNpaam6tChQxQ3gA/Yu3evqlatqqCgINNRAJ9mt9tlsVgUFxdnOgoAAMBVKGoBALiOwYMHy2KxaMCAAUpNTdUrr7xiOhLgcT/++KPatGmju+++W0uWLFGxYsVMR4IXs9lsOnXqlDIzM+Xv75/r6zmdzuueT+vJovavv/5SyZIlPXLty9WsWVOFCxdWbGwsRS3gAzZt2qSGDRuajgH4vKCgIIWFhTFRCwAAvBKrjwEAuIFBgwbp448/1tChQ9WnTx9lZGSYjgR4zDfffKMWLVronnvu0YoVKyhpcVNWq1WZmZn666+/3HI9U0VtQkJCnhS1hQoVUr169RQTE+PxewEwKyMjQ9u2bVNERITpKAD09/pjiloAAOCNKGoBALiJPn36aMGCBfriiy/Utm1bJSUlmY4EuN3kyZP1+OOPq3Pnzlq0aJFCQkJMR0I+YLPZJMlt649NFbWnT59WiRIlPHLtf4qIiKCoBXzAzp07lZKSQlELeAm73U5RCwAAvBJFLQAA2dChQwetXbtWu3fvVpMmTfTbb7+ZjgS4hcvl0ptvvqnevXvrtdde02effaZChQqZjoV8oiAUtenp6Tp79myeFrUHDhxQQkJCntwPgBkbN25UqVKlVLVqVdNRAIiJWgAA4L0oagEAyKYGDRooNjZWGRkZatSokXbu3Gk6EpAr58+f1xNPPKHRo0drxowZevPNN01HQj5TsmRJFSpUKF8XtadPn5akPC1qLRaLNm/enCf3A2BGTEyMGjdu7LFNAAByhqIWAAB4K4paAAByoEKFCoqJiVHVqlXVrFkzLViwwHQk4JYcPXpUjRs31g8//KDVq1erS5cupiMhH7JYLCpdurTi4+Pdcr0bFbVZ93O3vC5qS5QooWrVqrH+GCjgNm/erMaNG5uOAeB/KGoBAIC3oqgFACCHSpQooZUrV6pr167q2LGjBg8erMzMTNOxgGxbuXKl6tevr4sXL2rLli2cn4dcsVqteTZR6wl5XdRKUrNmzfT999/n2f0A5K19+/YpLi5OzZs3Nx0FwP84HA4lJycrOTnZdBQAAIArUNQCAHALAgMD9cknn+jLL7/Uxx9/rJYtW7qtqAA8xeVyacyYMWrXrp0iIyO1adMmVapUyXQs5HM2m80tE7VpaWlKTk4u8KuPJSkyMlI7duxw2yQyAO+yYsUKlSxZUvXr1zcdBcD/OBwOSWKqFgAAeB2KWgAAcuFf//qXYmJi9Pvvv6t+/fqKjY01HQm4pqSkJEVFRWno0KEaNWqUZs6cqcKFC5uOhQLAZrO55YMqTqdTkowUtYUKFVKRIkXcfu3ruf/++1WoUCGtWrUqz+4JIO+sXLlSkZGR8vf3Nx0FwP9Q1AIAAG9FUQsAQC7Vrl1bW7duVY0aNdS8eXONHz/eYys6gVuxdetW1a1bV7GxsVq7dq0GDx5sOhIKEHetPjZZ1N52220eufb1FClSRE2aNNGKFSvy7J4A8sbZs2e1ceNGRUZGmo4C4DJhYWEKDg6mqAUAAF6HohYAADcICwvTsmXL9Oqrr+qll17SQw89pJMnT5qOBR+XmZmpUaNGqUmTJrrzzju1fft2zqOF27lr9bHJojYv1x5niYyM1KpVqzjjHChgVq9erfT0dD3wwAOmowC4jMViUdmyZSlqAQCA16GoBQDATfz9/fXGG28oJiZGv/zyi2rWrKlvvvnGdCz4qOPHj+v+++/XiBEjNGLECK1YsUJlypQxHQsFUNZEbW43CTidTgUGBqp48eLX/HpBK2rbtGmjU6dOadu2bXl+bwCes3LlStWpU0c2m810FAD/4HA4KGoBAIDXoagFAMDNGjZsqO3bt+vRRx/VI488oujoaJ09e9Z0LPiQ+fPnq06dOoqPj1dsbKwGDx4sPz/+2AfPsNlsSktLU1JSUq6u43Q6VapUqeuWsQWtqK1Ro4YqVqyohQsX5vm9AXjGxYsXtXjxYrVr1850FADX4HA4FBcXZzoGAADAFfgbOwAAPKBYsWKaNGmS5syZo6VLl6pu3bpav3696Vgo4P7880898cQT6tSpk7p06aLt27erdu3apmOhgMuaGsvtObVOp/O6a4+lglfUSlLHjh01d+5czjUHCogNGzYoLi5OnTp1Mh0FwDUwUQsAALwRRS0AAB7UqVMn7dmzR1WqVFHz5s3Vu3dvJSYmmo6FAsblcmnatGmqXr26tmzZohUrVuijjz5SSEiI6WjwARS1t65Tp046evQo64+BAmLu3LkKDw9X9erVTUcBcA0UtQAAwBtR1AIA4GG33367lixZosWLF2vJkiWqVq2a5s+fbzoWCogjR47owQcf1LPPPquoqCjt2bNHDz74oOlY8CGlS5eWn5+f4uPjc3WdmxW1nihpJbNFbb169VS5cmXNnTvXyP0BuM/Fixe1cOFCpmkBL2a323Xy5EllZmaajgIAAHAJRS0AAHnk4YcfvlSidezYUVFRUXyiG7csPT1d77zzju6++26dPHlSmzdv1qRJk1SsWDHT0eBjAgICVKJECY9P1EryyIpgk0Wt9Pf64zlz5rD+GMjn1qxZoxMnTigqKsp0FADX4XA4lJmZmes/swAAALgTRS0AAHkoLCxMn3/+uVatWqWdO3eqatWqGjlypFJTU01HQz6ybNkyhYeHa9iwYXr11Ve1fft2NWzY0HQs+DCbzcZE7S3q1KmTfvvtN8XGxhrLACD35s2bp9q1a6tatWqmowC4DofDIUl8WBYAAHgViloAAAxo3bq1/vvf/2rUqFEaO3asqlSpounTpzNRhRs6ePCg2rVrp3bt2qly5crat2+fhg4dqkKFCpmOBh9ns9ny5URtRkaGzp49a7SorVWrlqpXr64vvvjCWAYAuZOamqq5c+eqS5cupqMAuAG73S6LxUJRCwAAvApFLQAAhgQGBurFF1/UgQMH9NBDD+npp5/Wvffey1QVrnL69GkNGTJE4eHhiouL09q1a7VkyRJVqlTJdDRAkmS1WnNV1GZkZOjMmTN5PlF7+vRpuVwuo0WtJD377LOaNWuWUlJSjOYAcGvmz5+v5ORkde3a1XQUADcQHByskiVLUtQCAACvQlELAIBhZcuW1aRJk7R582b5+fkpIiJC//rXv3Tw4EHT0WBYSkqK3n77bd11112aNm2aPv74Y23btk3NmjUzHQ24Qm5XHzudTrlcrjyfqD19+rQkGS9qo6OjlZ6ernnz5hnNAeDWTJkyRY888ojKli1rOgqAm3A4HBS1AADAq1DUAgDgJRo2bKiYmBjNnj1bO3fuVI0aNfT000/r6NGjpqMhj507d07vvfeeKlWqpNGjR6tfv346ePCgevbsKT8//vgG75PbiVqn0ylJRiZqJfNFbVhYmDp06KBPP/3UaA4AOXfw4EFt2LBBzz77rOkoALKBohYAAHgb/qYPAAAvYrFY1KlTJ/3000+aNWuWNm3apKpVqyo6OlpHjhwxHQ8eduHCBU2ePFmVK1fWsGHD9OSTT+rgwYN66623FBoaajoecF25PaM2O0Wt5P6J2jNnzkgyX9RKUs+ePbV582bt3r3bdBQAOfDpp5/q9ttvV+vWrU1HAZANFLUAAMDbUNQCAOCF/Pz81LFjR+3bt08TJkzQhg0bVL16dT377LPav3+/6Xhws8TERL3zzjuqVKmS+vfvr86dO+vIkSMaP368bDab6XjATdlsNiUnJ+vcuXO39P1Op1P+/v43LEw9NVEbEBCgokWLuv3aOdWiRQvdddddmjp1qukoALLpwoULmj59unr06CF/f3/TcQBkA0UtAADwNhS1AAB4sYCAAPXo0UM///yzPvroI23cuFF333232rVrpzVr1piOh1w6fvy4Bg4cqDvuuEOjRo3SE088ocOHD+v999+X1Wo1HQ/ItqwPFNzqObVOp1NhYWE3Xe3tiTNqb7vtNo+UwDllsVjUu3dvff7550pMTDQdB0A2zJo1S6dPn2btMZCPUNQCAABvQ1ELAEA+EBgYqJ49e2r//v1atGiRkpOT1bJlS9WvX1+zZ89Wenq66YjIgZ07d+pf//qX7rrrLs2dO1dvvPGGjh8/rnfffVd2u910PCDHsj5YkJui9mZrjz01UesNa4+z9OrVSxaLRZMnTzYdBcBNuFwujRs3Tl26dJHD4TAdB0A2ORwOJScnKzk52XQUAAAASRS1AADkK35+fmrfvr3WrVunHTt2qHr16oqOjla5cuU0ZMgQHT582HREXEdqaqrmzZun1q1bq27duvrpp5/08ccf69ChQ3rppZc4gxb5WtZE7a2eU5udolbyzEStNxW1xYoV07PPPqvx48frwoULpuMAuIEVK1Zo9+7d6t+/v+koAHIg64MVTNUCAABvQVELAEA+VadOHU2fPl2HDx9Wz549NXPmTFWpUkX333+/Zs+erbS0NNMRIWnLli3q2bOnbDaboqOjZbPZtGbNGu3evVu9evVScHCw6YhAroWEhKhYsWK5Kmpvtu7bFyZqJal///6Kj4/XnDlzTEcBcAPvvfeeHnzwQdWuXdt0FAA5kLW9hqIWAAB4C4paAADyufLly2v48OE6duyYvvnmGxUrVkzR0dFyOBx68cUXtWnTJrdPoeHGjh8/rvfee0+1atVSo0aNtGXLFo0cOVJxcXGaMWOGmjdvbjoi4HY2m82jq4+lgj9RK0m33367OnbsqLFjx/J7N+Cldu/erTVr1mjgwIGmowDIoVKlSikoKEhxcXGmowAAAEiiqAUAoMDw9/dXu3bttGjRIv36668aMGCAvvvuO0VERKh8+fIaOHCgtm7dyl/8e8gff/yh8ePHq3HjxqpQoYJGjRqle+65R5s3b9aePXv0wgsveF0hBLiT1Wr16OpjX5molaSBAwdq7969WrVqlekoAK5h9OjRCg8PV6tWrUxHAZBDFotFZcuWpagFAABeg6IWAIACyG6369VXX9X+/fu1Z88eRUdHa8mSJbrnnnt05513avDgwdq4caMyMjJMR83XfvnlF3300Udq2rSpypUrp2HDhqly5cpasmSJTp48qcmTJ6tRo0amYwJ5gola96lbt67atGmjoUOH8uEawMvs27dPc+fO1dChQz3yARIAnme32ylqAQCA1wgwHQAAAHhWeHi4wsPDNXLkSO3YsUNz587VvHnz9M477+i2225T69atFRkZqcjIyEtnNuHaUlNTtXbtWq1YsUIrV67UoUOHVLx4cbVr105ff/21IiMjFRQUZDomYITNZtPPP/+c4+/LzMzU6dOnmaj9hxEjRqhBgwZatmyZ2rVrZzoOgP8ZNmyYqlevrscff9x0FAC3yOFwcEYtAADwGhS1AAD4kLp166pu3boaPXq0Dh48eKlw7Nevn86fP6+aNWvqgQceUJMmTdS4cWOVKlXKdGSj0tLStH37dsXExGj16tVat26d0tLSVKtWLT3++ON68MEHFRERoUKFCpmOChhntVq1fv36HH/fX3/9pczMTCZq/6FevXpq37693njjDbVt25bJPcAL7N27VwsXLtSCBQvk58eCMiC/stvt2rp1q+kYAAAAkihqAQDwWVWqVFGVKlX04osvKjU1VevWrdOKFSu0fPlyvffee3K5XKpataoaN258qbitWrWq6dgelZCQoE2bNikmJkYxMTHatm2bzp8/rzJlyqhp06b65JNPFBkZqbJly5qOCngdm812S2fUOp1OScrzidrMzEwlJyd7bVErSSNHjlStWrW0cOFCPfbYY6bjAD7vtddeU+3atfXII4+YjgIgF+x2OxO1AADAa1DUAgAAhYSEXFp/LEnJycnasmWLNm7cqJiYGPXr10/nzp1T8eLFVblyZVWvXl316tVTjRo1VLt27Xw3eZuRkaHjx49r37592r59u/bv3699+/bpwIEDunjxoipVqqSIiAh169ZNERERql69OtNswE3YbDb99ddfSk9Pz9GUeXaLWsm9E7VnzpyRy+Xy6qL27rvvVlRUlIYNG6YOHTowwQcYtHXrVi1dulRLly7lzwRAPme323XixAldvHiR/28FAADGUdQCAICrFCtWTK1atVKrVq0kSenp6dq+fbt27typ3bt3a+/evVq8eLGSkpJksVhUoUIFVa1aVRUrVlSFChWu+E9TJW5qaqqOHj2qo0eP6tixYzp27JiOHj2qI0eOaP/+/UpLS1NAQICqVKmi8PBwde3aVbVq1VKjRo1UsmRJI5mB/MxqtcrlcunUqVM5mjp3Op2yWCw3/XXn7mLk9OnTkuTVRa0kvfXWWwoPD9fnn3+uZ555xnQcwGe9/PLLuvfee/XQQw+ZjgIglxwOh9LT03Xq1ClZrVbTcQAAgI+jqAUAADdVqFAhNWrUSI0aNbr0msvl0rFjx7Rnzx799NNPOnjwoPbt26elS5cqLi5OmZmZkqSiRYvKbrcrLCxMYWFhKlWq1KX/Xrp0aYWGhkqSihcvLn9/fwUEBKhYsWJX3D8tLU3nzp2TJCUlJSkzM1OpqalKSEhQQkKCTp06JafTecU/nzx58tL3h4WFqUKFCqpQoYJatWql/v37Kzw8XNWrV1dQUJCnHx/gE2w2myTpzz//zHFRW7JkSQUE3PxfTdw9USvp0u9B3qpatWrq3bu3XnnlFT3++ONenxcoiObOnasNGzYoNjbWdBQAbmC32yVJcXFxFLUAAMA4iloAAHBLLBaLKlasqIoVK151VtuFCxf022+/XZpmPXny5KUSNT4+Xv/973+VkJAgp9OpxMTEW7p/SEjIpcI3q/StUaPGpX++fLK3ePHi7vghA7iBy4vanHA6ndlae+zuidqs33tuu+02t17XE4YPH67Zs2fr7bff1ujRo03HAXzK+fPnNXjwYEVHR6thw4am4wBwA4fDIUn6448/VLt2bcNpAACAr6OoBQAAbhcYGKg777xTd955Z7a/Jzk5WRkZGcrIyFBycvIVXwsKClLhwoUl/T39xllSgPcJDQ1VcHCw4uPjc/R92S1qJfdO1CYmJspisVw1we+NSpQooWHDhumll15Sjx49VLlyZdORAJ8xduxYnTp1Sv/v//0/01EAuEnRokVVrFgxxcXFmY4CAABAUQsAALzD5WVJdksbAN6ldOnSHp2odXdRW7hw4WytXPYGzz//vCZPnqxBgwZp4cKFpuMAPuGPP/7QmDFj9Oqrr15alQqgYHA4HPrjjz9MxwAAABDjKAAAAADcwmazeXSi1p2SkpLy1XmvAQEBevfdd7Vo0SJ9++23puMAPuHll19W6dKlNWDAANNRALiZ3W7XiRMnTMcAAACgqAUAAADgHjabLV9N1OanolaSHnzwQUVFRem5555TSkqK6ThAgbZixQrNnj1b48ePV3BwsOk4ANyMiVoAAOAtKGoBAAAAuIXVavVoUetO+W2iNstHH32kpKQkDRs2zHQUoMA6e/as+vbtqyeffFLt27c3HQeAB9jtds6oBQAAXoGiFgAAAnfuqgAAIABJREFUAIBb5HSi1uVyKSEhQaVKlcr2+90lMTFRxYsXd9v18kqZMmU0duxYjRs3Tps3bzYdByiQXnnlFSUmJuqDDz4wHQWAh9jtdiZqAQCAV6CoBQAAAOAWOT2j9q+//lJ6erqsVutN3+vuidr8uPo4yzPPPKOWLVvqueeeU3p6uuk4QIGydetWffLJJ3r//fdls9lMxwHgIXa7XU6nUxcuXDAdBQAA+DiKWgAAAABuYbVaFR8fr4sXL2br/VmlbnaKWsm9E7X5dfWx9HdpPWHCBB0+fFijR482HQcoMM6fP3/pgxDR0dGm4wDwIIfDIZfLpZMnT5qOAgAAfBxFLQAAAAC3sNlsysjI0OnTp7P1/pwUtZ6YqM2Pq4+z3HXXXRo1apRGjBihH3/80XQcoEAYMmSIfvvtN02ePNntv+cA8C52u12SOKcWAAAYR1ELAAAAwC2y1oRm95za+Ph4+fn5GTujNr9O1Gbp37+/WrdurSeffFLJycmm4wD52qpVq/Thhx/qP//5jypUqGA6DgAPs9vt8vPz45xaAABgHEUtAAAAALfImozN7jm18fHxKlmypAICAm76XndPtyUlJeXriVrp72cydepUpaSkaMCAAabjAPmW0+lU9+7dFRUVpa5du5qOAyAPFCpUSKVKlWKiFgAAGEdRCwAAAMAtSpUqpYCAgGxP1DqdzmyfTysxUXstNptNkyZN0pQpUzR37lzTcYB86dlnn1VAQIAmTZpkOgqAPGS32ylqAQCAcRS1AAAAANzCz89PYWFhOVp9nJOi1l0yMzN19uzZAlHUStIjjzyiXr166fnnn9fx48dNxwHylY8//ljLli1TpUqVdPbsWdNxAOQhh8PB6mMAAGAcRS0AAAAAt7HZbDlafZzdotZisbhtojYpKUkulyvfrz6+3Pvvv6+yZcsqKipKaWlppuMA+cLmzZs1cOBA9enTR/Hx8apTp46WL19uOhaAPMJELQAA8AYUtQAAAADcxmq1ev1EbVJSkiQVmIlaSSpSpIgWLlyogwcPqmfPnqbjAF7vzz//VKdOndS6dWuNGzdO27dv16OPPqp27drpxRdf1IULF0xHBOBhFLUAAMAbUNQCAAAAcJv8MFGbmJgoqWAVtZJUuXJlffnll5oxY4amTJliOg7gtTIyMtS5c2cFBAToiy++kJ+fn0JCQjR58mR9/vnn+uyzz9SkSRMdPXrUdFQAHmS321l9DAAAjKOoBQAAAOA2NpvN6ydqs4ragrT6OMvDDz+sV155Rf369dPWrVtNxwG80qBBg7RlyxYtWLBAYWFhV3wtOjpa27Zt0/nz51WnTh3Nnz/fUEoAnuZwOJSUlKSUlBTTUQAAgA+jqAUAAADgNtldfZyenq4zZ84YO6NWKngTtVmGDx+uZs2aKSoqSidOnDAdB/AqM2fO1Lhx4/Tpp5+qbt2613xPtWrVtHXrVj311FPq1KkTq5CBAsput0sS648BAIBRFLUAAAAA3Ca7E7Xx8fFyuVzGJmoLFSqkkJCQPL93XvD399fs2bMVEhKihx9+WGfPnjUdCfAK69evV48ePfR//+//VdeuXW/43uDgYI0fP15ffPGFpk6dqoiICB05ciSPkgLIC1lFLeuPAQCASRS1AAAAANzGZrMpNTVVycnJN3xf1jm2ps6oLajTtFlKliyplStX6rffflOnTp2UkZFhOhJg1C+//KKoqCi1bt1a77zzTra/r1u3btq2bZsuXLigunXrat68eR5MCSAvlS5dWoGBgUzUAgAAoyhqAQAAALhNVvGaVcReT06LWndKTEwskOfT/lPFihW1dOlSrV27Vn379jUdBzAmISFBbdq0Ufny5fXVV1/J398/R99ftWpVbdmyRU899ZQ6d+7MKmSggPDz81OZMmUoagEAgFEUtQAAAADcxmazSdJN1x/Hx8crKCgo24Wpu8+oLegTtVkaNGigL774QlOmTNG4ceNMxwHy3Pnz59W+fXtlZGRo6dKlKlKkyC1dJ2sV8vTp0zV16lQ1btxYv/zyi5vTAshrdrudohYAABhFUQsAAADAbaxWqywWS7aK2qz35jVfWH18uaioKI0ZM0YDBw7UzJkzTccB8kx6ero6deqkAwcOaPny5Zc+SJIbXbt21fbt25WRkaG6detq7ty5bkgKwBSHw8EZtQAAwCiKWgAAAABuExgYqNtuu+2mq4+dTmeO1h67e6LWF1YfX+6ll17Syy+/rKeeeopiCT4hMzNT0dHRWr16tRYvXqxq1aq57dpVqlRRbGysunfvrs6dO+u5555TWlqa264PIO8wUQsAAEyjqAUAAADgVlarNdsTtSb42kRtltGjR+uFF15Qt27dtGzZMtNxAI9xuVx6/vnntXjxYi1dulRNmjRx+z2yViEvWLBAc+fOVePGjXX48GG33weAZ9ntdiZqAQCAURS1AAAAANzKZrPddKI2p0WtOydqfbWolaT33ntP0dHR6tixo9auXWs6DuARL7/8sj7//HPNmzdPLVq08Oi9HnvsMW3ZskUXL15UvXr1NGfOHI/eD4B7ZU3UuuvPGAAAADlFUQsAAADArWw2m1dP1CYlJflsUWuxWDRx4kS1a9dO7du3V0xMjOlIgFsNGjRI48aN06xZs9S2bds8ueflq5CfeOIJRUdHKzU1NU/uDSB3HA6HLly4oISEBNNRAACAj6KoBQAAAOBW2S1qS5cune1runui1tfOqL2cv7+/ZsyYoZYtW+rBBx/U6tWrTUcCcs3lcunf//633n//fX3++eeKiorK0/sHBQVp/Pjx+vrrr7VkyRJFRESwChnIB+x2uyRxTi0AADCGohYAAACAW3nijFpWH7tXYGCgFixYoKioKLVt21aLFi0yHQm4ZZmZmXr22Wc1efJkffXVV+ratauxLI8++qh27dqlwMBA1a1bV7NnzzaWBcDNORwOSeKcWgAAYAxFLQAAAAC3utkZtcnJyUpNTTW2+jg5OdmnJ2qz+Pv7a+rUqerWrZs6duyoGTNmmI4E5FhGRoaefvppzZw5U3Pnzs3zSdprKV++vNatW6enn35aXbp0UXR0tM6dO2c6FoBrKF68uIoWLcpELQAAMCbAdAAAAAAABYvVatWZM2d0/vx5BQcHX/X1rBLXxETtuXPnlJ6e7vMTtVn8/Pw0efJkFS5cWN27d1dGRoa6d+9uOhaQLampqerUqZPWrVunlStXqnnz5qYjXZK1CrlFixZ65pln1LBhQ82dO1fVq1c3HQ3AP9jtdiZqAQCAMUzUAgAAAHArm80mSXI6ndf8+q0Ute6SmJgoSRS1l7FYLBo/fryGDBmiZ555RsOHD3fbmmnAU5xOp1q2bKlNmzbpu+++86qS9nIdOnTQzp07VaxYMTVq1EizZs0yHQnAP9jtdp04ccJ0DAAA4KMoagEAAAC4VVZRe71zarNeL126dLav6a6J2qyiltXHVxs5cqSmTJmikSNH6umnn9aFCxdMRwKu6fDhw2rSpIn+/PNPxcTE6J577jEd6YbKly+v9evXq0+fPuratSurkAEv43A4mKgFAADGUNQCAAAAcKusSdnrnVMbHx+v0NDQa65F9rSkpCRJTNRezzPPPKNly5Zp4cKFatOmjc6cOWM6EnCFTZs2qXHjxipRooRiY2NVrVo105GypVChQho9erQWLlyopUuXqkGDBtq3b5/pWAD090QtZ9QCAABTKGoBAAAAuFXRokVVpEiR607UxsfH53jtsbsnailqr69169Zat26dfv75Z0VEROjo0aOmIwGSpJkzZ6ply5Zq2rSp1qxZY2R9em498sgj2rVrl0JDQ9WoUSPNnDnTdCTA53FGLQAAMImiFgAAAIDbWa3W6xa1TqfTWMGSmJgoi8WiokWLGrl/flG7dm3FxsaqUKFCatCggVatWmU6EnxYRkaGBgwYoG7duunf//635s6dq5CQENOxblm5cuW0fv169e3bV926dVN0dLTOnj1rOhbgsxwOh+Lj45WRkWE6CgAA8EEUtQAAAADczmaz3XD1cU6LWj8/P7dM1CYlJalo0aLy9/fP9bUKuttvv12xsbFq3769IiMjNWTIEF28eNF0LPgYp9OpyMhITZgwQVOnTtXYsWPl55f//yojICBAo0eP1qJFi7Rs2TI1aNBAP/30k+lYgE+y2+26ePGiTp48aToKAADwQfn/324AAAAAeB2bzebW1ceS3FbUFi9ePNfX8RXBwcGaOnWqJk6cqA8++ECPPPII59Yiz2zbtk3169fXr7/+qi1btqh79+6mI7ld+/bttWvXLpUoUUINGzbUp59+ajoS4HPsdrsksf4YAAAYQVELAAAAwO1utPr4Vidq3THNmZKSwtrjW9CrVy99//332r59u+655x7t2bPHdCQUYC6XSx9++KEiIiJUs2ZN/fjjj6pZs6bpWB5zxx13aN26dRo0aJB69+7NKmQgj9ntdlksFsXFxZmOAgAAfBBFLQAAAAC3u9nq49KlS+foeu4saosVK5br6/ii++67T9u2bVOZMmXUsGFDffDBB26ZcgYuFx8fr3bt2mngwIF6/fXX9c033+i2224zHcvjAgIC9Oabb15ahVy/fn3t3bvXdCzAJwQFBSksLIyiFgAAGEFRCwAAAMDtrjdRm5mZqYSEhBxP1FosFrcUtcnJyRS1uWC327VmzRqNGTNGQ4YMUevWrVkVCbf57rvvVLt2be3bt08//PCDhg4dKovFYjpWnnr44Ye1a9cuhYWF6Z577tH48eNNRwJ8gt1up6gFAABGUNQCAAAAcDubzaaEhARlZmZe8XrWa7ey+tgd05vJycmsPs4lPz8/vfjii9q4caOOHz+u2rVra/HixaZjIR87f/68hgwZosjISDVp0kQ7d+7UfffdZzqWMXfccYfWrl2rQYMGacCAAYqOjlZKSorpWECB5nA4+OARAAAwgqIWAAAAgNtZrVZlZmbq1KlTV7yetQ7Z5Bm1TNS6R4MGDbRjxw61b99eHTp00NNPP62//vrLdCzkMzExMapbt64mTpyoL7/8UnPnzlWJEiVMxzIuaxXyt99+q1WrVql+/fqcDQ14EBO1AADAFIpaAAAAAG6XVcT+85xa00UtE7XuVbRoUX322WdauHChVq1aperVq2vOnDmmYyEfSEpKUr9+/dS0aVOVK1dOu3fvVpcuXUzH8jqtWrXStm3bVLp0aVYhAx5EUQsAAEyhqAUAAADgdjcqav39/RUWFpaj67mzqGWi1v06dOig/fv3q3PnzurSpYvatm2r48ePm44FL7V8+XKFh4dr1qxZmjBhglasWKHy5cubjuW1br/9dq1Zs0aDBw/WgAED1K1bN1YhA25mt9tZfQwAAIygqAUAAADgdmFhYQoICLhmUVuqVCn5+eXsX0UsFotbzqhNSUlhotZDQkNDNX78eP3www86fPiwwsPDNX78eKWnp5uOBi/x22+/qVOnTmrbtq3uu+8+/fzzz+rVq5csFovpaF4vaxXyqlWr9P3336t+/fravXu36VhAgeFwOHTmzBmdPXvWdBQAAOBjKGoBAAAAuJ3FYlGpUqWuKmqdTqdsNluOr8dEbf7RrFkz7d69W/369dPgwYNVq1Ytffvtt6ZjwaBz587prbfeUrVq1bRjxw4tX75cM2bMUOnSpU1Hy3fuv/9+bdu2TVarVY0aNWIVMuAmdrtdknTixAnDSQAAgK+hqAUAAADgEVarVU6n84rX4uPjc3w+reS+ojYlJYWiNg8EBwdr1KhROnTokOrXr6/IyEi1bt1a+/btMx0NeWzJkiWqUaOGxo4dq5dfflk//fST2rRpYzpWvuZwOK5YhRwVFaXExETTsYB8zeFwSBLrjwEAQJ6jqAUAAADgEVar9Zqrj00Xtaw+zjt33HGHpk+frtWrVys+Pl516tTRgAEDdOrUKdPR4GGbN2/Wfffdpw4dOqhly5Y6fPiw3nzzTQUHB5uOViD4+/vrzTff1HfffaeYmBg1bNhQu3btMh0LyLesVqsCAgIUFxdnOgoAAPAxFLUAAAAAPMLbitq0tDRduHCBiVoDWrZsqR07dujDDz/UrFmzVLFiRQ0dOlSnT582HQ1utm3bNrVt21aNGzeWn5+ftm7dqs8++0xlypQxHa1AatmypXbv3q3y5cvr3nvvZRUycIv8/PxUpkwZJmoBAECeo6gFAAAA4BHXK2pv5VxKi8Uil8uVqzzJycmSRFFriL+/v3r37q0jR45o5MiRmjJlisqVK6chQ4bozJkzpuMhl/bt26dOnTqpYcOGSkhI0DfffKN169apXr16pqMVeFarVStWrNDgwYM1cOBAPf744/yaAm6B3W7njFoAAJDnKGoBAAAAeETp0qW9aqI2JSVFklh9bFjhwoX14osv6tChQxo0aJAmTZqkO++8UyNGjGAlcj60bds2dezYUTVr1tThw4f1zTffKDY2Vg8//LDpaD7l8lXImzdvVp06dbRlyxbTsYB8xeFwMFELAADyHEUtAAAAAI/450Tt+fPnlZSUZKyoZaLWuxQrVkyvv/66jhw5or59+2rcuHEqX768+vbtq8OHD5uOhxtwuVxaunSpmjdvrgYNGujIkSOaN2+etm/frnbt2pmO59NatGihXbt2qUqVKmrWrBmrkIEcsNvtnFELAADyHEUtAAAAAI+w2WxKTk7WuXPnJOlSaXurRa3L5crV+uOsopaJWu9SokQJDR8+XMePH9fo0aO1cuVKVa1aVY8//rg2bdpkOh4uc/78eU2ZMkU1atRQ+/btVaRIEa1evVrbt2/XY489JovFYjoi9PfvsStXrtRbb72lgQMH6tFHH+U8aCAb7HY7E7UAACDPUdQCAAAA8IisQtbpdErKfVErKVdFbdbqYyZqvVORIkX073//W4cOHdKiRYt08uRJRUREqEaNGhozZowSEhJMR/RZBw4c0JAhQ1SuXDn17dtX9evX1549e7Rs2TK1bNnSdDxcg8Vi0eDBg/X9999ry5YtqlOnjmJjY03HArxa1kRtbv6sAQAAkFMUtQAAAAA8IquQzSpoc1PUZk3q5Wb9cXJysiwWi4oUKXLL14Dn+fn56eGHH1ZMTIw2bdqkhg0bavjw4SpXrpy6d++umJgY0xF9wtmzZzVt2jRFRETo//yf/6P58+erf//++vXXXzV9+nTdfffdpiMiG5o3b67du3erWrVqat68ucaPH08JBVyHw+HQ+fPnmUAHAAB5iqIWAAAAgEfYbDZJVxa1ISEht7R6OGuiNrdFbeHCheXv73/L10DeuvfeezVt2jTFxcXp3Xff1d69e9WkSRNVr15dI0aM0MGDB01HLFAyMjL07bffqkePHrLb7Xr++edVrlw5ff/99zp06JBeffVVlSlTxnRM5FDp0qW1YsWKbK1C/vPPP9WnT588Tgh4B7vdLkmcUwsAAPIURS0AAAAAjyhcuLCKFClyRVGbVd7mlDuK2pSUFM6nzadCQ0P1/PPPa/v27dq2bZvuv/9+ffLJJ6patarq1Kmjt99+W7/88ovpmPlSZmamVq9ereeee05ly5ZVZGSkfvrpJ7311lv6/fffNXv2bN1///2cP5vPZa1CXr16tX788UfVrl1bmzdvvuI9Fy9eVKdOnTRhwgTNmTPHUFLAHIpaAABgAkUtAAAAAI+xWq2Xilqn03lLa48l903Ucj5t/levXj199NFH+v333/XDDz/onnvu0QcffKC77rpL9evX17BhwxQbG6vMzEzTUb1WYmKiFixYoGeffVZ2u12tWrXSjz/+qJdeeklHjhzRli1b1L9/f5UqVcp0VLhZs2bNtGvXLlWvXl1NmzbVmDFjLq1CHjFihDZu3CiLxaLnnntOf/75p+G0QN4qUaKEQkJCdOLECdNRAACAD6GoBQAAAOAxVqtVTqdT0t8TtbktanNztmJKSgpFbQHi7++vFi1aaOLEiYqLi9OqVatUv359ff7557r33ntls9nUpUsXTZ8+/dKHBXyVy+XSrl279Pbbb6tZs2YqVaqUOnfurP379+vFF1/UwYMHtWPHDg0ePFgVK1Y0HRceVrp0aS1fvlzvvvuuXn/9dXXo0EFLlizR8OHDdfHiRblcLqWmpuqZZ54xHRXIc2XLlmWiFgAA5KkA0wEAAAAAFFyXT9T++eefcjgct3SdrLWruZ2oZfVxwRQQEKDWrVurdevWkqQjR47o+++/15IlS9SrVy+lpaWpUqVKioiIUJMmTRQREaHq1asX2HW+GRkZ2r17tzZu3KiYmBitXbtWTqdTpUuXVvPmzfWf//xH7du357xZH2axWPTiiy+qTp06io6O1lNPPXXFr4cLFy5oxYoVmjFjhrp27WowKZC3ypYty0QtAADIUxS1AAAAADzGarXq999/l/T3RG2dOnVu6TruOqOWiVrfUKlSJfXq1Uu9evXS2bNntXbt2kul5bx583T+/HnZbDbde++9atCggcLDwxUeHq4KFSqYjp5jaWlp2r9/v/bu3as9e/YoNjZW27ZtU1pamsqUKaOIiAi98soratasmerUqVNgy2ncmiZNmujOO+/Uhg0brrku/Pnnn1fz5s11++23G0gH5D273c5ELQAAyFMUtQD+P3t3Ht5knb5//0y600JpISmJ7Cgo3UGHpYALILs6IOCCDDoCP1Fk3MDB0cEFhBFnxEFExeVAcRQUVJRdRHZxKVAQ2WxZ26QtS4HubZ4/eNoZviK0adK7ad+v4+ghpMmdE4HS5ux1fQAAALzGarXqp59+knS+qLVYLG5dx1Nn1DJRW/eEhoZqwIABGjBggKTzk4I//vijNm/erE2bNmnevHlKTU2VJDVo0KC8tG3fvr1atWpV/lavXj0jfxlyOBxKTU1VWlqaDh48qJSUFKWkpGjfvn0qLi5WUFCQoqOjde2112rMmDFKSkpSmzZtDM2Mmm/q1Klat27dRT+2ulwuFRQU6P7779eKFSsMSAdUP7vdru+//97oGAAAoA6hqAUAAADgNRaLRQ6HQy6XS5mZmVU+o7aqRS1TYQgMDFSXLl3UpUsXPfbYY5KknJyc8uJz586dSklJ0SeffKKsrKzyx1mtVrVq1UotW7aU1WpVo0aN1Lhx4/L/Nm7cWA0aNFBgYKBCQ0MlSWFhYQoICLjg+c+dO6fCwkJJ0smTJ1VSUqLs7GxlZWUpOzu7/C0rK0vHjh1TamqqUlNTlZeXJ+n8mufmzZsrOjpat912m+Lj4xUTE6O2bdvK358v8VFx3377raZMmXLJj6tFRUVatWqV3n33Xd17773VmA4wBmfUAgCA6sZXcQAAAAC8xmq1KjMzUydPnlRhYWGVi1qXy+V2FlYf4/c0aNBASUlJSkpKuuD2s2fPlk+xlhWmaWlpSk5OvqBUvdjKWHeEhISoUaNG5W9XXHGFOnTooJYtW5aXxM2aNaOQRZU5nU7dcccdFfqY6nK5NH78ePXu3ZtvdkGtV1bUulwuVsUDAIBqwVd3AAAAALzGarWqqKhIBw4cKP+5O8peLGX1MapTWFhY+SrkSzl58qSysrKUk5Oj4uJinTlzRtL5oreoqOiCF/xDQ0MVGBgos9ms8PBw+fn5lRezRq9XRt3RsGFDvffee1qyZIkWL16szMxMBQUFqaCg4KL3Lyws1KhRo7R69WrKK9RqdrtdhYWFOnHihBo1amR0HAAAUAdQ1AIAAADwmrJidv/+/Rf8vLI8sfqYiVp4S0REhCIiIoyOAVRYYGCg+vTpoz59+mjOnDlKTk7W0qVLtWDBAh04cEABAQEqLi4un7gtKirS2rVrNW/ePI0ePdrg9ID32O12SdLx48cpagEAQLUwGx0AAAAAQO1VVsz++uuvMplMslgsbl3HU2fUMlELABcym83q2LGjpkyZov379yslJUXPPPOM4uLiJJ0/F9lsNsvlcukvf/mLDh06ZHBiwHtsNpskKT093eAkAACgrmCiFgAAAIDXWCwWmc1mHTlyRBEREQoICHDrOp44o/bMmTNM1ALAZcTExCgmJkZ/+9vfdPjwYX322WeaPXu2Dhw4oNzcXHXv3l3Dhg0zOmaN06lTJw0dOtToGKiiiIgIhYSE6Pjx40ZHAQAAdQRFLQAAAACv8ff3V0REhI4fP+722mOp6mfUFhcXKz8/n6IWACqhefPmevjhh/Xll1/qxIkTatCggU6ePKnFixercePGRserMfbu3atTp05R1NYSNpuNohYAAFQbiloAAAAAXmW1WuV0OqtU1FZ19fHZs2clidXHAOCm2267TfPmzZN0/ptf/P15SanMzTffbHQEeJDdbmf1MQAAqDacUQsAAADAq6xWq06cOGFoUXvmzBlJYqIWADyAkha1GUUtAACoThS1AAAAALzKarUqJyenRhS1TNQCAIBLYfUxAACoThS1AAAAALzKarXq3Llzslgsbl+jrKh1uVxuPb5s9TETtQAA4FIoagEAQHWiqAUAAADgVRaLRQUFBVWaqDWZTJJYfQwAALyrbPWxu98cBgAAUBkUtQAAAAC8ymKxqKSkRFFRUW5fo6qrj8small9DAAALsVms6mwsFDZ2dlGRwEAAHUARS0AAAAArwoKCpIkRUZGun0NT5xRGxQUpICAALczAACA2s9ut0uS0tPTDU4CAADqAopaAAAAAF7l5+cnSfL393f7GlUtas+dO8c0LQAAuKyyopZzagEAQHWgqAUAAADgVWVnvFXlrLeyotbda5w9e1ahoaFuPz8AAKgbGjZsqHr16jFRCwAAqgVFLQAAAACvKi4uliTl5eW5fQ2TySSpahO1FLUAAKAibDYbE7UAAKBaUNQCAAAA8KqzZ8/KZDIpMzPT7Wt4YvUxRS0AAKgIm83GRC0AAKgWFLUAAAAAvCozM1P+/v5yOp1uX4OiFgAAVBe73c5ELQAAqBYUtQAAAAC8yul0KiQkhIlaAADgE+x2OxO1AACgWlAt1U5eAAAgAElEQVTUAgAAAPAqp9OpsLAwj0zUulwutx5PUQsAACqKM2oBAEB1oagFAAAA4FVOp1MNGzasUlFrMpkkMVELAL6mqKhIbdu21ciRIy+4/dChQ5o9e7b69OmjoKAgmUwmrVixwmPPu2HDBt1///265pprFBISosjISPXu3Vtffvnlb+67ceNGmUwmrVy50mPPD99Wdkatu98gBgAAUFH+RgcAAAAAULs5nU41a9aMM2oBoA56/fXXlZqaqmXLll1we6dOneRwOLzynAcOHFCPHj0uuC0/P19r1qzRmjVr9PLLL+vRRx8tf1+3bt3Uu3dvPfHEE+rdu3f5vzmou+x2uwoLC5Wdna3GjRsbHQcAANRifOYJAAAAwKucTqeioqKq9II8RS0A+J7CwkJNnTpVt912m6688soL3teyZUs9+OCDWrFihUaPHu3R5zWbzerTp48WLFigffv2KS8vT6mpqZo4caIkafLkycrJybngMY8//rhSUlK0aNEij2aBb7Lb7ZLE+mMAAOB1TNQCAAAA8Jrc3FydO3dOV1xxBRO1AFDHLF68WE6n8zdrjyVp69at5T9eunSpR5+3devWv1mj3LJlS82YMUPfffedvv32W+3Zs0edOnUqf3/Pnj1ls9k0d+5cDR8+3KN54HtsNpskKT09XXFxcQanAQAAtRlFLQAAAACvKZuibdGihfLy8nTmzBnVr1+/0tcpK2rdPSuOohbVLScnRyUlJSopKVFOTo78/PzUoEEDSVJISIiCg4MNTgh43/z58xUSEqK+ffsaHaVcQECAJMlqtV5wu5+fn2699VbNnTtXhw8fVvPmzY2IhxqiYcOGCg0NZaIWAAB4HUUtAAAAAK8pK2rbtGkj6fwaZHeKWpPJJImJWhgjOztbaWlpSktL0+HDh+V0OpWVlaXs7OwL3k6fPq28vLxKXTs8PFzh4eFq1KiRLBaLGjVqVP7WpEkTtWrVSi1btlSLFi0od+FTiouLtWHDBnXo0KG8HDVKaWmp0tPT9e6772rNmjXq27evWrVq9Zv7de7cWXPnztXatWs1atSo6g+KGqVJkyYUtQAAwOsoagEAAAB4Tdm643bt2pX/vKy0rQxWH8PbioqKtGfPHqWkpGjnzp365ZdflJqaqrS0NJ05c0bS+W8YsNlsioqKUuPGjdW4cWPFxcWVF6sREREKCgqSdL6ANZvNMpvNCg8PV3Fxcfl18vLylJ+fL0k6c+aMTp48qezsbGVmZiorK0s7duxQdna2jh07ptOnT1/w3C1btlSrVq0UExOjuLg4xcbGqlmzZgb8HwMu7eeff9bZs2cVHx9vWIZffvlF11xzTfnPg4ODNW7cOM2YMeOi909ISJAkbdmyhaIWstvtSk9PNzoGAACo5ShqAQAAAHhN2QRt2QpJd8+prUpRW1JSovz8fIpalCssLNSPP/6oLVu2KDk5WTt37tSePXtUVFSkwMBAXXPNNbrmmms0cODA8mK0ZcuWat68eXkRW11OnjxZPs2blpam1NRUHThwQHPmzNGRI0ckSREREYqLi1NcXJyuu+46JSUlqXXr1tWaE/i/ygquxo0bG5zkv/Lz87Vlyxbt3LlTXbt2/c37LRaLJFHOQRJFLQAAqB4UtQAAAAC8xul0ymq1Kjg4WA0aNKhyUevOGbW5ubmSRFFbh504cUKbN2/W5s2btXHjRv3www/Ky8uT1WpVx44d1a9fP02aNEmxsbG6+uqrDV/T+r8iIiIUERGhxMTE37zv5MmTSklJKZ8C3rZtm958800VFBTIZrOpa9eu6tatm7p27aoOHTrI35+XAFB9Tp06JUlurbv3lKuvvloul0slJSVyOBxatmyZHnvsMfXq1Uu7d+/+zfrjsnOky7KjbrPZbNq6davRMQAAQC3HV2kAAAAAvCYzM1NWq1WSZLVa3S5qq3JG7blz5yRR1NYlpaWlSk5O1po1a7RmzRqtW7dOxcXFat26tZKSkjRixAglJSWpffv25X+2fFFERIR69OihHj16lN9WXFysHTt2aOPGjdq0aZOmTZumzMxMhYaGqkuXLho4cKD++Mc/lk+5A97SsGFDSVJOTo7BSSQ/Pz/Z7Xbdf//9ys/P1/jx47Vo0SJNnDjxgvuVrRqPiIgwIiZqGJvNxhm1AADA6yhqAQAAAHhN2UStdL6ozczMdOs6VVl9fPbsWUkUtbXdyZMn9eWXX2r58uVatWqVsrOz1aJFC/Xt21cPPvigevToocjISKNjep2/v786duyojh07asKECZLOn9P59ddfa8WKFZo8ebL+8pe/KCYmRn379tWAAQPUvXt3+fn5GZwctY3NZpMkZWVlGZzkQgUFBZIuXiCXZS3LjrrNbrcrIyNDLpfLp7+pBwAA1GwUtQAAAAC8xul0lq+WrMpEbVWKWiZqa6/c3Fx99dVXmj9/vlatWqXS0lJ16tRJTzzxhHr16qUOHTrw4rrOr3+9+uqr9eCDD6q4uFhbt27Vl19+qTVr1ujll19WZGSk+vfvr6FDh6p///6UtvCI9u3bKywsTNu3b6/25542bZpOnz6t22+/Xa1bt1ZoaKjS09O1dOlSPfPMM5Kk7t27/+ZxZVk7d+5crXlRM9ntdhUWFiorK6v8/GIAAABPo6gFAAAA4DVOp1OdOnWSdL6oPXjwoFvXoahFmby8PC1ZskQLFy7UihUr5HK5dPPNN2vevHm65ZZbFB4ebnTEGs3f31/dunVTt27dJEl79+7VwoUL9fHHH+v999/XFVdcoaFDh+rOO+/UH/7wB4PTwpeV/Vlbt26dCgoKFBQUdMH7R4wYoQULFlxwW79+/cp/vGjRIt1+++3lP+/WrZs2bdqk5ORkJSQkXPK5T5w4oZdffln/+Mc/Lvr+u+++W3369PnN7WXnkd54442X/sWhTiibrE5PT6eoBQAAXmM2OgAAAACA2svpdJa/uOmJiVqXy1Xpx1LU1g579uzRk08+qWbNmmnkyJHKysrSjBkzdPToUS1dulT33HMPJa0b2rVrp6efflq7du3S7t27df/992vlypXq1KmTrrnmGs2YMaPGra6F77jnnnuUn5+vZcuWVflaZd+o4+9/+ZmDp59+Wq+99pquv/56Wa1WBQQEKCoqSv369dN//vMfvf/++795TElJiT7//HP16NFDLVq0qHJe+D673S5JnFMLAAC8iqIWAAAAgFe4XC5lZWVdcEatu0Vt2fpaJmrrlvz8fC1atEi9e/dW+/bttXjxYj3xxBM6fvy4Nm7cqAkTJjDl5EHt27fXlClT9PPPP+uHH35Qjx49NHXqVDVt2lTDhg3TmjVr3PpmCdRdt99+uywWy0WL0Q8++EAul+t33/53mra0tFR79uxRdHS0oqOjL/u84eHhGjdunNatWyeHw6HCwkJlZGRo2bJluuOOOy66Ev3rr79Wenq6Hnjggar9olFrhIeHKzQ0lKIWAAB4FUUtAAAAAK/Izs5WcXHxBUVtVlaWSkpKKn2tqq4+DggIUEBAQKUfC2McPnxYjz/+uKKiojRy5EhZrVZ988032rt3ryZNmlT+Zwre07FjR73xxhs6duyYXn31VaWlpal3796KjY3VO++8o4KCAqMjwgcEBgbqqaee0hdffKH9+/e7fZ1du3bp1KlTevLJJ7127vTMmTMVExOjoUOHeuX68E02m03p6elGxwAAALUYRS0AAAAAryibnv3forakpEQnTpyo9LWqWtQyTesbfvrpJ91111268sor9fHHH+upp57SsWPHtGDBAt1www1eK2jw++rXr68xY8Zo27ZtSk5O1nXXXacHHnhALVu21LRp09z6+4y6Zdy4cWrdurWee+45t6+xceNGtWjRQnfccYcHk/3Xpk2btHr1as2cOVN+fn5eeQ74JopaAADgbRS1AAAAALziYkXt/95eGSaTSSaTiaK2llq+fLluuukmdezYUXv27NHbb7+tX3/9VRMnTlRkZKTR8fD/S0hI0LvvvqvU1FSNGjVKM2fOVPPmzTV+/HgdOnTI6HiooQICArRv376Lrj+uqHHjxiktLa1C59O6IykpSS6XS3369PHK9eG77HY7q48BAIBXUdQCAAAA8Aqn0ymz2axGjRpJqlpRK50va905H5Oitub6+uuvlZSUpP79+ysoKEirV69WcnKy7rnnHlZV12B2u10vvviiDh8+rKlTp+rLL79U27Zt9eCDD+rYsWNGxwMAj7Hb7UzUAgAAr6KoBQAAAOAVTqdTjRo1Kp+AKvuxu0Wt2WxmoraW2LJli3r16qVevXrJZDLp22+/1fLly9WrVy+jo6ESwsLCNGHCBO3bt09vvfWWVqxYodatW2vs2LEUGwBqBZvNxkQtAADwKopaAAAAAF6RmZlZPkUrqXy6lqK27tq+fbv69Omjrl27qri4WBs2bNDGjRvVo0cPo6OhCgICAjRy5Ej9/PPPmjlzppYuXaqrrrpKf/3rX5WTk2N0PABwW9kZte58/gEAAFARFLUAAAAAvMLpdF5Q1Ern1x9nZma6dT2KWt/ldDo1ZswYXXvttTp9+rTWrFmjdevWqVu3bkZHgwcFBQVp/PjxOnDggKZMmaI333xTbdu21dtvv03JAcAn2e12FRUVKTs72+goAACglqKoBQAAAOAVTqdTUVFRF9xmtVqZqK1DioqKNGvWLLVt21ZfffWV5syZo82bN6tnz55GR4MX1atXT48//rgOHDigUaNGady4cbr22mu1fv16o6MBQKXY7XZJYv0xAADwGopaAAAAAF7xexO17ha1JpNJLper0o+jqDXGV199pejoaP31r3/Vww8/rH379mnMmDEym/kytK6IiIjQ9OnTlZycLIvFouuvv17Dhg3T0aNHjY4GABVis9kkiXO3AQCA1/AVMgAAAACvcDqdslgsF9xmtVrlcDjcuh4Ttb7B6XTqzjvv1MCBA9WhQwf98ssveu655/g9qMPat2+vlStX6osvvlBycrKio6M1Z84c1iEDqPHCw8MVFhbGRC0AAPAailoAAAAAXnGxiVqLxcLq41ps0aJFio6O1vr167VkyRJ99NFHat68udGxUEMMGjRIKSkpeuSRR/TII4+oe/fu+vnnn42OBQCX1KRJE4paAADgNRS1AAAAADyusLBQp0+f9ujqY4ramistLU19+vTR8OHDNXjwYP3yyy+67bbbjI6FGig4OFhTpkzR999/r+LiYiUkJOjJJ59UQUGB0dEA4KLsdjurjwEAgNdQ1AIAAADwOKfTKZfLddGiNicnR3l5eZW+JkVtzTR//nzFxsbq2LFj2rx5s9544w3Vr1/f6Fio4eLi4rRlyxbNnj1br732mq699lrt3LnT6FgA8BsUtQAAwJsoagEAAAB4XNnU7MWKWknKzMys9DVNJpNcLlelH0dR6x3Z2dkaMmSI7r33Xo0bN04//fSTOnfubHQs+BCz2awxY8YoOTlZoaGh6ty5s15//XW3/p4DgLfYbDZWHwMAAK+hqAUAAADgcWVFrMViueD2sqLWnfXHTNTWHGvXrlVCQoI2b96sr776SjNmzFBgYKDRseCjrrzySm3cuFETJ07U+PHj1a9fP6bXANQYFLUAAMCbKGoBAAAAeFxGRoaCg4MVHh5+we3VXdS6XC7l5eVR1HpIUVGRnnjiCfXq1UtdunTRzz//rL59+xodC7WAv7+/pkyZonXr1mnv3r3q0KGDVq1aZXQsAJDdbldGRoZb3ywGAABwORS1AAAAADzO6XQqKirqN7fXr19f9erVq7aiNjc3Vy6Xi6LWAzIyMtSzZ0+9/vrreuedd7Rw4UJFREQYHQu1TLdu3bR9+3bdeOON6t+/v6ZOncoqZACGstvtKioqUlZWltFRAABALeRvdAAAAAAAtY/D4fjN+bRlLBaLW0WtyWSqdFF77tw5SaKoraIffvhBQ4YMUWBgoLZs2aLY2FijI6EWCw8P14cffqgbbrhB48eP15YtW/TBBx+oYcOGRker07Zt26bHH3/c6Bg10r59+9S8eXOjY8BLbDabJCk9Pf13P7cBAABwF0UtAAAAAI9zOBwXnaiVzq8/LjvDtjLMZnOlJ+soaqvuzTff1Pjx49W7d2+9//77TNGi2owZM0bR0dEaOnSorrvuOi1evJhvEjDI1VdfrVOnTmn9+vVGR7mkvLw85eXlKTIyslqf12q1qlWrVtX6nKg+drtdknT8+HHFx8cbnAYAANQ2FLUAAAAAPM7pdKpZs2YXfZ/Vaq221ccUte4rLCzU2LFjNX/+fE2ZMkV/+9vfZDKZjI6FOiYpKUk//vijhg4dqq5du+q9997TkCFDjI5V57z66qtGR6iQ2bNn6+mnn9b+/fv5eAWPadCggcLCwnT8+HGjowAAgFqIM2oBAAAAeNzlJmqru6gNCQmp9PPVZSdPnlSfPn20ePFiLV26VE8//TSlBwxjs9n0zTff6J577tGwYcP08ssvGx0JNVRCQoJOnTqlQ4cOGR0FtYzNZlN6errRMQAAQC3ERC0AAAAAj7vUGbVRUVHasWNHpa/pTlGbm5sriYnaykhNTdWAAQN0+vRprVu3TomJiUZHAhQQEKA5c+aoXbt2evTRR/XLL7/o9ddfl78/L2vgvxISEmQ2m7V9+3a1bNnS6DioRShqAQCAtzBRCwAAAMCjXC6XsrKyfnei1mKxuDVRazKZKn1GbV5eniQmaitq27Zt6tKli/z9/bV161ZKWtQ4EyZM0CeffKIPP/xQAwYMUE5OjtGRUIOEhYWpTZs2Sk5ONjoKahm73c7qYwAA4BUUtQAAAAA8Kjs7W8XFxb87UVu2+riypWtVJmopai9v6dKluvHGG9WxY0dt3rz5d88YBoz2xz/+UWvXrtX27dt14403yuFwGB0JNUhiYiJFLTyOohYAAHgLRS0AAAAAjyorTS51Rm1hYaFOnz5dqeu6W9QGBQXJz8+vUo+raz766CMNGTJEd999tz7//HOFhYUZHQm4pE6dOmnLli06c+aMrr/+eh09etToSKghEhIStH37dqNjoJZh9TEAAPAWiloAAAAAHlWRolZSpdcfu1PU5uXlqV69epV6TF3zwQcf6J577tGYMWP0xhtvcOYnfEbr1q21YcMGBQUFqVu3bjpw4IDRkVADJCYm6siRI8rKyjI6CmoRm82mjIyMSn8eAgAAcDkUtQAAAAA8yul0yt/fX5GRkRd9f1WK2squS87NzWXt8SW8/vrr+tOf/qTHHntMs2fPlslkMjoSUClRUVFat26dmjRpou7duyslJcXoSDBYhw4dJImpWniU3W5XUVER3wAAAAA8jqIWAAAAgEc5HA5ZLBaZzRf/csNischkMlW6qDWZTEzUetD06dP14IMPatq0aZo+fbrRcQC3RUREaOXKlWrTpo169uxJQVfHWa1W2Ww2zqmFR9ntdkninFoAAOBxFLUAAAAAPMrhcJRPzV5MQECAIiIiqmWiNi8vj4nai5g5c6YmT56sV199VZMmTTI6DlBl4eHhWrlypWJjY9W7d2/t3r3b6EgwUGJiIoU9PMpms0kS59QCAACPo6gFAAAA4FFOp/N3z6ctY7Vaq+WM2tzcXCZq/4933nlHEydO1IwZM/TQQw8ZHQfwmNDQUC1dulTR0dG66aabtHfvXqMjwSAJCQlM1MKjGjRooLCwMCZqAQCAx1HUAgAAAPAoh8NRoaI2MzOzUtelqK26999/X6NHj9bzzz+vJ554wug4gMfVq1dPX3zxhVq0aKHevXsrLS3N6EgwQGJiovbt26dz584ZHQW1iM1mo6gFAAAeR1ELAAAAwKMut/pYqr6JWlYf/9eSJUt03333acKECXrqqaeMjgN4TYMGDbRq1So1btxYvXv3ZlVpHZSYmKiSkhKlpKQYHQW1iN1u5+MJAADwOIpaAAAAAB5V0dXHDoejUtc1mUxM1Lpp1apVuuOOOzRu3Dj985//NDoO4HUNGzbU8uXLZTab1adPH50+fdroSKhGrVu3Vnh4OOuP4VEUtQAAwBsoagEAAAB4VEWKWovF4tZErcvlqtRjmKiVdu7cqaFDh2rYsGF65ZVXjI4DVJuoqCitWbNG2dnZuv3221VUVGR0JFQTk8mkuLg4bd++3egoqEVYfQwAALyBohYAAACAx+Tk5CgvL6/GrD6u6xO16enpGjRokBISEjRv3jyZTCajIwHVqlmzZvryyy+1detWjR071ug4qEaJiYlM1MKjKGoBAIA3UNQCAAAA8JiydcYVWX184sSJSk24uXtGbV0tas+ePasBAwaoXr16+uyzzxQUFGR0JMAQiYmJWrhwod5//3298MILRsdBNUlMTFRKSgqT1PAYu92ujIyMSn8uAgAAcCkUtQAAAAA8pjJFrcvlUlZWVoWv7e5EbV1cfVxSUqK7775bR44c0dKlSxUREWF0JMBQ/fr105w5c/TMM8/o/fffNzoOqkFCQoLy8/O1d+9eo6OglrDb7SouLlZmZqbRUQAAQC1CUQsAAADAY5xOp0wmkywWyyXvV7YauTLrj00mE0VtBU2cOFGrV6/Wl19+qSuvvNLoOECNMHr0aD366KMaPXq0tm3bZnQceFn79u0VFBTEObXwGJvNJun8sQIAAACeQlELAAAAwGMcDociIiIUEBBwyfu5U9SazWa5XK5K5amLq48/+ugj/fOf/9ScOXPUqVMno+MANco//vEP3XTTTbr99tuZiqvlAgMD1b59e86phcdcccUVksQ5tQAAwKMoagEAAAB4jMPhuOzaY0nlZW5li1omai/tl19+0ZgxY/Twww9r1KhRRscBahyz2awFCxYoICBAw4cPV3FxsdGR4EWJiYkUtfCYsLAwhYWFUdQCAACPoqgFAAAA4DFOp7NCRW3ZemRvF7V1aaL2zJkzGjx4sGJiYvTSSy8ZHQeosSIiIrR48WJ99913euqpp4yOAy9KSEhQcnJypbcxAL/Hbrez+hgAAHgURS0AAAAAj3E4HOVrjS/HarVWavVoZYva0tJS5efn14mi1uVyacSIETp16pQ+/fRTBQYGGh0JqNHi4+M1Z84cvfTSS/r000+NjgMvSUxM1KlTp3T48GGjo6CWsNlsFLUAAMCjKGoBAAAAeExFVx9L54vaykzUmkymShW1+fn5crlcdWL18SuvvKLly5dr0aJFstlsRscBfMKf/vQnjR07Vn/+85+VlpZmdBx4QUJCgsxmM+uP4TF2u53VxwAAwKMoagEAAAB4TEVXH0tSVFRUpVcfV2Z9ZW5uriTV+ona3bt3a/Lkyfr73/+upKQko+MAPuWVV15RixYtNGLECJWUlBgdBx4WFhamNm3aaPv27UZHQS1BUQsAADyNohYAAACAx1R29bE3z6jNy8uTpFo9UVtQUKC77rpLHTt21JNPPml0HMDnBAUF6cMPP9RPP/2kF1980eg48ILExEQmauExrD4GAACeRlELAAAAwCPy8/OVk5NT4Ylai8Xi1aK2LkzUPvHEEzp06JA++OAD+fn5GR0H8EnR0dGaOnWqnn32WW3dutXoOPCwhIQEilp4jM1mU0ZGBhP4AADAYyhqAQAAAHiEw+GQpEqdUVv2mIqo7Bm1tb2oXbVqlWbPnq05c+aoZcuWRscBfNpf/vIX3Xzzzbr77ruVk5NjdBx4UGJioo4cOaKsrCyjo6AWsNvtKi4u5s8TAADwGIpaAAAAAB5RNh1bmdXHubm5OnfuXIXuX9kzamvz6uPTp0/r3nvv1Z133qm77rrL6DiAzzOZTJo3b55ycnL017/+1eg48KAOHTpIEufUwiPsdrskcU4tAADwGIpaAAAAAB5RNh1bmaJWUoXXH7P6+L8mTpyowsJCvfLKK0ZHAWoNm82mf/3rX5o7d642btxodBx4iNVqlc1mo6iFR5QVtZxTCwAAPIWiFgAAAIBHOBwOhYWFKTQ0tEL393ZRW1snar/99lu99dZbmj17tiwWi9FxgFplxIgRGjBggO6//37l5+cbHQcewjm18JSwsDDVr1+fiVoAAOAxFLUAAAAAPMLhcFT4fFqpeiZqTSaTgoODK/yYmq6goEAPPPCA+vXrp+HDhxsdB6iVZs+erWPHjunFF180Ogo8JDExkaIWHmOz2ShqAQCAx1DUAgAAAPAIp9NZqaI2JCREYWFhyszMrND93SlqQ0JCZDKZKvyYmu7ZZ5/V0aNHNXfuXKOjALVW8+bN9fzzz2vatGmsy60lEhMTtW/fvvKV+EBV2O12Vh8DAACPoagFAAAA4BEOh6PC59OWsVgsFS5qJcnlclX4vnl5ebXqfNrdu3dr5syZevHFF9WsWTOj4wC12vjx49WxY0c99NBDlfq4g5opPj5eJSUlSklJMToKagGKWgAA4EkUtQAAAAA8orITtVLlilqTyVSpwqRsora2eOyxxxQTE6MHHnjA6ChArefn56fXX39dW7Zs0X/+8x+j46CK2rRpo7CwMO3cudPoKKgFWH0MAAA8iaIWAAAAgEdU9oxaqXJFrdlsrrMTtUuXLtXKlSv1yiuvyGzmyzigOiQmJmrUqFGaOHGizp07Z3QcVIHZbFZsbKx27NhhdBTUAhS1AADAk/gKHwAAAIBHeHv1sclkqtQZtXl5ebViorawsFCPP/64hg0bph49ehgdB6hTXnzxRZ09e1YvvfSS0VFQRfHx8RS18Ai73S6Hw6GSkhKjowAAgFrA3+gAAACg7jhx4oSysrKUnZ1d/lZQUKCTJ09KOl9GlE2snDlzRsXFxWrYsKFMJpMCAgIUFhYmSQoNDVVQUJAaNWr0m7fAwEDDfn1AXVZcXKwTJ064NVG7a9euCt3XndXHtWGi9t///rcOHz6slStXGh0FqHOsVqsmT56sKVOm6N5771WLFi2MjgQ3xcfH68MPP5TL5ZLJZDI6DnyY3W5XcXGxMjMz1aRJE6PjAAAAH0dRCwAAPOLkyZNKS0tTWlqaUg1AHTYAACAASURBVFNTL/ivw+FQdnb2bybh6tWrp5CQEIWHh0uSAgMDFRoaKul8GRsYGFhe4hYVFens2bOSzpcveXl5On369G9y1K9fX1FRUWrWrJlatWqlli1bqmXLluU/ttvtrA0FvCAzM1OlpaU17oxaXy9qs7Ky9MILL+jxxx9Xy5YtjY4D1EkTJkzQm2++qcmTJ2vBggVGx4Gb4uPjlZOTo7S0NLVq1croOPBhNptNkpSenk5RCwAAqoyiFgAAVEpubq5+/vln7dixQykpKUpJSdGOHTuUnZ0t6XyRYrPZysvRW2+9VTabTY0aNVLjxo3VuHHj8h9XdSVpcXHxBdO5ZW/p6ek6cuSIUlNTtWHDBh06dEiFhYWSpKCgIEVHRys2NlaxsbGKj49XbGxspcslABdyOp2S5PXVx5U9o9bXVx/PmDFDQUFBmjRpktFRgDorKChI06dP1/DhwzVp0iTFxcUZHQluiIuLk9ls1o4dOyhqUSV2u12SdPz4cSUmJhqcBgAA+DqKWgAA8LtKSkqUkpKijRs3asuWLfrhhx908OBBlZSUqF69eoqOjlZ8fLxuvfVWtW3bVq1atVKLFi0UHBxcLfn8/f0VFRV12ZK1tLRUx48fV1pamvbv36/du3dr586dWrlypTIyMiRJUVFRSkhIUJcuXdS1a1d17txZ9evXr45fBlArOBwOSXJrojY3N7dC0691baI2IyNDc+bM0dSpU8tXvwMwxpAhQxQfH6+///3vWrJkidFx4IbQ0FC1bt1aO3bs0G233WZ0HPiwsLAw1a9fX8ePHzc6CgAAqAUoagEAQLnc3Fxt2rRJmzZt0ubNm7V161adOXNG4eHh6tq1q+644w7FxcUpLi5Obdq08ZkVwmazWU2bNlXTpk3VrVu3C96XmZmpnTt3aufOnUpOTtb8+fM1ZcoU+fn5KS4uTklJSeratauuv/768u+eB/BbDodDQUFB5avMK8pisUg6/3fxcmc/ujNR26BBg0rlqUmmTZum8PBwjR071ugoQJ1nMpn07LPP6pZbbtG2bdv0hz/8wehIcEN8fLx27NhhdAzUAna7Xenp6UbHAAAAtQBFLQAAddyvv/6qNWvWaM2aNVq+fLnOnj0rm82mbt266fnnn1e3bt2UmJjoM6VsZVksFvXs2VM9e/Ysvy0jI0Pff/+9Nm3apI0bN+qtt95SQUGBWrdurYEDB2rQoEHq3r27goKCDEwO1CxOp1NWq1Umk6lSj6tMUWs2m+vMRO3x48c1b948zZw50+fXNwO1xaBBg9SpUyc9++yz+uqrr4yOAzfEx8frvffeMzoGagGKWgAA4CkUtQAA1DH5+flavXq1li1bphUrVigtLU2RkZHq3bu3/v3vf6tPnz6y2WxGxzRUkyZNNGjQIA0aNEjS+bJnw4YNWrFihZYvX65XX31V9evXV8+ePdW3b1/dcsstdf7/GeBwOCp9Pq3036K27IzbSzGZTCotLa3wtfPy8ny2qH3uuedksVj05z//2egoAP7Hs88+q759+2rLli3q0qWL0XFQSfHx8UpNTVVOTo5Pb1yA8Ww2G6uPAQCAR9TO0RgAAHCBkpISbdy4UWPHjlWTJk10yy23aP369Ro+fLhWr16tjIwMffTRRxo1ahSF40XUq1dPffr00b/+9S/98ssv+vXXXzVz5kwFBARo4sSJ5SuVZ82aVX7mLVDXOJ3OSp9PK50/5y0kJESZmZmXva87Z9RW15nZnnTkyBG98847evrpp5ncB2qYPn36qFu3bnruueeMjgI3xMfHy+VyKSUlxego8HF2u52iFgAAeARFLQAAtVRxcbFWrFih++67TxaLRT169NCuXbv07LPP6ujRo9q9e7emT5+uXr16KSAgwOi4PqVVq1YaM2aMFi5cqIyMDC1atEhNmzbVU089paZNm6p3796aN2+eTpw4YXRUoNo4HA63ilpJaty4sVeK2ry8PJ9cGzxr1ixZrVaNHDnS6CgALuLJJ5/UihUrOOvUBzVv3lwRERH83qHKbDYbq48BAIBHUNQCAFDLHD16VDNmzFCbNm3Ur18/fffdd3r44Ye1f/9+bdq0SRMmTNAVV1xhdMxaIyQkRIMHD9ZHH32krKwsLVmyRDabTY888ohsNpuGDRumNWvWVKpcAnxRVYpai8XilaI2Pz/f54raM2fOaN68eXr44YcVGBhodBwAF9G/f39FR0frlVdeMToKKslkMik2NpaiFlVms9mUkZGhkpISo6MAAAAfR1ELAEAtUFhYqIULF6p3795q0aKF/v3vf2vkyJE6ePCgdu/erSlTpqhNmzZGx6z1goODNWjQIM2fP1/p6emaO3eujh49qt69e+uqq67S9OnTWY2MWsvdM2ol7xW1eXl5Prf6+M0331RpaanGjBljdBQAv8NkMumRRx7RggULdPToUaPjoJLi4+MpalFldrtdJSUlFfr8BQAA4FIoagEA8GFHjhzRpEmT1LRpU911110KDg7WkiVLdOjQIT3//PNq3bq10RHrrLCwMN17773avHmzdu3apYEDB+qll15S8+bNNXjwYH377bdGRwQ8xuVyKTMzk4naKiouLtarr76qP//5z2rYsKHRcQBcwogRI9S4cWPNmTPH6CiopPj4eO3atUulpaVGR4EPs9vtksQ5tQAAoMooagEA8EHJyckaMWKE2rRpowULFuihhx5SWlqali5dqltuuUV+fn5GR8T/KFuPeOzYMb377rvKzMzUDTfcoOuuu04fffSRiouLjY4IVMnJkydVVFTk9Ylas9lc6aLWlyZqFy5cqGPHjmn8+PFGRwFwGUFBQXrwwQc1d+5cnT171ug4qIT4+HidO3dOBw4cMDoKfJjNZpNEUQsAAKqOohYAAB+yceNGDRo0SB07dlRKSopmz56tAwcO6JlnnlHTpk2NjofLCA4O1t13360NGzboxx9/1DXXXKN77rlHzZs315QpU3Tq1CmjIwJucTgcklQtE7UVnYAqLCxUaWmpT03Uvvbaaxo8eDDbEAAf8cADDyg/P18LFiwwOgoqITo6Wv7+/qw/RpWEhYWpQYMGSk9PNzoKAADwcRS1AADUcKWlpfr4448VExOjHj16qKioSCtXrtSOHTs0ZswYn5oWw3916NBB8+fP1759+zR06FC9/PLLatmypZ555hkKW/ic6ixqKzpRm5eXJ0k+8zFyz5492rx5s8aOHWt0FAAVFBkZqdtvv13z5s0zOgoqISQkRFdddRVFLarMZrMxUQsAAKqMohYAgBrK5XLps88+U2Jiou666y7Fx8drx44dWrFihXr37m10PHhIq1atNGvWLB0+fFhPPPGEXnvtNbVu3VovvPCCzpw5Y3Q8oEKcTqf8/PzUqFEjtx5vtVp15swZ5efnX/J+lSlqy67lK0XtG2+8odatW+vGG280OgqAShg9erR++OEHJScnGx0FlVD2eTVQFXa7nYlaAABQZRS1AADUQGvWrFGnTp00ePBgNW/eXD/++KMWLFig2NhYo6PBSyIiIvTUU0/p0KFDmjRpkl5++WW1atVKU6ZMobBFjedwONS4cWO3z8e2WCySpKysrEvez52JWl9YfVxQUKAFCxZo9OjRMpv5Eg3wJd27d1f79u2ZqvUxFLXwBIpaAADgCbwKAABADbJ161YlJSXp5ptvls1m008//aSlS5cqISHB6GioJmFhYZo0aZIOHjyoMWPG6OWXX1bbtm01d+5clZSUGB0PuCiHwyGr1er248uK2sutP66tE7WffPKJTp06pZEjRxodBYAb7rvvPi1YsEC5ublGR0EFxcfH68iRI8rOzjY6CnwYq48BAIAnUNQCAFADHD16VCNGjFDXrl0VFBSk7777Tp9//jkFbR0WGRmpadOm6ddff9Udd9yhhx9+WB06dNDatWuNjgb8htPpdPt8Wsk7Ra0vTdTOmzdPgwYNkt1uNzoKADeMHDlSeXl5WrhwodFRUEHx8fGSpJSUFIOTwJdR1AIAAE+gqAUAwEB5eXmaMWOG2rdvr/Xr1+u9997T2rVrdd111xkdDTWExWLRv/71L+3evVvt2rVTz549NWjQIB08eNDoaEA5h8NRpaI2PDxcgYGBly1qzWZzrZuoPXLkiL799lvdd999RkcB4CaLxaJBgwZpwYIFRkdBBdntdlksFtYfo0rsdrscDgdbbwAAQJVQ1AIAYJCPP/5YV199taZOnarJkydr//79rL3E77rqqqu0cOFCrVixQgcPHlR0dLQmTZqks2fPGh0NqPLqY0lq3LhxhSZqS0tLK3S9sqK2pk/ULly4UOHh4br55puNjgKgCoYPH65vvvlGDofD6CiooNjYWIpaVIndbldJSYmcTqfRUQAAgA+jqAUAoJodPnxYAwYM0J133qmePXtq3759evLJJxUUFGR0NPiAPn36aOfOnXrppZf01ltvKSYmRsuXLzc6Fuq4qq4+ls5PpHlj9XFNn6hduHChBg8erMDAQKOjAKiCAQMGKCQkRIsXLzY6CiooPj6eohZVYrPZJEkZGRkGJwEAAL6MohYAgGricrn05ptvKiYmRnv37tWaNWv0zjvvqEmTJkZHg4/x9/fX+PHjtWfPHvXo0UP9+/fXsGHDLltyAd7idDqrPFHr6aLWF1Yfp6am6vvvv9ewYcOMjgKgiurVq6eBAwdyTq0PiY+P1+7du1VUVGR0FPiosqI2PT3d4CQAAMCXUdQCAFAN9u/fr5tuukkPPvigxo0bp127dummm24yOhZ8XFRUlObPn6+vvvpK3333ndq1a6c333zT6FioY86ePatz587VyIlaf39/+fv7VymXNy1cuFCRkZH8ewDUEsOGDdP69et1/Phxo6OgAuLj41VQUKB9+/YZHQU+KiwsTGFhYRS1AACgSihqAQDwopKSEk2dOlUxMTHKzc3Vjz/+qOnTp9foCS/4nv79+yslJUV33nmnHnjgAfXv358XjFBtys5jrGlFbX5+fo0/n/aTTz7RH//4RwUEBBgdBYAH9OvXT6Ghofr000+NjoIKaN++vQIDA1l/jCqx2Wx83g0AAKqEohYAAC9JS0vTDTfcoBdeeEEvvviiNm/erLi4OKNjoZZq0KCBXnvtNa1fv1779+9XfHy8vvjiC6NjoQ6oqUVtXl5ejf6mmGPHjunHH3/UkCFDjI4CwEOCg4M1YMAA/v31EYGBgWrXrp127txpdBT4sCZNmnBGLQAAqBKKWgAAvGDRokXq0KGDTpw4oS1btujRRx+Vn5+f0bFQByQlJWnnzp268847deutt2rkyJE6d+6c0bFQizmdTknni9aqqEhRazaba81E7YoVKxQcHKzrr7/e6CgAPKhfv35av369zp49a3QUVEB8fDwTtagSJmoBAEBVUdQCAOBBOTk5GjlypIYPH66hQ4fq+++/V0JCgtGxUMeEhIRo1qxZ+vTTT7Vs2TJde+21+umnn4yOhVrK4XCoYcOGCgoKqtJ1LBaLTp06paKiot+9j8lkUmlpaYWuV9MnapcvX64bb7yxRpfJACqvX79+Ki4u1rp164yOggqgqEVVUdQCAICqoqgFAMBDfvjhB8XFxWn16tVatmyZ3njjDdWrV8/oWKjDBg8erO3bt8tut6tLly6aNWuW0ZFQCzkcjiqvPZbOF7Uul0vZ2dm/e5/KrD4uKCiosSVocXGxvv76a/Xt29foKAA8zGKxKCEhQcuXLzc6CiogPj5e6enp5dshgMpq0qQJRS0AAKgSiloAADzg7bffVvfu3cvPueLFd9QUTZs21erVq/X3v/9djz32mO666y5WIcOjnE6nx4paSZdcf1xbzqjdvHmzTp06pX79+hkdBYAX9OvXj6LWR5RtvuGcWrirbKK2op+fAAAA/F8UtQAAVEFBQYEmTJig0aNHa8KECVq2bFmVz2kEPM1sNmvy5Mn6+uuvtXbtWl177bXas2eP0bFQSzgcDlmt1ipfp+xj56WmmipT1Obn59fYonbFihVq3bq1rrzySqOjAPCCfv36KTU1VXv37jU6Ci7DYrGoSZMmrD+G22w2mwoKCnTq1CmjowAAAB9FUQsAgJuOHTumG264Qe+++64WLVqk6dOny8/Pz+hYwO+6/vrr9cMPPyg8PFydO3fWkiVLjI6EWsBTq48jIyPl7+/v0Ynamrr6eO3atWxeAGqxTp06KTw8XF9//bXRUVABnFOLqrDZbJKkjIwMg5MAAABfRVELAIAbNm7cqA4dOignJ0fff/+9hgwZYnQkoEKaNm2qdevW6fbbb9eQIUP03HPPsaoNVeKp1ccmk0mRkZEeK2pr6kRtXl6ekpOT1b17d6OjAPASf39/de7cWZs2bTI6CiqAohZVUVbUck4tAABwF0UtAACV9NFHH6lXr15KSkrSd999p3bt2hkdCaiU4OBgvf3225ozZ46ef/55jRo1SoWFhUbHgo/y1Opj6fwKyto+Ubtt2zYVFhYqKSnJ6CgAvCgpKYmi1kfEx8drz549fC4EtzRq1EiBgYEUtQAAwG0UtQAAVMKsWbN09913a+zYsfrkk08UFhZmdCTAbf/v//0/LV++XJ9//rluuukmZWVlGR0JPqagoECnT5/2yEStdPmi1mw2q7S0tELXqqkTtZs2bdIVV1yhZs2aGR0FgBclJSXp0KFDOnr0qNFRcBnx8fEqKirSnj17jI4CH2QymWS1WilqAQCA2yhqAQCogOLiYj3wwAN67LHHNGvWLM2aNUtmM/+Mwvf16tVLGzdu1JEjR9SlSxft37/f6EjwIU6nUy6Xq9qK2squPq6JE7WbNm1i7TFQB3Tq1En+/v7avHmz0VFwGe3atVNwcDDrj+E2m83GGbUAAMBtvMIMAMBl5OTkaMCAAfrggw/02Wef6aGHHjI6EuBRMTEx2rJli+rXr6/u3btr27ZtRkeCj3A6nZJUY1cf17SJWpfLpa1bt7L2GKgDQkNDFR8fz/pjH+Dv76/27dtT1MJtNpuNiVoAAOA2iloAAC4hOztbPXv2VEpKir799lsNHDjQ6EiAV9jtdq1fv14dO3ZUz549tXbtWqMjwQc4HA5JqrETtTWtqN27d69OnDihzp07Gx0FQDXo2rWrtm7danQMVEB8fDxFLdxGUQsAAKqCohYAgN/hcDh00003KTMzU+vXr1eHDh2MjgR4VVhYmL744gsNHjxY/fv312effWZ0JNRwDodD9erV89h53bV9onbHjh3y9/dXTEyM0VEAVIOEhASlpKSopKTE6Ci4jPj4eO3cudPoGPBRTZo0oagFAABuo6gFAOAijhw5oh49eig/P18bNmzQlVdeaXQkoFr4+fnpnXfe0YgRIzRs2DAtWrTI6EiowRwOh8emaaXzK5RPnDjxu6WGr59Rm5KSUn4WIoDaLy4uTnl5eTp48KDRUXAZMTExyszMLN8UAVQGE7UAAKAqKGoBAPg/0tLSdOONN8rPz0/ffPONmjVrZnQkoFr5+fnprbfe0kMPPaQ777xT77zzjtGRUEM5nU6PFrUWi0WlpaU6ceLERd/v6xO1O3fuVFxcnNExAFST6Oho+fn5KSUlxegouIyyTQe7du0yOAl8kc1m0+nTp5Wbm2t0FAAA4IMoagEA+B979+5VUlKSGjZsqA0bNshutxsdCTCEyWTSP//5T02cOFGjR4/WG2+8YXQk1EAOh0NWq9Vj17NYLJL0u+uPzWazSktLK3StmjhRu3PnTsXGxhodA0A1CQkJUZs2bShqfUBUVJSsViu/V3CLzWaTJCayAQCAW/yNDgAAQE2RmpqqXr16qXnz5lqxYoXCw8ONjgQYbtq0aQoODta4ceMUEhKikSNHGh0JNYjT6VSrVq08dr3LFbWVXX1ckyZqT58+rcOHD1PUAnVMbGwsZ5/6iJiYGCZq4ZayojY9Pd2jnxcBAIC6gaIWAABJx44dU69evRQZGamvvvqKkhb4H88884zy8/N13333KTAwUHfccYfRkVBDOBwOde7c2WPXa9Sokcxmc5WL2pKSEhUVFdWoonbXrl1yuVwUtUAdExsbqw8++MDoGKiAmJgYfffdd0bHgA+KioqS2WzmnFoAAOAWiloAQJ2XmZmpm2++Wf7+/lq1apUiIyONjgTUONOmTVNhYaFGjhypsLAwDRw40OhIqAE8vfrYz89PERERVS5q8/LyJKlGrT7ev3+/goOD1bx5c6OjAKhGbdu2VVpamoqLi+Xvz0swNVlMTIzefvttlZaWymzmpDBUXEBAgCIjIylqAQCAW/jMEwBQp50+fVp9+/ZVQUGBvvnmG0VFRRkdCaixXnrpJd17770aNmyYvvnmG6PjwGAlJSXKzs72+MdNi8VS5aI2Pz9fkmrURG1aWppatmwpk8lkdBQA1ahVq1YqLi7W0aNHjY6Cy4iNjdW5c+eUlpZmdBT4IJvNpoyMDKNjAAAAH0RRCwCos3Jzc9W3b19lZmbq66+/lt1uNzoSUKOZTCbNmTNHt956q2655RZ9//33RkeCgbKzs1VSUlIji9qaOFFbVtQCqFvK/t5T/tV8MTExMplMnFMLt9hsNiZqAQCAWyhqAQB1UmlpqUaMGKH9+/drzZo1atGihdGRAJ/g5+en+fPnq1u3brrlllt44bkOczgckuTR1cfSpYtas9ms0tLSy16jJk/UAqhboqKiVK9ePaWmphodBZcRFhamFi1aUNTCLRS1AAD8f+zdeVjU5f4+8HvYV5XVGU1ZDFkELNQ6Qupxy6U009S0gNwtSc3do37F1NQ09zQVl9zKtbRU3Oqo4G4ibuDCoh1kEBRlEYZh5veHP7g0EAaY4ZmB+3VdXd/zHT7M3HzQmfFzz/t5qLJY1BIRUa00YcIEHDhwALt27ULTpk1FxyEyKKampti5cyekUim6d++Ox48fi45EAhQVtdU5UatWqzVaOlgfJ2oTExNZ1BLVQhKJBC4uLvxgk4Hw8/NjUUuVwqKWiIiIKotFLRER1Tpr167F0qVLsX79erRv3150HCKDZGtriwMHDiA7Oxsffvgh8vPzRUeiaiaXy2Fqago7Ozut3m9ZRa2m9G2itqCgAP/73//g5uYmOgoRCeDm5saJWgPh6+uLq1evio5BBkgqlbKoJSIiokphUUtERLXKwYMHMWrUKHzzzTf49NNPRcchMmgNGjTAwYMHERMTg0GDBmm0dyjVHGlpaXB2dtZowrUitDFRW1TU6stEbWpqKgoLC9GoUSPRUYhIgMaNG+P+/fuiY5AGfH19ER8fD4VCIToKGRiZTIaHDx9CqVSKjkJEREQGhkUtERHVGjExMejXrx8+++wzTJkyRXQcohrB19cXP/30E3bt2oW5c+eKjkPVqKio1TYnJyekp6eXWvxXdOljfZmoLSqenZycBCchIhEcHR2RkZEhOgZpwNfXFwUFBbh165boKGRgZDIZVCpVlVcFISIiotqHRS0REdUKjx49Qu/evfH2229j9erVouMQ1SjdunXDkiVLMHPmTBw8eFB0HKomqampWt+fFnheZiqVSmRmZpb4mqZFbdFS3Obm5lrPVxlFBY2Dg4PgJEQkgoODA9LT00XHIA14eXnBzMyMyx9ThclkMgDg8sdERERUYSxqiYioxlOpVPj000+hVCrx888/w8TERHQkohonLCwMoaGh+PTTT3H37l3RcagayOVySKVSrd9v0dRpaRMpFVn6WCKR6FVRa2Jignr16omOQkQCcKLWcJiZmcHDwwPXrl0THYUMDItaIiIiqiwWtUREVOPNmDEDf/zxB/bs2cNlJ4l0aNWqVXB3d0fv3r2Rm5srOg7pmFwu19lELfB8aeV/qkhRa25urvX9cysrPT0d9vb2epOnul28eBESiQTh4eFl3iYihyj6kCUyMhISiQRLly7V2WNkZ2dj9OjRcHV1hYmJCSQSCbKzswEAe/fuRUBAAGxsbCCRSF76b+TIkTrLJIKDgwMUCgWysrJERyEN+Pr6sqilCrO2toaNjQ2LWiIiIqowFrVERFSj7d+/H/PmzcPKlSvRqlUr0XGIajQLCwvs2bMHKSkpGDZsmOg4pGO6LGolEkmVJmrz8/P1ZpoWeD5Ry2WPyxcVFQWJRII5c+aIjkJaMnPmTKxYsQLJyckoLCwsvv3mzZvo378/Ll++jJycHIEJq4ejoyMAcKrWQLCopcqSyWQsaomIiKjCWNQSEVGNdevWLYSEhGDo0KEYOnSo6DhEtYKLiwu2bNmCn3/+GStXrhQdh3RErVYjLS1NJ0Wtqakp6tSpU2pRq6miiVp98ejRIxa1/9CyZUuo1epqnSgV8Zi1XWRkJOrWrYsbN26gsLAQarUaNjY2OHbsGJRKJebMmYO8vDyo1Wqo1WokJiaKjqwTRX//WdQaBj8/PyQmJnICmipMJpMhNTVVdAwiIiIyMCxqiYioRlIoFBg4cCA8PDywYsUK0XGIapWuXbsiPDwcEyZMwJUrV0THIR149OgRCgoKdFLUAs+naqs6UWthYaGLaJWSm5sLa2tr0TGIqt2DBw/g6ekJb29vGBkZvXQ7AHTv3l2vPlShK0V//7ktgGHw9fWFWq3GjRs3REchA8OJWiIiIqoMFrVERFQj/d///R/i4uKwdevWWnEBkEjfTJs2DYGBgRg4cCCePXsmOg5pmVwuBwC9Lmr16blf3/K8SmFhIVasWIEWLVrAzs4O9erVQ8uWLbF48eKXCqYX9zY9fvw4AgMDYWVlBWdnZwwbNkyjaeh/7tE6Z84ctGnTBsDzveVf3K9UW7lL2xf2xZ/lzz//RGBgIKytrdGoUSPMnz+/+LgVK1bA09MTFhYW8PLywq5du17KoI1zAjz/M75hwwYEBgbC1tYWlpaWaN68Ob7//nuo1WqN7kPT8/Gis2fP4t///jesra3h4OCA0NBQPHr06KVjIiIiIJFIsHv37hLfX/S1X3/9FQAwduxYSCQSPH78GOfPny+xB+28Wx0tpwAAIABJREFUefMAAAEBARr9nrVxXkQyMzMD8Py5gPSfm5sbbGxsuPwxVRiLWiIiIqoME9EBiIiItO3UqVNYtGgR1qxZA09PT9FxiGolIyMjbN68Gc2bN8ekSZM42V7DGEJRq08TtQqForio0WdTp07FwoULX7rt0qVLuHTpEszMzBAWFvbS106fPo0JEyYU7z367NkzREREICoqChcuXICNjY1e5i7N2bNnMXHiRCiVSgDPJx+nTp0Kc3NzpKam4ttvvy0+Nj4+Hh9//DE8PDzwxhtvvHQ/VTknarUawcHB2LZt20u3x8bGIiwsDFeuXMHatWvL/Vkqej4uXLiAKVOmFJeIubm52Lx5M5KSknDixIlyH0/XtHVeRCr6oIZCoRCchDRhZGQEHx8fFrVUYVKplEsfExERUYVxopaIiGqUzMxMBAcHo2fPnhgyZIjoOES12muvvYY1a9bg+++/x2+//SY6DmmRXC6HiYmJzvZdrWpRq2971Obn5xtEUfvrr7/C2toae/bsQWZmJnJychATE4MJEyaUWjDu2rULwcHBuH37NrKzs3Hy5En4+fkhLi4OCxYsqNBjT58+HadOnQIAzJ49u3jPUk2mJSuauzQ7duxAWFgYkpKSkJ2djd27d8PU1BSzZs3C6tWrERERgbS0NGRkZGD8+PFQqVRYsmSJVs/J1q1bsW3bNvj5+eHgwYPIyMhAdnY2Tpw4gebNm2PdunU4c+aM1s/H9u3bMWjQINy+fRu5ubmIiopC48aNcfLkyUovX7906VKo1WrUrVsXb7/99ku/T7VajcmTJwMALl++XO7vWVvnRaSi5yNO1BoOX19fXL16VXQMMjBFE7WGMOlPRERE+oMTtUREVKN8/vnnKCgowLp160RHISIAH330ET799FMMGTIEsbGxkEqloiORFqSmpsLJyemlPSe1ycnJCZcuXSpxu6EufaxQKFCvXj3RMcr12muvAQB69uwJE5Pn/1Rs3rw5mjdvXurxb731FjZs2FD8O2nTpg1+/fVXeHl5Yffu3Zg9e7Ze5i5N165dXype+/Tpg549e2LPnj347rvvXvrw14IFCxAREVHq/pVVOScbN26EsbExDh8+DJlMVnx727ZtsX37djRr1gz79u1D69aty/xZKno+3n33Xaxevbr4/w8KCsKkSZOKp1Urch51QVvnRSRjY2MYGxuzqDUgvr6+OHDggOgYZGBkMhny8/ORmZkJOzs70XGIiIjIQHCiloiIaozt27dj586d+PHHH3U25UVEFbdy5UrY2tpi+PDhoqOQlsjlcp0tewy8eqJWU3l5eXq19LGhTNQuWbIEKpUKr7/+OkaMGIFVq1bh8uXLrzz+3XffLVGcu7u7o2nTprh7967WcqWnp5fY49TR0bHSuUvTrl27Ere5uLgAeF4IvsjY2BgNGzYsXgL8RVU5J9evX0dhYSEaNWoEExMTGBsbw8jICEZGRmjWrBkA4N69e1o/H//+979L3Obu7g4AyMrKKjNzddD0vOg7MzMzFrUGxNfXF3K5HGlpaaKjkAEp+jAJ96klIiKiimBRS0RENUJ6ejrGjBmDzz//HJ06dRIdh4heUKdOHWzYsAG///47duzYIToOaYGui1pnZ2c8fPiwxNKBhjpRq1Qqiycb9Vnz5s0RFxeHzZs3w83NDadOnULXrl3RrFkzvV4CVBu5Syv2i/6sveprKpWqasH/oej+CgsLUVhYCJVKVWJZYE32OK3o+bC0tCxxW9HP/uJjF03Ql/ZzP3v2rNxclaWt8yKaqakpCgoKRMcgDfn5+QEA96mlCilaOYZFLREREVUEi1oiIqoRxo4dCzMzM8ydO1d0FCIqRbt27TBs2DCEhYUhPT1ddByqouqYqFUoFCWm+SqyR60+TdSamppCqVSKjqERExMTtG3bFlOmTMFPP/2ExMREPH36tNR9348cOVKiTE9ISMCtW7fQpEmTCj92URH4z3Pl6OhYYo/Tfz6PVCS3LlXlnHh5ecHKygqZmZklft6i/3bv3i3sfDg7OwMAEhMTS3ztjz/+qPT9lkfT86LvFAqFQUzW03NSqRROTk4saqlCHBwcYGZmxqKWiIiIKoRFLRERGbxDhw5h27ZtWLVqFerWrSs6DhG9wsKFC2Fubo6JEyeKjkJVVB1FLYASyx8b6kStmZmZQUz8BQYG4ocffsCNGzfw7NkzPHnyBJGRkcjIyEBCQkKJ48+fP48hQ4bgzp07yMnJQVRUFD788EMUFBTgo48+qvDj29vbAwBOnTqFjIwMneXWpaqckyFDhiA3NxedOnXC77//jocPH0KhUCA5ORkHDhxAnz59cPz48XIz6Op8+Pj4AACWLl2K//73v3j27BmSkpIwfvx4/Prrr5W+3/Jo67yIplAo9Op5icrXrFkzFrVUIRKJBPXr10dqaqroKERERGRA9H/9LSIiojLk5ORg1KhRGDBgAD744APRcYioDHXq1MEPP/yAHj16YMCAAXj33XdFR6JKqs6i9sUpxIoUtXZ2djrLV1Hm5uYGsTflX3/9hTNnzpT6tWHDhpW47aOPPsLmzZuxcePGl2738vLC5MmTK/z4Hh4eaNiwIf7444+X9lz954RqVXPrUlXOSWhoKE6cOIFNmzahR48epR6jyc+jq/Ph7u6O3r17Y+/evWjfvn3x7SYmJggODsaWLVsqfd9l0dZ5EUmpVEKlUnGi1sD4+fnh4sWLomOQgZHJZJyoJSIiogrhRC0RERm0qVOn4smTJ1iyZInoKESkgffffx+9e/fGiBEjkJ2dLToOVYJarcbDhw+L92HThapO1Obl5enV5JqhTNSeO3cOo0aNgo+PDywtLeHo6IigoCBERESU+jobFBSEQ4cO4a233io+fsiQITh58iRsbGwq/PjGxsbYvXs33nnnHVhbW+ssty5V5ZxIJBJs3LgRO3bsQKdOnWBnZwczMzO4u7ujV69e+OWXX9CpU6dyM+jyfKxfvx6DBw+Gg4MDLCws0Lp1axw7dgxt27at0v2WRVvnRaSiD2ro0/MSlc/X1xfXrl0r98MiRC9iUUtEREQVJVHzHScRERmomJgYtGzZEhEREfjss89ExyEiDT148ADe3t748ssvMXv2bNFxqIIePXoEBwcHHD16VKfliK2tLZYtW4bBgwcX3zZ79mxs27YNcXFxZX5vUFAQWrVqhaVLl+osX0WEhobi8ePH2L9/v+goWhEZGYlu3bphyZIlGDt2rOg4eoHnhMry+PFj2Nvb49ixY+jYsaPoOKSh06dPIygoCImJiXB1dRUdhwzE559/jri4OPz555+ioxAREZGB4EQtEREZrLFjx6JVq1YIDQ0VHYWIKkAmk2HGjBlYtGgRkpKSRMehCpLL5QCg06WPgedTtf+cqNVUXl4eLCwstJyo8gxlopaIdIMTtYbJz88PEomE+9RShUilUu5RS0RERBXCopaIiAzS7t27cfLkSSxdulSjZTCJSL+MHj0aLi4umDRpkugoVEEii9qK7FGrT4WIjY0NsrKyRMcgIkGKlvqvyJLeJJ6trS0aN26Mq1evio5CBoRLHxMREVFFsaglIiKDk5+fj6lTpyI4OBhvv/226DhEVAmmpqZYtGgRdu3ahRMnToiOQxUgl8thbGwMBwcHnT5OTSpqHRwckJGRIToGEQmSnp4OAHB0dBSchCrK19cX169fFx2DDIhMJsOTJ0+Qm5srOgoREREZCBPRAYiIiCrqu+++Q0pKCubMmSM6ChFVwfvvv4+uXbti7NixuHjxIoyNjUVHIg3I5XI4OTnp/Pfl5ORUPL1bRNOiVt+WPnZwcCguamqCrl27Qq1Wi46hV3hOqCxFH9TQ9QdcSPv8/Pxw8OBB0THIgMhkMgBAamoq3N3dBachIiIiQ8CJWiIiMigPHjzAvHnzMHXqVDRq1Eh0HCKqou+++w7Xrl3Dpk2bREchDcnlcp0vewzUrIlaR0dHPH78GIWFhaKjEJEA6enpsLS0hJWVlegoVEHNmjVDXFwcCgoKREchAyGVSgGAyx8TERGRxljUEhGRQZk9ezbs7Owwfvx40VGISAt8fHwwcuRIzJw5E3l5eaLjkAYMoajNy8vTq6LWwcEBKpUKmZmZoqMQkQAZGRmcpjVQfn5+UCgUuH37tugoZCDq168PIyMjFrVERESkMRa1RERkMO7du4cNGzZgxowZsLS0FB2HiLRk2rRpePz4MdasWSM6CmkgNTVVWFELQOOJWn1b+hhAjVr+mIg0l5GRwf1pDZSXlxdMTExw9epV0VHIQJiamsLBwQGpqamioxAREZGBYFFLREQG4+uvv4ZMJkNoaKjoKESkRVKpFJ9//jnmzp2L7Oxs0XGoHNU5UZubm4vc3Nzi2zTZA1StVkOhUOjVRG1RQVNa8UxENV96ejrs7e1Fx6BKMDc3h4eHB65duyY6ChkQmUzGiVoiIiLSGItaIiIyCHfu3MGPP/6I8PBwmJmZiY5DRFo2ZcoU5OXlYfXq1aKjUDmqs6gFXi43NVn6OD8/HwD0aqJWKpXC1NQU9+7dEx2FiARITk5G48aNRcegSvLz82NRSxXCopaIiIgqgkUtEREZhFmzZsHNzQ2ffPKJ6ChEpAOOjo4ICwvDggULkJWVJToOlSEtLa1ai9q0tLTi2zQpaov2OtaniVpjY2M0atQISUlJoqMQkQCJiYlwc3MTHYMqydfXl0sfU4WwqCUiIqKKMBEdgEgbHj16hOTkZMjlcmRkZCAjIwPPnj1Dfn5+8XJ5VlZWMDc3h6WlJRwcHODg4ACpVAoXFxfY2dkJ/gmIqCw3b97ETz/9hC1btsDEhC9dRDXVhAkTsGrVKixbtgzTp08XHYdKkZmZifz8fIOYqNWnohYAXF1dWdQS1UJqtRr37t2Dq6ur6ChUSb6+vkhMTEROTg6sra1FxyEDIJVKERMTIzoGERERGQhe7SaDkpOTg/Pnz+Py5cuIjY1FbGws7t69i6dPnxYfY2ZmBgcHB1haWsLc3BxWVlYAgNzcXOTn5+PZs2dIT09HQUFB8ffUrVsXTZo0gb+/P/z9/fHmm2+iVatW/EcYkZ749ttv4enpif79+4uOQkQ6ZG9vj9GjR2PZsmUYN25c8Ws46Y/U1FQAzy9A6pqNjQ0sLS0rXNQWTdTq09LHAItaotoqJSUFeXl5nKg1YH5+flCpVLhx4wZatWolOg4ZAE7UEhERUUWwqCW9lpeXhxMnTiAyMhKnTp3ClStXoFQqUb9+ffj7+6Njx44YMWIEXF1d4erqigYNGsDW1laj+3769ClSUlKQnJyMpKQk3L59G1euXMHBgweRlpYGExMTvPHGG2jbti26du2Ktm3b6t1kBlFtkJKSgu3bt2P16tUwMuKK/UQ13ZdffolFixZh06ZN+OKLL0THoX+Qy+UAUC0TtcDzJbFfLGoBGPRE7cmTJ0XHIKJqlpiYCAAsag2Yu7s7rK2tce3aNRa1pBGZTIaHDx9CqVRyRSgiIiIqF98tkN7Jz8/HgQMHsGXLFhw5cgS5ubnw9/dH+/btMWnSJAQFBaFhw4ZVfpw6deqgTp068PLyKvG1v//+G9HR0Th9+jSOHDmCxYsXw9raGp07d0a/fv3Qo0cP2NjYVDkDEZVvxYoVqFevHgYOHCg6ChFVAycnJ4SEhOC7777DiBEjYGxsLDoSvUAul8PIyAgODg7V8nhOTk4lJmrLU1TU6ttErZubG+7duweVSsUPHhHVIklJSTAzM0ODBg1ER6FKMjIygre3N65duyY6ChkImUwGlUqFtLQ0/t0nIiKicvEKAemNM2fO4IsvvkCDBg3Qt29f5OTkYNmyZbh//z6uXLmCpUuXol+/flopacvz2muvoX///li2bBmuXr2Ke/fuYfHixcjLy0NoaCicnZ0xcOBA/PnnnxpdMCSiysnJycG6deswevRovbvgTkS6M27cOCQlJWHfvn2io9A/yOVyODo6Vtt0SGlFraZLH+vbRK2HhwcUCgUSEhJERyGiahQfHw93d3d+QMPA+fn54erVq6JjkIEo2iKCyx8TERGRJvgvBRIqLy8Pq1atgqenJwIDA3Hy5ElMnjwZ9+7dw5EjRzB06FC89tpromOiUaNGGD58OA4dOoQHDx5g2bJlSExMRIcOHeDp6YkffviheHqDiLRn/fr1ePbsGUaOHCk6ChFVo6ZNm6JHjx5YsGCB6Cj0D3K5vNqWPQYqV9Tq60Str68vjIyMeKGfqJaJjY1F8+bNRcegKmrWrBknakljRVO0LGqJiIhIEyxqSYjs7GwsWrQI7u7uGD9+PDp27IhLly7h2rVrmDRpUrVMzVaWg4MDhg0bhjNnziA2NhYdO3bEV199BXd3dyxZsgQ5OTmiIxLVCIWFhVi+fDkGDx5cbUtsEpH+GD9+PM6fP4/Tp0+LjkIvkMvlxVMi1aEmTdRaW1vD3d0dsbGxoqMQUTWKjY2Fn5+f6BhURX5+fnjw4AEyMjJERyEDYGVlBVtbW6SmpoqOQkRERAaARS1Vq8zMTHz99ddwdXXFrFmz8MknnyAxMRGrVq1CQECA6HgV5ufnh9WrVyMhIQEDBgzA//3f/8HV1RVz587F06dPRccjMmi///47EhMTMWbMGNFRiEiANm3a4K233sKKFStER6EXGNJErb4VtQDg7+/PiVqiWiQrKwvJycksamsAHx8fAMCNGzcEJyFDIZPJOFFLREREGmFRS9Vm165d8PLywnfffYehQ4ciOTkZCxcurNapDF2RyWRYtGgRkpKSMGrUKHz33Xfw9PTE5s2buYctUSWtW7cOnTp1wuuvvy46ChEJMmLECOzdu/eloo7ESk1Nrdai1tnZudITtfq29DHw/EN+nKglqj2uXr0KtVoNf39/0VGoil577TXUrVuXRS1pjEUtERERaYpFLenctWvX0K5dOwwYMAB9+/ZFcnIy5s+fD3t7e9HRtM7BwQHh4eG4e/cuPvzwQwwaNAgdOnTgP+aIKujvv/9GZGQkhg0bJjoKEQnUv39/WFhYYOvWraKj0P8nYqI2KyuruHwFoNFErYmJCYyNjXUdr8L8/f1x9+5dbpVBVEtcvXoVtra2cHFxER2FtMDLyws3b94UHYMMBItaIiIi0hSLWtKZ7OxsTJgwAQEBAcjLy8P58+exYsUK1KtXT3Q0nbOzs8OqVatw9uxZZGdn44033sCUKVN4UY5IQ+vXr4ednR169OghOgoRCWRtbY0BAwZg7dq1XKFCT6SlpVV7UQsA6enpAKDRn4P8/Hy9XPYYAN544w2oVCpO1RLVEjExMfD39y/3AyZkGHx8fPghbNKYVCrlHrVERESkERa1pBOXL19GQEAA1q9fj4ULF+L06dMGuQdtVbVq1Qrnzp1DREQE1q9fj4CAAMTExIiORaTXVCoVNm7ciMGDB+vthXYiqj7Dhg1DXFwczpw5IzpKrffkyRPk5eUJKWqLlj/WdOljfX39cHd3h1QqxenTp0VHIaJqEB0djcDAQNExSEu8vb1Z1JLGOFFLREREmmJRS1r3/fffo3Xr1mjUqBFu3ryJMWPG6OXSc9XFyMgIISEhuHLlCmQyGVq3bo01a9aIjkWktyIjI3Hv3j0MGTJEdBQi0gMtWrTAm2++iXXr1omOUuvJ5XIA0PuiNj8/Xy/3py3SunVrREdHi45BRDr25MkTXL9+HUFBQaKjkJb4+Pjgf//7HzIzM0VHIQMgk8mQmprKVWGIiIioXCxqSWuePn2KAQMG4Msvv8TYsWNx5MgRSKVS0bH0RoMGDXD8+HFMnjwZo0aNQp8+ffgPPKJSbNiwAe3atUPTpk1FRyEiPTFs2DDs3LkTWVlZoqPUaiKK2rp168LMzKzGTNQCQFBQEItaolrg9OnTUKvVaN26tegopCU+Pj4AwH1qSSMymQz5+fl4/Pix6ChERESk51jUklZcv34db775Jk6cOIHjx49j/vz5tXqK9lWMjY0RHh6OQ4cOISoqCm+99Rbi4uJExyLSG1lZWTh48CBCQkJERyEiPfLxxx9DqVRi//79oqPUaqmpqTAyMiqecq0ujo6ONWqiNigoCGlpabhz547oKESkQ9HR0fDw8ICzs7PoKKQlLi4usLa25vLHpJGiwQUuf0xERETlYVFLVXb69Gm0bdsWDRs2RExMDNq3by86kt7r3LkzYmJi4OjoiDZt2uDcuXOiIxHphV9//RVKpRIffPCB6ChEpEfs7OzQqVMn7NixQ3SUWk0ul8PBwQEmJibV+rhOTk4VLmr1eaK2RYsWsLKy4lQtUQ0XHR2Nd955R3QM0iIjIyN4eXlxopY0IpPJALCoJSIiovKxqKUqOXbsGLp06YKgoCAcPnyYnxauAJlMhmPHjuHtt99Gx44dcejQIdGRiITbuXMn3n33Xdjb24uOQkR6pl+/fjh8+DAePXokOkqtJZfLq3XZ4yIvFrUADH6i1tTUFC1atMCpU6dERyEiHVEoFLhw4QICAwNFRyEt8/HxYVFLGrG3t4e5uTlSU1NFRyEiIiI9x6KWKm3r1q3o3r07evfujb1798LS0lJ0JINjZWWFffv2YcCAAejZsyc2bNggOhKRMJmZmTh69Cj69esnOgoR6aEPP/wQRkZGXP5YIH0oalUqlcHvUQsAHTt2xOHDh0XHICIdOXXqFHJycrjaVA3k7e3NpY9JIxKJBPXr1+dELREREZWLRS1VysqVKxESEoLx48dj06ZN1b4EXk1ibGyMtWvXYuzYsRg6dChWr14tOhKREL/88gsAcNljIipVnTp18O6772Lnzp2io9Ra+lDUFhYWlvu+U9+XPgaAbt264e+//8b169dFRyEiHYiMjIS3tzfc3d1FRyEt8/b2RnJyMrKzs0VHIQMgk8lY1BIREVG5WNRShW3fvh1jxozB3LlzMW/evHKnGqh8EokECxcuxNdff42wsDDuwUe10s6dO9G1a1fUrVtXdBQi0lP9+vXDsWPHkJGRITpKrSSXyyGVSqv9cV8sapVKJYyNjcs8XqFQ6H1R27JlSzg7O3PrC6Ia6tChQ+jWrZvoGKQDPj4+UKvViIuLEx2FDACLWiIiItIEi1qqkOPHj2Pw4MEYNWoUpk6dKjpOjTN9+nSMHTsWwcHBXA6PapWsrCz88ccf6NOnj+goRKTHevbsCSMjIxw8eFB0lFrJkCZqzczMqiNapRkZGaFz584saolqoKJp+a5du4qOQjrQpEkTWFhYcPlj0ohUKuUetURERFQuFrWksQsXLqBXr1746KOPsGzZMtFxaqxFixZh4MCB6Nu3Ly5duiQ6DlG1OH78OJRKJbp06SI6ChHpMVtbW7zzzjuIjIwUHaVWElnUZmZmoqCgQOOJWn0vagGga9euiIqKQlZWlugoRKRFBw8ehLW1Ndq0aSM6CumAsbExmjZtips3b4qOQgaAE7VERESkCRa1pJH4+Hh0794d7dq1w6ZNm7jcsQ5JJBKsW7cOgYGB6N69O+7cuSM6EpHORUZGokWLFnB2dhYdhYj0XNeuXXHkyBEUFhaKjlKrPH36FM+ePRNW1KrVamRkZGg0UWsISx8DQJcuXaBUKnHs2DHRUYhIiw4dOoT27dvDwsJCdBTSER8fH07UkkZY1BIREZEmWNRSuXJzc9GnTx80adIEO3fuLPfiGFWdqakpdu/ejUaNGuGjjz5CXl6e6EhEOhUZGcl9vIhII926dUN6ejouXrwoOkqtIpfLAUBYUQsAaWlpNWqi1snJCYGBgdizZ4/oKESkJVlZWTh8+DB69eolOgrpkLe3N4ta0ohMJsPTp0+Rk5MjOgoRERHpMRa1VK6wsDCkpKTg559/hpWVleg4tYaNjQ327t2L+/fv46uvvhIdh0hnbty4geTkZBa1RKSRZs2awcXFhcsfVzN9KGofPnyo8UStIRS1ANCvXz/s378fz549Ex2FiLRg//79UCqVLGprOB8fHyQkJPC5m8ollUoBgPvUEhERUZlY1FKZfv75Z2zatAkbN26Eq6ur6Di1TuPGjbFp0yasWbMG27ZtEx2HSCciIyNhZ2eHVq1aiY5CRAaiS5cuOHTokOgYtYpcLodEIikuTauTnZ0dTExM8PDhwxo1UQsAffv2RW5uLv88E9UQO3bsQOfOneHg4CA6CumQt7c3VCoV4uPjRUchPSeTyQCAyx8TERFRmVjU0ivdvn0bw4cPx7hx4/DBBx+IjlNr9ejRA2FhYRg5ciTi4uJExyHSusOHD6NLly7lXngnIirSrVs3XLhwARkZGaKj1BpyuRwODg4wNTWt9sc2MjJCvXr18OjRIxQWFpb7epGfn28wRa1UKkWbNm2wc+dO0VGIqIqePn2Ko0ePol+/fqKjkI41bdoUpqamXP6YylW/fn0YGRlxopaIiIjKxKKWSlVQUICPPvoIPj4+mDdvnug4td7ChQvh5eWFTz75BEqlUnQcIq1RKpU4ffo0OnbsKDoKERmQ9u3bQyKRICoqSnSUWkMulwtZ9riIvb09Hj16BKVSWaOWPgaeL3/822+/cf86IgP3yy+/QKVSoWfPnqKjkI6Zmpri9ddfx82bN0VHIT1nYmICR0dHTtQSERFRmcq+ykG11uLFi3H79m1cu3ZNyOQEvczc3Bzbt2+Hv78/li9fjnHjxomORKQVMTExyM7ORlBQkOgoRGRA6tatCx8fH0RHR3PVj2qSmpoqvKh9/PixRhO1ooraoUOH4vz581Cr1QCA3Nxc5OfnF39dqVSWKGOzs7OL//eoUaOwadOmaslKRNq3Y8cOdOnSBXZ2dqKjUDXw8fHhRC1pRCaTsaglIiKiMrGopRLu37+POXPmYNq0aXB3dxcdh/4/Dw8PTJo0CeHh4ejfvz8aNmwoOhJRlUVHR8POzg6enp6ioxCRgQkKCkJ0dLToGLWG6IlaOzu74qWP9XWi1s/PD+vXr6/Q90gkEtjY2MDb25sXcYkM2N8egriAAAAgAElEQVR//40jR47g559/Fh2FqomPjw927dolOgYZABa1REREVB4ufUwljBkzBjKZDOPHjxcdhf7hP//5D383VKOcPn0aQUFBMDLiyxERVUxQUBAuXbqEvLw80VFqBdFFbdFErVKp1NuJ2gEDBlRov3VTU1O4uLjg3LlzmDp1Ko4ePYq7d+/qMCER6cqGDRtgZ2eHHj16iI5C1cTb2xt37tyBQqEQHYX0nFQq5R61REREVCZeGaeXHD58GL/88guWLVsGCwsL0XHoH8zNzbF8+XLs2LEDhw4dEh2HqMqKiloioooKCgpCfn4+Ll68KDpKraAPRa2+T9Q6Ozvj3XffLTcfABgbG6Nt27a4fPkyvL298f7770Mmk3HpYyIDpFKpsGHDBnz22WcwNzcXHYeqiZeXF5RKJT9gQ+XiRC0RERGVh0UtFSsoKMCoUaPQv39/dOvWTXQceoUuXbqgd+/e+Oqrr6BUKkXHIaq05ORk/P333wgMDBQdhYgMkJubGxo2bMjlj6tJWlqa8KWP9X2iFgD69++PwsLCco8bPHgwIiMjUa9ePQCAiYkJQkNDsX79er6/IzIwR44cQXJyMgYPHiw6ClWjpk2bQiKRID4+XnQU0nMsaomIiKg8LGqp2JYtW3D//n18++23oqNQORYtWoSEhAT89NNPoqMQVdqZM2dgamqKli1bio5CRAaqdevWOHPmjOgYNV5WVhZycnIglUqFZajIHrX5+fnVWtQWFhbi0KFDGDhwID7//PNX5jM2NoaJiQk2bNiAtWvXljhu2LBhkMvlXDWFyMBERESgbdu28Pb2Fh2FqpG1tTUaNWqEuLg40VFIz8lkMqSnp6OgoEB0FCIiItJTLGoJwPMLTAsWLEBISAgaN24sOg6Vw83NDQMGDMA333wDlUolOg5RpVy5cgXe3t6wsrISHYWIDNSbb76JK1euiI5R48nlcgDQi6WPNZmoLSgoqJai9vr165gyZQoaNWqE7t2749atW5g3bx4+/vhjmJqavnSsqakpbG1tcezYMQwaNKjU+3Nzc0OHDh3www8/6Dw7EWnHgwcP8Ntvv2Ho0KGio5AAnp6enKilckmlUqhUKqSlpYmOQkRERHqKRS0BAHbt2oW7d+9i0qRJoqOQhqZOnYpbt25h7969oqMQVUpsbCz8/PxExyAiA+bv74/k5GRkZmaKjlKj6UtRm5eXh4KCgjInahUKBdRqtc72iXz06BHWrl2Ld955B76+vti+fTtCQkJw69YtXLx4EWPGjMHw4cNfmpoxNTVF06ZNERMTg3bt2pV5/6NHj8ahQ4dw48YNneQnIu1avnw56tWrh759+4qOQgJ4eXlxopbKJZPJAIDLHxMREdErsaglqNVqzJs3D/3794eHh4foOKQhLy8v9OnTB3PmzIFarRYdh6jCWNQSUVX5+flBrVbj+vXroqPUaHK5HBKJBE5OTsIy2NnZAXhexJY1UatQKABAqxO1eXl5+O2339CvXz9IpVJMmjQJ7u7uOHr0KJKTkzF//vyX3kMHBQXBxcUFAGBkZISePXvi/PnzxbeV5f3334eXlxeWLFmitfxEpBs5OTlYt24dRo8eDQsLC9FxSABPT08WtVSuoqI2NTVVcBIiIiLSVyU+jn7gwAF88cUXIrIYlOTkZNERtOa3337D1atXsW3bNtFRqIKmTZuGN998EwcPHsR7770nOo5WqFQquLm5iY6h99asWYOuXbuKjlFpjx49wt9//w1/f3/RUYjIgDVu3Bj16tVDbGwsgoKCRMepEk9PT+Tl5YmOUaqCggLUq1dP6Af6iiZUCwoKqq2ovXTpEjZv3oxt27YhMzMT7du3R0REBPr06QNra+tXfp9EIsGgQYMwa9YshIeHY/r06ZBIJBo9pkQiwdixYzF69Gh8/fXXxRd3iUj/rFu3Ds+ePcPIkSNFRyFBvLy8kJmZCblcLnTVCdJfWVlZ+N///gdra2vs378fd+/eRWpqKh48eIDU1FTMnz8fb7zxhuiYREREJFiJojYnJwf37t3Dt99+KyKP3ouNjcXWrVtFx9CqVatWoXv37vD19RUdhSqoefPm6NKlC1atWlVjilq1Wo179+4hODiY05alUKvVmDx5MnJyckRHqZLY2FgAYFFLRFUikUjg6+uLq1evio5SZcnJyejVqxdatGghOope+s9//gNA9xO19+7dw08//YSIiAjcuXMHPj4+mDhxIkJDQyGVSjW+n5CQEPj7++PDDz+scIbQ0FDMnDkTq1atwuzZsyv8/USke4WFhVixYgWGDBkCBwcH0XFIEC8vLwBAfHw8i1oqNm3aNGzZsgVpaWnIz88vvj0iIgKmpqaQSCRQKBQwMTGBp6enwKRERESkL165wdPEiROrM4fB2LlzZ40qalNSUnDs2DHs2LFDdBSqpNDQUAQHByM1NbVCFxD13QcffIA+ffqIjqF3CgsLMXnyZNExqiw2Nhb29vZo2LCh6ChEZOD8/PyKP/xh6Lp3746QkBDRMfTSjBkzoFQqoVQqy92jFqhYUfvkyRPs27cPW7ZswfHjxyGVStG3b1+EhoYiICCgUnnd3NwqvUKIubk5Ro4cieXLl2PKlCllTu8SkRi7du1CcnIyxowZIzoKCdSgQQPUqVMHcXFxaNu2reg4pCc6dOiAb775psTtarW6+H0KAAQEBMDS0rI6oxEREZGe4h61tdy2bdtQp04dvP/++6KjUCX16tULNjY2+Pnnn0VHIdLYzZs3OcVPRFrh5+fHPWprCXNzcygUijJLWE2L2sLCQhw7dgwhISFo0KABRowYATs7O+zbtw/37t3DsmXLKl3SasMXX3yBvLw8rF27VlgGIiqdWq3G/Pnz0bt3bzRp0kR0HBJIIpGgadOmiI+PFx2F9EjHjh0REBBQ5gogZmZm6Ny5czWmIiIiIn3GoraW27p1K/r37w9zc3PRUaiSLCws0KdPH2zZskV0FCKNJSQk8MIWEWmFu7s7MjMz8fjxY9FRSMcsLCxQUFBQZglbtMTgq97bXr9+HVOmTEHDhg3RpUsXJCQkYMmSJZDL5di5cyd69OhR5sRudXFycsIXX3yBb775BllZWaLjENELdu/ejdjYWJiZmSE1NVV0HBLM09MTcXFxomOQnpk0aRJUKtUrv65QKNCuXbtqTERERET6jEVtLXb58mXExsYiODhYdBSqouDgYPz11181Yo8+qh0SExPh6uoqOgYR1QBFy8smJiYKTkK6ZmFhAaVSCVNT01ceU9pEbUpKSvGErK+vL37++Wd89tlnuHXrFqKiojB8+HDUqVNH5/kravLkycjPz8eqVatERyGi/0+lUmH27NkICgrCH3/8AXd3d4wbN46FbS3m6enJiVoq4aOPPkKjRo0gkUhK/bqxsTFat25dzamIiIhIX7GorcW2bduG119/nW8Oa4C2bdvC1dUV27dvFx2FqFxqtRr379+v9N59REQvcnFxgZGREZKSkkRHIR2ztLREYWGhRksfq9Vq7Nq1Cz169ICLiwvCw8Ph6+uLo0ePIjExEfPnz9f7lR0cHR0xevRoLFy4EE+fPhUdh4gA/PTTT7hx4wbWrl2LpKQkLF26FDt37oSrqytGjBiBlJQU0RGpmnl5eSExMRF5eXmio5AeMTY2xsSJE2FkVPpl14CAAO5BT0RERMVY1NZiv//+O3r37v3KT/iR4ZBIJOjVqxcOHDggOgpRuVJSUpCXl8eJWiLSCnNzc0ilUk7U1gIWFhZlFrUqlQoXL14EALRo0QIDBgxAXl4e1q9fj//973/YvHkzOnXqZFDvfSdMmACVSoVly5aJjkJU6xUWFmL27Nn45JNP4O3tDTMzMwwfPhwJCQlYvnw5Dhw4AHd3dxa2tYyXlxdUKhVu374tOgrpmcGDB8PW1rbE7WZmZujUqZOARERERKSvWNTWUomJiYiPj0e3bt1ERyEt6datG65evYp79+6JjkJUpqIyhRO1RKQtbm5unKitBSwsLACgRFEbFxeH8PBweHh4ICwsDAAwbtw4pKSk4OjRowgJCYGVlVW159WGevXq4auvvsLixYvx6NEj0XGIarUff/wRCQkJmDFjxku3s7Ct3Zo2bQpjY2Muf0wlWFlZYcyYMTAxMXnpdu5PS0RERP/EoraWOnz4MGxtbREYGCg6CmlJ27ZtYWVlhaNHj4qOQlSmpKQkmJmZoUGDBqKjEFENwaK2djA3NwfwvBR5/Pgx1q5di3feeQc+Pj6IiIjA+++/j5UrVwJ4Ponq7OwsMq7WjB07FhYWFpg5c6boKES1VnZ2NqZPn44hQ4bg9ddfL/WYfxa2v//+OwvbWsDc3BwuLi6Ii4sTHYX00OjRo0sUtcbGxrwWR0RERC9hUVtLRUVFITAwsMw9vsiwWFhY4F//+heioqJERyEq071799CoUaNX7tdDRFRRLi4uSE5OFh2DdMzU1BQA8O2330IqlWLs2LFo0KAB9u3bh6SkJCxbtgwNGzYEUHLq1pDZ2tpizpw5WL16Na5evSo6DlGtNHfuXDx79gyzZ88u99iiwjYxMZGFbS3h5eXFiVoqlb29PYYMGVL8HgYA/P39S10SmYiIiGovXiWvpaKjo/kJvhooKCgI0dHRomMQlenhw4c1ZsqJiPSDs7MzHj58KDoG6ZBKpcK5c+cAADk5OYiIiMDDhw+xc+dO9OjRo3haRaFQAKhZRS0ADBo0CAEBAfjqq69ERyGqdRITE7F06VLMnDkTjo6OGn8fC9vaw9PTkxO19Erjx49HYWEhgOfPC507dxaciIiIiPQNi9paSC6XIykpCa1btxYdhbQsMDAQt2/fRnp6uugoRK+UkZFRoYtcRETlcXBwQEZGBtRqtegopCNGRkZwd3cHACxfvhzBwcGwtrYucZxCoYCZmRkkEkl1R9QpIyMjLF26FH/88Qd+++030XGIapUJEybA1dUVo0aNqtT3l7Uk8oMHD7SclkTw9PREfHw834dQqdzc3NCnTx+YmJhAoVCgbdu2oiMRERGRnjEp/xCqaWJiYgAAb775puAkpG1Fv9PY2Fh06NBBcBqi0qWnp6N+/fqiYxBRDeLo6IiCggJkZWWhTp06ouOQjhQtLVnWtGxRUVsTBQYGom/fvhg/fjy6dOlSY39OIn3y3//+F3v37sWBAwdeWrq0MszNzTF8+HCEhobixx9/xKxZs/Djjz8iNDQU4eHhkMlkWkpN1c3LywtZWVlISUkpXoKf6EXTpk3D7t27iz94Fhsbi4yMDKSnp+Px48dQKBTIyckB8HzlEIVCAWNj4+L3tRYWFrC0tIStrS0cHBzg5OQEBwcHODg4lPrBNSIiIjIsLGproStXrqBhw4acaKuB6tevD2dnZxa1pNcyMjLQrFkz0TGIqAZxcHAA8Pz5hUVtzVVUktTWohZ4vj+vj48PFixYgBkzZoiOQ1Sj5efnY9SoUejevTu6d++utfstrbDdunUrhg4diilTprCwNUBeXl4AgPj4eBa1hMzMTFy9ehU3btxAYmIikpKSkJSUBBMTExQUFMDHx6f4WIlEgnr16sHc3BxWVlYAACsrK5ibm6OwsBBPnz4F8Pz5KDc3F1lZWVAqlS89Xr169eDq6go3N7fi/+vl5QV/f39+QJqIiMhAsKitha5fvw5fX1/RMUhHmjVrhuvXr4uOQfRKGRkZxaUKEZE2FH34LD09HW5uboLTkK4UFbVF+9GWpqYXtS4uLggPD8eMGTPQp0+fly72EpF2zZs3D0lJSTpbbry0wjYiIoKFrQGqX78+7OzsEBcXxw9M1zIZGRk4ffo0zp49i9jYWFy9ehXJyckAgDp16sDNzQ1ubm5o3bo1AgIC8ODBA0yYMKF4GtbR0bHC2zVkZmbi4cOHyMjIQEZGBu7fv19cCEdHR2PLli3F22E5OzvD398f/v7+aNWqFYKCgtCoUSOtnwciIiKqGr3cozY5ORkrV65Ely5dYG5uDolEgsjISNGxaoyEhAS8/vrromPozMWLFyGRSBAeHi46ihBNmjRBQkKC6BgGjc9BupWens6itgbRp+dcfcgSGRkJiUSCpUuX6uwxsrOzMXr0aLi6usLExAQSiQTZ2dkAgL179yIgIAA2NjaQSCQv/Tdy5EidZRLtxYlaqhxDeO0zNjYGgBKTJC+q6UUtAIwbNw6+vr4YOnQoVCqV6DhENVJcXBzmz5+POXPmFO+PrStFhW1CQgKWLFmC3bt34/XXX8eYMWO4h60B8fT0RFxcnOgYpGMpKSnYtGkThg4dCh8fHzg5OeGDDz7AL7/8AhsbG4wcORK///47kpOT8eTJE8TExOCXX37BkiVL8P333+Obb75BUFAQvLy84OTkVOGSFng+Qevh4YF//etfeO+99zBy5EgsWLAAO3bswLlz5/Dw4UOkpaXh2LFjmDp1Kho3bowTJ04gJCQEjRs3RuPGjTFw4ECsXLkS8fHxOjhLREREVFF6OVH79ttvQy6Xi45RYyUlJeGDDz4QHaNKoqKi0KZNG8yePRvTp0/X+vGGzM3NDcePHxcdw6DxOUh3ipZvsre3Fx2FyGDNnDkTK1asKHH7zZs30b9//zJLrJrK1tYWZmZmePTokegoBssQXvuKJmkVCsUrj8nPz6/xRa2xsTE2bNiAli1bYu3atTX6QxhEIqhUKgwdOhT+/v4YPXp0tT0uJ2wNW9OmTXH79m3RMUjLCgoKEB0djcjISERGRuLKlSuwtLREq1at8OGHHyIwMBCBgYGws7Mr974kEgm8vb2rITXg5OSEjh07omPHjsW35ebm4sKFC4iKisLp06cxY8YMfPnll3Bzc0O3bt3QtWtXdOjQgXveEhERCaCXE7Wurq4YNWoUIiMjMWzYMNFxahSlUomUlBS4uLiIjqIzLVu2hFqt1ovpLhHc3Nxw//59TlhUAZ+DdCc/Px9qtRqWlpaio5CW1PbnXBEiIyNRt25d3LhxA4WFhVCr1bCxscGxY8egVCoxZ84c5OXlQa1WQ61WIzExUXTkamFhYYG8vDzRMQyWIbz2FRW1+fn5rzymoKCgxhe1AODv749x48Zh8uTJ+Pvvv0XHIapRvv/+e5w7dw5r1qwpnuSvTpywNUweHh64deuW6BikBYWFhYiKisKYMWPQsGFDtG/fHrt27cLbb7+NnTt3Ii0tDSdOnMDcuXPx3nvvaVTS6gMrKyu0a9cO06ZNw4EDB5Ceno6LFy9ixIgRuHLlCnr16gVHR0f06NEDmzdvRlZWlujIREREtYZeFrVnz54tXnqtNlxoqYy7d+8iLCwM0dHRUKvVGn9feno6VCoV6tevr8N0JJKzszOUSiUeP34sOgo2btyIhQsX4v79+6KjVAifgzQzffp0bNq0CU+ePNH4e4ourvO8ElXegwcP4OnpCW9vbxgZGb10OwB0794d5ubmouIJY25uXmaBV11OnjyJqVOnIjY2VnSUCjGE176iwqSs37NCoag1f/5nzpyJ+vXrY/jw4RX69wARvdrdu3cxbdo0TJ48GW+++abQLCxsDUvTpk2RnJysF+9FqHKioqIwfPhw1K9fH23atMHZs2cxefJk3LlzB3fv3sWaNWvQt29f2NjYiI6qFcbGxmjRogUmT56MqKgopKSkYOXKlVAoFBgyZAikUin69++P/fv318oVe4iIiKqTXha1VL7c3Fx8//33eOedd/Daa69pfEGwaO82R0dHXUcEADx+/BhffPEFpFIpLC0t0bJlS/z+++/YtGkTJBIJdu/e/dLxarUaGzZsQGBgIGxtbWFpaYnmzZvj+++/L74ANWfOHLRp0wYAMGPGjJf23wNK7lFY3vGaPi7w8t6Df/75JwIDA2FtbY1GjRph/vz5xcetWLECnp6esLCwgJeXF3bt2qX9k/sKRb9bfdin786dO5g0aRJcXFzQunVr/PDDD0hPTxcdi7Tkzz//xKBBg+Dk5IRevXphz5495U6zFS1XaYgX0SvyfPbic8WJEyfQrl072NraomXLlgCAZ8+eYdasWfD29oaFhQXq1q2Ljh074vDhwy89ZkRERKnPlS9+7ddffy31cY8fP47AwEBYWVnB2dkZw4YNw8OHDzX+eQsLC7FixQq0aNECdnZ2qFevHlq2bInFixcjNze3+LjS9oXV1nOltn4eTZ/jtXE+XnT27Fn8+9//hrW1NRwcHBAaGlpiad6K/I7Hjh0LiUSCx48f4/z58yX2oJ03bx4AICAgoMTrnK7Oiz4xMzPTi4uj6enpmD9/Ppo3bw5PT0988803tWaquboUFBS88mu1YY/aIpaWlti2bRuOHTuGlStXio5DZPCUSiWCg4Ph4uKiV9vllFbYenh4sLDVMx4eHigsLORrvoFJT0/HkiVL4OPjgzZt2uDChQuYOHEiEhIScO7cOYwfPx5NmjQRHbNa1K9fH0OGDMHhw4eRkpKC7777Dmlpafjwww+Lnxf555uIiEg39HKPWqqYojdQ8+fPh4eHB0JDQzFgwAC4u7uXOLZoyrI69ofMy8tDhw4dEBMTU3zbpUuX0LNnT/Tr16/E8Wq1GsHBwdi2bdtLt8fGxiIsLAxXrlzB2rVrtZ6zMo979uxZTJw4sfhThbm5uZg6dSrMzc2RmpqKb7/9tvjY+Ph4fPzxx/Dw8MAbb7yh9fz/5ODgAAB6s0+fmZkZFAoFzp07hwsXLiAsLAwdO3ZEcHAwevXqVWM+jVqbFRQU4MCBA9i/fz8sLS3Rp08ffPLJJ+jYsWPxMpVFDHWitqLPZ0VOnz790nOFSqWCQqFA586dER0dXXxcfn4+/vjjD/z5559YtWpVlfcbPH36NCZMmIDCwkIAz4vhiIgIREVF4cKFCxr9vZs6dSoWLlz40m2XLl3CpUuXYGZmhrCwsHLvQ1vPlVX5ebT12lLR83HhwgVMmTKl+M98bm4uNm/ejKSkJJw4caLcx9M1Ua+5uqQvE7UvunXrFmbOnInp06cjICAAISEh6NevH6RSqehoBqlogrysPWprU1ELAK1atcJ//vMfTJw4Ee3atYO/v7/oSEQGa9asWbh8+TLOnz8PCwsL0XFKKG0P2/Xr12PIkCHcw1YPNG3aFBKJBLdu3YKXl5foOFSOCxcuYMmSJdi7dy/Mzc0xcOBAbN26FQEBAaKj6QUnJyeMHDkSI0eOREJCAtavX4+NGzdi3rx56NSpE8aMGYNu3bqV+8FQIiIi0gwnamuIosmC27dvIzw8HE2aNIGnpycWLFjw0qdsi6Z+qmN/yBUrViAmJgaenp44fvw4srKykJiYiLCwMOzYsaPE8Vu3bsW2bdvg5+eHgwcPIiMjA9nZ2Thx4gSaN2+OdevW4cyZM5g+fTpOnToFAJg9e3bxHnyvmv4p73hNH/dFO3bsQFhYGJKSkpCdnY3du3fD1NQUs2bNwurVqxEREYG0tDRkZGRg/PjxUKlUWLJkiTZP7ysV/W6fPXtWLY9XnqI37mq1GoWFhSgsLMTx48cRGhoKe3t7vPfee9i8efMrJ9LIMCiVSqjVauTm5uKnn35C165d4eDggJCQEBw7dqz471vRxXVDu4he0eezIrt27UJISAji4+OhVCrx119/YeXKlYiOjkbjxo3x22+/4cmTJ7h37x7Cw8MhkUjw1VdfITU1tUp5d+3aheDgYNy+fRvZ2dk4efIk/Pz8EBcXhwULFmh0H7/++iusra2xZ88eZGZmIicnBzExMZgwYYLGH7DQ1nNlVX6eyjzHa+N8bN++HYMGDcLt27eRm5uLqKgoNG7cGCdPnsSVK1c0On//tHTpUqjVatStWxdvv/32S69narUakydPBgBcvny5zNdFbZ4XfaIvE7X/VPT8+Ndff2HcuHFo0KABWrdujWXLlnGViUpiUfuy6dOno0WLFhg4cKDevP8jMjTR0dGYN28eFi9eDD8/P9FxyvTihO3ixYs5YasnrK2tIZPJuE+tHlOpVNi3bx/atm2Lt956C/Hx8Vi1ahVSUlKwevVqlrSv4O7ujrlz5yI5ORl79+6FkZER3n//ffj6+iIiIkIv338TEREZGha1NVDR5NLt27cxbdo0NGzYsMQFweq4gLV7925IJBLs2bMHHTp0gI2NDVxdXbF8+XJ07ty5xPEbN26EsbExDh8+jG7dusHe3h7W1tZo27Yttm/fDgDYt2+f1nNW5nG7du2KJUuWwMXFBdbW1ujTpw969uyJJ0+eIDw8HEOGDIGTkxPs7e2xYMEC1K1bFzdu3NB69tIU/W71+c1yYeH/Y+/O46lM3z+Af45zhKxFosVSaKN9E9KClPZQTUgz7Y2pqKkmTVq0TpmmmtZp0Ua0L6RFCZV2UUIo7RGRZDnO74++zm8aS4Rzn+V6v169vt85z3PO8zmW53Ge677um4+SkhIUFRXh/PnzcHd3h7a2NlxdXXH69GnW8UgNlZ6DcnJyEBgYCFtbW+jq6mLmzJnCwo+kTX1c3fNZqZ49e2Lnzp0wMTERrq1YOr1vYGAgBg8eDDU1NTRv3hyLFy/GxIkT8fnzZ5w8ebJGebt3745du3bByMgIysrKsLKywvHjxyEvL1/uFLvladasGZo0aYKhQ4dCXV0d9evXR4cOHbB27Vq4u7tX6TVq61xZk/dTW9eW6n497OzssGXLFhgZGUFJSQkWFhb49ddfAeC7C7W1idU1ty4pKChUWsBjrXTAkkAgwM2bN+Hl5QVdXV0MGjQI/v7+rONJhNKu+soGdxUUFMhcoZbH42H//v1IT0/HwoULWcchROJ8+PABLi4usLOzq/GsJqL034JtUFDQdxVsJXG5A3FlYmKCpKQk1jHIfxQXF2P37t1o06YNRowYAXV1dVy6dAm3b9/Gjz/+CGVlZdYRJQKPx8OwYcMQEhKC2NhY9OjRAz///DP09fWxatUq5OXlsY5ICCGESCya+vg7sV6joio3IktvCAJATEwMrl+/LpyGNCYmBtbW1nWa8VJPT5MAACAASURBVMmTJ2jatCnatWtXZtuAAQNw/vz5rx6Lj48Hn89H8+bNhflLPzSW/u+zZ89qPef3HLe8r52+vj4AoHfv3l89zuVy0bRpU7x586bWs5entADm7u7O/ANHVaZfLu0Gz8vLw8GDB7F//34AwJ49e2BlZQVtbe06zSipZsyYISz6sFKVrp3Sc9WbN2+wceNG4e/U3r17sWzZMom5mV7d81kpGxubMtNBJScnQ1NTEz179iyz/+DBg7F9+3YkJyfXKK+dnV2Z47Zo0QImJibCUf4ZGRlo1KjRV/toamoKB/T4+flh1KhRMDIywoABA9ChQweYm5ujU6dOVc5RW+fKqryfilT1HF/bX48+ffqUeax0SYLc3NxKM4sCq2tuXVJQUMDevXtx6NAhpjmqcpOq9O8zADh37hxCQkIAANu3b0eXLl3KPdeQL38zcDicSgu1sthRCwCGhobYtGkTxo8fj759+2LIkCGsIxEiEQQCgXCg3N69eyVyGs/Sgq2Liwt27NiB1atXV2tK5OHDh2P16tU0XW8tMDY2pkKtGCkpKcGhQ4ewdOlSpKamws3NDcePH0ebNm1YR5N4pqam2LVrF3x9ffHXX39hxYoV8PPzw/z58zF16lSRzOJHCCGESBMq1H6nyZMnMz3+69ev8eeff1ZpXx6PBz6fDxUVFfTo0QMXL15Ejx496jjhFxV90C1v1G5JSQmAr29e/ldddMp8z3HLW7Oo9L1WtK30OHWt9H3Y29sz/wBy7tw5REdHV2lfeXl5FBUVoWXLlnjy5Ans7e2pSFsJW1tbmJqaMs2wZ8+eKo3W53A44HK54PP5aN++PWJjYzFy5EiJu5FenfNZqdI1o6v6Wv9Vuh5jeeePup7eskOHDkhISEB0dDSio6Nx9epVLFmyBFpaWggICKjStIDicK6srWtLdb8e5d2c+PdU8KVYfY9ZXXPrEp/PR9u2bdGvXz+mOeLi4oSDjr6l9NqnpaWFrKws2NraUpG2EoWFhZCTk/tmoVbSZm2oLa6urrhy5QrGjRuHmJgYKroQUgVr167FsWPHEBISUmbAlqSpX78+Zs6ciUmTJlW5YBsSEoKTJ08iJiYG165dg4GBgeiDSxFjY2OcPXuWdQwC4NixY1i0aBESEhIwbtw4nD17lnnDhTTS1dXFypUr4eXlhTVr1sDb2xt//PEHvL29MWnSJGGzCCGEEEIqR1fM71S6DhwrDx48qLRQy+VyIRAIwOVyYWtrC3d3dwwbNgwXL17ExYsXK70xW1tatmyJmzdv4uHDh2jbtu1X28rrPmvdujXu3LmDly9fQl1dvdLXLr2xXTrF6rdUtn91jisJSm+sjxs3rtIpWUUhJyen0kKtgoICCgoK0KhRI4wdOxZOTk4wNzcHj8eDjo6OCJNKnuHDh2PUqFFMM3xret5/F9/HjRsHNzc3FBYWok2bNqhfv76IUtaO6p7PKmNkZITr168jJiYG3bt3/2pb6Y0dIyMjABAOVkhNTS3zOpcuXarwGGFhYVi6dOlXBeGUlBQkJiYKb1BoaWl9c6o7Ho+H3r17C7tfP336hFatWuGnn35CTEzMt95qranK+6lIdc7xLL4e3/s9rilpu/YBX6a87dmzJ/O/0Y4ePVppoVZeXh7FxcWoX78+RowYAWdnZwwcOBAqKiowNDQUYVLJU1qoraxrubCwEGpqaiJMJV42bdqE2NhYjBgxAjExMVBVVWUdiRCxFR4ejoULF2L16tXMPzfVpsoKtgsWLPjqc9aiRYvA5XKRkZEBKysrREdHC2fbINVnYmKCly9f4uPHj1BRUWEdRybdv38fs2fPxuXLl+Hs7Izg4GAauCQCWlpaWLNmDTw9PbFq1SrMnj0bmzZtgp+fH+zs7FjHI4QQQsQerVErRUq71uTk5NC7d2/s3r0bmZmZOHPmDJycnFCvXj1hh4Eo1i8dNWoUBAIBHB0dcfnyZeTl5eHp06eYPXs2wsLCyuz/008/4dOnT7CxscHp06fx7t07FBYW4unTpzhz5gxGjRqFixcvAgAaNmwIALh69SoyMzO/maWy/atzXElQ+r0V127F0hGVqqqqcHZ2xvnz5/HmzRts2LABlpaWjNORmpKXlwcANGnSBJ6ennj06BGSkpLg4+ODFi1aCH8uJa1Tr7rns8o4OTkBAEaPHo2zZ88iJycHz58/x7Jly7B9+3YoKChg6NChACAsCv/555+4fPky8vPzkZaWBi8vLxw/frzCY8TExOCnn35CcnIy8vLyEBkZiREjRqCoqAiOjo5VytmrVy9s3boVDx8+RH5+Pj58+IDQ0FBkZmYiJSWlWu+5pmryfmrrHF9XX4/v/R7XlLRd+wDxXpu09O8zeXl52NraIjAwEO/fv8e+ffswZMgQ6jaooqKiInC53Eq7zWV16uNSioqKCA4ORmZmJvMZgAgRZ+np6Rg9ejQGDx4MT09P1nHqRGnBNjk5Gb6+vggKCoKRkRFmzpyJ169fIyQkBLdv3wafz0dxcTHevHkDKysrvHz5knV0iWVsbAyBQIAnT56wjiJz3r9/j5kzZ6JLly7IyclBREQEAgICqEgrYjo6Ovjzzz+RmJiILl26YMCAAbC1tUV8fDzraIQQQohYE8u7Qi4uLjhw4MBXjw0cOFD4/4OCgqp8o1na/XtK0Z49e8LNzQ1OTk4VTrdZOqo+JydHWLysKx4eHjhw4ABiY2PRt2/frzI7OTkhKChIWNQBgPHjx+PKlSvYs2dPhetqTZo0CcCXD0BNmzbFpUuXoKWlJdxeUTdUZftX57iS4MOHDwAgNh1SxcXF4HK5KCkpgaKiIkaOHCns9hXXG9N0Dqqef0/d6erqirFjx6Jbt27l7ivKwSK1qbrns8r8/PPPOHLkCKKjo+Hg4FBm+59//insdGjRogVGjhyJo0ePfnVcHo8HV1dX7Nu3r9xjODo6wt/fH7t37/7q8datW1e52/DOnTu4du1audtEfU6syfuprXN8XX09vvd7XFPSdu0DxG/KWw6HI5zRw8bGBq6urhg2bJjYdthIwrWvsLAQPB6P1qj9Bj09PRw6dAgDBgxAjx49MGvWLNaRCBErRUVFGDt2LBo2bCix69JWR2nBduLEidiyZQvWrl2LXbt2QUdHBzweTzjrVFFREV6+fAkrKytERUWVmeHI1dUVERERLN6CxHBycgKXy0ViYiI6dOjAOo5MEAgE2LVrF+bOnQslJSXs2rULrq6uUv97Le709PTg7++P8ePHY/bs2ejcuTMWLFiABQsWiNXf64QQQoi4EM8qCakyU1NTuLm5YcyYMWjWrNk39y8t4GZkZNT5+jNKSkoIDw/Hb7/9hmPHjiEnJwft2rWDj48Pbt26BQBo0KCBcH8Oh4Pdu3dj4MCB2LFjB27fvo28vDw0a9YM7du3x/jx42FjYwPgS2dKcHAw5s6di7t371Y6Bd639q/OcSVBRkYGgIrXxhQ1OTk5DBw4EC4uLhg8eHC56zYSycTlcoWd0ePGjYO1tbWwKFERSe2ore75rDL16tXDhQsXsHr1agQEBCA1NRUKCgro2rUrfv31V9jb23+1/z///AMNDQ2cOHECeXl56NSpE1auXImkpKQKi3gWFhaYPHkyvL298eDBAygrK2PYsGFYuXJllYtEN27cwI4dOxAeHo7U1FQoKyujVatWmDBhAiZMmFCl16gtNXk/tXWOr8uvx/d8j2tK2q59wJcBIOJy40dOTg7m5uZwdXWFo6Oj2FyTJV1VCrXi3FktSv3798eyZcswd+5ctG7dusy1hRBZJRAIMHHiRDx48AA3btyQqanSlZWVMWfOHEybNg2zZs3Czp07y+xTVFSE9PR09OvXD1evXv3q+vXmzRvo6OgwH7Qjrnbu3Ins7Gzo6ekhMTGRdRyZkJycjClTpuDKlSv45ZdfsHTpUrEdECer+vfvjzt37mDTpk3w9vZGUFAQtm/fDgsLC9bRCCGEELHCEfynBfHw4cMYPXr0N9dpk1Xi8vXJzs7G69evqz2Ny4cPH6ChoYHQ0FAMGDCgjtJVrqSkBF27dsW9e/fw7t07unlZy06fPo0hQ4bg48ePUFZWZpolISEBOjo60NDQqPJz+Hw+eDwegoODma/BKo7E6etz584dmJqaVuuGeE5ODtTV1XHu3DmpWKtG3M5noaGhGDhwIPz8/KSig0ra3g+pW5qamli5ciXz6V5fvHgBgUBQpQF0/6aoqIjt27fDzc2tjpJJNkVFRfTo0QOPHj3CgAEDKhzE0L17d1hbW2Pt2rUiTih+BAIB3N3dcezYMURERKBjx46sIxHCnI+PD5YvX45jx45VOKOELOjatSvu378v7Kb9L3l5eZiYmCAiIkI4E5ednR309PTKLfCS///6PH/+HDo6OtizZw/rSFKLz+dj/fr1WLx4MYyNjbFz584KZ3Qi4iMtLQ3Tpk1DWFgYpk2bhtWrVzO/Z0UIIYSIC1qjVkJpaGh811ob6urqUFZWxosXL+ogVVleXl7Yv38/nj59ik+fPuHevXtwdnbG3bt30adPH+ZFDWn04sUL4feZtdatW1erSEskS+fOnavdtSSpUx8DdD4jRNyJy5S3TZs2rXaRllRN6feYpj6uGg6Hg507d6J79+5wcHBAeno660iEMBUQEIClS5fir7/+kukibenatBUVaYEvnbWJiYkYMGAAcnNzRZhO8hkbGyMpKYl1DKn17Nkz9O/fH4sWLcLChQtx69YtKtJKCAMDA4SEhGDv3r0ICAhA586dcfPmTdaxCCGEELFAhVoZpK+vj7S0NJEc6/Hjx3B1dYWBgQGUlZXRqVMnHDlyBCoqKli/fr1IMsia1NRUGBoaso5BSLkUFBRQr1495OTksI5SbXQ+I0R8FRcXIy8vT6amsJRFRUVFUFBQoEJtNcjLy+Po0aPQ1NTEoEGD8OHDB9aRCGEiIiIC7u7umDdvHqZPn846DlOLFi0Cl8v95n5FRUW4d+8eBgwY8M2lhsj/MzY2pqmP60hwcDA6deqEt2/f4tq1a1i4cCHk5eVZxyLV5OLigvj4eBgZGaFXr17w8fEBn89nHYsQQghhigq1MsjQ0BCpqakiOZafnx/c3d1hZGQEBQUFNGrUCI6Ojrh27RpNv1ZH0tLS6nz9YUJqQlNTE5mZmaxjVBudzwgRX+/fv4dAIKDOdilXWFgIRUVFKtRWk5qaGk6ePIl3795h7NixKCoqYh2JEJGKj4/HsGHDMHz4cKxYsYJ1HKZKu2n5fD7k5OSgoKAAHo9X4f7FxcW4efMmHBwcUFJSIsKkksvExAQZGRl4//496yhS49OnT3B3d4ezszPGjh2L27dvo1OnTqxjkRpo3LgxTp8+jVWrVmHVqlXo378/Xr16xToWIYQQwkzFf5ETqWVsbIzIyEiRHWv37t0iORb5IiEhgdn6w4RUhaQWaiXhfGZvb898DfXaJG3vh9SdjIwMAICWlhbjJKQuFRYWQllZudLOLirUls/AwACnTp1Cv3794Obmhv3791epo44QSffkyRPY2dnBzMwMe/bsAYfDYR2JqYEDB+Lly5dITU1Famoq0tLSkJqaipSUFCQnJ+PVq1fCKZG5XC7k5eVRWFiIK1euQFNTE82bN2f8DsSfiYkJACA5ORndu3dnnEbyPXnyBKNGjcLz589x6tQpODg4sI5EagmHw4GXlxf69++P0aNHo0uXLjh8+DAsLS1ZRyOEEEJEjgq1Mqh9+/bYtm0b+Hw+3aCRMsXFxUhISMDcuXNZRyGkQpqamsKiCiGE1IbSwR/UUSvdCgsLoampiaysrEr3oUJt+bp164YTJ07AwcEBP/30E3bt2gU5OZpgiUiv58+fw9bWFtra2jhx4gQUFRVZRxILurq60NXVRa9evcps4/P5eP78+VdF3NTUVCQmJuLevXsIDw9HUVERTTdbCX19fSgoKCAxMZEKtTUUEhKCcePGQV9fHzExMWjRogXrSKQOdOzYEbdu3cKECRPQt29fLF++HPPmzWMdixBCCBEpKtTKoPbt2yM/Px9JSUlo3bo16zikFj1+/BgFBQUwNTVlHYWQCmlpaUlkRy0hRHyVDv5o2LAh4ySkLhUVFUFJSQkvX76scJ+CggIq1FaiX79+OHHiBIYOHQpVVVVs3LiRdSRC6sS7d+9gZ2cHZWVlXLhwAQ0aNGAdSSJwuVzo6+tDX1+/zDY7Ozs0a9aMZjv5Bi6XC0NDQyQlJbGOItF8fX3x+++/w8XFBVu3boWSkhLrSKQOqaqqIigoCL6+vvjtt98QHx+PHTt2QEFBgXU0QgghRCRoCLUMMjU1hYKCAm7evMk6CqllMTExUFJSQps2bVhHIaRC1FFLCKltmZmZUFNTowKdlCssLISSkhI+f/5c6T50U69ydnZ2OHToELZu3QpPT0/WcQipddnZ2RgwYACKiooQFhZGsy3UIjk5ObrWVoGJiQkVar9TUVERJkyYgMWLF+PPP//E3r17qUgrIzgcDry9vXHmzBmcPHkSdnZ2tNYzIYQQmUGFWhmkoKCALl26IDo6mnUUUssiIyPRvXt3+vBMxJqkrlFLCBFfGRkZdCNeBpQWagsKCirdh/4O+rYRI0bgn3/+wYYNG+Dt7c06DiG1JiMjA/3790dmZiYuXrwIXV1d1pGIDDI2NkZiYiLrGBInNzcXw4YNQ3BwMI4fPw4PDw/WkQgD9vb2iIqKwtOnT9G9e3f6XSKEECITqFAroywsLBAVFcU6Bqll0dHRsLCwYB2DkErp6OhUOm0lIYRU16tXr6Cjo8M6BqljRUVFqF+/foUdtSUlJSguLqZCbRW5ublh586dWLVqFWbPnk3TmRKJ9+rVK/Tp0wdZWVkIDw+Hnp4e60hERlGhtvrS09Nhbm6O2NhYXL16FYMHD2YdiTDUrl07XLt2DRoaGrC0tMSNGzdYRyKEEELqFBVqZVSfPn0QFxeHV69esY5Cakl6ejoSEhLQp08f1lEIqZSBgQHevn2LvLw81lEIIVIiNTUVhoaGrGOQOlZQUFBpobawsBAAqFBbDRMmTMDBgwexefNmTJkyBSUlJawjEfJdnj17BmtraxQXFyMiIgItWrRgHYnIMBMTE+Tm5uL169eso0iElJQU9O7dGxwOB9evX0fHjh1ZRyJiQFdXF1euXEH37t1ha2uLy5cvs45ECCGE1Bkq1Mqovn37QlFREefOnWMdhdSSkJAQKCsrw8rKinUUQiplYGAAAHj69CnbIIQQqZGWliY8txDpxefzoaKiAoFAICzK/hsVar+Ps7Mzjh07hv3792PcuHEoKipiHYmQaklNTUWfPn0gLy+P8PBwNGvWjHUkIuNMTEwAgNaprYKEhARYW1ujYcOG9PtLylBWVsbx48cxfPhw2Nvb48SJE6wjEUIIIXWCCrUySklJCb1798bZs2dZRyG15OzZs8ICPCHirLTrLTU1lXESQoi0oEKtbBAIBFBWVgaAcrtqqVD7/RwcHHDy5EmcOnUKTk5O+PTpE+tIhFTJ3bt30atXL2hrayMyMpLWpCVioUmTJlBRUaHpj7/h/v37sLa2hr6+Pi5dugQtLS3WkYgY4vF42L17N8aOHQtnZ2ccPXqUdSRCCCGk1lGhVoYNGzYMZ86coelHpUBWVhZCQ0MxatQo1lEI+SZVVVVoamoiLS2NdRRCiBTIyMhAbm4uTX0s5UrXT1VTUwPwZRrk/6JCbc3Y2NggLCwMkZGR6Nu3L968ecM6EiGVOnPmDHr37g0zMzOcP38eDRo0YB2JEAAAh8NBy5YtqaO2EnFxcejfvz/MzMxw7tw5qKurs45ExBiXy8WuXbswceJEjB49mjprCSGESB0q1MowR0dHFBYWUletFAgMDIScnBxGjBjBOgohVWJgYECFWkJIrSjtzqdCrWzQ0NAAUH5HbWnxVkFBQaSZpEmvXr1w48YNfPjwAebm5nj06BHrSISUa+fOnRg+fDicnJxw5swZqKqqso5EKlFUVAQTExO4ubmV2RYZGQlbW1uoq6tDVVUV1tbWCAsLq5XjPn36FJs2bcKAAQOgoKAADoeD0NDQcveNjIwEh8OpteWhTExMqFBbgeTkZNjZ2aF169Y4ceKEcLYMQirD4XCwadMmTJw4Ec7OzggJCWEdiRBCCKk1VKiVYY0aNYK1tTUCAgJYRyE1tH//fgwfPpxGoRKJYWhoSFMfE0JqRVpaGrhcLpo3b846ChGB0o45mvq47rRs2RLR0dFo1qwZLCwsEB4ezjoSIUICgQA+Pj6YPHkyFi5ciF27dkFeXp51LPINW7ZsQWpqKn7//fevHj937hz69OmDCxcuICcnBx8/fkRERATs7e0RFBRU4+P26NEDHh4eCAsLK3dt83+ztLSEra0t5s6di5KSkhof29jYmKY+Lkd6ejpsbW2hp6eHkJAQKtKSauFwOPj777/h6uoKR0dHXLlyhXUkQgghpFZQoVbGjR8/HqdOncKrV69YRyHfKS0tDdHR0eWOTiZEXBkbGyMhIYF1DEKIFHj8+DH09fWpOCflSqc+Li3U0tTHdathw4YICwuDjY0N7O3t8c8//7CORAhyc3Ph6OiIVatWYf/+/fDx8WEdiVRBYWEhfH19MXz4cBgZGX31+JQpU8Dn8+Hp6Yl3794hKysLy5Ytg0AgwPTp0/Hx48caHdvAwAAzZsxAaGgoJk2a9M3958yZgwcPHtRKkdjY2BhJSUm1UvSVFm/evEHfvn2hoaGBkJAQ6oQn34XD4WDr1q2wt7fH0KFDcffuXdaRCCGEkBqjQq2Mc3R0hKqqKvz9/VlHId9pz5490NbWho2NDesohFRZ+/bt8fjx43JvtBNCSHXExsaiffv2rGMQEdHU1ARAHbWioKioiICAAHh5eWHSpEmYOnUqXbcJMwkJCejRowciIyNx/vx5/PDDD6wjkSo6evQo3r59W2Zg8YULF/D06VP07t0b69atg5aWFjQ0NODt7Y2RI0ciIyOjxutQXr9+XTj1cVWuDf3794euri62bt1ao+MCX6Y+LigoQHp6eo1fSxp8+vQJQ4cOBYfDQVhYGK0pTWqEx+Ph0KFD6N69OwYPHky/Z4QQQiQer6IN+vr6oswhMT59+sQ6Qq1SUlKCq6srtm7dCk9PT5o2SsIUFhZi165dcHFxAY9X4a+zRJo6dSo8PT1ZxyB1xMzMDMXFxXj06BE6duzIOg4hRILFxsZi9OjRrGPUCk9PTyxatIh1jDL4fD44HA7k5NiN8SwqKgKHw6Gpj0VMTk4OK1asgLm5Odzc3HDz5k0cOXIEBgYGrKMRGXLq1Cm4urrCyMgIISEhdK9Cwvj7+0NJSQn29vZfPR4REQEAGDduXJnnuLi44OjRo7hy5Uq52+sKl8vFsGHDsHXrVjx79gx6enrf/VomJiYAgKSkJJn/mS0pKYGrqyuePHmC6OhoNGrUiHUkIgXq1auHI0eOwMrKCvb29oiKioKGhgbrWIQQQsh3KVPZ6dChA9asWcMiC2HE09MTW7ZswcGDBzF+/HjWcUg1+Pv74/Xr1/Dw8GAdpdbIycnROagKJL17rFWrVlBUVERsbCwVagkh3y0/Px/JyckwMzNjHaXGVq5cieLiYtYxyuXj4wNDQ0OmfyfGxMQgNDQUioqKAGjqY1EbMmQIYmJiMHLkSHTr1g2HDh2i2VxInePz+Vi2bBmWLVuGiRMnYuPGjfT7LWGKi4tx9epVdO7cucyg8OTkZACAqalpmeeVftYp3UeUevbsia1bt+LSpUtwd3f/7tfR0tJCw4YNkZiYKPPnSy8vL5w+fRqhoaHCAjYhtUFNTQ1nz55Fz549MWLECJw7d46uE4QQQiRSmUJtq1atMHfuXBZZCCN6enr44YcfsHLlSri6ujLtliBVx+fzsWbNGri7u0vVCF0Oh0PnIBnA4/HQpk0bPHjwgHUUQogEi4+PB5/Pl4pC7ezZs1lHqJCvry/z67Ofnx+uXbsmLNSW11FbWrylG3R1w9jYGNHR0fjxxx8xcOBALF68GAsWLACXy2UdjUih58+fw9XVFTdu3MCuXbtoQLGEevjwIT5+/IgOHTqU2ZaTkwPgy5rY/1X62IcPH+o2YDlKB5Feu3atRoVaADAyMkJSUlItpJJcO3fuxIYNG3Dw4EH07duXdRwihZo2bYrjx4/D2toanp6e2LRpE+tIhBBCSLVRRY4AABYuXIjk5GQcOXKEdRRSRQEBAUhJSaGiJpFY7du3p0ItIaRGHjx4ACUlJRgZGbGOItWUlZWFN9RZyc3NhaqqaqWF2tKOWgUFBZFmkyWqqqo4fPgw1q5di+XLl6Nv3754+vQp61hEygQHB6NDhw54/fo1oqOjqUgrwV69egXgS3fpfwkEggqfV9m2ulY6LW9p9powMTGR6ULt3bt38csvv2DhwoUYM2YM6zhEinXp0gX79+/H33//jd27d7OOQwghhFQbFWoJgC8jPUeNGgVfX1+mH4pI1QgEAqxatQpjx46FsbEx6ziEfBczMzPExsayjkEIkWAPHjxAu3btqKOvjqmpqSEvL49phtJCLZfLBY/Ho6mPGeJwOJg1axZu376NnJwctG/fHvv27WMdi0iB/Px8zJw5E05OTnBwcMCtW7doiQwJl52dDeDLII//UldXBwC8f/++zLasrKyv9hElNTU1AP+fvSaMjY2RmJhY49eRRJmZmRg5ciQsLCzg4+PDOg6RAcOHD4eXlxemT5+O27dvs45DCCGEVAsVaonQwoULERsbi2PHjrGOQr7h8OHDePjwIRYsWMA6CiHfrUuXLnj16hWePXvGOgohRELFxMSgS5curGNIPXV1deTn5zPNkJubK7x5rqioWGFHrZycHHi8Mqu7kDrQrl07XLt2DW5ubhg/fjxcXV2ZTFNKpMONGzfQvn17HDx4EMePH4e/vz+UlZVZxyI1pKGhAQDlzspQOhtGXFxcmW2leWuz2wAAIABJREFUgzlZzJhReh5r0KBBjV/L2NgYqampKCoqqvFrSRI+n4/Ro0cD+DITGA2oI6KycuVKmJubw8nJqdxBIIQQQoi4orsYRKh9+/ZwcXHBrFmzMGDAAPpgLKZyc3Ph5eWFCRMmoG3btqzjEPLdevTogXr16iE6Ohp6enqs4xBCJExBQQFu3bqFqVOnso4i9TQ1NYXdqqyUdtQCX6Y2rqijlrppRUtJSQkbN27EoEGDhH+bbt68GcOHD2cdjUiIvLw8LFq0CH/99Rf69++PPXv2QFdXl3UsUktKv5cZGRlltvXu3RurV6/GgQMHMHny5K+27d+/X7iPqJVmrY2fQxMTExQXFyM1NRUmJiY1fj1JsWLFCkRFRSE6Ohqampqs4xAZwuPxEBAQgC5dumDSpEm0vBshEkIgEODFixdIS0tDamoqXr58iYyMDLx//x65ubkoLCwUzvAkLy8PFRUV1KtXD5qamtDU1IS2tjYMDAxgYGAAQ0NDWgqHSCQq1JKvrF27Fq1bt4avry9WrFjBOg4px5IlS5Cfn4+VK1eyjkJIjSgpKaFjx46IioqiNYsIIdV28+ZNFBQUwMLCgnUUqaetrQ0+n880Q25urrAzi8fjobi4uMw+VKhlZ+DAgUhISMC8efMwcuRIODg4YMuWLWjWrBnraESMXblyBZMnT8abN2+wbt06eHh4QE6OJv2SJm3btoWKigru3btXZpuNjQ309PQQEREBLy8vLFiwAPLy8ti4cSOOHj0KLS0tJoM+SrP27Nmzxq9VWpxNSkqSmULtrVu3sGzZMvzxxx/o1KkT6zhEBmlra+PgwYPo27cvdu7ciYkTJ7KORAj5j+fPnyM8PBzR0dGIjY3FgwcPkJubC+DLMja6urrQ1taGpqYmVFVVoaKigsaNGwMAioqK8PHjR+Tm5iItLQ2ZmZl4/fq1cMkCHo8HY2NjtG/fHt26dUOfPn3QsWNHmt2BiD0q1JKvNG7cGMuWLYOXlxdcXV3Rpk0b1pHIv8THx+Ovv/7Cpk2b0KhRI9ZxCKmxXr164cqVK6xjEEIkUFRUFHR0dGBoaMg6itTT0dGBQCDAx48foaKiwiRDbm4umjdvDuDLKOryppGkQi1bGhoa2LZtG3744QdMnjwZpqamWLJkCRXfSBlZWVmYP38+duzYAQcHB1y8eJGK+lKKx+PB0tISly9fRkFBwVcdLvXq1cO2bdswePBgrF+/HuvXrxdu43A42Lx5c5lrjqWlJaKionD37t0qrV/s4uKCAwcOfPXYwIEDhf8/KCgIjo6OX22/fv06AKBv375Vf6MVUFVVhY6ODhITE+Hg4FDj1xN3eXl5GDduHPr27QsPDw/WcYgMs7Kywpw5czBr1ixYWVmhVatWrCMRItPevn2Ly5cv49KlSwgPD0diYiIUFBTQrVs3dOzYEW5ubmjbti0MDQ3RpEmT7/rskJ2djdTUVCQlJeH+/fuIi4vDmjVrMGfOHDRo0ADW1tbo27cv+vXrB1NT0zp4l4TUDH1iJmVMnz4dHTt2xNSpUyEQCFjHIf8jEAjw888/o0OHDjQikEgNCwsLxMbGlrtuFSGEVCYqKgpWVlasY8iEJk2aAABSU1OZZcjJyRFOfVxRobagoIAKtWLA2toad+/exU8//QQvLy/06dMHd+7cYR2LiAE+n49t27bBxMQEZ86cwbFjx3Dq1Ckq0ko5V1dXfP78GWfPni2zzd7eHpcvX0b//v2hqqoKZWVlWFlZITQ0FM7OzmX2LykpAYA6W4ucz+fjxIkT6N27N/T19WvlNY2NjZGUlFQrryXuPDw8kJWVhb1794LD4bCOQ2Tc0qVL0bp1a7i6usrcOtGEiIPPnz8jKCgIQ4YMQdOmTfHDDz/g1q1bGDFiBE6ePIm3b9/i6tWr2Lx5M6ZMmQIrKys0a9bsuwd4amhooFOnTnB2doavry9OnDiBN2/e4MmTJ1i1ahXk5eWxZMkSmJmZQV9fH/Pnz0dycnItv2tCvh8VakkZcnJy2LhxIyIjI7F7927Wccj/bN++HVevXsW2bduoK4FIDUtLS/D5fMTExLCOQgiRIAKBANevX6dpj0WkdB3xtLQ0Zhn+vUZtZR21tB6ReKhfvz7WrVuHGzdugM/no1u3bpg4cSLevHnDOhphJDw8HF26dIGHhwdcXFwQHx+PYcOGsY5FRMDR0RGNGjXCvn37yt1uaWmJCxcuICcnBx8/fkRERATs7OzK7FdSUoJHjx6hXbt2aNeuXZWOvX//fggEggr//beb9uLFi3j16hWmTZtW/TdaARMTE5ko1IaEhGD37t3YuXMndHR0WMchBPXq1cOBAwcQFxeHtWvXso5DiEwoKSnBxYsX4e7ujkaNGsHFxQVcLheHDh1CVlYWbt26hVWrVmHIkCFQU1MTSaYWLVpg8uTJOHz4MN6+fYsbN25g5MiR2LNnD0xMTNC7d2/s3LkTHz58EEkeQipC1R5Sru7du2POnDnw8PBAfHw86zgyLzY2FrNnz8b8+fPRuXNn1nEIqTU6Ojpo0aIFIiMjWUchhEiQhIQEvHv3Dr169WIdRSYYGBgAAJ49e8YsQ1ULtdRRK166dOmCqKgoHD9+HBcvXkTLli3h4+ODz58/s45GRCQ9PR1ubm7o168fGjVqhLt378LPzw/q6uqsoxERqVevHhYuXIiTJ0/WqGAZFxeH7OxszJ8/v866Nf/44w+YmprCycmp1l7T2NgYiYmJtfZ64igvLw8zZszA2LFjMXToUNZxCBFq1aoVFi9ejKVLl+LRo0es4xAitUpKShAUFARTU1PY2Njg5s2b8Pb2Rnp6Oo4fPw5HR0fhZzmWuFwuunfvDj8/P7x48QJhYWEwMDDArFmz0LRpU8ycORMvXrxgHZPIKCrUkgr5+vqiU6dOGD16ND59+sQ6jszKy8vDmDFj0K1bN/j4+LCOQ0it69+/P8LCwljHIIRIkNDQUDRo0IAGL4lIy5YtAYDph9aPHz9+s1BbVFREhVoxNWTIEMTHx2POnDlYu3YtTE1NsW/fPvD5fNbRSB15+/YtvLy8YGJigps3b+Ls2bM4f/58lTshiXSZPn06WrRogaVLl373a0RGRkJfXx9jxoypxWT/LyoqCufPn8cff/wBLpdba69rbGyM9PR05Ofn19pripsFCxbgw4cP8PPzYx2FkDK8vLzQrl07Wt6NkDpQUFCALVu2oGXLlhg3bhy6d++OuLg4xMfHY968edDW1mYdsUJcLhc2Njbw9/fHixcvsGTJEgQFBcHIyAg///wz00HKRDZRoZZUiMfjISAgAG/evMHPP//MOo7MmjZtGjIyMnDw4ME6W4uHEJbs7e0RExODzMxM1lEIIRIiNDQUdnZ2tXojlVRMRUUFHA4Hr1+/ZnL84uJi5OXlQUNDAwB11Eqq+vXrw8fHBwkJCejduzd+/PFHmJmZITAwULjuJJF8mZmZWLBgAVq0aIGDBw9i7dq1iI2NxcCBA1lHIwzJy8sjMTGxwumPq2L69OlIS0urs8/EFhYWEAgEGDBgQK2+romJCQQCgdSug3ft2jVs3rwZ69evR+PGjVnHIaQMHo+H7du3Izo6Gjt27GAdhxCpwOfzsXnzZrRo0QKenp4YNGgQEhMTsWfPHokclKeurg4vLy+kpKRg3bp1OH36NIyMjDBx4kRmn4GJ7KFCLalUs2bNsGvXLuzZswf+/v6s48icf/75BwcOHMC+ffvQtGlT1nEIqRM2NjaQk5PD+fPnWUchhEiA/Px8XL16Ffb29qyjyBQul4u3b98yOXZ2djYEAgEVaqVE8+bNsWvXLiQlJcHKygrjxo1D+/btERQURJ0uEiw3NxerV6+GkZERduzYgUWLFuHJkyf4+eefIS8vzzoeIcwYGxtDTk5OKtepLSkpwYwZM9CvXz+4ubmxjkNIhbp06YKZM2diwYIFNECckBq6fv06unXrBk9PT4wZMwYpKSnYvHmzcLkcSaaoqIjp06cjKSkJ27dvx8WLF9G6dWts3LiRZgIidY4KteSbhgwZAk9PT0ydOhVXr15lHUdmhIeHY8aMGZg/f36tj+olRJyoqanB3NwcISEhrKMQQiTApUuX8PnzZ9jZ2bGOIlPq1avH7MZWdnY2AHyzUFtQUECFWgliYGCAbdu24f79+2jTpg1Gjx6Njh07wt/fH4WFhazjkSp68eIF5s2bh+bNm2PNmjWYO3cu0tLSMG/ePNSvX591PEKYU1BQQPPmzaVyndpdu3bhwYMH8PPzq7N1gwmpLYsXL4aCggIWL17MOgohEikrKwszZ86EpaUl1NTUcPfuXaxbtw66urqso9U6eXl5uLu74+HDh5g1axbmzp2Lrl274tq1a6yjESlGhVpSJWvWrMHgwYMxePBg3Lt3j3UcqffgwQOMHDkSI0aMwLJly1jHIaTODRw4ECEhITT1ISHkm0JDQ9GxY0c0adKEdRSZoqioKCyYitp/C7U8Hg/FxcVl9qOOWsnUrl07BAUF4e7duzAzM8PEiRPRokULrFmzhtnPHPm22NhYjB8/Hi1atMC+ffswf/58pKSk4LfffoOKigrreIQwcebMGQwZMgT+/v749OmT8HFjY2Op66jNzc3F77//junTp8PU1JR1HEK+SVVVFcuXL8fWrVvx4MED1nEIkSiHDh2CiYkJgoODsX//fly+fBlt27ZlHavOKSkpwcfHB/fv34empiYsLS0xbdq0r67xhNQWKtSSKpGTk8P+/fvRo0cPODg4IDU1lXUkqZWSkgI7Ozt06tQJe/bsgZwc/ZoS6Wdvb493797RQBBCyDeFhobSWocMqKioIDc3l8mxs7KyAHy7o7awsBAKCgoizUZqT4cOHbB//348efIEY8eOha+vL/T09ODp6Sl1BQ5JVVJSgpCQEAwYMAAdO3bEnTt3sHXrVqSlpWH+/PlQV1dnHZEQpgwNDZGVlQV3d3c0bdoU7u7uCAkJgZGRkdSdx5YtW4bPnz/j999/Zx2FkCpzd3dH586dMWvWLNZRCJEI+fn5mDRpEsaNG4fRo0fj0aNHGDNmDOtYIteqVStcuHABBw4cQFBQELp164b4+HjWsYiUoQoQqbJ69eohODgYOjo6sLW1xZs3b1hHkjrv3r3DwIEDoa2tjWPHjtHNRiIzOnTogKZNm+LEiROsoxBCxNjDhw+RnJxMhVoG1NTUkJeXx+TY2dnZ4HA4UFNTA0Br1Eq75s2bY+3atUhPT8fixYtx5MgRtGrVCv369cPBgwfx+fNn1hFlTnp6OpYsWQJDQ0M4ODigpKQEZ8+eRWxsLCZMmEC/d4T8T9u2bREZGYlnz57Bx8cHycnJcHBwgL+/P27evIlTp06Ve/2SNM+ePcNff/2FpUuXQlNTk3UcQqpMTk4O69evx6VLlxAaGso6DiFi7fHjx+jZsyeCgoIQGBiITZs2CT+PyaoxY8bg3r17aNiwIbp27YoNGzawjkSkCBVqSbWoqanhzJkzEAgEsLe3x+vXr1lHkhqvXr2CjY0NSkpKcP78eRqRTmQKh8OBo6MjAgMDWUchhIixwMBA6OrqolevXqyjyBwNDQ1mBbLs7GyoqamBy+UCoEKtrFBTU4OXlxdSUlJw+vRpaGhoCLvUZs2ahbi4ONYRpVpRURGOHTuGQYMGwcDAAFu2bMGYMWOQkJCA8+fPw97entakJKQCzZo1w8yZMxEZGYm0tDS4uLjg8+fPGDZsGHR0dODm5oZTp06VO42/JFi+fDl0dHQwefJk1lEIqTZLS0s4ODjA29sbAoGAdRxCxJK/vz+6dOkCJSUl3L9/H05OTqwjiY1mzZohPDwcM2fOxOzZs+Hm5sZsQDORLlSoJdWmo6ODCxcuIC8vD5aWlnjy5AnrSBIvKSkJFhYWKCgowIULF6Ctrc06EiEi5+zsjMePHyM2NpZ1FEKImAoKCsLo0aNpWQAGNDU1mXUBZWdno0GDBsL/pkKtbOFyuRg0aBCOHj2KZ8+e4ddff8WZM2dgZmaGdu3awcfHB48fP2YdUyrw+XxERkZi5syZaNasGRwdHVFUVISAgACkp6dj9erVMDExYR2TEImip6eHOXPmAABOnDiB33//HSkpKRg6dOhXRVs+n884adWkpaVh79698PHxoWsukVhLly7FnTt3cOrUKdZRCBErAoEACxcuhLu7O6ZMmYKrV69CX1+fdSyxw+PxsGrVKpw+fRohISHo06cP3r59yzoWkXB0l4t8F0NDQ1y7dg2NGjWChYUF7ty5wzqSxLp9+zYsLS2hqalJF0Ai08zNzaGvr4/Dhw+zjkIIEUP379/Ho0eP4OzszDqKTGrcuDGzm8gfPnwQrk8LVFyoLSgooJvGUk5HRwfz5s1DYmIiLl++jD59+mDLli1o3bo1OnfujNWrVyMlJYV1TInC5/MRHh6OqVOnQldXF1ZWVoiOjsacOXOQmpqK8+fPw8nJCfLy8qyjEiKxDA0NIS8vj48fPwo7bVNSUrBo0SLEx8dj6NCh0NfXF24T5y6/xYsXQ19fHy4uLqyjEPLdOnfujOHDh8Pb2xslJSWs4xAiFvh8PqZOnYrVq1dj+/btWLduHf399w2DBg1CTEwMPnz4AHNzcyQnJ7OORCQYFWrJd9PU1MSFCxfQsWNHWFtbIywsjHUkiXPp0iX069cPZmZmuHTpEho1asQ6EiHMlE5/HBAQwDoKIUQMHT58GM2bN0fPnj1ZR5FJOjo6AICMjAyRHzs7O7tKhVrqqJUdHA4H1tbW2Lx5M169eoWrV6/CysoKfn5+aNmyJVq2bIkpU6bg1KlTKCgoYB1X7Lx79w5BQUFwc3ODtrY2+vXrh6tXr2L69Ol4/Pgxbt68iblz50JPT491VEKkAo/Hg6GhIRITE4WPGRoaYubMmbh9+zbi4uIwceJEhIWFwcrKSmyLtomJiThw4AAWL14MHo/HOg4hNbJ06VLEx8fj2LFjrKMQwlxBQQHGjBmDvXv34vDhw5g4cSLrSBLD0NAQV69ehbq6OqysrHDv3j3WkYiEokItqRFlZWWcPHkSDg4OGDp0KDZu3Mg6kkQQCATw8/ODvb09hgwZgpCQEKiqqrKORQhzzs7OePLkCXXpE0LKKJ32mNZEZKN58+YAwKRbkQq1pDJycnKwtLTEhg0b8Pz5c5w/fx4jRoxAZGQkhg4dCk1NTQwdOhR///034uPjZbJzJi8vD+Hh4Vi4cCG6dOmCxo0bw83NDa9fv4a3tzceP36M+Ph4+Pj40NTGhNQRY2NjJCUllbutdBr3R48eIS4uDj/++CNCQ0NhZWUlLOhGRkaKOHFZfn5+MDQ0xJgxY1hHIaTGTE1NMWzYMPzxxx+soxDC1IcPH2BnZ4eLFy/i4sWLGDlyJOtIEqdx48a4fPky2rRpgz59+iAiIoJ1JCKBqFBLaqxevXo4ePAgfvvtN8yePRujRo1CdnY261hiKysrCyNGjMCvv/4KHx8f7Nu3j6aSIOR/unXrBkNDQwQGBrKOQggRI7du3UJSUhJNe8xQaWfd06dPRX7s6hRqFRQURBmNiBkejwcbGxv88ccfiI+Px9OnT7Fu3TpwuVzMnz8fpqam0NLSwuDBg7FixQpEREQgPz+fdexa9+rVKwQHB2PWrFno3r07NDQ00K9fPwQGBsLc3BynTp1CZmYmwsLCMHv2bCrOEiICJiYmFRZq/+3fa2/HxcXB3d0dZ8+erbWi7cuXL7/reZmZmdi3bx9mz54NLpf73ccnRJzMmTMH169fF4uBEISw8PnzZwwbNgxJSUmIiIiAhYUF60gSS01NDSEhIejfvz8GDx6M27dvs45EJAwVakmtkJOTw++//46LFy/i+vXr6NChA65du8Y6lti5desWunbtilu3buHSpUv47bffqDOIkH/hcDhwcXGBv79/uTfhCSGyaffu3WjdujW6du3KOorMMjAwAAA8e/ZM5MfOysqijlryXfT09DBlyhQcO3YM79+/x+3bt7FkyRKoqKhgy5YtsLa2hrq6Ojp37gw3NzesXbsWYWFh313IELXi4mLEx8cjMDAQv/32G4YOHQoDAwM0adIEY8aMwdWrV9GzZ0/s27cP6enpSE5OxqZNm+Dg4ID69euzjk+ITDE2Nsbjx4+r9ZzSom1SUhLi4uIwfvx4nDp1ClZWVl914VZVQUEB2rdvjw0bNlQ3PjZt2gQFBQWMHz++2s8lRFz16tUL5ubmWLduHesohIgcn8+Hq6sr7t27h7Nnz8LU1JR1JImnoKCAgIAAWFpawt7evtrXfSLbaFEJUqusra1x9+5duLq6ok+fPvD19cWsWbNkfv2SoqIirF+/HosWLYKNjQ38/f2hpaXFOhYhYmnSpElYsWIFTp8+jREjRrCOQwhhLD8/HwcPHoS3tzcNbmKotFDLooCVnZ0NdXV14X/zeDwUFxeX2a+oqEjm/+YkFePxeOjcuTM6d+4MDw8PAF86xKOionD//n3cv38ff/75p/BnXFNTE+3atYOBgQEMDQ2F/wwMDNC0aVORdZTl5+cjNTVV+C8tLQ2pqalISUnBw4cPUVhYCB6Ph1atWsHMzAxTpkxBt27d0LNnT6ioqIgkIyHk24yNjfHhwwe8e/cOjRo1qvbz27Vrh3bt2uH3339HdHQ0goKCsH37dixZsgRt27aFk5MTfvjhh0o75MPCwpCZmYnZs2cjKioKu3fvhrKy8jeP/fnzZ2zZsgXTpk2r0v6ESBIvLy84OzsjKSkJxsbGrOMQIhICgQBTp07FmTNncO7cOXTs2JF1JKkhLy+P4OBg2NrawtbWFlFRUcJlhAipDN3JILVOW1sbISEhWL16Nby9vbFv3z78/fffMjt9QkREBGbMmIHk5GQsX74cc+fOpRvNhFSiefPmsLGxwY4dO6hQSwhBYGAgPn36BFdXV9ZRZFq9evXA4XDw5s0bkR+b1qgldUVfXx/6+vr44YcfhI9lZmbi/v37iIuLQ0JCAlJTUxETE4O0tDR8/vwZwJefQS0tLWhqagr/aWlpQUtLC2pqalBQUBB2rKqqqpYZQPDp0ycUFBQA+NIxzufzkZmZ+dW/jIwMZGRkICsrS/g8TU1NYbHYzs4Onp6eMDMzQ9u2belnnxAxV1pATUxM/K5CbanSdbktLS3h5+cnLNpu3br1q6Kti4sLjIyMvnruoUOHhNfQ48eP4/bt2zh16hTatm1b6TGDg4Px/v17/Pzzz9+dmxBxNXz4cOjr62PLli1Yv3496ziEiIS3tzd2796Nw4cPw8rKinUcqVO/fn2cOHECVlZWGDRoECIiItCgQQPWsYiY4wgEAgHrEER6PXnyBB4eHggNDYWLiwv++OMPaGtrs44lEu/fv8eCBQuwY8cO9O3bF5s3b0br1q1ZxyJEIhw5cgTOzs5ISUmBvr4+6ziEEIYsLS3RtGlTWrtaDNSrVw99+/bFuXPnRHpcZWVl/P3338LpFhcvXowjR44gLi7uq/309PQwc+ZMeHl5iTQfkR2vXr0SdrW+e/cOmZmZeP/+PTIzM4X/nZOTg6KiInz8+BEAkJubW6YDvH79+lBQUACHw4GGhga4XO5XRd9//2vSpImwq1dVVZXF2yYEAGBnZ4dr166hYcOGrKOIpbdv32LcuHHYuXNnudsFAoHweubu7l7rx+fz+bh27RqCgoIQEBCAt2/fCou2bm5uaNKkCTQ1NfHp0yfhc3g8HuTl5eHv7w9HR8cKX7t3795o3LgxgoKCaj03IeLA19cXfn5+ePHiBRQUFFjHIaROHTx4EC4uLvjnn38wYcIE1nGk2tOnT9GrVy906tQJp06dosYtUinqqCV1qmXLljh79iyCg4Mxe/ZstGnTBj4+Ppg0aRIUFRVZx6sT+fn52LZtG5YsWQI1NTUcOXKEugIJqaZhw4ahcePG2L17N3x8fFjHIYQwkpCQgOjoaJEXBkn5FBQU8P79e5Ees7CwEJ8+fapSR21RURHk5eVFGY/IGF1dXejq6qJXr17Vfm5JSQnk5OTqIBUhojFp0iTY2tqyjiHW2rdvX+E2DocDIyMjJCUl1cmxuVyusNN27dq1uHDhAgIDA/Hnn39i2bJlaNWqFfLz8796TnFxMfh8PpycnODh4YF169aVuY4+fvwYkZGRCA0NrZPchIiDn376CT4+Pjh+/DhGjx7NOg4hdSY5ORnTpk3DL7/8QkVaEdDX18fRo0fRu3dvrFu3DnPmzGEdiYgx6qglIvPx40csXboUmzZtgrq6Ory8vDB16lSpWTspNzdXOFVKbm4ufvnlF3h7e9MaLoR8p/nz5+PgwYNITU0V2TpwhBDx4uXlhWPHjiE5OZkKHGJAW1sb6urqdXaTuTxv375F48aNcfnyZVhbWwMAVq9ejW3btiElJeWrfbW0tLB06VJMnz5dZPkIIYSQqho1ahTk5ORE2plaUFCAc+fOYebMmXjx4kW5A52AL4Xenj17Ijg4GDo6OsLH58yZg6CgIKSkpNBnMiLVhg4divz8fJw/f551FELqREFBAczNzcHlchEZGUnd4yK0Zs0aLFy4EJcvX5bZpSHJt9EdLyIyKioqWLNmDZ4+fYopU6Zg+fLlMDAwgI+Pj8i7M2pTTk4OVq9eDQMDAyxbtgyjR49GcnIyVq5cSUVaQmpg0qRJePHiBY4dO8Y6CiGEgY8fP2L37t2YNGkSFWnFhIqKinA6V1HJzs4GgCp11BYXF1NHLSGEELFlYmIi0sFOwJfZMGxsbPD69esKi7TAl6mTY2Ji0KFDB1y/fh3Al5kq/P39MXHiRCrSEqk3adIkXLp0CWlpaayjEFInZs2ahdTUVAQGBlKRVsTmzp0LBwcHjB07FpmZmazjEDFFd72IyDVq1Ag+Pj548uQJZsyYgb/++gsGBgZwd3fHpUuXUFJSwjriN5WUlODChQsYP348mjZtijVr1uCXX37Bs2fPsGHDBujq6rKOSIjEa9kRczlCAAAgAElEQVSyJYYNG4Y1a9awjkIIYWDnzp0oKCjA5MmTWUch/6Ourv7V2naiUJ1CLU19TAghRJwZGxsjMTFR5Pc8Tp8+jYKCgm/uV1RUhMzMTFhZWWHDhg24cOECMjIy4OrqKoKUhLA1cOBAaGlpITAwkHUUQmpdcHAwtm3bhp07d6JFixas48gcDoeDf/75B8CXqdYJKQ8VagkzmpqaWLJkCdLS0uDr64uHDx+if//+MDAwwIIFC/Dw4UPWEcuIi4vDvHnzoK+vD1tbWzx+/BirVq1CWloaFi9ejAYNGrCOSIhU8fLyws2bNxEVFcU6CiFEhPh8PjZu3IiJEydCU1OTdRzyPw0aNMDnz59Fekwq1BJCCJEWxsbGyM/Px8uXL0V63ICAgCp3xPL5fBQXF2PWrFnw8PBAt27dYGBgULcBCREDPB4Pw4cPp0ItkTofPnyAh4cHJk2ahFGjRrGOI7M0NTWxf/9+nDx5EsHBwazjEDFEhVrCnJqaGjw8PBATE4OHDx/C1dUVBw8eRLt27WBmZoZff/0V4eHhVRoBWts+f/6MixcvYu7cucI8gYGBcHd3R0JCAq5fv44ZM2ZAVVVV5NkIkQUWFhYwNzfHunXrWEchhIjQ4cOH8fTpU/zyyy+so5B/0dLSQnFxsUiPmZWVBTk5ua/+1qKpjwkhhEgiExMTAEBiYqLIjvnx40eEhIR81/X7yZMnePHiBVJTU+sgGSHix9nZGXfv3kVCQgLrKITUGm9vb5SUlGDVqlWso8i83r17w93dHbNnzxb5kkJE/PFYByDk39q0aQNfX18sW7YMEREROHHiBE6ePIm1a9dCUVERXbt2hYWFBTp37gwzMzMYGxuDx6udH+Pi4mIkJiYiLi4Ot27dQnR0NG7duoWCggK0adPm/9i777Am0q4N4HdCFzVCQGCVahBFwF4pgh3buiIirtiw8NoX61qxYO8NC+qqa0HRtaHYQBEQK4Jdqr2BBkWkhXx/+IWVFQQ0yZPA+V2X166TycydEQZmzjzngaurKwICAuDo6AgOhyOVfRJCSufr6wsPDw88ePAA9erVYx2HECIHq1evhpubG+rUqcM6CvmKgYEBCgoKIBKJ5DZXnVAoBI/HKzJPcXGF2vz8fIjFYirUEkIIUVgGBgbg8XhISEhAu3bt5LJPkUiE48ePA/gyX22VKlWKXU9bWxvq6uqFfz937hx8fHywf/9+6OvryyUrIaw5OzvDwMAAwcHBmDlzJus4hPy0mzdvIiAgANu3b6cukApi2bJlqFevHubNm0dTvZEiqFBLFBKXy4WzszOcnZ2xatUqpKamIiIiAlFRUQgJCcGKFSuQn58PDQ0NWFhYwNzcHObm5jA0NASfz4eenl7hDyDJBOmSEbnv379HWloa0tLS8OrVK6SmpiIlJQVJSUnIzc2Fqqoq6tWrB3t7e4wcORJOTk4wNTVldiwIqex+++03mJubY+3atdi4cSPrOIQQGQsPD8fVq1exZs0a1lHIf/zyyy8AgBcvXsDY2Fgu+xQKhUXaHgNfWtP9t1Ar+TsVagkhhCgyS0tLJCQkyG1/PB4PHTp0KPf7YmJi0Lp1azg4OMggFSGKSUVFBb1798Y///xDhVqi9AoKCjB69Gi0bt2a5hpXIHw+H/Pnz8fYsWMxYMAA2NnZsY5EFAQVaolSMDMzg5mZGQYOHAjgS9H17t27uHPnDpKSkpCSkoK4uDicPXsW6enpSE9PL3FbHA4HfD4ffD4f+vr6MDc3R/PmzVGnTh3Y2NjA2tq6sLhLCGFPRUUFf/zxByZPnoyZM2cWFgoIIRXTokWL4OTkhFatWrGOQv6jdu3aAICUlBS5FWozMjK+efpbTU0NIpEIYrG4sMsJFWoJIYQoA0tLS7m2Pv4RYrEYp0+fxujRo1lHIUTuunbtik2bNuHly5cwMjJiHYeQH7Z9+3bcuHEDN2/epM6QCmbEiBHYvn07xo8fj/DwcNZxiIKgQi1RShoaGmjSpAmaNGlS4jpCoRBisRjZ2dkAAE1NTXA4nG9GZRBCFJ+3tzcWL16MRYsWYd26dazjEEJkJDIyEmfPnkVYWBjrKKQYJiYmAIDHjx/LbZ/FjaiVFGO/npNWUqiV1pQYhBBCiCzUrVsXQUFBrGN8161bt/DixQu4urqyjkKI3Lm4uEBDQwNnzpzBoEGDWMch5Ifk5eXB398fw4cPh42NDes45D+4XC5WrVoFBwcHXLhwAc7OzqwjEQXALX0VQpRTjRo1oKOjAyMjIxgZGUFHR4eKtIQoKU1NTUyfPh1btmxBamoq6ziEEBmZNWsWHB0d4eLiwjoKKYZkzuCnT5/KbZ/fK9R+3f6YRtQSQghRBpaWlkhOTkZ+fj7rKCUKDQ2FoaEhGjVqxDoKIXKnra0NR0dHhIaGso5CyA/bs2cPnj9/jsmTJ7OOQkpgb28PFxcX+Pv7s45CFAQVagkhhCiFYcOGoXbt2li0aBHrKIQQGTh37hwuXLiABQsWsI5CSiBp//by5Uu57ZMKtYQQQiqSunXrIjc3V67dKcorNDQUnTt3plaZpNJydXXFmTNnIBKJWEchpNwKCgqwbNkyDBgwAGZmZqzjkO+YMWMGzp07h+joaNZRiAKg3mCEEEKUgpqaGmbMmAEfHx9MnToVFhYWrCMRQqRo3rx56Ny5M5ycnFhHISVQUVEBl8vF69ev5bZPoVCI+vXrF1lWXKFWMjKJCrWEEEIUWd26dQEAjx49KuxUoUg+f/6MmJgYjBgxgnUUQpjp2LEjfH19ERcX990p15TB5cuXcejQIdYxFJq2tjbmzp3LOobUBAcH4+HDhzh8+DDrKKQU7du3h729PRYvXoxjx46xjiM1x48fx8WLF1nHUGimpqYYO3ZskWVUqCWEEKI0Bg0ahKVLl2L+/PnYsWMH6ziEECk5efIkLl26hJiYGNZRSClUVVWRlpYmt/29f/8ePB6vyDIaUUsIIURZ8Xg86OvrIyEhQSHngL127Rpyc3Ph6OjIOgohzDRo0AC6urqIiopS+kLtrVu3sGbNGjRu3Jh1FIX05s0bfPz4sUIVahctWoQ+ffrAysqKdRRSBn/++Sd69OiBuLg4NGzYkHUcqQgPD8eWLVtgbW3NOopCevr0KRVqCSGEKDcVFRXMmjULgwYNwh9//AE7OzvWkQghP0kkEmH69Ono0aMHWrZsyToOKYWmpibevXsnt/1R62NCCCEVTd26dZGQkMA6RrGioqJQq1YtmJiYsI5CCDMcDgetW7dGVFTUNzfSlVH16tVx9epV1jEUUkBAAGbOnMk6htTExMTg1q1b2Lp1K+sopIy6du2K+vXrY8uWLdiwYQPrOFJjY2NDD+KXwNfXt9h21zRHLSGEEKXSv39/NG3aFBMmTGAdhRAiBVu3bsXdu3dp/mklUaVKFXz48EFu+6NCLSGEkIqmbt26ePToEesYxYqKioKDgwPrGIQwZ29vj8jISNYxCCmX3bt3w9raGs2aNWMdhZQRh8PBwIEDsX//fuTk5LCOQxiiQi0hhBClwuFwsGbNGly4cAH//PMP6ziEkJ8gFAoxe/ZsjB07Fg0aNGAdh5RBtWrV8PHjR7nsKycnB9nZ2dDR0SmyXFX1S1MgKtQSQghRRnXq1EFiYiLrGN8Qi8WIiYlB69atWUchhDl7e3s8f/4cjx8/Zh2FkDLJzc3FgQMHMGjQINZRSDkNGDAAGRkZOHnyJOsohCEq1BJCCFE6rVq1gqenJyZNmoTs7GzWcQghP2jevHkQiUQVqt1URcfj8fD582e57Ov9+/cA8M2IWhUVFQBAQUFB4TIq1BJCCFEWAoEAjx8/Rm5uLusoRaSmpiI9PR3NmzdnHYUQ5po2bQoul4ubN2+yjkJImZw4cQLv3r2Dp6cn6yiknGrVqgVnZ2fs3r2bdRTCEBVqCSGEKKWlS5fi9evXWLNmDesohJAfkJiYiA0bNsDf3x+6urqs45Ay0tXVlduNZaFQCKDkQq1IJCpcJinUSkbbEkIIIYrK0tISIpEIqamprKMUER8fDw6HAxsbG9ZRCGFOW1sbFhYWiI+PZx2FkDLZvXs32rdvD2NjY9ZRyA/w8vJCSEgI0tLSWEchjFChlhBCiFKqVasWJk+eDH9/f7x69Yp1HEJIOU2YMAFWVlYYPnw46yikHPT09JCfny+Xff1IoZZG1BJCCFF0AoEAAJCQkMA4SVHx8fEwNzdH9erVWUchRCHY2dnh9u3brGMQUqqPHz/i5MmT+P3331lHIT/Izc0NqqqqOHLkCOsohBEq1BJCCFFakydPhq6uLiZMmMA6CiGkHA4fPoyTJ09izZo1hUU3ohwMDQ0hFovl0v64PIVaSfGYCrWEEEIUXfXq1VGzZk2Fm6f29u3bsLOzYx2DEIVha2tLI2qJUrh06RLy8vLQpUsX1lHID6patSocHR0RFhbGOgphhAq1hBBClFaVKlUQEBCAoKAgHD16lHUcQkgZZGRkYNy4cRg8eDBcXFxYxyHlVKtWLQDA06dPZb4voVAIFRUVVK1atchyLvfLJQyNqCWEEKKsBAIBkpKSWMco4vbt29T2mJCv2NraIikpCVlZWayjEPJd4eHhaNCgAQwMDFhHIT/BxcUF58+fh1gsZh2FMECFWkIIIUrN1dUV/fv3x6hRo5CRkcE6DiGkFJMnT0ZOTg6WLl3KOgr5AbVr1wYApKSkyHxf79+/R40aNcDhcIosl4yoLSgoKFxGhVpCCCHKRCAQKFTr44KCAqSkpMDKyop1FEIUhpWVFQoKCpCcnMw6CiHfFRYWhnbt2rGOQX6Si4sL3rx5g/v377OOQhhQZR2AEEII+Vlr166FtbU1Zs6ciXXr1rGOQwgpQUREBAIDA7Fv3z7o6emxjkN+gLm5OQDg8ePHMt+XUCj8pu0xUPIctRwOh1ppE7nLz89Henp64Z8PHz4Ujrz5+PEj8vPzUVBQgIyMDKiqqqJatWoAvnQF0dDQAPClvXf16tXB5/Ohr68PHo/H7PMQQuRDIBAgOjqadYxCz58/R05OTuHPeULIv7/3pqam0mhzorCEQiHi4uIwa9Ys1lHIT2ratClq1KiBsLAwWFtbs45D5IwKtYQQQpQen8/H8uXLMXjwYHh4eMDBwYF1JELIf+Tk5MDHxweurq7w8PBgHYf8IDMzMwBfbujKWkZGRrkKtTSalkhbdnY2Hj9+jNTUVKSkpCA1NRWpqal48uQJ3r59i7dv3363m0f16tWhoqICDoeDGjVqIC8vD5mZmQCArKws5OTkFPs+VVVV8Pl88Pl8GBkZwczMrPCPubk5zM3NYWRk9M1oc0KI8hAIBEhNTVWYn1+SThlUqCXkX9ra2tDT05NLJxlCflR4eDjEYjHatm3LOgr5SSoqKnByckJ4eDjGjBnDOg6RMyrUEkIIqRC8vLywd+9ejBgxAjdv3oSmpibrSISQr/j5+eH58+c4ffo06yjkJ/D5fADAy5cvZb6v8o6oVYQb3UQ5iUQiJCUlIS4uDrdv30Z8fDzi4+ORmppaOEcUj8crLJS2aNECNWvWhL6+PvT09AqLqnw+HzVq1Cj37yAfPnyAUChEWloa3r59W2SE7vPnz5GamoqLFy/iyZMnyM3NBQBoamqiQYMGsLOzg62tLezs7GBnZwd9fX2pHx9CiPQJBALk5+fj8ePHEAgErOMgNTUVGhoaMDQ0ZB2FEIVibm6O1NRU1jEIKVFMTAxsbGygo6PDOgqRAkdHR6xcuZJ1DMIAFWoJIYRUGJs2bULDhg0xZcoUrF27lnUcQsj/i4iIwLJly7Bx40YYGxuzjkN+ApfLBZfLxZs3b2S+L6FQWOwNBy6XC4AKteTHvXr1CpcvX0ZkZCSio6MRHx+PrKwsqKioQCAQwM7ODkOHDoW1tTXMzc1hZmYm05tf1atXR/Xq1WFiYvLd9QoKCgoLt4mJibhz5w7i4+MREhJS+D1paGiI5s2bw97eHvb29mjWrBk9vEaIArK0tAQAJCYmKkyh1tTUtPBnLCHkCwsLCxpRSxRaXFwcGjVqxDoGkZKGDRvi5cuXePPmDWrWrMk6DpEjKtQSQgipMExNTbF161Z4eHigU6dO6N69O+tIhFR6QqEQAwcORPfu3TFixAjWcYgUqKurIy0tTeb7EQqFxRb2SxpRq6pKlzakeI8fP8bZs2dx6dIlREdHIzExESoqKrCxsYGDgwOGDx+Ohg0bwtraGlpaWqzjlojL5cLY2BjGxsZwdHQs8trr169x+/ZtxMXFISYmBmvWrMG0adOgrq6OZs2aoU2bNnB2doazszO0tbUZfQJCiESNGjWgp6eHhIQEdOnShXUcvHr1Cr/88gvrGIQoHCMjI1y5coV1DEJKFB8fD19fX9YxiJTY2toCAO7cuYN27doxTkPkiR6VI4QQUqG4u7ujf//+8Pb2xqtXr1jHIaTSGzVqFLKzs7F582bWUYiUaGpqQigUynw/pbU+LigoKFyWn59PI2pJoZycHJw7dw6TJk1CgwYNYGZmhgkTJuD58+fo378/Tp8+jXfv3uHWrVtYv349hg4diqZNmyp0kbY0BgYG6NChAyZOnIiDBw/ixYsXSE5OxrZt22BnZ4fTp0+jR48e4PP56NSpE1auXIn79++zjk1IpSYQCJCUlMQ6BgAgLS0Nenp6rGOU2/Xr18HhcODn58c6ikJkCQ0NBYfDwerVq2W2j8zMTIwbNw5mZmZQVVUFh8MpnH/98OHDaNKkCapWrQoOh1Pkj4+Pj8wyyRKfz5fLA4oVXWRkJDp27Agej4dq1aqhbdu2OHPmDOtYSu/jx494+fIl6tevL/N9KcI5DpDuee6vv/4Ch8NBcHCwFJJJh6GhIWrUqIGHDx+yjqLUlPGcQ4+dE0IIqXA2bNiARo0aYciQITh58iQ4HA7rSIRUSjt37sT+/ftx4sQJGBgYsI5DpERbWxsfPnyQ+X6EQiF4PN43y2mOWlIcoVCIo0eP4tChQwgLC8OnT59gbW0NV1dXrF27Fg4ODtDQ0GAdU67Mzc1hbm6OAQMGAPgy6jY0NBShoaHw9/fHxIkTYWZmhm7dusHd3R2Ojo7U9pQQORIIBEhMTGQdAwCQnp6OunXrso5BlMCcOXOwbt26b5bfv38fHh4eyM/PZ5BKdvT09JCens46hlI7ffo0unXrVuR394iICFy6dAlBQUFwd3dnmE65Sdpym5ubM05CpInmxv45ynrOoaswQgghFQ6Px8Pff/+Ns2fPIiAggHUcQiql5ORkjBs3Dr6+vujatSvrOESKqlWrhk+fPsl8P+/fv//uiFoq1JIPHz7g77//Rs+ePWFoaIiRI0cCAFasWIHHjx/j7t27WL58Odq3b1/pirTFMTAwwKBBg7Bv3z68efMG0dHR8PLyQkREBJydnWFsbIzx48cjKiqqyIh1QohsCAQCJCQksI4B4MuIWj6fzzpGuTVr1gxisZj5CK/KJDQ0FDweD/fu3YNIJIJYLEbVqlVx7tw55OfnY8GCBcjOzoZYLIZYLFb6+V319PQgFAqL/N5Jyi43NxcjR46ESCSCr68v3r59i/fv32P+/PkQi8UYNWpU4YhsUn6SYp6pqSnbIESqzMzMlP7cyYoyn3OoUEsIIaRCsre3x4wZMzBx4kTcuHGDdRxCKpXs7Gy4u7vDwsIC/v7+rOMQKatRowY+f/4s8/1kZGRQoZZ8QyQS4fjx4+jduzcMDAzg7e0NkUiEzZs34/Xr1zh27BhGjhwJExMT1lEVmoqKClq3bo158+YhPj4e9+7dw4gRI3Du3Dk4ODjA1NQUkydPxoMHD1hHJaTCEggESElJUYgRiO/evVPKQi2Rv5cvX8LKygr169cv0oXh5cuXAICuXbtWqIej+Hw+CgoK8P79e9ZRcOzYMeTk5LCOUS7nzp3D48eP4eTkhBUrVkBPTw81atTAzJkz0bt3b6SlpeHo0aOsYyqEkJCQcj8M+/LlS+jo6EBbW1tGqQgLxsbGePHiBesYyMnJwcmTJ5GXl8c6Spkp8zmHCrWEEEIqrDlz5sDZ2Rm9e/fG27dvWcchpNIYPXo0kpOTcfDgwQp1o4Z8wefzkZubK9N9ZGVlIScnp9hCreSmIBVqK5fU1FTMmjULpqam6NWrFz58+IANGzbg1atXCAkJwaBBg4ptlU3Kpn79+pgzZw7u3r2L27dvY8iQIQgODkb9+vXh5OSE3bt3y+UBDUIqE4FAgLy8PDx58oR1FGRmZqJatWqsYxQSiURYt24dmjZtCh0dHdSoUQPNmjXDypUrkZWVVbhecXMmfj1/YXh4ONq0aQNtbW0YGxtj8eLFheutW7cOVlZW0NTURL169XDw4MEiGb7ezvnz59GmTRtUqVIFNWvWxPDhw8t8fSkWi7F9+3a0adMG1apVg5aWFho2bIgNGzZALBZL9Xh8LSYmBs7OztDW1gafz8egQYPw7t27IusEBgaWOD+j5LUjR44AACZMmAAOh4P379/j6tWr38xBu2jRIgBAkyZNCpfJ+rjIg+T7QhFGYPXu3Rt6enoYOnQozp8/rxSjfCMiIgAAv//++zevSaZmuHjxolwzKarhw4dDT08Pnp6eOHHiRJmKY4owv3hERAR+//13CAQCaGhoQF9fHz169EBUVFSR9aR1bv5aWc/NQqEQY8aMgZGREbS0tNCsWTOcOHHipz+TrPD5fIVouZ6dnY1u3bpBX18fo0aNwqVLlxTq/FwcZT7n0By1hBBCKiwul4s9e/agWbNm8PT0xOnTpwtHYhFCZGPTpk3YsWMHDh06BIFAwDoOkYGaNWtCJBKhoKBAZvNZCoVCAICOjs43r0lu/n3dmpUKtRWTSCTC0aNHsWXLFpw9exYGBgYYPHgwhg0bBgsLC9bxKiwbGxvY2NjAz88PZ8+eRWBgIIYNG4Zx48ZhwIAB8PHxQYMGDVjHJETpSeaETUxMZH5Oy8nJgbq6OtMMX/vzzz+xbNmyIstu3LiBGzduQF1dHWPGjCl1GzExMZg8eXLhiOWsrCz8+eef0NDQwKtXr7B06dLCdR8+fIh+/frB0tISjRo1KrKd6OhoTJo0qbAo9vnzZwQGBiIyMhLXrl1D1apVS8wgFovh5eWFPXv2FFkeHx+PMWPGIC4uDlu2bCn1s5T3eFy7dg3Tpk0rHH2ZlZWFXbt2ITU1VSFuUEvruMiD5PtCEUayisViZGZmYvfu3dixYwf4fD4GDBgAT09PtGzZknW8Yknm4baxsfnmNTs7uyLrVHYikQjZ2dkIDg7G/v37Ua1aNXh6eqJ///5wdHQs9rorPT2daaH21atXaNu2bZFlaWlpOHHiBEJDQ3H+/Hk4OTkVeV3e5+bs7Gy4uLjg1q1bhe+9ceMGevbsib59+0rlM0mbohRqJTIyMhAYGIiAgAAYGBhg4MCB6N+//zf/JopAmc85NKKWEEJIhaarq4vDhw8jOjoas2bNYh2HkArtypUrmDBhAmbPno3ffvuNdRwiI4aGhgAg0xZwkkJtcSNqgS9tW2lEbcWVmZmJtWvXwtLSEu7u7lBRUcGhQ4fw5MkTLFy4kHlBo7Lgcrno3LkzDh48iKdPn2L69Ok4c+YMbG1t0bVrV5w/f551REKUmo6ODnR1dRXihmFubq5CFWqPHDkCbW1tHDp0CEKhEJ8+fcKtW7cwadKk7xZGvxYUFIQxY8YgNTUVmZmZCA4OhpqaGubOnYuAgAAEBgbizZs3SE9Px8SJE1FQUIBVq1Z9s52DBw/Cy8sLCQkJyMzMREREBGxtbfHgwQMsWbLkuxn+/vtv7NmzB7a2tjh58iTS09ORmZmJixcvomHDhti6dSsuX74s9eOxd+9eDBkyBAkJCcjKykJkZCRMTEwQERGBuLi4Mh2//1q9ejXEYjF4PB5atmxZOAet5M/UqVMBALGxsYXLZH1c5EHSHUjW3WTKQ1LgSk9Px8aNG9GqVSsYGRlh/PjxiI2NZZyuqA8fPgD4cl/mvyTLMjIy5JpJ0Un+fT9+/Ii//voLzs7OMDQ0xPjx4xEZGVnke4t1NwQOh4OOHTvi+PHjePr0KXJzc/H69WscOHAAGhoaRUbKSsj73Lxu3TrcunULVlZWOHfuHD5+/Ijk5GT873//Q1BQkFQ+k7TxeDx8/PhR5vspD8kI79evX2PNmjVo3LgxBAIB/Pz88OjRI8bp/qXM5xwq1BJCCKnwGjVqhM2bN2Px4sXFtnUihPy8N2/eoE+fPnBycqKHIiq4WrVqAQCePn0qs32Ut1Cbn58PVVVqFqTsXr9+DT8/P5iammLKlClwcHDA3bt3ERISgl69etG/MUM1a9YsnLP2zJkzUFFRQceOHdGoUSNs2bIF2dnZrCMSopQEAgHzQq1IJIJIJFKoQm3t2rXxyy+/oGfPnuDxeKhSpQoaNmyIZcuWYfDgwWXaRpcuXbBq1SqYmppCW1sbbm5u6NmzJzIyMuDn5wdvb2/o6+tDV1cXS5YsAY/Hw717977ZTosWLbB9+3YIBAJoa2vD0dERR44cgZqaWqnXljt27ICKigpOnz4NV1dX6OrqQltbG05OTti7dy8AlGmuvPIej06dOiEgIAACgQBaWlqwt7fHlClTAOCHC7XSJK3jIg+KNKK2OJLiyatXr7Bp0yY0adIElpaW8PPzQ1JSEuN0+G7BXtFbqCoCyQMCb9++RUBAABwdHWFsbIxp06bh4cOHyMnJYTrVkIGBARYtWoRdu3ahZcuWqFKlCgwMDNC3b198+vQJt2/f/uY98j43Hzp0CBwOB4cOHUL79u1RtWpVmJubY8OGDWjfvr1UPpO0qaurIycnR2G/RyRfl0lJSfD394eVlRWsrKywZMkS5nPrKvM5h650CSGEVApeXl6IjIyEt7c3rKysYGtryzoSIRVGTk4O3N3doa6ujqCgIGoxXsGZmJgA+DJnqKzaHdGI2solJSUFCxYswN9//w1dXV34+itJSZYAACAASURBVPrCx8cHfD6fdTTyHxwOBx06dECHDh1w8+ZNLF++HKNHj8b8+fMxZcoUjBgxguYmJ6QcFKFQK7nhqkiF2lWrVsHNzQ0CgQCdO3dGw4YN0bp1azRu3LjM2/hv60oAMDU1BYBv2laqqKigVq1aeP369Tfv6dSp0zfzrVpYWKBu3bqljiK6e/cuRCIRjI2NAaDISFPJf588eYK0tDTo6+sXeS+fz0daWhqA8h8PZ2fnb5ZJulEowiitsh4XRSD5mbZ69WrUrl2baZbSigyS7+XExET4+/tj3rx5MDU1RU5ODrO5THk8HgB8Mz8y8G93Hsk6rOTk5GDatGlMMwAo9aE3SVH++fPnWLFiRWER09TUFM+fPy98mFaeoqOj4eLiUuKI88+fP3+zTN7n5sTERNSqVavYaTu6dOnyTYeYH/lM0qahoQGxWIwpU6YwvbdSlgdUJCPAExISMGPGDEyfPh1GRkbQ0NDA+/fvi53KSJaU4ZxTEirUEkIIqTTWrl2Lhw8folu3boiJicEvv/zCOhIhSk8sFsPb2xtxcXGIjIyU+y/iRP7MzMwAyPYGmlAohJqaGrS1tYt9nQq1FcOzZ8/g7++P7du3w9jYGBs3bsSAAQOo0KckmjRpgr1792Lx4sVYuXIlpkyZgmXLlmHGjBkYOnQofU8SUgYCgQAHDx5kmkFS/PnvDW+WGjZsiAcPHiA6OhrR0dG4dOkS5s6dCz09Pezfv79MD91qamp+s0zyGUt6raCg4OfDf0Wyva9/Z/mvsrTULe/x0NLS+mYbks/+dbFPMudlcZ9blsUIaR0XeZAco+vXr+PBgweM05SdpPj97NkzcLlcXL16FV27dpV7DoFAAAC4c+cO2rRpU+S1+Pj4Iuuwkp+fj3PnzjHNIMlRVpLvoY8fPyItLQ3R0dHo06eP3M/jixcvRm5uLubMmQMvLy/UqlULGhoa4HA4qFevXuHDJl9ThHPz9/zIZ5I2yXnn/Pnzxc5NLC/fO0f/l+RnS0FBAd68eQMej4dbt27BxcVFVvGKpQznnJJQoZYQQkiloaGhgaNHj8LBwQHdu3dHREREmec4IoQUb/bs2Thw4ABCQkJgY2PDOg6RA8nT2rJsayQUCkscTQt8uXilQq3yevv2LVasWIG1a9dCT08PS5cuhY+PDxVolZSJiQlWr16N6dOnY+XKlZgwYQIWLlxYWLClltWElEwgECA5ORkikYjZqBnJz09FKYxJqKqqwsnJqXCEVVZWFqysrODt7Y2rV6/KLceZM2cwb968IgWQ5ORkPHr0CHXq1Pnue+vVq4ebN2/ixYsXpY7gKW20pCyOR82aNQF86WzxX2FhYT+0zbIoz3FhTTKibNeuXWjRogXTLCoqKt/9OuFwOOByuRCLxXBycsLgwYORnp6OBQsWMCnSAl9GSC5ZsgR79uzBiBEjirz2999/F67Dkra2Nq5fv840A/Cl5W5WVlaJr3M4HKiqqiI/Px/NmjVD//79ERkZidzcXLi7u8sx6b+Sk5NhYGAAPz+/IsuTkpKQkJAg04e4y3puFggEuHr1Ku7evfvNqNrQ0NBvtsvyM0lIzjs3btxg+hBVRkbGd6/JART+7iKZ27dfv364du0arl27JvciLaAc55yS0By1hBBCKhUej4djx47hxYsX6Nu3b7meWiSEFLVjxw4sWLAAa9euRceOHVnHIXIiuVh79eqVzPbx/v37714UqqioFHmymgq1yuHTp0+YPXs2zMzMsHv3bixbtgyJiYkYP348FWkrgJo1a2Lx4sV48OABOnXqhDFjxsDGxgYnTpxgHY0QhSUQCJCTkyPTed9Lo6amBi6Xq1CF2jZt2mDTpk24d+8ePn/+jIyMDISGhiI9PR3JyclyzXL16lV4e3sjMTERnz59QmRkJH777Tfk5eWhT58+332vt7c3srKy0KFDB5w4cQJv375Fbm4uHj9+jJCQELi5uX3TdrM4sjoe1tbWAL609b1w4QI+f/6M1NRUTJw4EUeOHPnh7ZZGWsdFHiQFE0X9PYXD4UBNTQ0cDgfNmzfHihUr8PLlS4SFhWHgwIHFjlCUpw4dOsDExAQRERGYOHEi0tLSkJGRgQULFuDw4cPQ09NDr169mGZUdJIH3iwtLTF//nw8e/YMV65cwfjx48Hj8Zieu01MTPDmzRusX78eGRkZyMjIwMmTJ9G1a1eZj4It67nZzc0NYrEYbm5uCAsLQ2ZmJlJSUjB69OhizzMsP5NETk4O1NXVFarTxdc4HA5UVFTA4XDQtGnTwvPOyZMnMXDgQKbX5cp8zqFHWwkhhFQ65ubmOHHiBJydnTFq1Chs2bKFdSRClM6FCxfg4+ODmTNnwsfHh3UcIkdcLhcqKip48+aNzPZR2tO71PpYuYjFYuzZswfTpk1DZmYm/Pz8MGbMmGJbMxLlZ2pqiq1bt2LatGn4888/0aNHD3Tu3BkrV64sLAoQQr6QtN9LTEwsnFqABXV1dYUq1N68eROXL18u9rXhw4fLNUufPn2wa9cu7Nixo8jyevXqYerUqd9976BBg3Dx4kX89ddf6NGjR7HrlOXzyOp4WFhYoHfv3jh8+HCRkU+qqqrw8vLC7t27f3jb3yOt4yIPku8LRSvUSkZW1q9fH0OGDIGHh0fhnL+KRF1dHZs3b0b37t2xcuVKrFy5svA1DoeDDRs2UJezYqipqSEvLw916tTBoEGD4OnpWWy7Vm1tbWRmZjJI+MXIkSNx6tQpjB07FmPHji1c3rhxY9jY2ODly5cy23dZz81jx47F3r17cevWLbRv375wOYfDgYeHB4KCgoq8n+Vnkvj06VOJUwCxpKqqCpFIhCZNmmDgwIHo27cvDA0NWccqQpnPOTSilhBCSKXUrFkz7Nq1C9u2bcOiRYtYxyFEqcTGxqJXr17o06cP5s2bxzoOYUBdXR3p6eky235prY+pUKs8rl+/DkdHRwwaNAjt2rXDw4cPMXnyZCrSVgJ16tTBgQMHEBMTg4yMDDRs2BAjR47E27dvWUcjRGHo6+tDR0cHiYmJTHMoWqH2ypUrGD16NKytraGlpQU9PT3Y29sjMDAQq1atkmsWe3t7nDp1Ci1atCjM4u3tXaZpdDgcDnbs2IGgoCB06NABOjo6UFdXh4WFBXr16oV//vkHHTp0KDWDLI/Htm3bMHToUPD5fGhqaqJ169Y4d+6cTFtDSuu4yINkRK26ujrjJP8yNTXF9OnTcf/+fdy9exeTJk1SyCKtRJcuXXDhwgW0b98e1apVg7a2NhwdHREaGoq+ffuyjqcwJKMnDQ0NMWHCBMTGxiIxMRGzZs0qcU5NXV1dmV6TlebXX3/Fnj17YGdnBy0tLRgZGWHkyJE4f/68zB9uKOu5WVNTE+Hh4Rg1ahQMDAygqamJxo0b459//kGXLl0U6jNJvH37Fnw+Xy77KitLS0v4+fkhMTER169fx7hx4xSuSCuhrOccjri0SRAIIYSQCmzDhg0YO3Ys1q5dizFjxrCOQ4jCu3fvHpydndGoUSMcP35c4Z4uJ/LB5/Ohp6eHhw8fymT7kguoAwcOFPt67dq1MXHiRPzxxx8AgO7du4PP52Pnzp0yyUPKLz09HZMmTcLOnTvRtm1brFq1Co0aNWIdizBSUFCA7du3Y8aMGRCJRFiyZAmGDh2qsC3dCJGn5s2bo23btli+fDmzDEZGRpg+fXqR0UOVXWhoKFxdXbFq1SpMmDCBdRzCSGRkJBwdHfHy5UvmRYlJkybBw8MDzZs3L/N7AgICMHPmTKbFPEWmSMdn9uzZ6NixI+zt7cHllm1s3fr16zFv3jyZdjoi8ufr64vLly+X2ElBXj59+oQFCxbA09MTdnZ2ZX6fr68voqOjERMTI8N0yquk40OtjwkhhFRqo0ePRl5eHsaNGwcNDQ2FabFEiCJKSkpCx44dIRAIcPjwYSrSVmJVq1bFx48fZbZ9oVAIc3PzEl//74ja/Pz8wvmbCHv79+/H+PHjoaamhoMHD8LNzY11JMIYl8vFsGHD4O7uDj8/P4wcORJ79uzBli1bShwlQkhlIRAImI+o5fP5ClGoIETRSLpA6OrqMk4Cpg9zENn7kU5VBgYGePfuHXJzcxVq1Df5Oa9fv0bNmjVZx4C2tjZ1IJQjan1MCCGk0pswYQJmzJiB//3vf9i3bx/rOIQopGfPnqFjx46oWbMmQkJCFHZeDyIf1atXR1ZWlsy2X1rrYy6Xi4KCgsK/U+tjxfDy5Uu4ubmhf//+6Ny5M+Lj46lIS4rg8XhYtWoVrl+/jg8fPsDOzg5+fn4K1XKVEHlTlEJtWloa0wyEKKL09HRUr16dimBEIZmZmUEkEuHp06esoxApSk5O/u5Dy6RiokItIYQQAmD+/Pnw9fXFoEGDcOzYMdZxCFEob9++RadOnaCuro7Q0FDo6OiwjkQY09HRQXZ2tsy2LxQKwePxSnyd5qhVLGKxGBs3boSVlRXu3r2LCxcuYNeuXQox+oQopkaNGuHy5cuYOXMmlixZglatWuHWrVusYxHChEAgQFJSUpEHkORNT0+PRtQSUoy0tDTo6emxjkFIsczMzAAAqampTHMQ6UpJSSn8tyWVBxVqCSGEkP+3ZMkSDB48GH379qViLSH/7+XLl3BxcUFeXh7Cw8NhYGDAOhJRAHw+H3l5eTLbfmkjaqlQqzhevXqFrl27Yvz48Rg7dixu3boFJycn1rGIElBTU8P06dMRFxeHqlWromXLlli+fDnTYhUhLAgEAmRnZ+P58+fMMtCI2m916dIFYrGY5qet5NLT08Hn81nHIKRY+vr6qFGjBh4+fMg6CpGSjIwMvHnzhqYGqYSoUEsIIYT8Pw6Hg02bNmHQoEHo06cP9u/fzzoSIUw9fvwYTk5OyM/PR3h4OIyMjFhHIgrCwMAABQUFMhtVm5GRQYVaJXD69Gk0adIEDx48QHh4OPz9/aGpqck6FlEydevWxcWLF7F06VLMmDEDHTt2xLNnz1jHIkRuJDdjExISmGWoWbMmXr9+zWz/hCiqN2/eQF9fn3UMQkpka2uL+Ph41jGIlNy+fRtisRh2dnasoxA5o0ItIYQQ8hUul4tNmzZh3LhxGDBgALZt28Y6EiFMpKSkwMXFBerq6ggPD0ft2rVZRyIKxNDQEABkMvomMzMTubm5VKhVYJ8/f8b48ePh6uoKBwcHxMbGwsHBgXUsosQ4HA7Gjx+PqKgoPH/+HDY2Nti3bx/rWITIhYGBAapXr850nloTExNqnUlIMagFKVF0dnZ2uH37NusYREru3LkDHo8HY2Nj1lGInFGhlhBCCPkPDoeD5cuXw9/fH8OHD8fq1atZRyJEru7fvw8HBwfw+XxERETQSFryDcmF49OnT6W+baFQCAClFmq/bo9KhVr5uX//Ppo2bYrdu3cjKCgIBw4c+O6/FSHl0axZM9y4cQN9+/ZF//794ePjg5ycHNaxCJG5OnXqICkpidn+zc3N8fHjR5qnlpD/oEItUXTNmzfHzZs3ZdbpiMjX5cuX0bRpU3A4HNZRiJxRoZYQQggpwdSpU7F48WL4+vpi0aJFrOMQIhfXrl2Do6MjLC0tERYWRnMykWKZmJgAgExG30gKtTo6OiWuw+VyaUQtA4cOHULLli1Ro0YNxMXFwd3dnXUkUgFpa2tjy5YtOHToEPbt2wcnJyeZPBRCiCKxtLRk2vpYUoiiUbWE/Cs3NxcvXryAubk56yiElMjFxQXZ2dm4fPky6yhECsLCwtCuXTvWMQgDVKglhBBCvmPKlClYv349Zs6ciVGjRiE/P591JEJk5tixY3BxcUHLli1x6tQpVKtWjXUkoqBMTU0BAE+ePJH6tss6ova/hVpVVVWpZyFfiEQi+Pn5wd3dHZ6enrhw4QK14yIy17t3b1y/fh1ZWVlo0qQJzp49yzoSITIjEAiYtj42NTUFl8tFSkoKswyEKJrHjx+joKCACrVEoZmYmKBOnToIDw9nHYX8pEePHuHZs2dwcXFhHYUwQIVaQgghpBSjRo3CoUOHsHPnTnTr1g0fPnxgHYkQqduyZQvc3Nzg4eGBI0eOQEtLi3UkosBq1qwJAHjx4oXUt/0jhdr8/HwaUSsj6enpcHV1xZIlS7B161Zs3rwZ6urqrGORSsLS0hKXL19Gu3bt4OrqCj8/P4jFYtaxCJE6SetjVl/f6urqMDY2ZjqqlxBFI3l4wsLCgnESQr6vXbt2CAsLYx2D/KSwsDBUrVoVzZs3Zx2FMECFWkIIIaQMevXqhQsXLiAuLg4ODg7Ugo9UGGKxGH5+fvDx8cGMGTOwbds2KniRUvF4PHA4HLx69Urq2xYKhVBXV//uwwLFjailr1vpu3fvHpo1a4aEhARER0fD29ubdSRSCVWtWhX79+/H4sWL4e/vjwEDBtC8taTCsbS0RFZWlkwegCorGxsb3L59m9n+CVE08fHxqF279nen4yBEEbi4uODKlSv4+PEj6yjkJ4SHh8PJyYmuayspKtQSQgghZdS8eXPExMQgPz8frVq1QmxsLOtIhPyU7Oxs9OvXD4sXL8bff/8NPz8/1pGIkuBwOFBRUUFaWprUty0UCku9IaaiooKCgoLCv1OhVvrCwsJgb2+P2rVr4/r162jcuDHrSKQS43A4mDRpEk6ePImQkBB06tQJ7969Yx2LEKkRCAQAwLT9sZ2dHRVqCfnK7du3YWtryzoGIaVycXGBSCTCxYsXWUchPyg/Px9hYWHU9rgSo0ItIYQQUg5mZmaIioqClZUV2rZti0OHDrGORMgPSUlJQZs2bRAWFobz58+jf//+rCMRJaOpqSmTQolQKPxu22MA4HK5NKJWhnbu3AlXV1d06NABZ86cAZ/PZx2JEABAx44dERUVhcePH6NFixZ49OgR60iESIWRkRGqVavGtPWwra0tHjx4QCPWCfl/t2/fhp2dHesYhJTK0NAQrVu3xr59+1hHIT/o7NmzSE9Px2+//cY6CmGECrWEEEJIOeno6CA0NBQDBgyAu7s7pk6dWqRgQIiiCw0NRbNmzVBQUIArV67A3t6edSSihLS0tJCRkSH17ZalUEutj2VD0gp9yJAh8PHxQVBQEM1XTRROgwYNcPnyZejo6KBNmzaIjIxkHYkQqbCwsEBSUhKz/dvZ2SE/Px8PHjxgloEQRZGXl4cHDx7QiFqiNLy8vPDPP//I5PqMyN7u3bthb2+POnXqsI5CGKFCLSGEEPID1NXVsXHjRuzevRvr169Hu3bt8Pr1a9axCPkusViMJUuWoHv37ujSpQuio6NhYWHBOhZRUlWrVkVmZqbUt0uFWjZEIhGGDRsGf39/bNmyBWvWrAGXS5eLRDEZGRkhPDwcrVu3RqdOnXDy5EnWkQj5aQKBgGnr47p160JLSws3b95kloEQRXHnzh3k5uaiYcOGrKMQUiYeHh4oKCjA4cOHWUch5fThwwccPXoUXl5erKMQhujKmxBCCPkJv//+O6KiovDs2TM0a9YMMTExrCMRUqwPHz6gT58+mDlzJvz9/bFnzx5UqVKFdSyixHg8HrKysqS+3bIUalVVVQsLtQUFBSgoKKBC7U/Iy8vDgAEDsG/fPhw9ehTDhg1jHYmQUlWtWhVHjhyBp6cnfvvtNwQHB7OORMhPsbS0ZNr6WE1NDc2bN0dUVBSzDIQoisjISNSoUQPW1tasoxBSJjo6OujRowd2797NOgopp+DgYOTn58PNzY11FMIQFWoJIYSQn9SoUSNcvXoVDRo0gLOzM9asWQOxWMw6FiGFrl69iiZNmiAmJgYXLlzA1KlTWUciFYCurq5M5rEr6xy1BQUFAL4UGYEvxVtSfrm5ufDw8MDx48dx7NgxdO3alXUkQspMRUUFgYGBGDVqFPr164cdO3awjkTID6tTpw4SExOZXkfY29tToZYQAFFRUWjTpg11FyFKxcvLCxcvXsTjx49ZRyHlsHv3bvTs2RN8Pp91FMIQ3c0ghBBCpIDP5yMkJAT+/v6YNGkSQkNDsWPHDhgaGrKORioxkUiExYsXY+7cuXBxccHOnTvpa5JIjZ6eHvLz86XedlgoFEJHR+e76xRXqKURteWXlZWF3377DVeuXMGZM2fQpk0b1pEIKTcOh4NVq1aBx+PB29sbHz58wPjx41nHIqTcBAIBPn36hFevXsHIyIhJBnt7eyxevBhv376Fvr4+kwyEKILo6Gj4+PiwjiEVWVlZmDRpEusYCikuLo51BKlydXWFoaEh1q1bh+XLl7OOQ8rg1q1buHjxIkJCQlhHkaonT57QeacEERERxT5kToVaQgghREpUVFQwe/ZsdOnSBQMGDICdnR0CAwPRs2dP1tFIJfTkyRMMHDgQMTExmD9/PiZPnkxPhBOpqlmzJgDg/fv3hf8vDUKhEDwe77vrfF2ozc/PB0CF2vL69OkTXF1dcf/+fYSFhaFJkyasIxHyU/z8/KCmpoY//vgDBQUF+OOPP1hHIqRcLC0tAQCJiYnMCrWtW7cGAMTExKBHjx5MMhDC2pMnT/D06VPY29uzjvLTDAwMYGtri4iICNZRFFZF+h1YTU0Nvr6+mDNnDqZOnUoP3CiBhQsXws7ODl26dGEdRWpMTExQu3ZtOu+UgMvlokGDBt8sp0ItIYQQImUtWrTAjRs3MGnSJPz666/w8vJCQEAAtLW1WUcjlURwcDBGjhwJAwMDxMTEoFGjRqwjkQrol19+AQCkpaVJvVD7I62PqVBbdtnZ2fj111/x4MEDXLhwodgLRUKU0YwZM6CpqYmJEydCS0urwoyGIpXDL7/8Am1tbSQmJsLR0ZFJBl1dXdja2uL8+fNUqCWV1vnz56GlpYUWLVqwjvLTevfujd69e7OOQeTIx8cHS5Yswbp16zBv3jzWcch3PHjwAIcOHUJQUBA4HA7rOFIzYcIETJgwgXUMpUPDKgghhBAZqFatGjZv3oygoCCcOHECTZo0oafJiMy9fv0a/fr1Q9++fdG/f3/cuHGDirREZmrXrg0AeP78udS2KRaLkZGRQYVaGcrLy4O7uzuuX7+OU6dOUZGWVDgTJ07E3LlzMWrUKGzbto11HELKjMPhwMLCAomJiUxzdOnSBaGhoUwzEMLSqVOn0LZtW2hpabGOQki5aWtrY9y4cVi7di2EQiHrOOQ7Fi5cCCsrK3qYggCgQi0hhBAiU3379kV8fDzq1q0LZ2dn+Pj4ICMjg3UsUsGIxWLs2LED1tbWuHLlCk6dOoV169bRzQUiU6ampgC+tIeTlszMTOTn51OhVkZEIhEGDhyI8PBwnDhxAk2bNmUdiRCZmDVrFqZNm4aRI0ciKCiIdRxCykwgEChEofbhw4dISkpimoMQFkQiEc6fP1+h2pCSymfs2LHgcDgICAhgHYWUIDk5Gfv27cP06dNpiioCgAq1hBBCiMzVrl0bx48fx9GjR3H8+HHUq1cPwcHBrGORCiI5ORmdO3fGsGHD0KdPH8THx6Nz586sY5FKQNLu+NmzZ1Lb5vv37wGACrUyIBaL4ePjg6NHj+LEiRNwcHBgHYkQmVq4cCEmTJgALy8vhISEsI5DSJkoQqHWwcEB1atXx+nTp5nmIISFmJgYvHv3Dq6urqyjEPLDeDwexowZg2XLluHNmzes45Bi/PnnnzA3N0e/fv1YRyEKggq1hBBCiJz06NGjsIjm7u6OPn36SLVlKKlc8vLysHTpUtjY2ODVq1e4fPkyNm/ejGrVqrGORioJHR0dAMDLly+ltk1Jey4q1ErflClTsHv3bvzzzz9wdnZmHYcQuVi2bBkGDBiAvn374urVq6zjEFIqgUCAhIQEphnU1NTQrl07nDp1imkOQlg4deoUzM3NUbduXdZRCPkpf/75J3g8HqZOnco6CvmPc+fO4cCBA1i1ahVUVVVZxyEKggq1hBBCiBzx+Xz89ddfOHPmDGJjY2FlZYUFCxbg8+fPrKMRJRISEgJbW1vMmTMH06dPx40bN9CiRQvWsUglo6urC+DL3MjSIinUSorAJSmuUEsXuSXbunUrVqxYga1bt9KIe1KpcDgcbN26FR06dEC3bt2Yj1QkpDQCgQAfP36U6s/WH/Hrr7/i7NmzNGULqXSCg4Px66+/so5ByE+rUqUKli9fjp07d+LChQus45D/l5ubi7Fjx6J3797o1q0b6zhEgdDdDEIIIYSBjh074v79+wgICMDs2bOxefNm+Pv7w8vLCxwOh3U8oqAePXoEX19fhISEoHv37jh58iQsLCxYxyKVlJqaGlRUVJCWlia1bdKIWuk7deoURo0ahXnz5sHLy4t1HELkTkVFBXv27IGTkxN69OiB6OjoUh8GIYQVgUAAAEhMTISBgYFUtnnmzJkfKrgWFBRgxowZ6NKlC7p160bXKKTCu3XrFh4+fIidO3eyjkKIVLi5uaFr164YM2YMYmNj6XpJASxbtgxPnjyhrhXkG1SoJYQQQhhRV1fH+PHj0bdvX/j5+WHIkCHYuHEjVq9ejVatWrGORxTI+/fvsWTJEqxatQoNGjTAhQsX0LZtW9axCIGmpmbhvLLSIBQKoaWlBQ0Nje+u93WhNj8/HwAVaosTGxuLvn37wsvLCzNnzmQdhxBmqlatipCQELRq1Qq9evXCmTNnSj3PEMJC7dq1oaWlhcTERNjb20tlm4cPH8bmzZt/6L3bt2+Ht7c3FWlJpRAUFAQTExPqVEQqlDVr1sDGxgZr167FxIkTWcep1FJSUrBw4ULMmjULZmZmrOMQBUOtjwkhhBDGjIyMsHnzZly+fBlcLhf29vb4/fff8ejRI9bRCGOZmZlYtGgRBAIBduzYgfXr1+P69etUpCUKQ0tLS6ptEYVCYamjaQEaUVsWz549Q/fu3dGqVasfvkFPSEViZGSE48eP49atWxg+fDjrOIQUi8vlwsLCQqptuj09Pcv9HhUVFVhZWSE/Px8mJiZSy0KIIgsODka/S6LlAgAAIABJREFUfv3owQRSodSpUwczZszAzJkzERcXxzpOpZWXl4cBAwbAwsICvr6+rOMQBUSFWkIIIURBtGjRAlFRUdi3bx9iY2PRoEEDDBkyBCkpKayjETnLysrCihUrYGFhgcWLF2PMmDF49OgRhg8fDi6Xfn0jiqNatWrIzMyU2vaoUCsdOTk5cHNzA4/HQ3BwMB0bQv6fnZ0dDhw4gL1792LVqlWs4xBSLIFAINVCraOjI2rWrFmmdSUFqokTJyImJgaqqqoIDg6WWhZCFNWVK1eQmJiIvn37so5CiNRNnz4d9vb26NOnDz58+MA6TqU0Y8YM3Lx5E3v27IG6ujrrOEQB0Z0+QgghRIFwOBz07dsXd+7cwd69exEdHQ0rKysMHDgQycnJrOMRGcvNzcWWLVtgaWmJOXPmwNPTE48ePcLcuXPB4/FYxyPkGzweD58/f5ba9jIyMqhQKwVjx47F/fv3ERwcTOcOQv6jc+fOWLBgAaZMmYKLFy+yjkPIN6RdqOVyufj9999LvTGsqqoKTU1NHDx4EEuWLEGNGjXg5uaGbdu2SS0LIYoqMDAQtra2aNq0KesohEgdl8vFnj17kJmZSV1FGDh16hSWL1+OgIAA2NnZsY5DFBQVagkhhBAFxOVy4e7ujrt37yIgIACXLl2CtbU1hg0bhnv37rGOR6QsIyMDS5cuhYWFBSZMmAAPDw8kJydjzZo1MDAwYB2PkBLp6uoiNze3sGj6s96/f0+F2p+0e/duBAYGYseOHbC2tmYdhxCFNHXqVPTq1QseHh549uwZ6ziEFCEQCJCQkCCVbYlEIpw7dw5JSUnIzc0tcT01NTXUrl0bV69eRZ8+fQqXDx8+HNeuXUNsbKxU8hCiiDIzMxEUFIRhw4axjkKIzBgYGGDPnj04dOgQtm7dyjpOpfHs2TMMHDgQ/fr1w+DBg1nHIQqMCrWEEEKIAlNVVYW3tzcePnyIdevWITIyEjY2NujevTvCw8NZxyM/6cmTJ5g4cSKMjY3h7++Pfv36ITExEStXrixzizpCWNLX14dYLIZQKJTK9qj18c+JjY3FyJEjMX36dLi5ubGOQ4jC4nA42LFjB/h8Ptzd3ZGTk8M6EiGFBAIBMjIykJaW9kPvF4vFiI6OxtixY1GrVi107NgRL168KPHhPy6Xi/bt2yM2NhY2NjZFXnNyckL9+vVpVC2p0Pbv3184fyQhFVm7du0wdepUjB8/HleuXGEdp8LLyspCnz59oK+vT8VxUipV1gEIIYQQUjp1dXUMHz4c3t7eOHHiBFasWIF27dqhadOmmDhxIvr06UNFCiUSGxuL5cuX4+DBgzAwMMDs2bMxfPhwalFKlI7kpm96ejp0dXV/entCoRD16tUrdb3iCrWqqpX70iY9PR29evWCo6Mj5s6dyzoOIQqvatWqCA4ORsuWLTFp0iSsW7eOdSSF5uXlhYiICNYxFFq/fv2wZMmSn96OQCAAACQkJEBPT6/M77t79y4OHjyIPXv2IDExEdbW1vDx8YGnpyesrKwwc+ZMLF26tPDnJpfLhVgsxuTJk7Fw4UJwucWP5Rg6dCj8/f2xdOlSVKlS5ac/HyGKJjAwEL1795bK77KEKLq5c+ciLi4O3bt3x6VLl8p07UXKLz8/Hx4eHkhMTERkZCS0tbVZRyIKrnLfzSCEEEKUDJfLRc+ePdGzZ0/ExsZi1apVGDhwIHx9fTFo0CAMGzas8OYOUSyfP3/GiRMnsGXLFpw7dw52dnZYv349Bg4cCE1NTdbxCPkhRkZGAL4UCS0tLX96ez86olZFRQUcDuen96/MRowYgYKCAuzduxcqKiqs4xCiFOrXr4+tW7fC09MTnTp1Qo8ePVhHUlivX7+GoaFhkba45F+BgYFIT0+XyrZMTEygoaGBxMREtG7d+rvrpqamIigoCH/99RcePHgAExMT9OrVC+7u7nBwcCiyrqenJ/z9/QH8Ox/t/v370a1bt+/uY/DgwZg9ezZ27tyJ//3vfz/34QhRMDExMbhy5QqWLVvGOgohcqGqqoqDBw+iU6dO6NixI6KiomBiYsI6VoUiFosxcuRIhIWF4ezZs1QMJ2VChVpCCCFESTVu3Bi7du3C/PnzsW3bNuzYsQNLly6Fi4sLhg0bht69e0NDQ4N1zErvypUrCAwMRFBQEPLy8uDm5obw8HA4OzuzjkbITzM2NgYAvHnzRirb+5FCbX5+fqXvKBAYGIgjR47g7Nmz4PP5rOMQolQ8PDwQGhqKoUOHIj4+vvABFPItW1tbTJ48mXUMhXT27FmpbYvL5cLc3BxJSUnFvv7s2TMcOnQIBw8eRFRUFPh8Ptzc3LB161bY29uX+OBSgwYNUK9ePTx48AACgQDHjx8v0wOeenp6GDhwIJYvX44RI0bQw0CkQlm+fDn+j707D4uq7t8Hfg/DIijLDKC5oMARMRA0MyVA1NTEcsuFzN3cyqxMUlxySSlx18et1LQ0K0PJfV9SQc3cwDWVzQ1QkAERZJmZ3x9+h1+EC8wMnJnhfl2X1/M0yzk3pwQ997w/nzfeeAOtW7cWOwpRpbG2tsbOnTsRFBSEd955B8eOHeNEuR5NmjQJGzZswLZt2+Dv7y92HDIS3KOWiIjIyDVo0AAzZ85EUlIStm/fDltbWwwaNAh169bF559/jhMnTkCtVosds0q5desWFixYgKZNm8LPzw9//fUXwsPDce/ePfz8888saclkaJY+vnPnjl6Op+1EbVUuauPj4zFu3DiMHz8eb731lthxiIzSsmXLIJfLMWTIEP6ZiQyCh4cHbty4UfzPDx8+xPr169GxY0fUr18fX3/9Ndzd3bF9+3akpqbi+++/R2Bg4EtXlxg4cCBCQkJw5syZcq3CM27cuOK/axCZisTERGzdupUfQKEqyd7eHjt37kR2dja6du2KrKwssSOZhLlz52Lu3LlYs2YNOnfuLHYcMiIsaomIiEyEVCpFly5dsHXrViQnJ2PcuHE4cOAAAgIC0KBBA4SGhuL06dO8AVlB7t69iyVLlsDf3x+urq745ptv0KpVK5w8eRJxcXH47LPPIJPJxI5JpFeaT17fvXtX52Op1WpkZ2ezqC2HoqIiDBgwAA0bNsTMmTPFjkNktKpXr46NGzfiyJEj+N///id2HCI0bNgQ//zzD9avX4+uXbvilVdewUcffYRq1aph06ZNSE1NLX6uPHu0jx07Fr/99lu598pr1KgRunTpggULFpT3SyEyWPPnz4eLiwvee+89saMQicLFxQX79u1DYmIi2rZti9TUVLEjGS21Wo2wsDBMnDgRixcvxqBBg8SOREaGRS0REZEJqlOnDiZPnowrV64gLi4OgwYNwo4dO9CqVSsIgoCwsDBER0ejqKhI7KhGLT4+HkuXLkVQUBDq16+P6dOnw8PDAzt27EBqaipWrVoFPz8/sWMSVRhNUZuSkqLzsbKzs6FUKlnUlsPXX3+NuLg4/PLLL7C0tBQ7DpFRa9GiBaZOnYqJEyfi0qVLYsehKurJkyfYsWMHYmJicO7cOYwcORLA0yXu79+/jx07dqBPnz5af8+3sbHRek/30NBQxMTE4NixY1q9n8iQpKam4scff8QXX3xRrg87EJmaV199FSdOnEBeXh78/f1x/fp1sSMZHaVSiZEjR2LhwoVYvXo1PvvsM7EjkRHiTyIiIiIT5+PjAx8fH4SHh+PcuXP4/fffERkZiblz58LBwQEdO3ZEcHAwgoODUadOHbHjGrS8vDz8+eef2LNnD/bu3YsbN27Azs4OXbp0QVRUFIKDg7kvMFUpminxtLQ0nY+lUCgAgEVtGV24cAERERFYvHgxGjduLHYcIpMwefJk7N69G8OGDcOJEye4FydVCqVSiSNHjmD9+vXYunUrcnNz0bhxY6jValy7dg2urq5iRwQABAUFoV27dpgyZQqOHz8udhwinURERMDe3h7Dhw8XOwqR6FxdXXHixAl06dIFQUFB2L17N5o3by52LKOQm5uLkJAQ/Pnnn9i2bRveeecdsSORkeJELRERURXSvHlzREREID4+Hv/88w9mzJiBR48eYcyYMahXrx6aNWuGCRMmYPv27UhPTxc7rujy8/Nx4sQJzJs3D8HBwZDL5Xj33Xdx/Phx9OrVC0eOHEF6ejo2btyI7t27s6SlKsfOzg4SiUQv3y8yMzMBsKgtC6VSiREjRqBFixb4+OOPxY5DZDKkUinWrVuH2NhYLF26VOw4ZMJUKhWio6Px+eefo3bt2ujUqRMSEhIwa9Ys3L17t3gv2Pv374uctKRZs2YhOjoahw4dEjsKkdZSUlKwatUqTJkyBTY2NmLHITIIcrkc+/fvh6+vL9q1a4eoqCixIxm85ORktG3bFn/99RcOHTrEkpZ0wolaIiKiKqpRo0Zo1KgRPv/8c+Tl5eHo0aPYs2cPdu/ejQULFkCtVsPT0xP+/v4IDAyEv78/PD09xY5doTIyMnDixAnExMQgJiYGZ86cwZMnT/DKK68gKCgIK1asQHBwMGrXri12VCKDIJFIYGVlVVyy6oITtWW3cOFCXLx4EefOnYOZGT97S6RPjRs3RlhYGKZMmYJu3brB3d1d7EhkQs6ePYv169cjMjISKSkp8PLywujRozFo0KAS/60plUpYWlrixo0baNmypYiJSwoICECnTp0wdepUtG/fXuw4RFqZNWsWnJ2dOU1L9B81atTAzp078emnn6JXr1749NNPMW/ePH4g/Rm2b9+OoUOHok6dOoiJiUGjRo3EjkRGjkUtERERwdraunj5YwB49OgR/vrrL0RHRyMmJgZjxoxBbm4u7Ozs4OHhAS8vL7z++uvw9vZGs2bN4OTkJPJXUD5FRUW4desWLl++jLNnz+LKlSu4fPkyrl27BpVKBXd3dwQEBGDgwIEICAiAl5eX1vt5EZk6GxsbZGdn63wcTVFrb2//0tdW5aI2KSkJX3/9NaZMmQIvLy+x4xCZpClTpmDLli0YMWIEDh48yD8DkE4uX76MyMhIbNy4ETdv3oSXlxdGjhyJDz744LkfgpRKpXB1dcXNmzcrOe3LzZo1C61atcLOnTvRpUsXseMQlUtCQgJ++OEHLFu2jOUT0TNYWlri+++/R6dOnTBs2DDExMRg06ZNaNiwodjRDEJRURHCw8Mxa9Ys9O/fHytXrkT16tXFjkUmgEUtERERlWJra4sOHTqgQ4cOAJ4WIWfPnsX58+cRGxuLixcvYtu2bcjOzoZEIoGrqys8PT3h5uYGV1fXEv8rVombl5eHxMREJCYmIikpCUlJSUhMTERCQgKuXLmC/Px8mJubo1GjRvDx8cGAAQPQtGlT+Pn5QS6Xi5KZyBjZ2trqZeljhUIBGxubMt00+3dRW1RUBHPzqvHXGrVajeHDh8Pd3R1hYWFixyEyWZaWlli1ahVat26Nn3/+GQMHDhQ7EhmZpKQkbNq0CT/99BOuXr0KFxcXvPfee+jTpw8CAwPLdIyGDRsiPj6+gpOW3xtvvIHevXvjyy+/RKdOnarUh6XI+I0fPx6CIGDIkCFiRyEyaD179oSPjw9CQkLQokULfPfdd+jbt6/YsUR18+ZNDBw4EJcuXcJPP/2EAQMGiB2JTEjVuKNBREREOrGwsICfnx/8/PyKH1Or1UhKSkJcXBwuXbqE69ev4/Lly9i5cyfu3bsHpVIJ4OnyOXXq1IGjoyMcHR3h5ORU/P+dnZ2Lp+fs7OwglUphbm4OW1vbEufPz89Hbm4uACA7OxtKpRJ5eXnIyMhARkYG0tPT8eDBgxL/nJqaWvx+R0dHuLq6wtXVFR06dMDYsWPh4+MDLy8vfpKaSEcODg64ffs21Gq1TlNnCoUCMpmsTK+VSCRVcqL2999/x5EjR3DixAlYWlqKHYfIpPn7++Ojjz7C+PHj0b17d9jZ2YkdiQzc48ePsWTJEkRGRuLEiROQy+Xo1asXVq1ahYCAgHL/jPTw8MBff/1VQWl1s2DBAjRu3BjLli3DF198IXYcojI5cuQIoqKisGfPnirzZ0ciXXh4eODkyZMIDQ1Fv3798OOPP2Lp0qXw8PAQO1qlysvLQ0REBObOnYvGjRvjzJkzJr8tGFU+FrVERESkFYlEAjc3N7i5uaF79+4lnisoKMDt27eLp1lTU1OLS9T79+/j6tWryMjIwIMHD5CVlaXV+a2trYsLX03p6+3tXfzP/57s5c1Vooojl8uhUqmQk5NT6kMW5aFQKMq0Py1QNZc+zsvLQ1hYGAYPHoxWrVqJHYeoSggPD8fvv/+O8PBwzJ07V+w4ZOB27NiB/fv3o2fPnpg5cybatGkDqVSq9fEEQcDGjRv1mFB/XFxcMHbsWMyYMQP9+vVDrVq1xI5E9EJKpRJffPEF3n333eLtfojo5apVq4bly5dj6NCh+Pjjj+Ht7Y2PP/4Y3377bZVY8vfQoUMYM2YMbt++jbCwMEyePJkfmKUKwaKWiIiI9M7S0hKCIEAQhDK/59GjRygqKkJRUREePXpU4jkrKyvY2NgAeLp/pZmZmV7zEpH2nJ2dAQDp6ek6FbVZWVksal9g3rx5yMjIwDfffCN2FKIqQyaTYfr06QgNDcXw4cPRqFEjsSORAQsODsYvv/yitxu4DRs2RHp6OjIzM8u84kRlmjRpEn788UdMmzYN33//vdhxiF5o9erVuHLlCjZt2iR2FCKj1KJFC5w8eRLLli3D9OnTsXPnTsydOxfvvfeeSd6fuXr1KiZNmoRt27ahb9++OHToEOrUqSN2LDJhpve7iIiIiIySra0tZDIZnJ2d4e7uXuJX3bp1IZPJIJPJTPIvAUTGTDNFk5GRodNxtJ2oLSoqMvmi9u7du5g7dy6mTJmC2rVrix2HqEr5+OOP4enpifHjx4sdhQycg4ODXqdsNEtLGuI+tcDT7U3mzp2LNWvWICYmRuw4RM+VkpKCSZMmYezYsVyulEgH5ubmGDt2LK5evQo/Pz+EhITA19cXGzduLN76ytjFxsYiJCQETZo0wY0bN3DgwAH8+uuvLGmpwvFOJxERERERaU1THOpa1GZmZmpd1Jqbm/ZCQRMnTkTNmjUxduxYsaMQVTlSqRSLFi3C9u3bsW/fPrHjUBXi6uoKCwsL3Lx5U+woz9W/f3+8++67GDZsGJ48eSJ2HKJnGjNmDBwcHDB9+nSxoxCZhDp16mDjxo24fv06AgICMGTIEHh4eGDJkiVG+7PgwoULCAkJwWuvvYZr165h3bp1iIuLQ4cOHcSORlUEi1oiIiIiItKa5tPF6enpOh1Hl4laUy5qz5w5g40bN2LevHmoVq2a2HGIqqT27duja9eumDBhQvH3Hiq7wsJCNGrUCIMGDSr1XHR0NDp27Ah7e3vY2tqiTZs22L9/v97OXdbjR0dHQyKRGFQZb25ujgYNGuDGjRtiR3mhZcuW4e7du4iIiBA7ClEpO3fuRFRUFFatWlUl9tMkqkyCIOD777/HtWvX0KFDB0yYMAFubm4IDQ1FbGys2PFeKiMjA8uXL4efnx9ee+013LlzBzt27EBsbCwGDRqk0z7zROXFopaIiIiIiLQml8sBAKmpqTodh0Xts02dOhUtWrRAz549xY5CVKVFRETg0qVLiIyMFDuK0Vm5ciUSExMxbdq0Eo/v27cPbdu2xcGDB5GdnY2cnBwcO3YMwcHBernO5Tl+YGAgOnbsiPHjxxtUGe/h4WHQE7UAUL9+fYSHh2P27Nm4dOmS2HGIiikUCowaNQqDBw9Gx44dxY5DZLIEQcCqVasQHx+Pjz76CNu2bUOzZs3g6+uL+fPn4969e2JHLJafn48tW7agR48eqFOnDiZOnAhPT0/8+eefOHHiBN59911IJBKxY1IVxKKWiIiIiIi0JpPJAEDnv4CzqC3txIkT2Lt3L7799lveMCASmZeXF/r27Ytp06ahqKhI7DhGo6CgAN988w169OiBhg0blnh81KhRUCqVGDduHB48eIDMzEzMmjULarUao0ePRk5Ojk7nLe/xv/zyS1y8eNGgynh3d3eD3aP238aMGYM33ngDAwYMQH5+vthxiAA83WNcrVZjwYIFYkchqhLq1auH6dOn4+bNmzhz5gzatWuHOXPmwMXFBd7e3hg1ahQiIyOhUCgqNVdCQgJWrVqFkJAQvPLKKwgJCUF6ejqWLl2KlJQU/PTTT2jTpk2lZiL6Lxa1RERERESkNc1EbUpKik7HYVFb2tSpUxEQEMC9kYgMxIwZM5CQkIBff/1V7ChGIyoqCvfv3y+17PHBgweRnJyMoKAgLFiwAE5OTnBwcMBXX32Fnj17Ij09Hdu2bdP6vNocv3379qhduza+++47rc+rb4IgGEVRK5VKsWHDBiQmJmLy5MlixyHCTz/9hE2bNmHNmjVwdHQUOw5RlfP6669jyZIluHPnDqKiotC+fXvExMQgJCQEzs7OCAwMxKRJk/Dbb7/h8uXLKCws1Mt579y5g71792Lu3Lno1asXHB0dIQgCvvrqKwDA7NmzcevWLURHR2PkyJGoUaOGXs5LpCvTvKNBRERERESVQjNRm5aWpvUxVCoVHj16pHVRa4p7tx4/fhyHDx/GkSNHxI5CRP/Hw8MDAwYMwNdff42+ffvCwsJC7EgGb/369bC2tkZwcHCJx48dOwYA6N+/f6n3DBgwAFFRUTh69Ogzny8LbY4vlUrRvXt3fPfdd7h16xbq16+v1bn1SRAEpKamIicnx+BvJru5uWHp0qUYMmQI2rdvj3feeUfsSFRFJSQk4LPPPsMXX3zB/w6JRGZlZYXu3buje/fuAJ7+nfHIkSM4fPgwduzYgQULFqCwsBBSqRT16tWDm5sbXFxc4OjoWPxLKpXC3NwclpaWyM3NBQBkZ2cjPT0d6enpSEtLQ2JiIhITE4ufr1u3Ll5//XVMmzYN7dq1g4+PD1coIoPGopaIiIiIiLSmmajNyMjQ+hhZWVlQqVScqP2XyZMno0OHDmjbtq3YUYjoX6ZNmwZPT0/89NNPGD58uNhxDFpRURGOHz+O5s2blyq1NfuuNmnSpNT7fH19S7xGG9oe38/PD9999x0OHz6MIUOGaH1+fREEAQCQmJgIHx8fkdO83KBBg7Bnzx4MHz4c58+fR61atcSORFVMQUEB+vfvDzc3N3z77bdixyGi/6hVqxb69u2Lvn37Anj6e/bKlSv4559/kJiYiKSkJNy9exfx8fHIyMhAZmYmCgsLUVhYiPz8/OIPLTk4OEAmk8HJyQk1a9bEe++9Bzc3NwiCAB8fn+K/oxIZC9O7o0FERERERJXGysoKFhYWOu01pHkvi9qnjh07hujoaMTExIgdhYj+w83NDUOGDMGcOXMwdOhQSKVSsSMZrCtXriAnJwdNmzYt9Vx2djYAPPNGquaxrKwsrc+t7fGbNWsGADh58qTBFLVmZmaIj483iqIWAFauXIkWLVqgb9++OHDggMn9jCbDFhoaikuXLuH06dOwsrISOw4RvYSlpSWaNWtW/POXqKriHrVERERERKQTGxsbnW6os6gtaf78+QgMDIS/v7/YUYjoGcaPH4+EhASd9lCtCjR7lzs5OZV6Tq1WP/d9L3qurLQ9vrOzMwDd913Xl2rVqqF27dpGsU+thoODA6KionD69GmEhYWJHYeqkI0bN2L58uX44Ycf8Oqrr4odh4iIqMxY1BIRERERkU5sbW3x+PFjrd+fmZkJgEUtAFy/fh27du1CaGio2FGI6Dk8PDzQrVs3zJkzR+woBk3zIRxbW9tSz9nb2wMAHj58WOo5zc8EzWu0oe3x7ezsAECnVSL0TRAEoypqgafLS69evRqLFi3Cpk2bxI5DVUBcXBxGjhyJ0NBQhISEiB2HiIioXFjUEhERERGRThwcHFBYWIi8vDyt3q+5IV7Wm/KmXNQuWLAAgiCgW7duYkchohcIDQ3F6dOnceLECbGjGCzNh280yxD/W8OGDQEAly5dKvVcXFxciddoQ9vja1aHkMlkWp9b34yxqAWAfv364ZNPPsHw4cNx4cIFseOQCbt//z569OiBli1bYvbs2WLHISIiKjcWtUREREREpBNHR0cAQEZGhlbvVygUqFGjBiwsLMr0elMtah88eIANGzbgiy++gJkZ/6pGZMgCAwPh5+eHBQsWiB3FYNWuXRsAkJ6eXuq5oKAgAE+XKv2vn3/+ucRrtKHt8TVZNdkNgbEWtQCwcOFCtGzZEl26dMGdO3fEjkMmKC8vD927d4dEIsHvv/9uMn8mJCKiqoV/+yciIiIiIp1o9h981s34slAoFGVe9hgw3aJ25cqVqF69OgYPHix2FCIqg9DQUGzbts1oS7SK5uXlhRo1ajxzmrJDhw6oX78+jh07htDQUKSnpyMrKwvh4eGIioqCk5MTevToofW5tT2+Jqufn5/W59Y3QRCQnJyMwsJCsaOUm4WFBf744w/I5XIEBwfrtJ890X+pVCoMGDAA169fx+7du4v3mCYiIjI2LGqJiIiIiEgnmskjbSdqs7KyyrXMpCkWtUqlEqtXr8bw4cNhY2MjdhwiKoP33nsPderUwerVq8WOYpDMzc0RGBiI8+fPIz8/v8RzlpaW+P777yGVSrFw4UI4OzvDwcEBU6dOhUQiwfLly1GjRo0S7wkMDIREIinTMrraHB8ATp06BQBo166dDl+5fgmCgKKiIty6dUvsKFqxs7PD9u3bkZGRgb59+6KoqEjsSGQiJkyYgF27duGPP/6Ap6en2HGIiIi0xqKWiIiIiIh08sorrwDQbeljXSZqpVKpVuc1JHv27MHdu3cxbNgwsaMQURlJpVJ8+OGH+PHHH41y2rEyDBw4EE+ePMHu3btLPRccHIw///wT7du3h62tLapXr47WrVtj7969CAkJKfV6zff9sn44p7zHVyqV2LZtG4KCgtCgQYNyfqUVRxAEADDqyW1XV1fs2LEDx48fx5AhQ4r/XRIp1gKXAAAgAElEQVRpa86cOVi4cCHWrl2r0zLpREREhoBFLRERERER6UQul0MikYi29LEpFLWrV6/GW2+9hYYNG4odhYjKYfjw4UhPT8eOHTvEjmKQevfuDWdnZ2zYsOGZzwcGBuLgwYPIzs5GTk4Ojh07hrfffrvU61QqFa5evQpvb294e3uX+fxlPT4AHDp0CCkpKfj444/LfPzKIJfLIZPJjLqoBYAWLVpg27Zt2LJlC4YNGwa1Wi12JDJSK1aswMSJEzF//nz069dP7DhEREQ6Y1FLREREREQ6kcvlUKvVohS1SqXS6Jc+TklJwe7duzFixAixoxBROdWrVw8dO3Y0muWPf/nlF+zZswfnz5/H3bt3UVBQUKHns7S0xJQpU7B9+3bcuHFD6+NcunQJCoUCEydOhEQi0WPC/2/+/Plo0qQJ+vTpUyHH14W7u7vRF7UA0L59e2zduhW//vorPv/8c7HjkBHasGEDPv30U3z77bcYN26c2HGIiIj0wrjvaBARERERkejkcjmAp4WjNjIzM8u1zKSZmRnUajXUarVJ7FH7ww8/wN7eHj169BA7ChFpYcSIEejTpw+Sk5MNasncZ1myZAlOnz5d4jFbW1s4OzujVq1acHFxQa1atYr/+ZVXXoGzszPy8vK03lt09OjRWL58OWbOnPncydqXiY6ORoMGDdC3b1+t3v8yMTExOHDgAPbu3WuQqzQIgmASRS0AdOrUCT/99BP69+8PGxsbREREiB2JjMQvv/yCoUOHYtKkSZg0aZLYcYiIiPTGuO9oEBERERGR6GQyGQAgNTVVq/drM1ELPF0K09iLWrVajbVr12Lw4MGwsrISOw4RaaFr166oWbMm1q1bhxkzZogd54Xat2+PCxculJikffToER49eoSEhAScOnUKFhYWkEgkUCqVJcrZs2fPonfv3ujSpUu5zmlhYYHr16/rlHv06NEYPXq0Tsd4kYCAAINeirdhw4Ymtbz2+++/j4KCAgwdOhSPHz/G//73vwqblCbTsGbNGowaNQqhoaEIDw8XOw4REZFeceljIiIiIiLSiWai9v79+1q9X6FQwN7evsyvN6Wi9tSpU0hMTMTgwYPFjkJEWrKwsMAHH3yAX3/9VewoL9WuXbsXLnesVqtRUFCA/Px8FBUVFZdntWrVQs+ePctd0pJ+aCZqDblMLq+BAwciKioKq1evxsCBA7We2CbTt3z5cowcORLjx4/H3LlzxY5DRESkdyxqiYiIiIhIJ5qJ2oyMDK3er1Aoio9RFqZU1P7+++/w9PSEr6+v2FGISAchISG4fv06YmNjxY7yQgEBAWX+nmlhYQEHBwds3rwZvr6+qFatWgWno+cRBAG5ublIS0sTO4pedevWDVFRUYiKisKAAQMqfM9kMj4zZ87Ep59+ivnz53OZbCIiMlksaomIiIiISCf29vYwMzODQqEo93uVSiVycnKq5NLHKpUKkZGRFbbnIhFVnlatWsHV1RWbNm0SO8ozKZVKnD17FitWrEDNmjVf+FrN99hu3brh+vXr6NWrV2VEpBcQBAEATGaf2n975513sGvXLuzZswedOnVCZmam2JHIABQWFmL48OGYOXMmvv/+e4wbN07sSERERBWGRS0REREREenEzMwM1tbWyMrKKvd7FQoF1Gp1lSxqY2JicPfuXfTp00fsKESkI4lEgt69e2PTpk0GsTytSqVCbGwsFi9ejO7du8PJyQktWrTAvHnz4OzsDEtLy2e+TzNFu2XLFmzevBlOTk6VnJyepW7durC2tjbJohZ4uiR3TEwMEhIS0LJlS9y4cUPsSCSinJwc9OjRA7/99hv++OMPjBgxQuxIREREFYpFLRERERER6czOzg5Pnjwp97KFmincqljU/v7772jcuDG8vb3FjkJEehASEoKEhAScO3dOlPMnJCRg1apVCAkJQc2aNdGsWTNMmzYNubm5mDhxIs6cOYPU1FQsXLiw1Pfq/07R9uzZU4wvgZ5DIpHA1dXVZItaAGjSpAlOnjwJW1tbBAYG4tSpU2JHIhEkJyfD398f58+fx7Fjx9C1a1exIxEREVU4FrVERERERKQze3t7AMDDhw/L9b6qWtSq1WpERUXhgw8+EDsKEelJixYt4O7ujsjIyEo5n6aYHTRoEFxcXCAIAkJDQ5GZmYnx48fjzJkzUCgUOHDgAMLCwvD6669DIpHA398fFhYWxcexsLCATCbDH3/8gc2bN8PR0bFS8lP5CIJg0kUtANSpUwfHjh3DG2+8gbZt22L16tViR6JKdOjQIbRo0QIAcOrUKTRv3lzkRERERJWDRS0REREREelMc2M/IyOjXO/TtahVKpVGWdSeO3cO9+7dQ/fu3cWOQkR6IpFI0K1bN+zatatCjp+QkID169dj1KhRaNCgAQRBwLhx45CSkoIxY8bg+PHjePjwYYliVvP98t+qVauGli1bQiKRAAA++OAD3Lx5Ez169KiQ3KQfVaGoBYAaNWpgx44d+Prrr/HRRx9h0KBByMvLEzsWVSC1Wo0lS5YgODgYAQEBiI6ORv369cWORUREVGmM744GEREREREZnJo1awLQrqiVSCTFE7lloSkeCgoKoFarjbKo3bNnD2rXrg1fX1+xoxCRHnXu3BmLFy/GrVu3dC4a7t27h5iYGBw8eBD79u1DcnIybGxs4O/vj6FDhyIwMBBBQUHP3W/2RTp27Ij4+HisXbsWnTt31iknVQ5BELBx40axY1QKiUSCsLAwvPrqqxg0aBCuXbuGyMhINGjQQOxopGdZWVn48MMPsX37dsyZMwfjxo0TOxIREVGlM747GkREREREZHBq1aoFAEhPTy/X+zIzM2FrawupVFrm92iK2sLCQgAwyqJ279696Ny5c/FEGxGZhjZt2qBGjRrYt28fRowYUa73pqSkIDo6GgcPHsSBAweQmJgIa2trNG/eHH379kWHDh3QunVrWFlZ6Zxz6NChGDt2bLk+JEPiEgQB6enpyMrKqjL/3rp164bTp0+jV69eaNq0KVauXMktA0xITEwMBgwYgCdPnuDgwYNo06aN2JGIiIhEwaWPiYiIiIhIZ05OTpBKpVpN1JZn2WOg5EQtYHxFbWZmJv766y8EBweLHYWI9MzKygpt2rTB3r17X/ratLQ0REZGYtSoUfD29kadOnXQr18/nD17FiEhIThw4AAePnyI6OhoREREoEOHDnopaQGgfv36VabsMxWCIAB4ugR2VdKoUSP8/fff+OijjzBgwACEhIQgMzNT7Fikg6KiIsyZMwft2rVDo0aNcO7cOZa0RERUpRnXHQ0iIiIiIjJIMpkMEomk3EVtVlZWlStqDxw4ALVajfbt24sdhYgqQHBwMKZMmYLCwkJYWFgUP37//n0cPXoU0dHRiImJwblz5yCVStG0aVN07doVS5YsQUBAAKytrUVMT4bK1dUVUqkU8fHxeO2118SOU6mqVauGiIgIBAUF4cMPP8Trr7+OdevWoU2bNsjNzYW5ublWS4BT5fvnn38wdOhQXLhwAYsXL8bHH3/M1UWIiKjKM647GkREREREZJBkMhlUKpVWE7Uymaxc79Esk2ysRe2+ffvw5ptvQi6Xix2FiCpA586d8emnn2LPnj2QSCTF+8yeO3cOZmZmaNasGTp06IDp06ejTZs2sLOzEzsyGQErKyvUrVsX8fHxYkcRzTvvvIO4uDiMHDkS7dq1wwcffIC0tDQcOHBA7Gj0EoWFhZgzZw6++eYbeHt748yZM/Dy8hI7FhERkUEwrjsaRERERERkkORyOVQqFdLS0sr1Pl2WPtbsUVue/W0NwdGjR9G/f3+xYxBRBREEAa6urpg2bRouXbqEZs2aISAgAGFhYejYsWO5v+cRaTRs2LBKF7UAULNmTWzduhXffvstpk6dCgsLC2zYsAGDBg0SOxo9x7lz5zBixAhcvXoVYWFhmDJlSonVBoiIiKo6FrVERERERKQzzXSoNkWto6Njud7z36LWmCZq09LSEB8fj8DAQLGjEFEFCggIwJ07d/Dw4UNOzJLeCIJQ5YtaAFi1ahWmTZsGlUqFJk2aYMiQIdi0aRMWLlwIT09PsePR/0lLS8NXX32FtWvX4q233sKlS5fg7u4udiwiIiKDYzx3NIiIiIiIyGBpli++f/9+ud6nUCggCEK53mPMRW10dDSkUilatmwpdhQiqkABAQGYOHEiqlevLnYUvdm0aROXmH2O+/fvV8pKCYIgYP/+/RV+HkP15MkTjBo1Chs2bIBarQYAzJkzB+bm5vj888/h4+ODMWPGYNq0aZxcF1FBQQH+97//ITw8HLa2tli/fj369evHvWiJiIiew3juaBARERERkcHSTNSWd4/azMxMnZc+NqaiNiYmBj4+PrC3txc7ChFVoICAAGRnZ+PSpUto2rSp2HF0NmLECHTs2FHsGAbN19e3ws8hCAJu376N/Px8WFlZVfj5DMm9e/fQrVs3xMbGFpe0ZmZmeOONN2BnZ4ezZ89izZo1mDp1KjZs2IDp06djxIgRVe46iUmtVmPLli2YPHky7ty5g/Hjx2PChAkm9YEVIiKiimA8dzSIiIiIiMhgaYpahUJRrvcpFIpyl5bGXtQGBASIHYOIKliTJk1gb2+PmJgYkyhq+/TpI3YEwtOiVqVSITk5GY0aNRI7TqU5ceIEunfvjqysLBQVFRU/7unpWby0uFQqxahRo/D+++8jPDwc48ePx7x58zBlyhQMHTqUe6JWILVajR07dmDatGm4ePEi+vbti4MHD6J+/fpiRyMiIjIKZmIHICIiIiIi41etWjVYWFggJycHSqWyzO9TKBRVZqI2Ly8PFy5cYFFLVAWYmZnBz88PMTExYkchE6LZKqAq7VO7atUqtGnTBpmZmcU/9wHAwsICbdq0KfV6BwcHzJ8/Hzdv3kSXLl3w6aefonHjxli3bh0KCgoqM7rJU6vV2LlzJ1q1aoUePXpAEATExsZi48aNLGmJiIjKgUUtERERERHphZ2dHdRqdZmnagsLC/H48ePi/W3LyliL2tjYWBQUFHB/WqIqws/PD2fOnBE7BpkQOzs7ODk54ebNm2JHqXBFRUUICwvDqFGjUFRUVOpDYCqVCn5+fs99f926dbF8+XJcv34d7dq1w6hRo+Dm5oY5c+aUe/UPKik/Px8//PADmjRpgm7duqFWrVo4e/YstmzZgiZNmogdj4iIyOiwqCUiIiIiIr3QFK7p6eller3mRmlVmaiNjY2Fra0t3N3dxY5CRJXAx8cHN2/exOPHj8WOQiZEEASTn6hNT09Hu3btsGDBgue+RqlU4s0333zpsRo0aIA1a9YgISEB/fv3x+zZs+Hi4oKxY8fi+vXr+oxt8tLS0vDtt9/C1dUVo0ePRsuWLREXF4cdO3bgtddeEzseERGR0WJRS0REREREeuHo6AgAyMjIKNPrq1pRe/HiRfj4+EAikYgdhYgqga+vL1QqFa5cuSJ2FDIhpl7UnjlzBj4+Pjh9+vQLt1Kws7ODh4dHmY9br149zJ07F7dv38bXX3+NrVu3onHjxmjbti1+/vlnPHnyRB/xTY5SqcTu3bvRs2dPuLi4YMGCBRgyZAiSkpKwbt06TtASERHpAYtaIiIiIiLSi5o1awJgUfs8cXFx8PX1FTsGEVUSQRBQvXp1xMXFiR2FTIgpF7VqtRpLlixBamoqioqKnvs6iUSCN998U6sPPtna2mLcuHFISEjArl274OjoiA8//BB16tTBmDFjcPz4cahUKl2+DJMQFxeHr776Cm5ubujSpQsyMzOxbt063L17F7Nnz0bt2rXFjkhERGQyWNQSEREREZFeODo6QiqVcunjZ1Cr1cUTtURUNZiZmcHLywsXL14UOwqZEEEQkJiYaJJlokQiwYYNG3Do0CE0aNDguT/fLSws0Lp1a53OZWZmhs6dO2PLli24ffs2Jk6ciKNHjyIoKAj169fHF198gZMnT0KtVut0HmNy9epVzJgxA15eXmjatCk2bNiAfv364Z9//sGRI0fQv39/VKtWTeyYREREJodFLRERERER6YVcLoe5uXm5JmrNzMxgZ2dXrvNoilrNtI0xFLW3bt2CQqHgRC1RFePr68uilvRKEAQ8efIE9+7dEztKhXnrrbdw+fJlTJkyBebm5qV+zhcUFMDPz09v56tVqxYmTJiAixcv4vLlyxg+fDj27dsHf39/1KpVCyEhIVi/fj0ePnyot3Magry8PBw8eBATJ05EixYt4OXlheXLl6N169Y4fvw4kpKSEBERUa4lpomIiKj8WNQSEREREZFeyGQyAOVb+tjOzq64eC0rY5yo1exR6e3tLXISIqpMTZo0weXLl8WOQSZEEAQAMNnljzWsra0RFBQEpVKJJk2aQCKRFC91LJFI8MYbb1TIeb28vDBjxgxcuXIFFy5cwNixY5Gamophw4ahZs2aCAgIwOTJk7Fr1y5kZmZWSIaKkpubiz///BPh4eHo1KkT5HI53n77bezbtw8dO3bEsWPHkJaWhu+//x6BgYFaLS1NRERE5Wf4dzSIiIiIiMgoyOVyqNXqMhe1mZmZ5V72GDDOojYhIQFyuby4zCaiqsHd3R1paWnIyclBjRo1xI5DJqB27dqoUaMG4uPj0aZNG7HjVJiCggKMGTMGnTt3xs6dO7F27VqMGzcO2dnZaNSoUblX49BG06ZN0bRpU0yePBkKhQIHDx7E/v37sXXrVkRERAB4Wuz6+/ujWbNm8PHxgY+Pj1Z/ttG33NxcXLlyBbGxsbh48SJOnTqFc+fOobCwEC4uLmjdujVWrFiB4OBg7jdLREQkMsO/o0FEREREREZBJpOhsLCwzHvUZmdnw97evtznMcalj5OTk+Hm5iZ2DCKqZJrf98nJyZyoJ71xc3Mz+Yna2bNnIzk5Gbt374ZEIsGwYcPQrVs3jBs3DtWrV6/0PA4ODujduzd69+4N4OnqISdOnEB0dDT++usvbN68uXjCtn79+vDy8oIgCHB1dYWbmxvc3NxQr1491KxZU2+ZFAoF7ty5g8TExOJfSUlJuHz5MuLj46FSqWBjYwNvb2+0atUKn3/+OQIDA+Hi4qK3DERERKQ7w7+jQURERERERkEzUXv//v0yvT4zM1OrCVNjLGoTExPh6uoqdgwiqmSa3/dJSUksaklvBEEw6aL2xo0biIiIQHh4eImfnc7OztiwYQMeP34sXrj/4+joiK5du6Jr167Fj92+fRsXL17ExYsXi6dZt27dipSUFKhUKgBP/wzj6OhY/MvJyQmWlpYwNzeHra0tAMDS0hIFBQUAnk7G5ufnQ6lUIiMjA+np6cjIyEBGRkbxyiIAULNmzeJSuF+/fvDx8YGvry8EQSj3FhNERERUuQz/jgYRERERERkFTen64MGDMr1e16JWc4NSKpWW+xiVLSkpyaSXqCSiZ7O1tYWjoyMSExPFjkImRBAEHD16VOwYFWb06NHw8PDAZ5999sznxZioLQsXFxe4uLjgnXfeKfF4fn4+kpOTcefOHdy/f7+4aNX8KigoQH5+fvGfn/Ly8mBtbQ3g6ddqaWkJS0tLNGnSpETJ6+joCBcXF7i6uhrsNSEiIqKXY1FLRERERER6IZfLAaBce9TWqVOn3OfRFLVKpdIopmmBp0Xt4MGDxY5BRCJwc3NDUlKS2DHIhAiCgB9++EHsGBVi48aNOHz4MKKjo2FhYSF2HL2wsrJCo0aN0KhRI7GjEBERkQHi2hdERERERKQXmqI2KysLarX6pa9XKBRwcHAo93n+PVFrDEVtTk4O0tPTufQxURXl5ubGiVrSK0EQoFAoivdENRVZWVkYP348Ro4ciTfffFPsOERERESVgkUtERERERHphYODAyQSCYqKipCdnf3S12dmZupU1BYVFRlFUZuSkgIAqFu3rshJiEgMderUKf4+QKQPgiAAAG7evClyEv0KCwuDSqXCt99+K3YUIiIiokrDopaIiIiIiPTCzMwMNWrUAFC25Y8VCoVOe9QaS1GruRZOTk4iJyEiMTg6OpZ5SXiismjQoAEsLCwQHx8vdhS9OX36NFavXo2FCxdq9WcDIiIiImPFopaIiIiIiPRGc3M1PT39pa/VdeljYytqHR0dRU5CRGJwcnJiUUt6ZW5uDhcXF5MpaouKijBq1CgEBQXhgw8+EDsOERERUaUy/LsaRERERERkNJycnHDr1q2XlhK5ubnIz8+vEhO16enpsLa2ho2NjdhRiEgEjo6OyMzMhFKphFQqFTsOmQhBEEymqF20aBGuXr2K2NhYSCQSseMQERERVSpO1BIRERERkd44OjpCKpW+tKhVKBQAUGUmaqvyssdnzpyBRCLBjBkzXviYGDnEYghZ9u7dC4lEgsWLF1fYOXJycvDZZ5/B1dUV5ubmkEgkyMnJAQBERUWhefPmqFGjBiQSSYlfH330UYVlEoOTkxNUKlXx9z0ifTCVovbWrVuYOXMmJk+eDE9PT7HjEBEREVU6FrVERERERKQ3crkcFhYWL136ODMzEwCqxERtRkYGlz0ug+joaEgkEoSHh4sdhfRk+vTpWLp0KZKTk6FUKosfv3r1Kt5//32cP38ejx8/FjFh5dD8/ufyx6RPplLUfvrpp6hduzYmTJggdhQiIiIiURj+XQ0iIiIiIjIaMpkM5ubmZZ6orQpFrUKh0OrrNGUtWrSAWq02+XNWdXv37oW9vT1OnjwJT0/P4t+7Bw8eRFFREcLDw/Hll1/CysoKAJCUlAQ3NzcxI1cIuVwOAHj48KHISciUNGzYEPfu3UNeXh6sra3FjqOVP/74A9u3b8fBgwdRrVo1seMQERERiYITtUREREREpDeaQuJlRa1molaXpY+VSqVRFLVPnjwx2pvoRLpISUmBp6cnXn311eLft5rHAeCdd94pLmlNmaaAys/PFzkJmRJBEKBWq5GYmCh2FK3k5uZi3LhxGDRoENq3by92HCIiIiLRsKglIiIiIiK9kclkUKlUZSpqraystCowjW2iNj8/H5aWlmLHeCmlUomlS5fi9ddfh0wmg4ODA1q0aIGFCxciNze3+HX/3tv00KFD8Pf3h42NDWrWrIkRI0bgwYMHLz3Xf/doDQ8PR+vWrQEAU6dOLbFfqb5yP2tf2H9/LUeOHIG/vz+qV68OFxcXREREFL9u6dKl8PT0RLVq1dC4cWNERkaWyKCPawIAarUaa9euhb+/P2xtbWFtbY2mTZti+fLlZZ4GLuv1+LdTp06hbdu2qF69OhwdHTF48OBS059r1qyBRCLB5s2bS71f89zWrVsBAGPHjoVEIkFmZiZOnz5dag/a2bNnAwCaN29epn/P+rguYtKU0SxqSZ8EQYBEIjHa5Y+/+uorZGdnY968eWJHISIiIhKV4d/VICIiIiIioyGXy1FYWPjSPWp1WQ7Y2CZqCwoKjKKonTRpUqkb5mfPnsXZs2dhaWmJMWPGlHjuxIkT+PLLL4v3Hs3Ly8OaNWsQHR2Nv//+GzVq1DDI3M9y6tQpjB8/HkVFRQCeTnpNmjQJVlZWSE1Nxdy5c4tf+88//6Bv377w8PBAs2bNShxHl2uiVqsxcOBAbNy4scTjcXFxGDNmDGJjY7Fq1aqXfi3lvR5///03Jk6cWFwi5ubmYv369UhKSsLRo0dfer6Kpq/rIibN738WtaRPNjY2qFWrllEWtRcvXsSyZcuwYsUK1KxZU+w4RERERKLiRC0REREREemNTCYrU1GbmZmp1bLHGmZmZpyo1bOtW7eievXq2LJlCxQKBR4/fowLFy7gyy+/fGbBGBkZiYEDB+LGjRvIycnBsWPH4OPjg2vXrmHOnDnlOvdXX32F48ePAwBmzZoFtVpd/EvfuZ9l06ZNGDNmDJKSkpCTk4PNmzfDwsICX3/9NVauXIk1a9bg/v37yMjIQGhoKFQqFRYtWqTXa/Lzzz9j48aN8PHxwe7du5GRkYGcnBwcPXoUTZs2xerVq3Hy5Em9X49ffvkFQ4cOxY0bN5Cbm4vo6GjUr18fx44dQ2xsbJmu338tXrwYarUa9vb2aNWqVYl/n2q1GmFhYQCA8+fPv/Tfs76ui5g0E7UFBQUiJyFTIwiC0RW1KpUKo0aNQvPmzfHhhx+KHYeIiIhIdIZ/V4OIiIiIiIyGZo/aipyoBQCpVMqJWj2rV68eAKBbt27F17Vp06Zo2rTpM1/fsmVLrF27tnjZ2tatW2Pr1q1o3LgxNm/ejFmzZhlk7mcJDg4uUbz26tUL3bp1w5YtW7BgwQIMGzas+Lk5c+ZgzZo1uHLlSqnj6HJN1q1bB6lUin379qF27drFjwcFBeGXX36Bt7c3tm3bhjfffPOFX0t5r8fbb7+NlStXFv9zQEAAJkyYUDytWp7rWBH0dV3EJJFIYGFhwYla0jtjLGq/++47/P333zhz5kyJvauJiIiIqir+iYiIiIiIiPRGU76+bI9ahUJRpSZqNRN1hmzRokVQqVRo2LAhRo0ahRUrVuD8+fPPff3bb79dam9Rd3d3NGrUSK/FQXp6eqk9Tp2cnLTO/Sxt2rQp9ViDBg0APC0E/00qlaJu3bpIS0sr9R5drsnly5ehVCrh4uICc3NzSKVSmJmZwczMDN7e3gCAW7du6f16tG3bttRj7u7uAIBHjx69MHNlKOt1MXSWlpYsaknvjK2oTUtLw5QpUxAaGir6h0CIiIiIDAWLWiIiIiIi0hvNRG1+fj5yc3Of+7rMzEydJ2qNpagty/K9hqBp06a4du0a1q9fDzc3Nxw/fhzBwcHw9vbGxYsXxY73XPrIXa1atVKPaQrX5z2nUql0C/4fmuMplUoolUqoVKpSywKXZenc8l4Pa2vrUo9pvvZ/n1sz+fasrzsvL++lubSlr+siNjMzM73/N0MkCAKSkpKK98U2dGPHjoWdnR2mTp0qdhQiIiIig2H4dzWIiIiIiMhoaIpa4G5yuX8AACAASURBVOkkZP369Z/5OoVCgTp16mh9Hk1Ra2FhofUxKoulpSUKCwvFjlEm5ubmCAoKKp4izc3NhaenJ4YNG4bTp0+XeO3+/fsxc+bMEhOkCQkJuH79OgRBKPe5NUVgUVFRicednJxeWnaXJ3dF0uWaNG7cGOfOncO9e/dgb2//wteKcT1q1qwJAEhMTCz13OHDh7U6ZlmU57oYMmOZrCfjIggCCgoKcPv2bbi6uood54X279+P3377Ddu3b0f16tXFjkNERERkMDhRS0REREREemNjY1O8H+uLlj+uShO1VlZWRjHx5+/vj++++w5XrlxBXl4esrKysHfvXmRkZCAhIaHU60+fPo1hw4bh5s2bePz4MaKjo/Hee++hsLAQvXv3Lvf5NSX/8ePHX7p0ti65K5Iu12TYsGHIzc1Fhw4dsHPnTjx48AAFBQVITk7Grl270KtXLxw6dOilGSrqenh5eQEAFi9ejD///BN5eXlISkpCaGgotm7dqvVxX0Zf10VMarUahYWFLGpJ7zQfADH05Y/z8/Px2WefoVevXujatavYcYiIiIgMiuHf1SAiIiIiIqPi4OCA+/fvv7So1WWPWnNzc6hUKqMoao1lb8pz587h5MmTz3xuxIgRpR7r3bs31q9fj3Xr1pV4vHHjxggLCyv3+T08PFC3bl0cPny4xJ6rL5seLW/uiqTLNRk8eDCOHj2KH3/88blFRlm+noq6Hu7u7ujZsyeioqLQrl274sfNzc0xcOBAbNiwQetjv4i+rouYCgsLoVarWdSS3jk7O8POzg7x8fFo37692HGeKzw8HPfu3cPBgwfFjkJERERkcDhRS0REREREeuXk5AQzMzOkp6c/9zUKhYITtQbmr7/+wieffAIvLy9YW1vDyckJAQEBWLNmDRYtWlTq9QEBAdizZw9atmxZ/Pphw4bh2LFjqFGjRrnPL5VKsXnzZgQGBpZrWczy5q5IulwTiUSCdevWYdOmTejQoQNkMhksLS3h7u6OHj164I8//kCHDh1emqEir8cPP/yADz/8EI6OjqhWrRrefPNNHDx4sHiJ5Yqgr+siJs0HNTSrDRDpk7u7u0FP1F6/fh3z5s3DrFmzUK9ePbHjEBERERkcifplH08mIiIiIiIqh9atW+Ps2bOYN28ePvnkk1LPK5VKWFhYIDIyEr169dLqHHXr1kWtWrXg7u6OzZs36xq5Qg0dOhQPHjzAzp07xY6iF3v37kXnzp2xaNEijB07Vuw4BoHXhF4kIyMDTk5OOHz4cIlpZCJ96NOnD9RqtUH+LFSr1ejQoQPS09Nx9uxZo/hwFREREVFl45+QiIiIiIhIrzQTb89b+lihUECtVus8UatUKo3ipq+VlZVRLH1MRBVD8/ufSx9TRRAEAfv27RM7xjOtX78ef/75J2JiYozi5zURERGRGLj0MRERERER6ZVcLodUKn1hUQtApz1qjWnpYwcHh+KvmYiqnszMTAC6fc8jeh5BEAxy6eOHDx9iwoQJ+OSTT+Dn5yd2HCIiIiKDxaKWiIiIiIj0SjMp+7w9ajWlhS4Ttebm5kYzUevo6PjC/XqJyLRpPrTi5OQkchIyRYIg4NGjR3jw4IHYUUqYMGECzMzMMHPmTLGjEBERERk0w7+rQURERERERkUmk0GlUlX4RK0xFbXPuxbGKDg4GGq1WuwYBoXXhF4kPT0dEolEpw+nED2PIAgAgPj4eDg7O4uc5qno6GisXbsWmzZt4iQ5ERER0UtwopaIiIiIiPRKLpejsLDwueVkZmYmzMzMYGdnp/U5jK2offToEfepJaqiMjIyYGdnBwsLC7GjkAlycXGBlZWVwSx/XFRUhDFjxuDtt99Gnz59xI5DREREZPBY1BIRERERkV7JZDI8efLkucv9KhQK2NnZQSqVan0OqVQKlUplNEUtAJOaqiWisktPT+eyx1RhzMzM0KBBA4MpaufNm4fr169j+fLlYkchIiIiMgosaomIiIiISK/kcjmUSuVz98vLzMzUeQlQY5qo1RQ03KeWqGrKyMgo/sAGUUUQBMEgitrk5GR88803mDp1avGSzERERET0YixqiYiIiIhIr+RyOQDg8ePHePLkSannFQqFznvWGVNRq9kzMC0tTeQkRCSG+/fvG8zeoWSaDKWoHTNmDOrVq4dx48aJHYWIiIjIaLCoJSIiIiIivfr3tOyzpkj1MVFrbm5uVEsf29raIjk5WewoRCSCxMREuLq6ih2DTJggCLh586aoGSIjI7Fr1y6sXLkSVlZWomYhIiIiMiYsaomIiIiISK80E7XAs4vaqjZRCwCurq5ISkoSOwYRiSAxMRFubm5ixyATJggC0tLS8OjRI1HO/+jRI3zxxRcYOnQo2rVrJ0oGIiIiImPFopaIiIiIiPTKwcEBEokEQMVN1EqlUqOZqAWeFrWJiYlixyCiSpafn4+UlBRO1FKF0uwHK9bPmSlTpuDJkyeIiIgQ5fxERERExoxFLRERERER6ZW5uTns7OxgZmZWoRO1KpUKUqlUp+NUFk7UElVNycnJUKlUnKilCuXu7g4zMzNR9qk9e/YsVqxYgfnz53MvZiIiIiItsKglIiIiIiK9k8lksLGxee5Erb6KWk7UEpEh0/y+Z1FLFalatWqoXbs2EhISKvW8KpUKn3zyCfz9/TF48OBKPTcRERGRqTCOuxpERERERGRU5HI5cnJynjtRq6+lj41lotbNzQ2pqanIy8uDtbW12HGIqJIkJibC3t5e5+95RC/j7u5e6UXtsmXLcP78eZw/f754ywMiIiIiKh9O1BIRERERkd7JZDJYWFggIyOj1HP6KGrNzc2NaqL21VdfhVqtxpUrV8SOQkSV6PLly/Dy8hI7BlUBlV3UpqSkYNq0aRg/fjz/GyciIiLSAYtaIiIiIiLSO7lc/sw9ah8/foyCggK9LH2sVquNpqj18PCAjY0N4uLixI5CRJUoLi4OPj4+YsegKqCyi9rPPvsMMpkMkyZNqrRzEhEREZkiFrVERERERKR3crkcAEoVtQqFAgD0tvSxsRS1UqkUXl5euHjxothRiKgSXb58mUUtVQp3d3ckJSVBqVRW+Ln27t2LzZs3Y9myZahevXqFn4+IiIjIlLGoJSIiIiIivZPJZFAqlaWWPs7MzAQAvUzUGlNRCwC+vr4saomqkDt37iAjIwO+vr5iR6EqwN3dHQUFBbh7926FnicvLw+ffPIJ3n//fbz77rsVei4iIiKiqoBFLRERERER6Z1MJkNBQUGpiVpNUauPiVpjWvoYAHx8fBAbGyt2DCKqJJoPZnh7e4uchKoCd3d3AKjw5Y9nzpyJ9PR0LFiwoELPQ0RERFRVsKglIiIiIiK9k8vlyMvLw4MHD0o8rln6WNeJWnNzc6Mran19/x97dx5nc93/f/x5ZjtjFjPHHDJIc04lu0SuslxU9KVFpSgKSVmybyGXiCjZs0arLiXaEXF1qSxF5LIXMrismXHOYMyYOcvvD7+ZK9nGzOfMZ5bH/XabW+Ys78+TxoyZ53m93zV14sQJHTt2zOwoAPLBtm3bVKFCBcXFxZkdBcVA2bJlFRUVFdCidseOHZo4caLGjh2r8uXLB+w6AAAAxQlFLQAAAADD2Ww2paenKz09Xampqdm3u1wuhYeHKzw8PE/rF8atj2+99VZZLBZt3LjR7CgA8sHGjRtVu3Zts2OgGElISFBiYmJA1vb7/erZs6dq1aqlbt26BeQaAAAAxRFFLQAAAADDlSpVSn6/X5Iu2P7Y7XbnedtjqXBufVyqVClVrlxZa9euNTsKgHywdu1aNWzY0OwYKEacTmfAJmrffvttrV69Wm+++aaCg4MDcg0AAIDiiKIWAAAAgOFKlSqV/es/F7UulyvP2x5LUlDQ+W9lCtsPixs2bEhRCxQD+/bt05EjR9SgQQOzo6AYCVRRm5ycrKFDh6p379667bbbDF8fAACgOKOoBQAAAGC4P0/NBmKitrAWtQ0aNNCGDRt07tw5s6MACKC1a9fKarWqTp06ZkdBMeJwOAJS1Pbv31+hoaEaMWKE4WsDAAAUdxS1AAAAAAyXVcaGhIRcVNQaMVFrsVgkFc6i9ty5c9q8ebPZUQAE0Nq1a1WnTp08n8cNXAun06k//vhDp0+fNmzNH374QR988IFmzJihmJgYw9YFAADAeRS1AAAAAAwXFRWlkJAQRUVFXbT1sVFn1EoqVGfUStJNN92ksmXLsv0xUMStXbuWbY+R75xOpyQpMTHRkPUyMjLUrVs3NW/eXI888oghawIAAOBCFLUAAAAADGexWBQbG6uIiAglJydn325UUVtYJ2ql81O13333ndkxAATIiRMntHPnTjVs2NDsKChmnE6nLBaLYdsfjxs3TgcOHNCMGTMMWQ8AAAAXo6gFAAAAEBCxsbEKDw8PyNbHhfWMWkm69957tWrVKs6pBYqoFStWKDg4WE2aNDE7CoqZ8PBwxcfHG1LU7t27V2PHjtXIkSPlcDgMSAcAAIBLoagFAAAAEBA2m02hoaEXbX1cnM+olaT77rtPqampWr16tdlRAATAsmXL1KhRI5UsWdLsKCiGnE6nIVsf9+nTRzfddJP69u1rQCoAAABcDkUtAAAAgICw2WwKCgq6aKK2uG99XKFCBVWtWlXLli0zOwoAg/l8Pq1cuVLNmzc3OwqKKafTqd9//z1Pa3z00Udavny53nzzTYWGhhqUDAAAAJdCUQsAAAAgILIK2ayi1uPx6MyZM8V+62NJatGihZYvX252DAAG27hxo/744w+1aNHC7CgoppxOZ562Pj516pQGDhyoZ599VvXr1zcwGQAAAC6FohYAAABAQMTGxsrj8WQXtW63W36/39CJ2pCQkDyvZYbmzZtr586dOnDggNlRABho2bJlqlChgqpVq2Z2FBRTTqdT+/fvl8/ny9XzhwwZooyMDI0ZM8bgZAAAALgUiloAAAAAAWGz2ZSZmamkpCT5/X653W5JYqJWUqNGjRQdHa3FixebHQWAgZYuXaoWLVpkv5gEyG9Op1Pnzp3T4cOHr/m5P//8s+bMmaPJkyfLbrcHIB0AAAD+iqIWAAAAQEDYbDalp6crMzNTp06dksvlyr49rwrzGbWSZLVa9cADD2jRokVmRwFgkH379mnjxo167LHHzI6CYszpdErSNW9/7PF41LVrVzVs2FBPPvlkIKIBAADgEihqAQAAAASEzWZTamqqpPPn1GZN1FLUnvf4449rzZo1uZp6AlDwfPzxx4qLi9Pdd99tdhQUY2XLllVERMQ1F7VTp07Vzp07NXv2bCbCAQAA8hFFLQAAAICAiI2NvaCodblcCgoKUnR0tGHXKMxFbfPmzRUdHa1PPvnE7CgADLBw4UI9+uijhfbsbBQNFotFDodDiYmJOX7Of//7X40cOVJDhgxR5cqVA5gOAAAAf0VRCwAAACAgbDabfD6fpP8VtTExMdnny+ZF1rRPYS5ErFarWrZsqYULF5odBUAe7d69W//5z3/Upk0bs6MAcjqd1zRR26tXL8XHx2vIkCEBTAUAAIBLoagFAAAAEBBZWxyHh4dnb31sxLbHUtHY+liS2rRpox9//FEHDhwwOwqAPFi4cKFKly6tv//972ZHAa6pqF22bJm+/PJLzZw5U+Hh4QFOBgAAgL+iqAUAAAAQEFmlbExMTHZRGxsba8jaRaWovffeexUbG6sFCxaYHQVAHnz44Ydq06ZNoZ7yR9HhcDhyVNSePXtWPXr00FNPPaWmTZvmQzIAAAD8FUUtAAAAgIDIKmWjoqKUnJwsl8tl2ERtlsJe1IaFhenJJ5/U3Llz5ff7zY4DIBfWrl2rXbt26ZlnnjE7CiDp/ETt8ePHdebMmSs+7qWXXtLJkyf1+uuv51MyAAAA/BVFLQAAAICAyDqPNjIyUsnJyYZO1Gadc1vYi1pJ6tKli37//Xd9//33ZkcBkAtz585VzZo1ddttt5kdBZB0vqiVpMTExMs+Ztu2bXrjjTf0+uuvKz4+Pr+iAQAA4C8oagEAAAAERHBwsKKjo2W1WpWUlMRE7WXUqFFD9erV09y5c82OAuAapaSkaNGiRerWrZvZUYBsTqdTFovlstsf+3w+devWTbVr19azzz6bz+kAAADwZxS1AAAAAALGZrMpNDTU8DNqsyZqi8p5kM8995w+/fRTJSUlmR0FwDWYP3++/H6/2rZta3YUIFuJEiVUtmzZyxa1c+bM0YYNG/Tmm29mfz0FAACAOfjXGAAAAICAsdlsCgoKMnyiNusHyxaLxZD1zPbEE0/IarVq/vz5ZkcBcA3efvttPf7444a9CAUwitPpvOTWx8ePH9eLL76ofv366dZbbzUhGQAAAP6MohYAAABAwGQVs1lFrVFlRlZB6/f7DVnPbFFRUWrbtq1mzpwpn89ndhwAObBu3Tr98ssveu6558yOAlzE6XRecqK2f//+io6O1ksvvWRCKgAAAPwVRS0AAACAgImNjZXX61VycrJSUlIMn6j1er2GrFcQ9OvXT3v37tXixYvNjgIgByZMmKDbb79d9evXNzsKcBGn06nff//9gtu+++47ffTRR5o2bZqioqJMSgYAAIA/o6gFAAAAEDA2m02ZmZnyer3KzMw0fHvQojR9esstt+j+++/XxIkTzY4C4Cr27dunr776Si+88ILZUYBLcjqd2r9/f/bXyXPnzqlbt256+OGH1bJlS5PTAQAAIAtFLQAAAICAsdlsSk9Pv+B9I2RN1BalolaSBgwYoNWrV+unn34yOwqAK5gwYYIqVqyoRx55xOwowCU5nU6lp6fryJEjkqSxY8fq0KFDmjRpksnJAAAA8GcUtQAAAAACJjY2VqmpqRe8b4SsM2qLWlHbuHFj/e1vf9PkyZPNjgLgMk6ePKl58+apf//+Cg4ONjsOcElOp1PS+envPXv26PXXX9fo0aOVkJBgbjAAAABcgKIWAAAAQMDYbDadOnXqgveNkFXUejweQ9YrSPr27atPP/1U+/btMzsKgEuYPn26rFarOnXqZHYU4LLi4+MVERGhffv2qXv37qpUqZJ69uxpdiwAAAD8BUUtAAAAgICx2WxKSUlReHi4JOMnajMzMw1ZryB57LHHlJCQoDFjxpgdBcBfpKSkaMqUKerZs6ciIyPNjgNclsViUUJCgr788kutWrVKs2fPVmhoqNmxAAAA8BcUtQAAAAACxmazyePxKDIyUqGhobJarYasW5SL2pCQEA0fPlzvv/++fvvtN7PjAPiTSZMmye/3q2/fvmZHAa7q+uuv1/Lly9W9e3fdeeedZscBAADAJVDUAgAAAAiYrK2OrVarYSXtnxXFolaSnnrqKVWqVEmvvPKK2VEA/H9ut1tvvPGGBg4caNg27kAgHT58WF6vl68lAAAABRhFLQAAAICAydrqOCQkJCBbLmZkZBi+ZkEQHBysl156SR999JF27dpldhwAksaNG6fg4GD17t3b7CjAVa1fv147duxQZGSkYccOAAAAwHgUtQAAAAAC5s9TZ1nbFRupqE7USlKbNm1UvXp1jRw50uwoQLGXlJSkGTNmaPDgwYqOjjY7DnBFHo9HXbt21a233iq3260zZ86YHQkAAACXQVELAAAAIGCyilqfzye/32/YukX5jNosQUFBGjFihD755BNt2rTJ7DhAsTZ69GhFRkbq+eefNzsKcFUTJ07Ur7/+qlGjRkmS9u/fb24gAAAAXBZFLQAAAICACQ0NVWRkpLxer7xer+HrF+WiVpIeeeQRNWzYUL169TK06AaQc7t27dKsWbM0atQoRUZGmh0HuKKDBw9q9OjRGj58uO6++25ZLBbt27fP7FgAAAC4DIpaAAAAAAFls9mUmZkZkPNki3pRK0lTpkzR+vXr9fHHH5sdBSiW+vfvr2rVqumZZ54xOwpwVT179lT58uU1cOBARURE6LrrrqOoBQAAKMAoagEAAAAEVGxsrDIzM5Weni6Px2PImlnTpcWhqK1du7Y6duyoQYMGKTU11ew4QLGyZMkSLV++XFOmTFFwcLDZcYAr+vTTT7VkyRLNmjVLVqtVkuR0OpWYmGhyMgAAAFwORS0AAACAgLLZbNnTtCdPnjR07eJQ1ErSq6++qlOnTmnixIlmRwGKjczMTA0cOFCtW7dW48aNzY4DXNHp06fVt29fdezYUXfffXf27U6nk4laAACAAoyiFgAAAEBAZW19LElJSUmGrOnz+SQVn6L2uuuu09ChQzVu3DgdPHjQ7DhAsfDGG2/owIEDGjdunNlRgKsaPny4zp49q9dff/2C251Op37//XeTUgEAAOBqKGoBAAAABFRMTEz2lsdGFbVer1cWi6XYFLWS1K9fP1WoUEE9evQwOwpQ5O3fv18jR47UCy+8IIfDYXYc4Iq2bt2qGTNmaPz48SpduvQF92VtfZz1AicAAAAULBS1AAAAAAIqIiJCkmSxWAwvarO2VC4OrFar5s6dq6VLl2rBggVmxwGKtN69e6t8+fIaOnSo2VGAK/L5fOratavuuOMOderU6aL7nU6n0tPTdfToURPSAQAA4GooagEAAAAEVFhYmCQpMjJSycnJhqxZHCdqJenvf/+7nnvuOfXq1UsnTpwwOw5QJP3zn//U0qVL9dZbbyk8PNzsOMAVzZw5Uxs3btSMGTNksVguut/pdEoS59QCAAAUUBS1AAAAAAIqNDRUkhQXF2fYRK3H41FQUFCxK2olafz48bJarXrhhRfMjgIUOcnJyRowYIC6d++uhg0bmh0HuKJjx45p+PDhGjRokGrWrHnJx5QrV04lSpSgqAUAACigKGoBAAAABFRwcLAkqXTp0kzUGqBkyZKaNm2a3n//fa1cudLsOECR0rdvX4WFhWns2LFmRwGuqk+fPoqJidGwYcMu+xiLxaKEhAQlJibmYzIAAADkVIjZAQAAAAAUbVlbMZYuXdrwM2qLY1ErSY888ogeffRRde7cWVu2bJHNZjM7ElDoffrpp/rnP/+pxYsXq2TJkmbHAa7om2++0cKFC7V48WJFRkZe8bFOp5OJWgAAgAKKiVoAAAAAAeX1eiVJ0dHRhha1xXXr4yxz5syRJD377LMmJwEKv8OHD6tr167q1q2bHnjgAbPjAFeUlpamHj16qHXr1jn6eKWoBQAAKLgoagEAAAAEVFZRGxERwUStgWw2mz744AN98cUXeu+998yOAxRaPp9PHTp0kM1m0/jx482OA1zVK6+8ohMnTmjy5Mk5erzD4aCoBQAAKKAoagEAAAAEVFaZarVamag1WOPGjdWvXz/17NlTu3fvNjsOUCiNHz9eq1ev1vz58xUVFWV2HOCKfvvtN02cOFGvvPKKypcvn6PnOJ1OHTt2TGfPng1wOgAAAFwriloAAAAAAZWWliZJCgsLM6yo9Xg8FLX/35gxY3TzzTerY8eO8ng8ZscBCpVNmzbppZde0pgxY1SvXj2z4wBX5Pf71b17d1WvXl3PP/98jp/ndDrl9/uVmJgYwHQAAADIDYpaAAAAAAF15swZBQUFKSgoSCkpKcrIyMjzml6vV8HBwYasVdhZrVbNnz9f27Zt06BBg8yOAxQaJ0+eVJs2bdSoUSMNGDDA7DjAVb377rv6/vvvNWPGDAUHB+f4eU6nUxaLhe2PAQAACiCKWgAAAAAB5XK5ZLVas99PTk7O85psfXyhqlWrau7cuZoyZYrmzZtndhygwPP5fGrfvr0yMzP14YcfKiiIH4+gYEtOTtaQIUPUq1cv/e1vf7um50ZGRqpMmTIUtQAAAAVQiNkBAAAAABRtLpdLERER8nq9kqSkpCTFx8fnaU2K2ou1bdtW69evV7du3VSjRg3Vrl3b7EhAgTVy5EitXLlSq1atUpkyZcyOA1zVwIEDFRISopdffjlXz3c6nWx9DAAAUADxklEAAAAAAeV2uxUZGZl9fqoR59RmbX1MUXuhCRMmqF69emrTpo3cbrfZcYACacmSJRozZoymTZumBg0amB0HuKrVq1fr/fff17Rp0xQTE5OrNZxOJxO1AAAABRBFLQAAAICAcrlcKlmypNLS0hQUFGRYUctE7cVCQkK0YMECnT17Vu3bt5fP5zM7ElCg7NmzR+3bt1eHDh3UtWtXs+MAV5WRkaFu3brp//7v//Too4/meh2KWgAAgIKJohYAAABAwPj9fqWkpCg2NlZut1s2m82Qotbj8TBRexlly5bVokWLtHLlSg0cONDsOECBkZycrAceeEA33XSTZs6caXYcIEfGjx+vxMREzZgxI0/rZBW1fr/foGQAAAAwAkUtAAAAgIA5c+aMPB6PbDabXC6X7HY7Wx/ng/r162vevHmaMmWKpk2bZnYcwHQZGRlq3bq1UlNT9fnnn6tEiRJmRwKu6sCBA3r11Vc1YsQIOZ3OPK3ldDqVlpamo0ePGpQOAAAARggxOwAAAACAosvlckmS7Ha7Dhw4ILvdruTk5DyvS1F7dW3atNGePXvUr18/VaxYUQ899JDZkQBT+P1+de7cWZs2bdLq1atVoUIFsyMBOdKjRw8lJCSof//+eV4rq+jdt2+fypUrl+f1AAAAYAwmagEAAAAEjNvtliSVKVMmIBO1GRkZeV6rKBs2bJi6dOmidu3aacOGDWbHAUwxbNgwffzxx/rkk09Us2ZNs+MAOfLxxx/r66+/1vTp0xUaGprn9cqXL6/w8HDOqQUAAChgKGoBAAAABEzWRG3ZsmXZ+tgkU6dOVcOGDfXwww/r999/NzsOkK9mz56t1157TXPmzFGzZs3MjgPkyKlTpzRgwAB17txZTZo0MWRNi8WihIQEiloAAIAChqIWAAAAQMBkTdSWK1dOZ86cUalSpQwpaj0ej0JCQihqcyA0NFSLFi1S+fLl1bRpU/33v/81OxKQLz744AP16NFDo0eP1tNPP212HCDHXnzxRaWnp+vVV181dF2n6Z+RSQAAIABJREFU06nExERD1wQAAEDeUNQCAAAACBiXy6XIyEiVKVNGkhQREcFErQlKliyplStXKjY2Vvfcc4+OHj1qdiQgoL744gs988wz6t27t4YNG2Z2HCDHNm7cqNmzZ2vSpEmy2+2Gru10OpmoBQAAKGAoagEAAAAEjMvlUmxsrGw2myQpPDzcsKKWidprExsbq2+++UbBwcFq2rSp3nvvPbMjAQGxcuVKPfHEE+rSpYsmT55sdhwgx7xer7p27aoGDRqoffv2hq/vcDgoagEAAAoYiloAAAAAAeN2u2Wz2bKL2tDQUKWmpiotLS1P6zJRmzulS5dW586d9euvv+qVV15RSkqK2ZEAQ3333Xd66KGH1LZtW02fPt3sOMA1eeONN7R9+3bNnj1bFovF8PWdTqeOHj2qs2fPGr42AAAAcoeiFgAAAEDAuN1uxcbGKjY2VpIUFHT+W5C8TtUyUXvttm/frvr162vQoEEKDw/X2bNn1bRpUyUnJ5sdDTDEihUrdP/99+vBBx/UW2+9FZCiCwiUo0eP6uWXX9aQIUNUpUqVgFzD6XTK7/dr//79AVkfAAAA146iFgAAAEDAuFwu2Ww2RUdHKyQkJPv2vJaDXq9XoaGhFLU5kJqaqhdeeEG33nqrNm3apKCgILVt21br1q2Ty+VSo0aNdOTIEbNjAnmyZMkSPfTQQ3rooYc0f/58BQcHmx0JuCY9evRQ6dKlNXTo0IBdw+l0ShLbHwMAABQgFLUAAAAAAiZrotZisSgmJkZer1dS3idqPR6PQkJClJGRYUTMImvx4sWqVKmSJk+eLK/Xq8zMTPl8PnXo0EEJCQlatWqVvF6vGjZsqMTERLPjArmyYMECtWrVSh06dNA///nPC14UAhQGy5Yt0+eff66pU6cqPDw8YNeJiopSmTJlKGoBAAAKEIpaAAAAAAGTNVErSTabTRkZGQoJCWHr4wA7fPiwWrVqpZYtW+rYsWPyeDzZ98XHx6thw4aSpOuvv14//PCDoqOj1aRJE+3du9esyECuzJ07V08++aS6du2q2bNnZ2+vDhQWZ8+eVY8ePdSuXTvdd999Ab+e0+nkhTkAAAAFCN/BAAAAAAiYrIla6XxR63a7VapUKYraAMnMzNTUqVN10003acmSJZIkn8+XfX9oaKg6dep0QZl13XXX6d///rfKlCmjRo0aaePGjfmeG8iNMWPGqGvXrho+fLimTZvGmbQolEaOHKnk5GSNHz8+X65344036vfff8+XawEAAODqKGoBAAAABMyfJ2pjY2Plcrlkt9sNKWpDQ0PZ+vhPVq9ererVq2vAgAFKT0+/ZImdmZmpdu3aXXR7XFycVq1apTp16qhJkyb68ssv8yMykCsej0fdu3fXiBEjNG3aNI0cOdLsSECubN++XVOmTNG4ceNUrly5fLmmw+FgohYAAKAAoagFAAAAEDAul+uiiVq73a7k5OQ8rev1ehUWFqZz584ZEbNQO3HihDp27KjGjRtr37592ecA/5XFYlHNmjVVrVq1S94fFRWlL7/8Uh07dtSjjz6qN954I5CxgVw5ffq0WrZsqQ8++ECff/65evToYXYkIFd8Pp+6deumW2+9VV26dMm361LUAgAAFCwhZgcAAAAAUDRlZGTo7NmzF5xRu3fvXsMmasPCwpSZmSmv16vg4GAjIhdKu3fv1pIlSxQUFHTBWbR/FRwcrE6dOl1xreDgYM2YMUOVKlVSv379tGPHDs2YMUMhIXzrCPMdPnxYDzzwgI4fP67vv/9ederUMTsSkGtvvfWW1q9frw0bNuTr2coOh0Opqan6448/VKZMmXy7LgAAAC6NiVoAAAAAAeF2uyXpgolao7Y+9ng8CgsLk6Riv/1xgwYNtGXLFtWsWfOKharf79cTTzyRozX79OmjDz/8UPPmzVPLli3lcrmMigvkyg8//KC6devK6/Vq/fr1lLQo1JKSkjRs2DD16dNHtWvXztdrOxwOSWKqFgAAoICgqAUAAAAQEFnlXqDOqM0qatn+WKpQoYLWrVunNm3ayGKxXHR/cHCw7rnnHpUtWzbHaz7++ONatWqVtm3bprp162rLli1GRgZybMqUKbrnnnt05513as2aNbr++uvNjgTkSb9+/VSiRAlTzleuUKGCQkNDKWoBAAAKCIpaAAAAAAFxqYlat9utuLg4Q4paq9UqiaI2S3h4uEaPHq2qVavKYrFcsJWm3+9Xx44dr3nNO+64Q5s3b5bT6dQdd9yhd955x8jIwBWlpaXp6aef1sCBAzVs2DB98sknKlmypNmxgDz5/vvvNX/+fE2bNk1RUVH5fv2QkBBVqFCBohYAAKCAoKgFAAAAEBCXmqhNSUkxrKhlovZC6enpatOmjYKCgvTJJ5+oRIkSCg0NlSRZrVY99NBDuVrXbrdr2bJl6tGjh5599ln16tWr2G83jcDbvXu36tWrp6VLl2r58uUaOXJkvp7jCQRCRkaGunXrphYtWuT6c7IRHA4HRS0AAEABwXc5AAAAAALC7XYrODg4e2IoNjZWPp9PERERSk9P15kzZ3K9NhO1F+vVq5d2796thQsXqlWrVtq4cWP2FrGPPfaYIiMjc712SEiIJkyYoAULFui9995T/fr19dtvvxkVHbjAe++9p7p16yo8PFybNm1S06ZNzY4EGOLVV1/VwYMHNWPGDFNzUNQCAAAUHBS1AAAAAALC5XIpNjY2+8zUrC2QswrWvEzVejweito/mT9/vt5++2299957qly5siSpcuXK2rRpk5o3b6727dsbcp02bdpo69atslqtql27tqZOnWrIuoAkpaSk6Mknn9QzzzyjTp06ac2aNapYsaLZsQBD7NmzR6+99ppGjRqlhIQEU7NQ1AIAABQcIWYHAAAAAFA0ud3u7G2Ppf8VtcHBwZLOF7W5/WG11+tVeHi4JIrarVu3qkuXLho8eLBatWp1wX2xsbFasmRJdlluBIfDoe+//16vvPKKBgwYoO+++05z586V3W437Boofn788Uc9+eSTOnv2rJYuXaoWLVqYHQkw1PPPP6+bb75ZvXv3NjuKnE6nDh48KK/Xm/01GQAAAOZgohYAAABAQFyuqM0qDfMyUcvWx+e53W61atVK9erV0+jRoy/5mODgYMPP9gwJCdHIkSP17bffatOmTapVq5a+/vprQ6+B4iEtLU2DBw9Ww4YNdeutt2rHjh2UtChy5s+fr3//+9968803s88ON5PD4VBmZqYOHz5sdhQAAIBij6IWAAAAQEBkbX2cJevXmZmZslqtFLV55Pf71blzZ6WmpurDDz9USEj+b5jUuHFjbdmyRU2aNNH999+vdu3a6Y8//sj3HCicVq1apVq1amn27NmaPXu2PvvsM8XFxZkdCzBUSkqKBg0apK5du+rOO+80O46k80WtJO3bt8/kJAAAAKCoBQAAABAQLpfrgonasLAwRUREyOVyKS4uLtdFrd/vl8/nK/ZF7WuvvaavvvpKCxcuVHx8vGk5bDab5s+fr6+//lrr1q1T5cqVNWfOHPn9ftMyoWBLSUlRnz591LRpU1WqVEnbtm3Tc889Z3YsICAGDx4sn8+nMWPGmB0lW5kyZRQREcE5tQAAAAUARS0AAACAgHC73RdM1Ernp2rdbrfsdruSk5Nzta7X65WkYn1G7XfffaeXXnpJr7/+uho1amR2HElSixYttG3bNj355JPq3r27mjdvzrQWLrJo0SJVrlxZCxcu1IIFC7RkyRJVrFjR7FhAQGzYsEFz587V5MmTL3jhktksFosSEhIoagEAAAoAiloAAAAAAfHXiVrpwqI2txO1fy5qLRZLsStqjxw5oieeeEIPP/yw+vbta3acC0RHR2vatGlas2aNDh8+rGrVqunFF1/UmTNnzI4Gk23btk333HOPHn/8cd13333auXOnWrdubXYsIGA8Ho+6du2qv//973riiSfMjnMRh8NBUQsAAFAAUNQCAAAACIjLTdSmpKQYUtQGBwcrLCysWBW1Pp9PTz31lGJiYvTOO+/IYrGYHemS7rzzTm3evFlTp07V3LlzValSJc2ZMyf7/x2Kj5MnT6pPnz667bbblJKSoh9++EFvv/12gZouBAJh8uTJ2rVrl2bPnl0gP1dT1AIAABQMFLUAAAAAAsLlcl1x62Mjilqr1ar09PQ8Zy0sxo4dq3Xr1mnBggWKjo42O84VhYaGqkuXLtq1a5cefvhhPf/887rzzju1bt06s6MhH2RmZmrq1Km66aabtGjRIr311lvasGGDGjZsaHY0IOAOHjyoUaNGadiwYbrlllvMjnNJFLUAAAAFA0UtAAAAAMP5/X6lpKRcduvjuLg4w4ra4jJRu2HDBo0aNUrjxo1T7dq1zY6TY3a7XTNnztT27dtlt9vVoEEDNWvWTBs3bjQ7GgLA5/Np0aJFqlq1ql544QW1b99ev/76qzp27KigIH4EgeKhV69eio+P16BBg8yOclkOh0NHjx4tVi92AgAAKIj4LgkAAACA4U6fPi2v13vRRK3NZqOozQW3263HH39cTZs2Ve/evc2OkyuVK1fW119/ra+//lput1v16tXTY489pu3bt5sdDQbw+XyaP3++qlSpoieffFJNmjTRnj17NHXqVJUsWdLseEC++fzzz/XVV19p1qxZCg8PNzvOZTmdTvn9fh04cMDsKAAAAMUaRS0AAAAAw7lcLkm67ESt3W5XcnKy/H7/Na/t8XgkFa+itnv37kpLS9O7775bIM86vBYtWrTQhg0b9Pnnn2vv3r2qVauW2rVrp507d5odDbng9Xq1cOFC1ahRQx07dtQdd9yhXbt2ae7cuapYsaLZ8YB8dfbsWfXv318dOnTQPffcY3acK3I6nZLE9scAAAAmo6gFAAAAYDi32y3p4qI2JiYmu6jNzMzUqVOnrnntrInakJAQhYeHF/mids6cOVq4cKHmz5+v6667zuw4hrBYLHrooYe0efNmLViwQFu2bFH16tX1wAMP6LvvvjM7HnIgNTVVM2bM0C233KK2bduqZs2a2rFjh95//33deOONZscDTPGPf/xDp06d0vjx482OclXR0dEqVaqU9u3bZ3YUAACAYo2iFgAAAIDhsiZq/7r18Z8naiXlavvj4rT18c6dO9WvXz8NHTq0wE9n5YbFYlHr1q21fft2rVixQhaLRXfddZdq166tefPmKTMz0+yI+Is//vhDI0eO1A033KABAwaofv362r59uz766CPdcsstZscDTLN161ZNnz5d48aNU5kyZcyOkyMOh4OJWgAAAJNR1AIAAAAwXFZRGxMTc8HtsbGxOnXqlEqVKiWJovZKzp07p3bt2ql69eoaMWKE2XECymKxqGnTplq8eLE2bNigSpUq6ZlnntHNN9+ssWPH6ujRo2ZHLPbWrVunTp066YYbbtCsWbPUu3dvHTp0SPPmzVOVKlXMjgeYyufzqVu3brrtttv0zDPPmB0nxyhqAQAAzEdRCwAAAMBwbrdbUVFRCgsLu+D22NhY+Xw+Wa1WSRS1V9K/f38dOHBACxYsUGhoqNlx8s3tt9+ujz/+WHv27NGjjz6qSZMmqWLFinr44Ye1dOnS7P//CLzk5GRNmTJF1apVU4MGDbRlyxZNnTpVBw4c0EsvvZQ9GQ8Ud7Nnz9bPP/+sN998U0FBhedHbRS1AAAA5is8/3oEAAAAUGi4XK6Ltj2W/rcVckZGhkqUKJGrotbj8Ug6X9SGh4crPT09b2ELoC+//FKzZs3SnDlz5HA4zI5jCofDoYkTJ+rw4cOaN2+eTp8+rQcffFAJCQkaMWKEfv31V7MjFkmZmZlatmyZ2rZtq/Lly2vEiBFq1KiRfv75Z/3yyy/q0qWLwsPDzY4JFBjHjh3TsGHDNGDAANWqVcvsONeEohYAAMB8FLUAAAAADOd2u2Wz2S66PauozTqnNq8TtUWxqD1+/Liee+45de7cWa1btzY7jumsVqvatm2rb7/9Vrt379ZTTz2luXPnqkqVKqpVq5bGjh2rvXv3mh2zUPN6vVq5cqWee+45xcfH6/7779fBgwc1a9YsHTlyRLNnz1bdunXNjgkUSP369VPJkiU1fPhws6NcM4fDIZfLJbfbbXYUAACAYouiFgAAAIDh3G73FSdqs4ra5OTka147q6gNCQlRiRIllJaWlrewBUyPHj0UFRWlSZMmmR2lwLnpppv06quv6tChQ1q1apUaNGigqVOn6uabb1adOnU0btw4bd++3eyYhUJ6erq++eYbde/eXfHx8br33nu1efNmDR48WPv27dPatWvVqVMnRUZGmh0VKLBWrFihBQsWaPr06YXy70rWjg379+83NwgAAEAxRlELAAAAwHAulytfJmqLWlH73nvv6fPPP9e7776r6Ohos+MUWEFBQWrSpIlmzpypI0eOaOXKlapTp44mTJigGjVqqGLFiurSpYs+++wznTp1yuy4BcbevXs1ffp03X///YqLi1Pz5s31008/qW/fvtq7d682btyoQYMGKSEhweyoQIF37tw59e7dW48++qgefPBBs+PkSkJCgoKCgtj+GAAAwEQhZgcAAAAAUPS43W6VKlXqottDQ0MVGRlJUXsJhw8fVv/+/dWvXz81btzY7DiFRnBwsJo2baqmTZtq9uzZ2rhxo5YtW6Zly5bpnXfeUVBQkOrXr6/GjRurQYMGuuOOO1SyZEmzY+eLxMRErV27VmvXrtW//vUv7d27VzExMWratKmmTp2q5s2bq0KFCmbHBAqlV155RUeOHNG//vUvs6PkmtVqVXx8PEUtAACAiShqAQAAABjO5XLpxhtvvOR9sbGxcrlcstvt+s9//nPNa//1jNqiUNT6/X517txZ1113nUaPHm12nEIrKChI9erVU7169TRixAglJSVp5cqV+uabb/Thhx9q1KhRCg4OVo0aNdSgQQPVr19ft99+u2688UYFBRXuDadSU1O1fft2/fTTT9nl7JEjRxQWFqa6deuqdevW+r//+z81aNBAISH8KADIi927d2v8+PEaN25coX+xg8PhoKgFAAAwEd+dAQAAADCcy+W65Bm10vmiNiUlRXFxcbmaqPV4PJL+N1Gbnp6ep6wFwfTp0/Xtt99q7dq1KlGihNlxigy73a62bduqbdu2kqRjx45p3bp1WrNmjdatW6c5c+YoMzNTERERqlatmmrWrKkaNWqoevXqqlatmsqWLWvy7+BiGRkZ2r9/v7Zu3art27dr27Zt2rp1q/bt2yefz6e4uDjVr19fvXr1UsOGDVW3bl2Fh4ebHRsoMvx+v7p3765bbrlFPXr0MDtOnjkcDu3bt8/sGAAAAMUWRS0AAAAAw7nd7kueUSudL2rdbrduvvnmPG19HBISUiS2Pt63b59efPFFvfjii6pXr57ZcYq0smXLqlWrVmrVqpUkKS0tTTt27NDWrVu1bds2bdu2TV9++WX2x2WJEiXkcDiUkJBwwX/LlCmjuLi47DejJlTPnj2r5ORkJScn68SJEzpy5IgSExOVmJio/fv3KzExUYcPH5bP51NwcLCcTqdq1aql9u3bq0aNGqpZs6acTqcsFosheQBc7P3339d3332ntWvXFonpdIfDoY0bN5odAwAAoNgq/P+iBAAAAFDgXG2iNuuM2pMnT8rn813TtrNF6Yxan8+np59+WjfffLOGDRtmdpxip0SJEqpbt67q1q17we1Hjx7Vr7/+qv3792cXpFu2bNEXX3yho0ePyufzXfD42NhYlS5dWiVLllRoaKiioqIkSZGRkQoLC7vgsWfOnFFmZqb8fr/cbrc8Hk92OfvXj+Xw8PDscrhatWp64IEHlJCQIKfTqSpVqigiIiIAfyoALufkyZMaPHiwevTooTvuuMPsOIZwOBzav3+//H4/L/IAAAAwAUUtAAAAAENlZGQoLS3tqhO1drtdXq9XLpdLcXFxOV6/KJ1RO27cOG3YsEE///zzRYUezBMfH6/4+PhL3peRkZFdrGa9JSUlKSkpSadOnZLH49Hp06cl/a+U/bOyZcsqNDRUwcHBKlmypIKDgy+Yzs16s9vtKlWqVMB/rwBybtCgQQoKCtKoUaPMjmIYh8OhtLQ0HT9+vEBu9w4AAFDUUdQCAAAAMJTL5ZKkK07UHjp0SHa7XZKUlJSU66K2ME/Ubt26VS+//LJGjRqlGjVqmB0HORQWFnbFIhdA0bRmzRq9++67+vjjjy/79a0wcjgckqTExESKWgAAABPkfH8xAAAAAMgBt9st6fJFrc1my56olXTN59T+tahNT0+X3+/PQ+L85/V61blzZ9WpU0cDBgwwOw4A4Ao8Ho969uype++9V61btzY7jqEqVKggq9WqxMREs6MAAAAUS0zUAgAAADDUyZMnJemy27bGxMTkqaj1eDyS/lfU+v1+ZWRkyGq15iF1/po2bZq2bt2qX375RcHBwWbHAQBcwfjx47V792599tlnZkcxXFBQkK6//nqKWgAAAJMwUQsAAADAUFlbH1/tjFqr1aro6OhcT9SGhISoRIkSklSotj8+ePCgXnrpJQ0ZMkTVqlUzOw4A4AoOHDigMWPGaPjw4XI6nWbHCQiHw0FRCwAAYBKKWgAAAACGcrvdCg0NVWRk5CXvj42N1alTp+T1emW32/O89bFUuIraXr16qWzZsho6dKjZUQAAV9GzZ09VqFBB/fv3NztKwFDUAgAAmIetjwEAAAAYyuVyXXaaVjpf1Pr9fp06dUp2u13JycnXtH5WURsUFKTw8HBJhaeoXbRokRYvXqyVK1dmZwcAFEyLFi3S0qVL9e233xaq7fWvlcPh0IoVK8yOAQAAUCwxUQsAAADAUDkpaqXzk7dxcXG5mqjNOte1ME3Unjp1Sv369dMzzzyje+65x+w4AIArOH36tPr166dOnTrprrvuMjtOQDkcDh06dEiZmZlmRwEAACh2KGoBAAAAGOpaitrcbH3s8XgKZVE7ePBgnTt3Tq+99prZUQAAVzFs2DClp6cXi8/ZDodDHo9Hhw4dMjsKAABAsUNRCwAAAMBQgS5qvV6vQkLOn+KSVdSmp6fnMm3+WL9+vebMmaOpU6fKbrebHQcAcAWbNm3SzJkzNWHCBJUuXdrsOAHncDgkiXNqAQAATEBRCwAAAMBQOSlqLRZLsdn6OCMjQ507d1azZs3Url07s+MAAK7A5/OpR48eql+/vjp27Gh2nHxRunRpRUdHU9QCAACYIMTsAAAAAACKFpfLpXLlyl32/pCQEEVGRmZP1CYnJ1/T+n8uasPDwyUV7KL29ddfV2Jior788kuzowAArmLatGnavHmzNm/eLIvFYnacfJOQkEBRCwAAYAImagEAAAAY6moTtdL5qdqsotblcsnj8eR4/T8XtVarVUFBQQW2qE1MTNSYMWM0cuRI3XjjjWbHAQBcwdGjRzVixAi98MILqlq1qtlx8pXD4aCoBQAAMAFFLQAAAABDXWtR6/f7dfLkyRyv/+ei1mKxyGq1FtiiduDAgUpISFDfvn3NjgIAuIpevXrJZrNpyJAhZkfJdxS1AAAA5qCoBQAAAGCoay1qJV3TObUej0chIf87xaVEiRIFsqj997//rc8++0yTJk1SaGio2XEAAFewfPlyffrpp5o+fboiIyPNjpPvKGoBAADMQVELAAAAwDAej0epqakBLWr/PFErSREREQWuqPV6verXr58efPBBtWjRwuw4AIArSEtLU48ePfTEE0/o/vvvNzuOKRwOh44fP66zZ8+aHQUAAKBYoagFAAAAYBi32y2/35/jojYuLk4WiyVPRW2JEiUK3A+WZ82apV9//VUTJkwwOwoA4CpefvllJSUlFevP2Q6HQ36/X/v37zc7CgAAQLFCUQsAAADAMC6XS5JyXNSGhoYqJiYmT0VtZGRkgSpqXS6XXn75ZfXt21eVKlUyOw4A4Ap27NihSZMm6dVXX1X58uXNjmMah8MhSWx/DAAAkM8oagEAAAAY5lqLWkmy2+15LmpTU1NzkTYw/vGPfyg4OFgvvvii2VEAAFfg9/vVs2dP1apVS127djU7jqmioqJkt9spagEAAPJZiNkBAAAAABQduS1qk5OTc3yNglzU7ty5U3PmzNHcuXMVExNjdhwAwBW8/fbbWr16tTZs2HDB15XiyuFwUNQCAADkMyZqAQAAABjG5XIpJCREUVFRV3xcXidqQ0L+95rTglTU9uvXT7Vq1VKHDh3MjgIAuILk5GQNHTpUvXv31m233WZ2nALB6XRS1AIAAOQzJmoBAAAAGMblcik2NlYWi+WKj4uNjdXp06fl9Xplt9v1xx9/5PgaHo/ngsmniIgInT59OteZjfLpp59q5cqV+uGHHxQUxGtiAaAg69+/v0JDQzVixAizoxQYDodDy5cvNzsGAABAsUJRCwAAAMAwLpfrqtseS+eLWr/fr5SUFNntdu3YsSPH17jU1sfHjh3LVV6jpKena9CgQXrqqafUsGFDU7MAgNHmzp2r3377zewYhvF4PFq5cqVuv/12jR492pA1//a3v6l169aGrGUWtj4GAADIfxS1AAAAAAyTNVF7NVmPcbvdstvtOnHiRI6vURDPqJ0wYYJOnDih1157zdQcABAIixYt0n/+8x8lJCSYHcUwFSpU0NGjR3X06NE8r/Xbb7/J7XYXiaI2JSVFJ0+eVKlSpcyOAwAAUCxQ1AIAAAAwzLVM1Erni9rSpUtf8xm1fy1qz549e+1hDXL48GG99tprevHFF1WuXDnTciDwvF6vjh49qhMnTujEiRNKTk6+4O306dPZLxo4c+aMMjMz5ff75Xa7FRoamn12c2RkpMLCwiRJNptNJUuWVFxcnOx2u+Li4rLf4uPjKUtQYLRs2VJvvfWW2TEKpHvvvdfsCIZwOBySpMTERD73AAAA5BOKWgAAAACGyU1Ra7fbdebMGaWlpalEiRJXfe5l1/bZAAAgAElEQVRfi9qIiAhTJ2qHDx+uMmXKqH///qZlgHHS0tK0c+dO7dq1S/v377/g7eDBg8rMzMx+bHBw8AUFa0xMTPbHcHx8vEJCzn/LbbPZlJGRkf1xevbsWZ07d06StH//frndbiUlJSkpKUmnTp26IE/JkiXlcDiUkJCghIQEORwOORwOVa9eXQ6H46rnQQNATt1www0KDg5WYmKi6tSpY3YcAACAYoGiFgAAAIBhXC6Xbrnllqs+LjY2VhaLRW63W/Hx8ZKkpKQkXX/99Vd9rsfjyS7AJHO3Pv7tt9/0wQcf6P3331d4eLgpGZB7//3vf7V582Zt27ZNW7du1datW7Vnzx55vV6FhYWpYsWK2eXoXXfdlV2WlilTRna7PUcvSrhWmZmZ2RO6hw8fVmJiYnZRvH79en388cfZZzJHR0erevXqqlmzpmrWrKkaNWrotttuU2RkpOG5ABR9oaGhKleuHOfUAgAA5COKWgAAAACGcbvdOSqvgoODFRUVJbfbrZo1a0rKeVFbkM6oHTx4sKpUqaInnnjClOsj57xer3799VetXbtWa9as0aZNm7Rz505J56dfq1WrpnvvvVdDhw5VnTp1VLly5Qs+zvJLaGioypYtq7Jly6patWqXfExGRob27NmjTZs2Zf8+Pv/8c/3xxx8KDg7WLbfcooYNG6pBgwZq1KhR9namAHA1DoeDohYAACAfUdQCAAAAMExOtz6Wzk/VZm19LEknTpzI0fMKyhm1GzZs0FdffaWlS5cqKCgo36+Pq9uxY4eWL1+uFStW6Mcff9Tp06cVGxur+vXrq23btmrUqJFq166tkiVLmh31moSFhalatWqqVq2aOnTokH37wYMH9dNPP2nt2rVat26d3nnnHXk8Ht1www1q0qSJmjdvrmbNmikuLs7E9AAKMopaAACA/EVRCwAAAMAw11rUpqSkKCYmRmFhYUpKSsrR8y5V1Hq9Xp07d05WqzVXuXNjyJAhatiwoVq0aJFv18SVnT59Wv/617+0fPlyLV++XAcPHpTdblezZs00fvx4NWjQQFWrVi2yxXrFihVVsWJFtWnTRpKUmpqq9evXa+3atfr222/Vvn17+f1+1atXTy1atFDz5s1Vp06dIvvnAeDaORwO/fTTT2bHAAAAKDYoagEAAAAYwuv16vTp09dU1LpcLlksFsXFxeV6ojYiIkLS+VIqv4rapUuXatWqVVq7dm2+XA+Xd/bsWS1dulTz5s3TihUr5PF4VLt2bbVt21ZNmzZVkyZNLjjTuDiJjIzU3XffrbvvvlvDhw9XamqqfvzxRy1evFhvvfWWXnrpJcXFxem+++5T69at1aJFi2L7ZwXgPKfTqQMHDsjn8/EiDgAAgHzAv7gAAAAAGCIlJUU+n++atz6WJLvdfk0TtX8ukyIjIyUp386p9fl8+sc//qFHHnlE9evXz5dr4kKnT5/Whx9+qIceekilSpXSU089JUmaO3eujh8/ro0bN+q1115T06ZNKR7/JDIyUk2bNtXUqVN14MABbd26VX369NHmzZvVsmVLJSQkqG/fvlq3bp38fr/ZcQGYwOFwKD09XceOHTM7CgAAQLFAUQsAAADAEC6XS5JyVdSWLl06xxO1Ho/noq2PJeXbObUffvihtm3bptGjR+fL9fA/q1evVocOHXTdddfp6aefVmZmpmbPnq3jx49r8eLF6tChQ/aZx7i6GjVqaPjw4dq2bZt27NihZ599VitWrFCDBg3kdDr1yiuv6PDhw2bHBJCPHA6HJGnfvn0mJwEAACgeKGoBAAAAGCKrqI2Njc3R4/MyUXupojY/JmozMjI0cuRIdezYUdWqVQv49SAlJSVp4sSJqlKliv7+979r165dmjx5so4dO6avv/5aTz/9dI4/5nB5VatW1ciRI7Vz505t2bJFjz76qKZOnaobbrhBLVu21OLFi+X1es2OCSDAypUrp/DwcCUmJpodBQAAoFigqAUAAABgiPyaqDWzqJ09e7YOHz6sESNGBPxaxd369evVtm1bVahQQaNHj9Zdd92lX375RT///LO6du2qUqVKmR2xyKpZs6YmTJigQ4cOaf78+UpLS9PDDz+sG264QaNGjcrx31UAhY/FYlHFihUpagEAAPIJRS0AAAAAQ7hcLgUFBalkyZI5erxRE7URERGSAl/UnjlzRmPHjlXPnj1VsWLFgF6ruPL5fPriiy/UqFEj3XHHHdq7d69mzZqlw4cPa+bMmapdu7bZEYsVq9Wqxx9/XCtXrtSePXvUoUMHTZs2TTfccIO6deum3bt3mx0RQAA4HA6KWgAAgHxCUQsAAADAEC6XSzExMQoKytm3GUZO1FosloCfUTtx4kSlp6dryJAhAb1OcXTu3DnNmzdP1atXV6tWrRQeHq6vvvpKP//8szp16pQ9NQ3zOJ1OjR07VocOHdLs2bP1ww8/qEqVKmrWrJkWL15sdjwABqKoBQAAyD8UtQAAAAAM4XK5crztsXS+qD1z5ow8Ho/sdrtOnjyZozMwvV6vQkJCst8PCgqS1WoN6ERtUlKSJk2apBdeeEFxcXEBu05xk5GRoTlz5sjhcKhLly6qW7eutm/frpUrV+rBBx80Ox4uwWq1qkOHDtq+fbu++OILSVLLli3VoEEDffvttyanA2AEiloAAID8Q1ELAAAAwBC5KWr9fr9SUlJUunRpeb3e7HNur8Tj8VwwUSudn6oNZFH76quvKiIiQn369AnYNYqTjIwMzZw5U06nU3379lW7du108OBBzZs3T1WrVjU7HnIgKChIDz74oFauXKk1a9YoPDxcTZs2VbNmzfTjjz+aHQ8FSGZmpipVqqQOHTpcdN+aNWvUrFkzxcTEKDo6Wo0bN9aKFSvyfM3U1FTNnz9fLVu2VEJCgqxWq8qVK6fHH39cmzdvvmQOi8Wib/4fe/cdFeWZfwH8Dr3PKAwCoswQewETdVXQWLGsuhILNjRVUWM0Go2a6MYkumqsaDRKDG4ssWBBYwR7xa6IYi+UFJTiDEgvM78//MFKQIUpvMxwP+dw9vDOW67sCit3vs9z8KDWzzYGcrkcf/75J/Lz84WOQkRERGT0WNQSEREREZFOKJXKShe1xdc5OTkBQIX2qf370scAYGdnp7eiNjU1FSEhIZgxYwaX4NVSYWEhfvrpJzRq1AhTp07FwIED8fDhQyxZsgTOzs5CxyMNFU/THj9+HLm5ufDx8UHfvn1x5coVoaNRNfDDDz8gLi4O//73v0sdP3jwILp06YIjR44gIyMDmZmZOHXqFHr37o2wsDCtnrlgwQIEBgbi119/RUJCAvLz85GUlIQdO3agXbt2iIyMLHV+x44d4efnh+nTp0OlUmn1bGPg6emJoqIi/P7770JHISIiIjJ6LGqJiIiIiEgnNJmoBZ4XtVKpFAAqtE9teUWtra0tMjMzK5G24hYuXAhbW1uMHTtWL/evKY4dO4bWrVtj/PjxePvtt3Hr1i2sXLkSrq6uQkcjHenSpQtOnz6N06dPIzMzE23btkVAQAASExOFjkYCyc/Px/z58+Hv748GDRqUOh4UFISioiJMnToVKSkpUCgU+Pbbb6FWqzFhwgStvqfb29uXFLWPHj1CdnY2oqOj4efnh4KCAnz88cdlrpk2bRpu3LihdUlsDORyOQBw+WMiIiKiKsCiloiIiIiIdEKbotbJyQkikUjjiVp7e3s8e/ascoErIDU1FevWrcPnn38OGxsbnd+/Jnjw4AECAgLQvXt3ODs749q1a9i4cSM8PT2FjkZ60rFjR5w8eRJ79+7F5cuX0bRpU8ydOxe5ublCR6Mqtnv3biQnJ5dZ9vjIkSNISEjA22+/jaVLl8LJyQkSiQSzZ8/GwIEDkZqair1792r83BkzZmDTpk3o168f5HI5rK2t0apVK4SHh6NWrVp49OgR0tLSSl3TvXt3uLq6Yu3atRo/11jUrl0bYrEYjx49EjoKERERkdFjUUtERERERDpR2aJWLBZDJBJBqVTC3NwcYrFY44lafRW1ixcvhpWVFadpNZCeno7p06ejefPmuHXrFg4dOoTDhw9zD9oapH///rh58yZmzZqFJUuWoFmzZti5c6fQsagKbdy4EdbW1ujdu3ep46dOnQIAjBw5ssw1gYGBAICTJ0/qPI+NjQ3q168PMzOzMkvZm5qaYsCAAThx4gSnwAHIZDJO1BIRERFVARa1RERERESkE5Utak1NTWFvbw+lUgkAcHJyqtBEbWFhIczMzEod00dRm5aWhh9++AEzZsyAnZ2dTu9t7H799Ve0aNECoaGh+O6773Dt2jX4+fkJHYsEYG1tjdmzZ+PevXvw8/PD0KFD0bVrV9y/f1/oaKRnhYWFOH36NN566y2Ym5uXeu3BgwcAgBYtWpS5zsvLq9Q5unT37l3cuHED//rXv2BlZVXm9fbt2wN4vlR7TSeXy1nUEhEREVUBFrVERERERKQTlS1qgefLHxcXtVKptFpN1C5ZsgSWlpYYN26cTu9rzJKSkjBo0CAMGDAAPXr0wP379zF58uQyxTrVPG5ubli3bh1OnTqFJ0+e4M0338SKFStQVFQkdDTSk1u3biEzMxPe3t5lXsvIyADwfIndvys+lp6ertM8WVlZGDFiBMRiMZYuXVruOa1atQIAnDt3TqfPNkSenp4saomIiIiqAItaIiIiIiLSmkqlQkZGRsm+sxUlkUhKfhlf0Ynaqihq09LSsHr1akyfPp3TtBWgVquxceNGtGzZEtHR0Th48CA2bNhQbglDNZuvry9iYmIwZ84czJw5E23btsXVq1eFjkV6kJSUBOD59/a/U6vVL73uVa9pKisrCwMGDMCdO3cQHh4OmUxW7nlSqRTA/7LXZDKZDPHx8ULHICIiIjJ6LGqJiIiIiEhrGRkZKCoqMpqJ2mXLlsHCwgLjx4/X2T2NVWJiInr06IEPPvgA7733HmJjY7nMMb2Subk5ZsyYgStXrsDS0hLt27fHN998g8LCQqGjkQ4Vf2+3t7cv85pYLAYAPH36tMxrCoWi1DnaUigU8PPzw/nz53HgwAG8/fbbLz3XwcEBwP+y12QymQzJycnIysoSOgoRERGRUWNRS0REREREWiv+xbomRW3xtdVlolapVGLNmjWYNm1auQUD/c/27dvh7e2Nx48f4/z581iyZAlsbGyEjkUGonnz5oiKisLixYuxYMECvP3221xq1YgUr7BQvMzxixo0aAAAiI2NLfPa9evXS52jjaSkJHTu3Bk3btxAREQEOnfu/Mrzi1d4qOzPMmNUPHWckJAgbBAiIiIiI8eiloiIiIiItKZNUVv8i3FtJmodHBx0VtQuXboUpqam+Pjjj3VyP2P07NkzBAUFYdiwYejfvz8uXryINm3aCB2LDJCJiQkmT56Mq1evIicnB97e3ggJCRE6FumAq6srAJT7BpziqdYtW7aUeW3z5s2lztHUw4cP4evri4SEBBw8eBCdOnV67TXFWYuz12TFRS3fPEFERESkXyxqiYiIiIhIa5oWtWKxuGSJSScnpwoVtYWFhTAzMyt1TFcTtenp6fj+++8xdepUTtO+xNmzZ+Ht7Y3w8HDs378fGzduhK2trdCxyMA1bdoU586dw4cffohx48Zh+PDhXH7WwDVr1gx2dna4du1amdd69OiB+vXr49SpU/jss8+QmpqK9PR0zJs3D7t374aTkxP8/f01fnZsbCw6duwIhUKBw4cPw8fHp0LXFWdt3769xs82Fvb29nB0dOQ+tURERER6xqKWiIiIiIi0plAoIBKJKr2noFgsLjVRm5OTg+zs7Fde87Klj7Ozs1FUVFS54H+zbNkyAMCECRO0uo+xCgkJQZcuXdCgQQNER0ejb9++QkciI2JlZYXly5fj0KFDOH36NLy9vXHp0iWhY5GGzMzM0LFjR0RHRyMvL6/UaxYWFli3bh1MTU2xbNkySKVSSCQSzJkzByKRCKtXr4adnV2pazp27AiRSFRu8ft3K1aswOPHj6FUKtGuXTuIRKIyH+Xd5/z58wCArl27avEnNx5yuZxFLREREZGesaglIiIiIiKtKZVKODg4lClQX+fFotbJyQkAXjtV+7KiVq1WIzMzs1LPf5FSqcTKlSsxderUkr0V6bmcnBy89957mDBhAr744gtERkbCzc1N6FhkpHr06IFr166hUaNGePvttxEaGip0JNLQqFGjkJubiwMHDpR5rXfv3jhx4gS6d+8Oe3t72NraolOnToiMjERAQECZ81UqFQCUWVFBV4qKirB37168/fbb8PDw0MszDI1MJmNRS0RERKRnLGqJiIiIiEhrCoWi0sseA2UnagHNi1oAWi1/vHbtWqjVakyaNEnjexijBw8eoF27dti/fz8iIiIwd+5cmJjwn5KkX05OToiMjMTkyZPx0UcfISgoCPn5+ULHokoaPHgwpFIpNm3aVO7rHTt2xJEjR5CRkYHMzEycOnUKPXv2LHOeSqXC7du30bx5czRv3vy1z12/fj3UavUrP1q1alXqmqNHjyIpKQnjx4/X7A9rhFjUEhEREekf/3VNRERERERa06aozcjIgEqlKpmoTU1NfeU1+ihq8/LysHLlSowfP77Syzcbs/3796Nt27awtLTE1atX4efnJ3QkqkFMTU2xcOFCbN26Fb/88gu6deuGpKQkoWNRJVhYWODLL7/Evn37cP/+fY3vExsbC6VSiZkzZ0IkEukw4f8sWbIELVq0wJAhQ/Ryf0PEopaIiIhI/1jUEhERERGR1jQtaiUSCVQqFTIzM+Hg4ABLS0tBJmp//vlnPH36FJ988olG1xuj4OBg+Pv7Y+DAgTh9+jTq168vdCSqoYYOHYrz588jOTkZ7du3R2xsrNCRqBImTJgAT09PfPPNNxrf48yZM/Dw8MCwYcN0mOx/oqKicPjwYSxZsqTSS/gbM5lMhtTUVK1WqyAiIiKiV2NRS0REREREWtNmohZAqX1qXzdRW1hYWGaPQm2KWpVKhRUrVmDUqFHcdxXPi/DJkydjypQpmD17Nn766SdYWVkJHYtquObNm+PChQvw9PREhw4dyt3zlKonc3Nz3Lt376XLH1fEhAkTEB8fr7f9aX19faFWq9GrVy+93N9QyWQyAOBULREREZEesaglIiIiIiKt6aqolUqlVb708Z49e3Dnzh1MmTKl0tcam6ysLAwaNAjr1q3Dli1bMHfuXKEjEZWoVasWDh48CH9/fwwYMABr164VOhKRUZPJZBCJRCxqiYiIiPRIP29FJCIiIiKiGkWhUMDb27vS15U3UavJ0sdmZmawsrLSqKhdunQpBgwYgGbNmlX6WmPy+PFj9O/fH/Hx8Th27Bh8fHyEjkRUhoWFBTZu3AgPDw9MmDABf/75J7755hu97VtKVJPZ2tpCKpWyqCUiIiLSIxa1RERERESkNYVCAYlEUunriotapVIJ4PlErSZFLfB8qrayRe3Jkydx7tw5REVFVeo6Y5OYmIgePXpAJBLh3LlzaNCggdCRiF5KJBJh3rx58PT0xLhx45CSkoI1a9bAxISLhhHpmkwmY1FLREREpEcsaomIiIiISGuaLn1sY2MDCwuLUhO10dHRr7xGl0Xt4sWL0alTpxo9PRoXF4cePXrAysoKR44cgaurq9CRiCrkgw8+QJ06dTB48GBkZGTg559/hrm5udCxiIwKi1oiIiIi/eLbTYmIiIiISCtqtRrp6ekaFbUA4ODgUOGlj1UqFdRqtU6K2tu3byMiIgLTp0+vfGgjcfv2bXTq1Am1atXCyZMnWdKSwenbty8iIiLw66+/YtCgQcjNzRU6EpFRkcvlLGqJiIiI9IhFLRERERERaeXZs2coLCzUuKgVi8UlRa1UKkVqaupLzy0qKgLwfE/av6tsUbtw4UI0atQIffv2rWRi4xAdHY3OnTtDLpfj2LFjcHJyEjoSkUa6dOmCiIgInDx5Eu+88w5ycnKEjkRkNDw8PBAXFyd0DCIiIiKjxaKWiIiIiIi0olAoAEBnRe3Tp09RWFhY7rnFRa22E7V//PEHtm3bhs8//7xG7mt59epVdOvWDa1atcLBgwfh4OAgdCQirXTs2BFHjhzBxYsX0b9/f07WEumITCaDQqEo+TlNRERERLpV834jQUREREREOqVUKgHopqh1cnKCWq3G06dPyz23uKgtr1x1cHBARkZGhZ65fPlySKVSjBw5UqPMhuzmzZvo1asX2rZti3379sHGxkboSEQ60bZtWxw9ehRXr17FkCFDUFBQIHQkIoMnl8sBgMsfExEREelJ2fXCiIiIiIiIKkHXE7UAkJqaCmdn5zLnvmrpY7FYjEePHr32eenp6fjpp58we/ZsWFhYaJTZUD148AA9e/ZEw4YNsXv3blhZWQkdiUinWrVqhYiICPj5+WHYsGHYvn17ud8v6OWePHmCR48elfq4dOkSHjx4gKysLNja2godkaqQh4cHRCIR4uPj4e3tLXQcIiIiIqPDf60QEREREZFWiotasVis0fVisRgpKSkAULJPavHnf/eqpY8lEknJdO+r/PDDDwCAsWPHapTXUP3xxx/w8/ODs7MzfvvtN9jZ2QkdiUgv2rVrh4iICPTq1QsffvghNmzYUCOXOH+Z3NxcxMXF4dGjRyX/+eDBA9y7dw8JCQkly0abmJjAxMQEhYWFsLOzQ8eOHVnS1kDW1taoU6cO96klIiIi0hMWtUREREREpBWFQgF7e3uYm5trdL1EIsGDBw8APC9qTUxMXlrUFu9dW15R++Jk7ssUFBTg+++/x5gxY2rUvqxPnjxBt27d4ODggKNHj2o8/UxkKHx9fREWFgZ/f384ODhg1apVQkcS3NGjRxEYGIgnT55ArVYDAMzNzSESiVBQUFByrJhKpYKpqSkaNWoENze3GrcCAf2PTCZDQkKC0DGIiIiIjBLfUkpERERERFpRKBRaFX8vFqympqaQSCRITU0t99xXLX1ckYnanTt34vHjx5gwYYLGeQ1NdnY2+vfvDwA4dOgQateuLXAioqrRp08f/PLLL/jhhx/w3XffCR1HcJ07d4alpWWpYwUFBcjPzy9T0gLPS1x3d3ecPHlS4zfikHGQy+Xco5aIiIhIT1jUEhERERGRVnRZ1ALPp2o1WfpYLBa/tqgNDg6Gv78/5HK5xnkNiUqlQmBgIB49eoT9+/ejTp06QkciqlKDBg3CkiVLMHPmTGzZskXoOIIyMzPD119/XeFznZyccOzYMbi4uOg5GVV3MpmMSx8TERER6QmLWiIiIiIi0opCoYBEItH4+r8XtVKp9LUTtS/bo7agoADZ2dnlXnv58mVcuHABkydP1jiroZkyZQoiIiKwd+9eNGrUSOg4RIL49NNP8cknn+Cjjz5CVFSU0HEEFRgYCLlc/so9e83MzFC7dm2cOXMGMpms6sJRteXh4cGiloiIiEhPuEctERERERFpRRcTtc+ePYNKpYKJiYlWRS0ApKenw8bGpszry5Ytw5tvvolOnTppnNWQrFixAqtWrcKmTZvg6+srdBwiQS1fvhyJiYkYMGAAzp49W2PfuGBqaooRI0Zg/vz55b5uZmYGe3t7HD9+HJ6enqVeu3jxIqZNm1YVMQ3OvXv3UL9+faFj6I1cLkdGRobWP++JiIiIqCwWtUREREREpBWFQgFXV1eNrxeLxVCr1cjIyIBEIoGTkxMSEhLKPfd1Sx8DgFKpLJMnKSkJu3btQkhIiMY5Dclvv/2GadOmYcGCBRg5cqTQcYgEZ2Jigs2bN6NLly7o378/Lly4oNVKAIYoKioKX331FY4ePQoXFxckJydDpVKVvG5qagorKyscPXoUzZo1K3VtkyZNoFQqcerUqaqObRCcnZ2Nekn94snq+Ph4FrVEREREOsailoiIiIiItKJQKMr8Ur8yigvW9PR0SCQSSKVSXL58udxzKzJRW94+tWvWrIFYLMbQoUM1zmkoHjx4gMDAQAQGBmLGjBlCxyGqNmxtbbFv3z60bt0ao0ePRnh4+CuXADYWFy5cwLx587B//374+vriyJEjSElJwYgRI0rOMTU1haWlJY4dO4Y333yzzD1WrlxZlZGpmvHw8ICJiQni4uLK/d8HEREREWnO+P9FQkREREREeqXtUogvLlkMAE5OThotffxi4fuivLw8/Pjjjxg/fjysrKw0zmkIcnJyEBAQAJlMhjVr1ggdh6jacXV1xe7du3Hw4MGXLv9rLK5fv46AgAB06NABaWlp2LdvH86cOYPu3bsjICAAjRo1gomJCUxMTGBubo5Dhw6hbdu2QsemasjS0hIuLi6Ij48XOgoRERGR0WFRS0REREREWlEqlVrvUQuULmpTUlLKPbewsBBA+UWtnZ0dzMzMykzU/vLLL1AoFBg3bpzGGQ3FuHHjkJCQgN27d5e7Ty8RAe3bt8fSpUsxd+5cHDhwQOg4Onfjxg0EBASgVatWSExMxN69e3H27Fn079+/5BwTExPMnz8fKpUKZmZm+O2337iXNb2SXC5/6bYERERERKQ5FrVERERERKQVXRe1UqkUeXl5ePbsWZlzXzVRKxKJ4ODgUKaoXblyJYYOHarVPrqGYPny5di8eTO2bNli1HslEunCxIkTMXr0aAQGBuLhw4dCx9GJmzdvIiAgAN7e3rh79y62b9+Oc+fOlSpoXzRw4EC0bdsW4eHh6NatWxWnJUMjk8kQFxcndAwiIiIio8OiloiIiIiINJaVlYX8/HytilorKytYWlqWKmoBlLv8cXFRa2ZmVu69JBJJqaWPT548iWvXruGTTz7ROJ8hOH/+PGbMmIF58+ahd+/eQschMgirV69G/fr1MXToUOTn5wsdR2O3bt3C6NGj4e3tjTt37mD79u24du0ahgwZApFI9NLrRCIRTpw4gT59+lRhWjJUMpmMSx8TERER6QGLWiIiIiIi0phCoQAArYpaAKUmYQoaYZoAACAASURBVJ2cnACg3OWPXzVRC5QtaoODg+Hr62vU+y4+e/YMgYGB6N69O2bOnCl0HCKDYWNjg7CwMNy9exdz5swROk6l3blzB6NHj4aXlxeuXr2KrVu3IiYm5rUF7Yu4RDpVFItaIiIiIv1gUUtERERERBrTVVH7YsFakYnalxW1YrG4pPBNSEjAvn37MHnyZK2yVXeTJk1Ceno6QkNDK1zOENFzDRs2xPLly7FkyRIcO3ZM6DgVEhcXh6CgILRs2RJXrlxBaGhopQtaosqSyWR49uwZ0tLShI5CREREZFRY1BIRERERkcZ0VdSKxeKSotbW1hbW1tZaT9SuXr0arq6ueOedd7TKVp3t3r0bP//8M3766Sej34OXSF8++ugjDB48GKNHj67WJVRCQgKCgoLQqFEjnD59Gj/99BOuX7+O0aNHv/R7IpGuyGQyAOA+tUREREQ6xqKWiIiIiIg0VlzUisVire7zYlELPF/+WJOitniiNjc3F6GhoRg3btxL97M1dH/++SfGjBmDcePG4V//+pfQcYgM2tq1a2FqaoqxY8cKHaWMxMREBAUFoUGDBjh8+DBWr16NGzdusKClKuXh4QFTU1Muf0xERESkYyxqiYiIiIhIYwqFAjY2NrC0tNTqPn8vaqVSqUZLH0skEiiVSoSFhSE9PR3vv/++VrmqK7VajXfffRfOzs5YsmSJ0HGIDF6tWrUQGhqK8PBwbNy4Ueg4AIDff/8dkydPRqNGjXDo0CGsXr0a9+7dw9ixY1nQUpUzNzeHm5sbi1oiIiIiHWNRS0REREREGlMoFFovewyUP1Gr6R616enpWLduHd555x24ublpna062rBhA06cOIGff/4ZNjY2QschMgrdu3fHxx9/jKlTpyI5OVmwHMnJyZg5cyYaNWqE8PBwrFy5Evfv38fYsWONdoUAMgwymYxFLREREZGOsaglIiIiIiKN6auolUql5S59XFhYCODVE7WpqamIiopCUFCQ1rmqo8ePH2PatGmYNGkS/vGPfwgdh8ioLFiwAA4ODvj000+r/NnFBa1MJsMvv/yChQsXlkzQsqCl6oBFLREREZHusaglIiIiIiKN6bKoVSqVJZ+/bunjl5UWYrEYT58+xRtvvIFu3bppnas6+uSTT+Dg4IBvvvlG6ChERsfW1harV6/G1q1bsW/fvip5ZkpKSklBu2XLFixYsAD37t3D5MmTtV5WnkiX5HI5i1oiIiIiHeNbMomIiIiISGNKpVInRa1EIimz9HF5E7WvW/rYysoKBQUFGDt2LEQikda5qpvffvsNO3fuRGRkJOzs7ISOQ2SU+vTpg+HDh2P8+PHo3LkzxGKxXp6TmpqK77//HsuWLYO1tTW++uorTJo0CdbW1np5HpG2PDw8EB8fD7VabZQ/Y4mIiIiEwIlaIiIiIiLSmD73qNWkqL18+TIAYMCAAVpnqm6ePXuGoKAgjBo1Cr169RI6DpFRW7FiBfLy8jBnzhyd3zstLQ1z587FG2+8gTVr1uDLL79EfHw8ZsyYwZKWqjWZTIasrKxyfz4TERERkWZY1BIRERERkcZ0WdRmZWWV7EErlUqRnp6OgoKCUucVF7UmJuX/UyYiIgLAy4tcQzZ//nxkZ2dj2bJlQkchMnrOzs747rvv8MMPPyA2NlYn93z27BkWLVqEN954A6tXr8aUKVPw8OFDFrRkMORyOQBw+WMiIiIiHWJRS0REREREGtNlUatWq/Hs2TMAzydq1Wo10tLSSp1XVFT00hL24sWLuH37NgCUuc7QPXr0CCtWrMDXX38NJycnoeMQ1Qjvvfce3nzzTUyePFmr+xQXtPXr18fixYvx6aef4uHDh5g7dy7s7e11lJZI/+rVqwczMzMWtUREREQ6xKKWiIiIiIg0psuiFkDJ8sdSqRQAyiyv+Kqidt26dWjSpAkA4ytqp02bBk9PT4wbN07oKEQ1homJCYKDg3H8+HHs27ev0tdnZmZi0aJF8PDwwPz58xEUFFRS0Do4OOghMZF+mZmZoW7duixqiYiIiHSIRS0REREREWlMqVTqtKhVKpUA/lfUpqamljrvZUVteno6tm/fjokTJ8LS0hJPnz7VOlN1cfz4cezZswfLli2Dubm50HGIapQOHTogICAAU6dORV5eXoWuycrKQnBwMBo0aID58+dj7NixSExMxMKFC0u+1xEZKplMxqKWiIiISIdY1BIRERERkUZycnKQm5url4na2rVrw9TUtMxEbWFhIczMzMpc//PPPwMAAgMDUbt2baOZqC0qKsKUKVPQt29f9O7dW+g4RDXSkiVLkJSUhJUrV77yvBcL2tmzZ+O9995DQkICFi5cCIlEUkVpifRLLpezqCUiIiLSIRa1RERERESkEYVCAQA6KSCK71Fc1JqYmKBWrVoVnqj98ccfMWLECIjFYjg6OhrNRO3mzZtx8+ZNLFmyROgoRDWWu7s7PvvsM/znP/8pmfp/UV5eHkJCQtCwYUN8+eWXCAgIwIMHD7Bw4UKdvJGFqDrx8PBAXFyc0DGIiIiIjAaLWiIiIiIi0khxUauLIsLCwgJWVlYlRS3wfPnjiuxRe/r0acTGxiIoKAgAjGaitqCgAN9++y3efffdkr13iUgY06ZNg4mJCZYtW1ZyLD8/HyEhIfD09MTUqVMxZMgQPHjwAMHBwahTp46AaYn0RyaTISEhAWq1WugoREREREaBRS0REREREWlEl0Ut8Hz54xeLWicnpwpN1K5fvx6tW7dG69atAcBoJmo3bNiAxMREfPnll0JHIarxHBwcMG3aNCxfvhx//vlnSUE7adIk9OvXD/fv30dwcDBcXFyEjkqkV3K5HDk5OXjy5InQUYiIiIiMAotaIiIiIiLSiL6L2opM1GZkZGDnzp344IMPSo45Ojoa/ERtfn4+FixYgDFjxkAulwsdh4gATJo0CTY2Nhg+fDgmT56MwYMHIz4+HuvWrYOrq6vQ8YiqhEwmAwDuU0tERESkI2ZCByAiIiLjlZubi7i4OCQnJyMtLQ0pKSlIS0tDamoq0tLSkJaWhry8PCiVSqjVahQUFCAzMxMAkJmZiYKCAkgkEohEIlhYWMDW1hYAYGdnB0tLSzg6Opb74ezsjPr168PR0VHIPz6R0VMoFLCysoKVlZVO7ldeUXv//v1S5/y9qN22bRtUKhWGDx9ecqx27dqIjo7WSSahrFu3Do8fP8asWbOEjkJE/8/W1haff/45/v3vf+PcuXNo1aqV0JGIqpy7uzvMzc0RHx+P9u3bCx2HiIiIyOCxqCUiIiKtpKWlISYmBg8ePEB8fHypj6SkpFLnSiQSSKXSUqWqtbU1JBIJAJQqY21sbGBhYQGlUgng+XRZVlYWACA7Oxs5OTlIS0vD9evXS0rftLQ0FBQUlDzP3t4eMpkMMpkMcrm85KNFixbw9PSESCSqii8RkdFSKBQ6m6YFnn+PKP47Dzwvas+ePVvqnL8XtaGhoRg0aFCpHIa+9HFubi4WLFiAoKAguLu7Cx2HiF4wYcIELF26FBs3bmRRSzWSqakp3N3dERcXJ3QUIiIiIqPAopaIiIgqpKCgALdu3cKNGzdw48YNxMTE4MaNG/jrr78A/K8UlcvlaNu2LQICAko+d3FxgaOjI8zM9P9/PdLT0/H48WMkJiaWFMZxcXG4dOkSwsLCSspjOzs7tGjRAl5eXvDy8kLLli3h5eVVUhoT0esplUqdFrWVXfr45s2buHDhAubPn1/qnNq1axv00sebN2/G06dPMWPGDKGjENHfWFtbY9q0afjqq68wZ84cnX4PJDIUcrkcCQkJQscgIiIiMgosaomIiKhcz549w4ULF3DmzBlERUXh7NmzyM7Ohrm5ORo2bIjmzZtjzJgxaN26NZo3bw5PT0+hIwN4XvSIxWI0bty43Nfz8/Nx//59XLlyBbdu3cLNmzexd+9ePHnyBADg6ekJX19fdOzYEb6+vmjWrBknb4leQtcTtWKxGH/88UfJ51KpFKmpqVCr1SV/DwsLC0uK2tDQUMhkMnTt2rXUfRwdHZGRkYH8/HxYWFjoLF9VUKvVWL58OUaOHMk9L4mqqTFjxuDbb7/F2rVruTw51UgymYwTtUREREQ6wqKWiIiIAABPnz7F4cOHcezYMURFReHWrVsAgMaNG8PHxwcjRoxA27Zt0bhxY5ibmwucVnMWFhZo3rw5mjdvXur4H3/8gejoaERFRSEqKgphYWHIzc1FnTp14OPjg86dO6N3794vLYCJaiJ9FLU3b94s+VwqlaKwsLDU5G5RURHMzMyQn5+PzZs34+OPP4aJiUmp+9SuXbskX506dXSWryr89ttvuH37Nnbs2CF0FCJ6CXt7e4wdOxbBwcGYMmWKzvbpJjIUMpkMZ86cEToGERERkVFgUUtERFRDqVQqXL16FZGRkYiIiMCFCxcgEonQvn179OvXDwsWLECHDh3g5OQkdNQq4e7uDnd3d/Tv3x/A88nby5cv4+zZs4iKisLXX3+NTz/9FHK5HH369EHv3r3RrVu3kj11iWoifRS1f1/6GACSk5NLFbWmpqb49ddfkZqainfffbfMfRwdHQE8fwOKoRW1S5cuRZ8+fcq8mYSIqpdJkyZhxYoV2LZtG9577z2h4xBVKZlMhoSEBKhUqjJvliIiIiKiymFRS0REVIPk5eXh0KFD2LlzJyIjI5GcnIy6deuid+/emDp1Knr06AGxWCx0zGrBwsICPj4+8PHxwbRp01BUVITz588jIiICkZGRWLt2LczNzdGpUyf4+/tj8ODBBlcIEWlLoVBALpfr7H4vK2pTUlJKptmLi9oNGzbAz88PHh4eZe5TXNQa2j61V65cwYkTJ3D06FGhoxDRa9StWxfDhg3D0qVL8e6773KbBKpRZDIZ8vLy8PjxY7i5uQkdh4iIiMig8W1vRERERq6goAAHDhzAe++9BxcXF/j7++Phw4f47LPPEBMTgz/++APr16/HoEGDWNK+gqmpKXx9fTFv3jxcvnwZf/31F0JCQuDo6IiZM2eibt266N69O9atW4fU1FSh4xJVCX1M1CqVypLPpVIpRCIRUlJSSo4VFRVBpVIhMjISH3zwQbn3MdSiNjg4GK1atUK3bt2EjkJEFfDZZ58hNjaWb66gGkcmkwEA4uPjBc1BREREZAxY1BIRERkhtVqNEydO4KOPPoKLiwv69euHu3fv4t///jcSEhJw5swZfP755/Dy8hI6qsGqU6cORo8ejW3btiE5ORnbt2+Ho6Mjpk6dCldXV/Tq1Qv//e9/kZWVJXRUIr1RKBSQSCQ6u59EIkF2djYKCgoAAObm5hCLxWWKWoVCAbFYjAEDBpR7HwsLC9ja2uLp06c6y6ZvSqUSu3btwoQJE4SOQkQV5OXlBV9fX/z4449CRyGqUnXr1oWlpSXi4uKEjkJERERk8FjUEhERGZHk5GQsXrwYTZo0QdeuXRETE4NZs2YhLi4O586dw5QpU+Du7i50TKNjbW2NQYMGYceOHUhOTsbmzZthZ2eHcePGwc3NDePHj8eVK1eEjkmkc/qYqAWAjIyMkmNSqbRMUZuamorAwEBYWlq+9F6Ojo4GNVG7ceNGmJiYYNiwYUJHIaJKGDNmDMLDw5GcnCx0FKIqY2Jignr16nGiloiIiEgHWNQSEREZOJVKhSNHjiAgIAD16tXD/Pnz0aVLF1y9ehWXLl3CtGnTyt3DkfTD1tYWQ4cOxa5du/D48WMsXrwYZ8+eRZs2bdC8eXMsWrTIoKb8iF4mLy8POTk5eilq/75P7YtFbWJiInJzc/H++++/8l6Ojo4G9XctNDQUw4cPh729vdBRiKgSAgICYGtri02bNgkdhahKyWQyFrVEREREOsCiloiIyEBlZWVh1apVaNSoEfz8/JCUlIQff/wRSUlJWLduHd58802hI9Z4EokEY8eORUxMDE6fPo02bdrg66+/Rv369TFx4kQ8fPhQ6IhEGlMoFABQ5UXtzZs3YWdnh1atWr3yXrVr1zaYidpz584hJiYGY8aMEToKEVWStbU1hg8fjh9//BFqtVroOERVhkUtERERkW6wqCUiIjIwSUlJ+OKLL1C/fn3MnDkTPXv2xK1bt3D69GmMHj0a1tbWQkekcnTs2BE///wz/vrrL8yfPx8HDhxAo0aNMHjwYJw7d07oeESVps+iVqlUlhx7sajNzs7Gw4cP4ebm9tp7GdJE7Y8//ggvLy+0bdtW6ChEpIGgoCDcvXsXZ86cEToKUZVhUUtERESkGyxqiYiIDERsbCzef/99yGQyhIaGYsqUKUhMTMSaNWvQtGlToeNRBUkkEkyePBn379/Htm3b8Pvvv8PHxwe+vr7YvXs3VCqV0BGJKkSIido9e/agqKgIrq6ur72XoexRm52djbCwME7TEhkwLy8vtGnTBhs2bBA6ClGVkclkSEhIQFFRkdBRiIiIiAwai1oiIqJq7vbt2xg9ejS8vb1x5swZfPfdd4iLi8Ps2bPh6OgodDzSkKmpKYYMGYILFy7g8uXLeOONNxAQEIAWLVpg48aNLGyp2iueetVlUWtubg4bG5uXFrWbNm1C3bp1K7RygKOjI1JTU3WWTV/279+PnJwcBAQECB2FiLQwfPhw7NmzB3l5eUJHIaoSMpkMBQUFSEpKEjoKERERkUFjUUtERFRN3bt3DyNHjkSLFi0QExODXbt24d69e5g8eTKXNzYyrVu3xsaNG3Hjxg14eXnh/fffR+vWrfHrr78KHY3opRQKBSwsLGBjY6PT+4rF4nKL2sePH+Po0aOQy+UwNTV97X2cnZ2RnJys02z6sGPHDnTr1g3Ozs5CRyEiLQQEBCAjIwOHDx8WOgpRlZDL5QCAuLg4gZMQERERGTYWtURERNVMYmIigoKC0Lx5c1y9ehUbNmzA1atX4e/vD5FIJHQ80qOmTZti27ZtuHHjBho2bIgBAwbA29sbYWFhQkcjKkOhUOh0mrZYeUVtfn4+QkNDYWNjAzc3twoXtampqdV6ScasrCxERkZympbICLi7u6NDhw7YsWOH0FGIqoSrqyusrKy4Ty0RERGRlljUEhERVROZmZmYO3cuGjVqhEOHDmH16tW4ceMGRo8eXaFSgoxHs2bNsGPHDsTExKBx48YYOnQounXrhpiYGKGjEZWoyqIWADZv3owhQ4YAQIWL2qKiIjx9+lTnGXVl7969yMvLw4ABA4SOQkQ6EBAQgPDwcOTk5AgdhUjvRCIR6tevz6KWiIiISEssaomIiARWVFSEkJAQvPHGG1i9ejWWL1+O+/fvY+zYsTAzMxM6HgmoZcuW2LFjB86cOYPMzEy0bt0a48ePN4h9N8n4VVVRW7wk8O3btzFq1CgUFRVVuKgFUK2XPw4LC0OPHj1KymgiMmwBAQHIzs7GwYMHhY5CVCVkMhmLWiIiIiItsaglIiIS0IkTJ9CmTRtMnDgR/v7+uH37NsaPH8+Clkrx8fHBhQsXsHXrVhw4cAANGzbEokWLkJeXJ3Q0qsGqeqJWKpWiU6dORlPUZmdnIzIyEoMHDxY6ChHpiIuLC3x8fLB7926hoxBVCblczqKWiIiISEssaomIiATw119/YciQIejatStcXV1x/fp1rFu3Dk5OTkJHo2pKJBJhyJAhuHnzJiZMmIC5c+fC29sbx44dEzoa1VAKhQISiUTn95VIJFAqlSWfm5ubQyQS4R//+AdMTExQVFRUoTezODo6wszMrNoWtcePH0deXh7++c9/Ch2FiHSob9++iIyMhEqlEjoKkd55eHiwqCUiIiLSEotaIiKiKqRWqxESEoJmzZohOjoaBw4cwIEDB9CkSROho5GBsLOzw/z583Hr1i00adIEPXr0wIcffgiFQiF0NKphqmqi9sSJE1Cr1WjYsCEAoLCwsEITtSYmJnB0dKy2RW1ERARatWoFV1dXoaMQkQ716dMHKSkpuHr1qtBRiPROJpMhMTERhYWFQkchIiIiMlgsaomIiKrIw4cP4efnh48//hjvvvsurl27hj59+ggdiwyUXC5HeHg49u7di0OHDqFp06bYuHGj0LGoBqmqonbTpk2wtbWFicnzf7pUdOlj4Pnyx9W1qI2MjOTPACIj5OXlhXr16iEiIkLoKER6J5fLUVhYiD///FPoKEREREQGi0UtERGRnhUWFiI4OBje3t5ISUnB2bNnERwcDDs7O6GjkRHo378/YmNjMXToULz//vvo168ffv/9d6FjUQ1QFUVtTk4O9uzZA5lMhpSUFADGUdTev38fDx8+ZFFLZKR69uyJyMhIoWMQ6Z1MJgMALn9MREREpAUWtURERHp09+5ddOjQAbNmzcKcOXNw5coVtG3bVuhYZGTEYjGCg4Nx5MgR3L17Fy1btsTWrVuFjkVGTqlU6r2oDQ8PR1ZWFlq2bFlSuBpDURsREQEHBwe0a9dO6ChEpAe9e/fGhQsXkJaWJnQUIr2qU6cObGxsWNQSERERaYFFLRERkZ6EhISgdevWAIDo6GjMmDEDZmZmAqciY9a1a1dcv34do0aNwsiRIzFq1ChkZGQIHYuMUEFBAbKysvRW1Obk5CAvLw9btmxBz549Ub9+faOaqD18+DD8/Pxgbm4udBQi0gM/Pz+IRCIcO3ZM6ChEeiUSiVC/fn3ExcUJHYWIiIjIYLGoJSIi0rHU1FT4+/tj3Lhx+PDDDxEVFYXGjRsLHYtqCGtra6xatQoHDx7EsWPH4OXlhVOnTgkdi4yMUqmEWq3WW1ELAAkJCTh8+DBGjBgBqVSqUVErlUqrXVGrVqtx9uxZdOnSRegoRKQnYrEY3t7eOHPmjNBRiPROLpdzopaIiIhICyxqiYiIdOjQoUPw8vJCdHQ0jh8/juDgYFhYWAgdi2ogPz8/REdHo0WLFujWrRu++uorFBYWCh2LjIRCoQAAvRS1EokEALBjxw6YmZlhwIABcHZ2NpqJ2ps3b+Lp06fw9fUVOgoR6ZGvry+ioqKEjkGkdx4eHkhISBA6BhEREZHBYlFLRESkA2q1GosWLUKfPn3g6+uL6OhodO7cWehYVMM5Oztj//79CA0NxdKlS9GtWzckJSUJHYuMgD6L2uKJ2vDwcPTr1w92dnaQSqXIzc1FZmYmioqKKryMfJ06dZCRkYGcnByd59RUVFQU7Ozs0LJlS6GjEJEe+fr6IiYmBpmZmUJHIdIrFrVERERE2mFRS0REpKWMjAwMHDgQX331FZYtW4awsDDUrl1b6FhEJUaPHo3Lly8jJSUFbdq0wblz54SORAZOn0Wtg4MDgOd7ew8bNgzA8yWMASAlJQWFhYWVmqgtvq66iIqKQvv27blnOZGR69ixIwoLC3Hx4kWhoxDplUwmw++//86VW4iIiIg0xKKWiIhICzExMXjrrbdw6dIlnDhxApMnTxY6ElG5mjRpggsXLqBdu3Z4++23sWjRIqEjkQFTKBQwMzODra2tzu9dXNRaWVmhd+/eAEoXtZVd+hhAtVr+OCoqisseE9UAbm5ukMlkXP6YjJ6HhwcKCwvx119/CR2FiIiIyCCxqCUiItLQ1q1b4evri7p16+Ly5cto37690JGIXsnBwQG7du3CvHnz8MUXXyAwMBDZ2dlCxyIDpFAoUKtWLYhEIp3f29zcHCYmJmjdujWsra0BGE9R++TJEzx69Ag+Pj5CRyGiKsB9aqkmkMlkAMDlj4mIiIg0xKKWiIioklQqFWbMmIGRI0di3LhxOHr0KFxcXISORVQhIpEIM2bMwL59+3DgwAF06dIFjx8/FjoWGRiFQgGJRKKXez969AgqlarUHq42NjawsbFBcnJypYpaOzu7kuuqg+joaABA69atBU5CRFWhdevWuHr1qtAxiPTKxcUFVlZWiI+PFzoKERERkUFiUUtERFQJubm5GDZsGIKDg7Fx40YsWbKE+wySQerbty8uXrwIpVKJDh064NatW0JHIgNSPFGrD9u2bYOpqSlcXV1LHZdKpZWeqAWeT9U+efJE1zE1cv36dbi7u8PR0VHoKERUBVq2bImUlJRq82YRIn0QiUSoV68eJ2qJiIiINMSiloiIqILS0tLQs2dPHDlyBJGRkQgMDBQ6EpFWGjRogPPnz8PDwwPt27dHZGSk0JHIQOizqN26dStq166NrKysUse1KWpTUlJ0HVMjN27cKDUpTETGzdvbG8DzN2kQGTOZTMailoiIiEhDLGqJiIgq4OHDh/Dx8cEff/yBqKgodOnSRehIRDpRu3ZtHDx4EP/617/Qv39/hISECB2JDIC+itrbt28jNjYW7u7uyMjIKPVaceGqSVFbXabZrl+/Di8vL6FjEFEVkUqlqFOnDotaMnoeHh5c+piIiIhIQyxqiYiIXuPs2bNo164datWqhfPnz6Np06ZCRyLSKUtLS2zatAnTp0/HuHHj8PXXXwsdiao5pVKpl6J2y5YtcHNzQ7169coUtYa+9HFBQQHu3LnDiVqiGqZly5a4ceOG0DGI9MrDw4MTtUREREQaYlFLRET0CkePHkXPnj3RsWNHHD9+HM7OzkJHItILkUiE//znP1i7di2+/fZbTJ06FWq1WuhYVE3pa6J2x44dGD58OMRi8UuL2sLCwkoVta6urkhKStJ11Eq7ffs28vPzOVFLVMN4eXmxqCWjV7z0sUqlEjoKERERkcFhUUtERPQSBw4cQP/+/dG/f3+EhYXB2tpa6EhEejd27Fj88ssv+P777xEUFMRfuFG59FHUXr58Gffv38fQoUPh4ODw0qJWpVJVqqh1c3PDX3/9pdOsmrh37x5MTEzQqFEjoaMQURVq2rQp7ty5I3QMIr3y8PBAfn4+Hj9+LHQUIiIiIoPDopaIiKgcO3bsgL+/PwYPHozNmzfD3Nxc6EhEVSYgIAB79uzBpk2bMHLkSBQUFAgdiaoZfRS1YWFh8PT0RNu2bV9Z1BYWFsLMzKzC93Vzc8PTzvnkfgAAIABJREFUp0+Rm5ur07yVFRcXh7p168LS0lLQHERUteRyObKyspCSkiJ0FCK9kclkAMB9aomIiIg0wKKWiIjob7Zs2YKRI0fio48+wn//+99KTW4RGYu+ffsiIiICv/32GwYOHCh4yUXVR1FREZ49e6bzonbXrl0YMmQIAMDe3r7cojYrKwsFBQWVLmrVarXgyx/Hx8eX/CKbiGoOuVwOgAUWGTc3NzeYm5tzn1oiIiIiDbCoJSIiekFoaChGjx6N6dOnY82aNTAx4Y9Kqrm6dOmCAwcO4NSpUxgyZAjy8/OFjkTVgFKphFqt1mlRe+XKFTx8+BCDBg0CgJdO1ALQaKIWgODLH8fHx5cUNkRUc9SrVw+mpqaIi4sTOgqR3piamsLd3Z1vSCAiIiLSAH/7TERE9P+2bduGsWPH4osvvsB//vMfoeMQVQsdO3bEoUOHcPLkSQQGBqKoqEjoSCQwhUIBAJBIJDq7565duyCTydCmTRsAry9qK7PSgYuLC0xNTQUvauPi4jhRS1QDmZubo27duixqyejJZDJO1BIRERFpgEUtERERgH379mH06NH4+OOP8e233wodh6haadeuHSIiInDgwAG8//77UKlUQkciARUXtbqcqN29ezcGDx4MkUgE4HlRm5ubW2qKu7ioLSoqqtRErZmZGaRSqaBFrVqtRkJCAotaohpKLpdz0pCMHotaIiIiIs2wqCUiohrvyJEjGDp0KAIDA7FixQqh4xBVS76+vtizZw927NiBTz75ROg4JCBdF7UxMTG4e/duybLHwPOiFkCpqVp7e3tYW1tDpVJVqqgFni9/LGRRm5qaiuzsbHh4eAiWgYiEI5PJWNSS0fPw8OD/zomIiIg0wKKWiIhqtHPnzuGdd97B4MGDsX79+pJpLiIqy8/PD9u2bUNISAimTJkidBwSiEKhgKmpKezt7XVyv507d8Ld3R3t2rUrOVZeUQsATk5OUKvVBlfUJicnAwDq1KkjWAYiEk6dOnWQkpIidAwivfLw8EBCQgLUarXQUYiIiIgMCotaIiKqsWJjY9GnTx/06tULGzZsgIkJfywSvY6/vz/++9//YuXKlViyZInQcUgACoUCYrFYZ98zd+3aVWrZY+DVRS2ASu1RCwhf1KampgL4X34iqlkcHR2RlpYmdAwivZLJZMjJyeGbEoiIiIgqib+RJiKiGikpKQn9+vWDl5cXtmzZUunpLKKabOTIkVi8eDE+//xzbN26Veg4VMUUCoXOlj2OjY3F7du3MXjw4FLHX1bUOjo6AkClv2e7uroKWtSmpaVBJBKhdu3agmUgIuE4OjqWvGGDyFgVL+/P5Y+JiIiIKodFLRER1TjZ2dl45513YGZmhl27dsHS0lLoSEQGZ+rUqZg4cSI++OADnD17Vug4VIWUSqXOitqdO3fCxcUFHTp0KHVc10Wt0BO1aWlpcHBwgLm5uWAZiEg4Tk5OyMzMRF5entBRiPTG3d0dpqamSEhIEDoKERERkUFhUUtERDWKSqXCiBEj8PDhQ0REREAqlQodichgLV++HL169cKAAQNw//59oeNQFdHlRO2uXbswZMiQMssoW1tbw8LCokxRWzyRqklRm5GRgczMTO0CaygtLa1GL3t8+fJliEQizJ0795XHhMghlOqQJTIyEiKRCCtWrNDbMzIzMzFp0iTIZDKYmZlBJBKV/D3cvXs33nrrLdjZ2UEkEpX6GDdunN4yCaH4TSZc/piMmbm5OerWrcuJWiIiIqJKYlFLREQ1yqeffoqDBw9i7969aNiwodBxiAyaqakpfvnlF3h6eqJPnz7ck6yG0FVRe+/ePcTGxpZZ9riYvb19maK2+Lma7FELQLCp2rS0tJKihl7uzJkzEIlEmDdvntBRSEe++uorrFq1CgkJCSgqKio5fvv2bQwdOhTR0dHIysoSMGHVKH6jBotaMnYeHh6cqCUiIiKqJBa1RERUY6xZswarV6/G5s2b4ePjI3QcIqNgY2OD8PBwFBQUYOjQoSgsLBQ6EumZrorasLAwuLi4wNfXt9zXHRwcXlrUVnaitm7dugCEK2ozMjJKlnOm59q0aQO1Wl2lE6VCPLOmi4yMhFgsxq1bt1BUVAS1Wg07OzscOXIEhYWFmDdvHnJzc6FWq6FWqxEXFyd0ZL0Qi8UAyi7nTmRsZDIZi1oiIiKiSmJRS0RENcL58+cxZcoUzJ07F4MGDRI6DpFRcXV1xb59+3DhwgXMmjVL6DikZ7oqavfs2QN/f/+XTsc6ODjg2bNnpY5JJBIAz5exrwypVApzc3PBitq8vDxYWVkJ8mwiISUlJaFx48Zo2rRpqSXOk5KSAAD//Oc/YWlpKVS8KmNhYQEAyM/PFzgJkX55eHhw6WMiIiKiSmJRS0RERu/JkycYPHgwevbsiS+//FLoOERGydvbGyEhIVi6dCl27NghdBzSI10UtYmJibh69Sr8/f1fek55E7XFRW1l95o1MTGBi4uLYEVtfn5+SVFTnRUVFWHVqlVo3bo1atWqBYlEgjZt2mDZsmXIzs4uOe/FvU2PHj0KHx8f2NjYwNnZGWPGjKnQMuh/36N13rx56NSpEwBgzpw5pfYr1VXu8vaFffHPcvz4cfj4+MDW1hb16tXDwoULS85btWoVGjduDCsrKzRp0gRhYWGlMujiawIAarUaoaGh8PHxgb29PaytreHt7Y3Vq1dDrVZX6B4V/Xq86Pz58+jSpQtsbW3h6OiId999F0+fPi11zvr16yESibBz584y1xe/Fh4eDuD5VhMikQgKhQIXL14sswftggULAABvvfVWhf571sXXRUjFZXReXp7ASYj0i0UtERERUeVVbs0wIiIiA1NYWIiAgADY2Nhg06ZNpaY5iEi3Ro4cibNnz+LDDz9E8+bN0bx5c6EjkR4oFIqSwlRT4eHhcHBwQNeuXV96zquK2vT09Eo/083NTdCJWkMoamfNmoXFixeXOnblyhVcuXIFFhYWmDhxYqnXzp49i2nTppXsPZqTk4P169fjzJkzuHTpEuzs7Kpl7vKcP38e06dPL1m+PTs7G7NmzYKlpSUeP36M7777ruTcu3fvYtiwYWjYsCFatWpV6j7afE3UajVGjRqFLVu2lDp+/fp1TJw4ETExMQgJCXntn6WyX49Lly5h5syZJSVidnY2Nm7ciPj4eJw8efK1z9M3XX1dhFT8959FLRk7mUyGzMxM7s1OREREVAn8bTURERm1zz77DFeuXMHu3bu1LhaI6PVWrFiBN998EwMHDtSoTKPqTaVSISMjQ+uJ2vDwcPTt2/eV5WV5RW3xPq+a7PMoZFFrKBO14eHhsLW1xa5du6BUKpGVlYVr165h2rRp5RaMYWFhGDVqFO7fv4/MzEycOnUKLVu2xJ07d7Bo0aJKPXv27Nk4ffo0AODbb78t2bO0ItOSlc1dnu3bt2PixImIj49HZmYmdu7cCXNzc3z99df44YcfsH79eiQnJyMtLQ2fffYZVCoVli9frtOvyebNm7Flyxa0bNkSBw4cQFpaGv6PvTsPj/Fc/wD+neyLLLIhyCQRFSFi32JfkyKUoLRohdLSHqXLT6sVS2mrKqq6EMuhHLEUVcQWWwip2lLEGmJfYpLIJslkfn/kTI7IPtszk/l+rutc5+rMm/f55k28w9xz309GRgYOHz6MgIAALF++HHFxcRq/HuvXr8fbb7+Nq1evIisrC7GxsfDw8MCRI0dw7ty5Sl2/l0VEREChUMDBwQHt2rUr9vNUKBT49NNPAQBnzpyp8OesqesikoWFBSQSCQu1VO1JpVIA4D61RERERFXAQi0REVVbGzZswJIlSxAZGYmmTZuKjkNkFMzNzbFhwwakp6cjLCxMdBzSsLS0NBQUFKhVqH369CmOHj2KgQMHlntcaYVaa2trACzUaku9evXg7u6OkJAQODg4wMbGBgEBAViwYAHeeuutEse3bdsWK1euhI+PD2xtbdG5c2ds27YN5ubmpY7H1ZfcpQkKCsKiRYsglUpha2uLIUOGICQkBGlpaQgPD0dYWBhcXV3h5OSEb775Bg4ODrh48WKJ86hzTVatWgVTU1Ps2bMHwcHBcHJygq2tLbp06YL169cDALZv367x69GnTx/8/PPP8PHxgbW1NQIDA/HJJ58AgMqFWk3S1HURzcLCgnvUUrUnlUphYmLC8cdEREREVcBCLRERVUu3bt3Cu+++i0mTJuH1118XHYfIqLi7u2P9+vXYunUrIiMjRcchDZLJZACgVqF2x44dMDU1RVBQULnHlVaoVY6lTU1NrfK6derUYaG2AosWLUJBQQF8fHwwYcIE/PTTTzhz5kyZx/fp06fE3qLe3t545ZVXcP36dY3levLkSYk9Tl1cXFTOXZquXbuWeEzZGdalS5dij5uamqJu3bp4+PBhia9R55pcuHABcrkc9evXh5mZGUxNTWFiYgITE5OiUfLJyckavx7dunUr8Zi3tzcA4NmzZ+Vm1oXKXhd9Z2lpyY5aqvYsLCxQu3ZtdtQSERERVQELtUREVO0UFBTgrbfegru7e7E95YhId7p3746PP/4YU6ZMweXLl0XHIQ3RRKF227Zt6NWrV9EY47LY2dmVKNQq9/1UpVBbt25d3Lt3r1KjdDXNxMQEBQUFOl+3qgICApCYmIg1a9bAy8sLR48eRVBQEJo0aYKEhATR8cqkidxWVlYlHlMWXMt6TtM/U+X55HI55HI5CgoKSowFrkxHZlWvh7JT/UXK7/3FtU1MTIrlfFF2dnaFuVSlqesimlwuh6mpqegYRFrn6enJQi0RERFRFZiJDkBERKRp8+fPR1xcHE6ePFnqm49EpBtz587FoUOH8MYbb+D48eMG0VFI5VO3UJudnY19+/aVurfny8rrqFXmqIr69esjOzsbT548gaura5W/Xh2GNPLUzMwMXbp0KeoizcrKQqNGjRAWFob4+Phix+7duxezZ88u1kF648YNXLlyBQ0aNKjy2spCoPLnrOTi4lJhgb0qubVJnWvi6+uL06dP4969e3BwcCj3WBHXw83NDQCQlJRU4rmYmBiVzlkZVbku+uz58+d8HSSjIJVKOfqYiIiIqArYUUtERNXK33//jdmzZ2P+/PkICAgQHYfIqJmZmeG3337DlStXEB4eLjoOaUBqaipMTEwq7IYty549e5CdnY0BAwZUeGx5hdqnT59WeW3lGFsRXT6WlpYGUajt2LEjfvnlF1y8eBHZ2dlIS0tDdHQ0UlJScOPGjRLHx8fHIywsDNeuXUNmZiZiY2Px2muvIS8vD6GhoVVe38nJCQBw9OhRpKSkaC23NqlzTcLCwpCVlYVevXrhzz//xOPHj5Gbm4tbt25h586dGDJkCA4cOFBhBm1dDz8/PwBAREQEDh06hOzsbNy8eRPTpk3Dtm3bVD5vRTR1XUQqKChAfn4+LC0tRUch0jp21BIRERFVDTtqiYio2sjMzMTIkSPRrVs3TJkyRXQcIgLg4+ODhQsXYuLEiejbt2+p+0CS4ZDJZLC3t1d5fOe2bdvQsWNH1K5du8Jj7e3tkZmZWWxcqDqF2vr168PExATJyclo3bp1lb9eHRYWFgaxN+Xp06cRFxdX6nPjx48v8VhoaCjWrFmDVatWFXvc19cXn376aZXXb9iwIerWrYuYmJhie65W1D1a1dzapM41GTNmDA4fPozVq1eX+WGGynw/2roe3t7eGDx4MH7//Xd079696HEzMzOMGjUKa9euVfnc5dHUdRFJ+UENFmrJGLCjloiIiKhq2FFLRETVxmeffYaUlBSsWrWq2MhBIhJr/PjxCAkJwdtvv43MzEzRcUgNMplM5bHHcrkcO3fuxMCBAyt1vL29PRQKBZ49e1bsHACq1G2pZGlpiVq1arGjthwnT57EpEmT4OfnB2tra7i4uCAwMBCRkZGljqsODAzE7t270bZt26Ljw8LCcOTIEdSoUaPK65uammLz5s3o1KkTbG1ttZZbm9S5JhKJBKtWrUJUVBR69eqFmjVrwsLCAt7e3hg0aBC2bt2KXr16VZhBm9djxYoVGDt2LJydnWFlZYUOHTpg//79RSOWtUFT10Uk5Qc1WKglYyCVSpGamoq0tDTRUYiIiIgMgkRR0ceTiYiIDMDJkycRGBiIVatWYdSoUaLjENFLHjx4AD8/P4wdOxbfffed6DikounTp2Pv3r34+++/q/y1MTEx6NmzJy5fvoxXXnmlwuNPnjyJ9u3b4+bNm0Vji/fs2YOgoCA4ODggNTW1yhnat2+PDh066Lx4FxYWhvv372PXrl06XVdboqOjERwcjEWLFnGCxX/xmlB5Hj9+DDc3Nxw6dIiTJajaS0xMROPGjXHu3Dk0a9ZMdBwiIiIivceOWiIiMni5ubkICwtD165d8eabb4qOQ0SlqF27Nr799lssWrSozJGcpP/U6aj9448/0KRJk0oVaQHAwcEBAIrtU6scfZyenq5Sh6pUKhXSUWttbY3s7Gydr0tE+kH559/KykpwEiLtk0qlkEgkHH9MREREVEks1BIRkcGbN28ekpKSsHz5co48JtJjYWFh6NGjByZMmIC8vDzRcUgF6hRqqzL2GCgcfQyUXqhVKBQqjT/28PBAcnJylb9OXU5OTirlJaLqQfnn/8W9l4mqK2tra7i6ugr5YBQRERGRIWKhloiIDFpiYiK+/vprzJ07F97e3qLjEFE5JBIJli1bhhs3bmDBggWi45AKZDIZHB0dq/x1Fy5cwLVr19C/f/9Kf01phVrlHrVA4SjRqhLVUevs7MxCLZERe/LkCYDCewGRMfD09GShloiIiKiSzEQHICIiUpVCocDYsWMREBCADz74QHQcIqoELy8vfPHFFwgPD0doaGilx+CSfpDJZGjevHmVv+7PP/+Eq6sr2rZtW+mvsbW1hampaakdtYBqhVoPDw88efIEmZmZsLW1rfLXq8rZ2bmoUFMdBAUFQaFQiI6hV3hNqDwpKSkwMzMrGulOVN1JpVKOPiYiIiKqJHbUEhGRwVq7di3i4+Px66+/wtTUVHQcIqqkadOmoWHDhpg6daroKFRFqo4+3rFjB/r161ele7VEIoGdnV2JQq2ZmRnMzMzw6NGjKueQSqUAgNu3b1f5a9Xh4uKC3NxcPHv2TKfrEpF+ePLkCZycnLhFBxkNT09PFmqJiIiIKomFWiIiMkgZGRmYPn06xo8fr1J3FxGJY2ZmhsWLF2Pnzp3YvXu36DhUBaoUalNSUnDixAkMGDCgyuvZ29uXWqh1dnZWuaMWgM7HMSrHnXL8MZFxSklJ4dhjMiqithogIiIiMkQs1BIRkUGaP38+srKyMHv2bNFRiEgF3bt3x2uvvYapU6ciLy9PdByqBIVCgbS0tCoXanfu3AlTU1P07t27ymva29sX60KVy+UwNTWFq6urSoXamjVrwt7eHsnJyVX+WnUoCzTVafwxEVVeSkoKnJycRMcg0hmpVIonT55wkgQRERFRJbBQS0REBuf27duIiIjAzJkz4erqKjoOEanou+++w82bN/Hzzz+LjkKVkJ6eDrlcXuVC7Y4dO9CtWzfY2dlVec2yOmrd3NxUKtQChV21ui7U1qlTBxKJBHfv3tXpukSkH+7cuQN3d3fRMYh0xtPTEwB0/npLREREZIhYqCUiIoMzdepUuLu747333hMdhYjU4O3tjSlTpiA8PJydhgYgNTUVAKpUqM3Ly8O+fftUGnsMlF2oVbWjFhAzjtHa2hpubm7cr4/ISN28eRNeXl6iYxDpjHJPeI4/JiIiIqoYC7VERGRQYmNjsXnzZkRERMDCwkJ0HCJS02effQYrKyvMmjVLdBSqgEwmA1C1Qu3hw4eRlpaGfv36qbSmNgq1IjpqgcLuIhZqiYxTUlISC7VkVOzs7ODs7MzXPSIiIqJKYKGWiIgMyueff44ePXqo/KY/EekXOzs7hIeHY9myZey60HOqFGp37NgBf39/lQsULxdq1d2jFigs1Ir4XfPy8kJSUpLO1yUisdLS0pCamlo0CpbIWIiYYEFERERkiFioJSIig7Fv3z4cOXIE4eHhoqMQkQa9/fbbqFevHr766ivRUagcMpkMEokEDg4Olf6aXbt2oX///iqvqa3Rx3fv3oVcLlc5lyrYUUtknG7cuAEA7Kglo+Pp6clCLREREVElsFBLREQG48svv0RwcDA6d+4sOgoRaZC5uTlmzJiB1atX4/r166LjUBlkMhns7OxgZmZWqeMvXbqEa9euqVWotbOzK7VQ6+bmhqdPnyIvL6/K55RKpcjLy8P9+/dVzqUKT09PdtQSGaGkpCRIJJKiPTuJjIVUKuUHlIiIiIgqgYVaIiIyCDt37sSJEyfYTUtUTY0ePRre3t6YPXu26ChUBplMVqWxx7t370bNmjXRrl07ldcsq6PWzc0NCoUCT548qfI5PTw8AEDnXT7e3t5IT09XuROYiAzT9evX4e7uDisrK9FRiHSKo4+JiIiIKoeFWiIi0nsKhQKzZs3CwIED0bZtW9FxiEgLTE1N8cUXX2DdunW4dOmS6DhUCplMBkdHx0ofv2fPHvTp0wempqYqr1neHrUAVCp61qlTB+bm5khOTlY5lyqaNm0KAEhISNDpukQkVkJCAvz9/UXHINI5T09PPHz4ENnZ2aKjEBEREem1ys0tI9JDBQUFSEpKwvXr13Hz5k3cunULDx48QEpKClJSUpCdnY3c3FxkZmYCAGxtbWFhYQFra2s4OzvD2dkZderUgYeHBzw9PdGgQQN4e3tDIpEI/s6I6GXbt2/HqVOncObMGdFRiEiLRowYgXnz5mHOnDlYv3696Dj0kqp01GZnZ+Po0aNYunSpWmva29vj2bNnUCgUkEgkkMvlRR21APDo0aMqn9PU1BT169fX+TjGOnXqwM3NDefPn0ePHj10ujYRiXP+/Hn06dNHdAwinZNKpVAoFEhOTkajRo1ExyEiIiLSWyzUksG4ceMGjh8/jri4OJw+fRr//PMPMjIyABS+iSeVSuHu7g4XFxdIpVJYW1vDwsICtra2AIDMzEzk5uYiKysLKSkpuHv3Lv766y/cvHkTz549A1C4D1rTpk3RokULdOzYEYGBgfD09BT1LRPRf3377bcICQlBQECA6ChEpEUmJib4/PPPMWbMGMybN4+vwXqmKoXamJgY5OTkoG/fvmqtaW9vj4KCAmRkZMDOzq5o9HHNmjVhbm6uUqEWKBxDLGI/ZH9/f3bUEhmR/Px8JCYmYtq0aaKjEOmc8u9xt27dYqGWiIiIqBws1JLeSk9Px759+xAdHY3o6GjcuXMHlpaWaNWqFVq3bo2xY8eiWbNmaNiwIZycnNRaKyUlBVevXsX58+dx/vx5nD59GpGRkcjNzUX9+vURFBSE4OBg9OrVC3Z2dhr6DomoMpQf0IiNjRUdhYh0YNiwYfjss88QERGBiIgI0XHoBTKZDHXr1q3UsXv27EFAQADc3d3VWtPe3h5A4d8LXyzUSiQSuLi4qFyo9fHxETJiu1mzZjh69KjO1yUiMS5fvoznz5+jWbNmoqMQ6ZyjoyMcHBx0PsGCiIiIyNCwUEt6RS6XY+/evVi7di22bduG3NxctG3bFhMmTED37t3RqlUrWFlZaXxd5Sjk9u3bFz2Wk5ODv/76CzExMdi9ezdWrlwJc3NzBAcHY9iwYQgJCYGNjY3GsxBRcQsXLkSbNm0QGBgoOgoR6YCZmRk++OADfPnll/jiiy/g7OwsOhL9V2pqatE+qxWJjo7GkCFD1F7zxUJt3bp1kZ+fX7TnrZubm0p71AJAgwYNsGPHDrXzVZW/vz9++eWXor12iah6S0hIgJmZGXx9fUVHIRJCKpXi1q1bomMQERER6TUT0QGIAODcuXOYNm0a6tWrh379+uH27duIiIjAw4cPcfz4ccyYMQOBgYFaKdKWxcrKCp07d8bMmTNx4sQJPHjwAEuXLkVWVhZGjRoFd3d3vPfeezh79qzOMhEZm6SkJGzfvh2ffPKJ6ChEpEPjx4+Hubk5li9fLjoKvaCyo4+TkpJw9epVtcceA8ULtQCK9qgF1CvU+vj44N69e8jMzFQ7Y1U0a9YM2dnZuHr1qk7XJSIxEhIS0KhRI1haWoqOQiSEp6cnC7VEREREFWChloTav38/unfvjubNm2P79u2YOHEirl69iqNHj+Kdd97Rqy4aFxcXjB07FtHR0bh37x6+/PJLHDx4EC1atEDPnj1x8OBB0RGJqp2FCxfCw8MDgwYNEh2FiHTIzs4O77zzDiIiIpCTkyM6Dv1XZQu1u3btgp2dHTp27Kj2mi8XapWjj4HCQq06o48VCgVu3LihdsaqaNasGWxsbHDixAmdrktEYhw/fhxt27YVHYNIGKlUytHHRERERBVgoZZ0TqFQ4I8//kD79u3Ru3dvmJubIyYmBlevXsXMmTPRoEED0REr5OrqiqlTp+LSpUs4cOAAJBIJevTogY4dO2Lnzp1QKBSiIxIZvKdPn2L16tWYMmVK0ZvyRGQ83n//fTx9+hQbNmwQHYX+KzU1tVKF2ujoaPTs2RMWFhZqr2lnZweJRFJqodbV1VXlQm2DBg1gYmKCa9euqZ2xKszNzdGqVSscO3ZMp+sSke7l5+fj1KlT3L6DjBoLtUREREQVY6GWdOqPP/5A8+bNMWjQINSuXRsnT57E3r170b17d0gkEtHxVNKjRw/s378fcXFxcHFxwYABA9CyZUvs3LlTdDQig7ZmzRqYmppi7NixoqMQkQD16tXD0KFD8fPPP4uOQgAyMjKQl5dXYaE2NzcXhw4dQlBQkEbWNTU1ha2tbbFCrXJvV3UKtdbW1nB3d9d5oRYAAgMDWaglMgJnzpxBRkYGC7Vk1Dw9PXH//n08f/5cdBQiIiIivcVCLelEUlISBgwYgEGDBsHX1xfnzp3Dtm3bqtUYqPbt2+OPP/7AmTNn4ONKpS9eAAAgAElEQVTjg/79+2PQoEHcj4VIRZGRkRg5ciRq1KghOgoRCTJ+/HjEx8dzP3g9IJPJAKDCQu2RI0eQkZGBPn36aGxte3t7je9RCxSOP75+/bpGMlZFYGAgEhMTkZKSovO1iUh3YmNj4eLigkaNGomOQiSMVCpFQUEB7ty5IzoKERERkd5ioZa0Ki8vD4sXL0azZs1w5coV7NmzB1FRUfD39xcdTWsCAgKwadMmHDp0CNeuXUPjxo0RHh7OT5ASVcGxY8dw4cIFjB8/XnQUIhKoa9euaNiwIVauXCk6itGrbKF2z549aNy4Mby8vDS29ouF2pf3qE1PT0d2drZK5/Xx8RHWUSuRSBAXF6fztYlId44dO4aOHTsa7OQoIk3w9PQEAI4/JiIiIioHC7WkNYcPH0bTpk3x+eef44svvsA///yD3r17i46lM127dsXp06fxxRdfYMGCBWjevDliY2NFxyIyCMuXL0dAQABatmwpOgoRCSSRSBAWFoa1a9ciKytLdByjpizUOjo6lntcdHS0xsYeK9nb2+PZs2cASu5RC0DlrtoGDRoIKdTWrFkTvr6+HH9MVM3FxcWhY8eOomMQCeXi4gI7OztOGiMiIiIqBwu1pHFyuRyzZs1Cz5490bhxY1y6dAmffPIJzM3NRUfTOQsLC0yfPh0XL16Ej48Punfvjq+++goFBQWioxHprbS0NGzatAkTJ04UHYWI9MBbb72FzMxM/P7776KjGLXKFGrv3LmDCxcuoG/fvhpd++WOWuUetW5ubgBUL9T6+Pjg9u3byMnJ0UzQKujatSv279+v83WJSDcuXLiAe/fuoVu3bqKjEAnn4eHBQi0RERFROVioJY16/Pgx+vXrh/nz52PhwoXYtm0b6tevLzqWcFKpFDt27MDSpUsxe/Zs9OrVC/fv3xcdi0gv/fbbbwCA119/XXASItIHtWrVwoABAxAZGSk6ilGTyWSwtbWFhYVFmcfs3r0bVlZW6NKli0bXLm/0MQA8evRIpfP6+PigoKAASUlJmglaBUFBQTh9+rTK2YlIv+3evRtOTk5o3bq16ChEwkmlUo4+JiIiIioHC7WkMQcPHkRAQAAuX76Mw4cP41//+pfoSHrnnXfewfHjx5GcnIzmzZtj7969oiMR6Z3Vq1dj2LBhFY7XJCLjMW7cOBw5cgQ3btwQHcVoyWSySu1P261bN1hbW2t07RcLtXK5vKhQa2dnB2tra7UKtRKJRMj44549e8Lc3Jx/FySqppRj4JUTAIiMmaenJztqiYiIiMrBQi1pxA8//IBevXqhS5cuOHfuHNq1ayc6kt5q1aoVTp06hU6dOuHVV1/FTz/9JDoSkd64ceMG/v77b7zxxhuioxCRHunduzdcXV2xceNG0VGMVkWF2vz8fBw4cEDj+9MCZXfUAoX71KpaqK1RowZq1aolpFBra2uLTp06Yffu3Tpfm4i0KzMzE7GxsVq5HxIZInbUEhEREZWPhVpSi0KhwIwZMzBlyhTMnz8fGzZsgL29vehYes/R0RFbtmxBeHg4Jk+ejPDwcNGRiPTChg0b4OzszP28iKgYMzMzvPbaa4iKihIdxWilpqaWW6iNi4tDamqqTgq1L3aoubm5qbxHLVDYVXv9+nW1M6oiKCgIe/fuhVwuF7I+EWnHgQMHkJeXhz59+oiOQqQXpFIp7t69i/z8fNFRiIiIiPQSC7WkMrlcjnfffRdff/01li1bhk8++UR0JIMzY8YMrFq1Cl999RXGjh3Lf7iQ0du4cSNCQ0OLdUsREQHAsGHDcPbsWSQmJoqOYpQq6qiNjo6Gl5cXXnnlFY2vbWdnV2ZHrSYKtSI6agEgODgYT548walTp4SsT0TaER0djRYtWqBWrVqioxDpBU9PT+Tn5+Pu3buioxARERHpJRZqSSXPnz/HiBEjsHr1amzcuBHjxo0THclgjRkzBlu2bMGGDRsQGhqK7Oxs0ZGIhLhy5QrOnTuHYcOGiY5CRHqoW7duqFOnDjZv3iw6ilGqTKE2ODhYK2uXtUctoN7oYwBo0KCBsEJtkyZN4OXlha1btwpZn4g0r6CgANu3b0f//v1FRyHSG1KpFAA4/piIiIioDCzUUpXl5eVh0KBB2L9/P/bv34/BgweLjmTwQkJCEB0djcOHD2Po0KHIy8sTHYlI56KiolC7dm106dJFdBQi0kMmJiYYPHgwxx8LUl6h9vHjxzh79qzW9mO0t7dHWloagNI7atUp1Pr4+ODmzZvIzc1VO6cqhg4dio0bN0KhUAhZn4g06+jRo7h37x4/eEj0glq1asHa2hq3bt0SHYWIiIhIL7FQS1WiUCjw9ttvIzY2Fnv27EGnTp1ER6o2unTpgujoaBw6dAjjxo3jG3ZkdDZt2oQhQ4YU23uQiOhFw4YNwz///IOLFy+KjmJ0yivU7tu3D6ampujevbtW1ra3t0d+fj6ys7NL7FGrbketj48P5HK5sDePhw0bhqSkJI4/JqomNm7cCH9/f/j5+YmOQqQ3JBIJPDw82FFLREREVAYWaqlKPvroI2zcuBGbN29GmzZtRMepdtq1a4ft27cjKioKn376qeg4RDpz69YtJCQkYNCgQaKjEJEe69SpE1xdXbFz507RUYxOeYXaAwcOoF27dqhRo4ZW1ra3twcApKenIzc3FxYWFkXPaWKPWgC4evWqeiFV1KpVKzRs2BAbN24Usj4RaU5BQQG2bt3KblqiUkilUnbUEhEREZWBhVqqtPnz5yMiIgJr165F3759Rceptnr27IlVq1Zh4cKFWLhwoeg4RDqxe/du2NraonPnzqKjEJEeMzExQZ8+fRAdHS06itFJTU2Fo6Njqc/FxMSgZ8+eWlvbwcEBQGGhNi8vD+bm5kXPubm5ITs7G8+ePVPp3I6OjqhduzYSExM1klUVQ4cORVRUFKepEBm4gwcP4v79+wgNDRUdhUjveHp6sqOWiIiIqAws1FKlrFu3Dp9//jl++OEHDB8+XHScam/EiBFYuHAhPv74Y3ZYkFGIjo5Gz549YWlpKToKEem5oKAgxMbGqlyYo6rLysrC8+fPS+2ovX79Om7evIkePXpobX1lR21aWlqJjlpXV1cAUGv8sZ+fn9Bx2sOGDcPt27dx4sQJYRmISH2bNm1C8+bN4evrKzoKkd5hRy0RERFR2ViopQpdunQJEyZMwNSpUzFp0iTRcYzGlClTMHnyZIwbNw5XrlwRHYdIa3JzcxETE4OgoCDRUYjIAAQFBSE/Px8xMTGioxgNmUwGAKUWag8cOAAbGxu0a9dOa+u/OPq4tI5aAGqNPxZdqA0ICICfnx/+/e9/C8tAROrJzs7Gxo0bMXLkSNFRiPSSp6cnbt++jYKCAtFRiIiIiPQOC7VUrpycHIwYMQJNmjTBvHnzRMcxOgsXLkTTpk0RGhqK7Oxs0XGItELZGceR6kRUGS4uLmjVqhXHH+tQeYXamJgYdO7cWasTEV7eo7a0Qq26HbUXLlwQOnp43LhxWL9+PTIyMoRlICLVbd68Gc+ePcObb74pOgqRXpJKpcjNzcX9+/dFRyEiIiLSOyzUUrkmTZqE5ORkREVFFRszR7phbm6ODRs24O7du5g2bZroOERaER0dDV9fX3h7e4uOQkQGIjg4GDt37hQdw2iUVahVKBQ4dOiQVsceA4V/H7KyssKzZ8+Ql5dX7O+kVlZWsLOzU7tQm56ejnv37mkirkpGjx6NvLw8bNq0SVgGIlJdZGQkBg4ciDp16oiOQqSXpFIpAHD8MREREVEpWKilMkVFRWHVqlVYuXIlPD09RccxWh4eHli9ejV++eUXrFu3TnQcIo3bt28fu2mJqEqCgoJw+/ZtXL58WXQUo6As1Do6OhZ7PCEhAQ8fPkTPnj21nsHW1hZZWVklRh8DhV216hRqmzRpAgBCxx87Oztj0KBBWL58ubAMRKSaK1eu4OjRoxg3bpzoKER6q06dOjA3N2ehloiIiKgULNRSqe7cuYPx48djypQpGDRokOg4Rm/AgAGYNGkSJk2axFFBVK2kp6cjISEB3bp1Ex2FiAxImzZtUKNGDcTGxoqOYhRkMhmsra1hZWVV7PGYmBg4OjqiefPmWs9gY2ODzMxM5Obmlpjy4ubmptYetS4uLnB1dcWFCxfUjamW8ePHIy4uDufOnROag4iqZvny5ahXrx569+4tOgqR3jI1NUXdunWRnJwsOgoRERGR3mGhlkr14Ycfws3NjfvS6pFvv/0WTk5O+Oijj0RHIdKYuLg4yOVytG/fXnQUIjIgZmZmaN26NY4dOyY6ilFITU0tdX/aAwcOoHv37jA1NdV6Bhsbm3I7atUp1AKFXbWXLl1S6xzq6t69O3x8fLBy5UqhOYio8nJzc7FmzRqEhYXp5F5IZMikUik7aomIiIhKwUItlbBv3z5s3rwZixcvLtE5QeJYW1tj6dKlWL9+PWJiYkTHIdKIY8eOwcfHB7Vr1xYdhYgMTGBgIAu1OiKTyUoUavPz83HkyBGdjD0G/leozc/PL1GodXV1VWv0MVC4T63I0ccAIJFIMHHiRKxevRppaWlCsxBR5axfvx4ymYxjj4kqgYVaIiIiotKxUEvF5Obm4v3330doaCj69esnOg69JDg4GCEhIXj33Xfx/Plz0XGI1Hbs2DEEBgaKjkFEBigwMBBXr15Vu0BHFSutUHvq1Cmkp6ejR48eOslga2uLZ8+eAUCpo4/V/T1o3Lix8NHHAPDOO+9AIpFg2bJloqMQUQUUCgUiIiIwcuRI1K1bV3QcIr3HQi0RERFR6ViopWK+/vpr3L59G999953oKFSGJUuW4O7du1i0aJHoKERqyc/PR3x8PAu1RKSSwMBAmJiYIC4uTnSUaq+0Qu2BAwdQp04d+Pr66iSDjY1NUaFWGx21TZo0gUwmw/3799U6j7rs7Owwbtw4LF68GLm5uUKzEFH5du/ejXPnzmHKlCmioxAZBBZqiYiIiErHQi0VefDgAb7++muEh4dDKpWKjkNl8PDwwGeffYa5c+eqvR8bkUjnzp1DRkYGC7VEpBJ7e3v4+flx/LEOlFaojYmJQc+ePSGRSHSSwcbGBpmZmQBK76h9/PgxFAqFyuf38/MDAOHjjwFgypQpePToEaKiokRHIaJyLFy4EH379kXz5s1FRyEyCFKpFBkZGXj69KnoKERERER6hYVaKrJw4UI4ODhg8uTJoqNQBaZOnQp7e3tERESIjkKksr/++gsODg4668YiouqnQ4cOOHnypOgY1d7LhdqcnBzExcXpbOwxUDj6WFmofbmj1s3NDfn5+ZDJZCqfv1atWnBxcdGLQm29evUwdOhQLFiwQK3iMxFpz7lz53Dw4EFMmzZNdBQig+Hh4QEA7KolIiIiegkLtQQAePr0KX799Vd89NFHsLa2Fh2HKmBlZYUPPvgAP/74o1pvShKJdO7cOTRr1gwmJnwpIiLVNGvWDOfPn2cxS8tkMhkcHR2L/vvYsWPIzs5G9+7ddZbBxsYGGRkZAEoffQxA7UkjjRs3xqVLl9Q6h6ZMmzYNCQkJ2Lt3r+goRFSKr7/+Gv7+/ujVq5foKEQGw8PDAxKJhIVaIiIiopfw3XECACxevBgWFhaYMGGC6ChUSe+99x5MTU3x448/io5CpJKEhAQ0a9ZMdAwiMmDNmjVDamoq7ty5IzpKtfZyR21MTAx8fHzg6empsww2NjbIysoCUProYwBq71Pr5+eHCxcuqHUOTWnZsiWCg4MxY8YMfhCBSM9cuHABGzduxIwZM3Q2/p2oOrCysoKbmxuSk5NFRyEiIiLSK2YvP/D06VNcu3ZNRBaD0rZtW9ERNObZs2dYsmQJpk6diho1aoiOQ5Vkb2+P999/HxEREZgyZQrs7OxER9KY+Ph40RH0XsOGDUvsF2hIFAoFEhISMGrUKNFRiMiA+fv7QyKR4Pz586hfv77oOGo5deoUCgoKRMcoVX5+Pp4+fVr0+rx9+3b4+/vr9PU6NTUV6enpAErvqJVIJBop1G7evFmtc2jSnDlz0KZNG+zcuRP9+/cXHYeI/mvmzJnw8/PDkCFDREchMjhSqZQdtUREREQvKVGo3b9/P4YPHy4ii0GpTp9s//XXXyGXy7k3rQH617/+hUWLFiEyMhIffvih6DgaIZfL0a5dO9Ex9N7mzZsN+s2hmzdvIj09Hf7+/qKjEJEBc3R0RL169ZCQkIB+/fqJjqOWTp064fnz56JjlGn27NmYPXt20X9fuHABW7du1WkGFxcXACU7as3MzFCzZk2NFGpTUlLw6NGjoi5dkVq1aoWQkBB8+eWX6NevHzv3iPRAQkICtm7dii1btnD7DiIVsFBLREREVFKJQq1SUlKSLnMYjJ07d1a7guaKFSswZsyYYnuPkWFwcnLCqFGjsGLFimpTqFX6+eefERQUJDqG3ikoKECDBg1Ex1Db+fPnIZFI0LRpU9FRiMjANWvWDAkJCaJjaMTChQsxePBg0TH0ko+PD3JzcwGU7KgFCscfq7tHrZ+fHwDg4sWLelGoBYC5c+ciICAAW7du5e8GkR74/PPP0bx5cwwcOFB0FCKDJJVKcejQIdExiIiIiPRKmYVaXe45ZUhcXV1FR9Co+Ph4JCYmYu3ataKjkIrefPNN/PTTTzh9+jRatmwpOo7GuLq68j5UCrlcLjqCRpw/fx5eXl6wt7cXHYWIDFyzZs2wY8cO0TE0wsXFha99ZZBIJMjLywOgvUKtu7s7nJyccPHiRXTr1k2tc2lK06ZNERoaipkzZ2LQoEHs4CMSKD4+Hn/++Sf+/PNPdrgTqYgdtUREREQl8V/6Rm7t2rVo3LgxWrduLToKqahDhw5o1KgRi+1kUK5cuYLGjRuLjkFE1UDjxo1x5coVvd3flTRH2VH78uhjoPADXuqOPgaAJk2a4Pz582qfR5NmzZqFxMRErF69WnQUIqP28ccfo0OHDnj11VdFRyEyWFKpFI8fP0ZmZqboKERERER6g4VaI5aXl4cNGzZg1KhRoqOQmkaOHIn169cXdZoQ6bukpCR4eXmJjkFE1YCXlxdyc3Nx79490VFIiyQSSVExvqyOWk0Ualu2bInTp0+rfR5N8vX1xcSJEzF9+nSkpaWJjkNklDZu3IijR49i0aJFoqMQGTQPDw8AwO3btwUnISIiItIfLNQasZ07d+Lp06d48803RUchNY0ZMwaPHz/Gvn37REchqpSkpCSO9yQijVDeS27evCk0B2mfQqEAUHpHraYKtS1atEBCQoLeffht9uzZkMvlmD9/vugoREYnJycHn376KUaPHo22bduKjkNk0KRSKQAgOTlZcBIiIiIi/cFCrRGLiopC165dUb9+fdFRSE1SqRSBgYHYsGGD6ChEFXr+/DkePHjAjloi0gh3d3dYWloiKSlJdBTSkdI6al1dXdXeoxYoLNTm5OTg0qVLap9Lk2rWrImZM2di0aJFuHr1qug4REZlwYIFePLkCebNmyc6CpHBc3R0hIODA/epJSIiInoBC7VGSi6XY9++fRgwYIDoKKQh/fv3R3R0NPfoI71369YtFBQUsKOWiDTCxMQEHh4eLNQakbI6alNSUpCfn6/Wuf38/GBtbY0zZ86odR5tePfdd/HKK6/gk08+ER2FyGjcvXsX33zzDaZPnw53d3fRcYiqBQ8PDxZqiYiIiF7AQq2ROnnyJFJSUhAcHCw6CmlIcHAwHj9+rHf7qhG9TDmelB21RKQpXl5eHH1sJCQSCUxNTUs87urqioKCAqSkpKh1fjMzMzRt2lQvC7VmZmb47rvvsG3bNuzZs0d0HCKj8PHHH8PV1RVTp04VHYWo2pBKpSzUEhEREb2AhVojdeDAAXh4eMDX11d0FNIQf39/uLu748CBA6KjEJUrKSkJ9vb2qFmzpugoRFRNeHp6slBbzUkkEgCljz0GCjtqAWhk/HHLli319oNvffv2RWhoKCZMmICMjAzRcYiqtd27d+M///kPFi9eDCsrK9FxiKoNFmqJiIiIimOh1kgdO3YMnTt3Fh2DNEgikSAwMBCxsbGioxCV6969e9wbm4g0qn79+rhz547oGKQDZmZmpT6uLNQ+evRI7TVatGiBM2fO6O12EkuWLEF6ejpmzpwpOgpRtZWZmYlJkyZhxIgRCAkJER2HqFphoZaIiIioOBZqjVBBQQFOnDiBjh07io5CGhYYGIhjx47p7RuLRADw5MkTuLq6io5BRNWIi4uL2iNvyTCU1VHr5OQEMzMzjRRqW7ZsiYyMDFy7dk3tc2lD7dq1sWDBAkRERCAuLk50HKJqafr06UhLS8OiRYtERyGqdqRSKe7evav2vvJERERE1QULtUbo6tWrSEtLQ7t27URHIQ1r3749ZDIZbty4IToKUZmePHkCZ2dn0TGIqBpxcXGBTCbjG35GoLT9aQHAxMQEzs7OGinU+vv7w9zcXC/3qVUaO3YsevTogQkTJiAvL090HKJqJT4+Hj/99BO+//571KpVS3QcomrHw8MDcrkcd+/eFR2FiIiISC+wUGuEzp49CzMzMzRp0kR0FNIwf39/mJiYICEhQXQUojKlpKTAxcVFdAwiqkacnZ2hUCggk8lERyEtK6tQCxSOP9bEHrVWVlbw9fXV60KtRCLBzz//jGvXruHrr78WHYeo2sjJySn6IMTo0aNFxyGqlqRSKQAgOTlZcBIiIiIi/cBCrRE6f/48XnnlFVhZWYmOQhpmY2MDb29vnD9/XnQUojKxo5aINE354Q+OP66+JBIJgLL3qAU0V6gFCscfnz59WiPn0hYfHx989dVXmDNnDv766y/RcYiqhf/7v//D7du3sWzZsqL7DhFpVu3atWFlZcV9aomIiIj+S28LtbGxsejduzccHBxgZ2eHrl27Yu/evaJjVQuJiYnw8/MTHUNrTp06BYlEgvDwcNFRhPDz80NiYqLoGAaP9yDtSUlJYaG2GtGne64+ZImOjoZEIkFERITW1sjIyMAHH3wAT09PmJmZQSKRICMjAwDw+++/o2XLlqhRowYkEkmx/02cOFFrmURT3lNYqFWPIbz2lddR6+rqqpHRxwDQokULvS/UAsCUKVPQu3dvjBgxAs+ePRMdh8ig7d27Fz/88AOWLl0KT09P0XGIqi2JRIJ69eqxUEtERET0X3pZqN2zZw+6deuG/fv3Iz09HRkZGThy5AiCgoKwadMm0fEM3s2bN+Ht7S06hlpiY2MhkUgwd+5crRxvyLy8vJCUlCQ6hkHjPUi7OPqYSD0zZ87EkiVLcOvWLcjl8qLHL126hOHDh+PMmTPIzMwUmFD3lPeUJ0+eCE5iuAzlta+i0ceaKtS2bNkSKSkpej+WUSKRYOXKlcjIyMDUqVNFxyEyWI8fP8Zbb72F0NBQvPnmm6LjEFV7UqmUhVoiIiKi/9K7Qm1ubi4mTJgAuVyOqVOn4vHjx5DJZJgzZw4UCgXee++9oq4RUk1SUlLRniDVUevWraFQKPSiu0sELy8v3Lx5U3QMg8V7kHbl5eUhOzsbDg4OoqOQhhj7PVeE6OhoODg44OLFi5DL5VAoFKhRowb279+P/Px8zJ07Fzk5OVAoFFAoFEbx4R0LCwvY2NggLS1NdBSDZCivfRKJBCYmZf/zRdMdtSYmJgbRVVurVi38+uuviIyMxMaNG0XHITJI48aNg5mZGX799VfRUYiMAgu1RERERP+jd4Xa/fv349atW+jSpQsWLlwIFxcXODo6YsaMGRg8eDCePHmC7du3i44pXF5eXrEumsrKysqCTCZD/fr1tZCK9IGHhwcePXqE3Nxc0VGQk5MjOkKV8R5Uear8fJVfY2lpqek4REbj/v37aNSoERo3blysaHX//n0AwKuvvmqUf8YsLCzw/Plz0TH42qdFJiYm5RZqNblHbY0aNeDj44MzZ85o5HzaNnDgQLzzzjt499139b4LmEjf/Pjjj9i5cyfWr1+PmjVrio5DZBRYqCUiIiL6H70r1B45cgQA8MYbb5R4TjmC6PDhwzrNpI8SExNRt25dfPjhh4iPj6/01ylHArq6umorWjEymQzvvfceateuDWtra7Ru3Rp//vknVq9eDYlEgs2bNxc7XqFQYOXKlejYsSPs7OxgbW2NgIAALF26FAqFAgAwd+5cdO7cGQDwxRdfFNt/Dyi5R2FFx1d2XaD43oMHDx5Ex44dYWtri/r16+Prr78uOm7JkiVo1KgRrKys4Ovrq9ORgS4uLlAoFHqxT9+cOXPQunVrRERE4N69e6LjVArvQZXXr18/BAUF4bfffqt0p5XyAwQWFhbajKYVVbmfvXivOHz4MLp27Qo7Ozu0bt0aAJCdnY1Zs2ahcePGsLKygoODA3r27Ik9e/YUWzMyMrLUe+WLz23btq3UdQ8cOICOHTvCxsYGbm5uGD9+fJUKGHK5HEuWLEGrVq1Qs2ZNODo6onXr1vj++++RlZVVdFxp+8Jq6l6pqe+nsvd4TVyPF504cQLdunWDra0tnJ2dMWbMGDx9+rTYMVX5GU+ZMgUSiQQymQzx8fEl9qCdP38+gMKRrS+/zmnruugTS0tLvSjU7tq1Cw0aNMCXX36JS5cuiY5TKYby2ldRR62bmxtSU1M19nvQokULgynUAsD333+POnXqIDQ0VC/+LBAZgri4OEybNg1ffvklOnXqJDoOkdGQSqVITk42yL9zEhEREWmamegAL7t27RoAoGnTpiWea9asWbFjjN3Dhw+xZMkSREREwMPDA2PGjMGIESPQuHHjMr9GWbzTxf6QOTk56NGjB86ePVv02N9//42QkBAMGzasxPEKhQKjRo3CunXrij1+/vx5TJ48GefOncOyZcs0nlOVdU+cOIGPP/4Y+fn5AAo7ladPnw5LS0s8ePAA3377bdGxly9fxuuvv46GDRuiefPmGs//MuXPNiUlBXXq1NH6ehU5c+YMzp49i6lTp6JTp/Vo16MAACAASURBVE4YM2YMBg8erLefVuc9qPJycnJw8OBB7Nu3D+bm5ggJCcEbb7yBoKCgMrv5lG8cG1q3X1XvZ0rHjx8vdq8oKChAbm4uevfujWPHjhUd9/z5c8TExODgwYP46aefMHHiRLXyHj9+HB999FHR5IXs7GxERkYiNjYWf/31F2rUqFHhOaZPn44FCxYUe+zvv//G33//DQsLC0yePLnCc2jqXqnO96Op15aqXo+//voL//d//1f0O5+VlYU1a9bg5s2belHwEvWaq00WFhZ6MU0CAG7cuIH58+djzpw58PPzw1tvvYXhw4fDw8NDdLRSGcprn4mJSbkfQFB+EPHx48eoV6+e2uu1aNECS5YsUfs8umJra4utW7eiTZs2GD9+PNasWSM6EpFee/jwIYYNG4bevXtjxowZouMQGRUPDw9kZ2fj8ePHcHNzEx2HiIiISCi966hNT08HADg5OZV4TvkY9x/7H+Wb1snJyfjmm2/g5+eHhg0bIjw8HNevXy9xvPLaOTo6aj3bkiVLcPbsWTRq1AgHDhzAs2fPkJSUhMmTJyMqKqrE8b/99hvWrVsHf39/7Nq1CykpKcjIyMDhw4cREBCA5cuXIy4uDjNmzMDRo0cBoGjvNOX/SlPR8ZVd90VRUVGYPHkybt68iYyMDGzevBnm5uaYNWsWfv75Z0RGRuLRo0dISUnBtGnTUFBQgEWLFmny8pZJWQCVyWQ6Wa8i5ubmRXsoHj9+HBMmTICbmxuCg4OxZs0avdjz7kW8B1WNQqFAQUEBnj9/jm3btuG1116Ds7MzRo0ahR07dhQV6JQMtaO2qvczpU2bNmH06NG4fPky8vPzcfr0afz44484duwYPDw8sGPHDqSlpSE5ORnh4eGQSCT48MMP8eDBA7Xybtq0CaNGjcLVq1eRkZGBI0eOwN/fH4mJifjmm28qdY5t27bB1tYWW7ZsQWpqKjIzM3H27Fl89NFHlSr0Apq7V6rz/ahyj9fE9Vi/fj3efvttXL16FVlZWYiNjYWHhweOHDmCc+fOVer6vSwiIgIKhQIODg5o165dsdczhUKBTz/9FEDhB2TKe13U5HXRJ/rSUaukvP9dunQJn3/+OaRSKZo3b47Fixfj4cOHgtMVZyivfZXpqAWgsfHHrVq1wt27d9W+J+tSw4YNsXbtWvz222+IjIwUHYdIb+Xn52P48OEwMzPDv//973LvLUSkeVKpFAA4rp+IiIgIelioLe9NRY5EKZ+yAHL9+nXMmzcPPj4+Jd4Q1OX+kJs3b4ZEIsGWLVvQo0cP1KhRA56envjhhx/Qu3fvEsevWrUKpqam2LNnD4KDg+Hk5ARbW1t06dIF69evBwCt7I+myrpBQUFYtGgRpFIpbG1tMWTIEISEhCAtLQ3h4eEICwuDq6srnJyc8M0338DBwQEXL17UePbSKH+2+tJV9CK5XA65XI78/Hzs27cPb7/9NpydnREaGoodO3boRWbeg1SXl5cHhUKBzMxMbNy4ESEhIXBxccGECRMQGxsLhUJRVEQxtEJtVe9nSu3bt0dkZCReeeUVmJqaAkDReN+oqCj0798f9vb2qF+/PmbOnIlx48YhJycHf/zxh1p527Zti5UrV8LHxwe2trbo3Lkztm3bBnNz81JH7JamXr16cHd3R0hICBwcHGBjY4OAgAAsWLAAb731VqXOoal7pTrfj6ZeW6p6Pfr06YOff/4ZPj4+sLa2RmBgID755BMAULlQq0miXnO1SV/2qH2ZQqFAXl4egMKO5WnTpsHd3R0dOnTAsmXLioqkIhnKa19F47yVhdpHjx5pZL02bdrAxMQEJ0+e1Mj5dGXAgAGYPn06Jk+eXKUtUoiMySeffIKTJ09iy5YtcHZ2Fh2HyOjUr18fpqam3KeWiIiICHo4+tjBwQEASuzhBvyvQ1B5jEh///230PXLGz9X2huC06ZNQ8+ePdGkSRMAuimSXL9+HXXr1i1a80V9+/bFvn37ij124cIFyOVy1K9fHwCKdQMp/18bn7ZUZd2uXbuWOI/yE6FdunQp9ripqSnq1q2rs+4ZZaH2woULOumcLk95HSjKbvDc3Fxs374dW7ZsgYODA4YPHw5A3BvDhnIPunHjhvD7kPKDH6VRFt3T0tKwatUqLFu2DB4eHggODgZgeKOPq3o/U+rVq1eJwsK1a9fg7OyM9u3blzi+f//+WLZsmdojRvv06VNiXW9vb7zyyiu4cuUKgMI9y1/er9zZ2bloL/NFixZhyJAh8PHxQd++fREQEIAOHTqgRYsWlc6hqXtlZb6fslT2Hq/p69GtW7cSj3l7ewMAnj17Vm5mXRD1mqtNlpaWuHv3rvB7Y2kTTZQUCkXR6198fDzi4+Px/vvvY+DAgSgoKCgxhUBXDOW1r6K9lx0cHGBpaamxQq2DgwN8fX1x8uRJDBw4UCPn1JXZs2fj1KlTCA0NxcmTJ/ViOwwifbFu3TpERERgzZo1aNmypeg4REbJ3NwctWvXZqGWiIiICHpYqPXx8QEA/PPPP+jYsWOx586fP1/sGJFat24tOkKlvPiG4N69e7F3714Ahfv9de/eXevrl/VmWmlFuIKCAgD/K+CVRhsdl6qsa2VlVeIY5fda1nPKdbTNzKzwj/W//vUvnaxXkcoU5JRvTKelpRXtifjtt9+iS5cuOt+vxlDuQcrOPJFeLmqVRfnBkeTkZPz6668AgO+//x4//vijQXXWVuV+plRWh0ZFXWFKyjF8pd0/srOzK3UOVQUEBCAxMRHHjx/H8ePHcfToUcyaNQsuLi7YsGED/P39KzyHPtwrNfXaUtXrYW1tXeIcyu/9xd8ZUT9jUa+52mRubo6NGzcazLhX5c8gNze3qNN+9uzZaNeuXakfCtEmQ3ntq6hQCxS+NmmqUAsUTkY4ceKExs6nK6ampvjPf/6DDh06YMCAATh8+DBsbW1FxyIS7siRIwgLC8OHH36IN998U3QcIqMmlUpZqCUiIiKCHhZqu3Tpgm+++Qbr1q3DO++8U+y53377regY0crrltCFy5cv49VXX63wODMzM8jlclhbW2PIkCFo0KABwsPD0aFDB61nbNCgAf766y9cvHgRfn5+xZ4rrfvM19cXp0+fxr179yrs2lC+sV3ZzpPyjq/KuoZAWRRbsWJFqR1durRw4UKsWLGiwuPMzc2Rl5cHqVSK0aNHY86cOfj00091XqQFDOcetHTpUgQFBQnN8Prrr1dqH0Dlfah169bo3bs35s2bhw8//NCgirRVvZ+Vx8fHBydOnEB8fDzatm1b7Lldu3YVHQP8b4xnUlJSifPExMSUucbevXsxe/bsYgWNGzdu4MqVK2jQoAEAwMXFpcLOdTMzM3Tp0qXodz4rKwuNGjVCWFiYTsdpVub7KUtV7vEiroeqP2N1VbfXPqCw4Dlq1ChMnTpVaI49e/bgvffeq/A4MzMz5Ofnw8nJCW+88QZ++eUXzJo1S+dFWsBwXvuAyo0/1tQetQDQrl07REVFIT8/v+jDcIbCyckJ0dHRaN++PYYNG4bt27cb3PdApEnXr19HaGgoevfujW+//VZ0HCKjx0ItERERUSG9+5d6r1694OHhgSNHjmDatGmYPn06zM3NsWTJEvz+++9wcXHBoEGDRMcsGl8oSmZmZpnPKfdBlEgk6N27N15//XUMGTIEtra22LNnD4DCYl5p3UyaNGTIEMTHxyM0NBQ//fQT2rRpgydPniAiIqKos/dFYWFhiI2NRa9evTBz5ky0a9cODg4OuH//Pv755x+sXLkS7733Hnr27AknJycAwNGjR5GSklLhvkLlHV+VdQ2Bcn8+qVQq/Pe0vNHLFhYWyM3NhYuLC0aOHImhQ4ciMDAQBQUFmDNnjg5TFmco96BatWoJ//mam5uX+Zzy5+vj44M33ngDb775Jnx8fHDlyhXMmzfP4Dr1qno/K8/QoUNx4sQJDB8+HEuXLkWnTp2Qnp5eNCLa0tISISEhAFBUFI6IiEC7du3Qrl07PHz4EEuWLMG2bdvKXCM+Ph5hYWH47LPPUKdOHZw5cwaTJk1CXl4eQkNDK5WzY8eOGD16NLp06QIvLy/k5ubiwIEDSElJ0Xo378vU+X40dY/X1vVQ9Wesrur22gcUFmpdXV2F3xtr1apV5nMvfoDutddew/DhwxEUFARzc3MsW7as0t32mmYor33A/z58VxZXV1eNFmrbt2+PzMxMXLhwAQEBARo7r654eXnhzz//RLdu3TBp0qSiyRZExiYlJQXBwcGQSqXYsGFD0b+ZiUgcqVSK6Oho0TGIiIiIhNO7Qq2FhQV+/fVX9O/fH99//z2+//77ouckEgmWLl2KGjVqCEyonyQSCUxMTFBQUIA2bdrg7bffxuuvvw57e/tixymLszk5ObCzs9Nqpvfffx/r1q3D+fPni41ZlkgkGDp0KDZt2lSs0DNmzBgcPnwYq1evxoABA0o95/jx4wEADRs2RN26dRETEwMXF5ei58vqhirv+KqsawiUhVp93APU3Nwc+fn5sLGxwWuvvYZhw4YhODhYr7o7eA9SnbI4W6tWLQwfPhyjR49Gq1atih2j/L1U/p4aiqrez8ozefJkbNmyBcePH0e/fv1KPB8REYHatWsDKPxQ0ODBg/H7778XW9fMzAyjRo3C2rVrS10jNDQUa9aswapVq4o97uvri08//bRSOU+fPo24uLhSn9P1PVGd70dT93htXQ9Vf8bqqm6vfUDhfUUfX/vK+wCdvjCU177K7F/v5uam0dHHTZs2hb29PU6cOGGQhVoAaNOmDf79739j+PDhaNy4MaZMmSI6EpFO5eTkICQkBPn5+fjzzz/16v5LZMzYUUtERERUqPyPpAsSFBSEQ4cOoWfPnrCzs4OtrS06d+6M6OhoDBs2THQ8vWJiYgKJRILWrVsjIiICDx48QFxcHN55550SRVoAqFmzJgDg6dOnWs9mbW2NgwcPYsKECXBzc4OVlRVatWqFP/74o6iDSJkHKHwjcNWqVYiKikKvXr1Qs2ZNWFhYwNvbG4MGDcLWrVvRq1cvAIVvem7evBmdOnWq1D+0yzu+KusagpSUFABl742pa7m5uZBIJLC0tMTgwYOxfft2PH36FGvXrsWAAQP0qkirxHtQ5Sm7v5ycnDBhwgQcP34c9+/fx+LFi0sUaQEUjTs2tI7aqt7PymNhYYH9+/dj5syZaNSoESwsLGBnZ4fu3btj9+7dmDhxYrHjV6xYgbFjx8LZ2RlWVlbo0KED9u/fX+4Y0sDAQOzevRtt27aFtbU1XFxcEBYWhiNHjlS62HLy5ElMmjQJfn5+RecIDAxEZGQkFi1aVKlzaIo634+m7vHavB6q/IzVVd1e+4DC+4o+jVQ3NTWFiYkJunXrhhUrViAlJQW7du3C6NGj9bJIUF1e+zRdqDUxMUGbNm1w8uRJjZ1ThNDQUHzzzTeYNm0a1q1bhzt37oiORKQTeXl5GDZsGBITE7Fr165ypx4QkW55eHhAJpMhPT1ddBQiIiIioSSKlz6avnHjRgwfPrxSn1g3RvpyfRISEjBy5EiMHDkSI0aMgOf/s3ffYVXX//vAbziAIOjhyFTjHLClMkTFjEAtlcTElaWl6QcXDlRym7lXkqVmOUBMQzFH5k6cWQmaoQi4NRluAQEF2ZzfH37hl+VgnHNeZ9yP6/Kqi/F+3ygehPs8ny9n50q9382bN/HSSy8hJiYGb731lnpDPkNZWRm8vLxw5swZpKena02hqC+OHj2Kd955B3fv3hVyxus/zZo1C3Fxcejbty+6d+9eqR9Ml5aWwsTEBD/99BN69eqlgZS6RZt+f7p16wYbGxv07dsX7du3r9QKufv378PGxgaHDx9G+/btNZBSvbTt8Sw6OhqdO3fGkiVL9GJiSt8+HlIvBwcHzJgxA8HBwUJzbN++HYsWLULfvn3Ru3fvSn8tNjc3R3h4OAYMGKDmhLrJ3NwcxsbGePXVV5GQkPDMtwsNDcWqVaueeu5zdU2bNg0///wzzp8/r7JrihISEoJvv/0WgwYNQkREhOg4RGpVWlqKTz75BLt27cL+/fvh6+srOhIR/cO5c+fg5uaGs2fPwtXVVXQcIiIiImG0b5SNKsXNzQ1JSUlVfr/yEkGVZ3c9z/jx49G8eXO0adMGdnZ2uHz5MubNm4f4+Hi88847wksNfZSZmQkjI6NKT/ep08yZM4Wdt0fqt3Pnzir/+erqRC3AxzMibactq4979OiBnj17io6hl5RK5QvPqFX1RC3w+JzaBQsWIDMzU6cf63/88ceKdeqRkZHo2bPnU1fwE+kDpVKJESNGYOfOndi7dy9LWiItpFAoAACpqaksaomIiMigsajVUdUtv8zNzWFnZ4e0tDQVJ3q6S5cuPXHOWTkrK6unvpxqLjU1FfXr16/0eZnqxJJWv1Xnz7e8RCkoKFB1HLXj4xmRdisqKtKKopZf+9RHqVS+8PfXzs4Ojx49Ql5enspWTPv4+MDIyAixsbHPPNNZm6WlpWHYsGGIjo4GALRr1w6vvvoqPvzwQ/zyyy94++23xQYkUoOJEydi3bp12L59+xNnwBOR9rCyskK9evV4Ti0REREZPK08o5bUy9nZGSkpKRq515IlSxAYGIhXXnkFtWrVgp2dHT744AMcP34cnp6eGslgaJKTk+Hi4iI6BtFTmZqawsrKCllZWaKjVBkfz4i0V35+PvLz87VimwSpT2WOHilfNa3KqVqZTIamTZvijz/+UNk1NUGpVCI8PBxNmzbF4cOHATw+O7lfv35YtWoVAgIC0K1bN8TExAhOSqRakyZNwtKlS7Fx40ZOjRNpOYVCwaKWiIiIDB4nag2Qi4sLrl27ppF7vfrqq1i7dq1G7kWPJScnV/rMYiIRbGxskJGRITpGlenC45m/v7/wM9RVSd8+HlKf8scUW1tbwUlIncrKyl44Uevg4ADgcVGryieutWnTRqeK2itXrmDQoEGIjY1FWVnZE6/r0aMHJBIJNmzYgN69e6NTp07YuXMnOnToICgtkWoolUqMGTMGK1euxLp16/DBBx+IjkREL8CiloiIiIgTtQapSZMmOHfunOgYpCZnz57l+S6k1WxsbJCZmSk6BhHpkfLHFF0+P5RerDJP3Cgvau/evavSe/v6+uLUqVN49OiRSq+rasXFxQgNDYWrqytOnDjxRElrbGyMd955B3Z2dgAenxu/bds2fPDBB+jSpQt27NghKjZRjZWWlmLIkCEIDw/Hpk2b8Mknn4iORESVwKKWiIiIiEWtQWrWrBn+/vtv5Obmio5CKvbw4UOkpaXB3d1ddBSiZ7K1tWVRS0QqVT5Ry6JWv/17MvRpzM3NUbduXZWuPgaAtm3bori4GH/++adKr6tKp0+fRosWLfD555+juLgYJSUlT7zeyMgI/fr1e+JlEokE33//Pfr3748PP/wQGzZs0GRkIpUoKSnBwIEDERUVhS1btnCSlkiHsKglIiIiYlFrkDw8PFBWVoazZ8+KjkIqlpiYCKVSCTc3N9FRiJ5JV1cfE5H2yszMhEQigbW1tegopEaVXYVub2+v8onal156CQqFQivXHz969AhTpkxBq1atcOHCBZSWlj7zbbt16/aflxkbGyM8PBwjR45EYGAg1q1bp8a0RKqVn5+Pnj17YseOHYiOjkb37t1FRyKiKpDL5bhz5w6KiopERyEiIiIShmfUGqBGjRrBzs4Ox48fx5tvvik6DqlQTEwMHBwceEYtaTUbGxskJCSIjkFEeiQjIwMymQzGxnwOor6r7PpjVU/UAtp5Tu3p06fRvXt33L59+7kTxxKJBH5+fqhXr95TX29kZIRvvvkGderUwaBBg5CWlobp06e/8ExgIpHS09PRrVs3XL58GQcPHkTr1q1FRyKiKlIoFCgrK8ONGzfQqFEj0XGIiIiIhOBPswyQkZERvL29ERsbKzoKqVhMTAx8fX1FxyB6LltbW07UEpFKZWZmcu2xnisvaCtT1KpjohZ4XNQeP34cxcXFKr92dbm7u6Nnz54oKyt7bqmqVCrRt2/fF15v3rx5iIiIwLx58zBw4EBOOJHWunr1Knx9fXH37l3ExMSwpCXSUQqFAgC4/piIiIgMGotaA+Xj44Njx45VeoUcab+ysjLExsbCx8dHdBSi52rYsCHS0tJExyAiPZKWlgYnJyfRMUgDRE7Uvv3228jLy8PJkydVfu3qMjU1xbJlyxAVFYVatWrBxOTpC5MkEslT1x4/zaBBg7B3715s374dnTt3RnZ2tiojE9VYbGws3nrrLchkMpw4cQKNGzcWHYmIqsnOzg6WlpYsaomIiMigsag1UB07dsSdO3e4flSPxMXFISMjA35+fqKjED2Xi4sL8vLykJ6eLjoKEemJ5ORkrv03EM9b71vOwcFBLRO1r732Gl566SUcOXJE5deuqY8//hjx8fGws7ODqanpE68zMTFB586dIZVKK309Pz8//Pbbb7h06RJ8fHyQnJys6shE1RIVFYX27dujbdu2+PXXX2Fvby86EhHVkJOTE4taIiIiMmgsag1U8+bNUb9+fezbt090FFKRffv24aWXXoKrq6voKETPVV6mpKSkCM1BRPojJSUFLi4uomOQBlSmqLW3t1fLRC0AtG/fHr/++qtarl1TRUVFyMrKwuuvv/7Eec2lpaX4+OOPq3w9T09PnDhxAqampmjVqhUOHDigyrhEVVJSUoJx48ahf//+GD16NLZs2QILCwvRsYhIBRQKBYtaIiIiMmgsag2UkZEROnXqhD179oiOQiqye/dudO7c+bnnkxFpA7lcDolEwukcIlKJ0tJSXL9+nRO1BqKyZ9RmZmaq5SzZd955B7GxscjPz1f5tWuioKAAn3zyCVq1aoX4+HjMnTsXxsbGMDIygqmpKQICAqp13ZdeegknTpxAt27d4O/vjylTplSqLCdSpfT0dPj7+2PlypX4/vvvsWjRoieejEBEuo1FLRERERk6fndjwHr16oXjx4/zH8R64MKFCzh16lS1piWINM3U1BQNGzbkRC0RqcSNGzdQXFzMiVo9V17QVnb1sVKpREZGhspzdOjQAYWFhYiJiVH5tWsiJCQE169fx/r162FiYoKpU6ciOjoaUqkUAQEBsLKyqva1zc3N8f3332PVqlVYsmQJunfvznNrSWPi4uLg5eWF1NRU/PnnnwgMDBQdiYhUTKFQIC0tTXQMIiIiImFY1BqwTp06QSaTYdu2baKjUA1FRkaiYcOGaNu2regoRJXi7OzMopaIVKL8sYQTtYahtLT0hW/j4OAAAGo5p9bJyQmvvvqqVq0/3r59O8LDw7Fq1SooFIqKl/v5+SEhIQETJkxQyX2CgoJw6NAhnDp1Cq1bt0ZiYqJKrkv0NEqlEsuWLYOPjw88PDzw119/wcPDQ3QsIlIDuVyOtLQ0bmwgIiIig8Wi1oCZmpqie/fuiIqKEh2FaqCsrAwbN27EgAEDIJFIRMchqhQXFxdcu3ZNdAwi0gPJycmwsLCAo6Oj6CikAZUpau3t7QFArefUHjlyRC3XrqobN25g6NChCAoKQp8+ff7zerlcDm9vb5Xdr02bNoiLi4OjoyPeeOMNLFmypFLrqImq4t69ewgICMD48eMxffp07Nq1C9bW1qJjEZGaKBQKFBUVqeUJVkRERES6gEWtgRs8eDBOnz6NU6dOiY5C1XT06FGkpaWhb9++oqMQVVqTJk1w7tw50TGISA+cPXsWTZo04RntBqIyRa21tTXMzc3V9gPf9u3bIy4uDjk5OWq5fmWVlZXhf//7H+zt7bFkyRKN3bdBgwb49ddfERoaiilTpsDPzw83b97U2P1Jvx08eBCenp44d+4cjhw5gmnTpvHxnUjPlW+D4LFcREREZKhMnvWKkydPajKHzvj7779FR1ApHx8fuLq6Ijw8HGFhYaLjUDWsX78eXl5ecHNzEx1Fpa5evcrHoafQl3VQHh4euHHjBjIzM2FjYyM6DhHpsMTERLi7u4uOoRLXrl3j175nUCqVMDExQUlJSaXe3s7OTq0TtWVlZTh8+DDef/99tdyjMubPn4+YmBicOHECtWvX1ui9jY2NERISgrfeegv9+vWDp6cnIiIi0L17d43mIP1RUFCAWbNmYdGiRejVqxfCwsIgk8lExyIiDWjYsCFMTU2RmpqKN998U3QcIiIiIo17ZlHbunVrTeYggUaMGIGJEydizpw5FWd6kW64ffs2Nm3ahKVLl4qOonJTpkwRHYHUqPyMsbNnz6Jdu3aC0xCRLktKSkKnTp1Ex1CJ2bNnY/bs2aJjaC1zc/NKF7X29vZqm6i1tbWFl5cX9u/fL6yoPXnyJObOnYuvvvoKnp6eQjIAQKtWrXD69GmEhISgR48eCAwMxNdff4169eoJy0S6JyYmBkOHDsWtW7ewfv16bgoiMjASiQQNGjTgRC0REREZrP8UtQEBAUhOThaRhQQZPHgw5s+fjyVLlmDhwoWi41AVfPXVV7C2tsaAAQNER1EZiUTCx6BKKD9/T1c1bNgQNjY2SExMZFFLRNWWkZGBO3fuVDz5Q5ddunRJK8/6PHLkCAYPHgxvb29s3LhRWI6VK1dizZo1lS5qHRwc1DZRCwD+/v74/vvv1Xb958nJycFHH32EDh06YPTo0UIy/JOVlRXWrFmDrl27Ijg4GE2bNsU333zz1DNzif7pwYMHmDp1KlauXAk/Pz/s27evYgUqERkWhULBopaIiIgM1n+K2tq1a8PZ2VlAFBLF3Nwcn376KebOnYuJEydyDamOyMzMRHh4OObMmQMLCwvRcVSKj0GGwd3dHUlJSaJjEJEOS0hIAAC9KGq1tZx47bXXADwuVER+fTYzM4O5uTlyc3Mr9fYODg64ffu22vL4+/tjzpw5OH/+PJo2baq2+zzNiBEjUFBQgMjISK06u7NHjx545513MGPGDPTt/IPDJgAAIABJREFU2xeRkZFYuXIl5HK56GikhX755ReMGDECDx8+xMqVKzF06FCt+nwmIs1iUUtERESGzFh0ANIOwcHBMDc3x3fffSc6ClXSkiVLUKtWLQwdOlR0FKJq8fDwQGJiougYRKTDkpKSYGdnx6Mb1EgqlQJ4/AQxkfLy8mBubo7i4uJKvb29vb1aJ2rfeOMN2NjYIDo6Wm33eJpt27Zh06ZNWLt2Lezs7DR678qQSqX45ptvcOTIEVy9ehXu7u745ptvKv3nRvrv+vXr6N27N7p06YI2bdrg0qVLCAoKYklLZOAUCgXS0tJExyAiIiISgkUtAQAsLS0RHByMZcuW4eHDh6Lj0As8ePAAy5cvx7hx42BlZSU6DlG1eHh44OzZsygtLRUdhYh0VGJiol5M02oza2trAOKL2tzcXFhYWGjFGbXA46MaOnbsqNGiNjMzE8HBwRgyZIjWn8vcrl07JCQkYNSoUZg8eTKaNWuG/fv3i45FAj169AizZ89G48aNcfr0afzyyy/YsGGDVj7hgIg0Ty6Xc6KWiIiIDBaLWqoQEhKC0tJShIaGio5CLzB//nwYGRkhODhYdBSiamvdujXy8vI4VUtE1RYTEwNvb2/RMfRa+URtcXGx0CfzVbWoLT+jVp3n/vr7++P333+v9Drmmho9ejQkEgm+/PJLjdyvpszNzTF//nxcuXIFXl5e8Pf3h5+fH86dOyc6GmnY7t274erqikWLFmHixIk4e/YsOnfuLDoWEWkRhUKBBw8eIDs7W3QUIiIiIo1jUUsVZDIZZs+ejUWLFuHixYui49AznD9/HkuWLMH8+fMrfnhKpItcXV1Rr149xMTEiI5CRDooIyMDV65cgY+Pj+goeq1OnTowNn78LUNGRoawHHl5ebCwsEBZWRnKyspe+PYODg4oLi5GVlaW2jL5+/ujqKgIR48eVds9yu3evRubNm1CRERExZSzrnByckJkZCQOHz6Me/fuoXnz5hg3bpzQzyfSjOPHj6NNmzbo0aMH2rdvj6tXr2LWrFkwNzcXHY2ItIxCoQAATtUSERGRQWJRS08YNWoUXF1dMXr0aNFR6BlGjx4NDw8PBAUFiY5CVCNGRkZo3bo1i1oiqpZjx45VPI6Q+hgZGaFOnToAxBa15RO1ACo1VWtvbw8Aaj2n1tHRES1btsTu3bvVdg8AyM7OxogRIxAYGKjTU4jt27fH6dOnsWzZMmzcuBEuLi6YNm2aWst0EiMuLg5dunTBW2+9BWNjY5w8eRJr1qyBo6Oj6GhEpKXkcjmMjIxY1BIREZFBYlFLT5BIJAgLC8ORI0ewefNm0XHoX9avX4+jR49i+fLlkEgkouMQ1ZiPjw9iY2NFxyAiHRQTEwNXV1fIZDLRUfRe+QYP0UVt7dq1AVSuqHVwcAAAtZ5TCwDdu3fHzp07KzXlW11jxoxBWVkZvv76a7XdQ1MkEgmGDx+Oa9euYd68eYiIiIBcLseUKVO47lIPnDt3Dr1798Ybb7yBzMxM7Nq1C7/99htatmwpOhoRaTkLCwvY2dmxqCUiIiKDxKKW/qNVq1YYNGgQPv30U+Tk5IiOQ//nwYMHmDx5MoYPH87pIdIbPj4+SEtLw/Xr10VHISIdExMTA19fX9ExDIJMJoOJiQnS09OFZcjLy4OlpSWAyhW1tra2kEgkap2oBR4XtXfv3sVff/2lluvv3bsX69evx4oVK/TqSQm1a9dGSEgIrly5gkmTJiEsLAwvv/wy5s6dy5XIOiguLg4ffvghPDw8cPXqVezatQsnTpxA165dRUcjIh2iUChY1BIREZFBYlFLT7Vw4UKUlJQgJCREdBT6PyNGjEBZWRnmzZsnOgqRyrRu3RpmZmacqiWiKiksLMTp06d5Pq2GWFtbw9zcXGsmaouLi1/49hKJBPXq1VP7RK27uztcXFywa9culV87JycHw4cPR//+/dGjRw+VX18b1KlTB9OnT8e1a9cQHByMpUuXQqFQIDg4GFevXhUdj55DqVRiz549ePvtt9GqVStcu3YNW7duxalTpxAQECA6HhHpIBa1REREZKhY1NJT2djYIDIyEpGRkVi3bp3oOAYvPDwcmzZtQmRkpF5NUxBZWFigefPm+O2330RHISIdcvz4cRQWFrKo1RCpVApTU1PhRa2VlRWAyk3UAo/XH6t7ohYAunXrhp07d6r8umPHjkVJSQmWLl2q8mtrG5lMhjlz5iAtLQ0LFy5EdHQ0Xn/9dfTq1YtP5tIyBQUFiIiIgKurK7p16wZLS0scPnwYp06dwvvvvw8jIyPREYlIRykUCqSlpYmOQURERKRxLGrpmTp37owJEyZg1KhROH/+vOg4Buvs2bMYO3Yspk6dinfffVd0HCKVe/fdd7Fv3z7RMYhIh+zbtw+vv/46nJ2dRUcxCNbW1jAxMRFe1FZl9THwuKhV90Qt8Hj98blz53DlyhWVXfPQoUNYt24dli9fjnr16qnsutrO0tISo0ePxpUrV7Bjxw7cuXMHPj4+cHV1RWhoKDIzM0VHNFgXL17ElClTIJfLERwcDC8vLyQmJmLv3r1o37696HhEpAfkcjknaomIiMggsail51qwYAE8PT3Ru3dvPHr0SHQcg5OXl4fevXvDy8sLM2fOFB2HSC38/f2RkpKCixcvio5CRDoiOjoa/v7+omMYDKlUCgDCitr8/HwUFhZW5KhsUWtvb6+Ridq2bdvCxsYGe/bsUcn18vLyMHjwYPTp0wfvv/++Sq6pa4yNjdG1a1fExMQgNjYWb7zxBubMmQO5XI7AwEDExMSIjmgQ8vLysHbtWvj4+KBJkyb46aef8OmnnyI1NRWRkZFwc3MTHZGI9IhCocC9e/eQn58vOgoRERGRRrGopecyMTHBxo0bcfv2bYwYMUJ0HIOiVCoxdOhQZGRkYOPGjTAxMREdiUgtWrduDRsbG0RHR4uOQkQ64Pbt20hKSkLnzp1FRzEY1tbWUCqVworanJycihyA9k3USiQSvPfee9i+fbtKrjd79mzk5ORg8eLFKrmervP29sbatWtx69YtfPXVV0hKSoKvry+aNm2KuXPn4vLly6Ij6pWSkhLs378fgwcPRoMGDTBixAjI5XIcOnQIV65cwdSpU+Ho6Cg6JhHpIblcDqVSievXr4uOQkRERKRRLGrpheRyOdavX4+NGzdi+vTpouMYjKlTp+Knn35CVFQUGjZsKDoOkdpIJBJ07NiR64+JqFJ++eUXmJubo23btqKjGAypVIri4mKkp6cLuX92djaAqhe19vb2GilqAeCDDz7AsWPHany23tmzZ7F06VIsXLgQ9evXV1E6/SCVSjFixAicOnUKcXFx6NChA1asWIHXX38dzZs3xxdffIG///5bdEydVFpaisOHD2PYsGGoX78+/P39cfbsWcyePRs3btzAjz/+iA4dOvD8WSJSK7lcDgA8p5aIiIgMDotaqpT33nsP33//PebPn4+lS5eKjqP3VqxYgdDQUISHh8PPz090HCK18/f3x2+//Ybc3FzRUYhIy+3btw9vv/02LCwsREcxGFKpFEVFRcImasuLWplMBgAoLi6u1Ps5ODhoZPUx8PjrmLW1NX7++edqX0OpVGLUqFHw9PTE0KFDVZhO/7Rs2RLffvstbty4gSNHjqB169ZYsmQJXnnllYojQ06cOIHS0lLRUbVWTk4Otm3bhiFDhqBBgwbo2LEj/vrrL0yYMAHXrl3Dn3/+iU8//RS2traioxKRgbCxsYGVlRWLWiIiIjI4LGqp0vr374/58+dj/Pjx2Lx5s+g4euvHH3/E6NGjsWjRIgQGBoqOQ6QRnTp1QlFREX777TfRUYhIixUXF+Pw4cM8n1bDpFIpCgoKcP/+fSHFV/nq4/KitioTtbm5ucjLy1NbtnJmZmbo1q0btmzZUu1rrFmzBseOHUNYWBgkEokK0+kviUSCd955B6tWrcKtW7dw4MABeHl5Yd26dfD29oaDgwP69u2LyMhIjZX22kqpVOLMmTP44osv0K5dO9ja2qJPnz44f/48QkJCcPnyZZw+fRqTJ0+Gi4uL6LhEZKCcnJxY1BIREZHB4aGXVCWfffYZ7t69iwEDBsDGxgYdO3YUHUmv7N+/H4GBgRg7dizGjx8vOg6RxtSvXx9eXl74+eef0aVLF9FxiEhLHTlyBDk5OQgICBAdxaCUn1GrVCqRlZWl8Qm77OxsSCQS1K1bF0DVzqgFgHv37mmkePrwww/RtWtXpKamQqFQVOl9MzMzMWXKFIwaNQrNmzdXU0L9ZmJiAj8/v4ptNNeuXcOhQ4ewe/duBAUFobCwEI0aNYKPjw98fX3h4+ODpk2b6u0635KSEiQkJODYsWOIiYnB0aNHkZ6eDjs7O7z99ttYvnw5unXrxvNmiUirKBQKFrVERERkcFjUUpUtXrwY6enp6NatGzZt2oRu3bqJjqQXtm/fjr59+6JPnz5YtGiR6DhEGte7d2/Mnz8fK1euhJmZmeg4RKSFNm/ejFatWqFRo0aioxgUqVRa8f8ZGRlCilqpVApTU1MAVZuoBTRX1L777ruQyWT46aefqvyEuxkzZsDExARz5sxRUzrD06hRIwQFBSEoKAh5eXk4evRoRWm5detWFBQUwMHBAd7e3mjVqhXc3d3h7u4OZ2dn0dGrrLCwEOfPn0dSUhISExNx4sQJxMXFobCwEI6OjvDx8cFnn32Gdu3aoXnz5npbThOR7pPL5TxvnIiIiAwOi1qqMmNjY0RGRiI4OBjvv/8+Vq5cyXO0amjdunUYOnQo+vfvj/DwcP7whAxSnz59MGnSJBw8eJBTtUT0H8XFxdi5cyemTp0qOorBsba2rvj/9PR0NG7cWKP3z8nJgVQqhYnJ429dqjpRe/fuXbVl+ydTU1P06NEDmzdvrlJRe+7cOYSHhyM8PLxiaphUy9LSEl26dKn490VRURFOnTqF2NhYxMTEICIiAsnJyQCAunXrVpS2TZs2hYuLS8Wv2rVri/wwcPfuXSQnJyMlJQV///03kpKSkJSUhMuXL6OkpAS1atWCq6srvLy8EBQUBB8fH7z88stCMxMRVYWTkxN+/fVX0TGIiIiINIpFLVWLRCLBqlWr4OLigmHDhuHmzZuYNWuW6Fg6KTQ0FFOmTMHkyZOxcOFC0XGIhHFycsKbb76JLVu2sKglov/Yv38/srKy8MEHH4iOYnDKJ2qNjIyQkZGh8fvn5OTA2tq6YqK2uLi4Uu9nbm6OunXraqyoBR5vh1i7di3+/vvvShdkY8eOhYeHB/73v/+pOR2VMzMzg7e3N7y9vStK9QcPHlQUn4mJiUhKSsJPP/30xOe8vb09XFxc4OzsDHt7e9jY2MDW1rbiv7a2tqhbty7MzMxgaWkJALCysqr43C2Xl5eHoqIiAEBWVhZKS0uRmZmJjIwMZGZmVvzKyMjAzZs3kZycjOTkZOTn5wN4vOZZLpfD1dUVPXr0QLNmzeDm5obXXnut4gkNRES6SC6XIy0tDUqlkk9gJyIiIoPB7+KoRiZPngxLS0uEhIQgOzsbX3/9NSQSiehYOqGkpAQhISEICwvDypUrMXz4cNGRiITr3bs3Zs6ciYKCApibm4uOQ0RaZMuWLfD29q7y2Z9Uc+UTtRYWFkKK2vLVx1WdqAUeT9Xeu3dPXdH+o0OHDnBwcMCGDRswc+bMF779tm3bcOjQIfz+++8wNjbWQEJ6lrp168LHxwc+Pj5PvDw3N7diirW8ME1JSUF8fPwTpWppaalKclhYWMDGxqbiV8OGDdGiRQs4OztXlMROTk4sZIlILykUChQWFuLevXsVmzGIiIiI9B2/u6MaGzVqFOzs7BAYGIiEhARERUWhQYMGomNptRs3buDjjz/GqVOnsGXLFrz//vuiIxFphT59+mD8+PE4cOAAz78mogqFhYXYtWsXz+8UpFatWqhVqxasrKyQnp6u8ftnZ2fD2tq6WkWtvb29RotaExMT9O3bF+vWrcOMGTOeOw1UUFCAiRMnom/fvvD19dVYRqoaKyurilXIz5OVlYWMjAw8ePAAJSUlePjwIYDHRW9xcfET02GWlpYwMzODsbExpFIpJBJJRTErer0yEZFIcrkcAJCamsqiloiIiAwGi1pSiT59+sDNzQ29e/eGp6cnIiMj4e/vLzqWVjp8+DD69esHa2trHD9+HM2aNRMdiUhr1K9fH76+voiKimJRS0QV9uzZg9zcXK49Fsja2hoWFhbIzMzU+L1zcnJgZ2dX7YlaTa4+BoCBAwdi8eLFiImJeW4Bu2zZMty9exehoaEaTEfqIpPJIJPJRMcgItJpL730EiQSCdLS0vDGG2+IjkNERESkEdyvRSrj6uqKEydOwM/PD++99x5CQkIqfYaYISgpKcGsWbPw7rvvws/PD3FxcSxpiZ4iMDAQO3bsEDK1RUTaKSIiAu+++y43dggklUpRq1YtnVt9bG9vr/Gi1s3NDc2aNcMPP/zwzLfJyspCaGgoxo8fj4YNG2owHRERkfYyNTWFo6Mj0tLSREchIiIi0hgWtaRSderUQVRUFFatWoXVq1ejXbt2SEhIEB1LuPj4ePj4+GDRokVYvXo11q9fDysrK9GxiLTSRx99hNq1a2P9+vWioxCRFrh+/ToOHjyIIUOGiI5i0KytrWFqaqpzq481fUZtuQEDBmDLli149OjRU18/d+5cSCQSTJgwQcPJiIiItJtcLmdRS0RERAaFRS2pRVBQEE6ePAkA8PLywtixY/HgwQPBqTQvJycHY8aMQatWrWBmZoa//voLgwYNEh2LSKtZWFjg448/Rnh4OJRKpeg4RCRYREQEbG1t0bVrV9FRDJpUKoWxsbGQidqcnBxIpVIYGRnB2NhY6ydqAeCTTz5Bfn4+du3a9Z/XpaSkYMWKFZg5cybq1q2r8WxERETajEUtERERGRoWtaQ2bm5uiImJwZo1a7Bx40Y0btwYkZGRBlO87N69G25uboiKisLXX3+N3377DU2bNhUdi0gnDB8+HJcuXcKxY8dERyEigcrKyrBu3ToEBgbC1NRUdByDJpVKAUDY6mNra2sAgEQiQVlZWaXf18HBAffv39f4cRz29vbo1KkT1q5d+5/XTZ06FQ0bNsTQoUM1momIiEgXKBQKFrVERERkUFjUkloZGRlhwIABuHDhArp27YqBAweiXbt2OHjwoOhoahMdHQ0fHx/06NEDXbt2xdWrVxESEgJjY/51I6osDw8PtGzZEqtXrxYdhYgEio6OxvXr1zF48GDRUQyetbU1SktLNV7UlpSUIC8vr6IolkgkKC0trfT729vbQ6lUCimYhwwZgoMHD+LKlSsVL4uPj8emTZsQGhoKMzMzjWciIiLSdk5OTixqiYiIyKCwOSKNqFevHsLCwnD8+HHUrl0b7777Llq3bo1du3bpxYStUqnEjh070KpVK3Tu3BlSqRR//vknVqxYAZlMJjoekU4aOnQofvrpJ9y/f190FCISJDw8HO3atcOrr74qOorBk0qlKC4uxsOHD1FQUKCx++bk5ECpVFZM1BobG1d5ohaAkPXHAQEBkMvlWLNmTcXLZs6ciRYtWqBXr14az0NERKQL5HI50tPTkZeXJzoKERERkUawqCWNeuONNxAdHY2TJ0+ifv366NGjBzw9PfHjjz+isLBQdLwqKygoQFRUFDw8PNCrVy/I5XKcOnUKv/zyC7y8vETHI9Jp/fr1Q61atbBq1SrRUYhIgKtXr2L37t0IDg4WHYXwuKgtL2g1OZ2anZ0NAE+sPq7KRK3IolYikWDgwIFYs2YNCgoKcOrUKezZswdz5syBkZGRxvMQERHpArlcDgC4fv264CREREREmsGiloRo1aoVduzYgYSEBLi6uqJ///6oX78+hg8fjpiYGK2eslUqlTh27BiGDRuG+vXrIzAwEM2aNUNiYiK2bduGFi1aiI5IpBesrKwwbNgwLFu2TKPTW0SkHRYvXgyFQoGePXuKjkJ4XJQ+evQIgGaL2pycHAD//4zcqk7USqVSmJub4969e2rJ9yJBQUHIycnBzz//jOnTp8PLywudO3cWkoWIiEgXKBQKAOD6YyIiIjIYLGpJKHd3d2zcuBFpaWmYOnUqYmNj4evri1dffRWzZs3C+fPnRUescPbsWcycORMvv/wy2rRpgz///BPTp09HWloaNmzYAFdXV9ERifTOmDFjkJWVhY0bN4qOQkQadP/+fURGRmLcuHGQSCSi4xAeF565ubkAdGuiFgDs7OyETNQCQP369REQEIBFixZh3759mD9/PqdpiYiInkMmk6Fu3bosaomIiMhgsKglrdCgQQNMmDABiYmJiI+PR/fu3REWFgZXV1e4uLhgxIgR2Lp1K27duqWxTDdv3sTmzZsxbNgwKBQKuLu7IyIiAr169UJCQgLOnDmDcePGoX79+hrLRGRoGjRogI8//hiLFi3S6kl7IlKtb7/9FrVq1UJgYKDoKPR/rK2tUVBQABMTE6Snp2vsvuVFbXUnaoHH649FTdQCwPDhw3HmzBm0bNkSfn5+wnIQERHpCicnJ64+JiIiIoNhIjoA0b95enrC09MTX375JU6ePIl9+/YhOjoaERERKCkpgYuLC1q2bAk3Nze4ubnh9ddfh7OzM6ysrKp1v9zcXCQnJ+Py5cs4e/YskpKSEBcXh9TUVJiYmKBly5YYOHAgOnfuDC8vL072EGnYhAkT4OHhgejoaK6LJDIABQUFWLVqFUaOHFntr+2keuVFqUwm0/jqYysrK5iYPP62pToTtfb29sImagGgbt26AMAn9xEREVWSXC5Hamqq6BhEREREGsGilrSWRCKBt7c3vL29MWfOHOTm5uLPP/9ETEwMEhISsGHDBly7dq1iqsLOzg6Ojo6wsbGBra0tZDIZjIyMYGZmBqVSieLiYiiVSty/fx+ZmZnIzMzEnTt3KqZCjI2N0ahRIzRr1gyDBw+Gj48PWrduDUtLS5G/DUQGz83NDX5+fvjqq69Y1BIZgB9++AFZWVkIDg4WHYX+obyotba2RmZmpsbum52dXbH2GKheUevg4IDbt2+rOlqlffHFF3B2dsbBgwdx9+5dODg4CMtCRESkC+RyOS5fviw6BhEREZFGsKglnWFlZYUOHTqgQ4cOFS979OgRkpOTce3aNSQnJyM9Pb2ihE1LS0NpaSkKCwsBALVq1YJEIoFUKkWTJk1gY2MDe3t7uLi4wMXFBY0aNYKFhYWoD4+InmPy5Mno0KEDjh07Bl9fX9FxiEhNioqKsHDhQgQGBsLR0VF0HPqH8rK0Tp06Gl19nJOTU1ESA9VffXzmzBlVR6uUCxcuYM+ePdi0aRNGjhyJsLAwzJgxQ0gWIiIiXSGXy3Ho0CHRMYiIiIg0gkUt6bTatWvD1dUVrq6uoqMQkRq1b98eb7/9NqZOnYrff/9ddBwiUpM1a9bg1q1bmDJliugo9C/lZamlpaVGVx+rYqLW3t5e2Bm1CxYswOuvv45evXohISEBy5cvx6RJk2Bubi4kDxERkS6Qy+W4fv06ysrKYGxsLDoOERERkVrxXztERKQT5s2bhz/++ANHjhwRHYWI1KCgoAALFizAsGHD4OzsLDoO/YtUKoWRkREsLCw0fkbtP4va6kzUlhe1SqVS1fGeKzk5GZs2bcLUqVNhbGyM0aNH48GDB4iKitJoDiIiIl0jl8tRVFQk9Ix5IiIiIk1hUUtERDrBx8cHfn5+mD59uugoRKQGYWFhyMjIwOTJk0VHoacwNjZGnTp1YGZmpvGJ2n+uPq7uGbXFxcXIyspSdbznWrRoEZycnPDRRx9V5OjTpw8WL15c5bKZiIjIkMjlcgBAamqq4CRERERE6seiloiIdMaCBQtw/PhxREdHi45CRCqUn5+PL7/8EiNHjkTDhg1Fx6FnkEqlMDEx0egZtf9efVzdM2oBaHQq5+7du1i3bh0mTpwIE5P/f9rMxIkTcfHiRWzfvl1jWYiIiHRNw4YNIZFIkJaWJjoKERERkdqxqCUiIp3h5eWFLl26YPr06RpfYUlE6vPtt98iJyeH07Rarnz9cUZGhsYeg/+9+ri6Z9QC0Og5tUuWLEHdunURGBj4xMtdXV3Rs2dPzJs3j1/HiIiInsHU1BQNGjRgUUtEREQGgUUtERHplHnz5iE+Ph4bN24UHYWIVCA9PR1ffPEFPv3004pCjbSTtbU1ysrKUFxcjAcPHmjknk9bfVzViVpbW1tIJBKNTdTm5ORg1apVGDduHCwsLP7z+unTpyMhIQF79+7VSB4iIiJdJJfLWdQSERGRQWBRS0REOqVZs2YYNGgQJk+ejLy8PNFxiKiGpk2bBnNzc0yaNEl0FHoBqVRaMc2qqXNq/13UGhsbV3miViKRwMbGRmMTtd999x0AYNiwYU99fbNmzRAQEIC5c+dqJA8REZEuYlFLREREhoJFLRER6Zx58+YhNzcXX375pegoRFQDCQkJWLNmDb788kvUrVtXdBx6AWtraxQVFQHQTFGrVCrx4MGD/6w+rupELfB4/bEmJmofPXqEZcuWYdSoUU8UzP82a9Ys/PXXXzhw4IDaMxEREekiFrVERERkKFjUEhGRzrG3t8e0adOwaNEipKSkiI5DRNU0ceJEeHp6ol+/fqKjUCVIpVIUFBQAeLyyWt0ePnyI0tLSJ4ra6kzUAoCDg4NGJmojIiKQm5uLMWPGPPftWrRoAX9/f8ycOVPtmUicBw8eICsrCxkZGbh27RpSU1ORlZWFrKysir9LRET0dCxqiYiIyFCYiA5ARERUHWPGjMHq1asxZcoUbNq0SXQcIqqibdu24dChQ/j9999hbMznDuoCqVSKhw8fonbt2hqZqM3Jyam4b7nqTtQ6ODiofaK2uLgYixcvxpAhQyp13vLcuXPRqlUr7Ny5E927d1drNqq5zMxMpKSkICUlBWlpabh37x4yMjKQmZm3OizBAAAgAElEQVT5xK+cnBzk5+dX6dpSqRRSqRQ2Njaws7ODjY1NxS9HR0e4uLjA2dkZCoUC5ubmavoIiYi0i1wuR2ZmJnJzc2FlZSU6DhEREZHasKglIiKdZGZmhkWLFqFHjx4YOXIk2rZtKzoSEVVSfn4+Jk2ahL59+8LX11d0HKokqVSK7Oxs2NraaqSozc7OBgCVTNTa29vjxIkTKsv2NBs2bMCtW7cwbty4Sr19y5Yt0atXL3z++ecICAiARCJRaz56seLiYly4cAFJSUlITEzExYsXkZycjJSUFDx8+BAAYGRkhPr168PBwQG2trawtbWFh4dHRbEqk8lQq1YtAI//zhgbG8PY2BhSqRQlJSUV18nPz6+Yqn348CGysrKQmZmJ9PR0ZGRkICEhAZmZmbh582bFkxbK7+3s7AwXFxe4ubnBw8MD7u7ucHJyEvA7RkSkPnK5HABw/fp1NGnSRHAaIiIiIvVhUUtERDqrW7du8Pf3x7Bhw3DmzJmKH4wSkXabPXs2MjIyEBoaKjoKVYG1tTVycnLg7OwsrKiVSCTVLmrVufpYqVTiq6++Qr9+/aBQKCr9fvPnz4erqyuioqIwYMAAteWj/yoqKsKpU6dw/PhxxMfHIzExERcuXEBxcTHMzMzQpEkTNGnSBAEBARXFqLOzM+Ryucb/vZGVlVUxzZuSkoLk5GRcvXoVK1aswPXr1wEAMpkMHh4e8PDwQKtWreDj44NGjRppNCcRkSqVF7WpqaksaomIiEivsaglIiKdtmrVKri5uWH+/PmYM2eO6DhE9AKJiYlYvHgxli1bhoYNG4qOQ1UglUqRk5MDOzs7rj7+l/379+P8+fP48ccfq/R+r732Gv73v/9hxowZ6NOnD59wpEb3799HbGwsYmNjcezYMcTFxSE/Px/29vZo2bIlOnfujMmTJ8Pd3R2NGzeGqamp6MgVZDIZZDIZmjdv/p/XZWVlISkpqWIK+OTJkwgPD0dhYSHq16+Pt956C76+vnjrrbfQokULmJjwRwBEpBusra1Rt25dnlNLREREeo/fpRERkU6Ty+WYO3cuJkyYgPfffx+enp6iIxHRM5SWlmLQoEHw8vJCUFCQ6DhURdbW1igtLYVUKtXYRK2ZmRksLCwqXlbd1ccODg7Iy8tDXl4eLC0tVRkTAPDNN9+gY8eO8PDwqPL7zpgxA1FRUQgPD8fo0aNVns1QlZWVIT4+HocOHcKhQ4dw9OhRlJSUoFGjRvDx8cEnn3wCHx8fNG3aFEZGRqLjVptMJkPbtm2fOAKipKQECQkJOHbsGGJiYrBgwQKkp6fD0tIS3t7eCAgIQM+ePSum1YiItJVcLq/YHEBERESkr1jUEhGRzhs9ejS2bNmCYcOGITY2luf8EWmpxYsX4+zZszh9+jSMjY1Fx6EqqlevHgDAysoKN27cUPv9srOzn1h7DFR/otbe3h4AcO/ePbi4uKgkX7nLly/jwIED2LlzZ7XeXy6XY9SoUZgzZw4++eQTyGQyleYzJFlZWdizZw/27duHAwcOIDMzEwqFAv7+/ggODkbbtm0rPo/1mYmJCVq2bImWLVsiJCQEAHDx4kUcPnwY0dHRmDp1Kj799FO4ubnB398fXbp0QZs2bfjvJyLSOgqFAqmpqaJjEBEREakVf0JGREQ6z9jYGGvWrEFCQgK+++470XGI6ClSUlIwe/ZsTJs2DU2bNhUdh6qhvEC0sLDQ2Orjfxe1NZmoBaCW9cdLlizByy+/jPfee6/a15gxYwYkEgnmzp2rwmSG4dGjR9i6dSu6du0KR0dHDBo0CGlpaZg4cSLi4uKQnJyMVatWoUePHgZR0j5L48aNERwcjN27dyMnJwd//PEHunTpgl9//RXt27eHg4MDBgwYgN27d1fr7xgRkTrI5XKuPiYiIiK9x6KWiIj0QuPGjTF58mRMmzYNV65cER2HiP6hrKwMAwcORKNGjTBp0iTRcaiayotaMzMzYUVtTSdqVV3UZmVlYf369RgzZkyNpsTr1KmDmTNn4rvvvsPly5dVmFA/5efnY+PGjRXl6yeffAIAiIiIQEZGBo4dO4bJkyejZcuWOr3WWF1MTEzg6+uLhQsXIi4uDhcuXEBISAhOnz6Nbt26QaFQYOzYsTh58qToqERk4JycnFjUEhERkd5jUUtERHqjfFLv448/RnFxseg4RPR/QkNDcfz4cfzwww8wMzMTHYeqydraGkZGRpBIJMjKykJJSYla75ednQ2pVPrEy6o7UWtubg6pVIp79+6pKh4AICwsDBKJBAMGDKjxtYKCgtC4cWM+meE5Lly4gClTpsDJyQkDBgxARkYGQkNDcePGDezevRv9+/f/z+cMvdjrr7+O6dOn4+zZszh37hyGDBmC/fv3o3Xr1mjSpAlCQ0M18uQMIqJ/k8vluHHjBif9iYiISK+xqCUiIr1hamqKqKgoXLp0CbNnzxYdh4gAnDp1CrNmzcL8+fPRvHlz0XGoBkxMTGBlZQUjIyMolUrcv39frfd71hm11f1hrYODA+7cuaOKaACAkpISrFixAkFBQahbt26NryeRSLB06VLs3LkTBw8eVEFC/VBQUICtW7fCz88PTZs2xc8//4yJEyfi1q1bOHbsGEJCQmBnZyc6pt5o2rQpZs2ahfPnzyMuLg5t27bF/Pnz8dJLL6F37944dOgQlEql6JhEZCAUCgWKi4tV+vWbiIiISNuwqCUiIr3yyiuvYNGiRfjiiy/w66+/io5DZNDy8vLQr18/eHt7Y+zYsaLjkArIZLKKkiY9PV2t93rWGbXVWX0MAI6OjipdffzTTz/h1q1bGDlypMqu2b59e3Tp0gXjx49X+8SytktLS8OECRMqzk61t7fHr7/+ikuXLmHy5MkV66xJfVq2bImwsDDcvHkTy5YtQ0pKCvz8/ODu7o7vv/8ehYWFoiMSkZ6Ty+UAgNTUVMFJiIiIiNSHRS0REemd4cOHo2vXrhgwYIDaJ76I6Nk+/fRT3Lt3D+vXr6/R+Z2kPWQyWcVqeXWvQn3a6uOaTNQ6OjqqdCLnm2++Qc+ePeHi4qKya5Zf98qVK/j2229Vel1dcfr0afTt2xevvPIKNm/ejM8//xw3b95EVFQU3n77bZ45K0CdOnUQFBSEkydPIj4+Hq1atcKIESPg7OyMBQsW8N9aRKQ2DRs2hImJCc+pJSIiIr3Gn5gREZFeWr16NUpLS1U66URElbdt2zZERERgzZo1cHJyEh2HVEQmk6GgoABGRkbCitqaTNSqqqiNi4vDiRMnEBISopLr/dPLL7+MiRMnYubMmbh586bKr6+t9u3bh/bt26Nly5a4cOEC1qxZg2vXrmHSpEmoV6+e6Hj0fzw9PbF27VokJycjMDAQX331FeRyOUaPHs2JNyJSOYlEggYNGrCoJSIiIr3GopaIiPSSnZ0dfvjhB2zdutVgp5KIRLl06RIGDRqE4cOHo2fPnqLjkArJZLKKlcSiVh/X5IxaVa0+/vrrr9GiRQv4+vqq5Hr/9tlnn8HOzg4TJ05Uy/W1yeHDh+Hj44P33nsPtWrVwsGDBxEfH4/+/fvD1NRUdDx6hgYNGuCLL75AWloa5s+fjz179uC1115DcHCwQT3BgIjUTy6X4/r166JjEBEREakNi1oiItJbfn5+mDNnDsaNG4fff/9ddBwig5Cbm4tevXqhcePGWLp0qeg4pGL16tVDVlYW7OzsNDJR+++itiYTtQ4ODrh9+3aNc928eRPbtm1T67nLFhYWWL58OX788UccOXJEbfcR6fjx4+jYsSM6duwIIyMj/Pbbb9i3bx86duwoOhpVgZWVFUJCQnD58mWsXr0a0dHRaNSoEYYNG6aSv29ERHK5nBP7REREpNdY1BIRkV6bOnUqunfvjt69e3PCg0gDBg8ejDt37mDz5s2oVauW6DikYjKZDFlZWbC1tUVmZqba7lNQUIDCwsL/rD6uyUSto6Mj8vLykJubW6Ns3333HWxtbdG7d+8aXedF/P390bVrV4waNQqFhYVqvZcmnTlzBp06dcJbb72FkpIS/PHHHzh27Bjatm0rOhrVgKmpKQYMGIDz58/jq6++wu7du/Hqq6/is88+w4MHD0THIyIdplAouPqYiIiI9BqLWiIi0mtGRkZYu3Yt6tWrhw8//BBFRUWiIxHpra+//hrbtm3Dxo0b4ezsLDoOqcE/i1p1rj7Ozs4GAJVO1Do6OgJAjdYfP3r0CKtXr8bIkSNhZmZW7etU1rJly3D9+nUsWLBA7fdSt3v37iEoKAheXl7IycnBoUOHcPToUbWtjyYxatWqhdGjR+Pq1auYNWsWwsPD8dprr2HNmjXV/rtLRIbNycmJRS0RERHpNRa1RESk9+rUqYOtW7ciKSkJ48ePFx2HSC8dPXoUU6ZMwRdffIF3331XdBxSk/KiVt2rj59V1NZ0ohYA7ty5U+1cmzdvRm5uLoYNG1bta1SFs7Mz5syZg4ULF+LcuXMauaeqFRcX45tvvsFrr72GvXv3YsWKFYiNjUWHDh1ERyM1ql27NiZMmICrV68iMDAQI0eOhJeXF4+iIKIqk8vlyMrK4nQ+ERER6S0WtUREZBBcXV0RERGB5cuXY+XKlaLjEOmVK1eu4MMPP0SPHj0wYcIE0XFIjWQyGbKzs2Fra6vWojYnJwcA/rP6WCKRVLuotbe3h7GxcY2K2lWrVqFXr16ws7Or9jWqKiQkBC1btsTgwYOr/bGLsnfvXri6uuKzzz7DmDFjcPnyZQQFBcHYmN+GGgqZTIaFCxciPj4ednZ2aNeuHXr37o0bN26IjkZEOkIulwMArl+/LjgJERERkXrwO2QiIjIYffr0waxZszB69Gjs2rVLdBwivZCZmYmAgAAoFAqsW7cORkZGoiORGslkMpSUlMDS0lLIRG1NVh+bmpqiXr161S5qExIScPLkSY1N05YzNjZGWFgYTp8+jRUrVmj03tV17949fPzxxwgICECLFi1w8eJFzJkzB5aWlqKjkSBNmzbF/v37sWvXLsTHx8PV1RUrVqzgOmQieiGFQgEASE1NFZyEiIiISD1Y1BIRkUGZMWMG+vfvj379+uHMmTOi4xDptIKCAnTv3h1FRUXYu3cvSxgDIJPJADxea6ruM2qNjY1Rp06dJ15ek9XHAODg4FDtM2pXrlyJxo0bo02bNtW+f3W5u7tj4sSJ+Pzzz7X+nL6tW7fC1dUVv//+O7Zv345NmzZVTEMRde3aFUlJSRg7dizGjh2LNm3a4Pz586JjEZEWq1u3LqytrbX+6x8RERFRdbGoJSIigxMeHg5vb2906dKF3/ATVZNSqcSQIUOQlJSEXbt2wcHBQXQk0oDyotbU1BSPHj3Co0eP1HKfnJwcSKXS/0xo12SiFnh8Tm11itrc3Fz8+OOPGD58uLCp8enTp6Nhw4YYMmQIlEqlkAzPk5KSgk6dOqFPnz54//33cfHiRfTo0UN0LNJC5ubmmDVrFv766y+UlJTA09MTU6ZMQWFhoehoRKSl5HI5Vx8TERGR3mJRS0REBsfU1BRbtmyBTCZD165d8eDBA9GRiHTOZ599hq1bt2LHjh1wd3cXHYc0pLyolUgkAKC29cfZ2dn/WXsM1Hyi1tHRsVqrj9evX4/i4mL079+/2veuKXNzc0RFReHo0aMICwsTluNpIiMj4e7ujps3byI2NhZhYWH/mYYm+jcPDw8cP34c3333HZYvXw4vLy8kJiaKjkVEWkgul3P1MREREektFrVERGSQrK2tsXfvXqSnp6N79+7Iz88XHYlIZyxevBhffvklVq9ejXfeeUd0HNIga2trGBkZVUyVqquoLZ+o/TdVTNRWp6hdvXo1+vTpg3r16lX73qrQokULTJgwARMmTMDVq1eFZgEen1Hdq1cvDBw4ECNHjsTp06fx5ptvio5FOsTY2BhBQUGIj4+HpaUl3nzzTaxcuVIrp8aJSBy5XM5NSERERKS3WNQSEZHBUigUOHDgAJKSktC9e3eu3COqhLVr12LChAkIDQ3FgAEDRMchDTMxMYGVlVVFWaquc2rVNVFbnTNqT5w4gfj4eAwbNqza91WlWbNm4eWXX0ZgYGCNSuuaOnLkCDw9PREbG4u9e/ciNDQUZmZmwvKQbnvllVdw7NgxTJo0CaNHj0bnzp1x+/Zt0bGISEuwqCUiIiJ9xqKWiIgMmpubGw4dOoS4uDh89NFHKCkpER2JSGtt2LABQ4YMwezZszFx4kTRcUiQevXqoaCgAGZmZmqdqH1aUSuRSGpc1N65c6dK03phYWHw8PDQmklRMzMzrFu3DidPnsS3336r8fsXFxdj4sSJ6NixI7y9vXH+/Hn4+/trPAfpHxMTE8yaNQtHjx7FpUuX0KJFCxw4cEB0LCLSAnK5HDdv3uT3akRERKSXWNQSEZHB8/T0xN69e3Ho0CEMHDhQ6IQSkbbasWMHBg4ciDFjxmD69Omi45BAMpkMWVlZsLGxUesZtepafVxYWIjs7OxK59iyZQtGjBhR7XuqQ/PmzTFt2jR89tlnOH/+vMbue+fOHXTo8P/Yu/PwKMuz/ePnZN8gy0xWmAGishpAQBECIigIKlaBQmURlII/Ky32VdC6VHEFtYgbLqUqKohsUkGByr5GQIwgKlglQCBAdggEss3vD97kBUnIMs/kySTfz3H0aJ0M93MyikfhzHXdN+itt97Se++9V3bfO2CkHj16KDk5Wb1799bNN9+s5557jlXIQAPncDhUVFTEpD0AAKiXKGoBAJDUrVs3LV68WAsWLNB9993HHwgC51mxYoWGDRumcePGafr06WbHgclKi1qbzebWotYdq49jYmIkqcrrj2fPni0vLy8NHz68xs90l0cffVQdO3bUsGHDdObMmYu+np+fr4KCAsOet2PHDnXt2lVpaWnaunWrxowZY9jZwG+FhoZq7ty5mjlzpp5++mkNHDiwyt9gAaD+cTgcksT6YwAAUC9R1AIA8L/69u2rTz/9VB988IH++Mc/ulQGAPXF559/rttvv1133nmn3njjDVksFrMjwWSlRW1kZKQpq49dnaiVzk2GVsU///lPjRgxQo0bN67xM93Fx8dHH3/8sQ4ePHjRlPu+ffvUtWtXrV692pBnvfvuu0pMTFRCQoK2bdumhIQEQ84FKjN+/HitWbNGO3fu1NVXX63du3ebHQmACeLi4uTr66sDBw6YHQUAAMBwFLUAAJznd7/7nZYsWaJPPvlEI0aMUGFhodmRANPMmzdPQ4YM0ejRo/Xee+/Jy4v/64jam6gtb/WxqxO1NptNPj4+VSpq169frz179mj8+PE1fp67xcfH69VXX9X06dO1atUqSdKCBQt01VVXaffu3Vq4cKFL5xcUFOjuu+/Wfffdp8cff1xLly5l1TFqXWJior755htFR0ere/fuWrRokdmRANQyb29vxcXFMVELAADqJf60DQCA3xgwYICWL1+uL7/8UnfccUe5KyWB+u7jjz/WqFGjNH78eL399tuUtChj5h21Xl5eLk3Uenl5KTIyskpF7TvvvKNrrrlGnTp1qvHzasOYMWM0dOhQjR49WhMnTtSwYcOUn58vSVq0aJGKiopqdG52drZuuukmLV68WEuXLtUTTzzBRD1MExsbq7Vr12rUqFEaOnSo/vGPf5gdCUAta9asmQ4dOmR2DAAAAMPxJ24AAJSjV69eWr16tZKSkjRgwADl5eWZHQmoNTNnztTo0aP14IMPsu4YFwkPD1dWVpZsNpsyMzMNP7+4uFinTp0qt6j19vZ2eS19dHR0pXfUpqena/Hixbr33ntdelZteeyxx3TmzBm9+eabcjqdZfes5+bmav369dU+b//+/UpMTNS+ffu0bt063XzzzUZHBqrN19dXM2fO1PTp0zV58mSNGzeuxt+IAMDzOBwOVh8DAIB6iaIWAIAKXH311frqq6+0Z88e9e/fX1lZWWZHAtzK6XRqypQpmjBhgqZNm6apU6eaHQl1kLsnanNycuR0Ostdsevq6mPp3D21lRW1c+bMkb+/v/7whz+49KzasHr1al133XU6efLkRZ+Nr69vtdfEbtu2Td26dZOPj4+SkpJ01VVXGRkXcNnEiRO1cOFCzZ07V7fccotOnDhhdiQAtcDhcLD6GAAA1EsUtQAAXMJVV12ldevWKTU1Vd26ddMvv/xidiTALUrvonz22Wf1zjvv6KGHHjI7Euqo8PBw5eTkKCIiQpmZmWXTm0bJzs4ue85veXt7u7T6WDpX1Fa2+nj27NkaOnSogoKCXHqWOxUXF+uxxx5T3759lZubW+6d6oWFhZo/f36VP7OlS5eqd+/e6ty5s7Zs2SK73W50bMAQd9xxh9asWaPk5GT17t270m++AOD5mKgFAAD1FUUtAACVaNu2rZKSktS4cWNdc8012rhxo9mRAEOdPHlSv/vd77Ro0SItWbJE48aNMzsS6rDw8HAVFxcrODhYBQUFhq+Gr6yoNWKi9lJFbXJyspKTkzV69GiXnuNuTzzxhJ5//nk5nc5LFrGZmZnavHlzpefNmzdPgwcP1ogRI/Tvf/9bISEhRsYFDNe1a1dt3bpVJ0+eVK9evZSammp2JABu5HA4dOLECeXm5podBQAAwFAUtQAAVEFMTIzWrVunnj17qm/fvvrkk0/MjgQY4vDhw+rZs6d27dql9evX65ZbbjE7Euq40gLVx8dHkgxff3ypotbLy8vlidrK7qidPXu2Lr/8ciUmJrr0HHd77rnn9M477ygwMFC+vr4Vvq8q648//vhjjRo1SuPHj9c777xT9vcWqOvi4+O1ceNG+fv7q0ePHvrvf/9rdiQAbuJwOCSJ9ccAAKDeoagFAKCKgoODtWjRIo0fP14jR47Uiy++aHYkwCXbtm1Tly5dyv53p06dTE4ET1BaoHp7e0s6N7FppOzsbHl7e6tRo0YXfc2Iidro6GgdP3683MK3sLBQc+bM0ejRo2WxWFx6jrtZLBaNHz9ee/bsUffu3eXlVf5v7QoLCzVv3rwKV1S/9dZbGj16tB588EG98cYbdf7nDfxWdHS01q1bp5iYGPXs2VO7d+82OxIAN2jWrJkksf4YAADUOxS1AABUg7e3t1577TX94x//0KOPPqrhw4fr1KlTZscCqu1f//qXevXqpauuukobN25UkyZNzI4ED1Fa1JYWf+6YqA0NDS23eDRiojYmJkZFRUXl5v7iiy+UkZGhESNGuPSM2tSiRQutXbtWb731VoXTtceOHdP27dsven3q1Km6//779fzzz2vq1Km1ERdwi/DwcK1cuVKXXXaZbrjhBiUnJ5sdCYDBQkJCFB4ezkQtAACodyhqAQCogQceeECrV6/WmjVr1KVLF/34449mRwKq5OzZs5o4caLGjRuniRMnaunSpeVOLgIVCQ8Pl5eXl86cOSN/f3/Di9qcnJxy1x5Lxt1RK6nc9cezZ8/WDTfcoBYtWrj0jNpWOl37448/qkePHrJYLBdMxvr5+V20/vjll1/Wo48+qtdee00PP/xwbUcGDBcaGqqVK1cqISFBffv21Z49e8yOBMBgzZo1o6gFAAD1DkUtAAA11KtXL+3YsUOhoaHq2rWrFi9ebHYk4JJSU1N1/fXX6/3339eCBQs0derUsvW1QFV5e3srNDRUmZmZioiIcMvq44qKWqMmaiXp6NGjF7yenp6uL774QqNHj3bpfDM1a9ZMa9as0aeffqpGjRqVTdcWFBRo7ty5Ze977733NHnyZE2bNk0TJkwwKy5guODgYC1dulTt2rVTnz59tHfvXrMjATCQ3W7XoUOHzI4BAABgKIpaAABc0LRpU61bt05Dhw7VkCFD9Pe//93laS/AHVavXq1OnTrp5MmT2rFjhwYPHmx2JHiwiIgIZWVlyWaz1WpRa8REbVhYmPz9/S8qaufMmSN/f3/dfvvtLp1fF/z+97/X999/r969e5dN16ampio5OVkfffSRxo0bp2eeeUaTJk0yOypguKCgIH3++edq1qyZ+vbtq5SUFLMjATCIw+FgohYAANQ7FLUAALgoICBAs2bN0ttvv60XX3xRN9xwA3+AgDqjsLBQjz76qPr166c+ffooKSlJLVu2NDsWPJzValVWVpasVqtb7qh1Z1FrsVgUHR19UVE7e/ZsDRs2TCEhIS6dX1fY7XatXLlS77//ftnP6fnnn9c999yjiRMn6rHHHjM5IeA+jRs31n/+8x/ZbDb17dtXaWlpZkcCYAC73c7vswAAQL1DUQsAgEHGjx+vb775RtnZ2UpISNDHH39sdiQ0cPv379f111+vGTNmaPr06Zo3b169KaFgLrMmao1YfSxJ0dHRF9xRm5ycrOTkZI9ee1yR0aNHa+/evbrmmmu0cOFC/elPf9L06dPNjgW4XVhYmJYvXy4vLy/ddNNNys3NNTsSABc5HA4dOXJERUVFZkcBAAAwDEUtAAAGateunb7++muNGTNGd911l4YOHaqcnByzY6EB+vDDD9W+fXudPXtW3377rSZOnGh2JNQjVqtVmZmZHjlRK527p/b8onb27Nlq0aKFevTo4fLZdVF6erp++uknJSYm6uGHHzY7DlBroqOjtWrVKmVmZmrIkCEqLCw0OxIAF9jtdhUVFTElDwAA6hWKWgAADBYQEKBXX31Vn3/+udavX6/OnTtry5YtZsdCA1H6h9F333237r//fm3ZskWtWrUyOxbqGXdP1IaFhZX7NaMmamNiYspWHxcWFmrOnDm6++67ZbFYXD67rklLS9PAgQPVsWNHrVq1SnFxcWZHAmqV3W7XsmXLlJSUpHvvvdfsOABc4HA4JEmHDh0yOQkAAIBxKGoBAHCTW2+9Vbt27VKrVq3Us2dPTZw4UXl5eWbHQj02d+5ctWnTRtu2bdOqVas0depU+fn5mR0L9VBERITHT9SWFrVffPGFMjIyNHLkSJfPrWvy8vJ0yxvWntoAACAASURBVC23KCgoSEuWLJG/v7/ZkQBTXHXVVZo/f74++ugjPfvss2bHAVBDTZo0kY+PD/fUAgCAeoWiFgAAN4qOjtaXX36pefPmae7cuWrVqpU+++wzs2Ohnjly5IgGDRqkkSNH6o477tD333+v3r17mx0L9VjpRG3pCmSjlJSU6MSJE5csakvf54ro6Oiyonb27Nnq3bu3WrRo4dKZdU1xcbFGjBihQ4cOaenSpRV+pkBDMWDAAM2cOVN///vf9dFHH5kdB0ANeHt7KzY2lqIWAADUKxS1AADUgt///vfas2ePbrjhBg0aNEhDhw7V8ePHzY4FD1dSUqJ3331XrVu31u7du7V69Wq98847aty4sdnRUM+df0ftmTNndOrUKUPOzc3NVUlJSYWlYulqYiOK2szMTB07dkxffvml7rrrLpfOq4smT56sr776SsuWLdPll19udhygThg3bpz+53/+R+PGjdO2bdvMjgOgBhwOB6uPAQBAvUJRCwBALYmKitKHH36opUuXKikpSe3atdOsWbMMuW8RDc/27dvVvXt3TZgwQQ888ABTtKhVERERKiwsVFBQkCQZtv44Oztbkiosar28zv32xdV/b8bExMjpdGr27Nny8vLS7bff7tJ5dc28efM0ffp0zZw5U127djU7DlCnvPjii+rTp4+GDBmi9PR0s+MAqCaKWgAAUN9Q1AIAUMtuvfVW7dmzR8OHD9d9992nLl26aMOGDWbHgodIS0vTmDFjdO2118rPz087d+7U008/zd2TqFVWq1XS/60iNmr9cW0WtZI0f/58DRw4UKGhoS6dV5f89NNPGj9+vP7yl79ozJgxZscB6hwvLy/NmTNHvr6+GjZsmIqKisyOBKAa7HY7q48BAEC9QlELAIAJGjVqpFdffVXff/+94uLi1KtXLw0cOFC//vqr2dFQRxUUFOjVV19V69attXr1ar3//vtav369rrzySrOjoQGKiIi44K+NmqjNycmRVHtF7bfffqs777zTpbPqkpMnT2rQoEG68sor9dJLL5kdB6izwsPDtXjxYn399dd67LHHzI4DoBooagEAQH1DUQsAgIlatWqlZcuWaenSpdq3b5/atWunxx9/XCdOnDA7GuoIp9OphQsXqk2bNnrsscc0adIk7du3T3fddVfZfZ1AbSudqD179qx8fX0Nnaj18vKq8J5lo4rakJAQ+fn5yd/fX/3793fprLrC6XRq5MiRysnJ0aJFi+Tn52d2JKBO69Chg2bOnKmXXnpJixYtMjsOgCpyOBzKzMzUqVOnzI4CAABgCIpaAADqgFtvvVW7d+/Ws88+qzfffFPx8fGaNm0afwDRwC1btkxdunTRsGHD1L17d+3du1ePP/64AgMDzY6GBi40NFTe3t7Kzs5WRESEoXfUNm7cuGyl8m8ZVdRKksViUZs2berNr6cZM2Zo+fLlWrBggWJjY82OA3iE0aNH695779XYsWOVkpJidhwAVeBwOCSJe2oBAEC9QVELAEAd4efnpwcffFAHDx7UpEmT9MILL6h58+aaNm2a8vPzzY6HWrRp06ayddgRERHavn27PvroIzVp0sTsaICkc4VpWFiYMjMzZbVaDZ2orWjtcelzJdeL2l9++UVnz54t+8NeT7dnzx49+uijevLJJ5WYmGh2HMCjzJgxQ82aNdPIkSNVXFxsdhwAlbDb7ZIoagEAQP1BUQsAQB3TqFEjPfzww/r55581ZswYPf3007r88sv1xhtv6MyZM2bHgxutXbtW1113nXr27KmQkBBt375dX331lTp16mR2NOAiERERysrKks1m87iidu7cufL3968X64HPnj2r4cOHq3PnznrkkUfMjgN4HH9/f82dO1c7d+7UCy+8YHYcAJWwWq0KCQnhnloAAFBvUNQCAFBHRUZG6qWXXlJKSopGjRqlyZMny+Fw6KmnnjJszSjMV1JSoqVLl6pbt27q06ePSkpKtG7dOn3xxRfq0qWL2fGAClmtVmVlZclqtRq6+rg2itpPP/1ULVu21LFjx1w6py6YNGmSDhw4oI8//rjCldEALq1du3Z67rnnNGXKFCUlJZkdB0AlmjZtykQtAACoNyhqAQCo4yIjIzV16lSlpKToT3/6k9544w01bdpUd911l3788Uez46GG8vLy9O6776pNmza6/fbbZbPZtHnz5rK1x0BdFxERoczMTMMnasPCwir8uhFF7Xfffac9e/aoa9euOnr0aI3PqQv+85//6I033tDMmTPVvHlzs+MAHu2BBx5Qv379NGLECJ04ccLsOAAuweFwMFELAADqDYpaAAA8RFRUlJ566ikdOHBAL7/8sjZv3qwrr7xSgwcP1tq1a+V0Os2OiCpISUnRo48+KofDof/5n/9Rv379tG/fPi1dulTdu3c3Ox5QZZ46UfvJJ5/I4XCoS5cuHl3U5ubm6u6779add96p4cOHmx0H8HgWi0WzZs3SiRMn9Le//c3sOAAugaIWAADUJxS1AAB4mODgYE2YMEH79u3Tp59+qrS0NPXp00etWrXStGnTPLp4qK8KCgq0YMEC3XTTTbrsssv0wQcf6MEHH9SBAwf0+uuv67LLLjM7IlBtpXfUWq1Wj7mj1ul06tNPP9Wdd96pmJgY5ebmKj8/v0ZnmW3y5MkqKCjQjBkzzI4C1BuxsbF65ZVX9Pbbb2vTpk1mxwFQAbvdzupjAABQb1DUAgDgoby9vTVkyBBt2bJFP/zwgwYNGqSXX35ZTZs2Vd++fbVgwQIVFRWZHbNB27dvnx555BHZ7Xb94Q9/UElJiebNm6cDBw7osccek9VqNTsiUGPnrz72lInarVu3KiUlpayoleSR99SuX79e//znP/XGG28oMjLS7DhAvTJy5Ejdcsst+uMf/6gzZ86YHQdAOex2uw4ePMhGIQAAUC9Q1AIAUA+0adNGU6dO1aFDh/TBBx+osLBQw4YNU/PmzfXXv/5VW7du5Q8yasmhQ4c0ffp0XXvttWrVqpXmzZun+++/XwcOHNBXX32l3//+9/L19TU7JuCy8ydqT58+bchkqruL2k8++UStW7dWhw4dPLaoPXv2rO677z4NGDBAw4YNMzsOUC+98cYbOnz4sF544QWzowAoh8Ph0JkzZwz7RjEAAAAzUdQCAFCPBAQEaOTIkVq3bp1++uknjR07VsuXL1f37t3VokULTZo0Sdu3bzc7Zr1z5MgRvfbaa+rRo4eaNWumZ555Rm3atNHKlSv166+/6u9//7uaNm1qdkzAUOffUSvJ5fXHTqdTubm5bitqi4uLtWDBAo0YMUKSFBMTI4vF4nHr4qdMmaLU1FS9/fbbZkcB6i2Hw6FnnnlGzz//vJKTk82OA+A3HA6HJHFPLQAAqBcoagEAqKdatmypKVOm6KefflJycrJGjBihzz77TNdcc40uu+wyPfDAA1qxYoXH3s9oJqfTqeTkZE2dOlXXXXed7Ha7nnjiCbVo0UKff/65jh07pvfff1/9+vUrK5aA+iYiIkJFRUXy9/eXJJenWk6ePKni4mK3FbXr1q3TsWPHyqZQ/f39FRoa6lFF7Z49e/Tyyy/rhRdekN1uNzsOUK/9+c9/VufOnTVhwgS2kgB1jN1ul8VioagFAAD1go/ZAQAAgPt16NBBHTp00HPPPacdO3Zo4cKFWr58uV599VUFBgaqV69eGjBggPr376+WLVuaHbdOys7O1ldffaUVK1ZoxYoVSktLU3R0tG666Sb99a9/1YABAxQQEGB2TKDWlE7Slpanrk7UZmdnS5LbitpFixapY8eOuuKKK8pei4mJ8aii9sEHH9SVV16p++67z+woQL3n7e2tt956S126dNEnn3yi4cOHmx0JwP8KCAhQZGSkDh06ZHYUAAAAl1HUAgDQwHTp0kVdunTR1KlTdfjw4bLi8cknn9TEiRPVvHlz9ezZU927d1ePHj3Utm3bBjkVmpaWpi1btmjTpk3avHmzdu7cKYvFomuvvVb333+/+vfvr06dOslisZgdFTBFRESEJKmwsFDe3t4uT9S6s6gtKSnRkiVLLio4o6OjPeaO2qVLl2rlypVav359g/x3MmCGq666SmPGjNHkyZP1u9/9TsHBwWZHAvC/7HY7RS0AAKgXKGoBAGjAmjRporFjx2rs2LEqKipSUlKSVq9erc2bN2vy5Mk6efKkwsLC1L17d3Xr1k1du3ZV+/btFR0dbXZ0Q50+fVp79uzRzp07tXnzZm3evFm//vqrvL291b59e/Xo0UOTJ0/WjTfeqLCwMLPjAnVC6URtTk6OwsPD6/RE7ZYtW5SWlqbBgwdf8HpMTIxHFLUFBQV66KGHNHToUF133XVmxwEalBdeeEGLFi3SSy+9pKeeesrsOAD+l8PhYPUxAACoFyhqAQCAJMnHx0c9evRQjx49JEnFxcXavXu3Nm3apC1btujdd9/VE088IUmKiopS+/btlZCQoISEBLVv316tWrVSSEiImT+FShUWFurAgQPatWuXdu/erd27d2vXrl365ZdfVFJSokaNGqlr164aNWqUEhMTde2116pRo0ZmxwbqpMaNG8vHx0dZWVmy2WyGTNRaLBaFhoZW+J6aFrWLFy9Wy5Yt1bZt2wtej4mJ0fbt26sftpa9/vrrOnjwoFauXGl2FKDBiYqK0qOPPqqnnnpKd999t5o1a2Z2JAA6V9R+/fXXZscAAABwGUUtAAAol7e3tzp27KiOHTtqwoQJkqT09PQLSs4NGzbo7bffVn5+viTJZrOpRYsWat68uZo3b172v+Pi4mSz2WS1Wt12j2tJSYkyMjKUmZmpjIwM7d+/X/v371dKSkrZf6empqq4uFheXl6Kj49X+/btNXz4cCUkJKhDhw6Kj49npShQRRaLpWyS1mq1GjJR26hRI/n4VPxblJoWtUuWLNGdd9550evR0dF1/o7ajIwMPfvss3rooYfUvHlzs+MADdLEiRP17rvv6tFHH9WcOXPMjgNA51YfL1y40OwYAAAALqOoBQAAVRYZGakbbrhBN9xwQ9lrxcXF+uWXX7Rv376yQjQlJUWrVq1SSkpK2TrTUsHBwbJarbLZbIqMjFTjxo0lSaGhofLy8pKvr+9Fk7kFBQU6deqUJOnkyZMqKipSfn6+MjMzL/jP+fz9/csK49atW2vAgAFq3ry54uPj1bZtW+6ZAwwQERFRNlFrRFFb2WrxmhS1O3bs0P79+zVo0KCLvhYTE6O0tLTqBa1l06ZNk7+/vx5++GGzowANlr+/v6ZOnaphw4bp4YcfVvv27c2OBDR4drtdaWlpKigokJ+fn9lxAAAAaoyiFgAAuMTb21stW7ZUy5Yty/16bm6ujh49elGpmpGRofT0dJ04cUKSdOjQIRUXF6uwsFB5eXkXnOHn51dWrDZu3Fje3t6KiIjQFVdcIavVWlb8lk7tWq1WxcbGymKxuPcnDzRwVqtVWVlZslqtOnz4sEtnZWdnX/J+WqlmRe3ixYvVvHlzderU6aKvRUdHKz8/XydPnqyTa86PHj2qmTNn6rnnnqvzq+WB+m7w4MHq0KGDnnzySX322WdmxwEaPIfDoZKSEh05coSNEwAAwKNR1AIAALcKDQ295J2TADxXRESEMjMzFRsbq127drl0VnWKWqfTWeVzP/vsMw0aNKjcb9yIiYmRdK4QrYtF7fPPP6/Q0FDde++9ZkcBGjyLxaIpU6botttu07Zt23TNNdeYHQlo0BwOhyTp4MGDFLUAAMCjcQkbAAAAgBo5f6I2IyPDpbOqUtSWlq1Vnajds2ePfvrpp3LXHksXFrV1zZEjRzRr1iw9/vjjCgwMNDsOAEkDBw5U165dNWXKFLOjAA1eTEyM/Pz8dPDgQbOjAAAAuISiFgAAAECNlN5Ra7VaDbmj1ujVx4sWLVJMTIy6detW7tejoqLk5eWlY8eOVS9sLXj66acVGRmpsWPHmh0FwHmmTJmiL7/8Ulu3bjU7CtCgeXl5qUmTJjp06JDZUQAAAFxCUQsAAACgRkpXH9tsNp08eVJnz56t8Vk5OTmGF7WLFy/WoEGDyn7cb/n4+Mhqtda5idpDhw7pvffe0xNPPCF/f3+z4wA4z0033aQePXro6aefNjsK0ODZ7XaKWgAA4PEoagEAAADUyPmrjyW5NFVr9ETt/v379d1331W49rhUTExMnStqX331VUVFRemuu+4yOwqAcjzyyCNasWKFvvvuO7OjAA2aw+Fg9TEAAPB4FLUAAAAAaqS0qC0tWOtSUbtgwQJZrVb16tXrku+LjY1VWlpa1YO62cmTJzVr1iz95S9/kZ+fn9lxAJTj5ptvVrt27TRjxgyzowANGkUtAACoDyhqAQAAANSIzWZTSUmJfHx8JEkZGRk1Psvo1ceLFy/WbbfdVpatInWtqH333XdVUlKi8ePHmx0FQAUsFov++te/as6cOUpNTTU7DtBgsfoYAADUBxS1AAAAAGrEZrNJkoqKiuTl5VXjidq8vDwVFhYaVtQePnxY27Ztq3TtsSTFxcXVmaK2qKhIr732msaOHauwsDCz4wC4hJEjR8pms2nmzJlmRwEaLLvdrpycHJ04ccLsKAAAADVGUQsAAACgRkqL2uzsbIWFhdV4ojY7O1uSDCtqly5dqqCgIN14442VPjs2NlZHjhypYlL3mj9/vg4fPqw///nPZkcBUAl/f3/df//9evvtt5WXl2d2HKBBcjgcksRULQAA8GgUtQAAAABqpLSozczMlNVqrfFEbWlRW9kUaXWK2n79+ikgIKDSZ8fGxiojI0OFhYVVTOs+b775pgYNGqT4+HizowCogvvuu09nzpzRnDlzzI4CNEilRS331AIAAE9GUQsAAACgRvz8/NSoUSNlZGTIZrO5XNQaMVF7+vRprVu3TrfeemuVnh0bG6uSkhIdO3asimnd48cff9SWLVt07733mpoDQNVFRERoyJAhmjVrltlRgAYpNDRUjRs3pqgFAAAejaIWAAAAQI3ZbDZlZGTIarW6vPrYiInar776SmfOnNHNN99cpWfHxcVJkun31L7zzjuKj49X7969Tc0BoHrGjRunHTt26NtvvzU7CtAgORwOVh8DAACPRlELAAAAoMZKJ2ldnagNDg6Wn5/fJd9XlaJ22bJluvrqqxUTE1OlZ8fGxkoyt6g9e/as5syZo3HjxpX9HAF4hp49e6pt27ZM1QImsdvtFLUAAMCj8acAAAAAAGrMqInaytYeS5UXtU6nU8uXL6/y2mNJCggIUHh4uI4cOVLlH2O0hQsXKicnR3fddZdpGQDU3D333KM5c+bo9OnTZkcBGhyHw8HqYwAA4NEoagEAAADU2PlFrSsTtUYUtTt27NDhw4c1cODAaj0/NjbW1InaWbNmaeDAgWVrmAF4lrvuukv5+fmaP3++2VGABsdut1PUAgAAj0ZRCwAAAKDGSova0v+uCaOK2mXLlslut6t9+/bVer6ZRe2hQ4e0fv163XPPPaY8H4DrIiMjNXDgQM2ZM8fsKECD43A4lJqaeslrEQAAAOoyiloAAAAANVa68thqterEiRMqKCio9hk5OTmGFLVLly7VwIEDZbFYqvX8uLg404ra+fPnKzQ0VP369TPl+QCMMWzYMK1du1bHjh0zOwrQoNjtdhUUFPBrDwAAeCyKWgAAAAA1dv5ErdPpVHZ2drXPMGKi9siRI0pOTq7W/bSlYmNjTbujdv78+Ro0aJD8/PxMeT4AY9xyyy0KDAzU4sWLzY4CNCgOh0PSuQ0VAAAAnoiiFgAAAECN2Ww25eTkKCwsTJJqtP7YiKJ26dKlCgoKUu/evav9fLNWH+/fv1/bt2/X0KFDa/3ZAIwVFBSkW2+9lXtqgVrWtGlTeXl5cU8tAADwWBS1AAAAAGqsdJK2tETNzMys9hlVLWotFossFku5Re2yZcvUt29fBQQEVPv5sbGxOn78uIqLi6v9Y10xf/58RUREqE+fPrX6XADuMXToUG3YsMG0CX2gIfLz81N0dDRFLQAA8FgUtQAAAABqzGq1Sjo35WqxWNw6USudm6r9bVGbn5+vNWvW1GjtsXTujtri4mIdP368Rj++phYuXKg77rhDvr6+tfpcAO4xYMAABQcHa9GiRWZHARoUh8PB6mMAAOCxKGoBAAAA1JjNZpMk5eTkqHHjxjWaqD1/dXJlyitqV61apfz8fA0YMKDaz5bOTdRKqtUpuMOHD+ubb77R4MGDa+2ZANwrICBAt9xyiz7//HOzowANCkUtAADwZBS1AAAAAGrMZrOVTdLabLZqT9SePn1aZ8+edWmidtmyZbr66qsVFxdXrWeXKv1xtXlP7YoVKxQQEKBevXrV2jMBuN+AAQO0YcMG5eXlmR0FaDDsdjurjwEAgMeiqAUAAABQYz4+PgoNDVVGRoasVmu1J2qzs7MlyaWi9ssvv9Qtt9xSreeeLygoSI0bN67Vonb58uXq3bu3AgMDa+2ZANxvwIABKioq0rp168yOAjQYFLUAAMCTUdQCAAAAcEnpJK3NZqv1ovb7779Xampqjdcel4qNja211cdFRUVavXq1+vfvXyvPA1B7IiMj1bFjRy1fvtzsKECD4XA4dPz4cZ05c8bsKAAAANVGUQsAAADAJaUFrdVqrfbqY1eL2pUrV8pqtapz587Veu5vxcXF1dpE7ZYtW5STk+NyuQygbhowYABFLVCLHA6HnE6nUlNTzY4CAABQbRS1AAAAAFxixERtWFhYld5fXlHbt29feXm59lub2NjYWitqV6xYofj4eF1++eW18jwAtWvAgAHav3+/9u7da3YUoEGw2+2SpEOHDpmcBAAAoPooagEAAAC4pLSorelEbWBgoAICAqr0/vOL2vz8fG3atEk33XRTtTP/Vm0WtWvWrGHtMVCPde3aVaGhoVq9erXZUYAGISoqSoGBgdxTCwAAPBJFLQAAAACXnF/U1mSitqprj6ULi9r169crPz9fN954Y7WeWZ7auqM2Pz9f3377rXr27On2ZwEwh4+Pj6699lpt3rzZ7ChAg2CxWNSkSROKWgAA4JEoagEAAAC4pHSS1mazKTs7W0VFRVX+sTk5OVVeeyxdWNSuXLlSCQkJatq0abUz/1ZcXJyOHTt2wVpld9i2bZsKCgqUmJjo1ucAMFdiYiJFLVCLHA4Hq48BAIBHoqgFAAAA4JLSotZqtcrpdJbdO1sVWVlZslqtVX7/b4taI9YeS+cmaouKipSenm7IeRXZvHmzmjRpUnafHoD6KTExUQcOHFBqaqrZUYAGgaIWAAB4KopaAAAAAC6x2Ww6ceKEQkNDJala64+zsrIUERFR5feXFrWpqan68ccfDS1qJbn9ntrNmzez9hhoALp27SofHx9t2bLF7ChAg2C321l9DAAAPBJFLQAAAACX2Gw2SedKVEnKyMio8o+taVG7YsUKBQYGGrZCOC4uTpJ7i1qn06mkpCTWHgMNQHBwsDp06MD6Y6CWUNQCAABPRVELAAAAwCWlRW3pSuLamKhduXKlrr/+egUGBlYvbAUaNWqkkJAQHTlyxJDzyrN3715lZWXp2muvddszANQd3bt3V1JSktkxgAbB4XAoLy+vWtcvAAAA1AUUtQAAAABcUlrU5ubmqlGjRtWeqA0PD6/y+728vFRUVKQ1a9YYtva4VGxsrFsnar/77jv5+PjoyiuvdNszANQdHTt21O7du1VcXGx2FKDeczgcksRULQAA8DgUtQAAAABcEhERIS8vL2VkZMhqtbp9ovbgwYPKysryuKJ29+7datWqlQICAtz2DAB1R/v27ZWfn69ffvnF7ChAvWe32yVJhw4dMjkJAABA9VDUAgAAAHCJt7e3wsPDlZGRIZvNVuWi1ul0Kicnp9pF7d69e9W0aVO1bt26ppHLFRcX59aidteuXWrfvr3bzgdQt7Rr107e3t7avXu32VGAei8kJEQRERFM1AIAAI9DUQsAAADAZTabrWyitqqrj3Nzc1VcXFztonbfvn0aMGBATaNWKDY21q131O7atUsJCQluOx9A3RIYGKjLLruMohaoJXa7nYlaAADgcShqAQAAALisdJK2OhO1WVlZklStotbpdOrw4cOGrz2W3Lv6ODc3VwcPHqSoBRqYhIQE7dq1y+wYQIPgcDiYqAUAAB6HohYAAACAy2oyUVuTovbMmTOSpD59+lQ/ZCViY2N19OhROZ1Ow8/+/vvv5XQ6KWqBBiYhIYGJWqCWNG3alIlaAADgcShqAQAAAListKC1Wq1unag9ffq0YmJiFB4eXqOclxIXF6eCgoIq56+On3/+WQEBAXI4HIafDaDuatmypVJSUlRUVGR2FKDeY/UxAADwRBS1AAAAAFxWOlFb+t9VkZWVJR8fHzVu3LjKzzl16pSaN29ew5SXFhsbK0luuac2JSVFzZs3l8ViMfxsAHVXixYtVFRUpNTUVLOjAPWe3W7X4cOHVVJSYnYUAACAKqOoBQAAAOCy0klaq9Wq7OzsKv0haVZWlsLDw6tcXqalpens2bNq1qyZq3HLVVrUuuOe2tKiFkDDUvrrPiUlxdQcQENgt9tVWFio48ePmx0FAACgyihqAQAAALjs/Ina4uJi5eTkVPpjsrKyqrX2ePXq1bJYLGrSpIkrUSsUFhamoKAgiloAhomOjlZQUJD2799vdhSg3rPb7ZLE+mMAAOBRKGoBAAAAuMxmsykvL08hISGSVKX1x9nZ2dUqateuXavg4GB5e3vXOGdlYmJi3LL6eP/+/RS1QANksVjUrFkzJmqBWtCkSRNZLBaKWgAA4FEoagEAAAC4zGazSZK8vM79FiMzM7PSH1O6+riq1qxZo8aNG7v17rm4uDjDJ2oLCwt1+PBhtWjRwtBzAXiGFi1aMFEL1AJ/f39FRUVR1AIAAI9CUQsAAADAZVFRUZKk4uJiSVWbqK3O6uNff/1VKSkpCg0NdWtRjT5LewAAIABJREFUGxsba3hRe/ToURUXF5etZATQsDgcDoojoJbY7XZ+vQEAAI9CUQsAAADAZZGRkZKknJwcBQcHG17UrlmzRkFBQWrUqJHHFbXp6emS/u8zAtCw2Gy2Km0ZAOA6iloAAOBpKGoBAAAAuCw0NFQBAQFKT0+X1Wo1fPXx2rVrlZiYKB8fH7cXtUbfUVv6WVitVkPPBeAZrFZrlb55BYDrKGoBAICnoagFAAAAYIjIyEgdP368ytNj1ZmoXbdunXr37i0vLy85nU5Xo1ao9I5aI5+RmZkpHx8fhYWFGXYmAM/BRC1QeyhqAQCAp6GoBQAAAGCIyMjIsolaI1cf//DDDzpy5Ij69OkjLy8vt0/Unj17VtnZ2YadmZGRoYiICFksFsPO9CQ7duyQxWLRU089dcnXzMhhlrqQZcWKFbJYLJoxY4bbnpGXl6e//OUvat68uXx8fGSxWJSXlydJWrx4sTp16qSQkBBZLJYL/vP//t//c1smM1itVhUUFOjkyZNmRwHqvaZNmyotLU1FRUVmRwEAAKgSiloAAAAAhoiKiqryRG1eXp4KCgqqVNSuWbNGjRo1UufOnWulqJVk6D21mZmZrD2ugk2bNslisejZZ581OwoM8uSTT+r111/XgQMHVFxcXPb6jz/+qGHDhunbb7/VqVOnTExYO2w2myQxVQvUArvdruLiYsPvmwcAAHAXiloAAAAAhoiKiqryRG1WVpYkVamoXbt2ra6//nr5+Pi4vaiNi4uTZGxRm5WVRVH7G126dJHT6azViVIzntnQrVixQqGhofrhhx9UXFwsp9OpkJAQrVq1SkVFRXr22Wd15swZOZ1OOZ1O7d+/3+zIblH665+iFnA/u90uSaw/BgAAHoOiFgAAAIAhSu+otVqtlRYSVS1qS0pKtGHDBvXu3VuS3F7UhoeHKyAgQEeOHDHszNOnTys4ONiw8wBPkZaWplatWqlNmzby8vK64HVJuvnmm+Xv729WvFpT+uv/9OnTJicB6r+4uDh5e3tT1AIAAI9BUQsAAADAEKVFrc1mM2yiNjk5WRkZGerTp48kydvb+4IVqkazWCyKiYkxdKL27NmzHlFGFRcX6/XXX1fnzp0VHh6usLAwdenSRdOnT7+gYDr/btPVq1ere/fuCgoKUlRUlMaNG6f09PRKn/XbO1qfffZZ9ezZU5L0xBNPXHBfqVG5y7sX9vyfy9q1a9W9e3cFBwfLbrdr6tSpZe97/fXX1apVKwUEBKh169ZasGDBBRmM+Ewkyel06r333lP37t3VqFEjBQYGqkOHDnrzzTfldDqrdEZVP4/zJSUl6frrr1dwcLCsVqtGjx5d9mu01KxZs2SxWLRw4cKLfnzp15YsWSJJeuCBB2SxWJSdna1t27ZddAftCy+8IEnq1KlTlf4+G/G5mMnPz0/SuX8XAHAvHx8fxcTEUNQCAACP4WN2AAAAAAD1Q+kdtVarVVlZWXI6nRUWMFlZWbJYLAoLC7vkmRs2bFBERIQSEhIknStS3V3MxMbGGlrUFhQUlBU1ddnf/vY3vfTSSxe89s033+ibb76Rn5+fJkyYcMHXtmzZooceeqisOM/Pz9esWbO0adMmbd++XSEhIXUyd3mSkpI0adIkFRUVSTo3+fi3v/1N/v7+Onr0qF588cWy9+7du1d/+MMfdMUVV6hjx44XnOPKZ+J0OjVq1CjNmTPngtd37dqlCRMm6LvvvtO7775b6c+lup/H9u3b9cgjj5SViKdPn9aHH36olJQUrV+/vtLnuZtRn4uZSr9Ro6CgwOQkQMNgt9uVmppqdgwAAIAqYaIWAAAAgCGioqJ0+vRphYSEqKioSLm5uRW+NysrS6GhofLxufT3jm7YsEE9evQoW5vq7tXHkvFF7dmzZz2iqF2yZImCg4O1aNEi5eTk6NSpU0pOTtZDDz1UbsG4YMECjRo1Sj///LPy8vK0YcMGJSQk6KefftK0adOq9ezHH39cGzdulCQ988wzZXeWVqWUr27u8nz66aeaMGGCUlJSlJeXp4ULF8rX11dTpkzRW2+9pVmzZun48ePKzMzUgw8+qJKSEr3yyiuGfiYff/yx5syZo4SEBH355ZfKzMxUXl6e1q9frw4dOuif//yntm7davjnMXfuXN199936+eefdfr0aW3atEkOh0MbNmzQd999V6XP77dmzJghp9Op0NBQde3a9YK/n06nUw8//LAk6dtvv63077NRn4uZSotaJmqB2mG325moBQAAHoOJWgAAAACGiIqKuuCvMzIyKpyYzcrKqnTtsdPp1ObNmzVp0qSy12qjqI2Li1NycrJh5xUUFFQ6OVwXNG3aVJJ02223lRXoHTp0UIcOHcp9/zXXXKP33nuvbGq6Z8+eWrJkiVq3bq2FCxfqmWeeqZO5y9O/f/8LitfBgwfrtttu06JFi/SPf/xDY8eOLfvatGnTNGvWLP3www8XnePKZ/L+++/L29tbK1euVGxsbNnr1113nebOnat27drp3//+t7p163bJn0t1P49+/frprbfeKvvrxMRETZ48uWxatTqfozsY9bmYydvbW97e3hS1QC2x2+1l3/wDAABQ1zFRCwAAAMAQkZGRklQ2HZeZmVnhe7Ozsystavfu3avjx4+X3V0qMVHrTq+88opKSkp0+eWX695779XMmTP17bffVvj+fv36XbTaOj4+Xi1bttQvv/xiWK6MjIyL7ji12Ww1zl2eXr16XfRas2bNJJ0rBM/n7e2tJk2a6NixYxf9GFc+kz179qi4uFh2u10+Pj7y9vaWl5eXvLy81K5dO0nSwYMHDf88rr/++otei4+PlySdPHnykplrQ1U/l7rOz8+PohaoJUzUAgAAT0JRCwAAAMAQpRO1pfcwZmRkVPjeqkzUbty4UUFBQbrqqqvKXvPEoraoqKjSFc91QYcOHfTTTz/pww8/VIsWLbRx40b1799f7dq10+7du82OVyEjcgcEBFz0WmnhWtHXjP7nsPS84uJiFRcXq6Sk5KK1wFW547S6n0dgYOBFr5X+3M9/dun68fJ+3vn5+ZXmqimjPhez+fr6qrCw0OwYQINgt9t17NgxvjkCAAB4hLr/pwUAAAAAPEJQUJCCg4N14sQJBQYGXnKitqpFbbdu3S6YRq2tovb06dPKzc1VaGioy+f5+vqqqKjIgGTu5+Pjo+uuu65sivT06dNq1aqVxo4dq23btl3w3v/85z96+umnL5gg/fXXX7Vv3z5ddtll1X52aRH428/KZrNVeldtdXK7kyufSevWrbVz504dOXKk0n/uzPg8Sr8RY//+/Rd9bc2aNTU6syqq87nUZQUFBR4xWQ/UB3a7XU6nU0eOHFGLFi3MjgMAAHBJTNQCAAAAMExUVJTS09NltVoNmag9f+2xVHt31ErSkSNHDDnPz8/PIyb+unfvrrfffls//PCD8vPzlZubqxUrVigzM1O//vrrRe/ftm2bxo4dq//+9786deqUNm3apDvuuEOFhYUaMmRItZ9f+s/Dxo0bL1nyu5rbnVz5TMaOHavTp0/rxhtv1LJly5Senq6CggIdOHBAX3zxhQYPHqzVq1dXmsFdn0fbtm0lSTNmzNC6deuUn5+vlJQUPfjgg1qyZEmNz62MUZ+L2QoKCuTv7292DKBBsNvtksT6YwAA4BGYqAUAAABgmPOLWlcmag8fPqyUlJSLilp3rJz9rdjYWElSWlqa2rRp4/J5/v7+HrF+cefOndq6dWu5Xxs3btxFrw0ZMkQffvih3n///Qteb926tR5++OFqP/+KK65QkyZNtGbNmgvuXK1serS6ud3Jlc9k9OjRWr9+vT744AMNHDiw3PdU5efjrs8jPj5egwYN0uLFi9W7d++y1318fDRq1Ch99NFHNT77Uoz6XMxUVFSkkpISJmqBWhIdHS0/Pz+KWgAA4BGYqAUAAABgmMjISB0/flw2m63SojY8PLzCr2/YsEG+vr7q2rXrBa/XxkStzWaTn5+fYffUespE7ddff637779fbdu2VWBgoGw2mxITEzVr1iy98sorF70/MTFRy5cv1zXXXFP2/rFjx2rDhg0KCQmp9vO9vb21cOFC9ejRQ8HBwW7L7U6ufCYWi0Xvv/++Pv30U914440KDw+Xn5+f4uPjdfvtt+uzzz7TjTfeWGkGd34e//rXv3TPPffIarUqICBA3bp106pVq8pWLLuDUZ+LmUq/UYOJWqB2eHl5KS4ujqIWAAB4BIuzsm9PBgAAAIAqGjt2rA4fPqzQ0FAVFxdr4cKF5b4vODhYb775psaMGVPu1//0pz9p586dSkpKuuD14cOH68yZM1q8eLHR0S/QrFkzTZgwQZMmTXL5rNGjRys7O1uff/65AcnMt2LFCg0YMECvvPKKHnjgAbPj1Al8JriU7OxsRUREaNWqVbrhhhvMjgM0CD179lT79u315ptvmh0FAADgkpioBQAAAGCYqKioSidqz549q9OnT19y9XF599NKtTNRK0lNmjTR4cOHDTnLUyZqAbgHE7VA7bPb7UzUAgAAj0BRCwAAAMAwkZGRZXfUZmRklPuerKwsSaqwqM3OztYPP/xQb4rakJAQnTx50pCzAHievLw8SarWSm8ArqGoBQAAnoKiFgAAAIBhSidqIyIiKpyorayo3bRpk5xOpxITEy/6Wm0VtXFxcYYVtVar9ZL39QKo30q/acVms5mcBGg47Ha7UlNTzY4BAABQKR+zAwAAAACoPyIjI1VQUKDg4GBlZGTI6XTKYrFc8J7KitqNGzeqXbt2slqtF32tNidqlyxZYshZl5ou9kT9+/eX0+k0O0adwmeCSyn9Ro3y/p0GwD3sdrsyMjJ0+vRpBQUFmR0HAACgQkzUAgAAADBMVFSUpHOFamFhYbkrf0uL2vDw8HLPqOh+2tJza6uoTUtLM+RZNptN2dnZKi4uNiAZAE+TkZGhwMBAyiKgFtntdkkybDsGAACAu1DUAgAAADBMaVFbqryVv1lZWQoJCZG/v/9FX8vPz9fOnTvVo0ePcs+vzaK2sLBQ6enpLp9ltVpVUlKinJwcA5IB8DSZmZlM0wK1rLSo5Z5aAABQ11HUAgAAADBMZGSkLBaLCgsLJanclb9ZWVkVrj3evn27CgoK6kRRKxkziVNa0NSn9ccAqi4zM5P7aYFaZrPZFBgYSFELAADqPIpaAAAAAIbx8/NTaGioCgoKJP3fmuPzZWdnV1jUbt26VbGxsXI4HOV+3WKxeFxRW1rQGDGdC8DzZGRkVPjvPADuYbFY1KRJE4paAABQ51HUAgAAADBUVFSUTpw4IT8/vwpXH1d0P21SUpK6detW4dm1NVEbFBSksLAwQ4ramJgY+fr66uDBgwYkA+BpDhw4UOE3nwBwH7vdTlELAADqPIpaAAAAAIaKjIxUenq6wsPDKyxqK5ouq0pR63Q6Dct6KU2aNDGkqPX29pbdbldKSorroQB4nP3796tFixZmxwAaHIpaAADgCShqAQAAABgqKipKx48fV0RERLmrjysqavfv36+jR4/q2muvrfDs2pqolYwraiWpefPmFLVAA+R0OnXw4EE1b97c7ChAg0NRCwAAPAFFLQAAAABDRUVFKT09XVartVoTtUlJSfL19VWnTp0qPJuiFoAnOXLkiM6cOcNELWCCpk2bUtQCAIA6j6IWAAAAgKEiIyN1/PjxSxa15d1Ru3XrVnXs2FFBQUEVnl3bRe2RI0cMOat58+bav3+/IWcB8Bylv+4paoHaZ7fblZubqxMnTpgdBQAAoEIUtQAAAAAMdX5RW53Vx0lJSZdceyx57kRtixYtdPDgwVrLDqBuSElJkZ+fn+Li4syOAjQ4drtdkpSammpyEgAAgIpR1AIAAAAwVFRUlDIyMhQeHn7RRG1RUZFOnDhxUVGbn5+v7777Tt26dbvk2bVd1GZnZ+vUqVMun3XFFVeooKBAv/76qwHJAHiKvXv3Kj4+Xl5e/PELUNtKi1rWHwMAgLqM3ykAAAAAMFRUVJSKi4sVGBh4UVGbnZ0tp9N5UVH7zTffqKCgoM5N1EpSWlqay2ddeeWV8vLy0u7du10+C4Dn2LVrlzp06GB2DKBBCg8PV0hICBO1AACgTqOoBQAAAGCoyMhISZKvr+9Fq49L//q3Re3WrVsVFRVV6T2OZhS1Rqw/Dg4OVnx8vHbt2uXyWQA8x65du5SQkGB2DKDBatq0KRO1AACgTqOoBQAAAGCoqKgoSZLFYlFubq6KiorKvlZRUZuUlKTu3btXerbFYqm1ojYyMlK+vr6G3VPbvn17JmqBBuTkyZM6cOAARS1gIrvdTlELAADqNIpaAAAAAIay2Wzy8vJScXGxnE6nsrOzy75WUVH79ddfV7r2WDo3Uet0Oo0NfIlnxcTEGFbUJiQkMFELNCC7d++W0+lU+/btzY4CNFgUtQAAoK6jqAUAAABgKG9vb0VERKiwsFCSLrinNisrS/7+/goODi577cCBAzp8+LC6detW6dm1ufpYOrf+2MiJ2l9++UWnTp0y5DwAddvu3bvVqFEjNWvWzOwoQINFUQsAAOo6iloAAAAAhouKitKZM2ckXVzUlnc/rY+Pjzp37lzpubW5+lgytqjt2LGjSkpKmKoFGojk5GS1b99eFovF7ChAg0VRCwAA6jqKWgAAAACGi4qKUl5enqT/W3csSdnZ2RcVtdu2bVNCQsIFU7YV8eSJ2vj4eMXExGjLli2GnAegbtu8eXOV7t4G4D52u12nTp264BoGAACAuoSiFgAAAIDhIiMjlZWVpaCgoEonardt26auXbtW6VxPLmolqVu3btq8ebNh5wGom3Jzc7Vnzx4lJiaaHQVo0Ox2uyQxVQsAAOosiloAAAAAhouKitLx48dltVovWdQWFxcrOTm5SmuPJXOK2rS0NMOemZiYSFELNABbtmyR0+ms0t3bANyHohYAANR1FLUAAAAADBcVFaVjx47JarVesPr4t0XtDz/8oFOnTunqq6+u0rlmFLWFhYVKT0835LzExEQdP35c//3vfw05D0DdtHnzZl1xxRWKiooyOwrQoIWEhCgsLIyiFgAA1FkUtQAAAAAMFxMTo6NHjyoiIuKSE7U7duxQQECA2rZtW6VzzShqJRm2/rhz584KCgpiqhao5zZv3qwePXqYHQOApKZNm1LUAgCAOouiFgAAAIDhYmJilJubq7CwsP/P3p2HVV3m/x9/nXPYBQSOAso5srikolCpjeOWmaZmVtM3bdq0xbJxfpNlmc5Y02ozLbY37V4z7Warjmku2biWWiZuuCCb4MYBFREQDuf3h1+Y+GbGOZzD5wDPx3VxJQfOfb9wGlJe533fPytqo6Oj697ftGmTzjvvPAUGBjZoXaOK2v3793tlvcDAQPXp00erV6/2ynoA/M+pU6e0ceNGDRgwwOgoAHT6+GOKWgAA4K8oagEAAAB4XVxcnCQpNDT0rEcfb9q0qcHHHktNX9SGhYXJarV69Qe8F198sb766iuvrQfAv6xevVplZWW66KKLjI4CQKeLWm+94AoAAMDbKGoBAAAAeF18fLwkKSAgoG6i1uVy6ejRo3VFbVVVlTIyMtSnT58Gr2symeRyubwf+CxsNptXf8A7evRo7d+/X9u3b/famgD8x5IlS9SjRw+lpKQYHQWAmKgFAAD+jaIWAAAAgNfFx8fLZDLJbDbXFbXHjh2T0+msK2ozMjJUUVHh1xO1kvcncfr27avY2FgtXrzYa2sC8B+LFy/W6NGjjY4B4H/VFrVN/UIvAACAhqCoBQAAAOB1wcHBatu2rWpqauqOPq79Z21Ru2nTJoWHh+ucc85p8LpGFLU2m82rkzhms1kjRoygqAVaoNpp+VGjRhkdBcD/stvtqqysVFFRkdFRAAAAfoaiFgAAAIBPxMfH69SpUzp58qTKy8tVUlIiSYqOjpZ0uqjt06ePzOaG/7XEqKLW23fbjRo1SmvWrFFpaalX1wVgrC+//FJt2rTR4MGDjY4C4H/Z7XZJ4vhjAADglyhqAQAAAPhEfHy8KioqJJ2epq2dZGnXrp2k00WtO8ceS8YefezNIxNHjhyp6upqLV++3GtrAjDe4sWLddFFFykkJMToKAD+l91ul8lkoqgFAAB+iaIWAAAAgE/ExcXpxIkTkiSHw6Hi4mIFBAQoIiJCFRUV2r59u/r27evWmkZN1FZWVurIkSNeW7N9+/YaMGCAPvnkE6+tCcBYpaWl+uqrr3TllVcaHQXAT4SEhMhqtVLUAgAAv0RRCwAAAMAn4uPjdfToUUmni1qHw6GYmBiZTCb9+OOPqqqqahZFbe2Rid4+/nj8+PFasGCBysvLvbouAGMsWLBA1dXVFLWAH7Lb7RS1AADAL1HUAgAAAPCJuLg4ORwOmc1mFRcXy+FwyGq1SpI2btyo6OhopaSkuLWmURO1kvfvths3bpxOnjypxYsXe3VdAMaYN2+eRowYUfd9DoD/oKgFAAD+iqIWAAAAgE/Ex8frwIEDioyMrDv6uLbA+P7779W3b1+ZTCa31jSiqA0NDZXVavX6RG18fLwGDx6sjz76yKvrAmh6x48f17JlyzR+/HijowA4A4paAADgryhqAQAAAPhEfHy8ysvLFR0dXXf0cW1R+8MPP6hPnz5ur2lEUSud/gGvt4ta6fTxxwsXLlRZWZnX1wbQdD777DPV1NTo8ssvNzoKgDOw2WwUtQAAwC9R1AIAAADwibi4OElSRERE3dHHMTExqqioUGZmps477zy31zSZTHK5XN6O+qt89QPe//mf/1FlZaUWLVrk9bUBNJ158+Zp5MiRio6ONjoKgDOw2+0qLCyU0+k0OgoAAEA9FLUAAAAAfCI+Pl7S6aODfzpRu3XrVlVVVXlU1La0idrY2FiNHDlSb731ltfXBtA09u/fr6VLl2rChAlGRwHwC+x2u6qqqnTo0CGjowAAANRDUQsAAADAJ2JjY2U2mxUUFFTvjtoff/xR4eHh6ty5s9trGlXU+vLIxNtuu03Lli1TVlaWT9YH4Ftz585VdHS0xo4da3QUAL/AbrdLEscfAwAAv0NRCwAAAMAnAgICZLVaZTab6x19vHnzZqWnp8tsdv+vI0YWtQUFBT45dvmyyy5Thw4d9M9//tPrawPwrZqaGs2dO1c33XSTgoODjY4D4BckJCTIbDb75HQMAACAxqCoBQAAAOAz8fHxcrlcKioq0rFjx+omaj059lg6XdS6XK4mv6fWbrersrJSR44c8fraAQEBmjhxot566y1VV1d7fX0AvrN06VLl5ubqlltuMToKgLMICgpSbGwsE7UAAMDvUNQCAAAA8Jn4+HhVV1erqKhILpdL0dHR2rp1q84991yP1qudwm3qqVqbzSbJd0cm3nbbbTp06JAWL17sk/UB+Mabb76pIUOGqEePHkZHAfAr7HY7RS0AAPA7FLUAAAAAfCY+Pl7l5eUqKSmRJJ04cUInTpxodkWt3W6XyWTy2ZGJycnJGjZsmF599VWfrA/A+w4cOKCFCxdq0qRJRkcB0AAUtQAAwB9R1AIAAADwmbi4OJWVlcnpdEqS9u/fr4CAAKWmpnq0nlFFbUhIiKxWq09/wHvnnXdq8eLF2rFjh8/2AOA9L7zwgqKiojRu3DijowBoAIpaAADgjyhqAQAAAPhMXFycjh07Vvd+VlaWevbsqZCQEI/WM6qolU4ff+yriVpJuuyyy9S9e3c9++yzPtsDgHeUlZXpjTfe0J133unx9zMATYuiFgAA+COKWgAAAAA+Ex8fr+LiYkmnp1K3bdvm8bHH0n+LWpfL5ZV87rDb7T4tak0mk+666y698847OnDggM/2AdB4b7zxhsrLy3XHHXcYHQVAA9ntdh08eFBVVVVGRwEAAKhDUQsAAADAZ+Lj4+t+IBoREaEtW7Y0qqg1mUySjJuo9fUkzsSJExUdHa1//OMfPt0HgOecTqdefPFF3XrrrbJarUbHAdBAdrtdTqeTF0MBAAC/QlELAAAAwGfi4+MlnZ6EDQ4O1qFDh3Teeed5vF5LPvpYkoKDg3XHHXfoH//4h8rKyny6FwDPzJ8/X7m5uZo6darRUQC4wWazSRLHHwMAAL9CUQsAAADAZ+Li4iRJAQEBcrlcMplMSk9P93g9I4tau92ugoICn+89ZcoUVVRU6PXXX/fpPgDc53K59Pe//11XXXWVOnfubHQcAG7o2LGjAgICKGoBAIBfoagFAAAA4DPt2rVTYGCgLBaLqqqqlJiYqOjoaI/XM7Ko7dSpkyorK3Xo0CGf7tO+fXtNmTJFjz/+uEpLS326FwD3fPzxx9q6dav+/Oc/Gx0FgJssFovi4+MpagEAgF+hqAUAAADgMyaTSe3bt5ckVVZWNup+Wsn4olaS8vLyfL7XjBkzVFlZyV21gB+pqanRo48+qj59+ujGG2/U22+/bcj3IgCes9vtFLUAAMCvUNQCAAAA8Kn4+HjV1NSooqKiUcceS8bfUWuxWJSbm+vzvdq1a6c777xTTz31lI4fP+7z/QD8ug8++EA7duzQgw8+qNTUVN18883q06ePvvjiC7lcLqPjAWgAu93u8/vmAQAA3EFRCwAAAMCn4uPj5XQ6derUKfXq1atRaxlZ1AYGBqpDhw5NMlErSffee69qamr0/PPPN8l+AH6Z0+nUo48+quuvv15jxozRvHnzlJGRod69e+uqq65Senq65s+fT2EL+DkmagEAgL+hqAUAAADgU7VFrcvlUu/evRu1lpFFrXT6+OOmKmqjoqJ0991365lnnlFxcXGT7AngzP71r39p3759euCBB+oeS01N1dtvv60tW7aoe/fuuuaaa3Teeedp/vz5BiYFcDYUtQAAwN9Q1AIAAADwKavVKpfLJZPJpC5dujRqLaOL2sTExCYraiXprrvuUkhIiB588MEm2xNAfSdOnND999+vW2+99Yzfw3pOYvpxAAAgAElEQVT16qWPPvpIW7ZsUbdu3XTNNdfot7/9rRYuXGhAWgBnY7fbdfjwYVVWVhodBQAAQBJFLQAAAAAfCw8PlySZTCZZLJZGrVVb1Bp1vGhTTtRKUkREhB577DG98sor2rp1a5PtC+C/Zs+erfLycj366KNn/bzevXvro48+0ubNm2W323X55Zdr4MCBFLaAH7Hb7XK5XCooKDA6CgAAgCSKWgAAAAA+FhoaKun0FGx1dXWj1jKZTHVrGaFTp07Kzc1t0j1vvvlmnX/++br77rubdF8AUnZ2tp577jk9+OCDateuXYOek56ero8++kjr169XTEyMLr/8cg0aNEhff/21j9MC+DV2u12SOP4YAAD4DYpaAAAAAD4VGBhY9+uSkpJGrWX00cedOnVScXGxSktLm2xPs9ms5557Tl9//TWTeUATu/fee5WUlKQ//vGPbj+3f//+WrhwodauXavo6GhdfPHFGjRokFauXOmDpAAaIjY2VkFBQRS1AADAb1DUAgAAAPCpioqKul8XFxc3ai2ji9rExERJTT+JM2DAAI0bN0733HOPTp061aR7A63VN998o08//VRz5syp94ITdw0YMEALFy7UmjVrFBwcrGHDhmnQoEH6z3/+48W0ABrCbDYrISGBohYAAPgNiloAAAAAPlVYWFj3a4fD0ai1/KWoberjjyXpySefVEFBgZ544okm3xtobSorK/XHP/5Rl156qS699FKvrDlw4ECtWLFCq1evVlBQkIYOHaoRI0Zo48aNXlkfQMPY7XaKWgAA4DcoagEAAAD41E9LzeZe1EZGRqpt27bKy8tr8r0TExP10EMPafbs2dqxY0eT7w+0Jn/729+Uk5OjF1980etr195Xu3r1alVVVemCCy7QiBEjtGnTJq/vBeDnKGoBAIA/oagFAAAA4FO5ubkym80KDAxs9kWtdLowNaKolaRp06apV69emjRpkqG/B0BLlpmZqb///e967LHHlJKS4rN9Bg0apG+++UbLli3TsWPHdMEFF2js2LH64YcffLYnAMlms1HUAgAAv0FRCwAAAMCnDhw4oMDAQIWEhDT7O2olqVOnToYVtRaLRXPnztWmTZv0+uuvG5IBaMlqamo0adIkpaWl6c4772ySPYcPH64NGzZo6dKlOnjwoPr27auxY8fqxx9/bJL9gdaGiVoAAOBPKGoBAAAA+IzL5VJJSYnCwsIUEBDARK0XpKWladq0aZoxY4b2799vWA6gJXr55Zf13Xff6bXXXpPFYmnSvYcPH66NGzdq6dKlKiwsVJ8+fTR+/HhlZmY2aQ6gpbPb7SouLlZZWZnRUQAAAChqAQAAAPhOfn6+qqqqFB0dLUktYqLWbrfXu3fXCA8++KDi4uJ0++23y+VyGZoFaCmysrI0a9YszZgxQ+edd55hOYYPH65Nmzbp888/1549e5Samqrx48dr165dhmUCWhK73S5JvNgJAAD4BYpaAAAAAD6zbds2SVLHjh3ldDq9NlFrZDmZmJiogoICVVdXG5YhNDRU7733npYvX66XXnrJsBxAS1FdXa0bb7xRiYmJuv/++42OI5PJpLFjx+r777/Xhx9+qK1bt6pnz54aP3689uzZY3Q8oFmjqAUAAP6EohYAAACAz2zfvl1ms1kJCQmqrKxsdFFrMpkkGX9HbXV1tQ4cOGBYBknq16+f/vKXv2j69OnKyMgwNAvQ3D388MPavHmz3n//fYWEhBgdp47ZbNa4ceO0fft2ffjhh8rIyFBqaqomTJigvXv3Gh0PaJbatWunsLAw7qkFAAB+gaIWAAAAgM/s2LFDLpdLHTt2VGVlpYqKihq1nj8cfZyYmChJht5TW+v+++9Xnz59dN1116m8vNzoOECztHbtWv3tb3/TM888o969exsd54xqC9sdO3bovffe07fffquePXtqwoQJ2rdvn9HxgGYnISGBohYAAPgFiloAAAAAPrNt2za5XC4lJSVJko4cOdKo9fyhqO3QoYOCgoIMv6dWkgICAvTuu+8qPz9fs2bNMjoO0OwcO3ZMN9xwgy655BLdcccdRsf5VT+dsH3zzTe1fv169ejRQ5MnT+YYV8ANdrudohYAAPgFiloAAAAAPrNr1y5JUpcuXSRJJSUljVrPH4ra2qOc/WGiVpKSk5P10ksv6bnnntPChQuNjgM0Gy6XS5MmTVJFRYX+9a9/1R2t3hwEBgZqwoQJ2rFjh9544w2tWLFCnTt31uTJk1VYWGh0PMDvUdQCAAB/QVELAAAAwCcKCgpUWloqSerWrZtMJpMqKipUWVnp8Zr+UNRKUlJSknJycgzN8FM33nijbrnlFl1//fXKzMw0Og7QLDz11FP67LPP9Pbbb6t9+/ZGx/FIbWG7c+dOvfjii/ryyy+VnJysyZMnN+ge7TvuuENZWVlNkBTwLxS1AADAX1DUAgAAAPCJnTt31v06NjZW0dHRkqTi4mKP16So/WUvvfSSunfvrt/97nd1BTmAM1u5cqVmzZqlJ554QiNGjDA6TqMFBgbq9ttvV1ZWll588UUtWrRIXbp00dSpU3Xw4MEzPmfjxo16/fXXdeGFF1JYodWx2+1+czIGAABo3ShqAQAAAPjEzp07FR4ersDAQEVERCg+Pl5Syyhqk5OTtW/fPkMz/F8hISH6+OOP5XA4dPvttxsdB/Bb+fn5uuaaa3TZZZdp2rRpRsfxqqCgIN1+++3at2+fnn32Wc2fP7+usD106FC9z33ggQdksVh0+PBhDRkypEETuEBLYbfbVVpaquPHjxsdBQAAtHIUtQAAAAB8YufOnYqLi1NMTIxMJpMSEhIktZyiNjc31/Ac/1enTp30wQcfaP78+XruueeMjgP4naqqKl177bWKiYlpdvfSuqO2sN27d69mz56tjz76SF26dNHMmTNVXFysTZs2aenSpaqurlZVVZUKCgo0aNCgn5W5QEtls9kkiWlyAABguACjAwAAAABomXbs2KGoqCgFBwdLkhITEyW1nKL21KlTKiwsrPthr7+4+OKL9eijj2r69Onq3r27Ro0aZXQkwC+4XC5NmjRJW7du1XfffafIyEijI/lcWFiYpk6dqltvvVUvvfSSnn76ab366qtKTk5WQECAqqqqJJ0usPPz8zVs2DCtXr1aMTEx9dZ54403tGvXLiO+hGbjN7/5jcaNG2d0DDSQ3W6XdLqoTU1NNTgNAABozShqAQAAAPjEzp07dc455ygsLEySlJCQILPZ3CKK2pSUFElSdna23xW1kjRz5kxlZmZq/PjxWrVqlc4991yjIwGGe/jhh/Xee+/ps88+U/fu3Y2O06TCw8M1c+ZM/fGPf9S9996r119//WefU1VVpT179mjEiBH65ptvFBERUfex+fPn68cff1RSUlITpm4+du3apaNHj1LUNiNRUVGKiIhgohYAABiOohYAAACA1xUXF+vw4cNKTU2tm1rr2LGjJMnhcHi8rr8UtfHx8QoLC1N2drYGDx5saJYzMZlMevPNN1VQUKAxY8bo22+/rZseAlqjDz/8UI888oheeukljR071ug4homIiFBmZqYCAgJUXV39s49XVVVp69atGjFihFasWKE2bdrUfezyyy/Xm2++2ZRxm41LLrnE6AjwgM1mo6gFAACG445aAAAAAF63Y8cOSacLVavVKun0RG1NTU2j7kD0l6LWZDKpU6dO2rdvn6E5ziYwMFCffvqprFarLr30Uh07dszoSIAhVq1apZtuukkzZszQlClTjI5jqDVr1mjVqlVnLGlrVVVV6YcfftDYsWNVUVHRhOmApmW327V//36jYwAAgFaOohYAAACA1+3cuVPh4eE6efJkXVFbO1HbmB+K+ktRK52+pzY7O9voGGcVGRmpBQsW6MiRI7r22mvr7qMEWovt27friiuu0JVXXqnHH3/c6DiGmzFjhgICfv1wtaqqKq1evVpXX3013zfQYtntdiZqAQCA4ShqAQAAAHjdzp071b17dzkcDsXExEj6b1F78OBBj9elqHVfUlKSFi5cqNWrV2vChAlyOp1GRwKaRFZWli655BL17t1b//znP2UymYyOZKgVK1Zo3bp1qq6uVkBAgIKDg+u+p55JdXW1lixZouuvv14ul6sJkwJNg6IWAAD4A+6oBQAAAOB1O3fuVI8ePbRgwYK6idr27dvLbDarqKjI43UtFosk/ylqFyxYYHSMBunXr5+++OILjRkzRrfeeqvmzp171oIGaO7279+vESNGKDY2Vl988YVCQkKMjmS4IUOGaO/evdq3b1+9tz179mjfvn0qLS2VdPpo99rfr/Lycs2fP18dOnRQp06djIwPeB1FLQAA8AcUtQAAAAC8LjMzUwMHDtTx48frilqz2azw8HCVlJR4vG5tuegPU6HJyckqLCxUZWWlgoODjY7zq4YNG6YvvvhCl19+uSIiIvTiiy8aHQnwiSNHjuiSSy5RmzZttHz5ckVHRxsdyS8EBgaqc+fO6ty58xk/XlxcrOzs7Hol7u7du7Vnzx4VFhZq/fr1crlcrX4yGS2H3W7XyZMnVVxcXHf6BwAAQFOjqAUAAADgVeXl5crLy1PHjh3lcrnqilpJioqK0tGjRz1e25+OPk5JSVFNTY3y8vLUtWtXo+M0yCWXXKIPPvhA48ePV2BgoJ555hmjIwFedfToUY0cOVJVVVVasWJFve8/OLuYmBjFxMSoT58+P/vYiBEjFBMTo/LycoWFhRmQDvA+u90uScrPz6eoBQAAhuGsKwAAAABetXfvXtXU1Khdu3aSVO+Hn1arVeXl5R6v7W9FrSTt27fP4CTu+d3vfqe33npLzz//vO6//36j4wBeU1RUpIsvvlgOh0MrVqxQhw4djI7UYphMJkVERFDSokX5aVELAABgFCZqAQAAAHjVnj176o45llRvoi0+Pl6bN29WVVWVAgMD3V7bZDLJZDL5RVHbtm1bRUVFKTs72+gobpswYYKcTqduu+02lZWV6ZlnnuE4UzRrBw4c0IgRI3Ty5EmtXLmS+1QB/Ko2bdooOjqaohYAABiKohYAAACAV+3evVt2u10nTpyQVH+iNiEhQZJUUlKi2NhYj9a3WCx+cUetdPqe2uZY1ErSzTffrDZt2uiGG25QWVmZXn311bqJZaA5ycvL0/Dhw2U2m7Vq1SrZbDajIwFoJux2O0UtAAAwFEUtAAAAAK/as2ePunXrJofDoTZt2igkJKTuY4mJiZKk4uJij4tas9nsFxO1UvMuaiVp/PjxatOmjcaNG6fS0lK9/fbbHk06A0bJzs7WxRdfrNDQUC1fvpzjjgG4haIWAAAYjZdLAwAAAPCq3bt31xW1Pz32WPrvva45OTker09R611jxozRggULtHDhQo0bN04nT540OhLQIJs3b9aAAQMUGxurNWvWUNICcJvNZqOoBQAAhqKoBQAAAOBVu3fvVteuXVVcXFzv2GNJOueccyRJWVlZHq9PUet9w4cP19KlS7VmzRpddNFFOnTokNGRgLNatGiRhgwZot69e2vZsmWKjo42OhKAZoiJWgAAYDSKWgAAAABec+zYMR0+fFhdu3Y940RtcnKyJCk3N9fjPfzpjtqUlBQ5HA4dPXrU6CiNNmDAAH333Xc6duyYfvvb32rnzp1GRwLO6M0339SVV16pcePGadGiRYqIiDA6EoBmym63q6CgQC6Xy+goAACglaKoBQAAAOA1u3btkqRfPPo4JiZGJpNJ+/fv93gPf5qo7dq1q6TGTQj7k86dO2vdunWy2WwaOHCgVq5caXQkoI7L5dJDDz2k22+/XbNmzdLcuXO5U7kZqKqqUrdu3TRhwoR6j69evVqTJk1Sjx49FBoaqpiYGI0YMUL//ve/vbKvO+uvWbNGJpNJX331lVf2RvNht9tVWVmpw4cPGx0FAAC0UhS1AAAAALxmz549CgoKUlJSkoqLi39W1EpSYGCgDh486PEe/lTUJiUlKTAwUHv27DE6itfExMRo6dKlGj58uEaNGqW33nrL6EiASktLdfXVV+vvf/+73n33XT300ENGR0IDvfLKK8rOztZf//rXusf27t2rIUOG6K233lJmZqYqKipUUlKi5cuXa+zYsXrmmWcatae76w8aNEgjRozQ9OnT/ea/L2gadrtdkhr1AjIAAIDGoKgFAAAA4DV79uxRSkqKAgIC5HA4fnZHrSSFhoaqqKjI4z38qagNCAhQUlJSiypqJSkkJEQffvih7rnnHt1222264447VFlZaXQstFKZmZn6zW9+ozVr1mjZsmW67rrrjI6EBjp16pRmz56tK6+8Ul26dKl73Gw2a+TIkXrvvfe0e/dulZeXKzs7W/fdd58k6S9/+YuOHz/u8b6erH/vvfdq69atmj9/vsf7ovmx2WwymUzcUwsAAAxDUQsAAADAa3bv3q1u3bpJkoqLi89Y1EZERKikpMTjPfypqJWkLl26tLiiVjr9+/z444/riy++0Lx58zRgwADl5OQYHQutzMKFC9W/f3+FhYVpw4YNGjx4sNGR4IZPP/1Uhw8f/tmxxykpKVqyZImuu+46de3aVSEhIUpKStITTzyhCy+8UJWVlY26J9uT9S+++GJ16NBBr776qsf7ovkJCQlRu3btKGoBAIBhKGoBAAAAeM1Pi1qHw6F27dr97HOioqJUWlrq8R4Wi0VOp9Pj53tb165dW2RRW2vs2LHasGGDTp06pX79+mn58uVGR0Ir4HQ69dBDD+nKK6/UNddco3Xr1ikxMdHoWHDT22+/rdDQUI0aNarBz6m9dzg2NtYnmX5pfYvFoiuuuELffPON8vLyfLI3/JPdbqeoBQAAhqGoBQAAAOA1e/bsUdeuXVVWVqby8vIzFrVWq1Xl5eUe7+FvE7UtvaiVTn+N69at09ChQzV69Gg99thjflWWo2XZv3+/hg8frieffFJz587Va6+9pqCgIKNjwU3V1dVavXq1zj///Lpy9JfU1NSooKBAjz32mJYvX65Ro0YpOTnZa1kaun7//v0lSV9//bXX9ob/o6gFAABGoqgFAAAA4BUHDx7U8ePH1bVr17o7aK1W688+Lz4+XlVVVR6Xrf5Y1DocDhUXFxsdxaciIiL00Ucf6amnntJjjz2miy66SLm5uUbHQgvz8ccfKz09XQcPHtS6des0ceJEoyPBQzt27NCJEyeUnp7+i5+TmZkpk8kki8Uim82m2bNna8qUKV67J9bd9c8991xJ0vr1672yP5oHiloAAGAkiloAAAAAXpGVlSVJ9YraM03UJiQkyOVy6ciRIx7t449FrSTt3bvX4CS+ZzKZdNddd+n777/X8ePHlZaWpnfeecfoWGgBysvLNXXqVI0bN05jxozRpk2b6kozNE8HDhyQdOb/DvySiooKrV+/XhkZGT7J9Gvrt2/fXtJ/s6N1oKgFAABGoqgFAAAA4BVZWVkKDg5Wx44d5XA4JJ35B/S190zu37/fo3387Y7axMREBQUFtfjjj38qNTVV69ev14QJEzRx4kTdeOONOnbsmNGx0Ex99913SktL0/vvv6/PP/9cb7/9ttq0aWN0LDTS0aNHJZ2exv8l3bt3l8vlUnV1tQoKCvTGG28oKytLw4cPV3Z2dqMzuLt+ZGRkvexoHex2uwoLC/3qzxYAAKD1oKgFAAAA4BVZWVlKSUmR2WxWUVGRAgMD637o/VMpKSmS5HGx6W8TtRaLRcnJya2qqJWk0NBQvfjii1q0aJGWLVumnj176vPPPzc6FpqRsrIyTZs2TQMHDlRKSooyMjJ0xRVXGB0LXhIVFSVJOn78+K9+rsViUceOHTVp0iTNnj1b5eXlXjv+2J31a19wEh0d7bW94f9sNpuqq6t18OBBo6MAAIBWiKIWAAAAgFdkZWWpc+fOkqSioiJZrVaZTKaffV5CQoIkz48K9reiVpK6dOnS6oraWqNHj1ZmZqYuu+wyXXXVVRo7dqzH09JoPf7zn//o/PPP19y5czVnzhwtXrxYHTp0MDoWvKj2f8/ao/AbqrKyUlLDCl5PnG392qz8u9i62O12SeL4YwAAYAiKWgAAAABe8dOi1uFw/OK9hFarVZKUm5vr0T7+WNR27dq1VdxR+0uioqL02muvaeXKldq9e7d69eql559/3u/+d4LxSkpKNHnyZF100UXq1q2btm3bpqlTp8ps5scTLU3Pnj0VHh6uH3/88Wcfe/zxxzVjxgxt3LhRDodDFRUVys7O1gsvvKC//vWvkqTBgwd7vLen69dm7d+/v8d7o/lJSEiQ2WzmRUYAAMAQ/E0IAAAAgFecaaL2TGJiYiRJBQUFHu3jr0Vta52o/akLL7xQmzdv1q233qp77rlHQ4cO1Q8//GB0LPgBp9Op1157Td26ddOiRYv02WefaeHChbLZbEZHg48EBARo0KBB2rx5c90Ua63i4mI9+eSTuuCCC9SuXTuFhoYqJSVFU6dO1cmTJ3X99ddr5MiR9Z4zaNAgmUymMxa//5cn60vSt99+K0m66KKLGvGVo7kJDAxUbGwsRS0AADAERS0AAACARistLdWRI0fq7p8920RteHi4zGazx3fBWSwWvyxqS0pK5HA4jI5iuLCwMM2ZM0ffffednE6n+vXrp0mTJunQoUNGR4NBVq5cqT59+uhPf/qTbrjhBm3fvp27aFuJG2+8URUVFfryyy/rPf7AAw/o5Zdf1oUXXqjY2FgFBgYqLi5Oo0eP1gcffKB33nnnZ2vVft8PCAj41X09Wd/pdOqLL77QkCFDlJiY6OFXjObKZrN5/AIyAACAxqCoBQAAANBoWVlZklRvovaXilpJCg0Ndfvewlr+OlErianan+jTp4/Wrl2rzz//XCtWrFDnzp310EMPqaKiwuhoaCL5+fmaMGGChg0bpvbt22vz5s169tln1bZtW6OjoYlcffXVat++/c+K0bZt22rKlCn65ptvdOjQIZ06dUoHDx7Ul19+qd///vc/u9+8pqZGO3fuVGpqqlJTU391X3fXl6QVK1bowIED+sMf/tC4LxrNks1mY6IWAAAYgqIWAAAAQKNlZWXJbDYrKSlJ0tmPPpakiIgIlZSUeLSXPxa1drtdISEh2rVrl9FR/M7YsWO1fft23XvvvXrqqafUq1cvvfPOO3I6nUZHg48cPnxY99xzj7p166aNGzfqyy+/1LJlyxpUsKFlCQoK0qxZs7RgwYJGvZBl27ZtOnr0qGbOnHnGktUbnn76afXq1Uvjxo3zyfrwbxS1AADAKBS1AAAAABotKytLCQkJCgkJkXT66OOzFbVRUVEqKytTVVWV23uZzWa/K/ksFou6deumHTt2GB3FL4WFhemhhx5SZmamhgwZoltuuUW9e/fWvHnz/K50h+ccDof+/Oc/KyUlRe+//76eeuopZWRkaPTo0UZHg4GmTJmilJQUPfLIIx6vsWbNGiUmJur3v/+9F5P919q1a7Vs2TI9/fTTslgsPtkD/i0hIYGiFgAAGIKiFgAAAECj7du3r+7YY+nsd9RKUrt27eRyuTy6p9Yf76iVpNTUVG3fvt3oGH7Nbrdr7ty52rNnjwYPHqzrr79eaWlpmj9/vlwul9Hx4KHS0lI98cQT6tKli9544w098MADysrK0v/7f/9PgYGBRseDwQIDA7V79+4z3gvbUFOmTFFOTk6D7qf1xMCBA+VyuTRy5EifrA//V3tHrT/++QIAALRsFLUAAAAAGi0rK6uuqC0rK1N5eflZi9r4+HhJUmFhodt7+ePRxxJFrTuSkpL02muvacuWLerRo4euueYanXvuuXr77bd16tQpo+OhgQoKCjRjxgzZ7XY9+eSTmj59unJycjRjxgyFhYUZHQ8AGsxms6mqqkqHDx82OgoAAGhlKGoBAAAANNpPi9qioiJJOuvRxwkJCZJaVlHbq1cv5ebmqrS01OgozUZqaqrmz5+vzZs3q3fv3po0aZJSUlL05JNP6ujRo0bHwy/IyMjQxIkTlZKSonfeeUczZ87Uvn379Je//EXh4eFGxwMAt9lsNkni+GMAANDkKGoBAAAANEp1dbXy8/N/VtT+2tHHFovF46LW3+6olU6Xji6XS5mZmUZHaXbS09P17rvvKisrS9dee61mz56tTp06adq0adqzZ4/R8SCppqZGixcv1siRI3Xuuefqhx9+0KuvvqqcnBzNnDlTbdu2NToiAHjMZrPJZDJR1AIAgCZHUQsAAACgUXJzc1VdXa2UlBRJDStqY2JiZDKZPCpq/fWO2pSUFIWGhnL8cSPY7XY99dRTys/P14MPPqhPPvlE55xzjoYNG6b3339fFRUVRkdsdfLz8/Xwww8rOTlZY8aMUU1Njb788ktlZGTo5ptvVlBQkNERAaDRQkJCZLVaKWoBAECTo6gFAAAA0CjZ2dmSpOTkZEmSw+FQYGCgIiMjf/E5MTExcjqdKigocHs/fz362Gw2q3v37hS1XhAZGal77rlH+/bt07///W9FRUXppptuUkJCgu666y5t27bN6IgtWlVVlT777DNdeumlSkpK0iuvvKLf//73yszM1LJlyzRq1CiZTCajYwKAV9lsNo/+XAIAANAYFLUAAAAAGiUnJ0cRERF1d9IWFRXJarWetciJiYmRy+VSXl6e2/v5a1ErnT7+mBLReywWiy699FJ9+umnysvL03333adFixapd+/eSk1N1UMPPaRdu3YZHbNFcDqdWrNmjaZOnSqbzaarr75aVVVV+vDDD5Wfn68nnnhC3bp1MzomAPiMzWZjohYAADQ5iloAAAAAjZKbm6ukpKS69x0Ox1mPPZZOF7WSWmRRy0Stb8THx2vGjBnavXu3vvnmGw0dOlSvvPKKunfvrvPPP19PPPGE9u3bZ3TMZsXpdGrlypW644471KFDBw0ePFjr1q3Tvffeq+zsbC1btkzjxo1TYGCg0VEBwOcoagEAgBEoagEAAAA0So94R8AAACAASURBVE5OjhITE+ver52oPZvaj3tyR63ZbJbT6XT7eU0hNTVV+/fv17Fjx4yO0mKZTCZdeOGFevnll3XgwAGtXr1agwcP1rPPPqvOnTurc+fOmjx5shYuXKjKykqj4/qdI0eOaP78+ZowYYJiY2M1bNgwrV69WlOmTNGuXbu0ceNGTZ8+XZ06dTI6KgA0qYSEBIpaAADQ5AKMDgAAAACgecvJydG5555b9747E7Xl5eUqKSlRdHR0g/ezWCx+PVHrcrm0c+dO9e/f3+g4LZ7ZbNagQYM0aNAgzZkzR998842WLFmixYsX6/XXX1ebNm00bNgwjRo1ShdeeKF69Oghs7l1vV65rKxMGzZs0PLly7VkyRJt3rxZwcHBGjx4sO6//36NGTOGI40BQP+dqHW5XNzDDQAAmgxFLQAAAIBGycnJ0RVXXFH3flFRkbp06XLW50RGRspiscjpdCo/P9+totafjz5OSkpSmzZttH37doraJhYQEKDhw4dr+PDhevrpp5WXl6fFixdryZIlmjlzpkpLSxUdHa0BAwZowIABGjRokPr166fQ0FCjo3vVgQMHtHbtWq1Zs0br1q3T5s2bVV1drc6dO2vUqFF65JFHdNFFFyksLMzoqADgV2w2myoqKhr0gjMAAABvoagFAAAA4LGqqiodOHCg3h21RUVF+s1vfnPW55lMJkVHR6uoqEj5+flKS0tr8J7+XNSazWalpqYqIyPD6CitXqdOnTR58mRNnjxZ1dXVysjI0Nq1a7V27Vq98sormjVrlgIDA9WrVy/16tVLvXv3Vnp6unr16qWOHTsaHf9XVVdXa9euXdq2bZu2bNmibdu2KSMjQ7m5ubJYLEpPT9fAgQM1bdo0DRo0SDabzejIAODXar9P7t+/n6IWAAA0GYpaAAAAAB7Ly8uT0+msV9Q6HI5fvaNWOn1P7YkTJ5Sfn+/Wnv58R60k9e3bVxs3bjQ6Bn4iICBA559/vs4//3z96U9/kiTl5uZq7dq12rJli7Zs2aLnnnuu7s5kq9Wq1NRUJSUlKTk5ue4tKSlJCQkJslgsTZK7vLxc2dnZdW85OTnKzs7Wvn37tGPHDp06dUoBAQE655xz1Lt3b02ePFn9+vVT//79FR4e3iQZAaClsNvtkk4XtT+90gEAAMCXKGoBAAAAeCwnJ0eSflbUNmQSJSYmRg6Hw+2i1p/vqJWkfv36ae7cuTp16pSCgoKMjoNfkJiYqMTERF133XV1jzkcjrrp1MzMTGVnZ2vDhg3KyclRRUWFJCkwMFDt2rWT1Wqte2vXrp3atWunyMhIBQcH1x0rHBERoYCA+n/tPnnypCorKyVJJSUlcjqdcjgc9d6KiopUVFSkkpKSuudZrda6sviSSy7RtGnT1Lt3b/Xs2ZN/zwDAC9q0aaOoqCi3/1wCAADQGBS1AAAAADyWk5OjNm3a1BWzZWVlKi8vb3BRGxIS4tFErT8XtRdccIEqKiq0detW9enTx+g4cIPVatWwYcM0bNiwn33swIEDdVOtR44ckcPhUHFxsRwOh7KysrRhwwYdP35cVVVVOnHihCSptLRU1dXV9dYJCwtTcHCwTCaToqKiZLFY6pW+Xbt2rft1x44d66Z6IyIimuT3AABaM5vNpoKCAqNjAACAVoSiFgAAAIDHcnNzlZycXPd+UVGRJDXo6OOYmBhZLJYWV9R2795dkZGR2rBhA0VtC9KhQwd16NBBAwYMcPu5NTU1MpvNPkgFNJ0NGzbo3nvvNTqGX9q9e7c6depkdAx4gc1m0/79+42OAQAAWhGKWgAAAAAey8nJqXfscW1R29CJWkkeFbVVVVVuPacpmc3muntq//CHPxgdB36AkhbNXffu3XX06FGtWrXK6ChnVVRUpICAAEVFRTXpvrGxsfVetITmy2azKTs72+gYAACgFaGoBQAAAOCxnJwcpaWl1b3vTlEbHR2tqqoqHTx4UC6XSyaTqUF7+vtErXT6+OOFCxcaHQMAvOKFF14wOkKDXHHFFQoJCdG8efOMjoJmymazafXq1UbHAAAArQgv6wUAAADgsdzcXCUmJta973A4FBgYqMjIyF99bkxMjMrLy1VZWakjR440eE+LxeL3RW2/fv20c+dOHT9+3OgoANBqpKena8uWLUbHQDPG0ccAAKCpUdQCAAAA8Eh1dbUKCgrqFbVFRUWyWq0Nmo6NiYlRaWmpJPeOP24uE7U1NTX6/vvvjY4CAK1GWlqa9u7dq5MnTxodBc2UzWZTWVmZSkpKjI4CAABaCYpaAAAAAB4pLCyU0+n82URtQ449lk4XtdXV1TKZTC2uqLXZbOrQoYM2bNhgdBQAaDXS09PldDq1fft2o6OgmbLZbJLEVC0AAGgyFLUAAAAAPFJbrtrt9rrHaidqGyImJqbun+4WtU6n042kxhg8eLBWrlxpdAwAaDU6d+6s8PBwjj+GxyhqAQBAU6OoBQAAAOCR/Px8BQYGKi4uru4xdydqJSk2NtatorY53FErSSNGjNCqVatUXl5udBQAaBXMZrNSU1OVkZFhdBQ0U23btlVERARFLQAAaDIUtQAAAAA8kpeXp44dO8pisdQ9VlRU1OCitnby1pOJ2uZQ1I4aNUrl5eVas2aN0VEAoNVIT09nohaNYrPZVFBQYHQMAADQSlDUAgAAAPBIfn5+vWOPJfeOPo6KipLZbFZkZGSLLGptNpt69eqlBQsWGB0FAFqNtLQ0ZWRkyOVyGR0FzZTNZmOiFgAANBmKWgAAAAAeOVNR63A4GlzUms1mRUVFKTQ0tEXeUStJ1157rebNm6eqqiqjowBAq5Cenq6jR48qLy/P6ChopihqAQBAU6KoBQAAAOCRXypqG3r0sXT62OOgoCAVFhY2uHxtLnfUStINN9wgh8OhL7/80ugoANAqpKWlyWQycU8tPEZRCwAAmhJFLQAAAACP/N+itqysTOXl5W4XtWazWdXV1Tp48GCDntNcjj6WpE6dOmn06NF65plnjI4CAK1CZGSkkpKSuKcWHktISKCoBQAATYaiFgAAAIDbKioqVFRUVK+oLSoqkqQGH30snS5qq6urJanBxx83p6JWkqZPn65Vq1Zp/fr1RkcBgFah9p5awBM2m03Hjh1TaWmp0VEAAEArQFELAAAAwG379++Xy+U6Y1HrzkRtdHS0Tp06JYvF0mKL2gsvvFD9+/fXnDlzjI4CAK1Ceno6E7XwmM1mkySmagEAQJOgqAUAAADgttpS1RtF7dGjRxUfH+9WUdvQ+2z9xbRp0/TZZ59pz549RkcBgBYvLS1Ne/fu1YkTJ4yOgmaIohYAADQliloAAAAAbsvLy1NwcHC9UtbhcCgwMFCRkZENXic6OlrFxcWy2+0NLmotFkuzmqiVpKuuukopKSl69tlnjY4CAC1eenq6ampqtH37dqOjoBmyWq0KCwujqAUAAE2CohYAAACA2/Lz82W322UymeoeKyoqktVqrffYr4mOjlZJSYlbRW1zO/pYOl0u33333frnP/+pAwcOGB0HAFq0lJQUhYeHc08tPJaQkEBRCwAAmgRFLQAAAAC3FRQUKCEhod5jDofDrWOPpdZT1ErSrbfeqpiYGD355JNGRwGAFs1sNqt3794UtfCYzWZTQUGB0TEAAEArQFELAAAAwG0FBQV1d7jVqp2odUdMTIxOnDihjh07tug7aiUpODhY9913n1599VUVFhYaHQcAWrS0tDRt2bLF6Bhopmw2GxO1AACgSVDUAgAAAHCbNydqa/956NAhnTp16lef01wnaiXp9ttvl9Vq1Zw5c4yOAgAtWnp6ujIyMuRyuYyOgmaIohYAADQViloAAAAAbissLFSHDh3qPVZUVORxURsREaGampoGTZo256I2JCRE06dP1z/+8Q+magHAh9LS0nTs2DHl5uYaHQXNEHfUAgCApkJRCwAAAMAt1dXVOnLkyM8maj05+ri2qA0NDZWkBh1/3JyLWun0VG10dLSefvppo6MAQIuVlpYmk8nEPbXwiM1mk8Ph0MmTJ42OAgAAWrgAowMAAAAAaF4OHjwop9Opjh071nvc4XB4XNSazWYFBQU1uKhtjnfU1goNDdXMmTM1Y8YM3X333bLb7UZHgoeqq6vlcDjq3o4fP173Q/3S0lJVV1erpqZGx44dU0BAgCIiIiRJYWFhCg4OliRFRUUpMjJSVqtV7du3V9u2bQ37eoCWJCIiQsnJydqyZYsuv/xyo+OgmbHZbJJOX/XQtWtXg9MAAICWjKIWAAAAgFsKCgok6WdFrSdHH4eHhysoKEhHjx5Vx44dG1TUWiyWZj1RK0l33HGHXnjhBT344IOaO3eu0XFwBhUVFcrNzVVOTo6ys7OVk5OjnJwc5eXl6ciRIzpy5IiOHTv2i8+PjIyUxWKRyWRSVFSUqqqqdOLECUnSyZMnVVlZecbnBQQEyGq1ymq1qkOHDkpKSqp7S05OVnJysjp06CCTyeSTrxtoSWrvqQXcVVvU7t+/n6IWAAD4FEUtAAAAALcUFhbKZDLVu6P2xIkTqqiocLuolU5PFBYXF8tut7eKo48lKSgoSA8//LAmTpyoe+65R6mpqUZHarWcTqeysrK0ZcsWbd26VRkZGcrIyFBOTo5cLpckqW3btnVF6QUXXKDY2Fi1b99e7dq1qytVrVaroqKiFBIS4tb+x48f19GjR1VUVKQjR47Um9AtKChQTk6O/vOf/ygvL0+nTp2SdPqu49TUVKWlpal3795KS0tTWlqa2rdv7/XfH6A5S0tL0/vvv290DDRDsbGxCg4O5p5aAADgcxS1AAAAANxSWFgoq9Var5ByOByS5FFRGx0drZKSklZV1ErStddeqzlz5mjWrFn6/PPPjY7Tahw8eFDr16/XmjVrtG7dOmVkZOjkyZOyWCzq0qWL0tLSdMstt6hnz55KTk5WUlJS3RHdvhAZGanIyEh16tTprJ9XU1NTV9zu3btX27ZtU0ZGhhYtWqTDhw9LkuLj49WvXz8NHDhQAwcOVN++fd0ujoGWJD09XY8++qhOnDih8PBwo+OgGTGZTOrYsSNFLQAA8DmKWgAAAABuKSwsPOOxx5LcvqNWkmJiYuqK2qVLl/7q57eUotZsNmv27Nm69NJLtXbtWg0cONDoSC1Sbm6uli1bptWrV2vdunXau3evLBaLevXqpUGDBum2225Tenq6evbsqdDQUKPj/iKz2Sy73S673a7BgwfX+9ihQ4e0detWbdmyRd9++62ef/55zZw5U0FBQerbt68GDBigoUOHaujQoWrTpo1BXwHQ9NLS0lRTU6Nt27apf//+RsdBM2Oz2equewAAAPAViloAAAAAbjlbUduYidq+ffs2+I5ap9Pp9j7+aPTo0Ro6dKjuu+8+rVmzhntHvaCyslKrV6/WkiVLtHjxYu3YsUNt2rRR//79dd1112ngwIHq37+/IiMjjY7qNXFxcYqLi9Pw4cPrHsvOztbatWu1du1affXVV5ozZ46CgoI0ZMgQjRo1SqNHj1aPHj0MTA34XkpKiiIjI5WRkUFRC7fZbDYmagEAgM9R1AIAAABwS2Fhoex2e73HHA6HAgMDPSq/fnr0cVFRkU6ePKmwsLBf/PyWMlFb69lnn1Xfvn31wQcf6LrrrjM6TrN09OhRffHFF/rkk0/09ddfq6ysTD179tTo0aP1wgsvaNCgQQoODjY6ZpNKTk5WcnKybrjhBkmnp26XLFmiJUuWaPbs2brnnnuUlJSkMWPGaNy4cRo8eLDMZrPBqQHvMplM6tWrl7Zs2WJ0FDRDNptNX3/9tdExAABAC8ffwgAAAAC4paCg4IwTtVar1aOJ0OjoaBUXF9eVv792zGBLK2rPPfdc3XTTTbrvvvtUVlZmdJxm4/jx43r33Xd1+eWXKz4+XpMnT5YkzZkzR7m5udq+fbuefvppXXzxxa2upD2TuLg4TZw4UR988IEOHz6sdevW6cYbb9SqVas0dOhQ2e12TZ06VWvXrm1R//8C0tLSlJGRYXQMNEMJCQlM1AIAAJ+jqAUAAADgljMdfexwODw69liqP1Er6VePP25pRa0kPf744zpx4oSeeuopo6P4NafTqYULF+qqq65SXFycbr31VjmdTr322ms6dOiQFixYoMmTJ6tTp05GR/VrFotFv/3tb/XII48oIyNDO3bs0O23367ly5dr0KBBSkxM1PTp05WZmWl0VKDR0tPTlZGRIZfLZXQUNDM2m02HDx9WZWWl0VEAAEALRlELAAAAoMEqKipUUlKiDh061Hu8dqLWE7VFbbt27RQWFvarRW1LuqO2VmxsrGbNmqUnn3xSubm5RsfxOzk5OXrggQeUmJioK6+8UsePH9fLL7+sgwcPatGiRZo4caLatm1rdMxmq0ePHnrwwQe1fft2bd26VTfffLM+/vhj9ejRQ0OGDNE777yj8vJyo2MCHklLS9Px48eVk5NjdBQ0MzabTS6XS4WFhUZHAQAALRhFLQAAAIAGO3TokCQpPj6+3uONmaiNiYlRSUmJpNPHDLbGiVpJuvPOO5WQkKAZM2YYHcUvOJ1Offrppxo1apQ6d+6st956SxMmTNCePXu0fPly3XLLLYqOjjY6ZovTq1cvPfLII8rKytKSJUsUFxenSZMmqWPHjvrTn/6k7du3Gx0RcEtaWprMZjP31MJtNptNkjj+GAAA+BRFLQAAAIAGqy1qY2Nj6z1eVFTUqKOPT548qYqKCtnt9lZb1AYHB+uZZ57RvHnztGLFCqPjGObEiRN64YUX1LVrV40bN04Wi0WffPKJ8vLy9PjjjyslJcXoiK2C2WzWyJEjNX/+fOXn5+svf/mLli5dqt69e+vSSy9t1f+OonkJDw9XcnIy99TCbfHx8QoICPj/7N15WJTl+zbwc2ZYZR1wgxlFwF1mMLNMcSm31EJLU8NQc8+0tFzTNCw1Dc1QcyO1rEzRvrnkbpp7i5YspqlsCgqyKTsIzPuHP3hDQBFm5p7l/ByHR/UwxzynG8Scc103i1oiIiLSKRa1RERERERUbXfu3AFQeVFbm9XHAHD37l2zLmoBwN/fH/3798fEiRPN7ky85ORkBAUFwcPDAzNnzkTnzp1x6dIl7Nu3D6+88gosLCxERzRb9evXLzuz9vDhw5DJZOjVqxfatm2LDRs2ID8/X3REokfy9fXlRC09MZlMBjc3Nxa1REREpFMsaomIiIiIqNqSk5Nhb28POzu7ctfT0tJqXdRmZGSYfVELAKtWrcLt27exbNky0VH0IjY2FmPGjEHjxo2xfv16vP/++0hMTMSWLVvQsmVL0fHoPyQSCXr27Im9e/fi/PnzaN26NSZNmoRmzZph1apVZvfmAjIearWaE7VUI0qlEomJiaJjEBERkQljUUtERERERNWWnJyMBg0aVLhe29XHQPWLWplMhuLi4hrdyxg0btwYc+fOxaJFixATEyM6js4kJCRg4sSJaNmyJU6cOIE1a9YgLi4Oc+fOrXHpT/rTrl07bN26FdHR0Rg0aBBmzpyJZs2aYf369bh//77oeETl+Pr6Ijo6GpmZmaKjkJFRKpWP/f8SIiIiotpgUUtERERERNV2586dCmuPs7OzkZ+fX+Oi1sXFBcCDotbDwwP37t3DvXv3qny8VCqFRqOBRqOp0f2MwfTp09GsWTNMmjRJdBStS0lJwezZs9G8eXPs27cPn332GS5duoQxY8bA2tpadDx6Qo0bN8YXX3yB+Ph4DBs2DFOnTkXTpk2xYcMGFBUViY5HBODBRK1Go8GlS5dERyEjo1QqufqYiIiIdIpFLRERERERVVtlE7VpaWkAUOOi1tbWFjY2NkhPT4eHhwcAIC4ursrHS6UPvo0x5fXHFhYWWLlyJQ4dOoSwsDDRcbQiJycH8+fPR5MmTfDtt98iODgY169fx5QpU1jQmoD69etjyZIluHLlCnr37o3JkyfDx8cHP//8s+hoRPD09ISjoyPXH9MTY1FLREREusailoiIiIiIqu3OnTsVitrU1FQAqNW6Wmdn57KJWolEgvj4+Cofaw5FLQB069YN48aNw6RJk5CSkiI6To1pNBp89913aNGiBVauXImgoCBcv34dkyZNgpWVleh4pGUeHh4IDQ3F5cuXoVar4e/vjz59+uCff/4RHY3MmEQigUqlQnh4uOgoZGSUSiWSkpK40p2IiIh0hkUtERERERFVW3JycoXVx6VFbU0naoEH648zMjJga2uL+vXrP3KiViaTATD9ohYAgoODYWNjgxkzZoiOUiPnz59Hly5dMHLkSHTv3h3//vsvZsyYAVtbW9HRSMe8vb0RFhaG3377Dffu3YOvry8mTJhg1G86IOPm6+vLiVp6YkqlEiUlJbh9+7boKERERGSiWNQSEREREVG1VTZRm5aWBktLSzg6Otb4eeVyOTIyMgA8mMirzkRtcXFxje9nLBwdHbFu3Tps2bIFhw4dEh2n2tLS0jBq1Cg8++yzsLS0xIULF7Bly5YKf3bI9HXo0AFnzpzB2rVrsWvXLrRq1QobN2406TOmyTCp1WpERETwzx49EaVSCQBcf0xEREQ6YyE6ABEREZmP9PR0pKamIi0trexHQUFBWTlTWFiInJwcAEBWVhaKiorg7OwMiUQCS0tL2NvbAwDs7OxgbW0NV1fXCj+4RpNId4qLi5GWllbpRK2rqyskEkmNn/u/RW2TJk24+vg/XnrpJQwePBgTJkxAZGQkHBwcREd6pG3btmHKlCmwtLTEjh07MGjQINGRSDCpVIqxY8di8ODBCAoKwoQJE/D9999jw4YNaNq0qeh4ZCZ8fX2RlZWF2NhYeHl5iY5DRsLd3R0ymYxFLREREekMi1oiIiLSioyMDMTFxSEuLg6xsbHl/pmcnIy0tLQKpUqdOnVga2sLJycnAICVlRXs7OwAPChjraysyoqb+/fvIzs7GwCQm5uLvLw83Lt3r0IOBwcHNGjQAI0aNYKnpyeaNGmCJk2alP27u7t7WclDRE8mJSUFJSUllU7U1mbtMfCgqE1PTwfwYKL22LFjVT7W3IpaAFi5ciXatGmD2bNn48svvxQdp1K3b9/G5MmT8dNPPyEwMBBffPEFXFxcRMciA+Lk5IQVK1Zg5MiRGDt2LNRqNWbOnIk5c+bwjVakcyqVClKpFOHh4SxqqdosLCzQoEEDFrVERESkMyxqiYiI6Ink5ubin3/+QXh4OCIjIxEZGYnw8HCkpaUBACQSCdzc3MrK0QEDBsDNzQ2urq6oW7cu6tatW/bvtT2jsKioqNx0bumP27dv4+bNm4iNjcWpU6cQHx+PwsJCAIC1tTXatGkDlUoFlUoFX19fqFQqruMkqobk5GQAqPD3pXSitjbkcjliYmIAPH71sTmdUVuqQYMG2LBhA1577TX069cPL730kuhIZTQaDdauXYvZs2fD3d0dv/76K7p27So6Fhmwtm3b4ty5cwgODsYnn3yCPXv2YNOmTWjbtq3oaGTC7Ozs4OXlhYiICLz66qui45ARUSqVSExMFB2DiIiITBSLWiIiIqpScXExIiMjcfr0aZw7dw7nz59HdHQ0iouLUadOHbRp0wa+vr4YMGAAmjdvDk9PT3h4eMDGxkYv+Urf4f64krWkpAS3bt1CXFwcrl27hkuXLiEiIgKHDh1CUlISgAclSNu2bdGxY0d06tQJzz33nMGvFyXStzt37gBAhdXH2pqo/e/q49TUVGRlZVX699Cczqj9r4EDByIgIACjR49GZGRkhd8HEZKSkjBq1CgcPXoUM2fOxLx58/T2NYCMm6WlJebMmYPXXnsNY8eORYcOHbBo0SK8//773HxBOuPr64vw8HDRMcjIKJVKTtQSERGRzrCoJSIiojK5ubk4c+YMzpw5g7Nnz+K3335DVlYWnJyc0KlTJ7z++utQq9VQq9Xw9vY2mhdSpVIplEollEolOnfuXO5jKSkpiIiIQEREBP7++29s2bIFQUFBkMlkUKvV8PPzQ6dOndCtWze4u7sL+hkQGYbk5GRYWVnB2dm53PXU1NRanzPp4uJSVtR6eHgAAG7cuIE2bdpUeKw5rj4utWbNGvj6+mLChAn46aefhGY5dOgQRo0aBWtraxw/frzC51ei6mjevDlOnDiBlStXYubMmThw4AC++eYbKJVK0dHIBKnVamzZskV0DDIySqUS58+fFx2DiIiITBSLWiIiIjMXExODo0eP4ujRozhw4ACys7Ph5uaGzp0745NPPkHnzp3x1FNPGU0p+6Tq1auHHj16oEePHmXXkpKS8Oeff+LMmTM4ffo0QkNDUVBQAC8vL7z88svw9/dHly5dYG1tLTA5kf4lJyejfv36kEgk5a6npqbiueeeq9VzPzxRCwDx8fGVFrWlq4/NbaIWeHDG57fffovnn38e33zzDUaOHKn3DHl5eZg9ezZWrVqF1157DRs2bKhQ3hM9CYlEgilTpsDPzw+BgYHw8fHB2rVrERAQIDoamRhfX1/ExMQgMzMTjo6OouOQkVAoFNi1a5foGERERGSiWNQSERGZmfz8fBw5cgT79+/HwYMHERcXBxcXF/Tq1QurVq3Ciy++CDc3N9ExhWrYsCH8/f3h7+8P4MGk8alTp3Dw4EEcOHAAK1euhIODA3r06IE+ffqgf//+Zv9rRubhzp07la4a19YZtfn5+cjLy4O9vT1cXV0RFxdX6WNL3zii0WhqdU9j1aVLF0ydOhWTJ0+Gn59fraeZn8Tly5cxaNAgJCUlYfv27Rg8eLDe7k2mr3379rhw4QLee+89DBs2DCdOnEBISAjfGEVa4+vrC41Gg6ioKHTq1El0HDISSqUSt27dQnFxcdmbxYiIiIi0xTRHY4iIiKic4uJinD59GhMmTEDDhg3Rv39/nDx5EkOHDsWRI0eQlJSEbdu24c0332ThWIk6dergxRdfxIoVK3DlyhXExMRg2bJlsLS0a+zy5wAAIABJREFUxMyZM8tWKoeEhJSdeUtkikonah+WlpamlaIWQLn1x/Hx8ZU+1pwnakstXrwYXl5eePPNN/X26/Djjz+iQ4cOcHZ2Rnh4OEta0gk7Ozts2LABP/74I3744Qd07doVN2/eFB2LTISHh0fZ5zCi6lIqlSgqKkJycrLoKERERGSCWNQSERGZqKKiIhw8eBCjR49GvXr10LVrV0RFRWHBggVISEjApUuXsGTJEvTs2ROWlpai4xoVT09PjB8/HmFhYUhKSsKOHTugVCoxd+5cKJVK9OrVC1999RXS09NFRyXSqsomarOzs5Gfn4+6devW6rkfLmqbNGnCovYRrK2tsXXrVly4cAHBwcEVPn7lyhUcOXJEK/cqLi5GUFAQBg8ejICAAPz6669o1KiRVp6bqCoDBw7E+fPnkZubi3bt2mntzzOZN4lEAh8fH0RERIiOQkak9MzshIQEwUmIiIjIFLGoJSIiMjEJCQlYunQpvL290bdvX/z+++949913ce3aNZw5cwZTpkyBQqEQHdNk2NraYuDAgdi2bRtSU1Px008/wc3NDe+99x7c3NwwZMgQHD161GxXtJJpSU5OrlDUpqWlAUCti1oXFxcA5Sdqq1p9zKL2gTZt2mDBggWYP38+/vzzz7Lr27dvR7t27fD555/X+h5paWno27cvli5ditDQUKxfvx5WVla1fl6i6mjWrBnOnTuH7t27o2/fvggKCuLXU6o1X19fTtTSE1EoFJBIJCxqiYiISCdY1BIREZmAwsJChIWFoVevXvDw8MCqVaswYsQIREdH49KlSwgKCoK3t7fomCbPxsYG/v7+2LJlC27fvo1169YhISEBvXr1QrNmzbBkyRKuRiajVtnq49TUVADQ2urj0kl0rj6ununTp6Nz584YOXIk7t27h3feeQevv/468vPz8csvv+DevXs1fu5//vkH7du3x7Vr13D27FmMGTNGi8mJqsfe3h7btm3DkiVLsGjRIgQGBqKgoEB0LDJiarUaERERKCkpER2FjIS1tTXq1avHopaIiIh0gkUtERGREbt58yZmzZoFpVKJYcOGwcbGBj/99BPi4+PxySefwMvLS3REs2Vvb49Ro0bh7NmziIqKwssvv4zg4GA0btwYAwcOxIkTJ0RHJHoiGo0GKSkpFSZqS4va2k7UWltbw9bWttxEbXJyMvLy8io8Vip98G0Mi9oHvxabN29GQkIC1Go11q5dC+DB71dxcTH27t1bo+c9duwY/Pz8oFQqcf78eTz11FPajE30RCQSCaZPn479+/dj37596N27N48XoBrz9fVFTk4OYmNjRUchI6JUKpGYmCg6BhEREZkgFrVERERG6O+//0ZgYCC8vb3x/fffY/LkyYiLi8PevXvRv3//smkzMgxt2rTBF198gcTERGzevBkpKSl4/vnn8cwzz2Dbtm0oKioSHZHose7evYvCwsJKVx9bWlrC0dGx1vdwcXEpd0atRqPBjRs3KjyOE7XlXb9+HRKJBLdv3y73ayKRSBAWFvbEz/fNN9+gb9++6NmzJw4fPlzraWkibenVqxfOnDmD+Ph4PPvss7h69aroSGSEfHx8IJVKuf6YnohSqeRELREREekEi1oiIiIjcvr0afj7++Ppp59GZGQkVq9ejevXr2P+/PlQKpWi49Fj2NjY4I033sCpU6dw4cIFtGrVCsOHD0fjxo0RFBSEu3fvio5IVKXk5GQAqHT1saurKyQSSa3vIZfLy03UAqh0/XFpUWvuayuLi4sRFBSEXr16ITs7G/fv36/w8YMHDyIzM7Naz6fRaBAUFIRRo0bhrbfewvbt22Fra6uL6EQ11qZNG5w7dw5yuRydOnXC6dOnRUciI2NnZ4emTZsiIiJCdBQyIixqiYiISFdY1BIRERm4kpISbN++HT4+PujatSvu37+PQ4cOITw8HOPHj4eNjY3oiFQD7dq1w5YtW3D16lUMHjwYy5cvR5MmTTB//nwWtmSQSovayiZqa7v2uNR/i1q5XA4nJyfExcVVeBwnah/8fvTo0QMLFy6ERqOpsrQuKirCgQMHHvt8xcXFGDt2LBYtWoQNGzYgJCSkbMU0kaFxc3PD8ePH0bFjR/Tu3Rv79+8XHYmMjFqt5kQtPRGFQsGiloiIiHSC33kTEREZKI1Gg127duGpp57CsGHD4Ovri/DwcBw8eBC9evUSHY+0xNPTEyEhIbhx4wZmzJiBL7/8El5eXli4cCGysrJExyMqc+fOHUil0gprcEsnarVBLpeXO3fSw8PjkRO15lzUpqSklJXajyKTyR67/vj+/fsIDAzEDz/8gN27d2Ps2LHaikmkM/b29ti1axcCAgLw6quvYufOnaIjkRFRq9WcqKUnUnpGrUajER2FiIiITAyLWiIiIgN09OhRdOjQAQMHDkTjxo1x4cIFfP/991CpVKKjkY7I5XLMnTsX8fHxmDVrFpYvXw5PT08EBQWxsCWDkJqaCrlcDgsLi3LXdTVRC7CofRQfHx9cuHABixYtgpWVFSwtLSt9XFFREfbt24ecnJxKP15YWIihQ4di79692LNnD/r166fL2ERaJZPJ8NVXX+Htt9/G66+/js2bN4uOREbC19cXsbGx1V4NT6RUKlFQUICUlBTRUYiIiMjEsKglIiIyIL/99hv8/PzQu3dvuLm54a+//sLevXvRtm1b0dFIT+zt7TFr1ixER0dj/PjxWL58OZo3b45169aZdSlF4qWlpVU6OZuamqq1otbFxaVcUdukSRPExsZWeByL2gcsLCwwa9YsXLp0Cc8++2yVq4rv37+PgwcPVriem5sLf39/HDt2DIcPH0bPnj11HZlI6yQSCVasWIEPP/wQY8aMQUhIiOhIZAR8fX2h0WgQGRkpOgoZCaVSCQBcf0xERERax6KWiIjIACQkJCAwMBCdOnWCtbU1fv/9d+zevZsFrRlzcXHB4sWLERMTg9dffx3vvvsu2rVrh2PHjomORmYqIyMDLi4uFa5rs6h9eKLW09Oz0qK2tJA096K2VNOmTXHy5EmsXbsWtra2FaZrpVIpduzYUe5aTk4O+vTpg7/++gvHjh1Dp06d9BmZSOuCgoLwySef4L333sOKFStExyED17hxYzg7O/OcWqo2FrVERESkKyxqiYiIBMrLy8PSpUvRunVrnDx5El9//TWOHTuGZ555RnQ0MhD16tXDihUrcOnSJbRo0QI9evSAv78/oqOjRUcjM5Oenl5lUavNM2ofLmqTkpKQm5tb7nGcqK1IKpVi/PjxuHTpEjp27FhuuraoqAh79uxBfn4+ACA/Px8DBgzAlStX8Ouvv6Jdu3aiYhNp1dy5cxEcHIxp06Zh3bp1ouOQAZNIJFCpVDynlqqtTp06cHFxYVFLREREWseiloiISJDt27ejZcuWWLRoEebMmYNr165hxIgRomORgWrWrBnCwsJw8OBBREdHo02bNpg1axays7NFRyMzUVVRW9VK5Jp4uKj18vKCRqOpcE5taVFbUlKilfuaEk9PT/z6669Yu3Yt6tSpUzZdm5+fj8OHD+P+/fsYPHgwzp8/jwMHDqBNmzaCExNp17Rp07BgwQK8/fbb2Lhxo+g4ZMB8fX05UUtPRKlUIjExUXQMIiIiMjEsaomIiPTsxo0beOmllxAQEIAePXrg6tWrmD17NqytrUVHIyPw4osvIiIiAsHBwQgNDYWPjw8OHDggOhaZgcqK2uzsbOTn52t19XFhYSFycnIAPChqASAmJqbc4zhR+2gSiQTjx4/HP//8g65du0IikUCj0WD79u0YMWIEjh8/jp9//hlPP/206KhEOjFv3jzMnj0bEyZMwPbt20XHIQOlVqsRGRnJN/1QtSmVSk7UEhERkdaxqCUiItITjUaDDRs2wMfHB//++y+OHj2KTZs2oWHDhqKjkZGxsLDAO++8g8uXL6Nr167o168fhgwZgpSUFNHRyISlp6dDLpeXu5aWlgYAWitqS4vg0qlae3t71KtXj0VtDXl4eODIkSP46quvYG9vjx07dmD37t34+eef0blzZ9HxiHRq8eLFmDp1KoYPH459+/aJjkMGyNfXFzk5ORW+xhBVhUUtERER6QKLWiIiIj24du0aunfvjkmTJuHtt99GVFQUunfvLjoWGbkGDRpgy5Yt2LdvH37//Xe0aNECGzZsEB2LTFRlE7WpqakAoNXVxwAqnFMbGxtb7nEsaqtPIpFg9OjRGD58OIqLizFnzhw8//zzomMR6UVwcDACAwMxZMgQ/PHHH6LjkIFRqVSQyWRcf0zVplAoWNQSERGR1rGoJSIi0qHi4mIsWrQIPj4+yM3NxYULF7BkyRLY2NiIjkYmpF+/foiMjERAQAAmTpyIfv364fbt26JjkYl5VFGrzdXHpfcq5eXlxaK2lkJDQ7Fu3Tp8/fXXGD16tOg4RHojkUgQGhqKnj174qWXXsL169dFRyIDYmtri6ZNmyIiIkJ0FDISnKglIiIiXWBRS0REpCNxcXF4/vnnsXDhQnz66ac4e/Ys1Gq16FhkohwdHfHll1/i5MmTuHbtGnx9fbFnzx7RschEZGdno7CwsEJRm5aWBktLSzg6OmrlPlVN1D68llIqffBtDIvaxztw4ADefvttfPzxxxg+fDjc3d1FRyLSK5lMhu+//x6NGjWCv79/uc8vRGq1mhO1VG1KpRK5ubnl3lBGREREVFssaomIiHRgx44daNeuHdLT03Hu3Dm8//77ZRNgRLrk5+eHiIgIBAQEYMCAARgxYgRycnJExyIjV/qCZGUTta6urpBIJFq5j6WlJezt7au9+rikpEQr9zVVf//9N4YMGYLhw4fjww8/FB2HSBh7e3vs27cPubm5eOWVV1BQUCA6EhkIX19fFrVUbUqlEgA4VUtERERaxaKWiIhIizIzMzFixAgMHToUgwcPxp9//om2bduKjkVmxtbWFiEhIfjxxx+xf/9+tG/fHn/99ZfoWGTEqipq09LStLb2uJRcLi9X1Hp5eSErK6tszTLA1cfVkZCQgJdffhnPPfcc1q9fLzoOkXBubm7Yu3cvLl68iHHjxomOQwZCrVYjPj4ed+/eFR2FjECjRo0AsKglIiIi7WJRS0REpCXnz5+HWq3GkSNHsH//fqxfvx516tQRHYvM2MCBA3Hx4kW4u7ujY8eOCAkJER2JjNSjJmr1UdQCqHT9MYvayhUUFGDQoEFwcnLCzp07YWlpKToSkUFQq9UICwvD1q1bsWLFCtFxyAD4+vpCo9EgKipKdBQyAg4ODnB0dGRRS0RERFrFopaIiEgLNm7ciC5duqBFixaIiIhAnz59REciAvBgRduRI0fw0UcfYdq0aRg2bBhXIdMTS09Ph0QigbOzc7nrpauPtUkul5c7+61Ro0awtLSsUNTKZDIWtVV45513cPnyZezcuRNOTk6i4xAZlBdffBELFy7EzJkzceLECdFxSLDGjRtDLpdz/TFVm1KpRGJiougYREREZEJY1BIREdVCQUEBpkyZgnHjxmHKlCnYv38/6tWrJzoWUTlSqRRz5szBL7/8gmPHjqF9+/a4fPmy6FhkRNLT0+Hk5AQLC4ty1/Wx+tjCwgJKpbLSc2pZ1Fb07bff4quvvsLmzZvRunVr0XGIDNKsWbPwyiuvYOjQoZyMI6jVakRERIiOQUZCqVTy8wYRERFpFYtaIiKiGkpMTMTzzz+PzZs3Y8eOHViyZEnZuYlEhqhbt244f/48nJyc8Nxzz+Gnn34SHYmMRHp6eoW1x4BuVh+7uLiUK2qBB+uPWdQ+3t9//40JEyZgzpw5GDRokOg4RAZLIpFg8+bNcHV1xeDBg1FQUCA6EgmkVqs5UUvVxqKWiIiItI1FLRERUQ2cPn0a7dq1Q2ZmJv7880++IE5GQ6lU4tdff8Vrr72GQYMG4eOPP4ZGoxEdiwxcRkZGlUWtLlYfP1zUenp6cvXxY6SlpeGVV15Bly5dsGDBAtFxiAyevb09du7ciUuXLmH69Omi45BAvr6+iIqKQklJiegoZARY1BIREZG2saglIiJ6Qtu2bUPPnj3h5+eH33//HS1atBAdieiJ2NjYYOPGjVizZg0++eQTvPnmmygsLBQdiwxYVRO1aWlpeitqH56olUqlfFH9P8aPH4+SkhJs3bqV2x2IqqlVq1YIDQ3Fl19+ib1794qOQ4Ko1Wrk5OTg+vXroqOQEVAqlbh586boGERERGRCWNQSERE9gZCQELzxxhuYMGECdu7cCXt7e9GRiGrsrbfewoEDB7B79250794dqampoiORgaqsqM3OzkZ+fr5OzqhNT08vd83Lyws3btxAUVFR2TVO1P5/X331FXbt2oVvvvlG68U5kakbOnQoRo4cidGjR+P27dui45AAPj4+kMlkiIyMFB2FjIBSqURWVhYyMzNFRyEiIiITwaKWiIioGoqKijBx4kRMmzYNISEhCAkJgVTKL6Nk/Hr27InTp0/j5s2b6NixI65duyY6EhmgyoratLQ0ANBJUXv37t1yK7k9PT1RVFRUboKFRe0D0dHReP/99zFjxgx0795ddBwio7R69Wq4uLjgzTff5HEAZsjW1hbe3t4saqlalEolAHCqloiIiLSGrzATERE9RmZmJl566SV899132LVrFyZPniw6EpFW+fj44Ny5c3BwcECXLl3wxx9/iI5EBqayorZ0AlvbE5wuLi4oKipCdnZ22TUvLy8AKHdOLYvaB28iCgwMRNOmTfHxxx+LjkNktOzs7PD999/j+PHjWLlypeg4JIBarUZERIToGGQESotanlNLRERE2sKiloiI6BHS0tLQo0cPREZG4sSJE3j55ZdFRyLSCXd3d5w8eRJPP/00evTogWPHjomORAYkPT0dcrm83LXSolYXE7UAyp1TW69ePTg4OJQ7p5ZFLbBgwQJERERg69atsLKyEh2HyKi1b98e8+bNw+zZsxEVFSU6DumZSqXiRC1Vi1wuh729PYtaIiIi0hoWtURERFVITk5G9+7dkZKSgpMnT6Jdu3aiIxHplL29Pfbs2YOBAweiX79+2LVrl+hIZCCqWn1saWkJR0dHrd6rtKh9+JxaT09PFrX/cfHiRSxZsgSfffYZWrZsKToOkUmYM2cO2rZtizFjxpj15xdzpFKpEBMTU26bA1FVFAoFi1oiIiLSGha1RERElbh58ya6du2K/Px8nDp1Ck2bNhUdiUgvZDIZNm3ahMDAQAwZMgQ7duwQHYkEKygoQG5ubqWrj11dXSGRSLR6P2dnZwDA3bt3y1338vLi6uP/U1xcjHHjxqF9+/aYOHGi6DhEJkMmk2Hz5s0IDw/HqlWrRMchPVKr1SgpKcGlS5dERyEjoFQqkZiYKDoGERERmQgWtURERA+Ji4vDCy+8AJlMhuPHj6NRo0aiIxHplUwmQ2hoKCZPnoyAgABs2rRJdCQSqHSy9eHVx2lpaVo/nxZ4dFEbHR1d9t9SqRQlJSVav78x+PzzzxEZGYmNGzdCKuW3dETa1LJlS8yaNQtz584t9+YQMm2enp6wt7fn+mOqFqVSyYlaIiIi0hp+V09ERPQf//77L/z8/ODs7IxTp07B3d1ddCQiISQSCT7//HPMnDkT48aNw/r160VHIkHu3bsHoGJRm5KSgnr16mn9fpaWlrCzs6tQ1Hp7e+P69etl/22uE7VxcXFYsGAB5s6di9atW4uOQ2SS5s6dC09PT4wbNw4ajUZ0HNIDqVSKNm3asKilamFRS0RERNpkIToAERGRoYiNjUXPnj3RuHFjHDx4EE5OTqIjEQm3ePFi2NjY4O2334atrS1GjBghOhLpWWlR+/BZtLoqaoEHU7WVFbUZGRnIyMiAXC43y6JWo9Fg7Nix8PLywqxZs0THITJZVlZW2LBhA7p06YLvvvsOw4cPFx2J9ECtViMiIkJ0DDICPKOWiIiItIkTtURERAASExPRs2dPuLi4YN++fSxpif5j/vz5mDVrFkaPHo1t27aJjkN6lpmZCaBiUZuamoq6devq5J6VFbWlZ4WXTtWaY1EbFhaG48ePIzQ0FFZWVqLjEJm0Tp064a233sKMGTPKPg+SaVOpVCxqqVqUSiUyMjKQnZ0tOgoRERGZABa1RERk9lJSUtC7d29YWFjg8OHDcHFxER2JyOAsXrwYU6dOxYgRI/Dzzz+LjkN6lJmZCYlEAgcHh3LX9T1R6+HhAUtLS7MtavPy8jBr1iyMHDkSHTp0EB2HyCwsXLgQxcXFWLhwoegopAcqlQrp6elITEwUHYUMnFKpBAD+WSEiIiKtYFFLRERm7d69e+jTpw8KCgpw/PhxNGjQQHQkIoMVHByMUaNGYciQITh+/LjoOKQnWVlZqFOnDmQyWbnr+p6otbCwgIeHB6KjowGYX1EbHByMtLQ0LFq0SHQUIrMhl8vx0UcfISQkBFevXhUdh3RMrVYDAM+ppccqLWq5/piIiIi0gUUtERGZrdzcXPTp0wcpKSn45Zdf4O7uLjoSkUGTSCRYs2YNBgwYgP79++PPP/8UHYn0IDMzs8LaY41Gg7S0NL1O1AIPzqktLWqlUilKSkp0cn9Dk5iYiM8++wxz586Fm5ub6DhEZmXixIlo0aIFZsyYIToK6ZiLiwsUCgXXH9Nj1a1bFzY2NixqiYiISCtY1BIRkVkqKSlBYGAgrl27hqNHj8LDw0N0JCKjIJPJsGXLFnTu3Bn9+/dHXFyc6EikY5UVtRkZGSgqKtLZRK1cLq+0qG3atKlZrj6ePXs26tevj6lTp4qOQmR2ZDIZVqxYgT179uDQoUOi45COqVQqTtTSY0kkEigUCq4+JiIiIq1gUUtERGZp+vTp2LdvH3bs2IHmzZuLjkNkVCwtLREWFoaGDRuiX79+yMjIEB2JdCgrK6tCUZuSkgIAQiZqza2oPX/+PL7//nsEBwfDxsZGdBwis9SjRw/4+/tj5syZZjPJb67UajWLWqoWhULBiVoiIiLSCha1RERkdjZs2IAvvvgCGzduxAsvvCA6DpFRcnBwwL59+5CdnY1XX30VBQUFoiORjlQ2UZuamgpAd0Wtk5NTlRO1SUlJyMrKMpuidt68eWjfvj0GDhwoOgqRWVuyZAmioqKwY8cO0VFIh1QqFS5fvozCwkLRUcjAcaKWiIiItIVFLRERmZX9+/dj0qRJWLx4MQIDA0XHITJq7u7u2L9/Py5evIhRo0ZBo9GIjkQ6UFlRWzpR6+rqqpN7Ojs7Vzqp7e3tDQCIiYkxi6L27NmzOHjwIBYvXgyJRCI6DpFZa926NV5//XXMnz8fRUVFouOQjqhUKhQWFuLq1auio5CBUyqVLGqJiIhIK1jUEhGR2bh48SKGDBmCN998E7NnzxYdh8gk+Pj44IcffsCOHTuwaNEi0XFIB6qaqHV0dIS1tbVO7uns7IysrKwKRay3tzekUimio6PNoqidN28e/Pz80LNnT9FRiAhAUFAQYmJi8MMPP4iOQjrSqlUrWFlZcf0xPRZXHxMREZG2sKglIiKzkJ6ejoEDB6JDhw5Yu3at6DhEJqVv375YsWIFPvroI+zfv190HNKyzMxMODg4lLuWkpKis7XHwIOiVqPR4N69e+WuW1tbQ6FQ4Pr165DJZCZ9VuSpU6dw7NgxLFy4UHQUIvo/zZo1Q2BgIBYsWID79++LjkM6YGVlhebNm7OopcdSKBRISUnhmmwiIiKqNRa1RERk8kpKShAYGIiioiJs27YNFhYWoiMRmZzJkydj5MiRCAwMRHR0tOg4pEVZWVmVTtTWrVtXZ/eUy+UAUOU5tdHR0ZBKpSY9UTtnzhz07NkTzz//vOgoRPQf8+fPx40bN/DNN9+IjkI6olKpEBERIToGGTiFQoGSkhIkJSWJjkJERERGjkUtERGZvHnz5uHYsWP48ccfdToBRmTu1qxZAy8vLwwcOBC5ubmi45CWiJqoBaouaksnak21qD158iROnz6NBQsWiI5CRA/x9PTEm2++iaVLl5rs5yBzp1KpOFFLj6VUKgGA64+JiIio1ljUEhGRSduzZw8+/fRTrF69Gs8884zoOEQmzcbGBj/++CNu3bqFcePGiY5DWlLVGbWiilpvb2+TP6N22bJl6Ny5Mzp16iQ6ChFVYsaMGYiJicHu3btFRyEdUKvVuHHjRqVfg4hKubm5QSaTITExUXQUIiIiMnIsaomIyGRdvXoVI0aMwNixYzF27FjRcYjMgoeHB7799lts27YNq1evFh2HtKCyojYlJUWnq4+dnZ0hkUiqLGpv3rwJACZZ1F69ehX79u3DtGnTREchoio0a9YM/fv3x9KlS0VHIR1QqVQAwKlaeiQLCwvUq1ePRS0RERHVGotaIiIySYWFhRg2bBiaNWuGVatWiY5DZFb69OmDoKAgTJ8+HeHh4aLjUC0UFBSgoKBA70WtTCaDvb19lauPS0pKUFBQYJJF7fLly+Ht7Y3+/fuLjkJEjzBt2jT88ccfOHv2rOgopGWNGzeGs7Mzi1p6LKVSyaKWiIiIao1FLRERmaT58+fjypUr+O6772BtbS06DpHZmTt3Ljp16oRhw4YhLy9PdByqoczMTADQ++pj4MFUbVVFLQDk5uaaXFGbkpKCb7/9Fu+99x6kUn6rRmTIOnfujOeeew7Lly8XHYV0gOfUUnUoFAoWtURERFRr/O6fiIhMzqlTp7Bs2TKEhISgRYsWouMQmSWpVIotW7YgKSkJM2fOFB2HaqiyojYvLw85OTnCilp7e3s0aNAAOTk5KCkp0WkGfVu7di3s7OwwcuRI0VGIqBqmTZuG3bt3Izo6WnQU0jKVSoWIiAjRMcjAKRQKJCQkiI5BRERERo5FLRERmZS7d+9i+PDh6N+/P8aMGSM6DpFZUyqVWL9+Pb788kvs3btXdByqgaysLADli9qUlBQA0OnqY6DqohZ4cE5tTk6OSU3UFhcXIzQ0FGOHaLOyAAAgAElEQVTHjkWdOnVExyGianj11Vfh7u6O0NBQ0VFIy0onajUajegoZMA4UUtERETawKKWiIhMysSJE3H//n2+YEZkIF577TUEBgZizJgxSEpKEh2HnlDpRK2Dg0PZtdTUVADQ+UStXC6vsqht2rQpsrKyTKqoPXDgABITE/kmIyIjIpPJMHr0aHz99de4f/++6DikRWq1GllZWYiPjxcdhQyYQqHArVu3WOgTERFRrbCoJSIik7F161aEhYXhm2++gaurq+g4RPR/Vq9eDQcHB4wfP150FHpCla0+NoSJWlMsakNDQ9G9e/eyM3iJyDiMHTsWqamp3BxhYlQqFSQSCdcf0yMplUrk5+cjLS1NdBQiIiIyYixqiYjIJKSmpmLKlCmYOHEievbsKToOEf2Ho6MjNm3ahJ9//hnbt28XHYeeQFZWFiwtLWFra1t2LSUlBVZWVuXKW114VFHbvHlzZGVlmcwE2+3bt7F//36MGzdOdBQiekJKpRK9evXiNhcT4+DgAA8PD0RGRoqOQgZMoVAAANcfExERUa2wqCUiIpMwdepUWFlZYdGiRaKjEFElunXrhnHjxmHy5Mllq3PJ8GVnZ8POzq7ctdTUVNStWxcSiUSn935cUavRaJCTk6PTDPqyceNGODk54ZVXXhEdhYhqYNy4cTh8+DDX5JoYtVrNopYeiUUtERERaQOLWiIiMnoHDhzA999/jzVr1sDJyUl0HCKqQnBwMKytrTFjxgzRUaiacnNzUadOnXLXUlNTdX4+LQA4OTkhIyOj0o81b94cwIMi2dhpNBps2rQJI0eOhLW1teg4RFQD/v7+qF+/PjZv3iw6CmmRSqXi6mN6JAcHBzg6OiIhIUF0FCIiIjJiLGqJiMio5eTkYNKkSQgICMCAAQNExyGiR3B0dMS6devw9ddf4/Dhw6LjUDVUVtSmpKTo/Hxa4NETtXZ2drC3t0dubq7Oc+jab7/9htjYWIwcOVJ0FCKqIUtLSwQEBOCHH34QHYW0SKVS4dq1a8jPzxcdhQyYQqHgRC0RERHVCotaIiIyah988AHu3buHFStWiI5CRNXw8ssvY+DAgZgwYYJJTEOaury8vEqLWn1M1MrlcmRnZ1d5Dq1cLjeJojYsLAwtWrSAWq0WHYWIamHIkCG4evUqwsPDRUchLVGr1SgqKsLly5dFRyEDxqKWiIiIaotFLRERGa2LFy9izZo1WL58ORo0aCA6DhFV0+rVq5GRkYGlS5eKjkKPUdXqY31N1ALAvXv3Kv24i4sL8vLydJ5Dl0pKSrBjxw68/vrroqMQUS116NABTZo0wfbt20VHIS1p3rw5bG1tuf6YHkmpVLKoJSIiolphUUtEREZr6tSpeOaZZ7guksjIuLm5Yd68eVi2bBni4uJEx6FHqGr1sT4makuL2qrWH7u4uBj9OsozZ84gMTERgwcPFh2FiGpJIpHgtddew/bt26HRaETHIS2QyWRo2bIlIiMjRUchA8aJWiIiIqotFrVERGSUdu7ciZMnT+KLL76ARCIRHYeIntC7774LDw8PzJw5U3QUegRDmKitqqitW7cu7t+/j8zMTJ1n0ZWwsDC0bNkSbdq0ER2FiLRgyJAhiImJwV9//SU6CmmJWq1mUUuPpFAokJCQIDoGERERGTEWtUREZHQKCgrwwQcfYPjw4ejQoYPoOERUA5aWlli2bBl27NiBEydOiI5DVXi4qC0uLkZGRoZBTNSWZrh27ZrOs+iCRqPB//73PwQEBIiOQkRa0r59e3h5eWHHjh2io5CWqFQqrj6mR1IoFMjIyEBOTo7oKERERGSkWNQSEZHRWb58OW7duoWFCxeKjkJEtfDyyy+jT58+mDp1KoqLi0XHoUo8XNSmp6ejuLhYLxO1Tk5OkEqlj5yolUgkuHr1qs6z6MJff/2FW7duYcCAAaKjEJGWSCQS9O/fH/v27RMdhbREpVIhKSkJd+7cER2FDJRCoQAA3Lp1S3ASIiIiMlYsaomIyKjcvn0bn376KT744AM0atRIdBwiqqXly5cjKioKX3/9tegoVImHi9qUlBQA0MtErVQqhYODAzIyMir9uIWFBSwtLY22qD1w4ADc3NygVqtFRyEiLerbty+ioqJw48YN0VFIC0o/R0dFRQlOQoZKqVQCAM+pJSIiohpjUUtEREblk08+gVwux7Rp00RHISItaN26Nd566y189NFHyM/PFx2HHvJwUZuamgpAP0Ut8GD9cVUTtTKZDJaWlka7+vjgwYPo27cvz1knMjHdunWDvb09Dh06JDoKaUHDhg1Rv359rj+mKtWrVw9WVlYsaomIiKjGWNQSEZHRuHHjBjZt2oR58+bB1tZWdBwi0pK5c+ciIyMD69evFx2FHpKTk1NholYikcDFxUUv95fL5bh3716lH5PJZLCwsMC///6rlyzalJGRgd9//x19+vQRHYWItMza2hrdunXDwYMHRUchLfHx8UFkZKToGGSgpFIp3NzcWNQSERFRjbGoJSIio/Hxxx/Dzc0NI0eOFB2FiLSoYcOGmDhxIhYtWoTs7GzRceg/cnNzy70xJjU1Fc7OzrC0tNTL/R83USuTyYyyqD1y5Ag0Gg169OghOgoR6UCfPn1w9OhR3L9/X3QU0gK1Ws2ilh5JoVCwqCUiIqIaY1FLRERG4fr16/jmm28QFBQEKysr0XGISMtmz56N/Px8rF27VnQU+o/KzqjV19pj4PFFrVQqRVZWFpKSkvSWSRsOHTqEjh076m0ymYj0q2/fvsjMzMTZs2dFRyEtUKlUiIqKQnFxsegoZKAUCgUSEhJExyAiIiIjxaKWiIiMwoIFC+Dp6Yk33nhDdBQi0oG6deti8uTJWLp0KbKyskTHof9T2Rm1devW1dv9H1fUlp7vevXqVb1l0oYTJ06ge/fuomMQkY54e3ujSZMmOHnypOgopAUqlQp5eXmIjo4WHYUMFCdqiYiIqDYsRAcg0ob09HTEx8cjOTkZaWlpSEtLQ15eHgoKCpCbmwsAqFOnDqytrWFrawtXV1e4urqiYcOG8PDwgFwuF/wzIKJHuXz5Mn744Qd8++23sLDgly4iUzV9+nSsWbMGISEh+PDDD0XHIRjGRG1VJaxU+uA9p/b29rh69Sq6du2qt1y1kZycjOjoaHTu3Fl0FCLSIT8/P5w5c0Z0DNICHx8fyGQyREZGonnz5qLjkAFiUUtERES1wVe7yajk5OTgjz/+wN9//42IiAhEREQgOjoamZmZZY+xsrKCq6srbG1tYW1tXfbiYm5uLgoKCpCXl4fU1NRy5wU5OTnB29sbarUaarUaTz31FJ555hnY2dnp/edIRBV99tlnaNGiBYYOHSo6ChHpkIuLC959912EhITg/fffL1cQkv4VFhaiqKiowkRt48aN9ZbBycnpkRO1JSUlaNasGa5du6a3TLV1+vRpyGQyPPvss6KjEJEO+fn5Yfbs2SguLoZMJhMdh2rB1tYW3t7eiIyMxKBBg0THIQOkVCpx+/Zt/n0nIiKiGmFRSwYtPz8fJ06cwMGDB3Hq1CmEh4ejqKgIDRo0gFqtRo8ePTBhwgQ0adIETZo0gbu7OxwcHKr13JmZmbh16xbi4+MRFxeHa9euITw8HPv378edO3dgYWGBtm3bomvXrujTpw+6du0Ka2trHf+Miehht27dwtatW7F27dqy6SkiMl3vvPMOli1bhq+//hpvv/226Dhm7b9bSUqlpKSgXbt2essgl8sfWdQWFxejefPm+Pfff/WWqbbOnDkDlUoFJycn0VGISIf8/PyQmZmJqKgo+Pr6io5DteTj44OoqCjRMchAKRQKFBcXIzk5Ge7u7qLjEBERkZFhUUsGp6CgAPv27cO3336Lw4cPIzc3F2q1Gi+88AJmzpwJPz8/KBSKWt/H0dERjo6OaNmyZYWPJSQk4MyZMzh79iwOHz6Mzz//HHZ2dujVqxeGDBkCf39/2Nvb1zoDET3eqlWr4OzsjGHDhomOQkR6UK9ePYwYMQLLly/HhAkTOJUgUFVFrSGdUVta1O7cuVNvmWrrzJkz8PPzEx2DiHTMx8cHTk5OOHPmDItaE+Dj44Pt27eLjkEGqvQ1qsTERBa1RERE9MQ4mkQG49y5c3j77bfh7u6OwYMHIycnByEhIbh58ybCw8PxxRdfYMiQIVopaR9HqVRi6NChCAkJQWRkJG7cuIHPP/8c+fn5GDlyJOrXr49hw4bh+PHj0Gg0Os9DZK5ycnIQGhqKd999FzY2NqLjEJGevP/++4iLi8Pu3btFRzFrlRW1qampej+jtvT4iof9t6iNjo5GcXGx3nLVVF5eHi5evMiilsgMSKVSPPfcczyn1kT4+Pjg+vXryMvLEx2FDJC7uzskEgkSEhJERyEiIiIjxKKWhMrPz8eaNWvQokULdOrUCSdPnsSsWbNw48YNHD58GGPHjoVSqRQdE40aNcL48eNx4MAB3L59GyEhIYiNjUX37t3RokULrFu3rtIXEImodjZu3Ii8vDy89dZboqMQkR41b94c/v7+WLp0qegoZi0/Px8Ayt4ok52djfz8fL0XtQBw7969Ch8rLWpbtGiBwsJCxMTE6C1XTYWHh6OwsJDn0xKZieeeew7nz58XHYO0wMfHB8XFxbhy5YroKGSAbGxs4OrqisTERNFRiIiIyAixqCUhsrOzsWzZMnh5eWHatGno0aMHLly4gKioKMycOVMvU7M15erqinHjxuHcuXOIiIhAjx498N5778HLywsrVqxATk6O6IhEJqG4uBgrV67E6NGj4erqKjoOEenZtGnT8Mcff+Ds2bOio5it0jehWVtbA3iw9hiA3lcfA6h0/XFpUduqVStIJBKjePE8PDwcDg4O8PLyEh2FiPRApVLh+vXr/B7RBDRr1gzW1tY8p5aqpFAoWNQSERFRjbCoJb26e/cuPv74YzRp0gQLFizAG2+8gdjYWKxZswbt2rUTHe+JqVQqrF27FjExMQgICMD8+fPRpEkTLFq0CJmZmaLjERm1n3/+GbGxsZgyZYroKEQkQJcuXfDss89i1apVoqOYrcLCQgD/v6hNTU0FACETtZUVtVKpFCUlJbC3t4dCocDly5f1lqumIiMjoVKpIJFIREchIj1Qq9UoKSnBP//8IzoK1ZKFhQVatmzJopaqpFQqWdQSERFRjbCoJb3ZsWMHWrZsieXLl2Ps2LGIj49HcHAwGjZsKDparbm5uWHZsmWIi4vDpEmTsHz5crRo0QJbtmzhGbZENRQaGoqePXuiadOmoqMQkSATJkzA//73v7JJTtKv0olaKysrAGInajMyMip8TCaToaSkBBqNBq1atTKKojYiIgJqtVp0DCLSE29vb9jZ2SEiIkJ0FNIClUrFopaqxIlaIiIiqikWtaRzUVFR6NatGwICAjB48GDEx8djyZIlcHFxER1N61xdXREUFITo6Gi8+uqrGDVqFLp37853UBM9oYSEBBw8eBDjxo0THYWIBBo6dChsbGzw3XffiY5ilh6eqE1JSYGNjQ3s7e31lsHR0REymazK1ccAUFJSYhRFrUajKZuoJSLzIJVK0bp1a0RGRoqOQlrQpk0bFrVUJYVCgYSEBNExiIiIyAixqCWdyc7OxvTp09GuXTvk5+fjjz/+wKpVq8omI0yZXC7HmjVr8NtvvyE7Oxtt27bF7NmzeTYRUTVt3LgRcrkc/v7+oqMQkUB2dnYICAjAhg0buKFCgIcnalNTU/W69hgAJBIJnJycHlnUFhcXo2XLlgZf1N64cQN3797lRC2RmVGr1SxqTYSPjw9u3rxZ6dckIk7UEhERUU2xqCWd+Pvvv9GuXTts3LgRwcHBOHv2rFGeQVtbzzzzDH7//Xd89dVX2LhxI9q1a4eLFy+KjkVk0EpKSrB582aMHj26bIqLiMzXuHHjcOXKFZw7d050FLNTOlErsqgFHqw/flxR26pVK2RmZuL27dv6jldtpRtW2rRpIzgJEemTj48PLl26JDoGaYFKpYJGo+HvJ1VKoVAgJycH9+7dEx2FiIiIjAyLWtK6L7/8Eh07dkSjRo1w+fJlTJkypeyFNHMklUoxYsQIhIeHw83NDR07dsT69etFxyIyWAcPHsSNGzcwZswY0VGIyAA8/fTTeOqppxAaGio6itkpKCiAhYVF2f/HpaSk6PV82lLOzs6Vvuj5cFELwKCnamNiYuDi4gK5XC46ChHpkZeXF5KTk5GdnS06CtVS48aN4ejoyPXHVCmlUgkAXH9MRERET4xFLWlNZmYmAgIC8M4772Dq1Kk4fPgwGjZsKDqWwXB3d8cvv/yCWbNmYdKkSRg0aBBXJhFVYtOmTejWrRuaN28uOgoRGYhx48YhLCwMWVlZoqOYlcLCwrJpWuBBUWuoE7UNGjSAq6urQRe18fHx8PT0FB2DiPSs9O99fHy84CRUWxKJBG3atOFELVVKoVAAANcfExER0RNjUUtacenSJTz11FM4ceIEfvnlFyxZssSsp2irIpPJEBQUhAMHDuD06dN49tlnceXKFdGxiAxGVlYW9u/fjxEjRoiOQkQG5PXXX0dRURH27NkjOopZKSgoKLeCPjU1VdhEbUZGRoXrUumDb2WKi4sBAC1atDDoojY2NhZNmjQRHYOI9Kz0731cXJzQHKQdPj4+nKilSsnlctjZ2bGoJSIioifGopZq7ezZs+jatSsUCgUuXryIF154QXQkg9erVy9cvHgRdevWRZcuXfD777+LjkRkEHbt2oWioiIMGDBAdBQiMiByuRw9e/bE9u3bRUcxK8YyUVtSUgIAaNWqlUEXtXFxcSxqicyQg4MDXF1dERsbKzoKaYGPjw8iIyNFxyAD5e7uztXHRERE9MRY1FKtHD16FC+++CL8/Pxw6NAh1K9fX3Qko+Hm5oajR4+iQ4cO6NGjBw4cOCA6EpFwYWFh6N27N1xcXERHISIDM2TIEBw6dAjp6emio5gNQ5qofdzqY+BBUWvIm0pY1BKZL09PT07UmggfHx+kpqYiKSlJdBQyQAqFghO1RERE9MRY1FKNfffdd+jXrx8GDhyI//3vf7C1tRUdyejUqVMHu3fvRkBAAPr3749NmzaJjkQkzN27d3HkyBEMGTJEdBQiMkCvvvoqpFIp1x/r0X8naouKinD37l2DnKj9b1F769atSh8rWnZ2NlJTU1nUEpkpT09PTtSaCLVaDQBcf0yVYlFLRERENcGilmpk9erVGDFiBKZNm4avv/4aFhYWoiMZLZlMhg0bNmDq1KkYO3Ys1q5dKzoSkRA//fQTAHDtMRFVytHREb1790ZYWJjoKGajsLCwbKI2NTUVGo3G4CdqAeDff//VX7hqun37NoAHL+ASkflxd3cv+zxAxq1u3bqoX78+i1qqlFKpZFFLRERET4xFLT2xrVu3YsqUKVi0aBE+/fRTSCQS0ZGMnkQiQXBwMD7++GNMnjyZZ/CRWQoLC0OfPn3g5OQkOgoRGaghQ4bg6NGjSEtLEx3FLBQUFJRN1KakpACAsInajIyMCtcfLmo9PDxQp04dgzyntvTPrIiim4jEc3V15dcuE+Lj48OilirFiVoiIiKqCRa19ER++eUXjB49GpMmTcIHH3wgOo7J+fDDDzF16lQMHz4chw4dEh2HSG+ysrJw7NgxDBo0SHQUIjJg/fv3h1Qqxf79+0VHMQsPT9QC4oragoIC5Ofnl7v+cFErlUrRvHlzgy5qXV1dBSchIhHq1q3LotaEqFQqFrVUKYVCgZSUFBQUFIiOQkRE9P/Yu++4ps72f+CfkJAwXQxHkKUWJCyFOgBXCwpaJ7iqaFu/Wp/Wumu1to/20T6OOmurVm21bly1LlDBCWgRRUEQRVkqDsAJKCPJ7w9/ySOyEki4T8L1fr18tZ4cz/nkBM6Bc53rvokOoUItUdmlS5cwaNAghISEYPXq1azj6K1ly5bh448/xtChQ3H58mXWcQipF1FRUSgrK0OfPn1YRyGEcJi5uTn8/PwQERHBOkqD8G5HrYGBAZo2bVrvOZo0aQIAFYY/NjB486uMolALvBn+mIuF2ry8PBgbG8PExIR1FEIIAxYWFnj69Gm58xXRXRKJBMnJyZDL5ayjEI4Ri8WQy+U01DkhhBBC1EKFWqKSmzdvom/fvujRowe2bNlCwx1rEY/Hw8aNG+Hj44O+ffvi9u3brCMRonURERHw8vKCtbU16yiEEI4LDAzEiRMn6GZ3PSgpKSlXqG3WrJmyi7U+VVWoVWSRyWTKZc7Ozpws1Obn5zfoYY/j4+PB4/Ewf/78apexyMEKF7JERESAx+Nh1apVWttHQUEBJk+eDHt7ewgEAvB4PBQUFAAADhw4gI4dO8LMzAw8Hq/cn4kTJ2otEwuWlpaQyWSVzrdNdI+rqysKCgqQmZnJOgrhGMVc9DT8MSGEEELUQYVaUqOioiIEBwejTZs22LNnDwQCAetIes/Q0BD79u1D69atERISUmGoP0L0TUREBIKCgljHIITogKCgIOTl5SE+Pp51FL1XWloKQ0NDAG86QlkMewz8r1D77jy17w59DLzpqM3IyODcz075+fk07LEKoqOjwePxsHDhQtZRiIbMmzcPa9asQVZWVrnv1Rs3bmD48OFISEhAYWEhw4T1Q/H9T8Mf6wdXV1fweDwa/phU0LJlS/D5fNy7d491FEIIIYToECrUkhpNmjQJOTk52L17Nw3XVo/MzMxw4MAB3L17F9OmTWMdhxCtSUlJQVZWFhVqCSEqkUgksLOzo+GP64FUKlUWQ/Py8ph1hCqGW66qo/bdQq1UKuXciCTPnj1jMmw0l3l7e0Mul9drRymLfTZ0ERERaNy4MVJSUiCVSiGXy2FmZobIyEiUlZVh4cKFeP36NeRyOeRyOTIyMlhH1opmzZoBAJ48ecI4CdEEc3Nz2NraIikpiXUUwjF8Ph/NmzenjlpCCCGEqIUKtaRau3fvxpYtW7B582bY29uzjtPg2NraYsuWLfjtt9+wY8cO1nEI0YqIiAg0bdoU77//PusohBAd0adPH4SHh7OOoffeLtTm5uYy66g1NTWFQCBQqVD73nvvQSAQcG7449evX8PY2Jh1DELq3YMHD+Dk5IT27dsr55VWLAeAvn37QiQSsYpXb4yMjAC8mfub6Ac3NzckJyezjkE4SCwWU6GWEEIIIWqhQi2pUlpaGiZMmIDp06dj4MCBrOM0WP3798ekSZMwceJEpKamso5DiMYdP34cffr0YTLvISFENwUFBeHSpUs0hKSWSaVS5ZQXLAu1PB4P5ubmePnyZbnliutGWVmZcplQKESbNm04d/O8uLhYOd8vl0mlUqxZswZeXl5o2rQpmjRpAm9vb6xYsQJFRUXK9d6e2zQqKgo+Pj4wMTGBtbU1xo8fj9zc3Br39e4crQsXLkS3bt0AAN9//325+Uo1lbuyeWHffi+nT5+Gj48PTE1N0bp1ayxevFi53po1a+Dk5AQjIyM4Oztj79695TJo4pgAgFwuxx9//AEfHx+Ym5vD2NgYHh4e+PXXXyGXy1XahqrH420XL15Ez549YWpqCgsLC4wdO7ZC9+emTZvA4/Gwb9++Cv9e8drBgwcBAFOnTgWPx8PTp08RFxdXYQ7aRYsWAQA6duyo0uesiePCkqIYTYVa/eHq6kpDH5NK2djYUKGWEEIIIWqhyUZJpUpLSxESEgIXFxflL9GEnZ9++gkXLlzAqFGj8M8//9A8wURvlJWVITY2FitXrmQdhRCiQ3r16gUej4fo6Gh6mEyLysrKyg193LVrV2ZZzMzMUFBQUG5ZZR21ADdvnpeUlOhEoXbOnDn46aefyi27fPkyLl++DKFQiEmTJpV7LTY2FjNnzlR+Bq9evcKmTZsQHR2NS5cuwczMjJO5K3Px4kV8/fXXysJ/UVER5syZA5FIhIcPH2Lp0qXKdW/evIkRI0agXbt28PT0LLeduhwTuVyO0NDQCiPpJCYmYtKkSbh27Ro2bNhQ43tR93hcunQJs2fPVhYRi4qKsHXrVmRmZuLs2bM17k/bNHVcWFJ8/1OhVn9IJBKsWLGi3HzuhABvOmoTEhJYxyCEEEKIDqGOWlKpFStWIC0tDTt37qRfOjhAJBJh586dSElJwc8//8w6DiEac/XqVRQUFMDX15d1FEKIDmncuDFcXFwQExPDOopee3foY1Zz1AJvCrXvdtQqHlx7u6MW4GahVlc6ag8ePAhTU1Ps378fz549Q2FhIa5evYqZM2dWWmDcu3cvQkNDkZaWhoKCApw7dw5ubm5ITU3FkiVL1Nr3d999h/PnzwMAFixYoJyzVJVuSXVzVyYsLAyTJk1CZmYmCgoKsG/fPhgaGuKHH37AunXrsGnTJjx+/Bj5+fmYMWMGZDJZpQ+a1eWYbN++HTt27ICbmxuOHTuG/Px8FBQU4OzZs/Dw8MDGjRtx4cIFjR+PnTt34tNPP0VaWhqKiooQHR0NW1tbnDt3DteuXVPp+L1r1apVkMvlaNy4MTp37lzu85TL5fjmm28AAAkJCTV+zpo6LiwpOmpLSkoYJyGa4ubmhpKSEqSlpbGOQjiGhj4mhBBCiLqoLY9UcPfuXSxcuBBz586Fo6Mj6zjk/2vXrh1mzZqF+fPnY/jw4RCLxawjEVJnMTExaNq0KZycnFhHIYToGF9fXyrUatnbhdr8/HxmQx8DgLm5eYWOWkWh9t2OWolEgtu3b+PVq1ecmRdWVzpqbWxsAAADBgxQHl8PDw94eHhUun6nTp3wxx9/KIet7datGw4ePAhnZ2fs27cPCxYs4GTuygQGBpYrvAYHB2PAgAHYv38/li9fjnHjxilfW7JkCTZt2oSUlJQK26nLMdm8eTP4fD6OHz+Oli1bKpd3794dO3fuhEQiwd9//11jd7u6x6N3795Yt26d8u++vr6YNWuWsltVneOoDZo6LizxeDwYGhpSR60ecaqkRWgAACAASURBVHZ2hkAgQFJSElxcXFjHIRwiFouRk5MDuVyu0vD9hBBCCCHUUUsqmDJlClq2bIkZM2awjkLe8e2339JnQ/RKbGwsfH19YWBAlyNCiHp8fX1x+fJlvH79mnUUvaUo1D5//hwlJSVMC7XVDX1cWUetVCpFampqveWrSXFxsbKjjstWrlwJmUyGtm3b4vPPP8fatWurHb6xd+/eFW5COzo64r333sOdO3c0lisvL6/CHKdvd3irm7syPXr0qLDMzs4OwJuC4Nv4fD7EYjEePXpU4d/U5ZgkJydDKpWidevWEAgE4PP5MDAwgIGBASQSCQAgOztb48ejZ8+eFZYpHth9t5OdBVWPC9cJhUIq1OoRkUiEdu3acW5OdMKejY0NSkpKVJ6bnBBCCCGE7oyTco4fP46//voLq1evhpGREes45B0ikQg///wzwsLCEB4ezjoOIXWmKNQSQoi6fH19UVxcjPj4eNZR9JaiUKu40chy6GNzc3OVhz5u164dRCIRp4Y/VmX4Xi7w8PBAamoqtm7dCgcHB5w/fx6BgYGQSCRISkpiHa9Kmshd2e8+ioJrVa/JZLK6BX+HYntSqRRSqRQymazCsMCqDJ2r7vGorPNc8d7f3rfiwbrK3verV69qzFVbmjourBkYGGj8a4awxcWh9gl7itHPaPhjQgghhKiKCrVEqbS0FF9++SWGDx+OoKAg1nFIFfr06YMhQ4Zg2rRpFW5MEqJLsrKycO/ePfj4+LCOQgjRQQ4ODhCLxTT8sRZJpVIIBAJloZZrHbVVFWoFAgGcnZ051eUkFApRWlrKOoZKBAIBunfvjtmzZ2PXrl3IyMjAixcvyg39q3DixIkKRej09HTcunULbdq0UXvfikLgu5+ppaVlhTlO8/Lyap1bm+pyTJydnWFiYoJnz55VeL+KP/v27WN2PKytrQEAGRkZFV47depUrbdbE1WPC9fpSmc9UZ2rqyunH2IhbFChlhBCCCHqokItUdq2bRvu3r2LpUuXso5CarBs2TKkp6dj165drKMQUmsXLlyAoaEhvL29WUchhOiorl274sKFC6xj6K2ysjLw+XxlAYhlR62ZmZnKHbUA4Obmxqmb5yKRSCc6/nx8fLB+/XqkpKTg1atXeP78OSIiIpCfn4/09PQK68fFxWHcuHG4ffs2CgsLER0djcGDB6O0tBQhISFq779Zs2YAgPPnzyM/P19rubWpLsdk3LhxKCoqgr+/P44cOYLc3FyUlJQgKysLR48eRXBwMKKiomrMoK3joZiHc9WqVThz5gxevXqFzMxMzJgxAwcPHqz1dmuiqePCklwuR2lpKRVq9YyrqyvS09NRWFjIOgrhEFNTUzRp0oQKtYQQQghRmYB1AMINUqkUS5YswZgxY2Bra8s6DqmBg4MDRo4cif/+978YNWoUze9JdNK1a9fQvn17mJiYsI5CCNFRHTp0wMaNG1nH0FtvD31sampa6fCo9cXc3FzljloAkEgkWLduXb1kU4WuzE155cqVKh9+GD9+fIVlISEh2Lp1KzZv3lxuubOzM7755hu199+uXTuIxWKcOnWq3IMBNQ0drW5ubarLMRk7dizOnj2LLVu2oH///pWuo8r70dbxcHR0xJAhQ3DgwAH06tVLuVwgECA0NBTbtm2r9baro6njwlJpaSnkcjkVavWMq6srZDIZbty4QQ+fknLEYjEVagkhhBCiMqruEADA3r17cefOHcyaNYt1FKKiOXPm4NatWzhw4ADrKITUSmJiItzc3FjHIIToMHd3d2RlZeHZs2eso+glRaE2Ly+P6bDHQOUdtXw+HzweD1KptML6rq6uuHv3Lme+NnSlo/aff/7Bl19+CRcXFxgbG8PS0hK+vr7YtGkTVq5cWWF9X19fhIeHo1OnTsr1x40bh3PnzsHMzEzt/fP5fOzbtw9+fn4wNTXVWm5tqssx4fF42Lx5M8LCwuDv74+mTZtCKBTC0dERgwYNwl9//QV/f/8aM2jzePz+++/47LPPYGFhASMjI3Tt2hWRkZHo3r17nbZbHU0dF5YUD2oIhULGSYgmtWnTBsbGxjRPLalALBbj3r17rGMQQgghREfw5DU9nkz0nlwuh6enJ1xdXbFjxw7WcYgahg0bhlu3biEhIQE8Ho91HELU0rp1a0yaNKlWHTeEEAK8meva3t4e0dHR8PX1ZR1H73Tp0gW+vr4wMDDA2bNnERcXxyzL8uXLsWrVKty9e7fcckNDQ/z555/4+OOPyy3PzMyEg4MDYmJiODEX+qefforc3FwcOXKEdRSNiIiIQFBQEFauXImpU6eyjsMJdExIdfLz82FpaYlTp06V60Ymus/Lywu9evXCsmXLWEchHPLZZ5/h/v37OH78OOsohBBCCNEBFYY+Pnr0KL744gsWWXRKVlYW6wgac/jwYSQlJVGRVgfNnTsXHTp0wLFjx9CvXz/WcTRCJpPBwcGBdQzO++233xAYGMg6Rq09efIE9+7dg7u7O+sohBAdZmtriyZNmiAxMVHnC7VOTk54/fo16xjlPHv2DLdv3wafz4dUKoWdnR2zLAUFBZUOHSwQCCod+tjOzg6NGjXC9evXOVGoFYlEOjH0MSFEOxTf/zT0sf5xc3OjjlpSgY2NDdMH3AghhBCiWyoUagsLC5GdnY2lS5eyyMN5iYmJ2L59O+sYGrV27Vr07dsXrq6urKMQNXl4eKBPnz5Yu3at3hRq5XI5srOzERoaSsPiVkIul+Obb75BYWEh6yh1kpiYCABUqCWE1AmPx4OrqyuSkpJYR6mzrKwsDBo0CF5eXqyjcNKcOXMqXV5VoZbH48HFxYUzN8+bNGnCmWGYCSH17+nTpwDenAuIfpFIJIiMjGQdg3AMDX1MCCGEEHVUKNQqfP311/WZQ2fs2bNHrwq1OTk5iIyMRFhYGOsopJbGjh2L0NBQPHz4EC1atGAdR2MGDhyI4OBg1jE4RyqV6sVQwYmJiWjWrBnEYjHrKIQQHefm5qZ8+EPX9e3bF2PGjGEdg5Pmzp2L0tJSlJWVQSD4368wfD6/0kIt8GaeWq4Uai0sLJCXl8c6BiGEkfz8fACApaUl4yRE01xdXXH//n08efIEzZo1Yx2HcIRYLMbz589RUFBQqznbCSGEENKwGLAOQNjasWMHGjVqhI8++oh1FFJLgwYNgpmZGXbv3s06CiEqu3HjBnXxE0I0ws3NDcnJyaxjkHry6tWrcn8XCASQSqWVrsulbmsLCwtloUYfBAYGQi6X01ysb6FjQqqTl5cHHo+Hpk2bso5CNEwxChT9LELepnggOScnh3ESQgghhOgCKtQ2cNu3b8fw4cNprhwdZmRkhODgYGzbto11FEJUlp6ejjZt2rCOQQjRA46Ojnj27JlyWEmi3yor1FbXUZuXl4dHjx7VR7RqWVhY4OXLlzRPLSENVH5+Pho1agRDQ0PWUYiG2djYoFmzZpwZwYFwg42NDQDQ8MeEEEIIUQkVahuwhIQEJCYmIjQ0lHUUUkehoaG4cuUKZ7pGCKlJRkYG7O3tWccghOgBBwcHAG/OK0T/qVuoBcCJm+cWFhYAoFddtYQQ1eXl5dGwx3qMS3OiE26wtLSESCTC/fv3WUchhBBCiA6gQm0DtmPHDrRt2xZdu3ZlHYXUUffu3WFvb4+dO3eyjkJIjeRyOe7evassrhBCSF3Y2dnBwMAAmZmZrKMQLeLxeADUK9Q2b94cVlZWnLh5rijQ0Dy1hDRM+fn5ygc2iP7h0pzohBt4PB5atmxJhVpCCCGEqIQKtQ3YkSNHMGTIEOWNL6K7eDweBg0ahKNHj7KOQkiNcnJy8Pr1a+qoJYRohEgkQosWLaijtoFQp1ALcOfmuZWVFQBwYhhmQkj9e/z4sfI8QPQPl+ZEJ9xhY2NDhVpCCCGEqIQKtQ1URkYGbt68iaCgINZRiIYEBQUhKSkJ2dnZrKMQUi1FMYU6agkhmuLg4EAdtQ3Eu4VaPp8PqVRa5fpcKdRaWFjA3NwcWVlZrKMQQhigaT/0m6urK54+fYqcnBzWUQiHiMViKtQSQgghRCVUqG2gjh8/DnNzc/j4+LCOQjSke/fuMDExwcmTJ1lHIaRamZmZEAqFaNWqFesohBA9QYVa/VeboY8BwM3NDdevX4dMJtNqPlXY29vT1ykhDVRGRgY9pKjH3NzcAIC6akk5YrEY9+7dYx2DEEIIITqACrUNVHR0NHx8fCAUCllHIRpiZGSELl26IDo6mnUUQqqVnZ2N1q1bw8CALkGEEM2ws7OjTsUGoqioqNzfBQJBtR217u7uKCgoQHp6uraj1cje3p6G6CakASouLsaDBw+oo1aPNWvWDC1btuTECA6EO6ijlhBCCCGqorvkDVRMTAx10+ohX19fxMTEsI5BSLVyc3NhbW3NOgYhRI9YW1sjNzeXdQyiZTweT+2OWnd3d/D5fFy9elXb8WpEHbWENExZWVmQyWTUUavnFCM4EKIgFovx6NGjan9OIYQQQggBqFDbID169AiZmZno2rUr6yhEw3x8fJCWloa8vDzWUQipUn5+PiwtLVnHIIToEQsLC+Tn50Mul7OOQrRIIBCoXag1NjZGu3btcO3aNW3HqxF11BLSMCm+76lQq99cXFyQkpLCOgbhEBsbG0ilUjx8+JB1FEIIIYRwHBVqGyBFR0GHDh0YJyGapvhMExMTGSchpGp5eXmwsLBgHYMQokcsLS1RWlqKly9fso5CtEgoFFYo1PL5/Bo7VTw9PTnRUevg4ICHDx9WeA+EEP2WkZGBxo0bo2nTpqyjEC2SSCRISUmhh8aIklgsBgAa/pgQQgghNaJCbQN07do1iMVi6mjTQ82bN4e1tTUVagmnUUctIUTTFA9/5OfnM05CtKmyQm1Nc9QCgIeHByc6atu3bw+5XE4dV4Q0MMnJyXBxcWEdg2iZRCJBQUEBsrOzWUchHNGqVSvweDwq1BJCCCGkRlSobYCSk5Ph6urKOgbREolEguTkZNYxCKlSfn4+ddQSQjRK8fAHDf2v36oq1KrSUXv37l3mXx/t2rWDiYkJPVBHSAOTmJgINzc31jGIlkkkEvB4PPpdnCgJhUJYWVnh3r17rKMQQgghhOM4V6gtLCzEjh07MGDAANjb20MkEqFVq1YYPnw4EhISWMfTC+np6Wjbti3rGFoTHx8PHo+H+fPns47CRJs2bZCens46hs6ic5D20dDH+oVL51wuZImIiACPx8OqVau0to+CggJMnjwZ9vb2EAgE4PF4KCgoAAAcOHAAHTt2hJmZGXg8Xrk/EydO1Fom1qijtm505dpnaGhYq0Kth4cHADDvquXz+XBxcUFSUhLTHISQ+pWcnEyF2gagUaNGaNWqFRVqSTlisZg6agkhhBBSI84VahctWoTRo0fj8OHDyMrKQklJCR48eIA9e/agc+fOiIiIYB1R52VmZsLe3p51jDqJjo4Gj8fDwoULtbK+LnNwcEBGRgbrGDqLzkHaJZVK8eLFCzRr1ox1FEJ01rx587BmzRpkZWWVG/L1xo0bysJaYWEhw4T1z9zcHEKhEE+ePGEdRSfpyrWvth21LVu2RPPmzZkXagHA3d2dCrWENCD37t1Dfn4+3N3dWUch9YBGtyLvokItIYQQQlTBuUKtubm58kZReno6ioqKkJCQgICAAJSWluLLL79kHVGnlZWVIScnB3Z2dqyjaI23tzfkcjknurtYcHBwwN27dyGTyVhH0Ul0DtKu4uJiyOVyGBsbs45CNKShn3NZiIiIQOPGjZGSkgKpVAq5XA4zMzNERkairKwMCxcuxOvXryGXyyGXyxvMwztGRkZ4/fo16xg6SVeufQKBACUlJeWW8fn8Ggu1AHfmqXVzc+NEDkJI/VA8mCGRSBgnIfVBIpHQPOSkHBsbGyrUEkIIIaRGAtYB3vXNN99UWObp6YmDBw/CxsYG6enpNL8hgDt37mDlypUYOXIkfHx8wOPxVPp3eXl5kMlkaN68uZYTElasra1RVlaGp0+fMv8+2bx5M/Ly8jBixAi0bt2aaRZV0TlIdd999x3atm2LwYMHo3Hjxir9m+LiYgBvuqIIIbXz4MEDODk5oX379hWWA0Dfvn0hEolYRGNKJBIpzzEsnTt3DuHh4Rg5cqTOdFDpyrWvskKtQCAo11leFU9PT050Bru7uyM3NxcPHz5EixYtWMchhGhZUlISbGxsmJ8/Sf2QSCTYsGEDZDIZDAw41xdBGBCLxYiKimIdgxBCCCEcpzM/OZqYmMDW1hYCgQCmpqas4zBXVFSEX3/9FX5+frCxscGcOXOQmJhY479TzN1maWmp7YgAgKdPn+KLL75AixYtYGxsDG9vbxw5cgRbtmwBj8fDvn37yq0vl8vxxx9/wMfHB+bm5jA2NoaHhwd+/fVXyOVyAMDChQvRrVs3AMD3339fbv49oOIchTWtr+p+gfJzD54+fRo+Pj4wNTVF69atsXjxYuV6a9asgZOTE4yMjODs7Iy9e/dq/uBWQfHZcmGevtu3b2PWrFmws7ND165dsX79euTl5bGOVSt0Dqro9OnT+PTTT2FlZYVBgwZh//79NXazKW6w62IRSZ3z2dvnirNnz6JHjx4wNzeHt7c3AODVq1f44Ycf0L59exgZGaFx48b48MMPcfz48XL73LRpU6XnyrdfO3jwYKX7jYqKgo+PD0xMTGBtbY3x48cjNzdX5fcrlUqxZs0aeHl5oWnTpmjSpAm8vb2xYsUKFBUVKderbF5YTZ0rNfV+VD3Ha+J4vO3ixYvo2bMnTE1NYWFhgbFjx1YYmledz3jq1Kng8Xh4+vQp4uLiKsxBu2jRIgBAx44dK1zntHVcuEQoFHKiUJuXl4fFixfDw8MDTk5O+O9//6uzXc1cu/YJBIIKn7EqQx8DbzpqU1JSmH+NeHp6gsfjIT4+nmkOQkj9iI+PR4cOHVjHIPVEIpGgsLAQ2dnZrKMQjhCLxbh37x7rGIQQQgjhOM511Fbl5s2bSEpKwqBBg2BkZMQ6Dqfk5ORg+fLlWLx4Mdq1a4exY8di5MiRcHR0rLDu06dPAaBe5od8/fo1PvjgA1y9elW57PLlyxgwYACGDRtWYX25XI7Q0FDs2LGj3PLExERMmjQJ165dw4YNGzSeszb7vXjxIr7++mvljcGioiLMmTMHIpEIDx8+xNKlS5Xr3rx5EyNGjEC7du3g6emp8fzvUjytzZV5+oRCIUpKSvDPP//g0qVLmDRpEj788EOEhoZi0KBBMDMzYx1RJXQOqlppaSmOHj2KQ4cOwdjYGMHBwRg1ahQ+/PBDCATlLzO62lGr7vlMITY2tty5QiaToaSkBAEBAYiJiVGuV1xcjFOnTuH06dNYu3YtJk6cWKe8sbGxmDlzprLL7NWrV9i0aROio6Nx6dIllb7v5syZg59++qncssuXL+Py5csQCoWYNGlSjdvQ1LmyLu9HU9cWdY/HpUuXMHv2bOXXfFFREbZu3YrMzEycPXu2xv1pG6trrjZxpaP2bbdu3cK8efPw3XffoWPHjhgzZgyGDRumM52UXLv2VdVR++6yynh6eqKsrAwpKSlMiybNmjWDs7MzYmJi8NFHHzHLQQipHzExMZgyZQrrGKSeuLi4gMfjITk5Gfb29qzjEA4Qi8V49eoVnj59iqZNm7KOQwghhBCO0omO2sLCQnz88cdo3Lgxli9fzjoOJ5WWlgIA0tLSMH/+fLRp0wZOTk5YsmSJcihEAMqun/qYH3LNmjW4evUqnJycEBUVhZcvXyIjIwOTJk1CWFhYhfW3b9+OHTt2wM3NDceOHUN+fj4KCgpw9uxZeHh4YOPGjbhw4QK+++47nD9/HgCwYMEC5Rx8VXX/1LS+qvt9W1hYGCZNmoTMzEwUFBRg3759MDQ0xA8//IB169Zh06ZNePz4MfLz8zFjxgzIZDKsXLlSk4e3SorP9tWrV/Wyv5ooOrrkcjmkUimkUimioqIwduxYNGvWDP369cPWrVur7EjjAjoH1aysrAxyuRxFRUXYtWsXAgMDYWFhgTFjxiAyMlL5/aa4ma5rhVp1z2cKe/fuxZgxY3Dz5k2UlZXhypUr+OWXXxATEwNbW1scPnwYz58/R3Z2NubPnw8ej4dp06bh4cOHdcq7d+9ehIaGIi0tDQUFBTh37hzc3NyQmpqKJUuWqLSNgwcPwtTUFPv378ezZ89QWFiIq1evYubMmSo/YKGpc2Vd3k9tzvGaOB47d+7Ep59+irS0NBQVFSE6Ohq2trY4d+5creenXLVqFeRyORo3bozOnTuXu57J5XLl8LUJCQnVXhc1eVy4hCsdte9SnB+vXLmC6dOno1WrVujatStWr17N6VEmuHjtq0tHrZOTE0xMTMo9cMOKn59fuYd1CCH6KT09HTk5OfD19WUdRSNu3ryJuLg4+lPNnydPnsDGxgbJycmsPy7CEWKxGAAqdNWWlZWpNHUDIYQQQhoGznfUFhYWYuDAgUhNTUV4eDg9lagCxc2qtLQ0zJ07F3PmzEHnzp0xYsQIWFlZAaifIsm+ffvA4/Gwf/9+SCQSAICZmRl+/vlnpKam4uTJk+XW37x5M/h8Po4fP46WLVsql3fv3h07d+6ERCLB33//ja5du2o0Z232GxgYWK6YEBwcjAEDBmD//v1Yvnw5xo0bp3xtyZIl2LRpE1JSUjSauyqKz5aLN6sVFL+QyGQynDx5EuHh4fjiiy8wePBghISEME5XHp2D1Kc4B7148QJhYWHYtm0bmjdvjuHDhyuH/tW1oY/VPZ8pdOnSRTl8rYJieN+wsDB06dIFANCoUSPMmzcPOTk52LBhAw4dOoQJEybUOm+nTp3wxx9/KPfbrVs3HDx4EM7Ozti3bx8WLFhQ4zZsbGwAAAMGDFB2Rnt4eMDDw0PlHJo6V9bl/Wjq2qLu8ejduzfWrVun/Luvry9mzZql7FZV5zhqA6trrjaJRCKVOitZUTywBLzpuL506RJmzpyJgIAAjBgxgnG68rh67ause5bP56tUqOXz+ZBIJLV+UEKTfH19sXXrVhQXF+vc9ZAQorqYmBiIRCJ4eXmxjqIRX331VZU/85I3xo0bBxcXFyrUNnDPnj3D/fv3cf/+faSnp8POzg4//vijcljs+/fv48WLF8jNzUXjxo1ZxyWEEEIIB3C6UPv06VP069cPiYmJOHbsGLp37846klKbNm2Y7l+VG5Fv3xCMi4vDxYsXlTeX4+Li0KNHD61mvHPnDsRisbKo8bY+ffpU+CUvOTkZUqkUrVu3VuZXdAMp/quNuV5qs9/Kjp2dnR0AVPg65fP5EIvFePTokcazV0Zxw++TTz5hPp+cKsMvK7rBCwsLsXPnTmzfvh0AsGXLFnTr1g3W1tZazVgdLp+DvvzyS8yaNYtpBlW6thXnqkePHmHNmjXK76k///wTCxYs0JnOWnXPZwr+/v4V5gm9ffs2LCwslEXat3300UfYsGEDbt++Xae8vXv3rrBfR0dHvPfee7h16xaAN/NoKh7eUbCwsFB2+K1cuRLBwcFo27Yt+vTpAw8PD3Tt2lWtIUM1da5U5f1URdVzvKaPR8+ePSssU0xJ8PLly2oz1wdW11xtEolE+PPPP7Fr1y6mOQoLC2tc5+0OiuPHjyM8PBwAsGHDBnh5eVV6rqkvXL72GRoaVtpRq2pHioeHByc6an19fVFcXIyEhIRKrwWEEP0QExMDLy8vTgwdrynDhw/H4sWLWcfgpDFjxgB4M08tF6a5IGwEBAQgMjJS+Xc+nw+BQIADBw4o730AQPv27alISwghhBAlzhZqHzx4gD59+iAjIwPh4eHo1q0b60jl1KXTSRMePnyIVatWqbSu4gaWmZkZOnfujKioKHTu3FnLCd9498a6QmXDMcpkMgCo9mabNjplarPfyn7ZVrzXql5T7EfbFO8jMDAQ7du3r5d9VuX48eOIjY1VaV1DQ0OUlpaiTZs2uHPnDgIDA5kWabl+DgoICICrqyvTDFu2bCk3tHpVeDwe+Hw+pFIp3N3dkZiYiCFDhuhMkVZBnfOZgmLOaFW39S4DgzczFFR2/tD28OYeHh5ITU1FbGwsYmNjcf78efzwww+wtLTE7t274ebmVuM2uHCu1NS1Rd3jUdkUA28PBa/A6jNmdc3VJqlUChcXF3zwwQdMc1y/fl350FFNFNc+S0tLPH36FAEBAUyLtFy/9lU1R60qHbXAm+/jffv2QS6Xq3we1oa2bduiRYsWiImJoUItIXpM0VErkUjg5+cHf39/+Pv76/Q8lWZmZpwZZYFrFD/bSiQSrF+/HjKZTPlzHmk4pkyZUq5Qq5j+6W1CoRAffvhhfUcjhBBCCIdxslB7584dBAQEID8/H8ePH4ePjw/rSBUo5oFjJSkpqdpCLZ/Ph1wuB5/PR0BAAD755BMMHDgQUVFRiIqKqpe5MNq0aYNLly4hJSUFLi4u5V6rrPvM2dkZV65cQU5OTo1PFip+4VH1xlx166uzX12guIE5atQoBAQEMM3y4sWLagu1IpEIxcXFsLKywsiRIzF06FB07doVAoEALVq0qMek5enCOWjQoEEIDg5mmuHQoUPVvv528X3UqFEYM2YMSkpK0L59e5iYmNRTSs1Q93xWnbZt2+LixYuIi4tDp06dyr127Ngx5ToAlA8rZGRkVNjOqVOnqtzHiRMn8J///KdcISI9PR23bt1SjghhaWlZbZEZeFMA6d69u7KjrqioCE5OThg3bhzi4uJqeqsao8r7qYo653gWx6O2n3Fd6du1D3gz5H+XLl2Y/4x24MCBagu1hoaGKCsrg4mJCQYPHoxhw4YhKCgIZmZmcHBwqMek5enCtU8gEFSY016dQq2npyeePXuGrKws5oUGX19fnDlzBjNmzGCagxCiHbm5uUhJScEPP/yAx48f4/Tp09i4cSP4fD68vLzQs2dP9OrVC35+fsxHQSKab6ImMgAAIABJREFUJZFIUFRUhKysLKbXdcJGv379IJFIcOPGjSofQC0rK4Ofn189JyOEEEIIl3Hu8b7r16/Dz88PT58+xcmTJzl5k4irFF1rBgYG6N69OzZv3oz8/HwcPXoUQ4cOhVAoVA6LWx/zlwYHB0MulyMkJARnzpxBYWEhsrKyMG3aNJw4caLC+uPGjUNRURH8/f1x5MgR5ObmoqSkBFlZWTh69CiCg4MRFRUFAGjWrBkA4Pz588jPz68xS3Xrq7NfXaD4bLnaragYftvc3BzDhg3DyZMn8ejRI6xevZoTv6zQOahuDA0NAQCtWrXC9OnTcePGDaSlpWH+/PlwdHRUfl3qWqeeuuez6gwdOhTAm6Hjjh07hhcvXuDevXtYsGABNmzYAJFIhAEDBgCAsii8atUqnDlzBq9evUJmZiZmzJiBgwcPVrmPuLg4jBs3Drdv30ZhYSGio6MxePBglJaWqjwPtI+PD9avX4+UlBS8evUKz58/R0REBPLz85Genq7We66rurwfTZ3jtXU8avsZ15W+XfuAN9c/rl77FD+fGRoaIiAgAGFhYXjy5Am2bduG/v37K6+NrOjKtU8THbU8Ho8T89T27t0bp0+frpefyQkh9e/EiRPg8/mYPHkyfv75ZyQlJeHRo0c4cOAAevbsicjISAQFBaFx48bw9vbG7NmzcfjwYbx48YJ1dFJHEokEPB6P5qltoHg8HubMmVPtA6AymQy+vr71mIoQQgghXMe5jtpVq1bh4cOHAFDl8LwJCQnw9PSsz1ic9faQol26dMGYMWMwdOjQKofbNDc3B/Cm01FRvNSWr776Cjt27EBiYiJ69epVLvPQoUOxd+9eZVEHAMaOHYuzZ89iy5Yt6N+/f6XbHD9+PACgXbt2EIvFOHXqFCwtLZWvV/XDcHXrq7NfXfD8+XMA4EyHVFlZGfh8PmQyGYyMjDBkyBBlty/rG9OVoXOQ+t4eujM0NBQjR47E+++/X+m69fmwiCapez6rzqRJk7B//37ExsaiX79+FV5ftWqVsqPc0dERQ4YMwYEDB8rtVyAQIDQ0FNu2bat0HyEhIdi6dSs2b95cbrmzs7PK3YZXrlzBhQsXKn2tvs+JdXk/mjrHa+t41PYzrit9u/YBbx4AUZxjuIDH4ylH9PD390doaCgGDhwIMzMzxskq0pVrn0AgqHD94PP5Khdqzc3N4ejoiKtXr2LgwIHaiKiyvn374vPPP8f58+fh7+/PNAshRPMUw8c3atRIuczKygr9+/dXXncfP36Ms2fPIjo6GpGRkVi6dCn4fD48PDyUwyT7+fnp1Ry3DYGZmRlat26N5ORkfPTRR6zjEAZGjBiBb7/9Fnfv3q30HpWNjQ1sbGwYJCOEEEIIV3Guo5aox9XVFYsWLUJ2djZiY2MxceLEKou0wP/mS8zLy9N6NmNjY5w+fRqff/45rK2tYWRkBC8vLxw6dEjZQfT2/Dw8Hg+bN29GWFiYcu4eoVAIR0dHDBo0CH/99ZfyRhafz8e+fftUHiqquvXV2a8uUHy21X0d1CcDAwP069cPYWFhyM/Px/bt2xEUFMTJIi1RD5/Ph7m5OcaMGYNTp07h0aNHWLFiRZVFWgA621Gr7vmsOkKhEJGRkZg3bx6cnJwgFAphbm6OXr16ITw8HBMnTiy3/u+//47PPvsMFhYWMDIyQteuXREZGakcfrcyvr6+CA8PR6dOnWBsbAxLS0uMGzcO586dU7lI9M8//+DLL7+Ei4uLchu+vr7YtGkTVq5cqdI2NKUu70dT53htHo/afMZ1pW/XPuDNAyBcKdQaGBjAx8cHv/76Kx49eoSIiAiMGjWKk0VaXVJZoVYgEKg1pYenpycSEhI0HU1tNjY2cHFxQXh4OOsohBANk8lkOHnyJAIDA6tdz9raGkOHDsXq1asRHx+PnJwc7Ny5E15eXjh8+DACAgJgbm6u7LiNjIzU6MOO7w4lTzRHIpFQR20DxufzMXv27HLTtigIBAJ88MEHDFIRQgghhMt48nce79qzZw+GDx9e4zxtDRVXjs+zZ8/w8OFDODs7q/Xvnj9/jiZNmiAiIgJ9+vTRUrrqyWQyeHt74+rVq8jNzeVMQVFfHDlyBP3790dBQQHz+Y5SU1PRokULNGnSROV/I5VKIRAIsG/fPuZzsHIRl47PlStX4OrqqtZQoy9evEDjxo1x/Phx9O7dW4vp6gfXzmcREREICgrCypUrMXXqVKZZNEHf3g/RLgsLCyxatAgTJkxgmuP+/fuQy+Vqd0oYGRlhw4YNGDNmjJaS6TYjIyMMGjQIFy9eRGZmpnL53LlzcezYMZWLr4sXL8Yvv/yCe/fuaSmp6mbOnInw8HC6mU+InomLi0Pnzp2RlJQEV1fXWm/nwYMHym7bkydPIiMjAyYmJujQoQP8/Pzg7++Pbt261fohpdWrV+PEiRPYsGEDxGJxjev37t0btra22LRpU632p+/ePj4zZ87E6dOncfnyZdaxCCPFxcWwsbGp0CTB5/Oxfv16/N///R+jZIQQQgjhIuqo1VFNmjRRu0gLvBkO19TUFPfv39dCqopmzJiB7du3IysrC0VFRbh69SqGDRuGhIQE9OzZk3lRQx/dv39f+Tmz5uzsrFaRluiWjh07qj0fpK4OfQzQ+YwQrispKeHEHLVisZiGs9OSqjpqVR36GAC8vb1x//59PHjwQNPx1BYYGIiUlBRkZWWxjkII0aDw8HDY2NhAIpHUaTstW7bE0KFD8dtvvyE9PR3379/Hli1bIJFIsHv3bgQEBKBZs2YICAjA/PnzERkZqdaoNVFRUTh27BicnZ0rTC9B6kYikSA1NRUymYx1FMKISCTCzJkzK4wkJpVK4efnxygVIYQQQriKCrUNkJ2dXblOBG26efMmQkNDYW9vD1NTU3To0AH79++HmZkZVqxYUS8ZGpqMjAw4ODiwjkFIpUQiEYRCIV68eME6itrofEYId5WVlaGwsLDcXIBE/wgEggpFCHXmqAUALy8v8Hg8xMfHazqe2rp16wZzc3McPnyYdRRCiAYdPXoUQUFBlQ57WhetWrVSFm4zMzNx584drFu3Do6Ojvjjjz/KFW6XLFmC6OholJaWVrotmUyGM2fOAAAKCgowbtw4+Pv7Izs7W6OZGyqJRIKioiJkZGSwjkIY+te//lVhjunGjRvDycmJUSJCCCGEcBUVahsgBweHevuFYeXKlfjkk0/Qtm1biEQiWFlZISQkBBcuXICnp2e9ZGhoMjMzYW9vzzoGIVWysLBAfn4+6xhqo/MZIdz15MkTyOVy6mzXc5roqG3atCnatGnDieEoRSIRPvroI+zdu5d1FEKIhqSnpyM+Ph4hISFa35ejoyPGjBmD3377DdnZ2bhz5w5WrFiBli1bYs2aNejWrVu5wu3ly5eVHZ5Xr17Fy5cvlduSy+U4d+4c2rdvjw0bNjCf6knXubi4gMfjISUlhXUUwlCjRo0wefJkGBoaAgAMDAzQo0cPjT/EQQghhBDdJ6h5FaJv2rVrh+jo6HrbFw2jVL9SU1OZzT9MiCp0tVCrC+ezwMBAvbqxpm/vh2iPYv4vS0tLxkmINhkaGlbaUSuVStXajre3Nyc6agFg+PDhGDJkCO7fv6/SHJGEEG4LCwuDhYUFPvjgg3rft6OjIyZMmIAJEyZALpfj+vXrOH36NM6cOYOlS5di9uzZsLS0RI8ePSCXy2FoaFiu47a0tBSlpaWYOHEidu/ejc2bN8POzq7e34c+MDMzg62tLZKTk9G/f3/WcQhDU6ZMwbJlywC8+ZmlR48ejBMRQgghhIuoo7YBcnd3R3Jysto3tQj3lZWVITU1Fe7u7qyjEFIlCwsLZVGFEEI0QfHwB3XU6jeBQIDS0tJyc/6p21ELvBn+OC4uTtPxaiUwMBDm5ubYt28f6yiEEA3Ys2cPgoODK8xLWd94PB7c3NwwefJkHDhwALm5uUhISMC3336LkpISnD17tsr7AXK5HOfPn4eTkxOWLFlC86zWkkQiQXJyMusYhDFra2tMmDABfD4fpaWlND8tIYQQQipFHbUNkLu7O169eoW0tDQ4OzuzjkM06ObNmyguLoarqyvrKIRUydLSUic7agkh3KV4+KNZs2aMkxBtUhQ+SkpKlHO+1aZQ6+3tjdzcXNy9exetW7fWeE51iEQiDBgwAHv27MGUKVOYZiGE1M2tW7dw9epVLF++nHWUCgwMDODp6QlPT09MnjwZTZo0qbYAW1ZWhrKyMnz77bf4+++/8eeff9ZjWv0gkUgQGRnJOgbhgBkzZmDdunUQCoVISUlBbGws8vPzlX+ePHmC0tJSFBQUAACKiopQXFwMPp+PRo0aAQCMjY1hZGQEc3NzWFhYwMrKChYWFrCwsIBYLIaDgwNsbW0hFApZvlVCCCGE1BIVahsgV1dXiEQiXLp0iQq1eiYuLg7GxsZo37496yiEVMnCwgJ37txhHYMQokfy8/PRqFEjujml5zRVqPXy8oKBgQHi4+OZF2oBYNiwYRgwYACysrJomFFCdNiePXtgZWWF7t27s45SrcuXLysLQjWRyWSIj4+Hm5sbbG1tOXHO1BUuLi5Ys2YNpFIp+Hw+6zikHhQWFiI5ORmJiYlITExESkoKMjMzkZ2dDalUCqlUiokTJyoLrBYWFrC0tISjoyOEQiFMTU0B/K8oW1ZWppxLuri4GEVFRXj58iWysrIQHx+vLPQWFRUBePNARqtWreDg4ABnZ2e4u7vDzc0N7u7uaNq0KbPjQgghhJCaUaG2ARKJRPDy8kJsbCxCQ0NZxyEaFB0djU6dOtGNasJpFhYWnBlykhCiH/Ly8mjY4wZAUagtLi4ut0zdQq25uTnee+89XL58GYMHD9Zoxtro3bs3mjRpgt27d+Obb75hHYcQUks7d+7EsGHDmA97XJMzZ85UmJ+2KgYGBuDxeCguLkZaWhoKCgqQnp4OR0dHtfZZWloKiUSCLl26YOvWrcrlWVlZOHz4MA4fPowzZ86gpKQE4eHhCAwMVPt9VUad7UdHR6Nbt26IiIhAnz596rxviUSC169fIyMjA23btq3z9gi3yGQypKSkICYmBjExMfjnn39w+/ZtyGQymJqaQiKRwM3NDb169YK9vT14PB4SEhLw008/aTxLXl4eMjMzkZmZiYyMDGRkZODGjRvYv38/njx5AgBo3bo13n//ffj5+aFr167w8vKCoaGhxrMQQgghpHa4/RsE0RpfX19ERESwjkE0LDY2FkOGDGEdg5BqtWjRAjk5OaxjEEL0yIMHD9CiRQvWMYiWvd1Rq8Dn89Uu1AJvhj+Oj4/XWLa6EAqFGDVqFDZu3IhZs2aBx+OxjkQIUVNMTAxu3LiB7du3s45So8jISJSVlUEoFKKsrKzcEMgGBgZo0qQJLC0tIRaLIRaLYWVlhRYtWmDr1q0Qi8XlHpZR1bp165CRkYFjx46VW965c2c8evSozu+pKups38/PDwEBAfj6668REBAAAwODOu3bxcUFBgYGSElJoUKtnrh16xbCw8Nx4sQJxMbG4tmzZzA3N0eXLl0wYsQIeHh4wN3dHY6OjpV+/QQFBWkll6WlJSwtLeHt7V3htXv37iEpKQmJiYm4cOECFi1ahNzcXBgbG6NTp04ICAhAYGAgOnToUOeveUIIIYTUHhVqG6iePXti2bJlePDgAVq2bMk6DtGAu3fvIjU1FT179mQdhZBq2dvb4/HjxygsLFQO70QIIXWRkZEBBwcH1jGIllXVUSuVStXelre3N/7zn/9ALpdzojA6YcIE/PLLLzh79iz9LEeIDtq4cSPc3d3RsWNH1lFq5OzsDC8vLzRv3lxZhFX8v5WVVZXFmsjISLRu3VrtaXZKSkrw448/YtCgQRUKlvb29ggJCUH//v2xf/9+bNy4sdbvqzLqbn/mzJno06cP9u7di+HDh9dp36amprC1tUVycjIGDBhQp20RNkpLSxEZGYkjR44gIiIC6enpaNq0Kfz9/bFgwQL4+fnBzc1N5aGtWQw/bGNjAxsbm3JF4ps3b+LChQs4d+4c1q5di++++w7W1tbo06cP+vbti48++ghmZmb1npUQQghpyKhQ20D16tULRkZGOH78OD755BPWcYgGhIeHw9TUFN26dWMdhZBq2dvbA3gzFJmLiwvbMIQQvZCZmYn+/fuzjkG0TDFEX12HPgbeFGqfPHmCzMxMThT53dzc0KlTJ2zcuJEKtYTomOfPn2Pv3r1YtmwZ6ygq+fnnn+t1fwcOHMDjx48xZsyYCq9dvHhR+f+HDx/W+L7V3f6HH36Ili1bYv369XUu1AJvhj9OTk6u83ZI/SkrK8OpU6ewZ88e/PXXX3j69Ck6dOiAESNGICgoCF26dOH88OY1cXJygpOTk/Je4LVr1xAREYHw8HCEhobC0NAQffv2xfDhw9GvXz+YmJiwDUwIIYQ0ADSuRQNlbGyM7t27Vxh6iOiuY8eOKQvwhHCZ4oZ4RkYG4ySEEH2RmZmpfAiE6C9Fx8rbQx/XtlDboUMHCAQCzgx/DADjx4/H/v37kZeXxzoKIUQNO3bsgFwux8iRI1lH4aStW7fC2NhYY/POahOfz8fAgQNx5swZZGdn13l7VKjVHdevX8eUKVPQqlUr9OnTB9euXcOcOXOQkZGBy5cv48cff4Sfn5/OF2kr4+HhgW+++QZnzpzBw4cPsXr1ajx//hwjR46EtbU1xowZg3PnzkEul7OOSgghhOgtKtQ2YAMHDsTRo0dRWFjIOgqpo6dPnyIiIgLBwcGsoxBSI3Nzc1hYWCAzM5N1FEKIHsjLy8PLly850RVJtKuqjlqZTFZujkVVmJiYoH379rh8+bJGM9bFiBEjIBKJsGPHDtZRCCFq+P333zF8+HA0adKEdRTOKSsrw/nz59GxY0flOZzrunTpAgA4depUnbfl4uKC1NTUWg3RT7SvsLAQmzdvho+PD9zc3HDs2DFMnToVd+7cwaVLlzBz5kzY2dmxjlmvLCwsMH78eJw8eRI5OTlYunQpUlNT0aNHD7Rv3x7Lli1Dbm4u65iEEEKI3qFCbQMWEhKCkpIS6qrVA2FhYTAwMMDgwYNZRyFEJfb29lSoJYRohKI7nwq1+k/RxfJ2R62iy7a289RyqaPWzMwMI0eOxNq1a9UuPBNC2IiNjcWVK1cwfvx41lE4KSUlBQUFBfDw8GAdRWWenp4AgAsXLtR5WxKJBK9fv0Z6enqdt0U05969e5g1axbEYjH+9a9/wc7ODlFRUbh16xa+/fZbODo6so7ICdbW1vjiiy8QFxeHhIQE+Pv748cff4SNjQ0+/fRTJCUlsY5ICCGE6A0q1DZgVlZW6NGjB3bv3s06Cqmj7du3Y9CgQWjcuDHrKISoxMHBgYY+JoRoRGZmJvh8Plq3bs06CtEyRaH23Y5aALUa/tjLywvx8fGcGspv2rRpuH37tlbmaiSEaN6yZcvw/vvvw8fHh3UUTnrw4AEAwNLSknES1VlZWQH4X/a6cHFxgYGBAQ1/zBEJCQkYPXo0HB0dsWPHDsyePRv37t3Drl278MEHH4DH47GOyFmenp745ZdfkJOTg7Vr1+LSpUvw8PBAYGAgTp48yToeIYQQovOoUNvAjR07FocPH9bILyGEjczMTMTGxmLMmDGsoxCisnbt2iE1NZV1DEKIHrh58ybs7OwgFApZRyFaVllHbV0Ktd7e3nj+/Dlu376tmYAa4OTkhH79+mH58uWsoxBCapCeno5Dhw5h1qxZrKNw1rNnzwC8mfpEVzRq1AjA/7LXhYmJCezs7JCSklLnbZHai4+PR79+/dCxY0ckJSVh48aNyMjIwOzZs3XqIQIuMDY2xrhx45CUlIQjR46gtLQUvXv3hre3N43WRwghhNQBFWobuJCQEJibm2Pr1q2so5Ba2rJlC6ytreHv7886CiEqc3d3x82bN8t1RRFCSG0kJibC3d2ddQxSDzTdUevh4QFDQ0NODX8MADNmzMD58+dx8eJF1lEIIdVYtmwZbG1tafqZaijm7X3x4gXjJKp7/vw5AKBp06Ya2Z5EIqGOWkYSExMxePBgdOrUCfn5+QgPD8fVq1cxduxYesCvjng8Hvr27YuoqChcvnwZrVq1Qr9+/eDj44OoqCjW8QghhBCdI6jqBTs7u/rMoTOKiopYR9AoY2NjhIaGYv369Zg+fToMDQ1ZRyJqKCkpwR9//IHRo0crb1Tqi4kTJ2L69OmsYxAtcXNzQ1lZGW7cuKGcB4oQQmojMTERw4cPZx1DI6ZPn47vv/+edYxySktLYWBgoJwLlpXi4mIIBALweDyNddQaGRnB3d0dFy9exMiRIzWWta569OiBzp07Y+XKlQgLC2MdhxBSiSdPnmDr1q1YvHgx8/Mjl7Vs2RIAkJeXxziJ6hRZFdnrSiKRICIiQiPbIqrJzs7G7NmzERYWBg8PD/z999/o378/61h6q2PHjjh06BDi4uLw73//G/7+/ujVqxeWL1+ODh06sI5HCCGE6IQKlR0PDw8sXbqURRbCyPTp07Fu3Trs3LkTY8eOZR2HqGHr1q14+PAhvvrqK9ZRNMbAwIDOQSrQ9e4xJycnGBkZITExkQq1hJBae/XqFW7fvg03NzfWUeps0aJFtSo2atu3334Ld3d3jBgxgnUUeHt7QygUluuoVRRIpFJprbbZtWtXXLhwQSP5NGnq1KkYPXo00tPT4ejoyDoOIeQdv/zyC0QiET799FPWUTjNxcUFZmZmuHr1KusoKlNk7dKli0a25+LiglWrVqGsrEzvHq7mmqKiIixZsgTLli1Dq1atEBYWhuDgYJp7tp506tQJERERiImJwddffw1vb2989tlnWLhwIZo3b846HiGEEMJpFX5KdHJywtdff80iC2HE1tYWH3/8MRYtWoTQ0FAYGNCI2LpAKpVi6dKl+OSTT/SqA57H49E5qAEQCARo3749kpKSWEchhOiw5ORkSKVSvSjUTps2jXWESs2ZMwfNmzfnzLVZKBRqrKMWeFOo/e2331BUVAQTExONZNSEkJAQfPfdd/jxxx/x+++/s45DCHnL8+fPsWrVKnz11VcwNTVlHYfTBAIB/Pz8cObMGRQXF0MkEpV7ffTo0dixY0e5ZUFBQcr/37t3L0JCQpR/9/PzQ0xMDBISElR62FPd7QNQDjvfq1evGrevColEguLiYqSnp+O9997TyDZJRbt27cKsWbPw4sULzJs3D1OmTKnw9Ubqh6+vL2JiYrBz507Mnj0be/bswXfffYepU6fSKH6EEEJIFagiRwAAc+fOxe3bt7F//37WUYiKdu/ejfT0dM7cOCVEXe7u7lSoJYTUSVJSEoyNjdG2bVvWUfQWn89HYWEh6xhKIpFIY3PUAm8KtaWlpbhy5YpG8mmKQCDA999/jz///BM3b95kHYcQ8pYVK1ZALpdj6tSprKPohNDQULx+/RrHjh2r87ZkMhkAaK0zVSqV4u+//0b37t019jB0+/btYWBgQPPUaklmZiaCgoIwevRo9OnTB7du3cKsWbOoSMsYj8fDqFGjkJqaiqlTp2LevHl4//33cenSJdbRCCGEEE6iQi0BALRt2xbBwcH48ccfIZfLWcchNZDL5Vi8eDFGjhyJdu3asY5DSK24ubkhMTGRdQxCiA5LSkqCRCKh+QG1iM/no6ioiHUMpXeHPq5rodbBwQEtWrTg5PDHo0ePxnvvvYeFCxeyjkII+f+ePXuGn3/+GTNnzkTTpk1Zx9EJISEhsLKywrZt2yq8tn37dsjl8ir/vN3tKpPJcOPGDUgkEkgkEpX2rc72ASAqKgoPHjzAv/71r7q96beYmJjA3t6eCrUaJpPJsGHDBri7u+P27duIjIzEpk2baIhdjjE1NcUPP/yA69evw8rKCl26dMHnn3+OgoIC1tEIIYQQTqFCLVGaO3cuEhMT8ddff7GOQmqwZ88epKSkYM6cOayjEFJrXl5eePDgAbKzs1lHIYToqLi4OHh5ebGOodcEAgGnCrUikUijQx8Db+Yh5GKhls/n49///jd27dqFGzdusI5DCAGwZMkS8Pl8TJ48mXUUnSEUCjF37lwcOnQIaWlptd7O9evX8ezZM8yePVtrc44uW7YMrq6uGDp0qEa3K5FIkJKSotFtNmRpaWnw9fXFV199hWnTpuH69esaG6qaaIejoyNOnDiBDRs2YO/evXB3d8f58+dZxyKEEEI4gwq1RMnd3R2jR4/G1KlTOTXEHSnv5cv/x96dx9Wc9n8cf5/9REVKi2xFtiNElkoKqZBBKMuUrSylrNmXUGM3stNkydZinxBRtJGtIWWZtJiRpbI37fX7w63fmBkzltO5zul8no+Hx/241Xy/L3PfqnM+3+u63mLmzJkYO3Ys2rRpwzqHkK/WtWtXCIVCJCYmsk4hhCig4uJiXL9+Hd27d2edUqMJBAIUFRWxzqjyqRW15eXlX31NMzMzuf1e5OTkhLZt28LX15d1CiFKLy8vD1u2bMGcOXOgpqbGOkeheHh4wNDQEMuWLfvqa8THx6NJkyYYPny4FMv+X0JCAqKiorB27Vqp79QhkUhoRa2UBAUFoWPHjigpKcGNGzewdOlS2uZYQXA4HIwfPx5paWkwNjZGz549sXDhQpSWlrJOI4QQQpijQS35yJo1a/D27Vv4+/uzTiGfsHTpUhQWFmLFihWsUwj5JioqKujQoQMSEhJYpxBCFNC1a9dQXFwMCwsL1ik1mlAolKtB7V9X1H54M/1bVtSamZnh2bNnyMrK+tY8qeNyuViyZAkOHz6MGzdusM4hRKktX74ctWvXhoeHB+sUhSMQCPDgwYN/3P74c3l4eCArK6vazqe1sLBAZWUl7OzspH5tiUSC+/fvf9P3KmX3+vVrjBw5Eu7u7hg3bhwSExPRtm1b1lnkK+jq6uLEiRPYtWsXNmzYAAsLCzx48IB1FiH9crNAAAAgAElEQVSEEMIUDWrJR3R0dLB8+XKsW7eOtliTQ6mpqdi4cSNWrFiB+vXrs84h5JuZm5vToJYQ8lUSEhKgq6sLAwMD1ik1mkgkkutBrTS2PjY1NYVQKJTL7Y8BYPDgwejevTu8vLxQWVnJOocQpXT37l1s27YNy5YtQ+3atVnnEAXTpk0bFBcX4+HDh6xTFFJSUhLatm2LuLg4nD9/HgEBAbSKtgZwdXXF9evXUVZWBlNTU4SHh7NOIoQQQpihQS35Gw8PD3To0AGTJk2iN4PkSGVlJaZMmYL27dvDzc2NdQ4hUmFhYYHbt2/jzZs3rFMIIQomISEBlpaWrDNqvL8ORln71NbH3zKoVVFRQfv27eV2UAsAGzZsQFJSEkJDQ1mnEKKUZsyYAYlEgnHjxrFOIQqodevW4PF4tP3xV9i5cyesrKxgbGyMW7duoVevXqyTiBS1atUKV65cgaurK5ydneHj40MrzwkhhCglGtSSv+Fyudi0aRPi4+Oxe/du1jnkf3bu3Im4uDjs2LEDXC791SU1Q/fu3VFeXo6rV6+yTiGEKJDKykpcuXKFtj2WAbFYLFeD2upYUQu83/5Ynge1JiYmGD16NHx8fFBQUMA6hxClEhERgcjISGzYsEHqZ5cS5aCiooKmTZvSoPYLFBcXw93dHZMmTcK0adMQERGBevXqsc4i1UAoFGLz5s3Yv38/tm7dit69e+Pp06esswghhBCZomkP+UddunTBrFmz4OXlRS8m5MDt27cxffp0zJ07Fx07dmSdQ4jU6OrqwtDQEPHx8axTCCEK5N69e8jNzYW5uTnrlBpPRUVFrlY2fGpFbXl5+Tdd18zMDLdu3cIff/zxTdepTitWrMCbN2+wbt061imEKI3S0lLMmjULw4YNg5WVFescosAkEgnS0tJYZyiE58+fw8rKCuHh4Thx4gRWrlxJD6srgZEjRyIhIQG//fYbunbtipSUFNZJhBBCiMzQTzrkk/z9/WFiYgJnZ2e5ftOqpisoKMDw4cPRuXNn+Pr6ss4hROp69+6Nc+fOsc4ghCiQyMhIaGho0MNLMqCiooKKigq5WVXL5/M/Ghx/WN0mjRW1paWluHHjxjddpzrp6Ohg3rx5WLVqFR49esQ6hxClsHHjRmRnZ2PVqlWsU4iCk0gk9BD8Z7h37x7MzMyQl5eHpKQkDBgwgHUSkaEOHTrg+vXraNq0KSwtLREVFcU6iRBCCJEJGtSST+Lz+QgJCcGzZ88wZcoU1jlKa/LkycjLy8PBgwerVo0QUpPY29vj6tWryM/PZ51CCFEQkZGRsLW1pS0oZaB27doAgLdv3zIueU8gEKC0tLTqv0tr6+MmTZpAX19frrc/BoDp06ejYcOG8PT0ZJ1CSI2XlZUFX19fzJ49GwYGBqxziIKTSCS4f/++XO1SIW8SExNhaWmJ+vXrIzExES1btmSdRBioV68eoqKiMGDAAPTr1w/bt29nnUQIIYRUOxrUkn/VsGFD7Nq1C3v27EFwcDDrHKUTFBSEAwcOYN++fdDX12edQ0i1sLGxAZfLpadlCSGfpbCwEHFxcbC3t2edohRUVVUBAK9evWJc8l51DWoBoGvXrnI/qBWJRAgMDMSpU6cQEhLCOoeQGs3b2xv6+vqYN28e6xRSA0gkEpSUlCA9PZ11ilwKDw9Hr1690LNnT8TExEBbW5t1EmFIKBQiODgYc+fOhYeHB5YtW8Y6iRBCCKlWNKgl/2nAgAGYMWMGJk2ahLi4ONY5SiMmJgaenp6YO3cu7OzsWOcQUm3U1dVhZmaGM2fOsE4hhCiA6OhoFBUVwdbWlnWKUlBTUwOgHINaMzMzJCYmfvN1qluPHj3g7u4OLy8v5Obmss4hpEbav38/Tp06hZ9++glisZh1DqkBWrVqBR6PR9sf/4Pg4GCMGDECEydOREhICFRUVFgnETnA4XCwfPly7NixA0uXLoWPjw8qKytZZxFCCCHVgga15LOsXr0aDg4OcHBwwC+//MI6p8ZLSUmBo6MjBg8ejOXLl7POIaTa9e3bF2fOnEFFRQXrFEKInIuMjESHDh3QoEED1ilKQV1dHYD8D2rLy8u/+dpmZmZ4/vw5MjMzv/la1W3NmjUQiUSYPXs26xRCapz8/HzMnDkTkydPRvfu3VnnEAUSGxuLbdu2obi4+G8fE4vFMDAwoEHtX+zYsQNjx47FrFmzEBAQAC6X3qYkH3N3d8eBAwcQEBCASZMm0XsGhBBCaiT6CYh8Fi6Xi/3796Nr167o37+/QryBpagyMjJga2sLExMT7Nmzh16oEKVgb2+P3NxcehCEEPKfIiMj0bdvX9YZSkPeB7UfzimWxoraTp06QSgUIiEh4ZuvVd3U1dWxadMm7N27l44OIETKpk2bBqFQiB9++IF1ClEglZWV4PP5mD59Opo3b47NmzejqKjoo8+RSCQ0qP2TH3/8EZMnT8by5cuxcuVK1jlEjg0fPhxhYWHYu3cvxo4dS8NaQgghNQ5NgMhnEwqFOHz4MHR1ddGnTx88e/aMdVKNk5ubi759+0JbWxvHjh2DSCRinUSITLRv3x76+vo4ceIE6xRCiBxLS0tDeno6DWplqFatWuByuXI7qOVwOODxeFIZ1IrFYpiamirMUR+DBw/GkCFDMH78eLx8+ZJ1DiE1wpEjR7B//35s27at6kEVQj4Hh8OBubk5srOzMWrUKMyePRtNmjTBqlWr8McffwB4P6hNS0tjXCoftm7dipkzZ2LdunWYP38+6xyiAAYNGoTjx48jLCwMEydOpG2QCSGE1Cg0qCVfRF1dHadOnUJlZSXs7e3x9OlT1kk1xpMnT2BjY4OKigpERUWhTp06rJMIkRkOh4OhQ4ciNDSUdQohRI6FhoZCT08P5ubmrFOUhkgkAofDkdtBLfB++2NpDGoBwNraGhcvXpTKtWRh586dAAA3NzfGJYQovsePH2PixImYNGkSHBwcWOcQBaWjo4OVK1ciKysLY8eOxbJly9C0aVP4+vrC0NAQ9+/f/9v3MWUTHBwMLy8v+Pv7Y/r06axziAKxt7fH8ePHsW/fPkydOpV1DiGEECI1NKglX0xXVxfnz59HQUEBunfvjocPH7JOUni//vorLCwsUFxcjPPnz0NbW5t1EiEy5+TkhPv37+P27dusUwghcio8PBzOzs50LIAMicViAPK79TEg3UGtlZUVHjx4gJycHKlcr7ppaGhg3759OH78OPbs2cM6hxCFVVFRAVdXV2hoaGDNmjWsc0gNoK2tXTWw9fDwwI8//ohZs2ahtLQUycnJrPOYOXr0KMaPH4/58+dj3rx5rHOIArKzs8PBgwexbds2LF68mHUOIYQQIhX0Lhf5KgYGBrh8+TLq168PCwsL3Lx5k3WSwrpx4wa6d+8OTU1NxMXFoUmTJqyTCGHCzMwMTZo0QVhYGOsUQogcunXrFu7evQsnJyfWKUpFJBKhsrJSrge1PB4P5eXlUrm+ubk5BAKBwmx/DLwfLk+fPh1TpkzBgwcPWOcQopDWrFmDuLg4HDhwAKqqqqxzSA1Sv359+Pr64uHDh/D09AQA2NjYwNfXV26+t8rK+fPnMXz4cEyZMgXLly9nnUMUmKOjI3bu3Ak/Pz9s3LiRdQ4hhBDyzfisA4ji0tTUxPnz5zFkyBBYWVnhyJEjsLW1ZZ2lUKKjozF48GB07twZx44dg5qaGuskQpj5sP1xSEgI/Pz8WOcQQuRMWFgYGjVqhG7durFOUSpisRgVFRVy82Zyda+oVVVVRceOHXHp0iU4OztL5Zqy4O/vjwsXLmD06NGIi4sDn08v8wj5XDdu3MDixYvh7++PLl26sM6Ra7m5ubh69SrrDLn05s2bf/24lpYW/Pz8EBISgkaNGiEgIAA//vgjJk+ejLlz56Ju3boyKmUjLS0Nw4YNg6OjI9avX886h9QAY8eOxfPnzzF9+nQ0atQIgwcPZp1ECCGEfDV6BU++Se3atXHy5Em4urriu+++w5o1a+Dl5cU6S+5VVlZiw4YNmDNnDpycnLB7924IBALWWYQw5+TkhHXr1uHmzZvo2LEj6xxCiBz5sO0xh8NhnaJUPmx9/OLFC8Yl71X3oBZ4v0I1IiJCateTBZFIhAMHDqBLly7w8fHBjz/+yDqJEIXw4sULODk5wdLSEjNnzmSdI/dOnjyJkydPss6QW23btv3PzzE2NoZAIEB2dja2bduGVatWYevWrfDw8MCcOXOgoaEhg1LZevLkCfr16wdjY2Ps3buXfpYjUjNnzhw8evQIo0aNQnR0ND3QSQghRGHRoJZ8M6FQiIMHD8LPzw/Tp0/HxYsXERQUVOOfCP1aL1++xNixY3Hq1CksXboU8+bNoxcqhPxP586dYWBggNDQUBrUEkKqXL9+Hb/++itte8yASCQC8P7nF3nA5/NlMqhds2YNnj17Bh0dHaldt7q1adMGgYGBGDlyJExMTODq6so6iRC5VlFRARcXF5SWluLgwYN0/vl/2LdvHwoLC1lnyLXP2SFLIpHg+PHjUFdXx5w5c+Dh4YGtW7di9erV2LJlCzw9PTF79mzUq1dPBsXVr6CgAA4ODhCLxTh+/HjVzxWESEtAQAAyMjIwaNAgXLlyBU2bNmWdRAghhHwxGtQSqeByuVi8eDGsrKwwcuRItG/fHiEhITAzM2OdJleuX78OZ2dnFBcXIzo6GpaWlqyTCJErHA4H33//PQIDA+Hn50crzQkhAIDdu3ejVatWMDU1ZZ2idD6sqJWXQa0sVtRaWlqCx+MhLi4OQ4cOldp1ZWHEiBFISkrCpEmTYGxsDBMTE9ZJhMgtX19fREVFISYmBtra2qxz5J4iPbgizyQSCVavXo2SkhIIhUKoqalhzpw58PT0RFBQEFasWIEtW7Zg3LhxmDdvHnR1dVknfxM3NzdkZ2cjKSmpxgyfiXzh8/kICwuDhYUFHB0dkZCQABUVFdZZhBBCyBehR0aJVFlZWSE5ORmtWrWCtbU11q5dK9U3zhRVaWkpVq1aBXNzc7Rs2RK//PILDWkJ+QR3d3fk5uYq3LaThJDqUVhYiIMHD8LNzY12oGDgw6D29evXjEve+6dBLY/HQ3l5udTuoaamhg4dOuDSpUtSu6YsrV27Fl26dIGTk5PcnC1MiLyJiIiAv78/Nm3aBAsLC9Y5RIlIJBKUlpYiPT39o99XVVXF1KlTkZ6eDj8/P4SFhaF58+aYOnUqnjx5wqj226xfvx5hYWHYv38/mjVrxjqH1GBqamo4efIkHj16BHd3d9Y5hBBCyBejQS2ROm1tbZw5cwa+vr5YuHAhOnXqhISEBNZZzMTGxqJjx47w9fWFn58fTp06BS0tLdZZhMitRo0awcbGBoGBgaxTCCFyIDQ0FH/88QdcXFxYpyilD1sUytOg9q8PAUp7RS3w/uFDRR3U8vl8hISEVP29qaioYJ1EiFz59ddf4eLiAldXV0ycOJF1DlEyLVu2BJ/PR2pq6j9+/M8DW39/f4SHh1cNbHNycmRc+/USExMxd+5c+Pv7w97ennUOUQJNmzbFoUOHEBISgq1bt7LOIYQQQr4IDWpJteByuZg3bx5SU1Ohr68PS0tLuLq64vnz56zTZObFixeYOHEirK2toa2tjeTkZMyePZtWAxHyGdzd3XH27FlkZ2ezTiGEMPbTTz9h0KBBtC0lIx9W1P7xxx9/W8nKgiy2PgbeD2rv3LmDvLw8qV5XVnR1dREeHo6oqCjMmjWLdQ4hciM/Px8ODg5o3rw5vZFPmBCJRGjWrNknB7Uf1K5dG1OnTkVmZiZ+/PFHHDlyBIaGhpg4cSIeP34so9qv8+TJEzg6OsLBwQFz5sxhnUOUSJ8+fbBo0SJMnz4dSUlJrHMIIVJSWlqKly9f4uXLlygoKGCdQ0i1oEEtqVbNmjXD6dOnERYWhpiYGLRu3RqbNm1CUVER67RqU1hYiA0bNqBZs2aIjIzEkSNHcOHCBbRq1Yp1GiEKY+DAgdDR0cHu3btZpxBCGLp37x4SExPh5ubGOkVpfVhRC8jHqtpPDWqlufUxAPTo0QNcLhdxcXFSva4smZubIzg4GBs2bMCmTZtY5xDCXElJCYYNG4aCggIcO3aMzjAkzEgkkv8c1H4gEokwYcIEZGRkYOPGjTh9+nTVwPb333+v5tIvV1lZibFjx0JNTQ179uyhB9WJzC1atAi9evXCqFGj8PbtW9Y5hJD/8PjxY0RGRmLDhg2YOnUqvvvuO3Tu3BkGBgZQV1cHh8OBUChEvXr1UK9ePaiqqoLD4UAsFkNfXx/Gxsbo3bs3xo8fj+XLlyMkJASpqal0FCNROHzWAUQ5DB06FPb29li2bBnmzJmDH374ATNnzsSkSZOgqqrKOk8q3r59i23btmH9+vV4+/YtvL29sXDhQtSuXZt1GiEKh8/nw9XVFbt27cKiRYvA4/FYJxFCGAgMDETTpk3Ru3dv1ilK68OKWuD9SjTWxzfIakVtnTp10K5dO1y6dAmDBw+W6rVlycnJCb/++iumT5+Oxo0bY+DAgayTCGGisrIS48ePx40bNxAXF4eGDRuyTiJKrE2bNjhy5MgX/TNCoRATJkzAmDFjEBISgmXLlmHPnj1wdnbGkiVL5OYM2ICAAFy4cAFxcXFQV1dnnUOUEJfLxd69e9GuXTt4e3vTw9+EyJGKigqkpKQgJiYG0dHRSExMRH5+PoD3OwIZGBigadOmVbtTampqQk1NDQKBoGp+UFJSgoKCAhQXFyM/Px/5+fl4+vQpMjMzERsbi+zsbJSWlkIoFMLExATW1tbo1asXLCws6D16Itc4lZWVlawjiHLJzc3Fli1bsGHDBvD5fEyZMgXe3t6oV68e67Sv8ubNG2zbtg2rV69GSUkJxo0bh7lz50JPT491GiEK7eHDh2jRogVCQ0MxdOhQ1jmEEBl79+4dGjduDB8fH8ybN491jtJ68eIFNDU1AQDx8fGwsLBg2hMeHg4nJydUVFRUrdLp3LkzevbsidWrV0v1XtOnT8fFixeRnJws1euy4OHhgb179yImJgZdunRhnUOIzM2fPx9r167FqVOn0KdPH9Y5RMmFhITAxcUF7969+2jnii9RWlqKQ4cOYfny5cjOzsbw4cOxaNEiGBkZSbn286WmpqJz586YP38+Fi5cyKyDEAA4c+YM+vfvj4MHD2L48OGscwhRWnl5eTh8+DAuXLiAixcvIi8vD5qamrCyskKPHj3Qvn17tGvXTmpzgZKSEqSlpSElJQVXrlxBTEwM7t69C6FQiC5duqBXr14YPHgwOnToIJX7ESItNKglzOTn52Pjxo3YtGkTysrK4OjoCFdXV1hbW4PLle9duSsqKhAdHY19+/bh6NGjEAqF8Pb2hre3NzQ0NFjnEVJjODo64vfff8fVq1dZpxBCZGzDhg1YsGABHj16VDUoJLJXUFBQ9fTyiRMn8N133zHtOX78OAYPHoySkhIIBAIAgJmZGczMzLB+/Xqp32vIkCF4/vy5wv9/sLS0FA4ODkhJSUFcXJzcrLwiRBa2b98ODw8P7Nq1C2PGjGGdQwhSUlLQrl073LlzBxKJ5Juu9WFg6+fnh6ysLAwfPhwLFy5EixYtpFT7eUpKSmBqaoo6derg4sWLtCMSkQuenp44dOgQUlJSoK+vzzqHEKVRXFyMiIgIBAcH48yZMxCJRLC2tkbPnj3Rs2dPtG/fXqbv/T958gTR0dGIjo7GhQsXkJ2dDWNjY7i4uGDUqFFo0KCBzFoI+RT5noaRGk1TUxNLly5FVlYW/P39kZaWht69e6Np06aYN28e0tLSWCf+zZ07dzBnzhw0adIEffr0wf3797Fy5UpkZWVhyZIlNKQlRMpmzpyJa9euISEhgXUKIUSGysvLsWnTJri5uSn8gEzRfdj6WCwWV21LxdKH4eyftz+ujjNqgffn1AKoEd+DBAIBwsPDoa+vDxsbG/z222+skwiRiX379sHT0xPLly+nIS2RGy1btgSfz//sc2r/jUAggKurK+7du4cDBw7g6tWraN26NZycnHD//v3Pvs63fh9dsWIFMjIyEBwcTENaIjfWrFkDLS0teHp6sk4hRCncunULkydPhp6eHpydnVFUVIRdu3bh2bNn+PnnnzFjxgyYmJjIfIGWnp4eRo0ahaCgIGRmZiIhIQEWFhZYsWIFGjduDDs7O4SEhFTLa0pCPhcNaglz6urq8PLywtWrV5GWlgYXFxccPHgQEokExsbGmD17NmJiYlBcXCzztqKiIly4cAE+Pj5VPaGhoRgzZgzu3buHK1euwNPTE2pqajJvI0QZWFhYwMzMDOvWrWOdQgiRobCwMGRnZ8Pb25t1itLj8Xjg8/lQVVVFXl4e65xPDmqlfUYtANSrVw/t2rXDhQsXpH5tFtTV1REVFYW6deuid+/eePLkCeskQqrV8ePHMW7cOHh7e2PBggWscwipIhQK0bx5c6kMaj/gcrkYNmwY0tLSEBISgpSUFLRp0wZOTk64e/fuf/7zbm5uOHHixFfd+969e1i5ciX8/PxgYGDwVdcgpDrUqlULgYGBOHnyJA4fPsw6h5Aa6/LlyxgwYABMTEwQFxeHefPm4dGjRzh79iy+//571KpVi3ViFQ6HA3Nzc2zbtg1PnjxBaGgoVFRU4OLigpYtW+Knn35CSUkJ60yihGjrYyKXKioqEBsbixMnTuDMmTO4f/8+xGIxTE1NYWFhgY4dO8LY2BhGRkbg8/lSuWdZWRkePHiAO3fu4Pr160hMTMT169dRXFyM1q1bo2/fvhg4cCAsLS2rzkQjhFS/w4cPw9nZGampqWjVqhXrHEKIDHTt2hVNmzZFaGgo6xQCQE1NDZqamhg+fDhWrlzJtCUmJga9evVCbm4utLS0AAB9+vSBoaEhduzYIfX7zZ49Gz///PNnvcmtKJ4/fw4rKysIBALExMTQqnVSI0VFRWHAgAEYP348tmzZwjqHkL8ZOnQoAFTb8KiiogKnTp3C4sWLcfv2bfTr1w/Lli2DiYnJ3z73wYMHaN26NbhcLk6cOIF+/fp90X169OiBkpISXL58mVbTErnk5uaGU6dOIS0tjXbCI0SK4uPjsWrVKkRERKBjx46YO3cuhg4dqpDvm2dlZeHHH3/Ezp07UadOHUyfPh1eXl5yNWQmNRsNaolCyMrKQmxsLBISEpCYmIh79+6hrKwMIpEIhoaGMDAwgIGBAXR1daGpqQktLa2qH75EIhEAVK3IffnyJfLy8pCXl4enT58iKysLmZmZePjwIUpKSsDn89GqVStYWFjAwsICPXr0QJMmTZj92QlRduXl5WjZsiVsbW2xdetW1jmEkGr2YRB3+fJldOvWjXUOAaClpQVtbW1YWFggMDCQaUt8fDwsLS2Rk5MDPT09AIC9vT309fURFBQk9ftduHABNjY2yM7ORuPGjaV+fVYePXqEHj16QFtbG1FRUahTpw7rJEKk5uLFi+jXrx+cnZ2xa9cuhXyzkNR8ixcvRnh4eLU/CPRhYOvr64vk5GT0798fvr6+6NSpU9XnuLi4IDQ0FGVlZeDz+YiIiICtre1nXX/Lli2YPn06rl+/jnbt2lXXH4OQb/Ly5Uu0adMGDg4OzH+WJaQmuHPnDqZMmYJLly6hd+/eWLBgAXr27Mk6Syp+//13rF27FoGBgVBXV8eqVavg4uJCP0+SakeDWqKQiouLkZqaijt37uDhw4fIzMxEZmYmnj9/jvz8/H89Q43D4UBTUxOampqoX78+DAwMYGhoiGbNmqFt27Zo06ZN1XCXECIftmzZAh8fH6Snp6NBgwascwgh1cjW1hbFxcW4dOkS6xTyPw0bNoSOjg4aN26MY8eOMW1JSkpCt27dPhqcOjg4QFNTE3v37pX6/UpKSlCvXj1s2LABbm5uUr8+S+np6bCyskKDBg0QGRlJK2tJjXDu3DkMHjwYDg4OOHjwIK3uI3IrNDQU33//Pd69eyeT9x8qKysRERGBpUuX4ubNm+jfvz+WLFkCDQ0NtGjRAhUVFQDev18iEAhw+vRp9O7d+1+vmZ+fDyMjI0yYMIH5jhuE/JdDhw7h+++/R1JSEkxNTVnnEKKQ3r17h6VLlyIgIAAmJiYICAiosQ9XP3/+HMuWLcP27dthYWGBrVu3QiKRsM4iNRgNakmN9erVK1RWVqKoqAgAIBaLweFwULduXcZlhJAvVVRUBCMjIwwaNAibNm1inUMIqSYfVktGR0fXmCdya4LmzZtDW1sbfD4fsbGxTFtu3ryJTp06IT09Hc2aNQMADBo0CKqqqti/f3+13LNfv36oXbs2wsPDq+X6LGVlZcHGxgZCoRDnz5+nh6GIQouIiMCwYcMwePBgBAcHS+2IHEKqw507d2BsbIzbt2/D2NhYZvetrKzEiRMnsHz5ciQnJ6Nx48bIycn56Ox3LpcLgUCAM2fO/OvPY56enjhy5AgePHgAdXV1WeQT8k2srKxQWlqKhIQEWh1HyBf6+eef4eXlhdevX8PX1xdTpkxRigfifvnlF3h4eODatWvw8PCAn58f1NTUWGeRGojLOoCQ6lK3bl1oaGhAT08Penp60NDQoCEtIQpKLBZj/vz52LlzJ7KysljnEEKqyaJFi2BpaUlDWjkjEokgEomQl5fHOgUCgQAAPnpDmc/no6ysrNruaWtri/Pnz6O8vLza7sFK06ZNERMTg/LycnTv3h2ZmZmskwj5KiEhIXB0dISrqyv2799PQ1oi91q2bAmBQIC0tDSZ3pfD4WDQoEG4fv06AgMD8dtvv330PRV4v11yaWkp+vbt+8kdTtLS0rBz506sXLmShrREYWzYsAFJSUkIDQ1lnUKIwnj58iUcHR0xcOBA9OzZEw8ePMDUqVOVYkgLAB06dEB8fDw2b96M/fv3w9jYGJcvX2adRWogGtQSQghRCG5ubmjYsCFWrFjBOoUQUg3Onz+Pi8+lpisAACAASURBVBcvws/Pj3UK+QuxWAyBQPCvR0vICotBrZ2dHV69eoVr165V2z1YatSoEWJjY6GmpgZra2ukp6ezTiLkiwQGBmLUqFGYOHEitm/fDi6X3uYg8k8gEKB58+ZITU1lcn8Oh4PLly9/8o32D8Nae3t7xMXF/e3j06ZNQ/v27eHq6lrdqYRIjYmJCUaPHo05c+agsLCQdQ4hci8pKQkdO3bE1atXER0djd27d6N+/fqss2SOy+Vi4sSJuHfvHoyNjWFlZYU1a9aANqol0kSvYAghhCgEgUCABQsWYPfu3cjIyGCdQwiRsmXLlsHOzg49evRgnUL+QiwWg8/n48WLF8xfjP7ToJbH41XroLZ169Zo3Lgxzp49W233YE1HRwfR0dHQ1taGpaUlrl+/zjqJkM/i7++PiRMnYtGiRdi0aRNtZUkUikQiYTaoffToEfbu3fu31bR/9ueVtVevXq36/QsXLiAqKgrr16+nByOIwvnhhx+Qn5+PLVu2sE4hRG5VVlYiICAAPXr0QLNmzXD9+nVYW1uzzmKufv36OHnyJNasWYOFCxfC1tYWz549Y51Fagj6iYoQQojCGD16NAwNDbF8+XLWKYQQKTp9+jTi4uKwdOlS1inkH4hEoqph6KtXr5i2sFhRC7zf/vjcuXPVeg/WNDU1ERMTg06dOsHa2honTpxgnUTIJ5WVlWHy5MlYsmQJNm3aBF9fX9ZJhHwxloPaH3744bM+r7y8HEVFRbCxscHNmzcBAEuXLqWH64jC0tXVhaenJ1atWoW3b9+yziFE7rx9+xYDBw7ErFmzsHTpUkRFRUFXV5d1ltzgcDiYOnUqLl68iAcPHsDU1BRJSUmss0gNQINaQgghCoPH42HRokXYt28fbt++zTqHECIF5eXlmD9/PgYMGICuXbuyziH/QCwWV61SY7398YdzJ1kMapOSkvDixYtqvQ9rqqqqOHHiBEaPHo0hQ4Zg48aNrJMI+Zu3b9/iu+++w759+3Ds2DF4enqyTiLkq7Rp0wYPHz5EcXGxTO/77Nkz7N69u+p7J4/Hq3oo65+Ul5ejsLAQvXr1wpYtW+jhOqLwZs+ejZKSEmzevJl1CiFy5fnz57C2tsa1a9cQExODuXPn0m4ln2BmZobk5GQYGxujd+/eOH36NOskouBoUEsIIUShjBw5Ep06dcK0adNYpxBCpCAwMBCpqal0/rQcE4lEVVsbsh7UslpRa2NjAwCIiYmp1vvIAx6Phy1btmDdunWYPn06Jk6cWO3/fgn5XI8fP0aPHj3wyy+/4NKlSxgwYADrJEK+mkQiQVlZGe7fvy/T++ro6ODNmzd48OABoqKisGPHDsyePRsjR46Eubk59PT0Phra8ng8cLlcvH79GlOnTkXPnj3p4Tqi0DQ1NTF16lSsXr0aL1++ZJ1DiFzIysqCpaUlXr58idjYWHTv3p11ktyrV68efv75Z4wcORLfffcdgoKCWCcRBcZnHUAIIYR8CQ6Hg4CAAJibm+PYsWMYPHgw6yRCyFd69eoVFi9eDC8vL0gkEtY55BPEYjH++OMPAEBeXh7Tln8a1AoEgn89Y08aNDQ0YGpqinPnzmHIkCHVei95MXXqVOjq6mLMmDH47bffcODAAWhoaLDOIkosNjYWzs7OqF+/PpKSktCoUSPWSYR8kxYtWkAoFCI1NRXt2rWT6b1FIhGMjIxgZGT0jx8vKyvD48ePkZ2djaysLGRnZyM+Ph7nzp3Dq1evkJGRAUNDQ5k2EyJNM2bMwKZNm7Bt2zbMnz+fdQ4hTKWmpsLOzg4aGhqIiYlBgwYNWCcpDB6Phx07dqBBgwZwd3fHb7/9RkdykK9CK2oJIYQonG7dumHEiBGYNWsWioqKWOcQQr7SsmXLUF5ejoULF7JOIf9CLBajrKwMKioqcrOi9s8rPAUCgUxWfNrZ2eHs2bPVfh954uzsjJiYGKSkpMDU1BS3bt1inUSU1IYNG9C7d2+YmZkhPj6ehrSkRhAIBGjevDnS0tJYp/wNn89HkyZN0KNHD7i6umLRokUoLS2Fvb09bt68SUNaovDq1q2LSZMmISAggN5TIEotKSkJFhYWaNGiBRISEmhI+xU4HA58fX2xfv16LFu2DAsWLGCdRBQQDWoJIYQopNWrV+PZs2cICAhgnUII+Qrp6enYsmUL/P39Ua9ePdY55F+IRCIUFRVBU1NTLlfU8vn8al9RC7w/pzY7O1vmW1Sy1q1bNyQnJ8PQ0BDdunXDrl27WCcRJVJYWIgxY8Zg1qxZWLBgAQ4fPgx1dXXWWYRIjUQiQWpqKuuM/3Tr1i3ExMRg5syZrFMIkRovLy+8evUKBw8eZJ1CCBN3795F//790b17d5w5c4Z+xvpG06ZNw+7du7FixQqsW7eOdQ5RMDSoJYQQopD09fXh4+MDf39/PH36lHUOIeQLTZs2DS1btoS7uzvrFPIfxGIxioqKoK2tjWfPnjFtYbX1MfB+YKmhoaF0q2oBQEtLC2fOnIGnpyfc3Nzg5eWFkpIS1lmkhnvw4AG6dOmCU6dOITIyEr6+vlXnZRNSUyjKoHb16tUwNjZG7969WacQIjUNGjTAyJEjsWbNGlRUVLDOIUSmHj9+jL59+6J58+YIDQ2FSCRinVQjjB49Gps2bYKPjw92797NOocoEHqVQwghRGH5+PigXr16mDZtGusUQsgXOHr0KE6fPo2AgADweDzWOeQ/iMViFBcXQ0dHh/mglsPhgMfjMRnU8ng89OrVC5GRkdV+L3nE5/Oxdu1ahISEYM+ePTA3N1e61cVEdvbs2QNTU1OIxWLcuHEDNjY2rJMIqRZt2rTBw4cPUVhYyDrlkx4/fozw8HDMmjULHA6HdQ4hUjVjxgzcv38f586dY51CiMzk5+fD1tYWqqqqOH36NGrXrs06qUbx9PTE7NmzMXHiRJw+fZp1DlEQNKglhBCisGrVqoVt27YhNDQUJ06cYJ1DCPkMr1+/hre3N8aMGYOePXuyziGf4cPWx7q6uswHtcDfB7N8Pl8mZ9QCgIODA6Kjo/HmzRuZ3E8eOTk54fbt2xCJRDAxMaEjCIhUvX79GqNGjcK4ceMwduxYxMfHo3HjxqyzCKk2EokE5eXlePDgAeuUTwoKCoKGhgaGDx/OOoUQqTM2Noa1tTV27NjBOoUQmSgsLMSAAQNQUFCAs2fP0jFE1WTFihUYNWoUnJyccPXqVdY5RAHQoJYQQohC69u3L0aOHAkPDw+8fv2adQ4h5D/4+PiguLgYq1evZp1CPtOHQa08rKgF/j6oldWKWgAYMGAAysvLlXZV7QcGBga4dOkSZs+ejZkzZ2Lw4MHMzy8miu/y5cswMTHBhQsXcOrUKQQEBNA2fKTGMzIyglAolNvtjysqKrBr1y6MHj0aQqGQdQ4h1cLNzQ0RERHIyclhnUJItZs2bRru3r2LyMhI6Ovrs86psTgcDgIDA2FpaYmhQ4ciPz+fdRKRczSoJYQQovA2btyIsrIyLFy4kHUKIeRfxMbG4qeffsLmzZuhpaXFOod8pj9vfSwPZ4KzHNRqamqie/futIsD3q9k9vX1xYULF3Djxg20b9+etvYiX6WwsBBz5sxB9+7d0aFDB6SmpqJv376sswiRCYFAACMjI6SlpbFO+Udnz55FdnY2xo4dyzqFkGozZMgQ1K1bF8HBwaxTCKlWYWFhCAwMRFBQEFq1asU6p8bj8/k4ePAgeDweXF1dUVlZyTqJyDEa1BJCCFF4mpqaWLt2LbZu3Yr4+HjWOYSQf1BcXIxJkyahb9++cHZ2Zp1DvsCfV9Tm5uaioqKCaQ/LrY8BYODAgTh16hRKSkpkdk95ZmVlhVu3bsHa2hr9+/fHyJEj8fz5c9ZZREHExMSgffv22L59O7Zv346jR49CU1OTdRYhMiWRSOR2RW1gYCCsrKzQunVr1imEVBuRSISRI0ciMDCQBimkxkpPT4e7uzu8vLzg6OjIOkdpaGhoICQkBOfPn8f69etZ5xA5RoNaQgghNYKLiwtsbW0xYcIEFBUVsc4hhPyFr68vHj9+jO3bt7NOIV/ozytqy8rK8OLFC6Y9LFfUAsDgwYPx5s0bXLx4UWb3lHcaGho4cOAATp8+jcTERLRq1Qo7d+6kNzvJJ71+/RpTp06FjY0NWrRogZSUFLi7u7POIoQJeR3U5ufnIyIiAm5ubqxTCKl2bm5uyMjIoAe/SY1UXFwMZ2dntGjRgo4gYqBr165Yvnw55s6di8TERNY5RE7RoJYQQkiNsX37duTk5GD27NmsUwghfxIbG4s1a9ZgzZo1aNSoEesc8oXEYnHViloAzM+pZT2obdKkCdq3b0/bH/+Dvn37IiUlBaNGjcLkyZNhb2+PjIwM1llEzoSHh6NVq1YICwtDSEgIIiIi0LhxY9ZZhDAjkUiQkZGBwsJC1ikfOXLkCAQCAQYNGsQ6hZBqZ2xsjLZt2yI0NJR1CiFSN3/+fDx8+BChoaEQiUSsc5SSj48P7OzsMGrUKBQUFLDOIXKIBrWEEEJqjCZNmiAwMBCbN29GREQE6xxCCIBXr17B1dUVDg4OmDBhAusc8hVEIhFKS0tRv359AGB+Tu0/bX0sy0Et8H774+PHj9OK0X+gpqaGTZs2IT4+Ho8fP4ZEIsH8+fPx7t071mmEsZSUFPTu3RvOzs7o168f0tLSMGzYMNZZhDDXpk0blJeX4/79+6xTPhIaGor+/ftDVVWVdQohMuHk5ITDhw+jvLycdQohUnPr1i1s3LgR69atg6GhIescpcXhcBAUFIRXr17Bz8+PdQ6RQzSoJYQQUqMMGzYMI0eOxPjx45kPEwghgIeHB4qKirBjxw7WKeQricViAEDt2rUhEAjkckWtLM+oBYBBgwYhJycH165dk+l9FYmZmRmSk5MREBCAwMBAtGjRAjt37qQ3P5XQixcvMHXqVHTs2BGvX79GbGwsgoKCoKGhwTqNELlgZGQEkUgkV9sf5+bmIjY2Fk5OTqxTCJEZZ2dnPHv2DJcuXWKdQohUVFZWwsPDAx07dsTYsWNZ5yg9HR0d+Pn5Yf369bh79y7rHCJnaFBLCCGkxtmyZQtq1aqFsWPH0monQhjau3cvQkJCsGvXrqptc4ni+TCoLS4uRv369eVyUCvrFbUdOnSAgYEBbX/8HwQCASZMmIC7d+9i0KBB8PDwgJmZGZ3NpCRKS0sREBCA5s2bIzw8HD/99BOuXr2K7t27s04jRK7w+XwYGRkhLS2NdUqVw4cPQyQSoV+/fqxTCJGZFi1aoEOHDggLC2OdQohUBAUFISkpCTt27ACXS2MgeTB58mR06NABkyZNovcryUfobyghhJAap06dOti/fz+ioqKwbds21jmEKKWMjAx4e3tjxowZ9CafgvtwjlFxcTF0dHTkclBbWVkp85WaH7Y/Jv9NS0sLW7duxZ07d6ClpQULCwv06dMH169fZ51GqkFFRQXCw8PRpk0bzJ49Gy4uLrh37x5Gjx5NbxIS8gkSiUSuVtSePHkSffv2Ra1atVinECJTQ4YMwc8//0wDFKLwXrx4gfnz58Pb2xsdOnRgnUP+h8vlYsuWLYiPj8ehQ4dY5xA5Qq+SCCGE1EgWFhZYsGABZs6ciRs3brDOIUSpFBUVYdiwYTA0NIS/vz/rHPKNPqyoLSoqkstBLZ/PBwAm59SmpaXJ3ZmC8qxVq1Y4ffo0Tp8+jVevXqFLly4YOnQo7ty5wzqNSEFFRQUOHDiA1q1bY9SoUbC2tsavv/6KgIAAqKurs84jRK7J06C2sLAQsbGx6Nu3L+sUQmTO3t4eOTk5SElJYZ1CyDdZunQpBAIBfH19WaeQvzA1NYWbmxt8fHxQVFTEOofICRrUEkIIqbGWLFkCa2trODo6Ijc3l3UOIUrD09MTGRkZCA8Pr1qNSRTXn1fU6urqyt2gViAQAIDMz6m1tLSElpYWbX/8Ffr27YurV6/i2LFjSE9PR/v27TFy5Ei52vaTfL7y8nKEhYXB2NgYo0ePRrdu3XD37l0EBgaicePGrPMIUQgSiQQZGRkoLCxknYKLFy+isLAQdnZ2rFMIkbmOHTtCR0cHZ86cYZ1CyFd79uwZAgMDMX/+fHpYTk4tXboUL1++xO7du1mnEDlBg1pCCCE1FpfLxYEDB8Dj8TBixAiZb4tJiDLavn07du/ejV27dqF58+asc4gU/HVF7dOnT5n28Pn8fxzUynpFLY/Hg4ODAw1qvxKHw8HAgQORnJyMkJAQ3Lp1C23btoWDgwMuXrzIOo98hoKCAmzZsgUtW7bEiBEj0K5dO6SmpmLv3r1o1qwZ6zxCFIpEIkFFRQXu3bvHOgWRkZFo164d9PX1WacQInNcLhe2traIjIxknULIV1u/fj3U1dUxbtw41inkE3R1dTF27FisXLkSJSUlrHOIHKBBLSGEkBqtXr16OHr0KBITE7Fo0SLWOYTUaElJSZg2bRoWL16MwYMHs84hUiKPWx//efUsq62PgffbH1+5cgVPnjyR+b1rCg6Hg2HDhuHOnTs4d+4cOBwOevbsCRMTEwQHBzP535X8u+fPn8PX1xdNmjTBzJkzYW5ujjt37uDQoUNo2bIl6zxCFFKzZs0gEonkYvvjs2fPwt7ennUGIcz07dsXCQkJePv2LesUQr7Y69evsWPHDsycORMqKiqsc8i/mDt3Lp4+fYqDBw+yTiFygM86gBBCCKluHTp0wI4dOzB69Gh07NgRQ4cOZZ1ESI3z/PlzDB06FD169KCHImqYP299rKOjg+fPn6OiogJcLptnPoVC4UdPHbPa+hh4f46ZmpoawsPD4e3tLfP71yQcDgc2NjawsbHBtWvXsHbtWowbNw6LFy/GhAkTMHbsWOjp6bHOVGqJiYkIDAxESEgI1NXV4e3tDQ8PD2hpabFOI0Th8fl8tGjRgvmg9tmzZ7h//z569erFtIMQlnr16oXS0lJcuXIFffr0YZ3zTfbv348FCxawzpBrGhoa+OWXX1hnSM2GDRvA4/EwadIk1inkPzRq1AijRo2Cv78/XFxcwOPxWCdJhZ+fHwIDA1lnyLWOHTvi2LFjH/0eDWoJIYQoBRcXF8THx2P8+PFo2bIljI2NWScRUmMUFxdj2LBhEAqFCA0NrTEvMMh7f11RW1ZWhpcvX0JTU5NJD5/P/2goy2rrY+D9v5uBAwfi0KFDNKiVos6dOyM0NBSZmZnYvHkz1q9fjyVLlqB///5wd3eHvb09fZ2Rkfz8fOzbtw+BgYFIS0uDiYkJAgIC4OrqWvW1gRAiHRKJhPlZ3QkJCeByuejatSvTDkJY0tHRQbNmzZCQkKDwg9q3b98iLy8Pvr6+rFPk0uXLl3Hp0iXWGVJTWFiITZs2wcvLC2pqaqxzyGeYN28egoODcfz4cQwZMoR1jlS8ePECADBlyhTGJfLp559//scduWhQSwghRGls3LgR9+/fR//+/XHlyhU0aNCAdRIhCq+yshLjx4/HrVu3EB8fDw0NDdZJRMr+PKj9cO7k06dPmQ1q5WnrYwAYPnw4+vXrh/T0dDqXWcoMDAywbt06/PDDDzh69Ch++uknDBgwAPr6+hg3bhxGjBiBVq1asc6scUpLS3H+/HkEBwfj2LFjEIlEGDFiBPbu3QtTU1PWeYTUWBKJBHv27GHakJCQAGNjY9SpU4dpByGsWVhYID4+nnWGVIjFYvj4+LDOkEvbtm2rUYPaEydO4PXr17SaVoEYGRnBzs4Oe/bsqTGDWgDQ09Ojrzuf8OTJEyQmJv7t9+mMWkIIIUpDJBLhxIkTqFOnDhwcHPDu3TvWSYQovMWLFyMsLAzh4eFo27Yt6xxSDYRCITgcDoqLi6Grqwvg/aCWFXlaUQsAffr0gba2NsLDw5ncXxl8GBReuHABDx48wPfff4/AwEC0bt0a7du3xw8//ID09HTWmQqtvLwcUVFRcHd3h56eHvr3749Hjx5h27ZtyMnJwfbt22lIS0g1k0gkyMzMREFBAbOGhIQEWFhYMLs/IfLCwsICV65cYXK0BiFfa9++fbCzs6t6zUYUg4uLCyIjI5m+xibs0aCWEEKIUqlTpw5OnjyJnJwcODk50QsvQr7B7t274efnh40bNyr8tmDk0zgcDoRCIYqKiqCpqQmxWIzHjx8z6+Hz+R8NZVmeUfuhx9HRESEhIUzur2yaN2+OFStW4Pfff0dMTAwsLCwQEBAAIyMjdOrUCatWrcKdO3dYZyqEoqIinD17FpMnT4aenh5sbW2RnJyMOXPmICMjAwkJCRg7dixq167NOpUQpSCRSFBRUYH79+8zuX9xcTGSk5NhZmbG5P6EyBMLCwsUFBQgJSWFdQohn+X58+eIioqCi4sL6xTyhQYNGgRVVVV6PankaFBLCCFE6RgYGCAiIgKxsbHw8PBgnUOIQrp48SImTZqEhQsX0tZKSkAsFqO4uBgcDgd6enpMB7V/3fqY9Ypa4P32x7dv30ZqaiqzBmXD5XJhbW2NrVu3IicnB1FRUejUqRPWrl0LY2NjNG7cGBMmTMDRo0fx5s0b1rlyIz09HZs3b0b//v2hqakJe3t7XLlyBdOmTUN6ejquX78OHx8fNG3alHUqIUqnWbNmEIvFzL6XpKWloaSkBJ06dWJyf0LkSatWrVCrVi3cunWLdQohn+XAgQNQUVHBgAEDWKeQLyQWi+Ho6Ih9+/axTiEM0aCWEEKIUjI1NUVwcDCCgoKwYsUK1jmEKJTk5GQMGjQIQ4cOxbJly1jnEBkQi8UoKioCADRs2FCuVtSyPqMWACwtLdGwYUPs37+fWYMy4/F4sLGxwc6dO/Hs2TMkJSVh/PjxuH37NpycnKClpQVra2ssWbIE586dU6rBbWZmJvbv34/JkyfDyMgIRkZGWLhwIVRUVBAQEIDffvsNycnJmD9/ftUZ1IQQNng8Hlq0aMFsUHv79m2IRCIYGRkxuT8h8oTH46F169a0opYojH379sHJyQm1atVinUK+gouLC27evElfc5QYn3UAIYQQwoqjoyM2btwILy8vqKmpYcqUKayTCJF7aWlpsLOzQ5cuXbBr1y5wOBzWSUQGRCJR1aBWX19fLlfUstzKnsvlwsXFBcHBwfDz8wOPx2PWouy4XC66dOmCLl26YMmSJcjLy0NUVBTOnj2LgwcPYtmyZeDxeDA2NoaFhQXMzc3RuXNnNGvWDFyuYj/HXFBQgDt37uDKlStISEhAQkICcnJyIBQKYWpqimHDhsHOzg4WFhZVDzgQQuSLRCJhNqhNSUlBmzZt6OsDIf/Trl073L59m3UGIf/p0aNHSE5OxurVq1mnkK9kZWWFBg0a4OTJkzA2NmadQxign74IIYQoNU9PT5SWlsLb2xsikQju7u6skwiRWw8fPkSfPn3QvHlzHD16FCKRiHUSkZEPWx8D7we1sbGxzFr4fL7cbX0MAGPGjMHKlSsRHR1NZzbLES0tLYwYMQIjRowAADx9+hSJiYmIj49HYmIidu7cidLSUtSqVQsSiQTt2rWDsbEx2rZtC4lEAl1dXcZ/gr8rKSlBVlYWbt++jTt37iAlJQW3b99GRkYGKioqoKmpCXNzc3h5eaF79+4wNTWFWCxmnU0I+QwSiQS7du1icu+UlBS0a9eOyb0JkUfGxsaIiIhgnUHIf4qOjoZYLIaFhQXrFPKVOBwOevXqhZiYGCxYsIB1DmGABrWEEEKU3rRp05Cfn4/JkydDVVW16s1cQsj/+/3339GnTx9oa2vj1KlTUFVVZZ1EZOivg9rff/+dWYs8bn0MAC1atEDXrl2xd+9eGtTKMV1dXTg6OsLR0REAUFhYiNTUVNy+fRspKSlISUnBiRMnkJeXBwBQUVGBgYEBmjZt+tF/amtrQ1NTs+qXtFag/fHHH8jPz0d+fj5yc3ORk5ODzMxMZGZmIisrC5mZmXj8+DEqKirA4/FgaGiI9u3bw8XFBcbGxmjXrh0MDQ1ptwNCFJREIkFWVhYKCgpQu3Ztmd47NTWVvn8R8ifGxsbIzc1Fbm4u6tevzzqHkE+KiYmBubk5VFRUWKeQb9CrVy94eHigqKiIHrJUQjSoJYQQQgAsX74cxcXFGD16NGrXro3vvvuOdRIhciM3Nxe2trYQCoWIjIyEhoYG6yQiY3/d+vjZs2coKytjsj3ip7Y+Zj2oBYDRo0djxowZePXqFerWrcs6h3wGFRUVmJqawtTU9KPff/LkCe7du4esrKyqAemtW7dw/PhxPHnyBBUVFR99ft26dVG/fn2oq6tDIBBUPcxSu3ZtCIXCjz733bt3KC0tRWVlJV69eoWysrKq4WxhYeFHnysWi6uGwxKJBA4ODmjatCkMDQ3RunVrOoeMkBpGIpGgoqICd+/e/dvXpepUVFSEnJwcOquakD/58PchMzOTBrVErl28eJF2h6sBevfujaKiIly5cgXW1tasc4iM0aCWEEII+Z9Vq1bh1atXcHJyQlhYGA1rCcH7YUWfPn1QWlqK2NhY6OjosE4iDIjF4o8GtRUVFXj69CkaNmwo85a/rqiVhzNqPxgxYgRmzJiBw4cPw83NjXUO+QZ6enrQ09P7x4+VlJRUDVY//MrLy0NeXh7evHmDsrIyvH37FsD/D2X/TFdXFwKBADweD+rq6uDxeB+tzv3wS0tLC/Xq1av2PyshRH4YGhpCLBYjLS1NpoParKwsVFZWwsDAQGb3JETeNWrUCHw+H5mZmejSpQvrHEL+0a+//opHjx6hV69erFPIN2rcuDGaNWuGmJgYGtQqIRrUEkIIIf/D4XCwfft2cDgcDB06FMHBwRg+fDjrLEKYyc7Oho2NDXg8HmJiYj45tCA1n0gk+mjrYwB4/Pgxs0GtvK6orVOnDgYOHIigoCAa1NZgQqHwXwe5hBDytXg8Hlq0aIG7d+/K9L5ZWVkAgKZNm8r0voTIMz6fD319fWRmZrJOIeSTLl68iF2WQwAAIABJREFUCFVVVXTu3Jl1CpGCXr16ITo6GkuXLmWdQmSMyzqAEEIIkSdcLhfbt2+Ht7c3vv/+ewQFBbFOIoSJzMxM9OzZE0KhEDExMUwGckR+/HlFbYMGDcDlcvH48WMmLX8d1HK5XHC5XLkY1ALAhAkTcOXKFSQnJ7NOIYQQooDatGmDtLQ0md4zMzMTderUoW37CfkLAwODqgcZCJFH169fh6mpadXDq0Sxde3aFcnJyX87ZoXUfDSoJYQQQv6Cw+Fg7dq18Pf3h7u7OzZs+D/27juuyvr///jjsBEXggNFGYLIUSRzg5oDiyw1wxw5MicfRzhzF64kc2Raaq40R2qZM3CPQEVzoYCKAzCcoKIIisL5/eEXfpIoqJxznQOv++3mrTwczvt5DnLBuV7X6/X+XulIQuhUdHQ0jRs3xsbGhgMHDkjXmMDCwiK7o9bMzAxbW1v+/fdfRbKYmpo+V5T9b/FWSc2bN0etVrNo0SKlowghhDBAShRq4+PjZeyxELlwdHSUQq3QaxEREXh4eCgdQxQQDw8PHjx4wKVLl5SOInRMCrVCCCHEC4waNYqgoCCGDRvGtGnTlI4jhE4cPXqUJk2a4Orqyp49e7CxsVE6ktAD5ubm2R218HT8sb501ELuxVsl9e7dm5UrV2bvUyqEEELkl1qt5tKlS6SlpelszZs3b1K+fHmdrSeEoShfvjy3bt1SOoYQudJoNJw5c4aaNWsqHUUUELVajZGREWfOnFE6itAxKdQKIYQQL/Hll18yb948xo8fz4ABA/SmY0sIbdi8eTPNmzenQYMGBAcHU6JECaUjCT3x7OhjUL5Q+9+irL4Vanv16kVGRgZr1qxROooQQggDo1aryczM5Ny5czpbMykpCVtbW52tV1D++ecfVCoVgYGBSkfRiywhISGoVCqtToRKSUnhiy++wNHRERMTE1QqFSkpKQBs2LCBt99+m+LFi6NSqXL88ff311ombbKxsSEpKUnpGAYtLi6OefPm8d5772Fubo5KpSIkJETpWIXCjRs3SElJoVq1alpfSx+OcVCwx7lffvkFlUrF77//XgDJCkbx4sWxs7Pj4sWLSkcxWIZ6zDFROoAQQgih7wYMGEDFihXp2rUrFy9eZP369ZQsWVLpWEIUqJ9//pmBAwfSo0cPFixYIHvciByeHX0MTwu1ujyB/CxTU9PnLprRp9HHAKVLl8bPz4+FCxfSr18/peMIIYQwIC4uLpiZmREVFcVbb72lkzUTExNxcHDQyVrCsH399dfMnTv3udujo6Pp1KmTXv0+VhBsbW1JTExUOoZBa9CgATdu3FA6RqF0+fJlABldX8g4OTllf23FqzPUY4501AohhBD58NFHH7Fv3z5OnTpF48aNuXLlitKRhCgQGo2GwMBA/P39GTduHEuWLJEirXiOjD5+dQMGDOD48eOEhoYqHUUIIYQBMTU1xdXVlejoaJ2tmZSUZJDbXdStWzf7d1mhGyEhIZQqVYqoqCgyMjLQaDQUL16cXbt28eTJE6ZMmcLDhw/RaDRoNBqDLzbY2Njw4MGDHL8Hi1fj6OjIwIEDCQkJoW/fvkrHKVTi4uIwMTGhUqVKSkcRBcjJyUn2xn4DhnrMkUKtEEIIkU/16tXj8OHDPHnyhIYNG3LixAmlIwnxRh4+fEjnzp0JCgpi5cqVcpJLvJA+jT7OrSirj4Xahg0b0rBhQ2bPnq10FCGEEAZGrVYTFRWls/Xu3LlDmTJldLaeMFzXrl3Dzc0Nd3d3jIyMctwO0Lp1a8zNzZWKV+CyLmC4ffu2wkmgR48ebNu2Te9+583L4cOHs8eQmpmZKR1Hbw0YMIDff//9lfYnv3HjBra2tpiYyNDUwqR8+fLcvHlT6RikpKTQq1cvdu7cSUZGhtJx8s1QjzlSqBVCCCFegaOjI2FhYbi5ufHOO+/wxx9/KB1JiNdy+fJlvLy82LNnD7t37+bTTz9VOpLQY+bm5jlGH9vb25OamsqdO3d0niW3jtrc9q3VB0OHDmXTpk2yx5AQQohXoutCbVpaGsWKFdPZennJyMhg7ty51KlTB2tra0qXLk3dunWZNWsWqamp2ffLbc/EZ/cv3Lt3L15eXlhZWVG5cmWCgoKy7zd37lzc3NywsLCgevXqrF+/PkeGZx9n9+7deHl5UaxYMcqVK0ffvn25detWvp6LRqNh6dKleHl5UaJECSwtLfH09OTHH39Eo9EU6OvxrMOHD9OsWTOsrKywsbHhs88+e67YuHjx4hfuz5j1sY0bNwIwZMgQVCoVd+7c4ciRI8/tQTtt2jQA3n777ezbtP266IKlpSWAXnTUrlq1ig8//BBbW1v69+/PgQMHyMzMVDqWKCAbNmzgk08+wdbWlh49ehASEpLnKHF92F/8wIEDdO3aFRcXF8zNzSlbtixt2rQhLCwsx/0K6tj8rPwem+/evcugQYOws7PD0tKSunXrsnXr1jd+TtpiY2OjFyPXMzIyWLZsGe+++y7lypXjiy++4PDhw3p1jC5M5HILIYQQ4hVZW1sTEhLCkCFD+OSTTxg5ciTffPMNxsbGSkcTIl9CQkLo2rUrlStXJjw8HGdnZ6UjCT2X2+hjgISEBKytrXWaJatQq9Fosk8C5rZvrT7w8/OjSpUqzJs3TzprhRBC5Ju7uzsXLlzg0aNHOulOfPTokV51nYwZM4bvvvsux23Hjh3j2LFjmJmZMWjQoDwf4/Dhw4wcOTL794PU1FTGjBmDubk5169fZ/r06dn3PXfuHJ07d8bV1fW5fYEPHjzIiBEjsruJ0tLSWLx4MaGhoRw9epTixYu/MINGo6F79+6sWrUqx+0REREMGjSIU6dO8fPPP+f5XF719Th69CijR4/OvsguNTWVFStWEBsby/79+/NcT9sK6nXRhazvv2cvWFTavXv3WLZsGT///DNly5bls88+o0uXLrz99ttKRxNvIKv4lZqaypo1a/j1118pXbo0Xbt2pUuXLnh5eT13AYTS0xCuX7/OO++8k+O2xMREtm7dSkhICLt376Zp06Y5Pq7rY/PDhw9p3rw5J0+ezP7cY8eO0bZtWzp27Fggz6mg2dra6kUX/7Nu377NggULmDt3LpUqVco+7tSsWVPpaIWGdNQKIYQQr8HMzIyffvqJX3/9lXnz5tGiRQuD3KxeFC0ajYZvv/2WDz/8EF9fXw4ePChFWpEvFhYWOU5QPVuo1bWsPZSfHb+kj6OPAYyNjRkwYABLliwhOTlZ6ThCCCEMhFqt5smTJ8TExOhkvcePH+tVoXbjxo1YWVnxxx9/cPfuXR48eMDJkycZMWLESwujz1q7di2DBg0iNjaWlJQUfv/9d0xNTZk4cSLz589n8eLF3Lx5k6SkJIYPH05mZmauF1WtX7+e7t27ExMTQ0pKCgcOHMDDw4OzZ8/y7bffvjTDypUrWbVqFR4eHvz1118kJSWRkpLC/v378fT0ZNGiRRw6dKjAX4/Vq1fz+eefExMTQ2pqKqGhoVSpUoUDBw5w6tSpfL1+//X999+j0WgoVaoUDRo0yN6DNuvPqFGjADhx4kT2bdp+XXQh6/tCnwq1QPbvvbdu3eKHH36gTp062NvbM3r0aM6dO6dwOvGmsoqYd+/eZdGiRTRu3Bg7OzsCAgIIDQ3Nvl9qaipWVlZKxUSlUtGqVSu2bNnClStXSE9P58aNG6xbtw5zc/McnbJZdH1snjt3LidPnsTNzY1du3Zx//59Ll26xP/+9z/Wrl1bIM+poBUrVuyF0xKUlHXcSUhIYMaMGXh4eODq6kpgYCAXLlxQOJ3hk0KtEEII8Qa6du1KWFgY//77L3Xr1uXw4cNKRxIiV/fu3aNDhw6MHz+eqVOnsmrVKr0acSf023/3qC1dujRWVlaKFGqz9mB6tjCrrx21AH369AFg4cKFCicRQghhKNzc3DAxMdHJ+OPHjx+TmZmpV4Vae3t7KlasSNu2bSlVqhTFihXD09OT7777jp49e+brMXx9fZk9ezYODg5YWVnh5+dH27ZtSU5OJjAwkN69e1O2bFnKlCnDt99+S6lSpXJ9vevXr8/SpUtxcXHBysqKJk2asHHjRkxNTXMdGfysZcuWYWxszPbt23n//fcpU6YMVlZWNG3alNWrVwOwadOmAn893n33XebPn4+LiwuWlpZ4e3vz5ZdfArx2obYgFdTrogtZ3xfp6ekKJ3mxrGwJCQnMnDmT6tWr4+bmRmBgIElJSQqnE28q6+t748YNFixYQJMmTbKLY0lJSYoeu8uXL8+0adNYsWIFDRo0oFixYpQvX56OHTvy4MEDTp8+/dzn6PrY/Mcff6BSqfjjjz9o2bIlxYsXx8nJiR9//JGWLVsWyHMqaGZmZtk/m/VV1r/LCxcu8M033+Dq6oqnpydz5szhwYMHCqczTDL6WAghhHhDb731FkeOHKFr1640a9aMb7/9li+++CLPfXmE0JUjR47w6aefkpaWxr59+/D29lY6kjAw/x19DE+7apXsqH22MKuve9TC06K2v78/s2bNYvDgwdl7nQkhhBAvYmZmRtWqVXVSqM062Zr181UfzJ49Gz8/P1xcXHjvvffw9PSkUaNG1K5dO9+P8d/RlQAODg4Az42tNDY2plKlSrlOSHr33Xefe1/n7OxMtWrVOH/+/EszREZGkpGRQeXKlQFydJpm/Tc+Pp7ExETKli2b43Of3aPwVV+PZs2aPXdb1hSd+/fvvzSzLuT3ddEHWaOP27dvj4WFhaJZ8rMvZNbvxzExMUycOBGVSoWJiQnr1q3LdcyrgJSUFKpWrap0jHx9bz5bHJs4cSIAZcqUYfHixfTu3Vvn56AOHjxI8+bNX3ghQ1pa2nO36frYfOHCBSpVqkSNGjWeewxfX1927979xs+poGUdd1xcXBQ9r5jfQnHW+/DTp09n72desmRJtm7dyocffqjNiIWKFGqFEEKIAmBjY8O2bduYOnUqI0aMICQkhGXLllGhQgWlo4kiLCMjg6CgICZOnEjz5s1Zvny5/JsUr+W/o48BKleurMhJtBd11OproRZg+PDhzJs3jyVLluRrXz0hhBBCrVYTHR2t9XWMjJ4O29Onzh1PT0/Onj3LwYMHOXjwIH///TcTJ07E1taW3377DQ8PjzwfI7eiWtYJ7xd9rKBfg6zHe3a7hv/KT6fmq74euV0UlvXcny32vexrr81iREG9LrqQlbFdu3bZxSSljBkzJl/3y/q6mpiYoFaruXjxIm3bttVmNINmZmZGv379lI7BtGnT8vV9p1Kpsr/G5cqVw97ens6dOytS0AsKCiI9PZ2vv/6a7t27U6lSJczNzVGpVFSvXj37YpNn6cOx+WVe5zkVtKzjTp8+fTA2Ntb6ei/y8OFDAgMD83VfY2NjMjMzMTc3x9HREXhaTBf5J4VaIYQQooAYGxvz1Vdf4evrS7du3ahVqxaLFy+WN0VCEfHx8fTo0YPDhw8zefJkRo4cmf2GTohXZWFhQWZmJunp6dnjtRwdHYmNjdV5lqxC7bMdtfo8+hiejtDq1asX06dPp1+/fno1XlIIIYR+UqvVOhn/mtW5oy+FsSwmJiY0bdo0u8MqNTUVNzc3evfuzZEjR3SWY8eOHUyaNClHEeTSpUucP38+zy686tWrc/z4ca5evUqpUqVeet+8uiW18XqUK1cOgMuXLz/3sT179rzWY+bHq7wuSsv6vujVqxd169ZVNMvYsWNf+O8kq3in0WioX78+n3/+OZ07d2bVqlWMHz9e8W5gfWZmZpa9x7KSZs2a9cKPZXVGP3nyhHr16vHpp5/SpUsXRo4cye3bt/O9d3dBu3TpEuXLl3+umHfx4kViYmKwtrbW2tr5PTa7uLhw5MgRIiMjn+uqDQkJee5xlXxOWR49eoSRkRFjx47V+lovkzWO+kWePe40bdqUnj170r59e77++msOHjwo73lfkZytE0IIIQpY/fr1OXbsGO3bt6ddu3b06NFD9mgQOvX7779Tu3Ztbt68yeHDhxk1apQUacUbyTqJ+2xXrYODA3FxcTrPYmijj7OMGjWKGzdu8OuvvyodRQghhAFwd3fn3LlzWv/5ZmRkhImJiV4Var28vFiwYAFRUVGkpaWRnJxMSEgISUlJXLp0SadZjhw5Qu/evblw4QIPHjwgNDSU9u3b8/jxYzp06PDSz+3duzepqan4+PiwdetWbt26RXp6OnFxcWzbtg0/P7/nxm7mRluvh1qtBuD7779n3759pKWlERsby/Dhw9m4ceNrP25eCup10YWs332zfhfWN1m/F3t4eDBz5kwSEhI4dOgQ/fr1o2TJkgqnE28q6+tbtWpVxo4dy4ULFwgPDycgIIBy5cphbm7+3NQjXapSpQo3b95k3rx5JCcnk5yczF9//UXr1q213gWb32Ozn58fGo0GPz8/9uzZQ0pKCpcvX2bgwIG5HmeUfE5Znr04Wt+oVCpMTU1RqVTUq1ePmTNncu3aNfbs2UOPHj0oUaKE0hENlnTUCiGEEFpQokQJFi5cSMuWLfH39yc8PJxFixY9t+eGEAXpxo0bBAQEsG7dOgYOHMj06dNlP0xRILKuwn/48GH2m6+sQm1mZqZOLwQwxNHH8HRUdLdu3QgKCuKzzz7Lfh5CCCFEbtRqNY8fP+bixYtUr15dq2uZmZnpVaH2+PHjHDp0KNeP9e3bV6dZOnTowIoVK1i2bFmO26tXr55nF95nn33G/v37+eWXX2jTpk2u98nP89HW6+Hs7MzHH3/Mhg0baN68efbtJiYmdO/eXWsXlxXU66ILWd8X+lSozfq9t3r16nz22Wd07tw5e9SoPurWrRurVq3Kcdv777+f/f/r16/P86KHoiTr6+vg4MBnn31Gly5dXvgzoFSpUiQnJ+s44f/Xv39/goODGTx4MIMHD86+vXbt2tSsWZNr165pbe38HpsHDx7M6tWrOXnyJC1btsy+XaVS0alTJ9auXZvj85V8Tlnu3r1L6dKltb7Oq8jq6K5ZsyY9e/akU6dOVKpUSelYuTLUY460VgghhBBa1LFjRyIiIqhWrRrNmjXD399f0V+kReGk0WhYtmwZarWa8PBwgoODmTt3rhRpRYHJKtQ+e8W2o6Mj6enpXL9+XadZXjT6WN8LtfB0b7G4uDhWrFihdBQhhBB6zt3dHWNjYyIjI7W+lrm5uV4VasPDwxk4cCBqtRpLS0tsbW3x9vZm8eLFzJ49W6dZvL29CQ4Opn79+tlZevfuzYEDB/IcN6pSqVi2bBlr167Fx8cHa2trzMzMcHZ25qOPPuLPP//Ex8cnzwzafD2WLFlCr169sLGxwcLCgkaNGrFr1y6tXmBcUK+LLmR9X+hDd5tKpcLe3p4vv/ySM2fOEB0dzejRo/W6SCvyz9jYmHLlyjFo0CCOHj1KbGwsEydOfOmFOjY2NiQlJekwZU7t2rVj1apV1KpVC0tLS+zs7Ojfvz+7d+/W+sUN+T02W1hYsHfvXgYMGED58uWxsLCgdu3a/Pnnn/j6+urVc8qSlJSEjY2NTtbKD2dnZyZMmMD58+eJiIhg2LBhelukNWQqTV6bIAghhBCiQGzZsgV/f38yMzOZO3euXl7BJQzPpUuX8Pf3Z/fu3fTp04cZM2bIuBlR4I4fP06dOnWIiYnBxcUFeLoPsoODA2FhYXh5eeksS0REBJ6enkRHR2efuPDz88PMzIw1a9boLMfr6tevHzt27ODcuXN61Z0hhBBC/7i4uPDZZ58xYcIEra7j4ODA4MGDGTFihFbXMSQhISG8//77zJ49myFDhigdRyhk165dtGrVitu3b+tkb8qXCQ8Pp379+jn25MzL/PnzGT9+vKLFPH2mT6/P0aNHqVOnzitNKlq0aBEjR47k7t27WkwmdG3w4MGcOnWKAwcOKJojPT2dM2fO8Pbbb7/S5w0bNoyDBw9y+PBhLSUzbC96faSjVgghhNCRNm3aEBERwXvvvccnn3xChw4dSEhIUDqWMFCPHz9m+vTp1KxZk+vXr3Po0CEWLlwoRVqhFc+OPs5SqVIlTE1Ndb5P7Ys6avWpE+hlAgMDuXnzJosXL1Y6ihBCCD2nVquJjo7W+jpKd2UJoa+SkpIwNjamVKlSSkehQYMGr1SkFYalXr16r7ydTMWKFUlOTub+/ftaSiWUEB8fj729vdIxMDMze+UirXh9UqgVQgghdMjGxoZffvmFHTt2cOLECdzc3JgyZQppaWlKRxMGZNu2bXh4ePD1118zduxYjh07Rv369ZWOJQqx3Aq1xsbG2NvbExsbq9MspqamgGGOPoanJ1T69evH1KlTSU1NVTqOEEIIPVajRg2ioqK0vo6tra0UaoXIRWJiImXKlHnlApoQupA19lrX78eEdl2+fFlGmhdB8lNGCCGEUECrVq2Ijo5m6tSpfPfdd1SrVo0VK1YgOxKIlzl//jwffvghH374Ia6urkRGRjJ+/PjswpUQ2pJboRaejkpUqqP22cKsmZmZwRRqAcaNG0dKSgo//vij0lGEEELoMXd3d86dO0dGRoZW17GxsSExMVGrawhhiBITE/Vqr0ghnuXk5IRKpeLSpUtKRxEFKDY2Vgq1RZAUaoUQQgiFmJmZERAQwNmzZ2ndujWff/45jRo1kn0cxHPu3LnD6NGj8fDw4OrVq+zbt48tW7bg7OysdDRRRFhaWgI81/3v6Oio8yu4DX30MUDZsmUZPHgwQUFB3LlzR+k4Qggh9JRarebhw4daPwkvhdrn+fr6otFoZH/aIu727dtSqBV6q1ixYlSpUoXIyEilo4gCEh8fz/3791Gr1UpHETpmonQAIYQQoqizs7Nj4cKF9O7dmyFDhuDt7U3nzp35+uuvqVatmtLxhIJSUlKYO3cuM2bMwMTEhHnz5tG7d28ZvSV07mUdtbq+uCS30ceG1lELMHr0aJYsWcLUqVOZMWOG0nFEPmVkZHDt2jVu3brFrVu3SEpKyvHn/v37PHjwAHh6DH/8+DEajYa7d+9iampK8eLFAbCyssLMzAwAa2trSpYsiY2NDba2ttjY2GT/sbOzo0yZMoo9XyGEstRqNUZGRkRFReHq6qq1dezs7AgJCdHa4wthqBISErCzs1M6hhAvVKtWLU6fPq10DFFAsr6WNWvWVDiJ0DUp1AohhBB6on79+oSFhbF+/XoCAwOpUaMG3bp146uvvsLJyUnpeEKHUlNTmT9/Pt9++y2PHj1iyJAhDBs2jFKlSikdTRRRFhYWqFSq5wq1jo6OxMXFodFoUKlUOsmS2+hjQ+uoBShRogQTJkxg2LBh+Pv74+LionQk8X/S0tKIiooiOjqa2NjYHH/i4+Nz/NszNjbOUWAtVapUdge6nZ1d9r9Xa2tr0tPTs4u4qampPHr0CHg63uzu3bskJiaSmJjIvXv3cuQpWbIkTk5OODo64ujoiJOTE05OTtSsWTN75J0QonDK6paKioqiXbt2WlvH0dGR+Ph4MjIyMDY21to6Qhiay5cv07JlS6VjCPFCtWrVYsOGDUrHEAXk9OnTVK5cmdKlSysdReiYFGqFEEIIPaJSqejYsSMdOnTgjz/+YPz48bi5udG5c2cCAwNl1G0hl56ezi+//MLEiRNJTk6md+/ejB07lvLlyysdTRRxKpUKMzOzXDtq09LSuHnzps7+nRaWjlqA/v37M3/+fMaOHcu6deuUjlMkXblyhRMnTnD69GkiIiKIiIggJiaGjIwMzMzMqFKlSnZxtHnz5tnF0nLlymFra4u1tXWBZ3r8+HF2h25CQgKXL1/OLhSHh4ezdu1arl+/Djwt+NesWZNatWpRq1YtPDw8ePvtt7GysirwXEIIZajVaqKjo7W6hpOTE48fPyYhIYEqVapodS0hDMnly5dlr0ih1xo1asQ333zDjRs35LxBIbB//368vb2VjiEUIIVaIYQQQg8ZGRnxySef0L59e5YvX86UKVNQq9V069aNYcOGyX4VhUxycjILFy7khx9+4Pbt2/j7+zN69GjKlSundDQhsllYWOS6Ry087QjU1YmBwtJRC0+fy7Rp02jbti2hoaE0btxY6UiFWkZGBmfPniUsLIzQ0FCOHTtGVFQU8LT7tUaNGrz77ruMGTOGOnXqUL16dUU6y0xNTalQoQIVKlSgRo0aud4nPT2dmJgYjh07lv08/vzzT27evImxsTFubm40btwYb29vmjRpIpM5hDBgarWavXv3anWNZ3+eS6FWiKeSk5O5c+eO/AwVeq1p06aYmJiwb98+OnXqpHQc8QYeP35MaGgoM2fOVDqKUIAUaoUQQgg9ZmJiQu/evenevTvLly9n5syZLF26lNatWzN8+HCaN2+udETxBuLj45kzZw6LFi1CpVLRt29fhg0bRsWKFZWOJsRzLC0tn+uorVy5MiYmJsTFxdGgQQOd5Mgq1D7bUWtqamqQHbUAbdq0oXnz5owcOZKDBw/KGNsCFhkZSUhICDt27ODQoUPcv3+f0qVL4+XlRZcuXWjSpAm1a9emZMmSSkd9JWZmZtSoUYMaNWrQo0eP7Nvj4+M5fPgwYWFhHDx4kKVLl/LkyRMcHBxo1qwZvr6+tGrVChsbGwXTCyFehbu7Oz/99BOZmZkYGRlpZQ07OzssLCy4fPkyTZs21coaQhia2NhYAOmoFXqtRIkS1K1bl71790qh1sCFh4eTkpJCixYtlI4iFCCFWiGEEMIAmJmZ0bdvX3r37s3WrVuZOXMmLVq0oE6dOgwfPpwOHTpkjwMV+u/EiRPMmDGD9evXU758eb766iv69u0re9AKvWZhYfFcodbExISKFStmn8jShReNPjbEjtoss2bNom7duvz66685im7i1d2/f59du3YREhJCSEgI8fHx2Nra0qpVK7777ju8vb1Rq9VaK3YorUqVKlSpUoWOHTsC8ODBA8LDwwkLC2P37t10794djUZD/fr1ef/99/H19aW1L2HNAAAgAElEQVROnTqF9vUQojBQq9WkpqYSFxentc4+lUqFq6srZ8+e1crjC2GIzp49i4mJiWw/JPRe8+bNWb9+vdIxxBvas2cPlStXxsXFRekoQgHybkwIIYQwIEZGRrRt25b9+/dz/Phx1Go1PXr0oEqVKowePZoLFy4oHVG8QFpaGuvXr6dVq1a8/fbbnDlzhnnz5hETE8OIESOkSCv0Xm6jj+Fpl0FcXJzOchgZGWFkZPTc6GND7agFeOutt+jXrx9ffvklycnJSscxOKmpqaxfv542bdpga2tLhw4dOHbsGF26dGHnzp1cu3aN1atX079/f2rWrFmkipJWVla0aNGCCRMmsG/fPu7evUtISAj16tVj8eLF1K9fn3LlytGjRw+2bNmS4wIIIYR+UKvVqFSq7FHt2uLh4UFERIRW1xDCkERERODm5oa5ubnSUYR4qebNmxMTE0N8fLzSUcQb2Lt3Ly1btlQ6hlBI0XmHKoQQQhQytWvXZsWKFVy4cIG+ffuyatUqqlWrRsuWLVmzZg2PHj1SOqLg6fiavn37Ur58eXr06EH58uXZu3cvp06dol+/flhYWCgdUYh8sbS0zPW44uDgoNOOWnjayVuYOmoBpk6dSkZGBpMmTVI6ikG4f/8+q1evpl27dpQpU4Zu3boBsGjRIm7cuME///xDUFAQPj4+2eOyxdPCrY+PD3PmzCEuLo6IiAgCAgI4ceIEbdu2xdHRkSFDhnDw4EE0Go3ScYUQQMmSJalUqZJOCrWnT5/W6hpCGJKIiAhq1aqldAwh8uTt7U2xYsX466+/lI4iXtPt27c5dOiQFGqLMCnUCiGEEAbOwcGBSZMmERsby+bNmylRogQ9evSgUqVKBAQEyMlWBcTHxzNz5kw8PT1p2LAh4eHhTJkyhatXr7Jy5UqaNWumdEQhXpm+dNTC00JtYeqoBbC2tmby5Mn88MMPcqL8Jf7+++/si1569uzJ48ePWbBgATdu3GDLli306NEDW1tbpWMaDA8PDyZMmMDp06eJjIykT58+7NixA29vb5ydnZkyZQoJCQlKxxSiyFOr1URHR2t1jVq1anHlyhVu376t1XWEMBSnT5/Gw8ND6RhC5MnS0pJ27dqxcuVKpaOI17Ru3TqMjY1p166d0lGEQqRQK4QQQhQSxsbGfPjhh2zcuJG4uDiGDRvGzp078fb2xsHBgeHDh3PkyBEp2mpJQkICc+bMwcvLC0dHR6ZOnUqDBg04dOgQERERfPHFF1hbWysdU4jXltsetaBMR62pqWmh66gF6Nu3L7Vq1WLo0KFKR9EriYmJzJw5E3d3d5o2bUp0dDSzZ8/m+vXr/PXXX/Ts2ZPSpUsrHdPgqdVqAgMDiYqK4tSpU/j5+TFnzhwcHBxo27YtW7ZsISMjQ+mYQhRJarVa6x21WZ2DZ86c0eo6QhiCe/fuER8fT82aNZWOIkS+dO/enbCwMM6fP690FPEafv31V9q3b0+JEiWUjiIUIoVaIYQQohCqWLEiY8eOJSoqioiIiOy95xo0aEDVqlUZNWoUoaGhshfdG7p48SJz586ladOmVKlSha+//hpXV1e2bNnC9evX+fnnn2nYsKHSMYUoEJaWlrkWah0dHXnw4AGJiYk6y/Lf0ceFoaMWnl5wM2/ePPbu3cuaNWuUjqO48PBwunTpgr29PZMnT6Z58+YcP36co0eP0r9/f8qUKaN0xEKrVq1azJgxg3///ZdVq1aRlpbGRx99lD3F49atW0pHFKJIcXd3JzIyUqsXXNrb21OhQgXCw8O1toYQhiLrAuc6deooHUWIfHn33Xexs7Nj9erVSkcRr+jixYscOnSI7t27Kx1FKEgKtUIIIUQh5+HhwZQpUzh//jzHjh2jY8eO/P777zRp0oSyZcvSsWNHli5dytWrV5WOqvfS0tIIDg7miy++oFq1ari4uDB+/HgqV67Mhg0buHHjBsuXL+eDDz7AzMxM6bhCFKgXjT52cHAA0GlX7X8Ls2ZmZjx+/LhQTAxo1KgRffr0YejQody5c0fpODqXmZnJxo0badKkCQ0bNuTChQvMnz+fhIQEfvrpJ2rXrq10xCLF3NycTp06sXPnTmJiYujRowdz587FwcEBf39/6doQQkfUajUpKSn8+++/Wl3Hy8uLsLAwra4hhCEIDQ2latWqVKxYUekoQuSLsbExn376KcuXLy8U74mKkl9//ZVy5crJ/rRFnBRqhRBCiCLk7bffJigoiIsXL3Lu3DkCAwO5f/8+gwYNwt7enrfeeosvv/ySzZs367Q7Tl89evSIgwcP8t133+Hr60uZMmX44IMP+Pvvv/Hz82Pv3r0kJiayatUq2rVrh7m5udKRhdCaF40+rlKlCkZGRjot1ObWUavRaArNlIDp06djbGzM6NGjlY6iM48ePWLFihXUrFmTjz/+GAsLCzZv3szRo0f5/PPPsbKyUjpikefs7Mw333zDv//+y4IFCzhw4ADu7u60atWKLVu2KB1PiEKtRo0aAFoff+zt7U1YWJic5BdFXlhYGN7e3krHEOKVdO/endjYWA4cOKB0FJFPGRkZ/Prrr3Tr1g0TExOl4wgFyVdfCCGEKKKqVatGtWrVCAgIIC0tjf379xMcHMxff/3FzJkz0Wg0uLm54eXlRePGjfHy8sLNzU3p2FqVlJTEwYMHCQsLIywsjH/++YeHDx9SoUIFmjZtyk8//YSvry92dnZKRxVC5ywtLUlKSnrudjMzM+zt7bl48aLOspiYmDzXUQvw+PFjTE1NdZZDW0qVKsWMGTPo2rUr3bt3p3HjxkpH0pr09HR++eUXAgMDuX37dvbUB7VarXQ08QLm5ub06NGDbt26sW3bNn744Qfatm2Ll5cXkyZNkm4AIbTA2tqaChUqEBkZyXvvvae1dby9vUlMTCQmJoZq1appbR0h9FlGRgbh4eHMmDFD6SgF4u7du9kTcEROKSkpSkcoUJ6ennh7ezN9+nTeeecdpeOIfFi/fj1xcXH0799f6SgF6sSJE3LceYE7d+7k+l5XCrVCCCGEwNLSEl9fX3x9fQG4f/8+4eHhhIaGEhYWxqBBg0hNTaVkyZK4urqiVqupU6cONWrU4K233sLW1lbhZ/Bqnjx5Qnx8PJGRkRw7doyoqCgiIyM5e/YsmZmZODs74+3tTffu3fH29katVqNSqZSOLYSiXjT6GMDV1ZULFy7oLIupqelzHbXwtOhXrFgxneXQpi5durBq1Sr69OnDqVOnCl3Hfnp6OosXL+abb77h9u3bDBgwgC+//JJy5copHU3kk5GREW3atKFNmzaEhYXx1Vdf4ePjg4+PD5MmTaJRo0ZKRxSiUKlRowbR0dFaXaN27dpYWloSGhoqhVpRZJ08eZL79+/j5eWldJQ35uXlRVBQkNIx9JqlpaXSEQrU2LFj+eCDDzh27JjssaznNBoN06ZNo1OnTri6uiodp8C0bdtWmhvykNtYfSnUCiGEEOI5JUqUyD7ZCk+71I4dO8aJEyc4deoUp0+fZtOmTdy7dw+VSoWjoyNubm44OTnh6OiY479KFXHT0tK4fPkyly9fJjY2ltjYWC5fvsylS5eIiori0aNHmJiYUK1aNTw8POjWrRuenp40bNiQMmXKKJJZCH32otHHAC4uLpw7d05nWf47+vjZjtrC5IcffsDDw4Nvv/2Wr776Suk4BeLJkycsX76cyZMnc/36dfr168eYMWPkzbyB8/b2Zvfu3ezbt48JEybg5eVF69atmTRpkpwkFKKAqNVqjh07ptU1zMzMaNy4MTt37qRXr15aXUsIfbVjxw4qVKiQPXLckHl6euLp6al0DKFDrVu3pm7dugQFBbF+/Xql44iX2LRpE6dPn2blypVKRylQzZo1o1mzZkrHMDhSqBVCCCFEnkxNTWnYsCENGzbMvk2j0RAbG0tERARnzpzh/PnzREZGsnXrVq5evUpGRgYAxYsXp2LFitjY2GBjY4OtrW32/5ctW5ZSpUoBULJkSYyNjTExMaFEiRI51n/06BGpqakA3Lt3j4yMDNLS0khKSiIpKYnExERu3bqV4+/Xr1/P/nwbGxscHR1xdHTEx8eHIUOG4OHhgVqtLnRdakJoi6Wl5UsLtVu3btVZlpd11BYmzs7OTJ48mTFjxtC+fXs8PDyUjvRG9uzZw9ChQ4mOjqZz584EBgbi7OysdCxRgJo1a8bff/9NaGgo48aNo169enTo0IEZM2ZQpUoVpeMJYdDc3d359ddftb6Or68vU6ZMISMjA2NjY62vJ4S+CQ4OxtfXVyYqCYM1evRoOnbsSGRkZKG44KCw+uabb/joo48M/j2eKBhSqBVCCCHEa1GpVDg5OeHk5ES7du1yfCw9PZ0rV65kd7Nev349u4h68+ZNoqOjSUpK4tatWyQnJ7/W+paWltkF36yib40aNbL//mxnb8mSJQviKQtRpJmbm7909PHVq1d58OABVlZWWs9SVDpqAYYMGcKff/7JZ599Rnh4uEHuwXvhwgXGjh3L+vXr8fHxYc2aNbIHbSHXuHFj9u/fz5YtWwgICMDd3Z2RI0cyevRoLCwslI4nhEFSq9XcvXuXq1ev5joyr6C8//77DB8+nCNHjsgIc1Hk3Lt3j8OHDzNw4EClowjx2tq3b0/16tUJCgrSyQU+4tUFBwdz9OhR5s+fr3QUoSekUCuEEEKIAmdmZkbVqlWpWrVqvj/n/v37PHnyhCdPnnD//v0cHzM3N8/ed7JUqVIYGRkVaF4hRN7y6qjVaDRcunRJJ1cEm5iY5CjKFtaOWni6D+jixYupXbs2M2fOZPTo0UpHyrfk5GSmTJnCDz/8gKurKzt27KBVq1ZKxxI61KZNG3x8fJg5cyZBQUGsWLGC6dOn06FDB6WjCWFwsrqioqKitFqodXd3x9nZmZCQECnUiiJnx44dZGZmZm8BJIQhMjIyYuLEiXTs2JH//e9/hWK/5cIkPT2d4cOH89FHH8kWISKbnOUUQgghhF4oUaIE1tbWlC1bFmdn5xx/KlWqhLW1NdbW1lKkFUIhL9ujtmrVqhgZGRETE6OTLP8dfVyYO2oB3Nzc+PrrrwkMDCQyMlLpOPmyZcsWatasydKlS5k+fTonT56UIm0RZWlpyfjx4zl//jytWrWiU6dONG/eXGfHCyEKC1tbW8qWLUtUVJTW13rvvffYsmWL1tcRQt9s27aNBg0aYGNjo3QUId5Ihw4d8PX1xd/fP8f7JqG8WbNmERsby6xZs5SOIvSInOkUQgghhBBC5MnCwuKFo48tLCywt7fnwoULOslSlDpqswwfPpxatWrRp08fvT7Zcu3aNfz8/GjXrh0+Pj7ExMQQEBCAiYkMcyrqKlasyMKFCzlw4AA3btygdu3afP/999l72gsh8qZWq4mOjtb6On5+fpw4cUIuqBBFSnp6Ops3b5apD6LQ+OGHH4iJieHHH39UOor4P1euXGHq1KmMHz8eJycnpeMIPSKFWiGEEEIIIUSeXjb6GJ6OP9ZVobaoddTC0+L0L7/8wqlTp5gyZYrScZ6j0WhYsWIFHh4enDhxgu3bt7Ns2TLKlCmjdDShZ7y9vTl16hQTJkxg9OjR1KtXj+PHjysdSwiDoFarddJR26xZM8qXL8+6deu0vpYQ+mL79u3cuXMHPz8/paMIUSBcXFwYMWIEEyZMICEhQek4Avjiiy+ws7Nj+PDhSkcRekYKtUIIIYQQQog8WVhYZO8jnRsXFxeddd6YmJjkyFEUOmrh6Qn6b7/9lqlTp3Lo0CGl42SLj4/Hx8eHXr160bNnT86cOSNjjsVLmZqaMmrUKI4dO4a5uTkNGzZk0qRJet0tLoQ+cHd318kIfGNjY/z8/Fi7dq3W1xJCX6xbtw5vb2+qVKmidBQhCszYsWOxtbVlyJAhSkcp8jZv3szGjRv56aefMDc3VzqO0DNSqBVCCCGEEELkycLCAuCFXbW67Kj97+jjotBRm2XQoEH4+vrSrVs37t27p3Qc1q5di6enJ9evX+fw4cPMmDGDYsWKKR1LGIgaNWoQFhbGd999x7Rp02jatCmXL19WOpYQekutVpOUlMTNmze1vlbHjh05ffq0TkYtC6G0hw8fsnnzZjp27Kh0FCEKlKWlJT///DMbNmzg559/VjpOkXXlyhV69erF559/jo+Pj9JxhB6SQq0QQgghhBAiT5aWlgAv3KfW1dWVhIQEHjx4oPUs/x19XFQ6agFUKhVLlizhwYMHBAQEKJbj/v379O/fn86dO9OmTRuOHDlC3bp1FcsjDJeRkREBAQEcP36ctLQ0PD095USiEC+gVqsBdDL+uEmTJlSuXJkVK1ZofS0hlLZx40ZSU1P55JNPlI4iRIHz8fFhzJgxBAQEcOLECaXjFDlPnjzh008/xcbGhjlz5igdR+gpKdQKIYQQQggh8pSfjlqNRsOlS5e0nqUod9QClCtXjmXLlrF8+XJFxlIePHgQT09PNm7cyNatW1mxYgVWVlY6zyEKF3d3dw4dOkTv3r3x9/enS5cu3L17V+lYQugVOzs7ypQpo5NCrZGRET179mTZsmVF5uerKLoWL17MBx98QIUKFZSOIoRWTJo0CW9vbzp27KgXU3mKknHjxvHPP/+wbt06SpQooXQcoaekUCuEEEIIIYTIU16F2qpVq2JkZKST8cdFdY/aZ73//vv0798ff39/4uPjdbbuzz//TLNmzXBxceHEiRN88MEHOltbFH4WFhbMnj2bHTt28Pfff+Pp6cnRo0eVjiWEXnF3d9fZOOK+ffuSmJjI1q1bdbKeEEq4fPkye/fupU+fPkpHEUJrjIyMWLVqFSkpKfTr10/pOEVGcHAw3333HT/99BOenp5KxxF6TAq1QgghhBBCiDxlFWpfNPrY0tKSSpUqERMTo/Us/x19bGJigpGRUZHr+Jk5cyYVKlSge/fuZGZm5vhYSkoKixcvLrC10tLS6NmzJwMGDGDs2LGEhIRQsWLFAnt8IZ7l4+PDyZMnqVatGk2bNmXp0qVKRxJCb6jVap101AJUrlwZHx8fFi1apJP1hFDC4sWLKV++PL6+vkpHEUKrypcvzy+//ML69euZNm2a0nEKvdOnT/Ppp5/SvXt3Pv/8c6XjCD0nhVohhBBCCCFEnrL2qH1RRy08HX+sq47a/xZlTU1Ni1RHLUCxYsVYtWoVhw8fZtasWdm3R0dHU7t2bQYPHkxKSsobr3PhwgUaNGjA1q1bCQ4OJjAwECMjeSsptMvW1paQkBACAgLo06cP/fv3L3Lf40Lkxt3dXWeFWoB+/fqxY8cOYmNjdbamELqSnp7OsmXL6NWrFyYmJkrHEULr3nvvPX788UfGjRvHkiVLlI5TaP3777988MEHeHp6snDhQqXjCAMg766FEEIIIYQQecpr9DGAq6urTgq1pqamuRZqi1pHLcDbb7/NxIkTGT9+PCdPnuS3336jTp06xMXF8ejRI7Zt2/ZGj79161bq1auHubk5x48fp1WrVgWUXIi8GRsbExQUxJo1a1i9ejUtWrTg2rVrSscSQlFqtZrr16+TlJSkk/Xatm2Lvb09c+bM0cl6QujS6tWrSUxMlFGwokjx9/dn3Lhx9O/fnw0bNigdp9BJTEykVatWlC5dmj///DP7fbQQLyOFWiGEEEIIIUSe8lOodXFx0cno4//uUQtgZmZWZLvtvvzySxo2bEjr1q3p0qULDx8+5PHjxxgZGbF27drXftw5c+bw0Ucf8fHHH/P3339TpUqVAkwtRP516tSJw4cPc/PmTRo2bMiZM2eUjiSEYtRqNYDO9qk1MTHhiy++YNGiRTorDguhK99//z2dO3eW33FEkTN58mT+97//0a1bN/7++2+l4xQaqamptGvXjkePHrF9+3asra2VjiQMhBRqhRBCCCGEEHnKGn38oj1q4WmhNiEh4aX3KQj/3aM267ai2FELcO3aNZKTk7l58yYAGo0GgIyMDP766y8ePHjwSo+XkZFBQEAAQ4cOZfz48SxZskSuBBeKq1GjBuHh4Tg7O9OoUSP++usvpSMJoQh7e3tKlSpFZGSkztbs27cvpqamBbr3uRBKCwkJ4dSpUwwdOlTpKEIo4vvvv+e9996jbdu2hIaGKh3H4CUnJ/PBBx8QExNDSEgIdnZ2SkcSBkQKtUIIIYQQQog8mZubY2RklOfoY41Gw8WLF7WaJbc9aotqR+2+ffvw9PQkMjKSjIyM5z6enp7+SgWtBw8e4Ofnx8KFC1m1ahWBgYEFmFaIN2Ntbc327dv56KOPaNeuHQsWLFA6khA6p1KpcHd313pH7fXr1zl69CgbNmxg6dKlVK1alYkTJzJkyJDnLpYSwhDNmjULHx8fateurXQUIRRhbGzMmjVraN68Oe+++y6bN29WOpLBun79Os2aNePcuXPs2rWLatWqKR1JGBjZJV0IIYQQQgiRL+bm5i8t1FatWhUjIyNiYmKoWbOm1nJIR+3TrtmpU6fy9ddfA5CZmZnr/YyNjfntt9/45JNP8nzM69ev06ZNG2JjY9mzZw9eXl4FmlmIgmBmZsaKFStwcHBgwIABJCQkMGnSJFQqldLRhNAZtVpNVFTUa39+amoqsbGxXLlyJftPXFwccXFxXL58matXr+b4mWpkZERmZiZGRkY4ODhgYiKnE4VhO3ToEDt37mTHjh1KRxFCURYWFqxfv56BAwfy8ccfM3/+fPr27at0LINy6dIlfH19ycjI4MCBA7i4uCgdSRgg+c1KCCGEEEIIkS8WFhYvHWtsaWlJxYoVuXDhglZzSEft087XixcvotFoMDJ68aCkJ0+eZI8/trKyeuH94uPj8fHxQaVScejQITnBIPSaSqViypQpODs74+/vz61bt/jpp59e+r0gRGHi7u7O9u3bX+tzZ86cyYgRI7L/bmxsnL33e26TGbLuU6dOHWrXrs2MGTPw9/fP3hJBCEM0YcIEvL29adWqldJRhFCcsbExCxYsoGzZsvTv35/ExETGjBmjdCyDcOzYMVq3bo2DgwPbtm2jbNmySkcSBkrexQghhBBCCCHyxdLS8qUdtfB0n1pdFGqLekdt8eLFWbZsGfv27aNy5cov7W569OgRwcHBL/z45cuXad68Oaampuzbt0+KtMJg9OrViz///JPly5fTrVu3InUMEEWbWq0mISGBu3fvvvLn9unTJ8eFOxkZGTx69OiFRVpTU1M8PT3ZtWsXgYGB3L17l0WLFr12diGUFhoayu7du5k8ebLSUYTQK5MnT2bu3LmMHz8ePz+/1/oZU5SsWLGCd955h5o1a7Jr1y4p0oo3IoVaIYQQQgghRL5YWFjkWah1dXUlJiZGqzle1FFbFIs0TZs2JTIykuHDh2NkZJRrwdbY2Ji1a9fm+vnR0dE0adIEa2tr9u/fj52dnbYjC1GgPvjgA4KDg9myZQt+fn55HqOEKAzUajXAa+1TW6pUKYYOHZqv8cUmJiZUr16dHTt2ULJkSezs7PD392fatGmkpqa+8tpC6IPx48fTsmVLmjdvrnQUIfTOwIED2blzJwcPHqRBgwacPHlS6Uh6Jy0tjb59+9KzZ0969+5NSEgIJUuWVDqWMHBSqBVCCCGEEELkS34KtW5ubpw9e1arOV60R21RGn38rGLFihEUFERoaCiOjo4YGxvn+PiTJ0/YsmULDx48yHH7iRMneOedd3BycmLPnj3Y2trqMrYQBaZZs2YEBwezf/9+2rdv/9IR7UIUBg4ODhQvXvy196kdMmQIpqamL72Pqakp7u7u7Nu3D2tr6+zbR48eTUpKCrNnz36ttYVQ0rZt29i/fz+TJk1SOooQeqtFixacOnUKBwcHGjVqxJw5c5SOpDfOnj1L/fr12bhxI1u3bmXOnDl5/jwVIj+kUCuEEEIIIYTIl/yMPnZ3d+fatWvcuXNHazmkozZ3jRo1IioqiqlTp2JiYpKjW+rx48eEhIRk//348eO0aNGCt956i+3bt8tV4MLgNW7cmF27dnHkyBHatGkjnbWiUFOpVFSvXv21OmrhaRG2RYsWLzy5bGpqipubG/v27aNMmTI5Pla2bFnGjBnDN998Q3x8/GutL4QSHj9+zPDhw+nYsSNeXl5KxxFCr5UrV47g4GBGjhzJsGHD8PPzIyEhQelYinny5AmzZ8+mTp06WFtbc+LECVq3bq10LFGISKFWCCGEEEIIkS8WFhZ5dqq9yTjG/JKO2hczNTVl1KhRHDt2jBo1amR31xoZGWWPP46MjOS9996jXr16bN68mWLFiikZWYgCU69ePXbv3s3x48f55JNPivzFG6JwU6vVr9xRe+fOHSZOnIijoyMHDhxApVI9dx9TU1OqVavG/v37nyvSZhk+fDgVK1Zk/Pjxr5VdCCXMnTuXuLg4vv32W6WjCGEQjI2NmTRpEjt37uTUqVO4u7sza9as596HFXahoaHUqVOHsWPHMmrUKPbs2YO9vb3SsUQhI4VaIYQQQgghRL7kZ/Txm45jzA/pqM1brVq1+Oeff5g0aRJmZmZkZGSwdetWTp8+zbvvvourqysbNmzAwsJC6ahCFKi33norewxy586di9zJRFF0uLu75/tnbWJiIoGBgTg7OzNr1iz69etHbGws/v7+Obpq81OkBTA3N2fatGmsXLmSsLCwN34uQmjbrVu3mDx5MiNGjMDR0VHpOEIYlBYtWhAVFcW4ceMYN24cNWvWZPfu3UrH0rrbt28TEBDAO++8g62tLSdOnOCrr77K1x7vQrwqKdQKIYQQQggh8iU/o4/fdBxjfkhHbf6YmJgwduxYTp06Rb169UhLS8PHx4dy5cqxbds2ihcvrnREIbSiQYMGBAcHs337dnr37k1mZqbSkYQocGq1mvj4eO7fv//C+9y8eZPAwECqVq3Kjz/+SEBAAHFxcQQFBVGmTBlGjhyZfd+sIu2BAwewsbHJc/0OHTrQtGlThoHv/M4AACAASURBVA4dSkZGRoE8JyG0ZcyYMVhZWTFq1CilowhhkMzMzBg1ahSnT5/GycmJVq1a0blzZ86cOaN0tAKXnJzMlClTcHFx4c8//2TdunXs3r2b6tWrKx1NFGJSqBVCCCGEEELkS35GH8PrjWN8FdJR+2qqV6/Opk2bKFeuHE+ePGH37t1YW1srHUsIrfL29mb9+vX89ttvBAQEKB1HiAKnVqvRaDScPXv2uY/Fx8cTEBCAo6Mj8+fPZ+zYscTFxREYGEjp0qWz72dvb8/nn38OgKura56dtP+1YMECIiIimDdv3ps/ISG0ZP/+/SxdupTvv/9eLlIT4g25uLgQHBzMH3/8QXR0NLVq1aJ9+/b8888/Skd7Y4mJiUyYMAEHBwdmzpzJoEGDiI6Oxs/PT+loogiQQq0QQgghhBAiX/Iz+hhebRzj65CO2leTmppK27ZtKVWqFH///fcrnYQXwpC9//77rF69mvnz5zN9+nSl4whRoJydnbG0tMzx8zY2NpaAgADc3NzYuHEj06ZNIzY2llGjRr1wP/IxY8ZQp04d9u/fn69O2mdVr16dUaNGMXbsWC5duvRGz0cIbXj06BH+/v60bt2aDh06KB1HiEKjffv2nDx5ko0bN3L16lXq1auHr68ve/bsMbhJJnFxcYwcORInJycWLFjAyJEjiY2NZdKkSVhZWSkdTxQRUqgVQgghhBBC5Et+Rh/D00LtlStXXjqO8U2YmJjw5MkTNBpN9m3SUZu7zMxMunXrxqVLl9i6dStqtVrpSELolJ+fHzNmzGD06NGsWrVK6ThCFBgjIyPc3NyIjo7m4sWL9O/fH1dXV7Zs2UJQUBDnz58nICAAS0vLlz6Oo6MjBw8exNbW9rVyjBs3DicnJwYOHPhany+ENgUGBnL16lUWLFigdBQhCh2VSkXbtm0JDw9n+/btPHz4kJYtW+Ls7Mz48eM5d+6c0hFfKDk5maVLl9KsWTOcnZ1ZvXo1EydOJDY2lnHjxlGqVCmlI4oiRgq1QgghhBBCiHx5ldHHGo1Ga/vUmpqaAuTYE086anM3dOhQgoOD2bRpE9WqVVM6jhCKGDJkCIMHD6ZPnz6EhYUpHUeIAlOxYkVWrVqFm5sboaGhLFmyJLtAa25unu/HMTMze+0MZmZmLFy4kB07drB8+fLXfhwhCto///zDzJkzmTZtGvb29krHEaJQe/fdd9m3bx+RkZF07tyZ5cuXU716dRo2bMi8efP0YurCvXv32LRpE126dMHOzo6BAwdSvnx5Nm3aRGxsLMOGDZMOWqEYKdQKIYQQQggh8iW/o4+zxjFqq1BrYmICkKOD1szMTAq1//H9998zd+5cFi9ejLe3t9JxhFDU7Nmz8fX1pV27dpw/f17pOEK8kVOnTtGxY0eCg4O5efMmS5cuJSIigh49emT/jNQlb29vhg4dyuDBg/XiZLwQDx48oGvXrjRt2hR/f3+l4whRZKjVaoKCgoiLi2PXrl24ubkxZswYqlatiqOjI7169WLlypVcvXpV61lSU1PZtWsXY8eOpWHDhtjY2NC+fXsSEhKYM2cO165dY+3atXz44YfZFwILoRTd//YmhBBCCCGEMEj5HX1sbGxMtWrVtN5R++w+tTL6OKdt27YxYsQIpk2bRteuXZWOI4TijIyMWLlyJc2aNaNNmzaEh4dTunRppWMJ8UrCwsIICgpi27ZteHp6MmzYMGbPnk2HDh0wNjZWNNvUqVPZvXv3/2PvzuOiLPf3gV8DMwwDiCIo7qCCOIOAIioKiuJuWZZLViqaueSeS9YxzaOW6XE9ueRxJ+1ompllkqISghoquAKuoMcdyY19m98f/OArAToDM3PPMNf79fKPZp55nouHGoxrPveNwYMHIzo6mr/0JqGmTJmClJQUHDp0CBYWnFMiMjQLCwt07doVXbt2xfr16/Hnn3/iyJEjOHLkCLZv346cnBw0bdoULVu2RIsWLaBSqdC4cWO4urqiVq1aWl0rMzMTSUlJSEpKwtWrV3Hx4kWcP38e58+fR3Z2Njw8PNClSxdMmzYNnTt31vr8RIbAopaIiIiIiDQil8s1WvoYKPw0dXx8vF5ylDdRm52drZfrmZpr165hyJAhGDJkCGbOnCk6DpHRsLW1xb59+9C6dWsMGzYMe/fu5S/wySRERUVh0aJF+PXXXxEQEICff/4Zffv2RWJiIpYuXYrLly+jVatWQjPK5XJ8//338PPzw5dffom5c+cKzUPma+/evdiwYQN27tyJRo0aiY5DZPasrKzQsWNHdOzYEV988QUyMjIQHR2N48eP48KFC/j+++9x48aN4m1trK2t4ejoWPzH0tISMpkMVlZWSE9PB1C4jHFqaipSUlLw7Nmz4mvVqlUL3t7eCAgIwMSJExEcHIz69esL+bqJtMGiloiIiIiINKLpRC0AKJVKve1VV95ELZc+LvxE+aBBg+Dq6oo1a9aIjkNkdOrWrYs9e/YgKCgIX375JWbPni06ElG5oqKiMGfOHBw9ehQBAQHYt28f+vbtW/y8m5sb5HI54uPjhRe1QOHP/sWLF2Py5MkICgpCly5dREciM5OcnIyRI0fiww8/xKBBg0THIaIy2NjYoHv37ujevXvxY7m5ubh16xaSk5Nx584dpKamIjU1FY8fP0ZeXh5ycnKQk5MDZ2dnAED16tXh4OCAWrVqoXbt2nB1dYWrqyvs7e1FfVlElcKiloiIiIiINKLpHrVA4URtUlISMjIyYGNjo9Mc3KO2fGPHjsXNmzdx+vRpnd93oqrC398fS5cuxeTJk9G6dWv06dNHdCSiYmq1Gr/++isWLFiAmJgYdOvWDSdOnIC/v3+pY6VSKZo1a6a3FSwqYty4cYiMjMTAgQNx+vRpuLq6io5EZiIrKwsDBgxAgwYNsHLlStFxiEgLMpkMTZs2RdOmTUVHIRKCa/wQEREREZFGrK2ttVr6uKCgAJcvX9Z5jvImas196ePly5dj27Zt2L59Oxo3biw6DpFRmzBhAoYNG4YhQ4bg+vXrouMQoaCgAL/88gv8/Pzw5ptvonbt2oiJicGhQ4fKLGmL6HOrgYqQSCTYuHEj6tSpg3feecfsfzaT4YwfPx43btzAnj17+GE1IiIyKSxqiYiIiIhII9pM1Lq7uxcvx6hrZU3UyuVys56oPXnyJGbOnIkFCxagV69eouMQmYTVq1ejUaNGeOedd8z6/YPEKigowK5du+Dp6Yl+/fqhXr16OH36NH755Re0adPmla9XKpVGVdQCgJ2dHX788UckJiZi8uTJouOQGVi7di22bNmC7777jhN5RERkcrj0MRERERERaUShUKCgoAA5OTmwsrJ66bFSqRRubm5ISEjQeQ7uUVvS8+fPMWTIEHTt2hWffvqp6DhEJsPGxga7du2Cr68vZs+ejUWLFomOZLSGDh2KyMhI0TGM2uDBg7X6dygnJwc7duzAggULkJycjMGDB2Pv3r3w8PDQ6roqlQrXr19HdnY25HK5trH1xsPDA1u2bEH//v3h6emJiRMnio5EVdThw4cxefJkzJ49G6+99proOERERFpjUUtERERERBqxtrYGULgH2KuKWkB/yzGWN1FrrssrTpo0CU+fPsWmTZsgkUhExyEyKe7u7li+fDnGjBmDnj17Ijg4WHQko/TgwQPUqVMHAwYMEB3FKG3YsAGpqakaHZudnY2tW7diwYIFePDgAd555x3s378f7u7uFbq2SqVCfn4+Ll++DG9v7wqdQ1/eeustLFiwAFOmTEHDhg3Rr18/0ZGoiklISMDAgQPRr18/zJkzR3QcIiKiCmFRS0REREREGnmxqLW3t3/l8SqVCjt27NB5Dk7U/p89e/Zg69at2Lt3L+rWrSs6DpFJ+vDDD3Ho0CEMGzYM586dg6Ojo+hIRsnLywszZswQHcMoHTp06JXHpKenY8OGDVi8eDFSU1MREhKC2bNno0GDBpW6drNmzSCTyRAfH290RS0A/OMf/8Dt27fx3nvv4ejRo2jXrp3oSFRFpKSkoG/fvvD09ERoaCgsLLjDHxERmSb+BCMiIiIiIo0oFAoAQGZmpkbHK5XK4uUYdamsiVpzLGrv3LmDUaNGYezYsXjjjTdExyEyad9++y0sLS0xevRo0VGoinn+/DlWrlwJNzc3fP755xgwYABu3LiBdevWVbqkBQo/vKSvrQZ0ZeXKlejYsSPeeustJCcni45DVcDz58/Rp08fWFpaYu/evcUfJiQiIjJFLGqJiIiIiEgjL07UakKlUiEvLw9XrlzRaY6yJmrlcjnUanWJ8rYqU6vVCAkJQe3atbFkyRLRcYhMnoODAzZt2oS9e/ciNDRUdByqAlJTUzF37ly4uLhg9uzZGDRoEK5du4aVK1eiXr16Or2WvrYa0BWZTIZdu3ahTp066Nq1K+7cuSM6EpmwzMxMvPnmm/jf//6H/fv3cxUEIiIyeSxqiYiIiIhII9oWtR4eHpBKpTqf8ilvohaA2exTu3nzZkRERGDr1q2wsbERHYeoSujatSvGjx+PqVOn4uHDh6LjkIlKSUnB3Llz0bRpU6xatQqTJk3CzZs3sXLlSjg7O+vlmsZe1AKAvb09Dh48CGtrawQHB+P+/fuiI5EJys3NxaBBgxAXF4cDBw7Azc1NdCQiIqJKY1FLREREREQa0XbpYysrKzRt2lTnvzwub49aAGax/PH9+/cxffp0TJo0CW3bthUdh6hKWbhwIezt7TFlyhTRUcjEZGZm4tNPP4WrqyvWrFmDKVOm4Pr165g7dy4cHBz0em2lUomrV68a/c9AJycnHDlyBBKJBD179sRff/0lOhKZkPz8fAwbNgyRkZE4ePAgWrVqJToSERGRTrCoJSIiIiIijWg7UQsUTvkYYqJWLpcDMI+iduLEibC3t8e8efNERyGqcmxtbbF69Wr897//xb59+0THIROhVqvx008/Yfv27fj6669x8+ZNzJ07F9WrVzfI9VUqFXJzc3Ht2jWDXK8ynJ2dERYWhsePH6NHjx549OiR6EhkAnJzc/Hee+9h3759+OWXX9CmTRvRkYiIiHSGRS0REREREWmkokWtISdqq/rSx/v378fu3buxbt062NnZiY5DVCX17t0b7777Lj766CM8ffpUdBwyAUUTotevX8fEiROLV6AwFA8PD1haWhr98sdFXF1dERkZiSdPnqBTp07cs5ZeKjs7G4MGDcL+/fuxb98+dOrUSXQkIiIinWJRS0REREREGtF26WOgsKi9cuWKTiddX7ZHbVWeqH3+/DnGjBmDoUOHomfPnqLjEFVpK1asQHZ2NmbPni06CpkIR0fH4p9FhmZtbY0mTZqYTFELFJa1x44dg4WFBTp27IgbN26IjkRGKD09HX379kVERAQOHTqErl27io5ERESkcyxqiYiIiIhIIzKZDJaWllpN1Hp7eyMnJ0enyx9LpVJIJJISE7VFSx9X5YnaL7/8EhkZGVi2bJnoKERVXu3atbF48WKsXbsWFy9eFB2H6JX0sdWAvtWtWxeHDx9GtWrV0KVLF1y6dEl0JDIiKSkp6NatG86dO4eIiAi0b99edCQiIiK9YFFLREREREQas7a21qqobd68OeRyOc6fP6+zDBKJBJaWlmY1UXvjxg2sWLEC//znP+Hk5CQ6DpFZGD58OFq1aoXJkyeLjkL0SvrYasAQnJ2dcfToUbi4uCAwMBCHDx8WHYmMwOXLl9G+fXs8fPgQkZGR8PHxER2JiIhIb1jUEhERERGRxhQKhVZLH0ulUiiVSly4cEGnOaRSaZl71FbVonb69Olo0qQJxo4dKzoKkdmwsLDAypUrcfToUezbt090HKKXUiqVuHz5comfjaaiZs2aOHToEF577TX06tUL69atEx2JBDpx4gQ6duwIR0dHHD9+HB4eHqIjERER6RWLWiIiIiIi0pi2E7UA4OPjg3Pnzuk0h0wmKzFRW5WXPj569Ch++uknLFu2DDKZTHQcIrPSvn17DBo0CFOnTq2S7y9UdahUKmRnZ5vsXq9yuRzfffcdZsyYgY8++gj/+Mc/UFBQIDoWGdjWrVvRpUsXdOzYEREREXB2dhYdiYiISO9Y1BIRERERkca0nagFAC8vL50ufQyYz0Rtfn4+Pv744+IpIyIyvCVLluDevXv497//LToKUbmUSiUsLCxMcvnjIhKJBF999RU2bNiAZcuWoU+fPvjrr79ExyIDyMnJwfjx4zFixAhMmjQJu3btgkKhEB2LiIjIIFjUEhERERGRxipS1Hp7e+P+/ft4+PChznL8faK2qha127Ztw6VLl7BkyRLRUYjMVoMGDTBt2jR89dVXePLkieg4RGWysbGBq6urSRe1RT744AMcP34cly9fRsuWLXHq1CnRkUiP7t69iy5duiA0NBQ7duzA4sWLYWHBX1kTEZH54E89IiIiIiLSWEWK2pYtWwKATqdq/z5RWxWXPs7NzcX8+fMREhKC5s2bi45DZNamT58OCwsLLFu2THQUk5Obm4tmzZph2LBhJR6/efMmVq1ahZ49e0Iul0MikSAsLEyn146KikL37t1RvXp1VKtWDUFBQTh48GCZx0kkEvz+++86vb6hqVSqKlHUAoCvry9iYmLg7u6OoKAgbNiwofi5/Px8gclIlw4dOgRfX1+kpqbizz//xKBBg0RHIiIiMjgWtUREREREpLGKFLW1atWCs7OzTovav0/USqVSWFhYVKmJ2s2bN+PWrVuYNWuW6ChEZs/e3h7Tp0/H8uXLdbo6gDlYu3YtkpKSMGfOnBKPt2vXDhMnTsTBgwf18t79+++/o3PnzggPD8ezZ8+QlpaGyMhI9OrVC7t27SpxbGBgILp3744ZM2aY9L6oVamoBQr//vD7779j8uTJGDNmDPr3748ff/wRoaGhoqNRJWVnZ2P69Ono2bMnOnfujJiYGKhUKtGxiIiIhGBRS0REREREGqtIUQsAPj4+ep2oBQqXP64qRW1OTg4WLlyIUaNGoXHjxqLjEBGASZMmwcbGBkuXLhUdxWTk5OTgyy+/RL9+/eDm5lbiOVdXV4wfPx5hYWEYNWqUzq87ZswY5OfnY+rUqUhJScHjx48xf/58qNVqjBs3DmlpaSVeM336dFy4cKFUiWtKlEolEhISqtTEqVQqxcKFC3H06FEcPnwYAwYMwLNnz0THokpITExE+/bt8Z///AfffvstduzYAXt7e9GxiIiIhGFRS0REREREGrO2tq5QUevt7a3XiVqgsKitKksfr1u3Dvfv38dnn30mOgoR/X+2trb45JNPsHr1ajx48EB0HJOwZ88ePHz4sNSyxwBw8uTJ4qWPi/YZ15Xw8HDcvHkTnTp1wtKlS+Hk5IQaNWrg888/x9tvv41Hjx7h559/LvGarl27om7duvj22291msWQVCoVsrKykJycLDqKTl2/fh1TpkzB06dPIZPJMHXqVEycOBHPnz8XHY20kJeXhyVLlsDX1xdyuRxnz57F6NGjRcciIiISjkUtERERERFprKITtV5eXoiPjy9VrlZUWRO1crm8SkzUZmVlYeHChRgzZgwaNGggOg4RvWDcuHGwt7fHokWLREcxCaGhoVAoFOjVq5dBrxsZGQkAeP/990s9N2TIEADAH3/8UeJxS0tLvPnmm4iIiMCtW7f0H1IPVCoVJBJJlVr+eOfOnfD29sbFixdhYWGBvn37IjQ0FDt27ICnpyf2798vOiJpIDY2Fu3atcPs2bMxa9YsHDt2DE2aNBEdi4iIyCiwqCUiIiIiIo1VtKj19vZGdnY2rly5opMcVXnp423btuGvv/7CzJkzRUchor9RKBSYPn061q9fj8ePH4uOY9Ty8vJw7Ngx+Pr6QiaTGfTa165dAwC0aNGi1HPe3t4ljnmRv78/AODIkSN6TKc/dnZ2aNiwYZUoarOysjBp0iQMHjwYmZmZyM3NhUQiQc+ePfH+++8jPj4enTp1wuuvv453330X9+/fFx2ZypCeno5PPvkE7dq1g52dHc6ePYtZs2ZBKpWKjkZERGQ0WNQSEREREZHGKlrUqlQqWFlZ4ezZszrJUVWXPlar1Vi+fDnef/991K1bV3QcIirDqFGjIJVKTXqJXEOIj49HWloafHx8DH7toj1Ma9asWeq5oseePn1a6rmWLVsCAE6cOKHHdPqlUqmQkJAgOkalJCYmwtfXF2vXrgVQ+LMRAPLz89GtWzcAQK1atbBt2zb89ttvOHHiBJo1a4ZFixaZ/N8Dqgq1Wo3vvvsOHh4eWL9+PVatWoWIiAh4eHiIjkZERGR0WNQSEREREZHGFAoFsrKytH6dlZUVPD09ERcXp5McVXXp4/379yMhIQFTp04VHYWIylGtWjWMHj0aK1eurND7obm4d+8eAMDJycng1y4q9rR9rlatWgD+L7spUqlUJj1RGxoailatWuHq1aulfs7Xq1ev1HK5vXv3RkJCAmbNmoUvv/wS7u7uCA0NNWRk+pvTp0+jY8eOGD58OIKDg5GYmIgxY8ZAIpGIjkZERGSUWNQSEREREZHGKjpRCwCtWrXSWVFb3kStqRe1S5cuRe/eveHp6Sk6ChG9xKRJk/D48WPs2LFDdBSj9eTJEwCFxbahVa9eHQDw119/lXquaMnqomNeZG9vD+D/spsipVKJhISElxbSxuj58+d47733EBISgqysrFIlrUwmQ9++fct8rUKhwMyZMxEfH19cEAYFBRXvVUyGkZCQgHfeeQdt27aFTCZDbGwsQkND4ezsLDoaERGRUWNRS0REREREGqtsURsbG6uTXx5XxYnaM2fOICIiAtOmTRMdhYheoX79+hg8eDCWLl1qcoWYodSoUQPA/y1DbEhubm4AgIsXL5Z67vz58yWOeVHRcsgODg56TKdfKpUKaWlpuHXrlugoGouNjYWXlxd2795d7jF5eXnFyx6Xp0GDBti+fTuOHz8OqVSKoKAg9OjRAydPntR1ZHrB1atXMXToULRo0QLx8fHYs2cPjh49KmTZcyIiIlPEopaIiIiIiDRWmaLW19cXT548QXJycqVzVMWJ2pUrV6Jly5YIDg4WHYWINDBt2jRcvHgRhw8fFh3FKBXts/3o0SODX7tTp04AgO3bt5d6btu2bSWOeVFRVlPeI7xoRQZTWf545cqV8Pf3x+3bt0v9XP87TX8++vv74/Dhwzhy5AgyMjLQvn179OnTB0ePHtVFZPr/Lly4gJCQEKhUKpw+fRrbt2/HuXPn0K9fP9HRiIiITAqLWiIiIiIi0lhlilofHx9YWlrqZPnjsiZqrayskJ2dXelzi/DkyRP8+OOPGDdunOgoRKQhb29vBAQEYP369aKjGCWVSgU7OzucPXvW4Nfu1q0bGjVqhMjISEybNg2PHj3C06dPsWDBAuzZswdOTk5llklFWf39/Q0dWWeqV6+OevXqmUxR26xZMzg4OMDC4uW/ovTy8kLNmjW1OneXLl0QFRWFsLAwpKenIzg4GH5+fvjvf/9b6u8QpLnw8HD07t0bPj4+OH36NDZu3IiLFy9i8ODBr/w+EhERUWn86UlERERERBqrTFFra2sLd3d3nRS1MpmsSi19HBoaCgsLCwwePFh0FCLSwqhRo7B37148fPhQdBSjI5VKERgYiLi4uDI/RDNkyBBIJBJIJBKsXr0aANC7d+/ix/6+DG5gYCAkEolGxa+VlRXWrVsHS0tLLFu2DLVq1UKNGjUwe/bs4uvZ2dmVel3RErldunSpyJdsNFQqFRISEkTH0Ejv3r1x5coVhISEAECZRZ+VlRVee+21Cl+jZ8+e+OOPPxATE4OmTZti6NChcHNzw1dffYV79+5V+Lzm5NmzZ1i3bh1atWqF7t27Izs7G7/++isuXryIYcOGwdLSUnREIiIik8WiloiIiIiINKZQKJCdnY2CgoIKvd7X1xexsbGVziGVSstc+thUJ2o3bdqEd999F9WqVRMdhYi0MGjQINja2uK7774THcUoDR06FFlZWfjtt98qfa6inztSqVSj43v16oWIiAh07doV1apVg62tLTp27IiwsDAMGjSo1PH5+fn4+eef0alTJ7i4uFQ6r0gqlcpkJmqBwing9evX44cffoBcLodMJivxfE5ODrp3717p67Rp0wY7d+7EtWvX0L9/fyxbtgyNGjVCv3798OuvvyI/P7/S16hqoqOjMWLECNSrVw8ff/wxvL29cebMGRw5cgR9+vSBRCIRHZGIiMjksaglIiIiIiKNWVtbAwCysrIq9PpWrVrpbaLWVPeoPXHiBM6dO4dRo0aJjkJEWlIoFHj33Xexfv16qNVq0XGMzoABA1CrVq0yi+xt27ZBrVaX+2fAgAHFxxYUFCAhIQGenp7Fe7BqIjAwEOHh4Xj27BnS0tIQGRmJHj16lHns4cOHce/ePXz00Ufaf6FGRqlU4tKlSyb37+SNGzeQn5+PgIAAACguAeVyOTp06KCz67i6umLp0qW4c+cOvvvuO6SlpeGNN95Aw4YNMXnyZERHR5vcvdOlixcvYs6cOfDw8EBgYCDOnTuHxYsX4+7du9i6dSt8fX1FRyQiIqpSWNQSEREREZHGFAoFAFR4+eNWrVrh3r17uH//fqVylDVRa6pLH69fvx7e3t5o06aN6ChEVAFjxozB5cuXERUVJTrKK40YMQLjx4/HvHnzsH79evzyyy+IiYnB7du39fL+aWVlhVmzZmHfvn24evVqhc9z8eJFPHnyBJ9++qneJviWLFmCFi1aYODAgXo5vyGpVCo8e/YMd+/eFR1FY/Hx8Zg7dy7mz5+Po0ePYsuWLbC1tQVQWLjL5XKdX1Mul2Pw4MEIDw/H1atXMXbsWISHhyMwMBAuLi6YOnUqjh07VuX3s1Wr1YiLi8O8efPg6ekJLy8vbN68Ga+99hpOnz6N2NhYjBs3DjVq1BAdlYiIqErSbL0YIiIiIiIiVL6okMzAYQAAIABJREFU9fX1hUQiQVxcHHr37l3hHOVN1Jra0scZGRnYtWsXFi5cKDoKEVWQt7c3/Pz8sHnzZnTs2FF0nJd68OABwsLCIJVKUVBQUGqpV3t7ezg5OaFevXpwcXFBnTp1UK9ePdy7dw9SqRTXr19H06ZNtbrmuHHjsHr1asybN6/CS0RHRUXBxcVFb/t4R0dH49ChQwgLC6sSe20WTR3Hx8ejfv36gtO8Wl5eHkJCQtCqVStMmzYNABASEoLg4GAMHz4cvXr10nuGpk2bYs6cOZgzZw4uXryInTt34ocffsDy5ctRvXp1dO/eHb169UKvXr1M4p6+yuPHj4v/nQ8LC8O9e/dQt25d9O/fH+vWrUOHDh3K3C+YiIiIdI9FLRERERERaayyRa2DgwNcXFwQGxtbqaK2vD1qTW2i9tdff0VmZmaZ+yUSkel49913MX/+fKxdu1Yvk3+60rVrV4SHh5d6/yzy7NkzPHv2DDdu3MDx48chlUqL31dTUlLKfd3LyGQyXLlypVK5x40bh3HjxlXqHC8TEBBQpZa6dXR0hLOzM+Lj43Wyt6u+/fOf/0R8fDzOnj1boihv2LAhwsPDkZaWZtA8LVq0QIsWLTB//nzcuHED4eHhCA8Px8cff4wPP/wQdevWRWBgIAICAhAYGIhWrVoZfal59+5dREdHIyoqCmfOnEFMTAwKCgrQsmVLDBs2DK+//jrLWSIiIkFY1BIRERERkcYqW9QCutmntqyJWlNc+viHH35AcHAwateuLToKEVXCoEGDMGPGDBw6dAivv/666Djl6tSpk8Zla0FBAdRqNaysrODi4oKOHTuiefPmek5IuqJSqRAfHy86xivFxsZi0aJFWLFiBdzd3Us9L5FIUK1aNQHJCjVp0gSjR4/G6NGjkZmZiaioqOI/s2bNQnp6OhwcHODj4wMvLy94eXnB29sbnp6esLOzM3je7OxsJCQk4OLFi7hw4QLOnz+P8+fP4+7du5DJZGjdujU6dOiA6dOno3PnzlzOmIiIyAiwqCUiIiIiIo3poqj19fXFxo0bK5WjvIlaU1r6OD09HWFhYVixYoXoKERUSQ0aNED79u3xww8/GHVR6+vrC1tbW6Snp7/yWIlEAj8/P2zZsgUTJkzQ296wpB8qlQrnzp0THeOlsrKyMGzYMHTq1AkfffSR6DivpFAo0L179+Ip5by8PJw9exYnT57E+fPnERMTg82bNxdPANeuXRuNGzeGq6srGjdujIYNG8LZ2RmOjo5wcnKCo6MjHB0dYWVl9cpr5+fnIzU1tfjPo0eP8OjRI/zvf/9DUlISkpKSkJycjLt376KgoABWVlZQqVTw8vLClClT0K5dO7Rp06b473FERERkPFjUEhERERGRxop+wZeVlVXhc7Rp0wazZ8/Gw4cPKzxJWt4etaY0Ufvzzz8jOzsbb775pugoRKQDgwYNwueff47MzEyjKkMyMjIQGxuL6OhohIeHQyaTwcLCAgUFBWUeL5PJIJPJ8NVXX2HixIlcCtVEKZVK7NixQ3SMl/rss89w+/Zt/Pbbbyb5QQCpVAo/Pz/4+fkVP6ZWq3Hjxg0kJCTgxo0bxQXqgQMHcPv2baSmppZ5LplMVjyBK5fLiz94lpmZWe7fuapVq4YGDRqgcePG8Pb2xptvvonGjRvDw8MDHh4ekMlkOv6KiYiISB9Y1BIRERERkcZ0MVHbpk0bSCQSnDlzpsL71FaFPWp37dqFbt26oVatWqKjEJEODBo0CFOnTsXvv/+Ofv36Ccvx/PlzREdH448//kBkZCROnTqF3NxcuLm5ISgoCI6OjtizZ0+ZRa1EIkGXLl2wYcMGNGzYUEB60hWlUonU1NRKfShKn6KiovDvf/8bmzdvRqNGjUTH0RmJRIKmTZuiadOmZT7/98nY1NRU5OTkIC8vD8+fPwdQ+OEKGxsbAICNjQ3kcjksLS2LJ3C1mcQlIiIi48eiloiIiIiINKaLorZmzZpo3LgxTp06VeGitryJWlNZ+jgjIwNhYWFYtWqV6ChEpCN16tRBhw4dsGfPHoMWtWlpaTh58iSioqIQHR2NyMhI5OTkoEmTJggICEBISAh69uwJFxcXAMDJkyexc+fOEueQSqWwtrbG0qVLMXr0aINlJ/1RKpUAgPj4eKMratPT0zF8+HC8/vrrGDZsmOg4BmVpaYnatWsb3feEiIiIxGFRS0REREREGpNKpZBKpZUqaoHCqdpTp05VKsffJ2rlcrnJTNQePXoU2dnZ6NOnj+goRKRDr732GpYuXYqCggK9LRn8/Plz/PnnnwgPD0dUVBRiYmKQm5uLJk2aoFu3bhg6dCg6d+5c7pRi69atoVAokJmZWbwE8htvvIE1a9bA2dlZL5nJ8OrWrQsHBwckJCSgc+fOouOUMGXKFDx9+hTr1q0THYWIiIhIOBa1RERERESklaJf8FeGn58flixZUuHXS6VSk96j9sCBA2jZsiXq1q0rOgoR6VDv3r3x6aefIjY2tsS+lZXxYjEbHh6OuLg4FBQUFBezo0ePRnBwMBo0aKDR+WQyGQICAhAeHg4HBwf85z//wdtvv62TrGRclEolEhISRMco4eDBg9i4cSN27tyJOnXqiI5DREREJByLWiIiIiIi0oouito2bdrgwYMHuH37tsblwotkMlmZe9SaytLHYWFheOedd0THICId8/b2RsOGDXHgwIEKF7UpKSk4efIkoqOjyyxmZ86ciS5dusDJyanCOYODg1GvXj0sX74cNWvWrPB5yLgZW1H75MkTjBw5Eu+//z4GDhwoOg4RERGRUWBRS0REREREWtFFUdu6dWtYWlri1KlTFSpqy5qoNZWlj69evYrr169XeH9eIjJuPXr0QFhYGGbPnq3R8Q8ePEBMTExxMRsbGwsLCwt4eHggMDAQM2fORHBwMBwdHXWWcdq0abCystLZ+cg4KZVKHDhwQHSMYh999BEKCgqwcuVK0VGIiIiIjAaLWiIiIiIi0oq1tXWli1o7Ozt4eHjg1KlTeOutt7R+vSlP1B44cAD29vZo166d6ChEpAe9evXCli1bkJqaWma5ev/+fRw7dgxRUVGIjo4uLmZbtmyJgIAAzJw5E127dtXrpCtLWvOgVCpx9+5dPH78GA4ODkKz/PTTT9i5cyf279/PKW4iIiKiF7CoJSIiIiIirehiohYoXP741KlTFXptWRO11tbWKCgoQF5eHqRS4/1fnUOHDqF79+6QyWSioxCRHnTv3h0SiQRHjhzBwIEDce/ePURFRSE8PBxRUVFISEgoVcx2794dNWrUEB2dqhiVSgUAuHz5Mvz9/YXlSElJwdixYzFmzBiuJkFERET0NxaiAxARERERkWnRVVHr5+eHU6dOQa1Wa/3a8iZqARj1VK1arcbx48fRuXNn0VGISE+qV68OHx8f/Pvf/0aTJk1Qr149DBkyBPHx8Xjrrbfw+++/4+nTpzh9+jRWrlyJgQMHsqQlvWjUqBFsbW0RHx8vNMfYsWNha2uLxYsXC81BREREZIyM92PmRERERERklHQ5Ufv06VNcu3YN7u7uWr22vIlaoLCotbW1rXQ+fbh06RL++usvBAQEiI5CRHoUEBCAffv2YdiwYQgKCkL79u2hUChExyIzU7TXcUJCgrAMmzZtwt69e3HkyBFUq1ZNWA4iIiIiY8WJWiIiIiIi0opCoUBWVlalz+Pj4wMrK6sKLX9c1kStXC4HAJ1k05fo6GjY2dnBy8tLdBQi0qOAgADcvn0bM2bMQHBwMEtaEkalUgkram/fvo3p06fj448/RlBQkJAMRERERMaOE7VERERERKQVXU3UWltbw8vLCzExMXjvvfe0em3RRK1arYZEIik+H2DcSx9HR0fD39/fqPfQJaLKCwwMRF5eHmJiYhAcHCw6jk7s3LkThw4dEh3DKD18+BDvv/++6BhlUiqV2Lhxo8Gvq1ar8eGHH6JOnTqYP3++wa9PREREZCr42wEiIiIiItKKQqHA48ePdXIuf39/nDx5UuvXyWQyAEB+fn5x6WkqE7VDhw4VHYOI9KxevXpwdXVFdHR0lShqR40ahe7du4uOYdS8vb1FRyiTUqlEcnIyMjIyYGNjY7DrfvPNNzh8+DCOHz/OiXIiIiKil2BRS0REREREWlEoFLh7965OzuXv74/169cjKyureCJWE0XlbG5ubqmi1lgnah88eIAbN26gQ4cOoqMQkQEEBAQgOjpadAydGDhwoOgIVEFKpRIFBQW4fPkyWrVqZZBrXr9+HbNmzcKsWbPQpk0bg1yTiIiIyFRxj1oiIiIiItKKrpY+BgqL2pycHMTFxWn1uqKJ2ry8vOLHjH3p46KvsXXr1oKTEJEhtG7dGrGxsaJjkJlzc3ODXC432D61BQUFGD58ONzd3TFr1iyDXJOIiIjIlLGoJSIiIiIireiyqHVzc4OzszNOnDih1etenKgtYuxLH58/fx4NGjSAo6Oj6ChEZABeXl5ISUnBw4cPRUchMyaVSuHm5mawovbrr7/GqVOnsHXr1uIPVRERERFR+VjUEhERERGRVnRZ1AJA27Zt8eeff2r1GlOcqL1w4QK8vLxExyAiA/Hx8QFQ+CENIpGUSiXi4+P1fp1Lly5h/vz5WLBgAX/eEREREWmIRS0REREREWnF2tpap0Vtu3btzGai1tvbW3QMIjKQWrVqwdnZmUUtCadUKvU+UZubm4uQkBD4+vri448/1uu1iIiIiKoSFrVERERERKQVXU/Utm/fHv/73/9w584djV9T1kStXC6HRCIxyona3NxcJCYmcsKIyMx4eXnhwoULomOQmVMqlbh27RpycnL0do25c+ciMTERW7ZsgaWlpd6uQ0RERFTVsKglIiIiIiKt6LqobdeuHaRSKU6ePKnxa8qaqJVIJJDJZEZZ1CYkJCAnJ4cTtURmxtvbm0UtCadSqZCbm4vr16/r5fxnzpzBv/71LyxZsgTu7u56uQYRERFRVcWiloiIiIiItKLrotbW1hYqlUqrorasiVqgcFlmY1z6+MqVK7CwsECzZs1ERyEiA1IqlUhMTBQdg8ych4cHLC0t9bJPbVZWFoYNG4agoCCMGTNG5+cnIiIiquqkogMQEREREZFpUSgUyMvLQ15eXvFka2W1b9++0hO1QOHyx8Y4UZuUlIT69esX76NLROahcePGSE9PR0pKCmrVqiU6Dpkpa2truLq66mWf2pkzZ+LOnTs4cOAAJBKJzs9PREREVNVxopaIiIiIiLSiUCgAQKdTtf7+/jh9+rTG++cVFbV/n6iVy+VGOVGbnJwMV1dX0TGIyMAaN24MoPA9gEgkpVKp86L22LFjWLVqFVatWoVGjRrp9NxERERE5oJFLRERERERaaWoqNVlIerv74+srCycO3dOo+OLlj7++0SttbW1UU7UJicnFxc2RGQ+GjZsCEtLSyQlJYmOQmZOpVLpdOnjtLQ0jBgxAn379sWQIUN0dl4iIiIic8OiloiIiIiItKKPiVoPDw/UrFlT4+WPXzZRa4xFbVJSEidqicyQTCZD/fr1WdSScEX7Jefn5+vkfJMnT8bTp0+xbt06nZyPiIiIyFyxqCUiIiIiIq3oo6iVSCRo3749oqOjNTrelCZq1Wo1bt68yaKWyEw1btyYSx+TcEqlEllZWbh582alz3Xw4EFs3rwZa9euhbOzsw7SEREREZkvFrVERERERKQVfRS1ABAQEIBjx45pdKwp7VH76NEjZGRkwMXFRXQUIhLA1dWVRS0Jp1QqIZFIKr1PbWpqKoYPH44hQ4ZgwIABOkpHREREZL5Y1BIRERERkVb0VdQGBgbi7t27Gi0RWt5ErTEuffzw4UMA4NQRkZlydnZGSkqK6Bhk5uzt7VG/fv1K71M7fvx4WFhYYOXKlTpKRkRERGTeWNQSEREREZFW9FXUtm3bFtbW1hpN1ZY3UWttbW2UE7UA4OTkJDgJEYng6OiI1NRU0TGIoFQqKzVRu2PHDvzwww9Yv349HBwcdJiMiIiIyHyxqCUiIiIiIq1YW1sD0H1RK5fL4efnp9E+taY0UZuamgqJRIKaNWuKjkJEAjg6OhZ/YINIpMoUtffu3cOECRMwduxY9O7dW8fJiIiIiMwXi1oiIiIiItKKviZqgcLlj6Oiol553Msmao2xqLW3ty8ul4nIvDg5OSEtLc3o3pvI/CiVSsTHx0OtVmv92lGjRsHe3h6LFi3SQzIiIiIi88WiloiIiIiItGJhYQErKyu9FLUBAQFISEh45X6OEokElpaWpYpauVxudEsfp6ammvWyx6dPn4ZEIsHcuXNf+piIHKIYQ5awsDBIJBKsWLFCb9dIS0vDpEmT4OrqCqlUColEgrS0NADAnj174OvrCzs7O0gkkhJ/xo4dq7dMIjg6OgIAlz8m4VQqFZ49e4Z79+5p9boNGzbgwIED2LJlC6pVq6andERERETmiUUtERERERFpTaFQ6K2olUgkOH78+CuPlclkJrP0cVFRQ+WLioqCRCLBggULREchHfniiy/wzTff4ObNm8jPzy9+PCEhAe+88w7i4uKQnp4uMKFhFH1Qg0UtiaZSqQAA8fHxGr8mOTkZ06ZNw7Rp09CpUyd9RSMiIiIyWyxqiYiIiIhIa/oqah0cHKBSqTTap1YqlZa59LGxTdQ+e/YM9vb2omMYFT8/P6jVaoNOlIq4prkLCwtD9erVER8fj/z8fKjVatjZ2SE8PBx5eXlYsGABsrKyoFaroVarkZSUJDqyXlSvXh1A4XsBkUhOTk5wcnLSeJ/agoICfPDBB6hfvz7mzZun53RERERE5kkqOgAREREREZkefRW1gOb71JrKRG12djasra1FxyAyuHv37sHDwwNKpbLU4wDQp08fyOVyEdEMysrKCgCQk5MjOAlR4T61mha133zzDY4dO4bjx4/z5xgRERGRnnCiloiIiIiItKZQKPQ2uRoYGIjTp08jIyPjpceVN1FrbEVtTk5OcVFjzPLz8/HNN9+gdevWcHBwQI0aNeDn54dly5aV+F68uLfp4cOH0aFDB9jY2KB27doYNWrUK/cXBkrv0bpgwQJ07NgRADB79uwS+5XqKndZ+8K++LUcPXoUHTp0gK2tLRo2bIivv/66+LhvvvkGHh4esLa2RvPmzbFr164SGXRxTwBArVZj06ZN6NChA6pVqwaFQgEfHx+sXr0aarVao3Noej9edPLkSXTu3Bm2trZwdHRESEgI/vrrrxLHbNiwARKJBLt37y71+qLn9u7dCwCYMmUKJBIJHj9+jJiYmFJ70C5cuBAA4Ovrq9H3WRf3RaSiMtrY3pvIPKlUKo2WPr58+TI+++wzzJ49G23atDFAMiIiIiLzxIlaIiIiIiLSmr4nanNzc3Hq1CkEBQWVe1x5E7XGtvRxdna2SRS1n332Gf71r3+VeOzMmTM4c+YMrKysMGHChBLPHT9+HNOnTy/eezQzMxMbNmxAVFQUTp06BTs7O6PMXZaTJ09ixowZxcV/RkYGPvvsM8jlcty/fx+LFy8uPvby5csYPHgw3N3d0bJlyxLnqcw9UavVGDp0KLZv317i8fPnz2PChAk4d+4c/vOf/7zya9H2fpw6dQqffvppcYmYkZGB0NBQJCcn448//njl9fRNV/dFpKL//lnUkjFQKpX46aefXnpMXl4eQkJC0Lx5c3z22WcGSkZERERknjhRS0REREREWtNnUevi4oKGDRvi2LFjLz2urIlaY1z62FQmavfu3QtbW1v8+OOPePLkCdLT03H27FlMnz69zIJx165dGDp0KK5evYq0tDRERkbCy8sLiYmJWLRokVbX/vzzz4u/3/Pnzy/es1STaUltc5dl586dmDBhApKTk5GWlobdu3dDJpPhn//8J9auXYsNGzbg4cOHSE1NxbRp01BQUIDly5fr9J5s27YN27dvh5eXF3777TekpqYiLS0Nf/zxB3x8fLB+/XqcOHFC5/fj+++/x4gRI3D16lVkZGQgKioKjRo1QmRkJM6dO6fR/fu7FStWQK1Wo3r16mjXrl2J76darcbMmTMBAHFxca/8PuvqvohkZWUFiURidO9NZJ6USiUePnyIR48elXvMokWLcPbsWYSGhkImkxkwHREREZH54UQtERERERFpTZ9FLQB06tQJkZGRLz3GVCZqTaWobdCgAQDgjTfegFRa+L+KPj4+8PHxKfP4tm3bYtOmTcXL1nbs2BF79+5F8+bNsXv3bsyfP98oc5elV69eJYrX/v3744033sCPP/6IpUuXYuTIkcXPLVq0CBs2bChz6dDK3JPNmzfD0tISv//+O+rWrVv8eKdOnfD999/D09MTP//8M9q3b//Sr0Xb+9GjRw+sXbu2+J8DAgLwySefFE+ranMf9UFX90U0Kysr7lFLRkGlUgEAEhMTERgYWOr5c+fOYd68eVi4cCFatGhh6HhEREREZocTtUREREREpDV9F7VBQUGIjo5+abHBPWp1a/ny5SgoKICbmxvGjBmDNWvWIC4urtzje/ToUWpv0SZNmqBZs2a4fv26znI9evSo1B6nTk5OFc5dlrKW2HZxcQFQWAi+yNLSEvXr18eDBw9KvaYy9+TSpUvIz89Hw4YNIZVKYWlpCQsLC1hYWMDT0xMAcOvWLZ3fj86dO5d6rEmTJgCA58+fvzSzIWh6X4ydMU77k3mqX78+7O3ty/ywSU5ODoYNG4Y2bdpg8uTJAtIRERERmR8WtUREREREpDV9F7WdO3dGRkYGTp06Ve4xMpnMJJY+trCwQEFBgegYr+Tj44PExESEhoaicePGOHbsGHr16gVPT09cuHBBdLxy6SK3tbV1qceKCtfyntP197TofPn5+cjPz0dBQUGpZYE1mcjU9n4oFIpSjxV97S9e28LCokTOF+nzvUBX90W0/Px8WFpaio5BBIlEgubNmyMhIaHUc1988QWuX7+OLVu28N9XIiIiIgPh0sdERERERKQ1hUKBZ8+e6e387u7uaNSoESIiIhAQEFDmMVKptNTSx0UTtWq1utRkoyimtOSpVCpFp06diqdIMzIy4OHhgZEjRyImJqbEsQcPHsS8efNK3OcbN27gypUraNq0qdbXLioC/16+Ozk5vXKvWm1y61Nl7knz5s0RGxuLu3fvonr16i89VsT9qF27NgAgKSmp1HNHjhyp0Dk1oc19MWbZ2dkmMVlP5kGpVJYqak+ePIl//etfWL16Ndzc3AQlIyIiIjI/nKglIiIiIiKtWVtb63WKDihccjYiIqLc58ubqFWr1UZVjMrlcqPKU54OHTrg22+/RXx8PDIzM/H06VOEhYUhNTUVN27cKHV8TEwMRo4ciWvXriE9PR1RUVF46623kJubiwEDBmh9/Zo1awIAjh07htTUVL3l1qfK3JORI0ciIyMD3bp1w6+//oqUlBTk5OTg5s2b2L9/P/r374/Dhw+/MoO+7kfRvpYrVqxAREQEMjMzkZycjGnTpmHv3r0VPu+r6Oq+iFRQUIC8vDzI5XLRUYgAFBa1Ly59nJGRgZCQEAQHB2P06NECkxERERGZH07UEhERERGR1vS99DFQuG/o5MmTkZ2dXWbBUdZEbdFx5b1GBCsrK6NbjrkssbGxOHHiRJnPjRo1qtRjAwYMQGhoKDZv3lzi8ebNm2PmzJlaX9/d3R3169fHkSNHSuy5+qrpUW1z61Nl7klISAj++OMPbNmyBX379i3zGE2+Hn3djyZNmuDtt9/Gnj170KVLl+LHpVIphg4diu+++67C534ZXd0XkYo+qGEs70lEKpUKt2/fxvPnz1GtWjXMnDkTDx8+RHh4uNGsRkFERERkLjhRS0REREREWjNEUfuqfWrLmqgt2k/UmIpRU5mo/fPPPzF+/HioVCooFAo4OTkhICAAGzZswPLly0sdHxAQgAMHDqBt27bFx48cORKRkZGws7PT+vqWlpbYvXs3AgMDYWtrq7fc+lSZeyKRSLB582bs3LkT3bp1g4ODA6ysrNCkSRP069cPP/30E7p16/bKDPq8Hxs3bsQHH3wAR0dHWFtbo3379ggPDy9eYlkfdHVfRCp6P2JRS8ZCqVRCrVYjMTERR44cwerVq7Fq1So0bNhQdDQiIiIisyNRv+rjyURERERERH+zYMEChIaG4sqVK3q9jouLC0aNGoXPP/+81HNdu3aFu7s7vv322+LHTpw4gQ4dOuDWrVtG8wvnkSNH4t69e/jtt99ER9GJsLAw9O7dG8uXL8eUKVNExzEKvCf0MikpKahduzYiIiIQFBQkOg4RCgoKYGdnh+XLl2PhwoVo2bKlXpcwJyIiIqLycaKWiIiIiIi0plAokJWVpffrBAUFlbtPralM1Bpi+piIjFfRf/9F709EollYWMDd3R1r1qxBRkYG1q1bJzoSERERkdliUUtERERERFozVPkYFBSE48ePl1m8vmyPWkOUyJqqWbMmUlNTRccgIkGK/vt/ce9lItGqV6+O8+fPY+3atXB2dhYdh4iIiMhssaglIiIiIiKtGaqo7dKlCzIzMxETE1PqubImaouKWmOaqHV0dGRRS2TGHj16BKDwvYDIGDx69AhxcXGwt7dH//79RcchIiIiMmtS0QGIiIiIiMj0GKqobdKkCVxcXBAREYGOHTuWeK6siVpjXPrY0dGxuKipCnr16gW1Wi06hlHhPaGXSU1NhVQqRfXq1UVHIQIAjB8/HlZWVnj69CmysrK4LDcRERGRQJyoJSIiIiIirSkUChQUFCAnJ0fv1ypvn9qXTdQa09LHTk5OyMnJwfPnz0VHISIBHj16hJo1a0IikYiOQoT//ve/2LVrF7766ivk5+fjypUroiMRERERmTUWtUREREREpDWFQgEABlv++MSJE6XKV1OaqAXA5Y+JzFRqaiqXPSajcPfuXUyYMAHjxo3DiBEjIJVKkZCQIDoWERERkVl1s6HIAAAgAElEQVRjUUtERERERFozZFHbrVs3ZGZmIjo6usTjpjJRW1TQVKXlj4lIc6mpqahZs6boGEQYNWoUatSoga+//hpWVlZo2rQpi1oiIiIiwVjUEhERERGR1oomVw1R1DZo0AAeHh4IDw8v8XhZE7UymQyWlpZGNVFbt25dSCQS3LlzR3QUIhLg9u3bqFevnugYZObWr1+PsLAwbN68GXZ2dgAApVKJ+Ph4wcmIiIiIzBuLWiIiIiIi0pohJ2qBwqnavxe1ZU3UAoCVlZVRFbUKhQK1a9dGcnKy6ChEJEBycjIaN24sOgaZseTkZEybNg0zZsxAp06dih9XqVScqCUiIiISjEUtERERERFpzcbGBgCQkZFhkOt169YNsbGxJZYPLmuiFiic9jWmpY8BwNXVlUUtkZlKSkpiUUvCFBQUYMSIEWjYsCHmzp1b4jmlUokrV66U+aEnIiIiIjIMFrVERERERKQ1Q0/UBgcHw9LSEkePHi1+rLyJWmMsahs3boykpCTRMYjIwJ4+fYonT57A1dVVdBQyUytXrkRUVBS2bt1avG1BEaVSiZycHNy4cUNQOiIiIiJiUUtERERERFozdFFrb28PPz+/Essfc6KWiIxdUQHGiVoSITExEbNmzcKcOXPg5+dX6nmlUgkLCwvuU0tEREQkEItaIiIiIiLSmqGXPgYKlz8+ePBg8T+b0kStq6srJ2qJzFBSUhIkEglcXFxERyEzk5eXh+HDh0OpVOLTTz8t8xgbGxs0bNiQ+9QSERERCcSiloiIiIiItGZlZQWpVGrwojY5Obl4Qs3S0rLMiVqFQmGwSV9NNWnSBM+ePUNKSoroKERkQNevX0e9evVKLTlLpG8LFy7E2bNnERoaCplMVu5xKpWKRS0RERGRQCxqiYiIiIioQgxdiPr7+8POzg6HDh0CYFoTtS1atAAAXLhwQXASIjKkCxcuwMvLS3QMMjNnz57FggULsHDhQnh6er70WKVSyaWPiYiIiARiUUtERERERBWiUCgMOlFrZWWFTp06Fe9TW94etcY4UVu3bl3Url0b58+fFx2FiAzo/PnzLGrJoLKzsxESEoI2bdpg0qRJrzxeqVQiMTERarXaAOmIiIiI6O9Y1BIRERERUYXY2NgYvBDt1q0bDh8+jPz8fJOaqAUALy8vTtQSmZG8vDwkJiayqCWD+uKLL3D9+nVs2bIFlpaWrzxepVIhPT0dt27dMkA6IiIiIvo7FrVERERERFQhhp6oBYDu3bvj8ePHiIuLM6mJWgDw9vbmRC2RGbl8+TKys7Ph7e0tOgqZiRMnTmDJkiVYvnw53NzcNHqNSqUCAO5TS0RERCQIi1oiIiIiIqoQERO1np6eqFu3Lg4dOlTuRK1CoTDaidpLly4hPz9fdBQiMoALFy5AKpWiefPmoqOQGcjIyMDw4cMRHByMDz/8UOPX1ahRA3Xq1OE+tURERESCsKglIiIiIqIKETG5KpFI0KNHD4SFhZU7UWttbW20E7WZmZm4evWq6ChEZAAXLlyAh4cH5HK56ChkBj755BM8fPgQmzZtgkQi0eq1SqWSE7VEREREgrCoJSIiIiKiCrGxsTH40scA0Lt3bxw/fhy5ubnlTtQaa1FrY2ODkydPio5CRAZw/PhxtG3bVnQMMgOHDx/GmjVrsGbNGjRo0EDr16tUKha1RERERIKwqCUiIiIiogoRsfQxAPTo0QNA4f6PZRW11tbWRrn0sUwmQ+vWrREdHS06ChHpWV5eHk6fPo2AgADRUaiKe/r0KT744AO8+eabePfddyt0DqVSiUuXLuk4GRERERFpgkUtERERERFViEKhEDJR6+DggLZt2+LChQvIy8uDWq0ulcsYJ2oBICAggEUtkRmIi4tDWloai1rSu8mTJyMzMxPr1q2r8DmUSiWePHmCBw8e6DAZEREREWmCRS0REREREVWIqKWPgcLlj+Pi4qBWq5Gfn1/iOWOdqAUKi9rExESkpqaKjkJEehQVFQUnJyd4eHiIjkJV2L59+7B161Z8++23qF27doXPo1QqAQDx8fG6ikZEREREGmJRS0REREREFSJycrV37954/PgxAJRa/tjYJ2olEglOnDghOgoR6VF0dDQ6dOgAiUQiOgpVUY8ePcKYMWMwYsQIvP3225U6V926deHg4MB9aomIiIgEYFFLREREREQVInKi1tfXFzVr1gQA5ObmlnjOmCdqHRwc0Lx5cy5/TFTFnThxAh06dBAdg6qwcePGwdLSEkuXLtXJ+ZRKJYtaIiIiIgFY1BIRERERUYWInFyVSCTw8/MDYFoTtQAQFBSE8PBw0TGISE8uXbqEu3fvonPnzqKjUBW1fft27N69Gxs3boSDg4NOzqlUKrn0MREREZEALGqJiIiIiKhCFAqFsIlaAPD39wdQuPzji6ytrZGdnQ21Wi0i1iv16tULsbGxePjwoegoRKQHBw4cQM2aNYs/TEKkS3fv3sWkSZMwYcIE9OzZU2fn5UQtERERkRgsaomIiIiIqEJsbGyETq62b98eABAREVHicYVCAbVabbTLH3ft2hUymQwHDx4UHYWI9CAsLAy9evWCpaWl6ChUxajVaowaNQo1atTAV199pdNzK5VK3Lt3r3j/dyIiIiIyDBa1RERERERUIaInaouWe/z7MsLW1tYAYLRFra2tLQIDA3HgwAHRUYhIx9L/H3t3Hl7znb9//D7ZcxJLaq1aYin5RO1bCdqqWGqpGRHD2KlWVWnto4ZqbVOKLihaitJSpZbaS2vXoCiJfU19K9GgVMj2+8Mv+Y5vrclJ3uckz8d15WqbxOd969WRSe7zer2vX9fWrVvVpEkT01GQDc2YMUNr1qzRnDlz5O/v79BnBwcHS5KioqIc+lwAAADcH0UtAAAAgHQxPVHr6ekpSdq0adMda459fX0lyanvqW3SpInWrVunpKQk01EAONDGjRuVkJCgRo0amY6CbObUqVMaOHCgBg8erHr16jn8+cWLF5efnx/31AIAAGQxiloAAAAA6WK325WYmKhbt24ZOd/Dw0OSFBMTo/3796e9P7WoddaJWklq2rSpYmNjFRERYToKAAdas2aNqlSpokKFCpmOgmwkOTlZXbt2VbFixfTvf/87U85wc3NTuXLluKcWAAAgi1HUAgAAAEgX05OrqRO1BQoU0MqVK9Pen7r62JknasuXL6+SJUtq6dKlpqMAcJDk5GR9++23at68uekoyGYmTZqkbdu2ae7cuWlf4zKDZVkUtQAAAFmMohYAAABAutjtdkkydk9t6kRtvXr1tGLFirT3u8JErSS1adNGixYtumNtMwDXtWXLFv36668KDw83HQXZSFRUlIYPH66RI0eqWrVqmXqWZVmsPgYAAMhiFLUAAAAA0sVZJmpDQkL0008/KTo6WpJrTNRKUnh4uE6dOsX6YyCbWLRokSpUqKDg4GDTUZBNJCYmqnPnzgoODtagQYMy/bzg4GCdPXtW169fz/SzAAAAcBtFLQAAAIB0cZaJ2ipVqshut2vVqlWSzBfID6tatWp68skntWjRItNRAGRQcnKyli5dyjQtHGr06NE6cOCAPv/887QXJ2Umy7KUnJysI0eOZPpZAAAAuI2iFgAAAEC6mC5EU39o7e7uroYNG6atP06dqHX21cfS7fXHX331FeuPARe3adMmXbhwQWFhYaajIJvYt2+fxowZo3Hjxql8+fJZcmaZMmXk7e3NPbUAAABZiKIWAAAAQLo4y0RtQkKCWrRoofXr1+vatWvy8fGRzWZz+ola6fb643Pnzmnnzp2mowDIgMWLF6ty5coKCgoyHQXZwM2bN9W5c2fVrFlTffr0ybJzPTw8VKZMGYpaAACALERRCwAAACBdnGWiNjExUS1atFBCQoI2bNggm80mb29vl5iorVSpkoKDg/X555+bjgIgnW7cuKFFixapffv2pqMgmxg+fLhOnjypOXPmyM0ta390Z1mWDh8+nKVnAgAA5GQUtQAAAADSxZkmagsWLKhatWqlrT/29fV1iYlaSerRo4cWLFiga9eumY4CIB2+/vpr/fHHH+rQoYPpKMgGtm/frvfff19TpkxR6dKls/x8y7KYqAUAAMhCFLUAAAAA0sXDw0Oenp7Gitr/nqiVpBYtWmjlypVKSkqSj4+PS0zUSlKnTp2UkJCgxYsXm44CIB1mzZqlF198UY8//rjpKHBxf/75p7p06aLnn39e3bp1M5LBsiwdP35cN2/eNHI+AABATkNRCwAAACDd7Ha7scnV/56olaSWLVvq4sWL2rVrl0tN1ObLl0+tWrXSzJkzTUcB8IiOHj2qLVu2qEePHqajIBsYMGCAYmJi9Omnn8pmsxnJEBwcrMTERB0/ftzI+QAAADkNRS0AAACAdPP19TU2UWuz2eTh4ZFW1JYvX15PPvmkVqxY4VITtZL00ksvaceOHdq/f7/pKAAewcyZM1W0aFGFhoaajgIXt2HDBk2fPl3Tp09X0aJFjeUoV66c3N3dWX8MAACQRShqAQAAAKSbyYla6fb649SiVpKaN2+u5cuXu9RErSQ999xzKlOmjD777DPTUQA8pFu3bmnu3Lnq3r273N3dTceBC7ty5Yq6d++uVq1aqW3btkaz+Pj4KDAwkKIWAAAgi1DUAgAAAEg304Xo/y1qW7RoocOHDyslJcWlJmptNpteeeUVzZkzR1euXDEdB8BDWLBggeLi4lh7jAzr06eP4uPjNX36dNNRJN2+p5aiFgAAIGtQ1AIAAABIN7vdbmz1sfTXorZevXoKCAjQH3/84VITtZLUs2dP2Ww2zZgxw3QUAA+QkpKiyZMnq3379nriiSdMx4EL+/bbbzVv3jxNnz5dBQsWNB1H0u17ag8fPmw6BgAAQI5AUQsAAAAg3ZxtotbDw0MtW7bUpUuXXK6ozZUrl3r06KEpU6bo1q1bpuMAuI/Vq1dr//796tevn+kocGGxsbF6+eWX1b17d/3tb38zHSeNZVk6cuSIkpKSTEcBAADI9ihqAQAAAKSb6YlaLy+vv5SarVu31u+//67ff//dUKr069evny5evKivvvrKdBQA9zFx4kQ1btxYlStXNh0FLqxXr17y9PTUhAkTTEe5g2VZio+P1+nTp01HAQAAyPYoagEAAACkm91ud6qJWklq1KiRPD09debMGUOp0q9o0aJq06aN3nvvPaWkpJiOA+Au9u/fr02bNql///6mo8CFzZs3T0uWLNGnn36qvHnzmo5zB8uyZLPZWH8MAACQBShqAQAAAKSbr6+vU91RK0ne3t4qUaKEfv31V0OpMqZ///46ePCg1q1bZzoKgLsYN26cKlSooIYNG5qOAhf166+/ql+/furTp48aNWpkOs5f5M6dW0WKFFFkZKTpKAAAANkeRS0AAACAdDO9+vhuRa0klStXTnFxcbpw4YKBVBlTtWpVNW3aVG+99RZTtYCTOXTokBYtWqS33npLNpvNdBy4oJSUFPXo0UMBAQEaPXq06Tj3FBwcTFELAACQBShqAQAAAKSbr6+v0dXHd7ujVrpd1Lq5uWn58uUGUmXcO++8oz179mjVqlWmowD4LyNGjFBwcLBat25tOgpc1PTp07V27VrNmTNH/v7+puPck2VZFLUAAABZgKIWAAAAQLo560Rt7ty55efnpyVLlhhIlXHVqlVTy5Yt9e9//5upWsBJHDx4UEuXLtU777wjNzd+nIJHd+rUKQ0ePFhDhgxR3bp1Tce5r9Silq9BAAAAmYvvLAAAAACkm+mJ2nsVtT4+PvLx8dGmTZsUGxtrIFnGvfvuu9q/f7+WLl1qOgoAScOGDVPlypX14osvmo4CF5ScnKyuXbuqePHiGj58uOk4DxQcHKyrV68qOjradBQAAIBsjaIWAAAAQLr5+vo65UStr6+v3Nzc5OHhoRUrVhhIlnFPPfWUwsLCNGLECCUnJ5uOA+Rou3fv1sqVK/XOO+9wNy3SZeLEidqxY4cWLFggHx8f03EeKDg4WJJYfwwAAJDJKGoBAAAApJvdbnfKO2p9fHwUHx+v0NBQl11/LElvv/22oqKiNGfOHNNRgBxt4MCBql27tl544QXTUeCCIiMjNWLECI0cOVIVK1Y0Heeh5M+fX/nz59fhw4dNRwEAAMjWKGoBAAAApJszT9TGx8erdevWWrduneLi4gyky7igoCC98sorGjp0qK5cuWI6DpAjLVq0SFu2bNGkSZNMR4ELSkxMVOfOnVWpUiUNGjTIdJxHknpPLQAAADIPRS0AAACAdEudqE1JSTFy/v3uqL1586ZatGghm82m7777zkA6xxg1apSSkpI0duxY01GAHCc+Pl6DBw9Wp06dVLNmTdNx4ILeffddHTp0SHPmzJG7u7vpOI8kODiYohYAACCTUdQCAAAASDe73a7k5GTdvHnTyPleXl53LWrtdrskydvbWw0aNNDXX3+d1dEcJiAgQCNGjNCkSZN07Ngx03GAHOW9995TbGysxowZYzoKXNC+ffs0ZswYjRs3TuXKlTMd55FZlsXqYwAAgExGUQsAAAAg3Xx9fSXJ2D21np6ed72j9r9zhYeHa/Xq1bp8+XJWx3OYXr16qWzZsi63NhNwZdHR0Ro/fryGDh2qIkWKmI4DF3Pz5k116tRJ9erV02uvvWY6TrpYlqXY2FjFxsaajgIAAJBtUdQCAAAASLfUyVVT99Tea/Xxf+dq3bq1bDabli1bltXxHMbDw0MTJkzQsmXLtHbtWtNxgBxh4MCBKlCggN58803TUeCChg0bprNnz+qzzz6TzWYzHSddgoODJYmpWgAAgExEUQsAAAAg3ZxhovZBRW3u3LnVpEkTLVy4MKvjOVTjxo0VFhaml19+WdeuXTMdB8jWVq9erYULF2rKlCny8fExHQcuZvv27Zo8ebImT56sEiVKmI6Tbk888YRy587NPbUAAACZiKIWAAAAQLqZnqh90B21qbnatWunjRs36rfffsvSfI724Ycf6urVqxoxYoTpKEC2df36dfXu3Vvt2rVTy5YtTceBi7l+/bq6dOmipk2bqmvXrqbjZIjNZlNQUBBFLQAAQCaiqAUAAACQbs4wUXu3O2r/b1HbvHlz+fr6avHixVmaz9EKFy6s9957T5MnT9aOHTtMxwGypaFDh+rKlSuaNGmS6ShwQf3799fvv/+umTNnmo7iEJZlsfoYAAAgE1HUAgAAAEg30xO1D7P6OPWfX3zxRZdffyxJ3bp1U4MGDfTyyy/f9fcOIP12796tqVOn6v3331ehQoVMx4GL2bBhg2bMmKGpU6eqcOHCpuM4hGVZTNQCAABkIopaAAAAAOmWOlHr7EWtdHv98Y4dO3T69OmsipcpbDabpk2bpuPHj2vcuHGm4wDZRnx8fNoLITp16mQ6DlzMlStX1K1bN7Vt21bh4eGm4zhMcHCwoqOjdfXqVdNRAAAAsiWKWgAAAADpllqIOtvqYy8vL3l4eNxR1DZq1EiPPfaYvvrqq6yMmCnKlCmj0aNH65133tFPP/1kOg6QLQwZMkTnzp3TjBkzZLPZTMeBi+ndu7cSExP10UcfmY7iUJZlKSUlRVFRUaajAAAAZEsUtQAAAADSzc3NTd7e3sYmar28vO65/tdut9+Ry9PTU61bt84W648lqV+/fgoNDVW7du30xx9/mI4DuLR169bpgw8+0Mcff6zAwEDTceBivv32Wy1YsEAzZ85Uvnz5TMdxqJIlS8rHx4eiFgAAIJNQ1AIAAADIELvdbnSi9mGLWun2+uP9+/fr0KFDWREvU9lsNn322We6du2a3nzzTdNxAJcVExOjLl26KCwsTB06dDAdBy4mJiZGL7/8srp3765mzZqZjuNw7u7uevLJJ7mnFgAAIJNQ1AIAAADIEF9fX6e7o1a6e1Fbv359PfHEE9li/bEkFSpUSJ988olmzZqlRYsWmY4DuKQePXrIw8NDn3zyiekocEG9evWSr6+vJk6caDpKprEsi6IWAAAgk1DUAgAAAMgQ0xO1d7ujVrp7Ljc3N4WHh2vBggVKSUnJioiZ7sUXX1TPnj3Vq1cvnT171nQcwKV89NFHWrVqlRYsWKCAgADTceBi5s6dq6VLl2r27NnKnTu36TiZhqIWAAAg81DUAgAAAMgQX19fY0Xto9xRm6pdu3Y6ceKEIiIiMjtelnn//ff1+OOPKywsTDdv3jQdB3AJO3bsUP/+/fXvf/9bdevWNR0HLiY6Olr9+vXT66+/rmeffdZ0nEwVFBSkkydP8vUFAAAgE1DUAgAAAMiQexWiWeFRVx9LUo0aNVS2bFnNmzcvs+NlGT8/Py1dulRHjx7VSy+9ZDoO4PR+++03hYeHKzQ0VG+99ZbpOHAxKSkp6tGjhwoWLKgxY8aYjpPpLMtSYmKijh8/bjoKAABAtkNRCwAAACBDTE7U3q+ovd/duZ06ddKCBQuy1XTQk08+qXnz5mn+/PmaNWuW6TiA00pMTFTbtm3l4eGhzz//XG5u/GgEj2batGnasGGDPv/8c/n6+pqOk+nKlSsnd3d31h8DAABkAr4bAQAAAJAhpidqk5KSlJyc/JeP3S9X586ddfnyZa1evTqzI2apFi1aaOjQoXrttde0e/du03EApzRo0CDt2rVLS5YsUb58+UzHgYs5efKkBg8erCFDhqhWrVqm42QJHx8flShRgqIWAAAgE1DUAgAAAMgQk0Wtl5eXJN11qvZ+uYoWLapnn31Wn3/+eabmM2HUqFF65plnFBYWpgsXLpiOAziVL774QpMnT9bMmTNVtWpV03HgYpKTk9W1a1eVLl1aw4cPNx0nS1mWRVELAACQCShqAQAAAGSI6dXH0qMXtdLtqdpVq1YpJiYm0/KZ4O7uroULF8rX11ctWrTQ9evXTUcCnMKPP/6o7t2764033lCHDh1Mx4ELmjBhgnbt2qW5c+emvVAop7AsS1FRUaZjAAAAZDsUtQAAAAAyxPTqY0m6devWXz72oFx///vf5ePjo4ULF2ZaPlMee+wxrVmzRufOnVN4eLgSExNNRwKMOnHihMLCwhQaGqr//Oc/puPABUVGRmrEiBF6++23VbFiRdNxspxlWTpy5MhdrxoAAABA+lHUAgAAAMgQkxO16V19LEl+fn4KCwvLluuPJalkyZJauXKlNm/erN69e5uOAxhz6dIlNW3aVCVKlNCXX34pd3d305HgYhITE9W5c2dVqVJFAwYMMB3HCMuy9Oeff+rs2bOmowAAAGQrFLUAAAAAMsQZJmrvVtT6+vo+MFfnzp21d+9eHThwIFPymVajRg19/vnnmjVrliZPnmw6DpDl4uPj1bJlSyUmJmrlypXy8/MzHQkuaNSoUTp06JDmzJmTY4t+y7IkiXtqAQAAHIyiFgAAAECGuOodtZJUv359lSpVSvPmzcuUfM4gLCxM48ePV//+/fXFF1+YjgNkmYSEBIWHhysqKkrfffedChUqZDoSXNDevXs1btw4jR8/XmXLljUdx5i8efOqcOHCFLUAAAAORlELAAAAIEMeZnI1s2TkjlpJstls6tixo+bNm5et73EdMGCABg4cqM6dO2vRokWm4wCZLikpSZ06ddLGjRv17bffKigoyHQkuKCbN2+qc+fOqlevHivkJQUFBVHUAgAAOBhFLQAAAIAMsdvtLnlHbaouXbro4sWLWrduncPzOZNx48bp9ddfV8eOHbVq1SrTcYBMk5KSol69eunbb7/VypUrVbduXdOR4KKGDh2qc+fOafbs2bLZbKbjGGdZFkUtAACAg1HUAgAAAMgQZ5iovVdRe+vWrQdOygYGBqpu3br6/PPPMyWjM5k4caI6deqkNm3aaPPmzabjAJli4MCBmjNnjhYvXqznnnvOdBy4qG3btumDDz7Q5MmTVbx4cdNxnAJFLQAAgONR1AIAAADIELvdrvj4eKWkpGT52Q9afSzpoadqly9frri4OMcGdDI2m03Tp09X8+bN1bJlS23bts10JMChBg0apMmTJ2vBggVq1qyZ6ThwUdevX1eXLl30wgsvqEuXLqbjOA3LsvT777/r4sWLpqMAAABkGxS1AAAAADLEbrcrJSXFyPrjB03USg9X1LZp00YeHh6aP3++YwM6IXd3d82fP18NGjRQ48aNtXHjRtORgAxLSUlRnz599P7772vOnDkKCwszHQku7M0339Tly5c1Y8YM01GcimVZksRULQAAgANR1AIAAADIEF9fX0kyUtQ+6I5a6eGK2ly5cukf//iHZs6c6diATsrLy0tLlixRWFiYmjVrpmXLlpmOBKRbUlKSevTooRkzZujLL79Uhw4dTEeCC1u/fr1mzpypjz/+WIULFzYdx6k88cQTypMnD0UtAACAA1HUAgAAAMiQRylEHc1RE7WS9NJLL+ngwYPauXOn4wI6MXd3d3322Wfq2LGj2rRpkyOmiZH9JCYmqmvXrvriiy+0aNEiJmmRIZcvX1b37t3Vrl07hYeHm47jlMqVK6eoqCjTMQAAALIND9MBAAAAALg2kxO1jrqjVpJq1qypKlWqaObMmXr66acdF9KJubm5acaMGbLb7erSpYsSExO5jxEu48aNGwoPD9cPP/ygNWvW6NlnnzUdCS6ud+/eSkxM1Icffmg6itOyLIuJWgAAAAdiohYAAABAhmSXiVpJ6t69uxYuXKjLly87JqALsNlsmjJlioYMGaJu3bpp1KhRSklJMR0LuK+YmBg1aNBA27dv1/r16ylpkWHLli3TwoULNWvWLD322GOm4zgtiloAAADHoqgFAAAAkCGmJ2ptNpvDitoOHTrIzc1NCxYscFhGV/Huu+9q1qxZevfdd9W1a9e7TikDzuD48eOqW7eufvvtN23btk21atUyHQkuLiYmRi+//LJeeuklvfDCC6bjOLWgoCCdP39ef/zxh+koAAAA2QJFLQAAAIAMMTlRK0keHh4OK2mxgcAAACAASURBVGrz5Mmj8PBwffLJJw7L50q6deumVatWaenSpWratGmOmiyGa9i+fbvq1KmjgIAA7dy5U0FBQaYjIRt45ZVXZLfbNWHCBNNRnJ5lWUpJSdGRI0dMRwEAAMgWKGoBAAAAZEjqRK2potbLy+uu05/u7u7y9vZ+5FwvvfSSDhw4oN27dzsqoksJDQ3VDz/8oCNHjigkJESnTp0yHQmQJH3xxRdq0KCB6tevr02bNqlgwYKmIyEbmDNnjpYtW6bZs2crV65cpuM4vVKlSsnb25v1xwAAAA5CUQsAAAAgQ3x9fWWz2YysPpZurz++20StdHuq9lGL2tq1a6ty5cqaOXOmI+K5pMqVK2vnzp3y9PRUjRo1tG7dOtORkIMlJibqzTffVMeOHdWnTx8tWrQo7QUiQEZER0frzTffVL9+/bjn+CF5eHioTJkyFLUAAAAO4mE6AAAAAADXZrPZ5OPjY2yi1tFFrXR7BfDQoUM1ceJE5c6dO6MRXVLRokW1c+dOvfrqq2rSpIkGDRqkMWPGyM2N1/si68TExKhdu3batm2bPvvsM3Xp0sV0pBxp5syZ2XLV7cqVK2Wz2ZSUlKQBAwZk6Fm1atVSmzZtHJTMuVmWRVELAADgIBS1AAAAADLMbrdnm4laSerYsaOGDBmiBQsW6JVXXsloRJfl4+Ojzz77TE8//bT69OmjQ4cOad68ecqbN6/paMgBIiIi1Lp1a3l5eWnXrl2qWLGi6Ug51uLFi/Xzzz8rMDDQdBSH8vX1VZEiRbR9+/YMPefIkSO6fPlyjipqFy1aZDoGAABAtkBRCwAAACDDfH19ne6OWin9BXLevHkVFham6dOn5+iiNlXPnj1lWZbatm2rWrVqafHixZRmyDQpKSn68MMPNXDgQDVq1IgXBziJli1batasWaZjOKVGjRqZjpClLMvSiRMndOvWLXl5eZmOAwAA4NLYWQUAAAAgw9I7ueoImTFRK90uJ/fv36+IiIiMxMs26tWrp4iICBUuXFg1a9bUpEmTlJKSYjoWspmLFy+qefPm6t+/v4YPH67ly5dT0gJOxrIsJSYm6sSJE6ajAAAAuDyKWgAAAAAZlt1WH0tSSEiIKlSooI8++igj8bKVIkWKaNOmTRo/fryGDBmi0NBQRUdHm46FbGL9+vWqXLmyDh06pO+//15vvfWWbDab6VgA/o9y5crJzc2Ne2oBAAAcgKIWAAAAQIZlx4laSerTp4++/PJL/fbbb+l+Rnbj5uamvn37auvWrTp79qwqV66sb7/91nQsuLD4+HgNGTJETZo0Ud26dbVv3z7Vq1fPdCwA9+Dr66sSJUpQ1AIAADgARS0AAACADPPz89P169eNnP2gO2ozUtR26NBB/v7+3Mt4FzVq1NDevXvVsmVLtWrVSl27dtXvv/9uOhZczLZt21S1alVNnz5d8+bN06JFixQQEGA6FoAHsCyLohYAAMABKGoBAAAAZFh2naj19fVVt27dNHXq1HuekZP5+/vr008/1dKlS7Vu3ToFBwfrq6++Mh0LLuDq1at67bXXVL9+fRUvXlz79+9X+/btTccC8JCCgoIoagEAAByAohYAAABAhpmcqM3MolaSevfurd9++03Lli3L0HOys1atWunw4cNq27at2rdvr2bNmuns2bOmY8FJfffdd6pQoYIWLFigadOmafXq1SpRooTpWAAegWVZioqKUnJysukoAAAALo2iFgAAAECGZdeJWkkqUaKEmjdvrg8//DBDz8nu8uTJoylTpuj777/X8ePHVaFCBU2ZMoVJZKQ5d+6cwsPD1axZM9WrV09HjhxRz549ZbPZTEcD8Igsy9Kff/6pc+fOmY4CAADg0ihqAQAAAGSYyaI2M++oTdWnTx9t2bJFe/bsyfCzsrtnnnlG+/fv12uvvabBgwerUqVKWrt2relYMOjPP//U22+/raCgIO3du1ffffed5s+frwIFCpiOBiCdLMuSJNYfAwAAZBBFLQAAAIAMc9bVx47K9fzzz6tChQqaNm1ahp+VE/j4+Gj06NE6duyYqlevriZNmig0NFSHDh0yHQ1ZbMWKFSpfvrzee+89DRw4UL/88ouaNm1qOhaADHrsscdUsGBBiloAAIAMoqgFAAAAkGHOuvrYkQXyq6++qgULFujSpUsOeV5OUKxYMc2dO1cbN27UxYsXVaVKFb355puKjY01HQ2ZbMeOHapXr55atWqlBg0a6Pjx4xo5cqR8fHxMRwPgIKn31AIAACD9KGoBAAAAZJizFrX+/v66du2aQ87p1KmTfH19NWvWLIc8Lydp0KCB9u7dqw8++EALFixQyZIl9dZbbykuLs50NDhYRESEmjVrpjp16sjNzU27d+/Wp59+qsKFC5uOBsDBLMtiohYAACCDKGoBAAAAZJjdbje2+vh+d9T6+fkpPj5eiYmJGT7Hbrerc+fOmjp1qkOel9O4u7vrlVde0cmTJ/Xuu+9q1qxZKl68uIYMGaLLly+bjocMOnTokMLDw1WzZk1dunRJy5cv1w8//KBq1aqZjgYgk1iWpcOHD5uOAQAA4NIoagEAAABkmJ+fn9NO1EpyWIn8+uuvKzo6WsuXL3fI83Iiu92uvn376tixYxo0aJA++eQTlS5dWu+88w4rkV1QRESE2rRpo4oVK+r48eNavny5du7cqRYtWpiOBiCTWZalS5cu8Wc3AABABlDUAgAAAMgwu92umzdvGpk0fZii1lHrjwMDA9W0aVNNmTLFIc/LyXLlyqXhw4fr5MmT6t27tyZPnqwSJUqod+/eOn78uOl4uI+UlBStXLlSzz77rGrUqKGTJ09q8eLF2rNnj5o3b246HpxMQkKCypYtq06dOt3x/jNnzuijjz5S48aN5e3tLZvNpjVr1jjkzOvXr+uLL75Qy5YtFRgYKG9vbxUpUkRt27bVvn37/vL5W7dulc1m09q1ax1yfk4RFBQkSaw/BgAAyACKWgAAAAAZZrfbJcnIVK2Xl9c9i1o/Pz9JjpuolaT+/fvrxx9/1M6dOx32zJwsICBAo0aN0tmzZzVu3DitWbNG5cqVU+vWrbV9+3bT8fBf4uPjNWvWLJUvX14tW7aUn5+fNm7cqD179ujvf/+7bDab6YhwQtOmTdOpU6f073//+47316pVS3369NG6devuub4+vcaOHasOHTpoxYoVOnPmjG7duqULFy5o0aJFqlWr1l8K4bp16yo0NFQDBw5UcnKyQ7NkZ0WLFlXu3LkpagEAADKAohYAAABAhqUWoiaKWk9Pz3v+kN/RE7WS9Oyzz6pWrVqaOHGiw56J2/8N9enTR8eOHdOyZcv0P//zPwoJCVH58uU1fvx4Xbp0yXTEHCsqKkpDhgxR8eLF1bt3b1WvXl0HDhzQqlWr1KBBA9Px4MRu3bql0aNHq1WrVipTpswdHwsMDFTv3r21Zs0avfTSSw49N1euXGlF7cmTJ/Xnn39q3759Cg0NVUJCgnr37v2XXzNgwAAdPHhQixcvdmiW7Mxms6ls2bIUtQAAABlAUQsAAAAgw0xO1GblHbWp3nzzTS1dupQVvZnAzc1NLVq00LZt27R9+3bVrFlTo0aNUvHixdWlSxdt27bNdMQc4fr165o9e7ZCQkJkWZa+/vpr9evXT2fOnNHcuXP11FNPmY4IF/DNN9/o4sWLf1l7LEk7d+5MW33s5eXl0HMHDx6sefPmqXnz5ipZsqR8fX1VuXJlLVu2TAEBATp58uRfXvzx/PPP6/HHH9f06dMdmiW7syyLohYAACADKGoBAAAAZFhmrBh+WPcralNzOXKiVpJat26twMBATZo0yaHPxZ1q166t2bNn69dff9WECRN08OBB1a1bV8HBwXrnnXd09OhR0xGzlcTERK1du1bdu3dXkSJF1KtXLxUvXlwbNmzQsWPH9K9//UuFCxc2HRMuZO7cufL19VWTJk1MR5F0+0VFxYsXl4eHR9rXh1Tu7u568cUXtXnzZp09e9ZQQtdDUQsAAJAxFLUAAAAAMsxZJ2r9/Pxks9kcXtS6u7urX79+mjNnjmJiYhz6bPxVnjx51KtXL+3Zs0cRERF6/vnnNXXqVJUrV05VqlTR2LFjdeLECdMxXVJSUpI2btyol19+WY8//riaNGmiX375RW+//bbOnz+vhQsX6vnnn+f+WTyyxMREbdmyRVWrVpWnp6fpOJKkI0eO6ODBg2rZsqV8fHz+8vGnn35akvT9999ndTSXZVmWzp075/CvswAAADkFRS0AAACADEstak1M1Hp5ed3zjlo3Nzf5+vpmSq5u3brJbrdr6tSpDn827q1atWr68MMPdf78eX3//feqVauWJk2apDJlyqh69eoaMWKEdu7cqaSkJNNRndaVK1e0ZMkS9ejRQ0WKFFHDhg31008/acCAATp58qR27dqlfv36KX/+/KajwoUdPnxY165dU6VKlUxHkXT761P79u2VJ0+ee94xXrlyZUnSjh07sjKaS7MsSykpKTpy5IjpKAAAAC6JohYAAABAhqWukHS2iVrp9j21mTHpY7fb1atXL3344YdGCuqczt3dXc8995ymT5+uX3/9VevWrVP16tU1Z84c1a5dW4UKFVL79u01d+5cXbx40XRco1JSUvTzzz9r7NixeuaZZ5Q/f361bdtWhw8fVt++fXX06FHt3btXgwcPVsmSJU3HRTZx4cIFSXKKwv/69et68cUXFRUVpWXLlikwMPCun1egQAFJ/5sdD1a6dGl5e3srKirKdBQAAACX5GE6AAAAAADX5+vrK5vNlqOKWkl67bXXNGHCBM2dO1e9evXKlDPwYB4eHgoNDVVoaKgk6eTJk9qwYYNWrFihnj176ubNmypVqpRCQkJUt25dhYSEKDg4ONuu801MTNT+/fu1detWbdu2TZs3b1ZMTIwKFCigZ599Vh9//LFatmzJfbPIVJcvX5Yk5cqVy2iOuLg4NWvWTAcOHNB3332n+vXr3/Nzc+fOLel/s+PBPDw8VLp0ae6pBQAASCeKWgAAAAAZZrPZMm3F8IN4enrec/WxdHvaN7NyFSxYUJ06ddKECRPUs2dPubu7Z8o5eDSlSpVSz5491bNnT12/fl2bN29OKy0XL16s+Ph4FSpUSLVr11aNGjVUoUIFVahQ4Z5Tds7s5s2bOnz4sA4ePKgDBw5o586dioiI0M2bN1W4cGGFhIRo6NCheuaZZ1SlSpVsW07D+eTNm1eSdPXqVWMZLly4oMaNG+vUqVNavXq16tWrd9/Pv3LliiQpICAgK+JlG5ZlUdQCAACkE0UtAAAAAIfw8/MzMlHr5eX1wInazCyQBw0apFmzZmnZsmVq3bp1pp2D9PHz81OzZs3UrFkzSdKtW7e0Z88ebd++Xdu2bdOsWbN06tQpSben6VJL2+DgYJUsWTLtLfUeZlN+++03nTp1SqdPn9aJEyd08OBBHTx4UEePHlViYqK8vb1Vvnx5Va9eXT179lRISIhKly5tNDNytscff1ySFBsba+T8EydOKDQ0VJcuXdLatWtVp06dB/6a1Kyp2fFwLMvSkiVLTMcAAABwSRS1AAAAABzCbrfnuNXH0u3pzZYtW2r8+PEUtS7Ay8tLtWvXVu3atdW/f39Jtyf+UovPAwcO6ODBg/r666/vKJgKFiyokiVLKjAwUAULFlS+fPmUP3/+tL/mz59fuXPnlpeXV9qdzf7+/vL09Lzj/OvXr6dNgMfFxSkpKUmXLl1SbGysLl26lPYWGxur6OhonTp1SqdOndKNGzck3V4zWrx4cZUvX16tWrVSpUqV9NRTT6ls2bLy8OBbfDiP4OBg+fv76+eff87ys3/55ReFhoYqPj5e69evV82aNR/q16VmffrppzMzXrYTFBSk48ePKyEh4S9/5gEAAOD++C4OAAAAgEPY7XZjq4/vV9Rm5urjVAMHDlSdOnX0448/3vf+Qzin3LlzKyQkRCEhIXe8/9q1a2lTrKmF6enTp7Vv3747StWkpCSH5PD19VW+fPnS3p544glVrVpVgYGBaSVxsWLFKGThEjw8PFS3bl1t3rxZN2/elLe39x0f79Chg7744os73te0adO0v1+8eLHCwsLS/rlu3bratm2b9u3bp8qVK9/37MmTJ+t//ud/JEm1atW66+fc7Tk7d+6UJD333HMP+N3hv1mWpYSEBJ04cUJBQUGm4wAAALgUvrsDAAAA4BAmVx+npKTcc5LH398/0+9IrF27turXr6/Ro0dT1GYj/v7+aauQ7ycuLk6xsbG6evWqEhMT9ccff0i6XfQmJCQoJSUl7W5YPz8/eXl5yc3NTXny5JG7u3taMWt6vTLgaB07dtSaNWv03Xff6W9/+1uGnpWcnCxJmfZChaSkJH377beqX7++SpQokSlnZFdBQUFyc3NTZGQkRS0AAMAjoqgFAAAA4BCmVh97eXlJun336L2K2l9//TXTcwwfPlyhoaHatm3bXyYzkb0FBAQoICDAdAzA6YSFhalfv36aN2/eX4ra+fPna/78+Q/1nOTkZEVGRqp8+fIqX778Az9/1qxZmjVr1iNl3bhxoy5cuKD333//kX4dbn/9L1asmCIjIzNcyAMAAOQ0bqYDAAAAAMgenKGovZusWH0sSQ0bNlTdunU1duzYTD8LAFyBl5eXhg0bpuXLl+vYsWPpfs4vv/yiy5cva8iQIWnT6Y42YcIEPfXUU2rTpk2mPD+7syxLkZGRpmMAAAC4HIpaAAAAAA6RVYXo//Wgotbf31/Xrl3LkizDhg3TqlWr9NNPP2XJeQDg7F599VWVKlVKo0aNSvcztm7dqhIlSugf//iHA5P9r23btmn9+vWaMGGC3N3dM+WM7M6yLEVFRZmOAQAA4HIoagEAAAA4hDNP1GZVUdukSRPVrFlTo0ePzpLzAMDZeXp66ujRo5o3b166n/Hqq6/q9OnTmXY/bUhIiFJSUtS4ceNMeX5OkFrUpqSkmI4CAADgUihqAQAAADiEqYlab29vSdLNmzfv+nF/f/8szfXWW29p+fLl2rNnT5adCQCASZZl6dq1azp//rzpKAAAAC6FohYAAACAQzBRe1uLFi1UrVo17qoFAOQYlmVJEvfUAgAAPCKKWgAAAAAO4axFrb+/v+Lj45WYmJhlmf71r3/pm2++0YEDB7LsTAAATMmXL58KFChAUQsAAPCIKGoBAAAAOITdbjey+vhhilpJWZqtVatWqlixosaMGZNlZwIAYFJQUBBFLQAAwCOiqAUAAADgEM46Uevn5ycpa4tam82mYcOGafHixfrll1+y7FwAAEyxLIuiFgAA4BFR1AIAAABwCD8/PyNFrbe3tyTp5s2bd/146kRtVt5TK0lhYWEqX768xo8fn6XnAgBgAkUtAADAo6OoBQAAAOAQzr76OKuLWpvNpqFDh2rhwoU6evRolp4NAEBWsyxLMTExio2NNR0FAADAZVDUAgAAAHAIPz8/JSUl3XOyNbM44+rjVOHh4SpbtqxGjhyZ5WcDAJCVLMuSJEVFRRlOAgAA4DooagEAAAA4hN1ul6QsX3/srBO1kuTu7q5Ro0bpyy+/1M8//5zl5wMAkFWKFSsmf39/1h8DAAA8AopaAAAAAA6RWtRm9eSqzWaTp6fnfSdqbTabkYlaSWrdurVq1qyp4cOHGzkfAICsYLPZVK5cOSZqAQAAHgFFLQAAAACHSF0xnNUTtdLtqdp7rVy22Wyy2+1GJmpTzx81apRWrlypH374wUgGAACygmVZTNQCAAA8AopaAAAAAA5havWxJHl7e99zola6vf7YVFErSY0aNdJzzz2nt956y1gGAAAyG0UtAADAo6GoBQAAAOAQqRO1JlYMe3l53beo9fPzM7b6ONXo0aO1detWrVq1ymgOAAAyS1BQkM6ePWv8ay4AAICroKgFAAAA4BAmJ2ofVNT6+/sb/6Fx7dq1FRYWpgEDBighIcFoFgAAMoNlWUpOTtbRo0dNRwEAAHAJHqYDAAAAAMgeTBe197qjVjK/+jjVf/7zH1mWpZkzZ+rVV181HQcAHtru3bv10ksv6dixY/Lz85NlWaYjOY2jR4+qePHipmM4hTJlysjT01ORkZGqUqWK6TgAAABOj6IWAAAAgEN4e3vLw8PDyOSqt7f3fadU/fz8nKKoLVmypHr37q2RI0fqn//8p/LkyWM6EgDc1759+3TlyhUdO3ZMBw8elLe3t5566inFxMSYjuY0ChYsqJIlS5qO4RQ8PT1VunRp7qkFAAB4SBS1AAAAABzGbrez+vgBhg8frrlz52rs2LEaN26c6TgAcIekpCRt27ZNy5Yt0+LFi3X+/Pm0P2NtNpvWr1+vevXqmY4JJ2ZZFkUtAADAQ+KOWgAAAAAOY7fbjRSiD1PUOsNErSTlzZtXw4cP15QpU3Ty5EnTcQBA8fHx2rBhg15//XUVLlxYzzzzjD766COdP39eknTr1i15eHioX79+lLR4IIpaAACAh0dRCwAAAMBhTE7U3u+OWj8/P6eZqJWkXr16qVSpUnr99ddNR0EmuXr1quLi4hQbG6uTJ0/qzJkziouLU1xcnOLj403HA3T9+nWtWLFCHTt2VP78+RUaGqpp06YpNjZWku5YJ+/u7q5ixYpp9OjRpuLChViWpePHjysxMdF0FAAAAKfH6mMAAAAADuPn5+e0q4+dZaJWun2H3/Tp0/XMM89o2bJlatWqlelIuI9Lly7p9OnTOn36tM6ePauLFy8qNjZWly5duuPtypUrunHjxiM9O0+ePMqTJ4/y5cunAgUKKF++fGlvhQsXVsmSJRUYGKgSJUrIx8cnk36HyGnOnz8vy7J0/fp1ubu7pxVq9yrWUlJSNH/+fPn6+mZlTLgoy7J069YtnTx5UmXLljUdBwAAwKlR1AIAAABwGFMTtd7e3vctav38/JyqqJWkevXq6Z///Kdef/11NWzYUP7+/qYj5WgJCQmKjIzUwYMHdeDAAUVFRenUqVM6ffq0/vjjD0mSzWbT448/rkKFCil//vzKnz+/KlasmFasBgQEyNvbW9LtAtbNzU1ubm7KkyePEhMT055z48aNtKnaP/74Q3Fxcbp06ZJiYmIUGxur/fv369KlS4qOjtaVK1fuODswMFAlS5bUU089pYoVK6pChQoqVqyYgX9jcGVFixbV+PHj9dprrz1w6tHDw0NvvPGG6tSpk0Xp4OqCgoJks9kUGRlJUQsAAPAAFLUAAAAAHMbUimFXm6hNNWHCBAUFBWn06NEaO3as6Tg5xq1bt7Rnzx7t2LFD+/bt04EDBxQZGamEhAR5eXnJsixZlqXmzZunFaOBgYEqXrx4WhGbVeLi4tKmeU+fPq1Tp07p+PHjmjp1qs6dOydJCggIUMWKFVWxYkXVqFFDISEhKlWqVJbmhOt59dVXtWXLFi1ZsuSONcf/zcPDQyVKlNDbb7+dxengyvz8/FSsWDFFRkbqxRdfNB0HAADAqVHUAgAAAHAYZ72jNleuXGnTjM6kUKFCevfdd9WvXz+1a9dOFStWNB0pW/r999+1fft2bd++XVu3blVERIRu3LihggULqlq1amratKkGDx6sChUqKCgoSJ6enqYjpwkICFBAQICqVKnyl4/FxcXp4MGDaVPAu3fv1owZM3Tz5k09/vjjqlOnjurWras6deqoatWq8vDgRwC404wZM7Rr1y6dO3furpO1ycnJWrBgASuP8cgsy1JkZKTpGAAAAE6P79IAAAAAOIzJojZ1RezdOGtRK0m9evXSvHnz9Nprr+mHH36QzWYzHcnlJScna9++fdqwYYM2bNigzZs3KzExUaVKlVJISIg6dOigkJAQBQcHu/S/74CAANWvX1/169dPe19iYqL279+vrVu3atu2bRozZoxiYmLk5+en2rVrq3nz5vrb3/6m4sWLG0wOZ3Hjxg1ZlpU2nf3f3N3dNWTIENWsWdNAMri6oKAgbd++3XQMAAAAp+dmOgAAAACA7MPU6uMH3VGbO3duJSQk6MaNG1mY6uG4ubnp448/1vbt2zV//nzTcVxWXFyc5s2bp/bt26tgwYKqXr26pk2bptKlS2vx4sW6dOmSTpw4oblz56pnz54qX768S5e09+Lh4aFq1aqpb9++WrRokS5evKjIyEiNHz9ePj4++te//qUSJUqoQoUKGjhwoDZv3qykpCTTsWHApk2bVLlyZUVFRWngwIF3/O/Bw8NDpUqV0ltvvWUwIVxZ6kRtSkqK6SgAAABOjaIWAAAAgMOYnKh9UFEryWmnaqtVq6aePXtq4MCBiouLMx3HZfz5559avHixWrRoocKFC6tbt246e/asBg4cqIiICJ06dUrTp09Xq1at9Nhjj5mOa0xQUJB69+6tFStW6MqVK9qyZYuaNWumTZs2qUGDBipUqJA6deqkFStWUNrmACkpKRo/frxCQ0NVs2ZNRUREaMyYMWrZsmXa2u+UlBR9+eWX8vHxMZwWrsqyLF27dk3R0dGmowAAADg1iloAAAAADuOsRW2uXLkkSVevXs2qSI9s7NixcnNz0/Dhw01HcWo3btzQggUL0srXDh06SJJmzZql2NhYbd26VYMHD1a1atWy5cRsRnl4eKhu3boaN26cIiIiFBkZqb59+2rv3r1q2bKlSpQooTfeeEO7d+82HRWZICYmRk2bNtWIESM0ceJELV26VAEBAZKkOXPmqFChQpKkYcOGqWrVqiajwsVZliVJ3FMLAADwABS1AAAAABzGbrcbWX3s5eWlmzdv3vPjzj5RK0l58uTR2LFjNW3aNO3atct0HKcTGRmpIUOGqFixYurUqZNiY2M1fvx4nT9/XitWrFDHjh2VJ08e0zFdTrly5TR8+HD98ssvOnTokHr06KG1a9eqVq1asixL48ePV2xsrOmYcIDNmzerUqVKioqK0ubNm9W3b987XsyQN29effPNN6pZs6aGDRtmMCmygwIF9cplFgAAIABJREFUCih//vwUtQAAAA9AUQsAAADAYfz8/Jxyoja1qHXmiVpJ6tSpk+rWratXXnlFCQkJpuMYFx8fr8WLFys0NFTBwcH65ptvNHDgQP3666/aunWr+vbtqwIFCpiOmW0EBwdr5MiROnz4sCIiIlS/fn2NHj1aRYsWVXh4uDZs2MB9ky4oddVxw4YNVatWLe3bt09PP/30XT+3Ro0a2rx5s7y8vLI4JbKjoKAgRUVFmY4BAADg1ChqAQAAADiMyYlaV199LEk2m02zZ8/W8ePHNXr0aNNxjDl79qwGDBiQdndqwYIFtWnTJh05ckSDBw9WwYIFTUfM9qpVq6ZPPvlE0dHR+uCDD3T69GmFhoaqQoUK+uyzz+47wQ7ncfHiRTVp0uSuq47vxdfXN4vSIbuzLIuJWgAAgAegqAUAAADgMM56R62Pj4+8vLycevVxqlKlSundd9/V6NGjFRERYTpOltq7d6/at2+vMmXK6KuvvtKwYcMUHR2tL774Qs8++yx3zhqQK1cu9ezZU7t379a+fftUo0YN9erVS4GBgRozZox+//130xFxD5s2bVLlypV19OhR/fDDD+rbt6/pSMhhKGoBAAAejKIWAAAAgMP4+fnpxo0bWb4e9UFFrXS7cHL2idpUffr0UUhIiDp37qz4+HjTcTLd6tWr1aBBA1WrVk2RkZH69NNPdfLkSQ0aNEiPPfaY6Xj4/ypXrqzZs2fr1KlT6tKliyZMmKDixYurT58+OnPmjOl4+P+SkpI0cuRIhYaGqnbt2tq3b59q1aplOhZyIMuy9Ntvv+nSpUumowAAADgtiloAAAAADmO325WSkqIbN25k6bleXl4PXMWaO3dulylq3dzcNHv2bJ09ezZbr0DeuHGjQkJC9MILL8jb21vr16/Xvn371LFjR3l6epqOh3soUqSIxo4dm/bf58qVK1W2bFn17t1b0dHRpuPlaBcvXlTTpk01fvx4TZw4UUuWLFHevHlNx0IOFRQUJEk6cuSI4SQAAADOi6IWAAAAgMP4+flJUpbfU+vt7f1QE7WusPo4VcmSJTV27FiNGzdOP/30k+k4DrVjxw41bNhQDRs2lM1m0w8//KDVq1erYcOGpqPhEfj7+6tv3746evSoZs6cqTVr1qhUqVJ6+eWXdeHCBdPxcpzvv/9elSpV0pkzZ7Rjxw5WHcO44sWLy8/Pj/XHAAAA90FRCwAAAMBh7Ha7JGX5PbUPs/o4d+7cLlXUSlLv3r313HPPZZsVyD///LMaN26sOnXqKDExUVu2bNHWrVtVv35909GQAZ6enurUqZMOHz6sCRMmaMWKFXryySc1dOhQl5lid2X/veo4JCREu3fvVuXKlU3HAuTm5qayZctS1AIAANwHRS0AAAAAh0ktarN6oja7rT5OZbPZNGPGDJ0/f16jRo0yHSfdLl68qJ49e6p69eq6cuWKNmzYoM2bN6tu3bqmo8GBvL291adPHx0/flwjR47UjBkzVLZsWX366adKTk42HS9bio6O1nPPPafx48fr/fff19dff608efKYjgWksSyLohYAAOA+KGoBAAAAOEzq6mMTE7XJyclKSkq65+fkypXL5YpaSQoMDNT48eP13nvvaffu3abjPJKEhARNmTJFZcuW1apVqzR16lRt375dzz//vOloyER2u10DBgzQ8ePH1aVLF7366quqXr26fvzxR9PRspWNGzeqevXqunjxonbu3MmqYzgliloAAID7o6gFAAAA4DCmVh97e3tL0n2nal1x9XGqV155Rc8//7w6d+6sGzdumI7zUFatWqXy5ctr6NChev3113X06FH17NlTbm58G5pTBAQEaNy4cdq3b58KFCigZ555RuHh4Tp//rzpaC4tMTFRI0eOVKNGjdSwYUNFRESoUqVKpmMBd2VZls6cOZPl/78AAADAVfAdMgAAAACHMbn6WNJ976l1xdXHqWw2mz755BNFR0dr+PDhpuPc18WLF9WuXTs1b95cVatWVVRUlEaNGpU2bY2cJzg4WGvXrtXy5cu1b98+lS9fXlOnTmUdcjqcP3/+jlXH8+bNk7+/v+lYwD1ZlqXk5GQdPXrUdBQAAACnRFELAAAAwGFMrj6W7l/Uuurq41QlSpTQlClTNGnSJK1du9Z0nLtavHixypcvrx9//FFLly7Vl19+qeLFi5uOBSfRokULHTx4UG+88YbeeOMN1atXT4cPHzYdy2Vs2LBB1atXV0xMjHbt2sWqY7iEJ598Up6enqw/BgAAuAeKWgAAAAAO4+7uLm9vb6ctal119XGqrl27ql27durUqZMuXLhgOk6a06dPq3Hjxmrbtq3+/ve/KyoqSq1atTIdC07Ix8dHI0eO1E8//aTExERVrlxZQ4YMue/a8pwuddVx48aN1ahRI0VERKhixYqmYwEPxdPTU6VKlVJUVJTpKAAAAE6JohYAAACAQ9ntdlYfZ6Lp06crb9686tKli1Osjp07d64qVKig6Ojo/8fevcfpWOd/HH/fc7rvmfsejGPODJrrTg6lTZFKR5J9bCk6SSU66JwO2+HXSiW1lS2RkqxQSbLZlk5SOS0V8cvMiMZpKGcGY47374/Z8csSc7iu63sfXs/HY//Ycbu+b1dLy9vn89XChQs1btw4paammo6FMNe+fXstWrRIo0eP1quvvqrTTjtNK1asMB0r7GzcuFHnnnuunnvuOb344ouaNGkSq44RcYLBIBO1AAAAv4OiFgAAAICt/H6/6xO1Xq9Xko45lVejRg3l5eUpFAq5FcsRgUBAU6ZM0bx58/TCCy8Yy7Fjxw716dNHN954o26//XZ9//33OuOMM4zlQeSJi4vT4MGDtWzZMvn9fp1xxhkaO3ZsxP8ctcusWbPUsWNH7dixg1XHiGgUtQAAAL+PohYAAACArcJ1ojY1NVWlpaWuZ3PCaaedpuHDh+vRRx/V4sWLXT9/7ty56tixoxYuXKiPP/5YI0eOPPTPAKis1q1ba/78+XrwwQd15513qmfPnmG12ttt5auO//SnP6lXr1769ttv1a5dO9OxgCqzLEurV69WcXGx6SgAAABhh6IWAAAAgK1SUlKUn5/v6pkVXX0sKeLvqS03dOhQnXvuubr22mtdW+lcVFSkBx54QBdccIHOPPNMrVq1Sj169HDlbES3hIQE/eUvf9G8efOUnZ2tU089VZ9++qnpWK7buHGjzjnnHD333HN67bXXNGnSJPn9ftOxgGoJBoMqLCxUTk6O6SgAAABhh6IWAAAAgK38fn9YTtSWF7XRcE+tVLY2dvLkyTpw4IAGDRp0xLe/++67Gj58uG3n/fLLLzr//PM1duxYTZgwQdOmTVNaWpptzwck6ayzztLy5cvVvXt3XXLJJXr66adjZhXyRx99pI4dO2rXrl1asmTJUX9eA5EoGAzK4/Gw/hgAAOAoKGoBAAAA2ColJcX1O2rLi9pj3VGbmpoqKXqKWkmqX7++Jk6cqOnTp+vvf/+7pLK1qffdd5+uvvpqjRs3zpaS69tvv1Xnzp21ZcsWLVq0SDfccEO1nwn8npo1a2rq1KkaM2aMnnzySfXu3Vu7d+82HcsxxcXFevjhhw+tOl66dKlOPvlk07EA2wQCATVu3JiiFgAA4CgoagEAAADYyu/3u17Uer1eSbG1+rjcxRdfrPvuu09DhgzRggUL1L17d7388suSpNzcXC1ZsqRaz3/99dfVtWtXtWvXTkuWLOGuTLhm8ODBmjt3rr7//nv94Q9/0MqVK01Hst2GDRt09tln69VXX9Xbb7/NqmNErZNOOomiFgAA4CgoagEAAADYKiUlJSxXH0fjRG25p59+Ws2bN9dFF12kJUuWqKSkRJKUmJio9957r0rPLCws1I033qjbbrtNjz32mGbNmsWqY7iua9eu+u6779SgQQN16dJFH3zwgelItvnHP/6hjh07as+ePVq8eLGuvfZa05EAx1iWpaysLNMxAAAAwg5FLQAAAABbmVx9fKyiNjExUcnJyVFZ1E6cOFGrV69WQUHBYe+gqKhIkydPVmlpaaWet2vXLl188cWaMWOGZs2apccff1wej8fu2ECFNGzYUF9++aX69++vvn376oUXXjAdqVqKior08MMP67LLLtOll16qpUuXqm3btqZjAY6yLIuJWgAAgKNIMB0AAAAAQHTx+/2uT9TGxcUpISHhmEWtVDZVG02rjw8ePKjbb79db7311u9+Ztu2bVqwYIG6detWoWfm5OSoV69e2rNnj+bNm6dTTjnFrrhAlSUmJmrMmDHKyMjQfffdp6ysLI0dO1YJCZH1xxrr16/XVVddpR9//FGTJ0/WNddcYzoS4ArLsrR3715t2bJFDRs2NB0HAAAgbDBRCwAAAMBWJiZqpbKp2oKCgmN+pkaNGlEzUbthwwZ17txZEydOPObnkpKSKrz+eMmSJTrzzDOVkJCgxYsXU9Ii7Nx9992aPn26pk6dql69ekXUz+eZM2fqlFNO0d69e7Vo0SJKWsSUYDAoSUzVAgAA/BeKWgAAAAC2MlXUer3e407U1qhRI2omauvVq6dLLrlEcXFxSkxM/N3PFRYW6p133jl0b+3vmTVrlrp3765OnTpp4cKFatq0qd2RAVtcdtllmjt3rpYvX67u3bvr119/NR3pmAoKCnT33Xez6hgx7YQTTlBaWhr31AIAAPwXiloAAAAAtkpJSXF99bFUNjlakdXHkTSBdyzJyckaMWKEli1bpnbt2iku7vd/e7dz507Nmzfvd7/93XffVZ8+fXTttdfqH//4hwKBgAOJAft07txZixYtUl5ens455xxt2rTJdKSjWr9+vc455xy99dZbmjp1qiZNmqSUlBTTsQAjMjIyKGoBAAD+C0UtAAAAAFv5/X5jq49jaaK2XLt27bR06VKNHTtWycnJR72zMzExUe++++5Rv//kyZPVv39/DR48WOPGjYu4Oz8Ru9LT0/XNN9/I6/XqrLPO0po1a0xHOsyHH36ojh07qrCwUN9//72uvvpq05EAo4LBIKuPAQAA/gtFLQAAAABbhfNEbTTdUftbcXFxGjx4sFatWqVzzz1XkuTxeA59e1FRkd57770j3s/YsWM1YMAA3X///Ro9evRh3weIBA0aNNC8efN0wgknqFu3blq5cqXpSIdWHV9++eXq3bu3FixYoNatW5uOBRjHRC0AAMCRKGoBAAAA2ColJUWFhYUqLi529dykpCQVFBQc8zPRtPr4aFq0aKHPPvtM06ZNU61atQ67uzYvL09ffPHFof/+7LPPasiQIXrmmWf07LPPmogL2CItLU2ffPKJWrVqpfPPP1/Lly83luWnn37SGWecoYkTJ+qdd97RpEmTlJycbCwPEE6CwaByc3Oj+t/DAAAAlUVRCwAAAMBWfr9fklxff+z1elVUVHTMz0Tj6uOjufLKK5Wdna2+fftKkuLj4xUfH39o/fFf//pXPfLII3r55Zf10EMPmYwK2KJmzZr65JNP1K5dO1144YX68ccfXc8wY8YMnX766YqLi9N3332nq666yvUMQDizLEuhUEirV682HQUAACBsUNQCAAAAsFVKSook94vaiqw+jvaJ2t+qV6+eJk+erNmzZ+uEE05QSUmJZsyYoddff10PPvigRo4cqTvuuMN0TMA2fr9fs2bNUtu2bXXeeecpOzvblXMPHjyou+++W3369FHfvn21cOFCVh0DR5Geni6v18s9tQAAAL9BUQsAAADAVuVFrdv31FZk9XG03lF7LD169FB2drbuvfdeHThwQLfeequGDx+uBx54wHQ0wHYpKSn66KOP1Lx5c1144YVat26do+etXr360Krjd999V+PGjZPX63X0TCBSJSQkqHXr1txTCwAA8BsUtQAAAABsZWr1cUUnamNh9fF/8/v96tatmzwej7p166ZHH33UdCTAMTVq1NCnn36qunXr6sILL9SWLVscOeeDDz7Q6aefroSEBH3//ffq16+fI+cA0cSyLIpaAACA36CoBQAAAGArU6uPvV7vcYvaGjVqaP/+/SopKXEpVXj49NNPddVVV2nIkCH66quvTMcBHFerVi3Nnj1bcXFxuvjii7Vnzx7bnl2+6viKK65Qv379tHDhQrVq1cq25wPRLBgMsvoYAADgNyhqAQAAANiqfKLWxOrjikzUhkIh7du3z6VU5q1YsUJXXnml+vbtq1GjRpmOA7imQYMG+vzzz7Vjxw5dccUVKioqqvYzs7Oz1blzZ02cOFHTpk3TuHHjlJSUZENaIDZYlqU1a9bY8vMRAAAgGlDUAgAAALCVqYnaihS1NWrUkKSYuad2y5Yt6t27tzp27Kjx48fL4/GYjgS4qmnTpvrnP/+pxYsX65ZbbqnWs95++22ddtppSkpK0rJly3TllVfalBKIHZZlqaioSD///LPpKAAAAGGBohYAAACArZKTkxUXF2dkoragoOCYn6lZs6Yk2boGNVzt27dPvXr1UkpKimbOnCmv12s6EmDEKaecomnTpuntt9/WU089VenvX77qeMCAAbrpppu0YMECpaenO5AUiH6WZcnj8bD+GAAA4D8STAcAAAAAEF08Ho+Sk5PDcvVxrVq1JEm7d+92I5IxJSUluvbaa7Vx40YtWrRIaWlppiMBRvXs2VNjxozRLbfcoubNm6t///4V+n5ZWVnq16+f1q9fr2nTpumKK65wOCkQ3fx+v5o0aaKsrCzTUQAAAMICRS0AAAAA2/n9fteLWq/XS1H7Hw8++KA+++wzffnll2rdurXpOEBYGDRokLKzszVo0CBlZGTo9NNPP+bnJ02apNtvv10nnXSSli1bppYtW7qUFIhuwWCQohYAAOA/WH0MAAAAwHaBQCAsJ2qTk5Pl9Xqjuqh999139eKLL2rMmDHq3Lmz6ThAWHnuued03nnn6YorrtC2bduO+pn8/HzdcsstuuGGGzRw4EDNnz+fkhawkWVZFLUAAAD/QVELAAAAwHYmJmorcketVDZVG61FbVZWlgYPHqy77rpLN9xwg+k4QNiJi4vTlClTlJiYqH79+qm4uPiwb8/KylLnzp31wQcfaNasWfrb3/6mpKQkQ2mB6GRZljIzMxUKhUxHAQAAMI6iFgAAAIDt/H6/9u3b5+qZFZmolaK3qM3Ly9Pll1+uk08+Wc8//7zpOEDYSktL04wZM/Tvf/9bjz766KGvT5o0SaeddpqSk5O1dOlS9erVy2BKIHoFg0Ht3btXW7ZsMR0FAADAOO6oBQAAAGC7cF19LJUVtXv27HEhkXtCoZCuu+467d69W1988QUTgMBxdOjQQWPGjNGNN96ojh07au7cuXrzzTd155136q9//asSExNNRwSilmVZksom2Bs1amQ4DQAAgFkUtQAAAABsZ2r1caxO1I4aNUqzZ8/Wl19+qYYNG5qOA0SEAQMGaPHixRo8eLD8fr8+/vhj9ezZ03QsIOqdcMIJSktLU2Zmps477zzTcQAAAIxi9TEAAAAA21HUuufHH3/UI488oieeeEJdu3Y1HQeIKKNGjVJ6errS09N10UUXmY4DxAzLspSVlWU6BgAAgHEUtQAAAABsFwgEjNxRW1BQcNzPRVNRW1BQoGuuuUadOnXSww8/bDoOEHG8Xq+mTp2q5cuXa8SIEabjADGDohYAAKAMRS0AAAAA25mYqPV6vTE3UfvAAw9o/fr1mjx5suLj403HASJS27Zt9fTTT2vYsGFavHix6ThATKCoBQAAKENRCwAAAMB24bz6uGbNmlFR1H766acaPXq0xowZoxYtWpiOA0S0e+65RxdddJGuvfZa7d2713QcIOpZlqXc3Fx+vgEAgJhHUQsAAADAdn6/38jq41iZqN2zZ49uvPFGXX311brmmmtMxwEinsfj0fjx47V37179+c9/Nh0HiHrBYFChUEjZ2dmmowAAABhFUQsAAADAdoFAwMhEbXFxsUpLS4/5ufKiNhQKuZTMfg8++KAKCws1atQo01GAqNGwYUO99NJLeu211zR//nzTcYColp6eLq/Xy/pjAAAQ8yhqAQAAANjOxOpjn88nSSooKDjm52rVqqXi4mLXJ37t8tVXX+mNN97Q6NGjVa9ePdNxgKhy3XXXqVevXrr55pt18OBB03GAqBUfH6/WrVtT1AIAgJhHUQsAAADAdn6/XwcOHDjudKudkpKSJFWsqJUUkeuPCwoKdNttt6lnz57q16+f6ThAVBo9erRyc3M1YsQI01GAqBYMBpWZmWk6BgAAgFEUtQAAAABsFwgEFAqFlJ+f79qZ5RO1x5uCi+SidtiwYdq0aZNee+0101GAqNWsWTMNHz5czzzzjJYvX246DhC1LMtiohYAAMQ8iloAAAAAtvP7/ZLk6nphr9crKXonan/88Uf99a9/1YgRI9S0aVPTcYCoduedd6pTp0664447Ivo+ayCcWZalNWvWqKioyHQUAAAAYyhqAQAAANiuvKh1857aaJ+ovf/++3XyySfrtttuMx0FiHrx8fEaO3asFi1apHfeecd0HCAqWZaloqIirV271nQUAAAAYyhqAQAAANguEAhIcreorehEbXJysrxeb0QVtbNmzdInn3yiUaNGKS6O38YBbjjllFN0ww036MEHH3T11zIgVliWJY/Hw/pjAAAQ0/gdPgAAAADbhfNErVQ2VRspRW1hYaGGDh2qvn376uyzzzYdB4gpI0aM0L59+/T888+bjgJEHb/fr6ZNm1LUAgCAmEZRCwAAAMB24XxHrRRZRe0rr7yiDRs2aOTIkaajADGnfv36euSRR/Tcc89p/fr1puMAUceyLIpaAAAQ0yhqAQAAANjOxOrjyk7U7tmzx+lI1bZ9+3Y99dRTGjp0qFq0aGE6DhCT7r77bjVq1EiPPPKI6ShA1AkGg8rMzDQdAwAAwBiKWgAAAAC2S0pKUmJiYljeUStJaWlpETFRO3LkSHm9Xj300EOmowAxy+v16tlnn9W7776rFStWmI4DRJXyidpQKGQ6CgAAgBEUtQAAAAAc4ff7XV19HG131P7yyy8aM2aMHn744UMTygDM6NOnjzp06KAnnnjCdBQgqliWpb1792rLli2mowAAABhBUQsAAADAEX6/39WJ2ri4OCUmJkbNHbXPPPOMatasqVtuucV0FCDmeTweDRs2TDNnztSSJUtMxwGiRjAYlCTWHwMAgJhFUQsAAADAEW4XtVLZitJomKjdvHmzxo8fr8cee0zJycmm4wCQ1Lt3b3Xu3FnDhg0zHQWIGg0aNFBaWpqysrJMRwEAADCCohYAAACAI0wUtT6fr0ITtTVr1gzrovbJJ59UvXr1NHDgQNNRAPzGsGHD9K9//UuLFi0yHQWIGuX31AIAAMQiiloAAAAAjggEAq7eUStFx0Ttxo0bNWHCBD3++OPyer2m4wD4jYsvvlhnnXWWnnzySdNRgKhBUQsAAGIZRS0AAAAAR4TzRG15URsKhVxIVTl/+9vfVL9+fV1//fWmowA4iocfflhz5szRDz/8YDoKEBUsy+KOWgAAELMoagEAAAA4wtQdtRUtaktKSlyf+D2evLw8jR8/XnfddZeSkpJMxwFwFJdcconatm2rUaNGmY4CRIVgMKjc3Fzt3bvXdBQAAADXUdQCAAAAcEQgEDAyUVvR1ceSwm798euvv67S0lINHjzYdBQAv8Pj8ejee+/VlClTtGnTJtNxgIhnWZYkKTs723ASAAAA91HUAgAAAHCE3+83ckdtRSdqpfAqaouLi/Xyyy9r4MCBh/IBCE/XXXed6tatqzFjxpiOAkS89PR0eb1e1h8DAICYRFELAAAAwBGm7qiN1InaadOmKTc3V3feeafpKACOw+v1asiQIXrttdfCboU6EGni4+PVpk0bZWVlmY4CAADgOopaAAAAAI4I5ztq09LSJIVXUfvqq6/q8ssvV3p6uukoACrgtttu08GDBzVlyhTTUYCIZ1kWRS0AAIhJFLUAAAAAHBEIBFyfNKvoRK3X65XP5wubojYzM1MLFy7ULbfcYjoKgAqqXbu2rrjiCo0fP950FCDiBYNBVh8DAICYRFELAAAAwBHhPFErla0/Dpeidty4cUpPT1f37t1NRwFQCYMGDdK3336rZcuWmY4CRLSMjAytXbtWRUVFpqMAAAC4iqIWAAAAgCPC+Y5aqayo3bVrl8OJjq+goEBTpkzRoEGDFBfHb9GASNKtWzeddNJJTNUC1RQMBlVUVKS1a9eajgIAAOAq/hQAAAAAgCMCgYAKCgpcnY6p7ETtnj17HE50fNOnT9fu3bt1/fXXm44CoApuuukmTZkyRQcOHDAdBYhYlmUpLi6Oe2oBAEDMoagFAAAA4Ai/3y9JrpYXlZ2oDYfVx+PHj1fv3r3VqFEj01EAVMH111+v/Px8TZs2zXQUIGKlpKSoSZMm3FMLAABiDkUtAAAAAEeUF7X79u1z7czKTNSmpaUZX328ceNGffXVV7rpppuM5gBQdfXq1VPv3r01ZcoU01GAiBYMBpmoBQAAMYeiFgAAAIAjAoGAJLl6T21lJmpr166tHTt2OJzo2KZNm6aaNWvqoosuMpoDQPX069dPX375pX799VfTUYCIZVkWRS0AAIg5FLUAAAAAHFE+UetmUVuZido6deqERVF7+eWXKykpyWgOANXTq1cvJScna8aMGaajABGrvKgNhUKmowAAALiGohYAAACAIyhqjy0nJ0dLly5V3759jWUAYI+UlBRdeuml3FMLVEMwGNTevXu1efNm01EAAABcQ1ELAAAAwBHlq4/dvKO2MquPy4taU5M706ZNU+3atXXeeecZOR+Avfr27auvv/6akgmoIsuyJIn1xwAAIKZQ1AIAAABwhN/vl8fjCduJ2rp166qoqMjVIvm3pk+frssuu0yJiYlGzgdgr549e8rv9+uDDz4wHQWISA0aNFDt2rWVmZlpOgoAAIBrKGr7B9sUAAAgAElEQVQBAAAAOCIuLk4+n8/VorayE7WSjKw/zs3N1Xfffac+ffq4fjYAZ/h8PvXq1UsfffSR6ShAxMrIyFB2drbpGAAAAK6hqAUAAADgGL/f7+rEqtfrVWFhYYXWGZcXtdu3b3c61hHmzJkjn8+nc845x/WzATinZ8+e+vrrr41N6gORLhgMMlELAABiCkUtAAAAAMf4/X7XJ2pDoZAKCwuP+1mTE7WzZ89W9+7dlZyc7PrZAJzTs2dPFRcXa968eaajABHJsizuqAUAADGFohYAAACAYwKBgOt31Eqq0PrjGjVqKCkpyfWitri4WF988YV69Ojh6rkAnFevXj117NhRs2fPNh0FiEiWZSk3N1d79uwxHQUAAMAVFLUAAAAAHGNiolaSCgoKKvT5tLQ014vahQsXavfu3erZs6er5wJwR8+ePSlqgSoKBoOSxD21AAAgZlDUAgAAAHCMiTtqpYpN1Epl64/dLmrnzJmj9PR0tW7d2tVzAbijZ8+eysnJoWgCqqBly5by+XysPwYAADGDohYAAACAY9xefVzZiVoTRe3cuXNZewxEsc6dO6tmzZr64osvTEcBIk58fLxat25NUQsAAGIGRS0AAAAAx7i9+jjcJ2rz8/O1bNkydevWzbUzAbgrISFBZ5xxhhYsWGA6ChCRgsGgMjMzTccAAABwBUUtAAAAAMeE+x21bhe1S5YsUWFhobp27eramQDc17VrV4paoIosy2KiFgAAxAyKWgAAAACOCQQC3FH7GwsWLFDjxo3VtGlT184E4L6uXbtq/fr12rRpk+koQMSxLEtr165VUVGR6SgAAACOo6gFAAAA4Bgmag+3YMEC1h4DMaBz585KSEjQwoULTUcBIo5lWSoqKtLatWtNRwEAAHAcRS0AAAAAx3BH7f8LhUJavHgxa4+BGOD3+9WhQwfWHwNVYFmW4uLiuKcWAADEBIpaAAAAAI7x+/2urj6uykRtXl6eCgsLnYwlScrOztbOnTt1xhlnOH4WAPO6dOmixYsXm44BRJyUlBQ1bdqUe2oBAEBMoKgFAAAA4JhAIODqRG18fLwSEhIqNVErSTt37nQyliTphx9+UEJCgk4++WTHzwJgXseOHbVy5UqVlJSYjgJEHMuyKGoBAEBMoKgFAAAA4Bi3Vx9LZeuPKzNRK8mV9ccrV65URkbGoalfANGtffv2ys/P555NoAqCwSCrjwEAQEygqAUAAADgGL/fr5KSkgpPuNrB5/NVeqLWjaJ2xYoVat++vePnAAgPbdu2VXx8vFauXGk6ChBxyidqQ6GQ6SgAAACOoqgFAAAA4Bi/3y9Jrk7VVmaitnbt2vJ4PK4Vte3atXP8HADhITk5Wa1ataKoBarAsizl5eVp8+bNpqMAAAA4iqIWAAAAgGMCgYAkad++fa6dWZmJ2sTERNWoUUPbt293NNOePXu0YcMGilogxrRr104rVqwwHQOIOJZlSRLrjwEAQNSjqAUAAADgmHCfqJXK1h87PVH7v//7vwqFQhS1QIxp164dE7VAFTRo0EB16tRRVlaW6SgAAACOoqgFAAAA4BiK2jI//fSTfD6fmjVr5ug5AMLLiSeeqHXr1qm4uNh0FCDiZGRkUNQCAICoR1ELAAAAwDHlq4/dLGors/pYcqeoXbdunVq0aCGPx+PoOQDCS8uWLVVcXKxNmzaZjgJEHMuyKGoBAEDUo6gFAAAA4JjyiVo376gNx4na8qIWQGwp/3m/bt06ozmASGRZFnfUAgCAqEdRCwAAAMAxPp9P8fHxTNRS1AIxqUGDBkpJSVFOTo7pKEDECQaD2rx5s/bs2WM6CgAAgGMoagEAAAA4xuPxKCUlJebvqM3JyaGoBWKQx+NR8+bNmagFqsCyLElSdna24SQAAADOoagFAAAA4Ci/3+/q6uNwm6gtKipSbm6uWrZs6dgZAMJXy5YtmagFqqBly5by+XysPwYAAFGNohYAAACAowKBQNhP1O7atUuhUMiRPL/88otKSkrUtGlTR54PILw1a9ZMGzduNB0DiDjx8fFq06aNsrKyTEcBAABwDEUtAAAAAEf5/f6wv6O2uLjYsTvwtm3bJkmqV6+eI88HEN7q1q3r+Hp1IFpZlkVRCwAAohpFLQAAAABHuV3UVmWiVpJjRUr5c8vPARBb6tSpo+3bt5uOAUQkiloAABDtKGoBAAAAOCoQCIT9HbWSs0VtQkKCatWq5cjzAYQ3JmqBqrMsS2vXrlVhYaHpKAAAAI6gqAUAAADgqFifqN2+fbtq164tj8fjyPPD3bfffiuPx6O//OUvx/yaiRymhEOWOXPmyOPxaNSoUY6dsW/fPt11111q0aKFEhIS5PF4Dv2ljRkzZujUU09VIBCQx+M57D+33nqrY5lMqFOnjgoLC5WXl2c6ChBxgsGgioqKtHbtWtNRAAAAHEFRCwAAAMBRJoraykzUBgIBeb1eRydqWXt8fPPnz5fH49FTTz1lOgps8sQTT+iVV17R+vXrVVJScujrmZmZ6tevn5YtW+bqrw2m1K1bV5JzfxkEiGYZGRmKi4tj/TEAAIhaFLUAAAAAHBUIBFwtY3w+X6UmaiVn75DcuXMnRe1/Oe200xQKhVydKDVxZqybM2eOatasqVWrVqmkpEShUEiBQECff/65iouL9dRTT+ngwYMKhUIKhULKyckxHdkRTk/tA9EsJSVFTZs2VWZmpukoAAAAjkgwHQAAAABAdPP7/a7eUVvZiVpJql+/vrZu3epIngMHDsjv9zvybCCcbdmyRRkZGQoGg0d8XZIuueQSeb1eE9FcVf7z/8CBA4aTAJEpGAwyUQsAAKIWE7UAAAAAHOX26uOqTNQ2aNBAv/76qyN5CgoKIqKMKikp0SuvvKJOnTopLS1NtWrV0mmnnaYXX3zxsILpt3ebfvHFF+rSpYtSUlJUv359DRo0SNu2bTvuWf99R+tTTz2lbt26SZIef/zxw+4rtSv30e6F/e2P5csvv1SXLl3k9/vVtGlTPfvss4c+98orrygjI0M+n0+WZen9998/LIMd70SSQqGQJkyYoC5duig1NVXJycnq0KGDXn31VYVCoQo9o6Lv47cWL16sc889V36/X3Xq1NGAAQO0c+fOwz4zfvx4eTweTZ8+/YjvX/5tM2fOlCTdc8898ng82rVrl5YsWXLEHbQjRoyQJJ166qkV+udsx3sxKSkpSZIq/esSgDKWZVHUAgCAqMVELQAAAABHhfsdtVLZRK1TRW1hYeGhoiac/fnPf9bzzz9/2Ne+++47fffdd0pKStIdd9xx2LctXLhQQ4cOPXT3aH5+vsaPH6/58+dr6dKlCgQCYZn7aBYvXqwHHnhAxcXFksomH//85z/L6/Xql19+0XPPPXfos9nZ2brqqqvUpk0bdezY8bDnVOedhEIh9e/fX1OmTDns6ytWrNAdd9yhH374Qa+//vpxfyyVfR9Lly7Vww8/fKhEPHDggCZNmqR169bpq6++Ou55TrPrvZhU/hc1CgsLDScBIpNlWXrzzTcVCoUq9Bd4AAAAIgkTtQAAAAAcFQgEXF19XD5RW5lJO6cnaiOhqJ05c6b8fr8++OAD7d69W/v379fy5cs1dOjQoxaM77//vvr376+ffvpJ+/bt09dff6127dopKytLI0eOrNTZjz32mL755htJ0vDhww/dWVqRf4aVzX007733nu644w6tW7dO+/bt0/Tp05WYmKhhw4Zp7NixGj9+vLZu3aodO3bo/vvvV2lpqV566SVb38nkyZM1ZcoUtWvXTv/617+0Y8cO7du3T1999ZU6dOigN954Q4sWLbL9fUydOlU33nijfvrpJx04cEDz589Xs2bN9PXXX+uHH36o0Pv7b6NGjVIoFFLNmjXVuXPnw/55hkIhPfTQQ5KkZcuWHfefs13vxaTyopaJWqBqLMtSXl6eNm/ebDoKAACA7ZioBQAAAOAoExO1oVBIRUVFFS5IGzRo4NgdtYWFhapVq5Yjz7ZTkyZNJEl//OMflZBQ9lvFDh06qEOHDkf9/Omnn64JEyYcmm7q1q2bZs6cKcuyNH36dA0fPjwscx9Njx49Dite+/Tpoz/+8Y/64IMP9MILL2jgwIGHvm3kyJEaP368Vq1adcRzqvNO3nrrLcXHx+uTTz5Rw4YND3397LPP1tSpU9W2bVv94x//0JlnnnnMH0tl38dFF12ksWPHHvrvXbt21YMPPnhoWrUy79EJdr0Xk+Lj4xUfH09RC1RR+T3XmZmZaty4seE0AAAA9mKiFgAAAICj/H6/8vPzVVpa6sp5Pp9Pkiq1/rh8otaJ+y4jZaL2pZdeUmlpqVq3bq1bbrlFY8aM0bJly3738xdddNERKyjT09N14oknau3atbbl2r59+xF3nNatW7fKuY/mnHPOOeJrzZs3l1RWCP5WfHy8GjdufNQJ7Oq8kx9//FElJSVq2rSpEhISFB8fr7i4OMXFxalt27aSpA0bNtj+Ps4999wjvpaeni5JysvLO2ZmN1T0vYS7pKQkilqgiurXr686depwTy0AAIhKFLUAAAAAHBUIBBQKhXTgwAFXzqvKmtH69euroKBAe/futT1PcXHxocnGcNahQwdlZWVp0qRJatmypb755hv16NFDbdu21cqVK03H+1125C4v93+rvHD9vW+z+y8elD+vpKREJSUlKi0tPWItcEXuOK3s+0hOTj7ia+U/9t+eHRcXd1jO38rPzz9urqqy672YlpiYqKKiItMxgIiVkZFBUQsAAKJS+P9pAQAAAICI5vf7JUn79++v8J2h1VHViVpJ+vXXX1WzZk1b8yQmJqq4uNjWZzolISFBZ5999qEp0gMHDigjI0MDBw7UkiVLDvvsp59+qieffPKwCdKff/5Zq1evVqtWrSp9dnkR+N/vqm7duseddK5MbidV551YlqXvv/9emzdvPu7/Bk28j/r160uScnJyjvi2uXPnVumZFVGZ9xLOCgsLI2KyHghXwWBQmZmZpmMAAADYjolaAAAAAI4qL2r37dvnynlVmaj9bVFrt6SkpIiY+OvSpYtee+01rVq1Svn5+dqzZ4/mzJmjHTt26Oeffz7i80uWLNHAgQO1Zs0a7d+/X/Pnz9dll12moqIiXXHFFZU+v3bt2pKkb775Rjt27HAst5Oq804GDhyoAwcO6IILLtA///lPbdu2TYWFhVq/fr0+/vhj9enTR1988cVxMzj1Pk466SRJ0qhRozRv3jzl5+dr3bp1uv/++zVz5swqP/d47HovphUWFh76tQlA5VmWxUQtAACISkzUAgAAAHBU+RTt/v37XTmvKhO19erVU1xcnCNFrdfrjYi7Kb///nstWrToqN82aNCgI752xRVXaNKkSXrrrbcO+7plWXrooYcqfX6bNm3UuHFjzZ0797A7V483PVrZ3E6qzjsZMGCAvvrqK02cOFG9e/c+6mcq8uNx6n2kp6fr8ssv14wZM9S9e/dDX09ISFD//v319ttvV/nZx2LXezGpuLhYpaWlTNQC1WBZljZv3qzdu3erVq1apuMAAADYholaAAAAAI767epjN1RlojYhIUG1a9fW1q1bbc8TKRO1//73vzVkyBCddNJJSk5OVt26ddW1a1eNHz9eL7300hGf79q1q2bPnq3TTz/90OcHDhyor7/+ukorruPj4zV9+nSdddZZh/4340RuJ1XnnXg8Hr311lt67733dMEFFygtLU1JSUlKT0/Xn/70J3344Ye64IILjpvByffx5ptv6qabblKdOnXk8/l05pln6vPPPz+0YtkJdr0Xk8p/LWKiFqi6YDAoScrOzjacBAAAwF6e0PH+ejIAAAAAVMPu3buVlpamzz77zJVCJTc3V02aNNH8+fPVtWvXCn+/k08+WX369NGwYcNszTNgwADt2rVLH330ka3PNWXOnDnq2bOnXnrpJd1zzz2m44QF3gmOZdeuXapdu7Y+//xznX/++abjABGppKREgUBAr732mgYMGGA6DgAAgG2YqAUAAADgqPJJwnC+o1aS6tevH9N31AJwBhO1QPXFx8erdevWTNQCAICoQ1ELAAAAwFEJCQlKSkoK6ztqJalBgwaOFLWBQEB5eXm2PxdAZCj/SyqVWekN4EjBYFBZWVmmYwAAANiKohYAAACA4wKBQFjfUSuVFbVO3FFbp04d7dixw/bnAogM27dvlyTVrVvXcBIgslmWRVELAACiToLpAAAAAACin9/vd231cWJiouLj4ys9UevU6uM6deocKmqiQY8ePRQKhUzHCCu8ExxL+V/UqFOnjuEkQGTLyMjQmjVrVFRUpMTERNNxAAAAbMFELQAAAADH+f1+1yZqpbKp2qpM1DpR1NatW1e7du1SSUmJ7c8GEP62b9+u5ORkpaSkmI4CRDTLslRUVKSff/7ZdBQAAADbUNQCAAAAcJyJorYqd9Tu27fP9px16tRRaWmpdu/ebetzAUSGHTt2ME0L2MCyLHk8HtYfAwCAqEJRCwAAAMBxbt5RK0k+n69KE7WSbL+ntrygiab1xwAqbseOHdxPC9jA7/erSZMmFLUAACCqUNQCAAAAcJybd9RKZUVtVSZqJdm+/ri8oNm2bZutzwUQGbZv367atWubjgFEBcuyKGoBAEBUoagFAAAA4Di3Vx/7fD7l5+dX6vvUr19fkv0TtSeccIISExO1YcMGW58LIDKsX79ezZo1Mx0DiAoUtQAAINpQ1AIAAABwXCAQcHWiNjk5udITtT6fTzVq1LB9ojY+Pl5NmzbVunXrbH0ugMiQk5Ojli1bmo4BRIWMjAyKWgAAEFUoagEAAAA4zu07apOTkys9USuVrT+2u6iVpBYtWlDUAjEoFAppw4YNatGihekoQFQIBoPavXu3fvnlF9NRAAAAbEFRCwAAAMBxqampysvLc+28qqw+lihqAdhr8+bNOnjwIBO1gE0sy5IkpmoBAEDUoKgFAAAA4Di/3x/2q4+lsqLW7jtqpbKiNicnx/bnAghv5T/vKWoBezRq1Eg1a9akqAUAAFGDohYAAACA49yeqA231cctW7bUhg0bVFpaavuzAYSvdevWKSkpSY0aNTIdBYgaGRkZys7ONh0DAADAFhS1AAAAABwXCARcn6itSlFbv359R4raNm3aqLCwUD///LPtzwYQvrKzs5Wenq64OP74BbCLZVlM1AIAgKjB7xQAAAAAOC41NVX79+93baLU5/NVefWxE0XtySefrLi4OK1cudL2ZwMIXytWrFCHDh1MxwCiSkZGBkUtAACIGhS1AAAAABwXCAQUCoW0f/9+V86rzurj3bt3q6CgwNY8fr9f6enpWrFiha3PBRDeVqxYoXbt2pmOAUQVy7K0YcMG1/4/BQAAgJMoagEAAAA4LjU1VZJcW39cndXHoVBI27Ztsz1T+/btmagFYkheXp7Wr19PUQvYzLIslZaWavXq1aajAAAAVBtFLQAAAADHBQIBSWXFhRt8Pl+VJ2olaevWrXZHUrt27ZioBWLIypUrFQqF1L59e9NRgKjSpk0bJSYmsv4YAABEBYpaAAAAAI4zMVFb1TtqJTlyT2379u21du1aVjUCMWLlypVKTU1V8+bNTUcBokpiYqJatmyp7Oxs01EAAACqjaIWAAAAgOPcnqit6urj1NRUpaSkOFLUduzYUaWlpUzVAjFi+fLlat++vTwej+koQNSxLIuJWgAAEBUoagEAAAA4zu2J2qquPpbK7ql1oqhNT0/XCSecoIULF9r+bADhZ8GCBerSpYvpGEBUCgaDFLUAACAqUNQCAAAAcFxycrISEhJcXX1c1aK2YcOG2rJli82Jypx55plasGCBI88GED727NmjH3/8UV27djUdBYhKGRkZys7OVklJiekoAAAA1UJRCwAAAMAVfr/f1dXHRUVFVfoD3MaNGys3N9eBVFLXrl0paoEYsHDhQoVCIZ155pmmowBRybIsHTx4UBs2bDAdBQAAoFooagEAAAC4IjU11dWJWkk6ePBgpb9vo0aNtHnzZrsjSSorardu3ao1a9Y48nwA4WHBggVq06aN6tevbzoKEJWCwaAksf4YAABEPIpaAAAAAK4IBAKuTdT6fD5JqtL6YyeL2k6dOiklJYWpWiDKLViwQGeddZbpGEDUqlWrlho0aEBRCwAAIh5FLQAAAABXBAIB1ydqq1PUhkIhu2MpMTFRnTp10jfffGP7swGEh8LCQi1dulRdunQxHQWIapZlKTs723QMAACAaqGoBQAAAOCKSFp9XFhYqO3bt9sdS5J0/vnn65NPPnHk2QDM++abb7R//351797ddBQgqlmWpczMTNMxAAAAqoWiFgAAAIAr3Fx9XJ2J2saNG0uSY+uPe/bsqU2bNunHH3905PkAzJozZ46CwaDS09NNRwGiWkZGBquPAQBAxKOoBQAAAOAKNydqq3tHreRcUXvaaaepfv36mj17tiPPB2DW7Nmz1bNnT9MxgKhnWZa2bt2qHTt2mI4CAABQZRS1AAAAAFwRKRO1NWrUUCAQUG5urt2xJElxcXG68MILKWqBKFQ+Ld+jRw/TUYCoFwwGJYl7agEAQESjqAUAAADgiki5o1Yqm6p1aqJWknr06KH58+e7VlwDcMe//vUv+f1+devWzXQUIOo1a9ZMKSkprD8GAAARjaIWAAAAgCvcnKitzupjqeyeWieL2osvvljFxcX6/PPPHTsDgPtmz56t7t27H/o1CIBz4uLidOKJJzJRCwAAIhpFLQAAAABXBAIB1yZqExMTlZCQUOWi1umJ2nr16qlLly764IMPHDsDgLvy8vL0ySef6E9/+pPpKEDMsCyLiVoAABDRKGoBAAAAuMLN1cdS2VRtuBa1ktS3b1999NFHVc4IILx89NFHKi4upqgFXJSRkUFRCwAAIhpFLQAAAABXuLn6WCq7p7Y6d9Tm5ubanOhwV155pQ4cOKDZs2c7eg4Ad7z33nu68MILVadOHdNRgJhhWZZ+/vlnFRQUmI4CAABQJRS1AAAAAFyRmpqqwsJCFRYWunJecnJytSZqt27dquLiYptT/b8TTjhB3bp107Rp0xw7A4A79u7dq88++0x9+/Y1HQWIKZZlqbi4WGvXrjUdBQAAoEooagEAAAC4IhAISJJr64+rs/q4cePGKi0t1S+//GJzqsP17dtXs2bN0v79+x09B4CzPvzwQ5WWluqPf/yj6ShATMnIyFBcXBzrjwEAQMSiqAUAAADgivKi1q31x9VZfdy0aVNJ0saNG+2MdIQ+ffqooKBAH3/8saPnAHDWe++9p4svvlhpaWmmowAxJTk5Wc2aNVNmZqbpKAAAAFVCUQsAAADAFampqZLcm6it7urj+Ph4x4va+vXr6+KLL9abb77p6DkAnLNp0yZ9+umnuv76601HAWKSZVnKzs42HQMAAKBKKGoBAAAAuMLERG1Vi9qEhAQ1bNhQGzZssDnVkQYNGqTPPvuM+/WACDVhwgSlpaWpd+/epqMAMcmyLFYfAwCAiEVRCwAAAMAVbk/U+ny+Kq8+lsrWHzs9UStJl156qRo2bKiJEyc6fhYAe5WWlmrChAm64YYb5PV6TccBYlJ5URsKhUxHAQAAqDSKWgAAAACuiKSJWsm9ojYhIUEDBgzQm2++qeLiYsfPA2CfTz/9VOvXr9dNN91kOgoQsyzLUl5enjZv3mw6CgAAQKVR1AIAAABwRUJCgnw+X0TcUStJzZo1c6WolcrWH//666+aPXu2K+cBsMf48eN19tlnKxgMmo4CxCzLsiSJ9ccAACAiUdQCAAAAcE1qaqprE7U+ny8iJmolqWXLljrvvPP02muvuXIegOrbsmWLZs2apZtvvtl0FCCmNWjQQGlpaRS1AAAgIlHUAgAAAHBNIBBwdaK2unfUbt26tVrPqIy77rpLs2fP1qpVq1w5D0D1vPzyy6pVq5auvPJK01GAmGdZlrKzs03HAAAAqDSKWgAAAACuSU1NjZjVx02bNlUoFFJubq6NqX7fpZdeKsuy9NJLL7lyHoCq279/v9544w3ddddd8vl8puMAMc+yLCZqAQBARKKoBQAAAOAatydqq3tHrSTX1h97PB7dc889evvtt7VlyxZXzgRQNW+88Yby8/N16623mo4CQFJGRoYyMzNNxwAAAKg0iloAAAAAromkO2rr1asnn8/nWlErSQMGDFBaWprGjBnj2pkAKqekpESvvPKKBg4cqDp16piOA0BlE7W5ubnau3ev6SgAAACVQlELAAAAwDVuTtSmpKTowIEDVf7+Ho9HTZo0cbWo9Xq9uvXWWzVmzBjt37/ftXMBVNz777+v9evX6+677zYdBcB/WJalUCik1atXm44CAABQKRS1AAAAAFzj5kRtSkpKtSZqpbJ7at0saiXp9ttv18GDB/X666+7ei6A4wuFQnr22Wd1+eWXq1WrVqbjAPiPVq1ayev1ck8tAACIOBS1AAAAAFwTSRO1UllRu2HDBpsSVUy9evV0++2365lnnnGt1AZQMdOnT9fKlSv16KOPmo4C4DcSEhLUqlUrZWdnm44CAABQKRS1AAAAAFzj9kRtUVGRioqKqvyMZs2auT5RK0kPPfSQCgoKuKsWCCOlpaUaPny4+vbtqw4dOpiOA+C/WJbFRC0AAIg4FLUAAAAAXOP3+12bqE1OTpakak3VNm/eXOvWrbMpUcXVrVtXd911l55//nnt3bvX9fMBHOmdd97RqlWr9D//8z+mowA4CopaAAAQiShqAQAAALjG7YlaSdW6p7ZFixbKy8vTjh077IpVYUOHDlVpaan+9re/uX42gMOVlJRo+PDhuvbaaxUMBk3HAXAUGRkZWr16tYqLi01HAQAAqDCKWgAAAACucfuOWql6E7UtW7aUJCNTtbVq1dK9996rF198UTt37nT9fAD/7+9//7t+/vlnPf7446ajAPgdlmWpsLDQyL+zAUAJZp8AACAASURBVAAAqoqiFgAAAIBrUlNTtX//fpWWljp+lh1FbbNmzRQfH6+cnBy7YlXKPffcI5/PpyeeeMLI+QCkffv26bHHHtPAgQPVunVr03EA/A7LsuTxeFh/DAAAIgpFLQAAAADXBAIBlZaWVqs8rSg77qhNTExUo0aNjE3npKam6qmnntLYsWO1cuVKIxmAWPf0008rPz9fw4cPNx0FwDHUqFFDDRs2pKgFAAARhaIWAAAAgGtSU1MlyZX1x3bcUSuV3VNrco3ijTfeqFNPPVX33nuvsQxArMrJydGoUaP0xBNPqG7duqbjADgOy7IoagEAQEShqAUAAADgmkAgIEnKy8tz/Cw7Vh9LZffUmlp9LElxcXEaNWqU5s6dq1mzZhnLAcSioUOHqkWLFhoyZIjpKAAqgKIWAABEGopaAAAAAK4xMVFb3aLW9EStJHXp0kVXXnml7r//fhUWFhrNAsSKefPmacaMGXrhhReUmJhoOg6ACrAsS5mZmaZjAAAAVBhFLQAAAADXlE/UulHUxsfHKykpyZaiNicnR6FQyKZkVfPcc88pNzdXI0eONJoDiAUFBQUaMmSILrnkEl1yySWm4wCoIMuytHPnTm3bts10FAAAgAqhqAUAAADgmvKJWjdWH0tlU7V23FGbn5+vrVu32pSqapo3b66//OUvevrpp7Vq1SqjWYBoN2LECK1bt06vvPKK6SgAKsGyLEli/TEAAIgYFLUAAAAAXJOcnKz4+HhXJmqlsqLWjjtqJRlffyxJ9913n04++WTdfPPNKi0tNR0HiEpZWVl69tln9dRTTyk9Pd10HACV0KRJEwUCAYpaAAAQMShqAQAAALjG4/HI7/e7NlGbnJxc7aK2SZMmSkhIUE5Ojk2pqi4+Pl4TJkzQt99+q9dff910HCDqlJaW6uabb1b79u111113mY4DoJI8Ho8yMjKUnZ1tOgoAAECFUNQCAAAAcFVqaqqrE7XVXX2ckJCgJk2ahMVErSS1b99e9913nx566CFt2rTJdBwgqrz66qv697//rXHjxik+Pt50HABVYFkWE7UAACBiUNQCAAAAcFUgEHD1jtrqTtRKZeuPw2GittwTTzyhBg0aaPDgwQqFQqbjAFFh7dq1evTRR/XQQw/plFNOMR0HQBVlZGRQ1AIAgIhBUQsAAADAVYFAIKLuqJWk1q1ba82aNTYkskdycrKmTJmizz//XKNHjzYdB4h4xcXF6t+/v5o3b67HHnvMdBwA1WBZlnJycnTw4EHTUQAAAI6LohYAAACAqyJt9bEktWrVKqyKWkn6wx/+oEceeUQPPPCAVqxYYToOENGGDRumZcuWaerUqfL5fKbjAKgGy7JUWlqqn376yXQUAACA46KoBQAAAOAqN1cfJycn2zJR26ZNG23atMmW0tdOjz32mDp16qRrrrkm7LIBkWLBggUaMWKEXnzxRbVr1850HADVdOKJJyo+Pl6ZmZmmowAAABwXRS0AAAAAV7k9UWvX6uPS0tKwuqdWkhISEjR58mRt3LhRjz76qOk4QMTZs2ePrrvuOl100UW69dZbTccBYAOv16sWLVpwTy0AAIgIFLUAAAAAXOXmRK2dRa3H4wnLNYotW7bU6NGjNWrUKM2aNct0HCBihEIh3XzzzTp48KD+/ve/y+PxmI4EwCbBYFDZ2dmmYwAAABwXRS0AAAAAV0XiHbUpKSlq1KhR2N1TW65///666aabdO211zJBBFTQ888/rw8//FCTJk1SvXr1TMcBYCPLsvj3IQAAiAgUtQAAAABcFYl31EplU7XhWtRK0ujRo2VZli677DLX3i8Qqb788ks9+uijGjlypC688ELTcQDYLCMjQ9nZ2QqFQqajAAAAHBNFLQAAAABXBQIB1yZq7S5qw3H1cTmfz6fp06drx44dGjx4sOk4QNjauHGj+vXrp0svvVT33Xef6TgAHGBZlvbv36+NGzeajgIAAHBMFLUAAAAAXOX26uNYmaiVpGbNmumdd97R+++/r1GjRpmOA4SdoqIiXX311apduzb30gJRLBgMShLrjwEAQNijqAUAAADgKjdXH9t1R61UVtRu3LhRBw8etOV5Tjn//PM1fPhwPfDAA5ozZ47pOEDYCIVCuvnmm7Vy5UrNnDlTNWrUMB0JgEPq1KmjunXrUtQCAICwR1H7f+zde5iN9f7/8deaozmstYYpIodhcN+M05ZTjENytpVqU9lFRal2fbVJ7KiGrXZR2dUuSUcqpANpEJWUGSWFiZpxHKeQpoxhGDNr5vdHP767b7t2Muv+3Gvm+biuua4y5v68xnUVy2u93x8AAAAAjvJ6vSoqKlJxcXHQzyrPidpGjRqptLRUO3fuLJfnBdP48eM1ZMgQDR48WBs2bDAdB3CFSZMm6ZVXXtHLL78s27ZNxwEQZLZtKycnx3QMAACAX0VRCwAAAMBR8fHxkuTI+uOYmBgVFRUpEAic9bMaNmwoj8fj6ntqT/F4PHr22WfVrl079e/fnzv6UOnNmzdPkydP1uOPP64BAwaYjgPAAbZt6+uvvzYdAwAA4FdR1AIAAABw1Kmi1on1x7GxsZJULuuP4+LiVLNmzZAoaiUpMjJSb775phITE9WvXz/l5+ebjgQY8dFHH+m6667TuHHjdOutt5qOA8AhlmWx+hgAALgeRS0AAAAAR3m9XknOTNSeKmrLa/1xqP2lr8/n09tvv61Dhw7p6quvdmTdNOAmmzdv1qWXXqqBAwfqgQceMB0HgIOaNGmi/fv36/Dhw6ajAAAA/CKKWgAAAACOMjFRW15FbZMmTUJujWJSUpIWL16sjz/+WEOHDi2XNdBAKNi+fbt69eql5s2b68UXX5TH4zEdCYCDTt1FzT21AADAzShqAQAAADgqlCdqmzRpoq+++qpcnuWktm3batGiRVq4cKGGDx+u0tJS05GAoNq7d6969uyp6tWra9GiRapSpYrpSAAcVr9+fVWpUiWkNmEAAIDKh6IWAAAAgKNOFbVOTNTGxMRIKr+itmnTpvrhhx908ODBcnmek7p3765FixZp3rx5GjVqlOk4QNAcOnRIvXr1UlxcnN577z1VrVrVdCQABoSFhalRo0ZM1AIAAFejqAUAAADgqIiICEVHRzs6UXv8+PFyeV6TJk0kKeTWH5/Sq1cvzZ07V08//bRGjx5tOg5Q7g4fPqzevXuruLhYy5cvV2JioulIAAyybZuJWgAA4GoUtQAAAAAc5/V6Q/KO2po1a6pq1aohW9RK0mWXXabnnntOjz32mCZOnGg6DlBuvvvuO1188cXKy8vT+++/r5o1a5qOBMAwiloAAOB2EaYDAAAAAKh84uPjQ/KOWkmyLCuki1pJGjp0qAKBgG688UYdO3ZMjz76qDwej+lYwO+2f/9+9ezZU4WFhVq5cqXq1q1rOhIAF7AsS9u2bVNxcbEiIyNNxwEAAPgZiloAAAAAjvN6vY4UtZGRkYqMjCzXorZJkyYhX9RK0vXXX6+4uDhdc801OnbsmJ5++mmFhbF0CaFn9+7d6tGjh8LCwvTRRx+pdu3apiMBcAnbtlVcXKwdO3bIsizTcQAAAH6GV+EAAAAAHOfURK0kxcTEUNT+gsGDB+utt97Syy+/rD//+c8qLi42HQk4Izt37lS3bt0UGRmplStXUtIC+AnbtuXxeFh/DAAAXIuiFgAAAIDjnLqjVpLi4uJ07Nixcnte06ZNtW/fPuXn55fbM03q37+/3n77bS1evFiDBg0q11IbCKb169erY8eOql69ulavXs2dtAB+Ji4uTrVr16aoBQAArkVRCwAAAMBxTk7UlndR26RJE0lSTk5OuT3TtB49emj58uVavXq1LrroIh08eNB0JOBXpaenq0uXLmrevLlWrFihqlWrmo4EwKVs26aoBQAArkVRCwAAAMBxTk/UlueUaFJSkmJiYrR58+Zye6YbdOzYUZ9++qny8/N14YUXVpj1zqh4nn32WQ0cOFCDBg1Senq6vF6v6UgAXKxJkyYUtQAAwLUoagEAAAA4LpQnasPCwpSSkqIvv/yy3J7pFsnJycrMzFTt2rXVqVMnrVy50nQk4LSysjKlpaXppptu0oQJE/T8888rMjLSdCwALmdZFkUtAABwLYpaAAAAAI6Lj48P2TtqJally5bauHFjuT7TLapVq6bly5erR48e6tOnj5577jnTkQAVFBToT3/6kx588EG9/PLLSktLMx0JQIiwbVuHDx/WgQMHTEcBAAD4GYpaAAAAAI4L5YlaqWIXtZJUpUoVzZs3T2PGjNGNN96om2++WUVFRaZjoZLKzs5W+/bttXr1aq1YsUJDhgwxHQlACLFtW5KYqgUAAK5EUQsAAADAcU7fUVveRW2LFi2Ul5enffv2letz3SQsLEwPPPCAFi1apPnz56tjx47Kzc01HQuVzOLFi9WhQwfFxsZq7dq16ty5s+lIAEJMrVq15Pf7KWoBAIArUdQCAAAAcFxFmKj1eDwVeqr2lAEDBmjt2rU6efKk2rZtq/fee890JFQCgUBAaWlpGjhwoK688kplZmaqXr16pmMBCFGNGzdWTk6O6RgAAAA/Q1ELAAAAwHFer1dHjx5VWVlZ0M8KRlGbkJCgOnXqVIqiVpIaNWqkzMxMdevWTX379tWUKVMUCARMx0IFtXfvXvXo0UNTp07V888/r5kzZyoqKsp0LAAhzLZtiloAAOBKFLUAAAAAHBcfH6/S0lIVFhYG/axgFLXSj1O1WVlZ5f5ct/J6vXrttdc0bdo0TZkyRRdddJF27dplOhYqmNdff10tW7bUgQMHlJmZqWHDhpmOBKACsCyL1ccAAMCVKGoBAAAAOM7r9UqSI+uPg1nUVpaJ2lM8Ho/uuOMOff755zpy5IhatGihOXPmmI6FCuD48eMaNWqUBg0apP79+2vdunVq1aqV6VgAKgjbtrVr1y4dP37cdBQAAICfoKgFAAAA4Lj4+HhJUkFBQdDPio2NDcrkbsuWLbVlyxZHpoLdJiUlRWvWrNHQoUM1bNgwXXvttcrPzzcdCyHq008/VYsWLfTqq69q4cKFmj17tuLi4kzHAlCBWJal0tJSbd261XQUAACAn6CoBQAAAOC4ijJRGwgE9NVXX5X7s0NBTEyMnnjiCaWnp2vFihVq2rSpFi5caDoWQsixY8c0evRoderUSQ0aNFBWVpYuvfRS07EAVECNGzdWeHg4648BAIDrUNQCAAAAcNypiVoni9qysrJyfW5ycrLi4uK0YcOGcn1uqOnbt6+ys7P1xz/+UZdffrkGDBigvXv3mo4Fl1u1apVat26t559/Xo888oiWLl2qmjVrmo4FoIKKiopSUlKScnJyTEcBAAD4CYpaAAAAAI47NVHrxOrjuLg4lZaWqqioqFyfGxYWptatW2vdunXl+txQlJCQoJkzZ2rlypXasmWLmjVrpscee0ylpaWmo8FlfvjhB40cOVIXXXSRGjdurE2bNmnUqFEKC+OvJwAEl23bFLUAAMB1eCUEAAAAwHGxsbEKCwtzbKJWUlDWH7dr105r164t9+eGqq5du2r9+vUaPny4xowZo27duumLL74wHQsuEAgENHPmTDVu3Fjp6el66623tHjxYtWuXdt0NACVhGVZrD4GAACuQ1ELAAAAwHEej0dxcXGOTdRKwSlq27Ztqy+//FKFhYXl/uxQFRsbq0ceeUSffvqpAoGA2rZtqxEjRujgwYOmo8GQlStX6oILLtDtt9+ua665Rps3b+YuWgCOO1XUlvdVCAAAAGeDohYAAACAEfHx8RViorakpETr168v92eHugsuuEAZGRlauHCh3n//fSUnJystLU0nTpwwHQ0O2bNnj4YOHaru3bvr3HPP1fr16zV9+nT5/X7T0QBUQrZt69ixY9q3b5/pKAAAAKdR1AIAAAAwwuv1hvxEbf369VW9enXWH/+KAQMGaPPmzbrzzjs1bdo0NWvWTHPmzFEgEDAdDUHy7bffasyYMWrcuLE+++wzLVmyRCtWrFBKSorpaAAqMdu2JYl7agEAgKtQ1AIAAAAwoiJM1Eo/rj/+7LPPgvLsiiI2NlZpaWnKzs5Wly5ddMMNN6h58+aaP3++SktLTcdDOcnLy9Pf/vY3NWjQQK+++qqmTZumrKws9e3b13Q0AFD16tVVrVo17qkFAACuQlELAAAAwAiv11thiloman+bOnXq6Pnnn9fWrVvVuXNn/fnPf1aLFi20YMEC7gwMYQUFBXrooYfUsGFDzZo1S/fcc4+2b9+u2267TZGRkabjAcBplmUxUQsAAFyFohYAAACAEU6tPo6NjZXH41FhYWFQnt+uXTvt2LFD3333XVCeXxElJSVp5syZ2rhxo5o0aaIrr7xSrVq10uzZs3Xy5EnT8fAb7du3T+PGjVOdOnU0depUjR07Vrm5uRo3bpxiY2NNxwOAn7Esi4laAADgKhS1AAAAAIxwqqj1eDyKiYkJ2kRt+/btJYn1x79DSkqKFixYoPXr16t58+YaMWKEGjRooKlTp+rw4cOm4+EXZGVladiwYWrQoIHmzJmj8ePHa8eOHbr77rsVHx9vOh4A/CImagEAgNtQ1AIAAAAwwuv16siRI46cFRcXF7Sitlq1amrQoAHrj89Cy5Yt9fLLL2v79u26+uqrdf/996tu3boaPXq0tm7dajoeJJWWlmrp0qXq3bu3WrVqpS+++EJPP/20cnNzNX78ePn9ftMRAeC/sm1be/bsceTqBQAAgN+CohYAAACAEU5N1ErBLWolqVOnTvr444+D9vzKok6dOpo2bZr27Nmj++67T2+88YYsy1L37t316quv6sSJE6YjVjp79uzRpEmTVL9+ffXv31+lpaVasmSJsrKydP311ysqKsp0RAD4zWzbVllZGW8CAgAArkFRCwAAAMCIilTUdu3aVZmZmSoqKgraGZWJz+fTmDFjtGPHDr3zzjtKSEjQddddp/PPP1933HGHNm3aZDpihVZcXKy33npL/fr1U1JSkmbMmKGrrrpK2dnZWrFihfr06SOPx2M6JgCcseTkZEVGRnJPLQAAcA2KWgAAAABG+Hy+CrH6WPqxqD1+/Dj31Jaz8PBw9evXT2+++aZ2796tu+66S+np6WrevLlSUlKUlpbGXYPlJBAIaPXq1Ro1apRq166tP/3pTyouLta8efO0Z88ePfTQQ2rcuLHpmABwViIjI9WgQQN+7wAAAK5BUQsAAADAiIo0UZucnKw6depo1apVQTujsjvvvPM0btw4bdmyRR9++KG6deumGTNmyLZttW7dWg899JB27NhhOmZICQQCWrlypW6++WbVrFlTnTt3VmZmpu68807t3LlTK1as0KBBgxQZGWk6KgCUG8uymKgFAACuQVELAAAAwAifz6eCggKVlZUF/axgF7WS1KVLF4paB3g8HnXt2lVPPvmk9u/fr48//lidO3fW9OnTlZycrOTkZI0cOVKLFy9mFfV/cOjQIS1YsEBDhw5V9erV1b17d3388ce69dZblZOTo88++0xjx45V3bp1TUcFgKCwbZuJWgAA4BoUtQAAAACM8Hq9Ki0tDXqBKjlT1Hbt2lUZGRk6efJkUM/B/woLC1Nqaqoee+wx7d27VytWrNBll12m1atX65JLLlFiYqIuueQSPfXUU9q8ebNKS0tNR3bcsWPHtHLlSk2YMEEXXHCBatSooaFDh+rAgQOaOHGicnJytHnzZqWlpbHaGEClYFmWcnJyKuXvCQAAwH0iTAcAAAAAUDn5fD5JUkFBgeLj44N6VmxsrA4cOBDUM7p27arCwkJ9/vnnuvDCC4N6Fn4uIiJCPXr0UI8ePfTwww9r9+7dWrp0qZYtW6bx48eroKBAVatWVceOHdWxY0elpqaqbdu2iomJMR29XO3fv18ZGRlavXq1MjMztX79epWUlCg5OVl9+vTR5MmTddFFFyk2NtZ0VAAwwrZtHT9+XHv27FG9evVMxwEAAJUcRS0AAAAAI7xeryTpyJEjqlmzZlDPcmKitnHjxqpVq5ZWrVpFUesCdevW1ciRIzVy5EiVlJQoKytLGRkZysjI0IwZMzRhwgRFRkaqWbNmatasmZo3b66WLVuqWbNmqlWrlun4/1VJSYlycnK0adMmbdy4UZs2bVJWVpZ27dql8PBwtWzZUp06ddLo0aOVmpqq2rVrm44MAK5g27YkKTs7m6IWAAAYR1ELAAAAwIh/n6gNNieKWunHqdoPPvhA48ePD/pZ+O0iIiLUunVrtW7dWrfffrskadeuXcrIyNDGjRu1ceNG/fOf/9Q333wjSUpMTFRKSoqSkpJUv3790x9JSUk6//zzFR4e7kju48ePa+fOnac/cnNztXPnTu3YsUNfffWVTp48qYiICFmWpebNm2vkyJFq27atOnToEPQpdQAIVdWqVdO5556r7Oxs9e7d23QcAABQyVHUAgAAADDi1ERtRSpqe/furZtuukkFBQWnvz+4U7169VSvXj0NGTLk9I/l5eWdnk7Nzs7Wzp07tXbtWuXm5urEiROSpMjISJ1zzjlKTEw8/XHOOefonHPOkc/nU3R09Om1wl6vVxERP33ZXVhYqKKiIknSDz/8oEAgoLy8vJ98fPfdd/ruu+/0ww8/nP66xMTE02Vxr169NHr0aDVv3lxNmzZVVFRUsH+5AKBCOXVPLQAAgGkUtQAAAACM+PfVx8HmVFHbr18/BQIBvffee7rsssuCfh7KV2Jiorp3767u3bv/7HP79+8/PdV66NAh5eXl6fvvv1deXp62b9+utWvX6siRIyouLtbRo0cl/fgmhJKSkp88JzY2VtHR0fJ4PEpISFB4ePhPSt9GjRqd/udatWqdnuql+AeA8mPbNkUtAABwBYpaAAAAAEZERUUpOjq6Qk3UnnvuuWrXrp3S09MpaiuYmjVrqmbNmurYseMZf21paanCwsKCkAoA8HtYlqUlS5aYjgEAACBeKQIAAAAwxufzVaiJWknq37+/0tPTVVZW5sh5cD9KWgBwF9u29c033zjyZxAAAIBfw6tFAAAAAMZ4vV7HJmqLiop+toY2GPr3768DBw7o888/D/pZAADgzFmWJUmsPwYAAMZR1AIAAAAwxufzOVbUSnJkqrZVq1aqV6+e0tPTg34WAAA4cw0aNFB0dLSys7NNRwEAAJUcRS0AAAAAY7xeryNrB71eryTp6NGjQT9Lkvr27UtRCwCAS4WHhys5OZmJWgAAYBxFLQAAAABjnJqojY+Pl+RcUTtgwACtW7dOubm5jpwHAADOjG3bFLUAAMA4iloAAAAAxjg1UXuqqHWiFJakXr16qXr16nrllVccOQ8AAJwZy7JYfQwAAIyjqAUAAABgjNfrdaQ8dXr1cUREhAYPHqyXXnrJkfMAAMCZsSxLW7duVSAQMB0FAABUYhS1AAAAAIypqKuPJenaa6/V1q1b9dlnnzl2JgAA+G1s21ZRURHXFAAAAKMoagEAAAAY49Tq4ypVqigyMtKx1ceS1LZtW6WkpGjOnDmOnQkAAH4b27YlifXHAADAKIpaAAAAAMY4tfpYkuLi4hydqJWkIUOGaN68eSouLnb0XAAA8Ov8fr/OO+885eTkmI4CAAAqMYpaAAAAAMb4fD5HJmqlH0thp4vaP//5z8rLy9OSJUscPRcAAPx3tm1T1AIAAKMoagEAAAAYc6o8LSsrC/pZ8fHxjq4+lqR69eqpZ8+eevLJJx09FwAA/HeWZbH6GAAAGEVRCwAAAMAYn8+nQCCgwsLCoJ8VHx+vY8eOBf2c/+v222/XihUrtGnTJsfPBgAAv8yyLCZqAQCAURS1AAAAAIzxer2S5Mj6Yyfvw/13/fr1k2VZmjFjhuNnAwCAX2bbtg4ePKjvv//edBQAAFBJUdQCAAAAMMbn80mSIwVqfHy843fUSpLH49Ett9yiF198kb8IBgDARWzbliRt2bLFcBIAAFBZUdQCAAAAMObURG1FLmol6YYbblBERIRefPFFI+cDAICfq1evnmJiYrinFgAAGENRCwAAAMAYJ1cfx8fHG1l9LP34fQ4dOlT/+te/VFJSYiQDAAD4qbCwMDVq1Ih7agEAgDEUtQAAAACMcXL1sdfrNTZRK0mjR4/Wnj17NH/+fGMZAADAT1mWxUQtAAAwhqIWAAAAgDFRUVGKjo52bKLWZFFbv359DR48WA888IBKS0uN5QAAAP/Ltm0magEAgDEUtQAAAACM8nq9jt1Ra2r18SkTJkxQdna2lixZYjQHAAD4kWVZ2rZtm4qLi01HAQAAlRBFLQAAAACjfD5fpZiolaSmTZuqX79+mjJlitEcAADgR7Ztq7i4WDt37jQdBQAAVEIUtQAAAACMcnKi1nRRK0l/+9vf9Omnn2rVqlWmowAAUOlZliWPx8M9tQAAwIgI0wEAAAAAVG4+n8+Rotbr9aqoqEjFxcWKjIwM+nm/pGPHjurWrZsmT56s999/31gOnL2SkhLl5eWd/jhy5IgKCwslSQUFBSopKVFpaany8/MVEREhr9crSYqNjVV0dLQkKSEhQT6fT4mJiTr33HPl9/uNfT8AUBnFx8fr/PPPV3Z2ti655BLTcQAAQCVDUQsAAADAKCcnaiXp6NGjqlq1atDP+zV///vf1blzZ61cuVIXXXSR0Sz4z06cOKFdu3YpNzdXO3fuVG5urnJzc7V7924dOnRIhw4dUn5+/i9+vc/nU3h4uDwejxISElRcXHx6oruwsFBFRUX/8esiIiKUmJioxMRE1axZU0lJSac/6tevr/r166tmzZryeDxB+b4BoDKyLEs5OTmmYwAAgEqIohYAAACAUV6v17E7aqUfJx1NF7Wpqanq0aOHJk6cqIyMDKNZKrtAIKDt27dr48aN+vLLL5WVlaWsrCzl5uaqrKxMkuT3+08Xpe3atVP16tV17rnn6pxzzjldqiYmJiohIUFVqlQ57H2vJAAAIABJREFUo/OPHDmiw4cP67vvvtOhQ4d+MqG7b98+5ebmatWqVdq9e7dOnjwpSapSpYpSUlLUokULNW/eXC1atFCLFi107rnnlvuvDwBUBrZta8OGDaZjAACASoiiFgAAAIBRPp9Pu3btCvo5p9bOuuGeWkl64IEH1L59e7377rvq3bu36TiVxoEDB7RmzRqtXr1amZmZysrKUmFhocLDw9WwYUO1aNFCN9xwg5o2bar69esrKSkpqMW+z+eTz+dT3bp1f/XnlZaWni5ut23bpk2bNikrK0vp6en69ttvJUnnnXee2rZtq06dOqlTp05q06bNGRfHAFAZWZaluXPnmo4BAAAqIU/ZqbcIAwAAAIABY8aMUWZmptasWRPUc3bv3q169erp008/Vbt27YJ61m/1xz/+UQcOHNBnn33GKtsg2bVrl1asWKGPP/5YmZmZ2rZtm8LDw9WsWTOlpqaqdevWatmypZo2baqYmBjTcX+XgwcP6ssvv9TGjRv1ySefKCMjQ/v371dUVJTatGlz+l7kbt26KS4uznRcAHCdFStWqFevXjp06JDOOecc03EAAEAlwkQtAAAAAKOcvqPWibN+q8mTJ6tNmzZatGiRBg4caDpOhVBUVKSPP/5Yy5Yt09KlS/XVV18pLi5OHTp00JAhQ9SpUyd16NBBPp/PdNRyU6NGDdWoUUM9evQ4/WM7d+5URkaGMjIy9O677+qRRx5RVFSUunTpoj59+qhv375q0qSJwdQA4B6WZUmSsrOzlZqaajgNAACoTJioBQAAAGDUo48+qn/+85/avXt3UM8pLi5WVFSUFi5cqEsvvTSoZ52JK6+8UllZWfryyy8VEcF7aX+Pw4cPa9GiRXrjjTf0wQcf6NixY2ratKn69u2rvn37KjU1VdHR0aZjGnXw4EEtW7ZMy5Yt0/Lly/X9998rKSlJ/fv316BBg9S5c2eFhYWZjgkARpSVlcnn82n69OkaMWKE6TgAAKAS4VUYAAAAAKOcmqiNjIxUdHS0a+6oPeXBBx/Uzp079cwzz5iOElKOHDmil19+WZdcconOO+88jRw5UpL0yCOPaNeuXdq8ebMefvhhXXzxxZW+pJV+nLodNmyY5s6dq2+//VaZmZm69tpr9dFHH6lbt26qU6eORo0apYyMDJWWlpqOCwCO8ng8atSokXJyckxHAQAAlQxFLQAAAACjfD6fCgoK5MSyn/j4eFetPpak+vXr6y9/+YvS0tKUn59vOo6rBQIBLV68WJdffrlq1Kih4cOHKxAIaObMmTp48KDefvttjRw5UnXr1jUd1dXCw8N14YUXavLkycrKytJXX32lm266Se+9955SU1NVr149jR07VtnZ2aajAoBjbNumqAUAAI6jqAUAAABglNfrVSAQ0PHjx4N+Vnx8vOsmaiVp4sSJKi0t1dSpU01HcaXc3Fzdc889qlevngYOHKgjR47oySef1IEDB5Senq5hw4bJ7/ebjhmymjRpovvuu0+bN2/Wl19+qeuvv16vv/66mjRpoi5dumjOnDmO/PcJACZZlsUbVAAAgOMoagEAAAAY5fP5JP24yjbY3FrUVq1aVX/729/06KOPBv2u3lARCAT05ptvqk+fPkpOTtZzzz2noUOHauvWrXrvvfd0ww03qGrVqqZjVjjNmjXT5MmTtX37di1btkw1atTQiBEjVKtWLd1+++3avHmz6YgAEBS2bWvHjh0qKioyHQUAAFQiFLUAAAAAjPJ6vZLkyEpir9fryqJWkm677TbVqlVL48ePNx3FqKNHj+rxxx9Xo0aNNGjQIIWHh+uNN97Q7t279cADD6hBgwamI1YKYWFh6t27txYsWKA9e/bo7rvv1vLly9W8eXP169dP77//vumIAFCuLMtSIBDQ9u3bTUcBAACVCEUtAAAAAKNOFbWVeaJWkqKjo/Xoo49q7ty5+vDDD03HcdzBgweVlpamevXq6a677lJqaqo2b96s9PR0DRw4UBEREaYjVlrVq1c/fWft8uXLFR4erp49e6pVq1Z65plndOLECdMRAeCsWZalsLAw1h8DAABHUdQCAAAAMMrp1cdOTO7+Xpdeeqn69eun2267TSUlJabjOGLnzp0aPny46tatq5kzZ2r06NHat2+fZs+eLdu2TcfDv/F4POrRo4cWL16sdevWqWnTpvrLX/6iRo0a6YknnmBdKICQFhMTozp16ignJ8d0FAAAUIlQ1AIAAAAw6lRRW9lXH5/y2GOPadu2bZoxY4bpKEG1d+9e3XLLLbJtW6tWrdJTTz2l3NxcTZgwQYmJiabj4b9o3bq1Xn31VW3fvl1XXHGF7rrrLjVq1EgzZ85UcXGx6XgA8LvYtk1RCwAAHEVRCwAAAMCoqKgoValSRfn5+UE/y82rj09p2LCh7rjjDt133306dOiQ6Tjl7tChQxo/frwaN26s9PR0TZ06VZs3b9bw4cMVHR1tOh7OUN26dfXPf/5Tu3bt0pAhQ3THHXeoYcOGeuaZZyrNVDiAisOyLFYfAwAAR1HUAgAAADDO5/Ox+vjfTJw4UbGxsRo3bpzpKOXm2LFjuvfee5WUlKQ5c+Zo2rRp2rZtm0aNGkVBWwFUr15dDz74oLKzs9WrVy/ddtttatasmd555x3T0QDgN6OoBQAATqOoBQAAAGCcU0VtKKw+ln4slKdPn64XX3xRq1atMh3nrJSVlenll1+WZVl6/PHHlZaWpm3btukvf/mLoqKiTMdDOatXr55mzZqlr7/+Wi1atNCAAQPUp08fffXVV6ajAcB/Zdu28vPzdeDAAdNRAABAJUFRCwAAAMA4Jmp/btCgQRowYIBuuukmnThxwnSc32XdunXq3Lmzhg0bpu7duysnJ0djx45VTEyM6WgIsuTkZL322mv65JNPlJ+fr5YtW2rkyJEVcp03gIrDtm1J4p5aAADgGIpaAAAAAMb5/X5HilqnCuHy8sQTT+ibb77Rgw8+aDrKGcnLy9P111+vdu3aKTIyUp9//rlmz56tGjVqmI4Gh7Vv314ZGRmaMWOGFi5cqCZNmui5555TWVmZ6WgA8DO1atWSz+dj/TEAAHAMRS0AAAAA45wqUH0+nwoKClRaWhr0s8pD3bp1NXnyZP3jH/8ImdWx8+bNU9OmTbVixQotWLBAK1euVKtWrUzHgkFhYWEaMWKEtmzZomuvvVYjR47UxRdfrG3btpmOBgA/Y1kWE7UAAMAxFLUAAAAAjHOyqC0rKwuJe2pP+Z//+R81b95cN998s6unEPfv368rrrhCQ4YMUe/evZWVlaUrrrjCdCy4iN/v1/Tp07Vu3TodOXJELVq0UFpamk6ePGk6GgCcZlkWE7UAAMAxFLUAAAAAjPP5fMrPz3fkHEkhtf44PDxcs2bN0po1a/TUU0+ZjvMzZWVleuqpp2RZljZv3qwPP/xQs2fPVrVq1UxHg0u1atVKa9as0cSJE/XQQw+pQ4cO2rBhg+lYACCJiVoAAOAsiloAAAAAxjl5R60UWkWtJP3hD3/Q+PHjddddd7lqXeyBAwfUr18/jRo1Srfffrs2bNigLl26mI6FEBAZGam7775bGzduVHx8vNq3b6+HH344ZNaSA6i4bNtWbm6ujh8/bjoKAACoBChqAQAAABjn9Xopav+Le+65R8nJybruuutcUWa9++67at26tbKzs7Vy5Urdf//9qlKliulYCDGNGzfWqlWrNHXqVE2YMEE9e/bU3r17TccCUInZtq3S0lJXvTEKAABUXBS1AAAAAIxz8o5aKTSL2qioKM2ePVtr167VjBkzjOU4fvy4Ro0apb59+yo1NVXr169XamqqsTwIfR6PR6NGjVJGRob27dunZs2aae7cuaZjAaikGjVqpPDwcO6pBQAAjqCoBQAAAGCc3+935I5ar9ersLCwkCxqpR/v9hw3bpyxFchff/21LrjgAs2ZM0fz58/Xa6+9poSEBMdzoGJq06aNPv/8cw0ePFhDhgzRzTffrKKiItOxAFQy0dHRSkpKoqgFAACOoKgFAAAAYJzP59PJkyd14sSJoJ4TFhamuLi4kC1qpf9dgXzDDTcoEAg4du4bb7yh9u3bKyEhQRs3btSgQYMcOxuVR1xcnJ555hm98cYbmjt3rrp06aI9e/aYjgWgkrEsSzk5OaZjAACASoCiFgAAAIBxTq4kdmrNcrBERUVp7ty5+uyzzzR16tSgnxcIBJSWlqZBgwbp6quv1ocffqg6deoE/VxUbpdffrnWrVunwsJCtW7dWitWrDAdCUAlYts2RS0AAHAERS0AAAAA4yhqz0xKSor+/ve/695779XatWt/8rm8vDxdccUVOnbs2Fmfk5eXp759++qhhx7SrFmzNHPmTEVFRZ31c4HfolGjRlqzZo26d++uvn37Ki0tTWVlZaZjAagELMtSdnY2/88BAABBR1ELAAAAwDi/3y/JuaK2oKAg6OcE2+jRo9WlSxcNGzZMhYWFkqTMzEw1a9ZMb775ppYuXXpWz//qq6/Upk0bbd26VZmZmRo+fHh5xAbOSHx8vObNm6cHH3xQ999/v6655hrurQUQdLZt6+jRo/rmm29MRwEAABUcRS0AAAAA405N1Obn5ztyVqhP1Eo/3rc7e/Zsffvtt7rrrrv06KOPqkuXLjp06JAiIiK0YMGC3/3sDz74QJ06dVLt2rW1bt06/eEPfyjH5MCZ8Xg8uvPOO7VkyRKlp6erV69e+v77703HAlCBWZYlScrOzjacBAAAVHQUtQAAAACMY/Xx73P++efrkUce0fz58zV27FgFAgEFAgGVlJRo8eLFOnHixBk/86WXXlLfvn3Vo0cPLV++XImJiUFIDpy5nj17KiMjQ7t27VK7du20ZcsW05EAVFA1atRQtWrVKGoBAEDQUdQCAAAAMC4qKkpVqlShqD1DX3zxhe677z4dPnxYpaWlP/nciRMn9N577/3mZ5WVlSktLU3XX3+9br75Zs2fP18xMTHlHRk4KykpKVqzZo2qVq2qjh07avXq1aYjAaigGjdurJycHNMxAABABUdRCwAAAMAVfD4fq4/PwOzZs3XhhRfqm2++UUlJyc8+HxERoTfffPM3PSsQCGjEiBG6//779cwzz+ixxx5TWBgvF+FONWvW1MqVK3XhhReqV69eWrJkielIACog27YpagEAQNDxyhsAAACAK/j9fiZqf4OysjJde+21GjZsmE6ePPkfS1pJKi4u1htvvPGLn//3n3fNNddo7ty5WrRokUaMGBGM2EC5io+P18KFC3X11Vfrsssu0+uvv246EoAKxrIsVh8DAICgo6gFAAAA4Ao+n08FBQVBP8fr9YZ0UevxeDRmzBg1a9ZM4eHhv/pzjxw5olWrVv3i50+ePKkrr7xSixcv1ttvv61+/fqVd1wgaMLDw/Xss8/q1ltv1VVXXaUXXnjBdCQAFYht29qzZ4+OHj1qOgoAAKjAKGoBAAAAuAKrj3+7Vq1aaf369br//vsVGRmpiIiI//jzIiMjf3H9cWFhoQYMGKAPPvhAy5cvV48ePYIZGQgKj8ej6dOna+LEiRo+fLgee+wx05EAVBCWZamsrExbt241HQUAAFRgFLUAAAAAXIHVx2cmIiJC48aN0xdffKGUlJT/OF1bXFys+fPnq7S09Cc/fuzYMfXp00dffPGFPvjgA3Xs2NGp2EBQpKWl6e9//7v++te/avr06abjAKgAGjZsqMjISNYfAwCAoKKoBQAAAOAKThWoPp9PJSUlKiwsDPpZTmjWrJnWrVv3i9O1eXl5+uSTT07/+4kTJ3TppZcqOztbH374oVq3bu10ZCAoJkyYoGnTpmnMmDF6+umnTccBEOIiIyNVv3595eTkmI4CAAAqMIpaAAAAAK7gZFErqUJM1Z5yarp2/fr1P7u7Nioq6vT64+LiYg0aNEjr1q3T0qVLlZKSYioyEBRjxozRpEmTdOutt+q5554zHQdAiLNtm6IWAAAEFUUtAAAAAFdw8o5aqWIVtaekpKTos88+0+TJkxUZGanIyEidPHlS8+bNUyAQ0NChQ7Vy5Uq98847uuCCC0zHBYLinnvu0fjx4zVy5EjNnz/fdBwAIcy2bVYfAwCAoKKoBQAAAOAKTk3Uer1eSRWzqJV+nK69++67T0/XStK+ffs0aNAgLVq0SO+8845SU1MNpwSC64EHHtAdd9yha6+9Vunp6abjAAhRlmUpJyfnZ3e9AwAAlBeKWgAAAACu4PTq44KCgqCfZVJKSorWrl2rf/zjHwoPD9fbb7+tt956S926dTMdDXDEtGnTdM0112jw4MFau3at6TgAQpBlWTp+/Lj27NljOgoAAKigKGoBAAAAuIJTRa3f75dUcSdq/11ERIQSExNVWlqqLl26qHfv3qYjAY7xeDyaNWuWevToof79+2vbtm2mIwEIMU2aNJEk1h8DAICgoagFAAAA4Ap+v18nT57UiRMngnpOZGSkqlSpUimK2qVLl+rWW2/V5MmTtWLFCpWVlZmOBDgqPDxcr7zyiurUqaMBAwbohx9+MB0JQAipVq2azjnnHOXk5JiOAgAAKiiKWgAAAACucGolcX5+viNnVfSidv369Ro8eLCuvfZaTZw4UeHh4fJ4PKZjAY6Lj49Xenq6CgsLNXDgQBUVFZmOBCCE2LZNUQsAAIKGohYAAACAK5wqap26p7YiF7V79+7VH//4R3Xo0EEzZ840HQcwrmbNmlq8eLE2bNigG2+80XQcACHEsixWHwMAgKChqAUAAADgCk4XtQUFBUE/x4SioiJdccUV8vv9ev311xUZGWk6EuAKLVq00GuvvaZXX31V06dPNx0HQIiwLIuJWgAAEDQUtQAAAABcwe/3S2Ki9mzdfvvt+vrrr/X666+f/jUF8KPevXtrypQpuuuuu7Rq1SrTcQCEANu2tW/fvgr75wYAAGAWRS0AAAAAV+CO2rM3Z84cPfvss3rhhRfUtGlT03EAVxo3bpwGDhyoK6+8Unv37jUdB4DL2bYtSdqyZYvhJAAAoCKiqAUAAADgCpGRkYqJiWGi9ndav369Ro4cqbvvvltXXHGF6TiAa3k8Hr3wwgtKTEzUoEGDVFRUZDoSABerX7++oqOjuacWAAAEBUUtAAAAANdwqkCtaEVtXl6eBg4cqM6dO2vSpEmm4wCuFx8fr9dff12bN2/WnXfeaToOABeLiIhQcnIy99QCAICgoKgFAAAA4BpOFrVOrFh2yk033aTS0lK9+uqrCg8PNx0HCAlNmjTRrFmz9OSTT2rx4sWm4wBwMcuymKgFAABBQVELAAAAwDX8fr8jRa3f768wRe2zzz6rhQsX6qWXXlJiYqLpOEBIufLKKzVs2DDdcMMN2r9/v+k4AFzKtm0magEAQFBQ1AIAAABwDacmahMSEnT48OGgnxNs27dv1+jRozV27Fh1797ddBwgJP3rX/9StWrVdN1116msrMx0HAAuZFmWtmzZokAgYDoKAACoYChqAQAAALiGUyuJExISlJ+fH9KlTElJia655ho1bNhQkydPNh0HCFlxcXF65ZVXtHLlSj3++OOm4wBwIdu2VVRUpF27dpmOAgAAKhiKWgAAAACu4dRErd/vV0lJiY4ePRr0s4Jl0qRJysrK0quvvqqoqCjTcYCQ1qZNG91zzz0aP368Nm3aZDoOAJexLEuSuKcWAACUO4paAAAAAK7h1B21CQkJkhSy6483bNigBx98UFOnTpVt26bjABXC3XffrVatWmn48OGsNwXwEwkJCTrvvPMoagEAQLmjqAUAAADgGk7eUSuFZlEbCAR04403qk2bNrrllltMxwEqjPDwcL3wwgvauHGjnnjiCdNxALiMZVnKyckxHQMAAFQwFLUAAAAAXMPr9Tp2R60UmkXto48+qi+//FLPPfecwsJ4SQeUJ9u2NW7cOE2YMEE7duwwHQeAi9i2TVELAADKHa/qAQAAALgGq49/XW5uriZNmqQJEyaoadOmpuMAFdKECRNUv3593XjjjSorKzMdB4BLWJbF6mMAAFDuKGoBAAAAuIZTq49jYmIUHR0dUkVtWVmZRowYoQYNGmjcuHGm4wAVVlRUlJ555hl9+OGHevnll03HAeAStm3r4MGD+uGHH0xHAQAAFQhFLQAAAADX8Pv9Ki4uVmFhYdDPSkhICKmi9rXXXtPKlSs1a9YsRUVFmY4DVGgdO3bUzTffrLFjxzry5hEA7mdZliSx/hgAAJQriloAAAAAruH3+yXJsfXHoVLUHj9+XOPGjdOwYcPUvn1703GASmHKlCkKBAKaMmWK6SgAXCApKUkxMTGsPwYAAOWKohYAAACAa5wqavPz84N+VkJCgiPnlIdp06YpLy9P999/v+koQKVRtWpV3XfffXrssce0ZcsW03EAGBYWFqaGDRsyUQsAAMoVRS0AAAAA13C6qA2Fidp9+/Zp6tSpmjBhgmrWrGk6DlCp3HLLLbIsS2PHjjUdBYAL2LZNUQsAAMoVRS0AAAAA12Ci9ufGjx+v6tWr64477jAdBah0wsPDNX36dL399tt69913TccBYJht26w+BgAA5YqiFgAAAIBreL1ehYWFOTLpGgoTtevWrdMrr7yiadOmqUqVKqbjAJXSxRdfrAEDBuiuu+5SaWmp6TgADLIsS9u2bVNxcbHpKAAAoIKgqAUAAADgGmFhYfJ6vaw+/v/uuecetWnTRpdffrnpKECl9uCDD2rTpk1asGCB6SgADLIsS8XFxdq5c6fpKAAAoIKgqAUAAADgKn6/35Gi1u/3u7qozczM1LJly/TAAw/I4/GYjgNUak2bNtVVV12le++9VyUlJabjADDEtm15PB7WHwMAgHJDUQsAAADAVZwqat0+UXvPPfeoU6dO6tGjh+koACSlpaVpx44dmjt3rukoAAyJj49XrVq1lJOTYzoKAACoIChqAQAAALiK00VtWVlZ0M86Ux9//LE++OADTZkyxXQUAP9fo0aNdM0112jSpEncTwlUYrZtU9QCAIByQ1ELAAAAwFWcLGpLSkp07NixoJ91pu6++2716NFD3bp1Mx0FwL+59957tXv3br300kumowAwxLIsVh8DAIByQ1ELAAAAwFWcLGoluW798UcffaTVq1dr0qRJpqMA+D/q16+v6667Tg899JACgYDpOAAMsCxLX3/9tekYAACggqCoBQAAAOAqlb2offjhh5WamqqOHTuajgLgPxg7dqx27NihRYsWmY4CwADbtvX999/ru+++Mx0FAABUABS1AAAAAFylMhe1W7ZsUXp6usaMGWM6CoBf0KhRI11yySV66KGHTEcBYIBt25LEPbUAAKBcUNQCAAAAcBW/3+9IeerGovaRRx5RcnKyLrnkEtNRAPyKMWPGaO3atcrMzDQdBYDD6tSpo/j4eO6pBQAA5YKiFgAAAICrJCQkODJRGxMTo+joaNcUtYcOHdKcOXP017/+VWFhvFQD3Cw1NVUdOnTQI488YjoKAId5PB41atSIiVoAAFAuePUPAAAAwFWcWn0s/VgKu6WonTFjhuLi4jRs2DDTUQD8BmPGjNGiRYu0fft201EAOMyyLCZqAQBAuaCoBQAAAOAqfr9fJSUlKiwsDPpZbilqA4GAZs2apREjRig2NtZ0HAC/wWWXXaZatWpp1qxZpqMAcJhlWUzUAgCAckFRCwAAAMBV/H6/JDkyVevUmuX/ZunSpdq3b5+GDx9uOgqA3yg8PFw33HCDXnzxRRUXF5uOA8BBtm1rx44dKioqMh0FAACEOIpaAAAAAK7idFHrhonaWbNmqXv37mrYsKHpKADOwIgRI/Tdd99p8eLFpqMAcJBt2yopKdGOHTtMRwEAACGOohYAAACAq1S2onb//v1asmSJbrzxRqM5AJy52rVrq2fPnqw/BiqZxo0bKywsjHtqAQDAWaOoBQAAAOAqp4paJwpUNxS1zz33nPx+vwYOHGg0B4Df58Ybb9Ty5cu1a9cu01EAOCQ2NlZ16tShqAUAAGeNohYAAACAq3i9XoWFhVWKidqysjI9//zzGjZsmKKjo43lAPD7DRgwQNWrV9cLL7xgOgoAB1mWpZycHNMxAABAiKOoBQAAAOAqHo9HPp/PkaLW7/cbLWo/+eQT7dy5U8OGDTOWAcDZiYyM1NVXX625c+eajgLAQbZtU9QCAICzRlELAAAAwHX8fn+lmKh97bXXZFmWWrRoYSwDgLM3ePBgbdmyRRs3bjQdBYBDLMti9TEAADhrFLUAAAAAXMfporasrCzoZ/1fpaWlWrBgga666irHzwZQvtq3b6+kpCTNnz/fdBQADrFtW4cPH9bBgwdNRwEAACGMohYAAACA6zhV1FarVk0lJSUqKCgI+ln/V0ZGhvbt26dBgwY5fjaA8uXxePSnP/1J8+fPN/LGDwDOsyxLkpiqBQAAZ4WiFgAAAIDrOFnUSlJeXl7Qz/q/XnvtNdm2rZSUFMfPBlD+Bg8erB07duiLL74wHQWAA84//3z5fD6KWgAAcFYoagEAAAC4jlNFbWJioiTp+++/D/pZ/66srExvvvmmrr76akfPBRA8bdq0UYMGDbRgwQLTUQA4pHHjxsrJyTEdAwAAhDCKWgAAAACu4/RErdNF7RdffKFvvvlGl156qaPnAggej8ejSy65ROnp6aajAHCIbdsUtQAA4KxQ1AIAAABwHaeKWr/fr4iICMdXHy9dulQ1a9ZUixYtHD0XQHD17dtXmzZt0u7du01HAeAAy7JYfQwAAM4KRS0AAAAA1/H7/Tp8+HDQz/F4PEpISHB8onbZsmXq27evPB6Po+cCCK6uXbsqPj5e7777rukoABxg27Zyc3N14sQJ01EAAECIoqgFAAAA4DoJCQmOTNRKP64/drKo/eGHH/Tpp5+qT58+jp0JwBnR0dHq2rWrli1bZjoKAAdYlqXS0lJt3brVdBQAABCiKGoBAAAAuI6oukK7AAAgAElEQVTf79eRI0dUVlYW9LMSExMdLWpXrFihsrIyXXzxxY6dCcA5ffr00Xvvvafi4mLTUQAEWePGjRUeHs76YwAA8LtR1AIAAABwHb/fr5KSEhUWFgb9LKcnat99911deOGFqlatmmNnAnBO3759deTIEWVmZpqOAiDIoqOjVa9ePeXk5JiOAgAAQhRFLQAAAADX8fv9kuTI+mOni9pVq1ape/fujp0HwFnJyclKSkrSRx99ZDoKAAfYtk1RCwAAfjeKWgAAAACu42RRm5iYqLy8vKCfI0kHDx7U9u3blZqa6sh5AMzo1KmTMjIyTMcA4ADbtll9DAAAfjeKWgAAAACu42RRW7VqVccmalevXq3w8HC1a9fOkfMAmNGpUyetWbNGgUDAdBQAQWZZlnJyclRWVmY6CgAACEEUtQAAAABc51RRe/jw4aCf5eTq44yMDDVv3vz09wegYurUqZOOHDmiTZs2mY4CIMgsy1JBQYG++eYb01EAAEAIoqgFAAAA4Drx8fEKDw93bPXx999/78gkTEZGhjp16hT0cwCY1axZM/n9ftYfA5WAbduSxPpjAADwu1DUAgAAAHAdj8cjn8/nSFFbrVo1lZSUqKCgIKjnHD9+XBs2bKCoBSqBsLAwdejQgaIWqARq1KihqlWrKicnx3QUAAAQgihqAQAAALiS3+93rKiVpLy8vKCes3HjRp08eZL7aYFKokOHDlq3bp3pGAAccOqeWgAAgDNFUQsAAADAlZwqahMTEyUp6PfUbty4UV6vVw0aNAjqOQDcoXnz5tq2bZuOHTtmOgqAILMsSxs2bND777+vGTNmaNSoUerZs6emTJliOhoAAHC5CNMB/h979x3W5PW4DfwOCSAikhDALcOFgjhwAyJ1W2fddddR68RVtdpqHXWLdVS/YrXFrWitOKh1A+IAB7gHoNaFbFAZkrx/+MKvFgdqkpPA/bkurvYKT86581gocuecQ0RERERE9Ca6XlGr7aI2KioKNWvWhEQi0eo8RKQfXF1doVKpcPXqVdSvX190HCLSkLi4OBw/fhw3btzA9evXcfnyZdy6dQsvXrxAixYtYGxsDCMjI2RmZqJbt26i4xIREZGeY1FLRERERER6SVdFraWlJWQymda3Po6MjISrq6tW5yAi/VGpUiWYm5sjMjKSRS1RIaJSqTBw4EBkZWUBAHJycl77fHZ2dt6/165dW6fZiIiIyPBw62MiIiIiItJLuipqJRIJ5HK5VlfUqtXqvBW1RFQ0GBkZoUaNGoiKihIdhYg0qHTp0hg/fjwkEkm+kvbfjIyM+P99IiIiei8WtUREREREpJd0VdQCr7Y/1mZRe+/ePSQnJ3NFLVER4+rqyqKWqBCaNGkSzM3N33mNvb09ihcvrqNEREREZKhY1BIRERERkV6ytLREcnKyTuZSKpVaLWqvXr0KAHB2dtbaHESkf1xcXHDlyhXRMYhIwywtLTFt2jRIpdI3fl4qlaJBgwY6TkVERESGiEUtERERERHppcK0ojY6OhpWVlZQKBRam4OI9I+joyOePHmC9PR00VGISMNGjx4NGxsbSCSSfJ+TSqU8n5aIiIgKhEUtERERERHpJblcXmiK2rt378LBwUFr4xORfsr9ur97967gJESkacWKFcPs2bPfWNRmZWWxqCUiIqICYVFLRERERER6ydLSEqmpqVCr1VqfS6lUIiEhQWvjx8TEwN7eXmvjE5F+yv26j42NFZqDiLRj0KBBcHR0hJFR/l+x1qpVS0AiIiIiMjQsaomIiIiISC/J5XLk5OQgLS1N63MpFAqtrqiNjY1lUUtUBFlYWECpVCImJkZ0FCLSAqlUinnz5kGlUr32uEKhQOnSpQWlIiIiIkPCopaIiIiIiPSSXC4HACQnJ2t9Lm1vfcyilqjocnBw4IpaokKsa9eucHNzg0wmy3vMzc1NYCIiIiIyJCxqiYiIiIhIL+myqFUqlUhMTNTKNsvp6emIj49nUUtURDk4OHBFLVEhJpFIsGTJErx8+RIAYGpqyqKWiIiICkz2/kuIiIiIiIh0T9cral++fIm0tDSULFlSo2M/evQIAFCuXDmNjktEhqFs2bI4e/as6BhEpEVeXl7w9vZGSEgIsrOz4erqmu+ajIwMJCQk5H3Ex8cjKSkJWVlZePbsGQDg2bNnyMrKglQqzft5pFixYjAzM8vbSt3GxgZKpRJKpRLm5uY6fZ1ERESkeSxqiYiIiIhILykUCgBAUlKS1ueysrICACQkJGi8qE1ISAAAWFtba3RcIjIMSqUy7/sAERVeixYtQv369aFWq3Hr1i1MmTIFsbGxiI2NRUxMDOLi4l67XiKRQC6Xw9TUFMWLFwcAFC9eHKampsjJyUFqaioAIDMzE8+fP0daWlreqt1ccrkc9vb2cHBwyPunk5MTXF1dUapUKd28cCIiIvokLGqJiIiIiEgvmZiYwMzMTGdbHwNAYmIiHBwcNDp2bkGTOwcRFS3W1tYsaokKoYSEBJw6dQqnT59GZGQkoqKi8o5QWLp0KRwcHODg4IDGjRvjyy+/hL29fd5KWKVSCWtra0gkkg+aMzk5GU+fPs1blXv//n3ExMQgNjYWoaGh2LhxI+Lj4wEAtra2cHV1haurK+rXrw93d3dUqFBB4/eBiIiIPg2LWiIiIiIi0lsKhUJnWx8Dr4paTYuPj4eZmVneahkiKlqUSiWSkpKQk5MDqVQqOg4RfaSHDx/i0KFDCAkJwalTp3D9+nUAgJOTE2rVqoXhw4fDysoKfn5+OHfunFYyyOVyyOVyVKlS5a3XPH36NK84joqKwokTJ7BixQpkZ2ejQoUK8PDwQJMmTdCyZUtUq1ZNKzmJiIio4IxEByAiIiIiInobuVyuk6LW0tISxsbGeatQNCkhIaFIb3scHh4OiUSCmTNnvvMxETlE0YcsQUFBkEgkWLZsmdbmSE9Px5gxY2Bvbw+ZTAaJRIL09HQAwO7du1G3bl2UKFECEonktY/hw4drLZMI1tbWUKlUOvleRkSak52djePHj2PKlCmoXbs2ypUrhxEjRuDWrVvo0qULAgMDkZCQgKtXr2Lr1q2YMmUKhg0bhuXLlwvNbWNjg+bNm8PHxwe//vorwsPDkZycjOPHj+Prr79GSkoKvv/+ezg5OcHR0REjR45EYGBg3jm5REREpFtcUUtERERERHpLLpcjJSVF6/NIJBIolcp858dpQkJCArc9LoCQkBB4enpi9uzZmD59uug4pAEzZszAihUr8j1+7do19OzZM99Zi4VV7tc/vxcQ6b+cnByEhYVh586d2Lp1K54+fQpHR0e0aNEC06ZNQ9u2bVGiRIl3jtG4cWMdpS244sWLw8vLC15eXgBevc6LFy/i8OHDCAwMxJo1a2BiYoIWLVqge/fu6NKlCywsLASnJiIiKhpY1BIRERERkd7S1Ypa4NVZbk+fPtX4uMnJyVAoFBof15DVq1cv7xy/wjxnURcUFARLS0uEhYWhWrVqMDJ6tanX4cOH8fLlS8yZMwcTJ06EqakpACA2NlbjZ0TrA21urU5EmhESEgJ/f3/s3r0bCQkJaNCgASZPnozOnTujUqVKouNpnFQqhZubG9zc3DB58mQ8efIE+/btw44dOzB48GB88803aN++Pfr06YN27dpBJuOvkImIiLSFWx8TEREREZHeksvlSEpK0slcNjY2WilqMzIyYGZmpvFxifTdo0ePUK1aNVSvXj2vpM19HADatWuXV9IWZsWKFQMAZGZmCk5CRP8WHx8PX19f1KhRA56enjh37hwmTZqE6OhonDlzBhMmTCiUJe2blCpVCoMHD8Zff/2Fhw8fYsmSJYiLi0OXLl1gZ2eH6dOnIyYmRnRMIiKiQolFLRERERER6S1drqjVVlGbmZkJExMTjY+raTk5OVixYgXc3NygUCggl8tRr149LF26FM+fP8+77t9nmx45cgRNmjRB8eLFYWtri6FDhxboHv73jNY5c+bA09MTAPD999+/dl6ppnK/6VzYf7+WY8eOoUmTJjA3N0eFChUwf/78vOtWrFiBatWqoVixYnBycsLOnTtfy6CJewIAarUa69evR5MmTWBhYQEzMzPUqlULq1atKvBq4ILej387ffo0mjVrBnNzcyiVSgwYMCDf6s9169ZBIpEgICAg3/NzP7dnzx4AgI+PDyQSCZKSknD27Nl8Z9DOmzcPAFC3bt0C/Tlr4r6IlFtGs6gl0g/nzp3Dl19+ifLly2PmzJnw8vJCREQELly4gMmTJxfKlf0fwsbGBsOHD8exY8dw69YtDBw4EBs2bEDlypXRunVrHDhwwCC+9xIRERkK7ltBRERERER6S9dbH0dERGh83KysLIMoaqdOnYpFixa99lhERAQiIiJgYmKCUaNGvfa5U6dOYeLEicjJyQEAvHjxAuvWrUNISAjOnTv33jP8ROV+k9OnT2PSpEl5Z6Y+f/4cU6dOhampKR4/foyFCxfmXXvjxg306tULVapUQe3atV8b51PuiVqtRr9+/bB58+bXHo+MjMSoUaNw6dIlrF279r2v5UPvx7lz5zBlypS8EvH58+fw9/dHbGwsTpw48d75tE1T90Wk3K9/FrVE4qhUKgQGBmLJkiUIDg5G3bp18csvv6Bnz54wNzcXHU9vOTo6Yu7cufjxxx+xf/9+rFmzBu3bt0f16tUxbtw49OvXr0jsjEBERKRNXFFLRERERER6iytqdWfPnj0wNzfHrl27kJycjGfPnuHixYuYOHHiGwvGnTt3ol+/frh16xbS09Nx8uRJ1KxZE9evX8eCBQs+aO7p06cjODgYADB79myo1eq8D03nfpPt27dj1KhRiI2NRXp6OgICAmBsbIwff/wRq1evxrp16xAXF4eEhARMmDABKpUKvr6+Gr0nmzZtwubNm1GzZk0cOHAACQkJSE9Px4kTJ1CrVi34+fkhLCxM4/djy5YtGDRoEG7duoXnz58jJCQEFStWxMmTJ3Hp0qUC3b//WrZsGdRqNSwtLdGwYcPX/jzVajUmT54MALhw4cJ7/5w1dV9Eyi0xsrKyBCchKnpevnyJDRs2oHr16ujSpQssLS1x9OhRRERE4KuvvmJJW0AymQydOnXCwYMHERkZiYYNG2LUqFGws7PD/Pnz8ezZM9ERiYiIDBaLWiIiIiIi0luFoag1lBW15cuXR9myZdGxY0dYWlqiePHiqFWrFhYtWoSBAwfmu75BgwZYv349KleuDHNzc3h6emLPnj0wNjZ+4/a4+pL7Tdq0aQNfX1/Y2dnB3NwcXbt2RceOHZGSkoKZM2di8ODBsLGxgZWVFRYsWABLS0tcvXo13zifck82bNgAqVSKv/76C23btoWVlRXMzc3RtGlTbNmyBQDw559/avx+tGrVCqtXr0blypVhZmYGd3d3fPvttwDw0UWtJmnqvogkkUhgbGzMFbVEOqRSqbB582Y4Ozvj66+/hqenJ65cuYLAwEB4e3uLjmfQXFxcsH79esTExGDQoEH46aef4OjoCF9fX7x48UJ0PCIiIoPDopaIiIiIiPSWXC5HamoqVCqV1ueysbFBcnIysrOzNTpuZmamQWwL6OvrC5VKhcqVK+Prr7/GL7/8ggsXLrz1+latWuU7W9TR0RFVq1bFnTt3NJYrPj4+3xmn1tbWH537Tby8vPI9ZmdnBwBo2rTpa49LpVKUK1cOT548yfecT7knV65cQU5ODipUqACZTAapVAojIyMYGRnB2dkZAHDv3j2N349mzZrle8zR0REAkJaW9s7MulDQ+6LvTExMWNQS6cgff/wBV1dXDBgwAI0aNcK1a9ewbt06VK9eXXS0QqVMmTKYN28eoqOjMWDAAEyfPh2VK1fG6tWr844SICIiovdjUUtERERERHpLLpdDpVIhNTVV63PZ2tpCrVYjPj5eo+MWZPtefVCrVi1cv34d/v7+cHBwQHBwMNq0aQNnZ2dERUWJjvdWmshdrFixfI/lFq5v+5ym3zyQO15OTg5ycnKgUqnybQtckK1zP/R+mJmZ5Xss97X/e24jI6PXcv6bNldQaeq+iGZkZKSTN5wQFWWXLl3CZ599hq5du8LFxQWXL1/G77//jkqVKomOVqhZW1tj4cKFuHPnDrp3745x48ahVq1aOHTokOhoREREBoFFLRERERER6S25XA4AOtn+2MbGBgA0vv2xiYmJxlfpaotMJkPTpk0xZcoUbN26FTExMUhNTcXgwYPzXXvo0KF8JXR0dDRu3rz5Ub8Uzy0C/7sKx9raOt8Zp/8t0z8ktzZ9yj1xcnJC8eLFkZycnO/15n4EBAQIux+2trYAgJiYmHyfO3r06EeP+z4FvS/6zlBW1hMZosTERIwdOxZubm5ITU3FyZMnsW3bNjg5OYmOVqSULl0ay5Ytw82bN+Hm5obWrVujZcuWuHLliuhoREREeo1FLRERERER6a3cojYpKUnrc+UWtXFxcRod19TU1CBW/DVp0gRr1qzB1atX8eLFC6SkpCAoKAgJCQmIjo7Od/3Zs2cxePBg3L59G8+ePUNISAi6dOmC7OxsdOvW7YPnt7KyAgAEBwcjISFBa7m16VPuyeDBg/H8+XO0aNEC+/btw9OnT5GVlYW7d+9i//796Nq1K44cOfLeDNq6HzVq1AAALFu2DMePH8eLFy8QGxuLCRMmYM+ePR897vto6r6IpFarkZ2dzaKWSMPUajV+/fVXVK5cGQEBAVi/fj3OnTsHDw8P0dGKtIoVK8Lf3x+HDx/GkydPULduXcycOZPbvxMREb2FTHQAIiIiIiKit1EoFAB0s6JWoVDA2NhYKytqDeGXk+fPn0dYWNgbPzd06NB8j3Xr1g3+/v7YsGHDa487OTlh8uTJHzx/lSpVUK5cORw9evS1M1fft3X0h+bWpk+5JwMGDMCJEyfw22+/oUOHDm+8piCvR1v3w9HREV988QV2794Nb2/vvMdlMhn69euHjRs3fvTY76Kp+yJSdnY21Go1i1oiDbp9+za+/vprnDhxAmPGjMGsWbNQokQJ0bHoX5o3b47z589j5cqVmD59Onbu3Im1a9fC3d1ddDQiIiK9whW1RERERESkt+RyOSQSiU6KWolEAqVSqfGi1lBW1J45cwYjR45EjRo1YGZmBmtra7i7u2PdunXw9fXNd727uzsOHjyIBg0a5F0/ePBgnDx58qN+WS6VShEQEAAPDw+Ym5trLbc2fco9kUgk2LBhA7Zv344WLVpAoVDAxMQEjo6O6Ny5M/744w+0aNHivRm0eT9+/fVXfPXVV1AqlShWrBgaN26Mw4cPo2nTpp807rto6r6IlPtGDRMTE8FJiAxfTk4OFi1aBFdXV8THxyMsLAxLly5lSaunZDIZfHx8cPnyZVSsWBFNmzbFqFGj8OzZM9HRiIiI9IZE/b63JxMREREREQlkYWGB5cuXY9CgQVqfy9XVFZ06dcLs2bM1NuagQYPw9OlT7Nu3T2NjihQUFIS2bdvC19cXPj4+ouPoBd4TepeEhARYW1vj6NGjr61GJqIPc+/ePfTv3x+nT5/G999/j2+//RbGxsaiY9EH2LRpE3x8fKBUKrFp0ybUr19fdCQiIiLhuKKWiIiIiIj0mlwu18mKWgCwtbXVyhm1hrD1MRFpR+7XP7c+Jvp4AQEBqFOnDuLi4hAWFoZp06axpDVAffv2xZUrV1C5cmU0adIEM2fORE5OjuhYREREQrGoJSIiIiIivSaXy5GSkqKTuWxsbDS+9bEui2Yi0j9JSUkAXn0vIKIP8/z5cwwcOBA9evRA7969ERERgTp16oiORZ+gVKlS2LdvH+bPn4/58+ejefPmePTokehYREREwrCoJSIiIiIivSaXy/OKDm3TRlGrVCoRHx+v0TGJyHAkJCQAAKytrQUnITIsd+7cQZMmTbBv3z4EBgZi5cqVMDMzEx2LNEAikWDChAk4ffo0Hj16BDc3N4SEhIiORUREJIRMdAAiIiIiIqJ30eWKVBsbG41vfaxUKvOKmsKgTZs2UKvVomPoFd4Tepf4+HhIJBIoFArRUYgMxsGDB9GnTx/Y2dnh7NmzcHR0FB2JtKB27doIDw/HoEGD4O3tjTlz5mDy5MmiYxEREekUV9QSEREREZFe03VRq40VtWlpaTynlqiISkhIQMmSJXmeJlEBzZ07F+3bt0eHDh1w6tQplrSFnIWFBXbu3IkZM2bgu+++Q//+/fkzExERFSksaomIiIiISK8pFAqdFbW2trZITk5Gdna2xsZUKpUAUKhW1RJRwcXHx3PbY6ICyM7OxqBBgzBjxgwsW7YMv//+O7c6LiIkEgmmT5+O/fv3Y+/evWjVqhUSExNFxyIiItIJFrVERERERKTXdL2iVq1Wa/RM2dyChufUEhVNCQkJeW/YIKI3S0tLQ6dOnRAQEIA9e/Zg9OjRoiORAG3atEFoaCju3r2LBg0a4ObNm6IjERERaR2LWiIiIiIi0muWlpY6LWoBaHT749wxnzx5orExichwxMXF5X0fIKL87t+/j8aNGyMyMhLBwcFo37696EgkkLOzM8LCwiCXy+Hh4YEzZ86IjkRERKRVLGqJiIiIiEiv6XJFra2tLQDNFrVKpRIWFha4e/euxsYkIsMRExMDe3t70TGI9FJ0dDSaNm0KiUSC06dPo3bt2qIjkR4oU6YMTpw4gQYNGqBly5Y4fvy46EhERERaw6KWiIiIiIj0mlwuR1paGl6+fKn1uRQKBWQyGeLi4jQ6rr29PWJjYzU6JhEZhpiYGDg4OIiOQaR3rl+/Di8vL1hZWeHYsWMoX7686EikR8zNzbFnzx507twZbdq0wZ9//ik6EhERkVawqCUiIiIiIr0ml8uhVquRkpKi9bkkEgmsra01uqIWeFXUxsTEaHRMItJ/mZmZePToEVfUEv3HpUuX4OXlBTs7Oxw9ejTvPHeif5PJZNiwYQN69+6NHj16YPfu3aIjERERaRyLWiIiIiIi0msKhQIAdHpOrTaKWq6oJSp67t69C5VKxRW1RP9y+fJlNG/eHDVr1sRff/0FS0tL0ZFIj0mlUqxfvx5DhgxBz549ubKWiIgKHRa1RERERESk1+RyOQDDL2q5opao6Mn9umdRS/TK7du30apVKzg5OeHPP/+Eubm56EhkACQSCVauXIkhQ4agR48eOHjwoOhIREREGiMTHYCIiIiIiOhdRBS1mj6j1sHBAY8fP8aLFy9gZmam0bGJSH/FxMTA0tIyb2cAoqLs/v37aNmyJSpWrIiDBw+ypKUPIpFI8MsvvyA7OxvdunXDgQMH4OXlJToWERHRJ+OKWiIiIiIi0muWlpaQSCQ6K2ptbW01vqK2evXqUKvVuHr1qkbHJSL9duXKFdSoUUN0DCLhnjx5Am9vb8jlchw8eBAWFhaiI5EBkkgkWLNmDdq0aYOOHTviwoULoiMRERF9Mha1RERERESk16RSKSwsLHRa1Gp6RW2VKlVQvHhxREZGanRcItJvkZGRqFmzpugYREI9f/4cHTt2hEQiwaFDh7jCnD6JTCbD1q1b0aBBA7Rv3x73798XHYmIiOiTsKglIiIiIiK9J5fLdVbUlilTBg8fPtTomFKpFDVq1EBUVJRGxyUi/XblyhUWtVSkqVQq9OvXD3fu3MH+/fthY2MjOhIVAiYmJti1axesra3Rpk0bnf2MSEREpA0saomIiIiISO/puqhNT09Henq6Rsd1dXVlUUtUhPzzzz9ISEiAq6ur6ChEwkyYMAH79u3Dzp07UbVqVdFxqBApWbIkDhw4gNTUVHTp0gVZWVmiIxEREX0UFrVERERERKT3dF3UAsCjR480Om7NmjVx6dIljY5JRPor940Zzs7OgpMQibFu3Tr8/PPP+P333+Ht7S06DhVC5cqVw549e3Du3DmMHz9edBwiIqKPwqKWiIiIiIj0XmEoal1dXfH06VM8fvxYo+MSkX6KiopC+fLloVQqRUch0rkLFy5gzJgxmDZtGnr16iU6DhVibm5u2LRpE3755Rds2LBBdBwiIqIPxqKWiIiIiIj0nkKh0FlRa2trC5lMpvGitnbt2pBIJAgPD9fouESkn8LDw1GnTh3RMYh0LiEhAV988QXc3d0xc+ZM0XGoCOjcuTMmTJiAESNGICIiQnQcIiKiDyITHYCIiIiIiOh95HI57ty5o5O5jIyMYGNjo/Gi1srKCk5OTggNDUX79u01OjYR6Z/Q0FCMHTtWdAyN8PPzw40bN0TH0GsNGzZE9+7dRccQLicnBz179gQAbNu2DVKpVHAiKirmzZuHiIgIdO/eHeHh4bCyshIdiYiIqEBY1BIRERERkd7T5dbHwKvtjzVd1AKAh4cHQkNDNT4uEemX6OhoPHz4EO7u7qKjaMTOnTtx8eJF2Nvbi46il27cuIHk5GQWtQB++uknhIaG4tSpU9z2m3RKJpNh27ZtcHNzw9ChQ7Fr1y7RkYioANRqNR48eIDY2FjExMTg4cOHiI+PR2JiItLS0pCVlYVnz54BAIyNjVGiRAmYmJhAqVRCqVTC1tYW9vb2sLe3h4ODA0xNTQW/IqIPx6KWiIiIiIj0nqWlJZKSknQ2n7aKWnd3d/j7+yMzM5O/RCAqxEJDQ2Fqago3NzfRUTSmY8eOWLdunegYeqlVq1aiI+iF8PBwzJ49G4sXL+a23ySEra0ttmzZAm9vb6xbtw5DhgwRHYmI/uOff/7BsWPHcOrUKURGRiIqKgppaWkAABMTE5QpUwa2trZQKpWwsLBAiRIlUKpUKQBAdnY20tPTkZaWhtjYWCQkJODx48d5b+iVyWSoUqUKXF1dUb9+fTRr1gy1a9fm7g6k91jUEhERERGR3hOxojY2Nlbj47q7uyMzMxMXLlxAo0aNND4+EemH0NBQlC1bFj4+PvDy8oKXlxfKli0rOhaR1jx79gx9+vSBt7c3Ro8eLXjw4U0AACAASURBVDoOFWGenp6YOHEifHx84OnpiWrVqomORFSkxcXF4fjx4zh69CiOHTuGmzdvwtTUFPXr10ft2rXRv39/1KhRAw4ODihbtiyMjIw+eI7k5GTExMTg1q1buHTpEi5fvoyFCxdi4sSJUCgU8PLygre3Nz777DO4uLho4VUSfRoWtUREREREpPcUCgWePXuGrKwsmJiYaH2+MmXKICwsTOPjVq5cGaVLl0ZoaCiLWqJCLDQ0FFWqVEFkZCR+/fVXvHz5ElWqVMkrbb28vFChQgXRMYk0ZvTo0UhKSsKJEycgkUhEx6EibtasWTh8+DD69euH0NBQGBsbi45EVKRkZGQgMDAQ/v7+CAoKglqtRu3atdGlSxe4u7vDy8sLJUuW1Nh8crkcderUQZ06ddCjR4+8x6Ojo3H48GEcPnwYP/74I8aOHYuKFSuid+/eGDJkCCpXrqyxDESf4sPfnkBERERERKRjCoUCAHS2qlZbWx8Dr1bVHj9+XCtjE5F4T58+xdWrVzFy5EicOnUKKSkpCA4OxuDBgxEbG4shQ4agYsWKKFu2LHr06IG1a9fiypUromMTfbSDBw9iw4YNWLduHUqXLi06DhFMTEywefNmXL58GYsWLRIdh6hIUKlUOHLkCAYOHAgbGxv07dsXUqkUW7duRVJSEsLDwzF//nx06NBBoyXtuzg6OmLYsGHYsWMH4uLicObMGXzxxRf47bffULVqVTRt2hTr1q1DSkqKTvIQvQ2LWiIiIiIi0ntWVlYAoLNzasuUKYOkpCRkZGRofOxWrVrh2LFjyMzM1PjYRCTeoUOHIJVK0axZMwBA8eLF4eHhgcmTJ+Pvv/9GYmIigoODMXbsWCQlJWHs2LFwcXFhcUsG6dmzZxg5ciR69+6Njh07io5DlKdatWqYMWMGZs2ahWvXromOQ1RoqVQq7Ny5Ey4uLmjRogXOnTuH6dOn4/79+9izZw+6desGCwsL0TEhlUrRoEED+Pr64sGDBzh06BDs7e3h4+ODcuXKYezYsXjw4IHomFREsaglIiIiIiK9l7uiNjExUSfzlSlTBmq1Gk+ePNH42O3atcOzZ88QHBys8bGJSLyDBw/C09PzratF/lvcpqWlITw8PK+49fHxgYuLC8qUKYMePXrg559/RkREBNRqtcYypqamamwsKtqmTp2KlJQU+Pr6io5ClM+ECRPg7OyM4cOHa/R7KBEBmZmZWL16NSpVqoQ+ffqgQYMGuHz5Mq5cuYLJkyfD1tZWdMS3kkqlaNGiBfz9/fHgwQP8+OOP2LlzJypXroxRo0bh3r17oiNSEcOiloiIiIiI9F5uUavLFbUAtLL9cfny5VGjRg0cPHhQ42MTkVgqlQp///032rRpU+DnyGQyuLm55RW3qampCA8Ph4+PD168eIEZM2agXr16Gi1ufX190bp1a/4ikj5JWFgYVq1ahaVLl6JUqVKi4xDlI5PJsHbtWpw6dQp+fn6i4xAVCjk5OVi1ahUcHR0xfvx4tGvXDjdv3sRvv/0GZ2dn0fE+mKWlJSZMmIDo6GgsWbIE+/btQ+XKlTFkyBA8fvxYdDwqIljUEhERERGR3jM3N4epqanOitrSpUtDIpFo7Zzatm3bIigoSCtjE5E44eHhiIuLQ9u2bT96jH8Xt4GBgYiPj0d4eDimTp0KAJg5cybq1auH0qVLo0OHDliwYAEiIiKgUqkKPMeRI0dw6NAhODk5YfXq1VxpRh9MpVJh5MiR+Oyzz9C/f3/RcYjeys3NDWPHjsXUqVORkJAgOg6RQTt9+jTq16+P8ePHo1evXoiOjsaqVatgb28vOtonK1asGEaMGIFbt25h7dq1OHLkCJycnLBixQrk5OSIjkeFHItaIiIiIiIyCHK5XGdFrYmJCaysrLRW1LZp0wZXr17F3bt3tTI+EYlx8OBBlC9fXqMrSnKL27Fjx2LHjh15xe13330HMzMzLFiwAPXq1YNCoUDLli3fW9xmZmbizJkzAIAXL15g1KhRaNy4MW7cuKGxzFT4rV+/HlFRUfD19YVEIhEdh+idZsyYAVNTU8yYMUN0FCKDlJSUhLFjx8LDwwMlS5bEhQsXsGTJkrxdiAoTY2NjDBw4EFevXoWPjw8mTZqEevXqISwsTHQ0KsRY1BIRERERkUFQKBQ6O6MWeLX9sbaKWk9PT1hYWCAwMFAr4xORGPv370fbtm21WlxJpdLXitunT5/i8uXLWLRoERQKBRYuXIh69epBLpfnFbchISHIzs4GAJw9exZZWVl546lUKpw/fx6urq5YsGABV43Qe6WlpeGHH37AiBEj4OLiIjoO0XtZWFhgzpw5WLNmDaKiokTHITIoW7duRdWqVREQEIBNmzbh+PHjqFGjhuhYWmdmZoaZM2fi0qVLUCqV8PDwwDfffIPnz5+LjkaFEItaIiIiIiIyCAqFQmcragHtFrWmpqZo3749du7cqZXxiUj3oqOjER4ejm7duul0XqlUCmdnZwwbNiyvuD1//jxmzZoFc3NzLFq0CJ6enrC1tUWHDh0wb948mJiYvDZGdnY2srKy8N1336FOnTq4ePGiTl8DGZbZs2cjIyMDP/zwg+goRAU2cOBA1K1bFz4+PqKjEBmEFy9eYOjQoejTpw969uyJa9euoVevXqJj6Vy1atVw+PBhbN68GTt37kT9+vVx5coV0bGokGFRS0REREREBsHKyqrQFLUA0LNnT4SEhODBgwdam4OIdGf79u1QKpX47LPPhOYwMjJCnTp14OPjgz179iAuLg6XLl3Cjz/+CFNTU5w9ezZvde1/qVQqXLt2DfXq1cOUKVNeW3lLBAD37t3D8uXLMWvWLCiVStFxiArMyMgIS5cuxdGjRxEUFCQ6DpFeu3HjBho1aoSdO3di+/btWLlyJUqWLCk6llC9evXCxYsXYWVlhXr16uHnn38WHYkKERa1RERERERkEArTilrg1Tm1FhYWCAgI0NocRKQ7O3bsQNeuXSGTyURHeY2RkRFcXV0xZswYbN26Fc+ePYNarX7r9S9fvkROTg4WL16MWrVqITw8XIdpSd/NmTMHpUuXxrBhw0RHIfpgHh4e+PzzzzF9+vR3fh8kKsr8/f3h5uYGMzMzXLp0Cd27dxcdSW+UL18ex44dw9ixYzFu3Dj0798fz549Ex2LCgEWtUREREREZBAKW1FramqKjh07YseOHVqbg4h04+bNm7h48SJ69OghOso7nTt3DhkZGQW6NicnB7dv30bDhg1x+/Ztnl1LiI2Nxe+//46ZM2fm2z6byFDMmjUL58+fR2BgoOgoRHpFrVZj2rRpGDhwIL7++msEBwfDzs5OdCy9I5PJMH/+fOzbtw8HDx5Es2bNEBcXJzoWGTgWtUREREREZBAUCgUSExN1Nl+ZMmUQFxeHly9fam2OHj16ICwsDHfv3tXaHESkfTt27ICNjQ2aNm0qOso7nThxAsbGxu+9zsjICCYmJjAyMoJKpUJMTAz27NmDU6dOffCc2dnZqFq1Kvr37//a48HBwRgyZAiqV68OMzMzWFlZoWXLlti3b98Hz/Emd+/excqVK9G6dWuYmppCIpG8dbvTkJAQSCQS/PXXXxqZu7CaMWMG7Ozs0LdvX9FRiD5a3bp10blzZ0yfPh0qlUp0HCK9kJOTg+HDh2PBggVYu3YtlixZUqCfF4qydu3a4ezZs0hJSUHjxo1x+/Zt0ZHIgOnXfjxERERERERvIWJFrUqlQlxcHMqWLauVOVq1agW5XI5t27Zh8uTJWpmDiLRvy5Yt6NGjh95te/xfx44dQ05ODmQyWb43oVhYWMDW1hZly5ZFxYoVYWtri3LlyqFUqVJYtmwZ7OzsUK1atQ+ec/Xq1YiJicGBAwfyHrt9+3a+UjsjIwOHDx/G4cOHsWTJEowfP/7jXuT/17BhQzx58qRA13p4eKBly5aYNGkSWrZsCSMjrmv4r5s3b2Lz5s34/fff9f6/c6L3mTVrFmrVqoU//vgDXbt2FR2HSKjMzEz07dsXgYGB2LFjB7744gvRkQyGg4MDgoOD0bZtW3h6euLgwYOoXbu26FhkgPiTJxERERERGQQrKyudF7UAtLr9sYmJCfr06QM/Pz+elUZkoEJDQ3Ht2jV89dVXoqO8V+3atfHDDz9g5cqV+PPPPxEWFoZ79+4hIyMDqampuH37Nk6ePIlNmzZh6dKlmDBhAvr27QsrKysoFAoolcoPmi8rKwtz585F586dUbly5bzHjYyM0Lp1a2zevBk3b97EixcvEBMTg2+//RYA8N133yE1NfWTXqu9vT1GjhyJoKAgDB069L3XT5w4EVFRUdi5c+cnzVtY+fr6wsHBAb169RIdheiTubi4oFOnTli8eLHoKERCpaSkoFWrVjhy5AiOHDnCkvYjlCpVCsePH0f16tXRrFkznDx5UnQkMkB8CxwRERERERkEhUKBFy9eICMjA8WKFdP6fLooagFg2LBhWLlyJU6cOIFmzZppdS4i0jw/Pz+4urqibt26oqO818KFC3U63+7duxEXF5dv22NHR8d82xDb29tjwYIFOHPmDE6cOIFr166hYcOGHz336dOn8/69IGdRNm/eHGXKlMGaNWvQs2fPj563MEpISMDGjRuxcOFCSKVS0XGINGLixIlwd3dHSEgIPDw8RMch0rmMjAx06tQJt27dwsmTJ+Hi4iI6ksEqWbIkDh48iC+//BLt27fHsWPH4ObmJjoWGRCuqCUiIiIiIoOgUCgAQGeras3NzWFhYaH1orZmzZpo0KAB/Pz8tDoPEWleSkoKdu7cieHDh4uOopf8/f1hZmaGNm3aFPg5uWfi2draaivWG0mlUnTq1AnHjx/HvXv3dDq3vlu5ciVMTU0xYMAA0VGINKZJkyZo3LgxlixZIjoKkc7l5OSgX79+uHjxIg4cOMCSVgNMTU2xbds2eHh4oE2bNrhx44boSGRAWNQSEREREZFB0HVRCwBly5bVelELAEOHDsWuXbsQHx+v9bmISHM2b94MtVqN3r17i46id16+fIng4GDUrVs3r3x9G5VKhQcPHmDOnDk4fPgw2rRpAwcHBx0l/T+NGjUCABw9elTnc+urjIwMrF69Gt988w3Mzc1FxyHSqAkTJmDv3r24deuW6ChEOqNWqzF8+HDs378fgYGBPFNVg4yNjREQEICqVauiZcuWuH//vuhIZCBY1BIRERERkUGwsrICoNuitly5cvjnn3+0Pk+vXr1gamqKzZs3a30uItKcX3/9FT179oRcLhcdRe9cvXoV6enpqFWr1luvuX79OiQSCaRSKcqXL4+5c+dixIgRws6Jzf1ldVhYmJD59VFAQAASExMxatQo0VGINK5z586ws7PD6tWrRUch0pnp06djw4YN2LRpEzw9PUXHKXSKFy+OP//8E+bm5mjXrp1O/+5KhotFLRERERERGYTcFbWJiYk6m7NixYo6eSd0iRIl0Lt3b/zyyy9QqVRan4+IPt2pU6dw/vx5DB06VHQUvZS7G4G1tXWBn5ORkYGwsDBERkZqK9Y72djYAND+2eSGZO3atejUqRNKly4tOgqRxkmlUgwePBj+/v7IzMwUHYdI67Zs2YJ58+bBz88PX3zxheg4hZa1tTWCgoKQmJiIfv36Qa1Wi45Eeo5FLRERERERGYRixYqhWLFiOn1XcsWKFXV2VuG4ceNw+/ZtBAYG6mQ+Ivo0ixcvRv369dGkSRPRUfRScnIyAMDCwuKt1zg5OUGtVuPly5d48OAB/Pz8cOfOHbRo0QIxMTG6ipqnZMmSAP4ve1F348YNhISE8M0IVKgNHjwYKSkp2LNnj+goRFp1+/ZtfPPNNxgzZgwGDRokOk6hZ2dnh927d+Pvv//mWdj0XixqiYiIiIjIYFhZWem0qK1QoYLOitpq1arh888/51/kiQxAdHQ09u7di2+//VZ0FL2Vux10amrqe6+VSqUoW7YshgwZgrlz5+LFixdCtj9OSUkB8H87OBR1fn5+qFChApo3by46CpHWlC5dGm3btsW6detERyHSmszMTPTo0QNVq1bFggULRMcpMho2bIjZs2dj6tSpCA0NFR2H9BiLWiIiIiIiMhgKhULnK2rT09N1tt3yhAkTEBwcjNOnT+tkPiL6OIsXL0bFihXRpUsX0VH0VpkyZQAA8fHxH/S83O1HC1Lwalpu1tzsRVl2djb8/f0xZMgQSKVS0XGItGro0KE4evQoYmNjRUch0gofHx/ExMRg+/btMDU1FR2nSJk0aRI+//xz9O7dGwkJCaLjkJ5iUUtERERERAZDRFELQGerar28vNCwYUP4+vrqZD4i+nCJiYnw9/fH+PHjWWC9Q40aNVCiRAlcvHgx3+d++uknTJ48GefOnUNCQgIyMjIQExOD5cuX44cffgAAeHp66jpyXtZGjRrpfG59c/jwYcTHx6Nfv36ioxBpXdu2bWFtbY3t27eLjkKkcQEBAfjf//6HdevWwdHRUXScIkcikeDXX38F8GqrdaI3YVFLREREREQGQ6FQ6Gx1K6D7ohZ49Y73Xbt2ITo6WmdzElHBrVy5Eqampjzf7T1kMhk8PDxw4cKFvFWyuRITE7Fw4UI0aNAA1tbWMDMzg6OjI8aOHYvnz5+jT58+aN269WvP8fDwgEQieWPx+yZ9+/aFRCKBRCLBqlWrALwqY3IfCwgIyPec3N0MvL29P+YlFyrbt29Hw4YNYW9vLzoKkdbJZDJ07tyZRS0VOikpKRg9ejSGDh2Krl27io5TZCmVSmzatAl79+59488fRCxqiYiIiIjIYOj6jNrixYvD2tpap0Vtt27dYG9vj7lz5+psTiIqmJSUFCxbtgyjRo2Cubm56Dh6r1+/fsjIyMCBAwdee/z777/HqlWr4OXlBVtbWxgbG6NUqVJo27Yttm7dio0bN+YbS6VSAXhVqGhDTk4O/vzzTzRt2hR2dnZamcNQZGVlYe/evejRo4foKEQ606NHD1y4cAHXr18XHYVIY6ZPnw6VSoX58+eLjlLkNW3aFAMHDsS4ceOQnp4uOg7pGRa1RERERERkMHS99THwalXt/fv3dTafTCbD999/j99//x03btzQ2bxE9H5Lly6FWq2Gj4+P6CgGoVu3brCxsclXvFpaWmLEiBE4fvw4njx5gqysLDx+/BgHDhxAr169IJFIXrtepVLh2rVrcHZ2hrOzc4Hm3rRpE9Rq9Vs/unXr9tr1R44cwaNHj/DNN9982osuBIKCgpCcnMzVV1SkNGvWDKVKleJqNyo0zp8/j9WrV2PRokVQKBSi4xCARYsWISMjA7NmzRIdhfQMi1oiIiIiIjIYIoraChUq6LSoBV5t2Vm1alXMmTNHp/MS0dslJydj+fLlmDhxIn/hWUAmJiaYNm0a9u7di1u3bn30OJcvX0ZycjKmTJmSr8TVlMWLF8PFxQXdu3f/qOdfv34dW7ZswY0bN/JW/xqqPXv2oHHjxnnb/xMVBVKpFF988QX++OMP0VGIPplKpcLIkSPRuHFjnjWuR5RKJWbPng1fX19ERkaKjkN6hEUtEREREREZDF2fUQu8WlGry62PgVe/LPzhhx+wdetWXLt2TadzE9GbLViwAFKpFGPGjBEdxaCMGDECjo6On7R6JCQkBHZ2dujVq5cGk/2f0NBQ/P3331i8eDGkUulHjREbG4uBAwfCyckJCoUCzZo1w/jx47F582Zcv37dYMpbtVqNv/76C59//rnoKEQ6165dO1y4cAGPHj0SHYXok6xfvx4RERFYvXq11t7gRB9n2LBhqFOnDsaOHSs6CukRFrVERERERGQwRK2o1XVRC7w6K83FxQUzZ87U+dxE9Lr4+HisWrUKkydPhoWFheg4BsXY2Bg3b95847mzBTVixAjExsZq7Xxad3d3qNVqtG7d+qPHaNOmDZ4/f47Lly9jxYoVqFWrFs6ePYuhQ4eievXqsLS0hIeHB8aOHQt/f39cuXIFOTk5GnwV+cXFxX3wcy5evIiHDx+ibdu2WkhEpN+8vb1hamqKQ4cOiY5C9NGys7Mxd+5cDB06FC4uLqLj0H8YGRnB19cXx48fx/Hjx0XHIT3BopaIiIiIiAyGlZUVsrKy8Pz5c53NWbFiRTx8+BDZ2dk6mxN49Zf4GTNmICAgABERETqdm4heN3v2bJibm2PEiBGio5Aek8lkcHZ2Rv/+/fHzzz8jJCQEqampuHz5MlatWgU3NzdERERg+PDhcHFxgVwuzytv165di5CQEGRlZWkkS0pKChwdHTF37lxkZGQU+HlBQUEoXbo0ateurZEcRIbE3Nwcnp6eCAoKEh2F6KNt3rwZDx48wKRJk0RHobdwd3eHt7c35s6dKzoK6QkWtUREREREZDByz4XU5fbHFStWRE5ODh4+fKizOXN16dIFHh4eGD16NNRqtc7nJyLg2rVrWL16NWbNmgVzc3PRccjAFLS89fHxgaenJywsLPJd/zHl7fnz5/Hs2TPMmDEDVatWRWBgYIGeFxQUhNatW3OrTCqy2rZti0OHDml9xTuRNqhUKixatAh9+/aFvb296Dj0DtOmTcPhw4dx6tQp0VFID2hnzxgiIiIiIiItyC1qk5KSUL58eZ3MWbFiRQDAvXv3YGdnp5M5/23ZsmWoV68etm/frrXzGYno7caPHw9nZ2d89dVXoqNQIZFb3uYWsgDw8uVL3LhxAxEREXkfu3btwvPnz2FsbIwqVarAzc0t76N+/fowNTV96xwREREwNjZGdnY2Hjx4gI4dO6JZs2ZYtWoVatSo8cbnvHjxAqdPn8awYcO08rqJDEHLli0xfvx4XLp0CXXr1hUd55OEhYVh165domPoNXNzc/z444+iY2hMQEAAbty4gd27d4uOQu/RvHlzuLu7Y/78+di7d6/oOBoTGBiIEydOiI6h1+zs7DB69OjXHmNRS0REREREBuPfRa2ulClTBiYmJrh//77O5vy3OnXqYMCAAZg0aRI6dOjAFX1EOrRv3z4EBQXh+PHjkEqlouNQIabp8jY8PBwqlQoA8v4ZGhoKV1dXjBw5ErNnz0bJkiVfy3Du3DlkZWXB09NTh6+cSL84OzvDysoKoaGhBl/UXrx4ET///DPq1KkjOopeiouLQ1paWqEqaufNm4du3bqhWrVqoqNQAUydOhUdOnTApUuXUKtWLdFxNOLYsWNYu3btW98UVtTdv3+fRS0RERERERk2EUWtkZERypUrh3v37ulszv+aN28edu3ahSVLluCHH34QloOoKMnOzsbEiRPRvXt3eHl5iY5DRdDbyttr1669sbwtVqwYatWqBTc3Nxw7dizf1q25Z62vXr0aW7ZswZIlS9CvX7+8bY5DQ0NRrly5vJ0kiIoiiUSCxo0bIzQ0NN8v0g1RyZIlcfbsWdEx9NLq1asxffp00TE05vTp07h48SL8/PxER6ECateuHapXr461a9di1apVouNojIuLC06fPi06hl4aP378G7e75hm1RERERERkMExMTGBubq7TM2qBV9sfi1pRCwClSpXC1KlTsWDBAqGFMVFRsnz5cty9excLFiwQHYUoj0wmQ82aNTFw4ECsWLECp06dQmpqKqKiorBmzRo0bNgQ58+fx9OnT986RnZ2NhISEjBw4EDUq1cvr8QJDQ2Fh4eHrl4Kkd5yd3dHSEiI6BhEH2Tjxo2oUaMG6tWrJzoKFZBEIkH//v2xbds2ZGZmio5DArGoJSIiIiIig6JQKHS6ohZ4VdSKLkjHjRuH8uXLY+TIkUJzEBUFsbGxmDlzJr799ls4ODiIjkP0TlKpFC4uLhgwYAB+/vlnzJs3D2q1+p3PUavVUKvViIyMRKNGjdCvXz+cOnUKjRs31lFqIv3l7u6OBw8e4O7du6KjEBVIVlYWduzYgQEDBoiOQh+ob9++SElJwYEDB0RHIYFY1BIRERERkUGxsrIqkkWtqakp/Pz8sH//fmzbtk1oFqLCbsyYMShXrhymTp0qOgrRBzt//jyMjY0LdO3Lly+hVquxadMmJCUl4cGDB3ln2hIVVW5ubjAyMsL58+dFRyEqkH379iExMRG9e/cWHYU+ULly5dCsWTNs3LhRdBQSiEUtEREREREZFBEraitUqCC8qAWApk2bYujQoRg9evQ7t7Ukoo+3adMm7N+/H+vWrUOxYsVExyH6YOHh4W8tW42MjGBsbJx3Li0AyOVyVKpUCcCrNwVdvnxZJzmJ9JW5uTkcHR0RGRkpOgpRgWzcuBHNmzdHhQoVREehj9CvXz/s378f8fHxoqOQICxqiYiIiIjIoCgUCp2fUVuhQgUkJycjNTVVp/O+yaJFi2Bqaopvv/1WdBSiQichIQETJkzAN998w7M6yWCdOXMGarX6tTJWqVSiUaNGGDBgAGbOnIlt27YhIiICKSkpSEpKwoABA+Do6IjZs2fD1dVVYHoi/eDq6oqoqCjRMYjeKy0tDQcOHECfPn1ER6GP1LVrV8hkMuzZs0d0FBJEJjoAERERERHRh1AoFHj06JFO56xYsSIA4P79+3B2dtbp3P9VsmRJrFixAl27dsWXX36Jli1bCs1DVJj4+PjAxMQEP/30k+goRB/l5cuXaNGiBRwdHVG5cuW8D3Nz83c+LyoqigUt0b/UrFkTW7ZsER2D6L2Cg4ORnZ2NNm3aiI5CH6lEiRLw9PTE0aNHMWTIENFxSAAWtUREREREZFCsrKxw9epVnc5pZ2cHALh3757wohYAunTpgq5du2Lw4MG4dOkSFAqF6EhEBm/Xrl3YtGkTAgMDUbJkSdFxiD6KTCbD//73vw9+XlRUFLp166aFRESGqWbNmrhz5w6eP3+O4sWLi45D9FbHjh2Ds7MzSpUqJToKfQJvb28sXbo0344YVDRw62MiIiIiIjIoIs6otbCwgFwu14tzanOtXbsWAPiuayINePDgAb7++msMHz4c7du3Fx2HkqLeMAAAIABJREFUSKdUKhViYmJQrVo10VGI9Ea1atWgUqkQHR0tOgrROx09ehSfffaZ6Bj0iby9vREXF4dr166JjkICsKglIiIiIiKDIuKMWgCwt7dHbGyszud9G4VCgY0bN2LPnj347bffRMchMlgqlQr9+/eHQqHAokWLRMch0rkHDx4gMzMTDg4OoqMQ6Y3crwd9+tmP6L+Sk5Nx6dIleHt7i45Cn8jNzQ1yuRxHjx4VHYUE4NbHRERERERkUBQKBZKTk3W+LZSjoyPu3Lmjs/kKwsvLC+PGjcOoUaPQpEkTVK1aVXQkIoOzaNEiBAcHIyQkBCVKlBAdR2+dPXsWEydOFB1DL928eTPvLHNDFBMTAwAsaon+xdzcHNbW1nlfH0T66NixY1Cr1fDy8hIdhT6RVCpF06ZNcezYMYwaNUp0HNIxFrVERERERGRQFAoFXr58ifT0dFhYWOhs3kqVKunlO5znzp2LI0eOYMCAAQgODoZMxr/mERVUREQEfvjhB8ydOxcNGjQQHUdvOTk5ITk5GSdPnhQdRS/Z2toadMkZGxsLU1NTlC5dWnQUIr3i4ODAFbWk106fPg0XFxcoFArRUUgDPD09sXTpUtExSAD+DZ6IiIiIiAyKlZUVACAxMVGnRa2joyP8/Px0Nl9BmZqaYvPmzWjQoAEmTZoEX19f0ZGIDEJiYiJ69OgBT09PTJgwQXQcvbZ8+XLREUiLYmNjYWdnByMjnpBG9G+Ojo5cUUt67dKlS6hdu7boGKQhtWrVwqNHjxAXFwdbW1vRcUiH+BMYEREREREZlNx3jOv6nFpHR0ckJycLOR/3fWrUqAE/Pz8sW7YM/v7+ouMQ6T2VSoV+/fohOzsbW7ZsYUFFRdrjx49RtmxZ0TGI9E6ZMmXw+PFj0TGI3ioyMhI1a9YUHYM0JPfP8vLly4KTkK7xbyJERERERGRQlEolAN0XtZUqVQIAREdH63TegurduzfGjh2L4cOH48KFC6LjEOm1mTNn4u+//8bWrVu5YoGKvPj4eFhbW4uO8cHCw8MhkUgwc+ZM0VH0IktQUBAkEgmWLVumtTnS09MxZswY2NvbQyaTQSKRID09HQCwe/du1K1bFyVKlIBEInntY/jw4VrLpE1KpRLx8fGiYxi04OBgDBkyBNWrV4eZmRmsrKzQsmVL7Nu3T3Q0g5eWloZHjx6hevXqWp9LH77HAZr9Pvfbb79BIpEgICBAA8k0o3Tp0pDL5bhx44boKAbLUL/ncOtjIiIiIiIyKHK5HFKpFAkJCTqd187ODjKZDHfu3EG9evV0OndBLV68GBf/H3v3HRX1tbd9+B66oqAMtqggRbBQRLGBCCgmqLEj9hZLNPZyYksiscTYYi8nmmjwIZZYo4JKiwQQsdAsCAiGWCJNkV6Gef/whRNjiWVgz8B9rcXKWpSZz4zhp/CdvXd0NDw9PXH58mXUq1dPdBKR0jl9+jRWrVqFHTt2wNHRUXQOkXCZmZmwsLAQnUEqYNmyZdi6desL77916xaGDRuG0tJSAVWVx9DQsMr/vVmdJCUloXv37s+9r7CwEAEBAQgICMCGDRswb948QXWqr3xbblU+I51exLOx350qX3O4opaIiIiIiFSKmpoa6tWrV+UrajU0NNC8eXOlXVELPGs8ePAg8vPzMWbMGJSVlYlOIlIqiYmJGDNmDMaOHYtPP/1UdA6RUsjIyKjYrUKV2NvbQy6XC1/hVZOcPXsW+vr6uHnzJmQyGeRyOerUqYOAgACUlpZi5cqVKCwshFwuh1wuV/nzXQ0NDfHkyRPIZDLRKSpJTU0NH330EXx8fJCQkICCggKkpKTg888/BwAsWbIET58+FVypusqHecbGxmJDSKFatGih8tdOUVT5msNBLRERERERqRwDAwMhKxzMzMyUelALPNsy65dffoG/vz8WLFggOodIaWRmZuLjjz+Gubk5duzYITqHSGlkZWWp5KCWqt7Dhw9haWmJ1q1bP3e298OHDwEAffr0gba2tqg8hZNKpSgrK8Pjx49Fp+DXX39FUVGR6Iy3YmpqirNnz2LkyJFo2bIldHR00KJFC6xZswbOzs4oKirCrVu3RGcqhTNnziAvL++tvubhw4eoX78+dHV1K6mKRGjevDkePHggOgNFRUXw9fVFSUmJ6JQ3psrXHA5qiYiIiIhI5Uil0ipfUQs8++Hvzp07VX6/b8vBwQHe3t7YtGnTS7coJKppiouLMXToUOTl5eH48eOoVauW6CQipZGbm4u6deuKzqggk8mwdetWdOjQAfXr10e9evVgb2+P7777Dvn5+RWf97IzE/9+fmFwcDAcHBygq6uL5s2b49tvv634vK1bt8LS0hI6Ojpo1aoVfvnll+ca/n47gYGBcHBwQO3atdGwYUNMnjwZ6enpb/RY5HI5fvzxRzg4OKBu3bqoVasWbG1tsX37dsjlcoU+H38XEREBFxcX6OrqQiqVYty4cS/8u2nPnj2vPJ+x/GMnTpwAAMyZMwcSiQSPHz9GZGTkC2fQrl69GgDQvn37ivdV9vNSFcq/L8rP4RVp8ODBMDQ0xCeffILAwECVX+WrqakJADwn/v+bPHkyDA0NMWLECJw+ffqNhmPKcL54SEgIRo0aBXNzc2hra6NBgwbo168fwsLCnvs8RV2b/+5Nr81PnjzBjBkz0KRJE9SqVQv29vavPa/0TR9TZZFKpUqx5XphYSH69u2LBg0a4LPPPsPvv/+uVNfnt6Xs1xyeUUtERERERCpH1A+w5a/SVQWenp5ITEzE3LlzYWRkhAEDBohOIhJCLpdj4sSJuHr1Kn7//Xc0a9ZMdBKRUikqKoKWlpbojAqLFy/GunXrnnvf1atXcfXqVWhpaWHGjBn/ehsRERH4z3/+U3Fman5+PhYvXgxtbW389ddfWLt2bcXn3r59G8OHD0fLli3Rrl27524nPDwcCxYsqBiKFRQUYM+ePQgNDcXly5dRp06dVzbI5XKMGTMGPj4+z70/NjYWM2bMQExMDL7//vt/fSxv+3xcvnwZixYtqlh9mZ+fD29vb9y9excXLlz41/urbIp6XqpC+feFMqxklcvlyM3Nxf79+7F3715IpVKMHj0aI0aMQOfOnUXnvZGysjI8fPgQe/fuRUBAANzd3Xm+6v8nk8lQWFiII0eO4ODBg6hbty5GjBiBkSNHwsnJ6bkV7OUyMzOFDmr/+usvODs7P/e+jIwMnD59GmfPnkVgYOAL54VW9bW5sLAQrq6uiI6Orvjaq1evon///vD09FTIY1I0ZRnUlsvOzsaePXuwc+dONGrUCGPHjsXIkSNf+DNRRqp0zeGKWiIiIiIiUjmitj42NzfHvXv3UFhYWOX3/S6WLl2KKVOmYOTIkYiMjBSdQyTE0qVLcejQIRw5cgQ2Njaic4iUTnFxsVINak+cOAFdXV0cPXoUT548QV5eHqKjo7FgwYLXDkb/7tChQ5gxYwbu3r2L3NxcHDlyBJqamvj666+xc+dO7NmzB2lpacjMzMT8+fNRVlaGjRs3vnA7v/zyC8aMGYPExETk5uYiJCQE1tbWiI+Px5o1a17b8H//93/w8fGBtbU1fH19kZmZidzcXFy4cAG2trbYvXs3Ll68qPDn4+eff8aECROQmJiI/Px8hIaGwsjICCEhIYiJiXmj5++fNm3aBLlcDn19fXTu3LniDNryt4ULFwIAoqKiKt5X2c9LVSjfxrm4uFhwyf+UD7gyMzOxY8cOdOnSBU2aNMHs2bMRFRUluO7l4uPjIZFIoK6ujmbNmmHVqlX47LPPXrtasqYq//PNycnBvn374OLigsaNG2P27NkIDQ197ntL9G4IEokEvXr1wqlTp/Dnn3+iuLgYjx49wuHDh6Gtrf3cStlyVX1t3rp1K6Kjo2FpaYmAgADk5OQgOTkZ06ZNw6FDhxTymBRNX18fOTk5lX4/b6N8hfejR4+wefNm2NnZwdzcHF5eXkhISBBc9yJVvOZwUEtERERERCpH1NbHFhYWKCsrU4ntj8tt3rwZ3bp1w8CBA1Wqm0gRdu3ahW+//Rbff/89evXqJTqHSOnIZDLIZDKlGtQ2a9YMH3zwAfr37w99fX3Url0btra2WLduHcaPH/9Gt+Hu7o6NGzfC2NgYurq6GDJkCPr374/s7Gx4eXlh4sSJaNCgAQwMDLBmzRro6+vj5s2bL9xOp06d8OOPP8Lc3By6urpwcnLCiRMnoKmp+dItg/9u7969UFdXx7lz59C7d28YGBhAV1cX3bt3x88//wwAOHnypMKfjw8//BA7d+6Eubk5atWqBUdHR3z++ecA8M6DWkVS1PNSFZRpRe3LlA9P/vrrL+zatQvt27dHy5Yt4eXlpdT/5issLMTFixcRGxsrOkWplb9AID09HTt37oSTkxOaN2+ORYsW4fbt2ygqKhJ6JnSjRo2wevVqeHt7o3PnzqhduzYaNWoET09P5OXlIS4u7oWvqepr89GjRyGRSHD06FH07NkTderUgYmJCbZv346ePXsq5DEpmpaWFoqKipR2m+Hy/y/v3LmDVatWwdLSEpaWllizZo1SnK37MqpwzeHWx0REREREpHJErqhVU1PD7du30bZt2yq//3ehqamJX375BT179oSbmxtCQkLQvHlz0VlElW7//v2YPn06VqxY8cbDHaKapvwXrso0qN24cSOGDBkCc3NzfPTRR7C1tUXXrl1hZ2f3xrfxz60rAcDY2BgAXti2Ul1dHU2bNsWjR49e+JoPP/zwhfNWTU1NYWFh8a+riG7cuAGZTFbxd+7fV5qW/zc1NRUZGRlo0KDBc18rlUqRkZEB4O2fDxcXlxfeZ2pqCgBKsUrrTZ8XZVA+BNu0aZPwbfP/bWhT/r2clJSEVatWYfny5TA2NkZRUZHws0xbtWoFuVwOmUyGR48ewdfXF/Pnz4ebmxtu3LghdCvSoqIiLFq0SNj9l/u33XrKh/L379/Hhg0bKoaYxsbGuH//Ppo2bVoVmc8JDw+Hq6vrK1ecFxQUvPC+qr42JyUloWnTpi/9uc3d3R2BgYHv/ZgUTVtbG3K5HJ9//jnU1dUr/f5e5U1eoFK+AjwxMRFLly7FkiVL0KRJE2hra+Px48eoX79+ZWe+lDJfc16Fg1oiIiIiIlI5olbU1qpVC82bN1fKLZ5eR09PD/7+/nB1dUXPnj1x4cIFNGnSRHQWUaU5ceIEPvnkE8yaNQtLly4VnUOktMqHP//8hbdItra2iI+PR3h4OMLDw/H777/j66+/hqGhIQ4ePAhra+t/vQ0dHZ0X3lf+GF/1sbKysveP/5vy2ys/Q/Fl3mRL3bd9PmrVqvXCbZQ/9r8P+8rPvHzZ467MYYSinpeqUP4cXblyBfHx8YJr3lz58PvevXtQU1NDZGQk+vTpIzoL6urq+OCDDzBp0iQUFhZi5syZ+OWXXypWfItQWlqKgIAAYff/9443Vf49lJOTg4yMDISHh8PDw6PKr+PffvstiouLsWzZMowZMwZNmzaFtrY2JBIJWrVqVfFik79Thmvz67zLY1K08utOYGDgS88mriqvu0b/U/nfLWVlZUhLS4O+vj6io6Ph6upaWXlvRBmvOa/CQS0REREREakcAwMDZGVloaysrMp/gH2TVTTKqF69ejh37hycnZ3x0UcfITg4GFKpVHQWkcL5+/tj+PDhmDJlykvPNSOi/9HU1ASgPIOxchoaGujevXvFCqv8/HxYWlpi4sSJVXrm+vnz57F8+fLnBiDJyclISEiAmZnZa7+2VatWuHbtGh48eAB9ff3Xfu6/rZasjOejYcOGAICUlJQXPhYUFPROt/km3uZ5Ea18RZm3tzc6deoktEVdXf21/59IJBKoqalBLpeje/fuGD9+PDIzM7Fy5UqlGNL+U/lz+/TpU6Edurq6uHLlitAG4NmWu/n5+a/8uEQigYaGBkpLS2Fvb4+RI0ciNDQUxcXFGDp0aBWW/k9ycjIaNWoELy+v595/584dJCYmVupqyje9NpubmyMyMhI3btx4YVXt2bNnX7hdkY+pXPn3xtWrV4W+iCo7Oxv16tV77eeUr/gtP9t3+PDhuHz5Mi5fvix8SPtPynLNeRWeUUtERERERCpHKpVCJpMJ+UHL0tISt2/frvL7VYSGDRvi3LlzePr0KXr37o3s7GzRSUQK9dtvv2HAgAEYMWIEtm3bJjqHSOlpampCTU1NqQa1Dg4O2LVrF27evImCggJkZ2fj7NmzyMzMRHJycpW2REZGYuLEiUhKSkJeXh5CQ0MxaNAglJSUwMPD47VfO3HiROTn58PNzQ2nT59Geno6iouL8ccff+DMmTMYMmTIC9tuvkxlPR9t2rQB8Gxb399++w0FBQW4e/cu5s+fjxMnTrzz7f4bRT0vVaH8F/sizwF9HYlEAk1NTUgkEnTs2BEbNmzAw4cPERQUhLFjx750hWJV+uabb7Bw4UJcvnwZmZmZKCwsREpKCrZs2YKvvvoKAODk5CS0UdlpaDxbZ9eyZUusWLEC9+7dw6VLlzB79mzo6+sLvXYbGRkhLS0N27ZtQ3Z2NrKzs+Hr64s+ffpU+irYN702DxkyBHK5HEOGDEFQUBByc3ORkpKC6dOnv/Q6I/IxlSsqKoKWlpZS7XTxdxKJBOrq6pBIJOjQoUPFdcfX1xdjx46teAGYCKp8zeGKWiIiIiIiUjnlK0EzMzP/9ZW+imZhYYGDBw9W6X0qkpGREQICAuDs7Aw3NzecPXuWK2upWjh//jwGDRqEfv36Yc+ePUr7Cy4iZaOlpaVUg9pr167h4sWLL/3Y5MmTq7TFw8MD3t7e2Lt373Pvb9WqFRYuXPjarx03bhwuXLiAffv2oV+/fi/9nDd5PJX1fJiammLw4ME4duzYcyufNDQ0MGbMGOzfv/+db/t1FPW8VIXy7wtlG9SWr6xs3bo1JkyYgGHDhlWc+atMsrKysGHDBqxdu/alHx81ahQ++uijKq5SfpqamigpKYGZmRnGjRuHESNGwNzc/IXP09XVRW5uroDCZz799FP4+flh5syZmDlzZsX77ezsYGVlhYcPH1bafb/ptXnmzJn4+eefER0djZ49e1a8XyKRYNiwYTh06NBzXy/yMZXLy8uDrq5upd/P29LQ0IBMJkP79u0xduxYeHp6onHjxqKznqPK1xyuqCUiIiIiIpVjYGAAAELOqbWwsEBGRgYyMzOr/L4VxdzcHGFhYXj8+DGcnJzw4MED0UlE7+X06dMYMGAABgwYAB8fn4qt2Ijo3ynboPbSpUuYPn062rRpg1q1asHQ0BCOjo7Ys2dPlW9n7ujoCD8/P3Tq1KmiZeLEiQgJCUGdOnVe+7USiQR79+7FoUOH4Obmhvr160NLSwumpqYYOHAgjh8/Djc3t39tqMzn44cffsAnn3wCqVQKHR0ddO3aFQEBARVbLFcGRT0vVaF8Ra2Wlpbgkv8xNjbGkiVLcOvWLdy4cQMLFixQyiEtAHz55ZfYvn07nJ2d0bBhQ2hqaqJRo0bo3bs3Dhw4UGkvBlBF5S8ua9y4MebMmYOoqCgkJSXhyy+/fOmQFnj285DIn0fK/81lY2ODWrVqoUmTJvj0008RGBhY6S9ueNNrs46ODoKDg/HZZ5+hUaNG0NHRgZ2dHY4fPw53d3elekzl0tPTle5FtC1btoSXlxeSkpJw5coVzJo1S+mGtIBqX3Mk8n87BIGIiIiIiEjJ5OTkQE9PD35+fi/9IbsypaSkwNTUFOHh4ejatWuV3rei/fnnn3Bzc0NJSQkCAwNhYmIiOonorR08eBBjx47FhAkTsHPnzio/t5pI1TVp0gRLlix5bvVQTXf27Fn07t0bGzduxJw5c0TnkCChoaFwcnLCw4cPhQ8lFixYgGHDhqFjx45v/DU7d+7EF198odIvLqxMyvT8fPXVV+jVqxccHR3f+N8x27Ztw/Lly5GWllbJdVSV5s2bh4sXL75yJ4WqkpeXh5UrV2LEiBGwsbF546+bN28ewsPDERERUYl1qutVzw9/eiEiIiIiIpVTt25daGlpCfnFirGxMXR0dJCQkFDl961ozZs3R0hICOrWrQsXFxckJSWJTiJ6K7t378aoUaPw6aefYteuXRzSEr0DqVSqFIMKImWTnp4O4H87uYi0fv36txrSkmpZvnw5nJyc3urfMY0aNUJWVpZS7YhA7+/Ro0do2LCh6Azo6upi9erVbzWkpXfHn2CIiIiIiEglGRgYCNn6WE1NDebm5rh9+3aV33dlaNSoEYKCgtCwYUM4OTnhypUropOI3siqVavw6aef4ssvv8TWrVt5Ji3RO5JKpcjIyBCdQaR0MjMzoaenp1RbHxOVa9GiBWQyGf7880/RKaRAycnJ3OWoBuKgloiIiIiIVJLIc5latWqFW7duCbnvyiCVShEcHIwOHTrAxcUFJ0+eFJ1E9EqlpaWYNm0ali1bhq1bt8LLy0t0EpFKMzQ05IpaopfIyMiAoaGh6Ayil2rRogUA4O7du0I7SLFSUlIq/myp5uCgloiIiIiIVJJUKhWyohYA2rZtixs3bgi578pSp04dnDx5EuPGjcOQIUOwZcsW0UlEL8jJyUH//v2xf/9+HD9+HNOnTxedRKTyuKL2Re7u7pDL5TyftobLzMyEVCoVnUH0Ug0aNEC9evWqzS4/BGRnZyMtLQ3m5uaiU6iKaYgOICIiIiIiehciV9RaWVkhOTkZBQUFqFWrlpCGyqCuro7t27fDwsICc+fOxY0bN7B9+3ZoaPBHRxLv/v37+Pjjj/Ho0SNcuHABHTp0EJ1EVC00bNgQERERojOIlE5aWhoaNGggOoPolaytrREbGys6gxQkLi4Ocrmc58LWQFxRS0REREREKkn0ilqZTFZtX8E+e/Zs/Pzzz/D29kb//v3x+PFj0UlUw4WEhMDe3h4ymQyXLl3ikJZIgYyMjLh1JtFLcAtSUnY2NjaIi4sTnUEKcv36dejr66N58+aiU6iKcVBLREREREQqSSqVCltR27JlS2hra1e77Y//btiwYQgODkZcXBzs7e0RExMjOolqqE2bNqFnz57o2rUrQkND+csrIgUzMTFBTk4Oz6kl+gcOaknZdezYEdeuXUNhYaHoFFKAixcvokOHDpBIJKJTqIpxUEtERERERCpJ5NbHGhoaaNmyZbUe1AJAly5dEBUVBVNTU3Tp0gU//vij6CSqQQoKCjB+/HgsWLAAS5cuxZEjR6Cnpyc6i6jaKR9EcVUt0f8UFxfjwYMHMDExEZ1C9Equrq4oLCzExYsXRaeQAgQFBaFHjx6iM0gADmqJiIiIiEglidz6GHi2/XF1H9QCgKGhIfz8/DB9+nRMmjQJM2fORHFxsegsquYSEhLQqVMnnDlzBmfPnoWXlxfU1PgrDKLKYGxsDDU1NaSkpIhOIVIaf/zxB8rKyjioJaVmZGQEMzMzBAcHi06h95SQkIB79+7B1dVVdAoJwJ9yiIiIiIhIJRkYGCA7OxulpaVC7r+mDGqBZyuI169fj4MHD2Lfvn1wcHCotufzknj79u2Dvb09dHR0cPXqVbi5uYlOIqrWtLS00Lx5cyQmJopOIVIaSUlJAABTU1PBJUSv16NHDwQFBYnOoPcUFBSEOnXqoGPHjqJTSAAOaomIiIiISCVJpVLI5XI8fvxYyP23bdsWKSkpyMvLE3L/Inh6eiI2Nhba2tqws7PD5s2bRSdRNZKdnY1Ro0bhk08+wYQJExAaGgojIyPRWUQ1gpWVFeLi4kRnECmN2NhYNGvWDPXr1xedQvRarq6uuHTpEnJyckSn0HsIDg5G9+7doampKTqFBOCgloiIiIiIVJKBgQEACDun1srKCmVlZbh165aQ+xfFxMQEFy5cwOeff4758+dj0KBByMjIEJ1FKu7ixYuws7NDYGAgzpw5g82bN0NbW1t0FlGNYWNjw0Et0d/ExcXB2tpadAbRv3J1dYVMJsOFCxdEp9A7Ki0tRVBQELc9rsE4qCUiIiIiIpUklUoBQNg5tebm5qhTpw6io6OF3L9IGhoa8PLyQmBgIK5evQpbW1v4+vqKziIVVFBQgIULF6Jbt25o164dbty4gd69e4vOIqpxrK2tER8fj6KiItEpREohLi4ONjY2ojOI/lXjxo3RtWtXHDhwQHQKvSN/f39kZmZi0KBBolNIEA5qiYiIiIhIJZUPakWtqFVTU4O1tXWNHNSWc3Z2RkxMDFxcXNC3b1+MHDkSaWlporNIRQQHB8PW1ha7du3Crl27cOzYsYrvayKqWjY2NigtLUV8fLzoFCLhSkpKEB8fzxW1pDLGjBmD48ePIzs7W3QKvYP9+/fD0dERZmZmolNIEA5qiYiIiIhIJeno6KB27drCBrUAYGdnh6ioKGH3rwzq168PHx8f+Pr6Ijw8HK1atcL3338PuVwuOo2UVHZ2NmbPng03NzdYWFggLi4OkydPFp1FVKNZWFigVq1auHbtmugUIuGuX7+O4uJi2Nraik4heiPDhg1DWVkZjh07JjqF3tLTp09x8uRJjBkzRnQKCcRBLRERERERqSwDAwNhWx8Dzwa1MTExKCsrE9agLHr37o24uDiMGjUK06ZNg7u7O5KTk0VnkZL55Zdf0KpVKxw+fBgHDx7E6dOnYWRkJDqLqMbT1NREx44dERYWJjqFSLjQ0FDUq1cPbdq0EZ1C9Ebq16+Pfv36Yf/+/aJT6C0dOXIEpaWlGDJkiOgUEoiDWiIiIiIiUllSqVT4itq8vDwkJiYKa1AmdevWxdatWxEaGor79++jbdu2WLJkCXJzc0WnkWBxcXHo2bMnhg0bhj59+uDmzZsYOnSo6Cwi+htHR0cOaokAhIWFwcHBAWpq/NU5qY4xY8bgwoUL+OOPP0Sn0FvYv38/+vfvz+M/ajgN0QFERERERETvSiqVCl1Ra2VlBU1NTURFRcHS0lJYh7Lp2rUroqKisHfjWKR+AAAgAElEQVTvXixduhT79u2Dl5cXJk6cCHV1ddF5VIWysrLw9ddfY8eOHbC1tUVISAi6desmOouIXsLR0RHffvst0tPT0aBBA9E5RMKEh4dj6tSpojMUIj8/HwsWLBCdoZRiYmJEJyhU79690bhxY2zduhXr168XnUNvIDo6GhcuXMCZM2dEpyhUamoqrzuvEBISAg2NF8eyHNQSEREREZHKMjAwELqiVltbG61bt0ZUVBSGDx8urEMZaWpqYsqUKRg8eDC++uorfPbZZ9izZw82bdoEBwcH0XlUyUpKSrBjxw58/fXX0NHRwZ49ezBmzBiuTiJSYl27dgUAREREoF+/foJriMRITU3Fn3/+CUdHR9Ep761Ro0awtrZGSEiI6BSl1b59e9EJCqOpqYl58+Zh2bJlWLhwIV9wowK++eYb2NjYwN3dXXSKwhgZGaFZs2a87ryCmpoa2rZt+8L7JXK5XC6gh4iIiIiI6L1NnToVSUlJCAgIENYwfvx4PHjwAOfPnxfWoAri4+Mxb948+Pn5wc3NDatXr4a9vb3oLFKwsrIyHD16FEuWLEFqaiqmTp2KFStWQE9PT3QaEb0BW1tbuLq6YtOmTaJTiITYu3cvpk+fjszMTNSqVUt0DtFbycvLg4mJCaZOnYrly5eLzqHXiI+PR9u2bXHo0CF4eHiIziHB+FJWIiIiIiJSWaLPqAWenVMbFRUFvgb29Vq1agVfX1/4+vriyZMn6NSpEzw8PHD9+nXRaaQAZWVl8PHxQevWrTFq1Ci4uLggMTERmzdv5pCWSIW4u7vj7NmzojOIhPHz84OzszOHtKSSdHV1MWvWLGzZsgVPnjwRnUOv8c0338DS0hKDBw8WnUJKgINaIiIiIiJSWaK3PgaATp06ISMjA8nJyUI7VEXv3r0RGRmJ48ePIykpCba2thg5ciRu3rwpOo3egUwmw+HDh2FtbY1x48ahS5cuuHXrFnbv3g0jIyPReUT0ltzd3XH79m3cuXNHdApRlZPJZAgMDKxW25BSzTNz5kxIJBLs3LlTdAq9QnJyMg4cOIAlS5bwWBACwEEtERERERGpMAMDA2RlZQltaN++PbS1tRERESG0Q5VIJBIMGDAAUVFROHjwIGJiYmBlZYWPP/4Yv/32m+g8egN5eXnYvn07LC0tMWLECNjY2ODGjRv46aefYGZmJjqPiN5Rt27doKenh3PnzolOIapyERERyMrKQu/evUWnEL0zfX19zJgxA+vWrUNaWproHHqJxYsXw8TEBMOHDxedQkqCg1oiIiIiIlJZUqkUeXl5KCwsFNagra0NW1tbXLp0SViDqpJIJBg6dCiuX7+O8+fPQyKRwNXVFXZ2dvD29kZJSYnoRPqHtLQ0eHl5wdjYGPPnz4eDgwOuX7+OAwcOwNLSUnQeEb0nTU1N9OjRA35+fqJTiKqcn58fTExMYGFhITqF6L0sXrwY+vr6WLhwoegU+oeAgAAcPnwYGzduhIaGhugcUhIc1BIRERERkcqSSqUAIHxVbZcuXbii9j1IJBK4ubnh1KlTiIyMhIWFBT755BO0bNkS33zzDR4+fCg6scYLDw/HhAkTYGxsjJ07d2LWrFm4d+8evL290bp1a9F5RKRAAwYMgL+/P7Kzs0WnEFWpI0eOYMCAAaIziN5b7dq1sX79evz000/crUaJFBcXY+bMmRg8eDD69u0rOoeUCAe1RERERESksgwMDABA+Dm1nTt3RnR0NAoKCoR2VAcdO3bEoUOHkJiYiCFDhuC7776DkZERBg4ciDNnzkAmk4lOrDEyMzOxadMmtG3bFo6OjoiJicHmzZvxxx9/4KuvvoKhoaHoRCKqBAMHDgQAnDx5UnAJUdWJjo7G7du3uRUpVRtDhgxBnz59MGPGDO5SoyTWrVuH1NRUbNiwQXQKKRkOaomIiIiISGUpy4razp07o6SkBFFRUUI7qhMTExNs2LAB9+/fh7e3N3JyctCvXz+0aNECy5YtQ3x8vOjEaqmkpAR+fn4YMWIEmjZtimXLlsHJyQmXL1/GtWvXMGXKFOjo6IjOJKJKVK9ePXz44Yc4dOiQ6BSiKnPo0CEYGRmhU6dOolOIFGbz5s24c+cOtmzZIjqlxktJScE333yDL7/8Ei1atBCdQ0qGg1oiIiIiIlJZBgYGkEgkwlfUmpmZoVGjRtz+uBJoa2tjxIgRCAwMREJCAkaPHo3du3ejdevWsLW1xTfffIOkpCTRmSpNJpPB398fkydPRpMmTdC3b1+kpqZi586dePDgAXbt2gV7e3vRmURUhYYNGwZ/f3/hf78SVZUjR45g+PDhkEgkolOIFMbMzAxLly7FF198gZiYGNE5NVZJSQlGjx4NU1NTzJs3T3QOKSEOaomIiIiISGVpaGhAT09PKX6R3KlTJw5qK5m5uTlWr16Ne/fuITg4GI6Ojti8eTNatmyJDh06YM2aNbh+/broTJVQWFiIc+fOYdq0aWjSpAk+/PBDREVFYeHChUhOTkZYWBgmTJgAXV1d0alEJED//v2hoaGBI0eOiE4hqnSXLl1CUlISPD09RacQKdySJUvg6OgIDw8PPH36VHROjbR06VJcu3YNPj4+0NLSEp1DSkgil8vloiOIiIiIiIjelZmZGaZMmYKFCxcK7Vi7di02bNiAv/76i6sxqpBMJkNwcDAOHz6M48ePIyMjA82bN4e7uzvc3d3h5uYGPT090ZlKISkpCWfPnoWfnx9+++035Ofno127dhg6dCiGDRsGMzMz0YlEpETGjBmD27dvIzIyUnQKUaWaPHkyLl26hNjYWNEpRJXi0aNHaNeuHbp3785t7auYn58f+vbtix9//BHjx48XnUNKioNaIiIiIiJSaZ07d0b37t2xbt06oR2XL19Gp06dcP36dbRt21ZoS01VVlaGK1euwM/PD35+frhy5QrU1NTg4OAAZ2dnODo6okuXLjVmcJuSkoKwsDCEhYUhICAASUlJ0NfXh5ubW8Ugu1mzZqIziUhJhYSEwNnZGdeuXYOdnZ3oHKJKkZubiw8++AArV67ErFmzROcQVZqgoCB8+OGH2LlzJyZPniw6p0a4d+8e7Ozs0KtXL/z888+ic0iJcVBLREREREQqrW/fvmjYsCH27t0rtEMmk8HQ0BArVqzAjBkzhLbQMxkZGfD398e5c+cQFhaGpKQkqKurw9raGo6OjnBwcEDHjh1hZmYGNTXVPhkoLy8P169fR0RERMVw9sGDB9DS0oK9vT2cnZ3x0UcfwdHRERoaGqJziUhFtGnTBj169MC2bdtEpxBVij179mDmzJm4f/8+DAwMROcQVaqlS5di48aNCA4ORufOnUXnVGv5+fno0aMHnj59isuXL/M4EXotDmqJiIiIiEiljRs3DllZWTh16pToFPTv3x+ampo4evSo6BR6ib/++gvh4eEIDQ1FeHg4rl27hpKSEtSuXRtt27aFjY0NrK2tYWVlhbZt26Jx48aik19QXFyMu3fvIjY2FtevX0dcXBxiY2ORnJyMsrIySKVSODg4wMHBAd26dYO9vT10dHREZxORilq/fj1WrVqF+/fvo3bt2qJziBSuS5cuMDMzg4+Pj+gUokpXWlqKgQMH4tKlS/j999/RqlUr0UnVUmlpKQYNGoSLFy8iNDSUzzP9Kw5qiYiIiIhIpc2fPx9hYWGIiIgQnYKNGzdi5cqVSE9PV/kVmjVBQUEBbty4gdjYWMTFxSEuLg4xMTHIyMgAANSqVQsmJiZo0aLFc/9t2LAhpFJpxZuiVqjm5+cjMzMTmZmZSE9Px4MHD5CSkoKUlBTcvXsXKSkpuH//PsrKyqCurg5TU1PY2trC2toa1tbWsLGxgampKc9IJiKFycjIgJGRETZs2IBp06aJziFSqIiICHTt2hUhISFwcnISnUNUJQoKCvDhhx/i7t27CAsLg5GRkeikakUul2PSpEk4ePAg/P394eDgIDqJVAAHtUREREREpNJWr16NH374AUlJSaJTEB0dDTs7O0RHR8PW1lZ0Dr2jhw8fIj4+Hnfv3q0YkJa/PXz4EGVlZc99fr169dCgQQPo6elBU1MTderUAQDo6upCS0vruc/Nzc1FSUkJ5HI5njx5gtLS0orhbEFBwXOfq6Oj88KQuEWLFjA1NUXr1q25uo2IqsTUqVPh7++PhIQEqKuri84hUhgPDw+kpqYiMjJSdApRlcrOzkb37t0hk8kQEhLCbb8VaNGiRfjuu+9w8uRJ9O7dW3QOqQgeTENERERERCrN0NCwYgWkaDY2NpBKpQgKCuKgVoU1adIETZo0eenHiouLKwar5W8ZGRnIyMjA06dPUVpaipycHAD/G8r+XePGjaGpqQl1dXXo6elBXV39udW55W+Ghob8pRkRKYV58+Zh9+7d+PXXXzFo0CDROUQKkZKSghMnTuDAgQOiU4iqnL6+Pk6fPg1HR0f069cPvr6+0NfXF52l8tauXYu1a9di3759HNLSW+GKWiIiIiIiUmnHjx/H4MGDUVRU9MLqRRGGDRuGrKws+Pv7i04hIiJSiAEDBiAzMxOhoaGiU4gUYvr06fD19UViYqLCjjAgUjW3bt1Cz5490ahRI/j5+aFx48aik1SSXC7HokWLsG7dOmzatAmzZs0SnUQqhocmERERERGRSjM0NAQAZGZmCi55pl+/frhw4QKePHkiOoWIiEghys+DDwkJEZ1C9N7++usv7Nu3D3PnzuWQlmq01q1bIzw8HAUFBXBwcEBCQoLoJJUjk8kwZcoUfPfdd9i9ezeHtPROOKglIiIiIiKV1qBBAwBQmu2P+/TpA7lcjvPnz4tOISIiUoju3bvD1dUVS5cuFZ1C9N6+/fZb6OvrY9KkSaJTiIRr0aIFwsPD0bhxY3Tv3h3Xrl0TnaQy8vPzMWDAABw4cAAnT57ExIkTRSeRiuKgloiIiIiIVFr5itr09HTBJc8YGBjAwcEBp06dEp1CRESkMCtWrEBoaCgCAwNFpxC9s4cPH+L777/H0qVLUbt2bdE5RErBwMAA58+fh42NDVxdXXHs2DHRSUrvjz/+gIuLCy5duoTAwED06dNHdBKpMA5qiYiIiIhIpRkYGEBdXV1pVtQCz7Y/9vX1RWlpqegUIiIihXB0dMRHH32EL7/8UnQK0TtbsWIFGjRowNW0RP9Qp04dnD59GsOHD8eQIUMwa9YsFBUVic5SSr/++ivat2+PgoIChIWFoXPnzqKTSMVxUEtERERERCpNTU0N9evXV7pBbVZWFsLDw0WnEBERKcyKFSsQERGB06dPi04hemvJycn44Ycf8MUXX0BbW1t0DpHS0dLSwn//+18cPXoU+/fvh4ODA5KSkkRnKY3S0lJ4eXlh0KBB6Nu3LyIiImBhYSE6i6oBDmqJiIiIiEjlGRoaKtWg1tLSEm3atMHhw4dFpxARESlMx44d4eHhgQULFqCkpER0DtFb+c9//gMzMzOMHz9edAqRUhs8eDAiIyNRVlYGe3t7HDx4UHSScElJSXBycsKGDRvw008/wdvbG7q6uqKzqJrgoJaIiIiIiFSesg1qAWD06NE4cOAAtwwjIqJqZcOGDfjzzz+xbds20SlEbyw4OBjHjh3Dd999B01NTdE5REqvZcuWuHjxIkaNGoWRI0fC3d0diYmJorOqXEFBAZYtWwZra2sUFhbiypUrGD16tOgsqmY4qCUiIiIiIpXXoEEDpRvUjh07FtnZ2fD19RWdQkREpDDNmzfHnDlz4OXlhUePHonOIfpXMpkMc+fORd++feHu7i46h0hl6OjoYPv27YiMjERmZibatm2L2bNnIy8vT3RalQgMDET79u2xYcMGLFy4EJcuXYKlpaXoLKqGOKglIiIiIiKVp4wraps2bQoXFxd4e3uLTiEiIlKoxYsXo06dOvjqq69EpxD9q927d+PmzZvYsGGD6BQilWRvb4+LFy9i7dq12LdvH2xsbHD06FGUlZWJTqsUt27dwsCBA+Hm5oZ27dohISEBXl5e0NLSEp1G1RQHtUREREREpPKUcVALPFtVe+bMGaVsIyIield16tTB2rVrsWfPHoSFhYnOIXqlhw8fYvHixZgzZw5XwhG9Bw0NDcyZMwe3bt1Cly5d4OnpCRsbG/j4+EAmk4nOU4iYmBh4enrCysoKiYmJ8Pf3x4EDB/DBBx+ITqNqjoNaIiIiIiJSeVKpFOnp6aIzXjBkyBDo6OhwVS0REVU7o0aNQt++fTFx4kQUFhaKziF6qRkzZqBevXpYtmyZ6BSiauGDDz6Aj48PEhIS4OjoiPHjx6Nly5bYvHmzyv5dEB0dDU9PT9jZ2SE+Ph579+5FbGws3NzcRKdRDcFBLRERERERqTxlPKMWAHR1dTFu3Dhs3bq12rzSnIiIqNy2bdtw//59fPvtt6JTiF5w+vRpHDt2DN9//z10dXVF5xBVK2ZmZvjvf/+L+Ph4uLm54fPPP4eJiQnmz5+PmJgY0Xn/KjMzE9u3b0eXLl1gZ2eHe/fu4dSpU4iJicHYsWOhrq4uOpFqEIlcLpeLjiAiIiIiInofvr6+6Nu3L3JyclCnTh3ROc9JTExEq1atcOzYMQwYMEB0DhERkUJt3rwZn3/+Oa5evQorKyvROUQAgCdPnqBt27bo1asX9u3bJzqHqNq7d+8efvjhB+zfvx937tyBtbU1xo4di5EjRyrN1sFFRUU4ffo09u/fDz8/P2hpaWHw4MH45JNP4OzsLDqPajAOaomIiIiISOVFRkaic+fOSElJQYsWLUTnvKBv374oKChAUFCQ6BQiIiKFkslkcHZ2Rm5uLi5dugRtbW3RSUQYMWIELly4gLi4OEilUtE5RDXK1atX4e3tjZ9//hlZWVlo1aoVunXrBjc3N/Tq1Qv16tWrspbk5GQEBAQgICAA/v7+ePr0Kbp27VoxRFa2F/lSzcRBLRERERERqbzk5GSYmZnh8uXLsLe3F53zgvPnz+Ojjz5CdHQ0bG1tRecQEREpVEpKCtq1a4dJkyZhw4YNonOohvvpp58wYcIEnD59Gn369BGdQ1RjFRUV4ezZswgMDERQUBBu3LgBDQ0NdO7cGU5OTrC1tYW1tTUsLCygqan53vd37949XL9+HbGxsbh06RJ+++03ZGVloUGDBnBxcUGPHj3Qr18/NG3aVAGPjkhxOKglIiIiIiKVl5OTAz09Pfj5+cHd3V10zgvkcjmsrKzQtWtX7NmzR3QOERGRwnl7e2P8+PEcjpFQycnJsLOz44sGiJTQo0ePEBwcjKCgIISHhyMhIQElJSVQV1dHs2bNYGJigubNm0MqlVa8qaurQ0NDA1paWsjPzwcAPH36FBkZGcjIyMCjR4+QkpKClJSUio83bdoUHTp0QI8ePeDq6gpra2tIJBKRD53otTioJSIiIiKiakFHRwe7d+/GmDFjRKe81Pfff49Zs2YhOTlZac5pIiIiUqTy7WajoqKQnp6Otm3b8pfjVGWKi4vh7OyMgoICbsNNpAKKi4tx8+ZN3L59GykpKbh79y7u37+PrKwsZGZm4vHjxygpKUFJSQmKiooqtimuV68e6tevD0NDQzRs2BAtWrSAiYkJzMzMYG1tDQMDA8GPjOjtcFBLRERERETVQrNmzTB//nzMnTtXdMpLFRUVwdTUFCNHjsS6detE5xARESlceHg4Pv74YxQWFmLevHlYuXKl6CSqQWbOnIl9+/YhMjISrVu3Fp1DRET0RtREBxARERERESmCoaEhMjMzRWe8kra2NubOnYudO3ciIyNDdA4REZFC3Lp1C15eXmjZsiUcHR3x+PFjFBYWIjc3V3Qa1SA+Pj7Yvn07fvjhBw5piYhIpXBQS0RERERE1YKhoSHS09NFZ7zWtGnTUKtWLWzbtk10ChER0TtLTEzEypUr0bp1a7Rp0warV69GUlISAEAikeCrr77Cli1bcOjQIcGlVBPExsZiypQpmD9/Pjw9PUXnEBERvRUN0QFERERERESKYGhoqPQrVXV1dTF9+nRs3boV8+fPR926dUUnERERvZHU1FQcP34cPj4+uHLlCtTV1VFaWgrg2TmDAKCpqYnJkyfDy8sLmZmZmDRpEiwtLdGuXTuR6VSNpaWlYeDAgejUqRNWr14tOoeIiOit8YxaIiIiIiKqFmbOnInY2FhcuHBBdMprZWVlwdjYGF999RX+85//iM4hIiJ6pXv37uHo0aM4cOAAIiMjoaGhgdLSUrzs14lqamowNDREQkIC9PX1UVJSAnd3d9y+fRsRERFo1qyZgEdA1VlBQQF69OiBtLQ0REREoEGDBqKTiIiI3hpX1BIRERERUbUglUqVfkUtABgYGGDGjBlYu3Ytpk6dylW1KkQmk+Hhw4dIT09Heno6MjMzn3vLyclBXl4eACA3NxclJSWQy+V48uQJNDU1UadOHQDPVlZraWkBAOrXrw89PT1IpVIYGhpCKpVWvDVp0gQGBgbCHi8R0aJFi+Dj4wOJRAK5XI6SkpJXfm5ZWRl++OEH6OvrA3i2uvb48ePo1q0b3N3dERYWVvExovdVVlaG0aNHIyEhAeHh4RzSEhGRyuKKWiIiIiIiqha2bduGFStW4NGjR6JT/tWTJ09gamqKefPm4YsvvhCdQ39TUFCAmzdv4tatW7h79+5zb6mpqc8NKdTV1Z8bsOrr66NWrVoAgLp160JD49lro+vXr4/i4uKKIW5+fj6KiooAANnZ2Xjy5AkyMjKQkZGBp0+fPtejp6cHExMTtGjRAi1atICJiQlMTExgZWUFExMTSCSSqnhaiKiGKigoQKdOnXD79u3XDmk1NTUxaNCgl55Je/fuXXTt2hXt2rXDqVOnKq6NRO9jwYIF2LZtG86fP4/u3buLziEiInpnHNQSEREREVG1cPDgQYwePRrFxcVQU1MTnfOvvv76a2zcuBHJyclcNSnIn3/+iaioKMTFxSE2NhaxsbFITEyETCaDlpYWjIyMKgakf39r2LAhDA0NUb9+fYU3lZSUVKzQvX//PlJSUl4YGP/1118Ang2DraysYGNjAxsbG1hbW6N9+/bQ1dVVeBcR1VxJSUlo164dCgoKUFZW9sLHJRIJ9PT0cPv2bTRq1Oilt3HlyhW4uLhg4MCB8Pb2Vom/p0l5rVmzBosXL8b//d//YeTIkaJziIiI3gsHtUREREREVC0EBgbCzc0NGRkZkEqlonP+VW5uLszMzDBp0iSsWrVKdE61J5PJEB8fj7CwMISGhuLq1au4efMmAKBJkyZo27Yt2rRpgw4dOqBDhw5o1aoV1NXVBVe/XHFxMRITE3H16tWKxxEbG4u0tDSoq6vD0tIS3bp1g6OjI5ycnGBiYiI6mYhU3KlTp9C/f/+XfkwikWDfvn0YO3bsa28jMDAQH3/8MYYPH44ff/yROwLQO9mxYwemT5+ODRs2YN68eaJziIiI3hsHtUREREREVC3ExMSgXbt2iI+Ph6WlpeicN7J27VosX74cd+7ceeUqJHp3N27cwNmzZ3H+/HlcvHgROTk5qFevHhwcHNC1a1c4OTnBzs4Oenp6olMVIjU1FREREQgLC0N4eDiio6NRWloKY2NjuLi4wN3dHb169VKJFzIQkfIoKCjAtGnTcObMGTx+/BgymaziY5qamnBwcEBwcPAbDV7PnTuHAQMGYMqUKdiyZUtlZlM1tH//fowfPx4rV67E4sWLRecQEREpBAe1RERERERULdy/fx/NmjVDaGgoHB0dRee8kfz8fJibm8PDw4O/sFaAnJwcBAQE4OzZszh79ixSU1NhaGiIXr16wdnZGY6OjmjTpk2N2XIzLy8Ply5dQlhYGAIDAxEWFga5XI5OnTqhd+/ecHd3R4cOHWrM80FEby81NRUeHh64ffs29u7di507d+LChQsV59Vqa2vj5s2bMDU1fePbPHToEEaNGoUFCxbg22+/rax0qmZ+/vlnjB07FosWLcLKlStF5xARESkMB7VERERERFQtFBUVQUdHBydOnMCAAQNE57yx3bt347PPPkNMTAzatGkjOkfl5Ofn48yZM/D29sb58+dRWloKOzs7uLm5wc3NDS4uLtDQ0BCdqRTy8vJw8eJFnDp1CidOnEBqaiqkUin69OmDoUOHonfv3nyuiKiCr68vRo8eDWNjYxw5cgRmZmZIT0+Hra0t0tLSIJfLsX79esydO/etb3v//v2YMGECpk2bhi1btnAbZHqtPXv24NNPP8X8+fOxdu1a0TlEREQKxUEtERERERFVG3p6eti4cSMmTpwoOuWNyWQy2NnZwdTUFCdOnBCdoxJycnJw6tQpHDp0COfOnYNcLseHH36IoUOHok+fPjA0NBSdqBLi4uJw4sQJHD58GNevX0fTpk3h4eEBT09PdO3alYMTohpKLpdj7dq1WLJkCUaOHIn//ve/qF27dsXHIyMj0a1bN1hZWeHy5cvvfJ73r7/+Ck9PT3h4eGDfvn18oQi91Pbt2zFz5kx8/vnnXIFNRETVEge1RERERERUbZiammLKlClYtGiR6JS3EhQUhJ49eyIgIAA9e/YUnaO0fv/9d+zevRtHjhxBaWkp3Nzc4OnpiYEDB6JevXqi81TazZs3cfjwYRw+fBi3bt1CixYtMHHiREyYMAFNmzYVnUdEVSQrKwujRo1CcHAw1qxZg9mzZ7/08/bs2YPOnTvD2tr6ve7P19cXHh4e6N+/P7y9vaGlpfVet0fVy/Lly+Hl5YX169dj3rx5onOIiIgqBQe1RERERERUbXTu3Bndu3fHunXrRKe8NXd3d6SlpeHKlSs8M/RvMjIy8NNPP2HPnj2Ij4+Hvb09Jk2ahKFDh8LAwEB0XrUUGxsLb29v/PTTT3j8+DH69OmDyZMno0+fPu+8co6IlF90dDSGDBmCoqIiHDlyBF26dKmS+w0ODsbAgQPRvn17HDt2DPXr16+S+yXlVVJSgmnTpmHfvn3YuYv6vN4AACAASURBVHMnJk+eLDqJiIio0vCnfyIiIiIiqjYMDQ2RkZEhOuOdrFu3DrGxsfDx8RGdohQuXbqEESNGoFmzZlixYgVcXV1x7do1XL58GZ9++imHtJXIxsYG69evx7179+Dj44OCggIMHDgQxsbGWL58OdLT00UnEpGC7d+/H46OjmjevDmuXLlSZUNaAHB1dUVYWBiSk5PRqVMnJCYmVtl9k/LJzc3FwIEDcfDgQRw/fpxDWiIiqvY4qCUiIiIiompDlQe11tbWmDhxIhYtWoScnBzROUKUlZXhxIkTcHJyQpcuXZCUlISdO3fi/v372LFjB+zs7EQn1ija2toYNmwY/P39kZiYiLFjx2Lr1q0wNjbG1KlTkZCQIDqRiN5TUVERZs+ejXHjxmHSpEnw9/dH48aNq7zDysoKFy9eRN26ddGtWzdERERUeQOJ98cff8DBwQFRUVEICQlBv379RCcRERFVOg5qiYiIiIio2jA0NFTp1X6rV69GcXExli9fLjqlShUVFcHb2xtWVlYYPHgwdHR08Ouvv+Ly5cuYMGECdHV1RSfWeKampvjmm29w79497Nq1CyEhIWjdujV69eqFU6dOic4jondw7949uLi4YO/evTh8+DA2b94MTU1NYT0ffPABQkJC0LFjR7i4uGD37t3CWqjqBQYGwt7eHgAQERGB9u3bCy4iIiKqGhzUEhERERFRtaHKK2oBwMDAACtWrMCmTZsQFxcnOqfSFRcX4/vvv4eJiQmmTJkCe3t7XL9+Hf7+/lxFo6S0tbUxduxYXL9+HSdOnAAA9O/fH46OjggMDBRcR0Rv6rfffoO9vT2ePHmCiIgIeHh4iE4CANSpUwenTp3C119/jalTp2Ls2LEoKCgQnUWVSC6XY/PmzXB3d4ejoyNCQ0NhZGQkOouIiKjKcFBLRERERETVRoMGDVR6RS0ATJkyBe3bt8ecOXNEp1Sa4uJi7NixA6amppgzZw5GjhyJ1NRUeHt7o02bNqLz6A2oqamhX79+8Pf3R2hoKHR0dODm5oZevXrh4sWLovOI6BXkcjnWrFkDNzc3uLq64sqVK0p33ZVIJFi4cCGOHz+OX3/9Fc7Ozvjjjz9EZ1ElyM7OhoeHBxYsWIA1a9bgxIkT0NPTE51FRERUpTioJSIiIiKiaqNhw4Z4+vSpSq++UVNTw/bt2/Hbb7/hl19+EZ2jUKWlpfjhhx9gYWGBefPmYfDgwbhz5w7Wr1+Phg0bis6jd1S+mjY4OBiFhYVwcHBA3759cfXqVdFpRPQ3OTk5GDp0KL744gusWrUKBw4cUOqt5fv374/IyEgUFBTA1tYWBw4cEJ1EChQWFoZ27dohPDwcAQEBmDdvnugkIiIiITioJSIiIiKiaqN82JeWlia45P3Y29tj/PjxmDt3Lp4+fSo6RyGCgoLQoUMHTJs2Dd27d8fNmzexZcsWNGnSRHQaKYiLiwt+//13/P7778jNzUXHjh3h6emJ1NRU0WlENV58fDw6d+6MkJAQnDt3DgsXLhSd9EYsLCxw+fJlTJ06FaNHj4anpyceP34sOoveQ2lpKdasWQNXV1dYWFjg2rVrcHZ2Fp1FREQkDAe1RERERERUbVSXQS0ArFu3DiUlJViyZInolPeSlJQET09P9OzZEw0bNkR0dDS8vb1hamoqOo0qSbdu3XDhwgWcPHkSV65cQevWreHl5fX/2LvzsCjLxf/jnwEE3BdwAFEEy13Ryi1xF0ory9Q0U9My0zSz1NQ62lFbtHInNPdcKsslc0XFfU1zxX1DLUNF3AVBYH5/9JVfHq1cGG6Yeb+ui+s655ln5v7MYyLM57nvWzdu3DAdDXBK33//vapUqSIvLy/t3r1bDRo0MB3pvnh6emro0KFauHCh1q1bpyeeeEJr1641HQsP4NChQ6pTp44GDRqkUaNGKTIykhu2AABOj6IWAAAAgMNwpKK2UKFCGj58uMaNG6eNGzeajnPfLl++rPfff1/ly5fX/v37tXz5cq1YsSLL7YUI+2nSpIn27dunDz74QMOGDVO5cuU0Z84c07EAp5GSkqJ+/frplVdeUZs2bbRq1apsXYo988wz2rNnj4KDg1W/fn29+eabunTpkulYuAc3b97UJ598osqVKys5OVm//vqrunbtKovFYjoaAADGUdQCAAAAcBh58uRRrly5HKKolaS2bdsqNDRUXbp0UXJysuk492zhwoWqUKGCpkyZoi+++EK7du1SWFiY6VgwIGfOnOrfv78OHz6ssLAwtWrVSvXr19eRI0dMRwMc2h9//KG6desqIiJCs2bN0vjx45UjRw7TsR6a1WrV/Pnz9fPPP2vJkiUqW7aspk+fbjoW/sGOHTtUo0YNffbZZ+rbt682b97MTVsAAPwFRS0AAAAAh2K1Wh2mqJWkCRMmKCYmRl9++aXpKP8qNjZWzZs31wsvvKDQ0FAdOXJEPXr0kJubm+loMKxIkSIaP3681q1bp7Nnz+qxxx7TqFGjlJqaajoa4HDWr1+vKlWqKC4uTps3b1arVq1MR8pwTZo0UXR0tJ555hl16NBBzz77rA4dOmQ6Fv7i7Nmz6tSpk6pWrapChQpp7969GjhwoEPcMAAAQEaiqAUAAADgUKxWq+Li4kzHyDDFixfXRx99pE8++STLfghts9k0ffp0VaxYUTt37tSyZcs0depUFSpUyHQ0ZDEhISHavXu3BgwYoH79+qlq1arasWOH6ViAw5gwYYIaNmyoKlWqaOvWrapQoYLpSHZTsGBBTZ48WatXr9bp06dVsWJF9ezZk+WQDUtOTtawYcNUunRpRUZGavr06Vq+fDl70wMA8DcoagEAAAA4FB8fH4eaUStJPXv2VPny5fXaa69luRmIp06dUmhoqF5//XV16NBBe/fuZZlj/KMcOXKob9++2r59uzw8PFSjRg0NHjxYKSkppqMB2da1a9fUqlUrde3aVR9++KHmz5+vAgUKmI6VKerWravt27crPDxcM2fOVMmSJfXVV18pKSnJdDSnYrPZNGfOHFWoUEEfffSRevTooYMHD6pNmzbsRQsAwD+gqAUAAADgUBxt6WNJcnNz04wZM7Rz506NGDHCdJx0P/zwgypVqqQzZ85oy5YtGjZsmHLlymU6FrKJ8uXLa+PGjfryyy81ZMgQ1alTRzExMaZjAdnO4cOH9eSTT2rVqlVaunSpBg4cKBcX5/rIz9XVVZ07d9bhw4fVvn17vf/++ypVqpQmTJigmzdvmo7n0Gw2mxYsWKDHHntMrVq1UtWqVXXw4EENGjRIuXPnNh0PAIAsz7l+agMAAADg8ByxqJWksmXLasCAARowYID27dtnNMvVq1fVuXNnvfzyy2rSpIm2bt2qKlWqGM2E7MnFxUU9evTQjh07lJiYqEqVKmnChAmmYwHZxoIFC1StWjV5eHho27ZtTr+iQYECBTRs2DAdPXpUzz33nLp3764yZcpo6tSpSk5OliRm72cQm82mRYsWqXr16mratKkeeeQR7d69W99++60CAgJMxwMAINugqAUAAADgUAoXLuyQRa0k9enTR5UqVdKrr75qbIbQpk2bVKlSJc2fP1+LFi3S9OnTmTGDh1a2bFlt3rxZHTt2VJcuXdS6dWv2mQT+QWpqqvr166emTZuqVatW2rRpkwIDA03HyjL8/f0VERGhw4cPq379+urcubOCgoI0dOhQvfPOO6bjZWtJSUmaPHmyKlSooOeff14+Pj7avn275s6d69B7IgMAYC8UtQAAAAAcyq0ZtTabzXSUDOfm5qapU6dq3759Gj58eKaPP2HCBNWrV0+PPvqodu7cqWeffTbTM8BxeXp6auTIkVq+fLnWr1+vSpUqadu2baZjAVnO+fPn1ahRI40ePVoTJ07U+PHj5e7ubjpWllS8eHFNmjRJx48fV5s2bfTf//5X48eP17vvvqvDhw+bjpetnD17Vp999pkCAwPVtWtXVatWTXv27NHChQv12GOPmY4HAEC2RVELAAAAwKFYrVbdvHnTYWfjlStXToMHD9Z///tf7dy5M1PGTExMVIcOHdS1a1d9+OGHioyMVJEiRTJlbDif0NBQ7dq1S6VKlVKdOnU0ZcoU05GALOPXX39VlSpVdPjwYa1bt04dO3Y0HSlbKFq0qAoUKKDk5GT5+Pho/vz5KlOmjOrVq6eZM2fqxo0bpiNmSampqVqyZImaNWumYsWKafjw4erQoYNOnDihqVOnMoMWAIAMQFELAAAAwKFYrVZJctjljyWpd+/eCgkJUZs2bZSQkHDH47GxsRm2B9/Ro0dVvXp1LVq0SEuXLtXAgQPl4sKvkrAvb29vRUZGqkePHnrjjTfUuXPn9P0lAWc1YcIEhYSEqHz58tq1a5eqVq1qOlK2MXHiRPXv31+SVLp0aR0/flyLFy+Wl5eXXn/9dRUpUkRvv/221q9fr7S0NMNpzduzZ4/69++voKAgPffcc7p48aKmTp2q06dPa8iQIfLz8zMdEQAAh8Fv1wAAAAAcyq2i9uzZs4aT2I+Li4umT5+us2fPqm/fvrc9tmrVKlWuXFlr1qx56HEWLVqkqlWrysPDQzt27FBYWNhDvyZwr1xdXTV06FB9//33+u6779SgQQPFxsaajgVkuhs3bqTv3/zee+9p4cKFKliwoOlY2caCBQvUpUsX2Ww2WSwWFS5cWC4uLmrcuLHmzp2r3377Tf369dPatWtVp04dBQQE6L333tPmzZsdchuFv3PgwAENHDhQ5cqVU6VKlTRjxgy98sorOnTokFavXq02bdrI09PTdEwAABwORS0AAAAAh3LrA1hHnlEr/bmM4/jx4xUREaFFixYpLS1NH3/8scLCwhQXF6e5c+c+1OuPHj1aTZs2VbNmzbR+/XoFBARkUHLg/rRq1UpbtmzRuXPnVKNGDe3du9d0JCDT3FrVYP78+VqyZImGDh3Kqgb3Yc2aNXrppZfSC1dXV1cVKlTotnN8fHzUp08fRUdHa9++fXrjjTe0bNky1axZUz4+PmrZsqWmT5+uCxcumHgLdpOYmKioqCj169dPVapUUbly5RQREaHatWtr/fr1OnHihIYOHaqSJUuajgoAgEOz2Jzp1jAAAAAATsHb21uDBw9W165dTUexu3bt2mn58uUqW7as1q1bl/5hdKFChXTu3Dm5urre1+ulpqaqZ8+eCg8P10cffaSBAwfaITVw/y5evKhmzZrp119/1Q8//KBnnnnGdCTArhYvXqx27dopMDBQc+bMUYkSJUxHylaio6NVs2ZNJSYmKjU1VZLk4eGh9957T0OGDPnX5+/evVuLFy9WZGRk+uza6tWrq27dugoJCVHNmjWz1czmhIQEbd26VRs2bND69eu1bt06JSUlqVKlSmrUqJGeeeYZhYSEcCMAAACZjKIWAAAAgMMpV66cWrZs6RQl4+rVq/Xiiy8qISFBN2/evO2x9evXq1atWvf8WtevX1ebNm0UGRmpqVOnqnXr1hkdF3goycnJ6tixo2bNmqXw8HB16dLFdCQgw9lsNn3xxRf68MMP1aZNG3399dfKlSuX6VjZyrFjx1SjRg1dunTptj3bPTw8NHjwYPXp0+e+Xu/SpUuKiorS8uXLtWHDBh08eFDSnz9v1KxZU5UrV1bFihVVsWJFFShQIEPfy4NISEjQ/v37tXv3bkVHR2vLli3asWOHbt68qWLFiql27doKDQ1Vo0aN2G8WAADD3EwHAAAAAICMZrVaFRcXZzqGXdlsNo0ZM0a9e/eWzWZLny10S44cOTR37tx7LmrPnDmjJk2a6MSJE1q1apVq1qxpj9jAQ3F3d9f06dNVvHhxde3aVadPn9bgwYNlsVhMRwMyRHx8vNq0aaM1a9ZoxIgR6tGjh+lI2U5cXJzCwsJ0+fLl20pa6c9VIx5kFmyBAgXUokULtWjRQtKff06bNm3Shg0b9Msvv2jOnDm6ePGiJCkgIEDlypXTI488osDAQAUFBSkoKEhFixaV1Wp9+Df4fy5duqTff/9dMTEx6V8nTpzQvn37dOzYMaWlpSlXrlwqX768qlevrh49eqhWrVoqVqxYhmUAAAAPjxm1AAAAABxOy5YtZbPZNHv2bNNR7OLixYtq3769Fi9erLS0tL89z9fXV3/88ce/llinTp1SaGioLBaLFi9erEcffTSjIwMZbsqUKerSpYtef/11jR07luU6ke3t3LlTzZs3182bNzVnzhxVr17ddKRs58qVKwoJCdGhQ4fuWGVCkiwWi3788cf0wjUj/fbbb4qOjlZ0dLT279+v48ePKyYmRrGxsen/Vru4uMjLyyv9y9vbW+7u7nJzc1PevHkl/XlDSnJysqQ/Z8YmJSUpNTVV8fHxOn/+vOLj4xUfH3/b+7NaremlcJkyZVSxYkUFBwfrkUce4XsjAABZHDNqAQAAADgcHx8f7dmzx3QMuxk0aJAWLlz4rwXsmTNn9Ouvv6pq1ap/e05MTIxCQ0Pl6empqKgolkBEtvH666/Lx8dHLVq00JUrVzRt2jTlyJHDdCzggUyfPl1dunRR9erVNWvWLPn4+JiOlO0kJyfrhRde+NuSVvpzNQp77StbrFgxFStW7I79s5OSknTy5En9/vvvOnfuXHrReusrOTlZSUlJ6SuBJCYmKmfOnJKk3Llzy93dXe7u7qpQocJtJa+Xl5eKFSumwMBA5c6d2y7vCQAA2B9FLQAAAACHU7hwYZ07d850DLsZNWqUQkJC9Oabb+r69et/+4G0u7u75s6d+7dF7YEDBxQWFiZfX19FRkbK29vbnrGBDPfss89q6dKlatKkiZo3b64ff/xRnp6epmMB9ywpKUndu3fXpEmT1KdPH3366adydXU1HSvbSU1NVYsWLbRu3bp/XGlCUqbvIevh4aFSpUqpVKlSmTouAADIHlj7AgAAAIDDsVqtDl3UStJLL72kQ4cO6bnnnpOku86uTU5O1vfff3/X5+/cuVN169ZVUFCQVq1aRUmLbKtevXpaunSp1q5dqxdffFGJiYmmIwH35LffflOdOnX0ww8/aPbs2Ro6dCgl7QM6duyYLl++rLS0tH+dWW+vGbUAAAAPgqIWAAAAgMOxWq26ePHi3840dRRWq1Xz5s3Tjz/+qPz588vN7c5Fk06dOqXo6Ojbju3YsUMNGjRQ5cqVtWzZMuXLly+zIgN2UatWLUVFRWnr1q1q0qSJbty4YToS8I9Wr16tKlWq6MqVK9qyZYuaN29uOlK2VqpUKa1du1YHDx5Uly5d5Onpedd/EyWpUKFCmZwOAADg71HUAgAAAHA4VqtVNpstfb83R/fSSy/p+PHj6tChgyTJxeX//6p3a/njW/bt26enn35aVatW1YIFC5QrV67MjgvYRdWqVbVy5Urt2LFDL730ksPfqIHsyWaz6fPPP1dYWJhCQ0P166+/qmzZsqZjOYzSpUtrzJgxOnDggHLkyKHChQtLUvosW4vFws1JAAAgS6GoBQAAAOBwrFarJDn88sd/VbBgQU2cOFELFy6Ul5dX+ofSf13++OjRo3rqqadUsmRJzZs3j7084XAqV66cvgzyyy+/rJSUFNORgHRXrlxR8+bN1b9/f3366af69ttvlTt3btOxHNK8efPk5uamQ4cO6eeff1ZISIgsFovy5s17281MAAAApvGTCQAAAACH44xF7S3PPfec9u/fr2bNmkn6c/bQ4cOHtW7dOoWFhclqtWrx4sXKkyeP4aSAfVSvXl1Lly7VsmXL1LFjR6WlpZmOBGj37t16/PHH9csvv2jt2rXq27ev6UgOy2azafz48Wrfvr0KFiyo559/XqtXr9a+ffvUu3dv0/EAAABuQ1ELAAAAwOEUKFBAHh4eOnv2rOkoRnh7e2vWrFn66aef5OXlJUlq1qyZ8uXLp5UrV6pgwYKGEwL2FRISotmzZ2vWrFnq0aOH6Thwct9++61q1qypIkWK6Ndff1XNmjVNR3Joixcv1pEjR9StW7fbjpctW1YDBgwwlAoAAODuKGoBAAAAOKTChQs75Yzav2ratKl27dolLy8vXb9+XcuXL1ehQoVMxwIyRePGjfXdd99p3Lhx+uKLL0zHgRNKSUlRv3791LZtW7Vt21YrV66Un5+f6VgOLzw8XGFhYSpTpozpKAAAAP/KzXQAAAAAALAHq9WquLg40zGMSktLU/fu3SVJo0aNUq5cuQwnAjJX8+bNNWzYMPXs2VP+/v5q06aN6UhwEqdPn9ZLL72k6Oho/fDDD2rZsqXpSE7hyJEjWrFihRYsWGA6CgAAwD2hqAUAAADgkKxWq9PPqH3vvfe0dOlSRUVFKSQkxHQcwIh3331XMTExeuONNxQYGMjfBdjdunXr1KpVK+XLl09btmxR+fLlTUdyGqNHj1aJEiX0zDPPmI4CAABwT1j6GAAAAIBDcvaidtSoUQoPD9ekSZMopuD0Ro4cqUaNGumFF17Q4cOHTceBg7LZbBo9erRCQ0NVrVo1bd26lZI2E129elUzZsxQt27d5OLCR54AACB74KcWAAAAAA7JmYvaxYsXq3fv3hoyZAhLvQKSXFxcNHPmTAUFBalJkya6dOmS6UhwMFevXlWrVq3Uq1cvffzxx5o/f77y589vOpZTmTJlilJSUtS+fXvTUQAAAO4ZRS0AAAAAh+SsRe3Ro0fVtm1btW3bVn379jUdB8gycufOrQULFujq1at69dVXlZaWZjoSHMShQ4dUo0YNrVmzRpGRkerbt68sFovpWE7FZrNp3Lhxat++vQoVKmQ6DgAAwD2jqAUAAADgkJyxqE1MTFTLli0VGBiosWPHmo4DZDl+fn6aN2+eli1bpk8//dR0HDiA+fPnq3r16sqVK5e2bdum0NBQ05GcUmRkpA4dOqS33nrLdBQAAID7QlELAAAAwCFZrVYlJibq6tWrpqNkmi5duujkyZOaN2+ecuXKZToOkCXVqFFDw4cP18CBA7VkyRLTcZBNpaSkqF+/fmrWrJlatWqljRs3qnjx4qZjOa3w8HA1bNhQFStWNB0FAADgvriZDgAAAAAA9mC1WiVJ586dU968eQ2nsb+RI0dq5syZWrx4sYKCgkzHAbK0t99+W9u3b1fbtm21bds2PfLII6YjZWmHDh3S5cuXTcfIUt577z3t2LFDAwcOVKNGjfTHH38oMDDQdCyndPToUS1btkzz5s0zHQUAAOC+WWw2m810CAAAAADIaL/99psCAgK0adMmPfnkk6bj2NWWLVtUp04dDRo0SB988IHpOEC2kJCQoJo1a8rNzU2bNm2Su7u76UhZ1lNPPaUVK1aYjpGldezYUZMmTTIdwyn16NFDP//8s44dOyZXV1fTcQAAAO4LM2oBAAAAOCSr1SqLxeLw+9RevXpVbdu2VcOGDdWvXz/TcYBsI1euXJo9e7Yef/xxDRgwQJ9//rnpSFlaq1atNHToUNMxsqRXX33VdASnde3aNU2bNk39+/enpAUAANkSRS0AAAAAh+Th4aF8+fLp7NmzpqPY1TvvvKPLly9rypQpslgspuMA2UrJkiU1cuRIde7cWU8//bQaNGhgOlKWlSdPHpb2/Ruenp6mIzitb775RsnJyXrttddMRwEAAHggLqYDAAAAAIC9+Pj4OPSM2nnz5mnatGmaPHmy/Pz8TMcBsqU33nhDLVq00Kuvvqr4+HjTcQDcI5vNpoiICLVr105eXl6m4wAAADwQiloAAAAADsvX11dnzpwxHcMuTp8+rU6dOqlLly56/vnnTccBsrWvv/5arq6uevPNN01HAXCPVqxYoYMHD6pbt26mowAAADwwiloAAAAADstRi1qbzab27dvLarVq2LBhpuMA2V7BggU1ZcoUzZ8/X9OnTzcdB8A9CA8PV7169RQcHGw6CgAAwAOjqAUAAADgsPz8/BQbG2s6RoabOnWq1qxZo2nTpilXrlym4wAOoWHDhurWrZt69uzp0EumA47gxIkTWrp0qbp37246CgAAwEOhqAUAAADgsHx8fBxuRu2ZM2fUu3dvvfPOO6pWrZrpOIBDGTJkiPLly6d3333XdBQA/2DMmDHy9/dn6X8AAJDtUdQCAAAAcFi+vr4ON6O2e/fuypcvnwYPHmw6CuBwcufOrYiICH3//fdasGCB6TgA7iIhIUHTpk1T165d5ebmZjoOAADAQ6GoBQAAAOCw/Pz8lJiYqCtXrpiOkiEWL16sOXPmaPz48cqTJ4/pOIBDaty4sVq3bq233npLly9fNh0HwP+YNm2aEhMT9cYbb5iOAgAA8NAoagEAAAA4LF9fX0lyiFm1V69eVefOndWuXTs9/fTTpuMADm3UqFFKSkrSgAEDTEcB8D/GjRunV155RV5eXqajAAAAPDSKWgAAAAAO61ZR6wj71H766adKSEjQiBEjTEcBHJ7VatUXX3yhcePGae/evabjAPg/K1euVHR0tN566y3TUQAAADIERS0AAAAAh2W1WuXm5pbti9rjx49r1KhRGjRokLy9vU3HAZxChw4d9Nhjj6lHjx6mowD4P+Hh4apdu7aeeOIJ01EAAAAyBEUtAAAAAIfl4uIib2/vbF/U9u7dWyVKlFCXLl1MRwGchouLi0aPHq3Vq1drwYIFpuMATu/kyZNatGiRunfvbjoKAABAhqGoBQAAAODQ/Pz8snVRu3r1av30008aMWKEcuTIYToO4FSefPJJtWzZUj179lRSUpLpOIBT++qrr+Tj46OmTZuajgIAAJBhKGoBAAAAODRfX99sW9Smpqbqvffe07PPPqtGjRqZjgM4pWHDhik2NlZjxowxHSVbunnzpkqVKqVXX331tuPr16/XG2+8obJlyypnzpwqVKiQwsLCtGjRogwbe8OGDQoLC1P+/PmVN29e1a1bV8uXL7/reRaLRcuWLcuwsZGxEhMTNXXqVHXr1o2blgAAgEOhqAUAAADg0LJzUTtz5kzt27dPeE7OgAAAIABJREFUw4YNMx0FcFpFixZVr1699Nlnn+nSpUum42Q748aNU0xMjD766KP0Y0ePHlWdOnU0efJkHTx4UDdu3NDFixcVFRWlJk2aaMSIEQ897rJly1SvXj1FRUXpypUrunbtmtatW6dGjRpp9uzZt51bq1YthYWF6f3331daWtpDj42MN2PGDF27dk0dO3Y0HQUAACBDUdQCAAAAcGh+fn6KjY01HeO+3bx5Ux9//LHat2+vMmXKmI4DOLXevXvLxcUlQwpEZ5KcnKxPP/1UTZs21aOPPpp+3MXFRU8//bS+/fZbHT58WImJiYqJiVGfPn0kSR9++KGuXLnyUON27txZqamp6tmzp+Li4nTx4kV9/PHHstls6tq1q65du3bbc3r37q3o6Og7SlxkDREREWrdurV8fHxMRwEAAMhQFLUAAAAAHJqPj0+2nFE7depUnTp1Sv/5z39MRwGcXr58+dS7d2+NHDlS586dMx0n25g3b57OnTt3x7LHJUqUUGRkpF555RWVLFlSnp6eCgwM1Oeff666desqKSlJBw4ceOBxo6KidPLkSdWpU0fDhw+Xt7e3ChQooP79+6tZs2Y6f/68fv7559ue07BhQ/n5+enrr79+4HFhH2vWrNGePXvUrVs301EAAAAyHEUtAAAAAIfm6+uruLg4paSkmI5yz5KTkzVkyBB16tRJQUFBpuMAkPTOO+8oV65cGj58uOko2cb06dOVM2fO+9pj+9b+o1ar9YHHXbdunSSpTZs2dzzWtm1bSdLatWtvO+7q6qoXXnhBa9as0alTpx54bGS88PBw1axZU1WqVDEdBQAAIMNR1AIAAABwaH5+fkpLS1NcXJzpKPds/PjxOnPmjD744APTUQD8n9y5c6tPnz6KiIjQ2bNnTcfJ8lJSUrR+/Xo9/vjj6eXr30lLS9Pp06f1ySefKCoqSo0aNXqom1SOHj0qSapQocIdjwUHB992zl/VqFFDkrRq1aoHHhsZ69SpU1qwYIG6d+9uOgoAAIBdUNQCAAAAcGi+vr6SlG32qb1x44aGDBmizp07q2jRoqbjAPiLrl27Kl++fPr8889NR8ny9u/fr2vXrqlSpUp/e87BgwdlsVjk6uqqokWL6tNPP1XXrl0fep/YW/vbFipU6I7Hbh27fPnyHY9VrlxZkrR58+aHGh8ZZ+zYsSpcuLCaNWtmOgoAAIBdUNQCAAAAcGi3itrssk/tzJkzdeHCBfXt29d0FAD/I2fOnOrdu7cmTpyoixcvmo6Tpd26Ocbb2/uen3Pjxg1t3rxZe/bseaixbTbbAz1WuHBhSdnnxh5Hl5iYqEmTJumtt96Su7u76TgAAAB2QVELAAAAwKHlzZtXuXPnzhZFrc1m08iRI9WmTRv5+fmZjgPgLjp16iQ3Nzd9/fXXpqNkaZcuXZL05/fgv1OmTBnZbDalpKTo9OnTmjhxoo4dO6bQ0FDFxMQ88Nj58+eXJF24cOGOx24V7LfO+at8+fLdlh1mfffdd7p69ao6depkOgoAAIDdUNQCAAAAcHi+vr7ZoqhdvHixDhw4oJ49e5qOAuBv5M2bV2+++aZGjx6tGzdumI6TZRUoUEDS/1+G+J+4urqqSJEieuONN/Tpp58qMTHxoZY/fvTRRyVJe/fuveOxW7N1b53zV7eWQy5YsOADj42MM27cOLVq1Sp9ZQwAAABHRFELAAAAwOH5+flli6J2+PDhaty4scqXL286CoB/8M477+jixYuaNWuW6ShZ1q1VAc6fP39fz0tKSpJ0bwXv36lTp44k6dtvv73jsZkzZ952zl/dysqKBuatX79e27dv19tvv206CgAAgF1R1AIAAABweNlhRu327du1Zs0a9erVy3QUAP/C399fL7/8soYPH/6Pe546s3LlyilPnjzatWvXHY999tln6tu3r7Zt26b4+HjduHFDMTExGjNmjD766CNJUu3atR947NDQUAUEBGjdunXq1auXzp8/r8uXL+uTTz7RvHnz5O3traZNm97xvFtZa9So8cBjI2OEh4erevXqqlatmukoAAAAdkVRCwAAAMDhZYeidvTo0apcubIaNGhgOgqAe9CrVy/t3btXK1euNB0lS3Jzc1OtWrW0c+fO9Fmyt1y4cEFffPGFqlWrJm9vb+XMmVMlSpRQjx49lJCQoDZt2ujpp5++7Tm1atWSxWK5a/H7v9zd3TV+/Hi5urpqxIgRKly4sAoUKKABAwbIYrEoIiJCefLkueN5W7ZskSTVr1//Id45HtYff/yh+fPnq3v37qajAAAA2B1FLQAAAACH5+vrq9jYWNMx/talS5c0d+5cde3a1XQUAPcoODhYISEhmjhxoukoWVa7du1048YNLVmy5LbjAwYMUEREhOrWrSur1aocOXLIx8dHjRs31vfff68ZM2bc8VppaWmS/iyA70WjRo20Zs0aNWzYUHnz5lXu3LlVu3ZtRUZGqmXLlnecn5qaqp9//ll16tRR8eLFH+DdIqNERESoYMGCatGihekoAAAAdndvP90CAAAAQDaW1Yva6dOny8XFRS+//LLpKADuQ6dOnfTmm2/q3LlzslqtpuNkOS1atNC7776rGTNm6MUXX0w/nj9/fnXt2vWeb05JS0vTgQMHVL58+fvaw7tWrVqKioq6p3NXrlyp2NhYjRgx4p5fHxkvKSlJkydP1ltvvSUPDw/TcQAAAOyOGbUAAAAAHJ6vr6+uX7+ua9eumY5yV1OmTFHr1q2VN29e01EA3IeWLVsqd+7cd50Bij+XIP7Pf/6jBQsW6MiRIw/8Onv37tWlS5fUr18/WSyWDEz4/w0bNkwVKlTQSy+9ZJfXx72ZNWuWLly4oE6dOpmOAgAAkCmYUQsAAADA4fn6+kqSzpw5o0cffdRwmttt3rxZu3fvZvlUIBvKmTOnWrdurYkTJ6pnz552KxEzSrt27ZQjRw75+vrKarXKarWm/+/ChQvLarVm+Hvo2rWrIiIiNHjw4AcutDds2KDixYvbbdWBjRs3asWKFYqMjJSrq6tdxsC9iYiI0EsvvSR/f3/TUQAAADIFRS0AAAAAh+fn5ydJio2NzXJF7cSJExUcHKyqVauajgLgAXTu3Fljx47Vhg0bVLt2bdNx/tHFixe1ZMmS9H1eU1JSZLPZ0h93cXFRgQIF5OXlJT8/PxUrVkxWq1UnTpxQUlKStm7dqmrVqt3XmDly5NDhw4cfKvf9LJP8IEJCQm67DjBj06ZN2rZtm8aMGWM6CgAAQKahqAUAAADg8KxWq1xcXHTmzBnTUW6TkJCg2bNna8iQIaajAHhAwcHBqlKliqZOnZrli9qGDRtq+fLlunnz5l0fT0tL04ULF3ThwgUdOXJELi4uSktLk/RnqRsUFJSZceFkwsPD9fjjj6tGjRqmowAAAGQa9qgFAAAA4PDc3Nzk7e2d5YraRYsWKTExUS1btjQdBcBDaN26tX766SclJSWZjvKP6tev/7cl7d24urqqYMGCCg4OVoMGDVS4cGE7poMzi42N1bx589SjRw/TUQAAADIVRS0AAAAAp+Dr65vlitoff/xRDRo0kNVqNR0FwENo2bKlrly5ohUrVpiO8o+Cg4OVP3/+fz3PxeXPj4uef/55HT58WD4+PvaOBic3btw45c+fnxuXAACA06GoBQAAAOAUslpRe/36dUVGRvKhNOAAihYtqieffFI//vij6Sh3SEhIUFRUlAYOHKinn35aLi4ucnV1/dvzc+TIoQIFCmjOnDmaM2eOvL29MzEtnFFycrImTpyozp07y9PT03QcAACATMUetQAAAACcgp+fX5Yqan/++WclJSXphRdeMB0FQAZo2bKl+vfvr8TEROXMmdNYjoSEBG3atElr1qzR6tWrtW3bNt28eVNly5ZV/fr1FRAQoOnTp9/xvFv70T7//PP6+uuvKWiRaX788UedP39enTt3Nh0FAAAg0zGjFgAAAIBTyGozamfPnq3Q0FD2fAQcRMuWLZWQkKBly5Zl6rgpKSnavn27Pv/8c4WFhcnLy0thYWH6/vvv9cgjj+irr77SqVOntH//fkVEROjdd99VSkrKba+RI0cOFSxYUPPmzWMWLTJdeHi4mjVrpqJFi5qOAgAAkOmYUQsAAADAKfj6+io2NtZ0DEl/zniLjIzUV199ZToKgAzi6+urmjVrat68eWratKndxklJSdHu3bsVFRWlqKgobdiwQTdu3JCfn59q1aql0aNH6+mnn1bx4sXv+vwKFSqoQIECunTpUvos2pdfflmjR49WwYIF7ZYbuJtffvlFW7du1fDhw01HAQAAMIKiFgAAAIBT8PX11blz55SamvqP+zNmhtWrVyspKUnPPPOM0RwAMtazzz6r4cOHKy0tTS4uGbOIWWpqqnbt2pVeyq5bt05Xrly5rZgNCwtTUFDQPb2exWJRw4YNNXfuXHl7e2vq1Kl8L4Ix4eHhqly5smrVqmU6CgAAgBEUtQAAAACcgq+vr1JTU3X+/Hn5+PgYzbJ06VJVrlxZfn5+RnMAyFiNGzdWv379tGPHDlWpUuWBXuNWMbthwwZt3LhRK1as0KVLl+Tr66vatWvryy+/VEhIiMqXL//AORs2bKj8+fNrxIgRyp8//wO/DvAwzp07pzlz5mjcuHGmowAAABhDUQsAAADAKfj7+0uS/vjjD+NFbWRkpFq1amU0A4CMFxwcrGLFimnp0qX3XNSmpaXpwIED2rhxY/pyxhcvXpTValXdunU1cOBA1apVS48//rgsFkuG5HzzzTf11ltvZchrAQ9q3Lhxyps3r15++WXTUQAAAIyhqAUAAADgFG4VtadPn9Zjjz1mLMeRI0d07NgxNW7c2FgGAPbz1FNPKTIyUgMGDPjbc44fP55eyq5cuVIXLlxQ4cKFVb16dfXt21ehoaEZWsz+L9PLvwM3b97UxIkT1alTJ+XMmdN0HAAAAGMoagEAAAA4hVy5cqlAgQI6ffq00RxLly5Vvnz5VL16daM5ANhHo0aN9M033yg+Pl5eXl6Sbi9mV69erfPnzytv3ryqXr26+vTpo9DQUD322GMZtq8tkNXNmTNHZ86c0Ztvvmk6CgAAgFEUtQAAAACchr+/v/GidsWKFQoLC1OOHDmM5gBgH2FhYbJYLBoyZIh+++03rVmzRufOnVOBAgVUu3Zt/ec//1G9evUUHBxMMQunFR4erqZNmyowMNB0FAAAAKMoagEAAAA4DdNFrc1m06ZNmzRo0CBjGQDYV/78+VWpUiVt2LBB3t7eev/991WvXj099thjLDkMSNqxY4c2b96sNWvWmI4CAABgHEUtAAAAAKfh7++v33//3dj4+/bt04ULFxQSEmIsAwD7CwkJ0caNG7Vo0SLTUTJMXFyctm7dajpGlnTlyhXTEbKV0aNHq0KFCqpTp47pKAAAAMZR1AIAAABwGv7+/kaLho0bNypPnjyqWLGisQwA7C8kJERjx47VtWvXlCdPHtNxMsSCBQu0YMEC0zGyrAoVKpiOkC3ExcXpxx9/VHh4uCwWi+k4AAAAxlHUAgAAAHAappc+3rhxo2rUqCE3N34VAxxZrVq1lJKSoq1bt6pBgwam4zy0GTNmKDEx0XSMLC1v3rymI2QL48ePV86cOdW6dWvTUQAAALIEPh0AAAAA4DT8/f116dIlXb9+Xblz58708Tdu3Kh27dpl+rgAMleRIkUUGBiojRs3OkRR6+PjYzoCHEBKSorGjx+vTp06Gfk3GAAAICtyMR0AAAAAADKLv7+/JOmPP/7I9LHPnj2r48ePq2bNmpk+NoDMd2ufWgB/mjdvnmJjY9WlSxfTUQAAALIMiloAAAAATuNWUWti+eOdO3dKkp544olMHxtA5nviiSe0Y8cO0zGALCM8PFxNmjRRUFCQ6SgAAABZBksfAwAAAHAahQsXlru7u5Gids+ePSpatKi8vLwyfWwAma9ixYqKi4vTuXPnZLVaTccBjNq1a5c2bNiglStXmo4CAACQpTCjFgAAAIDTcHFxka+vr5GiNjo6WhUrVsz0cQGYUalSJUl/3qQBOLsxY8aoXLlyql+/vukoAAAAWQpFLQAAAACnUrRoUWMzaoODgzN9XABmFC5cWD4+PhS1cHrnz5/XrFmz9M4778hisZiOAwAAkKVQ1AIAAABwKv7+/ple1N68eVMHDx5kRi3gZCpWrKjo6GjTMQCjJk6cKA8PD7Vt29Z0FAAAgCyHohYAAACAUzFR1B44cEDJycnMqAWcTHBwMEUtnFpqaqomTJigjh07Knfu3KbjAAAAZDkUtQAAAACciomi9vDhw3JxcVGpUqUydVwAZpUtW1YHDx40HQMwZv78+Tp16pS6du1qOgoAAECWRFELAAAAwKn4+/srNjZWqampmTZmTEyM/P395eHhkWljAjAvKChI169fV1xcnOkogBHh4eF69tlnVaJECdNRAAAAsiSKWgAAAABOxd/fXykpKTp37lymjXnixAkFBgZm2ngAsoagoCBJf34PAJzN3r17tW7dOnXv3t10FAAAgCyLohYAAACAU/H395ekTF3++MSJE+mFDQDnUaxYMbm6uiomJsZ0FCDTjR49WiVLllRoaKjpKAAAAFkWRS0AAAAAp+Lv7y+LxZKpRW1MTAwzagEnlCNHDvn7+1PUwulcvHhR33//vXr06CGLxWI6DgAAQJZFUQsAAADAqXh6eqpgwYKZVtTabDadPHmSohZwUkFBQSx9DKczceJEubi4qG3btqajAAAAZGkUtQAAAACcjr+/f6YVtefPn1dCQoKKFy+eKeMByFoCAwMpauFUUlNT9fXXX6tjx47Kly+f6TgAAABZGkUtAAAAAKeTmUXtuXPnJEk+Pj6ZMh6ArMXHx0dxcXGmYwCZZuHChTpx4oTeeust01EAAACyPIpaAAAAAE4ns2fUSpK3t3emjAcga/Hy8lJ8fLzpGECmCQ8PV+PGjVWqVCnTUQAAALI8N9MBAAAAACCz+fv7a9OmTZkyVnx8vCwWiwoVKpQp4wHIWry8vNJv2AAc3f79+7V69WotWbLEdBQAAIBsgRm1AAAAAJxOZs6ojY+PV758+ZQjR45MGQ9A1uLt7a1r164pKSnJdBTA7saMGaNHH31UTz31lOkoAAAA2QJFLQAAAACn4+/vrytXrujq1at2Hys+Pt6plz3+9ddfZbFYNHDgwH88ZiKHKVkhS2RkpCwWi0aNGmW3Ma5du6Z33nlHgYGBcnNzk8Vi0bVr1yRJ8+bN0+OPP648efLIYrHc9tWlSxe7ZTLBy8tLklj+GA7v0qVLmjlzprp37y4XFz5yBAAAuBf81AQAAADA6RQtWlSSMmVWbXx8fHpRg7+3YcMGWSwWffLJJ6ajIIP897//VXh4uE6ePKnU1NT04wcOHFCrVq20c+dOXb9+3WDCzHHrRg2KWji6yZMny8XFRa+++qrpKAAAANkGe9QCAAAAcDr+/v6S/ixqy5QpY9exrly5onz58tl1jOymSpUqstlsDj+ms4uMjFT+/Pm1efNmlS5dOn2GXVRUlFJSUvTJJ5+od+/e8vDwkCSdOHFCQUFBJiPbRf78+SX9+b0AcFRpaWkaO3asOnTokP7fPAAAAP4dRS0AAAAAp+Pl5SVPT89MmVGblJQkT09Pu48DZDWxsbEqXbq0ypYte8dxSXrmmWfSS1pH5u7uLklKTk42nASwn8WLFysmJkZdu3Y1HQUAACBbYeljAAAAAE7HYrHIz88vU4ra5OTk9KImK0tNTVV4eLieeOIJFSxYUAUKFFCVKlU0YsQIJSQkpJ/3171NV65cqZo1aypXrlyyWq3q1KmT4uLi/nWs/92j9ZNPPlHt2rUlSQMGDLhtv9KMyn23fWH/+l5Wr16tmjVrKnfu3CpWrJiGDh2afl54eLhKly4tT09PlSlTRrNnz74tQ0ZcE0my2WyaMmWKatasqbx58ypnzpyqVKmSIiIi7nk28L1ej7/asmWL6tWrp9y5c8vLy0vt27fXhQsXbjtn0qRJslgsmjNnzh3Pv/XY/PnzJUnvvvuuLBaLLl68qK1bt96xB+2QIUMkSY8//vg9/TlnxHUx6VYZnZSUZDgJYD/h4eF66qmn7L5KBQAAgKNhRi0AAAAAp+Tv759pM2qzQ1H7wQcf6Msvv7zt2Pbt27V9+3a5u7vr7bffvu2xTZs2qXfv3ul7jyYmJmrSpEnasGGDtm3bpjx58mTJ3HezZcsWvf/++0pJSZEkJSQk6IMPPpCHh4fOnDmjL774Iv3cQ4cO6eWXX1bJkiVVuXLl217nYa6JzWZTu3bt9O233952fM+ePXr77be1e/duTZgw4V/fy/1ej23btqlfv37pJWJCQoKmT5+uEydOaO3atf86nr1l1HUx6dbff4paOKrDhw8rKipKCxcuNB0FAAAg22FGLQAAAACnlFlFbXaZUTt//nzlzp1bc+fO1aVLl3T9+nXt2rVLvXv3vmvBOHv2bLVr105HjhzRtWvXtG7dOlWsWFEHDx7U559/fl9j9+/fX+vXr5ckffzxx7LZbOlfGZ37bn744Qe9/fbbOnHihK5du6Y5c+YoR44cGjRokMaNG6dJkybp3Llzio+PV69evZSWlqaRI0dm6DWZOXOmvv32W1WsWFFLlixRfHy8rl27prVr16pSpUqaOHGiNm/enOHX47vvvtNrr72mI0eOKCEhQRs2bFBAQIDWrVun3bt339P1+1+jRo2SzWZT/vz5Vb169dv+PG02m/r27StJ2rlz57/+OWfUdTHJ3d1dFouFohYOa/To0SpRooQaN25sOgoAAEC2w4xaAAAAAE7J398/vRy0p+xS1BYtWlSS9Pzzz8vN7c9fFStVqqRKlSrd9fxq1appypQp6cvW1q5dW/Pnz1eZMmU0Z84cffzxx1ky9900atTotuK1efPmev755zV37lwNHz5cHTt2TH/s888/16RJk7R///47XudhrsnUqVPl6uqqZcuWyc/PL/14nTp19N1336l8+fL6+eef9eSTT/7je7nf6/HUU09p3Lhx6f8/JCREffr0SZ+tej/X0R4y6rqY5u7uzh61cEhXr17VzJkzNWjQILm4MB8EAADgfvETFAAAAACnxIza240cOVJpaWl69NFH1blzZ40dO1Y7d+782/OfeuqpO/YWLVGihEqVKqVjx45lWK7z58/fscept7f3A+e+m7p1695xrHjx4pL+LAT/ytXVVf7+/jp79uwdz3mYa7Jv3z6lpqaqWLFicnNzk6urq1xcXOTi4qLy5ctLkk6dOpXh16NevXp3HCtRooSkPwsY0+71umR1Hh4ezKiFQ5o8ebJSUlLUvn1701EAAACyJYpaAAAAAE6pWLFiOnPmjN1nubm4uCgtLc2uY2SESpUq6eDBg5o+fbqCgoK0fv16NWrUSOXLl1d0dLTpeH8rI3J7enrecexW4fp3j2X0n+mt10tNTVVqaqrS0tLuWBb4Xv5bvd/rkTNnzjuO3Xrvfx371ky5u73vxMTEf831oDLqupiWmpoqV1dX0zGADGWz2TRu3Dh16NBBBQsWNB0HAAAgW2LpYwAAAABOKSAgQGlpaTp9+rSCgoLsNk52WvLUzc1NderUSZ9FmpCQoNKlS6tjx47aunXrbecuX75cgwcPvm0G6fHjx3X48GE98sgj9z32rSIwJSXltuPe3t7/ulft/eS2p4e5JmXKlNGOHTv0xx9/KH/+/P94ronrYbVaJUkxMTF3PLZq1aoHes17cT/XJStLSkrKFjPrgfuxdOlSHT58WHPnzjUdBQAAINtiRi0AAAAAp3RraduTJ0/adRwPD49sUdTWrFlTX3/9tfbv36/ExERdvnxZkZGRio+P1/Hjx+84f+vWrerYsaOOHj2q69eva8OGDXrxxRd18+ZNtWjR4r7HL1SokCRp/fr1io+Pt1tue3qYa9KxY0clJCQoNDRUixYtUlxcnJKTk3Xy5EktXrxYzZs318qVK/81g72uR7ly5SRJo0aN0po1a5SYmKgTJ06oV69emj9//gO/7r/JqOtiUlpamlJSUuTh4WE6CpChwsPDFRoaqgoVKpiOAgAAkG0xoxYAAACAU/Lx8ZGnp6fd97d0d3fPFntT7tixQ5s3b77rY506dbrjWIsWLTR9+nRNnTr1tuNlypRR375973v8kiVLyt/fX6tWrbptz9V/mz16v7nt6WGuSfv27bV27Vp98803atKkyV3PuZf3Y6/rUaJECTVr1kzz5s1T/fr104+7ubmpXbt2mjFjxgO/9j/JqOti0q0bNShq4UiOHDmi5cuX66effjIdBQAAIFtjRi0AAAAAp2SxWFS0aFFm1P6fX375Rd26dVO5cuWUM2dOeXt7KyQkRJMmTdLIkSPvOD8kJERLly5VtWrV0s/v2LGj1q1bpzx58tz3+K6urpozZ45q1aql3Llz2y23PT3MNbFYLJo6dap++OEHhYaGqmDBgnJ3d1eJEiXUtGlT/fTTTwoNDf3XDPa8HpMnT9brr78uLy8veXp66sknn1RUVFT6Esv2kFHXxaRbN2pQ1MKRhIeHq1ixYnr22WdNRwEAAMjWLLZ/uz0ZAAAAABxUaGiogoKCNHHiRLuN0bFjR8XGxmrJkiV2GyMzRUZGqnHjxho5cqTeffdd03GyBK4J/klcXJysVqvWrFmjunXrmo4DPLSrV6+qWLFiGjBggHr16mU6DgAAQLbGjFoAAAAATqt48eJ2X/o4Z86cSkxMtOsYALKuW3//PT09DScBMsY333yjmzdv6rXXXjMdBQAAINujqAUAAADgtAICAuy+9HGhQoUUHx9v1zEAZF23/v7/de9lILuy2WwaO3as2rVrp0KFCpmOAwAAkO25mQ4AAAAAAKYEBATo1KlTstlsslgsdhnDy8uLohZwYufPn5f05/cCILtbvny5Dh48qB9++MF0FAAAAIdAUQsAAAAHoWCRAAAgAElEQVTAaRUvXlyJiYk6f/68ChcubJcxvLy80osaR9CoUSPZbDbTMbIUrgn+SXx8vNzc3JQ/f37TUYCHFh4ervr16ys4ONh0FAAAAIfA0scAAAAAnFZAQIAk2XX5Y29vbyUnJ+vq1at2GwNA1nX+/HkVKlTIbrP2gcxy7NgxLV26VN27dzcdBQAAwGFQ1AIAAABwWgEBAXJxcdGpU6fsNsat5U5Z/hhwTvHx8Sx7DIfw1VdfqWjRomrSpInpKAAAAA6DohYAAACA03J3d5ePj49dZ9TeKmgcafljAPcuPj5ehQoVMh0DeCgJCQmaNm2aunXrJjc3dlIDAADIKBS1AAAAAJxaQECAXWfU+vn5yWKx6PTp03YbA0DW9fvvv6tIkSKmYwAPZdq0abpx44Y6duxoOgoAAIBDoagFAAAA4NSKFy9u1xm1OXPmlNVq1YkTJ+w2BoCs68SJEwoKCjIdA3go48aNU5s2bVjGGwAAIINR1AIAAABwasWLF7frjFpJCgwMpKgFnFRMTAxFLbK1qKgoRUdH6+233zYdBQAAwOFQ1AIAAABwagEBAXadUStJQUFBiomJsesYALKey5cv69KlSwoMDDQdBXhg4eHhqlOnjipVqmQ6CgAAgMOhqAUAAADg1AICAnT+/Hldv37dbmMwoxZwTsePH5ckZtQi2zp58qQWL16s7t27m44CAADgkChqAQAAADi14sWLS5J+++03u40RGBjIjFrACcXExMhisaR/nwGym/DwcPn6+uqFF14wHQUAAMAhUdQCAAAAcGoBAQGSZNflj0uUKKErV64oLi7ObmMAyHqOHTumIkWKyNPT03QU4L4lJCRo6tSp6tatm3LkyGE6DgAAgEOiqAUAAADg1AoWLKh8+fLp1KlTdhujQoUKkqTo6Gi7jQEg64mOjlbFihVNxwAeyMyZM3X9+nV17NjRdBQAAACHRVELAAAAwOkFBATYtaj18/OT1WrVnj177DYGgKxnz549FLXItiIiItS6dWtZrVbTUQAAABwWRS0AAAAApxcQEGDXpY8lqWLFisyoBZxISkqKDh48SFGLbGn16tXas2ePunXrZjoKAACAQ6OoBQAAAOD0ihcvbtcZtZIUHBzMjFrAiRw6dEhJSUkKDg42HQW4b+Hh4QoJCVGVKlVMRwEAAHBoFLUAAAAAnF5mzajdt2+fUlNT7ToOgKwhOjpabm5uKlOmjOkowH05deqUFi5cqO7du5uOAgAA4PAoagEAAAA4veLFi+v06dN2LVGDg4OVmJioI0eO2G0MAFlHdHS0SpcuLQ8PD9NRgPsSEREhq9WqZs2amY4CAADg8ChqAQAAADi9gIAA3bx5U7GxsXYbIzg4WLly5dKWLf+PvfuOyoJe/Dj+eVgOTMOF5d4oojgwE8xJ4cxUNE1LDcX1pA3Lps179bZUVBRHZo4ky4W5cKQCpoADByqJaY4cFxcO1vP743b93e6tRIXny3i/zvF0Tnn5vk+3c2/64ft9duTaGQDyjujoaDVv3tx0BnBXbty4oTlz5mj48OFydnY2nQMAAFDgMdQCAAAAKPSqVq0qSbn6/LGzs7OaNm2qqKioXDsDQN6QkZGh2NhY+fr6mk4B7sqiRYt09epVDRkyxHQKAABAocBQCwAAAKDQe+ihh+Ts7KwTJ07k6jm+vr4MtUAhsHv3bl27do2hFvlOaGio+vTpI3d3d9MpAAAAhQJDLQAAAIBCz9HRURUrVszVG7XSv4baxMREXbx4MVfPAWDW9u3bVbZsWdWtW9d0CpBtW7duVVxcnEaNGmU6BQAAoNBgqAUAAAAA/ev5Y3vcqLVYLIqJicnVcwCYFRUVpZYtW8pisZhOAbItJCRELVq04LOVAQAA7IihFgAAAABkn6HWzc1NHh4ePH8MFHAxMTFq2bKl6Qwg206fPq0VK1bIarWaTgEAAChUGGoBAAAAQP8aao8fP57r57Ru3VqRkZG5fg4AMw4cOKDTp0+rTZs2plOAbJs2bZrKli2rXr16mU4BAAAoVBhqAQAAAED/P9TabLZcPScgIEDx8fE6d+5crp4DwIw1a9aodOnSatasmekUIFtu3bql2bNnKzg4WC4uLqZzAAAAChWGWgAAAACQVKNGDaWmpub6gNq+fXs5Oztr/fr1uXoOADPWrl2rgIAAOTo6mk4BsmXx4sVKSUlRUFCQ6RQAAIBCh6EWAAAAAPSvoVaSjh07lqvnuLq6ys/PT2vWrMnVcwDYX2pqqrZv366AgADTKUC2TZs2TYGBgapYsaLpFAAAgEKHoRYAAAAAJFWuXFlFihTJ9aFW+tfzx+vXr1dmZmaunwXAfjZu3Kj09HQ9/vjjplOAbImKilJsbKysVqvpFAAAgEKJoRYAAAAAJDk4OKhKlSp2GWo7duyoCxcuKDY2NtfPAmA/a9euVePGjeXu7m46BciWkJAQNWnSRC1atDCdAgAAUCgx1AIAAADAb6pXr67k5ORcP8fT01PVq1fXsmXLcv0sAPaRlZWlFStWqEuXLqZTgGw5c+aMvvvuO40ZM8Z0CgAAQKHFUAsAAAAAv6lRo4ZdhlpJCgwMVHh4uGw2m13OA5C7tm3bptOnT6t3796mU4BsCQ0N1YMPPqjAwEDTKQAAAIUWQy0AAAAA/KZ69ep2efpYknr37q3k5GSePwYKiPDwcHl5eal+/fqmU4A7SktLU1hYmIYNG6aiRYuazgEAACi0GGoBAAAA4Dc1atTQL7/8olu3buX6WU2bNlXt2rUVHh6e62cByF1ZWVlatmwZt2mRbyxZskQXL17U0KFDTacAAAAUagy1AAAAAPCbGjVqKCsrSz///LNdzgsMDNSSJUt4/hjI5zZv3qwzZ86oV69eplOAbJk6dap69uypSpUqmU4BAAAo1BhqAQAAAOA3NWvWlCS7Pn988uRJ7dixwy7nAcgd33zzjby9veXh4WE6BbijHTt2aOfOnbJaraZTAAAACj2GWgAAAAD4TalSpeTm5qbk5GS7nNeoUSPVr19fX375pV3OA5Dzbty4ofDwcPXr1890CpAtISEhaty4sXx9fU2nAAAAFHoMtQAAAADwH2rUqGG3oVaSgoKCtGjRIl27ds1uZwLIOUuXLtXVq1fVv39/0ynAHZ09e1ZLly7VCy+8YDoFAAAAYqgFAAAAgN+pUaOG3Z4+lqRnn31W6enp+uabb+x2JoCcM3v2bD355JN66KGHTKcAdzRjxgyVLFlSTz/9tOkUAAAAiKEWAAAAAH6nRo0a+umnn+x2XpkyZdS9e3fNmjXLbmcCyBlHjhzRtm3bFBQUZDoFuKP09HTNnj1bQ4cOVdGiRU3nAAAAQAy1AAAAAPA7NWvWVFJSkl3PHDJkiGJiYrR37167ngvg/syaNUuVKlWSv7+/6RTgjr755hv9+uuvGjZsmOkUAAAA/IahFgAAAAD+Q61atXTt2jX9+uuvdjuzbdu2qlWrlubOnWu3MwHcn7S0NM2fP1/PP/+8HB0dTecAdxQSEqLu3burcuXKplMAAADwG4ZaAAAAAPgPtWvXliQdPXrUbmdaLBYNGzZM8+bN0+XLl+12LoB7t2jRIqWkpPDsMfKF+Ph47dixQ1ar1XQKAAAA/gNDLQAAAAD8h4oVK6pYsWJ2f/546NChslgsCgsLs+u5AO6ezWbTpEmT1K9fP1WsWNF0DnBHkyZNUoMGDfTYY4+ZTgEAAMB/YKgFAAAAgP9gsViMfE7tAw88oKCgIE2ePFlpaWl2PRvA3VmzZo327t2rMWPGmE4B7uj8+fP65ptv+OcVAAAgD2KoBQAAAID/Urt2bbs+ffxvY8aM0blz57RkyRK7nw0g+z799FM98cQT8vb2Np0C3NGMGTNUrFgx9e3b13QKAAAA/gtDLQAAAAD8l1q1atn9Rq0kVapUSYGBgfr4449ls9nsfj6AO9u7d682b96sl19+2XQKcEcZGRkKCwvT0KFDVbx4cdM5AAAA+C8MtQAAAADwX2rVqmXkRq0kvfzyy0pISND69euNnA/gr02YMEFeXl7q0KGD6RTgjr799ludOXNGwcHBplMAAADwByw2vk0bAAAAAH5n8+bNateunc6ePSt3d3e7n9+pUyedP39eO3fulMVisfv5AP7YgQMH1LBhQ3399dcKDAw0nQPckZ+fn8qXL6/vvvvOdAoAAAD+ADdqAQAAAOC/1KpVS5KM3ar94IMPFBcXp9WrVxs5H8AfGz9+vOrXr6+ePXuaTgHuaPfu3YqKipLVajWdAgAAgD/BUAsAAAAA/6VSpUoqVqyYkc+plaSmTZuqW7dueuedd/isWiCPSEhI0LJly/TBBx/IwYHfTkHeN2XKFHl6eqpNmzamUwAAAPAn+JUFAAAAAPwXi8WimjVrGhtqJenDDz/U3r17tWzZMmMNAP7fm2++KW9vbz355JOmU4A7unDhgr7++mu98MILPKEPAACQhzHUAgAAAMAfqFWrlrGnjyWpQYMG6tWrl8aPH6+srCxjHQCknTt3KiIiQh988AGjF/KFsLAwFS1aVM8884zpFAAAAPwFhloAAAAA+AO1a9c2eqNWkt577z0lJiZq3rx5RjuAwm7s2LF69NFH1alTJ9MpwB1lZGRoxowZCgoKkqurq+kcAAAA/AWGWgAAAAD4A7Vr19bRo0eNfkash4eHhg0bptdff12XL1821gEUZuHh4dq2bZs+//xz0ylAtixfvlynTp3S8OHDTacAAADgDiw2k7/rAAAAAAB51NatW9W6dWv98ssvqlixorGOlJQU1a5dW0FBQZowYYKxDqAwunnzpurVq6fWrVtzsx35RuvWrfXggw9qxYoVplMAAABwB9yoBQAAAIA/ULduXUnS4cOHjXa4ublp/Pjx+vzzz41+Zi5QGH388ce6cOGC/va3v5lOAbJl//792rZtm6xWq+kUAAAAZANDLQAAAAD8AXd3d7m5uSkxMdF0ioYPH646dero1VdfNZ0CFBqnTp3SxIkT9frrr+vhhx82nQNky6RJk+Th4aH27dubTgEAAEA2MNQCAAAAwJ+oU6eO8Ru1kuTk5KRPPvlEy5cv17p160znAIXC2LFjVa5cOb300kumU4BsSUlJ0eLFi2W1WmWxWEznAAAAIBsYagEAAADgT3h4eOSJoVaSnnjiCfXq1UvBwcG6du2a6RygQFuzZo0WL16syZMnq2jRoqZzgGyZNWuWHB0d9cwzz5hOAQAAQDYx1AIAAADAn6hbt26eePr430JCQnTlyhWNHz/edApQYKWmpmrkyJHq27evunXrZjoHyJbMzEzNmDFDQUFBKlmypOkcAAAAZBNDLQAAAAD8ibp16+rkyZO6fv266RRJUoUKFfTxxx9r0qRJiomJMZ0DFEivv/66Ll++rM8//9x0CpBtK1eu1PHjxzVs2DDTKQAAALgLFpvNZjMdAQAAAAB50cGDB+Xp6ak9e/aoUaNGpnMkSTabTY8//rh+/fVXxcXFydnZ2XQSUGDs3LlTLVu21Jw5c/Tcc8+ZzgGyrV27dipevLgiIiJMpwAAAOAucKMWAAAAAP5ErVq15OTklKeeP7ZYLAoNDVVSUpImTJhgOgcoMG7evKnBgwerXbt2evbZZ03nANl24MABbdmyRVar1XQKAAAA7hJDLQAAAAD8CRcXF1WrVk2HDx82nfI7tWrV0kcffaQPPvhAu3btMp0DFAjjxo3TyZMnFRYWJovFYjoHyLYpU6aoVq1a8vf3N50CAACAu8RQCwAAAAB/oW7dunluqJWkMWPGyN/fX3379tXVq1dN5wD52vr16zVlyhRNmzZN1apVM50DZNulS5e0cOFCvfDCC3Jw4Lf5AAAA8hv+DQ4AAAAA/oKHh0eeevr43ywWi+bOnatr167ppZdeMp0D5Fvnz5/XwIED1atXL/Xv3990DnBX5syZIwcHB57rBgAAyKcYagEAAADgL3h4eOjw4cOy2WymU/6Hu7u7Zs6cqdmzZys8PNx0DpAvBQUFycnJSTNnzjSdAtyVrKwsTZ8+XYMGDVLJkiVN5wAAAOAeMNQCAAAAwF+oV6+eUlNTdeLECdMpf+jJJ5/U0KFDNXz48DzbCORVU6dO1erVq7Vo0SK5ubmZzgHuSkREhJKTkzVixAjTKQAAALhHFlte/LZwAAAAAMgjLl++LDc3N61atUqdO3c2nfOHUlNT9cgjj6h48eLatm2bihQpYjoJyPNiYmLUpk0bvfnmm3rnnXdM5wB3zd/fX05OTlqzZo3pFAAAANwjbtQCAAAAwF8oVaqUHn74YR04cMB0yp9ydXXVsmXLdOTIEQ0ZMsR0DpDn/frrr+rdu7f8/f311ltvmc4B7tqhQ4e0ceNGWa1W0ykAAAC4Dwy1AAAAAHAHnp6eeXqolaTatWvrq6++0oIFCzR79mzTOUCelZGRoT59+sjJyUlffvmlHBz4rRHkPyEhIapZs6YCAgJMpwAAAOA+8KsRAAAAALiD/DDUSlLXrl31+uuva9SoUdq5c6fpHCBPevXVV/Xjjz/q22+/VZkyZUznAHft6tWrWrhwoUaNGsU3GgAAAORz/NscAAAAANyBp6enDh06pKysLNMpd/T++++rdevW6tWrl86cOWM6B8hTFi5cqEmTJmnWrFlq0qSJ6RzgnsyZM0dZWVkaOHCg6RQAAADcJ4ZaAAAAALiDBg0a6Pr16zp+/LjplDtydHTU4sWLVaxYMXXt2lWpqammk4A8YevWrXr++ef14osvqn///qZzgHtis9kUGhqqZ599VqVKlTKdAwAAgPvEUAsAAAAAd+Dp6SmLxZIvnj+WpNKlS2vt2rU6efKkevfurYyMDNNJgFE//fSTevXqJX9/f/3jH/8wnQPcs++//15HjhzR8OHDTacAAAAgBzDUAgAAAMAdlChRQpUrV843Q60kVa9eXREREdqyZYtGjhxpOgcw5uLFi+rYsaOqVq2qr7/+Wo6OjqaTgHsWEhIif39/NWjQwHQKAAAAcoCT6QAAAAAAyA88PT3z1VArST4+Pvryyy/Vp08f1atXT2PGjDGdBNjVzZs31a1bN2VkZCgiIkKurq6mk4B7dvToUW3YsEHLly83nQIAAIAcwo1aAAAAAMiGBg0aaP/+/aYz7lqvXr00ceJEvfzyy1q4cKHpHMBu0tPT1bt3byUmJur777+Xu7u76STgvkyZMkVVqlRRp06dTKcAAAAgh3CjFgAAAACywdPTUyEhIcrMzMx3T6e+8sorunDhgp577jk5Ozurd+/eppOAXJWZmalnn31WGzdu1Lp16+Th4WE6CbgvV69e1fz58zV+/Ph89/9BAAAA+HMMtQAAAACQDQ0aNNDNmzd19OjRfDn6TJgwQWlpaRowYIBcXV3VuXNn00lArrDZbBo+fLhWrFih1atXy8/Pz3QScN/mzZunjIwMDRw40HQKAAAAchBPHwMAAABANjRo0EDOzs7au3ev6ZR79umnn+rZZ59VYGCgtmzZYjoHyBVjx47VvHnz9M0336ht27amc4D7ZrPZNH36dA0YMEClS5c2nQMAAIAcxFALAAAAANlQpEgR1a1bN18PtRaLRTNmzFCXLl3UrVs3RUVFmU4CctSrr76qSZMmadGiRdwaR4Gxbt06JSYmasSIEaZTAAAAkMMYagEAAAAgmxo1aqQ9e/aYzrgvjo6OWrBggdq1a6cnnnhCGzduNJ0E3DebzSar1arPPvtM8+bNU69evUwnATkmJCRE7dq1U8OGDU2nAAAAIIcx1AIAAABANjVq1Chf36j9NxcXF3377bfq1auXOnfurOXLl5tOAu5ZZmamgoKCFBYWpq+//lr9+/c3nQTkmJ9++klr166V1Wo1nQIAAIBcwFALAAAAANnk7e2t06dP69y5c6ZT7pujo6Pmzp2rAQMGKDAwUAsWLDCdBNy1jIwMDRo0SAsXLlR4eDg3aVHgTJ06VZUrV1bXrl1NpwAAACAXOJkOAAAAAID8wtvbW5K0b98+dejQwXDN/XNwcFBYWJiKFy+ugQMHKiMjQwMHDjSdBWTLjRs31Lt3b/3www9au3at2rRpYzoJyFHXrl3TF198oTfffFOOjo6mcwAAAJALGGoBAAAAIJvKlSunhx56SHv27CkQQ60kWSwWTZ48WQ888IAGDx6sEydO6O2335bFYjGdBvyp8+fPq1u3bjpy5Ig2bNigRx55xHQSkOPmz5+vtLQ0DR482HQKAAAAcglDLQAAAADcBW9v7wLxObX/7cMPP1SNGjU0bNgwHTt2TGFhYXJxcTGdBfyPpKQkde7cWenp6YqKipKHh4fpJCBXhIaG6plnnlGZMmVMpwAAACCX8Bm1AAAAAHAXGjVqVCCHWkkaPHiwVq9erWXLlqljx466dOmS6STgd6Kjo9WyZUu5ublpx44djLQosDZs2KD9+/dr1KhRplMAAACQixhqAQAAAOAuNGrUSIcOHdLNmzdNp+QKf39//fDDDzp8+LB8fX2VnJxsOgmQJC1cuFDt2rXTY489ps2bN6t8+fKmk4BcExISotatW6tRo0amUwAAAJCLGGoBAAAA4C54e3srIyNDBw8eNJ2Sa7y9vbVjxw45OzvLx8dH69evN52EQiwjI0MvvfSSBgwYIKvVqvDwcBUrVsx0FpBrfv75Z33//feyWq2mUwAAAJDLGGoBAAAA4C7UqVNHJUuWVGxsrOmUXFWpUiXt2LFD3bp1U0BAgMaNG6esrCzTWShkzp8/r4CAAIWGhmru3Ln6+OOP5eDAb2WgYAsJCVGFChXUrVs30ykAAADIZfzqBgAAAADugoODg5o0aaJdu3aZTsl1RYsW1dy5czVjxgx9/vnnevLJJ/ncWthNbGysmjVrpp9//lk//vijBg4caDoJyHXXr1/XF198oZEjR8rZ2dl0DgAAAHIZQy0AAAAA3CUfHx/t3LnTdIbdDB06VJGRkYqLi9Mjjzyiffv2mU5CAWaz2TRlyhT5+vqqYcOG2rVrlxo2bGg6C7CLr776SqmpqXr++edNpwAAAMAOGGoBAAAA4C75+PjowIEDSk1NNZ1iN61atVJsbKwqVKig5s2b6/PPP5fNZjOdhQLm3Llz6tKli15++WW9/fbbWrlypR588EHTWYDdTJ8+Xf369VP58uVNpwAAAMAOGGoBAAAA4C41a9ZMmZmZ2rNnj+kUu3r44Ye1efNmTZw4UePGjZO/v79OnTplOgsFxIYNG+Tt7a0DBw5o06ZNeuutt2SxWExnAXazadMm7du3TyNGjDCdAgAAADthqAUAAACAu1S9enWVK1euUHxO7X9zcHDQ6NGjtX37dp04cULe3t5asWKF6SzkYzdv3tS4ceMUEBAgPz8/7d69W61atTKdBdhdSEiI/Pz81KxZM9MpAAAAsBOGWgAAAAC4B02bNi2UQ+2/+fj4KD4+Xt26dVP37t01aNAg/fOf/zSdhXwmKipKTZo00YwZM/TVV18pPDxcbm5uprMAuztx4oRWrVolq9VqOgUAAAB2xFALAAAAAPfAx8enUA+1klSiRAnNmTNHy5Yt0/r161W/fn0tWbLEdBbygStXrmjUqFF67LHHVKVKFe3du1f9+vUznQUYM23aNLm7u+upp54ynQIAAAA7YqgFAAAAgHvg4+OjpKQkbpFK6t69uw4ePKg+ffqoX79+6ty5s06cOGE6C3nU999/Ly8vLy1atEihoaFas2aNqlatajoLMObGjRuaM2eOhg8fLmdnZ9M5AAAAsCOGWgAAAAC4Bz4+PrLZbIqPjzedkieUKlVKkydP1qZNm5SUlCQvLy9NnjxZ6enpptOQR5w8eVK9e/dW586d1apVKx0+fFhDhw6VxWIxnQYYtXDhQl27dk1DhgwxnQIAAAA7Y6gFAAAAgHtQoUIFValSRTExMaZT8pTWrVtr7969GjVqlF577TU1atRI69atM50Fg65fv6733ntPHh4eio+P1/fff68FCxaoXLlyptOAPGHq1Knq06eP3N3dTacAAADAzhhqAQAAAOAe+fn5KSoqynRGnlO0aFF99NFHOnr0qJo1a6aAgAD5+/vrwIEDptNgZ6tWrZKnp6c+/vhjjR07Vvv371fHjh1NZwF5xg8//HD7m1sAAABQ+DDUAgAAAMA98vX1VUxMjDIzM02n5EmVK1fW/PnztXHjRp07d06NGzfWSy+9pAsXLphOQy6LiYlRq1at1L17d7Vr105JSUl69913VbRoUdNpQJ4SEhKiRx99VD4+PqZTAAAAYABDLQAAAADcIz8/P125ckUJCQmmU/K0du3aKT4+XlOmTNGiRYtUvXp1vfXWW0pJSTGdhhwWGxurzp07q2XLlnJwcNDOnTs1Z84cVahQwXQakOecOnVKK1eulNVqNZ0CAAAAQxhqAQAAAOAeNWjQQA8++KC2b99uOiXPc3R01LBhw3Ts2DF9+OGHmj17tqpUqaJx48bp0qVLpvNwnw4cOKDevXurefPmunjxolauXKkffvhBTZs2NZ0G5FnTpk1T2bJl1bNnT9MpAAAAMIShFgAAAADukYODg1q0aMHn1N6F4sWLa/To0Tp69KheffVVzZw5UzVr1tQHH3zAk8j5UGxsrAIDA9WwYUMlJSVp5cqV2rFjh7p27Wo6DcjTbt26pTlz5ig4OFguLi6mcwAAAGAIQy0AAAAA3AdfX19t27bNdEa+88ADD+jtt9/WsWPHNHLkSE2aNElVq1bVyJEjlZSUZDoPf8FmsykiIkJt2rSRj4+Pjh07pm+++UZxcXHq0qWL6TwgX1i0aJEuXbqk4OBg0ykAAAAwiKEWAAAAAO6Dn5+fTp06pZ9//tl0Sr7k5uam999/XydOnNCECRO0du1a1a1bVz179lR0dLTpPPyHmzdvavbs2fL09FS3bt3k6uqqjRs3Ki4uTj169JDFYjGdCOQb06dPV2BgIJ/fDAAAUMgx1AIAAADAfXjkkYr8PsQAACAASURBVEfk4uLC88f3ydXVVVarVUePHtXy5ct19uxZ+fr6ytPTUxMnTtTFixdNJxZaiYmJGjdunKpUqaKRI0eqWbNm2rdvn1avXq127dqZzgPyne3btys2NlZWq9V0CgAAAAyz2Gw2m+kIAAAAAMjPWrRoocaNGys0NNR0SoESExOjsLAwhYeHS5ICAwM1ZMgQ+fr6Gi4r+FJTUxUeHq7Zs2crOjpaNWvW1ODBgzV48GBuAAL3qU+fPvrpp58UGxtrOgUAAACGMdQCAAAAwH164403tHTpUh05csR0SoF0+fJlLVq0SLNnz1Z8fLzq1aunvn37qk+fPqpTp47pvAIjIyNDGzduVHh4uJYuXapbt27pqaeeUlBQkNq1a8fTxkAOOH36tKpVq6a5c+eqf//+pnMAAABgGEMtAAAAANynTZs2qX379jp27JiqV69uOqdAi4uL07x587R06VKdPXtW3t7e6t27t3r37q2aNWuazst3MjMztWXLFoWHh+u7777ThQsX1Lx5c/Xt21f9+/dX2bJlTScCBcrbb7+tmTNn6sSJEypatKjpHAAAABjGUAsAAAAA9yktLU2lS5fWpEmTFBQUZDqnUMjMzNTWrVu1ZMkSfffddzp//ryaNm2qzp07q2PHjvLx8ZGjo6PpzDzp8uXLioyM1Jo1a7Rq1SqdO3dOjRs3Vp8+fdS7d2++2QDIJbdu3VLVqlUVHBys9957z3QOAAAA8gCGWgAAAADIAQEBAXrwwQf19ddfm04pdDIyMrR582Z9++23WrNmjU6cOKEyZcro8ccfV0BAgAICAlS+fHnTmcbYbDbt3btXa9as0dq1axUdHS2bzabmzZurS5cuCgwMVO3atU1nAgXe/PnzFRQUpOTkZFWsWNF0DgAAAPIAhloAAAAAyAGffPKJJkyYoHPnzsnBwcF0TqF27NgxRUZGatWqVdqwYYNu3bqlGjVqyNfXV35+fvL19VX9+vUL7GeuZmRkaO/evdq+fbuioqK0ZcsWnT9/XuXKlVObNm3UoUMHdevWTRUqVDCdChQqzZs3V82aNbV48WLTKQAAAMgjGGoBAAAAIAfs2bNHjRs3Vnx8vBo3bmw6B79JTU3Vli1bbo+Wu3bt0s2bN+Xu7q5HH31UPj4+8vLykpeXl6pVq2Y6967dunVLBw8eVEJCgvbt26cdO3YoNjZWt27dUoUKFeTr6ytfX1+1bt1ajRs3LrDjNJDXxcTEqGXLloqKilLLli1N5wAAACCPYKgFAAAAgBxgs9n08MMP68UXX9Srr75qOgd/Ii0tTXFxcYqOjlZUVJT27Nmj5ORkSVLJkiVvj7b169dX9erVb/8oXry40e5ff/1VycnJOn78uH766SclJCQoISFBR44cUUZGhooUKSJPT081a9bs9jhbs2ZNo80A/l+/fv2UmJio+Ph40ykAAADIQxhqAQAAACCH9OvXT+fPn9eGDRtMp+AuXLly5fbwuW/fPiUkJCgxMVEXLly4/XPKly+v6tWrq1q1aipfvrzKlCmjsmXL3v5j2bJlVbJkSbm4uMjV1VWSVKJECTk7O//urNTUVKWlpUmSUlJSlJmZqYsXL+rChQu6ePHi7R8XLlzQqVOnlJycrOTkZN24cUOS5OTkpCpVqsjT01NeXl5q1KiRGjRooDp16sjJyclOf8cA3I0zZ86oWrVqCgsL03PPPWc6BwAAAHkIQy0AAAAA5JAFCxbo+eef17lz51SqVCnTObhP165du32L9d+D6fHjx/9nVM3MzMyR84oVK6YyZcrc/lGxYkVVq1ZN1apVuz0SV65cmUEWyGfeffddTZs2TSdPnlTRokVN5wAAACAPYagFAAAAgBxy6dIlubu7a968eerbt6/pHNhJSkqKLly4oCtXrigjI0NXr16V9K+hNz09XTab7fZnw7q6usrFxUUODg4qVaqUHB0dbw+zpp9XBpDz0tPTVb16dQ0cOFAffvih6RwAAADkMQy1AAAAAJCD/P39Vbp0aS1ZssR0CgDAsIULF2rgwIFKTk5WpUqVTOcAAAAgj3EwHQAAAAAABUn37t31/fff6+bNm6ZTAACGhYSE6KmnnmKkBQAAwB9iqAUAAACAHNS9e3elpqZq06ZNplMAAAbFxcXpxx9/lNVqNZ0CAACAPIqhFgAAAAByUMWKFdWsWTMtX77cdAoAwKBJkybJ29tbrVq1Mp0CAACAPIqhFgAAAAByWPfu3bVy5UplZWWZTgEAGHD+/HktXbqU27QAAAD4Swy1AAAAAJDDevXqpXPnzikyMtJ0CgDAgBkzZqhYsWJ6+umnTacAAAAgD2OoBQAAAIAcVqdOHT366KP64osvTKcAAOwsPT1dYWFhCg4OVvHixU3nAAAAIA9jqAUAAACAXDBo0CAtX75cKSkpplMAAHb07bff6syZMwoODjadAgAAgDyOoRYAAAAAcsHTTz8tJycnLV682HQKAMCOQkJC9OSTT6patWqmUwAAAJDHMdQCAAAAQC4oUaKEevTowfPHAFCI7N69W9HR0bJaraZTAAAAkA8w1AIAAABALhk8eLBiY2OVkJBgOgUAYAeTJ0+Wp6enWrdubToFAAAA+QBDLQAAAADkkscee0y1a9fWtGnTTKcAAHLZhQsXtGTJEo0ePVoWi8V0DgAAAPIBhloAAAAAyCUWi0WjR4/W/PnzdeHCBdM5AIBcFBYWpqJFi6pfv36mUwAAAJBPMNQCAAAAQC4aNGiQihcvrhkzZphOAQDkkoyMDM2YMUNBQUFydXU1nQMAAIB8gqEWAAAAAHJR8eLFNWTIEIWEhOjmzZumcwAAuWDZsmU6deqUhg8fbjoFAAAA+YjFZrPZTEcAAAAAQEF2+vRpVa9eXWFhYXruuedM5wAActhjjz2m0qVLa/ny5aZTAAAAkI8w1AIAAACAHfTv318JCQnas2ePLBaL6RwAQA7Zu3evvL29FRkZqfbt25vOAQAAQD7C08cAAAAAYAdjx45VQkKCIiIiTKcAAHJQSEiI6tevr3bt2plOAQAAQD7DjVoAAAAAsJMnn3xSZ8+e1Y8//mg6BQCQA1JSUlSpUiV9+umnGjZsmOkcAAAA5DPcqAUAAAAAOxk/frx27dql9evXm04BAOSAsLAwubi4qH///qZTAAAAkA9xoxYAAAAA7CggIEBXr15VVFSU6RQAwH3IzMxU7dq11b17d3322WemcwAAAJAPcaMWAAAAAOxo/Pjxio6O1tatW02nAADuw4oVK3T8+HGePAYAAMA940YtAAAAANhZu3btZLPZtHnzZtMpyCVXrlxRZmamMjMzdeXKFTk6OqpkyZKSpGLFiqlo0aKGCwHcr7Zt26pEiRJatWqV6RQAAADkUwy1AAAAAGBnUVFR8vPz07p16/T444+bzsEdXLx4UcePH9fx48d14sQJnTt3ThcuXNDFixd/9+Py5cu6cePGXX3tUqVKqVSpUipTpozKlSunMmXK3P5RoUIFVa9eXdWqVVPVqlUZd4E85MCBA/Ly8tLatWv533EAAADcM4ZaAAAAADCgS5cuOnv2rHbt2iWLxWI6p9BLT0/XoUOHlJCQoH379ikxMVHJyck6fvy4rl69KkmyWCx66KGH5O7urrJly6ps2bK/G1bd3NxUpEgRSf8aYB0cHOTg4KBSpUopIyPj9te5ceOGbt68KUm6evWqUlJSdPHiRZ0/f/53A/CpU6d0+fLl351drVo1Va9eXQ0aNFDDhg3l5eWlypUrG/g7BhRuwcHB2rx5sxITE+XgwCeLAQAA4N4w1AIAAACAAQkJCfL29lZ4eLh69uxpOqdQSUtLU1xcnGJiYrR7927t27dPhw4dUnp6ulxcXFSvXj3Vq1fv9m3Wf/+xSpUqt4dYe0lJSbl9m/f48eNKTk5WUlKS9u/fr5MnT0qS3Nzc1LBhQzVs2FA+Pj7y9fVVjRo17NoJFCaXLl1SpUqVNHHiRI0cOdJ0DgAAAPIxhloAAAAAMKRv377avXu39u/fLycnJ9M5BdY///lPRUdHKzo6Wtu3b1dsbKxu3Lih8uXLq2nTprdHTi8vL3l4eMjZ2dl0crakpKQoISHh9i3gvXv3as+ePbp165YeeughtWzZUn5+fmrZsqWaNGnCP2NADvnkk0/0/vvv65dffrn92dMAAADAvWCoBQAAAABDjhw5Ik9PT4WFhWnQoEGmcwqMrKws7d69W5GRkYqMjNSWLVuUkZGhGjVqyNfXV35+fvL19VX9+vUL3LPTGRkZ2rt3r7Zv366oqCht2bJF58+fl6urqx599FF16dJFTz31lKpUqWI6FciXsrKyVLt2bXXp0kWTJ082nQMAAIB8jqEWAAAAAAwaNmyYIiIidPjwYbm6uprOybdSUlIUERGhNWvWaP369bp48aKqVq2qgIAABQQE6LHHHlPp0qVNZxqRmJiojRs3au3atdq0aZOuX7+uBg0aKCAgQJ07d1arVq3k6OhoOhPIF1asWKGnnnpKhw4dUt26dU3nAAAAIJ9jqAUAAAAAg86fP6/atWtrzJgxevfdd03n5CvXr1/X6tWrNX/+fK1fv15ZWVl65JFH1LVrV3Xo0EFNmjQpcDdm71dGRoZ27NihiIgIRUZGKj4+XqVLl1anTp0UGBioTp06MdoCf6FDhw5ycXHR999/bzoFAAAABQBDLQAAAAAYNnHiRL333ntKTEzkSdo7uHHjhpYtW6bw8HCtXbtWNptNjz/+uHr37q1u3bqpVKlSphPzlcOHDys8PFxLlizRgQMHVLFiRQUGBqpv375q3ry56TwgTzl06JA8PT21evVqdezY0XQOAAAACgCGWgAAAAAwLC0tTfXr15evr6++/PJL0zl50qFDh/Tll19q9uzZunTpklq0aKHAwED169dP5cqVM51XIBw8eFDh4eEKDw/XoUOH5OHhoYEDB+r5559X2bJlTecBxo0YMUIbNmzQ4cOH5eDgYDoHAAAABQBDLQAAAADkAeHh4Xr66af1448/ysfHx3ROnnDz5k2tWrVKYWFhioyMVO3atfX8889r0KBBKl++vOm8Ai0uLk5hYWFavHix0tLS1K1bNw0dOlTt27fnOWkUSpcuXVLlypX14YcfavTo0aZzAAAAUEAw1AIAAABAHmCz2dSqVSvZbDZt3769UI9hJ06c0JQpUzRr1iylpaWpR48eGjJkiFq3bl2o/76YcPXqVS1evFizZ8/Wrl275OnpqZdeeknPPPOMihQpYjoPsJvPP/9c77zzjn755ReeWAcAAECOYagFAAAAgDwiISFBTZo0UVhYmAYNGmQ6x+7i4+P1ySefaOnSpXJ3d5fValVQUJBKly5tOg2S9uzZo8mTJ2vRokUqXbq0rFarhg0bxn8/KPBsNps8PDzk7++vqVOnms4BAABAAcJQCwAAAAB5iNVq1eLFi3X48GGVKVPGdI5drFmzRh9//LE2b94sb29vvfTSS3r66afl7OxsOg1/4PTp0woJCdHMmTOVlpamQYMG6ZVXXlHVqlVNpwG5IiIiQt26ddOBAwdUr1490zkAAAAoQBhqAQAAACAPuXLlijw8PNSjR48Cf3Nr48aNeueddxQdHa2AgAC9/PLL6tChg+ksZNO1a9c0Z84cTZo0SadPn1ZQUJDeeOMNVaxY0XQakKOeeOIJSdK6desMlwAAAKCgcTAdAAAAAAD4fyVLltTf/vY3hYaGateuXaZzckVMTIw6dOigDh06yGKx6IcfftCaNWsYafOZEiVKaPTo0Tpy5IhmzZqltWvXqkaNGgoODtaZM2dM5wE54ujRo4qMjJTVajWdAgAAgAKIG7UAAAAAkMfYbDa1atVKmZmZioqKkoNDwfge2z179ui1117T+vXr1bp1a3344Yfy8/MznYUccuvWLYWFhenvf/+7rly5IqvVqtdff10lS5Y0nQbcM6vVqoiICCUlJcnR0dF0DgAAAAqYgvGrfQAAAAAoQCwWi0JDQxUXF6fp06ebzrlv586d09ChQ9WsWTNdvnxZkZGR2rJlCyNtAVOkSBFZrVYlJSXp3XffVVhYmOrUqaM5c+YoKyvLdB5w165evar58+fLarUy0gIAACBXMNQCAAAAQB7k5eWlsWPH6o033tDJkydN59yT9PR0TZ48WXXq1NHq1as1ffp0RUdHq3379qbTkIuKFy+uV155RUlJSRo4cKBGjBihZs2aaevWrabTgLvyxRdfKCMjQwMHDjSdAgAAgAKKp48BAAAAII+6deuWGjdurOrVq2v16tWmc+7K6tWr9eKLL+qXX37RK6+8otdee02urq6ms2DAwYMH9eKLL2r9+vUKDAzUZ599pkqVKpnOAv6SzWZTvXr11LZtW4WGhprOAQAAQAHFjVoAAAAAyKOKFCmiGTNmaM2aNQoPDzedky3nzp1T37591aVLFzVp0kSJiYl6//33GWkLsfr162vdunVauXKldu/eLU9PT02fPp3nkJGnrV27VocPH9aIESNMpwAAAKAA40YtAAAAAORxQ4cO1cqVK3Xw4EGVLl3adM6f+uabbzRixAi5uLho2rRp6t69u+kk5DE3b97UhAkT9Pe//13NmjXTrFmzVL9+fdNZwP/o1KmT0tLSFBkZaToFAAAABRg3agEAAAAgj/vHP/4hR0dHvfDCC6ZT/tDx48f1xBNPqE+fPurRo4cSExMZafGHihYtqnfffVe7du1SRkaGvL29NW7cON26dct0GnBbUlKS1q1bJ6vVajoFAAAABRxDLQAAAADkcQ8++KDmzZunRYsW6dtvvzWd8zvz58+Xl5eXTp06pejoaM2cOVMPPPCA6SzkcQ0bNlRMTIymTp2qadOmqVmzZtq3b5/pLECSNHXqVFWuXFldunQxnQIAAIACjqEWAAAAAPIBf39/DRo0SMOHD9e5c+dM5+jixYvq2bOnBg0apBEjRig+Pl4tWrQwnYV8xMHBQUOHDtXu3bvl6uqqFi1aKDQ0VHxCE0y6du2a5s2bp5EjR8rR0dF0DgAAAAo4hloAAAAAyCc+//xzFStWTMHBwUY7Nm3aJG9vb0VHR2v16tWaOHGiXFxcjDYh/6pVq5a2b9+uV199VVarVR07dtSZM2dMZ6GQ+vLLL5WWlqbBgwebTgEAAEAhwFALAAAAAPlEyZIlNXfuXK1YsULh4eF2Pz89PV1jx45Vhw4d9Oijj+rgwYMKCAiwewcKHicnJ7377rvasmWLDh8+rCZNmmj9+vWms1DI2Gw2TZs2Tf3791eZMmVM5wAAAKAQYKgFAAAAgHykffv2Cg4O1ogRI3T69Gm7nXv27Fm1b99eoaGhmjt3rsLDw+Xm5ma381E4+Pn5ac+ePWrbtq06deqkjz76iKeQYTcbNmzQoUOHNGrUKNMpAAAAKCQsNn7FAwAAAAD5Smpqqpo2baoqVapo7dq1cnD4/ffgXr9+XcWLF8+x82JjY9WzZ0+5uLjou+++k5eXV459beDPhIWFyWq1yt/fXwsWLNCDDz5oOgkFXNeuXXXt2jVt3rzZdAoAAAAKCW7UAgAAAEA+4+rqqoULF+qHH37Q5MmTf/fXDh48qKZNm2r37t05clZYWJh8fX3l5eWlnTt3MtLCboYOHapNmzYpPj5ePj4+SkhIMJ2EAuz48eNas2aNrFar6RQAAAAUIgy1AAAAAJAPNW3aVOPHj9frr7+uvXv3SpIWLFigpk2bKjExUd9+++19ff20tDQNGjRIw4cP11tvvaVVq1bx1DHsztfXV3FxcXJ3d1fLli3v+59r4M+EhISoYsWK6tatm+kUAAAAFCI8fQwAAAAA+VRWVpY6dOigs2fPqk2bNgoNDZXFYpHNZlO1atWUnJx8T183JSVFPXr0UHx8vBYvXqxOnTrlcDlwd9LT0zV69GjNnDlT//jHP/Tyyy+bTkIBcv36dVWuXFljx47VuHHjTOcAAACgEGGoBQAAAIB8LDo6Wp07d9bVq1eVmZn5u7924MAB1a9f/66+XnJysjp37qzLly8rIiJCjRs3zslc4L5MnjxZL730kgYPHqzQ0FA5OTmZTkIBMGPGDI0ZM0YnTpxQ+fLlTecAAACgEOHpYwAAAADIp1auXKmAgAClpqb+z0jr7Ox818/E7ty5U48++qicnJy0Y8cORlrkOaNHj9bSpUu1aNEide7cWVeuXDGdhAJg+vTpeuaZZxhpAQAAYHcMtQAAAACQz6Snp+vFF19U9+7dlZqaqvT09D/8OYsXL87211y1apXatm2rpk2bKjo6WpUrV87JZCDHPPXUU9q0aZP27Nmjtm3b6tdffzWdhHxs48aNSkhI0IgRI0ynAAAAoBDi6WMAAAAAyGeCgoI0Z86cbP3co0ePqlatWn/5c77++ms9++yzGjhwoKZPn85zssgXjh07poCAADk4OCgyMlKVKlUynYR8qHv37vrnP/+prVu3mk4BAABAIcSNWgAAAADIZ6ZNm6Y33nhDjo6OcnZ2/tOf5+zsrO++++4vv9aCBQs0YMAADR06VDNnzmSkRb5Ro0YNbdu2TUWKFJGfn5+SkpJMJyGf+fnnnxURESGr1Wo6BQAAAIUUQy0AAAAA5DNFihTRRx99pPj4eHl4eMjR0fEPf15GRsZfPn8cGhqq5557Ti+//LKmTp0qi8WSW8lArnB3d9eWLVtUoUIFtWrVSgkJCaaTkI9MmzZN7u7u6t69u+kUAAAAFFIMtQAAAACQTzVs2FBxcXH66KOP5OTk9D+3YW02m/bu3asTJ078z392woQJGjlypP72t79pwoQJ9koGcpybm5vWrVunmjVrqn379tqzZ4/pJOQDN27c0Ny5czVixIi/fJkAAAAAyE0MtQAAAACQjzk7O+u1115TfHy8PD09/+d2raOjo5YtW/a7P/fJJ5/ojTfe0JQpU/Taa6/ZMxfIFaVKldK6devk5eUlf39/HThwwHQS8rgFCxbo2rVrCgoKMp0CAACAQsxis9lspiMAAAAAAPcvIyNDn376qd5++23ZbDZlZGTIYrHokUceUUxMjCRp7ty5CgoK0sSJEzV27FjDxUDOun79ujp16qRDhw5p69atqlu3rukk5FGNGjVS48aNNW/ePNMpAAAAKMQYagEAAACggNm/f78GDBighIQEZWZmymKx6PTp09qwYYMGDhyo999/X2+++abpTCBXXLlyRR06dNDZs2e1detWVatWzXQS8pgtW7aobdu22rlzp3x8fEznAAAAoBBjqAUAAACAAigjI0OffPKJxo8fr7S0NAUHB2vOnDmyWq367LPPTOcBuerSpUtq166drl69qq1bt+qhhx4ynYQ8pGfPnjp79qyioqJMpwAAAKCQY6gFAAAAgALs0KFD6t69u5KSkjRq1ChNnjzZdBJgF7/++qsee+wxFSlSRNu2bVOpUqVMJyEPOHHihGrWrKmvvvpKTz/9tOkcAAAAFHIOpgMAAAAAALknPT1dZ8+eVZMmTfTRRx+ZzgHsxt3dXZGRkbp48aJ69eql9PR000nIA0JDQ1WuXDn16NHDdAoAAADAUAsAAAAABdWZM2fUtWtXeXt7a/v27SpRooTpJMCuKleurIiICO3YsUPBwcGmc2DYrVu3NHfuXA0bNkwuLi6mcwAAAACGWgAAAAAoiK5du6bOnTurePHiWr58uYoUKWI6CTCicePGCg8P11dffaUPP/zQdA4MWrhwoS5duqShQ4eaTgEAAAAk8Rm1AAAAAFDgZGZmqkePHoqOjlZMTIxq1aplOgkwbtasWQoODtaXX36pAQMGmM6BAc2aNVO9evX01VdfmU4BAAAAJElOpgMAAAAAADnr1Vdf1YYNG7R582ZGWuA3Q4YM0eHDhzVkyBDVrVtXzZs3N50EO9q2bZvi4uI0ffp00ykAAADAbdyoBQAAAIAC5Ouvv1bfvn31xRdfaODAgaZzgDwlKytLXbp00f79+xUXF6dy5cqZToKd9O7dW8eOHVNsbKzpFAAAAOA2hloAAAAAKCASExPVvHlzDRo0SJMnTzadA+RJKSkpatasmapWrar169fLyYnHxgq606dPq1q1avriiy/0zDPPmM4BAAAAbnMwHQAAAAAAuH9Xr15Vjx491KBBA3388cemc4A8y83NTd99951+/PFHvfnmm6ZzYAfTp0+Xm5ubevXqZToFAAAA+B1u1P5fe3ceVXWd+H/8ddkXd9BJUwTMJRWxtDRQFBeUXLLcJkut1KaaMktL2yZNzSbHdLQsk5hpUXOpTDNcKDfA7ZsoqGllgHsKbuzr/f0xR36ZmhuX973wfJzDOXW5y9NPx87RF+97AQAAAMDBWa1W9evXTzt27NAPP/ygunXrmk4C7N7HH3+sRx99VEuXLlX//v1N59i1+fPn68CBA6YzbojVatWHH36oli1bKjQ01Gav065dOw0cONBmzw8AAICKiff3AQAAAAAHN2vWLMXExGj9+vWMtMA1Gj58uLZu3aoRI0aoTZs28vf3N51kt5YuXapdu3Y57DVq1KiR8vPztWnTJps8/4EDB3T27FmGWgAAAFw3TtQCAAAAgAPbu3ev2rZtq1dffZW3cQWuU35+vu6++25VrVpVGzdulLOzs+kkuxQRESE/Pz9FRUWZTrFLXB8AAADcKD6jFgAAAAAcVH5+voYMGaI2bdpowoQJpnMAh+Pu7q6FCxdq586dmjZtmukcAAAAAJUMQy0AAAAAOKgXXnhBaWlp+uyzzzgJCNygFi1aaOrUqZo0aZK2bt1qOgcAAABAJcJQCwAAAAAOaO3atXr33Xc1d+5ch/3cSMBejBkzRhEREXrooYd0/vx50zkAAAAAKgmGWgAAAABwMOfOndOjjz6qBx98UEOGDDGdAzg8i8WiqKgonT9/Xi+99JLpHAAAAACVBEMtAAAAADiYF198UQUFBZo1a5bpFKDCqFu3rmbOnKkPPvhAcXFxpnMAAAAAVAIMtQAAAADgB3lvWwAAIABJREFUQDZu3Kj58+fr3XffVe3atU3nABXKww8/rF69emnkyJHKy8sznQMAAACggmOoBQAAAAAHkZ+fryeffFKRkZEaPHiw6RygQnr33Xd19OhRTZs2zXQKAAAAgAqOoRYAAAAAHMSkSZN05MgRffDBB6ZTgArLz89PkydP1ptvvqldu3aZzgEAAABQgTHUAgAAAIAD2Lt3r/71r39p2rRpatCggekcoEJ75pln1KZNGz399NOyWq2mcwAAAABUUAy1AAAAAOAAxo4dq5YtW+rJJ580nQJUeM7Oznr//fe1ZcsWLVq0yHQOAAAAgAqKoRYAAAAA7NzKlSu1Zs0azZo1S05O/DEOKA933HGHHnnkEb344ovKzs42nQMAAACgAuJP+AAAAABgxwoKCjRu3DgNGjRIYWFhpnOASmXatGnKysrS9OnTTacAAAAAqIAYagEAAADAjs2ZM0eHDh3SP//5T9MpQKVTp04dvfzyy3r77beVlpZmOgcAAABABcNQCwAAAAB2Kj09XVOmTNG4cePk7+9vOgeolJ599lnVq1dPL7/8sukUh1RYWKgmTZpo2LBhF92+efNmjRw5Urfffrs8PT1Vq1Ytde/eXd98881Nv2Z2drYWLFigvn37yt/fX+7u7qpXr54GDx6sxMTES+4fFxcni8WiNWvW3PRrAwAAANfDYrVaraYjAAAAAACXeuGFF/Tpp5/ql19+UZUqVUznAJXWsmXLSke+Vq1amc4pdxEREfLz81NUVNR1P3b27NkaO3asfvzxR912222SpF9++UWNGze+4mNmzJih559//oZ7X331VU2dOvWy33N1ddWKFSvUs2fPi26PiIjQiRMntGvXruv+LPCbuT4AAACo3DhRCwAAAAB26MSJE5o7d64mTJjASAsY1r9/fwUHB+v11183neJQCgoKNHXqVPXr1690pJUkJycn9ejRQwsWLNBPP/2k3NxcpaSk6MUXX5Qkvfzyyzp//vwNv27VqlX18MMPa+XKlfr111+Vk5OjxMREde/eXYWFhfr73/9+yWPGjRun5ORkLV269IZfFwAAALhenKgFAAAAADs0evRoLVu2TAcPHpSnp6fpHKDSW7lypfr27att27bp7rvvNp1Trm70xOjnn3+uBx98UCtWrFCfPn2u6TGdO3fWxo0btXXrVrVr1+5Gcq8oJydH9evX15kzZ5Seni4fH5/S7xUXF6tBgwZq2rSp1q9ff13Py4laAAAA3ChO1AIAAACAnTl27JiioqL06quvMtICdqJPnz5q166dJk2aZDrFYXzyySfy9PS85G2G/4yrq6skqU6dOmXe4+XlJT8/P7m4uMjb2/ui7zk7O+u+++7Thg0bdOjQoTJ/bQAAAOByGGoBAAAAwM688cYbql27tkaMGGE6BcDvTJo0Sd9++622bNliOsXuFRUVafPmzbrzzjtLx9crKSkp0dGjRzVlyhTFxsaqZ8+eCggIKPOmAwcOKDk5WX379pWHh8cl32/fvr0k6fvvvy/z1wYAAAAuh6EWAAAAAOzI4cOHFR0drddee03u7u6mcwD8To8ePdShQwe98cYbplPs3r59+5SVlaXg4OAr3mf//v2yWCxydnZW/fr1NXXqVD311FM2+ZzY7OxsDRkyRNWrV9eMGTMue5/WrVtLEkM8AAAAyg1DLQAAAADYkX//+9+qU6eOhg0bZjoFwGVMmDBBq1ev1u7du02n2LXjx49Lknx9fa/5MXl5edqyZYuSkpLKtCU7O1v33Xef9u/fr+XLl8vf3/+y96tdu7ak/98OAAAA2BpDLQAAAADYiczMTEVFRWn06NFyc3MznQPgMu699161aNFCs2bNMp1i186ePStJqlq16hXv06xZM1mtVhUVFeno0aOaP3++Dh48qG7duiklJaVMOs6cOaPu3btr69at+vbbbxUWFnbF+1arVu2idgAAAMDWGGoBAAAAwE58+OGHKikp0eOPP246BcAVWCwWPffcc1qwYIGOHDliOsdu1ahRQ5J0/vz5q97X2dlZ9erV08iRIzV16lTl5uaWydsfHz9+XJ06dVJycrJiYmLUqVOnP73/uXPnJEk1a9a86dcGAAAArgVDLQAAAADYgaKiIs2ePVsjRowoHTgA2KeHH35Yvr6+mjt3rukUu1W3bl1JUnp6+nU9Lj8/X9K1Dbx/5uDBgwoNDVVaWprWrFmjjh07XvUxF1ovtAMAAAC2xlALAAAAAHZgyZIlOnr0qJ555hnTKQCuwt3dXX//+9/1wQcfKCsry3SOXWrevLmqVKmiXbt2XfK9N998U+PHj9eOHTuUkZGhvLw8paSkaPbs2frHP/4hSdc0rF7Jnj171KFDB505c0br1q1TSEjINT3uQmv79u1v+LUBAACA68FQCwAAAAB24L333tMDDzygwMBA0ykArsGTTz6pvLw8LViwwHSKXXJxcVGHDh2UmJhYekr2gtOnT+vtt9/W3XffLV9fX3l6eiowMFDPPvuscnJy9NBDD6lHjx4XPaZDhw6yWCyXHX7/aNasWTpx4oTOnj2rdu3ayWKxXPJ1uefZunWrJCk8PPwmfuUAAADAtWOoBQAAAADDfvzxRyUkJOhvf/ub6RQA16hWrVoaMGCAoqKiTKfYraFDhyovL0/ffvvtRbe/9tpreu+999SpUyfVqVNHrq6u+stf/qLIyEgtWrRIn3766SXPVVJSIul/A7AtFBcX6+uvv1ZYWJgaNmxok9cAAAAA/shitVqtpiMAAAAAoDIbM2aMVq5cqZ9//llOTvw8LeAoNm/erLCwMO3cuVN33HGH6RybiYiIkJ+f33WP0gUFBapfv746dOigL7/88oZfv6SkRD4+Prr11luVnJwsi8Vyw891JWvXrlWPHj20aNEi/fWvf72ux97o9QEAAAD4GwAAAAAAMCg/P18LFizQqFGjGGkBB9OxY0c1b97cYQa6nJyccn09Nzc3vfLKK1qxYoV+/vnnG36ePXv26OzZs5owYYJNRlpJ+te//qWWLVtq4MCBNnl+AAAA4HJs834xAAAAAIBrsmzZMp09e1bDhg0znQLgBjz22GOaPHmypk+fLi8vL9M5fyooKEjHjh2Tr6+vbrnlFtWtW1f16tXTX/7yF9WuXVu33HLLRf9co0aNm37Np556Su+9957eeOONy76l8bWIi4tTw4YNr/uk67WKj4/XunXrtHr1ajk7O9vkNQAAAIDL4a2PAQAAAMCg8PBw1axZ86beFhSAOadOnVL9+vU1b948PfLII6Zz/tSoUaMUHR1d+nmvkuTq6ionJyeVlJSosLDwovu7urqqZs2aysnJUc2aNTV37lz17t27vLPtHm99DAAAgBvF+2oBAAAAgCGHDx/Wxo0b9dhjj5lOAXCDateurT59+mjBggWmU66qc+fOl9xWWFio/Pz8S0baC987efKk8vPz1bhxY0ZaAAAAoIwx1AIAAACAIUuWLFH16tUVERFhOgXATRg8eLDWr1+v3377zXTKn+rSpctFp2n/zIXPzO7fv79CQkIUEBBgyzQAAACgUmKoBQAAAABDlixZogceeEBubm6mUwDchF69esnT09Pu38K8sLBQt9xyy1Xv5+rqqho1amjZsmVatmwZ/48CAAAAbIShFgAAAAAMSElJ0Y4dOzRo0CDTKQBukpeXl3r37q0lS5aYTrnIsWPH9Nlnn2nkyJG67bbb1LBhQ+Xk5MjV1fWy979wirZv3746cOCA+vfvX565AAAAQKXjYjoAAAAAACqjJUuWqFatWurSpYvpFABlYNCgQRowYICOHTumevXqGWk4efKkNm7cqLi4OMXHx2vnzp1ydnZWcHCwBgwYoG7duunYsWN65JFHLnmsq6urqlWrpvnz5+v+++8v/3gAAACgEmKoBQAAAAADli1bpvvvv/+KJ9sAOJbIyEh5e3vriy++0DPPPFMur3nq1Clt3bpV8fHxio2N1c6dO+Xk5KTWrVurW7duev3119WpUydVq1at9DEnT5686DmcnJxUUlKivn37at68efLx8SmXdgAAAAAMtQAAAABQ7o4ePaoffvhBkydPNp0CoIx4eHioV69eWrFihc2G2szMTG3btk2xsbGKjY1VYmKiLBaLWrdurdDQUI0fP14RERGqXr36FZ+jTp06atSokX755Re5uLjIx8dH0dHRuvfee23SDAAAAODKGGoBAAAAoJytXr1aHh4e6tSpk+kUAGUoMjJSo0aNUlZWlqpUqXLTz5eVlaWtW7deNMxKUrNmzdShQweNHz9e3bp1U82aNa/reXv06KGDBw/q4Ycf1qxZs/502AUAAABgOwy1AAAAAFDOYmJiFB4eLk9PT9MpAMpQZGSkioqKtGHDBvXu3fu6H5+dna0tW7YoNjZWcXFx2r59uwoLCxUYGKhu3bpp/Pjx6tq1q2rVqnVTnf3791efPn3Uo0ePm3oeAAAAADeHoRYAAAAAylFRUZG+++47vfHGG6ZTAJSx2rVrq3Xr1oqJibmmoTYnJ0cJCQmKi4tTfHy8Nm3apIKCgtJh9tlnn1V4eLh8fX3LtDM8PLxMnw8AAADAjWGoBQAAAIBylJCQoLNnzyoyMtJ0CgAbiIyM1MKFCy/7vdzcXP3www+Kj49XbGysNm/erPz8/NJhdujQoerSpYvq169fztUAAAAATGCoBQAAAIBytHr1agUGBuq2224znQLABiIjIzV16lQdOHBAjRo10u7du0s/YzYuLk55eXkKDAxUaGioZs+erZ49e8rPz890NgAAAAADGGoBAAAAoBx9//336tmzp+kMADbSrl07Va9eXaNHj9bmzZuVm5urgIAAhYeH68MPP1R4eDgnZgEAAABIYqgFAAAAgHKTm5urxMREjRkzxnQKABtxcXFR+/btlZ+fr7lz5yo8PFwNGzY0nQUAAADADjHUAgAAAEA52b59uwoKChQaGmo6BYANhYaG6qOPPtIjjzxiOqXMbN++XePGjTOdYZd++ukn3r4aAAAAN4ShFgAAAADKSXx8vG699VY1aNDAdAoAGwoNDdU//vEPHTlypEK8zXGzZs109uxZbdq0yXSKXapTp44CAgJMZwAAAMABWaxWq9V0BAAAAABUBr169VK1atW0aNEi0ykAbCg7O1s1atTQggULNGjQINM5AAAAAOyUk+kAAAAAAKgMrFartm7dytseA5WAt7e3goODFR8fbzoFAAAAgB1jqAUAAACAcnDgwAGdPn1a7du3N50CoByEhIRo69atpjMAAAAA2DGGWgAAAAAoB7t375aLi4tatmxpOgVAOWjdurWSk5NVXFxsOgUAAACAnWKoBQAAAIBykJycrKZNm8rDw8N0CoBy0KpVK+Xm5urgwYOmUwAAAADYKYZaAAAAACgHSUlJatWqlekMAOWkRYsWcnZ2VnJysukUAAAAAHaKoRYAAAAAykFSUpKCgoJMZwAoJ56enmrUqBFDLQAAAIArYqgFAAAAABs7d+6cDh06xFALVDJBQUFKSkoynQEAAADATjHUAgAAAICN7dmzR1arlaEWqGSCgoI4UQsAAADgihhqAQAAAMDGfv75Z3l4eMjPz890CoBy1KRJE6WmpqqoqMh0CgAAAAA7xFALAAAAADaWmpoqf39/WSwW0ykAylFAQICKiop05MgR0ykAAAAA7BBDLQAAAADY2IWhFkDlcuH3fWpqqtEOAAAAAPaJoRYAAAAAbIyhFqic/vKXv8jLy0spKSmmUwAAAADYIYZaAAAAALCxlJQUhlqgErJYLGrYsCEnagEAAABcFkMtAAAAANhQYWGhjh49qoCAANMpAAwICAjgRC0AAACAy2KoBQAAAAAbOnHihIqLi9WgQQPTKQAM8PPz0+HDh01nAAAAALBDDLUAAAAAYEOnTp2SJNWuXdtwCQATfH19lZGRYToDAAAAgB1iqAUAAAAAG7ow0Pj4+BguAWCCj4+P0tPTTWcAAAAAsEMMtQAAAABgQxkZGXJxcVGNGjVMpwAwgBO1AAAAAK6EoRYAAAAAbCg9PV21atWSxWIxnWLE//3f/8lisWjixIl/epuJDlPsoWX16tWyWCyaNWuWzV4jKytLo0ePlr+/v1xcXGSxWJSVlSVJ+vLLL3XnnXeqSpUqslgsF3098cQTNmsywcfHRwUFBcrMzDSdAgAAAMDOMNQCAAAAgA1lZGTwtsfXIC4uThaLRVOmTDGdgjLy+uuva86cOUpLS1NxcXHp7T/++KMGDx6sxMREZWdnGywsH76+vpLEqVoAAAAAl3AxHQAAAAAAFdnp06cZav+gbdu2slqtFf41K7vVq1erevXq2rJli5o2bSonp//9rHhsbKyKioo0ZcoUjRs3Tu7u7pKk1NRUBQQEmEy2iQu//zMyMuTv7282BgAAAIBdYagFAAAAABvKycmRt7e36Qyg3B0/flxNmzbV7bfffsntknTvvfeWjrQV2YXf/zk5OYZLAAAAANgb3voYAAAAAGwoPz/fIcao4uJizZkzR23atFHNmjVVo0YNtW3bVu+8885FA9PvP9v0u+++U0hIiLy8vFSnTh2NGjVKp06duupr/fEzWqdMmaKOHTtKkl577bWLPq+0rLov97mwv/+1rF+/XiEhIfL29laDBg301ltvld5vzpw5atq0qTw8PNSsWTMtXbr0ooayuCaSZLVaFR0drZCQEFWtWlWenp4KDg7We++9d82nga/1evze1q1b1blzZ3l7e8vHx0fDhw/X6dOnL7pPVFSULBaLli1bdsnjL3xv+fLlkqQxY8bIYrHozJkz2r59+yWfQTtt2jRJ0p133nlN/53L4rqY5ObmJul//y8AAAAAgN/jRC0AAAAA2FBBQUHpUGPPXnrpJU2fPv2i23744Qf98MMPcnNz09NPP33R9xISEjRu3LjSzx7Nzc1VVFSU4uLitGPHDlWpUsUuuy9n69ateuGFF1RUVCTpfycfX3rpJbm7u+vEiRN6++23S+974MAB/fWvf1Xjxo3VunXri57nZq6J1WrV0KFDtWDBgotuT0pK0tNPP63du3frww8/vOqv5Xqvx44dOzRhwoTSETEnJ0effPKJUlNTtXHjxqu+nq2V1XUx6cIPahQUFBguAQAAAGBvOFELAAAAADaUn5/vEEPt8uXL5e3trS+++EJnz55Vdna2du3apXHjxl12YFy6dKmGDh2qn3/+WVlZWdq0aZOCgoK0f/9+/fOf/7yu13711Ve1efNmSdLkyZNltVpLv8q6+3IWL16sp59+WqmpqcrKytKyZcvk6uqqSZMm6f3331dUVJROnjypjIwMjR07ViUlJZo5c2aZXpPPPvtMCxYsUFBQkL799ltlZGQoKytLGzduVHBwsObPn68tW7aU+fVYuHChHn30Uf3888/KyclRXFyc/Pz8tGnTJu3evfuart8fzZo1S1arVdWrV1e7du0u+u9ptVo1fvx4SVJiYuJV/zuX1XUx6cJQy4laAAAAAH/EiVoAAAAAsKGCggLVqFHDdMZV1a9fX5LUt29fubj874+KwcHBCg4Ovuz97777bkVHR5e+bW3Hjh21fPlyNWvWTMuWLdPkyZPtsvtyevbsedHw2r9/f/Xt21dffPGFZsyYoREjRpR+75///KeioqK0b9++S57nZq7Jf/7zHzk7O2vNmjWqW7du6e1hYWFauHChWrRooa+//lr33HPPn/5arvd6RERE6P333y/999DQUL344oulp1Wv5zraQlldF5OcnZ3l7OzMUAsAAADgEpyoBQAAAAAbcpQTtTNnzlRJSYluu+02/e1vf9PcuXOVmJh4xftHRERc8tmigYGBatKkiQ4ePFhmXenp6Zd8xqmvr+8Nd19Op06dLrmtYcOGkv43CP6es7Ozbr31Vv3222+XPOZmrsnevXtVXFysBg0ayMXFRc7OznJycpKTk5NatGghSTp06FCZX4/OnTtfcltgYKAkKTMz80+by8O1Xhd75+bmxlALAAAA4BIMtQAAAABgQ0VFRaUnG+1ZcHCw9u/fr08++UQBAQHavHmzevbsqRYtWig5Odl03hWVRbeHh8clt10YXK/0vZKSkpsL/4MLz1dcXKzi4mKVlJRc8rbA1/IZp9d7PTw9PS+57cKv/fev7eTkdFHn7+Xm5l6160aV1XUxzdXVVYWFhaYzAAAAANgZ+//bAgAAAABwYK6urioqKjKdcU1cXFwUFhZWeoo0JydHTZs21YgRI7R9+/aL7rt27Vq98cYbF50g/fXXX/XTTz+pUaNG1/3aF4bAP14rX1/fq35W7fV029LNXJNmzZpp586dOnbsmKpXr/6n9zVxPerUqSNJSklJueR733///Q0957W4nutizwoKChziZD0AAACA8sWJWgAAAACwITc3N4c48RcSEqIPPvhA+/btU25urs6dO6fVq1crIyNDv/766yX33759u0aMGKFffvlF2dnZiouL0/3336/CwkINGDDgul+/Vq1akqTNmzcrIyPDZt22dDPXZMSIEcrJyVG3bt30zTff6NSpUyooKFBaWppWrVql/v3767vvvrtqg62uR/PmzSVJs2bN0oYNG5Sbm6vU1FSNHTtWy5cvv+HnvZqyui6mFRQUyN3d3XQGAAAAADvDiVoAAAAAsCF3d3eH+GzKnTt3asuWLZf93qhRoy65bcCAAfrkk0/0n//856LbmzVrpvHjx1/36zdu3Fi33nqrvv/++4s+c/Vqp0evt9uWbuaaDB8+XBs3btR///tf9enT57L3uZZfj62uR2BgoB544AF9+eWXCg8PL73dxcVFQ4cO1aeffnrDz/1nyuq6mFRUVKSSkhJO1AIAAAC4BCdqAQAAAMCGHOVE7bZt2/T3v/9dzZs3l6enp3x9fRUaGqqoqCjNnDnzkvuHhoYqJiZGd999d+n9R4wYoU2bNqlKlSrX/frOzs5atmyZOnToIG9vb5t129LNXBOLxaL//Oc/Wrx4sbp166aaNWvKzc1NgYGB6tevn7766it169btqg22vB4fffSRHnvsMfn4+MjDw0P33HOPYmNjS99i2RbK6rqYdOEHNThRCwAAAOCPLNar/XgyAAAAAOCGDR8+XGfOnNGKFStMp5SJ1atXKzIyUjNnztSYMWNM59gFrgn+zJkzZ1SrVi3Fxsaqa9eupnMAAAAA2BFO1AIAAACADTnKiVoAtsGJWgAAAABXwlALAAAAADZUpUoVZWZmms4AYEhWVpYkXddbegMAAACoHBhqAQAAAMCGfHx8lJGRYToDgCHp6emSJF9fX8MlAAAAAOyNi+kAAAAAAKjIfHx8SoeaiqBnz56yWq2mM+wK1wR/5sIPavj4+BguAQAAAGBvOFELAAAAADbk6+urM2fOqLi42HQKAAPS09Pl6ekpLy8v0ykAAAAA7AxDLQAAAADYkI+Pj0pKSnT27FnTKQAMyMjI4DQtAAAAgMtiqAUAAAAAG7ow0FSktz8GcO0yMjL4fFoAAAAAl8VQCwAAAAA2dGGgOXXqlOESACakp6erVq1apjMAAAAA2CGGWgAAAACwoVtuuUWurq46dOiQ6RQABqSlpcnPz890BgAAAAA7xFALAAAAADbk7OysBg0aKDU11XQKAANSUlIUEBBgOgMAAACAHWKoBQAAAAAb8/f3Z6gFKiGr1apDhw7J39/fdAoAAAAAO8RQCwAAAAA2xlALVE7Hjh1TXl4eJ2oBAAAAXBZDLQAAAADYmL+/v1JSUkxnAChnF37fM9QCAAAAuByGWgAAAACwsYCAAB06dEglJSWmUwCUo9TUVLm5ualevXqmUwAAAADYIYZaAAAAALCxxo0bq6CgQL/++qvpFADl6MCBAwoMDJSTE3/9AgAAAOBS/EkBAAAAAGysZcuWcnJyUnJysukUAOUoKSlJwcHBpjMAAAAA2CmGWgAAAACwMW9vbwUGBiopKcl0CoBylJSUpKCgINMZAAAAAOwUQy0AAAAAlINWrVpxohaoRDIzM5WWlsZQCwAAAOCKGGoBAAAAoBwEBQVxohaoRJKTk2W1WtWqVSvTKQAAAADsFEMtAAAAAJSDVq1a6eDBg8rOzjadAqAcJCcnq2rVqmrYsKHpFAAAAAB2iqEWAAAAAMpB69atVVJSwqlaoJLYtWuXWrVqJYvFYjoFAAAAgJ1iqAUAAACAchAYGKhbbrlFCQkJplMAlIP4+HiFhISYzgAAAABgxxhqAQAAAKCc3HPPPYqPjzedAcDGzp07p7179yo0NNR0CgAAAAA7xlALAAAAAOUkNDSUoRaoBBISEmS1WnXPPfeYTgEAAABgxxhqAQAAAKCchIaG6uTJk/rll19MpwCwofj4eDVu3Fh16tQxnQIAAADAjjHUAgAAAEA5adOmjby8vDhVC1Rw8fHx6tChg+kMAAAAAHaOoRYAAAAAyomrq6vatGmjzZs3m04BYCMFBQXasWOHQkJCTKcAAAAAsHMMtQAAAABQjrp27ao1a9aYzgBgI5s3b1Z2drbCw8NNpwAAAACwcwy1AAAAAFCOIiMjdeTIEe3du9d0CgAbWL16tW6//XYFBgaaTgEAAABg5xhqAQAAAKActW3bVnXq1FFMTIzpFAA2EBMTo8jISNMZAAAAABwAQy0AAAAAlCMnJyd1796doRaogC6clu/Zs6fpFAAAAAAOgKEWAAAAAMpZz549FRcXp8zMTNMpAMrQt99+K29vb3Xs2NF0CgAAAAAHwFALAAAAAOWsR48eKioqUmxsrOkUAGUoJiZG4eHh8vDwMJ0CAAAAwAEw1AIAAABAOatdu7ZCQkL0xRdfmE4BUEYyMzO1Zs0a9evXz3QKAAAAAAfBUAsAAAAABgwaNEgrVqxQbm6u6RQAZWDFihUqKipiqAUAAABwzRhqAQAAAMCAgQMHKicnRzExMaZTAJSBxYsXq3v37vLx8TGdAgAAAMBBMNQCAAAAgAG33HKLOnYuYvAOAAAUyklEQVTsqCVLlphOAXCTzp8/r3Xr1mnQoEGmUwAAAAA4EIZaAAAAADBk0KBBWrlypbKzs02nALgJX331lUpKStS3b1/TKQAAAAAcCEMtAAAAABjSv39/5efna9WqVaZTANyExYsXq0ePHqpZs6bpFAAAAAAOxGK1Wq2mIwAAAACgsurVq5eKioq0Zs0a0ykAbsCRI0fk7++vzz//XAMGDDCdAwAAAMCBcKIWAAAAAAwaNWqU1q1bp4MHD5pOAXADoqOjVbNmTfXp08d0CgAAAAAHw1ALAAAAAAb17t1bdevW1X//+1/TKQCuU0lJiaKjo/XII4/I3d3ddA4AAAAAB8NQCwAAAAAGubi4aPjw4froo49UVFRkOgfAdVi7dq3S0tL02GOPmU4BAAAA4ID4jFoAAAAAMCwlJUW33Xabli9fztunAg5kwIABOnXqlDZu3Gg6BQAAAIADYqgFAAAAADvQvXt3ubm5adWqVaZTAFyD48ePy9/fX1FRURo6dKjpHAAAAAAOiLc+BgAAAAA7MHr0aMXExGjfvn2mUwBcg9mzZ6tGjRoaOHCg6RQAAAAADoqhFgAAAADsQO/evdWsWTPNnDnTdAqAq8jOztb8+fM1evRoeXh4mM4BAAAA4KAYagEAAADADlgsFo0ZM0affvqpjh8/bjoHwJ+YP3++cnNz9cQTT5hOAQAAAODAGGoBAAAAwE4MHz5cNWvW1Ny5c02nALiC4uJizZkzRyNGjJCPj4/pHAAAAAAOjKEWAAAAAOyEu7u7nnjiCc2dO1fZ2dmmcwBcxtKlS5WWlqZnn33WdAoAAAAAB8dQCwAAAAB25KmnnlJeXp4+/PBD0ykA/sBqteqtt97SAw88oEaNGpnOAQAAAODgGGoBAAAAwI7Url1bTz31lN58801lZmaazgHwO8uWLVNycrJeeeUV0ykAAAAAKgCL1Wq1mo4AAAAAAPx/6enpCgwM1CuvvKLx48ebzgEgqaSkRK1bt1aLFi20aNEi0zkAAAAAKgBO1AIAAACAnfH19dXo0aM1ffp0nT9/3nQOAEmLFi3Svn379I9//MN0CgAAAIAKghO1AAAAAGCHzp49q8DAQD333HN67bXXTOcAlVpxcbFatGihdu3a6eOPPzadAwAAAKCC4EQtAAAAANihGjVq6LnnntM777yj06dPm84BKrWPP/5Yv/76Kz80AQAAAKBMcaIWAAAAAOxUZmammjRpogEDBmjOnDmmc4BKKSsrS02aNNF9992n999/33QOAAAAgAqEE7UAAAAAYKeqVq2qKVOm6P3331dycrLpHKBSmjp1qnJzczV58mTTKQAAAAAqGE7UAgAAAIAdKykpUfv27VWtWjXFxsaazgEqlZSUFDVv3lzTpk3TmDFjTOcAAAAAqGAYagEAAADAziUkJKhDhw76+uuv1adPH9M5QKXRv39/7du3T0lJSXJ1dTWdAwAAAKCCYagFAAAAAAcwePBgJSYmas+ePXJzczOdA1R4GzZsUHh4uFatWqV7773XdA4AAACACoihFgAAAAAcQFpampo3b64JEybotddeM50DVGj5+fm688475e/vr1WrVpnOAQAAAFBBOZkOAAAAAABcXcOGDTVx4kRNnTpV+/btM50DVGjTpk1Tamqq5syZYzoFAAAAQAXGiVoAAAAAcBDFxcVq166d3NzcFBcXJycnfvYWKGv79+9X69atNW3aND333HOmcwAAAABUYAy1AAAAAOBAkpKS1LZtW82ePVtPPPGE6RygQikpKVFYWJgKCgq0ZcsWOTs7m04CAAAAUIHx49cAAAAA4EBatWql559/XuPHj9eRI0dM5wAVynvvvadt27Zp3rx5jLQAAAAAbI4TtQAAAADgYHJzcxUcHKzbbrtNq1atksViMZ0EOLyDBw/qjjvu0OjRozVlyhTTOQAAAAAqAYZaAAAAAHBAO3bsUGhoqGbMmKFnnnnGdA7g0IqKihQWFqbMzEzt2LFDHh4eppMAAAAAVAK89TEAAAAAOKC77rpLL7/8sl544QUlJSWZzgEc2qRJk5SYmKiFCxcy0gIAAAAoN5yoBQAAAAAHVVRUpE6dOuncuXPasWOHPD09TScBDic+Pl6dOnXSnDlz9OSTT5rOAQAAAFCJMNQCAAAAgANLSUlR69atNWLECL3zzjumcwCHcu7cObVu3Vq33347n/cMAAAAoNzx1scAAAAA4MACAgL07rvvatasWVq5cqXpHMBhWK1WjRw5Unl5efr4448ZaQEAAACUOxfTAQAAAACAmzN06FBt3LhRDz30kLZv365mzZqZTgLs3vTp0/XVV18pJiZGtWvXNp0DAAAAoBLirY8BAAAAoALIy8tTWFiYMjMztX37dlWtWtV0EmC31q9fr4iICL311lsaO3as6RwAAAAAlRRDLQAAAABUEIcOHVLbtm3VtWtXLVq0yHQOYJcOHz6sNm3aKDQ0VF9++SVveQwAAADAGD6jFgAAAAAqCD8/Py1atEhLly7VrFmzTOcAdqewsFAPPvigatWqxefSAgAAADCOoRYAAAAAKpCuXbtq8uTJeuGFF7R69WrTOYDdsFqtGjlypJKTk7V8+XJVq1bNdBIAAACASo6hFgAAAAAqmAkTJmjIkCEaNGiQdu3aZToHsAuTJk3SggUL9Nlnn6lZs2amcwAAAACAz6gFAAAAgIqosLBQkZGR+vHHH7V161Y1aNDAdBJgzOeff64hQ4bo3Xff1VNPPWU6BwAAAAAkMdQCAAAAQIV1/vx5dejQQVarVXFxcapevbrpJKDcbdq0SREREXruuec0bdo00zkAAAAAUIqhFgAAAAAqsNTUVLVv31533nmnvv76a7m6uppOAsrN3r171aFDB/Xo0UOLFi2SxWIxnQQAAAAApRhqAQAAAKCC27Fjh7p06aLevXvrs88+k7Ozs+kkwOYOHjyosLAwNWrUSGvXrpWHh4fpJAAAAAC4CEMtAAAAAFQC33//vXr16qXBgwcrOjpaTk5OppMAmzly5IjCwsJUvXp1ff/996pZs6bpJAAAAAC4BEMtAAAAAFQSa9euVd++fTVq1CjNmTPHdA5gE6dOnVKnTp3k7OysDRs2yMfHx3QSAAAAAFyWi+kAAAAAAED5iIiI0KJFizRo0CC5urrqnXfeMZ0ElKmzZ8+qR48eKiws1HfffcdICwAAAMCuMdQCAAAAQCVy//3366OPPtKjjz4qLy8vTZkyxXQSUCbS09PVo0cPZWRkaPPmzapbt67pJAAAAAD4Uwy1AAAAAFDJDBs2TMXFxRo1apSys7P1zjvvyGKxmM4Cbtjx48fVvXt35eTkaP369fLz8zOdBAAAAABXxVALAAAAAJXQo48+Km9vbz388MPKzs7WBx98ICcnJ9NZwHU7dOiQunXrJicnJ23atEn169c3nQQAAAAA14ShFgAAAAAqqUGDBsnb21sDBw5UZmamPvnkE7m6uprOAq5ZSkqKunbtKk9PT8XGxvJ2xwAAAAAcCj8uDQAAAACVWK9evbRixQqtXLlSAwcOVE5Ojukk4JokJiYqJCREderUUVxcHCMtAAAAAIfDUAsAAAAAlVy3bt20du1axcXFKTw8XL/99pvpJOBPrVq1SmFhYQoKCtK6detUs2ZN00kAAAAAcN0YagEAAAAACgkJ0bZt23Tu3Dndc889+vHHH00nAZcVFRWlfv36aeDAgVq1apWqVq1qOgkAAAAAbghDLQAAAABAktSoUSMlJCSofv36Cg0N1fr1600nAaWsVqsmTpyoxx9/XK+88oqio6P5TGUAAAAADs1itVqtpiMAAAAAAPYjLy9Pw4YN09dff625c+dqxIgRppNQyWVmZuqRRx7RqlWrFB0drSFDhphOAgAAAICbxolaAAAAAMBFPDw89Pnnn2vs2LEaNWqUnnjiCeXn55vOQiW1f/9+tWvXTnFxcVq3bh0jLQAAAIAKg6EWAAAAAHAJJycnvfnmm/r666+1ePFihYSEKDU11XQWKpmVK1eqffv28vLy0vbt29WxY0fTSQAAAABQZhhqAQAAAABX1KdPH23fvl0FBQW66667FBsbazoJlUBxcbEmTpyofv36afDgwUpISFDDhg1NZwEAAABAmWKoBQAAAAD8qcaNGyshIUGdO3dWZGSkpkyZouLiYtNZqKCOHDmibt266e2331Z0dLTmzZsnNzc301kAAAAAUOYYagEAAAAAV1W1alUtWbJE06dP15QpUxQeHq60tDTTWahgli1bpuDgYJ04cUIJCQkaPny46SQAAAAAsBmGWgAAAADANbFYLBozZox++OEHnT9/Xq1atdKnn35qOgsVQG5urp599lkNHDhQvXr10v/93/+pdevWprMAAAAAwKYYagEAAAAA16VFixbasmWLhg0bpuHDh2vo0KE6d+6c6Sw4qG3btqlVq1ZauHChli9frk8++UTe3t6mswAAAADA5hhqAQAAAADXzdPTU3PmzNGqVau0bt06NW/eXMuXLzedBQeSnZ2t559/XqGhoQoMDFRSUpLuu+8+01kAAAAAUG4YagEAAAAANywyMlL79+9X79699cADD6hPnz46cuSI6SzYuY0bN+rOO+9UdHS0ZsyYoZiYGNWtW9d0FgAAAACUK4ZaAAAAAMBNqVGjhubNm6f169frp59+UsuWLfXvf/9bJSUlptNgZ86cOaO//e1vCg8PV5MmTbRnzx49++yzcnLirycAAAAAVD78SQgAAAAAUCY6deqkxMREjRgxQmPHjlXnzp21c+dO01mwA8XFxZo3b56aNGmiVatW6auvvtLKlStVv35902kAAAAAYAxDLQAAAACgzHh5eWnGjBnatm2biouLddddd2nkyJH67bffTKfBkPXr16tNmzZ65pln9PDDD2vv3r18Fi0AAAAAiKEWAAAAAGADbdq0UXx8vJYvX67vvvtOjRo10sSJE5WXl2c6DeXk8OHDGjZsmLp06aLatWsrMTFRM2fOVPXq1U2nAQAAAIBdYKgFAAAAANhMnz59tHfvXo0bN07Tp09Xy5Yt9emnn6q4uNh0Gmzk5MmTGjt2rJo0aaIdO3bo22+/1bp169SiRQvTaQAAAABgVxhqAQAAAAA25eXlpYkTJ2r//v0KCwvTY489pqCgIC1evFglJSWm81BGMjIy9NJLLykwMFALFy7U9OnTlZSUpMjISNNpAAAAAGCXLFar1Wo6AgAAAABQeaSmpmratGn66KOP1KxZM73++usaMGCALBaL6TTcgMzMTM2dO1dvvfWWnJ2d9cILL+iZZ56Rl5eX6TQAAAAAsGsMtQAAAAAAI/bu3auJEyfqiy++UFBQkMaOHau//vWvcnNzM52Ga3D06FHNnj1b8+bNk7Ozs8aOHavRo0erSpUqptMAAAAAwCEw1AIAAAAAjNq9e7emT5+uJUuWqE6dOho9erQef/xx1ahRw3QaLiMpKUkzZszQ559/Lh8fH40ePVpPPvmkqlevbjoNAAAAABwKQy0AAAAAwC4cPnxYs2fP1ocffiir1aqRI0fqySefVOPGjU2nVXolJSVas2aNZs2apXXr1qlFixZ6/vnn9dBDD3ECGgAAAABuEEMtAAAAAMCunD9/XvPnz9fs2bN1+PBhde7cWSNHjtQDDzwgDw8P03mVyuHDhxUdHa3o6GgdPnxYXbt21dixY9WjRw8+UxgAAAAAbhJDLQAAAADALhUXF2vNmjWKiorSN998o6pVq2ro0KEaOXKkWrZsaTqvwiosLNQ333yj+fPna82aNapdu7aGDx+uESNGqEmTJqbzAAAAAKDCYKgFAAAAANi9EydO6OOPP1ZUVJR++eUXNW/eXAMHDtSDDz6opk2bms5zeMXFxdqyZYuWLl2qzz//XOnp6erSpYsef/xx9evXT66urqYTAQAAAKDCYagFAAAAADgMq9WqTZs2acmSJVq2bJlOnjypO+64Q4MHD9bAgQMVGBhoOtFhFBcXa9OmTVq8eLG+/PJLnTp1Sm3bttWgQYM0ePBg+fn5mU4EAAAAgAqNoRYAAAAA4JBKSkqUkJCgpUuXavHixfrtt98UGBiobt26qXfv3oqIiJC7u7vpTLty6tQpbdiwQStXrtSqVat0+vTp0tPJQ4YM4a2NAQAAAKAcMdQCAAAAABxeUVGRNmzYoNWrVysmJkb79u2Tt7e3unTpop49e6pTp066/fbb5eTkZDq1XGVnZ2v79u2KjY3V6tWrlZiYKHd3d3Xs2FGRkZHq1asX4ywAAAAAGMJQCwAAAACocA4dOqSYmBitXr1a3333nTIzM1WzZk2FhIQoJCREHTp00F133SVPT0/TqWXq+PHjio+PV1xcnBISEpSYmKiioiI1atRIPXv2VGRkpMLDw+Xl5WU6FQAAAAAqPYZaAAAAAECFVlRUpKSkJMXHx5d+HTlyRK6urmrZsqVatmypoKAgBQcHq2XLlqpXr57p5KsqKirSgQMHtGfPHu3evVt79uxRUlKS0tLS5OzsrODgYIWGhpaO0vXr1zedDAAAAAD4A4ZaAAAAAEClk5aWpvj4eO3evVu7d+9WcnKyjh07Jkny8fFRixYt5O/vr4CAgNIvf39/3XrrrXJ2di6XxtzcXKWkpJR+paamKiUlRb/++qv27dungoICubi4qGnTpgoKClKrVq101113qX379qpSpUq5NAIAAAAAbhxDLQAAAAAAkjIyMkpPp+7fv790HE1NTVVeXp4kydXVVb6+vvLx8Sn98vX1la+vr6pVqyZ3d/fStxWuWrWqXFxcLnqNnJwc5efnS5LOnDmj4uJiZWRkXPSVnp6u9PR0nTlzpvRxPj4+pWNxYGBg6Sng5s2by83NrZyuEAAAAACgLDHUAgAAAABwFcePHy8dbk+dOqWMjAydPn1aGRkZpf9+/vx5FRYWKisrS5KUmZmpoqKii57Hy8tL7u7uslgsqlGjhpydnS8afX//Va9evdJTvVWrVjXxywYAAAAA2BBDLQAAAAAANlRSUiInJyfTGQAAAAAAO8NQCwAAAAAAAAAAAADljB/pBQAAAAAAAAAAAIByxlALAAAAAAAAAAAAAOXMRdIZ0xEAAAAAAAAAAAAAUJn8P5QhiD/aZUlyAAAAAElFTkSuQmCC",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# visualize graph\n",
"null_category_products_count_ddf.visualize(rankdir='LR')"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "f42837c5-7880-4a4d-8c03-7567d5793fcc",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 11244 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 11176 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 11073 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 11046 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 9.512980387000425 seconds\n"
]
}
],
"source": [
"# OPTION 7\n",
"null_category_products_count_ddf=null_category_products_ddf.groupby('product_id')['category_code'].apply(lambda x: x.count(), meta=('category_code_count', 'int32'))\n",
"\n",
"time=timeit(\n",
" lambda: null_category_products_count_ddf.sum().compute(), \n",
" number=1\n",
")\n",
"groupby_options['groupby().apply(lambda x: x.count())']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "102f3c72-9e52-4443-b56b-748e2d8cf9ae",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# visualize graph\n",
"display(null_category_products_count_ddf.visualize(rankdir='LR'))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "a9fce416-ed3f-41cd-bad8-f7d8455b88ac",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 11244 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 11176 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 11046 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 11073 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 7.91637031999926 seconds\n"
]
}
],
"source": [
"# OPTION 8\n",
"null_category_products_count_ddf=null_category_products_ddf.groupby('product_id')['category_code'].apply(lambda x: x.isnull().all(), meta=('category_code_null', 'boolean'))\n",
"\n",
"time=timeit(\n",
" lambda: (~null_category_products_count_ddf).sum().compute(), \n",
" number=1\n",
")\n",
"groupby_options['groupby().apply(lambda x: x.isnull().all())']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "94eb64bc-ff40-434d-b87b-deef6ec243f7",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# visualize graph\n",
"null_category_products_count_ddf.visualize(rankdir='LR')"
]
},
{
"cell_type": "markdown",
"id": "5ee2b56c-9926-4ec0-8030-0f861bae0540",
"metadata": {},
"source": [
"<a name='s1-e3'></a>\n",
"### Exercise #3 - Understanding GroupBy Operations Behavior ###\n",
"\n",
"**Instructions**: <br>\n",
"* Execute the below cell to plot the performance comparison across various groupby operations. \n",
"* Describe why there is discrepancy between the options in the cell below. "
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "d68117af-0aa0-4ebd-a9f6-4e11800e0f74",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Compute Time (s)')"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# show groupby_options dictionary\n",
"plt.bar(groupby_options.keys(), groupby_options.values())\n",
"plt.xticks(rotation=30, ha='right')\n",
"plt.ylabel('Compute Time (s)')"
]
},
{
"cell_type": "markdown",
"id": "a38c8955-38a1-4a5f-9bc5-7ece277f20af",
"metadata": {},
"source": [
"\n",
"The `GroupBy.apply()`[[doc]](https://docs.rapids.ai/api/cudf/stable/api_docs/api/cudf.core.groupby.groupby.groupby.apply#cudf.core.groupby.groupby.GroupBy.apply) function will apply a Python transformation function over the grouped chunk. We can achieve faster results with `GroupBy.agg()`[[doc]](https://docs.rapids.ai/api/cudf/stable/api_docs/api/cudf.core.groupby.groupby.groupby.agg#cudf.core.groupby.groupby.GroupBy.agg). Upon examining the _profile_ of each task graph, we can see `GroupBy.agg()` is more efficient. More information about the `GroupBy` API can be found [here](https://docs.rapids.ai/api/cudf/stable/api_docs/groupby.html). \n"
]
},
{
"cell_type": "markdown",
"id": "eb3e9fbf-0a21-417a-a6ce-b88d3a62be4d",
"metadata": {},
"source": [
"We used `.compute()` to create a few `cudf.DataFrame`s in order to inspect the results, but this should be avoided when possible. We use `del` to get rid of the data in GPU memory for these objects and free up memory. What is left in the GPU memory is the original `dask_cudf.core.DataFrame` that was persisted. "
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "d401b54f-9c42-4a0c-8ddc-7d331ece15c0",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"1372"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# clean up\n",
"del null_category_products, null_category_products_list, null_category_products_ddf, null_category_products_count_ddf\n",
"gc.collect()"
]
},
{
"cell_type": "markdown",
"id": "8f100936-7552-47b6-96fa-ce845f960e8a",
"metadata": {},
"source": [
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"Note that `df.groupby(df['col'])` is syntactical sugar for `df.groupby('col')`, which is designed to make things easier to read or to express. Additionally, `DataFrame.groupby()` returns a `DataFrameGroupBy` while `DataFrame.groupby()['col']` returns a `SeriesGroupBy`. Understanding the types of object and their shape returned by each method will help us program effectively with DataFrames, especially with `.apply()`. "
]
},
{
"cell_type": "markdown",
"id": "1c2716bd-5d36-4fe6-ad54-d4049d0a6f2b",
"metadata": {},
"source": [
"<a name='s1-4.2'></a>\n",
"### Data Imputation ###\n",
"The `.fillna()` method is used to fill missing values. There are several considerations when attempting to infer missing values: \n",
"* A common technique is to replace missing data with statistical estimates such as mean, median, or mode. Alternatively, we can perform interpolation or extrapolation to fill the missing data. Linear interpolation is the simplest method but other options can also be useful. We can impute with `mean` by: \n",
" \n",
" ```\n",
" df['value'].fillna(df[['group', 'value']].groupby('group')['value'].transform('mean'))\n",
" ```\n",
" \n",
" or \n",
" \n",
" ```\n",
" df[['group', 'value']].groupby('group')['value'].transform(lambda x: x.fillna(x.mean()))\n",
" ```\n",
"\n",
"* For time-series data or when sequencing matters, last observation carried forward is a common method for imputation. This method replaces missing values with the last observed value. A similar technique is next observation carried backward. We can use the `method` parameter: \n",
" * `ffill`: Ffill or forward-fill propagates the last observed non-null value forward until another non-null value is encountered\n",
" * `bfill`: Bfill or backward-fill propagates the first observed non-null value backward until another non-null value is met\n",
"* Another imputation technique replaces all occurrences of missing value within a variable explicitly with an arbitrary value. \n",
" * We can set an chosen value to replace all missings. Such a substitution could be -999, for example, to clearly indicate that the value is missing\n",
" \n",
"When data is missing, we can optionally create an additional binary variable to indicate whether data was missing for that observation. This may help capture the significance of missing values. "
]
},
{
"cell_type": "markdown",
"id": "7524fa8e-000c-4cff-bb1d-5103a81e872e",
"metadata": {},
"source": [
"<a name='s1-e4'></a>\n",
"### Exercise #4 - Check Missing Values ###\n",
"We will try a similar process with `brand`. \n",
"\n",
"**Instructions**: <br>\n",
"* Modify the `<FIXME>` only and execute the below cell to see if we can impute missing `brand` values. "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "e67ed7fc-5b99-44d4-b84b-bdc4bf49f671",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 7226 products with at least one brand populated. \n"
]
}
],
"source": [
"####### Список product_id с нулевыми brand\n",
"null_brand_products=ddf.loc[ddf['brand'].isnull(), 'product_id'].unique()\n",
"null_brand_products_list=null_brand_products.compute()\n",
"\n",
"####### Соответствие product_id и brand\n",
"null_brand_products_ddf=ddf.loc[ddf['product_id'].isin(null_brand_products_list), ['product_id', 'brand']]\n",
"\n",
"####### Аггрегация без split_out, на одном partition\n",
"null_brand_products_count_ddf=null_brand_products_ddf.groupby('product_id')['brand'].agg('count')\n",
"\n",
"print(f\"There are {(null_brand_products_count_ddf>0).sum().compute()} products with at least one brand populated. \")"
]
},
{
"cell_type": "markdown",
"id": "e54ec9b9-1910-42e3-9100-287e8e6c313f",
"metadata": {},
"source": [
"Unlike `category_code`, there are several `product_id` groups with partially missing `brand` values. Therefore we have an opportunity to infer a value to fill the null values with. For string categorical values, the _mode_ is a common option. The mode calculates the value that appears most often. Since this is not a supported aggregation, according to the [documentation](https://docs.rapids.ai/api/cudf/stable/user_guide/groupby/), we have to use `.groupby().apply()`. We will replace null values with the most frequently occurring value per `product_id` group. The `.groupby().transform()` and `.groupby().apply()` scales poorly with large amounts of groups, therefore <mark>we only want to perform this procedure on a subset</mark> of relevant records. \n",
"\n",
"There are several ways to approach this. We breakdown the procedure into the following steps:\n",
"1. Get records associated with multiple `brand` values\n",
"2. Generate lookup table with `product_id` values and their most frequent `brand` values (example below)\n",
"\n",
"| product_id | missing_brand_mode |\n",
"| ----------- | ------------------- |\n",
"| 1002701 | huawei |\n",
"| 1004976 | samsung |\n",
"3. Merge original DataFrame with lookup table, fill missing `brand` values, and delete lookup table\n",
"4. Check missing `brand` values"
]
},
{
"cell_type": "markdown",
"id": "f14c5eb2-1ea5-4e9f-8856-c114b249c4eb",
"metadata": {},
"source": [
"**Step 1**. Get records associated with multiple `brand` values"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "55432282-7af6-4d4b-b1da-9b711206a9d7",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>product_id</th>\n",
" <th>brand</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>270</th>\n",
" <td>100113382</td>\n",
" <td>&lt;NA&gt;</td>\n",
" </tr>\n",
" <tr>\n",
" <th>310</th>\n",
" <td>100113382</td>\n",
" <td>&lt;NA&gt;</td>\n",
" </tr>\n",
" <tr>\n",
" <th>378</th>\n",
" <td>100113382</td>\n",
" <td>&lt;NA&gt;</td>\n",
" </tr>\n",
" <tr>\n",
" <th>400</th>\n",
" <td>100113382</td>\n",
" <td>&lt;NA&gt;</td>\n",
" </tr>\n",
" <tr>\n",
" <th>487</th>\n",
" <td>100113382</td>\n",
" <td>&lt;NA&gt;</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" product_id brand\n",
"270 100113382 <NA>\n",
"310 100113382 <NA>\n",
"378 100113382 <NA>\n",
"400 100113382 <NA>\n",
"487 100113382 <NA>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"##### Из groupby product_id -> count получаем список product_id с ненулевым count\n",
"multi_brand_products_list=null_brand_products_count_ddf[(null_brand_products_count_ddf>0)].index.compute()\n",
"\n",
"####### Соответствие product_id и brand\n",
"multi_brand_products_ddf=ddf.loc[ddf['product_id'].isin(multi_brand_products_list), ['product_id', 'brand']]\n",
"\n",
"# preview DataFrame\n",
"multi_brand_products_ddf.head()"
]
},
{
"cell_type": "markdown",
"id": "25a27d0b-0cdb-4759-af00-157a511526d8",
"metadata": {},
"source": [
"**Step 2**. Generate lookup table with `product_id` values and their most frequent `brand` values\n",
"\n",
"**Note**: `.groupby().apply()` requires shuffling and scales very poorly with large number of groups. "
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "14174e0c-37d0-4da4-a328-634e24aa10d0",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 1785 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>product_id</th>\n",
" <th>missing_brand_mode</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1002701</td>\n",
" <td>huawei</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1004976</td>\n",
" <td>samsung</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1701442</td>\n",
" <td>hp</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2401795</td>\n",
" <td>elikor</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2501023</td>\n",
" <td>hotpoint-ariston</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" product_id missing_brand_mode\n",
"0 1002701 huawei\n",
"0 1004976 samsung\n",
"0 1701442 hp\n",
"0 2401795 elikor\n",
"0 2501023 hotpoint-ariston"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# create lookup table\n",
"###### Apply с шафлами, много partitions\n",
"multi_brand_products_lookup=multi_brand_products_ddf.groupby('product_id').apply(lambda g: g.mode(), meta={'product_id': 'int32', 'brand': 'object'})\n",
"multi_brand_products_lookup.columns=['product_id', 'missing_brand_mode']\n",
"\n",
"# preview lookup table\n",
"multi_brand_products_lookup.head()"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "1693eee7-7809-4780-94ac-03f794e4420b",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<IPython.core.display.Image object>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"multi_brand_products_lookup.visualize(rankdir='LR')"
]
},
{
"cell_type": "markdown",
"id": "d9c76365-faad-4a0c-944e-7a0167e48c91",
"metadata": {},
"source": [
"**Step 3**. Merge original DataFrame with lookup table and fill missing `brand` values\n",
"\n",
"Merging data requires special consideration. We will try this using various approaches and discuss the difference: \n",
"1. Join a Dask DataFrame with a cuDF DataFrame\n",
"2. Join a Dask DataFrame with another Dask DataFrame with multiple partitions\n",
"3. Join a Dask DataFrame with another Dask DataFrame on a single partition"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "b9c9c853-cd32-4d32-886b-740b791314a2",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 1774 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 1800 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 1785 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n",
"/opt/conda/envs/rapids/lib/python3.9/site-packages/cudf/core/groupby/groupby.py:1191: RuntimeWarning: GroupBy.apply() performance scales poorly with number of groups. Got 1867 groups. Some functions may perform better by passing engine='jit'\n",
" warnings.warn(\n"
]
}
],
"source": [
"# since we want to compare multiple approaches, we persist the data into distributed memory, where new tasks will start from\n",
"multi_brand_products_lookup=multi_brand_products_lookup.persist()\n",
"wait(multi_brand_products_lookup)\n",
"\n",
"# load small DataFrame in memory\n",
"multi_brand_products_lookup_in_memory=multi_brand_products_lookup.compute()\n",
"\n",
"# create a dictionary to compare options\n",
"merge_options={}"
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "97cce073-dbec-4c54-99c5-b686d6d466c1",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 0.4214729140003328 seconds\n"
]
}
],
"source": [
"# time\n",
"time=timeit(\n",
" lambda: wait(ddf.merge(multi_brand_products_lookup_in_memory, how='left', on='product_id').persist()), \n",
" number=1\n",
")\n",
"merge_options['merge_cudf_dataframe']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "1bfb2c9f-0c8d-4a24-b816-95f7e9c67447",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 13.290803616999256 seconds\n"
]
}
],
"source": [
"# time\n",
"time=timeit(\n",
" lambda: wait(ddf.merge(multi_brand_products_lookup, how='left', on='product_id').persist()), \n",
" number=1\n",
")\n",
"merge_options['merge_dask_dataframe_multi_partitions']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "ac822276-565f-472f-a5c6-9c670c3192d2",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Took 0.19204504699882818 seconds\n"
]
}
],
"source": [
"multi_brand_products_lookup=multi_brand_products_lookup.repartition(npartitions=1).persist()\n",
"wait(multi_brand_products_lookup)\n",
"\n",
"# time\n",
"time=timeit(\n",
" lambda: wait(ddf.merge(multi_brand_products_lookup, how='left', on='product_id').persist()), \n",
" number=1\n",
")\n",
"merge_options['merge_dask_dataframe']=time\n",
"print(f'Took {time} seconds')"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "83754959-9f2b-4b9c-b05f-38b076031916",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'Compute Time (s)')"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# show groupby_options dictionary\n",
"plt.bar(merge_options.keys(), merge_options.values())\n",
"plt.xticks(rotation=30, ha='right')\n",
"plt.ylabel('Compute Time (s)')"
]
},
{
"cell_type": "markdown",
"id": "0f2c9022-5e9a-4f61-a0f6-c2d69f7c8a1c",
"metadata": {},
"source": [
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"Joining a Dask DataFrame with a small cuDF DataFrame is fast as it can be done in parallel. Each partition in the Dask DataFrame can be joined against the single cuDF DataFrame without incurring overhead. When joining a left Dask DataFrame with a right Dask DataFrame, we can turn the right DataFrame into a single partition to get fast results if we can't or don't want to load the right DataFrame into memory using `.repartition()`. These two operations are programmatically equivalent which means there's no meaningful difference in performance between them. However, merging two Dask DataFrames is an expensive operation in a distributed computing context. <mark>If Dask doesn't know how the data is partitioned, it needs to move all of the data around by performing a shuffle so that rows with matching values in the joining column(s) end up in the same partition.</mark> This is an extremely memory-intensive process and often cause the workers to run out of memory or spill. This is a situation we want to avoid. "
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "e967b1a2-b8ca-4e82-bcf3-8a1e993dad54",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"DoneAndNotDoneFutures(done={<Future: finished, type: cudf.core.dataframe.DataFrame, key: ('drop_by_shallow_copy-a47a2dd9b043cb6c13ae9a64b7bdef7f', 2)>, <Future: finished, type: cudf.core.dataframe.DataFrame, key: ('drop_by_shallow_copy-a47a2dd9b043cb6c13ae9a64b7bdef7f', 0)>, <Future: finished, type: cudf.core.dataframe.DataFrame, key: ('drop_by_shallow_copy-a47a2dd9b043cb6c13ae9a64b7bdef7f', 1)>, <Future: finished, type: cudf.core.dataframe.DataFrame, key: ('drop_by_shallow_copy-a47a2dd9b043cb6c13ae9a64b7bdef7f', 3)>}, not_done=set())"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# merge with lookup table\n",
"ddf=ddf.merge(multi_brand_products_lookup_in_memory, how='left', on='product_id')\n",
"\n",
"# fill missing value with mode\n",
"ddf['brand']=ddf['brand'].fillna(ddf['missing_brand_mode'])\n",
"\n",
"# drop reference data\n",
"ddf=ddf.drop(columns='missing_brand_mode')\n",
"\n",
"# persist data into distributed memory\n",
"ddf=ddf.persist()\n",
"wait(ddf)"
]
},
{
"cell_type": "markdown",
"id": "61467445-fb37-4c91-a50c-8e660e48f168",
"metadata": {},
"source": [
"**Step 4**. Check missing `brand` values"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "75eb7972-63d7-4fc5-ad13-2c01cc158764",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"There are 0 products with at least one brand populated. \n"
]
}
],
"source": [
"# check if brand can be inferred\n",
"# get list of product_ids with missing brand values\n",
"null_brand_products=ddf.loc[ddf['brand'].isnull(), 'product_id'].unique()\n",
"null_brand_products_list=null_brand_products.compute()\n",
"\n",
"# check if imputation was effective\n",
"# get records associated with missing brand values\n",
"null_brand_products_ddf=ddf.loc[ddf['product_id'].isin(null_brand_products_list), ['product_id', 'brand']]\n",
"\n",
"# perform groupby aggregation\n",
"null_brand_products_count_ddf=null_brand_products_ddf.groupby('product_id')['brand'].agg('count')\n",
"\n",
"print(f\"There are {(null_brand_products_count_ddf>0).sum().compute()} products with at least one brand populated. \")"
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "25694553-c7c4-4c60-92c6-9fc3c1f56a4f",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"952"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# clean up\n",
"del multi_brand_products_list, multi_brand_products_ddf, multi_brand_products_lookup, multi_brand_products_lookup_in_memory\n",
"del null_brand_products, null_brand_products_list, null_brand_products_ddf, null_brand_products_count_ddf\n",
"gc.collect()"
]
},
{
"cell_type": "markdown",
"id": "c6e1cb27-0cb1-4512-8d39-86e393b5cd2c",
"metadata": {},
"source": [
"<p><img src='images/tip.png' width=720></p>\n",
"We could have done the same procedure on the entire dataset, but filtering down to only affected records first will significantly reduce the compute and memory needed. "
]
},
{
"cell_type": "markdown",
"id": "fe02f713-9189-4fa4-9733-a1397b47b524",
"metadata": {},
"source": [
"<a name='s1-e5'></a>\n",
"### Exercise #5 - Static Fill Null Values ###\n",
"We can use the `.fillna()`[[doc]](https://docs.rapids.ai/api/cudf/stable/api_docs/api/cudf.dataframe.fillna/) method to fill null values. \n",
"\n",
"**Instructions**: <br>\n",
"* Modify the `<FIXME>` only and execute the below cell to fill null values with the string literal value `UNKONWN`. "
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "e418a49e-7083-47b4-946a-8400cf06a56b",
"metadata": {},
"outputs": [],
"source": [
"# fill with static value\n",
"ddf[['category_code', 'brand']]=ddf[['category_code', 'brand']].fillna('UNKNOWN')"
]
},
{
"cell_type": "markdown",
"id": "fd145c2b-ad55-4b61-8425-3e0bd60ff161",
"metadata": {},
"source": [
"Sometimes it may be necessary to drop records (rows or columns) with missing value. This should be the last resort. "
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "7cd40a28-6a13-4a3e-9c32-17c19f0ba5b6",
"metadata": {},
"outputs": [],
"source": [
"# drop records with missing user_session value\n",
"ddf=ddf.dropna(subset=['user_session'])"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "4ab1fb49-65a0-405b-874b-8e8ba8c4e52c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"event_time 0\n",
"event_type 0\n",
"product_id 0\n",
"category_id 0\n",
"category_code 0\n",
"brand 0\n",
"price 0\n",
"user_id 0\n",
"user_session 0\n",
"dtype: int64"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# check data\n",
"ddf.isna().sum().compute()"
]
},
{
"cell_type": "markdown",
"id": "33c790df-14ac-4f59-8cf7-2a91913eae46",
"metadata": {},
"source": [
"<a name='s1-5'></a>\n",
"## Filter Relevant Data ##\n",
"The dataset contains a lot of noisy `view` records, which we can exclude. Furthermore, we will apply additional data cleaning procedures such as: \n",
"* Filter out `purchase` records that were not `cart`\n",
"* Filter out `cart` records that were also `purchase`"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "9724ddd0-e0c1-4fc4-9b65-8101e558b9a9",
"metadata": {},
"outputs": [],
"source": [
"# filter out view records\n",
"ddf=ddf[ddf['event_type']!='view']\n",
"\n",
"# create unique identifier for session_product\n",
"ddf['session_product']=ddf['user_session']+'_'+ddf['product_id'].astype(str)\n",
"\n",
"# get DataFrame for purchase records\n",
"ddf_purchase=ddf[ddf['event_type']=='purchase']\n",
"purchase_session_product=ddf_purchase['session_product'].compute()\n",
"\n",
"# get DataFrame for cart records\n",
"ddf_cart=ddf[ddf['event_type']=='cart']\n",
"cart_session_product=ddf_cart['session_product'].compute()\n",
"\n",
"# filter out purchase records that were not cart \n",
"ddf_purchase=ddf_purchase[ddf_purchase['session_product'].isin(cart_session_product)]\n",
"\n",
"# filter out cart records that were purchase\n",
"ddf_cart=ddf_cart[~ddf_cart['session_product'].isin(purchase_session_product)]\n",
"\n",
"# set target\n",
"ddf_cart['target']=0\n",
"ddf_purchase['target']=1\n",
"\n",
"# concatenate DataFrames\n",
"ddf=dask_cudf.concat([ddf_purchase, ddf_cart])\n",
"\n",
"# shuffle on event_time to make even\n",
"ddf=ddf.shuffle('event_time', npartitions=4)\n",
"ddf=ddf.persist()"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "8109a475-1257-4c8c-9092-c6b34038421c",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"1057"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# clean up\n",
"del purchase_session_product\n",
"del cart_session_product\n",
"del ddf_cart\n",
"del ddf_purchase\n",
"gc.collect()"
]
},
{
"cell_type": "markdown",
"id": "802ff7bf-6d54-4647-87e6-783bbe7254ca",
"metadata": {},
"source": [
"cuDF supports powerful `string`[[doc]](https://docs.rapids.ai/api/cudf/stable/api_docs/string_handling.html#) and `datetime` methods to handle common use cases. "
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "56a63fef-a7e1-4f22-a994-3bf4db843e6f",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
"# split category_code into separate columns\n",
"ddf[['cat_0', 'cat_1', 'cat_2', 'cat_3']]=ddf['category_code'].str.split('.', n=3, expand=True).fillna('NA')\n",
"\n",
"# extract data time values\n",
"ddf['date']=ddf['event_time'].dt.floor('D')\n",
"ddf['ts_hour']=ddf['event_time'].dt.hour\n",
"ddf['ts_minute']=ddf['event_time'].dt.minute\n",
"ddf['ts_weekday']=ddf['event_time'].dt.weekday\n",
"ddf['ts_day']=ddf['event_time'].dt.day\n",
"ddf['ts_month']=ddf['event_time'].dt.month\n",
"ddf['ts_year']=ddf['event_time'].dt.year"
]
},
{
"cell_type": "markdown",
"id": "e7324653-aa79-45d1-b66f-a974b145108a",
"metadata": {},
"source": [
"<a name='s1-6'></a>\n",
"## Save to Parquet Format ##\n",
"After processing the data, we persist it for later use. [Apache Parquet](https://parquet.apache.org/) is a columnar binary format and has become the de-facto standard for the storage of large volumes of tabular data. Converting to Parquet file format is important and CSV files should generally be avoided in data products. In fact, many developers will start their analysis by first converting CSV files to the Parquet file format. There are many reasons to be Parquet format for analytics: \n",
"* The columnar nature of Parquet files allows for column pruning, which often yields big query performance gains. \n",
"* It uses metadata to store the schema and supports more advanced data types such as categorical, datetimes, and more. This means that importing data would not require schema inference or manual schema specification. \n",
"* It captures metadata related to row-group level statistics for each column. This enables predicate pushdown filtering, which is a form of query pushdown that allows computations to happen at the “database layer” instead of the “execution engine layer”. In this case, the database layer is Parquet files in a filesystem, and the execution engine is Dask. \n",
"* It supports flexible compression options, making it more compact to store and more portable than a database. \n",
"\n",
"We will use `.to_parquet(path)`[[doc]](https://docs.dask.org/en/stable/generated/dask.dataframe.to_parquet.html#dask-dataframe-to-parquet) to write to Parquet files. By default, files will be created in the specified output directory using the convention `part.0.parquet`, `part.1.parquet`, `part.2.parquet`, ... and so on for each partition in the DataFrame. This can be changed using the `name_function` parameter. Ouputting multiple files lets Dask write to multiple files in parallel, which is faster than writing to a single file. \n",
"\n",
"<p><img src='images/parquet.png' width=240></p>\n",
"\n",
"<p><img src='images/tip.png' width=720></p>\n",
"\n",
"When working with large datasets, decoding and encoding is often an expensive task. This challenge tends to compound as the data size grows. A common pattern in data science is to subset the dataset by columns, row slices, or both. Moving these filtering operations to the read phase of the workflow can: 1) reduce I/O time, and 2) reduce the amount of memory required, which is important for GPUs where memory can be a limiting factor. Parquet file format enables filtered reading through **column pruning** and **statistic-based predicate filtering** to skip portions of the data that are irrelevant to the problem. Below are some tips for writing Parquet files: \n",
"* When writing data, sorting the data by the columns that expect the most filters to be applied or columns with the highest cardinality can lead to meaningful performance benefits. The metadata calculated for each row group will enable predicate pushdown filters to the fullest extent. \n",
"* Writing Parquet format, which requires reprocessing entire data sets, can be expensive. The format works remarkably well for read-intensive applications and low latency data storage and retrieval. \n",
"* Partitions in Dask DataFrame can write out files in parallel, so multiple Parquet files are written simultaneously. "
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "31f07cf2-ae35-4f65-b1bf-831c18e4750d",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [],
"source": [
"# clean up output directory\n",
"!rm -rf clean_parquet/*\n",
"\n",
"# write to parquet\n",
"ddf.to_parquet('clean_parquet', index=False, overwrite=True)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "4474b18a-e5b3-40a5-9bdb-a62f9f780f88",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"total 231M\n",
"drwxr-xr-x 2 root root 4.0K Feb 3 20:20 .\n",
"drwxr-xr-x 1 root root 4.0K Feb 3 20:20 ..\n",
"-rw-r--r-- 1 root root 58M Feb 3 20:20 part.0.parquet\n",
"-rw-r--r-- 1 root root 58M Feb 3 20:20 part.1.parquet\n",
"-rw-r--r-- 1 root root 58M Feb 3 20:20 part.2.parquet\n",
"-rw-r--r-- 1 root root 58M Feb 3 20:20 part.3.parquet\n"
]
}
],
"source": [
"# show output directory\n",
"!ls -alh clean_parquet"
]
},
{
"cell_type": "markdown",
"id": "8a1b1f3f-636f-4a04-afba-c3d8955d106e",
"metadata": {},
"source": [
"The original data in CSV is uncompressed and requires more disk space. We were able to require the disk space requirement greatly by using Parquet file format. "
]
},
{
"cell_type": "markdown",
"id": "377bd44e-7eb5-4ba0-a2b1-18279cfd57b5",
"metadata": {
"tags": []
},
"source": [
"<a name='s1-6.1'></a>\n",
"### Dask-cuDF to cuDF DataFrame Conversion ###\n",
"In general, its recommended to avoid calling `.compute()` on large DataFrames, and restrict to only using it when the post-processed result needs to be inspected. Running the `.head()` or `.compute()` method on a `dask_cudf.DataFrame` will return a `cudf.DataFrame`, which means the data needs to fit comfortably on a single GPU. Furthermore, converting a Dask-cuDF DataFrame to a cudf DataFrame will result in losing out on all the benefits of Dask. Instead of `.compute()`, users can call the `.persist()` method to persist data into distributed memory. \n",
"\n",
"For data that fits into memory, cuDF can often be faster to use than Dask DataFrame. Even for large datasets, there may be a point in the process where it is reduced to more manageable level. We can consider switching to cuDF at this point. "
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "cfa7c7ee-5579-4569-9128-d7e902c35105",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>event_time</th>\n",
" <th>event_type</th>\n",
" <th>product_id</th>\n",
" <th>category_id</th>\n",
" <th>category_code</th>\n",
" <th>brand</th>\n",
" <th>price</th>\n",
" <th>user_id</th>\n",
" <th>user_session</th>\n",
" <th>session_product</th>\n",
" <th>...</th>\n",
" <th>cat_1</th>\n",
" <th>cat_2</th>\n",
" <th>cat_3</th>\n",
" <th>date</th>\n",
" <th>ts_hour</th>\n",
" <th>ts_minute</th>\n",
" <th>ts_weekday</th>\n",
" <th>ts_day</th>\n",
" <th>ts_month</th>\n",
" <th>ts_year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>973354</th>\n",
" <td>2020-03-01 13:47:16</td>\n",
" <td>purchase</td>\n",
" <td>1004903</td>\n",
" <td>2232732093077520756</td>\n",
" <td>construction.tools.light</td>\n",
" <td>huawei</td>\n",
" <td>115.050003</td>\n",
" <td>538998470</td>\n",
" <td>c06bf446-23a0-4fe2-ad8a-5677c5672cb0</td>\n",
" <td>c06bf446-23a0-4fe2-ad8a-5677c5672cb0_1004903</td>\n",
" <td>...</td>\n",
" <td>tools</td>\n",
" <td>light</td>\n",
" <td>NA</td>\n",
" <td>2020-03-01</td>\n",
" <td>13</td>\n",
" <td>47</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>2020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>163157</th>\n",
" <td>2020-03-01 04:52:46</td>\n",
" <td>purchase</td>\n",
" <td>1004768</td>\n",
" <td>2232732093077520756</td>\n",
" <td>construction.tools.light</td>\n",
" <td>samsung</td>\n",
" <td>228.459991</td>\n",
" <td>562147558</td>\n",
" <td>a41ccdc6-f2b3-44a4-bb31-076d2e330f39</td>\n",
" <td>a41ccdc6-f2b3-44a4-bb31-076d2e330f39_1004768</td>\n",
" <td>...</td>\n",
" <td>tools</td>\n",
" <td>light</td>\n",
" <td>NA</td>\n",
" <td>2020-03-01</td>\n",
" <td>4</td>\n",
" <td>52</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>2020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>973358</th>\n",
" <td>2020-03-01 13:47:16</td>\n",
" <td>purchase</td>\n",
" <td>1004856</td>\n",
" <td>2232732093077520756</td>\n",
" <td>construction.tools.light</td>\n",
" <td>samsung</td>\n",
" <td>130.000000</td>\n",
" <td>617485966</td>\n",
" <td>3a96f965-429f-4137-88df-fa7c8ac427ef</td>\n",
" <td>3a96f965-429f-4137-88df-fa7c8ac427ef_1004856</td>\n",
" <td>...</td>\n",
" <td>tools</td>\n",
" <td>light</td>\n",
" <td>NA</td>\n",
" <td>2020-03-01</td>\n",
" <td>13</td>\n",
" <td>47</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>2020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>163717</th>\n",
" <td>2020-03-01 04:55:26</td>\n",
" <td>purchase</td>\n",
" <td>15700285</td>\n",
" <td>2232732094134485388</td>\n",
" <td>UNKNOWN</td>\n",
" <td>UNKNOWN</td>\n",
" <td>154.190002</td>\n",
" <td>514686549</td>\n",
" <td>3c842e53-1e47-4941-83e0-2a27a8fdeaf1</td>\n",
" <td>3c842e53-1e47-4941-83e0-2a27a8fdeaf1_15700285</td>\n",
" <td>...</td>\n",
" <td>NA</td>\n",
" <td>NA</td>\n",
" <td>NA</td>\n",
" <td>2020-03-01</td>\n",
" <td>4</td>\n",
" <td>55</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>2020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>973589</th>\n",
" <td>2020-03-01 13:39:18</td>\n",
" <td>purchase</td>\n",
" <td>1005172</td>\n",
" <td>2232732093077520756</td>\n",
" <td>construction.tools.light</td>\n",
" <td>tp-link</td>\n",
" <td>136.170013</td>\n",
" <td>571299842</td>\n",
" <td>0c63b11b-817a-4c44-94d3-de7f93905138</td>\n",
" <td>0c63b11b-817a-4c44-94d3-de7f93905138_1005172</td>\n",
" <td>...</td>\n",
" <td>tools</td>\n",
" <td>light</td>\n",
" <td>NA</td>\n",
" <td>2020-03-01</td>\n",
" <td>13</td>\n",
" <td>39</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>2020</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 22 columns</p>\n",
"</div>"
],
"text/plain": [
" event_time event_type product_id category_id \\\n",
"973354 2020-03-01 13:47:16 purchase 1004903 2232732093077520756 \n",
"163157 2020-03-01 04:52:46 purchase 1004768 2232732093077520756 \n",
"973358 2020-03-01 13:47:16 purchase 1004856 2232732093077520756 \n",
"163717 2020-03-01 04:55:26 purchase 15700285 2232732094134485388 \n",
"973589 2020-03-01 13:39:18 purchase 1005172 2232732093077520756 \n",
"\n",
" category_code brand price user_id \\\n",
"973354 construction.tools.light huawei 115.050003 538998470 \n",
"163157 construction.tools.light samsung 228.459991 562147558 \n",
"973358 construction.tools.light samsung 130.000000 617485966 \n",
"163717 UNKNOWN UNKNOWN 154.190002 514686549 \n",
"973589 construction.tools.light tp-link 136.170013 571299842 \n",
"\n",
" user_session \\\n",
"973354 c06bf446-23a0-4fe2-ad8a-5677c5672cb0 \n",
"163157 a41ccdc6-f2b3-44a4-bb31-076d2e330f39 \n",
"973358 3a96f965-429f-4137-88df-fa7c8ac427ef \n",
"163717 3c842e53-1e47-4941-83e0-2a27a8fdeaf1 \n",
"973589 0c63b11b-817a-4c44-94d3-de7f93905138 \n",
"\n",
" session_product ... cat_1 cat_2 \\\n",
"973354 c06bf446-23a0-4fe2-ad8a-5677c5672cb0_1004903 ... tools light \n",
"163157 a41ccdc6-f2b3-44a4-bb31-076d2e330f39_1004768 ... tools light \n",
"973358 3a96f965-429f-4137-88df-fa7c8ac427ef_1004856 ... tools light \n",
"163717 3c842e53-1e47-4941-83e0-2a27a8fdeaf1_15700285 ... NA NA \n",
"973589 0c63b11b-817a-4c44-94d3-de7f93905138_1005172 ... tools light \n",
"\n",
" cat_3 date ts_hour ts_minute ts_weekday ts_day ts_month \\\n",
"973354 NA 2020-03-01 13 47 6 1 3 \n",
"163157 NA 2020-03-01 4 52 6 1 3 \n",
"973358 NA 2020-03-01 13 47 6 1 3 \n",
"163717 NA 2020-03-01 4 55 6 1 3 \n",
"973589 NA 2020-03-01 13 39 6 1 3 \n",
"\n",
" ts_year \n",
"973354 2020 \n",
"163157 2020 \n",
"973358 2020 \n",
"163717 2020 \n",
"973589 2020 \n",
"\n",
"[5 rows x 22 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# convert Dask-cuDF DataFrame to cudf DataFrame\n",
"gdf=ddf.compute()\n",
"\n",
"# preview DataFrame\n",
"display(gdf.head())\n",
"\n",
"# clean up\n",
"del gdf"
]
},
{
"cell_type": "code",
"execution_count": 63,
"id": "1a265b66-3afe-4f66-8f28-3494b983f61f",
"metadata": {
"scrolled": true,
"tags": []
},
"outputs": [
{
"data": {
"text/plain": [
"{'status': 'ok', 'restart': False}"
]
},
"execution_count": 63,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# clean GPU memory\n",
"import IPython\n",
"app = IPython.Application.instance()\n",
"app.kernel.do_shutdown(restart=False)"
]
},
{
"cell_type": "markdown",
"id": "55f0eb09-bbed-42fb-9b1e-168a07a4eaf9",
"metadata": {},
"source": [
"<a name='s1-7'></a>\n",
"## Summary ##\n",
"Understanding the data and the desired result can help set up computations efficiently to optimize performance. \n",
"* Dask enables processing large datasets by using partition and memory spill mechanisms\n",
"* Getting an optimal partition size can have an importance impact on performance\n",
"* Groupby operations that do not require shuffling and result in a reduction is efficient\n",
"* Merging DataFrame in a single partition or in memory is efficient\n",
"* When choosing data format, it can be beneficial choose one that is conducisve to analytics"
]
},
{
"cell_type": "markdown",
"id": "20c7c507-83dc-432f-96f1-46faecf936b9",
"metadata": {},
"source": [
"**Well Done!** Let's move to the [next notebook](1_02_EDA.ipynb). "
]
},
{
"cell_type": "markdown",
"id": "9d317a96-6896-4227-ae6d-96c969767df3",
"metadata": {},
"source": [
"<a href=\"https://www.nvidia.com/dli\"> <img src=\"images/DLI_Header.png\" alt=\"Header\" style=\"width: 400px;\"/> </a>"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3 (ipykernel)",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.16"
}
},
"nbformat": 4,
"nbformat_minor": 5
}