diff --git a/conda/environment-ep-main.yml b/conda/environment-ep-main.yml index ff8889a..7918512 100644 --- a/conda/environment-ep-main.yml +++ b/conda/environment-ep-main.yml @@ -10,7 +10,7 @@ dependencies: - cartopy - scipy - numba # Helps ensure a recent version is installed - - numpy<2 + - numpy - pip # -- holoviz -- - jupyter_bokeh @@ -18,7 +18,7 @@ dependencies: - holoviews - hvplot # -- echopype -- - # echopype main branch contains latest changes (not in the stable release) + # echopype and echoregions main branch contains latest changes (not in the stable release) - pip: - - git+https://github.com/OSOceanAcoustics/echopype.git - - echoregions \ No newline at end of file + - git+https://github.com/OSOceanAcoustics/echopype.git@main + - git+https://github.com/OSOceanAcoustics/echoregions.git@main \ No newline at end of file diff --git a/notebooks/example_data/single_transect_data_organization/transect_53_year_2019_regions.evr 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"```{admonition} This notebook accompanies the following paper:\n", + ":class: tip\n", + "**An open-source transect-based workflow for organizing fisheries acoustics data for machine learning applications**\\\n", + "Authors: C. Tuguinay, W. J. Lee, V. Staneva, E. M. Phillips, J. Clemons, A. Billings, and D. Chu\\\n", + "Manuscript in preparation to be submitted to Limnology and Oceanography Methods\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Introduction\n", + "\n", + "### Description\n", + "\n", + "This notebook uses a single transect of the EK60 echosounder data collected during the [2019 Joint U.S.-Canada Integrated Ecosystem and Pacific Hake Acoustic Trawl Survey (aka the \"Hake survey\")](https://www.fisheries.noaa.gov/west-coast/science-data/joint-us-canada-integrated-ecosystem-and-pacific-hake-acoustic-trawl-survey) to illustrate a processing pipeline for creating interoperable machine learning datasets for echogram classification tasks. The workflow includes steps to perform data conversion, calibration, regridding, and masking, using functions from [`Echopype`](https://echopype.readthedocs.io), [`Echoregions`](https://echoregions.readthedocs.io), and core scientific Python software packages, particularly `Xarray` and `Dask`. This workflow utilizes hake annotations which were manually produced from the NOAA Fisheries Northwest Fisheries Science Center (NWFSC) [Fisheries Engineering and Acoustic Technologies Team (FEAT)](https://www.fisheries.noaa.gov/west-coast/sustainable-fisheries/fisheries-engineering-and-acoustic-technologies-team).\n", + "\n", + "### Outline\n", + "\n", + "- [Workflow stage 1: Transect data organization](##Workflow-stage-1:-Transect-data-organization)\n", + "- [Workflow stage 2: Clean fish mask creation](##Workflow-stage-2:-Clean-fish-mask-creation)\n", + "- [Workflow extensions](##Workflow-extensions)\n", + "\n", + "### Running the notebook\n", + "\n", + "This notebook can be run with a conda environment created using the [conda environment file](../conda/environment-ep-main.yml). The notebook creates a directory, if not already present: `./exports/single_transect_data_organization`. All Zarr files will be exported there.\n", + "\n", + "### Note\n", + "We encourage importing Echopype as `ep` for consistency." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Import packages\n", + "\n", + "from pathlib import Path\n", + "import re\n", + "from datetime import datetime\n", + "\n", + "import xarray as xr\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import matplotlib.dates as mdates\n", + "import fsspec\n", + "import pandas as pd\n", + "from dask.distributed import Client\n", + "\n", + "import echopype as ep\n", + "import echoregions as er\n", + "\n", + "import warnings\n", + "warnings.filterwarnings(\"ignore\", category=UserWarning)\n", + "from zarr.errors import ZarrUserWarning, UnstableSpecificationWarning\n", + "# Silence Zarr v3 warnings\n", + "warnings.filterwarnings(\"ignore\", category=ZarrUserWarning)\n", + "warnings.filterwarnings(\"ignore\", category=UnstableSpecificationWarning)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Setup Dask and file directories" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As most personal devices have at least 4 CPU cores and 8 GB of RAM, we demonstrate running the workflow using a local-cluster containing 2 low-resource Dask workers:\n", + "- Each worker is a separate process with 2 threads (CPU cores) for concurrent execution of tasks\n", + "- Each worker is limited to 4 GB of RAM, for a total cluster memory of 8 GB" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "client = Client(n_workers=2, threads_per_worker=2, memory_limit=\"4GB\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Create directories\n", + "base_path = Path(\"./exports/single_transect_data_organization\")\n", + "base_path.mkdir(exist_ok=True, parents=True)\n", + "echodata_zarr_path = base_path / \"echodata_zarr\"\n", + "echodata_zarr_path.mkdir(exist_ok=True)\n", + "combined_zarr_path = base_path / \"combined_zarr\"\n", + "combined_zarr_path.mkdir(exist_ok=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Workflow stage 1: Transect data organization" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Parse the `.evr` file using Echoregions' `read_evr` function. The parsing is based off of the `.evr` data description shown on Echoview's website: [Region Attributes](https://support.echoview.com/WebHelp/Reference/File_Formats/Export_File_Formats/2D_Region_definition_file_format.htm)." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " region_id region_name region_class\n", + "0 1 ST53 Log\n", + "1 2 BT53 Log\n", + "2 3 RT53 Log\n", + "3 4 ET53 Log\n", + "4 5 H47U-Region 43 Hake\n", + "5 6 H47U-Region 44 Hake\n", + "6 7 H46U-Region 45 Hake\n", + "7 8 H51U-Region 46 Hake" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Read region object\n", + "regions_object = er.read_evr(\"example_data/single_transect_data_organization/transect_53_year_2019_regions.evr\")\n", + "regions_object.data[[\"region_id\", \"region_name\", \"region_class\"]]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ST stands for Start Transect, ET for End Transect, BT for Break Transect, and RT for Resume Transect. Any data collected between the intervals ST–ET, RT–ET, ST–BT, or RT–BT is considered within-transect (WT), while all other data is outside-transect (OT). Our goal is to capture the times associated with ST and ET events to subset the backscatter data, ensuring we include all data collected within the transect boundaries. Throughout this notebook, we will refer to hake as fish to emphasize that this workflow is not specific to the Hake Survey." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Start time: 2019-07-23 19:17:52.423500\n", + "End time: 2019-07-24 02:26:06.458000\n" + ] + } + ], + "source": [ + "# Find time range\n", + "start_time = regions_object.select_region(region_id=1)[\"time\"][0].min()\n", + "end_time = regions_object.select_region(region_id=4)[\"time\"][3].max()\n", + "start_time = pd.to_datetime(start_time).to_pydatetime()\n", + "end_time = pd.to_datetime(end_time).to_pydatetime()\n", + "print(\"Start time:\", str(start_time))\n", + "print(\"End time:\", str(end_time))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This code sets up access to an S3 bucket containing raw EK60 acoustic files, extracts timestamps from the filenames, and selects all files within the ST-ET time window. It also includes the first file immediately before the start time and the first file immediately after the end time to ensure full coverage of the transect range." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 40 target raw files available\n" + ] + } + ], + "source": [ + "# Setup the filesystem that points to the .raw directory\n", + "fs = fsspec.filesystem(\"s3\", anon=True)\n", + "bucket = \"noaa-wcsd-pds\"\n", + "rawdirpath = \"data/raw/Bell_M._Shimada/SH1906/EK60\"\n", + "\n", + "# Regex and helper function for filenames such as SH-19-06-D20190617-T123400.raw\n", + "pattern = re.compile(r\"D(\\d{8})-T(\\d{6})\")\n", + "def extract_datetime_from_path(path):\n", + " \"\"\"\n", + " Extract datetime from EK60 filename, e.g.:\n", + " SH-19-06-D20190617-T121905.raw\n", + " \"\"\"\n", + " match = pattern.search(path)\n", + " if not match:\n", + " return None\n", + " date_str, time_str = match.groups()\n", + " return datetime.strptime(date_str + time_str, \"%Y%m%d%H%M%S\")\n", + "\n", + "# Filter files within the time window\n", + "s3rawfiles = fs.glob(f\"{bucket}/{rawdirpath}/*.raw\")\n", + "select_files = []\n", + "for s3path in s3rawfiles:\n", + " ts = extract_datetime_from_path(s3path)\n", + " if ts is not None and start_time <= ts <= end_time:\n", + " select_files.append(s3path)\n", + "\n", + "# Sort all files with timestamps and find first file before\n", + "# ST time and first file after ET time and place in select_files\n", + "all_files_with_time = []\n", + "for s3path in s3rawfiles:\n", + " ts = extract_datetime_from_path(s3path)\n", + " if ts is not None:\n", + " all_files_with_time.append((ts, s3path))\n", + "all_files_with_time.sort(key=lambda x: x[0])\n", + "all_times = [t for t, _ in all_files_with_time]\n", + "all_paths = [p for _, p in all_files_with_time]\n", + "selected_times = [extract_datetime_from_path(f) for f in select_files]\n", + "selected_times_sorted = sorted(selected_times)\n", + "first_time = selected_times_sorted[0]\n", + "last_time = selected_times_sorted[-1]\n", + "first_idx = all_times.index(first_time)\n", + "last_idx = all_times.index(last_time)\n", + "file_before = all_paths[first_idx - 1] if first_idx > 0 else None\n", + "file_after = all_paths[last_idx + 1] if last_idx < len(all_paths) - 1 else None\n", + "select_files.insert(0, file_before)\n", + "select_files.append(file_after)\n", + "\n", + "print(f\"There are {len(select_files)} target raw files available\")" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T190606.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T192100.raw: 26.24 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T193442.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T194623.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T195757.raw: 26.25 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T200848.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T202323.raw: 26.28 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T203819.raw: 26.29 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T205342.raw: 26.23 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T211035.raw: 26.28 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T212629.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T213838.raw: 26.28 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T215119.raw: 26.28 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T220358.raw: 26.26 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T221605.raw: 26.29 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T222617.raw: 26.29 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T223630.raw: 26.29 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T224636.raw: 26.29 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T225639.raw: 26.23 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T230722.raw: 26.22 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T231730.raw: 26.24 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T232844.raw: 26.22 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T234123.raw: 26.29 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190723-T235647.raw: 26.28 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T001142.raw: 26.29 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T002416.raw: 26.22 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T003414.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T004310.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T005203.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T010112.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T011022.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T011921.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T012812.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T013701.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T014549.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T015438.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T020326.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T021216.raw: 26.27 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T022105.raw: 26.26 MB\n", + "noaa-wcsd-pds/data/raw/Bell_M._Shimada/SH1906/EK60/SH-19-06-D20190724-T022953.raw: 26.25 MB\n", + "Total size of selected files: 1050.66 MB\n" + ] + } + ], + "source": [ + "# Check sizes for selected files\n", + "file_sizes = []\n", + "for f in select_files:\n", + " if f is not None:\n", + " size_bytes = fs.size(f)\n", + " file_sizes.append((f, size_bytes))\n", + "\n", + "# Print results\n", + "for f, size in file_sizes:\n", + " print(f\"{f}: {size / 1e6:.2f} MB\") # size in MB\n", + "\n", + "# Optional: total size of all selected files\n", + "total_size = sum(size for _, size in file_sizes)\n", + "print(f\"Total size of selected files: {total_size / 1e6:.2f} MB\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convert EK60 `.raw` files to EchoData objects" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The following data processing steps follow the typical Echopype workflow, which converts and standardizes data before performing more computation. Below we first convert and save the `.raw` files generated by EK60 to Zarr stores on disk, and lazy-load them back for downstream processing. This allows the machine to perform computations that may require resources that are larger than the local system memory.\n", + "\n", + "More information on lazy loading can be found [here](https://en.wikipedia.org/wiki/Lazy_loading).\n", + "\n", + "The execution time of the following code largely depends on the connection to the S3 bucket:" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 12.1 s, sys: 1.77 s, total: 13.9 s\n", + "Wall time: 2min 51s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Save EchoData objects locally\n", + "def open_and_save(raw_file, sonar_model, use_swap, save_path, storage_options):\n", + " # Silence Zarr v3 warnings inside each future as filters are not inherited\n", + " # from the main process.\n", + " warnings.filterwarnings(\"ignore\", category=ZarrUserWarning)\n", + " warnings.filterwarnings(\"ignore\", category=UnstableSpecificationWarning)\n", + " try:\n", + " ed = ep.open_raw(\n", + " raw_file=f's3://{raw_file}',\n", + " sonar_model=sonar_model,\n", + " use_swap=use_swap,\n", + " storage_options=storage_options,\n", + " )\n", + " ed.to_zarr(\n", + " save_path,\n", + " overwrite=True,\n", + " compute=True,\n", + " compress=False,\n", + " )\n", + " except Exception as e:\n", + " print(\"Error with Exception: \", e)\n", + "\n", + "# Parse EK60 `.RAW` file and save to Zarr Store\n", + "open_and_save_futures = []\n", + "for raw_file_url in select_files:\n", + " open_and_save_future = client.submit(\n", + " open_and_save,\n", + " raw_file=raw_file_url,\n", + " sonar_model='EK60',\n", + " use_swap=True,\n", + " save_path=echodata_zarr_path,\n", + " storage_options={'anon': True}\n", + " )\n", + " open_and_save_futures.append(open_and_save_future)\n", + "open_and_save_futures = client.gather(open_and_save_futures)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1.39 s, sys: 94.5 ms, total: 1.49 s\n", + "Wall time: 7.56 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Open (lazy-load) Zarr stores containing EchoData Objects, and lazily combine them\n", + "ed_future_list = []\n", + "for converted_file in sorted(echodata_zarr_path.glob(\"*.zarr\")):\n", + " ed_future = client.submit( \n", + " ep.open_converted,\n", + " converted_raw_path=converted_file,\n", + " chunks={}\n", + " )\n", + " ed_future_list.append(ed_future)\n", + "ed_list = client.gather(ed_future_list)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Combine EchoData objects\n", + "\n", + "Under the hood of the `ep.combine_echodata` function, the Zarr stores of each EchoData object are loaded and appended lazily, meaning that no data loading or appending happens until the combined object is saved to disk via `to_zarr`." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/ctuguinay/miniforge3/envs/echopype-examples/lib/python3.12/site-packages/echopype/utils/io.py:79: SerializationWarning: saving variable None with floating point data as an integer dtype without any _FillValue to use for NaNs\n", + " ds.to_zarr(store=path.root, mode=mode, group=group, encoding=encoding, **kwargs)\n", + "/home/ctuguinay/miniforge3/envs/echopype-examples/lib/python3.12/site-packages/dask/array/chunk.py:288: RuntimeWarning: invalid value encountered in cast\n", + " return x.astype(astype_dtype, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 58.1 s, sys: 4.28 s, total: 1min 2s\n", + "Wall time: 1min 55s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Lazily combine echodata objects\n", + "ed_combined = ep.combine_echodata(ed_list)\n", + "\n", + "# Save the combined EchoData object to a new Zarr store\n", + "ed_combined.to_zarr(\n", + " combined_zarr_path / \"ed_combined.zarr\",\n", + " overwrite=True,\n", + " compute=True,\n", + " compress=False,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the comined Zarr store\n", + "ed_combined = ep.open_converted(\n", + " combined_zarr_path / \"ed_combined.zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Calibrate raw backscatter measurements in the combined EchoData object to Sv\n", + "\n", + "Compute Volume Backscattering Strength (Sv) from raw backscatter measurements stored in the converted EchoData object, and add depth and latitude/longitude to this dataset." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 11.8 s, sys: 1.25 s, total: 13 s\n", + "Wall time: 29.8 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Compute Sv\n", + "ds_Sv = ep.calibrate.compute_Sv(ed_combined)\n", + "\n", + "# Add Depth\n", + "ds_Sv = ep.consolidate.add_depth(ds_Sv, depth_offset=9.15)\n", + "\n", + "# Add Latitude and Longitude\n", + "ds_Sv = ep.consolidate.add_location(ds_Sv, ed_combined)\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "ds_Sv.to_zarr(\n", + " combined_zarr_path / \"ds_Sv.zarr\",\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr store\n", + "ds_Sv = xr.open_dataset(\n", + " combined_zarr_path / \"ds_Sv.zarr\",\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The user can optionally identify and remove noise from the Sv data using a myriad of functions from the `echopype.clean` subpackage. In particular, the `transient_noise.ipynb` notebook details how to identify and remove transient noise from the Sv data. The Hake Survey echo data contains very little noise so we do not demonstrate this functionality here." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Transect-based splitting" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "As previously shown, the regions object contains transect information. We can use this to create a transect mask for the calibrated backscatter data, where a value of `1` indicates WT data and a value of `0` indicates OT data." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "transect_mask = regions_object.transect_mask(\n", + " ds_Sv[\"Sv\"],\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can plot the transect mask for the calibrated backscatter dataset:\n", + "- WT is shown in yellow (1) \n", + "- OT is shown in purple (0)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "transect_mask.plot(yincrease=False, y=\"range_sample\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Find WT segment times:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 312 ms, sys: 21.5 ms, total: 334 ms\n", + "Wall time: 562 ms\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Find time indices where mask is 1\n", + "target_indices = np.where(\n", + " transect_mask.isel(range_sample=0).values == 1\n", + ")[0]\n", + "\n", + "# Split into two groups by finding the largest gap\n", + "gaps = np.diff(target_indices)\n", + "split_idx = np.argmax(gaps) # index where the gap is largest\n", + "\n", + "# Grab WT times\n", + "first_WT_times = transect_mask.isel(\n", + " ping_time=target_indices[:split_idx+1]\n", + ")[\"ping_time\"].drop_vars(\"channel\")\n", + "second_WT_times = transect_mask.isel(\n", + " ping_time=target_indices[split_idx+1:]\n", + ")[\"ping_time\"].drop_vars(\"channel\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Note that the data collection timestamps are in GMT, but the survey was conducted during PST." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'ping_time' (ping_time: 1867)> Size: 15kB\n",
+       "array(['2019-07-23T19:17:53.794107000', '2019-07-23T19:17:56.557264000',\n",
+       "       '2019-07-23T19:17:59.321423000', ..., '2019-07-23T20:31:08.904371000',\n",
+       "       '2019-07-23T20:31:11.665531000', '2019-07-23T20:31:14.424688000'],\n",
+       "      shape=(1867,), dtype='datetime64[ns]')\n",
+       "Coordinates:\n",
+       "  * ping_time  (ping_time) datetime64[ns] 15kB 2019-07-23T19:17:53.794107 ......
" + ], + "text/plain": [ + " Size: 15kB\n", + "array(['2019-07-23T19:17:53.794107000', '2019-07-23T19:17:56.557264000',\n", + " '2019-07-23T19:17:59.321423000', ..., '2019-07-23T20:31:08.904371000',\n", + " '2019-07-23T20:31:11.665531000', '2019-07-23T20:31:14.424688000'],\n", + " shape=(1867,), dtype='datetime64[ns]')\n", + "Coordinates:\n", + " * ping_time (ping_time) datetime64[ns] 15kB 2019-07-23T19:17:53.794107 ......" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "first_WT_times" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'ping_time' (ping_time: 4917)> Size: 39kB\n",
+       "array(['2019-07-24T00:04:38.494974000', '2019-07-24T00:04:41.259130000',\n",
+       "       '2019-07-24T00:04:44.022289000', ..., '2019-07-24T02:26:00.803324000',\n",
+       "       '2019-07-24T02:26:02.418417000', '2019-07-24T02:26:04.034510000'],\n",
+       "      shape=(4917,), dtype='datetime64[ns]')\n",
+       "Coordinates:\n",
+       "  * ping_time  (ping_time) datetime64[ns] 39kB 2019-07-24T00:04:38.494974 ......
" + ], + "text/plain": [ + " Size: 39kB\n", + "array(['2019-07-24T00:04:38.494974000', '2019-07-24T00:04:41.259130000',\n", + " '2019-07-24T00:04:44.022289000', ..., '2019-07-24T02:26:00.803324000',\n", + " '2019-07-24T02:26:02.418417000', '2019-07-24T02:26:04.034510000'],\n", + " shape=(4917,), dtype='datetime64[ns]')\n", + "Coordinates:\n", + " * ping_time (ping_time) datetime64[ns] 39kB 2019-07-24T00:04:38.494974 ......" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "second_WT_times" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 7.31 s, sys: 656 ms, total: 7.96 s\n", + "Wall time: 15.7 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Split WT segments\n", + "ds_first_WT_Sv = ds_Sv.sel(ping_time=first_WT_times.values)\n", + "ds_second_WT_Sv = ds_Sv.sel(ping_time=second_WT_times.values)\n", + "\n", + "# Save to Zarr stores and offload computation to disk\n", + "first_Sv_filename = \"ds_first_WT_Sv.zarr\"\n", + "second_Sv_filename = \"ds_second_WT_Sv.zarr\"\n", + "ds_first_WT_Sv.to_zarr(\n", + " combined_zarr_path / first_Sv_filename,\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "ds_second_WT_Sv.to_zarr(\n", + " combined_zarr_path / second_Sv_filename,\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr stores\n", + "ds_first_WT_Sv = xr.open_dataset(\n", + " combined_zarr_path / first_Sv_filename,\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")\n", + "ds_second_WT_Sv = xr.open_dataset(\n", + " combined_zarr_path / second_Sv_filename,\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Regrid Sv to MVBS\n", + "\n", + "For each WT segment, we create a uniform time-depth grid for each frequency by computing the mean volume backscattering strength (MVBS), which are time-depth binned averages of the (linear) volume backscattering coefficient." + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 1.05 s, sys: 142 ms, total: 1.2 s\n", + "Wall time: 10.8 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Compute MVBS\n", + "ds_first_WT_MVBS = ep.commongrid.compute_MVBS(\n", + " ds_first_WT_Sv,\n", + " range_var=\"depth\",\n", + " range_bin=\"1m\",\n", + " ping_time_bin=\"5s\",\n", + " range_var_max=\"760m\",\n", + ")\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "first_mvbs_filename = \"ds_first_WT_MVBS.zarr\"\n", + "ds_first_WT_MVBS.to_zarr(\n", + " combined_zarr_path / first_mvbs_filename,\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr store\n", + "ds_first_WT_MVBS = xr.open_dataset(\n", + " combined_zarr_path / first_mvbs_filename,\n", + " engine=\"zarr\",\n", + " chunks={},\n", + " consolidated=False,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "CPU times: user 2.38 s, sys: 306 ms, total: 2.68 s\n", + "Wall time: 28.2 s\n" + ] + } + ], + "source": [ + "%%time\n", + "\n", + "# Compute MVBS\n", + "ds_second_WT_MVBS = ep.commongrid.compute_MVBS(\n", + " ds_second_WT_Sv,\n", + " range_var=\"depth\",\n", + " range_bin=\"1m\",\n", + " ping_time_bin=\"5s\",\n", + " range_var_max=\"760m\",\n", + ")\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "second_mvbs_filename = \"ds_second_WT_MVBS.zarr\"\n", + "ds_second_WT_MVBS.to_zarr(\n", + " combined_zarr_path / second_mvbs_filename,\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr stores\n", + "ds_second_WT_MVBS = xr.open_dataset(\n", + " combined_zarr_path / second_mvbs_filename,\n", + " engine=\"zarr\",\n", + " chunks={},\n", + " consolidated=False,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Previously, we had added latitude and longitude data into the Sv data. When calling `ep.commongrid.compute_MVBS` on the Sv data, we also regrid the latitude and longitude data to match the new uniform time grid. We check below that the new latitude and longitude data share the same time coordinates (`ping_time`) as the uniform time-depth grid echo data:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 27MB\n",
+       "Dimensions:            (ping_time: 881, channel: 5, depth: 761)\n",
+       "Coordinates:\n",
+       "  * ping_time          (ping_time) datetime64[ns] 7kB 2019-07-23T19:17:50 ......\n",
+       "  * channel            (channel) <U37 740B 'GPT  18 kHz 009072058c8d 1-1 ES18...\n",
+       "  * depth              (depth) float64 6kB 0.0 1.0 2.0 3.0 ... 758.0 759.0 760.0\n",
+       "Data variables:\n",
+       "    latitude           (ping_time) float64 7kB dask.array<chunksize=(881,), meta=np.ndarray>\n",
+       "    longitude          (ping_time) float64 7kB dask.array<chunksize=(881,), meta=np.ndarray>\n",
+       "    frequency_nominal  (channel) float64 40B dask.array<chunksize=(5,), meta=np.ndarray>\n",
+       "    Sv                 (channel, ping_time, depth) float64 27MB dask.array<chunksize=(5, 881, 761), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    processing_software_name:     echopype\n",
+       "    processing_software_version:  0.11.1a3.dev115+g41911fc53\n",
+       "    processing_time:              2026-04-14T02:37:30+00:00\n",
+       "    processing_function:          commongrid.compute_MVBS\n",
+       "    processing_level:             Level 3A\n",
+       "    processing_level_url:         https://echopype.readthedocs.io/en/stable/p...
" + ], + "text/plain": [ + " Size: 27MB\n", + "Dimensions: (ping_time: 881, channel: 5, depth: 761)\n", + "Coordinates:\n", + " * ping_time (ping_time) datetime64[ns] 7kB 2019-07-23T19:17:50 ......\n", + " * channel (channel) \n", + " longitude (ping_time) float64 7kB dask.array\n", + " frequency_nominal (channel) float64 40B dask.array\n", + " Sv (channel, ping_time, depth) float64 27MB dask.array\n", + "Attributes:\n", + " processing_software_name: echopype\n", + " processing_software_version: 0.11.1a3.dev115+g41911fc53\n", + " processing_time: 2026-04-14T02:37:30+00:00\n", + " processing_function: commongrid.compute_MVBS\n", + " processing_level: Level 3A\n", + " processing_level_url: https://echopype.readthedocs.io/en/stable/p..." + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_first_WT_MVBS" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.Dataset> Size: 52MB\n",
+       "Dimensions:            (ping_time: 1698, channel: 5, depth: 761)\n",
+       "Coordinates:\n",
+       "  * ping_time          (ping_time) datetime64[ns] 14kB 2019-07-24T00:04:35 .....\n",
+       "  * channel            (channel) <U37 740B 'GPT  18 kHz 009072058c8d 1-1 ES18...\n",
+       "  * depth              (depth) float64 6kB 0.0 1.0 2.0 3.0 ... 758.0 759.0 760.0\n",
+       "Data variables:\n",
+       "    latitude           (ping_time) float64 14kB dask.array<chunksize=(1698,), meta=np.ndarray>\n",
+       "    longitude          (ping_time) float64 14kB dask.array<chunksize=(1698,), meta=np.ndarray>\n",
+       "    frequency_nominal  (channel) float64 40B dask.array<chunksize=(5,), meta=np.ndarray>\n",
+       "    Sv                 (channel, ping_time, depth) float64 52MB dask.array<chunksize=(5, 1698, 761), meta=np.ndarray>\n",
+       "Attributes:\n",
+       "    processing_software_name:     echopype\n",
+       "    processing_software_version:  0.11.1a3.dev115+g41911fc53\n",
+       "    processing_time:              2026-04-14T02:37:42+00:00\n",
+       "    processing_function:          commongrid.compute_MVBS\n",
+       "    processing_level:             Level 3A\n",
+       "    processing_level_url:         https://echopype.readthedocs.io/en/stable/p...
" + ], + "text/plain": [ + " Size: 52MB\n", + "Dimensions: (ping_time: 1698, channel: 5, depth: 761)\n", + "Coordinates:\n", + " * ping_time (ping_time) datetime64[ns] 14kB 2019-07-24T00:04:35 .....\n", + " * channel (channel) \n", + " longitude (ping_time) float64 14kB dask.array\n", + " frequency_nominal (channel) float64 40B dask.array\n", + " Sv (channel, ping_time, depth) float64 52MB dask.array\n", + "Attributes:\n", + " processing_software_name: echopype\n", + " processing_software_version: 0.11.1a3.dev115+g41911fc53\n", + " processing_time: 2026-04-14T02:37:42+00:00\n", + " processing_function: commongrid.compute_MVBS\n", + " processing_level: Level 3A\n", + " processing_level_url: https://echopype.readthedocs.io/en/stable/p..." + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ds_second_WT_MVBS" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can also check longitude extent and average latitude of the WT segments. We expect the latitudes to be close to equal across the transect segments as the transect is oriented east-west:" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "First WT segment longitude range: -125.280° to -124.979°\n", + "First WT segment mean latitude: 43.063°\n" + ] + } + ], + "source": [ + "first_WT_start_lon = float(ds_first_WT_MVBS[\"longitude\"].min().values)\n", + "first_WT_end_lon = float(ds_first_WT_MVBS[\"longitude\"].max().values)\n", + "print(\n", + " f\"First WT segment longitude range: {first_WT_start_lon:.3f}° to {first_WT_end_lon:.3f}°\"\n", + ")\n", + "first_WT_mean_lat = float(ds_first_WT_MVBS[\"latitude\"].mean().values)\n", + "print(\n", + " f\"First WT segment mean latitude: {first_WT_mean_lat:.3f}°\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Second WT segment longitude range: -124.980° to -124.483°.\n", + "Second WT segment mean latitude: 43.064°\n" + ] + } + ], + "source": [ + "second_WT_start_lon = float(ds_second_WT_MVBS[\"longitude\"].min().values)\n", + "second_WT_end_lon = float(ds_second_WT_MVBS[\"longitude\"].max().values)\n", + "print(\n", + " f\"Second WT segment longitude range: {second_WT_start_lon:.3f}° to {second_WT_end_lon:.3f}°.\"\n", + ")\n", + "second_WT_mean_lat = float(ds_second_WT_MVBS[\"latitude\"].mean().values)\n", + "print(\n", + " f\"Second WT segment mean latitude: {second_WT_mean_lat:.3f}°\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Workflow stage 2: Clean fish mask creation" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Parse the `.evl` file using Echoregions' `read_evl` function. The parsing is based on the `.evl` data description shown on Echoview's website: [Line Attributes](https://support.echoview.com/WebHelp/Using_Echoview/Exporting/Exporting_Data/Exporting_line_data.htm)." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "line_object = er.read_evl(\n", + " \"example_data/single_transect_data_organization/transect_53_year_2019_seafloor.evl\"\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apply 1m offset to include more seafloor when masking:" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "line_object.data[\"depth\"] = line_object.data[\"depth\"].apply(\n", + " lambda x: x - 1\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the first WT segment’s midwater fish region annotation (lime color for `region_id=5`) with the 38kHz MVBS data. The seafloor is beyond the echo range so there are no seafloor annotations." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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<xarray.DataArray 'channel' (channel: 5)> Size: 740B\n",
+       "array(['GPT  18 kHz 009072058c8d 1-1 ES18-11',\n",
+       "       'GPT  38 kHz 009072060fbe 2-1 ES38B',\n",
+       "       'GPT  70 kHz 00907205da30 3-1 ES70-7C',\n",
+       "       'GPT 120 kHz 00907205a6d0 4-1 ES120-7C',\n",
+       "       'GPT 200 kHz 00907205aec4 5-1 ES200-7C'], dtype='<U37')\n",
+       "Coordinates:\n",
+       "  * channel  (channel) <U37 740B 'GPT  18 kHz 009072058c8d 1-1 ES18-11' ... '...\n",
+       "Attributes:\n",
+       "    long_name:  Vendor channel ID
" + ], + "text/plain": [ + " Size: 740B\n", + "array(['GPT 18 kHz 009072058c8d 1-1 ES18-11',\n", + " 'GPT 38 kHz 009072060fbe 2-1 ES38B',\n", + " 'GPT 70 kHz 00907205da30 3-1 ES70-7C',\n", + " 'GPT 120 kHz 00907205a6d0 4-1 ES120-7C',\n", + " 'GPT 200 kHz 00907205aec4 5-1 ES200-7C'], dtype='" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "regions_object.plot(region_id=5, close_regions=True, color=\"lime\")\n", + "ds_first_WT_MVBS[\"Sv\"].sel(\n", + " channel=\"GPT 38 kHz 009072060fbe 2-1 ES38B\"\n", + ").plot(\n", + " yincrease=False,\n", + " y=\"depth\",\n", + " vmax=-50,\n", + " vmin=-70,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the second WT segment's near-seafloor fish region annotations (lime for `region_id=6`, cyan for `region_id=7`, and white for `region_id=8`) and seafloor annotation (red) with the 38kHz MVBS data:" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "regions_object.plot(\n", + " region_id=6,\n", + " close_regions=True,\n", + " color=\"lime\"\n", + ")\n", + "regions_object.plot(\n", + " region_id=7,\n", + " close_regions=True,\n", + " color=\"cyan\"\n", + ")\n", + "regions_object.plot(\n", + " region_id=8,\n", + " close_regions=True,\n", + " color=\"white\"\n", + ")\n", + "line_object.plot(color=\"red\")\n", + "ds_second_WT_MVBS[\"Sv\"].sel(\n", + " channel=\"GPT 38 kHz 009072060fbe 2-1 ES38B\"\n", + ").plot(\n", + " yincrease=False,\n", + " y=\"depth\",\n", + " vmax=-50,\n", + " vmin=-70,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Zoomed-in view of the fish and seafloor intersection:" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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Q9KhFvU+Ota85upHM/kRs6XnrUX7kP0YRkUSKdd82igylSX8y509mDqVnQkR5PJAJjd5PauvEdCoT3RNdm0549X0TCTm9M2TeNKchmWybTgR9YZi4jYgCjT/0oWdORJQ+xzIO0GKQ/PbIv4tIYOI1Jvpn0fMl39zjBTILJ+vriSBfM4o2pg+BCBy9f0SYibiazbjUv/Rj0r1RX6R0H7SY0CNK6X0mUkgkTh/XaF8idBT9+d73vpevzeyvZr5O8uGkvk1Enkyu5GJjwcKJwBlF2GgAoheyqanpuByPVmHk80CTpzlMn3wgTjT0VRyRibHSSBypCkar68n6YJDfxni5liin0XPPPYennnqKCYQOIhA6iSCCeCwD98kAOV+TfyApqUQOSLUk0kw+Q4mgayYFlyZR8m0aD6Qi0sT7la98hZUbc9qQY8Htt9/Oky21Ozn9TwaUd4tSpiRC30YKkvkvbU/0TaRt+vc6iOTSZEfEnSZ7yldFkxmRIFro6JMvbR/r/PS9ebLUsXXrVv4QIRzP0ZvIGk269CGimAiawOkcY52frk1fZI2n8JKyblYNJ9umE6GtrS3pNnp3qI/RvdOYRoEgRDySYTLvNJE1ep/pPmg8S7aISFTfTxV/LVpgUb8n/2HyDRzP704PpqAFjQ4KJCG/tsRFKL3j9G6SpSRZHzRD7xvkI23BwonCGUXYaGAmYkXyOa22j1W61s0Bic7VJKufaBAZmz59Og8QlL/oeOB4mkR1BYqcdskZd6zIrlMdRExpItYHbGojApmZiJDooImOttGKPlnUXTIQSSMT12c+8xk2Yx7rypyOR6rH3//+d04CO1mQ0nDHHXdg/fr1bBYikGpDZlf6t37PpIrRhEfbSdXVJzi6byKyNGEmgtQa3SxPTv/kLE6KmDkilM5PTtukTOtknkxYZF4mFTYxSldX1wiJOfzMIDWPiBq1C+XOSwY6NpkY6VwUWETPQ1dt6NnTs9FBKg6pxRSoZN5OyhqRKD2a+UjadCLQdf3kJz8xSCO1C5nqifBS+9P1kBpE5JVIw1iLoPFA90pkjawPRNbMz8aMt3oRRfdOY26yxZCeWHuidqVnSiAiroN+Q9H2dP9m0qYHdkzGIkOkb6zoZAsWjhfOKMJGoFQZ5INAgyal36AXl8yLlCiRiJY+YE8GJIXTBE1mMJoQaLVLfjIna5VF10uTCJloyDRBEyqZXGjwokmEiOmRgAb74zUokxmJfEtoMiSlx5w4l0xFZK6jSY7a8FQArdAprQMREjKPkBmJ2o/Stnz+8583fB5pNU+KJhEPIuqkNFGkJ5Ek8qkhknAkfj3ko0ZtQucnZY6yqx+NX5C+CCE1k0zz5hQwdJ3kYzUWKFqZzElUUYISAdOkQxGyRMLMCUZ1czWpp7QvERLy9aP3iBQjc6QmbSfzEJF1eqfIz4cIEZHfxHQTRP4oKo/87ihym65XT0icrGIFbafIbeo7Y/lo0rkp+S0lqqXjJqbEMZMrUuFITSHfLboXPXEuLehIwTP3abo+ul5630iVoT5MPk7UL6g9jqZNxwMRCGpv8v0ktYfanyIezdGf5MtIYxqROHrPKI0LkRvycyVyl8xH1vyciPBRpDORYPq3uWoFkZXJEBYiPHrUJl0fLWDI75RAbTsWCTSDlNhkqYv0a6C2o7GOTJq08KZFILkoUPJseh+JdOrjCY2NlACYUi7RIoAWRPRvMhvTPmYzOpFvihClseqjH/0ok2BSqakP0cInUakmC4p+neRDSOMtLZqp346lclqwcFygnoHYs2cPRxZRhBFFtpWWlqq33XabkQxzrMjDZNGWFPW1cuVK1ev1qjk5OeqHP/xhdcuWLbwfHcccJerz+Q67lm984xu872QSZtJ22j8xoouSi+bm5nJkGkVmUiQsRTGOd90nC21tbeqXvvQldd68eXz/dI0UjXXVVVep99xzz6iIrckm0DwRUaJ//etfOYKRItAokpAiHCnSjaIAE0FRe/R86J78fj9H7a1YsUK99957OVL4aBLnUjQbnZei2Chy9kgT5+r9KNmHItsm85ze//73871QZCHdz1hRr8899xx/T/vR/vS7xES1FAFLiUfpnaBnTu/YJz/5SbWzszPpMaurqzmylCIw6V2i5LabN29Ouq8erUrPbCzQsxsv8jARFDlK56Rz0zXQtdA1JcOf/vQndc6cOTx20BhC0afmSMYjbdPxokR/9KMfqd/61rc4CpTOR1Hhzz777GHHoP0/+MEPcsQxtTe1+6pVq5Immz6SCM3E8WYs6FHwyT7mcfBoruErX/mKERVM90PjG90ntQeNKZTImLZTVLk56pOi5Wmsof3ouc6fP1/9zne+ow4PDx92DQ8//DBHbNP7T8ek50H7JibTTYwSpWhS6ts33HCDunXr1km1lQULRwuJ/nN8qJ8FCxYsWLBgwYKFE4EzLnGuBQsWLFiwYMHC2w0WYbNgwYIFCxYsWDjFYRE2CxYsWLBgwYKFUxynDWGjCCzKC0Th75TJnCKCLFiwYMGCBQsWTgecFoSNUi9QDihKQkr5iCi8ndJdUH4hCxYsWLBgwYKFtztOiyhRyqm2aNEi/P73vze2UX4mKl1ilQmxYMGCBQsWLLzd8bZPnEs19ah4LyW8NIMSJuqFphNBiU7po4MSUlLCWar/dzyLGVuwYMGChdMPpHNQcmKqkmAuSXayQdVBaN4y12u2cPribU/YKCM9lRSh7PRm0L+T1eEjkOpmzhRuwYIFCxYsHA1hmkwliBOB2tpazJo1FR98dyp+f/eJr19t4a3H256w6UhUxmgFNJZaRgXTqdSLDqpxSKVl6OWj8kQWLFiwYMHCWKDyW1Ty6khKGR5vfOl/5uGcFW7cff8A7vrS/gnrO1t4++NtT9io3h/V20tU06geXqLqpoNqviUWbCcQWbMImwULFixYmAzeKheajRs34vFnh7HvzXJ8/1c9+OJdi/HI00NvybVYOHl420eJUsFySuPx/PPPj9pO/z5VCotbsGDBggULxwNkPfr8p8/DXbeno6jAjq9/NhMvvh6wUlmdAXjbK2wEMm++733vw5IlS7By5Ur88Y9/5JQeH/vYx47oOEr7QigB2wm7TgsWLFiw8PaHMhh/y879xBNPYM+BCB75ewH/Oy/Hjs/fkYHP33UJ1m4KWIFzpzFOC8J28803o7u7G9/+9rfR2tqKOXPm4KmnnkJZWdkRHeecbe/Ep+evxbNdc/jfM1LaMRR3YVFKPea6mvD04Dze/mDdQnyr8nEcDOfhHO8B3PzsHbz90NV/4r/XHLwU1+Vtxev90/H5/Od427NDVeiKpmCKuxMfTG3Hr3rLeftsdxMe7l6KqCrj4ow9WOxq5O0HotlY4e5GluzDz3unYHN/GdZVTxH3O28zvp+7A6+HgHPco+/hlZCE1W7V+A1hjr8FczxNmO7oxCyHD7c3rcKCFJGj7gb/Ply761b4nGG09qdienYXb69I6cKjry6Dp01C6vnteGXuA7z9tvqL8M/yV9AcH8TOSBbe4YkY594ciaAznoK1Q9OxoacMf552P2//Vde5yHf24b7apcjyDuP9RWt5+2pvPYpswgfkzZCCPkVEOl3hDeHivVfiorx98MoRFDp68YWn38PfLVt8EO2BFNS1ZOPyql145o2FvL36pv/DrfXn4ryM/fDLIbjlKG+f72zH/mgGSuz9fO8vBm240JN8sH1f/Xn89x9lr+LmQxfioqw9qAnlYk2naPfX5jyCn/ZMxdNts/Hi7Md5W68S4L8/6VrBz4Sf6Zpb8OaKP/L/rw+n4z/dS5DnHMDXc7ZhdzTG2xc43Zi/4d0Y7PPgzqUvY31vBX5e9gh/9+uus1EfyEKlvxV3bzwL71si2mvfYD6GYk5cmLMPn0w/iLAqjnXZ7ndjdd5BlLq68c+mZfjtjH/BBpGt55+9y/Gd3F14d+0F3J+nuDp5+8u9s/CH0ucxqEShAMi3pRzWHv8czMRD7Uvw5ZIn+d+7w0VwSDG8198j2mkwW7SbX/SZROyMBOGV45hqF8e+eyAXs1wt/P8l9iCyZTcCapTbyNyPzDgYFWae6Y7R16e/P/1xD+Z5GrArWIJPZG7hY93x7G383VcveBQ/2XUxzi87iM/kvojP1b2Ttz86/VnjOAoUyJqhYUAJYnvEgzL7IErtfgTVMDzS4a4TZlCfe33LLPzo4vtxKJKD2kAOb39v9lrk2Ia5z+2LDuOztTcgFBPD7dUFO3kscMhxXJG6HYudTuN45+y8Dt2DPrxrxmZs7BHv7+6dZZg5pxH79xRj77W/xcK1H8DKklr+7q68FzDDYYdLcoy6LurnByP56Ir68dXsfcb2r3XM4X7YoQT53aP2TWxb8zii9/EXAgW4MaUfNbEhPD8sfKU+ltbM90b3qLdjtzLM39G4pWNICSFFHhmoGmKifc2g93++M4LV296PP8+5B1UOO+au+QB/d/vsN1Do6MO7UnpH9YmaWKbRbzriQ/BKon2b4nFsCxcjxzaAb9VchSsKd/H2J1vm4LzcajywfxHOm1KNF9bPxR3nv8Df/f6li3DXRU/jqfY5mJ/ejOeaZolzT3sD53gP4oWh2bgoZQ+2hUSAwYp4Hd4KxGIxfOF/3smqWqp/RFz4zMcy8Id7+vHggw/ipptuekuuzcKJx2mRh+14OJCmpaWh90AFFm/+ENzaIBCJ2HHx1H3Y35+L83Kq8eAhQQ5m57Sjyt+CxxvnwGmPo3fYw9sDzX5Uzm3A/1Y8CEUFvt50Nf415SVj8tMnOhpMP/bwR/j/D97yBzwZcOPRnkX4Y/Ea3NG8nLf/rmg9vtFZhbuyNuKS7bdi48IHMf3VW/m786cehF2KI6zY8bWCZ1CuDX4V/70d5y/ZjfflrMH2YBkPMIS+uBtnuWX8rq8YmfZhvNRXyecibAxH0ad4EFHt6It7jWukieOaoh24IXUbXg9OwZYhMXn8omAz/90WCeHV4VnGOaocXmNgfnAoDSHVgb3BQv5u/2AevlbyOKKqDdMcUfylby5vf7lrBn5f8QAORtMxqLiZaBGIUL2z5mLMSW3Bt3J240/9Bbg85QB/9+WmK/CFwmcwze5A5aOfQNFUQUBW5tbhI5mvwyurCKkS/JprSa4tBbujAfy7dxlebJ2Jy4t2468bz+bvPr3iBdxdsxyFqQP4WtnjWOEavX55eNiPd/oGjX9/t2sWVvoOYn+4AHekN+FHPdNwS9pW/m5dqBCpchAXewSJ+vdQhmgXZwvmOj28b559AHPdTbz9wzveh2cX/gUrX/kk/t+SZxBQXGiPioAXIn7PB+18LCLXe3uFL2ZlRjsT7Wv8ew2imwyfblmKZf4a/v/rU1pxW+3luL/ixcPIKrVLhd2GTWEXnuyfz9tmeVr5Gu/tXomZ3jaelHXQM/l9+X8RUlWsDxVjllP4jXYrXqwdno67Mnfi863nINcp2swlR3F7+g78vGsZsh1D+HRGHe5sWcbfZTmGcb5/D/7bswR7+vMw1d/N22uHMrEssx7rusuR4ojgG6WPifbsXY4f5m3niX1PuMjoD3/pXYadA0XY2VqA/PQBtHSnQbaJIS3tCR/O/vQGbO4uQeOefKSUDYj7qNiGYmcP7m1cjjzvEC7PFkT7pd5KRBQb3pG1C9946XrMnV2PylRxj7Rwm+7pwB3p1aiJhbEmWMHbafFFi5e76q/DrJQ2Jsc6aEH19MA8g8jroPfkGx2rsDSlFm4pgmt9guQs3Xojiv39qO7OxhdmP4cnOsUzmeLrwlP3rgJ1j6hfxbabfjmKAH2hfSEaAxk81tBCg/CH8seRIXtRFxuEQwK+13YRb0+1h9AX9WJPXx4uK9iDL2Ud4N8TPpr1Or7edCUvyGisOM8n2rglloqQ6kRclfC59TdiZnE7b39yxtOoePR2fP/CB5lM0Rj3QNtS/q6hPx0XFB9EUyADobgd0/ziPf1Z/hY+3xttFbi4cB9sEi0XgC9l7URdLITfdZ3HY8wzQSdmO0Sf+Gf/Yvz16Qvwk+v+gb+1nM3HJvS1peLzZz+NrpgfC731uMIriNz3u2bjnj3LkOEPoLMtHb4Dgszag0AkFXAMAqkNcTRfH4WjVrRj2iEVw4USYguHEOn0QLWLPlT8rIwZX9iFpuF0HNxbBEe2GKPy3W144+rfcsDayfR7/v2P8/DLP/Zix8tlcNCDNeEv9/Xjh//bi70HhthVyMLpB4uwmQjbvAc/h3klvQjFxQs+N7UZafYANvRPwXx/E/7bJAbQUn8fLs7azcrPX1rPxUBErMK/Xv44GmNZ+NIrN+ChS36LumiWMeHTRLXSXw2nFEeFs9NYVa/YdgOuK92GF9pnYXpqJz6UI0pq0fc0Qd5b8QQeHc7nAZFW84SLMvdgd6AIV6Rtxx/bz0O5RwxsDx5ciN8uug9fO3AtBl7LRcFFQq37f+VP47HeRVjir8WVvgbcUv1O7GvI5+9WTT+E9+e+iSWuAVYnNgxP5e1/23AW7r3gj3hxqAr7h/Lw5aKnePtd1TfhnJwadEdS8KvCjcZg/z/Zr6Mu5sZde9+FB+b8Ddfv+BBSXCLX3UdKX8cLvVX4W+nrOGvH9YgrQtH4S9U9+EfPSp6IieTp2BEowU3pG/GF2neiK+CDxxHFL2YIhW97qISJJamHZ6VXQ5bEwPrvpiV4V/Em/v/V3gPYGRZkcYGrGa8EpuOqlIP4TMPVuCZnK7694wr+Ltzsw4ql+9E6nIqWvjRU5omJKM89yMThN1PvxzPDs7HALdRIGQoT0XRbEDe/cTt8KWHE4uJePK4ozius5gmJCPigIkj8Nb62USrND7pn8N8l3kPoiKXyBHdLwTqUO7qw1CX6HSk7zwYyeSInFes6nyB5+iRN/WB+aiOmu8T1XuUN8G/uHSjHnw+dhVmZHfDZRdvPS2lCiaMbhyK5eK1nBs7NFJPwmt5pWL91GmZWNcEuKWgdEpPOrRXr+LsM5zCeO1CJLy9+GoNxcS/Fzm7sDRbhr1tX4aZ5m5ncER7tWICrcrfjZ7svQrDTC3ufIL7vvuw1vNw+HU2N2Vg6sxZ1/Rno2yYUqOLlTegPeRCO2hFo8OOzFwsV79nOKuysLcJ187bhk9mv4hvN4lnR/Ty7dgGmzWnCwYOFSCsQ5Gtw0IPKojZkugJYW18Oxy4fPCvE+9DTmA544nC0OFG6vBEdg4Lk2p5Ph+3yLgwOu5GTNoSmeqEUSkT0QjLktAjOmnoIA1E3ukNC9V2Y2YyrM7bgib4F+HTOK9is9a/acC4KHL280CFVe/tACW+3y3EMRD24LHsntg+VsoL+i8I3+DtSw4h4LnJFceGO92DN/IeNBRdsKnJLe/Hb2ffhh02Xi/ek/HEsePETmF7SjhsKtuCBlsX4VJlYCF7i6ccttZdhS20J1AEHZs4WfaW2KwuPLPsDK60uScUna2/g7Zfl7kJzOAP/evlsKJkR3LZwLbb3C9UoyzWM1kAq9rflYkpuN56dJZ7JubuuRSDihMsew0DQDfl18a5u/9zvMXf9ezDcmoKrlm3FE28ugmNQvA8xjwp76TAiww7k5g7gazOe4O202Hm6rQpNvekIDzvxkUWiTaoDOdjcVoJfz/031gem4mzffmwLiUViQzgL9+9YDDUuw9bpQPlicY+N3RmIDLogOeJYUtGA+gGxSOroSAOCNqRU25C9MwLPPkG6G24uhbsHiPkAd4+KYLYEWRN2404glgIQf3T2ATnbhHLetsyLnO1hdM1zoeipdnSencvbu2YGUf/Fr55UwkZ536ZPzcBvf5iL6y4/XBWNx1UsvLABH35vKu76miDIFk4vWITNRNjOfuwT+Om8J9GtCDn/t40XYG56CytZ38h9E5ftei9v/0vlP9gMQCrKtuFSbO8r4u3X5G/H3uFCLEyp54mdiAPtRwirUdzRtBqVPjF46ObKLxc9iQf6lmKGpw0/23cR3j9tPW8PxF1oCafhU7kv4cYtH8E35zyOvzYLZehdBRsRV2X8YPs7QPro6opq44HemLUBd6y/BS53BLG4kMyvnraLV8dvtlXAYYsjGrdhKCQI49nFtXh+/yycPa0GHaEURLTfXJK/F8UOobbZJJV/T/jG0zfitgtexdMts+F1RNDQlcnb3a4ogiEHLpq6H5W+VnwyvYHNmoS2gVR8pepppNuG8bfWc7AqQ6g/t6Ttxt/65rHytm8on89PeHrmU/hM62Jeaf+hvwgd0VRcl7qFv3uofwmrL18qf4pNNmR2I2wLl6A6lMcmv5/svhgVWdqkHfIiEHHguvIdbDq7v2M5KxaER2vmwm5TcHX5TrzSPh3T0sT2m3PW45Mb3g1VkVCc24sMlzjHrnUVWHLWAazKqMY9tcuxPK8e69qEaa4yqx1tAT/CcTu3+4UF+3n7spRDaIxksiJHiukyX41h9v1Y00q45BgqPJ2sPpHiRfh6wzVMogifKnye1VHdZPuunPX40SF67hKyPUKZcdtiSHMEsa8/F35HmEnsoSeFAhRfNoh4XEYsbIOtxQ1VU5+yqrrw/6Y/jRf6q/C/hevwXFCQwad75yPHOcjmxT/2zcO6HnEcwuqsAwipdvzlyYtww6Vr0BpKGyFTB2bDsd+DqE9FLFOojHmFfdxHCnwDaBjMQFtPKvwpQqEgMu+yxVDfmYmHV/wfvwOEJxurMDe7FaWeHnwyax0rpPq9twynItMdRIYzgJerBfEtz+tCdW0+5k1vxO6t5ZDDElxdoq8Ol8fh6rSh4u5mHLqtCKomoEZyYqic2YSa18sRTVVgC2ixV7IKqBJiKXGklfajIqMHW7cLc7gjJ4SvL3gC3991GUJNKZgxTyyGlmQ0IKw6WPHe2F1qEKn/dC3GhuZSpHlDaG3MxIJZ9TjYJYjh1RW7cEXqNrw8NBv//O/5ePoDP+bt60KleLRzIZvCL0zZjb92nsPbya3i952rmQSuSKnhBd+NLwo3jPzCXrQ2ZcDhj+D6mdvxwBbRjgtn1GNvex5+tfDf+OizH0RWmTAndjWnQ4pI8DXY4O4W5CV8rlhUqrv9CBVGIUVl+AsHEYmJsSBek4KYT4GkSPC0yii7R5gD699fjnCWym0ed6tQMqN436J1/B25RBzYUQJnrwylchhTfi76XeMXFLheTIVzUFO0xFoABWc146bizdg1XIRNHaWIKTIyPOJ9KE3pxZsNFYi0eSHHJNiHxfNVbICvFQinAf5GFX0zxHZnP+AYAsIZQOaeOAbKxH2oNkCxA7lbImhb4YSnE3D1i+tqvywMtd8BT5uNfx/VBOzSx3vQPzsd4VQZ0RTAIS4Jcm8Qm+//ykklbF//bBZeej2AVx8tHtNP7akXh3HrJ9tQc6gb6elCibRw+sAibCbC9pvNy/GHpkvx8ZmvceMQUXh32ka8GJiJd/j2GaZHMld9u/oq/Hv2PXj33vfhqdn/5u1vhFNxMJyPdJt4q/1yEM/0Cr+3Fw7ORPX5d+PXfaWwQUGeo5+3z3K248pnP427znoerZE0bO4RK/TFmY2o8jbjzf7peLVhKooz+tAbFKv9Kek9mOLrRmc4BTu7CtC/R5Ame8UQr1rTNrogXdqD6Otie3jRMGIhO9wpEWSkBNAz5EW0UUyEUgy49dJX8GrnNPYZW+4VhOKNoZlsrvh3zWJcUb4bzUHx8t+Us4HNdy/2zcaO7kJ09Ig2yUofQq5vCDFVZrLxl6kP4ZttwjzTH/Wgpi8b0zM6EVNs8DvEpP3ivplQFRmXz9mJ2d4W/GbPat7+98V/Y7WJCA2RkFlpHXhXtpgIHupZiq/mvYSzX70THl8En6l8kbcvctez2Wyxr44VunleMaGS3w2pmFVZrViaWsc+T1v6BFm+OmcrT8Bz8tpQ05eFoaBQwjJTAugb9mBxUSMK3AN4aLtQEQvy+1CR1o2tj83G1Te/iVfbpqG9WwzWS8sbsK87B/n+Qew7WAR3piB5oV435kxvwt7mfNw2dx1qg1m8/RsFzyBApLvlMuzoLGDzUd2w+O6szGq82DkL7ytcx344P2+8hLd/sOgNfH7Njbioch+q+7NRVy1U0p9c9C/8vOZi/HDGf9i0eXAoF31hQcDsssJKFhHufN8gDnYIhevfy/6ETDmKW/a9j/uD2ylIVl+/F/GgHZfN34krMrbjN40XYFaqUPJW+avxh4ZzkeoMI9M1jNdfFn07lhOFJz2IQI+H1TW1UDxf2aYg1u2Gu8MGVQZ/IqVC+XPVuRCfOYx4uweqi2QNQVCnl7ehpjUHalyCd7cbw7OEBOL0RSDJKhNV9UAKbFqhkqyz2hD/ex76pkqIZCniPCniXjLXOTFwwTBcW3wIFipQPOIcUkiGPT8I36s+VlR6q7TtCpiQhOYEofQ7OYY+db+Y7KULetDf44Mak5H3mh2rPyP8CptD6djdlc9K37LyOrwrdwNvXzs0DQ89fRZiaXFMndnCLhV/3SKi1qV+B649ZyOban2OCKuDhGznEL6e9zo+eOhaNiPmewSR2tuTxyp8d9SPtR3lqMpow3PrRdtL6RGsmFqLtXunQe63Q9Ha0T5kg292D1wPZWDmx/dg/fNVvD2lGQjkAunVCqI+GUPF4rnwc0xRIeWH4NniQdbuKJrPE4qvtw0YLhRE3NFtR/46cY7+MhsTvkiailh6HDZfFO7dgoHREJi9O4LeGU4Ezx9ELCLYcmzIAW9WAJEaP/yVvbDJ4li9fT5ILW5cd9F6PHZwDqJtXqhEoPlmVCAmATbAXzCIwV4xDsqOOBRSuKmvHHBC0ayAcgwI5imY8dcBNF6WDpvojuK6ImQaVTFUIjFhi10qEs6GdqfD1yK+I+XNrhGzlJY4FKeE1L0DCBX6EMgV9zHsDWPv77580ggb+WZPn1aEZ+8vwsolGstNAvJwuuSmZiye78aPfyMW3BZOH1iEzUTYPr/mCvxwygGs3n0NN85jlf/Gl9vOwwey38Ach2Q49pKZilShczw1CKk21ETFyln3Rfl2VyVqA9nY35uLLE0FISJT3ZoLx14PPvWex5jMEX6891LcOfMVdhZv7sxg4kPQFa3efVnQrH7I1NxjArkS5FV9yPAFMPRQIYkCjDBZgLqAYDatHIHghWLAT/cFEXg2F0MlKgrmtKMitRsKxI963puO/XcWQHErSC/pxzkFh3g7mX9+03wh/lzxXyx94VNQI2JUJ6Ug1RHC6wemsdnBlyfuLxhwwumK4ezSQ3hx7Vx88x0P4+f7BWG7acpWXObfgccGFrJf0+UpO3k7qQbP7a/E3NIWNA2moTRVDJ5bd5ejoLwby3Lqsb6jHGnuIG7VAhXInHnn7Fc4qGC+uxG3bhEO5i8s/SN2RtLxh5bzmfDUUyOQ8kWjsIbf/P1qHtSzzxamvNbuNFT8r4rwt/tZmdLNgoGQE9dO2wG/LYT7qpcgWC9IqeJQMXdOPWamduDllmnI9g7j4JZS/u5v1/0Bn9p1M64s3c1O3VcfuFq0vTOEjXWluGTGXrw/+0080reYt7/WNo1NYRfsvhp1zTlwpYSZlPNzjNvR/WoBInMCrEi9o2QvbycFh8zR/6mdj/m5LazgEObktyEQc2BfYz7K8ruR5QlgKCpmL1I5Sma3Ic0Zwu8qHsL9A2Kib4uk8z0Mbs5GuCAKSfPZoViFKaUdqG/Pwq+W/xt/bT3HMDvPT21CQygTrz81n1UIUjC4r3pVxFLjcLfaIVUNIlYjFgO5m1R4OiNoXelG2iEFbasEIeJ7zFKRPrsbyuPZGCoBipYJX7mWdUWIlETgqneyuUpXOlA+DNs+H6LTg0zc7A7hixfq8cDRa4O3RYJzQEX/dAnu2aIdB9tSkL7TDsVBREVBf4U4dzBXRcGbCqSPdaClIx1pb4oJMHd9P/oqUxHIkdhfjIiMW4uniKSBJ/gBIbgZ72S0KMzvRm5hH5uiX9s50zCvSkM2uLplhKeFkLLVjcE5IhAGNgXuGpcgmFkRfHOZCGC5r2UZPlz8OjpjqbjRfwCfa3oHb/9B0dO4fNuHUOTvx6KMRjxaNxc5KWKcUFQJ7QN+xPakQQ4DoXzRLhm7bOifrsIxICGlCeheLLaTuiZHJdgCEmxVA8hLHTTGgo43ChEqiKHyl70IlaShbdloPyiK48nbHEbdFWJ7/hoV7u4o2pa74O1QkdIURddc8V2gRIG/WkYoB8jbGMPUrwlf15c3VcE+JEMqDwDVPkSLBCEvL+pE47ZCrDh7L97cMYNJ9XvOe5O/e7ppNnpqMyBHJEiFQaBJPK+4V+H+6hiwIVYSgsMliLpjYwoyDsbReraM9L0ShoX1Gq6lPejv9HP7O5tcsAWBYKFol8uXb8OTW+ZjxrQWHKzLx8wpYoy4OHcv/rp/JSvx0Q0ZkJeIhfby9L342+oHThph+8gtaejtV/DAn0Rk6HjYsiOEc69pwt59tUcceGfh1IZF2EyErWZfPp7BLOygZSf5+dy7CDNvPIBF6fW4e98KY+K6efoWfD17Lztxk7/YLWXCjPnzLRchN2uQTXDkp3VOcQ22/K9QZ3pnSXB3AoXX1GP/3mLkvyEmj/blKrzNMoL5KlzdkmG2ibmBqQ8NoOXcVBQ/3IDaD5Qie4cYXIbzbehdEMO0f0QgxVQMThEDWMQvI3vbIGJ+J1zNA4jkidkulO1EOE1C56oYiku6EftHHtovFgMl+SJ5bRE8dM9qBApVw9l21rwGBKMOzM9sRom7B4q2DCc/vlRXiB3DH6ufg3eWb+ftf33jXF7pZk7pZV8XIlvbe4SpeEZaJ85KO8hO3XfkvYQ79oiIz+jz2Yif14+hTh+89XZjVRvMA6JZUXzx7Kfx06euwhs3/RSfqLuOv3t46vPsWP2Bgtfx5T3X4ePThBr6fzXnYO3C+zDz2Y/CXe/E0nfsFs/w9dkofS6K7jlODMyP8Eo8d7PmuCJJcDy7EfZZ07H3TqFGEtztNjiX9GKgJRVSShSZmWJyJHITyVCQWi2D5jhyXu6bJdornhmDPGiDo3gY0nY//vPhn/L2f/Utw5beEtxe/Bo+9fJ7MHt6szHRkumXzKTkfE/K7N31K/k76mekopBpcrV/L37XcgFvvzh7D6Y62/HRV2/F8pm1rMLwM5n2HAc1/OnZiyAXBeBxRzHYLUzx5DvWF3GjZkcxMqb3oLtBsCzVrsDV7kAkK460vTYEzxb3GOlxQ/ZHkf6aB/2rA6jIG4kAbelPg7I5DXEXEPOqBmnxNUoYqBQTff31OXAJ6xsifiAwJ8Rt5ap2c9vJIU3O0X5LykzlT9rRcYGYVbtXEUuTecIum92KtjdEH6JFCf3eFpIgxSRk7hEH6K+QkF6jYqhA4vMMzwvBs9dtqMfkfhfzqXD2SlCXCr+3UMDJ5m5S+ajPBfPEsXwNEqTzexGKOOB5NQXBXKFIEbI3D6L6LjuyXnBjqFjiNiCUrGpk/8f0B1PQ+o4oK3CElKwAbK+mQb6wB32NabANy0jfL4hR99kRlN0voeE9cUgdLiYihPdf8TIqPc34Xf1qfKz0NTzWvYC3X5K5mwMQ3LYoL/z2dOXB7xYSY1NTFjxpIXieTUVabQQ9lYIwKRf0Ibg/jc2AnlYJ6ZcKAtKxroAXLSVLmlDflgXnQQ9CZeJ9SN8kVCrq1/SX1CVCzywbCn8kgpS6P7KKF4Y8DpXF4eqyoeJPdaj5aDkTOloocnvtCMEWjGGoxIu0N+uw9/tiTC0t7kLXS4UoeDOIpk/FWM3m5xhw487KV/GTTZfA6YkiFrVhWVk9f0fm9PlZzXj+2cWI5Ebh7BAL52haHN4WGwJlMeS9ZoN0i/DbamtNhzs1DKcjhuGAC/Fe8bD81TY2wRZ/bw3suTkYXj4FtpBQ+Nzb69F3wVSkv1iNxvfPYJWOMDArDnufDVm7VUjv7UTveuHDFiroQ8Pt3z4phG337t1YsmQutr9UimlTJhdM8P4722h4wz8eFH3ewukBi7CZCNsPN56Hl4YXwCmLgWpPcwHi/U7klvXwgFKQJjr/Obk1uHf7Mtw4dwse2LEYngNiQAjlKsiY2oueDj8qf9SHuhty2ZeCkLVbDKbeTjLbSBjOE4M0Ob8SF8ra1o/6K9NRuEYMxF1zXSh4fQByVz/aLy1Bek0YruoO/i5W3whp2Vy0nu3n3xY/J2ZI1S5D7hlCw41FoFvwN4jBKO6WkPavDej42HL4G2OQIyokCmOlAXyRE4EiBZev3MrRsORcras85Jv0rw3L2bynqz91m4vZj2vXI0JJyDwg2qrxUqD8UQV118jsN2Sf14/hJkEYnX0yD+afefcjeKNvOt5cM5u3F89rRVNHBgpz+tC6LR/xLDFKkl/ejYs3Y833l6HlyiibAF/YO8sws1WVtCLbPcROykNDYnK21XkQKw0Js1m3yzCLzZ/WiI5ACloPZcNXa0NKy4ivS+mzAURT7HA3DiCW5cVwkTjWUJHMvi7hTEAtDSLjebE9429rUXf/fFS8fz/Cq+fCvbEajR+q5O8i6TRJKeieKyM2JQglLExpNnec+xBFHN5e9Coe7xEE/rk9lagsb+Uo2fa4G5+vvoGJLeHmrPVoi6WxbxQFWMx0icmW0rz8vX8OfvPKxfjqhY/ih48KEhtLVfDV8x/FHw+dg6HXclB0SQO6A4KwkR9Qw/oSeKp64b8nDRd8XTh5/2PtKvZnkxyqcMp/Rii+jXfGYbMpCIccrGLFmn1QHKIfpZf1Q302E7aoUJ80EROpdcIfiaLwyHmbfH3MJihXDzAwTSwGfPWC0JCCFZoSQfZrDnQtVA3SoqTEUfScaP/hfNlQj4nEkxmUFjSkemkufhiYpvAxU+sVhNNl9mcK5Wok2q2i8DWge7as+SuJHw2UyWwiJdJI/ldKvnjnyDxPqnFRRSe61glzM6kw/J6e3Y3utlT273J22ZjUcF+ZFoPdH0H2kx4Uf6waO1+aLt6fwihS9zj4HCktCjqWSpRDRPThqMTEQ4rIyNkoo/tiYbOz13qQu6wVr8z5D+aufR8vDAlru6fgqrwdaI2koymUgb2/rUL35eLCyHydud7JC4e0/RJCwqoObztYYZu+vB57awsh9wqS87nLHsfPHr8K0//WjbYLshH1kelSvCtyREHL2U42IWbvjCGUIfpwxp5BSJEYGi/PhH91B9rIqZ98dudsxxMH5mDK7yQe0wIFTih28cAynz2I4MJyeKq7gEgUbVcJpcceUJH9XC36zy5H+3IJ8UyhOqZmDWOgz4vzZh7EG7UVbDqlBQXhCzf8B3c3rERjXQ58tXaoS8Q4LG9IRbBAYesA3KRaasrfuWIMI+XR8VoqsndpZvgd9Yh1jk5BE7lCRC17tzYiVpYLORCFsn0P7NNF8FU8zYu6q/3cx/umS2weZgyGsPMvJ8ckesXFPlSUOfCr7wqyOBnUN0ZRdW493lyzGQsXijHHwtsfFmEzEbYpf/sKUnMkLMwVUUjkb/Xarhnsl0Pmm95eMQm69nn4Be68LAT/Wo9RL4ImKiJt0+4dRuM7/Ch7uAuqW6ggbWenI/+1PvRXpaG7SmJ/Cd3UkrEvzuqYu0+BfVgQIPsLmxC7eAkcL28HFs1CzOdE40WCGOZuUTBYLCNnaxDya1thSxMDqDq1GG1npyH3f9fAPnUKYjnaQCKTImBDOMOOoUIbYl6g+EUx6PVV+hHKkOBvjCOUKSPjFuH71Rf0sE8aRYxVFbaxyZLQXZfBgyOZeygijBx/CekHVPRWAmk1ErL+bw0G37MS8feKwbGzMxUgXxO7gvTMYV71ErIe8UC1STyppd63Hj0fXCHuPSzaVu1ywdMuY+qlhzCoReI296QjGnDgvMoD2PP7KkRvEGSVntnLuyqRtcaBrJ2D6Jqv+db9aQ3sxUWAz4OhmZlwP7YBskcokkpQm41pgr1yGQZLxLOie3L3qqykeDpVRL1iEsr9jVAZ7KXFUDq7IedmM3nme7xjFasuoWzAXw8EtKpo5OOTeggIXjqAcIMf0xeIiFMK7ghGnShL7UWhpw//2bII2QVCnojGbBx8sm+4AL8qepkjRgnP9c1hf8ANb8zCinP2Yu0hYZ9TQna20ZG6U1LeiY5+P2KNoq8SUU6b043u9lRWHrX0dAjlqIKIpcTgPuSCQ1uID86II2uLDd3zFcAXgzxAJkXVIBqpU/vgeDgD3XOJOIl28Teo8NcH0bzai9In+wxi0rEyHbaICk9XHE0XyZCiZLYUvyEiRqSH+iKpXET2CAXPtaHl8nwUvNSN6vdlwl8n9ie1p2+qDcV/34/+C6aj5TxxTflvSsh46RAGV02BqzeKgXIXMvYKM33z6hSU/Gkvqr84i1W59IPiN93zAWcPmQaBwKwI/NvERD9cqsJROsSpehz2OM4pqMHadtHGHQ0Z8DTa2UytRGWoQ4JMkHKWO7cDrW3pkLudiKcJ8pOy34H48kFEwnZMLejEoU0lSDso7mWolMx4gHxWH9TX05G1RzyUnkoHsi5rZsWO/PTi5aJRlIgNy2fUspl7995S0b5EUmgsanKw8pgzrRsDATciTT7DXJi2x47+qihKH6d71RdoDlZA89YPoHu+Hxn7gpCDQmFrvjAdgWKFTZbOXiC+SnSKYKsPlZQHrikPcjP5JGrvw5YwwpkOhD7Yg/DL2RieH0LZP8Rg2HCZAwWz29H3Uj7sw+AFJL87ARWhLIkXsu5eraPQ+LiCrAsqCmd1oLkpC7YeO+xTNNU36MCskjZUrylHND8Cf6ZQ5eLr0nHlzWtQM5yDnS0FmFsoFjabd1RAJV8+Glf2OpD/c/He2vx+xAdH0vSYIc+fzUQtcP1y+B7dBEjiPoavWQx3Z5jH2eglS+AYFM8qFg/jlfXfPeGE7eWXX8a111yEg2vLkZ11ZEndv/idLmzdGcLzrw6fsGS65eXlqK+vH33eL34RP/zhD41/UxL7T3ziE3jppZfg8Xjwnve8Bz/96U/HTT0SDofxuc99Dv/6178QDAZx4YUX4ne/+x2Ki4VSe6bCImwmwlb2/e+R05FwgqbBMDWMvHvdUBwy/Af6eJVJ6FuYja55MlzdImoo7w3h3Kl4nWhfloL8v2yDnJ2JrgtKDNMPTf5lj3ajd34mBksklP1NRHb2XDyV1YK0/YOoucmPotfEyOap60O4IJVXrM2rHZj2472GmkOD6qzfdyOW4UXca0fEL4hGKEOGa0BF6isHEZ9SyAocIf1QDIPFduSt7YPc0QclPxODU4QM0rFYRtq8LqiPZCOtLoJQljhW/xQZgUIFX734EdzTuAJTtPxs65rKIG/z80oz56E9iPcJ5U05bxHsa3dBiURgnzkNaks7pDzh4K667JDautF5zQx4O+LwNIqBeKAyFWnP7Ud8Vhnszd3oXSXMXxkbOxDP9EG1kelR4tB6LUUZQmVRZOYNIPRmFgKzwqy4EfIed0FxSMjc1AW1rRORxWKFbBuOAeu2M8mKFWcj6nfAvU6ktoj3948M2IvnQNksnARtc2chvnMfmr6yCmWP9fD/G/t5PKOIHg304n8AZeseyF4v5JJCoEe0C63oiXi3rnTyJDU4VzM/ZQ9hekYXNm2exqSUlA7yBeNDRYBYfgQ52QOcTsH+oiDLnis6MPhSLoYrI2zyidRrUhZxXk29Gpoah31QhmuGmGzVjWmQlvazeW54eQB5Dwu1sPUcIHOHjP4ZKhyDkmHGdAwRkZOQtY36Izn3S4hkiD7p7hQRdIEVw/C96WN1mJD6z7WIXLYUQ4UOpB8MouVcLQ3ISwE2xwezbYi7JOQ/dACBJYIADRfY4W+MwtU6iM7lWYb6lfLfjRi4eRkrwL7mMOJuMUk5esOIpTkRyHMifUcPv2vcVtVNGDx/JnxNAUgxBVAUyAHN5B2NQUn3QW7tRqwsD6qm/lS/y8VtBm8crgYnUg+J+xgsl+BpB0IXD0CSVIRqUyFpRCOzqgtd3X6kZQTYZN3TLjqkLzPAaS7IfEokydUpJnoyqVFbkTKoVg5B2pvC/n38ruz1Y+EF+7Fx/Qx4pgwgFBT3IjV4EEuPwdlphzpjGI6tgnyRH180P4qs/H701GTy+JS+XXPi9wKV1x7A9pZCeNwR9HeLPpGT288pVKTpQ4jX+2APiHsnlTJQShenIDN3EL0USBEUx7IN2JAysxfL8xs40EkPCAj0e9jB37fJg8KX+xBL1wJaNuzFwDXz0bFEgrNPQnTOMGJBhxEkEgk4kbHOyaqfrojSosbVBwxOUZCxW+Z243ZsFs7+wQVBKDGZAzNmzBWLIXIhsffbEPPH4W2y4dKbhAvKY/vmISUliJUFdagfzsSBjULFy9xN90mK4yBUhw3q+tF58Pj5OJ08ViWi+/ZVyF078s5LdgfkWRWI79rPhE8qFCuxqBrFi/t/dkIJm6IoWLrAixuuSsEXPznisjFZ9PXHMX1lHe795xO47LLLThhh+9CHPoSPfETkFSWkpKTwhxCPx7FgwQLk5OTgZz/7GSe4v/XWW3H99dfj17/+9ZjH/fjHP47HH38cd999N7KysvDZz34WPT092Lx5M9cOP1NhETYTYVtwy/cQLvEYEWhFL/ayAiT3B6B6XWJCIPZfkApbOI64xwZXTRd6VwpHUHdPXPhE5eZgcFUFTzqk6BB6P7gSvtYYms91IGebwmYZApl4aLWduT8C5xu7sf+nwil8+ifWI3rpUj6eLT0d0XlTEM4SA7vnv+sRvG45h5pnP12N+g8LM0zpf7sQLk6F/flNvFIkRYJADsGhTKFkFfxmI9RlVWwKJATyHUi7Zy0rRHTf3k5BSntm2hEsUlD6VIxXy3rEFpk3yWRS+EaQ24bILMG1bj+UynK0nOtHwU/XIHbREnQsFtdb/ItNkKeUIliewfbO7tliu69dGWmzinLEDol0AcFrl8O/qxODc8gfKopwhgO9020GWSWfPzKB9VTKKHpVPCz7YAQDM1KQvr0bUjgGJU1EknUsTUX2H9bAXlgAdWAQ8aHkBZLtebmItQuTsy0lZcz9eN+yEsBuR6ymFpI2eKjxOPvCDU/LgKsnAiku+koo1432xXZk71TQO11G5gVCBRh8rACBAjGRxacGUfJ3OxouEc9k2gPD6J6bgmHt+2iqaPtYXhRZOQPo7kyFncxFipiE40UhOL1RuF/xsxJFKqquWFGiUPp/e0gVfjnaAoJI1sG/LUHGeifiblJchCrVPcfHfTJ7ewC1V3vhbQVS6wVr6Z9iM9IlUJ9KrRNtH0m1MymjCbf0v+2IFAmC6dzbxG3a9bFVyNwXQu8MNzL2C/MfKTPexzYhcPUSJnNEzrjth8JMfG3zKqF4HKwMExx9IShOO1SnDfbuIcT2Vx/+XHJzEOtInn/KXlSIlutECpbC/9YhOiUXkQwnmi6UofjF/aXscbC5V7q4B33dKZDtcfZ1I+Tn9rMpsKSgB/X1OZCHNZN3XhAORxzBIRdKC7vR1C58BOMBBzK32jG0ehiO7T42IbuWa2lyHs1E5Mo+yLKCoWE37ysesIT0wgEMHKT3BKhaIqoZ9P6ijBdjhJ45ROgljj4lyKkRXDDjAC7N2Ik/Np6LzmExUQ7uy4CvSYLvsnZ0b8yDbbYg8IsKm3CoPwuZ7gBHLtOCpzhLLC4y3EHU9GThUzNf5kVav5bqZbA6A+n7JCZBWY/vQ7ynd2QCWT4PvbN83G6DRSJYg/tERhzZm2X0zFfZt7VwrrAltuzKR9m8ZtQ25TApo6AMAqUYydopyH6gPMpqc/wpYXPvXRiFr9qB3Aub2cz5w/n/5e1P9sxHazCVXVdS1nrg6tNS1rzWZCjfyUAWCSkrA4rfy6qaefEVKvDB1RtG1O80LB2MFfNhO9AAyaW5v7Q04hU8ekIJ23333Ycvfv5W7HujDB7P0ZX9/tUfe/HXfw1g267ACSE6RNjuuusu/iTD008/jSuvvBKNjY0oLBR+qv/+979x2223oaOjI2nbUZsSwfvHP/7BVYwILS0tKCkp4QpGl156Kc5UWITNRNguKr0DDb/IQ+lPxctBA/pAmQP5T9TzAO9o1RSZWBxQ4ryCb765Anm/XGOY1WJuGY6gAu+WBiDNj9i+g4YCpThlBHPIr0VF+tNiBRdZOJVX/q6WAXQvyULmTjGwhnO8iHlkpLy4B5I/BV2XlCP7BWFOixdlwdbUhVjzSASkDvXsBZDe2MZEwpYlVmWtN0xHzu/WGApRbHkl7ANiggwW+dinTY4p6K50GSthAuVKijsljuLTQ+NpYE1pjaF9qZ3NJhnVguBR8EPMZ0PKU9uhLJiBUI4LKbsEAepbms8mGXtAgfOZjcbxm7+0inM6RablI5jjRMyj5VEaFOkZUt84BGSms1rVcKtGSv/TinhGCmz1rVCKc9FXJchBanUA8tb9UMIh2DIzjEnFTL7INBprGsncz2bjmlqDhEXKxARh37iPlb3IWbOZ/CZi+IYVTMZTagaNAT981TJIURWeN/ai4z3zkLlXMCbHgWYmLcrqRXC2DaJniThH1zwgnhuBd7+LHbxTa1X467R0GDGVyXD1B2zIfp3IsmgXUsPsU4c4X5a/TkX3AjFBTf/HMKLpLm5/el6pz++DMkOkh4mmufge6PyO9iFIYaEqhKdkYbDEyRHH3naVzdD8rKZpTvONguB1LFNhC2qqURRsyk+ti8J7gMz9gmhIZFILR9B2VTky9wQR8wni6W4ZxtBUPwZKbcjdIsz39hxx/0pJHrCvFv3Xzof/vrXou00EXKTfvVYoGRlp/AzUQS1quqcX8sLZQsX0eNDyMeGXk//LdbCl+oGyQsR3iGjaRNDihaIZSREiRM6q4omY1BQismkHhIktUORBxC+hf5oEbwtY9XQOjSiPpJKTbx0FW8TnjRD6qoI2bN80lUlNz0LxPmSV9GE46OIceAuKmnGoP5Ojj/mdG3TD5owzWYpHZdyx8FXe/uu1F7JiFxx2wUYpK7QABiVmg2+3kxdQvgaZlU3lRpFnsKs1DYtm1iPHNYQD/TkIxcQzOTv/EDZ1leDi/H3Y0l8KWWPqO9oKcGH5AdQOZXFQEVV6oChmwvIpdVh/qJxTZfhSQ1A3iHfL26bC20kmaTvyfrVm9PuTm8qLNlpM2oIK7CHNpaM/BMXlQMu5PlYII8Wi35Fpd92eCtjI1J5BNmlBImTyDaTAEBkI58ZhS48gHtEWnKlBzm24sqSOg3X06OhwuxeyFr1O0aBZO8Wiw7azZtwFF5s7VdNAlwS6ci539mJweSkvks2gdJUvxx46YYSNSlBNm+LBNz6fhVtvOvrjh8MK+7J96au/M8iPDpfLxZ9jJWxkvoxEIkyobrzxRnz+8583zJ1f//rX8eijj2L7dhGcRujt7UVmZiabSM8///zDjknbyQRKilpGhhaKTv7I8+fj2muvxbe+9S2cqTgtaokeL3RcWAzfc26E8rTVa1hhEx48bsjhGGLVIuUFKV5SdibUdD/c3SOVvVxPbIDH60X4nCpEp+ajp8qLgVuFWXD6b+uBFC8c/W5IpM5ppsRQlgO+h9aBzpi+23D/gUdXfObMhHKgFul3t0ILXILdJkNNTQGaISbiLjFQkWzvaOxG73tWIv3JPYbakPO7TrFC3FsHlORDfmULoheK9BKO/iibrVJqh5H7m81QzxETYdRnR3+FA1m7glAcHiNX0+AUSh9iR8Z+lX3fuitFFyp5ogvxvQcgz5xGDlrwNg0billqug+xFCcTYFKhdHMWRYopeRmQX92CkcqD4IAKeTAMNRZDfN9BxM9fjNLHBPlTWtrQduVCpBZ7kXJoAP46zc/HSSO9IDxmBaDzXfOQ+WdtkpElNnHEzxKlsWKvbjFIbshtN1bTqt0B27RyBHIdoKGSTLy6KTzmkhDIl3gS6p2RjsJU0V6urjDsXUOIDQ0h648jk1rXbSsxMGUaKv5Yh3hbO/w5QgFJvXcrqxMHPmjD9I9uQOQdS/n6+Pnub4BSmofpH9yD/vet5IhhflYDEpTdfibPRKYcA+Kh2Fq6EPcVwP3YFgSvWQrJ6YCtVih5oeUVsK+YDymu8vOhe+XrberHYHGO8GVUFIRzxRPI3knPVZsE9/QjfZ+MSKa4gKjPBv++HrEImVaBULGY0MMZNqT8ex2y/9DCixbvG8LkHFo+HanbO5C6IcI+hPFlc6EOioWCskVE8aY0hpisEVHTwX5Gmq8RKW2Mnl5IUfFekkk6/xeaX5JOznf0j7ybLtG/6P0hp3Lvf9bDXpCPmGbKdtd287uU91qnuJcVooJJyhPbeDFD/pj2mhY0v3sacjZqSWU37YTt5hXonyoja1cMLVWijeI9LuzfNg3KtAhm3lqDja+K6+2W0jG/sh7b95Rh49AUzpF21kpB7il34sCAh4M7XBt9+B1EDdsls+qwuy0f75m7EUWuXvxs68XaC6GyckU+gKRuhlcOIz4gFORzqw7gsqydqI9k4dkdVXCkCGKUUTyMW0rWwyHFUe3IwfVZoqTcvdIqLk+V7xnAloFiVtUoSIew3VMIf2oQ0XWZiPhc0FwX2cxNi8Cignwoi+dwcJN4uQaYrBER99M7EgwhUi7GO8XjhL22DWmHhKrZp5l9mx+dBvcCG8L5MbhrnQhNFddbUNCJ5pZMyM44m2gdzhhKcoQiSZGx/QEP1jaWY2pOF2xbhKsHPeaM/Qr8/xI5Gund5mcSE35mtsoZ3OcPg6qMWqwlg1QnFnbReRVM1mgMMKu6qnaOE4VAIID6phiuudQ8Mh45XC4Zl13oY9Pi7bffPuq7b3zjG/jmN795TMf/9Kc/jUWLFjGx2rBhA770pS+htrYWf/7zn/n7trY25OVpDr0aaF8idPRdMtB2+t5M1gh5eXlj/uZMgUXYTMjcE4ArGGBTDEHdsBPeJC+25PMyeSPfJF9rlM15BCIog5fPYwJG35HzfV658KsgZYeIiK2tF7EGEdRASNskiBgpYmRW06Gb54iEkTIkpfkQ3y0GH5L77VkiHIzIl7mUOX2XEVcQS/DPknuHeYSL7RIZ+J3rxV86p39aGaIZHjjzcoFmQXaiM3I4C7ijJwBb2I2sHWLiihxwo3m1Exn/rEPnO8pR8LgwPRj3FIuzLxi1iVwgIu2UvYcgB4MIfHgVHAOpcO0QRE7upnxwh0PeW2c4BxNZs728mfIBiGMFg7zKH3jvSnQsz2AfHoK+8qcJ3qy0EFkjYiTvPsTXKLvcTBD5PC43K3KRdCeTbfNgHChPZ7MhOyMfEM8/RRuw3Vcv46SjZM6VXhe1REk5In81mggCM7JhJ985er41IaTfvRWoKIfkdKL2akF+ZjSUIK6qKHtEha1qBoI5dsS10lQ+v/BrDMxbycpX5jbxTAJlqYIYtvVBJVX4H2I7nUluaeXn7HlkvdGf+Fj7uxE7WMMuW/ZpFYhHRG+hySe7tx9qrpZcOV3s7+mIwhaSmayH8nzomu9A5j7NZPjiHrINcrtR/3doCxi97Dj5/rk7gpA84h7da/YBeTmjVE1FN8toKge1X9bWlFF9mPp2YGkFFJcM96MmZaOlY2QfrT+AFAITQUc8brw7BOeTG9gEpit1fO81tbxNV7/Jx5Gvja9Lgrx1H5O7vF92QNWcz6k9U+5fh7SUFAxeUoXUV0XH650bR2BmGIjJ2PRKJe66VuRU2zxYhu2dRXBkhNkfLtZvx5uHRNWIayp34EVlBqZmdmP2Ldu4TBShPTcF8wtaEIeMB5oW408r/s7bf1B3Oa5Zuh2/3HEBIn0uyM1eEbUB4LyF+7F2YBqerq5E5mYHoj7xNO7deSHClUFcX7Udvyp6Ec8GBZGiVDDPNFbi2rIdeMesXdgbKsSFF4n35d7vXAHHsAI5HqO8M+iZqdXg7A8BVTMQ230AtnAYUmGuMd45PE5+pkxmVi2As1ksRINTs2BPTeGxkJTRtO2CqPcuyeH0RMo+EdGraEpMa08e7GGJfTfJ3Bwe9qGuS/hCupvtCE8PwVXjRs0cQEvBx5G/GVu6KKM11GDIWATby8sQq6tPTtZMfSAZ9DFB92911LTx+5TMBH8yoEqKkSfvqCGpWLFiBZsnzRhLXSMSN5GKtXHjRixZsgSf+cxnjG3z5s1jknXDDTfgRz/6Efue8emTBDxQgt8jDYRQj+I3pxsswmbCQIUH2Y/ug61UOL+D/J6cDsPk5VsvXvJ4QRbQ3MKmJspL5OwWgzdN1qn7etFx+yrkbB5gpYYGDh1E1lSfl81vaooWqVjdMMqElwiaWMLT8+HsSIhuyskEuoVZRMfB3y5n3zc1oEVRaSoaXtwMZcV8DC3MRur+HDYrjTIZ7NwHO5lKg0F2xuXfzs9jx+yBygw2Gx16p+Zk3UxRjypiLa3wdpQg3iKy4Os+aPpASP+vE1mlVayKDKUrV0weHHX13KZRAyXvHwzxpB3r7hZkjQb6s4WJL+OFMOBPYTKV6LNEJq68F1owdPMKpL8sKjbQ9+R0LM2aDuw7yOcgFYjgfXUvbNPLmNT03LISwSwxGBQ9VAc8sxHKuQuF0heNGebV6KLpGCi1I7Uhht7pDhQeEsENRIr4b00t5IosVh3M0NXGGb8U/YHN2fWNcFN7p/iQ8VAjkw2COm8mKzperQ16bxHmwtR7R+6ZfLIG3itSnWRs74HU3Y/Y5l1GUIRB/sNhTlEQy0pBjIIv9MUFnScS5QUB3Wfas5qTtceNWGsbss5ZCHvPMAqfGZn0+IhjRNnx95qjtq4EMylL2F+/Lr4mrc3MfVF/7s5nRvdt3s/0jpgXPaP2ofNpJIsIIRHuOKVpoMWD6TykkEvTS4GtewxyS07otje2Q9FS3nCgSqNwOwheuYTTXjif3ghvWxhNl4lxIf8VO6JeF/oqVc4L9mutWgcl9J397Wb0fDmdqyUMlapQ+sS79Z/Ni5Bd2I99HbnsM+YoEdc1O70du3vzOWrY7wzjzm3v5u2rS6vxQPNivLtyM7b1FWNpRr0xib/eNwPrn54Dqp6WuSfErgUEx3AcHZIH+0tysWDPxwzfxZ8ufxChfCee7J6HSncLlwILvCbeR6mQIj+jcPQEIdU0oPAV8awiK2bDdbCNfWrVQAy2TSNBOPoikture8gwk3u2N7ByS4slZf0ONHxFVHlIqxXuF6R6hj+6ilPh8KOyAakHB3HwPX5OuEzEeThfTE+0eAn3OtnXN+d3DrgOaYvEgkyDSNH7AI2w6WOu3peMZ253GMoYjavmoCNjn+llgLao5WO1CKX67Q7yX5us6fbOO+/Eu971rglNoclAxJBQXV3NhC0/Px/r1482J5NJNBqNHqa86aDfkImV9jOrbB0dHVi1SvSjMxUWYTPBXx/iyU42v6zaC+sYjCHWqb38HZ1CLatvR/b2QQSLhJnLTU7RsgRfe5z91KKr52OoSAxg6X9fy4O/7HZBicb4LyF6dhVsL242JHceeGjAn13IhDA2rwJRvw3OTmnEPKSqiO3cx+YffVVJmPpgdNTEpqtoNOwqLmG2ouGRIxkzxYugqx9033RP6hYxGPs3NLLZlVapFASg5+nqmudBznMNGLp6GeIuGdHzhTlJbhdm2WQkhciu6/ENhqqikyzPIb8xuetkjWCjdBktrTzAknlPCQSQ/riI4FRmlBnRnHSc/vdrZKY2JEyRRYWshJCixcciUtI/wGoKKVkUkIAeYYYJnj2LJ2D+/cEapGvpPtpvWYisP7WwL1t0xWzELxJmRPdru2EfjsLb5ULKjna4H6tH9/vE+TM9TvblIhJi9ntj0mcib33nCP+b1P2UBmKAJyYlKxVyY7uRI8o2HOZnxoR1XiUGi8XknJGePkJQXU4mreLkGYhpz1wuLoQcj7NDNbeRzwnb7lqArquwgH3N+MXPyUb/6mnwdERYcRy4QQy0pIjwfp1DUHyij+pmclLDSL2AyzGu4kALFz73OCYnnazxNXs1mVS752OGyT9J9zEkEkqLAt4WDomAkSVzmUCalW36fz3FA5n49GN5n9kOuSgfID/INdtQOSDyEKpOO7oXpHJy2uGqmBGkUPiijNZrypC6nwI0FAxWUB8TxDCUaUNPIBOKNw53iwPqbEHYiKxRZOZgzI10ZxA/mPcIb3+8ZwEiMTvXNKZSY1QyrpuyEgN4s24K3ENAySOtiBSlI22XaL9Ivh9Zu2QcilTAoyW5JXzh4fdzRLD73C7ImI/enTko2SL6BEWIB3MdkKNxdL1/HtyaEz+5HSi56XB1BtiUPZb3F49f2rNXBgZ5oRP1l8OxfB4K3xDvt7O6DWp6Cro+uJItEEykSWG7rgKOAi9ytoBzGVK0bsZBMTo0n2tDSq2M4ofqMbS4GDY9oED7Sz6Pyfx5E/uS2YyZjKwZFo0EovdWglT4+AT+dhOB8loeCbKzs/lzNNi6VYx1BQUiEG/lypX43ve+x6W19G3PPfccq3uLF2uCQgJou8PhwPPPP4+bbrqJt9Hvd+3ahR//WNTdPVNhBR2Ygg7Ot10PGyXP1MCTk8POK0UaDJ0HtdUWDfJEBCrL0HqWDyWPdxiDN6kMpMTok4CeAsIcBcl5wcLCRGBM0gnkazzQxCPNKOc0I+NNnESUCN6XExS1MaIjyfzoOqSZk2iwnZrPk3TXx1ch/wWhpA3MzebVsU6+9MmWSBWtptuXp6DwP/VMBHXHXXMk1mShr4ZJMZLpGk1KpdmZ3P+KWOFT9BZNymSWoUhDKaC1b/UhDhJgIjJrOtTmNvFMExSbpG2jmzlNJu/Ea5RnTjGUBmoLagdOutmvJTbzp4xLXMz3avw7wTw+1vlJoSSQShm6ZjnsgTicr+5gpchwmg5HoRyqF+lWCgugdPceRpD5nEuEXx+27YOtKF+Y3ek+ojHE84Svmq1akHuazEh9IrWYoNY38X1PhLFSKbydwGTW7xOBR0SMijM491vMKyGlOYbu2VrARS8Q9YDT7ND2lrMcyN0qfsPm9O4Yemc6ODJ7sFzMqJQvryKtB1WpLXisYS5KtFJt9f0ZqMpuw97uPKzIr8MLtTMRGRRK2pR/UWJgJ+dR5Dx1L4jf9MxLY2Xc2xpG69keeLTXWg/o8XTFEE2xobvKhoI3xbsSd8uIpNqQ+vgOyKVFhsmYLALxppZRfTIRiX3WDIpoT3le+Cyq00tZ4Te/X/z/s6aj5r05nGS5+IE69vfVxzZalHk6Y3A9vw3Kiir2pzOeh+ayQsoz+bxO5r0+2kAEeva64hZToyc0SlSfk1r3lSIt9egiRHX8z1e64c/+2HEnO2vXrsW6des4cICulcykZCIlUykFGpjTepCa9pOf/IQDCShClIIH9LQezc3NHGRwzz33YNmyZUZajyeeeIJ97yhAgXKydXd3n/FpPSyFzQRbXg46r5uJ7J2CZHVOcyNjX4ADDkglMUw9K+fD1hcE1m5H8eBMYGDI8G0TB7JBIYK0cj7vk2yyTcy4PR5Zs82Zifjug8aAwpOtKTfYWGBVSzdljQGzv49rT+NIaot5lUzWiAhk/36Nce+pNln4dFy0iN1owpmiC6UeGITc2In8HQfZtMoEYHf1YQPdZKETGFY8TZM8Oc3bt9dwPiQijmZzIedSW7PtsPslssbtkOqGum9sk95hbaM9o8RnZ75Gs0mISAs9K91PkCB19zBBJ1Uhbt6+bC7iXgebn8jnjhYHOjGKu+1w1ncDw8Mij1uS81Ob2huESkDPw1s3yI7Sqt0ORCIGSZaLCtl3jrbRMyBHbN7utENu6TDuUdohrk2JRY2UCKSCEWFWNbJs9P9xTJLj4VQla7obwGSuj9qQEy9rZlP6ZdbOPiYJjV9bhdLntLEgpiBY6DUWS+7KVQhk6/57QCDbwX99rXFk7hV9vcaXgb5gFjbmlCE9axjbDgg11p0eQlfIxwmV20OpKMnsRe9zwkXA/vwaeHNWclqVgnVBDMwQ5IEirimfXvq6LvhLiuHtEOcgclf4j71o+GglF4Ave6QbUofm3N/RCQ/1j7JiqK0dIn2N5hc7EcYia2Q54AhLTdHXyRq1OS+GNIsCkcMpP2iGXFSA8KwCtjpQaiACpR1i83QsytHoFHHPx3h1y4gLxhjpXCYNE1lLzLVoBDRohHDk3zjhIA+2Y9PXyBp+hBLbJEEq2f3338/+bhQpSnVLKR/bF77whVGm2CeffBJ33HEHzjrrrFGJc3WQeXT//v0caKHjF7/4Bex2OytseuLcu++++4zOwUawFDbTambeB76P3Lu3QF5UxY0zONUP34PrWOGINzQzoWO4XezbFt9XDXthPoVtjhrYDJNKgnmIB8BobNx8YKcMVi1goqo4bLDtqkHHu0V+uOytg7C19SAyTfgfkLpA0KP8kuXC0gdAWkUbjt5HCR64G5rYTOtpCxnJUInkUCSk7vP2ViFRLSMzrJnUmUERjJ43D2D43Bnw1Q6g/WwRAECRuUMlbtiDCk925JNHcA7E2YTb8+FVyH3soGGit08p5fI/VH0htmI2nDXtoxz9zf1xLOimKVYpNf8fZWiYfdpUjchMRkU73WH2u0xUlihiO5wuXCC65tow5f8Ocj7GaIoMd2+cyYYOxSmhdaUdcY+K4pe0ZNkNQwgV+hDKtCOSKqF3tmL4cKlpMeTk9CMcsyP+Rga8neJYVCOY6mNm7o/D88hGyAuEX+Pg1FT2C/O2R+Bs6kPfYhEowLkTtTkvtTaIcKbTyBVJoGApSmZsXiCaQQsxev95X1MfO1roaV6QlsqqNJG48d4ZGpewZkRhO1KwRSAWS0rOybSK0oIxz80LQpeWsPjNjSdFYWvYW3TMCtvnv9qLtOyPn/HmxNMBFmEz52Gb/hnEy3I5fQHBPJAREaG8XwS5uZOVKJ2cUJZ3bkwFnAR2LJgHIgo0OFL5PnFSPdFgn7l4HN1Ls5BWreUV6xzC8IxMVu/IjEsDHGGsHFgWkoMd3SV5YidoyqeXLaKt4iV5sFHf00nVtArD7DueSepYYM5dl0x54H3KSialwpzOoEVdtCiDiTbB/6/1kGQJQ9cvRdrGVkTKsxDVKpLYh+LonO+C4gIXVQ9dLcxAvoN96FmaxeWbvO1hI4CAytZR4utAIeUylJCzLc4JpQkypQhy2+FYtwcymd8TFkvk5hBJt3OJMD1qlkiZ4WdJKU20KFmdkHUu9SP37q3Gsx6Vy7AgH0PLROR7yn4txcs4feOwdhrHP4xcHNjdQiNP7bcIMz0p/OZrNXweZ5Ybip2Z/JmtF8nM8MfjXTlZJlGLsFkwwyJsppfjgrlfhDMQH2WCYj+eYIjTAugT6ni+OGa/DMPnxRRtdCo5tB4LxiIYFpL0gYSEvac69LQIZkXTwlG0I/mqetwITMvkJNjkI0ag1BmU6y772Vo0vbsChS8KdwgpFkPzpdmikH2qxH5xBErWS75ulION67Y2hCAHhT1uaIqPrQCEsaLN2aXCZI4fCxRcYhuOGDnyiNgR3AfaRaBTQ9Nh9TiJbFJEKuX1U+qaDvONHAt6EmQzyE0AW/YdVY4zMq0mCzw4UThZhK1ub+ExK2xf+Gov0rPvsBS20wCWD5sJys59iEl6VqnDo9mM/cbxdUn0TUv03TodyBrhVCVrp4Jj+2F94G1E1gjmAA+LrE0Mc4qSUQiH2UztlSWuaamTJlLjfCkeVkqL/jjEZZK4resbkVmShp7ZDuSvHUYsRRuLVKoEoHCSbVd/DP1T3UjfJ8zTaeubDFeqsdT6RLJGLh9EyhJJDvmsmo2g9hdEvkJQmiOviKBWZ5QBWpT2KCtEeRnk1BQonaEJy4QREskaH3vDThwtzPcxXpokYx9NNaSF56k8nilQET9GH7QT48Fm4a2ARdgsnNKYqK5nIt5qsmbhNMIkIgcJScmaibgrWrSjUXeWUsB0CVWN+7bWv8llgsqSFfxqPWKrF8D5piA1UlkxYtk+LoUW9zsRSpfQtkJkwM//5fYR37KGNqga+aN0POYIcA6U0IJ4DAWNckma9kmEPVczMdY38rXx701kbdS9JkRxH+bHegSBHcf6nCbjZqKPKacqUTMTNvocCyzCdvrAImwWTmmc8sEZRwCqBKAnl7XwNkASsjYZ9WbMw2l+U2M5tavVDbDvDvEES1GS+tmlg7WQfbOg+JzsQ1r8WN9hkcPq5t2IUcklLRM89TXK1ahjLP8y9sXVqkaQmkqkUiazZ1+fQeSIDMY3HZn6RefX0w4l+rdxBHpX33FJSpsY5GPBwukMi7BZsHA8X6hxfBQtsjZ5tYR9R4eGoRRmj6vsnGgclgMvcuLIwVj+X7LPy4SJK3SsGZ13kQKe3K/sMgiRoZa1d4hE2JqZcbyAJbPZm0hl5w2zkft6BzAkzK6xIyRro/q6JIvUPIvniHvcvAtqdT3iSSKOzdVODB9Ak0uB7gvK+TEJWtqb03kBJRLnHqPCdoy/t3DqwCJsFixoMGfCP1qcLj6Kb7WqZZgZNYJhjuw7mX6KiUrW0Si+45kdJwPdbKfXu9UTNBMozctYRlsia+TcH/O7EEsolWZOUWImc2T69LWPn5D7SGBLS2W1Tu4V7aaMkx6GqprA/O4lRnJSmTVTAvJjxalO1oz2OsZjWHTt9IFF2CxY0HAsRM3CiU0/Y5C1JDnljiWSdSLn+GMFq0KlOZBK8qC4hQ+bfVs1pOyspNU7JoMjyYdHzv1Oah/t3+RkL7mcUANBQMsnpz8nigBVD9bBtfv4kWE9IbhR5YXqCFPSXFLKCvJH9RGKPtVVNrpO/Tvd7Mlq2jEoam9HUMCBFXRgQYdF2MaDqVLB2x1Wrqy3f0DFycKxpp4Zi6gdD3+jpAmAZduoa9cT/Upu14QmM6M+8HFAslxkbM5ramaVQ3iXaZVHxnnunLR4cHBMFZFMo7raNhkwmaWxjMo8lXqQtrsX0sDwYddgTtdxomCQY0k+rJ+YU4aYgwEsHzULFgSOLcHL6Y5jIWvki2OCXubleEMPS58IemJT3cGYC8Cbim6fCaB8VMcLenmcSZ9bS5RsxqlI1k6kWfd4Tby66TppGpLubp706UNkjeu9Uu3d5fPGuCglqQnzaMDVPKZOMaqbHC3oHhLJmh5lSTgSsjZqLFu7HSn3r4MUjSPe0i4y+79VSNLuJ4Mwvt0QV4/9c6wmVQunDizCdjwb00yAEgakiTLBH+3geaRh6bTaZh+gQOCMKzUk9R0/gmRft+eIJvmjjSycLLjqxGkIyhWm15s8GtM1kUTaX12/Y8J99XfwWPzNqASdXt/SqDl5HHA8ffbIP43r4CYhSHpwgIVTA6rJj+1oP5YP2+kDi7BNAlQDczKYiADpuZCS4USuLvX8T+bBn8xx9EkEqRGJCsbxwGQIKfn76JFhJwJknkqcQMn8NO41TZ3CGeDpQ2DFhkxfCaTBPMlTgfojwfFQOsiEdjogkZxRrrATncGeSAp9TsQ7eCqa88br829VNK6F5IhDOuaPRdhOH1iEbRzo4ePJCpaTmnakZk6zfwtFb/HHZOqYCFQXkD5HCmneTMMUqpdOInNcMpMcEZET4XxvngzJ2Vh3TE8kVBNWBUgwNU8WOglNnEAnNP8FguwkTh+CrTBPmL6KCtkcTcqWrm7pZk/pjdHFqc1tP+qaFs7mv0dMFJK0wYmoI6qDUmxwmo2TgJNZXshMUhKJyunsLmBFMluw8PaERdjGMS3pvjH6NlJO6EOKFalpx1LwmqK3+KOZOhJNWrZKkVlcB+VUsr28mT9Hc65RuZbyRW6rE4XxlEQCORvT56hIwCQyzx9PkxJdp+4TRSDfH4p0i7e1I7xsOkfB6ZFwSv9A8mOY2t4+cxp/GHsOQVm9aDQRmwwhHaMNkimm42EsNdPIc6WBUmyMlc3/ZEOvzXtUv83JNgqE87/H6X8yRTMm/r6inHN3HU+czsTQwrFDUY/9Yylspw8swpYAffJNto2UE/qMpWYkBgAkmrpIaRnL3BhdUDH6nHsP8PF03yjOqeTxTEiGJgJPUnWjVazgdctxPMEKlGliTSSfOogEnDTH53GI3pGQAE4v0NEJZdU82J/fxL+lj3LuwkmpXOQ/pOe4IiVTfmWLQdbtOVniY3Jan4wDvN6GEwUxJAY+UJ3LpNd4lOkmTgYmkx2fCGci6eTfdnaNihodj4QmawNKTTHZ3F1mYjiem8WZ5kdq4a0wierxyRbe7rDSehxHJAYAqJGoQQZoohkrVxSTsFe2jFJJpII8nlDkkJsndCaNR5A4dKwEk8kmKc9/1+NETqxqzdiJLidrDoxdvIT/Ol/bdVQmW0oIOlZJoKMpkUOFsglKjiBBcpLEpKPOrz/D8XJVaSkPpO6ekWtr7zBUHTNZ4HxWem3K4OHtQQSS9+sPcyoM6oeJ9zmZdkzMPn8kSMyzdbJwvAinOc3EEV/DROlEkrhZJIKfcZK6nBbOHOik61hgKWynDyzCdpQZ7yfKKaXn2FK0SZITVno9gNMBtX/QmKT1ciuHZUTPmgq53gnYZEgpPqCvzyBpNJArEwziZrLGKTyyMxEvyJwwWs5cJHq8yToZARgLh6Uo0M4huVxQKVp1EuZKUrP4WDg6EFkjpY+Uy+OJpHnBkp1/DLKWDLpSRyoRk4/Y4XdNk7juPC7lZcPusI8iCTqB1H+pPytd+ZlsSZ9jqvrwFpC1yZLkyWAssnay6ldaRM2CBQtmWCbRMSbMicxbNGCPGbIvyYgsnwn7tIpR6hv7btU3jp5EUkZ8WEalE1i3nYkM+8olOOLXfmxyUas6+BgNTWOSNbP/HBE1NmkSKQyHkgYH8H55h+cVm/T1aOegdjjqdAVj+HqNF8RxtGSNiJ7ZrKs/d10BMUOPJj0eiBZnGNed7NrJeZw/ZGY1EbDx8s0lmgVPZ0yWrNFz1J+lOaKaFDYyIyeakk80WdODUSxYUFTpmD9WKdHTBxZhSwIakCczKOv7xC5awh+jUT1u2F7cjFj1oQkjBRNNI6Sa0If8ysZySC759poxCcPR+NPQxJY4ycc1s9xYKgkFMow6x0mKIpzIJ20sAqibCCcD8i8y+44lEibjuVeMTkFhNpUeD/KpR5ua04qY/STHSn4c37V/QiI7LrG98CgikY9TvrGjxbEkpiYlS1ezzAs1Djbp6Z0wh96RBntMhMR3y8KZC8uHzYIZFmGbhGk0MUu62VGec4e9sIk/OpI5Epv915IFDtjmVYpyLZpq4m0JHpY/bbwyL/qkn2ziTKaoJEbM0SRvdr7XJy6ajMYim2bl4VSJIhwLE/mYjUJv/6SSp0obJ5+zitp6rIATCjQY9zyvbzWIoNlP8kiSHycS2fGUTVpsTAbmXH5vdb6xo4nYlhdVjas4j1kdIQF6sMfxjCBNpmzzGGHhjIICGfFj/ChW0MFpA4uwjdc45BtUVAh5f8Oo7bTyZhWGai6azJXjRTyaJ+vEeoMEdX/tKNWIzJd8nsmoaPQ77beTnTiTmcaS+aTRZDRWsMTRZu8nNeRYS3WNSodxDBhlAtNyqo1F1nRCG75qGf9NZjZPTM+iK2DU1mP5g52qvkrJymmZMVYuv7cLlC27DeJmJm+kOFPqFVv/4e/peJhsBOlkqlIkU7bjO/Ye0fVYePvjuJhE3+qbsHB6ELbXXnsNV111FQoLCyFJEh555JFR36uqim9+85v8vcfjwerVq7F7txhkdYTDYXzyk59EdnY2fD4frr76ajQ1JScYRwrKuUWJPJP5wqhtnYcloBwvokyfrIkgmM1ROsmbzGQ+VnWCtxOYENU3HlMOOwKlwzgeGGUCM+VUS5oWQiO0rsfHruWY2FfMCthkzbITKasnCye6nNapRNx08qaD/QInEcl5NGT3WAIhLFiwcObiLSVsw8PDmD9/Pn7zm98k/f7HP/4xfv7zn/P3GzduRH5+Pi6++GIMmojRXXfdhf/+97/497//jTfeeANDQ0O48sorET/KzO/myXI8tUpPpTCWmUs3e+qJUvXjyrOmjjJHHUnagLezoqG306k6WSUW7DanhjheJbMcO0ZqTJpBBJ5z7mn+i8dateCt9id7qzBeEtojLbdGPp1mP8ZEpZurXCTkXTwTya6FEwvLh83CKUPYLrvsMnz3u9/F9ddff9h3pK798pe/xFe+8hX+fs6cOfj73/+OQCCA++67j/fp7+/HX/7yF/zsZz/DRRddhIULF+Lee+/Fzp078cILLxzVNcXOXcATnnnSS5YAV5opJng5M50ne33CNxQzzeypJ0rVJ+GxcoHxcU0+ZFTZYMz9jtGc+FYEC4yZHmSMKNTjjYkyypsLdk9UMitZLUZWTsciBbp/YbopYMCkshKB5yhizX8xeunSpApfIuT5s/mTiCPxJ5tMYt4TiWR+YmYidCRkeTx/vmT9byzfTN2n02waTzRb0/NKzLt4vMupWbAQVyXEVfmYPlaU6OmDU3Ykqa2tRVtbGy655BJjm8vlwnnnnYc1a0SU5ObNmxGNRkftQ+ZTInf6PslAZtSBgYFRHx1U+skcJUqTMKlg5lB78unS/Uk4VUdNrTHhs9+ZRkIoWetkoJtJRyWb3bBzzP2P1Zw46lgnMVggqTn3BJv/dGVTn8zHU00m69ytk3EzkSBCPmbOMlUR9z44oo7KGQl+TKtGCsY7nt3ICp+eDX8sokg54CabB844xrSKUelmdFKSaG4/HorihNcyc1rSVDNmIjSp+rJHibF8M497yaijLKdmwQIFHRzrx6p0cPrglCVsRNYIeXl5o7bTv/Xv6K/T6URGRsaY+yTDD37wA6SlpRmfkpKxFStdGaNQe7OSNhmH4fHUNB1UzJ0mh6POR3YcoDvRn2gkM+eaJ+PjUXorEYnmRcVEmhJVE93MZZBxrbqCGUR2dPI3sHyk3+hkR1fGElVaDt4w+TyaiRJjzTajpJKuMCX6UI1XtHs8pcx8HZRqhj60EDErWYnmdnouE5n7jyaFTKIf6KmKt3vJKDPhPFNN5BYsnG44ZQmbDgpGSDSVJm5LxET7fOlLX2Jzqv5pbEyuWFGEqK60cVRiXBGfSSJxwjeKfptAil5SP7YV83GyMJ4T/bGAE48eQa3Q6IrZ/CET0vEmbpOZiM1mLjq/Xl3BDCI7lL6B7su/p8cgmTrZ0X3fzCptMvOm3hdUReEyYvpv6aNfw0TRhHpSV66WYTLfJSpzcurhyiapgROZ9MZSDJNFOes4kqS8RlufogXQ6f1/u8Lcz9/qlCsWjh6WD5uFtwVhowADQqJS1tHRYahutE8kEkFvb++Y+yQDmVZTU1NHfXSMMn02t4xsf2UL1K5u/kzGv4hgnvBpYtWLfh9mmpLkwxWSddsnd47cnFGJVU8GJhupyolHNTI6lvlRJy5kRibySh8yIREpIHPmZBTNRIyXFNacvmMs0DVxtYckPk60LZrhEfe294BRteGwc5gy5BsBDCZfJqWhmQkBV6FIqPlK90y+XWrZ+IRBT+qqpo88DyKSZmWOzKi6A/xY5Pl45g87XdQs6nvm99+83YKFkwXlGP3X2IfNelynDU5ZwjZlyhQmZM8//7yxjcjZq6++ilWrVvG/Fy9eDIfDMWqf1tZW7Nq1y9jnWLOMmyd/3Ww0qeLSRMJMJCUxakw3TTFUZdxErWORFgoYILOeObHqmJdzHCeaI41UJYKXLNcYKUE6iSUzcmLkHZkzyTdwskqHnpttIvOynr6DVTzTc9JLFBnEOhQW2/NyDUIdmZILZ0272F5UaDjFE5Gj+yTzExF6yZ/CH/qdcU8mXya5IA9KbvpoB3uNxLM/5KbdkEMJ96ERPr09jOuSR17jRLWWyJDuk0ftmZgDj/t34+hFEZlCjzSqcjIwB9Wc6jgsLYfW9scawWvBwpGAkt4e68fyYTt98JYSNkrBsW3bNv7ogQb0/w0NDWzSpJQd3//+9zltB5Gw2267DV6vF+95z3t4f/I/+9CHPoTPfvazePHFF7F161bccsstmDt3LkeNHivMhGusvEpjTkJEwqhAd4KT91Gt9GkCTxJplixgwIhWTQh4SJxo2Kx3opUVcqRftYAJXjICkOijpZskdXKpt78yRoqERAVsvNxs7H+Y4LQfW1ZpPKfEEkWMFJ9IsxGN8oeImfzqFkN5UTP8UDNT+QNJYqXNlpsN1ecycs0RETdMnFUz+JrpQ6qa3B/g73RVVyfxlK8tUZE1Ez79/HRsPn6ShKo6+eSardr3rOYl5MDjCNXE3HHhEPqvF0EQY5mmE0k0q6ETEOtkiZlPGpK8P+NVMjjMtKsqp6zp1oIFC2cG7G/lyTdt2oTzzz/f+Pf//M//8N9bb70Vd999N77whS8gGAzijjvuYLPn8uXL8dxzz8FvMu384he/gN1ux0033cT7Xnjhhfxb23FQlMyTd7x3xN+HzHd6YIGSnwmMMxGZ64keDQyipSrGhKjSJNzTywQgMbCByB0pPbRddzZO5sOSmJWdCNUonyWa4I41um3NNsPESOSDzXzrdxx2XZTGwr2x2lAh6Z5JedLb32xy5EkzFmOikRjlJy2ZC0lVoWzeNUpBkrMyoXb1QHK7eJuuatlrOxAb5/KZVM2fPRKJSW0+Zybifjewdjukzl4ovRrZmTUVfectQ9o9ayH39Y+QgU27R6V00c3JdM94diOrXb2VaUgPzUCwTFyX85mNUOdVQh4YgrpghhFJSWZcIlfq2Qtg7w4cVhDe3B/U2Hh3JoIDzKREJ8n0bOh6/f9ad1jbG226qArqgdEqM/2G+uUpiyR9We+Lk/Hxon50KppuLZw88Lh6kvNg6uWljgVWaarTB5JKHvpnOCitB6l1q3EN7JLjhL24pPKMl++LyUBC4W7zhKKbsiZM63GEZIt8mwKrKzn4QPftMjL+U/mt7m6DaBztgCUvnjOKSCW9Dk0V1EkHm3wP1gizX0yQnuDiKXC9sWfMyZPVq3HSNSSC23dZFSJpDnjWC0VrcPUM2MMqnE9uGGUWl0uKhIlWb5PMDETnCUXT2TYItaMLbe+qRFptFN5ajcgNBRCdkouhYhfSn9qL6EKR986x7ZDRxmTKdR7qgDog2nbwgpnwtoZg21kzqr2ZBMZVqJt2CuI6s3wkgjkvF3HysdRrwGpmUGk4NKrPxS4SgTB67Vvqc1J7t0HeOGJZa1udxOvKpB6lqt//qQImU0nM4PR8rAS2Fk4EYmoUr+BRDloz+0Af7znpX9tmw+c/NvHh/77Zgtn5H+RE9Mcb5eXlqK8fvXj74he/iB/+8If8/9u3b+f/p6T2XV1dvP/HPvYxfPrTnx73uFTViNyfzLj55ps5Qf6ZjLdUYXu7YiLSQkqYbrYyq0njkTU+bgJZ03/Hx6woZ0IwXioFNRoTJOAIlTHye9IjRRPNY/rEPOE9V5Qf5jxvvnciaxQYMZ6vnVktJHKrNI2Y/nTS5HhuE8a7u0Syxj5ppNQRiV0+F7ah0Kh25vZdsw1eIiWayuT9z3qhrOk7adv15xeZWwb5lW5Ibrdhho3bbIhctAiRVMCz9iB6rhCEKeOJPbD3+ZFxoBmxqilwdA3z9qHVM+Hf1wN09qA/2wnHtiEEzxKENXV7B59LKi6CbYoIcuB77x7mNuKgl2gUoSxhogvfsAK+h9aJJMg2GapdNsygiaZoxysimEVfpRltsVJEJcvVzYgtmQn5ta0YumI+t4VB1LR+zWTVpOaZSd5bgbF8Fs8EskYuGW+pqdnCCYWeS+1YcKIVmW9/+9v4yEc+Yvw7xRSURrlSc3JyOKE9pc+i/Ki33347W8DuvPPOcY9Lx6Rj6/CcoMwBbydYhG2yDaWpPZOBObpsInMLmaKSOTLr5kNjkjSRocg7lrLZbCx/m7GOqX8nkSKhma8mO9nqhGmsyTGRrBFsU0U0re6LNR5ZY2d7k/mYlazpU6FQm0syIucJE2Niqg3dD89s4jUTZsOsTSR23XZI5moSS+ZCjsSY3MT7ByBP1/z/4nHEvYJssg+bToC1NnMeaGVTqtkcbisrQcwjI2dbFFJ2JtL2C4KrTi2GuuMApPkzIa3fCVSKqNiUmn6EC1LRuzoH/qYY4rPLEUkRA7Mr2w+laCG6KtxIv3stHLr/ZKEIMuhdVQjHUBze50VyZaeiMrlM1j8TU3PoKT7is8pg213LZmImxKGo0ZfsA0N8PCJr7Aen5a4z92s272quCUdSXu1YYDbb6/5kZ7qZ0iJrFt5qkIuSntUhER/84AdH/buiogJr167Ff/7znwkJG/mrj3XcMxWnbJToW4nEpKfQJsOx8oqZAws4L5dJ1WAfqnHSTCSeh1bM9JG2HTAmyURneSJr4+UpGy+SjTPym3yNaMJLlr4i8bqIqJnJ2nhRhMb9kolvYIjNbhOB85tp2faNvGQ6ASH/vec3iY8pEITOQ0RNJ2ucGoSKy5vTsWjXQvfD5kDvSLuRaVEaCBjEmnzC+EPKzFqhRJGapKfP0BGZUcDHG1UwfDgA/95ueLfWQ2lpQzTDxZ9goQ/BKxZhqDwFXR9eDtQ1iw+RvGAM+S+0wdMagL2tDyn3r+OPvKcWzoOtSP+7UPokSRafUJTJFZO1F3ZBLsznz2GkbP5sNonqZlFzH9TvxV7bBik9lY/H++05xB82L+rHI1WSqnCUFfMnEdR3khEmvSbq8Yb5Psc694nCkSQEPtkYr8SWhdOhNNWxfShKlGprJ1b3oYo/xwM/+tGPkJWVhQULFuB73/seZ3MYD2RGzszMnPC4//znP5GdnY2qqip87nOfG1VD/EyFpbAlQaIqRiTNnFMsEWZlaJSD/Bi+NWbI2ZlQTARDXzEb6tIYGe7HS16qO6dPFsl8vvQ2GOtY45FC/Z71wAzofyeAYXZNYn7VCQcpZtyuiyuBbQcMAkdO9sb5Eq5Ff36uTdUIL54KZ49QrIi4jJWiRVcpiRjrba0fJ5jjRFp+rsh/FtcMDooCxe2E0t6B0DXL4X50PW92agompTBJqW1EZFWV2L6lGnaflyNMpf11iNE965GMZIJNTYFcmI2YzwF5u3j+SlUpnLEyyBEVsaWzIIe1Z1AjUnzopuPEclXmPqjnEDTft9Q3CElPrpvqB9K8kHuGoPo9iBEZTmhX3TfM8Jej6hDmclKnkH/b8cKRJAQ+2TgSn00Lby8oxyHogAjbunXr2CfOjG984xv45je/eUzHJl+0RYsWcbWhDRs2cFJ6yvbw5z//Oen+pK498MADePLJJ8c97nvf+14jtRdliKDjbt++fVQKrzMRVtDBBEEH5ohQM8byx+LcYvsOGoEJyUyJZhI0UZSa2QdL1qIcOansJKPbjtRJ3FYp/KjUukZxniVzWYlKZq4dD+OZZXVFIHGi0VW7MWtyTkBGKT2G3NIliIumQCqhMORFs42ABzKlSVNLk0bK6gEXytDwqLY1O90n9gddeaEJnYhL8OyZ6C+zI+OgeN6KU4bzqU2wF+QhVp7HgQQ6wVQWzDCUvFH9aeV8RFOdcL22C3JOFuItIu+bPHsapKEglLYOyCk+9F4kzKtp+wYg17cBKV4OSOHgFL0ih9MB9A8CPg9ijS2Gf2PgnSvgf2GvQbT0gBalsxvStDKo+2shOR2IDw3DPlMESiAQnBQ5GMt8/lb7ur3V0FMAHasZc6wxycLpF3Tw1y0L4PUfm67yt283oCrnFiZoiQnk6ZMIInHf+ta3xj3mxo0bsWTJ4aX7Hn74Ydxwww0cYECqmxm7d+/mrBCf+tSn8NWvfvWI7oF84ZYsWcJ/iSCeqbAUtgmgpqeywmBWWmjAjK/ZkdSZU3E5OCIy7rTBNhBEoEKQAI7ArJoBaTAwatJLJF2GOfBQHashhhKiZf/X0yrIw2GoLkfSHFyJYKIxSR+8xFQRiWSNt01A1iZS4Mz3byaeZqJmRIiOkX7COM/ZIl+Y9MY2YH8dVL3Yu9nsa4pOJZ8tqSs54VM1E4GyogpyJA51w87DjpU4UUZnCaIj0TWWFsC7ux3uNj/kJi0RsiwjpiqspIWznHBXiucbLPBCjijwzKvkZ+ho6IKi5WNT1m6H/ZyFCF44F77NDSN9hNqUTJQeDxM+/31rxf50fiKyevRwKGwkYqa+ohyqg1q5ALauHoMweR9eB6miHNLMUr5Pc+SxPRA2zKVc9krLl6enQ0kWzWzGWKryCSFrxyP9zEnCWETNWFxMMi3K8SJrk7EAWDg9QE7+kyWW5Fv2rne9a9x9KNozGVasWMF/q6urRxG2PXv24IILLuBAgiMlawQiaQ6HAwcPHrQImwUBGzmE76tnHyAC5fSSmjuE2Y3+XzfLEYFzuQ8jJey/1tmLeEcX7NPKeaLru1hUXCgkshaOQenqGb+5TcXJQeRPywNGzvW6IsS+UyYCORkw+SHH+IlSgkwAM3FN5hDO5rGBwdFZ/RNzvJlgJqzm1CE6uTzMFJXiBUxqIRM1DUn9qYgAE4HRJstkkYO6YqHfFx3TTMb140YvWcJRqua0LmaVNZrlhaOuGZFpObBv1ggbJQ9ubWOC43GNpDZxr1rAhF4aEu0SKc+BY6eIQu358CrkPt8IR1Qz82p1ZeOyBMUhQz5YA2nZXEhbhkb876hyw8LZnOKDkvwa16752dn7Q5A8HlbP+FgUaFHfCJtjigigOFeUNnNsreacdbG5U+CgCgqKclhgx1hkbdyUKieKWB3FMQ3V+gTDvBjhKhj+lKSEa1LvMVXkyM5MapodtbA7Alhk7dTH8cjDdqRRouQ3Rp+jASWvJxQUFIxS1oisUX5V8nE7GtAxotHoqOOeibAUNjMaW8XkrfkAscM3mZkKM6HaJPRUici0vP8eNAb8USRIkgxioKsSBa8Jk1Pc74F9qIdLEkUqsuDaKCInaaLVzaj8O9OArKS4gT01I5OllnqBzGicVZ/ygM0p5xQMk8k9RdeZ6G90pDnnxppcOF9XgqkmdPUy/ut+bMOo8+plnhLLcU0mx5ve1qwyRSITlgrSo1d1NSGZSTWZYjHKd03LD2ff3sDkRq/ckEhC7Wt2cQJdynFmmHfXbGMyRGqasm67kQfNvaeZVTd9onXubURkrohS9TdG+T7DVy2DT1URo+hSwvK5cDb1QqF70dS/UebcUOww8zeZ4dTBIYNsqbOFOdhRWIDo1HzYajsQuWwpXM+J9CRDVy2B55H1cOxrhFKaDykaR7BEBNo4tVPSvbG5VPPp5KCSpnaDrBlVQQpyoB6sE0l1T0JJJz1B80SYLFk7FhPuYcpwehpiTSLYJBG6aqy3UdJFEVXk0I6X+J4dDVmz8PaAHjhwLFCO8fdjgfzRyDeOzJxkviUz6Wc+8xlcffXVKC0tHWUGveSSSzgxvl4bnBQ/SvdBaG5u5oT399xzD5YtW4aamhoOOLj88suZOJI6R9WMFi5ciLPOOgtnMizCZkLnDXNQ8OhIAIHc1gU1FIY9EuUB0p+ylLeruZmILizHcIGd0y7o0Af34RtXwPfgOmFO0hQOmrSVrFSo2/fBPTSMgQtE5GRK/TAURTHMnHr9SiYmOw8wyWCfIDKF1WjBCZRvi/yJmlsgv9Y74qyuKskVJLoObbKglBNIIGzj+YXpJEp37men/zEUs0TiQ0TNOI7ZKX2cuqmTBfvXUSLZRPNsgpJDgQIcGas9m8kGY3Dxdy3ViJHIt7zMIAWGmqiTUEr/UZiDuE/z3zK1j7Ou0yAzesJa5GRDCoxEaXG76osAMo263PDtbEe8s9u4n87FPuT8drsgSLv2j3omfF/avRFhkjTfFCOIZVoFlDQvFE0RVFxu2IkwNjVj+OJS2FYL07KzP8ZEEY9vgN3p5D7mDWil1cgHy24T9xIOGak1EhU3ow/29IqqCKZo2sQkvEeLZClFJiJrR2p6HIus0XPXqzqMmeZGJ1danjRqZ6N0F1XpoPQp2nuZSGYnuj6lIMsIBKEIX1JLzalsjhbjKeET+aVaOJXzsJ0Ywkb+b/fffz/7u1HEaVlZGZs8qUKRjgcffBCdnZ1MwOijg/atqxOLaVLO9u/fj4D2vjmdTi41+atf/YrLV1L+tiuuuIJ98I5HBaO3M6ygA5OD50VT70JgYTFcPZpPlZOSkEqwD8XgpDJG2qRLExr5pLEZSZZG1bBkE5yiIlCVZ2TKZ6yYD3nLXgxevQgpjQEuWUSwZWex2Sk8rwyuHfWsahDUbXshkxm1Z4AdweU8qlEpJsjA1HS4ntgwYdJMI9t9MIJYda0x8ZvNq0fq3JwYhED+etxWE1QxGEtROJLgiYkwkXqYqBZyjrH+wTEnKV3pMAdJ0CQbqiwQKUamVUAlQmUipEToSBmV9NJNU4rZ94yCBYhkq0SYNXO7rqrqEzf9ltHVK/wOp1Wg89w85LwpiFw0JwW2wQjkjh6oWWkGUdIVPDkchRyMQnXYECwWhMZ7sBv9C3KRursH0dyRhJbhTAdSagag7qtBePU8dC4QRLPw9WHYBkOQBoYRnJUPx/Nbjt6USYEyC2axmTZZf9Kjbt92GMe8a65GYqhslJJFlkaRnfHe3UR1bqxtFk7/oINfb1p+zEEH//zOISwuuOWEVDqwcHJhKWwmULLW6FklcGkijKSocDy5kSf62s/MQ9buIt6e+noNQH4jr22Fct5IxAqbozQTnDPRTEFJW+fM5Iz0cno6pOlCtehcmY2Mv62F7cUugLL7m4hPJMcLJ9XGbGqG0tBkEDAma0QiwhEmPHr0KJMRmhxIjaucyrUu+b60SZLJ5NCwSNUwCSSNjjWRNVK4lDECEJhE6KZa0wRnNjPp1RHMCqAO3R9rrFV+svJg45G1pJGycWVMsqbvbzZ569fraOtgvxBS3wzC6qsQ99s3ANQ1Ia4fl9QPmsQpQS1N4loeuFhD80i6GPJxO38x8PJmw5ScstHB/owZfz1k1Du1t6dD8rgRJyWuU0SsEjqnupHzVA3U7HQEpmYg5pKQukf4SsbrGuGjtDMpKXDG8tB6cR5vz1vXz2RNzs9lv7x0v3AWjrvt6J6XBX99Kuf7MxMLNrfPLBWRreRXt2774e1mfpYUKLN1j2GOTuxPdO+TNWOebIy7GBqLrJl8yTgilN7LqUWQtx8YpZpNdM9qMIl6bZE1CxbOeFiEzQQiP2n/WDtKmaLIvWC+DyXfWWMkxyU1zLl+P2IXL2GlhVIkEHyPbuZBW+3tY/LAflZzhWpia+qCqiVMZb+1HGEaYrJWSdGjwyK7v8m/y/biZsRNyoQ5IpRUN92HKz5kctxPS4WUmY5AaSqc5uz/lKdLI5OjyNRRgonXONGizo6hkcLqpgnObGaKZ/uBQ0jq25OMrPGh9ELqutO/VmTdHLlK5MemkR8dyUxwTMg0R3kzATRPqOYgDb0YvOqyARt2MhFTdon9nDlZCLxjKaBVoNBTOATmF8N+qBeqLLNKEikTzryOvgFI+TmIls1EJM0O30MbDN8vx3AcSnePYW7Tg2B65qVx/yTY0v1GySzyeVPzsqBW18PT1A4pJ8vIDUj+d2p1AwKrZ8O3pwP5bwgST35p3kAZq3yD715hFHunvp/1f5tFG9Bz6BshwWZ/SWnjLtiSmDfVoeHD6s6O59yut3OylC5UY9WsXp9MTDb1BrkTKIODol8ODhlRy+quOiiF2bDXtmL4wrm8yNIRrxnf5+wwX85xFD0aO/TI7olMmhbefqDC7cdavP2MLxZ+GsEyiSbkYXNl5Y744KycD/uBJoQWTYF9MGooCjwZR6OIlxVAInNXSKMmdhloboc6HOSEuPHibNi6TD42E9QSNYMTnDrsUO02HpDZ/CpJhvKnRycSiYwUi9Qhzt0NnENMJnJWV8/BDIzu3sNNLHrFAAqUIHJYOQOxLO+oqMuxVJSJcm6R2dTWO8QKIN+3iZCZJxgyzXJkZfvQqHQifO/kZJ0sojVh8hqzRJHm16ecuwDyq0c+6evBG3QvgWJxDnLGN75PSUHorEo4ntUImuafpPsRmfOz6dGliQXuqS1CJalw9oRh6xuG6tGqMlC5rJp6w1Q8yoS8ZC665/uR+0IjB8MQImlOxHw2uDvDiLtt4lza/dtmTUM8wwspEudzRPNTR6JGewYQrciDLRBF6zlie9buCCJ+G1z9MU7MK4fisLVofYeS6wZDUPsGRquZ9J5QDdJkEYx5uewHSvsnTQeyagG7HiQjZmNFJJtz5h1JgugTCYP4a4s9fXF1Qvy+yNTssCclw/qi0pzM+2TgZEXenmkm0V9sXAXPMZpE//2daiwtfK9lEj0NYClsCaCC3kbjNHRyMW32VyoswPCVIurRXt3LBbap9JB7r3Ao5u2kSmhkb+CcUqRvbDdIml4eiFKDmFfQ+mRuntQJRLjYeTwrk32z7C39iKf7DLMkTVhSVgaU5lbI2uCs0iQWjwuyRg7zuo+URs4oFYQ8GBbkyC4ePUUQ0gRA2w5bx+kE1ZTDja/J4zGIiT5h0D6qy84kQA2GhXN6zeHKWbAsDU5NKFT2HARRESqbQhNb/CyhlpGpmdoqqRkzQWlImsqjrASRKeKeiQiMSsORxGcucRuXvKLyTfQ8N+2EZ3T5UtFeQ0Nw9EcM/zY11YfhqelIsdsQmpEHmGqeejbXjqiNrVpgwcxpUBtb4InGoHpdvADQ2z+Wmwq7VI7+OVlI29TKFQcIRG6dexqR2x9A38oiuLvFUSPpNqS/Vo+Oy6Yga9cQr6jjF4g0Hfb9bQjMzmQzfoj8JLeI59h7+Sxkboqjv8KNtBoV2TtFAIRrbwvUOUUYLHEic8cA10FFnmjLoZmZ8D69FcNXLITnv+sNkqruqUNsLHM0VYCYVcbBIcnSgdjb+7mUl5LgI8lmVLMZMaHW7LEQtcToT/Oiw2wC11PqHObTSL6Pxbmj0qZQuh72DdWImn4cImt6FYpE5fGoQabmsVTL3v7JpVk5zjiTyNrbL63HiQk6sHDyYRG2cUwhXMeztFiYpPoG4VurZalXFQRXTodilzjia+hmYRL11w4bDv3p61p5YNXVETknG10Xl3FUqVk5IJJGipISVtj0SaYwAg3Ikt2OwTnZSHm5m33YJL8wr9KEzGaYvj5jEjBPYuRXF3t1i/CLImjmQSkcFxUMVi8C9gvCFTy3koMjaF/XrnrAp5FCzazL7UABCxqkFB9PApyQlSYrLUfYcLZrxOzT0ipIpimKUVfGzEXrdeVBJ4TOQyJ6NKbXLjWnp5gqUl4QAZ7IWZ0mStmkztEEqSsAyQIcjFxZWuShGtH2GQ6OnsD156aTxvU7OSkuX19BPtypHo4Edr65xyAgDLeLfd3krn7E8zMMEy73GwlIuX+DqJeqmcPV/FSokgR/zQBi+emw9w7zduf+FsR7+pjkpq8JA7LoW+5dYTaZZ+3K4UhjalXXHkGWg/NK4H95Py8k5GiJoR5nPLUPocVT4emJQ44qcLSKZ911cTmytvTC9WodJxlWqG1UYVTxVfcivrgSrm5BFtT+Ae3hjD2MkOomDwxBpjxkHjeQLpLvGkmcZRlq1TRA843kxYjfzwsVORpFdIpoE9SM9n/TAzQm4/+WSFy4VJhJERpFfux2Q109rMQXkbWCfPYxM/LbEWklX7Vo1HB54H07u1lNJSVVj4oeFfAyThCBQRRN0d9jIkEFNy9wrJJVRwcya4+yNFiwcIrAImwmyJQgdFcNr/L1yYPKABFZoiFT9zGSvF5EvTLkmIpYZzdS7hcDv7pyPpM1Th+gJS/Vf0PkL/3uFkTesRTe6m7I2iTIChxNIGtbESOSpp2bJjCaUDz/7RR+bDnZUKtHSIjZzGJeuXOB+p4A/0b34yICR8XEKb8cEUjHtkOIaeTO3ZQp7u3lzQhcthSeZjGpxOvq+VoHSxxIq4vA1S5IgxqN84AWzHDC11aA3gphLsx4pQ7QHM7Jl8ZsMmMfvLaRVB66MhNva+coWSNJrqZUJkZ7cuF2Tak0q250L0b76mkUxqjokEwBGJXpfcV8xBPMv/r1JEbC0jnV8sLRxd+J5FHONa26APQJnQJJGpsRWFwMp9/J+fwIrqwsLvROEcdECofn5EHtF33G3jPMiif5SLqaBqA2C7ISWzANUmsbYhWFsO0+hHiVlm5j3XZBaKubEZ9ayM8nFlMN8zktLtwtQ0a/4Lbv6YW7rhd9i3Lg8Nihau2bHYuxOilTXr3SIigLp0Kh/HJ0X/Sf3Qf4r5k060RzrLxl7FdF/HJGGSvT3IZEynKyoHZ0QT1oUueIpEwpRmzH3tHluqZPNYgUqcs6UdOvg89NzvpJyA2bKil1jUYwyZxI/YHei0RzOfuRjlG43qiyETP0UsAx0jfNkAvzEdPTwSSYC1lx6+gS90OKmOma6TnqeSCT3Qu3tcMhSCKprnaJ9RNdxTuRZcCOZ0T3qYxTiaxRDrVjzaNm+bCdPrAImwlUpYCxbcRZn5SxnovL4O6JI2W9cNoPT89H6t5eNvGQb5ntTeHwLu+th7pYZLNXmkf73rDpTLbBtqEaynAQ6nzNvyxnPmI6UVgxH6qJNHC04J4uNgVFqkoNPx/evqNdRKRJEpSZWpkQIpiBAGy9g6MmO0dvkJVDci73tUSgvrplJIHr3hYmGTTJezccQmyGMPGR+uPqjSHrT2tG+Z1FL10KV1cQrje2IXLeImRs1lSK7l6emBPNSAxSVnQlqrQYgdnCId9JZlVtEjQ7+rO/kyk3HJWK0hUg8+TIARcJeeciRWmwpR2eeiSU4zHUvcTM/Ywkvnp0r+SjJtU2j5i1M9J5soxv2S1KNenE2eMWDv6HGiH3BwyFja53+IYVHB1shrKoCvacTNj3dSOencoBAXpQiDRzGkdbKuE4+udnIl1T/OzdAcS050pnHdTJct90YCgAtSCb+wNPOFqSZUrQHFwxnUt2ye0jbUWkmohtWlvHKLWSFEDnznpg5jQMzs6CfTgOabkoWE853IwABVM+JGVwiMkMVwIJBEb5FRIBId889WA9q3+KT4toHhzknEqU/V8OBiFr6TDQP8Bkjdvh9a2Grxop2fqzlhx2gzwxSdPPNU75NepLemktyeuBQtVKdLKmtZX9UCtA1Qh6+xG5Yhkrz+Z8b3LlNMR27ec+btPVNI3wU+BR6uZWdqE4zIfMbh+l1Cq9fUbOxERiNZGfa2IOQ0kTGBWqLjJOnd5JqXUT4Ewga6caLJOoBTOsoANzHrbSO6CWFfLEyI1DvljDwwgsq4AtFEfXXDHZpDQpSNvZBfT08QAfKc00nP6RlcG+Y5MtF2MQFXLcbuiEoilFnJWfCMDBOqBqGmecN/sA8UQmS0Jx0Aq2c9AAkUdVGZ0+IzcHwYXlcL28/TDfF90pmlSh4dIU+F8XMwAngd25L2kuNi6y3twpVvpUKkozTREJdLwiiE/8rLmwvSlIU3zVHNjIgX33IUj5uaMmM1KR3A19o0xbuoqmR+FOCqZghMmmiqBJlHz4yMQllZdA0oIk4pl+2Brbhd8R+QpqudPouseqo8mRvgND4yYvpbQganevQUppclXau5jodn5iFfLeEARVppxtpAJRP9IVFeoTWWlQdx/kiXOUSY9M3NT/DrRicFkpnIMxqLJYlbtre9gnTqaIZ1PkLfefolwo+2tHF7qfNZ0VvficCtiGwiIPIBEMboCY6JfzKiH1DY4kA6ZrpByBwwEEFpbBu1OLhi7Kgq03wCqarpiSSsPnz8/l7xFXYevsG7NkmjngQldeWW3WEkybyaZughwTmvk+kZwbbgte74R54QxSXpg/LsGiY4bfsRjutgAv4KiNlCLhImCYUxP88saCOfozqV/nEeS1S1TiLJzaQQffW78aHr94Z44W//nuPqwsepcVdHAawFLYzAiG4WgfNFbpZNoMrZ7Dk4q9P4LCl7SV8KFGqE4HO2NLfQOctJQQm1aEmM8Bd3f2YWSNa4/Onw5bz/CoQVppEAlTY2u3C98tbfJ1dA0zMeABeuseNiOaUx9wSo/ZUyFNL0EwW2wnRYBNqjIgDYdha2oXJ8lIg2Mgws7ivie3ipxYFwuFjdR2T3UXV2TwOuYZk4Gskb1kudh44id/roUz2Xynw93UD0wtY+d03xsHoVZpKqIsicjHoSGEqqrg9YvrlTv7Ib+6A8qc6UaFCELq/n7Y8rPYcZ/uWS7KN9QnPn8SU5a0uMpQ1Yis6RGyeuDFqDxi67T9zCRh7wFDnZD31yGm5QhTahsQr+6bsOi5RPU3tSSpMimK04XqSWojmT291X2I0TlM5jajlNO8SmTuCRvKpKyRZM77lpsG214tHQuZmxfP4aS76B4wIgLROoDexTnon1KOjL0BxH12uA+IZx+anidKZVEOPlK+NDVWGgqzyS7R/EzJeaV9g1yzNJ7rg82kQuqVJcix3uw7qWam83tARMD5TAeiWmoLvjdSxohk0fmdjpESbGRu1kzOJgOj6OM2GTL5SpLPocn0T9UF2Dw+rQhxrxi6KPWN7g8mxcc2/nBbJssbZya+mlqXbLGlk6ZYpg/S7iAkjcTq5DGRKNF10/tII4O+6LFpCwIdycgaKavUTub6t1z2TSN3iWTNvDCT0lKBhOtITHStkzU2vR5B1HqyvIcWLFg4ubAImwmxrh603laFgp+JgYzrdUYUnhRshQUYWiLMNm7fVKE+DIfQedkUZPx1rTH428lEOTRCYniiIgwOsYmLVRqTEkDnCM7IhEvjAeRsTtCJgRoOj6o1SqBJi01ALV2It3fAvUCkEghcsxzuR9ezecb7sCnB7dAQwpct5sg+ubAASksr+y8RhiqzDPMWOcLrEzGZjfQ8b5zGhAqBE6JRHvTZ+X7NtpGkrllZiKe4Ec4RZEzKSEewUAtgsEuwDdmYJA4W2TCcK8xcroFUpO1OYfMitV3qvr5Rpkq9xJdMub00XzVSFJ3NfaMmeT6HaVLiZ2lqLx1sUlvbm9xhW5JHmZHoGTGhIZOYrkomEALzZGk4kFMEXyCAULkwpaV0FnCZJ/ZDTDDZMVmqmgKpoRM2SrCrBVYo6T5E5pegP9eO9H9u4ChaHYrTxn5pFNxg9qGzVWXBf9968fzmTDWCG9w7Rf1TVsfIXH6wQVyvNvmaKzTw9te3iuS3Wr41c21aW3+QTaVEiNlfUlN2+TglOVwuiSKRbduEujl8YRUcjRphyUtj/zW7cyTtRbK8YRToQME2SX0Oyd+xpRVSXLyTvD8RuM4uoRj29B1WoklXncyE3/z8zOexTSnl56OTNfbZ0tpev045HGMfVkq6zI+7KE8o0Xq1CiJcCals9EWPbuLn50xR1HoOOipFpi1gFAp2oOek12PVTPqxMSqJ0L50nXTtXEnjHBEdrLtDJL4XxjUdAVnja58EWbNI3fFHHBJ/jgWWD9vpA4uwmdDx8aWwh4C2zwilp/jJDkCbGGiiSNmikZYULwZmZ8L7n33IoTxm5nqQFA1YFzeiQPWJgkgPKSg0Mcb31xpZ6qkAuG/dIaia0uFqEFGi+jFVRUF8f82oFbFhwgoLQjUwU5CDjBdr+Hfeh0f7S9kqymEPCrOnSuWLCrKgan5Zij0bvUtz4T9Yw4qiMTBTZKWmXHAZJI1EsarT3jHaYV+LTlPmlHEgRtMFdrhnFiAuslGg5NtrELpyGUeR5vbPRTRVmJZJKSJiSj5l7SszkXPvNkNxUpx2pG1u43ZBqh9xsxmVKgxoZMmcj0vPTm82+5hJAZvjVGVEtdHTlpCiQpGl2sRJCiIR6oH3rkTGYyMTJfnx6eZWIuLBadkj+dU09Y393AoL4G0YHF3LkxSegzXsF0dwr9nHaVnsde28D03QsUOaqqMqsJ2/mP0mpfmzENfay9nYi+EsF0KZNmS90Tri90Xt6JZHTGLrto8M0tTvzlsEZSAENADxuVPFdkmCvHkfR26Sj5uR8JfMtikeyDlpkA41czCFEe1LJtqZ07jtaSGh+zVS+wVnZMA3rxLDBV4MzxfpWXLf6GITsJSbLfzD3C4EZot+76kV18qVOqZPMY6VWK3CnEhab0tpVw3khHxnZNamBYa5T5B/4XgmwkSn/ET/t2Q+W9L2g5DTU0eUqn7x7ulBRkbgTGYGlIEh2EgdTjD3mskSuREY9WW1vspE3uSbGfc64KCE3D4X90sOZGltN+6BrlO/dukY64keCywF7vhDUWX+HAustB6nDyzCZkLhsx1ovrkUZfe3jGS293q5fA/9vz4YUwoM50Cck37G1oxEFJFJLZjtgWNLL+/jGAgDewXR0CcbnuyLi0T+M47iUxCpLEHvLA+y/riGV958rIpy4RunBRqYB3lDNdDMI/77hMIX0xyLjbxP2qSm1rdAqciE3NGHSEUunPubjXxx3v+sZ6Imlxaj96xi+JqFb9BQiRup/xTHJbKmVxSIaRUF4stmw76n3phYdF+0UEk6Zvyli/2gKKqRr6ewAO1T7Ui9djm8rUG4t4p7MaI927uR9cd9GLxBEOW07Z3sj2friHEeL7WrZ+TeNWIrORzCfGxKuGq0cXsHQtcsF/f3zIgZzFZciMEF+fBv1Z6vNpGSokJEO7EeKt8/pSfRqhaEqoqM/GrkSE/BF4YLd6NQUSgoQUnzjdTPnFbB5aGo//Dz0BLtEmWUSfUKhY3qGLoPHqkkFLUrrV7EKpo+XDMZ7+qBlxzb/SnoOUeYcDNfrOU+IBGBGxxE8LrlCOSIfpT3yEE49zaKxcT82ZDrBdFQ0/xcPsvm88B7sAvQEynLsigmTqouVeugiF9NhdKjM1lJWTl3JJrOYYezP4pgUQorvHomw+AVy+DI9rHaQ0Svf242Up/ZNWpyj1y4wEg+nAyJ/lYGGTdV/RilgJEfWkKOtmOpw6lHbdsa2rgNgxfPG1W1QIc6PFJuzbxQM5O1xML31OcMssYHUZKa3e19QaHyprhFBPrAIOQCUWJMoajWokKoGX6x+NECK8Yr08bHtGqTvi2gHAeF7VgrJVg4dWAFHZgcPBfc8j2ESz1IrRf6BE2CZgd23WeIKgtQxCZNDoOXzzMiAJmIBQLovK4S2fduGWXuYRNHJCpyglFaC0XzeyvPQ6DADf9zuzmdga5ksRM7VSigidbjgeRyITZH8z96Y5uRB22yGcbNDsmjytkQWcvKhJqeAmkwAFWrdak67SKPgyxD7uyDkiEca1WaFIoKoOSkQ+4dYodygjJrCnrmpSD7gZ2ILp4BZ1MvO7tze6U5OT1ISlsM3tcPIF5ZJs69ZT8wuwLYV4vwuXPgqdeiQuubIPtTONGr4pJhH47BrqWWGCthKCf05TaOiCLtGgEJLJ2CqEeG/+CAqM3aE0Q0TVAKPe2JrsIl83vjqgthQWKV3EzDz4yIQ2heKTv1GwoLmfI0Yp0sSarun8XHIpM2TeA2mZ9fYj1VXS0k1U/deXBE8Vk5n4uzD1ekIWWzMOHGSnO4vidF+tq2HDDyjPF3dGwtD5muJPLxS4sQK8iEvXuI1Rk9spOUMxsRPwp60E12lKZEd5ZftUAEEnidGJgu7jHl3+vQ8alVKHxYkBRVi1iUUv1cSUGKKqz6UXJoCt4hsFn7CM1yxxtHkqaC25PqweqBFibyRQqx4nWOKo822UAAPYiBr4dcE5yOwyKfxwsUmGxw02SR7FwnpFrD2xwnK+jg6+sugvsYgw4e+94enFN0kxV0cBrAUthMkBQgc18ctoggbGR66J+XDWVRNvz1Iaj9YhVNQQak7tgbe+HpHCEQlPQ2fE4VMvcG2Gk6fN4cOF8SCo+UnoZ4QzM7oNuq+9C3QEQeUoqE6PtXIrpoOhw9IxMtFRGPTS2E3eOG6vcK4kQTHx1rURXk1m5WdxLJGps9dxwQkYSmEH9Oo6CRwHC+H66YZhrr6RO+NyjiOpBxfULXJgJqg2hpNgdj8LFo4LbbWY0KXrkM8jRRgslT24vUWifXrLSFFPbDalsufNj8TQqcQwrsQ3FIFE1IxcPpWukcHieGrpmP1P0DBlFiVaM/AHdtN6IFaYKgamRZpuhAzY+O99X87zhFQlkB5I4Q+6YN5Wm+dIqKSKqE4Qo//FvboHpc0Ic/cu6n6EYysXK76wlzNZAiFkl3s0LFz3f7HiZQfVVaeoi4CvduzfRdlovhIg/SKEeX2wXVJc5i7+xlNZWIGz2T8EUimbF3fxfUnl6o/cM8qXP+OlJPiOCeVQVoyotU2yKS12oEw9Y1xNUtvC6H4aslk08gpVN5Yxu6PrwKmX9eg8gs8eydqir6DxGprm5ELhfBJvLz2yDlpEPxakl9tZQf4Zn5UF/cLLaRItc/DHRoRHrlfJEsOt0De00LUnRFcuV8FD7ayKXYemf5kFYj2sS+s9bwpaJnSmZgUhT5WiqnGoshzqenmXcTfc10dXOytT3HAhFSo69QQInmFzqZyEokec/Mzv+Gu0CSiGoiraR6JibvZYWrqwdSRw/imvuEnvqD8/wNDRuLk8NURlpYaAESOlmjBYJEPn5HSN7MSbw5wCkJMZyIrE1GrTvVSomdSSZRC6cPLMJmgqczBn9tH+JZQjkgR2lyeu+8YxUytgwZigPlaHJ1BjE4NxeSCqRo/mg0WKsOGcE8F5yucrjbhhHXJluaiMghW4qqCJWmGcW2yb8onCYha3cDpw9xuZ2Gs7A9xcckgpQvs2mF6KQ8dcpImgO9CkBuKhSNDImDJ7ibNrWi98oqcW6dzGkTT6w4G1g3ovAQsSFQWzj2N7GPEHcYyqvldPBK3L6tGXGtnmWoPAPON3bDlZmByPR8DJX5YBdzMxxBBfauGCKpdtjbhZ8fo60H9rY+pHfaWOVhNYsue+dBqA67UOoOtCBKjtSdQqnqWV2KzI2dsLtdTCRtO4TJOT67nO89cPUyeFqChik0tnI2cjY3IjS7yCj3FVomTLWBealceYJ922y2EX/D0mJEy3IQf30ri4wRLXLX9novuhekIaU5Cs8eUZKMkg0TvFvqEZ49TahWDR2QNA6gR3tS0tieealIqxaTYzzTB5WIYk42B6nQs6RADYJr3T7EKSCCKinMnWJUGsAb20b8rBymPGia+ZXIZOYebVGhBQ2o8yqFiZPMrh4XPGs1Upybg4jXDsfWOkQXToOsqXvS1Dwx+VNt064eROdOYQWYkLamQVQ3KC/iFBV2vaQTKaUlhZxnLf3vO0bqqFLf1EgZ9WfztC+1dRmTPBGCZEEB7NeXhKiZc/RNlApkTH81bXGQSNbMgSSsPo+RvsNIok0LsWw/1A07DyNrTMQ1Up2YF43TlND7TRHF+jVp7zgl07VnZ0LSFhCJ5s1RATWSDFvVdMQyvHB0DDLpMx+L7yNJcIdRzcFU/ovVwkkS2FHXMwlzM/kXWjhyxFWZP8eCY028a+HUgUXYTHD1hpn02PaLSDpK6kkZ1vP+sgVDl86Ds0BM3OE0G5w9MhSHhFC6DGlJKW/3vjwEz6E+NF6dDSg2FP5kM0cGEgarsuFfWwvPflEIW1cOaBjLf60P/RdMZ3IY0ZzSXeTU39QCZcEMTkPBdUC1IvNtZ2cg948bYZtahsHLKw3ypxYsQODGFUjb0MzO3ooWjamnT6CBOH1nL/reTUlxxWTmJVMrkYB120eZiBS/SzjKb9gJdc5MKPsEMbJRzjIiEKqKWEk2bORfQ0rOtv2QppYjVETFzIOIlLvg7lUMNYmSkcaWVsBWVmwEPMDtZlIc9TswdPZKZG8U5kU5L5snMjkSh1KYzX91EFnrXpaDrNea4KjtGKlhuXY7R5WmvVKN4KIpcCycKa739e1o/dhy+NoUDN22Ehl7huCtE5O9c8DHPkPSUAjqgFZmCUD7paWIu4CCbX42Uw8WCvIqX7+USajzxa1ovnM5Mg4UwvmMMKt237Icrn6FU5h0XirSa/ALlpoinPVLi5F+9+6R4u9+jzA/VRSwydi7r2NELZkz0wiIcFS3GmQZZPblCMU44qScJbzMRNzYT46CNrQoZCkYESb4YJCrVwy9a4VhxrR3drN652zpN/wfKV2KlJWFcGkmnF4Xp6lJfUaLRvW4OVAikuWDo2sI/SsFOfA92AxQWS4tatU8gRNZY3OrqjI50E2v5n3GMrkdZhrUlJxxyVoSM+eRRC/qqT34WPwOtiYlOvq12enaTWRTr+JBRG084mPcGwVeaAST/srpaf+fve+AkuSsrr5VnXOa6cl5ZzbnvKuchYQiQiBETsYkgw0YYxtjA7YJBn5sggGTREYoo5xW0q60OYcJOzlPz3TOXfWf976qnp7Z2dWustC+c0ra6enprq6qrrp13333Qs3nGbTN1a494bOQAe/BY6xSyp/sM80Ca/r7zx4c4sfPEKydbr3UqQtvlCL92YvVoJ0dOvjLqbOAraQMfWPIrG+DpDEwlsk0DBMxqEtbYb17O2twqHyPd7P2jPzCHORJpdsbNFRzm8w2rvIFO/ThTeIiThfIvjQboKbIWHTH8SJzkNrUAE/POOzDZr6oT1Vr/lIbl/DF03C4BwWyijAbmMGgKv/eVqSuWQfrRBY+irTS1p9ahy4KZqfMw9oatssoDkns6WI2AGOTcP3mGCY/sIl/Z36ga07tiiGahuKxI/yejcxCFQcYBkZQGBoupgDkzhcgVj6ah2FgGMajncifvwKBnZOQMmLN4ovK4NybhUy2GLIMyWotWkFkvWaY79+BcmIGtAtXprUChmRe6LK0C/Doh8X6VtzfB3dPmgEp6wFLdGee3aN8QTdFa2Ac0pjDQgFVvz2G5NpmOO7cjewlq5CvEaAh45ZhHzXBOmzgAQCQRxu1cIfyHD1G5rEFq5GwN1ekWUbtl7di8r0bYcgCg+ebEHSuE9teAcKt9HoS/IfiPNnH7++zc8RXyiZj7AP1qH9Yaz9NJqAmUzD2jiF0dRPsndOMGYvHNWBArA0NEVCRLYuypBHm0Rj72umAjVlanwmuo5OcEsCDMlp7lQAkgQc6ds3hCgZqeuU3LGLgRccEsz1U9VXASEgMPdTWFAcIeN8H/VC7+mD0uxgIOgam2RmpvVewhZEop4MUs3g1hk2fhpQ1Zoou4Drzc7KWW2m77rSZnFITYM3i44ymF0uSAOYS7uvRWLGL5heHdjgLmLSm9TVQNYBXqhM9GSvIPn8OSxHoGshcV0sMORlQm/1ZXoy+7KQB8mdSJYbVZ+tsna2Xt84CtpKiXFCaANNNZUlcTZOa5s5Rzsk0aqL41NJaWIdiiLd6YbMvB+LiBBtd4BMTjlYJ4fl2lO+IQI6J34U2BJHY3MB6LjvFGGmaDhpYGP3QJgR/fxiw21D2rAAadLKnSUfnzn6kLlwAR18cY+eIC2Gwd4gBJF0osg2B6aBzCptvrGMT2FIBO198qW0aiwsRenUVgk8JcEbtRtIZEVgr1aIo3f2Qy/woezYHhWwcjmnedJk0Iu/aiMCjvQwUqWXJjy9bwCBFTudg7AkhX+UFDgqWyEoMXiAAa9cEDykoi0QL1xBOwvzc/qI/GYnmqSy9U8KvjlIGvB4oARcCP9zKv0tfugaKQYKJ2M9EEtkKYatgGvFO542Sma+WDiA2sg3W4QTUNYvZJJiyPalcVRVIt1Ug77MiV+9ErFZ8HYhds0ypyJRZWHfnu118DveqNmSuXgd3TxaxejOCO1WYY+JiGWkyMWjLOYzIVVgQrxGMVfmeFMZXmmBKANYQYDoq9lX0vHlw9Q0jdEkjgs9OcYu0WBuXQxqLQk6lkV+/EI4+4esn04AJmTSnM1BoWlMDP4apFAyJHINWAXKmMzWlLsHamaI5tsNQ9Uli8u3qHGGtVOyiBbANay3vrkE2WpZjMajhCAoDg8UoLykUAZrrUNhzGDLZbWwTzBJPkhKQ0MCEorUBWZg/MSVa9pomr/S4nAuYlFYpWDtZldrdzAYvp0qdeDGVPLcNrodFG1pa0IqC2wqV2FGLCYq2DYwlk81F25lZU6JkylwKmgjAs63HrLYksYazgVqp3Yles02QX67SpQs8XW2znmXPXuMt0bM+bC9dHTlyBFdddRWOH3/+hJKXo84CtpKaeudaVD06DKNmKku5hnJHFwokiiZBsaZhM3uWYmqFH/4n+pBrLC+O4WfXboRqNjADRlmc5HWVbBEaL89tz8GjXUQVspDQLlw0eVrx2AhS61t5SrL0rtwUzyO2tg6O/gTUfUeRO08wLdn185mBKmw/CJPLBpDDORW1yo60i7bT/EYWrFMx6Bke5Qu+7piu696MezqExcTyRUB4+iLBuaAWs2jnzTIjDWwbm9bmaLodYzbHk50E1CSHBcb2AajapKTa1oC03wZzKIlCTWtRiE6Aj0CasruddYGRBnE4VmrGq6nNbbAOxCEls9OaoUhG6IX0A3jbwaImy0gMotUM1WRAvly8t6HfzPoh2beIp/jo7ygPk4pYNG9XGqZQEhmfB+5uwc5MLDeh7Nlx5NuPQ1q7GPm1ArCYe8YxvqIOrkEJBbPE7OnkAgEMqx+fQt5tgWH7YdhaGjG6XlycA4cMqHkiwUxdxmdEYr0YnmBAd+kimGOE8igxEJC0CyHaB4oXdfPhfma2qJKrG2EOZxFdXQ03hY5r3nTSvFreJmS9kvGY+WZCH3ooWpU8u48HNxTtb5TBETEZW14G15bOop0MA3YyoqVWcV6B1NkzY3JZN3wuNFaisEi0RLNWGbbBONA3PCOzs2hfcRrAS0/x0I893rdVlTy1Old7VD8eZmTLztZsvsRFnyu1qQ2Ow+OchMHrqFYwG03HFUsFTsEGzk4p0MFa6UQvVXGam1rjJSbaM16rNOhdYyIZrOmtbZPxpWHQ5igaXtHX+3Qm1M/Wqxz+flbD9pJVNptFb+9LN5V9pnUWsJWU72gC2dYqmHZp+h8y/CR2yWnl0GdKEKBKBWThmdbYwG1I/W5XLgCKU1x4kuUynL87CCHL1mrTChg7B9m1XNe2EcCji6CN2JSGYFHbxizecBxyxgJ5IoKpt66Fc1jz6ZIkGMdjyG1aBlUDP6XDEHIkxXFWxdJaMQSkqGVLd/CkUaIydHULj7VsnoXK+t0zfWa1f6TYEi0tYsNoWxTMgPv3wkOLL6zUum0IAGTuOa8ZuWpx4aZBDPOW/XwBSd24Aa4SryiafM2vmc9ieHu7WKfS6Cx5WMssDfiLxqVqSUpB+iKRD2nf1S0mLTW7E/0UR1tMOW8loInwqTztGluhKJBTOWZIiGEyxASwqH6gHcrKRTDWVAHE1nWLL2hBklH9hwwzIeEPLUXGZ0Bwj7gopqucvG3lFfMxudCJ4C5x8aabY9LohVvNsI8qcBwVF7hUoALu7QNILa5GotUL57bjiG8Sx4Rza5eI5KqvYUsRSpCgsg3EIEUTcO4eZ5F/+hrRjnUeCSG/aQUKZlnEjM0S8NOEJvn9ja3yIKhrtKwWZJsCzHzR8TB+nfAb87XXiHB5DSSwZcXhjmnjYPIZI2A0HoVBE8XTdlcoAukk2rJT6Zd0VvcEUbzTOWcsGh8TZvMJAE5s7Je2NcdZs5QXzG8qQ7KI9n1B82ajKmbWEivaPitw/TRrBugpaTGeLAbtlEykflP4EoO10sGFUnPtkxVpbukm4my9uFIgcwD8i6mzGrbTr09/+tOn/P34+Kt7g3IWsJVUvM6Gst0hhK8SU4wZrwxLWIGrS7SkjGlxMgz877PMNnA2JEX6aCf1wH3tIgewpQnB/946c0PT3ejWvVD9PjHir037EdNFd+7MWA0OQdX0cMS2MbtF2rFUmpkYe68QxucCdqSb/DA9vg/SykXFKUHOLjxnBeTx0Al36Im3bID76BTyR9v55EuaNv6dFklF+jG6Uy+1BaB1JrCWvXItrGPiopAJWDHVZkZwV4I1ZgbNbiNf5sLUIjvHdPH7pnPFSUXS0CWvXMnu/2SzIZUL9sloNPKFn0Tb1FrSY7lSl62AY3s3GwpTmzp6y3p479CmPtcvZA2XerALitGEjF8cwma9lUtgbZbwXF+P1HXrYbvzOchD4rmF8RDy+Zxgk0hvpwWmM2Ox5zCDPc5iLLbZCsKyo6YczmEVruNJjOrWJf0FGDMqch4LvB0pGAfFPkgsrYKUV1H52ATGN5UhsUC0tfl3K2qQc8hwDGXQ+ak21D+kWTVQO23jMkTrrbCN54oxTLEb1iPt88N/2I+s0wRZs5+hCd283cCmtfr0LwEI3sbE1u08AMliRbDXMW1WvH4ZM57krk8xZOXPicdVOg4WtHKmqGkkiqzfDoPO2hBrl88XJx7posw1MFiMQKJji+KluE6jO0dgbS7vr1Ppzl4u5mh28Q2MFjVFkVGRKxbC8+c0cHygOPGqt/ONw+GThrLPrtK4Ly5t+xLYMlZVFPWtxQGVUwXav0L1fO3r2aWDtbMebq8Bhg1vvIqWDJGVliRJsFgsMGsT7rPrO9/5DlasWHFSb734q5ynexawlZTz9h3ISyZ4tQv3yOXVcP7uWchLF0CqqkTcKU6stKsLXhtCH9yE8l/t5VYglZKII0/xTFowuW62SRVfUQ1HD02PKlDpbn1QE5nT1KXZJIxfyb2/V1wMlaXzhCaFLBlqqmGZzLI5JxWZ9prJSoTDntOQNGAmDU8g//Re5M5bCUOmDpIGGogp8ByYEBN7qxaj4DDD1K61ZBe0cgC9NK8ByXoXHNs02wiHDZH1tXD8YRz2Y+NQLeK9k4tdDEaJGQm9cyO8vxau75FN69g0l0CUlCsI/zSNfDCk85hYbkHB5Ba+dRrLwzmIZG/g8SC2wA/rhGh/ZbwGWEjEPTbOrWXv4Qgy5ywqarGUngEkrlzOrWI95aG0bTt7uo5ZQ6uZwRoVsaj8vAU1rO+bzWTwhVK7SJ6QUUp6wV7AIy1h5tM2IQYYSMuWqDRBUg2QCkY4TKLNZZnIIFFnQ26JH+W/218EIg4CqCYDtxsH/2ETGr/wbJEdYTuJ8Rhc2QI77CeuXldkcIMP9AjQtLQeBs2Xz7yzE0Zdu2QRx5vhiADeeWpRUvswl2dAoUeiKXvbp9MBDD6elOWiFjtldW4/AtVqgdzZDVVPYMjnoA6NToeZT2jefFpLXaUBjef2Qxk9s4v7yUxhT1VzGROf8WvQfqZkh5KAe73046lUc+fdQW3kDJRYrDjUQZPc/BnOwP/sBHawhBkstTF5IUCtNHP3tVBnDXfP1qtRXtI/awTAXFVbW4v3vOc9+OIXvwhZz8kG0Nraik996lO49dZb5/y7vXv3YvVq4aX5atRZwFZS0betg79PgRoVbFLZviQzFWo6BwQ8cPWI1g6xWGQKGtgWQf78VTCPCDQv+zxIlZvhJJaCwBSBNS0kOtxihHN/Eqm2cmaFPKo23UjB0XTxtpmAzv6iXopB38I2GO02pJbUsFmv4XEtCmjDcuRJk7R6CQv9dU1YKaPERqSapiZf7Ue83gavoiKvtQtHPiKmLsl6wxuJIVNuh+W+ncjroCFmhuMPA8UYJn2C05hSufU63miEMakic6mYEvXfe1SExVOuIQFD77LpO7tt+1C1TxiXEkgbe6/Q4sn5BniPJVnrR352qpYC4H+wA6rXi/gF8+HsTXEodnylaKOakkYYK5azOW/BZoRRA6vI5JnJIwDGAx21WnTP0eNF/zV+XJYgRwQwlMOxohZuhmBbFrmcEuVAHuuacUHlab0lLVDIdsNsRsYjdFymhAHGtApDRuHhg1iDpejt59nWD6XCh9CNS+H7lRZFpKqQpmL8eg0/6YS6dD5PXlJNrgvC/0gXZEqRqAoyC0fl7E8Lc+NFjWydQoCR928kwowvWbEgpIW6l7QnSy/eRc1hRRCy7OWfZ3idUavZYQE60sz2UAxS0YJmXiXMvRPTHl+lPmdkKkw5qrPZo5ewSi0tXnRupSSLXM7amhkgh/d7sIy1cfrxVCwyrw74oQyPzGhDPp8v3Cta2vmG/3nx6uIAz9l6fZaw9TjbEj3T+tnPfoYvfOELDMrWrVsHVVWxY8cO/PznP8c//uM/cmvzG9/4BrNt//AP/1D8OwJju3btOilgIxBIr/Vq1VnAVlLu324HJBOgtSKwdS+30Rz3H+PcRZoQpKLWZPhNC+G9/yikp/cJ93/tgmKu98DQ1CCE/RYLEquFVUTtL46RuRonHxSuWoVYm5gSdfV7heM63RG4nIg2igu93bmOW5zUriP7DLZM0I1Kn93H7IA0NAHZboOqTfElG92w3LMdEx/ZhLLvT7dkKS3B4jIJL7h4AkM3NsMaFgcd2TyQzxrbaBAw0VppcvsAFK3Fk6l2I+MVhwpZOUwtsKPytkNQ59Uh0iaYjsjbFsLTmy/aZRB4cZa0dDguqaYa2Y3zEbxPXEBy86qQ9Vv4c9rIxd8vtolaJdgpYtxI/8Yshyq2o+e+Q8Ifz24TFyKXFr7tcsK8Y5StKOj5kmbRUdi8lMGv2ljN7VLabnmP2MamrFhfjn862j2dw3jgKDMoBc2glAcyNFBCbvLGcJKBnpLLo+p2QSMWGipEG2jDcigWQzFvklqPlPOIvIKyR/u4BVvMlF3QiviaWhhTCkzRLAwDAkzlnBUYfPs8+I7lYBlPwxoS60npAgTOpO0HAaMJeT3U3mCYHlZpbTmx5TZXUfRXkx9GAnBkvrpUa58/u0+07PmA1vRU2gmKjhHKm3XpgE1jSnUgxa3KySwDt5ejdTkXSJvL6FW32Skd4OHHtclsqaJMWI2QTlLLhtVLcjoYrNFxYtzfw9pAKuNohD/vbF0d6+leIbB2Oqa2pVOilsHoaYG1uYyG3yilD7ucacv3laqCKvHyYupVxBevWv385z/HN7/5Tbz1rW8tPnbNNddg6dKl+OEPf4hHH30U9fX1+MpXvjIDsNHfZLRBp7lq+fLlULRYyVejzmaJluS2XYBrYZRMRad2MgrlDEZtQKDoMq+N2mcuWQH7kREkF4o2kymRZ6PT5PI6NmcNLw/A87Bot9EFVI974oBnt2ipGHtGOW/R1DUy82JAzJ5RRs5tgjE2rQej4jbhrjEoDiuU/UeRv0SwXAWa1htKMvMSOq8Wnl9umx52GI+xtQgBKTLo1YvzUSm4OpvjlhkHqtPj0QxnbuadBmazsi5xUk+VGRDcNsmAk3y/yACWiwYArl0vRPYOGbFaCb4OcWAbE9MXgkizCVV/0C6kHjfy5S6Eljp4iGPoM4L1KzuYgymWg6lnnJmpnNcCxSjuMm07j0OtDEAKx6FMTJ5woiXrhNi582C7SwxDkO0ATcxSHifHdZHmUKtCV+9pZUnqwfek9SNmKrOobibzoun05FxBDKFoOaC8PjSNS3YNlf6i1rC06IbAdWCMn1OoF8MrOZeZY7kIONBwh/12bX8RmC5NstCKBgOK8Uiapmou5/6Tfj4CywHfCe1JOhZyTiNPK/NrPbF75vtq3nzUtn+91enkiNIEczHg/i+szmrLXh9Zoh9+8gZYXHPrrU63nvjPXbi8/ro3VJao3W7Hvn37uMVZWh0dHQy6kskkuru7sXjxYv7366XOMmylG4M0Z+Phog6IMjOpWFSsieupiMHIrGqBbXsnssuaYD+oeZGNh1AoFBBubQYMPrg7YnzHzkWMRzbLd+6lmim2AxgaRvKKtRh/dzMcI+J2yP/7fRh79wqYoyq8wwkWwOsMkOdIBKrVBNVigJG0b1PijsBIeitiN5rq4d8Xno4C2rqX38cfmsTkVQuKU4NcZMZLoCavsWM+UzEhYPKv1oNu7iq2x2AZEu9hH7ah5zo/KrfnMLa5DN4Orb147koUKPnBJ6Ngo/xQFfFqAbI8PQoL79kgd8NyHP+oYEA8x1V4frENwYMuDH1yE+p/JxImKBbKkMpj9KoGlP90JwoXL4c5ojFTpMMq93MbNXXpMmEnQduQwBLpsGQJriMhRN6yrhinFGlxwzPgYYF7capPZ2KIROoemBPUFP3hSkO9rRZYhqMnuMrrAI6AAIE13XOLor1Usp5orJj52i1N7KLv2i00UvF1DXB0ClbMSlO+ml1FEaxRbRNtcN2qo3gjceBosaWb7+wWAKxCs4oosWOZ7dPFrG7Ah/zx3iJQ4+dEYyhctJKHHeiboIPc2Z/5TIDaqQLMXw2AooM1vjnTtC6zLSpeDbB2qu10OuD7dP/ujcimna03TtXW1uInP/kJ/uM//mPG4/RYXZ2QsYRCIfh84kb19VJnAVtJ0QnbEggivVDT7LgMsJNFwoblmJxnh3W+YN6ohUeu7XTKM8ZqoHpFW1B22MhaH9W/70RmSR0UqwmFevE3JrMZuUo3jKGkAEwaT02Zm+7dIzB2hmBprIT3qDixjr1rBayTCtx37MboB9bAOn8DXD1aDqXVCFM0g1iTA96oHxOrRVswsBM8jUnTghTT5NBxBrXprAbEK82wRBV+b92JnwYgCg4TTAci/DfUnuPHKSHgwRG0/1UFgv99ACMfFewX6bOqn84gWWnC5Pocok0C3FqmgPqftsMViSL0jtVwdybhi4j1TbZ4+e+i79gI+2gOjf8p2MKJW1Zym1nOqaj++WGo5LJPgM1t4lxET5cVuc1LYZnMFCdIGQglU1BdDth7IpBIX8jWIUYGnZnWSgZPDg2YEcjw7LUCDgf7i/HFS2vlSROTp3TPL2Wqio9RO3DDcsG6FdSZQwmSzECAAFMxj/JIjzhOxgTIK/UPIxChT1xa+6YnD/lzagkBs0sHazzRW8r4Wi0wNCxEosnN+1/VA721kHM65tIBK/J2jakczSBjN8LaOT5Doyd5XABp4rTJVF7XUpD7ArIm+TVmgZC58i1f8tKsX04VTXU66QmvVM0VHl9asuMMAZtmETLX35xsP57suDtbr9/w9zeircc3vvEN3HTTTbj//vuxdu1a1p6Rhu3o0aP44x//yM+hn2+++Wa8nurFHQkvsv793/+dN6bL5UIwGMR1112HY8dmTuyRwO9f/uVfUF1dDZvNhgsuuACHDmnZhlpRz/njH/84ysrK4HA4uFc9MHDmnkikB5NsNp72o8USyXP7MtZsh//hLgZqtJDoXp++pEieXMDBS3RxALlqL0+C5hwGZrboLp0WCtJO1Fo5tJvAE1lL0GLIqYisrUKyNYDKh4bQfa2Dl8oHBhFpkpHfsBhVd/fCt3uCcx1pCS22QN17BOZogadKg1smeKEIJBpOIOaFfpd58zpe8k4TTLs6xMCAU2YjWmYVJIm9x+K1FhTm17MZrDFV4IVjuHI5uI5LmHz/JjEbToMBEjC82YJEpYzm2xRYJinCC5AKQG5+LeSqCrj7svyepCFiI9+swjo8iqZSLDKSly7lhc4jZBdCwJh0QFPLvLzIGQW5oIvbq6ZwColaO9IVVl4oYkr1OMVrHzzG06i0ZGrdgNMOS99Mh3lOT6AcS0pyaG4UWjry1yNhueZGr2t4nvf40CYDpZ1a2Dpp4OiiKMksXjdWVzIgJNBGonQ2M6WsSGLdNMasNIfS0NoM9dyV/Lq6kXGx8oUzSgEgQBRvcSPj0b7SNRW8hNaWsaVLvNGBkQ0m/j0tsQYrxlaaMXp5DbfMi69TElJejFx7GbImdbDG+ZmaRpB/NpqKGjjxgNi+L6QMicx0CsOs0v0GT7dov+oGt2daPPWrR4WdomaDNbo50Zna0wWX1KbWW9Un86Xj5ISS/Vi6fm9UsHY6++fVqAKkF728ASVsIAxAWOLKK6/E5OQkJiYm+N8E2K6++mp+zkc+8hH813/9F15P9aoCtieffBIf/ehH8eyzz+Lhhx9GPp/HZZddhkRC+J5RUd+dNup///d/MyKurKzEpZdeiljJCedv/uZvcMcdd+C3v/0tnn76afZKoZ1C7ckzqdT5i7iFZA0XeInVmlkr5d0/ifGrRPuJytYXZXA0dG0dUpsXQN6ylxfnvXsY0Ch1FXA+01UUtNMy9O5FQuBPE5EKMHxDMy8ETlQDoBolRFdWInBQ5eXI5ytQtS3NvmXZ5iBiiwLslE+LpyeP1FWr+XVoao0YM1qsTx6E9clDCK8qh3UwCsUo8UI18q6lzLzQ60UX+4WLfV5BqtEH//YxGPsn4BzMwBQWC+nhut9Th3gdEHx8CKaEykvOAdQ+lkTtHYMYWW+Bp1vhhdqghkQW+ZoAsm4jVIPEeaO0DG8SOanebYOwDsVhmcrxohgBae8xBn9kN5L2S7zQ+1MZk3lInf2INMpwdIV5yZGWTlWFgSsxl8MRXpJBEzNJ2Tof+4MRA8bL03sZLBHAydb5i+CGGR9VEQMHhcIJgIla4NQe1L2wuDQnfQJkFKsljU9ponyFBx3o2JmLzSDbFn5NbdpSL/bZC6cgGY0o+JzcntP1kyx81wcqZrf2zl1ZbGnSQiwarT8lNwS2jvLnV4508ULHcTogs+0IAevA7jAvEysk2CZUGNIqpGyhCA5IU1cETP0zo51KwQMDK8os1cLcX2jRtqdhjuLP+RxknxgO4M/odvEyYz00b7TnK9L1cVapFnlWWiez4WCT5bkeTyZfsKu/Dt5nF23DUxW1/0u93U4A9XMUtan1VvXJbkRma/fkhlpeztZrdEpUfXHLGzXpoLGxkVuif/rTnxgfEEFEj72e6zU1dECjtsS0EZA777zzmF0jZo0A2ec+97kim1ZRUYH//M//xIc//GEWfZaXl+OXv/xlkd4cGhriPvWf//xnXH755act8Fzywa/CPWliYT0VtSQ9u0fYDJcursRUUHm2DyDbFETWa2LdEV3w9JBz62gailmG+egAKR8xepm4uLj6czAm8sg7jGxymvGIL5H/YByj610IfncrM2MjlwitU+BgCsZIGrF5brgPTKD/2goGOFTGFBDclYRpIoGhS8pRdkDzNTPJsIzEkGzywBTLI1Et2pVksKoaAftIFnmrgYEQxSxRJZZXQ8qpMD8gJlGhic8JWCbneZHxGBBulWDS8LGrn3zkgGijjLKDeSQqxEqRwbD70CSGLymDY0SBYpLge0TcrU9cOQ/OoRysBwd4ajbSJP6GPjMFm0cbDKi5ox+RdWJbmSN5ZvkIACp7jsCwpG06HmnpAkQWe+HdG2JzV0NSXHzknmHWl+Xry4UHWVWw2I7NumS4frsdBocd0SuXFIcuCICUXhB1by9iHomBIFuE0tYgASFD/ziU0CQDjfwFK2B8UvSdeaChoQ5KwF0M835e/zCtZUUAafZEJe8Ls/mEPEw9DoinTzVtnW4rQduSAuK5tGnf8VUOBHfE0HeFi1lQo4YnMz6g5Yc9GLmmERkvTeRq+3cozyyyvk6z23Sl76tr6ArHe06qiWImS1VQGBwRQFcDoSdj6mZozYi5pLQJ2r5+92lr5uaaUp29r18LpQfEn8w7rQjeX0Tb9lS6NwK+pT5zZ+sk21CL/no1hg7e88RbYXG+uKGDp7+2A29quOYNNXRAFQ6HsX37doyNjZ0w2fmud70LpxtFRcMJLS0twuj9Va5Xfw1Kig5+Kr9fMCG0oUZGRph104t8U84//3xs3bqVARt5puRyuRnPIZC3ZMkSfs7pADa9Ku/pQXr9PCjaje/QhSoM2SCDEuO6MuTs2p3KulpODYBqZy8tfSLQ5rFD3XUI5nlNUPN5KEF3UZRv6RhhEb3vSIo1WeF5WtblYAgZr4vBYNovw9cunp8OmBFbYWOQFm6pQOBoHo4OcUJP1XvYWsM+boFzqIC8TRvLN0kY2xxAxYODKAwMwUcB33TQVbl5ypTYE2K+5LxaHKxw7BnkeKSJv9qEyruOI1MjTj6GRB6pgIEZQ7rIE5tHRWwYAUbaRjQ9qvPtrvv2oftzK9FwfxwTy5yYXFHA6AZxQW/5Q5qNepXKMp4YNabEYTfy6U2whlRUbo2hUOljppEf32hGw51hSL1DMPg8GLrID1/tWv6dvXMS1ok80nViAMMQFdsru6SBgTDp4WSKcwoI5sdxYBjp82uRvWI17EfG4OxNzGgRRN65sThNq2pfarrAEbAwjMYBSkHQdHLJgBW2tA9SJoPopfNhncxj8p0iQqv8gW7kq/ww9o5CLQE1pUWJEQTmeb3TCsyP7MboRzch+P+EBYtyvpjQNXeNclu9UBPg9AvdjoLtIzTWxDAaQVyLpnJsaed8VFNSRf6SNRhbbS7uFwLXEytcaPpBB0avbUXFvcLmId9QgcyCKgSfDWN8nRdZPY52QhzjY+9fg8pHRmfo5MLv3gjvz7cV9WeKUxxDktlc1MydjMnSBx7mAmqcJqFpAQmsFTVnGnPJdQbAYi47kdcaWKNSe4Q9Si4SQficBbCM2uE4OlgErXMBtdIJ5OJjp8j0ZAkA2bSUtLr1mg3W9JiwF1KvVPD8q1FzsaOvVKkviYbtjVf33HMP3vGOd3C3jiRXpSa69O/nA2w0OUoyK7IHoWpvb0dzczM+8YlPML74+7//e7zhWqKlRWwa5Xidc845DLaoCKxREaNWWvSz/jv6P8VMzJ72KH3O7CKWju5gSheqvnc0wrlrAFUPDPPi32+A/cH9sE8UYAsVUPaDrbx4dgxyq9QUTrNdQ89XN/FCk5fKeSuQq3CxJox8ucz7jvOSry1D8JkQ8nZqa1rgay/wkl5UjYb/3ImsW0LBSrYZxPCZ4OwMI11GxrYq3P0K0j4DOt9Vzku81oSsU/idGbIqJpaZeCGmjPI9SXvGrvQWIy/GeBYDX9jEzBW1RFmDmsvzEl1Xy/qyyru7Ed3UCPP2dl5GNzhY81awSMjbyBtMLKYEkCoH0tV5bn3GGsgkFgi9bQUMGWB0vZOBQ+uvMmj7eZwXYsFUP+nTPEhWmRmE0lK1JYZkpYSc2wIpnUfOJvHi6qU2XR655c3ILWlE1RNhnhKlRXFZeeDD2j2JSKMZ8tAYL+beEAPReI2JdXQ0mEFLeEMNDBmVgZ4yNMz7hC56tBTm1bDNCRWBBJk0aNWVPKk3+MGlrJELrfHze9JCnmgYGOF1om1I4KvsjiO8TF3YhEy5hY8HAmvUMqdFjwcjpsn21BHYHz7Ai21/P0LvXY/KZ6JsCUIXVfKLoyU/OMwX5XRQ08yZjLxQS4xyTAnYUdarc0cfL5PXLITv0S5EGg1IBU3MfBLIpoWAddYFjF3TytFZ6cW1vFALnthBylIlBtYSAS+meIE1bZX3DzJYK23beX/xHOuj5DIt85Xiu2g5xQWN2CO+UUilZrSX6fMWv/slgxt84T8NU1x6rRnt6tdZ0VEXnl+B9m++G0/3/QC7H/8Sdm75V/G7U0g5ZoM1fmxsfM5tQbKBk4G1OV9bG8p5vlbtXPVaBGsztJBa6ZP2s4tAss50zlU6M8wG3Kd43stjnPviFnHCf3mKWowEgEqX2WBm9u9p+cEPfnDK132xuvS//du/xfve9z6WThHTNjU1VVxI0/Z89fnPf55tQZ544glYrcKrj+qSSy7B7373O+CNzrB97GMfw/79+1mDNrtmR0wQuDtV7MTzPYd62V/60pdOeNwaAkbe3Mjif6rA/gTbRFCbido/iq7XSaVZYJ/1mFCwyJA1SYgcTkCi2CdqN5JuKViO7AJxYSIDWEm1sDaMLoqjywRTUvdgmgcLFGK+6HW0Ve67JoCKnXn0XyLDNiyjfF8OlojA16RFo/bbxIW17HlGE5pU9gODkPPVLL4n1mJMnx794VbU7hbUvqW+BuOby5FzCO84x0ASkVs3wv9YD/97+D0iH9KQJj81CWV7Exi42DHNEjmBhrtCiM33YejaLAxD4mAm5s4+ovLAAQG5jN+MyQVie9XdO46BK8vhP5KD5eHdwJrF/HjBbkT9n0aRqfVy6oDvmHaC3boXvV/YxICDtHK9t9TAMSiAlWPEBOuyhZhc5mUwUmgQLbNMmRW2wRisFIzucsL0uJhEtVZWCG3Z6iXInr+MPe2gRSoRsHJlFyF7yRqknAY4HxVaKjWbQ7JSRehDmxjs5fwCOJGmMbd+IYLPxSAVLLAfGAI08EIRWRRVZpkwYfDzm1Dz74I1G/zUJpRVroFhMAq1pR7parEtyWfOOZyHnMggV+uAhaxVigevwqDMHM4yc+b5k7CXkI1GJC5YANtISrB+2oWddH89H2qFY0jF5CIJgQMyx1hRKRYgVpdH3FKAtcsCOSe+8u6ODIPAQsdx+I52cPuX31qSYByYmDPAm9hOaTQE+DwiSk1jackA2Xioh1t6pWyZOGBycNy/j1kv+Xh/Ucd3MhBxuhf+FxTb9BLEWb3YStcGMHLLORi+9TwklggGXK9cmfuMANbzbY88TbjPrpJw+bmK2WWPhwH2K5XZ+nLVXOt/suOLQDIdv6RpncsvUWeGX+nIr5fCOFeT3r5s9a//+q/44Ac/WPzZqUtLSuqnP/0prrjiiuLP1O49VZEMilgy0qUHAgEGYFdffTV31AynMSQ2ODjIbBj5sb2QuvPOOxmYbdiwYQaOWLRoEbq6TnQPeEMBNkLSd999N7Zs2cL+KXrRgAEVMWVVVdOCbepJ66wbPYf6zIScS1k2es6mTcKKYi70TGyeXsSwsTeLDFQ+MY7O91fz43WPZZC+dClsQynkTTIKtWL6ioTvzn3DMEZi3Kaqv128ToxMUPcMsX9bocwF2W5Bz5vFhdgckdD4hwhckwmENgbR9Estg7DSy9OjORdlaJI3mX6llTG62ojWX8cRr7czc1T+jBZaTh4y59fCdziOzlscCG7XLEJW18Lx2GGMvHMZnIN5OEbEa9GUp/8nW5HdvBjGeA6pcgk2rUNE7FayTIJ1ZR2knAL7uGbrIUuYmi8h53QwcNLblbX3DKPjA1Wo2FGANGFB5bPiPWwjaWaYxpda4BxRkCwzoPopcWGcWhmAc0iBbVs7pIogkmVim8QrjQgeHWCvL7LLyC7R7FRu3oDGH3Uwc5DfuByGFIktxfuHFplQ25tn939D2oDxNQKUWiI0sWpC7FJhlGhaIo4P0iP693nZDiP+7o0oe3gQheqyGXFDWbeBAY6kidslg4y6R+n1C0iXmXm4gqrmq1tZlN71aSN8j0g49sk61D8o0LqhxgtTSsXwZgfMUTBo4/1rA4esd74nAMukBG+H2F7heXZU392PbGM5EkEDLJMumFLi2KcLtnkwjEydD74nepA5RwBcMrElsG6gPFC7DUqt0OlJlFtPOHStAs8RA8ZXSWj5tXDfH1/vhSFlhGPIgMmlKnx7xI5Xjvdi6ubVcPWmYT7SD2havdL2mjGRAuY1F93ylUgUhtpq1nOWiv9Ja6hfyAis0c0Ef47efgZHpIPT45x0No7+tjA8cgKbVKphO1liwws1fT1doHaqFuMLqbzLhrEb12P43Rdi6twFfMxRyeksgo8dge/2Z3DkJ38tnvsCwNpLnTGqtNbDMDIJpaRlSm1wyWZ97URwvcCabSejD81w65g0mfS55/g73QZFZ+0MZroTesVW+zVd1HLUr9WnyvZ8vueUSqPIL4106cRoUd122218jX7kkUdOS+ZEz9m5cye3MV+Mnn52UYv1+ciiv1jARiwYgTWa4CDqsalp5hQU/Uw7mSZIV64U01sEzmgogYYO9Owvk8nEz9FjKIaHh3Hw4MGTiixJB0fL7MpZgdC6MlQ9my9GuyRWl8EQsCLcYkLVQ1p00KIypBZUQpUqYT88DJhEC8EayvJFilgR8juzHwzDMiUm66q2ptmqgnI/DavKMXqxAIUVT40jvcLOGrGcR9hfUBkWb+KkAGKOyIC27GCGw7Wppt63kTNAycOt5bcpbmtRyYk0uj+1DBW78zDG8zCNiQtU2hcQ5qeJHNJBC+p+dASSdgJXJ6fgDMzH6BojGr99CNjQVgxgN4clVP/hOAbe3syMG9Xkhko4B4BkhQEtn96Kzl8K3ZWl3YGG+yLIOl2INMsI7syyzoqK5FFZjxmD713MLd6y+8Uwgp2iqFQViQUBmKrcDBipFKOBGczjfz8PbT8Kofp7xxC+Sex/UxxIzPMhGTSwDQmJ58X6krbOzpO44fdshHVCvJb3aIbvmMmKJbA9BBgNSFcJxqxww3q4Hj0KY7CN968hLQBIrNaE4NNj6LsmCNeAAnePQIuk86MWtOcJCb6jSdhCFvRfKvZ98+0UZK+iYmcGE0ussGqsOwHJkXO9cB8HcjbA0ScE4PYRAx9D5IsW+NFWXr/+9wnGpelPLmQCdvaTy56/CsaYYArMo3EG6zQEQNO3+rGSvnYTyjaM4O8bn8Q/Z2+CqTqJwUuF7i1VqcIxIGFqEeDulDh9g9+/0sUtb9I2FgyGYhuMgIru3ZZbWAfD7vYZF/10WwXMI5p3m8ZgkGkxgRzSbbK3nB5dpRXln85uLamxOGvzZmvLSoEYgwvd0qOEFSp9zmnFcGkTlrq1yvPVSwXWsn4n2r/9XozduAEK5fFq5X3iEKp+tQVVDx1G979XwZOdZhuI3RJmxj0c5caVzhS30wv1rzvVNtJBizSvgQc7CHTPNknm9zzD9y1d1xk6zFe4Sgdd9PXhmwpVLQJk2gZz+S7OPnZ01q6Qef6ElNeSDxs5JujSn+e7Dp5p0bX43/7t3xhQkffZZz7zGZYpze6gfeADH+Br+vvf/3586EMfmhG6XlovhS79qquu4vU4fPgwx1ERRigtarGeqshu7L777mN8QqWDtB/96EfYuHEj3pCAjSw9fv3rX+Ouu+5ilK5rzoguJc812khEjX71q1/liAla6N9Ec95yyy3F59IBQJQpUac0sPB3f/d3vJN0dH66VbUtCnlv5/TdaGsd2yGQjxiJ+2kKlMqYVGAZjSMbdGD8kjr4/k+I1vvftQm+uo2wjeXYZiO2sppZGV1wbnuuE5lL1sBzOAzFLg7o6CI/66jKtkxym1FvTQV3pTGx1IrqR0KYbCvnwYLkAqEMJzaFEgUItPVd6YBN8ySl6czqrRkYI1nEWhzw9gpBftkjfVA9DsQabYJhKQ9AoYBvAicrgzzx6TumIHH+fJ4KpfIdiiJvc7P1iLungHiNPjmbh1wwINogsz6r8l7xOSJNQLzJxYMT9mEV4XlmmKLiJB2dZ4diAGrvHkKyrRyDtwgWrHx3CvlGL+efMgujMV+maI7ZOlNUQrbShZ4PrUTTneKzTCyz8gRpqtwId4+CiqcEMhq4ogyjaw3IX7gB838ShpQUzyd2iCKvjGlgfHkZA8/a2wRDlF1Uh8lrFvFnrXqqF0PvFxFU9jFhd0KsHoEaGrTgbXIsg3TAxJYYjlELQosMcGiEyNQiOwK/3Yfuv1+BukfT7G1HRYMqlU+GMXCZF9VPJ6CatYivoAX24RQizU44yTsrWUDgkHifZIMLxniBo76sY2meIubj84lJ1oORFpGmcGO3bCy28qcer8SyvxqEfVCG3JDHlz78C/7dZ//0TtYcWscltmSpeEactEkjKKdtfDFLb5wP86OihUz2KnltypUsUeTmRsiaLQnbkDw8AZnE6fNqIPeKA0+f4J1dejqIOh564T5upe07rZ1XegGdC4gUM2FL2l+nC9ZeyiKgNnLrefxv+5EBVN22BZW/egq2PsGUk91Iy617kNdyb/V1NuiANK0dwyWxdi+H2XBxilSbwn0xwwczXrdkXV9NZm7OYy6Xn6EH1LfB7KloHvJ4FY6d4npp1hwvqlSJrbNmtyG/+MUvssfpi6lPfvKTWLVqFXe3aCKTulc0LPjjH/+4+BwCcxdffDFf0ynDk67V5ItGIexz1QvRpc8uvUVL7drZRbji+Sy/SDZFLVwCfGQ39p3vfIf9X7dt28aE0atVrypg+/73v8//JzPc2f3u97znPfzvz372s0ilUvjrv/5rbnuuX78eDz30EAM8vb71rW/xyC0xbPRcOjh+9rOfnVavu7RSFXY41yxFQcutnFzigLs3i1i9GemABOeguHhYJ7IM1ixHh+HJVWD4b0X7izRnlvEMQssc7FnmOzAdD0UtTVttJTvLp9rKYXpIhE67q6swcVkjjt8cgO+oCtkpdkn/ZUDTHVkGLP72PGI1RkQ1drfu0SyMD+8U1gvGVQgtEesbr5fg6bDAMWJA3iYhvky0BZ2HxjF8kQArfNFtaYIcFa0p64QVlrCESLMZyTJi8sRJlsAXDVoYUzJPi/qPiDtLy85OmMNhyDesR2SxD6aE2CblBxRuIRYsZqTKJG7TFWzis9Agga8jzabClqkMvF3iBES2KDQtGX/bBngORxBeKPYp/X3Ft7eiqbMNU6sCaP2HvUhfIAZRAgczGF1jQd4OhFtlpH0C5JFlBZWnXYY0GcXIm4Ux6tTflGPe71LcTqRoLDohkwaLKrTIyjq4ofM8qFbr4e6d/hKn/QYEd2WQ9RhR+WcRmTV4Qz083QXkHcKA2DZOAFb8TazOgMi1y5B3qkjUWNgkmN+/WUay0ovqp1IYWe+Aot14ynlgbI2TwXZ4sQd5qwTHmNYubTIiVWFEzZYssl4zdAKGUgxoCGRiOe1jYa/C2ysI2JZN4qbbPg06dGNhG34zKixoDCkJtY+lMHCRDTmPit5rBIiufTzJwyCSx83HoqSFYMuRJBLXU77pOINd1WlD4cBMM2u+mFPMV8ljNIygHu2aoRsi9lYqD7x0gnQCa9SunOMCWmq9MCN+6zQZuBdbc01vOkYFULD2TaDmD39Ay5/GAJsXCErCmoUAMbUaHfYT2rF0gyc/quXG0rSsnkFcEmt3KgPYM5lsLG1h8//HJ/5is0b1CWQlNMXnT7lZnCfUYXHzQWCNWU6Xc8YkbWleL//scQOvwJzF9ODACy86E5EWi1z/S+tk7BqBuLk03qVFnqhr1qzBpz71qeJjy5YtY5D1lre8hVk3IlCoSoHZihUrikDqZIDtpJ9DfX7tul4vNqCd5FTE5n39619nSw/CHARMCbARGfSGbYk+X9EOogPoVHcCNMXx3e9+l5cXU+EWI4ZukTDvxxowmyRmycQsiatPQaxO057kLNwStPnr4T4aRtU3BTtBguGJC+sQ/PV+SDWVM1zDg48PY2o9tVG9LGQvErT5PDNsNU/mkC4zwnlQnDiqbBXMIvke6sDkTfORDgAOTVJCN1x0shn41Br2R/O2i+2YrCBtWoEv5MmghLIt4rWGr6iGbUJ4o/V+eRPsJdZeFT/ZzXfCAd12QgOr7q09GLuqGY7RPGeXSnFxAciHw9xyjDZJqL8/gdByIaInJsp/1zEkr1oEdw/5qCkcX0VVvj2M8Q1e1tVZR1JIlgsgXXbnUUQvms82Hak6F/zPjvLjBa+DTzL5Mgec/Wmoi+chVi9ey38oCVMScPcpzGSaJsV6DVzhRdNdMUysdGHwxgZunVI135HnzxSrM6GisQET51fDv1+cacu/t5XD1VN+GQOXeuEcEtsx65JQviOGZJ0dzocPof2fxRe0+hmyUJEQ3AF4jkYRWu5G3ia2V6qCvOgkmKckuNtjaP+YZnkRNQJtSYwlnHCMKqy9o+q/THyeaIsKQ0ZGsoJMbcVKK61e+I6p6H6HiqZfodiSpfZp2isjUatClaaHXegYyGRN8B5TMbECqL3LiD3rRGu7/ChFkQGFBQnU3kZDB+K1aCjE2TXCgfORC+vh3ytAjWI28pANreWM4HltMpO878wDYREFphnr0oU9Sy3cWSJvFnHXzTQL1ut0xPVzeYidtF25oAnQxOJ6igGBnBcD1gjIzG7vnqx0sKanIdB6Op4WTGW6vgyWuAVj5whNjP8nncVtUKjyY3J9+Qmfj24uZl9yqPX8clhQUHLIC/3cp6znGXA43Rr/6038XX2xRedMajeDtIyLmlkqQTpCKrac0XwXKZ5t9rE5m0UuRGa2F1/rReTF6frFUfvybW972ymfczIDWgKGVJ2dnUXANtdzqD07Ojp6ggPEC9Wlv5RF7Vhq2f7TP/1T0dbjtVKviaGD10qZ40DZHwzIuQWgCLcYUPeDAwi/eQm3AKu+KU4aXd/aiJbfJxCeb0es1QOnNt04cVEdDFkgs3EBrD1TfNedbdMuWIMRuLqT7J/m3zaC0Q+KA885koezl1T1ErzbRjF+kRCeE7iyjxcwcXUb/EfTMI3GIaVEi6TjwzUIuleh6pkkTF0jyDcJMefYOiscwxIb6Po6Csh3C2ao8mkbCnYzszX+XREU3DYOEqca+fgmVP+ZdHhGSGRbYRB3MGz9YKCLBOVRqUgsEheb7PpKeLrSCOxIIF3rQfkOAX6OfdwG36E6ZNwEWFJI1NvZeZ8qU+lA2d44DKE4lL4BlE9owwVLGuHZMwrFbcP4Gi/M9wlxO+mp2HYjlWfQNHmODcFdAp1Em2xI+8leRGLmU20U2z64O4uutzjh6gEq/2dHMV2g79MreGjBe7yAoatr4BooIFWrZb+WCw+1SKuK8r1kkyI+u2sgz1FOU/NljK1chrb/FTT8sY8FUfEsTdamkaxz8qCCPoxR/2Aack6BnLeh+3oXQPYYBKaqklAKlGKRQWrIAqVRPF4IGwB7HiZbHlM+A3xPWdH+fnFCNU8Rw6nC/4wFqXIVSz8hPN0eeW4prBpeiTUrgEuAP+92MwoHXEiVAfN/MIrO91Qwg8fb2CEjtcwGx1ZgaDP4+KSq2ZKB6nUjtMSJst3haWPixW3F9pvz3r0MGvSoI9I3mQMBKPEEg3zdSkI51A4jpX3MYiF4X5KX3hwsV2FIgPNTFYE1YqD438/TCiyd7DtZisGZlho+vYuyDixpXUsBpXkyDlv3GFJNQWQqgqi9U2gOdWaSQEGhpQLu3+4Evo3pQQ6rhfWByoi44ZLamqAc6QRi01rAk1XkXaJN7vnFthM/DzHnyxqQ8ztZU1ewW6CajfA9fhCWkZehZfkSgDWqFwXWKHZtm/j+KKsWQjrSw7Y9avcQmymrE1q7ftMK1tDSTWuuoMKkATbSEdKUOX0H6Pgvpn3Ql39mPO5rtiV6pkOiZKVBywupPXsEeVE6JDjXc4hkoUGEueqF6NKp/t//+38MtOi16d+nKpogPVnRe5OungDba63OAraSIuaL/5/WLrZJI5IXLGTLhvx7N2Lw7wXIMsaBsbUOFuQP3diM7C1Cd2YfIX2XCvNkGpHl5fAcDMG0RxOyVpbDODQJf0GBajGz0JyK3OlzbjMGzzPBFLMXxerkyUZsCHmakU1GweJBvFrsrqpnC5hYaoDjj3sRIcNdnwBGlhC1E4UGyxzOQ14pLrSRVhecv3sWpnNWQLWaGTQ6vMKI1tVfQLK1jJMOSBOVdYiTQ8XdnSjYGjG1wIRIM8VfifWquO0At7nIwHV8mQn19wgE4NnlQWS+CZ7jWZ62JfuSyDzxN2U7Exw/lL1gFUwjY8jVirsmErznzlnBiQ60PTizlMDXkyPIB90wHO3FxFULUb63AFuPuOAPnhdE4xe24vg3NqLh/iznqlKl/UbUPFXgVuXwJ9YiUSdWuOVTW3lUv+9NXtgmxHCCfgazUQ5qOIemuwtQjTLcnQIUdl/rYtaq/v4IJpe60XOzAMRt/3IY8Qvns/9epMUKb0cKySoBKGjAY2p1AGmvhLIDZCgstmPB4kBoKWBQhfbQcFS0rNou6sFEwoFQ2AmLPYfIhSqW1QrGqn28HHKXC5PLFHiOyXj0mPByg1lB+T4V4WYDsh4JVfeK91DMeUytAMr2S+i7oQI5fwH/fOGd/LsfffF6uPfEkPXbUDCb4RgWHz7tM0ExelB++2GoySRG/kZs+9o/9vLPzI4saoaho29GwgCJ3+mCp4ymZ1hJcPusf5a+RJKL2iVdgK7HK1FbkzJEpa6+U05vvuwB8aeo023lUpQWAbbSdWXg5bDBfXhIALbKIEYuFcdRZTLFfnqoq4RhIgG0Tk+yhTfX8XeVW7waY2nMKzDUVEF1O4A5fNj0IrDx+L9/h/993S+EqXJp9X3qanR8890nPF52z06suFYMcekDIS90uOE1V1v3ioErusmpssL2bIRbmTxAs6oJlmdFi9nYM4rk8lpmNgmcpSlLmR4/NsrMHLX7uWTxnXspp4ifH7C9NsPfqT1I2rgLL7yQ9XHUJqUWKQn66+uFLpOsOUh3RkJ90rA9/vjj+MIXvsDASm/JkgUHyZh+8YtfYN26dS9Yl/6tb32LzXIJsNG/T9W1OxVgo7r++uvZ2qPUTeK1UGcBW0mR75i1K4W8S2NtnouxeN+yaQX8hxMov1v0JI/82zx4O2SMXtOMrBeovlMwWarPhf4r/fC1G1gbNbGhDN6fCYE7Fjcx6LIMR5Fq8GLsWnGBbLhjDErfIGwLV6JiexKD5ws9C5nUmiMGnmyk7E8SvjtGBZC0P7QfDccb0P+5TfB2KsVJSXMEbLbrGCHwWUCmTIAD79M0dOBB4WnBmHjtK4utT5pstDyxH3JNNQomAjGarYdfDANU2WzInLsY6YA4VApLWyAVFBiOD6Fyhwe5MtESJaYp0iRhZLMBC76XgSluQ7V2Y0w+Zvmr18Fy73ZINdUwbBdsiLJBxCehZ5DzMWmikmpyQwW3Sa0NVWj6HU0kqgivEHd8rl4gf+ka2IYlhBZSa1q8BMVP2UdkNs+teSiEqRX+orB7Yr4d/qMKjEnK1TTyfqYKLTCi+uvbRQuo2k+CEa7yvQpitTLSFXaU3duOwg0CMEluJ2vuBi/ywRJREWuwIVElXkvO+ZC3SIg3ktmwzC1bsX2BwAFiBGkQQ0J8ngCFR3qqYDAraKkaR/vxKniDMUSz4gRmfdiN5Ooc7L0m1qpVfkswq0MXWDE1jwC5iuotMfRfLhg5b7uC2gcBy2QWjmEZBbMBX/7zDfy7+nAeiXonbHftgGHhhqLmkICqcdth5NcuYC1V1TYBmtRwhPcxMbCkZyOLB+OApu/RhOiUw6ozDqVF4GxGO400Z5qAXb/46/oz0kiVZojOrmLawVy/m4PJe6nqjAX3kswMjD4IoXu9kfaJQI/r6UMYvWoFUnVBTK4U3Fr5rjIYekaQ1z5D/k3TbR7LVJ697MILnOyNyL8/2nHSz0xsNOev2u0MNm6Yd774HPWBGW09gumDHxQXu6Z8P0aGzci5nMh7HbAMzjQSfaW9xkprtuj/VBrB530tjR3TpSm2Y518k0DHHRmbkydjZr34blu7Q7D1Rcijgj0lzRGNipZkJN60ErY7ReTbSzGMcSalvhQM28uUJUqAi7zKSO9GRrcNDQ0s9ifdeSlb9b3vfY+BD+nKyGaD9Gs0cFjagqSgdkoXeDG69O7u7jn//UJq3rx5PCxBOjZi/Mi8t7SeD/C9XHUWsJUU6bwMU3EoVk2UvsLFIMIQTWHw0gAqJdGudHUaEG0C3MdVVOzIM6CgovZoJqDC8eB+jL9zJVyDeQx9TpyMq59MIFFthuHxDsQ2b0L9vYKKJ2aHTrbGBDC80Y66/9otVmbJPChmAwoeG1zdcWS8boxrZrvqypXc2qp5LMFGuxLRcczmSHD1q3B2x5Csd8G5Z7Boq5A6Zz6H1qdqXNz2pJgm/ptyN2Q6Gfb2w/vzIT6hQdOPmSqCyCypY4bP95S4CE+dWwfPsRgySxrYdkIPYff4zTyMEW22cai8ozuKVL3W4huPQzW4hLt9vlBkDhSLAYZnBGNnnErCPaV9YftHkNrYhnS1E9bhhNhGWh+pfGcEI5s9qHk8gvAiN+S8OBmRLYo5rsC7exzDl1VwDiwVCevLt08i2eDmCxqxjKYR0erqfWslBv5xE+QstUFV+J4UrTRzwMonatIQWusriiB2+M31cAwX4O/II15lhG08WxxEoSgxinfyHpG4zR3T2FAathi40Co82DppMEO0arPnxqAccaHXREBRgvlPPgw3CJBZqAdMEyYG7ZEWGZA0A+RDOd7H5nAOiskASdOwefaNc7qGqT+EwMEklGvbELFpgx0uAzwHJjD6oQ2c3Ur6Qyo5b4S6aTHMEwmoKxch5xTrZSCQRGDNZisar5Y2tnRd21y5nqxLK9E+MTOhTTrOLo6gOoWI/lSsmzT08rEbp3tB1ltjut0GgTUCT6XrLXvd8JLtD7HcCyrh3SKOCTYjrq1hbdYPP/P/8OnPiklSKstThyA11sFzdFoXp1ywCvJz09ub2Tdtu+pB7rrWT9ewkfSgtGIrm5BcUAM5lcXu6DX40MB63F33FQZs5XfvmLkNLlnDaSIvd+lgc8Z7zwHW+PEzBGvyHDm8VPpNgiGcgpRIwhARgyFKYw3kGLGkGRQcZr6J4VrQykbnelufLG94fY6c/GbjtTh08HIUifCJYTtV0aRlqWHuyfRws/XsL0aXnsvlMH/+fNx7771sdPtCiqZcqWVLFiO0nClD93LVWcBWUtQuU6fCkDQWINhdzb5duboAH/U5j2DeHMMKxmok2CYLGFttAlYJ0NLw6364d8uIX7YMFY+NQHFYgUWiT08xRv4netlx3xpWoHYJVk6ur0H3x+YjuDuPVM4ALBDtEamzH/l1rbD2RzC+sQwFC9D4P+KkLfm8UCcmkV0zD8Yn9iL09+u19VLh7s0h2uaGqzvBPl9UtuNm2LZ18Ci72rAQilFCrkbQcuQLp3q9MCxuJVttZpWoLKNJDN84D772LCyRPJucUvn22PmOX7l8LYzrliJaJ+48EhUys0807GCv98J6aBBGn+Z3dvAYMgs2IH5hHcqeHkHmatGusT9xGJjfhILNAkOEcpQENMhHIrB3hljXN7E5yNvef1CcWEnoH9yR4ID13NpNMMfFF902nmeA1fWuClQ+l2e2ifdpmQ2xOjNvc3LuH1tlh+e42I9l+/OYajUyG5rxSAhdLMTqzsEsfB15mKJ5SMcH4Y6Li2OsrkIEyT98EHafB0qZp7i96DWobWzIqTAm8vB2CjaUmEyaziXjYBpm0DVknjucsE3kEJpyknwQviNx+PcJVBpa6cHkErAPXt3dE4gv8BXTEeLVNgan5EPn1NqbpHfKuUwotFawqXO0UeKWLh8TgylEl5TBOZRnlsZ7TAPF2/axRYgxacbkqgb037gKtsFJ+BfXIbClHXI6BzmePCFvsnQIYXbNFmozMD+FWz4dFy9kGnG2d9vsC3/eYUW2wsPtK0puoONIJPToP4t/88/U4uLHpx+j3xf/Tp7jb2b8u4KNcA0V5SKLli48ElAI+iFHEkguFN/BbNALU8wCYyrDxyFGBIv1qc9+DBnf9GmYYtXyXhumFtpRltZizY6PQbVZmV1Qc3mRMFEyXMA+aqp60oEDAi+j77yg2P58y//chFg8jMyuAAzxNHyPi+EIsnhhA9lXCKxh1QKgJEnjlEH1dGOYyc4AYacaXCm2kzVPQX59LcWAQVcqw3+r+8Olqxww200YvaYaldviRZBDHQTr/l62VuHtrA0pGCmn+dVz+zhbpyhi9YjxezEGty+WoXu56ixgKynfkQRS6+bBmBQXzpTVAFv3FLfwrPNWF41KbdVVkPMNnO9ZsSPLAIiKTEX598NJqDYzVIsBlc+Jk6gplIAaiUJ2OeA8rogTPrE8NwRR96WtbA1iC6nIaW1Mo6UeOacB8Q3iYmvb3Q1Fm7gr7DvMwnCaaMK6pczc8ONmiacmB863wN0uJlypDFkvzJIEhdgPSeRFUiuU30dvYZHWaOPyot1I7sLV8PSK7RCtN8OvXVTp5EfZl5RJOnyOC5X/JfqeZu2uvGabi6Od1PlNMO0RrYjENevg+OOzxRaFuUowmHThiSzyw/NMLwpjE1DXaHdDXYA6Os7+Sd6OLm43jV4sPnvwqQmEVwbgkpYj+Kv9SFwk/mZspQnmGFD9VBahJWZUbhUgy9Y5AVPMg3iDjRlLb3sO9nbB0GRrffAf1XJG7RZMrNXMPc0y27Owx93ixcW8Ud/RHGv9sLCN0xto4pPyTXkbpxVYJ8jI1wjjVJr3PW+7eU403DHO4u6c14pos2afkVdZK+npluG4bw9GPryG0y50k2XbhBHO/aPINgSKwxu2rXvhsovtnHzfRnh+s13sk0IBdsoYrQ4yAKt93IB0mdj39Lm9D3eIqDRFgTEq2q7KqsVw9CeQGhjE/ns/hVxAtPJ638kz8XB0jsG9vR2u7R3w7O6Ga28v5OSpNU06cNJNeHUQNVf7VK8zBWuzW6UEpuKtFYhsaEV0Qxsi61sRX1wHGF4zMcnFMiluuHuGMXSuC2UHLDDHSKOqQDVObwPStxKYLh+qQ2StMHI2ZjywhLKsx+Iq1cppLUQCL8SqFY2Js7liG7qQz2PkJjG9V/mbp/kmbfyLN/HPZU+3w6CZwJ6xR96LmBalY8PQOVC0PaJisFhbwzcJ1Jom82wqedsBYR48NDzjWDqdVAi2MdJsSxCKcjeBuhaGdJbfQ2//UqydFIqgZkqbmNWmfTEagxr0QwpNQqYWsjbQkldfKePcl2Lo4NVz5n+16uMf/zhbixBTRq3Vv5T6y/kkL0EZR6Zg7J2EEhMXBHNNFXtRkat8YHcYU+8Q7aS0T0L1Pf3o+Egd3LftZKDDJUnMFKkdPQjfuIq9tXw/FdNaUiCA3MpWmLrHAIsH6lIhhK1+OsUO+qRLSgUkeNsLxbZJ/paNCOyawthGPwqWZji3iSnK1NXrYOyc4pgkYyTDFhpU3i19SC+pRfM3D0GdV4fyh/uK2acq5VOuWcTsjLVnsiiALtMuAtSeSvktyL1FnNhTZTIqHxgELCbkXNPj2dL6ZbB0T0ANTaK2uxwFYguIwu4Y5QECaWAKasCFvN0ELG/h31mmckW7g8g7N8J3u+YvVVMFZ2+CT8QEAqnFqj8nsG0UycsWM5vh2dqLivtEey69qJpZvFSZA7ampcxaUTXcPorwqnIYMgq8XQVuy/LzW8pgemwPnOoSGCdiMCWSgEdc1ExTKSRqvLATaDh6HGXtmog/lWKdnLMfCPxsByJvEwLk4jYYC8E+7IIpmmGdl9i/TkSb7Wz7EV3ohvdxsa/spIdUVYyc60PVA8PIrBTA09WfhTGeZb0bTa8RC1f9gJicHLq8AuV7k4iuqoR77yjcmhFb/OYNcAxleKKt7PcHUFg/7QekxtJs1mwcDCFyfm3Ro63siSGodLdJP3hcSM0TWkBbV4gnBY9+/wMM1hztw3AeGURkdQvStT4k2ip5ocxL/ny5PJwH+tD473egQmPZaH34uHusk1uJRYBGQylUhQKLs08G1s60iCFMDQ4geuVKRDRwRkvBc2JeIDFHKJCliZhyJsqk9N+58tOzOHgpK9FQicBz/bCPGzhb2NMl/AGTFdOn4eGLy2DcVMZAjo4lKteuOGfQlnrHk+aTq0trIRqNoiWrgS72GwxH+FieOn8RMjV+GKfiqNw1wC3uiavFMR343VMv/wc/ybRoqVauyK7ZrKxXI580vS1poHOH5pxfeiwRY0adCP0zFxMbDAZ+jPzUaHBEb9MTS0cgz0i5vbmc0Faep23HZB4GVWX5hUppHYs0bzqbgaUU/O/RV2As9GUxzsUbrp577jk26SX/NBpWmK1B+9Of/oTXY50FbCWV7xsEpOkIC6XzOGsXjLu7+UTif0B8YZX6CoQ31qD1m+3c4pT7BGMTPrcenoMpvgD7dk/M8GFTGipRsBqQXVHDF2ny06LyH0mi7AeCpbJcux6TC8VJJ3XBJk5JyF68GoH/3co0Pt01Uzl293OWJOVNEkjMujRnVbuNv5zhqxbBMZhBoUxE2xAzSOyWlC/AfN92oKoSFU8LoTHBQ7orJxNcmk7TLwpuvw+Jza08eEBiXV2zox7uBiqDQG0VRi4oQ+VDQltCmZhUk5ur4T6e5Lt4vcj+QZ+qCmwxIK+1PWgLGLqGEL9GtEgtuh7ul9ugkGDbZITaKy4wsmYuat3Xi6pQkFuRebsBgV8LQDz0iU2o+ukBZmzkZBKZK8QULLGl6rolMB4fBpwOqH43G+tyxROwBx1ILgzC5rAWRd3UsqJ0i7QPyF60HK4ezYPObmTwDtqeyRrEmpzw7BFWC2RZktjsZJas8tk8Cg2CbWXDXlmGLaSwzqnmQfGViywJoGCSOeCdDIYp8iq8WmzD6odFLFbgaB6JxcSaCRDvvnMvsuct4TzY3Jo2jKwVbF3d9/cjvXkhjIkcVL8N7u40xlcIppYuTMRCWu/eDoRCMOmB4POaMbCqEuPXrWNd4fJP3gb3kSH03lqPxz7xO+w0LsU7O94L47iFQREBnNiqZgx+4OIiYKPjhbfLrJPKyXRIZ1oUUUY2FJH18xBZ34bohlYk27S4ppKiSDb3ji54nutApkWG5+AITLEEau8amjsAHcATkz9H3muHc083AznFakbBZoZiNWmLeUac1EtRnR+7hFua5TsOMSs/sdwOV3+eb+z08nXkGGyTvx/lyHI5HbCEDIi9bQPbtNAAlGG7AC7K4haeHD3hcxYKxRYphc1TBW9/FsqA+L6StQeVZWjyjGOjTsecl24AKW1kru1PgMpQEZxbl5ZIFh/XAZh+7iDALqVzgOaBlp8V0q63U2nQyNQ+iEJ9JYzjYZYu8OPJLL8GaL3IqsPpRCog9rHr+BhvZ0qbcT1+DIVKbcSdZA4a8GOT41bNaLefuhL4i7T1+Esor9eLG2+8EX9pdRawlVTi+rXw3Km1HfSqqeBpLgIsunYmef48WKYKfIdmqAhAmdK+uWo9+q4JoOH3I6zdIfGu9ZBG20dTMO4+hPy161kH5NTE/aRzyZ27kgEOXZjL9gh2Tx6dQubC1TCFM4jfuIFP4uZ6ceIxT2Y474/uDs0DU/BvF0BSDU1BWVDOTJ0hY0a0XoDC6pFFQFxkjsavW88XC9JcUXmMiyAls8WLL51M+f/BMjh2D/C6GZ47BJQLQTwBxHStm5MWKkwG5EkrROubFaCC16VQQPLKtbBvFywTIonpaB2vC0qDuKstpPMoVHsEmNi0ovhaOA7IZF55pJ0n5kbOcXFEF/8NidTHxmFdvgjJBifnqvI2iagMIuV8AbBb2ISYyn3bDjHW7/Owbxz522WXiM9iH85wW5n0eKlaF0xe7W77qT0wLVsIc9zKk2Px+eL5llAGhl3HEH3bBnj3hmAh9kz36jKbULk1AeNUAqF15ShYxcWGhi8KXhu8WweQvGItDNuEFYa8wA/rOPnVOWAfTKLsyYmi3YnS3Yeax20i0/GSNTA9daCoyzGk8gi3idd292vZq6mUAOUUXm2QoY6Mw1YnLF1G39TIlimzzVDjmenel2oAAQAASURBVCiOfed9/O+lg3fD/uB2Bl4HP3YfTxm8Kfskmn+yCIHHh7Dzx+9llsYUiqHtM7/kCzxd3F/qfMh0tX9GazO6pmVO0GQ/OgjPsx3wPNfO/3cc7INcENviwaF9gMAnuPxbGvM9BxAksEa16rJ/gzk0dyvQUF2F3MS4AHMakJMWzuP/5z12KBYj30SFNgTZe5D2szI8Jp5vNiC7vInju+hvU2vbMLG5DaNXr4TvwGHOvC3ctEEYGZdcUW17ezFwyzwYMkDyOqFnrfjdERiSKVi8FkQbzPxd09udmRoHHEmh0yoNreckBWpRW00Yu1F8RygWi0uSEXi2E4NNQYQuX4HAw8Kn7HRrLqA2W4tYOkxCxwkFx/N6DY/w82aDNQJb9F3P75zWtEla1iTbv9BrqyoP1xi6urF483ys+9RlCA1N4t4fPIx8jmyMxDlVIWauoa6YiWqkcwIVnZMpxWHdUhhztczakUk0/0rrVhTMNA3uLspf6DUJrJEsoxBwQtE0dxLF6L16aVtn63mK0pL+EussYCspx1D6BP8hnXUhsKZfoBx37UT6TauF2WLfOLLrxcUxXiOj7pu7oVotbIdA1hp6+40c4vMta1nfViAaXg8639cLqdqHzJvXMZtVOEdEd8Q31MO9rRfxtfVIBWRUPNhfvOCqugh3LI5C3yDUdYvFynZ0MYNW3dKEkUurUPktwdzRO+lNCZtzOdtyyLHp6T3FaZ0Wbq/WdGRDk6wbIdG8iaZINeEueaV5ejKs/2CHe7dAfqztou21Zim3Fez7BhC9QExUEUAlcCkTYNt3mJk1quxla9hShNdt694iWDSUl7HPG9/Z7jyAmkgL0o0amKldC3vHBPL7DsO6D3Bomh2JWiYuJxSPg0Gw/yFx4VIXtwnRuCzDMhJjLZk5LA57ylZ1nL+K24PU+i6ajj4FxFvcKPv+VmairHeJkzqv86Vr4H2yB7mWSga+alAwj1I0zkbKiskBd0+2KNyWWpoQXumFd9s+mGvLkFsuLsLOx49CqgrCNmyAnMhw61lvAcmNDVCPDyBx7XpuiyVvEj5/vt0hSMcG4H16gpkCxSK2vdzWAqWjG0imkB8a4RbUyKWCjV34d92CAUtNH9O0PQ7/5CPcSvRsa4f1hz3chhK1D6t23YyqT+dQljyOXf/7PgZr1GJcecWX4TzYx6zsi82bLFjNiK1qYoBG7Bn9P1N3olkntfE8z3XCrYEz37Ex5PIZxJfUoePr78LR738ItT9+DLXf/TMch8T345NDGrvaWMVDA8Ty9H9xExTtbFf5XSGyJ62eaSpxUtF7YWiYj1U5m4e5ZRHHueUfFDc2euYvAX7fzzVQcXy6PZe9Yi3MX7uLWRzJ7cLom3sQWtfMejvL/gl+PkkZzOEMAgem3zO6uQk1j07xug1cIY6t5KZWOPYMwNofRVXSDpAvm3bcOw6NARrzPtsbjL7PY5esZHBqGQjBt0VrJ6oK/Hdsw+DbNyF0xUrg70Tu7OlWcVJSOyfwS2pgrRhzVRMoau4Y0D8PuOGYKJKT0HF9pEsAwJb64kBAvtqC83wVOKetDJv++DH4gtO5mG/6wCX41pfvxZE/PC72id9XPFfSfjIe1VjFBXVQF9ax/yMDufraYt4t4WZiWn1bB5GrL4OkadUoc5eek63x8uCYVes0pAfPbGr1VWXYXiZbj9d65fN5PPHEE+jq6uLscYqzHBoa4sQHp2a/83qrs4CttJ47AKWkJXrC2Ll2UpKWzBeB5TSlNDAIgzZJVzOxgMEUBzinszB0D6EwTwiHiUGzLpkP1WSAOZJCvl2wT8r5qyBnCkJUTDtknzBotMdibDTr3NEHa2MFRq+og6tP6M5IU0HaLMtoAoVzlhYHCCY/tAnBrSGoBVW0WUnsW6IhoVaGPBaFMjQCyaud8CgI98gwnyCZoekSU1g6m2h4PCSmSJeIiTX/T7aydslc5mfjVGPZqhmbsGA3sjaL7qDtt4uTGntTbZlukerFGZbkrB+Oc0SXrhGZDQTyNHigXRtIm0NxSgbbfEipLKDpDeliZagMYHwdxTpZYD6qXQQHRqHMr4eczkPKUMCpily5YFd824ZRqPBgam0QxiXl3Eqkyl61Ds72KUitLfzeurcWgUh5LMkpEKQDNBGbpTn2p9fPh+9oAoZISoAj0hDR/h0Yhvfn3cKxP5GFUZsyg8MOdWAYxpAValU58ofa2fiU92ONCcGnzTzp6uwcRnKVuHCpNhMK4xNCi3OwvWiMXDgiWLvSCboFn+osRokxOzw2XmSJ+z96OSYvWcatxMXv/i7UFY049pnpqBnpz35kjz+L/Y/9K0LnzoeczGDllV+BZ19/kQyifcTmsCV5iycr+ptUsxgMIO1ZdH0rYisaRbzVjINHgXN/L7c2abH2jkMu8yM+vwrRBj+6//kmHFhUe4JmbeADF/FiSGQQ2H0crl1d8OzogsvUBUdPCOlr1uHgh/8HsnarsPk3V4njbzIOiQYxSqKsTlY0XUjaJj4MFrZBelKwUoULVrGfHd2IkL7TOCkAoLF9nBlVe9ck1LEJVDzaD8/BPoRXNmPk/Zeg7s4dyLoNMEUNiLZo7Wtu4StsyUPTyLplzOgaIyoLNcg5DHAfmkS63gNbXIBbmhZHfRWM2XKklzcw8106nDHydkE3Vv5uK2RZ5kEfaV4D/A/vZ4lEYlEt0m8+B7bhCDNSJytuJSoKf+dLgRoBxxnDCrpPFhnWakNGs4vNk2WZh6CKFj/ZLCSjgW+Q2SvNYYa9sw9rLlmKje+5EBs2zoPTMZ19GZ2MY8f9e7Dq0mVoWlqPb/36r3D72lr84ou/Q06zPKHj07C9HXALcGvc2wk01gCU3KEomFzuL0bFFWwyHAlaByNM/ZPFNr9uDp1cs4FZUX0YwUhmx9Ob4Q1p6/Fart7eXrYT6evr44nRSy+9lAEbJSWk02n84Ac/OOXfNzU14dZbb2Uj3gULFuC1UmcB2xyle5HJIxMzhKbFE5Pm5UMCVgJcpgNiBJjG8SV9MuvgMQZI6nP7p09s1CbYtIJBmw6iqKVJbQuJWJZ5zVBK7tzMfZPI1wfZsiH4TAjJRgGy6AJErTZpZALy/mlwUzE+3Rrh0t5Db4dxK2N4FFjUgvyugzM+s6GyAqrFiEKJZQLdqVJLmE5ukSWC4XIeFNolZc1STmnQWwr8PvPnIb9lDzNmpS0SunCwJ5eiCpPPVYIRJGuOUrf8uUwyddZDdysvuGyYXOyAJWzD+EoDPF3idOQ/UIHCroMIyjKf9PUTLu+D7QcgzZ+Hgs8Oae8xGIJLpi/QVcvZEiQ8zwzHQ6KNIy9pQbzVB2fHFMY+tokHTPj5dNe+LyK+NI0NKPT0Q1ougCy1rimXMO+zI1/ngfWwdqFaMg/YdRCy38us4An5kAuamJGk4yLr0TJWf7kb+Uwa+Ya1MJmMsO/RWpl0kaP/E6NCQyS7D81oO+mtSb5Ya/9OX7u+yBASWEu0VqHzP27ln1s/dxvsnSMoNNTA1SKAxhfHFyP4m8PY/38fxcS58yFlclh+3dfgfeboCSf+2UCN9hVP0lUGEF5eh8k6J6LEnmkauNllHgkzw2c7PgJjLMVWIpm2WsQW12H0rZuQ13RWs4sGIAiIJWt93DIl4ElTy3RshM9dyIve/DWGE3DtOo6yvvNhSg7CEhpGxQXa0Eko/rxATfcZTLWWwzKeBPYdRbbaBTkgjmG62SJrHqWjCzmXuZj3yTYR921HmqanCfTXV8FxrJMB2+glixDYthe+Ow9g5N3LEK+ZviAbUwVMLrTyDdfYx4WHo3UCmFhiYk0jYU5q6+uteCUeR7rBDVPADlM0C6xZikzAidCGJkT9Fky8WTCBFb/aIrzvKoPI7z8Cq8sF747jmNrYiokaO2rveZq/ozqAml1kQzSX5UZxyKGmGnDaizcw9B0v0HE9OHTCjS9PgM/y2WOfsyPtcF28FhvXNGHjFUuxdl0zLCUt8dBYFM/csR1b79+HA1s7kJ0IwXH9Ofj4Datw8TvOxVv/7hpsfstGfPuvf4K9D+zipIl8UxDGPRqyqqvmc69E6R2xGNwlp0AaelL3HcXk29fBfduJsV7uu0UnoMhiGl9YdNOZ1tkp0RdWn/zkJzmcft++fTMyTSnB4AMf+MBpTZn+5je/wVe+8hWsXLkS73znO3HzzTefMnLrlaizgK2kDD4vEBYxSlT6xZVOOAaPu8g66Sc2vut8cndxNF16auqkWo8i2Nu6Fwa689Qep7tv0sEUVs5nyw2j1rpS6tqgtvdB9jpgeugApKZ6vuumcv3mWUgEwojlKGlNxRb64XAsYXEt6bz0IqBRbPXm85D7RyFT25Gu/QvrYCAbk/5RYGisaMlgCJYJqw1tkss7Jp5foFZlsBxqOotEpQsuvQXS289DFro30my7hhkXgkNd0wcgiY9nTV+V6lv0i4Q+wEF3577/O8BAufnXUzxVx/sknIDc3IjIAi8cB0S7g9d3aJSZw7zPAeNQCIrBwC1hfq3mRhQUFXJeQeW9vSgsElOtpE1ybT2OfHM1gv+9tbivkjesh/vJTgF8llbA0tOLdJWmVTs4KryxDo5BuWIthq4XF/qKHXExqBDLQQ76p407dR1YTLCtyvkrYI6IbSbXVELt7Ye1LwI1Gj9BI6a76Je27qUK0tSI55VeDAmsESNEF0PFIOPwHz7DFib+Rw6g9vsPiXV5dBeCj4rnb4MRR3/wVoy88zwGRstu+iYCj5xc46TKMhILa4T2bPNCZtDibZUMLkuLgB/lahIwo/aqIZZGwWVFePN8jF9/YoyS+CAKA0pqdToP98NxsB/OQ/2wtw9Dzk2POnBqAuXdzq9GbN08RNe1IrqqCbHlDWwMO3Xx9DQt1fCbxLFomjgxK5RsI6RokrN1aQjEHNNurO7bzucDYinl544VtzHd3JGuSvYthXUgwvpBrmArnydMsaxg3Q8cxfxvGTF40yWIt1bC9HQXolcsQXRTCsH7zeRkI96fmOACWM/lOybWs/cqI1SLgsrncixfoEEVNS8+v7JuCbIeF0JrqwVIW1SLlOaxqJeLWMe9mvhfUYvnI/892wVgu2Ilan/w0EnBGn/OOgJkVsh9I4DfW/xO0s1BbnUbcHQASv9Qcfo9UWuH8/79kEiob6bp1dxJEyx8FV6c88ErsPmSxVi+cR6MdEOr1dDAJJ7Y1YXnvnEvDlpsMPeHmfWGti9SfWF8/eO/wJanj+NjX7gaNY3l+Pqf/x73/GknfvbPf0RyKIy89n6GgWHkV7fC7PPA6HTMGI6x9IYQvW4t/DsnThii4c9PcosSwJp/hVqiZ+uF1dNPP41nnnkGZm26WC9KY6AorOcrSmagpb29Hb/61a/w/e9/H5/5zGc4houYt3e9612vyq45C9hKqjAVhrGkJaoX3R2q1eU8ZUeln9joJDxXsHXpgMJc4dUz2gQN1VCIeXt2H4MvpVaErNOAgERTjXSi8bi5Hevs115j0woombw2np6HUTsJE9sVJ1Dx1Ajf8apewVAwi0UxQcFypFY2CoG6xsKRnoP+WvX7oETjkJaJQO98CXvD01qaaJiAWGZBDSyH+lD2/WNQtIkxKtKcke7tZKVPW83YFqc5Kq+33xDVRvg1oFytB2I7bEAmB8cfNGPXjHbxWb0QCll8PLuPGUw68Sb94kssZ10wDExATiTZaTu1WoA854FRvpNW22q4GaFPyLoPTIgsTWp33iM80Bx7B4sgivQy6rJ6mOI5BP9baPpo21qJqawOQoomoGhtah2E0UWPbUwe64WsHResryHRtEEScU9ae5X9tujxSOxEEEexOyfJfySwRkxj7xduRGRZHYzhJJZ+/g8wmC0znk/rSlmTgx+6lFnVxe/8LsrvnenynS1zi6lNrbUZWTcPBfeJthrTb67AmMhAyubYaf9kRWDOeXQIjn3dPETgPDTAwwW6R9jJSmePjQvb4DzSDueRAdQ9LJhSxSAh4jcjurYF0bXzEF3djPjS+uIgA4HB0mIQrdlG0PZydnRxm5N/19yI+NIK9s+zjKYga87sOa+FAa+8ZD7yfgcSS8WxQsehTDcNoTjvT2LYjeEU/Du6MbmhBWM3rENlxxiePO+7uOV3f19ch543O9H8qwlgeAzSWgF+yndJGF8tI7TEBteAglRNgDNtw+vmIXROGw9AzChFgXNfL7Oi9BmDW7tg0ll3g8yfjdqiZffvRddX34HJS5cxM4dTtEQxFQH6BpFPpWCk85H2mQiYmybiIq7M5YIcFqDGajUWfdWUcg+MMXGcqePivFh96TpsWFyOc99xARatrOd2rV7Hj4/hmceP4skdneg6Ps5aUduRYRjjCajzm4u6s3y5ixMLCgsbsPWH92Lvbx7DB792K67+0KV48w1rsGF9M772f4/hwB/E/pZGQ5Cf2C32h8fD+1uJi/NHZHUlXMfjyAadkI+KyXZe344exK5dBfeRKRj83qL84HUVTYU3XinUvp/D43FgYIBbo6dbbW1tHL1FC6U6fOQjH8F73/ve1zZg27//zKaIqCgS4vVqWMetwBKfIGax5srxI78fiivRwIQSmhQeXiVtxecLUJbGJvnvsy0VSDqNxeB5S+cY4itrYH/4AOKXL4Xr2V6Y+rT2p9EI1W5h121q5+igkHRmrmNTUCJRBpXGXHmRNaCLv9o9BFtvmCeoZngTHe+BZLUya1EoAWql4FPp06w4Vi+BsW8ShdDkCSwi6T841HqubaqxPM8XTTPjb3QWyuMptt8IFJmeikJqbQT6houP03Mkl5NbMdwq1CbDuCWt62pIlD82DkeXtn8PtaNgNEHZsJgF/87tmikm3XlvXF4cAlA0dlQJhXiddaNSYhKL63XhahgjWfbhy9R6oXME9Dge34XUeW2w3Tkzhklv9wZ2TKAwMiraSrzRDQKUafuolAmg/aYPZ8yuuY412l/KroMYe99GdP6d0G61ffInyNe58Z9/fBof+9LH4f2ZaAEd/9LNHBBOtfCDP0DlA/sRWdOC+Js3IrysDuElNUi1aOGtp1sGGXk3gXoB7K0Dk3C2j8CxuxOurgnYdx6D48ggDMnM87+UZpo6V+uOQSm1ZMsDM6ZhPcElcP34UdT8+NHisEN8WT2S8ypRPpia8X3Xi7fvwmbAakK8Wny3PJEU5IwC+5ERwGqBOij2iYnWY/USSKNTkE0GePaKY6WwfhmyFgMbZhMbTEy8saIcFQ8eYMA2+JFLodz+O4wULBj+4DSnU/V0DorbCiXQCPOT+5G3WxD93JWQzWXo/qtmxFqrhLlu6fpm87COTsI6koBxcBzGeBrp1hqMvm0zcmVudKayWP/278NzcADK8Ch/Z+Vjx+HMZmEZjSBT4UF4YSW8pROaJZIG/jcZ8RJYK0kOoOLpb03WoLY1QD2iTYZXuPi8mZlfCfPOThQSSdQvrMG5//QWbL5kEeYtE7pMvY4cGcKWZ9rxxJ4uDPWEWOCfs0tAuRFyjibjp1g76yEwrt30GA0y5zDTT8R+JqNJfOev/hdPPd2Nv/nyjaiqD+Dr//QWPNpWgx/8w+8Qpo5EawsK3X1QW2qRd1l4/1C5HzgEqTIIedfBE3JbXffu43MLTZq/Pn3Y3nhDB5deeim+/e1v43//93/5Z0o9iMfj+OIXv4g3velNZ/Ra27dvx69//WvOTY1EInjLW96CV6tOC1GtWLGCP/DsvK+TFd0tEZVIQa+vx6LsTariRXl8Ys6LhH5Cm63l0Wn/2YCE2n9kAVL6OkpNOQuazRYzzMkU1IB2UkimuJ0lV1XC9VwfCjXlUHcJMGUkNszvgtwvLhoSsUtUvUPc6iCQReBCqRKAjSczly+CmkyiQEHSxIRppfskURtSZ5L4PTTBvQ4+9VYpXfyV4s+FGdYOsyODZjBrR9rZH6mY0VfihH+yWJrUhlaePpVo0jYS4cfMIzEoy+ZDmc0G1FbwhcOYzUImvVpn94zXzq5rAx7dJVqw2gVG37+0TqSRo5N/cd0MEgzELObzM/aXvs6zXdYtx8cYKJANiqVjpNhWsfRPMQvp2tY9AyhzjqbLCmnHYaE7JBbNJLYxgXDaZpwZOYeFgqGxnkGd/hlPlRZA+4t0bN6fbYX8lXejYDbCmgW2fI9OZCZc+Mlt2PMzoOez16L7n8SJyNI/geEPXopj//MBtqh4IWUZCcPZPcFmu86hCOwP7oDj8AC3RGdMBtLNUAlYK/3MRfCtM2m6aerSNtYF8rYqAWdsDRGeyZCTPY5SKmNIZ+HZ3smLXvqNGX1HDNVB/h4xsx1JwqMNEdA+svbZoSxoQt5tgcksTp10XkyV22DedRBqUxDxZsE+uZ/rh9IU5JsCnjSlbNbO4yj73yngi9ch2VKNdKMZacUI3x12QGBppCodiAXdGLp5DeJt70eiMXjK1AZDMs02HxQunyJ1wtqmE55DjOK+r92Edas/h8itqzgtRLWbIe06iLInjmDw5g0YW1EN7y+n/6b0mCJ2MbEgAMfREJTj4tjk7RaJsIE2tW/ZZmjXQQZpVIkaC+QtE1hiaMT6770P561vRV1zecn8loIDz3XhmdufxdZ7duHYufUo2zEpZBlr5zGT6XtKfMcUOieuXgLvlh5klzbBPBorTjsry9sQbbHD05kAdonjY//D+/BXR4fxzrevwfWfuBIX37wRqy9Ziv/521/isd4wZPK6230IpllZtnQbxJ/lQMlQhfYcOVg2w1eTQf2ZhXS8oDrrw/bC6lvf+ha3L4k4oiEDmhLt6OhAWVkZa9Oer/RWKAG1np4efq3/+I//wA033HBGDN1LXZJ6GiiMABihzPLy6S/cyYpebsmSJczKvV4AWzQahcfjwQXS9TAWuZFpBkhnenQB8snMOHn8u9bLtPup6mTTU6UtLWZbaHKyqUq0SzUARUUWIOapLEzjcZ7yzFRpIev7js9oz+rTjeSpxiwaafGqK6BSe0P/jDYrs06zAVMp2CwdAphLg/J8n+tkNftO9sVE3ZzqPdAzyK3nkwWN6xfz2ZFKL7T4ONFaw7TdaNtyXNccr1uqQSQWUq+5Wi+nEoU/XxYjVee334eeT1wJz/4+fNXybiQVM7679WJ4HjLiwO8+jRdS5sk4HHt74Djcz5Yf1MokzZkpnGBwrJb7mEVOrGuC5d7t0+tKE8sBP7ft59ovBNZIl6h/10i7SMbD/G/N008v+h1N40rN9Ygu9nMM2uzjdq5KvGUD3I8cnZ6Y1nNFzSa2aVFov2hspux0AAEfA7fQBzeh4kGRIlKo9HFbvTA6hsS1a9iKh8tm5fZfbuU8NmE29o6KeDDSCd79KUSW1qH20D0w7DiMxl9KePLRz76g7T9jX0xE4T4wANfRIRhzWfh+9jgzaNuf/SpbplT/5FH88zn/ijtHVyD17zUc2zbypuXY+513wH5kAOfd+L2Z7Jk26EMaS2NzA8sRlPpKBmZcG5azBpOMqOmGEnuPwriwGYtWNmDz6lpsunkzKoLTwya5bB67Hz2IJ44OY9d37sNkQ7U4h2la3vh5bbDfsxOGGiHsntpcW9Tski2QapA5K9d5SOgEo8uDnHNs6QsjX+aEUTMwL1QFhFWOQcKChdX45D9djaYlgtF7+o7t+O5Hf4TxxS0wpAqQNP/I0glZXbqhF0/yPznznE7RVE/gLmZcyCbi5bomnXPXR2F0Tk/HvpDq+O5juKX1Up6QfCNVKpXCb3/7Ww5vpxYphdXT1KetRMZzKsxDQwsE9N72trehslLIUl7tOi3ARujyjjvuYPfg0ymiHH/yk5+86hMVZ/rluMjyVj65nk6VXkBOt54P0JSCMr34Yp/J8B2vrjvLj4cgm4yQg+VQJqdmXKTpIsnUfUE54bVOp8iolV9H8xE7YWy/ZFDg+YK7uR3I1iAzdVCnAzRmgxMKKqdydkVOCfJm67joZzbh1d3S6WSs6eCKU7SnCJF+oaX7mhFjSn5pc1kmPB8Ae77tRS1Cfo+OHtHmoonYbFakPWhiW/31CQwmE1N4uvO7UI0GLH3LNxC7bD5Uuw+9t57z/J+HgBm1MzvH4XxsjxgEODTAIKH0M6uJJLfGeb2qy1E42A7j/BYGAmSXwkkbGnNBFisEjAo1AUgHxbHKuidiest8Yoil5CaJPb6IhaYhHe2Cyjc2JhMUuukg/y2y2SmxYVEbayDHU/xd1U2WHaMFWB87IFp8LU0M0KjSdW6WDHDKwb7DPCyS8RmKU4JkMVII+sS+1OLojD2jUMIRZmBUuw1qV09xu9Pf02SpPDKJ7LxKTrSgGr58Bdr/5jLYu/tQ9sRvUfGUFzv+70Onvf+JpTRNhmAem0Dlk8PIWaII7BmHZTKFWK14j8onBdikFnL0zRuw/Y5Psd5s6Rf+iIYrnkT2yiifP3JOMx7b/W98TJx3zr/BvHU/bz9KZJjRYpdk5C9exWkalMnLxyG1eRsbYLJbsHx9MzZsaMDm69bBWzIRnIqnsf3Pu/H0Hc9h+5/3YPCmFWwK7DkWx/C5LgR3CTbVGMtAHhjj3M7w8gDcv98JZaM2zW03IuM1wPtMPwPh+EJNJ/h0BxLntsHx6CHel6oW1Sanssx0kjyEIuqM4xO4+W+vwtv+9moeaIhNxfHDv/057u+OzgBifE4/3nvCzeCc5zk1jUdw78sO2Dbf+bGXALA9ine0vbEA25YtW7Bp06YTZFnkzbZ161acd56I3DsVw0b6tddanRZg+0uvIsOGa2cMHRBjRm2M5ysGSWeYNceeZ5rHWPGx+fOgjgq2ZYaofA5GiVucB4+dHDBJMgya5mL2UAQJqXW7ESo6QccuWwz7SAbGsZLJuWgM2QW1ME0mT8pOvdiarYmZDWR0dnOuOJy5dHG6zkkXDXNLiixFCoUzDho/rZrldTe7CMTwtO2pWLvnYQx1zdrs9Z890FI6ADMbsLHQ3GzGgR9/GEM3Cr+3Odc3kmQwRoyZrSDB/cdn4JnMwTIWhWQxQxkcQfKK5WL6tKQdrre7GVRp752tciMVtDDjRS1fNRafnq5ctRhSKgfFYZkbzNrtkEymaWBGwE03/yV7kzLx3vL4FMavaET5U2NQaZhAUQBNKpBZ2wrz1sMn3AzQa01urIKnI84TwXqMGq17YWCIW4Dj5wb5NTEpvodqTRBZss6IpJEpt7ONCJV5Mg15OMT72BDwifdnu42EAD0bFsPUM84RYboGKlnhwpbHP8/PNSspZI2Oufc7adOGQ/Dt6oc5GkfgwYMwUPYs0sj4hS7JmAJyNG8TAEwxwDEs1iuwdQSDb65iLzdHfwqdb16Ens/fAGM0hfn/cRuq/uMhdvEnOcau7V/D1JomLPrXu1D9L7dNb4sKsY0JoBliWUwt8yDweB+UCh8sVhNWn9eG8za0YN0FC+FwiWORKhZJ4tmHDuKZRw5jz7ZOxMscbMBNZe0O8X5KNIuEE12GkW+thXF4EtmmchhjWZ5k59xXKvJRS6WRXFaLjN8IV7fYn8kqK2cRj2x0o/r+Yaha4kx+UUNRekHnWX3Qob7Ojb/75d+gbZmYbN/95BH813u+i9HemYbDpQybruHVQVudIYV3FQ5g5bxheDtyLztg23jnx180YOv87qO4te2SNxRgMxgMGB4eRjAors16hUIhfmyugYSTFbVUSb+WSCRYG9faKoyjX406C9hmA7ZNa6ZBSywuDFnnYJlOt+aaEn2hTIvuXyb3jkxPoZ5E51TKGpUyWLPvFmcDprnagrp7+WzN0MmKX0NVTgqQzgTg6myezprQa84ZjTNbL1hihsqsG23f02yjPt8wxKlKnzwjvyte33hCDE5oQHKufU/TwEpzbRG4zN53xOzwZ6Hg6pKbCD1rkZiS2V5iupcgMUWJmzbAs62f2adEWzV2PPtVNq0lYObqm4KzYwS2LfvZMsMBK7OC8vA4cvNrRWRaybakFjP5xsmTMcRWiiEJMvilaWNed9LiaRPFdJFVgn4UXGaYhiPIVXthOqbpkiIx/k5QIoAxXSjKCIh5Iy8744HuEydkicGjttyCJhh6RauT9aXaYAWD9IFRIRCnIpBO2bET4emLP+2TigD/LJFhs0HG1CYxNOTdP8nmyrR9kzdugHvPSHHamAAiRaE5tx3nRI10s9BqWcYSrGlTyBA7lIQUEYCUwA6liUixhNC4bloB45AA08nFFdjz9XcgtkBsP2KB7P0hOHZ0wKyqsPdNwBiZhKM/zO77zr408i4Ts5P0faA0hHCLAPG2kIqpBZTSIqH64Ql0v1WsV93DSd5Pxu1HmXksZDN47s+fZbsT96F+rH/XTyAdFjeL3V+4AR3/eD3KnziK1R/8v2LnQAfkmbXzYO2ehHViFKv/8SZcsK4Va9c2waIlbRQ90v64Fdue7cOBHceR6+5H+qLlsO84zv5siWWCcZbyKqxjKbH9O/oQulGwaMa0ysa0xEqSRj4VNMI+kitG8SXr7Mh4ZPj3RRCdLwASPc86SWkrBlgncyiYBSiMNprgGsjzz6ZYHqpJLj5fNsm4dd0C3Prpy2E1GZFKpPGzr96Nu/7rbgx/cDWnYdTeO1I0dS69IVyrDuMrvm2QphTQFYLg98sN2Nbf+QkYSwyDX0gd/+9H3nCATZZljI6OniDjIuaMWp20fecqsu7IZrP4zne+wz/Tv9evX49Dhw7BbrczQ/fwww9j40bB1r/SdcZjnETI/fGPf8Tjjz+OsbEx7g2X1p/+9Ce8bouYjm3C/oFKb6MVlrbA2Dt2Utfu4glucdsJRrDPNyXKz5kDrOl3eXTB4otVbU3RakPf4vzYSVzmS1t8BNbYPXzfYdEuKwV545MzN4F2opJkadqFfGR87gnEk2imZoOdGdtoYRtnhJ5O0YWY/eFKvMXoAm8/OMSfm73W9JxACoen1vFUhMF1KYA5nX1wqvU/WdE+UhLJGX9TtOuYtV+Uw0KwrNtEZHwWyAUVlmeP8VQveZPlS/ZdEcSr6ox9SWCCJmU5A1Xf9p5phob2c95rhRzWtJDNjXA/egz5BQ2Qg16423txYdMnIEkyZNJu5XLcrqNJPNTXAVNJZnYIlDBo4hfRWmB2u3CiJ6BYHoDz2FQxgUHWgDUfq+RkT2W3IVNhh/W5Do5oY5ZFA5kSsVEeG+x7egUrpU3ITqz2w/vzbSiQPupQoTghy/o+GtWn4ZixKRSaNbAzOQW5ZxggBnEyykL0uGbPYrtvN9ThkRmmwvxxaDs2V8OYV1Dw2OC9V5uMrq9CZEUQLo+dMyXJiw0RbULYYUa0wYjwQg+y/m0Y23AIBXsB1lgV8qYgKu5Jw6I0wRwug3XEB/OEBPVIO4NMBusU06RFOhljOfgfvRc1d1fA/2QXHF1jMGTz6HtrDXuwmZLguKpEjQC+iVorJyAQWKfp8FSZAZ5ucRbIeGWYSMp60SSOrnDDpRHnpA2bWl0On8+L5JJqWMeSWPav92Dbrz6M6OI6HP67y7Do6w9AOtKNst0DbNofWtuIzMBAUcU7ddVC+D12XO/wYvPnrsby8xbAqB0LVIPDU9h2125s+cVjOPpcB18bGDQbDTzFTd/TQlM15M5+KEYN3MfyiLQ54XuyF2ptVXFCmfexy4W0RYLz2W6E39qKwGMClMfW1rJFC+UpJ+ucGL5AfHbXUSOiDTJqH4vB0DWEkbcKE2uKlKNzB3n/UWdAH4SIb2oBEnn88au34+n/exB/+5tPY+mqRnzkK2/FuW/biP966zfQf2xohg8bRwbe/RxuxRG8G4eBKUBdYoHylXLg2pdWRnG2XnzdcMMNxWGg97znPbBYpsEusWqkradW6cnq/vvvx1e/+tXizzR4QKkJNLBQX1+P973vffjyl7+M++677/UB2MhBmEZlSddWUVHBG+YvpVJXrYIrBOTJs6tEYG8cCZ9Ue6bT8FRzufaX1pkwdTolX7R0oDtS3dS2oZYBEIMWElZTegE/R5nxPkXR8LFOBmt6ODS1aqZXSmY2gfI+qUrZK53dIsBT9D4qaRHPBmsnsHeaeS2tKwdAV5afNljj16eEgPpafl1DQAufj2SFTsnrFYyTrnHSWsu0z5gR1PMVSywx5qq52qqnqtKAbdpHequWzVtpO81iBJVFTci5LawJJJG7q0vc2ZkfEFdWiTJZlzQjTzcKul1BUz1rtgic2vojgD7VSro40jJ2jonMVo2R431bX8smwTm/DcZkDuElov3m7jYDx3sg70zMnHal/zRUQx6bhHkogmSb1pqqsvKxQAHZqgayKdGBt5XHDdlhZ1ZLqW6F8bi4oJLgXtHZwKoKzl3k5z+zH+aePkjzmjCxsZwvzqq2Xeh7RWJu1kKuWwqJcneJ5fr5NsGqDU8K/ZnWSkNnPxLnL4SFOvMmEwydmp3K6kUk14Tc0QdYLCgMj8B2r9BfkqaJ9EzUes2tm4e8XWOl7nwOhqCfdZ7SnqNAiziGcmVOGDiMXeU0gejiAFwHCogsHcbIml9i7NohJBfO/P7GOCTzCKY200/TqR+GmAm2MR9sfW4Yk0G4dxRg7R6Htc8Jk2cZqh83QTXHYL//Wc4Wpk9f80QMU4ucsE4pkHMK3EfFsRJrdcM2lmGJQnJBGZJVQM6p+flZAWsIsP3ai3yDjLL9Yh+H1pXDGi5g8C2NMMdU2PeF4BwOYf637sfhf7iGc0SzQQ/8Wx5D/Z8nueWdCboR/vDVWHTX01j/j2/BhUsasGht0wyPtI7BCWzZ1oEnt3eg78AIezrSfhdm2hmEl4nvqe+5EShBLx+jlIkraXeZxHp5D0WQWVjNht26NIQHNJY3I+0zQN3UDEtUxdANgtl19+ThHEyiYDMh0mxBsF7IRkYNXriPmDB4oQuGjfOhaIQfJcHY++MY3xCAeckGuI+J7UhtfBpeoPPWYEcMn3v7D3DlFQvw/i/fjCVL6/CDPV/HL//1D/jDN+5B398JzWz99w/h3TiIt0NIQtQPeKF+PsD6y1fKh+3FZoGqLzLa6vVUHm2CmW4eaJqzdMCATHQ3bNiAD37wgyf9e4qyoslSvR566CG28SDDXR3/nKktyKsK2G677TZm0V7NlX65ik/0kql4R0YXJvbdOt6D8Ls38sXkhIs2+bDpOgw9f3PWHb1eBKJYBF9VMYMB4rbYgpYZLTPWHFksUNrqOFpJjUSLLE621gfT2IRgkkqm4HQ2TgeFpWPoYl3DJxj9UnvIvWOgeFepC9lJr0P+YXoV23CaqJ+n+EanikB29mfOXL0O8qMHZgxTGN1OBiXGoLZ9R8d4W6qptPB5moMJI1A2g5UbG+fRe0lviZVM7OoA2yBJkMoDM9f3JK3jOcHaSTRl9BlVYoZoHTRwSvuIXyccRvg9GyHnAfdtY0VGMF1pg6MrDNVuh/uBg1BKjIWLDKmenaq9p/6ZbENxkX+qFTNhW/bwNqNAch0aM+Nlt6GwaQkPeMguFyxBsR8Nh3sAlwtKKi2CyKuEjxp5UaGnF/Hzy5Eefw7ZRQGkKiPImyeRf4sHpu4/Qr0yD4PHB3UiAqkgAYoEg80FNZIAlA4YLvRCKsiQyCuq+Jwj/H9aDLfaodRWQjr4JAxJOybelAbodwSwTDaoiQdQ+PQCmHc8Cbm1HnLWCJPbB3U0A6W6CuY9x6EsEmDKoKqwDScBkhikM8XvWm51EyxPHYJUXQnF64DBOb+YsiCRtEGS+NizGtpQYD84bXqUNFcH9/EFnDSaVObOEZjIw7C1CkriYfRf1YvRHw4gG5gGaVJWRuDpWpT9vgyWISuyq21I+ceQas0iXR1BqjaGrD+BgiuHuGsM8RZq+3diWLPtEHUf5IwRpik/7H/rgXmyH5ZxH7xPZyFb2pBP+6FKNmQrBBvpPjol7FUo5zKag7PfAPu45td4z3ZMvn8TJhfIqH4mi2SFQC05h4S8zQhJBZwDOYCmXMmw9p9/xekLB/7lOoxfvBiZSi/ylh2ol4DrAbzzH67Ckm/fMuO4P3J4EE9vOcbLcPcEJpYJ0F1Bno6aMW7WbYW5axSmpAAyI5dXI/izPeIYt0qYahP7xNMtw3Y4CuPhTk5TGb9c7N+yZw1IVpr5+0MMYrwOKNuv3YCmFRy/0Ym6h3OINUgwZoRGksBaslKFq0eCKaGywa7+/FStWMeMS4ZinW7dRuZZEUgshLrrIPqvqsD/uKbwpx/9Cl++/GJsXtyE93/1HTj/1gvxjVu/heN7uvFxRzuu0sCa8i9lmPogfd/TWPfIuwFMMzGv7fB3vGHqpz/9Kf+/sbGR25vUxjyTopuTUlk/meX+0z/9U/FnGrycmpqpCX9NAzZCsK8Xu44zLZ7CHA8XbRb4ZxrPD02JO3+t1VM6HTpXW3IusFb6XIXAWolYnS0lNF+nGdYhqRQKjhZY6muhaMMIRZd/+vtZwCI/MnbSNinnfB7r5Lvg0qLsQ73lxmBNy0K09E1CMZuRuWAZbF2h4memiBpqQ5HBrhwIzNSKaW1XKntfDAXtvWQy8SXmSXufUu1aMZuPdBu3Cl2AuysJQzzD7TcWq5dE1ZDmTiHtjQbISnU2KacBtpE01H0dKJQAOdLFWLeegX3ILLCm221QWLaisU2Ui0qVOF+0YWyDZIAbQmSJnxm+XJ1YPxJWK6W5qiWTs7yftH2Yv3TNdHC3Bqpna95M+7uZreBsUJqKpJYx1eEu1iGas40I37yBs16tjx5A3pdFZF4UqfN9SKeOILvEgFRgC9K1caRrEshUk87p1T6bb5n74YIEY8IG05gE05QZpqwXpvGnYRhRIPsbYNk5wY8bpwZg2mCG1arAGLVBdpbDMpKHBAkFrwPSgQ5OkvAdjGB0nQAtruoGpAIyTM0b4T0c4bZZ3pXD+N/aMLHpEELrjiHvnmYjDQkLfLsWwLN/KRr/L4DY4nrEqyXkPED9d4+g83sXwP+UA8FdWVie2I+CLY/0+QEk0weQnpdBZr6CpH8MyRUyMsEpZAJRKJY8MpVjvOjVxzjpMf5327euQNnWS/jfcrkTpmiGWalkhVlEV+XVIvi0RBTE62QYE3nE6gWYyTvAz3N3q8h6jDD7HcXvS9XPHod5y16M3P+PuH5xDd62uAZFRU7QIzzSnjqKx7qGsWV7J9oDSdQ+EkOq2gZ7No+y/eJmhKaf5fE0lD2DyF+xFrmVNXA8Jr7/zvIA4pctgzFZYP80VRbntan5MrwHPJwqQokiBk19ICVTyLhlmOMKHCMFmOMyMm4BVFTJiOAOFf0XmxnEjc8XAMxGXx2zyjcMGZ8ESbu3ideakPZJsE6pWPlX+/HwPsGYtG0DzFFV+MUFAqj9Q0/xhvOj3TFctW4hPnvd+Zi3qBr/88y/oX/zlWjcc4C1b+p/BoF3enDNAYK1QNUvLXj+cbQXX4QdXizD9kasJ598ktmw2YCNtGvXXXcdHntMfM9mFwW933PPPRxLRbo1Ytyom6gXtUeps/i6GTr4+c9/jgceeAD/93//d1p+Jq/HKdHZgwJ6GkBpURuH4qMYVOixL+RpRjE5JdFUcxUBCE4c0Aw5T2fogC7ikra96SSjR/Lw+pUAydkeQjOKrAi27WNgJU+JNgGDKG2ilNlC7bOQKJw82maDz2KQ/HkrYdx5jNtKvD1aG06YJC2d7NRbjzRNSBE9VPrzyUrEvGV/EQSF374Gvv0RSIoCaSomcvv0dq8GZsjOgdIhiBXh15o1iVm01UimpkPRz7D9yZ+B9s0qwVZxvJWmVSSheLrOyxdSfmxggtuVZIwskRWLngmbSbNuTe7o5+ivufRxOgtIYJT/prtf/N2apYi1OBiAzZ6cLFgLyJ9fjlRVFKnGFDLeCSQdg0jXJZFpyTNbpjhOYxJKkWGMeuA8ILMxrGnCAtnjRiERAWQVSk0AMmkDZRWqWYKaSkAt5AC/E0osIh43ApJZhqLm+WfJZhKPywpU5KE6rVDlAlQKLU8moRpUZCutCHgiiPQYhChcUlCw55Hz5aCaX+Q0b0GCKWaFccIAU84D06QZpijpwCgg3QrTuAGGzjhM/nnIZwcw9uZBhDb3QzVPA3XLqAPBx9vgOboKngMtsA/lEa+zw3U8xkM/g+8UQJ0mM8t/f4BZbU7b0C1Nqsr4GNHTSOh7NX6VkCh4j4SRGtuB3CYPki0pTKxNI+ufgmoLIdE4gpwniYpHVmH5dQKQZ85ZBNNDO9kWJRUwcD+bosyoYmvreGI10myEOaKyeJ8fr5N5YpQYL9fRSYxtFqx2MGfGRWtbcdnCOiw7dwFk8p5jJkfFnr19eHj7Mez9yVaEKRqPvMyI2a33I1llYQ2ZbSKPRJUATJ5fbONjV7JakF0zD5YjQ8i1iCERQzKHvMvMwySRd21klo3f//eHMXHDQl4vy2Qe4yu1iWKSU1ZlUfWAEeFWGc5+AmJiX0wulFC+V8HoOgmmuIS8QwOrcQkFIrxkFbYRAdCoHMN5BlmUStH54ToEd4n9ah9MwTgR424BnQs63h9AxXPibyh6is5H3qAHn/zGO3DO7/4LuPdeqJTe8v01wNUh/MPYMvx2r7A9cloncejmr7/sQwcr//gpGB3TE7gvpHq/9xDeveCiN9TQgeEkU6Kku6+pqUGOprbnqNtvvx1vf/vbce655zJgW7t2LQM4vT73uc+hu7sbv//97/G6YNhuuukmdgqmDUG0o0lzZ9dr9+5Tm8a+lou1T30jkL3iC6iMpost0RNaarsOs4hxtocXtcpKwVrpRCRPeR7sgEHT61Dpo/Wzq6hDI/PRYobdtGUDA0MNSKqj0ywVDypok5/6FCHF7JAwm4POXS5IkQSyzVpmKa27qggQ1NgARWuxyj5vkQljliujGcFqIJFac5FbNsJ7jzDRLBwSk6ZFwEii9lohNFY6uopAybC7HZI29UgaJjNZHjyyE9lL18DaLrR4gaeGeJ1y9WUwjYZmMF40TQlq6aYzIgdVa+EmNjbA/UQHb3sWPqe0vFf6PNSGbWuesZ3m3Pea7o3sJxhklgXYV8ygeYQV9M93qJ0Bq7VjtLg98qVt2XCYf69vJ8NgCPnJqRmRUqWTqMVWd4XmoN2RRGG1GwnT40gjhal/kZCqiSM5v4CMc5RBWS5weoMU5pAd1n4HLN0mWPvtsOUbYR3xQEIlnD1OPPCd3+IjfZdg/HqN8aXM03Bc6CNLWv960QU6ddkybmtah0UKQNZvg+nxPQJwq4owK9ZsKSgcXkplEFtRydoxvTp+thpf2ng3bltYwyA+5xTnEdMD25G7YhlSVTmYjh5GxhBC3pdDYWkAeWscGWVE/FxnRs6dRqaqgIIhipwrhbw/B8VSoP4pct4Ucl4ghblNnkXNPFfZe8tQcXc9yvatgWW8GfZHDkFdTIarORiGJuBOejidglJEKp4Tn91w8HjxpimxsByWkPieSNsPInXVath7NWPYgA+eLu0GsH0Erpo1KHTS4IkNhkmx7U1xFcPX3IWha7dAgZvzPnn7uo2QLlnDHmu+Y2kYtx6EQmkPdExaJJgjigBx+6KYWizOXb6OAiaWGFCxIw91SRBXrZuPy9a2YcOiBphKjsNDzxzFE9u68dSjRxB+5gAKy+bBOJlAprkMqXJxeSA2kj8T7V6DCa5e7SZlcRt7ANL33fzcMdEp0M4fsbds4LZs9Eub0HT7FA8AUIUvX8DtS++uMQ6LNyxcJbaPFzBMmGCOF2AfkZFzSnAMa6y0XcLYWgkFVwGOfiPMy8UNafqQlwcuUlUK4itzsD8k5AnmUBrHPmRD1eM1/PuJpZqlSLUDWY8D9fdZoWgdDdIq6kVa3pY/PoDN/3oF0JGFarVCuv124Mor0Bf9Fe7eNwF/mTi3+75gwMwQv7P1Wqj9Wowm8VCHDx/GyMi0hpmu10Q2EWA7Wd14443485//zEMFl112GT7+8Y/P+D0xdn/913+NV6vOGLDR5AU5B1Ni/V/a0AGDIMnEF2kqHRDpWYClxUa2sxzX9cdnJAKUTNHySSKbhXkwUoybIS0WWRlkKl0sTOdAZU3vxutEoKkEOPF7+N0sRNdZP8muaXP8QojPUUeUb6qRp2qugOSGFrYFoLUz+jwwd4/PABoEJksD36WKAAyJJH+GGZN/Jfo316+3QdEGIYqgqqEa2B8RrV5dM1RiGCzJ8rRlRd8AVK2lye3AWS1nqbcfeWL/ShIRyIpA1Q1WCUhq6+K4axe3HpnlGJssWkvoQxnkb3eyVrW+70uLwVW+IDRxuhErPW61wFDdBjmRg+qyT4Pi1kZuBxd9xjSbC35tPe+UAJA2BEHTuDpQyznSmLx4DKHLd2HywnGkmxKn1ao0xA3MitnG/bAOkli9DNZ2A2wDDlhDfliHXTCodhZ0z/Azo6Jj3FHAOV/9JKaW59E2tbO4f+kYZPPUZEowjGtES8kYivN2JN0UDUTQzQc/vmohM5/ZxfU8pSlvFcdR+oKl3E6H1YypVgMcq5cgUS9acxvb2lFpDEM2NwGJLPt88XZZPB9xnwOBx4ehDNthz4jvSdfFG9D24ylmXCnLs1SWQDc9BacFpqP9KPjNyFapyLvTyGWGEbm4HHI+jlQwA8WWRN5JlhIR5Jwp5Dzkhm9E2e+cKL+zGi77BsixNIbeVAnfr3az1pQkEry5VtdheKMRueosFk62Qo2Kmzd1Xh3fcBnLA3AcHkOmSWvVFwqwjaZFLNzKRcg7zBzXROWJV2PgYg/K9+e4Bahrr8wxBapZMN+eo0aEVonvhqs/i2TQhMAPtzJbFeipwuRCcZ7wb+lHfEU1s0tTS9zIeMVrpRdbcKOpERd8bQHOb22EucSCo71jBE/++GE8vWMIYyORouQgv7KVbVzyG5cjUW1CSvN6q9yexNhqO3J28LqaEuK1ok0BeDWfw9yqVhgjGRjjYrs4BlLI+swI7IwgNt8H9zNif3mOmHgwpvsdlah50ssmulS+oyrGNyiINBiRCgK2cSBRJdbLPgikgyqsw0bEmxV4DBqrrwDec0eR6iiHe6cVYc0ea6rNBTmtYGydBCmnwtAkwLXlbgf714UXe+Bpj6P5TykYu8X3kbTAnzh+HG817IHUAahBA9QfNQAXpHiiusHzTjx8RQTf+Y/7sHtnD6ShMzNNf3Et0Vfkrf4iaoUWo0nLRRdddMLvqSv43e9+95Svcckll/AyV1EW6atZZwzYCHk++OCDOOec53dHf71WUUjud4GECrNjSahIP5TXIlr0VhZy+eKFpJgzqgvK+QRDLaKZZrmkGyPLB+PBHIMESZuGVFa3wtw5Oq1H27QCebIGoCqZfJzLeJbflxgSbbKTcjF1h3n+XQkjqJ67kls3Ck0plpR6tKv4GTibdGDuiB+5VYAsYtAY4JborvQIG6WEMZwxRaoNSRTXa47kCGN9DfIlyQb6ZCoxYMx4an9PbBDlshb44ll2QnKBDtb4eVpW7IyEiFnaP1rP5Lpm2I+5ZrTDeQK0IiAGLkq1gpp2j7fJSQYc9M9K7cKpxYOYemsSExcOILJ88ASAJuUkmCe9CDplhEM1MKbcKL8/ANuj47CUr4btzl4YwybWaumAloB/LuDgMzyzj0gwINdb/KyX0wT5OntadWcW3k4C99M3FnyzsHE5Iq12rPjYPjyqHa5VvwvAaZShLGuCYp62feGWpsMB84FeBm0Eank75BVuP9FxUftYFHLfCGxmcXe7a6AOyfxFULKjwJ7DReBLnnS+bRnWb6YvWoopTa9kpPmB0RAi58+Dsz8JY1S0+ApNVVC2H4CJGFKjEaFzGlH26z2gNYhcdwEqHi8g7Tei8uEsLAfFzVVifTOMiQLkXIGBopwQzJeazSPd6Ef1g2PIZ9LItJULwKmJ+yuM6+HaN8EtwoklYpuSSN7atkHotLxujC8Vn71mlPJuD4njio5Jrxd2i5iIlLoGUL37ECY+sgnuPmIhxfa1hHPIusWxCcnHHmP8eNcEcs5KdH1rI5pvT2H8wmpu+4kVMMAyleOpSHM8jVWr63H+9Wuw4aqVsNunc2B7B0N45KmjePzJowjdfxADN9YjQOyc28pDTVQmmuomRv9wD+SmRXD3i2NiZIMdtfeNoff6IOzjKlz7BBNuqffzcJHj6AQfbyn692HxnUpVWZnhKzd5UbDKyCwSXo59H86j5WsZ1D2sYGKZHeFF4j1sQzIa7yig73IaYgHiFgmKVXwnPMckuPpVJN8WRnrciVhMk+LMS7K+yzIpI9pCYFdrlUYMcPTKSK5KAYNW5PvFTQIxfjWPp/j1ScKgptM8MV+hxPBRPIN1Ce37+SYH1K9VAAEFavTz+NjBGP5h/g2oKffga9+8BQ/evhPf+9SP8UoUTXgqL3LK842E97q7u5ldI5397DhNmhKlziC1S1+vdcaAra6u7mXp2b+misLGZ+XLlQrq9ZMuFbeNZgGmk0UdSfs6TvjylArLCSTojJ3c01tkv3hqdWgKhTlMbSmDj7QtVPadPaL1Stqxhc0zGDN+nTkGEnSXd/79glZkgxqbRNOIWs7lyfR49DnVIc1S5BQZq0UWMBYTrUbd8iI00wNOH8RQNy+DvO2A2B6nMOotBavcutPbd3OwvsSGqtEoMkvr2cNML7YbsZjZDmI24DLfvwNZ0uoNaOygFv0kDY7NvU20AYIZYE17LFOVQuiyUV4mLx1FrmymZtE8UY6K33gQeLACno5qGLsUTH5gMz7/mdvw2WdFKLvroAXl2zuQXl4Dq9sAJSVuBqSQplkkoEZxQQ11UEvakuQ1ZuwaYqd98vEqrfC59fBunZ4SpmMksqEOgY/3QP4bP9oj5SgkxXH3wf/8E3577goYtUB4ZnHpbcMpRFdVwv6n5yDn64oTuuadnZCqKhHaXAXnUBaGXROQ64Rg9yOLt+KTvh5caV7LwE/WjIY5TspqgpTJwDYYh+VhMeksL2jG0NvaEPzuVhQuWAW5SpyIO9/mRL1vLdRkHnImD29HCrKWRel7pJPzP+3HciIlQWOi7Vs7+MaIb5w0M2oqanVb003IVXlgklqRtsoIrxHra1pUjjgzPhUYvEBC8x0C5Jn7pzjzd+S6Zrh7ckXdlTQ8gdyFK2HoF+a/FF+lH3cqaUhBIFzFyDoj/EeU4o1VtkwcO66nwzxdzOtV5oYpnkfrL9NQdh9CILkYqWoBQuRUEss3rMH5lyzCBRta4XZN64oHQxHcd+gYtt1+GB2ksWRtmwHW8+pQ/WSEX4PAmt6+V6dSyPlsMI0n4BjKYKpV0/LSVUJR0fCjY1CDgSKLaB6JIdIcQLy6EuUuKxIVRsQ1P72MG5ALwlTZHJVhHhCfpeU/rfz9jDbbYAspSE1o7eAkEFps5hZmpiKPYP0UxjvE+4QXqSjfISF1yAejSUXZE+KyNbECGImayeWFdZGWMUOReUvWqlBoWCUvwaUNy5NurvdNNri7gIrDWWBRLW557k7cnN0PCwpCo/nv5cAtHlx8+M3AKNBzuBqu41O4Sf4FPtvYgmv++nJcfuMaWI1Z3H3dD/G6sPV4Aw0tNGj2G7P9Yf9S6owB2ze/+U189rOfxQ9+8APWsP0lFfucFaaBh+4qT5S/HEsiT61RbUpT13RRDE+RwTDIM1t+s0AeFrcAe44I4f5sZ/pZGZj8mDaMkF7eCMvOzukw9tYWKCT8p9zIxuoie8ZsyqrFfFLHLLCmM4KnykBl3VvJMGUpOzjn82eBUhLJE8id01C35K6mNDyegdRUWLTsNJaHYmVO565wLmZRvMGJX1Z9e5eCNX6vgA8KtUzJUFhLB5AnwlBHsohfvxaePaPIa0xS5rIVsD95RETVzIr3KqYp6KtgKSB8zgQmLx9F6E0hxBfNBHjGiAn+Hc0IbJ+HwE9lONNNJV5/9OklVNx+DHe+dxWaqwUQHa6s431ifGRihrmn7BIXb+VYN8Y+tgnVD48VW8hd39yI4C4SumcBmxl9b/Lx4w0j5exn5jkwWQyq53cOE/irw7Etzci9R0FZNoc/XPw9/t2TifkIXTEPrp40X9Th0DzoQhHYDxzlvFdHXxyKR7BlhSoPjHs66KMgVmeG7ep1xQD4Hx45B5bFOd5mNCELbUI2fvMGRFpIdO5jLWP+XGE0bHr2MIJOq7CPkSQGFlTz/3cCwxeVI7gzjYLVyG04Oa9pUGu9GFtpRc4FuHqnBfnenaPsacbDI+EE2+TwduwEFCcBljgSbX44948yEKVy7B6A7ZEp9H9qJeZ/8TBiF4mhg3SgAs5796Ls++LGIrdamHIqjVUwxnNQB0eQOmchVFM9LONiO8drbHB2RpH2SyyON4dzmFzTjo5PPIPYfPGdSi1eCBwWYGZipYu92VRZQvLWjTDkVbStqsEVa+bjsqWt8AemW/ahyTge33IUd3V2oHP3EBvO5uwSyvsEc2e/5xjbv6SDdlhHUnykmQ+JIHu1MsBZoZFlfp7mrNmiDc6YZHS9swItv5I4eWHoHAH6ax8twHM8g1idheO6gltGkamfzpuONFowudiOivt6hYyDDxYauVS5/RurMRS906gNah+m10xheLMNE8kyGNPaQISR0hwk5OvSkCYsGL9SrNf58zowlnKh954moCWNnE+jKkesMEUlTp+oeSLLQJDKElFhnZBQ8fAgFtkT+MRT30ADhPRE3WyD+tUg0GbGRYeuwfAz2s1IYwa2cTPc9+/H/0w+ia1PtONrf/wkVl6oTWifrdd0HT58mCc9KbGgtK655hq8IQAbadeSySRaWlpYgDd76GBychZr8joqBkQlWaL6hYwZgFgc8pM9J7TyShmr2e1JAmuleYtyKAqFIptK7oKLz53Dg4yyH7F6IWvbSufmSluqDM5K/4bCjufQ1untSQJrpROmp6pS7djpVNHIdY70g1K/uNnbiwO8I5E5Y7F0hqpownuKkHYdKJ5qQpc/V4l5K20Pnpo9epxzKUvXlTIwS4ERgQ0ePKALPQ0SlPyukEkhOT+GqRviGN98HFMXjEOxl+w1hVi0Onh3L4Dr6HxUPlkDcxzou8yM/BoVIYuEwBbt8zssGD23DJV3d2Ns4zDMzeIYqndMQqUbhKZ61pKR0Sivr96yX7UAVb8+wgMOyRuE8WfrLyIcfl6Y38hRRQ13CvAXPaeZ/a6SFRRrVAb/T8TjiYsXwxLJo+WnE1BGxtDxb8txeJ5gTT7t68YPF0gwR82QswqMfaKtqvpcwNAw7Pfs5AnZ/AoxDWnYdQyS14N4DXmCAWV/7sbwRwWgSY8XsMHWhTtQBuuhQaQv1abv+lKwhkzIuQzcFiX7E23zYWKlA4XPV8H4ZwvsY2Lbdr3bg+ATKiQyMpUlDgKPXypYMwIrtb/vgUr2OJNTPJ3Nlcki11rNwCw1rwzWYS1OihaXGV23eFC1VUFiSQUcA+JYHruyEf6D5Wj47RBC1yxEYIsA1/SckQ+vQtUTU5BGJtD422mja6WrGylK5jg8DKXMAzkpLhrOVI5zgF3zFyK2bBe2f+AZpCu186YiofypRah5wIPoAmECaokp3AZuXlyNi1fW49y3rkdlScB6NJLE0/fuxX3dAzh+z1Eoioqs3woEjBg9t4DgMwbWFlJNvHetsM4YygIGCSOf3oTK/9oqXigUYnNnOaei8rlcMf9zdLWZkzBGzwvC3ZeDRVtVU/sgBm9pZUYr1mCGz13ObUdep2aJQXLOJiG9sAqmqPjsIxucsIRVbiUTkNbLNgpMrcgh67LBTBLftITKb4n16v3yJmTL8zBb8yhUqFAmBGB8qn8Zcv485HoFcq8dSrk4b1jDErJ+Fa2/jGJ8jQdp0T2HMS1jyT09+GDkcVw0dYAbjWq5AeqXyoHryCNSQvMD74dpxAyTdg9TtsUM96+2Fc+/Ua2z8koVebCRbcmLqTdSS1Sv48eP4/rrr8eBAwdYz6abYeia+zPJEn1dA7Zvf/vbeMNUqTN8yQ4+mXs+gw9tsk4fWCgVulOwNIGS0wZBkgTDsb7iyUK33Jg9uVdac+VVznhJmmI9DbDGr3UGYO2FVLGdqTFLc0ZC6WaypwBqes0FFKl0k1vdbqWU4eO/01hQeVYrVW8J6/qqYh4rAbuCgpwny8MCzKJdPop0/cz3Nw9ZucUZeKgS/keCME/aYFggwExyngGGZAa2EQvG1gK2YQkeDWTTtFr0/CQcN1jh+lAD/j973wEmSV1tf6o65zw5x93ZnHdnYYFlyTkLAgqi6ENFn/oXA08xgU/0mTOKoIiSc2aJm3OenZxT93TOof7fvb/u3tkl7RpBvd833+70zHR3VVfV79S5556Ty7dkZQqSp0Dxji5uRxYsTRQatPC44G8yw5atRHZeAyz52KiphS6EGuyofCnBLvHGSbHYRapUvAhXrSUH+UOXAf1Egq1f4qcuRnp+KSpfyeF/rOfzz745qkHDrduRXTyDmSxVVAAKKZ4SHn4Do1BqKxCqE4yz3jabTUyjDWnoxjRs3lq6QYjqA3ONuOHAFZAv8kDvTUGzVmgoo+cuhHV9P/SyjMTcGmgn8qsticmXplD/IxMilQqmWgVjqx5XIXuZF73b3TCOANFT5yJdJs7bhrsVboPSRTpxXDPMrx+60SEWN07+fJu7EDxVsGWW/Rpe3OoeiyNN2Z1PbS4udk55HhKleug37IRjaATJlXOKIN5y/jKEm20wd/Yhd8S5aegPIlPhQk6vgoZsPgD0XRpF7NM7MXLZg8jp8qx5xADL7mWofmAFkhYPei5WUPdYCjU1Lqw+cSZOXNOGmsp82gfPjCTx2vpOvPT0Huy+93WEFtQgWKeGrUzcDOp8KSgeDSqfk5mhUuWHJ3JaCyx9ZG8RgaJVoerh0KHBo0WzofenecAh7tHA4BXvN9aSQt29NG2pxdBqNewH8tYhKxvYSiRpk6COAba1nfCdJaZXrT0KD0CUbIlxakPCI44Jz44EwrU6pCwSzEMKJgVORyYsQTOlRqw5DfUuDcLzktBdI9zh9JNAtiGNTFKFbEINySb2mVyWhp7sY/ZZkG2KA1OCSaNWbNaSwejxNoRas6h9QoExncDlB9biouF1MGUEGlPeZ4XyFTdgVyGuJDH35Y/whLFpGMjkmyamkUO3ZXNXteFrj3we/8j6z9DBX1Y33ngj6uvr8fzzzxf1bBT8/pnPfAa333473qt1zIDtAx8gh+d/zUqdUgn18280dSUGJkvxP4VJyXCE9UDw+t/A5nBYPMUm5a1ACgMM5MslWLTsG1IBONLHYhYxPdNYpiNjrIrv54j2KdkiFBahdypVVcVhgK0QpfTPqBxpkfKh33+LequEieIAyDswb8XUhnxQO4M1SqFoJGsHQNm7H6HFU/BfOozJ5Z0ILfUdNiwgJWU4XnHD9WwpXM+UwbTHitzJizG+UAetbx0mb1iOYItYBK1dMjQeFcKNWcy4aS+kEjci5wlWjFps198i2tF3n38qLMNCk2V7qQve65fDOJmDfjKJjEmcvgQsZMoEtZTxFCaFZLu/IkCp6mdOpFsT6DcYeCEyPScY4WhpLQKtCpZdewB919Zh+L8F8+XZmUTqgmXMTtn2+ICpACo1QixveWI70FKPrsu1sO1XwTCQ114ZddwWTc1rgHrDPriCQveVaPawiampW8KNH3gY9z1zKpJOsag6tquhfUi03qauSMFRIgyFdYEMfGvqYRlMQjcexXi7aFeWPTcKXb8dEzcEUX3VATibxWdCXojUEq3eE+fMzUs+9iLSigBzd3tPQPNvVUjOLOe2Y+Hzp/OHjnvVQBATl8zktiRV9orFyKmAKep2qRTIJ65A5VqxYBt3DcEUsfJUdOz0+WyITDVwSztqvrJOTCeXliBXnp96HpiEf1UNVEkFluf2IbuwDmOL12PgQ3vgX3Hohs+yz4OKp45H6QvzYOyKYuAiD1piFpy8eAbO+F0rWqoOiaaTqTTWr+vCq/dvwcbdg0glMxhttyB7dQNni7r2J4tBw5FqPbOVms4RwGpBcIlo8dl60hhbZkLSbUL9g0FkbXTtEVKArFGDhFPDx482osD6qgC44apmjK4E7J0KIo055LRi/6aNMszDadh6ctw2jS+qPzSl6gIcHQrkVJYF/rqNo0XZhDquRVYjIdBC5sj5/TCkQBOVkAxpkHQC6lEdQnl/drqxUEb1bOshGzJQKFGDrtc+A9OiWvJc22IoMnYpmwJDvwaxCgVlrwGnjGzFx/Y+AVcyb7EyRwflax5g+aFOx4k73o9sUgWtMQ3X7lzxZqjAtq84dzG+fO+nodVrseuVffjCuV/HP6L+Fhq24gH+b1Tr169nc1waOqD0AvqiQclbb70Vn/zkJ7F9+yHt9psVBcd/9rOfxQsvvMDebUfa1f6zGDr10Zr4HcugQTgc5hyv91qtu/+nMEyY4HjZA8faErgm2qF9fqjIwBym/Zp2J82+X1TDEwwYCqCBxOfqWtHKy05rlR4JKoi5KbA3RxM8XgBrhRbg0QC1Qh3Jrv2zwBrV0YC1lCeBqTO8iDYEYdlhh/01N7T5lsiR9Xa2HW9XnGcYiSJbiBvbtb9oRRJzB+Fb/BSmaFhgzQTSrsO1EMYDFgZontebYHtcD1VczexXttIFLAMGV+mEA/vyeZwBWfukONF7L86i7Yt0PDUjtaSVBefBerEQ6he24p7eOjw879fYf3kZur8hFlSK7yKtT9wjI9GoQt09+am4Gc1Iu03sEB93ypAv8aLnZaEvrfClkJvUQdLnoA1J6L1WiHLrvrcLqgvn4OXQQthn5ZDMS4+otUhTh93XSJhc4EHlyzb2+uKfqdXovdAOLeXtGoDRkwT7RUL78vt90PZOINk+i6cCqZJ2FVQpIDYjiR//6nxUdfdAek0shIO/WwT7xZMo/5wZ3ogdtl3iOAzOdcP1TBfgtGP8eA+sgwIwjZ9czq031x0mpBe1FOOkRk71IDA7A0VlQLwU+N1DJ/NrUqn0QKzRjqE1Mpw7NXAFxX70z7PB9XwfEjU2lN7fUQy3776hCZZ+0pQRsCFriTS0gXxvzGhAxm5A9KJFMPfHkT5VUEOVLyWROG8ZJ3tEaywwbxZ6sFRLOSx/3IDU6XXY94thTJz4JyTL8gxtRoZ191y0fn8uHK84MXpuDTSLTDjhv1pw2qJWLCgXAJ0qnc5i045ePLPlIHbduxNhGdDuG0Bybi3rZ2lq0zycxOQ8PRRJwzmdVAmXDQmPDppOILDQA51f7Ed1nGISNKh9IopQs4W3xbdQMKXmkQw0sRwSdpl1b/H54lhxHExDPx5DtNaMmqcUjOSzs3M6oGydGqbhOKIVWganxgmBGB0dWWjCaZZoJFsroMsPfAycbEH5uji0QRWSdi30U+IYjrskhJfFofh0UEdl5LQKPAvEMTHa52LQIalzUCIaWDrF5xWamYakU5BSUyyVuvi5l2xREK6WsGCqE//7+H2oDgqgrjRqoNzkAs4S7c8zOs5ER49o90sRFVRpCeUvyJBf2XyY3OG0a07Cp3/5UahUMtY9shnfvPz7iL3JFPh/6t1T2WwW5rz0xe12Y2RkBK2trTyU0NFxuMH7W9mXkfaNYqnKy8vfNfZlRwXYHA7Hm7oGv1WRMd2OHTveexFWWSDeFOWvkQ+RXm0TjH1OOJ6zwfGSh790o4Y3sFNvF/o+XdN2pI3FkXVkzudbMVCFwYF3agG+ob3nnXrTjMx3U+XUOQRX+OA7fYwnKsOL3gjCjPstsL/uhv1VN+yvuWDoNWHwlpXMdPwlRTFWPHRgNPKwwNTiYfhO28mvH50tWniFIisN16YGWPe3ISPNQs1T4saEQrCphm9q58DoUIOwMUjWJSHJCtIbNTATGPAJsK0fsUAp97Bxp3Z7N6QyDyp3iW3t+EITHA+bcH/DXKwbrEdp/uYusbwFdQ/7cfCDdsypH0LncnF+JS5wYsaXDiJxQgvUScD8LROcwbzQSFHQeofMk61Tp7fAlJ9rCJ0+G469YdgPSDwpqMsDELU/geAsG2Z8N4BQiwYJtwa6oDiWwqe0Qe8Fwg0KbF2U+ZgHcllg6P1NqHghAO9cHSrWimM40OSAZ3sMCOsRmpFh24uCDcvML40hU+VGolTLQwmRVtHus20cYqBAZrEpK6DuFEtnvEQN1YIgvBkbLAMqFGT21LoqfU0FbSiL0o0xdHxYj/r7xA5Lm1U8XeluCWN++zAGLxVslWMnEFhVC8t9mxE5ezHkfMwTEXMpC5BoTKHiNYVTLMZW5AcY1BZUPToCm1/L53v0A6JdZx5Jc1SYXFcL84gXSjoNhQxVLFvR/8QBjJ/8YDFBQTtmQPWdM1D1/CokPdXQ1Rhx/NeacfrCFiyYWV1MHcjmcti5tQ9Pb+/Cy5s70V+VQsnWDEyjAUSWlSK8ogXODvGZ+GdKUGQdyn+1A9mFLdye5mPCIcPWm4JS4oRxNIlwrejx2e7eguzKdkRqDLC/PoiR82tZT0YVK1Xz/yl1gEiZsWWCDS3dksbYSqEFo+OHGC8q927AtnOSBzgcXgsQi2Posrqi2W7pb/cidO5cRCpkRM4Xa0fZ+hxU0RR6LrJAHQGUvAcdmd9qug18LNHwQbRKguUrYphm9GoJii4HmQBbTIXwbLGNOksK6VEji7SIPTbmW7iWCi9ufeAxnNAn9L2KVYbycQdwvYPpuI8MtaPd2oWTPR3oOCiYR01QZu83Yqun16WfOxcf/vZV/P+nf/si/u8jv0DuTYaa3t3h7/9+NXv2bDbRJQyybNkyTnkgW49f/vKXR4VLXnvtNbz66qvs6/ZuqqMCbEQH/vrXvy4i1neqt4p9eLfXqvmXIzRnAFMnTcB/ghfhBX7E6qYQ+/AUhj8s2DVjhxmOl0ryAC4BHY4+NuTtwBoVpw3kI5WIin8DWMvbXrzVlGehphu0Hu3E5z+z4nVR+E4bYx3Y1OoJZK3T728ByzY7zLttCC3yM4CKzQzz18h1Yj/ohvWwv7YRgzcQgHPz70q5o7vIyXNaEU5v5tf2nTomhgUM0y7IOcC62cE6tJLts2GanAXtwTEGW8TEDX9R0A0lWMLsVMk2mtythG923hhZUlD5gAZSLgt1UuG4HioCPmTgaZjMIr6iGRmjClmtsDGoXJuFr02NXz5wOlKlGZh2i7ZM50cpZscGe4cELAL+3xUP8OM/u/VCxNqbeZG19MSQ08pAn2h9hk6fxW3G4UtbUfdouNjO8s8wYupsK2qeCjMj2HWl2GbP8zZ2ou+6woH6R2PslZW0qosMjK03g4qnvMxKdX5AACD7QYUnHkdOssPZmWE9V6Et1vkBDWb+wA8pkkC8xYPQKrG/qB2rn5BQtjnJ9hbEMPL7XVyJcI0Ktp4MXPuykPOpILYeBY47Axi+yMYAa/gEcd6RDUS0XIKlL4WUXQfdqKZooJpwAokqBZiwYse9bhhbxXEVaNTw1GXylIVsBKv15/3kZDVyWsD5uhb+VgKiOpSvzZ83o5PINlfzZDBNYlO2MB8/Oj1kst2haddcGGPXezHw/m0ItR2yu7HtrEHdT1ugD6+BRWvEKcdV46RTZ2HhskZmbQq1bWAEL7x0AC9uPYjRbFwwRhLg2p1FVith5IwyOA+k4NgRQs4gWGZpvgXRCgm6NbPhm61G+evi+XShHEJ1WrinVMjqVTyVSUXMsXlYYYBL79mzMy4itMTBiliZDtY+CXJWweR8cawYhsJIOhxIuCU49lPmp6HIijnSGSjJFKBVId5YyYCLytqfQaq9Dfb1w8DySmiD+fMhk0PHdWYYB2SkF0SRGBD6UGpdRqoEULReOozg9gqMtov1xtJNx5IKkqJBqjIFWSNepNHjRc4toXtjLdKrg/B1mHDJ5k340k8ehTGdYgCOy/I6NavYlvM6T0OpIYxv7TgduayMymfEcWfdOnhY94EYlQ//75W45DNimvDebz+MO77wB/yj628ydPB3RGzkFEH5mtOL4ptuu+02/v+dd96Ja6655i3bjm9FAp144omcBzq9LrvsMtx7771H9b6+/OUvIxoV/fZvfOMbOPvsszluyuVy4U9/+tNR2ZcdY2rnuydLlD6UY6UEX3nlFd7o92SWaN6bKdm9HaNfciE4pwcx906EFwSAQ9fXIttDLVTnWg/sL3ugm9C/I5P2dqzaYT97u1zQae286VOjb8WwHWlD8c8syoz0nzAJ3+kCJMVaDx8C0ExqWQNGrcbE7LNRf9MhP7yUM4lguw+B470IrPQitNhfNMwslDqsg+010T51bq2G+WUDVMlDtiJpe35Y4IokvIsOIFlzeHuDAKDrhUo4n3TDnjoFprUCMBXTAig9oa4UkRo9jGP56bdlerYooEWC2oVN3xTvmePFyK9Mr0Okzc1AjIoWTcsAZXSSjocWFxlJl1iEQzVqtiCgjMiMQYIuIBZUAjKhlixK1svcHizkMwabwKJv194sjCOJw3JPw5cvR8oso+SB/Rw7VdwHTiObnRIjWLU2gsFTxOKo84N1doo9jdJntSwOt3eLbRw6UYua5YMYf7Iamih4ipVLr0P9n0fx7POLUPd4jD30qLr+dyncOwBVSuH9pO334cDXBSjV9OtRvj6DQKMaZb/eAdkptGpIJpGtLUfWpEHGrGYhPZXnJ+v4GI5WGmDd7cX4aqGTK31uBIMXViA6N4HWWyMYP9EtfMPo3JzMIXBJBGpVDoYHbJhoF/vRtVUFzwYf+s9zibzNqDh+qPVrHM9AHctA0zEExeMoMlakSS0aFFOur12AUvYUW5jFyNKnMHxtL9KOvFwhroL79UVwv7YSTU87MO+i+ThleQuWLWuENh+LRNW5vQ9P9A7gua0HMT4ewtRcBeY+mYEoTWvyZ2WW4N4Vh7/VAFtvEkm7ho8LPo4GEkhbNdAGCLAKtpK3vS+EwBwHbA/vRGplGzRB0dr1zbVAE80h2CDDvSfLTJxxTADZYIOGW9CGoQhvF7VA+TVePIDEsmboR8LI6bWIVQmQpfeloBmc4jg7jqVaOgeqMXEt86+s4mnUhF2FQKvEgwNUkVoFzj2Ad2mWhwyo9cm7MS0hY6HjV4XWM7rQ8WRTEfxRyoFxWEK4KYuKlySMX5BvU0sKjIYU4vvtqA5N4sWnvgdpe36g4DgDlFtLgCYtbhwR08F2TQy/37UU5m16ODozDILJO/DIUqlV+O9ffRSnfuBE/v4Xn/0d7v/e44f9TkZJ4yU88nfPEm35/eeh+iuzRMd+9SSum3Xi3yVLlLDBhz70IXz4wx8uPkbEToHcicfjvI+ObDcmEgm89NJLb/m8BNhaWlrwta997bCUApstf979BUUOFtQtPBos8+yzz7KF2S9+8Yt3lX3ZUTFsfX1vbYj6r1YUCpwxCuG/oWQmjD2lqHmoAVjv4YWegIL/cppS24/IvECR7Rn+qMgUNO2zHGLgXnZDO/nmJ9v0jNG3qgJAONJeY7oB7pFgjepIsMaP/RPAGvtr0ft/bjOis0LFNqd/lZdbHIWSMhJs61xCrP90GSzb7Zj45ErEZgP1D0cx8cl2mIcPBTh7Ht8Jz+NCe5I1ZBBa4oefANxxXgZzGUsSvjPG+asbe3kYgFgy6x4XQnO9CC6bAqaZXcsJGfZX3HC/UAnXc+Uw7jBwgkDnT5ZB7lBBPk5ckOVkDrqNHchWudmk1TSUQLRSfL419w6i59pqlGzLwry+B5n8wAib2FqMiDTZWRtmHRAv7Ng8gallJWx54d4lM+sTahbb2HSjaO1mT1qErE7mEGuquKsa9r0qZo7cu5JQ5+Oc4qUWtkJIWWRElphg8CmwbRNMnrVT3GWOXzYT7p0xjC8Ri62jI43JL7aj9r5xdPxXCbenqEhnZxySoe7UYaoNMA8C+m7BMlXKHqgedcBSn0NGJ2H8bDGE49wfx/bby5A5PouB041wVYoF0rFfgnO7D50fdEI/rgc+ZYZHJ/aLpWISmfXlMEzmoMxpgpK3vMgZnBzjlLKreUHVhsWC7ru+HQkH6amymFhVCs+GvE7UYmSAbNmmR2CBDmVPDqLvSnGj6NqTRvYRC0L1ElKNgLlb7HvfvBzc29Qo35Dk1qtlk2BW/CdQK1bFbevgCY0cCF70ZKytRopMZWe1cEs0uawB/gWdGD/1NUwe18kB5FSGHhOqftYAZ/xynDIg4cRPnI32/9cCw7TUgYGeSTy78SBeWrsfHekQrH0CZBjsGpj7VLD2ZZn5K7RqyX5l4FQDg2lKPfCeX1lsc9k6s8imVHwcEviK52cUKsNG2PYGWTZBNwXe+aJ179kYQLLUCMsftyB1xhKo4xKSDrFfSAOoC6qQmmmD9WAEhocEmImftRSGwTCnaNAQAUVu8T4ZmBTnAnn3pVIINZmht4ubjrRJZlBINzCNv59Ex4eF3tE8IMG7Mg3LHg3Mo7lizmf5hgyG3pdGTK3B7uFyOI6bxOSAaJOX1fmgmpNDuNuDyhu7YMuIfdmxowbSiA5X73kVN7/0MKSoAsUmQ/m0E/iQHVBLeH/fiVh/ULTAaip90HXqUfHz7W+aREKlM2jx5T/9N5afvQjZTBa3f+ineP7uV970d/9TokivXlYm/AqPLAJZ9FWoyclJHga444473nH3kW3YWz3vOxWBRNKxOZ2HJqvp/wTa1Gr1O4JsYvPejfZlxzwl+resn/3sZ/xVAISzZs3C//zP/+CMM87g74n8u+WWW7jv7Pf7uRf9k5/8hH+vUMlkkqc5KJCe0PzJJ5+Mn/70p6iqEmL/Y6mBm5ch2yij/Jk8C5IRZpukuZAog7GnD57HKuB5jH5aibQjBf+qSW6jEWMUmR9EtC3MX0P/JYAUTQqKIQYPXJuroR5U3gDU3o5lezN7jeneb28Vg/TPLto3U/aHRKvxjnEkqw5/j/o+o2DRnimF88USqEMaFm+jGpC2bWSmoOa5JDqv0qP5hnVsykrVdYUBTRuFNxvX8mWgU08e0KLhjPXIqXKIzA0yeOOv471IlSURPM7HX4UiYO3MT3PSZKe2oQ2RFgdQD6TLc5icp0HtkxnoXxSTkVSjJ9pRsREYPskCw6TwkirU6FnV7CXla1NhcE0jZn5f3GEmGlwI1muZLVClFWasqMZOLuXFzDgmPMTcuxMwTB0apiCQ7p2hQ9kDnYguFa9f+mQfxs+q48EDBjRGsdB6dmYQqlbDsduHoYs6MHb2BMzHlcHcXY202ojyDWl4toahGg9AWpxnRyZiyBhsCP8kh8ofU0yTOC5JwxO+YgUcWyeRM+kgTwRI48A/I8aPgL9Rt4D/rxkQQE4JhpFqnYW6R1LwzVYxcOTnCufQc6kLzb/1ciRWr9mJE88VYPT9jg24ZPl/o/FnvZz7OrlKXJgdv10PZc1ijo5SpEPP5d4ahm++hdvKlK2ZduftK/YMQlHb4dmewNBqPcJV1TDkT63J+TpU/akXvk+LO2Rr/r5TkWQE2qwCLO/JYPJUIa6nNikxV6qBMdjGtAiuqIa1P596YjVBs6cPmXoT+n+UwMgZ30as4ZC+0v1SDarvW4aaRxy45ssXY/WVx8NiPnSzNjY4hWe3deLZdQdwwOuDoyPOoCzXYoAqLvavr13P057GkRjGl1rYmZ+3MQh4dqWQtKkRm1UKW282n7oAhBpN7HVGxxYxme494rxgFs6khtqxEKp4BmmTWHAml9mZCS7bZOehANKt2brEuRl3GWEaS3F7PlFugCHfadCEaExTYYaUTK5RIdjN2NxKGHsDCJ/UynFVem8avjYBpqr+cBD9H25B1fMxeJe7i2wZ6RKdGzXMgoZqZGTM4v0OX57GnKoR7H+lEfYaP+a6RzC/fgP/7AXfTIRSOlQ1TaA/5IBvjwB/lZpR/OC+P2FhjwDcynIDlB+VAlUanHbgLFxWsQULrIPYqBaf/8QrFahYl3zL66XZbsI3HrsJs1bOQDKewtcv/S42PvG3m2L/ZyYdEHgh1m566XQ6/vpr69vf/ja+/vWvc0ftkksuwec+9znWi71Z3XXXXQyALr5YpLe8Xf3hD3/A73//e84sJ0zwla985aiHGd/3vvfhnHPOeUNQ+5///Gc8+uijHPD+XrQvO6qW6N+rHnvsMc71amoS3lS/+93v8J3vfIdHbgmU0YHwzW9+k/vgRI9SL5parTTlUfjgPvaxj/Hz0O9Qf5p8Vgj9UkD90WaGFejnujtuBmI2FqBSufbkYHvmAHo/1Ya0VUHFq+LiYn5+n2h1tTYh09F1WLsusMoL/0l5ADf3je1M024rnHkGjlgdrU8nWiwOO7L9Q4dNib5Z+sG7tSgfM7RkCuOfUCFYvw3BpUewWDEVb3OBRTMeNDOLNb0oC5OK2CjvPBU+dtkT+OGO1Wi4Yjt6viNE3o1f2ML7aOIT7cjqgPLb337QgATg8cYog7fwvACsA5VQKcdDN+WA7W6hQ6KangCRPGcpZ0cW2s2+DwvdletX69irik1JPz+B+B0V8OUZAsd+Bda+BCYWGkTe4j3iuXMnLETCpWHgYe+IYWq2EFIbJzLIGGVMzZDRcPcoYi1uGPrE8TK50g3LYBqGPj8CC9xQx/JedAYZhok0a5MsQ2lEy8UiHKnIIVO2CQPvewHJksPv/OSkGtZdLtj2ViKnmgHX1iroR908EUfgquob69jfj4x0+TNIKSzUV0UoZklByqFn4+bp9jFUgWYDu9xTacdCiNeJliblYo4vFu+r/jd9wsvQaMDBW93IRNVQmwTKLXMFMb69DJUvpbkVR9oxqoo7diO+cgbbgRDDVMjMZLAoS4hUqmGczGLoxDxY3Q5kNQTGUhg5XgfXnmxxfyVcap5gjZZIqFgbwES7GIUNrhTTiCWbJEQqJKjz6ze1oUlPl7JKcP5uEzPV8QvEjQLGNqD/Azsx+v5+ZE3iHFVFdKi6bxY861bDdb8ftRetwM1fOBtVjQLQ+CZCeGp3FzbdtQXrZcr6zF9qFYWPbzKWjZVIRTPjRJUNwQYtt2h1oSy8s8WNY8ZIvmqkSyOwmkakUlMc+Kh4JczWHikHUPFqihlCqgLQpTZvyR/FPqUybOrC5AUz4eiIMVsm7eiA92rBhNsPxqHe0oHAhfNgHiKLEPF+Vev2QG5rQs6ggXeumd8Df+6BFNSjU4i3lkLz7BZmQQuGxqFaFX8utr4cW7eUbhZ/M3iymvWlqgRgWuzD1LhgOqqqvdDIWVi1SWRyMuy6OFpNQgd4z8HFKLOFMOgVx5gKWVz19EZ86v4XYIkkBatG059X2dgMuC8TxuoXPwUlI6GhbhyTT4ub9+o/9k1LEzm8XOUO3Pr0l1E/pwZhfwQ3n/tt7H39rX0o/1Et0aa7vvBXt0THf/0E2oJqrFt3+LWSANBXv/rVv+q5/+///g8LFy7kViN5nX3hC1/Aeeedx5r3Nyta10844QQmVd6ufvWrX7GPGjFse/bs4edtamrCc889d1Tvi9i0119/HTNnzjzs8QMHDmDlypXsyfZerH8qYHurHU2g7dprr0VFRQU+9alPsYixwKYR2iYgd/311/PJQj4rd999N1OYVDS+S0ifEPRpp512TCfHytVfwfD5FjTdKO7sSJORKDHAN1ONku2p4sL1VrmcR1bKlWTgVmDgonMOv8OhMu+0FRk4xyseaPxvvDOh5AKq6ekF7wYwl6iI87AAWV74ThlHxnn4sAmxiwWARhOd03VkRxaBtdx+AX5z7XPRda0KdX8UGiFDlxc9V4lhjOrnD9mYHBmzRRonlTf8lkMZBZ+2IxMV6Pv0SfO4/cjve/cohi+oRuVjo8hZDZCD+cD5oRHW6kx9qB2BNTFgyADdlFg47V3kRSVhaoYE/RRQ8UIeOPUOwXvpHDh3RTgJYvB/BPgjxoF+j8K/SadV/sIk4jVCn5GyqRGulrnNae1PIWkXC7fBm0KsTHhYhWskNvX0rdyC0TOfRzLvlK+dMsK1fi7CjV7EaoeQM7zxGFHFdDAMVsG+uwqI16L6CQ+y6nIG0GSqShOFQvs0i7eJgCLvl6EYT5R6P9qO0td88C0W7QZrj4iqktIZZEqsmFiUD3LPAaXrg5CjSXRfVQLTEGC/WBggf7XhMXx4y1Wov/IApNYGJMsEI0mgzNA5ieFzKlD6g3V8U0TVd0kJyjbkW8AlGmaV+PfVYDsT884xJJo8GF2pRfUzog2c++YUhl+uZl8uKkt/XvO3MAXzbi2q7tgH74Uz4dougHKkwcqAk2wtCOi5HtyN0RtSGDp/PQILhOSB90NPCaq/W43yP9RCpy9FpqEC51y9HB+95gRodRpMTIbww288hm2/ewGRVTNh6vIjOMfFk5NU5tEsoqUqbuVSy5datlS1N69jX7dCezraKMCqc7ua/eHIZ4z+xjQKZPOXCZ7qNAMZk3g8KpQCKH89BcNAkI+pYKMW2pDYB2TbkbTKcL80hKGLqqEJA54tgilUdncifeI83ge0/eponkJWFKh2dyM3qwGqvjHE5wkPPM1z2zB17XIYvVnWU1ILtPoZsS+zJi0Sbi38LSpmo33zxetbO0WbNFqhIFuSxlULxLX2nn2LcXLjQWydrEKFOYQljn7ctU9kJK9p7IA/ZUKFIYBtT9TipWd/BOkVgbKVBToovygHqjU8UEC1b6QMTmsU/j1uNP45DNkfedus48rmctz2zJdRVlcC38gUbjr9m+jbI+xZ/tmArfFvANgmfv0Erp15HAO0o2HYCMRRZ+vtavPmzVi8OO96PK0eeOABZs+8Xi8TKEd6o7W3t2PLli1YtEj4Lh5tEQGzePFi/pcA4juVyWTChg0bMGeOMLguFCUfUKeO2p1HW9S5O3KQ8p+Vp/6uAWxE2d53331szEsMm16v5/7xtm3bsGCBCCemIvRut9uZjaNeOLVAC2LCQs2bNw/nn3/+Wx50BPzoa/rJQSBvyXlfhXJ9Eub/EwvnaLsW1V9bh9gzDQg8X4aaB0becOIfDXCb7inmn8bAka7rsMoB5l0FC5ESbtVpAm8EcAQwjsav7W9dhXzMghbtSACq9mvY0Z/ajO4XK2FSCcbsSABVaG/GSlRw/XIdM1nRGS6Ydor923NtjfDc2puD8YENPB2rrq54x8QDipwqphjkJ2rVNZXvmOxAbWXZbMLgB4SfXunmBOIeLWdakimoYSIvuj9JD9XcIEp/amBQRaLr7qvzU3kDWtQ9FoKUTKPjww5YevJB9jJQdVcH/Ke1sNh76GLxuRn36FmTxJqiMhMzSPpBsdilSi3MyhFQIhf5go4rXCsxIxa7cCE6r90B/8rnkbHlgdqkAZ6XTkHlY8ugSuoQqZShSDlYhwYwfqIX8aoBRBoHEWkYQU7/xmNHFTFBP1yNknWlsD6ahT22BKPHVbP5KRmw8udWooPel+YsXdJ6QiMAOMUeFbwKiZ00dYr2fk6n4aincK0B1g8NwvenGvhXCgC5tLEfGzvq0fLzJFTDPighoW2jWCvNRBgZlxnBRgNsXeLCmrZqOeeS4rW6PyjDsktbBL7EkJGPXLQ6B1VSgjM/oxJskpCqSMNVFoS/w8Vidyr3Rh+fa9FmO0w9QWT3CF8m8laj9l821I3Bjw9i6LxNSJSHizpLz8MVqPpJI99gFdhhR1sDPv3t92HFWeIa9frrnfjO7U8gOhHB1CwTnL9eh9RZS6EOp3nIg4rinzSRLLTBFAKtRvY8oyLGWDrRj4qbAe8iO+KevEGsTQCzZEkWxn6algQDLf7cUmIa1zKoYHwZWbjkfdjKTAxsJxcArT+fQHi2aCMaRhNQNDLHhhGTRsDP/YD47LKz6jF8opEnmA3ebNE4Nz2jGqpQEsE2KzOQ6niuyN5RksXgKRpUvpxlYDpxnBDRxcpIJyk83Qy+LCYXimOFYq1oO+UUcPIVmzAQcxanIXsfbMRxV26FRsqiWj+Fg1HRJq/S+1GrmUT/rS7c/KcnISUUKDoJylfdwJU21qo1PPQRjvWiMtEEqhXcbn+zSLzp1bywAd988otwlNgwdHAEN532DYz3v3WSzHsVsH149glHPXRAYIu+3q5IiE9r9JE1PDzMciQCSwSMphcNJ9B6/k6mtW9WBFN0Ot1h5MzbFQ0tEFj70Y9+dNjjN9xwA9t9kGXH2xVNmBJRRC3UN2Pj3tXGuX/PIsS7YsUKnhqhyZKHHnoIbW1tRfqWGLXpRd8XxojHxsa4Vz4drBV+h372VkVux28G5sy7hzC8pQ3WjFhUar+zHXJDHUxfMsG4ZV3RTDF6yXLWItH0HrVfDByYfXio+ZuV0TUHMYsbMz4u2mXJkgQC0xm4tjDr4Ohr8FOURA02iy0wcMRSaYLafxhYo3ZirDlyaFjgpDfmY1o3OfPO/qX8fzl7aIw2AwHUSJum8yWh2nYQkixzK47/XAPQPRi1HVW1DvR8SNy5q5IEmlJQP7eFJ2Vz5Go/Kk4aAnepChuDJ2pTt/xKPJ7dfxDZOY0cqyTefL6N2D/IU505r++wcHYqYsqcv9nAmpahjy9A5ctiFQw2m2HriECdMGBigRo1A+KTp8m9eLcVgWYJwdYcKl7WoIr1jMRyKPDOtyKrpwWDmDGxn2hBS7fVIGGXkLSp4HhVVdR30WJLbbqytZMYPs0DpyxadtEyNbMQ3lVpVD6mRqAh33Y9kMTuRyRMrfwO0k4BitRBC2r+vAoVjy/D5EIzHNu9iDZqULpJHMOB5lp4Xq2B+d4UUmedC+3aHYjODCJ4tozAgnFEqroRnhtA1hxFtPUAelsPADyF/xp0YyYEdpbCPNgIy8FKuF62Qt48wpmc0gs7kFwjWqTGg5NQls5BTqeGfjRezK0cO8HO9hxTbRLGD1ZAXhVH7V3ikrPh4gZuk6umpjB2bh1K7xGeWcTKJB1O6KaovSchUaIvDnz45hjhOJiEalKD8tfzrvUqGeqOQXTf2Aq9V0baJCZruWZEoNtnRnTADX0KcOwTzNvkcjfs3QmYOgOI19qgcQiwlbTuw8Ebd2Ls5D1QtOLz00yZUPHkEpQ9swL23WrEai1QzwwgWWXFnNlV+PIXzkGJ24pUKoNf/uQFPHaXuG4FFtigC+Z48CbuUsESyUBe0FZkSuNuLXyzTMwQko6Rijzrgj47ArMpVSAOXUhs+9hyCcZRCfX3BeBd6mQWkiaDqcgXzbUvg8m5ao43m1wqroWe173Qj8pwvhoFVCoOWufzRGdApFwGFonPrvzHmxE9U2w/pWfUPjiJWKMDMY8KYxeJGxgCi5ZBNazdUSRKDXxzwa/dE0JohgMtv56Eb5kH0eM8fFNCVbopg1C9FnE3gTdVMYGBzG7Lq8Sx++poI5odAhikciosv2IHA7U15n14PtKG+RbBcs0eHUTJZyL4wLYNhyZAbysBGrU4ce95GOgsxfUnvIg7DywXPx+2oP7WHci8A4sy/6TZuOXh/wejxYCDW3vwpTO/icDkG7sg/8z62/iwHdvfk9Esff0lVQBjZDY7vSKRCIMfWnv/ktq7dy+zXEc+71sVSanWrFmDnTt3MqlDRakFxAzSBOg71f/7f/8Pa9eu5dbt1Vdfzdp5AqM0NVqwLHnPMGyETumNd3d34/7772ejXEK+1HOm+IdjqVQqxY7CgUCA6VTqfZP/Cn1PvWZqcU7/kGh8eHBwEE8//TTuuece9niZzpZRnXLKKczO/fznPz8mhu0465nQh0U7p9ByU0z6N+RzkqEtjWkR0/COtXzeYTYLb1fJ0oRooeYZuNiM8BuMfS3bHTx9yizcqx4W6/8tK2NJsxcaDwucNoZE/VvkYz5TyMc8nFLnvFOHDV1fM6HuMrHNFO+UXjkHWm8UwVl2mO8VF14q0qY1fC7vabWIMoGAoTVWVP98b3FKlh6XB/JRMZNe9N83F7WX7DqUUkAsQJkV0qtvfedGIEM3EUW40Vq0PrB0hzFwpg0fufwp/KZzBbIbBGAyjivMbtQ8SiGGOaQqBeOqHQ6i80OlyBpz0IRkTjCYPnhArAG1rRq+uw/ZGaKNPbbcxIyIZ3ucGSpi7fg1xhTYehL82PhSCWUbcrDsE+Bz7KQSWPvT0L+wE0M3LoZ5OIXJE6j1+QwSleKY0AQsqL7/BJQ/vRwxl5EHEer+MMwB6IpBC8kr2lz+kxuZzaEJVQJDlu35/FGznpkl0k/6z2xAqmQY4aYhxMt7EJg3jlj1BMczHVmGYSdsu0pgeVEDx3AbrHtLgd0jfJxLW/YdfjOxYh5CDUbWQ/lm69nkNp8axe1g82gG/iY1yn+2BZgpEAixjdQCDy4ohX+GDHunWOnJqZ/85cipv+8sLRoeFKxfoMXAmq/RMzLQDGvZPoJAEBUJ+Ans5HQKyl5HEUyMHCd+oWptGr5ZQM57H4Zu6OZp40LZtpSi9k9LUbp2FuS0Gtk9ByEtmcUtQdluxSWXL8ZVX76QfdT6x/249fP3o/uuZxG7ULAKBKpsW0a5TeubrYXjQBqj7eJctXcpDObMW4eQaioVwfXEhCw0cCxTVq9w+LlnuwCNlv0+dHzMjfJXFPhnqJilKliXGHw5jogiEEWxUIXkgKRDgnN/mlvaOm8S8i5h4D11yTzoAznWB/qb1czUOe9YV9Qosk6wWg99IAvtE5sOTbTL4rhNzK5iDR1vx53rMXVdOywDBK7V7PdHukeqLLF46RzGF+n4xqygUcSsME6t68BTXTPZB62+TAC2yYgZn2xdi2ut43ghrsJHXr8ap8w4gDmvDeGjX3qJW7mKQYLyP27gaqIcJdw8MRv+jBHjCSu2HKhD091ifx3Ndfn4i5bjpt9/klvY21/Yja9e+B3Ewkc/vPWPYtga7vziX8+w3fEEPjJn1d/c1oNanMSknXTSSfxeCQx9+tOf5tblI488ctjv0lToxz/+cV7PjyRYCAgRqKKBhKVLlzKuoIGDM888k4Hjvn37WJtuMBj4NY5Wm07m/SSvon/pb+fOnctauObmvFHj21RNTQ2/H2Lq6PMlZpA0dIRzaMDxnYYW3jUMG4Gqq666Cu9///sZTReAD8VRfetb3zrmDSGGrDB0QB80fSA/+MEPiro1YsqmAzbK9SqwbiRIJMBHE6TTDwL6HeqVv1W9Ve8+p8kh8r7lPL1F5dgVgJTK8MJTZG5IlnSejtsuJuMSGA96MXSeeH9VDwjzRdJjkVFoYFl5cfpOfcaSN7hoH1kmxxzoH+hB+QN1LHhOlsUF+5Zn4MivLLzYz18Dn+lkAGfd5iimMJDvmDp8bABOkRSE5weKLBrZYiiaw/MxKU2gMNFJprSamuo3bU2SDUVGJcE7VwvtFiCQd4OnRYPE7La1W2HeDXT+QmhTymt9MD0lYfzGdnbHl3x5K4yoFaguo9ls8fdb9xRu0LkF3fC1FBTS8KVS7G1GRW7zFNFEyRLej7Wj7CnRph45u5LF5BMrs6h+yoJIlVycWJMzZjj35/CzB85gX7GkW2x3Tiexc3rP5R5uzXK0FIG+OVk03zSMoQsqEVmYgGUrTfWJJzNvGUTPR+o49Do9rwFpizi1CMBZBhR0X65F1bMKrP1iS2y7pzB8ihsVP92CuGsxjCPxosibROaT8zUoycxEqupVbLvpJWQcAkxo/BaUPbkajs0rUPEktUNDsCQmEVxejeHzK9n+hBZzvU8sIqRJU0WSSJaYoJtK8zHJ73cwwa05AjeOh/cwO+leT+BhAevUcsubMLXcj3hpF7zHTyHSMIhkmRfxyin+GuNB7t3chjL1OGHbcwBIN6PmHi3Mww1QpdSYajay/Yd3np7bdmSwW0hNGDhDYm1exfc3Q2qtR6gl/34f34ncjHqEq2R2vDcNC6aQbCvSJgmO32yCeU47RleKGytilwZOk2DfrOXWYbxcgB0qagtnHGkOdQ82kv2I2L9lG7Lc1htf/ji6P74FaVe8aO/ieW0BGn40A5aBRhawU74mfWLpM/PC/Llz8aXPnImlrYINfu6pXfhM18soO+DnGwvLQQGUExUWKAYddOMRVIwDGRv5zuWP4ViWj4/Iwkr2oSNGmc+fPKAlcJPV5zCxSCxMkwtKYBwChk/OwjgsmGnyM+PjyyxzO5SimKINGUj7xHFH+5uGOcJ1Cpp/GcLgfwlGLVaVg2eLDGuPiIdy3rUJUn4aNPfaDvg+1o5gs4LKl4DMGrHNvgYtSteOI2fWQd/nR9LmKba/6b30Xiphxid2Yuqy+cUbGBqKCLZloIrlYO6VeduoUlkZQ3E7SVOh5CTUmMVxfYKnC7UaL34VLMe+WAU+0vIqLv32ZjTen59EXqaH8v1SoE6Li7pP4cdqjFMM1rr/2Iz6LtGqP5o66yNr8MmffpjzJV+5fwNuu+qHSCffnWbvxI791Vmif6eiNZRMaKlbRTiAYp+IUCF26sgiwHbhhRe+AaxREXNGg4QFXRlhAmLDCAcQM0dkyllnncUavKMFa1SUUkDA7y8pklkRAUVFgK1g40GEFA06vmcYNtKTEYommpAmNYlypKgHQrGnn37627Yij6YIadMH9Nvf/paHDui1CgcAgTNyRj5y6IBGfy+99FL+HYrQoh76XzJ0sKLsVJjyU0tc7fOBdW+d00nMUWrVXOh7xEWl74oK1N0/iRxNe6ZS7KSuieSF7RkFwWbjYZOJ0+9eC0a7qdOFhxXpW6aDxILIn1qoU3kGLt58eAuWdDaWrXa4djbDMD4HJd/xQh3RvKmWjsAZfdHAQKr0cIZSP+aG+34bAzTS0und9VAo8D6fxlAIvKbq/r5oQ1S8pMDw8EaMfK6dF5yqb657AytJrTLV2q2Htr21ia0jcttEO6zQMiLGIdhmKzJxBMCsvWI/Uk4lad9K7t8P/xkzYO0RJ7l6IsSCd+88E8oeOIjQKnETMLZMQsVrpP2JoOOjFqjsSeQygi2Qx3SoWTCMREaD8f0lMIyJC2NyQRTuR42s3SJLBDIb5f0SyDEDMbFIZpaDNFOOPeK5SKeTtNPimUbCqS7qvkbbTbxY0aJM4M8yKABbyizx1B8teBT1Q/E9pO2hKv3hq+j7ITBw2VpkbAIA6CbMqP3DKti3Hg91UgPjaKIYpE4tVNIWkTu9fYePp/lIw1TYl/S6vI8iaai783rLnMKtWu8cAw8+6Cfzhq8dA8IUNpdlUE66LsMOIUFIZMcQucAA34ophFqHEGwbQsb+xugwMkE173fC2lMH+8smSIZFyKICer8K+ql8fFBXCNjbBbm8FIgnEFkuLo7aYAaRah2SVgmen65jUEmliWbRf56EymdpslNVjCGaOC8BucfInwcVAWiawOT3QS37HsE8EWin/FCqTE0JFCmBF179Fvun6QdMqP7NDJRvPgXap7q4jal9fR97mLFWj/Zxsx3LFjXgyzecDrvThFgihW//4QVs/O/7kFjRiqRDDfur/Ug1C0Cs8UYQbnXA9MgWjH18GevsCjcKxGiN/Xc7HAczbF8yvlRXBOo0mGEZEYMoBTYyzQMFCiJVEh8vxO6nHGL7VXEZOY0CW6cE/5I0DL3ifK95MoipuVaYKDprJIzuy4UAvObZBEJ1OpZ0ELAv2Z5AoFmgKffWADIWHYZWG9Dwow5MnSG2nVIsiCEO1evhemUEiuWQrxbpFGmYhpi2wrHM55BNGN5mTDlYq0OI9Aj2etbCXrRaJzDDIPSqrVqhMVsbacNAwokZplHMCQ/i1Gu6Ie3LJ1C8zwrl2yUcKzVn4xVocAomejhsAx51ofT5EeTGJt4yqm96XfGlC3HN1y/n/z/+i2fxoxvuQC537FFT/yiGre63X4LK+NcxbJO/eRzXz/3bM2zv5tq2bRt7pxWGDojxI0xBcisaqngr25FCERtH+jeaaD311FP5+9tvvx0//OEPeT8ODb21lvpdxbAREl61atUbHqeDltqYx1Jf/OIX2V+FABoxdBQ7Qe7H1O4kN2KaECXWjihM+qL/k4fLFVdcwX9PBzQJGYkupYkUmjAlTzb6kKh/fayVy2f+UaYkf/82YG3yhnZ2Xyf2aOBiIYgnQThqqhA/eQ6P14+tymLmLflW3ugYJi9fDvs9R6QQmE0syifmKLykqmhW+WaJBfoRA8r+WAOUvQ9tH1mHRGXsMAaOMlBDy/wILaNWxibs/4IEyxZqoXpg3eLgpAZqcx6Zz6kKq+F40QP3M2WwxtbAMObiMX0yrE2Yc9A/31n0iaMUiIY/TrKej6Zo6x8SF9VYuTgB5JUBRAetzK459wjGbPA0K2LVWcz8Wj//nf+afA7jcJpfpzCIoPcK4EhToOZpPr/unx0CfxStoyyrhvf8GaxVGl8mgEnKZmJGhkCQ/5Rm+GYJ8EVTYoOnWaBussO9SUGs3IikM+85FpQw+moVlDlhqMMS5BX5/XLAjpgHmFhkgHsaZjZ3BYFMDiOrnEi7cihfK2NikXiuWFiF+t+PILioDBOLaWJOvC9VXIivR48XYui4WwC8wIoEzDv0KNma4FYltWmT9gxC8zfi4OdfRNol2EVNwArH6yfDvnUZdAEt9P401LEU1N0jCOTbwQTWaF8QGIrXioWxYLpKbHGgWYOyF72s84ueI9jNqRY1yr+7DuX7XAid0MStSyqdoxkpmwqWvhhkjx26yRhylXkh+awmJMwSWr81CkW7kNtfSXcEI+dEkSjrR3D2MCKNQ8hYIwjP9fHX8Pn0l6+wvYi5uwL2nY2o/vOJPJFpSdSh6yo3+9dVvJBfhE9xQRsGLEMZqEk/mk9ukLI5zPhJClmLHoEmo9Bh8Q2EDvogEKnLAWoFpnGZQQ/v+7QC5/YpjK1ywdKfRHxOVTH3NXbJ/KLZ7fzP3wR1Qg/jzgEoc2ciLQETV8+H++frkHUYoVbL+OTFK3HJlYK17+ifwLc/cx+GBnyQ6yoZrFkf2oaJqw/lkrrHw/z6ocuWwjSWg7UrgoHTxcLuOG4+m+NSezdaqS0yuBWvpdB3jhrqhIoNcJO14txSeTXIGCWYB4Cp5WkgLsO9VWx/0gGEZmSRNqlZtmkaEa8/vsKGks1hjK2wwJM08cQxnyd2DQxTWcRKRAwXtZlLXhb2GWRITNmoDb/sRWRlI5ybhfg+ONcNVSwN12t+BJeUFxM27B0RthRRL2mHrSeNoZM0sOQH2SPNGZg71QjPyCG+1wFtS/5aELIjltGwp1xXxI1VbtGq7Y270Bn0YH56AKdeJ8Ca4lFB+XkZ0C6OTZoCrXH4sW9YgGL1QQMqu5NQJn3vCNZoPfnY9z+ICz5xJn//+6/fj9995Z0jiv5T7826/vrrcdNNNzEW6Onp4UEFYvhosJGYvHfyWSOpFZFRBNiojUoMHwG4TCaD733ve/hn1TEDNmpPdnV1vSGugcJSjzXsnbLEqL1KrBiBL0KxBNZIg0ZFzBqN1JL5XcE4lwSD083zyAeGnIuJYSsY55In27FQp4XKLW0BBiegHKGJo1LNasHAeXnDxm+t48k9AlQUMF1ocxETRHfRNPlo8rhhuceLyWsFOIFSz0asBMBIBK/YxDYEZzmhmuWB6cV9mJxfi7pnxMUpvWwms1Ek2Kd2H78Hu1iMy/5vHQMX/fAIWwvQF1WiOsbAbfiTEpKeA4jXhhBaPsVfR5Z5ux1uMq19phT2dW7IaRmJc5di8DRxMTYsaUfFq3FodvXiwNdmoHKtYKyInTc/vRvZkxdB1zWByFIRnmztjKDz/1ag7PcKwqsVeBcSIyVAC+mQnPuA/g82wLW3Bq4deW3aRID3j+M36zF6nIyq5wU7EPhEOyxDWfhmqdi/iRZY1Vzhp0Mu84aJEjb5JMBM0Uq87TVp1DyRQMqpQ9yjQf0jYoFQtu5F/OMLYNmpg2ksA8uQUgy1JouEui+tY3DpOyUOeZvYv5mGJEK0JoQ0yFzqR2SbYCcm2y0wDGmgKo2i7scSt+UKjAL5SvmXl/NwQdn6Q15g4RoNwjVkE5FD9X0DmDpeuPDrD+p5iGFigR4ZYxq+49YhuOgFpDwFoGZD2ROrYd25HGUb6EUyzNQxm0vHXXMFtwj5s/Ll4N4cRKTRwjcKU20y50/yMa2R+D1mXEYkz1tWzM00eFXsEaf4oohUqVD+ogBMXVe6kHZmMOMXOcQrjND5UsjqxLlkf3AnzEtmsNVJoM0G6z0boeoA6nxNSNS0QutPIGNQI233ITRjGCHXHoTawwjOHUfWnESobYC/JlfuwIzvXg7jcDlqnklwKytKpsn5YtuHUjUm51Wg+gWxEA+dbOaJXUqXII1hoKWQwZSFolZBdiRh2WiA89VB3j9UI2dXINpoh707DX+rnnWBfKyctwzhykPiQ0tHEKpEDNlqD7IGNcI1WgZr0uI5cLa48ZXPn4uZrQIkPPjgFvz4z69C9aC4iUifuBAxjwx7VQXsXQl4Zws2JDDPxaA3pzbwTVj/ze38efM+vlyHstdlTNbqIGeBSD7MPOXQQusH1Ikcx3aNKflJWJoQnRlHPGGAfkCDpDOHaKXYfm7ZJ2WYxsjIWcMpGPy+LEDSpWdmN1qpg2eHeA3Sn5F+jvR9dJNAbLD6OTEN6nSb+fwZvqSe2V7v3JKiZY13gRUGr4m1hIpLLBsqfwz6gJmzTAfXqGE7KKZDxYkqIVqTg5SVULJoDMNdAvS/7/hXeQp0W7AGZ5Xs5v9THQyU4M/dv0TFl8OQfFkoJSooD1bxYAHVN7wz4E8aMHSwBPoJ8fnWPBNhI+d3mtdTa9T43G9vwOorhL76x5+8A4/8+Gm8J+pvMHRQFO3+G9XBgweLwe0E0gh4keadvNnIVPedABt19gpFGj3ybyM7EtLGkwvFe6YlSnQgWWr85je/YWBFrUea2qQNpJQCEha+16pAP1f8vAX1tzXC0C+AxtEUiYyn59HRoIJ/GbEsQOtPxhCal89vlCQWBtPF23/tCkSqxUnk3pWF+YAfUi6HaIsTpnXi4pkpjBJPb8vmrSoKE5Cxi5YL24u3qHhNtMi+Ebtm3muF81mR0SnPExev8aVaZgaJOZtcbGNQQ6UNpHkBcX6mD7u31aPi5XxMjktEI0Va0nBt1CCRj8Ixjio85k/amez8CFITBqhD4sJKgKH2aVq8JESr9NCGxSWWzGl5n1VWILy0GsbHhAZl6LNLUHmbWBAZqPWPYPQD+XSLHBCcnYE6oEb5ugwiFWLxyJ05hdQmJwzLfVDd72SvMt5HFTT9RpFGKb5ukdlswUaByj83C92kCpmWGLJBsTi0/CbOMTuTC4FcaRIzqgVLOvBEHbM/gTZiTGQEZmdg6hWvH2tN8SJV8jIlDgQRbhJsSpJMPclDy0hO+gqmxFwFNGEJFbe9iv4fKqL1ac0DNb+NNWrlzyyFfW8c/efaefKRigYTqB0cpXXsBwfR+zHRsiJmkdppJFgnliZWooHtXrFvU2sWYnKuBiU7hIN9wQvMcSDOxxWB9IRDBccBMUEJEsCrJJ44LXukFzl/AFK+fZBa3ATfTB2DacurXZg8T7w+GehS63VqpoFZPssTgpbMLWgVbvsv7eD2faB9Ct1f24tEWRDIyqj502rYN5wG86jE+jo+7ibCSJVZIKdybO/hXe4ptqPJ3Z/aeGTZULIlz+yWaXgKlTIpLb0Stw89O8Rzja3QIN0UR9MPswi0mIpyBJYdSAm88oTwpTpl7qehSmiAWJxbmsQWGybTWFPtwI0//ABMZj1C4Thuv+qHeFFWcetZExbnScKpgbk7jNGT7HDtTWFigdhXBq+CYKOEqrUpBJq1MI2SjUc+fL5Fh1CDAsc+0W6M1orzmYx8yZqDpA0lWxSE6vLt9knyT1MwdloK5U9qMLYSRZ2pqVeFeJkC05DEKQJ1j4rjKNxgEYa1W8hoWYA03r9BYuNUUKVy0HtTmGoz8kQpH6tVVkzN0PL5SoMck6eIG9f630qIVmihSio8QEMegfz7DqBka4azb8kUmEA0GUiL415C6qQQmtxe9AccsBuFROBDNa+jP+nG/kgZqg1+dEc97PN2wR3bcOVvxTGrNGig/LIcmCVaxQu3XoazqvfiTwcWwvOQAdZH88fXUSS86E16fOX+z2DxafORSWfwvx/4Mdbe+zr+2vqHtUTvuBnyX9kS9f72MVw/7/h/q5ao1WplzzbqzBFOofD3G2+8kQccW1tbmdw52iIHizezMHnPTIl+6UtfYmaLNqQgPqRWJMVTvBercHKArnVWyiW0w/NIBfsukcj+SEf+6UVtwUiNAHgTS8T4fenGKDJmDdtSTC+KG6Iw6Z6rylDztFggOz+gg7lLjcq1IW4dOg4IMEMgkH9/3IfMhGhNEKNHVWiTFh3588a6FJw9PXSeLDGopgfIj32qHVVPTSDaLG7FdY9v4rB6JRLFxPsOmQwapnLwtclIORWoKmIwvia2URNRoEpThmEUHdfpYD4oWLHozBRqHpThvy6C8IgFtY9S61D8LFsbR81dagycqkbDQ3GE64QGhp7jTTNOpWnRU/npNc2o2Ib9N7ugGdGyFmf4BD2svfmFazTNGq3JhSYGjWSwS0VWELESwDykcFup/KFeDFwp9FJ6n2gdUouIXOVJJ8R/M5dQpgJNVRTZTgty1XlRujqHTFwD9ysaDuQm8GAZymupFspw7VWgDWVhPujH0OkFoCFAmqVHQmBeBnJUhZwqjfiql+FrfB1Zs7AR0EzZYd15Eiz7lvEIYP2jaQys0UFRK7B3SEUrENteP/zznDw1R5YhVNTeStkkBrPEuJD4njzexL4E24ZkHEYoKqk4kZjVq5nBHfl8O0q3kKu9+HUKoidbE9NIiqOvCGQbxvImpfRZrZjHAezEAhlGxDEsxdOQkjQIokWsyX7opqO1GrEynbC+GQ4jVmeFvzmNocvuR2CJmOjVD9ag5q73wzQo9hclFhBDavBmoAmm+DyiCldr4Lp3BzJLZvCEYO85YjEn7Ra56/uuiMH6iBmOfWEGAFR0A+KflYM2IKNsUwbqiABMqkQGylg/nu8VeYbVv/om5IwWpetlHtIw+WO4/sbVOPM6YQew57UD+Nb7f4CxllrefzQRWfAiIz0Zee1RezPQpIcmngcsVpnBKwEcOsYo57MQATV8ghFZA5nfKrB1k75OPBcRKaOrs/CsV7NWko5jfn+PenHgJguM+3VI2YFcVRyqAXEOpUrSMNgTUG2y8PGbcOVZ10mR2ECtVfJVc3QKgKsbi2D0JCd3AtJmoPKFMOS84D7SKK4XdGOZsqhYM8fHfVJIDQqtUMqbpaLjXxsiJk+BJiRBE6IbpPz52BqA8rIDsXIFZ6/ejEpdXospp9GsG8PXO8+GSs7hBGMXLv3qZsx7TvSxlf9yiNQCjcSWHVRnl+/BPb2LYbrT/rY3qEeW1WXBNx7/AmYua0Y8msDXLrodW55952n9dxNgq/31Xw/YfHf++wG21atXs9SKpFEkm6JJUxpuJAcK8np9p3x08lkjCRY5TVAnkBg76iDefPPNxcD7I4sir461CExOz1r9u/iwkccJgTbaCSTYJCEfeai918u83YbIcUGEFwb4q+eWfTB0m4rgjVqHFKtSKAJK2a37YNokAFT9/eLxyGXLYRxPQZ7XVozDce2JI/vqdvZwY8E+MWfUjjmoZn2JsmM/PCULEakQCxQ1RnP7u9kmYfK/2lH+3PhhQe80rDBZowYtczmHAFO57f0YvLkd9b/tZzPfAlAjqw3F42CWL2MWrvEVrwqwPfrZdlT9Yjeiq9vgn5ODrSOvDbrOi0zQBP0uE0w7jTD4xGJHE3nVzyqIVRhgGFIx20FFYePGXi8Gxu1QOxMYeL8Kskr8TcljOhi6xqFdVs76NOtr4m8KdwqkaaMMSZry5O3oH0LslDkwbxvm7aC/UfLg0/VaOU+cTs7X8yRn4Un6zlajbJ0a/vlptNyRwvCJYp/U3tUL35o6OLf70Xe+k3VMlS+KdunEMgvse5K8wNt6ZURL82a7VRFI+81IySZIOoWn2ahUHSZoCduoaeIwxa76o3kXG31VCIa1el6gI61OIQ4nBvX1CQSaS5mNyBkTCM3YitCCtUWgphu3ofq+k6Aea4c6IU5Hy0AOg6t1bB9i7hfGo1Qxt4pju2gCz7wzzYCVf79f4elQsu+gxVY7lYAcEZ9vcI4biWobgnVa1lS5tomFM1aux+h3V7DeiywYCFBRpUpMMA8nod07wIap6kAcvoVissuRncO7WxPPcRg48hmOo9fMhXUgyz5ehqEI659426ZSsG4b44SOzHHzkbCroA2q0fDLqzC5vw3DFz+ARPUAOj/3XVTfez6c65bxUAntQ/pMBs4wFYdbcO0KjF23gO1LzEPkqSYe9i3OQr1RRrrPzFYsrmAMw2eVFYEFteSMYwJAafO5kPHzlmHy9LyRGWnH1goDWmpbkzHvVV84G2desYKvbfd860Hcfct9CF66lCdr1aEk1CEZSY+QLqiSWYwt1aPmoXG4Qkke+OBryYadPC0er7Ii0KThoYOhk8TfVLyWhHeuDrEyalcrGF0lDuKKtRI0Pg2b2UZq6JohHg/OdULfLbPmjFrvlLCRrhDsl2W3DtEaFeQFMcSq9CjJk/0EIkn4Ty1Req6cRjB/nrQRjgMp3sdxt5oHBnKLD92oUdA8/R1dJ1TzxfVD96gV3kWivWkalJFtFMAzm5ZhP6hFokRoNYlBjufBXChghFSbg74qghOsB/CNjrP48XNrduObg2fBrE1iaaAf37jhCUgHU1A0gPKNEmHZAfAk6GfqRQzRfz98NbKGHHR66Q1xgG9Vnmo3bnv6S6iZWYWQL4wvnfUtHNj0zn/3n/rXqO9///vsZPHwww8zVik4UZAN2ds5SEzHONRJJJBLk6+FIk0ckVVvBtjIrP9YinSVnZ2dxyQlO2aGje4oCH2SwH960dgracn+WZENf4u7mRNxHnKeHLxnj2LivGGeoMwZDjE9mgkdPI+VM3hzPl/6hqil4NUr4Fo/AaQzGLqwEpV37i+K9cntvOBrROHalGFIRS02urOmizHdDTf8r7BpV5prIIfiPPkobdx9+KACLVQfbudWG2lNKu4WPnF9n5jJLVZquxJrlgsKUJA4YRbHzPSdq+c8VLrbJw+lwvSmZns3vBe1cZu2MH1mGJaR0xHjQnmAWZ5mo9KvOwDfxXPg2BdBz4WWopg5Wp+BqUfNCwrF5FSsHsSwX4DV5IgJM+YOYPTPday3IoE2v/YRRrY0eEGVqXKzb12BORw/tRLBpnwQtl9CtDGNspfUcGz1QdELkDOxXLwWlSqhQJ3IxxH9cQMmPt6OsnVB9F5gQ8asQB3NT4OWpWHu0MA4ofC2Uw4l1VSbCqoYmAWJlxGTlf+sAhJidRmoLGkoowQYJej8h06ftEWCe1eC9VKG/BQjieOjVSn4l61noJaxHmLUbNtOhvnAUmgCGqRKMtxSpZJTMvTjEuLlOdQ+kWG2hd/XDA2zozRYoA0koeS9seLlemZ+uLW5N8K6vehFYrgg7pHZ4DlllWHvSiJjEMcstZLd28JQBaLs2xatF+cteYNR9qeiVSFebRMAkCaWWQ8nQ07nmGkjcD1+vGDFzGMZPoZJz1nIUOXXeN9y1jam7TqML9ah5oExfi0qKRjB1GoDDn7yXgTmC4Nlx+bZWHD9cZB3TiG7egEHmKuSuUP2Fb0xTkXwH18N2z6xH/sutCNZmoFtz6F7T2KDqEK1EnJzI5D2mTkQ3tEhtkMTSiJWpcLr93+Zvz/JdD5UcTV7yWUsGtx5x3WorXLhf29/AvftFSkIlqEUYqVaONaNILSonLeXz1M1yQRkBuQ8YNIpblKGT1Sh+tkMD3CQ7quPBhMZiQKODTpuL1IklbVPQaw0r0fLArHKPNtmT0PXpyv6+yVKc6h8UcHEQhXS9QmoRsTP6LpBxwodq3Q90OTPR2JaSdfmmy3B2kuGxCg+F5FddLwQ4+rcF4OUyjP2bj10UwmMHG9BZE4K1y9+mR//9VNrWBogeXWH7rL4ycQ5QQAz7c5A41Pz9YIqUZJDaYsXpaYwmi2TGE8Ize5gxI5QUo/Gx0O4696fwUCauDIVlF+VA4sF03CrrwVbArWQ8/trx4YmNN/h46GZo6maGZW49Zkvo6TajYlBL75w2jcwcODo0mjedQzbr/4GDNvv/v0Ytrcq6gqSvp0mSN+uCOCR1yxp4qe7YZCWjYz+SVN/ZJFNDLlkkJPF0dT05/27MWwk2DvnnHN4EGB6kYsxUYL/LEO5v1VpvTpU3FnHX1ljhg1kCbwRiEuXJDHyoT7+UkVUcD1VBs8jlbBmzoQmaoTrud5iS7J0kwND184sWiqUfW9dke2iRe3Q2IRg6jg+SckVBbTqsSlkK9xQhRNAWzMmlzqLBpdUunCOPa7IrgDlYuEksGTZNAhlzgxkdh9A/9fFnUTjb0cwdF4FO5Lnegcx8o0FmPyxEHlbelTIriBzULp9CEN1ULwzCm023b8JnXcuQNqig0RhhjQJ+2wEjj0iF9O4QgSwU+lHqU0Ezn+kQYDeXVX4/fk/5p9dPvUxjNxfB31QYZbC936RI0fDB4On2XkBmVqcRst1wqdOZTFBKvFg9MxKHu6gO35qsXCtdUA7roFjhw9SIIRwuxh+sXWn4J+hRdnrIfSeZ2WNGFXihnae0pOnIjCM2xD0ZFH+rFgIouVq+NsUlG5LsVVGsEFsI2neClWyWcLEqYLNyEX0cG+gNqGatVKufSn42rSHFk4f4JulZy8qSifIqVOA6Vn0fWITsgahONdMOVDy7Bro+5dA51ez+Hv03AQQ1kDnzb++D4hUKbAdlDE5X8teY+IzyWJ8VYlg3CR9MeibFmpiUrJ6EnobobUvZBaMKpmS4dg8gclVpaxhM20XC5c6WoaMTYtkqYFvJMwjov8WOrEZln1TiDQ7YNk9wRPMkk4sGOk1c2Hs8CIjyZxRSboy3scOlXDD74kJNrdMoAPbsx2QPC5EZ1q4LTd4fhnK14lW9cgZTrY4mfeFD2PkjBfR9bG18C/Zg9ee6EL9766CHNKhbGMS6rAAWaGlFtj2pZlx1UYqkcozXGT8KqfUMExRG0+Ce3sYwZZ8Lum8MLI9ZugjNPiSYkDJ57hfgWHfIelAes1C5JJajmwyVJgYrFFtuO1+uFVi24feT9FiQM5pFpYjz4pxyMjiaqQsQMKTg3FIxlSruKRWP5eG9unN8H22HUm7FtUPZ2F6QdjXjH1gLqdYmPZpEWoQQei8LRGyXhEMIzHWbR8TWVrrXpjNzx2sE9FOxjE9Qu2C5VL3GRCbkQTiaqiiBGrFcU/5noEGFTIVSURTOtY5UpHWMVZK2FFimYBvlhHWgXxLtEqDpEMF46SC3EEt7uwXw1/qWWGkB81onD+Izv2VRW1qxeIRjK2v4ONVkcmGROhYed/b0wi9XALPGRGsHWlCPCkWyEubtiPyOw1uu+MhqFM5KPN0UH5XAZSK/fbxkaV4Yts8qIM0qSyeq2Fb9KjB2oylTfjmE1/kdujA/iHOBZ0cfPuYpXdz/U2SDt4V4ZP/2Lr11lt5uvPIIqB25ZVXsvnt2xWZ+RZYuelFrPuRuaKFolbrsbQ36X0cK9g/ZsC2cePGNx1rJUdgoh7fy0W+asgb3VKpYmrEF14CfTCHVWXrEDjei4kLhjF53giS1XFMXDLMX1J6MxvXeh6uhMp6Diq+vY/beOX51t/0KujRiAGjGri6ARXfXveGQHfOwBsdB+a0Auksa5bIu4mqYm0A9u1eHLzOg8abNhdzzap0Ggz/1AbTPTbYo3WofEUsdr3vr0D119eh+xvt0Hs9rG+quVswFAc/aOeLPAn5my/ezewfVcIpw6LXwfOiFvbfHQKK1OblMOVKEc5NbR8qcs0nH7X0SYt4qgzdwLcXiRF6KSUhuCSJ6ChNxelZpE4VmGVjhpEYEeseDT83/74/xPvJtbca40v0cB7MYrBWHNgzHx9DvMGJWL0NGrcJukB+sanQItSUQ7TcyuAgf3POYC3ulKGZVQr37gQC81WYmikWD3KC95FnF2W49sdhe0roGtILGplJoFaXcTyN1k/2FDWEpMvytxrg6MqynYNrv3h9mmQlRilikRE/xYtIai8mTnkRGZtoNapCDtT+8WRksAhSjlzhVbzt48sk2F/Xs56oMMk3cLoGtg4JoUbS4qXgnSNAYfnrYQTrLXD9aiMmPtGO0o3iuQdOs8CzMwPP3TvgvXw+txVpWpXK1p+BolPDuyyLmd+eALRi2wkIyZ0DkMo8QIkHgdWijWnpiUJKpWF5vRsDH2xB9TN6pO2H7vCjM91QVzug8yVg2DnBj8UW13G7c3KRCeVjxuIKIel0GF1Twj5vGpUE151bMHW1YP6oLT20xgLvXD0aPuOC5eANOPD/7kWsZgIdN/0KVQ+2o+qBhfCtEneftH8ocYSGfCbnq1CyLT+4EgA8G3wIzHWKQPRtByA1CcPXZISCMtOI0fYrWpTfLo5jiQZZ8vpb8YAk5AI6CfMrhSl3z5gPgXmtPAQh3q8f0lQI8VkVAqjm79DN+7xQJDcSE9QejPGgDr+2Qw3d0jnw7Eyxbsy7xIHYZXMPnUcBDWLVOSi6HPQj4jJs78nw31mWTWJK68aWB8SESqYqh4wFnNZALXiyhzHsFAuD6aRJZBUJ3hEbciVpxALisyINGt0saoZ1zC7SoIz43GVuEdM0J92DEcAdWylu0iyDWQyfk2X95jmzduPZJ8R+1GvTSGpz6FtfA9mgcKuej7sRF0xzgoj2WllLSH53sVpxc6E3pVB/+gg6JkrgsUZQZQkyW3v8dw7i5LsO8O8op5mg/LQMMMr4UaAG9w4sxmTAjIoaH8LPl6L83o7DB7DeoRafOg//88BnYTDpsX9jJ7589q3cDn1PF8sD/tlv4r3ZEnW5XPjIRz5SfIzWSSKc9uzJhwq/Tc2aNYsTncgMeHrRxOn0bPPpRT5vx1I/+9nPcKx1zICNHI3Ji+TIItR5LJMX78aiFp22uRUZd57/2rATtTcXwIoM59oS/mr95HwM31KNhPw0g7fo7BCmTpngL2A7hi5wMHgrebgCxgOWw4YWaBqTjGILTFzFtw/d6RfAWvF39bpiLJbD64a1Qfi95bbvY414w+e6DjuXyfSy7OtpSEqEI7XIY4nKtTfLvnFkIlqIrYlX57dRoom7KEo3KfB+pB2lrwhASYkB9Br23x1u9Ms/I9+45kZ0/mYxWn4hQIba5ULaTALzNIyZHMfsjG8Ui602ISFFuEifw+gJClxbxKISahBsFpnIhhtz6KwToMzVnIb9bBn+Fj3iJQpiVRLs+8W2dF1TBteeHLxzZTT/eAgjFwmGzdGRZqqp/tEo/DONPBTA79VAUTvA1EIJjX8CZvw0hkSpYGcoKsjcS/YFZPmhgUEv7qgm5xOjKELFEy41whcISxHXzhCwfhey85bDMByBbvdB+D7chFj1KIIfS0Ax/h6h1nEkyiegqAWgUAecsO5cDfvmpTBMqIuO7xRWTsyEuU+8PxouGDleLPbqiAAo1CIjWw7PDgFwKcdRnQBCV65gpqT/TPEZ2jvJqkSN2qkWlDw/CP/KKsG8kj6wSQ3j/hSa7k4hsLQM2oB4X/ESNdT1M1lDZTkgQZ/XKJKzv7KplwdaKr6zDlJVJWSTeF/ExNFUaeH3cvV5P6xwGs4d5PhqwtD5oq1NVbpFtIYNAxHIIxNAaQmc+TxPYmir022Ymm9jg2lzD7Dgxk9g8PR7MHD9fgxduA5Ti7tR/bsrYRyqRPn6OLdhLZ1BKLId4SrB8pRsjcK7xMlggUB68LLFiJWIz77qYTW3txMuhVuCo58RNzzUKrTuPmQ6bej1iynRegdalgrblYNP74Fu7wBgEB/Y1PFV0EStsOzx4uBHSpDViW2fmiGjZFuGBx+88yjrVJwPWgXo+LAeqqgK+nEnM6DhJrHvTf0quLeD25VSVF2MmRo4VURMZR/xQFUj2prieJCRdmUw1i7D1ilDG1RYo8b78c9upC8IQGXIwLjdgJL8sTI1Q8eTydZ5XiSnDuVCGsfB51rzXWEE2qwItprhJh0nt5C1UOmTbES8u6K8KI9osgaRInPmyhy0mgx8PXk5TFiN5JgVudI07BdNoH9PBU5fJIaInt46F3vDlTip7QACKSO6n6nB/z74R5y8Nw/WbnBA+YKLJ5Kpnp1oQyShw4raPkz8VyXM2w9lNx9NnfS+lfjcnR+HRqvGlmd24JaLv4tE9PDr6X/q36eefPJJHjiw2+1s+UX4hLzYqKVJGaHvVJSqQJZjxLQRq/bggw+yBy3FVT3++OP4Z9Uxa9iISSPhHZnITa8bbrgBu3btYlT6XtawqaVjz+aMNYUZuE2cP4LgCho9PPQzY4e5CN5s20pZ33ZkkXXFkXmlVGqPm+/kiW0jx/XRNeLCax7JFaelfB9ph+f3wvZj/E818JxzoMgGyTMEayIlM8yMkFlq6ZYEVPE0e1fxzzbtPZT/KMkY+9Tyotfb8BfbUfV8mKOKOCN0GkNYMLs1d+eD7006ZE1q+Ft0ME6IC33hPQ58tR2phgS0xjS06iwi+VBrgzkJ9cs2FsyTsSwc+cWuV49kWQbW/WpElsRh3mTgyUfe9iGF27cEyDIkqcnLCMkEllz5ybaDJhsL7Tr9fw1j+KVq/jsCXLIvhFSt2I9kOWF4dT+iJ89itsHcJxbxtEPPxp7U6uOWr0TtxgQDs8CCYeS048jYRxGvHEXW/OY3KRqfE+61azD7tiaMr3Qj2JLjbE5qW1F5timsY4pUqvhn6qhctETg9uJAAr5ZBjbF9a4RC6phvx5Jh3C1p4nRAouYtMjCJX9ctMnp/do7ROtRTmXhb7OwzYJ1MIsoBXGzJisDw0CIdXAklJc2i7tOZdkc+GcY4NwVYU1T1iDD8ooQaytKjnWRkQuWwLp3CmmPGOwg4196L5atw5haVV1k9zw7YtDsH0T4+CZkjDJse4OQgwKwUWsx5TRAOxlDtN4Cy7qe4vE1+Vkj9t30INLOCKS0CnV3nwbbptWwjORYFG8eSkM/KFrkOb0WsVqz0Gxt6sXkWU1Fy5yUXeE23sCrNah8KYl4iTi3KVNUu2MfXhi4k79fs+zzDNjGjnfirstOx9zjZ+L27zyBZz4vfk5FbX69Px9TJgHOPWI7xpcTy0sWHBIb3dq2CnBLSQykX6S2r237OHquLoejozBBKiZDJxdKLFPYf6NowZK9DG2HNkDvHTCKMAC2piHPQAp6J6CfcigwDYhtjC6Ko6IkgOExB4y79YjOyntIKhJPM9MwxeRi0u3l90l9grVozj2U55rD5AJV0bg30ZCC1pxCOqGGYa++CBh1q3yY5xnGtvEqBCYssJcI1ioa0+HEhi680teIVFyDWbUjGIuKm4hwVI/LWrdhR6AKbXtGcNt3H4PUnRbDBRQxdaG4OWv+/Uf530tOXYfnhlvh63Og+YZDNklHU+d9/HT81/evYQ3R2j++hv/94E/YwuPvWf8oDVv1z7/yV2vYpu56FB9dcNy/nYbtpZdewnnnnccgi6KxKKP0xRdfLEZbvlM988wzPClK9iAE2hYuXMjWZZR88HZFgJCSFpYvX8556KSFoyEGIrRoMIHSEo6ldfpXMWz0woRcSSxHgjwqyv2iDFAytX3PlyRD3ShYm0yXWETerKilWWDJjF0W1H63lb8owH3qfSGMnXIQUydPcP5n/+c7+Es7qofn0QqUPFQBx9oSNqulGlntgNu16LDYJqpcNFZ08I7X2WDtFxch885RZPMpCGTSK+enK123G0XI+WQMaZseWl/e/TsRhW+GGjV3HkTg5CZIGS3GLxJ3n1n/QpSsl+Ha7GVWrfxHQkdGS0vtAxNAJIbcwlmIlQhWSvv0pAhclyVmOSzb84yJ3YCpVh3HCZEmb/y0SozfKhgN21wvlEfc8C1RAY4EZHXe0y2ig9KWgXlYhn5SBqoEYMto9GhuHsFkhRk46ECoJctGo/w3LgmlmyKYmmVC2SN9CK0QlDW9pjwZQ9ZggakniKkFYrLR/N8W1EdGoYxPIn5CG1QOPUaOE8I7YilK1W3cMrV3xiH1DCOnymHwMjd08X7ESwcxerofafs4MrY3mg+LHShDN+GBYaQcnlesUCcaofJXoGSjgZnVgXMMPMBQ8wxN2SlQUTYtgP7TtSjZKlpT1OKijEcSgVNNziWdkYEF4qRxmnGTOM72f7Eapetk2PcEML7SzhOTBYbNOJljNjFaLsG9NwPVbjFRrLTWQRfKIaNXQf/oZiSvEtpF/UiEJyJ9C2xsXJw8Q0SiBRo1KPnxOijt85ntIQauYCQ9dcEcRMskuPekMXiuG+r84UWtvPFFalj26TkrtOCNp/bHkFhQz7YWtO25nfuAvB4u19eP9AXLoBsX3nLKcYKNtRx0wvOaHsdd9BHsufFeTJ4/gt5rn4Rj3j7M/dRpsETrEK7VIlYqbiCcG8Zg3hlGbHY5xi9oRsoM5OYI4G1QZ9HvdSJtz2Fota5oXGsalRA7teXQKR+OQ0pkULkhiNbviJucbYPjzIYTqOSP2QCEbJQDCtT/tAO+M8Xf27sy/P4rX06i530q2HvF5zu2RM1gic2NZZnbtZn8uuvoTGLwZB1P6JKswZgHX3SjF63LsNYu60oXE9NTNgXq6iiyXjNPH1O7nOxKeFt2GTA0U8UgklqsJS+Kv5k6M4Z4iRaxWQkgoC0yuxp9Bo5tOkTKyVtNgDVb3hon0QioVVmkonok58Uwv1roHWUoeKWnCVm/DpIhC4u+kB9twMu9TRzibrQksMZzAD84IHRv3zv5Htx68Aws7BzAbZ9/CFJCEWa4PzuUXHBB16lwzhL6svGkBZEtbpR0HVv/7wO3XIYrb76Y///wj5/CT2/8Lf4Cp6p3b/2nJfoX14knnshh7RdddBFmzpzJlh4UJn+0RdGWRxtvWahf/epXnDVK1h8kESOmjjATsXV0Q0ExmtSqve222/5xPmyUG/qd73yH/yWkSAkFJPAjk7r3Yv21DNuRRZOXsTIt9E+8yqHqxLx5zxpF1nrork8VVMP9ZDkzb561tZDzU4VHFk2XTs5Ro+YRES1ERd5Z1U/4mF2g1tIbavk8qPb3Hea/RkXO7YXfV9eK1k+q3oNwjQ62u9ZDNhgQOVO4OJM2TDsW5mSB5NlLYRiNFYPYVU4HlHiCjSvJh44q6TFA9/RWhC9ewgwGsVwkgufXMIkpuui8BGZ8qh8j7xe6NxJrV7yeQPdVKrhfV3P7j4ru/MlklAT3tBCR5o7ahlTuXTnO0QzXGmDrikLeK0B1NhIRerr+PC1RW3FIWzevDaMn2pmZNPdG4Z9lhgIFWWsIgbZR6MZ3IzzLz1+RBh8U7Zt7p2t9NmimymHbVwbdWAXKH5Ywcfw8yFk1ql4UvnBksUHu9TSpSkXmpaQvY9PgMhWi4m0xi0bbRY70dFGmFmjZRnF8GAcj6L7MjtLNOQ6FHzg9b1HyRBg9F5nZWJVayYVpSDJfdXSSIarMTCGBJuPQIY+0SKsD/lYVjGNk/yHYVHUswy28sqeGofimkF4kzl3KTpVjKQ4rV1QyxpZTQoA4Nmlxtx4MQool4V1ZymauVLatY5hYXcGTuZpIDjq/eA1FLWF8kY5bv6Rb9M7TFQX2xJK69kQQL9XzvrF0iKkr8imMtXiQ08kIV8hIl7+EA595GjlDGuqgHjM+Og9l/WcjUSoQiHn7MLyrq9no1dITYXd/MtMt7GNqN07NpLayOCb58awC02t7igzb6hO+BFVSi9aWMvzoro8gGIpj6Y9+jrLX08WWnZTOMUNH+5dYXb/oksO9g7z+yKuOJoqBypfz266ieDI1T37ToAC1REP5SWetX0L5+hT6z9CwsD6a7yKnXWk0/FmBd7YWkfpDObXE8gYXpeB8XctsG02jao4XNxCJTU6sOmcHnt09i3NE45Xi2LUcVOVb+jRFnIVzl2BWaYCHgJ3OSx6LtE8U2A6In4VXxFHhCWBkdxlOXbUdz3XN4MczYS1amkawwDGEl0abYdMLVnnIb4dalUO028YtfUWfw5JZ4nycShqwckMXbvnKY5BIrbDKCOWXZYBNhdcTOXxo6weQimihMYr9lUmqUHOPCsZ9o5xh+05Fi98nfvIhnH29YDvu/J978YdvPIB/VP3DGLafffWvZ9jufuTfgmG78MIL3/TxDRs28ADBdLBGLc6jLQqgPzJv9q0+89mzZ3Ms1ic+8QlObaIBzV//+tc8kFDQwBFWorSofxhg+1erwsmx2vg+qOa2Fc1c5UWzGaC8WVG8FA8GHGXltFlOHSDwNnnuCFIVh/QVUkoF55YGlD7XhJLfW6GbMEIq9RzG8FEsVTaf1Upga+yMath6hYt56UtC/J0z6xGpM0Mbyhxm2qsymxnQUMtwfIkW1c+FIaXFhV3Z3cktUUobIFd7uVogiiO9jgoeacTC8XPabJi4dBZcvzo0kEART6Qfqn6SVP8SgyWq8U+188JBwwDEChVaebTwxJtScL2mzbNAYnGcWKrAOCxzjNR4ew5lr0pFj7Sy76+DuqaKL+qh96+A8+UB8b6G8mzAvDZmcohppNK9tBu5Ch3Ci5OINI4jWNGDyJwgf2Wcbz7tI8d1MPeWQjtRAVN/OXK5cugmylG5VgNNJIPOq3TwbJQ5kofaV1TkdUU5isSA0BRexaviucnWYawdcO6WmWmaXJYHPykJmjBNkgLNv51AzxUlbE9BRSL0tFlB1pyDuUcFcz4fkvzXaLBCkRV4NpPeSby2PpBlBtW9LwNNKM0h3QXvNt14HHI8ibTLxIaxcliwI8F5wjzV2hGENDzBbUt+vF4F1740B8q7N0zyVCq14ahM4woDewpHJyPbwkQgR1/pqVWfZa+3oRMFAKh9Os2C+2CbndlMW0cYclS8vjI2ieDpM9l5n0xnyTKkYLkxscQCbUiBaSyNwTUapOyTCBz3e4RnioW89Pn5qPzzxVDHDWywS35ixAbSMUetSZoc5W1ZkIKsy0LTZeC80gLAtPYlIff14vmeX/H3p9R9CKq4BudevRIf+86VWL+xG5/79kMwPbkdkXMWimM1lUPSqmLGjAAbtSj5nFORHQYxiGStocAwdmifEKsVq8rCvkclgHn+8zL4hJUHHSu0X4iJo6LftXSpoJ8SLdbcTAG69etNDM6nTk5AkhWYTQn2OeOfmVKYWzaKLetbkLVkoQrnJ2Hrw8jttrKNTdadAiLqon4u4VGQdWWgMaeQSalg2ZofVDguzIROtsuCtDuNlgZxfTutdB/u7l6K4BA5MufgKRMHfSiux0m1nWgwePGytxlWbQIbe0V34qo96/HV7z4BKakIsParMiA/1UzJBUG/EUZLEpb7xMJHGkrD7qGjuqaSTu2muz+JVZcIr7wf3fBrPP4L4dn2j6r/ALZ3X11zzTVH/bvvNCDQ29vLqU3UVi0EBFARXCL/tMKg35FFWef79+8vDitQyDx1I4nho6KkBSK2aBbgL6m/yDiXThJCiBMTE29Anm8WDP9eqVwsDnma8z6BNQqCp7Zk9qRF0G4TIIaYq+kXFtJyURkePqS9IECjxOPILRQflLxhJ1wcC1WGGTcsQPQsGeOndWN8zUFum/raO/lr382Abb2LzXpLHqqEsVtYFBBYK4AmhKMofdkLxaiF65nNh4lzjVvBodnTHyOwRkVB6zXjAtCkThUTYAaHDZlJL3KTXshVFWyqS6Xzl6D0N9uZRaPpT4wLBoTYNUmSeXJrOlij16QBBZfNhlxzDVTBWHHqk9gFYjgozqevVQXJkgdK/XpUPkYX8SwnBGh0YtE2jqqZlfHOBSydKth3eOEI5rNBbTYkWsoQPKMGWc0hoEYgNjXUj/DcIKKtg/Bf5keseox1Z8nSt25n6ic80A+Xw73ejoy2AfrRcjj2WmHbMAykUogvqEP/WWrWiI0tJ4G5DMcuoW2jxTYwW5y4zu3iMVqoaSpv4Iy8RjAnwTgkFvmsSoJtv3icbEHIr47ABYE1W7cC148FQPed0YyJ9izkhIxwaxolW8U5Zn+6B+oLZ8I8mkG4SoJ7h/hc+880M1vHmjuNxMCXGCHe91Nh5OwmaDtHMXBVA2RGDgJY1vyuC+PnNcFxQM9tParSzTFMLDLyv7mBYZQ+GcPQpWIRdr02yuHoqpEQgvVulL6e9yLK5TB+vEuYBpep0fIb0eZS1GpkzTpmSdNGGRPLbAzEqMzDVli6o/DPNrOdhKMj7z+mkjgjlgA3MU1kjmwaLkH5K5+A98Sn0PPBlzG+ZgeCs3sx6+sXQ7e/CvrhDE8NJ20qYVvRJBCQvk/L+5duEkizN3hKfghnWxypaVrMUHsDVCktZp0izKz3bx/g9nKmfTbMPWKaOtRq5e0zj2Q459QQEdtB6RlyRuS1RuqEbyFfE8oAw9wpSL12jgyjn9f8WRgN77+lhIGXdbOeW6yhU8UfOdaaeF/Ra+unAOkVwawG5mQQD6qg6jPwcZIxGKHLkwUpkw7jVnFuOLepMbUsH9nlN8AcJXZOgpKRoU7khbUykLFnIUdUUCZMuOastfhNeqX4WUQHWZ2FfbYPc9yj6A8LWUEwY0QuJwOGLGbWj6B7Qrz4oqpBrB+tQ9BtwFDIBqPWiHNm7MaJv+/ABd8TSRbK6Sb2WNucpUDUHK7d8QEkk2rkEmpku/Sw7xTHCjH5R6M6M5j1uOWh/4cFJ89BKpnGbVf+EK8eQ/rBv2VL9N+EkvntMU5pvl2R6S4VRXCS5o1A2tEUgbvp+jRKgaKv6d+/2dDm341hI3rxiiuu4PzQI//07ZDne7klSuJ/AjXvVNNZMEmtOSTmz2eM0nRl8Xen2WFEZ4QE83b+KEJLDx9hN+2xouTRKngeLEdu9hmsi5o4MY3maw+PvSo+r83GVg3KpK9o2kt2IbLHBZgMrEmLza2EblLcNXgXWeDZHOTJVR5UaMunDeg0yOlVbE/Cz7Ewn+WZVSCPedm6gQTiBXPbrNsKlT8ifLuWzYVqKnpYMgPv5ytXwL4/jK7LLcV2EgnvTcNkNmvgxZBKt3YnMKuJ23K+Nj23GEtfniy+r4xVi4zOh8kTIwjMHEOiYhQZ6yCiDV7kdG9+/OlGjDD3lMHS6YGUboBxqBwVf85ClVIjU25H/xkmVK0Vdz26XX0YubwVpZvCiFUYYRzKi7UoMUslQ+2NoOfKUgZmbCXBOZ9R9J1tQsacg3OXzIaqVKQ1qnhJ4XimwdNV/H+qcI2KwUvMI8Hek0OwThYsDIE5ew6agIyqF+PMGo22CwaEWlykwyJ2h8AhhaAXGDZ/s/DBo3IcSCKbB7/aUJqHK3yztChfGyj6l9EwgbE3iHi1Fbpnt0HVIEBZtNUFU5cfwTkuTpSIeUgIn4+z0klw7k9g6ONplNxlKGruQrUqlK0LQ+WLIOu2cIA6b3sLTYlmGegk7DJHmhHI5s+erDgWuNgjLlHr4AlFqkCrgoYHY/DON/HxUGBjKUGB9sXIaT50fuKPSJb5gJyE6j+fgNKnz4AuJGPonBxMBzTMYPH+StDrSgjXKWj5v17kpsS5GTlrHgJNGey7Tfg0rSm7io1z7+7+ATxuC667/c8Y+tpTrHmMOwWQ5XZvPgPX8Np+Nrammlhmh39BBuaDaphHFYwdL4CnuVvFDCZNp9JnRuC+8uW8B93xRjbCldISL6bmwXyclE9hdpkmoiNVh6ZEExVpmN0xJLqtbKlhGFYxq8f7sdULjzECrSqLXRsbhfaN1uiMBFOPBrGmNCRNFupBcQyVLB5D+g+lWPmpTXhxqBnBUSuclUI6UfBK+9CMdfjlvuNg1Avwt7ysD8+smw9NUIZlkRfBXQKwZSsTUIJaaMtiaPR4UWkM4pevPAX5M4LxV663Q/miGz+K1eK33cIuaKZrHOt3NaPhT1meYjfsFze+R9MGtXus7LHWsrgRsXAcX73gf7H9xXe2aHhPM2w/+Ru0RH//CD668F+/JXokQ0bA6EiZFiULkBcbaczerii5iYYNKHf0WIpMeSnGyuPxMD6ieKzXXnut+HoUczVjxoy/GCcdM2CbP38+WlpacMstt6C8vPwNyJMzOd9jVTg51lRcD4wenefPmxW1UKWOPvrUkJ7XAPkVcZd5pJs/sUK5E0SrRbt/8LDJy0RlDJPnjmLyvGH4T5oshjxT6ccsKHmxBe7fGOHcXAO13vIGIElMYKRKywtEwZKDjXn7hNEnDwxEY0i15C0ZNu4vhihP94GjImsH40v7kVzeCv0+oQ3zra7lEO2CPcnwF8RgQeWt66BuakCizgn1C9ugLitBYlYV/4wYFFt3AqpQEt4ldjj3CkbBN9uE0lcmMNnugeeFQSh+sXDk2uo561J+eRsypgyC11QgkdiAyJwQIkuTCM/0ImN98+lMMjQ2DVbA3F0GU08pLA+FYFUth26HH5LVilSdC9oesaAkWss4F5KGDggAkU+beL86WHtiUEUp0D0L3xIxxefe4GXWKbWyjcPJkw4NRk4Uxz8lEoy2i/1OC23BQoXyGClvkTRWgeZD7ToyzA02ytxSJbYtuywM43MCsQWbyYCU2mv0ZMLeg4omZUnnZO4U6QxTeQxNbTgCC2QcSyAnq5U5poqKdG2Ue2ncN4ZMhRPRKnH3FysRukICDFVrY1D3i32SaipDtFLH0WoJhwamkQQCLeJvnNuDPOxA7TkCXgSkqVybvIg2O6AJpuGda+AgcCqaVB1daUL1fYMILK9kbWMB5I0vVjGQIU1bxVo/kqWCTRpbpkXJ9gwDRdLmmUZzhzR/AdH+zBiTGDvlDxi+VORTGfuq0PKDK2AYKeHtHl2R99k7oLBJdeCDK/jGwDiWRsoegW/xGLzLBuBdLdpoJx/3RZTZ3fj9459GJpvDxTM/j/FFZbBvm0T/JWKizLUnw/tR3zkJ36oK/jz5eEvleB/6W0iDSVo98X7ps6BJZtKwEbtGmbcEgKlCNTJPS8YqyPPs0LFL7UrSMpLmjdqpJVsFYCLtHLVI41UZ6MbV3Do3DOW9244bhy9sgkadRbzHCmuLuEmLb3UiWZpFWZ0PWnUGA8P5SdR+HZJ1lFelhsYtWqwlea/AoV4PtI4EjIYUpwzU2sRzTcTM8EcNSKfVSMfV0Jry7f4JA0wVEVTYgsjkZHzolXV4/9c38PGvfNwB5UsC2C3Ychl0eZub8RE763cbH4gD68TN4NFUaa0Htz3zZVS1VMA/EcSXzvwWOre99VDYvwxg+zEBtr9sorBQU38gwLby3wqwnXDCCbj22muL2rFCkeifNGXU6ny7Oumkk3hogAYsj6VIWzkdExVaqEd+/5cCtmNuiRJCpTyuN3MBfq9XZmTsMIatwJKRoS55tBEgocoNjxZBDj2WtYvFhi7HmYXNDNQKYI0sO/i5xn1QnHZk9h8Uj70s4plQVYngVSsYBNGwgH7DTlT/rBEa3VWYd9U6TJwywODNd+YEEmVhDFyxFQNXAOopLdyPl6HkkUq4nillk19+vbVbUYTMy8UAQaYQ85TJIDLTBdMrPmi2iAEGyWqBXFrCU5+Znj4GbVRyVTnw2CakTl7Eerhcnua13S2Am+wNQlk6p5h0QHoyWtCs+6Yw+rHlKNkSRtwj3hPpqSgYW1EZ2M4g1CBYHmpfke6OLDhyFh0CJ9oRbRhDwvIIfKsSSNr7EG/M95iOrCxgPGiBPtQA40A5nH8IwT5SB7jniEzNPDOYPvU4qJ/dgijlR84nxThQCdH2zRF4UBRu7ZIuq6Cjsv5hPVJnLIEhmkLGaYJzZ/CQN92qBYhUCusQy2Aa+nFxvMRKKRBeQeN9EfSfZWGmpADk+PdVNIShoOYZAQon/juJeL8V1j6J22qeu40Ybc9HF+2j6VExWVj3SAC9FwoRGbXbNGHxeonzg8hMiuPO84wC3ZYuZnf91wodoTYsF4GOIqswuKaKQ+RJa0dl71AQWJLiBZzAGgFx3l8mwaKpN+yD/5qFyOqEtQj/zGngTNyJxQbOO9XmGSfaL+OXt3NOKO3fAsBMunTM+vVfUQ3HwRzHTJHQnqruMTGEQBmk0ToLDCPifDKOahGsU7MO0LNsDJrvCs8v3XgM/nk23h51XI+SF6+D1r8TA1feh1jdEHZ983uY8ZXlMI2dz5YwfIj0JdH9EzegfQ7hGUOI1A8gUSFanIXSBAyIVVjRsEJczzqGJtB5QQXrAQmcG8fEsUKaPtJZjq6ohGVAgW4qb5gcTHCEnL+pDJHmNPS+/OfjAqLVWajDKh4mIQaU2pxU8QoF2uoIVH1m9uELzhA7jMArsawEhNNqYGSVYB0zJvJdy0E7qYaZu6pq1n7ycTfggrUkgmhEh9p5wxjaKG6S0qVZ0X6vA0a2VkCbJ/t532RklNRPYaLPyTcEI2SSSIkoTaOIpbXwbi2Fa+EESvViX6mlHCa2lHH81Mq5B7G+p54fnzlrEGZ1CnpVGm1f8OHKtaI1qVxphfJFARB/HqxEJKpHMCAuFKYBFWr/NMLXGrIKmn6z+lZVN7uGc0FdFU6M9U3gptO+geHOo9cP/6f+/Wr79u1sqXFkkdUGadPeqQjUffSjH2UfNhokODLKigYt36yOxuPtr6ljBmzLli1j/dq/ImA7slQeF1t3MFijZILEG4WC2d7+w3I+p90wc0mjeSNaYsLGBYtBnmsF8EeDBba7h3naUtl4aOKTxPXUYi2/ByjvPQfZn6YxZX6ebQ4mzxExWWNXD/CXlFLDvqsV5T81wLZBLHAUE6NEX+Z/sZC+n4Jc6kDOvxupE6zIBGh0jfIEFchlbmR9k1DaxPfc+mvLQI4kMXHcHrhnBpAN9Ymf0d9wa7CbHdHjTbVQJFr8Feh9WUjn5RjEheenWHAPOYdwjQLnzhjC9Xr+G2PHpHgNvQpDl2uRto8gVjvxlu1MTcAKY18ZjIPlcL+ggXmklm005HUHeACBK5GEUuoC+sPIdfYWZRuGg5OInLcMpoN+aCIWpE0qaHcLtjF6WgvsTx+A5HJB3TtV/HzJxkT71Gb4r1wBxyN7gLpDZrBZvYqZIzmZQajFUmRBUjY17B0yRlZZ2K5BNyWOBDL4JZBBFh1Nf4og1CQ0ifLzBujtNEUqkD61ITWz3UUhOzEtti4F3ZfamaGjsvblYH+mAxOXzITytB3WfKek59IMTIvbeLHnPMmwiGKiCtVr4dwbZ5ATrhb6OvFcCVjvAEJ1CibOqCuCMtfeOGKlOuiOn41QowLDuFS0fdAE4pCDMcTOoexSGdYB8fj4l9o5pH3s0+0o/+FG+D4oNJ3EphETlbJJ3PIl4GI7mM8SzebYf898wI+szYBEef6GoC/JYfSaqBqGZ63QDInzhwx5qT1KAJDYMmpRutfPhXtjNfZ98c+INh3Evu+8BnPHBIzDBoRbhzBw3Zuw5TkJhmEPHDtKYRiuh3vdDJj7klh4sWDSOl/uhibfAR/7yEJU3CtubPynNBeZMterI9xGpwo3WBArpZguBdijKU4zJ11ZGMZUSDoVZmNj5WSRIu60q59JY+AKDVRsjEzDN+JYCc5Ow9StYfaSDG7JWJr3e5AGFArDDOTfJ0GVn2TOSgqza7mIBv64sQiW5biMYFsGqRjdKCnI1YmNIl87XaceqkoKuleg9aqRNojX7z5YARgy0LZEcFxZD+7bLHSukjoHXQaQDBms2zQD7UuF1+NI1Mqv+eHXX8WH1r4uPvOP2qH8j5vb1wTWvrv9FJS7A/DvEIw+paBkB/K5nk478A6AbVZ7K77+2E2wOMzo3TOAL5z+TfhG3kKT+i9Y1P/6a8cC/x3HCiVJQjgcfsss9HeqyclJ9m2bPshAz/lODBkxe+8qwEbjqp/5zGc45JQMdI8Web4XSp4/E9h5aDrSf1I9HBv03EIseK4VJkQLDJs0u7WYY0CmoIXWYzHKKN+yLLQQCzVyuoimKvlxD+vOsmROW1stMkULlRcnyjs7gVgM5SXzUL55HtLXTyDQ7oX3OgJUuxFviMK/eC/8v/lb7o1DCQejF73d7x1dWyMohjZFnfTmvyNHVTDvscK82w7zbiuy9e2ovn0ScstCaPcLjUtsYS2Mu0eghEc5d5XamlTEAqotZqQr7JA7D0V/0edhCoUwdvlMmEazsOw/FNrreK4TsJjZnDje6IKhQ6CZULMFeudiNjgdvWYOSjeEizrElIoGCCTktKQZozantjhYQSHrtJgmXFIxbButEdR/I4PRk+wI15sQrhRHS81DYxg5s4ynK6ueD2LiOHfRvZ4AryZ0yMbEO1/8TbhaRvjDM1Hz4DiGzywtThe6N6n5byh7s+cyFVx7VNyGpqIs1qlZBti7UnBtDkGaEItddFkDdN4kt+3Iu6zyTqGJVNVWId1YBuuBMOwdLmb5LGvFtG98WROydRZUvZjB+GINLPvFc2UMbgSvXgHnwQzkWS1FM+OkjYxjU9xipgipwVOMRVuPtFVMmQ6f4YZrbxq+tvwU4wjZUYhg9LjbiOp7xsWxkQX0fgXe+UL7aO0R51/nVTY0f+8jiMx+Cd3XPY1I60FEpslO9KNOmLuroJ2oRfkPQ7Bst0Nf2soh9JEmG8xdQQTmmDFjiWAYt4/5UPayj6eox5aWYPwC4bdmGsuwLtC1bgyxmSWcy0plHE9ifKkeOZ3CEW80+UxlGFUhXp2BfZcaQydrYJiQULZOMLXdl1mh69QgbVE4/UCVN4x2vmKAf1kKZc+qEbokjPRUnomWxY2SvosSOTKYXCbDtF0A3JZzu7B9RwOc9X4kUmrkWvLGxDEN5KAGTnMMI2VaaDoFG3v+2RvwkGoeQi+UQpqZwgVnrMP9+0TUTk7JQknLSPn0CNXqcftJ9/Ljn137PlQdN4jxp6qhO8mLdZ0CSa5q6cKJaw/gg98Sw0fcBiVmTZKKk6DUco2nNSjZJrZRt6mzuNgVJs7fqpaeuRA3//m/oTfqsPf1A7j53G8jTLF4/071Hx+2v6iOP/54zhOlzFDSlVHRcUePHXfcce/499ROpQgq+vujHTqgNvbR1l/aRj9mDRv1aN/wJEeBPN9LQweqWXlTzaFxKE3VwO6DzLIdWdxmpMB2j7jbVrbuxdiNy4X1BIm4c0oRwFFSgRSNITsyzm3W6MUiUcD2ag8yeeaNilpzVHRXrt50SF/Gr1clmJ7cxOSh96OSEZnpx8T5IuM03hhjvyxJUgMpMmuV2E5AJmyezkFS64BkBjKPLUpQdDrIgfih388R+yFBkrX8e/x/nYF/ThOPSiDKj8lGMxCMMWNReA1iqnIaNdT9Xn5u+n3+e48b0TId9KT5ZnqOLCkkaKfSkHIaWHdSa6gcOUMdJEWG/pGNPBFLF/SCtUoRgI2OMfgl+xLjgxvFfiaGq9rJmjf6/YxJA22XANj+E+tYO0UMVu5ANzKr5jMbRkUTgFI0gUyJFfLW/ZDzbJ1i1CFab4XWn+LPgSLKCkWTr4HZNrYhIFDkykccTSwyM4Ai9sexL8yTk3wIrbGjcm0Yw6stsHdluWVMFZ7hZJ1WeE0U8n4T0laFo7uoSjbIMI5n4GvToPzVMIZPFto260njiD9WyoJ0+0EFpglxrg2dpEJWn0Pli8DweRnYtupgHhI/y2kljB6noGydjPFlCmqeFa8Rqlaz/xdNKRomAc+mvPap0sxgrPqFGNS9Y8hWezDWLl6fQCi1UlNWiWOPCsAs1pyGdkSDZHkadQ8QC5kfeAjQ8ZPDyPEGTprg53CKC1/J9gQSLi0Z8rOWr+JVwQCpyGy3xsbmu479MURq88zb/iAz09SqJhsQ+aVtxanliYtn8n5PlI3Ct3IDjINaWPdXQlGaUfZMBDmTnj8za684l6KVeuj8GYwcp0XDbwagjUXw4MjPoVKrcPpNv8JEMMJaQN1jm9gKR2xLEjmdmiPXnPtTRaBOKRVav8wet7QtomUprDqIbUs6c8y20mFPth/i3JY41YLitMgyJVGWnzTeQYycaI2GG3IcScW/L1LXxNAJTb2WAkqzAGbZUQMzsjBloBvUIukWz0X6NLLsUGuzUPqM0DSJmw67KY4yUxg7Byo5QjUT0cDoEvs+nVZBGTLC1BxAPKHF3Eohf1hoG0Aip8HTQzM5qaTGIo6VTz3/HJbdLPJ3lcssUP6PUuXF59v2849xCz8yKwXLLi0qf73rsIl13i6D4bDr2/Rac9UqfPaO/+LPZMPjW/GNy76HZPyN1+B/dQ1b1Q9u+es1bPc8jI8t/vfSsO3bt48dKyiaisAbFaUw0X6ltANqc75dmUwmtuM4lk7ikfq1t6t/mIaNpi/+VYunJOe1Ibt9X9G01rhnFLBYkDsigJj0F4lmD/S9U0g7hD5DreQEWGtq4FYntTSnF01CkakuLTa29Xn/sGlgjZ9jmn+aXFuN+NxynpAjF/50vdDT+E+rhfOOdUUvOPt4I+y/aETDN7yHxVzRtCaVyhvm6U2yH7EcmMLESg9KnhFAsmiL4XKxVQftA6pCmzezZjH0XZNQAvkIqvwULD/vtNcqbBf/f9X5rOHjaC1apOfVIWNSQU6S+ahaLDC0QO2OIFFmgO7xTZCWlUO1TRxbnbe1o/kHQlAsj/vZvqrgtk8aMnlLB4zbYoexkNoDQ6wHzGzdAy2BuzxgItF57KLlbBtA71czFYdqrfh8s3mdojykgmQ2FX3vaD+RRYu6tQlIpvl5+bU9NiRLTMxK2ffHoJ+gEG+xcJatTWBilZsjoKbmWJhZKgwX0CQuicgJJKRKREuU33NUQdPnA8hNdMJ/0Tx4Fx7SnQ2cqkbLnVOYWOFEtEFsY2J3CUdbWnuBUKMEz5NisdTNaYI6oWJAVvmoBtEyMblJRe09/Th54KVQ/qoaMbd4nDI+rX1Z1jCNrtQg4RIWDu49GQ6lV48HobhsGDjDgsqXBS3W8yHAvFbCQBv5lyjwbBcAJFYlM/DTuGLov9SAlp+LRdg/g/zDqPUpwIlnRwJZbT5Htk7HWjvaL/W/H0G6Urx+uM0JOZ2Dc28EiRIDbM+I9ltycRMiH1jBwn0aKtDPF8MuNLhAwEgTkVC20QklcyGcHfmxeYnC6vXwzVSj5oFRZlHF32Q5wsx5IIec24Zmq42BwfhECOkNk9DU6CGlFWZUY2axvxJuM0+0kvdbtEJTZApbfx1AqsSEQIMOCRowyL806TNT9hwsPTKSeQ9CRRYXc/LeC9dKzLARECsMFk3Nz0JOymywrR/SQLdAAKNItx0lW2ifCXsYa7eC8Ix8mHt1BPFRE5CSmd0rPFc2LUPJykjHZKhrYyizibv/GnMALx9oAeIqyDEZki6HVLcA5NmSFGDMITRsRWXjJLZ2CtbR2hbHifYOJDNzMNnjwmkn7MeKO7ux7Lt5sHaNDcotHgZrszdcUdz+3OwIDLvMqLq/H9kZQveGaUbfbwXWLvr02fjod4VY/Lm7XsZ3r/sZspn3HhHwtyiSARQmpf/i58C/X7W1tXFU5o9//GMGXmS1cfXVV7N+zenMZ+G+Ta1evfqYAdt0/VpfXx9uuukmfPCDH8SKFWJCev369fjd737HLN9fWscM2I5Mr/9XKqmtmYPV2XeMFrX+ICZProK1PwXdbhkT54gRYef+GDLrdkD93CR7B+nz4KDgrkK5nZn5JbB2BICCzYfPD7TP5wlF/j1d3g8iP7igjE284Q6U2qO6/kHI5WVQcjloDojbd+er+cnQtFASZ/Oh8KpUugigaHjAO0eAA/ddB5g1NA1GkenohmGmE5mafDbozHLod/ThwM1NaLkpXozCKpRucycy0xITyIRXslmRGR4BhsYOea3t6mUmjd4LgTUCSeQnRWXfHYQqqeOoIuO+KKJz8+/XH4FhXzck8nbrGma2kKr5Ox0MHqkUuxm5hgVImcShatzaB1SWA/2DzDK+wQ5AkpHzTRUZSI7qygvEUy4jdL3egn8pe+zJbicUixFSOAapSTBslle7OKiczIOJsRtbWTD3VODY5sPI8W5ow1a2u5iaIUY8Gn7UAd9iG6z7NdyG1A3lJ17VDj4O4pUWZI0EWsU+oXYggbu+KytR8YqTxf7UauTPRCfD2i1j/yctUJviMBnEtqjKcswORYJaSOY0wivEIlh7zwB6rq1B8+2dGLimhdmdso3ic0w5tAg1qDC2Qou6P3uRzgPGQLMegeZDbLl7p9hHYwSGvEDndeVsUUKMTv9pAmRVPkCLZoYfN47KMI4KEO3ZrOPWqfKsDe6+NCI1opUXbJbg2iNxukKwSYuMQUQoUdG2J10KGv8cRqrGCe/cfL6sV+Hhj6RTj6lWNfRjQhQWrtFA788x4CzZnoVlm2B/hi6qRuXLKU5GIPsSar2SHxtV3COh8s+9mJhfj8CSUlh6xT7xzzTBtWUKUiiKVJ0HlV8RupN92/oRrdLDNJpimxFN1A7r1pFiIkhojhulzw7De0IFawypfAsdrNFjwBohbWD+uLOoYR6mlAXSoIkhhEI0FgG2hCcHbUDmgHUyUebja5JMbbOQErJgL9cKEKszA2NrUmj4A2XPajG5WIESEdePxuoJ9MY1MOw28NSvpBFHd6k7hCabF1tGqiFttiJ7sjgeX9ol0gtIX0eRVypXEuYagT5thgQiSR1cxiim4kYYrOLx/VNlSGQ1UBQJxy/ej+TtKpzyu32HQty/JNqgH+hfBWWrOB9c/QqkXSaEq/I3hfkbw3eqD936frzv8+fz/+//3mP45efu/teKmvpP/cOqoqKCs0D/kqKEgk9/+tPYvXv3m0q/zj333LfVr33ta1/D9773PVx++eWH/Q091y9/+cs3TK/+XY1zC5QjufamjmgVvtmGvFcq5TZAd/wCTDWIxYNsMTyk1FarAasFiTww777IgMa8ZywxNDTxVChKDKDpSuLcaHkrtPJSrRU8mRk4ezaM9SWI0eJFF85JH7dsQL5ORKdO07nRxB+1Qxx7gsiayyG9KiZP2cx3bjOUYBxSbTmkXUILIhGQCQY5Sor0SbTAUTF4IYbJboe6ogzBWhUs+/MtFZ0VqbYalGySGKxN94fjf4+It2JAmQeV7POW93orlKrECUWnLwa/UwWuXAHnc90A3SVrNcyoUSlOBzJLZzAzp6ZJ1TzwDa5uhuk+AdikqRDUnf2Q83YjZJyb7ezm/ZqjgZCCPUq/D7EZJdA+vZnZwcJ0bi6RhWZ3L3JL57BwW7EaMXBLPuO0SxEWJfPamL3UTIkFncAitbt5oGFwHJZBof8xPLQRUmM9L7gk/h45O42Z/y0++0xLFervB3yzAMvz+4vA25BMI7CsnHVvNFVZzHeVjJiaqWWmJlauY7+2WLk4HQkkkXhcSssoeVQHf95WI6MCSvfkMLIKrDUap2xWEv0vqeGW2+glLWw4TOwrDQBQEbBo/lE/Aiur4VtG3mri5S0DKc6atPYp3MqbahMXJBqYYHuKLsC7PAvPKxQVJsBctEwLw8Nb4apvF9O+9YJZpnxROk5jFQrK1gYQmJ9nsoJi6MLarUX5a2n0nytDl9eYOw7kOEvXN1cE02cFxkPJD9fD9+F21rFZhnIINecnsCUJ6mgWqQYVrAM5ROYL0E8tfJo8deyXULJ2FIH6cth6xEaaxoDwshrogmS+m0S4XryI+7GDyNWWYfjiGpRujmO5WQjidw6Mw/7kfmZbVWW0TyWecKWq+dEuhC+YA8Ws55awe48Aq6PLdTCOASmr8H0LNB26EfMvSKPkdQkTKzOw7aHJYvF4YnYCSlaCoUOHZG0GiKmKYfVQUdIF+azlYOsSQI5ufJwbtPCKFDgYhyXkJsS+H+qvhjYHRGuzoi3aJx73jpZCWSAhSybQx09icExcvNSWFDz2CMY0dtRXTwC3lWD4evGeQ0EjyjxBlBnC6Bwow8XzBGNep5vEj/ediFOr9+P4mw/ikme2HQJrXxYsetOLH4R1nQHJlYI1G6/WYMaPArDcI4Y23qlklYxP/eJ6nHHtav7+1zf9Hn/630eO6m//5es/xrl/ccVisTfFKe+ktacJ0QLwOrKORvpFbNrPf/7zNzy+ePFiXHfddfhL65gBW09PDy644AJGngXtGlWhd/te1LAViqwZ9H/aDvur4nsCA5mXt4nkgO5eVP1gqAiAisa4Com35ENu+7UuqL1TbJORWD0H6bzjPKUM0J4x3yuATOGyLlGIvEUL1aZ9YhqVfNJoP/b0wb1pClmrgc05SzYFkVklxMHq8TCQykAxaJCx0aKfbxd29SB+wTJYdk/y9Kpxw+GfhWS3Majx7E4WBb+6SRcHdFt/v571QPR606swCDF9qpUfz2vMCjXxyXaU/HAdsvu6kD1xAduLkN6IihiLbHUpkh49DIMhqPM6SGLptF1GZhwjy+th3iHYDGp7qebMgNI9UEyUoJYt75dgiDNRMZUfBFgvjDMzqRQMViPvY95Wr2A2tb4gsqEI5P190Mxq4JZm3YPiZ7G6fCvIqoN2OMD7jF9/7kzWu4UuXMifV8bQdGhfdPfC3lEG28YhmO4bAvL7hSwsKGmg7HvrMHXVCkTywwWufRlecNNGib26TPnpQs/WEKy91IqU2O/L/koUB74tQIjtOR0m1qRg7NBh9JQ0ZjWK9zXwSD1Gj6e/pUEBLbfgqAgs0RQqBcBb90yh95Z2GPOuB9QSHT+jljMonftyIoycgMZKLWqeiqLzGh3bRZRsEXsu0KiCvSeLhEPmXMvR5TIMXgEC3DtjUI5fgFA92W/IzCRSkQaOPjNtSELvJR649+RtKlKANghEq4CkXQMLrd15Um98uQB05iEJtv4sg0b+3OizJZkjZabTdG0m7+m2Z4rZrKonvRw8T8kOfPwGhP+c89frMPjZdnh2pIpZoqRrs77eC/8Hmlh7Vv6aaAvGF9Wz/pAGNSiua3ar2O/bB8cwde5M2LrimFyiQBtWs78gv6/aagaRlHVKViTaEXH8pWxa2LsUuPbEML7UDFs+/D3uVkHjI1YwC886YVMSq8sbQ/foobRFkKYUCGpN2sRioj1ggHsPMHhWmv0EA2cKcF/yJz3Gl8nIWHMofV2Gb7YEuVHcEJzbtAf3b1sESZtFbZkPo32ifb/whA5E0loEskA4rmeAKF7DiLFGNcz7tJjcW4XY2TmYXs9fjVZGMLWhFFvmGLCmbT8CaXEt+M1wO4z+JD7yf69g9msjQob6GSfwaQECV+05H+YtBoSPj8H6mgDFZXftRvZNpvTerLR6Lb54z41Yef5SZLM5fP/6X+Dp37x4VH/7L190IhROjr+4/v2aopOTkzzh+dRTT73pz98JpxyZ4HSsRYa5BNi++93vHvb4L37xC/7ZPwyw3Xjjjaivr8fzzz+PhoYGbNq0CT6fjydHb7/9dryXy3rvJuopsHaFisAaV1hcHKcPHrA/Wz62qgDYaJJTfrmfW26k3zIe9CGXn/rMHjcfmpEAorNKoH9y66G/oUWVzHPzz11IB2CGqH8EarUankwF5IkAFIdg64Jz3TDdJ4Af3ZsXrC1yLissuyaQsxqgqq4qDjxMN8Q19gUYaBXC33Oj41A/v0Vo11Jpdh+n0ubzOpVgGBOfaEf5y2KF5H0TiRbBWuxCYeFQ8dS4aPUqOWh39kBqaoC6Swjs/Ys9sK3bB4NOh8SyZhgCYn9S6zmzfR8PUxif241smwCrNHRQOJ2I/ZIDYSj5z0Ca24JQowm2lFj8xj8sROHWgQwMz+4q5qYWgB4BANlF4dQy5J0HoaaoLdKmEXjumIJCLd7+SWSq3JBcwolWSWV4AMG+dRKJNYvh2Jq3Zsl/lpahNLJlDqRnlCFuymc3BjKwBsUwiXE8DW1EPB4rEbFWFQ8PYPz0Gnb+5+eyaLlVqEprsP9GN6ydpdDlgyEmTk7BskPHYMt8XACTd4jBitg8hZnQSIVUTDWgosBv/Zjq/7P3FVCSpFXWNyTdKzMry62rqrva3UYYd4OZARbXZXHYRX5s2UV22WWBxWFhcYeZYdy9p929q7vLvSqz0j0i/vPeF5ld3cwwgiwD/c6p09VZKRFfRmbcuO/de5HokJFsCfH3e+YikwUdckHNSHySTTecSlMoNJUwtcaFeT/PI1NPIhBzIL4MZmDrN6WQmO9G8JDGqQy8LorEbc3ITo1n5Kwp8aXmGsliepWHVbjhnx7AiX8V/n804+caN1hAMb3UgrrtuWpkVnbQgamVApBRLFaFFZOLZRBOoO2xzxSgHh6sXmzQ6xXrPLyeFYNaYtjafz3D1i31/7WZ329rTCzOxDk+SBva0fw/h5G8dAGmV5rD4RIQ/J/N8F64CrVrmuBx25HPFjB930nU9A5C72lD+21FJDpsqHjM83u/phFDN9Xz2ufMC4j2O/MYuMYOS9YOz7CGqVXiK5UMkam1PHqBDLUpg9CvnCivFJ9BbdYNvaCg2KpB8RdgjAtgRFYeY+fL8O9VkFqfQ+hWcTu9b2jNwKbqmLzYBimlojQrtoysNyyzCqxxCwa0MNAq1nEwGcDEQBAWKyAf8mDeueLYHbAFEXjciWQHiVyE0CVfKz7zpawFSncO9Z4Mnhpux9pGMWcbmMrgoc9/A9KxIgyKuvpaBLhGHEjzHn4jlFE7yl0a1EEn6p4Qn/nnCtacXic+ffuHsfQlC1HMF/HZv/tvbL59x3N67N9EnVWJvqB63/veh9nZWU5mIhPc2267jVMGPvOZz/wOiPpT1Je+9CXceOONuP/++9n7jYq2haxCbrnllj8fYCOqj1QWFL1Aqgj6IZksDdK95z3vYcO6F2sxiBk6Zd9BRTNMdNuZiqZK1BSJD7So+JLSmyPCV2jjcmBoGigUqiDPMpPB+JUNbBkQe9VaBB8RJ6LB17Wh+ct7RU5oIoVil2jPgIb2qZ3qdEAZmODnto0KhqDkrhHZpjMZSMXyqaD2IWEzYigKjJk5IolF87jVOtdyhMAZb7O5fdRGJKCjpsT/CZBgaIRFBnWb4tV2ZSVei4b/adC/EgBuqGZGJqnqHtiJmVf0wGI63gfv6UVh/UJ2bPc/OQi9TlyZ5xpdcB53Q2uoAepqoJuRRvSMtN7o6RCRWX4/jJw42UnHh+ArNUI7IIbRK/5hru0DyF60BPaJDNSJGM+x8XbuPMDgUTOZQWZNCyYcJENhEls0BHnIfurC+mq70D44DklVYe/XMXGpuD3scSC63IPaewdQ6K5n1rQy2VC8Yg2sEymoPgtmllpZqUtVty2DQsiG5OpGnn+qJk7M7+T3rfzGDbDGycqC5prEY1xHrNzK9A5qSDwShmJqVyJbdWQjMgK9GjS7hGy9XI1BCpClhgY2aPUMAfa94mSfqZfYT80al3h4ueaw2PfcpAXxhQaSnVa4hmhmSjxX4+NpTK90Y3aRm73OYgsVND0k2uezC51wTpO/WB6eHTOYvFrMs8Z6yI9OHE9j/7AcNQfNwXcWSIjYMWoXRhc7oORNE16PBM8gMLNaZ1VsfJ5geXyyxDFf06tccA2kELtGzFxlIhKaHqJZQDfs04DnpAAEciyN8asbUX/XMKKv28DgsGQKBRrum8TY5RFk/m4hq1qbfyI+J/mlLcxkq+NJrFoo/Nf2j0xi9BwvilcsQcOmPFKtNm770ueMj3u3AsdMEakWO4PfCrs4er6DwVmqUWVGj5hOvr+TWFcDumoAR9xsfKv3nRKc2I44UFyUgzFph+4S70l0rcE+bOk2A65dDk67oEpvzAG6DOOICwiI+3oPi89KZk0O5bKEsheQEiou3iCG+mUYmJzxolSWQD3T4c3iAk1rIgYS0NwkHTegukv4+Etu4799avfV0GI2DGdCcAWzeFfdw7ANlhD4cA7SVBFGnQLjx43AYsG4fmrGHDuw62wQ3PRIsfq5fC4ViPjx7/d+DPOWtyGTyOKfr/8P7H9CzMadrbP1h9QjjzyC22+/HWvWrGGMQrP3l156KSt6CatcffXVf9IFvuqqqzhk4Jvf/CaHwVMn8vrrr+dW65+VYSMqkXK2qEKhEMbGxjhvixbk2DEx9/RiLcNlZ7BQASUc6bTrYHVIvVLE4lRzQZ1OKF4zUNsUEGBgErCoKHTUwjItgBMxUr42P2dxuseKSK4zZ2PumIG2vBu6GdNitYi3pP+fN6L9l1PQTg4yaxW7uhOB74v2n7ssIqCS8/1w/eb04GOaPaM5NKmxDvKwmUowPFndB54V87irrU0Cl1JRg7HzgFB1jglBg55IQidWcDLFLBh5xfHj53fCGJtkQEmYxPNzwT5JJstHIIbUqzSEXnvQTAiIRqE8GgUfNZ0ChPFj6tcCHc2QT4wwgwLTUJNOU7LXg7J5v+kbFyJwTLSHLL2jMMo6t2+LyzoQvtcEkE21nImZv2wlnFNxjgfj7W1tRmx9BPq5Efh/sAWGKiHZLNo2/n0O6E0Rbl/Pro2g9m6xJqn1rchu7GJGyTGRQ90DYh1pVtE6bz3gcSEftMBHwgRT5WufykI70ovMxo2o25qF5aQA/uRpRq3S4IP9SG5sQ/IG0bLyDWhw2a0MXIoBDfZ9lHkpnzLI3TWFwZfXMcCKd5qKz5zOprIzSxSed6JBdyoatCcfs3zYQOPjZSRbidUTzxVfoMM5KkxuiXmb7RbPRa77gUPC2JasJYom8xbvdnFYeuCoAf+mIbh/OQZsEIwZiW/o9Sk2bOplrbCYoEXNEuOncVtZMoLVDo6aFaiV1nXodR3C9sIcvKfjo+6pJHz9duiqjponhVimvLyTgSGZx06tD8A7KICgc8JAvsGNsl2G/2QJqXmm1UlZR4CYH4+TW8+z3ZZqnNXkBRG+rzVehLz7GIwuATBTzRZML4twFmvb69bybSd+uxfegTKsiTJSLTZmGsmeZHyjACfENFKurXh/NHj2iGPCkBsZRNOFQ3Q5tauN6lxf1/ejGL46xPNl4xfR+ovtUrIyCs0FKP0OlLw6G9Ly5zRq4/cl26ohvbIMY594PcsxBytKydPPaytBvTvAIJy/L2xl2JtziMdcsIRKeGJAsNTodcOop165AXswh5winkuJWeBdM41ExsEeaXqvB5+1XCnek6ICOS/D2acgvdiBj37/Rvz0S99BbSIFo80C41eNQLMF/xUTr/HL4yv5ORAuwPeogz/7z7XqOyIcNdUwrw6xiTg+euVncXLfqVngs2XW2fD3F1SZTAa1tcJVgVSh1CKlSE0a+t+92+yc/YmrqakJn/3sZ/+oz/m8ARv5l5BcltqhlHpA3i5Wq5WVD3Tbi7kqpqKVmstSUWtO6jPbm6kUAwbJZjudtTJBG9f6ZWxlocxh5ZzHZ5BdEIZUplQAcSIq1HthPzCEMsVIbd2HY+8VQK7ro7tRnpPrGfj+FmEzQVUqw/rkQaiFvDDdPUMYQOKFKuvGJprZUxmm8ST0yalT4oLNe/k7gRhDYyYGvV2wSXKNF2qygHLIDVWZM6/W0wYcE+wGPYdhFYeQtv/UcLGRzfGcjzxhslymZQqxeFWgSCebu7dz65OUnNZoHpJHqHCV6dlqS5Nax+EdszCOiy/zwsaFsGw6BLmxDrZDQyibgFhJZ6BrGicUVNS6VNOXNSNy/xALR/QVC6FMppGtNS0krl4G79FZZOvt8Px8K2C2uchMlXzYqDWrzGtHcoVoRXvLZfgOxzF5XhiaA/BSskKHWK9EmwM+LEJ4ewwDN9TAslZ8Fuq/sgPBsUb2j5vt6kDguDhCiCErhRwI7c+j6LEjGwbCuyu5mQZGrqtDzREN7hNxFD2CkZxcrTLoodaZZEho+6a4QOp793yE9muY8igYvlGDe7+4n9joElq+k0V6npeFEqlW8/1imxGD223BwyXYouJYGzvPg1xzCZFtgOF1Y/S1GxkQUtGcFrU0Selcmw+h5BWsmDVF3hQGSvU+2B47gMIFYjpeTRSg7z+Kmdev41k+Jadj4Frx+gu+MoHRa+oR2Z7B9EoXEh1Lq61t34k8qzXJey01T7Qx82beq3tMR6LDgvDXzdmycAilDi8KPQHYYzpbdjjNVnziZRFIhgU19+4AVi5CdKl4LhIN1H9hK9SWRqz8N/H+HRpPY/RCBaE9CgKHUphd6MHURSW03CqAL3nmWbIGao4VMbbRhlzo1FWyLgPTFxUhx6w8T0eVbtMw+CkrXHcZyDZJkHxFuHeY86EXzUJ6MMBzhZR+YD1hr7JyBFQpgcB5yI78atMEV5M5yUA+4WaXmcyFWTi3iYuODReexKP9XbAO26B16MzYUZ1z8SFs2tGD5p4JjO2uR/MKcQERe6QeM7UedDZOIVWwY8rpgtwnhB3eBXEEG6fRH6jFyn2juOX7X4eU0GH0WGH8ohGoVbG3mMcPfnYZ37/uohEM5oLwPeVA+KmZ6hjDs9W8ZW34t3s/hpo6P8ZOTnDU1HifMEg+W2fU2ZboC6r58+czgUSh65R/TrNj9DvNlVEG+p+iCBcRPno6r9qnq0OHDvF20tjTn8w4l3qyhF5f9rKXsQDhmmuuwdGjRxEMBvGLX/wCF198MV604e91fw9VtQvLimcpYtkMUnYe7jstMJ1B1WyCM/JoDq0CNKidSqBFaazn9lglnJuuSsnDzHpYhMBTrigVzeuQF5ji8SB16UL20ZKfNA1cSehAtX4Z1P7x3/VyM4UCk+8VSsHa3TlWmFay+8jiQyqYsIYEC3ab8I0z57+qz9PYwGsxdwaOW3kBF9RomuftzhQj5K9byy0p8j/TLjbbSQ6asSkiutiJ0Lc2/846Vl6T1K18W0GHfTghZqYCTqgHByB5zXaS1YpCawBFjyq80kzjXJ4zpKzWOUD1tDWhlnOpDN3tQKFOnKCSrRZmRqj1R6VZxcmWM1G3DWPmklbRRtxhKlbLGhLLw/AeE4CO7m9Nmqcpw4Dj4CiyK5rh3N4HvaG2KmiYXubgQXp/L82sifdu9HwbOn4yifHLIgxSMrUqgvsEEM42OxlcUXuTjFQr6sLmh4sYvcAK1ygBFw3DV4jbyRaC/L5IfEDKRFe/BZKZHekZFVFi/sNJJBZ44TPBdmK+B+6hHHSbguklNrhNVooAHKkzaa6NzHdJTGCfEBcd8R43s8OpJivHc9FjqaZW2JFpNtD8YBm2mTxmF7urGbIEdLJ1EqtRfUeTVWaMWulkPkzHRaLLiZq9AhXmmj0o2yQ2Rab2eqJDgMKawzkkOu1IdkioOWxUPz/2O7Yj+Roh8vAMCwFC4JiZ17rSzqIHagFSlqmnV4wU9L3cz1YgjkYP7v3fd/BtNy/5CKJ1Pig5jXNilWwZSjwDLSj2ZXKNm9lIMv4lAGtNi/WanS9zhqzvuIRUuxCA8LEcprDbMiTFgOOwndXAykUmkOzzw7AasIezsFrKKO4WFxDEmnr6JCQ7yU5Fhmp+FItEzDfkEQknEUs5USqoCNWI93F62gd10gKpLMG+KI62gHiN6axbhL6frMV5y45h17hgwLNjbliSChyLZpE96kfZo+OqtYLdf+DEAlj3u7AK+/GjL/0QUtaAsdoO48cNgF+81x23/j1kM5lB7XOw4KT+0dhzboUuPX8hPnX7h+HyOXFy7wA+cuVnMTt5ytvxxVJ/tvD3z39ajIf8ARX71W34h3Ub/6aMc3/605+iVCqxDxqNaV1++eU8a0/k0g9+8AO84hWv+KO/JiUqUAIUjYs9l6LjZu/evc+L6HreDBvteKXohcjeIxaLIRAIPGeX37/YcthgRJ9+WJaGmaltWCkGGeTZtnIRJIv4Mis7KQ4mD52yMukcfvQkMlcJZSedYGi4n8pzbBZSXnyzG4vnQ+2fhlEuM2PFIfBzitg8OnkR+JPCggEi0EWJCGSyS7CLQB2VvrAdSizDQKpw7Vo0/sYEi7V+ZrkKi1qg0Izd4BjKS0RbQ+1LV/3PaJ8okYF/P9ILbXKaW6ipje1saSFeXINc0vg1ZKu1CtRoNozsM9y7R5nJI9Co7DEVpck0izRC+nKxreYVCDGD2tJOwGwHu3abDObkFMqmioeOKP4tYQZR0/M+vAuVrzCtRuy75HNCKuvc4pUzxSoos9y/Q1it8J11aB4ru//zY3RS80lwRMWwfT4gbq87kkZhQT2H0nPSgXnBlGsPcMvMONYP90wAyQ2tsA8JdpOYRq0hhFiXCujtiC4S0200W+ac0Tn83bmrH3pG9DFbsl2IrwpzO886nQUMN2Kmb55aADwTWeiLVMz71gCyy8XJlo4fd8dGHpgnIUh4m6nQ1mjuLs+gMdlph2vUYAaPamKDwTNq+Rofn1gpjom3VwamVjvRcP8Mmo6ModwmZrk8AzqUvjH4JAmTN3TxG5BuFGsc3hpHrsWN0LYZjFwZrmZuWglYjFIcl4qi3wXvgFAtK9kS5KIdvj4NkmZwnFfFm8+a1JFss8DXB9TsjiG6SrCInpEicjVWxN68kcFi4Lh4LgqcD+8pQLPakGiXEDI/iqSK9h9JIdXkRdFNijqy3TGZv1nhfVa3rYhEuxX6QnFidY1R1JWBBStFe7o3NoMd7wrCc0xBMSDyViNbEhi9pq7adi55xdwdCQnI3md2sZntmScLFEkYxVoNaE7xnihpGbYhG1uk0E+mvQxpxrzo8JXZ/T/tIqWqjFK76bNnKyOlOyAFCyhardDNuVDPABBvBAq31yJ4wyTGxwKYGheDjUpS5fcytHIKU1EPxixiH2d7gwza5YY8njjUDW9IsHUEFGlNkhMeUJgJGfU+cru4sHKsimNh7CR+9L8/hFQ0YJzvhPH9esAp441D52HfdAOaHzAQfYPY3ky9ita7n/vc2sbr1+BjP38fq0L3P34Yn7j+P5BNnu77eLbO1h+jXv3qV1d/p4gpMrIlYqmlpYVHuf4URdzXJz7xCTidpkfRs9SZViN/EsBGGVtf/vKX4TFBQqVHTKwb5Yx+73t/1EDLP2uV+2lq/5RBHs9rTUfZb0yZjgO1Ajkb4QA75xMDwDNbpteaQbFJFM9kRubQ44gFmlvxDU1w/3JrlZnS3HbIxwd5jgp9w1WFarE5AM2mwL61l4ENRyiZQcm0XcrWY5BMxkwi+3t6/W372fCVimJ1UFGPkhKzrRV5rwobmfBmcxg/RwCa5gFZKOA2LON2l2aCUrbRqPFz5iL7j60Vba7y9gMwaLatIrowwRAraumYcNhFhJbFAikgTipSWwOUqTimepyoMTqALYIpTL9iPa8FKSs5oqti4dHUCCOb5fWrsHxkFUKl7Os7LVlBGTUVnGbWa4Vxs9rFoZ27fp2IuuqaB8Nhg6V/CmpUnDijPSEEj5RhSZRQqLGiYZOYoSvMiyA+T8wueYZ1GDZxTNB7Tf5mDZMdKNQ4GIRMnSc+/ASiyOeuadjKAJeCzanch6ZRjvigJLLQ2usRn39q8JzAOTGSWrMbrl1DcGYFk0VxaGTWG9le4PVMNYh9cbxsHUL70oi+eSNqd2SQbjPVhRNFnHiNwqa9tTtp0J1OpuI13AMymu+YRLazhs17U00CBES2paArbpx8TQiNT/hYzVoJhZ+9qovtP2p3pXlebfwccXyVahxs6kusZ82REjLmdlHyQ+MDUUycH+T4sdlucX+5bGMvQLmsIxeywrdvGrEecdy5xhVu/xFog+GBWjDd/udThJmBnAeo35SGYRFo2ZBsHCnmHifWT2bGmd/viTjGrm5A+EAZMwtVRHYXoNnFe0dCAxIOFPwqt4AzHvFcjmlhbLy8zhQcnByHq5/Ur1komSKyLR6Mn+9DeHeOzXip7DEF3t4Et5Z1i4Lgw+KCYmKtyJQlk96yrwz7qDhWDBXI9hRgdZTQWBNHIu9A2CUos6PHG5Fu1WFkLLDvtaPULdhuyW5As+k4b14fDn1/UXVOLXtJGsa0E6l2A/FpH1Z1D6L3FjE+QMymJSVh6lgIakMWFtlUz5ZorjQLi6ojn7EgFRXrTiIDZS09nwvzVwyifyaIvMngvOTwCXz+h7cIsHa5C8a36wCbWLMdY6IFPHyFBNdWAfoX3jYJ5PKnjSA8U13+xgvx/v/5ByiKjKd+ux3/9qovsyr0bP3pkw7+1sug7ofDgZUrhWfnH1rU8rzgggvw+c9/HqtWiYsdKorCej5z/JSAQNv1fOp5t0SJ9hsfH68O9FVqZmYGdXV1KJtRQS/mLNEKOJEzBW5pkh+XNaHBMVqZmNZg9A1D6mxFqcbJGZYwQZqRL0AOB08PcX+WImZN89ihDk7xc1NRm5O8yMg4lsAPtfwME5ET68Z2FX0jQENt1eSWZsHs245DCgagj4yf1qql9uncTMy5uaQyJReYIfVza24YPbcUabtqXFAO9aO0fB4ss7lqsgLfZ34nivVeqFsO82tTu5OKBBDUqiQWjgxuc90C+FaGlDm7VVFORWqpFiiNddw69j5x4rRtq/ixVZIQKmBZa6lFossFNavDeyjKAIWK3PJrDpfg3DMIra2OWTjKJuXHXLxKsFsjExh5Uw+afyzaqdnVbbCPpRnokm0JeWpVvNOKATvsw3FMbwyzLQetN1dDBJicFu8/GQI3CyAXXeqC/0SB555o9qx2q7BH0e3U7rTD/sQh5C9cDMfjh6utYZqXTHd64d03hVxHTdVqhVrFNAjv2tqH+MWd8B0SraSJ82pgS1BCAPmdSTy/RgpTqpllCnuykbGra8JAzszyJPWqblXYkd91dKbKlJJZs2ucvONkZrhYERkXbDC939Nra9hbjPJZK6KCVKtdWInUS5yX6h402RxFwtRqD8+e0fNYMsTGia8b31Gxr/GFbm4zVr6EyCMw2mND7a4MplZRDJi43U7LZpCdR5FFA9Rm5bUqif0iK5Vki5XtQMJPCPA+eUk9s4/RlRrmv38fyhsWVhXbut2KD3/uRlx80SJ84bbH8aNHd7OSlR+/eQaJJRR8LzETR5VsldmUuGwXs2aZRYL5k2ctnPlJuZnZRg2WhBk07TD4tbWaMuwDFhFZZTYg6H41+xX2s6P7lEzlp5yTodeUIMdFS9t3UjwgtrIM1VeAxaIhN+aGvy2ObE6wiJ4H3Ji9IMdzbi9fugu/PW7OAt7nQvqqNPTDHvZvq+TUqgmlmmkKf5FFA66dDlx+bA/+48GfQCkZMFbZYfy8AfCIfbkvZ8W7b30Tx17R+9zwuKnMvmO38KJ8lnrFh67HWz73Gv793u89wj5ruvaH+Vz9rbREW/7jD2+JRn/zp22J3n333WwwSzNclMFJwOXWW2+t/p2Ma9/5zneycpMAyqte9Sq2AKP25DNVoVDABz7wAQ5fz+VyPGr1jW98gwf5n2v97//+L9trkFqTqquri+0+/hDjWipqqQ4ODuKBBx7AU089hT9nqc/nACJsRz+pVAp2u/005eg999zzOyDuxViUnVm1z6h1w5qpZ/NUYm4q7Tdj5xGhqMzkodW7oa4U/l3a7kNiEH9ksgqKCl0CUJCRbMV7TJ7NnCZWoHkytZRhZWm5xVxDmksjLO10wBifRHlFF2aWig9u+BtboTlVGLFZyM31DBS57t8BnbIxW+ohR0KQPIKaJTZQHZriTMzcwnrYx1LQjooTNH3h6iYgIvBjpM0EhFQKxdYQisvq4d7SVxUdUGu2vLSDTz4EsOYCKAJlqbUb4H+yxO3S6poeOyEMgU9MwEimUKgR9I+N2j7Foti+hnoGqOIB1Lq0cVrCmfC/AtSoFU1h3PpeIXaIXdmO8BOT7EE3ekUtItvEfvhPStAcMorzGzmjMrrCC2+N8G6jNplXkWAfMuAd1KvWJY7hFBvsJv5+IwMGYpOoRi/0stcXt6FXhxnsWEzBR+6iBcCCABy/3YFSVx2zSrxdi3XU/vIk3C09DFZoRotqeon46DXel2URSuryxSh4xQna11eAmtcZRBldwWrUku+Xe2Bd2o2Zq7sQur+/2sb0Dpfh2jWMwde18xxXYF+MWTDe/147A6Lmbx7glrmPWFhzXpBYPWu5LOLExsT9CUBMrbRwWDu3i2cMtguhyjbYGMB4TiSZDU5eaQbl6BNGAAEAAElEQVQoG6Ilq6t2nv8bO9+M8po1GEiSYrKmtwyNkiYUsY8jl3kQ2VFE2S4h8t+nkhlohoy84siImIb8KygncDTPvmixBVYGc5pdMEZkrxHYH0d0pZ9b2Il2GdkuAZaJwWu4awCWTAtS1y1HwWvaoDgUOAYSqA2J7ZyMphlQhXbFMXKpH8mFNTzDFzhWwsBLxeu331LGyAVWnvki1tIyarJ4NWUUvWWU4xbYogpKPlM4UpeDdZ8LeUVlUJlblIdkUiVEpsc2yHD22lBykSLa9KCr0SENO3k9gwcAR0wc/RQthriT4kJRv2QKDe4kdkWF4jUXAoyoDXKogFvv24hyXaVdKSGfsKNmZRTprA3lUbFethkJmVadt1VuLCLoyeCt8l147b1bSFAK4xo3jK9GALuM+U++jh/jfNIFIhqL56Zhe8ID561iDvXZrvRpRObvP/9a3PSP1/L/f/652/C9j/7sWR51tl5MRZ5ib33rWzkCivI3CR+Qqf5cbEAWGjTXtWnTJp4jo1gmut9Xv/rVZ3xeAlZ33nknz8XTfDz5vF5zzTXYtWsXk0bPVtSaJLBGXb+5WZ4UN0XtUfJje6FFc3FUn/zkJ/HnrufMsD1bEj397V//9V/xsY99DC9mhk05fy1bR1CV2+uRaXKwdUal/VkFXekC9JExSFbr76g0K+1QAiFwiROhEY0x+yK1NiHf4uPZqur9F89Hoc4D+9HxU4CpErK+cTmUo4OQyGjXJQCb4XUh1e3n2TZmibYL0CLVhphZk9uaoA+NQq4VJ65SSwjJdjuCDw2gTEa5rc1VBawUCYvWpqkiJYEB7/u6Hqg7jiJ53TI+Z1YSGtgseFkX5L29LKSo3J8ZNZ8Pks+DYkctSm6Vo4SobCNxGHYLz7pQaxZ2AebYwJdAYo2XFbpkJcLPtaqn2jblbSQQOl+0igncUTvUMpnmObsKYNTb6jkontZPn9/CUUZU6vERZNd2IN1oQWhHHPHFPvhOiDWWcyXk61zcdrMkiig7BYgiRosGz2kOzBYrw5IyWYQt+8R7nyth8IYwWr5+AFKdCbBlMqeVeZuKV6+tBtzTUDwxi2QVEdwxUw1/p1YbM7Z9wxh781J2yHcfFsA5tTjMrfTZN25A+O4TMMxgdhI90OvoTivPzJE/H29vYxi5BhdKLhIekE2HDN9JwQAVaizMOvJxltcQM60p6u4ewvQlzQjtmOW5NueomCVKtbt43zlkvC+HybXOqrdY8FCBkwHkooZskwu5GhMAjZYwcrEFjkkJtTtzyEUEmPE+eBS59V2seiVWjGYG083ifWn7Xj9GXt6O0MEiR3QRA0flnNJhj2mI9VjgnDJQNJMZdKtINfD+dAt/Xogho8q0OJGpV+A7WeL2auBYoRr/NbkxgHxIJDHQ+1FpLdU9NInUohBu+fIbEWkO4h3v/zEOHxlDqsXK2ypyXsVrVopAF21j2QVYkkC600wtmFR5rRyTYLGAe1DsSLpdg3VWQSFSQkNzDDO7ItDNYHbrvBRkstTY6WPTY1KF8rGaVLit6j5uQa7OgHVW7Ht+XhFOb46zPOnH5ShgdlYAMC2vQnWVoJdk2F1F+JyCVSfTXNeAgkxPAUir5AUkjsd+G4pdOfbt1qet+KdbHsS7Hn/gVIj7p8OAIuEHyVr8589vFLcTY9sv1mWul+DvK0VV8E/ffTsufZ3IV/zWP/0Qt3zpLvy11FmGDdxNI+Ulnfff/OY3P+06UdIAAa3h4WHO9qQiEEagZ2pq6mnZSWItCeD9+Mc/rooDyD6submZiaG5c/TPVDSnRoBwbpYnFTF2BOKoI/h8ihg1GvtasGDBc1aB/p8ybJRET9iOUDSh6rmJ90Rtkg9b5Q15sRYPtM9muXXGte0APLkFKFy2mltfVff9RBalxgDU8UkGB9gurihohslobYC27zDPJtHJmhg7fu4T/VA721E+0gtHsqHKHBHISfYEhNpQ0yCZPmzVtuVEHGUCf9SSTIsTEbVAne5lDH6KFhmlVaJdSbNDgaN+Dl8nsUClnWkxDHjkWp4RI2bKGBirsiOeO/YysCRhQmlRQxVIWqYz0JZ184zZ3KI2MAEXXZKrwJS36eJV0DUyDhW2D1ang+dbKmkKcodgBOjLvqIGtR0Vs2dqsVRlzqjIaNaxbCH0fcJEU+6i3pEJwGim7bHdiL5+A/xHgOIS83kp+HvvEcg9ndz2lM35GAJrBHI8wyXMrPazlxi1Avl1AjbkSJ35xBhnRM4sE+CvdlsK+ToHPFvGgGwO/f8ghBht6QWYWe5D4EiWzWv7P7AEwYNmXqtKnnRbeU2ce4YRP09sV/z1G3g+q2ZfHKOXh1G3xTR8fWKPOJ7WL4M1SYMqEtILBcDORhSk37ER9XcPI3H+PLiHBMAsBO1wHo8iH3ExsFDMWS3ytbPtBpRLVsM+khBsKLXA6f3dPc3WKBSZZj0+jrqDJvoK+FgIodss/C+1eqn8OyYwfkUD6h+YQHQj+ZhpGBYuDggcl6E8ug9H/2ctWu4yGIBRkVFw7U6dvdiSHXY2r+XbX9bDDBrNpJESN1Mno+UecXETu7ANoUNFFAIqXxA03iXmF8eurofvcBJKux+ukTxkE/zl/TIc0yUkXreBGbsWmp/iVqUH9U+lUPLakGoj9akN7jExR2ZLGsg0Skg3CtBmnxEbnG8NgDBSTYOYsTzakMeUy8o2KpS6QPen9nLNEYOD1qlq9suInleAMmWFMyOh+V5xPEYXkm9aGaV6nSmnssNEebqEok+HlFdQKKsM1iwdZr6srQTdkJDsySH4mAOxJea8Y/csyk/WoLQmDfdmN9JrxEyjFLUhm3fBGsyjELfB48hjXoOY3RzY0oJi2BTRuAuY7BXHkDUhI9Okc+YsbDoCO0wQfcMYRvfVwzsvivfffide97j4fOsfNKOm6DjU8/jMfS+Fy9Rfpdt02PcYcD12FOU5F6fVeL4zyuaw4hO/+iesu3oltLKG/3rTN/DQT574nfudrT/PDBs9npguIiZOe59sNv55oUV+ZqOjowxgaLCfFJJkoUHtzkWLFlVZLbK6mIsNCHBRy5PYMkohOLPodlJ4XnbZZacFuS9evBibN29+ToCN9pdyO88smjn7fWNbP/zhDzkhgRi+Sv393/89t1epyIaDnDL+EPPbPwtgqyTR9/f3s9LiRa8IfZpigCOdnnRAoMFSCXKnNiizZbOQ+gbECdcEa3x7Lg95fBqSzwdXX0I8xlSGUnwUKStpRogGsT1PiS+6UncjMxHEqGlrl8CY83yJ9c18MnP1DUAfHIHsFlfVXDSPFqlFNqLCHheIP3A0x0CAGIgyGeiardLJK1sQ/PZmnnFzHJ+G3t5YjbbKXbsWalaD+vh+2JbNr/rIMXtFGapzUh34dnPOTHG7BItoiiTw8C5mA3WLzAybJZqFdlQARmLhKnFYlKBQCX+XzP2lIG6FWqMmu0iCiem/34jgvlPbMreIlQvdcxzZK9fwtlc83eh7Ld3ph+doDNpx0fKduXod3KPEOkkIHsrDemISWqMAZqoElG0WpJfVIdmswDssniuxwM2KQ/uEH4VIPdpuF6A020oD5xJGLnYhcExHx4/GuY1NNbsiyGCC3O5do3kGPnxM9Q1g8n0bYYu5uEVYAZ7Rt21E8EAWoxc4WYkYfmLqlBnz9evgGM1i+KZm1O4uQO4V65i+cSFyoQg8QwVmzmw+wdaRCGR2gZNBRnlxGLgijIYnzbZ+cxDSU/uBtiAGX9/Opry8xkkdrimNZ8jICoOG5Pk9mRfiY47asY6uIKsYe74qrCJOvjoMd9tG1D1ucKuYxAZU1DZNNcmo25KDY7SEqfUCCFHSRWRPnNvLZFhMrzmxUQysUwuSGK2KLUShTVwAErM1s8bP7dCST7ByfLwRc1ijMjBu+M/N6P0v0eYgo+CTN7nRdk+BVZqJRRoMRewMCT+IEZv3j1t4FjHRLoD6zHILlhyyw0Jzk7oOx7eOolXTEb2gme1D/L0yeygWvQr8R8Rni0QcctQKtT3NqQZZVRwrxZidT4hyQoWjNYWMUslWNqDnVbjDGWTzVuj1hWpLNHkwyABO85URXV0GCFQRuJ/0wOYDihm6vwFMCRDtmJbgmJJhSzgx8/IsokdDSLWaUW3kHhLMIp+xIhNzwtkkbi+GLUBOhXXCglJjAYl14uIpKGuonT+FD3/mftywda+Iqvy3MPAGM04DwNqtb2ED3UyjqXjNypC08u90Ep4OrHkCbnz6jg9j0TkLOO7r0y//Irbf8+cxKv2rrD9KlqiIRaIu0tyilt6//Mu/vODnJFsvKnqOL37xi8y2UewTYYXe3l4mdQjERSJidKNS5ChBJA/97emKbqe/0/3mViQSecbHnFmvec1rOGWAtmtukV/sXAXpmUU+bQTQKnXffffh+9//Pn70ox+hp6cH73rXu5hR/O53v4v/i3reKlGKWSB6k+KoqL7+9a/jO9/5DhYuXMi/n7nIL6ZS/D6oocippINILSZe1ona7UkWIMyd41LjHsTOb+bQ9In3ifkbOkkmOtzwPdHHSrK5Q/vMNq1fhvAjYyjMCyG3XDAwjgMjQDgINRKCfuAEZPNDRe1N10hOxCd1drCpbWX4npWZhoHEOa3w//CUDQjHI9FJr84Dq20xNHO4nsAaFbFnZ15bEDgiqw2pqYEzNCtFICuxso7BYqYnDJeZ5WnUhRi0SXYbZm9ebM4ZAf5yGeXNe2Hp6UZ2nh+WnSPV56qIHzhEntg08/ZsgxOe+Z3IBx2wJ8NQaXCfTo5dNYg8MgGDLEboXEYg2JyZJJYwt6SJT97k40XKQSrnqsXINTi5lVg8fwWS69dWgYHveBq5enLCV3h9DBoiMlnEyHEBuiS9QShriYF5wwYebieWjc6x02vFMU0B467WZm4xq4k8MgvDcO0UeYv+e6chRUIoRjyw9E2iYAaKF5ZHULclzQkClHZQqXC+DEnT0PAEtToNFFpqMPVSMxprWGdVsmR4OBIpfZ2IAPIMF5Fso3QEFe7eWcysC1Zn3twj4uRpvW8Hs51k/EoVOJyCtGQ+1IkUgoctSNebQ/FWCf7jOdinDJ4Xq4Do0Y9u5FQBEpCkAiozvwRGqeo3lzB6gYqu700jsSSE+FIBWhxDKmd7lrwUy+Vi01iq1nsNSCUNuZDK70G+1gFFdGpRu2kGhSYvt6qpvVtpYdcc0dkkl6KoanYn+PF8rHTWYGqFyq05AsZNj4rbk80qnBOkNrUxwCdxwpQp3HLuLMCScvDnh9ImKtFUU9d2wt8hAMpkLo3ZVeK9indKUAo2jL/EQM0eBbFlZEdiRq/5S1jSNoqT93fAtTGK7HaxJmgoQyHj4MYcCsd8aF8tjntV1jH0ZAvUOg2ZEQ9aFkxg5mHxOqXOEtpbpzC8rwHhRdOYOipEOLoiFL48rKZLUCqe2wbFghGjKcFpKSO8eBIzW0UXYMPlB7HlocUwmgpQHGXkR0yhT1mCNSsBC9KQR52sIKXq39eEf/3pb3HDzr0M0o2v1gE3iGNlVEvhvAffh7r6OKZlN5v68jpOoHp8/L4KNtRw1FT7khakZtP4xLWfw6HNL+70m7+WpAPKszwzCP2Z2DUCYARKfl/t2LGjGpBOY1CUm0lF4IaEAb/+9a/xtre9jW97OnKHunXPl/QxnuUx//iP/1j9ne5HoIqEAXOzPAm7vO51Yjbz6YqA5lxmjuKtrrvuuirIo1k9CpX/v6rnDdg++MEP4j/+4z/4dxoupEWigUBSgNDv9Ia9WMsoFMQ81xwz1tA3N0NubUZiTSM8pr0DBXfLh3rh/Yn4cm74priC1FfM52FxuF1IdXrhmLZDroS/ExvlsHOgujIwyKHt/FxnbINqxlyxKa3RweDDiOcFGFgvWp8lA3AcGoNvxziMRd3VtAFbLI/ZN2xA6M7e01qMnJcZjQplaaaAQqMX1llTQXqkD5LbBT3oAQ6a4gDClx018NyxG9LSHri2nBStRQIE9+4QathSGe7RMtuOUCUu7YF1fgTKzpOwkYfbM6yx3hACTAsOAleFi1fBPjALY2KKY6oqNXVBHWoOZZCc54S92QfnDtPTbUEXlPE0NIePfeikijmv2wpLqszZj7b+GWg9QgXb8FgCUu8gjMZFsE2beaRm0Dmtg02VIeWKzORQi4cq9OgIjFgcJz6+GI1PaNULXGKyck4V9p0nxfsZXoVitzgJK7kSW2BQOzi1rqXqW1d8/QaUu1xItkko3dAB56SZBbmpjy1Z8jesg7sviXzEjsh2cYYmixG9xsMRV8dfZYMlITZAs1h5XoqsJLTzg6gxYxetQzFk19TBv3MSoPfv4V3wnidsUEYv8KLmWBm2aIHtTRLmxUXwYI5fJ92gIvLENIenU7XcEWWQFF0bhu9EFvmwjRWhfNy5FHT+KIr4ihBngnb9QKAvSi8o+CiJwMJGtcE9pi+hTcP0+iC/j9lGMUxPrB5VttMPS7LMs2GZZhfP3fG+JHXBrrkkjF0SRONvxTypoy8OtTvEreCCU8Zs5ykWzT2cRWyhC4WAhHxQ5dgrXi+HirrtZUxeWIfYSg3hW8xc34yOmgZT/DGZ5lYtv8YUzaqRiEHh13GOKci0mwpZWxkDszWwpIDSI0Fgo+gXGjEHFApmt5ThXZHEyHahYtNacmg9ZwT9vfVQQnmEHRkMU9uULiKsGob3NjCT6bHlkZwS72/WB85JtfapLFCZWSpuJ9Ndza3B5s/DomqYnPXAt1pcvD312GKUm4qwDdj44sK5RnzuY4N+6I15Bnm25jRKx72QdR0fv+1OvHbnk2Lbv1lXDXGnunzH2+D053j+rWGHgbIpTvT96HRvyKerxq56jpqqa6vFzGgMH7niMxg49NyV8mfrT1s0qP9c1azEIr3yla/8vfchNo3Eh1RE1swFgeTPSspQKnKO2LbtdGsrajlSy/NM5q1S9BjyKKP7zSWApqamsHGj+P56ujozx7xiuUGB61Q0F0c/lDDwTEWK1LnrRC1YsjKrFO3bc2H5qOW7fft2Fjhks1l+XWobt7ebHak/F2CjlmjlDaJZtmuvvZZRJ/WzKfD0xVw6tTQlC7exTiuHHb4tQ9UEBDZzvWAl1G1HeO6smgIwnQS29jMI8T58DKUl7ej/D9G66fyPowzWWJ235SSMRtMJ31RaVgCWUZjjTZTJwnoszRYfBKSIPcEcoEdKzOk3rkbkNsH8EQAIjdQjv6Id9j1AZqMAX9EGlVk2af8xSD4v1CO9kCv+adksktcthZuMV2k/zDxPy/GT3B7Ndnrh3H8E1nvF9lFriVtAJYNFBekLhbLTt2OU14nm7WRT/cm5pRWLEorQSqYYFM5tbaoHhlDsaYYU8Zxqf+V1ZrNIzu4rdUIulKoiDEWWIMkyLCEXm6sSu8TvnZUc5ykiCbB6nWylUan8xgXw7Jlghi971WrABGzOwxM4+eZmND+Ug5ouY+ZNa6oRTMlzm9ByX5HB3/h6Af4MhZ63iPT53Wyx4eybRe9bBTvS/ZUpSAEvp0Z4Np3ExD+ILxZqf1uyOtpuTyHd4YVn7ymhgKooDFrjf7cemYgMv3HKA5A93lY6Mf9DezHxluXmjaQezKLu/jgGXtXAPmO8XS473MN5aCEP5EN9mPjHjQjtF8cRufKnG1UGs4WXrmPlI7+/x0aQfUkn+5SluwMMnqgSiwLwHk/BNV7iNiuZxdb/SCDDqZsXQukMsBAjutCKvKlEJdYs0WXAPSxxjieJFvi1Z8tIdCiILnbBO1TifapYgcwucMCT0xHYG8XwNSGoJptE3oOxJRobtM4sUTF9oThOaQaOBvEdMxLcE2Uk2sRXV3SxjFSTm9kiSmigbZteLhAbgdHQ7Uchr5qHfNAq5k3NdIJAh2CixjKpqrggNb8Me1zB7PoCkFfgOqnCWSM2jABPaPUIphx+ZNo1OHcKoONel0B2yAOtNo/UuAeIiPV92/JN+O6Bc3DeiqMcov7aHW9iQ1yq+nACFyw9jqFcDTZvWggjIg58MtPN1RvIrc7BctSJ1nvEaw9f4oD3iIpsgwuJJhnSkAMJiLVXO1Mop22wJoHMyhxKKYGygm2ziPYHuJ3ZsmYIY40avvylX+KiXeICS/9QsArWXj94vliAnT7OoyWA5x4iEY0JGM9IQDmzuld14LP3fAz+sBcjvWMcNTU5KGbsztaLL5qKBvafi7ksASICaOQ9Vum4ERAjkEIz7VSk0KQ8TbICq0RCEetFj5vrYXbm81osFjz44IN4+ctfzrfR4w8ePPh7rUlozv4PLdpumqGjf0mYQOCusm9UBNbObC3PLQJ4JHb47W9/y6DT7/ezlQmFCxCII8BHLVcKgZ/rZfsnA2zUWybESPXQQw9V6UXqV5851Phiq8IVq2AbK6IYMiXwx8Y4akjdPcSWD5UZNvi80J7cB2lR92k+ZCgIkKJMZTiYnKw82h8XfyJegWbL2M3fasH0GnHlEPCtQPnJPcIGo6fzVGbmtWsx1qOi5YcnONKKht/PLGPpfETuG2aQUC2nQ8zNdc2D4yExD2fL5TgZwTJL2Y6iRUEiA6rS4kbkgjL8T04xCKyAT1ZmLuhgJSoVqzuJGdo3xXE9yuAkjJAflqfE9pZX9bDpKDFcMC1M5kZmSR43yX+AxZ0oBU1j1ccPIn7TCm6XkSeZY0ycFMiPrnTeCui0LiRiliQopskp5VtWVLa1J5uQWyBaQxQLVdjYyuamxbATli1HqjmqmTdsQCFQD5/bjkxEYb8tKuvgMJwTzdDsCnK1FoS3CVBIc4jlni7Eu20IFgIou8xZngI4w9XW0QLdY4MxOYOOW8WJ/+RbW1C7W4Nt1o7M2gh7j/H76JXZ3d85CHieOgltVswBlduXwpZ1I7duHQK7ZxAgA9IhwdhSioFnRwKB427EX7qMrRuoWu+jRAQDyeUR1D9VwOwC8SJkiEvh87rdAsnr4WQBe78A2AV/hBnFQsDCprmhA2bCRiQI11iexRqzXVbU/cxkSm9aiJLPzkICUmXSfN3468QFGoWjj29UETwo80VL3HRhabmvgLHzbGh4KMpG0Ll68f7GO0WIenh3EhMbvGi4axTx9eJL2zVWhn1wFlrfAMJNPhTM6COKfKIWqmMihdbjBaGMpTV5SQTOMQLNBsY3qMyG8bGSIUaShuzFPFfZqfDcGlXaJqH8yh7El2hofFATSRg0C7OrjMaLxVX01FRKWLrQxUidwsyeryaD/J4aBC8bw9BxcdyFl0yjzRND9BwXjElqVYvXWBKewglFQ2LUx9PdvrBgHf5n93m4eclujOb9eNvB13Cc1Mp2wThFc07sjTdhXc0AnpIX8uwbv36tFUqfA5Y9Tj5G+94qAJN7D+23SFLwuvJINUqQR8Ua0+yaUZSRIvPdsgzbCXFMpFQn4NOh+TSMHK7BwZ98DtKuHAy7BOPLEeA6cbL40OQK7LhXDIgXwwbUlITSoBvGtlOs2u/LCF1x0WL8y20fgtPjQO/Ok/jY1f+GOF24nq2/HOPcPxHgIyaKgAfNwtEQPoEcMpOluvnmm/lfEg4QwfPa176W/0bAhfzVyAqkwmSRcIF81mhObO3atQyISHVKnTuy9CBsQY9ZsmQJLrnkEvwpi/AMecYRUKOuIalC5wJLAmQkfni6uv7667lVTD5zJEyg1urc1AOa+XvyySdZqUqzdbS/l1566Z8WsBHapNbnOeecw5TfL3/5y2rv9/mY2p1Z//7v/46PfvSjeO9734v//u//rvasqZdOg4JEj1LYPM3JVRQofyyDvUrZ7tsF3eKEtUcwU1AVODYdAzxuRC9tR80eUxFpRrGcyY4x25ZMwWiOMFibq6KkmTDyW6MZLMr0rPlfMVdGLJE8bwNCW6YBCj03wTDNUzU95ED0puUIHK5FeddBbslRSZv28owRzRDwXJgJJNkDbmBUiAWOn2R7CSrHU73Agzv5c5t4zQbUbJ0EYuIk4RiahCF3ILWmGY45Garywk52fHdiPrJtPmTNOCfv/mm2fnAr9VCHpnn2jUrfsg+aJKN8zWrYzHSCSlUsQxiIUD4ltY15g2XUPDXGM2SKy3oa+B1/TRvkNRvZFJXmqOxmcgGJFKSm1Wx5QeapfjNMvXB+K9tXlAIO2AZiKK4VaKLvpVZ0/jKHZAdliHr4hBzaab6PRL8/GYPROwDjwiWQx0wUEAyg9uFRaLVeRJd40HqPyXpKQP6iJWzzUfJYYOtuRrpZnDjb/30vRt65HLV7NfgPxqGaoeXTyxRWG45cGkD9F45Uo7/yIQuy9WGewyuFiSHyorxErGXNkSKS65rhOTILx6AByRDv7/AlTjQ+loNzLI+hK10IHjC93hZagAU++Ps1INyC6CLysBDsJgkRqC022y0jdFCDXDAjv0hJmyli+FonAscMxK4Vc3LUjiTlJrWBycGfPNwqgNGQVXj7RIQXD7uPmfNdisgKLfsd6L/BgfbbTdCvWZglS3W44RnVED2vgYEHVbrHAtusC5K3hwFaJZuTrDOChzUkO90I7M5z0kbFOoRAHVmX1O7UUHaKNmbeLzFga/55P4Zf1Q57lFp5JsDOS5wWYJtSMHqxBs/xU62OsBldNj2dRrpePJdu0zG7yIAx6IcU0KFIOhwRUwhjKWPbaCvyQx5I3jKKTYIt293XjPWd/dh2MgDdV0ImKwCTbNFxJFmHpb5R+OpzuCe6GLsOiLGCl6/fhmOpCGbJgTeSR65PbBcBMsOtQ+lJI5G2wbPb9LqUgGy9Ad2hI3UyAHdHHN4V4uJi5EQtrHGzBe2SUagTDGZTxzSa3XFoR4F/+cxdkIZyMNyyyAVdf8qI9c471qPsFuulOzXM+9IYZs99bgq4829ajw//+D2w2izY/dB+/MvLPo9ceo5Z99n6qw9/JxBG4eUEyOj8S+doAjqVVia1YslY9x3veAdjhrnGuZUiVo5YugoRREUeavS8xLBVzus/+MEPnpMH2x9SH/7wh3k7yPiXWrM0ize3yCj3TKuQShE4pfs/kyEwsWv0Qz50BAjJquT51vNOOqDeNC0+De+95z3vqfqvkCEdSWm/8pWvPO+NIFRKbwwhbpL5VgAbzcoRnUpvVHd3N5vdPfHEE/zmVujEt7/97WywR/epGOwRin+uBntPl3RAgIpKJ08v8yCqgI4zi2aqMp3i4HQdo1BKiQUGqZWNcN65E0qzCRxVhZV3+vkrWMkZf4NolYY2TfLfjJHx32k7cAKCqfasAD9+qoZ6AfxamqDPxDhZgYuyPY+frD7u6aoSOUU+VFSeLf3MhBEYVHYchdRtzu8NT3AbkqxK0BSBNCsAnh7yV+02qCqpEMpoFEYmy3mnZJtgeWxfVUXG3m3ZLIzzVkCdybAogYoUiDS/lW4nM85tPGNHlWt0wnViFlI6V43Nolk2qsA9R4GmOmhuGwOFyVXi5OOaMoRnWqbMzvs0tE4VPFqGXNAxs9jKBrD+EyVWLFI5htKcOUpqQFJ2VmKIbGNJNp7N1tnhmCpAMUEORX+Nf2Ajmn81xEpYUsQSa8l/o9QAtwpbNI+hK7xsEcHrUiQPMpVn1zyP9XKeKVXiyh54e1Mcwk6B69QSjGwRJ2FKWOD3I1tCscYB2w7R8s5t7GZVcHBnDOMXBKutPMorTder/Fqk+CRwZEmZvIgEWGN5Bk0EVivihIl1VngHDZ73IgDmI7BHn4UWBbW7hZcaKT9dk9SaNFucMXDEUzFgILyLXP9NED9Y5DZk0wOzOPYBBzy7BNAgZoDA5+hLrHBMALW7sxi56NQVJ82v1T8lbmt6RHzOchE7vDtGkFrVCPfRWZRNtjvdZIOvN43oUg+/73lztIXm84YvJ3RpILhdZdPdSjoCryUpZ7ty0AoKnL1iwWiY/0f/+AqsaGrAB751J36bEG16YhPztTqWLB1AjS2LzYPtOLdNzL/smmjGxoZ+jGb96HDPoDclAPGRAy349GW/xldPXoR03oqNTYJxnsx50DsdRmdoBs2uWYznfLi2Vsiev9p7AT684AG80j3L7cjhtPg8DAyHoU5bYLTkYN/jhLZWfOZycTusniKWNo5h31OdfBulF/AaFiTU90xh9EQYjjEF+grxmCvajyD3HSu+/ZOfQErpMIKKAGsrThmeX3z4WszmnMjsFwpdSsSo+5+dPM7wbHXN2y7Fu7/+FrZ0eOLXW/C5134FpTmipb/2+nP5sLV96jN/cNLBzG9vxds2/m2Fv/+11vNm2MjS4667ftcAkRDxC6l0Os0KDFKaznUfJhxJwI0UKC972cuqHik0qPizn/2MFSj0YSF/FDLYq1ClP/nJT5iepXbtc/FreboiJSSVnPVANyN75oI1AjEEZjifUpHgeESoMY2OZkjZAre29LVN3GJVTdPVijcaRmahr1wE/w9Ey8Gg51rQChxNY/qdG1H/K9GaMsiTbSrGH1ajrQGYA9ioBUrAD+NJaKvmAxnxBWuoJlNwxJwTI3fM6k7prFKdWOFiIYXLaTutbUmsHeWglvziy8GSDSB1VQ88P98GLGwDTAColssoXrKa264EYks2cQhJkQCksg/l/Udgsy9A5uqVPOTO+07msuTFRjYfssyihErp65cxYySvWgzdzDF1z7Zz27Vc64E1kUKixVE1Vs2e08XKwKIPaPz3zWgaFQBz+iX1UO0y0k0O1BzMwJKxV9WQZbuKhsfjSHZ7ec7NOVGoZmNOrbBwe2tyjQMdtwnQkOyp4Zm8/KJm5MKO6hC7c94GNP9iEHokgHyNhf3SQvvESUrOlwCPhQfoSVXnfaq/ur65129ArEeBZl8Az8/E+05RZ9OrfWwDQl5nNPd17E3iiz+ydQOcUyUo2w/DXleL7AbBytnHMsiFfZzZGTxS4G3g1y7qCO+MQ3NZGfBMrFXgGRQXKxyJ1Gplxqx2a4yjpXhfaBtPZhFd4uLZQe8BMcSu2cLov8GO0F7hLUfGtV5zpJPavLoNaL+9gOgie3XmsP9GBXVP6MzIhh9UkDevH4gZIBVoyaNDLpI1hM7h6VTkmeY7DvS9jNY9h1iPAHIEQj3pDM9PTb4khFoTxCpFG+TxKLDMw+HrlTYmvZ+eExJva7qZEhdEtiZVdG0Z9jEV+owNcGnINojHWGdlNLjFBd+AkoJrkbAtyeZsmBeK4cBAI6zDNpSaitg/I1hPGvY/lqjFJZFj+PGxtbA+KR5fd8UUPnXLK4B5GTgdBQ5I52PYVoC034PW63rxxtAmfHvqAvxyTKjPvrT4V7jAbuCpvI5YwYn+QQH+ApEUUtEAmn5ixThdz+mmmjmqQo+pOHygC3rQgLU5zXNr/P4mrIg+VQdENOSay6h1ktDAwEu+cAwv+6kYwjbW2GF8ux6oP/V1P+/Xb4MlJWPFhccQ/5X4cM0u8z0nsPbqj9+IN3xKDKXf9e0H8NV3/m9VMXi2ztZfW2UyGe4kEtNHmKKzU1w0/cUCNkL7lauIZ5tTe75XG9QvpugKAlxzARuJG2jAb655Hg0qkscL9ZEJsP0xDPaeroyj4qq6vG4R8ovXnQpw3yhaktoWEe9TbPRxAHm1TFBDbviek0l23q8EmpOBas3BFFLtbk5OIIDCr0XKzKEp6A4H6m/tg9YqZnyU/jE28GVfNoq8oqF90weJRBFy3wCMmgAs6Uw1oogMbanlRr5lxFYpdIKjsliQWRKB7a6dqJvt4NeqsGTE5JTcFjhPRJGbF6yySTSPR629/GWrGBDYKn5r6QwsyQKU+jqU2sIcps7b1BRCKWyFvd/D+aqV/EmxUCVORaCf9CvXw/eA+BuxhpQywFmZGVRbuPJYGulWF0Yv01CzYCGrUZ3j4jHRJQ7U/+YExm/sZHPiZIs4hGt3ZkSqwY3zkW10wJoQQMoSL2D8XA80qxe5kAz3qIZMozjZWVM6Wn8xitz8WjiOjCO9wsxXtUrILq5HaE+K1Y1kpkpFLdfivAhGLrILNuLeUUTPFyfoXI2TLUiYqZJOiUdof8k+IxdyslLUazKS1HZ0j5XhOjgJLeRlP7SWB8TaO0/EMfDyEIpXr8S8921FcYNgae2TYOaQfM/I7LYCYic2WBHZJhSSVO13ZJA158i8uydQrvdjZpmLEw2yZih8PqwjtsyB+R/dj+lXLuUZMX4fHUDNAWorSiiuzqB81IWW+80UhDay5ZAQ67ELcGQa3tfsVbhtSkrPZIeB0F5B2rtHC3zfui0GM2KZRgdygryGe0i8VsMTOjOJ9lnT2PVQDFM39cA5raHuniHMXNRcVY/GLmrj2bfA0VJV2HDyVRbUPyYj3kmAEJhZp0GdFetAogFaK21hDjjpgtRpZrWmPQj5BHOX6xxAeo+g65qXjeHEyXpYfQXYl2RRnHWi9IC4eLNfPg3NkPHDI+tQjDqQWySOr1ZnGp71eRwfiiCRsyAYnvP9uDSFOmsSq6xWbPSeQMQqgFnesCCqz6LLYuCrHb/GN3xi6P+h767H6lcdQ3y1HTV5B5KPi/sXlmWhnHCiEDBgn5ZgRD1QzTk9zaWjHClDSqpQ0pR0oeGTX7obVz4qlHDG2/wwPhYCLKfsEChyitrkxcYi9j0wH+6V4v0KfP/3q0HJKuEdX34jbnjXlfz/H3/q1/jRv/zq9z7mbP2B9Rc8w/bXWENDQ9zeJREl2YEQIURzZpU8Umrpkj0K5aW+kNq3bx+H0FM38k8G2KgfXQl8J9XD7/NVeT4bQhEVtDDUEj2zKtLZM6W/9H+KifhDDPZo7o1+KjUXhJLHGeVd8u+HBuCpDSH6ug0I3n8SRfMkoS5dIAx195w8bSCX/czcLpT3mGBItSBv2iWE7hJWG754O0BxTFkzyL2Qh04JBA4HSp31kJ4UV8V8OohGRYB6e1N1bq4aV5XKQz98nKOx1JNmYDydDJq9QMsaOE5GgbzYx8mr2hD8zmZhgHvsBLdY5YViTk8+PgalMQx9bAK2oRFkrhJ2EJaAB1KxjHyNAse0gcmLxJmeQIycKqDvHzrQemcK05cJ5V3N/jSs0TynLqipIuSZBHQztoqAXWFlIyc/eI+nIZmGvjSjMLrKwdYN2QW1sM2I+RcyXlWzBtwnKFbJQKaebCMEaArtzzFrVX+/C0Mvq4d3WFzZl90WTLx+PnuYkSVDpkGwT27NQMOjcUyv8wtQNxbDyI0CBNA8lKu+EZ6hIvSAl60pqCj5YPzqRshNHrgmNP6pFKVJdHytF9nV7dAiPs7b5PeaksMmDHgOTMNjGIhdLWbCJl6ioWaPE+F9RWTqLayU5GOuRWI/tfYpL4PC4FMTSC4TJ+hSxI3Gx/PIha08j1ix1Zjc4EfT1/dCro9g/Ip61BwV76/vC8f4GEm11sA7UGKWjZMz6DGXNvJcmnNK4/0LHDVDwPfq7Gs28E9LUbe1hPGNYr0anyjAdnQcJ97Zho7/KKMYLEKdECyX1uXg9//Eq1ywJGQGnLy9bgJsEmaXldHwsMwiFioCa7a4jpklMrcb5ZKCfH1lLRWee5tZqsA+o7Lakz+bvhBvK5+knA54BsXnZGaZTRj0tljgiCoYEz7eiGySEF0kofHxIgavURHcoSLeLdY4s7CE3KwFIU8WWp8LKeGKg9pFMhRKf9A0HD5iBazi/iO7G2DPSejoHsFgLAD7SRukiwX7ln4iDN9lQ/C5cmiom8SJqABynZ5pPDraxSHqBs0KxgWSunDhCdyxuQn3uBZhJB9Agz0OjU0FgbjmQtDM+/ro1FI4zN8z52dwVWg/tiTnYXumFZlO86InY2EbIKkhh2LRCaMtyy1eXsUZK87t6cUTvZ1QZoEtX/kapEezwmPtixHgZnEBfUtGMIIf2fVSSCddsKeBYtGC0H6takHz+0q1qPjQD96JC//uXGbTvvHe7+P2r9/3rI87W38Jxrl/fSb3z6Wo80ZGuET+UOICiSKoa0fWGiQQeLqieXhSd5LpLs2jEelDofE0ikXtfxoHI586mtN7ofU8p9CeP2CjjatEUf0xpLNUNANHAgOS+M4Nkj+zzgSHz8Vw79nuQwKHpzMGlJ2O04bli1eugbN3hn2IEjetZ2aM6tg31qHrHUTFnN4GIMuM8ug4s2lkaEuRSs4h06+pLojSqnbgwd1Q6yOQcuJkWxEtEPtEM1B2c14hd8kSZGpV+E/kWRlonTvIv3kvpNowt03L6xey9URFwBA8QDYFCrJdQRiKOKlEHp1gny339kFm/+ILvPAfEC3WUlcDLGNxoKURSKROsYlLezi2yHcshWyzG5EHzXzVgUEGqZEdfhg7DyCcNs+CswkYNeI2OVLL82wVxSm1at1HoshdtppP7u67TGuBYhHhvc3MUgW3z0B3CNAQ3kGv6UTwzl624KA8SlJBUiUWeGG7Yg3KZYMtKzx9YiicopXcY6QwlOHrK8FuAiOaV0ss8qH2yRlmHsfes7E6r2WLFlH0W5CtsyDd6OPwbypiI+tv68f4S9sxuUqBYnaJ7FFi2QwMv74bwYMlyMk86raI4yzR6WSQdOQfwwjuUqoq0flv3wVj7WK2toiuLaHkMoPRY2REm8PMCg8KfvLf8sF90lQLtnngPhaDZe80pm5ayICSivbLWDwPiRYXXzVbZoRyOPayJUg3SLCmiLlT4JgsMQtKZa21wJrS4No9golr26ptzIJP5QSHo//kROGYBb6TYr0S7TZk17dxNmZsqRfJdgk4R7CIdJ/xjR5YEjR7VsTMEtErzq7Ioe52G6SyikwdkFhlHtsTNkiaDG8/zckBRTcQ3K1UkwNY1NBaxti5xMhWPkTA8FUG6h9TMHx1uCpS4LQKnxAYxJYbaBLxl5haJbNSdPBqC5T6LAK/kRBbIr5P1EkLyk4DsykntB4DhhlwH5lvmuam0jAcOk8LUCkZCwoRDSenQijO2rHishM4MGoy3nYgmnUhnnAiW7QimxJv8BPj86DIFAElNtQfMhX0I93QOnO4qvEQPh46ysCs3tzJOlX8WzBK+GhoO/43IQQy13cfwD8/eQMkxUB9/Sw+ee4dfPvtU8txzF+L8ogL5XAJraE4RibFRc/HrrkVPxpej7bbDTwy/hlIT5lK0O/WAxcL8PhgTsWH7nmV+Dz4yrB2p1HqdcM9KMH9+DN7JlbK7rLjk7/5J6y+fDnPqf3n67+Kx34pRFNn689QZxm2513f/OY38c///M8cMUVz8BUiiQgnAm3PBNgImN1xxx2sViWbMrI3+d73vlcljj7+8Y+zAOKZqjK+9UxFY1x/SEqU+nxiqc78/Q8pameSEd5cySwtKi3Y1772NRYWUBFTVvFvoaLHVBbvhRrsfeQjHznNFZkYNpp7K2xYAL3GDc9xwbhRNmK+IwhbdBb22RIP81P1/OeEsMCY3wZY5GpQOYenOxwI3nIAUjCI1IJANVSbBsnVmhVQAj4YqTQ003SQGBSVLC8KBeiZMgM3KudAEvZxCwMgmlcjAETD9/yYoWkOTMfUNIp+FXq36DORJ5l8gkxfZ2FftpCBCpUrlxfKTEmCnC0i8OQwDLMlNHKhE/aoE+FvbOZtyd4oXKEp3kk/JICVffcpg9/UqzbA05etOp9X0h9ItUktFRIYsG9cOAS5ZD7qsd1IvXQdnxyyVy8AloiZLM1rQy5i4ailTFcArj0CFNJAvzVZhpEvIHvJYrj6k4BpyeDpz2L8HBeChwj8gDMkeRvHieFToc93c3B448/EdlEWJ+379MYQaJUim1NIzRP7Pn6OA3VbC+zX5R7XoB0wW9p1KzF7QRu8Q2UoBRW1t4nbK2rgmmULkWt2I9UTQC5YUegB+RoVjjHR6iuYh+PEu9eh6AVHWTkHLUi1m+2nw6K9SypG17CEgWuckOeJfWy9eRuKF6xEbkmQ27YkZKAq+W2cFuB95BiU87oRX3LKD8g3oPN9SXwAWNiShIp81kh0MXpzG+ofj1dnFGMLbRyO7tlDvmTEXGpV1rHlrgTP95FtiGfg1NkiuhTo/vIgBl/XyiCXBvz5eBxwwLdrDLnLGpDs1uE6Il6bgBS1QJ0bZ1A4EOIWKgE1KjKgTTXLaPmtjqnlQN0OAfIGr7ByoHqqmeYPiTk1TY6DQMevUzj+Hgsa7rQi0SbYKs1moBjUYZ1RYJxwof8GA4Zqsq5hsg6xsrqUgJmSEY+pN0HzWDbJNhyOnwsAN7FRR3vXOPoHI5BzMvacbIY6KUCpc1LETb168Q7kdCs2usVn4/2Pvgr2mhzmtU2g72Aj0h6x75omMwv2VLQDe717sS/eiEX1wrbl7btfjaV14/hlx8OwSRasc4qZ01dtexts3gKu6zqIPbFG3DKxssriHSzVA5oEXziNobEgXF5xTPz7viuw2j+ET578KaQ9phL0Rw3ABvE+R/UM3vbQ+2A1kw6K0w44drkR2SLycueKmZ6uvEEPPnPXR9CzrosVoP964+ex60ExEnK2ztZfan31q1/lufgbbrgBn/vc56q3k9UGsWjPVNPT01UPOSKpyJZjbpePMAfhjWcqEkBSC/WZTIFfaCv0eQG2/fuf+wd06dKlz+l+hFIpKWFuUeQD+Z6QtJbkr7Q4ZJ5HDsFUBM4ef/zxatLCCzXYe6bQW8vDe1glKnearv4jk9ASSUgtjbBsOsTty0oReMs0ilktw3Tbt+48AcnngR72A/2jwqx1YPCUj9lYHNm1nWyAS/NXVAxGRiehJ5Kwupw8l0aVr3fD8sBOnl2T8mXEr+phCwiu0TF+4wgckRqwmldKrdaGWiSvXIDA7QcQmDZTE8bGYSF2rjbMLvX+vdFqpmXzp8WVMttNFIqs0KOiFqG0bikrI2lbXccFKxDYMcVKVH5MTYBVoVTBvQnItWGUp6MiKSKdgeQSJw2pXGLFX+Ky+fAfS1fD15V8Gf49CcxsCMOaMqA1CBY302RnuwZt6XIEDxU5iUD3CNYk2eFE7Z4CM0QNTySQ7Bb7OL4xwKCDZq/oMcWFou3p2z6CwVe3wDNscLKBCCoXoNh3MAOjbxj22mVsApx9mXhPyGQ2F5TgHi6JrFKf+RpvnI/w3iLinVZWOJIrAwe3s38YqUFl+E7qyNTLqN9iuurHC9CcKqZXOjh2KVsrQAMNhtf/dgDh5jCSnU7kQxKCvzGNaBd1IxO2suIzWyvBkhG32ydyiM33IBPpgSOqwT0iQA7NUdJ7RAIL70CR28H+XvE3yuv0TmchF60Ye4kfWTMfUrfq8J6QUSTmK6Aj3SDeE5oDmzzXj1Sbge7/mcSR94V4Rq2S20lgjRyVHdNlZCKCES15gd531DPzZo3JsJhiZ2IOyR8t2lcDZ5ySD0wRBLewgeYH0xjfIExvBy8XwMjXK1g0cvfPdJegmPNo1riE469zwciQ1YjwgaNqvbeIoctsKDYVIak6pBlKhhDbq2dllO2kt5Fgm1aQbxAtxjpdfMYS0gxsqoaZ68XxoA64EMs60dIyDZtSxuBMDUoNJvPYZGC+K40f79yA+R1jOJkW7PUr1mxn+47BeACR7hlMxcSxYszYIIcKOL6nBa+KvgVrGoewPSXGEFY2jOCCwCkVN820Ue2/7Ot4+/Dl2DLVhrXhQZR1sR91tgS0ogJrSwbtgRgu6tqME1lxQggpKbz9/Y+idk8ahkeG8fMGwFROU12w462ARceKBnExtOfIfGaMo8s9bE79+yrcHMLn7vsYWnqakJhJ4uPX/DuObj9lfH22XiTh7/jbq/7+/ipumFt03icRwXPtzj1fNozyRimmq+KecWbt3bv3aUWbf1TAtnz5ct7w59KOfK4Ikmw5zjSgc7lcbM1RuZ3oTEpRoB4y/dDvhHjJx4Xqj22wp4aCiF+zCIGfCPZIJoPcjYthPLGH26P2x4QaVK4NwRgcg7ukQXdamT2jkuZ3wpiOwqgNQGqMIN3hg8srTraknqSymjmlNM/F60XPt2ox5FIdEEsicalg8dy/3AplyQIYFgVKLAPPzw7w/yuPMUhJt3gebBOpakujPD6B9Eva4P3pFmHU225aioyNc+h8aHsM7l9sZVNdo3+4CjwJECV7AmwLURnmdg2lOaKIvisoyD6+vKYK2CpFV+dSlwBGBOzkhnpWoxpuBxui6i8RDIG1f4o90Gh+DQd6odD96ETVGYbaO4vgHVEkL54P+bBYm8BJG9LnzGMbDs0hTIMH/04Y5EZ2ltgc1bt9hBlNR0CAZfcvdvH6uIYUtsKIdwqAF9oyg0BvEyY2SDAkC+Z/YxzZBYKRTHYEEXDY4B7KYfgSF1tAUDU+SapEERFFIeyZheaweBDoe7mMhZ8aZJ+0eI3MKmGq8N4Cim47PD/fCvnm9dVZNSWeQSlQw8rGhodmYUmJE3plRmvwahe3GskIlqxFqEauCDGD6BotwRa3wbV39BSDu2IjwjtmkZzvg5I2xRvnr4CaIyZNQ67Wxm1bc1wK7rESJs7xw99fBp3/PaPiD2MXGdxCJmuSQshggFbxAuv8eQ5K3oWJiyNoelBjtosfc54CTz+JB4DxDRa2+aCq21bG6EsUZrpcgzT4Lm4P7yuzZUphRryGfVLisHeq2FIdM8vJn01HzCfDOW7mVs5oDOjJtLd83ALnpNgushMJHjLYY44yPuEQR701YeW19O63clg55V+WagQqdPWpPFtYCsvI11Pmp/i6a4gIQDOYyiB6KASpWbBP5UAZiZgLibwX1ikVxRoNvqMmaLpxEF5Lgd+48aQXXod4r/aPLIcx7kBw/gwmJvzV9pVUU8RLOo9jl7sZZU3G8XgYuZJpG6NquLjmSDW/M6UL8HWwVMKWvnZ8YOWDaLNO493bxPfcV9f9DI11s6h1ppEuWfGlHZfgzgu+xqMSu9/fgtpH06INOgeszepZnLf9LchOuAGbjm29QjTkzIpsYboo+H3f1C0LGvHv938ctc0hTA3P4COXfwZDR3/X1uhsvTiyRP/Wqr29ncFRhS2rFAkG5kZpPV1RK7VieEskEbVUK+kGc73inq6IRKK5/GcCbAQYyWnjTwrYCK3OzesiUESZohQ7QUUDfV/4whf+6D4vH/rQh1hKS4N+FeNcmnmbG+nwxzTYK89EuZ1ZBZ3FEqZWOlArrWQlY/oq0ZL0bh5AYd18BkvG/mMcLl2tYglKKsfD/a4BD8ddUWVuXg/Xr7dWmSk9aYapl0vQdx3kZAGlpZGBGhWb35pCA3l+ZzXnslL59d3s9s+AzzTqy122HP5NwxyNpTy8C9KE6aHAM0sSe7ORFxqmUph4mwBTzimdQZy3VBKsm0W8jj46Xm3PYmQS/mFTxBEMMLOXvHYp/I/1oWSyZbJqQWleHSRSxfYJMFiJtjFmEygEGtlMmJ+7XrSgrLEcjPoQb5e7P4NjnxVAvfOXebgeOYzklYsZxGSXNqF2rzgJExBybO7lvFaaFQzuFG3K6BtobnAbMjetZX8wyq+k6vvnlWi/I43aHU4+ec+cV4ei14zcKYBnyMhHzDVOayFegxSY5Jtmn8qTUWFVjdn1rWH0v74Zk1e3QrMAzffFMHylALL919tQv0lnQ2PvkVmk5gsWZ+zcOrTeEUdov8p2HOE9Yrtii1xQ0264yDc4YzDDOLPUZNhKFOtUQKLThclLizAUgZjkchNck2Wk53mhWyQUwgKUzs63cIuRtjW0LYrUghrEOwSDTIIDe5zmvxTej5onBYNa8DWj4COAA7gGFPYz4+2ar3KIe9EjQFL4Ozsx+WkhnPH0S8hcnIZlp5tfL90qzgTZRgX+YxLSzRJ7oIUOCHYx3mVFtk6Exg/8nYG0V4Z6QHzl6A4NsaUGJG8JypitGv4+co0O+5DCwItAXrbbRH+GhNyQAIlND+dx/NVi32fOK8F92MqA2N6ZROjbTsTfIcYNkgU/7FMypIIM+4SCfJ34XDe4xPeHrA7z69jt4jU6GiYwnPRjti+AUlse6riN14/qxK4WNgo2ekps8ZHICmDUHJrFsCEhmbNDtmjQ0+Lz4w2l8ci+hfjguffieC6Cgq5iOCOOiRMzIXx/cCPetOQ2HC4G0KwK5FunlHFJ1zEkNAduja7Gu5Y9xrd/e/QCdHijGEwHEHGk8f41D+HHsQ245NuH8fpbxfeF8V+1pzFr6378TwgsnUbeV4TDWUTkK6bNjdM8xh1PH/xNtWBtJz5790e5HTp0ZISjpqZHTmUTn60XWdLB32B98IMfZAeKfD7PRBOZ/JO5Ps2vUyj8MxWpPyvjWFQ0WkUJBWfe55mKRA6/j7QiBm4unvqTG+fSMB6pJM7MDb3nnnvwiU98gmfTXmx1pnFupV3pvG8v5KYGlOv8POivLBXKv2yrh1uhqRY7s1mVIuBG5rh00mY1Jlls+MSXqFwsc0A5+bHN9Ugzzl0Gy3CMZ9i0qWkWEvBz1ddBj8V5cJ+iqej2yutTIgAlJ9DfGNhFfKfZepB/VXhnCsqQAFnJ8+bBectWfjwJADSnhWOkqGimyTqVgjQ9i9mL58E1Jm63Hh7C5A3dPDzvHdaqnmqV2CwaYi+3hKEOz5xif5xOVjCWGvxQD/RXsxuVRK4668bbb7aQCVTSXB4pN6GqKJvsIwExZjlXL0LRZ4X14T3VdaEsVgJtpBakzEm5ZM4lPanD3U9zOS5mvciUl9cxT6a5Knx9OrJhGXU/2o/Z64W1Bu0bASUK//b3lTG5UoAJAjGUqUgApe6peJUty7R52DeNnPkJ9IV3pzFysXBpbXo4jULIzr57J98kI7BVnBBpRi1whDzNJBEvZOJuyvQsO6h9qLHpLCkgad6Mj6+wAkdUZ6Pb2flS1T6DVJk0Y+Y7NIvhK4Nwj5uAKSzBPmsIQZkiQFPjfYLK6ntlGMGDOspOCUW3xMkO4hj2YvQCBV3fj2L4qlO5gcRqOqeIaaX4KMFmziwRoDzfVkLrr6kVLGP8ZUU49otj25YAYivK8B1WkW4yYDXD6v3UHq4TbUliyuLzJQSOim2mBAVqncbOKcC9n2bzTIaPMkEHJZ4DrAgOKkUz+2xLYpAIQdwW21gQKrqMAqksQS5K0OtEO1gZsXM/iLzfsstz3Bqluv2q12NpTQO+fPzLOJbagQdOmBlbg05ccOF+PHqiG3W32DBypYbaJ8Uxkbw2DVkykEvZMa95EiOz4qIj7E1jTWgItz+2Fi+7cBseHxNtz1jSBS1mgz2SxUVtvVjoHMMXHrqa//bGCx7H5Z4DGCrX4HLHNNzyKdHVgWIOh4oNUKBjc6qz2hJd6RjAlkwX8rqFwd8Xhp+CdMMIi0j0T4WAtwow2P3Dt5vfL4IxfO36zfjxk+eg58vm59QcZ3imWn3ZMvzzLR+Aw2XHka29+Ng1/45U7JlzRP9W689lnNvxic9Csf9hxrlTd96Kvz9vw9+cce53TG9XEjhSNTY2MnZ5Jvbrr9I4l+bOni5xnm47fPiUA/6LtYgJ8+0XX27G/A4gleOToIVYtIT44nIMSWzrQR9TAmfZdnPC/L4dnKWpazosYx5uI1KLjGrqHzai7tEp6GYwekWapmw/ghjladJs17w6yCVTsjYeY/CTX1DLQ/R1X9pcjW6iFqpUKEGdisGwWXkeireXWLY2HyK/OIzsed2wWRurjKC+bCEnB1BwOmVFpnsEyCMwojwqBqh9v00jeb1gEfOhzmqAuq1P5IxSpV+xHv6to6xYlRqD0MYFKMzdIPzq5HyBfbUkmxWawwRAaXGipLXR7DKcO80rDEpsMCDitUh80SqYJPItk5YtgL5tPwqvWA/j0pXVKCJ7rMTKUc8QENqVhzI4Xk2loLLau5kpnFgr2CrntMSsjGskh2ytC5OvWYq6hyf5b0MvjSDwvS3Iv20je82daiMaPEdFwgGeH1wRrIaZ58Iq0vUSNAe4peceFms/fKkbNYc1pBocCD9qIGGmm7lGJcwuNND5swQm1/sQPCTWdOwcG7NUDd8+gOxVy+AeAyZeIdjYct4C7x4rLBnRBiSVJ699o8rtLH31EgZ4JDKgIvYsugxou6sI63QW0ZX+KmNFYIX2vf8GFwOksYsEI0gAr+X+EkohNxo+vxnj/yREOiQkyGkS0i0GZlaocI7I1TZm6KDMxrm0vnrGgswC046CXiqvwH+8BM1i4QBzPiaCMmMpSxaYObcM+4BFqE5N416al1OmrGyHkl4ojjD/boFo80HR3qyEwue789D6aSCNlL80mydud/Ta2DBWDeZRjtnhGJJRMk2Tix15LG0bRbZswUTSi+S0EJvU2cWxf/8hH0bVdixrEurrvUYjtvxmGVBrIP+mKNQjQRR9YnsLCTtsvjyuWHQQT47MQ71PCJOuqj+E+yd7OAZr2ydXY+YmsR9ubx4Llo1giXcUtw4uw3TAA2ezYP6enJmH24eXYE3tEG50bWO1KNV7R8/HP9Q+ihP5CLbF2uC3iZ3vcEzjI0dehqubD+HnO9finbZHIb19jMGacaOnCtZKRhll75yre6uOJz+4Hj39MzBMg+vfVxe+8hx86IfvYguPHfftxadu/gLymbNRU/+n9RceTfWXXG9961v5h0LcyYqGbMmerWgM6y1vecsz5oW+kCKfWWL15oon/2yAjSg9Qq1kKFex4yBPM7qN/vZiL8/JFEq15pyR6YkmkZWFOYBPpTiFypErk4NtVoADaeUiSJmiyNosdbBtQeYmobpU8wb04TEYJriqMGw0mF/zSD+K8xsY6LBRLn1GKRfUomB6uQXNDyQQf/UGBPYLdUo+aOchbIMYuflNUPcLytawWhlcGu0NkMoGh6hT0XPTYLq8oIsH763be2ELihM3UmmgtRlGIoXiinnw7zGvxIkhXNrDIJEtQYripOJ/YgCjL+9A490WIEq2CGdc/RWL0HcfhnbusqqpcOGS1bCXO6GOJ7llXJ4WryEvWwhs3SeitvoGhOcc1dAox23Jrc3w3X0QpdXdcIyKk93M6gCrUUc+vwFND9tRNF2n5SIFlesoeRQoBR02UwxALJotqaMQtIHmtMn7a+p8MTOUqzN4H+l9IrsRmyn+IcaqYVMZtlgRx98YhO+EyRjd3QtldSe3T6eXkY0FqR7NmU6D0hIUhPfpUPLEMgl6KFcLOEck5CNOVqJOrBHMG7XnGp4qI33lUtRtNphp8z4iAIU9piPTIGKtZpZKcEyZH1MDGP7kRvZooxk7x7iZOxtTUf/bSaRXN2P0vABaHshiZkOwKoaYXO9CaNkUJoZqUPtbsS4ziy2Qyxb2T7PM21BtuxDAolaoe1iCcwqYOL+MfMpUwjoUJBdSy1+FnFFgNQUBZK9Cbd3BV5YhE5CMizWhNApaf9coYJm0INdagveQKVRwAoYH8B+VeEaO/k5FhrylUIn31dVnQdb0Igs9amP2LbaxCNdhazV8naKkfIfIdExFcm0eF79qF/bFxIVKuzeKR4/Ohzpmg+bUoZQlWBUFtU6xzrO9eaSaHNh/QFjTWHNAaU0a+rgTs8drYElLSMwXACi0SUXppSXcu2cpA6Wr24QxbazswsBUEN5hYOx8Beqw2fJN2hG/PIkj6ToGWo9PdSLsFhd8VlnDivAolrpH8MnpRfjXsHiubzURW2/H8tBRfMuSwnlOwUqXDBnZNisiahJ3LPgKlr50QsRNLbfB+Ez41HfzL94FSTVFMHEZ/uMyymSs+yysGtUN774S7/zym/j3R362CZ9/49dRrqi8z9b/XZ2dYfuDKxQ61UF4trrvvvtYYUqzaATcXvnKV/7BDCo5X9C41h+jnjdgox7ttddeyzYYy5Ytq7r3khjhD1E//CWUtGohZlb6ONporhmuls6g5LFi7F8EC9HyL6fUVdQK1DsEcrcOT0NrCvEcGrc0m9pOza0t6uZeuhIJQ6/1V4UKqA+z3xmBNWU2y6wTla4omF3sY/8p3aZWhQRUpe71HEBOZTk6jLKZgEDl2jMCI5eDTWlCudn8MjfEfpB1BrEx1tYGJHoCVdbIPpKANjgMJVdGMSLAqpUmy5NZFK9YA/tkHpr5XBQa3vDjIyibdgAVY+CKf5vWXs8zheUn91Tn7uwDMegU13VG7E2uxQ3bPvCaoS0Cqd9k6y5dVDXzpNavZTKNXIdoQeVqJYRbmhA8QJYRarVtVkOCBsOA88As77dz0BzI99qg2RRWTlbmxSoeaZ4BCdEVfqgFgzM0q8/VW2YAOHSZE6F91DIVtw+/bREiOwoYvcCGlvsykEo6ptaK9SI7i9ptwPRyGXXbRNoBvz9pwDukcbJBYNMwEu2CGvIfUjgYnoQM7mEg3i0Dq8X7WNjig+YUjyWGrJIOQGwTKzEHokie24iSGa8U2ptGobseJaeE5odzUKdTwHwBpLMRCf7jGko/DyNolWBNmEOzkgWTVxZQd7eVZ/7y5ndaeLeOsWvK7GFGzFrT/RIzinxMXj4L+94Ab2+66VTLkkGNxYDVWUJZslZvZ/7PEG1Oamd6Bi0sfKCi+beag8Bsj3juilCBAGPNTgsD3cy8Emyj4hhKdAJljw7rqJXb1bZOwXDpMSc8105iOumG9ZAHmx9eg+kLxXHW6E6grjaB9q4otm0XYp6IeVGQL5eQ6J5Auy+JgQkhzim05eHY7gbWpiEddjO4T5kbnGoFinEn/HVJ5IsWxMhThmYnCy7oZRnxBToWLx/AkXFxMeDyZnFp7VGc6zqGsJJHu30akyXB7L07sB+fnNqI5XbR6x4qi4uRA8UwLnOkcV/Oi1d5TuC7iUXi8yOV8MGaXrznyDq88e07IE1pMHqsMH7VCHjE9n15to2BMs39UVE6hTqZgDETe1aftdd/6hV4zcdv4t9v++o9+Ob7fvAHmXuerT9enVWJvrCKRqMsHiDfWLL5OjM6jfLGn66OHj3KAe/kvUaz+mT/Rd5qBN5eaLrBH7Oe9wxbRSlBmZ20c/RwUl2QcpNUni/GqswLXOx7LaTk7yLhSmD7mUUM0dwgdAJpzCCZfl0cJ9Ujsi6VgyfZ5822/Tgkv1eEmpuAJH3NcmZYOAKqz4x6GhzmqCbr3dvZ7FaezVQtQvj5Fs9HvtHLwgO2DKGTXTzBc2NFvw2OoxMotoszPSUPEJjhOtqP3EWLkWgzM0ANiPxSiwX5RY08n0VFlhFCcaix+aztTqFqJUaqUOuCmilBOXDytMB6tTbMz0PtUt4mM02C1Kvcaj4QBaZj1fWZGyBf9ljFTJvZZibmMn5uM/uuyek8dLdgc0kxm+2s4TQDagWrCTNHdecBDP/zRrTcn0aiSxjLUgX2RlGoF3YelD9Jc2EuM+Zq9DwriiGNffWi5zWwJQhV8GAW4xucSM/T4BhVkKsTH3bvSZnnwyg83JoWLT2y9uB9tAOB4xqSrQoabxvGwGtNoUBJgC5LzsDkOgONj5kM11KFwVemxYB1VkLtnjJmlqpV1khNySyKIC+ySkuSWo6zCywMdmrnhIO4h/OYXu7gNAESJTg3H0fsGlNRbJXYr46eq+ZIHpOrxTrSzJj3hIREtwE9UkDDbwUw0mwSshGZgSRZaxSCBlTueYooKv/fDWNgMgTrYUfV7DaxSINtSkGhrQCUZUAR6xV+1IpEl8T7SYxYoa7MuZhUxLrRfJ/m1iBpEjzHT9mKEDCNL9SBUAHyiACeusVAcMEMpkmJSUKBUfE8wXMnGKwVY3a+3bDp1QjduoZZFDUFpbICfbOfGdSVXY347gdejoHYLC645bvCRF4W74lUkrFs0QD2Hm1lbzXnQ55qkHy6s8zK0Quu2IvhrB/jKXHVTezZT3evAzKqUDW7TFNmfwHFjAUfX383G9tuDPdjR1SA9aWBMdRak1jmGOKZtBtcp9sMnCynocBARBFiopheRCyvoOkNswhuysKIKDDubgYaTwmROm55G3+YHeOmpYkVaL0nXe0KPF2Rc/u7v/5mXPM2Ee33/U/8HD/77K3PeP+z9eefYZv30T/CDNvdt+Kt5/9tzbBdeeWVOHnyJM+rkSfame4Wr3/9658TzqEM0e9///vYtGkT5s2bx8/3ute9jiMwn2tRe5XUqURy/Z8Atr+2mis6sC0UV7VU0lSUwQWZ4ULTkL1S+Lq4HjsKKDLbWtA82eR68YENf30zgyzHcIoVmuWpaZQuE4HP5KnGAgHKAaWg813CIgQVW4+RKcDjRjksWBMWBfQNQ1/QDuw9ympSGuqnMhbOg5wrQDONbSt2H8aJQZ4vIkDm2nISCIu2Z7HOg3zQCudYDkW/FdbZItRhgQIoG1PdcRSF8xbxfJn7sKksTSQRu6wLMqkypym70WzhagYzW5XZvOo+UEh9qSy2c8XCUwziGaVGaquB88lXb4BroshALfV366vPSaydJVlmVSl5wSkzKSSXC+aCfOLKQyMsfCDD2wpbVvedPYi/jHJRJW5JFgKnWpXky0ZGr7a4xmbIs1226hC/8/79rCS1JoHmb4nW1OC7F3HWpn1aeIoRcKGiIHIyzJ1erjKI8gyWkGoWJ01SExKIJMBDilwiKHl/M2LmyrosjkzGhvA9AjBNrwYsSRIIGNCDJTTeqXKEE1WhpQj/Liv8N4xifHNj1bw21SpxO67sMhDZbmB2vvmemJ2rol8Y0tLsW4XJov1PdWlwjioMKiutT/JHs8eEUCG6woBtRjwXATsCofnGEqsr4dQ4p5JKd+hwn1BRXJVBmXzB+k4NyxdaC0CWWpN07IrnsmQkOMcoX7WIocstPM9X8a0jhSi9uJoWoooK8E30aGi9y8DYOSrvS3aBmdjgLMH5mBuJ+Tos9Vm4HxRIilrH+aYSNi48gS1HOuHw55AzUwjI9NYxP4HUmEeAMruGG9oX4b/PuxZbTw7hdXt+iBpPFvk7a6vtWALYZOfhP6KwPQoxlJV1Sc0vo641xvYcC0NiDrLOnsS9fQthf9SDxPo8mn8p1ir+1hQKJRU2Sxnvm/8IHo/Px0hGMGwkXqh1pOFR82iwJTi66lRL9Hfrk1ML8dH/eBCOn2VhOCQYv20Clp5a+2t7r8Chk018TUataqrmB/WqufXTlcWq4v/95L04/6b1zD585R3fwd3/89Az3v9snV5nAdtfdnk8HgZZlS7gH1oE/oh1owSFdDrNdh//F/W8W6J/zcUM0fBYlTVSF3QBsVm2t6D2XkUpyR5nHg+zXBoBr/WiVTr9jo08M+R4ahwIByFFYwzUKpWfF0J5SYSfh+01TABUdKqwT6gwJqeBkwN8e+w16+C3qwxWjIWdPEtWXiOAmZrM0+Ux/04grpozumEZlGNDcB2PIXp1NycI8H0e2w0XhcHPJDG1qhGh/WXAI9hQNSXuQ7mW1FJLX2L6nW22cYYlATYCVKrZ3iRA5nrJSmbQiPGrJCO4bt8lLEouWAkp9/SzLzSrRsC3YkNCbV5i12j2z3/XIUim6MC96USVhSOVqGMgA+8WwS6SdUjyJc3MZtAcVNO9AngaHc2wx8qo2TKNsasa0HinECMY0VlIVgsm13TBkBUE7+2D0tpV9cIbf+9GBI4ZqNkdw+C7BFj39hvsT+YeMZihonYYv39BPwK9Ohu+kuUG5W8SeKKieSea++KwZp2iuwTLFJ9H2Zo61Kf8QL1gBakcYyT+EADKfcCKsfPpecW6FY+pHKY+trWR/15zSByPM6ucqN8kMbCb7SKDWfFcnT9NILbUh4Yns0jOc6Jm5wwynQIE0PYbisItT/JYg2L6wxVkpJolFOfnYFBWZU4cT+muMiKbFOgWC4MUJafAdYFY48T2MAPY/LATur/MLBkfXzQvmRUzfc6Lp5F7QDC7ufUZJFxOOGIqKzjJCiVvAmnNXea1ssYsSLUJ1pLKf1DByIXEvJVhi6pQrIKxKmYtMBrBg/u5Pi/P2fFrlwB3rwX7ahqgxFTkys4qi2coBiz3+CEt0nk/aB0a2kVrfbSQgjbowrjPjqDZjtVttB8SBdBidpmByJMKi0vEPgrl5ey2WhTCGmbMebSBZA3ObenDIxu6YRkg/z9x/3SfH1Ikj3JJ4TSChfUTODkkLjpWdQ1ix0gLbu7ag2OZCGptoiX6vWSEBQe8dpoFtZQ1RibjPzgiwJoMGN+qOw2svfTEZTjxWDtq+wxMrzaw4KsmQ3/idCuCueX0OPAvt34QKy5egmKhhM+95it48pbTL8DO1l9InZ1he0G1YMGCP9rcGBntkmE//cTjccyfL8Yrnq3IUoRCB56uJXvddde9oG05C9jmlsMObfpUaHzFiqLCjM1lkyhayvA7YKmvg/+4QNuOPQPIL2/jtiS18SpWFNXFfnAn1I3LGeSQzQY/l80OtZBnFSa1UNV5ooVascNAJovoefXw7yfmQpxZKJRdO3yC58uoXenaLlSX5S37GEyqFI/1yBDGrxNIo/5wGPmADbqjhu0iqNU523OKZveGF8G7f/q04WRtwzKeS2NrEhOoVbaXwt9JrEBgMV0vTvQelxNaIiHEDX4/pDnZp2SgKz++G8n1LXDdsbv6XGMf3Ijmu0TGJ6+PW4DI5AVd8DxUBlrqIU9SariMYreY7aN5tMDBBNuRBLZGGQBSpVc2cLIEVcO940gtEayJZ3se05e3sa1E2SYBVit7lVHFXruBW3AkMgim82j9ihB8jL5lCYMROkGSW3/To6Yasl6A1mNvtqP5Hh2+kzIKfgFA0u06Zt0Sn9hJ3ZhukqsgILIF8B4VAfTOCfFcRa+Ng+szERoMB8I7JSQ6xMeRoqyIcbJPAaluDb3/IBij5t8amFytMIgjFq3kEa/d+wYvKD88fZ2Gxv/OY+yyMDNPlddXU0JtGu+UuP3I6zJkIEmM3bgdviEJufPNi5QSBbmrCB7QMbNU5jWYPiEEDKpV2JJITVnYjruqc2+kSNWWpznr0vv9IPKmwXh5ltxuyxg/T4FuLzNg0uvFBYKj1458UxnW1bOQHgog2Sm+0JwTMgKHaFZRRXppAfKYOE4JZ3Z+qRfHv9oIx6RUvb+vPY56TxJTGTdK1Co9qSKz0FQ3D9qQbAdcwzLSSwoIh5JobxHv4VgpwRYgSlpBbEOxysgFzpnETMIN75MuBA4lMGuqqdOLC7CM2lAIaQi3xTDPI5jo6YIHj2xewkwlsZrJLnE8ts8XEVcbek7gZDyELs806heLGcX7Ny/HNefsxtZoG3RDwlO9QlL80YufxMeSHfhy4xOsGI1YEljy3RGs+5L47jE+FQYuE8zitxKCwj1x9zwELpjCLGpR95RRBWok4Jk7rlApf9iLz97zMXSv6kA2lcMnb/hP7H30FNt/tv6y6qwP2wurb3zjG/h//+//8RwbtSQpEWluPZc2NokFqB36m9/8hv9/8803c8rSOeec85zEC9Q6JYXqmUXt2RcaUXUWsM0pYsBcLm8VQMgrF7FnWXnTXv4/ASqq8pJ2SJv2Qt5yAGVNg8W0tiBlJ4EymZg3j4OZJNk0+a0wRvKuo1AuOxXfVQlIr7QKS+uFAjVwKIlinRel7hqENgtbDZrT4sesWwpp1SLYp3PIhx1IbRTGvZ79LgaWWmOQQVX9HebMm88L20iSFaLOqRKsEylIprErqUrtFDdDJ9OXrKya3VZMbnktNi6HnDfBYlmHZlMhhwKQU1Y03Gma5DZFkL14AZy3boMWjwPxOO8T11gCxpIFIklh/SJeO6qmhxNsQ+JQF6BY64IyLQbiCcxK89qh2SyQdB1aY7jqhUYAIrrcx474uTV18J44dVLSIj7k6hzMYml2sR/Ri9uYoco2OOGYyKM8NgHVLdYr+OQY9LFxRF+zitlCamfz2p8ow3V8Foc/4Ef9I+QtJj7s5Nlmi5U45JwUpIkOBwLHTUNfQ4VrTOc4KY6sSplM2lSZTXDHLvaj8aFZ9L5eMDzuIRrcp6QEkwk6RpFLYpvJHiQXUhBfYMAxxnfg21NNAqjxrNqEXvWgm11bRs3jFrgfsGNylRV127PofYNgMYkto/zO/MtngT01KHnMqKUOidu+NJeX6NbR/m1x/9ELrEi36Ugu0CFZyyinFfiOidev3ZnB8KUueB91ITmHFcuuzcK5xQ1sSKPwhjyMAyaS00hwYkHJZ8A5pPIMWd1/C+az9x/bYJ1UUQ7LyC4uQ3KYxr1LrdzyLCRtkOOWagtX82gYekM3tGKe57MMi/iD357D8J1tDJTtCs0E6vDvMJW4NYB/0BD2IYEMZveHUdMp2L+ZoSzP4GVCWjUvNLJDw2wqQklObBxcDDrg7xWvM+1XobXlcGHncTx6aAHmtwnm/Gg8wvN1Sk0BDkcRqVHxeR+d9UO2lzGc9mOefwa/2bMS89vFvjcvnEBfOohUwY503gqkxdfw5Z/+AHsLLo8uh7o0AdsHHXjLY5vEcf92P/Bmcez8NFWD/9x2Of/u0oHUI7Uo1RlV021er6cBa3Vttfjc/R9HY1c9ZqcS+NhV/4bju5+ZiTtbZ+vFWn6/n+cLL7rootNur6Q1PRNgGhkZwQ9/+EM236c2KJn1kzk/qUXdFReD51Dvete7GOARYHymXNEXUmcB29zFeGQPNOl0JE5Agdp8ypP7mEHi+0WzDCgMhxXQjCrAI8d+apVibArFdZ2wLZ2PVJMYznEN10MemoCRy1cH+KkUYqMsKowaP3Ib2qtqy5k3b4RnuMj31VcsPNVSpCHSJW5WsiojM7DrOowDggnUZYlB1+wCO4LfPpXTWpmZs08JpoTapd4+Mz9xNsstQxILkNksWWLw7fPaORKKBANKMsf7xrfX10EtuNn2g6a79fPMQPqth2BtEFctbAfiskI3QR7NsxHYddFc3/QM+7HxYwajcEaTGLu2GQ0PTXPMV6XIRJeUtSSsIIWlc1ywJpZ0GaFbe6F3tcC26xAy16/h2z0HphHdEIHvx1tQvnQ1NKsAM/7Nwyi2hdnHLdtgB166Bo4p01h11zEG1MF9KeSuWQvXAXFCLZO/nM8B72ELSg4xyM/bm9Fg3dkL57olHNwe2i9m43iNi2TDoSO0M4mha2pYzUpFBr+td6TZ32zo6gAi28X6TlxTgM+fheMnfkyup6H7BNKNAkRPbJB5bo6AnJIjew0BGkgUUVqVhvcWJ+JdMgMRKvuAFf5jGRx/uwqkNXhG7WzrQkUsGtlzZHfWIHxAw8h14kH2aSvTVsQI1T0lY/wcc+3J28tXgnefDalFJdTsU5gBpBo7z1VNfaD2YEXZqRx3st2H9bgb8XaZPdaoin4FRb/Batx0s8Fgdvazghmy90so1ug4v2kAux5YhlSrKYLRgdK4E3KgCOcxC+wXiCtUi6zDfmsAYx47tGVpICO2dyrlRq5Vh++ojIIHsE/KVeaP1KnUEs5clEap3w+LBtSbF1DjiRSyTTrcx9Xq/mXqhbULMWVk3Et5tTEzxcYyq0Ar2PHo7CLUzYviv5+6VOx7WoFzRkJWtSJVUJld5X1P2nDtsn24c8tK5DoseMPqzbilbzn/7b0LHsHW5DwMxQPIjZAZsxkHN6FBsyjINgAv2XoMX9nxS77deI0Xxj+fsu/49++/AnJYvL8Lr+9F3/e7YUv+/sjAtsUtnAsabKjBeP8UPnL5pzF64lQ34Wz9hdbZlugLqle/+tWwWq342c9+9rSig2eqtrY2jrl87WtfywKDF2pVRm1QUpj+McHaCwZs1MclmpAQKEVAUIYn5WfRxpGb8Iu1FI8bsiZXI5nk8Sj08QluMRqSDLVWDPGXTYD2dCU11qFY6+bhdqoKANPNHxq0D+yLId0prpZd9+6DFs9D0TQQfq/g/uCBFKR9x6FLMsoeG3u6Uog7Vc1hcRAYAQ9w6ATSLxUAiCxE5KKGyN2DwIKuqnkqzdlRCoPhFMxD8OFBxM8VijVLwArboV6eqaPcTtvjoj2Su2AJbFMZRK/pQPBgRsz30Wum0lWzXDL/lZ/cJ35VFMEu2uwwjg8AuRzyVwow5SSfNXPb57J3BIPUpkbUfm0z0NEGyRQ2UKtVz2YhZQqwxgqwPLgb2gWiz6ZuO4Lihh6kmq2I/t06ND0qVqxU74MtoYkQ+wd3wt4l2kwkULAWirAe0jB9XTf74VlOVmK2apBZ0QjHwwfhMNqrqtqC34KxCyTMe99mNgquKGozTSrkC5cgvFeD58HDyJ3fA9e4aKfllthY8NF/Uw3nVkrmrFjXd4s4+j4XfHvAikMKLqda8JFJTF3RimQL4D0BTG0IILHAzMeMKQzGur+XRGKRD64RwcL23WiDYw/FWeXYP8xl5mxOnqNjcp0LRqmE2u0y0g0SXCa5Si3M2XPz0PMK9CMK6u8T+5LoACR3CeGHbIgukqAuEDYZjke9cEzbkOzSMe9HGk6+UoaSEtvc/FAJ2YjwbnNMkLmyeI3a3RrGnSo0h4HW76mYNud8y9052A47OJ6KmDLynRu+TLw+iUXIG23Hj5ah8zXHcXhSHNPFggV2Wwm5hJ3ZssyI+Jx461KYel0ZesGAS9WAEQHYihYLQkeA5DUpKLuFqrPkFaCYWqGOGR3xCSdHVFFVAVsmhdBuCdGlBqwm2Ikv1FCzX0FisYbOXxQ5S1Ym1aupas1ekOGZNLtawqdechvf/skHbsT5L92DR+5byTN/BDj5eCThxTJACeVR60rjscku5PIC3D9FHiWk7KyJ4sBJH2qE1gVTKxU0PlHARROH8cXf/gIS2dFtdMD4l/BpAgOaq1NzYptP/LQb9rR+Grt2Zi06ZwE+fceH4Qm40X9gCB+54jOIjpumg2frL7vOGue+oDp48CDHaD7XebNK/epXv+L5MrKm+kPqpptuwmOPPcbK0j9mPe+toiE6ClYnVeXAwAA7CRNgu+222zA4OIgf/ehHeLGWlkpDmsOwEbtEVVE/alHh3UJRUSRCoHYmndDnflnS3Jt8VOR7ku8YsVtUpAKllmfNtkmeS3OYjJVuPh8iYWbq1BYzsH0qieL6hbDs6oUymxOZoWQ0S4/ZLFqKBgGbYlG4/5v2I9Zjoyh31IuYKrOFSwCIZltIcUmlOB08oE9lncli9nUbEHxoAJYpF2b+TgCj4O44co1uRB6bRJFsMa4SJ5nQY2OQi0VIJBxobYDuEiCQDH+ZldN0GHTboV7YHzFZvkioGtdVmQnkx8QT7GNHoE0fnUB5g9g/2d0FdTzGbUq9ZQWkc5bC1m8a+mazyEas8PblEdyRgVQQ+1EOeeDadJxfn0BbBVSTSlcv6myZ4h4toexSoE2btiIrF8B+7x7ILY3I1jrZMoO3Lwd0f2cGxspFHK0U3isAU+0uDYlOJ6aXK1CKPQLIyaeYIft0AbaYE3XbTyHvRJcT6pSYuQrvkqptz+PvboH/qIFskwHfMWGjQRYiVDTYT4Bm8lw/RzHpqhgyb7mvjOllNHlOKQdAVCRswTpjesgZQvEp56Rqy5DyL73b7Uh1GNwGJYsRPtbt4NtnVhjQHWWURwXdr5jz7NaYjIn1djhGhKKUKtlqRZr8yPwagnsUkXpAbPASRYALhbzrLJBbhE2F5bCLH8vmuUMSoj20VgLRlBqKrPxMtyjY1dvKeaC8vRqQ7LFwcHuuQYdsmvYmLS7ICQssDVmUDvlYyUllH1cwvUqHZ5NH2GqQUXJUgCxiziY2khCEkisMhEctCLjETFxxW1IICQhYm5FVtVtlTJ5XhveoirFzHCgGSI0rtnd8owTLETfseaD5ujiW2EQmq78tjsOfWorSJTp0Em6YPdyudYPoTYVxc88e/OrQSty0cA+a3cIHZSbvhlXRMPzjeTAW65heL16DvAXf0P8gXvfQI+LzcYMbxlfrAFVs351ZJ6LfboUtAiSXiQuFmkMqvL/da67q79a6q1fiE7/6J9gcVhzcdBSfuO5zSMdPtxE5W3+5dXaG7YXV6tWrOZLq+QI28lz7Y9TXvvY1bok++eSTWLJkye/M0L3nPe/58wA2ovne8IY3sKfL3BB28j0hL7YXe1FLs7hWzJGROpL+bxQKkBwOSA5xNjMyuersGYG1iq0GqTUJcBGrI7e3QNZ0YMI06CuLEwxnjTadYiE5OJ4kwrkCRzNV/Nn4b0EPpEgY+To35JqVUEfEVbFEM3IHj0EO1UDytwKmfxlvm99fzRQ1HGaQ++5DSLxuA3w/2sI5qVbbqZBGalf67MuQXtMC955RBG8RDFt5eSeKXgXW4yehehcjeIsAW+VUSqhnDQOaw1ZNZqA5t1iHgxknXrclC6rqVTLN5fzRQiuyiyLImDFTvk1iDYmxm5uMoDY2QJ+JccuV/O/UcAiGmbRAc3GBp0agj09Co3VbL+icQsiGfPcCBB/sR7o7ANeYma9KKt0Ny5BpcsC3ZRhwOwHTvLZsbrtW44Fj+wk4d4uPA9mxJF4p1K++/jJSrbZTiksJaH4kz7N/SknlNhavu0zmrg403j6KvjeesuLINErMvOg2CdHFIqCdikxOydqCWB4Ca9RS9fWJ5yIvNwKA1BYlpq0ibAjeP4iWJ7PIndsjsiIjYk26v1HA0BUeLPx/fcwiEhgjyw6qmWUS5v14Bqm31XDrLd5jJkB4NBTCFLSpwRvMwPUzsV6z3bQdZBZM+0c2IQbyQfH6xLrJBQlqRuYUg0o510WR2RVkMQAlTEz7Bfhyk2amgWxNDMQX65BcJTgPic+QpFmRi1jQuGIcQyMhpBcJABKuTSB7KMR2HiQaKPoFFLFMWHlmrhSRQQSbbVocwxVWi0QftG22mIRsq1hH8najXNNkTxnOAQsifgFKs/kiBtpLKDSXEH7CguiSU7Yp3iOqAMwhWn8JCTNKy1B15Os1uEIZTOXdeDIrviM21vfjkeWrIBcMThVQ0+LYPj4RhtNRhG40o6dxAr89sRTNNeLzu6pmGCczYcTWl9B8h8wg89LBvfiHrbejHgJMGe8IwPh/wSpYo3rvQ6+GtAEIdERh3S3GG1yjOR6pgOjyn1aXvPZ8fOB/3wFFVbD1rl34zCu+iELu/8aO4Gy9wDrbEn1B9e53vxvvfe97uQP4dIBp6dJTc+RzSyHy5DnUs4kGqBV7//33w+FwMNM2tyVLv//ZANuOHTvw7W9/+3dup1boxMSLeyZCbaiDNh6tGrhSkRqUihg1oyQGeSsqx8RrNyB4/wmUTZaJ5tEYrFmtzCYRANNnxVU15YLyYvs8MGLxKvOmH+hllozmtTA+XTXBJXYp1eGG69cHoZ7sR/qV6yE/3n/KvsPjgR70Itvigd30xixeuQbOQ+PQl3VAjucxeK04q7blulFz11FgaQ/cvbPMAsbfLKxIvJesRj6kwnskieyiepRcguHzPnQUpa4eBk8YnoSWM3MuL12NRJ0F/p/v5HVgVo1u37wXNQOi9SmtXgIUT1l7ZF+2Ds7bdqBs6LAODKIyqZa8cT1cI7Vs7kkq0krbtdhVB6vNClmSRCB8jR+ayc4hIZjG7LJ6JNtUNPxGrImhRuDaMsziDtdjOZSWCyraEssy2eXbPcmKUn1olNutc6sYtEOv74JjTNw+8ZouNN0yjPj6Rrj3jUPtEu069aGdDLBn10aQapTQ+Hjq1HME7HBMFlBqrkFkRxnxeSbzRua6fgP2aYqYOuU3xusSKMI1IUPSydetzLFa/BgDaLx7BuOXhlgk0P5F4WlXXtSO4UucaPvaEcwu6EHPR4WvxuTV7ajbVsLkjfNFOLpOprTiC4K8zI6+o4ZBDYEs24y43b1PQfCpcRz5xwiU7YHqrBaDIrJ3aRNAKbJVYtUqFYFLz1ARlmQBExu91ZZoeVeQrS7yjTr8+yxw9Ysvx0xPEe6DVjYUnlyjIvCUjMmN5hedU0PNFitmu5yo2WpFbJ0AErFDIagdacjHPDwLZ4YDoOawgelVQOQOG2aWEENoilAUCdZZAXpIkEGsmWtArGP9EylMr/Eg8qSK4MMDqPvQeWK9Yil0fGcQJ97eCjWnwzUiQBa1UymjldbKu7sM3Sph6CpThOMrouYRB+Lzvbj52ofRYRX2GbeNLhdGx+EcpEkHdHO7JENCKulA+oQfTUvHUePOon9CLNh83xT2beqCtQQo7bN44onPQ9olPl9sivuxEHDzKRWbDh3nv+ft8Edk9nqz/TgA1SZehy5onu7UcdM/XoO3/ZcwB33gh4/hi2/9FjTzovFsna2/9nrFK17B/77pTSJurQKUnk10QH9vbW1lY90VK0y5+wuoj3/84/jUpz7FSlUyqP5j1fMGbJQfSkazZ9axY8cQDp+atXgxVnl8CvaGJkA1UTb1sRWF7S5oMF/qED5hlQF8Ai06Xd1uFXNc6OmG6nQwaDHOXQ4MzVTBgU7Ag75gK/+fY5zLQEUzOO5JDYsrZyr3bbsgu92YuXkJwg8OoUTPSSfhvkkU1nYzsLTPCWCw3rsDqA0z+MHKRWj/pilGSKV5Lk+l1uiIOMnXbjL9mo6d4Nk5yhl1bO6FdqFgCzPnd8M7WET04lYEnxiDHAmeMqJ9qB9oa2a2kAGVad6rW1WoBLJIzUqzZGaROlStq+UWc4WBrKpBaeaNmDRqsQbE2ZlMfsv2MOxPHGKgrPmdAjjS2tcH+SRN7F/tVzZXQ+nza1tgqfEjdXk3R0BZD4ohrsLSNm6nkoJU6UudBtbUIFFbEnD/DjbudQ2JC476p2QUOmrh3zLCQfOz8wXETFy7HvWbAOd4Ed6TJSiDk1UT4Oj7N6Lot8DbZyA+nzzZxGsQgCCWhxgx38kCEh0C3M8uMtD6awWJdpWH4zN1FjiiRlXdOHVuCIGjRfhPyjj+cVN0kpVYXRq/fD4abx1CbrFgaikrlUQV8fkGM2fBhgRsPxEChqJbgmNS5jmyui1FRBeJfZlZSSrVBjhHRd5oriydygXNGQgcknnwniKoKhmrbEpc0ND3Mi+zfzSzVtkuOScj0jGD2GiE94ePR3cRStGK8Q0qtKY8pMNWuOrFRU+ppCDebYHU64Nxfg7yhGDebHEJuVEXjPoiEnYLiwh47TsokxWYui4Pxy4H0ovMjNGtwnBYc+mwJmQ0PpLA9GpxHBmqDO+QOEJGXtGGJfMEwzZaTHGKRtvdWba4qaw7Dfs7p8qYXmpBPmBBfHkJtjG1uu+zPSInNa458amT11aPIwLYtl0uGBZAXylAfLksoy6cQMzhxGB/LZSMgiWrhCLTqZQQWT6OCz87hk/v+bnIBfXIMN4ZAN7qB0wGulLdv3gH3K+NIznmhTpqh3M8J47bZ6i3fO7VeMWHbuDff/2FO/CdD/3kbNTUi7TORlO9sOrvN8mN51nbtm1jg9wvf/nLaG9vZ8BHAoZAQHyfPtciY10CjX9MsPaCANv111/PyJGG86gIrQ4NDTGSvPHGG/GiLkM/bTi+Usx6ZbMom0Ctendi2gy9Oium955k7zV2+t+0VwzVm4wZbBRkXQPn0WkGOVVmigAP0bAJ8UWvnRRAo+LVpqVLwiJCkaHGhRiCttHq81SvrKllyI9Z1Q519wBKl6+BY+8gM1O8XVPT7NmmbDpSVYxOnSssN0JuO4e1E+tG20oRWZX8T5RKsO5JI7u2E9b7RBaSxUH0hoapC+pQm0qjsFiAWGUsBZmsSxx2ZtQ8j50SZuSCCqyd9ZCbw9ALGpSEWC/2bWtphE6A2G6rzri5fA4oyTzPq/G8WzzL28JrvvMAA1z/nsRpczvukwmUQ274frML2YuXwXqfYElt+01LlQFT5EDAzwTkhtMBo2+If/ffeRBl0wpBqQ/Dki9DG5uEEvBxggVVfX0dckuaYDs0xFYqRmM7vHsFZRbZmeMh9WxIYd82stfg96RRR90WidMioktsbIhLRSButlOFv6+M4UtkKFm5qvSjua/QvhTiC9zstt92p2Bfsg02uH+xld+n2HnNKHrF/Z2TGtwnEnC110BXVEQ+k0GZFLHUmnu1g1uhem0Bk2U7il4BTuyTEs94hfbrGD8XWPCf4rg7/MkmuPpV2GPC3qTklDG7QHzpGGma5XKi7NY5XNx3zGTxOJ9VgvGjWgRgcEYp33/agZoZHb5+nefh5LIOy4Pivc9uyKN2DzB1eQHqgIOfU+yjzvFSSsIC57iETLO4nZIYaE7P/7CDEwmIneO1SpZQcwSYuEBHbmERw/BVTXVTra5qa7nx8SwarhIjHJMzaUQXkaGxE85JHdOrTDPhnIyZJRa4JgxxoiyS4MdksiZtzFzWnT+KlY4BeJrEe/JQdCGGCxIybRoscQXKfvEaWmceiawdhYwVFyw9ih1jzSjrYh1zJ1X89/tvwZohAeCMFTYY36oHTI84qoJRwmv6rxSfX7uO1IAPsFJMGGAdEvOdZ5asyHj//7wNV7xRWBn8z4d+jF//1x2/c7+z9SKqsy3RF1StreZ593nWmjVr+IesPEhYST5sH/7whzk/nVSjl14q1OHPVsTQUazVRz/6Ufwx63lHUxG7dtVVV+HQoUNIpVKcqUWt0A0bNuCee+55UeaJVqKpLql5IzB7qs1VzQNNJE4bmp9bZHNREScwGCiVeAaq+rjKvFqhwJYWJDAgUFex6NDjCZ6R+x2TXWLdVJVVmUa5DLmhrgpakBcnxPyyVqjpEtTBqapqlOKqtItX8YB4aHvsNEaQY7Ikim7SYB0Ug/c0U1bJK820eqq2DdQO8u+YRGJFBK7fbEXupSLk3XMkxnYfILAjSQxSeZ3aWqpsGzFXc/NCaV9oTXgtaA4wY7Jc9DsxchVXdjMEkkCSFPBXn4+354KV/C/Nuc38w0ZENs9CKpTYfoMfM5UE7FYGnsTKyfMFINZMBayy/QjPHXJru2ICPCdCi97HYrdg8WhtWPBw/grkQ1a4B8VcUbbJBftUnuflHCNpfmwFkOc7w6Jl2tSIkZtbeQCe3xMZcI/qiHfKqNteYA88KkoiyNQqcI+XMdutMkirzLcpRWEtUXMwxeC6cI3whyu5ZUQXy+j4RRTZdh/nvFKNnWND8wMZ6FYZuYgNap784AQotcXKSLZbOEA+X6cBDnPDJECZtiC820DipjT0g6IF5xoTlhbUBi0EdXT9OIO+m03/IUMYA1PcFNmU5GrNebzWNPSjHmEzYlBklxk/tcxA4CCJJIDZJTo6fpNH8qNiLaeGApCzCsddSSXR1hT7aMAxIbGgQaW8VvP9z23IoBSzszCDEiicptUKpU3Yo0AhALhGAPusDteYAFPJDgfs0TJHqdH84T/fdBGuv2wZvrxlC37wk62wpA1k6qVqvFnTYzlWWVMW78B1MuyTCs/Iic9JHkZZhqcmC68jj8913cK3v3nX62HoEsoTDt4XOS/2o3vJMAaiNSgNu5km0b1lyDYNS0+O4Adf+gH8sRwMMnJ+ZwDGP9YAyinGbFexiJsfezvkqJkuohrQXRrHTi348gSM6Wh1VKNSVrsVH/v5+7Dx+jXQNB1feus3cf8PHjvtPmfrxRdN1f3+PzxLdOKBW/GWi/62skR/9CziRzK1fT5sHYE1SjqYnp5mkeWzFc2o0TZQNBbNy505Q/fFL34RfxaGjQ5Oyuh65JFH2MqDIhdWrlzJytEXe5VjMaiSpQqyqH0oqSrUrnmngTV1jot/Bazx7+ZtzLhVoihMoUKlFcl5oBa1yuSxYe7cNt2cGbbqbZS0QL5kJpNH20SzcLYdJ9ikttIWVL1uZttI6xB+aBja6Ols4dyYLLLRoKoANHloEnqnt/p/a1yc2Onkx+DShPWkCpVnE9Cno9xmZd85un3MBK0tTcxMEcggc1l+jcMDfL/0qibYJ/NQS2KLDZrv0/SqolatiAH6BjDz8h5QSFYFMFrHRRu+vGEZ6u4aRHZZIwNNcnTnqo8IIGkyn5IJvGnmzjaWhFbI89oS21gBbKflndpssMwIhk2fnBKK28kUlKf6oZtg2j1WByMcgG3LPmb3TlO+NpgtyHkR+Po1FHxiIYO3H0FpaTssWQusk2kYNnO+q1ZBaE8K6XYRVE/zZY33CpCbWEYCAUBOZDHywY1Vn7COH48j0VGPfIMHqSYVdb8V7GDblB+9bwogcEhiBs87SOIB0w8sQAIGA65B+r8C97BptrtItDJphis/6obkrkRsiQD4fGsJUlrB2Es8KDvFsdx6n8avS2HydJy4KIqL2uu3q5hcawI46v6ax4rnhCxMe+cVoI7bMHypEwVTLFD3hMLRWGQHk+koASZgo7zRdKvOAM4RMxAzo3399ztR8Eqcy0rbl+gQ60gMGs3p0ewZraP36Cx0u2DfynYJ6UYLQrsTKAXsqA2JYzV5JCVinhQB9HxmwEey3c6vRzYb/sMSwrsz6L9OLL5ntx3pFgNv3/AE/vvARfjc0FV8+6rGYYxmfBguKAgEskj2iuNgMu3B11b8HO/G3/H/Q940Ftwyja/+70/hKJVg9Fhh/LABMLNoK6HvX5t+CfrSIdSEUoirgr1VLTqCtzu5va0NDv/OxZ3L58Snbv8wlp6/EMV8EZ955Zew5Y45n/Wzdbb+xuq9733vaf8vlUoc5k7ebE6n8zkBNjLRJQNd+qGYKxIwPFdwfuDAgeoMHFmMzK3n6gn3dPWCzUbIQfhMF+G/lqqAK/6dmKJo9DTWqALMziwahpfzxVMn8c4OaP3ipErF2aMVA1pSh3JL9FTkFf//jFYHAbBKLJZkM8f1Az5+DWKLTnvs/2fvO8DcKK+uz4x63d67veveu03vEHoPEAKBJJRAGkn+EL4ESIE0AiSEhCQk9BI6hF6NwTbuve96vb1Xrbpm/ufed0arbfa64LKe8zyvd1cajUYjWTq6955ztmzn+yCfM8VmhyldmztL9goRBKUHpHt4yF91i29tZMzbce18OFpi/AGXtlAMX8VyUhEqToWlJQAlO5VbjgQiC/bysJiJo+xPjSSFpo1lBaW5og3qrAlcDXJtFaRJCQQhF+ez7YUcicUfIx2/NLEMylqNONE8oIb0v4v5NK/dwq1f/ZyaUlN41s9OGa+ampX3paUn8O+zJiO6Uphb2c0mdMzPh2eLie+XYsWomqaDUhRU2lZV4hYhUl4OD3MHieyZRyNQqE2+v70cpvTkeDWwfUY6fOeI1nLOfYt5btFa087iEDNVM7nt28VVL1KoqkkurgoSUjf7IW/ZCffqANwzJ3CiRk+Z2HfYLSPztW3wLRiNjLVhNMwTz3vNuTlcDSIjYarANZwvXkNdo6iSReRHkBBrt4JQkXgs3rVW5tqpWyJonGtB+kohgglkpjBZafhqEEmLXLB1CJbVMYaUloBzhwXBLIXVprYOLcy9KwRfnhnhtBhUqwJXhXj91R/r4PSF1IktCH6QwSSQX492Cc5GQJkcQcRlgateRniUuJ+GM8Ii/L3eyiHzemoCh9I3ywilqEh7cxsUs5iFdNdE0DPHKixGWFShxtuF4WQJpc8FEE618f8vUiTzy357ENbqNsDXg6aTypCt/f9pq+1icpf+UTUsPfkcD8b7skhQZZpZlGBvFpYsnL9KJHpiFKZuM95snIyX5j6CLWEhRPnCV4oVH4/HmAW7sHVrHuQsUd0LR0z4U/XpUBQJsagJx3+wDb/5x2tMMNWTnFAfyQa0KqiOr2/6Oup3pHNrNuZWYCIvN/qwsalw1YWQ0tDNySqJSM1Oxj1v34HRU4vR0+ln2471izb32cbAUW7rsb+3PwLR3j7QZ3D79u246aabmHjtbvaMLMoeffRRtuQg94sHHniAu4p7M4/28ccf48vAXhO2P//5z4NeTqyRBAmlpaU4/vjjhy2PPdyhtzaJrFHVhUAf5lQx6t+WIOLRxw8pGotXcwg6WRsynJlagqrYA3uubd7B2Zfx2zSJEG5oP/V961UmiqOh++Bheppf06p8OtmJ7aqByVLMRIjC5Am0bfJjS9ijzflZFVrOF87O6e+UQ8pOh7/YA/fWNvjGijKwq6KTq3pETkIWEyxfaPvpjrD4QvV4YGpuRVJnFlS7lgKQ5EHL/Ax4K0MIZLngaeytYIKOl7znQr1El/eXm4NYbjpiWhxXYtWT1Lgcf0WPvVtU8RLPu2o1IXL6zPhsXfJHOxBZMAXSotVQpo9F8yRRuUj7x2KgvkEQX5+/TxuX7/P9FWi5bj68O8V9dH1tPuwtUdicU5j0est7kLJYHAdbevkjohLq8cDvFq//yIWz2SzXPD0Pzp2d8ddA4OJ5cJcVomVWMjJWdsLki6B1gajGZqyO8DyioyGAlqlu5H+skeJUKwKdMmztUTYODmmdkuStEgeop69VIEcl1F4ZQd6L4nXTPIPalwoiXgurLnuKRZXJU60ibWMMPTtcCKZQ9VCcQUkxwdmkwJcnw9IpwxxS0TxNvOP7Ch1I3aKieboMiiTVrT3If43IX1d1Csa914ItN4sqk8mvwlTcA8tyN0Jj6LUqw7NSPEZfkWgTZq5SeMax63jxGP1tVjjqTWwMW3flWN4vwdZpZrsRCpCnKp6rRkuSmBSDs9KKplkueKti/LrU1b6RZBt6JmZCMUlI2xhBerEYIGxu7GTiVHVFIRzNKqtDCYWvtaB9SgrsO02IOYl0UWtWECRbcgiqN4xkWwDbwxlM1AjlvnSkTG/Glu15kBwx2LaIJ8VfJmNHJAPqThfGVTTiN0+8LsjaFV6ov8+M23WMev1bkD1axbfNxh5yp5yzEp/XlaBrpyDwZPpLowC9umuBnFFZHDWVOzobbQ0dbIhbsW7gbJuBIxxHIeH6MlBWVobf/va3+NrXvoYtW4TlVH/k5OSwXRnNoFEeaWam+ELu6xf19mW0wb8UwkbDeNTHpfIiKSdoBI6SD6jMSFlbFMkwatQoZpgFBWIg/UgDKxbpJ81eJVTbLGu1IWGbPU7W9HbeYAgXpUEeZDh4yPt12HtVjDIQXTAp7k2WOG9FaQK6D1xibiBV0KIVu+JVQT0b01q+kytL5COnOCyckSpXN4ob08xhaysTkJhG1Aisfmxsgpw7m2fVnNXiPqRAGNFTZ3HkEkU6KVPL+HKa63IVFcA3LRdOMqPt7IaaJMiBf2YxnA1RJjSOsCISGui4x86EbXMdlIYmyAV5gHZIfP/UMq6r7/Wm08gnW4ZU1IgqWpK1jwcdzbnRjBhZjNg02xT2xhtXBkttO0D7UlVkLhbETNL85JgoypIwMCZMnwA5HEXHxCRWytJsGJ/HbgXOTfVxlaupvA6K9jogfztqAdPHMCUg2Fu1ObmFq+CZMh5SfTMaLxqDwPnCTiX7izCkcBRp/1wMyeNBy2WTkfO5eE5DqRZuqTq3NCFtnQRTp0ZmsmzcyiQVbSBLRYamEO4qltjdP+KS0FkqIe9ZC8IecczecvqKLnGIPc1stUwW/+Uz1kXRUWoWIfOtgOtdQYw7i6bx9q56FRESRoyRkKzpR2iurTtfwpg/VWDLT4s5i5Mfe7YKa6sMb7kZ269Ng7NWkBEy0+2xO1njQT5oPXkqV2EJtlYJAS84YJ4qdnKTNkiWEoFUZ2Lbjq5SmmfTVKIlMgsQnLUyt4hp+J6QvNLK7c3sz4TRs2IxQY6I1wrFkxEZTCoPIjreA49LkMXm5m6kNgURs5vgzzQj93NxfrvHpyBtpYnVtrZ2iat4ql2LajPFEIpasKSiBFM9NXhxjZippBzQ7NIW2FMDmJe/C6mTxYGNtjdhja8Qn/tL8Pijf4UUUKEe54D6h8w+82qwK7DaBBULmqzIOqYOH7w1E5EkBSmbxGPPeqd6AFkbPa0Y97x1B1fYKGLqp2f8Cg07xSyrgREEI+nggMJkMqGubvAOmV6Zo/WrX/0Kv/71rwc+HXuwBTnsCNs999yDf/zjH/jXv/4Vj13YsWMHbrjhBnz729/mJHsKSv3BD34QT7k/kkBzTnrLTkkgawQ9S1SHHqEUv60W4B6/nuw1+mF3BC9xX/RhTjFM8VkpGnDX5s5IUaoTtsQh+pbjspHe0SUIG0Vp+bS3eUnmubcY2YZIMtTcDBZAMEbnwaT5yNGAfuLx077JKkQxmWBKS40LHQgZnzejpywV1k5x3xSWTqpLantKbheCE/IQyBQVNk+FH+byWr5PIpFWLamB6dG4MkhJnj5xXySOoHk7Ipm6kbA+8yflp/NjkStqYCMLFK21DBJntPRA2VnN1UndNoXIaZiivRau4gqZt7z3HKsNzUCBaI+qORlQtXNi2lrJhDxpuwP+0yazdx0fw5btAFUv9eMcXwBLg5itY0JLPj9UrVNUWLWcRjU1hQlvZEIhnE0xZCwXxLdtsheh5FQk9RQhMDYTmZ/Uo2e8sMUh8iSdNhnd07O5KmOzaOTrnQ2w9IxH1CHD1mGCp0KQg4jTBf/YCMJJNhR8GELDHBvPohFSt4RRfbKVW3u5H3dCjopvhq0TzEziyG7D8YkdO382rTdL1CTaq1krQ+gcY4U/W8u6rFXhrQxj2w9LkLpeGP7qoMxQ8h4jRSq1R/m1QuazIQmuOhWdoyVkTG1Cfb0omZ1+yhq8s3M8UGNhIYRi0gQnTVb4cwRZofPmqRGv4e4CM9w7ZdjbRSZp+jpBsph0ZVkQynQh4hJZuCZSFdN1uZToEYMUVeAtE4/b5wuizaXAlGcTCQhJEuqOE1Wx/A+60XiZDNMOF5wNKit55bB4DXedYsa4nEZs3JWL1+smw7lNfKkLTQ6ga1EmvMc0Y3VjHpKd4rgqbOloDTrxf/94F+nbfFDTTVAfyo6TtU+CEq779BtI+8yK7tO19wNnFL6QDUnlKrdzof0/6U/WppwwAb989f/x7NqO1Tvxs6/cg/ZGjT0bMGAAr7/++gCiVV9fzwkExFEOdivzkBE2MoR76aWX+mRkURv0j3/8I9t6VFRUsBrlSLT4IIIymFx+yO37KT8SyQ7PvLW1x1uc1HI0NXYOe/9SQytiWqYpz59RtU+bZUtEYsuVWpv6m7vJ64FZIw1kWKtXBPXqmw7Tll1kGsVVOo6IStOEDZW1nE0ZOHsG3Mt28Rwbwb6zDWpjM7pOm4DuQhNynxBeb2pWBiIZLlh3tQCpKazMkyP6nJEJsZIcoLkFjl2dCJ8i2pXWleWIpjg5mYGP7TQx92X/YjtUIrY0J6flkOqRXZROENW2pZYlkVmGwwFUNwgiu3ZTr23KKgqlz2GxQsradkh1zQCF3dN1HR3o/sp4pETKEHNYEDxfKGFdRNA2d0POyuR2MEK9rWciu3T+pDmTYeoMxlvb9PyoWWlQohFYuiPxOUeqjJJ4wEwGr7taoWjE0+ueyDYdrcfnsnWHJcMLS7d49uQkrxBntPeg+txMFDwpvjhU3TwFnhpBWFI3+lFxkWjtZn+hYNwPKrDze+NRebYVpT9ZjqZvixxXUovSDEzOYhXtk5M4nopAeaj+TBOCnXakbfDBUy0ICKmLyY8sZYvCmapKdoirWHxdgQxJtaL4fyG0TrLDUyVe2+SjRzYgnuoIYjYZNeeKy+1JQWCLB+0TVLbWMP8tHThPXPfB83MQmRLA7FO3YllFERwaAfKPDSN9oQX+LBJMqMj6XCO445MRs1LclMStXZoVJHTMyea5y+CYbHh2CgLbvEAQX1unwtXRtgkuTM/QLD3aumEKqXBXB1F3nBMF73Rgx5XiNU82Kilvi0qiP1Ni0tsxURzv6MxW9ESs+Oexj+OnWy6CNEd8eYu2OuGe1wbllQyE84AJ5whl88e7ynDuF2tx1eIlXFVUH8oCMnvfbq//7FrIZgU9Z3YjySG+fLVXuOF43Qzny0v6/B9PHL8gFSipQUkVuvaTjfjFBb+Hv6uvEbSBkYMD4sN2FLZUL7hA+BDqoKoY+cTS3P1999035O1OOOEEjCjCRiw1Gu3/nY8+86PxpAOy+iDLjyMNTH4SskR1UKVHD4Tvg92URfvPQ1HLceBZGwi9Ldf/9vH5tT1U7PS/qRpo0pWqids7HJA97vj+9Fkwvg+qKCZUFYkMOd9bhyipQUPC36DpovFwNabDu2QXPB8G4lVHZVIxt4wjk0tgaekRZqLt4hGbPlsP2e2COn0CpO5gPEmi+foF3HIMXDkfSa+sgX2dEGhEEyqZemWNlKd8TOPKOK3A2hpAz4Vz475xlq4wpDQPsFI7nvqE/qrXDVNXgCuIlCjROVmQz+SPFXie6SW5shZWL3V2i/PY1IzI/PF9ki/MwQgafriAlaCuit7XOJ9P7ZySAILEEXwcVpI1xjgeLHDOHFgKxX0T4QilZsFZF4K8aC0T7K5zhUFuePwouBpjiBU7kHPfUibchIK/BSDlZrGRMFlPjPqJ+GAnocmum8azspRmu9qunoXMZeLYak73sA2HP4MG+RE39CXz1Y5SN9tz+HMcULSZKjmmIm9hCB2j7aCM8lGPIu4dl7EuAtsn69HzlanI+Z9IgiC461QE0iRUnSUitUqeFZ8Qu85xwUpq13E+hINm1FsdMGsqUQowl2vtWOofDVtKEIFsLYKq1or20/1Q60jIIKHheDHHRQrUtHV0fOT7pqDx1Ny4KXOkMJ2JZtraEPv0ZXSJNn0wP4mNfrsLHBjtF4NqrbWd6MmRkfJpE3LM2WibksR+b3zdJBruF5VDqjASySSrDsLOpjRMzG3A1lAOvpK/CR66kpJfMopR7/eg9oQgstK78M5KEXlTUN+Oux56U5y4W1OAE/raHZmsMURb7Ih1OtCcLVq17hYRNdX/81Una2dedzK+/8gNMJlkfPbKMtxz5QOIaF8mDIxQHAEt0TfffJO9WSlnnGy9aIb95Zdf5uvWrl3Lc2PkLNHS0oLi4mLceOONA1Sc/XHiiSeyjUYiLr/8cjz33HPDOiZyr9hb9PT07JUt2d5uf0gI20knncTtT2qJ6rLV1atXs/pCV42SpJVcgkcC6IOXskMHgz47trdI9G7rc3mCEnWobfqjf3uVQtmlWIyl//1FEbx9IDA4+ewHmpOL7dgpjIBnToLUKvaVtqabPxT7k0/L6h3oOXkCixLQ2g57axLMPeLDhLIOiRjGkkfDtHoTiwYIqY8u5rayvSCXK2rhsYIAWDJShHgi4RyY8jRlZ2c3QsdO4JapY1Xfx514LuLZo1RdI282fT5NEia2ekWUK2OBIIILxsG5QlRHqHXLhI1k4Ct2QNJSFqhqRqkXuQ9V833RW4Ku1JW9bm45x42Mvdqcnt0MkyRzRdC1rg7QIr7o+DxbLKLNOm8qmia7EBDCQxS8I84xVQn9Z87kFiXBUdcDVNbBRGKWFFvcUsVXlozMlRE4l1eg+fwxHDDfPVq8kZDlhbteQSBdZgLiE84psHc4+e+sFTF0lJriMVOeXUDNSXZkrozC2SKhJ8cqQtKJYE+zoLA8F83TTHC8Ug31GFH19FQG0TbBwapGuv2uc8TbiuKh2TQZ3pdcaDgjAquf4rVEFcz5sQs4tw0xRUJoZSqQKt5giXRGWuywBCUkb+/9pMp5vAORFAeqzrAjfa3ErVl+fO+tQM8l82DxK+xjFzl1Fsy7xPMQTjIz6UuuiMFbJp7/1GwvsspVVHy7GNlLI2w+rIfbq7IE15mNiH6aBX9ZGPYmKyTNV238uEZk2bvxbPVsFHvbsPRzIc5Rc4JQYxKsFXa01NmArAhSu3z494OPwe0PQZ1th/rjhN4xgJ80TqeXISydJuQtDLP1CJ+TlihMDe1CwJKQxUu4/P9dgG/eexX//vajH+KBG/8Bhfx7DIxoHO4qUeq2fetb3+JRKfr8p9Yjff7rWLlyJVe2nnrqKZ5pX7x4MY9O0SzZLbfcstt9036JCOpwUBflSwR1CimDlLLSqeg0GOjxffDBB+yjRsT09ttvx8HEXhvnUhXt6quvxocffhg3g6Pq2imnnIInn3wSWVlZ3Acm35PTTz8dR5Rxbvp1QOvA2K39QaK6UUfi3Nle7UtLNNDnz9gfbnv5wO3GlkKprhuQmTkU+osYBuyPMlGbBZGkfXIM1abtTOZ08iW5nBysPpi5cJ9zIUucpaoTXtqX1NaFthOLkLpCVKg471MjlexBV1EpAuf1ObLEfeozZanJfC7040GOUPdIre1xI+OmyyYi673q+FwcY8G0+KwQnQe+f/Jso3OoHUfcgmVHRXxOkdqjkRllMC0Ws3L688l5rttaek2E6bgjUZFuQcRP/z9Dvm2KinCKFc5VuxCYWgh7nZZ2sWEr76er2IKM5d1onyiqQzRcT9YTmc9vhFpaALlREJNISSZ8+Tae11LNZE1B4gBBmjrGKUhbI8EcVLmKRhFLfFx+lYPpSRgQdQO5nwkCtOssMtMFvDv8iCRZEUyjnFPttUofHjEVlo4At1fTFosqZrAklbdrnSBznmf6OrH9rktVpCyzsmmvqx6sRtXJX0+hyvNy3jHt6KhOgmoR5CNthQWeqghbl5DpLd0fPyc2IpwxWL/Yio5zJ8GzS7xeTRt3IjyrFLaqDkSyPJCDMcTc4hxb1u1EywXjkLLJj5SSVPzrkW/A63bgv5+uxa9e+wip26Lsh9em5UCTRYi73MQtzJ4JYVIBwJsr3g+CYQuOKazA6qZ8dNR5kZYvXsOd69LZbJjmAa3dQFZ7J/7+2t8xur0RapoJ6jsFQL44nin33SReZ5R3elYjQi9lIXNxC1d+hwK1cr79x6/jkh+cw38/e+/L+Pcdzw65vYGRZZw7/pbfwGTbP6JS9+HLuP60A2+cS5/7VDG7++672Vh2uPjOd76DzZs3s5fr7ips06ZNY0uN4eKHP/zhsLcdzLiW4jVp5Ivm3+i+Z82axcSN3C9IiLBp0yYsWbKEeQ8RNZ14HtYVtuzsbLz//vssi922bRszznHjxmHs2LF9qnBHIqItrWyceyCqcnq1JZGo6dgdWSNC0H8eLn58ulBA/3sQssaX74Y09QdVniSXA9gNYetDcOiDbbMWwTVjYvzLW2yV8D3bLdxOrr7FJov5x6jbgpiiwhaMIHVZU5/HQ+SOzHFB5riTx8UTKFhQoPm2kc2K4hNEQ+4KcLtTragWhr6FWpJEQRZMlINa28iKTHX8mLgKWHI4EFu8RihobTYoY0X5ybyjts85VBt6nwt6XkiNalpTwdW6+ltFGzV3YSdUi4lFGurkcXGTY51g8gxibV2vAjnVDbm+FZCzoeSmMxlpPE6Qz3T3VN6P+/y5rIR11Wu2DzYZ/gwTQrPLRMxTUKuiNftgd5ph6Qzz3Bv5w6WvFWQ9daMExWpC+xjtMWtPmD9LQtF/KtByRgncayKoO1Zcn/dJFI63VqPjilmQoyqiFKreqUVNLVuPmjsWoPipJqQti0DxCIJLc2vel1fBnz4LaZtDqD1eiFiS1gBZn7WiZU4qOsaCM0btrVqYul9COCuC7i0pSJvQitDH4ssIbVN7ggXZS2OoOdmMojfF67Kj1Ao3FSjPmQRPZUKFODeLxQnBohRY2wLoKXTD84WYE625ZjxyP+pAT4kH8tYm3P3gW/jD7RfhsuOnYtuqGjxj24bUrTFkrBRVNEmR4awPYecFFsiWGBxbrPB5xWOcP2onVjYUoKvai6lTKlH9tHgNW1OEuIKqdYV1DXii/SFI7RGoOWaoz+fFydrnQYWVvXwerSoii7JgcQqhz2C2PnyOzCb86NGbcerVx/Pff/vhY3j5Aa3NauDowAFqiZKqsX8GuM1m47WvIOP82tpa9iejbhsVc4jo0Dz7xIma4/UgIJI7nLSAp59+mitzVAQiP7Q777yTLTeGAnX6hoOhjGuJw7zwwgtsmEs/P/30U64Ikmlueno6P8Z//vOfe+3JdkgrbCMR+reZE3H+PhE2vcpD7Ux9SH5vwO26mRP4AzGxyqPHWA0XVPUZqk2rt1v3VE3ToduI8LC/LExnBwOH3BNp2FY75Jwd339uDsKl2TyvpX8o6SKHaIqd7UtMWmC86rBAisQgdfrQOTcfrheWctuQsXQtlBNmwNIeYC85Nu/tRyppposMfuPpDnTbpULYkBg+30ftS+a+WiqFXpkkAugbk4KeLPEtKm1jAOaWHsBigrqlfFC1L1VPTZnpfV8DC6bBvFU41NdeK+bU8j5sQ/eYZM6L5dvNnQK5SzwvsRQnV97sDX60TfLE85lIVKI/L3TeaRuC4711kAty0T47E+aACs/n5eg4WYgx3LsCXCkjEYj3qSUcW0bwZ1nhy5GQs7gHtSe6YNY4UN47zQhne9iCpW2iG462XgIRcUo8o5a8tBbdM3L5dz7HvigLFFyvLkf4lOnxRA16PmvPSOfDT90cQcskC9K2iBLbrvMAe40ZkSQVMafCdhoEatlmroqhdaIJjkbA3SC2j9op51NG4bs93Gam9AZCIMMKS08MjiXboZbkcrya6z3RkpGK8hFLdvAHHhk2h9IduPaqY3Dt145BMBjBjf/vaVRubUTNSeI8kmGwrYsep6iWBc/uRE+neE1YnRFE6p2Q0kKwOSII1oiqZ8H7CoKpJkx55iP8M/1dSPVRqEUWqP/N65MNOv3em9hWhdA6TYWrWkbBG01DfrmyO234+Us/xpwzpiIaieKP1z2MD59eNOi2BkZwhe3mA1Bh+/hljHMqTD4SQQTorrvu2uf90jzZFVdcgcLCQq5YUbWNBvrfe+89LuYMRsqoQkWD/TT3trtcTiJGNFZFBSJKCqCKVmlpKReLjmbsNWEjpk5RDdQSJc+1/sN9uytzHgmEzZacPsC+Y3dEaG8RJ0xabmYf77WDiESSGU9U6FfBGxIJlQAiR3xRfcsAocTe2qjoBsA0C+fc5UN3mRfuaj9bnNAihDM9sO1s6c3uTCTL5EOntSL1CheLLzweJmSm4gJua3I8mEbM9LYy33dxXrwlSWSDYrholqw/dGHHUK8Lqqb1zBEznLb/LRO3mTGRhQf63BnNF9JxBE+YyNU0IoeJ1RaqtFIMFh1DMEOQBlNQ4XZn2GtmsYVjmfiw9x0/Bo6mEMw1LQiVZbFRbCBDkIXU97ajZ94orsxRWoB9iTDubb1oEtLf3gH/7BLYP94A35mT+XLvRrKEkVB/cgYP35c8XoXOOWJWzdYR5TkxU0+Uq6O6UMFR241wugtRlwmuJeWIlYj5j86xbiTt6EH7eBfbZ2Qt60HzDFEVlMNAxwQVrpJORFYmI/9j8X/AUt6AwJQCONbsgpqajJZ54vklLzWq+PkK7Ehe04KOaaIiR8IW22ebWLHtO2kc3B9shDpGWM90jPeyiMJdFUTUaeaZNlmWcP8t52DWcWOwq6Udl/zzWbRrgaFMWhVKZvABW93sbWfLEzN3QZ8VTm8QDlsErbtSOGeUQHN2Za21eHz5A5BbFahlVlFZyxHNi6WhKK5fdQ3cr3vi+afmQAzmjiDPmmJXHaQU8VolP0J6XXlS3PjVGz/FxAVjEfSH8KtL78Oyt4dXPTAwsgjbhANE2K45eQ4TtOFU2IjEUZtzd1i+fDmTsquuugqPPPIItwcJoVAI+fn57GFGs+6JoPxx6r5Rzia1HvcGNAs3a9Ys/klRmHsDqphRVS0vT8v1PoKx1y1RUncQYTv77LMxadKk/crFOhzRn6zxZf0+lPuHm+8NsYv7p2m97y+DrBGhUBW1T+u1T+WPhuC1lq2OwchaYmu3D1SFq2Pc7tX4fp+wd00swAH2moKSflfyMyFV1kHS3uCIqNHiNImu7jhhsr++DHJRAVwvboJpbClC+UmwbdXEB+QVR4cwJoNJUHS1SFqInDEb5nXVceLDM3WEzk7+QFS7u8UMWl4uVM26BOs2x9uw9LzJ23uriGpFFdQhKpESET6qriW89nWDX65gfbQarq3am3jpKKht7egudsPbks8fygTOWv3fMjg3NwkBBxGFE8QbkXVnE1cB284tReY7u2CPiW+qXHWsqIZ1Qgk6y1zwXSgG3911EfgK7fCuaeM3YN+EdCZq/PBPLOUKpfW46Vw104UoKZt9qLu8DLnPbEXbhVPjVTx/aSrqjjGj6C0/JytQFq6tUxANe00nJ0J0HFMAW0eMyRAhUOiFY+EmmAMBjk6qulWQ+IIP/DxEbyl0ssVG4xwXUraK12TlRRLc282wrUtC9n8WI3aSqPx1zyuCu7wL1VeXciyXrUvcR93xDmSsiSJpQxuTteTPRUW15pIiZPvGIOKxcCSW5HSgeYZ4fl2NUbZKMflCbO/hXSvO/Y9e/xBPT8lGUXoK7j/hVNz++9fiFigp/9uEnT+ciPR5DWhdnI2AU5BliuEKTVYQ3pqEtB2iDUoY270Ljy15CFKnAnWSDeqzuUB679vqN1ZeC/MyD3pygebZWus1ZkLp9xIUMwnioLTcVNz7zh0omVSI7nYf/u+ce7FpydAzbgYMDAc0azVcYkliAPJS3R2omqY7QUyYILoGBHr/IeP8qqreSEYCzX+RKIGEBHtL1ghE0iwWC8dLDYewUSGJSCNV/PSUAmqn3nbbbbjjjjsOWUvzoBM2KoP+97//5T7uSAOTqGEIr4aqJA23CpeYKfplQG/V6QSATGP7tOgS5mR2Z+bLZK3fXI0OfTZPrwrFEwnofju7mITpLVIiUQgLawveVhu8Jy8zrNoCKSVZECt/qPcQPU5BLLfugGmbDGWG9qZQU8u3o7abMm8qTBOFGMH0xXb2VTMTiSIhwY6EPFitBcqksa093vrUBQ39Ca1O+njuLKHNS2QvWpQJNRiBqVyFOioPWKMp+VSVibxM2auqAsUpvrnq83bOl7/oo6wlskazc0x+6QvA5m2wWAQBozgyOra0x5YjcMo0rjaJAzMhOG8s7BWtSI7EEMhz9VZsAjFIpUVompOCzI/qEB5fEK9AUQoDmf/SPF3gAuE1R0kIKVvDCE8qYrJGxrYEyzoJ+R+HYQpEYQ6YsfOyTNg05xevIwWuSiEGoGqV91OtnZecxGM2jTfPZdNcXXXZPs4JW44dMasEf6aMqIMC1jVFZBWgWoCWmQo6yxawYpVQ8t9m+EenIGmnwrNx5DknHoeoMFKLmqqM0QLBmMiWxNzqQ3dRuhA0TC+Gp0q8lqNOEydf0Nxk1/QyhKYKpXHWkjb8+F//w2PfvQzHLhiDa0+cihf+swjhqSmovW4it2Sr6ctGZgzpueLBJI8KoOW1AvaCo3Zs9hchTG2vwH3bHoXkV6HOskN9KhdI6juEbPvMw4KEiFeFtUNcN+r5Nk4V6Y/8MbkcNZVVlIGW2jaOmqrc2Hd+1MBRhgMxw7aXt6d5LVp7wsyZM5mg0bD+sccey5eR2LCyshJFRaLKrVfWiKxR3NNvfvObvT9+bR+RSISjo4YDImWUB0qWImSUS43Ezz//nKuHwWBwn4/jiCNslHZPveSRCJ4X01qVBwp6OkGi6e2BIGuJeZpDIZ60MATp0jFU8gJjkNsNVmFMnCGjqmHcRkMjdVQN4+OeOAZRneSR9UV2ZjyUPR5yT6Hw9S1QTpjGbzbWLTWAFqUlUwtzmZYvWtfaZx6N27papJVKJJF9uiJAYQ7Pu3Glb3QJqxoJ1hZ/nJTR7ZhA0f23aPmgGlkLXKgZ6r61Fqiti3N6c1cqkzPeVjsO2SdaaLK2D2gxYFTBZAsQPSvW6eRql7KrWogqWlt7813LRrP9hzJ/EizvLmfTX8aStTAXZkJt70D7gmwkPSl82Gi/8vjRULdVwpvp4vPYdZx4Y7P0qGzp0VWUAducdEQdggBxgoAkoXO0DRa/iqxlgk6SxQQZHtec7EXhKw2wTsjm2CdC86xk+DNTkPHCRigLxiBEZI9a2LlWuBqSkbwjAufODgSKhFI3Zpdhbwqis9QJd20MtvYIak4WZNneIlSvckjmFIZUTbMSyvHCn24Sati3q+DSyHXNedl8WfsYE/vJmQPick+Vita5GbB2KWgbb2Ky5agSJCuc6Qa6fKwgpsdIHm78kjZJWOlvxN9//hK++9vLce13T8VSdKK2uga5n3Zh2/essDqiiFa50FojHku7Pw3JQcC7K4ba42Wc+ekG/Lz8v9wiVo91QH0sF3D1vnfMWnUZunx2mL3C081VTXmm4v8ZzWb2x5iZo/Cbt+5AcoYX1VvrOGqqqWqYIwoGRiwOiK3HlwSq2JGnGrVaybKDSNof/vAHvu7SSy/t0wYlxwhSceperVTxI7sPAgkXyGXiiSeewJw5c1BeXs6CAyoKEXGk6hxVxqZPn77blIJEPP7442w9dt5558Uvmzp1KrdFb7755qOHsNGJe/DBBzniYaS1Q3eHIduDe8Bg6QTDur89tFcHI2vkl6ZHMvXBbsjaviCRrOk2Gv2Px5Sf25fEadW1xDmtYHEKpxXw9QnecNTKpfsIpZTC8YqoTOmJBlxxowrYph1MkhKD7xPbuvr9cLtVI0J8+/KdsFaL6pvupaYTa91sNzi5EGZNpUtkzbNO/B7t3yLVyBnfvqgAodJMmHc0sR2InnRg8vXEjYATW9RE1vTnmPy2mOBqXxZIlaqGQpDqG1hkgDXiscjky0Y2IF4v23Q03yxySTP+thSqWZByIiPN31mA7MfX9T4XpwiyTOIJb6U4hkC6Gf4MCekbwrCv3onu48T5peqUY2sjAmn53ELO/ciK5jmC4JJPXOFbnWg/R1Q7nU2a111Qha2mE22zM5gYZn8ozmNgVCoiXiu8OwMsUKAWqzxJKNXsr3hgClLwugzFIiw/CJJiQfLjS9Dw/QWou7gYWUu74+rRyouA0icDiDnMaB8jKnVEEsn6gx532kaVDZT9xeI1aYooUHLSIHf0IGlVI5Qk0SaXQhGkbLHhrXXrUHDZJFw4YyLu/dZXcP7jT2MnHUe7AscKO5xNCkd4EahqSNU116Jt+Ma6Dvxf9Qv8Qaqe7oL6SDZg7/tFr2dlGiwRSoEAwgVhWDut8eSP/qKX6adMxl0v/xhOjwNbl+/AHWffi86WA2svZOAIxSGosO0NiKCZzWa2+iI15dy5c3mOnXLGCaS2pOxxImC0dBC5o0ocgSpnVKWjfHK9KEQz8sQzqJ1JZJBGsO68885h22i0tbWxe0V/0GV03VEjOrjwwgvZZ40UICTd1b3YdOgOxyNJJTpcZeXRDvIcS/RJozYjQenoHNasnr59YvuWLovlpseH/1m1Sr5mmqGublzbZ15vCH+6wUCzb1TFGoycJ0YC8X0cN51D5Ici4YMJNxJbxX3uw+3meSuq4ulJGqYp43srfE4HVPK+y82C1CLeYPR907yXtdmHjsniTZEqaNmfdiCU7eLHQlXESI6Y4+osdSBtVQf8RR6E3TJHMhEoJL270Ir0RfUIF6bC0iqen5bZKXA2x+Da3IKecekIpJuQvE2Q6faxDr6OskzZqFYLWScPNt1fzZcrI2u52NfO85zIWRyFvSWMYIYNNSdLSF8tvuQlb/Gja7QToWQJnWMUzgklhJOB4tc62CKl6kwPvJXi7clbIUhf7QlOFLzVAWmXIMRNl06AOURVRAm5H3ewgpbsXsSJlGDdXM3WLlAU+AsEuXfW9PB1ckMb6m8sxXPXXo5xeZnYtLwC1zz5BqSuGLeISTVK2aV8XB4JWUu7cNqWhbjN/zEfi3q+G+pfsgGLeEwBNYS3/KKV9KNPLodkUZD5kZXVtdlvVCI4QYgx9C8phBO/diJ+8q8bYLGaseqDdbjroj8g4DPeaw53HCzRwcRv77/ooHbhy7jujAPvw3Y4Y+7cubz+/Oc/97mcjHFJMLF0qVDn7w4dHR1YtmzZoOLKr3/96zgiKmzJyclM2o4mGGRteCCyljgPl0i8BjMLTmzrkr9aVJv3SiTInCOaEIBN1QkicVw5IwUoBcDr12kkTqmpi1feMKoAqGmARHFc/YgTEaSgXUZ/ik5kjefVtCpZ/DEsWg11CB8geixEqPSqmT4/GLTKMFPbsx/54+qpVkFlc14SQ1SJ80WzePH9FuVyEkOcrDodMJc3QmlpQ0pUvImktLYDaSmCrGWkQ3E74pYbKRt8bEFiWxeGI+G8dl87H7YOBarThs5RNmTsFO3f9GUqgnle+CZmIOSVkba8FXWnCRKS8/AK1H1nFkxhMEGMH2PQAWtFE6ovL0LWiiACWWJ+z1VDalAKfnegq0TCuAfJYVa8NspvLOZMUF8+pWdICAj7QTbwJVPemEVC1soougrEW5Sv0KH5uAE9ozxwbhDn0upTYOtSkLQjjJjLiigR8G7tdbZ4NVBchHCKHbbl22FOF/OOneO8LFCIjPPAvSqEH5j+h+e/dyUmzB6FWyPH4fevLkTErSKUqiLSIMdbrye7VuNHPhEOrV7hhfqHzHiYO2HGkuthWileH3K2goyVZvTkSGIGUJL6EDXCOTeejlsfup4HoBf+dzF+9/W/IKKpoQ0YMLDv+P3vf89VOUolmD9/PncDydakuroab7311h5v/8Ybb7ACluKnSKyQ2E2k348Ywvaf//znyzkSAwcN/S0khlOBGqr12R9M1mjmSgt0351ZcOK+aDhfnyEbEJ1ltfbOlznsfYjgYPFdibc3kW2C1TJolYtapfZ1CV5sCVXA0LgcmAozYK7viNuOUHsytlqQysEei17Z42PV5gf1RtlgMWGJGbWJ5DCRLCa2c4ngESGjWCs5T0RuxUFxWjY7k8bg/FFw1orHIu2sRSwchjRrMkJpdoSSRUsh/eMaUamsq0dGcyagqaYC+V7Ym/wI5riYCJGtiLdSDH/5z5rO81hUaSIPOWoREjw7A4jmp8PRqsLcHUJHmZgvC6VSBqiZFaIlz7ei9dgcpKwV7eGkHSqaTxbkrTtk4zB6QucoK7y7Iog6ZTiXVSCQKkhWT7aEzFVBtE4U+9b9CYk8BlJNsLapMHeGYO4MxiOdWr+1AClbA5yaYJ5YAmuTVkWcmIzsB75A960LICkSGqo68YvH3sUDN52Pry+YgTV19fjok23oWhBEzqvUalZx2dZPcGPNe+K+v50M9c50Tu3QMfqDb8C6087iCD5XZVF0lFkx6r9tQFQZYKD9tZ9fgmvuvpx/f+Pv7+GhWx7dp/xDAyMbh3s01eGKE044gdusDz/8MJv8UyPxoosu4vm1oWKn+o9+XXfddRy55dRsoA4H7DVhM3BgQX5fsc1fvmw/sV03XLJG0NuFeyJqfdCPrO3x2DQbkMEyTqli18e0d4gc1AE+Zv0iwRIVoYOhf8tWD3xPrHdQu02v7HVfOZ+D4xPBfm79Zx37RV/pFS56zJRwIG8qj1fYdJJGP/WKJAk8VK1iSaSv+5jRcLz6BQeA9zmH9HjtNsjtnbA3h/rMMnKrNRzl51KvJsZmTUbHeDeSnqwXmapa9Bd/OFA1yBdFy2Q7HA0SPGsEKQ6MyUDBczUIjs/hubMULUosku2Fud2P9E86mBhnNonWdvvxhUx2HLV+dI8XldCA1paM2SWgy4LsxUTSgI7Rgki6GlV0FVrg3RVG/aVj4vmqeZ+GIIdiXDl01gU4pYK3r+6BKsswN3QgXJzG2+hmylmvbkP7qaVI+aSSX18SiTvIOmNTmKu09jaVCZ+7LoqVddvw6KhluP6MOfjVeadhQ6AZ/kqgq0jFt1e9i2/rZO2WFKg/S4tbuiwKAmuChch/kWYCRUQVP9ddZs5VlRpa+rTJ6dv5d/58Hc7/zpn89xN3/xdP3v3CkK9LA0c5joDw98MVeXl5+ywuICEE+cUdTmRtnwnbiy++yNYe5LUS7qcwpLiKIxWm5CSgs/eDe6/MZPcRB4OsEb7sx7E/oA/T/hUuHRQZxZ5n/ee/kpOgZKXEiUl/Eqp6XH1yUBPJGrcWBxn+HtQcVyNoOvTf+5O1+P1q7cs4NLIWzyjVoseUzNQ+pIpIGtlv6D50egWJxBdsf0KPuyckyBodU1t7PLWgaZqNFZeFT1WISl+VDapeEZ1QDKmtB4pTlMP0XFR1ayVSg7lo/uYCZL62jattBOuHa6DMngDL+p3wpIyBvLECPScJkYFrZTWU1na0XVSEjFV+1J4t2FTWA4vRc94cKJYUuFPdUDZX8OURZxGcTTFhthtROZRejmpDwwpgb5LhI9uy9VFYu8T9dxfYeCaNBvQdrQo8NaLqRCH0Pdk25Cz2Q/1iHWRt3i9mNUH6bA0ix02HdXsDlPYO+E8QIotwkgmeZ5ciumAaAnOLYO2OxmOuJDUPwTQJ7hoFMasgvy/99H+YnpqBGbNL8K9Zp+KWZ5/FtV+8gIvaxJcW5RfpwI3Jffz3nmxZgFX/moqsH1ai9d1iJG8Xx2vtkuGpjvT5f2e2mPGTx2/BSV89hqtpD3/vP3jtr+8M+Ro0YOBAVNiOHmlgLygl4Wtf+xqvxNjM4eKMM87AihUr2FPuiCZsNMRHHifkqfLaa6/hG9/4BstwaZCPQl2PZMQ6OvuIDg5nknM4YLA5r31B3Dh3EKhR8SGb2C7l0HieVasdUikbS9IGdRMIsd6CHBBNldCajF9GhLCpuQ9Z67lkHlwvimHV/h5tOvrvhytkOekiPYHm22gAnh7XivXcZpay0uPxRETUeh94QqZktbif8JhcWKky19nFilL2GKPZsvv6VgOD43Nh6RKedqbuIFe5SKXbc+k8JK0U1TIKrpcjpCoVM3smslih7bMzoa4vh5SVwZmcnWdNEtFghOIitH11OrIXdkAOhmFv1Z6TE2bAva4RodHp3Eq1SyJnM311F983mSX7J49D7mOboGqk3HfuDHirYvBnmjkxQQ6Lx0tWJeRTKIWisNVJ8I8SworUT6uhnFyAqMsM+9hSRLVWMX0YBc+fC/trXwDjyqDU1sG5XaiY/cdmibizrgA8zd2IaSpRV4OZHzsFHBCRJFEAoWlGMn7y3Lt4ZtRVKMxx49/tryFdI2vqbanATSm9LZMGMaP4wcpJsOUCjc8UI0ZFznbR+vdu7u7zJcLusuOul36EmadP5Tm131/zF3zyfN+oIAMGDBwY3HrrrXj22We5wkZ2IKRivfzyy3fr40ah7zpo/u3HP/4xW4pMnjx5gLgy0S7ksFaJkiyW5LWUIUbDeGvXrmUW+otf/ILlsmT3MVwMFoFBQa+6VwsdGl3/j3/8A+3t7az6+Otf/9onWJaiMH70ox/xk0OyYvJzob41xWMcrCzRA4Ghqnn9h9UP2vEMQUj2Bn1m0jQvuMHI0YGA3lbdExLFD3287PbgVbdXx1I6Kh6MLu2si98HtUvVoCBScmFe3xm0PgcpQ5o9kbNlE6GH1PdvTye+djhdwuNGOF+QC8vaCkgZaQjneIUy8lOt4qc91rhKVstqlVZsEq3YstGcmOBauBVqkZj5kNu7EMtOgby5klMpgjmivUkzYoE0GalbQ2yxoVesbI1+RFIdsLb0IJzpQsskG1I3i2pp+ziyuQA81VG25CCBA0H3liPSFsrx9A7qz5+KqMsC24odbFhMAgN+GBJ4di3mscK8thzhWWNg+nhl/Dbmth4EC5Jha/Qhpj0nJIqgmKtQkomtRdyvCFLWfclsSDFgyrgU/O2NhyCtWQ3VaYH6UDpwliZiIY+pilMRjIrvuuUfl4is0qgQRKSt9w+orHrTPPjNmz/DuDmlrAC9++I/YOX7vbYrBo48HCyV6OTr9l8lWrPoZXzjrKNLJaqD4rPIToQM/ysqKtgTjqpug4kGhpt+QGMNFNF5KLDXLrHUBl2wQPg/ORyOeDwFMVgiTXsLIl/19fXxtX5974cUvcAoVJZIIFXwKAiWAmP1+yR8//vfxyuvvMJPyGeffca+Leecc85BO6GJBrH7gnh7bohq3pdN1ujDfjDsL1kjEDGLkzONIAxF1vTQ+8Gg52/uFloljipaer4o31ZXiw4iflASfNQSyZrethwASY63FHURxqCHsqMC6rqtvIgs0f6IbKm+HsRmjOGlkzWuLmqxTDpki7kPWQufOZsXn7tYLE6E4/enkzUirU3NUKprYW3s5kXkjoiXapJh3VYHc0GuWGTOq80oUqVUWr6Bl35+aB7PvaQCUnoqeko8vAhdpW50nDMRPaOSODuUlqVHQc6HTbC0BWCtauOWI62Y14bm6TYWAdhqu5BcEUXTDCsvCljvyQFaJpvROt7EAgdapBYOnzWbRRD2tb2zi+bGTti3N6L75LHomOCFpdnHy1rZDLmjG3I4Bik3i8ka5dPSIrTOyYBMQ/8UAk+B8YoK5+srWKiQ8tYWjtfquWA2L3dVACU1jfh/9/6YyRoyM4FFnwPnnRg/jld7XFi9vBRb6rN4hdIUnuez+KgNqgiippE1em/IKEjH/Yt+xWSNvNV+fMrdBlkzsNct0f1ZRzPGjBnDRR8SICxatIg94agrOBhoTGE461CRtX1qiRJpam1tZeM7WuRnQg7CO3fu5IrYXh+A2cz77A/a1wMPPMDtV1J36O7FVIF75plnOFiWvt1Q/MSTTz6JU089lbd56qmn2GiP5LzUh/6yoc8a7St2N0d1MHAo2756Zaj/nNhglbPB/NYGexz9Exh08+HB4reG3JdmmjsAROq0GbV41UxLVEBNIz8Gas8531vHFTRGR1ef/ZlWiTaZpIlN6DZUgUp8FSmRaPx4mVC/u7LX062qFqbJYyFvKY8P3uvnLm5rEg5DdWuB8cnJcG9oAoIhKG0dwIRRcQEF3Qe1ftXOrj6vY13AoeRkQG5qg+s9QR6jfj88z9TEK2CRdC3I/ZNVaPzWArbmKHxbQlJF73nN/esq9Fw4lythrio/cjvEW07DXAfyPyZFqQ2Olhjcy0X2IKlWnTVp3Apnw2HNTJhmEOmxeBeVcwu3+9xZfLnr3XUIHzuRA+8lsu+otLOvHJ+vngjSPq6CkpaEcIYTqkN8ueq6bi6TQ9/xYxBMltE1SrREL92yDT/Z9hKSon6omSbgpZ9AmjEbiN0PtfVCQGnBj5ZdCkunhEJNJ1B3jMxCiMxlPcDSvmKbgjE5nAuaWZDOqQWUXkApBgZGAOZOBr4QGbRHs3HukYBly5YxZ3j++eeZM1xyySV7vA2lLlALlaK3EkEz+1QcOlS2HntdYaNMMPIoIVx//fX4wQ9+wFUvenD74s9GYa4ks6UhQQqcpbIlgQggtUYp0kIHnTyS65KfCmHlypXskpy4De2LQun1bQYDtVGp5Jy4RjoSq05fJnZXKeuPWJGYJ4iTNfpw7hcNppMQIldDEawBx2DV/CaGG7+1B1CFTK+6xRoa+Vzq5qxEbDhsPiUZ3VfMEwpNqoS1tItFZXaqzOWILyUkrKBFZI2Uq0RClM39TH4pi1Q/XqsVkizxItJF15HVB11P520ooqvYTbwkr5usxBEuyxYK1Y07eFHVkvZBFTmySiGVqa6s5RzV0SVstaK0tsWPmQ/t2GmcR0ozeZZGHy+ajaNv8rmfBSFt2yW8yUwSwskW1N4yA4E0Ewevd451o6vYzitjTRhyJIa09T1wNIWg+gO8yH6EoqQ6zxzP6tbwV2bxoopg7bUToBRmI3riNDj/t4oXnWv7mkq+f6oW0mPsybPxIksTshvxF3tgXbQB9rpuXpnPrkPSpg50F5qgyhKK/u9z3PF//8JvNjyJpLAf6nQb1HcKoZY9ATWyDZIpC+WOR1H26g2wr3ewsnTn+Q5eti5KesAAsjZ+bhnu//SXTNZ2barB9465wyBrIwjyL4z55sO9FXrnnXeirKyM46xoFo1yRRsbG5m47QlUhSNy1x/U3RuqQndYVthonkz3C6IcMUo8oFbkueeey3/vDWgmjZgslS3pRP7617/mdivlj+lzbFRRSwT9vWuXaJXQNhRjocdgJG6j334w3HvvvQNm50Y6hgqs3xdQRYxafdT6G67J8GCza3p6wZCh9EMoR/eEPuRsEE+4vQGRBn3AXTlxBleT6FxaN0t9LD9gt8JdE4q3w2IkDCBQuHtpiUheoDkx7YOdWnZUNSJiZLJq1cNMURlSbRYWThBJpDaqPEa0LykgngixnJ3Rx1eOSF9gXhls769C5KTpMH+wgpWTfJt+aQ5UUevf8h6sykoRXv3PJbf/P1sDT34eAqfPgtwqnmt7SwTeDysQnF0KayrNi4nnuW2KG2mbIrA39CCa4YW3wo+WaaIqZ231o2NiErclJZrty8uMvybomJOpkmm3wfqmOPd0WdKudPY0M/siqPrZbL685N+7oGQmxx8f5bLqeamRKSWwrKmAuyUVXedM4+ocPzfBECRZRsbqAKy+IK6fUo2L1wl/PfX6JKg/TwdsNNMYgNpxK5D2Eso843HHxB78ecMidB/nh2OFEDBk/a9StLoTzt2sM6bhFy/eBofLjs1Lt+GOc+5Fd9vQMXMGjhxsf1S87taUPYK+nzpfIo7yCtm+YNy4cZg1axYLIakQNFgXb3egDt9g0Zs1NTU8W3jEEDYazEsczrvssst46d4l5H0yXJx11lnx30mJQY7Eo0eP5tbnvHnz+PL+J22oE7k329x+++0cRKuDKmzURjUwPHBVZ6gW5iDB8IQ9CQ2IdOiWGDrp29/5QMZ+kDWqjCUa1xJZ06HkZrJZrY5wlgfywlVx5awpTbydUzuUzXSnToAiJfjDVe5iuw4Kso8T035zg3Rbml2zvqNFZ0kykzXftFy42joQnSbyP5UlG2BrC3Jbk8haHyyYBkdFGxTtPpTuwYlDf2Nkmq3s366PW43U1MKWlgS5RzxPPeM8kNQS2BZtBJK8MGnRSu4aGxzlrUBXN+qvGoOkiiiyntfOp6IitbEdqqIy8acWa/xYUlO4jUkVPiJg/NAbWuBZ24i2BTnwlvuR96mWhFFTC3MoxJmwlDcbSbIjebu4zrK1Bp2njYN7Vw/bhrSfIoivKaTCn2VCYUszXq19ANLnAbZFUX+XCXyt9834502TsKytCMemv4A7J30D1x03Cxu21uPNbTuQuk3Q9f4q6ZOuOBY/eew7bOGx/J01+OUlf0TQL4QmBo5sbH9kDirO+if/PoSo/fC09TgKCd+WLVu4ELS3IEUpcQdaJGCkkS0dNLtGnb8zzxQeikescS5Vs0g++69//YuVmvsKl8vFxI3apBdccEF834lSXMr10qtuxJqpp0wK0sQqG22jCyMGA7VW+/emDRwY6GSNyNbezPcNZsybKLggUkPYl4rb3raN44STVK1OZy9xVFVhKUIzd2s3sdmsv0QQHdt7q/iLsP4BTu29RLUtkQ/ed8L9mToDQOkoqJQV6vfHW7k0w8a3zc0GdLKmHQ9V1hzZKYj5ejgqiy+mf5ZvjJNlstkg8sj72F6DWHtnvJ2cSJzZYDYYYmLY//wPNVupPx7K8tSrYt6nl4gc2allkBs7OQeUELPLqD03B3mvKsj9oJXbqNBm/qSGVhZQ8D7JjmObqOjx7cYVwdzcDYlIPIXaE8IRoKMT9vZMSDEFllZBgiSqVGrGyrHyXTBVmSEXaUKeUbnwbOtC85xkZH7WAvP7Yn6QTI8n1lfhr28+AikcgOqSoD6cDZzeK1D5ds0C7OxOxc61+ShHO7LVZbhh8hz86orTsfXvrQi/8eaAc3PBrWfhOw9ex79/+PQi/PG6hxHVnksDRz48W8zAueL3LuUg5b0axrn7hDH7QNYIOu9Ys2YNz8C7E0Rr1M0rLi7GxRdfjMOesFEQKpUX33vvPfYk+elPf4pbbrmFrTn++Mc/strz3//+934dDM2Wbd68GccddxzPtBEhe//995n1EoicLVy4EL/73e/475kzZ/Kx0DZ6lY+Uphs2bDgqJcwHEnuyE9lTcsDuyJpOvuScrHjrbU/4Momajj6VQc3mI/F+qeokjymCStXblZ2s9HQGhRoRJI7IT4e51YdYRSUkjXwRuaG2ZyzNPcCmgwQJsaIsmLq6ET1tVtzCgtqwUmvnoB53VIlSV2+BKT21Vx1K5sANzfHj50qfTj53IyoZLK5rj+dIrwKqKtQdVb05qlu2c4XLNzkLisZvaRifTHWj2nHTrJspJNrebl8APZNzYPvfMkjU9nWJ14SJzltXALEUJyS3jdumhNR2TdEbU1nxqiOW6YXZVIJQcSpsayoRLctHzKy1RN0W2AMRZC5tY1++jmvm8+XTGivwj0V/gxRWoJLp8J+zgbLeucfKaDeag240v14AkzaR8bvlCzHdm4s5Rfn46wVfwa13ftCncnbtr76Kq+4Qb+Sv/Pkt/O0Hj+2TCMvA4Yu1P/5b/HevPPxZXQNHDu68807+ScSM5vLt9sPreR42YfvZz36GTz/9lA1z33nnHRYb0M9gMIi3336bxQB7C/JPo9m3wsJCrorRDBu1J+k+qCRJlh2U5UWDg7T0XK8rr7ySb0+9ZBI+UO5XWloaz9PRPqlKp6tGDewb9mQnsjuytifoJEgZJlnbnyzUfYaqDIiZoqqTlJ3CxItn8oIh+CeKT3Trm8tgjsXiIolE8het2AVToxMxEh9kChsVrmq1tEJtbII6ZTxsjT2QcrVKckNL3DCYbEQSZwW5SkXnLpGIkQKUUhRGl/QS4CTNCmUPs4u7U+juDnQbvb0LEi1kZyCS4WYDW2oL8ymk2S4tmqv21DTkv1AJJVvM6SnpSXDU+riKRtU9/Rg4vkt7jKay0XA0i/OgehyoPymVTXtZRGAVrNDUE+HHbCrfyekOEa8lHnzfk2uGszwE1Sy2TX1hLU6JlOMH8hJIQQXqAgfUx3MBdy8BfD9gxm0P/wT+AgXKlAgyPxFvkZFqM37z6ev4z2+vRPHoTHz/kRvw26v/zOMhtz78TZzz7dN4u3/f8QyevfeVvT6fBg5vHCzRVn9QSgit/YPxxWFvQRzkcMSwCdubb77Jwe9EhChAtbS0lMuOZL2xr6ABPjLgbWlpQUZGBs+tkU0I2YUQfvKTn3CLle5PN86lCh8Z9uq4//77uc9MFTbdOPexxx6DaT/mn3RvMiPp4OCBW2qaN1miue1g+NLJmn4/iZmgeqwTVdDmTIa0tYpzTS2dYiifvdHcYqB+AEjZqdmL6BYf5L3GBq8LpiGmCRXY9DahikWEcTBhR3/o+0ysVu6JUHPqgs+312QtUQiSGGhOj8dW38VpAzoktxOmTZWQMjOQ/2ajuHC9eO7YsoQSC/q1Ypl4EuFTVUSyPGwHwpfbLByHFU3Rwt+1KprcE4I0qlhsFArD+uHquEjD2mqGareg7pRUZKwL4IaeJbgE4jWmnuqE+o8cwNFXlXzzF19DHs2nSWb4JkQha4ViMvntqu/Gry67D3/86C6cctVx2L6qAhMXjMVxF89DLKbgzzf/E2/984O9Op8GjgxsvYNabB8d/Ds2bD0OCVJSUgadg6fLqOpG/Ofaa6896IrRYScdUOuR1Jl60j1VusjfhCw0jnQcDkkHRyLYF2wf2mqHO3RvtaGIYSJpoTYfgeKbKAapfzYsVb3I1Fft9kGy29lnjC8vGw21tU3EQlE2anYmFC06Sc8Y3RNxTZzrS2xhmxPmuvYEIomxto5hW6bEkZgMkfA7zfuZtPB1Io0krDC19SCcl4zO0TakvyxEB02XT0DmcxuZMPJt8jSLl7pGSFYLlKllLBjRbWJkUiXX1IoK3PSxaJkuyHH63xYz6Y14LLDXdkEKhNFwuthX9rt1fAytN87DA0/8A8f3iOdG/WEqL7YfAXD+duHXuLE6Bxnv2NE0R4WzWoatg4iheIjZr1bEq6cXff9s3PSna+OnIhyK4N6rHsRnL3+xd+fQwBEBMnJ+519/gy3hs6GrO4aUMRVfetLBtKt+DbN1/5IOqpa+jGvOWWCMCe0FqBBEc/kkjJwzZw6PN5B5v95dJPEB+b/+5S9/wbe+9S0cdhU2svJIzNOiChaJBAwcvRhpZE1PEJC6/YjV1g+qlKQ2YGJlyVOhGfOSOnTzNlY1krO/Dqp6MekYN4qFCvHLyeaDfp42C6DZtR296k3dNHcoEkV2H1RVS1TRJrawh0vWCGp4cH878kMbYLsylAWL9jvP0iV7EMgSRNLe2g41EgN6/AhkZsK7M8xh9ISM5Z2Qkr0stzOlp0FtF5U+OhYibObqFp59kwu09qrDClN3EkKzRQXPpyXPOWguLqxyK1adOQnRFCeyPmsTt3E70HXLDPznlQcxtUe8VpV7MoBv9E2pqHtSS68oAQKXtkNpcsPWKSNjRUdcQKGGeufVXn7gTUycPxbHXzofPV1+3HnB77H2k43DPucGjizUXxfCzmgY4xI+/3yKofw9nBGLxbjT9uGHH/K4lW5FpuOjj3ZfLSWrMhrR6m9V9sgjj3CX76WXXsKUKVM4W/2wJGzEMKkEqKsraXaNHkx/0vbyyy8f+KM0YOAgQFdQUpNMmjYeymbRjtRNb6PFWYguWRvPIKWqltQlbkMCAVaURmIDSB21+SSbadDqlrm6k4kJVdNkraVK+06srunqUTk9jSt08bbq7uYMdQNivfI1RLVuMHUut6d3R9aGgqpC9ocgqYKwQVEQzHLBunoTPNtSEcx1sf8a3y+Z/2pt31hrO0wlheI23d3wnzYZzrdXiyqkNqumlldBKsln2xLf5fPg1TrFlAnqrOmBTEpT8mhr68Hm7wlCNmFpB55++kGUtol2rPpVL3BtXw+lK3aejLYpmhCiQkbu/6mInmuBsymG7tFeuF4Uwff9JTS/v/YhrPt0E1Z/uB5VW3qfawMjD5uOeRwy+n7OueWD5DJgtET3Cd/73veYsFGIO3UB92QF1h/vvvtuXNyYCBq5opl5wle+8hUWXx5MmPd1CI8CVA0YONyxt/YiBCXFG29LUntUqRDVmZgzDzbNOoOHkNNToNY19pkJU/oFuscNgwfJlVdDYcT07WnOLYE8xcna9AlQ1oiKnaK1U4dCH3PifibEe2qtJqphhwyl3wP0aqRZuzlZbtg/3YjYsdOgLt2I6OgZULeKOTtSjUpNbYi1tonnJ8H+gqplktuNpuOzkPGKZlocCCKS54W9NhnJKxrRPUVYioQ9Mjz1rVBTPJCq6xGZXIKcT0yY1bAN9yx8At5oAGq2Cerfc4C5fVtLU+67icPeHZoQLJQK7Lw4FUnlKqcvJAa490coEMZrf31nn86TgSML8iCBQOduIQ/Rv37p923kge4bnnvuOfz3v/9lUrUvIAEjJTpR+zMRdBldR+jp6ekzT39YETYSHBgwcKRhOGSNWozhcfkw+zQBgS+I6PHTOYtSqmrgVAcC5VXGSnJhtlkBswnRrTtES5P28f6KQZMZiEDRDIxjyXYo/apciQP/icdJ1TBTUb4QEWzZKfzSEludifNj/e5rKFBbVrLb4o8lUczARO8A2qZQ5VE/XqqSyRWNQHEBHM3h+OMkJSjN2qlke5KRDrV/PFxBLjL/tyMu5JBK8+HYUCvSFFoD8KeLylvaPxdDJfLnD0HNy0LUYcL5ny7Cj6tfhxmKiJn6dy6Q3fetbtznV0NNFdYjDk0PEXUDSdtJlQeYd9T2TbIwcFQi8j4J4HrNt1/tEa/Hi3NX47ODcQBGhW2fYLVaWRiwr/j5z3+Om266CR9//DHPsFGFjmb233rrLfz973/nbchObF/cMQ65ca4BA0cygpMLYfl4NSInTuO/lTQ77Eu2wn/ieLhaXVA01aat0csGuPoHOREOnj/TIOdmQyEiRIkEMyaIfa3cAPuHa8X77h4G+yOnC/JneW8FkzXdpLZrrhiidxMBImXl1h19bqfbj1B0lnX9rj6WIvo8HKdH0NJIImej2m2kJmLypmelKl3dceK3L9XJ/q1a1WaGUtEEeeIYWLbVIjZzvLgfmwlqeyAeyaVqVUwiq3S/kqKIpIezRBSQ44sdpHSCfXM9ai4pQtIucVx1/28B0tdFYP9oPUInTMLFS97FrZ0fgRog6gVuqPdnAfa+FZKloSicn7jhqo+h42ofTFWiTSqHAVd9hNuuBlkzQCjy9FWKZ5jEa/tnT5Hv59B51QcKRoVt33DbbbfhwQcfxEMPPbTX7VACzaVNmDCBb09jXjQSRnFX5AOrm/LrrdGDCYOwGThqQW1M8lKjbMra2+YidYv4mKYAd1JtOhdtYz8zvfpkbu3k3EspLRVKTR2UVDeQ4J7BEUtUXSLCUdfSG95Os21uF5SEuTYd5tycuHKUiFqiqEC393A/L+aoCHoLltSX0trtfexHODprdAmkjo7eSlZCFqgem8XHqs3BxY+93998X/tA1vonRsQ8doRPnwHr21rWZ7qYLzO1CP80Ir2dE1Lh0hS5REj9JSlwVHdCnjkJjsrO3sc4ppCzWFO35MKq2amEkpxwbm4C8rLx1YqFuLFDDBOrX0+Cem8GIPe+WZf8TwwHJ20yI0p6h1IZGS96YQ5okVtOE0yhfXvMBkYWcpcK5ed/ChfFL9sY8eO658SHtDV8kJIODOwTPvvsM66OkUcsmfonCiaHO2tPofG0DicYhM3AUQuaOaNqjhyJIff3i1kZSZC3VgJOBw/RIxpjtWjijJZJUUUVatXGIatLphwtGoWsO2g2bZDhft6+sYmjpMxLNsTJFQ3h+y+aC8+HW6AGQ8AkLTN05QbeP1fNlq0f1A5zd8kRgyUnDMcChIitfr6GAgkzBjMNNlc2wkwpBpriNtEqhchZT1kqLP7e9q5qNcPx+Zb4eaSKm/hFhrm5C8rUCTAHYwgnWeO5oI2n5+KHb7+Br1V9IvZxSwrUn6WRaVKfY7Q1mOOeaqE8FXkfx9BVZEbu24IYu2pcA9MoDBx12HnvAtyS/viAy1/vmgan/l/oYPE1I5pqn5CcnIwLL7xwv049KUt37NgxqMr0+OOPx6GAQdgMHLVouWkBMr/ohFzXArlsNHpyxFC6bUU3lOmlsFa1iTksPYFAQzwgPaE6NmCuTPP4IhI2VDIDe5TtrIe6cFUfTYI0uQzeReWIUpoAiRw0AQTfJ5FHSjZoauYKFCOqcKu2j+ggAexdRoa0Wou1945kKCkumNXd++kNRtT0ferQyVqfx2e2IDQuD9aWHsTKK3kWT20V1UApKwOKywZ7cxBYsRFyakqcsCnd3Uye5YoaKJ1itk2aObFXuXriDFSfLt66zD0q7nn0ZVxS9bk430TUbhVDwYk4fsMFsGjpVmTGa+6R0DTTjOylkWGZExs4erDtmr9he0R/zfdmSdaGkuNB6u6qvfQt3EcY4e/7hv/s58w9GfhTohJ5z/a3qqUWK9mGHAoYhM3AiEZi5qleQTM1C8KV9WkLEylpynigohr2FC3j1OOB7Asjmp0MVO6C2jP4QH6crBE0shYPi9eqO9ze1MnavKkcnUSwL96CGFVzMtLZJkRyOhBr0tqoikjZYLFBTBHmuwD84zKAN5chfOZsWN9pjitZdfQJdtdm0qjVyWSN/lZVzinVbTXM2ZlAe0+cRPXHYEbA8cfU2CRm+AbxfdOrYmTVoX68EuFTZsKWnQmVslN18jelFKYtu9Bz/Bi4J46B1CyOIbZyg1DcrljPsVbhFFFJc1R3I3DmbNjagmiZbMeYf7ZAVhXc2vM+zqpaySSMW6DX9PVYm7jkKgT9Vphq7MjZLFreRNSsnUDuxx2IJh1eWYEGDi1qf7YAldHP8IlfVMjLksT/8fKoDwv/OxPuTvHh7dg1eMX8gIPIgpFJe9Bx4403YtasWZzwlJOTs09zcF8GDMJmYERDJ2tUjZJ2VCM2rkgM22tJBkSG1JoGqGRUq7XD+LvTqo1ckaJ8SuRrCeCDxDjp5IQEBaR2jMeZJZjn8vXHToO53Y9QunbfOnFx2CF5LWKeSydZusFuJArf7EK2ueB9jM+ANHcKnNuaOQJKqRBEiWfkUpOhNrVA8rg5w3PAeSCjXbMF0cnC78ykVcWIYMqUMrB9YBWtP1kjwmvaWdcbhdWPqOn+c7q4IliUAntXJswbqqHS8XV2IXqqEFZIMRXhOaVwV3ShaX4KUjcJ4hSeWQjX1lYgfTTM22sA7XxK+XnwT09GIMMNT3WMz9nt217AcW2boJoA9YEs4JJBHOdXe5G/Lorak1T4M8TbHdl2pL6+GcjLhHVrnSEwMCD+T0wcgw23UMC7B9/SiBrhk6CEB2sugrNJ5RY8o/UgETYD+4wXX3yRrT2qqqoQTpjlJaxatWq3t92+fTvffn+Upl8GBhrMGDBwBIMUk4NB7vQLQ9oVm4Qdx9Yd7HGmtnfwQLus5XgSiDjRm7ealiIUi21dvJTjp/e9r+RkyC4nL2pv+meVxD3GqGXIVhomE4LnzYEcURBJd8P2v2W89O3QE0DHrCzRdiUiabdxZYvhdcPaGeG2KC1rh/amQ8Hw0Zggak4nPy4ipkQCiYTR/BeLFjRipYsAKEHA9OFKXnrkEwkq1IYmbqfqK37OHI54RY5AyQe6EKF/m5gPq5+owraqXMzjTS9C+4w0tF06FfaKFl628kbE7DJX+rJe2Y5wkoUXt0h7/JAUVVQZRxXzUpNcSH58CbyVQZjlKH4UeE6QNasE9V85fcja1GVX8Br1/nWITfGh/soQ+60F08WSo4AytpAJ+2CtXANHJ0797wrc1jBjwOXZJh+2NmXCnyVxBB0tNTvtoLZE92cdjdnvf/7znznnMzMzE6tXr2ZrjrS0NFRUVHDc1J5AueU0v3a4waiwGRhR0BWTHCCeMGivzynplTCCsrUSsUGCzLndR15roXBfi4y6+vicGP0koqTvS/aHYV22nofvVVnmvEuCP88Bz5Y2JgcWqtYlCQuJWFc3twFp/8krvNxebb5ZyMWzHlvDwoLo1nIge1r8GKTPWmHKykRwSiFsS7fGB/M5CcFkQs8ZU+De3j5wXs4sPMvk5CSEFwi7EbKuIJBthq7gTET47DlwLNzEaQV60gLN4/mPHQNnVTei6zYz4eXLHdY+JrN6C1d12iBHohzUnvpBORsFt54nCGDa5w1wVfkgp6Wh+exSpGwV7dxgph0mT57YD2UqThcpE4oFSI6Wwpcv49OaX0JaG4Bql6D+Jwc4sdeF/ubaufAHxPF61tgQSrHBNrkTUZ+EYJr45Mq/f2Uf9awBA/RF74cp5Lc2ULTzlQ+/C7ndgqzK3knT2KZ9M5feaxylhGt/8fDDD+Mf//gHrrjiCjz++OP4yU9+glGjRuEXv/gF2tpEdN3ucOutt7JtR0NDAyZPnjxAZUqxVIcCBmEzMCIxmCIyfp3ettwDYi29ZK3/nBj9pMqVmi4G3GMbtnIIeXTxGvGfqkQQDedLS7nFyiSGZrg0wYJsMUPp6ELTdxcg5z+iFZu1VLRcfWdNgXfJLgRmFIhvyJoXWXehBemru2Fbth1qNIrAhXP5cscrX/AHjrM+wGTNlJTU15Q3EmG7ESU7NU7UqCJILWAia4mZqbSf4KzRsL65TLSGyeBWU8mipU1UByeP4z/DaWLmj/YZOWM2LO8uFzODmlKV2q2xGWPgWlnFhFIdnY+0NwWZJBIqT52AyIRCeKvCiDrFW5GtNczkj4lw6Sh4tonzJYWjsO7Ygfu7VkGqC0B1SlCfzAUWaDFYAP7ZmYOP3pkBi2ai5itRIIckWJYmIZaqovR5QXANsmZAhz7X+tgrf8f11Wfg0QIhXtHxeVBBTm47Wmuz4H5+Se8VsycBy1/70k8kGTvT2q99HIWEr6qqKu6X5nA40K19ub366qsxb9489lfbHS6++GL+ed1118Uvozk2EiAYogMDBg4giLCwHYaW40nD/uTfFW8DaurGRKVj/7BzIjDUDqSW3ZCwWuJzXuy/Rm1X2n9mKjvlE9TUFHSdMhYRp4Tk7UmQg9nxihy1NXNf3InOMyZyZqWi2YQ4VwFtV81H6opmqI0tULUqoDMlmatU0cklMHcGmajps2MIBKF+sU5UAMsKEU0Rs3LWTzdASk4Ss3wJNiRE1ngmrbYZamev0S15zOl+cPFtu7T5trHFiGS6YKrpFIRKI3/sl7ZmF8+CRXdWxQle64kF8O4MMlHsGuNF8mdVUDNFKykyaxS6Ci3IWNWFjjIPTFrBK3VRI9TJ4xBdvwXRqcVxgumcNxb3Or7AhLpqqB4Z6tO5wOy+UVO//9/5yNyooHmamPRwVsuwdgOdZSrG/r48npqwn59/BkYQdvxAfFHINLkHkDXCr3edg9blWXBXQdjvLNXmS5f3FfwYOLyQnZ2N1tZWFBUV8SLV59SpU7Fz584Bqs/BQNsdjjAqbAZGHBKrS4ylIlpGJ2ckAGAsF8IAJh9N7VzRIUSyvbBUNMbntRKVlYnK02hDgtlsfg5Q38xzaRS7hBKhoFTrGuCu8jOZSqxkYeoEyD4/YvnpsHVE0XPpPHg3iVK9arMg9Z1twniWFJbrxHB/z5xiOGp7YKnrYIEBVbX4+Ko6Eaup5YoVJzGk2DgqS7+f5hlJkI/NQdITS5jMEiSzWdhkZKSzqa9J8xlSnDbehlSr+nxX12miokatGSKWsUR/NM0fLnriDMg0M6cqUNLEPFnashbAH0DLSQVIXdMJ/7R82OsE+aM2KZG16tO8SN6hwLtRPPZoXhrMOxvgv3gevGuboE4ZD3c0gHvW/QdjeuqgJstQn80DpvVVd85efSmctRLqj1GRuk5c5mhTWNzgrlPFPJ8WQWXAAP8/P30Wdpz0KP/eFPMxadOxPCSEM9XvF8EaBmzdCkyfr4eyh7SSLwVHYYVsf3HyySdz7ueMGTNw/fXXcyYoiQhWrFiBiy66aI+3J5J3OMIQHRg4KsAtSfJK41mwNbzkYlEJUgNBJlJKkpOXadU2qMEgt/HYcqPLzytuEEsD/ifNZFsMmpWjJbW2837I2V+dPQnNx2fxopkxuSck1KgkUJg+QQS6OywIj8qEHIjAXtkG14vL2IOMltwdZLJG5C9mN0GlObBIFLY3lkGub+X77zhvMhzra3jBLHOmqbRLtIEpvkkHEbiMz5p4Zkwns7SUwqx4eziW0ztALbeIFiSRNSKyJJrwvr2Bl2d7V7xtSrOARBBpmceVwdLSw5U+yg6l9iUt8lnrmpWHlKeWcdRUxCkj5rbxcm6oh9zYjrzfLkbELaHp+HRe5oaOOFH0TcxAkq8Dv9vxhCBrqSaoL+YPIGuLgkDszXSYg0DSVhntkxVeJFxwvPoFXOWGos9Av/eD4iJ89Jgga4REskbRZU0xDy/FDGSuDMFdGdhjtNzRKjog6wsa0qfWY3p6+gBCRC3E/kvP4xwKoVCI58hofy6XC+eddx5qarQvu8MAza/dcccdcYuOxx57DOPHj8fdd9+Nv/2NlMB7xpNPPslJB7m5uezHRnjggQfw2mtffit8KBgVNgMjHtwy1Ibz1WljIG8XJrGxHaLsLdlsgM+HiFe0EW0ZaYhlJYu2IZnbNiUEk1vMTFik7jBiza0wpQlVamhiIUIpZjgbQsCSNUiRpvLlEY8FMbcdsQw3rA3dwCbNpDUUhGXyOERSnbC0KDCTtUanIIX+sRmwO20I5LrgXF0NUFIA3eTYMeixy/BuSYKzPozgBG04/4MVsHcXATarMNOt7CVsRKZiSQ5OBrBV18bnt6SKWjHXNrYYJiKB2owHGQabglGYdtQgMjYf5vZUQJbj5K/z6vlIenJJ/G9C8w0LkLG8E7HCDK6OQYufijkt8OWaYD1pOsJeEyzdMciLRfkrNn0CArkO9JxdhJgF8NRqUVrJLvZh82xth8MN3N31MkaHmqBmmKC+kAeMFc+Rjhtr5uOT96bBG1Bh61RQewrgqBMii5hVYWsWhI24KQO9oKr1g//+C2VbDHpatoez8eD2k/l3Vx1gbfVD3V4J1Ww5+KTtMPdhe+mllzh385577uGqFrUb169fP6iR7Zlnnhn/O0mr9A+F73//+1whe+6551jdSQKAc845BytXroSJfC73AFmWeem47LLLeA0XROpIoEDH8Zvf/CZulEsJCkTazj//fBwKGITNwGELGlrXczz3+rYJ82qJClDTpp1xdSX7nrldiKW4YVIVxLT/310zc+F8WcyHSZEYlKTeN3YlxYtocQYsHUHEohH0zC7my22tIdhbFB6Yb/vmAqQ/KXx+1JMmI5Bjh3tLO0J5XtgjQr2qlFcinO6CedE6qPQG5LDHBQn2JCekWIwFAdGEaCh7UwBdo11ATIWlKwS5Q/NbI1LmtcPUaeH2ZOj0WXCs1I63qpaD0K3hCOTMdASniqqic1sL2udkIWlLF8Kjs2D1iMcYliWRvhBTOKBd6vAhWiT84XSyRq1Yx44WKHWiEpb2yGKeC/NdPg9J63vgnyW83mzNIWT97Qt0Xzobyatb+FgabxBCidStIdjawoi4TfA8s0SYDdP9nzQdpullMCXF8Ls37scYtENN1yprY4T6MxEffTSN2wRtkwGz3wRHPeDQO9USRLJDYrqDgaMePdlWjLO48HBHPm5OrhkgMnimbg58q0TVuWBHEIECDyzesVyVN9CLaDSK733ve/jDH/7AbUcdY8cKhXwiiOjQXNlw0NnZiUcffZQrXKeeeipf9tRTT6GgoAAffPABzjjjjGHtZ9GiRXjkkUdQXl7O7dC8vDzeZ0lJCY499tjd3vYvf/kL/vnPf+KCCy7Ab3/72/jlZKb7ox/9CIcKRkvUwGGL3ZG1wXzA+PLMDB4Olr1uXqTkpLYdzWWxelIja7z/ji5WNCp2E9uBWBat5+VoCsFcOorboeSET5UkvZqEzTugWoR/GEH3VaPMzECmqP6kr+5C8OTJvJyrKhF2y4hkuWFfW4lQUQov2W5DIMuC8MlTIZcU8MxY/W0LeCmrN0G1mLiN2n3lfKiKwksKxWDriLHQQe4KMGGiFd2ynauBnZPThR3Hyp3cUqUlFeWzx5wpIw2hsblxm4BgSRrMARUtM5MRSrUinOXhRQHyJNgIzSnjimBgYi6kcIyX1acwKSP/tOoLc4AJo8UigcG3F8DaFUNw/lhYuqK8zK0+mPJzYW+NIlCUjOic8VxJo+XLs7L6japr1M6leUFaZn8UDoRx39J/CbKWqlXWEshaQA1hzOM38SJyZmsB7C0SrB1A8X8qkfbPxbzczy09MC9EAyMGlB6y5A9/x7jPrx5A1gg3r7sKlQuLUPJKBy/r5hpWTJvXHBpPrgPREqVFFaKurq4+i9qO+wMyn62treVK1vTp0zkRgDzONm4cmLF8yy23cHtz9uzZ3A7tn82ZCKqiRSIRnH766fHLqC05adIkLF68eNiVPyJ21KYlHzb9sZJalKqBwxEd0GPqD5vNhp6egcbkBwtGhc3AEYk+sVAaqFUZHZUL6+bqvtYdra0sFICvh0lY3FojKx1IT0LIZYGFYqNcmrXE1gaR1VmQxwQm0YeMlq2qA9BzOUmBSm0WRRucHz8GUqcfjrDwllAzUuItxLpbFsDVKN6oLGNKoJgk2FoC3PLoPKYIeR+J42q/ej5SXlrLVStnY2qcuJr9IcgRJzB/KoJuC+KTXE4bE0oSBPC5mU+qWC2zk0hpURZMviBiThNszcKWJOqxcrvS3qGivcyEYKb47lbaNQHdJR50F5hgLkmHd1dvCyjskdGTJSH/r2tg9k/g5Ag+ruIiZC5uRffYFLiqeyBFxWNsPjYTGe9WwlbThViKE4pVhimoPX6zBFUGm+GSslXSDY+dCu5Z+RgmtVVBTZGh/jcPGNe3DTrxf7fApn3WOJpVNM1RkbxZhhzbvZ2LgaMbJGT51R/+wb9vOebJAdf/uysL3W1OpDQi/hrWzacHy9M9KDhAM2ikkuzfhrzzzjtx11137fM+yYSWQPv405/+hOLiYtx333044YQTsG3bNqSmCsujX/3qVzjllFOYPH344Yfc3mxpacH//d//Dbpf8j6zWq1ISelrgp6VlcXXDQe//vWvmRh+/etf57aqDrL6+OUvf7nH21MVbs2aNQPEB2+//TYmTBD+k4cCBmEzcEQjkUxJZG64dO2gUUM0qE/frmOjcmFuFe0OtbkVSlUNrHMmo22iG0nlQkUaHJcDeyTC1TcigboZL/mekZVGODcJ8vZyIR7QFKgmMsz1ByBlZ7BJr97GRFEu5BkT4S9wI/ftevjHaEa7oQis3TGe84ok2eF5fQ1qvi9c1uUQIJ8/BSmf1zB59J8p1KCxkALFIqFtoguZr29HrE0QvNgxk+Ol8tA5c7ji13HtfP47aUcAlupWhEZlom2sGSmSsMLw5Zph61TRPlaCHAaK3hGzbS0zkkHjcFS5ctdHYQrF0DVGPBZvRQAhrxNN10wD8UZvslDPWnwxdBVZYO1WYaptRctp4k0u480d6F4wCp5lVcDmbbAW5kNpFt52XVdPh/OlNeI5qW2AnOGCTYngl1/8G5O7dkFNkqE+nwdM7EvWJiz+GqSgDJNG2Hz54vhtXSpMQXVgwL0BAxrIWudE++Dsh7JCl3XNh2edFUnlYcT6RcsdKhyI8HcifOQ9RmSjf7VoMBABo+H83WH58uXxKhkN9+u+ZTSrlp+fjxdeeAE33HADX5ZIzKZNEwp9Ik1DEbYhH4YqPNCGg61bt+L4448fcLnX60WH9oV9d/jxj3+M73znOwgGg3y/y5Ytw7PPPot7770X//rXv3CoYBA2A0c0Ek1Q9W/DQyFSmM6qS3OFEBHolbZQhgMZH9UguktUjKxjS6GSl5rZzB5i0AgbkTVqlaKyGSoRsu1V8biqWCjG1h2mwhyhSLVo/7VCUQ6CpzxQ8mRzrhWkkDJCqdpEczH+K+ZBvWQ6Cp8WSqRwaRbksAI4HfCNTYV7ifgmG5heDMeS7bBMKkbn8aOZ8PHlGWaYL57HFSu23sjPQ/pSUWFsm5UOuycb7WMskCMQOZ1UxSvNQtp6P1TZiaTyAKrOEMKGvE9CCCfZ0F2iwuI3weQ18QcdwdwVQuZDa3iWzV2nwJ8h5s4oqidJM86NzZoMb6VgU/6ZxXA0BqF0dIoWttMBOUeoUzM/b+FwdzYappbtrkrchc8xBc1QvTLU5/KAyX3VoHNXX4JQrZi185eKyp97swWmkISUNzay+nUwsm7g6Ebj94SB6pr/9zf8oH4m7s/RBjyp0hYR7a1vbbkatdsykRwB7HXdULWINt0o+0gHDeoTWRkOqH351a9+dbfbUDVNN6NNrDgRCaREATKuHQpEHqkl29jYyFWz/qBZN8r+bG9v71Nla2pqipvh7gnUnqVoKTrORHz22Wd8fHsCxVrRjB4lJPj9flx55ZU8A/fggw/u8dx8mTAIm4GD/6IbV8Y/afbqQINUndKarZDTNasKu01U16jysmg1zAumQSkQbxImf4BbHTSjgsL8uEcZWtrRfUIp3G/vgmyzsjqMQAoxqp7R8XefMYkrS0RS+DqtNdo+JQXJL6wEJos8UNUsI5xsg10eD4VsOzRzXsVUCEdrEJ1fmw/vU0vQ/J0FCJWJoVzrim2ITRzF50cumY2Ok8ScmPv5pei+aC7PflkCCkxBTVlpMiNmk6BKQFeJBEdzFppmCrLjaFG5FZm+LsQzc+SLRkjbHEHLNBcyv+hE5flJsGuhDrRtxAM4GiW2xfBnSMhcI0hm07wUdH59PpI3Swh5ZZ7VI8SOm46IS0b40nmQIyoC6YLIZSxr5/gtiurqnlsI9/YOtM0Rs4c0Pxe1SzDnzkPKC5/jl1iMaUTW3IP7rJEvlsMawahXwmj6fhCxL4QSNZQKFP/Pz2SNqq1GioGBROz83Xxsu7rXxiGRrBGebhcimEDEAmedjIyVPSK15HDBAVGJ7t3tadaM1p4wc+ZMJmhUzdKH+Gn2rLKycrc+ZjRTZrfbWYgw1H4pCur999+PKzvr6+uxYcMG/P73vx/WY6DqHgki/v3vf3NVrq6uDkuWLGHBAKk/dwciak8//TTOPfdcVsBS+5aqiZRLeqhhEDYDBx06UaO24Z5mQ0g00CfPMyGdgGa5sES0JKm1RhUyGr6H2RKfcePomQogVpwNs90GdX15H+GBafI4dI1NZgLExI2O79RZrBKlgr+SlQSTU7QO4m/kqsqRU1RdY6WpNsOGuVPgfXoJ385cLVxaqT3nyMpEYFoRbJ9ugIlm6ehxxESYuitpJv/taFUEoaJjnlEGc1eQ1Z7UanTXC2IWOncOTGEV7WPMsLeqSG3QbECy7GwO21UsIeIiEmOBu1aJz52Z/TEmgba8bLScKt5I01Z3wNpuhq/Yze1Pi0+8qfszzUjaQaRLQtryVmy5jb6VC/JEoelJWyWEvYB3l4Lyyzx8eelT7XCFY2ia6YanJoqoFkDQMTEJyRtUhMflcXWy65J5vc9rUIHrhWWwqDHchcWYgSaoLgnqM7nAjL5kjfC1Z7+L0gd3QOluQmDLNKTWiuMlf7loliDaBlkzkAgSwlxw+tDCEwp6X9Ys/j9YnkuFLaLAXF57WFVpD0hL9EsCVezI44xm4UjBSSSNFKOESy+9lH+SNQfNnc2fP59n2D7++GNuoX7729+Ot2RJuEAzbk888QSHtNOsHalOadaNLD1oFo6I1uTJk+Oq0T2BKmOkNj3ppJO4rUntUbo/2g9VEHcH6qzcdNNN2LxZCMuGQ14PFgzCZuCQYTiDvIlkjRAnawSNrPF2u6qFqW19A9RZE+LpBhS9RG/A0oZyKONKICsqSYX4OrKnMG+uh6PFibC3978CZXa6tFB0c3VLH1sQPYmg/kcLkPNZD7oXiKBzJiRfm4/UjlK0z8xgnzSCPDYfHbk2OBvD3F5pPFPYemSu6Ebs+OkwfbgSwfPmsKKR1Kx8m1AE9adkIGNVD5J2SmiZLIhc+voIzD0RJFVIbFnROFe0OFQTETMJZh+QsSaKtnFUcRPHmrE2ip4cC6Q5Y2DuDiNtmTifkUw3om4z3O+sh9PvR49GppLWNKHqwmzkfu5H0zHpyPxEhUt7LJ3FVg5h9+epsLfLSNouWqXNc1PhaI0hnAS0ucyIauN7rnrANzqJP3DCF86Fqy6IcJJ4LA5KZzh1Gu58/yHMRiNUhwT1qbw+cVMNMR/+0CzmUGhmreLmUqSvU1gNmrZEtL97JmTAtaX1sPqQNXB4YMVdorLmU8R7hlvu/SLwZHc6NnVmo2mFqGp77YC3ITLsnOEjSnTwJRI+ImhEcCijMxAIsIHuRx99FG9lUqWMgth/+MMfcpWK2pE0v0bzYTqoKkdVOmo96rj//vt5v1Rho/0SoXvssceG5cGmg/zTiBxu2rSJ75tat259tngPoMdBlcDDLfFAUocTrDXCQf10YvUn4nyYpd7IHQOHB8jgVa+KcVbmEHMlNDumB4+TGlSfU6Oh/86xHnieXcoiAmRl8HVktWEhU0xZhlRehbYLRRC0oznK9hLmzpCw89ASEih2iStqFguTOIqaUr1ipiqY52XFZ0+hC9auKGJWcZu2cRZkrgrCn2NlUkYebQRyUM/+uAndE9LgrPazwU7leaJiNer5NsRcNjTMd8FTo8TfcBWrhOR1bUwYGxZ44SDfN+1buCmkwlnrRyTJhuapVhS8IQhNy/wMpGzywdTuR9MJWUjaKebLbOUtiNXUIXjmdARTTGL+jfySHheKViJw1PL15VvgrhHzYh1jLLC1q9x+pXapp0pcXnesFaYgOLeT2rXOJk2yT28tkoSuIhn5bzQinONF4xxByIr/thp3mJZhfudWqHZJZIMmBLkTRr9wA9y7xIFZO4H2SaQGFSTR2i3uw1veI6qqBgwkoPuKeVh83yPoUgLwyn0zZx9sL8Zn7aXY0ZaGnk1CyZi3KMrzobrAaE+IqhF8gte4ijPc2bB9+UxacMbdMFv6Hv/eYseGV3HVpccMu51oACya+OlPf8qRVtSipbSFREyZMuWQnCajwmbgsEcf77QEstY/vB1VDRwZZfp4JQee8/ZTRyFqlZHyYTm6L5gLz+flPFemD9GTGqzrqvlIlgvZZ4zg3FQvoqr0+5kisjQ5p1MTNnA1LBSJt0nt0jjel3ubB+FZY/jNn5C/0U2TuLA2ymgncYH2BdHeriDmccCzWWRohnK8KPo/4TEkkZfc+AJkL+1B/QIXkiu0TFOfwv5sZJirmrxIelXLSA0E2HsukO1gsmhvU9ExTZTx0xc1QHE74BufhqTyEGx1ImeVBRbzJsO1uRnRGVlw1Wjndf5UtE5xsRkuzxpKyWiaJb7E5H4aQONsB7dDSfDQUSoUutlfRGAKKwglmRFM7RUphJJk5Dy2Dq4JJVBtZvZ7S6qIwaTE8FPzCszv0Mja4wPJ2vfqZsPaITOxJfTkAY56CYFMoOi1triK76j/tmlgAEzjxzBZ+yRIqtCBZMciRbFy/ShYW0xwafmytpYggrNGw/KelsFr4IjEddddN6ztaLZtd7j88sv553e/+934ZTQLpytV9eSDgw2DsBk4YkFkjd6cGTuqEe3ogI2sPQrzKYyOL5YXroJpzmRh9SCNQtsZZTzkr4c/h74qSFRPsQeez4Ua0z+jGPaMZE4NYLGCZppL1bXo6FyYtuyC1NqJwIQcSAWz+Do1EIVlXBnP59lqOvhY+D7mlrE4oGm6HflvNqLmXF0VJcOU74SjycQGs5bOIIJnCfsO86pdMHcEOX/T2eSE8w2RmrDjd7Mw+rZNaPnmAkHKLhYS+dSPKuGn9ubSneiZW4KMD2tYbEGIZng5r9T9eTk6Ty6DKeDqrRa29XBF0lWxC+YC0aqtO68QzmaFxRtd+U54NrejeL1Q0tVdUARXg6BI3QUWpG7pbU9Xn2zndqWlh4ibIMRZS7u57U1Vx6jDDVdDBIoTuHP5Mzi2YzNUqwT13znA8X3JGuHtD2ciZ2UU9QvEW5SzAfBUK2ieLscJtwEDg+GtD1/gn4NZeCxYezHMphgsbSaMfrgCsQJRbacqrYPmZQ+3U0ojHLT2B0fRt5rHHnuM25hkers/zUMyzj0cYRA2A4c9OARdq2Tp/mb6/Bu5/usVNnNbMhAKQ/X1IDpRDPdL9Q1MWKS0NHgW74QaiSBw9hxxXVSFZ0cPIik2qLIEJInWhv3j9ZDGFLOXWfJjS6AeJ6w7WGVK+XRpqVBq6mD/wgfkCwIW27gNPefOgd07GWG7GdZO8UFgrmyH4rYjbbOJSSRVpwhUhXJ/uo1bMCoFzOdk8swcQZk5icUA3kXliNpT4btQCBNK/9uD+h8sQP5LVYjlpLKNCO/r2GlwVHcjWpqHqE2G2treZz5QmjIeHaeWscpUfyzmiWMQ3SjOHeeYBgT5yvzrUsROnI5wih32ljDCuR7IYUHyYnYgZX0HpyO4GqOw1mhB8TsqkG+aiYY5NrYOMWujKNKmcvgumcfVOyKfttYuPF7xN6QqfqgWCLJ2Ut9WwzW7jseKugLkfhZD1dlA9kJxvtomyMh7sRqeD3ysCDVgoD+C5wvFJ7BWq671/cB+zpeCDKcPLQEXv04jpTmQYuqQ87KHBQ5CePtIwo033shGuWTqS9W2r33ta3ED370Bhb2ThQjN0fVXkFLawqGabTMIm4HDG5LcR2Yf6/FzdShRIUqgqgvZdxA41FybIZOPm47YotVciVM8NpjK6+JqUL6dJMOs7S9UqFlFTCHRQBDORvF9W1q0uvd4kjxcRSOFqPzpagq+44vZe+2NZZBTU6C2tSOs+bPRNuSwTqIAxZKLmJawRLYWgbmlcO7sgOK0Ql23DeY8UeUKptrh2dbBvmtJlWFEnaKP2jjbzfNwodFZ3PbtuGZ+fO5MKiqAkuJA0sIdfWJfSAVL1UBT2Atz2WigXmuJ7hDVRHN+HlS/Pz67QzN+5up21JyTjewHBIEkMQVfFwS6xiTBVR/leCrQc0FD3V+dx1mhRZUxqE4bas4Qb5AdF05Fy3Sg9GebYXI58Ju215AKcRv1nznAKQPDtz9bNh6p62XELDGMej6KqjPFY/dWQMwN0nk2CJuBfqj+xQJsulGIDCqj3TjRLuZBE7ErnIb1G4uQst6Ewr8t5v+XpPY+nHGgjHOPFjz88MMsWHj55Ze57Xn77bfj7LPPZtUpRV0N13iX1KVkJdLfykNXnhotUQNHNchYVbfioNajmpqMjulpSFm4C0p7R2+uKJErQgJZ49s0UJBkEc9mtV0wCSkbhUeY3OaDSv5qdY0wpacCyV6OqmJIMsJnzoTFF4W5pQdYIipOnqQkSLTdYmGky0IFIott7Rxgzq3RT1ezia7qEAwsnOKAOXkS1E3lIhuTKnY0LzNpLH+Lt7cpHN7eWSI+SPgbvktCx+gM5CxsQ/cFM+PRUnaPC43HZcBTF0XzBAsyVwuVZu4HbZzJ6Shv5fip9PdE2T58wgyoq7ZDrqpFlFqdZaMRzdEGoSMKsL4OjlfqhFo2QWUlO52I1tbzjJ5Zm/kj0hudORruenGeqcqYvkQkB0S37uDHZn5/hYj6cgjVnfflVQgdMxnBNAuSVtQj730t+qulAynrk6CGQvhh6DNMgVDgKQ9kAWf0VWuNek/Mntg6ZDibolAsMtrH2pD3qSDNli4hcNBFJQYM6DBNHIN/XvvXeDR2sbkvWVsTFtXjx58/DciLcpIBvX49H2/FoZlEMvBlwmaz4YorruBFlTJqk958882sRiXF6HCUokOlKrS2tg4QIBxMGBU2Awf/RZeWNqAFkZgNyoP9jU3wbAaUGRMhe1xQNO82IhmS1RpPKdBBikcytiVy5a0M8mA+IxCASrFVxQWIbt7Wa46rwbm9VVSbJo+LX0fbx8gmJDODVY6JCQpEHOWCXJg4uqqy9/5PnwnL6h0cYG5t8XOAO4Fbsc3tUPIzIbd2I+cTTXE5OQWenX4EM2yQOn1w1dk5VopgKu9AyvYgVElC+gYVgUwx9B9KSYOjKczmt6YNzYhqYgxrkgcxamnqZLazCxYtAqr/eaLjS3ws/HPtJvRcKNpJriQnEzL9LS3t9S2IdYn2KhFV6eO17DenrNkWF3zQLCBZh1Clz3/2HDh3CCEF5XpKNbX4AVbiVFRBNWuVtTP7kbWXboCrSnzYpuyIsS0JZYQG04jUireogtcN6w4Dg6P19yqOoYrvEPhx+SXidepVkfuhjIhbgoW8+7SK/GENbokaJbZ9hSRJcbHA7gLndVx00UXx21177bV94ruoqrZu3bphpy18GTAIm4GDjsFmRcgTzbFOVLRgMsW9z+RdDbw9eawR1PRkYGdN/HbU/kxUkkpmM7cwE4eHyX5D0cgVzT9xTBIRlRaNrNHtGlqgjMoT99nQxspLEipQ28RVI+7bVNnA5E2prIGcnorw/DLErOJbmJu+rXd3C7f91ZviVTk6duXEGWLeS5YgdQs1prPRxUkDlH/pyEyByReCY6VQPu768QzkfK4pOts6YC8U9y9FYpACYahpSVDbe4kYJyLY7ExY2Wh4H7I0yUeOz0m/y+l80n75fnTi+sU6/hyh+yTYFm2ENRLly6jdHNOreKqKW7AaZ6GSbUPUh7MHkLVx/7oJUkkQtg1iXw1zTCInVBIt2Pz3NPK3vXyvH5OBkQ/yMDy74LNBr1sZDmNLKBs7G4RiWm8tuit9UFZtxJGAA9ESPVyNd78shEKheEuUoqjOOeccPPTQQzjzzDMh0wzybkBWKgQieB6Ph81+dVAgPcVqUfrBoYJB2AwcVCT6qCX+ThFPOsnSZ7n6kLuoNk8WCCPq83GljStECd8+6XZqshtoao7HX8W2V0Bt64Bks8Gckgw1FO5TzYvfT3MLzGkayapv4NYh3cbz3kZIuuKSTDUlmStLUo9fkJNTZvapZJHbvnlsaXyIX5lUzIa1HTMzeeg/rAW5O2q7kV3bhY5paegc52blqr6vgnu/EJWwzAzESnIQdYm2q3X5Vqgl+ZD8IcQS7E3o/qhd2ed8HSDsjvwlmhibqR1dKbJQ+dhVFTdiLc5DBUdmqX/OAs4dOFcU9SqwVtjj6QgesQtOfkhb44O6VRBqAwYGw5MP/QmF/VqgOiKqjLtfuRzm0aJCbG2UIEcVyDVNA76YHLYwRAd7hZtvvplFB4WFhZwHSr9TWsJwQeH1BMogpVSEQ9n+HAwGYTNwUJHoo0a/k8Ft/7YdtdLY/X95FZMnqlpRcDhft6OC/47NGMPB6ZRewPtyWxD9ZBXMliJhxZGQU0qKyURS0x+S2cJVJGpB6iDSoWptxsgC4cPmqEiKV3poUJ9IoXlrgzguIqDUvm1og9rYAslqiYsO5LQ0OLzFfAx+p/iGJ/UEuZKY/Fk1qr9aBNs5c2D7nxBDmDIzoGakAMEIl7wsX4iIlJjfD9POGqgFuUzuKCWB73uIx3UwoZM1hqriemzAxRDHpd6XCVw80Fz00opTkbJeZJdKWqeWYq8sPYApEDtiqiAGDg3oC9pQZG17xIdvrv42VLMKx0JR1U3eEYFz9a59qkAbODLw97//nclaSUkJFi5cyGswUAVuT9FWibYgNAv3yiuvcFoCiRcOFQzCZuCQQidrVG2j9htf1t0N++vLUH/zAmQ83MBVK4WMXjXQ30TWCKYmoW6UQ242nCXiQNUeHXoVb3ekRm/5KdsTBtop3UCbCdMD3omUmTPSudLGx9QvvJ4JxtQJCGfkwfyBMOCk1ihVAol0heaOh3eJIDatp5XAsysEeWE58t9xQ4oqqLtFzEbkfNrOVbTGU3LgqY7Aqs2asaLT1wPVao6TtcMRV2MTvgqh7FV+mwFc0XdukHBn80Ss3FGEzIgKe5UCe6t4Dqw7GtD4lWKOrjrsPLEMHFZ4c/nbg17eFPPh+c5ZiK1PQnIV4G4QryR7k7/PPOqRAAkqxRHt306Oopbo17/+9WErQXeH888/n+fZyCako6ODM06pJUpB8H/60584a/RQwCBsBg4LDBY3lf30xriKi5MM6L1nRd8YIkokSCRnZGMRJRd8LU6q/obpyHpAJAgMFiY/mNebuKOBTRNKE+hKs8C7zguluq5vrumCacDiNZC7/bDtqutVn5Hp5ZgSdJd54WwMQSX1KZndLm+Ne8i1zUhF0hNLkKkRQGXWZEgmCbZOhRWmjd/TiNw/13BrmOOyDgIGq37uCV9Vt+DrEBVB5ZfpwDXCKkXHwx35/POVJ4+HKVuFL1+CHDbBlyfm3nI3hJDx1GpEh4gfM2CAkkkIrcpipMkDW1bdKvDvRcfDYgbaJ6hI3SxU1tiyc8j//4ct6G3oiOnfHnqQIvRAYNWqVWwPQnjxxReRnZ3N2aIvvfQSfvGLXxwywnbILcNra2vZ3I76zE6nE9OmTcPKlb3VAypL3nXXXcjNzeUBwBNPPBEbN24cMGR46623Ij09nXvO5513Hmpqej/IDRx+MnxaiSCyFb9ezwElgYA2f0BEjRbZSpimjIc8cxJfR6IDXXhApE9qEkPq5vRUXkTW2IJCw1Bv1kTWSAXJWaGJx5qgKqXUBOfLX3DMEpE1/YODsXhN3BYjkeTw71sq4HljDSxN3Tz7RgsmKR64nvZRFbdxw2fN5tVV5oK/wM2D+hSVk/dWIy8lEOTKHh8XqVpTU+Lihi8De0vWLlK3cSuUoPxfGvCtvsd2zLqL8MdPz+IlRQFruwR/bozboUmVUV70/Mj5vTOMBgwkgsYQlvzh77x+Xn/yoCfn4tXf5E82ZyMw+qUAC3poyWRdYx5+ePjhAKquHYhlYO9AQfQkOiC89957XG0jwQKJDqg9eqhwSAlbe3s7jjnmGFgsFrz99tvskXLfffchWfvAJlBgLZUgSeWxfPlyZrqnnXYauhPyJb///e9zf5kGDEkV4vP5WBlyqMztDOwelApAa6gKm04UaE6rP8EiywlUVLMTf5RSAkIhXjqo5cE+aS1tvIj86Ya6OlhQkOBHlnhbvr2mSOVjSDBp5Vk67fiJJHqfXtL32MjUdRDIhXlcsWMfs6oaXlJjK7wfbRXf+EkRazLBua2FV8onlYjZZA42J/gmpPMivzRKeiCVK2Vpki/ccMOqv2ycq5bjJojkBeXHqcB3Ugdkg9pMUXIq5tU9LopAfgwF74vr7fUBXgRDEWpgMFBKx+af9s5CPpwnlM063glYeeV4u1D8qgJHs8JfpGi8gBaJjY60lqiBQ4PS0lK8+uqrqK6uxrvvvhufW2tqaoLXO3Ae96hoif7ud79DQUFBXJmhqzMSq2sPPPAA7rjjjrg/yuOPP46srCw888wzuOGGG9h5+NFHH8WTTz6JU089lbd56qmneL8ffPABzjjjjEPwyAwMBXNRgQgeHwZoTovmtojQ6OpK6zvLoY4u5FahOSMNSocg5pwLlAAAOFxJREFUVERk9DgmelPWCRmLAxIUjHzZEESeKneEiNfGkVZ8vGQBQr0VPTB9kEB6HUOZug5GQJQeP8+20ePjv1vbIMe0wPqOTrhqsjjfkKuRQdETibdCE2KnDgccr1bjuxBpEOqtKcAPBkbBbOjIRv3iPDi1LnIoTYW9SULYrXJGqKlTzOkZc2sGhgLZ9fzqX9UsKCCUWfpaxNy+8UL+2bkrGSWxKLwvrISJ/u9r1j1ULT/iYs0MleghwS9+8QtceeWV+MEPfoBTTjkF8+fPj1fbKKf0qCRsr7/+OhOqSy+9lNUceXl5LMvVfU4ogLWhoaGPKoOM7E444QTO8yLCRu1TcjBO3Ibap5MmTeJtDMJ2eGG4ZC2+vebHRkQtnoiwdhOsbjfbe+iER+32DWkxoZAQgapug3y7TpzTiq0Ts1eSJi4ABcl73X0Up7qidH+hm9bqj49FDInqtSVruZVLeZ+WfmLJRDuUQ41MtQc/gAinV7+ZDPX2NDYbTsSkpVdCWU3tKEAR4lnIIYnTHlJWtQI19XETYAMGhsK7dWtxS90cXOURYw+JeMGXhM5m0cLKWCmho9SK7F2F5HYa3+aII2sEamcaooODjksuuQTHHnssx1NNnTo1fjmRtwsvFF8MjrqWKAW0/u1vf0NZWRmXHUmR8d3vfhdPPPEEX09kjUAVtUTQ3/p19JPUGykpKUNu0x8089bV1dVnGTg0oEqYPrM2HOgeamzVQYrNmlpe5JWmz7KRqSwRK1rx2w3RChlqTouUoKo/gJhbGLrq0Mla4lzcl4ZB2raEw4WsyaqK/4flcCMCdZYd6p3pA8gaQV2VhKgLMPuAYHaMV+mTzWznQcKLwaqVBgwkgsynCQ/l9uYA6/hZ0xTcvuxCwKTw8mdJSNsY4Mo2jUMMNpt6pEA3zt2fZWDfQONXVE1LNNsltei4ccLm6airsFFUxKxZs3DPPffw33RySFBAJI7kuTr6y3SHyvka7jb33nsv7r777gPyGAzsH6gCtrfD7ToULTJJJ2TUFiW1ZozmVhLI2r4MNlNVjY9rRceANAW+v4MQa3O4z3Jdiq2cD6q6JKh/yQLMff+/lX50LdBkx5iXWlBxVTrMIaDgXXFd7ZkZSF9nzJga2DOoqv7UU5QV6hxwXUPMh+pACuwbHHCIqFqkrfdB/ULMUxKUDuMLuYGRgUNaYcvJyWEjukSMHz8eVVVVcYZL6F8po8E/vepG24TDYRYwDLVNf9x+++08+6YvGiw0cOShj60G/R0M8ZAxtUTZCFfLFt1bJLZAdaJmVIH6olRtx/UWoQhVf50BFAtBRiI8yxysBA0UJSF5q/iqb2sL80rbEIbrvb4WLQYMDIZHv3gRKfJAska4eOPXsbElm82WNT0LsGLjgPeJ/u8VR1xLdL/WoX4QBkZEhY0Uolu3JnhfAdi2bRuKioTxKbkVEyF7//3344N+RM5o3o0EC4SZM2eyypS2ueyyy/gy6jtv2LCBFaaDgebgEkNdDRx67OtsmDxdEH7K75SmjkU02QZ8uDJux3GwVZRUjTscyd2Bmr0j2NQoHh79KaRyQD3bDVzeVzV1W4NoX4VSAEcjEHWZICmAYgYibvGWY317uWEvZWC3CJ89h38+09UFjxzEt5LEOAQpQXW0fZGFUGYMWW0qUj+v48ui5H04QkD/b2gZMHDICRspMCj5nlqiRLaWLVuGf/zjH7wI1NIkyw66nubcaNHv5NdGCg49rPX666/Hbbfdxl5uqampnAE2efLkuGrUwOEP2e3ap9YoEbX4IP7KDTANMmB8MNVhhyNZIxwoskb4NtZDKo9AzTJB/X1mn7m1l3o8WPVzkYlasrEW3dOyYW8JoWGeE9YuQdQMGBgOnv27MC7NNvVVg64NFPLPf757KtRRQZT+Q2WftViNIGzmnKxB84KPSBwQ0cHIIbBHOw4pYZs9ezb7p1GL8pe//CVX1MjG46qrruqT6RUIBFg9Sm3PuXPnsrRWN7UjkCOx2Wxm0kfbkpKDHI9NQwxtGzj8sK9zbMMZxB8uWdPNew+Xof7DEXPUepwHLU/1wSwgtff/2OgXb0BGaSvaF4i3FXdhHuxtCqSoCnMASH/0C0CbLTyQBNLAyEP5/fORbVo74PKqaDde3KXZKmQHYdviQNQZgRyIwpSVEc8iHjEwbD0MHE7RVGRwS2soUJWNkg5oDQW73Y6//OUvvAwc+dC91/YEae6UPsPF+wuDqO0eyWoQP4LISFW/lQyc0DcWyNEgo9GZjOxN4hu9L0+Coxkov9SJkjeCmv+dITQwsGc8eO5j+EuHqKTdSoGgGm7deQm6/UK57Vni4Clsa3sQ0SQrTHVGJcnAyMYhJ2wGDPSHTtZkm323w8IHkqwZ2D1kVcHP8AVSEII6zgr1ZyIyTEer0gN/QQxjvrkc/ovm8mURjwmqCcj7VIH8ifBqM2BgT8hekoSzyWHZ2UvU9FD3rU2ZcL8nWqQ9+cCov1cATgfUZTtHpunyAYiWMqw9Rg4MwmbgsMXBUHbxMD5VfgYJex/eDjSh9b7e/gjBN7AR09EM1SlBfSQHsPcVmP+5dQ68W03wXzwPTTPFdbmLItzS0U2PDRgYDh4v+nTAZVdVnoioYkLy6y6kfSgSRTqPKYKa7IW6awTnRh+IGTZDJjpicMjD3w0YOJTgWar9IVt02xFO1haotfgqhJpbvT8LGNPXwuP66mNQ6U+Do1mFP1OO2yt0F1rgqD08RRgGDk/QFyiaU+uPRwrfQb3fg6hdQu1lJbzcu3qguGzx1JARCeUALKNTPGJgVNgMjEjoQe0U+bS/iFuE7Em8QNW2EUbe8tRu3OX5AujW5tbO6xX76Njwt8noKpFAoRChJCBrhTgH9uYQh9QbMDBc7Pj9LBSaxZxkIr6y6atQ/pkF2a0iY5WovEuRmLDzOYCWNQYMHM4wCJuBEQEyyE30XNOJGsVX0eVDBb4PB8O2BBlhZM2uRvELLIXUrUCdY4f68/Q+15f8T2T+JiVLsLcAHeNUjHrJj+rThRghZZsNSQlZrQYM7A7lD8xD1rjeCDm90rYoUITaxhTYxsso+OVimKaM58tVi1Aoj2SyJh2AGTYDIwcGYTMwItDfIFevilEmqIF9gKrie1iFUeiEmmESc2uWflFvsvggyf2oHa3Tk+GqkRBOsSJrufgAJc81QxNqYLgV8R2XPYJft/TmNOabBfF/r20S5AYbkneovF1s3eaj6KQaPmwGemEQNgMjEgfLKHek4hxU4FRUscpT/Xs2kD3wrSJpvfBU6ynxsht79ufdaJ/kRvqnwrR0RKr2DHwpkN9L51nIRws+j1+2MiTofrUvGYpNhefZZVBGWBX74IgODIwUGITNgAEDfTBObcXNWMO/q3ekAwv65jjeWDMfK5vzEdO0B8EUGclb/FDNMvyZEqIVlcYZNTC8D6DcHP75xpg3ISdo4N702/GrbZfw721dTqSvlGAeMwrRrTuMM2vgqIVB2AwYMBBHkhrCz7EUFqgiJ/TG5AFnZ+Hb0xBKi6Fog2h91h1nQdjtQuZDi5G71DiZBoYP+RntZz/Dgjs2XgCPPSSu2+ZCUkUAqtXMLdEDISQ6YkAFxX6TCHsNo0A3YmDYehgwYEC8GagqbscXyEQA6mgL1Pv75oQS2hU/zD1AwXsquvMtvNLWK4h4elMqDBgYLman7uLVH05rBPWbM3nlfxyCpdkHVNYeXWQtQXSwf+vLPcY333yTIyMdDgfS09Nx0UUXxa+jiEhKKxpsNTX1Ckz648QTTxyw/Ve/+lUc7TAqbAYMGGB8HRsxE01QHRLUR3MAz8As3lkffQfuCBBxm2DrEvNEikVC9jJRDRlOpJgBA4TOq+fjQq8IeAdEji/hml3HI8kegK9G1BNMoRh6ylLgbGg++k7cYW6c+9JLL+Fb3/oW7rnnHpx88slQVRXr16+PX3/55ZfjzDPP7HOba6+9FsFgEJmZmbvdN+2XMsZ1OLSs56MZBmEzYMAA5ql1uArCM029LwsYaxtwVsoWXoP0D21w14URdZrgaAjw5aaaFvgn52EgvTNgYGj881f3Y7LVMSDijFD5aRFSa8QXgrDXAkeNz7CHOcwQjUbxve99D3/4wx9w/fXXxy8fO3ZsH5KVSLSam5vx0Ucf4dFHH93j/p1OJ7Kzs7+EIz9yYbREDRg4ypGiBvFjiPgo9fok4MK+5rgXl5/GS21wcFUtmGpGxCkBMZVXtLYOpshRpt4zsF+QHQ50KA7OB6VFeD9g5oizpVXFiNmAsEvm5Vy5kw1yj0roFbb9WaSaj8XQ1dXVZ4VCoiq+r1i1ahVqa2shyzKmT5+OnJwcnHXWWdi4ceOQt3niiSeYiF1yiRCU7A5PP/00t1gnTpyIH/3oR+juNlJTjAqbAQNHM1QV38UqeBGBOtkG9RcZAzZZva6Ef+YtUhBxyvDlS3DVqYik2OJvIuaF64zZZgPDRuWTpTjOTgoVEeROOM0RxUutXtiWueCuV5GyVNjDwOuBtJ/m10d1S1RVsXTpUiRp3pQ67rzzTtx11137vNuKigr+Sfv405/+hOLiYtx333044YQTsG3bNqSmpg64zb///W9ceeWVe2xvXnXVVSgpKeEK24YNG3D77bdj7dq1eP/993E0wyBsBgwcxTgeNTgWdVDNgPpAFmDtKzJ4rCsTGctFId7ii6Cj1ARvpYJQkgzz+yviaRKGQbGB4aLy+anYuuAJ/t2niJgpt2zHwx35WP7vaXD2qPA+vwxIEx/40aajcHbtAKtE582bh7fffrvPxTbbwLEHnYDdfffdu93l8uXLoSiiqn7HHXfg4osv5t//85//ID8/Hy+88AJuuOGGPrdZsmQJNm3axFW2PYHm13RMmjQJZWVlmDVrFlf1ZsyYgaMVBmEzYOAotvC4RfNbw/dSgQkD38D/8uDFUIXhPLpKrLB1Ar48Gdau3m0MsmZg2JBk3D71HbzU48HFrm4majr+uOwMYH4I7nU2JFE1za298I5mwnaAYDKZ4PV6h7XtLbfcskdFJlXT9BblhAkT+pDAUaNGoaqqasBt/vWvf2HatGmYOXPmXh8/kTSLxYLt27cbhM2AAQNHH8gcNwUhqOOsUL87sH3xeVCBFAU89SKzIJRkgqM5Ant1F0+/HoUNKgP7CfsnmagJB/C1ZJqZ7J2V/F1bKaw1FGsWQ3spEDl9FvDewBD4ow2HIkuU5sZo7QlEvIigbd26FcceeyxfFolEUFlZiaKioj7b+nw+/Pe//8W99967T8dEc3GRSITn5I5mGKIDAwZ0SLJYRwHmq3U4GdUieur+ga3QpaEorFIMSTvDbNtBy+JX0F1gReOJ6ZACR5cfloEDgylJtfi/9C0oNguyFlBDvFojHjjIlktVUfBKnfhSYODAiA6+JMJHFbsbb7yRZ+Hee+89Jm433XQTX3fppZf22fb5559nVSnNpvUHCRfGjRuHZcuW8d/l5eVs57FixQomf2+99Rbvb/r06TjmmGOO6leF0RI1YEDHUZJT6FbDHOzOuCkFmNbbltLxtc+/CdtmB+TpQESbVba2A7kLu6GuWG/khBrYKzT8YAH//FXm3/pcbpNEHu2Lq2cgu1mBoy6A4Oh02CtajTMcn2E7fKMKyNLDbDbj6quvRiAQYANdsu1ISUnpsx3ZeJChbv/LCVQ5I7Ln9/v5b6vVig8//BAPPvggV+YKCgpw9tlnMzGk1u7RDIOwGTBwlOF6bEAagiLN4LaBrdCGmA+uFQ5kP7AYVXcvQPHrYlYl6rHCV+KCy+hUGdhLrP1xX6JGUKDg5I0X8u/mRivsbRFIkRhsK8sRbWs3zvEBU4l+eaeS5sr++Mc/8todFi9evNt5ODLc1UEEbeHChQf0OEcKDMJmwMBRhAK1C2dByPHVP2YB9oEt4B/XnA1Xo4KmWxbAU6mi8jzRvip8xw/PtgB/6TdgYLjY9csFuLxCzEQ9P+rD+OXrwmEUuQUxa/Lnom2cBXkbOw2yZsDAEDAImwEDRxGuwwZOJFDPdAHzBvdC+nxTGfJCKiJeIGVbBClbRMi7vHLzUZflaGD/8fTXH8RMq7XPZSvDYdy48Wq07hQtsvH/rmQDZiFvMXCkRFMZOLg4OiasDRgwgIlqC3uukbpTvX1oFdiYf4Qgx8DmuP5sCwLZdl5y7tGt0DKw96i/bQEqI2kDLicCFwyL+TVCLGfgNgYOlOjAOJMjBUaFzYCBowGqim9ChDK/fuY0nD9GZDb2x6g3voUxsQAUswRrtwpHYxCWrTV8XXh8AeTKXQf1sA0c2Qimg/3WErE+HMA1669FT6MLYx8V18ldAajJyZBsVkQbSS5qgEGESzEqbAYEjAqbAQNHAeajHpPQCsUOTP5l3ZDbqSYVzbM9MAcVBFJlmFZtY2NcWvKnqw/qMRs4stH8nQXYds1AscHPKi/E7WPfgbXFjFCmi5fa2CzC3VP6xicZMGCgF0aFzYCBEQ5ZVeLVNenbKRhVMPBD8d7WMfxz/ANdCGe4YdveAEtnBmIzx0JaZBA1A3uP7pKBlaHloQg6w3b89O2vwuEHQinCpsHiEwHw0S3bjVPd32pof+2GjJboiIFB2AwYGOE4A5UoRDfUFBnqdwb6IBGeeOkU/jkqUM/O6k1nFiGUBOTcN7Qc34CB3WHSHKFGTsRHPePR9EUO0naq/Pryviz8AA3l8RAwRAcGEmAQNgMGRjBsahTXYBP/rn4/FfAONJ4kp/n0dVrQVEyBL98GV0MUKVsjMI8uQbR858E+bANHOEwTx2CsZ1v874gq9J+rOopgbwHkCOCpViDpeaFthvp4UPD82uHrw2bg4MIgbAYMjGBchO1skhvKN8FyzeDzQWdtugyebR38u+p1ImVtO9qmpcD2v2WGzYKBfcJ3XnsDZzuD/PstdXOwsLpUXLE4CZkbw7BvroPa2QUpU1MrG0a5BgzsEYbowICBEQqvGsLl2Mq/W36aDtj6/ncvj/pYsed7IReQJF5t05IR89iR8vxKRE+bdYiO3MCRip33LuC1rGd0/DKLFIPHHuIVswOBDDOaziqGGg4jWlHJS3Y6D+lxH7Y4jLNEDRx8GBU2AwZGKK7EZrgQxeZR2Rh7oXvA9aPNbpQ+fyPGLGmDWl7Fl5kmJCPstcCZlgrz+0YGlYG9w0VnipnHuzM2xi/LtnWi++NM/p2iQ1NWtyKS4e5jwqxoOZIG+sEgXAYSYBA2AwZGILLVHpyHcv597D0yIEuDKvaSN0lon5qC1KY2vszREoFtRxOi9Q0H/ZgNHNlQTpyB2uBAocEzO2bDXSuqPBGnxEpQaQsgz5gIZVUvsTMwCAzRgYEEGITNgIERiGuxARaoWJZVhlknDL7No83HI219DyRFQdtpooVlb4lC9RjtKQN7j9rj7Xgy/03tL1HRfc6XgtiyZCRtFQa5UiwWV4Sq63pFCQYMGNgzjBk2AwZGGEar7TgF1fz7rCfE4PdgeG/zeITSbfy7KaTy8mebIQVFdqgBA3uFKd3INrl53dk8kS/62XuXIpClQN6yk5eyZkt8czVqvM72CEXZ/2WMsI0YGBU2AwZGGL6lmeR+iAKcNMU+5HZjHwxyS8o0ugRJnQFxYXcPonX1B+tQDYwQmPPz8PCMp+N/0wzbmnAQx83cgo2PTQQKcvlyaftOqFHDde2gtkQN0cGIgUHYDBgYQZiqNmEmmhCBjCfTT8BJ+GLQ7Z7uToUUiMBcmI+uaVlQtRE314s7Du4BGxgR2PbdQpxo70ssrljxTbje9UCxAFKPf0BVzeR2I6YlHBgYAobowEACjJaoAQMjCOdADH0/d9IcfPKHSUNuVxVOR2zzNsQyUxBKkuCqDfAyYGBvoRw/HaWzhcpYx+dBBbKkorsEyF7UhmhVDa9EGGTNgIG9g0HYDBgYIXCrYSyACHa/6vZaVJz56JDbvvTQKZAdDnSNcaNtIiCv2srLgIG9ReWNwFNlL/DvXUqA183rrsKs3Gqkr1MQW78FkGSxDOx90sH+LqMlOmJwSP8HFRcXQ5KkAes73/kOX6+qKu666y7k5ubC4XDgxBNPxMaNfWXgoVAIt956K9LT0+FyuXDeeeehpqbvNzkDBo4GnIhqWKFgc24OMEmICfrjDb+Tl71NgRIIIGlLF0a/4IcSCvIyYGBvUZjZiu9Xf4V/98oOXn6/DcvenQiLT4E5LxeSycTLwN6BPgNVVdmvZagORg4OKWFbvnw56uvr4+v999/nyy+99FL++fvf/x5/+tOf8NBDD/G22dnZOO2009DdLSTihO9///t45ZVX8Nxzz+Gzzz6Dz+fDOeecg1hMy0Y0YOAowWnYxT8j14jUgsFw95ZzeCUtq0X3lfPRMcELxWZ8kBrYN9TcsQDXFXyOJ4sW8t8PthfzivaYYe0AHPV+RGvreHbNUIXuA9QDUWEzXt0jBYdUdJCRkdHn79/+9rcYPXo0TjjhBP5m8cADD+COO+7ARRddxNc//vjjyMrKwjPPPIMbbrgBnZ2dePTRR/Hkk0/i1FNP5W2eeuopFBQU4IMPPsAZZ5xxSB6XAQMHG/lqNyagDVFZxqQrBq+uEbp8QjWaFWyHvSWCiNsEeeGqg3ikBkYSgmODmGijNrwd2yM+/GfHPL7cUWNB5qoA5I6euO+agX0AtzON8HcDAofNUEE4HGaydd1113FbdOfOnWhoaMDpp58e38ZmszGZW7xYxJ+sXLkSkUikzzbUPp00aVJ8m8FAbdSurq4+y4CBIxmno5J/rkguAzIG/x52cflpKPt/bbyijU2wtQYR9sgwJQ0eCm/AwO7QesMCXDNtKaZZxZeAymgykp0BXqmbFISTLVCbWoyTaMDASCNsr776Kjo6OnDttdfy30TWCFRRSwT9rV9HP61WK1JSUobcZjDce++9SEpKii+qyBkwcKRCVlWcAqHSe+2m8UNut3b5aCCm8CKSFshxIvnxJYh1dh7EozUwUtCTA/wifXP879faZ6Ch3cvL2RCC+/NyxBLGVwwcKuNcoyc6UnDY+LBRa/Oss87iClkiqNqWCGqV9r+sP/a0ze23344f/vCH8b+pwmaQNgNHKqahCZkIoNNtR9lXm4bcTooBSlZKnOSpFDHqdBrB2wb2CuX3z+efanqvSGV9OIA0Sw8sy0UkFVQ/kOwFWluNs3uoW6LGENuIwWFB2Hbt2sUzZy+//HL8MhIYEKhSlpOTE7+8qakpXnWjbaiV2t7e3qfKRtssWLBgyPuj1iotAwZGktjgg5wZ+Hp645CF86J3wlBWbuDfVbMF7q1ORP3C0NSAgeFCcQhB18SC3kSM/3bMxtNr5iK1Q/wth2NAl1Fd21+oigJV2r8pQCpgGBgZOCxaov/5z3+QmZmJs88+O35ZSUkJEzJdOUogcrZw4cI4GZs5cyYsFkufbUhtumHDht0SNgMGRgqcagTHopZ/f/aU2ZCH+C/9u7ZSmD5cGf87dsxkRLcaqQYG9g7R02YhNb+T16+KX+XLKqPdeLN6IuwVVqRt9POSt1Yh2mzMrxkwMKIqbIqiMGG75pprYDb3Hg61NMmy45577kFZWRkv+t3pdOLKK6/kbWj+7Prrr8dtt92GtLQ0pKam4kc/+hEmT54cV40aMDCScTxqYEcMFSmZSL2ubcjtPmgcBxnVHAdEMO9qhZqUZMyvGdgrVF0XxRuT/8O/j7O4oEDB31uPRTBkQfbSsLCRoPdvpwMwZiMPk5aogZGCQ07YqBVaVVXF6tD++MlPfoJAIICbb76Z255z587Fe++9B4/HE9/m/vvvZ6J32WWX8bannHIKHnvsMZgMk0YDR1E79KU5s/H3gqVDblf9eQGKUA0pX4wXdE5Og/tlw2DawPBR89IkJNv9TNR0vNIjFMaODz2AFIFpQzn/HTUyQg8MiABLhq2HgcOEsJElx1A9dqqyUdIBraFgt9vxl7/8hZcBA0cTclQfpqAFNFH03hWjcRu2Dbrd8lAEtnbtj2CYf3jf2WiYSxvYKwTq3Nh48SN9LmuLuvFO1XhEk4GO0RZkfRI1zuqBBCcV7KeTnTHDNmJwyAmbAQMG9gGqiifwDv+6vLAM82b0Dd9OxNcf/y7SqxTODlVdQmwTLhkD08e9M20GDOwO1T9fgJPmrBtweWfMCV95Mkbfq/leOp3GiTRgYCSLDgwYMLB3GAu9ZAYsHDseHzWMGXJbVx3g2drO2aHqzhpeBlkzsDf4wZWvYlVjPqqivcrPdsWP+nASUjcAXV8TVh+K32/YxBxAqIq638uYgRs5MAibAQNHqNhAx9tJ87Fo8itDbqtYSMpXC3NRARCNimXAwDDR/o352NCTj9Wznkeh2YM3/E5eT3WNw//emYukHUF4n1oC2Wo1zumX0RLd7/XliBY++eQTHlsabFH2tw6aUT/33HPhcrmQnp6O7373u+z4sDtQGtGtt97K29PtzjvvPNTUGDO3BmEzYOBIg6rGCdv/O+EafPSXfw+56cMd+che2Ap1TBEQjUEaN5qXAQPDRfOCKB7MFR/ADTEfsk2dvP668QR4dgK+QjvMpaOg7OFD2MA+4ABU2L6sETayziIbrcT1zW9+E8XFxZj1/9u7E+goq7MP4H8y2VfWhABhCyiENQQqAYEgarBiwa+tgGxSBTlWP6QVLC09qFVBxFJPLSAodcOqH4typCLIJvuiLGEPECAQIASzkX2S+53nhneYhJmQYMhs/985lzDvvFtubvI+c9eePfU+paWlerquvLw8bN26FZ999hmWL1+uZ3aoiswQsXLlSr2/HHft2jUMGTLE4/vdsg8bkYu5C5loinwUePvi+/ayFJX9dXPn7kxEx8KfoE6koKyeF9TlK3V6r+T6vINLLP8vVAqjdz+p/++/Mwg50UD7BedhPpvqwDskR5BlIY0J7oWs671q1So8++yzlpWGZFaHI0eOIDU11bKK0VtvvaWXoHzttdcQGhp603mzs7P1ykcff/yxZXouWWc8KipKzyqRmJgIT8UaNiIXY9Sube7dDnm/yqtyX79UX5Q2DNK1H15RzYAeHcoT0S0kz79Hp6e6bLNsa+0dggYh+ToVNQQid5QyWLuDylTpz24SVSjTNVOyBKN1kmbH2iTBWkZGhmU9cLFjxw507ty5wpKTEnDJtX/4wfagJ9kuwZ/MIGGQ4zt37ozt2+1/OPUEDNiIXLQ59MFxP2F/r8+q3N0cqKB2J8FUv74+1uvoGZ2IqnJpSh8onzKd7g8+oretKfDFtMuxyN7dRKfAS0DgmdzyvpFUq4KDgxGMMFzEz/tdNasSpOM80tLS9ETz1mnWrFmoTVIrJsGY9brcsrSksZSkQZaRlNo5ec8W2S7vWy83KSIiIuwe4ykYsBG5WHNoJPJRKL0Z7rsxgWllsXuH69QoCajn7aNnnjefSoG5ezudiKoSkloGL79SneKuDyYYHFCMbZfbIOSc0sk3VyE7JlT3jaTa5eXlhRVr/w8pOIYSdft9A8/gGIIQqlcTkqZG6zR9+nSbx8i8p/YGExhp7969FY6RAQHffvutXnmoMqN51JrMvWpre1XUbRzjbtiHjciFGLVruwa0Qb8qprzKTivvG9Lxm2SYzSUwp13UNSHmLfvq6lbJhWWOvIapMZsqbJt5pRMuH2uCoLDyh2bjpGL45BTBfCHNQXfp3h544AGEoSFScBR3oVuNjy9U+TiHk9i1Z6eeYF5SdUgftBEjRlS5jwwssCYBoSwPKaM5rUkft127dlXYJqsWSZNn5Zo362NkFKnsZ13Llp6e7vFrhDNgI3Kp5tDyhd77jZL5sG4s0Wbtg5xwBJwv/9WWBbhNne+GSj4LXMuv09sl11WQFYD6phvlZX9xIbZeaQvlBTR/L0lvU+1bouzHww68S/e34cBaxHaLRZRqh4B69mvUbTmFw2iCZpYRm9UlU2lIqknNlwRsY8eOhY+PzCF0Q3x8vB5cICNIIyMjLQMR/Pz8EBcXZ/N8sl3Os27dOr3kpJDjDx06hDlz5sCTsUmUyEW0RxYikYdCmIBB9v94x/mfRcSeEp00pVCU0AXmq1fr7mbJZZk63oWn79mEEcGZOokSZcJDTY8gIM0LJT3a68Rg7c7r2rUrItASJ3GoRsflqixcRip2nN6MO23Dhg1ISUmx2RwqAwdiYmIwZswY7Nu3D+vXr8cLL7yACRMmWEaIXrhwAR06dMDu3bv1a+lfJ+eSqT9kfzlu9OjR6NKli2XUqKdiDRuRizWHbmvVCQMDC+zOuzZv9RC0Lii0bLvcvzHC39/7c1ckJA+RMrwxPq5/AMkl5RN4HSsJxxdXeuHHr2PQ6FgpvDb/6Ohb9Ci7U7egVVRrZKufEFavYbWOSUYSWiAabdq0ueP3J4MNZE62jh1liqGKTCYTVq9ejWeeeQZ9+/ZFQEAAHn/8ccydO9eyjzSPHj9+HPn5N2p0582bB29vb13DVlBQgEGDBuGDDz7Q5/Nk9ZS9ldc9iAxxlqg+AUPhXa9ilS6RU1AKH2INmiEPZe82BX5luzl0clovnBzRAuYm19/fcQDe4U1gTuf8a3Rrp9+MR2njEuy8/20cLwnW25ZmxCM5pzEu7GyBlt8WwLT7qN5eVnTjQ4GnkdGXm/CV7rxvay6x2tamXkdkIQNxGHDLjvdX1SUkYRcuX72Ehg2rF+CRa2ANG5ELaIcsHawV+5ngfb/t5tCO20cjcH0IIjKOoCS6kd6WPzYevjllCPiSARvdQnw3jHhgKy4XhyLcFIwXL/TTm7ecioaXqQxRm4vhteMQPP4TvgMcyN6FxmHhyMBF3S/NHql/kdq1NujIYM0NsQ8bkQt4BKf1V5/7A4BA27+2Rdf8EL4rG6q4GAHHLunU6JtkmIrYGEq3ljzOD1+mdMWLTdfiy7wglKl6OnmdC4A6F4hSfy+YWjaHMpfoRHVHavHmvfOWDsbKZEJcOy7iLMwoQVJheX8wci8M2IicXAd1FYORov+vnqpvc5+/pndG1EqT7ghelp+P849G6ZQf1wa+39xYiJnInpbR6Rh/1w4kFUVgWFAe8kt9dTKHliL0dD0Ens6C+TQnXXaUiRMnyl8ApNmZTLdUleqRoUs+fU+PwiT3wyZRIifmpcrwv9inP1mpx0KA3gE29ws0FespF0oSeyHgbBaabcwqPz4zB+Y6vmdyLal/7aO/hiMNd/tdxMOBhViSEwGv642fvldNCEspQenhEw6+U88mU118suIjjPifkWiqom7qb30OyfCFP4YPH+6we6Q7iwEbkZM3hcp0HlmBAQj9q/25kb5+bSACfyrWI/h+GhUPn/zyZpOQnT8B9bzK1xUkssF0fSL93o3P6GDtnDkXr26YCO+c8hF5vjK2gGPTnMKwYcMQgGCcxQlEo5Nle7Eq0qsafLdxnV4lgdwTf7JETqqhKsD46/Mv7ZjaFmhc8fPVrKt36dT/0DCYihR8D51F2YAeCF26A8Ens3VSssAzgzWqgld8lk6zIw7o19/lt8OYvttgKoJOZT6AzzpO5eEMZITomh1f4xxOoEjdmNrnNI6gAZogISHBofdHdxZr2Iic1NM4iCCYoWL9kDihSP5cV3jfq155rdmFoxFot3InzL27oczXC9dGx8NUWN6cFZR0zCH3Tq7h/PLOGNyyfJoOY0WDMSEXcPfmX6HpsfLyFXSBQX9lsj6vo/oa9O7dG40QqYO0johDvspFGlKQdLh8BQpyXwzYiJxQrLqM+5Cq+6Wp2eGA6ea5l07kla/F1+hAPXi3aI6yohL4Z+bB/0QRVFj5HFpclpvsOftKHxRnmDEmbvv1Lf7o7uuPnUVmoNgLAVfKIxLfC1nsB1lJ0cAuwLplDitc209uwl3t7tJLVkngFolWekUBcm8M2IicjI8qxXO4vkj7+DCgq+1Fmw8t6KK/Bl80I7N/S4Qdz0VBq/rwv5CD0oM3ak2IbCluWAr4lOkgzbCtsAyzzw1B840K/uez9TYVVL1Fwz3JlVgfYJ3jrh8dHY3maKsnyC1EHs5fLF8FhdwbVzoA9GzV9evXR2pqap3MWk1UpfXrgV//WlZhBn74QRbXY4YROdnqOFFRUcjKytKr5DhCRkYGIps0Q0u0xyl12CH3QHWLAZv04zh/Xv/yERERVZd8yG/RogUzjOoEAzZZE6+sDGlpaQgJCbGs02Z8gmKtm23MH/uYN8yb28Fy4zr5I0tA5ebmolmzZpxGg+oM+7DJaDsvL7ufkuQPg6P/ODgz5g/zhuWGv1Oe+DfHUU2h5Lk4DxsRERGRk2PARkREROTkGLDZIYvnzpw5k4voMn9qjGWHeXM7WG6YP0RV4aADIiIiIifHGjYiIiIiJ8eAjYiIiMjJMWAjIiIicnIM2IiIiIicnNsGbPPnz0ebNm3g7++PuLg4bNmypcIs1S+99JKepTogIAAJCQk4fPjWa7ElJSVhwIAB+pjmzZvjlVde0ecybNq0Sa+UUDkdO3YM7pw3hYWFeOKJJ9ClSxd4e3tj2LBhNvfbvHmzvp5ct23btli4cCGckSPyx1PLjnzfQ4cORWRkJIKCgtC9e3csXbrUJcuOI/LGU8vN8ePHMXDgQERERFjKxIwZM1BSUuJy5Yao2pQb+uyzz5SPj49avHixOnLkiJo8ebIKCgpSZ8+e1e/Pnj1bhYSEqOXLl6ukpCQ1fPhwFRkZqXJycuyeMzs7W0VERKgRI0boY+RYOcfcuXMt+2zcuFGiN3X8+HF18eJFSzKbzcqd8+batWtq0qRJatGiRSoxMVENHTr0pn1Onz6tAgMD9fXkunJ9uY9ly5YpZ+Ko/PHUsvPaa6+pGTNmqG3btqmTJ0+qt99+W3l5ealVq1a5VNlxVN54ark5deqUWrJkidq/f786c+aM+uqrr1R4eLiaPn26S5Uboppwy4DtF7/4hX5AWuvQoYP605/+pMrKylTTpk31HwlDYWGhCgsLUwsXLrR7zvnz5+t9ZF/DrFmzVLNmzfQ5rf94ZmZmKk/KG2vjxo2zGZBMmzZNX8fa008/rXr37q2ciaPyh2Xnhl/+8pdq/PjxLlV27nS5sZc3LDc3TJkyRd17770uVW6IasLtmkSLi4vxww8/4MEHH6ywXV5v374dKSkpuHTpUoX3ZcJKaeqU9w3ShCVV84YdO3bofWRfQ2Jiol40/syZMxWuFRsbq5sxBg0ahI0bN8Ld86Y6JP8qX1fyb+/evTc1Y3hi/hhYdoDs7Gw0bNjQZcqOI/PG4Onl5uTJk1izZo0+zlXKDVFNuV3AlpGRgdLSUt23wZq8lj8MkozXtt43yB+/li1bWl7Le7aOMd4zjlm0aBGWL1+OFStW4O6779Z/QL///nu4c95Uh738M5vN+r48PX9YdsotW7YMe/bswfjx412m7Dgybzy93PTp00f3T2vfvj369eun+xW7SrkhqilvuCnpeGtNmn+tt93q/VmzZlXrnNbb5Y+lJEN8fDxSU1Mxd+5c9O/fH+6cN7d7XVvbPTF/WHbKO9BLTcrixYvRqVOnW/5MbG33tLzx9HLz+eefIzc3FwcOHMDUqVP19z1t2rQqz2trO5ErcLsatsaNG8NkMlX4dCbS09P1p6umTZvq1/bet0eOs3WMqOq43r17Izk5Ge6cN9VhL/9k1GSjRo3g6fnj6WVHRvM98sgj+Pvf/46xY8e6VNlxZN54ermJiopCTEwMRo4cidmzZ+vRplKj5wrlhgieHrD5+vrqYdzr1q2rsF1eS/W5DC2XX2Tr96WfhfxRlPftkU+u0swg+xrWrl2rh6K3bt3a7nH79u3T1fnunDfVIflX+bqSfz179oSPjw88PX88uexI7dHDDz+sH7gTJ050ubLjyLzx5HJTmdSeSd80oxbN2csNUY0pN2QMI3///ff1cO7nn39eDyOX4d9CRmvJCK0VK1boYeQjR468aRi5jO4aM2aM5XVWVpae1kP2lWPk2NDQ0ArTesybN0+tXLlSnThxQh06dEifQ7JYhqu7c96Iw4cPq3379qlHHnlEJSQk6P9LqjzEXkZyyXXl+s44xN5R+eOpZUdGOUq5kOkYrKeluHr1qkuVHUfljaeWm08++UR9/vnn+nwyxccXX3yhmjdvrkaNGuVS5YaoJtwyYBP/+te/VKtWrZSvr6/q0aOH2rx5s+U9GWY/c+ZMPdTez89P9e/fX/+hqDz9woABAypsO3jwoOrXr58+Ro596aWXLFN6iDfeeENFR0crf39/1aBBAz3EfPXq1coT8kbOJw+Kysnapk2bVGxsrL5u69at1YIFC5QzckT+eGrZkde28qVy/rlC2XFE3nhquZEgUM4THBysg7+YmBj1+uuvq4KCApcrN0TVVU/+qXm9HBERERHVFbfrw0ZERETkbhiwERERETk5BmxERERETo4BGxEREZGTY8BGRERE5OQYsBERERE5OQZsRETkNmTlmX/84x+Ovg2iWseAjcjFyfqJ3bt3d8i1z5w5oxfS3r9/v0OuT7dPFlTv1asXQkJCEB4ejmHDhuH48eMV9pFpOqV8yRJ8AQEBSEhIwOHDhyvss2jRIr09NDRUl4WsrKybrvXjjz/igQceQP369fU6nrLM1rVr1xxStqXMPvnkk3pZLPmeoqOjMXPmzArLDlq7evUqWrRoYfd7I6orDNiInNwTTzyhHxaSZA3Etm3b4oUXXkBeXp5+X/6/fv36OrkPeahXXnz74sWL6Ny58x2/PtUuWa/z97//PXbu3KnX3DSbzXjwwQct5UrMmTNHLzr/zjvvYM+ePXrdTwm8cnNzLfvk5+dj8ODB+POf/2zzOmlpabj//vvRrl077Nq1C2vWrNFBn5QnRzh27BjKysrw7rvv6vuYN28eFi5caPf+Jbjr2rVrnd8n0U2qvSYCETmELMszePBgvY7kuXPn1NKlS1VAQICaNGlSnd/H0KFD6/SaVHfS09P10lfGslGyZJQsFyVrfRoKCwv1up8LFy686XhZ+1SOz8zMrLD93XffVeHh4aq0tNSyTdbRlX2Tk5OrvCdZsqpbt26W17I81eTJkyvsI2VSyqZBlsCSNVZrYs6cOapNmzY3bZ8/f76+5vr1621+b0R1iTVsRC7Az89P125Ijdbjjz+OUaNG4csvv7TZbGTUhM2dOxeRkZG6CUpqUkpKSiz7SK3Yww8/rJuEpGno008/rbLvj1zjww8/xFdffWWp7du0adNNTaKyTV5/++23iI2N1ee/7777kJ6ejm+++QYdO3bUTWcjR47UNTPWTW9SmyO1h3JMt27dsGzZsjuYo1RZdna2/tqwYUP9NSUlBZcuXdK1btblcMCAAdi+fXu1M7CoqAi+vr7w8rrxuJGfsdi6davTfO/G9204cuQIXnnlFXz00UcV7p3IUbwddmUium3ywLMOwCrbuHGjDtbk68mTJzF8+HAd1E2YMEG/P3bsWGRkZOgAS5pZ//CHP+igyh5pdj169ChycnLw73//W2+TB5w0d9kL8KQZLTAwEI899phO8rCXwFD6Lj366KP45z//iRdffFHvP2PGDKxYsQILFixA+/bt8f3332P06NFo0qSJDhDozpKAWcrAvffea2nelmBNREREVNhXXp89e7ba55aAXc795ptvYvLkybrJ1Wh+lA8Ojnbq1CldFt96660KQaZ8qJB7btmyJU6fPu3QeyQS/NhA5GJ2796tA59BgwbZ3adBgwY6YOrQoQOGDBmia9OMfm7Sh+e7777D4sWLcc8996BHjx547733UFBQYPd8wcHBOkg0avokSa2JPa+++ir69u2ra9mkD5D0l5JgTF7369cPv/nNb3QwKeQBLv2klixZgsTERF3LJrWEErBJPyO685599lkcPHgQ//nPf256T2pMKwd3lbdVpVOnTrp2VgIiCeCl7MjPWAI/k8lk2UfKmKSHHnoItWXSpEmW80qqTD5wSP+73/72t3jqqacs26dPn65rg6UMEjkL1rARuYCvv/5aP3CkY7jUrA0dOlTXCtgjD0DjYSikti0pKUn/X0YCent760DNIB3CJcirLdadtOXBLA9qeUhbb5PA02h6Kiws1J3ZrcmoPQnw6M567rnnsGrVKl2rKaMhDRJYGTVtUn4MUhNbudbtVqQZX9Lly5cRFBSkAz4J0qU5Xvz3v/+11BgbzaW2SNOkBIzWqqppliZNqR22RYK1gQMHIj4+Xo90tbZhwwb9+2I0yxvXbNy4Mf7yl7/g5Zdfrvb3TlRbGLARuQB5sEgNlTRfyhQL8rUqld+XB6SMjBOVH3gGe9tvh/X1jdGt9u7H+Lp69Wo0b968wn5So0d3hvy8JVhbuXKlbho3gieDvJagTUaQGoGzBNFSW/rGG2/c1jWNQE9qU/39/S1BeqtWrap1vDSRWzejlpaW4tChQ/r3wxaZrkRSZRcuXNDHxMXF6Sb+yn3Uli9fXqHGWUbI/u53v8OWLVv0NCBEjsCAjcgFSK2E1ILVBmkmlZq6ffv26QeWkH5ut5pjSppA5QFZ22JiYnRgdu7cOfZXq0MyEEWa1mUgiczFZvRZCwsL07VcElQ///zzeP3113W/Qknyf6ktldoygxwnScqQkJopOZ/0/TI68kvzfJ8+fXQtsQSAU6dOxezZs/W8bDVh9IeT4F4CJ5mSo6Zzo0nNmswbJ/cnA3OuXLlyU61i5aBM+nsKaSat6T0T1RYGbEQeRgI2mRdLJi81au3++Mc/Wh7S9sgoUhn9KU2qMvJUHuy1QR7u0mw1ZcoUXdsmHd9lcIOMRJQH/Lhx42rlOlSR/OyFBC/WpMbJmCNt2rRpuqbpmWeeQWZmpu7zuHbtWv0zM8gcZtZNhP3797/pPNL8LZPTyoATKX/SN3HMmDG3/JFIeZDme4PUch04cEAPmpHtUmbs1a7ZI/cvwaUk6ybg2q5lJqptDNiIPJBMVSCDAeThKrUKMuu9TCIqzVT2yAhTaTrr2bOnfvDKoAEJ4mrD3/72N910JfchI/KkFkP62NmbzJR+vuoEJxLAy4hfSfbc6n2jvN0O6S9n1HoJ+XAxf/58neyRqWaqIkFkTSftlaCWwRw5Wj2ZjM3RN0FEjnX+/Hk9x5uMHq1q9ClRXZCVFKTJXkYTS9AuTbNEno4BG5EHklFwUkvWpUsX3Ylbmr6kI/aJEyduOaCB6E6Tps6lS5fq+frefvvtKmt+iTwFAzYiDyR90aTfmjQ/Sn8k6RAuqxxUd7QeERHVLQZsRERERE6OKx0QEREROTkGbEREREROjgEbERERkZNjwEZERETk5BiwERERETk5BmxERERETo4BGxEREZGTY8BGRERE5OQYsBERERHBuf0/ToREk/ehA5QAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "min_time = regions_object.select_region(\n", + " region_id=[6, 7, 8]\n", + ")[\"region_bbox_left\"].min()\n", + "max_time = regions_object.select_region(\n", + " region_id=[6, 7, 8]\n", + ")[\"region_bbox_right\"].max()\n", + "regions_object.plot(\n", + " region_id=6,\n", + " close_regions=True,\n", + " color=\"lime\"\n", + ")\n", + "regions_object.plot(\n", + " region_id=7,\n", + " close_regions=True,\n", + " color=\"cyan\"\n", + ")\n", + "regions_object.plot(\n", + " region_id=8,\n", + " close_regions=True,\n", + " color=\"white\"\n", + ")\n", + "line_object.plot(start_time=min_time, end_time=max_time, color=\"red\")\n", + "ds_second_WT_MVBS[\"Sv\"].sel(\n", + " channel=\"GPT 38 kHz 009072060fbe 2-1 ES38B\"\n", + ").sel(ping_time=slice(min_time, max_time)).plot(\n", + " yincrease=False,\n", + " y=\"depth\",\n", + " vmax=-50,\n", + " vmin=-70,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `region_id=8` fish region has seafloor that we will need to remove." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The region and seafloor annotations operate with `depth` and not `range_sample`, so we must replace `range_sample` with `depth`. This function extracts a 1D `depth` coordinate from the Sv dataset and assigns it as the new `depth` dimension." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "def _replace_range_sample_with_depth(_ds_Sv):\n", + " depth_1d = _ds_Sv[\"depth\"].sel(\n", + " channel=\"GPT 38 kHz 009072060fbe 2-1 ES38B\"\n", + " ).isel(ping_time=0)\n", + " _ds_Sv[\"depth\"] = depth_1d\n", + " _ds_Sv = _ds_Sv.swap_dims({\"range_sample\": \"depth\"})\n", + " return _ds_Sv" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "# Replace range sample with depth in Sv data\n", + "ds_first_WT_Sv = _replace_range_sample_with_depth(ds_first_WT_Sv)\n", + "ds_second_WT_Sv = _replace_range_sample_with_depth(ds_second_WT_Sv)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Create region and seafloor masks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create first WT segment's fish region mask:" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "# Mask region\n", + "ds_first_WT_fish_regions, _ = regions_object.region_mask(\n", + " ds_first_WT_Sv[\"Sv\"].isel(channel=0), region_id=[5]\n", + ")\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "ds_first_WT_fish_regions.to_zarr(\n", + " combined_zarr_path / \"ds_first_WT_fish_regions.zarr\",\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr store\n", + "ds_first_WT_fish_regions = xr.open_dataset(\n", + " combined_zarr_path / \"ds_first_WT_fish_regions.zarr\",\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create second WT segment's fish region masks:" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "# Mask regions\n", + "ds_second_WT_fish_regions, _ = regions_object.region_mask(\n", + " ds_second_WT_Sv[\"Sv\"], region_id=[6, 7, 8]\n", + ")\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "ds_second_WT_fish_regions.to_zarr(\n", + " combined_zarr_path / \"ds_second_WT_fish_regions.zarr\",\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr store\n", + "ds_second_WT_fish_regions = xr.open_dataset(\n", + " combined_zarr_path / \"ds_second_WT_fish_regions.zarr\",\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Create second WT segment's seafloor mask:" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [], + "source": [ + "# Mask seafloor\n", + "ds_second_WT_seafloor, _ = line_object.seafloor_mask(ds_second_WT_Sv[\"Sv\"])\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "ds_second_WT_seafloor.to_zarr(\n", + " combined_zarr_path / \"ds_second_WT_seafloor.zarr\",\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr store\n", + "ds_second_WT_seafloor = xr.open_dataset(\n", + " combined_zarr_path / \"ds_second_WT_seafloor.zarr\",\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Remove seafloor contamination from fish region masks" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Apply seafloor removal to the second WT segment's fish region masks:" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [], + "source": [ + "# Seafloor removal\n", + "da_second_WT_clean_fish_regions = xr.where(\n", + " ds_second_WT_seafloor[\"mask\"] == 0,\n", + " ds_second_WT_fish_regions[\"mask_3d\"],\n", + " 0,\n", + ")\n", + "ds_second_WT_clean_fish_regions = da_second_WT_clean_fish_regions.to_dataset(\n", + " name=\"mask_3d\"\n", + ")\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "ds_second_WT_clean_fish_regions.to_zarr(\n", + " combined_zarr_path / \"ds_second_WT_clean_fish_regions.zarr\",\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr store\n", + "ds_second_WT_clean_fish_regions = xr.open_dataset(\n", + " combined_zarr_path / \"ds_second_WT_clean_fish_regions.zarr\",\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The `region_id = 8` fish region should be the only region that has changed with this seafloor removal operation:" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "# Assert equality for `region_id` 6 and 7\n", + "assert ds_second_WT_fish_regions[\"mask_3d\"].sel(region_id=6).equals(\n", + " ds_second_WT_clean_fish_regions[\"mask_3d\"].sel(region_id=6)\n", + ")\n", + "\n", + "assert ds_second_WT_fish_regions[\"mask_3d\"].sel(region_id=7).equals(\n", + " ds_second_WT_clean_fish_regions[\"mask_3d\"].sel(region_id=7)\n", + ")\n", + "\n", + "assert not ds_second_WT_fish_regions[\"mask_3d\"].sel(region_id=8).equals(\n", + " ds_second_WT_clean_fish_regions[\"mask_3d\"].sel(region_id=8)\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check that no intersections exist between the clean region masks and the seafloor masks:" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of intersections between the clean fish region masks and the seafloor mask: 0\n" + ] + } + ], + "source": [ + "number_of_intersections = int(\n", + " xr.where(\n", + " (ds_second_WT_seafloor[\"mask\"] == 1) & \\\n", + " (ds_second_WT_clean_fish_regions[\"mask_3d\"].sel(region_id=8) == 1),\n", + " 1,\n", + " 0,\n", + " ).sum().compute()\n", + ")\n", + "print(\n", + " \"Number of intersections between the clean fish region masks and the seafloor mask:\",\n", + " number_of_intersections\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Regrid the clean fish masks to match the MVBS data" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "# First WT fish regions are clean without seafloor removal so we can\n", + "# reference the mask as being cleaned\n", + "ds_first_WT_clean_fish_regions = ds_first_WT_fish_regions\n", + "\n", + "# Regrid using the same dimensions as the MVBS data\n", + "da_first_WT_uniform_clean_fish_regions = ep.mask.regrid_mask(\n", + " ds_first_WT_clean_fish_regions[\"mask_3d\"],\n", + " range_da=ds_second_WT_Sv[\"depth\"],\n", + " third_dim=\"region_id\",\n", + " range_bin=\"1m\",\n", + " ping_time_bin=\"5s\",\n", + " func=\"logical-AND\",\n", + " range_var_max=\"760m\",\n", + ")\n", + "ds_first_WT_uniform_clean_fish_regions = da_first_WT_uniform_clean_fish_regions.to_dataset(\n", + " name=\"mask_3d\"\n", + ")\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "ds_first_WT_uniform_clean_fish_regions.to_zarr(\n", + " combined_zarr_path / \"ds_first_WT_uniform_clean_fish_regions.zarr\",\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr store\n", + "ds_first_WT_uniform_clean_fish_regions = xr.open_dataset(\n", + " combined_zarr_path / \"ds_first_WT_uniform_clean_fish_regions.zarr\",\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "# Regrid using the same bin sizes as what was used to regrid the MVBS data\n", + "da_second_WT_uniform_clean_fish_regions = ep.mask.regrid_mask(\n", + " ds_second_WT_clean_fish_regions[\"mask_3d\"],\n", + " range_da=ds_second_WT_Sv[\"depth\"],\n", + " third_dim=\"region_id\",\n", + " range_bin=\"1m\",\n", + " ping_time_bin=\"5s\",\n", + " func=\"logical-AND\",\n", + " range_var_max=\"760m\",\n", + ")\n", + "ds_second_WT_uniform_clean_fish_regions = da_second_WT_uniform_clean_fish_regions.to_dataset(\n", + " name=\"mask_3d\"\n", + ")\n", + "\n", + "# Save to Zarr and offload computation to disk\n", + "ds_second_WT_uniform_clean_fish_regions.to_zarr(\n", + " combined_zarr_path / \"ds_second_WT_uniform_clean_fish_regions.zarr\",\n", + " mode=\"w\",\n", + " compute=True,\n", + " align_chunks=True,\n", + ")\n", + "\n", + "# Lazy-load the Zarr store\n", + "ds_second_WT_uniform_clean_fish_regions = xr.open_dataset(\n", + " combined_zarr_path / \"ds_second_WT_uniform_clean_fish_regions.zarr\",\n", + " engine=\"zarr\",\n", + " chunks={},\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Check that the regridded mask's dimensions match the MVBS dimensions:" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "assert ds_first_WT_uniform_clean_fish_regions[\"depth\"].equals(\n", + " ds_first_WT_MVBS[\"depth\"]\n", + ")\n", + "assert ds_first_WT_uniform_clean_fish_regions[\"ping_time\"].equals(\n", + " ds_first_WT_MVBS[\"ping_time\"]\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "assert ds_second_WT_uniform_clean_fish_regions[\"depth\"].equals(\n", + " ds_second_WT_MVBS[\"depth\"]\n", + ")\n", + "assert ds_second_WT_uniform_clean_fish_regions[\"ping_time\"].equals(\n", + " ds_second_WT_MVBS[\"ping_time\"]\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the regridded clean fish mask regions:" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_second_WT_uniform_clean_fish_regions[\"mask_3d\"].plot(\n", + " yincrease=False,\n", + " y=\"depth\",\n", + " row=\"region_id\",\n", + " # remove colorbar from rhs that encompasses the entire vertical axis\n", + " add_colorbar=False,\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Converting instance segmentation masks to semantic segmentation masks\n", + "\n", + "For the second WT segment, the regions are currently separated into 3 masks in the `mask_3d` DataArray. This is the format that is used for instance segmentation, as the algorithm assigns each pixel a predefined class label (e.g., fish) and distinguishes between individual objects of the same class. In contrast, semantic segmentation assigns each pixel a class label without distinguishing between objects of the same class.\n", + "\n", + "We demonstrate how to convert `mask_3d` into a mask fit for semantic segmentation:" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ds_second_WT_uniform_clean_fish_regions[\"mask\"] = ds_second_WT_uniform_clean_fish_regions[\"mask_3d\"].any(\n", + " dim=\"region_id\"\n", + ")\n", + "ds_second_WT_uniform_clean_fish_regions[\"mask\"].plot(\n", + " yincrease=False, y=\"depth\",\n", + ")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Bounding boxes for object detection\n", + "\n", + "For each region of the second WT segment, we shrink the corresponding region mask such to contain the minimum amount of time-depth coordinates to encompass the non-background portion of the region. We then select the minimum and maximum of these reduced coordinates to define the bounding box vertices for object detection." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [], + "source": [ + "vertices = {}\n", + "boolean_mask = ds_second_WT_uniform_clean_fish_regions[\n", + " \"mask_3d\"\n", + "].astype(bool).compute()\n", + "for region_id in boolean_mask[\"region_id\"]:\n", + " boolean_mask_sliced = boolean_mask.sel(\n", + " region_id=region_id\n", + " ).where(\n", + " boolean_mask.sel(region_id=region_id),\n", + " # `drop=True` ensures reduction of the mask coordinates\n", + " drop=True,\n", + " )\n", + " min_depth = boolean_mask_sliced[\"depth\"].min().values.item()\n", + " max_depth = boolean_mask_sliced[\"depth\"].max().values.item()\n", + " min_ping_time = boolean_mask_sliced[\"ping_time\"].min().values\n", + " max_ping_time = boolean_mask_sliced[\"ping_time\"].max().values\n", + " # Add a small offset so that the left side of the bounding box\n", + " # for `region_id=6` is not on the first time coordinate of\n", + " # the mask:\n", + " if region_id == 6:\n", + " min_ping_time += np.timedelta64(5, \"s\")\n", + " vertices[int(region_id)] = {\n", + " \"top_left\": (min_depth, min_ping_time),\n", + " \"top_right\": (min_depth, max_ping_time),\n", + " \"bottom_left\": (max_depth, min_ping_time),\n", + " \"bottom_right\": (max_depth, max_ping_time),\n", + " }" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Plot the bounding boxes defined by the vertices alongside the semantic segmentation mask:" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Define plot size\n", + "fig, ax = plt.subplots(figsize=(8, 6))\n", + "\n", + "# Plot mask using image show\n", + "mask = ds_second_WT_uniform_clean_fish_regions[\"mask\"].sel(\n", + " ping_time=slice(min_time, max_time)\n", + ")\n", + "depths = mask[\"depth\"].values\n", + "ping_times = mask[\"ping_time\"].values\n", + "mask_values = mask.values.T\n", + "extent = [\n", + " ping_times.min(),\n", + " ping_times.max(),\n", + " depths.max(),\n", + " depths.min(),\n", + "]\n", + "im = ax.imshow(\n", + " mask_values,\n", + " extent=extent,\n", + " aspect=\"auto\",\n", + " cmap=\"viridis\",\n", + ")\n", + "\n", + "# Overlay regions\n", + "region_colors = {6: \"lime\", 7: \"cyan\", 8: \"white\"}\n", + "for region_id, verts in vertices.items():\n", + " bounding_box = [\n", + " verts[\"top_left\"],\n", + " verts[\"top_right\"],\n", + " verts[\"bottom_right\"],\n", + " verts[\"bottom_left\"],\n", + " verts[\"top_left\"],\n", + " ]\n", + " depths_box, ping_times_box = zip(*bounding_box)\n", + " ax.plot(\n", + " ping_times_box,\n", + " depths_box,\n", + " color=region_colors[region_id],\n", + " linewidth=3,\n", + " label=f\"region_id={region_id}\"\n", + " )\n", + "ax.set_xlabel(\"Ping time (GMT)\", fontsize=14)\n", + "ax.set_ylabel(\"Range Distance [m]\", fontsize=14)\n", + "ax.legend(fontsize=14, facecolor='darkgray', framealpha=1)\n", + "ax.set_title(\n", + " \"Bounding boxes overlayed on semantic segmentation mask\",\n", + " fontsize=18\n", + ")\n", + "ax.xaxis.set_major_formatter(mdates.DateFormatter('%H:%M:%S'))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "echopype: 0.11.1a3.dev115+g41911fc53, xarray: 2026.2.0\n", + "\n", + "2026-04-14 02:39:03.237892+00:00\n" + ] + } + ], + "source": [ + "from datetime import datetime, timezone\n", + "\n", + "print(f\"echopype: {ep.__version__}, xarray: {xr.__version__}\")\n", + "print(f\"\\n{datetime.now(timezone.utc)}\")" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "echopype-examples", + "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": "3.12.13" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}