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    "path": "/2025.1.3/examples/applications/near_surface/01_segy-hdf5_conversion",
    "result": {"data":{"site":{"siteMetadata":{"salvusDocVersions":{"current":"2026.5.0"}}},"jupyterNotebook":{"slug":"/2025.1.3/examples/applications/near_surface/01_segy-hdf5_conversion","notebook_widgets_root_path":"/jupyter_notebook_widgets","notebook_json":"{\"cells\":[{\"cell_type\":\"markdown\",\"id\":\"ba2c0376\",\"metadata\":{},\"source\":[\"# Importing SEGY Data into SalvusProject\\n\",\"\\n\",\"This notebook goes through the process of taking an external dataset and\\n\",\"importing it into SalvusProject.\\n\",\"\\n\",\"## Preface\\n\",\"\\n\",\"The data formats used for storing field data in geophysics have a wide range\\n\",\"of variability.  This can often make importing external datasets a daunting\\n\",\"task since the importing process can often vary from project-to-project.\\n\",\"Luckily, there are a number of useful tools in Salvus that can help\\n\",\"streamline this process.\\n\",\"\\n\",\"Let's consider a set of (synthetically generated) near-surface measurements\\n\",\"which are in the `segy` files included with this notebook.  Each `segy` file\\n\",\"contains a set of receiver measurements for a single source position.  Before\\n\",\"we can start with performing any sort of data analysis, we want to bring this\\n\",\"raw data into SalvusProject and visualize what it looks like.\\n\",\"\\n\",\"We first start off by importing a few useful modules.\"]},{\"cell_type\":\"code\",\"execution_count\":1,\"id\":\"7a0dae09\",\"metadata\":{},\"outputs\":[],\"source\":[\"import os\\n\",\"\\n\",\"SALVUS_FLOW_SITE_NAME = os.environ.get(\\\"SITE_NAME\\\", \\\"local\\\")\\n\",\"PROJECT_DIR = \\\"project\\\"\"]},{\"cell_type\":\"code\",\"execution_count\":2,\"id\":\"b9e8ebb3\",\"metadata\":{\"lines_to_next_cell\":2},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[]}],\"source\":[\"import zipfile\\n\",\"\\n\",\"import numpy as np\\n\",\"import obspy\\n\",\"from obspy.io.segy.segy import _read_segy\\n\",\"import xarray as xr\\n\",\"\\n\",\"import salvus.namespace as sn\\n\",\"from salvus.data import external_data_to_hdf5\\n\",\"\\n\",\"\\n\",\"import utils\\n\"]},{\"cell_type\":\"markdown\",\"id\":\"4aa6c7b0\",\"metadata\":{},\"source\":[\"## Create a New Project\\n\",\"\\n\",\"As usual, let's create a fresh project where we'll store our subsequent data\\n\",\"in.\"]},{\"cell_type\":\"code\",\"execution_count\":3,\"id\":\"4b4100e1\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAA9IAAAAQCAYAAAD6W0f8AAAAAXNSR0IArs4c6QAAAARzQklUCAgI\\nCHwIZIgAAACVSURBVHic7dexDcAgEARBsOiC/lsjowOkdwNOLkKWZirYdPveu9Za7ZzTAAAAgG9j\\njDbnbL2q6nYMAAAA/MVzOwAAAAD+xEgDAABAwEgDAABAwEgDAABAwEgDAABAwEgDAABAwEgDAABA\\nwEgDAABAwEgDAABAwEgDAABAwEgDAABAwEgDAABAwEgDAABAwEgDAABA4AXpFw3kfB5PZAAAAABJ\\nRU5ErkJggg==\\n\"},\"metadata\":{\"needs_background\":\"light\"},\"output_type\":\"display_data\"},{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 1000x1000 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"d = sn.domain.dim2.BoxDomain(\\n\",\"    x0=-41.0,\\n\",\"    x1=41.0,\\n\",\"    y0=-30.0,\\n\",\"    y1=0.0,\\n\",\")\\n\",\"\\n\",\"p = sn.Project.from_domain(path=PROJECT_DIR, domain=d, load_if_exists=True)\\n\",\"p.domain.plot()\"]},{\"cell_type\":\"markdown\",\"id\":\"b3d81de8\",\"metadata\":{},\"source\":[\"## Importing a Single Shotgather\\n\",\"\\n\",\"**Note:** *This section goes through an example of opening and extracting the\\n\",\"data from the `segy` file in accordance with the standards outlined by the\\n\",\"Society of Exploration Geophysicists (SEG)\\n\",\"[here](https://library.seg.org/seg-technical-standards).*\\n\",\"\\n\",\"As mentioned in the preface, importing this data into Python itself is\\n\",\"generally something which will be dependent on the data format used by the\\n\",\"recording instrument and, thus, is outside of the scope of this tutorial.\\n\",\"However, here are a few options which may be useful for bringing this data\\n\",\"into Python:\\n\",\"- `obspy.read(...)` is excellent at dealing with a variety of different\\n\",\"  common seismic data formats so this may be a good point to start from.\\n\",\"- Plain text files can often be read in with something similar to:\\n\",\"\\n\",\"    ```python\\n\",\"    with open(filename) as f:\\n\",\"        data = f.readlines()\\n\",\"    ```\\n\",\"\\n\",\"For this example, we will use the function `_read_segy(...)` within\\n\",\"`obspy.io.segy.segy.` to import the `segy` data.\\n\",\"\\n\",\"To understand how the importing process works, let's first import a single\\n\",\"shotgather to start.  Once we understand how this works, it should be trivial\\n\",\"to wrap this into a loop to apply it to all of the remaining datasets. Before\\n\",\"we do this, however, we'll just need to unzip the downloaded data.\"]},{\"cell_type\":\"code\",\"execution_count\":4,\"id\":\"b00975c4\",\"metadata\":{},\"outputs\":[],\"source\":[\"with zipfile.ZipFile(\\\"./data/data.zip\\\") as fh:\\n\",\"    fh.extractall(\\\"./data\\\")\"]},{\"cell_type\":\"markdown\",\"id\":\"afc46f80\",\"metadata\":{},\"source\":[\"Now, let's start off with `shot_00.segy`:\"]},{\"cell_type\":\"code\",\"execution_count\":5,\"id\":\"48ebdbcc\",\"metadata\":{},\"outputs\":[],\"source\":[\"segy_data = _read_segy(\\\"data/shot_00.segy\\\")\"]},{\"cell_type\":\"markdown\",\"id\":\"511ae67a\",\"metadata\":{},\"source\":[\"The header of this `segy` file contains the metadata for the shotgather.\\n\",\"Let's get the header and print it to see what it contains.\"]},{\"cell_type\":\"code\",\"execution_count\":6,\"id\":\"847fe947\",\"metadata\":{},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"trace_sequence_number_within_line: 0\\n\",\"trace_sequence_number_within_segy_file: 1\\n\",\"original_field_record_number: 0\\n\",\"trace_number_within_the_original_field_record: 0\\n\",\"energy_source_point_number: 0\\n\",\"ensemble_number: 0\\n\",\"trace_number_within_the_ensemble: 0\\n\",\"trace_identification_code: 12\\n\",\"number_of_vertically_summed_traces_yielding_this_trace: 0\\n\",\"number_of_horizontally_stacked_traces_yielding_this_trace: 0\\n\",\"data_use: 0\\n\",\"distance_from_center_of_the_source_point_to_the_center_of_the_receiver_group: 0\\n\",\"receiver_group_elevation: 0\\n\",\"surface_elevation_at_source: 0\\n\",\"source_depth_below_surface: 0\\n\",\"datum_elevation_at_receiver_group: 0\\n\",\"datum_elevation_at_source: 0\\n\",\"water_depth_at_source: 0\\n\",\"water_depth_at_group: 0\\n\",\"scalar_to_be_applied_to_all_elevations_and_depths: 0\\n\",\"scalar_to_be_applied_to_all_coordinates: -100\\n\",\"source_coordinate_x: -3000\\n\",\"source_coordinate_y: 0\\n\",\"group_coordinate_x: -2400\\n\",\"group_coordinate_y: 0\\n\",\"coordinate_units: 0\\n\",\"weathering_velocity: 0\\n\",\"subweathering_velocity: 0\\n\",\"uphole_time_at_source_in_ms: 0\\n\",\"uphole_time_at_group_in_ms: 0\\n\",\"source_static_correction_in_ms: 0\\n\",\"group_static_correction_in_ms: 0\\n\",\"total_static_applied_in_ms: 0\\n\",\"lag_time_A: 0\\n\",\"lag_time_B: 0\\n\",\"delay_recording_time: 0\\n\",\"mute_time_start_time_in_ms: 0\\n\",\"mute_time_end_time_in_ms: 0\\n\",\"number_of_samples_in_this_trace: 9790\\n\",\"sample_interval_in_ms_for_this_trace: 55\\n\",\"gain_type_of_field_instruments: 0\\n\",\"instrument_gain_constant: 0\\n\",\"instrument_early_or_initial_gain: 0\\n\",\"correlated: 0\\n\",\"sweep_frequency_at_start: 0\\n\",\"sweep_frequency_at_end: 0\\n\",\"sweep_length_in_ms: 0\\n\",\"sweep_type: 0\\n\",\"sweep_trace_taper_length_at_start_in_ms: 0\\n\",\"sweep_trace_taper_length_at_end_in_ms: 0\\n\",\"taper_type: 0\\n\",\"alias_filter_frequency: 0\\n\",\"alias_filter_slope: 0\\n\",\"notch_filter_frequency: 0\\n\",\"notch_filter_slope: 0\\n\",\"low_cut_frequency: 0\\n\",\"high_cut_frequency: 0\\n\",\"low_cut_slope: 0\\n\",\"high_cut_slope: 0\\n\",\"year_data_recorded: 1969\\n\",\"day_of_year: 365\\n\",\"hour_of_day: 23\\n\",\"minute_of_hour: 59\\n\",\"second_of_minute: 59\\n\",\"time_basis_code: 0\\n\",\"trace_weighting_factor: 0\\n\",\"geophone_group_number_of_roll_switch_position_one: 0\\n\",\"geophone_group_number_of_trace_number_one: 0\\n\",\"geophone_group_number_of_last_trace: 0\\n\",\"gap_size: 0\\n\",\"over_travel_associated_with_taper: 0\\n\",\"x_coordinate_of_ensemble_position_of_this_trace: 0\\n\",\"y_coordinate_of_ensemble_position_of_this_trace: 0\\n\",\"for_3d_poststack_data_this_field_is_for_in_line_number: 0\\n\",\"for_3d_poststack_data_this_field_is_for_cross_line_number: 0\\n\",\"shotpoint_number: 0\\n\",\"scalar_to_be_applied_to_the_shotpoint_number: 0\\n\",\"trace_value_measurement_unit: 0\\n\",\"transduction_constant_mantissa: 0\\n\",\"transduction_constant_exponent: 0\\n\",\"transduction_units: 0\\n\",\"device_trace_identifier: 0\\n\",\"scalar_to_be_applied_to_times: 0\\n\",\"source_type_orientation: 0\\n\",\"source_energy_direction_mantissa: 0\\n\",\"source_energy_direction_exponent: 0\\n\",\"source_measurement_mantissa: 0\\n\",\"source_measurement_exponent: 0\\n\",\"source_measurement_unit: 0\\n\",\"\\n\"]}],\"source\":[\"header = segy_data.traces[0].header\\n\",\"print(header)\"]},{\"cell_type\":\"markdown\",\"id\":\"5a5e8e66\",\"metadata\":{},\"source\":[\"As we can see, there's a lot of information contained within the `segy` file.\\n\",\"However, there is only a handful of information we're actually interested in:\\n\",\"\\n\",\"- Recorded data:\\n\",\"    - We'll want to be able to access each set of receiver measurements so\\n\",\"      that each trace within the shotgather is treated as a single array of\\n\",\"      size `[n_samples]`.\\n\",\"- Receiver metadata:\\n\",\"    - Receiver index within the sequence of receivers (ie. receiver number\\n\",\"      within the gather)\\n\",\"    - Cartesian coordinates of the receiver\\n\",\"    - Sampling rate (in Hz)\\n\",\"    - Start time of recording\\n\",\"    - End time of recording\\n\",\"- Source metadata:\\n\",\"    - Source index within the survey (ie. the shot number)\\n\",\"    - Cartesian coordinates of the source\\n\",\"\\n\",\"Since this `segy` file only contains integer values, the source/receiver\\n\",\"coordinates (for example `header.source_coordinate_x` and\\n\",\"`header.source_coordinate_y`) must be scaled by the factor given in\\n\",\"`header.scalar_to_be_applied_to_all_coordinates` to achieve the correct\\n\",\"decimal values (see the aforementioned SEG standards\\n\",\"[here](https://library.seg.org/seg-technical-standards) for more details).\"]},{\"cell_type\":\"code\",\"execution_count\":7,\"id\":\"52efe63c\",\"metadata\":{},\"outputs\":[],\"source\":[\"# Apply no scaling if it is not provided\\n\",\"if header.scalar_to_be_applied_to_all_coordinates == 0:\\n\",\"    coord_scale_fac = 1\\n\",\"# Have the scaling factor act as a divisor if it is negative\\n\",\"elif header.scalar_to_be_applied_to_all_coordinates < 0:\\n\",\"    coord_scale_fac = -1 / header.scalar_to_be_applied_to_all_coordinates\\n\",\"# Have the scaling factor act as a multiplier if it is positive\\n\",\"else:\\n\",\"    coord_scale_fac = header.scalar_to_be_applied_to_all_coordinates\"]},{\"cell_type\":\"markdown\",\"id\":\"05262cd9\",\"metadata\":{},\"source\":[\"To help keep things organized, let's create a `obspy.Stream` object which\\n\",\"contains the information on the seismic traces along with the relevant\\n\",\"metadata.  To do this, we'll first create a list of `obspy.Trace` objects:\"]},{\"cell_type\":\"code\",\"execution_count\":8,\"id\":\"cf575c16\",\"metadata\":{},\"outputs\":[],\"source\":[\"# To keep the numbering of the sources neat, we'll add some zero padding to the\\n\",\"# source names\\n\",\"src_zero_padding = 2\\n\",\"\\n\",\"# Define the name of the source position\\n\",\"src_name = str(header.shotpoint_number).zfill(src_zero_padding)\\n\",\"\\n\",\"# Initialize an empty list where we can store the `obspy.Trace` objects\\n\",\"traces = []\\n\",\"\\n\",\"# Iterate over the traces\\n\",\"for trace in segy_data.traces:\\n\",\"    # Get some of the receiver metadata\\n\",\"    rec_nr = trace.header.trace_sequence_number_within_line\\n\",\"\\n\",\"    # Define the names of the receivers; add zero padding to the receiver names\\n\",\"    # based on how many receivers are in the gather\\n\",\"    rec_zero_padding = int(np.log(len(segy_data.traces)))\\n\",\"    rec_name = str(rec_nr).zfill(rec_zero_padding)\\n\",\"\\n\",\"    # Convert the trace to an obspy trace to make it a little easier to work\\n\",\"    # with\\n\",\"    stats = trace.to_obspy_trace().stats\\n\",\"\\n\",\"    # Package everything for the given trace into an `obspy.Trace`\\n\",\"    tr = obspy.Trace(\\n\",\"        data=trace.data,\\n\",\"        header={\\n\",\"            \\\"station\\\": rec_name,\\n\",\"            \\\"starttime\\\": stats.starttime,\\n\",\"            \\\"endtime\\\": stats.endtime,\\n\",\"            \\\"sampling_rate\\\": stats.sampling_rate,\\n\",\"            \\\"receiver_location\\\": np.array(\\n\",\"                [\\n\",\"                    trace.header.group_coordinate_x,\\n\",\"                    trace.header.group_coordinate_y,\\n\",\"                ]\\n\",\"            )\\n\",\"            * coord_scale_fac,\\n\",\"            \\\"source_location\\\": np.array(\\n\",\"                [header.source_coordinate_x, header.source_coordinate_y]\\n\",\"            )\\n\",\"            * coord_scale_fac,\\n\",\"            \\\"source_id\\\": src_name,\\n\",\"        },\\n\",\"    )\\n\",\"    traces.append(tr)\\n\",\"\\n\",\"# Convert the traces to an obspy.Stream object\\n\",\"shotgather = obspy.Stream(traces)\"]},{\"cell_type\":\"markdown\",\"id\":\"95113d94\",\"metadata\":{},\"source\":[\"## Adding the Data to the Project\\n\",\"\\n\",\"Now that we have the data organized within an `obspy.Stream` object, we can\\n\",\"use some of the handy utility functions within the included `utils` module to\\n\",\"visualize the dataset.  Note that this `utils` module is open source in case\\n\",\"you wish to take a look \\\"under-the-hood\\\" to further customize how your data\\n\",\"is imported into Salvus.\\n\",\"\\n\",\"Let's create an `ExternalData` object and plot out where the source/receiver\\n\",\"positions for the given dataset are.\"]},{\"cell_type\":\"code\",\"execution_count\":9,\"id\":\"381c43c8\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 1500x300 with 1 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\",\"text/plain\":[\"<Figure size 1500x300 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"external_data = utils.ExternalData(shotgather)\\n\",\"external_data.plot_shots()\\n\",\"external_data.plot_receivers(src_name)\"]},{\"cell_type\":\"markdown\",\"id\":\"1b4fd811\",\"metadata\":{},\"source\":[\"To make sure that our data looks as expected, let's plot a trace for one of\\n\",\"the receivers:\"]},{\"cell_type\":\"code\",\"execution_count\":10,\"id\":\"d2fedbbf\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"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size 1500x300 with 2 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"external_data.shots[0].plot_trace(10)\"]},{\"cell_type\":\"markdown\",\"id\":\"e0e3b2ca\",\"metadata\":{},\"source\":[\"Next, let us import all of this information into Salvus. To do so, we first\\n\",\"need to generate a Salvus Event for the shotgather and add it to our project.\\n\",\"Here, we consider a downward-pointing force source .\"]},{\"cell_type\":\"code\",\"execution_count\":11,\"id\":\"73a06495\",\"metadata\":{\"lines_to_next_cell\":2},\"outputs\":[],\"source\":[\"event = sn.Event(\\n\",\"    event_name=src_name,\\n\",\"    sources=[\\n\",\"        sn.simple_config.source.cartesian.VectorPoint2D(\\n\",\"            x=shotgather.traces[0].stats.source_location[0],\\n\",\"            y=shotgather.traces[0].stats.source_location[1],\\n\",\"            fx=0.0,\\n\",\"            fy=-1.0,\\n\",\"        )\\n\",\"    ],\\n\",\"    receivers=[\\n\",\"        sn.simple_config.receiver.cartesian.Point2D(\\n\",\"            x=trace.stats.receiver_location[0],\\n\",\"            y=trace.stats.receiver_location[1],\\n\",\"            network_code=\\\"XX\\\",\\n\",\"            station_code=f\\\"{trace.stats.station}\\\",\\n\",\"            fields=[\\\"velocity\\\"],\\n\",\"        )\\n\",\"        for trace in shotgather.traces\\n\",\"    ],\\n\",\")\\n\",\"\\n\",\"p += event\"]},{\"cell_type\":\"markdown\",\"id\":\"7751936c\",\"metadata\":{},\"source\":[\"Now, we want to add external data for this Event. We can use the function\\n\",\"`p.waveforms.add_external_data()` for this. The function takes the data as an\\n\",\"xarray.Dataset or xarray.DataArray object. Xarray provides a convenient\\n\",\"interface to deal with structured data. It enables storing multi-dimensional\\n\",\"arrays together with information on the coordinates of each data point.\\n\",\"Salvus requires the xarray dataset to adhere to a specific format. The data\\n\",\"should have a 3D shape of (number_of_receivers, number_of_components,\\n\",\"number_of_time_samples). So let us arrange our data in that way.\"]},{\"cell_type\":\"code\",\"execution_count\":12,\"id\":\"d9e86f4e\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"(49, 1, 9790)\"]},\"execution_count\":12,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"# The following gives us a data array of shape (no_of_receivers,\\n\",\"# no_of_time_samples)\\n\",\"data = np.array([tr.data for tr in shotgather.traces])\\n\",\"# Since we only consider vertical component data here, we add a singleton\\n\",\"# dimension.\\n\",\"data = np.expand_dims(data, 1)\\n\",\"# Which should now give us the correct dimensions (49 receivers, 1 component,\\n\",\"# 9790 samples).\\n\",\"data.shape\"]},{\"cell_type\":\"markdown\",\"id\":\"fe224534\",\"metadata\":{\"lines_to_next_cell\":2},\"source\":[\"Now we set up an xarray.DataArray object. The DataArray needs to have\\n\",\"specific coordinate names for each of the three dimensions so that Salvus is\\n\",\"able to interpret the data correctly. The required names for the three\\n\",\"dimensions are: `\\\"receiver_id\\\"`, `\\\"component\\\"`, and `\\\"time\\\"`. We additionally\\n\",\"need to specify the coordinates of each data point along these three\\n\",\"dimensions. We do this by specifying the coordinates like this. For\\n\",\"`\\\"receiver_id\\\"`, we simply assign a unique number to each receiver, the\\n\",\"component we set to \\\"Y\\\", which corresponds to the vertical component in the\\n\",\"Salvus coordinate frame for 2D simulations. As the time coordinate, we\\n\",\"provide the time axis.\"]},{\"cell_type\":\"code\",\"execution_count\":13,\"id\":\"05a99efe\",\"metadata\":{},\"outputs\":[],\"source\":[\"dims = [\\\"receiver_id\\\", \\\"component\\\", \\\"time\\\"]\\n\",\"coords = {\\n\",\"    \\\"receiver_id\\\": np.arange(data.shape[0]),\\n\",\"    \\\"component\\\": [\\\"Y\\\"],\\n\",\"    \\\"time\\\": np.arange(data.shape[2]) * shotgather[0].stats.delta,\\n\",\"}\"]},{\"cell_type\":\"markdown\",\"id\":\"1563c221\",\"metadata\":{},\"source\":[\"Now we have all the information to set up our DataArray object. We\\n\",\"additionally need to provide two more attributes:\\n\",\" - (1) `\\\"receiver_field\\\"` specifying what field the recorded data corresponds\\n\",\"to. In this case, we are looking at data from geophones, which record\\n\",\"\\\"particle velocity\\\". We set this as the name of our DataArray.\\n\",\" - (2): `\\\"dim\\\"` telling Salvus that we are considering a 2D project here.\"]},{\"cell_type\":\"code\",\"execution_count\":14,\"id\":\"d65b7db6\",\"metadata\":{},\"outputs\":[],\"source\":[\"da = xr.DataArray(\\n\",\"    data=data,\\n\",\"    dims=dims,\\n\",\"    coords=coords,\\n\",\"    attrs={\\n\",\"        \\\"dim\\\": 2,  # The number of dimensions considered in our project.\\n\",\"    },\\n\",\"    name=\\\"velocity\\\",\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"dcd63e7e\",\"metadata\":{},\"source\":[\"Xarray comes with handy plotting routines to visualize our data. So\\n\",\"let us make sure that the data looks as expected.\"]},{\"cell_type\":\"code\",\"execution_count\":15,\"id\":\"f2a904da\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"<matplotlib.collections.QuadMesh at 0x7175a657b590>\"]},\"execution_count\":15,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 640x480 with 2 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"da.plot()\"]},{\"cell_type\":\"markdown\",\"id\":\"eb3c00c9\",\"metadata\":{\"lines_to_next_cell\":2},\"source\":[\"This looks alright! So let us now add this data to our project.\\n\",\"We simply pass our data as an xarray structure, a name under which the data is\\n\",\"stored within project, and the event that the data belongs to. The function\\n\",\"will then check that all the necessary information is availble and add\\n\",\"data to the project.\"]},{\"cell_type\":\"code\",\"execution_count\":16,\"id\":\"d3b547f5\",\"metadata\":{},\"outputs\":[],\"source\":[\"p.waveforms.add_external(data_name=\\\"survey_data\\\", data=da, event=event)\"]},{\"cell_type\":\"markdown\",\"id\":\"b81bf92b\",\"metadata\":{},\"source\":[\"Let us check if it is there using the Salvus waveform retrieval\\n\",\"functionality.\"]},{\"cell_type\":\"code\",\"execution_count\":17,\"id\":\"4e1e70bb\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"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size 1150x633 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"p.waveforms.get(\\n\",\"    \\\"EXTERNAL_DATA:survey_data\\\",\\n\",\"    events=src_name,\\n\",\")[0].plot(\\n\",\"    receiver_field=\\\"velocity\\\",\\n\",\"    component=\\\"Y\\\",\\n\",\")\\n\",\"# ## Adding the Remaining Shots\\n\",\"#\\n\",\"# To add the remaining shots to the project, let's use the same process as\\n\",\"# above, but with everything wrapped in a single loop.\"]},{\"cell_type\":\"code\",\"execution_count\":18,\"id\":\"37e0fe29\",\"metadata\":{},\"outputs\":[],\"source\":[\"# We will keep a list of obspy.Stream objects\\n\",\"shotgathers = []\\n\",\"\\n\",\"# Start at index 1 since we've already added shot 0 in the previous section\\n\",\"for i in range(1, 27):\\n\",\"    event_name = f\\\"shot_{str(i).zfill(2)}\\\"\\n\",\"    filename = f\\\"{event_name}.segy\\\"\\n\",\"    segy_data = _read_segy(f\\\"data/{filename}\\\")\\n\",\"    header = segy_data.traces[0].header\\n\",\"\\n\",\"    # Apply no scaling if it is not provided\\n\",\"    if header.scalar_to_be_applied_to_all_coordinates == 0:\\n\",\"        coord_scale_fac = 1\\n\",\"    # Have the scaling factor act as a divisor if it is negative\\n\",\"    elif header.scalar_to_be_applied_to_all_coordinates < 0:\\n\",\"        coord_scale_fac = -1 / header.scalar_to_be_applied_to_all_coordinates\\n\",\"    # Have the scaling factor act as a multiplier if it is positive\\n\",\"    else:\\n\",\"        coord_scale_fac = header.scalar_to_be_applied_to_all_coordinates\\n\",\"\\n\",\"    # Define the name of the source position\\n\",\"    src_name = str(header.shotpoint_number).zfill(src_zero_padding)\\n\",\"\\n\",\"    # Initialize an empty list where we can store the `obspy.Trace` objects\\n\",\"    traces = []\\n\",\"\\n\",\"    # Iterate over the traces\\n\",\"    for trace in segy_data.traces:\\n\",\"        # Get some of the receiver metadata\\n\",\"        rec_nr = trace.header.trace_sequence_number_within_line\\n\",\"\\n\",\"        # Define the names of the receivers; add zero padding to the receiver\\n\",\"        # names based on how many receivers are in the gather\\n\",\"        rec_zero_padding = int(np.log(len(segy_data.traces)))\\n\",\"        rec_name = str(rec_nr).zfill(rec_zero_padding)\\n\",\"\\n\",\"        # Convert the trace to an obspy trace to make it a little easier to\\n\",\"        # work with\\n\",\"        stats = trace.to_obspy_trace().stats\\n\",\"\\n\",\"        # Package everything for the given trace into an `obspy.Trace`\\n\",\"        tr = obspy.Trace(\\n\",\"            data=trace.data,\\n\",\"            header={\\n\",\"                \\\"station\\\": rec_name,\\n\",\"                \\\"starttime\\\": stats.starttime,\\n\",\"                \\\"endtime\\\": stats.endtime,\\n\",\"                \\\"sampling_rate\\\": stats.sampling_rate,\\n\",\"                \\\"receiver_location\\\": np.array(\\n\",\"                    [\\n\",\"                        trace.header.group_coordinate_x,\\n\",\"                        trace.header.group_coordinate_y,\\n\",\"                    ]\\n\",\"                )\\n\",\"                * coord_scale_fac,\\n\",\"                \\\"source_location\\\": np.array(\\n\",\"                    [header.source_coordinate_x, header.source_coordinate_y]\\n\",\"                )\\n\",\"                * coord_scale_fac,\\n\",\"                \\\"source_id\\\": src_name,\\n\",\"            },\\n\",\"        )\\n\",\"        traces.append(tr)\\n\",\"\\n\",\"    shotgathers.append(obspy.Stream(traces))\"]},{\"cell_type\":\"markdown\",\"id\":\"a772c632\",\"metadata\":{},\"source\":[\"Similar to before, let's add all of these shotgathers to the project.\"]},{\"cell_type\":\"code\",\"execution_count\":19,\"id\":\"22513fda\",\"metadata\":{\"lines_to_next_cell\":2},\"outputs\":[],\"source\":[\"for shotgather in shotgathers:\\n\",\"    event = sn.Event(\\n\",\"        event_name=shotgather.traces[0].stats.source_id,\\n\",\"        sources=[\\n\",\"            sn.simple_config.source.cartesian.VectorPoint2D(\\n\",\"                x=shotgather.traces[0].stats.source_location[0],\\n\",\"                y=shotgather.traces[0].stats.source_location[1],\\n\",\"                fx=0.0,\\n\",\"                fy=-1.0,\\n\",\"            )\\n\",\"        ],\\n\",\"        receivers=[\\n\",\"            sn.simple_config.receiver.cartesian.Point2D(\\n\",\"                x=trace.stats.receiver_location[0],\\n\",\"                y=trace.stats.receiver_location[1],\\n\",\"                network_code=\\\"XX\\\",\\n\",\"                station_code=f\\\"{trace.stats.station}\\\",\\n\",\"                fields=[\\\"velocity\\\"],\\n\",\"            )\\n\",\"            for trace in shotgather.traces\\n\",\"        ],\\n\",\"    )\\n\",\"    p += event\\n\",\"    data = np.array([tr.data for tr in shotgather.traces])\\n\",\"    data = np.expand_dims(data, 1)\\n\",\"    da = xr.DataArray(\\n\",\"        data=data,\\n\",\"        dims=dims,\\n\",\"        coords=coords,\\n\",\"        attrs={\\n\",\"            \\\"dim\\\": 2,  # The number of dimensions considered in our project.\\n\",\"        },\\n\",\"        name=\\\"velocity\\\",\\n\",\"    )\\n\",\"    p.waveforms.add_external(data_name=\\\"survey_data\\\", data=da, event=event)\"]},{\"cell_type\":\"markdown\",\"id\":\"a7cf6e89\",\"metadata\":{},\"source\":[\"Finally, to check if they were indeed added correctly, let's plot the\\n\",\"locations of all of our sources and receivers.\"]},{\"cell_type\":\"code\",\"execution_count\":20,\"id\":\"b784891a\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 1000x1000 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"p.viz.nb.domain()\"]},{\"cell_type\":\"markdown\",\"id\":\"8eebab1d\",\"metadata\":{},\"source\":[\"## Plotting with Processing Fragments\\n\",\"\\n\",\"An important quality control step is to validate that the data has been\\n\",\"imported correctly into SalvusProject by plotting the data.  There are a\\n\",\"number of handy plotting functions within SalvusProject known as\\n\",\"***processing fragments*** which we can use to apply some basic processing to\\n\",\"the data being displayed.  There are three primary processing fragments we\\n\",\"have at our disposal:\\n\",\"\\n\",\"- `bandpass(min_frequency, max_frequency)`\\n\",\"- `normalize`\\n\",\"- `time_shift(time_in_seconds)`\\n\",\"\\n\",\"Processing fragments are called in the `data_name` argument by separating the\\n\",\"name of the data and the processing fragment with the ` | ` operator.  Here's\\n\",\"an example:\\n\",\"\\n\",\"```\\n\",\"p.waveforms.get(\\n\",\"    \\\"EXTERNAL_DATA:survey_data | bandpass(20, 80) | normalize | timeshift(0.1)\\\",\\n\",\"    ...\\n\",\")\\n\",\"```\\n\",\"\\n\",\"Note that these processing fragments *only* affect how the data is displayed\\n\",\"for this particular plot; none of the processing is applied and saved to the\\n\",\"data within SalvusProject.  Furthermore, we can apply one or more processing\\n\",\"fragments to a single plot.\\n\",\"\\n\",\"Let's take one of the shots near the center of the gather as an example:\"]},{\"cell_type\":\"code\",\"execution_count\":21,\"id\":\"a595cbb7\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 1150x633 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"src_name = str(9).zfill(src_zero_padding)\\n\",\"p.waveforms.get(\\n\",\"    \\\"EXTERNAL_DATA:survey_data\\\",\\n\",\"    events=src_name,\\n\",\")[0].plot(\\n\",\"    receiver_field=\\\"velocity\\\",\\n\",\"    component=\\\"Y\\\",\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"03660fe3\",\"metadata\":{},\"source\":[\"Since there's such a large variation in the amplitudes between the traces, the signals in the traces at further offsets are completely uninterpretable as a result.  To rectify this, we can use the `normalize` processing fragment:\"]},{\"cell_type\":\"code\",\"execution_count\":22,\"id\":\"b3b9054c\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 1150x633 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"p.waveforms.get(\\n\",\"    \\\"EXTERNAL_DATA:survey_data | normalize\\\",\\n\",\"    events=src_name,\\n\",\")[0].plot(\\n\",\"    receiver_field=\\\"velocity\\\",\\n\",\"    component=\\\"Y\\\",\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"dd9ec686\",\"metadata\":{},\"source\":[\"Finally, let's plot a few of the other shotgathers to verify that everything\\n\",\"has been imported successfully.\"]},{\"cell_type\":\"code\",\"execution_count\":23,\"id\":\"fee5e83b\",\"metadata\":{\"scrolled\":false},\"outputs\":[{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 1150x633 with 1 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\",\"text/plain\":[\"<Figure size 1150x633 with 1 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uV1Mqwgz893VQBt7ZgsCQOFfbJCHo9JibXrOa9Yy2BQCQOq/fnHP/4RZp555qRtvPfee6Fly5ZJ27jwwgvD1KlTzYguecAFhhogry9Ix3GmxwNxJy/XjnJlXYWlgD6v28nrfMXa/eXUpjBgLQiea665krdx5ZVXhlVWWSVpG4rShjXXXDN5G3nCBQbHcZxmxieNjgUsBfTWAl+wtj8qLI2PNfzZXF2orkGVMKAyVbS2ndSsgwKpvgncn2PHjk0672zj008/DakcddRRYd11103eTl5wgcFxnJrDV5Mcp3L3xN/+9jdTAoNif6yVNhAAWRIGrAXi1vbHqS7Pgzx3bbDim/DOO++EhRdeOGkbL7zwQnjjjTeS90XxjmBMBg0aFJZffvnkbeUBO29dp2bIq+O5Ux3n3HGc2hIGFNtRBfTWhAHVSq0Kf8ZXF9ayVqyVNqgEBtX+qJ6pc845Z/I2Bg8enOyd8Mgjj4T//ve/yddwaovLAmQw3HrrreH6668Pv/zyS6hlXGCoASwF4qqXkaUVKYt4QO84lcNSgGgxdd+aUKF6HloLplTk9bic6jnneRUGVNtRjc8ss8wi2Zd55503eTuvvfZa8rvi22+/DQpS2lPWZY011gjvvvtuaNOmTRg+fHioVTxKyzmqdExLE2GLQbSlfXEcpzom1ZawGNCryGMJgFObWHuGWZv7WBMqrGUI0bUhlX/+85/JJRKcJ7o/WBBM4LDDDpOIJsX36YQJE8Kee+4Zdt999zhmtYYLDE7VvgDy+LJ2nDxhUZh0au98WXrnWMTS+Fi7Bq1tJ6/kVRjIY2nD/fffH5ZeeunkzIMvvvgieV9WWGGFoKBVq1Zhs802C2p++umnMGzYsJjN0K9fP3OCUyVxgSHnuMdAdU2uHCcFnww7KfizsPbwwLc2sbZglFeBQYWqtEEhVLz99tth1llnTdrGjz/+GP7zn/8k7wvZAYssskhQcOihh4aPP/44VILJkyeHM844I3To0EFy3NWACww1QF4njZY8IZzaxAN6x7GPpTJBa/gzzLGANaHCmm+LorThs88+SxYGYMqUKcnbmGuuuSTHtOCCC8r8E3bYYYfw2GOPVVRcGjFiRBgwYECoBVxgqAGsmTy6MOCkXD8K8hosOE4Kfl84jm2sBdB5zTxQHdfMM88s2c7ss8+evI0xY8aERRddNHk7CmPF+eabL7lFZYENN9xQZqbJsfXu3TtUiqWXXjpsvvnmoRZwgSHn+ISxNrM7VHhA7ziO8wfWRHZrQaJTe1i7Bq1dyyoTwl9//TV5G5MmTQrzzDNP8nb+7//+T/L8Wn755YOCvffeO3zwwQeSbVFCMnDgwNCrVy/ptbTsssuGffbZJzzxxBNhk002CbWA5sp3nGZ4ieQx+M3jMTmOUx1Ym+RbCsT9merkKfBVYeleV25Hdb///e9/l6yqK/bnq6++CnPMMYeJbApYaaWVZNtRGEYW+O9//xsuv/zy8OGHH4abbroplmGUQ8FjYa211gqrr756NHhEXFCMfTXhAoPT5C9HSxM1ay8jx3Gc5sCauOnPVMexH4hbK5FQoSptUHgevPPOO9GzQNHRQBHkLrTQQkHBVlttFR555BHJu+Lnn38OSriuhw8fHtq2bRsuvvjisN122zXqSfHggw+GiRMnhvfffz+er6OOOir07du3pt9jLjDkHGvCgMWbzeI+OY7jVCvWRAZL7y5/31QXnnlQm+OjEhh++eWX5G0QuC6wwAJmzlWLFi0k29l6663DddddZ2ac6+ONN94I3bp1C+eff37Yf//9Y6nK2LFjw+OPPx7efffdWJpBpsP333//lzGaqcZjCxcYagBLF3leSxscx3Ecp6nw9191YS1jIK/bUd0XiswDglGFd8Lnn38u6bgw22yzBQWk/k+YMCF5O2RT/Pvf/5bs03fffRcqxbRp08IxxxwT7r777igq/POf/zSXcWMRN3nMOXkN6C16OTiO4zhONZHX919eV9ZVWBMGrJkqKkAYUAT1hZr+VOaff37Jdrbddtvw6aefSralEhgokXj44YdDpcAH49FHH43ZCi4ulIYLDDWAYgJhrc7OhQHHcRzHcWoJawG9NaFLVdqA0V8q1OYrMiFUY0OLRIVYsfjii0vGR9WRonDeTznllPDZZ59Jtuek4wJDDbyMFC+kvGZCOI7jOI5jA2sBtLWVfmvbUUF7QEsZDIpAnGBXkcHANhTni24GZFUo5vAqgUF13uHVV18N7dq1i//Nym+//RaWWGKJsP3224fevXuHrl27xi4VHreUj51cIqdi+I3hOI7jz0LHqSSeWVg9WBMYVJkHiixZxAXF+JC2rxA8CHhJzU9l1VVX/YsZYXObKiq8JYp55ZVXQocOHcKJJ54YjjjiiEZ/lnOMpwIdICZNmhTefvvtWP5xzTXXTNe1AzFlxIgRYdSoUbFDBMaO//rXv2TZF3nFBQbHcRynJrA2qXacvGBtIcPavZ7XzAPVeVetZCsyD6i3//vf/y4RTRTna/XVV48tE1OhXENRsgGq4Fq1P8V88skn0ZQRI0q6VBREHgSfJ598MowZMya89957USj46KOPpmtxScZC3Zag7OOuu+4aP4Vjp7PHyJEj4zY+/vjjKDhMnjxZ3i6zmnGBwala8vrCdhzHcRyn+fF5RnV5Jyi6NhAkKgQPWksqSglWXHFFWeCqMlW0fl8w7jfffHPsALH88suHN998M2YrID6kgmCx7rrrxk/xcSA0PPHEE+Gll14KAwcOjKUarVq1CjvssEP0v7AmwlYaFxicJn0QcIOptqOg1m54x3Ecx1G/k8FLJKoHa5kHCmFAtR1WqBXjs+SSS0oC+vnmmy96A1gaZ9X18+WXX4ZKQmlDU8B4LLvssuHAAw8MXbp0CSussEJ44YUX4r/NOeecYZlllgktW7aMf7/11lvHUoxKZG9Ywk0ec461gN5xHMdxHKcaMgqt7U9eBQZFyj3+CwoPBlU2xaKLLiozQ5x99tkl21EJFSozTTwhyDTIMz/99FPMoKDMZcCAAWHnnXeOfhidOnUKt9xyS27bXrrA4FQlLng4juM4tYpq8UAZQFsKxi3ti8X9sZYFqhAYCOYVggfBvCLom3/++WVeBSpTRRUqwQOh4qSTTopeCQpatGgRNt1001hWoujgUSk+/PDDcO+994b9998/dqxQCVGW8BKJGkDxArD2MnIcx3EcJx3Pcqzs2FjEUuaBajuIAoo55rzzzispJWBfVF0SVAGoYnwYZ1WWB9A6s1evXuG5554LV1xxxV9MFhsrr3jggQfCiy++GIWF008/PXTu3Dl+n/t2/Pjx4a677oodIuj+gP+Ctfv59/+/k8WPP/4YPTvyhAsMjuM4jlMGLpQ6eck8UF7LlibvlvYlz6aKqpR7VWmD4ryzOq+6flQCg6XSBjom4CugBBNLSiUwRrzggguiR0Hd46dzw0MPPRTFgvfffz92cPjqq6/iv5911llhv/32m+4+2WijjeKn0F3kmWeeCaNHj46dI/75z3/G4/jss8+arURhttlmC23atAn9+vXLnbgALjA4juM4jmOOvAaJecSacGINa54HqqBKFfgqzjumeYrj4lypDPhUmQeq86UQlqZOnVqx8gMEhr333juKDJgi4lvw1ltvxVV+hIGsmSUIPdtss038FMCAk44PiA50gEB0oAvEGmusETbeeGO5iFKA8g2236NHj7DFFluEvOICg+M4juM4ThN1W8hjZyfV/jhNI1SohAHVdlRjo8rMUAkMqvFRCUt///vfk7dB28cffvghVApaSx5++OGxbEbV9aKhTJXNNtssfoDfR7cHsicWX3zx+P8cK4IAxozrrLNO5vOw9NJLhw022CDsuOOOUUBRZbZYxgUGx3Ecx3FyiTVhIK+lDer9Sd2epXOuxJKposXrWRFAK7ejEhhUwomiRGKRRRaJ5QlkZ1Sq1aKivWcKlE7wef755+OfzznnnNhicvXVVw9bbrllzD6YkUgwzzzzxEwFTBwPOuigkr0l8oJ3kXAcx3Ecx3FyI+RYw5rngbWsFUsr9KBaOVeVNiiEAa4dvAhU571jx47h66+/Diow17S6ss/1QKnG0KFDY3YF2Qw33HBDvT87ZMiQmPXw7LPPhkcffTT07t275sQFcIHBcRzHcRxTgaY1I02L7RwtbYdtWCvZUGCtg5ZqbJrL2K4aVuitlX6oxgcPA1WgiyBE8Lz55pvHgDpLhsKDDz4Y74tu3bqFa665JnZ5eO+998Lxxx8f2rZtGxZddNFglTfffDNcdtllf2kl2rVr13D00UeHAw88MGY71DJeIuE4juM4VZwWbKkVsUXyGLCqUF6DeRxna+dLJQxYe4ZZ806wJsAohJOxY8fG8gYltICkXODuu++OATdeA/Vda5goIii8/vrrUUSgxGLy5MnhtNNOC2ecccafPzv33HNHg0f49ttvo8kjbSj5eQQSOj/89NNPobkhQ+HEE0+c7u8OOeSQOA7OH7jA4DiO4ziOqQDRItbGx1IGg7VAXIXquFQBa14FBlXmgaq0wVrph0KAmTJlSkU6I7Byf//994fXXnstnHfeeWG33XaL3gUjRoyILSURFBAHfvzxx7K2O99884V99tknfgrnBIFh5MiRUdjg/xEuECrobKHwbpnROVhrrbWipwLiAiUdxVAS4fw/XGBwHMdxnBoPEC1i6bjybKpoCWuBr7W2kJbuCWXmgWo71jIPVNePomSjVatW4YEHHgiV4sMPPwzdu3cPp5xyShQUVEaixfc0nR0wTCzm+++/D6uuumpsMcm/L7fccvHP7du3D8suu2zyswBzx4022ih06dIltGvXrsFzSlcK5//hAoPjOI7jOLlF5TFgDUueB6rtqFYh85p5oNqOtdIGVQaDNYFBNT50bEiFgLtQflApyGYgY6EpoVsDpTFvv/12/BTo06dPaNmyZRQb1l133bDffvuFhRdeuKRtUkpCBwgEBUSTUswn11tvvfDGG28kHUueaHaTx6uvvjqqTbPNNlu8AJ555pkGf5aWIXvttVdYeeWVo4LUq1evJt1Xx3Ecx3GqJxjP60q/NZTCgCWBIa9ZRp7h0TTjo+hqQdCuuH4QO/AvOPTQQ+XZBRbhWCnbuOuuu8IJJ5wQTRc7deoUJk6cWO/P//zzz1GooOvDK6+8Ess+yJYotbPFSSedVLKAUQs0q8DASUckIJ2Gk9mmTZuw4447xrqa+qC9CiePn6cOxnEcx3GcfGIpuLO20m8Na6UN1jIYrJ1zS94AFjMPVOOj4N1335V1fyCAHjRoUNh6663Dc889lzmbgmB8zTXXjIu+dIC4+eabwy677BJLFKzyxRdfhHvvvTfsvffef/m3O++8M2YsYNR4ySWXhCWWWKLs7bP4vcMOO4j2tvpp1hIJTuIBBxwQ23nApZdeGh577LF4sZ577rl/+XlqaQptQW688cYm31/HcRzHcSpPXjMPLLa7tJTBYK0NozWBwVppQ14FBtU4K7wTyOxWd394+umnY8lEx44dw8UXXxzmn3/+RrPHH3roofDqq6/G8of3338/bLHFFjEOKx6nfffdN7afxNyRfeZn8WXAiJEsDAuQjbDJJptM93fXX399OO6448J3331XcrZCQ1CWQecLpxkFBhSwl156KaaUFLPddttlVtUaynrgU2wG4jiO4zhObWApE0K1HYsCjGKfVCvHls6VEtX45HWcrWXAKAQGAnxV+81ivv7663DTTTeFcePGhbPOOiuWD1A6QQzGYm9BTEAkIPgupmvXrvWOEUaHnTt3jp+CcMR22B4dJRAbyFL/5JNPYhvKpoL2lwgLlDxwnMVce+21fzm+rKyyyiqx3N9pRoHhyy+/jDfeoosuOt3f82fajaggE6K4x6rjOI7jOJXBWgmAtYDDmjCgDBAtpZVbyzxQYS2Dwdo4WxsfhcBAu8Zp06aFSoExIq0gBwwYED7//PPYAUKx38AzgdIBPsXwe0aPHh369esXS+TJUF9jjTXCTjvtFJZcckmZ/wW+C5tuumn0nVhttdXq/TnKPZSsvfba5jJyarKLRN2HgbqP6cknnxyOOeaY6TIYllpqKdn2HcdxHMfRYym4s7QvahRzLibUiqDM2op4Xk0VrbXfVKE6LlVXC8V1uP/++4c999wzVBJKG5599tnQVLCYvMcee0SBobikgI4QGP8jSCA4dOvWLYoP5cB38VNg+2TFz+jew0ti0qRJQQXlIy+99FKodZpNbl5ooYXiy6hutgImHHWzGlKgnoYLtvjjOI7jOI7doMxNFZvO88DadvJ2LVsUGKwJA9YyhH799VfJNhTjvOCCC8as79tuuy3kHRaB6fJw9913h1NPPTUa+m+55Zbh8ssvb3QsybjYfvvto4ElnSMo/eDPpVwPxx9/fBxjFSuttFIsP6l1mk1goJ6IOpXHH398ur/nz3UNOBzHcRzHqRzWUveV5DVotVTa4AJDdQkM1u6JvHonzDbbbJL9wdvg8MMPjx4CP/zwQ9Jx4Uew3nrrhf322y/6EZDSr2inWSnB4amnngpHH330nw0BipkyZUrYbbfdYqbCo48+Gg4++OCy/Spat24d2rVrJ9tnxvcXI6aWNVsiQekCdT9c6KSzYLSB+Qe1MoXyhk8//TTceuutf34HF1P48ccfY00Sf+ZiatWqVbMdh+M4juM4Wg8GSwG9NQFGFdCzKqgSGPJ2zi0KA57B0DTnC7PDVEiTn3feeYMK4h46HmDKeNhhh0XBYUbHi8hBCQI+B5gt0o3ivvvum66dJM8AjB3vv//+aMTIz/3zn/+cziC/ueE463Z4YF933XXX8NZbb0WTyhT69+8fBQrVPfo/YxlCNScw4EL61VdfhTPPPDPeBJhxPPzww39e+PwdgkNdpan45r3jjjviz3MzOI7jOI5T/UGitYBehcWSBBcYqkdgsBa4WMs8sPTcoK6/EmXZbLdnz55RKKB0oLDAiiBA+8lRo0bF7g98MGws7pDAwm6xuFC4NjfbbLP4KVxjGD8+8sgj4d13343xVaHzw08//RSaGsok9t5779hKspi+fftGcUHB0ksvHTbaaCPJtsgSmVlkElrNNLvJIwocn/q4+eabzavbjuM4juPYRTFvsDj3UARTTIYtCQzWsBb45nWcrWV4WPITqQ9EgCeffDJss802oW3btnGxlhV9hIDU38sYIloUZ4azTbY9cuTIKHA888wzUaxYZ511YnkCmRFqn74NNtggdOzYMfTo0aNe0008+5RgKqk4Zy4wGBEYHMdxHMdpfvIYvChXNC1lHqiCKZXAoCKvNf3WvBNUWBtnVXtFBaTvYyBYScj0HjJkSKg0nB8yH/CAKHReoK0lzD///LHzw4orrhhWXXXV0Llz5yhOlHtO8avAm2/zzTePC88tWrRo9Of5nWRsKDMlKCVxNLjA4DiO4zg1jrVAwVrmgTWhgkDKMxgqO8Z5Fgby+txQCQyKUhTKvj///PNYqrDCCiuEvPLNN9/Ez8svvxz/fP7550eBAW+9Y489ttE2k4wzwgWdIjBx3HTTTUv+vfj1USaCEaSCli1bRkPJPJXpNCd2ZGvHcRzHcao+eLG2P5YyD1TbUWUeqEwe8xqwemlD04yPCoXAgJeBwuQRMHmkQ0GxWX1qNwmEC4JypYGkkn//+9/RI+/KK6+MXQFvv/32ep+DV111VTwOsgZoK1mOuAB4Jmy99day/Z5zzjkl7UnxX/g/0fVTzdh5qziO4ziO4xgMXpQGmNbMGa3Xm2fBMxiaZnysbUchMLz++usx2FQdF0aJtE9s3759eO2110r+LoaKI0aMiOaGlA+cfvrp4cUXX4zbwHjxjTfeCP369Qu77LJLWGWVVf7SZcEClHAgNtQ9R926dQu9e/eOAgQlFlkhQ2KuueYS7GmIHQkV1w/P5d8Mleo0F14i4TiO4zhOLlF6HljLYLAkDFgaY+V2rAknKnycG+aJJ56IJoNKyIp46KGHwvPPPx+9GS6++OIw99xzT5dJ9Oabb8afoYPDBx98ED788MMwZcqU+O9HHHFEFBOKwaMA0aHwfcwXESQKnR/4TJ48WbIqn4Ull1wy+jFQMlHMOeecEzsAKiDrYf3115ds6+9//7ukNMbbVP6BCwxOVZLXl77jOI6TX4Ehr6UNKiydK2utWy1ibZwVfP311xW7t7788stw3XXXhRdeeCF2YSALge4PfBAEECKywP7SBYFPAdL0ER0QTN57773w8ccfxz8/+uijoU2bNrIsjbrXAwaQeCqccMIJYfHFF//LzxS8GlTQyUIlMHgGgw4XGBzHcRynGbA0qWZiaGl/rJUkENDncTvWsCYw5BVrwoBi5Vh1XHRD+Oijj0IlmThxYthvv/0q+syltSOdEfgUYLV/xx13DIsttljswoCxIZ0fdtttt7DyyitnHj+yFSh36NSpU8xawIegIRZccMGgpHXr1nE8rQgMjPv/uQeDCwyO4ziO49jDUh29KvPAWkaFijweE1gS3SyOjwqVwKAI7Pbff/9www03xG0RLObx2po6dWr8jBs3Lv75rLPOigLD2muvHbp06RJ22GGHGV5riAgIFvxsz549S/ZS2GuvvWKJBGaQClZbbbUwatSo5O1wrlUlEr82U1mKJfKXX+fUBHl9yTqO41Q7lrwKVKUE1vZHFZBZw9rKel4FGGtzKIUwgAj43//+VxJozjHHHGGnnXaKXggqWCHHrNEiBPuvvvpquPnmm0PHjh1jd4aGjh1hAuiM8dxzz0UfiHKMGrfaaquw2WabyfYdk0dFQK/KYIDf3OTRBQbHcRzHqebgxRLWShuUKdyWhBNQbMfSvii349Qe+BioAng6Cjz++OOhbdu2sVPBjz/+WNb3CXjHjh0bvvnmmxiw9+nTJ0yYMCF89dVX4dJLL40lCSuttFJFMySywr6PHj06DBgw4C//honk5ptvHsUXMhGy3q+Uh6h8LlTPDM6FQqCCXz2DwUskHMdxHKfWsRbQW9sfpXdCHoUuFwaqC2uCkOJafuyxx+T1/XRhuOSSS8LDDz8cWyueeOKJfxEF2HcMGocPHx5NFOn+8P7774dPPvkkBtLXX3/9dD9/9NFHxw9ZG+PHj4+mi/w838OI8fPPPw/NCecUEeGkk06a7u85RrpZsI+p532PPfb4S3cJC2KrKvPgvyKhopqxJ505juM4TgWwFJDlGVVJgmo7CqxlHqhW/1Qt1SwFmsrtqLB07VgcZ8VxffbZZxXLCKB1ZN++faPQcMUVV8TMBAQNWkIiDhB8//TTT2UdF/tKm0U+Bb7//vuY+fDss8+Gf/3rXzGY58OxVdoTguyPDTfcMAb/Bx988F+eMQMHDoz7ooBt021CtS2VcKsSBv6TsRtInnCBwXEcx3GcXAYu1rpIKFGMEZNzS8G4pX1xqktgWGKJJWKwX0nwHKBbAinwlfBBmWeeeWL5AZ/ioHe99daLJRXLLrtsWH755WPnhw4dOoQVVlgheezYBiJHjx49YuZCUwXNHIuCf/zjH+YyD3755ZdQ67jA4DiO4zg1jrIkwVrmgQpLAoOqragyg0GZ5WGFvB2PGlVgp7gGDz300NidoNLXYVOvTuMHMffcc4fXX389ts/EHwFOO+20KA7QRQHTxH333TfMOeecJW2T7SGU7LzzzuHAAw8sybtinXXWCUqWXnrp8N5770lMHlXCgKqzxX88g8FNHh3HcRzbWFvVzGPQYc3zwFrmgfIaVGyLFnGKoEy1HWv3qbV71FqJhGo7KoFBseJLkDzvvPOG3XffPZop5p2ff/45vPbaa2HIkCHRG2GNNdaI/21oLLk/CaD32Wef8Mwzz0TvhyOPPLJkY0zaV66yyiqy/V9yySXDDz/8kLwdxBKVwMCYKvjNu0h4BoPjOI7j1DpKgcHSdqyVNiid0y1mMDjVgdL8NJWvv/5aFpDRXvKee+6Jq/0YLB533HGx/WA54HWAx8LKK68cA2q8AtZff/1o4vjiiy9GPwaLKfBkN1x99dXRp+Gyyy6b7t+mTJkSMxUotaAVZdZShDZt2sTjVzDffPNJVvp59qgyD+rz0WjO53w14yUSjuM4TkXIa8Bh7bgsrWp6acOMx9iSd4K17eQVSyKXElX3B4JNJZgv0hpy2LBhMbCmfKK+c8D+Y1xI+8U33ngjdnL44IMPwoorrhjGjRs3XaDYvn37+POIF/fdd19si1kweJw2bVqwwHLLLRf3sxiyOfB0mDhxYjjmmGOStn/QQQeFwYMHBwWUcyDmKCi3jWhDIBwhMpRaatIQs88+e6h1XGBwHMdxnBrHWmmDtXp+1b6oMgaUzukWRSErWLoG8wqBfaUCspdffjmWAQwdOjRcddVV0Vhw5MiRsUQAcQAxAYGgboCKP0F9q9BcD2Q0FHdA+Pbbb6MvAi0n2RYfOkBMnTq1ye6JFi1ahG233TaceeaZ8f+L6d+/fxQXFJAB0apVK3MCA+dAAftDm1CMNFOYTyyYVSMuMDiO4zhOjQcv1oJMtmMpYFVlHljLYFAel1N5LN0TqlRwxIVKdGQowLYRAChzmH/++cPkyZOl2yeY3HXXXeOnuJb/+eefjxkD2223XcwsKHR+4P8V9wveCRgvbr311qFXr15hgQUWqPfnaHGpgv1ODb4LLLLIIjLPA7wcEHZSO1Nwf6VeixhXrrrqqqHWcYHBcRzHMT2JdSqPxcwDS0FrnoWBPN7vlq4da+0crZnQkXb/0EMPVfz3kPquqrEvxQtiq622ikH/448//uffn3LKKaFly5bR22HttdeOPhG01ywHOkfghUBbSbpHzIjFFlssKFl44YVlLTlVXhb4Ttx2223h1FNPTdoOfh2LL7540jbuuusuFxh41yWNouM4juPUGNaClzxmMFjDWkCvFCoU5PW8W0M1ziqBQeHev+iii8ZWg6Ty5/06YsUeDwdKNhAb6Pyw4447hvvvv7/R72GGuPHGG4cLL7wwdo648cYbSxIXoHPnztGgUUWqP0ExX3zxhWQ7PMfefPPN5O3QhST1+NiPWWbx9XsXGBzHcRynSlGVEuQ188CaiWGezRAV593StWNxfywJDKSSq1LcKV3o169fLCcYO3ZsUg09ASLZAd26dYsZAmwTEcMidNCgXST7etNNN/3l33/99dfYCYNygmeffTb+f7l+FQgRxZ4RiraQqusQ74RJkyZJtpXamhSxbJlllkneD/w3HC+RcBzHcWoEa8GCAmvCgLXg2VrmgbIkwdpYO9WD4tphJV65Uotg8cQTT4QXXnghigKnnXZaXOFv7Biod6e84q233oqGjaTcY2hIGULdQP7OO+8MEyZMiN/hZ5XeBKmQYcDqeTG0XuzYsWMssTjiiCMyP5/5XuvWrWOLTQVkUtxxxx2SbVGScMEFF4RbbrlFInykcM0118RjS4FrkhanjgsMjuM4mcljwOpUH9aEAUtp99ZKElT90a09e6x1/cird4IKxXVYifaS8P3338f2kk899VQ0TrzkkktiCQWBG+0kCZQRCPjQYpJAvEDXrl3/Ii4AXgiHH374n3/Gi+Hpp5+O3SSKOz9MmTKlSYU7hIVNN900nHTSSbELRDEYRBb7N6SwwQYbhGuvvVayrbZt24aLL75Ydl88+eST8dySxZKSkbPRRhsl7cvw4cOjoJOKC79/4EUijuM4OXmRWNsfFdYm5ypUpQ15PeeWUu4988CxgCWBitaOlXw2f/nll+G6664LDzzwQBQNaCs5bdo0ybYpo8D7gE8BhAoyHEaNGhW7TmA+udJKK4Wddtopmvapxh5oJYmwsP/++4ftt9++3p9JKRWpS7t27WRiEFkrCDL4J1C6kcqnn34abr/99thONCuzzjpr6NmzZ+bvIy698soryQID9wPmlY4LDI7jOI5T8yiFCkslAMoMBqf2hK48eifAzDPPnLwNgjFKGioNgazKDLAx8DagOwOfcePGheuvvz7+PZ0JaH+48sorx+4PmCaut956ZYsrZGGQSUBbSbIpZhTwKzte0EmC/VdBacNhhx0W7rnnnmb3T8CbAp+JFCNLfDDInFFQbleQvOJvTMdxHKci5DXzwBLWPBisZQyo9kdpzmgpGLdYGmMJS+dKKTBghpjKuuuuG4M6Arw8QweHd955Jzz44IPRLwABYv311w/HHntsNClsDEwaaStJNgQZCZQD9OnTp6RsAnV7SUobFF0/CuB9MXDgQEk2CVkiWe8HyktWXHHFpH344YcfggrEKMcFBsdxHMep6qDDGpaEAWulDRaDcEvCUl6xlsFAeYOCJZdcMnTq1Cl2Nyj2QsjKbLPNFjserLbaarGMwGLmEILDSy+9FL0hWDmvb/WdQJ7MB1b6X3311eh/sNZaa5X1e5SdH4D9efvtt2Xb4xgHDRqUdE1i7LnzzjtHwSYLCBwKgavcc9MYZLd840aPnsHgOI7jTI8HC7WJKoC2FLCq9sepTaxdOwRkqVBuQJCs4vPPP4+mf6T/n3vuuSWvkrMftGY86qijwnfffRf69+8fPRAIyN94443w0UcfhXvvvTcceuihYYsttohihjXIYKjbqpO2i+zvWWedFb0jWKHPAp4CmFOqYD84VzfffLNsm5ynd999N+l9g89GVjDBVLy3EIoULSoBT40PPvgg1Dpu8ug4jpMTrE2GnerBWsaA8lr2jJPaw9o5t7Q/Q4YMqYgRHcEm6f9Dhw4NhxxySDj44IP/vI8JwjFOpGtDoQMERoGFld5ddtkl9O3b9y9mgvg8FIz32AadJej+gPjAhy4STeHPUBcyEyiVOPPMM8NSSy3159+zL126dAlvvvlm8u9o1apV7KJxww03BBWUtHCOFl100ekMLrNCqcfCCy+c6bu9e/eO+5DSXjLFu6Fu5owqi2HBBReMppG1jgsMjuM4Tk1gaZJvcX8s4RkMTp5QpforzBkJ7AneKwVu/EcccUQMjNdee+24wk0HCLoFpDDHHHPEWv3ien2M+RAtnnvuuXhcU6dODVdeeWXsmkAtvFp0X3zxxWP3h+7du8fU/rrbx6NBIS4UuPzyy2NGhPJd8dlnn8WskUceeSTZu6BDhw5hoYUWKvt7ZC3wobQmhZTWlnXZZJNNwi+//CLZ1r8F5ULVjgsMjuM4jlPjWMtgAEvbUR5XHsnr2KjuC9X4KISK5ZdfPrz88suhklCX/+KLL8ZPJSETAzGBD5DtQPCM8R8CAwE0nR8IhDfaaKNM55PSAurqMUmklWJjATWlHkoQVe68886w3377SQ19ySA58cQTYwlK1vNL9sHVV19d9ncJ4i+99NK/lJZkgayD4cOHBwX77LNPvG4U/Prrr6HWseee4jhO7vDUfcexj6VA3Np2nBmTx3FWHZOia4NqO7QXxORREeBZhRaPrPzff//94bzzzoueCASjPXr0KEn0wEeCto50fyBDgtKMfv36zXC1HhGC8gkleANwvvbff3+ZySdkNXwkA4KWnoxtltaQI0eOlGV5HH300TJvjkUWWSQ5y8b5f7jA4DhOxcnjxNNpOvz6qfz4WCtJcHPG0sbICpb2Jc8CA4FzKpRH0KWBYHjEiBFBxayzzhozCipZfpGyovz6669HU8ltttkmnHDCCQ1mIJABgZlmoftD69atS/49e+21V2jfvn1Qw9jecsstYffdd5e1mszSTvG9996LJSqMIfvU3Kv7CD5bbbWVbHuK+wv+ZrD7SVPjI+A4juM4VYrFQNxSaYM1lGnO1sZHsT/WjkmF4rjwG1AFQIgArORjSEj5AMaJ5fDDDz/EFezJkyfHoPe0006L26OrwgsvvBBXlhEwFltssWANxnHMmDF/+fv77rsvllHg4bD00ktH479y4d6+/fbboz9DJWAf8X9IvZ5WWmmlcOGFF5b1HcZtjz32iMJLyjNsu+22k3VsgMMPPzwafipQiTczC7xSqh17MqPjOGawFrg4Tp6wFGha6/5g8dljcZ8UWDrvKqztj4J77rkn1uQroUyCGvZRo0bFlWA6DBBk1w26EA1oCUjt/ocffhgDOgwVWc2+++67p/t5VvwLq/4IEZgJjhs37s/v0vmBlP/mAGGFloSXXHLJdH+PwEI7TEVHCoQJxBe6JFSimwC+CYx5165dy/4uJRYbbrhhzORYddVVy/ruKaecIvHuoGsEIkNKe8piuF7xk8ibV0q14wKD4ziOUxHyuhppCWsBvUWTR6e2AnGLx6VY0Xzrrbcyp6XPCDIjEBrGjh0bA1eCtueffz6mxCMMfPLJJ5nq/wkmyZLgU7inyXp49NFHY1tLhAq6P3z++edxhbwS7TMLrQPp/rD33nvHjIu61wetO5XtLjnfdIBYf/31o2hz1llnyYJOSgzIFilXYEAk4nww9ngolIuyO8Y555wTnnzySdn2Cu1OU1Gdo7+LfTiqERcYHMdpEJ/gO459rAX01oI7a2Pjz9XqQXUtKwIXzOwq7U5PoDZw4MD4qdR4LrXUUtE8sZjtt98+dnxYbrnl4n/xiEAIaNmyZVImAZkUbdq0ib4KLVq0aPBn11xzzSgKKE0UgYD+3HPPDRMmTAi33XZbWHTRRZO3ucACC4TddtutrO9cddVVMainxCGLuADzzjtvUHon4FehaueoMixVlTb8zTMY3IPBcfJIHif4juPYN2cESwG0tQwPpzbNGRWBK90fyDRQ7ZMlyFwgg2D8+PFh8ODB4eSTTw5rr7122GCDDWLpQqntLhFgaMNJxwVKOp577rlw/vnnNyouAL+D7IZK1c6zL4goqSUTCy+8cOjfv3/YZJNNSv7OxRdfHEsIpkyZkvS7yULJ0jWiIcjsyNrJoi4qYUiVeTCLQaPTpsaLRBzHcRyzAaJTXRkM1gJxjsnS+KjwUpSmOVeqjAHFSi3lEeuss07YdtttwyuvvBKUWFxxxacBYWHQoEHRH4IA95dffqn3Z/GJ6Nu3b+wC8dprr4Ubb7wxei2Ucz/dfPPNcRuKLIP6mDhxYjjyyCMzB9DrrrtuuPPOO6OpYalQeoLfhMIclOwHPDdUkEmBH4cClTCkEBh49sxaoVKmasLeE8Vxapg8riA6jlM5lG0hVVh6/lgTPPI4xnkeH9oVpkLGAd0VVEHZU089FU3y9t133+hfUC7sC98jYCVNnW4C77zzTjjjjDNi+8FKBdipYsPQoUPDsGHD/vJvX3/9ddzvs88+O5ZfzDnnnJmfFf369QsPPfRQDHxTV/zrI8v5onMEpRb4Y5TbkpFrRXkcGDNSvqIC3w1F5wZVQK8QGBAT55prrlDreA6H4ziO4zjm8CC6ushrBkwqmNmpMwS+/PLLcOutt4aRI0eGHXfcMZoILrHEEn/5OVb8KRMYPXr0n10c+NCmEF+AYmg1WRAg6FiBKeD7778fv4cxo9qfoBxIze/YsWO9xoZ0N3jmmWdkv2u99daL/g14NxxzzDHhiCOOkG2bbZaTPYN3BG0vEZOytM3k91FWMW3atKAyy0SIwhBUdX8hEKW2M80yNpXKhOCemz2jz0WecIHBcRwnJ3hA5uTl+sljoFmJbaXippOVDzjGjBlTsYCDVpG0HKTNZK9evULnzp2jOPD6669HcQAxAXGg7jWHqWFDzDfffOGAAw6IH2CFmVKFJ554IooNhc4Pn376acWvZcYNv4FDDjkkmj42Vb079wVjh8Dw0ksvheuvvz5JJGKFnRKDyy67rOTMGUpCaHeZAqIT18Q111wTVHTq1Cn6WqhQnD+VwKDYFzKWZjL2/moOXGBwHAFe2uA4TnM9N/K2L07TQYCYx/eXKmNAITAQXFZ6bEjpJxjGQ0BRb193/2nxyKduZsTpp58e2rVrF1ZYYYWw8cYbx/8nnT8VVrTbtm0bDj744LDllls2+rNnnnlmNIcs1QiyHBBXEHAWX3zxWIJRLggFZIv07t07GkmWCoLAAw88EBRceumlscUp5RLKbiNkHtDRIgWePfPPP78ZgcGiF0m14gKD4ziO4zi5JY8mj9b2x5pApTJnVBwXxn74BzTF9aAWFxoL6PADwEyRFH64/PLLYyC+6qqrhrXWWium9fPfcqBFJSIFXQ9KTZsnQH3kkUdCt27dZG0P6/L888+X/R2ySrh+nn322diWsRzeffdd2f2NQHTHHXdE3w4VHBdjkmr6SIaKQsRTZbEo7ndEit8NPZubC5dqHCeHWJvsOY3jLyMnL+Q15d7aM9Xa/lgTcVQCw3/+85/kbRBc0nLxwAMPbDIBoLn47LPPYmA9YMCAWNqA+eJjjz02w+999dVXoWfPnrEcge+WW5OPN8CIESNiyUhqWUF9tG7duuSfxauiUK5CZke54gLgqzHHHHMEFQg/jCvlMgoIohXXsqp0yJLAgGDyew7fgeXiAoPj5BB/uDlO7QR3TvU8D60JMMryCMW2VG1FFd0fgDRwBQSZN9xwQ9hwww3DRRddlEkAYVy++OKLsMwyy8TVaIJYMgjIFCBrQNWqT8XPP/8cDS7JLCBFvyGuvvrq+F/8CVLKKwh6ESb222+/WLqhgGsa74fzzjuvZHGBn+dYKCPIyg477BAFCiWIPe+9957k/sJnYPnll89VaYPqGca+/E/0/KlmvETCcRzHcZxc4mJQ4yjFDlW7VCbnqcGy4rgwSsRrQMmkSZPC8ccfH1PWaRGJSNDQ6iudIkj9Z1Ufw0FMG2mjR/p8cVu+/fffPwa21Ng//PDD4e23344/ixGjogVgKvPMM0+Yd955G/z3QYMGSYLVAt99910UBBgrPCmyssgii0TfBFpXlnptX3zxxbGtpIJrr702ZhyQEaKC65nrujGTz1JgPFZeeWVJdxArzx7uIUUmhKp1dLXjAoPjGMIfStWFpZVIx8kT1lb6wdr+WDouZQaDKk05FbwFKtX94ZVXXomfu+++O7aHZMUao0IEBVaZC90a6mZQ0HawWFwoPt6tt946fgCRhkCysD22xYeAldXnpoB92mKLLcIll1xSbwvNSs57EFZuvvnmcMIJJ9Q7Xo3x/fffx5INWjFusMEGZX33zTffDCoIvrk+yDxQwfVMVkmqwMC+zTXXXLkqbeC+UGUB/Z7Td0U5uMDgOIbwh5LjVA4X8BofG2vPH0t1/Xm9dpTnXZXBoEh3LjeorA9S3Ct93ul8sNtuu8XV8s8//1wW/DOGGCwWmyxSlvHqq6+GkSNHhnHjxsUODauvvnro2LFjLLtQQebARhttFNtcdu/efYZjuOuuu2YyUZwRGD4ynuVcC88880w46qij4riUKy4UvBpuueWWoAJvCcwzyYxQXReUrqSi8odQCQyqsg/Fs6eQhVXruAeD4ziO4zgyLAkV1lowWhobNYpjI01ZgSJQoD1iU5QYEPh/+umnFc8sIPBff/31wymnnBIFjeuuuy4cffTRMZheZ511wt577x2D2azeAaxqb7vttmHw4MFhzJgx0RuilPvv1FNPjb9TPdZkhZQTCFNeQtnKxIkTM18/dAyhu4YSsla4PhRwjXHu8+SdoAJRQPG+QDT5vybKErKMnTPrOFVMnieNjuPUBnld6ffnc+UhUFCIA6ogU+GdsMcee0RvAMoM8syPP/4YyzXwhUBwWG211WJWRTm1/5tttlm48847Y3ZEly5dynoOcO0suuiiMeNBRYcOHcI111xTVrYD5RSpXRZIsUdgSS1BqK+byTvvvCO5LxCT8iYwWHrGIzD8R9B9ptpxgcFxnJrD0svIalBmCR+f2hQqrN2nTuUFBtXK37Rp0yTboTsDQgOfxjohlLI6SuCx0korxZIEVsrxSyCwtthqEqNCShdmFKTjEXHSSSdFg8lddtkl8++kjAG/gYEDB4YU8E844ogjwr333ltWaQStNDHgVLWEvPXWW0PLli2DCjIxnnjiieTt8Ezlms5TaYMKjkmxP2znV1Gb3GrGPRhyjmpi7hN8x6kcll6yjuNUDqVwojJnVKwisg0r7SVZeWdFWgVB61133RUDPNLfe/fuHTbeeONGvzNlypSYck+6PYaN//rXv8Kzzz4b1l133emM5AjQMZOcMGFCXKHmZ+keYQGOuzHTQtL2EXLOPfdcye8je4XVfzo3ZIFuFNxfV155ZdnfxYQSQUKVQYP3xdlnnx2zOhRwzXA+FJkHCv8ElcBgCc6/CwM68neFOI7jVBku4Dl5CXyV17ILb5VH1bUBYUBlkJYKgSZ+A2roLDB06NBYMoE/w+mnnx4FA0oMEB/Gjh0b20kiEtAisjggxDCwPtPABRZYIJoKFgsOrKZj/sg26PyAOFG3m0SloUMAGQkXXnhhgz9DtsHCCy8s/b0YXWahf//+4YILLgjt2rXL9H28KTbZZJOYiaGia9eusYOGArKDaPeZypxzzhksYWnug4ijEBhU7S6rHR8Bx3GqhrwGHHk9LkuThzyTx+tHmX1naXws7Ysyg4GVX0VPe8XEPKWUoRQQFGhh+Pjjj8fuCz/88EPMWFCA4LDnnnvGTwGyBBAwXnrppeiVcMwxx8SAGBPD+eefPyiZe+65Q9u2bUOvXr1maFbIarj6el555ZXL/g4ZIIgLnJeU58R5550Xy0IoEVFBwPraa68lezKQkaPwdVC1XbWUhaVC1f0Bn4s5jQk5zYF7MDiO4ziOI8PSpFGJpXaO1jIY8E6wclyLLbZYk/weAgnKGlTiQkOQJYDgcNFFF0UPhwEDBkQPB/6fdpB0a7jsssuSSisoEdhnn33iCv6DDz5YUieEQw45JGZ1qFhyySVDv379yv7etddemyQuFNhwww2j0aNCKCtA1oHCJJRVcbp9pOLmjJV/xiMG/UN4DVUrLjA4NT1hdBzHcf7An/MNYyV4tnpciq4NoPBOuPTSS6PgkXcndwSF8ePHR0NBMg5atWoVtt9+++hBUKrhJl0y6BxBZgTbKafDwEILLRQDVoXIwDYox1hvvfWarKyiPhjHzp07S9ul/vzzz5LMHnW2Sgqq8bH2zlE8D3kWzuIlEi4wOI7jOPqXrFNdkyuL3gmWxsfaOKsyDwrbSkVhjkd6siJYJdBu3759NGKkBl5l3McKO9tu0aKFxChPDaUUtInE02HHHXdsNAhEnKAtJOaSCDKLLLJIpt/JWBx77LEJex2irwX7WlwWUg5LL710UELnjNR2lcXXNGUnqahS7lXPVFW3F2tZYZb8aKod92BwHKfi5DFQcJy8Yc3k0am8d4KlFc0hQ4bIxABqzVmV53PDDTfElpB4Fyy77LIz/C7p9mPGjImmjc8//3zsGtGmTZuYHVAQFuiuwP6+8cYb4d13341mjMrOFalgNtlQLTglEFOnTo3/TYVr8NFHH42CBRkN5fLkk0/GrIH6DDBLhXIRzpfq2kEQ+Omnn+I1XdzxIwtcS2uvvbaZ0gbV81nhVaBEVeZVTmvTxu6J/xkbn+bABQbHcZyc4MGd49QGTIYVabhsJzWIUolTd9xxR0VSixED+LD9zTffPBx88MHRIBEIwhESRo8eHUUCAvOPP/44BuBAcFhfJwAyGehcUDj29957L4wYMSK8/fbbsfsDn08++aTJRQfGb9NNN40tEhta9b7iiiskHQmKSxTGjRsXs0bKgdIBsh9SPSzwoLjnnnvCQw89FJTjSCcPPC5STR7pNJKKIvAFxb1ubc7C/acI6BGoFM8fOtj8JiohqWZcYHAcx3GcMvCMnNobZ2XZh2JSTeCiCBYI8hSGZKnHRIAwadKkitYuU35x3333xUAUU0PS+2kBSTp8yvnl2DFc5FN8PO+//35sOYnoMHHixNCnT5/YoYFsCJWbf4EFF1wwCgt777132H333Rs9H6ywKgOgeeedN6yxxhplf+/qq6+O45IKx3rVVVfF60cF4gzdH1IFBu5RhXeCKltJVdqgQvEs5FpWjI/qmYrA8D/PYHCBIe9YmqA5juM4NrHWztFaNo5KGFDWQCsmwxghKo4rdRt8n24J33zzTag0BBJkKfCpFAQ8xaIDRornnntu/ODlsMIKK8SWjJtttlno1KlTJk8HxBgyLBAtevbsGZZaaqmSvtejR4/ou6CA4A6/h1JKT+pCxogKfBjITCGTwlIJksqrw5p3gkoItOR5wLWs2B/G5n8uMLjJo+M4DWMp4Mgz1oIpx2lurD17uEdV96lqMqzYjqr7A0F7CozteeedJ0t3tsynn34aPQNor9i9e/dYbkHWwRNPPFHS9ylv6NChQ7j77rvDCy+8ELsvlCouQNeuXeMqK6aQKXCuKAUZNGhQpu8jKCk57rjjwtdffy3ZFvdFFtGkLqp2harnoereslRqoRwbxTPVmljfXNhxCHKcMvCb13GccvHnRnVhKWOAyaeldF5VRoWqleP333+fvA2MGDt27Bi23HLLcPvtt0uFBgIiVR27GjIphg0bFnbbbbfYwaCxcpbXX389ej088MADYdddd818DbRs2TJmMqTcH5hfUuqR1c+BLhZZu1c0tHKsKv2gHp8sEyuBeF478yjucaWpooVsrrzgAoNT01h72DrVhb9IHMc+llqYEbiwemzJyyEVOinglq+AevWnn346ruxT/37KKafEDgWlQqDxzjvvhFdffTV6ErCdc845JwbmrG6z2t6tW7dovKc0OlTAuWjsfFACAJRVpMK1gz/E448/nun7AwYMiGOZ4iVB1kXBbFMFAkPBoDN1O4sttljIG5a6SKiylSy2WP5fzrOwSsFNHp2ax4PEyuNj7KTgQmBtospgUG1HkXlAVwGFwEAgqqiDVtxb119/vbxlJhN0XPz53HTTTTGoZsWbVpHFQSDCwciRI6OhIun6ZANg3LjMMstEc8X6gvRCoE73AjIB2AbdI/AE4LuqspFS4fpcf/31wxFHHBEFkcZKK5TjzDWEyeJ2221X1vcI4BEYFONEWQzlIiq4JziHqeIA46xoDWnt3WVJYFBlc6lKEsg2UWVU/OZdJFxgcJoWaw/bvGJtnK3tjwsejmMblTCgNABTbIeSBIXAwHYUAoMihZsWjZV8pn722Wdh6NChUQwgbX3VVVeNJRmIAgST9a36l3Ku6CRx2GGHTXetcCyPPvpoFCcQHBAtnn322bDBBhtIzlvd7gtkWXTp0iXss88+M9xnxAc6L6jAbHKvvfYq+3tkLtCCU8Hiiy8ePSFoI6qAMSRLyIqJobWVbEslG8p5oeL5o2ovyXb+K7gGqx3PYHAcx3EcxxTKmmNFsID7ujWBQYFiX5qq1IBJO4GoKhitC+eXzg58io0DN99885gRQUeIVVZZJbRv3z76RGS9HvA/wG8CDwO2Vyr7779/GDJkSBg/fnzYcMMNQ2rLzhNPPDGKDOWCF4SS0047LWyzzTaSbREgKq5HawKDSsBTi2RWjkvxvsCQU9Flg2vnV0HpWbXjHgxOTa9uOY5TO5krTnUJAypTRQWqHunK9pIKFIHU6aefHoPtPN7vBQM5shnwLLjssstimQbtIY888siyOjGwWn/MMceEl19+OWYBlCMuFIsTZDLUV/5RKmPHjo3lIUcddVSm7yOuKAPVOeecU1KOAFyDCoHB0ko/qOa7lgJflTmjUnxRPFfZn/8Zy1xpDlxgcEoijxOHPB9XXnFRyXFsY83zQNX9gdVz1aqmApXAoEjlJVDec889Y+D9zDPPhLxT8H646qqrQtu2bUvqoEEpx1133RUuvvji5AD43XffDccff3ym75L9sO+++8byjKxwnintUF/PihaT3O8IFnmba6ieqYoVetX+qERJpS+JQhhgGzMbauPZXNh5WzqOk1vBw9rL2qnN69CpnswDlXcCK3aK7WBop1i1VRmSqTIzvvnmG8l2FlhggdiRYNy4cWGLLbaIQWznzp3LvhZIvydAXHbZZeNqPWUJeCVMmjQpGhK+9dZb4aeffgpWQKAp5Xx+9913oU2bNrLfi2BRLoztoYceGr0rlltuucy/m3N68sknx0wMFXSj4PySHZEC50J1nypQBb+qrCe1GWvqGFvaH5XAwDNhNlFGTjXjAoPTpHhpQ3XhwoDj1A6eedC4wDDrrLMGKygCDlaMqcVXQrvKESNGRKPEiy66KPoVUBYwxxxz/OVnWfmngwCiRMFQkdR9sgMQGOq7HjFhHDZsWGyNyf9/8MEHkpXvcmHfEFIuueSSkrIB+BmFd0IBTCfL5dJLL43tOxXQeWLnnXeWCVQIDJx7BarOBApUWU8KQVFV5mWt9a+1UhQXGP7ABYYawFcjHcdxnBm9JywJDEyoFftDSrBiNUmVwaBqL4khWSp4ClSqJpvz98ILL8TP7bffHrsksILP70QUYBWdlpKff/75dN8ja6Gx1fUVV1wxrp4XwANh+PDh4aWXXoqCA58sq/vlgP/CgQceGDtQlHqtL7300rHNJvuakj3AKjTB/RVXXFH2dydPnhyUnH/++aFTp06y7eVxrqryqlDcp4gLqjFWZR6otmPJ80CVfVftuMDgODnEMw9qkzxO0JymQVnaoDJnVJVIKGqyVcIAq1uKVUSOKfV+b6r3BIaEp5xyiqw8pJiFF1449OjRI34K4/v000/H7AlaMG6yySaxXGPuueeWlIHst99+4Zxzzskk8FDmsffee4fRo0dn+v4777wThZQXX3wxUzZNcXcMBS1atJCMa+F+VwiBPH8slUiorneFdwLja8mDwZowAIpns5s8/oFLLE6o9dKGvB6X4zhOOc94xeRKJTCo2kIScKpWk1TpswoIdv/9738nbWO33XaLhoNNJUw2xe8h8Kbl4XrrrRdbOtIpoVWrVqFLly6xe0JKCv+AAQOiSWNK9gjlIJhDlsvIkSNjSQKlFllLdQ455JCw+uqrByUIA2SNKJ4bCoGBa0yR3aMqJVBkHqj8VngOWnoWWittYJwV4hTb+K/oOV/NuMDg1DTWVnxd7HAcpzmwlnmgEhhUbSHJXlCs/qlKEhT11ASqrPyzqv7ll1+GvEJpwNChQ2OATkvNLCyzzDKxzEMB5TblgDBCScb777+f9HsJ4I844ghpi8lFF1003HvvvWYETo5N8dxQeSdYCzSV5z5vAoPqXYHA9e9E8TcPuMDgOI7TzFgTupzqwlppg2I71JorJnuq9pKsYCuCBdW9jneBYqV2oYUWCg888EDYaKONQp8+faJJYwqMNZ0f8Fvgv/PPP3+wAp0crrvuukzHiG8EGRGprL/++qFnz55lfee0004Ln3zySVBAFgNtJlVwvhXeDtwXVrxJQCFScEyKEgBlPb+3T6w8jPH/iUpRqhkXGHJOnksbHMdxnHxmMKgcz1XbQWBA9LCyMqpy3C8OoM8999yw7rrrhuOOOy58++23M5xbYKZ4zTXXxFXxwYMHh379+oXnn38+tpLEBwHPADpCkDXQrl27aHTY3OBdkSUVn+uof//+4Ysvvsj0e2kRSQtGxJy55pqrrO/SYUMF9zilHjM6v+WgaBtKQEa5Tiqq9oCKe115zlTCgDXPAxWKdxdjnNfxaQ7c5NFxHMdxahxrGQyqEgn2R5V6raiFxhQvdXWLgC5roDsj3n333egzcP/998eSgL59+8bx++GHH2LrSTwE6ACBIEFbyUI2AIZ/9ZUfLLnkklF4ANKGH3roofDUU0+FN998M5o/Tp06NTQltHfMKvKwv2QTDBw4sKzv3XfffVF4eeWVVzL9blp2MtYqVlhhhT+vQ5XglQr7QrlFnkobeA6qsg9Ux2UtW1I1Porj4jmn8syYxch91Zz4CDiO4+TkZe3UZmmDAlXmgWo7KsFDdZ+q6nNXWWWV8Omnn4bll18+8zZYfa50bTcCAsLArbfeGsUDhIdUMYAskN133z1+CiULBN/PPvts7LCA6FDpFUTKNlIoR9jhXujdu3e45ZZb4nnPGnT06tUrihOMl7L7xo033hgOPvjg5G3NMcccydsgsFtiiSWSt6O6L5TGigq8tKHyz3hVlxuuwdlnnz3UOl4i4TiO4zhViqrntrUMBpW4QE22oh6WlXpF+vV8882XvBpNIIZ3QlNAtgLlDpXINKAjAm0f8UV47rnnwmuvvRbWWGONKECQJVAJozQyMbLCmO+///4l/SyBSrdu3cIVV1wRvv/++5BCx44dw+GHHy4NMinTeOKJJ5K3w3HS0SQV7q2s3TEqITCoFg9UK9mqc29JtAVrJdyK40Ism1VwLVc7LjA4jlNzeOaBk5dJkTVhQLUdRBPFfUoQqwhUCUwVq1IcU6ogxPiy8szquKorhQXwaKC95LBhw8Jhhx0WxQa6XJDZoAIRIwu0urz++utD+/btS/p5Mj/oXKHi7LPPDnvssYfUPO7jjz+WCG9rrrmmxBsjj5kHqu1Y8wbwOVTTZN9VMy4wODWNKiXKcRynXBTPHmvmjByT4rjYF8WkmlXn1M4IhZVRRYs3Sg8IVlMhiwFjxc0331wWyGKyx2q00rU+daxuuummeIzdu3cPX331VfI2yzFM5DqmNSRiDhkWZBKUCgaXqmAXuMcpacAsUoVCeKNch44hFowilYG4KmPAWi2+tQyGPM6/uXZ+z+FxlUuzv0WuvvrqsNxyy8X0KNyLn3nmmQZ/ll672267bawd40W48cYbh8cee6xJ97fa8IvccRznD/K4qqASGKytuqgmacwVUlPUC3Xmv/zyi2QFfcEFFwwqMA8kFX+77baLBorltLm84YYbwt133x1Xxi+66KLY8eHLL7+MgsWuu+4avRcsgLBw2223xUA2Na1/scUWK+nnXn755bDTTjtFoWDQoEExE6YcKP1YfPHFgxLSrvGQuOOOOyTbo1wnFe5RhTmj4t4C1TNMJTBYMjFUjo9KyLF2XCpR6T+GupDUpMBw1113RfOaU045JRrY8PLYcccdY+uj+qAOEIHh4YcfDi+99FJs+UO6Gt91HCf/uGDmWMDS6o3Kg0E50bPUMozFi5S6++L0fYLvVD755JOghuyKxx9/PHoX0A7yjTfe+Mu/jxkzJs61unbtGhdzVl111XDggQfGn0VoOPbYY+Mxcu522223uKBDaQKLQAgYa6+9tsTMLwXaX+KBMGrUqEzfx1jzrLPOmuF9gLklc1G6ZmStpUYIoKuGIogvBnEK00gFLO6lQjeKPJY2KLKVnOpD9e76P2EpU7XSrLk7l1xySTjggAPiSw4uvfTSmJFAX2X6MdeFfy/mnHPOiT2Fhw8fHlq3bt1k++04juM4FlBmHii2w+qNQhggsFMFHYrjolUgq9lkCqSgEDsaWwVmAYYsCdL6EURorUgHCBZuyj0vBI94IfAh8H7vvfdidgMdH9gu5QOVPJ76mDx5cjjhhBPC+PHjS15l5lraZptt4hxyxRVXbPRn+/TpE7M5FAHCIYccEsf81FNPDUoY+9QWk5RHbLHFFsn7UgkjTgsCg7WVfhXWMgZ80Si/NJvAgKJOFsJJJ5003d/z8qbWrdQbl5dbYw62pKkUp6ooUiUdx3GcpsNS+qMSxeRKOUFTbIuVP8WkGkNFRZBHzXq56e31QRr42LFjk7ezyCKLhKYIwk877TT5PciqPFkQxSaB99xzT5g4cWIYN25cFB/IoKh0pgPlC4goM1pYQljYbLPNYgeGTp06lbRtjke5+og4w3gMGDBAtk2CesQkOkFkha4ge+21l5nSBlVJgrXtWAugVftjxadFLeSo/IxmMea90Rw02xWCss5JqFu7xZ9LbYd08cUXR2OYLl26NPgzZEIwuSh8llpqqeR9d/JDXgMXa1h7yTq1iaXSBuW+WGoLqco8YPVcYWjHXEMhMDA+iuPq2bNnOPHEE6UGgM3FMsssE4455piYsk8mKnOxlVdeOWy//fbhuOOOi/4QlXj283spd2iIF198MYwcOTKW4eLZUKq4AJVo/7nvvvuGJZdcUtYNY/7550/uuoCAhz9JKqouJtbaOSpbguYxo8KawGCp3JAF9H/84x+h1vmbtZum1MnSkCFDYp0cL5DGVgROPvnk8N133/35qUT9o+M4jvNXXMBrGGXgZaktJAKDYhKLKPDFF18kb4dtKOrEmTso2vFh/HfnnXeGrbfeOjz11FNBASvZqjZ/iuwJgnsWgEjBX2eddWK5BhkOClgkOu+88+oVjTjXe++9d8yEpXPILrvsUva9QTmD2pwRVlhhhdC3b1/JtsgkSb3n89q1QbUdS+VZyu1YWum3tviEMJDVc6UYMqBmNiZQ1ZTAgErMCaibrcALYkaOtIgKeDfgfkxdXWOgIqHSFn8cx3Gc2sPSZMbaJE3VtYGVSMXknBVWFgWsTPYeeeSRsOGGGwYVmC526NAhdO7cOXZvKBXGhLkPWQO0TSRLk3IBAvsjjzwyrLbaamZWF5mwv/rqq+G6666LgspWW20VxZUsIBLR2QIzS4wq6zMBR9CgwwKtE7OCuePAgQMlBoh1wZA8tfyCjAHFdajyTlA9w1QZDKpr39pKvzWx3tq7VAH3piXD5Gqn2YpEUIlwMuZlwUujAH9urNcwmQs9evSI/6XWz3GcyuEPSscC1q5DS/ujdE1XCAME84q0aVVJAgsWCqHiww8/lDvL4yFFzT9iA/Me6vSLsy04fvwNRowYEY0aP/jgg7gftJikOwGmi8Up/VdccUWcJPPzdECgQwTGlNOmTQvNDQHt6NGjw7PPPhvFmptuuqmka3eJJZaIwsHRRx/dYGDN9UbpCeaHChB+yJRgrqm81yn5SfVOwPcCg/NUVD4TquePtQwGa2aI1rBmXqm4DlWGyapswGqnWV0oqN3bZ599wnrrrRc23njjcO2110an40MPPfTP8oZPP/003HrrrfHPiArdu3cPl112Wdhoo43+zH5gpUNRY+k4juPkd1KUR5jMKCZ7ZPspgg5WIlm5tjJpJDWdlP1UFCJFYz4RtIokE4HST9owIgwgKnz00UdlCTaMP2JFYaHmm2++CQ8++GD0JaDrAx+C1OZqo8a1cdttt8VWmA0tJhEkUlpBhirzxBn5Inz99dfxmJRgIIkQQjt0lc/JwgsvnCQuFO6JpjAKLRVFSjnkNaXcku+PEmulFpYyRVRZfNVOswoMpLl99dVX4cwzzwyfffZZWH311WOLJQx8gL9DcCgwaNCg+FI84ogj4qfYQOfmm29ulmNwqhseJtYe3I6TF/I6ubJ0XKrJDAKDwhGegKO4c1NW2EZqMAYEp6z8K7ZT6VU7RABWz5WTUwwBmSPxAbZN2QLBMwLGhAkT4twKg0aMCJsCWn6SwVqXhx56KNx3332xBITM1lIn+2SprL/++jEDVsliiy0Wu1BceOGFsTVmKquuumryNlLKPyoR2KmyelQCgzVPCEtlcBa9HBTCgOp5qXqXqkT/aqfZ+2jQPohPfdQVDVSGSI6Td6wFZE7T4JkH1XNfqMRN1aSIQEGRecB2FEIFGYqKOnjGWVFvTucHOiMMHz68oqutlV75Yt8J7gsBPuICWaNkTrRs2TIaCOLjQOcFAmLlM4VttWnTJlxyySWhRYsW07WdpP0lczxEDrIbygWfB8QZskCUINAgeKQKDNwTHHsKPC8UnVWUwoBqO3n1TlC9c1TPBSv+LAUUzxdV9wfE8ebK7Mojtq40xykRzzxwHKfan2GKyZXKnFE1OeeYFB4MdG1QmTIrDOQWWGCBuOpP2v4LL7wg2S+C6QUXXDBY4Pvvv48mhJhon3baabF0lTKF/fffP/pEpAQ4s802W2jbtm0sg8WHoTh7gd/Xvn376BmRIkyR+Ur2Q32ZEangeZF6j1HCQUlwCpwDVQBtTWCwtuKrCugtZbvldTFDlTGg8g/i2plFZFpazbjAkHMsPQQcx6kO8jopUmGp9ZhSbFVtR7EKRBs9RX03nalYlVfBKjudBig5oIyz1HHF+4DWjRdccEHYfffdo7cUpoT4TJ1xxhlh0003lbTTVEHWB6UUZJKyvwgOlLOWc25XXHHFsN9++8XSBYSFAw88cLqVRsbl7LPPDlOmTJHs8/LLLx9FoE022SQowTsh9V4lACIbIgVl5owqALJmqqjC2jM1r54HivFR+i8o9odn5EweezV/iYRTW3jmQXW9ZJ2mwV9GtXlfWKuHVaHYH7oHKLoC3HvvvXGFXAmmgggEdH846KCDQp8+faY7lz/++GMMqumYUDBWxKyR9HZMqTmupZde+s+fJ2OAD10haLNI20pMHukYoUqJT73/EBv4UM5w//33N5rpgWk3Xb7IfiB7obHtqo8PMYD9Sy1HKGattdaSdAxJhWtMlTGgMme09uyxZPaX53eXpVILVTagClXJRrXjAoNTlVh6mDiOU1tYymCwaACm2A5ZB0OHDk3eDoH9nHPOGSoBae+nnnpqNJHcfPPNw3PPPReFAYSCUrMb6q74n3766X+eU7aL58Nbb70VxQaOBePr5qwT5tjqK69AUKGVZK9evaKJYykwCd9uu+3CNddcIxcZKJWglGWDDTZILo/Yc889k/dJ4QMCjQk25WAthdvSswesBYj+rqg8PHMV590XUv/A1hPGcRynirAmdFlL68wrqvNurc5XtS+K1VG6WhR3kcoKK76VHB+2PXjw4HDTTTfJrzFabPbu3fvPv0NYwMTwscceiwH9kUceGQNpsgXUhoz10apVq9hRoXil7qyzzoptJ8lEyNLFYcCAAeHNN9+M2SBKMAi9/fbbkwWGadOmRRHEyr3OfZHHgFUV0FvLYFBhbX/yeFw8XxUZQmzjN29T6QKDU9uKnOq48jg2jpO3+8LSZEaJKk1Zcb5oo6dqd0gb61R69OgRrr/++rDRRhuFSqEwBit11RnjRT74Deyxxx7RJJEsCgJqsj5WXnnl2E0BHwJVsEVXCUSMvn37/ukTwTF37tw5Zlhw3RR3hSg3YCZTZfvtt48mk0rw8UiF7AzFOKrOhUpgsPZstiaOWwsQrQlCKiztDwKDqhvFfwStmqsdz2BwmpS8TvAdx6kdrE32LE2qSSlXmRUqJmkE4gSwGOyde+65yanhTB4J4gle6XTRVOLCjMYJX4eCZwVZAZRbtG7dOrZ83HXXXcueONPdYsMNN4xiBV4KdbNSzj///PDggw/KShrwtFB7ZbBdK6UNKs8D1XbyirVnqrUMj7yiGGeEesW7nXfMrwbeC82NX7E5J6+ZB46TJ6HL2mTGGtbqc/M6zorafqWD9nzzzSfZDun7F110Udhyyy3DqFGjygouKUc44YQTor8AbQbxWZg4cWI0biR7oGvXrjGYtxQAcA7wbcAwskuXLrFDBW0gS6nvx6DxxBNPjNkEI0aMCIcccki9Qa2ifKWY1VdfPfTs2VO2ckxnCkVpg+peV2UeqLB0veb5XWrNH8fa/qjwOYI9PIPBqdqHSV4n+Y7jVAZrkzRrkz1FqQWp8nRZULSXpBRAydixY+NqfqdOncLll18e5pprrunOBaaNdCCYNGlSNDPEWJEshUJAduONN4ZVVlnlz++wLT6sViFcjBw5Mrz77rtRfPjnP/8Zfvnll9DccE6ff/756NeA10FdsYB9pKPFVlttFTMVMKsshbZt20bfCaXhJCLOwIEDJdvi+lF0klDdWyqBQSXAWAvIrJHXd4UKa20zLY0Pz8RZPdPIBQbHcaqHvE5m8oq182WtJ7kKSz3JyTpg9TwV0vzxGFBDTT2BMeUECAa0scQ4kT/TtYEWk1lMvfAQ4FMYR4QGMgDoKoHYwEe96l9uqUixgRnCwplnnhmGDBkSxo8fHxZbbLGytkdnhZtvvjmTsWNj1/Hiiy8uy1pRdEpQCQOq9pLWAlZLzx6L75y8Yu06VGyHa1nxbkdwntUFBhcYagFLD1zPPHDyhKWXY56xtsqR10n+zDPPLNkOmQCpvcDJIlDtT32MGzcuZkioauzrXq/4NPApwHiQFXHxxRdHXwNKAlq2bBm22WabaECpCkDryyghy+KCCy748z7i2I866qjw0ksvhUUWWSTMM888ZW+XbV122WVRVClkeSiw5N8BqvOiagtp7V1hTWy1NN+1+O6yNj6WUI0NAsPMFXx3VQteIuE4juOYJq+TImvBgiqYokTixRdfjCaBzb0vjVEJcaEhEFsQHOi8cN1110UfB6DNIyUK+Djw7wgOO+64Y9IKGPfLWmutFbbeeuvoH4GIUCz+4CVBtkYqtMY88MADw+mnnx6UASv3hZV7XrUSaa0kwVqrXSvn2+qzWUVevTcU14+yq9xMxq7n5iCfV5qT+weupX1xZoy1h61fP7W5epPX865aRVStsrI/qeUAtJccM2ZMUF6LtHFs1aqVbJVcNVaUT1BqcOWVV4ZddtkltoXEPBI/iHKuWYQKvof55IQJE6KxZbG4AFdffbVEXCjQp0+fsMEGG0jPk+K5oQqkVPeENWEgryvillr2WkR1X1grjbF0LTM2vxs6rubCMxicqnyJOI5jH2uTYWvbUfHf//5Xsh2VYR8BPCvxKbRr1y62Wfzmm29ioFyOKMD5IWjHX+GJJ54IO+20Uzj44INjOj8BI74IBNqUCOAXoTClVIJJJJ/77rsvZiEgGDRUxsC4kClCxwQ6Psyo3IFOEUoYT7wyOEeWnhnWShusmeJZw5o/jrVnvCUjX2vjo8qiUXkw8Mz4n7HSoebABQanSbH0UMrzy1qFj091Xc95Pe/WhAFrq0AqgQEDxFReffXVsO2224b5558/eVsYEV577bXhmWeeiRkNxxxzTL1jRr09P/Pkk09Gn4NCB4iCYSNdFIrLNShFwD+g0G1g2LBhcb9Z2ed7kydPlnZHSKnlpb3krbfeGrtAFJ9vDCTJVujbt2/0cyiVww47LJpcKn0TDj300GjKaeketeZ5YC3LSLlam8dnvAprmSLWBAbFcSEwKK5DfBMUz33u0V9//TXUOi4w5Bw3VXTyhLXJg1Ndk0Zr14/KCEoVDE+dOjXp+wTpBJt0J1BClsHxxx8fHnzwwSgMUELwyCOPREGB7g90bKAkI8v5pYTg8MMP//PPTAw5DkoWEBvIhMC3ANGhKT0bChNV/BjwOShwyy23xDH46KOPopCy0EILlbVNukUg1nCOVPfD7LPPXvZ+VBprJmuqVVbVdiwFiEp85bj2zruqJEEVL3nc9QcuMDhVOTF3qufh7zQdea3ztYa1TAhV0EE5AsE6XgXlQpkB5oGk9lcKshTatGkTRQEC/0pcX6TWr7/++vFTHLTcfffdsQwBM8blllsutn2kfGGTTTaRtyQjYKezxH777RfHtHA/9uzZM1x//fVR6KAdaFZOPfXUMHbs2CjQqEjZH8tYy2CwtgKtIq/vHGvvZBWW9gcx0dIiBO/jmY0JnM2BCwyO4zjOdFh6WVskr+PD/jz77LOZBAZW1d94441QaX766ae4et+UIATRUvLLL7+MH9o8wtlnnx2NFVdYYYXYUQHfCfwestb/Y0C58cYbx4wFBIZiEDgGDRokKYdh8nv55ZfHUhZV9gveD6qJtWI7eQ3srK3QWxNbrXldWOvakEchx9o9yvNrFlEpUzXjI+A4TsWx9DKyuD/WyGsAbW0iovJOUE6G11lnnUzfJbOANHkC8EqAOSHlC6psDdX1TfkEH7IB6AJBhgN+D5RdIBbMCLIh+PkOHTqE3XffvcGJ6fjx42XXS0HMoGXmnXfeKTs/eHikem9w/HhvzDnnnEnbyWtgZy1AtJaZYU2AUV2H1gQPa6UWlvYH0fZvxp4/zYGPQA1gbZJvCWtjYy0Acmpz8mkNa6tkqnEmkLLCt99+G4PdtdZaK9P3Wb2/+eabw9prr50sMhAkvPzyy1Gw2HXXXWOmAEH8qFGjon8Av2OOOeYIFsEXYfDgwdE7oX///vUeG6v9ZDogSEyaNCkMGTIk7Lnnno2uepHRoF4VO+OMM8I//vEPybbIOFAIICond2vPQlXKtLXjUj2bVcKhtQyGPAbQeZ2Dcw2qus84nsHgOI6TGX9ZV8/kweJ5J91fQWqaO0HuvvvuGz+prSXxLqC9JKUW3bp1i383o/FC3KBbAt0e6ORQ6AJBm0a+XwDvhc033zxeV5g78u/8t2DGOGXKFDPX3HfffRfHoHjySlkCXTHY76222qqs7ZFtcN1110XzSaVvwpJLLinZFsKAIkgkS0UheqhKP6x1tchrNwGV676V+99qZoY14cQSCKSK+1TpCVHNeImE4zhOM2NtlcPay9Ha/qgyIVRdCWjTmBVMA88666yYIXDAAQdIJldkZtx1113hnnvuidkGBNPHHXdcWHjhheO5fPPNN8P9998fu0NgColAMG3atJLHmfsFzwM+xWNJGcGYMWOi2EBXicJHJeSUUy6w5ZZbhquvvjr++aWXXgpHH310FBwwcMSzoVw45iuuuCLssMMO8fhUkLXC+UrNCGH/FAIDgZTCNJPrjG1ZSVVWrdBbExhU46sShPIaQFt7t1srtVDsj6q0wdtU/oELDI6Tw5dRXgM7FXk9Xyryet6tXT+qVbus27nwwgtju8Iff/wxVAImbBMmTIgfVu7JQCB4JEtB3fKRwL1t27bxUxxEjRgxInTt2jUsu+yyYZlllon/XXfddWNHiAUXXFC6D2QDbLrpprGMY/vtt49/h4jSpUuXKKKksvLKK4eTTjopihUqllhiiSj4bLbZZknbYWKuuJ6VteZcf6lihTWvAtX4qAQPawKDtUyRvL6T87g/bENx3hHZ/090PVczLjA4juNkxDMPmmZ8rK3a5SX9+tZbb62YuFBfGQSfpoTgh44Y/N6C0FFggQUWiKv3mDJieIgIkaV7xqKLLhoFC0o3DjnkkL+0a6QsQiEuFOB3PPbYY2H06NGS7TEO7F+qwKDyYLC20m8N1TNMNc4q41HV/qi8LvLaZtCaMGDpPmVfFOOj2k614wKD4ziOMx3WXo6WJiGgWn1X1Jrj3E+rxKzGjJQoWDKbbCq+/vrr+KF8Ac4///yw+uqrh0022SSceOKJUThoCP5tvfXWi50zaCnZWCaEykSxbuYJv1slTqWU2BTfowrhTWkaqFjNtiaSqrKeVCiuHaVwojLps/YOtFLqk+d3O6KS4jq0VJrVnLjA4FQl1laOrZHX48rr9ePnq7pWkwjqFaTWvSMMsPKedfV5wIABMaDGh2HcuHHy65DzRpYAaeqsdH711Vfhm2++CRbBpwEPBz6YMFLSse222/7572Q/4CdBVwtaUNLhohR69+4d7r333vDJJ5/I9rVly5ZxXFUB4txzz528Ha4dxX2qnJgrtmXtXaHKnlKNM4KHpYDKWrabCivjq8bS3AdBUnHeFaVZecAFBqfmsaSgOk5eXtZ5vkcRGFghTQ2oUgI7Oibstdde0dSw2HegXHbffff4oS0kXgH8l84NO++8c1mrgZ999lnsBDF27NhovrjFFlvEVo0bb7zxn+M0derUcOedd4bXX389Zk5gVjh58mRzk3n26Y033ogCw/Dhw2OZAwaNjM0qq6xS1rbwfTjhhBPiR+k7QQYFxpilCh0NQYlMY9ka5UyqFa1DVYGUtYBMJQyoMhgwIlWNM+JcqkilEpFd9K8uwczSnEVlzsjcYCZjc5bmwAUGx3GcjOTxJQt5fTkqDds+/fTTzKUJwIr+nHPOmem7ZBscdNBBsb2kCkQBAoUbbrghfvAmYMWeVPz99tvvzwCCMUTcePjhh2MQ/tFHH0WhgC4UhcyOO+64I+y5555/+R2LLbZY6NWr13Sr55Qo4CfAdljlp+sDY/vDDz+E5mCNNdaIx3vkkUeG/fffP9x9993h559/TgpY2RaiClkRyvM1cuTI6TppZM2CmX/++ZP3h3M5zzzzBAUqszUFqv1QeRWoUO2PytxTteKb13ep6rislfxYuc+V3gls42/GBM7mwAUGp2oftpYeTCqsvRytYe1lrcLa/li7tyyaM6bWHr/44ouZVo6//PLLGAC/++67oZK899578TN06NBw9tlnRzNA2kximIigoCgTwZ+AEg0+BQoCxuDBg8NRRx0VMwYQcmjtSOcHAmp1yQydFMgIIHMDUYHMDdpq3nzzzbLfceWVV4Z33nknvPDCC5LtIQo8//zzkntL4ROBUKEQGDi33FupK+zWuj+ofE5UgQtjzD4pxllxP6q8Sqy9S61hTahQodgfpWjyP2NZec2BCwxOTeMvI8epHKrJsMphXDXJZ0K91FJLJW2DuvwWLVqU/T1S9Qn8m5LPP/88fmi5WGmYnNHukfKP/v37x5aWxaucjPvyyy8ffQg22GCD6IlQt3NDKbCN1q1bR/8KBJu62yDjQAmixcUXXxx22GEH2TYVK8dMhBUBIvui2A7jRCmJFYFBVZKgyhhQrfRTzkL3EDqopD6bFaUxKnNGFdZW6K0trlhru6rKPLBkFlnteA6HE2o9oLemxOYRa2Oc19IGFcpe9JYyD1TmjKwepwRApNyT3p5lnNu3bx969OghMearNgjSEBwef/zxMHDgwDgOZDjQDaNfv37hu+++a/RaXG211UL37t3D7bffHt58880wbNiwWLJRn0BBeYga2lmuvPLKsu1ZCspUE2rqoBVCoOoZphIlVeOj8k4oCAyKcVZchyohx1pAr8La/lia+7AvKoFBMc4IDL+JFkWqGRcYnCZ/uCm2Zenh5jQdft6rC2ulDayMpooMeASkZi/QhQD/giwQKNP14aGHHoo+B8suu6xMOKlGyKx48sknwxlnnBHLHDCaLDYwpFMGhpN0hpg4cWK45ZZbYnbEjFKy2d6mm24q31+yJhoTQsoJyOadd97cBWRMzhVBvaqMBl8SBar9QZxUPFdV46zKqLC24mtpZT3PWBsf907Q4SUSTlVibQXa2kMyr6p5XvFxbrp0TAL74pr/crnooovK7iRQzLnnnhs7KaSy+eabxw8BB6vimCWy6r7HHnuEtdZaq+xrCpGCcWZbtECkhIAVd4J2xIzXXnst+j5gxogPg0XoTPHUU09FY8pTTz01PPjggzHjAa+CDTfcsOyV4iFDhoSddtopsxhUH+uss07stIGZZAq0/ERcsrJqp5qYFzwYLIiSjI1KYJh99tkl20EYQ+RMPfeM8YILLijZHwV59QZQYW18LI0z+2Jpfyy1bTUvMNCiqVwwSqrFFM68YjGA9kyI6iGvQo61/bH0klXuj7L3e0p3As43Hgi0X8wCZREIFIoAqjjVmXF+7LHH4ueyyy6LIgEiAyv3CA7FNdIcAyIB+/L222/HYKXwOeSQQ8KZZ575l/O25ppr/vn/tJp85JFHouBA5wi+R1tHMgmaEwQR2m3uvffeUXihpWQqZKpg9NipU6fY4ULB4osvPl2WRVbIgkitny9MhilLUASaXNepASfXnuJ+VwgDjLFK3FR12CBrhUycVIGBbC6ExDyV6eT5HegCQ+VRia2KFtZ5oKS3CjWKmFGVOmC8iOmh7QKDDSwpltYCMosvJAV5PCYlFq/DvN3rSmFAZZBGsJBSW0/3BDoBZBUYBg0aFL7++utQSUh7JgDhc+utt4bTTz89dn+gUwJp9RwDggCZD3XhZ2Z07mk1yQJCMYg2dEdgZR5vA9oxIl5goLjxxhuHueaaK1QCvBPIsthqq61iK0iCODpNKMSFAmy/T58+4eijj5aJXAqBiXtCUSLBZFgRJJLxQUC+yCKLJN+jiv1RlA3Vd4+kHBdBfWomA9d4sfFpVrgGMVNNxb0TqmsuZm2xx5IAwz2qEhj+5hkMpZdITJgwoeQXhwsLTkN4YOc4tTOZUa3UMzFXwOQ8S2vIAmQIpKyMpgZfWUBM4PPKK69U7Hfwzt96663jh9T9lVZaKZYqFASJZZZZJq6WrrjiirEV5Prrr595Asb2EIkoeTjggAP+4ofxzTffBDUHHXRQNJW0hCoQV/VspxafoD71GudeX2ihhZKFTUUGQ5buJA1BOcJzzz0X75EUOFcKwZVrR3H9qMzsrAVklgJfp2nOl0pgcMoQGFgBKWcFArWfntlO82Px4ZbHG9iamptXtdsa1s6Xan9UacEqgYFJLCv/Ke+VESNGJDv4p9biX3rppfFYaFFJIF4LUFLBZ/z48X96UNBikrILuj/QInJGRnGIE2QS4K1AF4jGAj/aQLIgor6vNtpoI1k9vqIkQVXnq+rZzjlUeHMwxqnzR0p3FIEvpUWqrg1kESkEBjIGFOUWquNSvSusCQzW5izW5hrWsJR5wL78buz6aQ7+VqrAUE6f25NPPlmq/Dpp5LW0wak9/DqsLlQCA88wDPyywoofXQEoAUi59jBSTIH6dMoHKCU4+OCDo5+DolVcNcHqMmUmQ4cOjZ4PZDMMHz78LxO92267LRohUlYyadKk+PM9e/ac4dyCdpUdOnSQ7zeBIectFa7FOeec08y7XdUWEoFBIcAgvKUe15QpU4KK1GyKAhyTIrsGEUfR6tRaGz2VwGAtELe2PyryKAipMhh4pv5m7P5qDmbJkr7GiSwIDijFtH/CbIjaR8epxQe3pX1xqg9r149qf1QCQ6o543nnnRdefPHF0LZt28zbeOCBB2S1/XShIHBmJZ+2haT8819MCulwUe74807GIwkBBfM3/kugRjBPeQS+Cyo/DDWYRTIW7du3jxM8TCoHDx4cSzrIOinX74JxuOuuu+L2nnjiCdl+Uq+u2B5B+Pzzz2+qtIF2nqkwoU5tWcjqvCKzRyXgAD4XmKIqDBEV9yDnarXVVsudd4IqYLWWdWltOyosHZe1Fqe8g35zgaF8gaFjx45ht912C4ceemhUUqmDpI7ryy+/DJdcckk47LDDKnPGnFy4q6qw9rC1hqWHf57J6+RKFYzy4mfFNjXw4GWd0tZPERjecccdMrPJ4uuHuvWnn346fq6++uqw6qqrRsGBwJruBcV10pxfyg3wN8DEkQ4OmCpTPnDKKafEzhF1x5pziQEj/hFkgRAs8T1WeZv7/ub4N91003DWWWfFwBuBhf1MnTCS/k0ZCosetKi01D4R40CFOaPquUFWjSKo57jokJHCmDFjJIEvXh+qZyrdSegkQgZUKqnPQeAZlOIjU8BLG5qG5n7G1sXSPN4aPDMU54vt/OYCQ/kCAys4AwYMiP8/bNiw+KBjpeGee+4Jp512mgsMBrH2gHMcpzKTPdW9rnJP50VLAJ2aZkxAlmIe99lnn4VUmqINI8EVK/p86ABBhgNBG/+dNm1azBhEUKjrkE+GBqUGDaVrkhXBpzgTEdGBgI7sBraL8EDnB9LlVfXZDUGNPZ4GCAp4KnCd0AWC9pdK48kbb7wxKWulEihLJBSTWLoaKFL3ESnoNpYCIpvCeJBzrzIbR1iiM4ri2YzRo6otrZV3jqodny+KVJcwYGl/VPvipQ3NLDAw8Sw8uOmjTTYDkwMmC0xSHKcpUJqoWBJgLO2L03RYu5ZJw1VlLaV2gCBlnhXJFFJbw0FhNVydxdAYtKPjo6j9rzseW2yxRfwUn3PSwFksoMyClVu6QdByGkPG1BVhjOnWWWed2LaSTMe63R+++OKLoIZsEDIkLK3WklGiEHBU3gkqEMBSzSvJYlEFCwhzqn70imsTAWannXZK3o61lVGVwKC6R621ara2nTwuijA2Ku8ERfYm9+gsAiPfaqfst+UKK6wQ7r///riKQipjwXeBB7DC2dbJd2mDNawZ1ThNQ15f+srrWRXwpYzRqFGj4up8as166soqUILAvhB0q7wlrAUKTIo+/fTTaD6JyeKpp54ayyBXX3310Llz53DhhReWtdrNYsTmm28eTjrppJjpOHr06HDOOef8RVwAFisUQlBdunXrlmzOWZg0Uk6gmJgrgjJECjqrpIKwlJpyzzwDgSEVDDxVIimtUfEHU6DYJ87Veuutl7wdlcCpEgby+g60Zjrpi0+VHx/OuUI4UT3jq52y7yDKII477ri4wsHEg9WIQjYDJlWO4zQ/eX0ZWZvMWNsflXcCgea7777brGnBlAH06tUreg6kohAYoHfv3jFYffDBB8NBBx0Unnnmmdzea8UBzVtvvRUzG0444YTohbH//vuH7777rt6fJ9AkUKTkYdy4cbEMg9aUZEQ0xh577BH22Wcf+f5jQE05SCpkb6q6YymCF/aFhZ5U8NKa0bmZEfiBKMqq8BxRPcMoy6rbnSQrivNO0KHoSKF63lhbXLEWiFt7ruf1uKyddwWqbhTVTtk5HKxibLbZZrGmFUOp4hZOu+66q3r/HKcqSi0sPdycGaN6+FtL61StrGNGpgjsqTXPuirdv3//8PrrrwcFKlM9mGuuuaIAc/3110efBAJu/A+6dOkS6/3LPZf8PF0fWHFlVRrDZFLFMWJUOb0rIcMB0zuEh9tvv306QQgBAvGFTA+8FcoFk0sECtXKc2F8U8t0gABalaWpeG5wHSruUc5naoYQ3hmKFTvEIJV3AuApoqC+jJtqN/JVeF3k2ehYhWp/rAWs1vZHgWd8a8lUJLLYYovFTzEbbLCBap8cp2ax9nLMK9ZUc9X+0MpR8ZIkAEp1PKfEIiWwJ8BWUWirrIYgm4wGPjfccENsH8e7kBV+fImKQTgg42HChAl/dn8goLrllltiF4jiunzGn59jBZZMEnwYMGNUuP0rICBt06bNdObPHDPmlCnBC0Eq3ToovWSsVCjuU0okFEEZgZRilV7VCk1R2kA2i+oZhm8GC1ipHSlUx4awhAdJKtbKqlQCQ14D1ryWUVqbs1gSqFTeCapSi2qnpJGkNpIVi1LV+7333jt2mkhx/Xacpsg8UJpFOrWHJaOjwvU8efLk5BU3Amf8dlKO55BDDomldFlR9HovQO1zpWsiyTZ49dVX44fMBo6dYIlgEgNkzkvdmnla32FCWN8EBaGiWLhHXHj88cejmIHYUOj+QBDVVM8wMlLwVDjxxBP/NIjkd1MOURAXUkFoue6666YzoExFce7ZhiKjhMBOYc5IaUNqEM7zSyFaMTdUXYPc93h90PbcQtDBfXvyySebMWdUBWSq/clr6r7vT3XNfRTbUZU2uMBQhsDwwAMPlKwEc5JZdSG91QWG5sfaQ1KFNVXYqc3MAxWqumMyBghCe/TokTz5xMwwK3369InvAXwKskIQi5Hwc889F1Jp165d2GqrrWTjPCMIIEnPVqVoA14W+BTwKQ4y8TjAG4Jxop0l3ki41StNl+niQWnkoYce+pdsRVZmaXGpZOWVV46/T3WfKgQGSn3IELLS/YFVftp8pvDhhx/GcpxUdtlll3DllVcG1blS3POgmIMiti655JK5Wzm2FNgpt2MNa8eV17mzqtRZIUqyjd+NnXezAgMDlTLZdBzL7SX9QVA9WJtcqVA5g1PW8N5770mEiqwptEOHDo219KkrZDj2Uz5Am0TFCx+TQrIFSOenXWIewHyuY8eO4aijjprO0I6uAATprAa3b98+bL/99mVPnAjOKPNArNhvv/0a7KBAxgGlHgo/gGLwtKA0REFquU+hzAZBx8rq1qRJk8IxxxyTbM6o2BfOv9LnhGcYmRVZDWILILilovJBUXkMWGt/Z004UWGtBMDa+LhJaPXML5uLkp5UtJYqF4Xi64TclQBYe0iqsDTGeUY1ztbMGanzVRkMpa6OYvqWdcWXY7joooui4Z8CyjTYHi0TU8E8jsn5tttuG7bZZptw9NFHh0022STkkc8//zx+nn766XDttddGI0qEBtpONiYccV9QTlIYn7peSw3Rt2/fWCKBz4QKjDNPP/305O2QtaJoL8m1o6ijJ2BV7A/nN/V5gbCpeobhU8A+pba8BFqh4uGSIjBwrhRCoiLbRCkMqEq98hogqrC2gGVNqMjjcakyD7xN5R+U9MRT1kI61Useg2hrAkxesfZSs9bqi0kjNfXLLbdc8rZSU+PpBJDVw4FJvdKcEchgoM2hCnwQ7r777vDQQw/FFXrKJw477LCSu11w7XCcCyywQFh66aXjOSNopIyQAIvzaAkySQreEGQEFHd+KIDhJO2nSXW/5ppryr6ut9xyy5hFQWmkslWqQqgiiC420Gzu5wZlFnhzpO4HAXgqqftRDF3FLr744nDBBRdIvD5Su0lQtsM1acWrQPmuyFtgB9bmYdbmGnkdH0v7wz2quN/Zxt+MCXjNgY+A0+TqspszOs2NKoNBVdpAsDpixAhJ8Iwpb1aGDBkS2wxmfTkSyFWi/EBR+15f1sioUaPCscceG1dfDz744FiTXgzCAaaKBE34DyBGkA1AMEV3h1deeSXce++9sTzh+eefD2+99VYsxejZs2csSyBF25Jbe33PcQwpMW5EdFl77bUzn3uyIxgfJYqMAVVmENtRBHcIULQkTc0yUtwTq6++egzmVYLQuHHjJNuibSuf1MwDBEArqDIYrAkD1jIPnOrCklCRV7GsubBVzOVUBFVAn1f8YVA9kxBrpQ2q9FmC0DfffFMyiSX4zcKUKVNCv379wo8//pi0DzfddFPo1KlTGDt2bFChWkVsiPfffz9+EAdY1aU0gxVQujQQzNVdlWelv770bQQWBJ6CyMN+U+eOWSV15WyTD870lT6mun4KnTt3jt2diuEcIbAoShu4pwYOHBg9LlQoxoh7S1FHT0C/8MILJ2+HbJG55por2eBRIW7yvCi1DKYUyJDhmZiaMcI9mLoC+O9//zsoUK1EWnsHWktxV2Ftf6yR1/NuLRaYKYfjUy4uMOQca5kH1rbjD4GmwdI5V04aCYAIPFLTeSG1Xdx9992XFLhgGMeqvCKYpZPF4YcfLqvJ57xTgqAI8GaUAfLss8/GjwJWvMnoKM7qIDAkCB85cmTMfiBY5N8xa1R3XqJ8Y+utt45t9pZffvm//PuwYcOkvgkEq5RUWrrfVW0hEeBWWWWV5O0o2kJSzqN6d5G1guClMPLmWcg9lJJ9gJjXunXr5H1RlupYwhdEGkd1X1gTlqyRx+NSZamxjd+acAHBKl4iUQNYehBYWxH3l3VtrrqoJg+kF7/44ouSbaWk0jOxJ/uAUossEPSq0puBFcwbb7wxlhxQl50KwgkeAXm4X+logPfDaaedFrNFWPWnPINVW/7+wAMPjJ04sgZIGAjS4vHss8+OxovXXXddveICKDw/6tK1a9e/lJpkRTHZ4xmmmOwxlrTrtCAwUGJBVwsFlPxcf/31km1x7aXuF1kQXENW3jmWSpzA2jPQ2v5Ym2vkda5qLZtUdUyK/XGB4Q8yzbKZ+DzxxBNh0KBBf9YBou6nptY6jhNy99C2+HJU1HbD/PPPH8aMGZO8HQL8rKUNgJkZAVDKC7FUk8NyhQE6DJx33nnJghDmhLvvvnvMZMgjrPyOHz8+3HDDDbFFI9cDXg7fffddSd9faKGF4vjgoUH3iD59+swwowVzyw022CAoofsDXhRW2kuqoLRB0YpR4Z1AxhTPHtUK/euvvy7ZFhlGqWNERg0tVq28A1WminnF2rvd2v6oyOtxqbCUNacyi6w5gYGaVBRv0jmPOOKIPyd7mGCxwuTks0uCstuCPyirh7yec+pzFSm03BcEHqkwqc7qeE4GxQMPPJA8icbEMLU2vD5ITx88eHDydnhh45Gw4YYbxk4X5QZqnO+ffvoprv62bds2HHDAAeGQQw4JHTp0iJ4L1kQ5PDmuuOKKWOLQWD055qCUVjz33HPRqHG77bYr+VgI4C+88EJpaYaq+wMo2jkiJiqMDGmdmArXoMoYVumdQImEAjJiUu8jzFcV96LqfnZzRscC1rJ/rb0vLT0zrI1Nc1F2cRm9semTjXFVscnVrrvuGlM7HXtYCu4sekJYwtoDzprAoDou0ngnTZqUlDVQvPKcwp133hkD+6zGaJQifPvttyGVXr16xf2gJaQq/bGAYuW3ACaJBMX3339/FLpPP/30vwgjBHF0f3jyySdjuj7O/YjjvLsQO+qmPfPzjzzySOwq8fbbb0fDR9ptquq4UyA7EGGkboYJ9xTnDFPNU045JXP6Ph0kKNE466yzRHv8R/eNVDg+RQYDHhcISKko7jFWtlTlWTy7aFVJ5koqquxTuqakohJgrNXQWws68jh/UmLtfFnbnzzCM0Mx91GVWtScwIDrNAZYdV/8rArhtu3Yw9KLxFqgmVesCQMqVJNGUnkx2VMIDCkptDxLTzzxxKQ09VSBoxhE4h133DEKxs8880xo06ZN8jbnm2++imS30ZXhoosuiiv4Bx10UAxMEAcKggLvo7ppinS3qK+mmvcZYgWfQoA8YcKEeI0gNlAXjrAxderU0JQQGJ955pn1BpEIK1deeaVkQoR/B50uVCjSQ8l8mWeeeZK3g9BE1qWFIJznl8o7gdaqZKxw7iz4DCDAKMptrM0RrL1Lrc198ro/7uVQXXNDS6UNXDsze2lV+QIDA1ffCSDFTuGk7mjx0oYZj49qnPOItZeIqi0kaa+Kjgk8C7PWC2P2RlkCK+UpE3PFqmExSy65ZMw4INimpv+yyy7LnF1B0M/qOIJFpaDenw4YSgi4Nt544/gpDjBHjx4dRXYyIxAhttlmm9g1Qe0V0KJFi9CuXbuYVdDQCvWjjz4qmwQzGeL3qVr7KfYL7wlF6QaiE2UmlnxbFCBUqLwuFPuEqEdGTSqqibm1Cb41gcHadlRY2x9rApVTeXj//U20GFbNlD0C2267bbj00kunu5mZeLGastNOO6n3z3EafNgqXiTWHtp5XXVRonBhB0XGFenrxx9/fKbv4iPwxhtvJO8DLQhpNaeGmvNrr7027LDDDrEuOguk9vfv3z/kAcow2rdvH84///zoMYDv0Pbbbx9bF+68887RzDK1ewLbIkijjSXdJRpLf1f4ExSz9957S0Q3VXBH+r+itEb1vFA9CxUlDQVUGTUKPwd8ZBSCkMrzwJp3gjWszRFc8Gia8VFhbX9U17JCGFBtp9opewQGDBgQXdNbtWoVVxP32muvsOyyy8bJOhMvxx4Wg0RL5PVBqUC5QqqACawqlTvVzR1jRY4r6+qfyrmdzLFbb701rLbaaqES8LwnFT8LBMFDhgwJeYX7jNIJyjRoC7nOOutE0YE2k+XA984555zwyiuvxHcsJTwzYssttwxKllhiiehXoECRco/YoQhYS+3C0VQB69JLL51ZsKvUsZExk4oq+8WawGCNvC5CWJunWpsX+vhU/nyRkaqaq/5u7HquCoGBScirr74aa2px4G7dunVsQcbESOlE7eTzIWkNa+p7Xl/WKqGCVeRx48ZJtpVS0vX444/Hrg/4C2Sl2CQ3FWrMSZknTVkVdBQg2MUIMGsaN+ULhx9+eNJ+IWbzftloo41C9+7dwz777BPLE0oJxJsSjhHfhn333TecdtppJRkhYlhJe0oyUcopRcHYcd111w0qeIapzBkVLU/xvlhggQXMlDaovBM4Z5xvBYp6YcSOrAahxSiuHZU4lec5grW5hrX9sXZc1sYnrx4Vlkob2Mbvho6rucgk8TJ56NGjR/w4TjWjKrVQkceHdqEWH0d+xaqSIo2b/cnqe4BpHOIq7SlTShN69uwZXnjhBZlJI6uQpJTTghHfhKyiQDErrbRS9AEgsM8Kx3fNNddEUYZSgj59+jQqDJDSzs9iskh2AGUH+EKQSVE3ZZ6fve222+I5KXR/ULj9K1ZzaR/aEHgWUZKA6WRWA0yyQ0466aQouKhQPDcorVGsiLMdS2VwCsPJQgbD8OHDowiViqJMhudY165dzYyzSmCw9g5Uoe7wk7cA2nGa+xrknvifsfu0Ocg026ccAvdzaiTrDiKTZseppgeBJYHB2vio6sjIPFC1hcT3IBWMFWnvVy4872jVS+CbCt0azjjjjHDqqacGFVzLZJgRMCAMHHDAAZm2g6/OnnvuGf12VJlpBP9s75577olCAyUBrArTrQLTxEK3BtpJ1q2bRyyprx6fLJBiY7nPP/88Bm9k1LEtxAm2p2p9Vyqrr756g94T7Avmmc8//3yy+WDnzp0zXceVvN/xFVl00UWbvYRJnSqvMmdkjPErsLJPCHLLLbdc8na85ri6AmgXBqqLPM5TrR2XyhTf0jE1J2W/eZnM4HyOazaTu+KB5P9dYHCa6sZTrW5ZWiWzth3V5JzSKgI/hcCQmoqLVwyT4SydEQiCyTpQceSRR8ZSjZtvvjkowfyN9peslmLMWw6IHgQud9xxR6gErJiS0UDmAaIBdf8qtZ/AllabxSnkeF088sgj4Z133gkTJ06MxpW77LJLRUr6yMzo0KFDbJ/ZUPkMfhmICyrIguC6tHK/k01C5ouF9H9QdfjAnJEsLAWYhFoxjCTDCAE4b5kH1gSPvAoM1nDhpDbvL8V5x39BMRdhGzPl9P4qh7KvEOpK+VBrSr0vK3mFT6qDtpN/lAG9YjuqB4E1YUAF9cuKfeLBreiYAEsttVTm77KCjhnfnHPOmVkoSfn99UGqNNcgtfhKyAIo12AR/wAEGIWrfClZEmTDVTKVkOuOMhb8DRBxpk2bFstb6NZAC0rEiDvvvDM5wwFhoVu3bjEb4/rrr2/Um0O1el2AFqBka6RCxw+F5wFjrAg2VcKAKvAlK4XMJwUKk0eey4pMEZVoomzVqnjnWKtZt4Y1jwFrwoC1uZjvT+XHh/mC4nlorfS6agQGXox77LGHOfXKcfKgNFqbFFHjS9q5AoV3AsJmly5dMn2XlWNW51NSr1npw1xPadAIBKTsW3ELYMWEv1zvBGrn1cdmEer7ySK44YYbYikIwSNCT7mdPVhBxnDyueeeixkZK6+8ckllDSnmoHUh2wRxIBWyIBQp94p9AcWqOqhcwZdffvnw5ptvSralmMQiVK266qrJ21EJfHnt2mAN1dzbWqcpS/OwPAsV1rA0PqoSCW9T+QdlP6mo6S23BZfjVOKhbSkTwtrLSDWpZiX7iSeekGwLoSKlvAFxE5GiOAW+nNVyMhcUBoCY27JKzSq48uVIYHbuuedKSjAIfBFCDj744LK+R/vhe++9N66IEzSrIHBdf/31w5prrhkzQKwJ1O+9914UoLbaaquSMkkIENu3bx9Gjx4dv7fCCiuU/Lv42S222CJYA8EFM81UVPdEfZ4bzRm4UFKjKkVR7BMeWAhjVlBliqh8kawFrNZW6K2R1/OV1/1xnBlRtuTMBBiDLlqi0Rqt7kvlkksuKXeTTpVgKRVOlXmgaktj7aWvdE6npRrp34oVrqxjTakGtebsT5bzTmtLRQZFAWr4N9lkk7DbbrvF2v5SVq5LDRoIcLOKuIgUeC5gMLjhhhtm2gZCANkPbIdtbLfdduGwww4rKeDjPCGQIEpRMscqNJ4H+BIU0rmprX/44YfjhxVhzgueERZgVXjw4MHh+OOPb/BnrrvuuvjuGzZsWObf07t3b5lwx5grgju8McoRSirdzhFRStFiUvXeQrRVtYBVnC/2RVEioRofnu2KPvIq8dGai7tK9Lc217CGpXmqEmv7k8fzpYoH4He/T8sXGHD+fuyxx/6cUNc1eXScpsBajZO1hwmTGUoBMBBM5a233pLsE+m8WSZZrBZTFoGoSQvGLNCSsmXLlpJa9eIVTUoKdthhh5gdsddee8lW07NkaBAU83Lk+ay4N8gYYYWez9VXXx0Flf333z9sv/328d8JJjBNxECRfUZQwJen2FcBQ+CDDjpouu1yDbD6z6dgeIfYwAo6K8SF7dDqsakhOMbToCHwtGCcMedMgQyGrAJQfZlBivuca0jB4osvLunawTYUQZnSG0DV2SKrB0xdjxVF60xV4Mt2FAKDShiw1vLZmuBhrRwzr+Oc1zmmtaxdxXZ4filKvQrPwlqn7JEkQ+HGG28M++23X2X2yMl1SYLSVDGPpQ0q9RSztgkTJoQtt9wyeVsYuKYqu7SWZNU2C8ccc0x48MEHQwqsvpMZQItJVmqVEAwfddRRsSsFGQ1NHXzgG9C9e/fYnhKRoxLCG2N21113xRaTpNEvs8wysfsDx57a1YMgCV8fPoV7CcFixIgRUdxCFHr77bdjpgjdCSolLJJuftxxx0Uvhoa47LLLZKvY6667rmQ7ZIAovBNUz542bdrEjCFFNolisqfyclD6SyjKP7jvFOdMJTCAyoFdgbV3u7UAUYWlhR6L58uaAGPtfFlCFZ/wXP5fToWucpgli+nbpptuWpm9cSqCpQeKRaHCEqrJHquITz75pERgIKBilTmrMR2BL6vShZXvcsAzgaBWASvT1P/36tVLssJat9Xb5ZdfLhEYyh0nuvowxk0B2SQff/xx/FQK7muEhOJWh2SgtG7dOhrt4X1BiQJiyoorrpj8+8jG47ydeuqpYfbZZ2/w50jXV3URAI7htddeS94OApOi5SaipGJSRKYSYlQqZMIo4J5XZWcosmp45yhMPq2J2qpJtbUA0QM7J0/49dw4Kv+X343FFs1B2W8WVgCvuOKKyuyNY7qUwFLmQV69EzimX375JXk7jLHK8ZwV5qyrgIVV9ax12awYqtKSYb311osp/6Sv3XLLLUGJIohBBOnbt2/ZK8aKVGnLcF8Q3E2aNCkKTv369QvrrLNOFLtPOOGETJ1OECowwiTTh9K/xsSFQqq9svvD0ksvHYW7VDh2xUo/5UcKAYVxVNyzqkwjPETwkVGgECYpbUAos2QIrBAGLM0zlNtRkdfjUmHtuKztjzVvAGvjY0kYsBZXNBdlX7EYeDEx5wVJDS0rP8Ufxx6qgF6BKvOAANGSwKB62JLqrPI8IK089fj4PqZ/WQIYUtv33nvvpOMhHT+r70JjBmvLLrtsOOSQQ+L+KXrSF8SLlCwRumPcfffdZV/XlJDceeedMfOBYFP9ciOwRsBQucQrBR06XVD6QrkBxpYzgrGhvANRAmHhrLPOKlk84x4n68AaqtX5jTfeWPLs4VpeeOGFk7ZBtgglEgrwSXnxxRdNdX9QmMKq3jk82y1lHigzKhS4MNA4ninSNFgLWq21J1WMj8o7wdtU/kHZT2BWcBASMKmiFRq1hMUfxxbW2jnmVWBQlTYwGcakT8HkyZOT3fkJOM4777xM36XzgCKLAlf/rbfeOqghiLnjjjtCx44dk30ESNUnWM1yP5x55pnxeqY7QdaV6B133DGaYHJMmAf27NkzvPTSS2Vd3wXvA0o9EF3wdcC8kiwUSlVIxcfgcJtttpG0M1RCOj1ZCOxjQ+AXwTPj2WefDeeff34moz2uFdWEiLIafDssdUnIkglSF7wzKJNIgeuYchwV+IUoUBhGksFA+99UrLV6VRmkWRP987hSm+fA11LA6jQdivOlKvNiG7MInoXVTtkjcNNNN1VmT5yKoHTmVQkViomRSmBQweScIDV1lZfvv/HGG7J03pSaYdoLErgtt9xyZX+XQEW1asjqOZ0KMIkkg0oN7QIHDhwYjRqzwH1BVwEE13L45ptvYgYFgpIq+4uxoiMDY49gseaaa4aNNtooZmu0atVquvuQDBN+FhGJ4BszT1LkuWboFoGZbzGsul5wwQV/lq5wTsaOHTtdBwlFeU9W2L+GUs8xQqT8ZKeddkoSR3bfffdwxhlnBAXcI4puAlx3qtUkRWnDyJEjkzuq0BVDWY4ybdo0yXYUhpHsi2IxhneFJadyrkFFlhPvUt5dyu4fKXjA2jgeiFcX1oS3PF4/bvD4By6x5ByLmQeWPBhUD0kCOzIGsgTjdaHOXAFlANR5Z4Hg9OSTT858PEygSZNm5VsBE9crr7wylmVREkCgq1SIUwJj2jeW27aQ+4CAd8yYMaFScEwIMnwQhvEc4JpgdZh2kAgCWctDCIw7d+4cP4X7kS4PrF5TmoPggIBBMFXplrIEImRVIBI1FLDjHUQ2Tbt27ZKvQ8ZRASvZigwGrqNLL73UxGQP0YzSk1SBgetlhRVWCCoQThQCsEL04J5TBM94XXAvW2rxprjPOUeInHkTGKwFZNYyIfJ6vlTkdX8sbUcVV6j2p9opaYaOmRaO9NSH4+Td2MC9/PLLyv1zjGQMqLajNGdUmbooYFWUYFEhMBCYkTmQstLKCnOHDh0yBeHDhw8Pffr0iSncWY+HwOnYY48NJ554oqytH5BaPGDAgOi+P2TIkORa78Lz7fDDD88cLOy5555lX9NkCzz//POhqSDAIqtBlVVSF46ftPji1PhCucZqq60WO0LwbwhEZFSo2uvhG0ApDuegoXuZczRx4sSgQpHeDqzSKkqryFJRGbqSOZACWS+pZVkFdt55Z1knCcotuA5SMgd4d9Fpw0ogjsCgMJ201lKN/UktWcsz1mrfrQkn1sirR4WlZwZYKr3O8/VcDrOUWndKe0rYZZddyvoFTvPCQ0AxiVVNiqx5J9DdgEla6soWGQzUvO+3336SYJDV4KwCA5MzOiW88sormcYVLwGFwRpp+axC4fivBsGTlVv+W3g2ZYHgF4+HrKnqiDAHH3xw2d9r2bJlLIsYOnSotNbcEpwXArqnn346lmE88MAD4aKLLoqlDAjVvEs4h+U+D7hXyRrp0aNH2GeffWb4XGL7ytWErB1R6qIs8SKoJ2MlJSOC1qOclxQol1HB9XHAAQdE89NUeAemZotgzqjIqrDW/YFntKVnkLUWb5b2Jc8Bq7VxdqoLxfWjzIz+3a/n0gSG008/PU7mLrvssvj/TvVgsUTCUmkDgSVp3IpaaNUqIoHZEksskem7iCVdunTJbDJDaiqBhgpq+TfYYIPoNUAmg9IIFrM+UsPJksi68kvXhqyO7pQCZK075vq9/fbbw1ZbbRW78qhKSaxDIEMJEB8MNun+gLcGGQgzgufGZpttFo444ojohVDqM4DAEkFnypQpwRJkBzVmSlnufX/vvfcmlSaceuqpyR1blGVLnF+8M8iESRERC6JQ6jbwzFCWbVgBoUIhMHB/KuYbqkWRvKYo53HlWEleAzsf5+rBBYY/KDnSYxKcYhjnNA/WPA9U21GldS644IIyzwOyDhQtD0nZzxL0MklEXGClOOsYMxFfa621ghKyBEhl33zzzaMooIQ69izgl0Frx6ziAiUoiK7lGjsWw33J6iwr/ARRdOahNAX/gqz7ROYJpQiklxO4Dxs2LFxyySWxXAb/BUtw/1Kyceihh8YOGI39HPcV3S2eeuqpeI2X+0yj1aq1CT7nKOu5ri+wJxjPCplAmI2mPpu33HJLWUcd4HrmeZYK5Z2p8MzgfWElc0Ul1hcMilNBaFWYvKrMIvMakFkrbVDh+1Ndwoklk3UVqrjCBYY/+Fu1XtxOdWYeqDIqcPNWCF5kCqhq4akXTl2RJOA45ZRTMo0RK/mKyTjdIxA5lDCJxTdhjz32CI8//rhkm5SQZClPIJgnYyBrKz3uBY5j3LhxQQHnGqECoeHcc8+NY0+ghtjwySef1Pud77//Pjz00EPxZ1j9R8ChVSbbQTDDRwNhoVOnTlFo4LqgTOG+++6Lhoc77LBDXI1VTORTQRhr6KXOPY44QhYMmQtZnx1k0CgMFZUTK+r5MdpUjeEaa6yR+fsXX3yxpIMEZT9kpajgfFN6lorCqwUxk1I41Uq/JbFekcFAqYVCYGdfFAaPljpsKLFWkmBNOPHjqk0U1w/zVMVzw5pY1lyUlc/og1Z9WBMYVCAwkHKftZSgAGODo76KlEk6JpGIHbfeemum80xQqWCZZZaJrRspb8CMUAmrgCeccELsbJAS3LKSePbZZ2dKWSYAT1ll5fcS3FcKrmtW6vkg9uA3sN1228XVXGrcMQElMCVluy4IEw3d7wTY1LUXfHS4p1999dXYbpLVb8QtPp999lloKhZffPFoBkr7yPrgGqQzRc+ePZN+D94CqgwOynxUJnQErYw9JpgpkHmU1R+p0PlBAdce97eq9ANSV8V5Ni666KLJ+0GGUGqZReHdpVjpV66SKSbVZNEoTCfZF4XAYC1gVe2PNRM6a+OjwtqiqrXzpcLS/qgyGCwdU3NS1pOKSRCrLo19yuXqq6+OtahMfln5eOaZZxr8WXqub7rppjG4wEGZdmE4yjuVX+VQpmMqJjNM0v71r38FBSqBAXf5rKt3pChjEJnyklWmJpNSzGp3ixYtYpCrhKCWT1YQlfCD2XfffTN9n2dNygtAlblQagCKcHTUUUeFM844I/oWjB8/vl5xIcv1wvXat2/fKGrxfCXYJduBAJEWlGTTIHqp635ZCWa1e9SoUVFgqA/ub8QPBdxXqu4PlLKoRBiCMt6BKdx2221RgMp6/5PN8+OPPwYV+DjQ4UUlwvCsTwFPGUVWBSvriiCIZytiRSoE4YoxVgoVqvRiSx2iVKieodYEBhXWhIq8ClTWsHRcqmehquteTWUwMMFVmrTdddddoVevXnGChXAwaNCgsOOOO0azvKWXXvovP48RH/3mMWfj/5kQ41TP/2dJla4FVBkMqu0Q3ClWOQh8SZ3dfvvtk7dFIMMEO2Uii2iyzTbbZKr1pbUrtfisSmddyeRhRhp4//79JeMLnG9EPFLq6Uhx1VVXSR6aCJFLLbVU5nOFHwxjnbJqnjLZa9euXXz2KIMyK3APUJJwxRVXhHvuuSf+3QUXXBDLL0jBx0cDISyrKSr3x9Zbbx2OO+642MJyRp4mlIKoSG3BWIAxOP/884OKlCwhMoEQgSgfSclY4vxSwqSCjguU6GQ1YC2eqFEekwI+HwqBQRUgModSPDvIAKPcS4Hi3c65UorceQpc8rwCbW2c84q1cba2PwpUJdx5HZ+KCgzUHS+yyCJBBROQ4jZUOMJjNHXNNdfEWuT60lyL22iR8opzNlkPLjBUR2kDk3zF5AqhQpW+T6tBHOazBvc8lEiZ59rNAinFilpsAg1q1q+88sqghHTegQMHxgktRnupEGBmWU3GsJDV1hRxAdhGyj2ByMn+8/xSrERah5Vb/Bv40HWDen1KMSgVKfU8UgPPKjueEa1atSrpO5iNIkZxf1pYCS9AEMWqOKvHCg+LrG0vudcPP/zwBn06SoV7gWygVDGg7jbJykrdJoJUqoiMKLntttsGK5C1onhusB1FqYVyrqG4HyxlUyjJ60q2tYAsr5kH1s67NcHMkq+Nan+qnb8118XNKisr0Ew6i+HPzz33XEnbYFWVnyVltSFQ+FkFK/7UEiqBQWVMxSRflV6saqfIBD8lM4cUb/rQzzfffJmCN9odKuAeJei77rrrGjXOy8rQoUNjvXYKGCuyOp4FxI2swVgx/P4s56oYygfIYuD+at++fczuSDE4KyjnZHaQYt6xY8ew0UYbheWXXz5YA2HvxhtvjPs5I5GPQIqWkojAgwcPLllcAMRsZUeTlI4fdeHeUgh5BcPQLFx00UUSA0TACJSuFqoVcVA857kfUs05OSaVAZgCgnCFQTHvZGW2Wiq8cxQeFXk1Z7QWcFgLxK1txxrWBI88jrOyRe7vORyfqukigWEZL5K65kv8mWBtRunxvMjWW2+9mBpayICoDzIhCB4Ln6yp2dWKqrSB8VbUe5KerjIAU3kwEPRkNQE76aSTYnCZdYxZhVL3VqeN31ZbbRVT+UlVVkHmSUoQzWo3wX3WsVYELKRL055S8RJhgs8xkb1CVgPtOBl7gu/GAjXuScrA8I857LDDYlkYngqs+GLiOHr06HD//fdHrwd+jlIyWjkipHL/WIESBsxAG3pfsHpNpw+yHrK2A6U7hgpKMjDQVMB9yzlKYdq0afFdhpiUBZUwCTy/brjhhujFoXrX45OUAqvzqeaXoDoefEMUGQNcOwohh3NmyZBMlcFgbaXW2gq0tUBThbX9cWrzfOX1uEwLDLzIlOURDZ3MUmpgWA3D9Zq0bcoqMJRqiJNPPjlOKguf1HTSWq0pYsVX0YKK2m1VazZEqtTWarSWPOiggzKbq7GKmbqKxDWsmEjXnQw/+uijMSOIrgMK1l9//RgwZj1Xp556aiyPyErqaj4TYFZqK9UlgeuaLA/KvvCJQfgkCCfThuwLRALOB74WtKI85phj4jOM88S4UnZQdwWQPyNaUDZGVwlMGDHf5LsEpogaWf0QUuH30+WhPjClZIU9tctLjx49ZN4JZFIon/+UjGTNiCMTiK4PKeU+We/FxgQBSsU4bwrwdUhh5MiRMUtGEdArYHGC55ilQFPlnaAyglaMtbVuC9bI68qotePKa6BpbZxVqIxh8zo+zYHmzZsxXZVVxLrZCqy4zmiFk64TgOkYK3/9+vWLveDrgwm6Im2vWlHdMJQ2zCizpJygXgEpmSnBPbX4eHgQKGThpptuktTSrr322tG5n2CKVU0lEydOjAEvq+IpD2DExTPPPDPTd1mtY4zJHEihW7duMVskK2QIlFp+lQpCAJ+bb745PudUqczch8WtJrm3ETboNPHGG2/ErB4Eq1133TWa91UCMm64VslQqG8ST4YS4ptidbVly5ayDB9c9xF7uGcVogznNUsQw/1ABw2uxRR/AbKnyJ7J+vxqLJMBgSilNIFzTwZVCpR/IAopzrviHYhY1pQtXJsqiFalBauECpUwYK3UwlomhArPzKiucc7r9ax4xvPsUTw3lGaR1UyzSby89HF2fvzxx6f7e/5M3/dyTqSybjRvMM4E4qmQmq2ayKoEBoLeLK1RgYCPyWuKQKA02GJVm5Z9HJO6DSKBDKn2WWHy2bNnz7DZZptl+j7dZ1LrqAsCQ0rQiv8DKelNCS8rlbhQH7zEEFw5P7QT5VyRpYH4SglZ9+7dY3cehbEqwT7bpsyEzLCGAgFaSyq9bpQlRKywnn766ZJt0d0gi3Ekni1ko6TCs492ralZInUh6wZBMgVaSXft2jVpG6pyFlVbSLL4yPCw1NlJIQywHUXmgWpSbSngUG4nrwGHtXFWkdf9sbYdFYr9US3Iqp7x1U6z5pCR5nv99dfHmmWCVyavrMCRSgxMYpkgF2D1kpU66pT5sIJMOieBh1M/pBcrBBjM9VTpxWSppO4TgRsBVNabmGuM+vGUh0CnTp2igKOCIBy3c1Y3SYlXwWptlvaZwMOWVVbc/7NCdw2VcU6KUR8pzjxrKPXIuyhJ6RArwGQScK3jM4Ix5YMPPphJmOFZTDtVOmfMyCAzq99CQ6y++uqy1UiuQ7KWUoNX/GiympUiJKrgeUHGCtkySlKEPJ4ZlDOl3vOqc44Ak2pOW3gHKkQPZTtHVWmDpe4PKqwFUnkNOKyddxXWzpe1/cnj9aPcl5lyer6qRmBghYPJEanXpIk//fTT4eGHH/4ztZd0xGIjPyY9THT5WYJLJnjnnXde5tTtWoDAkjISBar0UBy0KU9IYcSIEbE0Jgt4eFArrxDISCVWdDYohlIU0s9ZeVZAnXfWVU66BJx//vmZH5as3qtKa7j/U2ugGQsyOniR7LPPPrHOW/VSobQLEYN7ztrLBXHwnnvuiVk7lE/MyE+FsaaGHt8MhIpzzjkn+nqUwg477CD1FDnkkENkLWmBbVG6kgWulaOPPjqaqC699NImasM5p5T/PPvss5LtcVwp3geUyNABJRVF1hPw7FNk1CAKKIyOVa3QVBkDZDiqMhgsYe0ZbA1rKe7Wzpe1/bGGtfFR7I/KR8b5g2Z3waGPNzXErCgykd18883//DcmgcWppARz1BmT7shKAitquLDn1cxHFfSoTP5UpQ2YiaW0haSMZvz48Zm7ESBiKVLGeaCRQXPxxRfLH7asQLPt1HZmtPlLyYYg24QV5KywMrbwwgsHBQiJioc/20DEpG0irfnIaODZQtvbUibRpEnzbCLjiufQcccdF1fFyapCEGXMhg0bFk0eCbSyZo9UAgQfuh9gOtkQCDAEUi+88EIc83K7AeB5k7Wcpj64zxlzRalXgSzdVfj9ZMth7JqSSbPTTjsFNQStlF6kjhHXN+JCikcFJTIKgSnlHVG3lETRTUdphqjIGFBOqlWChyWsBUDWsHa+VPN4a5kr1rajwlpmj0psVVyHqg4/1Y5H5jmH1XXVCjKZEKmZB4Va7qyrU0wUe/XqleR/gN+BUpQiBZ1Adb/99pPW27///vtJqc+spl933XWZgyGO5euvvw6pD1pEw9SHLQE8QbHasJVAGmGToJGgmH1ltb4g7HDvYHrHqnWHDh1idwhKBuieQPYVgcKFF14YswIK3Q4QMChzYezx06CdICLPwQcfHFe+ETeaUxRddtll4/VaH4gPdK3A92BGpRAzuieU3S0YL7w8FHCe2rdvX/b3MEu94447kq9lrq9UA8T6QHSlJWgKXLt9+/ZN2gbPaEUJANepoiSBzBuFeS6TT0VJHNePQmBQeTBYw1LAYREPWKvLw8Mafl9U3juB+cr/XGBovi4STtOh6kyAuEC2CSUqKVkQKc7grBpjWIiJWFZIjaejAe0BVWCCSZDKSitBmqJsggl2VoM7SgnwTWB1PitkDykC4f79+0+XmZTlRU9QpqijbgzKBiif4UNZCNcYvzNVVMO4s+ArUxBunn/++ZiJg4jEh/uCYEq1alsfnEvOAz4K9WWlcPyUoCkylbjuNtxww6CCgAyhZ++9944CYYqgtO+++5adwo93xV133RUUEMST4YIIpfYCSTXixQQ1tb2kSmTlPZNiTlsAoUshVHDtqAROS+aMPBcsBVPWJuZ5DchU5FXwsEZehbc8Xj+qbhTVjmcw1AAq7wRumpSJEStAV199ddhjjz0yfZ9VZYI/xXGw0kc9vvqhRNB45JFHSrZFAJJ1FXjSpEmxdj0FzOjKTY+vD4JmyiSyBh6cI0VJSzlQs02tviJjpy6sghLoI7wMGTIkdmVgVZ20crIoKK2gBEN1zFzvG2+8cbz3OKetW7eu9+fwoyDbQgWtg5XdJHiOnXXWWZm//9prr4XFFlus0fKQxrIDlGIAGVz33Xdf9MVQbne11VbL/F1K6ejslIoq/Z8MLIXYxfWvKK9RZjAohAEmsIr9UQkM1gIXp3E8YG2a8VFhKYC2eP0otkN8o2p3+T9jQmlz4AJDDUDKqiJYYZU+pbYWU8Ri084sK0iqyTgBHT3kCTjIylDCyn+qekkAioFpVihtSH3gTp48OaggTRnPlKwPa8wGKS2w9pJVgZDEfYpRHyv1lGCwUk8pA60Is5QEsdpKSQadM8aOHRsFp8auCbwilKUbPXr0kF5DkFUAwW+jY8eOUVzJcl/ssssuci8Nzg+iW3F2Swq0JqWzTUoZUkp2SIGU0ppKlDaoUHZbUNxnPBMU+6NqzWYtNd3au8JSIKXcTl49GKyNs7X7Io/3F4KtKgNvJmP3V3PgAkMNQJp3auosahyGgVlTRClHuPXWW5MnnHQPUcGx4JtA4FGKwV9TQZs/xirr5JGVNoXbearBZN30++WWWy7z90mNJ/hm5e/cc8+NJphKWFG2Vs/M6i3dUvAcYWWZDIRSr2tai5KGT3cBSgJKmbxtuummsZ2lCn4n551yJBVZDEMxqjziiCOShERKPvDhUHU2KB4jshjwAUkNfunKlBJwInApVtYpsVCUMzFBU0z28mrOyHNe8cyyFpCpsBYAWRvnvO6PCmv74zSOpcwDVaegasdHoEZuvFSzPlompph/0VJUUQc7YMAAaQs8QHzp3r17cgvEAhtssEHmiR/tBM8+++w/W7Vmgd+tmHim+FwUQ5kB6e1Zu34UWHLJJaNIgbcEq7WU2lBiUE76MyuifIdxpgTl+OOPj/X1X331VUyhJ5gne0R17CqoRWdfERwaW9Hk+FitR9BryMixIQgu1R0O8CI5/fTTJanuZBsxBuWALwqZQIpSDY6DZ6Bqhb4AYhnlEikgfJxwwglJ21DVjFKOw/1lZdKISKEo9UK0VQhMqvaSKnwyXF144OtYuH5cWGoY5qR/F4nR1YwLDDUAk6uU1Ffajj3xxBPRrC4rH374YVCAuEDKd8GxXwXtT0nDV9QNp9SJs5KZkuZcePArHm4E4CndOoCSls6dO0tML4v5+OOPo+neXnvtFTs74FswYcKEv3Q9ueWWW6IxKCnumMaRHcJ3SIVj5fiCCy6IHQXYP1bvEbDGjBnzZ+cHtovggLjR3LDPDZlAIiBuu+220RiU8c7KaaedJs1iADqh0AY0ZUJEJgTng5KPcsDLQpmJc8opp0QPB1Xr3wIp9yv3KNd16j2vCMILz0BV2ZliMsz5n2uuuSRCheo5ppicIwiqVtsU+2Mt8LUk4ji1i7WAXkVej0uBqvVvteNdJGqA5ZdfPvOKOGmz9FdPXQFEnFAZyJHKTcs4UuVTfArqgqlfCjxQSMXO2vmBgFiR5aF6+O+www4xoEqhZ8+eMU2fVc1KQQYKH1oIEtww/rSXRNTKatJIa8/i2ngC3NGjR4enn346vPfeezHAZPuKUpRSIHOD1XNMIOuDfcVnAfEk1QuCLA5ERSUIlIwZLWrLgawi2nvinYBIZGHyQhcaRETEK8pPUqH0i9agWSEDp76uIOVChpGiJIHsKe4XKyDAKAQG7nW1sJ0qOCrMK1UZFS4wVFdNv7UVaGuBZl73x9p5t3T9qJ6FKtG22nGJJedMnDgxrkSnGDOm+jcAK8HKVWwCScouKN1QkZrCz+pqSpoy46xYkcLQU2VUQ0CI90FWnnvuudBUsFLJavnDDz8cDSWVHSC4dtu1axfbV2KG9+qrr8asFwShtm3bxgD/tttuk3e7oFSDgJbuKZgmNkRWA836OOigg2KGiOoaKpQBlJs2T9kA2SP8N2tZAmaZ6uyZwuoxJRMKE0uOcdVVV838/ddff11S0kNpl8qUUxH4gmIViH1RtJckG0uRGaaafCLkqMY5jwKDCmuBgmqcrbncWwo0lVgL6FXkcX9UHX5U+1PtuMCQY1i5oZ4/a8o0KzYpwWUxBEmsRCof/qySEfCl+ksAqecpbR1ZzWaFOeX46NKhgJVsVXoWQg6lBCmiSx5r0TjPZAUtvfTSsaQCoQsfD0qRdtxxx2gsmOLpgZkhxpYICxh+zqhEI2s704ZgpTa1zWldk8SGsi/q4+KLL45ZSqni5uGHHx49OxoqLUkBEQaPh9RUSjJGUrehanGp8qFRoZjsKU0eFdux5sGQV/K64us0jt9bTTM+ebwvVMa5Xh7xBy4w5BiyBlIm6EyolKuYl1xySewCoTIAK5Q10NYvlV133TVssskmSauIW2yxRbL7uiIYx8dBsWJXEJlI4c7KpZdeGs/7Tz/9FEtA8g5mhhgssrqNNwSiQznHzUp0t27dYuYHZo2lrmxTNqSE65CSE86dovvMTTfdVHKwSDlF//79JZ0IgDIfBCBKxdSk7iP31tZbb520DcQThciAqKRqC6kK6CkDSCWvAb1KOLG2cmwp4MhrKnieyev1ozrvqswVa0KFCsX+qLpRVDsuMOQUJvS0qUsBx2xWHpU3LmZvrEyqvAYg1R8C40jM/VJeIIqVPx5K888/f/J2CORULzXKACiTSTnnRx55ZBRvMFncfffdY+CcxbuANHtWjVlppbUo+0X6POeOjgkWjBiLoXMGZRPbbbfdDEsnEGBoLUlwzXfK9fHAEyDFyLU+EBcZ26yCYMF0c9SoUfGclcrw4cOlzweghSMdOMaNGydb8QdMNZurdWsB7iu8chSkmroqMw8YnxRxUy0wsLKlmDSyHcXzmWeoYpxVJRvWBAZrgaaKvAaIft6bZnzyiiWhgmf8b8J5RrXiAkNOYVWfmtFULrvssqT64PoeAgStlEsoYKWewCxlErvnnnsmtZ5jhVox1qCYUNOFQrE/J554YhROFPvEAxfjRUQvymVY3ac+HuPE+l6cBJj3339/OOmkk2JwuOGGG8YMD3wVyBbh30ijx/iPFHOCUkxE6RrAtUVdu6rkJBVMIRtr08gYIJ5grEiwmIUFFlggZk0oyoWKoSZ/4MCBZd9TiEqUimA+yL6VA+dO1dGgGAQYrisyRBSTNQStlOcYWSpLLLFE8n5wL6kyD1Q1/YpMLJU5IxM9RSDONhSTRt6Biu0gACrSeVVtKi1N8JXkNRB3ahNrQo6154biuHie/uYCg3eRyCNc2Kz0KqDOnBXVFKPI+iCYonwjVbwgNbyc2u66YNZXbgBVF4IWSw8TVr/JhEhZuSNYpbxhjTXWCJUAMYDPkCFDYtnMNttsE/cVk0a6DdDmrr7SAq6Xho6JYARX/4KzP0H7yJEjo48IQf77778fS2pUYlCpWUB4GdBGsD4QBA477LA4zqkv2j322COKLlOmTJEErgXKcc5nvBGFXnnllSSB7Pnnn4/+BqoV9eIgcejQofGZQceXFChtSDFXxLclRdgsNqdVZXyoJnuWzBnZjqLUQpV5oDQks+QJYS1Q8P1pHEvXskXyelx5vX4U27EmJlY7nsGQQ5gIKQOMddddN5pFkoatohD8pcAqJy00U1doU1fJCOYVK0mKco8CrIQjDGWBLIHrrrtO6r/REAT7CABnnHFG6NevX6z7Hz9+vMSvgcCYYBUfATIcJk2aFNP2uZY5X0cffXQssVAHsQVatWoVg+TGym8Qt9555x3Z76QdLOaQqnPXpk2bkk0IyZoiOyBFXChw4YUXxha0lSh7QQzEJyP1uk3pGFO4PhViF0GmSjRTPccsdSVAYFBkMCgnjZaCF0sTfIuTc2vj4zQN1s6XteDX2n2qwNtLanGBIaeQuqtMM8Ytn9XmFK+CuqTWH2OquNNOOyW3NkwFx39WqlMh0FWluLOy+uCDD2b6LseiaHtnDQIxUvbpKrDQQguFyy+/PGbmkDqPhwMCB6v/is4biBeswuM30hiVMAJ66qmn4u9PAc+ILl26RN+CUq5thDGMGVWp+sAxIAyRbaDOOsniAVLXWLEcX4mGBKivvvoqKFBlUFkyVWQbqpV+a5NhReaBykjMmnmcirwGUtaOK6/bsSYw5FXAs7Q/SjFxJkPH1Vy4wJBTCGxIvVb1dAUm+aRgN1ZPXiqkjKd4J5DqrvBxSA00gAdJuXXmDbWXVJZaZF2NJKC86667ojlhpVb3LUE5EYE0WRTUs7dv3z7+uVwQLfCVIAOD8pJSSgv4+Up4RXD+smRG4Llx0EEHxQCabZRaHkE3hUq0OGzdunV48skn470xceJE2XbLNdGsO3mgLCGVli1bykobVBMjhXeCsqZflfZqaRValVHBubJUmqcSGKy1eLMWaFobH2vkNbCzJjBYuw5VWXOWtlPt2LpCHCkXXXRRXJmlpl0F4gLp86kQvKbU177wwgthyy23TN4P1QRtscUWSzZIY2xVKcp4DqSsYrO6+thjj0UhaIcddoiZKzPqhFDKA5dMGM5b586dw8Ybbxw9PizBivJDDz0Uu10gYJXyUuecMUZ0gLjxxhvLEgwoAUAMVGTS1A34McIsRzykneMGG2wQrr/++rJLrDiP7dq1C5WAVXXKmLhmFCID4smhhx6a+ftkaSgyljimpihDKhWudUUGA89US0KFNe8E7nXFOCszGBTHpRpja4GLNYHB0rVsEWtdNlRYy8zI4/WjfPbMZOz6aQ5sPckdKVzgpC3jU5C11Vx9pK5qE7ycdtppSdsgJdtSnS+dFvBzSIHAW/FyZPX8zTffjK0hFW34EBpoCYnoQJA3aNCgRq8BjoHVczqQkEVDN4FnnnkmtivExJH/YrSHiz77SUC73377xZaoio4VCggCEAsoN2gMVu3POeec8PDDD4e11lor0+8ic4I2g8psEYJojDNLgfNBGQLHQWZQVvD8wP9BYcxXH5h09u7dO3k7lFZRKpMVzrlCYACVwKB4FpLNpRAGVAKDajsIDIruGEw+FdvhPlcclwoPXKqLPAZ2SvIqdPl9WnlUnYL8Hv0DXf68YxaCBgK4xx9/PPmhyWQN47eUG4/Al3RyC+3UVHBcqdkHrO5jGJnaWhJjweWXXz6oQaTic88998TsGIJShAeMBR944IG4uowzPh9+rnhVnmyFtm3b/mWbc8wxR1zBL3gVkMXB9l977bU/Oz8ofBGy0KJFi0a7nNAJRWH2xz1JBgztUjn21HsUkYbrAHPWGYHJJSKQwlSTVdnBgwfH5wPGmohJal5++eW4r1lLFDhfGFHmzezP0moJEzRVFwmVV4Fi0sjzXSEIcVyW2ktauwbzusJqbX+sYekZZtFTxK+fyqN6xnOu/mZMoGoOXGCoEViJvfPOO8Nee+2VtB1WmVOMFVnZLrQRTEG1AqTyqGAFmoA0FVLUWd0nRb9cCE6vuOIKebp9fRD482HVmnOhWn2nZKBnz55//vmnn36KNfhPP/10FBz+9a9/xa4TG220kaycpD5WXHHFmAlC4N8Q+JGkCkLF1yHB/sknnxzOP//8TNughIX0/ZtvvjnsuuuuJX0HMUohLhRDW066dxx11FFyXwbGKeXeZxLLvqXAOW/KVqfVZhqo2h9rdazWepszEVa8v6y1qbQWSPlxNQ3WhKW8Cm/WsHS+8mws3By4xFIjcMG/+OKLSdvghunevXvSjUNa/DrrrBNSUdSwwpxzzinZDivvigcKAS0CQxYwjGvqzA4m3JU0guT8dOjQIWZMkCXBqjwp7mQWdOzYMfoGvP7667KXFHXxiDsIcjMS0iphaohgU24nBlLbzz333ChO0ZmlVHEBFOak9UGGEl1nyGahva3q/FCGkrLP7Fdq8Ms2VCKeahKiasOomqQphAqV4ME2FOOj9IRQHBf3vUpgUJDXCbUfV3UFvnk9X07ToLieVVl81Y6PQA1BXXYKtPNjdTIFgmDFC0CVeTDffPMlP1DeeOON6AmhIusqGR0JCLgptbD20lfBtcP4kM1AG058A8hm4EPmQ5bOCQXBCuNRjBHvvvvukkwOU9sU1sdnn30WXn311ZJ+lnOMTwTlJ7TefOutt8q+L8h4YewqBYINHhOpbTOBFzYeD80tKDLGquwZ1STEUsaAaoJPpoqiyw/PC8X7AvFW4S/Cs0YhBKtKLVRYm1BbWzn2wLdpxsfadvI6F1Nh7XwptuMZDH9g643gVIwFF1ww+jCkTNJYIU2dRCgmjKBK5SUYZ5U1BbwtVBM9yg6ytt/kwXj66aeHCRMmxOM64ogjkrNWiqHuHdNHVVmAip9//jl2FSFYJtgmA6HUVqpcz5tvvnm44447opnl1ltvXfLvPe+882JpjBLMB/G2mBFkOZDZQTeEl156KSljhhKUAw88MIptlYBAiM4zlPCkgHcLIlrKdaKa7KmeY5ZahilbdCkgmOecWYFMLYW5p8pIzNoqmaUJvsXALq/jY2071sZZRV6Py9L1Y60sr9qx83ZyKgqO8gSHWXnllVdC165dzWQeqCb4tBTEOC4FDBUVE0Zq5wmUt99++6TtLLzwwjGV/Oqrr47B84YbbhjFBjo5lPIQnjp1akzVx8CR/aELCWUbmPZhGEpQffvtt0cvjbXXXjsaNVqB9ozDhg2L7Vkbq5NnHFZaaaXos0A5RJa6/KWWWioaKlIKoBDMEBfoqDH77LPPsPaa8hDaaSruA84fAgDZG3QyqcSqKMEZnTaywjGTvZDy8v/hhx9kpVXWWqFZmhSpuj+wDYXXhapkA48ThcCgEgVURmJKkUvxHrQWQOd1f/KKj0/TjI+1+0IB8ylFlpol4bc5cZPHGimNSG0LyUo4K6apzCh4KhWV1wAPlNR9ateuXQzCUyCNHNNABA91YIdIwIcgcs0114yr/JQTYGSIjwDdEBBZEA/4YKT47bffxu/jeYD/QV2RCLNQPrwcKFdgdZqWk/w/GSHl+gioofMEAWV9LwvOOfs5ZsyYRk0cSwE/gJNOOimKA2ussUambWDuyHghAJWSRYCPybhx44IavC3IZrjqqquiSMM9phIEU8sTOGc9evQw4TGQ18mwqp2jcpKmCFi5hhXO4PhuKAQqa+mzqvuCcebcpwqUllY0ldvJa3cDS9eycnysCUKq7VgTx1UozpeqcxHPwN8MGQI3Fy4w1AAEPq1atUraBsGa4oGiMlVUKYS0U2SlPnViRZbApEmTMtXlk55P5wAmsGqBoRgmf6TT87n22mvj6jsP5a+++irzNrkmyASg+0FxFsGjjz4axo8fH8UGyj64fpjkq1aQZ2TCR5vGhlqh9u/fP4pKqeJCAQQZSlPuvffesktrEJUQOsi4KLVEgVIlMkdK9Woo93weeeSRMWOFrKcbbrghtGzZMnm7HFtK9xjOZeq1Q6aGSpi0VNqgmlypAnqeM6qSDUU2jUpgUJkqqiaxKlQlG4UWb4osjzxiTfDIY4CY5/2xRh7HRyX+qvyDqh07bzmnIrAyyspkKooJGhDYKR5MqkkMHQhSzS8BAQcn/yy8/fbbTdJasu75JHshRVxoCDwa9txzz1h+gBEjwgtdHxAiCFop16DEgpRjJVxbO+64YywdaEw0+uc//ykXOhCqSgVhgGwguj3g+1BuFw4CZYwo27RpEyoF44PwwX5+8MEHydsjy4dsmOYUJtlGHr0TlKi8ARTjo8qgUQknqsmnqr0kKN6lTIYVwptq1S6vAbS1lPK8jnMeA18leb1+VAbFqmyu/4pipmrG1uzGkUMAk1rTr3yYqBy0WelPDcpZeVaZ9PFgYntZoPMD9eVkFOQRxmaRRRYJH3/8cUzBxxuiW7duYeWVV46dG8h+SAliWR3fZZddYhtL6vzJJmkMAnsyKpRsuummJd1D/fr1i/fj8OHDw08//ZT591HeMmrUqLg9PEAqBWUvqRk+K6ywQhSbssK4qWrxFd4AhW3lcbKnyoRQtfpSnC9rbSpV5oyqzAPVdvIa3FkKgJRYO1d5DFgtjrOKPJ4vRFJL78BqxwWGnEMtumKFXjUxJ1BQTPYIWlLr0KkzVz0EcDtfb731Mn2XeuXBgwfHsgK6fZx99tnyzAIyPpT19KprkzIBujGwuk32QTlGgIhM3bt3D2PHjo0+Bttuu21J30Ng4EXC70+Ftqt0NqDUYUZccsklsa2mStTifFKagT8K3SQqVV5D+8usoOLTvaahcpVSQEhUrfSr7gFrwYIlVCKyqkSCd44iA0b1rlAJDKrMg0LrX4UAozhfec0OshRIKfFAqrrGOa/Xj8JbQiUMWPPZaS5sPYEdOaqaY5U5I8GC4sZbYoklwmuvvZYcdCseJogBd911V/RRSAHzRVb0+/btG70cCLhZoS4nM+Kzzz6LHSAmTpwYA+lCB4jPP/88lgb06dMnBuKMnyUI1BFY6FRy4YUXNvqzCGb77LNP9Hi45ZZbMvle0FGFMo6sKfOYYB522GGxzOPGG28saWJNaUQl6vIwmrzmmmui0ILnBSaQ6u1nhfKP4447Lun3I1KoggWVwZW14EWFIkAkmOd+VqB4Pn///fcS00lrQSKlUpa6bFhzYLcW+ObVXE+FpXtLuR1rWBsfS/epMvtuFmMLes2Bj0DOUT0ESN9XrHKUW2/emFBRqileQ5CmnyoKYJh44IEHxsmVKssDEAQIuPlcdtlloXXr1mGTTTaJBnyYE/IQRHhgxZ80dro/UIKAFwCTe7oa4C9R9xySHQGUCOBVQDBK+0lKFPi+SpDKCgF7Y5kpHB9tIRFfUu+Lp59+OqbuH3/88SV/j7IGOn5g6MiYtW/fvuTvHn300fHYFJ4G9UGpBGIALSwRP9hPxf2fMtZcq6lBhzLd0NoqkKXj4t5XBIhsI6X8Rw1eMy1atAhWUJ1zBHLF+1RVd6y6fqx1AbAUACkFGNV28hqIW8PauyuP149qjHkWztoEhubWcYEh56geAsstt1xM7caoLwVVraeiNpyAe/311w+ffvppXNHOYs7IijsB4zLLLBMqBavlo0ePjp8BAwbEMoq55porBttZjRLnnnvuuILPp/BAfOWVV6KgUWg1iWjBBJaHblO9BPBPaMgsk0CBDI1UcaEYzn0pMAaIEbT6zFoyQAkNglDv3r2jF4Vi9bGhcaIUAxFuRtkgpWTVkPWS9V5XHCOBVF5bPlmqfUcUUJQS8KxQCJWMjSKjgq42+L1YWelXGompMhgUqMw9rQX01lAJMNbaXVrLXLEU+Oa1JMEiKoPimQXvrmrHBYaco3pIUkPNRC0VlarHSvDCCy+cvJ3NNtsstjSkxKFcCDYrtRrdmNcDHzVMVhFb+BQHHHvttVdYa621oucF4hIGhXQvUKd/Ueaw++67R8PHhq4RUuWVL32MEnv27DnDn2O8EZIeeeSR5ICQMSRzBP8PyhqeffbZirgNs5833XRTzJrIunrL/XXRRRdlzsxB6FDc72zD2mqktUmapR7gquMieFZ0C+I5pijx4zpUtXNUCRWWWqFZEwasZRlZC1itna+8Ppvzej1buy8sjY+1e6u5cIEh5yhrhRU3MKvvqQEVmQMKg77CMb388suZvnvQQQdFk8K6pQh5gdVMhAVaTRaOkRVxUvERBFiRZwwWXXTRTNsncCVjAa8ISj9mFIziG0HdcWpGBYEvGRqUOZTSgYGMA0QBFew7Ykrnzp3jPgwcOFBWs17XGwQvjiwCA8EmJUSU5WSFMhyVEGWprZ9yOypU7QpVGRWKdwXeCQqBSmUsTPq/QgxUCRWqTIi83hMqrAkD1sjrebeGX4eVHx/iJWvCUjWTT6cq509UaTqk49NqMJVVVlklCgQpEJQpU6azHhfHwgo0pRqM8+TJk0Pe4eH7/vvvx5aQp556alhzzTWjQPDMM8+UVZ7RoUOHeB7xQWD8Sg0kKEUppWNDQ4EGXRdI+2dFE5+KUlC3tCx+IXbq1CmKVJQz0BFj2rRpsu0jLJTSPrOh4K7g12Fh8mlNYMjjpBFBUXWtK4RtyqEste5F3FQIDGRlKLaj6rLBdhTny9K1bHF/rD17nOo6Xx74No6qvaQitvA2lX/gAkPOYdKoMIKiHj/FTb7Y9A3/hBSYdKoe/pgc9u/fP/P3CZYJeGnFRykBJQQE3qyQZ/FaYGzIDmjXrl1M36dLAvX6tCFktZ/fZwl8Oe6///4oMtx6660z/Pmtt946jBgxIgoUO++8c9mTQLwn6IpR7ov58ssvj+N35plnRoGknAk1RqAbbLBBqCSUI9D9g/ITfDAUIF5kNUKdf/75k9PK+b5qUmStnlG1P5a6UXBMincF2S+K0oapU6dKBAZV20yuZ4UwwHYU3glMhBUZHiqBIY+mb3neH2vHldfxsTbOeT0uBaqsMNV2qh0vkcg5pJV//fXXydsh+FU8UJigpQYu+++/f+ZV7AJMOI866qjY2m/w4MFBMTlnnEeOHBk/BLSs7lNGUBAf6k6e+TlaF9K9gQ9dIRCEECfqjvVWW20V/0urSQJsShbo/sDPKle9U9Lx8cVgFb4+MKOks8GVV16ZPBEtp+74jTfeiELNmDFjMge7Sy21VHjqqaeiVwdZF6UaQ2bhnXfeCQcffHAUGVq1apV5O5Q2ZO2QgmikeDkibqj8JazVe6q6rVgSGFTHxXMQITkVyoYUppOqdo6UkCjGh3eFJYGB56JCMMtjwAHWAgUPEKtrfPJaguT3e+2NTbm4wJBzSJNWCAykcCuYNGlSbOuYApPOXXbZJTz//PMxY6BcCHp22223uJK++OKLh0pAijniBZ9BgwZFQ0FWqVmRQxRAUEC0qW/luLGHE90uitsqYrz52GOPhRdeeCGuzBe6PzRlOh37u+2228bOBY2lO2OSmBpQIaaUev3grYHXQZZskrogiiEanXDCCTELgjFHEKoElCNxzdCeNKsggq9D1pZxCFcEZalwn1qbFKkC+rx2tVA8N7jXFcKAynSSrC/V+0uBSmDgPaZojaxyPC+kF6duyyfn1SW2WsOawKAir8dlbY5gbXyqGRcYcg4p5ayWW0kJnjBhQjjppJOSt7P22muHvn37xsC23EkozviIC00Fk9vXXnutIttGkNhjjz3ip/CwprMF3QPatm0buxasu+66UVBRdN2o7zyQUYJJY2PngesnJVgg8DnvvPNi9sDhhx9e0nfIllCIC3UFu2uvvTYaRZ511lkxa4OJvrrncdYsH1LcORdrrLFGkjim8jzIKnJUCktdEpSo9kcxPgidmPmmwjWoOC4yaSrReSdljBXdHwjmFedLtR2e8Zbas+U1cLF2XHnFUgthi4FvHjMzeN9YyyqsZnwkcw7BrWI1Cf+F1AcBafKs3KtghZoAL4s5I4F5HuElROcHyjMoC6CVJv4Nq666ath8881jWQjGlKnnktIPhBoyJyhBmNFDmZW2rCILJoiUiCAoIZiVs4/qwL+4beull14aM2Awjbzjjjtk2yYDAZEgCwRSxx13XNLv53mhKgFQrLDmdTKjnMSqtqM4X2TgKJ6v8847r0QYYF8UGQwWJ5+WVjXz2tXC0hjnmbwKMNauH2vjYwmEX9WcxXGBIfdQkkDAkgo13aROp0C5gLIdHxPHLMfGaj6GhFtssUXNPGzxSKDTA6v6GC1uttlmMeW/3ONv3bp1uOKKK2J5yrHHHlvyw5iV//vuu69sL4A999wzmhUilpS7r2Q6IEooup80BGZ2CF2UbSAKpF5PCCK0xczSWpIgk1Xf1CCI8VJ5J6hW1q1lDFjzclA8x8h+UZgq/vTTT5JVbLIgEKVTodxHIVSoBAbuU8UkNq+GZNYEhrxuJ6/kdXz8+qk8qrI8VTeKaseWHO/Iee+99yTdH1gRf+KJJ5JrYVUTc1LfCeiWXnrpTN+ng8Ho0aOjl8M222wT+vTpE1N7FatuGDqyXTIGCMizOvlXCup/6Z7Rq1evsNdee5X0HY6BdpJkjDDu5QYQTPAXXXTRkn8evwYEoDvvvDOpdR4dPfBL4HwrMnkaghVSfA/IakihS5cuUWDIahCpyNjgeaEKfFWoBAZrq0mWJiF4J/D8snKuyBJSCAyIgJVqNZsVxX2qEgZ4livOGfuiuC+sBYh5DeysZXhYGx8Vec1csfYuVaB6hrnA8AfuwZBzWAVWTYhSJ2mkkqeaKvIAoK3kDTfcELMzUuBBQrkEgeHTTz8dV/cRUtZZZ50YeNPWsL6HDfuAFwBdIOhSQGcH/ktLye222+4vDuqTJ0+OnSomTpwY3nrrreiRoJg4p8JxUC4xo7QwhCHKIQ444IBMv4ftUx5BuUap4tEhhxwSU61VPhHDhw+PAhnGiXSEqAQEiwg3WQUC7o9Sx6g+MPdM7dBSWDlWZTBYm3xam1RbEk64fhRiqKoGH7FDUVJHVo/C84DtKAQhZQaDAs6X4rhUk3NLAYfTdFgTGKy9u/KKJaECYUBxvtjO/4xlXTYHLjDkHFUgO2XKlKS2eYWbDjNCSiVw98+ySkzKPMFiJTwUEFAIuPlg5IdRXps2baKJIeaUr7zySgx+ERToIFAsuCyzzDINtmgk3b3Y2JLv33///VGUIGsCwQHBoqlfRIhGnI8ZTXYRTbKKC2TQIBYwOS/VOPCBBx6QiQvFkKnCB4GBzIYXX3wxrL/++tLfwXWQtYTlkksuiautzf1y5Dyp6hCtBQuql77qXlXtj2JFnGBeITDgk6II6DEItZThAYrMHrZhyZtE6Z2gSC+2FHAoUfl3WDsua+T1+skrlhYPVCKy8wcuMOQc1USGVPXzzz8/eTtkB5CB0Llz57If4KToE3w2VRkBogIf0t6VwT+tJilPKBZOyKCgZIPPiSeeGHbYYYfok1ApwxlKS1hpL96PhgIgSj7Khe/RtpIVecQYVudLZd999w033nhjFGAqAd01ll9++TjGXbt2jedXEaAhwOH5kHXyudFGG5nxTlB1f1DdN9baS1qahPD8UGSuIHIpyul4vrGtVHj2KcaZgF5xf6syIbhHFV1aVIKiMhtHVb+cx4DeVzSri7wKDNYEGEsCgyqby6IhcHPgI5BzqHtPvfEItknvV7WuY1tZyhuay9210pkFBAfbb799bMO44447hgsuuCCutFO+0b59+xi0Ul+vgBXyXXfdNZomzkhcgGnTppUlDsDbb78d9/+0006L4kK5EOTce++90YOhknz99dfhmmuuiWOcGphTL37hhRdmWgEmO0gRuFDaoPJOsPZytNZeUjXOinICvBMU5oxcg4pxpovNN998k7wdnve8e1Lh3lYIMEyoVYKH4ryr0nBVpQ2FfcpblpE1PEBsmvHx66f2UIm2qjK4asfWLNKRQ8BKan8K99xzTwyCVBCEZXH2HzBgQDj55JPjBDbvMMmiHOOhhx4KZ599dkzlxzTyjDPOyFz2svrqq8fMAIJ3VhlL9fAoJ9Cn/KBgoJnyoF5xxRXDk08+GbMgVl555VBJ8NI499xzM3+f1dHjjz8+7LTTTpm+j9ijMNfjvlKtrKsCaFWwYC2DwZLAwHNCcf2oJuY82+kkkQqCtiIjB+EkpfRIPUbcE4rtKL0TFCiFAUvtLvOKtfFRPeMtrYhbxNr4WMoUUR2TSkSudlxgyDmsPhOkpvD555/L9ofJMPX8WQQGblgCzldffTWu+O+zzz5h0KBBUsNEVs+ZrKuyNVTg90CbyX79+oX11lsvGkqW8+KmNSfeF3hYlNPJgdXRcpRYvCbwlFDA+UZQokyFlpjLLbdcxdJMs3o+sD90DDnhhBMy/27SyRUp3KxiKzIhLLaXtNa1QTURUaxyYCKLEWsqrPIrhBOuQ0WJBPe/yvNAMdkrtIFVoDJDzGvavaXSDxXW9sdaAO2ZB00zPiqsCQwq8VfxrlCJyNWOCww5h4v822+/TdoGHRVSTRV5GNGJgM/RRx+dtC3aDWI8iNnjoYceGksJ2rVrF4373n333ZJuftL4L7/88mi2SGtA2lTSzpDJOuNFO0b2k3r9ctorNgWUS+BHUUrZBBPiww8/PAwbNqysVU66dBx00EFl1+J///33QQ2mcVw3mDLy8B8yZIh0+wR5lHRkAQHm6quvTvr9XF+//PJLSAUhKa9peapASiUwKCYPBL6KgJVsAYVAtcQSS0juX1Vpg7UJGteOqr2kpTIAlcmjCu9GMePxsURehQFLga/TNOOsfPb8bux6bg5sLdM6crjIU1e3CIAwxKONWcuWLTNNzHr06BGNIlXmccXQgYHPww8/HA37aDVJi8kjjzwyuvq//vrr4dFHH40dG+jggFs6K9ZMgmmbSYp83cCMLAE+gOCAueT48eOjgMF2+H5zrh4RnJQSLCEOIaSU+tBkTBi3O+64I/z8889/abk5I+i4QZYF31WDxwDXH9fSgw8+GEWQOeaYI3m7iFOYPZYL55+MAfYrBUpXVOOlur+sTYpUmRmq7SiEgalTp0bxLBVEN8WziAwh2slaMsWzdB3yvFWsbqnOl9I7wdJkmGNSBQt5xNI94TQdeb2e81iyofJyqHZcYMg5rNATZKZC4IgpIOnq5U6yMC289dZb4/9XQmAohnKJ5557Ln6uvPLKmPbL6nBKLS+17XQ24ANsi1aWTzzxRGzDyAczRFYSya6oNBwT2RWNtQ3l4Ub2BV0cSn1gkr3BtUIpRlbwIiBoouOIood9fXA+EaswaURUSpn009XkpptuyvRSeeGFFyQZA/hhKFZ8lfeXqn5QVVerGh9LbSExQFUIDGQmIZymsuSSS0rKzVTtClXdH1SrSQgMiuNCnLLkTWJtMpxH0STPWBtnzzyozfFRZXMpns084/9P5NNUzXiJRI7hAmclWmGSx42H98Htt9+eKUBXmWyVu1pJyq+qdV8BJr1bbrllNF+8++67o4kmbTdXWmmlGNQfdthhYfDgwRKjs7qwgn/FFVeEM888s9Gfe+mll+I+lDpBZ5w6duyYJC4U4Pgxe8T3QZFh0BBknmBamZUWLVqEa6+9NlPnB0DEUpjrIRipAnHVS83aJER1D6smw4rAlywohXcCWUaKZw2dUL777jvJc1cxPmxHIZipVsQL27LUflORSaNsJWsp2LR0zsHS2Di1u0KvwprAoMo8UDybVdupdjyDIceweo3XgJIsteIEnEyqCOZU7RatgWklnTb40BVg4MCBcUWwUK6BV0SKlwNBKKn8lICw3cZeQhgiko3Q2M/VhYyDl19+OahgVZ7uI5QysG21yFMga3cTAjK8KdZdd92kVXWVMKAIyCwKDKqVWkulDZx3xWQP41bFeUdgUJTY8Iz+97//nbwd7nWFMMC1nEdPEWvmlapSi8Jx5fGcWcJSS1GLWAt884qlkgQVKpHU0jE1J/l8wjiRiRMnykaCiSeBMvXvWTjwwAPD888/H+v7We3HkBEvAxVMbqy9MPGFoBMDngQIDRw3RoXlQhB82223haFDhzYqGnCO6BKB50K5gVSlHogdOnSIggtZAghMShBsunfvnum7uNyndH4omOKpUvdV7vTWVjmseScogp8vv/xSkpnDvigEGLJoLJWQEGQqBAaVB4O1e0I1zsrxUZVaKIQTn5w3DRbvC0tYGx+/L6pnfHg2/81YPNIc+AjkGMzjFDcdvgvU/FOrnhIIccNtsMEGMbX8rLPOCq1btw4bbbRRXN3HRLGUyQmB4X333Re7Imy11Vbxu5dddll46623ohcC3RXatGkT201a4osvvogr+jvttFPc31KzInr37h39Hjp16jTD9p/bbrttuOuuuzKlZp144olh/fXXD5WAa4YynZ49e4aDDz5YtqpNu1OM6cqF30+teerqH9cyq9AKVKt+1tJ5VYGvCoUwQBmB4nxRkqDIPKDMwtI4q1L385qirPKEUE6oLaUXWwoUlFh7Nlsjr+ddRV7Hx9LzWSXaqgyBqx07swBHDingN998c9Lq36BBg2K9P6t2qjTuAgR5dGbgw+r2iiuuGDs37L777nHlmzR/TPzefPPNaBjIh79DZMC5/4MPPvhLDfzFF18c//v555/HYBt/BDo/8LP8XXPDOFK6MqNWnYgkHEspQT+lDd26dYsiS0qQ8tBDD4W99947mldWAoIgjp1sBow/U9h5551D//79M32Xa0EB16tqZV31MlJtRyUCKdpvgmo1QLEd/EoUAgMeIApTRYxlVSVIivFRmSEqV4BUk0ZLq1Lsi6V2l3kMOJTbyavAkNfA16k9eMYrxHEXGP7ABYYcwwSETgpHHXVUNO8rN/ggOO/Tp09061eLC/W9NBEC+GBMWVhpzLrCR/o8K+bFq46PPfZYLNMgwORD283meFlTLtEQ7BNZGPgWlPKgY3xYyU8RF4ozJmjnecYZZ8QWkFn9DWYEmRwYZGYN0hg/SkayTvYnTZokMR3l/DSHeWljWDOLVAW+ipc+wbxiMswxKYSchRdeWCLAqFLTeRYqjku1CqQ0DbS0uqXyPOCeUGUMqMZHdf3kMRC3tj9O0+DCUvWMs7I18u9+v7vAkHdogzZu3Lhw8sknl71qzASmuQybFKnDxZDp0KVLl/gp3PyIDH379o2lFqTwU7JBKQKmaZWAlUayM8gKqQsTRcoUKIcox5uCDBW6e6hggkjGyh577BHbklYi6wODRVb+s1xbZIAggGTt/FDwqlAF4iqBwZrjsCozQ3Vcipp+ypRUwpIiCOIaVmV4KCYzqraQyomVpVIC5Uqt4vnDs1pxHapKG9gXhRCY1xVxDzh8fPJEHjN7VOKvtY46zYWdfD+noowaNars76yxxhoxm2CbbbaRTPAtwUNkhRVWCBtvvHEYO3ZsXLHHgHLVVVeNf4cpJSUWihVYJl20r6SlJT4WdSfxBPE77rhjLIkodwVomWWWqYgI1KpVq5jNgJEh+62EDISstfBkouyyyy5Jv5/sFtXKuiqzRxWIq1b/rPVwVggDCFuKAAjRViHA0BlGJeRYEhggj+aMqowB1Up/YVt5y2DIq8CQ1+OyRh4DX/Drp/KonoU8B38ztmjUHLjAUCNQL54FVvcff/zxcOGFF8bAjrIDTBpVD00m2ZbaWn377bexjALBgVV8RJb9998/vPHGG2VvC1Fm6623DrfeemsUeDB4rM9AE3NGxjgLbHNGBpApKixCwyGHHBKuuOIKyTZZtc3avYEAiHIdS94JeW3naK07hkLg5IWvOF/4lajc8i3V9CvTQxWoPA9U7ypELsX9pTou1WRYiaXrx9K+KLGYkeM4WbH0DLOWFVbtuAdDzsEQcZ111kluEcjKPkE2n4EDB8Y/r7XWWnFlnkC8sRVpbrS33347PPnkk3FVnNV6Olxg6Eh2BP9Oa0XMHtn+Z599FqxQ8IUYPnx47IBwzjnnlBSAMC6HHXZYPNbGzBlpK5nSrpNJAn4ElF+QbaLoY1+f6ELZBF0TaFWaAmIN5zwLmHwqoNWnKqBXBYiqyZ6yLaQiXVCRecB+KEoJVG0hub9VGTB5DDpU6aGIOJYEBsZGcX+p0nCtrbCqUO2PJfHO2j3qOHm7Dq11wvnd2HO1OXCBIcc88sgjMcilrSOTYhVMsl577bX4IbilJn7dddcNHTt2jB4DL730UhQT/vnPf8ag8F//+lf49NNP46oo+/HOO++ExRdffLptFjoC4NDO/pJFwM/hk/DJJ580+82KUIMIgsiw7LLLNujzQPB83HHHxfabjUGgg/lmirhQvEp8/fXXx9953nnnybok1PU+QKRKERi22GKLpO4RU6dOlaTg8hJRtCsElVChQlnawH2emjKvyDygtEERLLAv1gQGS8GUcl/yaKrIs0d1f1mqF2Y7qmBcsU+q69Das7m55zC1clzWAl+n9q5D5TO1mnGBIafceeedsZxh2rRpFe/HioDAB2GAAJxJWNaX+zzzzBP23Xff+AFWLvFIoMTgvffeiwH5hx9+2CwPE8ol8CSoC0IL402XilIDcLIXXnjhBen+4Rux/fbbx5IGxB1LxpuIRJTZpKTMswKtLM1R4N4Jlc9gIING4Q2gEhjYF9V5tyQwWOz+kEesjY9KqHCaBkudVZzaJY/eEiphwNtU/oELDDmFun/EhaZGnTpMgEJWQHFaPe0TTzvttLDddtvFUgtKQMicoM1iJWC1G68DSkOKAx2EFNp4MtbsZzmr+wsttFAsa8C0UMlSSy0VRowYEdq1axeeeuqpWKqhgrFOyQBZf/31k37/ggsuKHupqUxLVatkFluzKbxRFMIAZT8KkVQlMDAhUnlLKFAJA0pvAAXsi+p8KVCZGKrqfC2m4VoKFizti1O7JT95PS4Vlo5LJQzwfP+bZzC4yWNe2Xvvvetdbc8DHFebNm1iBsCNN974Z/cH/o7/f+aZZyQPLQQAPBTuvffeMHTo0BjgFsBskH9jVT5LK0fKLHbddddQqRca/hj77bdfLDVRgNlj7969M30XIYZV6FQoq1GtHKte+qqUaUvdBArigmKMLJlpIgKqzpel4EUlTqlMMLkGVU7cljIGGB+F6MYYK86ZcgXRUslGXr0KrO2P46SQx+tZaXQ8Uw7Hp1y8SCTHAgMr2HQxuOaaa2IdsxLqkFVp5goI+CmluOqqq2K2A60mzz777EwZFbQxxLiSkoeHH344lh0Uw1i2b98+PPHEE0n7jKcBmReVUjrxv8APInXyyKSacpusvgVZBJj64PerVo6t1flaMw1UZXgoBCHOuWKclW0hrU0eLNXiqyZpqpV+VcswtVeBJVQCgyXymMJtkbyOj7XrOa/jnMfxsZhd1hzYyfN05NCO79JLL43eARg+0gWAlojdunUrSRxgUobRIi0U+fBdyhE23XTTmHpP4EkGAYaOr7/+ejQXtGCsRLBGRwo+Dz30ULjnnntKyuZYaaWVYtnFSSedFDsNNMSxxx4bW3Wmwvjh3XDKKaeEQYMGhW+++SaoIcvj1VdfDa1bt868Dc473hoWjAdV5oyqh7+yFp9xShVQVC9ZhcDAMSkCejIPFONsqR2uxfRZ1aRIVWqhyjxQlVpYO1+gyhiwNBm2NsYqrO2Pirx6QlgKWC1i6RkGlt4V3qbyD1xgqBFYzeZDqj+tFhEb6PrQtWvXP1d4Jk6cGFftMVIsdICYPHly7P5ALfWbb74ZWrZsOd12Dz/88PghkBg9enT8Pi0pMWT86KOPpMFlFigRuOiii8Ill1zSYH036f9kEpxwwgklBbDjxo2T7R8PonPPPTdmXJx44olygYbzQtvPrAID55BMkJSXAKUmKixlzYAycLEkMCi8ExD6FPuj8k4Aa3WRKs8DxThz7alW+i1NzlUlCdY8IZRdJJRChaVzn8fA12mcvF1/Bfw6rDx59sdpDlxgqEEQD/jcfffdoVevXmHhhReOwQCCQtYVR1YHWf3nA0xUJ0yYEEsMyIJAcCDDQbXiW46Z4g477PCXv+fmv/LKK2OZAsJKOW08K9GVo0OHDjE7hJIWzoUiwCscf4q54hdffBHWXnvtpH2Yb775ZAGialxUqfLKLhKKY1NNrhSr/ZQSKUpaEBhU46y6d/O4asfYWNofS/ti0YxVWbKhbOOZ+uzwGmgfH6d2sJQJ4ZkHWlxgqHHoNFGJbhNMNuiqUNxZge4P/fr1C7vssksMpjFlJItCucJdzGqrrRbOOuusP0WPYr8G2mA++uijUVwpt5UengyvvPKKeG9DaNGiRTR+JKuEsg7F5JHx5xizPvgZq1QIMlXeCarJp8rzgIBDsWrH/WLJwV/x0ifzSXFMyraQlW7Z21yBpio91FKphcUVegslgGqnctV2CpNzK6VILlRUn4DnVA95vL9U7y5Vx6Fqx1a+qJNr8EGgfSK+ALR8xIiS7g+0gDzjjDPC1KlTJb9nmWWWCUcffXQsZUDMKIZyAQQHvBmylm/0798/mjxWAsSO+++/P5x//vmSld+DDjoo8/e///57c5kHqv3h3CuCVlXQoZqUq15qllLlEaesTYYtZTBYS0tXCRVK8uhVoEJVYpNXs0hr+Pg4fv3YRuVDVO34CDjNyieffBINKMlsoLXibrvtFkaNGpVpWyussEIUFijNwNyybtkDL2ZaN7700kvJAc+wYcNCly5dKqZSDh8+PHkbW2yxRcwQyYqynEUVQKsEBs4hAoqVNGXVy0i1HUUJiXJF3F/W1dP9QXXeVd0fVFgTcpSZItZKNvIYiFu6dpTkcSXbqc37VJkVNpNfz14ikXdIcSfQpqMEAfjKK68cu0rQYhEDxLfeektWj54K9f733Xdf7FhBCcMVV1xR0k265pprxkAak8a55pqrwZ9juxhRqlbk6QDRt2/f2BpTTWo2B60hMd9MgetG9fC31PYQeIkoyiTYjuJFYq0EQPFM4B7JqzljHifVqkmRKvAt1PRbwlI7UFW9sMq8kn1RlcLlEUuBlFObHgNO4/gzTIu/DXIEK7IE0JQGfPjhh7EDAOaKpNxvtdVW0/0sXROYVIwdOzYG9ZMmTYrdH8goaG5+/PHHWEKB4SGeBA39DN0funfvHnr37l1SCj6ZDUoxhQc+HRYo8zjttNOCknJMJ+sDE0+MI1OzDlQBq0pgQBRQrCTyIlHsk2pCzXWp8nJI5ZdffpFMiix2f7A2ybeWmq4SGBRwLVsRvy0KDNZMJ1V1xx5INQ3Wxtnaszmv42zpnaPEUnmWxTLB5sAFhiqFi/fdd98N9957b2wfSWtJBAVWruvrJNDQTbD55pvHD/z888+xzeSYMWNi5we2T2eJ5khTnWeeeaKXQn3HffXVV8fWk+PHjw+LLLJIydtEZKENJceppFu3bnHMbrzxxtCjRw/JNhFPUvjyyy8lLxKVd4IqEGcC+8MPP8TrIwWu6dRtKEs/OFeK41KcL7KeFNtBYFCtQPvKaNN4A1iaFFn0PLBUSqAsQVKQx2vQcZzKkkcBhvnK/xnLvmsOXGCoIlghINvgwQf/v/bOBMqq6szCB0VmqpihmGcRBEQggIKIKAbjQNJJUIzROEQk0tDGOLZCAMEOQpwaIrEFJyJpjVEjDhgRbG16CUJwAEEBAQERZChGo1av/7JeLUAo4N1d7+37v/2tVQuqinc459xzz7DPPzwfFi9eHAkAyMOyHb7NYiBlNWC3R2YNYdkW7ABtwQ1/+ctfhu7du5eqyXJBQUFkEWCZJg62WjCLBQvQaAexY72BtnpbQEmLn4CmWbNmURyJM888MzRv3jz25GQWJnGi96PGBeoAbXVC1WfLli2xD+JWDpPZvT1zVLsQllCIm0jGKMoeD1OoNtkYRN2IM2V/MFDtQpSDzI7hETaTcrb6sB3I2GCamxlhG89MeHbvywYSGBLCiy++GEaNGhWZ+WcqVZYdVlIWDnPnzo2CBj755JOhRYsWUQrIU045JVx22WWhadOmkP+vYsWKkVvE2LFjozgR+7N79+5w/vnnR0JHHKZOnRrFNzDXEDTmXjJhwoTYMRm6du16WNeQowERvLA0sj+YYIXIkY6KD4AAZcJt7UIsSObegGgTylSeTWTwumlECQyozCqIclApD1GbRlTGGKRlBuI9RQU2Yztw6F0XDGgcZgam+EFykdgHzxWeKJHx48dH6R2znYfbDkHmPmGuGWZlYJkfTICwAIvmTpEOFpjR0ldamZY94WBxwbj55ptjiwup/8vEGhMySoO1a9fG+vzOnTujTBpxJktLdYkCFTvBDvTbtm2DHDrixqdAp3O0Z4Yop6QApUeDLYwmxDGlhWQTGNhg2nyiYh6wBQ1kuzlGCRWomAcolw2kACOSMWeI3IVtHDJZA7L1TbaQwJAQxowZE3r16gW7eUVht+VvvvlmJIB07tw5/PjHP44CRh4NtWvXDgMHDoyyO5jbw/e///3D/tu33noLVmczQzeR4V/+5V/gE0Hcw725vfzqV7+KVYYdVFHm/yixwg4KiIO4BXm0cRMX1HOvXLlyWLRoUexybGMet12bN2+GHDhMwGHLaoFCh5fM3N6gXAmYgnsig2CiBAZU/yDaxZZW1CtscxjbYYpRUETAZPXECCpQLcoqrKwy6khgSAo9e/aMbvDthv+qq66K4hNYzAQm7IDzzDPPhHPPPTcSDA734tWrVy9cc801UZBGS/VosREyPSnazfyMGTOiuiBu1lNYGtC4FhDmKhIH6yuU5YFZrKAWNoQLAEo8QbgSGNWrVw9vv/02RbvMggghQFarVg3m+sG2yHrdDCNAHqBRrhZMN+LITSObAIPA6wGIrT5CeIJpTUYJDEp3uQ+u3Z8oERv4/fr1i77spVyyZEn47//+7+hPc1uw1JRI//t0+eyzz8L06dOjmAn788QTT0SWGBY00lwrjoVu3bqFBQsWQOtpNy4WQ8LEDgueiThsXn311Wl/3p4pSuyIK1KksA311q1bo7bFwdqG8Kc2CwbUQmJ9nZ+fH6sc2+CbsMZw028xQBAWJ2aVkW1XLPZbII9+o2wuCYxpKpliFTDGhED0D9s7KoQn9H6V3DcoCwYhgSGx2EtgqQxHjBhxwO23ZZh47733orSVJjhkI82kBX20Q3sKi45vVhfmlmA368eSWjLF3XffHWW0WLhwIbSutom11Jzm5mEuKHEwS4zGjRun/XkTh1CRZ1GuDVbOF198EVtgMGEgbhkGqn+sLrNnzw4DBgzI+qba2mQpKuNihzHUAQgZ3NOjwMB0W4tySUD69CNgi8SNdEnwmMaTrX+Y+sYzbK4EIjefO1s5QgKDKxo2bBiGDBlS/L1tzh5//PHIkuDkk08OLVu2jFwrLrzwQogf+6EObWeffXYYN25clGnC2LRpU5Qa8p133om+T9d03/zCH3300SjGg8UpQGKB8WbOnBlLYLAUmv3796fZEKEEBtswIgIHGojgjCgTZbNcMNeGuAKDpd9MjfV0+eSTTyDWHTVq1IBZeKDSk7Id6D3CuCFiEk6QoGI5IA7ijP3DOBaF8ADbu8W2JjPFx2F7VtlCLhKOscOYpTxct25d9PXqq68WH0RatWoV2rRpE/3+kksuiX4WJ+6AZZIYPnx4ZFWxP/azlLgQF8suYW4Wl156afjyyy8D02S5dOnScPvtt8cOPom6AUplAog70dlki3C3QB1Y0a48cTHrjosuuihWGWaVEzeDRMpyCBVbAiXkeF1o2TZXHkGZqyLN/5kEBjaYrHqQ5YiSkYicLLxaA6Ks5lACw7dk4m82yPoqN2nSpNCsWbPoxtWyEJip+tFgWQVsE3zKKaeUeh29YYdzC7BoFgHXX399OOmkk6K4DhYfwfztj4aCgoLo9vePf/xjWLx4cZgyZcp3xAXj/fffh9bdBBGrN+JAtj+dOnWKfVg13/U42KYTZXlgB3qECGMH1nRcWg4GkUEi1S5zAUJwtGO9JCzQaq1atWKVYeIfQsQxCyZkjAoETFkAGA8vTJs0pEsCU0wIlFBhoPqHSWBABvdkgq0+TAcpkTmY5niRmTWQbe7JFlld5SyKv91w282v3eKZibqZma9evbrEz1lwtp///Oehb9++GaurZzZu3Bilirzjjjuig7bFdTh4MrPv7TBlfX7XXXdFwoEFRrSghiX5a5eGK0aPHj3CT3/606MWo46ECVxxb6FRwRnjihT7uyOY6T3ioGlZBeKCOvjWr18/PPLII5Cy4lpV2AEImYEkLuZ+xBTl3pDAkJubK8T4YRMYUP2DTIXG9n6hLDxY6sKI13ahUP9kpn88HqJRcW3Y4tFki6z2wMSJE6Pgf3ZItVv0e++9NzRq1ChMnjy5xM9de+21YdCgQdFB82h8pC143v5f4vCsWrUqEhAsC0TqBnvs2LHhuuuui3722muvhdtuu+2oXSquvPLKUkmn2a5duzB+/HhIWV26dIltOYAyTUcJDFYOwgWAKbp4agFAZROxFKVxMCsqRDpQsxBBjR+UBQzquaOECjZzQzYLBtQ7ikoviQKVlcBjzAOk5QHTOBTJOtix1YcN9U/u9Y8EhiwLDHajaQcFM83fH/u+pLzyU6dOjW5m98+eUBIWcNACuqW+TMAQJWOuDhZT4cEHH4xcEszCxPrcAkUeKxbf4Re/+EWpTCLmmmE+8HGwFIMWhDIuqA0aKr2k3bQhDpso1wakS4tlSNm1a1esMkxotICkcZgzZ07sNJcpsQzpQoLA46LPeHvDVA7bM0dZQtgzR2XHYOwjj++FyD3Yxo5X0Y3tXffYzybUlyEbzzklMFh2AXsIdevWPeDn9v2GDRsO+Znly5eHW265JTz55JNHbTp56623RmbMqS/LFS8OH6xx2LBhkeuBiQo33HADJIbC/fffHwkNaMyH/vPPP49VhrXPMlPEBZXWD2WGa2PdrIJYXBusfz788EPYcze3njhYfIof/vCHsfsYsYi0bt06srTymBaSDTbza6Z+RvYNyiXBUq+yWDCgbqVQ/YMKOomyYGA7KDC9W4ywPS82vI4fr+1CIMsDZ1kkDh7sh1t8TYwwt4jf/va30Yb8aDETZoQZs1caN24cBdc899xzwxVXXBH11UMPPRSJOEg/7Mceeyw6RKUyWaDSYppPfhzWr18PGR8o1wZzJzGrDAuiGQdLLdmkSZPY9UGNARtn5hL18MMPQ/o6TlwIm2PMJSHurSbK7cPag4qdwObSgsLrbQmbyT3TQRwlMKAsIawMhIUQ0iWBbfwwITFRMMD2XngVGFCxExB7MVu7isiee04JDBZ53R7CwdYKdjN5sFWDUVhYGObPnx8Fg7TMB6nBYA/RBoQdXM8666yM1T+pWJ+bpYJl3+jTp08k2hwcI8EsRdAbF/t/TbQ49dRTYS+epeWLk14zNa6YXADspt9u6OMKDFu2bIEsJChxzury97//PezYsSN2X7Vo0SKWwGCuDQiTaYR7RApUnBI2CwaPN/2eQaWFRAgMSPcRRGwJlKtFqiwmywO9XyX3s0fUrpLxekBUu0o/AK+dSb8GZRxKMlm7prKDlN2cW/aC/bHvTzvttO/8+7y8vCg93aJFi4q/Bg8eHB2W7e/dunXLYO2TNZnYIdFiKVigxpkzZ0axC+ywb8E1D3WwMXeGuAf3Q2H1GDp0aHj88cch5SFcAFCm6cgYA4gFAJXdwA7RqAXJAoiaJUvcBeBQ88Ox8NJLL0VZNuLSoUOHSDBBgLJgQIE4kDEKDF431agDKyrmAcoSAuVKgBjPtmFEBYtkEgYYBSEh0sWr5Yrei+Rg+7mvQO7FSSaru1rz8b/sssuiKP6WEWLKlClRikoTDlLxEywSvh1KbAE8OMigRV+3QHbpBB/0jpn+T5gwIfztb38Lf/jDH8Lll19+1BOUCT8mBFiATPRLYjfzJm7cfPPNsX3oTz/99MCCmc7aJjbuDZcJHnHFHXtmKOHE6vLyyy9H6WMRLFu2LNbnP/3002j8xI3/glisTdREBWdkU7u1Scs9UAIDCptP2VwSUJt8NiEHJTAgytINa27i9bl7hW1OZRJgULHUkk5WBYaBAwdGUfxHjRoVHYhNKLAb9pTvuP3MBAdx9JiLiR3e7VCYcj8xt4RjfflGjhwZuQ/853/+J+ywmsKea1zMjSOuSIF0AbCNsPVTXFN3iw1wKBehbPnPW10sJgdKYIjT37agmWVG3P5BLUQmcDItashnzyYwoPAaWwIB8iCOKAclMHi1FLH4FEzZMVKbalTAY29uXiJZMM3NjOOQrT6Cj6zb5Q4ZMiT6OhTTpk074iHYvsQ+5s2bF6WEXLp0KaRLzALC0ib+/ve/h6pxiE2+CU9x/PDRwRlRGyuzzIi7sJl5FqpdxuzZs8M//vGP0LFjx1jlWP/EESpeeeUVyKJvVhlr164NCBCuFowHaK+bK22KSh9kbACmrA2odiEPvkyCmdUFZZkhhBc0npPTz6hnZeJ4WTK312zAszqJ2Nxxxx0wcSHFmDFjwm9+8xvoTZLd/MYFZZqOip2AmlAswCMCu+VH+dFv3749smKIi7lB9e7dO+3PP/fccxDhpH379pGlCALUbR2bMMBWDgpt9kruG6aYB6k6xcUOvYibfqR1ENPtOtJyRZQ+bM+KrT5e1y5R+qDmZrtwPIHM+i4bSGBwBNqVIYVZiXTv3j1KfYhKWRgXVGwIs9Bg6Xszed21axekPi1btoxib6D45JNPYrvuDB8+PNbkjbI66NevHyx7CGocoqLToyyNUJsrphtWRpg256iDOPKmnylWAZtlhj0rVMwMlEsLQmRnO9jpwJqbMM3NIlnvOyIemwe0+3PEpZdeGgW9LA1uuummMH78eMhtuN0gxwV1Q2b9hSgLIb4gcr7vn/3hkUcegZUZd9Jds2ZNGDBgAMUzN+sO1MEXdaBH1YctTaXXw4LHTSzq1gUpTqEEBqZYBaigiqhUaMi5ByVQCfWPhznVM0xWWEhQVnPH6XJFAoMnrr322nD99deXSpAlO4ibH35cVq5cGctMHn2QQqVCQwgMFiAS+ezefffdMHHiREhZrVu3Tvuz8+fPh/RPzZo1AwpU7AQFVcxNocIjqAMi24aRDdTtFtIVBQEybaYofZQFIDfXQK/CAMq9T/GecMiCwRlmZXDbbbeVSvA5hFn5ihUrQqNGjWgOdubagCgL5T5Su3Zt6MT9wgsvxC6jfv364cYbb0z78xasNW52jZTIgRKWUJY+KDM4tsWaDQkMyRk/yIMm03NHbT7Z2uVxDIrkofGTmzAJXaj0kh7n93SQwOCQESNGREIDIpgiOiDijh07IH6aqIMdShhA+eJbpgZzbUCxbNmyKLVjnP655JJLYsXNMFEJwY9//OPIxYYJNoGBzSyP7TbA6yYWsaGxeRkxj6EO0IyRuFECJwK27BhssLXJ6xzGVh8UbIdEr+OHyaICZRXGNnayBdduVEDdJe69915IKscUDRo0oAlEidp4ooIqoiZts2B44IEHYFky7MAQp89NoLjrrrti1QHVljZt2sAO0CjTYtQ49CowoGDbFDHduqBA3d6gghii/FiRz4ppk49yaUHVh2ksC+ENtjXQI5rDsPjcjYoIu3n+yU9+ElavXh27R+wm2w543gQGlAUDMrimxbqwlKMImjVrFokW6WDjZt26daF8+fKx6oBILZma/FGCGWqxRgV5ZDuwaqHNPZAuAEzCgJWDKgthwYDqZ5QAg8rWITKD5ngRB+01Sh+JQfuQwOCcoUOHRpYMcVm0aFE477zzYpezZ8+egAB1c4NybahRowZ0UnnuuecgN//2zNLdkNx3332QNJ4NGzYMKBCxHETm8CpUsG0gmPoZGWPAYywHlCUEUmBggmnseEZzmPDi2sCGxzalgwSGHJgELHMD4la9adOmNBYDqMkNlcaxU6dOYcaMGQGFxS3405/+FKuMrl27hjvvvDPtzy9duhTSz507d4b1M1taSBReFyQdFpIzfsxtCPVeoCJ6e0y7ihIYUOV4nXtQsPUPW30k5OTm82JyF0OBsr4zykjglMCQCyBu6S24HuKFYTtooigoKAgTJkyAuYAYcVxbTFS65557Yrk3oAIq/vSnP4UJS6gDB5vA4BWmzYOhRb/kORWRJhcZTwTxviMP4qj0kgjYXC3YYJt7RMnoeSVHJPW8BqKC0H9DlEI4W/hbVcR3QPito4Ihog6IKNcGxIY6xfz588Mtt9wCK8/SMqaDuVaYxckZZ5xBEVeievXqsDgMKFAuNqJktGlMTv/YhuiEE06gcUlgExhMHEfNG6hYDmwWHiI5fcxWH6839Ci8tosJm09R6S6/kcAggSEXiJNiEC0woDZoqFgO+fn5AYm5NXzyySexy2nXrl0UoDMdxowZA7mRqlevXkCBCs6oTVGy+ofNjFKbq8z0MdNmGHXTj3IhYUsL6bVdKNjmVLb6iGTB9o4yjWeUiwQq5XPSkQWDc5YvXx7OOussGoEBcUNmoFwR7CBvfYTi888/j4Ijxu2j6667Lm33hjlz5kAmyVatWtEd7FCmvKibP7bFms1/kGnzYCiCdnKCD6KECmSWBKbxjLptM5j6mW1OZVsDUbDVh0mUROK1XSiY5jCkqP2NLBgkMHjn6aefphIYUC4JqA1j+/btw4gRIwKSOLETzAfswgsvDEOGDEm7X9auXRsQ/PCHP4Q9dzMvRk3cCJjS1iFhOgAx1sfrJg1lXYaIbYN8t5hcmdjSOSJjJ6DmZqb+YZt7RG6iNSdZ/cwmeCQZWTA4Z9WqVZBNGio4I2rDiNx4vvTSS+GZZ56BlZeXl5f2Z+fOnRseeeSRtCcn+xwiSI1x8sknw8oyPAoMbIuR13Z5hamfUQIDCpQFA6oc6x+mG3qUBYNX1waRLNjGoNe1y2u7mCyNzHqhLHDvnFQkMDhn3bp1kHJQBzvUBrZq1aoBhQVFHD16dPQnwkLDbv7TFTrsecURKGzxaNCgQdqfP7gsC9DItLAx3ZAZWqxzc/PJVh+mcYgUy9gEGDYBj60uTO1iw6uILAQDTKl/7UK2HDCAfFKRwOCYraitWSEAADjTSURBVFu3hi1btkDKqlSpEqQcVOCTpk2bwtIoGpZ14a677opdTv/+/dMWGCZOnAixzGjbtm1AgQqCae2SwFD6sG0adRAv/f5B3twghGTG7Aaom36mfmazqEAGi0Sgg3hm8DrHs7ULBdOcyvaeotqESneZdCQwOGb9+vWhsLAQUlacW/XSCM7Ys2fP8Pvf/z4gefPNN2MHjJwyZUpan92wYUOU5hLBeeedBxNyLFsHYhOLmmzZgjOyBVVkMhNEluNVgGHCNkWIILxIk3umclBzD2MqNNR7gQruiUDvemb6WeTmOPQ4flDPChmAN8lIYHCMHTJRm6IqVapAykHVp2LFiuHZZ58NX3zxRUARx0Xio48+Cg888ECoU6dOWp//+OOPI4sTBD/4wQ8CChMGduzYQXMQR8G2iWUTGFAwHRBFsnz62TZoqP5B9jPKggEV60IkB7a1iw22drHVh+19R1lPsbnhJhmuXb+AUqNGjeggjgB1A12hQoWADGA5bNgwWHmtW7dO21LErB/69OmT9v/dsGFDmBuKPauaNWtCyrIJF3FLhgrK6fUgzrZ5QMHWz16fF8rVgsnE3eu7zjZ+FOQxWTCNHSRe2yUyA1N6SbaMOtlCAoNjLNgfKkjf7t27IeXUq1cP+uK98MIL4bXXXotdTkFBQbjtttvS+uzNN98cu01NmjRJW+A4FKjnbpMtQhRCBff0uglhO5ShYKuPR6yPPR/GmWIesPUP4rlrM1wybM8chazLkoXXcYgCca5AzYVWTpGelwQGz9ggtwM9gs2bN0PKueCCC8L06dMDCjPff+ihh2KVYVYeJhJ06NAhLbeKOXPmBMRG8Xvf+17scvYvD5EVAyUwsMU8QMGmUutAXzJswQeZxjPb2LE5gyl2AsqaCwXS4oRpHmMbh2x4PbioXbnZzx4vV2QVtg+e3Y0oFexmHpFyZdOmTZD6mOAxbdq0sGvXroBi+fLlaX/W4h5ceeWVabtaWPaJ1atXBwRWD+trBOZuYYEjEe4WiImbaWNusN34osphC4LJtOgzbq6Yxg9yo+cxNgCbwGBWYQjXM22Gj9w/Hucer3jtZ6a1wtB7IY6EBAbnVKtWLXYZX375ZZRNAMWHH34Yhg8fDiuvcuXKaW/QnnzyySg9ZLZjCxjdunWDxcywmy2EiINqH9uiz3Rz7Bm2546CTTgRpS9UsB3Eke1igqmPPePx5lhkDrbnzrSnQ83NSYfniYhSAXGTZMEi0z3EH46nnnoqzJw5E1JWusEVR44cGbZv3x5rImjfvn1o1KhRQFG3bl3YBIdIOcc0aTOauLOVg8LrbQlbP3t0SWADedPmUahQSrXcnAvZYGsX2/NiK4ftvUDNhWx73iSjnnTO559/HrsMO6haAEKkeWhhYWG45557YpfTq1evcOedd6aVwvPpp5+OPZmYK8Kpp54aUOTl5UWiR1zM1SI/P9/dgZ6tPmyLEdsmjcm3m7F/mED59CNjA6BcP1CxHFCiLVNAMkPvhRCl804wHaANveuHx+ZTRMY8NhE5W3DtjgX8ZVmxYgWkrH/7t38L//7v/x6QLFiwIKxbty7tz5944onhiSeeCOXKlTvmz86fPz8sW7YsIBgwYABMfDFrkffeew+S9aNWrVqxy0FtYFGuFmwbajaBgQ22WyC258W22UM8L5sLEe878iCOwERbxOYT1S6kcMKUntQr6h/BMH7YDr5M7bK1S5l5cHDttgSUd955J6xZswZSlt2GP//882HUqFEBhcV1SDdOwBtvvBEmTZoUGjdunLYFBWqi/dnPfpaWyHG49JJxglamsA0j4rYNdaBHbfLZbsTZFmu2+rDBtslnEmBQfYPcpCGEW9RB3AQGppg0bK4fqbLiwlQXRtN0NryuOWpX7o1n1Fxo68TXoNTsSUYCg2Pef/99qFvD3r17w3/8x3+E8ePHQ8qztJDNmzc/5s/NmzcvzJo1K3Tu3Dnt/7tLly6hZs2aAYHdaqHSgZpQgUoviYBNYPC4qCFh84tke15eN40IUJsiNj9WtqwWKMGDbSwj+5kJtvqg8Nour/3DVh8UbHsE1Fr6DVHGoWzBswsQcCw+ATo4o1kcjBs3Lrz44ouxyqlSpUr49a9/ndZGdPTo0bGzWpi40KlTp4DCBAZE7ASLDVG1atXY5aAmN68HTRRs7WJb1Nj6BwXTe4GqiwmliDS5SJELlYYRAdKvFvXcmQQPr8IJCom/uYnWwGT1M5sFVZKRwOAYC8zYo0cPSLrC/dmyZUuYMGFC2p830/1hw4aFiy++OK3/21w/EFx44YWwG/ratWuHxYsXxy5n69atoWnTpu5cCbxaQrAtImzPnekm2yuogyYyNgACs6ZApgFGCDAoAY9NYEDg9SAlkgXbmsxWH6/vKWrvg4prczzR2pUttPtzjrk0/PKXv4wO5kg+/fTTtD63adOmMHDgwDBmzJi0Pr9x40ZYW6699tooCwSCatWqhVWrVsUux2JDtGrVyt2mkenmz/OtFFs5bM+LDbbNJwKUUGGHeSaByjaMiHah0kLq3cpNvM7xbHOh3q/cA2WFZeL4CYAYaEmHZ/UWpYL59FtWgnPOOSd88MEHsHJbtGhxzJ8xS4rf/e53keiRLvXr14dkR0j1TYMGDWCbT4R5scVfqFu3buxyUBtztuwPTAcOz5srFGxCFxtM7ULFTrAyUKbyqHJQFh5M9UHFPGC6+WOcM9jK8YrX8cOG13YxCQwmjpcFZBxKOly7dVFqWEpIS6do2RfiUlBQEO688860Ul1aWso4E5zFJzjppJMCCkt1ibA8sNgJFStWhCifqE0+AmRkeY+LI6o+bOk3vW4aPYK8dUFkw0FZMLC5EqDmVLbYCaj6KN1lbsImjmutSFY/M40ftkxKSUcCQw7x8ccfh6uvvjqsXLkylrgwceLE0LNnz2O+mX/55ZchL13v3r0DimbNmoXXX389djm7d++GZKUwocKjis920GQzM2UTYLQ4ZqZ/mNL6mQUW4tYFdfBFWQygXBJQoOqDFHJQMAUtZTq4INEcn6zxwzT3IPE49yAD+QoJDDnHJ598ErkppEPDhg3Df/3Xf6UVnHHp0qVh9erVAcHQoUNDhQoVIGVZNosNGzbELsfcPxCuDUw3f4wwHeyQ5ei5Z6afvb4XCFDWU6hNGirmAeqGHuWywTYO2Vw/vK4VKNSu3ITp3ULCNKfaXMiWiSvJyIIhB0nnBbrvvvuir/79+6f1f1rcBFTKzBo1asBiJxiITbVZHlSvXt3dwZdp8keWwyYMsAkMbC42KNjeCxRMN/1saSGRN20e0zCiNtVs7fIK2xzGtrajYNtroPA6fpis5lDlJB0JDDmGWSFcf/31x/SZ0aNHh1deeSV07Ngx7f+3cePGoU2bNgEZZHLPnj0QywOEa4O5SCAEBqSfLwKUmssWnNHrYo3C66bRaz97qwsS5EaYzaLCq6uFSM4c5rVdqk+y1gumvZhcLfbhc9cvDisumBVChw4djrqHlixZEh544IHYGRLshTvWuA0l0bZt2/DWW2/FLsdSXlocBoQFA8JCgy13LmrSZhNO2IIzsm1mmG4VGDczKJieO+qgibQOQrlsMPUP8t3yKtx6hOldZ0T9k5n+8bomM9WHqS7ZRKtTjnDKKaeEP//5z+FHP/rRMX3OYi588cUXkDoMHz4cFjvBXCQsM0ZcCgsLI+EFITAwRSpHwbYYsQkeKIEBJSyxLWzaNCYHG4MolwTE+8XmssGW/YEteCVTXTyvXV5RPycLPS9xJJSo0zkbN24MXbt2jTI4WOyCY2Xv3r2wujRt2jRylUBgG1hzb0AIA/n5+bHLiWvh4f2mHwWqXajnhRIY2GIesJXDBlu7EPWxDBIIlyiUwIACmY0CIQRaGaiYB0ovWfqwCQNscXa8ojUwWe8FAmSg2iKH/XOsaIZxzLJly8I111wTpkyZkpa4YHTr1g26mTaRgcms3ASGSpUquQvSh4KtPmyxJWTBUDJsizXbeEYdEJkiaFsZHl0brF2INJ4ogQEFytUCFaMCBdu77nVO9To3o2DbG7JdYqFA9A9qjlcMhn1IYHDKjh07wqBBg8KKFStiTSiWkvLUU0+F1atz585RXAfE5IYQBuwmu2LFipD6eNw8sC36qPowbfAZLRhQsG1CPGJjmcmVACm6IcpCCScmRqNcmZhiOSBdUZja5XXu8douFBo/ubk3ZHLvQ61dSUcCg1Ms8wMiRoGpeZdffjlsMmnSpEmYN29e7HK2b98OSVVpmSjKlSsXvOF1cmM7BLHdKnhc9JGw3doxbfaQbUKMZyvj66+/phIlUe3yOH7YDnZsc49cEjID2zhEoXaVPsg5/mvA2pV0JDA4BWElkGLIkCGRawMCy7RgcSHismnTptCqVavY5aAmAbbsD2wCA1tQRbZgkUJkezx79T9lqgtaFPB4GGeqi8H2TrD1j+qTrPHDBlOsC+S+8FuyPXg20O7YKXl5ebCy7PDcqVOnyEQUAeJQbwEeCwoKKOrCeNBk28ygFhFUcEZUfRD+eki8bkK8wnZzzGQeiqoPSjg54YQTIO1CBYtErTkoiwqvcw/bWuoVr/3MZlXoFbbnLiQwuOX888+PNkTI8mbPng0pC7ExMtcGhIjClgWAbZFlU99RgpAEhmSNHxRs9UH0M/JAj+gfVLpLVMAtlFBh6ymbxRvTphppASNy6+YYCdM7wVgfryD6GWUVZmvX8WRWzdmA69pVwBg4cGDo1asXrLyGDRuGhQsXxi7HXt7y5ctDYjAggjyyHaTYDtBsMQ/YLE7YhCUUbJtGr/VBbYpQdUEJDKisDSizV5RlBmL+MSssNos3pvHDtnaJzPQz216MrV0o2N4Lpv5BWXOhxPGk42+VE8WTyIgRI0KVKlVg5e3cuROS3aJOnTqxy9m7dy/EQoNtsmUTGFAbYa9ZG5gWR5E5PD535AYfZVGBAOlXi5jHUIIHEpQwwLaeMqFAvpmBTWBgQ/1T+gKD7ePLSmCQwOCZM844I4qdwMSWLVsiawim3O9MN/SogziqXUxp2ZCLI5v5Gtuiz3aAZqsPCqZNLDJdocexzJbbnK0+KAsGNmEJBVt9UKhduYnH5460YChDtLZnCy4ZXcAZNGgQxLUBdSgrLCyEBGdkO4ij6oM6iKPUU5RFBVusC7YbRBRshzI2tOiXvsCAGjs2h6EsBhDtQvVPqk5MKMhjcvA6BlGwCVRe1xyP/WxlMK05ScfnLlsUc/rpp4eXXnqJ5tBqmSgQwRlRB3q2xZotfSJKGLByEG1DCSdsLhJajDID26aa7bmjBAZULAeEwIl85qhYDkwHepRLCxts7xYKtr0GmzsmG14tujyCsmBgsy7LFj7faHHAQDe3BASI4IyWXrJChQqxy2F7edlu6BldGxCHBTY/VrZx6BWvhwW2MYg6+CLeU7bNHqpdyAM96taOSfBA4XXO8NrPXtuFgq1/vI4fRDmotSvpSGDIARAHO7M8qFq1KiS9JCI4I+rlRVlCoOrDlr6M7ZbM6y0HCrabSLZNmkeQcw9i/LC5WqA2e9YuJuEEBdttG9uBQ3NYZvqZaQwy4rV/mNYKFGxzfLbQbj0HQBxav/zyy1C/fn1Iii6m6KpsAgNCfEEeNJGbB6YAcl43wyi8tssjqIOvzctM2R9sbkbMh7b+IeZ5VD8bKMGDyfyaqS6G5p7MwNbPbOOQDTbhjSlVMwoJDPuQwJADIFwbtm7dCsn+YBYM5cqVo5lQ2NInosQXaxdq4kYdOjymFRW5uflkAiluWvpfRH0Q/YyKxI2M5cC0qWYLXslmCYGCrU0KdJybz90rTIIH8iLsWzJr0mwggSEHQAgMFsehdu3aEFcLxCEatdFjmwRQAoNtqhGHBVRUXauPx8OdxzZ5bhcbTJsrO7igxETUZg/lkoBy/UCAjHmAEhgQVo4oSxGmd4IRry4JXi0PvPazx3Yh4+wICQw5AcJiYPPmzZAYDGwWA2xZG1ATk91G7t69G7JpNLeWuHjN/oDC66aarT5eYQrSh3zmTO1iA2nFh9pUM63vXuceNoHBqzCAQv2cHGz+YouDlmRkwZADIASGnTt3QrI/IA6rjC8v0rWBKWsD0oIBgddNCAq2/mG7LWGbNxCg0h7afIFyX2OKxI26oWfzq0W6r4mS+1mUPhqHuWm1y/R+Id3FviXr52wggcE5FvMgPz+fxrUBdYD2mhYSKQwwwZb9wetmhq1dXoUBpvcLdaC3OR4hMNg6gZjnUa4NVhdEu1BCDlsaT1Q5VgZiHWR6t5CoXZnB65rDVh+PliuoQL5e49EcK1y7fgHHXBsQ2R9QLx5KGGDKI47M/mAb4V27dlE9L6aYGaJk2BY1tvp4BLWZMWETdfBFiKRIgQEVowIhnCDNcBH9g0pPimyXx4Mmm6k8m+jvFa97H6/tQqC+2YdmGOds3LgxNG7cmObAyrZYM8ZOMHcURP8ghAE7KCBcY9ieu0f1ndElga1/ROmbh6KEARTIdI6ogzjTLRlbcE+vsImtbPVBoXYlC7a9obe6ZBMJDM5ZtWoVJPsD4kYKCZuKj0qFZgLDjh07IJtYhMCAyv6gCTczaIOfmf7xOJ7ZbjTZDqwoywyUWO81loPHd4tR1PbazyjY+plt/HgEJdqi4v4kHZ5VTpQKGzZsCNWrV6cRGNgmSaTAYD7MiPogsj8YqBzyHjczXhdZr5t8Pa/SxwRJ1AEaMW8gU4YhxjNjdgwmoYINtjmDrT5ssO0NvT4vr+1isuZCXfAlHa1OzjF/fkR8ADaBgS04I+p2CyVUsAkMbHg9QLO1i60+4vDYhgixubJ5EBWTBhXRm8miAtXPSLdFtn5mKoetXSjY2qXnlZvPiwlUwFuUG1zSUQ84B5UWEpk+kakclMpoB3FEX6NiJxgof2qPmwcUTL7mnmHbXLHNY6iDL0LcZIt5gKwLyu0MFSySSWBAbc7Z5ngUbAcy9bP62ROoCzXE3IxcA5OMBAbnoBY1trSQKCpVqgTZVNvEZClBWYIqMvr5eoTtNoDpwMqIx00+MqMOyv8UAVsaRpTrB8raDekigXJFQWzO2d5RkSzYxo/XtZQNlBUW254uyfCcQESpwJbOkenQm0oLiQiqaCbBhYWFscuxDRpKYEDctmmSzAxsAoPIDDLHLP3gg6iDr1moMcWkQQZnZHKRYMvshIKtPigkapcM24GVzRoQBVN9vL7rxwrXaU/QvnSojRXb5GbCgMWpiEvFihXDF198Ebsc2zAiBAbrZzYxR+TWIisyA+qAiAyqyLZ2IQQGszpgikljdUEFi0SgcpJ16GB7XigkeCQLtvUCAcpqLunoBOIcr7cKyBgMCNeGypUrQwQGuyVDCAxexQU2FZ+tHJEsmDYhKIEBtbmyMhAHepQFQ6oslnKsn1EuCShXHVRMCG/vFmN92GBb29nqwwZbPyNAzYW2bn2r+FwSGLzj9aCJ9D1FCAxmCbFz587Y5diG0dw2vD13tsWI6aCALEfk3jhE+o0y9TEqiCEy+CCqn9mC5yKw/mFytRBCcK9dbKCCM6LSXSYdrlOIgMPkM2qgXjq75UeUVb58eUgMBgMxMaEEBq+LEWr8MG3MkahdubcpYrstQcUGQGZJQGAiMiI4IypYpMexbEi0FZ7WQLb6oGCzNGJzEyxy+tyPBQkMzkEJDKh0l6iXrm7dumHz5s2xy7HD/LZt22KXY1YQ1apVownOyAabwOB1kRXJ6memVLLI2xumfkYd6FECA5twwgZbuyTk5GY5XvHaPxo/fEhgcA5q88kmMFSpUiWsWbMGYgmxffv22OWYe0S9evVil8MURIzxAM3m+sEG2+bc6zhEwWQZZgdfhLiJinmA2jCaKGCWaizpJZE50tlcfhDoXU9WP3utD9s7KmGgZFBxf7z2czbQbt05qEkbsbEyUC9vrVq1wvLlyyG3Urt3745djpVRp06d2OWwTW5a9DMD23P32i62+jBhczwq5gFCYED5sVq7UJYZKKEdFasAFZCMKRuFSBZsz131SVb/MK3J1jcSKnBIYHDOV199BSkH6ceKIC8vL6xfv57mtm3v3r0hPz8/eINtMfJqwcB2E6lbl8z0DxM2DzIFuEKml2RKv8kGag1ku/1jqgsjmuMFw/hhw2u7soHP3booBhXAEBUXoHbt2qGwsBBSH0T2B5T5rNXF3DZEbk3+bMIACq9myl7HDwJUgCsUJjAgLAaQ6ROZsj8gxUSEIKR3/cj9LNQ/XmDbI+j94oNnNyGoBQbEIdyoX79+WLVqFc3EZK4NNWrUgExuiPgJbPnakQHkROnDdEAUmYPJ8gAVywEVLBKVZcPahcr+wHQYZ6yPxzWH7QDEdkD02s9s9RGlD9s7kS20G3UOSmCoXLky5KUpKCgI77//PqROiM2e9Y/ViWlCYdoYsd3Qe5242VR8tvqwtcsj5r6GcklAuMKhnhUyxgBCOGFLK8qG1wOZ5p7M9I/XclCwrcls77tiMOCQwOAcVAyGhg0bhi1btsQux1I5rl69GrKJtQwQiNgJ1atXp8qSgAioyTb5sy2yKLy2C4X6JzMg3lOzUrP5MC42fyEO4qj0klYXJgsGpKUIk+uH1orMwCb+omCrj8i99wI5Bo+TNakEBu+gBnnz5s3DypUrIS/wrl27IK4NiKCKtqGuWrUq1cTE5p8rSh+22xKv5aBgahcq8rUdxBGCNCprA+rgi4rlgDrQo4IqouqDEnKsDFS2KY9rF1t9UHhtl1fY1lImUO5i6uN9yILBOajAgxY74cMPP4SUhdhc7dy5ExI7ARXkEYVNTIjNHtsEp9ut3HxeovRB3kAzCZOo4IyoIIZWBiq9JCqoIqJ/bA1EWWZIYMgtcZOxHDbrTba1lK0+TCDn5jLqZwkM3qlZsyakHLvlX7duHaQsxItnVhCWkSIuNpmgMmQwCQwoH1+2RZ8Nr+0SmQF10880DlGbNIPJdB9VFpu1G8oSwmtsCTbx1ytsQoXIPdgC3iadrFswTJo0KTRr1izyp+/cuXN48803D/tv33jjjWgAHPy1dOnSjNY5SZx44omQ2AnWz2Y1gAARAMxcJFDiCWrDh7DMsI0e6tCBABlozSNMBzukSxTb7Y1XCxgmc0yUxQAyqCLT80LOqYjxbMI4U9YhlIWHSNacKpK1F/NajsYzH1kVGGbMmBGGDx8ebr/99rBw4cLQq1ev0L9//yMGAfzoo4/C+vXri79atWqVsTonjb59+4Y5c+ZAykIEADMQLgnmK4yInYCa4Ew02bNnj7vAMF4XEaaDCxK2drFthr1uQhDP3czby5Ur5+7gy+ifixJyUP2MsoRgsgZEoTUwMzC964x7Frb+8QjSGrCIbC+WDbJ6mpk4cWK46qqrwtVXXx1OOumkcO+994ZGjRqFyZMnl/i5OnXqhHr16hV/eb0dRVC3bt2wZMkSSFmIzYwJA3l5eRCxw1JnxgU1mdjGCiHAsC1qKNjaxTb5o4Qltn72CtM4RNUFlV6SLdgf8p1AlIVyy0PFPLBymNqluSc3BQ+2clCw7TXY+odpLWV0y0syWRMY7KC5YMGC0K9fvwN+bt+//fbbJX62U6dOoaCgILqdnz17don/1g5927dvP+Ar19i6dWtgobCwMNSqVQviIoG4bUNNTKhNNdsiyzb5e92ksQkMXvG48CMPiIj+QdUHdZuEshhApbu0jBaISxGU4IFKm4l8XiI5sK2lbHhtl0fYxOikkzWBYdOmTdGNuN2w7499v2HDhkN+xkSFKVOmhGeeeSb85S9/ieILmMgwd+7cw/4/48aNi9IZpr7MQiLXsMM4AsTt1o4dOyDBGZEvL5MftNdbBRRs/cxWjsi995Qt+wMSlHCCcklAiMiooIookIKQx7nQ61oqkvW82N4vtssnpuclgWEfWXeYO3hQlKSCm6BgXyl69OgR1qxZE+65555wxhlnHPIzt956a7jhhhuKvzcLhlwTGRA5wI2KFSvGLsMCRbZt2zZ2OWa9gDIPReUkRwgwXjdXXhdZtnLYYGsXW33YNmls/YPABAZUGkbUWooKqohyD/X43NkOLmwZNtjWdhRsY9lrP3tEzwpL1mR0M5O3xfFga4WNGzd+x6qhJLp37x6WL19eYkBB8/nf/0ukN2lXqlSJJjijZR1BxDywMYjYNJrAgAheybY4stVHt0m5Cds49NguprogsbkZMW8gY0ugLAZQwglTLBAUEt1ycy1lm8fY+kcka/wkmawJDHYDbWkpZ82adcDP7fvTTjvtqMux7BPmOiEODyLwklkeIFwbdu3aBREqUEEVbYNmokdcTKQw0UOULl43RWztYrv9E7kXQRt5c8zkimJrDuI228QOVCwHttt1j3MP25zKdpBie14o1M8iV8mqi4S5Llx22WWhS5cukbuDxVewFJWDBw8udm/47LPPwmOPPRZ9b1kmmjZtGtq1axcdCp944okoHoN9icODuFnftm0bTGBA1AdlroqyYLDFkcmvlm2xZtsUsR3o2Z4XG143aWzPnak+KPc1lMCAypKAEhiQghATereShde52Wv/sNWH6Xl5nVNzUmAYOHBg2Lx5cxg1alRYv359OPnkk8PMmTNDkyZNot/bz0xwSGGiwo033hiJDhYPwISGF198MZx33nlZbAU/iNgJe/bsiYJksrzAqFsXZG5zJrxOkqibNrZNLNv4QeFVEPLYP8i5EJWNAiEwoFwAzGIAsZaiBAZkIDGm+cfrnOq1XWx47We2tcsjEhicBXkcMmRI9HUopk2bdsD3N910U/Qljo0qVarE7jK75UeUY4EQ2XKkozbnqPowlYOCLQ0j22LttV1ssL2nKFAHesTB10QBxE0/SkS2Az0qGwUikC/ShYRJEEKBerfYxGg2vLbL49wsMgPbXJh0eGy6RalgVh8IywMTBRCbKxMpzBqCZSKwzbDFA0HUhwk2oYKtHK94ven3KgwwYQdxhMUAMjYAU8wDW0uZhBPkO8r0vnt9R722iw22vQbTuyWSdeGYdCQwOMdcUBo0aAB58RCbKzvM7969G/ICI15i2wwjBAaDydWCbTOjxTozoG7t2IK+sY1nFEwbEZvfEfFoUAIDarOHirNj7wSTJRZyrUC0C2UB4/HdErk7xzO9E0i8Pi+muTnpSGBwTmFhISQ4o4EKcIXI/mCg/GoRAoNtZhC3f2ybIq/CgNcFgK1dsjxIzvNCpWFECQO2MWeyhGDLjoHqZ5QgZAIDk/sj29zDVh8UbGu713axjUM2mOZmsQ8JDM4xs87KlStTbUIQaSGRoDaxCJgyUSDxarrPttljq49IDsh3CxXzADE3o0AFi0SBFHKYgnJ6XSvY6oOCSbxjHD9en7vHdqGssFBWYUlHPZADoDZ7bGaUTAsbMnK6x8XRa8At1Ud4ATWfIoMqIuZDpKsFW3pJprWLDSYxCAnbs/LazyL3xg8qPo61qYioXdlCAoNzzK0B4ZKAVPZQIDafKNcG5G0SAgkMuQnbc0fBVh8UTHMGKvuDBQNmWiuQMQZQdULUByV4oED1s9d3HYX6JzOwWVSw4fEAzea+lnQkMDgHFbgLFSgLtQlBmc+izDq9CgwoPC5GjAd6meUlC6ZNLEpgQK0VSFCRwZksM1BZP1DCCWr8eF0r2GCae5DloGAbh2z9wwZb/5Qhq082kMDgHJTJj91K7dq1C1InxObKNjOItJmo/kmV5W1RY8PrpM1kMs1YjtfnztTPqAOi1zSMqPpYPCMm6zuUdSJbzAzNGcmam9meF9uaLEofWR5gkcDgHNQLU758+bBjxw5YnRCbGcRm2CteFzWviz5bXBKveNwMI+OksLWLKcYAmwUDqj4oCwYmscwzbP2j565+9rSnY6tPkpHA4ByUS4Klcty9ezfVJg2Va53Jb5RtcvM6aWvyzwxMB1bG8cN08EXe3jBZDKDahQrchawP27zqEbY5jK0+KNjGoPo5N587Aq9j51iRwCAyao7JdnuDzLXucWJich9hPCB6hW0cotBzL/3+YTtAIy0YmCyNrAzU2qX3ovRh62Ovc7zIDF7HD+I91Zy6DwkMzrENiPl8IkClDENtipjy1bIdxFEw3dQiYRM8ULD1M1v/eH0vUJsij32MmpttnUCspSiXBKsLKmaGxk9yRG2vlxls9fG6drH1MwomEVkCwz4kMDjHXBsQwRlRAcDs5UUEZ0Rt9mwiUHDG5MC2ufK6WHvdXLFt8lEwuSQgN1dMczOqXaj0krYme3TvY3u3vML0jiLLYYNtLWUStb0igWEfEhicY8EZUQIDQhiwckz0YHHZQJrhesTr5oEtnSNb/3jdzHjtZ68wPXeUtRtKYPA6nr2uOSjYLCpQsNXHK+rnkvvG67yRDbh22QKOiQJ79+6lCqrIZNbpdbFGwTbZsj0vpgMQI3ovck/IQW3SUOkTUX2DEtnZ5h+v7yhbu9jmeKY5w3M/o9DzKn2Q55wyTsfhsSCBwTmoTRoSptskc7NgCvLItPE02CZJtv5Bwfa82MYzm+UKW7sQIA/iiDkVFT8IJUaj2sXmasG2GWab45n6RiRvbtb4SQ7IVM1FZOMwG0hgcA4yawMK1KYIsdlDbhoRsE1ubO0SyXruKNjeC1H6c6qtWwg3OJTIjhKjUVhdmCxO2GB719nq4/GZM/YzCq/tYgKZcUhIYHCPbYoQMQ+QBxfEphEZdBIB24SixSg3QY1nNqsnkZzUWjY3M82HKIEBJdYzwiTgsYmkWkszA9OcgYRt/HjtZxTqHxw+V0txgMCA8BtF+SahbqVQt2ReD1JsixoKrxYVbPVhw+t4ZmoXam5GgbJS8+puiBQTEcIJavxojk8WbEKO1tLMwNbPKJGdaY5POhIYnIMSBmzjYBkpWECl6PIK2+SPgu2ZMx0QGWEbh2z1YRo/bAIDSkRGgcz+gACZAYkpKKfXd52tPh7nMM8CFQqv7UJgcxiTFVbS4dqtC9rJBOlqgTgksvlKKTBVstACIBhg2gyjNleoclACA2rNMUtAptTInm8RWeoiktfPbPVhe0dRsO15EaBEUtSak3TUA85BxTywlw4V8wBVDlPwSrbJlm1yY1pEPG8e2A4ubP3D9p4iYLo1RgcfRME2Dj2uO2wxKpjeUc8uAGz1YXonPK+lHkG5SCCzUSQZntVAlAqowF0GKi0kSmBA3doh0KKWmf5B4XXRZ6uPKP3nhZoLUeV49WNFzWGofjYhBxXzACUIoSxOEGguzEw/e0X9kyyY3nevmXmOFQkMzmEz1UGl+kKVgxRgmPA6ubFtPtkOUmw3o2ywjR/UwQ4xxyMD+TKZyrM9d6R7H2L+QT0vNgsGtjWQac7wLNazlYOC7RLLK6g5XkhgcM8///lPSHBG1GYG9eKhLCG8wjbBeV2s2fDaLhRsm0+myNco9zXGZ8WUfhMpMDAJOToAJQu256W1Kzdhm39Qc3MZsj1vNuCRm0WpsHfv3lCpUiWa3kVtilBmpmzBItkmJaZJ2/Nmxmu72GAbhwiQN9BM8w9TXdBjh61tTOPZ69olMgPbXszju4XEY/94dRM8ViQwOOerr76iEhjYYh6wTQJeF0e2RcRrfdg2w177maldyDmVad5Azc2oZ4VKU8kW88Dr2qW5UP0TB69rMgqv7UJlUhISGNyDTC/JFMAJBWoTi5ps2SYmtueFwusm1iuKmZEc4YQtEjcyDhFKYEBgLhtM64XXuZBtDfS6djGJm0jY6iMy43b2DSAAb9LhWZ1EqYF4Yfbs2RPlAUcIHqj0kh4nbqaDAuMmBIXXTZoQnnKJMwXcQpq9omJCsAkMTAIM2/6AbW1n2yNoLc0MXt8vtrWiiKx/sgFPRCdRKrRo0QIy0Fu3bh3q168fu5yOHTuGGjVqxC6nZ8+eEMHDykFMTH369AkIzj77bKpy+vbt67I+55xzDqQcr+1CjWdUu1D16d27t8vnhaiPBQM+/fTTY5dTtWrV0LVr19jl1K1bN7Rr1y52OY0aNQrVq1ePXU7Lli1DhQoVIGtgnTp1YpdjfZyfnw9ZAxHtYlsrvM7xqPqg5lRUP5911lkunxfb3hDVz6hymN4LE2wR9TG39B49eoRcp0xRjsks27dvjxblbdu2hby8vGxXRwghhBBCCCGEcHGO5rGvE0IIIYQQQgghRGKRwCCEEEIIIYQQQojYSGAQQgghhBBCCCFEbCQwCCGEEEIIIYQQIjYSGIQQQgghhBBCCBEbCQxCCCGEEEIIIYSIjQQGIYQQQgghhBBCxEYCgxBCCCGEEEIIIWIjgUEIIYQQQgghhBCxkcAghBBCCCGEEEKI2EhgEEIIIYQQQgghRGwkMAghhBBCCCGEECI2EhiEEEIIIYQQQggRGwkMQgghhBBCCCGEiI0EBiGEEEIIIYQQQsRGAoMQQgghhBBCCCFiI4FBCCGEEEIIIYQQsZHAIIQQQgghhBBCiNhIYBBCCCGEEEIIIURsJDAIIYQQQgghhBAiNhIYhBBCCCGEEEIIERsJDEIIIYQQQgghhIiNBAYhhBBCCCGEEELEpmzIMYqKiqI/t2/fnu2qCCGEEEIIIYQQ9KTOz6nz9OHIOYGhsLAw+rNRo0bZrooQQgghhBBCCJGo83R+fv5hf1+m6EgShDO+/fbbsG7dulC1atVQpkyZkAtKk4kpa9asCXl5edmujhBpo7EsPKHxLLygsSw8ofEsPLEdfA402cDEhfr164fjjjt8pIWcs2CwzmjYsGHINWxQSWAQHtBYFp7QeBZe0FgWntB4Fp7IA54DS7JcSKEgj0IIIYQQQgghhIiNBAYhhBBCCCGEEELERgKDc8qXLx9GjBgR/SlEktFYFp7QeBZe0FgWntB4Fp4on6VzYM4FeRRCCCGEEEIIIQQeWTAIIYQQQgghhBAiNhIYhBBCCCGEEEIIERsJDEIIIYQQQgghhIiNBAYhhBBCCCGEEELERgKDYyZNmhSaNWsWKlSoEDp37hzefPPNbFdJiCMyd+7ccMEFF4T69euHMmXKhL/+9a8H/N7i0o4cOTL6fcWKFcOZZ54ZPvjgA/WsoGPcuHGha9euoWrVqqFOnTphwIAB4aOPPjrg32g8i6QwefLk0KFDh5CXlxd99ejRI7z00kvFv9dYFkmeq22/MXz48OKfaTyLpDBy5Mho/O7/Va9evayOZQkMTpkxY0Y0Ud5+++1h4cKFoVevXqF///5h9erV2a6aECWyc+fO0LFjx/Dggw8e8ve/+93vwsSJE6Pfv/POO9Ekes4554TCwkL1rKBizpw54Ve/+lWYN29emDVrVvj6669Dv379ojGeQuNZJIWGDRuGu+++O8yfPz/6Ouuss8JFF11UvFHVWBZJxPYRU6ZMicSz/dF4FkmiXbt2Yf369cVf7733XnbHsqWpFP743ve+VzR48OADftamTZuiW265JWt1EuJYsSnq2WefLf7+22+/LapXr17R3XffXfyzPXv2FOXn5xf94Q9/UAcLajZu3BiN6Tlz5kTfazyLpFO9evWihx9+WGNZJJLCwsKiVq1aFc2aNauod+/eRcOGDYt+rrlZJIkRI0YUdezY8ZC/y9ZYlgWDQ7766quwYMGC6KZsf+z7t99+O2v1EiIuK1euDBs2bDhgbJcvXz707t1bY1vQs23btujPGjVqRH9qPIuk8s0334SnnnoqssYxVwmNZZFEzMLsBz/4QTj77LMP+LnGs0gay5cvj1wgzDX+4osvDitWrMjqWC5baiWLrLFp06Zo8a9bt+4BP7fvbZAJkVRS4/dQY/vTTz/NUq2EODJmkHPDDTeEnj17hpNPPjn6mcazSBpmdmuCwp49e0KVKlXCs88+G9q2bVu8UdXcLJKCCWTvvvtuZDJ+MJqbRZLo1q1beOyxx0Lr1q3D559/HsaMGRNOO+20yH0tW2NZAoNjLMjHwRvcg38mRBLR2BZJ4/rrrw+LFy8O//M///Od32k8i6Rw4oknhkWLFoWtW7eGZ555Jlx++eVRrJEUGssiCaxZsyYMGzYsvPrqq1Eg9MOh8SySQP/+/Yv/3r59+0gEbtGiRXj00UdD9+7dszKW5SLhkFq1aoXjjz/+O9YKGzdu/I6CJUSSSEXF1dgWSWLo0KHh+eefD7Nnz44C5aXQeBZJo1y5cqFly5ahS5cuUeR9C8h73333aSyLRGFuxLYntgxrZcuWjb5MKLv//vujv6f2ytpriCRSuXLlSGgwt4ls7TMkMDjdANikaVHL98e+N5MZIZKK+ZbZZLn/2LaYI7Yx0NgWbNgNgVku/OUvfwmvv/56NH73R+NZeBjje/fu1VgWiaJv376Ru49Z46S+TDS79NJLo783b95cew2RWPbu3RuWLFkSCgoKsjY3y0XCKebre9lll0UTppnKWAoeS1E5ePDgbFdNiBLZsWNH+Pjjj4u/twA1tuBbYLzGjRtH6VfHjh0bWrVqFX3Z3ytVqhQGDRqknhV0AcSmT58ennvuuVC1atXiG4T8/PwoF3Uq77rGs0gCt912W2SK26hRoyi9mfmwv/HGG+Hll1/WWBaJwubjVCyc/W99a9asWfxzzc0iKdx4443hggsuiPbIZplgMRi2b98eubBla58hgcEpAwcODJs3bw6jRo2K8qHahDlz5szQpEmTbFdNiBKx/Op9+vQ5QCwzbKKcNm1auOmmm8Lu3bvDkCFDwpYtW6LgNuZHaRsGIZiYPHly9OeZZ555wM+nTp0arrjiiujvGs8iKVjwMLu4sD2FiWQdOnSIxAXLp25oLAtPaDyLpLB27dpwySWXREH+a9euHcVdmDdvXvGZLxtjuYzlqiy10oUQQgghhBBCCJETKAaDEEIIIYQQQgghYiOBQQghhBBCCCGEELGRwCCEEEIIIYQQQojYSGAQQgghhBBCCCFEbCQwCCGEEEIIIYQQIjYSGIQQQgghhBBCCBEbCQxCCCGEEEIIIYSIjQQGIYQQQgghhBBCxEYCgxBCCCFglClTJvz1r39NbI+OHDkynHLKKdmuhhBCCJFIJDAIIYQQDrjiiiuiw719lS1bNjRu3Dhcd911YcuWLRmtx/r160P//v1Dplm1alXU9kWLFmX8/xZCCCHEPiQwCCGEEE74/ve/Hx3w7bD98MMPhxdeeCEMGTIko3WoV69eKF++fKmV/80334Rvv/221MoXQgghRPpIYBBCCCGcYAd7O+A3bNgw9OvXLwwcODC8+uqrB/ybqVOnhpNOOilUqFAhtGnTJkyaNOmA369duzZcfPHFoUaNGqFy5cqhS5cu4f/+7/+Kf2+iRefOnaPPN2/ePPz2t78NX3/99SFdJHr06BFuueWWA8r/4osvwgknnBBmz54dff/VV1+Fm266KTRo0CD6/7p16xbeeOON4n8/bdq0UK1atfC3v/0ttG3bNmrjp59+esS+sDKsLn//+9+jNlSqVCmcdtpp4aOPPjrg3919992hbt26oWrVquGqq64Ke/bs+U5ZJfXZlVdeGTp06BD27t0bff/Pf/4z6p9LL730iHUUQgghvCGBQQghhHDIihUrwssvvxwd5lP88Y9/DLfffnu46667wpIlS8LYsWPDHXfcER599NHo9zt27Ai9e/cO69atC88//3z4xz/+ER3+UxYDr7zySvjZz34W/vVf/zV8+OGH4aGHHooEACvvUNgh+09/+lMoKioq/tmMGTOiA739P8YvfvGL8NZbb4WnnnoqLF68OPzkJz+JLDGWL19e/Jldu3aFcePGRVYZH3zwQahTp85R94O1d8KECWH+/PmR64gJAin+/Oc/hxEjRkT1t98XFBR8R3A5Up/df//9YefOncVCiv1u06ZN3ylHCCGEyAmKhBBCCJF4Lr/88qLjjz++qHLlykUVKlSwE330NXHixOJ/06hRo6Lp06cf8LnRo0cX9ejRI/r7Qw89VFS1atWizZs3H/L/6NWrV9HYsWMP+Nnjjz9eVFBQUPy9/Z/PPvts9PeNGzcWlS1btmju3LnFv7f/6ze/+U30948//rioTJkyRZ999tkBZfbt27fo1ltvjf4+derUqMxFixaV2P6VK1dG/27hwoXR97Nnz46+f+2114r/zYsvvhj9bPfu3cV1GTx48AHldOvWrahjx45H3WfG22+/XXTCCScU3XHHHVF758yZU2JdhRBCCK+UzbbAIYQQQggMffr0CZMnT45u/O22f9myZWHo0KHFrglr1qyJ3ACuueaa4s+Ye0N+fn70dwuQ2KlTp8g94lAsWLAgvPPOOwdYLFhMBHMrsP/T3BD2p3bt2uGcc84JTz75ZOjVq1dYuXJl+N///d+ojsa7774bWTe0bt36gM+Zu0HNmjWLvy9XrlzkhpAO+3/OLBSMjRs3RkEwzSJh8ODBB/x7c+tIuW8cTZ+lPnPjjTeG0aNHh5tvvjmcccYZadVVCCGESDoSGIQQQggnWAyDli1bFpvum+BgMRLs4JtyczCTf4tzsD/HH3989GfFihVLLN/KsPJ+9KMffed3Fp/gcG4Sw4YNCw888ECYPn16aNeuXejYsWNxefZ/m3CRqkOKKlWqFP/d6mXxFNJhfxeRVBlHGyTyaPos9e/MzcN+tr9rhxBCCJFrSGAQQgghnGLxBSxlpKWrrF+/fhRI0WIzHC4Aod32m+XDl19+eUgrhlNPPTUKkpgSMY6GAQMGhGuvvTaKB2ECw2WXXVb8O7OWMAsIsygwC4dMY4Eb582bF37+858X/8y+T2GxIo7UZ8b48eMja4g5c+aEc889NwoKabElhBBCiFxDAoMQQgjhlDPPPDOyGLDAhA8++GAYOXJkFKAxLy8vEh7MFcGCG27ZsiXccMMN4ZJLLon+rYkCFlTRXAoWLlwYiRPmBnDnnXeG888/PzRq1CgKxnjcccdFgRnfe++9MGbMmMNaVVx00UVR8EM7hA8aNKj4d+YaYQd3O+BbIEYTHCxA4uuvvx7at28fzjvvvFLtH7OsuPzyy6MsEz179oxcOSyIpGXHSHGkPjO3EuuXp59+Opx++unhvvvui8q1IJb7lyOEEELkAsoiIYQQQjjGDsFm4m+xBK6++urIQsEyP9gB3g7B9vdmzZoVxzqwtJaWpcEO9/ZvLI1jyh3AbuctXeSsWbNC165dQ/fu3cPEiRNDkyZNSqyDiQiWkcKsFCz2wf7Ybb8JDL/+9a/DiSeeGC688MIoLaaJGKWNpfE0ccDiJlhqSUt/adYe+1NSn1nsCWvbFVdcES644ILo31u8hrPPPjuy1DDrDCGEECKXKGORHrNdCSGEEEIIIYQQQiQbWTAIIYQQQgghhBAiNhIYhBBCCCGEEEIIERsJDEIIIYQQQgghhIiNBAYhhBBCCCGEEELERgKDEEIIIYQQQgghYiOBQQghhBBCCCGEELGRwCCEEEIIIYQQQojYSGAQQgghhBBCCCFEbCQwCCGEEEIIIYQQIjYSGIQQQgghhBBCCBEbCQxCCCGEEEIIIYQIcfl/dcG9Uxmnh/8AAAAASUVORK5CYII=\",\"text/plain\":[\"<Figure size 1150x633 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"for i in [0, 13, 26]:\\n\",\"    src_name = str(i).zfill(src_zero_padding)\\n\",\"    p.waveforms.get(\\n\",\"        \\\"EXTERNAL_DATA:survey_data | normalize\\\",\\n\",\"        events=src_name,\\n\",\"    )[0].plot(\\n\",\"        receiver_field=\\\"velocity\\\",\\n\",\"        component=\\\"Y\\\",\\n\",\"    )\"]},{\"cell_type\":\"markdown\",\"id\":\"864577b6\",\"metadata\":{},\"source\":[\"Awesome!  We can now start setting up the simulations.\"]}],\"metadata\":{\"jupytext\":{\"encoding\":\"# -*- coding: utf-8 -*-\",\"formats\":\"ipynb,py:light\"},\"kernelspec\":{\"display_name\":\"Python 3 (ipykernel)\",\"language\":\"python\",\"name\":\"python3\"},\"language_info\":{\"codemirror_mode\":{\"name\":\"ipython\",\"version\":3},\"file_extension\":\".py\",\"mimetype\":\"text/x-python\",\"name\":\"python\",\"nbconvert_exporter\":\"python\",\"pygments_lexer\":\"ipython3\",\"version\":\"3.11.15\"}},\"nbformat\":4,\"nbformat_minor\":5}","notebook_widget_size_map":"{}","path_to_zip_file":"/2025.1.3/examples/applications/near_surface/tutorial.zip","zip_file_size":"52.09 MB"}},"pageContext":{"slug":"/2025.1.3/examples/applications/near_surface/01_segy-hdf5_conversion","pagePath":"2025.1.3/examples/applications/near_surface/01_segy-hdf5_conversion"}},
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