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We\\n\",\"will use a reference ultrasonic dataset recorded on a polyamide block\\n\",\"specimen with a simple geometry. The simplicity of the experiment highly\\n\",\"facilitates the interpretation of the data. The dataset is described in\\n\",\"detail in the paper [Maack et al. (2022), Low frequency ultrasonic dataset\\n\",\"for pulse echo object detection in an isotropic homogeneous medium as\\n\",\"reference for heterogeneous materials in civil\\n\",\"engineering](https://www.sciencedirect.com/science/article/pii/S2352340922004371).\\n\",\"The full dataset is published open-access under the Creative Commons license\\n\",\"and can be downloaded\\n\",\"[here](https://doi.org/10.7910/dvn/kvn7cy).\\n\",\"To keep the computational costs tractable, we will look at a select few shots\\n\",\"out of the dataset.\\n\",\"\\n\",\"By the end of this tutorial, you will:\\n\",\"\\n\",\"- Know how you can add your own measurement data to a Salvus project.\\n\",\"- Know how to use the Salvus internal waveform retrieval functionality to\\n\",\"  plot comparisons between observed and simulated data.\\n\",\"- Have learned how you can simulate data of (phased-)array transducer\\n\",\"  ultrasonic probes.\\n\",\"- Have observed how Salvus simulations in a digital twin can match real-world\\n\",\"  experimental data 'wiggle-by-wiggle'.\\n\"]},{\"cell_type\":\"markdown\",\"id\":\"351ee008\",\"metadata\":{},\"source\":[\"The polyamide block specimen used in the experimental data looks like this\\n\",\"(Figure reproduced after Figure 5 in  [Maack et al.\\n\",\"(2022)](https://www.sciencedirect.com/science/article/pii/S2352340922004371)).\\n\",\"\\n\",\"![|50%](images/geometry_polyamide_block.png)\"]},{\"cell_type\":\"markdown\",\"id\":\"159fff20\",\"metadata\":{},\"source\":[\"As you can see, the test block contains a single borehole with a diameter of\\n\",\"50 mm. The experimental data was recorded in the coordinate frame depicted by\\n\",\"the bold arrows with the origin in the top right corner. We now want to use\\n\",\"Salvus to simulate ultrasonic data in a digital twin of this test block and\\n\",\"compare it to the actually recorded data.\\n\",\"\\n\",\"As always, we first import some of the Python packages that we need to run\\n\",\"this example.\"]},{\"cell_type\":\"code\",\"execution_count\":1,\"id\":\"93bfe59d\",\"metadata\":{},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[]}],\"source\":[\"import os\\n\",\"\\n\",\"import matplotlib.pyplot as plt\\n\",\"import numpy as np\\n\",\"import xarray as xr\\n\",\"\\n\",\"import salvus\\n\",\"import salvus.namespace as sn\\n\",\"\\n\",\"SALVUS_FLOW_SITE_NAME = os.environ.get(\\\"SALVUS_FLOW_SITE_NAME\\\", \\\"local\\\")\\n\"]},{\"cell_type\":\"markdown\",\"id\":\"713720eb\",\"metadata\":{},\"source\":[\"\\n\",\"\\n\",\"Let us start by setting up a Salvus project from a simulation domain where we\\n\",\"set up the dimension object from the measures of the test body given in the\\n\",\"figure above. Note that, following Salvus coordinate conventions, the x- and\\n\",\"z-axes are flipped compared to the coordinate frame that the measurements are\\n\",\"defined in.\\n\"]},{\"cell_type\":\"code\",\"execution_count\":2,\"id\":\"ef9a5492\",\"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\":\"iVBORw0KGgoAAAANSUhEUgAAA9IAAAF0CAYAAADPSQEEAAAAAXNSR0IArs4c6QAAAARzQklUCAgI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\\nRU5ErkJggg==\\n\"},\"metadata\":{\"needs_background\":\"light\"},\"output_type\":\"display_data\"}],\"source\":[\"domain = sn.domain.dim3.BoxDomain(\\n\",\"    x0=0.0,\\n\",\"    x1=1.0,\\n\",\"    y0=0.0,\\n\",\"    y1=0.6,\\n\",\"    z0=-0.2945,\\n\",\"    z1=0.0,\\n\",\")\\n\",\"\\n\",\"p = sn.Project.from_domain(\\n\",\"    path=\\\"project\\\",\\n\",\"    domain=domain,\\n\",\"    load_if_exists=True,\\n\",\")\\n\",\"\\n\",\"domain.plot()\\n\"]},{\"cell_type\":\"markdown\",\"id\":\"d379078e\",\"metadata\":{},\"source\":[\"The data were recorded with an ultrasonic probe that includes 24 transducer\\n\",\"elements. From the 24 transducers, 12 are simultaneously excited as sources\\n\",\"and 12 are parallel-connected as receivers. This means that the signals\\n\",\"recorded by the 12 receivers are internally summed up to yield a single\\n\",\"output signal at each probe location.\\n\",\"\\n\",\"Here we provide a view from the bottom of the probe where the small arrows\\n\",\"inside each transducer element indicate that the probe was run in Shear-wave\\n\",\"mode, meaning that transverse waves are excited in the direction of the arrow\\n\",\"at the source positions and the corresponding direction of particle\\n\",\"displacement is recorded at the receiver positions.\\n\",\"\\n\",\"![|50%](images/monolith_instrument.png)\"]},{\"cell_type\":\"markdown\",\"id\":\"a62affe6\",\"metadata\":{},\"source\":[\"Now, let us load some of the measurement data. With this tutorial, we provide\\n\",\"the comma-separated file  `'data/Shear_x001-x101_y025_Rot00.csv'`, which\\n\",\"contains a single line profile of data. Of course, please feel free to\\n\",\"download other profiles directly [from the\\n\",\"source](https://doi.org/10.7910/dvn/kvn7cy).\\n\",\"To acquire the line of data, the probe was moved across the surface of the\\n\",\"specimen in 10 mm increments in the x-direction. Such line measurements are\\n\",\"typically referred to as \\\"B-scans\\\". Each of the 100 columns of the dataset\\n\",\"thus corresponds to a single measurement position (indexed from `'x001 = 0\\n\",\"m'` to `'x101 = 1 m'`). The profile was located at a lateral position of\\n\",\"`'y025=0.24 m'`. For the B-scan included in this tutorial, the probe was\\n\",\"oriented in the following way (after [Maack et al.,\\n\",\"2022](https://www.sciencedirect.com/science/article/pii/S2352340922004371)):\\n\",\"\\n\",\"![|50%](images/probe_orientation.jpg)\"]},{\"cell_type\":\"code\",\"execution_count\":3,\"id\":\"ad97b143\",\"metadata\":{\"lines_to_next_cell\":2},\"outputs\":[],\"source\":[\"# Load the data from the CSV file\\n\",\"data = np.genfromtxt(\\\"data/Shear_x001-x101_y025_Rot00.csv\\\", delimiter=\\\",\\\")\\n\",\"sampling_rate_in_hz = 2_000_000  # The data is sampled at 2 Mhz\\n\",\"dx = 0.01  # X-spacing of measurement positions\\n\",\"t = np.arange(data.shape[1]) * (1 / sampling_rate_in_hz)  # The time axis\\n\",\"x = np.arange(data.shape[0]) * dx\\n\",\"y = 0.24  # Profile at y=0.24m\\n\",\"z = 0.0  # Measurements are taken at the surface at z=0m\"]},{\"cell_type\":\"markdown\",\"id\":\"341079aa\",\"metadata\":{},\"source\":[\"\\n\",\"For visualization, we now wrap this data into an `xarray.DataArray` object\\n\",\"with an `'x'` and `'time'` coordinate, which provides us with a nice way to\\n\",\"store and plot structured data. We can already see some interesting features\\n\",\"in the data:\\n\",\"\\n\",\"1. The direct wave close to t=0 seconds.\\n\",\"2. The reflection off the bottom of the specimen at t~=5.5e-3 seconds and\\n\",\"   multiples thereof.\\n\",\"3. The diffraction hyperbola of the borehole with the apex located at x=0.6\\n\",\"   m.\"]},{\"cell_type\":\"code\",\"execution_count\":4,\"id\":\"e0e3edc3\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"<matplotlib.collections.QuadMesh at 0x7a4d38c1ef10>\"]},\"execution_count\":4,\"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\":[\"observed_data = xr.DataArray(\\n\",\"    data=data, dims=[\\\"x\\\", \\\"time\\\"], coords={\\\"x\\\": x, \\\"time\\\": t}\\n\",\")\\n\",\"observed_data.T.plot()\"]},{\"cell_type\":\"markdown\",\"id\":\"f4852b28\",\"metadata\":{},\"source\":[\"To perform data-fusion, we now would want to run Salvus simulations for the\\n\",\"same line of data. First, we define the material parameters of the polyamide\\n\",\"block. We have done some calibration of the material properties for you and\\n\",\"found the following properties to be a good representation of the physical\\n\",\"properties of the block:\\n\",\"\\n\",\"- P-wave velocity: 1990 m/s\\n\",\"- S-wave velocity: 1136 m/s\\n\",\"- Density: 1150 kg/m^3\\n\",\"\\n\",\"In practice, you could of course use Salvus' full waveform inversion\\n\",\"capabilities to calbirate the material properties, but this is\\n\",\"beyond the scope of this example.\\n\",\"The polyamide is also dissipative, so we will run a visco-elastic simulation\\n\",\"with the following attenuation parameters:\\n\",\"\\n\",\"- Q factor for the bulk modulus: 85 m⁻¹\\n\",\"- Q factor for Lame's second parameter: 85 m⁻¹\\n\",\"\\n\",\"Please refer to the [attenuation\\n\",\"tutorial](https://docs.mondaic.com/examples/tutorials/waveform_physics/attenuation/tutorial)\\n\",\"for more information on running viscoacoustic and viscoelastic simulations\\n\",\"with Salvus.\\n\",\"\\n\",\"From these properties, we set up a homogeneous model.\"]},{\"cell_type\":\"code\",\"execution_count\":5,\"id\":\"9de66e8d\",\"metadata\":{},\"outputs\":[],\"source\":[\"parameters = {\\n\",\"    \\\"VP\\\": 1990.0,  # P-wave velocity (m/s)\\n\",\"    \\\"VS\\\": 1136.0,  # S-wave velocity (m/s)\\n\",\"    \\\"RHO\\\": 1150.0,  # Density (kg/m^3)\\n\",\"    \\\"QKAPPA\\\": 85.0,  # Q for the bulk modulus.\\n\",\"    \\\"QMU\\\": 85.0,  # Q for Lame's second parameter (mu).\\n\",\"}\\n\",\"\\n\",\"mc = sn.ModelConfiguration(\\n\",\"    background_model=sn.model.background.homogeneous.IsotropicViscoElastic(\\n\",\"        vp=parameters[\\\"VP\\\"],\\n\",\"        vs=parameters[\\\"VS\\\"],\\n\",\"        rho=parameters[\\\"RHO\\\"],\\n\",\"        qkappa=parameters[\\\"QKAPPA\\\"],\\n\",\"        qmu=parameters[\\\"QMU\\\"],\\n\",\"    ),\\n\",\"    linear_solids=sn.LinearSolids(reference_frequency=60_000),\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"50553c89\",\"metadata\":{},\"source\":[\"Now, we need to create Salvus `Event` objects for each measurement position\\n\",\"on our profile, where an `Event` corresponds to a digital twin of the probe\\n\",\"transducer locations at a specific measurement position. So, let us first\\n\",\"specify some general geometrical properties of the probe.\"]},{\"cell_type\":\"code\",\"execution_count\":6,\"id\":\"e63f5434\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"<matplotlib.legend.Legend at 0x7a4d37418cd0>\"]},\"execution_count\":6,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 640x480 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"transducer_dx = 0.02  # Transducer spacing in x-direction\\n\",\"transducer_dy = 0.02  # Transducer spacing in y-direction\\n\",\"nx = 4  # Number of transducers in x direction for given probe orientation\\n\",\"ny = 6  # Number of transducers in y-direction for given probe orientation\\n\",\"transducer_x = np.arange(nx) * transducer_dx\\n\",\"transducer_y = np.arange(ny) * transducer_dy\\n\",\"X, Y = np.meshgrid(\\n\",\"    transducer_x, transducer_y\\n\",\")  # XY Coordinates for each transducer\\n\",\"X, Y = X.ravel() - np.mean(transducer_x), Y.ravel() - np.mean(\\n\",\"    transducer_y\\n\",\")  # Place the center of the instrument at the origin\\n\",\"\\n\",\"# Split into sources and receivers\\n\",\"x_sources = X[Y > 0]\\n\",\"y_sources = Y[Y > 0]\\n\",\"x_receivers = X[Y < 0]\\n\",\"y_receivers = Y[Y < 0]\\n\",\"\\n\",\"# A quick plot of the transducer coordinates for QC\\n\",\"plt.figure()\\n\",\"plt.plot(x_sources, y_sources, \\\"b.\\\", label=\\\"sources\\\")\\n\",\"plt.plot(x_receivers, y_receivers, \\\"g.\\\", label=\\\"receivers\\\")\\n\",\"plt.gca().set_aspect(\\\"equal\\\")\\n\",\"plt.xlabel(\\\"X (m)\\\")\\n\",\"plt.ylabel(\\\"Y (m)\\\")\\n\",\"plt.title(\\\"Transducer locations\\\")\\n\",\"plt.legend()\"]},{\"cell_type\":\"markdown\",\"id\":\"4ff75105\",\"metadata\":{},\"source\":[\"Now we define the Events for each measurement position by moving the\\n\",\"coordinates our device to the position of the measurements and defining the\\n\",\"corresponding sources and receivers. We do offer a digital twin library for a\\n\",\"series of commercially available ultrasonic probes that facilitates the\\n\",\"creation of these events. However, in this tutorial, we show how this can be\\n\",\"done manually in order to facilitate adapting your workflow to arbitrary\\n\",\"probe geometries.\"]},{\"cell_type\":\"code\",\"execution_count\":7,\"id\":\"947b99af\",\"metadata\":{},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"event001 was not added to the project as some of the sources and receivers lie outside the domain!\\n\",\"event002 was not added to the project as some of the sources and receivers lie outside the domain!\\n\",\"event003 was not added to the project as some of the sources and receivers lie outside the domain!\\n\",\"event099 was not added to the project as some of the sources and receivers lie outside the domain!\\n\",\"event100 was not added to the project as some of the sources and receivers lie outside the domain!\\n\",\"event101 was not added to the project as some of the sources and receivers lie outside the domain!\\n\"]}],\"source\":[\"for i, pos_x in enumerate(x):\\n\",\"    event = sn.Event(\\n\",\"        event_name=f\\\"event{i+1:03d}\\\",\\n\",\"        sources=[\\n\",\"            sn.simple_config.source.cartesian.VectorPoint3D(\\n\",\"                x=1.0 - (sx + pos_x),  # Account for the flipped x-axis\\n\",\"                y=sy + y,\\n\",\"                z=z,\\n\",\"                fx=-1.0,  # Horizontally oriented source, negative X-direction\\n\",\"                fy=0.0,\\n\",\"                fz=0.0,\\n\",\"            )\\n\",\"            for (sx, sy) in zip(x_sources, y_sources)\\n\",\"        ],\\n\",\"        receivers=[\\n\",\"            sn.simple_config.receiver.cartesian.Point3D(\\n\",\"                x=1.0 - (rx + pos_x),\\n\",\"                y=ry + y,\\n\",\"                z=z,\\n\",\"                network_code=\\\"XX\\\",\\n\",\"                station_code=f\\\"AA{n:03d}\\\",\\n\",\"                fields=[\\\"displacement\\\"],\\n\",\"            )\\n\",\"            for n, (rx, ry) in enumerate(zip(x_receivers, y_receivers))\\n\",\"        ],\\n\",\"        # The concept of ReceiverChannel objects is described in the cell below\\n\",\"        receiver_channels=[\\n\",\"            sn.ReceiverChannel(\\n\",\"                identifier=\\\"OUT\\\",\\n\",\"                input_receivers=[\\n\",\"                    f\\\"XX.AA{n:03d}.\\\" for n in range(len(x_receivers))\\n\",\"                ],\\n\",\"                input_receiver_weights=np.ones_like(x_receivers),\\n\",\"                input_receiver_delays=None,\\n\",\"            )\\n\",\"        ],\\n\",\"    )\\n\",\"    try:\\n\",\"        p.add_to_project(event)\\n\",\"    except ValueError:\\n\",\"        # For some recording positions, the transducers would be located\\n\",\"        # outside the domain. We do not consider these events here.\\n\",\"        print(\\n\",\"            f\\\"event{i+1:03d} was not added to the project as some of the \\\"\\n\",\"            \\\"sources and receivers lie outside the domain!\\\"\\n\",\"        )\"]},{\"cell_type\":\"markdown\",\"id\":\"c4f45f0d\",\"metadata\":{},\"source\":[\"Note that in addition to the source and receiver objects, we have set up a\\n\",\"`ReceiverChannel` object for each `Event`. Salvus `ReceiverChannel`'s are a\\n\",\"convenient way to handle parallel-connected receivers, such as the ones of\\n\",\"our ultrasonic inspection probe. When we access the data later on, Salvus\\n\",\"will automatically form a weighted sum of the data of the 12 receivers to\\n\",\"combine them into a single output channel. A `ReceiverChannel` object takes\\n\",\"the following input arguments:\\n\",\"\\n\",\"- `identifier`: A unique string that identifies the channel. Here, we simply\\n\",\"  used the identifier `\\\"OUT\\\"`.\\n\",\"- `input_receivers`: A list of the receiver names that will be combined into\\n\",\"  a single output channel.\\n\",\"- `input_receiver_weights`: An array of the same length as `input_receivers`\\n\",\"  that specifies the relative weight that each receivers gets in the weighted\\n\",\"  sum output. In this example, we give each receiver the same weight.\\n\",\"- `input_receiver_delays`: An optional array of the same length as\\n\",\"  `input_receivers` that specifies a time delay in seconds by which the\\n\",\"  signal of each receiver is shifted before forming the weighted sum. This\\n\",\"  can be useful when you want to simulate data of phased-array probes. In\\n\",\"  this example, we do not specify any time delays.\"]},{\"cell_type\":\"markdown\",\"id\":\"77a68047\",\"metadata\":{},\"source\":[\"We are now almost ready to run some simulations. What is still missing is the\\n\",\"source time function of the probe (i.e., the pulse that the sources\\n\",\"transmit). Here, we provide a calibrated source time function that is close\\n\",\"to the actual pulse emitted by the probe. The source time function is stored\\n\",\"in `\\\"/data/stf.h5\\\"`. Let us load and inspect it.\"]},{\"cell_type\":\"code\",\"execution_count\":8,\"id\":\"2b72caaa\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAABTAAAAEpCAYAAACk+w0iAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAAyVRJREFUeJzs3Qd4U3UXBvDTSWnppBQoe++9QYaioIiIyKegIDhQREXEiaIgDtyiIiAOEEUEBRQRQURkyN4bGWUXSlvohM58z/tPb3qTJm2SrrR9f88TMsi4uRm9OfcMN4PBYBAiIiIiIiIiIiIiF+Re3AtAREREREREREREZAsDmEREREREREREROSyGMAkIiIiIiIiIiIil8UAJhEREREREREREbksBjCJiIiIiIiIiIjIZTGASURERERERERERC6LAUwiIiIiIiIiIiJyWQxgEhERERERERERkctiAJOIiIiIiIiIiIhcFgOYRERlyL59++TBBx+UOnXqiI+Pj1SoUEHatm0r7733nsTGxhbKY65YsUImT54srujw4cMyfPhwqVu3rlofoaGhan08+eSTEh8fL//884+4ubnZdYC5c+fa/P/nnnuuuJ8uuaDatWtbfb+MHj3arttPmzZNBg0apD7TuF2vXr2sXu/cuXMybtw46dmzpwQFBanr4v1qCe/7t956S91PlSpV1HdEixYt5N1335Xr169Lcfjss8+kcePGUq5cOfU8X3/9dUlLS8v1NhMnTlTPsXnz5nY9xsiRI9VztQX/h+sUFnxHWnsf4HtJz2AwyKRJk6RatWoSFhYmY8eOlZSUFLPrxMXFSXh4uHzzzTeFtrxkbuPGjdKvXz8JDg6W8uXLS4MGDeSNN96wazVFRUWp9xb+/vj6+kqXLl1kzZo1Oa73yiuvSJs2bSQkJES9L/B369FHH5XTp0+bXW/nzp3yxBNPqM+tv7+/VK5cWW6++Wb5+++/i+Vls/f56V27dk0aNmyoPgMffPCBXY+D6+JvtzU///yz+n/8TSciopLLs7gXgIiIisaXX34pY8aMkUaNGsnzzz8vTZs2VUGAHTt2yKxZs2Tz5s2ydOnSQglgfv755y4XxNy9e7d069ZNmjRpIq+99poKJEVHR8vevXvlxx9/VAFHBDOxXvTuuusuqVevXq4/qubMmaMCLnoIKFDpcOzYMZkxY4b8+eefEhERoYJKNWvWlNtvv10FHvHD2xF4H1q+nxB0sAc+u35+fnLTTTfJb7/9ZvN6x48fl/nz50vr1q1VoGXBggVWr3fmzBkVFEVgf/z48Spwt2HDBvX5Xb16tTpoAfuigGDqq6++Ki+99JL06dNHtm/froKT58+fl9mzZ1u9zZ49e9T6tHcdupKVK1dKYGCg6by7u3muwXfffScffvihTJ8+Xb3uCNggkIl1opkwYYJ6D2JnFeWEz+uvv/4q33//vWzatEkF2LDO8TdxyJAh8vDDD+cIHOfmhx9+UJ+Xe+65R+bNm6c+MydOnJALFy7keVsEn3v37i1Xr16VTz75RL2W+Ht56623yl9//aV2OGhwnaFDh6q/WQhMHjp0SN58801ZtmyZHDx4UCpWrKiuh8/2tm3b5KGHHpJWrVpJUlKS+p7A43z77bfywAMPFNnbwpHnp4fPPJabiIjIjIGIiEq9TZs2GTw8PAy33nqr4fr16zn+PyUlxfDrr78WymM/8cQTBlf8c/PAAw8Y/Pz8DPHx8Vb/PzMz0+rltWrVMtx+++1W/2/OnDnquW7fvr1Al5UKX3p6utXPhl5GRobh5ZdfVp+l7t27G6ZPn274448/DOvWrVOv/cCBAw0+Pj6Gd9991+7Hze39ZA8sk6ZZs2aGnj175nk9vD/xPsUyW0pMTFQHS++//766zYYNGwwFQfus5CY6Olqtz0cffdTs8rfeesvg5uZmOHjwYI7bpKWlGVq3bm0YO3asWhdYJ/YYMWKE+j6wBf+H6xSWSZMmqfVx+fLlXK93zz33mK0PrItOnTqZfdeXL1/ecOTIEUNZk5SUlOd1zpw5Y+jcubPB19fX8NhjjxnmzZunPr/4HE+dOtXQpEkTQ/369e3+Dj937px6bzz++ONOLfPnn3+uXne8bvr3cNOmTQ0dO3bM8/YrVqxQt//6669Nl126dMnq91vLli0N9erVMxQUfL7y+kw48/y2bt1q8Pb2Nvz000/qtvjusQeui+0Na7T7Wrt2rV33RURErokl5EREZcDbb7+tsqaQsYQyTEve3t4yYMAA03lc11rGJLIU9WWUycnJKlNRK0lHaVv79u1N2V24LrIttPvUDqdOnVKXoSQV2UK4PZYBZZEofUO2huXj9u/fX5YvX65K6FCihywUnAeUwuI8MpI6duyoskrzEhMTIwEBATbLRosyy8wWrSQdpX+jRo1SGTZYZmTQIDvl4sWLKusHJcFVq1ZVr4VlaS3KbTt16qReG9wWWaVff/21ykLSlz96eXnlKHPXHh/Xzw3KjVGqi0y9zp07q9cHryWyaDIyMsyui1YFyATG/+M1RxkkSiP1ZbD/+9//pFmzZma3u+OOO9Sy/PTTT6bLdu3apS7TZx5inTz22GNSvXp1df9ayXF6errpOnj/4XZonYAMJlwHn4u1a9fm+jzxGmCd4Hrr169X71VkEvXo0UO915HBjNLIjz76SN1vUbDM0Mvv9fAZwsESPldw9uxZs8vtWd/5yUbEd4RlJiHO4/37yy+/5LjNO++8o95jyNwsTHjP22oXYa00v6BgfehfH3x/aaX9+OyjpBjZqsi0t5f+84D1hmxifJ/ju9xaqS++L5BVhyxAlAR37dpVfv/9d7M2BJ6envL++++bLkN2O96DyHTUvzdQAl+pUiWz7yNk5uH+8X2F+0eGsuVyaCX3+A4YPHiwKt1GZnxuIiMj1bKiNQLex8hKROYkPr/4HGO9oc0KLkO27/79+/Ncd1999ZX6Ln7xxRfFGfjOwGuFsmoN1t2wYcNUFiUyjXODdafdRoMsR0seHh7Srl27HJ9fe9e3sxx9fqmpqSpzFN+teP8VFu09n1tLGCIicj0MYBIRlXIIICEAhh8vNWrUKND7RonpzJkz1Y9QBBtQ3ojgE4KDgAAWflwCSrG1A4Jt+ME6cOBAVeqJH4z4AYz7Q4kbymEt+7qhtBvBTvxQXLJkifohjN5/6AeHH5EI0qJEFv3fEOxED63c4AcVftDef//9sm7dujyv7+g6x490/SE/HnnkEfV8UdqOUlGULCKYhpJllAiiv9eIESNUaSn6BVr+UEOAadGiRWq9YZ099dRTZv3ZbrjhBhVww+1RjggoScSPSPzQREllXhDIQvkl1ifKM/G64z6ffvpp03UQaLnxxhtVmSVea7zmuH8ETrBcGvRrQ3kkXh/A+sNrhMAoSpj1P7zxY1jr+4hlQKBt1apVqi3AH3/8oZZ96tSpan1Z+vTTT9VnA+9BXNey7F8P6xw/xv/991/p3r27zdcd7yssFwJpKHe2B4KhCAYhiIwyVrwOloHf4qb1z9MHlh1d3446cOCAOkYvPz18f6Cfnvb/Gq2kFt9JufWzzI3l59bW5xctBPTfaTjgfYtAkSPBQ0t4rrgPlL9jRwVK+vUQgEMQH59P9D5EaxBcBggYYlkRiHMGytLxPY4WAiivRsDxtttuM2ujgc8hvp/xPYsdG9hZhfcudjAsXLhQXQeBsA4dOqjPgQYBMewkSEhIUIErDa6D+9OCRnhcBA9xH/hbgO8t7Hzp27ev1aAavjfq16+v1gkCkrnBTga8X/E9iPu0hL9JWA68l1Gaj+8mfWDV1mcX93XkyBHVngHfRwggopUEArl5wXu4ZcuWOS7XLsPrbAmvMf5eoQ0K+tqiXYD++9Ma3AY7mCx3DDm6vh3l6PObMmWKCgjb2z/UEl4va5/fzMzMHN8hlp9f/O3DesDOUCIiclHFnQJKRESF6+LFi6p0asiQIXbfBtdHSaO1cld9yVjz5s1V2awzJeQrV65Ul7/33ntmly9cuFBdPnv2bLPHRVkkyvU0e/bsUderWrWqWengL7/8oi5ftmxZrsuFcmEsO66LA8qC27RpY3jllVcMUVFRNm9nTwm5tQPK5hyl3d9TTz1ldrm23B999JHZ5Sidbdu2rc37QxkxlmPKlCmGihUrmpXJ43S/fv0MQUFBhgMHDqgSv8aNG1stJ7ZWSojlsWxDMGrUKIO7u7vh9OnT6vysWbPU9RYtWmR2PZRc4/I///xTnT9+/Lg6j/JO2Lhxozr/wgsvGOrUqWO63S233GLo2rWr6TxKQitUqGB6PM0HH3ygbq+VHEdERKjzKKdMTU012KNBgwaGL774wnQe94Uy8nLlyhlq165t+O6779R7QytRfO655wzDhg3L837HjBlj+Oabb1QZK967999/v1o2e25rKbcScr3cSsit2bt3r/r83XXXXWaX27u+tRJWvPe0A0petc+F/qAvdcf7B+vXmoYNGxr69OljOo/boZR66NChpsscLSG39dnVDrmVy2ol9vrvLUfgvY5ycJQE//3334Z33nnHEBISYqhcubLZ9x6+69AKRFsmPGeUDB87dkyVRa9fv97hx9Y+D+Hh4YZr166ZLkd7DSzDzTffbLoM5ddhYWGGhIQEs9cWfwuqV69u+k6ZOHGies9obRkeeeQRtdwoY3799dfVZefPnzdbZ3hueLw77rjDbPnw2rZq1cqs5FgruX/ttdfseo74DkGpd0xMjOmymTNnqu8TLy8vQ+/evQ1fffWV+gwDvhfwt+Wvv/7K9X4bNWqk2hz4+/sb3n77bfX5x980PPdu3brZbEWiwWPjc2QJJdd4fj/88IPZ5ZGRkWbvSbz+WI95wd81XB/fMRpH1jeeh+VntUePHqoVi+Xlzj6/3bt3q+tj20D/vnSkhDyvg60ScqwLPF+85qdOnbLr8YiIqOgxA5OIiJyGbBZkXSHjB9M9Hcli1DK6LCf7IoMTJZKW2R/IbkHZsUbLkkD2HcreLC+3nMxqCdlAyKhD1tbHH3+ssgcvX76sSihxH0ePHhVnIcMQ2Xf6g77Ez1HIKNXTniMyMC0vt3zeWM/IDEMGJzK7kOWHDCNkyWJ4hQaZR1huZFOhdA/DaZCNY62c2BrcTt+GAO677z6V+YIsJW1ZcH9aVq5Gew9orzlKQdE2QMvgQtYlMtOQEYXlwoAMZOiilBXPTYOWAsjwxMAkffYNssi07DE9LC/WR16QJYRSR2SXAt7nyFBCRiiydpBtiUxg/dAOZKTZM/UXLRZQEo0y1jvvvFNlRCH7C8fIsCpuyODF+w/Z28h01nNkfeM1xbrWDlpWr/4yHJCBpZdbOaf+/1C2j+FKyB50Fl5Py8+tdsD/2YIsxBdeeEFlRzubeYos9JdfflmtO6xTZJrjuxXfSchQ1uC7Dpdjqjxemy1btpgy/vD+RHYw1js+w2gtgSEplpmqtiCLTz+8RsusxOcXGcHIjNu6dav6/OozXPG9guXHMmnfmyhJxucEQ3IAn+VbbrlFfV61LGrt8619hnFdlP8jm9wyew4l3ngdLAe73H333XY9N7QbwHJrmZf43CITHd89GMaF9YZKAg3ei3jMvD7DWDZkluO1Q4UA/h5hSB6ykJGtbU8Wo73vcUDmMdYDvvuQfYv1hfeLlq1uDT63+Lv27LPPqu8YjSPrG+8py88q3hf4m2F5udYixpHnh8dF6fi9996rvludhZYq1j6/7777rs3b4L2Nxz18+LAaOlirVi2nH5+IiAoXp5ATEZVy+MGDH70I/BQ0lOCi9x1KB/EDAT9+8eMDpYwNGjTI9bYIoCGop/Xw0v+gQY8yrQxdY1nyh357uV2u9YXLC4J+WkAQSRwIgKC8GeXvCOA5A/dXkP27HHnu+ueNUk2UB+JHNX7san0K8WMeP2gtA87osYmgHoJqmLZuWbqbG2sTn/E6gvZa4hiXWf6gRQAG7wX9a44ACMpZ9cEPLA8eB+fx/sLy6wOYly5dUv0wbQUl0YfPsozQHv/9958KwGnBXATuEhMTZfHixaZADu5LP1EXy4ngkzMQqEU5L4JT6PlaXBAMR3AErw0CMZbvN0fWN66nbwuBdYhemZZl9giG6t+PeD+j165+JwUg8IK2GIAyawTlEUjG+1vroasFY3AeOyxyC0ICSqZtfW5t9RBFP1QEwVDu7WzZa247iFAejPeBJf3OHASREKREGTU+Q2jNge9gBDTxOcdnGTtq8grWa59Xy8vQlxDvd5R/4zvS2udGe920zzDK2vGa4bOK4DeCWvgMI8iJNhe4P/wfeuCib6r2fgLLHRyWr7t+p4ojn2H95/OLL75QrxveN4DvSLzf9QFLez7DeI8icG4ZdEMgGuXd6NGp/46ydnvLv3Xa8wTLzxw+i9p7FL0qEWjE+sN7H1O+Lc2ZM0e1EEFvVH1PUkfXNz5rlp9V3C9ed+y8ye0zbM/zw9/dkydPqr+52udXK8HHdwAuQ0AdwfLcYHvC2mfYMqiqh+A//tagpQl2lBIRketiAJOIqJTDBj+CQVrWDoJYecGPfcselGD5QwQ/bBCEwAE/hrRsTGTtoCdYbvDDBgEG/EDUBzHxAxm99dBDraghsPbMM8+oLDB7s5ZcGXpmImiBYJE+s8ra8BNAZhT6ByJwguxUBOjszXDSfgzr4XXUXmvtGBlcWq85DTJB8V5AsF2D9yx67CEIi9sguw3QLw/LiWADgocYGqTB7dFbzdYAF/0Pa7B3WAOGo+jXH3YGILCkz0KzfL/is6Z/Po7Q+u7ZO3inMGD9IqiDZUF2tbXvDUfWt2UwXPt85Rbo126DYSoYRKV/XyE4isFRgMAHgtnot6rvuarBgBdcnp/sTGsw8AXBQgTGsIOgMGD95/Y+wHcyMusQFMTzxGcd10ffXEBmKF4fBPAs+x/a+rxaXoagMN7rCJ7hvq1l+2nZx9p7HrdBb10EKfHeQSAUrycCloD3FILi+uxy7bZ4LvrPdW47SvLzGbbMbMdnWB/AxGc4r77ReP9bCzDb+xnGOrE2LEi7THuP24J1i88ZXl9rwUu8D5Bhif6g1rI57V3fWma+Hi7Dd3pen2F7nh++D9BX1dqOT+xMxAEZ6QUdYMQwKGSoYl1hZx8REbk2lpATEZUBKG3DDyqUNyKbxtqPO/0kZ5Tv4se5Hn7YIWvGFvzQQUbL0KFDVRkhsqZAm3pume2HABWgVFYPQTOUrWn/X1hsldzhhzgyPyyDXSURfrAi6KDPWsHrgGFL1tYHMv8QjEFpITIxUeZrb+YusrO0AUD6wTf4AY/yaMBriveQZQAVGWTa/2twGsuPH676+0A2E7LeEMTEZfqsMgQk8EMY2ZL4UW15cPY1xVRmlK1rg3XwXsc0X/2gHcv1hEnUzpZCauvDVlChsCGjEcFLbQCYrZLKwlrfGmSXIehkOdUb5/HeQPAQENTAe8LygAFX+C7DaZTlF/Q6QpYdAnL4zrKnFYGjEBhDdl9u7wNkiyPwhhYYgO957HzSBg9p39l5DaMBDLfRZ3DjM42/CyivxncIdlghkIzr6b/PkeWK73EE0xDY1+CzunPnTrV+tCxE3AeeD4Jm+K7VZycioxBl78gWtfZ+wkHLPnfmM6wP8uEzbJmVp/8MI0MQ32d5fYa1HTzYeaeHUmR7PsPIjsXOPuyk0eC1w/rEus7rM3T8+HEVaMUgI8vPCIKX+E5HgM5aoLcw17ejzw87Pi0/v2jNoGVI4rzlc8wv7CDDzlfssLRsZUNERK6JGZhERGUAJiMjs27MmDGqFOzxxx9X2TgIXCKrYfbs2SoTApmTgH5mCByhvA4BLfzAQUkr+ijq4QcIghjIQkH2D3pIITiGx9NKPrUsKpSY4wc/fgjj+ignxI9D9HpDwBA/phA0RTkaymaxDIUJJXUoS8MPUDx3LBd+aKEfJgJmWK7CgqwP/HDCjzJtgnZhQI9M9AZEL0o8X2RrYeK2FlTWIFCFwDN+5CLoiHWBH8AIDKE3GPqt5fVDFpk4eF8hsIMgBn7AIysNlyF4ACizRXk6MoIQPMB7A/eNCfL9+vUzC2agrByvC/rToYxZez/hOggu4IDnpocfoghsonwV/ewwDRoBGTwWlgdZSPZkIFvSMoxw3wiq4X2M/nnIfEPvOwR6MLEd0CvzueeeUwGNHTt25Hq/WNcIBuF1QpAQ70eUASNzFj+oEYDToAcdgrr4TGplr4DH0AIx+BwhUIWp9IDAlj74qF2OjEXttloWqVZGimxYracefuDjvL5XKtaftg4La31rUF6KzFt8F+E0MqRQxorPD4IzmNgOCMJY+xzhcgRLCuMzhvcAXi98L1pOUkZAV8sqRwA1rxJWwGuNYBPaTyBoi8xjlPwicxFZlNYguIzgoD5bHN+9+P7C+xH9hBEoxDLYMxkdn3t8LyMoiqAkvrPxnsJ3lQa9HXEdvEfwPsf3AiayYxkQcNIHyvB+xXcLMi0x4VqDzzC+53FdZFRr8F7E8uL7AZ9vvCfxPYAs/b1796pj/B1zBt47KOlGP1EsM3olImiG4CwO6FeJsnK8ZzCRGp9vLKe+7NzW/eLvJj4LWGcIWOJzhXWGv43IQtVghxDWA3aGaJ9L9H3EdyJeK5SB4/lifWInoH6KO/42ojoA6wRBc7zGyGLE3yt89+K10OA7BI+F72+UeeunvgP+vuJvQGGub429z69x48bqoKd9ZvB5KujPMF5jBEax3YH3s2UWrRZ4RqYw3ut4v+J7h4iIilkxDA4iIqJigsndmKRbs2ZNg7e3t5rKisnbmOSqn7ydkpKiJj7XqFFDTVPFNF/c1nIK+UsvvWRo3769ITg4WE0Lrlu3ruGZZ54xREdHm90XJtBWqlTJ4ObmpiaBYrooYOLtiy++qO4X00cxAfTxxx83XLlyxa7J37gvTDnXs3dy6apVqwwPPfSQmrYdGBho8PT0VI8/aNAgw+bNm/M1hRxTnnPz7LPPqnVx+PDhXK9n6/60CbyXL182uxyvDV5TPUy4xqRc7fWZOnWqaQK09jpgQi2mha9ZsybHpFisl6effjrX5dSmPf/zzz/q/YDHwrp8+eWXc0ylxRTg0aNHq//HfWN9TpgwwTStWA/vJSwnpjNbTgTH5fv27ctxG6yTsWPHmqYLY8puu3bt1HPUJqo7Ot0WJk+erCYta/fx22+/qfe9NsEenwU8F6xHTMc+evRonveJ9xmmH1epUkUtK6ZId+jQwTBjxgyzadyA6bl4LLz29k7Ptpwyntt0XsvHsXWwfHx71ndu7217fPLJJ2rqOL6z8N2FZbBneryjU8gtPzt6+D/9d19u60i/3kNDQ9Xk7rwMGTLEUL9+ffU4WI94L+FzcuHCBavXx3cnPgfW3sOrV682tGjRQr2f8NiY7pwb7fPw7rvvqgnhmCaOdY2/DfietLRhwwbDTTfdpJYVfx/wGPg8WMLkajx/3Ld+Uva///6rLmvbtq3V5Vm3bp36jsV7CeuiWrVq6vxPP/2U53egLfgewnsIn2NtcjqmY2t/k/B9NGXKFHUafw/wnYS/XfZITk5Wf8fw9xLfaXiPWvtO0z6r2veu5uLFi2qaN54vJppjfeI1tLzOsGHDDPXq1VOvK14ffJ/jPXLmzBmrj2PrYPn49qxvW58v/WfCFnuenzXOTCG33B7Q4Lnop5Br3z95fR/ifY3zs2bNsmsZiIiocLnhn+IOohIREZUl6DGJDBxkypQGyI5BT8LS0DfUFpTM4nmi7xsGTSAjENl9KPFFOSrOo0QVpy0zlalsQuY6Mt3RlxJZtq4KmW4YBIOMT30mX2mD1hjIqkTGN7IxAVm0KGVH70WU3iPzGBmOeQ2LobIB2c/ILMb3vL6HKhERFQ/2wCQiIipCKMlEeR5KDqnkwARrTKlFmSjKfBEEQYAKJdLof4jXFAFptGhAySwRWkSgpNuVg5dlCVod/Prrr2paPEq70aoB7R8QsLxy5YoKcL755puq9YJlz2Yqu59htLBg8JKIyDUwA5OIiIjypSxkYFoOLEHvOAwo0QpZMCwJQRH0qcMAJKKSoqxkYGrQ0xX9PRHA1KanA7Ko0QcS/Y+1aelERETkOhjAJCIiInJCXFycKQCClgDaoCEiKhkwdAvDzQICAtRn2Nq0biIiInINDGASERERERERERGRy2IPTCIiIiIiIiIiInJZDGASERERERERERGRy2IAk4iIiIiIiIiIiFwWA5hERERERERERETkshjAJCIiIiIiIiIiIpfFACYRERERERERERG5LAYwiYiIiIiIiIiIyGUxgElEREREREREREQuiwFMIiIiIiIiIiIiclkMYBIREREREREREZHLYgCTiIiIiIiIiIiIXBYDmEREREREREREROSyGMAkIiIiIiIiIiIil8UAJhEREREREREREbksBjCJiIiIiIiIiIjIZTGASURERERERERERC6LAUwiIiIiIiIiIiJyWQxgEhHZwc3Nza7DP//8IyNHjpTatWuXufWK566tAyIiIiqd5s6da7bt4+npKdWrV5cHH3xQzp8/X9yLV2olJyfL5MmTuZ1FRGWWZ3EvABFRSbB582az82+88YasXbtW/v77b7PLmzZtKjVq1JCnn35aypq2bduq9YR1QERERKXbnDlzpHHjxnLt2jVZv369TJ06VdatWyf79+8XPz+/4l68UhnAfP3119XpXr16FffiEBEVOQYwiYjs0LlzZ7PzlSpVEnd39xyXQ0BAQJlap2lpaSoDA8/b2vogIiKi0qd58+bSvn17dfrGG2+UjIwMtYP3l19+kfvvv19clcFgkOvXr0v58uWltAc8fX19i3sxiIgKDEvIiYgKmLUScgT4nnzySZWt0KhRI7XRjI3+LVu2qA3p999/X+rUqSMVKlSQm266SY4fP57jfv/66y/p3bu3ChRig7Rbt26yZs2aPJcnMzNT3nzzTdPjBgUFScuWLeWTTz4xu96xY8fkvvvuk7CwMClXrpw0adJEPv/8c6tl4t999508++yzUq1aNXVdLK+tEvIdO3bIgAEDJCQkRHx8fKRNmzayaNGiHBvZzz33nFoHuA6ui/WzYMECu9Y5ERERFS9tJ+bp06fVMYKEEyZMUH/bvb291TbDE088IVevXjXd5vnnn5fAwEAV/NQ89dRTansC20aamJgYteP4s88+M10WHx9v2nbQ7n/cuHGSlJRkdRts1qxZatsG2y3ffvutzeeB6hpkOFasWFFtN9WsWVPuvvtuta0Cp06dUvf53nvvyVtvvaX+H9su2G6xtl1mz/YVYL1g26pu3brqerh+v3795MiRI+oxsfMckIWple9jmxNQWo7zu3btksGDB0twcLDUq1dP/R+ei7WMTcvtVe15Yb2/++676v/w/HHb//77T+2wfumllyQ8PFy9ZnfddZdERUXZXI9ERAWNGZhEREVk+fLlsnv3bnnnnXfUBuKLL74ot99+u4wYMUJOnjwp06dPl7i4OBk/frzaUN6zZ4+6Hnz//ffywAMPyJ133qk2ur28vOSLL76Qvn37yqpVq1Rg0xZsYGPDduLEidKjRw+1AYqNYf0PiEOHDknXrl3VRviHH34oVapUUfc7duxYiY6OlkmTJpndJ36QdOnSRf0YwA8KbGRfvHgxx2OjzP7WW2+VTp06qetig/fHH3+Ue++9V/0Q0Da88ZwRFEWgFQFO/Pg4cOCA+sFCRERErk/b+YpAG3bODhw4UAX0sM3QvXt32bdvn9qeQLsZHBCku/nmm+WDDz6Qbdu2qe0KbYctAmerV69WAU7A/eA+cX3ANkTPnj3l3Llz8vLLL6sdswcPHpTXXntNlbDjPrRtKEBW6IYNG9T/YxsH2y3WIIiHbTMs7zfffKN2+qKv58qVKyU1NdUsoxHbbbVq1ZJp06apncXY3rrttttUGb32XOzdvkpISJAbbrhBPT62D7HdlJiYqErzIyMj1X1gGbBN9fDDD8sjjzxiWtd6gwYNkiFDhsjo0aNzBHLtheAq1ieOtaDqHXfcoZYJ259YLwhSI3iM5Vi2bJlTj0NE5DADERE5bMSIEQY/Pz+b/1erVi2zy/B1W6VKFUNiYqLpsl9++UVd3rp1a0NmZqbp8mnTpqnL9+3bp84nJSUZQkJCDHfccYfZfWZkZBhatWpl6NixY67L2r9/f/UYuenbt6+hevXqhri4OLPLn3zySYOPj48hNjZWnV+7dq1ath49euS4D+3/cKxp3LixoU2bNoa0tLQcy1S1alX1HKB58+aGgQMH5rqMREREVPzmzJmj/t5v2bJF/X1PSEgwLF++3FCpUiWDv7+/4eLFi4aVK1eq67z33ntmt124cKG6fPbs2aZtHG9vb8OUKVPU+XPnzqn/f/HFFw3ly5c3XL9+XV0+atQoQ3h4uOl+pk6danB3dzds377d7P5//vlndfsVK1aYLsP5wMBA07ZMbrTb79mzx+Z1IiIi1HWwPNeuXTNdHh8fr7bXbr75Zoe3r/D8cZ+rV6+2+biXL19W15k0aVKO/8Nl+L/XXnstx//17NlTHfLaXtWeF7Ytte0z/XbpgAEDzG4/btw4dbnlcyMiKiwsISciKiLoD6Vvao8SIsDeen2WgHa5VoK1adMmiY2NVZma6enppgP29mNP/Pbt23Pdy96xY0fZu3evjBkzRu31R8mVHkq8kNmAUiBkFugfA6VL+H+UuushQ9SeTAxkemp9sCzvFxkFR48eNS3jH3/8oUqTUIKOgQBERETk2iXjyMjz9/eX/v37q+xC/C2vXLmyacihVmmh+d///qe2hbRSa2x3IFsRGZOArEtkPSLzEhmPGzduVJfj/7XsS62qBT04W7dubbZ9gcoUa+1s0J4HZdV5wf2hHP3RRx9VFS+okLEF2Y4oHddgPSBTEVmTKIl3ZPsK661hw4Zmz9EZ9myf5QXLhuoay+1SZKbqaZefOXMm349JVNzwucXnFy0S8B2CrO3ifDxUzCEbu0WLFuo7E9d74IEH5MKFC1KWMYBJRFRE0NdRDxvIuV2ODVu4dOmSOkZPI/xQ0B/QowjJBQhw2oLSLZRnYSMZwVL0dELJOXpTAsq0sTGNvlKW94+NWECZk17VqlXzfL7acqPEyPJ+EUzV3++nn36q/kjjjzcCvVgnKD1D3ygiIiJyPfPmzVM7UdEeBz+qUSKO/tzatoWnp2eOEmf8UEegU98iBkE7bKNgZywClQg2YlulXbt26nxERIQ66IN72MbA41luXyCIiO0iZ7ZbAH0j8ZgoMUe/TpzHwbJvOOB5WLsMgVeUfzuyfXX58mWpXr265Je9z7MwtleJSjJ8/7Rq1Uq1hnCFx0ObDPS0ffXVV9XxkiVLVC9azBUoy9gDk4jIxYWGhqpjbADbmvKNbAdb8AMCPSZxQC8jbJijXxSyFM6ePasyEjw8PGT48OFqY90aNMjX02eM5rXcCKAiS8EaDBYC7FlEU3oc8KNEy8bEnklkcRIREZFrQQaeNoXcEgKQCN4hMKcPYiK4iJ7ZHTp0MF2Gnar4kY6MJGQsan0hcfmff/5p2gbR9/vGNgb6ZKIfY27bII5st2jQ/xIHZFFiZy+2vzAcCNta6C+psdb7G5chsIehjAhU2rt9hXWEfp75Ze15IksUPdYtWQZ5icoyJHngYAt2TGCewPz589XvKWSAI5HE2oCsgng8zA1ARrreZ599pqrWkPWMvrplEQOYREQuDtkMKKdCI3hM0cwP3A8yOdGQHhvjaBbftGlTlfWIDAo0bdf2qOcXgpMNGjRQ5etvv/223bfDDwSUnOF2aIyPPZD6pvlERETk2hBsxFAbDCF85plnTJcvXrxYZR7pg5H4QR4QEKD+5iMAeMstt6jLkXGJAMGiRYvUtgpKKDUoWce2BQKlljtZCwqCjxhc07hxYxW0QBaUPoCJjChM7NbKyDGI57ffflPBT9wW2y72bl8hkIEBQyi9RwaqNRh6BI622cE08Z9++klSUlJM94HsULQownonorw9+OCD6ncThpHiu2jp0qWqlReGhuH3TlGIi4tTOynwe66sYgCTiMjFYS8+9rihByZKxRGARGkTshoQ5MPxzJkzbd4eWYzYS4gsCezhR29N/EjA5EztDy5KozD9Ehvdjz/+uNrYxYY4+lhiY1zrZeUoTErHRjmyPRGUrFatmnoOhw8fVj8EsEEN+IGAHyPYwEdGKP4fU8nRF4vBSyIiopIFQUj87Ud7GPTexs5YbQp5mzZtVFaiBsE+TBTH9gaCkSjZBtwGATdkZWJqtx52wiIY2qNHDxUgxfYDeoMjMwlZm5icjW0LR82aNUtt86DfIzKcUB6tZXla9qfEcuN5osIFj41gK54rqkk09m5f4fksXLhQ7rzzTlWBgqAuApWYaI7tIwRCUR6Pbbdff/1VBYBR0o1MU9xnbrCusT02bNgwGTVqlApeIrjM4CWRfU6cOCELFixQWdLajhS0yFq5cqXMmTPHoUQNZ+G76KWXXpL77ruvTH92GcAkIioBsNGJDWlscD722GNq4xdBTDSbt2yQbwkbvdjI/+qrr9SGNfozYYMb5VoobwJkNiCg+MYbb6jyiKioKLV3DwFOrU+TM/DY27Ztk7feekttnF+5ckVlS+Dx7rnnHtP1kG2wbNky+fjjj1XGJQKdaFT9yiuvOP3YREREVDy0oRSTJ09WP/CxHYBgG4Jp+LGvZQJqEBxEQE8fJMR1EPxDGaVl8BCtZzZs2CDvvPOOzJ49W/XIREk5tpVw3byCerZguwoBUARakQ2KncjYCYxtlD59+phdF1UxCCoguIrtpmbNmsnvv/9u6gPqyPYVgpMYWIT1heeDICh26KLUHgOFNF9//bUacIQ+eMioxM7tuXPn5vqcsDwYSIR1hQBp3bp11fNbsWJFjmFHRJQTPsNof4FBW3r4DOJ3DSA7M69scLSScKbHJgb6IPs7MzNTZsyYUaZfIjeMIi/uhSAiIiIiIiJydVqgAuXjyMIiotK3AwYl4hgoCsiOvv/+++XgwYMq81oPOzmQHIIgIzI1c4OdEtbmFlg+nh7uF0kfJ0+eVBnbWsC0rGIGJhERERERERERkQW0vcBQL2RQox2ENahqQ7/cgqQFL48dOyZr164t88FLYACTiIiIiIiIiIjKpMTERNWbVoO2FHv27FG9ZlE6jgxMtLf68MMPVUAzOjpaZUS2aNHCqXZbuT0eWmGkp6eruQcoX1++fLkKoF68eFFdF9cpqKGrJQ1LyImIiIiIiIiIqExCP1j07rek9ZlFNuSbb74p8+bNk/Pnz6tsSAwbRb9aBDEL+vFy66m5du1a6dWrl5RFDGASERERERERERGRy3Iv7gUgIiIiIiIiIiIisoUBTCIiIiIiIiIiInJZHOJTRDIzM+XChQvi7+8vbm5uRfWwRERERMXGYDBIQkKChIeHi7t7we4357YVERERlUWGQty+cmUMYBYRBC9r1KhRVA9HRERE5DLOnj0r1atXL9D75LYVERERlWVnC2H7ypUxgFlEkHmpvcECAgKK6mGJiIiIik18fLzagattBxUkblsRERHZx5CWJv917iINt2wWNy8vrrZ8SMtMk+4/dpcNQzaIl7tXqdu+cmUMYBYRrWwcwUsGMImIiKgsKYz2Ody2IiIisj+AWcHDQ8UiGMDMfwDTo7xxXRZXAFNT1toTlp1ieSIiIiIiIiKiMsi7fr3iXoRSo14g12VxYAYmEREREREREVEphazLesuXF/dilArIuvxl4C/FvRhlEjMwiYiIiIiIiIhKKUNGhlz+bLo6pvzJyMyQGXtmqOOSYurUqdKhQwfVMzMsLEwGDhwoR48ezfU2//zzjypRtzwcOXJEigszMImIiIioVDIYDJKeni4Z/MFWJnh4eIinp2eZ6wlGRJSnzEyJ/vxzCR39GL4sucLyIVMyZebemTKq5SjxkJKxLtetWydPPPGECmJiu+iVV16RPn36yKFDh8TPzy/X2yLQqZ/jUqlSJSkuDGASERERUamTmpoqkZGRkpycXNyLQkXI19dXqlatKt7e3lzvREREIrJy5Uqz9TBnzhyViblz507p0aNHrusI1wsKCnKJ9cgAJhERERGVKpmZmRIREaEy8sLDw1Uwi1l5pT/bFkHry5cvq9e+QYMG4u7ObllERFR6xcfHm50vV66cOuQlLi5OHYeEhOR53TZt2sj169eladOmMnHiRLnxxhuluDCASURERESlCgJZCGLWqFFDZeRR2VC+fHnx8vKS06dPq/eAj49PcS8SEZFrwA69999j+XhBrEo3D5nafao6Lm41atQwOz9p0iSZPHlyrrfBDr/x48fLDTfcIM2bN7d5PVQzzJ49W9q1aycpKSny3XffSe/evVVvzLyyNgsLA5hEREREVCoxA6/s4WtORJSTm7u7BN5xB1dNQfydcXOX/nX7u8S6PHv2rFl/SnuyL5988knZt2+fbNy4MdfrNWrUSB00Xbp0UY/3wQcfFFsAk3UVRERERERERESllCEtTQ43b6GOKX/SMtOkzbw26ri4BQQEmB3yCmA+9dRTsmzZMlm7dq1Ur17d4cfr3LmzHDt2TIoLMzCJiIiIiIiIiEqz9PTiXoJSI91QstalwWBQwculS5eqEvA6deo4dT+7d+9WpeXFhQFMIqISaNneC7LjVKw81K2O1A71K+7FISKiAjJy5Ej59ttv5bHHHpNZs2aZ/d+YMWNk5syZMmLECJk7dy7XORER2QxYnbtyTf67lCD/XUqUYxfj5HKH4RKwcK+4e3iIv4+nNA8PlJbVA6VhZX/x9mRxbmn2xBNPyA8//CC//vqr+Pv7y8WLF9XlgYGBqn80TJgwQc6fPy/z5s1T56dNmya1a9eWZs2aqb7S33//vSxevFgdikuJe5fOmDFDRYvRlBvNRDds2JDr9detW6euh+vXrVs3x4YgNv4wldLygClL+XlcIqLCsuVkjIxdsFvmbT4tj8zbIZmZBq5sIqJSBE35f/zxR7l27ZrpMmybLliwQGrWrFmsy+ZKP87TmU1ERGSSkWmQ7adi5a3fD0mvD/6R7u+tlYe/3SHvrjwiS/ZEyoZqreT3A5fkt70X5IetZ+Tlpful/2cbpfnkVfLED7tk04lo9d1KeQv3Cy9Rq2nmzJlq8nivXr1UBqV2WLhwoek6kZGRcubMGdN5BC2fe+45admypXTv3l31zPz9999l0KBBxfQsSlgAEyt33Lhx8sorr6jUVazE2267zWwl60VEREi/fv3U9XD9l19+WcaOHZsjYoxeAXix9Af91EJHH5eIqDAt3XXedPp4VKIcvhjPFU5EVIq0bdtWBSqXLFliugynEdhs06aN2XVXrlypJokGBQVJxYoVpX///nLixAnT/yOTokKFCmY9q1BG1rBhQ0lKSrL6+Jhg2rp1a/niiy9Mk9z/97//ydWrV03XwZT3KVOmqB5a6LmF62NZNHfffbd6HA22pZEkcPDgQXUewUdkgaxatUqdx4/m9957TyUcIBukVatW8vPPP5tuj5I33B7Xb9++vXpMJhQQEYlcTkiRz9Yckxve/Vv+N2uzfLkhQk7HJNu9alLTM+X3fZFy35dbpfeH6+T7LaclPSOTq9YGL3cvWTV4lTouKQwGg9UDqj70yX34W6t54YUX5Pjx42pnamxsrPqbi/hacSpRAcyPPvpIHn74YXnkkUekSZMmKqUVG1WIJluDbEts/OF6uD5u99BDD6mpSXrYGKpSpYrZIT+PS0RUmPaey/4BCbtOX+EKJyIqZR588EGZM2eO6fw333yjtmMtIQg5fvx42b59u6xZs0ZN4b7rrrtUgBEeeOAB9YPj/vvvV0FDBBkRmJw/f774+dluQYIfLYsWLZLffvtN3WbPnj2qBE3zySefyIcffqi2qzHNtG/fvjJgwABToBRZHvofQqiKCg0NVceA5UVWabdu3dT5iRMnqueL7WsEOZ955hkZNmyY6fr6H1RTp06Vw4cPq6wQIqKy6sjFeHn6x93S9Z018uHq/yQyLruK1MPdTbrUrShjetWTafe2lt+f6CrLa0fJhud6yvrnb5SfRneRV/s3lYGtw6Win7fpdiejk2TiLwfkjun/qnZVlFNGZobMOTBHHVPRKjE9MJG+unPnTnnppZfMLu/Tp49s2rTJ6m02b96s/l8PG1dff/21pKWliZeXMWKemJgotWrVkoyMDLX3+I033jDt3XbmcSElJUUdNPHxzJAiovxLy8iUk5fNM2aORSVy1RIR2cmQkYH0wewLPDzEzd09x2RWNy+v/F3X3V3cPDzEkJmpbuOo4cOHq35Up06dUjvb//33X1VWrg8KapmOetjODQsLk0OHDknz5s3VZQhYItiHSiRkck6aNEk6dOiQ6+MjuIhenNqU0s8++0xuv/12FbTEzn4ELl988UUZMmSI+v93331XTTXFjv7PP/9cBTCffvppiY6OFg8PDxWUxONi+dHLE8doy4TsUARhkTDw999/S5cuXdT9IRMT5WpY9p49e5qWC1mft9xyi8Prk4iotDh4IU4+W3NcVh409jHUuLmJ3NgoTPq3rCo3NQ6TIN/swCT+bh2Z9p5Uf3iY+ptVs6KvdKgdYsrAXHXwoior33wyRl12ODJeBs/aLIPaVJNJA5pJYPmSk21Y2DIlUz7a+ZEMazpMPMSjuBenTCkxAUxs/CDAWLlyZbPLcV5rQGoJl1u7PvY+4/5Q89+4cWOVKtuiRQsVZMTeZOwJ3rt3rzRo0MCpxwXsGX799dfz9ZyJiCyhHCTVoqTj2CUGMImI7BU9Y6ZEf/656Xz4++9J4B13yJE2bU0TWr3Cw6X+32skdu5ciXo/u3KnypTXJfiee+S/rt0kMyFBXeYRHCwNN2+SKz/+KJfeeNN03coTXpKQESPk6s8/q9s4CtmKCBgiiIgyL5zGZZZQLv7qq6/Kli1b1HarlnmJVkdaADM4OFgFNrEjv2vXrjl2zFuDKiYteAkILOK+jx49qkrKL1y4YMqe1Gjb0IDHRkk7MiiRNICScGRofvrpp+r/EcDUApMItiJgahmYRCKBZck8yseJiMqiU9FJ8v6qo/L7/kizy4N9veTeDjXl/k41pUaIr8P3iwE+d7QKV4edp2PltV8PysELxgSsJbvPy/bTsTLz/nbSvFpggT0XolIdwNRgD7QeNugsL8vr+vrLO3furA76DS/0HcJeZm0Dy5nHxR5zlPNoEBxF2TkRUX6cv5o90EFzIS7nZUREZF3omMcldPRj2Rd4GLMnGu/eleO6ISNHSsgDD+S4bsNN/+a4bvCQIeaByqysy6DBg51+KVAy/uSTT6rTyGq05o477lDbmF9++aWEh4erICOChwj+6a1fv15lQiLwiIxH9IB3hLbdq9/+zW37GMc9evRQgUpvb2+VkYnlQmLA/v37VSUT+mKCFnTFcIBq1aqZ3Sd6XerlVvZORFQaxSalyqdrjsn8raclLSN7yE4l/3Iyumc9ua9jTSnvXTCZgO1qhciyJ2+QH7adkfdXHpH46+lyNvaaDJq5SSbf0UyGdqyRaxyEqDCVmB6Y2OOMjS7LrMeoqKgc2ZEalLdYu76np6faI2wN+gahpEbr3+PM42obW9gw1B+IiPLrkq63jQb9bjgxkIjIPijrRvmc6ZAVaDS7LKvNUL6umxXsdKZ8XHPrrbeqQCQOyJ60FBMTo3pBon9k7969Va/2K1dy9kVGsBADctDPEtuk+uE6tiCDE8FOfWsmbCdj+A/uA8FSlHhbPg6WQaP1wcQBp/GjF8MwUX6OoQBaBmfTpk3VtjMes379+mYHJgAQUVmeKv7d5lPS6/21MnfTKVPwMrSCt0y6o6lseOFGefiGOvYFLz08VBWBtiMu16u6u8nwzrXkj3E9pFWNIFOZOaaW41DWB/x4uHnIpC6T1DEVrRKTgYk9t+iTs3r1atWYXIPzd955p9XboNQFG2p6f/75pyo90fpfWkIQAE3KUVLu7OMSERUWfXNuDTYoYpJSJbSCeZYKERGVbNiJjgCldtoSSsOxU3727NmqNRICgJbl4QkJCaqfJoKWt912myoNx7YwppVjsrgtPj4+MmLECBVsRCUR+mfec889pmGXzz//vOppWa9ePdVDHgN4sA2N4UAarQ8mkgcQuNQue/bZZ1XFk7aDH9PIn3vuOTW4B9mYmKqOx0RAFD0ysRxERGXJztNX5LVfD5hKuaG8l4eM6lFXHu1RVyqUcyyUg51pjrYzqRZUXn56rIu8veKwCqDCgm1nJToxVT4b2kZ8vMpmAM/dzV0GN3S+uoLKQAATUJKNDTBsdCE4iY01bKiNHj3aVLZ9/vx5mTdvnjqPy6dPn65uN2rUKLXnGP1/FixYYLpP9KlECTn6XWJDCWXj2PjSl+nk9bhEREXlYnx2ALNFtUDZfz7OeHncdQYwiYhKodyqeJARicE+CC6iPLtRo0ZqWxZBQg0CiCi7fvvtt9X5Zs2aqYE72I5FP0zLkm0Nsh8HDRqkJpjHxsaq4xkzZpj+H4+JbWcEI1GZhCzKZcuWqW1qDZYJ1UwYlqk9D/S9RBm5fjAPYIgmhg+hj/zJkyclKChIBTlffvnlfKw9IqKSJSklXd5beUS+3Xza7PK721aXF25tJJUDfJy6XwzxQf9mtEDRKgfs7Y85eUAzaV0jSJ7/ea/KAl196JIM/3qrfPVABwn0LXvDfdIy06Tnjz1l3ZB14uVe9p5/cXIzlLC6Q2w4oQQmMjJSbRR9/PHHqr8OjBw5Uk1q1E9nRONw7M3F5EOUumBaoj7wiP/DNEaUiAcGBqpG4ZMnTzZNQLTnce2BDTzcf1xcHMvJichpD87ZJmuPXlanUdrx3Rbjxs1XD7SXm5vabmtBRFQcCnP7J7f7xkCYiIgIqVOnjsokJMdgW/iXX35RO/VLGr72RFRSbToRLS8u3qd6TmqaVg2QKXc2k/ZZE8OdpaaQt2gpjffvcyiAqbfh2GUZ/d1OSUrNUOcbV/GXH0Z1lhC/7GnnZSWA2fa7trJr+K5iC2DGl9H4UonKwIQxY8aogzWYJm4Je3d37crZlF2DQCQO+XlcIqLc7D17VZbtvSD9WlSVdrWC87WyLsWnqGNPdzdpWLmCWXNvIiIiIiIqWdAO6p0/jsg3/0aYLvPxcpfn+zaWEV1qiaeHa4wu6d6gkix4tLM8OGe7al915GKCDPtqq/wwqpME+ZatICYVD9f4JBARlVIxiSly/1db5euNEeoPfGQ+J4ZfSTYGKrGRUFHX8xIbEUREREREVHKcjU2W/83aZBa87FgnRFY+3UMN6CnI4KVHcP4SKaBl9SD5aXQXCfM3/g45FBkvD3yzTeKupUlZElwu/+uSHMcAJhFRIfpt7wVJTElXp6+lZcjyvZEFEsAM9vUyK9fQLiciIiqIEvKSWD5ORFSS/HnwovT7dIPsPWfsae/t4a6mi/84qrPUDvUr0MdC2XjDzZucLh/Xq1upgiod1waI7jsXJyO+2Wb6zVPaoWx8/ZD17H9ZDBjAJCIqRNtPXzE7vzUixun7up6WIdfTMtXpYGRg6gKYMYkMYBIRERERuTqMIZm17oQ8+t1OSbhuDPrVqugrS8Z0lQe71RF3d7eCf8yMDImdP18dF4T6YQhidjL9Htlz9qqMmb9L0jKMv1VKs4zMDFlwZIE6pqLFACYRUSE6dCHe7Dx6xThLn2UZ5OslwboAZmySsTcmERERERG5JgT4Xl56QPW81Nzeoqosf+oGaV4tsPAeODNTLr3xpjouKA0r+8v3j3SSAB/jaJX1/12Wl5fsVwHa0ixTMuXtrW+rYypaDGASERWS5NR0iYhOMrvs3JVr6nJnXEnK7i2DDMyg8l7ilrWDNja5bPWdISIiIiIqSZJS0uWhudtlwbYzpsuevaWhTL+vjfj7FM806/xqUjVAvhrRQZW/w087z8nHfx0r7sWiUooBTCKiQoJgpTWnopOdur+r13QZmH5eqql3YHnjxg4zMImIiIiIXBP6Q46cs002HItW5xHw+2RIa3mqdwNx0zISSigMHfr43tamxIpP1xyTRdvPFvdiUSnEACYRUSE5byOA6ewk8qvJ5hmYoA3y0WdnEhERERGRCwUvv9km208Ze+Oj5Hr+qE5yZ+tqRbcQ7u5SecJL6rgw3N6yqky8vanp/Cu/7JedFrMASgt3cZcXOrygjqlocY0TERWSc1ezA5VtagaZTl+Iu57vHpiYQg5aBiY2jNLLQNNsIiIiIqKSIuF6mprQvSMrmIdtd0zw7lA7pEiXw83DQ0JGjFDHheXhG+rIyK611em0DIOM/n6nXIp37nePK/Nw95DhTYerYypaDGASERWSC7oApn4jJVJ3ubMZmEFZGZgBun45CGISEREREVHxS0nPkFHzdpgyETGEc/4jnQp3WI8NhrQ0OdajpzouTK/c3kQ61zX+7rmckCKPfbdTrYfSJC0zTXov6q2OqWgxgElEVAQl5O1qBZtORzqbgZmkz8DMCmBmZWBC/DUGMImISrrJkyerfmj6Q5UqVcyu88EHH0jlypXV4eOPPzb7v61bt0q7du0kI6N0/WAkIipJMjMN8txP+2TLydhiD15q0qOiCv0xvDzc5fP72kq1oPLq/J6zV+W1Xw5KaRN1rfDXJeVknHdPREQFTt/rUh/AvOhkADP+evZePq10HD10rP0/ERGVXM2aNZO//vrLdN5DV/K3f/9+ee2112T58uViMBikf//+csstt0jz5s0lLS1NRo8eLbNnzza7TUmG5+TlVTKn8xJR2fXOyiPy294L6rSPl7vMGdlBmoUXX/CyKFWsUE6+GN5OBs/aJNfTMmXhjrPSpV5FGdimCHt+UqnEDEwiokISnWjMmPT38ZSKft7i7Wn8yo3VZVI6Iik1O5vGr5zxh6m/roQ8PwFMLNOEJfvlrd8PyfU0Zu0QERUnT09PlXWpHSpVqmT6v8OHD0vLli3lpptukt69e6vTuAzef/996dGjh3To0CHPx5g7d64EBQXJL7/8Ig0bNhQfHx8VCD171nxy7MyZM6VevXri7e0tjRo1ku+++870f88++6zccccdpvPTpk1TGaO///676TLc5osvvjCdnzNnjjRp0kQ9XuPGjWXGjBmm/zt16pS6/aJFi6RXr17qOt9//71T65CIqLjM/TdCZq8/qU67u4nKSGxTMzuZobi4lTdmRRYFZJq+fVcL0/mJvxyQ0zFJUlqU9yy6dVkQpk6dqrYN/P39JSwsTAYOHChHjx7N83br1q1TVR34e1y3bl2ZNWuWFCcGMImICkl0Yoo6Dq1QTv0gQxATYpwMYCbrelz6eRszLwPKexZICfmY+TtlwbYz8uWGCPlkzTGn74eIiPLv2LFjEh4eLnXq1JEhQ4bIyZPGH8LQokUL+e+//+TMmTNy+vRpdRrZl8ePH1dByTfffNPux0lOTpa33npLvv32W/n3338lPj5ePZ5m6dKl8vTTT6tA5YEDB+Sxxx6TBx98UNauXav+H0HGDRs2SGZmpumHTmhoqDqGixcvquXr2bOnOv/ll1/KK6+8oh4TQde3335bXn31VfX4ei+++KKMHTtWXadv3775XJtEREVnw7HLMmX5IdP5Nwe2kN5NKhf7S+Dm5SWNd+9Sx0VlUNvqMqhtNVOv/rELdktqeskfOurl7iXb7t+mjkuKdevWyRNPPCFbtmyR1atXS3p6uvTp00eSkmwHlSMiIqRfv37SvXt32b17t7z88svqb/PixYuluDCASURUCPDHOeG6MaCoBS5Dso4xTRx9cfKTgemblYEZUAAZmOeuJJv688BPO86qskQiotIoIzNDNd7XDpkG448p/WVaY/78XBfnQbuNvTp16iTz5s2TVatWqYAfgoBdu3aVmJgY9f/IXkTgD9mS+PGBrApchtLx9957T90OAc02bdrI+vXr8yzPnj59unTp0kVlWCCQuGnTJtm2bZup1+bIkSNlzJgxKktz/PjxMmjQIHU5INszISFB/bDB3w0EMxHs/Oeff9T/I9CJPp3ItIQ33nhDPvzwQ3UfCM7i+JlnnjHL0IRx48aZroNALhFRSXAmJlme/GG3aJv5T9xYT+7rVFNcgSEzU64uWaqOi9KUO5tL7Yq+6vTec3Hy0er/pKTD3/Vfjv/i8N/34rRy5Ur19xwtalq1aqWqIbAjdOfOnTZvg2zLmjVrquoKbGc88sgj8tBDD5m2AYoDA5hERIVAXyauBS6144xMg1PBxqSsDExPdzfx9nC3MsTHuQDmv8ejc5S+/3cp0an7IiJydV/s+0LaftfWdFgRsUJd3vH7jqbL+i/pry6bd2ie2XWXHFuiLu/5Y0/TZZhECov+W2R23R+O/KAu125jr9tuu03uvvtulWl58803m8qx9VmKCFai9AsHnEbmJcrCEIjEDwxkTn700UcqmzIlxVgNYKtUvX379qbzCDSirFwrScdxt27dzG6D89r/BwYGSuvWrVXAEr053d3dVZbm3r17VWATl2vZl5cvX1bl6Q8//LBUqFDBdEDG6IkTJ8weQ79MREQlQXJqujz63Q6Jy9oev7lJmDx7SyNxGRkZEvnyy+q4KFUo5ymfDW0rXh5u6vysdSdky0njDrmSKsOQIa/++6o6Lm7x8fFmh9z+5uvFxcWp45AQ48R4azZv3qx2lOqhKmLHjh1qB2hx4BAfIqJCLB/XGlmr46wAplZGHpQ1SdxeyVkZmH7lPFVJes4hPs6VkB+OTMhx2YHzcdKoir9T90dE5Moea/mYjGo5ynTew82Y0b5tmDHrUO+Bpg/IsKbDclx33RBjibTePQ3vkcENB5vOu2flCQxqMChfy+vn56eCmSgrtyY6OlqmTJmisi0xgRyZkg0aNFAH/MBACTdub4v298TWZZb/j0xL/WUoI0egEj0yEawMDg5WGR4oScflyKYErcwcWaXIMtWzHDiE50xEVFLge/H5n/fJkYvGbeq6lfzk43tbizsaYJK0qB4oz/dtJG+vOKLWxkuL98nKcT3Ex6t0DJsrTjVq1DA7P2nSJJk8eXKe71dUVNxwww2qYsMWVICgikIP51F+jm2PqlWrSlFjBiYRUSFnYIZW0DIwy1n9f0czMP28s//Y6zMwE5wsIT8elTPb8uilnEFNIqLSwMPdQ/Wt0g7ubsbNYf1lWl+r/FwX50G7jbOQTYGMR1s/FBAgRBl29erVJSMjwywrAj8ycJkt+H9kUmiQ0Xn16lVTyTdKxjZu3Gh2G5SY43KN1gfz77//VqcBgcwff/zRrP8lfvRUq1ZN9fOsX7++2QGl4kREJdWcf0/J7/siTRmHs4e3Nxu0SSKP3FBX2tUyDjI6FZMsH/9V8kvJXcHZs2dVNqV2mDBhQp63efLJJ2Xfvn2yYMGCPK9rbSemtcuLCjMwiYgKQUySLgMzK/OyYlYgU/1/1oRyZzIwfctlf3Wb9cB0cojPsaicwcqjWXuQiYioaD333HNqsjf6TkVFRakSa5SFjRgxIsd10YgfmZnomQkdO3aUI0eOyB9//KF+1CCzEVPAbfHy8pKnnnpKPv30U3UaP2o6d+6s7geef/55ueeee6Rt27Zq4vlvv/0mS5Yskb/++st0H1ofTPyfNkAIgUyUwWN6etOmTU3XRVYIBgAEBASoUnkEZxFAvXLlisoGISIqafaduypT/zC21QBkXtYPqyAux91dKo17Wh0Xz8O7ybt3t5B+n2yU1IxM+WpDhPRvEa6yM0saVFg81eYpU6VFcQoICFAHe+Fv/rJly1TVBnZ85qZKlSoqC1MP2yVoP1OxYkUpDsW/xomISiF9gDIkq4Rc64HpTAYm9nYlpVrJwDQrIU9zql/PpXhjsLV9rWDxzbrvs7HJDt8XERHl37lz52To0KEq8IhBNijNxtTQWrVqmV3v2rVrKuCIATjoPQnIcPzss8/UpHBtunj58uVtPpavr6+a+H3fffep/pm4LjInNQMHDpRPPvlE3n//fVUWjsdC438t01Lrg4mBQeijpQUrMbEUJeNa9qUG/Tm/+uor1bMTZe34f5xmBiYRlUTY9sbQnrQMY1baoz3qyi1Ni3/iuDVuHh4SOnq0Oi4u9cP8ZWzv+qaZAC8s3idpGSVnEI4GFRaPtnzUVGlREhgMBrXNgJ2QqJiw5+8utguwo1Tvzz//VH2qsdOzODADk4ioEGAQjiY0K3AZ7Jv9Ra81+LbXtbQM0QaDowemtRJyR+8TLsZdN50ODyqvNsQwwOfclWtqUjp79xARFS19ADE3CDai5NsSgoQ42AtBUhxsefzxx9UhN/oydEAwU+t5aQnBUhysqV27tqk8jYjIleG7Cr0cz2Tt9G9TM0j1eXRVhrQ0OdG/v9Rbvlzciin4BI/1rCfL90WqfqGHI+NVJubjvepJSZKWmSYDfxkovwz8xdRGxtU98cQT8sMPP8ivv/6qhv5pmZXYCant6ET5+fnz501VHRgSOH36dFUhMWrUKDXU5+uvv7ar9LywMAOTiKgQxOpLyLMyMM3KvR3MlkxKye5h5uudHcAs5+muppIbr5OerwBm1UAfqRHsq06jtOOybhAREREREREZzd96Rlbsv2iqiPp0SBvx8nDt8Era6TPFvQhqHb03uKVo842m/31MohKyf4+UFGcSin9dOmLmzJmqRyYqKNBTWzssXLjQdJ3IyEg5cyb7eSFLc8WKFWogX+vWreWNN95QLWfQIqa4MAOTiKgQ6EvEg/28cmRLxjuYLYlSb41fuexyBTRQRkYmsi+dCmDGZ28wVAn0ketp2YFSlJFXDvBx+D6JiIiIiEqrgxfiZMryQ6bz7/+vldQIMSYBUN5aVg+SoR1rqiBwUmqGfLjqP3l3cEuuukJksKO6AS1dLKHVy65du8RVuPYuAiKiEkpfzh1U3lhCHqgPYF5PL5AMTG3aISTqrmOvSMsMTN3GF8rIiYiodBo5cqSaOE5ERPZLTEmXp37YLanpxjYZI7vWlr7NqnAVOmj8LQ3FP+s3zKKdZ1VQmCgvDGASERViALO8l4d4e7rnKCF3tF+lNsDHcoiPPiMzvyXkyLYM02VclsRyDiIiIiKiwspim7h0v5yMTlLnm1cLkAn9GpeIlY2+l02OHC7W/pd6aLH1VNZAHyQHvrH8UInpgYy+l/tH7C8x/S9LEwYwiYgKgRagDCifnS1ZQT8x3NEApi44qR/ioz+PQT+Y6Od8BmZ5CfM39uuEqKzp5EREREREZd1PO87JL3sumCqgpg9tK+U8S8YkakNmpsSvXKmOXcWIrrWlVkVj9deWk7Hy56FLUhJkGjJl1alV6piKVokLYM6YMUM1E/Xx8ZF27drJhg0bcr3+unXr1PVw/bp168qsWbPM/v/LL7+U7t27S3BwsDrcfPPNsm3bNrPrTJ48WfWZ0x+qVGGaOBHlHcDUl417uLuZSiUcHeKTnJphtQemvoTcMlPTHtqgHjc3kdAK3uYBzAQGMImoZCsp2RxUcPiaE1Fh+O9Sgry27IDp/Dt3t5DaoX4lZ2VnZMj5cc+oY1eB4O+E25qYzr/zxxFJz3D9oGCGIUOeW/ecOqaiVaICmJiQNG7cOHnllVdk9+7dKvB42223mU1K0ouIiJB+/fqp6+H6L7/8sowdO1YWL15sug4mKg0dOlTWrl2rxsLXrFlT+vTpo8bH6zVr1kxNZdIO+/fvL/TnS0QlU0p6hlxPy8wRwNQP8om/5mgPzHSbPTD9dOcdLSO/kjVsKKi8l3h6uLOEnIhKBa+sErnk5OTiXhQqYtprrr0HiIjy61pqhjwxf5dp+/6+TjWlf8twrtgC0LdZZelUJ0SdjohOkl+zMlyJSvwU8o8++kgefvhheeSRR9T5adOmyapVq9RI+KlTp+a4PrItEZDE9aBJkyayY8cO+eCDD0yj3+fPn58jI/Pnn3+WNWvWyAMPPGC63NPTk1mXRGQXfXDSWgDz/NVrqoQcWSLI6Ha8hNyyB2b+A5jBft6mbE5fbw+V8ckMTCIqqTw8PCQoKEiioqLUeV9fX7u/b6lkwt9UBC/xmuO1x3uAiKggTFp2QI5FJarTjav4y2v9m3LFFhD8bcZAn3tnb1Hnp689Lne2DleJFUQlNoCZmpoqO3fulJdeesnscmRLbtq0yeptkFGJ/9fr27evfP3115KWlmZ1zyw2fPB/ISHGvQCaY8eOSXh4uJQrV046deokb7/9tipJtyUlJUUdNPHx8XY/VyIq2fQDevSDe4znjV+7qRmZkpKeKT5e9v3AStKXkFtkYPrrems6Mokc0xMTsgKeIb7GACagjPxUTLJcZg9MIirBtHY/WhCTygYEL9nqiYgKytLd52TRjnPqNHbyT7+vrd3b7y7F3V0qPvaYOnY1nepWlC51K8rmkzEqC/O3fRfkrjbVxVW5i7uMajFKHVPRKjEBzOjoaMnIyJDKlSubXY7zFy9etHobXG7t+unp6er+qlatmuM2CJBWq1ZN9cLUIGA5b948adiwoVy6dEnefPNN6dq1qxw8eFAqVqxo9bGREfr66687+WyJqNQEMG2UkAOyMO3dAEpOzW2Ij4dTGZhXk43Zl/oMTAjz91EBTAQ3UTJT3mLqORFRScnqwLZeWFiY2jlNpR+SE5h5SUQF5XhUgryyNLvv5ZsDm0v9sAolcgW7eXhI2DPjxFU9fXMD2Tw7Rp3+bM1xGdCqmpof4Io83D1kbNuxxb0YZVKJCWBqLMt/8irBtHZ9a5fDe++9JwsWLFB9MTH0R4M+m5oWLVpIly5dpF69evLtt9/K+PHjrT7uhAkTzP4PGZg1atSw6zkSUcmmnzCeo4Rcl5GJQT5hAdnfNblJ0mVWYu+vnj6gmehAADNWF8DUZ2BWCtAP8rkutSqWoAblREQWENBiUIuIiByBberHvttpGqQ5uF11GdTWdbMC82JIS5OI/90jdX5aJG4u2CO4c92Kqhfm1ohYOYkszL0XZGCbauKK0jLTZOjyobKg/wLxcne9dVmalZic19DQULXxaZltibIgyyxLDcpHrF0f/SwtMyfRFxNl4X/++ae0bNky12Xx8/NTgUyUlduCUvOAgACzAxGVDfoJ45YBTP35OAcG+Zj3wPS0PYXckQBmVv9LywzMUN1p/XWIiIiIiEo7JD29+PM+OXE5ydT3csqdzaSkSzlyRFwZsjA1n/59TDIyjclnrujolaPFvQhlklMBzKtXr8pXX32lsgxjY2PVZbt27coxubsgeXt7S7t27WT16tVml+M8yrmtQaak5fURoGzfvr1Z/8v3339f3njjDVm5cqX6v7ygt+Xhw4etlqATEelLyHMO8fG0mqmZF23vr9UScienkF9Jyn78ED8vq8FMBjCJiIiIqCz5emOE/L4/0tRrftawduJr0YOeCh76YHbMmkh+8nKS/HnQeqtAKrscDmDu27dP9YJ89913VdYigpmwdOlSFdAsTCjJRuD0m2++UQHEZ555Rs6cOSOjR49W/4/H108Ox+WnT59Wt8P1cTsM8HnuuefMysYnTpyo/q927doqYxOHxETjlDHA9detWycRERGydetWGTx4sCoJHzFiRKE+XyIqmeKSbffArOBkuXeSvgdmriXkGU6VkAfrSsgrMoBJRERERGXQphPRMvWP7EzFj+5pLbVD2U6pKKDN35M31jed/+bfiCJ5XCrFAUwEA0eOHKnKpy37RK5fv14K07333ivTpk2TKVOmSOvWrdXjrVixQmrVqqX+PzIyUgU0NXXq1FH/j56WuD6yLD/99FO5++67TdeZMWOGmnCOoCQyKrUDgrOac+fOydChQ6VRo0YyaNAglQ26ZcsW0+MSEdmbgelsADPZrAdmwZSQX9GVh4fogpbMwCQiIiKisua/Swmq76VWuvzEjfXklqbW29WVOJ6e0mjXTnXsyro3CJUGWYOStp+6IvvOGRPmXImnm6dsvW+rOqai5fAa3759u3zxxRc5LsfkblvTwAvSmDFj1MGauXPn5risZ8+eqrzdllOnTuX5mD/++KODS0lEJdXqQ5dk2d4L0rF2sAzrXCvXIWHO9MD0czLYqGVgenm4ibenu80p5IkF0ANTH8zUZ2kSEREREZVGl+Kvy8hvtknCdeO29I2NKsn4WxpJqWEwSNK2bVKhRw+kOoqrwm+vh26oIxOW7Ffn5/x7Sj6+t7W4EoMYZMelHXJDtRvETVx3XZZGDmdgIusS5dOWjh49KpUqVSqo5SIiKnLbImLl0e92qKl3r/56UH7Ylp3RXWAZmD7ZAUxtA8keWrDTsv9lvjIwbUwhNwtgJjKASURERESlV8L1NBk5Z7tciLuuzreoFijT72srHu6lKDiVkSHnRj+ujl3dXW2qSbCv8TfU8n0XVHDZlWQYMuSJNU+oY3LxAOadd96pSrjT0tJMEXKUbb/00ktmpdlERCXNx6v/w85JkxlrT6gphPkJYOqH9uQn2JiUNcTHz0oDcbOsTl2vTGcDrfoApj7ISURERERUmqRlZMqY+bvkcKQxSat6cHn5emR7q0kDVDR8vDzkvk41s14fg3y/5TRXPTkXwERvyMuXL0tYWJhcu3ZNlWjXr19f/P395a233nL07oiIXEJUwnXZEhFjdtn5q9dk//k4h+8r7lp2uXd5Lw/bAUwHgo3JWcFOX4sBPvkZ4qPPANVnhuoH+sToysyJiIiIiEoLJCqgVHnDsWjTDv25D3aUMP/sWR9UPIZ3ri2eWRmw87eeketpzHYkJ3pgBgQEyMaNG+Xvv/9WvSUzMzOlbdu2cvPNN3N9ElGJ9dehKFP2JTIQtf6Qm07ESMvqQQ7dV3xWZiM2gix7aOoDmPaWkGdmGiQ564+2r5W9wfqp5I5kdSZmPT6CrF4e2fuzcDrAx1Pir6ebDfohIiIiIiotpv11TH7eeU6dRo/5Lx9oL/WzBsiUOu7uEvzAcHVcElQJ9JHbW1aVX/dcUL/Lftl9XoZ0NGZlFjd3cZdhTYapYypaTudF33TTTepARFQabNNlX750a2N5YfE+dXr3mSsO35cWwAyw6H/p7BCfa2kZpuCqPlip8fRwFx8vd7melulQABP9fsBfl32pqVihnApgMgOTiIiIiEqbRdvPyidrjpnOf3RPK+lYJ0RKKzcPD6ny8stSkjzUrY4KYMKCbWdcJoDp4e4hL3Z8sbgXo0yyK4D56aef2n2HY8eOzc/yEBEVi51Zgcpynu4yoHW4vLH8kCSkpMues1cdup+MTIO6nbUBPpYTw5PsLPfWl5rb6seDzM7raakOTSHXMkD15eMaNM6OyLoOegPpMzSJiIiIiEqqdf9dlglLjVOu4ZV+TaR/y3ApzQzp6XJ6+ANS67t54uZZMvp7tqoRJM2rBciB8/Gy91ycHLoQL03DA4p7sSQ9M10eXPmgzLl1jni6l4x1WVrYtbY//vhjs/PogZmcnCxBQcayyqtXr4qvr6/qi8kAJhGVNFHx1+Vs7DV1ulX1INU4ukl4gJpKfik+RQ27sRaMzC2rEfx9ct6mnKeHeHu4S2pGpinQmZdkXaDTWgamurycp0QnptqdgYmy9MSswKi15QzxK2c6jTLysAD2AiIiIiKiku3A+TgZ8/1OlXQAI7vWlke615FSz2CQa7t3q+OS5N4ONeXA+QPq9MLtZ+T1O5sX9yKJQQyy5/IedVxSrF+/Xt5//33ZuXOnREZGytKlS2XgwIE2r//PP//IjTfemOPyw4cPS+PGjaW42JVSExERYTpgUE/r1q3VgsfGxqoDTqMP5htvvFH4S0xEVMB26crE29YKVsf6/jfHoxLtvq/4rAE+gD6S1mhZmPYGG/UZmNZ6YKrLs6aTO5LVqW2/WFvOEL/soGYsJ5ETERERUQmHAZ0Pzd0uSanG7eW+zSrLq/2b5uhZT65jQKtw1SoLlu4+z2E+TkpKSpJWrVrJ9OnTHbrd0aNHVcBTOzRo0ECKk8P5rq+++qr8/PPP0qhRI9NlOI0szcGDB8v9999f0MtIRFSoDkUmmE63qh6ojutXyg5gnohKlHZZgc28xOsyMK31wNRKtq8kp9kfwLQjA7NCVlAUmZ2p6ZmqEXlu9AOErPXA1GdgxiY6Pshnxf5ImfrHYfHz9pT3Brd0eBASEREREVFBiUtOk5HfbJOohBR1vm3NIPlkSBvxyJp0Ta4JVXD9WlSVJbvOq/78Kw9clIFtqhX3YpU4t912mzo4ClXWWuW1K3C4qRmirmlp2T/QNRkZGXLp0qWCWi4ioiLz38XsAGbjqsa+Kg0qZwcwj0Vl/39e8goMgl9WtqS9JeT29MDUMjAhWXd9e5ZTPxm9IDIwT15OlLELdquy/CMXE+TReTvtWiYiIiIiooKWkp4hj363Q45lVVXVCfWTr0Z0UG2jygxPT2mw6V91XNIM6ZA9vOfH7WekuHm6ecq6e9ep4+IWHx9vdkhJMQboC0qbNm2katWq0rt3b1m7dq2UuAAmFnzUqFGyY8cOMWTVH+L0Y489JjfffHNhLCMRUaE6eskYoER5Qs0QX3W6ri4D83RMst33ZZaBaaW3pD5giExJDMhxrAem7SE+Gq0sJj+9OoN9vU2nkS3qiG83nZL0rL5CcDH+uvy885xD90FERERElF/o+/78T/tka0SsOl/Rz1vmPthBQvyyt3XLBINBUo4dL3E9MKFD7WCpW8lPnd5yMlYiopOKdXnQ+/LE1RMu0QOzRo0aEhgYaDpMnTq1QO4XQcvZs2fL4sWLZcmSJarqGrFA9NK0F+KFp0+flmvXjLMmiiWA+c0330i1atWkY8eO4uPjI+XKlZNOnTqpJ/jVV18V2IIRERWF62kZcirG+EewQZi/qYykSoCPeGadPnfF/i9dfWajrR6Y+qnf9pSRm/fAtDXERz/d3I4MzJS8Ssh1AcykVIf+UP2+PzLH5YsZwCQiIiKiIvbeqqOybO8FU7LC1yM7SK2KxmBYmZKRIWdGjFDHJQ16lA7pUMN0fuH2s8W6PBmGDHlo1UPquLidPXtW4uLiTIcJEyYUyP0iYInERcy66dKli8yYMUNuv/12+eCDDxz6XYiemefOnSu+AGalSpVkxYoVcuTIEfnpp59k0aJFaogPLkN9PBFRSYIBPdqOyIaV/U2XI5BZNcjH1PDbXnllNlqWgesDnrYk64KNft55l5DbFcA0K3W3koGpC2DGOhDARDYrpqFD78Zh0jSrJH/vuTg17Z2IiIiIqCh8v+W0zFp3Qp1GXsJnQ9tK6xqu08+P7DeobXVTcsniXeck3Y4qtrIgICDA7IAEw8LSuXNnOXbsmN3Xd3d3VwHMmJiY4gtgaho2bCgDBgyQO++8U50mIiqJ0KNR06hKdtk4VAsqr47jrqWZBSbtnUJuqwemv1m5tz0ZmBl59sA0KyG3YxK5WaDVWg9MsxJy+wOYm45n/4HqVj9UbmqcvWNr/bFou++HiIiIiMhZ20/FyuRlB03nXx/QTG5pWpkrtIQKrVDO9LvickKKbDpRcEExss/u3btV5bUj3nvvPXn++eflwIEDUhAc7jr60EMP5VliTkRUUvyX1f8SGlUxZgtqqgejH2asKQuzcRXrGZW2AoO2ppDrg5B2lZCbZWBaLyHXl5YnOpyB6VlgGZj7zl01ne5YJ0SSUzNk+trj6vyGY5dlcLvqdt8XEREREZGjLsVflzHzd5l6sj98Qx0Z3qV22V6Rbm4S9L/B6rikGtS2mvx5yDg4+pc956VHw0rFshxu4iZ3N7hbHZcUiYmJcvy48TcZREREyJ49eyQkJERq1qypSs/Pnz8v8+bNU/8/bdo0qV27tjRr1kxSU1Pl+++/V/0wcXDEsGHDJDk5WVq1aiXe3t5SvrwxQUgTG2v8rV1oAcwrV66YncdEckRTr169KjfddJOjd0dE5DoZmLoScn0GJpyLRQDTPMDp9BRyR0vIdRmYvnZkYNo3hTz3Unf070QZfUamwaEMzEOR8erYy8NNleRjGwn9hq6nZcrO0+Z/P4iIiIiIChKGZCJ4iSw96Fqvoky4rXGZX8lunp5S9Y03SvR66NUoTP1Gib+eLqsOXJTkgelmbbSKiqe7p0zuOllKkh07dsiNN95oOj9+/Hh1PGLECJk7d65ERkbKmTPZE94RtHzuuedUUBNBRwQyf//9d+nXr59Dj4tAaEFy+NVeunRpjssyMzNlzJgxUrdu3YJaLiKiIvFfVgAzsLyXVA4w7xlSPTg7gGlvH8x4O3pg+jtY7m1XBqaDPTAT8wi0oll2sK+X6md5JSnN7oFIJy4bByLVq1RBvD2NXUpaVg+SbRGxahhSVMJ1CfM39hYlIiIiIipIbyw/ZNppHh7oI58NbSOeHk53zis1DOnpcvbRR6XG7NkqmFkS+Xh5SL8WVeXH7WdVi63Vhy7Jna2rFflypGemy+N/PS4zb56pgpklQa9evdRQHVsQxNR74YUX1CG/ECAtSAXySUZzzmeeeUY+/vjjgrg7IqIiEZecJhezBssg+xJBO71wXQamdr2CmEKuz8BMTMk7OKjvk2m7B6ZuCrkuY9Oe5dRPRdcLzuqDaW8JOQYiIWMTtOE90LZmsOn0rtPZJeZERERERAXlr0OX5Lstp9Vp7EifNbydVKxQeENNShSDQZI2bVbHJdnANtkBy192ny+WZTCIQbZEblHHlLcTJ07IxIkTZejQoRIVFaUuW7lypRw8mN2j1l7uBblQ6el5Z/0QEbmK/6Kyy8cbWgzwgTD/cma9dBzJwEQs1M9GSYOfWb9KezIwMwp8CjlKL/Iqddf6YF5Ly5BrdgRF9f1EG1fNLsdvWzN72uPuMywjJyIiIqKCdTU5VSYs3W82tAdVQFS6dKwdojJrtQGh0YnGVgHkmtatWyctWrSQrVu3ypIlS1QvTti3b59MmjTJ4ftzON9Vq5XXIA0V9fKohy/o9FAiosJ0NJf+lxAWkF3qrPXRsTezEWXi7u5udkwMt6cHZvZ1ytsoIffLxxTyABul7paTyMt7mzddtnQ2NrvMvnZFP9PptrV0GZgMYBIRERFRAcPEcW17/cZGlWRIhxpcx6UQfl/d2aaazPznhKr8Wr73gozsVqe4F4tseOmll+TNN99UcUR//+zf2+jH+cknn0ihBzAxOt2yfLxSpUry4Ycf5jmhnIgoL9iL9ufBSyrrr2fDSlI/LGdmZEE5pssYbGAlgIkScG0Ajb0ZmFpg0Fb/S+emkBsDkt4e7qa+kjnv08OxHphZ18GwnXI27lM/iRwBTH1JvTXnryabTlfT9Q8NrVBOaoSUVwHO/efjJC0jU7zYi4iIiIiICsCqgxfllz0XTNvvUwe1zNEaqszz9JR6f/0lOC7p7soKYMLSPUUfwPR085SVd69Ux5S7/fv3yw8//JDjcsQQY2JixFEOr/G1a9c6/CBEVPpgqM2cjRFq6nSNYF8Z2a22NNH1PXTG30cuydML9khCVnDtTTeR0T3ryfN9GtnMZsyP/y4ZU9gBE7MtYcOncoCPnI5Jlkvx9mVgxl9Lz7Us2zIDUwsk2tMD01cXpLTkpy8ht2sKebppWWxt4IX4ZQdh7Rnkox90VD3Y1+z/WtcIVgFMBIOR+dq8WqAUBVQJ/L4/UjX5xnMd2rFmkT02ERERERWuK0mp8oqudHzygGZSJavEmHQMBsm4Eite4VWNva5KMPxuQ799/A7de/aqREQnSZ3Q7Oqvwobel1euX5GqflXFTUr2uixsQUFBqmK7Tp06ORIjq1WrVvg9MG+66Sa5ejXnEIb4+Hj1f0RU+m04dllunbZevtoYIZtOxMjCHWfljs82ym97jXs+nbHv3FV5/PtdpuAloMc09q69tuxArlPTnKX1bAyt4C0humxDa30w466lqSnbucH/p2ZkqtMB5Qs+A9PPRv9LZ8rS7ckU1Yb4QGxy3oN8MGVc3Wc5TzXVXa91jeweRHvO2j/IB6VA+8/FSUp63mXxllBW8txP++TJH3bLr3suyPytZ2TA9I3y046zDt8XEREREbmeD1cflehE43bqzU0qq+w8siIjQ0797x51XBrc2TrcdHrF/sgifewMQ4YM/X2oOqbc3XffffLiiy/KxYsXVdJMZmam/Pvvv/Lcc8/JAw88UPgBzH/++UdSU3P+kL1+/bps2LDB4QUgopLl5OVEY6BRNwQG0jMN8szCPQ4FpzQoKX520V5JSc80bXyMvam+aEmX3285Y5ooWFBiElMkJmu6trXsS2f6YNozgdyZIT5aD0z97Sz5OjCFHMFgU6/OXJZTH9TF3u3cZGYaJPLq9Rzl45o2ukE+9rxHsIwfr/5POk9dI3dM3yg93lsrW086VmYwY+1xWbzrnPlyGkReXLzP4fsiIiIiItdyPCpBFmwz7pj28/aQt+9qztLxMuL2llVNp5fvK9oAJtnvrbfekpo1a6psSwzwadq0qfTo0UO6du2qJpMXWgATU4JwgEOHDpnO44D0z6+//tqpFFAiKjkwiXrM/F2msuebGofJhhdulHvaVzcFMccv3ONwttx3m0/LsShjOXfL6oEy4/62Mr5PI/nwnlam60z57ZDsPB1bZOXjmsr+2QHMvPpgahPI88psdCRbEoHB5KyApH7SuKVynh6qn6U994lAMV4ry2XJrQdmbB4BzMuJKabs0+pWApgo89CWz55J5AhYf7LmmMqiBJTwPzR3u1nf0tygTB23BwTC3727hQzvXEudx12OX7TXbDgSEREREZUsb684YtpWHHNjfbPEAyrd0K5Kq/A6HBkvJy5n/7Yj1+Hl5SXz58+X//77TxYtWiTff/+9HDlyRL777jvx8LCdnJPvAGbr1q2lTZs2ao8GSsVxXju0a9dOTRZ67bXXpLDNmDFD1c/7+Piox80r6xNj23E9XL9u3boya9asHNdZvHixigSXK1dOHS9dujTfj0ukd+HqNfljf6QKyvy657zq01FQJdEIVh26EK+CQqdjklQ2Y2HA8k785YAcyZrcjeE6nw1tIzVCfOWtu1pIq+rGvoIno5Nk/pYzdt8vyq5nZDVhhjfubG4aVHNXm+oyqruxXwYCbqO/3yUX4+wbpmNv+Tg0qGx7UFBYgLGEHPLqg2lvBmZ5Lw9Tdmle/SoxzEiTWwamPsCZVwDT3kCr5RTy3Jy7ohvgY2XYj4+XhwpiwonLSaok3xZkur7zxxHTeS0giszSFxbvM22o5uaDP4+agrSP96on93aoqXoidaoTYurXOUv3vrMHlvmDVUel5/trpeErf0jXqWvk5aX75XhW8L2o4LOIYVdnY5MZhCUiIqIy6d/j0fL3kSh1OjzQRx6+gZOoc+XmJgH9+5f4/pd6t7fIzsJcUYRZmOh72a9OP/a/tMOxY8aEknr16sngwYPlnnvukQYNGoiz7B7iExERoX40IQi4bds2NTVI4+3tLWFhYU5FUB2xcOFCGTdunAomduvWTb744gu57bbbVEYo0lKtLXO/fv1k1KhRKtKLWvsxY8aoZb/77rvVdTZv3iz33nuvvPHGG3LXXXep4CVW6saNG6VTp05OPS4R4POC/pBz/j0la45cUv0c9TDw5rEedWVAq3CHB9Qg6Ldk13lZtOOs6h2pj+cg+IdgYofaIdKhToi0qxUsAbkEqeyFx9LKcX29PWTWsLamXo6YKI0gZv/PNqrzn/19TP7XvnquwTHNsj0XVDAG+rWoIq10vRLhxVsby4Hz8bL5ZIwKbD323Q5Z+FgXFRArqABmrhmYugBmVMJ1u/pKQm7PHTuC/Lw9Vb/PvIb46IORuE1ukE2JIFteJeT2BlpDHMjA1Ppf2iohB+wl3XsuTp3G+7Z7g+y/I3qfrz1uyjq9r1NNea1/U+n36QY5eTlJdp+5Ksv2nlfBbVtw3xjaA1UCfOSpm4x/JD3c3WTqoBbS5+P1Krj5xfqT8r/2NVQQPi8HL8TJo/N2mg0quhB3XX7YekZ+3HZGLc/4Pg2tBm8LCj4n8zaflgXbzpjaGeCro1l4oAxqW03ublfdqc86vqvw+iGLNi09UwJ9vdTE+YL43iAiIiIqaNiZ/ebvh03nn7+1Ub5/G5R2bp6eUu2D96U0ua1FFXlrhfF9gKGdT/V2PjDmCE93T3m3x7tF8lglXaNGjaRq1arSs2dPdejVq5e6rNADmLVqZZXeZRZOdpc9PvroI3n44YflkUceUeenTZsmq1atkpkzZ8rUqVNzXB/Zlggw4nrQpEkT2bFjh3zwwQemACb+75ZbbpEJEyao8zhG1iYuX7BggVOPW1zwg/ZMbLL6kY4fte5ublmncWwMmni4Gc+7uxv/H4dMg8F4yERppUEyDAZJTc9UB2TzqdO64+zLjNfDeQSykK0V7OclFf3KqcBHsK+XeOKB8wjOYMIzlvtMbJLpNI4RLPJydxcfbw8VFKhV0VfqVaogDcIqSIPK/uo8Amd5QbbZqegklfV4KjpZTsUkqQN6+qXhOWRkqvWF7DUE5vCjvWqQj3pMBDaahQeoAJc9j6U9pyW7z8u8TadMZdHWINV93MI98v2W0/LmXc2lcRX7JnivOXxJJv92UE10tgavyfZTV9RB/jmhnhuCpQhoIvsMQc3QCtlBOXsgePPqrwdN5xEEqh9mHvTDZGc0U8awlCvJafLjtrMyqkfdPAMnX208aTr/SPec18d76PP726rhKwiyIAD28LfbZcb97XIMinGElkkKDS2ei16YWQl5il0TyPPqLQn4zCCAmVe2pD4YqR/+Yw3ev+o2edynPoCZ23IG+XrZnYGZ2wRyTeuaQfLtZmMv0z1nrAcwsezakB1kqj5zc0O1QYrM3Pu/2qou/+SvY3JHy3Cb3y/onal54qb6Zhu0dStVkAe71ZYvN0SoUvr3Vh1VmcS5QabjiG+2mRrEe7q7qe+i07FJaqo6diAguP/bvgvyYNfaMqZXfRUE1L/P8f2MzFNkY+NxkU3bIMxfZf/m9d2CvrMYmLV45zlTn1gNHnv/+Th1mPbXMXnyxvoyvEutPDfi0zMyZf2xy7J453nZdCJafWYt4TuwSVV/9d3UOOu4Rkh51a7AHnje+IGRkfX3BdnECMJGJ6SoYGlMYqoKjMckpah1i2XCa4rXvWqgj5ogikAqMnDxnsrt847HwX1j/SJLO1Idrqnnhd1D+FtXwcdT/W2qiEOFcupvVJCvcYAX7ht/L81aN6RlqPcjdjJox6r9QoZBLSv+dmDHFF4/tEfw8nQXb3XaXTw9jH9vcZ9IdMAxzuPvMM4bd2gZTDu2cITTmGppXHfadYyX6XeAadfT3zav1yE32OGg/54jIiJyddjuwm8prf3Una3Yyi4vhvR0Off0OKn+yTQVzCwNsH2IPvtIcMBvO1RFoUqwsKVnpsv4f8bLR70+UsFMsg0TyP/++28VY/v444/l8ccfl8qVK5uCmaNHjxZH2LW2ly1bpjIOUb+O07kZMGCAFAYMDtq5c6e89NJLZpf36dNHNm3aZPU2yK7E/+v17dtX9etMS0tTzwfXeeaZZ3JcRwt6OvO4kJKSog76Ke2FbdXBi6rE15UgAIIfh6F+5dRUZgRIEfDEj1X8uLxq5Uez3nXJVEEe/Pi3HPyBH4x1QytI/crGoCYeBwHJ2KQUOX/lmpy9ck0FLrVBLXmzHZxCVmOTKv4qSNcCh+qBZkFN9HxEQGbZ3gsqo1A/SVvLAhvcrrrUDPFVP9z/PHjRlIm24/QV6f/pRhW8e7p3AymfFYSydCYmWaYsPyh/HTaWSmgaVfZXf7gRvIpKSJGDF+JVEFgf4MBlOMzddEpdVreSn/RsWEnubltdBWjxo9oWBBiQeYbAKKCP4J2trW8kINMNAUz4emOEjOha21QObs36Y9GmXpTIFG1bM9jq9fDazh7eXgbP2qQy8/49HiO9P1wnd7erpsqS64T6qYM9GZ9asANl94CAjD7YZGsKuX1DfLLfz7lNIdeXg2sTxm3RByO1AKXt+zR+pWMdIQBjK7M3URfARFAnt4xOfM6Mn6s0+zMwbWQhtqmR/frutjHIZ/m+C6agLQLilbLWf7f6odKlbkWViXsqJlllIN/ToUaO26OVwtqjl03LofVn1cPe2cW7zqv39m97L8jIrrXV+8/Wa/rItztMwUtkN0+/r63auYHX5tvNp1Qpevz1dPUZQVbnnE2npE2NIKlYwVt9xyHbV7u9JR8vd7VesGMBOxiwEYadKfie3HwiRrWd+OuweQY3Aqid6oZIUHlv1e9HC8Yj+xZ7ofE5f6xnXflfuxo5vk+wYYcAMXay5PV+RlAaB8vvHAQY8f7Fdws+S8YdYDjGVEaDKXBpR6W/QzDdHsE2BDYRDMRj4TWMijcGRO1pLWALvgL1gWSs/wLq8uHykOH8EMvuiIiohMBOxE+z+pzDK/2aOFzNViYZDJK4Zk32HtJSVEaOAKY2jXxsEWRhYkfy2rNrTTueyTYEK4cOHaoOcPz4cdV+En0xf/rpp8IJYA4cOFCNPUeZOE7bgiBIRkbhjJKPjo5W940VoIfzWDZrcLm166enp6v7Qyqrreto9+nM4wIyM19//XUpSgXVU7Eg4cc7Dij9dAQCJ+FBPuoHMAII1jLfEFQ5eilBHZyBjJtynsZsGfwAR9AHAQmtb54eAhMIOGpBR0BgB9k7+HOJIKm1H88dagfLyK51pE+zymY/jsf0qicbjkXLpGUHVWYoHnPWuhPy+/4LMuXO5tKrYSVTUPFqcqp8tSFCZm84aQoiAoIdr9zeRFpWNy+51obNbD8VK9sjYmVrRKxaR/q3B14PHFDe3riKv9zfqaYMbFMtRwAQGUco2day6xC8mdi/ic11ij1etzStrMp3L8ZfVwFdBG5t+WpDdval1uvSlqbhAfLdw53UIBcEapBt9cW67Ntjdd3YKEwm3NZYZejmldGm9ZZEQDo3WgANECSxv7dk3uXeWg9MfHZtBZG1Ump7MjD1PTKRPWZrQI8jpe7Bvt4qMJ7XFHLsNMirhBxZ08h6Q1YcdkhYe94/ZE2ShKEdzVt0PNunoQyetVmdxoCeO9uE58gG1G/QPnFjfavZgsiyfuaWhvJq1g6fN5YfkiWPd82x8YsN5KcW7DZ9xyBI/u1DHdXnXns9kG15X8eaqo8rAoda9jo+d/ZABieCsjhowUkE6PD+xv/p4fUc2rGGPNitjspM1CBAiiDq0j3n1eccn9fXfj2o+nUiy7V6SHmVdbvr9BWzzGP9jibsPMAOFuxwwGuN7yVc11qLA3x29L1Ziwp2DGGZrD2H/MJ603+/EhERkWtCxYu24xwJGZ3qVizuRaJi1K9FVVM7gd/3FU0Ak+yHyeNoz/jPP/+oLMw9e/aoyuinnnpKZWE6yq4Apr5svDhLyMHyx25uP/xtXd/ycnvu09HHRSn6+PHjzTIwa9TImS1UkBpXDZCHutUxlYRrGTDGzBhjGZ9BnzGTVdanlbhpJec4XU5XCocftDjgtBbw89b+H+fd3dSPXGTCxCanSmxWWWA0zielqPOWPfkQ/Ksc4CPhgeWlZkVf9cO5lunYTwU59OsXPR+RVYjsoWOXEuW/qAQ5filRTkYnqkBmbv0La1c0ZufhfuuE+kptnA7xs5npiOeCMkQEZPB4KM08cD5OImIweCf7enhcaxlMyE66o1VVeaBLbZWxaQ2eW4+GlWTluO4y858TMmPtCVWOiLLwB+dsV8uLgF38tTQViNQHMvCcXrm9qdzRsqrN9yDWbf+W4eoACPjtOBUr23CIiJX95+JMgVoEA1AePvWPI6ofJ3oOIqiHYO3LS/bLoazyDJSdzxreLs/y0dE965r6D36x7oQMalPN6l7RIxfjVRAX8Lrf0rSK5AVZciue7i5vLj+kMo71MWO8NmjkjYbes4a1kxsbh9m8H7ymGvQPzCvQjfc6Xp+oPKaQm/eWzCsD09O03AhS2gpOOtIDU///ySnpuQQw7S91R/arCmAmp+b6vacN8UFGIUp0rcFt0eP0n6OX1XcE3u/4/GuQFbs3KzMTmbXILNZrXztEejWqpG6PIN3C7WfV50zf+1KffZlb8Hxohxry3eZTKgMYwVRsDFtmFmNjCI+lvQ++HtHeFLzUw2Uv92uiMo7xnsf7HyXM+nWI54OsbWT8IpMWGa34bCGoqC+/x+dSn82qfeYRtERA11oZNe73o3tbq5YN7686ampoj6xQ9AOyBoHS3k3CVJZmz0aVrJax428Hlk0FDSPj5cilBLkcnyJXr6Wq96zWokSVSJv+fhhblmh/T7TLccDfDbQYCfX3lkoVyqkMVZzXjvH3JS0zU2UlI0M/8up19V2M9XHuarI6xnn9dz6+WlAOjvvDTi8Ef6sGljeVoON7C+9Y/P3D+x5l6zFZf5cQSMcOIvzdwmn0/9T/jUJ2sp+3p/oc+WUd1N9GT3e1/lDujsdHSbnWXsV4MLZXMf2d1f8d1m1CYb1h2bSPFBrCq8tMHzHjeeMp7fpuFre1L+Mkt6vhbw0REVFJgL+n+O2kTwqhsg079dvWDJJdZ66qpIPjUQk5Wp1R8QkODpaQkBAZPny4TJw4UW644QYJDMz993duSkzBfmhoqBoSZJn1GBUVlSM7UlOlShWr1/f09JSKFSvmeh3tPp15XMBEcxyKkhraUts4YdfVIACJ7DRPd2NvsAreng6l+qOfG36kq2ErLcwzpE7HJqug5rW0dPFwd1dDSdAzDV9m2lRmR+DHqvZY+iAYstZQho3gHwJgyHrCD2IEhPGDvFHlAOlar6L0bV7FZuDIEoKB425uqAKNmGaM4CIg+wkHPfygRpkfyrTtvX8Ngh69m1RWBy2giT1UP+08a0q5R0Dix+1n1SG7R1v27eeM7KACA3lpVytE2tcKVqXx6AH656FLcmvznMHJrzdEmE6jJ6G+/1xuEJiaOaydCh6jXFhbV+v/u6yGqqBH3ejvd8pPo7tYzU61DGDmlYGJAAGyMBHI0YYN2eJIYFAfsESQ0mYAUzelPK8p5Pr7QCA+LJ9TyAEZmID1iqw7a58pBDa1IBxen9yCKhjkowUFd5+9YhbA/HF79vT6oZ1qWr2fZ29pZLr9Z38fN5VJYxneW3nUdD1MHs+tfQGCT9gRgN6W8Nbvh6VrvVBTxi1aIGgtFxCsmjmsreqfmRs8d2RQvz6gmQoeYgcE2hOg9Dm3dYJ1p2VLY4cFAuUIemJd9W1WRW5uap7BbQt63X4zsoPqWYusbZSe69+TWAS83xGoHdg6XAX+coPvaJTK44DM6iLjb8x2tQbft9oEe7esVg32fncQERFRyYadtPr2Ux3ruOZvX5fk6Sl1f1umjkub21uGqwAm/L7vojx9c+EGMD3dPGXpgKXqmHJ3++23qwzM7777Ts6ePStnzpxRvS+RhekMu9b4p59+avcdjh07VgoDJp23a9dOVq9eraaFa3D+zjvvtHqbLl26yG+//WZ22Z9//int27dX/S+16+A+9H0wcZ2uXbs6/bhkPQBZGJPhEITAMA0cChsCPZ3rVlSHgobS6x9HdZbl+yPlh62nVSBTyy5EQAW9PRDkQxZpQUBAEpmWOCDr7Ydtp+WX3RdM5aL64CWWbfp9beweMqSV7j44d7s6PX3tMenbrLJZAAcDmrRemQj03dPe8exkrJc+zaqYBcmfXbRXZZwh2DZ2wW75fWx3q4FBfT9VW1myeqFZAUy0CtAGjViDgJW9gcEKdgYbk3U9MvMKyJuVkOcyiVxfFozgWm4sJ5FbWwZcrmUJ2xrgo9H3Od10PMaU9XgtNUOW7j5vyuJE/0tr0H/21mZVZOXBiyqIPW3NfzLhtiby275I2Xg82hRI/J+V3peWUHZ0U+MwtTGMLNNH5u2QDwa3VNm9H+oGAb11V3MV3LQX3uv4jNk7ZArLW61NNdXGoSAgq/jje1urbEAE9xF49/P2VNnn+Rl85QoQrNS/J4mIiKhswM7qGf8cN51/vGc9uysRqHTr16KKagkFaMn29M0sI3cVv/zyizret2+fKiFfs2aNTJ48WX12Ecj88ccfCz6AiWlB9sBCFFYAE1CSjdRTBCAReJw9e7aK4GqNP1G2ff78eZk3b546j8unT5+ubjdq1Cg1sAcDfLTp4vD0009Ljx495N1331UByV9//VX++usvFSW293GJCgKynVDCjQOCcehjiXJ0BOoK848zygffHNhCBYHQsxLNj1EujMFDNzeprIIqjgafUeaL4UDIWD1wPl7++e+y6k+pQXYYSi4BQdS8ejvaA8s4bUhrOXf1mipDxqCXz9celxdubWx2PWQ77svqZYrgrD3BEG2QDwK7CGKiRN8aZN1pAsrbH2zMbZBPfjIwCyJTNNhPN4k8KU2qB+cxwMdG/0sN9pQjQImA55ojUaZhQwg8a8uFCeO5leCjF+aaI5dUqe7s9SfVa7p0lzH4Ca/2b2r3pOx37m6hhmghgIn3zS0frzf7/7E31Zd7O5j34iwpkLVpylwnIiIiKsGQ4KFl2WGIKXZCkwPS0+XkHQOk8f59IlnJXKUFqgSRkbvz9BWVoXvsUkKeMxHyI92QLnctu0t2Dd8lXm6la10WlpYtW6rZMhimjWHXK1eulCVLljh8P3ZFDSIisks9i9O9994rMTExMmXKFDWOvXnz5rJixQqpVauW+n9chsCipk6dOur/kV35+eefS3h4uMomvfvuu03XQaYlor6ox3/11VelXr16snDhQunUqZPdj0tU0BCMK6hsS3sh+IUee5aDU5yBgOtTN9WX0d/vUuff/eOI3FA/VAVUkMmoleaixPfBrrkP73EE7v/je1rJrdM2qAApAqX3dqhhti7xh00buIRBSPYwG+STkGIzgGk2hdzOHph5BRud7YGpv11uy5lXpmiIrucjegVao+/haGsCuf69fUP9Sqq8GZmBe85dVRO75289bbrOkDzeg9ggeb5vI3l7xREVVP5+S/b3PnYAIOPXXmH+PjL3wY7y4NxtOYaFPXNzQxnbu77d90VEREREhQMDEzWje9Xl5HEyg4pF/M4DJEaM4w58l4BkSAzw2bBhgyQkJEjr1q3V8J7HHntMJRI6Kl9pT9YG4hS2MWPGqIM1c+fOzXEZVs6uXcYgii2DBw9WB2cfl4hy6tO0ijSvFqAyMDEEBP0Kn+7dQF5avM807ffBrrXVoI2ChD6FD3evoxp8I4j5xvLD8tWI9qb///eEscwY7J1aiAEh+vJ3kcBcMzDRrxTDPnKDPrD2BBv1A7B8HcjAtByc5XwGZnYA09Ykcv0EcvSfzUufppVVABMWbT+rMo536/aooxF3XkZ1rytR8Sny1cbsHWy9G4fJu3e3dPhvErKQ/3i6h3y76ZTqj4qhOUM61FQDh4iIiIioeGEwy7r/Lpu2NVGtQ2Q5jXyKVka+L1LNmaDiN3/+fFUqjopoBCwDAvI3PNKpACbKsBFJPXbsmDrfoEEDGTdunDzyyCP5WhgiKj1QFvz2XS1k4Of/qn6en645Jr/uOS+nY5JNZdljehVOdtuTN9aXxTvPqbJgBMr+ORolvRqFqZ0uqw4YB3Jh7ke3evYFMMMCzDMw88psRPZlXkE082Cj7QAmponbn4GpL0u3fZ/6jE9MWnakB2ZuE8jtDWD2a2ncwMByYGgUNjI0Y260r58RrjOxf1O5q201FfysW8lPutSt6PQONTzPZ27hhg4RERGRq9FX24zsWttmP3rKhZubVOjd2zjVsRRCUkyH2sGy/ZRxkCwG7hZWGyU3cZMba9yojil3O3bskILk8CcfZdboG3nHHXfITz/9pA44jTJtlGETEWkwBfz5vtk9KLXgJTIUMWQEE5oLA4KDL/fLnmw25bdDKusTvS/RGxM61amY5xRmaxmYuQcw0+3KarQc4pN7D8wMp3pg5hbA1DJFsf2izwTNbQo5oDdq3iXkuQ/x0Z77/Z2zy8QTspa1cRV/6e/gHnUMrBnWuZYassNG7kRERESlS3JqukpMAPRR/187x4d/koibp6fU+Hy6Oi7NWZgafYJEQfN095RPb/pUHZcU69evV3E7tFXEbyZtuE5uMHQHA619fHykbt26MmvWLKce++rVq/Lhhx+qhEdkYn700UcSF2ecSVHoAcyZM2fKl19+KVOnTpUBAwaoA05jsI2zT4iISq/RPevK5DuamoJ6NULKy9cjOki3+vZPdXYGpli3r2WcOHMyOkllgM5al907x9aUa2vCdD0vkdVpDbI7tQzMvPpKOhJsxEabM1PIcwuKasuJ4CUyZe0NYNrOwLxmCkxrA4/ygnYCDStXMJ0P8PFUQ5gwZZqIiIiICJbtuWDa2Y3S8cJKgCjtDOnpcv6559VxaXVb86qmBFP0wdRaHha09Mx0eXH9i+q4pEhKSpJWrVqpIdf2zsHp16+fdO/eXXbv3i0vv/yyGti9ePFihzMwMWcGFdyxsbESHR2tTuOyvFo9WuNwyBiTgzCN2xIis+ml+MNARM7BHp6R3erI/Z1rqQy+UL9yRdJ0G487eUAzGTB9oyphn772uOn/Kvp5q+nq9rIc4mMNyqGzZgPZlYGp72eZ2xCfRF0gMq9p7X66AKc+8JmfTFGzKeS2MjCzApjhQeXtfm0RjF38eFf5cdtZSU7NkEFtq0mNkLyzN4mIiIiobEAA6nvdoEdU3ZDTK1Pily+X8Klvl9pVqMrIa4XItlOxclyVkSdKoyoFX0ZuEIOsiFghb97wppQUt912mzrYC8mJNWvWlGnTpqnzTZo0UcHIDz74wGwodl5QqY2kRyRBemZl/yJuiGxMtKFEZmihZmAOGzZMZWFaQgbm/fff7+jdEVEZgQnhmPhcFMFLTfNqgWal5JqJ/Zuoadj2Cq3gnWcGZty17MneQXbsGTYvIbevB6avrsdlfiabJ2YFMPPqf2nZA/NKUvZz1D9vba94XhPILSFTdVSPuvL0zQ0YvCQiIiIiM3vPxamBoNCiWiAHLFKebm+pLyO/wDXmpM2bN0ufPn3MLuvbt68KYqal5fxNaAuu/+KLL5qCl4DTL7zwglP9MZ0e4vPnn39K586d1fktW7bI2bNn5YEHHpDx48ebrofadiKi4vTwDXVUpuHs9Sex41Ee7VFX7mpT3aH7KOfpoYKSV5PTbGZg6gOYgeWzg362+OmnkOeSLan1wPT2dFdBYHsDmMhqtCYtI1OupWXYXepe3stDTVRPSc+0moHp6ARyIiIiIiJ7fL9Fn32Z3T+dyJbbmleRyb8dVL/7lu+PVEM6S3Of/Ph4Y4BfU65cOXXIr4sXL0rlypXNLsN5ZE+iDLxq1exAcW4wdfzMmTPSuHH2XAxA/NDf37/wA5gHDhyQtm3bqtMnThj7yVWqVEkd8H+a0vwmIaKSA99F93aoqQ75gUE+WgAT5SyW33Fxyc5nYOrLxC1ppeD6CeO26K9jKwNTy760t4QczxNZmJFx1632wNRPILdngA8RERERUV6uJqfKb3svmLZZ72jl2KBHsuDhIbV/WqSOSzPMLuhQO0S2RcTKyctJcvRSgjSuElCgj+Hh5iELbl+gjotbjRrmQ60mTZokkydPLpD7tvy9q/UUdSTWd++998rDDz+sSs+7du2qbrtx40Z5/vnnZejQoYUfwFy7dq3DD0JEVNKhD+axqESVvYjgoGX24lWzDEx7hvjoB+7kkoGZ9X959b+0vI6tHpha/0t7MzC1QT4IYCID0zJ4azaBnBmYRERERFQAlu4+ryqA4O621fMcZkl5cHMTj+AQdVza9W9ZVQUwtWnkBR3AdBM3CfYJVsfF7ezZsyrLUVMQ2ZdQpUoVlYWpFxUVpcq/K1asaPf9IHDp7u6uqrW1mTleXl7y+OOPyzvvvOPwcjncA5OIqCzST9e2VkZu1gPTrgCmff0qtWnifnZstKHcW9smsZXVmZCSZjUL1J4+mGkZhhzLyhJyIiIiIipoi3edM52+rxPLx/MtPV1O3HyzOi7tbm1epVCnkacb0uXWxbeq4+IWEBBgdiioAGaXLl1k9erVZpehjSQGeiMAmZfk5GR54oknpE6dOvLDDz/IwIED5Z9//lETzTGNHJPInVlWh3djXL9+XT777DOViYkIbGamca+IxplR6ERErs5yEnndShXM/h/l5Y6UkKOvpKe7m6RnGmxmYGZkGkz9KvVTy23BgCRfLw/VN9PWfeozMAPsKCGHYItBPvrMzXO6HpiODvEhIiIiIrJ09GKC2fCehpULfpI0lV4YHNuxdohszSojP3IxQZpULdgszJImMTFRjh8/bjofEREhe/bskZCQEDVtfMKECXL+/HmZN2+e+v/Ro0fL9OnT1YybUaNGqaE+mIWzYMECux4Ppexz585Vg77Lly+vgpiIHf7000/5eh4OBzAfeughFYkdPHiwdOzYkb0uiajMBTCtTSK/ei27P2SAHRmYKMNGFiYyN20FG7XgJfjZWTaD+0QAUz+93HYJuZ0ZmLqAbExSitSs6JujhBzD5asE+th1f0REREREtizRZV/e3bYaVxQ5VUaOAKZWRl7WA5g7duyQG2+80XReG749YsQIFWiMjIxUw3Y0yJxcsWKFPPPMM/L5559LeHi4fPrpp3L33Xfb9XhLlixRAc8hQ4ao8whkduvWTTIyMsQjH31YHQ5g/v777+qJ4MGJiMrSnrzcSsjjzUrI855CrpVwI4Bpq9xbH9jU98zMszQ9IcVmWXrC9TSHe2CGVrBdPq8N8akaWD7PKelERERERLlJz8hU/S8B1Uoc3lNAkDzRtUuZ6IEJfZtXkUnLDkqmQWTF/kh5tk/BTSNH78vOVTu7RA9Me/Xq1SvXUnoEMS317NnT6Qpr9Obs3r276TySH9E/88KFCzkGDznC4V+b1apVc2rcORFRqc7A1JWQB9pRQq4PStrKwDQLYNqdgWm8z+TUDKt/pPSBTXt7YFbWZVZejL9udl9Xsp53dQ7wISIiIqJ82ng82rStfWPjMKmo25FOznPz9JSa33yjjstMGXmdEHX6ZHSSHI5MKLD79nT3lC/7fKmOyTpkWnp7myf1IICpDfJxlsNr/MMPP5QXX3xRZs2aJbVq1crXgxMRldQemPkd4qMf5INScfS79EAdtg6CkBp7emCq62UFOtFbE5Mbfbw88l1CXlUfwIzLDmCejTVmX0KNkOyyciIiIiIiZyzZZcy+1KaPU8EwpKfLxddflyqTJpWZIObtLcNly8msMvL9F6RpeMGUkadnpsubW96UiZ0nMohpAxJpRo4caTaoB/N00FvTz8/PrNS8UDMwMXUID1y3bl2ViYmmn/oDEVGpn0KeaDsD08vDTXy97Qs26jMgk1LTCyQDU3+f+gCoJt6JEvIqAXYEMIMZwCQiIiIi52E7ddXBi+p0sK+X3NQ4jKuzoBgMcvWnn9VxWXFrsyqqTz+s2H+xwKaRG8Qgi48tVsdkHXprhoWFSWBgoOkwbNgw1UtTf5mjHA69Dx06VE0nevvtt6Vy5coc4kNEZUJgeS/x9nCX1IxMidKVUVtmYOJ69vZX8dMFJRGsDLAIKOoDkFq2Zl70wVPcZ4hugrizGZhVbJSQn9VNIK8RwgnkREREROS8FfsiVQURDGgVLt6e7K9O+aug61Snomw+GSMR0Uly8EK8NK/meNCMHDdnzhwpDA4HMDdt2qRGqLdq1apQFoiIyBUhKIk/gpi6HW0lA1MfwLSXPihprQ+mvl9lQWV16gOYlgFTW5Cp6eftoaab28rArM4MTCIiIiLKh8W66eODWD5OBQBDoBDAhGV7LzCAWcI5vEujcePGcu1adtYNEVFZEZpVRh6TlKomJGrSMjJNwcYgX/smkEMFXV9La5PIk3UBSK23ZX6DouZTyO3fh6VlYSIDUyu/0CaQAzMwiYiIiMhZp2OSZPupK+p0/bAK0rI6M+UKlIeH1Pz2W3VcltzWvIpq8QXL9lyQTIwlzycPNw/5pu836phcPID5zjvvyLPPPiv//POPxMTESHx8vNmBiKi0qpQ1BRHxOwQxrQ3wKdgMTH0JuX1/IJEpae32mnjdslZwIoCJsvaErGU9G2vcmYXS+sr+2WXmRERERET5Gd5jb0smspObm5RrUF8dlyXBft7Ss2ElUyLGtlPGoT754SZuUi+onjomFw9g3nrrraqEvHfv3qopZ3BwsDoEBQWpYyKi0ioswPok8lhdMNOy56S9AUx9ubi1oKa+NNze+0y2moFpvKy8l4d4edj/J6BKQHaPy/NXrqmp6RExSabsS3eLCepERERERPZAVtyS3cbyccTX7mpTjSuuoKWny7Gu3dRxWTOgdfb76dc9F/J9f+mGdOm5sKc6pqLlcA/MtWvX2vy/3bt353d5iIhcPgMTohLQC9JY2hKTmB3ArOhAANOsX2UeAUy7h/jkERTVApgB5R37+q8Tmj1l/FR0kurJmZrVZB1lPkREREREzth+KtZU2XND/VCzAZJE+XVzkzD12wWVZCv2R8rrA5pxQFRZCWD27NnT7HxcXJzMnz9fvvrqK9m7d6+MGzeuIJePiMhlYIiPtQzMmKTs0xUreBfKEB97MzD1fTX1U8wte2BiMI8j6oRmBylPRieZ/dFnAJOIiIiICqp8nKggYZZAn6aV5Zc9F1Trr/X/XZabm1bmSi4LJeSav//+W4YNGyZVq1aVzz77TPr16yc7duwo2KUjInIhYbYCmGYZmNnXcaRfJSZ8W9IHIO3OwPS2nYGJwUPa4zgywAfqhPqZTp+8nCTHoxJN5xnAJCIiIiJnXEvNkN/3R5p22PdtVoUrsjC4uUn5Nm3KXA9MzZ36MvK9+SsjR+/L1pVaswdmMXDoF+y5c+dk7ty58s0330hSUpLcc889kpaWJosXL5amTZsW3lISEblYBmaUWQCz8DMw7R3io8/U1E8xt7w/xzMwswOYEdGJpknkUL+Sv0P3RUREREQEfx66aNpG7deiipTX7eCnguPm6Sm1F/xQZlfpDQ1CJdjXS64kp8nqQxfVby97E0Qsebp7ynf9vivwZaQCzMBEhiWClIcOHVIZlxcuXFDHRERlvYQ8WjfEJ1TXJ7Mgh/j46TIrc4P+Ltm3z7Da/9KZDExsTFYLMg7y+e9Souw6c8U0gbxhFfbAJCIiIiLHLdaVjw9i+XihMWRkyMW331bHZRGGl/ZrUVWdvp6WKasOXnT6vjIyM+Tdbe+qY3LRAOaff/4pjzzyiLz++uty++23i4dH0e4ZuXLligwfPlwCAwPVAaevXr2a622QITR58mQJDw+X8uXLS69eveTgwYOm/4+NjZWnnnpKGjVqJL6+vlKzZk0ZO3as6uupV7t2bXFzczM7vPTSS4X2XImoZGVgxiY6N4Xc3iE+qPTQByadvc/4rP6XEOBgBia0qhFoCraeiklWp5uGB0g5T+4pJyIiIiLHXIq/LhuPXVanqweXl461Q7gKC0tmplyZ9506LqsG6qbb/7zTOPXeGZmSKd8f/l4dk4sGMDds2CAJCQnSvn176dSpk0yfPl0uXzZ+2RSF++67T/bs2SMrV65UB5xGEDM37733nnz00UdqWbdv3y5VqlSRW265RT0PQBYpDh988IHs379flcfjvh9++OEc9zVlyhSJjIw0HSZOnFhoz5WIXBMCdYHlvXId4uNIAFNfFm6ZLanPyvTz9lQ7ThydQp5kUUKuz8AMcDADE9rWDM5xWbtaOS8jIiIiIsrL0t3nJdOQnX3p7l42+zNS0WhfK1hqV/RVpzediJGzscaEDCqFAcwuXbrIl19+qYJ3jz32mPz4449SrVo1yczMlNWrV5uCgoXh8OHDKrCISedYDm1Zli9fLkePHrWZfTlt2jR55ZVXZNCgQdK8eXP59ttvJTk5WX74wdj7AZehf+cdd9wh9erVk5tuukneeust+e233yQ93fyHv7+/vwqAaocKFVgySVSWB/kggKn1gdSG+PiX8xQfL/uzESvkWUKe4VD/S3WfZkN8Cq6EHLrVD81xWe8mYQ7fDxERERGVbdiOXqzLgru7bXZ2HFFhQELI/9rXMJ3/KR9ZmFRCppCj1Pqhhx6SjRs3qqzFZ599Vt555x0JCwuTAQMGFMpCbt68WZWNI/NT07lzZ3XZpk2brN4mIiJCLl68KH369DFdVq5cOenZs6fN2wDKxwMCAsTT0/zH/bvvvisVK1aU1q1bqyBnamp2yag1KSkpEh8fb3YgotJTRn4tLUMFHbHxdTH+urosVFdiXhBDfLTLHGkw7asLdiZblpBfS3N6iA80qRogbWoGmc7Xq+QnnepUdPh+iIiIiKhsO3A+Xo5FJZoy42pVzB4YSYXAw0Oqz5qpjsuywe2qi5bo+/OOs5KhpQA7wMPNQz7v/bk6JhcPYOqhdyTKtDGdfMGCBVJYEIhEgNQSLsP/2boNVK5c2exynLd1m5iYGHnjjTdUhqne008/rTJO165dK08++aTK7BwzZkyuyzx16lRTv04catTIjvQTUekZ5JOQki7JqcZMx6qBPg43k/b2dLeagYnAqFYCrs/UzM99Juh6YDqTgQkf3dNa9SfqUreifDa0rXiw1IeIiIiIHLR4ly77sl11rr/C5uYmfh07Gpvrl2GVA3ykVyNjbOlC3HXZdCLa4ftwEzdpX7m9OqYSFMDUYKDPwIEDZdmyZQ7dDgN2LIfjWB527Nihrmut/xt+4OfVF87y/23dBhmSGE6ESeuTJk0y+79nnnlGZW62bNlSDTKaNWuWfP311yrgacuECRNUNqd2OHv2bJ7rg4hKTgm5FsC8GGfMvoQqDgYw9cFJy36VmI6n7RD0s3MCueV9aoFV6yXkjmdgQp1QP1k0uosseLSzGuBDREREROSI1PRM+XWPcfp4OU93ub2lcTo0FaL0dDnatp06LuvuaZ8dMF+0w/Ey8nRDunT6oZM6pqLlXApOAUE245AhQ3K9DiaA79u3Ty5dupTj/zBEyDLDUoM+lYBsy6pVs78Qo6KictwG/TtvvfVW1ddy6dKl4uWV+w97lK/D8ePHVVm5NShXx4GISvck8uvp2dPnwgPLO3x/6G8Zm5RziI8+e9KRHpiAieXG+7TIwEzJ3xAfIiIiIqL8Wns0Sq4kGyuD+jSrIgFO7lgncsZNjSurwauxSamy6uBFuZqcKkG+9g9ipRKegems0NBQady4ca4HHx8fNbQHWYzbtm0z3Xbr1q3qsq5du1q97zp16qggJgYMadC3ct26dWa3QeYl+mR6e3urDFI8Xl52796tjvWBUSIqmwHMi3HX8pWB6ZeVXWlZ7q0PPjrSAzO3rE7zEnJuKBIRERFR0VuiKx8fxOE9VMTQbuuuNtV02cAXysRrMGPGDBUnQ8yrXbt2smHDBpvX/eeff6xWSB85ckTKbADTXk2aNFEZkqNGjZItW7aoA073799f9eHUIOCJDErAyh03bpy8/fbb6rIDBw7IyJEj1RCi++67z5R5ieBlUlKSKglHMBMZmzhkZGSYBgh9/PHHsmfPHjUYaNGiRapHJgYW1axZs5jWCBEVl6q6LMuzscly4Wp2CbmjPTD1wUb88UzLyLSRgenpcAamVoaerrvP+HxOISciIiIiyo8rSany95EoU2JA9/qhXKFFpFzjxlzXWe7RTSP/YesZ1WrQEY2Cs+NQJcHChQtVfOyVV15RCXndu3eX2267Tc6cOZPr7Y4ePSqRkZGmQ4MGDaQ4lZhfsPPnz5exY8eapoojgDh9+vQcKxdZmZoXXnhBrl27pgbuXLlyRU0x//PPP8Xf31/9/86dO1UmJ9SvX9/svhCsRPk6ysDxYr/++utqsnitWrVU8BT3TURlT71KFUynT1xOlIp+2eUG1YN9Hb4/y0nkWvmCPgPTkSE+Oe8zQwJ93XNMIWepDhEREREVtSW7z0tahjFYhCw4T48SkVNV4rl5eUndX4zJXiTSqIq/tK0ZJLvOXJWjlxJk84kY6WpnMN3L3Ut+HvBziVqNH330kTz88MNqpgtgMPWqVatk5syZagC1LRicHRQUJK6ixAQwQ0JC5Pvvv8/1OpZRc2RhYlAQDtb06tUrz0h727ZtVcYnERGEVvCWwPJeEnctTY5HJUpcVkk5ZoPVquh4AFMfnEzUBzB15d9+Dg7xwfJp4q+nSaCvl1kAE8vKDEwiIiIiKkr47T1/62mrw1SokNd9RoZc/vQzqTT2KXHzcKy/fmn1YLc6suuMsT3gN/+esjuAmZGZIZ/v+VyeaP2EeLi7/rpMTU1VyXsvvfSS2eVIDty0aVOut23Tpo1cv35dDbueOHGi3HjjjVKcuLuDiMgB2DFSP8yYhRkZd10OnDdmfVcPLi8+Xo7/AdMP6NEP8tGfdnSIjz6AeTWrQTpozdLx/+7ubg4vKxERERGRs7acjJWTl5PU6U51QqR+mLEykopAZqbEfPGFOiajW5tXMbUAW3PkkpyOSbJvVUqmfLn/S3Vc3OLj480OqBq2FB0drVokWg6zxnm0T7QG815mz54tixcvliVLlqjWjb1795b169dLcWIAk4jIQQ2yApiQmZXEXTc0+zJny731fS/zM8QnKCvjEpApqsGEPQjmlD0iIiIiKmI/bMvut3d/51pc/1SsvDzcZXgX4/sQhblzN50qca9IjRo1JDAw0HTIrRwciTiWGdGWl2kQsETrRFQkY6g2BgDdfvvt8sEHH0hxYgCTiMhBbWsG57isVQ3neoPoS8j1Qcv8DPEJKp/dl/PqNWPQEsN8tCE++gxNIiIiIqLCFp2YIisPRKrT6CHft5l5NhhRcRjaoab4eBnDYj/tOCcJ17OTP0qCs2fPqjkw2mHChAk5rhMaGioeHh45si2joqJyZGXmpnPnznLs2DEpTgxgEhE5qFPdkByXoQm0MyyH+FibGB7g4MRwfYBSy8DU31+wLkOTiIiIiKiwITikDe/5X/saUs7T9XsHlioeHlJt2sfqmLIF+3mrYVJaAsnPO8/lvSrdPOSDnh+o4+IWEBBgdsAQakve3t7Srl07Wb16tdnlON+1a1e7HwvTy1FaXpxKzBAfIiJXUTPEVxpX8ZcjFxNMAcbOdSsWaAm52cRwBzMmtaE9+h6YV7LKx0EbFEREREREVNgyMw3yw7bs4T1DO9bgSi9ibu7uEnDrrVzvNob5LNh2Vp1GGfkDXWqLRy7zAtzd3KVv7b4lal2OHz9ehg8fLu3bt1cl4ehveebMGRk9erT6f2Runj9/XubNm2eaUl67dm1p1qyZGgKEgdroh4lDcWIGJhGRg9Ar5LX+TaWcp7vgb9vE25s6NcAH/Lw9bGRg6gKYPl75zsDUD/PR98gkIiIiIipMG45Hy9nYa+p09wahUquiH1d4ETOkpcnhxk3UMZlrWNlfbsiaQH46JlmW7T2f6ypKy0yTFt+2UMclxb333quCklOmTJHWrVurYTwrVqyQWrWMPUAjIyNVQFODoOVzzz0nLVu2lO7du8vGjRvl999/l0GDBhXjs2AGJhGRU7rWD5WtL/eW1PRMCQswTq/Ldwl5avbk8QR9CXn5fAzxyQpcagN8LHtkEhEREREVprn/RphO39+Jw3vI9TxxY33ZeDxanf7kr2NyR8tw8fQoXfl+Y8aMUQdr5s6da3b+hRdeUAdXU7peESKiIoRS7PwEL8HfnhLyfGRgakN89BmYwX7MwCQiIiKiwnc4Ml7WHr2sTlcLKi+9m4RxtZPL6VKvonStZ2wJdiomWZbsyj0Lk4oHA5hERMUowEq5t37ojrenu8Pl6foMS+0+9T0wOYWciIiIiIrCzH9OmE6P6l5HvEpZVltJ4lWrZnEvgksbf0tD0+lP1hxTlXa21PTnuiwO/PYgIipG1sq99RmYjk4gBx8vdxX41Gde6oOjwRziQ0RERESF7ExMsizfd0GdDvHzlns7MOhTXNy8vKT+qlXqmKxrXztEejSspE6fv3pNFu0wDvax5OXuJb8P+l0dU9FiAJOIqBjpJ4Jr5d76IT6Olo9rQ4a0LEstcBmTlH3fDGASERERUWGbveGEZBqMpx/sWlvK64ZXUtEyZGRI9KxZ6pjsy8Kc/vdxuZ6Wc31lZGbI7H2z1TEVLQYwiYiKEaaQe2KUuS5bMjPTYOqH6a8rMXdEcFZmZ2xSqhgMBrmckGL6v0r+5QpgyYmIiIiIrItKuC6Ldpwzbe8+0KU2V1VxysyUy9M+UcdkW+saQXJzVp/Wi/HX5euNETlXpWTKZ7s/U8dUtBjAJCIqRsiW1MrItQBmYmq6GLL2VjtTQq4PUqakZ0pCSrpZALNiBU4hJyIiIqLCM+ffU6Yegvd3riWBurZJRK7s2T6NJCu/RD5dc0xOxyQV9yJRFgYwiYiKmWW5t9kEciczMMP8s6ejR8WnmAKY6D/E5ulEREREVFii4q/LvE2n1GlvD3d5+IY6XNlUYjSpGiAPdqtjSgaZ+MsBVdFGxY8BTCIiF+mDibJx7KmOv2YsH3e2B6ZlmThKeC4nGgOYYSwfJyIiIqJC9M7KI5KUauwPeG+HGlI5IHvHOhUTDw+p+vbb6pjs64UZHmh83244Fi3L9l7IXpVuHvJGtzfUMRUtBjCJiIpZkC7LElmY+mE+AeWdLCGvkB3APHE5yVTCw/6XRERERFRYdp+5Ikt2nTe1QnpGNxSFio+bu7sEDbpLHVPe/Mp5yut3Njedf2P5IYnLavfl7uYuA+sPVMdUtLjGiYhcaBJ53LVUNXhHU9HPuX6VYQHZAcxDF+KsBjaJiIiIiAoKBlFOXnbQLIsN7Yuo+BnS0uRIm7bqmOxzS9PKcmuzKup0dGKqvLbMWEqelpkmHed3VMdUtBjAJCIqZtoQH22Qjz6AGeLnXMBRH6jce1YXwNQFNomIiIiICsriXedk7znjdmfDyhVkWOdaXLkuxHDtWnEvQokzeUAzqVDOWBH3654LMjert+u1dK7L4sAAJhGRC5WQ5wxgeuU/AzMy3nS6Zoiv08tJRERERGQNymvfXXnUdH7yHc3E04PhBirZqgT6yHuDW5rOv/n7Ydl6MrZYl6ks4zcKEZELZWBeSU4tkAzM6sG+4uaW83IGMImIiIiooEvHxy/aI9FZQyNRdtu1fihXsovxDAsr7kUokfq1qCqje9ZTpzMyDTJ2wV4J8ahb3ItVJjGASURUzPRBypikVHXIbw9MHy8PCQ8sn+NyBjCJiIiIqCDNXHdC1hyJUqeDfb3ktTuacgW7GDcvL2mwfp06Jsc937eRdG9gDMrHJqVJhdjnJOm6gauyiDGASURUzCrryr0vxV+X2MTsAGZwPhqf163kZ3bey8NNqloJahIREREROWPTiWj58E9j6Tiqf6YNaSPhQdzedDWGjAyJ/fZbdUyO83B3k0+HtJHqwcb39sEL8XLv7M1yOcGYdUxFgwFMIqJiVjnAx3Q6Kj5FlZGDt6e7+Hl7OH2/9SpVMDvfsLK/uk8iIiIiovyKjLsmYxfslsysRLSxNzWQng0rccW6osxMuTT1HXVMzkFiyZyRHaSSvzHB5OjFRBXExOeAigZ/yRIRFbNK/tkZmFEJ10178kL9vMXNWiNLO3WqE2J2vnWNoHwsJRERERGR0anoJLnni80SnVU5hPLasb0bcPVQqdagsr/8MKqDuHleVedPXk6S/83aLHvPGs9T4WIAk4iomKFfZWDWJPIzscmmHpiYepcf3RqESoVynqbz/VuG53NJiYiIiKisO3ghTgbP2ixnY42ZZzVCyssnQ9qoMlui0q52qJ/41p4lNUOM5eTnrlyTu2duks/WHJP0DGa4FqYSE8C8cuWKDB8+XAIDA9UBp69ezT3KbTAYZPLkyRIeHi7ly5eXXr16ycGDB82ug8uQ4aQ/DBkyJN+PTUTkTB/MS/HZfVTy2z8owMdLZg5rKzfUD5Wpg1pIl3oV+aIQERERkdM2HLssQ77YYpo43qiyv/w8uquE5KNvOxUBd3ep/OpEdUz5XJXiLhNvGCM/PtpJWmVVuKVnGuTD1f/JvbO3yIHzcVzFhaTEvHvvu+8+2bNnj6xcuVIdcBqBxNy899578tFHH8n06dNl+/btUqVKFbnlllskISHB7HqjRo2SyMhI0+GLL77I92MTETnbB1NTEA3QuzeoJN8/0kmGdqzJF4SIiIiInIIWR88s3CPDv94mCSnp6rK2NYNk4WOdrW7Hkmtx8/CQkPvvV8eUPx7uHjK08VAJD/KTn0d3Ua0TtOTjnaevSP/PNsoj3+5gILOsBjAPHz6sAodfffWVdOnSRR2+/PJLWb58uRw9apx4Zi37ctq0afLKK6/IoEGDpHnz5vLtt99KcnKy/PDDD2bX9fX1VcFN7YAsy/w8NhGRo7SJdnpV81lCTkRERESUH1eSUuWrDSflpg//kaW7z5su79XIuJM8yJeZlyWBIS1N/uvSVR1T/qRlpkmPH3uoYy8Pdxl/S0P5aXRXqVXR13Sdvw5fUoFM9In9bstpicnKWC5OM2bMkDp16oiPj4+0a9dONmzYkOv1161bp66H69etW1dmzZolxa1EBDA3b96sgoqdOnUyXda5c2d12aZNm6zeJiIiQi5evCh9+vQxXVauXDnp2bNnjtvMnz9fQkNDpVmzZvLcc8+ZZWg689hERPmdGA76P4JEREREREUh7lqa/HXokjwxf5d0enuNvPn7YUm4bsy6RN/2t+9qId+M6CC+3tm91sn1ZVy5UtyLUGpcSTFfl+1qBcuqcT1kyp3NpIouI3lbRKy8+ssB6fj2GhXMfH/VEVl7JEquJhtnHhSVhQsXyrhx41SC3+7du6V79+5y2223yZkzZ2zG0/r166euh+u//PLLMnbsWFm8eLEUpxLxjYNAZFhYWI7LcRn+z9ZtoHLlymaX4/zp06dN5++//34VhUbm5YEDB2TChAmyd+9eWb16tdOPDSkpKeqgiY+Pt+u5ElHZnWhnqaGVy4iIiIiI8gPViigDj0tOU70sMYQEh4joRNl95qocv5woBkPO2w1uV11euq2xhFYw9m4nIvPBrA90qS33tK8hP+04K3M2nVJTyiEj06CCmTiInFCXhVbwlrqhFaROqJ8a3hoWUE7C/H0k2NdL/Mp5qmGsOPYr5yHlPPNX+o/Wig8//LA88sgj6jyqlVetWiUzZ86UqVOn5rg+si1r1qyprgdNmjSRHTt2yAcffCB333132QxgYsDO66+/nut10LsSMFzH2hevtcv1LP/f8jbof6lBmXmDBg2kffv2smvXLmnbtq3Tj403QV7PjYhI07iKebAywMdTqhVAD0wiotLumYW7xbt8zix2a6z9IM/zNuLYjZx7DCduYyj8RymK54Jt6sJ/jKJ6TZy5laOP4aLvYUPhLpMzj2F8nMK+QdE8F2feWZkGg6SmZxoPGVnHWYek1HTJtPNOEWS5q001FZSxtsOdSg53f75+BcXfyz/XQObwLrVlWOdacigyXpbvi5QV+yPldEyy2fWiE1MlOjFWtp1CUDN33h7u4lvOQx2jbN0tzfy+cpOamio7d+6Ul156yexyVCvbqipGJbK+mhn69u0rX3/9taSlpYmXl5eUuQDmk08+mWPit6XatWvLvn375NKlSzn+7/LlyzkyLDXIqARkSVatWtV0eVRUlM3bAIKWeDGOHTumTuN+HH1sQCbn+PHjzTIwa9SokcszJaKyDM3Pm4UHyMELxmztHg0r5bmDhoiIRFYfihL3colcFUREBcDD3U1tk7atGSzd6oeqXpcImFDJ5ublJY22byvuxSgVvNy9ZNN9ebcTxG+5ZuGB6vDirY3lYtx1NeRnx+lYOXQhXk5GJ6nhWPZQOyGSM03nM1OuWa30RdtEHPSio6MlIyPDanVybhXN1q6fnp6u7k8fYyszAUz0ncQhLxicExcXJ9u2bZOOHTuqy7Zu3aou69q1q9XbaGXhKAVv06aNKfKMRqTvvvuuzcc6ePCgiihrL4gzj23rjUNElBv8YUOvofLeHjLu5gZcWURERETkNC8PN5Wx5e2pO3i4q7JU9LIM8PGSYD8vqR7sqyp/MFSycZUAtS1KpYshM1Ou/vyzBA0eLG7uDEjnR6YhU5YcWyKDGgwSdzf71yXKxG9vWVUdNPHX0+RMTLJEJVyXqPgUiUpIkfhraSpLGn1nk1JwyFAtH5JT0yUtPVPSMg2S4p4qZ0VyJMlNmjRJVTo7U51sz/WtXV6USkQPTNTb33rrrarc+4svvlCXPfroo9K/f39p1KiR6XqNGzdWpdt33XWXWqloUvr222+rsnAccBoTx++77z51/RMnTqgBPmhOikDqoUOH5Nlnn1UBz27dujn02ERE+YWsy+0Tb1Z7ubH3m4iI8rZmfE/xDwiwe1U5s93t8E2cegzHb+Toc3HmL4szP1QcvYVzr0nhP/mieK8Uxfo1Po7rvR+dURTvlSL5jnDitXfmc8VqHjLJyJCLr02SoLvuEmEAM18yDBny+ubX5c76dzoUwLQGOxGaVwvEeCyHbhcfHy+BU0XOnj0rAbptIGtJdIh1eXh45Mi2zK06GcmA1q7v6ekpFStWlOJSIgKYgEAjph5pdfgDBgyQ6dOnm13n6NGjKjNS88ILL8i1a9dkzJgxcuXKFTVJ/M8//xT/rN4P3t7esmbNGvnkk08kMTFRRa9vv/12FbXGC+zIYxMRFQT0TCEiIvtVDvSRAN3ETyIiIqKyICAgwCyAaQ3iXu3atVPVyUj20+D8nXfeafU2qET+7bffzC5DLA3zYoqr/yW4GYqi2zQZI+SBgSrAmtcbjIiIiKg0KMztH25bERER2ceQliZHWrSUxvv3qX6Y5Ly0zDRp+11b2TV8l+qHWRziHdy+WrhwoQwfPlxNF0dwcvbs2fLll1+qFoq1atVSM1zOnz8v8+bNU9ePiIhQQ64fe+wxVY2MoT6jR4+WBQsWlN0p5EREREREREREVIjc3SXs+edYPl4Qq1LcZXy78eq4pLj33nslJiZGpkyZIpGRkSo4uWLFChW8BFx25swZs5ky+P9nnnlGPv/8cwkPD5dPP/20WIOXwAzMIsIsASIiIiprmIFJREREVHK2r1xZyQkZExERERERERGRwyXkx2/qrY4p/yXkfX/uq46paDGASURERERERERUiqVduFDci1BqXEjiuiwODGASERERERERERGRy2IAk4iIiIiIiIioNPPkDOcCW5VuXJfFgWudiIiIiIiIiKiUcvPykiYH9hf3YpQKXu5esvuB3cW9GGUSMzCJiIiIiIiIiEopQ2amxP32mzqm/Mk0ZMryk8vVMRUtBjCJiIiIiIiIiEqrjAy58PwL6pjyuSoNGTJhwwR1TEWLAUwiIiIiIiIiIiJyWeyBWUQMBoM6jo+PL6qHJCIiIipW2naPth1UkLhtRUREZOffzLQ0SczIUH+X0Q+TnJeWmSYZ14zrEv0wS9v2lStjALOIJCQkqOMaNWoU1UMSERERucx2UGBgYIHeZ0xMjDrmthUREZGdQkO5qgpI6OOhpXL7ypW5GcpayLaYZGZmyoULF8Tf31/c3NyKPDqPjfuzZ89KQEBAkT422Yevkevja+T6+BqVDHydytZrhM1MbFyHh4eLu3vBdi66evWqBAcHy5kzZ8rUxntR42eW67m04Xua67k04fu5bK5nQyFuX7kyZmAWEbypqlevLsUJHzRX+LCRbXyNXB9fI9fH16hk4OtUdl6jwgouahvsuH9u3xQ+fmaLBtdz0eG65nouTfh+LnvrObAM7rwtO6FaIiIiIiIiIiIiKnEYwCQiIiIiIiIiIiKXxQBmGVCuXDmZNGmSOibXxNfI9fE1cn18jUoGvk6ur6S8RiVlOUs6rmeu59KG72mu59KE72eu57KEQ3yIiIiIiIiIiIjIZTEDk4iIiIiIiIiIiFwWA5hERERERERERETkshjAJCIiIiIiIiIiIpfFACYRERERERERERG5LAYwXdyVK1dk+PDhEhgYqA44ffXq1VxvYzAYZPLkyRIeHi7ly5eXXr16ycGDB82uk5KSIk899ZSEhoaKn5+fDBgwQM6dO+fQY+/du1eGDh0qNWrUUI/TpEkT+eSTT6SsceXXCJ5++mlp166dmlDXunVrKStmzJghderUER8fH/X8N2zYkOv1161bp66H69etW1dmzZqV4zqLFy+Wpk2bqnWJ46VLlzr8uPa89mWFq75GS5Yskb59+6rPnpubm+zZs0fKKld8jdLS0uTFF//f3p0Ax3j+cQB/KsEIcRYJqag6YsSt7rrPxlWtuOooNa60UlV3+euU6uEoOhSpo4z7GKUURbSOZAgjqTSOhGiEuO8g8vzn+5vZnc1asZFN8m72+5l52ePZ9908z+67v/3tc4xT1atXl3Mj3kv9+/dXly9fVq7KiO0EONf5+flJOxUrVky1adNGhYWFOeAvtu/4ruzgwYOqc+fO8v7AeWzr1q05FofEx8fLc8E+sK9PP/1UPXnyRDm7b775Rr399tvK09NTlSpVSnXr1k3FxMSkKcN6zryFCxeqGjVqqMKFC8vWqFEjtXPnTtZxNry+ce4IDg5mXTsYzr2oW8vNy8uL9ZwFEhIS1IcffqhKlCihPDw85Lvw8ePHWdfOTJOhdejQQfv7++vDhw/LhsudOnVK9zEzZ87Unp6eetOmTToyMlL37NlTe3t767t375rLDBs2TJctW1bv2bNHR0RE6JYtW+qaNWvqlJQUu48dEhKiP/nkE33gwAF9/vx5/euvv+oCBQro+fPna1di5DYCtNGCBQt0v3795PGuYO3atTpv3rx6yZIl+vTp03rUqFG6YMGC+uLFizbLx8bGag8PDymH8ngcHr9x40ZzGdSvm5ubnjFjho6Ojpb/3d3d9dGjRzN0XHva3hUYuY1Wrlypp02bJmXwMXnixAntiozaRrdv39Zt2rTR69at0//++68+cuSIbtCgga5bt652RUZtJ1i9erV8hiFGiIqK0oMHD9aFCxfWSUlJ2f53u5rff/9dT5o0ST5rcB7bsmVLjsQhKIvb8FjsA/sqU6aMDgoK0s6uffv2etmyZfLaPnnypA4ICNDlypXT9+/fN5dhPWfetm3b9I4dO3RMTIxsEydOlPc+6p11nDXCw8N1+fLldY0aNeTcasLXs2NMnTpVV6tWTScmJpo3y89F1rNj3Lx5U/v6+uqBAwfqsLAwHRcXp/fu3avPnTvHunZiTGAaGAJyBJ2WXxjwRQ234UubLampqdrLy0tOfCbJycm6SJEietGiReYvf/jgR/BvkpCQoPPkyaN37dr1yseGESNGSJDqKpypjfBh6SoJzPr168sXL0t+fn56/PjxNsuPHTtW7rc0dOhQ3bBhQ/P1wMBA+aJm/eWlV69edh/XnrZ3FUZtI0sIdFw5gekMbWT5ZQtt5YrJK2dqpzt37kg74QtEZr3K8V2VdQIzO+MQJFLxGDzWZM2aNTp//vzyeshNkIDA3x4aGirXWc9Zp1ixYnrp0qWs4yxw7949XalSJfmxoXnz5uYEJl/PjpPedzLWs+OMGzdON23a9IX3s66dE4eQG9iRI0dkOE6DBg3MtzVs2FBuO3z4sM3HxMXFqStXrqh27dqZb8Pwr+bNm5sfg27TGIJnWQZDiPz9/c1lXuXYcOfOHVW8eHHlKpyxjXI7DEtD/VnWHeD6i+oFdWldHkOIjx07Ju2QXhnTPu05rj1t7wqM3EbknG2Ezx4MwSpatKhLNaEztRMes3jxYvmMqlmz5iv8tWn3xffyq8vOOARl8Bg81vK1hOHplsP4cgOch8AUB7OeHe/Zs2dq7dq16sGDBzKUnHXseCNHjlQBAQEy5Ycl1rVjnT17Vs6LmAalV69eKjY2lvXsYNu2bVP16tVTPXr0kGk+ateurZYsWWK+n69p58QEpoEhuMSbzRpuw30vegyULl06ze24broP/+fLl0/mo0qvTEaPjSB1/fr1aujQocpVOFsbuYLr169LgJte/VrD7bbKp6SkyP7SK2Papz3HtaftXYGR24icr42Sk5PV+PHjVZ8+fWR+NFfiDO20fft2VahQIZmncs6cOWrPnj0yD2Jm8L2cOdkZh9h6LWGf2HduOu+io+vo0aNV06ZNJWELrGfHiYyMlPMIEu3Dhg2TOXkxNy/r2LGQHI6IiJD5L62xrh0HP/qsXLlS/fHHH5JQQ902btxY3bhxg/XsQEgKYw7dSpUqSV3j3IE5mFH3wNe0c2IC0yAT91pv6AkBuGwrSLJ1uyXr++15jHWZjBwbE7937dpVTZkyRbVt21Y5u9zYRq4mo/Vrq7z17fbs01FlXIGR24ico43QQww9F1JTU2VBF1dl5HZq2bKlLISFHnkdOnRQgYGBKikpSTkC38vZX3+vEoe4QqwSFBSkTp06pdasWfPcfaznzKtSpYqcR44ePaqGDx+uBgwYoE6fPs06dqBLly7Jwp+rVq2SH5xehK/nzOvYsaN6//33ZTFC9HTdsWOH3L5ixQrWswMhNqxTp46aMWOG9L5EJ6shQ4ZIUtMSX9POhQnMHApyoqOj093w6y1WI7t69epzj7927dpzv2abmFYws/5VG18WTI9BGQy/wsqR6ZWx99gIIFq1aiUnhMmTJ6vcILe1kStBzx43N7d069ca6tJWeXd3d1m1Lr0ypn3ac1x72t4VGLmNyHnaCMlLJMMwBAi9+lyt96WztBNWnq5YsaIMLQ4JCZHj4P/M4Hs5c7IzDrH1WsI+8f7NLeddrNSOoYr79+9XPj4+5ttZz46DHrs4j2A4KHoHYhqKH3/8kXXsQJjSAe/vunXrynkaW2hoqJo3b55cNr1fed5wPHxOIpmJYeU8bziOt7e39NS2VLVqVRUfHy+XWdfOiQnMHIDA28/PL90Nv3xhbhfMpxMeHm5+bFhYmNyGbua2YB4NvBnxZc4EASg+gEyPwQdT3rx505RJTExUUVFR5jL2Hhs9L9G7Ar+ETp8+XeUWuamNXA2CXNSfZd0Brr+oXlCX1uV3794tgTLaIb0ypn3ac1x72t4VGLmNyDnayJS8RLC/d+9ec+LN1Ri9nWxBzzvMf5gZfC9nTnbGISiDx+Cxlq8lDAXGMZwZXsv4wXvz5s1q3759Uq+WWM9ZW/c4j7COHad169YyVB89XU0bPhf69u0rlytUqMDzRhbBaxmdY5Bw42vacZo0aaJiYmLS3HbmzBnl6+srl1nXTiqnVxGi9GEV0Bo1asiqjtiqV6+uO3XqlKZMlSpV9ObNm83XsaokVpLEbZGRkbp3797a29tb371711wGK3f6+PjISqARERG6VatWshpaSkqK3ceOiorSJUuW1H379tWJiYnmDaswuhIjtxGcPXtWVlHGKrOVK1eWy9geP36scyusmorVU0NCQmSV1ODgYF2wYEF94cIFuR+r1Pbr189cPjY2Vnt4eOjPPvtMyuNxePzGjRvNZQ4dOqTd3Nyk7aKjo+V/d3f3NKuvvuy49ra9KzByG924cUPeIzt27JAVZfEYXMf5zZUYtY2ePn2qu3TpIufHkydPpvn8yc3nNWdrp/v37+sJEybIZxNuO378uB48eLCsPo34Iav/bleHlYRNn/c4j82ePVsuX7x4MVvjEJT19/fXrVu3ln1gX9hnUFCQdnbDhw+XOjxw4ECa89DDhw/NZVjPmYfzyMGDB3VcXJw+deqUnjhxoqxsv3v3btZxFrNchRz4enaMzz//XM4b+DzG5yrOmZ6enubPL9azY4SHh0vsMn36dPk+vHr1aol/Vq1aZS7DunY+TGAaHL5II0GIkxo2XL5161aaMghMly1bZr6empqqp06dqr28vOSLQrNmzSQ4tfTo0SMJHosXL64LFCggJ874+PgMHRvHwLGtN19fX+1KjNxGpuDDVjshEMzNfvrpJ3kt5suXT9epU0eHhoaa7xswYIDUiyUEErVr15by5cuX1wsXLnxunxs2bJBkNL40+/n56U2bNmXouPa2vaswahvhvWrrPYN2czVGbCOcu2y1D7b9+/drV2TEdsJn2HvvvafLlCkj9yM5hsQzvlBkx9/t6vBesPUeweshu+MQJE0DAgJkH9gX9pmcnKyd3YvOQzkV7+XWeh40aJD5fY6OE0iGm5KXwDrOvgQm69oxevbsKZ+J+HzFZ2T37t31P//8w3rOAr/99pv8iIbzL2KZxYsXp7mfr2nn8xr+yeleoERERERERERERES2cA5MIiIiIiIiIiIiMiwmMImIiIiIiIiIiMiwmMAkIiIiIiIiIiIiw2ICk4iIiIiIiIiIiAyLCUwiIiIiIiIiIiIyLCYwiYiIiIiIiIiIyLCYwCQiIiIiIiIiIiLDYgKTiMig/ve//6latWpl+3EPHDigXnvtNdm6detm93M1PWbu3LlZ/hyJiIiIcruBAwea46utW7fmeLxHRJSTmMAkIsoBpoDxRRsC1jFjxqg///wzx9onJiZGLV++3K6yeK6JiYnKx8cny58XEREROX9CznI7d+5cTj81w+rQoYPEWB07djTf9qKEJurX3mRk48aNZb+BgYEOfb5ERFnFPcv2TEREL4SA0WTdunVqypQpkjA0KVCggCpUqJBsOaVUqVKqaNGidpU1PVc3N7csf15ERETk3Am5ZcuWpbmtZMmSz5V78uSJypcvn3J1+fPnV15eXg7fL+oW+0XM+fjxY4fvn4jI0dgDk4goByBgNG1FihSRX9Ktb7MeQm76VX3GjBmqdOnSklycNm2aSklJUV988YUqXry49ID85Zdf0hwrISFB9ezZUxUrVkyVKFFCde3aVV24cCHDz3njxo2qevXqEuhiP23atFEPHjxwSH0QERGRayXkLDf8ANqiRQsVFBSkRo8erV5//XXVtm1bKX/69Gn17rvvyg+liH/69eunrl+/bt4fYpH+/fvL/d7e3mrWrFmyr+Dg4HR7LCKOshxp8rJ4yRSH/fDDD3IclBk5cqR6+vSpuQwSgWPHjlVvvPGG/J2VKlVSISEhSmutKlasKI+1FBUVpfLkyaPOnz/v4FpW8txt9XZF3RAROSMmMImInMi+ffvU5cuX1cGDB9Xs2bMlydmpUycJtsPCwtSwYcNku3TpkpR/+PChatmypQT1eMzff/8tl9H7AT0bMtJjtHfv3mrQoEEqOjpa5k3q3r27BOREREREjrBixQrl7u6uDh06pH7++WeJP5o3by4/6B47dkzt2rVLXb16Nc2wZ/yIu3//frVlyxa1e/duiVGOHz+eoePaGy/hOEg24n88VyRALZOgSKSuXbtWzZs3T+KlRYsWyX6QOEQMZd3zFD86v/POO+qtt95SjoYkKurPtJ04cUKSrs2aNXP4sYiIsgOHkBMRORH0skRQjF/rq1Spor777jsJuidOnCj3T5gwQc2cOVMC/169ekkQjbJLly6V4BkQPKPXAQL8du3a2XVcBL7o6Ymkpa+vr9yG3phEREREGbF9+/Y0U+RgbscNGzbIZfRSRGxjgil26tSpI6NPLJN+SM6dOXNGlSlTRno4rly50txjE4nFjM7JbW+8hB+MFyxYID1G/fz8VEBAgMxXPmTIEHk+69evV3v27JFRKlChQgXzMT766CP5e8LDw1X9+vWl5+aqVavU999//0ovIPywbD11D3qA4jkB7jMNPU9OTpbeo40aNZIfv4mInBETmERETqRatWoSYJtgKJW/v7/5OoJV/LqelJQk19EDARPje3p6ptkPAtmMDFeqWbOmat26tSQt27dvL4H8Bx98IIE8ERERkb3Q03HhwoXm6wULFjRfrlevXpqyiGPQ29HWnOCIYx49eiQ9JJGYs/yxFz/yZoS98RLiMMukIYaSR0ZGyuWTJ0/KfegxagvKIrmIBCwSmEjkYv89evRQr2LOnDnmRKnJuHHj1LNnz54rO3jwYHXv3j1JrlrGkUREzoQJTCIiJ5I3b94019FLwNZtqampchn/161bV61evfq5fdmaMP9FEJAj6D18+LAMz5o/f76aNGmSDFt/8803X/nvISIiIteChCV6Wr7oPkuIYzp37qy+/fZbmwnBs2fP2nVMxEbW095Yzl1pb7yUXsyFOcJf5uOPP5Y5PJF8RA9PzLnp4eGhXgV6V1rXIxKwt2/fTnPb119/LUPv0fPTOkFLRORMmMAkIsrFMOwKq5xjRfHChQtnal8I0ps0aSIbhkBhKDnmm8Jk+0RERERZEcds2rRJlS9fXubGtIYEHpKKR48eVeXKlZPbbt26JcO5LXtCIgmJ6XBMkPjEFDyOjJcwSgXJzNDQ0Od6RppgMSIkadEDdefOnTLfZlZC3X311VdyrKyYZ5OIKDux/zgRUS7Wt29fWckTK2n+9ddfKi4uTgLrUaNGqf/++8/u/aCnJeafwgT68fHxavPmzeratWuqatWqWfr8iYiIyHVhle+bN2/KfI/oQRgbGysjQbAgDoZKY2g5hkdjIR/MRYlVvbFauPUw6VatWsnclRERERLLYMFDy96UjoiXkGQdMGCAPDeseI59YP5MzItpOaIFzw9zliP5ajn03dFQF1hUCMPKMfT9ypUrsqE+iYicEROYRES5GIYl4dd99ErAAjxIOCKwxpxRGelhgLLYD3oOVK5cWU2ePFnNmjVLJt4nIiIiygpYpAcLEyJZiTm4Me83kopFihQxJymxCA5W1u7SpYv0fGzatKkMB7eEmAUL/6Bcnz591JgxY9IM3XZUvISelZgjfMSIEbLIDxb3efDgQZoySLhi3k7sPyshUYtephhCjuH2pg1/HxGRM3pNW08GQkRELg29BTDBPoZgYfXNjEDvg+DgYNmIiIiIckKLFi1UrVq11Ny5cw3XAEjI4vmhZycWY0wPemtiTkv06Mwq2XEMIiJHYA9MIiKyycfHR4Zs2QPDyzGMC8PLiYiIiCitx48fy0rnX375pQoMDHxp8tIEq5UjxsL/joSh8tivrYWLiIiMiD0wiYgoDQyXSkhIkMsIbLHK5ctgPiXTnEqYKB9Du4iIiIhyghF7YC5fvlyGj+N5bdu2TZUtW/alj0lKSlJ3796Vyxj+bb1Ke3bHe0REOYkJTCIiIiIiIiIiIjIsDiEnIiIiIiIiIiIiw2ICk4iIiIiIiIiIiAyLCUwiIiIiIiIiIiIyLCYwiYiIiIiIiIiIyLCYwCQiIiIiIiIiIiLDYgKTiIiIiIiIiIiIDIsJTCIiIiIiIiIiIjIsJjCJiIiIiIiIiIjIsJjAJCIiIiIiIiIiImVU/wc+N93k4ZgHWQAAAABJRU5ErkJggg==\",\"text/plain\":[\"<Figure size 1400x300 with 2 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"stf = sn.simple_config.stf.Custom(filename=\\\"data/stf.h5\\\", dataset_name=\\\"stf\\\")\\n\",\"stf.plot()\"]},{\"cell_type\":\"markdown\",\"id\":\"c322f821\",\"metadata\":{},\"source\":[\"We now have all the information that we need to set up our simulation! We\\n\",\"will simulate 0.001 seconds of data in a viscoelastic setup. The mesh is\\n\",\"resolved with 1.3 elements per wavelength at a maximum frequency of 60kHz.\"]},{\"cell_type\":\"code\",\"execution_count\":9,\"id\":\"3e15d49e\",\"metadata\":{},\"outputs\":[],\"source\":[\"ec = sn.EventConfiguration(\\n\",\"    wavelet=stf,  # The source time function\\n\",\"    waveform_simulation_configuration=sn.WaveformSimulationConfiguration(\\n\",\"        end_time_in_seconds=0.001,  # Total simulation time,\\n\",\"        attenuation=True,  # We want to run a visco-elastic simulation\\n\",\"    ),\\n\",\")\\n\",\"\\n\",\"# Combine everything into a complete configuration.\\n\",\"p += sn.SimulationConfiguration(\\n\",\"    name=\\\"simulation\\\",\\n\",\"    elements_per_wavelength=1.3,\\n\",\"    max_frequency_in_hertz=60_000,\\n\",\"    model_configuration=mc,\\n\",\"    event_configuration=ec,\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"7775cc54\",\"metadata\":{},\"source\":[\"Let us verify that we have set up everything properly. We only visualize two\\n\",\"events (measurement positions) here. One at the very beginning of the profile\\n\",\"and one right above the location of the borehole.\"]},{\"cell_type\":\"code\",\"execution_count\":10,\"id\":\"6d5e98e2\",\"metadata\":{},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"[2026-05-01 14:39:47,152] \\u001b[34m\\u001b[1mINFO\\u001b[0m: Creating mesh. Hang on.\\n\"]},{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAA9IAAAPpCAYAAAD5LhWwAAAAAXNSR0IArs4c6QAAAARzQklUCAgI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\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X78eI0fPz739eTJk9XQ0KA5c+Zo5cqVOvvssw/53N6Kc+8W8L/28MMP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\\n\"},\"metadata\":{\"needs_background\":\"light\"},\"output_type\":\"display_data\"},{\"data\":{\"text/plain\":[\"<salvus.flow.simple_config.simulation.waveform.Waveform object at 0x7a4d3742a790>\"]},\"execution_count\":10,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"p.viz.nb.simulation_setup(\\n\",\"    simulation_configuration=\\\"simulation\\\",\\n\",\"    events=[\\\"event015\\\", \\\"event061\\\"],\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"54d6d150\",\"metadata\":{},\"source\":[\"This looks alright, so let us launch the simulations for these two events!\\n\",\"The simulations are relatively expensive in 3D, so ideally, we would run them\\n\",\"on a GPU.\"]},{\"cell_type\":\"code\",\"execution_count\":11,\"id\":\"1ae0a504\",\"metadata\":{},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"[2026-05-01 14:39:48,189] \\u001b[34m\\u001b[1mINFO\\u001b[0m: Submitting job array with 2 jobs ...\\n\"]},{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"\\n\"]},{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAA9IAAACQCAYAAADk61MkAAAAAXNSR0IArs4c6QAAAARzQklUCAgI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\\nS926dYmLi2PHjh2sW7e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   simulation_configuration=\\\"simulation\\\",\\n\",\"    events=[\\\"event015\\\", \\\"event061\\\"],\\n\",\"    site_name=SALVUS_FLOW_SITE_NAME,\\n\",\"    ranks_per_job=4,\\n\",\")\\n\",\"p.simulations.query(block=True)\"]},{\"cell_type\":\"markdown\",\"id\":\"cc3994d6\",\"metadata\":{},\"source\":[\"Once the simulation runs are completed, we can retrieve the simulated data\\n\",\"for these two events from our project. Here, we directly retrieve the data as\\n\",\"`xarray.DataArray` objects If you are not familiar with `xarray.DataArray`\\n\",\"objects, please refer to our [structured data\\n\",\"tutorial](https://docs.mondaic.com/examples/tutorials/data_analysis/structured_data_interface/tutorial).\\n\",\"Note that `get_waveform_data_xarray()` automatically detects that our event\\n\",\"contains a `ReceiverChannel` object and only returns the summed data for the\\n\",\"receiver channel `\\\"OUT\\\"` rather than returning the data of the 12 individual\\n\",\"receivers. We only select the `\\\"X\\\"` component of the data here as this is the\\n\",\"only component that is measured by our ultrasonic probe given the probe\\n\",\"orientation. For the necessity of the specific xarray's functions used, it is\\n\",\"strongly suggested to also follow the xarray.DataArray tutorial.\"]},{\"cell_type\":\"code\",\"execution_count\":12,\"id\":\"ec33c42d\",\"metadata\":{\"lines_to_end_of_cell_marker\":2},\"outputs\":[{\"data\":{\"text/html\":[\"<div><svg style=\\\"position: absolute; width: 0; height: 0; overflow: hidden\\\">\\n\",\"<defs>\\n\",\"<symbol id=\\\"icon-database\\\" viewBox=\\\"0 0 32 32\\\">\\n\",\"<path d=\\\"M16 0c-8.837 0-16 2.239-16 5v4c0 2.761 7.163 5 16 5s16-2.239 16-5v-4c0-2.761-7.163-5-16-5z\\\"></path>\\n\",\"<path d=\\\"M16 17c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\\\"></path>\\n\",\"<path d=\\\"M16 26c-8.837 0-16-2.239-16-5v6c0 2.761 7.163 5 16 5s16-2.239 16-5v-6c0 2.761-7.163 5-16 5z\\\"></path>\\n\",\"</symbol>\\n\",\"<symbol id=\\\"icon-file-text2\\\" viewBox=\\\"0 0 32 32\\\">\\n\",\"<path d=\\\"M28.681 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{\\n\",\"  --xr-font-color0: var(\\n\",\"    --jp-content-font-color0,\\n\",\"    var(--pst-color-text-base rgba(0, 0, 0, 1))\\n\",\"  );\\n\",\"  --xr-font-color2: var(\\n\",\"    --jp-content-font-color2,\\n\",\"    var(--pst-color-text-base, rgba(0, 0, 0, 0.54))\\n\",\"  );\\n\",\"  --xr-font-color3: var(\\n\",\"    --jp-content-font-color3,\\n\",\"    var(--pst-color-text-base, rgba(0, 0, 0, 0.38))\\n\",\"  );\\n\",\"  --xr-border-color: var(\\n\",\"    --jp-border-color2,\\n\",\"    hsl(from var(--pst-color-on-background, white) h s calc(l - 10))\\n\",\"  );\\n\",\"  --xr-disabled-color: var(\\n\",\"    --jp-layout-color3,\\n\",\"    hsl(from var(--pst-color-on-background, white) h s calc(l - 40))\\n\",\"  );\\n\",\"  --xr-background-color: var(\\n\",\"    --jp-layout-color0,\\n\",\"    var(--pst-color-on-background, white)\\n\",\"  );\\n\",\"  --xr-background-color-row-even: var(\\n\",\"    --jp-layout-color1,\\n\",\"    hsl(from var(--pst-color-on-background, white) h s calc(l - 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hsl(from var(--pst-color-on-background, #111111) h s calc(l + 40))\\n\",\"  );\\n\",\"  --xr-background-color: var(\\n\",\"    --jp-layout-color0,\\n\",\"    var(--pst-color-on-background, #111111)\\n\",\"  );\\n\",\"  --xr-background-color-row-even: var(\\n\",\"    --jp-layout-color1,\\n\",\"    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 5))\\n\",\"  );\\n\",\"  --xr-background-color-row-odd: var(\\n\",\"    --jp-layout-color2,\\n\",\"    hsl(from var(--pst-color-on-background, #111111) h s calc(l + 15))\\n\",\"  );\\n\",\"}\\n\",\"\\n\",\".xr-wrap {\\n\",\"  display: block !important;\\n\",\"  min-width: 300px;\\n\",\"  max-width: 700px;\\n\",\"}\\n\",\"\\n\",\".xr-text-repr-fallback {\\n\",\"  /* fallback to plain text repr when CSS is not injected (untrusted notebook) */\\n\",\"  display: none;\\n\",\"}\\n\",\"\\n\",\".xr-header {\\n\",\"  padding-top: 6px;\\n\",\"  padding-bottom: 6px;\\n\",\"  margin-bottom: 4px;\\n\",\"  border-bottom: solid 1px var(--xr-border-color);\\n\",\"}\\n\",\"\\n\",\".xr-header > div,\\n\",\".xr-header > ul {\\n\",\"  display: inline;\\n\",\"  margin-top: 0;\\n\",\"  margin-bottom: 0;\\n\",\"}\\n\",\"\\n\",\".xr-obj-type,\\n\",\".xr-array-name {\\n\",\"  margin-left: 2px;\\n\",\"  margin-right: 10px;\\n\",\"}\\n\",\"\\n\",\".xr-obj-type {\\n\",\"  color: var(--xr-font-color2);\\n\",\"}\\n\",\"\\n\",\".xr-sections {\\n\",\"  padding-left: 0 !important;\\n\",\"  display: grid;\\n\",\"  grid-template-columns: 150px auto auto 1fr 0 20px 0 20px;\\n\",\"}\\n\",\"\\n\",\".xr-section-item {\\n\",\"  display: contents;\\n\",\"}\\n\",\"\\n\",\".xr-section-item input {\\n\",\"  display: inline-block;\\n\",\"  opacity: 0;\\n\",\"  height: 0;\\n\",\"}\\n\",\"\\n\",\".xr-section-item input + label {\\n\",\"  color: var(--xr-disabled-color);\\n\",\"  border: 2px solid transparent !important;\\n\",\"}\\n\",\"\\n\",\".xr-section-item input:enabled + label {\\n\",\"  cursor: pointer;\\n\",\"  color: var(--xr-font-color2);\\n\",\"}\\n\",\"\\n\",\".xr-section-item input:focus + label {\\n\",\"  border: 2px solid var(--xr-font-color0) !important;\\n\",\"}\\n\",\"\\n\",\".xr-section-item input:enabled + label:hover {\\n\",\"  color: var(--xr-font-color0);\\n\",\"}\\n\",\"\\n\",\".xr-section-summary {\\n\",\"  grid-column: 1;\\n\",\"  color: var(--xr-font-color2);\\n\",\"  font-weight: 500;\\n\",\"}\\n\",\"\\n\",\".xr-section-summary > span {\\n\",\"  display: inline-block;\\n\",\"  padding-left: 0.5em;\\n\",\"}\\n\",\"\\n\",\".xr-section-summary-in:disabled + label {\\n\",\"  color: var(--xr-font-color2);\\n\",\"}\\n\",\"\\n\",\".xr-section-summary-in + label:before {\\n\",\"  display: inline-block;\\n\",\"  content: \\\"►\\\";\\n\",\"  font-size: 11px;\\n\",\"  width: 15px;\\n\",\"  text-align: center;\\n\",\"}\\n\",\"\\n\",\".xr-section-summary-in:disabled + label:before {\\n\",\"  color: var(--xr-disabled-color);\\n\",\"}\\n\",\"\\n\",\".xr-section-summary-in:checked + label:before {\\n\",\"  content: \\\"▼\\\";\\n\",\"}\\n\",\"\\n\",\".xr-section-summary-in:checked + label > span {\\n\",\"  display: none;\\n\",\"}\\n\",\"\\n\",\".xr-section-summary,\\n\",\".xr-section-inline-details {\\n\",\"  padding-top: 4px;\\n\",\"  padding-bottom: 4px;\\n\",\"}\\n\",\"\\n\",\".xr-section-inline-details {\\n\",\"  grid-column: 2 / -1;\\n\",\"}\\n\",\"\\n\",\".xr-section-details {\\n\",\"  display: none;\\n\",\"  grid-column: 1 / -1;\\n\",\"  margin-bottom: 5px;\\n\",\"}\\n\",\"\\n\",\".xr-section-summary-in:checked ~ .xr-section-details {\\n\",\"  display: contents;\\n\",\"}\\n\",\"\\n\",\".xr-array-wrap {\\n\",\"  grid-column: 1 / -1;\\n\",\"  display: grid;\\n\",\"  grid-template-columns: 20px auto;\\n\",\"}\\n\",\"\\n\",\".xr-array-wrap > label {\\n\",\"  grid-column: 1;\\n\",\"  vertical-align: top;\\n\",\"}\\n\",\"\\n\",\".xr-preview {\\n\",\"  color: var(--xr-font-color3);\\n\",\"}\\n\",\"\\n\",\".xr-array-preview,\\n\",\".xr-array-data {\\n\",\"  padding: 0 5px !important;\\n\",\"  grid-column: 2;\\n\",\"}\\n\",\"\\n\",\".xr-array-data,\\n\",\".xr-array-in:checked ~ .xr-array-preview {\\n\",\"  display: none;\\n\",\"}\\n\",\"\\n\",\".xr-array-in:checked ~ .xr-array-data,\\n\",\".xr-array-preview {\\n\",\"  display: inline-block;\\n\",\"}\\n\",\"\\n\",\".xr-dim-list {\\n\",\"  display: inline-block !important;\\n\",\"  list-style: none;\\n\",\"  padding: 0 !important;\\n\",\"  margin: 0;\\n\",\"}\\n\",\"\\n\",\".xr-dim-list li {\\n\",\"  display: inline-block;\\n\",\"  padding: 0;\\n\",\"  margin: 0;\\n\",\"}\\n\",\"\\n\",\".xr-dim-list:before {\\n\",\"  content: \\\"(\\\";\\n\",\"}\\n\",\"\\n\",\".xr-dim-list:after {\\n\",\"  content: \\\")\\\";\\n\",\"}\\n\",\"\\n\",\".xr-dim-list li:not(:last-child):after {\\n\",\"  content: \\\",\\\";\\n\",\"  padding-right: 5px;\\n\",\"}\\n\",\"\\n\",\".xr-has-index {\\n\",\"  font-weight: bold;\\n\",\"}\\n\",\"\\n\",\".xr-var-list,\\n\",\".xr-var-item {\\n\",\"  display: contents;\\n\",\"}\\n\",\"\\n\",\".xr-var-item > div,\\n\",\".xr-var-item label,\\n\",\".xr-var-item > .xr-var-name span {\\n\",\"  background-color: var(--xr-background-color-row-even);\\n\",\"  border-color: var(--xr-background-color-row-odd);\\n\",\"  margin-bottom: 0;\\n\",\"  padding-top: 2px;\\n\",\"}\\n\",\"\\n\",\".xr-var-item > .xr-var-name:hover span {\\n\",\"  padding-right: 5px;\\n\",\"}\\n\",\"\\n\",\".xr-var-list > li:nth-child(odd) > div,\\n\",\".xr-var-list > li:nth-child(odd) > label,\\n\",\".xr-var-list > li:nth-child(odd) > .xr-var-name span {\\n\",\"  background-color: var(--xr-background-color-row-odd);\\n\",\"  border-color: var(--xr-background-color-row-even);\\n\",\"}\\n\",\"\\n\",\".xr-var-name {\\n\",\"  grid-column: 1;\\n\",\"}\\n\",\"\\n\",\".xr-var-dims {\\n\",\"  grid-column: 2;\\n\",\"}\\n\",\"\\n\",\".xr-var-dtype {\\n\",\"  grid-column: 3;\\n\",\"  text-align: right;\\n\",\"  color: var(--xr-font-color2);\\n\",\"}\\n\",\"\\n\",\".xr-var-preview {\\n\",\"  grid-column: 4;\\n\",\"}\\n\",\"\\n\",\".xr-index-preview {\\n\",\"  grid-column: 2 / 5;\\n\",\"  color: var(--xr-font-color2);\\n\",\"}\\n\",\"\\n\",\".xr-var-name,\\n\",\".xr-var-dims,\\n\",\".xr-var-dtype,\\n\",\".xr-preview,\\n\",\".xr-attrs dt {\\n\",\"  white-space: nowrap;\\n\",\"  overflow: hidden;\\n\",\"  text-overflow: ellipsis;\\n\",\"  padding-right: 10px;\\n\",\"}\\n\",\"\\n\",\".xr-var-name:hover,\\n\",\".xr-var-dims:hover,\\n\",\".xr-var-dtype:hover,\\n\",\".xr-attrs dt:hover {\\n\",\"  overflow: visible;\\n\",\"  width: auto;\\n\",\"  z-index: 1;\\n\",\"}\\n\",\"\\n\",\".xr-var-attrs,\\n\",\".xr-var-data,\\n\",\".xr-index-data {\\n\",\"  display: none;\\n\",\"  border-top: 2px dotted var(--xr-background-color);\\n\",\"  padding-bottom: 20px !important;\\n\",\"  padding-top: 10px !important;\\n\",\"}\\n\",\"\\n\",\".xr-var-attrs-in + label,\\n\",\".xr-var-data-in + label,\\n\",\".xr-index-data-in + label {\\n\",\"  padding: 0 1px;\\n\",\"}\\n\",\"\\n\",\".xr-var-attrs-in:checked ~ .xr-var-attrs,\\n\",\".xr-var-data-in:checked ~ .xr-var-data,\\n\",\".xr-index-data-in:checked ~ .xr-index-data {\\n\",\"  display: block;\\n\",\"}\\n\",\"\\n\",\".xr-var-data > table {\\n\",\"  float: right;\\n\",\"}\\n\",\"\\n\",\".xr-var-data > pre,\\n\",\".xr-index-data > pre,\\n\",\".xr-var-data > table > tbody > tr {\\n\",\"  background-color: transparent !important;\\n\",\"}\\n\",\"\\n\",\".xr-var-name span,\\n\",\".xr-var-data,\\n\",\".xr-index-name div,\\n\",\".xr-index-data,\\n\",\".xr-attrs {\\n\",\"  padding-left: 25px !important;\\n\",\"}\\n\",\"\\n\",\".xr-attrs,\\n\",\".xr-var-attrs,\\n\",\".xr-var-data,\\n\",\".xr-index-data {\\n\",\"  grid-column: 1 / -1;\\n\",\"}\\n\",\"\\n\",\"dl.xr-attrs {\\n\",\"  padding: 0;\\n\",\"  margin: 0;\\n\",\"  display: grid;\\n\",\"  grid-template-columns: 125px auto;\\n\",\"}\\n\",\"\\n\",\".xr-attrs dt,\\n\",\".xr-attrs dd {\\n\",\"  padding: 0;\\n\",\"  margin: 0;\\n\",\"  float: left;\\n\",\"  padding-right: 10px;\\n\",\"  width: auto;\\n\",\"}\\n\",\"\\n\",\".xr-attrs dt {\\n\",\"  font-weight: normal;\\n\",\"  grid-column: 1;\\n\",\"}\\n\",\"\\n\",\".xr-attrs dt:hover span {\\n\",\"  display: inline-block;\\n\",\"  background: var(--xr-background-color);\\n\",\"  padding-right: 10px;\\n\",\"}\\n\",\"\\n\",\".xr-attrs dd {\\n\",\"  grid-column: 2;\\n\",\"  white-space: pre-wrap;\\n\",\"  word-break: break-all;\\n\",\"}\\n\",\"\\n\",\".xr-icon-database,\\n\",\".xr-icon-file-text2,\\n\",\".xr-no-icon {\\n\",\"  display: inline-block;\\n\",\"  vertical-align: middle;\\n\",\"  width: 1em;\\n\",\"  height: 1.5em !important;\\n\",\"  stroke-width: 0;\\n\",\"  stroke: currentColor;\\n\",\"  fill: currentColor;\\n\",\"}\\n\",\"\\n\",\".xr-var-attrs-in:checked + label > .xr-icon-file-text2,\\n\",\".xr-var-data-in:checked + label > .xr-icon-database,\\n\",\".xr-index-data-in:checked + label > .xr-icon-database {\\n\",\"  color: var(--xr-font-color0);\\n\",\"  filter: drop-shadow(1px 1px 5px var(--xr-font-color2));\\n\",\"  stroke-width: 0.8px;\\n\",\"}\\n\",\"</style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;displacement&#x27; (time: 2088, receiver_id: 1)&gt; Size: 8kB\\n\",\"array([[ 0.0000000e+00],\\n\",\"       [ 0.0000000e+00],\\n\",\"       [-4.4336452e-22],\\n\",\"       ...,\\n\",\"       [-6.1103110e-03],\\n\",\"       [-6.3030026e-03],\\n\",\"       [-6.2529165e-03]], dtype=float32)\\n\",\"Coordinates:\\n\",\"  * receiver_id  (receiver_id) &lt;U3 12B &#x27;OUT&#x27;\\n\",\"    component    &lt;U1 4B &#x27;X&#x27;\\n\",\"  * time         (time) float64 17kB -0.0002044 -0.0002039 ... 0.0009994 0.001\\n\",\"Attributes:\\n\",\"    sampling_rate_in_hertz:     1732756.0120452112\\n\",\"    start_time_in_seconds:      -0.00020443962421268225\\n\",\"    reference_time_in_seconds:  0.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'displacement'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 2088</li><li><span class='xr-has-index'>receiver_id</span>: 1</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-bd5f8523-9ea1-463c-91d8-cb5e6d3bbf83' class='xr-array-in' type='checkbox' checked><label for='section-bd5f8523-9ea1-463c-91d8-cb5e6d3bbf83' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>0.0 0.0 -4.434e-22 -3.979e-09 ... -0.00611 -0.006303 -0.006253</span></div><div class='xr-array-data'><pre>array([[ 0.0000000e+00],\\n\",\"       [ 0.0000000e+00],\\n\",\"       [-4.4336452e-22],\\n\",\"       ...,\\n\",\"       [-6.1103110e-03],\\n\",\"       [-6.3030026e-03],\\n\",\"       [-6.2529165e-03]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-0227854d-40c7-4f8a-869d-b920947e45f2' class='xr-section-summary-in' type='checkbox'  checked><label for='section-0227854d-40c7-4f8a-869d-b920947e45f2' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>receiver_id</span></div><div class='xr-var-dims'>(receiver_id)</div><div class='xr-var-dtype'>&lt;U3</div><div class='xr-var-preview xr-preview'>&#x27;OUT&#x27;</div><input id='attrs-f888b9bc-28eb-4065-8d92-ab30cbe1213e' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f888b9bc-28eb-4065-8d92-ab30cbe1213e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a92c0f25-4d83-4cdf-af29-3619ebf3272b' class='xr-var-data-in' type='checkbox'><label for='data-a92c0f25-4d83-4cdf-af29-3619ebf3272b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;OUT&#x27;], dtype=&#x27;&lt;U3&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>component</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U1</div><div class='xr-var-preview xr-preview'>&#x27;X&#x27;</div><input id='attrs-1d7c6f5a-8d77-4704-91c5-59270bfe6071' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-1d7c6f5a-8d77-4704-91c5-59270bfe6071' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e6adaf45-97a9-4d1c-9cba-28e16ab5f8d0' class='xr-var-data-in' type='checkbox'><label for='data-e6adaf45-97a9-4d1c-9cba-28e16ab5f8d0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;X&#x27;, dtype=&#x27;&lt;U1&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-0.0002044 -0.0002039 ... 0.001</div><input id='attrs-638fa516-dedc-4664-a11b-775cc27deaea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-638fa516-dedc-4664-a11b-775cc27deaea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-522847b0-e3cf-436a-bbbe-7da0c3773d1d' class='xr-var-data-in' type='checkbox'><label for='data-522847b0-e3cf-436a-bbbe-7da0c3773d1d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([-0.000204, -0.000204, -0.000203, ...,  0.000999,  0.000999,  0.001   ])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-95b835da-7439-478c-8722-cd44588fef4d' class='xr-section-summary-in' type='checkbox'  ><label for='section-95b835da-7439-478c-8722-cd44588fef4d' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-3e755ef5-38c7-4fff-999b-ae0e43711387' class='xr-index-data-in' type='checkbox'/><label for='index-3e755ef5-38c7-4fff-999b-ae0e43711387' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([            -0.00020444,  -0.0002038628847033001,\\n\",\"        -0.0002032857694066002,  -0.0002027086541099003,\\n\",\"       -0.00020213153881320042, -0.00020155442351650052,\\n\",\"       -0.00020097730821980062, -0.00020040019292310072,\\n\",\"       -0.00019982307762640082, -0.00019924596232970092,\\n\",\"       ...\\n\",\"          0.000994805586542383,   0.0009953827018390831,\\n\",\"          0.000995959817135783,    0.000996536932432483,\\n\",\"         0.0009971140477291827,   0.0009976911630258827,\\n\",\"         0.0009982682783225825,   0.0009988453936192825,\\n\",\"         0.0009994225089159823,   0.0009999996242126823],\\n\",\"      dtype=&#x27;float64&#x27;, name=&#x27;time&#x27;, length=2088))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>receiver_id</div></div><div class='xr-index-preview'>PandasIndex</div><input type='checkbox' disabled/><label></label><input id='index-ae49cb53-189a-4b71-a55a-8d586ad9b117' class='xr-index-data-in' type='checkbox'/><label for='index-ae49cb53-189a-4b71-a55a-8d586ad9b117' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([&#x27;OUT&#x27;], dtype=&#x27;object&#x27;, name=&#x27;receiver_id&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-47851a72-afa1-4994-8100-409d08f679bb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-47851a72-afa1-4994-8100-409d08f679bb' class='xr-section-summary' >Attributes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>sampling_rate_in_hertz :</span></dt><dd>1732756.0120452112</dd><dt><span>start_time_in_seconds :</span></dt><dd>-0.00020443962421268225</dd><dt><span>reference_time_in_seconds :</span></dt><dd>0.0</dd></dl></div></li></ul></div></div>\"],\"text/plain\":[\"<xarray.DataArray 'displacement' (time: 2088, receiver_id: 1)> Size: 8kB\\n\",\"array([[ 0.0000000e+00],\\n\",\"       [ 0.0000000e+00],\\n\",\"       [-4.4336452e-22],\\n\",\"       ...,\\n\",\"       [-6.1103110e-03],\\n\",\"       [-6.3030026e-03],\\n\",\"       [-6.2529165e-03]], dtype=float32)\\n\",\"Coordinates:\\n\",\"  * receiver_id  (receiver_id) <U3 12B 'OUT'\\n\",\"    component    <U1 4B 'X'\\n\",\"  * time         (time) float64 17kB -0.0002044 -0.0002039 ... 0.0009994 0.001\\n\",\"Attributes:\\n\",\"    sampling_rate_in_hertz:     1732756.0120452112\\n\",\"    start_time_in_seconds:      -0.00020443962421268225\\n\",\"    reference_time_in_seconds:  0.0\"]},\"execution_count\":12,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"edc = p.waveforms.get(\\n\",\"    \\\"SYNTHETIC_DATA: simulation | normalize\\\", events=[\\\"event015\\\", \\\"event061\\\"]\\n\",\")\\n\",\"data_event015 = (\\n\",\"    edc[\\\"event015\\\"]\\n\",\"    .get_waveform_data_xarray(receiver_field=\\\"displacement\\\")\\n\",\"    .unstack()\\n\",\"    .sel(component=\\\"X\\\")\\n\",\")\\n\",\"data_event061 = (\\n\",\"    edc[\\\"event061\\\"]\\n\",\"    .get_waveform_data_xarray(receiver_field=\\\"displacement\\\")\\n\",\"    .unstack()\\n\",\"    .sel(component=\\\"X\\\")\\n\",\")\\n\",\"\\n\",\"# Print some information on the xarray data structure for the data of the first\\n\",\"# Event\\n\",\"data_event015\"]},{\"cell_type\":\"code\",\"execution_count\":13,\"id\":\"b3294e3f\",\"metadata\":{\"lines_to_next_cell\":2},\"outputs\":[{\"data\":{\"text/plain\":[\"<matplotlib.legend.Legend at 0x7a4ce119b890>\"]},\"execution_count\":13,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 640x480 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"# Now plot the X-component data for the two events\\n\",\"data_event015.plot(label=\\\"Event015\\\")\\n\",\"data_event061.plot(label=\\\"Event061\\\")\\n\",\"plt.legend()\"]},{\"cell_type\":\"markdown\",\"id\":\"c4b89bff\",\"metadata\":{},\"source\":[\"The data for the two events look quite similar, which is not surprising\\n\",\"given the homogeneous properties of the block, the geometry of the probe and\\n\",\"the measurement positions. The additional pulse (at about 0.0003 seconds)\\n\",\"that can be seen in the data of Event015 corresponds to the reflection from\\n\",\"the right sidewall at x=1.0 meters.\"]},{\"cell_type\":\"markdown\",\"id\":\"0908b50b\",\"metadata\":{},\"source\":[\"To compare the simulation results with the recorded data, it is convenient to\\n\",\"add the experimental measurements to our Salvus project as well. In this way,\\n\",\"we can easily plot the simulated and observed data in the same way and use\\n\",\"some of Salvus' data filtering and normalization functions to facilitate the\\n\",\"comparison. Adding external data is of course also a crucial step for imaging\\n\",\"with full waveform inversion.\\n\",\"\\n\",\"The easiest way to add external data to a Salvus project is by using the\\n\",\"function `salvus.data.external_data_to_hdf5()`. It takes external data as a\\n\",\"structured `xarray` object and converts it to the HDF5 format that is\\n\",\"required by Salvus. This function will only convert the data, not add it yet\\n\",\"to the project on disk.\\n\",\"\\n\",\"Let us first try that for the data of a single event (here, `\\\"Event015\\\"`). To\\n\",\"pass the data on to salvus, we need to prepare the data as a 3D `xarray`\\n\",\"structure with a specific format. The structure needs to have the three\\n\",\"following three dimensions:\\n\",\"- `\\\"receiver_id\\\"`\\n\",\"- `\\\"component\\\"`\\n\",\"- `\\\"time\\\"`\\n\",\"\\n\",\"At each measurement position, we only have a single output signal\\n\",\"corresponding to combined signals of the 12 receivers described by the\\n\",\"receiver channel `\\\"OUT\\\"` for the component `\\\"X\\\"`. We can thus set up our data\\n\",\"in the following way, where we additionally pass on the attributes `\\\"dim\\\"`\\n\",\"(The number of dimensions considered in our project) and set the name of the\\n\",\"DataArray to the `\\\"receiver_field\\\"` (in our case, `\\\"displacement\\\"`):\"]},{\"cell_type\":\"code\",\"execution_count\":14,\"id\":\"360259f0\",\"metadata\":{},\"outputs\":[],\"source\":[\"# Here we select the 15th (indexed by 14 when counting with 0) column of our\\n\",\"# observed data, corresponding to \\\"event015\\\"\\n\",\"dobs_event015 = observed_data.isel(x=14)\\n\",\"da = xr.DataArray(\\n\",\"    data=np.reshape(\\n\",\"        dobs_event015.data, (1, 1, len(dobs_event015.data))\\n\",\"    ),  # The data as a 3D numpy array\\n\",\"    dims=[\\\"receiver_id\\\", \\\"component\\\", \\\"time\\\"],  # The required dimensions\\n\",\"    coords={\\n\",\"        \\\"receiver_id\\\": [\\\"OUT\\\"],  # The receiver identifier\\n\",\"        \\\"component\\\": [\\\"X\\\"],  # The component our data corresponds to\\n\",\"        \\\"time\\\": observed_data.time,  # The time axis\\n\",\"    },\\n\",\"    attrs={\\\"dim\\\": 3},\\n\",\"    name=\\\"displacement\\\",\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"86fd86e2\",\"metadata\":{},\"source\":[\"We now want to add those data to our project. To do so, we can use the\\n\",\"function `p.waveforms.add_external()`. It will first validate that all\\n\",\"required information is available and that the data are compatible with the\\n\",\"project. Finally, it will add the data to the project.\"]},{\"cell_type\":\"code\",\"execution_count\":15,\"id\":\"dc82e409\",\"metadata\":{},\"outputs\":[],\"source\":[\"p.waveforms.add_external(\\n\",\"    data=da,\\n\",\"    data_name=\\\"external_data\\\",\\n\",\"    event=p.events.get(\\\"event015\\\"),\\n\",\")\"]},{\"cell_type\":\"markdown\",\"id\":\"18e43624\",\"metadata\":{},\"source\":[\"Now that the data is safely stored within our project, we can retrieve it\\n\",\"again and plot it.\"]},{\"cell_type\":\"code\",\"execution_count\":16,\"id\":\"747e7b6b\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"[<matplotlib.lines.Line2D at 0x7a4ce020b190>]\"]},\"execution_count\":16,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 640x480 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"# Retrieve an EventData object\\n\",\"ed = p.waveforms.get(\\n\",\"    \\\"EXTERNAL_DATA:external_data | normalize\\\", events=\\\"event015\\\"\\n\",\")[0]\\n\",\"# Retrieve the data as an xarray.DataArray and select the \\\"X\\\" component\\n\",\"da = (\\n\",\"    ed.get_waveform_data_xarray(receiver_field=\\\"displacement\\\")\\n\",\"    .unstack()\\n\",\"    .sel(component=\\\"X\\\")\\n\",\")\\n\",\"# Plot the data\\n\",\"da.plot()\"]},{\"cell_type\":\"markdown\",\"id\":\"819e1829\",\"metadata\":{},\"source\":[\"As you can see, the data seems to contain some low-frequency noise — we\\n\",\"will deal with this in a second. First, let us also add the experimental data\\n\",\"of all the remaining measurement positions on our profile to the project. For\\n\",\"this, we simply loop over the Events and add the data in the same way we did\\n\",\"before.\"]},{\"cell_type\":\"code\",\"execution_count\":17,\"id\":\"1d1c857f\",\"metadata\":{\"lines_to_next_cell\":2},\"outputs\":[],\"source\":[\"for event in p.events.list():\\n\",\"    # get the event number from the event name (the last three letters of the\\n\",\"    # string)\\n\",\"    id = int(event[-3:])\\n\",\"    # The data is defined with 1-base indexing while Salvus is using 0-base\\n\",\"    # indexing.\\n\",\"    dobs = observed_data.isel(x=id - 1)\\n\",\"    da = xr.DataArray(\\n\",\"        # The data as a 3D numpy array\\n\",\"        data=np.reshape(dobs.data, (1, 1, len(dobs.data))),\\n\",\"        # The required dimensions\\n\",\"        dims=[\\\"receiver_id\\\", \\\"component\\\", \\\"time\\\"],\\n\",\"        coords={\\n\",\"            \\\"receiver_id\\\": [\\\"OUT\\\"],  # The receiver identifier\\n\",\"            \\\"component\\\": [\\\"X\\\"],  # The component our data corresponds to\\n\",\"            \\\"time\\\": observed_data.time,  # The time axis\\n\",\"        },\\n\",\"        attrs={\\\"dim\\\": 3},\\n\",\"        name=\\\"displacement\\\",\\n\",\"    )\\n\",\"    if not p.waveforms.has_data(\\n\",\"        \\\"EXTERNAL_DATA:external_data\\\", event\\n\",\"    ):  # Only add the data if it has not already been added\\n\",\"        p.waveforms.add_external(\\n\",\"            data=da,\\n\",\"            data_name=\\\"external_data\\\",\\n\",\"            event=p.events.get(event),\\n\",\"        )\"]},{\"cell_type\":\"markdown\",\"id\":\"d30738e9\",\"metadata\":{\"lines_to_next_cell\":2},\"source\":[\"For comparison, we now want to filter both the simulated and the experimental\\n\",\"data to the same frequency range to get rid of the low-frequency noise in the\\n\",\"observed data. To do so, we first define a filtering function that we can\\n\",\"pass to Salvus that bandpass filters our data between 40kHz and 60kHz. We\\n\",\"use a filtering function that uses Obspy under the hood to filter the data.\\n\",\"The function needs to have a specific signature as described in our\\n\",\"[reference\\n\",\"documentation](https://docs.mondaic.com/references/python_api/salvus/project/configuration/processing).\"]},{\"cell_type\":\"code\",\"execution_count\":18,\"id\":\"5eb44650\",\"metadata\":{},\"outputs\":[],\"source\":[\"def filter_data(st, receiver, sources):\\n\",\"    return st.filter(\\n\",\"        \\\"bandpass\\\", freqmin=40_000, freqmax=60_000, zerophase=True\\n\",\"    )\"]},{\"cell_type\":\"markdown\",\"id\":\"28178c2d\",\"metadata\":{},\"source\":[\"We can add this processing function to our project by defining a\\n\",\"`ProcessingConfiguration`.\"]},{\"cell_type\":\"code\",\"execution_count\":19,\"id\":\"68f9ada5\",\"metadata\":{},\"outputs\":[],\"source\":[\"pc = salvus.project.configuration.processing.ProcessingConfiguration(\\n\",\"    name=\\\"bandpass\\\",\\n\",\"    data_source_name=\\\"EXTERNAL_DATA:external_data\\\",\\n\",\"    processing_function=filter_data,\\n\",\")\\n\",\"p += pc\"]},{\"cell_type\":\"markdown\",\"id\":\"83a0e801\",\"metadata\":{},\"source\":[\"We now retrieve the processed data, clearly showing the effect of the filter.\"]},{\"cell_type\":\"code\",\"execution_count\":20,\"id\":\"6c04d032\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"Text(0.5, 1.0, 'Experimental data')\"]},\"execution_count\":20,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 640x480 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"edc_obs = p.waveforms.get(\\n\",\"    \\\"PROCESSED_DATA:bandpass | normalize\\\", events=[\\\"event015\\\", \\\"event061\\\"]\\n\",\")\\n\",\"plt.figure()\\n\",\"da_obs_event015 = (\\n\",\"    edc_obs[\\\"event015\\\"]\\n\",\"    .get_waveform_data_xarray(receiver_field=\\\"displacement\\\")\\n\",\"    .unstack()\\n\",\"    .sel(component=\\\"X\\\")\\n\",\")\\n\",\"da_obs_event061 = (\\n\",\"    edc_obs[\\\"event061\\\"]\\n\",\"    .get_waveform_data_xarray(receiver_field=\\\"displacement\\\")\\n\",\"    .unstack()\\n\",\"    .sel(component=\\\"X\\\")\\n\",\")\\n\",\"\\n\",\"# Plot the data\\n\",\"da_obs_event015.plot(label=\\\"event015\\\")\\n\",\"da_obs_event061.plot(label=\\\"event061\\\")\\n\",\"plt.legend()\\n\",\"plt.title(\\\"Experimental data\\\")\"]},{\"cell_type\":\"markdown\",\"id\":\"c5a70361\",\"metadata\":{},\"source\":[\"Let us now compare the experimental data with the simulated data. For this,\\n\",\"we retrieve the simulated data in a similar fashion.\"]},{\"cell_type\":\"code\",\"execution_count\":21,\"id\":\"5c932147\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"Text(0.5, 1.0, 'Simulated data')\"]},\"execution_count\":21,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAAk0AAAHFCAYAAADv8c1wAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAAsaVJREFUeJztnQecFPX5xp+t1ytH7006iCDN3rDX2BU1tvg3RjESo1FjSWyx9xajxt5bxIYCFhARpEoT6b1cr1vm/3l/U3Zmdu844IBd7vl+Pnu7OzM7uzu35dm3PK9H0zQNhBBCCCGkQbwNryaEEEIIIRRNhBBCCCGNhJEmQgghhJBGQNFECCGEENIIKJoIIYQQQhoBRRMhhBBCSCOgaCKEEEIIaQQUTYQQQgghjYCiiRBCCCGkEVA0EUIazbRp03DqqaeiU6dOSEtLQ+vWrTFy5Ehcd911ju0OPfRQddoTTJo0CR6PR51vL7/88gtuu+02LF++vMkfl+xXHteOsjPH9K677sIHH3yww/dNCNGhaCKENIpPPvkEo0aNQllZGf71r3/hiy++wCOPPIIDDjgAb775pmPbJ598Up1SDRFNt99++y4RTXsSiiZCmgZ/E+2HELKXI0Kpa9eu+Pzzz+H3xz46zj77bLXOTt++fffAIySEkF0LI02EkEaxZcsWFBUVOQST9UHi9TaYSpLIjaSm7rvvPtx7773o0qULMjIy1DaLFy9GKBTCDTfcgHbt2iEvL0+lADdu3OjYp9xeUlxuZF8XXXRRg4/9p59+UuLOvF85P+ecc7BixQprmxdffBFnnHGGunzYYYep+5OTLDeZMGECjjjiCOTm5iIzM1NF2b766quEUbl9991XpTBFaN5///1oLDJDXURo586dkZ6ejv322w+ffvpp3HY1NTUqLSr3I8essLBQpUo//PBDx3byHCorK/HSSy9Zz8n832zatAlXXnmlErnZ2dlo1aoVDj/8cHz77beNfryENCcYaSKENAr5Qv73v/+Nq6++Guedd576Mg8EAtt19J544gkMHDhQnZeUlKgv/RNPPBHDhw9X+/rPf/6jhMy4ceNw6aWX4qOPPmqS/46Itl69einhJOJi3bp1eOqpp7D//vurlJyIweOPP16lsf72t7+pxyfPT+jevbs6f+WVV3DBBRfg5JNPVgJEHu8zzzyDo48+WkXfREwJIqJkGzleb7zxBiKRiBJBGzZsaNRjlfSgnC655BKcfvrpWLVqFS677DK1H3kOJrW1tdi6das6Vu3bt0ddXZ0SdaeddhpeeOEF9ViFqVOnKiEkQvCWW25Ry0T0CXJ74dZbb0WbNm1QUVGB999/X4kqeR57qi6NkKRFI4SQRrB582btwAMP1ORjQ06BQEAbNWqUdvfdd2vl5eWObQ855BB1Mlm2bJm6zaBBg7RIJGItf/jhh9Xyk046yXH7sWPHquWlpaXWMrl+6623xj2uzp07axdeeKF1feLEiWpbOa+PcDisVVRUaFlZWdojjzxiLX/77bcT3rayslIrLCzUTjzxRMdyeS7ynIYNG2YtGz58uNauXTuturraWlZWVqZuv62P3OLiYi09PV079dRTHcu///57dVv7MU30nEKhkHbJJZdogwcPdqyT52k/RtvaxxFHHBH3GAghmsb0HCGkUbRo0UKlbaZPn4577rlHRVMktXbjjTdiwIAB2Lx58zb3cdxxxzlSeX369FHnEuWxYy5fuXJlk/x3JILy17/+FT169FDpRTlJOkrSVgsWLNjm7adMmaKiMhdeeCHC4bB1ikajOOaYY9QxkX3JSS5LtEdSayY5OTkqorYtJCokaTeJ5NmRAnxJ17l5++23VYpQnos8J4l+Pf/88416TiZPP/20iqrJ4zX3IVGm7dkHIc0FiiZCyHYxdOhQJUDkC3vt2rW49tprVfrLXQyeCEmN2QkGgw0uFwHRFJx77rl4/PHHVcpPUmk//vijEjctW7ZEdXX1Nm9vptYkXSaiwn6SGi0JhImoKi4uVkJKUl1uEi1LVDdW37buZe+99x7OPPNMlZqT1KEILnlOF198caOP24MPPoj/+7//U+nRd999Fz/88IPahwjBxhwXQpobrGkihOwwIhqkHuahhx7CvHnzdumRlKJqqeOpT2jUR2lpKf73v/+pxynF5u6aoMYgNU/CY489hhEjRiTcRjyrpKBdCq3Xr18ftz7RskTRvPq2lWVSwG4iQkmKzMXuwe7/lOgY1YfsQ+qWpL7LTnl5eaP3QUhzgpEmQkijkOLpRJhpHOl825WIYJgzZ45j2ddff61Sbw0hgkIiQSK67EhRuxRX2zG3cUdZJAWWn5+visYl0pboJNGxrKwsDBs2TEWB7NEeESEff/zxNp+jCDJJk7366qtx6UF7p5/5vOQ+7YJJhJW7e858XokiR3Jb93GRYyxRK0JIPIw0EUIahXSJdejQQdXm9O7dW6WhZs2ahQceeEDV1FxzzTW79EiOGTNGdX/9/e9/xyGHHKIEjKTcpN2+IaRT7OCDD1Z2BxIxEvE1efJkVfsjQshO//791fmzzz6r6pBEwEg0RyJAEmWSmiaJTkmaTtrzpWV/9uzZ6tyM1vzjH/9Q6a2jjjpKdQeKMJMUngiqbUW2CgoKVDfcP//5T5VKFAsE6Z4TqwV3eu6EE05Q4kwsA8wuO7nvtm3bYsmSJY5tpeZMHNJFuMl6eW7SiSf7kNtIFE6O6aJFi3DHHXeo5yw1W4QQF6yGJ4Q0hjfffFM799xztZ49e2rZ2dmqe65Tp07amDFjtF9++aVR3XP33XefYzuz00261uy88MILavn06dOtZbW1tdr111+vdezYUcvIyFD7nzVrVqO651avXq397ne/0woKCrScnBztmGOO0ebNmxd3W7Ojr2vXrprP51P7kcdiMnnyZO34449XnXDy/Nu3b6+uux//Rx99pA0cOFALBoPqGN1zzz2q868xH7nRaFR1JMrzlNvLfj7++OO4YyrIfrt06aKlpaVpffr00Z577rmE9yPH6YADDtAyMzMdXXhyTMeNG6eeh3Tt7bffftoHH3ygjokcG0KIE4/8cQspQgghhBDihDVNhBBCCCGNgKKJEEIIIaQRUDQRQgghhDQCiiZCCCGEkEZA0UQIIYQQ0ggomgghhBBCGgHNLZsAMfmTGVxiGGd35yWEEEJI8iKuS+LYLxMN7MPE64OiqQkQwdSxY8em2BUhhBBCdjPiqC8TD7YFRVMTIBEm86DLyAZCCCGEJD9lZWUq6GF+j28LiqYmwEzJiWCiaCKEEEJSi8aW1rAQnBBCCCGkEVA0EUIIIYQ0AoomQgghhJBGwJomQgghpB4ikQhCoRCPT4oSCATg8/mabH8UTYQQQkgC/57169ejpKSExybFyc/PR5s2bZrER5GiiRBCCHFhCqZWrVohMzOTxsUpKnyrqqqwceNGdb1t27bNSzR98803uO+++zBjxgysW7cO77//Pk455ZQGbzN58mT8+c9/xvz585Xj5/XXX48rrrjCsc27776LW265BUuXLkX37t1x55134tRTT93Fz4YQQkiypuRMwdSiRYs9/XDITpCRkaHORTjJ/3NnU3UpVQheWVmJQYMG4fHHH2/U9suWLcNxxx2Hgw46CD///DP+9re/4eqrr1YiyWTq1Kk466yzMGbMGMyePVudn3nmmZg2bdoufCaEEEKSFbOGSSJMJPXJNP6PTVGb5tEkfpWCSG5yW5Gmv/71r/joo4+wYMECa5lEmUQciVgSRDCJI+inn35qbXPMMcegoKAAr7/+eqMei9w+Ly8PpaWlNLckhJAUp6amRv3o7tq1K9LT0/f0wyG78P+5vd/fKRVp2l5EGI0ePdqx7Oijj8ZPP/1kKc76tpkyZcpufayEEEIISW5SqqZpRwr5Wrdu7Vgm18PhMDZv3qyKwurbRpbXR21trTrZlSohhBBC9m726kiT4G4xNLOR9uWJtmmoNfHuu+9W4TzzJMP+CCGEEAIceuihGDt2bNyhWLlyJU488URkZWWhqKhI1RjX1dU50mgXXXQRBgwYAL/fn7D8ZtKkSer72X1auHDhbjn0e3WkSXwZ3BEjqaCXf4bZEVHfNu7ok50bb7xRdeS5pyST5kW0rgbeIOsdCCGkMR2Jxx9/PFq2bInvvvsOW7ZswYUXXqiCFI899pi1jXS7uRu2ErFo0SJHDZLsd3ewV0eaRo4ciS+//NKx7IsvvsDQoUOVS2hD24waNare/aalpal/lv1EmhezPn4S0TvbYtZn/9nTD4UQQixEhPzrX/9Ct27dlACRjvN33nkH0WgUHTp0wNNPP+04WjNnzlSRmt9++01dl4Loyy+/XLXny3fb4YcfrpqnTG677Tbsu+++ePnll9GlSxeVbTn77LNRXl6u1kukSKx+HnnkESsKtHz5cvW9+ssvv+CVV17B4MGDceSRR+KBBx7Ac889Z5W4SATqqaeewmWXXaYCGg0hj0+2MU9N6fq914imiooKzJo1S50EqYaXyxLyMyNAF1xwgaNTbsWKFSoqJB10//nPf/D8889j3Lhx1jbXXHON+mfee++9Krwn5xMmTEgYWiTEZN8ZN8LviSL/x4d4UAhpDiaJdeE9ctreBvebb74ZL7zwghIf4k947bXX4vzzz8e3336rxM2rr77q2P61115TwQMRWXJfEg2S7Mv48eOVJ+J+++2HI444Alu3brVuI56GH3zwAf73v/+pk4ike+65R60TsST7E+EjfopykkyMNF31799f+SXam66kPljuZ3sR4SV1yfLYJk6ciN1FSqXnpOvtsMMOs66bKTIJ8b344ovqn2MKKEHaC+UfLy+aJ554Qv2zHn30Ufzud7+ztpGI0htvvKFeaGJwKeaWb775JoYPH76bnx1JRbKjbAIgZG+nOhRB379/vkfu+5c7jkZm0N9oL8MHH3wQX3/9tRIugoghSYc988wz+Mtf/qLWSzChc+fOKvok33/iYSiI+Jg7d64qUZGMinD//fcrgSTRqssvv1wtk9vJd25OTo66Lv6GX331lTKGlshTMBhU3kj2aFGipiux9pFtG2q8ciNC6dlnn8WQIUOU4JKIlwgnqXU6+OCDsavxp1pxWUOqW/6Jbg455BAVfmyI008/XZ0IaSrCkSj8vpQK5BJCUhxJf0kx9VFHHeVYLsXWEpmRU+/evZUH4Q033KAiRCKQxNBZkIiPZHTcLujV1dUqumQiaTlTMJlCxhxV0hCJGqy21XjlplevXupkIuJw1apVStxRNBGS5HgRjVv23Yf/RqeZ96Lk2GcwcMThe+RxEUKajoyAT0V89tR9NxaJAAmffPIJ2rdv71hnRo7OO+88lZIT0STnkiKTTjbz9iKAJGqTaOitiVkTbCKix7zv+pCok3vSRnFxsfJMbKjxqjGMGDFC1UrtDlIq0kRIsuFBfOTzwJ+vkxXwfnYFMGLxHnlchJCmQ0RBY1Nke5K+ffsqcSRlKpJlScS5556rylEkqiQpN6l9MpH6JUmVSYe5RJN2lGAwqDrh7EhESNJ3UkZjDs6VemJ5vJJq2xlkTFpTDONtDMn/KiAkxUSTSS70bhJCCNkdSMpMGp2kjlciPwceeKDqTJMJF9nZ2ar+V2p9pZb3kksuUUbPJ598snV76WgTcSP+SNIUJWmwtWvXqtpgWTZ06NBGPQ4RXBJVkq45ud/CwkI1eUNEndQ/3XfffaqwXB6rFIzbO9AlxSjpRFkvHXlm45d07AkPP/yw2n+/fv3UdhJhEnuCbVkUNBUUTYTsBBHUHzr3puZYR0JICvOPf/xDteOLCbPYCEhaTSJIZrG3maL74x//qLrNxZbAHlETgXTTTTfh4osvxqZNm1RaTWqFtieFNm7cOCXQRCRJPZR0uovQkbThlVdeiQMOOEDdr0S9pBbJznHHHacK1U2kDksw65lFKMn+16xZo/Yh4kn2K7fbHaTswN5kggN7myG35amzzchH0W0rEq4rRRbyblu7Jx4dIWQn4MDevYsaDuwlhBBCCNm9sCeakO0kaitw1KTimxBCSLOAoomQ7SQSCTeqEJwQQsjeBUUTITshmhqCMShCCNm7oGgiZDuJhEM8ZoQQ0gyhaCJkOxFvE0IIIc0PiiZCthOtgfRcOGSPQrHeiRBC9iYomgjZTsK29Jy7EDxUVxtbRws0QgjZq6BoImQ7idoiTT445yuFQjHRpHn49iKEkL0JfqoTsp1EI7FIk09ziqYo650IIWSvhaKJkO0kEo4JJR+iznU2QUUIIc2RQw89FGPHjo1bvnLlSpx44onIyspCUVERrr76ajVLzo5MdpN5dPvssw/S0tLQsWNH3HXXXdb6devWqZl1MkzY6/UmvJ9dCQf2ErKdRCN19YomzeYW7tGc6wghpLkSiURw/PHHo2XLlvjuu++wZcsWNdRXRNJjjz1mbXfNNdfgiy++UMJpwIABKC0txebNm631tbW1ah8yVPihhx7a7c+DkSZCmrCmKRKNrfO6BBUhhOxqRIT861//Qrdu3ZCRkYFBgwbhnXfeQTQaRYcOHfD00087tp85cyY8Hg9+++03dV1EyuWXX45WrVohNzcXhx9+OGbPnm1tf9ttt2HffffFyy+/jC5duiAvLw9nn302ysvL1fqLLroIkydPxiOPPKL2K6fly5crIfTLL7/glVdeweDBg3HkkUfigQcewHPPPaeG3gsLFizAU089hQ8//BAnnXQSunbtqu5LtjWR+5R9X3DBBeq+dzcUTYTshGjye6LQotHE6yiaCNk7kE7Yuso9c9rOLtybb74ZL7zwghIf8+fPx7XXXovzzz8f3377rRI3r776qmP71157DSNHjlQiSwSXRIPWr1+P8ePHY8aMGdhvv/1wxBFHYOvWrdZtli5dig8++AD/+9//1ElE0j333KPWiaCR/V122WUqlSYnSbFNnToV/fv3R7t27az9HH300SpyJPcjfPzxx+pxyD5FMIlAuvTSSx33vadheo6Q7STiKvaWsSp+b1BdjkZiAoqRJkL2EkJVwF2xL/vdyt/WAsGsRm1aWVmJBx98EF9//bUSLoKIEEmHPfPMM/jLX/6i1q9YsQKdO3dW0ac33ngDf/vb39S2EydOxNy5c7Fx40ZVTyRImkwEkkSrLr/8crVMbvfiiy8iJydHXR8zZgy++uor3HnnnSr6EwwGkZmZiTZt2liPTYRY69atHY+3oKBAbSvrBIl2yWN7++238d///lel9ET0nX766eo5JQMUTYRsJ5otBWf6NvkDwbhCcHe9EyGE7Eok/VVTU4OjjjrKsVyKrSUlJqfevXvj9ddfxw033KAiRCKQzjzzTLWdRHwqKirQokULx+2rq6tVdMlEIkCmYBLatm2r9rMtJFXnRqJb5nIRYxJ5EsEkheDC888/jyFDhmDRokWq+HtPQ9FEyE4O7LWn5Oxu4V6PhmgkAq/Px2NMSCoTyNQjPnvqvhuJiA7hk08+Qfv27R3rzMjReeedp1JyIprkXFJk0slm3l4E0KRJk+L2nZ+fH3tIgYBjnYge877rQ6JO06ZNcywrLi5GKBSyIlBy336/3xJMQp8+fazOO4omQvaCMSr2WXTRqKswPBKmaCIk1ZFISCNTZHuSvn37KnEkAuOQQw5JuI2060vdk0SVJOUmtU8mUr8kqTIRLhJN2lGCwaBKrdmRdKGk76TGScSRIMXh8nglkiQccMAB6vNUolrdu3dXyxYvXqzOJZ2YDDDSRMhOiqaobayKRJbcoikA/RceIYTsSiRlNm7cOFUHJJGfAw88UHWmTZkyBdnZ2arFXwqsR40ahUsuuUQJlJNPPtm6vXSpibg55ZRTcO+996rIztq1a1VRuCwbOnRoox6HCC6JKknXnNxvYWEhRo8erUSd1D/dd999qrhbHqsUjEuXnnn/ItwuvvhiPPzww+o5/PGPf1TpRnv0adasWepcUombNm1S10Woyf53NeyeI2Q7safj3LPo3PVOEds6QgjZ1fzjH//A3//+d9x9990qtSXpN+lKE7FkIik6sRE47bTTlC2BPc0mAunggw9WwkWEinTcifhxF3E3hIghn8+nRIx4KknkS65L2jA9PV1FlKSOSoSYFJqbiFmlPFZJF8pjkE4+eQ5SrG7HrM+SaJmkGOXycccdh92BR5MqLLJTiJKXjgHxtzAVM9l7mTPpXQycdLF1feNls9Cqvf6BtHjmZOzz0UnWurKxvyE331lUSQhJbqSYetmyZUpoyJc82Xv/n2Xb+f3NSBMh24kWDdUbeYq6Ik2cRUcIIXsPFE2EbCeazYvJ7dtkH6Oi1rlEFCGEkNSFoomQnY401dVb76S5jDAJIYSkLhRNhGwnbmFkT8HFGV+6tiWEEJK6UDQRUg+RUB3W/TorbvaTlsCLqb51boFFCEkd2Ce1d6A1Yb8bRRMh9TD7ifPR9pVDMGv8c843YJwjeKjemiZ35IkQkvyYjtdVVVV7+qGQJsD8P7qdzJuFueWTTz6pjLHEVbRfv37KAOuggw5KuO1FF12El156KW65eEfI9GdBhg7+/ve/j9tGZu2w1bR5s1/J5+q8YMajwPH6oMpEQkizjQ/QtPpHrBBCUgPxFJKxIeY8NRk+m2huGkn+CJMIJvk/yv9T/q/NSjS9+eabGDt2rBJOYo4lU5uPPfZYNaSwU6dOcds/8sgjuOeee6zr4n46aNAgnHHGGY7txJtBhgHaoWAiJhpcH5buYm8t2oAjuPM6ISQ1kFlpQmMG0ZLkRgST+f9sVqLpwQcfVNbvl156qbouUabPP/9czc4R91M3YlglJ5MPPvhADQh0R5bkF0RTHVCyN6LVK5Lc8+bcNU2aLXVHCEkd5HtBZqS1atVKDZUlqYmk5JoiwpRyoqmurk5ZpstkZjsyz0bm6jSG559/Xs22cQ/+k/k1skyiAvvuu6+yoRdb9vqora1VJ7ujKNmbcUWaXKIJtmiSu6bJHXkihKQW8oXblF+6JLVJmULwzZs3K1Hjnn8j12Uq87aQGqhPP/3UilKZ9O7dW9U1ffTRR3j99detuThLliypd18S1TKjWHLq2LHjTjwzknK4I01aAzVNrsgTIYSQ1CVlRJOJuxhPCr0aU6AnwkjymjIg0M6IESNw/vnnq1onKSh/66231JDCxx57rN593XjjjWpOjXlatWrVTjwjkow4irtdkSb7urjr7kgTB/YSQsheQ8qIJpl6LCFSd1RJivS2NX1ZhNV//vMfjBkzBsFgsMFtZcry/vvv32CkKS0tTRWP209k7yIcjrl8byvSZO+mi6tpcl1fsGgBPnzxflRW1zTVQyWEELKbSBnRJGJnyJAh+PLLLx3L5fqoUaMavO3kyZPx66+/qiLybSECa9asWaoAkDRfamuqGl3TpEVjheKa1rC5pe+103Hy8n/guxdvbsqHSwghZDeQMoXgwp///GcVLRo6dChGjhyJZ599FitXrsQVV1xhpc3WrFmD//73v3EF4MOHD0f//v3j9nn77berFF3Pnj1VQfejjz6qRNMTTzyx254XST7qqu2iSWu4ENwmlOIcwV3X9/GsVucDNnwA4P4me7yEEEJ2PSklms466yxs2bIFd9xxhyrsFhE0fvx4qxtOlomIsiM1R++++67ybEpESUkJLr/8cpX2k6Ju6Zr75ptvMGzYsN3ynEhyEgrFuiP9WmgbkaZo/R5O9XTPed1CjBBCSNKTUqJJuPLKK9WpvmJvNyKEGrLCf+ihh9SJEDsR2xBeL1x1Su5ZdPaOOXd6rp4xKmFPyr31CCGk2ZMyNU2E7E7sXW/eBtJxcTVNbouBekRTlG89QghJOSiaCElAxCaafK5IU3x6zrY+zhG8vvScS4gRQghJeiiaCElA1Db+JE7guNJzjshTXHrOViRuux1FEyGEpB4UTYTsdKQp2oDxZTjhPj3ulB8hhJCkh6KJkATY/ZW2KZrs1901TLZ1dXV2Q8ttu9gTQghJLiiaCNlGes6vbYdoamBdqDYmmjQP33qEEJJq8JObkARojvScu6bJdd1e7O1eZ0vXhWyRJro0EUJI6kHRREgCIg0Wgm9HpMkummqrrcs+d/SKEEJI0kPRREgCNFtNU8ATcRZ4x/k2NS49Fw7V1V8nRQghJOmhaCIkAe5Bu1GbaPK4LQfs3kwNCCq7YaYfiU0vCSGEJC8UTYRsI9IkhMN1jUzP1S+o7J5NTM8RQkjqQdFESAK0iE0kuTyWGhzYG2d8mTjSxPQcIYSkHhRNhDQiPRe2DfBtKAXncc+ls4sme50Ua5oIISTloGgipBHpuWhDbt6OMSr1C6qIbZ9+RBxjVQghhCQ/FE2EJMA+/kQIO0SUU+w4R6fUn56DbR9ej4ZIPcN8CSGEJCcUTYQ0ItLkuL49lgPRxJEmtwUBIYSQ5IeiiZBERG2F39satmtLz8Wvsw3ztRlmxnXkEUIISXoomghpRKQpYi8EbygF15Bosvs5yT5DThFFCCEkuaFoIqQRNU1RuwVBA/PlNHe9Uz3dc0KI6TlCCEkpKJoISYRbNDksB+oXRm63cI8tutRQRx4hhJDkh6KJkES46o/sRdzbYzngiDS50nOsaSKEkNSCoomQRLgEjjO15hZNWr2Cyh55iq+TYqSJEEJSCYomQhpV09RQpKkBywFbFEpzdeRF2T1HCCEpBUUTIYmIE0322XP11y154jrrbNfd3XOMNBFCSEpB0URIIhqKNKH+uqWGLAfc3XO0HCCEkNSCoomQBLhTcPZIk7muTvPpCxzdc+6aJtv1hmwMCCGEJD0UTYQkwl2b5BijoqfcIjBFkz0lV78dQZzlgOs6IYSQ5IaiiZDt7J4z03OmaPI4LAcacgt37ZM1TYQQklJQNBGSgMZ4MYU9CdJzhqAKJUjdxQ0BdgkzQgghyQ1FEyGJcEWFtKjNiwnu9Fx8TVPEeGs1VNNE0UQIIakFRRMhjYg02QVOTBjVn54Lw2/esP6UHyNNhBCSUqScaHryySfRtWtXpKenY8iQIfj222/r3XbSpEnweDxxp4ULFzq2e/fdd9G3b1+kpaWp8/fff383PBOS1DQiPRdNFGky65083m2KJnfkiRBCSHKTUqLpzTffxNixY3HTTTfh559/xkEHHYRjjz0WK1eubPB2ixYtwrp166xTz549rXVTp07FWWedhTFjxmD27Nnq/Mwzz8S0adN2wzMiSUtcpMkujLR6a5oaElRxLuO2fRJCCEl+Uko0Pfjgg7jkkktw6aWXok+fPnj44YfRsWNHPPXUUw3erlWrVmjTpo118vmMLzRA7eOoo47CjTfeiN69e6vzI444Qi0nzRdHyq2e9FzUFE1IVO8UX9Pkcdc0RVgITgghqUTKiKa6ujrMmDEDo0ePdiyX61OmTGnwtoMHD0bbtm2VGJo4caJjnUSa3Ps8+uijG9xnbW0tysrKHCeyl9c0JUjBmdEkTwP1TnZBZZ9Dpy9geo4QQlKJlBFNmzdvRiQSQevWrR3L5fr69esT3kaE0rPPPqtqlt577z306tVLCadvvvnG2kZuuz37FO6++27k5eVZJ4l2kb28pskhjIxokidBsbcZaUqUuotzBGekiRBCUgnjUz91kEJuO5qmxS0zEZEkJ5ORI0di1apVuP/++3HwwQfv0D4FSeH9+c9/tq5LpInCae8ibr6co/7ImZ6zD+k1BVXCInF3Ibg78kQIISSpSZlIU1FRkapFckeANm7cGBcpaogRI0ZgyZIl1nWpcdrefUqXXW5uruNE9vKaJocXk1sY2bc1u+dMO4L6HcGdQowQQkiykzKiKRgMKouBL7/80rFcro8aNarR+5GuO0nb2aNP7n1+8cUX27VP0gwcwe3pOXekyTY6xSoSTxhporklIYSkMimVnpOUmFgCDB06VIkdqVcSu4ErrrjCSputWbMG//3vf9V16YDr0qUL+vXrpwrJX3nlFVXfJCeTa665RqXq7r33Xpx88sn48MMPMWHCBHz33Xd77HmSZPRpShBpaqB7Liao4u0ILGhuSQghKUVKiSbxU9qyZQvuuOMO5bfUv39/jB8/Hp07d1brZZnds0mE0rhx45SQysjIUOLpk08+wXHHHWdtIxGlN954AzfffDNuueUWdO/eXflBDR8+fI88R5KsjuAJuucSCKN4O4L4InHrGmuaCCEkpUgp0SRceeWV6pSIF1980XH9+uuvV6dtcfrpp6sTISbeOHsAe3pOFz9agu45K9KE+gWVBbvnCCEkpUiZmiZCdi/OqFCiobyx7rkGIk32eid34TcjTYQQklJQNBGyvY7gVqQpgTBy1zQ50nP1DwEmhBCS/FA0EZLojWFEjMJa/OBdUwhpCYu9G18I7hZN4apSbPltJv8fhBCSpFA0kWZPJJLIL8k5DsXu0+Q1hJHmTdQ9F3XVO8XbEdR3fenjp6DFfw/D8hlfNPv/CSGEJCMUTaRZ8+3T12DjP3rgt4U/J4w0hYxeCcd8uQYiTe70nCO6FDfPzhlp6lWlR5m2fv1YEzwzQgghTQ1FE2nWHLT+RbTFFpR94OyyNMVP2BMfaTIjS2Y0KVEhuBmFcqxD/T5N9lRdxJtyTa2EENIsoGgiBIBPCycsBA+brhwJLQe88Y7gbkHVkOWATShVV5bZ7txM+xFCCEkmKJpIs6W2ttq6HDOj1PG6aprstUlm6k6zIkKJaprqtyOwsAmx6qry2P6joZ14VoQQQnYVFE2k2VJTUVavmaUpcCJmQbfDEdwQSYZo8iQqEk8wlw7ujjzbPusqY6LJH67c6edGCCGk6aFoIs0We0rM7cvkcUWa7OsbjCbBHYWKr4UKW9Gr2D5rbJEmf7R2Z58aIYSQXQBFE2m2OIVKnWOd1xVpsheCx0ea7O7h7khTfHrOqpOy1TTVVVfU+1gIIYQkBxRNpNlSZxdNWl3iSJPltxRpwKcpXlCZkSZLYNmiVSFzn7bbRUKx6JJPY00TIYQkIxRNpNkSrq2qVzRZheAJh/JG6400mREqNODhZBWX220GwrX1PhZCCCHJAUUTabZEwzFx4ndFd0whFE0omlzpuYYiTQkcwc30nF1QRUOxxxKgaCKEkKSEook0WyLhmFAKxkWa9ChQJEHEyNtApMkUUJ4GzC3NfdpTfnYBF2B6jhBCkhKKJtJs0exCBc5IkymMGo40+RoRaYovBE9UJxW1pefcj4UQQkhyQNFEmi3RSEw0BbeRnrPPnvMawsiToNg7ViRef+ouYs2ziyYUcO7HQgghJDmgaCLNlmhjIk3egLEkPgWXyNwybp2je84ZabJ7PzUU9SKEEJIcUDSRZotmr2nyRBCJxESMzzKwjE/PmZGmhMLInbprMD0XTRz1cj0WQgghyQFFE2m2aDahItTVVNfr7O1wBDfEjsdXfwoORoTKKajqr5NCuP7HQgghJDmgaCLNFi3iTIPV2Qb4xtJz9UeazJoms45JLbPW1V8kbtVJ2Ue3uAVcbc1OPjtCCCFNDUUTaba4RVPIIZrMcSiJ6pbqF0ZuOwK7oDKHAptCzL7POAFXFzPeJIQQkhxQNJHmS1x0xyaaDEGj+YxC8IZ8mhLUNHkaGLES8QTiI02u9FyIkSZCCEk6KJpIs6XhSJM5DqWB9JxR02TvrDNvZ66z9mOLLCXycELU+VjCdaxpIoSQZIOiiTRfXKIpGglbl02xY0aaEqbnTGGUMHVX/zrNchm3FZe7ol6REG0HCCEk2aBoIs0Xt2iypcgs0ZTApNJc5/XVb26JROusfSYQYq5IU8SVriOEELLnoWgizZc4oRKO82mCNxgXFfJ5zGhSoF5BlWidZTlgrau/e84+F48QQkhyQNFEmi2euPRcXZwwMiNGMMej2EafeBJEkxpaZ45mMaNXjjopl4Bz11sRQgjZ81A0kWaLOyUWNaI7UZsbtxUxMgRO1CaazPScw1bAXQjuWBdxpOcc9U5xUS+KJkIISTYomkizJU40GdGdqG04b6w2yRRNNkGVwBE8fphvgkLwhDVNsdSguh/WNBFCSNJB0USaLXFCxeiei9i66ODqnnOKpkSjUrTtKBK3j2aJJIx6EUIISR4omkizxR1pMmfROdJzPrMQ3Oh8S5SeS1gInsCnySouT5Cec4sm1jQRQkjSkXKi6cknn0TXrl2Rnp6OIUOG4Ntvv6132/feew9HHXUUWrZsidzcXIwcORKff/65Y5sXX3wRHo8n7lRTw9lfezveerrnnOk5wxE8QXrOa41R0eI76xJEoWJO4vHpOXPEigkLwQkhJPlIKdH05ptvYuzYsbjpppvw888/46CDDsKxxx6LlStXJtz+m2++UaJp/PjxmDFjBg477DCceOKJ6rZ2RFCtW7fOcRJRRppXes70bYo4Ik3++iNNfiNiZNYq2db5/IkiTWZ6zrwd03OEEJJKmHMgUoIHH3wQl1xyCS699FJ1/eGHH1aRo6eeegp333133Pay3s5dd92FDz/8EB9//DEGDx5sLZfIUps2bXbDMyDJhFerxxE8QXrOm7B7zunFJOt8jUjdWTPrGGkihJC9P9IkEZywzQjQRJbJul1BXV2dihaNHj3asVyuT5kypVH7kC+18vJyFBYWOpZXVFSgc+fO6NChA0444YS4SJSb2tpalJWVOU4k9fC6Ik1mSiySoNjbSs/ZLARi0SStUUXilmhKVEDO9BwhhOydoknSXFu3bo1bXlpaqtbtCjZv3qzSJq1bt3Ysl+vr169v1D4eeOABVFZW4swzz7SW9e7dW9U1ffTRR3j99ddVWu6AAw7AkiVL6t2PRLXy8vKsU8eOHXfimZFkiTRpCbrnvD6fs2jbXtPkTt3ZPZnM1J3Dp8lZ72SvY2JNEyGE7KWiSb4cJKXlZsuWLcjKysKuxH2/9T0WNyKIbrvtNlUX1apVK2v5iBEjcP7552PQoEGqRuqtt97CPvvsg8cee6zefd14441KIJqnVatW7eSzInsCX33RHUMYhTUvPK5ib0d6zlt/pMlM3TlqmkzhZXbkJVgX0owEn932gBBCSOrVNJ122mnqXETKRRddhLS0NGudRIHmzJmDUaNGNf2jBFBUVASfzxcXVdq4cWNc9MmNCCWphXr77bdx5JFHNrit1+vF/vvv32CkSZ63/bmT1MSr6cKkWgsiw1Mn5kiO9FwU0klpiJgEPk1uLyZHIbgRoXKm5zRXAbm93knfby2CCKCa3XOEEJLqkSYzHSXRnZycHEeKSgqpL7/8crzyyiu75IEGg0FlMfDll186lsv1hoSaRJhE4L322ms4/vjjt3k/8txmzZqFtm3bNsnjJsmLz0jP1XjSHJEmsyA8Km8Pr9chcDRDPEU0DzxejysKFV/TZAol+z5i6bn4SFOdR1+nuewQCNkdfLdkMx6ZsAShSOy1SQjZwUjTCy+8oM67dOmCcePG7fJUnJs///nPGDNmDIYOHao8l5599lllN3DFFVdYabM1a9bgv//9ryWYLrjgAjzyyCMqDWdGqTIyMpTQE26//Xa1rmfPnqqg+9FHH1Wi6Yknntitz43sfnxGpKkOerpMMyJNWlQXOhHY0nMuy4GobV0sPWePNCXqnjNqmvzBOMsBM1VoPhbT/oCQ3UU0quHzF/+BUd75eCf9MZxzYB8efEKawnLg1ltvxZ7grLPOUnVTd9xxh/JS6t+/v/Jgks43QZbZPZueeeYZ1dH3xz/+UZ1MLrzwQlX8LZSUlKgImQgqEVJiRSAdgMOGDdsDz5DsTvymaJJIk+gZV6RJE2HkcUaazGiSBo/N3DKBHYE/0YgVfb3XFE32SJMhoEKeoPFYnDVNkbVzoPnS4G/dq4mPAmlORKIapizdjIHt85GXaXaG6mwpKcU/Avrn4scL3wEOvGUPPUpC9jLRtGHDBhVp+uqrr1RNkb1ryG0O2NRceeWV6pQIUwiZTJo0aZv7e+ihh9SJNONIkzddwkpWTZMZcYp6vDFhFBdp8sBrCSrj9W9Lz7ntCNQyUzQlKBI3I02WaLLZIdSUbQaePQLpqEPN2EVIz6enGNkx3hw/AYEfHsX07mfhz78/37GubN0StDQup5UnNgwmpLmzQ6JJaoQkonPLLbeo2p/GdK8Rkmz4oQuTkEs0mRGjiK2myd0956x3SpCeM4u9PZoSWh6v1xqxknCYrxFpCnuDuiWUraZp9cLp6AF9Lt6yOVPQ52C9IYOQ7aXL9Nsxyj8XC5ctA+AUTdWbY13AObWNs3EhpLmxQ6Lpu+++UzPf9t1336Z/RITsJvyWUDE6Ic0CcFsKzuyeswrBDWGkp+e8DmFkFomrZUaESm0rkVgRTsb1WE1TvFt4yHwsNtFUtmGFdblqk3zZEbJjDPYsVue9vatQF44i6I/1AlVLRNMgLUzDXkKazKdJzBzdKTlCUg2fGWnyZahzjyFUNMtywAuPZR1giqaYHYFbGFlRKM1jFYKr69GIMwoV0EWTL0EheMQQTR5bTVOkIvZlFqmMN5UlpLEEjYilsLG0wrGuriL22sqIONcRQnZCNMlMtxtuuAHLly/fkZsTkhQEjJqmqM8YzmwKokhMNFl1S5brtxGF8sS659S2cltbvRMc66KI2mqUEtU0WYXmkp5TdxDbPloV+zLTahgBIDtGqKYSPltKuLJ4k2O9Vl1qXc6KlvMwE9JU6TnpYquqqkL37t2RmZmJQMDZhZFoxAohyZqeixiiKXGkyevqkDPql2zpOX15FFFTWMWt0/cXcNU7eexz7Iz9xx6LrXuuNvYF5q2NfbERsj2UFm9Cke16TekGAN1j74dQ7LWVjUqEI1H4jdc/IWQnRJNEmghJZaQGKeAxokb+DEd0x6xNku45j9dVtG3VO3njhJHTjiC2zu4ULnj9aQ6hpJYZAi7qS4sTTZ5wtXXZF2IEgOwY5cVbHKIpVCaiKUagLiaaclGF8uoQCrI5+YCQnRZN4nNESCoTClk2ktD8ZnQn4vJpkkJwZ3rOjCa5I02qELyeeiclpuxRpQSF4D7Zr8cummKF4L5wlXU5QNFEdpDKsi2O6+EK5/Wg7bXl90RRUV6GgmzThIAQon9u7yBLly7FzTffjHPOOUd5NQmfffYZ5s+fzyNLkp5wqNa6rAUy1bnHHOBriR+fzfU7UfecUxiZTuK6W7grdWeLNvmNdLYz0hR1CjhbTZPPFmkKhlmgS3bwNV9Z7LgeqnLWx/kjMXEu1LHpgJCmEU2TJ0/GgAEDMG3aNLz33nuoqNA/yGVg755yCydkewjVxbqIEDC755w+TXp6zjl411Hv5BJGVpF4nKCKJuyes/s0mfVV4vptfyxqXSQmmtLZ1UR2kKit0FtddzUV+CM1jut11RTohDSJaJLOuX/+859qWK4M0jU57LDDMHXq1B3ZJSF7LNJk+iaZkSaz083hxeQa2Gv3cHILI3fqTiJXptgS/Mb9JYo0eYxIk9cmmgLRmGhK05xfbIQ0Fnt3nHpZ1lY6rvuisfeEEKJoIqRpRNPcuXNx6qmnxi1v2bKlmg1HSKqIpjrNB49hAQArPWcKI58VMTJdv2PpOSkEtznhq7olY51t/Iq+u6hVJ2WPNIkpZlSmyWuaqiFRBAzRZEvPBaMxoZSmOb/YCGksHlfnpTfkjCT53aKp1rm+ui6Cf/7vF3y1wFlATkhzYodEU35+vhqO6+bnn39G+/btm+JxEdJkzP3hK3z34DlYuuBna1kkpBdah6UXwuyQM7vfzBScFIFboini6qxLZG4ZsyOwjxZSnXVWIbkHPuP+1OOIhh2CCv5EoskeaaJoIjuGVueKLNkaDISASzSFa5zbf/H5x7h4+vFY8up1CInYJ6QZskOi6dxzz8Vf//pXrF+/Xn05yC/p77//Xg3xveCCC5r+URKyE2R8cR0OLBuPyvevtZZFQnr0JuzxW7YCXis9Z6tNshzBtQQjVpzCKGZH4FH1TiKQ1HVNOutiqTvTZdy8XThsM74MZsSJpnSbUMr01MZZGJDkZfxHb+LdZ/+B6lqbMN6FlJaVYcJzN+Knn+LLJDwhXSSFNP315w85RVFQ0+v8qrS0hKKp/dLX0c6zFVf4P8bS9fTiI82THRJNd955Jzp16qSiSlIE3rdvXxx88MEYNWqU6qgjJJnoEdXntQ2si0WawmEz0iTpOSPSZAoVUzx5JD1nWg6YPk2x9JxdGLnNLdUy41xEjlknpVzG7QXk4QiikZi9gNdKz8VqoNJddUyhOtY1pQKbN2/GoTP+hN+tvR8/ff7ybrnPuW/ehiPXPInCjy5COBx7DdlF01ZPXsJuuaAhzss8Oepcq3OuT6uKDfHdvPq3XfQMCNkLRZM4gL/66qtYvHgx3nrrLbzyyitYuHAhXn75Zfhsv6IJ2dOUFMfmtlVq6bZIU52VnnNHmjQj9ZBwYG89wkjEVCya5HWs0+0IYpEmn9+Zngs76p0SpOcQE1VCTRW7mlKBVQumqsig4F21expk2m+crM67eddj1YpfHeu8Rjqu1FugzoNu0WTMpavw5arzqCud17pupXW5ZhNFE2me7JC5pYmMUZETIcnK1nXLkG9cDiCkxItEiCJGIbhKzxlC3xJN1nw58WnyuCwHYnYEDmGkUnCx9Jx+LtvogkkVfBuCym+vaYpErFoq9RjSMhwDfKPhsOVcblKruppaNelxIk1PzYal1uX0yjVx6yf97xVE5n+Enuf8C506dWmS+8wLxebJFa/9FV2794rz+6oMFAK1Sx21ciL60wxxXu3Pk5etI9Ikr+ECrVQZsKrrW/XoLSHNjR0STVL0+s4772DixInK2NLuQSOIdxMhyUB1aSzSFPREUFZegty8QislFoEfXrMQ3BRLDi+m+rrnnMJIRZPqiULZPZxkn/ZIk9RBRRyRJlM06cvq6qphxsciUkTu0VDLSFNKEC2LNctk1TmH48pQ6H2nX498TyW+fduLTte9sdP3JxHIQsQ65Ko2rXCs9xk+THXBfKDW1S0XjqV8a4MFaj2MdJ5QXVGCTLt4L2cHHWme7FB67pprrsGYMWOwbNkyZGdnIy8vz3EiJFmorXAWrJZt1r/IzEhTxOMXpeKMNJkRI1uHnDmwN2Zg6Yw0yW3c6TlLWKlIk33ESuxtFwmHVTTJEkV+52Ops9UvlXmy1XnI5a9DkhNvZUxY5IedVizrVy5RgkloXbWkSe6vdL0z+hPeGkun2U1Sw+mFjhomIVoXizqF04zYbCi2rHyrUyR5algITponOxRpkhomiSYdd9xxTf+ICGlCwuXOD/eKreuB7v0QNQrBRTSZheCmrYBV7G0rBDeNKM1RKbFIkymMNBWBtS+zxJMa5mvuUzrrfI6aJs2INEXEF8oyvtSXhWpjX1xVnkwUaOUIVcdE08bSSnw3fSaOOmA4cjJiRrNk91FTF5I8KtLTjcHPBmnV+ngpoYVWjJCkWo0o49Y1i9HOWJcfaRpvu+otTpEUsBVuq+tGOk7LaOHolhNqayqRYXTWedL0miavLdJUVbLR+dxCTs8nQpoLOxRpkmhSt27dmv7RENLERKqc87bqjHlbWrjOEk1mei4u0mRLz0laTF8Yi0I5hJEWc/0Wc0u1zthGRadsKT8hrBm3i0QRsVKFXniNSJPfSM+Fa/VIU60WQK0nPS7SNOOF63Dadyfguxf+1lSHjGwH69esRMldvbDh3qGoLC9xrMusi4khqUsrtzUl1GyN1Ti1QjFKy3e+uL+mLLZ/we8yszRNUr3ZLeIiTXWGvUANgvClZ6nLHtv4nppSp2jKoGgizZQdEk233XYbbr/9dlRX2woJCUlGqp2iKVyjT3KPRmKiyVNves7p7C1ptljdklMYRR3rjO2tmiYxvnSKJutc0npG6k4iTT7zsRiRrZAhmurgR8iri6aIIZoksjW6WK+FOXbjc010wMj28OvkV9AGW9BZW43F33/gWJfhmhNYWR57LUZKnVGgzWtiReM7SqjcKZrSQk4RZ47gCWQX6ddRZ0VHa6v1qFItgvAHddHks9U51bnS3JlR59w6QpoLO5SeO+OMM/D666+jVatW6NKli7IgsDNz5symenyE7BSeWucXR6RG/yIz03NRiTS50nOW+FGiyT2U110IHqtpsns4qe3N3yQNFYlHwogYUS/pyLMiTWZ6zqhpCnkClmgK1+hfcCVl5SgwI2BqNEwIftd7kexawptjrfe1q2c71mVqztqz6jJbGq7COVGhqliuD9q5x2IIm03IR0uUICPsjDSZfl8ZeS3166hDbSiC9KAfISPSVOsJwpOWFTco2vyxscVTiBbaVuREy5Tgshu8EtIc2CHRdNFFF2HGjBk4//zz0bp1a75xSNLiTlGYUZqomZ7zBhDwGyk4a/acrdjbMUPOOV/OWbcUb25pCSTNXgjuvp2k9cyaJumsM0WTEX0yRRMCCBuiKWq0ghdvXAXdcUdn8/oVaNOxx84fNNJofBWxiJG/fLVjXZZWpVr0a7QA0j0h1NoiTf5qZ1SoprRxdU1iA7DkhSsQyihCv/PvB+yDoat10bQx0B4tQyXIipbbbqghTbXEARn5rayUc3ltDdKD2VbtXC3S4E3L1B+j0W0nRI0fG8WB1mhRtxX5qEBNKIqMIH35SPNih0TTJ598gs8//xwHHnhg0z8iQpqQgKv2QjOHkBp1RFqiSJMjPWePNEXqLwS3j0oxBJUZcXKm9fTtI8Y2YjcgXk1Wes4sBDcEXDgUizRFfEZ6zuh0qti81vHcStYuTXnRVFJVh/dmrsEJA9uiVW7MjDRZsVsJZFXH/h+1tTWWseVGX2t0iq5GXWVMNAVCNkEj/98KpyXBkq9eRM2K6eh9zt0IZOiF2cLCL/6NPus+VJcXTzsM+4w80VrnqdGjquWZXYDS+cjTymPRoIgkePXXYEZezOOrRpoKcrIRNn5MhDyx9JzDx8kwuqxIbwvULUCOpxrrKyqRURh7bIQ0B3aopqljx47IzeWbhewZamurMfubj1Bj1GE0REZYr73YiELHh79m1DRFvQF4jToinyFsYtGkWPec2jZiN7BMEDGy7AjcY1RiReLxkSaJQhmpwgSRprARaQp7Aogaw3xhRJqqS5wpnspNzu6pZOWn5Vtx96cLUFrldDoXbnh3Lu743y+45KWfEt7WrMFJBmrDEbSIxmp9CkOxqFNFaWx5abC1Og/bRFMwrIv3CtWzBkQrY5Gmis2r0O2bsRiw8hXMfPtfjvsM//atdXnrwu8c6wK1+v5D+bpRpgib6lojomprHkjPbWG9Nmur9OVhQ4iHvGnwmZEm+3Bo431Tld7aum1FiVPoEdIc2CHR9MADD+D666/H8uXLm/4REbIN5jwxBoO+HoO5T217OLRZjFvs139de+ria5qsMSqm5YCZpvN4HGOBZH6cZSvgquWQYm93TZM9CmUN+o1L68nsOVukyahJ8hmPJWo5lwcR8WU4ptWHSpzFxJGKWIfTlopa/PWdOfhotjMatacRoXT+89PwzOTf8NCExY51deEoPpuvP6e5a0qxocw5Y2/xhnKMuPsrXPTCjwgbDut7ks3ltWjjiQmh/GipSoMJVUYqTobfKjNJ+V9Wx+rrMiJ6pGmjr60691TFRNPyn7+2ujUz1jjHr2SXxUajBDbPd6wLGlFVX2Fna5nZ0VdTpd9fneZDRnoG6hCIRZqUqDKG+XrT4De659Js5pceY7hvJJiDCujrK0ucKcamJpkEMiE7JZqklkncwGWESk5ODgoLCx0nQnYVEl3av+xLdVnOtxVtytb0L4vKdP3XvscYJYGoIZq8Acuh2+xYs2qa1BgVu2iKxiwHEkaa3MXesWiSKaisAnDz9pFwLNLk8cJvpOf8HrEiiNrGvQSg+Q0fILOrqcr5pWWPVrzxyZc4b84FWPH2jUpAJQtTf9usamGErxc629iXbHSmrGaucHY+itDaUFaLSYs24btfd+0XdmPYumUj0jyxaJlcrjEsLarL9EhThScLkaAelddqYh1nmVFdhJRmdFDnvprYc61Zt8C63KrWZlgZjaBdeJV1tbB6RcKoaiCvreq2FKpM0VRpPC6kIT3gVbVLQtiIWpop34g3DQFDNAWNGij1+MJGpCqYhSqvbrJaU75z/lKLp3+J3+4ZiUWfPR23bv3SWVhxez9MuuskVBnRMgfqvUhRRVKkpunhhx9u+kdCSCNYNuc79LFdXz5vCnrvf2TCbSWCk6tVqGLcuqx2kguBz/jFbPo0afb0nLt7TswmXaLJqmkyPZjMYVxiNGBFobyxbdRi5xiVhiwHvIGYQWU4XIuoIZCkYF0zhvmaws9T62z79hmFwEKfX5/DQO8ydfr2lz/hoGFDd9vrqyYUwdWv/4yacBSPnT0YeZmxjr6flsfEwcqtVdhUXouWOfoX+IJ1TtH060Zny/60ZbEv6R9+24pDe+2++XsVpVsQDKYhmKELBqF8ky5gyjw5SIvWKNFUtnUD0rPyUFthRJq8WdDS9CkJHltTQpZ01nmAUG5n9boM1MWiUP6tMfsBsTMo3roZBYVFqC1dZ82HEwojWxwdbNkR/fWQkVeESmQiiDLUVOr3WafmFYpoSkeex4M6TxogRqlGJ6Y5Z06aDYIZumhKt6XnfMawX09aNqr9OUDdeoQqbKIpGsXKzx+CltMRnQ88c5vHUx532vixyqqh9oebETrkXEft1oZP7sIgrEGXujX4ZuKHOPiYM2I3XjMT0ZdOQqjDCKSd/6ajWQOrfwLevgjocyJwzN3bfByE7BbRdOGFF+7IzQjZacrXLnRcL102C7CJptVL5qBlx+5IS89CeXkJ8syW/Lz2wAaZ9G5GmvSONc3rt9r83d1zkp6ziya13NwGCYq9E86lM4VRA113hiO4rAsYj8W0ENDMcS/eIBDQa03M5+CtM9rAkYcWKIXfGG0hqauedfOt4arli78BbKKpqi6M6roIWmTrYqWpeeunVfjiF33sxgtTlmHskftY65ZtrowTRqZoWrXVGTUUUWWytbIOq4tjhck/r3RGoUKRKP7y9myU14Rxz+8GWvtsCmZPm4R9xp+BEm8Osv70HbIKdS/v2i16t1yZv0g1HLTGVjVupFXHfRCqNCI8vmwgXRdNPkPkRkJ1VpG4t0V3YK2YRdpSd1XO4b6bVi9Vomnr2uWQZF6ZloFcTzXyPJXYWlKCwoICJVpyoL8esvJbolq5x5eh1ngc+pBnsRTQj0udJ6gEfdhIy5ljVKK+NASNmiaxJJC0s9frgd8QTb60bNTKQN86Z43W2q+eQKdpdyCqeTAnpxsGDmpYpP+6cA56avrxEyH4y/cfou+RY/SVmoYOxdOtbesWfg7YRFPV53cgs64cab99id+mf4puw0+I7fiLm4HSVcAPTwL7ngu0GeC84w3zgayWQDYHXpPdmJ4Tli5diptvvhnnnHOOGtorfPbZZ5g/35lnJ2RHWLNsEaY8fglmTnAOMo3YfHGEaHEsfTHtzXvQ4dWDsOjhkx01F9Ly7cvU60p8Rp2GxygEh6TnfM7ia3t6rl6fJtPU0nL9rt/DSb7Qoq4icaegio1R8dsjTaGQVdMUFf8cc5ivIZr8If2LcFOgvTpPD+lfYqvWb0BHT6xIN3PjLMfYlZfvvQov3HsNZizbNYW8n86N1Vp9tcCZglu2RRdNQb/+/H/dFIsmrS3Rn1fPVtlxosl+WVi6ySm+Xpu2Eh/MWouvFm7EY183zSw3k+qJ9yHDU4dW2hYsmfAfa3m4VK8Xq0priQqvLoxqSvVjGq7SxUqdLxveDH1dIFQWZ3KZ2VqfrJAViUWhssNOI8nyjXrtaNlGvdB/la8TKo0xzpvX6uvC1aXwGbaqOQWtUOvThU/IiDSFDcsAy1Xeq4uniDmmx5gzJx2awcxsh4+TEIzox9+bnoOQmW601WiFZr2pr/doWPfdK9s8phsXTnFcr1r2o3U5WrxCeUGZtCyzfaeE6xBY9b11deU0m6FodQm0lT/EjtssvcvQYsaLwFOjgMeHArZhyk2OpNs/GQe8fg5gqzO0+HUC8PE1uoBzI9HqrcvU8yR7kWiaPHkyBgwYgGnTpqkZdBUV+htyzpw5uPXWW5v6MZJmyJY3r8Soze+g/7dXYuOaWMNBsEyv41gPw9W4LNYx1nqR/mE9sGY6tm5YjUqju0fSJ15DcJiT3U2hovlENBk+TdZQ3lhUyOOyHKiv2FuJn/o8nGS52/jSTOGpmiYz0uQUTVLPpIXNSFMAnqARaTL8cwJGB1Z5pl4XkxnWv8SKV8xzHMu8qtjxWzD+Sfwh8jrG+V7H3E+ews6wsbwGy12RI4lyzVoV+zL9ZV2ZSteZ61Zu0b98j+it/9JfYbv92lL9i3tEtxb1iqY+bfUv7M0VtSitjqWqPpkb+xL84Oc1iBhp1J2luLwK/atjnXxpKyZZlz3lumiqy2yDKom+iCgp019zkWpdrIQCOZZgTwvrkaCKEj2tVamlI6eFXgieLWlkg/yoLqpWePX/a60xU656i54OrAi2wlav/vqv3KyvKy/eaBWe5+fkxERTtS7UwoZ5ZZ1pkGqKJiMtpxlpYM2fjnQjBSkCqNpI35n2A4H0bESMdKOIFEU0gtaVsaL+gk3T9cYI9WA3Al/cAiz+wnFcQ+vmO8YJZW6JvWa3rHSKiU6RlaioMf7XG+YiYJuZl7P1l1jB+Orp8Fh+/MCqed87xci3D+iXa0oR/uFZ7BQlq4B3LwO+fyS+turHZ4HpzwGLxgOf3ehcJ2Lt9XN1AffGefHi6Ks7gEf3BZ452DEw2WLdbHmDxy2WYzBzZXHc+5EkiWi64YYb8M9//hNffvklgsHYh/xhhx2GqVOd3R5NzZNPPomuXbsiPT0dQ4YMwbffxlpw6xN4sp1sL/Pynn46vujw3XffRd++fZGWlqbO33///V34DJonobpaLJn1LSrKnGmVRGzduBZ9q3VX+aAngqVfv2Cty6nWQ/qr8oer89waPZVRVVGKLtFYkeyKWV9bs7gqvSKa9C8Lf1T/kPJEYzVNZpu/L657zvBS0kzrAHukyZmeU6LInZ7z2G9Xv7mlGYWKQi88lxSHul8RU4Zo0nxBeA3R5DNmiKUZnYHhPKPF3IhW1Gx2fqi2Ca22vlgKl/3PWj5g0/9Ux5p+ZyFUvHkZyu/th5I5n23zfzR7VQkOvHciDr1/EsbbBMvC9eWoDkWQm+5HXkZAiRezNmlNSTXCUU1FmYZ3LYwTRmtL9Oc1srsumtaX1ViCy0zd9WmTg1ZG6u03I0olz8GeriurCavuu6Zg0azvkO2JdfG1ropFsfxVulCJ5rRBbVC3GQ1XbHYUfUu3WSBTFxnBqP4caox6pwpPJrLzdXduqb0LhyMIV5cjC/r9bczWq/eipfprPGKc12a2RmlQF511Ww0hVWz+QMiG3+dFSNKCqmPPFE36sQp5MxyiKWp8MXuMcxFNPuN1Zk/rpRmiyZ+RAy3diNoabvvhTb8i3VY03lf7FYvW6esqXr8YmPIoIhJ1KYn9wMks0UXW3AI9tV5UG3vNlqzSC+Gn+warxokCTwWWLtcjypWrdUFVrOnPr7u2HKuN14a24Rd1vlbTX1styhcoWwj9wKxx3P/aH9/dcWEt76V3fg/MfQv48u/A7Ned62e+HLu84KOYuBRmvSrhPf2yRMmXfh1bV75BF2HCpgXO/UhQ4u1/KjEVfnQotBXO79m7P12I056cgqMf/gbzXK99ee//uGwrfnU1WpDdKJrmzp2LU089NW55y5YtsWVL00zsTsSbb76JsWPH4qabbsLPP/+Mgw46CMceeyxWrkzsT7Ns2TIcd9xxajvZ/m9/+xuuvvpqJZJMROSdddZZGDNmDGbPnq3OzzzzTBVFI9tHJBzGsvnTUFPlLOCVtual9x2Knh+cgMoHhzgiRwrXL7Ul37ypusdMMtbGQu4tw/oXtLfnYeq8dXitEiVrlzqjKzVr56PWmMVV5c+FP2hEmoziVo/RsQZfAB7D3FLuU9UlWQXdvriibcvDKZG5pWsuXcJ6J2uYr63rLhx2LAtDv9+wijSZflJByz8nYESa0iP6r0p/Cz3FkyudgtEoIsX6F+mizP3UeVvPFhSXlqmoVa+62HEahCWYv1z/Iq6Y9hKyF7ylRKn2/uWoNvx7FHPeAh7ZF3jvckvEPTHxVyVWpOPwgU/nW6Js9mr9C2JQx3z0aZtjCSl7PVOXFpnoXJTlEE1yexFVQv92ecgI+NS/YX2p/lxXF+vbdSzMRPeW2Y4U3W+bKxCKaMhO8+OovnqX5Pe27jqJcP39w3kYducEVfdUXVMLbFlqiVz1eglF8PHEbzHj7XtQtzFWiF25eLI6/yV9sDov1EqsaFJGjS6afLntUJemf1Frlfr9eo2i70gwD8FsXWRkGB1zNeV66km60CSVpv6nngjKyktRskn/f1RrQaCol/7/rdAjWr5y/bWv5bRDdZp+u2iZvq7aeEzlHv2Yh/368Y0a409Mn6aQYVthGqWatUww3b/FC8znt7rvTNGUrunbBTNz4MnQBaK/Tn+OxWt0AbRI64hqT4YSmb/M+RHhLcuRvUb/UevTwtjy/Yv6XUU1tKnVPwOyB52kziX1adkibND3tzWnFzb59Ujc5t/0ETUlq3TR9L1/hHqf5HsqsWDJIv14rtVF08eRUUpstfYUY9YvRgRszQz9daQVqR8lncIr8NWPsbQ1RJBOuhc/f/oCrn5tJp6atNQS7HZk2TcTP1VRLQupnzKR/4cIHvlckNopKQNYbvthb4okXzAmqkx+/dJWMwlg3jvWxUXLV6PnPF1Q+bU6lHzwF2vdutJqvP7tfFzi+wRnap/h0S+cn4Xie3bmM1Nx5IPf4MNZRr2cfP79NgmhdfPUe8X8AaKQ17BEvCbdo6Jyu4WqrcDnNwGf/hUodTrrKySV+eEfAZcJbMqIpvz8fKxbF58TFmHSvr1eX7ErePDBB3HJJZfg0ksvRZ8+fVQXnxhtPvVU4jSDRJU6deqktpPt5XYXX3wx7r//fmsbWXfUUUfhxhtvRO/evdX5EUccsdd0CEoHmfmF7aZ0ywbMmfgO5n7zPsqMlIGdFQtnYvp7j2DuNx+izhgcWx/rVizCsruHoevbo1H+r/5KPJnMeu8B9A7pH2itsQUr37zOWvfz5y+h9Pb2WHjnSGxer4vfjF8/1tdlHaTOu1bPVc+htGQLCoxi127DTrAM/Eq2bkTJan3/Jr7SlYgY3T11gbyY4DBD+1rYqmny24qvlTu3rRBcHUN7/ZFpgBknfmx2BK7OOokyNVgkbhSlRw2RZoom5SUViUWa/MZMsICRYsyQMR3yxdO2hyX6qsu3wmN8uZbn90U59Oe9ccVCbF42B0GEUaplYYuvpdp+5WxdFJRN1b/QhAKtFD9+otfurFi1EtXv/0n/VTznTfVhKlGfCQs24AjvDPyUdgU+rjwX6z5/UG0/f22ZElLn+SdiXN1TOMn7PRau1T94V2ypUjPRLvN9goG/PoMentVqXyKYtlTWITNcivN8E9Bu/jMYmaMLElNIrd5Sgf08izEkMgu9DVcTMxWxcG0Zggihd+tsHGBEqX759Tdg/vvAb5Px5o/L8d+pK7CxvBaTZszF5vuHAo/tB/z7CPVhLeLv+n9/jEMmnYEh8+9G6OlDoEn6RY7tBj01F+52BNZoelRow9I56jw3pAuktML20NJ1IeE1BkSbRfpIz0F6dkGsY07VGenb1HizlCeS1NwJFVs3oNRwed/qyUegsKO6nFmt14il1ejF9f789ghnGr5jlfqXiBlVNdOE0aDR5WcUn5vdcZZYckWavKaNhWFrIYN71WM10nMZRvQrPTMX/iz9+QSNGi2z5mqLvzW25vXTl/06Fb9+F/vSV49xgZ6iW7F+Ezp59OfSbegxKDN8n1b/pr+HAyV6VMnTojtKs7qqy3Xr9QaQyEZdIJXl9cKW9E76/S79Wd9mnX77rfkDsDmoH7tl8/QfXOHVumj6JjIQy9J0Mbroe6PmSaYEvHAsMOkuDJ42Ft1+eQz3frYQ/3rmP4g+MRx4ciSwYqpKB5/+9BSs+VpP7c3OGK7/CFo/V0WxpCbv7bf1EoEtef2g9dEFIZbracJNm7cgukqv3QqNvjsmoowfHKun6597b4QP1detmmbVXs349AVVV7dFy0FI86GgeK5+vwA+nLkK/wnci1sCr+IfgRcx5rfrsWKj/uNlyYZyvD1lgRVFv/Wj+agoLwX+e7I6BZ45AF+/8Hcc+eBkvDx1uf6j6KWT9FTmpLux7KHRuOXtH/HL2rKYePngSuC9PyC67HsVcZZ0+Ofz16N0xRxg4ScO0VNcWYdnvl6I8U//FZseHIW6F04ClkxwvC6Wr92IFY8cA0x9HJj2NOqePUoXbgZr505S70n8/AoWfPYMUrJ77txzz8Vf//pXvP3226rdVQpkv//+e4wbNw4XXLBtw8Edoa6uTs27k9SgndGjR2PKFGdRoT2KJOvtHH300Xj++ecRCoXUoGHZ5tprr43bpiHRVFtbq04mZWW7ZuL3D6/chtyVE9QXrHwR61+qctk4GZdhu+7RIgiEK5FXtx4tIxtVl458KK/1tceWnN6ItB6gfv1kr56M3jVzMNCI6NR95cPM7FHwDDwDHmnDn/EfVRtk2uSVfJ2NWYWHIZJRhPTiRSiqXo6SYGtUdj5C1Wz0mHUv2hqCpiWKUfXuxajp9qNqp++55N9q+bQWp2D4lg8wuPQrrFw8C4G0DPSc8ldkSydQ6Bf8/PL/wff759G3+mf1Q63wxNtR9/po1SW0ZvliVJdvhnwlbEY+ilq21c9Rgk0rFyO0fpH1C10+XLKqVqGsSv9QDaXlIytN/zIImOk5W6TJ7J4TwuGQOob6RmakKcFQXis9Z0vBxdU7mYJKq7/eyeEWbogmUzwp0WSkEX3i1Gw8B2PwarYx26ygZTuUaxlKQJZtWYf0KuMHTV57bNjUATmhxShfswAaKiFf+8v83ZDdshNarP8E3pVToJUfiTbl+q/TzzOOx9HVnyDnl9dRWft/mP7KLTjduD/1OH54Cp+VD0c3rMOTaY8jzYjcZf5wh5gPYfnqQXgu8ACOWKZ/kQ0NArPn/wgc+irylryLCWn3I0+iS1uBL4IevBY5HCWb+qNm9oeYlHanihzga+Df8OCDwAEoX5kFVG3CP9behi5pq4EfgBG+LHTwHwzPsiHAJxtwxKz3sTh9M2o2Z0Gb1QO9AiEMXb0IeFs/rvt6e6Ed/ohR+7TFlSvuRMewYfi5dia0ty7Ajem34cy1/0KuTxcQMrNt/af/Qs6pD6JH7S/qGLfudwhW/zoJ7es2oWTlXHTc93AURreoddlFHbAxc7EjZeU3xqRIEXhmToH1/5LXSLhKF5G10rpvRIfSsRWVpZsR2ao/tjJfAbJa6q/fvLD+BZJbpwvJzKKOqKnSxVKg2ig8NzyTav16zVc0qO8bppmrEWmKGKLIdJf31LlEk5HGli67HK1KH+QbrlNiWwhmiWjSVWu6YdBp1lxVprdBoEsXYNZPyN38M8KGN9Rb3mNxZvRTtK74RTmLr1syCxIbLfHkIz+nJTYEOiA3tAhbV/wC9B+OvGp9f5lteyEsKffS7+Er1qN/6aV6I4ivVS/Ulf4KrFuG0PoFSnhkynX5IdWhH0JlvYG1K1GxShe45UunqTmNv6X1wsn79gd+XIh2JdPVl/6gNW8AJbH04Fj/e+jtW4vDNs2A1/Dh0t44B7e0eBZL1lTixDRdiN1ZMhp35VejR/UcrP3xA5z0Yx/cWDtZ8vx4Y0s31KEl5JulfNEkjN0wHdEln+OFQAiroi1xyvjWmOpNQ7B8HWrXzsMjczz4w5pv1Ovprcih6O1dhX29S6Et+QKru56BTus+UyGO8sFXYPrMyTjG8yM2f/s8is54GOU/vor9vYsR8fiV/jrINw8L3v4DcMr1CL9xE+alTUWlNxtv+k/C42UHo+T53yG7JBYpu8n/GhaGOuHvHwGjVjyF7hvno86bgZoI0LV2IQbN+QeOn/kH/LVvKS5fMQ5eo5PSO+cNrIqMwJeRYTjdNxl5vtnWZ1yo/9l4I+NsTPhxFm6M/ht9vEY2SF4SKyaj/MCbkHbIdXjhu1/Ra+IfcKh3Ecq0TFQjiNaVa7HhlcvQ+vL38POydWjx7h8QQAhTIn1RkT/EYTmTMqLpzjvvVEN7JaokvxKlDkh+oYuYko66XcHmzZvVfciAYDtyff16pzOyiSxPtH04HFb7a9u2bb3b1LdP4e6778btt9+OXY1366/oW6f/mtghjOYtGRbaLboc3UqXA6W2ehUPsMrTDh5E0QHrsV/lt8DUWChZwtiLgn3RMrRGiZNhW/VfQiYda9cCi/UvR2GJrwe8Jz+GvPfOQefoakz97w3wZORjBEqx1tMa+/3hWcx6eAP2rZqKjR/fjvS6rWjrqUad5leda4Mrv8NPL/0RQz1RLPV1Q/feQ7Ak0AU9w79i/cJYDn9zoJ0qA98caIuiUAnK1y9FsET/UF2QPVw9j6K6tSg3fvVH0gqVQBOC0istx9Ywt/T4XJGmcMgmcHwuYSSmS4kjRiqaZGQZ3Z11KgLlHqNiT8/ZCsHVYzDelhFJzdlqmgJGpCmoSVdTSIlNISu3ACWePOSgGpVb1yG7Vv8VHyzsgLKMTkBoMUIblyAU0r9gi3N7o0X3IcD6T9CudCbW/fQR2kHDXK0bho35J6LPjsd+2nyce+cT+I/nE/U6Geu/CaNrv8Rxvh9xxLwbcHggqgTT2sLheGtje/VFg6//iae1TOT6qhD1pWNL5+OQu/RjDKqZDjywD04xXnOSdils0xneJV/gfP9XwJP99MHDHmCFrzM6d+0J768TcJrvO+AbfVSIVG2JMMzILUSwfA0u8X8KrJcTYMgDpEv6a9NsjDRcIqrz90GgYg36hRfhs7Qbkb0lC17PRqzVWuCW0EV4PO0JZCz/FtdEz0Yn3yYVhfm47VU4ZfX9KFj8Jn6ZeTIGe8pQiwBa9xqORdldgK0/IbTxV5RX16r3hJDXujN8WS0crtxBQzT5MvLV/0eQyF5lZTkiVca4E78eDar05aBlZCtqyzYjWqr/76qChejURo+yFEXlsy+qizS5vzZdEDE69zJq9WVRSW+IeEozRjin6UfFZ4gmhAxrAb8eeZT/j34DQzSZXaVGGrtOuuzEkqCmEqGaCsM/HMjMykFdji6aMg3RpFJbsqvsdijqfSAw63GMxBy0kGJ4D9D7pHFY+/40tPNsRfGSqahYpX+mbcrsBklcVmR1BkoWoWbDEmihGhRF9GPQsktfBMKrgWVAbuVylVIqrNWjGPmd+iFjy2/Aus+RVbZU1X2lRatUFKbTPv1RsGU/YO0XKKhYgo1lVcjdZEQHuw9HVu8C4MdHMcr7C+7//jfcv0kkOtRrYkiLEE4pexXHeHRhNDkyEAOzS1BQvRKjlj8BT2CQet/VZLXHrFBvvFO2BDcE5uDXKe9hc804HJwhAg6Y4R2IuRva4dp0IKt4Iaav/w1X+vVarRne/thS48V3gT443DcLDzz5BH6K9sL1aVWo9uXirj9dhC+emo99sRRrfvwAr63cB3/26LftctA5+GRjkRRlIWvhO1iyYhzOqXpF96I75G+YXdsWQ6ZchT6bPgOe+8wSGFnRClxc9xouTn8N8rKV9O1Z1X/F7zwTca5/Ip7OfBZjqy5C5wXPqn1dXfMHlCAbrwXvwum+bxDRvDju12nweqoxLdoby6NtlFA6wfeDOqn/v+bFb1pb7ONdg+Dc13AB5KTns6r9eXgx7RzklC5R7/mc7+7E/76ZhC5aLQ71/axE+m9Hv4T35hbj5jX/h9brvsYrz90Pbc0MjPGsx2ZvC9Se8l/076I3R6ScaJIIzauvvop//OMfmDlzpoo0DR48GD179sSuxjRyM7GbuzV2e/fy7d2npPD+/Oc/OyJNkiZsagoPuQIz1hyhvnRVNEINhTVSRCpCYaSEjOXqC13a5IOZyGjZFfltuyArrwhVZcUqNVO9cibSt/yCqNePUNuh6DD8VHTsofuYLJ37AzZ99yI6bfxKCYJVrQ5Dx6OvRp9u/VSt0twpH6Nqzkf6fbXoicy2vVG1bgFyl32OrEgx1rY9CoPP+yfSM7Px8/o7UTTljxi57r/Wc1k98Gq0C6Yh55i/A+8di6HlX1uRoc1jvsaazx7CiM3vYmi5Hrrd1OVEdJcveAn3b/kVdat+AowCVLNbrCKjPRBagLoty9CyaoWVRsHcb9FS24rVVfqHryezAH4jPSeCQy0zRJPUFpiF4FbxtZnO9Lq74OLTc05BZdYjuASVWA6Y+4wb5hufnouYwkqiXmbRqC8NAcN0UMRKRVmJ4ekMZOYUYqWvAIisR3XJBrSM6OIoq2UXbCroAZRNQKB4CbLqjILi1gPQZt/RwPc3YIC2GMt/fFV/DRQcjAHtumFN4TC03zoNr3n/rpYXF+6LS0+7HH94og0O8c5GN88a9UGo5bRF1YnP4OFnflEF9dd630SupwprtSK0+f3b8OT3wwl3jsBDgSfR37scNUjDo6GTMey423Fon3a49dFncPbmx9Wv0OpAAf5VdQI29bgQj5+/P9768EO0/+lejPQtgJbVCg+VHITXcCymjz0Fa2d+jOkfPYPO3k0YNOQA/HlOe0ys6IRXz+6CfsGNePWrH/Hi2o44Y78jsXDBXFy45nYM8v4GVFYCBV2w6qD/4Lv3NuL62kvxWPBxdPLqx8t39D8xpPu5WPDIW+oxtfv6T2r5moze6OZPAwq7qQhZsGwZtm5cjVyPppoEMvLbIJCji6YMQzSZRfqBrDxkZOWp7WQ0SmVZcaxIPE2PCskXpWRP6iq2wCPFwCJa0oqUsFT/R08tVi9fiA6G4G/ZtjMqN+gprOywkVY3fyAY7xExoVTPybCl8BiiyXSVl4Jv/Q2jR5h8Rk2Tz/ACU+aXsrq2EtWVZUo01Wp+ZGRkoDavyNHxF6jUI5uevA7wdhymLrf16CJOItwD9x2KSZ/0R7vQN9g4byK8m4znWKD7d2lyXEsAb/FSlKxdggJoqNDS0blTV9SE+qroYtvIGtRuWoo0RFCppaFz1x4oyOoPzIAyyFy9+GdIXG651gaDu7RGZob+udbbsxI/z5yOo6NVqrNw4ODhQMcC5UfVNrIVOfP+C49/ibq/LwOH4sqLjwZmdwUWf4afM0bg9/NGYHDJErybdjvO9k/CGZ7vlChKH3wW7isajCffXIUb8Ab21+bjd+1K0XLrFvWZcscfL8Y/PluGpb+2Q3fPWtzUdwtOrlgjQzBx0slnom3eCGyYcAiwdhYO9s5B67SQfNAgo/eR6N2uAL8MPxn46W0UrP8em1e/h0Aggsq8nshq0R29D8jAqjfvR0dsQsHrx6PIsxklvhbIH/V/2NeThr9M/RV/155Bnqcan0b2x0f5Y/DM6HRgwq3wlK7GBi0fV1Rei5+1Hug8YBjOKVmHnE0L8XxQ7y78ODICX3tH4K5TB8Bb5QO+uh1n+fWu0SnRfrjWeyP2790eHTqVYsRvj8InZqzdD8fSbr/HU3OjWD3vW4z1vIEDffP1MVWDzkbGkbfhiqwifLNkM57/+H5cVPYMTvDqaUvZJnjWi9i392j0HxbFpOd+xJHr/43z1/7T+uGffcZTOKzPrtcXu0w0mUg3mpx2B0VFRao13B0BEo8od6TIpE2bNgm39/v9aNGiRYPb1LdPQbrs5LSr6THoQEBOO0lhq/bo0KO/JFbr3ab7gBHqZGKvTJMxIwMOPhWQUxy3qL+xaVfA4NHnY/r8j7B/6efq+kJ/b+x3wh/0+xk4Cj9MORcj1r+mIlnzBt+K/XsMQOYZd2DLUxOUSeMW5KPvcVfpO2s3GNjyIXK2zkNVhm4qGM7Tf4GHczuqcK+3ZAXahtdYaZTKOenI8tSgdaVeB+HLLEQwXf8ySDMjTUZNk4o0GYXgllBxp+cMAa3qndzF3oYIUsLW3Vlnnstyt0+TLdJkGW1aheBmpCkMr5lG9AeRlp5tiaYtZVshr2CJ0gWD6aiW7q1q6aZajSKtWB0LEc3F6/oAK4DCyqXWCI6crkMRKOqGjb7WaBXZgH2q9YLY9EEqFoQ2h/0f8G6sJq3gxH+goEM+zjhiBG78+jLcEXgBaTktkHHOf9G9bRe0yPoVj1SeDM+A4zB3/hzUtD8Ar3bYDy00DRvTu+KE6jvx+SU9cfbLi1Ac8eG0FrpYqGgzAseubY9bDmuN9XVpeOH7VbiswKjb6jQE5029CQd0zMcfj+iFx5+bhq5FWeozoMXgE3HtewGITv1y+MF4f8o36jadeg8B0gOo3tIfS9YswNOTf8PWygA+8dyG70+pRZG/Guh3Koan52JClyq8/3MPjF9biIPrvkV2/2OB/S9FR48Hr7Y9E3023K+aDIS67kfrx6dVT+BXILdqFUoMz6RibwGKvD5k5OpCIita5ij6DmYVKNuKSk8mclGJ6opiyxlcisSF2oBhFlmxFcFKPQUXyWyl6vBKkY08VGDtvG8gPxW2aLlokZ2N7Bb6O7TAsCfwGcN6kaFHgXyGu7ak6tVL2Yw0BfXjC8OCw2OIJtOKw2tEmpSPU0Q3v6w10mxVSEe+z4tMQzTloVIVRmfX6p+f6S06AVktUN5iEHK26KmaaK/j1Xllm/2BVd/At+oHFFXr9xXoMMhKw+E3Oa4rsXHZfBV1XONth15BP9I66LGSDtiEBbO/h3yKLdPaoWfLHPg8+roenjWYMusHJZpW+jri8AJ5Dv2sdR99/znkP7gAXTGyZ2vA74O303Bg2Te4za935r4bOQh/O2M42uZnAof8RZ321TT8eeKvePQrPz6MHoiTvd+pgnapg8TQi3Fyfnuk+U5B8YcPoCC8Cf8qGq9ENToMQ4eWLfDMmBbAJ8cr+4GzcubKOAP9GHc9EMPzWwCnXQA8/ggOCC7BAbmVgPwLe+rlJCcfexy2zixAYbQYd/j1esPMgbr/3MG92+AJ3zEYq72Mohq9nmzZgGswOJip3LsyB52KodMGI4Cwqk37x6h+8AzoolzSF8ybibPf3YRSzYfebXJw62lD4Sl7AXjxOCW8t+b1xfJed2H80H3Qo1UOEB2rf3Yt+hToPAojD7sJ04zXjuJAvSFHkEqxh/tJ48UgVNb9H+CphlcK3s1JBgAO2aclDrnuXqybfRRyfn4WWQHAe+BYtW/1OvR5ccSld2PrUz+jcItehxYZdQ3S++jvwWRghwrBTz/9dNxzzz1xy++77z6ccYbN7r4JEWsDsQ4QmwM7cn3UKP2Auxk5cmTc9l988QWGDh2qomUNbVPfPknj2PePL+OHXjdgater0PbKT+A3jrcw/PInsOTkj7DqnInY/xRdHLVo3QE1F3yqtq8+/xPkttALXVv01K0FOtUuQW6F/us62Fr/heor0Fvti0rmKJEkv+bbdumD9UbHTQdN/zD35xRZLsdiYSBixGMIFY8/CK9tKK+qI3IZWNrrlsx1SLQuWn9nnTV7LlFNkzFGRX5xCRFTrIXrLGsE+GWEh/6FJ3Vq1cZMMWlbF2rT9B8BWD9H+evIYNaCovbI66h/eXQP/4oM1Kpf6V167ase/6b2R1jP+1etPYbtr7/mff1PUQICUhdz2E1A14PVcnH2vnrsjai7bikyxs1VglYisgf11L9EH54bwFfRIejd2RhC6/GghzKq9OCHTWkortOfVwf1pSadcHLuweLyNKwp08Vhu3x9Xbs8/Xx1aZ1lN2DeLs3vs7Ybbxhpyr5y0vXX2LED2qp/j7iIC0f074Ci4WcCQy4E0nOtLryrj+iJ48Zch+xLPgCG/8H6nw4+/jKs1wosodDl8IvV5YKOegFxq8g6VBkjVEr9enF4pmEdkGPMOsw0ir7TjHomEU1CdXmxVSTuSTc63dKMgb5VxQhUGwWwhmP1VmP/EcO0cYsxeDqvpS6acqDXHQWMWiqfUaTtNww1g0aHpeki7zEiSapLzlbLZIoms25Oxqmox1RXjVpznp4nXf1Ps3L115oaG1NWigKz5qq1YX1x5F/UD4BIegE6HKs3feT11l9D7SrmoWdYt20o6rG/Om/Rua86bx9ehbI1ejF3saSV5fFmt1bHTqJ0dfP08oB1aV3VawAteqj3kdTBZa3ShXN1YW89S5DfGRF/JtI8YRxSM1GtK28xUL+dMPAs/dyoWcw5+CqcNEj/UWYi+7nq8J6YfetojL72P0CnUbq7+4mPAPl6ZuGYAW1RMEgXhr7Fhp1Hd6OQW+h2iH4++zVdfOR3ltyivkzc4PM7K6NdT/FyQAaH76OLA/lxkNH/RHVZajTV4xmgf7cGfF54RlyBbyJ6NO1T7yHoe9z/WXd58QFdEAz4lWDq3jILZ+5vZEH8aeiz70h8Nu4ovHTxMHzwxwOULQha9wWumQNcPgmFV3+LPx03RBdM6gXiBQ7+C3DZ18Dof1oGuw0hwkftV95rhmBy03bQkci+6C14znvLEkzWcfcHUfh/nwJnvARc+DF8R+36UpjdYm55/PH6C8XOMcccg2++0V+8uwJJif373//Gf/7zHyxYsEAVcIvdwBVXXGGlzeyF6LJ8xYoV6nayvdxOisClYN3kmmuuUSLp3nvvxcKFC9X5hAkTlLUB2XECwTSMOOdGjLzwTuQV6l+qJvLLu+fgQ9C5t97GbdK+Wz+1vR4VgxU9qNUC6ld677Ce18/rpAuBDMNNuXtELw7d4G2FYHoGStOdee+03CKkZcTe7LW1VfBqsZom+bKUWghBGU3GFYKbXky2LrgE0aSGPJxMn6ZYhMqol1LpVqOTzxJU5mMJwWsWrvuCSDOcmoWqYj0lIuMyhEiG/uXaolRvyd7kLVJisG23ftZzExZ7uqJVnn6bjsf+BWXIVhG/mT2vQaE5VkW+dI5/ALhxFXDI9Y5jKSKoVa7zg/Pofm0c1w/oYQg4+d+01IXexEV6BKVNbjrSA/rj6VSoP45VxVWW9UCHAn1Ze0MgrSupwbLN+rouLYwoiXRUGpYFH83WU44D2huGi3Lb/AycM0z/YspJ8+O60brYaSx9O7XBb8e+hu8KT8PmE19CeqEuUNp23kfVbWTIeJE1uo9Ydbp+3LMN6wDxWArX1SDbEE2SOlXbefXHW1dZAr8lmgyxZJx7a7Yio04XIIE8/ZhWGn5MrYr1aGBZmi5I8wuK1PtCEJuC9LAevfJn6+81c46b1PmofZu1S6YHk/Hl5zU8v8yOTJ8RaQobNU+R2iqEqvXHW+MxbpOei7DxOq5ev8SK3ha100WTRDQ818yB79p5QI7+PPoOGoFSLROZqFGWBCH4UdhFjzQVdRmgXoMtPOUIrtRr2GoKjP+Zx4OtRpfcwDK907OqsLfxHNJRlan/bw7x6VGcrE7GZ4rXC09r/XNilE8XYh0G6N24igFnAt31Hw3ew27CaaNtQsdFRtCHjILWwMWfAjesBAaf59xA9mXhAfqfHrsqPzjMQdvqQBgddcZzMyNLih5HApmxgfcZh16r/3Ax76OV8bwB/OHwPvho4BM4pfB9tLrwJaTZ/BJF8Hx01YG457QBePuKUTGhaNA2L0NFfMz3oUIEjkT1bVH3PYo/Deh3in78GiiV2RPs0BESB3C7qaWJRG92VSeZIH5K4gN1xx13KMuD/v37Y/z48ejcWU8OyTK7Z5OYYMp6EVdPPPEE2rVrh0cffRS/+93vrG0kovTGG2+oAvZbbrkF3bt3V35Qw4frEQ6y58XX4kBX7BOOOQ6376aLqsL2sZlmwua0jpDfinU5nQCbzVBeq85qFp1JXXUVfFakKWDVEQUgUag6eMxokjF3zireVmm2xI7gegrOtHZIIKismiazSNwuxCLOmiaJOGlGqtAsWPenIcOINAm1hmhSs82EbP3Lu1NEr+0qDrRRKdbszEzM9u2DQVFdcK7OGYTBxmPIbdsNm/44E0s2bMXpfWMfyBaN/LCSwbky602G77bLS8dBPfXHIuiRJmDSIr1uqEtRzDjRFE1iRVBmOD53bqEva52bDq8Ut0aimLmi2LFOEK+mb5dstryaBrTXhYfJHSf1w1F9WqN32xz1JbG9jBoxCpCTjezMDKzytEJHrEfhRj3yowZBy2ssv4VVt7R53XK08ej/06zcwtj/KSJ2AyXIMJzBfYbpJQzfI+m8ywnptUDp+brYqM1sI+EudI/qUdZQtn5/Xp8XWzz5aIdNKNu0BtmGG3x6XmurlkrINNKE/ogRaTKaCUx3eZ9RM2dacZi1f6Y1gRSQ1xn+SeYIFnldVCAb+ShD+QpdzG3S8tC6MDZw14zEmBRmp2N6sB/2D+ldW2sze6OzX/8O8QSzsN7XBm2j6zCoVk/J+NvqgkeozusJVC+0vNuCbWPz5PztBwFLYqa2vQaNtC572w0C1sS6xHrsf0zsAcl9n/+u3l1oFM3vMBIpkcjs9OeBw28GCvXyAYVEpva/RG+nlxq24foPfAuJ4qz6AagtB0bf6VwntV5XTgHWzbEiUNZuAz7cf4YuOhOxT+scdSJJIppErIiw+Pvf9UJRExEf0km3K7nyyivVKREvvhjzmjE55JBDVLH6ttKNciLJSXF+f2CzLprWeFqjfZb+YdCqQzeVhpKUm1CVq0eePGL2aJSpyReZbCfF3hJxERNBiTT5jEiTz/jglrlvQEj5WsVScN5Gp+f0aFLitJ5ZrK8vM4O75viVqBQv6eu8NtFkRJp8lmgKKgFpPt+I4d9S69O/BP05zho8af82WVl0CAZt1EVTRY+TXIa0rdVpZ5Bf4i/9fhhe/3ElzhjaQaUPTEwjShNzDIpdNJleTPZlsg+JSq0trcGPy3Uh0dkWaRrcKR8v2pxGBnaIRZrMFMFhxqiWpmRLsD061q1Hn7AxONpItUidZDGylY/YllWL0MZ47WVl51kz6MzxKumGaAoYrfteI7oQrCtBgTFzLbeVES3N7SAeGzHyjNSOsiUoRLvIJlQVr0U7TRdNOUV6JCrDNNQ0TCkDhqO3z6hpMh3yzQLwoGEdETB+XETNgvG6KoQNg0xpQzeRFvb8aBnq1uqdcBs9RWjpimi4Se91BDBPFzHpg5z1kVuyuqOt4S8mtOqxr3U5o/tIYL2empOIVId+sdrL9O4HAUv0tFhpoDXadbb9kOp1LDBdtztBh/3jh/TK+3RnBZM9Mnv03boYc3PUHUDXQ/R0XJ6r+0vet1fo0bWEyOvLTOeR1BVNEpGRaI0M7T388MPVsq+++gqvv/668m4ipCnxSNh483vq8ur8YVaRusxpWxjcB71DuiAIdtF/ZWa27gkY46s2eYrQJqinnSTHH0A1QtVVtkJwQzSZUZ5IIp8mW9F2PSm4RPPlYsXe0bhoknludUaq2znXaeGQJe68Af05SAdaUEIPFRscbevBfP3L0iSUEyvlzzn0T7jv1a3Y7CnEVQfp79empm+7XPzjlFha1cSeNhP6tYtdl+hUmt+LWmOUS+vcNEfKQFJ0IppMxEncZHjXWArQ7/VgSGej1X4XU5ndCdiqR0OEYGHsC63cm4MCrRxV6xZbI00KjHq5cCBbFepHq0uREa1w1DsFsvXnkl+3HunQ/98FhmjKaNdbFUmbpLU0UmDKlqCFXvy/aalKGQq5LZyiKQtVyq7AdJEXM03Ba4gnMy1nptgCafGWBBFjBEudMc9OqBGPqTogY6v+3hPPtm0x4OSx2Fy9GEG/H60Pc/7wrWo5CCjXxUOJloUu3WORpnb7HQd8/zd1eZG3G/p17+pMd024TT3OvKFnOKOj3Q4D9jkWWP4dcMRumImaSDAJ8mNoH6dfIElddqim6aSTTsIHH3yAX3/9VUV9rrvuOqxevVrVAp1yit6BQ0hT0XnY8apdWKIsOcOc9QQlbfU6BVnXechR6nIb26/U4kAsVVTn0VNxobpqvQvGiODEIk2SEgvXH2lKmIIz19k8nBLcLmZV4LIjUA7kpjt5fKTJnJXnNR6n+JkIAWPuWTig/1LOautMVXokQmFwaN8OOPiSe3DhlTepAujdSavcdPSypQkO7dXSUWhrRpaEzoWxSJLQq03sdgGfx/HY2+Sl49ID9S/PKw/r4azP2IVoBc5u4bwOseNeJdYB8n+TES22kSZCJGhE2GrKLGfwdMOmQGruBBntoW6nZSAvVxeXLbsNdNxfu96xsoE6o57KKy7NsmstgPw8XYhlGt5QEpWsrK60DFH9xjBev1HwrQrANc0STWaXqWlNIENjo+KYreqcbDPpDBPNtlW6QKzKcIr2hAQyUDTmBeSe85zMY3GsKjDGqQgLckapQmYTX4uuWD3gKmwItIf3mH/CK3lbk9x2wDmvAUfepjct2JH307lv6HVIXW31TITsBDtc9SWF4ImKwQlpalp36I51l3yvanz6dnOmfwedeQt+fDOM3L5HondrvY6iZbvOmB8ciH51c1DW8zRr2zrD2UhGQwQN0WR6NFl1S8qnKeLwabJGnkRE/GiJi72V5YBzhp7DciAuChWLNJn3ZxWHe2yF4Mbj9BrdTnWeoKp3yqgzTA2NQtFOHTujTMtArmF4mdYhVvchDO8Wi8zsbm48rjeue2s2Th/aAUVmsbmBCKElxkBfd4ptoKpT0msU+7fPixNGNx3fB5cf3E0Js91FRoeBgDGaTtK97XvEmhnEwE+Ms9PL9Dbwal9MNJn/J7EbMJ3czXqnzDxd/Eg9lLDVW4gcQ1wXdYq93iU1Je8FE03STcVAXrkuXIo9eWhrpEbTMmNpUPFpSzOHPBuiyRwrFBQxFamT2QL6dSMSpZmF4uGYaJJuNJNwRgtVayV1Tep69s6Nz+o5aAQmTL0UrTZOQYvj4g2SO/xO6n3uRMJ4VvfD9VN9GO9jQpqCJCmVJ6Rh2nZKbGyWkZ2LYZc8FLe8+7Wf4ddf52BYv9gv85BEmsTluK4aGZYYSXMaSqr0nC5wPHafJgkkqdok51w6K9Jkcwt3R6jgmEsXn7qzfJqk5dhmPSAOyDKcU/AFgg6n5uyQIZoMg8Ss9ACWegqRC72brENv3WQwGZBC8Rm36FFANyO7tcDXCzcmFHYH9CyCz+tRA17txeX2SNXuFExCr2FHAnoTF9YGOqJzMHb/IfFdqgHya3TX6hojGqMwamfSqjcoSwghO08XTYVtYyk3ocwfOw4SCV3S4/fo+esLmLvPlRhkEwDeXL1urVNouRJhZb58WPEerw+VSFfdfDUVJciFnoYLZuiPw5xjGIzWIlJXZcRZRVQ5fZxU112dMYLFtCuQyyKSbOMqPU1Qd3PkFbq5IiF7nWgSk7+HHnoIb731lupWk7lwdrZu1YsZCdlTpGdkoceAWCeNEPIGDcO+avjgjDSpmibpWIuEYzVNRrosVggeXyRuZbi1howvE3TdWVEo+4Bgb3whuCnujMJdZToYNUwNPdINFYtmTMg7A91LH8ZHOBgnFjqjNsnKWcM6KtGUnxnAYbbUnWkd8Pg5gzFvbSmuPDQWYdmTZGdl44cuV2Kf5a+i6mBnnYzpt9Quslb9b5SIMpAZdEJOjdH1qAWQmakLlOz8lmrmllmXVGN6bhn0PO8hoPx6DMpxpsDSC/TrZldZVSDWrq6uezKRpdWguqIE6VLo7QEyMvXXS8BIwwVRi9rqSjXWWSJZ6emGEaEpmiI18BiiSQvE0qfe/PbKNNV6LC3t9raE7L3skGiSuWvilyT+R1IUftNNN2H58uWqzsndUUdIshAy6oHEsM9vpucC7pqmkJrF50iTmb/DVcTIlZ6zapriO+usuifbMF8rCmUKKtWtF3FEmqw0XSSMgNnlZ0aaDNNBGWJs/zIWDj1nHK76cDiOHzmowTFAyURuegCvXx7rhnIjRpVySiZGXCQT6u+GU6IAmmEdIB2aQsQQUYLP+D+1COsF/OWeLKSb/yOPB1u8RegQ1R3Ia3NcAkS2k9odF6YruElNurM7THl4aVsRLttoRbcysp2RpnSZY2iIJiXcjFoiy5IgXANPyBBNppu46f5to1XnPT1GlZDdww4le2Xu3HPPPadMIqXV9pxzzlEiSgTTDz/o/iWEJBthiTSprFc1/EakyWuIEaurTZlbGuk5M9Jkeis5CsGdBd1Oy4FtCypnTZNpbulziieVnjNFky6Wwj6n55Df9PoxCqcf/8NxOHbgztWXkB3DtA4wiabHOvpM36R86O37VR6nFUNJWux/5m/TOAHSsp2zKD2S70zzmXYUtcW6GBMyjUiT6S4vBeC1NVVWd6lZZG2aYPqjNfCbo1iCscfcZp+h1uVNWi66to8XdYTsjeyQaJJZbQMG6IWm2dnZKC3V3WhPOOEEfPLJJ037CAlpIiK20RB+ydMpf52gy4U7lp4T53L34F00OF/ObXypn6saKWOflp2AY5/OQvBYTVNYzY9Sj9OwTQhLq7eNQJbT1JHsOXyG75KJx4g8CYFMpyVCtWlKaqBmsxkUdo11fzZEbquOKFcxIp1gkVNE1RmiKVwaSwmmpwUctUsykqeqwjSvjLXM+4xIlF002T2N8tp0xWro6dQZ3oHKq4uQ5sAOiaYOHToo922hR48eagyJMH369N0yyJaQHSFiRJqioZpYes4sBLdFmixHcEvgmBGjWN2SxzVfDgmjSQkcwc23nG3Qr8fq1qs/0iSeVELYHKtgELRFmsieJZjjHBfkM/yXhHTDN8nEcnI3aHfg+diKXMwKDkGPfo0s4vd4sD4YS+UVdHZ2TIb8RjrN8PSqhj47zlHwrebh6RXdtUZ3qX2civg4mUN//cZoFpPFI+7DW97j4DvG5WRNyF7MDtU0nXrqqcrMUkaNyOw2Sc/JTDcpCpeRJYQkI1Gf/qWghaqtCE4gLd0RadISpedsUSFTUFk1SYkiTVaReANO4mZ6Lpqopsl4W0btkaZ0R7ecSXr27jF1JNsms9Dp9pxpM6LMMIwsTawBywYdu/dD9JYVKLS5qTeG8m7HAwsXYJWnLbr1HeJYpww1RcxVb3R4fAkBI5IkhMo2xTozDWLddTXwG69/v9F5Z3L4MadCO/qUlKmfI2SPiaZ77rnHuizjRyTyNGXKFBV1EuNLQpIRa55WXbVVrOs3nLZjFgBheK30nM1ywCzoNr2Y3AXdtiJxSyzZu+csLyZ3Z10s0mRaHJjiSSwHgqa4M2qaPDJY00am4fVD9jytuzgHAxe272FdLmjlrDMLZcaPeJF5ctvL4DP/hgWTe6B1r2HwGe7jbm+onFo90lRlDA1W+GJjhSKVWxxNBvZxKkGtDgEjSmoOAbZDwUSaG03i0zRixAh1IiSZ0YyRKZoMxzSwIk1Wm38Yfiti5Iw06VEhl2iypefcgsrqotPsXXdOA0vd+NI5e84STeEaq+vJfJyedGeaJ6/Fzs2NI02H6eJt0rJtZ4cFRjFy1Gw6RXbT/N9E2Pc57JyE60zRVBDWI0nVdtFkRJ4CqEK0Uh9uF3KIJr1WKk3Kw40UcVp2vGgipLnRaNH00UcfNXqnjDaRZMQcDeGr0xsXhICZ9rK1+SsjJEf3XCwFF5tLlyg9Z86Qc3XWJah3sn6hRyO2wnNTNOnFup6Q3tVkLwS3d8tJEXCO4exMkoNZ/kHYNzwbq7WW6BDQ/48mW71FKIgaw3oNY8pdicdI5RaJbbitm85EuuWyUQVf9dZ40WQ4h6drNUj3GKKJTQeENF40NXamnHwZiPklIcmGZowi8dXFIk1BQ4xYoikqo0vc3XPx1gGWnUBCYRQvqFQRuX2ZVdNkE2JmhMlY5wnHRFPQmBUWyI6l40q8BWiCGe2kKTnmHkz+8l7kHnQFXPPsUR5sCdQsU5fTi3b95HqvqwapzlV8rmqcNMBfo4uqkM3OwhynkuXRncSFTFcxOyHNkUaLpqjV/UNIimLUBQVC5daQ36BRB2KPNHnqKQTX58e5U3BIkIKLdwSPFZD76p09Z4omzadHKLz2SJPhXJ7VOlYnU+lnEXiyse/QUcDQDxOuq8rqCNT8qC637RmbWbercNschIzhziZ1hmgKhkqcNX8qnegUWOIWnsX0HCE7ZjlASCpijoZIC+uiKWz7zWCJGZUuqz89Fz9fLt7DKTZiJd6OwIxQxSwHYpEm8/5M8eSL6MN3a7WAFfVq0T42TsTanqQEWQf/ESu0Vvgs80S0ahlfCN7UBHOdY2k0V+dlWEbyiEAyRFPUiMQKGZlO0VQhc+zSnelGQpojOyyaxHJAzCy7d++uuubk8oQJE5r20RGyC0RTelT3namTAb4GZiG46p4zapqsyI9t9lzMw8nlt6Qm+tYzKkWl50x/J2OZOXjVVtNk+jSZ9xswRFPIJu4KcrOxwdMizhCRJD+DBg1B+nVzccjYl3bL/WUWOIvN3Z2XZg1TdkSv8dNsA3nFKb9Ki1kUVCEDgR3o7iNkb2OH3gWPP/44jjnmGOTk5Cifpquvvhq5ubk47rjj1DpCklk0ZUYr1HkItl/O1iy4mCO41x1pShBNSjSU14ow2ewIzH3GUnex9FxcTZORnrNEk03cCVUn/htze16JvqffvPMHhexWWuem7zb37OxCZ7G5J7tlwkhTrlamL/A7mwoqbKNeqj3O8T2ENFd2yHLg7rvvxkMPPYSrrrrKWibC6YADDsCdd97pWE5IsuAzOs2ytUqlaxKl5+CINLltBSKNSsFZBpa2AnKPZUfgcxZ72+qdPKZoMrrnAtGauEiT0HW/wwE5EdIAeYXOSJM31zn42KxhMr3AYMybM6n0ZgNR3cOp2ssuTULU+2hHDkNZWZmKNLkZPXq0WkdIMuIzvhQyPHVxERx7eq7BmiZXIbgz0uQsBDe3UYLJMrd0OoLLPr3GSBfz/szzNE0XTWFXpImQxhAIpilvKJNggdNg0174rV53LtFkH/VS4WPnHCE7LJrEh+n999+PW/7hhx/ixBNP5JElSS2aTCI2MWIaS0qkyWNEmrwJuudiNU3xKbg440tLbNlm1plCypgmr9zAzX260nPpmp6eC5tjVQjZTjb5Y9GlnKKOzte/4Vtm4nW9P2r9sRqoqgCd5wkRdujTuE+fPioNN2nSJIwcOVIt++GHH/D999/juuuuw6OPPupI2xGSDAQMryMTewTHnPcmlgPe7eqes6fgTH8yd4dcrEjcSgPaappMXyivYX/gMZzLMyTSpNKIjDSRHaMs0BIIL1aX27dvn9Ds1cRnm0cnhIK5MuVXEU53zsojpLmyQ6JJhvMWFBTgl19+USeT/Px8tc5udEnRRJIFvzEaIlGkyepcs9U0mTVG9lEpsWiSLz4FV19nnQgquNeZNU0x0WQ+Bq8xDy/Lo6fnIkaNEyHbS/GAS7Bp2jxMyDwW56TrYrw+CwK/YWhpEk4vBAzz/GhmEQ8+ITsqmpYt011tCUklzCGkJnYxYnfothzBzQGotu45q97Jqk2KpeA8Rr2TtS9DbKnbmOaw5vamSNO0mE+TkZbzGKLJhDVNZEc5/JjT8FmHUTigvXMunsJlQeB3jeTx5ncA9Fm/8OZyxiEh6r3QFIdBxqbMmjULxcW6HT8hyUjQHWny2n55m/VEjkiTMz2nz5arL5pkjzR56k/rGR15Vm2TRJrgNLf0+p0RgSgLwckO4vN6cPzAtujUIr77zZvuFFJ+l4N4oE3f2JWi3vwfELKjomns2LFWGk4E08EHH4z99tsPHTt2VHVOhCQj5jwtk2iiSJMWtiJGpgu3GTGyR5oSpuDqKxJvID1nv52ZDvQa414SijtCmgifbfizkJbrTMEV9D0M4yPD8O/wsejUdxiPOyE7KpreeecdDBo0SF3++OOPsXz5cixcuFCJqZtuuokHliQlaRmumg3bgFIz0iTdbGYhuNdYZs6lc9Y0OQWVEj5W6s7XQBTK6Qhur2nyGvPlfH5neo41TWRXEMh02ghkFzhFU9fWBag4+T/IP/V+7NPGmcojpLmyQ6Jp8+bNaNNGd5sdP348zjjjDOyzzz645JJLMHfu3KZ+jIQ0Ceku0RS1dQ/ZLQfMdJnZzWZFjhJEjBKl4Nzz5VTNkltQmZ5MWgQ+8/6MZb6gM9KksRCc7AKC2THRVKMFUJAbX/d05tCOOH1IBx5/QnZGNLVu3Vp1zUlq7rPPPsORRx6plldVVcFnftEQkmT4A0GENF/ilmsr0pSoey4+BWel7hwpOLdPk01s1Tuw11YIbg7qdRWC29OIhDQV6dkx76VSZCNzN413IaTZdc/9/ve/x5lnnom2bduqLqKjjjpKLZ82bRp692bBIEleahBEwDCfidpnbZmF4Kow20jPubvnEqXnbOJHq2+dfZivy/VbRZqs7jlDNAXdook1TaTpKWgdM7uUUT1mRyghpIlF02233Yb+/ftj1apVKjWXlqZ/yEuU6YYbbtiRXRKyW6j1pCHHdOyzOyCbIqaB7jlVCO4u6DYQ8dNgIXhcTVNs9pyZDvT59bdjwJ2e8zuvE9IU5OXHIk3ma5AQsossB04//XRce+216NAhlu++8MILcfLJJ2NXIHYGY8aMQV5enjrJ5ZKSknq3D4VC+Otf/4oBAwYgKysL7dq1wwUXXIC1a9c6tjv00EPVLyz76eyzz94lz4Hseao9MaHkCdpqnMwUmBIxmjPSZBV7x49DsQuj+swt1VBeU4glMrd0pQP9AadTM0UT2VVMiei2AhO1oTzIhDRlpElGo1x++eVIT093jElJxK5wAT/33HOxevVqVUMlyGMR4STde4mQ+qqZM2filltuUZ1+Irqku0/m5v3000+ObS+77DLccccd1vWMDOeXFtl7qJYhpOH4AaWxdJkxRsUDeM2hugnrlpyDd9Uia51vm4LKEk+IWuk5r2Fu6Xel5+Aad0FIU/Fj37/h63mfot3hV/CgEtKUoumhhx7Ceeedp0STXK6PXTE6ZcGCBUosyXy74cOHq2XPPfecmnu3aNEi9OrVK+42Eo368ssvHcsee+wxDBs2DCtXrkSnTp2s5ZmZmVY3INm7qfHnWKLJ64g0mek5e02TUQhuiidVtO2sTbJ31sWiUA2l59w1TVH4XPcXSHOl41y+TYQ0FX8883gsP/xQ9GiVzYNKSFOKJvvolN09RmXq1KlKBJmCSRgxYoRaNmXKlISiKRGlpaXqC01m5Nl59dVX8corr6iuwGOPPRa33norcnJymvx5kD1PSESTgc9mdmkZS2phm4hxC6OG03P1Gl/K9Dp3152jpskpmvyumia40nWENBUBnxc9W/OzjpAmF01//vOfG7WdiJIHHngATcn69evRqlWruOWyTNY1hpqaGlWkLmm+3NyYUZtEz7p27aoiTfPmzcONN96I2bNnx0Wp7NTW1qqTSVlZ2XY/J7JnCMvkdgO/faq7aTng6J7zb9NWIDYORW7j7p6LN750R5q8dp8mQ6QFXZEmr71gnRBCSPKLpp9//tlxfcaMGcqnyYzyLF68WHXPDRkyZLu68G6//fYGt5k+fbo6T9QOq9IljWiTlaJwKe6ORqN48skn4+qZTKQjsGfPnhg6dKiqh5LRMIm4++67t/m4SXIStU12T89taV022/11s0lnpClW02SLGLnMLe3RpIQjVsyuO3ekyaxp8kj3nF7TFHRFmrxBRpoIISSlRNPEiROtyw8++KBKX7300ksoKNCHPEqhtfg3HXTQQY2+86uuumqbnWpdunTBnDlzsGGDMW7bxqZNm1RKbVuCSTylJKX49ddfO6JMiRChFAgEsGTJknpFk0Sj7JE3iTTJ3D2SAqTHUrM5LdvHlpvpObEc8Jiz55zdc7BbDngb0z3nq1dsmWm6ROk5EXB1mg9Bj2FFQNFECCGp69Mk6bcvvvjCEkyCXP7nP/+J0aNH47rrrmvUfoqKitRpW0jBt9Qj/fjjj6qQ2zTSlGWjRo3apmASASSir0WLFtu8r/nz56vbiXFnfYgvlelNRVILf2EnwCjJa9EqZpdhChavFrKW+axi79g4lFhtUv0jVixBlCg9Z6blPPZCcDM9F3s7VnkyEESFvtyeRiSEEJJaPk0SWUkU+dm4cSPKy8vR1PTp0wfHHHOMSqVJB52c5PIJJ5zgKAIXN/L3339fXQ6Hw8pLSuwFpNBbUolS/ySnuro6tc3SpUuV1YBsI0OHzTl6gwcPxgEHHNDkz4PseQYcdQGm5J+EqYP/haBN+FojTKKhuJRdrHsuVtNkRYxs4qdet3DEoklWWs+MbEl6zljnN9Jzbj8pP2uaCCEkdSNNp556qkrFScRJutgEETJ/+ctfcNppp2FXIMJHrAwkkiWI39Ljjz/u2EbsByT6JIin00cffaQu77vvvo7tJOokppbBYBBfffUVHnnkEVRUVKgU2/HHH6+65zhDb+8kPT0Do8a+HLfcGmFijzS5xqgkmj2XaL5cInPLuEiTVQgehs9MB9oiTTXeTJgmzYF0FoITQkjKiqann34a48aNw/nnn69SWWpHfj8uueQS3HfffdgVFBYWKluAhrBmfxm1UPbriRCRNHny5CZ7jCSFMd24o3oUUvDFdc9pcQaWVsRJLXdGoey3U4aZ9tSdcS7dcybyHjKptYmmoM0agRBCSIqJJjGDlC40EUiS4hJx0qNHDzWuhJBUxPJIQizS5B7Yq9c0GcN1rRly2/Zpklqn2Mw6p+WAX4uJNHtNU8ifJVNUFZm5267FI4QQkqSiyURE0sCBA5vu0RCyhzBTY35bei7mCG4v9tYSds/Z58uZ6+wdcma9UyzSpIumgD0daKtpinhib82c/G03SxBCCEnigb2E7JWRJi1cb/ecwzrAvU75NJnp4ATpOdNWwCWafPb7s6XnPNHY8vSshm0yCCGE7B4omgixRZoCCdJzVipO0nNx3XM2WwEknj2n0nOG2NLc6TlzEJ6qoYpFmrK0SuuyNXqFEELIHoWfxoQogaQLloAR+QlrtreGzVbA7cUkMST9gggjVwougSO41TVnnAcNkRbVPI6OzZwT7lSVUAvansr/DyGE7A01TYTsLXiN7jlLxNh+T9hHpXhNYeR29pb0HOorBI+tc9c0qXSgRxrlvAjYRgK1HnA40HEu+mTFRr0QQgjZs1A0EaIcBwzR5NEjTSJiLBwRo0g9Y1RsNU3WfDlbkbhlfGlEk4yoUsBIzynR5P5P5HM0DyGEJBNMzxHiavd3R5qco1I0R2TKXrcUq2mKT895zVEppj+T2T1nzJdziDRCCCFJCT+pCbHVNJnYRYx9VEqcSaXDLTyxuaVKz1lRKGdNU+z+nNcJIYQkHxRNhNjdvw0sb6Z6fJoSCqO4gb2x9Jw3rqbJeX8RM21HCCEkaaFoIsRW02QiY3RNPA0YWDZYt2QVidu77oxBvT5v/elAQgghSQk/qQlRIiboOA6OGiMrlRZLz5nptUS2Au6aJhFT7tQd03OEEJJ6UDQRoty4fQ0UgtsjTaYXky9Bes49YsUmtlyF4KaZpgkLwQkhJPmhaCLE5cZdn2iyj0OJjybFXL9jHk6mW7hdUCUuBDedwgkhhCQvFE2EJIj8RC1DS9c4FHekyVG35C4SN1J4idJ67kJwds8RQkjSQ9FEiLi8+p2RJokNxc1+c/g0eeLrluK652KRplj3nC9hIXjELtIIIYQkJfykJkR1z7nTc7Z0mU0YucWPo27J1T1nbqMiTS5B5U4Haow0EUJI0kPRRIiKNNWfnotFk6Rcu6G6pahzmXluKxK3BvbG3R9rmgghJNmhaCJEdc+5Iz+JLAdkqSF+jNlx9rqlWE2Ta50yt3TWQgUCbosDiiZCCEl2KJoISVDTZHfoTtwhZ/o0JYo0OTvrJDoVN3vO7xRNGmuaCCEk6aFoIiSBBYC9pskUNHptkjNiZAkqiTRZNU1mei6Bv5MRoQoEXDVUTM8RQkjSQ9FEiCFwwlrs7RDxxGqOnB1ypmhyjVFRqTvDVsDt4SRl3q4Ilc8daWJ6jhBCkh6KJkIS1BXZzSYtgaTiT6bfUrwwEuljrHSc2+udzIiWOx3ISBMhhCQ/FE2EJBhl4hAxCQb2eg0zTOcwX6e5pVX3ZItCWSk7V2Qr6koPEkIIST4omggxCNuEUtSenjOLt21dcFYKzp6eM4fyWq7f9tuZYsuXOLLFtyIhhCQ9FE2EJBAxzkiTKaBiosk9lNcehbLEki11Z4kt2/iUsOP+nL5NhBBCkg+KJkISRX5s4sY0qVQRI48pfrz1Glhas+dsNU1+j7MWSt2fPbLlmkVHCCEk+aBoIsQWR0oY+bFFk6w3jmU5kGhUitOOwBzWq+/KlzDSpHmdheGEEEKSD4omQhJ6M9nNLfVokg/h2DJX3ZJzVIrp02TYCxjGlvq6emqaKJoIISTpoWgixCBic+V2pueMeXGaTfwYEaNEReJuQVW/aIrdR5SiiRBCkh6KJkISRppigsYafWIXTQl8mqxCcJe5pV002dNzTpHG9BwhhCQ7FE2EJCjM1uy+SZb4CcdHjGzF3rFIk1kkbhhZ2sSWz1EIHhNmms/pEE4IIST5SBnRVFxcjDFjxiAvL0+d5HJJSUmDt7noootUPYr9NGLECMc2tbW1+NOf/oSioiJkZWXhpJNOwurVq3fxsyFJH2myRX4SpeestJyZipNIkzkqxdzeqG1ypudsKTn76BR2zxFCSNKTMqLp3HPPxaxZs/DZZ5+pk1wW4bQtjjnmGKxbt846jR8/3rF+7NixeP/99/HGG2/gu+++Q0VFBU444QREIrEvOtI8cHozxV+2R4xi3XNm6s7uxeSMNDnSc4w0EUJIypIS5jALFixQQumHH37A8OHD1bLnnnsOI0eOxKJFi9CrV696b5uWloY2bdokXFdaWornn38eL7/8Mo488ki17JVXXkHHjh0xYcIEHH300bvoGZFkF00JfZps4sdnjlFJMF/OsiEwBFXQY79dPQaarGkihJCkJyUiTVOnTlUpOVMwCZJmk2VTpkxp8LaTJk1Cq1atsM8+++Cyyy7Dxo0brXUzZsxAKBTC6NGjrWXt2rVD//79G9yvpPTKysocJ5L61JcuM0WQM81mvnVi5pYxnybTciD+7WXOrHN3z3n8rGkihJBkJyVE0/r165XwcSPLZF19HHvssXj11Vfx9ddf44EHHsD06dNx+OGHK9Fj7jcYDKKgoMBxu9atWze437vvvtuqrZKTRKbI3hxpStAF50rB2UelxCwH4ofweg3PJ3V/9vU+ds8RQkiys0dF02233RZXqO0+/fTTTw6DQTuapiVcbnLWWWfh+OOPV5GjE088EZ9++ikWL16MTz75pMHHta393njjjSq1Z55WrVq1Xc+bJCdaPekyM6rkM2qaIlrsteFNNEbFKhJ3vr3kdvbok2MoMLvnCCEk6dmjNU1XXXUVzj777Aa36dKlC+bMmYMNGzbErdu0aZOKCjWWtm3bonPnzliyZIm6LrVOdXV1qjPPHm2SFN6oUaMarJOSE9m7cNQY2dJoViG4EWkScwFzS6tTzjZGxRrUa9+f63ZxIo2iiRBCkp49KpqkzV9O20IKviWi8+OPP2LYsGFq2bRp09SyhsSNmy1btqiokIgnYciQIQgEAvjyyy9x5plnqmXSYTdv3jz861//2uHnRVITZ2G2bYyKER0yRZPElKx1DnNL5/ZmbZOJ/Xb6/dkMNP1MzxFCSLKTEjVNffr0UdYBUsgtHXRykstiDWDvnOvdu7eyDxDEOmDcuHGqiHz58uWqIFxSdCLSTj31VLWN1CNdcskluO666/DVV1/h559/xvnnn48BAwZY3XSk+WCvY7Kn58xoUsDogovY3jaxeqcovB6ze85Z72Riv53A9BwhhKQWKWE5IEhB99VXX211uokJ5eOPP+7YRuwHJPpktnbPnTsX//3vf5UJpkSXDjvsMLz55pvIycmxbvPQQw/B7/erSFN1dTWOOOIIvPjii47WcNI80GxjTTy29Jy7C84RabKML6NmI53l4WSfM+e+nRD1xVK87J4jhJDkJ2VEU2FhofJQ2lYBt0lGRgY+//zzbe43PT0djz32mDqR5o193pzHYTngihDZIkZWkXgCOwKztqneSJNNNHn9rJEjhJBkJyXSc4TsDpyF2fHpOZOorbMykYeTVQ/ljlB5GhJNrGkihJBkh6KJkASiyWsTTd4G03P6Zb/ROWff3n078Qx37MchmmhuSQghyQ5FEyGJDC0D6bE3SZz4sXfWGfVLRhG4fXv7cF79di7x5Y/dRyAjm/8HQghJciiaCEkQafIF0xOOVHFHjNzF3vZlcWk999vNLpoyc/l/IISQJIeiiZAEkSZvICN2uQG/JXext8OnyVd/AbkimGldTKdoIoSQpIeiiRCTeiJNiZy9Y++gBEN5LcuB+muh1H1kxlzo07MYaSKEkGSHoomQBJEmXzAWaXKn2RyRpoSiKXEhuIz0dRCusS5m5zqHRhNCCEk+KJoIMdBsKTm/PdLUgPhxezg1ZG4ZdW3bavDx6ny+Zx+kZ8RSdYQQQpKTlDG3JGSXE4x1sAXTs6zLPnf3nE38JIo0eQwfpzjR5ErPdenZH7+N+REdivRZiIQQQpIbiiZCDLxpMdGUlRcbJO1pSPy412memEu4bRSLfrt4gdWte2x2IiGEkOSG6TlCEozhyc5vEXuTxNU01R9pctoRNOwITgghJLXgpzghBrmd97WORXpGLD0XPw7F0yjRJLVQYc3bYKSJEEJI6sD0HCEGfUcdh5klDyGYW4T+tqPSUBdcvLmls25JF0rRxN1zhBBCUgqKJkJs7HfcxXHHI76g29Y9t435chHbtvYIFSGEkNSDP30J2QYeV0G306ep4VEpEducOkaaCCEktaFoImQb+HyuQvAGLAfcrt92ewKKJkIISW0omgjZBn7/9kSamJ4jhJC9FYomQrb1JvEF6o00mUaWida503MRD0sICSEklaFoImQbuE0q7ZEmKQQXQ8v6Ik32GqeoTUARQghJPSiaCNnWmySuQ67+lJy7bskumjQPRRMhhKQyFE2EbAOJJkVs0SS3dYBdNMVFmmzpumicpxMhhJBUgqKJkEbQkHWA/Xpc95z9dow0EUJISkPRREgjaMik0hlp8tYfaaJoIoSQlIaiiZBG4BRD9XszxUea7GKL3XOEEJLKUDQR0ggijohRQ6Kp/qJxpucIISS1oWgiZHtrmlwRI2f3nBN7So6iiRBCUhuKJkIagcNvyVWbpDUUhbKPUWH3HCGEpDQUTYRsb02TSxg5C8HrH+DLmiZCCEltKJoI2e5Ik9shvP5IE9NzhBCy90DRREgjiNhrkxoY0hvn4WRP5TE9RwghKQ1FEyGNoKFxKFoDPk0O40svLQcIISSVSRnRVFxcjDFjxiAvL0+d5HJJSUmDt5EJ9IlO9913n7XNoYceGrf+7LPP3g3PiKQSWgOiqaEiccd1+jQRQkhKkzI/fc8991ysXr0an332mbp++eWXK+H08ccf13ubdevWOa5/+umnuOSSS/C73/3Osfyyyy7DHXfcYV3PyMho8sdPUhslfrRtR5rs3XLubTXX4F9CCCGpRUqIpgULFiix9MMPP2D48OFq2XPPPYeRI0di0aJF6NWrV8LbtWnTxnH9ww8/xGGHHYZu3bo5lmdmZsZtS0i9JpXeBgrB42qa7F13KfF2I4QQUg8p8dN36tSpKiVnCiZhxIgRatmUKVMatY8NGzbgk08+UZEmN6+++iqKiorQr18/jBs3DuXl5U36+Enq4+iKi+uQs0eaGkjPsaaJEEJSmpT46bt+/Xq0atUqbrksk3WN4aWXXkJOTg5OO+00x/LzzjsPXbt2VZGmefPm4cYbb8Ts2bPx5Zdf1ruv2tpadTIpKyvbrudDUlw0xUWaGigEp2gihJC9hj0aabrtttvqLdY2Tz/99JPaVi670TQt4fJE/Oc//1ECKT09Pa6e6cgjj0T//v1VAfg777yDCRMmYObMmfXu6+6777YK0uXUsWPH7X7uJLVoqAvOWSTueks5xJYzCkUIISS12KORpquuumqbnWpdunTBnDlzVHrNzaZNm9C6dett3s+3336rap/efPPNbW673377IRAIYMmSJepyIiQa9ec//9kRaaJw2rtxGFruYCE4fCkR2CWEEFIPe/RTXOqI5LQtpOC7tLQUP/74I4YNG6aWTZs2TS0bNWrUNm///PPPY8iQIRg0aNA2t50/fz5CoRDatm1b7zZpaWnqRJqpT5MrYqRJtNPsrHMFb1nTRAghew8pUQjep08fHHPMMSqVJh10cpLLJ5xwgqNzrnfv3nj//fcdt5Uo0Ntvv41LL700br9Lly5VVgOSAly+fDnGjx+PM844A4MHD8YBBxywW54bSQ0cEaQG03OuFJzDp4npOUIISWVSQjSZHW4DBgzA6NGj1WngwIF4+eWXHdtICk6iT3beeOMNVft0zjnnxO0zGAziq6++wtFHH63E19VXX632LTVNPh+/4AgSiiHPdqXnYtc97J4jhJCUJmWKLAoLC/HKK680uI2IIzdigimnREgd0uTJk5vsMZK9F8fgXXd6rgFHcEfROGuaCCEkpUmZSBMhyZqes/s0uT2c4A3EVlE0EUJISkPRRMj2pud8jbcc0HzB2O2YniOEkJSGoomQRuAch9JQTZNrnc8WaaJoIoSQlIaiiZBG0JCzt11QxXXP+WLWFEzPEUJIakPRRMhOp+fq756DLdLkDTjd6AkhhKQWFE2EbK9oaqB7Ls6LyVbT5Atm8FgTQkgKQ9FESCPQ7F1wcem5+iNNHrtoYqSJEEJSGoomQrZTNG2XI7jfHmlieo4QQlIZiiZCtlM0eV1u8VoDPk1em2jyMz1HCCEpDUUTIY3Abh3gjjQ53kauSJMvI9e6HEhnTRMhhKQyFE2ENAa7SaWvgZomV5G43yaa/GlZPNaEEJLCUDQR0qh3SgOF4A1EmjzROutyizadeawJISSFoWgipDHY0nPuLjjHkF5XTVNet+HqvETLQkYGC8EJISSVcRdnEEK2kZ7zpzlrk6K2KJQ7Pde5SzdMO+UbFBUWIZ9HlhBCUhqKJkK2N9Lksg7QPLa3kdtyAMDwfQfxGBNCyF4A03OENAJPIDZDzh/MdKzT7DVOrkgTIYSQvQeKJkIagS8tu17rgKi34UgTIYSQvQOKJkIagcNvyVXT5EjPefmWIoSQvRV+whPSCDy2Yu+MzJz6jS8ZaSKEkL0WiiZCGkEgEIsm5bVo41xpizR5WNNECCF7LeyeI6QR9DngFMz+5X/wdR6B/q4UnHPECmuaCCFkb4WiiZBG4PX7Mej/Xky4ztE9x/QcIYTstTA9R8hOYh+r4vHHTDAJIYTsXVA0EbKTaPa5dPZUHSGEkL0KiiZCdhafLdJE0UQIIXstFE2ENKEdAdNzhBCy90LRRMjOYosueRlpIoSQvRaKJkJ2EntKjuk5QgjZe6FoIqQpI03sniOEkL0WiiZCdvZN5BBNaTyehBCyl0LRRMjO4hBNtBwghJC9FYomQnYSj00o+SiaCCFkryVlRNOdd96JUaNGITMzE/n5+Y26jaZpuO2229CuXTtkZGTg0EMPxfz58x3b1NbW4k9/+hOKioqQlZWFk046CatXr95Fz4Ls7em5YGbuHn0shBBCdh0pI5rq6upwxhln4P/+7/8afZt//etfePDBB/H4449j+vTpaNOmDY466iiUl5db24wdOxbvv/8+3njjDXz33XeoqKjACSecgEgksoueCdnb8Ppio1PSs/L26GMhhBCy60iZgb233367On/xxcRDUxNFmR5++GHcdNNNOO2009Syl156Ca1bt8Zrr72GP/zhDygtLcXzzz+Pl19+GUceeaTa5pVXXkHHjh0xYcIEHH300bvwGZG9hUBmTChlZFM0EULI3krKRJq2l2XLlmH9+vUYPXq0tSwtLQ2HHHIIpkyZoq7PmDEDoVDIsY2k8vr3729tkwhJ6ZWVlTlOpPmSkVdkXc7MoWgihJC9lb1WNIlgEiSyZEeum+vkPBgMoqCgoN5tEnH33XcjLy/POklkijRfuvQZirlp+2Fm9iFIS8/c0w+HEELI3iiapEjb4/E0ePrpp5926j5kH+60nXuZm21tc+ONN6rUnnlatWrVTj1Gktp4fT4MuHEi9hv30Z5+KIQQQvbWmqarrroKZ599doPbdOnSZYf2LUXfgkSM2rZtay3fuHGjFX2SbaTAvLi42BFtkm2kU68+JM0nJ0IIIYQ0H/aoaJI2fzntCrp27apE0ZdffonBgwerZSKQJk+ejHvvvVddHzJkCAKBgNrmzDPPVMvWrVuHefPmqc47QgghhJCU655buXIltm7dqs7FDmDWrFlqeY8ePZCdna0u9+7dW9UbnXrqqSq9JnYCd911F3r27KlOcll8ns4991y1vdQjXXLJJbjuuuvQokULFBYWYty4cRgwYIDVTUcIIYQQklKi6e9//7uyDDAxo0cTJ05UppXCokWLVI2RyfXXX4/q6mpceeWVKgU3fPhwfPHFF8jJybG2eeihh+D3+1WkSbY94ogjlK2Bz+fbrc+PEEIIIcmNR5OqZ7JTiOWARK1EsOXm0hGaEEII2Ru/v/daywFCCCGEkKaEookQQgghpBFQNBFCCCGENAKKJkIIIYSQRkDRRAghhBDSCCiaCCGEEEIaAUUTIYQQQkgjoGgihBBCCGkEFE2EEEIIIXvTGJVkxjRVF2dRQgghhKQG5vd2Y4ejUDQ1AeXl5eq8Y8eOTbE7QgghhOzm73EZp7ItOHuuCYhGo1i7dq0aBOzxeLArlLAIslWrVnG2HY8VX1d7AL4Heaz4mtpz7Mr3n0SYRDC1a9cOXu+2K5YYaWoC5EB36NABuxp5sXAgMI8VX1d7Dr4Heaz4mtr73n+NiTCZsBCcEEIIIaQRUDQRQgghhDQCiqYUIC0tDbfeeqs6JzxWfF3xPZjM8POKx2lvfk2xEJwQQgghpBEw0kQIIYQQ0ggomgghhBBCGgFFEyGEEEJII6BoIoQQQghpBBRNu5ji4mKMGTNGmWfJSS6XlJRs06H0tttuUw6lGRkZOPTQQzF//nzHNrW1tfjTn/6EoqIiZGVl4aSTTsLq1au3675nz56Nc845Rzmtyv306dMHjzzyCHYXTz75JLp27Yr09HQMGTIE3377bYPbT548WW0n23fr1g1PP/103Dbvvvsu+vbtq7os5Pz999/f7vttzPHf3STjsQqFQvjrX/+KAQMGqNegHK8LLrhAuePvSZLxWLn5wx/+oKYHPPzww9iTJPOxWrBggfpck88umbYwYsQIrFy5EnuKZD1WFRUVuOqqq5TBsvk5/tRTT2FP8uQeOFbffPMNTjzxRPU5JO+tDz74IG4fTfLZrpFdyjHHHKP1799fmzJlijrJ5RNOOKHB29xzzz1aTk6O9u6772pz587VzjrrLK1t27ZaWVmZtc0VV1yhtW/fXvvyyy+1mTNnaocddpg2aNAgLRwON/q+n3/+ee1Pf/qTNmnSJG3p0qXayy+/rGVkZGiPPfaYtqt54403tEAgoD333HPaL7/8ol1zzTVaVlaWtmLFioTb//bbb1pmZqbaTraX28nt33nnHWsbeY4+n0+76667tAULFqhzv9+v/fDDD9t1v405/ruTZD1WJSUl2pFHHqm9+eab2sKFC7WpU6dqw4cP14YMGaLtKZL1WNl5//331Xu1Xbt22kMPPaTtKZL5WP36669aYWGh9pe//EV9vsnn0//+9z9tw4YN2p4gmY/VpZdeqnXv3l2bOHGitmzZMu2ZZ55R+/3ggw+05nSsxo8fr910003qc1ukjbzP3DTFZztF0y5EXgDyz7P/Y+WLRZbJl0wiotGo1qZNG/XPNampqdHy8vK0p59+2vqykheVvDhN1qxZo3m9Xu2zzz7b4fsWrrzySiXAdjXDhg1Tws9O7969tRtuuCHh9tdff71ab+cPf/iDNmLECOv6mWeeqYSinaOPPlo7++yzG32/jTn+u5tkPVaJ+PHHH9VrrL4PyOZ+rFavXq1+7MybN0/r3LnzHhVNyXys5Mvs/PPP15KFZD5W/fr10+644w7HNvvtt5928803a83pWNlJJJqa6rOd6bldyNSpU1Voefjw4dYyCTHLsilTpiS8zbJly7B+/XqMHj3aWibhyEMOOcS6zYwZM1RqxL6NhBv79+9vbbMj9y2UlpaisLAQu5K6ujr1HOyPX5Dr9T02eT7u7Y8++mj89NNP6lg0tI25z8bcb2OO/+4kmY9Vfa8fCY3n5+djd5Psx0oGe0uK/C9/+Qv69euHPUkyHys5Tp988gn22WcfddtWrVqpz7FE6ZbmfqyEAw88EB999BHWrFmj0k8TJ07E4sWL1b6ay7FqDE312U7RtAuRf5C84d3IMllX322E1q1bO5bLdXOdnAeDQRQUFDS4zfbet7ww33rrLVVvsSvZvHkzIpFIg8/RjSxPtH04HFb7a2gbc5+Nud/GHP/dSTIfKzc1NTW44YYbcO655+6RwdLJfqzuvfde+P1+XH311djTJPOx2rhxo6rTueeee3DMMcfgiy++wKmnnorTTjtN1b7sbpL5WAmPPvqoqvGRmib5XpBjJjVFIqaay7FqDE312e5v9JbEQgrJbr/99gaPyPTp09W5/Op2I78GEi23417fmNu4t9me+5ZiuJNPPhl///vfcdRRR2F3sL3PMdH27uWN2WdTbbM7SeZjJcgvwrPPPltFCeQDe0+SjMdKfn1Lk8XMmTP36OsoFY6VvIYE+Ty69tpr1eV9991XRQOkQFgiA3uCZDxWpmj64YcfVLSpc+fOqiD6yiuvRNu2bXHkkUeiOR2rxrCz+6Fo2gGkU0G+IBqiS5cumDNnDjZs2BC3btOmTXFq16RNmzbqXJSvvOhN5NeXeRvZRsKg0h1njzbJNqNGjbK2aex9//LLLzj88MNx2WWX4eabb8auRjr+fD5fnLq3P0c38nwSbS+/3Fu0aNHgNuY+G3O/jTn+u5NkPlZ2wXTmmWeq8PfXX3+9R6JMyX6spHtIrnfq1MlaL7/Ir7vuOtVBt3z5cuxOkvlYyTayT4me2JGusO+++w67m2Q+VtXV1fjb3/6mOsmOP/54tWzgwIGYNWsW7r///t0umor20LFqDE312c703A6+MHr37t3gSVonR44cqWo8fvzxR+u206ZNU8tMceNG2jTln/vll19ay0QgSVjavI20ZgYCAcc269atw7x586xtGnvfEmE67LDDcOGFF+LOO+/E7kBCyPIc7I9fkOv1HRd5Pu7tJWw/dOhQdSwa2sbcZ2PutzHHf3eSzMfKLpiWLFmCCRMmWB9ye4JkPlZSyyQ/ouTLzDxJHaLUN33++efY3STzsZJt9t9/fyxatMixjdTpSCRld5PMx0ref3Lyep1f5SJczIhdczhWjaHJPtsbXTJOdgip+B84cKDqXJPTgAED4iwHevXqpb333nvWdanul4p+WSZtkeecc05Cy4EOHTpoEyZMUC25hx9+eELLgYbuWzp4WrZsqZ133nnaunXrrNPGjRt3W1uq2B5Ip9/YsWNVW+ry5cvVeum0GDNmTFxb6rXXXqu2l9u521K///571ZYqx0/aUuW8vhbe+u63scd/d5KsxyoUCmknnXSSeh3OmjXL8Rqqra3drccoFV5XbvZ091wyHyt578k2zz77rLZkyRJlgyL7/fbbb7U9QTIfq0MOOUR10InlgNzvCy+8oKWnp2tPPvmk1pyOVXl5ufbzzz+rk0ibBx98UF1228ns7Gc7RdMuZsuWLUqUiDeEnORycXGx858AqBe6vTXy1ltvVe2RaWlp2sEHH6z+wXaqq6u1q666SnmZiLeSiKGVK1du133Lfch9u0/yYb47eOKJJ9R9BYNB1SI7efJka92FF16oPgzsiJ/U4MGD1fZdunTRnnrqqbh9vv3220qEyptO2ljFj2N77rexx393k4zHSjxhEr1+5CQf4HuKZDxWySiakv1YyZdnjx49lACQH4R7ynco2Y+V/Ei56KKLlO+XHCvZ3wMPPKA+x5rTsZo4cWLCzyK5v6b8bPfIn8bHpQghhBBCmiesaSKEEEIIaQQUTYQQQgghjYCiiRBCCCGkEVA0EUIIIYQ0AoomQgghhJBGQNFECCGEENIIKJoIIYQQQhoBRRMhpNkyadIkNayzpKRkTz8UQkgKQHNLQkiz4dBDD8W+++6rhuSas6e2bt2qBnbuyMR0Qkjzwr+nHwAhhOwpZMCoOf2cEEK2BdNzhJBmwUUXXaQmmj/yyCMqqiSnF1980ZGek+v5+fn43//+h169eiEzMxOnn346Kisr8dJLL6FLly4oKCjAn/70J0QiEWvfErG6/vrr0b59e2RlZWH48OEq9UcI2btgpIkQ0iwQsbR48WL0798fd9xxh1o2f/78uO2qqqrw6KOP4o033kB5eTlOO+00dRIxNX78ePz222/43e9+hwMPPBBnnXWWus3vf/97LF++XN2mXbt2eP/993HMMcdg7ty56Nmz525/roSQXQNFEyGkWZCXl6fScRI9MlNyCxcujNsuFArhqaeeQvfu3dV1iTS9/PLL2LBhA7Kzs9G3b18cdthhmDhxohJNS5cuxeuvv47Vq1crwSSMGzcOn332GV544QXcddddu/mZEkJ2FRRNhBBiQ0SVKZgEKRKXtJwIJvuyjRs3qsszZ86EpmnYZ599HMextrYWLVq04LElZC+CookQQmwEAgHH8ZCap0TLotGouiznPp8PM2bMUOd27EKLEJL6UDQRQpoNkp6zF3A3BYMHD1b7lMjTQQcd1KT7JoQkF+yeI4Q0GyTNNm3aNFW0vXnzZitatDNIWu68887DBRdcgPfeew/Lli3D9OnTce+996rCcULI3gNFEyGk2SAF2pJCk2Luli1bYuXKlU2yXyn4FtF03XXXKauCk046SYmzjh07Nsn+CSHJAR3BCSGEEEIaASNNhBBCCCGNgKKJEEIIIaQRUDQRQgghhDQCiiZCCCGEkEZA0UQIIYQQ0ggomgghhBBCGgFFEyGEEEJII6BoIoQQQghpBBRNhBBCCCGNgKKJEEIIIaQRUDQRQgghhDQCiiZCCCGEEGyb/wdEKc0uLQ0TxgAAAABJRU5ErkJggg==\",\"text/plain\":[\"<Figure size 640x480 with 1 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"# Retrieve an EventData object\\n\",\"edc_sim = p.waveforms.get(\\n\",\"    \\\"SYNTHETIC_DATA:simulation | normalize\\\", events=[\\\"event015\\\", \\\"event061\\\"]\\n\",\")\\n\",\"# Retrieve the data as an xarray.DataArray and select the \\\"X\\\" component and\\n\",\"# flip the sign to account for the different coordinate convention of the\\n\",\"# observed data\\n\",\"da_sim_event015 = -1 * edc[\\\"event015\\\"].get_waveform_data_xarray(\\n\",\"    receiver_field=\\\"displacement\\\"\\n\",\").unstack().sel(component=\\\"X\\\")\\n\",\"da_sim_event061 = -1 * edc[\\\"event061\\\"].get_waveform_data_xarray(\\n\",\"    receiver_field=\\\"displacement\\\"\\n\",\").unstack().sel(component=\\\"X\\\")\\n\",\"\\n\",\"# Plot the data\\n\",\"plt.figure()\\n\",\"da_sim_event015.plot(label=\\\"event015\\\")\\n\",\"da_sim_event061.plot(label=\\\"event061\\\")\\n\",\"plt.legend()\\n\",\"plt.title(\\\"Simulated data\\\")\"]},{\"cell_type\":\"markdown\",\"id\":\"0debcee4\",\"metadata\":{},\"source\":[\"Now we plot everything together.\"]},{\"cell_type\":\"code\",\"execution_count\":22,\"id\":\"26961dd3\",\"metadata\":{},\"outputs\":[{\"data\":{\"text/plain\":[\"Text(0.5, 1.0, 'Event061')\"]},\"execution_count\":22,\"metadata\":{},\"output_type\":\"execute_result\"},{\"data\":{\"image/png\":\"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size 1500x500 with 2 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"}],\"source\":[\"plt.figure(figsize=(15, 5))\\n\",\"plt.subplot(121)\\n\",\"da_obs_event015.plot(c=\\\"k\\\", label=\\\"experimental\\\")\\n\",\"da_sim_event015.plot(c=\\\"r\\\", label=\\\"simulated\\\")\\n\",\"plt.legend()\\n\",\"plt.gca().set_xlim(0.0, 0.001)\\n\",\"plt.title(\\\"Event015\\\")\\n\",\"\\n\",\"plt.subplot(122)\\n\",\"da_obs_event061.plot(c=\\\"k\\\", label=\\\"experimental\\\")\\n\",\"da_sim_event061.plot(c=\\\"r\\\", label=\\\"simulated\\\")\\n\",\"plt.legend()\\n\",\"plt.gca().set_xlim(0.0, 0.001)\\n\",\"plt.title(\\\"Event061\\\")\"]},{\"cell_type\":\"markdown\",\"id\":\"92ad0776\",\"metadata\":{},\"source\":[\"Note that the simulations seem to fit the data remarkably well! However,\\n\",\"there appear to be some minor differences between the simulated and the\\n\",\"observed data. Can you guess where these differences come from? The\\n\",\"explanation is simple. We did not include the borehole in our simulations. We\\n\",\"simply assumed the whole block is homogeneous. The difference is therefore\\n\",\"particularly visible for `\\\"event061\\\"` that corresponds to a measurement\\n\",\"position directly above the borehole. We spare you from now running the\\n\",\"simulations again with the borehole as this would require a more\\n\",\"sophisticated meshing workflow — please refer to our meshing tutorials for\\n\",\"this. However, we already did the work for you and repeated the simulations\\n\",\"above for a mesh that includes the borehole. Check out the results in the\\n\",\"video below, showing both the volumetric wavefield and a comparison of the\\n\",\"experimental and simulated data. Note that we are now able to fully match the\\n\",\"data **\\\"wiggle-by-wiggle\\\"**!\"]},{\"cell_type\":\"markdown\",\"id\":\"5e8bf44f\",\"metadata\":{},\"source\":[\"<video controls src=\\\"images/displacement_isometric.mp4\\\" width=100%>\"]}],\"metadata\":{\"kernelspec\":{\"display_name\":\"Python 3 (ipykernel)\",\"language\":\"python\",\"name\":\"python3\"},\"language_info\":{\"codemirror_mode\":{\"name\":\"ipython\",\"version\":3},\"file_extension\":\".py\",\"mimetype\":\"text/x-python\",\"name\":\"python\",\"nbconvert_exporter\":\"python\",\"pygments_lexer\":\"ipython3\",\"version\":\"3.11.15\"}},\"nbformat\":4,\"nbformat_minor\":5}","notebook_widget_size_map":"{}","path_to_zip_file":"/2025.1.3/examples/tutorials/data_analysis/data_fusion/tutorial.zip","zip_file_size":"3.86 MB"}},"pageContext":{"slug":"/2025.1.3/examples/tutorials/data_analysis/data_fusion/tutorial","pagePath":"2025.1.3/examples/tutorials/data_analysis/data_fusion/tutorial"}},
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