diff --git a/applications/lofar2/model/pfb_os/README.txt b/applications/lofar2/model/pfb_os/README.txt
deleted file mode 100644
index 9bef4dcda4bfb7c2309c71953ac9c1becae47924..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/README.txt
+++ /dev/null
@@ -1,46 +0,0 @@
-Author: Eric Kooistra, nov 2023
-
-* Practise DSP [1].
-
-* Try to reproduce LOFAR subband filter FIR coefficients using scipy instead
-  of MATLAB.
-  The pfs_coeff_final.m from the Filter Task Force (FTF) in 2005 use fircls1
-  with r_pass and r_stop to define the ripple. In addition it post applies a
-  Kaiser window with beta = 1 to make the filter attenuation a bit more deep
-  near the transition. The pfir_coeff.m from Apertif also uses fircls1.
-  Both use fircls1 with N = 1024 FIR coefficients and then Fourier
-  interpolation to achieve Ncoefs = 1024 * 16 FIR coefficients. Both scripts
-  can not exactly reproduce the actual LOFAR1 coefficients, therefore these
-  are loaded from a file Coeffs16384Kaiser-quant.dat
-
-* Try low pass filter design methods using windowed sync, firls, remez [4]
-  The windowed sync method, firls leased squares method and remez method all
-  yield comparable results, but firls and remez perform slightly better near
-  the transition band. The firls and remez functions from scipy.signal use
-  transition bandwidth and weights between pass and stop band to influence
-  the transition region and ripple. For remez the ripple is constant in the
-  pass band and stop band, for firls the ripple is largest near the band
-  transition.
-
-* It is possible to design a good FIR filter using Python scipy. Possibly with
-  some extra help of a filter design and analysis (FDA) tool like pyfda [2].
-
-[1] dsp_study_erko.txt, summary of DSP books
-[2] pyfda, dsp, at https://github.com/chipmuenk
-[3] python package rtdsp, for radio telescope DSP investigations in Python
-[4] python jupyter notebooks
-    * Try FIR filter design methods
-      - rectangular_window_and_ideal_lpf.ipynb
-      - filter_design_windowed_sync.ipynb
-      - filter_design_firls.ipynb
-      - filter_design_remez.ipynb
-    * Try Hilbert transform
-      - hilbert_transform_design.ipynb
-      - hilbert_transform_application.ipynb
-    * Try IIR filter design methods
-      - iir_filter.ipynb
-    * Try multirate processing
-      - up_down_sampling.ipynb
-      - narrowband_noise_generator.ipynb
-    * Try polyphase filterbanks
-      - one_pfb.ipynb
diff --git a/applications/lofar2/model/pfb_os/dsp_fpga_lib.py b/applications/lofar2/model/pfb_os/dsp_fpga_lib.py
deleted file mode 100644
index 629fd59d160f6be6cac9d7ce8a06f3bbd60266fa..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/dsp_fpga_lib.py
+++ /dev/null
@@ -1,1175 +0,0 @@
-# -*- coding: utf-8 -*-
-# flake8: noqa
-"""
-Created on Mon Apr 30 10:29:42 2012
-dsp_fpga_lib (Version 8)
-@author: Muenker_2
-from: https://github.com/chipmuenk/dsp
-"""
-import sys
-import string  # needed for remezord?
-import numpy as np
-import numpy.ma as ma
-from numpy import pi, asarray, absolute, sqrt, log10, arctan, ceil, hstack, mod
-
-import scipy.signal as sig
-from scipy import __version__ as sci_version
-from scipy import special  # needed for remezord
-import scipy.spatial.distance as sc_dist
-import matplotlib as mpl
-import matplotlib.pyplot as plt
-from matplotlib import patches
-
-__version__ = "0.9"
-def versions():
-    print("Python version:", ".".join(map(str, sys.version_info[:3])))
-    print("Numpy:", np.__version__)
-    print("Scipy:", sci_version)
-    print("Matplotlib:", mpl.__version__, mpl.get_backend())
-
-
-mpl_rc = {'lines.linewidth'           : 1.5,
-          'lines.markersize'          : 8,  # markersize in points
-          'text.color'                : 'black',
-          'font.family'               : 'sans-serif',  #'serif',
-          'font.style'                : 'normal',
-          # 'mathtext.fontset'          : 'stixsans',  #'stix',
-          # 'mathtext.fallback_to_cm'   : True,
-          'mathtext.default'          : 'it',
-          'font.size'                 : 12,
-          'legend.fontsize'           : 12,
-          'axes.labelsize'            : 12,
-          'axes.titlesize'            : 14,
-          'axes.linewidth'            : 1,  # linewidth for coordinate system
-          'axes.formatter.use_mathtext': True,  # use mathtext for scientific notation.
-          #
-          'axes.grid'                 : True,
-          'grid.color'                : '#222222',
-          'axes.facecolor'            : 'white',
-          'axes.labelcolor'           : 'black',
-          'axes.edgecolor'            : 'black',
-          'grid.linestyle'            : ':',
-          'grid.linewidth'            : 0.5,
-          #
-          'xtick.top'                 : False,     # mpl >= 2.0
-          'xtick.direction'           : 'out',
-          'ytick.direction'           : 'out',
-          'xtick.color'               : 'black',
-          'ytick.color'               : 'black',
-          #
-          'figure.figsize'            : (7,4),  # default figure size in inches
-          'figure.facecolor'          : 'white',
-          'figure.edgecolor'          : '#808080',
-          'figure.dpi'                : 100,
-          'savefig.dpi'               : 100,
-          'savefig.facecolor'         : 'white',
-          'savefig.edgecolor'         : 'white',
-          'savefig.bbox'              : 'tight',
-          'savefig.pad_inches'        : 0,
-          'hatch.color'               : '#808080',  # mpl >= 2.0
-          'hatch.linewidth'           : 0.5,       # mpl >= 2.0
-          'animation.html'          : 'jshtml'   # javascript, mpl >= 2.1
-           }
-
-mpl_rc_33 = {'mathtext.fallback'      : 'cm'}  # new since mpl 3.3
-mpl_rc_32 = {'mathtext.fallback_to_cm': True}  # deprecated since mpl 3.3
-
-if mpl.__version__ < "3.3":
-    mpl_rc.update(mpl_rc_32)  # lower than matplotlib 3.3
-else:
-    mpl_rc.update(mpl_rc_33)
-
-plt.rcParams.update(mpl_rc)  # define plot properties
-
-
-def H_mag(zaehler, nenner, z, lim):
-    """ Calculate magnitude of H(z) or H(s) in polynomial form at the complex
-    coordinate z = x, 1j * y (skalar or array)
-    The result is clipped at lim."""
-#    limvec = lim * np.ones(len(z))
-    try: len(zaehler)
-    except TypeError:
-        z_val = abs(zaehler)  # zaehler is a scalar
-    else:
-        z_val = abs(np.polyval(zaehler, z))  # evaluate zaehler at z
-    try: len(nenner)
-    except TypeError:
-        n_val = nenner  # nenner is a scalar
-    else:
-        n_val = abs(np.polyval(nenner, z))
-
-    return np.minimum((z_val/n_val), lim)
-
-
-# ----------------------------------------------
-# from scipy.sig.signaltools.py:
-def cmplx_sort(p):
-    "sort roots based on magnitude."
-    p = np.asarray(p)
-    if np.iscomplexobj(p):
-        indx = np.argsort(abs(p))
-    else:
-        indx = np.argsort(p)
-    return np.take(p, indx, 0), indx
-
-
-# adapted from scipy.signal.signaltools.py:
-# TODO:  comparison of real values has several problems (5 * tol ???)
-def unique_roots(p, tol=1e-3, magsort = False, rtype='min', rdist='euclidian'):
-    """Determine unique roots and their multiplicities from a list of roots.
-
-    Parameters
-    ----------
-    p : array_like
-        The list of roots.
-    tol : float, default tol = 1e-3
-        The tolerance for two roots to be considered equal. Default is 1e-3.
-    magsort: Boolean, default = False
-        When magsort = True, use the root magnitude as a sorting criterium (as in
-        the version used in numpy < 1.8.2). This yields false results for roots
-        with similar magniudes (e.g. on the unit circle) but is signficantly
-        faster for a large number of roots (factor 20 for 500 double roots.)
-    rtype : {'max', 'min, 'avg'}, optional
-        How to determine the returned root if multiple roots are within
-        `tol` of each other.
-        - 'max' or 'maximum': pick the maximum of those roots (magnitude ?).
-        - 'min' or 'minimum': pick the minimum of those roots (magnitude?).
-        - 'avg' or 'mean' : take the average of those roots.
-        - 'median' : take the median of those roots
-    dist : {'manhattan', 'euclid'}, optional
-        How to measure the distance between roots: 'euclid' is the euclidian
-        distance. 'manhattan' is less common, giving the
-        sum of the differences of real and imaginary parts.
-
-    Returns
-    -------
-    pout : list
-        The list of unique roots, sorted from low to high (only for real roots).
-    mult : list
-        The multiplicity of each root.
-
-    Notes
-    -----
-    This utility function is not specific to roots but can be used for any
-    sequence of values for which uniqueness and multiplicity has to be
-    determined. For a more general routine, see `numpy.unique`.
-
-    Examples
-    --------
-    >>> vals = [0, 1.3, 1.31, 2.8, 1.25, 2.2, 10.3]
-    >>> uniq, mult = sp.signal.unique_roots(vals, tol=2e-2, rtype='avg')
-
-    Check which roots have multiplicity larger than 1:
-
-    >>> uniq[mult > 1]
-    array([ 1.305])
-
-    Find multiples of complex roots on the unit circle:
-    >>> vals = np.roots(1,2,3,2,1)
-    uniq, mult = sp.signal.unique_roots(vals, rtype='avg')
-    """
-
-    def manhattan(a, b):
-        """Manhattan distance between a and b"""
-        return ma.abs(a.real - b.real) + ma.abs(a.imag - b.imag)
-
-
-    def euclid(a, b):
-        """Euclidian distance between a and b"""
-        return ma.abs(a - b)
-
-
-    if rtype in ['max', 'maximum']:
-        comproot = ma.max  # nanmax ignores nan's
-    elif rtype in ['min', 'minimum']:
-        comproot = ma.min  # nanmin ignores nan's
-    elif rtype in ['avg', 'mean']:
-        comproot = ma.mean # nanmean ignores nan's
-#    elif rtype == 'median':
-    else:
-        raise TypeError(rtype)
-
-    if rdist in ['euclid', 'euclidian']:
-        dist_roots = euclid
-    elif rdist in ['rect', 'manhattan']:
-        dist_roots = manhattan
-    else:
-        raise TypeError(rdist)
-
-    mult = []  # initialize list for multiplicities
-    pout = []  # initialize list for reduced output list of roots
-    p = np.atleast_1d(p) # convert p to at least 1D array
-    tol = abs(tol)
-
-    if len(p) == 0:  # empty argument, return empty lists
-        return pout, mult
-    elif len(p) == 1:  # scalar input, return arg with multiplicity = 1
-        pout = p
-        mult = [1]
-        return pout, mult
-    else:
-        sameroots = []  # temporary list for roots within the tolerance
-        pout = p[np.isnan(p)].tolist()  # copy nan elements to pout as list
-        mult = len(pout) * [1]  # generate a list with a "1" for each nan
-        # p = ma.masked_array(p[~np.isnan(p)])  # delete nan elements, convert to ma
-        p = np.ma.masked_where(np.isnan(p), p)  # only masks nans, preferrable?
-
-    if np.iscomplexobj(p) and not magsort:
-        for i in range(len(p)):  # p[i] is current root under test
-            if not p[i] is ma.masked:  # has current root been "deleted" yet?
-                tolarr = dist_roots(p[i], p[i:]) < tol  # test against itself and
-                # subsequent roots, giving a multiplicity of at least one
-                mult.append(np.sum(tolarr))  # multiplicity = number of "hits"
-                sameroots = p[i:][tolarr]   # pick the roots within the tolerance
-                p[i:] = ma.masked_where(tolarr, p[i:]) # and "delete" (mask) them
-                pout.append(comproot(sameroots))  # avg/mean/max of mult. root
-    else:
-        p, indx = cmplx_sort(p)
-        indx = -1
-        curp = p[0] + 5 * tol  # needed to avoid "self-detection" ?
-        for k in range(len(p)):
-            tr = p[k]
-#            if dist_roots(tr, curp) < tol:
-            if abs(tr - curp) < tol:
-                sameroots.append(tr)
-                curp = comproot(sameroots)  # not correct for 'avg'
-                                            # of multiple (N > 2) root !
-                pout[indx] = curp
-                mult[indx] += 1
-            else:
-                pout.append(tr)
-                curp = tr
-                sameroots = [tr]
-                indx += 1
-                mult.append(1)
-    return np.array(pout), np.array(mult)
-
-##### original code ####
-#    p = asarray(p) * 1.0
-#    tol = abs(tol)
-#    p, indx = cmplx_sort(p)
-#    pout = []
-#    mult = []
-#    indx = -1
-#    curp = p[0] + 5 * tol
-#    sameroots = []
-#    for k in range(len(p)):
-#        tr = p[k]
-#        if abs(tr - curp) < tol:
-#            sameroots.append(tr)
-#            curp = comproot(sameroots)
-#            pout[indx] = curp
-#            mult[indx] += 1
-#        else:
-#            pout.append(tr)
-#            curp = tr
-#            sameroots = [tr]
-#            indx += 1
-#            mult.append(1)
-#    return array(pout), array(mult)
-
-#------------------------------------------------------------------------------
-
-def zplane(b=None, a=1, z=None, p=None, k=1, pn_eps=1e-3, analog=False,
-           plt_ax=None, plt_poles=True, style='square', anaCircleRad=0, lw=2,
-           mps=10, mzs=10, mpc='r', mzc='b', plabel='', zlabel=''):
-    """
-    Plot the poles and zeros in the complex z-plane either from the
-    coefficients (`b,`a) of a discrete transfer function `H`(`z`) (zpk = False)
-    or directly from the zeros and poles (z,p) (zpk = True).
-
-    When only b is given, an FIR filter with all poles at the origin is assumed.
-
-    Parameters
-    ----------
-    b :  array_like
-         Numerator coefficients (transversal part of filter)
-         When b is not None, poles and zeros are determined from the coefficients
-         b and a
-
-    a :  array_like (optional, default = 1 for FIR-filter)
-         Denominator coefficients (recursive part of filter)
-
-    z :  array_like, default = None
-         Zeros
-         When b is None, poles and zeros are taken directly from z and p
-
-    p :  array_like, default = None
-         Poles
-
-    analog : boolean (default: False)
-        When True, create a P/Z plot suitable for the s-plane, i.e. suppress
-        the unit circle (unless anaCircleRad > 0) and scale the plot for
-        a good display of all poles and zeros.
-
-    pn_eps : float (default : 1e-2)
-         Tolerance for separating close poles or zeros
-
-    plt_ax : handle to axes for plotting (default: None)
-        When no axes is specified, the current axes is determined via plt.gca()
-
-    plt_poles : Boolean (default : True)
-        Plot poles. This can be used to suppress poles for FIR systems
-        where all poles are at the origin.
-
-    style : string (default: 'square')
-        Style of the plot, for style == 'square' make scale of x- and y-
-        axis equal.
-
-    mps : integer  (default: 10)
-        Size for pole marker
-
-    mzs : integer (default: 10)
-        Size for zero marker
-
-    mpc : char (default: 'r')
-        Pole marker colour
-
-    mzc : char (default: 'b')
-        Zero marker colour
-
-    lw : integer (default:  2)
-        Linewidth for unit circle
-
-    plabel, zlabel : string (default: '')
-        This string is passed to the plot command for poles and zeros and
-        can be displayed by legend()
-
-    Returns
-    -------
-    z, p, k : ndarray
-
-    Notes
-    -----
-    """
-    # TODO:
-    # - polar option
-    # - add keywords for color of circle -> **kwargs
-    # - add option for multi-dimensional arrays and zpk data
-
-    # make sure that all inputs are arrays
-    b = np.atleast_1d(b)
-    a = np.atleast_1d(a)
-    z = np.atleast_1d(z)  # make sure that p, z  are arrays
-    p = np.atleast_1d(p)
-
-    if b.any():  # coefficients were specified
-        if len(b) < 2 and len(a) < 2:
-            logger.error('No proper filter coefficients: both b and a are scalars!')
-            return z, p, k
-
-        # The coefficients are less than 1, normalize the coefficients
-        if np.max(b) > 1:
-            kn = np.max(b)
-            b = b / float(kn)
-        else:
-            kn = 1.
-
-        if np.max(a) > 1:
-            kd = np.max(a)
-            a = a / abs(kd)
-        else:
-            kd = 1.
-
-        # Calculate the poles, zeros and scaling factor
-        p = np.roots(a)
-        z = np.roots(b)
-        k = kn/kd
-    elif not (len(p) or len(z)):  # P/Z were specified
-        logger.error('Either b, a or z, p must be specified!')
-        return z, p, k
-
-    # find multiple poles and zeros and their multiplicities
-    if len(p) < 2:  # single pole, [None] or [0]
-        if not p or p == 0:  # only zeros, create equal number of poles at origin
-            p = np.array(0, ndmin=1)
-            num_p = np.atleast_1d(len(z))
-        else:
-            num_p = [1.]  # single pole != 0
-    else:
-        #p, num_p = sig.signaltools.unique_roots(p, tol = pn_eps, rtype='avg')
-        p, num_p = unique_roots(p, tol=pn_eps, rtype='avg')
-#        p = np.array(p); num_p = np.ones(len(p))
-    if len(z) > 0:
-        z, num_z = unique_roots(z, tol=pn_eps, rtype='avg')
-#        z = np.array(z); num_z = np.ones(len(z))
-        # z, num_z = sig.signaltools.unique_roots(z, tol = pn_eps, rtype='avg')
-    else:
-        num_z = []
-
-    if plt_ax:
-        ax = plt_ax  #.subplot(111)
-        if analog == False:
-            # create the unit circle for the z-plane
-            uc = patches.Circle((0, 0), radius=1, fill=False,
-                                color='grey', ls='solid', zorder=1)
-            ax.add_patch(uc)
-            if style == 'square':
-                #r = 1.1
-                #ax.axis([-r, r, -r, r])  # overridden by next option
-                ax.axis('equal')
-        #    ax.spines['left'].set_position('center')
-        #    ax.spines['bottom'].set_position('center')
-        #    ax.spines['right'].set_visible(True)
-        #    ax.spines['top'].set_visible(True)
-        else: # s-plane
-            if anaCircleRad > 0:
-                # plot a circle with radius = anaCircleRad
-                uc = patches.Circle((0, 0), radius=anaCircleRad, fill=False,
-                                    color='grey', ls='solid', zorder=1)
-                ax.add_patch(uc)
-            # plot real and imaginary axis
-            ax.axhline(lw=2, color='k', zorder=1)
-            ax.axvline(lw=2, color='k', zorder=1)
-
-        # Plot the zeros
-        ax.scatter(z.real, z.imag, s=mzs * mzs, zorder=2, marker = 'o',
-                   facecolor='none', edgecolor=mzc, lw=lw, label=zlabel)
-        # and print their multiplicity
-        for i in range(len(z)):
-            if num_z[i] > 1:
-                ax.text(np.real(z[i]), np.imag(z[i]),'  (' + str(num_z[i]) +')',
-                        va = 'top', color=mzc)
-        if plt_poles:
-            # Plot the poles
-            ax.scatter(p.real, p.imag, s=mps * mps, zorder=2, marker='x',
-                       color=mpc, lw=lw, label=plabel)
-            # and print their multiplicity
-            for i in range(len(p)):
-                if num_p[i] > 1:
-                    ax.text(np.real(p[i]), np.imag(p[i]), '  (' + str(num_p[i]) +')',
-                            va = 'bottom', color=mpc)
-        # =====================================================================
-        #            # increase distance between ticks and labels
-        #            # to give some room for poles and zeros
-        #         for tick in ax.get_xaxis().get_major_ticks():
-        #             tick.set_pad(12.)
-        #             tick.label1 = tick._get_text1()
-        #         for tick in ax.get_yaxis().get_major_ticks():
-        #             tick.set_pad(12.)
-        #             tick.label1 = tick._get_text1()
-        # =====================================================================
-        xl = ax.get_xlim()
-        Dx = max(abs(xl[1]-xl[0]), 0.05)
-        yl = ax.get_ylim()
-        Dy = max(abs(yl[1]-yl[0]), 0.05)
-        ax.set_xlim((xl[0] - Dx * 0.05, max(xl[1] + Dx * 0.05, 0)))
-        ax.set_ylim((yl[0] - Dy * 0.05, yl[1] + Dy * 0.05))
-    return z, p, k
-
-
-#------------------------------------------------------------------------------
-def zplane_bak(b=None, a=1, z=None, p=None, k=1,  pn_eps=1e-3, analog=False,
-              plt_ax = None, plt_poles=True, style='square', anaCircleRad=0, lw=2,
-              mps = 10, mzs = 10, mpc = 'r', mzc = 'b', plabel = '', zlabel = ''):
-        """
-        Plot the poles and zeros in the complex z-plane either from the
-        coefficients (`b,` a) of a discrete transfer function `H`(`z`) (b specified)
-        or directly from the zeros and poles (z, p specified).
-
-        When only b is given, an FIR filter with all poles at the origin is assumed.
-
-        Parameters
-        ----------
-        b :  array_like
-             Numerator coefficients (transversal part of filter)
-             When b is not None, poles and zeros are determined from the coefficients
-             b and a
-
-        a :  array_like (optional, default = 1 for FIR-filter)
-             Denominator coefficients (recursive part of filter)
-
-        z :  array_like, default = None
-             Zeros
-             When b is None, poles and zeros are taken directly from z and p
-
-        p :  array_like, default = None
-             Poles
-
-        analog : boolean (default: False)
-            When True, create a P/Z plot suitable for the s-plane, i.e. suppress
-            the unit circle (unless anaCircleRad > 0) and scale the plot for
-            a good display of all poles and zeros.
-
-        pn_eps : float (default : 1e-2)
-             Tolerance for separating close poles or zeros
-
-        plt_ax : handle to axes for plotting (default: None)
-            When no axes is specified, the current axes is determined via plt.gca()
-
-        plt_poles : Boolean (default : True)
-            Plot poles. This can be used to suppress poles for FIR systems
-            where all poles are at the origin.
-
-        style : string (default: 'square')
-            Style of the plot, for style == 'square' make scale of x- and y-
-            axis equal.
-
-        mps : integer  (default: 10)
-            Size for pole marker
-
-        mzs : integer (default: 10)
-            Size for zero marker
-
-        mpc : char (default: 'r')
-            Pole marker colour
-
-        mzc : char (default: 'b')
-            Zero marker colour
-
-        lw : integer (default:  2)
-            Linewidth for unit circle
-
-        plabel, zlabel : string (default: '')
-            This string is passed to the plot command for poles and zeros and
-            can be displayed by legend()
-
-        Returns
-        -------
-        z, p, k : ndarray
-
-        Notes
-        -----
-        """
-        # TODO:
-        # - polar option
-        # - add keywords for color of circle -> **kwargs
-        # - add option for multi-dimensional arrays and zpk data
-
-        # make sure that all inputs are arrays
-        b = np.atleast_1d(b)
-        a = np.atleast_1d(a)
-        z = np.atleast_1d(z)  # make sure that p, z  are arrays
-        p = np.atleast_1d(p)
-
-        if b.any():  # coefficients were specified
-            if len(b) < 2 and len(a) < 2:
-                logger.error('No proper filter coefficients: both b and a are scalars!')
-                return z, p, k
-
-            # The coefficients are less than 1, normalize the coefficients
-            if np.max(b) > 1:
-                kn = np.max(b)
-                b = b / float(kn)
-            else:
-                kn = 1.
-
-            if np.max(a) > 1:
-                kd = np.max(a)
-                a = a / abs(kd)
-            else:
-                kd = 1.
-
-            # Calculate the poles, zeros and scaling factor
-            p = np.roots(a)
-            z = np.roots(b)
-            k = kn/kd
-        elif not (len(p) or len(z)):  # P/Z were specified
-            print('Either b, a or z, p must be specified!')
-            return z, p, k
-
-        # find multiple poles and zeros and their multiplicities
-        if len(p) < 2:  # single pole, [None] or [0]
-            if not p or p == 0:  # only zeros, create equal number of poles at origin
-                p = np.array(0,ndmin=1) #
-                num_p = np.atleast_1d(len(z))
-            else:
-                num_p = [1.]  # single pole != 0
-        else:
-            # p, num_p = sig.signaltools.unique_roots(p, tol = pn_eps, rtype='avg')
-            p, num_p = unique_roots(p, tol = pn_eps, rtype='avg')
-    #        p = np.array(p); num_p = np.ones(len(p))
-        if len(z) > 0:
-            z, num_z = unique_roots(z, tol = pn_eps, rtype='avg')
-    #        z = np.array(z); num_z = np.ones(len(z))
-            # z, num_z = sig.signaltools.unique_roots(z, tol = pn_eps, rtype='avg')
-        else:
-            num_z = []
-
-        if not plt_ax:
-            ax = plt.gca()  # fig.add_subplot(111)
-        else:
-            ax = plt_ax
-
-        if analog == False:
-            # create the unit circle for the z-plane
-            uc = patches.Circle((0, 0), radius=1, fill=False,
-                                color='grey', ls='solid', zorder=1)
-            ax.add_patch(uc)
-            if style == 'square':
-                r = 1.1
-                ax.axis([-r, r, -r, r])
-                ax.axis('equal')
-        #    ax.spines['left'].set_position('center')
-        #    ax.spines['bottom'].set_position('center')
-        #    ax.spines['right'].set_visible(True)
-        #    ax.spines['top'].set_visible(True)
-        else: # s-plane
-            if anaCircleRad > 0:
-                # plot a circle with radius = anaCircleRad
-                uc = patches.Circle((0, 0), radius=anaCircleRad, fill=False,
-                                    color='grey', ls='solid', zorder=1)
-                ax.add_patch(uc)
-            # plot real and imaginary axis
-            ax.axhline(lw=2, color = 'k', zorder=1)
-            ax.axvline(lw=2, color = 'k', zorder=1)
-
-        # Plot the zeros
-        ax.scatter(z.real, z.imag, s=mzs * mzs, zorder=2, marker='o',
-                   facecolor='none', edgecolor=mzc, lw=lw, label=zlabel)
-        # and print their multiplicity
-        for i in range(len(z)):
-            if num_z[i] > 1:
-                ax.text(np.real(z[i]), np.imag(z[i]), '  (' + str(num_z[i]) +')',
-                        va='top', color=mzc)
-        if plt_poles:
-            # Plot the poles
-            ax.scatter(p.real, p.imag, s=mps*mps, zorder=2, marker='x',
-                       color=mpc, lw=lw, label=plabel)
-            # and print their multiplicity
-            for i in range(len(p)):
-                if num_p[i] > 1:
-                    ax.text(np.real(p[i]), np.imag(p[i]), '  (' + str(num_p[i]) +')',
-                            va='bottom', color=mpc)
-
-            # increase distance between ticks and labels
-            # to give some room for poles and zeros
-        for tick in ax.get_xaxis().get_major_ticks():
-            tick.set_pad(12.)
-            tick.label1 = tick._get_text1()
-        for tick in ax.get_yaxis().get_major_ticks():
-            tick.set_pad(12.)
-            tick.label1 = tick._get_text1()
-
-        xl = ax.get_xlim()
-        Dx = max(abs(xl[1] - xl[0]), 0.05)
-        yl = ax.get_ylim()
-        Dy = max(abs(yl[1] - yl[0]), 0.05)
-        ax.set_xlim((xl[0] - Dx * 0.05, max(xl[1] + Dx * 0.05, 0)))
-        ax.set_ylim((yl[0] - Dy * 0.05, yl[1] + Dy * 0.05))
-        return z, p, k
-
-
-#------------------------------------------------------------------------------
-def impz(b, a=1, FS=1, N=1, step=False):
-    """
-    Calculate impulse response of a discrete time filter, specified by
-    numerator coefficients b and denominator coefficients a of the system
-    function H(z).
-
-    When only b is given, the impulse response of the transversal (FIR)
-    filter specified by b is calculated.
-
-    Parameters
-    ----------
-    b :  array_like
-         Numerator coefficients (transversal part of filter)
-
-    a :  array_like (optional, default = 1 for FIR-filter)
-         Denominator coefficients (recursive part of filter)
-
-    FS : float (optional, default: FS = 1)
-         Sampling frequency.
-
-    N :  float (optional, default N=1 for automatic calculation)
-         Number of calculated points.
-         Default: N = len(b) for FIR filters, N = 100 for IIR filters
-
-    step: boolean (optional, default: step=False)
-         plot step response instead of impulse response
-
-    Returns
-    -------
-    hn : ndarray with length N (see above)
-    td : ndarray containing the time steps with same
-
-    Examples
-    --------
-    >>> b = [1, 2, 3] # Coefficients of H(z) = 1 + 2 z^2 + 3 z^3
-    >>> h, n = dsp_lib.impz(b)
-    """
-    try: len(a) #len_a = len(a)
-    except TypeError:
-         # a has len = 1 -> FIR-Filter
-        impulse = np.repeat(0., len(b))  # create float array filled with 0.
-        try: len(b)
-        except TypeError:
-            print('No proper filter coefficients: len(a) = len(b) = 1 !')
-    else:
-        try: len(b)
-        except TypeError: b = [b,]  # convert scalar to array with len = 1
-        impulse = np.repeat(0., 100)  # IIR-Filter
-    if N > 1:
-        impulse = np.repeat(0., N)
-    impulse[0] =1.0  # create dirac impulse
-    hn = np.array(sig.lfilter(b, a, impulse))  # calculate impulse response
-    td = np.arange(len(hn)) / FS
-
-    if step:
-        hn = np.cumsum(hn)  # integrate impulse response to get step response
-    return hn, td
-
-
-#==================================================================
-def grpdelay(b, a=1, nfft=512, whole='none', analog=False, Fs=2.*pi):
-#==================================================================
-    """
-    Calculate group delay of a discrete time filter, specified by
-    numerator coefficients `b` and denominator coefficients `a` of the system
-    function `H` ( `z`).
-
-    When only `b` is given, the group delay of the transversal (FIR)
-    filter specified by `b` is calculated.
-
-    Parameters
-    ----------
-    b :  array_like
-         Numerator coefficients (transversal part of filter)
-
-    a :  array_like (optional, default = 1 for FIR-filter)
-         Denominator coefficients (recursive part of filter)
-
-    whole : string (optional, default : 'none')
-         Only when whole = 'whole' calculate group delay around
-         the complete unit circle (0 ... 2 pi)
-
-    N :  integer (optional, default: 512)
-         Number of FFT-points
-
-    FS : float (optional, default: FS = 2*pi)
-         Sampling frequency.
-
-    Returns
-    -------
-    tau_g : ndarray
-        The group delay
-
-    w : ndarray
-        The angular frequency points where the group delay was computed
-
-    Notes
-    -----
-    The group delay :math:`\\tau_g(\\omega)` of discrete and continuous time
-    systems is defined by
-
-    .. math::
-
-        \\tau_g(\\omega) = -  \\phi'(\\omega)
-            = -\\frac{\\partial \\phi(\\omega)}{\\partial \\omega}
-            = -\\frac{\\partial }{\\partial \\omega}\\angle H( \\omega)
-
-    A useful form for calculating the group delay is obtained by deriving the
-    *logarithmic* frequency response in polar form as described in [JOS]_ for
-    discrete time systems:
-
-    .. math::
-
-        \\ln ( H( \\omega))
-          = \\ln \\left({H_A( \\omega)} e^{j \\phi(\\omega)} \\right)
-          = \\ln \\left({H_A( \\omega)} \\right) + j \\phi(\\omega)
-
-          \\Rightarrow \\; \\frac{\\partial }{\\partial \\omega} \\ln ( H( \\omega))
-          = \\frac{H_A'( \\omega)}{H_A( \\omega)} +  j \\phi'(\\omega)
-
-    where :math:`H_A(\\omega)` is the amplitude response. :math:`H_A(\\omega)` and
-    its derivative :math:`H_A'(\\omega)` are real-valued, therefore, the group
-    delay can be calculated from
-
-    .. math::
-
-          \\tau_g(\\omega) = -\\phi'(\\omega) =
-          -\\Im \\left\\{ \\frac{\\partial }{\\partial \\omega}
-          \\ln ( H( \\omega)) \\right\\}
-          =-\\Im \\left\\{ \\frac{H'(\\omega)}{H(\\omega)} \\right\\}
-
-    The derivative of a polynome :math:`P(s)` (continuous-time system) or :math:`P(z)`
-    (discrete-time system) w.r.t. :math:`\\omega` is calculated by:
-
-    .. math::
-
-        \\frac{\\partial }{\\partial \\omega} P(s = j \\omega)
-        = \\frac{\\partial }{\\partial \\omega} \\sum_{k = 0}^N c_k (j \\omega)^k
-        =  j \\sum_{k = 0}^{N-1} (k+1) c_{k+1} (j \\omega)^{k}
-        =  j P_R(s = j \\omega)
-
-        \\frac{\\partial }{\\partial \\omega} P(z = e^{j \\omega T})
-        = \\frac{\\partial }{\\partial \\omega} \\sum_{k = 0}^N c_k e^{-j k \\omega T}
-        =  -jT \\sum_{k = 0}^{N} k c_{k} e^{-j k \\omega T}
-        =  -jT P_R(z = e^{j \\omega T})
-
-    where :math:`P_R` is the "ramped" polynome, i.e. its `k` th coefficient is
-    multiplied by `k` resp. `k` + 1.
-
-    yielding:
-
-    .. math::
-
-        \\tau_g(\\omega) = -\\Im \\left\\{ \\frac{H'(\\omega)}{H(\\omega)} \\right\\}
-        \\quad \\text{ resp. } \\quad
-        \\tau_g(\\omega) = -\\Im \\left\\{ \\frac{H'(e^{j \\omega T})}
-                        {H(e^{j \\omega T})} \\right\\}
-
-    where::
-
-                        (H'(e^jwT))       (    H_R(e^jwT))        (H_R(e^jwT))
-        tau_g(w) = -im  |---------| = -im |-jT ----------| = T re |----------|
-                        ( H(e^jwT))       (    H(e^jwT)  )        ( H(e^jwT) )
-
-    where :math:`H(e^{j\\omega T})` is calculated via the DFT at NFFT points and
-    the derivative
-    of the polynomial terms :math:`b_k z^-k` using :math:`\\partial / \\partial w b_k e^-jkwT` = -b_k jkT e^-jkwT.
-    This is equivalent to muliplying the polynome with a ramp `k`,
-    yielding the "ramped" function H_R(e^jwT).
-
-    For analog functions with b_k s^k the procedure is analogous, but there is no
-    sampling time and the exponent is positive.
-
-    .. [JOS] Julius O. Smith III, "Numerical Computation of Group Delay" in
-        "Introduction to Digital Filters with Audio Applications",
-        Center for Computer Research in Music and Acoustics (CCRMA),
-        Stanford University, http://ccrma.stanford.edu/~jos/filters/Numerical_Computation_Group_Delay.html, referenced 2014-04-02,
-
-    .. [Lyons] Richard Lyons, "Understanding Digital Signal Processing", 3rd Ed.,
-        Prentice Hall, 2010.
-
-    Examples
-    --------
-    >>> b = [1, 2, 3] # Coefficients of H(z) = 1 + 2 z^2 + 3 z^3
-    >>> tau_g, td = dsp_lib.grpdelay(b)
-    """
-# If the denominator of the computation becomes too small, the group delay
-# is set to zero.  (The group delay approaches infinity when
-# there are poles or zeros very close to the unit circle in the z plane.)
-#
-# Theory: group delay, g(w) = -d/dw [arg{H(e^jw)}],  is the rate of change of
-# phase with respect to frequency.  It can be computed as:
-#
-#               d/dw H(e^-jw)
-#        g(w) = -------------
-#                 H(e^-jw)
-#
-# where
-#         H(z) = B(z)/A(z) = sum(b_k z^k)/sum(a_k z^k).
-#
-# By the quotient rule,
-#                    A(z) d/dw B(z) - B(z) d/dw A(z)
-#        d/dw H(z) = -------------------------------
-#                               A(z) A(z)
-# Substituting into the expression above yields:
-#                A dB - B dA
-#        g(w) =  ----------- = dB/B - dA/A
-#                    A B
-#
-# Note that,
-#        d/dw B(e^-jw) = sum(k b_k e^-jwk)
-#        d/dw A(e^-jw) = sum(k a_k e^-jwk)
-# which is just the FFT of the coefficients multiplied by a ramp.
-#
-# As a further optimization when nfft>>length(a), the IIR filter (b,a)
-# is converted to the FIR filter conv(b,fliplr(conj(a))).
-    if whole !='whole':
-        nfft = 2 * nfft
-    nfft = int(nfft)
-
-    w = Fs * np.arange(0, nfft) / nfft  # create frequency vector
-
-    try: len(a)
-    except TypeError:
-        a = 1
-        oa = 0  # a is a scalar or empty -> order of a = 0
-        c = b
-        try: len(b)
-        except TypeError: print('No proper filter coefficients: len(a) = len(b) = 1 !')
-    else:
-        oa = len(a)-1               # order of denom. a(z) resp. a(s)
-        c = np.convolve(b, a[::-1])  # a[::-1] reverses denominator coeffs a
-                                    # c(z) = b(z) * a(1/z)*z^(-oa)
-    try: len(b)
-    except TypeError: b = 1; ob = 0     # b is a scalar or empty -> order of b = 0
-    else:
-        ob = len(b) - 1             # order of b(z)
-
-    if analog:
-        a_b = np.convolve(a, b)
-        if ob > 1:
-            br_a = np.convolve(b[1:] * np.arange(1, ob), a)
-        else:
-            br_a = 0
-        ar_b = np.convolve(a[1:] * np.arange(1, oa), b)
-
-        num = np.fft.fft(ar_b - br_a, nfft)
-        den = np.fft.fft(a_b, nfft)
-    else:
-        oc = oa + ob                  # order of c(z)
-        cr = c * np.arange(0, oc + 1)  # multiply with ramp -> derivative of c wrt 1/z
-
-        num = np.fft.fft(cr, nfft)
-        den = np.fft.fft(c, nfft)
-
-    minmag = 10. * np.spacing(1)  # equivalent to matlab "eps"
-    polebins = np.where(abs(den) < minmag)[0]  # find zeros of denominator
-#    polebins = np.where(abs(num) < minmag)[0]  # find zeros of numerator
-    if np.size(polebins) > 0:  # check whether polebins array is empty
-        print('*** grpdelay warning: group delay singular -> setting to 0 at:')
-        for i in polebins:
-            print ('f = {0} '.format((Fs*i/nfft)))
-            num[i] = 0
-            den[i] = 1
-
-    if analog:
-        tau_g = np.real(num / den)
-    else:
-        tau_g = np.real(num / den) - oa
-
-    if whole != 'whole':
-        nfft = nfft // 2
-        tau_g = tau_g[0:nfft]
-        w = w[0:nfft]
-
-    return tau_g, w
-
-
-def grp_delay_ana(b, a, w):
-    """Calculate the group delay of an anlog filter."""
-    w, H = sig.freqs(b, a, w)
-    H_angle = np.unwrap(np.angle(H))
-#    tau_g = np.zeros(len(w)-1)
-    tau_g = (H_angle[1:] - H_angle[:-1]) / (w[0] - w[1])
-    return tau_g, w[:-1]
-
-
-#==================================================================
-def format_ticks(xy, scale, format="%.1f"):
-#==================================================================
-    """
-    Reformat numbers at x or y - axis. The scale can be changed to display
-    e.g. MHz instead of Hz. The number format can be changed as well.
-
-    Parameters
-    ----------
-    xy : string, either 'x', 'y' or 'xy'
-         select corresponding axis (axes) for reformatting
-
-    scale :  real,
-
-    format : string,
-             define C-style number formats
-
-    Returns
-    -------
-    nothing
-
-    Examples
-    --------
-    >>> format_ticks('x', 1000.)
-    Scales all numbers of x-Axis by 1000, e.g. for displaying ms instead of s.
-    >>> format_ticks('xy', 1., format = "%.2f")
-    Two decimal places for numbers on x- and y-axis
-    """
-    if xy == 'x' or xy == 'xy':
-        locx, labelx = plt.xticks()  # get location and content of xticks
-        plt.xticks(locx, map(lambda x: format % x, locx * scale))
-    if xy == 'y' or xy == 'xy':
-        locy, labely = plt.yticks()  # get location and content of xticks
-        plt.yticks(locy, map(lambda y: format % y, locy * scale))
-
-
-#==================================================================
-def lim_eps(a, eps):
-#==================================================================
-    """
-    Return min / max of an array a, increased by eps*(max(a) - min(a)).
-    Handy for nice looking axes labeling.
-    """
-    mylim = (min(a) - (max(a) - min(a)) * eps, max(a) + (max(a) - min(a)) * eps)
-    return mylim
-
-
-#========================================================
-
-abs = absolute
-
-
-def oddround(x):
-    """Return the nearest odd integer from x."""
-    return x - mod(x, 2) + 1
-
-
-def oddceil(x):
-    """Return the smallest odd integer not less than x."""
-    return oddround(x + 1)
-
-
-def remlplen_herrmann(fp, fs, dp, ds):
-    """
-    Determine the length of the low pass filter with passband frequency
-    fp, stopband frequency fs, passband ripple dp, and stopband ripple ds.
-    fp and fs must be normalized with respect to the sampling frequency.
-    Note that the filter order is one less than the filter length.
-
-    Uses approximation algorithm described by Herrmann et al.:
-
-    O. Herrmann, L.R. Raviner, and D.S.K. Chan, Practical Design Rules for
-    Optimum Finite Impulse Response Low-Pass Digital Filters, Bell Syst. Tech.
-    Jour., 52(6):769-799, Jul./Aug. 1973.
-    """
-    dF = fs-fp
-    a = [5.309e-3, 7.114e-2, -4.761e-1, -2.66e-3, -5.941e-1, -4.278e-1]
-    b = [11.01217, 0.51244]
-    Dinf = log10(ds) * (a[0] * log10(dp)**2 + a[1] * log10(dp) + a[2]) + \
-           a[3] * log10(dp)**2 + a[4] * log10(dp) + a[5]
-    f = b[0] + b[1] * (log10(dp) - log10(ds))
-    N1 = Dinf / dF - f * dF + 1
-    return int(oddround(N1))
-
-
-def remlplen_kaiser(fp, fs, dp, ds):
-    """
-    Determine the length of the low pass filter with passband frequency
-    fp, stopband frequency fs, passband ripple dp, and stopband ripple ds.
-    fp and fs must be normalized with respect to the sampling frequency.
-    Note that the filter order is one less than the filter length.
-
-    Uses approximation algorithm described by Kaiser:
-
-    J.F. Kaiser, Nonrecursive Digital Filter Design Using I_0-sinh Window
-    function, Proc. IEEE Int. Symp. Circuits and Systems, 20-23, April 1974.
-    """
-    dF = fs - fp
-    N2 = (-20 * log10(sqrt(dp * ds)) - 13.0) / (14.6 * dF) + 1.0
-    return int(oddceil(N2))
-
-
-def remlplen_ichige(fp, fs, dp, ds):
-    """
-    Determine the length of the low pass filter with passband frequency
-    fp, stopband frequency fs, passband ripple dp, and stopband ripple ds.
-    fp and fs must be normalized with respect to the sampling frequency.
-    Note that the filter order is one less than the filter length.
-    Uses approximation algorithm described by Ichige et al.:
-    K. Ichige, M. Iwaki, and R. Ishii, Accurate Estimation of Minimum
-    Filter Length for Optimum FIR Digital Filters, IEEE Transactions on
-    Circuits and Systems, 47(10):1008-1017, October 2000.
-    """
-    dF = fs-fp
-    v = lambda dF, dp: 2.325 * ((-log10(dp))**-0.445) * dF**(-1.39)
-    g = lambda fp, dF, d: (2.0 / pi) * arctan(v(dF, dp) * (1.0 / fp - 1.0 / (0.5 - dF)))
-    h = lambda fp, dF, c: (2.0 / pi) * arctan((c / dF) * (1.0 / fp - 1.0 / (0.5 - dF)))
-    Nc = ceil(1.0 + (1.101 / dF) * (-log10(2.0 * dp))**1.1)
-    Nm = (0.52 / dF) * log10(dp / ds) * (-log10(dp))**0.17
-    N3 = ceil(Nc * (g(fp, dF, dp) + g(0.5 - dF - fp, dF, dp) + 1.0) / 3.0)
-    DN = ceil(Nm * (h(fp, dF, 1.1) - (h(0.5 - dF - fp, dF, 0.29) - 1.0) / 2.0))
-    N4 = N3 + DN
-    return int(N4)
-
-
-def remezord(freqs, amps, rips, Hz=1, alg='ichige'):
-    """Filter parameter selection for the Remez exchange algorithm.
-
-    Calculate the parameters required by the Remez exchange algorithm to
-    construct a finite impulse response (FIR) filter that approximately
-    meets the specified design.
-
-    Parameters
-    ----------
-
-        freqs : list
-            A monotonic sequence of band edges specified in Hertz. All elements
-            must be non-negative and less than 1/2 the sampling frequency as
-            given by the Hz parameter. The band edges "0" and "f_S / 2" do not
-            have to be specified, hence  2 * number(amps) - 2 freqs are needed.
-
-        amps : list
-            A sequence containing the amplitudes of the signal to be
-            filtered over the various bands, e.g. 1 for the passband, 0 for the
-            stopband and 0.42 for some intermediate band.
-
-        rips : list
-            A list with the peak ripples (linear, not in dB!) for each band. For
-            the stop band this is equivalent to the minimum attenuation.
-
-        Hz : float
-            Sampling frequency
-
-        alg : string
-            Filter length approximation algorithm. May be either 'herrmann',
-            'kaiser' or 'ichige'. Depending on the specifications, some of
-            the algorithms may give better results than the others.
-
-    Returns
-    -------
-
-    numtaps,bands,desired,weight -- See help for the remez function.
-
-    Examples
-    --------
-            We want to design a lowpass with the band edges of 40 resp. 50 Hz and a
-            sampling frequency of 200 Hz, a passband peak ripple of 10%
-            and a stop band ripple of 0.01 or 40 dB.
-        >>> (L, F, A, W) = dsp.remezord([40, 50], [1, 0], [0.1, 0.01], Hz = 200)
-
-    Notes
-    -----
-    Supplies remezord method according to Scipy Ticket #475
-    http://projects.scipy.org/scipy/ticket/475
-    https://github.com/scipy/scipy/issues/1002
-    https://github.com/thorstenkranz/eegpy/blob/master/eegpy/filter/remezord.py
-    """
-    # Make sure the parameters are floating point numpy arrays:
-    freqs = asarray(freqs, 'd')
-    amps = asarray(amps, 'd')
-    rips = asarray(rips, 'd')
-
-    # Scale ripples with respect to band amplitudes:
-    rips /= (amps + (amps==0.0))
-
-    # Normalize input frequencies with respect to sampling frequency:
-    freqs /= Hz
-
-    # Select filter length approximation algorithm:
-    if alg == 'herrmann':
-        remlplen = remlplen_herrmann
-    elif alg == 'kaiser':
-        remlplen = remlplen_kaiser
-    elif alg == 'ichige':
-        remlplen = remlplen_ichige
-    else:
-        raise ValueError('Unknown filter length approximation algorithm.')
-
-    # Validate inputs:
-    if any(freqs > 0.5):
-        raise ValueError('Frequency band edges must not exceed the Nyquist frequency.')
-    if any(freqs < 0.0):
-        raise ValueError('Frequency band edges must be nonnegative.')
-    if any(rips <= 0.0):
-        raise ValueError('Ripples must be nonnegative and non-zero.')
-    if len(amps) != len(rips):
-        raise ValueError('Number of amplitudes must equal number of ripples.')
-    if len(freqs) != 2 * (len(amps) - 1):
-        raise ValueError('Number of band edges must equal 2*(number of amplitudes-1)')
-
-    # Find the longest filter length needed to implement any of the
-    # low-pass or high-pass filters with the specified edges:
-    f1 = freqs[0:-1:2]
-    f2 = freqs[1::2]
-    L = 0
-    for i in range(len(amps)-1):
-        L = max((L,
-                remlplen(f1[i], f2[i], rips[i], rips[i+1]),
-                remlplen(0.5 - f2[i], 0.5 - f1[i], rips[i+1], rips[i])))
-
-    # Cap the sequence of band edges with the limits of the digital frequency
-    # range:
-    bands = hstack((0.0, freqs, 0.5))
-
-    # The filter design weights correspond to the ratios between the maximum
-    # ripple and all of the other ripples:
-    weight = max(rips) / rips
-    return [L, bands, amps, weight]
-
-
-#######################################
-# If called directly, do some example #
-#######################################
-if __name__=='__main__':
-    pass
diff --git a/applications/lofar2/model/pfb_os/dsp_study_erko.txt b/applications/lofar2/model/pfb_os/dsp_study_erko.txt
deleted file mode 100644
index 1c6939dca6b8ec38b4837d38348fedb75f90826a..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/dsp_study_erko.txt
+++ /dev/null
@@ -1,1844 +0,0 @@
-###############################################################################
-# Copyright 2023
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-###############################################################################
-#
-# Author: Eric Kooistra
-# Purpose: DSP theory summary
-#
-# References:
-#
-# * [LYONS] Understanding Digital Signal Processing, 3rd edition 2011
-# * [PROAKIS] Digital Signal Processing, 3rd edition 1996
-# * [HARRIS] Multirate Signal Processing for Communication Systems, 2004,
-# * [STREAMLINING] Streamlining DSP, 2007, 2nd edition 2012
-# * [CROCHIERE] Multirate Signal Processing, 1983
-# * [VAIDYANATHAN] Multirate Systems and Filterbanks, 1993
-# * [JOS1] Mathematics of the Discrete Fourier Transform, 2008
-# * [JOS2] Introduction to Digital Filters, 2007
-# * [JOS3] Physical Audio Signal Processing, 2010
-# * [JOS4] Spectral Audio Signal Processing, 2011
-# * [SP4COMM] Signal Processing for Communications, 2008, Paolo Prandoni and Martin Vetterli
-#
-# * [WIKI] https://en.wikipedia.org/wiki/Bilinear_transform
-# * [WIKI] https://en.wikipedia.org/wiki/Discrete_cosine_transform
-# * [CHIPMUNK] https://github.com/chipmuenk : Python Frequency Design Analysis and DSP
-# * [VHDLWHIZ] https://vhdlwhiz.com/articles/ : FIR filter design using DSP blocks
-# * [MATLAB]
-#   . Understanding the Z-Transform https://www.youtube.com/watch?v=XJRW6jamUHk
-#   . Understanding the Z-Plane https://www.youtube.com/watch?v=7Gl4kJUjp4c
-# * [BIQUAD]
-#   . https://www.w3.org/TR/audio-eq-cookbook/
-#   . https://webaudio.github.io/Audio-EQ-Cookbook/Audio-EQ-Cookbook.txt
-#   . Configure the Coefficients for Digital Biquad Filters in TLV320AIC3xxx Family (pdf)
-# * [WOLFSOUND] https://thewolfsound.com/
-# * [YOUNGMOO]
-#   . Applied DSP No. 9: The z-Domain and Parametric Filter Design
-#     https://www.youtube.com/watch?v=xIN5Mnj_MAk
-# * [NOISESHAPING]
-#   - ADC:
-#     . "Digital Signal Processing Oversampled Analog to Digital Conversion
-#        with Noise Shaping, D.R. Brown
-#        https://spinlab.wpi.edu/courses/ece503_2014/5-5oversampled_adc_shaped.pdf
-#   - DAC:
-#     . "Digital Signal Processing Oversampled Digital to Analog Conversion
-#        with Noise Shaping", D.R. Brown
-#        https://spinlab.wpi.edu/courses/ece503_2014/5-6oversampled_dac_shaped.pdf
-#     . "Noise shaping", Markus Nentwig, December 9, 2012
-#        https://www.dsprelated.com/showarticle/184.php
-#     . "Realisering van Digitale Signaalbewerkende Systemen, Toepassingen",
-#        5N290, TUE, P.C.M. Sommen, --> DAC slide 19, 20,
-# * [PM-REMEZ] https://pm-remez.readthedocs.io/en/latest/
-# * [SELESNICK] Ivan Selesnick
-#   . https://eeweb.engineering.nyu.edu/iselesni/EL713/zoom/mrate.pdf
-# * [KIEL] Part 6: Multi-Rate Digital Signal Processing, Gerhard Schmidt
-#   https://dss-kiel.de/images/teaching/lectures/advanced_digital_signal_processing/
-#   slides/adsp_06_multirate_processing.pdf
-# * [TUTHILL] Compensating for oversampling effects in polyphase channelizers, 2015
-# * [BUNTON] Multi-resolution FX Correlator, ALMA memo 447, 2003
-# * [FLIEGE] Multirate DSP
-#
-# https://ocw.mit.edu/courses/6-341-discrete-time-signal-processing-fall-2005/
-# Youtube: Guitars 4RL
-# Youtube: MATHEMATICAL METHODS AND TECHNIQUES IN SIGNAL PROCESSING
-# https://www.allaboutcircuits.com/technical-articles/pipelined-direct-form-fir-versus-the-transposed-structure/
-# https://brianmcfee.net/dstbook-site/content/intro.html
-#
-# FBMC = filter bank-based multicarrier
-
-1) Linear Time Invariant (LTI) system [LYONS 1.6]
-
-- LTI output for oscillations and exponentials yields oscillations and
-  exponentials, therefor probe LTI system with z = r exp(jw)
-- Time shift in input causes equal time shift in output.
-- Order of sequential LTI operations can be rearranged with no change in final
-  output
-- LTI output is linear combination (weighted sum) of delayed copies of the
-  input signal [JOS1 4.3.11]
-- Transforms use discrete or continuous range of complex phasors [JOS1 4.3.12]
-  * For causal signals x(n) = 0 for n < 0, yields unilateral (one sided)
-    transforms. Used to solve difference equations with initial conditions
-    [PROAKIS 3.5]. Only unique for causal signals, because these are 0 for
-    n < 0.
-  * DFT: Every signal x(n) can be expressed as a linear combination of complex
-    sinusoids W_N^(kn) = exp(j w_k t_n). The coefficients of projecting x(n)
-    on W_N^(kn) for n = 0,1,...,N-1 yield the DFT of x is X(k) for k =
-    0,1,...,N-1.
-  * DTFT: For N --> inf, linear combination of exp(j w t_n) = exp(j w T)^n
-    [LYONS 3.14]
-  * z-transform: sum n=0 --> inf, linear combination of z^n. Generalization
-    (analytic continuation) of the DTFT on the unit circle in the complex
-    plane, to the entire complex z-plane.
-  * FT: integral 0 --> inf, linear combination of exp(-j w t) [LYONS 3]
-  * Laplace transform: integral 0 --> inf, linear combination of exp(s t),
-    s = o + jw, so analytic continuation of FT (on jw axis) to the s-plane.
-- Analogue (Laplace) and digital (z) complex planes [JOS1 4.3.13]
-    . Transform of growing functions, important for transient behaviour and
-      stability analysis
-    . Poles and zeros, frequency reponse z = exp(jw) [PROAKIS 4.4.6]
-    . Laplace: Every point in s-plane corresponds to a complex sinusoid
-      A exp(s t), t >= 0. Frequency axis s = j w
-    . Z: Every point in z-plane corresponds to sampled z = exp(s T), z^n
-
-- FT, DTFT, DFT [LYONS 3.14, MATLAB sinusoids-and-fft-frequency-bins.m]
-  . Fourier transform (FT): continuous time <-> continuous frequency
-  . Discrete-time Fourier transform (DTFT): discrete time <-> continuous
-    frequency. If there is no aliasing, then the DTFT is the same as the
-    Fourier transform up to half the sampling frequency.
-  . Discrete Fourier transform (DFT): discrete time <-> discrete frequency.
-    - The DFT is equal to the DTFT of a periodic time-domain discrete sequence,
-      so the DFT 'assumes' its input sequence is periodic in time [LYONS 3.14]
-    - For a signal that is nonzero only in the interval 0 <= n < N, an Ndtft
-      point DFT exactly samples the DTFT when N_dtft >= N. For N_dtft > N
-      the DFT approximates the DTFT [LYONS 3.11].
-
-- Transforms are used because the time-domain mathematical models of systems
-  are generally complex differential equations. Transforming these complex
-  differential equations into simpler algebraic expressions makes them much
-  easier to solve. Once the solution to the algebraic expression is found,
-  the inverse transform will give you the time-domain repsponse.
-  . Fourier is a subset of Laplace. Laplace is a more generalized transform.
-    Fourier is used primarily for steady state signal analysis, while Laplace
-    is used for transient signal analysis. Laplace is good at looking for the
-    response to pulses, step functions, delta functions, while Fourier is
-    good for continuous signals.
-    Many of the explanations just mention that the relationship between the
-    Laplace and Fourier transforms is that s = o + jw, so the Fourier
-    transform becomes a special case of the laplace transform. Better
-    explanations deals that Laplace is used for stability studies and Fourier
-    is used for sinusoidal responses of systems. Systems are stable if the
-    real part of s is negative, that is to say there is a transient that will
-    vanish in time, in those cases, it is enough to use Fourier. Of course
-    you will lose the insight of the transient part. Laplace should be able to
-    determine the full response of a system, be it stable or unstable,
-    including transient parts.
-  . Fourier is for analysing signals, z and Laplace are for analysing systems
-    by looking at frequency and exponential content
-
-2) Domains and transforms map [MATLAB z-plane]
-   FT = Fourier Transform
-   FS = Fourier Series
-   DFT = Discrete Fourier Transform
-   DTFT = Discrete Time Fourier Transform
-   LT = Laplace Transform
-   ZT = z-tranform
-
-           Continuous                           Discrete
-
-     /-->  Continuous   --> sampling      -->   Discrete  <--\
-     |     Time         <-- interpolation <--   Time         |     Time
-            ^       ^                           ^   ^        |
-     |      |       |                ___________/   |        |
-  LT |   FT |    FS \_______________/___________    | DFT    | ZT
-     |      |        ______________/            \   |        |
-     |      |  DTFT /                           |   |        |
-     |      v       v                           v   v        |
-     |     Continuous   --> sampling      -->  Discrete      |
-     |     Frequency   (<-- interpolation <--) Frequency     |     Frequency
-     |                                                       |
-     \-> Continuous     <-- z = exp(sT)   -->  Discrete   <--/
-         s-domain                              z-domain            Exponentials
-                                                                   Oscllations
-  . interpolation: e.g. zero order hold (ZOH)
-  . bilinear transform is first order approximation of z = exp(sT)
-
-a) DTFT [LYONS 3.52, MATLAB]
-
-- Discrete time to continuous frequency domain:
-
-          +inf
-    X(w) = sum x[n] exp(-jw n)
-          n=-inf
-
-
-b) z-transform [LYONS 6.3, MATLAB]
-- Decrete time to z-domain:
-
-          +inf
-    X(z) = sum x[n] z^-n,  z = r exp(jw) = r (cos(w) + j sin(w)),
-          n=-inf
-
-- Causal systems are 0 for n < 0, so sum from n = 0 yields one sided z-transform
-- For r = 1 the z-transform yields the DTFT, so DTFT evaluates the
-  z-transform on the unit circle.
-- Properties [PROAKIS 3.3]:
-  . shift property: x[n - k] <--> X(z) z^-k
-  . time reversal: x[-n] <--> X(z^-1)
-  . convolution: x[n] * y[n] <--> X(z) Y(z)
-  . conjugation: x*[n] <--> X*(z*)
-  . real part: Re{x[n]} <--> 1/2 [X(z) + X*(z*)]
-  . imag part: Im{x[n]} <--> 1/2 [X(z) - X*(z*)]
-- Examples:
-  . wire: H(z) = 1
-  . delay: H(z) = z^-1, so x[n - 1] <--> X(z) z^-1 (shift property)
-  . integrator: d[n] pulse at n = 0 --> u[n] step,
-                Y(z) = 1 + z^-1 + z^-2 + ..., multiply by (z - 1) / (z - 1)
-                     = z / (z - 1) = 1 / (1 - z^-1)
-  . difference equation <--> rational z-transform
-      y[n] + 0.5 y[n-1] = u[n] --> Y(z) + 0.5 z^-1 Y(z) = U(z)
-                                   H(z) = Y(z) / U(Z) = 1 / (1 + 0.5 z^-1)
-
-     See section on IIR for inverse z-transform that shows that the b, a
-     coefficients of H(z) in the z-domain directly yield the same coefficients
-     for the difference equation in the time domain.
-
-c) s-plane and z-plane
-- The z-plane is not only sampling of s-domain, but also maping from
-  rectangular plane to polar plane:
-  . real < 0  --> inside unit circle
-    real > 0  --> outside unit circle
-    imag axis --> unit circle  <== Frequency axis, 0 Hz at (1, 0)
-                                                   fs / 2 at (-1, 0) ^= pi
-- Location of poles (infinite gain) and zeros of H(z) influence the frequency
-  reponse along the unit circle [YOUNGMOO]:
-  . poles, zeros near unit circle have more impact
-  . poles inside unit circle for stable system
-  . real h[n] --> poles and zeros not on real axis are conjugate pairs
-
-- Complex numbers
-  . z = r exp(p) = r * (cos(p) + j sin(p))
-  . multiplying by a complex number yields a rotation, because z = r exp(p)
-  . negating z is like multiplying z by exp(j pi) = -1, so it preserves the
-    rotation, but yields a phasor that is 180 degrees offset of z.
-  . conjugate negates the imaginary part --> reverses phasor rotation, so
-    z * conj(z) = r^2 rotates z back to the positive real axis and yields its
-    length squared. Therefore z^(-1) = 1 / z = conj(z) / r^2.
-  . swap_re_im(z) = conj(z) * exp(j pi/2), so swapping the real and imaginary
-    part reverses the rotation and yields a phasor that is 90 degrees offset
-    behind the conj(z).
-
-
-3) Windows [JOS4 3]
-- Window types table [HARRIS 3.2, PROAKIS 8.2.2]
-- Kaiser beta and side lobe levels figure [HARRIS 3.2]
-- Rectangular window with length M [LYONS 3.13]
-  . Dirichlet kernel or aliased sinc:
-      HF(m) = c sin(pi * m * M / Ndtft) / sin(pi * m / Ndtft)
-  . Ndtft = M yields all-ones form that defines the DFT frequency response
-    to an input sinusoidal and it is also the of a single DFT bin:
-      HF(m) = sin(pi * m) / sin(pi * m / M)
-           ~= Ndtft * sinc(m) for Ndtft = M >~ 10
-- Properties of rectangular window with M points from [JOS4 3.1.2]:
-  . M determines transition band width, window shape determines stop band
-    side lobe level [HARRIS 8.2]
-  . Zero crossings at integer multiples of 2pi / M = Ndtft / M [LYONS Eq.
-    3.45]
-  . Main lobe width is 4 pi / M between zero crossings.
-  . Main lobe cutoff frequency is about fpass ~= 0.6 / M, where fpass is
-    positive frequencies -6 dB power BW [EK]
-  . As M increases, the main lobe narrows (better frequency resolution).
-  . M has no effect on the height of the side lobes (same as the Gibbs
-    phenomenon for truncated Fourier series expansions.
-  . First side lobe only 13 dB down from the main-lobe peak.
-  . Side lobes roll off at approximately 6dB per octave.
-  . A phase term arises when we shift the window to make it causal, while
-    the window transform is real in the zero-phase case (i.e., centered
-    about time 0).
-
-
-4) Low pass filter (LPF)
-- Design parameters [JOS4 4.2]
-  . Pass band edge frequency: w_pass
-  . Pass band ripple (allowed gain deviation):
-      r_pass = 10**(r_pass_dB / 20) - 1
-  . Stop band edge frequency: w_stop
-  . Stop band ripple (allowed leakage level):
-      r_stop = 10**(r_stop_dB / 20)
-- Ideal LPF [JOS4 4.1]
-  . w_cutoff = w_pass = w_stop, r_pass = r_stop = 0
-  . sinc(t) = sin(pi t) / (pi t) [JOS4 3.1, numpy, MATLAB]
-  . h_ideal(n) = 2 f_cutoff sinc(2 f_cutoff n), n in Z
-    - f_cutoff is normalized cutoff frequency with fs = 1
-    - f_cutoff is positive frequencies -6 dB power BW
-    - sinc(n / N) is NYQUIST(N) and has bandwidth 2pi / N [JOS4 9.5, 9.7]
-  . cutoff frequency remarks:
-    - [Scipy firwin] defines f_c relative to fNyquist = fs / 2 instead of fs,
-      so need to specify f_c = f_cutoff / 2.
-    - [Scipy firls, remez] define fpass relative to fs, so specify fc =
-      f_cutoff.
-- Nyquist filter = NYQUIST(L)
-  . A Nyquist filter has 0.5 gain, so -3 dB gain, cutoff frequency at
-    pi / L, or fNyquist / L, and are also known as L-th band filters.
-  . The impulse response is zero at every rL-th sample for abs(r) = 1, 2,...
-  . With L samples per symbol this yields zero intersymbol interference (ISI)
-  . For example: windowed sinc() (= Portnoff window), Scipy firwin() uses
-    windowed sinc().
-  . For sinc() the ideal bandwidth is 2pi / L
-- LPF FIR filter design [LYONS 5.3]
-  . Methods based on desired response characteristics [MNE]:
-    - Frequency-domain design (construct filter in Fourier domain and use an
-      IFFT to invert it, MATLAB fir2, scipy.signal.firwin2() uses window after
-      IFFT)
-    - Windowed FIR design (scipy.signal.firwin(), and MATLAB fir1 with default
-      Hamming).
-    - Least squares designs (scipy.signal.firls(), MATLAB firls, fircls1)
-      . firls = least squares
-      . fircls, fircls1 = constrained ls with pass, stop ripple
-    - The Remez or Parks-McClellan algorithm (scipy.signal.remez(), MATLAB
-      firpm). The pm_remez library for Python in [PM-REMEZ] supports band
-      slope weight function and more taps.
-  . MATLAB FIR filters specify order n, so yield n + 1 coefs
-  . LS and Remez can do bandpass (= flat), differentiator, hilbert
-  . LS and Remez for large Ntaps (> 1000) can fail, but can be achieved
-    using Fourier interpolation a filter with less coefs.
-    by stuffing zeros in the frequency domain [LYONS 13.27, 13.28]
-  . Linear phase filter types (filter order is Ntaps - 1, fNyquist = fs/2)
-    [LYONS 9.4.1, VAIDYANATHAN 2.4.2]:
-      Type  Ntaps  Symmetry  H(0) H(fs/2)
-      I     Odd    Even      any  any  --> LPF, HPF
-      II    Even   Even      any  0    --> LPF
-      III   Odd    Odd       0    0    --> differentiator, hilbert
-      IV    Even   Odd       0    any  --> differentiator, hilbert
-  . Note coefs = flip(h) is important for anti-symmetric
-- Band Pass Filter (BPF):
-  . h_bp[k] = h_lp[k] * s_shift[k]
-            = h_lp[k] * cos(2pi fc k)
-            = h_lp[k] * cos(k pi / 2), for half band fc = fs / 4,
-              series [1, 0, -1, 0]
-
-- High Pass Filter (HPF):
-  . h_hp[k] = h_lp[k] * s_shift[k]
-            = h_lp[k] * cos(2pi fc k)
-            = h_lp[k] * cos(k pi), for fc = fs / 2,
-              series [1, -1]
-
-
-5) Finite Impulse Response (FIR) filters
-- FIR filters perform time domain Convolution by summing products of shifted
-  input samples and a sequence of filter coefficients [LYONS 5.2].
-- Convolution equation [LYONS Eq. 5.6, JOS4 7.2.4]:
-
-           N-1
-    y[n] = sum h[k] x[n - k] = h * x
-           k=0
-
-  Change of variable m = n - k yields:
-
-             n
-    y[n] =  sum h[n - m] x[m] =  x * h
-          m=n-(N-1)
-
-  So convolution involves weight, multiply last, newest sample x[n] by h[0]
-  and oldest by h[N-1]. If x is impulse at n = 0, then y[n] = h[n] is the
-  impulse response.
-
-- Impulse response h[k] are the FIR filter coefficients:
-
-  x[n] --> x[n-1] --> ... --> x[n-(N-1)] --\
-        |          |                       |
-       h[0]       h[1]                    h[N-1]
-        \----------\-- ... ----------------\--> + --> y[n]
-
-- Difference equation, so b[m] = h[m] for m = 0, 1, ...,N-1:
-
-    y[n] = b[0]x[n] + b[1]x[n-1] + ... + b[N-1] x[n-(N-1)]
-
-- Unit delay y[n] = x[n-1] --> Y(z) = z^-1 X(z). Therefore FIR z-transform
-  of difference equation is [LYONS 6.4.1, JOS2 6.5, HARRIS 6.3]:
-
-           Y(z)    M
-    H(z) = ---- = sum bk z^-k = b0 + b1 z^-1 + b2 z^-2 + ... + bM z^-M
-           X(z)   k=0
-
-- Convolution in time domain is equivalent to multiplication in frequency
-  domain:
-    y[n] = h[k] * x[n] ==> DFT ==> Y(z) = H(z) X(z)
-
-  For DFT this is circular convolution. With suffcient zero padding N >= len(h)
-  + len(x) - 1 [LYONS 13.10], then the circular convolution can calculate the
-  linear convolution:
-
-           N-1
-    y[n] = sum h[k] x[(n - k) % N]
-           k=0
-
-- Number of FIR coefficients (Ntaps)
-  . Trade window main-lobe width for window side-lobe levels and in turn filter
-    transition bandwidth and side-lobe levels
-  . Transition bandwidth: df = fstop - fpass
-  . Ntaps must be odd if a passband includes fNyquist = fs / 2 [scipy firwin].
-  . Kaiser window based design [HARRIS 3.2, Fig. 3.8 for beta]:
-    - Ntaps ~= fs / df * (Atten(dB) - 8) / 14
-  . Remez = Parks-McClellan [HARRIS 3.3, LYONS 5.6]:
-    - yield a Chebychev-type filter
-    - Steeper transition than window based, but constant stopband peak levels
-    - Nof taps [HARRIS 3.3, LYONS 5.10.5, VAIDYANATHAN 3.2]:
-      . Ntaps = func(fs, fpass, fstop, pb ripple, sb ripple)
-             ~= fs / df * Atten(dB) / 22, df = abs(fstop - fpass)
-    - Choose transition region specification in order of 4 pi / Ntaps, and not
-      too wide, because then the transition band is not smooth [JOS4 4.5.2].
-  . Equiripple vs 1/f ripple [HARRIS 3.3.1], rate of decay depends on order of
-    the discontinuity in time domain [JOS4 B.18]:
-    . 0-order 1/f decay implies discontinuous amplitude like with rect
-      window, this is advantagous in case of multi rate where multiple
-      regions fold (alias) into the pass band.
-    . -1 order no decay implies impulses at end-points of impulse response.
-
-- Linear phase FIR filter
-  . Even or odd symmetrical h[n] = +-h[M - 1 - n)] n = 0,1,...,N-1
-    [PROAKIS 8.2.1]. Reason for using FIR [LYONS 5.10.3]
-  . Group delay (= envelope delay[LYONS 5.8]) of symmetrical FIR filter is:
-      G = (N_taps - 1) / 2 [Ts]  [LYONS 5.10.3]
-  . Design using windowed sinc, because windows are symmetrical [PROAKIS 8.2.2,
-    LYONS 5.3.2, DSPGUIDE 16]
-
-- Zero phase signal is a linear phase signal with phase slope 0 and phase 0
-  or pi. It is a zero-centered signal or even signal [JOS1 7.4.4].
-
-- Half band FIR filter [LYONS 5.7, HARRIS 8]
-  . When Ntaps is odd, then half of the coefs are 0.
-    - Ntaps + 1 is multiple of 4
-    - Gain at fs / 4 is 0.5
-  . Symmetrical frequency response about fc = fs / 4, so fpass + fstop = fs / 2
-  . Design:
-    - window: h_lp[n] * w[n] [HARRIS 8.3]
-    - remez:
-      . same weigths for stop and pass band [HARRIS 8.4]
-      . construct 2N + 1 half band from N (non zero) half band design, trick
-        to use different weights [HARRIS 8.5]
-  . Low pass, fc = fs / 4, sinc(t) = sin(pi t) / (pi t) [numpy]
-    . h_lp[n] = h_ideal[n] = 2 f_cutoff sinc(2 f_cutoff n) = 1/2 sinc(n / 2),
-      n in Z
-    . h_hp[n] = h_lp[n] exp(j pi n) = h_lp[n] * cos(n pi)
-  . Low pass and high pass half band filters are complementary [HARRIS 8.2],
-    so h_lp[n] + h_hp[n] = d(n - N), 0 <= n <= 2N (causal)
-
-- Filtering using FFT [LYONS 13.10, PROAKIS 5.3.2, JOS4 8.2.5]
-  . Convolution in time domain <==> multiplication in frequency domain (and
-    vice versa) [LYONS 5.9.2].
-    . rectangular window has sinc transfer function in frequency domain, so
-      applying (multiplying) window in time domain convolves in frequency
-      domain, causing the main pass band lobe to become wider (and the stop
-      band side lobes to become lower = purpose of window).
-    . sampling in time domain cause spectrum to repeat in frequency domain,
-      because sampling is a train of delta pulses with time period Ts and
-      their FT is a train of delta pulses with frequency interval fs
-      [JOS4 B.16].
-  . For L_h >~ 64 filtering in frequency domain is more efficient than
-    convolution [JOS4 8.1.4]
-  . Use overlap save (OLS) method (prepend block with zeros) or overlap add
-    (OLA) method (postpend block with zeros) of input x to fit FFT size. The
-    FFT size is Lx + L_h - 1 to avoid aliasing [JOS4 8.1.2, 8.2.6], where L_x
-    is length of block from x. Use IFFT on X_block(f) H(f). For OLS discard
-    first samples and for OLA add last sample to first samples of next.
-  . Without output overlap (so FFT size N = Lx and n - k index is modulo N)
-    the frequency domain convolution is cyclic. By adding input zeros, the FFT
-    convolution becomes effectively acyclic [JOS4 8.1]. The added zeros cause
-    that the output blocks overlap, to keep the output and input sample rate
-    the same.
-
-- Correlation
-  . Correlation is a measure of similarity between two function x(k) and y(k),
-    for different shifts (lag) in time. Autocorrelation can show the periodicity
-    of a signal, because then it has similarity for some k > 0.
-  . Difference between correlation and convolution is that convolution flips
-    one input, so corr(x, y) = conv(x, flip(y)). Hence if the input is
-    symmetrical then correlation and convolution are the same.
-    * The purpose of convolution is to determine the output of a filter with
-      impulse response h.
-    * The purpose of correlation is to determine how much signal y is present
-      in x for different time delays (lags).
-
-  . Correlation equation [JOS1 7.2.5]:
-
-            N-1
-    xy(n) = sum conj(x(k)) y(n + k), time shift n is correlation lag
-            k=0
-
-  . The cross power spectrum is [JOS1 8.4]:
-
-    HXY(w_k) = DFT_k(xy(n)) = 1 / N conj(X(w_k)) Y(w_k)
-
-  . To prove that correlation can be expressed as convolution use a helper
-    function [WOLFSOUND]:
-
-    xh[n] = sum_k x[n + k] h[k], correlation with sum_k for k = -inf to +inf
-          = sum_k x[-(-n - k)] h[k]
-          = sum_k x1[-n - k] h[k],  with x1[p] = x[-p]
-          = (x1[n] * h[n])[-n], because convolution equation is [LYONS Eq. 5.6,
-               JOS4 7.2.4]: y(n) = sum_k x(n - k) h(k) = x(n) * h(k)
-          = x[-n] * h[n])[-n], again with x[-p] = x1[p], so correlation can be
-               calculated by convolving the time flipped x and then time flip
-               the result.
-
-  . Convolution is commutative so x * y = y * x, but correlation is not
-    commutative, so xy != yx
-  . Use correlation for system identification from input-output measurements
-    [JOS1 8.4.5, PROAKIS 12]
-
-      y = h * x <=> H Y
-
-      xy = x cross y <=> conj(X) Y = conj(X) H Y = H |X|^2, so H = Rxy / Rxx
-
-
-6) Hilbert transform (HT) and analytic signal [LYONS 9]
-- The Hilbert transform (HT) creates a 90 degrees phase-shifted version of a
-  real signal. The HT can be defined as a filter with impulse response ht,
-  . x_ht[t] = xi[t] = ht[t] * xr[t].
-    - Analytical signal: xa = xr + j xi
-    - E.g.: xr = cos(wt) --> xi = sin(wt) --> xa = exp(jwt)
-  . HT(w) = j, 0, -j for f < 0, 0, > 0
-    - Analytic signal is zero for negative frequencies, and has only the
-      positive frequencies of xr, but with 2x magnitude. Therefore Xa(w) is
-      also called a one sided spectrum (of Xr(w)).
-  . ht[t] = IFT(HT(w)), yields:
-    ht[n] = 0, when n is even
-          = 2 / (pi n Ts), when n is odd
-- Purpose analytic signal:
-  . measuring instantaneous characteristics (magnitude sqrt(xr^2 + xi^2),
-    phase atan(xi / xr), frequency d/dt(phase)) of time signals, e.g. for AGC,
-    envelop, demodulation
-  . frequency translation.
-- Anti-symmetric response:
-  . Linear phase, with discontinuity of pi at f = 0, as is the purpose of HT
-  . Type IV, Ntaps even --> HT(0) = 0, HT(fs/2) = any
-  . Type III, Ntaps odd --> HT(0) = 0, HT(fs/2) = 0 --> so BPF, advantages:
-    - odd coefs are zero
-    - group delay is (Ntaps - 1) / 2 is integer
-  . Linear phase implies symmetrical or antisymmetrical FIR coefficients,
-    because sin(wt - nT) + sin(wt + nT) = K * sin(wt), with K = 2 sin(nT)
-    only affecting the gain.
-- Design methods:
-  . HT window design: ht[n] * w[n], best use Ntaps is odd for unit group delay.
-  . Analytic signal generation using complex BPF [LYONS 9.5, HARRIS 8.5]:
-      xr --> complex BPF --> xa = xI + j xQ, where xQ = HT(xI)
-    - creates pair of in-phase (I) and quadrature (Q) channels
-    - h_lp[k] is Ntaps LPF with two sided BW equal to BPF BW
-    - h_bp[k] = h_lp[k] * exp(2pi fcenter / fs (k - D)), mixer
-              = h_cos[k] + j h_sin[k]
-      . k = 0 ... Ntaps - 1
-      . D = (Ntaps - 1) / 2, but same for both I and Q, so even Ntaps is as
-        feasible
-      . h_cos is symmetrical, h_sin is anti-symmetrical
-      . if BPF fcenter = fs / 4 then mixer = exp(pi / 2 (k - D)), so then half
-        of h_cos and h_sin coefs are 0, alternately
-      . if LPF BW is half band, so f_cutoff = fcenter, then half of h_sin coefs
-        are 0 and all but one of h_cos coefs are 0.
-  . Analytic signal generation using complex down conversion [LYONS 8]
-  . Using the DFT [LYONS 9.4.2], like with scipy.signal.hilbert. The
-    scipy.signal.hilbert generate the analytic signal of a real signal. It
-    uses the DFT of the real signal to determine the analytic signal
-    xa = IDFT(DFT(xr) * 2U) = xr + j ht. With xr = d(n - Ntaps // 2), this
-    yields ht = imag(xa).
-  . Half band [LYONS 13.1, 13.37]
-  . Multirate Hilbert Transformer [CROCHIERE 6.4]
-  . An Efficient Analytic Signal Generator [STREAMLINING 38]. Use -45 and +45
-    degrees phase rotation of a complex bandpass filter that is 0 for f < 0
-    and has rect window with cosine-taper (~= Tukey window, ~= raised cosine)
-    for f > 0. This makes that the real branch filter and the imag branch
-    filter have time - reversed coefficients, which implies that their
-    magnitude responses are identical and the filters can share coefficients.
-    However the filters are no longer symmetrical, due to the phase rotation,
-    so they do not have linear phase anymore, but within the band they have
-    almost linear phase.
-    The filter has taper a at f_low and f_high, so it can be defined for any
-    bandpass. This is useful to combine the analytic signal creation with a
-    specific BPF.
-  . HT design using two path, all pass IIR [HARRIS 10.7, STREAMLINING 9]
-
-
-7) Infinite Impulse Response (IIR) filters and z-transform
-- IIR filters are called recursive and FIR filters are called nonrecursive,
-  however FIR filters can also be recursive [LYONS 6.6.1]
-- IIR filter order is largest of nof zeros or nof poles, so largest of len(b)
-  - 1 or len(a) - 1.
-- Difference equation:
-  . Sign of ak coefficients, [LYONS 6.1 uses +ak], [JOS2 5.1, PROAKIS 7.1 use
-    -ak] in y[n]. Using -ak in difference equation is preferred, because then
-    they become +ak in H(z), so with same sign as a0. The scipy.signal.freqz
-    also uses -ak for y[n] to have +ak for H(z).
-
-  a0 y[n] = b0 x[n] + b1 x[n-1] + ... + bM x[n-M]
-                    - a1 y[n-1] - ... - aN y[n-M]
-
-            M                   N
-         = sum bk x[n - k]  -  sum ak y[n - k]
-           k=0                 k=1
-
-- Implmentation structure [LYONS 6.6, JOS2 9.1, VAIDYANATHAN 2.1.3]:
-  . Direct-Form I: B(z) * 1 / A(z)
-
-    x[n] ---v-----> b0 --> + --> + -------------v----> y[n]
-           z^-1 --> b1 --> +     + <-- -a1 <-- z^-1
-           z^-1 --> b2 --> +     + <-- -a2 <-- z^-1
-
-  . Direct-Form II: 1 / A(z) * B(z), to share z^-1 delay memories, but needs
-    more bits to avoid internal overflow. For FIR Direct-Form I = II.
-
-    x[n] --> + -------------v-----> b0 --> + --> y[n]
-             + <-- -a1 <-- z^-1 --> b1 --> +
-             + <-- -a2 <-- z^-1 --> b2 --> +
-
-  . Transposed Direct-Form II: reverse all arrows, swap nodes and +, swap
-    input and output. Has advantage that zeros are calculated first, so that
-    problematic large intermediate values from poles are avoided.
-
-    x[n] --v-> b0 -->--+------------v--> y[n]
-           --> b1 --> z^-1 <-- a1 <--
-           --> b2 --> z^-1 <-- a2 <--
-
-  . With the Direct-Form FIR the input is passed through the delay line, and
-    then weighted at each tap and added all in parallel, so combinatorially.
-    With the Transposed Direct-Form FIR the input is first fanned out and
-    weighted in parallel for all taps and passed to the delay line for each
-    tap. The summation is done per tap and the (intermediate) sum is passed
-    through the delay line.
-    . Transposed Direct-Form is self pipelined
-    . Direct-Form implementation can be pipelined by adding registers in the
-      adder line (reg) and in the delay line (z^(-1) + reg).
-    . Transposed Direct-Form has input fanout to all multipliers.
-    . Direct-Form has b0, b1 at first delay,
-      Transposed Direct-Form has b_{N-1}, b_{N-2} at first delay, so the FIR
-      coefficients are flipped in order along the delay line. However, in
-      both cases b0 weights the current sample x[n] and connects
-      combinatorially to the output y[n], so the implementation differs, but
-      the formula is exactly the same.
-- For FIR b = h. For IIR it is not possible to directly derive b, a from h
-  [LYONS 6.1]. Therefor use z-transform [LYONS 6.3]:
-
-          +inf             +inf
-    H(z) = sum h[n] z^-n  = sum h[n] r^-n exp(-j w n)
-          n=-inf           n=-inf
-
-                          = DFT(h[n]) for |z| = 1, so on unit circle
-
-  with polar form z = r exp(j w), w = -pi to +pi, w = 0 at z = 1 + 0j.
-
-- Unit delay y[n] = x[n-1] --> Y(z) = z^-1 X(z). Therefore IIR z-transform
-  of difference equation is [LYONS 6.4.1 uses -ak, JOS2 6.5 and
-  scipy.signal.freqz use +ak in H(z)]:
-
-           Y(z)    M                   N
-    H(z) = ---- = sum bk z^-k / (a0 + sum ak z^-k)
-           X(z)   k=0                 k=1
-
-                   b0 + b1 z^-1 + b2 z^-2 + ... + bM z^-M
-                 = --------------------------------------
-                   a0 + a1 z^-1 + a2 z^-2 + ... + aN z^-N
-
-  . scipy.signal.freqz plots frequency response of H(z) along unit circle
-    z = exp(j w) defines ak for k > 0 as negative to have +ak in H(z)
-  . analytic continuation means if H0(z) = H1(z) for z = exp(jw), then
-    H0(z) = H1(z) for all z [VAIDYANATHAN 2.4.3].
-
-- biquad (= second-order section = sos):
-
-             Y(z)   b0 + b1 z^-1 + b2 z^-2     (z - z0)(z - z1)
-      H(z) = ---- = ---------------------- = K ----------------
-             X(z)   a0 + a1 z^-1 + a2 z^-2     (p - p0)(p - p1)
-
-. Transfer function to:
-  . scipy.signal.tf2sos(b, a)
-  . scipy.signal.tf2zpk(b, a)
-- Implementation issues for finite word length: coefficient quantization,
-  overflow, rounding [LYONS 6.7].
-  . Transposed Direct-Form II is preferred, but with Direct-Form I the z^-1
-    delays can also be shared between biquad stages [LYONS 6.8.1].
-  . Use biquads = second-order sections (sos).
-  . Do biquad with poles closest to unit circle first, combined with zeros
-    that are closest to those poles. Order biquads in either decreasing or
-    increasing pole distance fron the unit circle [LYONS 6.8.1]
-
-- IIR filter design methods:
-  . Impulse invariance IIR design methods, sampled version of an analogue
-    filter impulse response [LYONS 6.10]. Suffers from aliasing, when fs is
-    not high enough. This typically shows as nonzero frequency response value
-    at fs / 2. Two methods that yield the same:
-    - Using inverse Laplace Transform and the z transform,
-    - Partial fraction expansion into multiple single pole parts.
-      . scipy.signal.residuez(b, a, fs)
-  . Bilinear transform IIR design method, maps s-plane to z-plane, this warps
-    the analogue frequencies axis to range 0 - fs to avoid aliasing, but does
-    introduce nonlinear distortion [LYONS 6.11]. This is first order
-    approximation of z = exp(sT) --> s = 1/T ln(z):
-
-                 1 - z^-1
-      s = 2 / Ts --------
-                 1 + z^-1
-
-      w_d = 2 arctan(w_a Ts / 2),  with -pi <= w_d <= +pi,
-                                        f_d = w_d / (2pi) fs
-
-      . scipy.signal.bilinear(b, a, fs)
-        scipy.signal.bilinear(z, p, k, fs)
-
-   . Optimized IIR design methods, iteratively adjust coefficients to achieve
-     a specified arbitrary frequency response (f_pass, f_stop, r_pass_dB,
-     r_stop_dB bands).
-     . band types: lowpass, highpass, bandpass, bandstop
-     . scipy.signal.iirdesign(), can do all of:
-       . scipy.signal.butter(), maximally flat in pass band, decay in stop band
-       . scipy.signal.cheby1(), ripple in pass band
-       . scipy.signal.cheby2(), ripple in stop band
-       . scipy.signal.ellip(N, rp, rs, Wn): Elliptic (Cauer) digital and analog
-         filter design. As rp approaches 0, the elliptical filter becomes a
-         Chebyshev type II filter (cheby2). As rs approaches 0, it becomes a
-         Chebyshev type I filter (cheby1). As both approach 0, it becomes a
-         Butterworth filter (butter).
-       . Cannot do bessel (= maximal flat group delay), because bilinear
-         transform preserves the amplitude response but not the group delay.
-     . scipy.signal.iirfilter(), can design IIR filter for given order.
-     . For single biquad bandpass alternatively use signal.iirpeak()
-       For single biquad bandstop alternatively use signal.iirnotch()
-
-
-8) Allpass filters [VAIDYANATHAN 3.4, STREAMLINING 9, HARRIS 10, JOS3 2.8,
-   WOLFSOUND]
-- H(z) is allpass if |H(exp(jw))| = c for c > 0
-
-  --> H(exp(jw)) = c exp(j phi(w))
-
-- Trivial examples: H(z) = 1, H(z) = +-z^(-K) (FIR delay line)
-- First-order allpass filter (real coefficient a) [WOLFSOUND, STREAMLINING
-  9.1]. Note using a = 0 yields delay z^(-1), hence this can be regarded and
-  used as a generalized delay element. Via a the -pi / 2 phase shift can be
-  obtained at any normalized frequency.
-
-            a + z^(-1)     1 + a z
-    H(z) = ------------- = --------
-            1 + a z^(-1)    z + a
-
-    y[n] = a x[n] + x[n - 1] - a y[n - 1]
-
-  The phase shift is 0 at f = 0, -pi at f = fNyquist = fs / 2 and -pi / 2 at
-  fb the break or center frequency [WOLFSOUND]. The fb follows from the
-  bilinear transform of an analogue all pass filter and is defined via the
-  coeficient a:
-
-    a = (tan(pi fb / fs) - 1) / (tan(pi fb / fs) + 1)
-
-- Second-order allpass filter [WOLFSOUND, STREAMLINING 9.1, HARRIS 10.5.1]:
-
-           -c + d (1 - c) z^(-1) + z^(-2)     1 + d (1 - c) z - c z^2
-    H(z) = -------------------------------- = -----------------------
-            1 + d (1 - c) z^(-1) - c z^(-2)   z^2 + d (1 - c) z - c
-
-  The phase shift is now -pi at the fb break or center frequency and controlled
-  by parameter d:
-
-    d = -cos(2pi fb / fs)
-
-  The parameter c determines the bandwidth (BW) or steepness of the phase slope
-  through fb:
-
-    c = (tan(pi BW / fs) - 1) / (tan(pi BW / fs) + 1)
-
-  Hence fb and BW can be controlled independently via parameters d an c.
-
-- Consider Type I allpass H(z) and Type II allpass H(z^2), so M = 2, and 1st
-  and 2nd order as building blocks for M-path = two-path recursive allpass
-  filters [STREAMLINING 9.1].
-
-- Higher order IIR allpass filter, must have transfer function of the form:
-
-    H(z) = +-z^(-K) A~(z) / A(z)
-
-  where A~ is obtained by reversing the polynomial coefficients of A. This
-  implies that the poles and zeros occur in (conjugate) reciprocal pairs.
-
-
-- Allpass decomposition theorem [VAIDYANATHAN 3.6]:
-    H0(z) = (A0(z) + A1(z)) / 2
-  If H0(z) and H1(z) are power complementary, so |H0|^2 + |H1|^2 = c^2 for all
-  w, then:
-    H1(z) = (A0(z) - A1(z)) / 2
-
-
-9) Discrete Fourier Transform (DFT)
-- The N roots of unity [JOS1 3.12, 5.1, PROAKIS 5.1.3, LYONS 4.3, CROCHIERE Eq
-  7.8]. Note JOS uses +j in W_N because inproduct is with conj(W_N). CROCHIERE
-  also use +j. Wikipedia and others use -j because then W_N can be used directly
-  in equation and matrix:
-
-  W_N = exp(-j 2pi/N) is primitive Nth root of unity
-  W_N^k = exp(-j 2pi/N k)
-  W_N^(kn) = exp(-j 2pi/N k n) = exp(-j w_k * t_n)
-  . N is number of time samples and number of frequency point
-  . w_k = 2pi/N k fs
-  . t_n = n Ts
-  . fs / N is the frequency sampling interval in Hz
-  . Ts = 1 / fs is time sampling interval in seconds
-  . ws = 2pi fs is the frequency sampling interval in rad/s
-
-  W_N^(nk) = W_N^(nk % N), because W_N^N = exp(-j2pi) = 1
-
-- Normalized frequency axis [LYONS 3.5, 3.13.4]:
-  . fs = 1, ws = 2pi fs = 2pi
-  .  -fs/2, 0, fs/2 [Hz]
-       -pi, 0, pi  [rad]
-      -0.5, 0, 0.5 [fs]
-  . N even, e.g. N = 4:
-
-         <------ N = 4 ------->
-         0           fs/2           ( fs  )
-         |             |            ( |   )
-     n = 0    1        2    3       ( |   )
-         0/4  1/4      2/4  3/4     ( 4/4 )
-         DC   positive |    negative
-                       |
-                       \--> fftshift([0, 1, 2, 3]) = [2, 3, 0, 1]
-
-  . N odd, e.g. N = 5:
-         <------- N = 5 -------->
-         0           fs/2          ( fs  )
-         |             |           ( |   )
-     n = 0    1    2   | 3    4    ( |   )
-         0/5  1/5  2/5 | 3/5  4/5  ( 5/5 )
-         DC   positive | negative
-                       |
-                       \-->fftshift([0, 1, 2, 3, 5]) = [3, 4, 0, 1, 2]
-
-  . With K = N // 2:
-    . N even : DC, K - 1 positive, fs/2, K - 1 negative frequencies
-    . N odd  : DC, K positive, K negative frequencies
-
-- The DFT project a length N signal x on a set of N sampled complex sinusoids
-  that are generated by the Nth roots of unity [JOS4 6.1]. These sinusoids form
-  an orthogonal basis and are the only frequencies that have a whole number of
-  periods in N samples [JOS1 6.2].
-
-- Discrete Fourier Transform of x(n), n, k = 0,1,...,N-1 [LYONS 3, JOS1 5.1,
-  6.6, 7.1, PROAKIS 5.1.2, 5.1.3]:
-
-                    N-1
-    X(w_k) = X(k) = sum x(n) W_N^(kn)
-                    n=0      exp(-j w_k t_n)
-                             exp(-j 2pi/N k n)
-      with:
-      . N is number of time samples and number of frequency point
-      . w_k = 2pi/N k fs
-      . t_n = n Ts
-
-  Inverse DFT:
-
-               N-1
-    x(n) = 1/N sum X(k) exp(+j w_k t_n)
-               k=0      s_k(n)
-      with:
-      . s_k(n) = exp(+j w_k t_n)
-
-  The DFT uses exp(-j w) and the IDFT uses exp(+j w), so applying IDFT on x(n)
-  will also result in a frequency domain representation.
-
-- Matrix formulation of DFT, is DFT as linear transformation [JOS1, PROAKIS 5.1.3]:
-
-  DFT:
-    XN       = WN                                            xN
-
-    |X(0)  |   |1  1         1          ... 1             | |x(0)  |
-    |X(1)  |   |1  W_N       W_N^2      ... W_N^(N-1)     | |x(1)  |
-    |X(2)  | = |1  W_N^2     W_N^4      ... W_N^2(N-1)    | |x(2)  |
-    |X(3)  | = |1  W_N^3     W_N^6      ... W_N^3(N-1)    | |x(3)  |
-    |...   |   |...                     ...               | |...   |
-    |X(N-1)|   |1  W_N^(N-1) W_N^2(N-1) ... W_N^(N-1)(N-1)| |x(N-1)|
-
-  The DFT matrix WN is a square N x N matrix, because N is number of time
-  samples in x(n) and number of frequency points in X(k).
-
-  IDFT:
-    xN = WN^-1 XN = 1/N conj(WN) XN,
-
-       so: WN conj(WN) = N IN, where IN is the N x N identity matrix.
-
-- Real input: X(k) = conj(X(N - k))
-
-- Spectral leakage or cross-talk occurs for frequencies other then w_k, because
-  this cause truncation distortian in the periodic extension of x(n) =
-  x(n + mN) [JOS1 7.1.2].
-
-- DTFT Ndtft >= N [LYONS 3.11, JOS1 7.2.9]
-  . Zero padding N to Ndtft increases the interpolation density, but does not
-    increase the frequency resolution in the ability to resolve, to distinguish
-    between closely space features in the spectrum. The frequency resolution
-    can only be increased by increasing N.
-- N point DFT of rectangular function yields aliased sinc (= Dirchlet kernel):
-
-  x(n) = 1 for K samples
-  X(m) = c sin(pi * m * K / N) / sin(pi * m / N)
-
-  . c = 1 for symmetric rect -(K-1)/2 to + (K-1)/2
-  . m = 0: X(0) = K
-  . m first zero crossing = N / K --> main lobe width is 2N / K
-  . K = N yields all-ones form that defines the DFT frequency response
-    to an input sinusoidal and it is also the of a single DFT bin:
-      X(m) = sin(pi * m) / sin(pi * m / K)
-          ~= K * sinc(m) for K = N >~ 10
-- DFT and IDFT
-  . DFT uses exp(-j 2pi/N k n), IDFT uses exp(+j 2pi/N k n) for n = 0:N-1
-    folding the cos() and j sin() around n = 0 and then shifting by 1 yields
-      exp(-j phi) = fold(exp(+j phi)) and
-      exp(+j phi) = fold(exp(-j phi))
-    with
-      fold(x) = roll(flip(x), 1), so reverse order of elements in x and then
-      roll it one to the right, so element at N appears at 0 (= N % N).
-  . IDFT(x) = 1/N conj(DFT(conj(x))
-            = 1/N swap_re_im(DFT(swap_re_im(x)), [LYONS 13.7]
-            = 1/N * DFT(fold(x))
-    DFT(x) = N * IDFT(fold(x))
-  . for real x: IDFT(x) = 1/N conj(DFT(x))
-  . The DFT and IDFT form an equivalent pair. The order in which they are used
-    is often dont care.
-
-- DTFT properties [JOS4 B, PROAKIS 4.3]
-  . Linearity: a1 x1[n] + a2 x2[n] <==> a1 X1(w) + a2 X2(w)
-  . Scaling: x(t / a) <==> |a| X(a w)
-  . Time shift: x(t - T) <==> X(w) exp(-j w T)
-                x[n - m] <==> X(w) exp(-j w m), t = n Ts, T = m Ts
-      If DFT(x[n]) = X(k), then DFT{x[(n - m) % N]) = X(k) exp(-j 2pi k m / N)
-  . Frequency shift (complex modulation): x[n] exp(+j v n) <==> X(w - v), is
-      dual of time shift
-      If DFT(x[n]) = X(k), then DFT(x[n] exp(j 2pi m n / N) = X((k - m) % N)
-  . Real modulation: x[n] cos(v n) <==> 1/2 [X(w + v) + X(w - v)]
-  . Conjugation: x*[n] <==> X*(-w)
-    if DFT(x[n]) = X(k), then DFT(x*[n]) = X*(N - k)
-  . Periodicity: If x (n) and x (k) are N point DFT pair then
-      x[n + N] = x[n] for all n
-      X(k + N) = X(k) for all k
-  . Convolution:
-      x * y <==> X Y
-      x y <==> 1 / (2pi) X * Y
-  . fold(x) <==> fold(X), so when signal is folded (time reversed) about the
-      origin in time, then its magnitude spectrum remains unchanged, and the
-      phase spectrum changes sign (phase reversal).
-      Use flip() as in numpy for linear time reversal
-      Use fold() for modulo or circular time reversal = FLIP_n in [JOS1]
-      if DFT(x[n]) = X(k), then DFT(x[N - n]) = X(N - k)
-  . d[n] <==> 1, dirac pulse with area 1 at n = 0
-    d[n - k] <==> exp(-j w k), dirac pulse with area 1 at n = k
-
-                  +inf
-  . d_train_P[n] = sum d(n - k P), period P
-                  k=-inf
-    <==>
-                            +inf
-    d_train_P(w) = 2pi / P  sum d(w - 2pi k / P)
-                            k=-inf
-
-  . Sampling: x_d(t) = x_a(t) d_train_Ts(t)
-              <==>                             +inf
-              X_d(f) = X_a * d_train_fs(f) = fs sum X_a(f - k fs)
-                                               k=-inf
-
-    - The sampling theorem [PROAKIS 4.2.9, CROCHIERE 2.1]:
-        The digital spectrum is a periodic repetition of the scaled analogue
-        spectrum with period fs. If spectrum X_a = 0 for |f| >= B, then for
-        fs >= 2 B there is no overlapping aliasing (= spectral folding) and
-        then it is possible to reconstruct x_a from x_d using an LPF.
-    - The sinc() is the ideal interpolation formula:
-
-              +inf        sin(pi (t - nT) / T)  +inf
-      x_a(t) = sum x_d[n] -------------------- = sum x_d[n] sinc((t - nT) / T)
-              n=-inf        (pi (t - nT) / T)   n=-inf
-
-
-10) Short Term Fourier Transform (STFT) [JOS4 7, 8]
-- Purpose of the STFT is to display frequency spectra in time (spectrogram). A
-  window is used on input x, so that non-linear and/or time varying spectral
-  modifications can be performed.
-- The m-th windowed data frame of x(n) is [JOS4 8.2.1]:
-
-    x_m(n) = x(n) w(n - m R), n in Z, m is frame index, R is hop size
-       x_m = x SHIFT_mR(w)
-
-  STFT is the DTFT of x_m [JOS4 8], w = w_k [JOS4 9]:
-
-             +inf
-    X_m(w) =  sum x[n] w[n - m R] exp(-j w n) = DTFT_w(x SHIFT_mR(w))
-             n=-inf
-
-- STFT spectrogram parameters [JOS4 7.2]:
-  . Window size W determines frequency resolution
-  . FFT size N >= W determines the frequency grid (amount of spectral
-    interpolation beyond the resolution)
-  . Hop size R is number of samples between successive windows, determines
-    resolution in time, R <= W. R = 1 is 'sliding FFT'. R > 1 is downsampling
-    in time. N > W and R < W cause that the output sample rate increases.
-
-- NYQUIST(N) [JOS4 9.5]
-    A window w is NYQUIST(N) when w(rN) = 0 for abs(r) = 1, 2, ...
-- OLA = Overlap Add and uses rectangular window w of length Lx on x and step
-    with Lx through x. The purpose of OLA is to use FFT and implement
-    convolution with impulse response h as multiplication of X(f) H(f) in
-    frequency domain, and then do IFFT [JOS4 8.2].
-- COLA = Constant Overlap Add is like OLA, but applies a window w on x (and
-    no filter h). The COLA constraint for perfect reconstuction of x(n) from
-    x_m(N), and therefore also from IFFT thanks to linearity, is:
-
-          +inf            +inf
-    x(n) = sum x_m(n) ==>  sum  w(n - m R) = 1,  for all n in Z
-          m=-inf          m=-inf
-
-  . COLA(R) means that the window has COLA for hop size R [JOS4 8.2.1, 8.2.2]:
-    - Any window is COLA(1).
-    - Retangular window is COLA(W), but also COLA(W / k).
-    - Hamming window is COLA(W / 2) and COLA(W / 4)
-    - Portnoff window: w[n] = w0[n] sinc(n / N) [JOS4 9.5, 9.7]
-      . is COLA(2pi / N) and is NYQUIST(N)
-  . With COLA the sum X_m(w) = X(w) = DTFT_w(x)
-  . With filtering, then STFT is used like OLA to perform spectral
-    modifications via H(f).
-  . WOLA = Weighted OLA implies using a two windows, one before FFT (like with
-    OLA) and one after IFFT. Typically both windows are equal and the sqrt(w),
-    so that together they are COLA [JOS4 8.6].
-  . COLA contraint in frequency domain [JOS4 8.3.2]. Window transform is zero
-    for all harmonics of the frame rate 2pi / R:
-
-      W(w_k) = 0, with w_k = 2pi k / R and for |k| = 1,2,...,R-1
-
-    This is the weak COLA contraint. The strong COLA constraint, that is
-    useful if the signal is modified in the frequency domain, requires that
-    the window is bandlimitted consistent with downsampling by R:
-
-      W(w) = 0, for |w| >= pi / R
-
-  . Convolution of x with d() leaves the signal x unchanged. Convolution of
-    x with a periodic train of d() pulses creates aliases of x:
-
-    w_train_R(n) = w(n) * d_train_R(n)  --> aliases of w
-
-                  +inf
-                 = sum w(n) * d(n - m R), period R
-                  m=-inf
-
-                  +inf
-                 = sum w(n - m R), period R
-                  m=-inf
-    <==> ???
-    w_train_R(f) = W(f) d_train_R(f)  --> sampling of W
-
-                              +inf
-                 = W(f) 1 / R  sum d(f - m / R), for f = m / R
-                              m=-inf
-
-                          +inf
-                 =  1 / R  sum W(m / R), for f = m / R
-                          m=-inf
-
-  . Filterbank interpretation of STFT is using flip(w) as impulse response
-    and filter down converted x by -w_k (frequency shift by modulation)
-    [JOS4 9.1.2, HARRIS 6]:
-
-               +inf
-    X_m(w_k) =  sum x[n] exp(-j w_k n)  w[n - m R]
-               n=-inf
-
-             = [x_k * flip(w)](m), with x_k(n) = x(n) exp(-j w_k n)
-
-11) Discrete Cosine Transform (DCT) [WIKI]
-  . The discrete transform of N samples implicitely assumes that the N samples
-    extend periodically, this causes discontinuities at the edges for the DFT.
-  . DCT type II has even symmetry on both sides, so block of N inputs extends
-    periodically like with DFT, but:
-    - for DCT it extends flipped to avoid a zero-th order discontinuity, the
-      slope (first order) is typically still discontinuous.
-    - and for type II it extends symmetrically half way between the end points
-  . The different types come from how the boundaries are defined.
-  . The DCT makes the transform converge faster than the DFT, because any
-    discontinuities in a function reduce the rate of convergence of the Fourier
-    series.
-  . DCT is used for image compression (like JPG), by keeping only few
-    coefficients of the transformed signal.
-  . DCT is equivalent to DFTs of roughly twice the length, operating on real
-    data with even symmetry.
-  . Discrete Sin Transform (DST) is equivalent to the imaginary parts of a
-    DFT of roughly twice the length, operating on real data with odd symmetry
-    (since the Fourier transform of a real and odd function is imaginary and
-    odd). The DCT is more common than the DST, because the with the DST the
-    boundaries typically still have discontinuities.
-  . The Modified DCT (MDCT) uses DCT type IV with overlap. With factor 2
-    overlap it is used for audio compression (like MP3). Factor 2 overlap
-    makes it computationally equivalent to DFT.
-  . The inverse of DCT-II is DCT-III multiplied by 2/N.
-
-                    N-1
-    DCT-II:  X(k) = sum x(n) cos(pi/n (n + 1/2) k), for k = 0, 1, ..., N-1
-                    n=0
-
-
-12) Multirate processing:
-- Linear Time Variant (LTV) process, because it depends on when the
-  downsampling and upsampling start. This causes that order of operations
-  matters [LYONS 10.3.1]
-- Sampling and sampling rate conversion can be viewed as a modulation process
-  in which the spectrum of the digital signal contains periodic repetitions of
-  the baseband signal (images) spaced at harmonics of the sampling frequency.
-  This property can be used to advantage when dealing with bandpass signals by
-  associating the bandpass signal with one of these images instead of with the
-  baseband [CROCHIERE 2.4.2].
-  ??? Sampling werkt dus al als demodulatie (mixen naar baseband). Igv Ros = 1
-  past D, U = Nfft, zie Harris. Igv Ros > 1 ontstaat er een extra menging, die
-  gecompenseerd moet worden. Hoe past het allemaal bij elkaar ???
-- Polyphase filtering ensures that only the values that remain are calculated,
-  so there are D or U phases [LYONS 10.7]. The LPF with all phases is called
-  the prototype filter. Do not calculate samples that will be:
-  . discarded,
-  . inserted as zeros.
-- For large D or U use two stage D = D1 * D2 or U = U1 * U2, where D1 > D2 and
-  U1 < U2 [LYONS 10.8.2]
-
-- Sampling, downsampling and upsampling
-  . Sampling causes the analoge spectrum to alias around k 2pi, similar for
-    downsamping the digital spectrum aliases around k 2pi / D, as if the
-    analogue signal was sampled directly at the downsampled rate [LYONS 10.1].
-  . Downsampled spectrum [LYONS 10.3.2]
-    1. Draw original spectrum beyond -2pi to + 2pi, to show 0 and at least one
-       spectral replication (alias) for both negative (-2pi) and positive
-       (+2pi) frequency directions of the original sample frequency fs_old =
-       2pi.
-    2. Draw D - 1 copies of the original spectrum shifted by k 2pi / D, note
-       k = 0 is the original spectrum of step 1
-    3. Scale up the frequency axis of the new spectrum by factor D to get the
-       frequency axis for the downsample frequency. The downsampled spectrum
-       now ranges from -pi to pi for fs_new = 2pi.
-    4. Scale down magnitude of new spectrum by factor D. The time domain
-       amplitude of downsampled signal remains the same, but the frequency
-       domain magnitude decreases by factor D, because the DFT magnitude is
-       proportional to number of time-domain samples used in the
-       transformation [LYONS 10.3.1].
-  . Upsampled spectrum [LYONS 10.5.2]
-    1. Draw original spectrum beyond -U 2pi to +U 2pi, to show at least U
-       spectral replications of the original spectrum in both negative and
-       positive frequency directions of the original sample frequency fs_old =
-       2pi. That is all, because  inserting U - 1 zeros merely increases the
-       effective sample frequency to fs_new = U fs_old. It does not change the
-       spectrum, but it does cause that U - 1 spectral replications (aliases)
-       are now also in the 2pi range of fs_new. Hence it looks like inserting
-       zeros replicates the spectrum around multiples of 2pi / U, but it is
-       easier to understand as that increasing fs_new now includes U - 1
-       replications of the original spectrum.
-    2. Scale down the frequency axis of the new spectrum by factor U to get the
-       frequency axis for the upsample frequency. The upsampled spectrum now
-       ranges from -pi to pi for fs_new = 2pi.
-    3. The magnitude of new spectrum remains the same.
-  . Decimation = LPF + Downsampling [LYONS 10.1]:
-      To avoid overlapping aliasing after downsampling to fs_new an LPF needs
-      to band limit the original spectrum to pi / D = fs_old/2 / D.
-  . Interpolation = Upsampling + LPF:
-      To interpolate the zero values for fs_new an LPF needs to band limit the
-      new spectrum to pi / U = fs_new/2 / D.
-      Using zero order hold would be a naive approach, because then all samples
-      need to be calculated and the LPF then needs to compensate for the
-      non-flat pass band of sin(x)/x [LYONS 10.5.1].
-  . Decimation and interpolation can also use a BPF to select another part of
-    the band [HARRIS 2.2, VAIDYANATHAN 4.1.1].
-
-- Downsampling [LYONS 10.1, PROAKIS 10, CROCHIERE Fig 3.2, VAIDYANATHAN Fig
-  4.1.4, JOS4 11.1, SP4COMM 11.1.2]:
-
-    Index n for up rate, index m for down rate.
-
-      x_D[m] = x[mD], because x_D removes D-1 values from x
-
-    Define x' at x time grid, but with x' = 0 for samples in x that will be
-    discarded. This operation has no name in literature, probably because it
-    is a conceptual step and not an implementation operation:
-
-      x'[n] = d[n] x[n],   with d[n] = 1, for n % D = 0
-                                     = 0, otherwise
-
-    Use x' to first express z-transform X_D(z) in X'(z) and then z-transform
-    of X'(z) in X(z). The z-transform X_D(z) = X'(z^(1/D)), because x' is 0
-    when k is not a multiple of D:
-
-               +inf
-      X_D(z) = sum x_D[n] z^(-n)
-              n=-inf
-
-               +inf                +inf
-             = sum x'[nD] z^(-n) = sum x'[k] z^(-k/D) = X'(z^(1/D))
-              n=-inf              k=-inf
-
-    Make use of the identity that the selector d[n] is equal to the normalized
-    sum of the D roots of unity:
-
-                 D-1
-      d[n] = 1/D sum W_D^(-kn),  with W_D = exp(-j 2pi/D)
-                 k=0
-
-    so:
-
-              +inf                       D-1  +inf
-      X'(z) = sum d[n] x[n] z^(-n) = 1/D sum  sum x[n] (z W_D^k)^(-n)
-             n=-inf                      k=0 n=-inf
-
-                  D-1
-            = 1/D sum X(z W_D^k)
-                  k=0
-
-    Combining the results yields the z-transform of downsampled signal in
-    terms of z-transform of the original signal:
-
-                   D-1
-      X_D(z) = 1/D sum X(z^(1/D) W_D^k)
-                   k=0
-
-    The Fourier transform of the downsampled signal is obtained by evaluating
-    X_D(z) on the unit circle with z = exp(jw) [PROAKIS Eq 10.2.9]:
-
-                      D-1
-      X_D(e^jw) = 1/D sum X(exp(j (w / D - k 2pi / D)))
-                      k=0
-
-                  w in [0:2pi>
-                  summation terms for k != 0 are aliasing terms
-
-    The resulting spectrum is the scaled sum of D superimposed copies of the
-    original spectrum X(e^jω), and each copy is shifted in frequency by a
-    multiple of 2pi/D and the result is stretched by a factor of D. This is
-    similar to sampling of an analogue signal that creates a periodization of
-    the analogue spectrum, but now the spectra are already inherently
-    2pi periodic, and downsampling creates D − 1 additional interleaved copies.
-
-- Upsampling:
-
-      x_U[n] = x[n / U], for n % U = 0
-             = 0, otherwise, because x_U inserts U-1 zeros in x
-
-              +inf              +inf
-      X_U(z) = sum x_U[n] z^-n = sum x[k] z^-kU = X(z^U), with n = kU
-              n=-inf            k=-inf
-
-  . Spectrum, evaluate X_U(z) on unit circle [PROAKIS Eq 10.3.3]:
-
-      X_U(e^jw) = X(exp(jw U)), w in [0:2pi>
-                                X(jwL) traverses unit circle U times
-
-- Resampling:
-  . U --> LPF --> LPF --> D -->
-    <==>
-    U --> LPF --> D   [LYONS Fig 10.9, CROCHIERE Fig 3.1]
-  . Resampling is upsampling with commutator yielding L / D samples per input
-    sample instead of L samples [LYONS 10.11].
-
-- Time domain Down, Up, Resample U/D:
-  . down [CROCHIERE Eq 2.55, PROAKIS Eq 10.23]: n = mD
-            +inf                  +inf
-     yd[m] = sum h[k] x[mD - k] =  sum h[mD - n] x[n],  using n = mD - k
-            k=-inf                n=-inf
-
-  . up [CROCHIERE Eq 2.78]:
-            +inf
-     yu[n] = sum h[n - k] x[k / U],   for r = k / U is integer, else  x[] = 0
-            k=-inf                    for inserted zeros
-
-            +inf
-           = sum h[n - rU] x[r]
-            r=-inf
-
-            using r = n // U - m yields [CROCHIERE Eq 2.80]:
-
-            +inf
-           = sum h[mU + n % U] x[n // U - m]
-            m=-inf
-
-   . resample [CROCHIERE Eq 2.88]
-                      +inf
-      yr[m] = yu[mD] = sum h[mD - rU] x[r]
-                      r=-inf
-
-            using r = nD // U - m yields [CROCHIERE Eq 2.90]:
-
-            +inf
-           = sum h[mU + nD % U] x[nD // U - m]
-            m=-inf
-
-- Noble identities [LYONS Fig 10.20], HARRIS 2.2.1, VAIDYANATHAN Fig 4.2.3]
-  . Downsampling : x[n] --> H(z^Q) --> Q:1  --> y[m], is equivalent to:
-                   x[n] --> Q:1    --> H(z) --> y[m]
-
-    The output from a filter H(z^Q) followed by a Q:1 downsampler is identical
-    to a Q:1 downsampler followed by a filter H(z).
-
-  . Upsampling   : x[n] --> 1:Q  --> H(z^Q) --> y[m], is equivalent to:
-                            H(z) --> 1:Q
-
-  . The filter H() can be FIR or IIR.
-  . The H(z^Q) operates at the higher rate, but has zero weights at all Q-1
-    samples that will get discarded by a downsampler or inserted by an
-    upsampler. The filter H(z) operates at the lower rate.
-  . H_i(z^Q) is upsampled-by-Q version of H(z), so with Q-1 zero coefficients
-    in the H(z) power series, starting at phase i.
-  . If D and U are relatively prime, then they can be changed in order.
-    If D and U are relatively prime, then there are integers d, u such that
-    d*D - u*U = 1, so then a delay z^(-k) can be decomposed in [KIEL]:
-
-       z^(-k) = z^(-k(d*D - u*U))
-              = z^(-kdD) * z^(kuU)
-
-    which then can be pulled through a D and a U.
-
-- Polyphase decomposition of H(z) [VAIDYANATHAN 4.3, PROAKIS 10.5.2,
-    CROCHIERE 3.3]:
-
-  . FIR structure:
-    . Direct-Form FIR is first apply delay z^(-q) then apply coefficient. Fits
-      downsampling because coefficients are then applied at low rate.
-    . Transposed Direct-Form FIR is first apply coefficient, then delay z^(-q)
-      result. Fits upsampling because coefficients are then applied at low
-      rate. The Direct-Form FIR would require fractional delays, which is not
-      realizable [CROCHIERE 3.3.1].
-    . The FIR sections in the polyphase branches can be implemented using any
-      form. The Transposed Direct-Form FIR can thus also be used for down
-      sampling, to make effcient use of z-1 delay line memory and multipliers
-      by loading the branch coefficients when they are needed and by passing
-      on the accumulated partial sums of the branches [HARRIS 5.5.1].
-
-  . Commutator model [VAIDYANATHAN 4.3.4, CROCHIERE 3.3.2, HARRIS Fig 5.4,
-    down 6.12, 6.13, up 7.11, 7.12]:
-    . x[n] switch connects to n = 0 branch and the switch rotates in direction
-      of increasing n
-    . Assume FIR delay lines are drawn from top to bottom for phases q = 0 to
-      Q-1 for both Direct-Form and Transposed Direct-Form, then:
-      - Typically q = 0 is the connected branch [CROCHIERE], but [HARRIS]
-        connects q = Q-1 for the downsampler, probably because it is the
-        oldest so first phase in the FIR sum.
-      - downsampling input commutator rotates counter clockwise and yields
-        one output sample every rotation, because the summation stage is
-        combinatorial. The downsampled output depends on Q input samples from
-        the past. The output appears whenever the switch is at branch
-        q = 0. A new FIR sum output starts being aggregated when switch is at
-        branch q = Q-1.
-      - upsampling output commutator rotates counter clockwise and yields U
-        output samples every rotation. The upsampled output creates Q output
-        samples in the future for every input sample. The first output appears
-        when the switch is at the connected branch q = 0 and then also a new
-        input arrives.
-      - The counter clockwise commutator for both down and up implies that a
-        type I polyphase representation is used, so with delays z^(-1) in the
-        delay line.
-
-  . Type I polyphase representation, based on delays z^(-q), yielding counter
-    clockwise commutator.
-
-    H(z) = H0(z^Q) + H1(z^Q) z^-1 + H2(z^Q) z^-2 + ... + H{Q-1}(z^Q) z^-(Q-1)
-
-         =      H0(z^Q) +          # q = 0
-           z^-1 H1(z^Q) +          # q = 1
-           z^-2 H2(z^Q) +          # q = 2
-           ... +
-           z^-(Q-1) H{Q-1}(z^Q)    # q = Q-1
-
-           Q-1
-         = sum z^(-q) Hq(z^Q)    [VAIDYANATHAN Eq 4.3.7, HARRIS Eq 6.6]
-           q=0
-
-       where Hq(z^Q) is the z-transform of hq[n]:
-
-           hq[n] = h(nQ + q),  +q for counter clockwise with delays z^(-1)
-                               [VAIDYANATHAN Eq 4.3.8, CROCHIERE Eq 3.29]
-
-                  +inf
-           Hq(z) = sum hq[n] z^(-n),  0 <= q <= Q - 1
-                  n=-inf
-
-    - Note: For Q = 1 the Hq(z) are the single FIR coefficients in b
-
-  . Type II polyphase, based on advances z^q, yielding clockwise commutator:
-
-    H(z) = z^(-(Q-1)) z^(Q-1) H(z),  multiply by delay * advance = 1
-
-         = z^(-(Q-1)) * [z^(Q-1)              H0(z^Q) +     # q = 0
-                         z^(Q-1) z^-1         H1(z^Q) +     # q = 1
-                         z^(Q-1) z^-2         H2(z^Q) +     # q = 2
-                         ... +
-                         z^(Q-1) z^-(Q-2) H{Q-2}(z^Q) +     # q = Q-2
-                         z^(Q-1) z^-(Q-1) H{Q-1}(z^Q)]      # q = Q-1
-
-         = z^(-(Q-1)) * [z^(Q-1) H0(z^Q) +        # q = 0   --> p = Q-1
-                         z^(Q-2) H1(z^Q) +        # q = 1   --> p = Q-2
-                         z^(Q-3) H2(z^Q) +        # q = 2   --> p = Q-3
-                         ... +
-                         z^1     H{Q-2}(z^Q) +    # q = Q-2 --> p = 1
-                                 H{Q-1}(z^Q)]     # q = Q-1 --> p = 0
-
-         = z^(-(Q-1)) * [z^(Q-1) R{Q-1}(z^Q) +    # p = Q-1
-                         z^(Q-2) R{Q-2}(z^Q) +    # p = Q-2
-                         z^(Q-3) R{Q-3}(z^Q) +    # p = Q-3
-                         ... +
-                         z^1     R1(z^Q) +        # p = 1
-                                 R0(z^Q)]         # p = 0
-
-           Q-1
-    H(z) = sum z^(-(Q-1-p)) Rp(z^Q)     [VAIDYANATHAN Eq 4.3.9]
-           p=0
-
-                      Q-1
-         = z^(-(Q-1)) sum z^p Rp(z^Q)
-                      p=0
-
-       where:
-           p = Q - 1 - q
-
-           Rp(z) = H{Q-1-p}(z),   so flipud Hq phases, but keep coefficient order
-                                  per phase
-
-  . Type III polyphase [FLIEGE 1.1.2, CROCHIERE 3.3.3]
-    - p = Q - q = -q  (With Q % Q = 0)
-    - rp[n] = h(nQ - p)  [CROCHIERE Eq. 3.35],  -p for clockwise with advances
-      z^(+1)
-    - CROCHIERE does not mention type II and VAIDYANATHAN does not mention type
-      III. FLIEGE mentions all three types. The advantage of type I and III is
-      that they both begin with x[n=0] at branch p = q = 0 with H0, so they
-      yield same result except for a delay. The purpose of type III is then
-      that it yields a fold of the branches, so that DFT can be used instead of
-      IDFT, because DFT(x) = IDFT(fold(x)). The purpose of type II is ?.
-
-  . Type I polyphase does not imply Direct Form FIR and type II polyphase is
-    not the same as Transposed Direct Form FIR [CROCHIERE 3.3.3]:
-    * Type I uses delay line z^(-1) and +q in hq[n] = h(nQ + q) and yields
-      counter clockwise commutator for both downsample and upsample structure,
-      because branches are drawn such that q increases from top to bottom.
-      For downsampling q starts at q = Q-1, so at bottom to sum Q filtered
-      samples from the past, so input commutator rotates counter clockwise.
-      For upsampling q starts at q = 0 at top to produce Q samples until the
-      next input sample, so output commutator also rotates counter clockwise
-      because it is located at the output.
-    * Type II means using an advances line z^(+1) and -p in rp[n] = h[nQ - p]
-      and yields clockwise commutator, because p increases from bottom to
-      top. The advances can be implemented by allowing one sample delay at the
-      low rate.
-
-- Variable bandwidth PFB [HARRIS, FARZAD, CHEN]
-  . Analysis --> select channels --> synthesis
-  . Requires Ros > 1 for no in band distortion, typically Ros = 2
-
-- Fractional time delay [CROCHIERE 6.3]
-  . Upsampling Q --> LPF --> z^(-d) --> downsampling Q yields semi allpass
-    filter and delay of d / Q samples.
-
-- Oversampling ADC and DAC
-  . Every oversampling factor of 4 yields 1 extra bit, because then 1 / 4 of the
-    quantisation power remains in the low pass band, and factor 4 in power is
-    factor 2 in voltage level.
-  . The higher sampling rate relaxes the analogue LPF by using the extra BW of
-    3 / 4 fs / 2 as transition band. A digital LPF then filters the wanted 1 / 4
-    fs / 2 low pass band and thus also removes the quantisation noise in the
-    stop band, which yields the extra bit.
-
-- Noise shaping ADC and DAC
-  . Noise shaping is based on quantisation error feedback. At low frequencies
-    the feedback error is still related to the input, so the feedback will
-    compensate the error for lower frequencies, but worsen it for higher
-    frequencies. An LPF filters the higher frequencies and thus increases the
-    effective number of bits of the low pass output, by about 1 bit for first
-    order feedback.
-  . Noise shaping implies oversampling, because the noise is pushed outside
-    the application bandwidth.
-  . ADC: [NOISESHAPING]
-    For an ADC noise shaping requires feedback in the analogue domain, because
-    after quantization the error information is only available when comparing
-    the digitized input with the analogue input. Noise shaping of digital input
-    is not possible (e.g. 8b input using LSBit feedback from 24b LPF output),
-    because the digital input has fixed resolution and therefore the feedback
-    error can not contain more accurate information about the (analogue) input.
-    Therefore LPF in the digital domain are never combined with noise shaping.
-    The analogue feedback of the quantized value uses a DAC and tracks the
-    analogue input signal. With a 1 bit DAC it becomes a sigma-delta ADC. The
-    feedback signal jumps between too high or too low, which thus contains the
-    more detailed accuracy on the analogue input signal level that leads to the
-    extra bits for oversampling.
-  . DAC: [NOISESHAPING]
-    For a DAC noise shaping uses feedback in the digital domain. A digital
-    LPF filters the low pass band of the oversampled data and has more bits
-    than the DAC. The round off LSbits of the LPF output are fed back to the
-    input, so that the noise power is shaped towards higher frequencies. This
-    noise power at higher frequences will be filtered by the analoge LPF that
-    filters the DAC output.
-
-
-13a) Single channel down converter [HARRIS 6]
-- Analogue I-Q downconverter, yields baseband signal:
-    xb[n] = exp(-j w_k n) x[n] = I[n] + j Q[n]
-    . I[n] = cos(-w_k n) x[n]
-    . Q[n] = sin(-w_k n) x[n]
-  Performs complex multiply for real input, so I is the real result and Q is
-  the imaginary result.
-- Mixer local oscillator (LO) and LPF and downsampler D [HARRIS Fig 6.2]:
-
-     y[n, k] =  exp(-j w_k n) x[n] * h[n]   # * is convolution
-
-     for channel k converts positive w_k to baseband (because of -j),
-         w_k = 2pi k / M
-         . LO(n, k) = exp(-j w_k n)
-         . M is number of frequency bins
-         . D <= M is downsample factor --> y[mD, k]
-
-  * First choose D = M for maximally downsampled (= critically sampled).
-  * Downsample the LO, using equivalency theorem.
-    . Down-conversion followed by a LPF is equivalent to a BPF followed by a
-      down-conversion [HARRIS Fig. 6.5]:
-
-        exp(-j w_k n) --> H_LPF(z) <==> H_BPF(z) --> exp(-j w_k n)
-
-      where:
-
-        h_bpf[n] = h_lpf[n] exp(j w_k n)  # mix LPF up to BPF [HARRIS Fig. 6.6]
-
-                   +inf
-        H_BPF(z) = sum h_lpf[n] exp(j w_k n) z^-n
-                  n=-inf
-
-                   +inf
-                 = sum h_lpf[n] (z exp(-j w_k)^-n
-                  n=-inf
-
-                 = H_LPF(z exp(-j w_k))
-
-    . The rotation rate of the sampled complex sinusoid is w_k radians per
-      LO sample at the input and D w_k radians per LO sample at the output, of
-      the D:1 downsampler [HARRIS Fig. 6.7].:
-
-        H_LPF(z exp(-j w_k)) exp(-j w_k n) --> D
-        <==>
-        H_LPF(z exp(-j w_k))               --> D --> exp(-j D w_k n)
-
-    . The change in LO down converter rate is due to aliasing of the
-      downsampling. Now choose channel center frequencies w_k such that they
-      will alias to DC (zero frequency) as a result of the downsampling to
-      D w_k. This occurs when D w_k = k 2pi, so when w_k = k 2pi / D and then
-      the downsampled LO term exp(-j D w_k n) = 1 vanishes when D = M
-      [HARRIS Fig. 6.8].
-
-        <==>
-        H_LPF(z exp(-j w_k))               --> D,  when M = D
-
-      Hence the channel center frequencies have to be at integer multiples of
-      the output sample rate fs / M, so that they alias to baseband by the
-      sample rate change.
-  * Downsample the BPF, using Noble identity
-    . H(z^M) --> D  <==>  D --> H(z)
-    . The type I (for downsampling) polyphase FIR representation has a delay
-      line of z^-1 and Hp(z^M) in each branch. With this structure the
-      branch terms of H_BPF(z) = H_LPF(z exp(-j w_k)) reduce to Hp_BPF(z^M)
-      = Hp_LPF(z^M), because (z exp(-j w_k))^M = z^M, when D = M. With the
-      Noble identity this yields Hp_LPF(z^M) --> M ==> M --> Hp_LPF(z), so the
-      coefficients of the prototype filter.
-      Replacing z by z exp(-j w_k) the input delay line of z^-p becomes
-      z^-p exp(j w_k p). The constant phasors exp(j w_k p) can be placed
-      anywhere along each branch, so choose to place them just before the
-      summation [HARRIS Fig. 6.14].
-    . What remains is a downsampling polyphase FIR structure with the
-      coefficients of the prototype H_LPF, and a phasor in each branch. The
-      sum of the phasors for one k is the same as the DFT result for bin k.
-
-        <==>
-        z^-p --> M --> Hp_LPF(z) * exp(-j w_k p) --> sum all p --> y[mM, k]
-
-        and y[mM, k] is [HARRIS Eq. 6.9 = 9.1]:
-
-                     M-1
-          y[mM, k] = sum yp(mM) exp(j w_k p),  with w_k = 2pi k / M
-                     p=0
-
-  * Implementation can be shift in a sample and calculate one branch, or shift
-    in a block of D samples and calculate all branches. Hence the block size
-    is the downsample factor D.
-  * Now choose D < M for non-maximally downsampling (= oversampled), but keep
-    the polyphase FIR structure for M, in order to preserve using the
-    prototype H_LPF FIR coefficients and having the frequency grid for M bins.
-    . Shift in D samples and output sum of all branches after every D input
-      samples.
-    . A time shift of D samples causes a (bin) frequency dependent phase shift
-      of [HARRIS Eq 6.10, Eq 9.2]:
-
-        theta(w) = (D Ts) * (w_k / Ts)
-                 = D * w_k,  with w_k = 2pi k / M
-
-      For D = M this term vanishes, but for D < M it appears in y at the
-      output, similar as with the DFT shift property:
-
-        Time shift: DFT(x[n - D]) <==> DFT(x) exp(-j w_k D).
-
-    . Therefore for every new output sample needs to be counter rotated by:
-
-        exp(-j w_k D m) = exp(-j 2pi k D / M m)
-
-    . This can also be interpreted as to calculate bin k for downsampled output
-      samples m = 0, 1, ..., calculate the output y for bin k + (mD) % M.
-      Instead of first calculating the output y for bin k and then multiplying
-      y by exp(-j 2pi k D / M m). Hence for a PFB with all bins this implies
-      applying a circular shift of the DFT input by D for every m, to start at
-      index R(m) = (mD) % M [TUTHILL].
-
-        exp(j w_k) exp(j w_k D m) = exp(j w_k(1 + mD))
-
-      A wideband PFB with wideband factor wb, that can process fs = wb * fclk
-      using wb parallel lanes. The parallel lanes should have independent
-      circular shift. Therefore R(m) / wb should be an integer then [TUTHILL].
-
-
-
-13b) Single channel up converter [HARRIS 7]
-
-
-
-
-13c) Polyphase DFT filterbank (PFB) [HARRIS Fig 6.21, 9.21]
-  . The PFB implements M single channel down converters to output all k bins.
-    The output rate per branch p in the single channel down converter is a
-    factor M less, so all k = 0:M-1 bins of y[mM, k] can be calculated by using
-    the IDFT (because +j in phasor) to sum the p = 0:M-1 branches for each k
-    = 0:M-1 bins, because DFT is:
-
-             N-1
-      X(k) = sum x(n) exp(-j w_k n)
-             n=0
-
-    Hence the PFB can be interpreted as M independent single channel down
-    converters in parallel, that share the same downsampling polyphase FIR
-    structure, with the coefficients of the H_LPF prototype filter, and use the
-    IDFT to calculate all M bins. The PFB output has a commutator that starts
-    at bin 0, so bin k = M-1 is the newest and output last.
-
-
-14) WOLA DFT filterbank (PFB) [CROCHIERE 7.2.5]
-
-  * Mixer local oscillator (LO) and LPF and downsampler D [CROCHIERE Eq 7.65 =
-    Eq 7.9, HARRIS Eq 6.1] yields the short-time spectrum of signal x at time
-    n = mM, so M is the block size or downsample rate:
-
-              +inf
-      Xk(m) = sum h[mM - n] x[n] W_K^(kn),  W_K = exp(-jw_k) = exp(-j 2pi/K)
-             n=-inf
-
-    The filter h weigths x at n = nM.
-
-  * In Eq 7.9 = 7.65 the signal time frame is fixed to n = 0 and the window h
-    slides along at n = mM. For implementation is convenient to keep the filter
-    h invariant and slide the signal, therefor use r = n - mM:
-
-              +inf
-      Xk(m) = sum h[-r] x[r + mM] W_K^(k(r + mM)) = W_K^(kmM) Rk(m)
-             n=-inf
-
-      with:           +inf
-              Rk(m) = sum h[-r] x[r + mM] W_K^(kr)
-                     n=-inf
-
-    The term W_K^(kmM) converts the transform Rk(m) with sliding time frame r,
-    into Xk(m) with fixed time frame n.
-
-  * Define ym[r] = h[-r] x[r + mM]. Length h is Ncoef = Ntaps * K. The DFT of
-    ym[n] has Ncoef bins k', but for Rk only bins k' = Ntaps * k are needed.
-    This is equivalent to DFT of Ntaps blocks of stacked K time samples. Define
-    xm[r] = sum ym[r + lK], then:
-
-                     K-1
-             Rk(m) = sum xm[r] W_K^(kr) = DFT(xm[r])
-                    r = 0
-
-
-15) Quadrature Mirror Filter (QMF) [CROCHIERE 7.7, PROAKIS 10.9.6]
-
-          |-- h0[n] --> Down Q --> x0[m] --> Up Q --> f0[n] --|
-   x[n] --|                                                   +--> x^[n]
-          |-- h1[n] --> Down Q --> x1[m] --> Up Q --> f1[n] --|
-
-           Q = 2
-
-          X^(z) = T(z)X(z) + A(z)X(-z), with:
-                . T(z) = H0(z)F0(z) + H1(z)F1(z), transfer part
-                . A(z) = H0(-z)F0(z) + H1(-z)F1(z), aliasing part
-
-- Choose:
-    h0[n] = h[n]           <==>  H0(w) = H(w), prototype LPF
-    h1[n] = (-1)^n h[n]    <==>  H1(w) = H(w - pi), mirror image HPF
-    f0[n] = Q h[n]         <==>  F0(w) = Q H(w)
-    f1[n] = -Q (-1)^n h[n] <==>  F1(w) = -Q H(w - pi), to eliminate aliasing,
-                                 so A(w) = 0
-
-    then: X^(w) = T(w) X(w), with T(w) = H^2(w) - H^2(w - pi)
-
-- Get HPF from LPF using frequency shift (complex modulation) by pi = fNyquist,
-  so: h1[n] = h[n] exp(+j pi n) <==> H(w - pi)
-            = h[n] cos(j pi n)
-            = h[n] (-1)^n
-- For perfect reconstruction T(w) = 1. This can only be achieved for a two tap
-  FIR filter, because Q = 2, so each phase then becomes a delay.
-- Choose linear phase (= symmetric) FIR filter:
-
-   h[n] = h[N - 1 - n), for n = 0,1,...,N-1
-
-   H(w) = Hr(w) exp(-j w (N - 1) / 2), where Hr is real function, so:
-
-      Hr^2(w) = |H(w)|^2
-
-      H^2(w)      =            |H(w)     |^2 exp(-j w (N - 1))
-      H^2(w - pi) = (-1)^(N-1) |H(w - pi)|^2 exp(-j w (N - 1))
-
-      T(w) = |H(w)|^2 - (-1)^(N-1) |H(w - pi)|^2
-
-   For N is odd, T(pi / 2) = 0, therefore choose N is even:
-
-      T(w) = |H(w)|^2 + |H(w - pi)|^2
-
-   For approximate reconstruction optimize for both maximum attenuation in
-   stop band of H(w) and all pass for T(w).
-
-
-Appendix A) Signal operators [JOS1 7.2]
-
-- Operator(x) is element of C^N for all x element of C^N
-  . assume modulo N indexing for n in x(n), so x(n) = x(n + mN) or periodic
-    extension
-- FLIP_n(x) = x(-n) reversal
-  . x(0) = x(-0)
-  . x(-n) = x(N - n) for modulo N
-- SHIFT_L,n(x) = x(n - L)
-
-- ZEROPAD_M,m(x) = x(n) for |m| < N / 2
-                 = 0 else
-  . zero centered, zero-phase, periodic
-  . ZEROPAD_10([1,2,3,4]) = [1,2,0,0,0,0,0,0,3,4]
-  . ZEROPAD_10([1,2,3,4,5]) = [1,2,3,0,0,0,0,0,4,5]
-- CAUSALZEROPAD_M,m(x) = x(n) for m < N
-                       = 0 for N < m < M
-  . CAUSALZEROPAD_10([1,2,3,4]) = [1,2,3,4,0,0,0,0,0,0]
-- INTERP_L,k'(X) = X(w_k'), for X(w_k) with k = 0,1,...,N-1, where:
-    w_k' = 2pi k' / M, k' = 0,1,...,M-1
-    M = L * N
-  . Interpolates a signal by factor L using bandlimited interpolation
-
-- STRETCH_L,m(x) = x(n) for n = m / L is an integer
-                 = 0 else
-  . Upsampling by inserting L-1 zeros after every x sample
-- REPEAT_L,m(x) = x(m), where:
-    m = 0,1,...,M-1 and M = L * N and n = m modulo N
-  . REPEAT_2([1,2,3,4]) = [1,2,3,4,1,2,3,4]
-- DOWNSAMPLE_L,m = x(mL), where N = L * M and m = 0,1,...,M-1
-  . DOWNSAMPLE_L(STRETCH_L(x) = x
-  . DOWNSAMPLE_2([1,2,3,4,5,6]) = [1,3,5]
-                 L-1
-- ALIAS_L,m(x) = sum x(m + l M), with m = 0,1,...,M-1 and N = L*M
-                 l=0
-  . ALIAS_3([1,2,3,4,5,6] = [1,2] + [3,4] + [5,6] = [9,12]
-
-- DFT_N,k(x) = X(k) with N points
-- DFT relations:
-  . STRETCH_L <==> REPEAT_L
-  . DOWNSAMPLE_L(x) <==> 1/L * ALIAS_L(X)  [JOS1 7.4.11]
-  . ZEROPAD_LN(x) <==> INTERP_L(X)  [JOS1 7.4.12]
-  . conj(x) <==> FLIP(conj(X))
-  . FLIP(conj(x)) <==> conj(X)
-  . FLIP(x) <==> FLIP(X)
-  . x even <==> X even
-  . SHIFT_L(x) <==> exp(-j w_k L) X(k)
-
-
-
-Appendix B: Teaser talk: Oversampled polyphase filterbank (OPFB)
-
-1 Introduction
-  - Repeatedly applying the DFT in time to get timeseries samples of the
-    subbands
-  - Size of DFT yields number of subbands
-  - For critically sampled PFB the sample rate of the subbands just fits the
-    Nyquist criterium of fs = BWsub
-  - Oversampled PFB to:
-    . cover signals near edges of the subbands
-    . better reconstruct original signal from subbands
-2 Data processing approach to understand the OPFB
-  - Downsampled STFT filterbank [JOS4 9.8]
-  - Repeatedly window section of the signal and apply DFT to block of the
-    signal to get timeseries per subband
-  - Window larger than DFT block size yields the sharper subbands.
-  - Increment in steps of less then block size for oversampled subband series
-3 Use multirate signal processing approach to understand the OPFB
-  - Downsampling D: LPF and then dicard D-1 samples
-  - Upsampling U: insert U-1 zeros and LPF
-  - Goal in implemention is to not calculate samples that will be discarded or
-    are zero
-  - Goal of multirate processing is to process at the rate just sufficient for
-    the signal bandwidth, not higher
-4 Comparison with sampling theorem of analogue signal
-  - The sampling theorem [CROCHIERE Fig 2.2, 2.3]
-  - LPF selects the baseband signal, BPF can select any band at multiple of
-    subband rate fdown = fs / Q
-  - Equivalence criterium LO + LPF <==> BPF + LO [HARRIS 6]
-5 Single channel mixer
-6 Filterbank for D = U = Q channels --> DFT section
-7 Oversampled filterbank
-  - extra phase rotation after DFT is shift before DFT, because of DFT shift
-    theorem (for phasors in DFT a shift in time is same as a phase rotation)
-  - fractional Ros
-8 Reconstruction
-  - Aliasing 0, response 1
-9 Applications
-  - Variable bandpass filter in telecom, resource usage compared to FIR BPF is
-    much less, so more complexity in algorithm, but much more efficient in
-    implementation.
-  - Reconstruction of beamformed data
-10 Conclusion
-  - I still only understand parts (e.g. I do not understand what they mean
-    with paraunitary, PFB viewed as WOLA, STFT)
-11 References: HARRIS, CROCHIERE
-
-
-Appendix C: DSP investigation plan (RTSD-111)
-
-As RTSD team we want to have knowledge of advanced DSP like oversampled PFB,
-so that we can apply it in future projects.
-As SBe manager I want have a clear plan for investigation work, so that I know
-what I can expect as result and regarding costs.
-
-Acceptation criteria:
-
-  * identify DSP investigation topics:
-    - general: filtering, DFT
-    - filterbank: multirate, critically sampled PFB, perfect reconstruction,
-      oversampled PFB
-    - transient detection: Hilbert transform, analytic singal, half band
-      filters, all pass filters
-  * define end result (e.g. summary report in Confluence, Teaser talk)
-  * aim at about 250 hours work in 3 sprints (= 9 weeks ~= 20 story points)
-
-Definition of done: When plan is clear
-
-
-
-https://learning.anaconda.cloud/
-https://realpython.com/python-scipy-fft/
-
-https://mne.tools/0.24/auto_tutorials/preprocessing/25_background_filtering.html
-
-Fixed-point versus floating point in antenna data
-
-I do not think having an exponent helps here, because the information is in the mantissa. Suppose you have system noise (sky noise + receiver noise) and strong RFI. In quantisation you want to keep the quantisation noise small with respect to the system noise. This then means that the mantissa needs to fit the RFI and preserve the level system noise. If you would reduce the mantissa width and increase the exponent, then the quantisation noise becomes dominant with respect to the system noise. The point with RFI is that you hope that if you separate the subbands into finer channel, that then some fine channels are RFI free. However, if you have introduced more quantisation noise due to using the exponent instead of a wider mantissa, then you introduced more white quantization noise in the whole subband, so then separating into finer channel does not yield clean fine channels anymore.
-
-For subbands without RFI we need e.g. 4 bit complex subband samples, provided that they are equalized to their nominal level (i.e. compensated for frequency dependent gain of the recever chain).
-For subbands with RFI we need enough extra bits to fit the RFI level, so that we can still hope to find finer channels without RFI within that subband.
-This implies that we would need extra meta information that tells number of bits per subband. Alternative is to use one fixed width that kind of fits all subbands, e.g. 8 bit complex subband values.
-Anyway, I think in each case we would transport fixed point (= integer) values, because transporting exponent bits does not add information.
diff --git a/applications/lofar2/model/pfb_os/filter_design_cutoff_frequency.ipynb b/applications/lofar2/model/pfb_os/filter_design_cutoff_frequency.ipynb
deleted file mode 100644
index 105d46f75dff60f983cdef77a7fb8f8c24510602..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/filter_design_cutoff_frequency.ipynb
+++ /dev/null
@@ -1,276 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "c69a2eb8",
-   "metadata": {},
-   "source": [
-    "# Filter design with specific cutoff frequency\n",
-    "\n",
-    "Author: Eric Kooistra, Jun 2024\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Design filter with specific gain at cutoff frequency, typically gain 0.5 or sqrt(0.5)\n",
-    "\n",
-    "References:\n",
-    "1. dsp_study_erko, summary of DSP books"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "02689e50",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "65235f50",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.firfilter import design_fir_low_pass_filter\n",
-    "from rtdsp.windows import half_cosine_window\n",
-    "from rtdsp.fourier import dtft, estimate_gain_at_frequency, estimate_frequency_at_gain\n",
-    "from rtdsp.plotting import plot_power_spectrum, plot_magnitude_spectrum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "c49515de",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Filterbank\n",
-    "Ntaps = 16  # number of taps per poly phase FIR filter\n",
-    "Ndft = 1024  # DFT size\n",
-    "method = 'firls'\n",
-    "method = 'remez'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "c5c90a6b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Samples\n",
-    "fs = 200e6  # sample rate\n",
-    "ts = 1 / fs  # sample period"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "6d3a14bc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Subbands\n",
-    "Nsub = Ndft // 2  # number of subbands in fs / 2\n",
-    "fsub = fs / Ndft  # subband frequency\n",
-    "tsub = 1 / fsub  # subband period"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "15bf6804",
-   "metadata": {},
-   "source": [
-    "# FIR low pass filter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "0a69b385",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "hInterpolated.imag ~= 0\n",
-      "> design_fir_low_pass_filter()\n",
-      ". Method              = remez\n",
-      ". Q                   = 16.000000\n",
-      ". fpass               = 78125.000000\n",
-      ". fstop               = 117187.500000\n",
-      ". lpBW                = 195312.500000\n",
-      ". fcutoff             = 97656.250000\n",
-      ". cutoffGain          = 0.500000\n",
-      ". fNyquist            = 100000000.000000\n",
-      ". fs                  = 200000000.000000\n",
-      ". Ncoefs              = 16384\n",
-      ". DC sum              = 1.000000\n",
-      ". Symmetrical coefs   = True\n",
-      "\n",
-      "estimate_gain_at_frequency fcutoff = 5.000000e-01 [fsub]:\n",
-      ". fIndex = 131200\n",
-      ". fValue = 5.000000e-01 [fsub]\n",
-      ". fGain = 5.018223e-01\n",
-      "estimate_frequency_at_gain cutoffGain = 5.000000e-01:\n",
-      ". fIndex = 131200\n",
-      ". fValue = 5.000000e-01 [fsub]\n",
-      ". fGain = 5.018223e-01\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Specifications\n",
-    "Ncoefs = Ndft * Ntaps  # use odd length for integer group delay\n",
-    "cutoffBeta = 0.2\n",
-    "fcutoff = fsub / 2  # center frequency of transition band\n",
-    "fpass = (1 - cutoffBeta) * fcutoff  # pass band frequency\n",
-    "fstop = (1 + cutoffBeta) * fcutoff  # stop band frequency\n",
-    "# fcutoff workaround for firls\n",
-    "tBW = (fstop - fpass) / 2\n",
-    "cutoffBW = tBW / 10  # is default value in design_fir_low_pass_filter()\n",
-    "# Gain at fcutoff center frequency of the transition band\n",
-    "cutoffGain = 0.5\n",
-    "#cutoffGain = np.sqrt(0.5)\n",
-    "# weight pass band ripple versus stop band ripple, and of zero width interval in the transition band\n",
-    "rippleWeights = [1, 1, 1]\n",
-    "\n",
-    "hPrototype = design_fir_low_pass_filter(method,\n",
-    "             Ncoefs, fpass, fstop, fcutoff, cutoffGain, rippleWeights, fs=fs, cutoffBW=cutoffBW)\n",
-    "\n",
-    "if method == 'remez':\n",
-    "    # Window tails to remove equiripple\n",
-    "    hPrototype = hPrototype * half_cosine_window(Ncoefs, roBeta=0.1)\n",
-    "    \n",
-    "# Plot impulse response\n",
-    "plt.figure(1)\n",
-    "plt.plot(hPrototype, 'g')\n",
-    "plt.title('Impulse response')\n",
-    "plt.grid(True)\n",
-    "#plt.xlim((0, 200))\n",
-    "#plt.ylim((-0.00001, 0.00001))\n",
-    "\n",
-    "# Plot transfer function (use frequency in fsub units)\n",
-    "h, f, HF = dtft(hPrototype)\n",
-    "plt.figure(2)\n",
-    "fLim = (-3, 3)\n",
-    "#fLim = None\n",
-    "dbLim = (-140, 5)\n",
-    "plot_power_spectrum(f, HF, 'g', fs / fsub, fLim, dbLim)\n",
-    "plt.xlabel('Frequency [fsub]')\n",
-    "\n",
-    "plt.figure(3)\n",
-    "fLim = (0, 1)  # Zoom in at cutoffGain\n",
-    "#fLim = (fpass / fsub, fstop / fsub)  # Zoom in at cutoffGain\n",
-    "#fLim = None\n",
-    "voltLim = None\n",
-    "plot_magnitude_spectrum(f, HF, 'g', fs / fsub, fLim, voltLim)\n",
-    "plt.xlabel('Frequency [fsub]')\n",
-    "\n",
-    "# Log abs(HF) at fcutoff\n",
-    "fIndex, fValue, fGain = estimate_gain_at_frequency(f * fs, HF, fcutoff)\n",
-    "print('estimate_gain_at_frequency fcutoff = %e [fsub]:' % (fcutoff / fsub))\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [fsub]' % (fValue / fsub))\n",
-    "print('. fGain = %e' % fGain)\n",
-    "fIndex, fValue, fGain = estimate_frequency_at_gain(f * fs, HF, cutoffGain)\n",
-    "print('estimate_frequency_at_gain cutoffGain = %e:' % cutoffGain)\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [fsub]' % (fValue / fsub))\n",
-    "print('. fGain = %e' % fGain)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e3542672",
-   "metadata": {},
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "0b979a1f",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/filter_design_erfc.ipynb b/applications/lofar2/model/pfb_os/filter_design_erfc.ipynb
deleted file mode 100644
index 85259850d6076a76a42e9b506713cb2945ad2e63..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/filter_design_erfc.ipynb
+++ /dev/null
@@ -1,111 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "ea8e78bf",
-   "metadata": {},
-   "source": [
-    "# Filter design based on complementary error function (erfc)\n",
-    "\n",
-    "Author: Eric Kooistra, Jun 2024\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Design filter based on the complementary error function erfc = 1 - erf, as used in [2]\n",
-    "\n",
-    "Description:\n",
-    "The erfc() is point symmeric around (0, 1) and decreases from 2 at -inf to 0 at +inf.\n",
-    "The shape of the erfc() is used as the template for the transfer function of a filter.\n",
-    "The advantage of using the erfc(), compared to e.g. a raised cosine filter with roll off beta, is that the shape has no discontinuities.\n",
-    "\n",
-    "References:\n",
-    "1. dsp_study_erko, summary of DSP books\n",
-    "2. near perfect reconstruction, W. Lubberhuizen"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "7bf5ef09",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import special"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "01918bc7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "9.976611e-01\n",
-      "5.612149e-30\n",
-      "0.000000e+00\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 432x288 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "K = 4\n",
-    "Ndft = 16\n",
-    "Ntaps = 8\n",
-    "Ncoef = Ndft * Ntaps \n",
-    "F = np.arange(Ncoef) / Ncoef\n",
-    "x = K * (Ndft * F - 0.5)\n",
-    "A = 0.5 * special.erfc(x)\n",
-    "plt.plot(A)\n",
-    "plt.xlim((0,Ntaps))\n",
-    "print('%e' % A[0])\n",
-    "print('%e' % A[20])\n",
-    "print('%e' % A[-1])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "4611e655",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/filter_design_firls.ipynb b/applications/lofar2/model/pfb_os/filter_design_firls.ipynb
deleted file mode 100644
index 059dfd3b280008ec5f6868d5eafc67fc1f84aa51..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/filter_design_firls.ipynb
+++ /dev/null
@@ -1,302 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "6e0a005d",
-   "metadata": {},
-   "source": [
-    "# Try firls FIR filter design method\n",
-    "\n",
-    "Author: Eric Kooistra, nov 2023\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Try firls least squares FIR filter design method for LPF.\n",
-    "* Try to reproduce LOFAR subband filter FIR coefficients using scipy instead of MATLAB.\n",
-    "\n",
-    "MATLAB:\n",
-    "* The pfs_coeff_final.m from the Filter Task Force (FTF) in 2005 use fircls1 with r_pass and r_stop to define the ripple. In addition it post applies a Kaiser window with beta = 1 to make the filter attenuation a bit more deep near the transition.\n",
-    "* The pfir_coeff.m from Apertif also uses fircls1. \n",
-    "* Both use fircls1 with N = 1024 FIR coefficients and then Fourier interpolation to achieve Ncoefs = 1024 * 16 FIR coefficients. Both scripts can not exactly reproduce the actual LOFAR1 coefficients, therefore these are loaded from a file Coeffs16384Kaiser-quant.dat\n",
-    "\n",
-    "Python (scipy.signal):\n",
-    "* The windowed sync method, firls leased squares method and remez method all yield comparable results, but firls and remez perform slightly better near the transition band. The firls and remez functions from scipy.signal use transition bandwidth and weights between pass and stop band to influence the transition region and ripple. For remez the ripple is constant in the pass band and stop band, for firls the ripple is largest near the band transition.\n",
-    "\n",
-    "Conclusion:\n",
-    "* It is possible to design a good FIR filter using Python scipy. Possibly with some extra help of a filter design and analysis (FDA) tool like pyfda [2].\n",
-    "\n",
-    "References:\n",
-    "\n",
-    "1. dsp_study_erko, summary of DSP books\n",
-    "2. pyfda, dsp, at https://github.com/chipmuenk"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "3563bc63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "a131b5b6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import read_coefficients_file\n",
-    "from rtdsp.firfilter import prototype_fir_low_pass_filter\n",
-    "from rtdsp.fourier import dtft\n",
-    "from rtdsp.plotting import plot_power_spectrum, plot_spectra"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2a467746",
-   "metadata": {},
-   "source": [
-    "# 1 Least squares method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "da2a98e9",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "r_pass = 0.059254\n",
-      "r_stop = 0.000035\n",
-      "r_pass / r_stop = 1669.996877\n"
-     ]
-    }
-   ],
-   "source": [
-    "# passband ripple (in dB);\n",
-    "r_pass_dB = 0.5;\n",
-    "r_pass = 10**(r_pass_dB / 20) - 1;\n",
-    "# stopband ripple (in dB);\n",
-    "r_stop_dB = -89;\n",
-    "r_stop = 10**(r_stop_dB / 20);\n",
-    "print('r_pass = %f' % r_pass)\n",
-    "print('r_stop = %f' % r_stop)\n",
-    "print('r_pass / r_stop = %f' % (r_pass / r_stop))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "4b23f0c1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "hInterpolated.imag ~= 0\n",
-      "> design_fir_low_pass_filter()\n",
-      ". Method            = firls\n",
-      ". Q                 = 16.000000\n",
-      ". fsub = fpass * 2  = 0.000879\n",
-      ". fpass             = 0.000439\n",
-      ". fstop             = 0.000615\n",
-      ". fNyquist          = 0.500000\n",
-      ". fs                = 1.000000\n",
-      ". Ncoefs            = 16384\n",
-      ". DC sum            = 1.000000\n",
-      ". Symmetrical coefs = True\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# LPF specification for LOFAR subband filter\n",
-    "Npoints = 1024   # = number of bins in fs, = DFT size\n",
-    "Ntaps = 16\n",
-    "Ncoefs = Npoints * Ntaps\n",
-    "hpFactor = 0.9\n",
-    "transitionFactor = 0.4\n",
-    "stopRippleFactor = 1000000\n",
-    "beta = 1\n",
-    "fs = 1.0\n",
-    "#fs = 200e6 / hpFactor  # to check fsub = 195312.5 Hz for LOFAR\n",
-    "hPrototype = prototype_fir_low_pass_filter('firls',\n",
-    "    Npoints, Ntaps, Ncoefs, hpFactor, transitionFactor, stopRippleFactor, beta, fs)\n",
-    "\n",
-    "plt.plot(hPrototype, 'r', hPrototype - np.flip(hPrototype), 'r--')\n",
-    "plt.title('Impulse response')\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "3ed56c18",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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sX74cKSkpTq6h+8IWqphhWtAwPWiYHjRMDxqmBw3Twz76pGcvNjYWMpkMS5cu5Y/5+PjghRdewKlTp1BSUuLE2rk3x44dc3YVXAamBU139VBr9cgqbcDx3Ks4dqkKZ4vqcKW6Bap2fS/V8NriKe2D4zjUtmiQXdaI47lXkVXagEaVttv38RQ9HAXTg4bpYR990rOXkZGB8ePHIzAwkDo+c+ZMAEBmZiZGjBhhcZ1Go4FGo+F/b2lp6d2KuiHdyfvj6TAtaLqih1ZvwC/ZldiSWoRzxfXQ6q1v3R3i54XQYB+EBikRGqzEsGAlBgf5QAKgXWeASqtHk1qLJpUOzWotmtQ6NKm0pmNaNKt1kEsl8PGSQakw/Zj+7+slg9JLDqVCBm+FFDq9AVo9B53BAJ2eQ7vOgHa9gf9XS/6vMwASCRRSCRQyKRRyKbxkxv/LZVJIJYBMIoFUKoFUAnCBM/DPXRfAwWgwGQwABw4GDjBwHDjOdFz4O4zlDBwHDoCXTAovuRQKmQRecim8ZDJ4yaXQGwxQa406qE0/Kq0ebe16qNqN/1e16yGRAEqFDD6m7x2kVCBQqUCQ4CfQRwE/bzlaNTo0qrSoadWgslGNikY1Kk0/7XoD9feRSIAbRwTjyenDsODmEfBRyBzSPvoSTA8apod99Eljr6KiAkOHDrU4To6Vl5dbve7TTz/Fv//9b6v3i4yMxJIlS/C///0Pr7/+OiIiIrBgwQIkJiZi4sSJaGhogEqlwujRo3Hy5EnMmzcPGzZs4Ms+99xz2LdvH2655RaUlpZCJpNh4MCByMrKwgMPPICtW7fyZV944QVs2bIF99xzDy5evIjg4GD4+PigoKAAt912G3bu3MmXffXVV7F27Vo89thjSEtLw4gRI6DT6VBdXY0pU6bg8OHDWLx4MVXvp556CkePHsWkSZNQX18PtVqNUaNGITU1FU8++SRV70WLFmH37t0IDw9HUVER4uPjsWTJEmRnZ+P+++/Htm3b+LIvvvgiNm/ejHvvvRe//vorQkJC4OXlheLiYsyaNQu7du3Cq6++ih9++AGvvfYaVq9ejSeeeAKpqakICwtDe3s76urqMHnyZBw9ehTPPfccoqKi+Ps//fTTOHz4MKZMmYKamhpotVqMHDkSp0+fxuOPP46NGzfyZRcvXoydO3di1qxZKCwshI+PD/r164ecnBzce++9+Omnn/iyL730EjZs2ID7778f2dnZGDhwIORyOUpKSjBz5kzs3bsXS5cuxerVq/lrnnzySXz88cd48cUXoVar0dDQgOuvvx7Hjh3DwoUL8eOPP/Jln3nmGcTHx2PatGmorq6GXq/H8OHDcebMGTz66KPYvHkzVe+ff/4Zt99+O65cuQKlUong4GBcunQJc+bMwY4dO6h6r1+/Hg8++CDOnz+PQYMGQSaToaysDDfffDPi4uLw4osvYs2aNfw18+bNw8mTJzFmzBi0traiqakJEyZMQGJiIp566ilER0fzZZ999lkcPHgQN954IyorK8FxHIYOHYqMjAzMnTsXW7Zs4csuWbIEy5Ytw7vvvov8/Hz4+fkhICAAeXl5mD17Nnbs2IHbH1uIl9YeR43Oi3+2/OUc+vvJIZVI0KTSok0vg0pnQF1rO+pa25Fd1uSgXoFhL/2UMngZNDAofFHd0o6M4gZkFDfg+2N5+F1wDf54300oKiqCQqHAgAEDLPqIpUuX4n//+1+f6iNSUlJw3XXXWe0jli5dik2bNvWpPmLHjh244447rPYRb7/9Nq/Hyy+/jHXr1uGhhx5CRkYG/+6uqKjA9OnT8csvv+D5559HZGQk9T4+ceIExo0bh+bmZrS2tmLMmDFITk7GggULsH79er7swoULceDAAUyfPh0VFRWQSCQYMmQIMjMz8eCDDyImJoYv+6c//Qk//fQT5syZg9zcXAQGBsLPzw/5+fm4/fbb8fPPP/NlX3nlFURFReGRRx5Beno6hg0bBr1ej6tXr+KGG27AwYMHbdoRWVlZPXo+JRzHWR86ezBjxozBhAkTcODAAer4lStXMGbMGHzzzTd48803La4Te/YyMzMxZ84cnD17luXZYzDsYHNqEf61JxsGzui1W3TrSDw5fThGhCghkUj4chzHoUmlQ1mDChWNKpQ3qFDWoEZ5gwqVTWpIJYCXXAYfuRSBJq9UoFJu+leBQB85AnwUCPCRg+Ng9HBp9VC169DWbvZ8tbXr0abVoV1nMHrpZBLIpWYPmoL3qEnhLZfCS2b8P2D0TmoNHLQ6A/V/A8eZfgC9gYPBwEHPcZBKjJ4+iUQCiQTm3yH6nfpXwn8W8TBqdGYPo1wmgY9CBh+FFD5yo9fS18vswSPePAC8169Vo0OTyui9a1Jr0agy/jSptGjV6OHnLUOgUoF+vkav6pAgJYYG+WBIoA8GB/rAS26OCqpoVOGXC5X4X9IVVDQaV1G+MmcM3nlwAvX3ZDAY3ePcuXOYMWNGt+2OPunZUyqVlNFGIEu7O0pW6O3tDW9vb/53f3//3qmgGxMREYHXX3/d2dVwCZgWNB3pEXEsD18eugwAePSGUHz02GT08/OyKAcYDZ0gXwWCfBWYFBpotYy7EBERgTc9tH0MDVLi+Tuuw7PhYfjsl0tYn1KINYn5aNFo8dFjUyCVWhp87HmhYXrQMD3so08u0Bg6dCgqKiosjpNjoaGh17pKHsMzzzzj7Cq4DEwLGmt6bE8v4Q29ZfeOw3dP39ihoedp9IX24aOQ4cPHJuOL+dMgkQCbU4vx5aFcq2X7gh7dgelBw/Swjz5p7N144424fPkymproeJ/Tp0/z5xk9Iz4+3tlVcBmYFjRiPdIL6/DPXRcAAK/fPRZ/vX98n5ri60vt4w83j8AX86YBAH44no+D2ZUWZfqSHl2B6UHD9LCPPmnszZ8/H3q9HmvXruWPaTQaREdHIzw83OpKXEbXmDZtmrOr4DIwLWiEerRqdHhreya0eg4PTx2Kv94/3ok1cw59rX0suHkEXrzDuOXV2zvOo7S+jTrf1/SwBdODhulhH30yZi88PBwLFizAu+++i6tXr2Ls2LHYsGEDCgsL8eOPPzq7em5NdXW1s6vgMjAtaIR6fPrLRZTUqTAsWInP5k21GsPl6fTF9vHOQxORUdKAs0X1+NeeX/Hj4pt5b25f1KMzmB40TA/76JOePQDYuHEj3nzzTWzatAnLli2DVqtFXFwcZs+e7eyquTV6vWckvHUETAsaosf5kgZsTi0GAKyYPw0BPgpnVstp9MX2oZBJ8fm8qVDIJDh26SoOXDBP5/ZFPTqD6UHD9LCPPmvs+fj4YMWKFaioqIBarUZaWhoeeOABZ1fL7Rk+fLizq+AyMC1ohg8fDo7j8MmBiwCAJ28ahtvGDnByrZxHX20fYwcF4LW7xgIA/nvgIjQ640u8r+rREUwPGqaHffRZY4/RO5w5c8bZVXAZmBY0Z86cweGcKqQV1MFbLsXfH5jg7Co5lb7cPl69awwGB3qjrEGFbWnG7Sn7sh7WYHrQMD3sgxl7DIfy6KOPOrsKLgPTguaRRx7B14eNaVZevPM6DA2yns+yr9CX24ePQoY37hkHAPj+2G9oa9f1aT2swfSgYXrYBzP2GA5l8+bNzq6Cy8C0oPk4aicuVTbDz0uGpXeOcXZ1nE5fbx9/uHkEwkJ8UdOiwU9nSvq8HmKYHjRMD/tgxh7DobAM52aYFjRlgZMAAM/MDEOQb99clCGkr7cPL7kUL80eDQCIPlmIV1/7s5Nr5Fr09fYhhulhH8zYYziUiIgIZ1fBZWBamDlf0oDTBXVQyCR44c7rnF0dl4C1D2DeTcMQpFSguK4Nf/0q2tnVcSlY+6BhetgHM/YYDmXx4sXOroLLwLQwE3PamGrl4alD+3ysHoG1D8DXS45nw8MAAKV+fS+xdmew9kHD9LAPZuwxHMrPP//s7Cq4DEwLI81qLfZllQMAng0f6eTauA6sfRhZdOtISCXA2eJGFNS0Ors6LgNrHzRMD/tgxh7Dodx+++3OroLLwLQwsvd8Odra9RgR5IVbRvVzdnVcBtY+jAwNUmL2+IEAgNizJU6ujevA2gcN08M+mLHHcChXrlxxdhVcBqaFke1njC/w8AE6fmssBmsfQhbMMO5HvvNcGfQGzsm1cQ1Y+6BhetgHM/YYDkWpZPFYBKYFUFjTivOljZBJJbhrFNNDCGsfZu69fhD8FEBFoxonf6txdnVcAtY+aJge9sGMPYZDCQ4OdnYVXAamBRBnitW7bUx/hA0OcXJtXAvWPsz4KGSYM8ofgHHan8Hahximh30wY4/hUC5duuTsKrgMTAsgLqsCAPDotFCmhwimB80IVAMADudUQas3OLk2zoe1Dxqmh30wY4/hUObMmePsKrgMfV2LvKpmXKpshkImwQOTh/R5PcQwPWgWz70DA/y90KjS4lR+rbOr43RY+6BhetgHM/YYDmXHjh3OroLL0Ne1+CW7EgBw57iBCPJV9Hk9xDA9aHb+HIvfTR4CAPglu8LJtXE+rH3QMD3sQ8JxHFv61EPOnTuHGTNm4OzZs7jpppucXR0Gw6X4/aqTOF/SgM+enIqnZ4Y5uzoMNyAprxp//DENIX5eSHvvXshlzB/BYAjpqd3BniSGQ2Fb2pjpy1pUN2twvqQBAHDPxEEA+rYe1mB60ERERGDW6P4IUipQ19qOTFP76auw9kHD9LAPZuwxHMpLL73k7Cq4DH1Zi4TcqwCAacODMCjQB0Df1sMaTA+al156CQqZFHeMGwAASLxc7eQaORfWPmiYHvbBjD2GQ1m/fr2zq+Ay9GUtjl00GnvEqwf0bT2swfSgIXrcZdpN43hu3zb2WPugYXrYBzP2GA7lwQcfdHYVXIa+qkW7zoCkPOOL+t6Jg/njfVWPjmB60BA95kwwGnsXyhpR06JxZpWcCmsfNEwP+2DGHsOhnD9/3tlVcBn6qhaZJQ1obdejv58XJocG8sf7qh4dwfSgIXoMCvDh282JPjyVy9oHDdPDPpixx3AogwYNsl2oj9BXtUjJN253deuY/pBKzXvh9lU9OoLpQSPU4y6Td68vx+2x9kHD9LAPZuwxHIpMJnN2FVyGvqpFym/GhLi3jRlAHe+renQE04NGqMcdY43GXuqVWvTV7GCsfdAwPeyDGXsMh1JWVubsKrgMfVGLtnYdMkrqAQC3j+1PneuLenQG04NGqMf0sGB4yaWoatKgsLbNibVyHqx90DA97IMZewyHcvPNNzu7Ci5DX9TiTGE9tHoOw4KVCAvxpc71RT06g+lBI9TDRyHDjSOCARi9e30R1j5omB72wYw9hkOJi4tzdhVchr6oBYnXu21Mf0gkEupcX9SjM5geNGI9Zo02eoZP91Fjj7UPGqaHfXiEsXfmzBm8/vrrmDx5Mvz8/BAWFoY//OEPuHz5stXyGo0G77zzDkJDQ6FUKhEeHo7Dhw9f41p7Ji+++KKzq+Ay9EUt0guNU7jho/tbnOuLenQG04NGrMes0SEAgNQrdX0ybo+1Dxqmh314hLH3+eef4+eff8a9996LlStXYunSpThx4gRuuukmZGdnW5RfsmQJvv76ayxcuBArV66ETCbD3LlzkZyc7ITaexZr1qxxdhVchr6mhUanx4XSRgDAzSP7WZzva3rYgulBI9bjprB+8JJJUdmkRlEfjNtj7YOG6WEfEs4DhkwpKSm4+eab4eXlxR/Ly8vD1KlTMX/+fGzevJk/npaWhvDwcKxYsQJvv/02AECtVmPKlCkYNGgQUlJSuvy5Pd2QmMHwRM4W1WHe6lMY4O+FM/+8z2Ial8HoLvNXpyC9qB5fLrgB82cMd3Z1GAyn01O7wyM8e7fddhtl6AHAuHHjMHnyZFy8eJE6HhsbC5lMhqVLl/LHfHx88MILL+DUqVMoKSm5JnX2VNhm1Wb6mhZni4xTuDeF9bNq6PU1PWzB9KCxpsdNJg9xpmmFd1+CtQ8apod9eISxZw2O41BVVYUBA+hcXxkZGRg/fjwCAwOp4zNnzgQAZGZmdnhPjUaDpqYm/qelpcXh9XZ35s2b5+wquAx9TQti7M2wMoUL9D09bMH0oLGmx3TTityM4oZrWxkXgLUPGqaHfXissbdlyxaUlZXhqaeeoo5XVFRg6NChFuXJsfLy8g7v+emnnyIoKIj/mTNnDn/PyMhIaDQafvQRERGBqqoqbN++HVlZWThx4gTi4+ORl5eH9evXo7m5mSrb0NCATZs24dKlSzhy5AgSEhKQnZ2NmJgY1NbWUmVVKhWioqJw5coV7N+/HydPnsTZs2cRGxuL8vJyqqxer8fq1atRVlaGXbt2IT09Hampqdi3bx8KCgqwdu1ai3pXV1dj27ZtyMrKQmJiIuLj45Gbm4sNGzZY1LupqQkbN25Ebm4uDh06hB9//BEXLlzA1q1bUVNTQ5VVq9WIiopCQUEB4uLikJKSgvT0dOzcuRPl5eVYtWoVDAYDIiIiYDAYsGrVKpSXl2Pnzp1IT09HSkoK4uLiUFBQgKioKKjVaur+NTU12Lp1Ky5cuICEhAQcOnQIubm52LhxI5qamqiyzc3N2LBhA3JzcxEfH4/ExERkZWVh27ZtqK6upspqNBqsXbsWBQUF2LdvH1JTU5Geno5du3ahrKwMq1evhl6vp64pLy/HypUrcfbsWZw8eRL79+/HlStXEBUVBZVKRZWtra1FTEwMsrOzkZCQgCNHjuDSpUvYtGkTGhoaLOq9fv165OXlIT4+HidOnEBWVha2b9+Oqqoqi3pHRkaiqKgIe/fuRWpqKs6cOYPdu3ejtLQUa9asgU6no66pqKhAbGwsMjIykJycjAMHDiA/Px/r1q1Da2srVbaurg4xMTHIycnB0aNHcSqvCgBQm3sG9fX1VNmWlhZ89tlnyMvLw8GDB5GUlITMzEzs2LHDot5arRaRkZEoLi7Gnj17kJaWhrS0NOzZswfFxcWIjIyEVqu1eNZ27NiBzMxMJCUl4eDBg8jLy0N0dDRaWlqosvX19diyZQtf72PHjiEnJwcxMTGoq6ujyra2tmLdunXIz8/HgQMHkJycjIyMDMTGxqKiooIqq9PpsGbNGpSWlmL37t04c+YMUlNTsXfvXhQVFVn0ER999FGf7CMSEhKs9hEfffSRRR+hu5oPALhY3oj8ohKP6yNiY2M77CM++ugjj+ojjh07hqNHjyInJwdbtmyx2kdER0d32EcI9egrfYQ1O6I7oWZCXC5mz2AwoL29vUtlvb29rU4XXbp0CeHh4Zg8eTKSkpKozNtjxozBhAkTcODAAeqaK1euYMyYMfjmm2/w5ptvWv08jUYDjca8MXdmZibmzJnDYvYEZGRkYPr06c6uhkvQl7Qoqm3FnBXH4SWTIuvD38FHYZntvi/p0RWYHjQd6THrv0dR2aTGT0tnWV3l7amw9kHD9DDiMTF7J06cgFKp7NJPbm6uxfWVlZV4+OGHERQUxMfnCVEqlZTBRlCr1fz5jvD29kZgYCD/4+/vb+e39TxaW1udXQWXoS9pcd60Cvf60ECrhh7Qt/ToCkwPmo70mB4WDADILGm4dpVxAVj7oGF62Ifc2RUQM3HiRERHR3eprHg6trGxEQ899BAaGhqQlJSE0NBQq9dY23aloqICAKxew+g6TU1Nzq6Cy9CXtMguMxp7U4cFdlimL+nRFZgeNB3pMT0sGL9kV/a5uD3WPmiYHvbhcsbekCFDsGTJkm5fp1ar8eijj+Ly5cs4cuQIJk2aZLXcjTfeiISEBDQ1NVGLNE6fPs2fZ/ScCRMmOLsKLkNf0oLk15s6LKjDMn1Jj67A9KDpSI8bRxgX/JwvbbiGtXE+rH3QMD3sw+WmcXuCXq/HU089hVOnTmHHjh249dZbOyw7f/586PV6rF27lj+m0WgQHR2N8PBwjBgx4lpU2WNJTEx0dhVchr6iBcdxyC43GntTOjH2+ooeXYXpQdORHpNCAyGRABWNatS1di2e2xNg7YOG6WEfLufZ6wl/+9vfsHfvXjz66KOoq6ujkigDwHPPPcf/Pzw8HAsWLMC7776Lq1evYuzYsdiwYQMKCwvx448/Xuuqexzi1c99mb6iRVFtG5rVOnjJpRg/OKDDcn1Fj67C9KDpSA9/bzlG9fdDQU0rfi1vxJ3jBl7jmjkH1j5omB724RGePZIbb9++ffjjH/9o8SNm48aNePPNN7Fp0yYsW7YMWq0WcXFxmD179jWuuefR1XjLvkBf0eKCKV7v+qGBUMg67lL6ih5dhelB05kek0KNITe/lveduC3WPmiYHvbhcqlX3Am2XRqDAXx64CIiT1zBc7PC8J/Hpzq7OgwPZFXCb1gRn4tHbwjF98+w9BuMvovHpF5huDdsSxszfUWLC2W2F2cAfUePrsL0oOlMj8m8Z6/xWlXH6bD2QcP0sA9m7DEcyrPPPuvsKrgMfUELjuNwqbIZADBpaOfGXl/QozswPWg602NyqLFtFdS0olWju1ZVciqsfdAwPeyDGXsMh3Lw4EFnV8Fl6AtaVLdoUNfaDqkEGDe48yTjfUGP7sD0oOlMj4EB3hgU4A2OAy5V9o24PdY+aJge9sGMPYZDYXkKzfQFLS5XtgAARvX363DnDEJf0KM7MD1obOnR1xZpsPZBw/SwD2bsMRxKZWWls6vgMvQFLYiXpbOUK4S+oEd3YHrQ2NJj4hCjsXe5qvlaVMfpsPZBw/SwD2bsMRwKW9xtpi9oQV68E4bYNvb6gh7dgelBY0uP8aYwgbyqlmtRHafD2gcN08M+mLHHcCji/Yr7Mn1Bi9zKrht7fUGP7sD0oLGlx7hBxjaWd7VvGHusfdAwPeyDGXsMh5KRkeHsKrgMnq6FwcDhssnL0hVjz9P16C5MDxpbeowd5A+JBKhrbUdti+Ya1cp5sPZBw/SwD2bsMRzK3LlznV0Fl8HTtSipb4NKq4eXXIpR/f1slvd0PboL04PGlh5KLxmG91MCAD/I8GRY+6BhetgHM/YYDmXLli3OroLL4OlakPx64wb5QyaV2Czv6Xp0F6YHTVf0GG+ayv3tqucv0mDtg4bpYR/M2GM4lNdff93ZVXAZPF2L/Gqjd6UrK3EBz9ejuzA9aLqix1jTIo2+4Nlj7YOG6WEfzNhjOBS2pY0ZT9fiSnUrAGD0ANtTuIDn69FdmB40XdFjPL9Iw/M9e6x90DA97IMZewyHsmTJEmdXwWXwdC2umDx71w3smrHn6Xp0F6YHTVf0GNeH0q+w9kHD9LAPZuwxHMqOHTucXQWXwdO1KKghnr3Ot0kjeLoe3YXpQdMVPcYOMra12tZ21Le293aVnAprHzRMD/tgxh7Dodxxxx3OroLL4Mla1Le2o75NCwC4rovTuJ6sR09getB0RQ9fLzmGBPoAAAprW3u7Sk6FtQ8apod9MGOP4VDy8/OdXQWXwZO1uFJjnEYLDfKB0qvzPXEJnqxHT2B60HRVj1EDfAF4vrHH2gcN08M+mLHHcCh+fl3z8vQFPFkLfnHGwK5N4QKerUdPYHrQdFUPktOxoKatN6vjdFj7oGF62Acz9hgOJSCga2k4+gKerMUVU7xeV6dwAc/WoycwPWi6qscoU5srrPFszx5rHzRMD/tgxh7DoeTl5Tm7Ci6DJ2tBVuKO7uJKXMCz9egJTA+arupBPHuePo3L2gcN08M+mLHHcCizZ892dhVcBk/Wgl+J241pXE/WoycwPWi6qgfxJhfUtILjuN6sklNh7YOG6WEfzNhjOBS2PN6Mp2phMHAorDXGS13XhT1xCZ6qR09hetB0VY+wEOMCjWa1jl8R7omw9kHD9LAPCefJQ6Ne5ty5c5gxYwbOnj2Lm266ydnVYTCuCRWNKtz66THIpBLkfvwg5DI2ZmRcW2799CgqGtX4+dXbMGNkP2dXh8G4ZvTU7mC9NMOhsC1tzHiqFiV1KgBAaLBPtww9T9WjpzA9aLqjBx+358GLNFj7oGF62Acz9hgO5eWXX3Z2FVwGT9WipM44hUum07qKp+rRU5geNN3Rg1+R68GLNFj7oGF62Acz9hgOZd26dc6ugsvgqVqU1BuNvRH9umfseaoePYXpQdMdPUb1J4mVPTfXHmsfNEwP+/BIY++TTz6BRCLBlClTrJ7XaDR45513EBoaCqVSifDwcBw+fPga19Izeeihh5xdBZfBU7Ug07gjuunZ81Q9egrTg6Y7egw3DTTK6j3X2GPtg4bpYR8eZ+yVlpbiv//9b6fZtpcsWYKvv/4aCxcuxMqVKyGTyTB37lwkJydfw5p6JhkZGc6ugsvgqVoQz97wfspuXeepevQUpgdNd/Qgba+sQdVb1XE6rH3QMD3sQ+7sCjiat99+G7NmzYJer0dNTY3F+bS0NGzbtg0rVqzA22+/DQBYtGgRpkyZguXLlyMlJeVaV9mjGDp0qLOr4DJ4qhalppi97nr2PFWPnsL0oOmOHsNMxt7VZg3adQZ4yT3Ob8Hahwimh3141BNy4sQJxMbG4ttvv+2wTGxsLGQyGZYuXcof8/HxwQsvvIBTp06hpKTkGtSUwXBP2nUGVDSpAXQ/Zo/BcBT9/bzgo5CC44ypgBgMRud4jLGn1+vxxhtv4MUXX8TUqVM7LJeRkYHx48cjMDCQOj5z5kwAQGZmZofXajQaNDU18T8tLS0OqbsnUVFR4ewquAyeqEV5gwocBygVMgzw9+rWtZ6ohz0wPWi6o4dEIsGwYKN3r7TeM4091j5omB724THG3po1a1BUVISPP/6403IVFRVW3cHkWHl5eYfXfvrppwgKCuJ/5syZw98zMjISGo2GzwUUERGBqqoqbN++HVlZWThx4gTi4+ORl5eH9evXo7m5mSrb0NCATZs24dKlSzhy5AgSEhKQnZ2NmJgY1NbWUmVVKhWioqJw5coV7N+/HydPnsTZs2cRGxuL8vJyqqxer8fq1atRVlaGXbt2IT09Hampqdi3bx8KCgqwdu1ai3pXV1dj27ZtyMrKQmJiIuLj45Gbm4sNGzZY1LupqQkbN25Ebm4uDh06BI1GgwsXLmDr1q2oqamhyqrVakRFRaGgoABxcXFISUlBeno6du7cifLycqxatQoGgwEREREwGAxYtWoVysvLsXPnTqSnpyMlJQVxcXEoKChAVFQU1Go1df+amhps3boVFy5cQEJCAg4dOoTc3Fxs3LgRTU1NVNnm5mZs2LABubm5iI+PR2JiIrKysrBt2zZUV1dTZTUaDdauXYuCggLs27cPqampSE9Px65du1BWVobVq1dDr9dT15SXl6Oqqgpnz57FyZMnsX//fly5cgVRUVFQqVRU2draWsTExCA7OxsJCQk4cuQILl26hE2bNqGhocGi3uvXr0deXh7i4+Nx4sQJZGVlYfv27aiqqrKod2RkJIqKirB3716kpqbizJkz2L17N0pLS7FmzRrodDrqmoqKCsTGxiIjIwPJyck4cOAA8vPzsW7dOrS2tiJi/VYAgC+nQn19PWJiYpCTk4Njx47h6NGjyMnJwZYtW1BfX0/dt6WlBfn5+cjLy8PBgweRlJSEzMxM7Nixw6LeWq0WkZGRKC4uxp49e5CWloa0tDTs2bMHxcXFiIyMhFartXjWduzYgczMTCQlJeHgwYPIy8tDdHQ0WlpaqLL19fXYsmULcnJycPToURw7dgw5OTmIiYlBXV0dVba1tRXr1q1Dfn4+Dhw4gOTkZGRkZCA2NhYVFRVUWZ1OhzVr1qC0tBS7d+/GmTNnkJqair1796KoqMiij8jOzu6TfURCQoLVPiI7O7tbfQQx9n4tqHDbPiI2NrbDPiI7O9s9+whB2bq6um71EdHR0R32EUI9+kofYc2O6HGoGedi6PV6TqVSdenHYDBwHMdxNTU1XEhICPfll1/y95kzZw43efJki/uPHj2ae+ihhyyO5+fncwC4b775psO6qdVqrrGxkf9JTEzkAHBnz561/4t7CGvWrHF2FVwGT9RiS2oRN/KdOO5P0WndvtYT9bAHpgdNd/X4x89Z3Mh34rivDuX2Uo2cC2sfNEwPI2fPnu2R3eFyCzROnDiBu+++u0tlL168iIkTJ+L//u//EBISgjfeeMPmNUqlEhqNxuK4Wq3mz3eEt7c3vL29+d/9/bu+CXxf4fnnn3d2FVwGT9TCnGOveytxAc/Uwx6YHjTd1YOsyC310PQrrH3QMD3sw+WMvYkTJyI6OrpLZYcOHYq8vDysXbsW3377LTUFq1arodVqUVhYiMDAQISEhPDXlJWVWdyLxAOEhoY64Fv0XSIjI/H66687uxougSdqUWFKdTGsB8aeJ+phD0wPmu7qwadf8dCYPdY+aJge9uFyxt6QIUOwZMmSLpfPyMiAwWDAsmXLsGzZMovz1113Hf7yl7/wK3RvvPFGJCQkoKmpiVqkcfr0af48o+ewh9GMJ2pR0Wj0gA8O9On2tZ6ohz0wPWi6qweJ2fPUXHusfdAwPezD7RdoTJkyBbt27bL4mTx5MsLCwrBr1y688MILfPn58+dDr9dj7dq1/DGNRoPo6GiEh4djxIgRzvgaHgPbrNqMJ2pRZUq7MjSo+549T9TDHpgeNN3Vg+yiUdGohk5v6I0qORXWPmiYHvbhcp697jJgwAA8/vjjFseJJ098Ljw8HAsWLMC7776Lq1evYuzYsdiwYQMKCwvx448/9n6FPZwFCxY4uwoug6dpwXEc79kbGtR9z56n6WEvTA+a7uoxKMAbCpkEWj2HqmYN7+nzFFj7oGF62Ifbe/Z6wsaNG/Hmm29i06ZNWLZsGbRaLeLi4jB79mxnV83tOXHihLOr4DJ4mhYNbVpodEYPyqBAbxulLfE0PeyF6UHTXT2kUgnvYfbEuD3WPmiYHvbh9p69jjh+/HiH53x8fLBixQqsWLHi2lWojzBu3DhnV8Fl8DQtiFevv58XvOWybl/vaXrYC9ODpid6DAn0QXFdGx9e4Emw9kHD9LCPPunZY/Qezc3Nzq6Cy+BpWpAX6pAeTOECnqeHvTA9aHqix2BTW/REY4+1Dxqmh30wY4/hUFpbW51dBZfB07SwJ14P8Dw97IXpQdMTPYaYwgkqGz3P2GPtg4bpYR/M2GM4lDFjxji7Ci6Dp2lRadpwvidpVwDP08NemB40PdGDtMVKD/TssfZBw/SwD2bsMRxKcnKys6vgMniaFvZ69jxND3thetD0RA9i7F1tstwVyd1h7YOG6WEfzNhjOBS2PN6Mp2lRycfs9SzFhafpYS9MD5qe6EHiRz3Rs8faBw3Twz6YscdwKOvXr3d2FVwGT9OCxEUN6eE0rqfpYS9MD5qe6DFEMI3LcZyDa+RcWPugYXrYh4TztCfkGnLu3DnMmDEDZ8+exU033eTs6jAYvcrUD+LRrNHhyF/nYOwgf2dXh8GARqfHhP87CADIeP9+9PPzcnKNGIzepad2B/PsMRwK29LGjCdp0aLRoVmjA9Dz1CuepIcjYHrQ9EQPb7kM/XwVADxvKpe1Dxqmh30wY4/hUBYuXOjsKrgMnqQFyWMW4C2Hv3fPcrF7kh6OgOlB01M9yCINT8u1x9oHDdPDPpixx3AoBw4ccHYVXAZP0qK62bjacWBA97dJI3iSHo6A6UHTUz1ImyRt1FNg7YOG6WEfzNhjOJTp06c7uwougydpQV6kA/x7bux5kh6OgOlB01M9BpraZE1LuyOr43RY+6BhetgHM/YYDqWiosLZVXAZPEmLmhb7PXuepIcjYHrQ9FQP0iZJG/UUWPugYXrYh7yurq7HFwcFBUEm6/6G6AzPRSKROLsKLoMnaUFepAP8e77a0ZP0cARMD5qe6jHA3zONPdY+aJge9iEfOHBgjy8+fPgw7rnnHgdWh+HuDBkyxNlVcBk8SYuaZuMUmT3TuJ6khyNgetD0VI8BAcYBiKfF7LH2QcP0sA/5448/jmnTpnXrotbWVnz11Ve9VCWGO5OZmYlJkyY5uxougSdpUU08e3ZM43qSHo6A6UHTUz081bPH2gcN08M+5PPmzcOzzz7brYtqa2vx5Zdf9lKVGO7Mgw8+6OwquAyepAUfs2eHZ8+T9HAETA+anuphjtnzrAUarH3QMD3sQ3rzzTd3+yJ/f3988803mDBhQi9UieHOxMTEOLsKLoMnaVHTbL9nz5P0cARMD5qe6kE8e3Wt7dDqDY6sklNh7YOG6WEfbLs0O2DbpTH6AhzHYcL/HUS73oDkd+7G8H6+zq4Sg8GjN3AY988DMHDA6ffu5ZMsMxieCNsujeESsC1tzHiKFk1qHdpNHhN7Fmh4ih6OgulB01M9ZFIJ+vt7XmJl1j5omB72IQUAtVqNo0ePIjExETqdcf/L2tpa/P3vf0d4eDgmT56MhQsXIisry6mVZbg+f/rTn5xdBZfBU7QgL9AAHzl8FD1PteQpejgKpgeNPXp44iIN1j5omB72IS0tLcX111+P3/3ud7jnnnswZcoUFBUV4Y477sBXX32Fy5cvo6SkBFu3bsVtt92GzMxMZ9eZ4cL89NNPzq6Cy+ApWtS12p92BfAcPRwF04PGHj1I/kdPWqTB2gcN08M+pB9//DFqamrw/fffY/v27VAoFHj44YfR0tKC9PR01NfXo6mpCUePHoVCocBHH33k7DozXJg5c+Y4uwoug6doQYy9fr4Ku+7jKXo4CqYHjT169PM1GnsNbZ5j7LH2QcP0sA/p4cOH8eqrr+K1117DvHnzsHLlSuTk5GD58uVU8N/dd9+NV155BUlJSU6sLsPVyc3NdXYVXAZP0YK8QEP8er57BuA5ejgKpgeNPXqQtlnvQcYeax80TA/7kJaVlVGJCsn/raVVmThxIurr669Z5RjuR2BgoLOr4DJ4ihZ1phdosK99xp6n6OEomB409ugRbPI617VqHVUdp8PaBw3Twz6kWq0WXl7mTlyhMD40crncorBcLgfL1MLoDD8/P2dXwWXwFC3qWx3j2fMUPRwF04PGHj1I2/SkaVzWPmiYHvYhBaxvMOyOmw6fO3cOjz32GEJCQuDr64spU6bgu+++syin0WjwzjvvIDQ0FEqlEuHh4Th8+LATaux55OfnO7sKLoOnaFHfZvSWBNsZs+cpejgKpgeNPXoQrzOJL/UEWPugYXrYhxwA/vGPf+DTTz8FAOj1egDAiy++aGFJNzY2XuPqdZ1Dhw7h0UcfxfTp0/H+++/D398f+fn5KC0ttSi7ZMkSxMbG4s0338S4ceOwfv16zJ07FwkJCbjjjjucUHvP4fbbb3d2FVwGT9GC9+zZOY3rKXo4CqYHjT16hPALNDxnGpe1Dxqmh31IZ8+ejdGjR6N///7o378/Bg0ahDlz5iAsLIw/Rn5Gjx6N2bNnO7vOFjQ1NWHRokV4+OGHkZKSgrfeegsvvfQSPvvsM3zxxRdU2bS0NGzbtg2ffvopVqxYgaVLl+LYsWMYOXIkli9f7qRv4Dn8/PPPzq6Cy+ApWtQ7KGbPU/RwFEwPGnv04GP2PGgal7UPGqaHfciPHz/u7DrYTUxMDKqqqvDJJ59AKpWitbUVSqUSUqnlBiGxsbGQyWRYunQpf8zHxwcvvPAC3nvvPZSUlGDEiBHXsvoexeuvv+7sKrgMnqIFmca1N2bPU/RwFEwPGnv0EMbscRznlmFIYlj7oGF62IdHbJd25MgRBAYGoqysDBMmTIC/vz8CAwPx6quvQq1WU2UzMjIwfvx4i5U9M2fOBIBOk0ZrNBo0NTXxPy0tLQ7/Lu4O29LGjKdoQTx79ubZ8xQ9HAXTg8YePUiePa2eQ4tG56gqORXWPmiYHvYhLS4uRnd/XI28vDzodDr8/ve/xwMPPICff/4Zzz//PNasWWOxxUpFRQWGDh1qcQ9yrLy8vMPP+fTTTxEUFMT/kCSPFRUViIyMhEaj4RtkREQEqqqqsH37dmRlZeHEiROIj49HXl4e1q9fj+bmZqpsQ0MDNm3ahEuXLuHIkSNISEhAdnY2YmJiUFtbS5VVqVSIiorClStXsH//fpw8eRJnz55FbGwsysvLqbJ6vR6rV69GWVkZdu3ahfT0dKSmpmLfvn0oKCjA2rVrLepdXV2Nbdu2ISsrC4mJiYiPj0dubi42bNhgUe+mpiZs3LgRubm5OHToEK6//npcuHABW7duRU1NDVVWrVYjKioKBQUFiIuLQ0pKCtLT07Fz506Ul5dj1apVMBgMiIiIgMFgwKpVq1BeXo6dO3ciPT0dKSkpiIuLQ0FBAaKioqBWq6n719TUYOvWrbhw4QISEhJw6NAh5ObmYuPGjWhqaqLKNjc3Y8OGDcjNzUV8fDwSExORlZWFbdu2obq6miqr0Wiwdu1aFBQUYN++fUhNTUV6ejp27dqFsrIyrF69Gnq9nrqmvLwcgwYNwtmzZ3Hy5Ens378fV65cQVRUFFQqFVW2trYWMTExyM7ORkJCAo4cOYJLly5h06ZNaGhosKj3+vXrkZeXh/j4eJw4cQJZWVnYvn07qqqqLOodGRmJoqIi7N27F6mpqThz5gx2796N0tJSrFmzBjqdjrqmoqICsbGxyMjIQHJyMvbt349Gk2fPW0KXraurQ0xMDHJycnDs2DEcPXoUOTk52LJlC+rr66myLS0t8PHxQV5eHg4ePIikpCRkZmZix44dFvXWarWIjIxEcXEx9uzZg7S0NKSlpWHPnj0oLi5GZGQktFqtxbO2Y8cOZGZmIikpCQcPHkReXh6io6PR0tJCla2vr8eWLVuQk5ODo0eP4tixY8jJyUFMTAzq6uqosq2trVi3bh3y8/Nx4MABJCcnIyMjA7GxsaioqKDK6nQ6rFmzBqWlpdi9ezfOnDmD1NRU7N27F0VFRRZ9hMFg6JN9REJCgtU+wmAw9LiP+CVuD7xMO/n9HBfvNn1EbGxsh32EwWBwiz7iwIEDyM/Px7p169Da2mpXHxEdHd1hHyHUo6/0EdbsiJSUFPQIqVTKdfenN9Hr9ZxKperSj8Fg4DiO40aPHs0B4F555RXqXi+//DIHgLt8+TJ/bPTo0dxDDz1k8bn5+fkcAO6bb77psG5qtZprbGzkfxITEzkA3NmzZx3z5T2A1atXO7sKLoMnaFHTrOZGvhPHjXwnjtPq9HbdyxP0cCRMDxp79Zj13yPcyHfiuMziesdUyMmw9kHD9DBy9uzZHtkd8nXr1vGGn8FgwMqVK1FUVISFCxfyiZUvXbqEmJgYjBo1CsuWLeuZVdlFTpw4gbvvvrtLZS9evIiJEydCqVQCAJ555hnq/LPPPovIyEicOnUK48aNAwAolUpoNJabZZPpXnIva3h7e8Pb27w/qL+/f5fq2Zd45JFHnF0Fl8ETtCDxeoE+cshl9kV9eIIejoTpQWOvHv18vVDRqPaYXTRY+6BhetiHfPHixfwvn3zyCdRqNX777Tf079+fKvjhhx/ijjvuQGVlZa9WaOLEiYiOju5SWTL1Ghoail9//RWDBw+mzg8aNAgAqF0/hg4dirKyMot7VVRU8Pdi9Jz09HQMHz7c2dVwCTxBi3oHbZUGeIYejoTpQWOvHp62ZRprHzRMD/ugtslYs2YN3nrrLQtDDwAGDhyIl156Cd999x3efffdXqvQkCFDsGTJkm5dM2PGDBw+fJhfoEEg8XcDBw7kj914441ISEhAU1MTtUjj9OnT/HlGzxk2bJizq+AyeIIWJF4vSGnf4gzAM/RwJEwPGnv1CDItIPKUXHusfdAwPeyDmpepra1FW1tbh4Xb2tpQW1vb65XqLn/4wx8AAD/++CN1PCoqCnK5HHfddRd/bP78+dDr9Vi7di1/TKPRIDo6GuHh4Sztip2QpNwMz9CiSW2axnWAsecJejgSpgeNvXoE+hh9F81qz1iNy9oHDdPDPijP3qxZs/Dtt9/ioYcewowZM6iC6enpWLlyJcLDw69pBbvC9OnT8fzzz2PdunXQ6XSYM2cOjh8/jh07duDdd9+lpmbDw8OxYMECvPvuu7h69SrGjh2LDRs2oLCw0MJYZHSfq1evOrsKLoMnaEFenIE+9ht7nqCHI2F60NirB2mjTSrP8Oyx9kHD9LAPytiLiIjAXXfdhZkzZ2LWrFn8ooa8vDykpqYiJCQE33//vVMqaos1a9YgLCwM0dHR2LVrF0aOHIlvvvkGb775pkXZjRs34v3338emTZtQX1+PadOmIS4uziV3B3E3brjhBmdXwWXwBC3IizPAR26jpG08QQ9HwvSgsVePAA/z7LH2QcP0sA9qGnfSpEm4cOECli1bhtraWvz000/46aefUFtbi7/85S+4cOECJk+e7Ky6dopCocAHH3yAwsJCtLe3Iy8vz6qhBxh3zFixYgUqKiqgVquRlpaGBx544NpW2EM5ePCgs6vgMniCFo6cxvUEPRwJ04PGXj1IGyVt1t1h7YOG6WEfFsP1wYMH45tvvsE333zjjPow3JzuLq7xZDxBC/M0rv2ePU/Qw5EwPWjs1YNM43qKZ4+1Dxqmh314xHZpDNfhf//7n7Or4DJ4ghbESxLggJg9T9DDkTA9aOzVg0zjeopnj7UPGqaHfUhzc3O7fZFarcbXX3+N0tLSXqgSw51hm1Wb8QQteM+e0n7Pnifo4UiYHjT26sFP43rIAg3WPmiYHvYhPXv2bLcvam1txd///ndcvny5F6rEcGfYZtVmPEELfoGGt/2ePU/Qw5EwPWjs1cPTFmiw9kHD9LAP+c6dO/Hbb79166LOcvEx+jYLFixwdhVcBk/QwuzZs9/Y8wQ9HAnTg8ZePfjUK2otOI6DRCJxRLWcBmsfNEwP+5Dv3LkTO3fudHY9GB5CYmIin+S6r+MJWphj9uyfxvUEPRwJ04PGXj1IG9XqOWh0BvgoZI6qmlNg7YOG6WEfcoPB4Ow6MDyIiRMnOrsKLoMnaNHkQM+eJ+jhSJgeNPbq4eclh1QCGDhj+IG7G3usfdAwPeyDrcZlOJSGhgZnV8FlcHct1Fo92nXGwaAjUq+4ux6OhulBY68eUqkE/t6esyKXtQ8apod9MGOP4VBUKpWzq+AyuLsWJF5PIjF6TezF3fVwNEwPGkfoYU6s7P6LNFj7oGF62Acz9hgOZfTo0c6ugsvg7lrw8Xreckil9ge7u7sejobpQeMIPTxpf1zWPmiYHvbBjD2GQzl58qSzq+AyuLsWxLPniITKgPvr4WiYHjSO0MOT0q+w9kHD9LAPZuwxHMq8efOcXQWXwd21IN4RRyzOANxfD0fD9KBxhB6etD8uax80TA/74I09jUaDvXv3Iisry5n1Ybg5GzZscHYVXAZ314L37HnbH68HuL8ejobpQeMIPTzJs8faBw3Twz54Y8/LywsLFixASkqKM+vDcHPYljZm3F2L1nbjC9PX2zEpLNxdD0fD9KBxhB5kNW6rxv2NPdY+aJge9sEbexKJBOPGjUNNTY0z68Nwc9iWNmbcXQtVux4A4OvlGGPP3fVwNEwPGkfo4etFjD293fdyNqx90DA97IOK2XvvvfcQERGB3NxcZ9WH4eY899xzzq6Cy+DuWqi0xhemUuGYaVx318PRMD1oHKGHv8kL3dbu/p491j5omB72QRl7qamp6N+/P6ZMmYL7778fL730EpYtW0b9/OUvf3FWXRluwL59+5xdBZfB3bVoc7Bnz931cDRMDxpH6EE8ey0eMI3L2gcN08M+qCG70E169OhRqxdIJBKsXLmyd2vFcFtuueUWZ1fBZXB3LVQkZs9Bxp676+FomB40jtCDxOyRgYo7w9oHDdPDPijPnsFgsPmj17v/Q8ToPUpLS51dBZfB3bUgL0ylg4w9d9fD0TA9aByhB1lM5AmePdY+aJge9sHy7DEcikzm3puPOxJ318LRCzTcXQ9Hw/SgcYQeZFs/T4jZY+2DhulhH1Yjr1NTU5GQkICrV6/itddew7hx49DW1oZLly5h/Pjx8Pf3v9b1ZLgJAwcOdHYVXAZ318Ls2XPMAg1318PRMD1oHKGHH5nG9YDVuKx90DA97IPy7LW3t+PJJ5/E7bffjn/+85/47rvvUFJSYiwoleJ3v/sdi9djdApLym3G3bVoM63G9VU4ZkTt7no4GqYHjSP0IF5oT5jGZe2DhulhH5Sx9/777yMuLg6rV69Gbm4uOI7jz/n4+GDBggXYs2fPNa8kw3144IEHnF0Fl8HdtXD0Ag1318PRMD1oHKGHJy3QYO2DhulhH5Sxt3XrVrz66qtYunQpQkJCLApff/31uHLlyjWrHMP92Lp1q7Or4DK4uxaOXqDh7no4GqYHjSP0IAs0Wtt1lLPCHWHtg4bpYR+UsXf16lVMnTq1w8IymQxtbW29XimG+8K2tDHj7lqYF2g4JmbP3fVwNEwPGkfooTSFHHAcoNEZ7L6fM2Htg4bpYR+UsTdixAhcunSpw8InT57E2LFje71SPSEvLw9PP/00hg8fDl9fX0ycOBEfffSRVeNUo9HgnXfeQWhoKJRKJcLDw3H48GEn1NrzYFvamHF3LRydVNnd9XA0TA8aR+jhI4gvVWvdeyqXtQ8apod9UMbes88+i8jISJw6dYo/JpFIAAD/+9//sH37dixatOja1rALlJSUYObMmUhNTcXrr7+Ob7/9Frfeeis++OADPPPMMxbllyxZgq+//hoLFy7EypUrIZPJMHfuXCQnJzuh9p7FCy+84OwquAzurgVJX+GoaVx318PRMD1oHKGHQiaFQmZ8Z6nc3Nhj7YOG6WEflLH3z3/+E7fddhtmz56Nu+++GxKJBG+99RbCwsLw8ssv48EHH8Rbb73lrLp2yKZNm9DQ0ID9+/fjH//4B5YuXYro6GgsWrQIe/fuRX19PV82LS0N27Ztw6effooVK1Zg6dKlOHbsGEaOHInly5c78Vt4Blu2bHF2FVwGd9eCvCwd5dlzdz0cDdODxlF6+MiN7VWtde9pXNY+aJge9kEZe15eXjh48CCio6MxevRoTJw4ERqNBtOmTcP69euxb98+l0xs2NTUBAAYPHgwdXzo0KGQSqXw8vLij8XGxkImk2Hp0qX8MR8fH7zwwgs4deoUn2qG0TPuueceZ1fBZXBnLbR6A7R6Y4C7r8IxMXvurEdvwPSgcZQePqbBicrNV+Sy9kHD9LAPix00JBIJnnvuOezevRu//vorLl68iLi4OCxatIif0nU17rrrLgBGN29mZiZKSkrw008/YfXq1Vi2bBn8/Pz4shkZGRg/fjwCAwOpe8ycORMAkJmZ2eHnaDQaNDU18T8tLS0O/y7uzsWLF51dBZfBnbUQpq5w1DSuO+vRGzA9aBylB1mk4e7TuKx90DA97IMy9iIjI91S0AcffBAff/wxDh8+jOnTpyMsLAxPP/003njjDXzzzTdU2YqKCgwdOtTiHuRYeXl5h5/z6aefIigoiP+ZM2cOf8/IyEhoNBo+iDQiIgJVVVXYvn07srKycOLECcTHxyMvLw/r169Hc3MzVbahoQGbNm3CpUuXcOTIESQkJCA7OxsxMTGora2lyqpUKkRFReHKlSvYv38/Tp48ibNnzyI2Nhbl5eVUWb1ej9WrV6OsrAy7du1Ceno6UlNTsW/fPhQUFGDt2rUW9a6ursa2bduQlZWFxMRExMfHIzc3Fxs2bLCod1NTEzZu3Ijc3FwcOnQIRUVFuHDhArZu3YqamhqqrFqtRlRUFAoKChAXF4eUlBSkp6dj586dKC8vx6pVq2AwGBAREQGDwYBVq1ahvLwcO3fuRHp6OlJSUhAXF4eCggJERUVBrVZT96+pqcHWrVtx4cIFJCQk4NChQ8jNzcXGjRvR1NRElW1ubsaGDRuQm5uL+Ph4JCYmIisrC9u2bUN1dTVVVqPRYO3atSgoKMC+ffuQmpqK9PR07Nq1C2VlZVi9ejX0ej11TXl5OS5cuICzZ8/i5MmT2L9/P65cuYKoqCioVCqqbG1tLWJiYpCdnY2EhAQcOXIEly5d4sMTxPVev3498vLyEB8fjxMnTiArKwvbt29HVVWVRb0jIyNRVFSEvXv3IjU1FWfOnMHu3btRWlqKNWvWQKfTUddUVFQgNjYWZ86dBwBIJUBJUQHWrVuH1tZWqmxdXR1iYmKQk5ODY8eO4ejRo8jJycGWLVtQX19PlW1paUFqairy8vJw8OBBJCUlITMzEzt27LCot1arRWRkJIqLi7Fnzx6kpaUhLS0Ne/bsQXFxMSIjI6HVai2etR07diAzMxNJSUk4ePAg8vLyEB0djZaWFqpsfX09tmzZgpycHBw9ehTHjh1DTk4OYmJiUFdXR5VtbW3FunXrkJ+fjwMHDiA5ORkZGRmIjY1FRUUFVVan02HNmjUoLS3F7t27cebMGaSmpmLv3r0oKiqy6CMSExP7ZB+RkJBgtY9ITEx0SB+hVbcCAHbu2efyfURsbGyHfURiYqJL9xEZGRlITk7GgQMHkJ+f75A+Ijo6usM+QqhHX+kjrNkRKSkp6AkSTpCMSCqVQiKRICQkBHfccQfuvPNO3HnnnZgxYwak0muzja7BYEB7e3uXynp7e/Pexs2bN2Pz5s2YN28e+vfvj/379yM6OhrfffcdtWR7zJgxmDBhAg4cOEDd68qVKxgzZgy++eYbvPnmm1Y/T6PRQKPR8L9nZmZizpw5OHv2LG666aZuflPP5OzZs5gxY4azq+ESuLMWV6pbcM9XiQjwkePCh45JZurOevQGTA8aR+nx+1Uncb6kAVGLbsZ9kwbbvsBFYe2Dhulh5Ny5c5gxY0a37Q4qGKeyshInTpxAcnIykpKSsHz5cnAcBz8/P8yaNYs3/si0aW9w4sQJ3H333V0qe/HiRUycOBHbtm3D0qVLcfnyZQwfPhwA8OSTT8JgMOCdd97BM888g/79+wMAlEolZbAR1Go1f74jvL294e3tzf/O9gi2pKCggD2QJtxZC0enXQHcW4/egOlB4yg9fORGx4Ra597TuKx90DA97IMy9gYNGoT58+dj/vz5AIDm5makpKQgKSkJsbGx+PDDDyGRSKDT9d6+gxMnTkR0dHSXypKp1x9++AHTp0/nDT3CY489hvXr1yMjIwP33Xcff01ZWZnFvSoqKgAAoaGh9lS/z3Pbbbc5uwougztrQeKdlA7aFxdwbz16A6YHjaP0UHrIAg3WPmiYHvbR4TK7/Px8JCUlISkpCSdOnEB+fj78/Pxw66239mqFhgwZgiVLlnTrmqqqKvTr18/iuFarBQDKOL3xxhuRkJCApqYmapHG6dOn+fOMnrNz506W6dyEO2th3irNMStxAffWozdgetA4Sg8yQHH3pMqsfdAwPeyDCsSLiIjAU089hdDQUIwbNw5vv/02amtr8eqrr+L06dNoaGjAoUOHnFXXDhk/fjwyMjJw+fJl6vjWrVshlUoxbdo0/tj8+fOh1+uxdu1a/phGo0F0dDTCw8MxYsSIa1ZvT4Q9jGbcWQuVKaGyI6dx3VmP3oDpQeMoPTxlNS5rHzRMD/ugjL1ly5Zh586dmD17Ns6cOYOamhrs3r0bf/3rX3HLLbe4ZI49APj73/8OvV6PO++8Ex9//DF++OEHzJ07F7t378bzzz9PTc2Gh4djwYIFePfdd7F8+XKsXbsW99xzDwoLC/HFF1848Vt4BmxLGzPurEVvxOy5sx69AdODxlF6mPPsuXdSZdY+aJge9kGtxn3jjTeQnJyMCxcuQC6X4+abb+YXZdx+++0ICgpyZl07JS0tDR9++CEyMjJQW1uL6667DosXL8by5cshl9NTUWq1Gu+//z42b96M+vp6TJs2DR9//DEeeKB7qw57uirGk9Hr9S47KLjWuLMWW04X4Z+7snH/pMH436KbHXJPd9ajN2B60DhKj3/v+xXRJwvx6l1j8M6DEx1QM+fA2gcN08NIT+0OyrP3/fffIyMjA3V1dbyHLzk5GU8++ST69++PG2+8EW+88YbDK+8IZs6ciQMHDqCiogLt7e3Izc3Fe++9Z2HoAcYdM1asWIGKigqo1WqkpaV129BjWEc4Pd7XcWct2nVGr4iX3HEpl9xZj96A6UHjKD1ImyVt2F1h7YOG6WEfVqOvAwMDMXfuXMydOxcFBQU4fPgwvvnmG2RlZeHChQv4/vvvr3U9GW7CY4895uwquAzurAV5UXrLHGfsubMevQHTg8ZRepA26+7GHmsfNEwP+7DoyXNychAZGYmFCxciLCwMY8eOxauvvoqWlhY8/fTTbN6c0SlpaWnOroLL4M5aaPWO9+y5sx69AdODxlF6kDZL2rC7wtoHDdPDPijP3oABA1BfXw+O4zBx4kQ89NBD/E4ao0aNclIVGe4EW81sxp216I1pXHfWozdgetA4Sg9PmcZl7YOG6WEflLG3ePFi3HnnnbjjjjswYMAAZ9WJ4cb0ZsJtd8OdtdAQz54Dp3HdWY/egOlB4yg9SJvVuLlnj7UPGqaHfVDG3ldffeWsejA8hOrqamdXwWVwZy16w7Pnznr0BkwPGkfp4SU3rth0d88eax80TA/7sLpAIzExEfv370dRUREAYOTIkXj44YcxZ86ca1o5hvsxZcoUZ1fBZXBnLciLUuFAz54769EbMD1oHKWHp0zjsvZBw/SwD6onb29vx7x583DPPffgyy+/xOHDh3H48GF8+eWXuOeeezB//nx+CzIGwxqHDx92dhVcBnfWojc8e+6sR2/A9KBxlB6eYuyx9kHD9LAPqif/97//jV27duFvf/sbKioqUFdXh7q6OlRWVuLtt9/Gzp078dFHHzmrrgw3YPHixc6ugsvgzlq0m+KdvB1o7LmzHr0B04PGUXp4ySQAzG3YXWHtg4bpYR9UTx4TE4PFixfjiy++wODBg/njgwYNwueff45FixZh06ZN17ySDPfhf//7n7Or4DK4sxa94dlzZz16A6YHjaP08BTPHmsfNEwP+6B68oqKCoSHh3dYODw8HJWVlb1eKYb7wjarNuPOWmh7YTWuO+vRGzA9aBylh5dpSy13z7PH2gcN08M+qJ58+PDhOH78eIeFExMTMXz48N6uE8ONYUm3zbizFppe8Oy5sx69AdODxlF6eIpnj7UPGqaHfVA9+eLFi7F9+3a88soryM3NhV6vh8FgQG5uLl599VXs2LEDS5YscVJVGe7AU0895ewquAzurEVvrMZ1Zz16A6YHjaP0IMaexs2NPdY+aJge9kH15O+99x4WLVqEtWvXYtKkSfDx8YG3tzcmTZqEyMhILFq0CO+9956z6spwA44ePersKrgM7qxFey9sl+bOevQGTA8aR+lBQg/cfYEGax80TA/7oPLsyWQyrF+/Hn/961+xf/9+FBcXAzDm2Zs7dy6mTZvmlEoy3IdJkyY5uwougztr0RsLNNxZj96A6UHjKD08ZRqXtQ8apod9yAFArVZjz549KCgowIABA/Dwww/j3XffdXbdGG5IfX29s6vgMrizFuRF6e3AaVx31qM3YHrQOEoPbw8x9lj7oGF62If86tWruO2221BQUACO4wAAvr6+2L17N+677z4nV4/hbqjVamdXwWVwZy16YxrXnfXoDZgeNI7Sg/fsufk0LmsfNEwP+5B+/PHHKCwsxFtvvYW4uDh8++23UCqVePnll51dN4YbMmrUKGdXwWVwRS04jsPftp/HQyuTkF3W2GG53pjGdUU9nAnTg8ZRepBFRXoDB72Bs1qmtL4N81an4I8/nnbZFC2sfdAwPexDeujQISxatAhffvkl5s6di2XLliEiIgKFhYXIzc11dv0YbkZqaqqzq+AyOFuLvKpmHMmp4j32AHC6oA4/nyvFxYomfByXQ5X9Mj4XjSrjdojkBejI1bjO1sPVYHrQOEoP4QBFqzegXWfAt0cu42xRHX/82yN5OFtUj6S8GuzOKKOuT/mtBpklDQ6piz2w9kHD9LAPaXFxMe644w7q4B133AGO41BVVeWkajHclSeffNLZVXAZnKlFdlkjHv4uGS9uTMem1CL++NGL5mf6XHE9WjQ6tGh0uP+bE4hI+A3RJwsAADqTR0QulTisTqxt0DA9aBylh7DNavUG7Dtfjm+P5GHe6lMoqWsDx3FIyqvmyxy7dFXw/yo8G3Uaj686ST0rzoC1Dxqmh31INRoNfHx8qIPkd51O54w6MdyYDRs2OLsKLsO10OJqsxp7z5dDrdVTxzeeKuRjliITr/DHLwimbrV6DtlljcgSeDFOXDa+BA0mY08icZyxx9oGDdODxlF6CJssB+Bkfg3/e0p+Dcob1ahq0vDHhM/E/04U8P+PSjL/HzBOC/9yoQLFtW0OqactWPugYXrYhxwACgsLce7cOf5gY6Ox8efl5SE4ONjioptuuuna1I7hdrAtbcz0thaNbVo89v1JVDapcd/1gxC1+Bb+XOJls+eirEGFsgYVQoN88GtZEwBggL8XalraUVLXhlaNeVCXXd4Eg4EDmfh1oGOPtQ0RTA8aR+khFVh7HAdqSjavqgVhIX4AgP5+XqhtbUdpvQoNbe1Qeslwrti84vN0QS1U7XoovYzbr30cl4P1KYXw85Jh/7I7MWqAn0Pq2xGsfdAwPexDCgDvv/8+brnlFv6HrMJ97bXXqOM333wzbrnllk5vyOjbsC1tzDhKi5zyJhy9WGWRSmLP+TJUNhlXqB25eBUFNa0AgKtNRs+FVAKMHeQPADhXVI+GNi2aTYbd7PEDAQAl9SrkXW3h79muM6BRpQUJ83OkZ4+1DRqmB42j9BC2WI7jcFXgxbt8tQUl9UbP3KTQQAwK8AYAlNSpkFPeBI3OgBA/Lwzw94KBA3IqjIOjFo0OMWnGvLOt7Xr+/8LPScqrRnphHRwFax80TA/7kEdHRzu7DgwPYtGiRc6ugsvgCC0uVzXj8VUn0a434E+3j8IHj07mzx36lY4pOvRrJV6eMwbZ5UbP/JiB/pgeFozfrragoKYVYwYaDb/+fl68EVhS14ba1nbqPtUtGn5RhyM9e6xt0DA9aBylh3CA0tauR4vAc11a14bSOqOxN7yfL5pUWlxt1qC8UcV7uCcOCYC3XIqE3Gr8Wt6IGSP74cTlamqwdTC7Eu/NvZ7/PfpkIT4yLXja8PxMzDENpuyBtQ8apod9yBcvXuzsOjA8iN27d7OH0kRXtWhUabE5tQg3hfXDrWP6U+fWHM/nY+82pxbhL/eOQ7CvFwwGDudLGwAAj0wbirisCvxabvRCFNYYX2bjBvtjRD9fAEBxXRsqGlUAgCFBPhhuOl7WoIKqnY73q2nW8NO4EjjO2mNtg4bpQeMoPYQDlKvNGupcfVs7yhuN3vDh/ZSob23H+dJGVDaq0dBmXIk+op8vgnwVSMit5p8lkqbo4WlDsT+rAsV1bWhoa+efxR+O/8Z/RsSxPAtjL7usEQmXrmLejOEIDVZ26Xuw9kHD9LAPx+VVYDAAhIeHO7sKLkNXtfjb9vNYEZ+LZ/6XirQC8zSQ3sDhWK55paBWz+FUfi0AoKiuDc1qHbzlUjx2QygA4FKl0dgrazAadcOClRgRYjTqSuraUGF6yQ0NUqKfrwIA0KTSos7k2fNRGLuD6hYNDBxZoNGDL94BrG3QMD1oHKWH0LNXbTL2yK4aDYL23s/XC0ODjYsRyxtV/PTuiBAlhpkMsrIG47FLlc0AgFnXhWBUf+MzlVVqNABzKppQ02L2jp8tquc/AwCKa9vw5A8p+OrwZby4IR26Lub1Y+2DhulhHy5t7LW0tOCDDz7Agw8+iJCQEEgkEqxfv77D8hqNBu+88w5CQ0OhVCoRHh6Ow4cP212W0XWKiopsF+ojEC1U7Xr8dXsm5q9OwW+C+DgAKKxpxRFBioe1J8wrZ/OuNqOhTQt/bzn+OGskAODUFaOxR+4zdpA/pg4PAgDkV7eiXWdAWb2lsVdar0JVEzH2fBCkNBp7DW1aNLQZX0zjBwcAAGpa2gUxe45QwghrGzRMDxpH6kHa7dVmY5snYQscZ/RyA0CwrwJDAo3GXlWjGiV1xNjz5Y29UtOzlGsy9iYMCcT1QwMBAPnVxmcw1fRM3nf9IIwb5A8DByp2LzqlgPfO51Q08c8w4WqzGkui0/DihjOobTF7Iln7oGF62IdLG3s1NTX46KOPcPHiRdxwww02yy9ZsgRff/01Fi5ciJUrV0Imk2Hu3LlITk62qyyj6ygUCmdXwSnUtmiQVlBHjdqJFqsT87HzXBnSi+rxtx3nqesO5VQCAO9pO5Vfw8cGXaowvmAmDQ3EjSOCARhXEwLgX0xhIb4YHOADL5kUegOHq81qs2evny8fgF7douGnqfr5Knhjr7pFg1bTNO5YU0xfXaumVxZo9NW20RFMDxpH6kFaba3J4zY40AcBPnIAxgEWAAQpFejn6wXAGEpRYzK0BgZ4Y3gI8eypoDdw/EKokf19Bd5y2hCcOiwYU4cFUccAczoj8ozH/1pJ1fWjfTk4nluNIxev4pMDF/njRA+O45BRXM8/130V9rzYh0sbe0OHDkVFRQWKioqwYsWKTsumpaVh27Zt+PTTT7FixQosXboUx44dw8iRI7F8+fIel2V0jwEDBji7Ctec+tZ2PBZxEn+IPIXXYzL4xQ0DBgyAwcBhq2Dl3vmSBuSYYusA4FxRAwDglTljEOLnhdZ2PX41LbC4aFoJOHFoAEYPNKZ5IN4E85STL6RSCQYFGo26qiY15cHr52d8mbXrDPzxQKUCwUrjcbKdlEwqwSCTl0OtNYAkX3HkAo2+2DY6g+lB40g9yCClzTSQ8fWS8YYdSRgepFQg0DToaVRp+d1j+vl6YWig0dhraNOi3GTwyaQSDPD3xvB+xnPkGbxiMh5HD/TDxKFG7/hFU0hFTYsG+dWtkEiAfzw0EQCQUdzA17OutR0Hs83G377z5Xw9iB6f7L+IJ35IwYPfnuBX3PdF2PNiHy5t7Hl7e2PIkCFdKhsbGwuZTIalS5fyx3x8fPDCCy/g1KlTKCkp6VFZRvfIzs52dhV6hf+duIIHvjmBmNPFFuc2pxbxo+6Dv1biTKExV1d2djbyrragulkDpUKGO8cZOyvhNM6vFUbDbtrwYFxvelEQ711+tbFjHzfIH6NNXrerzRo0q7X89NII04uHTEdVCALNg30V8POS8TsKkOmrQKUCAT5yaoq2n68CvqZ8YiqtHmRLUUcu0PDUttFTmB40jtSDDFLa2o0rbJUKGT/wIRiNPaO3r1GlpZ6bAB85fw8SrzfQ3xsyqYRf9ES862QANmagP8aZQiGumJ7dy1XGa0f088VtYwbwx4j3/kxhHXQGDuMG+eO6AX7Q6jmcMcXtZmdno6SuDetMu9o0q3VYLVgIQjj0ayXmrkzCx3E51NaIngZ7XuzDpY297pCRkYHx48cjMDCQOj5z5kwAQGZmZo/KCtFoNGhqauJ/WlparJbry9x///3OrkKPyC5rxOcHL/HeNCHnSxrwyYGLyK1qxnu7LvAr8wh7z5dTvx82Tc3ef//9SCswGnYzRvbjO3vSmTeptfxU0KTQQIwbZDL2rhpfEGT17LB+SgQpFQgxvaxK6oTxdyZjL8ho7BVUt/LxQf18vSCRSBBs8mgUmTL/B/ooIJVKEOAt5+sc4KPgF2io2/X8S8ORMXvu2jZ6C6YHjSP1IIMU4tnzUcgQ6COnygT5KhDoY/TslTeoeY9fP18vSKXm5+aSqU8gzxhZTVvZpEaLRscbiSP7+2K46Vy5afBHYmvHD/bHcNNzrNVz/HES23fLdSGYNToEAJBmOnb//ffj2KWr/MALAA5cqOT3rQaMOTX/si0TORVN+DG5AAcu0FPEgNEo/TI+Fym/1ViccyfY82IfHmPsVVRUYOjQoRbHybHy8vIelRXy6aefIigoiP+ZM2cOf7/IyEhoNBo+8WNERASqqqqwfft2ZGVl4cSJE4iPj0deXh7Wr1+P5uZmqmxDQwM2bdqES5cu4ciRI0hISEB2djZiYmJQW1tLlVWpVIiKisKVK1ewf/9+nDx5EmfPnkVsbCzKy8upsnq9HqtXr0ZZWRl27dqF9PR0pKamYt++fSgoKMDatWst6l1dXY1t27YhKysLiYmJiI+PR25uLjZs2GBR76amJmzcuBG5ubk4dOgQPv30U1y4cAFbt25FTU0NVVatViMqKgoFBQWIi4tDSkoK0tPTsXPnTpSXl2PVqlUwGAyIiIiAwWDAqlWrUF5ejp07dyI9PR0pKSmIi4tDQUEBoqKioFarqfvX1NRg69atuHDhAhISEnDo0CHk5uZi48aNKKqsxetfRKOxTYuIiAg0Nzdjw4YNyM3NxY59B/HMmmSsPp6Px78/gewrZdR9t6XRgcGrDqQjPT0du3btQs5vRXxS4vuDjZ3prtRclJeX4/3330fSBeOCCz9NDQbKjMbWxYpGRERE8J6BEF8F9u/aAT+d8aWSmlOES5cuoaCqAQCQ+MtuAIC03fg5Mbv2oarB6Dko+S0HWVlZaKw0ehz3JRt3wpGBg4zTITIyEv6mUBeVaUu1C2dPo7S0FBKdmv9O3nIpTqcY41XzCov5mL1jx44iPz8f69atQ2trK6VLXV0dYmJikJOTg2PHjuHo0aPIycnBli1bUF9fT5VtaWnB8uXLkZeXh4MHDyIpKQmZmZnYsWMHqqqqqLJarRaRkZEoLi7Gnj17kJaWhrS0NOzZswfFxcWIjIyEVqu1eNZ27NiBzMxMJCUl4eDBg8jLy0N0dDRaWlqosvX19diyZQtycnJw9OhRHDt2DDk5OYiJiUFdXR1VtrW1FevWrUN+fj4OHDiA5ORkZGRkIDY2FhUVFVRZnU6HNWvWoLS0FLt378aZM2eQmpqKvXv3oqioyKKPeOutt/pkH5GQkGC1j3jrrbcc1kfAFIbQojLG7Cm9ZCgvMT/HUglwJiUJWemp1LMhlxjgo5AhIiICgT5GT/eZPOP7QNbebPw7HT4AAGhoa0elaYW7n7cMWzasQ3uDcbFVk1qHE6fScCg1CwDQXPYbDAYDlDrjQC5yi/HvkHje6KnzU1dDUm+cUTqSngOVSoW33noLSXnGPuX12SOglBnQotFh874EHDlyBJcuXcKH6/bydQeAL3cmo7m5GevXr0deXh727D+I3393HBEJv2HRj6k4lVNI/W00Gg0iVkdi47EsRG/fi9TUVJw5cwa7d+9GaWkp1qxZA51OR11TUVGB2NhYZGRkIDk5GQcOHHBYHxEdHd1hH/HWW2/1uT7Cmh2RkpKCniDhrpHf12AwoL293XZBGKdvxYHh6enpuOWWWxAdHY0lS5ZYXDNmzBhMmDABBw4coI5fuXIFY8aMwTfffIM333yz22WFaDQaaDTm1VKZmZmYM2cOzp49y7aQczKqdj1yKhpx44h+kIkCzVo0Ojz6fTIKaloxeoAfDvzlTvgoZPz5tSfy8d8Dl/jf37hnLP72uwn877d9ehTljWo8Gx6GmNPFGNnfF4l/vxuAceP059enY8xAP2x6IRy3fXYMcqkEOR89CC+5FE9FnsLpgjp889QNuHX0AMz69ChkUgkuffwgjl68ilc2n8UNI4Kx58+3I/FyNRavS8PEIQHY9drtuP5fBwEA5z/4HYKUCvzxx9NIyqvBVwtuwP/tzoZKq0fi3+/CyP5+iDiWhy8PXcbk0ED8Wt6EQQHeSPuncSecBWtS+KllANi/7A5MDg3C3JVJ/A4BN4wIxnPhYfh7bBbunjAQCbnGoPIz/7wPA02LPBgMd2Hi+79ArTXwbXnZveOQX92C/VkVAIAAHzkufPgAGlVa3PDvQ/x1QwJ9kPrevQCAeatTcLaoHlOGBSK7rAlP3zICn82bBq3egHH//AUAsOa5m/DK5nO4boAfEt6+CwAw7cN4NKl1OPTWbKyIz8XhnCr85/EpeG7WSPw55hz2Z1Xg/x6+Hi/eORq3f3YMZQ0q7HjlVgDAgjWnMCxYiZP/uAcA+PM/LZ2FH47nI/FyNT76/WQsunUUAOC5qNNI/q2G75vkUgmy//0A379tP1OC5T9n8d9v0a0j8dHvp/C/cxyHZ/6XitQrdQjx80LcG3dY5AHkOA7nSxtxXX8/BPmyRRLO5ty5c5gxY0a37Y5r5tk7ceIElEpll35yc3O7fX+lUkkZYgS1Ws2f70lZId7e3ggMDOR//P39u11PT6e3trRRtevx29VmqzEpzWotHvk+CfNWn8Lz689YlNl1rpQPbL5S04rt6XRMJpn6mDGyHwB6tVxVkxrljWpIJcDrd48FYJwObTRN3ZDFFtOGB2NokHHFn87AIb/aOFIUxvMMDvSGUiGD3sChpK4NpfUkk7+xvQ0WLLIoN03h+nmZp58G+hvPF9e18aN5MrVLAs1JXB4JRgfAT0cRyNSVl9z8+PvIpfweoG2CJMuOXKDBtjuiYXrQOFIP8TSuUiGDj9w8wPM2/T/Am45dDRYYM2T1bLEp/IGs5lXIpPxqdmE8HyFUMJVLwi0Gm2JqSbxfab0Kaq2ef85H9ffjV8OXNajQ1q7DV9+t4mOBJw4JxA2mFEukz+E4DlmmxOrPzgzDAH9v6Awcn1wdMK/2v9nUtx24UEH1jwm5V5F6xThtXNfajvUphRZavr8nG4+vOol7v07scEVwYU0rmtRaq+ccBXte7OOaGXsTJ05EdHR0l36sTbHagqzcFUOOhYaG9qgso3u8+OKLPbquolHFd6pirjarcd/Xibjv6xP4z/6LFuc3pxbzixkSL1fjuCnVAYHE1JHcWUJjTq3V8zF4Hzw6CQBwuaqFXxFHEqeOGxSA0GAlRphSMpCFFYWmOo8e4AeJRIKJQwJM92jGM39cwidbvc50fqQpIWtRbRu/yII39gKML4T6Ni0/PTQwwOzlHmgyBklaBy+ZFP6muDvyImpWGwPShSPwAFGskjVjz1vwMhQae45MvdLTtuGpMD1oHKmHeYEGidmTwlshaO+mti+VSvhnCDA/GwAQZFqx3mR6poTn+psGWeRZFHq/yf/rWtt5Y48soCL9R2m9cbDHcYC/txwD/L3Qz8+LNyJL6lS47aH5/LVBvgpcZ1qRX1jbarqHCk1qHbxkUowfHIAbRxiNwcySBgBGYzC9yOjRf3fuRHjJpKhpaecHhAAQn22cdiZ9457MMsoYzKtqxuZUY4hITYsGqxIsF4isP1mAu748jtlfJPCJ3cVUNqpRVGvfSmL2vNjHNTP2hgwZgiVLlnTpJygoqNv3v/HGG3H58mU0NdGN7fTp0/z5npRldI/NmzdbPX6htNHq4gfAmHH+ni8TMXtFgtXVriuP5PEjyh+TCyzSD+wzGXN+Js9U3HmzIa/W6vnO7z9PGKcv0grqoDZ5xn4tb4TOwGGAvzemDgviOz0yeiaB1GSl7CRTQlXSyZOcXSMHGDviEYJtyKK27ABg7MwDTC+KoaYg76omNapNeb2IkRfsq+ANMHL/IIFXjngPyAq/fn4K3hgL8KanV4KV5t+FU9YA4Ott/N1L1pFnz7yXqAMdex22jb4K04PGkXqYU6+YV+MKPXsKmbllk1XoACiDMFg0ZSkcNJGVvbmmZ3GAv/k5JQZbbUs7v4MH8doPMj3r1S3tqGoynhsa5MPXV9g/bI8zJvkPM+X1G9nfZOzV0Lt6jB3kDy+51CLZc1mDCg1tWihkEkwZFoTJw4znzxWbQzqSTYs2/vXoJChkElQ1aShjMM407U361v1ZFXy6JsA4q/L5QeNMXEOblgqHISRcuoo7vziGu788jl8uWDpZAKCothVnCus6XU3Mnhf78JgFGvPnz4der8fatWv5YxqNBtHR0QgPD8eIESN6VJZhm2a1cW/X3Mpm3HvvvRbnf0wuwKMRyXjk+2Qcu1Rlcf7zXy7x05L/PXCR2rhcpzfggKmDIClEdmeU8eermzV83Nl/n5wKAEj+rZrvNC6UNUKr5zAwwBt3jR9osRout9L475RhgZBIJHxSVJLrjoxGSUdL/iWraIln7zrTcbL9UkWDGuOm3QIAfA48wDzqr2nRoN60pRKZipVIJPxLgRh7/XyFngaF6TNbTefMLxix904pfIEJPHgSiVlHC8+eyShUUdO4jjP3rLWNvgzTg8aRepBmS9qy0ktGGXLCtk89BwKDUCkaJAUIPHvkmeUTNAueRfJc5le3wMAZc1j2Nw3UQvyM96hr1fBJnAcIpoBJrsvKJjUGjTLGDZM+hfQxlU1qqNr1fBjIqAG0MUj6LDKdO35wALzlMkwJNfZtl02pnRra2vlB9K1j+vN9X7ogvjcl32gMvjv3egT4yNGo0uKCIBvBwexKqLR6vk85+VsNtVUcx3H4cN+v0Oo5GDjgP/svUsYiYMyE8NDKJCxYcwr/3pcDa5TUtaF5yHR+RxRG93F5Yy8iIgL/+c9/sG7dOgDAvn378J///Af/+c9/0NhobnTh4eFYsGAB3n33XSxfvhxr167FPffcg8LCQnzxxRfUPbtTlmHcDuj93dl8fIgQg4HDkugz+L/d2Xg0IhmH0n6lzrdodPjqkHHkpzdw+OJgLjV6K6lrQ1phHSQS41RLi0bHZ5wHgOzyJtS3aRHsq8CHj03m60M4b/LajR/sjwcmD4FMahydkoz3xAs2JdRozBHPHDEQieF0nckzR5IXk9EtOU86VDLlWlrfhnadge+wQ4PptAzlDSqcv1wIwOy5A8wde01LO98phgjyf4WYXhTkc4UeOjLdRPpK4bRSoJL2QliLTwKM8UbEi2Dh2TO93NoEq/sc6dr79ddfbRfqQzA9aBypB2m2pC37iDx7QgNPIRMOegTPhIJ+PQoHVAGiZ9Hf23xv4hEUPsNk0ViIn/H5r2/V8l4/4RTwENNg72qTGpeKjQNj0qcEC3JhVjWpBWEgxr6J7NlLPH8kLGaMKRaQ9HHEQL1o2qFnRIgSgT4KTDEZeyS7gE5vwHlTGMvtYwcg/DpjapgMgWfwtCmN1MtzRuP6oYHQGzjeWwgA2WVNKKptg0wqgZdcirIGFU4X0NvFfXskj59u33Cq0GLmprpZg0cjkrEyuRIL1pyiZh4IRbWt+NeebCpBNYPG5Y29L7/8Eu+//z5Wr14NANi5cyfef/99vP/++6ivr6fKbty4EW+++SY2bdqEZcuWQavVIi4uDrNnz7a4b3fKujuqdn2Hm2+TfVvnrU6xyB8HGGM2/vjjaWxKLcJzUaf5DoqQ/FsNzpriQtp1BiRU0YsBEi5dRVu7Hv39vOAtl+JSZTM/9QGYEwzfFNaP3//1eO5V/jwx5qaPCObzUJ0vbeBzTZF7TRoaCB+FjO/QyOg1/6qx4yAd3kQ+cbHxOtKxkOuGCwKoAbMHLyyEnDfvmVnbatRCLpXwo/lQU9678kY12mXGe5H8XIDZ2Ktu1lg19oj3gHy+cHGFnzftvfMReO/Enj0fK/FJAOAteLEp5PRLjlzTWws0QkJCHHczD4DpQeNIPcQ7aPgoaM+e0MCjBz3mZ0oc/iD07AmfPYB+NoVxd8brzOfIs96i0fFeNaFnb7DAs9fKkT7Fh/9OAwXbH4oXeIWZjL2KRhXadQZ+hw9ynvRxpM8j+TwnDDYOgEkfSaaBi+qMA1qlQoaRIb78NLFwK7hzpr7/5pEh/CKQCwKnAOnL779+MB6aYtwgITXfbOw1qbX8bE9okA84DhYG24/JBXwuw6LaNuwSzOwAgEanx3M/nsbGU0V4ZfNZJOdZ5hMsqWvDH388jRc3nOEH6GIMBs6qIekpuLyxV1hYCI7jrP6MGjWKKuvj44MVK1agoqICarUaaWlpeOCBB6zetztlXZlmtRZ7Mss6XCUV/2slpv07HnNWHOcfYiHfH8vDznNlOFtUjze2ZlgYhdEphdDqjcPXJrXOYiVrXJYxXo7s3Zp5VcfHwwHmfSHnzxiOmaaR4ekr5k3CSVLR8OtCcPMo4/kLZebYPrJAYurwYIwe4A9/bznUWgM/VXFJsEE5YPTwAWZjjl8Na9oIXRhTB5inPEaZpkCEAdQG016zgDmWZliw+Xpi+Pb3NyZhBcyd9dUmNZp1poUVVoK3q5s1qG+zZuzJqfoJ44b8RQadr0Jo7Ik8ewrrLy1q+kr0kiNTvyS7P+DYBRpeXl62C/UhmB40jtSDDFJIWzbG7Flv+95y6549bwtjz/z8+YrOCRd5kIEfeYaFz2agj5yf8iSzDsL+gUzjVjdr0NhOHwPMcbvVzRrzHtgmz98AP2/IpRIYOKC2VWPh+SOLwwprW8FxHMrqyUDWeJw39kyePdKHjhvsD6lUgglDyFZwxuNt7Tp+q7gbRgRjqmm1MPEGAuCnfG8e1Q+zRvcHYE4aDRj7fwNn9Eq+asp2kHjZPNjnOA4Hs41hPONDjDoKY7IBIP7XKt6wBoDIE/kQ887PWUjKq8GRi1etThXXtmgw97skTPpXPNabdiwRU9/ajt0ZZR0ai66Oyxt7no5Wb+gwKJXjOKxLLsCft5zjHzwh7ToDnopMxV+2ZeL3Ecn8Ck6CRqfHuzsvQKvnUNagwod76WkSrd6AzanmRKMFNa04kWeeQjUYOMSbRlmPTDOukBZv4k08c3+5dxwGBXhDreP4BRGA+WGfMbIfPw1wRvCwk1HitOFBmBxqNNjyqpqh0RkNxt9Mxtr1QwIglUr4aVayHRGZkhhrMubGmnahIKtzSeJi0tENM41ySUdHNCPTsMP5rZBUaFRpeUO3vykAm3TMjSotKgQrZgnEOGtUaVFVb1pkIZhiJfcprG3l723N2OPvZ2UalyAMLA8Qe/0ELyPvDuKTvEQvOXGMEuBYz15xseXim74M04PGkXqIBylKhYwy3jqO2ZNS1wihjD2vjo29zhZ2SCQSfnEH2Raxv5XFHU0qHRpMMwfC2FzhYLHOtNKfHJNKJfy9aprbLTx/ZDpYrTWgSa3jjUHSJ5I+srReBY7jeEOOpIQhfSwZIJPp4n6+xt19SIjMFYFTgcQNTg4N4mMCyawLYI4PnHldCGaEGT2Dv5Y1wWCaHy9vVKOwtg1yqQRzhxg/91xxPeVQEL+jUvJr+dRYRp2bkSLwJsZllVvE/n11+DLvOPjP/osW59vadZi3JgVv/pSJh79LQkObZc7gykY1/ro9E18dyqV2ORHCcRw1mL6WMGOvF2lWa7E9vcSqoQYAp6/UYvpHh3HH5wmUa5ywJ7McH8XlYP+FCiyJPsMbQIS958v52LOalnZEp9AjkmMXr1LBssm/1eBqk7kRZxQ3oEmtQz9fBZ6ZaVyUcjzXbOxdqWlFbWs7fBRSLH/AuIn3r+VNaDUtoLjarEZJnQoSiXG7H+LdIw+4Wqvn4z+mDQ/GZFOAMFkcwXEcf37sIH8MC1Yi0JSnjkw1FJs6FjJFIZ6KKBeNboeZjLZKU/4q8bZipFxZgzHPFUmrMNDfeB1JkaDS6lFkMhSDlAo+7i1IqeCDv8n3EObYIp21zsABSqMewng6smr2qskrqBQsjAAsPXTC38XTuMJFGFKphFphSBl7HUxfeYsC08XTVoBj98adNWuWw+7lCTA9aByph3iQ4q2Q0oMeWUfGntAjTr8eqcUbXvSzKHw2xfGz4gEcWXRF+oAAKvWL8f9Nai20EqPhJhwsChd41ZkMDqExaI4J1vAzDySMxEch4+tS3axBqajvJLMS7XoD6tu0qGggA2G672xo06JVo7MIgSF9dE1LO1o0OrQKpqonDQ3EmIH+kEiMKWlqTd4xYvhNGRaEcYP94S2Xolmj4+MdSWjRuMEBWHDvTAzw94ZGZ+DfexzH8c6DP84aidED/KA3cDhXYg7xSjBNJc8ZPxBThgWC40BN9bbrDIgTbHmpM3DUIkAA2JVRxjsYqpo0WHeykDrPcRz+HHMOO8+V4ftjv2HNcUvv4tUmNR5amYTJHxy02GKTUN6gwk9nintlIQoz9hyAtVg3jU6PBWtOYXlsFp5cnWKRY8hg4LD85yw+duO9XRcs7rH2xBX+/2UNKvwi2vdwv2kKlXjE9mWWU17CJFOg7PO3X4cbhgeB48BvvwMAp0yjndvHDsBdEwYBoKdYSbzc1GFBCOvvi2HBSugNHD+1SkamI0N84e8t5wN8iR4FNa3QGzgE+yowONCbHxleMR0vb1Sjrd24kmtkf5KHzthxlNap0KTWop7fd9J4nEy3FtS0Qq3Vo9ZkzJKOaIjJqKtoVKNZrUWrKWaHrHIlo9yalnZ+ZOsll/Iboiu9ZHwnf9lKWgWZVMJ728znzcaer5eMN7ryKoxaCvfk9POmDSrx74EiY09o0Pl7dezZA2hDjo7Z6ygwXUKVF15PcOTeuLt27XLczTwApgeNY/WgG66XTNphOENHz40wfs9Yznq6FoD27ImvEz/Tvl0wFBtVWjSakhQLPYUDBInV1VrTHth+lsZeVZMaDaZcoR15BslAmfSJXnIpnz+wslHNz1wQYzHAR8EbixWNKsHiNT/+ewoTUZOYwWBfBYJ8FVB6yfjPIgNlEmYzdqA/FKZ8gcLzv5reJVOHBWL37t18CiziQClrUOFqswYKmQQ3jAjmHQ7nBbNL5J1257gBuHPcQACgPH2ZJUanxwB/L7z/iDHXavJv9CKSvZnGd+0UU/qaA6IUMueK6/nYdQD48WSBhXfv018u4VJlM7R6Du/tvEBlnQCAxjYtFqw5hXd+voBHvkumHDWEvKpmvBObZXG8KzBjzwF8sj/HIrBzf1YF7xZuVuuwLpn2uqUW1PIb0wPGXHPCpMIVjSrkVDRBKgGeDQ8DABy7ZI5l0OkN/BTqx49PgVwqQXmjeYUWIIiHGx2CW0zxcMIpVpL37sYRwbyLPb+6hfcgEg/d1GHBAMAnDCZTq+aYDuNxEtPBB/iavs/IEF9IJBKEBivhLZcag4fr2lBq8pwN66fkO1zSGZTUt/F69Pfz4jtTYtRVNan5UaOfl4w31khsXUWjms9jFeAj5zvYIKXCMmbGn96ej6yIvVxpacwB5s6VfD/hyFsikfC/Nxvo3S0Ay6lYpVfHU0UAPZUkNgzF3gW5tAPPXhc9GjKpxMK4c6Sx9+qrrzruZh4A04PGkXqIPXtymYR6DjpaoOHdyQINuaCc+LkVPtdKL/EqXrGx1/HiDmIYVjSqwZkMVmH/Qv5P+h4vmZTPgQeY+6q8qy38/tZCY5HMQlxtVvPGhLXUL1XNalSYZkeGChaYkf63tF7Fh8AME2yvFtafZDNoRWkdbUwC5sF6ab0KGp2ed4KQmGriHSTZEEg4zvjBAXj11Vd5hwHxCBKjcPQAf/goZHzcoHAXEfKemzY8GDcMD6aOAebVxTNG9uMXAZ4rqudTxKi1emSY3pufPD4VUonxc4VhU+Td/PC0oejnq0BDm5Z617ZqdPgl22wgtmh0vLOGsD29hH+nXW3WYNMpek92g4HDa1vOIbvc0rnUFZix5wCa1DrsyaT/cCTRL1mhtPd8OR+HAJg9bPNuGo7bxxoDV48KctCdNI0spg0PxuM3DgNAj0YuV7VArTUgwFuOG4cHY5qpkROXtnAKdXpYMG4MCwZgXMlKINnOrx8aiKFBPghSKqAzcLzHrpB/EP1M/9IBvORBHCda/EDi5Mi/I0wBwDKphA8GLq1X8elRhJ2JcLUrcWULV7OSkenVZg0/zTA0WGmRlLRRpeXj+QYLApyFMTPWAqQBIMTkybts+p5iY48YgyQmRrxwgnTIpLMI7GQq1ldB/y429oRTsHKZlPI8iF8a1PZnHazGpRdoWE5ZyUTWnSOncX/44QeH3csTYHrQOFIP8SClM89eRzF74mlcoVHYmcHmLe98ANeZV5AMWknf4S2n603Kkr5VmFgdAAYEmOIBTX1XkFJBGbakr7tS3cp/htAYJKlfqhrVvDFDQmAA85RuRaOa75+F/edQskCtWWNeDWxa1Ga8v3m1cWWjGgbOqPMg0z3I+4F/h5juERbiix9++AHjBtGeP/IO4t9RA+m4woa2dpSbvsfEoQF8XGFeVQu/GJHMVN04oh8mDgmEUiFDi2gquV1nwKAAb0wbHsTXQZiKjLyb75kwiPceJotm0dRaA8JCfPHmfeMA0LNsALDnvHHqeAZvM9BTySn5tfzftScwY89BJApi3fQGDmmm/EMfPDoZSoUM9W1a3iMGGOP1AGDW6BCEX2c09oSuZ7KDw01h/TB1WBCkEmMcBnnALpQZy04ZFgSpVIJJZHGDqTFcqW4Fxxkf9oH+3rxXznicg1oQkzZhSAAkEgkmDKY9c4WilaqjTe56cp5MAxBjjqxkrW/TokWj40dnJPAXMBtuVU3WOxOyQKKsXoWaZsuRp9DYIzErwmnWAB8F7w0jxuxAsWfO1LmRDqO/YBrEeN74O4kXJB0wgaRDIVuhib11QaKYnSDB9b5eMupFZOnZE03jdrLqT3xOLrWdQsKLSr1irgh5QYmXCjlygcZrr73muJt5AEwPGkfqIR6kKGTSLi9UIlh69sz37PS5tOWtt5jGNZcXT/mK+xJiVJLwlX4d7HtNjKUQUd9G+lLyLvL1omN1Sf9a1aThP0NozJG+sq7VvDvIIMF5YmzWNGv4RXBCzx7p/ysFMy9DAs07iBBjr8iKw+C1117j3zHE60jeRaMHGI28UXxiaWM2BWIMDg3yQaCPAsP7KeHrJUO73sAnxCf3mDgkADLBIkDi1CBexEmmXK3EsUIWH+oNHC6ZchbeMCIY002OlRyB95B4+cKvM7/v0wrMO4Y0qbX8O/+zJ6dCIjEassKVv2SV8u8mDUZPYMaegzh1pZb/w12uakZrux7+3nJMCg3k//jE62YwcHxCy+lh/XADiTMQLFknbubrhwZA6WXOH0caBAkWJVOnZLRBvHJ8LMQgf0gkEgzv5wuJxOg+rm1tR3mDChxnnAIlDzB5KMsaVNAbOIuVrMTFToy8cisxHT5S4xRwSV0bH/MhNObIdkHGaQJLzx3pjOpa2/ntxKhpBlPHUtuiQU2z5Wo1wDLPlXh1HDHWyPcTB1STDrLE1FmJjbl+ovuJzwd30AEDRs+inxdt/AkRexPELxw6SFwUUyTvwjRuB1O64noI6+soSK5MhhGmB40j9RAPUhRyKRUr12HqlU4WaAjDJMTPHu0RFD/Tou0KOzEUfRQy6hntbGWvtfMWnj/ReRI/XMqft953ljWYQ4qEn0FmRRrazP3zQCtJ46sFSeMHCJNGC8JsyMyOMLUM8RxWNqrRotHxMdsjQnyxevVqc5iOaVZHnD4mNNgHcqkEGp0BVc3mUB/ybpNKJVT6LY7jLGIPyVQxMRRJPkIygzVB4DgBjE4RlVYPH4UU1w3w4/MRCqeKyYwaiSuUSIwOC2JQZxY3wMAZv8e4wQH8Z2UUN/D3IN7DG02rlrsLM/YcgFwmQaNKyxs/2XxQaRBkUvMWXMQQK2tQQaXVQyGTYFR/Xz7otKi2lY+XI1OME03548i/xBvFx8OZDDDSOH67SicLJt44H4WMT/hbWNPKPwShginQ4YK0JNXNGmj1HGRSCW+smXPIGR/ySisxHSNC/E3n1HzSYaGxNiTIcppgiOBh72faTqhWuJ1QgGCHCT8vSCTGzPVXaoxaiI0r0mERz6J4tEw6wI6NOeP9yDSHeOpV/Lt4Gld8P7G3TjiS72yRBWDpQZAJXjgW10qteyg6SjkhfEEJ0z8IceTeuE888YQD7+b+MD1oelMPhUxCtXGh4daVhU0KmYQa+AgNR4kEfJ5NAFQ+P3KtELGhKO5P6AVdnfctfh0s9tAZLNM6Aea+ivSNYmPR7Bk09o3GBWeWxmd9m5Z/D1CePcFq4DoreUTJu6KySYUqK/0/maWpbW3n3y8BPnL4e8vxxBNP8AvwmjU6NKu1fLaFwab7ymVS3mAsrVcJvIvm2SWSZqusXoWqJg3UWgNkUgn//iNewoIaOi6QGIHEe0iMRHJ+/GCjZ/B607u6tF7FZ64w77EeCKWXjDdOiU3A7/RkWgBCYguJ91CrN/BlJ5hyyXYXZuw5ABKTkGuaNiwQ5X4TZyYXBpXKZVIM9PeGr5cMBs7YQNradbzFP3IAmSKld3YoEnndyPnyRjU4juO9ZqGC4NmRguDXMlGOJeH/S+sFCYP9vHgDgxh7zRod6lrb+VGX0HMnaTd+99rWdtS2WE6zkntUNZk7A2En3J9sJ9Sm5adJhdOwcpmUN8aIjuLRK+/ZqyeeO7pDDBFMRQCWxpp4IYS4gxWP1MXnveVi7xz9ux815UNfa2HsiV4M8s6MPZl174J3BytwheXJNk7inI+OXKCRmprquJt5AEwPmt7UQyGVUl4slSBPW1cWaAhDJAD62ZOL3IhymZQOl5B1fK2X3HIVvPCZF6/sFfdV4p08/EV9l3jlr7+32VgDLI3BQFHfKZ5GJhqWN6igMeWLE/bfQmOP3/vbVzhYN28XxxtqgZbGonGamA7jSU1Nhb+3nPduVjWp+fQ1g63tP96s4T2UwkUkfK7Vhjbe6A0N9uH/DsQYJO/QMlG4Ev8erW0Dx3H8O5mcD/JVCDykxhRf5F5kho7kLiTOGeGqZMBsO5C488KaVrTrDfDzkvGzY92FGXsOgPzxcyuNfzBi7BG3MAkeJTEA4v1YhSlHimpbeUMswEfOj7SGCaZYAUH+OdM2XoNMjb1dZ8yRRB4k4RTpYEF2dnF+OuP/zdO0NbyL3vwQ+XvL+ZVfZMTho5BSI9FBQcZ71LVq+FxKQs8e+X9tqwZNptQAwg6FePYa2tpRbYpPFC+QIA87GX1axK0o6S3HxJ49sSfQMllx56PpzuJ1AFhsuC6eChWWF0/piL0A4s5e6EEQB4ILY4rovXGF9bE+XUs6fXHMniOnccPCwhx2L0+A6UHjSD0sYk9Ne7MShGkvurJAwyAaBAmfL6mVZ0S8sEqI0NgT9x2AyPgUDRRt90Wdr/wVG4sWISemgTHpOy2NPXrWRCaVUHXgPXMt7ea4QoFBGSRILUMG2/0F/Tvph/QGjp+5IcdI+yCewJI6FX8P4f7jAwUGpzhXICDYBUng1BB6F4Vx5RzHWcxAEaOu2TTNzCevpj7DvBMTmVIP8Jbz+pG4wAJTYmp+W0/iPRTlkyVxg+MGB1DvgO7AjD0HQPYuJH908RQqcfuWN6rRrjMIdm0QLkk3b2ItTnYJ0KtUWzU6Pn8ccYt7y2X8g1bRqLI6ahLmWKo2ec2EowQyQqtva7e6SbfxfsbyJC1JP18vyiDwV5gynzeo+ToKR37E8GpW69BozdgzdT7EywlYeuY621JMfD/j9Z3H2AWKR8uKzqdZxKkVxB2o0Ajzllk+YsKpF4u4O1F5H9FnCb0IYo9Ch/nCOligIXzhiTXoDdrbLfNG9WWYHjSO1KODTYl4WtRdMfbMz43eQN9QJuv4OQRoI8zLYhq347ybxvpYH6gBto098f0s9/cVD2Q7zwko7juD+UwEZoeEsP8n5ZvVWt6z19+KsUdix4XHAGMfRvpzMm1JjD3SPvjzJq+Yl+AawBz2Uy2IiaNnl4jDod0cKiQMNRLMPjVrdPz+ysLk1ObE2GrBtnRWvIf1Kj7kKqy/ryBrhCk2scnkvOFn6ujFkAU1xgWVxNNKHEQ9gRl7DoAEoPILF0RBoSF+XvxL9mqz2mrKEdKQrjZrrDYeMmooq2/jG6hSIaMMEfMUqVpg7FnGQ1Audj9LQ6u+TWteVi/yqpGHgridxYaVXG+8jsQgeMmlVlMLNKm0Vo09hczsKSQ6iONSbC2IsIhDUXZuzFnsOdtJagSgC569DhZE8Oc7SZ8iNNgkEto4A2gvglwmNvasL9AQGtstGvM2Qs2CFx7phGy9JO2hrq7OdqE+BNOD5lrqIWz7wmdOuFhAeFwvejCEBp41T4vw+etsGlfsnQdo41Dsibe1mr+zLRWBzrdVBKwYdx1M43b0eeR9VN9mTmgv9OwJB5XEOSI2MPuLUmPxK4BN7SNIafydLJDo7087HMhuSNUt5v3HhXUg30G4oljo1BgsSN9VVGOezhbO+PDT1c3t/Ps+1Jpnr0GFKn5/dfP5oYJVyXoDxy92IcdJjGGLRodmjY7/DKHN0F2YsecAyGqkikY1tQUX8ZpJJBJ+mrWqSdPpKtQawSpT2lAznm9S63jPoHDhAmAekZTWq/h4N+E9eM9eBw8BMZKMLvRW02d0MIUqyI4uZHxYKACzd7OfL50HijzYNa3t/IjJIlWJ6J6WQcqde+osPHuizkQcQye+n4UxZ8vz59WxZ8/arhQySWdxd3R6B/E0qtDAk0k7NgSVCusvFJLuAKDbxrVg8uTJ1/TzXB2mB40j9eAsJnJpSGgNAD6IHjDHa1ncT3Q74UIpmQ3PXmfTuOK8lkDHnkbA+C4R7qRjq6/qbl9mO/VL58aleJcfiYQ28OQyKW9wlnQwc0OMMeJQIJ490j6C+QV21o1FoWev3kqKGvOKYq1Vz16At5zXjayiHSLqK6mFKFZS1JC+taa5nU8hNlDwvhamoKlt0UBv4CCVmA1bpZeM1+lqk8aqQdldmLHnAAaaPCdlDeYYAOEWXIBwJaswv5xlnEF1s9kQEwbPBioVfDqBvA6S/ZJGLNyJQzgy40c8gs8QPgQ+Chkfk0cCQ8Uju0BRWhNxZ1Cc9ysAc3CrxUozU3nhZtAWGeZtJBq2zFvV+bRrd3LXWb2fV+fnxd47ccyeGGrlnkXMXscpHADaoBO/KIRxRdauBcC3TwCYP2M4ls4ejc0vhFst62iOHj16TT7HXWB60FwLPeLeuANLbhuFdx6cyB+7KngmrHnarCH07FmLoPKh9qMWTeMKnk1rXsHOjD3AmEaGv5eNvs+W50/cF4oNL4v72ZgWFhuDvlYGrOJ3gNhYI59JBqbkPUjahzi1VkfGYm1rO+94Eb5LQ2x49iQSCV+eJGfu5yc2KC2NvX7UQhSyEKYd1S2WsefEy1fVrOGzeAwM8KYGBgMDzbudlPOxh8yz51RIgGmzWsfPz4u34BJmDre2+IFPRtlB45FJzdtw5VnZkxWwTDni7y2nGo95FaoWda2W+yYCghx0fEyG9TxPvGdPSV//8O/upX63TENiGS8nHhnb6sAsV8eKjC1RBynuoGytprVpDHaSDkX8+daMPeGLQnxeaOyJP0f8WeLP1Qniiqy9JIxlzEa2l1yK9+ZejzvGDbBa1tE899xz1+Rz3AWmB40j9egoHGHKsCB8+NhkKvRDozNYL9wJtoLkO4qTBehn3Irjv8PVweZrOk7ubGtgGuDd+SyHeEGYeIGIrb5TvMuPONsAYC3MpvOZGvLOIO2DOCDIO0j8jiLXkzAgiYR2SgSbDDGVYJWs+D0YIEpRI3ZqkJCo4ro2vv2EdDBVbPbseVtcrzdwfBYP8UzLIEGMPb/gMpB59pyKMRcRvd/qoEDaECN/6IpGNT99KTSUqCXrVjx7gNlzZ/bsWc8vZ16Fav2hadFoBdO41hMKkxGP2O1PRmHW9l0EgMO/7Kd+txaTJjwmftCtXWPLYBR3eGJDR2xQicuLF1x0tg2ZtevFU7XCDlrc0QP0i0K8kk/oBbBmsAk7enHMnjCIXPwyWvvHGRgc6I1vnrrR4p7XiqioKKd9tivC9KBxlh5/uXccQoN88O/Huj6NbG1RhhCfTqZxpdSAzfIZ72hHD4KiE2NPJpV0mp5JfD/x9RazFPLOB8piQwsQZRuwkqzdMsym8zhDYjCS9kHeOeQdJL6evLPIOyxIqaD6zQBvOa+ReSrY+gxUR6uSyftaGJsurDd5j9a3WV8EIpzOJsmbxfHx/AYETeoObYLuwIw9ByCRSPiRIokzEHvdzNOfbaZraKOFT0nS0m72uon+sMT9TLyHHcVXmPPLWXePq7UG3jCw9OyJR0mdu+3Fn7Fo4VOi6y1HdsJ6W+sMqJgWqcRyRZotY89GB2axDZK08/NiD5owt5VE0n3PnnD61VqOLvP/LV8owmstPHv6juOUfjd5CE6/dx9uG3NtvHjWeP3115322a4I04PGWXqMHeSPlHfvxeLbRnX5GmtxekKEfZJ4Glf4zFt5xDtdjQvQfYQ4z564brYGpuK+ztLYo3+XiVLYiPtiQJRH1MrshOVUcOcx2iQ9FWkf4ndOR549gjgUSbg/OlmoY5nYmn5fd2SgkqnkEFFWin6CXK61VlYlC78HCbsSfwZxEBXUtMHQgXOlOzBjz0EEi6ZQLZawi6Y/A7zl1AiPGFE6A8fv+xfia92zR1KOWKQQMcUukAZsaeyJjRyJ5VY+Fl61zl3uYuMvdluM6H6WnYHwGmvTFMI6+XlZxnxYrCgTe+JknXv2LLZBEvW4Yg3EBhkVfG2l07cVsyfsjMUeOGHdreXvohZodBKz54pEREQ4uwouBdODxpF69PaTIBwgWvssYR/T2Yp6a0Yj7d237B/lnRhzxus7nkaVSSXUal7LgS993pqxKdwhxNpgvrPUUoB4/2GpRR9pEfdn+p20D0uHQ+dhPtbeQRYLS0T3JIYXifkTv89JefIu7sgx06zW8WFZ4nenLecM+Z5k1bKPQtphLHZXYMaegyAWtzD/kBCLhQ3iFaeCBtlgym5usadrB546gq1VqN5yGdXxWHsQbcWrib+XOMbjD0/8vtM6Ah3v7kCwmXTUxrSqeKpC3Nnaym1nsWtFJwHWYq8gIMqzZ2sq1iJXXsfTtEDnLwqdwbWNvaefftrZVXApmB407qSHrby2wj5EPI0rfK6tJmS2sUBDLuvc2OvMswfQ2yqKz0skElFSZyvvCK/O+zdb07gd7VJCsPDsmd6NpH2I3zkWnj0bC/gA2+85sQHZ2fsaAILE5ZUK3mgmKcY6yhrB79FuEXZFnxfHx3cXZuw5CH5hQwd/OGJ4kT+8+A8nlUr4lbAEWzmTbKYcUVoZ0QjqZdXFLg7o7eB7EMSG1amk46I6Wht5CkauVmJSfKmko5bfQWhgyaQSKzFz3YvZExtc4tXA3dkqSfz51mL2OpuKpRdgdL64Q2wMGlzc2Dt8+LCzq+BSMD1oHKlHbzu5be0sI95XV0hnuTKBznfQAOh+QRxvDHS+paL4M60ZQlTMoJX+y9ZgV+iZs/aOobdv7NxYBMzfgbQPsQFqsSJYvEilC+85y0T7naegsdhiU/SZUqnEYncky/ywIu9hB549sljSnilcgBl7DoN43Yh3RTzasBgpWFmYYGvZvNgl313PnvEawYNo5UG3tXuERcCvaJR14zQ6yNmaC51OLdD5g2ht5GdrZCu+p+VetWLPnei8qAO1jMkTXG+lz7fVmdEB2vQNJJ3E89m61tU9e1OmTHF2FVwKpgeNY/Vw7rMg7MPEAz4qIbPNPHs2Bss2VuuKQ1bEn2/tvLeNBSL04hMrOQa9On/H2BoMi98ZpI8n7UPcn4sNLZlUQr2nrL1DhO8NicTyvSY2vCymcW28q43H7HtfE4cRia9nxp6LIP5D2PKIWTP2hKMFqcR2ChGbyX6teNWEMXhdCZ4V38PCiybqDOpqa7swDSt8EG2MHK10JrZy0Yl1sxWULB55K6Qdd84AoJALfrfyThGOPK3H7An+34mHwFo8j/CQ+Frxlk6uRk1NjbOr4FIwPWjcVQ9rXkQvaqFVx4NHa8+4rTx7naVuEp+3Nti01X/SqV86N/bEfSdAex6teRZthfGIZ4OIkUTaR2e5Sc336DxuUHgPfy+5hadWPMtmM5+hFR19RQa/+G9layZO7DBi07gugnghg4Vnz2LFkTVDjJ5iFTdAy2nczr1s1kZ9/jY8e/SejlKLe1gYTqLzWq2Wqqevtb0fbYxMbU2TUgHKVqYxhB2ITCqxzONnYzWueNGE+HehBtYWRdjOs0fXryNspXcQ19vVjT2tVmu7UB+C6UHjSD2cvVaJNrg6CdWwMthT2DC2hM+91R16qLjf7sf82Zx5sTGNa2sBia2ZD7Fnj7wPSPuwHMxbakiHK3UeF24tVMjWqmTxIkFrRq3wu1t739tK/m+ZsNqynt2BGXsOQmx02FoxZDUwlVrFZPmHtTW6EDdQa4aGreBZW8G3XnL6wRJ79kaOHCm6h63OxIpnT3C9tWkOamRq5f628txZePKs5T/oBGFnZs2+smXs2VqN15VzAN2pA5b7d7oaI0eOdHYVXAqmB4276sFZee6ERpbYoOlsNT4gzrPXeRiLtb6LMgatDpZtePZs9M+d7Q4CiLZttPIeszXzIfxMiWCGi7QPC8+etfeUjeT0wmPW0seI31uWK4Y7zwgB0O8x6wsVO7cZxMaftVmw7sCMPQdhc49Ci1g3K4aYcDRixWNlawWRxcIEG6Mmaw+BrXgMLxl9jdjYOn36NLXAwVqGeFsjV8qzZ60zsxFgbCv1idhjaivYurPrre3BKXTPW7O/qGlcuzx7jp/GDb8uxO57dMTp06d77d7uCNODprf0EE/JdYdudg08wmdcbOxJbcTlCvtta+E+QkPSWh8vrLM1z56wz7E+oO+8/+xspTHQPc+erdRUwu3WSPsQOxisLSKhHAI2DDFrTg9byaV9vWSUzuJFfeL7Wgtnsrxn5ylk7Em7Ari4sdfS0oIPPvgADz74IEJCQiCRSLB+/XqrZc+cOYPXX38dkydPhp+fH8LCwvCHP/wBly9ftlpeo9HgnXfeQWhoKJRKJcLDw+1aDWaRWVz0hxLHgVmfYhV43Ww0HsAyMNXWKlSANpRsBa5aWw2qsOHZe/zxx2165mwt7RcalNZXpHbu2aPiZWzlSLATa/aVMMt5pSlnopDOFlkIsfbdhcajWNsX7rgOAPDA5MEd3tMW3z87vcfX2uLxxx/vtXu7I0wPGkfqIXws971xR4/v8+e7xgIAnpg+rFvXyToJ1ZDb8OwJF1pd19/P4rzwCmvToMIvb22wLAw9sd7/dj6NSzkErNRfZiPbAj2N2/kiNKFnkLQPcZ9vzbNnK/2M0kaokK1pXIlEAn+vrjtnrBt7nTtnLNKcebJnr6amBh999BEuXryIG264odOyn3/+OX7++Wfce++9WLlyJZYuXYoTJ07gpptuQnZ2tkX5JUuW4Ouvv8bChQuxcuVKyGQyzJ07F8nJyT2qq9hwEj8kUqnE5lZYwnl9a6MR8THxgyTOkWRz1GRjxGPtQbS12GHjxo1UHXoSgNxZHjpxvax2JnY+FN3CirEn9PyRpJtCOku9QpWz8TXE2rwyZwx+fvU2rHy65wYb2aKnN9i4cWOv3dsdYXrQ9JYeowf69/jaN+8bh59fvQ2fzZvaYRlr/vTOBpm2YvYqBH2GOL+b+POs9fFCxE4GgB4w2vLs2TbWOvfsWU9NJZzGtbKaWKCJML6btA+FjE78bH0Rig1jz0bcodjwsqWTrbAra9O4FvlgbRh/1hwb3cG+iL9eZujQoaioqMCQIUOQnp6OW265pcOyf/3rXxETEwMvL7NX5amnnsLUqVPx2WefYfPmzfzxtLQ0bNu2DStWrMDbb78NAFi0aBGmTJmC5cuXIyUlpdt1tdiWRm7FyJFJodUb98W1/hAJXMvWVvfY2MbLeA8p2vUG/v9ibLnYba2EtTXief3115G89pS5jj0IQBY+qNa+o61pDOGx3o5is7VrRWiw5cbVchudvbmclY5a8H+xV0AmlWDGyH6d1seZsO3BaJgeNI7Uw1ocXU+Qy6Q9eqa6GotrrZy1qVshwu9mzdARfnNrfbgw3MO6V8tG3LaNwbytwbp3J7uLiK8X9nGkfUgkEvjIZVBpje9SW3GLthYi2nJIWPtdfJ2t1bjWdLQVFyg17XNMPL0ePY3r7e2NIUOGdKnsbbfdRhl6ADBu3DhMnjwZFy9epI7HxsZCJpNh6dKl/DEfHx+88MILOHXqFEpKSrpdV4tdF6xOgXbuHreVDLMrn2Hba9Z5LIOPnSOeiIgImwHI3jZ0sDXytZl6QGjs9fKihY6Mvf3L7sAk32Z8/HvL3GFCTax1xgRbCzR6i57GKdmCbQ9Gw/Sg8SQ9uuzZs1LuhTtHY8GM4VgwoMLq9cIux5qhI+zzrNVD2GdZi1e2NY3rZWMalhrMWjHmbO0Q0tECNmH7sGUw2gxXshEXLq5Xj97XNhwnXVlVTH8P+8w1l/bs2QvHcaiqqsLkyXSi34yMDIwfPx6BgYHU8ZkzZwIAMjMzMWLECIv7aTQaaDQa/veWlhb+/xYbStvwOFlt5MJkl1Yaj7hBWetPbKf96PpoxPoUaufTuIsXL0baDrNxbc1YE9bLWgMWfoZ4xan4vK1pjN727HV0/8mhQfjprYcREOBrcU6oibWYRsLYQT2ffnJFFi9e7OwquBRMDxpH6uHsdelDrXj0CbYGs0FKBVYsuAHNzaOtXm/LWBN+d2vnbc1GCI0Oa/2r8Jg1h4DwPWZtNbAwTtB6nj7r+gjbh3FKU9thHbszg9XRDJkQq549W1PFXsKFit337AHGd51aa5qp82TPnr1s2bIFZWVleOqpp6jjFRUVGDp0qEV5cqy8vNzq/T799FMEBQXxP3PmzOHvt3/PLqrsj1FrUVVVhe3btyMrKwsnTpyAXms2FA26dn6kEhERgYaGBuQIYgsba68iOzsbMTExqK2tRUREBNV4pOBQUFCA/fv34+TJkzh79qzRYykxP8i/xO2DXq/H6tWrUVZWhl27dqGuppo/39bciLVr10Kj0fB12Rn7E39e265BYmIi4uPjkZubiw0bNqCt1WzgAkBbSzM2btyI3NxcHDp0CJ9//jnaWpr58wf2x/HfUa1WIyoqCi1Njfz58tIS7Ny5E+Xl5Vi1ahUMBgP27tltroNGjZ07dyI9PR0pKSmIi4tDZUUZfz7/ci5//5qaGmzduhUXLlww10+jw8aNG9HU1ETpLSQ+Ph6JiYnIysrCtm3bUF1dTZ3XaDRYu3YtCgoKsG/fPqSmpvLnOA5YvXo19Ho9df/y8nL861//wtmzZ3Hy5Ens378fV65cQVRUFAx6HX/9z7E7UFtbi5iYGGRnZyMhIQHLZygwb3IQ/EtT0dDQQN1XpzNfGx8fjxMnTiArKwvbt29HVVUVVVaj0SAyMhJFRUXYu3cvUlNTcebMGezevRulpaVYs2YNdDoddU1FRQXlOjhw4ADy8/Oxbt06tLa2UmXr6uoQExODnJwcHDt2DEePHkVOTg62bNmC+vp6qmxLSwuWL1+OvLw8HDx4EElJScjMzMSOHTss6q3VahEZGYni4mLs2bMHaWlpSEtLw549e1BcXIzIyEhotVrqmqqqKuzYsQOZmZlISkrCwYMHkZeXh+joaLS0tFBl6+vrsWXLFuTk5ODo0aM4duwYcnJyEBMTg7q6Oqpsa2sr1q1bh/z8fBw4cADJycnIyMhAbGwsKioqLP42a9asQWlpKXbv3o0zZ84gNTUVe/fuRVFRESIjI/+/vTMPq6ra//+bIQ6IgCIoOBFqTiiiJqhlZI5olNfQBs0hzb5f5/vLa7fv1YtWll67ZTdM5VqApplSllOS5lGcFYfUUCQBB0AFERCFE5yzf38Qh704e599hn040+f1POd5YK+1117rvdde+7PX8FnMszZ//nydNiItLQ3Z2dlITk7GgwcPdNqIjRs34sqVK9i/fz+USqVOG1EXt7KyEuvXr0dOTo5OG1FQUMDEbdhGZGRk4MSJE9i5cydyc3N12oiEhAQUFRVhy5YtuHDhgk4b0TDf5eXlTBuhVCpx8eJFfPPNNyguLmb0qGsjcnNzsWvXLhw7dgwZGRk6bURCQgI0Gg1Wr16NgoICnTZC/ed0Gf7z3rCNUCqV+Pnnn5GVlSXYRjx48AApKSnIysrS20aoVH/otBEe937HuG7emPpENfLz85k2gm/A5OblCrYRlZWVmD9/vjYv/Dai5P597fkbN27UaSPUf07jEWsjHj6qnxMo1EbcLirRhm9KSdJpI1SVj7ThWVcyddqI82fPasOrKh/ptBG38+tHzn7ntd8VFRVISkrCzZvXteHVf6i0bQRfD74LMOUv+3XaiFs3b2jDPR9z02kjcn6vX7hZmH9Lp42o5L3n3FyAQweVOm0E39BV7k/TaSNys68waTRsI06dOAo+hbdu6rQRNX/U2wx3C/KRnp5u0jQzAHDhLD3O9ScajQZ//PGHQXEVCoXOF0ndnL2kpCRMmTJFMo0rV64gKioKYWFhOHz4MNx4Kzw7duyILl26YM+ePcw5OTk56NixIz799FNtxeLTsGfv/PnziI6OxpkzZ9C8fRcM/vigNix7WYxOL9hzHx9ETvFDAMAXE/pgVE/W4Fy1/ypW7c8GALzePwTvj2GHAIsrVHjyg/0Aar8Crn4Qo5PHEZ+mI+tOrbG19a0BiGzgSmPZ7kz893AuAGDR6G6YPoj9erxWVIEh/z4EAOjZxk9wJdvjf9+t/Ttv+WgmLCsrCytPlGP/5bsAgJQ3IhHdOZCJs/bQNSz/qfZB+OyVCLwYwa50y8grQdza2nl/Y/u0wSfjI5jw6/ceInrlQQDAa1Ht8eFfdCdP68sjAHR4d7d2Ja1QuNT5UuFArRZdunTROb7u0DV89Gf5d899GmGt/QTPF2J6Sgb2X76j97rm0vH/9mjn9ch5DTE9nBXSg0VOPXot/Vm7D7mlnpO6NsBH4Y6LS0cYfF5ZZTV6Lf0ZAPDyk+2wIi5cMJ6YHi+vO46TubUGmVDZBv3rAG6WVIqGS2kz8KNfUFBWJRq+5uA1rNhb235tmh6FpzoFMOGf7LuK//xS+x5b9XIExjRYyXzm+n28tKbWYJnYvz0+GMO23zlFFXjuz3dQ1yAf7J3/DABWj+GfHsLVO7UG2el/DEWgj4JJ43+/PoOfLt0GACRP7Ydnu7RkwvdeKsT/fF1rlI4MC8La1/sy4YVllRjw0QEAta57fntvpI4OQz85hN/v1uZh+8yB6N2endv53/QcLNtTO8r1Up+2+Pd4dpHpxVtliE2oXRD6mJsLspeN0rlG/w9/we3y2nuR+HpfDA8LwtmzZ9G3b1+cOXMGffr00TlHjEbr2UtPT4eXl5dBv6ysLLOudfv2bYwePRp+fn7a+Xl8vLy8GKOtjqqqKm24EAqFAr6+vtpf06b1w2y6uzIYvwpVcpsb3peE2OAffy6D1Jw9KR9PpswZy8vLY+dcSMwJEd77Vn8epRZoAEAbPcMogP7hU7nIy8sTPC41Z8dREdPDWSE9WOTUo5H6MGqvZWR8fpsm5KezDjE9pK4nVXSNhD/O0kr9O5mww7gSc/YEwr2YYVyJBRq8dpqvB/89JjxnTyKc7xpH0J8sr4wi7xip9zV/vp0pC1UapmHuAo1Gm7PXtWtXJCUlGRRXaIjVUMrKyhATE4PS0lIcPnwYrVu3Fkw/Pz9f53hhYe2EWKFzpGho7AnNlXhMYuIrY4hJTNYUe1yNmbMnVIn5eTR2ZwmgdqELP58CUxWYhSoBTRU64VKNBX8eiJBBCwCJk/rilcQTmD+0s2C4q6uLsJM8GfH0FHZjIuVU1VER08NZIT1YnEUPQz/wxPSQMmQljT2JCP8e1wsLUy9g1SsRguGMsSdhrAm1bwE+HnrDxRZo8PWQmlfIGGIS/malOmbE+gWYckouVNE/L1Bs7rlUx4gxNJqxFxQUZNDwqzlUVVUhNjYWV69exf79+9G9e3fBeBEREVAqlSgvL2cWadR56I6IiDD62p4CThUbIuW/SMo/EVOhRJ5XKe/nbszXiJBBatjiATGaN28O1/z6eWXCK3rr023pI2DsGeF6RWw1a1hrP1yIHy66O4Y+lydy0bx5c8HjYl+uhmHtqeemI6aHs0J6sDiLHvzn30V0jEZcD3M7LaW2VYzpGYyRPYJE205++y21GlfIGGzhXd/mV6jUOuFiIx98PTwlFnlIjpIZ4QtW7A6x72v9vYtS/gYFnWM3OO7QTpWNQa1W4+WXX8bx48exbds2DBgwQDRuXFwc1Go1EhMTtcdUKhWSkpIQFRUluBJXCrFuWD78SinkINFVwtjjD+OKdf8bsy+slHsYKYTSz8zMbPCw6p6nqqmfQNxwrkVtvqQeIv3DxHXo2watMTrUMjMzBY+7SZTP2lhKGjE9nBXSg0VOPWz5k4jfZukbxhXTQ6pnTgpDBjT0tZ18Q8gUP3v88LJK3Xn8YsYeXw9PidW00vsH81cMS7sYE0Kq40Rquo5CYjgcYP312k3PnqnUrUKrWyG7c+dO3Lp1CwAwZ84c+PnVTm5/++23sWPHDsTGxqKkpIRxogwAEydO1P4dFRWFcePG4d1338Xdu3fRqVMnpKSkIC8vD19++aVJ+TRkf1XGWaVEz57QUm0hn3U615Bw7yI1VGyMQ2KhMgwZMgSnlPVD5EI9V2WP6ueECFVgfVsNAQ3mLprYQ9cYc/aGDBkieJz1Q2hcmo0xFclS0ojp4ayQHiz2qoex8wMNaccBcT2kjDXpYV7zGhH+dpZSc+70+REFoF0owkdszjdfD093/e8Ad4k5ffxODaEhVn6aYu8Yd+ZdavxIHf/9KXZHmJ49M3fQsL1uhQZ8/PHHWLx4MdasWQMA+P7777F48WIsXrwY93lL0M+fPw+g1hh8/fXXdX4N2bBhA+bPn4+NGzdi7ty5qK6uxq5du/DMM89YrCzShpjhD4nY88pucq3fEaRU97ZUoyDkW+jbb7+V3A7s4R+6XfdieZQazjbVMGkEWw/ffvut4HE3Zs6ezT+CsiGmh7NCerDIqoctd+3x0NfEiukhuUBDItzcqcrmLtDgUynwLmDO4f3J10NoVwwmD24S7zmJhYqGINWDyTcAhTcXqC+DWG8tP11Dporpw+bfNHl5eeA4TvD3+OOPa+MdPHhQNJ6Q0eLp6YmVK1eisLAQVVVVOHXqFEaMMHz5vCmwe+PqN8SkKqDY8+ouMXHVmC52qQ9AoQdu9uzZknPSJg8Mgb+3B2Y8I+w0lF3gob8xMbWHrjFWwYpt/+RqRs9eY6BvHpE50PZgLKQHC+nBIqqHmT1zajOtPXYHDf2jR2Jz0Za+EAYfhTviY8N0wtg5jfXw9RDqaOBjzAINqXeBWLiksWfEu1bslvDvVROB/XeNwQZfNY5LVXX9V0wzgQ2u2Z49/bdGrNeN7/NI2CO3/i8ePlJzQ4S6lRMSEhhjRuhBCfbzQsY/huL/RnUTTJdZFi9gzPG71U212RpjGFds+yd+np2pZ8+RtsOSA9KDRU497KRjTy9iekgP41ogMzw8JBbIGdKzN3ng4/g1fjh6tWumEyZ2Dl8PqflrrMEpMBXIiPfgcw189NXBn28pNYwrNC2LT0VVjeDxGt7NljJwpXCeN40NwPdfJOxfzvyevb/0boOYHkF4vX+IyORZ6a+uOqQaFaEt3d58802DHnZ981bYnjv9eTB5zl4j9Oy9+eabgsf5WTZ2VXCjvMQsJI2YHs4K6cEipx627GfPUMT00Leow5Bwc5HaLk2qx6sOsTZYrE3k6yFl7PGTkPSzJ5KPBcM746lOLfB/o4U7JaT2KDbmfV5ZLTy1qVpdfxFzR6PI2GtEyiWcVTL+10zwcQfUGnBrJvbV2X1Dm65R8wL1Nxq92uru/JCSksKUw5QeNP6EWalmy9QeutAAb5POq6PuwfPWM3ckJSVF8DhfVqHJwdbGUjkS08NZIT1YnFEPfe2bmB581yWCaUo0mu38ax3Om+JHFWg471vKyDHexBA7ha+H1L7hrCFmvJ89AJj93BPYNL0//Lx0R+EaXkPY6DVvgwIAqOFtfWcuZOw1ImWVwl21dbgbMWnU1A9XqeXizDVEjv8w6ylMezoUC0d21QkbNmyY2TtECC2FF8PUj51PxvfCiLBW2PqWuIsefaT+T+1WdJvf7C8aZ9iwYZLpNIa/P1vBED2cCdKDhfRgEdPjgzE90L+DP9ZPelIwXOrVkDSlH4Z3b4XtM58yKV9sp4SA1wgzOy3cmJWw9cf5evyldxvMfLYjkqf2E0yD37tpip89YxF2lWZ4z54Y1TIaezbvesWREPIpxKcx/K8Z89UlNmcvol0zRAjMtQCAS5cuwd2tk/Z/U4wZYx4+U3v22jZvgnWvCzeWhtC7fXNJQ/HSpUsIDQ3VG8eZtkszRA9ngvRgsVc9LDViLKZHO/8m2DJDvO2Ryk+nlj5IFDEUDYHf5JqyMEEKsTaRr4ebq4tgZ0MdkkOs/A4JGT64hYakDen08PZw0+udgj+May7Us9eIjHuy1lnz4C6BguHGDLGairuEnz0+pjRigYGBZq82ZfaOlMiDLXeMBQYK32c+xhp7jTkXSW4M0cOZID1Y5NTDfp+SekzXw7KllzL2zO204M/D5jd3xujBbycF/fAZ4U9W9BoSZ7ob0Hs4cUAIACDycX/B8BoN9ezZJO6uLszqmYYsHt0dT3UMwDOdAwTD3YxYDm4q7DCu1Ipf49N3d3eX9LMnBd9YlHqgerbRnTdoK7i7Cz9efF2Nleet6I5QZhVhdE/T94+WwlIGtJgezgrpwSKnHo3xTTRrcEesVl7D0hd03YcYir582mr9aOVbv0et1O4VcnZaGKOH1OJCfm+fqXVF6jxDejj/37DO6NW2GQZ2bCEYTj17NoqUYePl4YbR4cHw8RSe8NkYznaN6WI3ZVuemzdvSrpeMQaxLOz/f89g3et9EdVB+CGxBW7evCkZx9jVxP07tMCZRUOR8FpvU7MliaX87BmihzNBerDYmx4LhndBxqKhGN/P+O01DcFUPSxt6AY0VWDz9ChsnzlQsP1yk8FhcR385I3RQ0oDZvMAE/v2pM5ih3GF3+cKdzeM6hmMZk08BMOra6hnzyZxd3WByszzhf6WEzcj/AuZQmRkJG5cflR/PQt1E3Vq6YNOLX0skjYANFW4o0Klf0GNFJGRkTLlhqVFU/2r8WwVS+lhr5AeLHLqYWn3I0Dth1qABZ9FU/VoonDDvYcyZ6YBAzsJj04BDfyIyviOMUYPySFWI6YK6bmIXvjvV5MXaMg4jEs9ezJibsU2Zrs0UzFmXqApPXs7duxg/ciZ27Nn1tmmk/JGJEIDvPHVFNMnMu/YsUPGHDUelhrGtVc9LAXpwUJ6sJiqx5oJfREa4I21E/vInCPjkXM6kjF6SM/1tvxkb3O9UgBADQ3j2ib/igsHAPxtRBeTzjfXP5EhGDN51pQvnhkzZjD/m+u82FrrEfqGNIdywbN4rmsrk9NoqIWzQ3qwkB4scuphx+uYtJiqR482flAueBYje1huXq8+WP9z8hlVxuhhzEI2Sy3QeEyGuYufvhwBAFgk4tjZGMjYk5ERYUG4tHQEZg3uJB1ZADcjVsqaCn8+lpSfPVN69tasWcP870x+5BrSUIs6bP09ZKk7JqaHs0J6sMiph60/Y3XoMxgcoX6Y+x7jv6+M0cOo7X9N/DKQOk1qj3hDiO3VGpeWjsD0QcL7yBsDGXsy01Rh+jTIxpizJ7WfHxvXeGbPns0YC+YP49pLs60LbezOQnqwkB4spAeLverBb7HlHKEyRg9j3hsWmrJn1CYJ+jDHpuBDxp4N4WqmyxJDMKSL/fEWTQDU9lQaS8PNu039onEExDYyN3WbIntHzo3uHQHSg8UZ9VC4i7+CHUEPOd9jxugRGWq4lwbTXa9I+dnj+5u1fptPq3FtCHcLr5RtiNg1tv3PQBz9vRgxPY039saOHYvvLtcvBTP7Ybffjj2MHTtW8PiIsCCEt/VDPxFHmtbGUpOXxfRwVkgPFmfSY9Hobvjm1A38dWhn0Tj2qoecjt/5TZExesSGB8PVBQhv00wyrqVcr/A7U6xv6lHPnk0hx+odKfjPodg1An0UGNO7DRTubkanf+zYMeZ/J7b1dLSow/MxN+yY/TQWP9+9kXNkXcT0cFZIDxZZ9bDxhmP6oA745e1n0ZLnoLgh9lo/LCW9MXq4uLjg+fDWaP/nKJU+LLWYR063M3JgW7lxcvhfApYa6rP0HLjQ0FDma8zcXqLOrSznS8/S2OM+n4DlvkLtVQ9LQXqwyKmHPc/1rcNe60ewn7gBaw6W0sPkOXtG7KBhC7WRhnFtCEM8bptLSx/LPIh1VFVVAfA1O50fZz2F03klGNu7jfmZshK1WtghFrL27FYPC0F6sJAeLPaqR9cgX/zrpXAEN5P3XWMpPToGNjXpPGN20LAFyNizIeRavaOPLkE++GBMD4t9fZWWlgJeLc1Op1e7ZujVrpnZ6ViT0tJSa2fBpiA9WEgPFjn1cAQ/e/ZcPyyxhZzcenz3vwNwMrcEfzG1Q0FqgYYcu3TICBl7NgS/M89SfvYAYGL/EIul3a1bN+TmqS2Wvj3RrZv5jjCtgaVqnr3qYSlIDxbSg4X0YJFbj74h/ugbYvoiOSn7jZ3CZH1rj+bs2RD8nj0xZ8SDuwQCqHW2aIscOHDA2lmwGUgLFtKDhfRgkVMP679azYfqB4ut6VHnmqy1hUbJ5IZ69mwIZuRWpHvlP6/2hjKrCEO6mj9UagkmTJiAL4/fsnY2bIIJEyZYOwsmYSnXK/aqh6UgPVjk1ENO9x/WguoHi63pMeOZDghp0QRRBvj0s4XqSD17NoQhFcLH8zG80Ks1vGXyqi03X375pbWzYDOQFiykBwvpwUJ6sJAerJ89W9PjMTdXPB/eGoE+CmtnxSDI2LMhfDzrDbjmTTysmBPTmT17tsV6huwNe93uyFKQHiykBwvpwUJ6sNijHkF/+lGMDLW+A30y9mwIdzdX/LZ0BC4tHdEoO2hYAkfY4kcu7FULS9nq9qqHpSA9WEgPFtKDxR71OLTwWZz/5zC0aGr93j+btigqKioQHx+PkSNHwt/fHy4uLkhOTjbo3GXLlsHFxQU9evQQDFepVHjnnXfQunVreHl5ISoqCvv27ZMx96bhrXCXbeNja/Dqq69aOws2A2nBQnqwkB4scuphA1OkzIbqB4s96qFwd0MzGxmls2ljr7i4GO+99x4uX76MXr16GXzerVu38OGHH8Lb21s0zpQpU/DJJ59gwoQJ+Oyzz+Dm5oZRo0bhyJEjcmTdaUlLS7N2FmwGe9XCUoPw9qqHpSA9WOTUwxYmxJsL1Q/AhdcakR7mYdNdSMHBwSgsLERQUBAyMjLQr18/g85bsGAB+vfvD7VajeLiYp3wU6dOYcuWLVi5ciUWLFgAAJg0aRJ69OiBhQsX2u2ehLZAeHg4DhVZOxe2QXh4uLWzYBKWmnNpr3pYCtKDhfRgIT1YSA/zsOmePYVCgaCgIKPOSU9PR2pqKlatWiUaJzU1FW5ubpgxY4b2mKenJ6ZNm4bjx4/j5s2bpmbZ6SkqKkJc37YAgKHdWlk5N9alqIisXj6kBwvpwUJ6sDizHtOert0H9+3hnbXHnFkPObDpnj1jUavVmDNnDqZPn46ePXuKxjt37hw6d+4MX192D9fIyEgAwPnz59Gune52LyqVCiqVSvt/RUWFTDl3HNRqNVr5euLK+yOhcLfpbwmLo1bb504ilhrGtVc9LAXpwUJ6sDizHouf746/jegCz8fctMecWQ85cKi38dq1a3H9+nW8//77euMVFhYiODhY53jdsYKCAsHzPvroI/j5+Wl/0dHR2vTWrVsHlUqlXTGUkJCAO3fuYOvWrbhw4QLS09ORlpaG7OxsJCcn48GDB0zc0tJSbNy4EVeuXMH+/fuhVCpx6dIlbN68Gffu3WPiVlZWYv369cjJycHu3btx9OhRnDlzBqmpqSgoKGDiqtVqrFmzBvn5+di+fTsyMjJw4sQJ7Ny5E7m5uUhMTNTJd1FREbZs2YILFy7g0KFDSEtLQ1ZWFlJSUnTyXV5ejg0bNiArKws///wzCgsLcfHiRWxP3aqT76qqKqxfvx65ubnYtWsXjh07hoyMDHz//fcoKCjA6tWrodFokJCQAI1Gg9WrV6OgoADff/89MjIycOzYMezatQu5ublYv349qqqqmPSLi4vxzTff4OLFi1Aqlfj555+RlZWFDRs2oLy8nIn74MEDpKSkICsrC2lpaTh06BAuXLiALVu2oKioiImrUqmQmJiI3Nxc7Ny5EydOnEBGRga2b9+O/Px8rFmzBmq1mjmnoKAAly9fxpkzZ3D06FHs3r0bOTk5WL9+PSorK5m49+7dw+bNm3Hp0iUolUrs378fV65cwcaNG1FaWqqT7+TkZGRnZyMtLQ3p6em4cOECtm7dijt37ujke926dbh+/Tp27NiBEydO4PTp0/jhhx9w69YtrF27FjU1Ncw5hYWFqOJ90OzZswfXrl3DV199hYcPHzJxS0pKsHnzZmRmZuLAgQP45ZdfkJmZiU2bNuH+/ftM3IqKCmRkZCA7Oxt79+7F4cOHcf78eWzbtk0n39XV1Vi3bh1u3LiBH3/8EadOncKpU6fw448/4saNG1i3bh2qq6t1nrVt27bh/PnzOHz4MPbu3Yvs7GwkJSWhoqKCiXv//n1s2rQJmZmZ+OWXX3DgwAFkZmZi8+bNKCkpYeI+fPgQX331Fa5du4Y9e/bgyJEjOHfuHFJTU1FYWMjErampwdq1a3Hr1i388MMPOH36NE6cOIEdO3bg+vXrOm3EkSNHnLKNUCqVuHjxIr755hsUFxczesjVRvCx5TYiNTVVtI2omz9ui21Eamoqzp07hyNHjsjaRiQlJWnbiNMnjjFtBF8PZ2kjhOwIk6eZcY2EWq3mKisrDfppNBqd80+fPs0B4JKSkgTTLy4u5vz9/bmPP/5Yeyw6OpoLCwvTiduhQwcuJiZG5/i1a9c4ANynn34qeI2qqiqurKxM+zt06BAHgDtz5oxhIjgBGzZssHYWbAZ71aLPez9zIe/s4kLe2SVruvaqh6UgPVjk1KOu/spdhxsTqh8spEctZ86cMcnuaLRh3PT0dAwePNiguJcvX0bXrl2NSn/RokXw9/fHnDlzJON6eXkxw7F1VFVVacOFUCgUUCjq/eU0bdrUqDw6A7GxsdbOgs1AWrCQHiykBwvpwUJ6sJAe5tFoxl7Xrl2RlJRkUFyhIVZ9ZGdnIzExEatWrWKGYKuqqlBdXY28vDz4+vrC399fm35+fr5OOoWFhQCA1q1bG3V9op6vv/7aLj2dWwJ71cJSTpXtVQ9LQXqwkB4spAcL6WEejWbsBQUFYcqUKRZJOz8/HxqNBnPnzsXcuXN1wkNDQzFv3jztCt2IiAgolUqUl5czizROnjypDSdMgx7GeuxXC8tYe/arh2UgPVhIDxbSg4X0MA+HWKDRo0cPbN++XecXFhaG9u3bY/v27Zg2bZo2flxcHNRqNRITE7XHVCoVkpKSEBUVJbgSlzAMe9zSxlKQFiykBwvpwUJ6sJAeLKSHedi865W6VWh1w7M7d+7ErVu3AABz5syBn58fAgICMGbMGJ1z63ryGoZFRUVh3LhxePfdd3H37l106tQJKSkpyMvLw5dffmnJ4jg8kydPtnYWbAZ71WLa06FYsfcKhnZrKWu69qqHpSA9WOTU463oDlh3KAdje7eRLc3GhuoHC+lhJhZaMCIbISEhHGq3OtT55ebm6j1XbDUux3FcZWUlt2DBAi4oKIhTKBRcv379uL179xqVN1NXxTgyYqulnRF71UKt1nBnr5dwVdU1sqZrr3pYCtKDRU49atQa7sz1Ek5VrZYtzcaG6gcL6VGLza/GNZW8vDyTzz148KBomKenJ1auXImVK1eanD6hy1NPPWXtLNgM9qqFq6sLerdvLnu69qqHpSA9WOTUw83VBX0sUIcbE6ofLKSHeTjEnD3CdsjJybF2FmwG0oKF9GAhPVhIDxbSg4X0MA8y9ghZEfNR6IyQFiykBwvpwUJ6sJAeLKSHeZCxR8hKs2bNrJ0Fm4G0YCE9WEgPFtKDhfRgIT3Mg4w9QlauXLli7SzYDKQFC+nBQnqwkB4spAcL6WEeZOwRshIdHW3tLNgMpAUL6cFCerCQHiykBwvpYR5k7BGysm3bNmtnwWYgLVhIDxbSg4X0YCE9WEgP83DhOI6zdibslbNnz6Jv3744c+YM+vTpY+3sEARBEAThwJhqd1DPHiErtKVNPaQFC+nBQnqwkB4spAcL6WEe1LNnBtSzp4tKpYJCobB2NmwC0oKF9GAhPVhIDxbSg4X0qIV69gibIDk52dpZsBlICxbSg4X0YCE9WEgPFtLDPGx+uzRbprKyEgBw+fJlK+fEdmjbti3Onj1r7WzYBKQFC+nBQnqwkB4spAcL6VFLnb1RZ38YChl7ZvD7778DACZOnGjlnBAEQRAE4Sz8/vvvRu0XTMaeGQwaNAgAkJaWhoCAACvnxvpUVFQgOjoahw4dQtOmTa2dHatCWrCQHiykBwvpwUJ6sJAe9RQXF2PEiBFa+8NQaIGGGZSXl8PPzw9lZWXw9fW1dnasDulRD2nBQnqwkB4spAcL6cFCetRjqha0QIMgCIIgCMKBIWOPIAiCIAjCgSFjzwwUCgXi4+PJ98+fkB71kBYspAcL6cFCerCQHiykRz2makFz9giCIAiCIBwY6tkjCIIgCIJwYMjYIwiCIAiCcGDI2CMIgiAIgnBgyNgjCIIgCIJwYMjYM5DTp09j9uzZCAsLg7e3N9q3b4/x48fj6tWrBqehUqnwzjvvoHXr1vDy8kJUVBT27dtnwVxbjoqKCsTHx2PkyJHw9/eHi4uLURtVHzx4EC4uLoK/EydOWC7jFsJcPQDHqh+AeeWx1/phTpkd7f4DppfJXu+/PsxtIxytfpijhyPWD3NtDKn6QdulGciKFStw9OhRjBs3DuHh4bh9+zYSEhLQp08fnDhxAj169JBMY8qUKUhNTcX8+fPxxBNPIDk5GaNGjYJSqcTTTz/dCKWQj+LiYrz33nto3749evXqhYMHD5qUzty5c9GvXz/mWKdOnWTIYeMihx6OVD8Aecpjb/XDnDI72v0HzC+Tvd1/fZjbRjha/ZCjzXSk+mGujSFZPzjCII4ePcqpVCrm2NWrVzmFQsFNmDBB8vyTJ09yALiVK1dqj1VWVnIdO3bkBgwYIHt+LU1VVRVXWFjIcRzHnT59mgPAJSUlGXy+UqnkAHDbtm2zUA4bF3P1cLT6YW557LF+mFNmR7v/HGdemezx/kthThvhiPXDHD0csX6YY2MYUj9oGNdABg4cCA8PD+bYE088gbCwMFy+fFny/NTUVLi5uWHGjBnaY56enpg2bRqOHz+Omzdvyp5nS6JQKBAUFCRLWg8ePEBNTY0saVkLc/VwtPohZ3nspX6YU2ZHu/+AfGWyl/svhTlthCPWD7neIY5SP8yxMQypH2TsmQHHcbhz5w4CAgIk4547dw6dO3fW2bg4MjISAHD+/HlLZNHmmTp1Knx9feHp6YnBgwcjIyPD2lmyCo5WP+Qqjz3VD3PK7Gj3H5CnTPZ0/y2JI9YPOXD0+mGojWFI/aA5e2awadMm5Ofn47333pOMW1hYiODgYJ3jdccKCgpkz58t4+HhgZdeegmjRo1CQEAAMjMz8fHHH2PQoEE4duwYevfube0sNiqOVj/MLY891g9zyuxo9x8wr0z2eP8tiSPWD3NwlvphqI1hSP1wSmNPo9Hgjz/+MCiuQqGAi4uLzvErV65g1qxZGDBgACZPniyZTmVlpeBedp6entpwayGHHsYycOBADBw4UPv/Cy+8gLi4OISHh+Pdd9/F3r17zb6GqVhDD0erH+aWx5brhxjmlNmW77+pmFMme7z/lsQR64c5OEP9MMbGMKR+OOUwbnp6Ory8vAz6ZWVl6Zx/+/ZtjB49Gn5+ftqxcim8vLygUql0jldVVWnDrYW5eshFp06d8OKLL0KpVEKtVlvsOlJYQw9Hqx+WKI+t1A8xzCmzLd9/U5G7TLZ+/y2JI9YPuXGk+mGsjWFI/XDKnr2uXbsiKSnJoLgNu0bLysoQExOD0tJSHD58GK1btzY4nfz8fJ3jhYWFAGBwOpbAHD3kpl27dvjjjz/w8OFDnfkHjYU19HC0+mGp8thC/RDDnDLb8v03FUuUyZbvvyVxxPphCRyhfphiYxhSP5zS2AsKCsKUKVOMPq+qqgqxsbG4evUq9u/fj+7duxt8bkREBJRKJcrLy5lKePLkSW24tTBVD0uQk5MDT09PNG3a1Gp5sIYejlY/LFUeW6gfYphTZlu+/6ZiiTLZ8v23JI5YPyyBvdcPU20MQ+qHUw7jmoJarcbLL7+M48ePY9u2bRgwYIBo3EePHuHKlSsoLi7WHouLi4NarUZiYqL2mEqlQlJSEqKiotCuXTuL5t+aCOlRVFSkE+/XX3/Fjh07MHz4cLi6Om7VdIb6YUx5HKV+GFpmZ7j/gHl62OP9lwtnqR+G4iz1w1Abw9T64ZQ9e6bw9ttvY8eOHYiNjUVJSQm+/vprJnzixInav0+dOoXBgwcjPj4eS5YsAQBERUVh3LhxePfdd3H37l106tQJKSkpyMvLw5dfftmYRZGNhIQElJaWaleC7dy5E7du3QIAzJkzB35+fgCE9Xj55Zfh5eWFgQMHomXLlsjMzERiYiKaNGmC5cuXW6U85mKOHo5WP4wpj6PUD0PL7Az3HzBPD3u8/4ZgSBvhLPUDMF0PR6wfhtoYJtcPub1AOyrR0dEcANEfnzrv3vHx8czxyspKbsGCBVxQUBCnUCi4fv36cXv37m3EUshLSEiIqB65ubnaeEJ6fPbZZ1xkZCTn7+/Pubu7c8HBwdzEiRO57Ozsxi+ITJijB8c5Xv0wtDyOVD8MKbOz3H+OM10Pe73/UhjSRjhT/TBVD0esH4baGKbWDxeO4zizzFGCIAiCIAjCZrG/gW2CIAiCIAjCYMjYIwiCIAiCcGDI2CMIgiAIgnBgyNgjCIIgCIJwYMjYIwiCIAiCcGDI2CMIgiAIgnBgyNgjCIIgCIJwYMjYIwiCIAiCcGDI2CMIgiAIgnBgyNgjCIKwAaZMmQIXFxe4uLigR48eTFhNTQ0WLlyIdu3awdXVFWPGjLFOJm2YZs2aafWbPXu2tbNDEDYFGXsEQYiSnJysfYE2/P3973+3dvYcjoCAAGzcuFFnM/evvvoKK1euRFxcHFJSUvDXv/5Vluu9/fbb6N69u944a9aswbhx49C+fXu4uLhgypQponFLS0sxY8YMBAYGwtvbG4MHD8bZs2eZOPfu3cPKlSvxzDPPIDAwEM2aNUP//v3x7bffSuZ32bJlgsYwACQmJmLjxo2SaRCEM+Ju7QwQBGH7vPfeewgNDWWOCb1wCfPw9vbGxIkTdY4fOHAAbdq0waeffirr9Xbv3o3Y2Fi9cVasWIEHDx4gMjIShYWFovE0Gg1Gjx6NX3/9FX/7298QEBCAL774As8++yzOnDmDJ554AgBw/Phx/OMf/8CoUaOwaNEiuLu747vvvsMrr7yCzMxMLF26VDD9W7du4cMPP4S3t7dg+Pjx4wEAr7/+uiFFJwingow9giAkiYmJwZNPPmlQ3KqqKnh4eMDVlQYO5OLu3bto1qyZrGnm5OQgKysLa9eu1Rvv0KFD2l69pk2bisZLTU3FsWPHsG3bNsTFxQGoNcA6d+6M+Ph4bN68GQAQFhaG7OxshISEaM+dOXMmhg4dihUrVmDhwoWCBt2CBQvQv39/qNVqFBcXm1JkgnBaqDUmCMJkDh48CBcXF2zZsgWLFi1CmzZt0KRJE5SXlwMATp48iZEjR8LPzw9NmjRBdHQ0jh49qpPOkSNH0K9fP3h6eqJjx45Yt24dlixZAhcXF22cvLw8uLi4IDk5Wed8FxcXLFmyhDmWn5+PN954A61atYJCoUBYWBi++uorwfxv3boVy5YtQ9u2beHp6YkhQ4bg999/17nOyZMnMWrUKDRv3hze3t4IDw/HZ599BgBISkqCi4sLzp07p3Pehx9+CDc3N+Tn50tqyqeuzEqlEr/99pt2CP3gwYMAgC1btqBv377w8fGBr68vevbsqc2PFLt374afnx+efvppvfFCQkKY+yBGamoqWrVqhbFjx2qPBQYGYvz48fjxxx+hUqkAAKGhoYyhB9TevzFjxkClUiEnJ0cn7fT0dKSmpmLVqlUGlIwgiIZQzx5BEJKUlZXp9KYEBARo/37//ffh4eGBBQsWQKVSwcPDAwcOHEBMTAz69u2L+Ph4uLq6IikpCc899xwOHz6MyMhIAMDFixcxfPhwBAYGYsmSJaipqUF8fDxatWplcn7v3LmD/v37ayfrBwYG4qeffsK0adNQXl6O+fPnM/GXL18OV1dXLFiwAGVlZfjXv/6FCRMm4OTJk9o4+/btw/PPP4/g4GDMmzcPQUFBuHz5Mnbt2oV58+YhLi4Os2bNwqZNm9C7d28m/U2bNuHZZ59FmzZtjCpHYGAgNm7ciGXLlqGiogIfffQRAKBbt27Yt28fXn31VQwZMgQrVqwAAFy+fBlHjx7FvHnzJNPes2cPhg0bBnd3eV4D586dQ58+fXR6dCMjI5GYmIirV6+iZ8+eouffvn0bAFuvAECtVmPOnDmYPn263vMJgtADRxAEIUJSUhIHQPDHcRynVCo5AFyHDh24R48eac/TaDTcE088wY0YMYLTaDTa448ePeJCQ0O5YcOGaY+NGTOG8/T05K5fv649lpmZybm5uXH8Jio3N5cDwCUlJenkEwAXHx+v/X/atGlccHAwV1xczMR75ZVXOD8/P21e6/LfrVs3TqVSaeN99tlnHADu4sWLHMdxXE1NDRcaGsqFhIRw9+/fZ9Lkl+/VV1/lWrduzanVau2xs2fPiuabz+TJk7mQkBDBsOjoaC4sLIw5Nm/ePM7X15erqanRm64QDx8+5Dw9PSXz1BBvb29u8uTJomFvvPGGzvHdu3dzALi9e/eKpnvv3j2uZcuW3KBBg3TCEhISOD8/P+7u3bscxwlrwQcAN2vWLImSEIRzQcO4BEFIsnr1auzbt4/58Zk8eTK8vLy0/58/fx7Z2dl47bXXcO/ePRQXF6O4uBgPHz7EkCFDkJ6eDo1GA7VajbS0NIwZMwbt27fXnt+tWzeMGDHCpLxyHIfvvvsOsbGx4DhOe+3i4mKMGDECZWVlOitEp06dCg8PD+3/gwYNAgDtkOK5c+eQm5uL+fPn68yd4w9xTpo0CQUFBVAqldpjmzZtgpeXF1566SWTyiNGs2bN8PDhQ517YQgHDhyASqVCTEyMbPmprKyEQqHQOe7p6akNF0Kj0WDChAkoLS3F559/zoTdu3cP//znP7F48WIEBgbKlleCcDZoGJcgCEkiIyP1LtBouFI3OzsbQK0RKEZZWRlUKhUqKyu1KzX5dOnSBXv27DE6r0VFRSgtLUViYiISExMF49y9e5f5n29oAkDz5s0BAPfv3wcAXLt2DYD0CuRhw4YhODgYmzZtwpAhQ6DRaPDNN9/gxRdfhI+Pj9Fl0cfMmTOxdetWxMTEoE2bNhg+fDjGjx+PkSNHSp67e/duPPnkk2YNlTfEy8tLOy+PT1VVlTZciDlz5mDv3r3YsGEDevXqxYQtWrQI/v7+mDNnjmz5JAhnhIw9giDMpuGLXKPRAABWrlyJiIgIwXOaNm0qaByIIbZIQK1WC1574sSJosZmeHg487+bm5tgPI7jDM5fXTqvvfYa/vvf/+KLL77A0aNHUVBQIOhOxVxatmyJ8+fPIy0tDT/99BN++uknJCUlYdKkSUhJSdF77p49ezB16lRZ8xMcHCzomqXuWOvWrXXCli5dii+++ALLly/XcZmSnZ2NxMRErFq1CgUFBdrjVVVVqK6uRl5eHnx9feHv7y9rOQjCESFjjyAI2enYsSMAwNfXF0OHDhWNFxgYCC8vL21PIJ+srCzm/7rettLSUub49evXddL08fGBWq3We21jqCvPpUuXJNOcNGkS/v3vf2Pnzp346aefEBgYaPKQtBQeHh6IjY1FbGwsNBoNZs6ciXXr1mHx4sXo1KmT4DmXLl3CjRs3MHr0aFnzEhERgcOHD0Oj0TCLNE6ePIkmTZqgc+fOTPzVq1djyZIlmD9/Pt555x2d9PLz86HRaDB37lzMnTtXJzw0NBTz5s2jFboEYQA0Z48gCNnp27cvOnbsiI8//hgVFRU64UVFRQBqe8JGjBiBH374ATdu3NCGX758GWlpacw5vr6+CAgIQHp6OnP8iy++YP53c3PDSy+9hO+++w6XLl0SvbYx9OnTB6GhoVi1apWOsdmw9y88PBzh4eFYv3691lmwXCte+dy7d4/539XVVdtjqa/HdM+ePWjVqpXBfhMNJS4uDnfu3MH333+vPVZcXIxt27YhNjaWmc/37bffYu7cuZgwYQI++eQTwfR69OiB7du36/zCwsLQvn17bN++HdOmTZO1DAThqFDPHkEQsuPq6or169cjJiYGYWFhmDp1Ktq0aYP8/HwolUr4+vpi586dAGqH8vbu3YtBgwZh5syZqKmpweeff46wsDBcuHCBSXf69OlYvnw5pk+fjieffBLp6em4evWqzvWXL18OpVKJqKgovPnmm+jevTtKSkpw9uxZ7N+/HyUlJUaXZ82aNYiNjUVERASmTp2K4OBgXLlyBb/99puOYTpp0iQsWLAAACwyhAvUalFSUoLnnnsObdu2xfXr1/H5558jIiIC3bp1Ez1v9+7diImJMch3HgDs3LkTv/76KwCguroaFy5cwAcffAAAeOGFF7QGZlxcHPr374+pU6ciMzNTu4OGWq1mdsU4deoUJk2ahBYtWmDIkCHYtGkTc72BAweiQ4cOCAgIENwDuK4nj/YHJggjsO5iYIIgbJk61yunT58WDK9zXbJt2zbB8HPnznFjx47lWrRowSkUCi4kJIQbP34898svvzDxDh06xPXt25fz8PDgOnTowK1du5aLj4/nGjZRjx494qZNm8b5+flxPj4+3Pjx47m7d+/quF7hOI67c+cON2vWLK5du3bcY489xgUFBXFDhgzhEhMTJfMv5ublyJEj3LBhwzgfHx/O29ubCw8P5z7//HOdchcWFnJubm5c586dBXURwljXK6mpqdzw4cO5li1bch4eHlz79u25t956iyssLBS9RmlpKefu7s5t3brVqHxBxP1OQ31KSkq4adOmcS1atOCaNGnCRUdH69Qdfe58hNI0RAs+INcrBKGDC8cZOQOZIAiiEViyZAmWLl1q9CIJW6C4uBjBwcFatyGGMGXKFBw4cABnz56Fu7u77NujAcDWrVsxYcIEFBcXw8/PT/b0rUlJSQk0Gg0CAwMxa9YsJCQkWDtLBGEz0Jw9giAImUlOToZardZZYSrFzZs3ERgYKLmFmak0a9YM//nPfxzO0AOADh06kC8+ghCB5uwRBEHIxIEDB5CZmYlly5ZhzJgxePzxxw0+d+HChdr5fU2bNrVI/oYPH26RdG2BH3/8EdXV1QCAdu3aWTk3BGFb/H+OntRAHbrqYwAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fLim = (-2, 2)\n",
-    "#fLim = None\n",
-    "dbLim = (-150, 5)\n",
-    "#dbLim = None\n",
-    "h, f, HF = dtft(hPrototype)\n",
-    "plot_spectra(f, HF, Npoints, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e8acbe8f",
-   "metadata": {},
-   "source": [
-    "# 2 Compare firls filter and LOFAR subband filter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "732899c1",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fdff410d8e0>"
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fLim = (-2, 2)\n",
-    "dbLim = (-140, 5)  # view stop band attenuation\n",
-    "#dbLim = (-5, 5)  # view pass band ripple\n",
-    "\n",
-    "#plt.figure(0)\n",
-    "fs = Npoints\n",
-    "h, f, HF = dtft(hPrototype)\n",
-    "plot_power_spectrum(f, HF, 'b', fs, fLim, dbLim)\n",
-    "\n",
-    "#plt.figure(1)\n",
-    "lofarCoefs = read_coefficients_file('../data/Coeffs16384Kaiser-quant.dat')\n",
-    "lofarCoefs /= np.sum(lofarCoefs)\n",
-    "fs = Npoints\n",
-    "h, f, HF = dtft(lofarCoefs)\n",
-    "plot_power_spectrum(f, HF, 'g', fs, fLim, dbLim)\n",
-    "plt.legend(['firls', 'lofarCoefs'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "5f307eee",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/filter_design_remez.ipynb b/applications/lofar2/model/pfb_os/filter_design_remez.ipynb
deleted file mode 100644
index a783ad04bbcf3eb6e028fc45cd30fb35b04a69f5..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/filter_design_remez.ipynb
+++ /dev/null
@@ -1,296 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "6e0a005d",
-   "metadata": {},
-   "source": [
-    "# Try remez FIR filter design method\n",
-    "\n",
-    "Author: Eric Kooistra, nov 2023\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Try remez FIR filter design method for LPF.\n",
-    "* Try to reproduce LOFAR subband filter FIR coefficients using scipy instead of MATLAB.\n",
-    "\n",
-    "MATLAB:\n",
-    "* The pfs_coeff_final.m from the Filter Task Force (FTF) in 2005 use fircls1 with r_pass and r_stop to define the ripple. In addition it post applies a Kaiser window with beta = 1 to make the filter attenuation a bit more deep near the transition.\n",
-    "* The pfir_coeff.m from Apertif also uses fircls1. \n",
-    "* Both use fircls1 with N = 1024 FIR coefficients and then Fourier interpolation to achieve Ncoefs = 1024 * 16 FIR coefficients. Both scripts can not exactly reproduce the actual LOFAR1 coefficients, therefore these are loaded from a file Coeffs16384Kaiser-quant.dat\n",
-    "\n",
-    "Python (scipy.signal):\n",
-    "* The windowed sync method, firls leased squares method and remez method all yield comparable results, but firls and remez perform slightly better near the transition band. The firls and remez functions from scipy.signal use transition bandwidth and weights between pass and stop band to influence the transition region and ripple. For remez the ripple is constant in the pass band and stop band, for firls the ripple is largest near the band transition.\n",
-    "* The remez method yields an equiripple filter. The filter can be made to have an 1 / f ripple in the stop band ripple by forcing the first and last coeffient values to zero [HARRIS section 3.3.1]. The initial stop band attenuation is then less, but becomes more for larger f >> fstop.\n",
-    "\n",
-    "Conclusion:\n",
-    "* It is possible to design a good FIR filter using Python scipy. Possibly with some extra help of a filter design and analysis (FDA) tool like pyfda [2].\n",
-    "\n",
-    "References:\n",
-    "\n",
-    "1. dsp_study_erko, summary of DSP books\n",
-    "2. pyfda, dsp, at https://github.com/chipmuenk"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "3563bc63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "f820b0ac",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import read_coefficients_file\n",
-    "from rtdsp.firfilter import prototype_fir_low_pass_filter\n",
-    "from rtdsp.fourier import dtft\n",
-    "from rtdsp.windows import half_cosine_window\n",
-    "from rtdsp.plotting import plot_power_spectrum, plot_spectra"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6ca908a5",
-   "metadata": {},
-   "source": [
-    "# 1 Remez method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "b01fd800",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "hInterpolated.imag ~= 0\n",
-      "> design_fir_low_pass_filter()\n",
-      ". Method            = remez\n",
-      ". Q                 = 16.000000\n",
-      ". fsub = fpass * 2  = 0.000879\n",
-      ". fpass             = 0.000439\n",
-      ". fstop             = 0.000615\n",
-      ". fNyquist          = 0.500000\n",
-      ". fs                = 1.000000\n",
-      ". Ncoefs            = 16384\n",
-      ". DC sum            = 1.000000\n",
-      ". Symmetrical coefs = True\n",
-      "\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# LPF specification for LOFAR subband filter\n",
-    "Npoints = 1024   # = number of bins in fs, = DFT size\n",
-    "Ntaps = 16\n",
-    "Ncoefs = Npoints * Ntaps\n",
-    "# . Use half power bandwidth factor to tune half power cutoff frequency of LPF, default 1.0\n",
-    "hpFactor = 0.9\n",
-    "transitionFactor = 0.4\n",
-    "stopRippleFactor = 2000\n",
-    "beta = 1\n",
-    "fs = 1.0\n",
-    "#fs = 200e6 / hpFactor  # to check fsub = 195312.5 Hz for LOFAR\n",
-    "hPrototype = prototype_fir_low_pass_filter('remez',\n",
-    "    Npoints, Ntaps, Ncoefs, hpFactor, transitionFactor, stopRippleFactor, beta, fs)\n",
-    "\n",
-    "# Apply cosine roll off window to have 1 / f stop band attenuation instead of equiripple\n",
-    "#hPrototype *= rtwin.half_cosine_window(Ncoefs, 0.1)\n",
-    "\n",
-    "plt.plot(hPrototype, 'r', hPrototype - np.flip(hPrototype), 'r--')\n",
-    "plt.title('Impulse response')\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "464c40d3",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "580e0fd5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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KM2bMwFtvvYWTJ0962MLBC5uoYoVpQdMbPdQ6A34sbMD5GhU03UYo5FJMGBKM60aHY9LQYEgkkl5fj+M4lDd3IaOkGWer2qHS6gEAUUH+mDg0GNeOCMM1saFQyGV9vpeubgNyK9uQVdaKyw1qdHUb4C+XIjLIHyPCAzFjRChmxIYhIsjf4Tl60oPjOJQ2dSK7vBV5Ve1o0+ih6TYiSCHD0BAFxkUH47pR4Zg8LBhyWd/a7CYTh4t1HThT0YriRjVaOruh05sQFuCHEREBmDkyDNePikBYoF+fzlvTpsFPxc0obepEa1c3ghRyTB4WgjumDkVkDzoQ2PNCw/SgYXq4hk8Ge8nJyZDJZFi2bBn/nVKpxLPPPov33nsPlZWVGDVqlActHLwcPXoU48eP97QZAwKmBU1Pemi6jViRWoTEE2Xo6jaK7jMiPAB3ThuKO6YOxdyxkQhS0O6L4ziUWYI78lev0vVok9JPirljI3HThGjcNCEKM0aEQSa1DygbOrTILmtFVnkrsspacL5GBYPJ+ZsmJwwJwg1jIjFnTATmjI3A+OggPmAV6qHVG5Ff3W45fyvOVLSipbPb6fmDFXLcMDYC88dHIW5cJK4dESYa/FW3aXC8qBHpRU34qbgZzU7OLZEA18SE4qYJUbhpQjTmjotEsI3eWr0RuZVtSLvUiNSLDbhY1yF6LrlUgl/PHYU3fzalx+CXPS80TA8apodr+OS7ce+++25UV1ejoKCA+v7IkSO46667sHv3bjzwwAN2x+l0Ouh01sojNzcXCxcuRHZ2NpuNa0Gj0bAFpi0wLWgc6VHW1InnNmThcoMaADAuOgg3T4xCeIA/1DoDCi1ZKJ3BxB8jk0owLSYEsWEB8JNJ0dLZjYt1KrR26alz+8ukuG5UOG4YG4GhIQqYOKBJrUNBrQp5Ve12AVWIUo5ZI8MxJEQBjuPQ3NmNwroONHTYB43DQ5WYOy4S144IRYjSD90GE5o7u1HSqEZ+dTvKmrvsjokM8sd1o8IRHewPk9EIdTeH4kY1Sps67YJHf7kUs0aGYfboCAwLVSLAX4YOrR71Kh0uWOxX6wzUMUH+MswaFY6hIQoAQJtGj6J6NarbNNR+gf4yzBkTgWkxoRgaooC/XIq2Lj1KGtXIrWyzs10mleDaEWGICVMCAGrbtSioVaFb8JtIJcCsUeG4JiYU0cEKtGv0OG0JjIleq56cjetHR9jpArDnxRamBw3Tw8yZM2cwZ86cPscdPjlmr7a2FjExMXbfk+9qampEj/vkk08QFhbG/y1cuJA/X3x8PHQ6HVasWAEAWLFiBerr67F161bk5eXh2LFjSElJQVFREdatW4eOjg5q37a2NmzcuBEXL17E4cOHkZqaivz8fCQlJaG5uZnaV6PRICEhASUlJdi3bx9OnDiB7OxsJCcno6amhtrXaDRi1apVqK6uxo4dO5CVlYWMjAzs2bMHpaWlWLNmjZ3djY2N2LJlC/Ly8pCWloaUlBQUFhZi/fr1dnarVCps2LABhYWFOHjwIP7yl7/g3Llz2Lx5M5qamqh9tVotEhISUFpair179+LkyZPIysrC9u3bUVNTg5UrV8JkMmHFihUwmUxYuXIlampqsH37dmRlZeHkyZPYu3cvSktLkZCQAK1WS52/qakJmzdvxrlz55CamoqDBw+isLAQGzZsgEqlovbt6OjA+vXrUVhYiJSUFKSlpSEvLw9btmxBY2Mjta9Op8OaNWtQWlqKPXv2ICMjA1lZWdixYweqq6uxatUqGI1G6piamhr88Y9/RHZ2Nk6cOIF9+/ahpKQECQkJ0Gg01L7Nzc1ISkpCfn4+UlNTcfjwYVy8eBEbN25EW1ubnd3r1q1DUVERUlJScOzYMeTl5WHr1q2or6+3szs+Ph7l5eXYvXs3MjIycPr0aezcuRNVVVVYvXo1DAYDdUxtbS2Sk5ORk5OD48ePY//+/SguLsbatWvR2dlJ7dvS0oKkpCQUFBTg6NGjOHLkCAoKCrBp0ya0trZS+6rVavz+979HUVERDhw4gPT0dOTm5mLFhmT86uvjuNygxtAQBX4RVY+UV2/CqPqT+PW0AFzPXcbr10mRsCgSz08x4oFrIhAmN8Bo4pBfrcLBgnrsO1eLn0qa0dqlh1wKTImU4f4xEiy/byTeGF+HtU9ei8DLh7H05nHoyt2H5+OG4W7/Imx8KBYf3uiPx6f64cZRgVDKOHRoDTh+uQk7cqqxM7cG6UVNaOjQQQIgNgi4c4w/Xp8fjveu1WL70mmY0nwCyxZMQHPmbjwxbyQCi4/inQVD8dqkdnzz82i8GReCu0aYcO3wQMgkHFo6u3H0YgO2ZlUhOacWB87XoahBDYOJQ6i/BNdFS7BsXjSeHdOKn/50ExYazuDdRdPQlbsP900ORUD5SSyZKMUz49T4cqEfvlwUg/tjNFg4MQJKiRGd3UacLG7Gztwa7MytwY+Fjahu00ACYEqUH+6O0ePrhyfhhSGXsfHZOISWHMFvbxqDztwf8PDUQCxUlOHT20Ow+t4IPD3ZhPunhiPconduZRt+yK/DD/l1yK1sQ7fBhHClFDfGyPHsNVJ89+g4/DLoMt65ayz8Cg/igwen4z7pWax9ciai/Y2oU2nxaPxJrPr+sKiPWLZsmc/5iOTkZIc+gvQ8+ZKPSExMtPMR27ZtQ319PaWHXq9HfHw8KioqsGvXLmRmZiIzMxO7du1CRUUF4uPjodfr7erjbdu2ITc3F+np6Thw4ACKioqQmJgItVpN7dva2opNmzahoKAAR44cwdGjR1FQUICkpCS0tLRQ+3Z2dmLt2rUoLi7G/v37cfz4ceTk5CA5ORm1tbXUvgaDAatXr0ZVVRV27tyJ06dPIyMjA7t370Z5eXmv4oj+DjPzyczehAkTMGXKFOzfv5/6vqSkBBMmTMAXX3yB1157ze44ltljMNxHQ4cWv1p5EtVtGlwTE4r1z8zDEEtGyhlVrV3Ir1ahsUMLg4lDWIAfJg4NxuRhIVD69X0MHgAYTRzO17TjUr0azWodpBIJQgPkmDg0BFOGh9h1Y/YVncGI8zUqnK9RQaXRw2TiEKKUY0x0ECYPC0FsmLJPYxJtMZk4FNZ3oKBGhZbObnDgEKr0w/ghwZgaE4JQZd/G4AmpbOnCmYpWtFvsHhqqxNThIRgn6JbuiU6dAS9+m430oiaEKOXY/tJNmDQspN/2MBi+Sn8zez45Zi8gIIAK2ghkarejVLFCoYBCYa2MgoODr4yBg5gVK1bg5Zdf9rQZAwKmBY1QD5OJw5+2nkV1mwbjooOw6bm4Hsdz2TIyIhAjIwLdap9MKsHMkeGYOTLcreclKOQyzB4dgdmWbswVK1ZgqRvLh1QqwbSYUEyLCXXbOQmjIgMxKrL/egcp5PjfUzfgN9+cwumyVrz4bTb2vnIrAvytgTl7XmiYHjRMD9fwyW7cmJgY1NbW2n1PvouNjb3aJnkNjz32mKdNGDAwLWiEemzMKEd6URMUcin+99ScPgV63oKvlQ+lnwyrn5yDoSEKFDd24p8/XKC2+5oezmB60DA9XMMng73rrrsOly5dgkqlor4/deoUv53RP1JSUjxtwoCBaUFD9Khp0+ATS0X/3qJpmDjUN7vzfLF8RAUr8NmvZwEwB/zna9r5bb6oR08wPWiYHq7hk8He4sWLYTQasWbNGv47nU6HxMRExMXFsWVXXGDmzJmeNmHAwLSgIXp8erAQWr0J88ZG4jfzx3jYKs/hq+Xj1klD8POZMTBxwN92nQcZNu6rejiC6UHD9HANnxyzFxcXhyVLluDdd99FQ0MDJk6ciPXr16OsrAzffPONp80b1DQ2NnrahAED04KmsbER52vasSOnGgDw5/unQSqypp2v4Mvl48/3T8ORCw3IKm9Fyvk63Dsjxqf1EIPpQcP0cA2fzOwBwIYNG/Daa69h48aNePXVV6HX67F3714sWLDA06YNaoxG8QVxfRGmBY3RaMTnBy+B44AHZsVi1qhwT5vkUXy5fMSEBeDZW8wvtv/q6GVwHOfTeojB9KBheriGzwZ7SqUSy5cvR21tLbRaLTIzM3HPPfd42qxBz8iRIz1twoCBaUFjCh6KIxcbIJEAr981ydPmeBxfLx/P3DIOAX4ynK9R4cdLjT6vhy1MDxqmh2v4bLDHuDKcPn3a0yYMGJgWNPE/FgEA7p42DOOHsGWLfL18RAb544m40QCAVanFPq+HLUwPGqaHa7Bgj+FWxF4z56swLaw0duiQ12Fev3LZAvZ+S4CVDwB47tbxkEklyCxrwbT5d3janAEFKx80TA/XYMEew618++23njZhwMC0sPL9mSrojRxmjQrHnDHi70b1NVj5AIaHKXHXtKEAgI+/S/OwNQMLVj5omB6uwYI9hlthK5xbYVqY4TgO27IqAQCPzh3l0ivBvAlWPsw8HmdefueyIQqabjYIn8DKBw3TwzVYsMdwK+QFzgymBSGnsg3FjZ2QS0z4+cwYT5szYGDlw8ytE6MxKjIAHVoD9p2zf7ORr8LKBw3TwzVYsMdwK08//bSnTRgwMC3MbMuqAgDcN2M4QpR+HrZm4MDKhxmpVIIlc8wL2e8+W+NhawYOrHzQMD1cgwV7DLfy/fffe9qEAQPTAug2mLAvz1yBR7Rd8rA1AwtWPqyQjO+Jy01o6ez2sDUDA1Y+aJgersGCPYZbufnmmz1twoCBaQH8VNIMldaA6GB/PH7XXE+bM6Bg5cPK+CHBmBilgNHE4Yd81pULsPJhC9PDNViwx3ArJSUlnjZhwMC0AA5YKu6fTR+O8rJSD1szsGDlg2ZmmB4AsPcsC/YAVj5sYXq4Bgv2GG4lICDA0yYMGHxdC6OJw8Hz9QDM4/V8XQ9bmB40N48265FR2oxmtc7D1ngeVj5omB6uwYI9hlsJDw/3tAkDBl/XIrO0Bc2d3QgL8MP88VE+r4ctTA+aSbGRmBYTCo4D0i6xl96z8kHD9HANFuwx3MrFixc9bcKAwde1OHLBnNW7a9ow+MmkPq+HLUwPmosXL+LOqeYFlo9ebPCwNZ6HlQ8apodrsGCP4VYWLlzoaRMGDL6uxbEic3bm9qlDADA9bGF60CxcuBC3W4K9Y5caYTCaPGyRZ2Hlg4bp4Ros2GO4lW3btnnahAGDL2tR267BpXo1pBLglonRAHxbDzGYHjTbtm3DdaPCERnkD5XWgOzyVk+b5FFY+aBhergGC/YYboW90saKL2txzDLmaubIcIQH+gPwbT3EYHrQvPzyy5BJJVg42ZwJPlro2125rHzQMD1cgwV7DLfCXmljxZe1OHapCQD4ihvwbT3EYHrQED1ImTl5udmT5ngcVj5omB6uwYI9hlt5/vnnPW3CgMFXtTCaOKRbxustEAR7vqqHI5geNESPGydEAQDO17SjXaP3pEkehZUPGqaHa7Bgj+FW1q1b52kTBgy+qsWFWhVUWgNCFHLMGhnGf++rejiC6UFD9BgWqsT4IUEwceble3wVVj5omB6uwYI9hlu59957PW3CgMFXtSAV9A1jIyCXWV2Mr+rhCKYHjVCPG8ebs3s/FftuVy4rHzRMD9dgwR7DrZw9e9bTJgwYfFULEuzNGxdFfe+rejiC6UEj1IN05f5U4rvBHisfNEwP12DBHsOtDB061NMmDBh8UQuO45BZRoK9SGqbL+rRE0wPGqEe8y2ZvQu1KrR2dnvKJI/CygcN08M1WLDHcCsymczTJgwYfFGLyw1qtHR2Q+knxbUjwqhtvqhHTzA9aIR6RAcrMGloMAAgy0fX22Plg4bp4Ros2GO4lerqak+bMGDwRS1OWbpwZ4+OgL+cdi++qEdPMD1obPWYPToCAJBT4ZvBHisfNEwP12DBHsOt3HDDDZ42YcDgi1pkWbpw546NtNvmi3r0BNODxlaP2WPCAQBnfDTYY+WDhunhGizYY7iVvXv3etqEAYMvanG2qh0AMHtMhN02X9SjJ5geNLZ6kMze2cp2n3xPLisfNEwP1/CKYO/06dN4+eWXMX36dAQFBWH06NH49a9/jUuXLonur9Pp8PbbbyM2NhYBAQGIi4vDoUOHrrLV3slzzz3naRMGDL6mRVtXN0qbOgGAWl+P4Gt6OIPpQWOrx4QhwQhRyqHRG1FY3+EhqzwHKx80TA/X8Ipg71//+he+//573Hnnnfjyyy+xbNkyHDt2DLNnz0Z+fr7d/kuXLsXnn3+OJ554Al9++SVkMhkWLVqE48ePe8B672L16tWeNmHA4GtakKze2KhA/n24QnxND2cwPWhs9ZBKJbhuVDgA4ExF29U3yMOw8kHD9HANCcdxnKeNcJWTJ0/ihhtugL+/tYIpKirCtddei8WLF+Pbb7/lv8/MzERcXByWL1+ON954AwCg1WoxY8YMDB06FCdPnuz1dc+cOYM5c+YgOzsbs2fPdt8NMRiDkP8eKcLnhy7hF9fF4stHr/e0OQwv4PNDl/DfI0V46PoR+PyR6zxtDoPhcfobd3hFZu+mm26iAj0AmDRpEqZPn44LFy5Q3ycnJ0Mmk2HZsmX8d0qlEs8++yx++uknVFZWXhWbvRX2smorvqbF2co2AMCskeGi231ND2cwPWjE9Jg9OhwAkGspW74EKx80TA/X8IpgTwyO41BfX4/o6Gjq+5ycHEyePBmhoaHU9/PmzQMA5ObmOjynTqeDSqXi/9RqtdvtHuw8/PDDnjZhwOBLWnAch7NVbQCAWZauN1t8SY/ewPSgEdNjhmWtxtLmTnTqDFfbJI/CygcN08M1vDbY27RpE6qrq/HII49Q39fW1iImJsZuf/JdTU2Nw3N+8sknCAsL4/8WLlzInzM+Ph46nY5vfaxYsQL19fXYunUr8vLycOzYMaSkpKCoqAjr1q1DR0cHtW9bWxs2btyIixcv4vDhw0hNTUV+fj6SkpLQ3NxM7avRaJCQkICSkhLs27cPJ06cQHZ2NpKTk1FTU0PtazQasWrVKlRXV2PHjh3IyspCRkYG9uzZg9LSUqxZs8bO7sbGRmzZsgV5eXlIS0tDSkoKCgsLsX79eju7VSoVNmzYgMLCQhw8eBDffPMNzp07h82bN6OpqYnaV6vVIiEhAaWlpdi7dy9OnjyJrKwsbN++HTU1NVi5ciVMJhNWrFgBk8mElStXoqamBtu3b0dWVhZOnjyJvXv3orS0FAkJCdBqtdT5m5qasHnzZpw7dw6pqak4ePAgCgsLsWHDBqhUKmrfjo4OrF+/HoWFhUhJSUFaWhry8vKwZcsWNDY2UvvqdDqsWbMGpaWl2LNnDzIyMpCVlYUdO3aguroaq1atgtFopI6pqanBl19+iezsbJw4cQL79u1DSUkJEhISoNFoqH2bm5uRlJSE/Px8pKam4vDhw7h48SI2btyItrY2O7vXrVuHoqIipKSk4NixY8jLy8PWrVtRX19vZ3d8fDzKy8uxe/duZGRk4PTp09i5cyeqqqqwevVqGAwG6pja2lokJycjJycHx48fx/79+1FcXIy1a9eis7OT2relpQVJSUkoKCjAtv1H0KTuhkwCnDu2H62trdS+arUa//znP1FUVIQDBw4gPT0dubm52LZtm53der0e8fHxqKiowK5du5CZmYnMzEzs2rULFRUViI+Ph16vt3vWtm3bhtzcXKSnp+PAgQMoKipCYmIi1Go1tW9rays2bdqEgoICHDlyBEePHkVBQQGSkpLQ0tJC7dvZ2Ym1a9eiuLgY+/fvx/Hjx5GTk4Pk5GTU1tZS+xoMBqxevRpVVVXYuXMnTp8+jYyMDOzevRvl5eV2PuLDDz/0SR+Rmpoq6iM+/PBDOx9xKS8bkUopOA5IP1fidT4iOTnZoY/48MMPvcpHHD16FEeOHEFBQQE2bdok6iMSExMd+gihHr7iI8TiiL4MNRMy4MbsmUwmdHf37vU4CoUCEonE7vuLFy8iLi4O06dPR3p6OrXy9oQJEzBlyhTs37+fOqakpAQTJkzAF198gddee030ejqdDjqdjv+cm5uLhQsXsjF7AnJycnD99Wy8FuBbWhzIr8OL32ZjWkwofvjDraL7+JIevYHpQeNIj2fXncaRiw34+4PT8fRNY6++YR6ClQ8apocZrxmzd+zYMQQEBPTqr7Cw0O74uro63H///QgLC+PH5wkJCAigAjaCVqvltztCoVAgNDSU/wsODnbxbr2Pzs5OT5swYPAlLS7UqgAA18SEOtzHl/ToDUwPGkd6TI81l6n86varaY7HYeWDhunhGnJPG2DL1KlTkZiY2Kt9bbtj29vbcd9996GtrQ3p6emIjY0VPUbstSu1tbUAIHoMo/eoVCpPmzBg8CUtSLA3LSbE4T6+pEdvYHrQONLjmljzuL3zNb6lFysfNEwP1xhwwd7w4cOxdOnSPh+n1WrxwAMP4NKlSzh8+DCuueYa0f2uu+46pKamQqVSUZM0Tp06xW9n9J8pU6Z42oQBgy9pcaHOktmLdZzZ8yU9egPTg8aRHiSzV9TQgW6Dye6dy94KKx80TA/X8Iqnxmg04pFHHsFPP/2Ebdu24cYbb3S47+LFi2E0GrFmzRr+O51Oh8TERMTFxWHUqFFXw2SvJS0tzdMmDBh8RQuVVo/KFg2AnrtxfUWP3sL0oHGkx8iIAIQF+EFv5HDJh96kwcoHDdPDNQZcZq8//OlPf8Lu3bvxwAMPoKWlhVpEGQCefPJJ/v9xcXFYsmQJ3n33XTQ0NGDixIlYv349ysrK8M0331xt070O29nPvoyvaHGx1lwBx4QpRd+cQfAVPXoL04PGkR4SiQTTY0NxsrgZBTUqfjkWb4eVDxqmh2t4RWaPrI23Z88e/OY3v7H7s2XDhg147bXXsHHjRrz66qvQ6/XYu3cvFixYcJUt9z56O97SF/AVLazj9Rxn9QDf0aO3MD1oetJjynDzWFBfekcuKx80TA/XGHBLrwwm2OvSGAzgne/zsOV0JX5/+wS8ec9UT5vD8EI2Z1bg3e3ncOukaGx8Ns7T5jAYHsNrll5hDG7YK22s+IoWF+rM2RZnmT1f0aO3MD1oetJj8jDzMleXG3znrUWsfNAwPVyDBXsMt/L444972oQBgy9owXEcii0V8ORhjpddAXxDj77A9KDpSY+JQ81lq7ZdC5VWf7VM8iisfNAwPVyDBXsMt3LgwAFPmzBg8AUt6lRaqHUGyKQSjI0K6nFfX9CjLzA9aHrSIyzAD8NDlQCAonrfyO6x8kHD9HANFuwx3Apbp9CKL2hButXGRAY6Xf/MF/ToC0wPGmd6TLJ05Rb5yCQNVj5omB6uwYI9hlupq6vztAkDBl/QggR7E4Y6f3WgL+jRF5geNM70IMMELvlIZo+VDxqmh2uwYI/hVtjkbiu+oAUJ9ib2ItjzBT36AtODxpkeZJJGUYNvZPZY+aBhergGC/YYbsX2fcW+jC9owQd7Q5wHe76gR19getA404NM0vCVt2iw8kHD9HANFuwx3EpOTo6nTRgw+IIWxY29z+z5gh59gelB40wPMmavXqVDhw/MyGXlg4bp4Ros2GO4lUWLFnnahAGDt2vR1tWNJnU3gN6N2fN2PfoK04PGmR6hSj9EBZlfx1fe3HU1TPIorHzQMD1cgwV7DLeyadMmT5swYPB2LUgXbkyYEsEK56/Z9nY9+grTg6Y3eoyNNi/vU9rUeaXN8TisfNAwPVyDBXsMt/Lyyy972oQBg7drUdJornAn9GK8HuD9evQVpgdNb/QYZwn2ynwg2GPlg4bp4Ros2GO4FfZKGyverkVZs7nCJRWwM7xdj77C9KDpjR7jfCizx8oHDdPDNViwx3ArS5cu9bQJAwZv14KMmxoTFdir/b1dj77C9KDpjR7kLS2lzd4f7LHyQcP0cA0W7DHcyrZt2zxtwoDB27UobzFXuKMjexfsebsefYXpQdMbPcZGm8uaL3TjsvJBw/RwDRbsMdzKLbfc4mkTBgzerAXHcXxmb2wvu3G9WY/+wPSg6Y0eJLPX2qVHe5d3L7/CygcN08M1WLDHcCvFxcWeNmHA4M1atHXp0aE1AOh9Zs+b9egPTA+a3ugRpJBjaIgCgPd35bLyQcP0cA0W7DHcSlBQ77I8voA3a0EmZwwLVUDpJ+vVMd6sR39getD0Vo+xPjIjl5UPGqaHa7Bgj+FWQkJCPG3CgMGbtahoIZMzeu+AvVmP/sD0oOmtHuMtwV6Jlwd7rHzQMD1cgwV7DLdSVFTkaRMGDN6sBT8Tt5dduIB369EfmB40vdVjtGX2d1WLd79Fg5UPGqaHa7Bgj+FWFixY4GkTBgzerEVfl10BvFuP/sD0oOmtHiMjLMFeq+ZKmuNxWPmgYXq4Bgv2GG6FTY+34s1alFvG7I3uQzeuN+vRH5geNL3VY2REAACgqtW7M3usfNAwPVxDwnEc52kjBitnzpzBnDlzkJ2djdmzZ3vaHAbjqjH348No7NBh98s3Y+bIcE+bw/AhGjq0mPfxEUglQOH/3Qc/GctZMHyH/sYd7ClhuBX2Shsr3qqFVm9EY4cOADAqovfduN6qR39hetD0Vo/oIAX85VKYOKCuXXuFrfIcrHzQMD1cgwV7DLfywgsveNqEAYO3alFrqWAD/WUID/Tr9XHeqkd/YXrQ9FYPqVSCkeHmrtxKL+7KZeWDhunhGizYY7iVtWvXetqEAYO3alHTZh4YHxseAIlE0uvjvFWP/sL0oOmLHiP4cXveO0mDlQ8apodreGWw9/HHH0MikWDGjBmi23U6Hd5++23ExsYiICAAcXFxOHTo0FW20ju57777PG3CgMFbtagWBHt9wVv16C9MD5q+6OELM3JZ+aBheriG1wV7VVVV+Mc//tHjattLly7F559/jieeeAJffvklZDIZFi1ahOPHj19FS72TnJwcT5swYPBWLUhmb0S4sk/Hease/YXpQdMXPciM3GovDvZY+aBheriG3NMGuJs33ngD8+fPh9FoRFNTk932zMxMbNmyBcuXL8cbb7wBAHjqqacwY8YMvPXWWzh58uTVNtmriImJ8bQJAwZv1YLvxg3rW2bPW/XoL0wPmr7o4QvLr7DyQcP0cA2vyuwdO3YMycnJ+M9//uNwn+TkZMhkMixbtoz/TqlU4tlnn8VPP/2EysrKq2ApgzF4qWkzT9Doazcug+EuRvrAmD0Gw514TWbPaDTilVdewXPPPYdrr73W4X45OTmYPHkyQkNDqe/nzZsHAMjNzcWoUaNEj9XpdNDpdPxntVrtBsu9i9raWk+bMGDwVi36O2bPW/XoL0wPmr7oQcbs1am0MBhNkHvhWnusfNAwPVzDa56Q1atXo7y8HB999FGP+9XW1oqmg8l3NTU1Do/95JNPEBYWxv8tXLiQP2d8fDx0Oh2/FtCKFStQX1+PrVu3Ii8vD8eOHUNKSgqKioqwbt06dHR0UPu2tbVh48aNuHjxIg4fPozU1FTk5+cjKSkJzc3N1L4ajQYJCQkoKSnBvn37cOLECWRnZyM5ORk1NTXUvkajEatWrUJ1dTV27NiBrKwsZGRkYM+ePSgtLcWaNWvs7G5sbMSWLVuQl5eHtLQ0pKSkoLCwEOvXr7ezW6VSYcOGDSgsLMTBgweh0+lw7tw5bN68GU1NTdS+Wq0WCQkJKC0txd69e3Hy5ElkZWVh+/btqKmpwcqVK2EymbBixQqYTCasXLkSNTU12L59O7KysnDy5Ens3bsXpaWlSEhIgFarpc7f1NSEzZs349y5c0hNTcXBgwdRWFiIDRs2QKVSUft2dHRg/fr1KCwsREpKCtLS0pCXl4ctW7agsbGR2len02HNmjUoLS3Fnj17kJGRgaysLOzYsQPV1dVYtWoVjEYjdUxNTQ3q6+uRnZ2NEydOYN++fSgpKUFCQgI0Gg21b3NzM5KSkpCfn4/U1FQcPnwYFy9exMaNG9HW1mZn97p161BUVISUlBQcO3YMeXl52Lp1K+rr6+3sjo+PR3l5OXbv3o2MjAycPn0aO3fuRFVVFVavXg2DwUAdU1tbi+TkZOTk5OD48ePYv38/iouLsXbtWnR2duKrr1bwwV6QRIekpCQUFBTg6NGjOHLkCAoKCrBp0ya0trZS51Wr1SguLkZRUREOHDiA9PR05ObmYtu2bXZ26/V6xMfHo6KiArt27UJmZiYyMzOxa9cuVFRUID4+Hnq93u5Z27ZtG3Jzc5Geno4DBw6gqKgIiYmJUKvV1L6tra3YtGkTCgoKcOTIERw9ehQFBQVISkpCS0sLtW9nZyfWrl2L4uJi7N+/H8ePH0dOTg6Sk5NRW1tL7WswGLB69WpUVVVh586dOH36NDIyMrB7926Ul5fb+Yj8/Hyf9BGpqamiPiI/P7/XPmLr+gT4yyQwmjicLSoftD4iOTnZoY/Iz88flD5CuG9LS0uffERiYqJDHyHUw1d8hFgc0e+hZtwAw2g0chqNpld/JpOJ4ziOa2pq4iIjI7lPP/2UP8/ChQu56dOn251//Pjx3H333Wf3fXFxMQeA++KLLxzaptVqufb2dv4vLS2NA8BlZ2e7fuNewurVqz1twoDBG7Vo7NByY97ey419Zy+n1Rv6dKw36uEKTA+avupxy7+OcGPe3sudLm2+QhZ5FlY+aJgeZrKzs/sVdwy4zN6xY8cQEBDQq7/CwkIAwF/+8hdERkbilVdecXr+gIAAqiuWoNVq+e2OUCgUCA0N5f+Cg4P7eZfeyzPPPONpEwYM3qgFmZwxJFgBhVzWp2O9UQ9XYHrQ9FWP4aHm2eB1Ku98iwYrHzRMD9cYcGP2pk6disTExF7tGxMTg6KiIqxZswb/+c9/qC5YrVYLvV6PsrIyhIaGIjIykj+murra7lxkPEBsbKwb7sJ3iY+Px8svv+xpMwYE3qhFTT/H6wHeqYcrMD1o+qrHMBLseekr01j5oGF6uMaAC/aGDx+OpUuX9nr/nJwcmEwmvPrqq3j11Vftto8bNw5/+MMf+Bm61113HVJTU6FSqahJGqdOneK3M/oPexiteKMW1ZaZuCP6Eex5ox6uwPSg6aseJNhr6LDvqfEGWPmgYXq4xoDrxu0rM2bMwI4dO+z+pk+fjtGjR2PHjh149tln+f0XL14Mo9GINWvW8N/pdDokJiYiLi7O4UxcRu9gL6u24o1akMxeTFjfFlQGvFMPV2B60PRVj+Fentlj5YOG6eEaAy6z11eio6Pxy1/+0u57ksmz3RYXF4clS5bg3XffRUNDAyZOnIj169ejrKwM33zzzZU32MtZsmSJp00YMHijFvWW8VHD+xHseaMersD0oOmrHsPCvHvMHisfNEwP1xj0mb3+sGHDBrz22mvYuHEjXn31Vej1euzduxcLFizwtGmDnmPHjnnahAGDN2pBusyGhCj6fKw36uEKTA+avupBMnsNXhrssfJBw/RwjUGf2XPEjz/+6HCbUqnE8uXLsXz58qtnkI8wadIkT5swYPBGLRotwd7QkL5n9rxRD1dgetD0VY9hoeYGR51KC47jIJFIroRZHoOVDxqmh2v4ZGaPceXo6OjwtAkDBm/UgmRRhob2PbPnjXq4AtODpq96kAkaWr0JKo3hSpjkUVj5oGF6uAYL9hhupbOz09MmDBi8TYtOnQGd3UYAwNB+dON6mx6uwvSg6aseSj8ZwgP9AHjnuD1WPmiYHq7Bgj2GW5kwYYKnTRgweJsWpAs3wE+GYEXfR4B4mx6uwvSg6Y8ewyzDCeq9MNhj5YOG6eEaLNhjuJXjx4972oQBg7dpQSZnDA1V9Gt8lLfp4SpMD5r+6OHNM3JZ+aBhergGC/YYboVNj7fibVo0dFjG6/WjCxfwPj1chelB0x89hlvGjtZ74Vp7rHzQMD1cgwV7DLeybt06T5swYPA2LRpU/Z+JC3ifHq7C9KDpjx5kkkZ9h/cFe6x80DA9XIMFewy3wl5pY8XbtHBljT3A+/RwFaYHTX/0sL4f1/temcbKBw3TwzVYsMdwK+yVNla8TQu+G7cfy64A3qeHqzA9aPqjBwn2Gr0ws8fKBw3TwzVYsMdwK0888YSnTRgweJsWriyoDHifHq7C9KDpjx5Rwf4AgCZ1t7vN8TisfNAwPVyDBXsMt7J//35PmzBg8DYtrGP2+pfZ8zY9XIXpQdMfPYYEm8tik1oHjuPcbZJHYeWDhunhGizYY7iV66+/3tMmDBi8TQtXu3G9TQ9XYXrQ9EcPktnTGUz8gt/eAisfNEwP12DBHsOt1NbWetqEAYM3adFtMKG1Sw+g/9243qSHO2B60PRHj0B/OQL9ZQCApg7vmqTBygcN08M15C0tLf0+OCwsDDKZzI3mMAY73vYyclfwJi0a1eaK1E8mQYTlFVV9xZv0cAdMD5r+6hEV7I+uFg2aO3UYGx3kZqs8BysfNEwP15APGTKk3wcfOnQId9xxhxvNYQx2hg8f7mkTBgzepEWzJdiLCurf2zMA79LDHTA9aPqrR3SwApUtGjR2eNckDVY+aJgeriH/5S9/iZkzZ/bpoM7OTnz22WdXyCTGYCY3NxfXXHONp80YEHiTFs2d5oo0Msi/3+fwJj3cAdODpr96RAWZx5A2d3pXNy4rHzRMD9eQP/zww3j88cf7dFBzczM+/fTTK2QSYzBz7733etqEAYM3adFiWdqCDIjvD96khztgetD0V48hIZblV7wss8fKBw3TwzWkN9xwQ58PCg4OxhdffIEpU6ZcAZMYg5mkpCRPmzBg8CYtWtyQ2fMmPdwB04Omv3pEB3tnZo+VDxqmh2vIJ0+e3OeDFAoF/vCHP1wBcxiDHfZKGyvepIU7unG9SQ93wPSg6a8eUZYy2exlCyuz8kHD9HANtvQKw62wV9pY8SYtWjrJBI3+B3vepIc7YHrQ9FePaMsi32TGuLfAygcN08M1pACg1Wpx5MgRpKWlwWAwADCPy3vzzTcRFxeH6dOn44knnkBeXp5HjWUMfH7729962oQBgzdpYe3G7d+CyoB36eEOmB40/dUjks/seVewx8oHDdPDNaRVVVWYNm0afvazn+GOO+7AjBkzUF5ejltuuQWfffYZLl26hMrKSmzevBk33XQTcnNzPW0zYwDz3XffedqEAYM3aWEN9vq3xh7gXXq4A6YHTX/1iAg0B3ttlkW/vQVWPmiYHq4h/eijj9DU1ISvvvoKW7duhZ+fH+6//36o1WpkZWWhtbUVKpUKR44cgZ+fHz788ENP28wYwCxcuNDTJgwYvEkLd2T2vEkPd8D0oOmvHiSz16bRe9X7cVn5oGF6uIb00KFDeOmll/C73/0ODz/8ML788ksUFBTgrbfewuzZs/kdb7/9drz44otIT0/3oLmMgU5hYaGnTRgweJMW7pig4U16uAOmB01/9Qi3vNHFaOKg0hrcaZJHYeWDhunhGtLq6mpqoULyf7FlVaZOnYrW1tarZhxj8BEaGuppEwYM3qJFt8GEDksl6soEDW/Rw10wPWj6q4dCLuPfj9vW5T0zcln5oGF6uIZUr9fD39/qwP38zK0kuVxut7NcLveqNDnD/QQFec+7KV3FW7RotVSgMqkEYQH9H7PnLXq4C6YHjSt6kHF7rV40bo+VDxqmh2tIAfEXDA/Glw6fOXMGDz74ICIjIxEYGIgZM2bgv//9r91+Op0Ob7/9NmJjYxEQEIC4uDgcOnTIAxZ7H8XFxZ42YcDgLVqQ9csiAv0glfbfL3iLHu6C6UHjih6kK7e103sye6x80DA9XEMOAO+88w4++eQTAIDRaAQAPPfcc3aRdHt7+1U2r/ccPHgQDzzwAK6//nq8//77CA4ORnFxMaqqquz2Xbp0KZKTk/Haa69h0qRJWLduHRYtWoTU1FTccsstHrDee7j55ps9bcKAwVu0aNOYK9DwwP534QLeo4e7YHrQuKKHNbPnPcEeKx80TA/XkC5YsADjx49HVFQUoqKiMHToUCxcuBCjR4/mvyN/48ePx4IFCzxtsx0qlQpPPfUU7r//fpw8eRKvv/46nn/+efzzn//Ev//9b2rfzMxMbNmyBZ988gmWL1+OZcuW4ejRoxgzZgzeeustD92B9/D999972oQBg7do0W7pGgt3oQsX8B493AXTg8YVPSKCvK8bl5UPGqaHa8h//PFHT9vgMklJSaivr8fHH38MqVSKzs5OBAQEQCq1f0FIcnIyZDIZli1bxn+nVCrx7LPP4r333kNlZSVGjRp1Nc33Ktgrbax4ixbtGnMF6sp4PcB79HAXTA8aV/SIsHTjetMEDVY+aJgeruEVr0s7fPgwQkNDUV1djSlTpiA4OBihoaF46aWXoNVqqX1zcnIwefJku5k98+bNA4AeF43W6XRQqVT8n1qtdvu9DHbYK22seIsWbSTYC3Qt2PMWPdwF04PGFT3CvbAbl5UPGqaHa0grKirQ17+BRlFREQwGA37xi1/gnnvuwffff49nnnkGq1evtnvFSm1tLWJiYuzOQb6rqalxeJ1PPvkEYWFh/B9Z5LG2thbx8fHQ6XR8gVyxYgXq6+uxdetW5OXl4dixY0hJSUFRURHWrVuHjo4Oat+2tjZs3LgRFy9exOHDh5Gamor8/HwkJSWhubmZ2lej0SAhIQElJSXYt28fTpw4gezsbCQnJ6Ompoba12g0YtWqVaiursaOHTuQlZWFjIwM7NmzB6WlpVizZo2d3Y2NjdiyZQvy8vKQlpaGlJQUFBYWYv369XZ2q1QqbNiwAYWFhTh48CCmTZuGc+fOYfPmzWhqaqL21Wq1SEhIQGlpKfbu3YuTJ08iKysL27dvR01NDVauXAmTyYQVK1bAZDJh5cqVqKmpwfbt25GVlYWTJ09i7969KC0tRUJCArRaLXX+pqYmbN68GefOnUNqaioOHjyIwsJCbNiwASqVitq3o6MD69evR2FhIVJSUpCWloa8vDxs2bIFjY2N1L46nQ5r1qxBaWkp9uzZg4yMDGRlZWHHjh2orq7GqlWrYDQaqWNqamowdOhQZGdn48SJE9i3bx9KSkqQkJAAjUZD7dvc3IykpCTk5+cjNTUVhw8fxsWLF7Fx40a0tbXZ2b1u3ToUFRUhJSUFx44dQ15eHrZu3Yr6+no7u+Pj41FeXo7du3cjIyMDp0+fxs6dO1FVVYXVq1fDYDBQx9TW1iI5ORk5OTk4fvw49u/fj/KaBgBAoBzUvi0tLUhKSkJBQQGOHj2KI0eOoKCgAJs2bUJrayu1r1qthlKpRFFREQ4cOID09HTk5uZi27Ztdnbr9XrEx8ejoqICu3btQmZmJjIzM7Fr1y5UVFQgPj4eer3e7lnbtm0bcnNzkZ6ejgMHDqCoqAiJiYlQq9XUvq2trdi0aRMKCgpw5MgRHD16FAUFBUhKSkJLSwu1b2dnJ9auXYvi4mLs378fx48fR05ODpKTk1FbW0vtazAYsHr1alRVVWHnzp04ffo0MjIysHv3bpSXl9v5CJPJ5JM+IjU1VdRHmEymfvuIiqILAICiitpB5SOSk5Md+giTyTRofERxcTHWrl2Lzs5Ol3xEYmKiQx8h1MNXfIRYHHHy5En0C6lUyvX170piNBo5jUbTqz+TycRxHMeNHz+eA8C9+OKL1LleeOEFDgB36dIl/rvx48dz9913n911i4uLOQDcF1984dA2rVbLtbe3839paWkcAC47O9s9N+8FrFq1ytMmDBi8RYt3vs/jxry9l/vPoUvOd+4Bb9HDXTA9aFzRY8eZKm7M23u5x9b85EaLPAsrHzRMDzPZ2dn9ijvka9eu5QM/k8mEL7/8EuXl5XjiiSf4hZUvXryIpKQkjB07Fq+++mr/ospecuzYMdx+++292vfChQuYOnUqAgICAACPPfYYtf3xxx9HfHw8fvrpJ0yaNAkAEBAQAJ3O/oXZpLuXnEsMhUIBhcL6uqjg4OBe2elL/PznP/e0CQMGb9FCxY/Zs197sy94ix7ugulB44oe/NIrXjRBg5UPGqaHa8iffvpp/sPHH38MrVaLy5cvIyoqitrxgw8+wC233IK6uroratDUqVORmJjYq31J12tsbCzOnz+PYcOGUduHDh0KANRbP2JiYlBdXW13rtraWv5cjP6TlZWFkSNHetqMAYG3aNHupjF73qKHu2B60LiiB1l6xZsmaLDyQcP0cA2qqb569Wq8/vrrdoEeAAwZMgTPP/88/vvf/+Ldd9+9YgYNHz4cS5cu7dMxc+bMwaFDh/gJGgQy/m7IkCH8d9dddx1SU1OhUqmoSRqnTp3itzP6z4gRIzxtwoDBW7Tg19kLcG2dPW/Rw10wPWhc0SPUMlO8w4vejcvKBw3TwzWo2bjNzc3o6upyuHNXVxeam5uvuFF95de//jUA4JtvvqG+T0hIgFwux2233cZ/t3jxYhiNRqxZs4b/TqfTITExEXFxcWzZFRchi3IzvEcLktkLdXHpFW/Rw10wPWhc0SNUac5bqHUGGE3e8UpPVj5omB6uQWX25s+fj//85z+47777MGfOHGrHrKwsfPnll4iLi7uqBvaG66+/Hs888wzWrl0Lg8GAhQsX4scff8S2bdvw7rvvUl2zcXFxWLJkCd599100NDRg4sSJWL9+PcrKyuyCRUbfaWho8LQJAwZv0aKNLKrsYjeut+jhLpgeNK7oEaK0lk211uDykIOBACsfNEwP16CCvRUrVuC2227DvHnzMH/+fH5SQ1FRETIyMhAZGYmvvvrKI4Y6Y/Xq1Rg9ejQSExOxY8cOjBkzBl988QVee+01u303bNiA999/Hxs3bkRraytmzpyJvXv3Dsi3gww2Zs2a5WkTBgzeoIXRxPFdY64uquwNergTpgeNK3r4y6VQ+kmh1Zug0uq9Ithj5YOG6eEaVDfuNddcg3PnzuHVV19Fc3MzvvvuO3z33Xdobm7GH/7wB5w7dw7Tp0/3lK094ufnh7/97W8oKytDd3c3ioqKRAM9wPzGjOXLl6O2thZarRaZmZm45557rq7BXsqBAwc8bcKAwRu0IDNxAdeDPW/Qw50wPWhc1SPUkt1r13jHjFxWPmiYHq4h4TjOOwY4eIAzZ85gzpw5yM7OxuzZsz1tzoBAp9NRy9P4Mt6gRVlTJ2779EcE+ctw/sN7XTqXN+jhTpgeNK7qcdfnabjcoMbm5+fjxgn2kwwHG6x80DA9zPQ37vCK16UxBg7/+9//PG3CgMEbtCBZEvI6KlfwBj3cCdODxlU9yCQNldY7MnusfNAwPVxDWlhY2OeDtFotPv/8c1RVVV0BkxiDGfayaiveoIW7ZuIC3qGHO2F60LiqB5mkofKSblxWPmiYHq4hzc7O7vNBnZ2dePPNN3Hp0qUrYBJjMMNeVm3FG7RQ68yTM0KUrr09A/AOPdwJ04PGVT28ba09Vj5omB6uId++fTsuX77cp4N6WouP4dssWbLE0yYMGLxBC7Wl4gxRuB7seYMe7oTpQeOqHt7WjcvKBw3TwzXk27dvx/bt2z1tB8NLSEtL4xe59nW8QYsOS2YvyA3Bnjfo4U6YHjSu6kEyeyqNd2T2WPmgYXq4htxkMnnaBoYXMXXqVE+bMGDwBi1IZi/YDd243qCHO2F60LiqBxlq0OElmT1WPmiYHq7BZuMy3EpbW5unTRgweIMWap254nRHN6436OFOmB40rupB1tnzlm5cVj5omB6uwYI9hlvRaDSeNmHA4A1akAkawW4I9rxBD3fC9KBxVQ9v68Zl5YOG6eEaLNhjuJXx48d72oQBgzdo0eHGblxv0MOdMD1oXNUjxMsmaLDyQcP0cA0W7DHcyokTJzxtwoDBG7RwZ2bPG/RwJ0wPGlf1IN243rL0CisfNEwP12DBHsOtPPzww542YcDgDVrwS6+4IbPnDXq4E6YHjat6hAV4V2aPlQ8apodr8MGeTqfD7t27kZeX50l7GIOc9evXe9qEAYM3aGHN7Ln+Bg1v0MOdMD1oXNWDLA/UpTO6wxyPw8oHDdPDNfhgz9/fH0uWLMHJkyc9aQ9jkMNeaWPFG7Rw55g9b9DDnTA9aFzVI9DfXEa7jSZ0Gwb/kmKsfNAwPVyDD/YkEgkmTZqEpqYmT9rDGOSwV9pY8QYt3Dlmzxv0cCdMDxpX9Qj0l/H/7+oe/OP2WPmgYXq4BjVm77333sOKFStQWFjoKXsYg5wnn3zS0yYMGAa7FhzHufXduINdD3fD9KBxVQ8/mRT+cnOV1tk9+LtyWfmgYXq4BhXsZWRkICoqCjNmzMDdd9+N559/Hq+++ir194c//MFTtjIGAXv27PG0CQOGwa6FVm+C0cQBcE9mb7Dr4W6YHjTu0CPIkt3r0g3+zB4rHzRMD9egPLgwTXrkyBHRAyQSCb788ssraxVj0DJ37lxPmzBgGOxadFjeniGR0F1k/WWw6+FumB407tAj0F+O1i69V2T2WPmgYXq4BpXZM5lMTv+MxsH/EDGuHFVVVZ42YcAw2LXg34urkEMikbh8vsGuh7thetC4Q49gfkbu4M/ssfJBw/RwDbbOHsOtyGSuZ4C8hcGuBT9ezw1duMDg18PdMD1o3KFHoMJ8DrUXBHusfNAwPVxD1ItnZGQgNTUVDQ0N+N3vfodJkyahq6sLFy9exOTJkxEcHHy17WQMEoYMGeJpEwYMg10LtRuXXQEGvx7uhulB4w49gizLr3R5QTcuKx80TA/XoDJ73d3deOihh3DzzTfjz3/+M/773/+isrLSvKNUip/97GdsvB6jR9ii3FYGuxYdluxIkJsye4NdD3fD9KBxhx5kbGmnFyy9wsoHDdPDNahg7/3338fevXuxatUqFBYWguM4fptSqcSSJUuwa9euq24kY/Bwzz33eNqEAcNg14KsVUayJa4y2PVwN0wPGnfo4U1v0WDlg4bp4RpUsLd582a89NJLWLZsGSIjI+12njZtGkpKSq6acYzBx+bNmz1twoBhsGuh1ZvfQqD0c89YmcGuh7thetC4Qw9vyuyx8kHD9HANKthraGjAtdde63BnmUyGrq6uK24UY/DCXmljZbBrobGMe1L6uWce12DXw90wPWjcoQeZjdvpBRM0WPmgYXq4BuXFR40ahYsXLzrc+cSJE5g4ceIVN6o/FBUV4dFHH8XIkSMRGBiIqVOn4sMPPxQNTnU6Hd5++23ExsYiICAAcXFxOHTokAes9j7YK22sDHYttAZzsBfgpszeYNfD3TA9aNyhB3k/rjess8fKBw3TwzWoYO/xxx9HfHw8fvrpJ/47sr7W//73P2zduhVPPfXU1bWwF1RWVmLevHnIyMjAyy+/jP/85z+48cYb8be//Q2PPfaY3f5Lly7F559/jieeeAJffvklZDIZFi1ahOPHj3vAeu/i2Wef9bQJA4bBroWWz+y5J9gb7Hq4G6YHjTv0CFJ4zxs0WPmgYXq4BhXs/fnPf8ZNN92EBQsW4Pbbb4dEIsHrr7+O0aNH44UXXsC9996L119/3VO2OmTjxo1oa2vDvn378M4772DZsmVITEzEU089hd27d6O1tZXfNzMzE1u2bMEnn3yC5cuXY9myZTh69CjGjBmDt956y4N34R1s2rTJ0yYMGAa7FlqDecxegBvengEMfj3cDdODxh16eFNmj5UPGqaHa1DBnr+/Pw4cOIDExESMHz8eU6dOhU6nw8yZM7Fu3Trs2bNnQC5sqFKpAADDhg2jvo+JiYFUKoW/vz//XXJyMmQyGZYtW8Z/p1Qq8eyzz+Knn37il5ph9I877rjD0yYMGAa7Fho3Z/YGux7uhulB4w49+MyeF0zQYOWDhunhGnYjryUSCZ588kns3LkT58+fx4ULF7B371489dRTbnll0pXgtttuA2BO8+bm5qKyshLfffcdVq1ahVdffRVBQUH8vjk5OZg8eTJCQ0Opc8ybNw8AkJub6/A6Op0OKpWK/1Or1W6/l8HOhQsXPG3CgGGwa6HRu3eCxmDXw90wPWjcoQfJ7Km9YOkVVj5omB6uQXnx+Pj4QSnovffei48++giHDh3C9ddfj9GjR+PRRx/FK6+8gi+++ILat7a2FjExMXbnIN/V1NQ4vM4nn3yCsLAw/m/hwoX8OePj46HT6fhBpCtWrEB9fT22bt2KvLw8HDt2DCkpKSgqKsK6devQ0dFB7dvW1oaNGzfi4sWLOHz4MFJTU5Gfn4+kpCQ0NzdT+2o0GiQkJKCkpAT79u3DiRMnkJ2djeTkZNTU1FD7Go1GrFq1CtXV1dixYweysrKQkZGBPXv2oLS0FGvWrLGzu7GxEVu2bEFeXh7S0tKQkpKCwsJCrF+/3s5ulUqFDRs2oLCwEAcPHkR5eTnOnTuHzZs3o6mpidpXq9UiISEBpaWl2Lt3L06ePImsrCxs374dNTU1WLlyJUwmE1asWAGTyYSVK1eipqYG27dvR1ZWFk6ePIm9e/eitLQUCQkJ0Gq11PmbmpqwefNmnDt3DqmpqTh48CAKCwuxYcMGqFQqat+Ojg6sX78ehYWFSElJQVpaGvLy8rBlyxY0NjZS++p0OqxZswalpaXYs2cPMjIykJWVhR07dqC6uhqrVq2C0WikjqmpqcG5c+eQnZ2NEydOYN++fSgpKUFCQgI0Gg21b3NzM5KSkpCfn4/U1FQcPnwYFy9e5Icn2Nq9bt06FBUVISUlBceOHUNeXh62bt2K+vp6O7vj4+NRXl6O3bt3IyMjA6dPn8bOnTtRVVWF1atXw2AwUMfU1tYiOTkZOTk5qKqtBwB0trdi7dq16OzspPZtaWlBUlISCgoKcPToURw5cgQFBQXYtGkTWltbqX3VajUyMjJQVFSEAwcOID09Hbm5udi2bZud3Xq9HvHx8aioqMCuXbuQmZmJzMxM7Nq1CxUVFYiPj4der7d71rZt24bc3Fykp6fjwIEDKCoqQmJiItRqNbVva2srNm3ahIKCAhw5cgRHjx5FQUEBkpKS0NLSQu3b2dmJtWvXori4GPv378fx48eRk5OD5ORk1NbWUvsaDAasXr0aVVVV2LlzJ06fPo2MjAzs3r0b5eXldj4iLS3NJ31EamqqqI9IS0tz2UeUXTZPMGxTawaFj0hOTnboI9LS0ga8jzh+/Dj279+P4uJit/iIxMREhz5CqIev+AixOOLkyZPoDxJOsHKyVCqFRCJBZGQkbrnlFtx666249dZbMWfOHEilV+c1uiaTCd3d3b3aV6FQ8NnGb7/9Ft9++y0efvhhREVFYd++fUhMTMR///tfasr2hAkTMGXKFOzfv586V0lJCSZMmIAvvvgCr732muj1dDoddDod/zk3NxcLFy5EdnY2Zs+e3cc79U6ys7MxZ84cT5sxIBjsWjy3/jQOX2jAJw9di8fmjXb5fINdD3fD9KBxhx5nK9vwi5UnMCI8ACfeGdzdfqx80DA9zJw5cwZz5szpc9xBLY1fV1eHY8eO4fjx40hPT8dbb70FjuMQFBSE+fPn88Ef6Ta9Ehw7dgy33357r/a9cOECpk6dii1btmDZsmW4dOkSRo4cCQB46KGHYDKZ8Pbbb+Oxxx5DVFQUACAgIIAK2AharZbf7giFQgGFQsF/Zu8Itqe0tJQ9kBYGuxZkUWV3Lb0y2PVwN0wPGnfoQcbsecOiyqx80DA9XIMK9oYOHYrFixdj8eLFAICOjg6cPHkS6enpSE5OxgcffACJRAKD4co9SFOnTkViYmKv9iVdr19//TWuv/56PtAjPPjgg1i3bh1ycnJw11138cdUV1fbnau2thYAEBsb64r5Ps9NN93kaRMGDINdC3eP2RvsergbpgeNO/TgZ+N6wdIrrHzQMD1cw+FLL4uLi5Geno709HQcO3YMxcXFCAoKwo033nhFDRo+fDiWLl3ap2Pq6+sRERFh971erwcAKji97rrrkJqaCpVKRU3SOHXqFL+d0X+2b9/OVjq3MNi10OrdOxt3sOvhbpgeNO7Qg2Sh9UYOBqMJctnVGX50JWDlg4bp4RrUk7BixQo88sgjiI2NxaRJk/DGG2+gubkZL730Ek6dOoW2tjYcPHjQU7Y6ZPLkycjJycGlS5eo7zdv3gypVIqZM2fy3y1evBhGoxFr1qzhv9PpdEhMTERcXBxGjRp11ez2RtjDaGWwa6Fxc7A32PVwN0wPGnfoISyrZJ3IwQorHzRMD9eggr1XX30V27dvx4IFC3D69Gk0NTVh586d+OMf/4i5c+cOyDX2AODNN9+E0WjErbfeio8++ghff/01Fi1ahJ07d+KZZ56humbj4uKwZMkSvPvuu3jrrbewZs0a3HHHHSgrK8O///1vD96Fd8BeaWNlsGuhc/OYvcGuh7thetC4Qw+F3Fqlkcz0YIWVDxqmh2tQs3FfeeUVHD9+HOfOnYNcLscNN9zAT8q4+eabERYW5klbeyQzMxMffPABcnJy0NzcjHHjxuHpp5/GW2+9Bbmc7q3WarV4//338e2336K1tRUzZ87ERx99hHvuuadP1+zvrBhvxmg0DthGwdVmsGsx+6NDaOnsxsHXF2DysBCXzzfY9XA3TA8ad+kx+S8/oNtgwvG3b8fIiEA3WOYZWPmgYXqY6W/cQWX2vvrqK+Tk5KClpYXP8B0/fhwPPfQQoqKicN111+GVV15xu/HuYN68edi/fz9qa2vR3d2NwsJCvPfee3aBHmB+Y8by5ctRW1sLrVaLzMzMPgd6DHGE3eO+zmDXgn+Dhtw9Dnaw6+FumB407tKDZKLJbPLBCisfNEwP1xCdoBEaGopFixZh0aJFKC0txaFDh/DFF18gLy8P586dw1dffXW17WQMEh588EFPmzBgGMxacBwHrcES7Pm7Z5D7YNbjSsD0oHGXHko/Kdo1g78bl5UPGqaHa9h58YKCAsTHx+OJJ57A6NGjMXHiRLz00ktQq9V49NFHWb85o0cyMzM9bcKAYTBroTOYQAZ4uGuCxmDW40rA9KBxlx6kvOoMgzvYY+WDhunhGlRmLzo6Gq2treA4DlOnTsV9993Hv0lj7NixHjKRMZhgs5mtDGYtdIIuMHdN0BjMelwJmB407tKDDDsY7N24rHzQMD1cgwr2nn76adx666245ZZbEB0d7SmbGIOYK7ng9mBjMGtBll2RSSXwc9NaZYNZjysB04PGXXqQRcAHezcuKx80TA/XoIK9zz77zFN2MLyExsZGT5swYBjMWpCK0l1ZPWBw63ElYHrQuEsPhZdM0GDlg4bp4RqiEzTS0tKwb98+lJeXAwDGjBmD+++/HwsXLryqxjEGHzNmzPC0CQOGwayFu1+VBgxuPa4ETA8ad+lBxuxpBnlmj5UPGqaHa1CevLu7Gw8//DDuuOMOfPrppzh06BAOHTqETz/9FHfccQcWL17Mv4KMwRDj0KFDnjZhwDCYtXD3q9KAwa3HlYDpQeMuPZRy7+jGZeWDhunhGlSw9/e//x07duzAn/70J9TW1qKlpQUtLS2oq6vDG2+8ge3bt+PDDz/0lK2MQcDTTz/taRMGDINZC3e/Kg0Y3HpcCZgeNO7SQ8l34w7uYI+VDxqmh2tQwV5SUhKefvpp/Pvf/8awYcP474cOHYp//etfeOqpp7Bx48arbiRj8PC///3P0yYMGAazFldizN5g1uNKwPSgcZceZOiBbpC/G5eVDxqmh2tQwV5tbS3i4uIc7hwXF4e6urorbhRj8MJeVm1lMGuhdfN7cYHBrceVgOlB4y49vCWzx8oHDdPDNahgb+TIkfjxxx8d7pyWloaRI0deaZsYgxi26LaVwawFeVWawo0TNAazHlcCpgeNu/TwlmCPlQ8apodrUJ786aefxtatW/Hiiy+isLAQRqMRJpMJhYWFeOmll7Bt2zYsXbrUQ6YObLR6Iz7YfR6vf5eLunat6D6HC+rxctIZnCppFt1e2dKFP+84h/i0YnDk9QU213hvxzm8/l0u6lXi1/jhXC1+n3QGZypaRbeXNXXiLzvPYevpStHt7V16/PG7XLy/Mx8dWvvJOBzHYWtWJf6y85zofT7yyCNIvdiAN7adRXZ5i8P7/GD3eRw8L54lbunsxl935WPt8VIYTfY6GE0cNmdWONzOcRy2n6lCfFqx6Cr6HMfh++wqfP3jZXR1i6/ddCC/FpszK6A3incFpV1qROrFBtHfCQDKmztx9wMPiW7jOA7dA7yLibwqzZ2ZvUceecRt5/IGmB407tJDOUiWXuk2mBz6jw6tHjfc+YDDY0+XtWBfXq3o8RzHYVduNbZmVYpuNxhNWH+yzKH/NJk4JJ2qwPqTZaL+j+M4bMuqREJ6iWhAzXEcduRU4d3teaho7hK1P7O0Be/vzMf5mnbR7ZcbOvDO93lIzq7ivxOWjw6tHh/tLUBCeonoPXQbTPj3gYt46dtsVLWK23CooB7vfJ+Hc1XiNhQ3qvGHLTn4NqNcVEeVVo+/7DyHP2zJQWtnt+g5tmZV4s1tZ3GhViW6vbCuA69uzsHWLPH6uMNyjT9tPevwGr2FWnrlvffeQ3FxMdasWYP//e9/kErNsaDJZC6UTz/9NN577z2XLuitfHawEOtOlgEAats12Pz8fEgkEn57QY0KyzZmwcQBhy/U48c3bsfwMCW/3WA04Zl1p1HUoAYAhAb44bF5o6lr/OvARSSdqgAA1LRpsGUZfY3cyja8tOkMACCtsBHH3rodkUH+/Hat3ojfrD2FyhYNgApEBvnjrmuGUdd4+/s8HLAEYVq9EcuXzKK27z5bg7eS8wAAWWWt2P/qrZBKrTYk7UvFiqJg6I0c9p+rxaE/LsSI8AB+u85gxBMJp1DR0oV1J8uw+fn5uHFCFHWNl5PO4GSxOSDmADx7yzg7rb/+sRgA0Nypw5v3TKW2b8wox193nQcAlDR24l+LZ1Lbt2VV4a3vzfdQUKPCisdnU9t35VbjD1tyAQB5Ve345KFrbY6vxJsWDd5bNBXLFkywu/77O/OhlHHY9UoIpgwPoba/vysf32ZU4LF5o/CPX11L/YZqnQEf7SlAt9GEDx6YjrBAP+rYovoOFDWocde0YfCXuy/rZgvJ7LlzgsaRI0fw6KOPuu18gx2mB4279LhaiyqbTBxSCxsQGeSP60dHUNt0BiM+2luAdo0Bf140jfL1ALAy9TI+O1iIhZOHIOHpuZAJfGiDSotffX0S1W0avLhQg3fuo/3bD+dqeT//6p2T8Me7J1PbV6UV498HCgEAjR06/P72idT2zw5dwiqL/2zt6saffjaF2v71j5fx6cFLAMwN87/8/Bpq+3enK/HO9nMAgLNV7fjqseup7YcK6vH6d2cBABklLTj0+gLIBQuzlzZ14smEU+g2mrAztxppb9L1lFpnwJMJmahTabHldCWGhiiwYPIQqny8/t1ZHL5Qb9HaZHePq9OK+TqioqULe1+5hfKz52va8dK32TCYzPXU4T8uxNBQ62/UbTDh6bWZqGrVYFduDcID/fDzmbHUNT7cU8AHo506AxKenkttTy9q5OvK1MIGHPnjbZQ/1+qNePKbU2js0GH32RpEBtrXxx/uKcA2wTVW/2YO+gtVW8hkMqxbtw65ubn4v//7Pzz33HN47rnn8PHHHyM3NxeJiYl8AMiwotEb8G1GBf85o6QF52voSP6b46UgDRCt3oSNGWXU9vSiJj7QA4C1x0up1oRaZ8B3gmzcqdIWXKzroM7xv2Ml1P5Jp8qp7Snn6yyBnuUaJ0qp7VWtXUgpsGbbtudUo62Lbk2sTrNe42JdB9IvN1HbC43DoDea7e7qNuK7zApq+w/n6lDRYm1p/S+9hNp+oVbFB3oAkJBeQunQ1W1A4oky/vP6k+V8YAKYHfDK1Mv85+/PVFFZUI7jsDqtmP+8N68WZU2d1HbiCAHgu9MVVAbTZOKwQnD+lanFVKXS1W3ApylmR6s1SvDV0SLq/rLLW/iysjmzEsdt9Pvy8CV8l1WJHTnV+OSHC9S26jYNHlp1Er/bdAZvW4JVIXvzavDVkSJ06lxfaZ4MbndnZu+aa65xvpMPwfSgcZce/OvS3JA91xtNSEgvEc3ufHH4Ep5dn4Ulq39CXlUbtS0hvRTfZlRgz9ka/G13PrWtuFGNTw8WwsQBqYWN2HO2htq+9kQZqtvMfvp/6SV2manPD12y7nu8FGrB864zGCn/lZBeQvVudOoMSBT4/XUny6jeDa3eiG+OW7dvzChHe5e1h4fjOMQL6pk9Z2tQ2ULbl5BuPb60qRNHLzZQ29edKEW3JWPYoTXg2wy6ntqfV4s6gc8m9pLyUdyo5gM9wKyRQZCBNJo4rLckXgDgfI0Kp8vonq71J8tgsFTIKq2BD6gIP+TXoqrVWlfGp9H1VGtnN3bkVPOfD19oQHlzJ7WPsJ5qUndj99lqavuu3Go0duj4z2uO0ddoVuvw/RmrXQfO1znMlPYGKQBotVp89913+Oc//4mEhAQMGTIE7777LlatWoVVq1bhnXfewcyZM52dy2fJr1JBozdiRHgAfmaJzIWF0WA04chF8+fH48zZuqMX6dXAf8ivBQA8dP0I+MulKGpQo7jRWnhOlTSjq9uI0ZGBuGua+RoH8q2BWbfBhLRL5nM+Nm+U5Rr0Q/bDuTr+GgBwsriZCuZ+LGwExwHzxkZi6vAQGE0cjlywnqOqtQsXalWQSoD7r40BABwR3CfHcThZYbb5V5Zr/JBPd9Uesux/z3TzPRy/3EQFSwfPm7ffNmUIAv1lqG3X4ly1Nc1+7FIjr/XIiACodQakF1m1PF+jQr1Kh2CFHNfEhMJg4pBWaN1e0tSJkqZO+MulmDUyDIC51UUoa+7CxboO+MukGB8dBBMH/CjYXlCrQnlzFwL8ZAhRytGu0SO73OpITlxuRrvG6hxTztdRweies7WUHvvyrJ8NRhO2Zlkf7l25NZQ2SafK0aE1O+adudXUg3+uqh2vbM7BZ4cu8a1JV7Bm9tzXuGttFR9a4KswPWjcpYc7x+x9dvAS/m/fBfxlZz5Szlt9XafOgLWWoMhg4qgAhwx1IRwsqEeLoAvuQH4dhHHj3rwa6thdudagwGjieJ8ImIeHFDWoIZNKEBXkD7XOgGOXrP4tq6wVHVoDIoP8MSREgdYuPU6VWIfT/FTcDK3ehBHhAYgNU6JDa0BmqXX7mYpWtHbpMSREgfHRQdAZTDhRbG2QXqzrQGlTJwL8ZJhp8Z8pguE4zWodTluG7yy6djh//8L7O2ypU0gdcMSmniI9S6SeSi9qQle3gS8fpM65ZWI0IgL90NalR5bAB2eXt6K5sxthAX74xXWxlmtYbTCZON4mco3952i/TOrOR24w16XnqtvRIAhAj1xsgNHEYerwENw43twzlSq4j06dga+PSZ2/z+YaRAfSg5dV3kKVk9TCRpg44JqYUMSNiwQA/HiJ1qovSBsaGjBjxgw8/vjjeO+997Bs2TJMmjQJhw8f7vdJfY2zlW0AgAWTh+D2qUMBABmCcXmF9R1o69IjRCHHa3dNAmDOYDWrrVE9Kaw/nxWD60aFm78rsz6E5Hw3T4zC7VOHAAAVZJyrbodaZ37ISUo7t7KNb/VxHMdf44n5ozF+SJDdOX4qJteIxm1ThlrsstpAnMZ1o8LxwCxzsCfMwlW2aNCm4+Ank+Cte81dA0UNar5lyHEcf43nbx2P4aFKdBtMlA2nLfd859ShuMnSvStslWWWmv9/57ShuHWSvQ4kU3bjhCjcOc18D0JnRe7h+lHhWGQJWE9ctt4Duf7MkWF40OIoThTbb58/PhI/u2Y4dU2zHub/Px43GuEKQG/kcFbQ6if7PmFxAEJHfbaqHe0aPUKVckQHK6DRG3FK4IgPF1gfdI4D0i9bj918uoKvQH7Ir0VDh9Uxbc2qxDV/PYDfJmY6HCNkC7+osr/7Mntarfg4U1+F6UHjLj3604375x3nMOUvP+DLw9ZMvN5oonpHNgn+n13eik5BIy61sIEf31ba1Iny5i74ySQYHRloflYFDVISBBAfcOJyMz/urLpNg9p2LeRSCX4+1tztKPSxxH/MGRPB+6+sMmFj07z99ilDcctE8/vthYEQ8YW3TRmCmyzbhT6GrwMmRPF1gNC/kTrphrEReHBWrN3x2eWt4DhgyrAQLLEESqcF9VhliwbVbRrIpRK8e980AOb6k4wP5ziOv8Zvbx6H2DAlDCYOuRVtfPkgNt42ZQgWTh5CfSe83i0To/ntGYLtlxvVaOvSI8BPhjfuMddTF2pVfI8Ix3F8nfDQ7BF8UPuToE4n49FvmzIUt0yKttueW9kGo4nDiPAA/PamsZb7bOczkEYTx9v02LxRmDIsBCaO1oqM7b996hAssNzHCZueoL4g/eijj1BWVobXX38de/fuxX/+8x8EBATghRde6PdJfY1iSzfg7NHhmDUyHIA5w0Qq1vPV5i7dGSPCMDREyQdapKu3rasbJZYs3vWjIjB3rHn8h3CSxVnLINI5YyL5a+RVtfHXKLAMAJ01MgwjIwIxPFQJE2ceAAqYnUiTWgc/mQTTY8Mwd4y5pWAbMALA3LERfAEXZtXyLYNprxsVgbljzcdfblDzD0lOZSt/nzFhARgdGWi2s7oNAFCv0qGlsxsyqQQzRoThBst95lnujeM45FoC5xvGRmKm5T7zhTZY/j9rZDhuGBNhdw9kwO+cMRG4wWKj8HgSmM8dG8kH1RfrrF3uORbN54yNwCzLduHg2jMVVvvmWK5fIOiyJ/bHjYvEzJhgyr6ubgOKG81d9csWjAcA1LRr+aCf2BY3Pgq3TDQHuucsgaJaZ0Bhvfm3JJVEdpl9oA4AJs66zWji8J9Dl9DVbURqYSO1X0/wiyrL3RfsjR071m3n8gaYHjTu0oNk9nS9nKBR3tyJTacqoDOY8NXRIj4zX1jXAZXW2sWZVdbKT6wiAdQvrotFsEKODq0BpZZ6gPizmSPD+V4Y4hc4jsN5iz96cv4YBPjJoNEbUdpk9gvEV0yPDcVd00dQxwJWX2P2bxb/J6gniK+6bnQ4759yRLZfPzoC8yz+8azg/MT2G8ZGYvaYcOqagNX/zRkT0aN/njkyjL9+eXMXn7EidcH0EWEYGx2EGMtYRjIkqay5CyqtAf5yKabGhPA+/ExFK18+SJ0krCOEw6aENpB66kJtBx9onbFofP3ocMRaMpwmznrvjR06NKl1kEqAWaOsdbpQh7OVpB6yXiO/WqCT5RpzxkRgwpBghCrl0OiN/H2WN3eiQ2eAQi7F9NgwzBoVZq+l5XozR4ZjtmVMaIGDiR69QXrw4EE89dRT+PTTT7Fo0SK8+uqrWLFiBcrKylBYWNjvE/sSZZYHdVpMKCYNC4a/TIoOrYEfH0eCpBkjQgEAUy0D9i9ZKu9L9ebjR0YEICLIH9fEmH944Ri+y5b/Tx1uHvDvL5NCpTXw4wpIQbwm1nKNGPM1SCBzodZ8rUlDQ6D0k2GaZTs5r6bbiErL2JDJw0Nw7QizDYV1HXyL1Rq0hiIqWIHoYPOgWhLAWG0023CtJWAktpFAbMKQICj9ZJgyLMRyn2bb6lRaqHUGyKUSTBwazNtAHgCO4/hzXDsyjL/Xy41WnUhwO2V4CCYPMwdbZc1d/LgVsu/k4SG8nVWtGqgsLcviBrPDviYmFNfEmLeXNKr5LAH9O5jPT35HjuNwud6qgX+nuaugyLL9Qq0KHAcMC1VgTFQQRkWaJ64U8uXA/O+04SGYYrGNOAdyX0NDFHwFQpxeS2c3X9H8fKa5tZ9rCRLzq9tRIxhzeEjQ7d4TJNgLcGNmLyMjw23n8gaYHjTu0oPP7InMxBfjsGCoisHE8Vk4EmTdMjEakUH+lsra4suqrY1KMgGLBFLkmZ06PIT3w+TZrmrVoLPbCD+Z2ccRH0YChSKL/7gmNgwNReZJDk1qHT/chpxn6vAQTCP+qUHNN/rJtacJthdbfBbHcZRtkyz+8bJIPTNleAhVT5ksmUfiq6+JCcX02FBIJEBtuxZNlgYrCbquHRmGUKUfPzmP1BHk/qZYrk18LNGT1BXTYkLhJ5Py+hU3diIjIwMtnd1oUpu1mDwsGDMsdYRwVi9vw4gwjAgPQICfDN1GE8osw15IvUquzddTlt/vgkWjcdHmeor8RmS73mjif4drR4bx9Ux1m4bvSeOvERsKqdScYAGsfpwcP3lYCJ/8AKw+XWcw8vXG9NhQ/reobNH0e0y2tKKiArfccgv15S233AKO41Bf37uKwddRaQ2QSoCJQ4PhJ5PymbtiSxBIKuJJQ80/2ORhJBDrsGw37zd+SLDlX/PxJY2d4DgOTWpzRkwiASYMMV+DBArllgJ8uYEEOaGWf83XIIWLTEIg5ybXKrF8X9yoBscBEYF+iAryx4jwACjkUuiNHGrbtNS+xH5yPyRYJQ/0BMs1JkSb/yUPGdlObCTOhjgAEmiNjgqEn0yKiUPN28tbumAycWhU69DZbYRUYn4Qx0aZz9/WpUdLZze6DSbexqnDQzA8VIkQhRxGE4eypi5wHMc/QBOHBCMs0I9vWRIbSiy/xbjoIAwNUSA80A8mzmy7ycRRv9Ukiw617Vq0a/SoV+nQoTNAJpVgbHQg7l9gnp1Varl/kr0l+k0ZFkr9RiTomyxwtGQbqWSmxoTyv2GFRRdiU2yYEjdNMHcpkODedqKQ8PPhgnr8bVc+NU6EoLsCiyo/9JD4UjS+CtODxl168BM0RLpxNd1GfPLDBWrpKdvlP8gzQp65mSPDeF9EfHmZZTD++Ohg/lklz5wwICMN2sI6NbWN+HHiC4jfKuXPG4THlvwKsRb/dNkS0BF/MHlYCMZEBUIqATp0BjSqdVBp9ai1NOwmDw/BeIv/rWnXoqvbvE9bl56vqyZY7qmhw3ysWmfgJ4ZMGhqMsVFB8JdL0dVtRFWrBhzHobSR1CPBCFLIERtG10PE/omW+oVcgwScJFgk902COdIILxPcP9EJMPvfhx56iNdvZEQAAv3lfKBV266FptsIvdHET2iZODQYUqlEENR28Oci9wAA46LN/1ZYrn2JD4jpupRcu6ZNA4OJg0IuRWxYAMIDzeMjye9k/j3V1H2Ms/hsUn5IeSDnJnUpqacrW8zXCPKXYUS4OQk0LNR8jYqW/k3SkOp0OiiV9LRw8tlgcH1Wn68QExbAdx+MsnRfVll+FPLjjI4yf08KGfmePOh8wYgOgkQCtGv0aBZkbWLDAvhMyxhLoFPeYt5GMnyk65QEQuR78hCR78lDWN7cCYPRxF9jwpBgSCQSSKUS/j4qWrrQ1W3gW2+jIszfWx0gHayRc4+OIkGJtQCbbQywOd4acJp1CLZoqoRMKkG3wYRGtY6f9RUbHgA/mRQBlgeB2FDXroXR8hAOD1VCIpFgvOAaLZ3dUGkNkEisQS+5x+o2Ddo1er7VaP4NJLyeNW1a1Km00OpNkEslGBURgFClH5/drGrtQonF/tGRgVDIZcg9ftB87Uazo660/BYjI0g5sPmNBL8B2VbZag5SyWSM8dFBGBEeALlUAp3BhPoOLR9EjhsShDGWMlZtcXgFteaK7LYp5jEfF2pUMJk4aPVGvJF8Fut/Kserm3Ngi/XduO6boLF+/Xq3ncsbYHrQuEsPhcUPa0SCvX/+cAHxaSV4d8c5fpY+ySaRZ4R8Jv5qTFQg75tLGjthNHH0Nos/r7Tx9+OirQFVk1qHDq2e32dcNPE/Zv9F6griA8ZFB2H9+vX88SWNnVBpDXy38tioICjkMt6XlDR2osYSqEUE+iFU6YeIIH9EWJb6KG3qRLXFzwwPVULpJ0Oo0o8PIEoaO/lrRwX5IzzQH3KZFCMjLPa1dqGhw9zYlkmtfpHYX2lpeBJfRvwqafgT317a1GX53nxfpC4hthE/N5o/3hosrlu3nvKRABAW4IcQpZy3saZNAxMHKORSPgCbIJLYENo2Ltp8LdIoJz1cxJcSWxo6dNAZjHzyYkxUIL/sGAluS5vMvp74ZPL7kfJD6jpSb5NyQGKD6jaNpXx18TqSJWNIne9ojV1nSAGgrKwMZ86c4f/y8syz+YqKiqjvyR/Dnthwa8BMCnBlqwYGo4kvyKTQkNYaeTjLLQ/AWMsPrvSTYbhlzZ+qVg3fWhsRYV2vjpyrorkL3QYTP1WdPJyxliCo2jbYsxSumFAl/GQS6I0c6jt0/PIiotdo6eIf4hClnF8rKMZyz8Q+0iq0Bpzmf8ss90daXMRBxVhahWqdAR1aPa8HOV4uk/K6VrR0WYNmy3bA+kCWN3ehpl3D3zt5QEZYjq9rt+oYHazgA3MSLNa0aXj7ooL8EaI03yNpuZq3a3iNyLpR5B5q27T8+YnN7778HABz5retSy+4f/Mx5DeubddAqzei1TKRJTY8AMMs27R6E9o1eurcQidc1tTFO5Bx0UF82SMtceJ0Fs2IgcSSBWju7MaxS41os1zvVGmz3SLP/AQN9rq0KwbTg8Z9r0sjEzTsx+ylWmbmG00c9pytAcdxvG8kKwyQrIzQX5FKuaSpE7XtGnQbTfCTSfgxX4D5OQbA+9KYcCWCFXKEWoKRepXVRxC/MVLwvALWYGdsdCBefvll3v/Utmv580cE+gka/dbjia+PFaxrOlrQ6K9p09ptJ/6vrl3D2y22vbpNw/vfEeEB/BqfwjqioUOHboMJMqmE7zEh/ohcu7adttH2/q31FB1MdnYb8eQzy/ghKeR4iUQiqG/pOoLUAbF8HWBOBhBbSPBE/iWBJKmHyDWigvyh9JOC48x+nmQAR0cG8TqRfWvbtWjp7EaXZfIOsY0kWcj9kWsQfYcL6uM6lZYPOEcJ6jqyr3C5lr4gBYD3338fc+fO5f/uuusuAMDvfvc76vsbbrgBc+fO7fGEvopw4WBha6e2XQuDyTxDlVTgpGDUq8yFr94yc3J4mPUcZN96lRZ1lgckRrAwJ589bNWgtl0DjjM7uSjL4pTCh5TjOLtARCqVYGiI9Rpku3Dxz1GWgKKipcva0oiwFj7iiOrazWPtyHgFYjuxsbZdQ7X6SKASJHCEde1avsVCWpvC61U0d6GiWWNnA7lWQ4dO8JBa72F4qOUhVGl5ZyY8P9m3pk2DBstDJFxcM1YQDPL2hQjOL3D0dbz95u8S4lch3BIYN6p1dvcfwx9rtS3AT4ZQpRxKPxn/WwodPakkSFBep7IGsSMjAhETroRUYl4nr1FtDeJHRQZiSLD5vutVWr47CDDPGM636crSXIFgj73uiIbpQXOlX5fW0KGlusAu1XegXaPng8LZlgkF9e06OksVEcgHJbVt1qAoJizAHNgIKvoOS3eoebv5+R4ueM6twZ75O2HmrKvbgA6BD12xYgV/bB3lo631BMleNXRo7YIUABjGb9eJbw+1BkK1Kvs6wNrYdeKfW7r4AIU0SIXnqleZu1lJA5MkCkbw92+up0iDneitkMv4BZf/syaRrwtjqbqQ1LcaQe+RtY4YLgiYmzt1MJo4SCXge2VG8r5UC47jqEY9YA4ohUFpVRvJXlp1JL+nuR4z1yPRwf58UGzVQcfbYtbKfA6Z1HqNimbx+pbU6cKVFvqCPDExsV8HMmiEGTFhlE8CiGGhSn6V9KEhCsik5ii+Sa1Dg4oEGdaHiDxQDSot3xIRPoTkIW9U6/iMGp3RsmbNVBoD3xoYKghUhoUqUN2mQYNKizqVJZgQBDok6GlS6/hAhgqkBAWcrEEU5C9DsMIcwJGH1MSZV2oXczYxYQFQaTtQK3hIhPc5TGBDo9re2Qwlzkyl42dbxYY5eAhJUO0gmGskv0OIfTBY1abh9RgiDBYFjpwMnCXnf+qpp7ArIQdtXXo0duh4Z0muGcO3qulKgPyGw8OUaO7sRl27tQyQ+4m2BG7N6m6+ez06WAE/mbkLu8ZyDPndYsKUGB6mREOHDrXtWmpSCwBcrlfzM74Aa1bEnWP2nnrqKbedyxtgetC4S48AB7NxyeQp/nODmn8+IgL9MCoiEBIJ0G00obhRzS8sPjxMyTe2mtQ6fqgHCRZiBAENCRTCAvwQ6C+3HB+AS/XmYSbCrB8gaDCrtHw9oPSTIlghx1NPPYV9F9sAmOsBPvMm8I/EnzeodFD5mf2PMPFA6pRGlZbvAhYL9uo7zLNPhfcj3Le2XcN3l9J1iPn/jR06vo4R+lfiq+s7rL4oyF+GEEsdQfyrRm8OBJs6zNqShqn5egq0dHZj/u33Iim7zqKp9RoxAg3JeE1hgz1GENA2qKy+kgSkxJd2G0xQaa3jFkfaZDgvN6hR3dbF3+cQQT0xnO+ts9YzQp3I79DcqYPeaOLHwQvr02GhCpQ2daKhQ4s6i53C7STG6G9mT/7000/360AGzTBB4SIZmZbObn7we5Sg8MplUgwLUVgqZI218AQr7M5Xr7JmZ4SBGHE0TWodmtX2D0iAvzlDpNIaUNnaxS/GKyygwmtYA0prASfXaFbr0GK5RlSQ9XjiFGoEWa0AWAf7+8mkiAj0Q2uXHtVtGn5dquhg+iEprO+gMnvCh4Ro2exAS2HLlswapoJFEoy1aVHPZ/YE24mz7NDxLSZhsMcHvA62DxdkNzstK9GT6+/cuRPRwZNR1KDmJ9kA1iBYWEkQB0M7MSXO16jMATmf/VVadDHb0KTu5ssP+b0ig/1R065FeXMn350wPEyJ4aFK5KEddSotP24lOtgfTepuvkVNuBLduDt37mQBjgCmB4279CBltttogtHE8Y1s0gVIyvzlBjWVLfOXSxEVpECTWsfPvAwL8IO/XIroEOvz1txpft6IH4oOVkAulcBg4vj3rA53EGzUqjTU9oggc+bfxFm7j4eEKCCRSLBz506Mmnev+VhBZm8YFexZgrkOHX/fQh8/VODfSB0gbCzzGad2LSChvzP/X8FfPzzQ3+78UcHWuo4sISWsI4R1TK3Ax5EGrUJuXpy+w7KyBOlRiLappy7WdSDlWAZqDcPNmorUUy3qbij8pNR3wvupbRf0zgh+H6Wf0AZrXTmUqm8VlvvU8/WtsB7jkwoqDZ/4EOoYFaSAVGL+nYvq1eg2miCR2MQNggY8r6XwPiz7ttq81aq3sHefuYmIQOuPEhkk9gD4U/tHWn7E8uYu/tUx4oGYdVq7sPCRwK6pQ8f/+JG217B8JjOg/OVSvtvU0TWoBzmItEa60UwCFUHhI45Eq7dO8BgRGUzZQB4IMmNXLpVQNggzlGLdBFFUBosEewIbBN24RAfhb0GcYVOnjs8cCh8w4mzbuvTi2y3dsO0avSDzJxLYd3Vbu4Et2+Pi4vj7q2nT8k4k0mIfsdPEWSe5CB0I0b+ytYt/BR3ZHiUIxJtsnA85L6mwwgP9oPSTCbKcGr5lSdaIIp8JJNhzZ2YvLi7ObefyBpgeNO7SQzipSPiqMNIFSMq8SmvgZ5eSZ4P8S54d8vyTZ0utM/Bj40hAIZNK+ECIrMAQHWL1QUP4QFGH1k5zNybxzQq5tSeEzNAkvj0uLo7PCNWrdGi1+ODoIKH/szZ22zWO/V+9SivqH4fzmT0t70eESQOyb2uX3trYFfXPVj8kVkd0G0x8b4KwjhFqQVYjUPpJESRY8onUB2HDR4vWU5HCeopPSthr1NzZbQ2YQ2kbyPnIqgwym3oq0lJPtHTqrDaIJGfMPTikHrFul0klgrrQfJ9hAX7wE7wzOJpPbFgTA8LAmQwJUmn6ufRKv466SqjVavztb3/Dvffei8jISEgkEqxbt87h/jqdDm+//TZiY2MREBCAuLg4HDp0yOV9e4Mw0CI/kFpn4LsubYO98AC6gIcF+FFZFFKQGtU6tFkW+QwPsL5EmRQcldbAZ/4ibK9heVBJoDUkWEG9DJo4q8YOHb+QaLjgRc3WgEKQVRNcQ+knhb+lsJKJAH4mOmggdpIlTyKC/CkbyD01WmZ6ma8hDHisDwAJnIVaC1u2YvcQFkAeED3aiDMUHB/OO7NuUUcSIdjeKLI9NMAaDJLrkwqivLxc4ETM9y+VWG3yl0sRaHFqZKyJ0PbQAMssM8s2f7mULyNEl4YOHVo6abv4iscyO9oaIFoDZ+L4yfpOtpm9KzEbt7y83PlOPgTTg8ZdeggXAhdO0iCZvUlDg3m/RQIQ8jzxa4danh3yLIUq5fwxZLyr0E+F2TyroUp7H9TSZR3PFy6SHCBBAHmOy8vLef+jEviXUEE9wNcTHTp+gleEwIcIG9NkvJzQx5D/t3VZzx8WINxuvn57V7foUCBhzwvJeAqDUWGCgSQESN1ne//ER0bb1VPme6hoaINKxMdHCuqIJjWddRXeD8dZbRA2qgGrjuQ3iAj0o2wgAWVLp54aNmN7DfOKDvbbAWvQSep8YX0utLlFmFwJsi8nwoW++8KADvaamprw4Ycf4sKFC5g1a5bT/ZcuXYrPP/8cTzzxBL788kvIZDIsWrQIx48fd2nf3mBbScstXQdkccUomx+e7E9alrbBIHmgO7QG60NoE8TYXiMy0NFDRFqbtA2kgLZp9HzWSSygFOuCBMwDV4lNZOBziILOBJFrkofI1kZiAxmQKpGAHxsC2HQTdNqnz62tHb1oyzVMJBgTttjCBTqT44XOjvy/tUvPP2Ri29s1er7FRX47Pz8/Xi/SbRoR6M9P1xceT/QTqyTINuF1SXkqblTDst4pfy3i7Cv5c5rv17pEgYY/hiwYSlq8BOu7cd2X2fPz83O+kw/B9KBxlx5SqYQPzISTNOoEXbbkWSEvryez70P5Z878PXmWJBIJHwiS9VGFPQw9Pat8o63VOjlE6IMibHwEsc3Pz4+3p9to4ns+KP8TKOK/RBq7HVoDvzCzMNAk51dp9XwgJTw/uf/WLuv2cMoPmc+lM5hQYQl0bXuYQm18fJhNkBPJJyWswZ7Y8W3dEt5vhYnYIKwjhL+NQi7jeygc2WCtp6x+mrLRktkzJx0s9ZAge0s01+pNfFBsd5+WgJHU+eEO6uvGjm4+iyu8D7J/f9/5PKCDvZiYGNTW1qK8vBzLly/vcd/MzExs2bIFn3zyCZYvX45ly5bh6NGjGDNmDN56661+79tbbIMg29aacAwBYA1SyAwmYYADWJ1Bu0bPv1tWWHikUolDJ2F7DeK4bAsfcXCkWwKgW430g9wleg3bYC0qJJDaHmmxodhSwO2Ot9EhWCGngiES1NSrtHzLVHgOcg8dluVNhOcU2qc3cvzg3FCRYA0AtbwMgWjcbTCh0eJshduFwSZ5Cwc5f3R0NL8vWWPPNvtKrk8qArFAUqwCIc6Ht1kh57sEiFMgazkRjci/ZXwFJ+fHLBLtAPOLwsngdHcGe9HR0W47lzfA9KBxpx4KkffjkmAoKtif9yFkWagQmwYReeYiRAKjan49O8fBnpiPIdn7YIWcnxwAWH0k8aHkOY2OjkaQv4yfOEGedWGQIPR/7XxmT3y7WOaPNC5VGgdJBeLftNbGstD/BfrL+UDqEh8E2wRrSvr+hecHrP6crINnFyxajm/tNmumEPRwCPdvUYuPGwQEv4GIjxdutwb5tA3kc2VLFwyWiFO4T7C/nP+dSF0mbLgLr0m2h9voQGKE0iY1fw2hFqFKOT/+tD8M6GBPoVBg+PDhvdo3OTkZMpkMy5Yt479TKpV49tln8dNPP6GysrJf+/YW+5aAxZk0i7ckhIUHAIJtgz1B9yYZ02d7DjLWo8pBi8p6DeJk6IqbtDh5GwQBA2Aer0Wyh46CvfAAOujoaGmgtgcp6ALuOFi07/4QbifjIITfAdYHqNto4oM54W8R6G+9B7GHUC6TUhkvogNvv78MfjJ6gLdwO7GlSd3Nr1VHAvX8/HwEWWbk8ZlRm3ISKjje/Flut02se4XM9OM/C37bCEErU6hRqM19mtcTNH9HXkQOgA/0APe+Li0/P99t5/IGmB407tTDuvyKtSyT3osQpZxvyJLAjTxrJDgixwkbZ8LnHrD6NoDO8As/A1Z/Q7r37OqCIOu4OAC8z8jPz4dEIrELMoXHE5u6jSY+q0UFIUqr/yFDM+jMnnm7SqvnM39UN66ly5XjrNcPsfHRJGghk/RCbe6Pr2dEGrSAtU4gdUyQjc7ER9WqSGbSpvvTcnyHzhrQ2l6DHFMlEowDVh3FhtMA1sQHCRblUgkUcmtdKZVKBBlMUqbEEziVIg0Js810zBCskEMhGJIgkUioQL2vDOhgry/k5ORg8uTJCA0Npb6fN28eACA3N7df+wrR6XRQqVT8n1ptzqgp5TK7DAgpsEZLhG7rKPixZMQBKWweECXtPGRSid05hA+68JwE8hCRh9z2eHINsraT7fESiYQfU2Z7Tdv7IGNRrp8xldpOdLC8utHuISPHExtttwfZXN9fLqUC0mB/OcjQCqKDsJtBIpFQ2T3zNel7sH2whc5MIpHYpdvFuloJUonVWd999912QbyjFqXYZ0daAdZr8J8Fv4vt/dhWZITIIH/+XnQGEz+YXZgNUcrd5yLuvvtut53LG2B60LhTD7H345IGTajSz66itTaIbIIEYQPLNtgT+Cbb5zi0h+fY7rPNNYnPIHo4agAD9v4YoJ9/W38jlYBf9kR4bo6DaBepv9w6WYL4T9tz2tcRNkkFyzXIygCOtCJ1hH1SwuKjTBLR420bvgDd+BWeg9R1dppbNCH1kH1SwtrDA5h/I+GYPsBaVqzDhcSvITYcSLidxAxBCvuGtm257QteE+zV1tYiJibG7nvyXU1NTb/2FfLJJ58gLCyM/1u4cCEAQCEH4uPjodPp+IVBm+uqqWOLL11ASkoKioqKsG7dOgRI6TWgFFITNm7ciIsXL+Lw4cM4m5VBbfeHARKJBCtWrIBGo0FCQgJkJj21T+ZPx1FTU8PbcObUCWp7XVU5srKykJGRgT179kDVXE9tDwvww4oVK9DY2IgtW7YgLy8PctDjAzi9lj//ihUrYNvQOHpgL86dO4fNmzejqakJ2TY2lBQWoLS0FHv37sXJkydRU1ZMbQ9VyrFixQqYTCasXLkS7S2N1HY/GFFaWoqEhARotVp8/fVKBNs87OWXLyI1NRUHDx5EYWEhoKcnHyRv/hYdHR1Yv349CgsLIbHZru9SUfdoOw6x8HwusrKysGPHDrQ21kEKjt8WovTD11+vRE1NDd5//33UVpRQx9ZWlUOj0fDnrym7TG0vvngehw8fxsWLF/HTj4epbXUVJejo6MC6detQV00PZtd1qlBfX2/+TWz04HRd2L17N8qKLlDfqxprIfTb/1kZj+qaGny/aw8AQCYBDqYcQHFxMdauXYvOzk5Kl5aWFiQlJaGgoABHjx7FkSNHUFBQgE2bNqG1tZXaV61W46233kJRUREOHDiA9PR05ObmYtu2bbzdZF+9Xo/4+HhUVFRg165dyMzMRGZmJnbt2oWKigrEx8dDr9dTx9TX12Pbtm3Izc1Feno6Dhw4gKKiIiQmJkKtVlP7tra2YtOmTSgoKMCRI0dw9OhRFBQUICkpCS0tLdS+nZ2dWLt2LYqLi7F//34cP34cOTk5SE5ORm1tLbWvwWDA6tWrUVVVhZ07d+L06dPIyMjA7t27UV5ebucjXn/9ddTX12Pr1q3Iy8vDsWPHKB/R0dFBnb+trY3yEampqcjPz0dSUhKam5upfYmPKCkpwb59+3DixAlkZ2cjOTmZ8hErVqyA0WjEqlWrUF1djR07dlA+orS0FGvWrKHstvURaWlpSElJQWFhIdavX29nt0qlwoYNG1BYWIiDBw8iNTWV8hFCPbRaLRISEigfkZWVhe3bt6OmpgYrV66EyWSifERNTQ22b9+OrKwsnDx5Env37oWUM/tXVacGX31l8ckd5uf8x0M/wKSl3xl9JuMEVCoVsjPoMdvn886gsLAQKSkp6Gpvobbt272dv8cgf7oqbagq432Epr2Z2hYWYPZxNTU1SE5OtvNxOZknodFo8PrrrwMAdB2ttE05mbyPSNr0LRV0ymCCXtuFdevWoaioCCd+PAJhSBKskOHrr1fydktMBsgkVv8lkwD5uWewc+dOVFVVYfXq1XaNx872ZiQnJyMnJwfHjx+HXtNJbd/9/Tb+/C0tLWiqpXvKOprrKR9hGyx2d6kpH5F18hi1vau1ifIRP+zbA9s26aZ1aykf0WJjQ0VxIeUj/CR0PecHI+Ujcm3qY5Oui79H4iMUNnV65ok0ykcUnKXfPlZXUUz5iLYmuj4O8pfzvo34CK67C/1FwnEc53w31zGZTOju7t36MAqFwi5qzsrKwty5c5GYmIilS5faHTNhwgRMmTIF+/fvp74vKSnBhAkT8MUXX+C1117r875CdDoddDprd2Jubi4WLlyI619djTNfvkDt++LGbBw4X8d/Tn7xRtxgmfIPAAfy6/Dit9n859/ePBZ/e2A6/9lgNGHin3/gP4+LDkLqG7dR13hu/WkcvmDtNt3z8i24dmQY/3lbViXeTM7jP7965yT88e7J/Ofadg1u/OQo//nG8VHYvGw+dY27Pk/jX+4MAHkf/Ixqsfx9z3kknijjP6/77VzcNmWo9b6zq/DGtrP851fumIg//WwK/7m0qRO3f/oj//nua4bhf0/dwH82mjhMeM/6O40ID8CJd+6gbLzpkyN8F2ugvwwFH95Lbf/lyhPIrWzjP1/86F4qE/vr1T8hs8zqyM/+9WfUuJL7/5vOvxwdAIo+vo/KLt7wf4f4bthRkQFIf8tq39nKNvxipTXgXTJnJJYvsU42+mhvAb45Xsp/3vvKLfwM2eJGNe78LI3f9vSNY/D3X8wAYJ5AMe2vB/ht88dHYsuyGwEAaZca8fTaTH7bm/dMwe9vn4jKli7c+u9U/vsHZ8Xiv49dj+l/PYDObiPe+NlkfHmkCCPCA1DW3IUQpRznPrgHDMZg44GvjuNcdTtGhAegXqXF63dPxvKUQgDAmffvRkJ6Cb7+0drQTHouDjdNjMau3Gr8YUsu//3Hv5qBJ+LGAADe2HYWydlV/LaDry/A5GHmF9gnpJfg//ZZG1NCP9iu0WPW3w/y2352zTCsEfi4/x4pwueHLvGfVz4+G/fPtCYjHv9fBk4WWwPGCx/eSw2vmP+PI9YuVKUceTbP7LV/S+EzWrFhSpx8905q+9yPD1NrdWb9hc6w/uyLNH7iAgBc/vg+aszho2t+QkaJ1X8ee/N2/l2vAPDhngKsPWH1cRuemYcFk4fwn787XYG3vz/Hf/7DnZPwuqCesvWDd00bhoSnrfoBwKy/H+Qzako/KS5+dB+1/c1tZ7FN8Ntte/FGfgkeANiaVYm3eqgr27q6cd2H1tU6pgwLQcrrC6hrPLU2E8cuWQP3tDdv41/FBgBrj5fiw70F/Oe/3D8Nz906nv9c167F/E+O8J9njAjF3ldupa7xZMIpHDmegbr1ryE7OxuzZ89Gb7lqmb1jx44hICCgV3+FhYV9Pn9AQAAViBG0Wi2/vT/7ClEoFAgNDeX/goPNa8oJp/oTbNPIttkW27FQtl1schm91pBYut52bEOATevS7hoOunGt57O/D9tu1EDb7mqb+zq4dxf12TYlb9/dLZ7yJ8ikEmqtNzEbhV2lYhMKhN0O/jaDewHrYG5H1xBeX+lHdyPbXlNo/4oVK+y6cW1/E9t17IS22mob4C+8TymE7SHhvrbntJ2Na7sf6eL4/kw19EaOHzPizskZAHs9mC1MDxp36kG6cavbNDCYOCQKgo0QpVzkuTM/A7ZdrJTvsfWFgs+2z7XQ39v6XdtMlq0txGcQPWx9ou1ySMLnWmyMrTP/KJwZbFun2B4T6C+jAj3A3k/Zd6HaDD+y8UO2NtnWdbZ+y1k9ZWuP+Zie6z7b38j2N3FWbwGOu6/5azipC2zPGejX82/RV+zPdoWYOnUqevtqNrEu1t4cU11dbfd9bW0tACA2NrZf+/YGf5G1yGwfaNsf0nYsVKjS/qcIUfrxa88pRMZO2Qd7PRdY24cs0F8GmVTCjxFQiAStwmv4y6V2D7qtXY8v+VWPNtrqYntN2wfCfA4ZP5bC9h7Nx1gfKrFFgIU22jps22PEnJnwAQu2GVtpe37h/T333HNot0lm2z7gtvoJ9fC322b9LJFIEOgn48uHcDyRfWXgZ7Fd3NmEKOWobbeuQcVvd3Ow99xzz7n1fIMdpgeNO/WwrRRJ5j3ATwY/mVSksU1PYhI7j60vEwYV/j34RalUwr/k3rzNJthzMOaN6CH0Kf5yqV2vV0gvGru17Y63C+9LLHEhPEbMP9sFLTY+2tbv2Po820SIs8BMrC4U2iAWsNoeY3sfdo1yP/vfk7wBw/E1eq5vbRM6tlr3NOmOt8uFCXNXLdgbPny4aPeru7juuuuQmpoKlUpFTbw4deoUv70/+/YG0SDJ9ofzd+xEAPHMnfAht80+iR1jm3WzraxtC6hEYs6akckVYtcQ2i0WKNnex4F9ezDjpd86vKZ9sNdz8Gi1oduhDcIHV+wehEGTbQAF2AZzYq0p6zFiQbmjAO3bb7/FY79ZSu1r+5vY2tuTrbafAxVyPtgTtiodtUrlMvMi2GQiC/ne1glZj3Nv4v/bb79lAY4ApgeNO/VwlAEhvsJ2O6lE7b7vIdgTVsYKm+Psnl2ZFHqjUXSbXaPc0qAkegj3F/OPwYLnVyxYEz7fYs+0MFAV85/O/KOwrpNI7K9hq41tfeksMaKQm3sxyIAzZwGr7fnEbLC/Zs9ZN/NkRTlfV4rpIPxt/GX2PUC2AabtfcikEij9pPxMcLEMpW0Q2he8ZoLG4sWLYTQasWbNGv47nU6HxMRExMXFYdSoUf3atzc4DlCs2BYOR7N3hdAPufOA0i5rZNtV0Z9rCB48sVlPts7htltvpj7bZ5N6buWJBWPCB1PMBqGzFM/sOc6W2R4j5kiEOtpqav6OfsgJd955JwL9ZVR3q619thmBnhy77ecgB7rY3oO/3GqAXGb9fwAf7Im3+dyd2bvzzjvder7BDtODxp16OAv2bMs2WZ7JLkMneLapiRCChZtFj+vBr9lus8vsWWwkejjz0cJeIrFgTng9scyQv9zxfQB0gCF2vDDoDfST2WUeFU60sc9s2iclhIGTaGavh6Bc7Bi7QMxJ/Wxrp7NriNUztseI/VbUcBwnvVB95apl9voLmYVGZsju2bMHVVXmgZavvPIKwsLMg9nj4uKwZMkSvPvuu2hoaMDEiROxfv16lJWV4ZtvvqHO2Zd9e4PojyZ4AMRaO7Y/mm3hA+gC4+waUonIQ+SkNWO+rvXBdBa0iraYbI4pLrqEG2ZYB7batYZtbJJIJPCXS/kp7WLOJpB6yOxtEHa7igZrTpyZUFuhHvx2gYMV2+7oIT9//jzGjRuHAD8Zv+yAXWbTrtVrPV4ulVAt2p66P4QVka0GwrJl/j/pEpfa3V9PtrkK0YNhhulB4049HC0ZRJ4N24rUz7K/7RAOaoiHTfZIGNT0lKG3/Wy7r6NxvEQPfyeBDhUIiTyzwu1iz3pPtgG0P5FLew5QbJensT2/2DWcZdkAc8BI6ghnw416U0+J9ZIIEQ32nGQ4hdqL1RO234kFboEKGSxr3ov3pA2Gbtz+8umnn1LvTNy+fTu2bzdPeX/yySf5YA8ANmzYgPfffx8bN25Ea2srZs6cib1792LBggV25+3Lvs4QK3xUK8Dffk0e2+BNmH0h0K0Z+2sEUwXc/hqOHBp93Z4f9GAqs9dz1gwAhkRF0Mc7yT6azyEI9py0iMQye34i2Srb8xP8xVrG/sKH1FkwKNZyFmYOrf+PjIwEYM0amM/lOLiTSOh9JRJz9kDnwMlRWdcexuwJHbTtotmAeLkQbncXRA+GGaYHjTv1cJTZI+XfUYbdtkJ21IVp26tim73qKdjzl/U83IZk34kezny00Gax+3a23d9JPSO0T7QxrhDWdT0Hk2LXsBtuJObj5VJAR44Xyew5mcwoDMRs/SzQy0DMv+e6UOmg0c9/Z5c17rm3Tmx8uldn9srKynq9r1KpxPLly52+Wq2v+zpDdPKEs4yYXTeCk7EUItdwltGyyx6KXMNZq4/O7PU8ng0AApX0oo9y24fIQcDYAYOdPdbrOnEmzjJ7QmclNmaPytw5a9k6yewJu3b8zVoIfyfb+7ftQrEN2P3l1mDPbqyPgwHiPXXjijl+sVYo4P5gj+jBMMP0oHGnHo7Gm5LnxPYZcdSNG+An7hvsM/Q9BzTCz3aZPUe2WPRw1uin6gEnmT/RYNDJmEDhMX4iSYkgJ3WErU911o0rdg1nPl5YL4jVMUJd/ET8rG3dKNqF6iQpoHBQVgj2E/96Tmw4m0zYV8SfCEafEIvQA3voVgN6143r7CEUBh5iAaXtNcTeq+dscK4wwOhNZq/a5lVzttd0lmLvz5g6ORXAOAmanQVzIoFPgJNgkQ4mrcdXVFQAoDXoaTay6LmFlYTdoG/reYUy+8mkVNlwmNmz2CLWWhdudxdED4YZpgeNO/UQy4oA1kBCWLYlEusz2tNMfNtnTIhtts7+WXXsy219ArGF6OFsgobYMy2ETgqI+BgnSQVn3bjUmOleZfZs75/+rcQa1MIA0NlEQrF7oMZdi/g7WR8ze04b/aK/k/NrCH8fsS5xV3wyC/bcgLPCJRZk+ckkNs6j762ZnoIIAFDarLsneg0ng3+FDSCn4+HkUtx4I70os+1DIbZ2EDXBQURLqeAcUlEt7bsme7LRlgAn3bTCB7Avmb35881a+PWyG1e0HPVgu7B1aquLo4yEWJe3MMAdGWFdY3JaTIidPa5A9GCYYXrQuFOP60eF8/8fEW4t02LduMJMT08VslTwvNkkhuzH7PXQrWv7HNtnGc3biR7OfASVrRfx4U67cZ3UAY58CUGohcxWGNj0dogsHWOflOh7L5dQf9vz2x4jNmzFNrPnLEFjGxzaXkOsAd3T+qwEYRlztnJEX2HBnhsQK3zCulek7EEikdDpcdEJGj1PnhAGe6ItKpmUssNpZk/sGj0EFAD9kClkUuzYscOhjYB9AGq+ruPsFQBIBC/8EetwdNZN4SyYpH8HkQkaVOav9wEZ0ULWw5hCZzPhenLE1G9jOwPOQbZRdMye4LuhIQqMsax+/4vrRtjZ4wq2ZcPXYXrQuFOPmydGw18mRYhCjqnDrY0WEkg5Godm1+Uo8B1C/2fr1/xtGlS2vrKn59jWd5NzEz3oMXsimTup0P/1HCiJNYadT9AQ+jd7/0gFVyIOujf1mNAGsYDRWVe28Bix450FYr0ZbiTMFotfo+demr4Ge2LX8Ooxe4MBp0GSWLQHULM0RYM9J7OshA5HrACTdfQ6e7iGs0CJLnz29yAs4H5yKV566SU7G4SI2Um1upy0HMW0pLJVTrqaRZcW6MNYDHH7xR9yooXQGduP5en5N+6pm13YGLXVRfg2FUfduEqRbtxAfznWPHUDdAYThoUq7exxBduy4eswPWjcqYe/XIoT79wBvdGE/x4pEnxvfk6EjU5hRd/T+DJpD37I0fJLYufpzdqigFUPZ8uOCLs4XR3m4sw/inXjSnuO9agubrFAjVyXTNJzljVzlvgQyUk4HXdo22MjGhQLtBFLnDgrA3YBpWh9a/2/2OgaNmbPw4hmo5xE6IDzjJKzh5wal+VokL3wQXXajdv3LlSlTQH/+uuvRe0giD4kTlpdzrKkVMu2j12h5u09OzPhOcU0pB9y67mIFsJ7tv2dnQWiPTkQqhvXxiylTRAuZr9YZk/pJ0N0sILq+nIXzsqGr8H0oHG3HkNCFIgNDxDtQRFWmiaT9fXwtv5J4qDRbvu8CZ9Nsey/bVemELEGJmDVw+nSK8LGpLOlV/qT2XMygc1ZY9xZHQPQujvL7IndQ09DWmyv6ygxIkQsKKbHQfec2XOWvLG1iSDUQaw7mo3Z8zBiP6yzAAWgHyxn6+yJPcR0t4L4T+msNeI02HPyINOZPQl+97vfidpBEAumnM2WddaNS61H6GzRUCfT9sW6KZx1tzsKJokWcirYc9xN5Gy6vl1mr6cxe/7iDQmxbly5k8you3BWNnwNpgfNldIjUCRzL3ymjYJgryd6et5sl/awpSc/6yjYI3o4G1NHB0J9771xumizA19CoPyzyL1Ta7k6mCUtp+qyvtdTznrSnAViPe3PX0PWs43OfLltgCgWlDpqXPR03t7Cgj03INaSozJiPXTjWs/R9wLurKVha4fY0it96SruzViIVatWidohdj7Rc4hmF4X/d9KNKzpBo+dgksrcOZltJr6osvh2ooXwt7X9nXtq8dt+Z9syFJ7KtoxRkzKk4ucggR0dAF45l+CsbPgaTA+aK6WH2AQDYZnX9zrYE/7f+fAUansPPk7MJwJWPZxl3sSy9UL6NkHDmf9zNbMn3pgUBjmis3GdrBohNMtZIOYou0ifr+euXrHkirPhSI5+ZyF0GbPf3ptA1eG5+30kg0escFI/mgOVlU7GgjmdPOGkNWS2Q7BPf7pxqdas/fmFD69UIsGvfvUrUTsIzmazihfmnh8SeoCyk9m4TpZecbbOnrPMnvD/RAuZgzFzQB/H+tjcW0/dSlTXsQPnRu7LdszelcJZ2fA1mB40V0oPR1luQq8zez2MC3O0ViVB0YuAxxaihzMf7WzVBqF/dDYWTXzplZ79szBQc5bV7E1mSqxB73zViJ5tcF7HOEeoo7NuXGdDuxxB1ddOEht9hQV7bkAsKyd1ko4FejHOw0kBpwfei19DeGnxRZV7bvU5uw9hsGLiOGRkZIjawZ+jXw+J+P8JwmBGNLPnpFXnrDKgl14R64YWd2ZEC+Et2zoJKlgWeRqFjqmnMXu2joHuOrb+32Ay8f+3jtnruQy4C2dlw9dgetBcKT2cTcByFOzZuqqeMnvOKvLejFuzhejh7A0XTidgCIe5OHl3rljvjrOeDWfhBzVT2UFSQtKDjwR60Y3rpAfKWYO9N8iddePKndfHBEfFhV7eR0QHltnzLKLduL0I9uhZYD2nrsXGUtGpa/GfUnhWZ13FYoGS8BriYyGsOxhMHEaPHi1qR084XWfPSTcBvY6dmDNzkrnrwxs0nL07V2i/mBa2ZcWZ4xfer233hfBUto6ByuwJyoawYiP3Qr3h4woGe/0pG94M04PmSunhrBvSEbYNu974dEfQM1J7ZwPRw+lwHmFmTzQp0HM3r7PzOwuUnOkiPH9vZHO2RJh4UkLcHoLwvoUN3r7grCeNHvvd82/cm2FXrBt3ACLWWumpi41Az9LsuUUWGWj/KiGZk7SyrR1i+wgdWmSQ/TV6yh7ZbldrDeju7ha1oyeiBNcVnSnl4jp7wnfIio7Zc7AMg/WcPXcBDA1VWM8vcOpEC06QOLBbbFXwuaVTb3fuqrYu/v+2jrinMib8rYUORG+0GkN+O3oc35VzCf0pG94M04PmSulBr6nX+yDN1t85G9JCaOuyf46NggAjWNm7oRJED+HzOTzMfjkkfyeZeXq8W8/BnvgrMXs/Zk+0G1dwjNh7a20Rq2fIsiwAEBVsX0/1NHkGoCfpdGgNTm0Qw9kkErE62hGOh10J/y+S2GATNDyLWGbP2aBVoOdZmrbbxQq4s8Jna4dYWrhTZy34EYF+dtt7s14gQaXVo6Wlpcd9xBA6MLHC7HSdPSfZyXHRQfz/hfdLEDozTqRHh1qaRaSyGBkRaLVFsJ1oITyl7fFCx3ShVmV37hvGRAIwB+K2XTg9zdxylOkV67ISrjsVrLAvA+6iP2XDm2F60FwpPYTBlZivdoTd7EknvvCmCVEAgNumDLHbdqaijf//8F6uX0n0EAZjwjfcWO0UBnPOhuqIbbd+N2FIkN12Z8t3OQtQhJpHBinstgN0I16sG1altQbQYgGps3X2hL6yv8Ge8BpiiZOwAKvvVIvUM0LEhgMBzpNErozZY4squwHxCRrOgyRnaWGdoDUjlnVzlrXr6doEYcEXn1UsPFePp4LeyGH69Ok97ySC0PmJr7MnHMdgf3xPryMDaOdQ3txlt10YIIoFQ85atrHhVvs7u6168loIIkix3+nZW8bhm+OlWHrTWLttLywcj6GhCjw2176Lq6cudkflwSAW7Alb3r3MOvSH/pQNb4bpQXOl9BBmk/rSDWabIeppEXMA+Obpufg2o1w02Hto9gicq27HwslDejVQH7DqIbRZ2LAk+FFj8nrO7Ik1hpvV1ozqmCj7YI9erUDM9p57XoSIJS1sEcvMqTT22VLqmF6sa0vo0PZ8Lkc46i0R+85ZQOmoLnU6s5l143oWsdYOvTiig+N66gsAXWCcrYzem8ye6DV0fXiIejF1/MiRI073sSUqWNAN2o80tbOxjUImDLV3ZsLjxYIh4TlNItuFGTet3hqgi2kh5ujfuW8q1j8zD2/fO9VuW0xYAH5320REOAn27WbjOmgBGoz241WE5TCkF90s/aU/ZcObYXrQXCk96GCv95mRnjN79vsH+Mvw/ILxmDTM/p3ST84fgw3PzMOqJ2f3+vpED2EDNEakG1fY2BVfeqXnYFAYgDlbh9Qo0vXhrBtXiFjSojfHqZwFT04CMSEdTrJujhAmQxw1pgnO7HWUYXaWJHJlzB7L7LkB8Qka1v87CpKcBU/OWiDO0spmO3qf2XN2fG9apE8++aTTfWwROjCny7+IdhMIMnsOljU49PoC7M2rxXO3juvRFqPI4F2lvOdgEADe+NlkHL7QgAdmxfLfES2cLezgJ5Ni4WT7bIAzetLFUetWLHMpXEj6Smb2+lM2vBmmB82V0kNYpvtSWfY0Zq83DV8hfjIpFvTxGSd6TBoajIWTh2BkRIDTzJ3o5AXBLYsFg/dOH44375mC+eMjRe0Q+lSj0d5/9KWOGCuSOewNzupCZ13JQsSG6vSG3gybIvSl7hbibMk2NkHDw4hN0HC2EjbgvMA4agXxx1POp38/5WSRVih1DaqAi+/z0OwRAIDZo8ORkJDQZxuGhSrx5j1T8OY9Uxy8Ckf8/wT6fa/iRk4aFoLX756MEGXPY9LEgjlhMG9y4ClevmMSdv7+ZiqLQLRwdIyr9FT59Lsb9wpm9vpTNrwZpgfNldJDWKa5PjyL9pk96/972xXrCkQPqVSC9c/Mw8e/ulZ0P2dLrwiT+eI9RFL8/vaJmDNGPNgTZsrE/IfEwf+FLF88E0tvGoufXTPMwR49c/c1wwEA02JCRbfLnGRdAWDysGAAwBQndZ4jerOuLcHZ6yYd+Wdnr0tjY/Y8jNOXQzv4fZwVmOcXjEdFSxceFGSLHB3veJ29nq/x50XTEBbgh8VzRopupzKUDs710S9mYO7YSNx9zTBEB9/c4/Uc8fvbJzrcJryqs1abq+vEOVtg1VFmT4yXX34ZQP9bks7oqYw5Klti3bhXK9gjejDMMD1orpQeQYIxu1pD75fdsB0K4WxZDHfTWz2EPlGsZ+P/2zvzuKauvP9/AMsiCpaCggvWfUHRagV1Rmlr3YeOT4vaVh/Fap3np3WZqWOnr9HBOmOrg9PqFKvwUAEtaAVXXKAqUURFBaFoQWQUN0A0ICIWUkju7w8f0hyz3ST3htzwfb9eeb2Sc889y+eenHxzlu/RnK3g6/ZFH7r6Rz7TuNNf7YbpBtJ1MLLa769TByCwqyfG6zEW+Yy6xs0LQuyZm5g32vDsjj74jOztXzQasVml+HSy9pIcTfQvuzK89tCSPxk0sicAxtbs8dmNqwsP1xew+d1XMG6A7gbOZ82esU7pRXdnrP7dQL3/mPgM0bu7tMF7Qf7wbueCqKgowxmagSPzb0f7eqNS21GwuRgz5vh62wcgihaaGDqST1ebBIz/MxfT2BNbD6lBerCIpYfm90TRyN/YM+Rnz9RpXHPgq4fmOjpdf3Y1v/PG1rMZQ1f/YYn/Qb60c2mDqouH4N1O925eRyMjYsCz0baI0AD4v6S9yYUPrKsz3abTK/4vYsv7w3RupNFE/7IrzffCaknGngAYd6qs+z5LOwxNy9/cNXvGMLWDe/fddy3KTxfGpglYR8EW/nPVsSZFkyYj1zVp1kK8kT39z0bfs/Jpr91Z/qJhLLuLaOyJ0TakDOnBYg09FE1K9XtjLlC01+z9+t4a07h89dDss3SN3JnyB9VoXrocEvMY2TMGn/sM6cEcMCDSo2FH9ixLS5/RzcduMDtPYZNrneg8QkZz+lPPUzM2smcMZvTQzJE9k/Lgkdbx48cty1AXRjpZAfsyHiN7/EcGmrUQydYzOI07/7c9AQD/9UoXJvzf772C4B5eSFwQrA7THO0wZzc0X0RpGxKG9GCxhh6a7qzi5o1AUA8v7PnDKCbO0nF9AACfvcW6grHGCJYmfPUwNnJnyh9UY+j642rqJj5zMaSHNUZd2TV7lvWTfAZnhNaS1uwJgO41e8YfmuUNRuMYGn1rHixsMIzfHx5fokGDBlmUny6M+dkb08cbL7/UFoO6eJqdR3/f9rh2/wmmvaJ7fWQzbU0Y+WrWwpRF4aZg6Menh7c7CtdO1JrW7uXTDt8/9+MW0EX3FL7QiNE2pAzpwSKmHt283HC3uh4TA3zVYQP8PLQMPQD40/i++J+QnlrOezX7P7FGjzThq4fmbnpdjPo/Z8+WGEH/E9ILKbl38eHYnlrX+GzQMAaf+wzpYQ2DU3NpjKUDNfqmgVk/exZloZ2nsMm1TnR9ifgMxy4c2xMpuXfx9jDdmyOMwcdWtLS9GDtg+nnkcrmFOWpjbIOG6wtOyPj4NYvWo6T8v9H4z4M6DOmq22Bc91+DcDCvHP8zthfvNMXQQhNDa/YA3Z7mdeHn6QbZitfgIaLbFUB8PaQG6cEiph7Hlo1F2aN69PPltxNT13dHzPVUuuCrx9g+Pnijf0e9f3YH+Hng6NIxOo9a48tfJvfHyon9dPaxxk5p4gOf+wzpYY2RPU0Dzdznv2rqAPzrh+v44m3dO6udRKwHGXsiYczbOvDsmLDLq8ebdISPJsacMj/L26ykNe43beqisdE87+R8y6CvBJYuPG7n0gZDu3XQe31WcHfMCu5uUprNWlhjN66la0g0j5QTCzHahpQhPVjE1KOdSxvehp4+rDVd2QxfPdo4OWJ7+AiDcQZ2tnz0viXWmWliSA/2NCFx8mf82po5tLtgTE+Ej35Zv1NlHhtNzIXW7IkEXyPJXEMP4HdKh6UNxtgB08/TvbtpBhEfTPHQbks0a8GJtGrP2j8+liJG25AypAeLrevBjh6Jn5+t69GMENO4fDCkBx+/tpZiilNlg+kYaDxiTuOSsScSxtaZCQFj7Okth3B58EnrwoULlmWoA6YzkYBR00yzFmKN7PFx72NLiNE2pAzpwWLrejAbokQ1a55h63qosdL0tiE9nKxg7Gn6XeSzpMkcxNwEZNPGXl1dHSIiIjBp0iR4eXnBwcEB8fHxOuNeunQJH330EQICAuDu7g5/f3/MmDED169f1xlfoVDgk08+QefOneHm5obg4GBBd4NZw+kmnzwsH9n79T2ffzPTpk2zKD9dOPCYxrVFmrUQazcus+NbAsaeGG1DypAeLLauhzX+wGti63o0wxglIupiSA9TTrcwF6FG9gxh6u+tSWkLmprAyOVyrF27FkVFRRgyZIjBuBs2bMDevXsxbtw4bN68GQsXLkRmZiaGDRuGq1evasUPDw/Hl19+iVmzZmHz5s1wcnLClClTkJWVJUjZNQ0U8X7sjXc+xnxJGcPYJoDn2bFjh0X56UKIBcAtQbMW1tiNKwVZxGgbUob0YLF1Paw9em7rejTDTuOau0HDeBxDegi51EffUWdCrNkzhpOIfbpNb9Dw8/NDRUUFfH19kZOTgxEj9C9C/dOf/oSkpCQ4O/96nuzMmTMxePBgrF+/Ht999506/OLFi9i9ezciIyOxYsUKAMCcOXMwaNAgrFy5EufOnbO47NbwsM6HVb8bgCcNjSZvLmjG1GFlMY480uxAbERWXqiPSxMpfWtMXQgJHQ/GQnqw2LoeFnrKMhlb16MZax0jZ0gPIUb29i8aja9OlGDV1AE6r2s67BdrJoXP2sNXX34Rh81I26ZH9lxcXODr62s8IoDRo0czhh4A9OnTBwEBASgqKmLCU1JS4OTkhIULF6rDXF1dMX/+fJw/fx537961uOy2YpR0bO+KuHlBeNPMA6jZreDG44tyXJpEN2iotRDJ2uPjuNuWoOPBWEgPFlvXw9p/qGxdj2bYNdVmpsHjPkN6CLHW7RX/F7HjgyD07aR717Y13LvwqcfqqQPNS9usuyQCx3GorKyEt7c3E56Xl4e+ffvCw4Pdjh4UFAQAyM/P15meQqFAbW2t+lVXV6c3bz7uQoRErOlNU6dQ586dK2oZpDCC1UyzFrNGPhtVHdXzJUHTt5bLA6EQo21IGdKDxdb1ELPvmTPqWR/x7ohu6jBb16MZa/XPhvSwxukmmsnycXtmDqwvR91xzPXgYdfGXmJiIsrKyjBz5kwmvKKiAn5+flrxm8PKy8t1pvfFF1/A09NT/QoJCVGnFx0dDYVCof73sW3bVvV9NTU1yMzMRHp6OkpKShAfH48nT56o40ZFRaGmpgY7d+7EtWvXcOLECchkMly9ehVJSUmoqqpi4tbX1yM2NhY3b95U51FWVoaUlBSUl5czcZVKJbZu3YqysjLs378fOTk5yM7ORmpqKkpLSxETE8OUOyoqCg8fPsTu3btRUFCAvMu56jzOnz2rVe7a2lrs2LEDxcXF+OGHH7BhwwZcuXIFu3btglwu1/o3Fhsbi9LSUhw+fBjnzp1DTk4O9u3bh/LycmzZsgUqlQpRUVFQqVTYsmULysvLUVhYqL4/Ly8PpaWliI2NRUNDA1MWuVyOXbt24cqVK5DJZPjhhx9QXFyMHTt2oLa2lon75MkTJCQkoLi4GOnp6Th9+jQKCgqwe/duPHz4kImrUCgQExOD0tJSpKamIjs7Gzk5Odi/fz/KysqwdetWKJVK5p7y8nL87W9/Q25uLvqiDB8PAVa/5o3Y2FjU19czcauqqpCUlISrV69CJpPhxIkTuHbtGnbu3ImamhqtcsfHx6OkpATXi6+pdUlPT0NlZaVWuaOjo3H79m0cOnQI2dnZuHTpEg4cOIB79+5h27ZtaGpqYu6pqKhASkoK8vLykJWVhaNHj+LGjRvYvn07nj59ysStrq5GUlISCgsLkZGRgZMnT6KwsBCJiYl49OgRE7eurg4rV65ESUkJ0tLScObMGeTn5yM5OVmr3I2NjYiOjsadO3dw8OBBXLx4ERcvXsTBgwdx584dREdHo7GxkbmnsrISycnJyM/Px5kzZ5CWloaSkhLExcWhrq6Oifvo0SMkJiaisLAQJ0+eREZGBgoLC5GUlITq6mom7tOnT7F9+3bcuHEDR48eRVZWFvLy8pCSkoKKigomblNTE7Zt24Z79+7hwIEDuHTpErKzs3Ho0CHcvn1bq49Yvnw5KisrsWfPHhQUFIjWRxw5cgRnz55Fbm6uKH3E6dOnkZ6ejuLiYiQkJBjtI2Qymc4+Yvny5WhoaDCrj9i3bx9ycnJw7tw5HD58WJQ+4mzWGfX3rf65dM3tI1JSUpCbm4txXjX4YyAwL9Bd3UcsX77c4j4iPT0dmZmZKCgowJ49e0TpI7LPn1fr8nxcvn1E7eNadRr6+ghNPZ7vI4qLf529q6qSi9JH3CotVecRGxsjSh+Rk3NJnYejo4O63Jp9hLnLzBw4sVaPP4dKpcIvv/zCK66Li4vWKFLzmr24uDiEh4cbTePatWsIDg5GQEAAzpw5AyenX4+N6tWrF/r164ejR48y99y8eRO9evXCV199pW5YmigUCigUCvXn/Px8hISEIDc3F8OGDWPiNipV6PPXYwCAqYF+2PI+e10oXv7LEQDAnyf2w+LXewuefvH9J5i4KRMAsGnmUEx77qxVrfjFxejXr5/OMgLArfVTTS7DN6f+g3+mFQN4drbrW0MMH2lmK+jSQkh2nr+F1Qd/AgBkfByCnj7tRMtLCMTWQ2qQHiy2rodmn/7uiG5Y/06gqPnZuh7N5N15hP/65pkB8l6Qv97TIQwx9p8y3Kn+GYD+3whDeuTcqkbYtmdG57dzX8W4AeYtWzLE5TuP8Pb/1bNo7SS4OTsZucN0NH/rZCte0+ns/vLlyxg+fLhOu8MQVhvZy8zMhJubG69XcXGxRXndv38fU6dOhaenp3p9niZubm6M0dZMQ0OD+rouXFxc4OHhoX61a6f/x9XarjDE8+VnWh63bt0SvAxS3aAhhhaaOFhhDYmQiK2H1CA9WGxdD2svIbF1PZpxsNJyEkN6mOo1whw0UxWrv3USUUur7cbt378/4uLieMXVNcXKl8ePH2Py5MmoqanBmTNn0Lmz9iiQn58fysrKtMIrKioAQOc9piKhpWUGMdWgcHW1zNWLLqztzFQoxNBCE2usUxESsfWQGqQHi63rYe3/U7auRzNCbKDjc58hPUw96ckcNH8L27TgBg1zsZqx5+vry2v61RIaGhoQGhqK69ev48SJExg4UPeulaFDh0Imk6G2tpbZpNHsoXvo0KEWl0WqjoCfx1T3Hi+++KLgZRDzCBkxEUMLTUwddW1pxNZDapAeLLauh7V9fNq6Hs1o/gEX88+4IT3EHBHThXgGpXh52M0GDaVSiZkzZ+L8+fNITk7GqFGj9MYNCwuDUqlETEyMOkyhUCAuLg7BwcHo1q2b3nvNwRqLIvU5grQUU/9paG6mEAqmM5GAUdOMGFpoIrVpXLH1kBqkB4uU9LBGPyQVPaz1Z9yQHtY4TaiD2wuipKuJmB4WbNqpMvDrLrTmHbKpqam4d+8eAGDJkiXw9PQEAHz88cc4dOgQQkNDUV1dzThRBoDZs2er3wcHB2P69On49NNP8eDBA/Tu3RsJCQm4desWvv32WyvVTBji541A7u1HCA0UZ9OC5g5zPgbFuHHjtMLChndFSu49TA00b3qe/e7avlHTjC4thERq07hi6yE1SA8WKelhjW2NUtFDiBOOwoZ1xb+OX0dgV0+9cQzpwZwTL1Jf+LK3O1ZNHYCX2jkbj2wmrOsViU7jmsvGjRtx+/Zt9ed9+/Zh3759AJ4ZcM3GXrNvvNTUVKSmpmqlo2nsAc+OXlm9ejV27tyJR48eITAwEIcPH8bYsWNFqok4vNavI17r11G09E39p/H9999reTr/x7RBmDLYF6N6euu5yzDWWgAsNLq0EBKpTeOKrYfUID1YSA8WqeghxMzL/3utFwZ19cQwf/1TtYb0sMbZuACwYExP0dIG2KnbVnVcGsB/R9KpU6dMStfV1RWRkZGIjIw0vVCtCM0vDp81BLq+jK4vOOGN/uZvhXcU4J9jSyB2R63ZyVp797c5SOGHy5qQHixS0sMaXzep6KE5+2Pumr02To543cighSE9+DgjlgLM0hyBG5ndrNkjxMFU7+hiHPGjmauUvshiH3cktZNFpHL8k7UgPVikpIc1pnGlooe11lTzPi5NSj8Sz8H+1pGxR1gRU3c5ffjhh4KXgdnZLKHvsRha6EMKxp419ZACpAcL6cEiFT2stUHDkB5SW7/MBzL2CKvCnvFrvPElJCSIUIZf30vJz54YWujDQQLfZGvqIQVIDxYp6WENe0IqelhrmY0hPZg1e3Zi7Andp0vgJ4JoSUwdEh8/frzwhZDoyJ4oWuhBCh2cNfWQAqQHC+nBIh09rNM/G9KD3REsXhmsCY3sEVbF1J1NV69eFbwMmiWQ0gYNMbTQhxSmLqyphxQgPVhIDxap6GGtmRdDelhrN641oQ0ahFUx9Xvj4+MjQhmkeRqJGFroQwK2nlX1kAKkBwvpwSIVPay1ptqQHqae9CQFhK4GGXuEQUz94rRpI7w3H6ntOm1GDC30IYV/s9bUQwqQHiykB4tU9LCWtwRDekjVF6shaBqXsCqmNri7d++KUIZf30vI1hNFC31IwQi2ph5SgPRgIT1YpKKHqZv4zMWQHk4iOiO2JpoefYQ2WsnYIwxi6ohRUFCQ4GWQ6tm4YmihDyn8m7WmHlKA9GAhPVikooe1XK8Y0kMK/Z+pCD1bQ8YeYRBT29uhQ4eEL4REXa+IooUepLBxxZp6SAHSg4X0YJGkHiL2Q4b0kLIjZX0I3aeTsUcYxNQGt3DhQsHL4GilBcBCI4YWUob0YCE9WEgPFqnowZznKmI+hvSQwjIWPohZCzL2CN7w+T5t3bpV+Hw13kvpSy2GFlKG9GAhPVhIDxap6GGt/tmQHlLwM8oHMU/hI2OPEBQxDu9mDtqW0HdaKgeZWwvSg4X0YCE9WKSih7VmXgzp4UiWjFFIIkJQxDi8W3OdnpSWZkjlIHNrQXqwkB4spAeLVPRgTq8QMR9DekhpxqelIGOP4I2H6wtG47z99tuC58t+j6XzpRZDCylDerCQHizS0kP8fkgqejDTuCL+Gzekh+Y0rpuzNPwTWhsy9gijbHhnMJa80RuDu3oajXvu3DnB87eWh3ahEUMLKUN6sJAeLKQHi1T0sJYnAEN6ODo64LO3AvDnif3QpYObVcojBmIqSSYwYZSZI/x5x+3Ro4fg+Ut1g4YYWkgZ0oOF9GAhPVikogczjSti92xMj7mjXxYvcytBGzQIydDQ0CB4mtZaEyI0YmghZUgPFtKDhfRgkYoeDsx78Xpoqehhq5CxRwhKTU2N4GlK1c+eGFpoIgVHypqIrYfUID1YpKSHNb56UtFDs3/mRBybkooetgoZe4SgDBgwQPA0pTqNK4YWmkwY2Ak9fdwxfXhXUfMRCrH1kBqkB4sU9Fj+Zh908nDB0jf6iJ6XFPQArPcHXCp62Cpk7BGCkpGRIXiaUhvBakYMLTRxfcEJJ/8UgsjpQ0TNRyjE1kNqkB4sUtBj+Zt9kf3pOPh6uoqelxT0AJ7bQCfiNK5U9LBVyNgjBGXWrFmCp8ketC0dw08MLZ5HSoawNfSQEqQHi1T0sNZ3Tjp6WCcfqehhq5CxRwjKt99+K3iazAJg6dg2omghZUgPFtKDhfRgkYoe1uqSpaKHrULGnogM9PMAALwzrEsLl8R6iHJcmkQ3aEjluCNrQXqwkB4spAeLVPSw1myLVPSwhN/0egkA4NxGeNOMjD0R2bdoNI7/cSze6N+ppYtiNUQ5Lk2i07hSOe7IWpAeLKQHC+nBIhU9rNUlS0UPS+jp0w6nVryGnFVvCp62TRt7dXV1iIiIwKRJk+Dl5QUHBwfEx8fzunfdunVwcHDAoEGDdF5XKBT45JNP0LlzZ7i5uSE4OBjHjx8XsPTPFtD36dRe0DRtnffee0/wNKXqZ08MLaQM6cFCerCQHixS0UPMTRmaSEUPS3nZ253X0aSmYtPGnlwux9q1a1FUVIQhQ/jvOLx37x4+//xzuLu7640THh6OL7/8ErNmzcLmzZvh5OSEKVOmICsrS4iit1rS09MFT5M9Lk065p4YWkgZ0oOF9GAhPVikooe1umSp6GGr2PRxaX5+fqioqICvry9ycnIwYsQIXvetWLECI0eOhFKphFwu17p+8eJF7N69G5GRkVixYgUAYM6cORg0aBBWrlwpmTMJbZHAwEDB05TqBg0xtJAypAcL6cFCerBIRQ9r9clS0cNWsemRPRcXF/j6+pp0T2ZmJlJSUrBp0ya9cVJSUuDk5ISFCxeqw1xdXTF//nycP38ed+/eNbfIrZ6HDx8KniazQUPw1MVDDC2kDOnBQnqwkB4sUtHDWuuopaKHrWLTI3umolQqsWTJEixYsACDBw/WGy8vLw99+/aFh4cHEx4UFAQAyM/PR7du3bTuUygUUCgU6s91dXUCldx+UCqVgqcp1Q0aYmghZUgPFtKDhfRgkYoe1uqRpaKHrWLTI3umsm3bNty+fRt///vfDcarqKiAn5+fVnhzWHl5uc77vvjiC3h6eqpfISEh6vSio6OhUCjUO4aioqJQWVmJPXv2oKCgAJmZmUhPT0dJSQni4+Px5MkTJm5NTQ127tyJa9eu4cSJE5DJZLh69SqSkpJQVVXFxK2vr0dsbCxu3ryJI0eO4OzZs8jNzUVKSgrKy8uZuEqlElu3bkVZWRn279+PnJwcZGdnIzU1FaWlpYiJidEq98OHD7F7924UFBTg9OnTSE9PR3FxMRISErTKXVtbix07dqC4uBg//PADKioqcOXKFezatQtyuZyJ29DQgNjYWJSWluLw4cM4d+4ccnJysG/fPpSXl2PLli1QqVSIioqCSqXCli1bUF5ejrMa6yhlMhlKS0sRGxuLhoYGJn25XI5du3bhypUrkMlk+OGHH1BcXIwdO3agtraWifvkyRMkJCSguLgY6enpOH36NAoKCrB79248fPiQiatQKBATE4PS0lKkpqYiOzsbOTk52L9/P8rKyrB161YolUrmnvLychQVFSE3Nxdnz57FkSNHcPPmTcTGxqK+vp6JW1VVhaSkJFy9ehUymQwnTpzAtWvXsHPnTtTU1GiVOz4+HiUlJUhPT0dmZiYKCgqwZ88eVFZWapU7Ojoat2/fxqFDh5CdnY1Lly7hwIEDuHfvHrZt24ampibmnoqKCqSkpCAvLw9ZWVk4evQobty4ge3bt+Pp06dM3OrqaiQlJaGwsBAZGRk4efIkCgsLkZiYiEePHjFx6+rqkJOTg5KSEqSlpeHMmTPIz89HcnKyVrkbGxsRHR2NO3fu4ODBg7h48SIuXryIgwcP4s6dO4iOjkZjY6PWdy05ORn5+fk4c+YM0tLSUFJSgri4ONTV1TFxHz16hMTERBQWFuLkyZPIyMhAYWEhkpKSUF1dzcR9+vQptm/fjhs3buDo0aPIyspCXl4eUlJSUFFRwcRtamrCtm3bcO/ePRw4cACXLl1CdnY2Dh06hNu3b2v1EVlZWa2yj5DJZDr7iKysLLP7iH379iEnJwfnzp3D4cOHJdNHpKSk6O0jmteP23ofkZZ2TN0///LLLxb1EXFxcXr7CE09WksfocuOMHuZGWcllEolV19fz+ulUqm07r906RIHgIuLi9OZvlwu57y8vLiNGzeqw0JCQriAgACtuD179uQmT56sFX7jxg0OAPfVV1/pzKOhoYF7/Pix+nX69GkOAJebm8tPhFbAjh07BE/zbMlDrvsnh7nunxzm7lQ9FTx9sRBDCylDerCQHiykB4tU9FCpVOr+eYusRLR8pKKH2OTm5ppld1htGjczMxOvv/46r7hFRUXo37+/SemvWrUKXl5eWLJkidG4bm5uzHRsMw0NDerrunBxcYGLi4v6c7t27UwqY2sgNDRU+ESlM3PLIIoWEob0YCE9WEgPFqnoYS0PCVLRw1axmrHXv39/xMXF8Yqra4rVECUlJYiJicGmTZuYKdiGhgY0Njbi1q1b8PDwgJeXlzr9srIyrXQqKioAAJ07dzYpf+JXvvvuO8E9nWv6cZLQkj1RtJAypAcL6cFCerBIUQ8xfe5JUQ9bwmrGnq+vL8LDw0VJu6ysDCqVCkuXLsXSpUu1rvfo0QPLli1T79AdOnQoZDIZamtrmU0aFy5cUF8nzEOc49I030vH2qOOiYX0YCE9WEgPFtKDhfSwDLvYoDFo0CDs379f6xUQEAB/f3/s378f8+fPV8cPCwuDUqlETEyMOkyhUCAuLg7BwcE6d+IS/BDnuDRpjuy1huN9TIH0YCE9WEgPFtKDhfSwDJt3vdK8C615ejY1NRX37t0DACxZsgSenp7w9vbGtGnTtO5tHsl7/lpwcDCmT5+OTz/9FA8ePEDv3r2RkJCAW7du4dtvvxWzOnbP3LlzBU/TkTkuTTrWnhhaSBnSg4X0YCE9WEgPFtLDMmx+ZG/jxo1YvXo1tm7dCgDYt28fVq9ejdWrV+PRo0dmp7tjxw4sX74cO3fuxNKlS9HY2IjDhw9j7NixQhW9VbJ3717B02T97AmevGiIoYWUIT1YSA8W0oOF9GAhPSzD5kf2bt26Zfa9p06d0nvN1dUVkZGRiIyMNDt9Qpvf/OY3IqTqoPOtrSOOFtKF9GAhPVhIDxbSg4X0sAybH9kjpMXNmzcFT1OqGzTE0ELKkB4spAcL6cFCerCQHpZBxh4hKPp8FFqCg0TPxhVDCylDerCQHiykBwvpwUJ6WAYZe4SgdOjQQdT0reXAUwjE1kJqkB4spAcL6cFCerCQHpZBxh4hKNeuXRM1fSlt0BBbC6lBerCQHiykBwvpwUJ6WAYZe4SghISEiJq+lFyviK2F1CA9WEgPFtKDhfRgIT0sg4w9QlCSk5NFTd9BQi1WbC2kBunBQnqwkB4spAcL6WEZEvrpJKSA2EfaSGdcj473eR7Sg4X0YCE9WEgPFtLDMsjYIwRF7CNtpLRBg473YSE9WEgPFtKDhfRgIT0sg4w9QlA+/PBDUdOX0gYNsbWQGqQHC+nBQnqwkB4spIdlkLFHCEp8fLyo6Utpg4bYWkgN0oOF9GAhPVhIDxbSwzJs/rg0W6a+vh4AUFRU1MIlsR26du2Ky5cvC5pm8f0nUNz/DwAgP/8yXNo4CZq+WIihhZQhPVhIDxbSg0VKejT3z7evN+Gyx2NR8pCSHmLSbG802x98ceA4jhOjQK2BhIQEhIeHt3QxCIIgCIJoRcTHx2Pu3Lm849PIngWMGTMGAJCeng5vb+8WLk3LU1dXh5CQEJw+fRrt2rVr6eK0KKQFC+nBQnqwkB4spAcL6fErcrkcEydOVNsffKGRPQuora2Fp6cnHj9+DA8Pj5YuTotDevwKacFCerCQHiykBwvpwUJ6/Iq5WtAGDYIgCIIgCDuGjD2CIAiCIAg7how9C3BxcUFERARcXFxauig2AenxK6QFC+nBQnqwkB4spAcL6fEr5mpBa/YIgiAIgiDsGBrZIwiCIAiCsGPI2CMIgiAIgrBjyNgjCIIgCIKwY8jYIwiCIAiCsGPI2OPJpUuX8NFHHyEgIADu7u7w9/fHjBkzcP36dd5pKBQKfPLJJ+jcuTPc3NwQHByM48ePi1hq8airq0NERAQmTZoELy8vODg4mHRQ9alTp+Dg4KDzlZ2dLV7BRcJSPQD7ah+AZfWRavuwpM729vwB8+sk1edvCEv7CHtrH5boYY/tw1Ibw1j7oOPSeLJhwwacPXsW06dPR2BgIO7fv4+oqCgMGzYM2dnZGDRokNE0wsPDkZKSguXLl6NPnz6Ij4/HlClTIJPJ8Nvf/tYKtRAOuVyOtWvXwt/fH0OGDMGpU6fMSmfp0qUYMWIEE9a7d28BSmhdhNDDntoHIEx9pNY+LKmzvT1/wPI6Se35G8LSPsLe2ocQfaY9tQ9LbQyj7YMjeHH27FlOoVAwYdevX+dcXFy4WbNmGb3/woULHAAuMjJSHVZfX8/16tWLGzVqlODlFZuGhgauoqKC4ziOu3TpEgeAi4uL432/TCbjAHDJyckildC6WKqHvbUPS+sjxfZhSZ3t7flznGV1kuLzN4YlfYQ9tg9L9LDH9mGJjcGnfdA0Lk9Gjx4NZ2dnJqxPnz4ICAhAUVGR0ftTUlLg5OSEhQsXqsNcXV0xf/58nD9/Hnfv3hW8zGLi4uICX19fQdJ68uQJmpqaBEmrpbBUD3trH0LWRyrtw5I629vzB4Srk1SevzEs6SPssX0I9RtiL+3DEhuDT/sgY88COI5DZWUlvL29jcbNy8tD3759tQ4uDgoKAgDk5+eLUUSbZ968efDw8ICrqytef/115OTktHSRWgR7ax9C1UdK7cOSOtvb8weEqZOUnr+Y2GP7EAJ7bx98bQw+7YPW7FlAYmIiysrKsHbtWqNxKyoq4OfnpxXeHFZeXi54+WwZZ2dnvPPOO5gyZQq8vb1RWFiIjRs3YsyYMTh37hxeeeWVli6iVbG39mFpfaTYPiyps709f8CyOknx+YuJPbYPS2gt7YOvjcGnfbRKY0+lUuGXX37hFdfFxQUODg5a4deuXcPixYsxatQozJ0712g69fX1Os+yc3V1VV9vKYTQw1RGjx6N0aNHqz+/9dZbCAsLQ2BgID799FOkpaVZnIe5tIQe9tY+LK2PLbcPfVhSZ1t+/uZiSZ2k+PzFxB7bhyW0hvZhio3Bp320ymnczMxMuLm58XoVFxdr3X///n1MnToVnp6e6rlyY7i5uUGhUGiFNzQ0qK+3FJbqIRS9e/fG73//e8hkMiiVStHyMUZL6GFv7UOM+thK+9CHJXW25edvLkLXydafv5jYY/sQGntqH6baGHzaR6sc2evfvz/i4uJ4xX1+aPTx48eYPHkyampqcObMGXTu3Jl3OmVlZVrhFRUVAMA7HTGwRA+h6datG3755Rc8ffpUa/2BtWgJPeytfYhVH1toH/qwpM62/PzNRYw62fLzFxN7bB9iYA/twxwbg0/7aJXGnq+vL8LDw02+r6GhAaGhobh+/TpOnDiBgQMH8r536NChkMlkqK2tZRrhhQsX1NdbCnP1EIObN2/C1dUV7dq1a7EytIQe9tY+xKqPLbQPfVhSZ1t+/uYiRp1s+fmLiT22DzGQevsw18bg0z5a5TSuOSiVSsycORPnz59HcnIyRo0apTfuzz//jGvXrkEul6vDwsLCoFQqERMTow5TKBSIi4tDcHAwunXrJmr5WxJdejx8+FAr3o8//ohDhw5hwoQJcHS036bZGtqHKfWxl/bBt86t4fkDlukhxecvFK2lffCltbQPvjaGue2jVY7smcPHH3+MQ4cOITQ0FNXV1fjuu++Y67Nnz1a/v3jxIl5//XVERERgzZo1AIDg4GBMnz4dn376KR48eIDevXsjISEBt27dwrfffmvNqghGVFQUampq1DvBUlNTce/ePQDAkiVL4OnpCUC3HjNnzoSbmxtGjx6Njh07orCwEDExMWjbti3Wr1/fIvWxFEv0sLf2YUp97KV98K1za3j+gGV6SPH584FPH9Fa2gdgvh722D742hhmtw+hvUDbKyEhIRwAvS9Nmr17R0REMOH19fXcihUrOF9fX87FxYUbMWIEl5aWZsVaCEv37t316lFaWqqOp0uPzZs3c0FBQZyXlxfXpk0bzs/Pj5s9ezZXUlJi/YoIhCV6cJz9tQ++9bGn9sGnzq3l+XOc+XpI9fkbg08f0Zrah7l62GP74GtjmNs+HDiO4ywyRwmCIAiCIAibRXoT2wRBEARBEARvyNgjCIIgCIKwY8jYIwiCIAiCsGPI2CMIgiAIgrBjyNgjCIIgCIKwY8jYIwiCIAiCsGPI2CMIgiAIgrBjyNgjCIIgCIKwY8jYIwiCIAiCsGPI2CMIgrABwsPD4eDgAAcHBwwaNIi51tTUhJUrV6Jbt25wdHTEtGnTWqaQNkyHDh3U+n300UctXRyCsCnI2CMIQi/x8fHqH9DnX3/5y19aunh2h7e3N3bu3Kl1mPv27dsRGRmJsLAwJCQk4I9//KMg+X388ccYOHCgwThbt27F9OnT4e/vDwcHB4SHh+uNW1NTg4ULF8LHxwfu7u54/fXXcfnyZSZOVVUVIiMjMXbsWPj4+KBDhw4YOXIkvv/+e6PlXbdunU5jGABiYmKwc+dOo2kQRGukTUsXgCAI22ft2rXo0aMHE6brB5ewDHd3d8yePVsrPCMjA126dMFXX30laH5HjhxBaGiowTgbNmzAkydPEBQUhIqKCr3xVCoVpk6dih9//BF//vOf4e3tjW+++QavvfYacnNz0adPHwDA+fPn8de//hVTpkzBqlWr0KZNG+zduxfvvvsuCgsL8dlnn+lM/969e/j888/h7u6u8/qMGTMAAP/93//Np+oE0aogY48gCKNMnjwZr776Kq+4DQ0NcHZ2hqMjTRwIxYMHD9ChQwdB07x58yaKi4uxbds2g/FOnz6tHtVr166d3ngpKSk4d+4ckpOTERYWBuCZAda3b19EREQgKSkJABAQEICSkhJ0795dfe+iRYvw5ptvYsOGDVi5cqVOg27FihUYOXIklEol5HK5OVUmiFYL9cYEQZjNqVOn4ODggN27d2PVqlXo0qUL2rZti9raWgDAhQsXMGnSJHh6eqJt27YICQnB2bNntdLJysrCiBEj4Orqil69eiE6Ohpr1qyBg4ODOs6tW7fg4OCA+Ph4rfsdHBywZs0aJqysrAwffPABOnXqBBcXFwQEBGD79u06y79nzx6sW7cOXbt2haurK8aNG4f//Oc/WvlcuHABU6ZMwYsvvgh3d3cEBgZi8+bNAIC4uDg4ODggLy9P677PP/8cTk5OKCsrM6qpJs11lslk+Omnn9RT6KdOnQIA7N69G8OHD0f79u3h4eGBwYMHq8tjjCNHjsDT0xO//e1vDcbr3r078xz0kZKSgk6dOuHtt99Wh/n4+GDGjBk4ePAgFAoFAKBHjx6MoQc8e37Tpk2DQqHAzZs3tdLOzMxESkoKNm3axKNmBEE8D43sEQRhlMePH2uNpnh7e6vf//3vf4ezszNWrFgBhUIBZ2dnZGRkYPLkyRg+fDgiIiLg6OiIuLg4vPHGGzhz5gyCgoIAAFeuXMGECRPg4+ODNWvWoKmpCREREejUqZPZ5a2srMTIkSPVi/V9fHxw7NgxzJ8/H7W1tVi+fDkTf/369XB0dMSKFSvw+PFj/POf/8SsWbNw4cIFdZzjx4/jd7/7Hfz8/LBs2TL4+vqiqKgIhw8fxrJlyxAWFobFixcjMTERr7zyCpN+YmIiXnvtNXTp0sWkevj4+GDnzp1Yt24d6urq8MUXXwAABgwYgOPHj+O9997DuHHjsGHDBgBAUVERzp49i2XLlhlN++jRoxg/fjzatBHmZyAvLw/Dhg3TGtENCgpCTEwMrl+/jsGDB+u9//79+wDYdgUASqUSS5YswYIFCwzeTxCEATiCIAg9xMXFcQB0vjiO42QyGQeA69mzJ/fzzz+r71OpVFyfPn24iRMnciqVSh3+888/cz169ODGjx+vDps2bRrn6urK3b59Wx1WWFjIOTk5cZpdVGlpKQeAi4uL0yonAC4iIkL9ef78+Zyfnx8nl8uZeO+++y7n6empLmtz+QcMGMApFAp1vM2bN3MAuCtXrnAcx3FNTU1cjx49uO7du3OPHj1i0tSs33vvvcd17tyZUyqV6rDLly/rLbcmc+fO5bp3767zWkhICBcQEMCELVu2jPPw8OCampoMpquLp0+fcq6urkbL9Dzu7u7c3Llz9V774IMPtMKPHDnCAeDS0tL0pltVVcV17NiRGzNmjNa1qKgoztPTk3vw4AHHcbq10AQAt3jxYiM1IYjWBU3jEgRhlC1btuD48ePMS5O5c+fCzc1N/Tk/Px8lJSV4//33UVVVBblcDrlcjqdPn2LcuHHIzMyESqWCUqlEeno6pk2bBn9/f/X9AwYMwMSJE80qK8dx2Lt3L0JDQ8FxnDpvuVyOiRMn4vHjx1o7ROfNmwdnZ2f15zFjxgCAekoxLy8PpaWlWL58udbaOc0pzjlz5qC8vBwymUwdlpiYCDc3N7zzzjtm1UcfHTp0wNOnT7WeBR8yMjKgUCgwefJkwcpTX18PFxcXrXBXV1f1dV2oVCrMmjULNTU1+Prrr5lrVVVV+Nvf/obVq1fDx8dHsLISRGuDpnEJgjBKUFCQwQ0az+/ULSkpAfDMCNTH48ePoVAoUF9fr96pqUm/fv1w9OhRk8v68OFD1NTUICYmBjExMTrjPHjwgPmsaWgCwIsvvggAePToEQDgxo0bAIzvQB4/fjz8/PyQmJiIcePGQaVSYdeuXfj973+P9u3bm1wXQyxatAh79uzB5MmT0aVLF0yYMAEzZszApEmTjN575MgRvPrqqxZNlT+Pm5ubel2eJg0NDerruliyZAnS0tKwY8cODBkyhLm2atUqeHl5YcmSJYKVkyBaI2TsEQRhMc//kKtUKgBAZGQkhg4dqvOedu3a6TQO9KFvk4BSqdSZ9+zZs/Uam4GBgcxnJycnnfE4juNdvuZ03n//ffzv//4vvvnmG5w9exbl5eU63alYSseOHZGfn4/09HQcO3YMx44dQ1xcHObMmYOEhASD9x49ehTz5s0TtDx+fn46XbM0h3Xu3Fnr2meffYZvvvkG69ev13KZUlJSgpiYGGzatAnl5eXq8IaGBjQ2NuLWrVvw8PCAl5eXoPUgCHuEjD2CIASnV69eAAAPDw+8+eabeuP5+PjAzc1NPRKoSXFxMfO5ebStpqaGCb99+7ZWmu3bt4dSqTSYtyk01+fq1atG05wzZw7+9a9/ITU1FceOHYOPj4/ZU9LGcHZ2RmhoKEJDQ6FSqbBo0SJER0dj9erV6N27t857rl69ijt37mDq1KmClmXo0KE4c+YMVCoVs0njwoULaNu2Lfr27cvE37JlC9asWYPly5fjk08+0UqvrKwMKpUKS5cuxdKlS7Wu9+jRA8uWLaMdugTBA1qzRxCE4AwfPhy9evXCxo0bUVdXp3X94cOHAJ6NhE2cOBEHDhzAnTt31NeLioqQnp7O3OPh4QFvb29kZmYy4d988w3z2cnJCe+88w727t2Lq1ev6s3bFIYNG4YePXpg06ZNWsbm86N/gYGBCAwMRGxsrNpZsFA7XjWpqqpiPjs6OqpHLA2NmB49ehSdOnXi7TeRL2FhYaisrMS+ffvUYXK5HMnJyQgNDWXW833//fdYunQpZs2ahS+//FJneoMGDcL+/fu1XgEBAfD398f+/fsxf/58QetAEPYKjewRBCE4jo6OiI2NxeTJkxEQEIB58+ahS5cuKCsrg0wmg4eHB1JTUwE8m8pLS0vDmDFjsGjRIjQ1NeHrr79GQEAACgoKmHQXLFiA9evXY8GCBXj11VeRmZmJ69eva+W/fv16yGQyBAcH48MPP8TAgQNRXV2Ny5cv48SJE6iurja5Plu3bkVoaCiGDh2KefPmwc/PD9euXcNPP/2kZZjOmTMHK1asAABRpnCBZ1pUV1fjjTfeQNeuXXH79m18/fXXGDp0KAYMGKD3viNHjmDy5Mm8fOcBQGpqKn788UcAQGNjIwoKCvCPf/wDAPDWW2+pDcywsDCMHDkS8+bNQ2FhofoEDaVSyZyKcfHiRcyZMwcvvfQSxo0bh8TERCa/0aNHo2fPnvD29tZ5BnDzSB6dD0wQJtCym4EJgrBlml2vXLp0Sef1ZtclycnJOq/n5eVxb7/9NvfSSy9xLi4uXPfu3bkZM2ZwJ0+eZOKdPn2aGz58OOfs7Mz17NmT27ZtGxcREcE930X9/PPP3Pz58zlPT0+uffv23IwZM7gHDx5ouV7hOI6rrKzkFi9ezHXr1o174YUXOF9fX27cuHFcTEyM0fLrc/OSlZXFjR8/nmvfvj3n7u7OBQYGcl9//bVWvSsqKjgnJyeub9++OnXRhamuV1JSUrgJEyZwHTt25JydnTl/f3/uD3/4A1dRUaE3j5qaGq5Nmzbcnj17TCoX9LjfeV6f6upqbv78+dxLL73EtW3blgsJCdFqO4bc+ehKk48WmoBcrxCEFg4cZ+IKZIIgCCuwZs0afPbZZyZvkrAF5HI5/Pz81G5D+BAeHo6MjAxcvnwZbdq0Efx4NADYs2cPZs2aBblcDk9PT8HTb0mqq6uhUqng4+ODxYsXIyoqqqWLRBA2A63ZIwiCEJj4+HgolUqtHabGuHv3Lnx8fIweYWYuHTp0wL///W+7M/QAoGfPnuSLjyD0QGv2CIIgBCIjIwOFhYVYt24dpk2bhpdffpn3vStXrlSv72vXrp0o5ZswYYIo6doCBw8eRGNjIwCgW7duLVwagrAt/j/NNi8OC/xgawAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fLim = (-2, 2)\n",
-    "#fLim = None\n",
-    "dbLim = (-150, 5)\n",
-    "#dbLim = None\n",
-    "h, f, HF = dtft(hPrototype)\n",
-    "plot_spectra(f, HF, Npoints, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "00759606",
-   "metadata": {},
-   "source": [
-    "# 2 Compare remez filter and LOFAR subband filter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "73baa95f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f8e64bdc7c0>"
-      ]
-     },
-     "execution_count": 38,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fLim = (-3, 3)\n",
-    "dbLim = (-140, 5)  # view stop band attenuation\n",
-    "#dbLim = (-5, 5)  # view pass band ripple\n",
-    "\n",
-    "#plt.figure(0)\n",
-    "fs = Npoints\n",
-    "h, f, HF = dtft(hPrototype)\n",
-    "plot_power_spectrum(f, HF, 'b', fs, fLim, dbLim)\n",
-    "\n",
-    "#plt.figure(1)\n",
-    "lofarCoefs = read_coefficients_file('../data/Coeffs16384Kaiser-quant.dat')\n",
-    "lofarCoefs /= np.sum(lofarCoefs)\n",
-    "fs = Npoints\n",
-    "h, f, HF = dtft(lofarCoefs)\n",
-    "plot_power_spectrum(f, HF, 'g', fs, fLim, dbLim)\n",
-    "plt.legend(['remez', 'lofarCoefs'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "62d712a8",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/filter_design_windowed_sync.ipynb b/applications/lofar2/model/pfb_os/filter_design_windowed_sync.ipynb
deleted file mode 100644
index 232db175de0ca78d39d6e2374081ebf037e07cd8..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/filter_design_windowed_sync.ipynb
+++ /dev/null
@@ -1,535 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "6e0a005d",
-   "metadata": {},
-   "source": [
-    "# Try windowed sync FIR filter design method\n",
-    "\n",
-    "Author: Eric Kooistra, nov 2023\n",
-    "Purpose:\n",
-    "\n",
-    "Practise DSP [1]:\n",
-    "- Use windowed sync method for FIR filter design in time domain\n",
-    "- Compare LOFAR subband filter with windowed sync LPF for Kaiser window with beta\n",
-    "\n",
-    "References:\n",
-    "\n",
-    "[1] dsp_study_erko, summary of DSP books"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "3563bc63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "a131b5b6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import read_coefficients_file, is_even, is_symmetrical\n",
-    "from rtdsp.firfilter import nof_taps_kaiser_window, nof_taps_remez\n",
-    "from rtdsp.fourier import dtft, estimate_gain_at_frequency, estimate_frequency_at_gain\n",
-    "from rtdsp.plotting import plot_two_power_spectra, plot_spectra, plot_time_response"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "7f8d4c9b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "fs = 200e6\n",
-    "\n",
-    "cutoffGain = 0.5  # -3 dB gain"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "672a425f",
-   "metadata": {},
-   "source": [
-    "# 1 Windowed sinc method"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "4e185794",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# LPF specification for LOFAR subband filter\n",
-    "Npoints = 1024   # = number of bins in fs, = DFT size\n",
-    "BWbin = fs / Npoints  # bandwidth of one bin\n",
-    "# . Use half power bandwidth factor to tune half power cutoff frequency of LPF, default 1.0\n",
-    "hp_factor = 1.0\n",
-    "BWpass = hp_factor * BWbin\n",
-    "fpass = BWpass / 2  # bin at DC: -fpass to +fpass\n",
-    "fcutoff = fpass\n",
-    "\n",
-    "# Actual FIR filter length\n",
-    "Ntaps = 16\n",
-    "Ncoefs = Npoints * Ntaps\n",
-    "\n",
-    "# Plot frequency axis in units BWbin\n",
-    "fsPlot = Npoints"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "ccbe2065",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Window method: firwin, kaiser with beta = 8.000000\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Select windowed sinc method\n",
-    "# . method\n",
-    "method = 'manual'\n",
-    "method = 'firwin'\n",
-    "# Window type\n",
-    "window = 'hann'\n",
-    "window = 'kaiser'\n",
-    "if window == 'kaiser':\n",
-    "    beta = 8  # beta: 0 rect, 5 hamming, 6 hanning\n",
-    "    print('Window method: %s, %s with beta = %f' % (method, window, beta))\n",
-    "else:\n",
-    "    print('Window method: %s, %s' % (method, window))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "41b37b69",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      ". Symmetrical sinc  = True\n",
-      ". Symmetrical win   = True\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Manually calculate FIR coefficients\n",
-    "# . sinc(t) = sin(pi t)/(pi t)\n",
-    "nlo = -(Ncoefs // 2)\n",
-    "n = np.arange(nlo, nlo + Ncoefs)\n",
-    "# . h_ideal(n) = 2 fpass sinc(2 fpass n), n in Z [JOS4 4.1]\n",
-    "if is_even(Ncoefs):\n",
-    "    sinc = np.sinc(2 * fpass / fs * (n + 0.5))  # +0.5 to make symmetrical for N is even\n",
-    "else:\n",
-    "    sinc = np.sinc(2 * fpass / fs * n)\n",
-    "print('. Symmetrical sinc  = %s' % is_symmetrical(sinc))\n",
-    "# window\n",
-    "if window == 'hann':\n",
-    "    win = signal.windows.hann(Ncoefs)\n",
-    "elif window == 'kaiser':\n",
-    "    win = signal.windows.kaiser(Ncoefs, beta) \n",
-    "print('. Symmetrical win   = %s' % is_symmetrical(win))\n",
-    "# FIR coefs\n",
-    "manualCoefs = win * sinc\n",
-    "# Normalize DC gain\n",
-    "manualCoefs /= np.sum(manualCoefs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "80b97480",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Use firwin() to calculate FIR coefficients\n",
-    "if window == 'hann':\n",
-    "    firwinCoefs = signal.firwin(Ncoefs, cutoff=fcutoff, window='hann', fs=fs)\n",
-    "elif window == 'kaiser':\n",
-    "    firwinCoefs = signal.firwin(Ncoefs, cutoff=fcutoff, window=('kaiser', beta), fs=fs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "487f2352",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "PASSED: Methods yield same FIR filter coefficients\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Verify that methodes yield same result\n",
-    "if np.allclose(manualCoefs, firwinCoefs):\n",
-    "    print('PASSED: Methods yield same FIR filter coefficients')\n",
-    "else:\n",
-    "    print('FAILED: Methods yield different FIR filter coefficients')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "72e6b0fe",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      ". Ncoefs            = 16384\n",
-      ". Coefs sum         = 1.000000\n",
-      ". Symmetrical coefs = True\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "array([-1.39415451e-10, -4.19931670e-10, -7.02698437e-10, ...,\n",
-       "       -7.02698437e-10, -4.19931670e-10, -1.39415451e-10])"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "if method == 'manual':\n",
-    "    coefs = manualCoefs\n",
-    "else:\n",
-    "    coefs = firwinCoefs\n",
-    "    \n",
-    "# Plot\n",
-    "h, fn, HF = dtft(coefs)\n",
-    "# Symmetrical FIR coeffients: coefs[0] = 0, coefs[1] = coefs[-1]\n",
-    "print('. Ncoefs            = %d' % len(coefs))\n",
-    "print('. Coefs sum         = %f' % np.sum(coefs))\n",
-    "print('. Symmetrical coefs = %s' % is_symmetrical(coefs))\n",
-    "coefs"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "0eddef92",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plot_time_response(coefs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "cecb34c7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "estimate_gain_at_frequency fcutoff = 5.000000e-01 [BWbin]:\n",
-      ". fIndex = 131200\n",
-      ". fValue = 5.000000e-01 [BWbin]\n",
-      ". fGain = 4.999949e-01\n",
-      "estimate_frequency_at_gain cutoffGain = 5.000000e-01:\n",
-      ". fIndex = 131200\n",
-      ". fValue = 5.000000e-01 [BWbin]\n",
-      ". fGain = 4.999949e-01\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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Dh244X2hoaKkbh3PnzgGA+J7AlZdM33//fSilrJfFxsYiICAAzZs3x6OPPgrgykusr7zyCk6cOIFp06aV+pJuXFyc9fs4ODhg6tSpyMrKwptvvmkzU1ZWFnJzc61/btq0KTIyMpCfn3/D+3itrl27onHjxli7dq312RbgyrM1n3/+eYWPV1U8PT0BAHv37tV9rCeeeAJubm7w9fUVP06glMJ7772HwsJCm5/ba9q0KU6fPl3q8arqfKtqBQUFSEhIKPU9V2/k/fffF/8hcvr0afz4449wcnLC008/XemZJk2aBHXlF17L9VXVz85Wxf06efIkzpw5gyFDhlTpbGROfCaSyKRef/11vP766+jTpw+eeuopFBYWYsuWLVBKoVevXuINxFNSUtCnTx/06tULPXv2ROvWrXH+/HmsWbMGBQUFmDZtmnXtiBEj8NFHH+Gzzz5Dp06dMGLECLRr1w7nz5/HkSNHsGvXLnz++ee48847rzvfG2+8gdTUVNx///1o37497OzsEBYWhn379uHee+/F/fffL9b37NkTYWFh6N+/Px566CHr+0QWFhZi/vz5cHFxsa795JNPcODAAfz3v//Fhg0bMGTIELRo0QIpKSk4ePAgfv/9d+zZswctWrQAAHz66aeIiIhAQEAAIiIiMHLkSDg5OeHYsWPYtGkTwsLCrD//9eCDDyIyMhIjR47E4MGD4ejoiCFDhpTrX3qOjo54/fXX8eWXX6Jv377Wl/LXrVsHT0/PSm1IqsKwYcPQuHFjbNmyBe+++66uY7m6uuKXX37BM888Aw8PD4wfPx7NmzfH1q1bERUVhQEDBth8jwcffBDLli3D6NGj0adPH9jb2+Pxxx9Hz549q+x8u5GwsDD4+PgA0H75KiwszLrhbdasGb777jvr+pSUFNx5550Vfp9Id3d3XLp0CT179sSoUaOs76d4/vx5/Pe//63Sn82tSVV1v0o+7vDq932lWsyIXwknqg2u9z6RpSl5G5/k5GSb62bMmKEAqJCQEOtlxcXFat68eap79+7K2dlZtWzZUk2ePFmdO3dOeXp6qqv/8b148aKaOXOmGjJkiHJ3d1eOjo6qVatWasSIEeq3334rdZ4tW7aoUaNGqebNm6v69eurli1bqoEDB6rPPvusXG/NsXTpUjVu3DjVsWNH1aBBA+Xm5qZ69eqlvvnmG/G+jEppbwFz6tQpNX78eNW0aVPl7OysBg4cqDZv3lzq8QsLC5W3t7e67777lKurq3JyclJt27ZVI0aMUHPnzhXvOaiUUvn5+eq7775TvXv3Vi4uLqpRo0bqrrvuUu+88454n8ycnBz18ssvK3d3d2Vvby/esud6b+FToqioSM2cOVO1adNGOTo6qi5duqgff/xRHTt2rMy3+CnrrVhQxlvjlPV2QdfzyiuvKHt7e/EepDe6T9f7PqGhoWrkyJGqSZMm1vv50Ucf2XRXSqm0tDQ1btw41axZM1WvXr1S3/5F7/l2Izd6e5xr/w4q+z6R7dq1UxcuXFBTpkxRt912m3JyclK9evVSgYGBZc5U3rf4MUpV3q8HHnhAtWjRQl2+fLkGJiej2Sl11WtLRETVwM7ODp6envwc8WqUmJiIHj16YObMmdbfzqeqVfKb4Gb5JZ+qUlX3KykpCV27dsXMmTPx8ccf6x+MTI8/E0lEVAt07doVL730EmbPno2cnByjx6E66NNPP4W7uzveeecdo0ehGsKfiSQiqiU++eQT3HbbbTh+/Hipb3RPVF0KCgrQtWtXTJo0CQ0bNjR6HKohfDmbiKodX86m2oAvZxNJ3EQSERERUYXxZyKJiIiIqMK4iSQiIiKiCuMv1phMRkYGgoOD0b59e/Hmy0RERERVLS8vD8ePH8fw4cPRrFmzCt2Wm0iTCQ4OxoQJE4weg4iIiOqQRYsW4bnnnqvQbbiJNJmS35JbtGiR7o8Bqy3S09PRvHlzo8cwDfbQsIXEHhJ7SOwhsccVhw4dwoQJE6z7j4rgJtJkSl7CvvPOO9G3b1+DpzGHoKAgDB8+3OgxTIM9NGwhsYfEHhJ7SOwhVeZH6PiLNWR6d9xxh9EjmAp7aNhCYg+JPST2kNhDP24iyfTy8/ONHsFU2EPDFhJ7SOwhsYfEHvpxE0mml5mZafQIpsIeGraQ2ENiD4k9JPbQj5tIMj3+gpHEHhq2kNhDYg+JPST20I+bSDK97du3Gz2CqbCHhi0k9pDYQ2IPiT304yayClksFrz33nto1aoVXFxc4OHhgS1bthg91k2vou9bVduxh4YtJPaQ2ENiD4k99OMmsgpNmjQJ//nPf/Dcc8/hxx9/hL29PR599FGEhYUZPdpN7ddffzV6BFNhDw1bSOwhsYfEHhJ76GenlFJGD1Eb7Nu3Dx4eHpg1axamTZsG4MpvfvXo0QMtWrRAeHh4uY5z4MAB9OvXD1FRUXyfSCIiIqpWevYdfCayigQFBcHe3h5TpkyxXubs7IzJkydjz549OHXqlIHT3dy8vLyMHsFU2EPDFhJ7SOwhsYfEHvrxE2uqSHR0NLp06QJXV1dx+YABAwAAMTExaNOmjc3tLBYLLBaL9c+5ubnVO+hN6JlnnjF6BFNhDw1bSOwhsYfEHhJ76MdnIqtIWloa3N3dbS4vuSw1NbXU23311Vdwc3Ozfnl6elqP5+3tDYvFYv2vJS8vL5w9exbLli1DbGwsQkNDERwcjKSkJPj5+SEnJ0eszczMREBAABISErB161aEhIQgLi4OgYGBOH/+vFibl5cHHx8fHDt2DBs2bMDu3bsRFRWFoKAgpKamirVFRUWYO3cuUlJSsGrVKkRGRiIiIgLr1q1DcnIy5s+fbzN3eno6li5ditjYWOzcuRPBwcFITEyEv7+/zdzZ2dlYuHAhEhMTsXnzZvz00084ePAglixZgoyMDLE2Pz8fPj4+SE5Oxvr16xEeHo7IyEisXLkSqampmDNnDoqLi+Hl5YXi4mLMmTMHqampWLlyJSIjIxEeHo7169cjOTkZPj4+yM/PF8fPyMjAkiVLcPDgQYSEhGDz5s1ITEzEwoULkZ2dLdbm5OTA398fiYmJCA4Oxs6dOxEbG4ulS5ciPT1drLVYLJg/fz6Sk5Oxbt06REREIDIyEqtWrUJKSgrmzp2LoqIicZvU1FQEBQXhl19+we7du7FhwwYcO3YMPj4+yMvLE2vPnz+PwMBAxMXFISQkBFu3bkVCQgICAgKQmZlpM7efnx+SkpIQHByM0NBQxMbGYtmyZTh79qzN3N7e3jhx4gTWrl2LiIgI7N+/H6tXr8bp06cxb948FBYWitukpaUhKCgI0dHRCAsLw8aNG3H06FEsWLAAly5dEmsvXLiAwMBAxMfHY/v27di2bRvi4+OxePFiXLx4UazNzc3FjBkzkJSUhE2bNmHXrl2IiYnB8uXLbeYuKCiAt7c3Tp48iTVr1mDfvn3Yt28f1qxZg5MnT8Lb2xsFBQU2/6wtX74cMTEx2LVrFzZt2oSkpCT4+voiNzdXrL148SIWL16M+Ph4bNu2Ddu3b0d8fDwCAwNx4cIFsfbSpUtYsGABjh49io0bNyIsLAzR0dEICgpCWlqaWFtYWIh58+bh9OnTWL16Nfbv34+IiAisXbsWJ06csHmMmD59ep18jAgJCSn1MWL69Ol18jEiKiqq1MeI6dOn17nHCF9f3zIfI67uUVceI0rbR5T3x+1Kw5+JrCIdO3ZE165dsXHjRnH5sWPH0LFjR8yePRtvvfWWze2ufSYyJiYGnp6e/JnIq8TFxaFHjx5Gj2Ea7KFhC4k9JPaQ2ENijyv0/EwkX86uIi4uLmIzWKLkY5XK+mBzJycnODk5Wf/cqFGj6hnwJpaenm70CKbCHhq2kNhDYg+JPST20I8vZ1cRd3d3pKWl2VxeclmrVq1qeqRao6ioyOgRTIU9NGwhsYfEHhJ7SOyhHzeRVaR37944fPgwsrOzxeV79+61Xk+Vc/vttxs9gqmwh4YtJPaQ2ENiD4k99OMmsoo89dRTKCoqwvz5862XWSwW+Pr6wsPDo9TfzKby2b9/v9EjmAp7aNhCYg+JPST2kNhDP/5MZBXx8PDA2LFjMX36dJw7dw6dOnWCv78/jh8/znfF12nUqFFGj2Aq7KFhC4k9JPaQ2ENiD/34TGQVWrhwId566y0EBATgjTfeQEFBAdavX48hQ4YYPdpNbdGiRUaPYCrsoWELiT0k9pDYQ2IP/fgWPybDjz0kIiKimsKPPaRajR9NJbGHhi0k9pDYQ2IPiT304zORJsNnIm3l5OSgcePGRo9hGuyhYQuJPST2kNhDYo8r+Ewk1WorVqwwegRTYQ8NW0jsIbGHxB4Se+jHTSSZ3n333Wf0CKbCHhq2kNhDYg+JPST20I+bSDK9Y8eOGT2CqbCHhi0k9pDYQ2IPiT304yaSTK+szx2vq9hDwxYSe0jsIbGHxB76cRNJptekSROjRzAV9tCwhcQeEntI7CGxh37cRJLpJSQkGD2CqbCHhi0k9pDYQ2IPiT304yaSTM/T09PoEUyFPTRsIbGHxB4Se0jsoR83kWR6y5cvN3oEU2EPDVtI7CGxh8QeEnvoxzcbNxm+2TgRERHVFL7ZONVq/GgqiT00bCGxh8QeEntI7KEfn4k0GT4TactiscDJycnoMUyDPTRsIbGHxB4Se0jscQWfiaRazc/Pz+gRTIU9NGwhsYfEHhJ7SOyhHzeRZHojRowwegRTYQ8NW0jsIbGHxB4Se+jHTSSZ3u+//270CKbCHhq2kNhDYg+JPST20I+bSDK9Fi1aGD2CqbCHhi0k9pDYQ2IPiT304yaSTM/e3t7oEUyFPTRsIbGHxB4Se0jsoR83kWR6KSkpRo9gKuyhYQuJPST2kNhDYg/9uIkk07vnnnuMHsFU2EPDFhJ7SOwhsYfEHvpxE0mmt379eqNHMBX20LCFxB4Se0jsIbGHfnyzcZPhm43bKiwshIODg9FjmAZ7aNhCYg+JPST2kNjjCr7ZONVq8+bNM3oEU2EPDVtI7CGxh8QeEnvox2ciTYbPRBIREVFN4TORVKt5eXkZPYKpsIeGLST2kNhDYg+JPfTjJpJMb8yYMUaPYCrsoWELiT0k9pDYQ2IP/biJJNPbvXu30SOYCnto2EJiD4k9JPaQ2EM/biLJ9Dp27Gj0CKbCHhq2kNhDYg+JPST20I+bSDK9S5cuGT2CqbCHhi0k9pDYQ2IPiT304yaSTC87O9voEUyFPTRsIbGHxB4Se0jsoR83kWR6Xbt2NXoEU2EPDVtI7CGxh8QeEnvox00kmd7OnTuNHsFU2EPDFhJ7SOwhsYfEHvrxzcZNhm82buvSpUto2LCh0WOYBnto2EJiD4k9JPaQ2OMKvtk41Wq+vr5Gj2Aq7KFhC4k9JPaQ2ENiD/34TKTJ8JlIIiIiqil8JpJqNX40lcQeGraQ2ENiD4k9JPbQj5tIMr1nn33W6BFMhT00bCGxh8QeEntI7KEfN5Fkeps2bTJ6BFNhDw1bSOwhsYfEHhJ76MdNJJle7969jR7BVNhDwxYSe0jsIbGHxB76cRNJpnfmzBmjRzAV9tCwhcQeEntI7CGxh37cRJLp8Q0EJPbQsIXEHhJ7SOwhsYd+3ESS6bm7uxs9gqmwh4YtJPaQ2ENiD4k99OMmkkwvOjra6BFMhT00bCGxh8QeEntI7KEfN5Fkeo8++qjRI5gKe2jYQmIPiT0k9pDYQz9uIsn0Fi9ebPQIpsIeGraQ2ENiD4k9JPbQjx97aDL82EMiIiKqKbX2Yw9zc3MxY8YMjBgxAk2bNoWdnR38/PzKXG+xWPDee++hVatWcHFxgYeHB7Zs2aJrbXUckyqGH00lsYeGLST2kNhDYg+JPaqAMrHk5GQFQLVt21Y98MADCoDy9fUtc/3TTz+tHBwc1LRp05S3t7caOHCgcnBwULt27ar02uo45vVERUUpACoqKqrct6ntcnJyjB7BVNhDwxYSe0jsIbGHxB5X6Nl3mHoTmZ+fr9LS0pRSSu3fv/+6m8i9e/cqAGrWrFnWy/Ly8lTHjh3VwIEDK7W2Oo55I9xE2lqwYIHRI5gKe2jYQmIPiT0k9pDY4wo9+w5Tv5zt5OSEli1blmttUFAQ7O3tMWXKFOtlzs7OmDx5Mvbs2YNTp05VeG11HJMq7v777zd6BFNhDw1bSOwhsYfEHhJ76GfqTWRFREdHo0uXLnB1dRWXDxgwAAAQExNT4bXVccxrWSwWZGdnW79yc3NvfGfrmKNHjxo9gqmwh4YtJPaQ2ENiD4k99Ks1m8i0tLRS332+5LLU1NQKr62OY17rq6++gpubm/XL09PTejxvb29YLBbrD/96eXnh7NmzWLZsGWJjYxEaGorg4GAkJSXBz88POTk5Ym1mZiYCAgKQkJCArVu3IiQkBHFxcQgMDMT58+fF2ry8PPj4+ODYsWPYsGEDdu/ejaioKAQFBSE1NVWsLSoqwty5c5GSkoJVq1YhMjISERERWLduHZKTkzF//nybudPT07F06VLExsZi586dCA4ORmJiIvz9/W3mzs7OxsKFC5GYmIjNmzfjyJEjOHjwIJYsWYKMjAyxNj8/Hz4+PkhOTsb69esRHh6OyMhIrFy5EqmpqZgzZw6Ki4vh5eWF4uJizJkzB6mpqVi5ciUiIyMRHh6O9evXIzk5GT4+PsjPzxfHz8jIwJIlS3Dw4EGEhIRg8+bNSExMxMKFC5GdnS3W5uTkwN/fH4mJiQgODsbOnTsRGxuLpUuXIj09Xay1WCyYP38+kpOTsW7dOkRERCAyMhKrVq1CSkoK5s6di6KiInGb1NRU69/H7t27sWHDBhw7dgw+Pj7Iy8sTa8+fP4/AwEDExcUhJCQEW7duRUJCAgICApCZmWkzt5+fH5KSkhAcHIzQ0FDExsZi2bJlOHv2rM3c3t7eOHHiBNauXYuIiAjs378fq1evxunTpzFv3jwUFhaK26SlpSEoKAjR0dEICwvDxo0bcfToUSxYsACXLl0Say9cuIDAwEDEx8dj+/bt2LZtG+Lj47F48WJcvHhRrM3NzUVYWBiSkpKwadMm7Nq1CzExMVi+fLnN3AUFBfD29sbJkyexZs0a7Nu3D/v27cOaNWtw8uRJeHt7o6CgwOafteXLlyMmJga7du3Cpk2bkJSUBF9fX+Tm5oq1Fy9exOLFixEfH49t27Zh+/btiI+PR2BgIC5cuCDWXrp0CQsWLMDRo0exceNGhIWFITo6GkFBQUhLSxNrCwsLMW/ePJw+fRqrV6/G/v37ERERgbVr1+LEiRM2jxHbtm2rk48RISEhpT5GbNu2rU4+RkRFRZX6GLFt27Y69xjh6+tb5mPE1T3qymNEafuI8PBwVFo1vLxeqqKiIpWXl1eur+LiYpvb3+hnIjt06KBGjhxpc/nRo0cVADV79uwKr62OY14rPz9fZWVlWb927tzJn4m8RnR0tNEjmAp7aNhCYg+JPST2kNjjipviZyJDQ0Ph4uJSrq/ExMQKH9/FxQUWi8Xm8vz8fOv1FV1bHce8lpOTE1xdXa1fjRo1Kv0O1mFJSUlGj2Aq7KFhC4k9JPaQ2ENiD/0cauobdevWDb6+vuVaW5kPRXd3d0dKSorN5WlpaQCAVq1aVXhtdRyTKm7IkCFGj2Aq7KFhC4k9JPaQ2ENiD/1q7JnIli1bYtKkSeX6cnNzq/Dxe/fujcOHDyM7O1tcvnfvXuv1FV1bHcekilu+fLnRI5gKe2jYQmIPiT0k9pDYQ79a84s1Tz31FIqKijB//nzrZRaLBb6+vvDw8ECbNm0qvLY6jkkV99prrxk9gqmwh4YtJPaQ2ENiD4k99Kuxl7Mrq+Q3CEt+u3ndunU4ffo0AOD111+3Pmvp4eGBsWPHYvr06Th37hw6deoEf39/HD9+HL/++qs4ZnnXVscxqeK8vLz4D/tV2EPDFhJ7SOwhsYfEHlWgGn7Rp0q1a9dOASj1Kzk5WazNy8tT06ZNUy1btlROTk6qf//+atOmTaUet7xrq+OY18NPrLF1+fJlo0cwFfbQsIXEHhJ7SOwhsccVtfZjD+sibiJtzZs3z+gRTIU9NGwhsYfEHhJ7SOxxxU3xFj9ElTVy5EijRzAV9tCwhcQeEntI7CGxh37cRJLpRUdHGz2CqbCHhi0k9pDYQ2IPiT304yaSTK8y7xtam7GHhi0k9pDYQ2IPiT304yaSiIiIiCqMm0gyvZJP/aEr2EPDFhJ7SOwhsYfEHvpxE0mm16dPH6NHMBX20LCFxB4Se0jsIbGHftxEkun99ttvRo9gKuyhYQuJPST2kNhDYg/97JRSyughSHPgwAH069cPUVFR6Nu3r9HjmEJBQQHq169v9BimwR4atpDYQ2IPiT0k9rhCz76Dz0SS6Xl7exs9gqmwh4YtJPaQ2ENiD4k99OMzkSbDZyKJiIiopvCZSKrVvLy8jB7BVNhDwxYSe0jsIbGHxB76cRNJpjd27FijRzAV9tCwhcQeEntI7CGxh37cRJLphYaGGj2CqbCHhi0k9pDYQ2IPiT304yaSTK9z585Gj2Aq7KFhC4k9JPaQ2ENiD/24iSTTy8nJMXoEU2EPDVtI7CGxh8QeEnvox00kmd6lS5eMHsFU2EPDFhJ7SOwhsYfEHvpxE0mm17FjR6NHMBX20LCFxB4Se0jsIbGHftxEkumFhYUZPYKpsIeGLST2kNhDYg+JPfTjm42bDN9s3FZubi4aNWpk9BimwR4atpDYQ2IPiT0k9riCbzZOtZqfn5/RI5gKe2jYQmIPiT0k9pDYQz8+E2kyfCaSiIiIagqfiaRajR9NJbGHhi0k9pDYQ2IPiT304yaSTO+5554zegRTYQ8NW0jsIbGHxB4Se+hX78KFC6jsV1FRkdHzUx2wceNGo0cwFfbQsIXEHhJ7SOwhsYd+Ds2bN6/0jbds2YIHH3ywCschstWnTx+jRzAV9tCwhcQeEntI7CGxh34Oo0ePRs+ePSt0o0uXLuH777+vppGIpLS0NNx1111Gj2Ea7KFhC4k9JPaQ2ENiD/0cxowZg2effbZCNzp//jy+++67ahqJSLKzszN6BFNhDw1bSOwhsYfEHhJ76FfvnnvuqfCNGjVqhNmzZ6Nr167VMBKR1LJlS6NHMBX20LCFxB4Se0jsIbGHfvW6dOlS4Rs5OTnhzTffROvWrathJCIpJibG6BFMhT00bCGxh8QeEntI7KEf3+KHTG/EiBFGj2Aq7KFhC4k9JPaQ2ENiD/0cPv300wrdwM7ODh999FE1jUNkKzAwEK+99prRY5gGe2jYQmIPiT0k9pDYQz87Ozs7dc0FAIBrPw3Rzs4OSinY2dnx/SGrET/2kIiIiGqKro89LC4uRsnXqVOncPfdd+OZZ57Bvn37kJWVhaysLOzduxdPP/00evXqhVOnTlXT3SAqHT+aSmIPDVtI7CGxh8QeEnvoZ6euespx9OjRqF+/PpYvX17q4qeeegpFRUVYtWpVjQ1Y1/CZSFuXLl1Cw4YNjR7DNNhDwxYSe0jsIbGHxB5X6Hom8uo/bN++/bqfQDNs2DBs27atclMSVdL//vc/o0cwFfbQsIXEHhJ7SOwhsYd+YhPp7OyMPXv2lLk4PDwczs7O1T4U0dU8PT2NHsFU2EPDFhJ7SOwhsYfEHvqJTeRzzz2HxYsX44033kBSUpL1ZyWTkpLw+uuvIzAwEM8995xRs1IdlZiYaPQIpsIeGraQ2ENiD4k9JPbQz+HqP3zzzTfIyMiAl5cX5syZg3r1ruwxi4uLoZTCM888g2+++caQQanucnV1NXoEU2EPDVtI7CGxh8QeEnvoJzaRjo6OCAgIwLvvvouNGzfixIkTAIB27dph5MiR6NWrlyFDUt3GH3yW2EPDFhJ7SOwhsYfEHvo5lHZhz5490bNnz5qehahUR48eRZ8+fYwewzTYQ8MWEntI7CGxh8Qe+vFjD8n07rvvPqNHMBX20LCFxB4Se0jsIbGHfjabyN9++w0PP/wwbr31Vjg4OMDe3t7mi6gmrVixwugRTIU9NGwhsYfEHhJ7SOyhn3iz8RUrVmDcuHHo3r07Bg8ejLlz5+LZZ5+FUgpr1qxB586dMXr0aMyYMcPImWs1vtk4ERER1ZQqe7Pxr776CgMGDEB0dDQ++eQTAMDf/vY3LF68GHFxcUhLS8Mdd9xRdZMTlQM/mkpiDw1bSOwhsYfEHhJ76Cc2kfHx8Xj66adhb28PB4crv3NTUFAAAGjfvj1effVVvsUP1bi///3vRo9gKuyhYQuJPST2kNhDYg/9xCayQYMGcHR0BAA0adIETk5OSEtLs15/2223ITk5ucaG279/P1577TV0794dDRs2RNu2bTFu3DgcPny41PUWiwXvvfceWrVqBRcXF3h4eGDLli261lbHMalifHx8jB7BVNhDwxYSe0jsIbGHxB76iU1k165dER8fb/1z7969ERAQgMLCQuTn5yMwMBBt27atseG++eYbrFixAsOGDcOPP/6IKVOmIDQ0FH379kVcXJzN+kmTJuE///kPnnvuOfz444+wt7fHo48+irCwsEqvrY5jUsX85S9/MXoEU2EPDVtI7CGxh8QeEntUAXWVWbNmqTZt2qj8/HyllFLr1q1T9erVUw0bNlSNGjVSdnZ2ytfXV9WU3bt3K4vFIi47fPiwcnJyUs8995y4fO/evQqAmjVrlvWyvLw81bFjRzVw4MBKra2OY95IVFSUAqCioqLKfZvabtWqVUaPYCrsoWELiT0k9pDYQ2KPK/TsO8QzkdOmTcPJkyfh5OQE4MoufceOHXj55ZcxdepUbNu2DZMmTaqxDe6gQYOsL6+X6Ny5M7p3745Dhw6Jy4OCgmBvb48pU6ZYL3N2dsbkyZOxZ88enDp1qsJrq+OYVHGtW7c2egRTYQ8NW0jsIbGHxB4Se+hn/cQai8WC4OBgtG/fXnxazeDBgzF48GBDhiuNUgpnz55F9+7dxeXR0dHo0qWLzWdhDhgwAAAQExODNm3aVGhtdRzzWhaLBRaLxfrn3NzcclSoW4qKiowewVTYQ8MWEntI7CGxh8Qe+lmfiXR0dMTYsWMRHh5u5Dw3tHjxYqSkpGD8+PHi8rS0NLi7u9usL7ksNTW1wmur45jX+uqrr+Dm5mb98vT0tB7P29sbFovF+jYEXl5eOHv2LJYtW4bY2FiEhoYiODgYSUlJ8PPzQ05OjlibmZmJgIAAJCQkYOvWrQgJCUFcXBwCAwNx/vx5sTYvLw8+Pj44duwYNmzYgN27dyMqKgpBQUFITU0Va4uKijB37lykpKRg1apViIyMREREBNatW4fk5GTMnz/fZu709HQsXboUsbGx2LlzJ4KDg5GYmAh/f3+bubOzs7Fw4UIkJiZi8+bN2LFjBw4ePIglS5YgIyNDrM3Pz4ePjw+Sk5Oxfv16hIeHIzIyEitXrkRqairmzJmD4uJieHl5obi4GHPmzEFqaipWrlyJyMhIhIeHY/369UhOToaPjw/y8/PF8TMyMrBkyRIcPHgQISEh2Lx5MxITE7Fw4UJkZ2eLtTk5OfD390diYiKCg4Oxc+dOxMbGYunSpUhPTxdrLRYL5s+fj+TkZKxbtw4RERGIjIzEqlWrkJKSgrlz56KoqEjcJjU1FUFBQdi7dy92796NDRs24NixY/Dx8UFeXp5Ye/78eQQGBiIuLg4hISHYunUrEhISEBAQgMzMTJu5/fz8kJSUhODgYISGhiI2NhbLli3D2bNnbeb29vbGiRMnsHbtWkRERGD//v1YvXo1Tp8+jXnz5qGwsFDcJi0tDUFBQYiOjkZYWBg2btyIo0ePYsGCBbh06ZJYe+HCBQQGBiI+Ph7bt2/Htm3bEB8fj8WLF+PixYtibW5uLpYvX46kpCRs2rQJu3btQkxMDJYvX24zd0FBAby9vXHy5EmsWbMG+/btw759+7BmzRqcPHkS3t7eKCgosPlnbfny5YiJicGuXbuwadMmJCUlwdfXF7m5uWLtxYsXsXjxYsTHx2Pbtm3Yvn074uPjERgYiAsXLoi1ly5dwoIFC3D06FFs3LgRYWFhiI6ORlBQENLS0sTawsJCzJs3D6dPn8bq1auxf/9+REREYO3atThx4oTNY8SiRYvq5GNESEhIqY8RixYtqpOPEVFRUaU+RixatKjOPUb4+vqW+RhxdY+68hhR2j5C177v6te2u3fvrj777LOqepldKCoqUnl5eeX6Ki4uLvUYhw4dUq6urmrgwIGqsLBQXNehQwc1cuRIm9scPXpUAVCzZ8+u8NrqOOa18vPzVVZWlvVr586d/JnIaxw/ftzoEUyFPTRsIbGHxB4Se0jscUWV/Uzk+++/Dy8vLyQmJlZ+V1qG0NBQuLi4lOurtO9/5swZPPbYY3Bzc7P+/OHVXFxcxMvCJfLz863XV3RtdRzzWk5OTnB1dbV+NWrUqNR1ddmmTZuMHsFU2EPDFhJ7SOwhsYfEHvo5XP2HiIgI3HrrrejRowceeOABtG/f3mbzY2dnhx9//LHC36hbt27w9fUt19prXxbOysrCyJEjkZmZiV27dqFVq1al3iYlJcXm8pL3ubz6NuVdWx3HpIqryV/muhmwh4YtJPaQ2ENiD4k99BObyKs/Amjbtm2l3qCym8iWLVtW6i8sPz8fo0aNwuHDh7F161bcddddpa7r3bs3QkJCkJ2dLX65Ze/evdbrK7q2Oo5JFffLL7/gtddeM3oM02APDVtI7CGxh8QeEntUgWp4eb3KFBYWqscff1w5ODioDRs2XHdtRESEzfs05ufnq06dOikPD49Kra2OY94I3yeSiIiIaoqefYfD9TaYRnvnnXewdu1ajBo1ChcuXLD+JlWJCRMmWP+3h4cHxo4di+nTp+PcuXPo1KkT/P39cfz4cfz666/iduVdWx3HpIrz8vLify1ehT00bCGxh8QeEntI7FEFqmFTW2U8PT0VgDK/rpWXl6emTZumWrZsqZycnFT//v3Vpk2bSj12eddWxzGvh89E2jpz5ozRI5gKe2jYQmIPiT0k9pDY4wpdv529cePGCm88s7Ky0LNnT+zbt6/qdrOl2LFjB5RSZX5dy9nZGbNmzUJaWhry8/Oxb98+DB8+vNRjl3dtdRyTKmbnzp1Gj2Aq7KFhC4k9JPaQ2ENiD/3qZWVlVfhGhYWFiIuL46erUI3o1q2b0SOYCnto2EJiD4k9JPaQ2EM/h7feegsffPBBhW5UXFwMOzu7ahqJSMrMzDR6BFNhDw1bSOwhsYfEHhJ76Ofw6KOPVvrGfO9Dqgl5eXlGj2Aq7KFhC4k9JPaQ2ENiD/0cyvsG4ERG6dChg9EjmAp7aNhCYg+JPST2kNhDv3o3XkJkrN27dxs9gqmwh4YtJPaQ2ENiD4k99OMmkkxvzJgxRo9gKuyhYQuJPST2kNhDYg/9uIkk0/P39zd6BFNhDw1bSOwhsYfEHhJ76GenSnvDRTLMgQMH0K9fP0RFRaFv375Gj0NERES1mJ59B5+JJNPz8vIyegRTYQ8NW0jsIbGHxB4Se+jHZyJNpuS/CLr+fQ4atuoMANDektNO/NlO/G/b6678WXs/T+t15bjNNd/S5njan68cx85Ou931vo92XNvjlPV9CosKUd/BQRzLdq4y7lMZl2tjyDnqlXI/Sut+9X2/3vcrT7+SP197HcqYveDyZTg6Opbe95r5S/5urv0epc0v7tfVs1z1fa4998r6uy31/ABQr17pfw/XuuoMLHuN3ZW36HBxcbnOcW58jBt+nxscpareMvdG771bnm+Tn3/9HuU5TnneA/jGf3/lUJ7vo/MQeX/moUGDBnrHKNf9qYpz+kZL7ADUs7PT/lkv5XGt7McYO1z68xIaNWxY6vUo5Z/lMo9Vjse56z02lzwWlfm4X8bje9mPxWXfZ3l77Xo72CEnJweuro2ve5uyZij5d0W9Mv4exDHKOd+NHvvLe3+t/688f5ewQ0zMAQzyGFCpZyIdrr0gOzsbP//8M0JCQnDu3Dl4e3tjwIABuHDhAvz8/PD444+jU6dOFfomVHFZeQXIv3TZ6DGIiIioFrOcOVLp24pN5OnTp+Hp6YlTp06hc+fOSEhIsH60YdOmTeHt7Y0TJ07gxx9/1Dcx3dCcZ/uie8/eULjyRHHJ88XW/3/N5SXKul4B1s8bV9esRSlr5fcs/XYKCv//f1AKKFbqqjXyNlfWlXVfrv99Tqecxu2tW5c9X5nzyzhlrv///2+d///vy42+l3bfylhb5jFs57vxfdGuTz+XjmbNm19z39T/34dr/i6umuHqY8jz4qrvXdr5ouQcpZ176gbfp/j/w5bMdj3leW2kZElWVhbc3NwqdRztbC3HN6rc1f8/x41X3WhFeZtkZ2fD1dW10rOU62WpKuharvtTBd8nJycXjRo1us4x9M9RniNV5Jwu+xhKPNZefezy/nvizz//hEuDBlf9c17+f0/c8PHu6sfGGzzWFStl8xiLMm5zw8f7a8KV53Yl1xUWFMLewcG6urz/Tir5uyjvvytKv58V+55mJTaR7777LnJychATE4MWLVqgRYsWYvHo0aOxfv36Gh2wrmrfrCG6tmxs9BimsPVMHB7qcY/RY5jG1q3H8dDQgUaPYQpbt27FQw/1MnoM07jSo4/RY5jGlR587ChxpQcfO0pc6fGQ0WNUyNX/cQ+UvvmsyJNNSgEHDjTHEP/KzSM2kZs3b8bbb7+Nu+66C+fPn7dZ3KFDB5w6dapy34mokuzt7Y0ewVTYQ8MWEntI7CGxh3Qz9rj250avuqbSx2zoZPOTjeUmfjs7Ly8Pza95mexqOTk5lf5GRJV1vXOyLmIPDVtI7CGxh8QeEnvoJzaRd911F0JDQ8tcvHr1avTpw5dKqGbFxsYaPYKpsIeGLST2kNhDYg+JPfQTm8i33noLS5cuxTfffIOsrCwAQHFxMY4cOYLnn38ee/bswdtvv23IoFR3DR8+3OgRTIU9NGwhsYfEHhJ7SOyhn9hETpgwAZ9++ik+/PBDdOnSBQAwYsQIdO3aFUuXLsWXX36J0aNHGzEn1WFLliwxegRTYQ8NW0jsIbGHxB4Se+hX6puNnzx5EitWrMCRI0dQXFyMjh074q9//Ss6dOhgxIx1Cj/2kIiIiGpKlX/sYdu2bfH2229jzpw5mDt3LqZNm8YNJBmGH00lsYeGLST2kNhDYg+JPfQTz0Tm5OQgMzMTbdq0sS5ITU3FvHnzYLFYMGbMGAwYMMCQQesKPhNp60YfbVfXsIeGLST2kNhDYg+JPa6osmcip0yZgrFjx1r/nJ2dDQ8PD3z++ef4/vvvMWTIEOzYsaNKhiYqr8WLFxs9gqmwh4YtJPaQ2ENiD4k99BObyLCwMPzlL3+x/nnRokVIS0tDeHg4Ll68iJ49e+Lzzz+v8SGpbnvwwQeNHsFU2EPDFhJ7SOwhsYfEHvqJTWRGRgZat25t/fPatWtx//33495770Xjxo0xceJE/P777zU+JNVthw4dMnoEU2EPDVtI7CGxh8QeEnvoJzaRTZo0wZkzZwBc+VmBXbt24ZFHHrFe7+DggD///LNmJ6Q6r0mTJkaPYCrsoWELiT0k9pDYQ2IP/cQHJg4aNAg///wzunXrhk2bNiE/Px9PPPGE9frDhw+LZyqJaoKzs7PRI5gKe2jYQmIPiT0k9pDYQz/xTOQ333yD+vXrY8yYMfjll1/wz3/+E927dwcAFBUVYfny5fD09DRkUKq7kpOTjR7BVNhDwxYSe0jsIbGHxB76iWciO3XqhMTERMTHx8PNzQ3t27e3Xvfnn3/Cy8sLvXr1qukZqY4bNGiQ0SOYCnto2EJiD4k9JPaQ2EM/mzcbr1+/Pnr16iU2kADQuHFjPPHEEzaXE1W3lStXGj2CqbCHhi0k9pDYQ2IPiT30K/VjDwsKCpCQkICsrCwUFxfb3GjIkCE1MlxdxDcbJyIioppSZW82XlxcjPfeew9NmzZF79694enpiaFDh9p8EdUkfjSVxB4atpDYQ2IPiT0k9tBPPBP5+eef4+OPP8bUqVNx//334/nnn8c333yDJk2a4Oeff4adnR2+/fZbPPTQQ0bOXKvxmUhbRUVFsLe3N3oM02APDVtI7CGxh8QeEntcUWXPRPr5+WHcuHGYO3cuRowYAQDo168fXn75Zezduxd2dnbYvn171U1OVA7z5883egRTYQ8NW0jsIbGHxB4Se+gnNpGnT5+2fgyQk5MTACA/Px8A4OjoiAkTJiAgIKCGR6S67vHHHzd6BFNhDw1bSOwhsYfEHhJ76Cc2kbfeeityc3MBAI0aNYKrqyuOHTsmbnDx4sWam44IwL59+4wewVTYQ8MWEntI7CGxh8Qe+on3iezTpw/2799v/fPQoUPxww8/oE+fPiguLsZ///tfvk8k1bg2bdoYPYKpsIeGLST2kNhDYg+JPfQTz0ROmTIFFosFFosFAPDFF18gMzMTQ4YMgaenJ7Kzs/H9998bMijVXYWFhUaPYCrsoWELiT0k9pDYQ2IP/cQzkY8//rj4GYG77roLR48exY4dO2Bvb49BgwahadOmNT4k1W3p6elGj2Aq7KFhC4k9JPaQ2ENiD/0cbrTAzc0NTzzxRE3MQlSqHj16GD2CqbCHhi0k9pDYQ2IPiT30s/nYQwDIyclBXFwcdu3ahdDQUJsvopq0ZcsWo0cwFfbQsIXEHhJ7SOwhsYd+4s3Gz58/j9deew0rVqxAUVGRzWKlFOzs7Eq9jqoG32zclsVisb7lFLHH1dhCYg+JPST2kNjjiip7s/GXX34ZQUFBeP3117FixQps375dfIWEhPDNxqnG/fLLL0aPYCrsoWELiT0k9pDYQ2IP/cQzkY0aNcKrr76Kb7/91siZ6jQ+E0lEREQ1pcqeiWzQoAHat29flbMR6ebl5WX0CKbCHhq2kNhDYg+JPST20E9sIidMmIBVq1YZNQtRqcaPH2/0CKbCHhq2kNhDYg+JPST20K/egQMHUPI1duxYXLhwASNGjMDKlSuxf/9+XH19yRdRTdq2bZvRI5gKe2jYQmIPiT0k9pDYQ796/fv3R8nX/fffj+joaGzevBljx47Fvffei6uvv+eee9C/f/8aG+6PP/7A2LFj0aFDBzRo0ADNmjXDkCFDsG7dulLXWywWvPfee2jVqhVcXFzg4eFR5q/wl3dtdRyTKuauu+4yegRTYQ8NW0jsIbGHxB4Se+jnsGDBAqNnKNOJEyeQk5ODF154Aa1atcKff/6JFStW4PHHH4e3tzemTJki1k+aNAlBQUF466230LlzZ/j5+eHRRx9FSEgI7r///kqtrY5jUsVcvHjR6BFMhT00bCGxh8QeEntI7FEF1E2msLBQ9erVS3Xt2lVcvnfvXgVAzZo1y3pZXl6e6tixoxo4cGCl1lbHMW8kKipKAVBRUVHlvk1tt2nTJqNHMBX20LCFxB4Se0jsIbHHFXr2HfUAID8/H//73//w9ddf45dffkFaWppxu9obsLe3R5s2bZCZmSkuDwoKgr29vXh20tnZGZMnT8aePXtw6tSpCq+tjmNSxfEdAyT20LCFxB4Se0jsIbGHfvXOnTuHHj164Nlnn8X777+PqVOnonPnzti6davRs1ldunQJGRkZOHr0KGbPno3ffvsNw4YNE2uio6PRpUsXuLq6issHDBgAAIiJianw2uo45rUsFguys7OtX7m5uWVUqLsiIiKMHsFU2EPDFhJ7SOwhsYfEHvrV++yzz3D8+HG8/fbbWL9+PX744Qe4uLhg6tSpRs9m9c4776B58+bo1KkTpk2bhieffNLm/Z3S0tLg7u5uc9uSy1JTUyu8tjqOea2vvvoKbm5u1i9PT0/r8by9vWGxWKz31cvLC2fPnsWyZcsQGxuL0NBQBAcHIykpCX5+fsjJyRFrMzMzERAQgISEBGzduhUhISGIi4tDYGAgzp8/L9bm5eXBx8cHx44dw4YNG7B7925ERUUhKCgIqampYm1RURHmzp2LlJQUrFq1CpGRkYiIiMC6deuQnJyM+fPn28ydnp6OpUuXIjY2Fjt37kRwcDASExPh7+9vM3d2djYWLlyIxMREbN68Gc2bN8fBgwexZMkSZGRkiLX5+fnw8fFBcnIy1q9fj/DwcERGRmLlypVITU3FnDlzUFxcDC8vLxQXF2POnDlITU3FypUrERkZifDwcKxfvx7Jycnw8fFBfn6+OH5GRgaWLFmCgwcPIiQkBJs3b0ZiYiIWLlyI7OxssTYnJwf+/v5ITExEcHAwdu7cidjYWCxduhTp6elircViwfz585GcnIx169YhIiICkZGRWLVqFVJSUjB37lwUFRWJ26SmpiIoKAgdOnTA7t27sWHDBhw7dgw+Pj7Iy8sTa8+fP4/AwEDExcUhJCQEW7duRUJCAgICApCZmWkzt5+fH5KSkhAcHIzQ0FDExsZi2bJlOHv2rM3c3t7eOHHiBNauXYuIiAjs378fq1evxunTpzFv3jwUFhaK26SlpSEoKAjR0dEICwvDxo0bcfToUSxYsACXLl0Say9cuIDAwEDEx8dj+/bt2LZtG+Lj47F48WJcvHhRrM3NzcWff/6JpKQkbNq0Cbt27UJMTAyWL19uM3dBQQG8vb1x8uRJrFmzBvv27cO+ffuwZs0anDx5Et7e3igoKLD5Z2358uWIiYnBrl27sGnTJiQlJcHX1xe5ubli7cWLF7F48WLEx8dj27Zt2L59O+Lj4xEYGIgLFy6ItZcuXcKCBQtw9OhRbNy4EWFhYYiOjkZQUBDS0tLE2sLCQsybNw+nT5/G6tWrsX//fkRERGDt2rU4ceKEzWPE+fPn6+RjREhISKmPEefPn6+TjxFRUVGlPkacP3++zj1G+Pr6lvkYcXWPuvIYUdo+Ijw8HJXWpUsX9eKLL4rXuJcuXarq1aunEhISquold1VUVKTy8vLK9VVcXCxue+jQIbVlyxbl7++vHnvsMfXkk0+qM2fOiDUdOnRQI0eOtPm+R48eVQDU7NmzK7y2Oo55rfz8fJWVlWX92rlzJ38m8ho//fST0SOYCnto2EJiD4k9JPaQ2OMKXT8TefLkSZvfHL7//vuhlMLZs2crvzu9RmhoKFxcXMr1lZiYKG7brVs3PPTQQ5g4cSLWr1+P3NxcjBo1Ckr7xEa4uLjAYrHYfN/8/Hzr9RVdWx3HvJaTkxNcXV2tX40aNSp1XV322muvGT2CqbCHhi0k9pDYQ2IPiT30c7BYLHB2dhYXlvy5sLCwyr5Rt27d4OvrW661pb0sfLWnnnoKU6dOxeHDh9G1a1frbVJSUmzWlvySUKtWrcTxy7O2Oo5JFefl5cV/2K/CHhq2kNhDYg+JPST20M8BAI4fPy4+iSYrKwsAkJSUhCZNmtjcqKIf0A0ALVu2xKRJkyo35TXy8vIAaHMCQO/evRESEoLs7Gzxyy179+61Xl/RtdVxTKq4iRMnGj2CqbCHhi0k9pDYQ2IPiT2qgJ2dnapXr57NV2mXl1xWU86ePWtz2eXLl1Xfvn2Vi4uLysnJsV4eERFh8z6N+fn5qlOnTsrDw0Mco7xrq+OYN8L3ibTl7+9v9Aimwh4atpDYQ2IPiT0k9rhCz77DobwvMRth6tSpyM7OxpAhQ9C6dWucOXMGixcvRkJCAr7//nvx84MeHh4YO3Yspk+fjnPnzqFTp07w9/fH8ePH8euvv4rjlndtdRyTKs7Dw8PoEUyFPTRsIbGHxB4Se0jsUQWqYVNbZZYsWaIeeughddtttykHBwd1yy23qIceekitWbOm1PV5eXlq2rRpqmXLlsrJyUn179+/zHekL+/a6jjm9fCZSFvBwcFGj2Aq7KFhC4k9JPaQ2ENijyt0PRNp9Cb2ep5++mk8/fTT5V7v7OyMWbNmYdasWVW2tjqOSRVTv359o0cwFfbQsIXEHhJ7SOwhsYd+9YwegOhGmjVrZvQIpsIeGraQ2ENiD4k9JPbQj5tIMr24uDijRzAV9tCwhcQeEntI7CGxh37cRJLpPfzww0aPYCrsoWELiT0k9pDYQ2IP/biJJNNbunSp0SOYCnto2EJiD4k9JPaQ2EM/O6Wu+uxAMtyBAwfQr18/REVFVepN3YmIiIjKS8++g89Ekul5eXkZPYKpsIeGLST2kNhDYg+JPfTjM5Emw2cibeXn59t8vntdxh4atpDYQ2IPiT0k9riCz0RSrbZo0SKjRzAV9tCwhcQeEntI7CGxh37cRJLpDRs2zOgRTIU9NGwhsYfEHhJ7SOyhHzeRZHp//PGH0SOYCnto2EJiD4k9JPaQ2EM/biLJ9Jo2bWr0CKbCHhq2kNhDYg+JPST20I+bSDI9R0dHo0cwFfbQsIXEHhJ7SOwhsYd+3ESS6Z08edLoEUyFPTRsIbGHxB4Se0jsoR83kWR69957r9EjmAp7aNhCYg+JPST2kNhDP24iyfRWrVpl9Aimwh4atpDYQ2IPiT0k9tCPbzZuMnyzcVvFxcWoV4//vVOCPTRsIbGHxB4Se0jscQXfbJxqtZ9//tnoEUyFPTRsIbGHxB4Se0jsoR+fiTQZPhNpi/+1KLGHhi0k9pDYQ2IPiT2u4DORVKvNnTvX6BFMhT00bCGxh8QeEntI7KEfN5Fkek8++aTRI5gKe2jYQmIPiT0k9pDYQz9uIsn0IiIijB7BVNhDwxYSe0jsIbGHxB76cRNJpte2bVujRzAV9tCwhcQeEntI7CGxh37cRJLpXb582egRTIU9NGwhsYfEHhJ7SOyhHzeRZHoXLlwwegRTYQ8NW0jsIbGHxB4Se+jHTSSZXvfu3Y0ewVTYQ8MWEntI7CGxh8Qe+nETSaa3bds2o0cwFfbQsIXEHhJ7SOwhsYd+fLNxk+GbjdvKz8+Hs7Oz0WOYBnto2EJiD4k9JPaQ2OMKvtk41Wo+Pj5Gj2Aq7KFhC4k9JPaQ2ENiD/34TKTJ8JlIIiIiqil8JpJqNS8vL6NHMBX20LCFxB4Se0jsIbGHftxEkuk9/fTTRo9gKuyhYQuJPST2kNhDYg/9uIkk09uyZYvRI5gKe2jYQmIPiT0k9pDYQz9uIsn0evToYfQIpsIeGraQ2ENiD4k9JPbQj5tIMr2MjAyjRzAV9tCwhcQeEntI7CGxh37cRJLpFRQUGD2CqbCHhi0k9pDYQ2IPiT304yaSTK9du3ZGj2Aq7KFhC4k9JPaQ2ENiD/24iSTT27t3r9EjmAp7aNhCYg+JPST2kNhDP24iyfRGjx5t9Aimwh4atpDYQ2IPiT0k9tCPm0gyvYULFxo9gqmwh4YtJPaQ2ENiD4k99OPHHpoMP/aQiIiIago/9pBqNX40lcQeGraQ2ENiD4k9JPbQj89EmgyfibSVk5ODxo0bGz2GabCHhi0k9pDYQ2IPiT2u4DORVKutXLnS6BFMhT00bCGxh8QeEntI7KEfN5Fkevfee6/RI5gKe2jYQmIPiT0k9pDYQz9uIsn0jh8/bvQIpsIeGraQ2ENiD4k9JPbQ76baRH7xxRews7Mr80PTLRYL3nvvPbRq1QouLi7w8PDAli1bdK2tjmNSxTg7Oxs9gqmwh4YtJPaQ2ENiD4k99LtpNpGnT5/Gl19+iYYNG5a5ZtKkSfjPf/6D5557Dj/++CPs7e3x6KOPIiwsrNJrq+OYVDG33HKL0SOYCnto2EJiD4k9JPaQ2KMKqJvE+PHj1YMPPqg8PT1V9+7dba7fu3evAqBmzZplvSwvL0917NhRDRw4sFJrq+OYNxIVFaUAqKioqHLfprZbsmSJ0SOYCnto2EJiD4k9JPaQ2OMKPfuOm+KZyNDQUAQFBeGHH34oc01QUBDs7e0xZcoU62XOzs6YPHky9uzZg1OnTlV4bXUckypu2LBhRo9gKuyhYQuJPST2kNhDYg/9TL+JLCoqwuuvv46XXnoJd999d5nroqOj0aVLF7i6uorLBwwYAACIiYmp8NrqOOa1LBYLsrOzrV+5ubll3se66n//+5/RI5gKe2jYQmIPiT0k9pDYQz/TbyLnzZuHEydO4LPPPrvuurS0NLi7u9tcXnJZampqhddWxzGv9dVXX8HNzc365enpaT2et7c3LBaL9V31vby8cPbsWSxbtgyxsbEIDQ1FcHAwkpKS4Ofnh5ycHLE2MzMTAQEBSEhIwNatWxESEoK4uDgEBgbi/PnzYm1eXh58fHxw7NgxbNiwAbt370ZUVBSCgoKQmpoq1hYVFWHu3LlISUnBqlWrEBkZiYiICKxbtw7JycmYP3++zdzp6elYunQpYmNjsXPnTgQHByMxMRH+/v42c2dnZ2PhwoVITEzE5s2b0b17dxw8eBBLlixBRkaGWJufnw8fHx8kJydj/fr1CA8PR2RkJFauXInU1FTMmTMHxcXF8PLyQnFxMebMmYPU1FSsXLkSkZGRCA8Px/r165GcnAwfHx/k5+eL42dkZGDJkiU4ePAgQkJCsHnzZiQmJmLhwoXIzs4Wa3NycuDv74/ExEQEBwdj586diI2NxdKlS5Geni7WWiwWzJ8/H8nJyVi3bh0iIiIQGRmJVatWISUlBXPnzkVRUZG4TWpqKoKCgjBw4EDs3r0bGzZswLFjx+Dj44O8vDyx9vz58wgMDERcXBxCQkKwdetWJCQkICAgAJmZmTZz+/n5ISkpCcHBwQgNDUVsbCyWLVuGs2fP2szt7e2NEydOYO3atYiIiMD+/fuxevVqnD59GvPmzUNhYaG4TVpaGoKCghAdHY2wsDBs3LgRR48exYIFC3Dp0iWx9sKFCwgMDER8fDy2b9+Obdu2IT4+HosXL8bFixfF2tzcXDRs2BBJSUnYtGkTdu3ahZiYGCxfvtxm7oKCAnh7e+PkyZNYs2YN9u3bh3379mHNmjU4efIkvL29UVBQYPPP2vLlyxETE4Ndu3Zh06ZNSEpKgq+vL3Jzc8XaixcvYvHixYiPj8e2bduwfft2xMfHIzAwEBcuXBBrL126hAULFuDo0aPYuHEjwsLCEB0djaCgIKSlpYm1hYWFmDdvHk6fPo3Vq1dj//79iIiIwNq1a3HixAmbxwgAdfIxIiQkpNTHCAB18jEiKiqq1MeIEnXpMcLX17fMx4ire9SVx4jS9hHh4eGotGp4eb1URUVFKi8vr1xfxcXFSimlMjIyVNOmTdV3331nPU5ZPxPZoUMHNXLkSJvLjx49qgCo2bNnV3htdRzzWvn5+SorK8v6tXPnTv5M5DV++ukno0cwFfbQsIXEHhJ7SOwhsccVen4m0qHy28+KCQ0NxdChQ8u19tChQ+jWrRs+/PBDNG3aFK+//voNb+Pi4gKLxWJzeX5+vvX6iq6tjmNey8nJCU5OTtY/N2rUqNR1ddnLL79s9Aimwh4atpDYQ2IPiT0k9tCvxjaR3bp1g6+vb7nWuru7IykpCfPnz8cPP/wgXgrOz89HQUEBjh8/DldXVzRt2tR6m5SUFJtjpaWlAQBatWoljl+etdVxTKo4f39/8QtLdR17aNhCYg+JPST2kNhDvxrbRLZs2RKTJk0q9/ro6GgUFxfjjTfewBtvvGFz/R133IE333zT+hvbvXv3RkhICLKzs8Uvt+zdu9d6fYnyrq2OY1LFPfzww0aPYCrsoWELiT0k9pDYQ2IP/Uz7izU9evTAqlWrbL66d++Otm3bYtWqVZg8ebJ1/VNPPYWioiLMnz/fepnFYoGvry88PDzQpk2bCq+tjmNSxcXFxRk9gqmwh4YtJPaQ2ENiD4k99KuxZyIrqlmzZhg9erTN5SXPPF57nYeHB8aOHYvp06fj3Llz6NSpE/z9/XH8+HH8+uuvlVpbHcekimvevLnRI5gKe2jYQmIPiT0k9pDYQz/TbiIrY+HChfjoo48QEBCAixcvomfPnli/fj2GDBlS6bXVcUyqGAeHWnWa6sYeGraQ2ENiD4k9JPbQz7QvZ5dlx44dZT4F7ezsjFmzZiEtLQ35+fnYt28fhg8frmttdRyTKoaf9iOxh4YtJPaQ2ENiD4k99LvpNpFU95R86g9dwR4atpDYQ2IPiT0k9tCPm0gyvbVr1xo9gqmwh4YtJPaQ2ENiD4k99LNTSimjhyDNgQMH0K9fP0RFRaFv375Gj2MKRUVFsLe3N3oM02APDVtI7CGxh8QeEntcoWffwWciyfTmzp1r9Aimwh4atpDYQ2IPiT0k9tCPz0SaDJ+JJCIioprCZyKpVvPy8jJ6BFNhDw1bSOwhsYfEHhJ76MdNJJneX//6V6NHMBX20LCFxB4Se0jsIbGHftxEkumFh4cbPYKpsIeGLST2kNhDYg+JPfTjJpJM74477jB6BFNhDw1bSOwhsYfEHhJ76MdNJJlefn6+0SOYCnto2EJiD4k9JPaQ2EM/biLJ9DIzM40ewVTYQ8MWEntI7CGxh8Qe+nETSaZ35513Gj2CqbCHhi0k9pDYQ2IPiT304yaSTG/79u1Gj2Aq7KFhC4k9JPaQ2ENiD/34ZuMmwzcbt5WXlwcXFxejxzAN9tCwhcQeEntI7CGxxxV8s3Gq1X799VejRzAV9tCwhcQeEntI7CGxh358JtJk+EwkERER1RQ+E0m1Gj+aSmIPDVtI7CGxh8QeEnvox00kmd4zzzxj9Aimwh4atpDYQ2IPiT0k9tCPm0gyveDgYKNHMBX20LCFxB4Se0jsIbGHftxEkun17NnT6BFMhT00bCGxh8QeEntI7KEfN5Fkeunp6UaPYCrsoWELiT0k9pDYQ2IP/biJJNMrKioyegRTYQ8NW0jsIbGHxB4Se+jHTSSZ3u233270CKbCHhq2kNhDYg+JPST20I+bSDK9/fv3Gz2CqbCHhi0k9pDYQ2IPiT304yaSTG/UqFFGj2Aq7KFhC4k9JPaQ2ENiD/24iSTTW7RokdEjmAp7aNhCYg+JPST2kNhDP37socnwYw+JiIiopvBjD6lW40dTSeyhYQuJPST2kNhDYg/9+EykyfCZSFs5OTlo3Lix0WOYBnto2EJiD4k9JPaQ2OMKPhNJtdqKFSuMHsFU2EPDFhJ7SOwhsYfEHvpxE0mmd9999xk9gqmwh4YtJPaQ2ENiD4k99OMmkkzv2LFjRo9gKuyhYQuJPST2kNhDYg/9uIkk03NxcTF6BFNhDw1bSOwhsYfEHhJ76MdNJJlekyZNjB7BVNhDwxYSe0jsIbGHxB76cRNJppeQkGD0CKbCHhq2kNhDYg+JPST20I+bSDI9T09Po0cwFfbQsIXEHhJ7SOwhsYd+3ESS6S1fvtzoEUyFPTRsIbGHxB4Se0jsoR/fbNxk+GbjREREVFP4ZuNUq/GjqST20LCFxB4Se0jsIbGHfnwm0mT4TKQti8UCJycno8cwDfbQsIXEHhJ7SOwhsccVfCaSajU/Pz+jRzAV9tCwhcQeEntI7CGxh34ORg9AUl5eHgDg0KFDBk9iHrfffjsOHDhg9BimwR4atpDYQ2IPiT0k9riiZL9Rsv+oCG4iTebIkSMAgAkTJhg8CREREdUVR44cqfDniXMTaTKDBw8GAAQHB6NZs2YGT2O83NxceHp6YufOnWjUqJHR4xiOPTRsIbGHxB4Se0jsocnIyMDw4cOt+4+K4C/WmEx2djbc3NyQlZUFV1dXo8cxHHtI7KFhC4k9JPaQ2ENiD42eFvzFGiIiIiKqMG4iiYiIiKjCuIk0GScnJ8yYMYPvXfX/2ENiDw1bSOwhsYfEHhJ7aPS04M9EEhEREVGF8ZlIIiIiIqowbiKJiIiIqMK4iSQiIiKiCuMmkoiIiIgqjJtIA+3fvx+vvfYaunfvjoYNG6Jt27YYN24cDh8+XO5jWCwWvPfee2jVqhVcXFzg4eGBLVu2VOPU1Sc3NxczZszAiBEj0LRpU9jZ2cHPz6/ct9+xYwfs7OxK/YqIiKi+wauJ3h5A7To/AH3352Y+P/Tc79p2DgCVv0838zlQGr2PEbXt3NDTo7adG4D+PUZ5zg9+7KGBvvnmG+zevRtjx45Fz549cebMGXh5eaFv376IiIhAjx49bniMSZMmISgoCG+99RY6d+4MPz8/PProowgJCcH9999fA/ei6mRkZODTTz9F27Zt0atXL+zYsaNSx3njjTfQv39/cVmnTp2qYMKaVRU9atP5AVTN/bkZzw8997u2nQOA/vt0M54DpdH7GFHbzo2qeMysLecGoH+PUa7zQ5Fhdu/erSwWi7js8OHDysnJST333HM3vP3evXsVADVr1izrZXl5eapjx45q4MCBVT5vdcvPz1dpaWlKKaX279+vAChfX99y3z4kJEQBUMuXL6+mCWuW3h617fzQe39u1vNDz/2ubeeAUvru0816DpRFz2NEbTw39PSobeeGUvr2GOU9P/hytoEGDRoER0dHcVnnzp3RvXt3HDp06Ia3DwoKgr29PaZMmWK9zNnZGZMnT8aePXtw6tSpKp+5Ojk5OaFly5ZVcqycnBwUFhZWybGMordHbTs/qvL+3Eznh577XdvOAaDq7tPNdA6URc9jRG08N6rq3yG14dwA9O0xynt+cBNpMkopnD17Fs2aNbvh2ujoaHTp0sXmA9MHDBgAAIiJiamOEU3vxRdfhKurK5ydnTF06FBERkYaPZIhatv5UVX352Y7P/Tc79p2DgBVc59utnOgOtTGc6Mq1PZzo7x7jPKeH/yZSJNZvHgxUlJS8Omnn95wbVpaGtzd3W0uL7ksNTW1yuczM0dHR4wZMwaPPvoomjVrhvj4eHz33XcYPHgwwsPD0adPH6NHrFG17fzQe39u1vNDz/2ubecAoO8+3aznQHWojeeGHnXl3CjvHqO85wc3kVWkuLgYly9fLtdaJycn2NnZ2VyekJCAf/zjHxg4cCBeeOGFGx4nLy+v1M+6dHZ2tl5vlKroUVGDBg3CoEGDrH9+/PHH8dRTT6Fnz56YPn06Nm3apPt7VJYRPWrb+aH3/pj5/LgePffbzOdAZem5TzfrOVAdauO5oUddODcqssco7/nBl7OrSGhoKFxcXMr1lZiYaHP7M2fO4LHHHoObm5v1ZxFuxMXFBRaLxeby/Px86/VG0dujqnTq1AlPPPEEQkJCUFRUVG3f50aM6FHbzo/quD9mOT+uR8/9NvM5UFlVfZ9uhnOgOtTGc6Oq1aZzo6J7jPKeH3wmsop069YNvr6+5Vp77VPEWVlZGDlyJDIzM7Fr1y60atWq3MdJSUmxuTwtLQ0Ayn2c6qCnR1Vr06YNLl++jEuXLtn8fEdNMaJHbTs/quv+mOH8uB4999vM50BlVcd9Mvs5UB1q47lRHWrDuVGZPUZ5zw9uIqtIy5YtMWnSpArfLj8/H6NGjcLhw4exdetW3HXXXeW+be/evRESEoLs7Gxxcu/du9d6vVEq26M6HDt2DM7OzmjUqJFhMxjRo7adH9V1f8xwflyPnvtt5nOgsqrjPpn9HKgOtfHcqA43+7lR2T1Gec8PvpxtoKKiIowfPx579uzB8uXLMXDgwDLX/vnnn0hISEBGRob1sqeeegpFRUWYP3++9TKLxQJfX194eHigTZs21Tq/kUrrkZ6ebrPu999/x9q1a/HII4+gXr3ae7rXhfOjIvenNp0f5b3fdeEcAPT1uFnPAb3qyrlRXnXl3CjvHkPP+cFnIg30zjvvYO3atRg1ahQuXLiARYsWiesnTJhg/d/79u3D0KFDMWPGDMycORMA4OHhgbFjx2L69Ok4d+4cOnXqBH9/fxw/fhy//vprTd6VKuPl5YXMzEzrb36tW7cOp0+fBgC8/vrrcHNzA1B6j/Hjx8PFxQWDBg1CixYtEB8fj/nz56NBgwb4+uuvDbk/eunpUdvOj4rcn9p0fpT3fteFcwDQ1+NmPQeupzyPEXXl3AAq36M2nhvl3WPoOj+q8t3RqWI8PT0VgDK/rlbybvozZswQl+fl5alp06apli1bKicnJ9W/f3+1adOmGrwXVatdu3Zl9khOTrauK63Hjz/+qAYMGKCaNm2qHBwclLu7u5owYYJKSkqq+TtSRfT0UKr2nR/lvT+17fwoz/2uK+eAUpXvcTOfA2Upz2NEXTo3KtujNp4b5d1j6Dk/7JRSqtLbXCIiIiKqk26+F/mJiIiIyHDcRBIRERFRhXETSUREREQVxk0kEREREVUYN5FEREREVGHcRBIRERFRhXETSUREREQVxk0kEREREVUYN5FEREREVGHcRBIR6TBp0iTY2dnBzs4OPXr0ENcVFhbiX//6F9q0aYN69eph9OjRxgxJtcYPP/xgPd/s7OyQkZFh9EhUh3ETSVQL+fn5iX/RXP3173//2+jxap1mzZohICAAX3/9tbh8wYIFmDVrFp566in4+/vj7bffNmhCW5s3b8bkyZPRo0cP2Nvbo3379mWuLS4uxrfffos77rgDzs7O6NmzJ5YsWWKzxs/PD48//jjatGmDhg0bokePHvj888+Rn59/3VnCwsIqvCmyWCx477330KpVK7i4uMDDwwNbtmwpdW14eDjuv/9+NGjQAC1btsQbb7yB3Nzcm/KYI0aMQEBAAJ588skbJSKqftX/EeBEVNN8fX0VAPXpp5+qgIAA8RUdHW30eLXKCy+8oNq1a1fqdePHj1etW7eu2YHK6YUXXlDOzs5q0KBB6vbbby/zPiil1L///W8FQL388stq/vz56rHHHlMA1JIlS6xrcnJyFAB17733qs8//1zNnz9fvfjii6pevXrqgQceUMXFxaUeu6ioSPXu3Vs1bNhQAVDp6enlmv/pp59WDg4Oatq0acrb21sNHDhQOTg4qF27dol10dHRytnZWfXp00fNnTtXffDBB8rJyUmNGDHipj2mUkrNmDGjQr2IqgM3kUS1UMkmcv/+/eW+TV5enioqKqrGqWqn620ihw4dqrp3716zA5VTSkqKunz5slJKqccee6zM+3D69GlVv3599Y9//MN6WXFxsRo8eLC6/fbbVWFhoVJKKYvFonbv3m1z+08++UQBUFu2bCn1+HPnzlW33nqrevPNN8u9Kdq7d68CoGbNmmW9LC8vT3Xs2FENHDhQrB05cqRyd3dXWVlZ1st++eUXBUAFBwffdMcswU0kmQFfziaqg3bs2AE7OzssXboUH374IVq3bo0GDRogOzsbALB3716MGDECbm5uaNCgATw9PbF7926b44SFhaF///5wdnZGx44d4e3tjZkzZ8LOzs665vjx47Czs4Ofn5/N7e3s7DBz5kxxWUpKCv72t7/htttug5OTE7p3744FCxaUOv+yZcvwxRdf4Pbbb4ezszOGDRuGI0eO2HyfvXv34tFHH8Utt9yChg0bomfPnvjxxx8BAL6+vrCzs0N0dLTN7b788kvY29sjJSXlhk2vVnKfQ0JC8Mcff1hfqt2xYwcAYOnSpejXrx8aN24MV1dX3H333dZ5akqrVq1Qv379G65bs2YNCgoK8Oqrr1ovs7OzwyuvvILTp09jz549AABHR0cMGjTI5vYlL7seOnTI5roLFy7gww8/xKeffoomTZqUe/agoCDY29tjypQp1sucnZ0xefJk7NmzB6dOnQIAZGdnY8uWLZgwYQJcXV2taydOnIhGjRph2bJlN90xiczEwegBiKj6ZGVl2fyMWbNmzaz/+7PPPoOjoyOmTZsGi8UCR0dHbN++HSNHjkS/fv0wY8YM1KtXD76+vnjwwQexa9cuDBgwAABw8OBBPPLII2jevDlmzpyJwsJCzJgxA7fddlul5z179izuvfde2NnZ4bXXXkPz5s3x22+/YfLkycjOzsZbb70l1n/99deoV68epk2bhqysLHz77bd47rnnsHfvXuuaLVu24C9/+Qvc3d3x5ptvomXLljh06BDWr1+PN998E0899RT+8Y9/YPHixejTp484/uLFi/HAAw+gdevWFbofzZs3R0BAAL744gvk5ubiq6++AgDceeed2LJlC5555hkMGzYM33zzDYArG6zdu3fjzTffvO5xL168iKKioht+/wYNGqBBgwYVmrks0dHRaNiwIe68805xecl5EB0djfvvv7/M2585cwaAPO9KfPTRR2jZsiWmTp2Kzz77rEIzdenSRWy4rp4pJiYGbdq0wcGDB1FYWIh77rlHrHN0dETv3r3FfzjcLMckMhNuIolqsYceesjmMqWU9X/n5+cjMjISLi4u1uv+/ve/Y+jQofjtt9+szyhOnToV3bt3x4cffojNmzcDAD7++GMopbBr1y60bdsWADBmzBjcfffdlZ73gw8+QFFREQ4ePIhbb70VAPD3v/8dzzzzDGbOnImpU6daZy2ZPyYmBo6OjgCAW265BW+++Sbi4uLQo0cPFBUVYerUqXB3d0dMTIx4tqukQ+PGjTF69GgsWbIE3377LerVu/ICTXR0NOLj4/Huu+9W+H40bNgQEyZMgI+PD+zt7TFhwgTrdRs2bICrqyuCg4Nhb29foeP26dMHJ06cuOG6GTNm2DzDW1lpaWm47bbbxLPLAODu7g4ASE1Nve7tv/32W7i6umLkyJHi8tjYWHh7e2Pjxo0V7pCWlmb9/tebKS0tTVx+7dpdu3bddMckMhNuIolqsTlz5qBLly5lXv/CCy+ITVlMTAySkpLw4Ycf4vz582LtsGHDEBAQgOLiYiilEBwcjNGjR1s3kMCVZ9qGDx+OjRs3VnhWpRRWrFiBcePGQSklnkEdPnw4li5digMHDuC+++6zXv7iiy9aN5AAMHjwYADAsWPH0KNHD0RHRyM5ORmzZ8+2ebn06k3RxIkTsWTJEoSEhGDYsGEArjwL6eLigjFjxlT4vlxPkyZNcOnSJWzZsgUjRoyo0G0XL16MvLy8G67r0KFDZcezkZeXBycnJ5vLnZ2drdeX5csvv8TWrVvx888/2/R/4403MHLkSDzyyCPVNlPJ/y9r7dWz3yzHJDITbiKJarEBAwbYvER2tTvuuEP8OSkpCcCVzWVZsrKyYLFYkJeXh86dO9tc37Vr10ptItPT05GZmYn58+dj/vz5pa45d+6c+PPVG1jgyjORwJWXfQHg6NGjAGDz/o3Xevjhh+Hu7o7Fixdj2LBhKC4uxpIlS/DEE0+gcePGFb4v1/Pqq69i2bJlGDlyJFq3bo1HHnkE48aNK9eG8uoNdE1xcXGBxWKxubzkbXuu/o+Qq/3vf//Dhx9+iMmTJ+OVV16xuS48PBxxcXHVOlPJ/y9r7dWz3yzHJDITbiKJ6rBr/+VUXFwMAJg1axZ69+5d6m0aNWpU6r/synLty6Alrv3ZvpLvPWHChDI3sT179hR/Lutl0Ktfsi8Pe3t7PPvss/jll1/w888/Y/fu3UhNTRUvQ1eVFi1aICYmBsHBwfjtt9/w22+/wdfXFxMnToS/v/91b5uenl6un4ls1KgRGjVqVCXzuru7IyQkBEop8XdZ8hJsq1atbG6zZcsWTJw4EY899hjmzZtnc/27776LsWPHwtHREcePHwcAZGZmAgBOnTqFy5cvl3rcq2cq7Zedrp2p5OXhksuvXXv197hZjklkJtxEEpFVx44dAQCurq6l/jxliebNm8PFxcX6zOXVEhMTxZ9Lnh0s2SSUuPZn+5o3b47GjRujqKjout+7IkruT1xc3A2POXHiRHz//fdYt24dfvvtNzRv3hzDhw+vkjmu5ejoiFGjRmHUqFEoLi7Gq6++Cm9vb3z00Ufo1KlTmbfr379/jf9MZO/eveHj44NDhw7hrrvusl5e8stL1/7Hxt69e/Hkk0/innvuwbJly+DgYPuvmVOnTiEwMBCBgYE21/Xt2xe9evVCTEzMdWcKCQlBdna2+KWVa2fq0aMHHBwcEBkZiXHjxlnXXb58GTExMeKym+WYRGbCt/ghIqt+/fqhY8eO+O6770r99I309HQAV565Gz58OFavXo2TJ09arz906BCCg4PFbVxdXdGsWTOEhoaKy3/++WfxZ3t7e4wZMwYrVqwo9WXOku9dEX379sUdd9yBH374wWYTe+2zlT179kTPnj3h4+ODFStW4Omnny51A6TXtT9rWq9ePeszrDd6hnfx4sXYsmXLDb8mTpxYZfM+8cQTqF+/vvj7Ukph3rx5aN26tXhbn0OHDuGxxx5D+/btsX79+jJfhl21apXN1/jx4wEACxcuxOzZs61rMzIykJCQgD///NN62VNPPYWioiLxYw8WiwW+vr7w8PBAmzZtAABubm546KGHsGjRIuTk5FjXBgQEIDc3F2PHjr3pjklkJnwmkois6tWrBx8fH4wcORLdu3fHiy++iNatWyMlJQUhISFwdXXFunXrAACffPIJNm3ahMGDB+PVV19FYWEhfvrpJ3Tv3h2xsbHiuC+99BK+/vprvPTSS7jnnnsQGhqKw4cP23z/r7/+GiEhIfDw8MDLL7+Mu+66CxcuXMCBAwewdetWXLhwocL3Z+7cuRg1ahR69+6NF198Ee7u7khISMAff/xhs+GdOHEipk2bBgDV8lI2cKXFhQsX8OCDD+L222/HiRMn8NNPP6F37942b6Nzrar8mcjY2FisXbsWAHDkyBFkZWXh888/BwD06tULo0aNAgDcfvvteOuttzBr1iwUFBSgf//+WL16NXbt2oXFixdbf6QgJycHw4cPx8WLF/Huu+9iw4YN4vt17NgRAwcOBIBSP0O85JnHkSNHircD8vLywieffIKQkBA88MADAAAPDw+MHTsW06dPx7lz59CpUyf4+/vj+PHj+PXXX8Vxv/jiCwwaNAienp6YMmUKTp8+je+//x6PPPKI+DnUm+WYRKZi0JucE1E1utEn1oSEhCgAavny5aVeHx0drf7617+qW2+9VTk5Oal27dqpcePGqW3btol1O3fuVP369VOOjo6qQ4cOat68edZP0rjan3/+qSZPnqzc3NxU48aN1bhx49S5c+cUADVjxgyx9uzZs+of//iHatOmjapfv75q2bKlGjZsmJo/f/4N509OTlYAlK+vr7g8LCxMPfzww6px48aqYcOGqmfPnuqnn36yud9paWnK3t5edenSpdQupbneJ9Z4enrafGJNUFCQeuSRR1SLFi2Uo6Ojatu2rZo6dapKS0sr9/esCiXnSGlfL7zwglhbVFSkvvzyS9WuXTvl6OiounfvrhYtWiTWlLQv7zGvVdYnsJRcHhISIi7Py8tT06ZNUy1btlROTk6qf//+atOmTaUee9euXWrQoEHK2dlZNW/eXP3jH/9Q2dnZNutulmNe3YWfWENGslOqgj+BTkR0HTNnzsQnn3xS4V9uMYOMjAy4u7vj448/xkcffVSu20yaNAnbt2/HgQMH4ODgUKFPXiGqqPz8fOTm5uLbb7/FrFmzkJ6eXuobuRPVBP5MJBHR//Pz80NRURGef/75Ct3u1KlTaN68+XU/uYWoKsybNw/NmzfHrFmzjB6FiD8TSUS0fft2xMfH44svvsDo0aPRvn37ct/2X//6l/XnJ6vqbXWIyjJmzBjxvqdubm4GTkN13f8B/IC4i7XfArwAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fLim = (-2, 2)\n",
-    "dbLim = (-120, 5)\n",
-    "#dbLim = None\n",
-    "plot_spectra(fn, HF, fsPlot, fLim, dbLim)\n",
-    "\n",
-    "# Log abs(HF) at fcutoff\n",
-    "f = fn * fs\n",
-    "fIndex, fValue, fGain = estimate_gain_at_frequency(f, HF, fcutoff)\n",
-    "print('estimate_gain_at_frequency fcutoff = %e [BWbin]:' % (fcutoff / BWbin))\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [BWbin]' % (fValue / BWbin))\n",
-    "print('. fGain = %e' % fGain)\n",
-    "fIndex, fValue, fGain = estimate_frequency_at_gain(f, HF, cutoffGain)\n",
-    "print('estimate_frequency_at_gain cutoffGain = %e:' % cutoffGain)\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [BWbin]' % (fValue / BWbin))\n",
-    "print('. fGain = %e' % fGain)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b03374df",
-   "metadata": {},
-   "source": [
-    "# 2 Compare LOFAR subband filter with Kaiser window LPF"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "a1c86a38",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# LOFAR coefs\n",
-    "lofarCoefs = read_coefficients_file('../data/Coeffs16384Kaiser-quant.dat')\n",
-    "lofarCoefs /= np.sum(lofarCoefs)\n",
-    "hLofar, fnLofar, HFlofar = dtft(lofarCoefs)\n",
-    "Npoints = 1024  # = number of bins in fs, = DFT size\n",
-    "BWbin = fs / Npoints  # bandwidth of one bin = one subband\n",
-    "Ntaps = 16\n",
-    "Ncoefs = Npoints * Ntaps\n",
-    "\n",
-    "# Plot frequency axis in units BWbin\n",
-    "fsPlot = Npoints"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "29baa88c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Windowed sync type LPF, equivalent to LPF specification for LOFAR subband filter\n",
-    "# . Use half power bandwidth factor to tune half power cutoff frequency of LPF, default 1.0\n",
-    "hp_factor = 1.0\n",
-    "BWpass = hp_factor * BWbin\n",
-    "fpass = BWpass / 2  # bin at DC: -fpass to +fpass\n",
-    "fcutoff = fpass\n",
-    "\n",
-    "windowLegend = window\n",
-    "coefs = None\n",
-    "if window == 'hann':\n",
-    "    coefs = signal.firwin(Ncoefs, cutoff=fcutoff, window='hann', fs=fs)\n",
-    "elif window == 'kaiser':\n",
-    "    # Use beta 8 for best fit with HFlofar (regarding side lobe levels and band pass width)\n",
-    "    beta = 8  # beta: 0 rect, 5 hamming, 6 hanning\n",
-    "    coefs = signal.firwin(Ncoefs, cutoff=fcutoff, window=('kaiser', beta), fs=fs)\n",
-    "    windowLegend = window + ', beta = %.1f' % beta\n",
-    "hWin, fnWin, HFwin = dtft(coefs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "cd71708c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Number of taps in LOFAR subband filter      : 16384\n",
-      ". Estimated number of taps for Kaiser window: 11995\n",
-      ". Estimated number of taps for Remez        : 8378\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Estimate Ntaps, transition bandwidth is one BWpass\n",
-    "atten_db = 90\n",
-    "Nwin = nof_taps_kaiser_window(fs, fpass, BWpass, atten_db)\n",
-    "Nremez = nof_taps_remez(fs, fpass, BWpass, atten_db)\n",
-    "print('Number of taps in LOFAR subband filter      : %d' % Ncoefs)\n",
-    "print('. Estimated number of taps for Kaiser window: %d' % Nwin)\n",
-    "print('. Estimated number of taps for Remez        : %d' % Nremez)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "697c358d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "HFlofar:\n",
-      "estimate_gain_at_frequency fcutoff = 5.000000e-01 [BWbin]:\n",
-      ". fIndex = 131200\n",
-      ". fValue = 5.000000e-01 [BWbin]\n",
-      ". fGain = 5.069433e-01\n",
-      "estimate_frequency_at_gain cutoffGain = 5.000000e-01:\n",
-      ". fIndex = 131200\n",
-      ". fValue = 5.000000e-01 [BWbin]\n",
-      ". fGain = 5.069433e-01\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare frequency response\n",
-    "fLim = (-2, 2)\n",
-    "#fLim = None\n",
-    "dbLim = (-120, 5)\n",
-    "plot_two_power_spectra(fnWin, HFwin, windowLegend,\n",
-    "                       fnLofar, HFlofar, 'LOFAR',\n",
-    "                       fsPlot, fLim, dbLim)\n",
-    "\n",
-    "# Log abs(HFlofar) at fcutoff\n",
-    "print('HFlofar:')\n",
-    "fLofar = fnLofar * fs\n",
-    "fIndex, fValue, fGain = estimate_gain_at_frequency(fLofar, HFlofar, fcutoff)\n",
-    "print('estimate_gain_at_frequency fcutoff = %e [BWbin]:' % (fcutoff / BWbin))\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [BWbin]' % (fValue / BWbin))\n",
-    "print('. fGain = %e' % fGain)\n",
-    "fIndex, fValue, fGain = estimate_frequency_at_gain(fLofar, HFlofar, cutoffGain)\n",
-    "print('estimate_frequency_at_gain cutoffGain = %e:' % cutoffGain)\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [BWbin]' % (fValue / BWbin))\n",
-    "print('. fGain = %e' % fGain)\n",
-    "#print(str(np.abs(HFlofar[131201])))\n",
-    "#print(str(np.abs(HFlofar[131199])))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "73baa95f",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "caf35a1d",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/hilbert_transform_application.ipynb b/applications/lofar2/model/pfb_os/hilbert_transform_application.ipynb
deleted file mode 100644
index e79cff8dd1c6e63f59faecabdab1b7ab60e886cb..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/hilbert_transform_application.ipynb
+++ /dev/null
@@ -1,304 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "6e0a005d",
-   "metadata": {},
-   "source": [
-    "# Try Hilbert transform application\n",
-    "\n",
-    "Author: Eric Kooistra, dec 2023\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "\n",
-    "The HT is used to determine the envelope and frequency of an amplitude modulated (AM) signal, similar as in scpy.signal.hilbert example. With square (= step) or impulse wave AM there occurs ringing at the transition with same shape as the impule response of the HT. The ringing is not due to the chirp, because it also occurs with a sin wave carrier.\n",
-    "\n",
-    "References:\n",
-    "\n",
-    "1. dsp_study_erko, summary of DSP books"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "3563bc63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "a131b5b6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import one_bit_quantizer, impulse_at_zero_crossing\n",
-    "from rtdsp.hilbert import hilbert_response, hilbert_delay\n",
-    "from rtdsp.plotting import plot_time_response"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "e38f8974",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Fixed constants:\n",
-    "fadc = 200  # MHz LOFAR\n",
-    "fnyquist = fadc / 2\n",
-    "fcarrier = 50\n",
-    "\n",
-    "# User parameters:\n",
-    "# . General\n",
-    "Ntaps = 63\n",
-    "duration = 4\n",
-    "amPeriods = 3\n",
-    "\n",
-    "# . Carrier wave\n",
-    "carrier = 'sin'\n",
-    "carrier = 'chirp'\n",
-    "\n",
-    "# . Amplitude modulation\n",
-    "modulation = 'sin'\n",
-    "#modulation = 'step'\n",
-    "#modulation = 'impulse'\n",
-    "\n",
-    "# HT design method\n",
-    "method = 'time domain'\n",
-    "method = 'complex BPF'\n",
-    "\n",
-    "# . Complex BPF bandwidth\n",
-    "halfband = True\n",
-    "halfband = False"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "9b0f2098",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7fbb61036b20>]"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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Iq9Xigw8+wH333YewsDAoFAqX3/jjjz+GQqHArFmzuCon59x3331E73/iWh06uk0YPcwPC8YOI/pevVkxbTiCfNWo1eiQVtZ3xQRpbxqRozPQ15v94nlk/igoFNxt/DkUD8+1zJVLzK7mZUmzHOMtRuef67XIrmyDSqnAQ3NdazC64j0y1A83jw8DAPwg0qEyMcabC0h625KhxsZGrF27FteuXcPcuXNdvmFlZSU++eQTBASQWznFBVeuXCF6/4PWFV2/nDeS1y8eH7UK98VYjvs4nF3d5++kvWlEjs6AvXdtmw4pJZbk+Jc8DZGx3D0jEt5qJUoaOpBXoyH+fnKMtxid2Tk7y6ZEICLQx6V7uOr9sHUxy+FscSZDYow3F5D0tiVD0dHRqKmpwfXr1/HZZ5+5fMN33nkHt9xyC2666SZOCkiKESNGELt3u85gmxTI9xcPADxsbWUdzamF4YbDW0l604ocnQF77+N5liHbBWNDMSqU3638g3y9cOc0S1kSefjykWO8xeh8LNdSJ++f7foqW1e9750VBaUCuFLRiopm8R3eKsZ4cwFJb1sy5OPjg6go9w4QPXPmDBISEvDPf/7T3XIRR6XifidoltMFDTCYGEwcHoCpkfzMzejN0knhCA/wRnNHN1JKmuz+RtKbVuToDNh7s188XB4S7AwPWYfKDl8hP1Qmx3iLzbm8qRN5NRqolArcPcP1lbaueo8I8sXiCeEAgCMiHCoTW7y5gqQ3ZxOoTSYT3nzzTbz66quYPXu2w6/T6/XQaDS2H61Wy1WRBqWqitz5NOzE6XtjhPniUauUtlVlP+bZn2RP0ptW5OgM9Hi3dHTjknXHXaHq5F3TI+HrpURlSxfxoTI5xltszseuWhKQxRPCEBbg7fJ93PFmE/QjIhwqE1u8uYKkN2fJ0MaNG3H9+nV89NFHTr3u008/RUhIiO2H3W67pqYGsbGx0Ov1tr0F1q1bh7q6OuzZswfZ2dk4c+YMkpKSUFRUhK1bt6K9vd3u2tbWVuzYsQP5+fk4ceIETp8+jdzcXMTHx2Py5Ml213Z1dSEuLg4lJSU4cuQIzp8/j4yMDCQkJKC6utruWpPJhA0bNqCqqgr79+9Heno6UlJScPjwYRT8XIwfcywB01w9a3tNQ0MDdu/ejezsbCQnJyMpKQkFBQXYtm1bn3JrNBps374dBQUFOH78OE6fPo2cnBzs2rULjY2NdtfqdDrExcWhtLQUiYmJuHDhAtLT0xHQajkBen9qMUwmE9atWwez2Yxr166huroa+/btQ3p6Oi5cuIDExESUlpYiLi4OOp3O7v6NjY3YtWsXcnJycPr0aRw/fhwFBQXYvn07NBqN3bXt7e3Ytm0bCgoKkJSUhOTkZGRnZ2P37t1oaGiwu1av12PTpk0oLS3F4cOHkZKSgvT0dOzfvx9VVVXYsGGDrdzsa6qrq5GQkICMjAycP38eR44cQUlJCeLi4tDV1WV3bVNTE+Lj45GbmwuDwYATJ04gPz8fO3bsQGtra59yb926FUVFRUhKSsKZM2eQnZ2NPXv2oK6urk+5Y2Njcf36dRw6dAgpKSlIS0vDgQMHUFlZiY0bN8JoNNq9pqamBgkJCcjMzMS5c+dw9OhRFBcXY/Pmzejo6LC7trm5GfHx8cjLy8OpU6dw8uRJ5OXlYefOnWhpabG7VqvVYsuWLSgqKsKxY8dw9uxZZGVlYe/evairq0NeXh4A4P118TCZGYzw7oaiowkHDx5EamoqUlNTcfDgQZSXlyM2NhYGg6HPZ23v3r3IysrC2bNncezYMRQVFWHLli3QarV217a0tGDnzp3Iy8vDyZMncerUKeTl5SE+Ph7Nzc34dtMG3D7Fsqrs6JVKbN68GcXFxTh69CjOnTuHzMxMJCQkoKamxu6+RqMRGzduRGVlJQ4cOIC0tDSkpKTg0KFDuH79er/PiPHjx3PyjGhqaiLyjCgtLcWmTZv6lNudZ4TRaHT6GbFv3z5UV1dj/fr1MJvNtmfE+vXriT8j9qeVAQAm+2jdekbMnz/f5WfEomgfKMAgp6oN+344KapnRFVVFSfPiN7XGgwGxMbGory8XJBnRO9rOzo6+n1G1NfXc/KM6C+PANMPaWlpDABmy5Yt/f25D42NjUxYWBjz+eef2363fPlyJiYmZsjX6nQ6pq2tzfaTnJzMAGAyMjIcem9X2bBhA5H7nrpWx4xbncgs+vhHxmQyE3kPR+jqNjLT//wDM251IpNT2Wr7PSlvmpGjM8P0eL+yNY0ZtzqR+fLHAkHL831qOTNudSLz0L/OEn0fOcZbTM61bV3MuNWJzLjViUxtW5db93LX+9H155hxqxOZ71LK3LoP34gp3lxC0puTnqE///nPCAsLw5tvvun0a318fBAcHGz7CQx0fuMtV3j11VeJ3JedqPqLmVFQKvlbRXYjvl4qLJsaYS1Tz1AZKW+akaMzYPHu7DbirPWgYKGGyFjunDECCgWQU9WGmjZy+7vIMd5icmanESwYG4rIYF+37uWu913W+UonbphOQDtiijeXkPR2OxkqKirCpk2b8NZbb6G6uhplZWUoKyuDTqeDwWBAWVkZmpvpOyF448aNnN/TZGZsc3ScPXCQBPfMtHz59Z43RMKbduToDFi8kwsaoDeaMS7cH9Oj+J/M35uIQB/bnlsnrtUTex85xltMzmwydP8s989qdNebnVt5vrgJnd1Gt8vDF2KKN5eQ9HY7GaqqqoLZbMZbb72FCRMm2H4uXbqEwsJCTJgwAWvXruWirJyyatUqzu+ZWd6CRm03gnzVuGViOOf3d5Y7p4+AUgFcq9HYlo+S8KYdOToDFm82Eb43JorX/a4G4m4eWuJyjLdYnLV6I1Ktk/nv5uC8Rne9p4wIxJgwP3QbzThb1Oh2efhCLPHmGpLeTidDnZ2dyM/PR2OjpeLMmjUL+/fv7/MTExODsWPHYv/+/XjllVc4L7i7kDjwjT336c7pI4gfgukIYQHeuMm60+qJa5YvHzke8CdHZwD497/X2fa7umMaHfuS3DPTUo6LxU3Q6sm0xOUYb7E4n/+5EQYTg/Hh/pgQ4f7GvO56KxQK3DXdkpSdvCaeoTKxxJtrSHqrb3yj1tZWVFdbdi4+fPgwKisth9m9+eabCAkJQWpqKu644w588MEH+PDDDxEREYFHHnmkz43ZvYb6+xsNPP7445zfM7mAri8eAPjFzEikljbjxLU6/PrWCUS8aUeOzgAw6/b70bQ7H4E+atw0nr8jYQZj0vBATIgIQGljB84WNri14d5AyDHeYnH+yfqMXMHRM5IL73tmRmLrhTKcyq+H2cwIOtfTUcQSb64h6W3XffH5559jzZo12LBhAwBg3759WLNmDdasWYOWlhZihRCC8+fPc3q/eo0OeTUaKBTA7VMiOL23O7APnbTSFnR2Gzn3FgNydAaA78/kAABunRxORU8lwLbELXXyVD6ZeUNyjLcYnBmGQXKBJebLpw3n5J5ceN88PgxBPmo0aruRVdnqfqF4QAzxJgFJb7ueobKysiFfsGLFCod2kP3pp59cLRMvTJo0idP7nbGON88eFYJwF8/ZIcGk4QEYFeqHqtYuXCpt5txbDMjRGQDK9P4ADFg+lZ6eSsDyRRh3rhRnixrBMAznc5nkGG8xOBfWaVHdpoOPWoklHM2p5MLbW63EsqnDcSSnBskFDbwerO0qYog3CUh609FcFICOjg5O78fOzVg+lZsWD1coFArbEvszhQ2ce4sBOTq3dRpQ0GQAwF0rnCtuHh8GH7UStRodfq7nfsd5OcZbDM4/WXuFlkwKh68XN8cqcOXN9uaf+1kck6jFEG8SkPSWbTKk0XB3JIDJzNj2cqEtGQKAZdadf88UNnDqLRbk6Hz25wYwsKyW4ftg1qHw9VJh0QTLxP4zBFbwyDHeYnC2zRfi8BnJlfdt1mQoq6IVGp2Bk3uSRAzxJgFJb9kmQ9OmTePsXtmVrWjtNCDIV415Y0I5uy9XLJ0UAaUCKG7oQOioiUIXh3e4jLVYSLZNVKUvOQd6EnS2EcElcow37c7tOgPSr1uW1HM1eRrgznv0MH9MjAiAyczgYnHT0C8QGNrjTQqS3rJNhpKTk7m7l3WI7PYpEVBTMlG1NyH+XrYkLf5kprCFEQAuYy0GGIax1Ukuv3i45Hbr0G1KSRN0BhOn95ZbvAH6nVNKmm1L6sdzsKSehUtvdqiMRILONbTHmxQkven75uaJp59+mrN70TpfqDfLrGXrDpffxDsuYy0GCuu0qG/Xw89LSc2S+huZFhmEEUE+0BnMyLjO7UpVucUboN/5vHUuzm0cr7Tl0vt2W28l/fOGaI83KUh6yzYZ2rJlCyf3adcZkF3ZBgC4bQr9yVByfi2MJrPApeEXrmItFi4UWx7mkUotfNTcTFTlGoVCYfvyOcNxS1xu8Qbod2br5NJJ3CZDXHrfMikcaqUC15s6Ud7Uydl9SUB7vElB0lu2yRBX23qnlTXDZGYwLtyfuomqvZkzKgTBvmroGRVyqtqELg6vyG3r+gvWOQ/P3LlA4JIMDrvK8Wwhty1xucUboNu5oV2PwjrLqkGultSzcOkd6KO2Las/+zPdQ2U0x5skVB3HIRW42tb7ws+WL56lk4Q/i2ww1Cql7by0iyX0TxDkEjltXW8yM0ixxrcy46TApRmcWydbkqG8Gg2atHrO7iuneLPQ7Mz2Cs2MDsawAG9O7821NzuMx3WCzjU0x5skJL1lmww999xznNyHTSyWcNz9S4Il1oRNDKsluISrWIuBq9VtaNcZEeSrxn+/RPeW/RGBPpgWGQQAtsM7uUBO8Wah2Zl93tw6mfsGI9febDKUUtoEs3nozYWFguZ4k4Skt2yToWPHjrl9j9bObuTVWPY9uGVimNv3Iw3bM5Re1gKDjOYNcRFrscAOkd0yMRw/Hk8SuDRDw35uUjjsrZRTvFlodj5PaL4QwL337FEh8PdWobXTgIK6dk7vzSU0x5skJL1lmwzNmzfP7XuklDSDYSwb240I8nW/UISZFhmEYB8lugwmZIvkDB4u4CLWYoFNhpZOCheFN4mhWzF4cw2tzhXNnaho7oJaqcDNE7hvMHLt7aVS4qbx3CfoXENrvElD0lu2yVBtba3b97hobfEsoXy+EItSqcCUEMt/y2mojItYi4Fuoxlp1uGmpZMiROG92JoMFdZp0cjRvCExeHMNrc7sfKG5Y0IR6KMe4mrnIeFNoreSa2iNN2lIess2GXLksNmh6N0KFwvTwywhTynhbo4G7XARazGQVdGKLoMJ4QHemBoZKArvsABvTI/idt6QGLy5hlZn9hl5K6FnJAlvtrfyUmkztfOGaI03aUh6yzYZio6Oduv1De16FNVroVAAiyeIJxm6bWokACD9ejP0Rm53/qUVd2MtFtjeviWTwqFQKETjzX75cNUSF4s3l9DozDAMLlkbXbdwvKSehYS3GOYN0RhvPiDpLdtkKDPTvWMp2Af39Cjul4uSpKnkKiICvaEzmHGlQh77Dbkba7GQWmapk4utczPE4m2bN8TR0K1YvLmERufKli7UanRQKxWYP5bMTugkvMUwb4jGePMBSW/ZJkMPPPCAW69PL7O0eBYTmBRIkgcffMA2T4PWDzrXuBtrMWAwmZFZ3goAtomqYvFmP0NF9dzMGxKLN5fQ6MwOe84aFQI/bzI7oZPyZucNXaJ0OgGN8eYDkt6yTYZ27tzp1uvTyiznKd08XlzJ0M6dO3uNicsjGXI31mIgr1qDzm4TQvy8MHWEZQ6OWLyH9Zo3xEWCLhZvLqHROc3aYFxEsMFIypud+nCJ0v2GaIw3H5D0lm0y5M623hqdAddqLfsL3UzpQZgDsWrVKiyyJnCZ5a2yOKdMDlvXs188N40bBqVSAUBc3myCnsbBJGoxeXMFjc6p1jpJssFIynvO6BD4eanQQum8IRrjzQee4zgI4M623pevt4BhgHHh/hgRTP/+Qr1Zt24dpowIRLCvGp3dJlyroe+DzjVy2Lrelgz1+uIRk/dN1kZFOgcn2IvJmytoc27U6lHS0AHAkqCTgpS3l0qJhdZys1MiaIK2ePOF5zgOArz88ssuvzbdOkR20zhxDZEBFm+lUtHzQb9O3weda9yJtRhgGMZWJxdN6PniEZM3+1m6VqOBVm90615i8uYK2pzZ+jg1MpDoAhOS3j3PSPcTdK6hLd58QdJbtsnQ3r17XX5tmq37V1xDZECPN9uDwD60pIw7sRYDJY0daOrohrdaiVmjQmy/F5N3VIgvRg/zg5kBsqwTwV1FTN5cQZtzGg9DZABZb1tvJYXPSNrizRckvWWbDN12220uvU5vNCGrohUAiGwvTxrWm+26TitrlvwGXq7GWiyw82zmjQmFj7pn1Y7YvHvXSXcQmzcX0ObMx+RpgKz3/LHDoFQAVa1dqG3TEXsfV6At3nxB0lu2yVBxcbFLr8ut0kBvNCMswBsTIwI4LhV5WO+5Y0LhpVKgvl2PypYugUtFFldjLRbYlY2LbmiFi817obX8GW4OS4jNmwtocu7QG3G1ml1gQjYZIukd6KPG9KhgAPRNJ6Ap3nxC0lu2yVBAgGuJTHqvVTsKhYLLIvEC6+3rpbINqbjbEqcdV2MtFnomT9sP24rNm+0ZyixvcWuVo9i8uYAm58vlLTCZGYwK9cPIUD+i70Xam9ahMprizSckvWWbDAUFBbn0OrHuL8TS25t1oHGCIJe4GmsxUKfRoby5E0pFz4RPFrF5T40MQpCvGh3dJuTXur7KUWzeXECTMztsS3qIDCDvzX6m3O2t5Bqa4s0nJL1lmwwVFRU5/RqzmbF1l4pxvhBg703z0lEucSXWYoHtFZoeFYwgXy+7v4nNW6VUYMFY9+uk2Ly5gCZnPvYXYiHtzS40yavRoLPbvVWOXEJTvPmEpLdsk6Fly5Y5/ZriBi1aOw3w9VIiZmQwgVKRp7c3OyxRWKdFW6dBqCIRx5VYi4WeJfV9v3jE6H0TB8uZxejtLrQ4G009Zx7eOGxLAtLeo0L9EB3iC5OZsS2coQFa4s03JL1lmwy5skSPHSKbNyYUXipx/tP19g4P9LFNAs8ol27vkJSXoV4ut9TJBf1sbCdG74Xj3R+WEKO3u9DiXFDXji6DCUE+akweHkj8/fjwtg2VUTRviJZ4841naT0BXNnWO7NcvJststzozbbe0ij6oHONVLeu1xlMyLOu2lkwNrTP38XoPW9MKNRKBWradKhqdW2Voxi93YUW58vWPaLmjQ21HQtDEj68ueit5Bpa4s03nuM4CODKtt6Z1m7S+f188YiFG73ZxI6mVg/XSHXr+tyqNhjNDIYH+WBUP6t2xOjt7622DUG7Om9IjN7uQosz22CcP5afDWn58GbnDV0ub6Hm0FZa4s03nuM4CPDb3/7Wqevbugz4uV4LwNJ6FSs3ei8YFwoAyKlqk+yhrc7GWiywQ2Tzx4T2u82DWL0XjnNvvyGxersDLc6Z1p4hvhqMfHhPjwqCv7cK7TojCuvpOMuRlnjzDUlv2SZDmzdvdur6K9ZeoXHh/ggP9CFQIn640XtiRCCCfNXoMpioPJ2ZC5yNtVjo+eLpvxUuVm/2i9TVCati9XYHGpxbOrpR2mg5nHU+Tw1GPrzVKqWtTtKyxJ6GeAsBSW/ZJkP333+/U9fbvnhE3CsE9PVWKhW2nq5MN8+EohVnYy0W2Hj1N18IEK83Wx/zqjXQGUxOv16s3u5AgzObvE4cHoBQf3KHs/aGL2+2Trp7bh5X0BBvISDpLdtkKDMz06nrsyr4HQsnRX/etg86RUtHucTZWIuBmrYu1Gp0UCkVmD06pN9rxOo9epgfIgK9YTQzuFrd5vTrxertDjQ49wzb8veM5Mt7ntWJlmckDfEWApLesk2GoqOjHb6WYRhJTJ4G+vdmndjJj1LDmViLBbZXyDKfQd3vNWL1VigUti8fV3orxertDjQ48z1fCODPm20w/tygRbtO+D3ZaIi3EJD0lm0y5AxlTZ1o7TTAR620HdwnJeaODgUAFDd0oK1L+A+6h6HpWbUTKmxBCOHuvCEP/NJ7U8IFIu897w92xSbDANmVzvdWeqAf2SZDNTU1Dl/LfvHMHhUCb7W4/8n68w4P9MHYMH8APRPFpYQzsRYLl21z2Ab+4hGztztDt2L2dhWhnX+u10KrN8LfW4WpkeQ3W2Th03seRQm60PEWCpLe4v5md4P58+c7fK0Q3b+kGMhbyi1xZ2ItBrqNZuRUWVqng9VJMXvPGR0ChQKobOlCQ7veqdeK2dtVhHZmG4xzR4dCzePu/Hx6z6dooYnQ8RYKkt6yTYZ++OEHh6/NlMjkaWBgbylPonYm1mLgWo0G3UYzQv29MMF6nEp/iNk7yNfLdpyDs3VSzN6uIrTzZYGGbfn07v2MZBhhN18UOt5CQdJbtsnQb37zG4eu6+o24VqNZf8dKfQMDeTNJnqZ5S2Cf9C5xtFYi4XMITZbZBG7d09vpXMT+8Xu7QpCOw+15xUp+PSeNSoEaqUCjVq9y0fFcIXQ8RYKkt6yTYZiY2Mdui6nqg0mM4OoYF9Eh/Q98kBsDOQ9IzoI3iolWjoNKG/u5LlUZHE01mKhZ2Xj4F88Yvd2dTmz2L1dQUhnrd6InxuE2Z2fT29fLxWmRwcBEL4HXY51HCDrbZcMabVafPDBB7jvvvsQFhYGhUKBrVu3DnmTtLQ0rFq1CjExMQgICMDYsWPx1FNPobCwkFS53cbRA9+ktmpnIG8ftQozrWdC0TAmziVSO9SQXc0yd4gvHrF7s1+s2RVtTp0JJXZvVxDSOaeyDQwDjAzxxfAgfnfn59ubls0X5VjHAR4Pam1sbMTatWtx7do1zJ071+Gb/O1vf8N//vMf3HXXXfjqq6/w+uuv48yZM1iwYAFyc3M5LzQXOHrgG/vFM8e6/FzsDOYt1UnUUjrUsK3LYDvyYM6o/jdbZBG799TIQPh5qdCuN6LY2vPgCGL3dgUhnbMrWwEI84zk25uWzRflWMcBst52u7VFR0ejpqYGUVFRSE9Px8033+zQTf7whz8gPj4e3t49W7A//fTTmD17Nv7617/iu+++47bUHPDkk086dF12VSsAYO4Au/yKjcG8e47lkNbmi47GWgzkWJPzMWF+GBYw+JEHYvdWq5SYPToEqaXNyCxvxZTIIIdeJ3ZvVxDS2dZgHMP/M5Jvb/YZmVPVBoPJDC8eV871Ro51HCDrbRdJHx8fREVFOX2TpUuX2iVCADBlyhTExMTg2rVr7pWQEGfOnBnympaOblQ0WybKxQzRChcLg3mzH/RrNe3oNkrnBHtHYi0W2OTckVa4FLxtu6M70RKXgrezCOl8xdozNFeAniG+vSdGBCDIVw290YyCWuEOtpZjHQfIehNLaxmGQV1dHSIiIga9Tq/XQ6PR2H60Wse7w91hypQpQ16Tbd3LZWJEAEL8vEgXiRcG8x4b5o8QPy90m8wolNAJ9o7EWixkV1hb4Q4k51Lwnmf9gs2xJoGOIAVvZxHKuUmrR2WLpcE4S4AGI9/eSqXClvQ5k6BzjRzrOEDWm1gytHPnTlRVVeHpp58e9LpPP/0UISEhtp/ly5cDsOw0GRsbC71ebxsnXLduHerq6rBnzx5kZ2fjzJkzSEpKQlFREbZu3Yr29na7a1tbW7Fjxw7k5+fjxIkTOH36NHJzcxEfH4+qqiq7a7u6uhAXF4eSkhIcOXIE58+fx7HUPADA5HBvu2tNJhM2bNiAqqoq7N+/H+np6UhJScHhw4dRWlqKTZs29Sl3Q0MDdu/ejezsbCQnJyMpKQkFBQXYtm1bn3JrNBps374dBQUFOH78OE6fPo2cnBzs2rULjY2NdtfqdDrExcWhtLQUiYmJuHDhAtLT07Fv3z5UV1dj/fr1MJvNWLduHcxmM3bu3Inq6mrs27cP6enpuHDhAhITE1FaWopvv/0WMdbVElcqW7Fu3To0NjZi165dyMnJwenTp3H8+HEUFBRg+/bt0Gg0dmVpb2/Htm3bUFBQgKSkJCQnJyM7Oxu7d+9GQ0OD3bV6vR6bNm1CaWkpDh8+jJSUFKSnp2P//v2oqqrChg0bYDKZ7F5TXV2NhIQEZGRk4Pz58zhy5AhKSkoQFxeHrq4uu2ubmpoQHx+P3NxcnD17FidOnEB+fj527NiB1tbWPuXeunUrioqKkJSUhDNnziA7Oxt79uxBXV1dn3LHxsbi+vXrOHToEFJSUpCWloYDBw6gsrISGzduhNFotHtNTU0NEhISkJmZiXPnzuHo0aMoLi7G5s2b0dHRYXdtc3Mz4uPjkZeXh1OnTuHkyZPIy8vDzp070dLSgvP5lQCA4rTT0Gq12LJlC4qKinDs2DGcPXsWWVlZ2Lt3L+rq6rBz507bfQ0GA2JjY1FeXo6DBw8iNTUVqampOHjwIMrLyxEbGwuDwdDns7Z3715kZWXh7NmzOHbsGIqKirBlyxZotVq7a1taWrBz507k5eXh5MmTOHXqFPLy8hAfH4/m5ma7azs6OrB582YUFxfj6NGjOHfuHDIzM5GQkICamhq7a2dGWfYayq9px959B5CWloaUlBQcOnQI169f7/cZUV5ezskzoqmpachnREZGBhISElBdXS3oM+LcuXOcPSPWr18/4DMiLi4OOp3Odv+PN1imQET4mFD+cz7vz4i2tjZOnhGnT592+BkRZGgCAJzJKRXsGXHw4MEBnxG9rx3qGdH7WjE8I44ePdrnGWE0GrFx40ZUVlbiwAHHnhH95RFgBiAtLY0BwGzZsmWgSwbk2rVrTHBwMLNkyRLGaDQOeq1Op2Pa2tpsP8nJyQwAJiMjw+n3dYYffvhhyGte3ZbGjFudyMSdLSFaFj4ZyvtvP1xjxq1OZFYnXOGpRORxJNZioKFdx4xbnciM/3+JjKare8jrpeBtNpuZ+WuPM+NWJzJZ5S0OvUYK3s4ilPM/fyxkxq1OZP5712VB3l8I7x9yaphxqxOZ+/55hvf3tpVBhnWcYch6c94zVFtbiwcffBAhISFISEiASqUa9HofHx8EBwfbfgID+TnXZtKkSUNek2NbSSaN+ULA0N6sq5QOI3Qk1mKArY+WeQtDD9tKwVuhUGC2dfiFHbYeCil4O4tQzkKuJAOE8WafkYV17dAZTLy/PyDPOg6Q9eY0GWpra8P999+P1tZWHDt2DCNHjuTy9pxy7ty5Qf9er9GhVqODUgHEjJTOSfVDebMPNSE/6FwzlLNYcHaiqlS82S+fHKv/UEjF2xmEcGYYBldse14J02AUwjs6xBcRgd4wmRnk1Wh4f39AnnUcIOvNWTKk0+nw8MMPo7CwEImJiZg5cyZXtybCUEv02J6RKSOC4O+tHvRaMTGUN/tBNwr4QecaqSxDZXuGZjvYUykVb1vPkIO9lVLxdgYhnGvadGjU6qFSKjAzWphkSAjv3r2VOQL1oMuxjgM8Lq13lM7OTuTn56OxsREAYDKZ8PTTT+PixYvYu3cvlixZwmkhSTDUztpsl7yjXzxiYShvGj7oXOPILuq007sV7uiQhBS8Afveyq7uoXsrpeLtDEI4s0NkUyOD4Oc9+HQIUggV69nWOinUdAI51nGArHefLg92hUV1dTUA4PDhw6istKxgefPNNxESEoLU1FTccccd+OCDD/Dhhx/ij3/8Iw4dOoSHH34Yzc3NfTZZfOGFF4gJuMpQ23rn2MbCpZUMObKd+ZzRoThd0CCZeUNS2Lq+VtO7Fe7YsK0UvAEgMtgHw4N80NCuR15NGxaOCxv0eql4O4MQzrZjYQR8RgoVa3ZrC2e2fOASOdZxgMfjOADg888/x5o1a7BhwwYAwL59+7BmzRqsWbMGLS3970yclZUFwJI4vfjii31+aGSwbb0ZhpHcMRwsjmxn3jOJupVwafhBClvXX7HuL+RMK1wK3oClt3KuExP7peLtDEI40/CMFCrW7IjBz/VadOiNvL+/HOs4wONxHABQVlY25ItWrFgBhuk5OPGnn37isky88Pzzzw/4t+o2HZo6uqFWKjA9yrEjAMTCYN4stg96g+WDHuAj7jlTjjjTDtsCdWSzRRYpeLPMHhWKE9fqHRq6lZK3o/DtbGkwtgIQtvdcqFhHBvsiMtgHdRo98mo0uHn84L2VXCPHOg6Q9RbmYBUKOHr06IB/y7buLDotKgi+XsKMhZNiMG+WEUG+iA7xBcMAV6vFP4naEWfaceX8Jyl4s9h6Kx1YXi8lb0fh27msqRManRE+aiWmCdhgFDLWs0eFAhBm3pAc6zhA1lu2ydD8+fMH/Bv7wJXaEBkwuHdvelbwtBIsDT846kwrdsO21gewI4jduzfsUQ/FDVpohxiWkJK3o/DtzD4XZo4MFuywUkDYWDu75QOXyLGOA2S9ZZsM1dTUDPg3KW62yDKYd2+ktPmio860Ut7cibYuA7xVzrXCxe7dm+FBPhjJ9lYO0TskJW9H4dv5ihNn5JFEyFjPdqK3kmvkWMcBst6yTYYUCkW/v+89Fj5bIifV92Yg7xuZYzsgU/zJkKPOtMImpDNGBsNb7fhHVuzeNzLbwQRdat6OwLdzbjW79Ugor+97I0LGmv1+KGnoQLvOwOt7y7GOA2S9ZZsMRUVF9fv769axcG+Bx8JJMZD3jbAf9NLGDrR18ftB5xpHnWnFNlHVyeRc7N43wiboQ7XEpebtCHw6m80MrlnnEs4aJezu/ELGOiLQB6NC/QAAuVX8zq2UYx0HyHrLNhlitwO4EfZBOzNa2LFwUgzkfSPDArwxJoz9oIu7d8hRZ1q54uKwrdi9b8TRORpS83YEPp3LmzvRrrc0GCcN5+csyYEQOtazBdpvSGhvoSDpLb1vewe57777+v09u5JMivOFgIG9+4OdrHtF5JOonXGmDbOZsc2RcXZCv5i9+4P94ilr6kRb58C9lVLzdgQ+ndkVpjOiggRvMAoda3boNofnniGhvYWCpLdsk6H4+Ph+fy/llWTAwN79wX7Qxb683hln2iht6kBHtwm+XkpMHuFcK1zM3v0R6u+NsWH+AAafyyY1b0fg05mdLzRzpPANRqFjLdSKMqG9hYKkt2yTof629e7dChd6LJwUzmxnPsv6sBtq9Q7tiHnrenaIckZ0MFRK5yYPitl7INjeIfYLuT+k6D0UfDpfpWS+ECB8rB3treQaob2FgtfjOORCf9t6X2/uREe3CT5qJSYLPBZOCme2M48ZaXnYWTZYE+8kajFvXZ9n/eJhY+EMYvYeiBjrF/BgvZVS9B4KvpwZpqfBGENBz5DQsQ7175lbeXWQBJ1rhPYWCpLesk2Gfv3rX/f5HdsKnx4dDLUEJ08D/XsPxLAAb9tqiTwRD5U540wbtla4C188YvYeCEd6K6XoPRR8Oddp9Gjq6IaKkqOKaIi1rU7y+IykwVsISHpL8xvfAb7//vs+v7vqRitcLPTnPRhsV7iYV5Q560wLDMPYhoNcaYWL1Xsw2M9mSWPHgDtRS9F7KPhyZp8Dk4cHUnFUEQ2xnuXA0C3X0OAtBCS9ZZsMLV++vM/v2G5OV1rhYqE/78GIEaDVwzXOOtNCdZsOrZ0GqJUKTI1yfthWrN6DER7og+gQXwDAtZr+66QUvYeCL2dbg5GC+UIAHbGeOZL/BiMN3kJA0lu2yVBBQYHd/zMMQ9XEQFLc6D0UUugZctaZFth/8ymRQfBRO98KF6v3ULAJ+kB1Uqreg8GXszs9lSSgIdZs47mksQOd3YOfm8cVNHgLAUlv2SZDwcH2CU9Nmw7N1rHwqZHCj4WT4kbvoWA/6MUNWnR1m0gUiTjOOtNCz3wh18ovVu+hiLG1xPvvGZKq92Dw5ZznZp3kGhpiPTzIB5HBPmCYgXsruYYGbyEg6S3bZCggIMDu/9kvnikj6BgLJ8WN3kMxItgXw4N8YGaAa7XiHCpz1pkWelbtuPYAEKv3ULBzNAZavSNV78Hgw7m5oxtVrV0AeoaGhIaWWPf0VvLzjKTFm29Iess2GSouLrb7/1yKlouS5EZvR2BbgWLdb8gVZxromZ/hWp0Uq/dQsEO3RfVa6Ax9eyul6j0YfDizyef4cH8E+XoRfz9HoCXWs3ieN0SLN9+Q9JZtMnTrrbfa/b8c5gsBfb0dwbZaguct57nCFWehadTqUavRQaGwbLjoCmL0doSoYF+EB3jDZGZQUNve5+9S9R4MPpx7VtvS02CkJdYxo/hdaEKLN9+Q9JZtMvSf//zH7v+vUjYxkBQ3ejuCrQuYx6WjXOKKs9CwD9UJ4QEI9FG7dA8xejuCQqHoWcHTT52Uqvdg8OFs6z2nqMFIS6zZoezCunbojeTnVtLizTckvWWbDPXe1rtJq0dNmw4APWPhpHBlO3O2t4yvDzrXiHHrelty7uIQGSBOb0eZNUhLXMreA8GHcx6FPUO0xHpUqB9C/b1gNDMorNUSfz9avPnGcxwHAXpv621rhUe43goXC65sZ85+0A0mBkV15D/oXCPGreuvVrm/AagYvR1lsJ2opew9EKSdtXojSho7ANC1KS0tsVYoFL12oibfg06LN994juMgwO9+9zvbf8th52mW3t6OolAoei1nFt9QmSvOQsPFBqBi9HYUtrfyWm07DCaz3d+k7D0QpJ3ZJeNRwb6ICPQh+l7OQFOsYwYZuuUamrz5hKS3bJOhuLg423/TtpEYSXp7O4MQ5+9whavOQqHRGVDW1AnAvQRdbN7OMGaYP4J81Og2mvFzvX1vpZS9B4K0M9sIom2BCU2xjuFxoQlN3nxC0lu2ydBDDz1k++88mawkA+y9nSFGgPN3uMJVZ6G4Zq2PI0N8MSzA2+X7iM3bGZTKnknUNyboUvYeCNLONK4kA+iKNdtwya/VwHhDbyXX0OTNJyS9ZZsMpaenAwDadQaU2sbC6fqgk4D1dhZ2H41rNeQ/6FzjqrNQuLu/EIvYvJ2lZ8sH+wRd6t79Qdo5180NQElBU6wnhAcgwFsFncFsm19FCpq8+YSkt2yToVGjRgEArtVY9ikZGeKLMDda4WKB9XaW8Tx+0LnGVWeh6Bm2de+LR2zezhJj6xmyT4ak7t0fJJ11BpNtKHKWmwk619AU6969laTnVtLkzSckvWWbDJlMliXibKWdKYNeIaDH21mUSsWQB2TSiqvOQtFz/pN7dVJs3s7CfjHnVWtgNjO230vduz9IOhfWtcNoZjDM3wvRIb7E3scVaIt1DE9zK2nz5guS3rJNhurr6wHIZ+dpFtbbFWJsJ9iLaxK1O858ozOYUGRthbu7uZ2YvF1hYkQAfL2U6Og2oaypp7dS6t79QdK55xkZAoVCQex9XIG2WPO16pY2b74g6S3bZGju3LkA5LPzNAvr7QqzRLoTtTvOfFNQ2w6TmUF4gDeigt1rhYvJ2xXUKqXtqJLcXi1xqXv3B0nnnt5z+hqMtMV6oN5KrqHNmy9Iess2GTp27JhdK1wuPUPHjh1z+bV8fdC5xh1nvmFb4TNHBrvdCheTt6v0N29IDt43QtL5KkfDtiSgLdaTRwTCW61Eu96IipZOYu9DmzdfkPSWbTL08ssv21rhYRy0wsXCyy+/7PJrJw0PgI9aCa3eiPJmch90rnHHmW/YXjcuJqqKydtVenai7ukZkoP3jZByNprMtg0XaVtJBtAXay+VEtOjggCQnU5AmzdfkPSWbTL0zTff2O08TdtYOCm++eYbl1+rVikxPZq/XVa5wh1nvuFyN3QxebvKrF77XzGMpbdSDt43Qsq5pLEDeqMZAd4qjA8PIPIe7kBjrPk42JpGbz4g6S3bZGjVqlWy2nmaxd2D7tj9hnJEtKJMLIcaGk1m5Ndwt7mdWLzdYUpkINRKBVo7Dahq7QIgD+8bIeXce76QUklfg5HGWMcMsBkol9DozQeeg1oJsG7dOtmtJAPcP+iu97whsSCWQw2LGyyt8EAfNcaF+bt9P7F4u4OPWoWpkZZhCfbzLAfvGyHlTOvO0yw0xpp9Rl6t6umt5BoavfnAc1ArAR59/AlOW+Fi4cknn3Tr9b1bPaQ+6FzjrjNf2Frh0dy0wsXi7S5sY4Y9wV4u3r0h5UzrztMsNMZ6elQQVEoFmjq6UavREXkPGr35gKS3bJOh/xw/y2krXCwkJye79fqpkUFQKxVo7uhGTRuZDzrXuOvMFz3HcHDzxSMWb3fpmTdk+feTi3dvSDibzUyvcxvpbDDSGGtfLxUmDw8EYD+xn0to9OYDkt6yTYbMIaMB0DsWTorp06e79XpfLxUmj7B+0EUyVOauM19wveeVWLzd5caN7uTi3RsSzhUtnWjXG+GtVto+87RBa6xtG9QSmkRNqzdpSHrLNhm6Vms5k4zW7l9StLa2un2PgQ7IpBUunElj3wrnpk6KwZsLZkQHQ6EA6tv1qG/Xyca7NySc2cbO9KggeKno/KqgNda2DWoJ9QzR6k0akt501nAeKGkxAKBzIzGSdHV1uX0PPlZLcAkXzqTp3QqfNJybVrgYvLnA31uNiRGWZd9XqzWy8e4NCWfa5wsB9NZx9t8sj1DPEK3epCHpLctkyGxmUNVpUedqfoZYmDhxotv3sK2WEMleQ1w4k4ZtQXLZCheDN1f0XuUoJ28WEs60ryQD6K3j7NEl1W06NHd0c35/Wr1JQ9JblslQeXMnOg1m+KiVtolucuH8+fNu34Mdlqhp06FJq+egVGThwpk0JM7IE4M3V/Q+lkNO3ixcOzMM06tO0ttgpDXWQb5eGB9uWZhDotFIqzdpSHrbkiGtVosPPvgA9913H8LCwqBQKLB161aHb6TX67F69WqMHDkSfn5+WLx4MX788UcSZXab3mPhakrHwknx+OOPu32PQB81JoT3DEvQDhfOpOFy52kWMXhzRe85GnLyZuHaub5dj0ZtN1RKhe0wXBqhOdZsw4bEM5Jmb5KQ9LZlAo2NjVi7di2uXbvm0smwL7/8Mv7xj3/g+eefx1dffQWVSoUHHngA586d47TAXGDbeZrS5aIk2bZtGyf3mSmieUNcOZOidyucyyXMtHtzCVsfy5s7Ebtlh8Cl4R+uY83OF5o0PAC+XipO780lNNdx24oyAgtNaPYmCUlvWzIUHR2NmpoaXL9+HZ999plTN0lNTcXu3bvx6aef4rPPPsPrr7+OU6dOYdy4cXjvvfc4L7S7kGiFiwWutjPvfSYU7dC+dX3vVjh7yCMX0O7NJaH+3hg9zA8AcOuDTwtcGv7hOtY0n1TfG5rrONszRGK3fpq9ScLLcRw+Pj6Iiopy6SYJCQlQqVR4/fXXbb/z9fXFK6+8gosXL6KiosL9knIEwzC2nWpp/6CTgKvtzG1zNESwvJ72revZluPk4YGctsJp9+Yatk7G7jkicEn4h+tY9z6TjGZoruNsfSxp7IBWb+T03jR7k4T64zgyMzMxdepUBAfbf3AWLVoEAMjKyhrwtXq9HhqNxvaj1Wq5KNKA1Gn0aOrohkoBTOOwFS4WXnjhBU7uw7Z6ypo60a4zcHJPUnDlTApSPZW0e3MN27gJGC2/Dem4jvVVyneeZqG5jkcE+iAq2BcAcK2G294hmr1JQtKbk2SopqYG0dHRfX7P/q66unrA13766acICQmx/Sxfvtx2z9jYWOj1els2uG7dOtTV1WHPnj3Izs7GmTNnkJSUhKKiImzduhXt7e1217a2tmLHjh3Iz8/HiRMncPr0aRy5mA0ACFN3Iy52g+3arq4uxMXFoaSkBEeOHMH58+eRkZGBhIQEVFdX293XZDJhw4YNqKqqwv79+5Geno6UlBQcPnwYpaWl2LRpU59yNzQ0YPfu3cjOzkZycjKSkpJQUFCAbdu29Sm3RqPB9u3bUVBQgOPHj+P06dPIycnBrl270NjYaHetTqdDXFwcSktLkZiYiAsXLiA9PR379u1DdXU11q9fD7PZjHXr1sFsNuPdd99FdXU19u3bh/T0dFy4cAGJiYkoLS1FXFwcdDqd3f0bGxuxa9cu5OTk4PTp0zh+/DgKCgqQ+J/diAr2AWDpBl63bh3a29uxbds2FBQUICkpCcnJycjOzsbu3bvR0NBgd1+9Xo9NmzahtLQUhw8fRkpKCtLT07F//35UVVVhw4YNMJlMdq+prq5GQkICMjIycP78eRw5cgQlJSWIi4tDV1eX3bVNTU2Ij49Hbm4uvvjiC5w4cQL5+fnYsWMHWltb7a5tb2/H1q1bUVRUhKSkJJw5cwbZ2dnYs2cP6urq+pQ7NjYW169fx6FDh5CSkoK0tDQcOHAAlZWV2LhxI4xGo91rampqkJCQgMzMTJw7dw5Hjx5FcXExNm/ejI6ODhw6mwkAaC7JRnNzM+Lj45GXl4dTp07h5MmTyMvLw86dO9HS0mJ3X61Wiy1btqCoqAjHjh3D2bNnkZWVhb1796Kurg7vvPOO7VqDwYDY2FiUl5fj4MGDSE1NRWpqKg4ePIjy8nLExsbCYDD0+azt3bsXWVlZOHv2LI4dO4aioiJs2bIFWq3W7tqWlhbs3LkTeXl5OHnyJE6dOoW8vDzEx8ejubnZ7tqOjg5s3rwZxcXFOHr0KM6dO4fMzEwkJCSgpqbG7lqj0YiNGzeisrISBw4cQFpaGlJSUnDo0CFcv37d7hnBztG4VFDl1jMiNzcX8fHxaGpqsruW5mfEF198wdkz4vN/bUBVq2U/F31dscvPiO3bt0Oj0fT5rHH5jDh48CAnz4jTp08TeUaEqyz/jj9czHHrGdH72ubmZvzlL3/h5BnR+1oxPCPWrl3r1jOid7lvfEaA6Ye0tDQGALNly5b+/tyHiRMnMvfff3+f3xcXFzMAmC+//HLA1+p0Oqatrc32k5yczABgMjIyHHpvZ2nr6mZ+KqhnthxPJ3J/2rl27Rpn93p1WxozbnUi8+3ZEs7uSQIunUmw9NOTzLjViczF4kZO70u7N9fUtXUx41YnMhP+XyLTqTcKXRxe4TLW54oamHGrE5llfz/F2T1JQXsd/+J4ATNudSLzxz1ZnN6Xdm9SkPTmpGfIz88Pen3f/WZ0Op3t7wPh4+OD4OBg209gINl9f4J9vbB86nCMVrQQfR9aqays5OxetjOhKJ9EzaUz17R2dtta4VzPz6DZmwQjgn0REegDMwPk19K/ypFLuIx1rojmVNJex0nt1k+7N9f85WAuNp0pRmEpufnHnCRD7Eq0G2F/N3LkSC7ehlNUKnqXi5KES+9ZBFdLcAnNsWYfkuPC/RHs68XpvWn2JsUs2wGZdNdJruEy1mydpH3yNEB/HWfnXBXVtUNvNHF2X9q9uaSloxvbL17HJ0fzoVaT8+YkGZo3bx4KCwuh0dg/gC5dumT7O20MHz5c6CIIApfe7ByNonotdAbuPuhcQ3OsSe7yS7M3KUifCUUrXMY6l8CeV6SgvY6PDPFFqL8XjGYGhbXcLQ6i3ZtLejcYx0aPIPY+TidDnZ2dyM/PR2Njo+13TzzxBEwmEzZt2mT7nV6vx5YtW7B48WKMGTOGm9JySHZ2ttBFEAQuvaOCfREe4A2TmUFBbTtn9+UammPNnklG4vwnmr1JEUP4tHBa4SrWHXojShs7AIhjHzba67hCobD1oHN5LAft3lzSu8FI0lvd+3/Y1RXs6q/Dhw/bxibffPNNhISEIDU1FXfccQc++OADfPjhhwCAxYsX48knn8T777+P+vp6TJ48Gdu2bUNZWRm+/fZbYoV3h3vvvVfoIggCl94KhQIzRwbjbFEjcqvbMHdMKGf35hKaY02yZ4hmb1KwXzwFte0wmMycHXpLO1zF+lqNBgxjaehEBPpwck+SiKGOx4wMxrmfGzmdWykGb67ofWDwvXPIeds9KT7//HOsWbMGGzZYlpzv27cPa9aswZo1a9DSMviE4+3bt+Ptt9/Gjh078NZbb8FgMCAxMRHLli0jVnh32LVrl9BFEASuvXtOsKe3JU5rrDv0RpTYWuHc9wzR6k2SMWF+8FGY0G0yo6iO7J5lNMFVrMW2O78Y6jiJo4vE4M0VbINxZnQwUW8FwzAMsbu7wOXLl7Fw4UJkZGRgwYIFQhfHwxAkZldjVXwm5o4OwcFVtwldHFGRcb0Zj2+4iMhgH1z6091CF0cyPLPpIlJKmvHZE3Pw5E30DdHTzLt7r2BvRiXeumsK/nDPVKGLIwmKG7S464tk+HopcfV/74NKqRC6SKKhs9uImA+SwDBA6p/uwgjrJpYkkEcfcj94tjPnBnZY4pp1WIJGaI117+5fEtDqTRpDfSkAunsruYarWIutZ0gMdXxCeAD8vVXQGcwoaeCmt1IM3lyQX9sOhrHs5j0i2Jf+4zjEyCuvvCJ0EQSBa++xYf4I9FGj22hGMUcfdK6hNdY9+7mQ+eKh1Zs0T92zBAC3E1Zph4tY640mFNZZFkKIYSUZII46rlQqMDOa2z3ZxODNBezZl2xyTtJbtsnQzp07hS6CIHDtrVQqesbEKV3BQ2usbSvJCH3x0OpNmpL0ZACW/a/MZqpmARCDi1gX1WlhNDMI9ffCyBBywxFcIpY6HsPxM1Is3u7Sc0ae5d+PpLdsk6E777xT6CIIAglv2neipjHWeqMJRfWWVjipIQkavfngiXtvh6+XEh3dJpQ1dQhdHF7gIta9d55WKMQxr0UsdTxmJLcLTcTi7S62Pa+s/34kvWWbDF27dk3oIggCCe9ZHH/QuYbGWBfVaWEwWVrho0IHPq7GHWj05oPCgnxMj5LXTtRcxDqX4DYPpBBLHWc3qL1a3QYu1iyJxdsduo1m2/517LAtSW/ZJkOhoaFCF0EQSHizH3RahyVojDUfrXAavfkgNDTU1q0ul3lDXMRaTMdwsIiljk8ZEQQvlQIanRGVLV1u308s3u5QVN8Og4lBsK8ao4dZGowkvWWbDPn6imNMnGtIeE8eHggftRJavRHlzZ2c399daIw1H6t2aPTmA19f355hCUrnsXGNu7E2msy4VmP5t5otksnTgHjquLdaiWlRQQB6GkLuIBZvd7jaa3d+tsFI0lu2yVBpaanQRRAEEt5qlRLT2Q86hS1xGmNtG5Ig+MVDozcflJaW2h2BQNlWakRwN9YljR3QGcwI8FZhfHgAR6Uij5jqeEw0d9MJxOTtKj1n5PU0GEl6yzYZWrp0qdBFEARS3jEU70RNW6xNZsbWCie1rB6gz5svli5diqlRgVArFWjpNKC6TSd0kYjjbqxzbUuYQ6AU0aaAYqrjXA7disnbVWxTCXo1GEl6yzYZ2rdvn9BFEARS3rYVZRx0AXMNbbEuadDy0gqnzZsv9u3bBx+1ClMiLb2VVymsk1zjbqzZbR7ENF8IEFcdn8keIsxBg1FM3q5gaTCyq217kiGS3rJNhlatWiV0EQSBlDc7LJFXraFuWIK2WLPdvzNHBhNthdPmzResd8+WD/T1VnKNu7G+Wt23FS4GxFTHZ0QHQaEAGtr1qNe411spJm9XKG3Uostggp+XChMiehqMJL1lmwzJZTvzGyHlPS0qCCqlAk0d3ah184PONbTFOrfXxECS0ObNF6w3OwSZR+E8Nq5xJ9ZmM4O8Gza3EwtiquP+3mpMGh4IwP3pBGLydoXePZW9z3LzHMdBgDfeeEPoIggCKW9fLxWmjLB+0ClbwUNbrK/ytJ8Lbd58wXqz89hyKauPJHAn1uXNnWjXG+GjVmKy9ctaLIitjtt2onYzQRebt7MMdFQRSW/ZJkObNm0SugiCQNJ7JqU7UdMUa7OZsSWLpIckaPLmE9Z7RnQwFAqgVqNDo1YvcKnI4k6s2c/r9OhgqFXi+koQWx3naoNasXk7i23rkRuekSS9xVXzOWTlypVCF0EQSHqzH3TaWuI0xbqixdIK91YrMXkE2VY4Td58wnoH+qgxwTpBncZVjlziTqzZzyvJlY2kEFsd5+roIrF5OwPDMAPuhk7SW7bJUGpqqtBFEASS3jGUztGgKdbsl/L0qCB4EW6F0+TNJ729e7Z8oKtOco07sRbr5GlAfHWc7T2vaO5CW6fB5fuIzdsZKpq70K4zwlulxJQRQXZ/I+kt22RozJgxQhdBEEh6sx/06jYdmju6ib2Ps9AU6977uZCGJm8+6e3N9WnhtOJqrBmGsTsaRmyIrY6H+nvbjpa4WuN6gi42b2dge4WmRQXBW22fopD0lm0yZDQahS6CIJD0DvL1wvhwfwB0tcRpinUuD8dwsNDkzSe9vXvvRC1lXI11dZsOLZ0GqJUKTI0S1+RpQJx1vKcH3fUEXYzejnK1n52nWUh6yzYZamhoELoIgkDam8YVPLTEmmEY2waAfAxJ0OLNN7292S+esqZOaHSuD0vQjquxZnuFpkQGwUet4rJIvCDGOt4zt9L1BF2M3o7Ss6y+7zOSpLdsk6FZs2YJXQRBIO1NY0uclljXafRo6uiGSqmwneVGElq8+aa397AAb4wMsRzueE3Ck6hdjTU7h02Mk6cBcdbxGNuxHK7XRzF6OwLDMD09Q/3USZLesk2GfvzxR6GLIAikvXv20aDni4eWWLMtwcnDA+HrRb4VTos339zoTfO5eVzhaqz57KkkgRjrONtgLG7Qoqvb5NI9xOjtCPXtejRqLQ3GGdF9kyGS3rJNhn71q18JXQRBIO3NJkOljR1op2RYgpZY9+ydwU8rnBZvvrnRm6vlzDTjaqz7OxlcTIixjo8I9kVEoA/MDHCt1rUEXYzejjBUg5Gkt2yToW+++UboIggCae/wQB9Es8MS1oP2hIaWWPfsncFPK5wWb7650bv3uXlSxZVY17frUKfRQ6FAv61wMSDWOu5uD7pYvYei56ii/usjSW/ZJkNSP+huIPjwjqFs3hAtsb46wBbzpKDFm29u9GZ74orqtdAZXBuWoB1XYs1+EU8aHgh/bzXXReIFsdZxtifuqouTqMXqPRS2BuMAw7aeg1oJIPWD7gaCD2/bsAQlK8poiHVzRzeq2ywH2M7kKRmiwVsIbvSOCvZFeIA3TGYGBbV09FZyjSux5js5J4FY63iMm8dyiNV7KPKGmNDvOaiVAE8//bTQRRAEPrxnUbbrLw2xZv8txof7I8jXi5f3pMFbCG70VigU1J6bxxWuxLpnSEKck6cB8dZxdui2oLYdBpPZ6deL1Xswmju6UdXaBWDgBiNJb9kmQydPnhS6CILAhzfbM0TLsAQNsbZ98fC4aocGbyHoz3uWxFeUuRLrniEJ8fYMibWOjwnzQ5CvGt0mM4rqtE6/Xqzeg+FIg5Gkt2yToZkzZwpdBEHgwzs6xBdh1mGJwjrhhyVoiHXP3hn8JUM0eAtBf949x3JIs2fI2Vi3dnajssXSChdzz5BY67hCoeg1idr5OilW78FwpMFI0lu2yVBLS4vQRRAEPrx7f9BpmDdEQ6yv8ngMBwsN3kLQnzebhF5zcViCdpyNNTs3Y2yYP0L8+Bm2JYGY67g784bE7D0QjjQYSXrLNhnS6XRCF0EQ+PKmaUWZ0LFu6zKgtLEDADCbx2Eyob2Foj/vsWH+CPRRo9toRnGD88MStONsrMW+vxCLmOu4Oz1DYvYeiJ5DrAeukyS9ZZsMjR8/XugiCAJf3j0b3QnfMyR0rNmhmTFhfhgW4M3b+wrtLRT9eSuVPZOopXiCvbOxzpHA5GlA3HWcnceWV62Bycw49Voxe/dHW5cBZU2dAAZvMJL0lm0ylJKSInQRBIEvb/aDnl+jgVHgYQmhY51tTYbmjArl9X2F9haKgbylvBO1s7HOqWwFwG9PJQnEXMcnRgTAz0uFjm4TShud660Us3d/ONpgJOkt22ToscceE7oIgsCX9zjrsITeaEZxQwcv7zkQQsc6p9LyQZ89mt8vHqG9hWIgb9shwhLsGXIm1m2dPa3wOTzXSa4Rcx1Xq5S2YcorFc4l6GL27g9HG4wkvWWbDG3btk3oIggCX95KpQIzo10fE+cSoWOdXdUKAJjDcytcaG+hGMibTUZzq9ucHpagHWdizfaMjQ3zR6g/f8O2JBB7HZ9t/fLPcXKVo9i9bySb7akcIjkn6S3bZEiq25kPBZ/e7BwNZz/oXCNkrFs6ulHRbF3CzHMy5Knj9liOnVChs9skuUnUzsT6ioNfPGJA7HV87hhLDNiYOIrYvW8ku5LtGRq8TnqO4yCAVLczHwo+vdn5COwwkVAIGWs2EZwQEcD7EmZPHbdHpVTYhsqyBa6TXONMrHMc/OIRA2Kv47N7TaJ2ZssHsXv3prmj155XQ9RJz3EcBHjppZeELoIg8OnNtnpyq9sEnUQtZKzZZEiIiaqeOt4Xdo5MtpMtcdpxJta2VvjoUEKl4Q+x1/Hx4QEI8rXMrXRmg1qxe/eGfUZOdKDBSNJbtsnQgQMHhC6CIPDpPTEiEIE+augMZhTVCzcsIWSs2S9dISaqeup4X+aMCQUAXJFYz5CjsW7S6m3nP4l9jyFA/HVcqVT0StAdr5Ni9+5NjhPDtiS9ZZsMLV68WOgiCAKf3kqlwvbAFbIlLmSsbSvJBOgZ8tTxvrBDQ9dqNOg2Smcnakdjza7amTg8gLcDg0kihTrOTqJ2JhmSgjdLthPPSJLesk2Grl+/LnQRBIFv77nWrnghW+JCxbqhXY/qNh0UCv4nTwOeOt4f48L9Eexr2YmahnPzuMLRWLPJ+VwJDJEB0qjjc10YupWCNws7TObIsC1Jb9kmQ15e4m8VuQLf3mwFF7JnSKhYs9vLTxpuGS7kG08d74tCoehVJ6UzVOZorJ1phYsBKdRxdniooLYdOoPJoddIwRsA6tt1qGEbjA6c20jSu08ypNfrsXr1aowcORJ+fn5YvHgxfvzxR4duVlRUhGeeeQajR4+Gv78/pk+fjrVr16Kzs5PzgrtLRESE0EUQBL6957jwQecaoWLt6HJRUnjqeP9IcRK1o7EWcg4bCaRQx0eF+iE8wBtGM4NrNY5tCCoFb6CnwTh5eCACHGgwkvTukwy9/PLL+Mc//oHnn38eX331FVQqFR544AGcO3du0BtVVFRg0aJFSElJwapVq/DPf/4TS5YswQcffIBnn32WmICr5ObmCl0EQeDbe/QwP4QFeMNgYpBfK8ywhFCxzrFutijUfi6eOt4/cygYuuUaR2Jdp9Ghvl0PpUL8Z5KxSKGOKxQK2zPC0T3ZpOAN9OqpdPAZSdLbLhVLTU3F7t278dlnn+Gdd94BYFnKNmvWLLz33nu4cOHCgDfasWMHWltbce7cOcTExAAAXn/9dZjNZmzfvh0tLS0YNmwYMRFnueeee4QugiDw7W0ZlgjBTwUNyK5sxTzrah4+ESrWPUuYhfni8dTx/mHjUVhn6a309VLxUSyiOBJrtj5OjQyCn7f4nQHp1PE5o0PxU0GD5ViOJUNfLxVvZ/e8Iult1zOUkJAAlUqF119/3fY7X19fvPLKK7h48SIqKioGvJFGY+nei4yMtPt9dHQ0lEolvL3p2vZ99+7dQhdBEITwtrXEnTx/hyuEcO7dCp8ZLUwy5Knj/RMd4ouIQB+YzAyuVkvjnDJHYp0tkcNZeyOVOs4mA2xv8lBIwZthGNvqxtkOTugn6W2XDGVmZmLq1KkIDrafyLRo0SIAQFZW1oA3WrFiBQDglVdeQVZWFioqKvD9999jw4YNeOuttxAQENDv6/R6PTQaje1Hq+VnPxqpbWfuKEJ4u7JagkuEcKahFe6p4/3D9lYC0pk35Eishe6pJIFU6jgbk5/rtejQG4e8XgretRodGtr1UPU6x3IoeDuOo6amBtHR0X0uYn9XXV094I3uu+8+fPTRR/jxxx8xf/58jB07Fs888wzefPNNfPnllwO+7tNPP0VISIjtZ/ny5bayxMbGQq/X27bgXrduHerq6rBnzx5kZ2fjzJkzSEpKQlFREbZu3Yr29na7a1tbW7Fjxw7k5+fjxIkTOH36NHJzcxEfH4+///3vdtd2dXUhLi4OJSUlOHLkCM6fP4+MjAwkJCSgurra7lqTyYQNGzagqqoK+/fvR3p6OlJSUnD48GGUlpZi06ZNfcrd0NCA3bt3Izs7G8nJyUhKSkJBQQG2bdvWp9wajQbbt29HQUEBjh8/jtOnTyMnJwe7du1CY2Oj3bU6nQ5xcXEoLS1FYmIiLly4gPT0dOzbtw/V1dVYv349zGYz1q1bB7PZjBdffBHV1dXYt28f0tPTceHCBSQmJqK0tBRxcXHQ6XR2929sbMSuXbuQk5OD06dP4/jx4ygoKMD27duh0Wjsrm1vb8e2bdtQUFCApKQkJCcnIzs7GyXpPwEAiurbodUbsW7dOuj1emzatAmlpaU4fPgwUlJSkJ6ejv3796OqqgobNmyAyWSyu391dTUSEhKQkZGB8+fP48iRIygpKUFcXBy6urrsrm1qakJ8fDxyc3Pxhz/8ASdOnEB+fr5tOPfGcm/duhVFRUVISkrCmTNnkJ2djT179qCurs7uWr1ej9jYWFy/fh2HDh1CSkoK0tLScODAAVRWVmLjxo0wGo34dr9l0YFKU42amhokJCQgMzMT586dw9GjR1FcXIzNmzejo6PD7v7Nzc2Ij49HXl4eTp06hZMnTyIvLw87d+5ES0uL3bVarRZbtmxBUVERjh07hrNnzyIrKwt79+5FXV0dXnzxRdu1BoMBsbGxKC8vx8GDB5GamorU1FQcPHgQ5eXliI2NhcFg6PNZ27t3L7KysnD27FkcO3YMRUVF2LJlC7Rard21LS0t2LlzJ/Ly8nDy5EmcOnUKeXl5iI+PR3Nzs921HR0d2Lx5M4qLi3H06FGcO3cOmZmZSEhIQE1Njd21RqMRGzduRGVlJQ4cOIC0tDSkpKTg0KFDuH79er/PiL/+9a9DPiPYL5+MkoYBnxFNTU2ieUb88Y9/HPQZ8c03ccgqb7Y8dJvLB31GrF+/nvdnxO7du9HQ0NDnszbUM+Jf//oXJ8+I06dP8/6MsKsvHS0I8WJgZoBdx4Z+Rrz22mucPCN6X8v3M2LnD5Z5yMO9jejStjn0jHjjjTc4eUb0l0coGIaxHd88adIkTJs2DUePHkVvSkpKMGnSJHz55Zd4++23MRDfffcdvvvuOzz++OMIDw/HkSNHsGXLFvzrX/8aMKPT6/XQ6/W2/8/KysLy5cuRkZGBBQsWDPhe7qLT6eDr60vs/rQilPfST0+iuk2H3a/fglsmhvP63kI4v/jtJZwtasRHj8zCi7eM4/W9WTx1fGBO59fj11vTMGl4AE7+cQU/BSPIUM4VzZ24/e+n4aVSIPd/74WPWhpzhqRUx1/fno7jeXX484Mz8OrtEwe9VgrenycVYN3pn/HUTaPx9yfmOvQakt52PUN+fn52iUnvArB/H4jdu3fj9ddfR1xcHF577TU89thj+Pbbb/GrX/0Kq1evRlNTU7+v8/HxQXBwsO0nMDDQHR+H+e6773h5H9oQylvI/Yb4djabGVypaAUAzBdgwjiLp44PDLt6paSxA+06A+kiEWcoZ3aV0rSoIMkkQoC06jjbW+nIKkcpeGdZn5FznXhGkvS2S4aio6NRU1PT5yL2dyNHjhzwRl9//TXmz5+P0aNH2/1+5cqV6OzsRGZmJhfl5Yy77rpL6CIIglDec8Y4/kHnGr6dS5s6oNEZ4aNWYlpUEK/v3RtPHR+YiEAfjAr1A8MAuVXin0Q9lLPti0ciO0+zSKmOsw3GHAcajGL37t1gdGaFMUlvu2Ro3rx5KCwstK0MY7l06ZLt7wNRV1cHk6nvpnoGg6XVZTQOPSmMT65evSp0EQRBKO+5tg86/8kQ385Z5a0ALKt2vFTCbfLuqeODw66qksIk6qGcM8tbAADzx9KzvQkXSKmOs/WxrKkTbZ2D91aK3bu4QYt2vRF+XipMi3S8wUjS2+5J/cQTT8BkMmHTpk223+n1emzZsgWLFy/GmDFjAACdnZ3Iz89HY2Oj7bqpU6ciMzMThYWFdm+wa9cuKJVKzJkzh5iEK4SFhQldBEEQynuW9YNe3tyJlo5uXt+bb+csF1o8JPDU8cGZNzYUQE+8xMxgzgaT2TZMJnSd5Bop1fFhAd4YG+YPAMgeYom92L0zrZ+52aNCoHaiwUjS264UixcvxpNPPon3338f7733HjZt2oQ777wTZWVl+Pvf/267LjU1FTNmzLDNzgaAd999FyaTCbfffjs++ugjfP3113jggQdw4MAB/OY3vxl0iE0IaNv3iC+E8g7x88LECMv2Cld4bonz7WxLhqxftkLhqeODw87nyrT25ImZwZwtR+GYEeSrtn0GpYLU6jibrGYNUSfF7s0+I+c7+Ywk6d0nJdu+fTvefvtt7NixA2+99RYMBgMSExOxbNmyQW+0bNkyXLhwAQsXLsTXX3+Nt99+G8XFxfj444+xYcMGYgKuUl5eLnQRBEFI73kCffnw6awzmGznCwndCvfU8cGZPToEKqUCtRodatq6CJeKLIM5Z/bqqVQqFTyViB+kVsfZ5CBziN5KsXuzyZ6zz0iS3n1ORvP19cVnn32Gzz77bMAXrVixAr1W5NtYtGhRn2X5tHLLLbcIXQRBENJ7/thQ7MusGvKDzjV8Ol+tboPRzNgm6AqJp44Pjr+3GtOjgnC1WoPM8lZEzxY2Xu4wmDP7xSPkykZSSK2Os3O6MstbwDAMFIr+k1cxe3d2G5Ffa20wOtkzRNJbuNmdArN//36hiyAIQnr3/qCbzX2TaVLw6ZzZq8Uz0IOMLzx1fGhsLXHrBGOxMphzZoU0J08D0qvjM6OD4a1WoqXTgLKmzgGvE7N3TmUbzAwQGeyD6BDnGiAkvWWbDL3xxhtCF0EQhPSeHhUEXy8l2nVGlDTyc+wKwK+zq2PhJPDU8aGZP4ZN0FsJlYYfBnJu6zSgpKEDgHP7uYgFqdVxb7USs0ZajqYYLEEXs7c7C0xIess2Gfr666+FLoIgCOmtVilte2lcvt7K2/vy6UzLSjLAU8cdgU1ac6ra0G00EyoReQZyzrIuVhgf7o+wAHFPuu0PKdbxBWOHTtDF7N3TYHS+p5Kkt2yTod///vdCF0EQhPa2fdAr+BuW4Mu5UatHZUsXFIqeHY6FROhYC4Uz3hMiAhDi5wW90WybxyBGBnJ2daKqWJBiHZ/vwDNSzN6ZbtRJkt6yTYZoXOHGB0J7sy1xPnuG+HJmd1SdNDwQwb5evLznYAgda6FwxluhUPQsZxbxfkMDOWdZv1ClmgxJsY6zz8hrNe3o6u67kTEgXu/aNh1qNTooFT2bTDoDSW/ZJkOPPvqo0EUQBKG92Q96YX07b2dC8eVM0xAZIHyshcJZ755J1K3cF4Yn+nNmGMatIQkxIMU6Hh3ii8hgH5jMjG2zzBsRqzebnE+NDEKAT5/F7ENC0lu2yVBKSorQRRAEob1HBPli9DDLmVBXKvg5moMv54zr7KqdUF7ebyiEjrVQOOvde5WjWOnP+XpTJ1o6DfBWKzEjOliAUpFHinVcoVDYJvZfHqBOitU7080FJiS9ZZsMjR07VugiCAIN3gt4/vLhw9loMtta4TeNo2OrfBpiLQTOes+zTuova+pEM89HxXBFf87snJNZIy3LtaWIVOv4UFs+iNX7MttgHONaTyVJb2l+Qhygu1ucDz13ocHb0V1WuYIP5/zadnR2mxDsq8aUEYHE388RaIi1EDjrHeLvhUnDLcdUZPE4sZ9L+nPu6amU5hAZIN06vmAc2zPU2u8Gx2L01htNuGI9qPum8a7VSZLesk2GmpubhS6CINDgfeMuq6Thwzm9zPIeC8YNo+bIAxpiLQSueLN1ks+J/VzSn3N6mSUZutnFLx4xINU6PmtkCNRKBRra9ahu0/X5uxi9c63bV4QHeGOCi2fkkfSWbTIUExMjdBEEgQZvR3dZ5Qo+nNOtrfCbxtHzxUNDrIXAFe+F1rilXxfflwzQ17mty4CCunYAwEJKhm1JINU67uetss3zYoeWeiNGbzY5XzBumMu785P0lm0ydPLkSaGLIAg0eHurlbZllRn9fNC5hg9n1oOmLx4aYi0ErnizvSdZFa2i3HzxRufL5S1gGMtmi8ODfAQqFXmkXMdtCXpZ3wRdjN5sg9GdnkqS3rJNhl544QWhiyAItHjfNMgHnWtIO1e1dqGmTQe1UkHNsnqAnljzjSvek4YHYpi/F3QGM65W87PKkUtudM6wtsJvGk9Pck4CKdfxm62xSy3r22AUmzfDMJw0GEl6yzYZiouLE7oIgkCLd88HnXwyRNqZTehiRgbDz1tF9L2cgZZY840r3gqFwvaQTuOhTnLNjc6sA03DtiSQch1ne1DyazXQ3LAnm9i8Sxo70NzRbTl7bZTr2zyQ9JZtMrRq1SqhiyAItHizqwlKGjrQqNUTfS/SzjQOkQH0xJpvXPVeNMFSJ9P6aYnTTm/nbqMZV6xnkkm9Z0jKdXxEsC/GhfuDYfpOJxCbN9tTOXd0CHzUrjcYSXrLNhlat26d0EUQBFq8Q/29MS0yCAD5oTLSzuzEwIWUtcJpiTXfuOrNJg7pZc28rHLkkt7OV6vboDOYMazXlgFSRep1/OZedbI3YvNmFya4m5yT9JZtMvTMM88IXQRBoMn7ZmtLPLWUbEucpLNWb7Qd8Onq3hmkoCnWfOKq96yRIfCxrnIsbujguFRk6e3ck5yHubxqRyxIvY6zQ2VpNzwjxebN1Wpbkt6yTYZ+/PFHoYsgCDR5s60e0nM0SDpnlrfAzACjh/khMtiX2Pu4Ak2x5hNXvb3VStsEeLHNG+rtzLbCpby/EIvU6zj7jMyqbIXe2HNoq5i8m7R6lFgbF+72npP0lm0yNGvWLKGLIAg0eS+aYPmgX61ug1ZvJPY+JJ3ZVjiNE1VpijWfuOPN1kmxJUOsM8MwPXVSBsmQ1Ov4hIgARAR6o9toRk5lzypHMXmz850mjwhEqL+3W/ci6S3bZKixsVHoIggCTd7RIX4YPcwPZqb/jcW4gqQz2wpfSOFEVZpizSfuePfMGxLXJGrWuaypE022VTshApeKPFKv4wqFwnbWYe+Vt2LyzuBgfyEWkt6yTYYMBsPQF0kQ2rz5GCoj5dxtNNs+6LdMoC8Zoi3WfOGO94KxoVAqgPLmTtRp+h6DQCusM/s5cnfVjliQQx1ne/h6J+hi8maTOC5W25L0lm0yNG7cOKGLIAi0edv2GyollwyRcs6ubIXOYDlrZzIlh7P2hrZY84U73kG+XpgeZdkHRUxDZawz+zmS+pJ6FjnUcXboNr2sGWazZZWjWLw79EZkW4f3FnPQYCTpLdtk6NKlS0IXQRBo82b3dsmqsJ8gyCWknFNKmgAAt0wMp3LVDm2x5gt3vW3zhggm6FzDOl8s7qmTckAOdXxmdDD8vVXQ6Iy28+bE4p1W1gyTmcHoYX4YE+bv9v1Iess2GXrkkUeELoIg0OY9aXggwgK8oTeakVtF5hgEUs4pJZYvy8UT6WyF0xZrvnDXm+2tvCSiZOiRRx5BRXMnqlq7oFYqqJzQTwI51HG1SokFY9kNQS11Uize7DOSq+ScpLdsk6Ht27cLXQRBoM3bMkHQ8kEn9eVDwrnbaLZNnqa1FU5brPnCXe9brMltfm078d3RuWL79u24aO2pnDsmFAE+aoFLxA9yqeNsnWR7/sTizfaeL+HoGUnSW7bJkNi2M+cKGr2XTLJ8UNgPOteQcGbnC4UFeGMKhfOFADpjzQfueocH+mB6lGV3dPZhTjurVq1Cim2IjM6eShLIpY4vmRQBALhY0gSzmRGFt1ZvRI61t5+r3nPPcRwEENt25lxBo/dS6wc9rayZyLwhEs5sL9YtE+nd5ZfGWPMBF96kE3Su+fe/19l6hpZMjBC4NPwhlzo+Z3QIArxVaO004FqtRhTe7HyhMWF+GD3M/flCgOc4DiL86le/EroIgkCj99TIQEQE+kBnMCOzvJXz+5Nw7j15mlZojDUfcOHNJuhiSYbuXPkUatp08FIpqDsjjyRyqeNeKqVtYv/F4iZReHM9RAaQjbdsk6F9+/YJXQRBoNFboVBgqbUlfoHAlw/Xzt1Gs23Pj8UT6E2GaIw1H3DhvWhCGJQKoKSxA7Vt9O83FLv/FABg3phQ+HlLf38hFjnVcTZBv1DcJApvridPA2TjLdtk6JZbbhG6CIJAq7ctGfqZ+x1GuXa+UtmKLoOJ6vlCAL2xJg0X3iF+XrYdnC+W0L/bb7t/NABuW+FiQE51nB26vVTShJsWLRa4NIPTrjPYVgdzmQyRjLdsk6GysjKhiyAItHrfOtnS6smqaEUHx+eUce18trABgKXMSiWd84UAemNNGq68l9gSdLqHyhiGQWalFgBwyyR5JUNyquMzo4MR4ueFjm4TknPKhC7OoFwqscwXGhfuj5Ghfpzdl2S8ZZsM+frSdcI4X9DqPSbMH6OH+cFoZuzO4OECrp3PWnuvbp9M90RVWmNNGq68ew9L0ExRvRat3YCPumc/GrkgpzquVCpsPX/F7XQPhZ4tsjQYb5/C7TOSZLxlmwwNGyavhwYLzd63Epq0yqVzW6cBVypaAQC3cfxB5xqaY00SrrxvHj8MaqUCVa1duN7Uwck9SXDG2lO5aEIYfL3o/pLkGrnV8VsnW5KhIg29PdIAcLbI2mCcMpzT+5KMt2yToby8PKGLIAg0ey+1ftDPczxviEvniyWNMDPA5BGBnHb/koDmWJOEK29/b7VtZRabcNDIGesXz/Kp3H7xiAG51XF2v6G8eh06u7mdTsAVFc2dKGnsgEqpsA01cwXJeMs2GbrrrruELoIg0OzNDktcrdagoZ27nX+5dGa/eG6jfIgMoDvWJOHSe/k0S4KRTGkypDOYcMm6hHmZDJMhudXxScMDMCrUD0ZGQe2GoGyv0PwxoQj29eL03iTjLdtk6Pvvvxe6CIJAs/fwIB/MGmU5MZzLljiXzuxY+LKp9CdDNMeaJFx6s70tF4qbiB0k7A6ppc3QG80IVBmpXtlICrnVcYVC0ZOgF9CZoPc8I7lPzknGW7bJkBi2MycB7d4rpo4AAJwuqOfsnlw5X2/qQEVzF7xUCqr3F2KhPdak4NJ7ZnQwhgf5oLPbhAzr3lI0wTYaHpg/ntqd0Ekixzq+wppk/ERhb6XRZLZNc+B68jTgOY6DCGLYzpwEtHvfMd3yQT9b1AijyczJPblyZofIFowdJoqDMGmPNSm49FYoFFg2hd6hsjPWVnhnyWWBSyIMcqzjSydHQAkG15s6UdZI18T+7Ko2aHRGBPuqMWd0KOf39xzHQYDXXntN6CIIAu3e88YMQ4ifF9q6DLhS2crJPblyZrulSbR4SEB7rEnBtTet84Zq23QorNNCoQD+/NoTQhdHEORYxwN91LjZejTHTxz2oHMB21N525QIqAjswUYy3rJNhrZt2yZ0EQSBdm+VUmFLNn7iaEycC2edwYRzP1vKc+f0SLfvxwe0x5oUXHvfPjkCCgWQX9tO1dEcbK/QnNGhOLR3l8ClEQa51nH/tjIA9CXop63P7GUcL6lnIRlv2SZD99xzj9BFEAQxeK+Yxu28IS6cz//cCJ3BjJEhvpgRHcRBqcgjhliTgGvvYQHemGvt8qdpif2JvDoAljkknljLixfunA8AuFjSBJ2Bjon99RqdbQ+2O2eMIPIeJONtlwzp9XqsXr0aI0eOhJ+fHxYvXowff/zR4ZtdvnwZK1euRFhYGPz9/TFr1iz861//4rzQXJCbmyt0EQRBDN7sCp7cKg3q291viXPhfOKaJTG7a0akaCaqiiHWJCDhzdbJE9fqOL+3K+gMJtsS5ntmRnpiLTM6qn9GVLAvdAYzLpVyu2O/q7DPyHljQjEiiMxO0STjbZcMvfzyy/jHP/6B559/Hl999RVUKhUeeOABnDt3bsgbHT9+HEuWLEF9fT3WrFmDr776Cg899BAqKyuJFd4dhg+X354cgDi8hwf5YLb1kEwuhsrcdTabGZzKt3wJ3j1THENkgDhiTQIS3vdY436mqAFd3cK3xM8VNaLLYMLIEF/EjAz2xFpmjBgx3LbY5Me8WoFLY4FtKNxD8BlJMt62JTGpqanYvXs3PvvsM7zzzjsAgJdeegmzZs3Ce++9hwsXLgx4E41Gg5deegkPPvggEhISoFTSP/qmVtO/GogEYvG+e0YkcqracPxqLZ66aYxb93LXObe6DXUaPQK8VbhlYphb9+ITscSaa0h4x4wMxqhQP1S1duFsUQN+ERPF+Xs4A/vFc/dMS0+lJ9byQq1W4xcxUdiVWoHjV+uwduUsQQ+N7uw24px1Sf3dM8glQyTjbctaEhISoFKp8Prrr9v+6Ovri1deeQUXL15ERUXFgDeJj49HXV0dPv74YyiVSnR0dMBs5mZZNCkG85EyYvG+b5bly+ZMUSO0bp5i764z2/27bOpw+KjFc/aTWGLNNSS8FQoFfhFjecgnXRV2qMxsZmx1km2Fe2ItLyoqKrB0UjgCfdSob9cj0zpXRyjOFjWi22jGmDA/TI0kt/knyXjbkqHMzExMnToVwcHBdhcsWrQIAJCVlTXgTU6cOIHg4GBUVVVh2rRpCAwMRHBwMN544w3odIPP+dDr9dBoNLYfrVbrho7jsF5yQyzeUyMDMSEiAN1Gs9vLR911Zieq3kWwxUMCscSaa0h532vtDTqZX8fZHliukFnRikatHkE+atvmn55Yy4tFixbBR63CndMtE5WPXxV2qIx9Rt5NeE4lyXjbkqGamhpER0f3uYD9XXV19YA3KSoqgtFoxC9/+Uvce++9+M9//oPf/OY32LhxI379618PWoBPP/0UISEhtp/ly5fbyhMbGwu9Xm/baGndunWoq6vDnj17kJ2djTNnziApKQlFRUXYunUr2tvb7a5tbW3Fjh07kJ+fjxMnTuD06dPIzc1FfHw8du/ebXdtV1cX4uLiUFJSgiNHjuD8+fPIyMhAQkICqqur7a41mUzYsGEDqqqqsH//fqSnpyMlJQWHDx9GaWkpNm3a1KfcDQ0N2L17N7Kzs5GcnIykpCQUFBRg27Ztfcqt0Wiwfft2FBQU4Pjx4zh9+jRycnKwa9cuNDY22l2r0+kQFxeH0tJSJCYm4sKFC0hPT8e+fftQXV2N9evXw2w2Y926dTCbzfjTn/6E6upq7Nu3D+np6bhw4QISExNRWlqKuLg46HQ6u/s3NjZi165dyMnJwenTp3H8+HEUFBRg+/bt0Gg0dte2t7dj27ZtKCgoQFJSEpKTk5GdnY3du3ejoaHB7lq9Xo9NmzahtLQUhw8fRkpKCtLT07F//35UVVVh48aN+MVMywf9WG4t1q1bh+rqaiQkJCAjIwPnz5/HkSNHUFJSgri4OHR1ddndv6mpCfHx8cjNzcWXX36JEydOID8/Hzt27EBra2ufcm/duhVFRUVISkrCmTNnkJ2djT179iCrqBx5NRooFEDJuUPQ6/WIjY3F9evXcejQIaSkpCAtLQ0HDhxAZWUlNm7cCKPRaHf/mpoaJCQkIDMzE+fOncPRo0dRXFyMzZs3o6Ojw+7a5uZmxMfHIy8vD6dOncLJkyeRl5eHnTt3oqWlxe5arVaLLVu2oKioCMeOHcPZs2eRlZWFvXv3oq6uDu+//77tWoPBgNjYWJSXl+PgwYNITU1FamoqDh48iPLycsTGxsJgMPT5rO3duxdZWVk4e/Ysjh07hqKiImzZsgVardbu2paWFuzcuRN5eXk4efIkTp06hby8PMTHx6O5udnu2o6ODmzevBnFxcU4evQozp07h8zMTCQkJKCmpsbuWqPRiI0bN6KyshIHDhxAWloaUlJScOjQIVy/fr3fZ0R8fDwnz4impia7a2MifeGnNKO104B/7/5BsGfE3747CgAY79OB0uIiHD9+HP/85z85e0asX79eFM+IDRs24MCBA3avcfUZcfr0aZefEXV1dX3KTfoZsXbtWuTl5WEUYxmaOpxZju++c/4Z0ftaV58R3+/Zi+O5lvwgRFtO9Bnx8ccfc/KM6C+PUDAMwwDApEmTMG3aNBw9avmgsZSUlGDSpEn48ssv8fbbb6M/Jk2ahJKSEvzud7/Dhg0bbL//3e9+h9jYWBQWFmLKlCn9vlav10Ov7zmUMysrC8uXL0dGRgYWLFjQ72u4wGQyQaUSz5AHV4jJ+0pFK365/jwCvFXIWHMPfL1cK7c7zpvOFOOTo/lYPCEM3/92iUv3EAoxxZpLSHq/u/cK9mZU4uWl4/Hhyhgi7zEYDMPg7n8ko7ihA/96dj5Wzh0JwBNrucF6d+iNmP/Rj+g2mnHs7dsxPSp46BdzTEpJE57ZlIJgXzUy1twDLxW5OcMk420rtZ+fn11SwsIOc/n5+Q14E/Zvzz77rN3vn3vuOQDAxYsXB3ytj48PgoODbT+BgfwcNtg7aZMTYvKeMzoE0SG+6Og24Zx1GbEruON8JLsGAPCQ9UtHTIgp1lxC0pudOP1jXh2s7Uheya9tR3FDB7zVSqyY1rOyxhNrecF6B/ioscy6SW1SrjBz2Q5fsfQK3RsTRTQRAsjG21by6Oho1NTU9LmA/d3IkQN/GbB/i4y0n1MxYoRlmKOlhb4DDuV4wB8gLm+FQmGbp3HMjTFxV50rmjtxpbINSgVwn8Crh1xBTLHmEpLet0+JgL+3ClWtXbhc3krsfQaC/eK5Y9pwBPt62X7vibW86O3NJug/5Pb9/iaN0WTGD7mWZ/PDPDQYeTmodd68eSgsLIRGo7G74NKlS7a/D8TChQsBAFVVVXa/Z+cZ0bgXhBwP+APE582uKjt+tdblnVZddU609gotmRSO4UE+Lt1DSMQWa64g6e3rpbIl6Ieyqoa4mlsYhsHhbMsz9cYvHk+s5UVv71/MjISXSoH82nYU1LbzWo4LxU1o7uhGWIA3lk4KJ/5+vBzU+sQTT8BkMmHTpk22P+r1emzZsgWLFy/GmDGWvV46OzuRn5+PxsaeYYunnnoKAPDtt9/a3TwuLg5qtRorVqwgJuAqjz32mNBFEASxeS8aH4boEF9odEaczndtVZmrzkdyLF88D84W3xAZIL5YcwVp75XzLPUhMbsGBh5XlWVVtKKiuQsB3ircdcP5eJ5Yy4ve3qH+3rYjjA7wnKAnWpPz+2dFQU14iAwgG29b6RcvXownn3wS77//Pt577z1s2rQJd955J8rKyvD3v//d9oLU1FTMmDHDLkObP38+fvOb3yA+Ph5PP/00vv76azz11FPYtWsX3n333UGH2IRisE0kpYzYvJVKBX45bxQAYF+max90V5wL69qRW6WBWqmw9U6JDbHFmitIe98+OQLhAd5o6ui2bTTHB4esQ2T3zIyEn7f9JFJPrOXFjd6Pzrc8Iw9mVsFs5mcum85gwjHrENlDc/j5jicZb7tUbvv27Xj77bexY8cOvPXWWzAYDEhMTMSyZcuGvNHGjRvx4Ycf4tKlS3j77beRmZmJL7/8Ep988gmxwrvDhAkThC6CIIjR+7EFlg/6TwX1aOnodvr1rjgnZFiOkblz+giEBXg7/XoaEGOsuYC0t1qlxENzLFuOHMoaeMsRLjGYzLb5Qv3NzfDEWl7c6H3n9BEI8lGjuk2H1DJ+zir7Ma8OGp0RI0N8sWgCPzvzk4y3XTLk6+uLzz77DDU1NdDpdEhNTcW9995r94IVK1aAYRh8+OGHdr/38vLCBx98gLKyMnR3d6OoqGjApfg0MNRmkFJFjN5TI4MQMzIYBhNj65Z1BmedDSYz9l229EI9sXC00+9HC2KMNRfw4f1La0v8WG4tNDoD8fc7ea0ejdpujAjysR0a2xtPrOXFjd6+XircP9vSg73/Mj9DZXvSLbtBP7FwNFQ8HQVCMt70HyJGiNbWVqGLIAhi9Wa7gfekO3/wr7POyQUNaNTqERHojTusO7yKEbHG2l348J4/JhRTRgSiy2DCQR56h75PKwcAPL5wdL9zMzyxlhf9eT+2wNJwO5xdjXbCCXpVa5dtiPiJhe6dHekMJOMt22RoxowZQhdBEMTq/ej8UfBWKZFT1YYrTp7D46zz3gxLi+eReaOI75tBErHG2l348FYoFHh20VgAQPylcqJ7DtW26ZBc2AAAAx5a7Im1vOjPe/GEMEwaHoDObhMOEE7Q/5NRCYYBlkwMx9hwf6Lv1RuS8Rbvk95NTp06JXQRBEGs3uGBPnjA2g38Xcp1p17rjHNVa5ftEMwnB/jiEQtijbW78OX92IJR8FYrca1Gg+zKNmLvsze9AmYGWDQhDBMiAvq9xhNredGft0KhwHOLxwEgm6AbTWZ8n2ZpMD55E7/TCEjGW7bJ0PPPPy90EQRBzN4v3GL5oB/OrkZbp+PdwM44f5dyHSYzgyUTwzEtKsjpMtKEmGPtDnx5h/p748HZlonU8ZfKibxHt9GM7y5Zkv9nFw2cnHtiLS8G8n58wSj4WBN0UifZ/5hXh6rWLoQFeOOB2X3PMyUJyXjLNhm6cU8kuSBm74XjhmF6VBB0BrNtKMsRHHXWGUzYlWr5Uvv1reNdKSJViDnW7sCn9/OLLUNl+7Oq0NDe9zgjdzmSU406jR4jgnwG3e/KE2t5MZB3qL+3bZn71vNlRN578/lSAJa67+p5ka5CMt62g1pp4fLly1i4cCHxg1o9iJNdqeV4f18OokN8kfzuHfBWc5fPf59WjtX/ycHoYX5IfvcO3lZIeBAvDMPgsQ0XkFneilV3TMY7907j9N4P/fscrlZr8O690/Bfd0zm7N4epEtuVRse+vc5KBXAT+/cwemcnuzKVqxcdx5eKgXOrb4TkcG+nN1baGTbM+TZxl2cPDp/FEYE+aCmTYcDDm7C6Iiz0WRGbHIJAOBXS8ZLIhESe6xdhU9vhUKB3y6bBADYfrEMHXojZ/dOKWnG1WoNfL2UeM46WXsgPLGWF4N5zxoVgmVTh8PMAN+cLeH0fb85a+kVenB2tCCJEC/HcciNZ599VugiCILYvX29VHjt9okAgA3JxTA5sNuqI86HrlSjpLEDw/y98Oziwb94xILYY+0qfHvfMzMSEyICoNEZbcOs7sIwDP55ohCAZR+XYUNs/OmJtbwYyvuN5ZYEfU96BRq13AzfFtS22/Z5e23ZRE7u6Swk4y3bZCgpKUnoIgiCFLyfWzwWIX5eKG3ssO3KOxhDORtNZvzrZBEAy4c80EfNSTmFRgqxdgW+vVVKBX5r/XL4+qdiTjZhPFvUiEulzfBWK/H7FUMPj3liLS+G8r5lYhjmjQmF3mjG+tM/c/Ke/zxRCIaxnEMWMzKEk3s6C8l4yzYZmjNnjtBFEAQpeAf4qPHa7ZZt2f9+LH/I0+yHct6XWYWypk6EBXjjV0vGc1VMwZFCrF1BCO8nFo7GxOEBaO7oRmxysVv3YhgGnyUVAABevGUcRob6DfkaT6zlxVDeCoUCf/zFVACWFbJljR1uvV9uVRt+yK2FQgH8f/dMdete7kAy3rJNhhoaGoQugiBIxfvV2ydiZIgvqtt0iBtiXHww53adAX8/Zvni+e2yiQiQSK8QIJ1YO4sQ3mqVEqvvmw4A+PZcKWrbXD824HB2DXKq2hDgrcLvV0xy6DWeWMsLR7xvnzIcy6cOh8HE4G/H8l1+L4Zh8FFiHgBg5dyRmBop3JYjJOMt22TIZBq8N0GqSMXb10uF1fdbvny+/qkYNW1dA147mPNXJ4rQqNVjQkQAXpbAcvreSCXWziKU9y9mRuKmccOgM5htXx7OotEZbK/97fJJCA/0ceh1nljLC0e9/+fBGVAqgB9ya3HeenyGsxzMqsal0mb4einxLoerJV2BZLxlmwyNHi3eAzjdQUreK+eOxMJxw9DZbcJ7CdkD7rg6kHN6WTO+te6Z8ZeHZsJHze+eGaSRUqydQShvhUKBD1fGQKVU4EhODY7l1jp9j48Tr6GhXY+JEQH47XLHJ6l6Yi0vHPWeGhmEF62b1b6XkA2tk6sd6zU6/O/hqwCAN++cgtHD+Dt6oz9Ixlu2yVBaWprQRRAEKXkrFAr87fE58FErcbaoEd+eK+33uv6cWzu78Yc9V8AwwOMLRov6QNaBkFKsnUFI71mjQmyTqf/fvmxUtnQ6/Noj2TX4Pr0CCgXw8aOznUrOPbGWF854v3ffdIwe5oeq1i78eX+Ow8d0mMwM3knIRkunATOjg/GqdZ6mkJCMt2yToYcffljoIgiC1LwnjwjEnx6wHN736Q/5OFvUd0z5RmeDyYw3d2WivLkTo4f54YOVM3kpK99ILdaOIrT3f989BXNGh6C104Df7shw6ATx7MpWvLP3CgDg9ysmYcmkcKfeU2hnofB4D02Ajxr/eGoeVEoFDmRVO7z30KdHr+FMYQN81Ep89cw8KnrOScZbtsnQd999J3QRBEGK3i8tGYfHFoyCyczg9e0ZuHDD2HhvZ73RhP/aeRlnixrh56XCphdvQrCvF99F5gUpxtoRhPb2Uauw/rkFCAvwxtVqDV7Zlo62roETotyqNvx6Sxq6DCbcPiUCb9/t/GodoZ2FwuPtGIsmhOF/rI3GT47mY/vFsgGvZRgGXxwvQJy1p/3zJ+diioCTpntDMt6e4zg8SAKdwYTf7shAcmED1EoF/viLafjNbePtWjNFde34494ryK5sg7daidgXF+KOadIbHvNABzmVbXjumxS0642YODwAnz0xFwvHDbP93WxmsCe9Ah8l5qGj24RZo4Kx67VbECTR5NyDsDAMg7/+kI/YM5aeoWcXjcHq+6Yj1L9nQ89GrR5/OZiLozmW+W7v3z8dv13u2IpGsSPbZGjdunVYtWoVsfvTipS9dQYT3tl7BYnZNQCAqGBf3DF9OH7Oy4Fv9GSc+7kRDAOE+nth3bMLcNuUCIFLTBYpx3owaPLOrWrDa9vTUWNdan/z+GGYNyYUXQYTzhQ2orzZMqfo1snh2PjCQpcTIZqc+cTj7RwMw+Dfp37Gl9YNFIN81Lhj+giMDPVDeXMHTl6rh95ohlqpwAcrY2yTr2mBZLxlmwy1t7cjKIiOrj8+kbo3wzDYm16JL34sQJ2m7zb098ZE4oOHYxzayE7sSD3WA0Gbd5NWj78fK8CejArc+LQN8lXjv++agl/fOsGt8/Boc+YLj7drnP+5EWsP56Ggrr3P3+aODsH/PTIbs0cLs8v0YJCMt2yToa1bt+Lll18mdn9akYu3zmDC2aJGZJa34PKVHNx7201YNnU4Jg0PFLpovCGXWN8Ird41bV04kVeH8uZOqFVKzIgOxj0zIuHn7f7EVFqdSePxdh2TmUF6WTNSSprR1mVARJA3Fk8Ix4KxoVAo6DyommS8pbPdrpPceuutQhdBEOTi7eulwj0zI3HPzEgUTVJhyhThl4XyjVxifSO0ekeH+OFFQse90OpMGo+366iUCiyeGI7FE51buSgkJOMt29VkJSWOLS+UGnL0lqMz4PGWE3J0BjzecoOkt2yTIT8/6c8Z6Q85esvRGfB4ywk5OgMeb7lB0lu2yVBoaKjQRRAEOXrL0RnweMsJOToDHm+5QdJbtslQfr7rp/iKGTl6y9EZ8HjLCTk6Ax5vuUHSW7bJ0PLly4UugiDI0VuOzoDHW07I0RnweMsNkt6yTYb27t0rdBEEQY7ecnQGPN5yQo7OgMdbbpD0lu0+Qx48ePDgwYMHD4CMe4bWrVsndBEEQY7ecnQGPN5yQo7OgMdbbpD0lm3PkF6vh4+PD7H704ocveXoDHi85YQcnQGPt9wg6S3bnqGtW7cKXQRBkKO3HJ0Bj7eckKMz4PGWGyS9qesZOn/+PG677TZ89913mDFjBrH3qampQXR0NLH704ocveXoDHi85YQcnQGPt9wg6U3d2WRlZWUAgBdeeEHYgnjw4MGDBw8eZAF1PUONjY1ISkrC+PHjiW29rdVqsXz5ciQnJyMwUD6nmMvRW47OgMdbTt5ydAY83h5vbqEuGeIDjUaDkJAQtLW1ITg4WOji8IYcveXoDHi85eQtR2fA4+3x5hbZTqD24MGDBw8ePHgAPMmQBw8ePHjw4EHmyDIZ8vHxwQcffCC7fRrk6C1HZ8DjLSdvOToDHm+PN7fIcs6QBw8ePHjw4MEDiyx7hjx48ODBgwcPHlg8yZAHDx48ePDgQdZ4kiEPHjx48ODBg6zxJEMePHjw4MGDB1njSYY8ePDgwYMHD7JGVsmQXq/H6tWrMXLkSPj5+WHx4sX48ccfhS6W02i1WnzwwQe47777EBYWBoVCMeBpvs440/7vk5aWhlWrViEmJgYBAQEYO3YsnnrqKRQWFva5VkreV69exZNPPomJEyfC398fERERWLZsGQ4fPtznWil59+bjjz+GQqHArFmz+vxNSs4//fQTFApFvz8pKSl210rJm+Xy5ctYuXIlwsLC4O/vj1mzZuFf//qX3TVS8n755ZcHjLdCoUBVVZXtWil5FxUV4ZlnnsHo0aPh7++P6dOnY+3atejs7LS7jldnRkY888wzjFqtZt555x0mNjaWWbJkCaNWq5mzZ88KXTSnKC0tZQAwY8eOZVasWMEAYLZs2dLvtc440/7v8/jjjzNRUVHMm2++yXzzzTfMRx99xERGRjIBAQFMTk6O3bVS8j5y5Ahz7733Mh9++CGzadMm5p///Cdz++23MwCY2NhYu2ul5M1SUVHB+Pv7MwEBAUxMTEyfv0vJ+fTp0wwA5q233mJ27Nhh99PQ0GB3rZS8GYZhkpKSGG9vb2bx4sXMP/7xD2bTpk3M6tWrmXfffdfuOil5X7hwoU+ct2/fzvj7+zMzZ860u1Yq3uXl5UxoaCgzbtw45tNPP2ViY2OZl19+mQHArFy50u5aPp1lkwxdunSJAcB89tlntt91dXUxkyZNYpYsWSJgyZxHp9MxNTU1DMMwTFpa2oDJkDPOYvj3OX/+PKPX6+1+V1hYyPj4+DDPP/+87XdS8+4Po9HIzJ07l5k2bZrtd1L1fvrpp5k777yTWb58eZ9kSGrObDK0d+/eQa+TmndbWxsTGRnJPProo4zJZBrwOql598fZs2cZAMzHH39s+52UvD/++GMGAJObm2v3+5deeokBwDQ3NzMMw7+zbJKhd999l1GpVExbW5vd7z/55BMGAFNeXi5QydxjsGTIGWcx//ssWLCAWbBgge3/5eL90EMPMZGRkbb/l6J3cnIyo1KpmOzs7H6TIak5906GNBoNYzAY+r1Oat4bNmxgADB5eXkMwzCMVqvtNymSmnd/vPHGG4xCoWBKS0ttv5OS9+rVqxkAfXo6V69ezSiVSkar1TIMw7+zbOYMZWZmYurUqX1Ou120aBEAICsrS4BSkcUZZ7H++zAMg7q6OkRERNh+J1Xvjo4ONDY2ori4GF9++SV++OEH3HXXXba/S83bZDLhzTffxKuvvorZs2f3e43UnFl+/etfIzg4GL6+vrjjjjuQnp5u93epeZ84cQLBwcGoqqrCtGnTEBgYiODgYLzxxhvQ6XS266TmfSMGgwF79uzB0qVLMX78eNvvpeS9YsUKAMArr7yCrKwsVFRU4Pvvv8eGDRvw1ltvISAgAAD/zmoXfURHTU0NoqOj+/ye/V11dTXfRSKOM85i/ffZuXMnqqqqsHbtWtvvpOr9xz/+EbGxsQAApVKJxx57DOvWrbP9XWreGzduxPXr13HixIkBr5Gas7e3Nx5//HE88MADiIiIQF5eHj7//HPcfvvtuHDhAubPnw9Aet5FRUUwGo345S9/iVdeeQWffvopfvrpJ/z73/9Ga2srdu3aBUB63jeSlJSEpqYmPP/883a/l5L3fffdh48++giffPIJDh06ZPv9//zP/+D//u//bP/Pt7NskqGurq5+D3jz9fW1/V1qOOMsxn+f/Px8/Nd//ReWLFmCX/3qV7bfS9X77bffxhNPPIHq6mrs2bMHJpMJ3d3dtr9LybupqQl/+ctfsGbNGgwfPnzA66TkDABLly7F0qVLbf+/cuVKPPHEE5gzZw7ef/99HDt2DID0vLVaLTo7O/G73/3OtnrsscceQ3d3N2JjY7F27VpMmTJFct43Eh8fDy8vLzz11FN2v5ea9/jx47Fs2TI8/vjjCA8Px5EjR/DJJ58gKioKq1atAsC/s2ySIT8/P+j1+j6/Z7tg/fz8+C4ScZxxFtu/T21tLR588EGEhIQgISEBKpXK9jepek+fPh3Tp08HALz00kv4xS9+gYcffhiXLl2CQqGQlPef//xnhIWF4c033xz0Oik5D8TkyZPxy1/+Evv27YPJZIJKpZKcN1uGZ5991u73zz33HGJjY3Hx4kVMmTJFct690Wq1OHjwIO69916Eh4fb/U1K3rt378brr7+OwsJCjB49GoAl8TWbzVi9ejWeffZZhIeH8+4smzlD0dHRqKmp6fN79ncjR47ku0jEccZZTP8+bW1tuP/++9Ha2opjx471KZtUvW/kiSeeQFpamm2fJal4FxUVYdOmTXjrrbdQXV2NsrIylJWVQafTwWAwoKysDM3NzQCk4zwUY8aMQXd3Nzo6OgBIz5stQ2RkpN3vR4wYAQBoaWkBID3v3hw4cACdnZ19hsgAaXl//fXXmD9/vi0RYlm5ciU6OzuRmZkJgH9n2SRD8+bNQ2FhITQajd3vL126ZPu71HDGWSz/PjqdDg8//DAKCwuRmJiImTNn9rlGit79wXb9trW1AZCOd1VVFcxmM9566y1MmDDB9nPp0iUUFhZiwoQJtjliUnEeipKSEvj6+iIwMBCA9LwXLlwIAHabDAI9cz3YoVKpefdm586dCAwMxMqVK/v8TUredXV1MJlMfX5vMBgAAEajEYAAzi6ujhMdKSkpffYh0Ol0zOTJk5nFixcLWDL3GGxpvTPOYvj3MRqNzMqVKxm1Ws0cOXJkwOuk5l1XV9fnd93d3cyCBQsYPz8/pr29nWEY6Xg3NDQw+/fv7/MTExPDjB07ltm/fz+TnZ3NMIx0nFnq6+v7/C4rK4vx8vKy25BOat6XL19mADDPPfec3e+fffZZRq1WM1VVVQzDSM+bpb6+nlGr1cyLL77Y79+l5P3QQw8x3t7eTEFBgd3vH3nkEUapVAoWa9kkQwzDME8++SSjVquZd999l4mNjWWWLl3KqNVqJjk5WeiiOc2///1v5qOPPmLeeOMNBgDz2GOPMR999BHz0UcfMa2trbbrnHGm/d/nv//7vxkAzMMPP9xn19YdO3bYXSsl70ceeYS58847mQ8//NC28/b06dMZAMwXX3xhd62UvG+kv32GGEZaznfccQfzwAMPMP/3f//HbNq0iXn77bcZf39/JiQkxLYHD4uUvBmGYX7zm98wAJinnnqKWb9+PfPkk08yAJj333/f7jqpeTOM5XkOgDl27NiA10jFm907bMSIEczatWuZ9evXM/fffz8DgHn11VftruXTWVbJUFdXF/POO+8wUVFRjI+PD3PzzTcPWvloZty4cQyAfn96b9bljDPt/z7Lly8f0PnGTk4pee/atYu5++67mcjISEatVjPDhg1j7r77bubgwYN9rpWS940MlAxJyfmrr75iFi1axISFhTFqtZqJjo5mXnjhBaaoqKjPtVLyZhhLb+eHH37IjBs3jvHy8mImT57MfPnll32uk5o3wzDMLbfcwowYMYIxGo0DXiMl70uXLjH3338/ExUVxXh5eTFTp05lPv744z6bjPLprGAYhhl6MM2DBw8ePHjw4EGayGYCtQcPHjx48ODBQ394kiEPHjx48ODBg6z5/wEQT/gc1wZUwgAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Create a chirp of which the frequency increases from 20 Hz to 80 Hz and apply an amplitude modulation.\n",
-    "Nsamples = int(fadc * duration)\n",
-    "t = np.arange(Nsamples) / fadc\n",
-    "if carrier == 'chirp':\n",
-    "    x = signal.chirp(t, 0.1 * fnyquist, t[-1], 0.9 * fnyquist)\n",
-    "else:\n",
-    "    x = np.sin(2.0 * np.pi * fcarrier * t)\n",
-    "sin = np.sin(2.0 * np.pi * amPeriods / duration * t)\n",
-    "if modulation == 'sin':\n",
-    "    am = 1.0 + 0.5 * sin  # sine wave amlitude modulation\n",
-    "elif modulation == 'step':\n",
-    "    am = 1.0 + 0.5 * one_bit_quantizer(sin)  # square wave amlitude modulation\n",
-    "else:\n",
-    "    am = 1.0 + 5 * impulse_at_zero_crossing(sin)  # impulse amplitude modulation\n",
-    "x *= am\n",
-    "\n",
-    "plt.plot(am)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "f9550ac3",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LPF remez\n",
-      "LPF fcutoff = 22.2 MHz\n",
-      ". w_tb = 4.4 MHz\n",
-      ". f_pb = 20.0 MHz\n",
-      ". f_sb = 24.4 MHz\n",
-      ". weight = [1, 1]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1600x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "D = (Ntaps - 1) / 2\n",
-    "\n",
-    "# Create Hilbert Transform filter\n",
-    "if method == 'time domain':\n",
-    "    htReal = hilbert_delay(Ntaps)\n",
-    "    htImag = hilbert_response(Ntaps)\n",
-    "    htComplex = htReal + 1j * htImag\n",
-    "else:  # 'complex BPF'\n",
-    "    # Start with LPF\n",
-    "    print('LPF remez')\n",
-    "    if halfband:\n",
-    "        fcutoff = fadc / 4  # half band filter\n",
-    "        print('LPF fcutoff = %.1f MHz(= halfband)' % fcutoff)\n",
-    "    else:\n",
-    "        fcutoff = fadc / 9\n",
-    "        print('LPF fcutoff = %.1f MHz' % fcutoff)\n",
-    "    w_tb = fcutoff / 5  # transition bandwidth\n",
-    "    f_pb = fcutoff - w_tb / 2\n",
-    "    f_sb = fcutoff + w_tb / 2\n",
-    "    weight = [1, 1]\n",
-    "    print('. w_tb = %.1f MHz' % w_tb)\n",
-    "    print('. f_pb = %.1f MHz' % f_pb)\n",
-    "    print('. f_sb = %.1f MHz' % f_sb)\n",
-    "    print('. weight = %s' % weight)\n",
-    "    lpCoefs = signal.remez(Ntaps, [0, f_pb, f_sb, fadc / 2], [1, 0], weight, fs=fadc)        \n",
-    "    # Create with complex BPF\n",
-    "    fcenter = fadc / 4\n",
-    "    k = np.arange(0, Ntaps)\n",
-    "    hfCoefs = lpCoefs * np.exp(1j * 2 * np.pi * fcenter / fadc * (k - D))\n",
-    "    htComplex = 2 * hfCoefs  # scale factor for missing negative frequency\n",
-    "    \n",
-    "b = htComplex\n",
-    "a = np.array([1.0])\n",
-    "\n",
-    "# Plot HT impulse response\n",
-    "plt.figure(figsize=[16, 8])\n",
-    "plot_time_response(b.imag, title='b.imag', markers=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "ac01757c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1600x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1600x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Apply HT filter\n",
-    "y_analytic = signal.lfilter(b, a, x)\n",
-    "\n",
-    "y_envelope = np.abs(y_analytic)\n",
-    "y_phase = np.unwrap(np.angle(y_analytic))\n",
-    "y_frequency = (np.diff(y_phase) / (2.0 * np.pi) * fadc)\n",
-    "\n",
-    "t_delay = D / fadc\n",
-    "\n",
-    "# Plot\n",
-    "plt.figure(figsize=[16, 8])\n",
-    "plt.title('Envelope of %s with %s modulation' % (carrier, modulation))\n",
-    "plt.plot(t, x, 'b', t - t_delay, y_envelope, 'r',  t - t_delay, -y_envelope, 'g')\n",
-    "plt.grid(True)\n",
-    "plt.savefig('envelope.jpg')\n",
-    "#plt.xlim([2, 3])\n",
-    "\n",
-    "# Frequency of chirp\n",
-    "# . frequency is positive if FIR coefficients are applied in correct order, so b = htComplex and\n",
-    "#   not b = np.flip(htComplex)\n",
-    "plt.figure(figsize=[16, 8])\n",
-    "plt.title('Frequency of %s with %s modulation' % (carrier, modulation))\n",
-    "plt.plot(t[1:] - t_delay, y_frequency)\n",
-    "plt.grid(True)\n",
-    "#plt.xlim([2, 3])\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "011fa051",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/hilbert_transform_design.ipynb b/applications/lofar2/model/pfb_os/hilbert_transform_design.ipynb
deleted file mode 100644
index 2c8149831ff8fde11c05247a053d9e89e34c4d8d..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/hilbert_transform_design.ipynb
+++ /dev/null
@@ -1,852 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "6e0a005d",
-   "metadata": {},
-   "source": [
-    "# Try Hilbert transform design\n",
-    "\n",
-    "Author: Eric Kooistra, nov 2023\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "\n",
-    "The Hilbert transform (HT) creates a 90 degrees phase-shifted version of a real signal xr. The HT can be seen as filter xi = ht * xr. Together xr and xi = HT(xr) form the analytic signal xa = xr + j xi. The analytic signal is the one sided spectrum of Xr(w), this implies that HT(w) = j, 0, -j for f < 0, 0, > 0. The inverse Fourier transform of HT(w) then yields [LYONS 9.3]:\n",
-    "```\n",
-    "ht[n] = 1 / (pi m)) ( 1 - cos(pi m)), where m = n for Ntaps is odd,\n",
-    "                                            m = n + 0.5 for Ntaps is even\n",
-    "```\n",
-    "The xr has to be delayed to be in phase with xi. This implies that ht[] preferrably has Ntaps is odd, to have an integer delay of D = (Ntaps - 1) / 2.\n",
-    "\n",
-    "The ht[n] has antisymmetric coefficients, so linear phase. With Ntaps is odd this requires a Type III filter, which implies HT(0) = 0 and HT(ws / 2) = 0, so a BPF.\n",
-    "\n",
-    "Design methods for HT or analytic signal:\n",
-    "* HT design in time domain yields xa = xr + j ht(xr) using impulse reponse obtained from HT(w) [LYONS 9.3]. Truncating the ht length implies using a rectangular window, so relatively high ringing and sidelobes.\n",
-    "* Scipy hilbert() HT uses IDFT(DFT(xr) * 2U) = xr + j ht(xr), so using the IDFT(DFT()) of the real signal [LYONS 9.4.2], yields Type III filter so HT(0) = H(fs/2) = 0 for odd and even length (then first ht coef is 0).\n",
-    "* Scipy remez() does have hilbert option, but that is not tried further.\n",
-    "* HT design using complex BPF to keep positive frequencies yields xa = xI + j xQ, so not ht(xr), but still an equivalent analytic signal [LYONS 9.6, HARRIS 8.5]. However [EK] if the LPF/BPF is half band, and LPF remez weights are equal, and Ntaps is odd, then xI = xr delayed.\n",
-    "\n",
-    "Conclusion:\n",
-    "* Ntaps is odd is preferred, because then xr delayed by D = (Ntaps - 1) / 2 is integer number of samples.\n",
-    "* HT design using complex BPF is preferred over design in time domain, because it allows better attenuation using Remez filtering. Furthermore advantage of complex BPF is that it can use different pass band width, but if fcenter != fs / 4 then the even coefficients in ht are not zero anymore, and if fpass < fs / 4 then the xI != delayed xr, so then xI also requires non zero coefficients.\n",
-    "\n",
-    "References:\n",
-    "\n",
-    "1. dsp_study_erko, summary of DSP books"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "3563bc63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "a131b5b6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import is_odd\n",
-    "from rtdsp.firfilter import nof_taps_kaiser_window, nof_taps_remez\n",
-    "from rtdsp.hilbert import hilbert_response, hilbert_delay\n",
-    "from rtdsp.fourier import dtft\n",
-    "from rtdsp.plotting import plot_time_response, plot_spectra"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "d5b8b6dc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Fixed constants:\n",
-    "fs = 1\n",
-    "fadc = 200  # MHz LOFAR\n",
-    "\n",
-    "# User parameters:\n",
-    "# . General\n",
-    "Ntaps = 31\n",
-    "D = (Ntaps - 1) / 2\n",
-    "\n",
-    "# . For HT design using complex BPF\n",
-    "halfband = True\n",
-    "#halfband = False\n",
-    "\n",
-    "lpfDesign = 'firwin'\n",
-    "lpfDesign = 'remez'  # preferred"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6ca908a5",
-   "metadata": {},
-   "source": [
-    "# 1 HT design in time domain"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "e749617f",
-   "metadata": {},
-   "source": [
-    "Create analytic signal for real input by using Hilbert transform for imag path and matching\n",
-    "delay delay for real path. This does imply that real and imag path differ slightly in\n",
-    "magnitude response, because ht is not ideal."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "9b0f2098",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Ntaps = 15  # Figure 9.11 in LYONS\n",
-    "# Ntaps = 14  # Figure 9.13 in LYONS\n",
-    "ht = hilbert_response(Ntaps)\n",
-    "# Plot coefs, for Ntaps is odd all even coef except [0] are zero\n",
-    "plot_time_response(ht, markers=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "f9550ac3",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Use zeroCenter = False to reproduce phase figures from LYONS\n",
-    "h, f, HF = dtft(ht, zeroCenter=False)\n",
-    "fLim = (-0.5, 0.5)\n",
-    "dbLim = (-25, 5)\n",
-    "plot_spectra(f, HF, fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "bfe26804",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Complex HT transfer function\n",
-    "if is_odd(Ntaps):\n",
-    "    htReal = hilbert_delay(Ntaps)\n",
-    "    htComplex = htReal + 1j * ht\n",
-    "    hc, f_hc, HF_hc = dtft(htComplex)\n",
-    "    \n",
-    "    # Plot \n",
-    "    fLim = (-0.5, 0.5)\n",
-    "    dbLim = (-160, 5)\n",
-    "    dbLim = None\n",
-    "    plot_spectra(f_hc, HF_hc, fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c40bb6bb",
-   "metadata": {},
-   "source": [
-    "# 2 HT design using scipy.signal.hilbert\n",
-    "\n",
-    "The HT filter is always a Type III filter, because it is BPF with HT(0) = HT(fs / 2) = 0\n",
-    "\n",
-    "* Nlen is even: Ntaps = Nlen - 1 is odd, and ht[n] = 0 for n even\n",
-    "* Nlen is odd: Ntaps = Nlen is odd, and still Type III filter, but ht[n] = 0 only for n = Nlen // 2,\n",
-    "due to 0.5 sample delay.\n",
-    "\n",
-    "Aim of signal.hilbert is more to directly generate the analytic signal of a real signal. It uses the DFT of the real signal to determine the analytic signal xa = IDFT(DFT(xr) * 2U) = xr + j ht [LYONS 9.4.2]\n",
-    "\n",
-    "For Nlen is odd the ht[n] coefficients become non zero for n = even to yield a 0.5 sample delay, to keep same zero delay for both xr and ht [EK]."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "8beea98f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ntaps = 31 --> Nlen = 31\n",
-      "Delay D = (Ntaps - 1) / 2 = 15\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "Nlen = Ntaps if is_odd(Ntaps) else Ntaps - 1\n",
-    "print('Ntaps = %d --> Nlen = %d' % (Ntaps, Nlen))\n",
-    "print('Delay D = (Ntaps - 1) / 2 = %d' % D)\n",
-    "impulse = np.zeros(Nlen)\n",
-    "impulse[Nlen // 2] = 1\n",
-    "#impulse[0] = 1\n",
-    "\n",
-    "# Use Scipy to create analytic signal\n",
-    "haScipy = signal.hilbert(impulse) \n",
-    "hr = np.real(haScipy)  # = impulse\n",
-    "ht = np.imag(haScipy)\n",
-    "# Plot coefs, for Ntaps is odd all even coef except [0] are zero\n",
-    "plt.figure(0)\n",
-    "plot_time_response(hr, markers=True)\n",
-    "plot_time_response(impulse, markers=True)\n",
-    "plt.figure(1)\n",
-    "plot_time_response(ht, markers=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "31e36273",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Use zeroCenter = False to reproduce phase figures from LYONS\n",
-    "h, f, HF = dtft(ht, zeroCenter=False)\n",
-    "fLim = (-0.5, 0.5)\n",
-    "dbLim = (-25, 5)\n",
-    "plot_spectra(f, HF, fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "15fe3a76",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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YKOXW3Dpacjt27OAGDhzIGRoack5OTtw333zD1dTUNLnOVkMay5Pjml5vjRBdJeA4jtNSn0cIYczUqVNx8+ZNlJaWNrh2F9GMfASqoUcaEUL4g+ZsEUJU5OTkqGzbv3+/4tIVNVqEEKI+mrNFCFExYsQIjBkzBsOGDYO+vj6ioqJw5coVWFhYKD17jxBCSPOo2SKEqHjnnXdw6tQphIWFobKyEnZ2dnj11VexYcMGDBkyRNvlEUIIU2jOFiGEEEJIO6I5W4QQQggh7YiaLUIIIYSQdtTp5mwVFBTA398fffr0UTyMlxBCCCGkPVRXV3e+Zsvf3x/Lli3TdhmEEEII6SQ6XbMlX0Rw//79GDp0qHaLaWP5+fmws7PTdhlETZQXeygztlBe7OFjZnfu3Ol8zZb80uHQoUMxduxYLVfTtnx9fTFnzhxtl0HURHmxhzJjC+XFHr5mRhPkeaRv377aLoFogPJiD2XGFsqLPXzNjJotHhGJRNougWiA8mIPZcYWyos9fM2Mmi0eKSkp0XYJRAOUF3soM7ZQXuzha2bUbPEI3yb88x3lxR7KjC2UF3v4mhk1Wzxy+fJlbZdANEB5sYcyYwvlxR6+Ztbpno0YERGBcePGITw8nHd3I1ZXV9NCrQyhvNhDmbGF8mIPHzOLiIigkS0++eeff7RdAtEA5cUeyowtlBd7+JoZjWwRQgghhLQTGtniGRcXF22XQDRAebGHMmML5cUevmZGzRaPLFmyRNslEA1QXuyhzNhCebFH1zITS6Q4FpmJ384noKSqpsXvQ80Wj/j7+2u7BKIByos9lBlbKC/26FJmUhmHlXtC8X+H/sOfl+/hWZcbyC6pbtF7UbPFI6NGjdJ2CUQDlBd7KDO2UF7s0aXM/r6WjJvJhdAT1P13elEVfr9wt0XvRc0Wj+Tn52u7BKIByos9lBlbKC/26EpmFWIJdly+BwD46cVROPreFADAscgsZLVgdIuaLR6RSqXaLoFogPJiD2XGFsqLPbqS2bHILJSLJehnZ4aF43pirFMXTO7XFRIZh0OhGRq/HzVbPNKzZ09tl0A0QHmxhzJjC+XFHl3JbP/NNADA8km9oVd/HfHFsT0AAFcS8jR+P2q2eCQ0NFTbJRANUF7soczYQnmxRxcyu5dXjoTcchjqC/DC2AfN34zBdgCA6MxS5JeLNXpParZ4ZMGCBdougWiA8mIPZcYWyos9upCZ/+1cAMDjA2xhZWKo2G5vYYyRPawAaD66Rc0Wj+zfv1/bJRANUF7soczYQnmxRxcyOxd7HwAwd3h3ldemDbQFAISmFmn0nvS4HkIIIYQQAHnlIkzcfAkAEPb1U7A1Fyq9fv72faz2CseQ7hY4t3a6Wu9Jj+vhGb4+5oCvKC/2UGZsobzYo+3Mgu4VAgCGO1qqNFoAMKqnNQAgMa8C1TXq3zlJzRaPrFixQtslEA1QXuyhzNhCebFH25ldv1cAAJhaf7nwUd2tjGFvIYRUxiEup1Tt96Vmi0f+/fdfbZdANEB5sYcyYwvlxR5tZsZxHG7Im60BDTdbADCqZ90k+ehMarY6pccff1zbJRANUF7soczYQnmxR5uZZRRVI6dUBEN9Acb3tml0vxH1dyTezi5T+72p2eKR5ORkbZdANEB5sYcyYwvlxR5tZhaeXneH4YgeVjAx0m90v4H2FgCApPwKtd+bmi0eMTEx0XYJRAOUF3soM7ZQXuzRZmbhacUAgHFOXZrcb4C9OQAgKa8C6i7oQM0Wj1hbW2u7BKIByos9lBlbKC/2aDOz8LQSAMC43k03W727mkJPAJSJJMivUG8leWq2eCQ+Pl7bJRANUF7soczYQnmxR1uZlYtqkXC/bg7W2GaaLWNDffSyMQUAJOVVqvX+1GzxyIwZM7RdAtEA5cUeyowtlBd7tJXZfxmlkHFAzy4m6GZp3Oz+A+zqLyWqOW+Lmi0eOXLkiLZLIBqgvNhDmbGF8mKPtjJTzNdqZlRLrn/9vK17edRsdTpr1qzRdglEA5QXeygztlBe7NFWZuHpmjVbfW3NAABphXQZsdPR9mMOiGYoL/ZQZmyhvNjz118uyCyuwn8ZJRDVqv84nNaQyThE1o9sjW3mTkS5Xl3q5mxlFFertb9By0ojuuitt97SdglEA5QXeygztlBebIm/X4bLeqPx688BAAATQ32sfWog3prWD3p6gnb7vol5FSgXS2BqpI8h3S3UOqaXTd0SFZnFVeA4DgJB0/XRyBaPeHp6arsEogHKiz2UGVsoL3aEpRbhpZ1BiMwohYGeAF1MDVFdK8WWs/H46nis2utZtYR8vtboXtYw0FevLXK0NoGeABDVytRa/oGaLR6ZO3eutksgGqC82EOZsYXyYkN6YRVe9wxFZY0Uox3NcP2zWYjYMBs/PD8CAgFwMCQde26kttv313RyPAAY6uvBwapudCujqPlLidRs8ch///2n7RKIBigv9lBmbKG8dJ9EKsP73hEoF0kwxskay3qVobuVMQQCAZZN6o1vnhkGANh6Lh4pBepNRtdUhIaT4+V6dHlwKbE51GzxiL29vbZLIBqgvNhDmbGF8lLPvbxy/BueicNhGYjLLmvXS3aP2h+chpisUliZGGLHq2PR00E5s5VT+mDqAFuIJTL84BfX5t+/sEKsaOLGqDk5Xk4xSb6o+WaLJsjziL5+4w/OJLqH8mIPZcYWyqtpMZml+PbUbYTVX0aTG+Nkje+eHYGRPa3a9fvnl4vx64W7AIBP5wyGo7UJsh7JTCAQ4LvnhmP271dxKT4PYalFGN/Hps1qiEgvAQAM6mYOKxNDjY59MEmeLiN2KllZWdougWiA8mIPZcYWXc2L4zgk51fgcnwuAhLy1LoM1db2B6fhxV03EJZWDEN9ASb1s8GU/l1hZKCHyPQSvLjrBnzDM9u1hp/PxaNcJMGIHpZYMtEJQMOZ9bMzx8vjewIAtl9KbNMaWjJfS04+sqVOs0UjWzwyfvx4bZdANEB5sac9MuM4DqJaGQz1BWrfCUXU82heMhmH0upa6OkJYGls0Ozt+m2tViqD9610eAalqsw/GtnDCu/N7I+5I7q3e107r9zD1nMJAIC5w7vj2+eGKx5Rk1cuwobjsfC/nYt1R/6DjOPw8vhebV7D7exSRTP33XMjoF+/tENj59h7MwfgUGgGriUW4E5OGYY6WLZJHeFpRQDUX1/rYQ5WdX9m98tEze7bYWd2RUUFNm7ciLlz58LGxgYCgUCj23LFYjE+++wzODo6wsTEBM7Ozrhw4UL7FcwgPz8/bZdANEB5sactMysT1eLHM3cwacslDP3mHIZ+cw4LdwXhcFhGhy3m2FFqpTLUSGQd/n39/PwgqpXicFgGXvvnFkZs8seY7y/gsW/PY8z3F/C+dwQC7+Z3yByle3kVWPDXdWw8eRspBZUwMtDDMAdLDOluAQM9AWKySvHugQi8sTcMhWosJdBSJ6KyFI3WR08OxK5lY5WeBWhvYYzdy8Zh5ZQ+AIAvj8bgxr2CNq/j9/rLh88+5qjU6DR2jvWyMcW8kQ4AgH+up7RJDTUSGf7LLAXQspGt7vJmq7T5ZkvAddBMuNTUVPTt2xdOTk7o168frly5Ag8PD6xcuVKt45csWQJfX1+sXbsWAwcOhKenJ0JDQxEQEICpU6eqXUdERATGjRuH8PBwjB07toU/jW6SSCQwMKDBSlZQXuxpq8wyi6vw6t+3kN7IxFobMyO8Oa0vVk7pA1Mj9v6OFFfW4OR/2bh4Jxe3s8tQVFkDAOhiaogRPawwb4QDFjzmAAtjzebIaILjOPj9l4Wfzt1FVknTl3km9rXBjy+MwAB79Ra01NTJ/7Lx+b/RqKqRoquZET56aiBeGtsTZsK6bAsrxNgblIrdV5NRI5GhT1dTeL3hjF42pm1aR3RmCRbtvgmxRIZ3ZvTH5/OGNLovx3FYeygKJ6KyYWsuxLm102BrLmyTOqIySvD8jhvQEwAXP56BfvUPdQaaPsfC04rw0q6bMDbUQ8hXT8GylX9/ItOL8cLOIHQxNUTEhtkajyhW1Ugw7Bt/AEDMpv81+vc5IiKi40a2HBwckJOTg7S0NGzbtk2jY0NCQuDj44MtW7Zg27ZtWL16NS5fvozevXtj/fr17VQxe3bv3q3tEogGKC/2tEVm5aJaLHWva7R6djGB62vjEL3pfwj8dCY+nzcEPaxNUFRZg63nEjB9awD2XE9hZqQrtaASHx+KgvOPl7Dx5G1cSyxQNFoAUFxVi2uJBfjyWAwmbL6I707Fofih19tKXpkIy/eE4AOf/5BVUg0HK2N8Omcw/NdOR+LmeYj/fi6OvjcFrz/ep+4Xd0oR5m2/hh0B9yCTte34g2tgEj48GImqGikm9+uKs2unYfnkPopGCwC6mgvx8f8G4+Sax9GziwlSC6vw4q4g3Mkpa7M68spFWL0vHGKJDLOG2OPTOYOb3F8gEODnl0ZhUDdzFFSI8emR/9psBPDX83Ujay+O7anUaAFNn2NjnbpgoL05RLUynIzKbnUdoal1lxDH9bZp0aVbUyMDxaT65ka3Omxk62FhYWGYMGGC2iNb69evx2+//YaioiJYWj64TrtlyxZ8+eWXSE9PR69e6l1T5vPIFiFE93165D8cCc9ED2sT/PvuFMWlCDmJVIaT/2Xjj4uJipGv7pbGeG1ybzz7mGOjox2iWinu5VUg/n457uaWI+F+OVILK1FdI4VExsHGzAgOVsYY7mgF5342cO5r02ajZvdLRfjzciIOh2ZAUt+sDHe0xAtjemBSv67oYV1311ZWSTVu3CvA4bAMJOXXzVmyNDbA2qcGYfnk3m0yZy3wbj4+PhSFwsoaCA308M6M/nhnRn+YGDV8Z2JGURU2nbyNS/F5AID/DeuGX19+rNWjbhzH4adz8XANTAYAvDWtLz6fN1QxN6kxuWUirNgTgvj75ehiagif1ZMxWM1HyDRGLJHi1b9vITytGP3tzHDs/cfVHhWKv1+GZ11uoEYiw7fPDseK+suLLRWaWoRFu2/CQE+AgHUzNR69c7+WjB9O38HIHlY49YH6V7Ua8ubeUFy8k4ev5g/FW9P7teg95vx+FQm55di3aiKmD7JrcJ+IiAg2JshHRkZi0KBBSo0WAEycOBEAEBUV1WizJRaLIRY/uP5dUVHRfoVqmYuLCz3lniGUF3tam1lkejGOhGdCIAB+XzxapdECAAN9Pbw4ticWPOYI3/BM/HkpETmlImzzT8A2/wQ42ZhioL05rEwNIZNxKKysQWphJbKKq9HUoExRZQ3u5VXgWmIBdgcmwcxIH3NGdMeLY3picv+uzTYBDSmpqsGuK0nwDEqFuH5O1szBdvi/pwbhsV7WKvt3MTPCiB5WWD29H64mFmDLmTuIv1+O7/zicDQyEz++MBKjeqoep45aqQy/XbiLXVeSAABDultgMncH/zd7XpPH9bIxhfuK8TgcloENx2/jfFwunttxA+7Lx6uMuqhLKuPw9fEYHAzJAAB8MW8I3p7RX61ju1ka49Dbk7H8n1v4L7MUS92D4bN6MgbYt6wWjuPwzfHbCE8rhoWxAf5ePl6jy29Dulvii3lD8O2pOGw5ewczBtmhj61Zi2oBHoxqLRrfq8FGq7lz7MWxPbH1XAJiskoRm1WKET1atjyFTMYhNLXuTsSJfVu+lER3K2Mk5JY3O7LFxK0vOTk5cHBwUNku35ad3fhw4pYtW2BlZaX4mjFjhuI9XV1dIRaLFU+Gd3FxQW5uLg4fPozo6GhcvXoV/v7+SExMhKenJ8rLy5X2LSkpgZeXF+Lj43Hx4kUEBAQgNjYW3t7eKCwsVNq3uroa7u7uSE5OxunTp3Hjxg2Eh4fD19cX2dnZSvtKpVLs2rULWVlZOHbsGMLCwhAcHIxTp04hJSUFbm5uKnXn5+fD0NAQ0dHRCAwMhL+/PxISErB3716VusvKyrBv3z4kJCTg/PnzCAgIQExMDA4ePIiCggKlfUUiEdzd3ZGSkgI/Pz8EBQUhLCwMR48eRXZ2Nnbs2AGZTAYXFxfIZDLs2LED2dnZOHr0KMLCwhAUFAQ/Pz+kpKTA3d0dIpFI6f0LCgpw8OBBxMTEICAgAOfPn0dCQgL27duHsrIypX3Ly8uxd+9eJCQkwN/fH4GBgYiOjoaPjw/y8/OV9hWLxXBzc0NKSgpOnTqF4OBghIWF4dixY8jKysKuXbsglUqVjsnOzoavry/Cw8Nx48YNnD59GsnJyXB3d0d1dbXSvoWFhfD29kZsbCwCAgJw8eJFxMfHw8vLCyUlJSp1e3p6IjExEf7+/rh69Sqio6MhFAqRm5urUrerqyvS0tJw8uRJBAcHIzQ0FMePH0dmZiZ2794NiUSidExOTg58fX0RGRmJ69ev48yZM0hKSsKePXtQWVmptG9RURG8vb0RFxeHy5cv49KlS4iLi8OBAwdQXFystG9FRQU8PDyQmJiIc+fO4dq1a4iKisKRI0dU6q6trYWrqyvS09Nx4sQJhISEICQkBCdOnEB6ejpcXV1RW1urcq4dOXIEUVFRuHbtGs6dO4fExER4eHigoqJCad/i4mIcOHAAcXFxuHTpEi5fvoy4uDh4e3ujqKhIad/Kykrs2bMHSUlJOHPmDK5fv47IyEj4+voiJydHaV+JRILdu3cjMzMTx48fR2hoKIKDg3Hy5EmkpaWpfEaUl5e36jPi60PBAIAx1jXob8k1+RkREnwTg/Tz8WH/Ynz5pBOchNXQEwDpRVW4FJ+HoxFZOB6VjWuJBcgoqmu0zAw4jHY0xXjLCny3YAhescvG6Q+nYkW3TOxYOBgv9hLhyX5m6GosQGWNFEcjsrDsn1uYvOUiFm8+gNSCSrU+I7Zt34kdAffg/P05uF5Nhlgiw8juJlg7ksPqwRLU5t5r8jMiJycHhbHX8O3jJnhjlClM9DnEZpXhOZfr+Prof/j1zx0afUakFlRixrfHFI3WM0Ms8f6gKozqY6/WZ4Sfnx96S7Px7QxrWBlySM6vxLzfA3AlXvnvuTqfETUSGeZ9fxgHQzIgAIcPJ9lgkCxdo8+I/0Jv4rNJ5nA0kaKgogbP/XEJKfXZaPoZ8cbPXjgUVlfL/020RHZClMafEROsq9DPrBaiWhmW/XkWMhnXos+Iz//wRHByEfQFHKbZVDT4GVFeXt7kZ0RhdhoGmtaN+H6150yLPyN+dvVCaXUthHpASUpMiz8jSrLrJusfvxDYaB8RFBTExmXE/v37Y/DgwThz5ozS9uTkZPTv3x+///471q5d2+Cxj45sRUVFYcaMGby8jOjr64uFCxdquwyiJsqLPa3J7HZ2KZ7+8zoM9AS4/MlMOHXVfPJzUWUN4u+XISm/ElViCfT1BLA0NkQfWzP0sTWFnblQrbknHMchIr0YRyOy4Bedg9LqWsVr43p3wROD7TBlgC36djWDtakhpDIO+RVihKQUITAhH6djchQjWUO6W2D93MF4YrB9i5csyC8X44fTcThRPw+nm6UQmxYMb3YZBKmMw/7gNPx0Nh7VtVJYCA3w88JRmF9/11pL8sorF+Edr3BEpJdATwB89fQwrHq8j1o/W7moFu97R+Lq3XwY6guw/ZUxilpaoqiyBq/+HYz4++VwsDLG4bcna3TZLfBuPlZ5hkIq4/Dl/CFYPV290bWGZBRVYc4fV1FVI8V3zw3H8sl9NDpeJuOwwOU6bmeXYeWUPtj07PAG91Mns2uJ+XjtnxBYGhsg5KunYGyo+eK1+26m4psTtzFtoC283nDW+Hi5Py7exR8XE7FkohO2vDiywX2YuYxoYmKi1DDJiUQixeuNEQqFEAof3EFhbt6yoVgW9O/f8hOJdDzKiz2tyexgSDoAYO6I7i1qtIC6uxSn9LfFlP62La4DqJv8PK63Dcb1tsE3C4bhYlweDodl4FpiPsLTiusWejxfd2u+kb4eaqSqyzYMc7DEW9P74tnHerToEuTD7CyE2P7KGCwc1xMbjscitbAK7x6IwLSBtlg5pQ9mDLJTms8llkhxJiYHf12+h+T6uV+T+3XF1oWjlJqRluRlb2GMg6sn4etjsTgSnonv/eJwO6sUGxcMh5Vp45ff4rLL8L53BFIKKmFiqA+35eMwbWDDc3jUZWNmhP1vOmOx600k5Vdiyd/BOPT2ZMUcuKZEZ5bg3f3hkMo4vDimB96a1rI5SXK9bEzx2dwh2HjyNn46G48nBttr1Pgdj8rC7ewyWAgN8OGTAxvdT53MpvS3hYOVMXJKRbh0Jw9Pj9K8ob2VUjc5fmIrV6PvXr9sRk5p03e8MtFsOTg4NLiqbE5ODgDA0dGxo0vSSZWV7fOQTtI+KC/2tDSzqhoJjkfWjdrIV8rWFUIDfTw9ygFPj3LA/VIRLt7JReDdfERllCC/XKxotASCugbLuW9XPD3KAWOdrNt88c1pA+1wbu107Ay4h12BSbiWWIBriQWwqZ/rZWlsgMKKGsRklaJCLAEAWJsa4uPZg7DMuTf0Hmn6WpqX0EAfWxeOwlAHS/xwOg5HI7MQeDcfn80dgufH9ICRwYPGr7S6Fp43UrHzyj2IJTI4Whlj57JxGN3AnLWWsDUXwvutSVjsehOphVV49e9gHH57stLaWI+6l1eB1z1CUVUjxdQBtvjppVFtktVrk3rjdEwOQlKKsN43GgfedFb5M2+IqFaKX/zr5mq9+0R/2JgZNbqvOpnp6wnwwpge2HklCUcjMjVutjiOQ4i82WrFfC0A6FY/7zKvrOm10ZhotkaPHo2AgACUlZUpTZK/deuW4nUClJW13W3CpP1RXuxpaWYB8fmoEEvQy8YEk/t1beOq2k53K2Msm9Qbyyb1BlD3S7KgQgwzIwOYGxvAsANWuDc21MfH/xuMF8b2xP7gNByLzEJRZQ2u3s1X2q+bpRDLJ/fBiil9YC5s+FdZa84xgUCAVVP7YkQPK3x5LAb38iqw/t9obDl7BxP72sDGzAjZJSLcSimEqLauIZ01xB6/LnoMXZpoJlqim6UxvN+ahJddbyKtsAqvuAVj97JxDd6lGJxciHf3h6O4qhbDHCyxa9lYpeawNfT0BNj60ijM3X4VN5ML4R2Srvi70hTXwGRkl4rgYGWMVY/3bXJfdTN7cWxP7LyShCt385FfLoadhfprgKUWViG/XAwjfb0Gb+TQhF392mN55Yw1W1VVVUhPT4etrS1sbeuGyhcuXIhffvkFbm5uWLduHYC6uVgeHh5wdnZWe9kHvhs8uOl1U4huobzY09LMzt2+DwCYP9JBrZEAXWFsqI+eXdp2YU119bU1w4ZnhuGzuUMQk1WKe3nlqBRLYWliiCHdLTDMwbLZP8u2OMcm9rXBmQ+nwTMoBe7XUpBXLob/7VylfQZ1M8eHTw7E0yMd2u1RO47WJjhYP8KVUlCJBX9dx7JJvbFwXE/0tDFBWkEVvEPS4BOaAY4DHutphT0rJ7T5wrF9bM2wfs4QfOcXhx/P3IFzXxsM7Nb40hR3c8vhElD3PMMv5g9tdn6VupkNsDfHY72s8V9GCU5EZeFNDS6TBicXAgAe62XVovleD7O3rGu2iirFkMq4Ri+pd2izJb87R3734KlTp5CZWfdspA8++ABWVlYICQnBE088gY0bN2LTpk0AAGdnZyxatAhffPEF8vLyMGDAAOzduxepqan4559/OvJH0GmBgYE0D4ghlBd7WpKZWCJFQP0aTnOHd2+PsnjNyEAP43p3adHjVNrqHDMy0MPq6f3x+uN9EZVRgpjMUpSLJLAxN8JYJ2sMc7DskOcs9rIxxckPpmK9bzQux+dhz40U7Lmh+uiaReN64tvnhrfb0wdWTumDi3dyEZRUiLf3h+Pou1Ngbao6mldVI8Ea7wjUSjnMGmKPBWpc7tMks4Vje+C/jBIcjdCs2ZKPkk4d0Lo5dQDQ1UwIPQEg44DCSjHsLRq+vNuhzdYvv/yCtLQ0xX8fPXoUR48eBQAsW7YMVlaNr5exb98+bNiwAV5eXiguLsaoUaPg5+eH6dOnt3vdrFi8eLG2SyAaoLzY05LMgpOLUCGWoJulEI+1cA0p0jJtfY4Z6uthQh8bTGjlpOrWsDUX4p8V4xF4Nx9eN9MQnFyIyhopzIUGmDrAFm9O64vx7Vyfnp4Afy4ZgwV/XUdyfiVWeoTC8/UJSg1XjUSGNd6RuJtbATsLIX56aaRaDakmmS14zBHf+cUhLqdM7YdT10pluJ5Y96zHGYNb32zp6wlgYyZEQYUYeWWNN1sdus5WamoqOI5r8KtPnz4AgJkzZ4LjOMWolpyxsTG2bduGnJwciEQihISEYM6cOR1Zvs7z8PDQdglEA5QXe1qSmfwhvjMG2TF1CZEP+HqOCQQCzBxsj39WTkDst3MQ//1cxGz6H3a/Nq7dGy05W3Mh9q6aCCsTQ0RllOC5HTdwMS4X1TVS/JdRglfcbuJyfB6MDfWwa+nYRpuQR2mSmbWpEZ4c0g0A8G94plrHRGWUoFwsQRdTQ4xs4YKoj5LPF8tv4gHiTCxqStRDq5GzhfJiT0syk/8r+vEBrVuugWiuM5xjAoEAxob6HXIZ81GDulngcP1SFGmFVXhzXxiGfnMOz+24gYj0ElgYG8B9+QSNGkBNM3tpXE8AwPGobNQ2sETJoy7eqZtvN22gXauXLJGzlzdbTUySp2aLR+Sr3hI2UF7s0TSzwgox4uofJtzatbGI5ugca3+Du1vgzEfT8Na0vuhafxemkYEenhvtiDMfTsPUgZr9vdc0s5mD7WBnUXcZ7/wjNy48iuM4nImpWzJq7oi2mz9pp0azpXN3I5KWe/XVV7VdAtEA5cUeTTOTL5w4pLuFRremk7ZB51jHsDIxxFdPD8MX84aiXCSBmVC/xQ8V1zQzQ309LB7fCy4B93DgVlqTa27dzi5DRlE1jA31MLMN5mvJqdNs0cgWj5w7d07bJRANUF7s0TSz8LS6B91qc0J1Z0bnWMfS0xPAytSwxY0W0LLMljg7QU8ABCUVIi678XW6TkTVLY7+xGD7Nr1Tky4jdjK0uCtbKC/2aJqZvNlqybIFpPXoHGNPSzLrYW2CefXPoHS9mtTgPqJaKY7UT6J/aWzPFtfXEPnIVl65qNF9qNnikfv372u7BKIByos9mmQmqpXidnYpAGq2tIXOMfa0NLN3Z9StzeUXnYN7eeUqr5+JyUFJVS16WJvgiSH2rarxUbb1q8gXVNQ0ug81WzzCcZy2SyAaoLzYo0lmsVmlqJVysDUXomeX5h8cTNoenWPsaWlmI3pY4amh3SCVcdh8+o7SazUSGf68VLeK/avOTm12F6Kc/MaAokpqtjoFBwfNn3xOtIfyYo8mmUVllAAAxrTDA5uJeugcY09rMvvq6aEw1BcgICEfh0MzFNvdrycjtbAKtuZCrJzSpw2qVCZ/sHZpdW2jy09Qs8UjkZGR2i6BaIDyYo8mmcVm1V1CHNVGCycSzdE5xp7WZNbX1gxrnxoEAPj6RCzcryXD7WoSfvFPAACs+98gmDXy0PLWsDY1gvzfU8VVDY9u0dIPPDJ//nxtl0A0QHmxR5PMYuvvihpBzZbW0DnGntZm9u6M/ojLLsPpmBz88NDlxCUTe2HxhF6tLa9B+noCWJsYoriqFkWVNQ2ulk8jWzxy4MABbZdANEB5sUfdzKpqJEjKrwAADO/R/PPaSPugc4w9rc1MT0+Av5aMwddPD8UwB0sMsDfHN88Mw/fPjWjXy/k2zczbEnCdbAZhREQExo0bh/DwcIwdO1bb5RBCeCg8rQgv7boJewshQr56StvlEELa2cu7byIktQgur47BM6MclV6LiIigkS0+oUdTsIXyYo+6mcVm1V1CHO5Io1raROcYe1jNrLmRLWq2eGTlypXaLoFogPJij7qZJeTWrfMz1IGaLW2ic4w9rGbWhZqtzuPIkSPaLoFogPJij7qZ3b1f12wN7m7RnuWQZtA5xh5WM2turS1qtnhk6tSp2i6BaIDyYo86mXEcpxjZomZLu+gcYw+rmckvIxZSs8V/SUkNPxOK6CbKiz3qZHa/TIRykQQGegL0szXvgKpIY+gcYw+rmXU1r2u2iqnZ4j8zMzNtl0A0QHmxR53MEuovIfa1NYORAX3EahOdY+xhNbMupnQZsdOwsKBLFiyhvNijTmZ36y8hDupG+WobnWPsYTUzuozYiSQmJmq7BKIByos96mSWnF8JABhgT5cQtY3OMfawmtnDlxEbWr6Umi0emT59urZLIBqgvNijTmbJBXXNVl9bNi+H8AmdY+xhNTP5ZUSJjEOZSKLyOjVbPMLqLbOdFeXFHnUyS6FmS2fQOcYeVjMzNtSHmZE+gIbnbVGzxSNr1qzRdglEA5QXe5rLrEIsQX65GADQh5otraNzjD0sZ2Zj3vgkeWq2eITVxxx0VpQXe5rLLLV+VKurmRGsTAw7oiTSBDrH2MNyZjZmQgDUbPHe22+/re0SiAYoL/Y0lxldQtQtdI6xh+XMbEzr/oFVVClWeY2aLR7Zs2ePtksgGqC82NNcZtRs6RY6x9jDcmYPRrZqVV6jZotH5s2bp+0SiAYoL/Y0l5m82aL5WrqBzjH2sJxZV8WcLRrZ4rXIyEhtl0A0QHmxp7nM5M1WP2q2dAKdY+xhObOmFjalZotHHBwctF0C0QDlxZ7mMlNcRrSjZksX0DnGHpYzs2nikT3UbBFCSBsorqxBaXXdXI3eNtRsEdLZyEe2GnoYNTVbPJKTk6PtEogGKC/2NJWZfOV4RytjmNQvbki0i84x9rCcmXydLbqMyHNjxozRdglEA5QXe5rKjC4h6h46x9jDcmZdzegyYqdw9uxZbZdANEB5saepzOQLmvbpSs2WrqBzjD0sZ2ZtUtdsVdVIUSORKb1GzRaPrFq1StslEA1QXuxpKrO0oioA1GzpEjrH2MNyZhbGBhAI6v6/fP6mXIc2W2KxGJ999hkcHR1hYmICZ2dnXLhwQa1jExMT8corr6Bnz54wNTXFkCFD8N1336Gqqqqdq2aHq6urtksgGqC82NNUZpnFdZ9FvWxMOqoc0gw6x9jDcmZ6egLFY7pKq5UvJRp0ZCErV66Er68v1q5di4EDB8LT0xPz589HQEAApk6d2uhxGRkZmDhxIqysrLBmzRrY2Njg5s2b2LhxI8LDw3HixIkO/Cl0F8sP8OyMKC/2NJVZZnE1AKBnF9OOKoc0g84x9rCembWJIUqqalFSpaWRrZCQEPj4+GDLli3Ytm0bVq9ejcuXL6N3795Yv359k8d6eXmhpKQEp0+fxueff47Vq1fDw8MDy5cvx8mTJ1FcXNxBP4VuY/kBnp0R5cWexjIT1UqRX163anTPLjSypSvoHGMP65k9GNnSUrPl6+sLfX19rF69WrHN2NgYb7zxBm7evImMjIxGjy0rKwMAdOvWTWm7g4MD9PT0YGRk1D5FM2bRokXaLoFogPJiT2OZZZXUjWqZCw0UH7ZE++gcYw/rmVnVL2yqtZGtyMhIDBo0CJaWlkrbJ06cCACIiopq9NiZM2cCAN544w1ERUUhIyMDhw4dwq5du/Dhhx/CzIwmpALA1atXtV0C0QDlxZ7GMntwCdEEAvkMWaJ1dI6xh/XMrOv/sVXyyMhWh83ZysnJaXAZfvm27OzsRo+dO3cuvv/+e/z44484efKkYvtXX32FH374ocnvKxaLIRY/eChkRUWFpqUzY+DAgdougWiA8mJPY5nJJ8fTJUTdQucYe1jPzNq0/jJilfIE+Q4b2aquroZQKFTZbmxsrHi9KX369MH06dPh5uaGf//9F6tWrcKPP/7Y7PXdLVu2wMrKSvE1Y8YMAHXNn6urK8RiseI9XFxckJubi8OHDyM6OhpXr16Fv78/EhMT4enpifLycqV9S0pK4OXlhfj4eFy8eBEBAQGIjY2Ft7c3CgsLlfatrq6Gu7s7kpOTcfr0ady4cQPh4eHw9fVFdna20r5SqRS7du1CVlYWjh07hrCwMAQHB+PUqVNISUmBm5ubSt35+fk4deoUoqOjERgYCH9/fyQkJGDv3r0qdZeVlWHfvn1ISEjA+fPnERAQgJiYGBw8eBAFBQVK+4pEIri7uyMlJQV+fn4ICgpCWFgYjh49iuzsbOzYsQMymQwuLi6QyWTYsWMHsrOzcfToUYSFhSEoKAh+fn5ISUmBu7s7RCKR0vsXFBTg4MGDiImJQUBAAM6fP4+EhATs27cPZWVlSvuWl5dj7969SEhIgL+/PwIDAxEdHQ0fHx/k5+cr7SsWi+Hm5oaUlBScOnUKwcHBCAsLw7Fjx5CVlYVdu3ZBKpUqHZOdnQ1fX1+Eh4fjxo0bOH36NJKTk+Hu7o7q6mqlfQsLC+Ht7Y3Y2FgEBATg4sWLiI+PV8wvfLRuT09PJCYmwt/fH1evXkV0dDT8/PyQm5urUrerqyvS0tJw8uRJBAcHIzQ0FMePH0dmZiZ2794NiUSidExOTg58fX0RGRmJ69ev48yZM0hKSsKePXtQWVmptG9RURG8vb0RFxeHy5cv49KlS4iLi8OBAwdQXFystG9FRQU8PDyQmJiIc+fO4dq1a4iKisKRI0dU6q6trYWrqyvS09Nx4sQJhISEICQkBCdOnEB6ejpcXV1RW1urcq4dOXIEUVFRuHbtGs6dO4fExER4eHigoqJCad/i4mIcOHAAcXFxuHTpEi5fvoy4uDh4e3ujqKhIad/Kykrs2bMHSUlJOHPmDK5fv47IyEj4+voiJydHaV+JRILdu3cjMzMTx48fR2hoKIKDg3Hy5EmkpaWpfEYcOHCgwc+ImKQsAIC9mYFOf0b4+Ph0qs+IGzduMP0Zcfjw4U73GXHgwAGmPyPuxkYBAMJi7ig+I4KCggCugwwfPpybNWuWyvbbt29zALjdu3c3euzBgwc5ExMTLiMjQ2n7ypUrOVNTU66goKDRY0UiEVdaWqr4CgwM5ABw4eHhLf9hdNTZs2e1XQLRAOXFnsYyW+MdwfX+zI9zC0zq4IpIU+gcYw/rmblfS+Z6f+bHfeAdodgWHh7OddjIloODQ4PPPJJvc3R0bPTYnTt3YsyYMejZs6fS9meffRZVVVWIjIxs9FihUAhLS0vFl7m5eQt/At3Xv39/bZdANEB5saexzOgyom6ic4w9rGfW2JytDmu2Ro8ejbt37yruLJS7deuW4vXG5ObmQiqVqmyvra37YSQSSdsVyrDr169ruwSiAcqLPY1lRmts6SY6x9jDemaKpR+0NWdr4cKFkEqlcHNzU2wTi8Xw8PCAs7MzevXqBQCoqqpCfHw8CgoKFPsNGjQIkZGRuHv3rtJ7Hjx4EHp6ehg1alTH/BA6jvVbZjsbyos9DWVGa2zpLjrH2MN6ZvIJ8lob2XJ2dsaiRYvwxRdfYP369XBzc8OsWbOQmpqKrVu3KvYLCQnB0KFDlSa+f/rpp5BKpZg2bRq+//577Ny5E/Pnz8fx48exatWqJi9Bdiaenp7aLoFogPJiT0OZydfYMjPSV3zQEt1A5xh7WM9McTeitpZ+AIB9+/Zhw4YN8PLyQnFxMUaNGgU/Pz9Mnz69yeOmT5+OoKAgbNq0CTt37kRhYSH69u2LzZs3N7v6fGfC+mMOOhvKiz0NZfbwJURaY0u30DnGHtYzszKpW9S0tLoWMhkHPb26z4QOfRC1sbExtm3bhpycHIhEIoSEhGDOnDlK+8ycORMcx2HTpk1K2ydOnIgzZ84gJycHNTU1SEhIwJdffgkDgw7tF3Ua64856GwoL/Y0lFnWQwuaEt1C5xh7WM9MPmeL44By0YP55B3abJH2tXTpUm2XQDRAebGnoczoTkTdRecYe1jPzMhAD2ZG+gCAkuoHk+Sp2eKRM2fOaLsEogHKiz0NZUZ3IuouOsfYw4fMrBt4PiI1WzwyZswYbZdANEB5saehzOQT5B2taWRL19A5xh4+ZGbVwFpb1GzxSEOLxhLdRXmxp6HM7peKAAAO1sYdXQ5pBp1j7OFDZopmq4ouI/IS3QnFFsqLPY9mJpVxyC2rb7asqNnSNXSOsYcPmTW0/AM1WzzSvXt3bZdANEB5sefRzAoqxJDIOOjrCWBvQc2WrqFzjD18yEyxsCnN2eKnqKgobZdANEB5sefRzHLqLyHaWwihr8f+v8j5hs4x9vAhs4fX2pKjZotH5s6dq+0SiAYoL/Y8mtn90rrJ8d3pEqJOonOMPXzIjEa2eM7b21vbJRANUF7seTQz+ciWoxXdiaiL6BxjDx8ys5Y/jJrW2eIn1h9z0NlQXux5NDN5s0UjW7qJzjH28CEzGtniOdYfc9DZUF7seTQzebNFdyLqJjrH2MOHzORztmidLZ56/fXXtV0C0QDlxZ5HM6M5W7qNzjH28CGzB+tsUbPFS4cOHdJ2CUQDlBd7Hs3swcgWzdnSRXSOsYcPmT1YZ6sGHMcBoGaLV2bMmKHtEogGKC/2PJyZjBY01Xl0jrGHD5nJm61aKYeqGikAarZ4JSEhQdslEA1QXux5OLOCSjFqpRz0BICdhVCLVZHG0DnGHj5kZmKoD0P9unX35GttUbPFI5aWltougWiA8mLPw5nJn4loZyGEoT59lOoiOsfYw4fMBAIBLI3rRrfKRNRs8Y6ZmZm2SyAaoLzY83BmNF9L99E5xh6+ZCafJF9aRc0W7yQlJWm7BKIByos9D2eWU1J3JyLN19JddI6xhy+ZWZjIR7YkABpptsRiMW7evIkTJ06goKCg46ojrfL4449ruwSiAcqLPQ9nllNGC5rqOjrH2MOXzOQjW2WNzdn6888/4eDggKlTp+LFF19EdHQ0AKCgoAC2trbYs2dPB5ZLNPHvv/9quwSiAcqLPQ9ndp8WNNV5dI6xhy+ZWRobAGhkgryHhwfWrl2LuXPn4p9//lGsDwEAtra2mDVrFnx8fDqwXKIJPjzmoDOhvNjzcGY0Z0v30TnGHr5kphjZamiC/K+//ornnnsO3t7eWLBggcrB48aNw+3btzugTNISfHjMQWdCebHn4czu03MRdR6dY+zhS2aWiodRN9Bs3bt3D/PmzWv0YBsbGxQWFrZjeaQ13nnnHW2XQDRAebFHnhnHPVjQtLslNVu6is4x9vAlM8XSD9UNTJC3trZuckJ8XFwcunfv3o7lkdZwd3fXdglEA5QXe+SZlYkkEEtkAGhBU11G5xh7+JKZVVMjW/Pnz4ebmxtKSkpUDrx9+zb+/vtvPPvss+1fJWmRZ555RtslEA1QXuyRZ5ZXP6plZWIIY0N9bZZEmkDnGHv4kpmlSd0E+QbnbP3www+QSqUYMWIEvv76awgEAuzduxfLli3D+PHjYW9vj2+++abjqyZqCQsL03YJRAOUF3vkmeWViwEA9jSqpdPoHGMPXzJrcukHR0dHhIeHY+7cuTh06BA4joOXlxdOnTqFJUuWIDg4GLa2th1fNVFLjx49tF0C0QDlxR55ZvL5Wt1ovpZOo3OMPXzJ7MGcrbpmy+DRHezt7eHu7g53d3fk5+dDJpPBzs4Oenq02Lyuk0ql2i6BaIDyYo88MxrZYgOdY+zhS2aPztlSabYeZmdn1/4VkTaTl5en7RKIBigv9sgzk49s2dPIlk6jc4w9fMlMvvRDZY0UEqlMudn67rvvmjxYIBDA2NgYPXv2xPTp03kz3McXjz32mLZLIBqgvNgjzyyvjEa2WEDnGHv4kpmF8YP2qqpGqtxsbdq0CQKBAACUVo8HoLJdX18fb731FlxcXOgSo444d+4c3n77bW2XQdREebFHnlleOc3ZYgGdY+zhS2aG+nowM9JHZY0UFSKJ8gT5zMxMjBo1CitWrEB4eDhKS0tRWlqKsLAwLF++HKNHj8bdu3cRERGBpUuXwtXVFT/++KO2fhbyiJUrV2q7BKIByos98sxy5SNbljSypcvoHGMPnzJ7cCnxkWbrvffew5AhQ7Bnzx6MGTMGFhYWsLCwwNixY+Hh4YGBAwfi888/x+jRo+Hp6Yk5c+Zg3759WvkhiKq///5b2yUQDVBe7Pn777/BcdyDkS0LGtnSZXSOsYdPmcknyZeLH2m2Ll++jBkzZjR64IwZM3DhwgXFf8+fPx/p6entVCbRFF8e4NlZUF7sWbNmDcpEEohq61aPp5Et3UbnGHv4lJl8+YfKR5stoVCIW7duNXpgcHAwjIyMFP8tkUhgbm6u9jcWi8X47LPP4OjoCBMTEzg7Oys1b82JiIjAs88+CxsbG5iammLEiBH4888/1T6e7/jyAM/OgvJij4uLC/LrR7UsjQ1o9XgdR+cYe/iUmfwyosqcrSVLlmDfvn1Yt24dkpKSIJPJIJPJkJSUhE8++QT79+/HkiVLFPsHBARg2LBhan/jlStX4rfffsPSpUuxfft26OvrY/78+bh+/Xqzx54/fx6TJ09GXl4eNmzYgO3bt+OZZ55BZmam2t+f7xYtWqTtEogGKC/2LFq0SDFfiybH6z46x9jDp8zkj+yprJEo3424detW5Obm4rfffsPvv/+uuMtQJpOB4zi89NJL2Lp1KwBAJBJh3LhxmDJlilrfNCQkBD4+Pti2bRvWrVsHAFi+fDlGjBiB9evXIygoqNFjy8rKsHz5cjz99NPw9fWlux8bERgYiJdfflnbZRA1UV7sCQwMhOHAus88uoSo++gcYw+fMpNfRqwQP9JsGRsb49ChQ/j8889x7tw5pKWlAQB69+6NOXPmYOzYsUr7avKcRF9fX+jr62P16tVK7/HGG2/gyy+/REZGBnr16tXgsd7e3sjNzcXmzZuhp6eHyspKmJiYUNP1iCFDhmi7BKIByos9Q4YMQVBx/cgWTY7XeXSOsYdPmcknyFeKJA2vID9mzBiMGTOmTb9pZGQkBg0aBEtLS6XtEydOBABERUU12mxdvHgRlpaWyMrKwvPPP4+7d+/CzMwMr732Gn7//XcYG9OHHgCUlJRouwSiAcqLPSUlJcgtq5unZUcjWzqPzjH28CkzxZytGik6bGgoJycHDg4OKtvl27Kzsxs9NjExERKJBM899xzmzJmDf//9F6tWrcLu3bvx+uuvN/l9xWIxysrKFF8VFRWt+0F0WHV1tbZLIBqgvNhTXV2teC4ijWzpPjrH2MOnzOQjWxWP3o0IAGfPnsXs2bPRtWtXGBgYQF9fX+WrJaqrqyEUqv5LUD4q1dQfcEVFBaqqqrB8+XL8+eefePHFF/Hnn3/i7bffho+PDxITExs9dsuWLbCyslJ8yZe2yMnJgaurK8RiseLuBxcXF+Tm5uLw4cOIjo7G1atX4e/vj8TERHh6eqK8vFxp35KSEnh5eSE+Ph4XL15EQEAAYmNj4e3tjcLCQqV9q6ur4e7ujuTkZJw+fRo3btxAeHg4fH19kZ2drbSvVCrFrl27kJWVhWPHjiEsLAzBwcE4deoUUlJS4ObmplJ3fn4+EhISEB0djcDAQPj7+yMhIQF79+5VqbusrAz79u1DQkICzp8/j4CAAMTExODgwYMoKChQ2lckEsHd3R0pKSnw8/NDUFAQwsLCcPToUWRnZ2PHjh2QyWRwcXGBTCbDjh07kJ2djaNHjyIsLAxBQUHw8/NDSkoK3N3dIRKJlN6/oKAABw8eRExMDAICAnD+/HkkJCRg3759KCsrU9q3vLwce/fuRUJCAvz9/REYGIjo6Gj4+PggPz9faV+xWAw3NzekpKTg1KlTCA4ORlhYGI4dO4asrCzs2rULUqlU6Zjs7Gz4+voiPDwcN27cwOnTp5GcnAx3d3dUV1cr7VtYWAhvb2/ExsYiICAAFy9eRHx8PLy8vFBSUqJSt6enJxITE+Hv74+rV68iOjoad+/eRW5urkrdrq6uSEtLw8mTJxEcHIzQ0FAcP34cmZmZ2L17NyQSidIxOTk58PX1RWRkJK5fv44zZ84gKSkJe/bsQWVlpdK+RUVF8Pb2RlxcHC5fvoxLly4hLi4OBw4cQHFxsdK+FRUV8PDwQGJiIs6dO4dr164hKioKR44cUam7trYWrq6uSE9Px4kTJxASEoKQkBCcOHEC6enpcHV1RW1trcq5duTIEURFReHatWs4d+4cEhMT4eHhgYqKCqV9i4uLceDAAcTFxeHSpUu4fPky4uLi4O3tjaKiIqV9KysrsWfPHiQlJeHMmTO4fv06IiMj4evri5ycHKV9JRIJdu/ejczMTBw/fhyhoaEIDg7GyZMnkZaWpvIZERwcjMyCcgCAqDiXuc8IHx+fTvUZUVRUxPRnxOHDhzvdZ0RwcDDTnxEP9xFFuVkAgNyCYoB7iK+vL6enp8eNHDmSe++99ziBQMAtXbqUe/XVVzkzMzNu9OjR3KZNm7iWGD58ODdr1iyV7bdv3+YAcLt3727yWABcYGCg0vbAwEAOALd3795GjxWJRFxpaaniS35MeHh4i34OXebh4aHtEogGKC/2eHh4cNO3XuZ6f+bHhaQUarsc0gw6x9jDp8yCkwq43p/5ceM/cuWURra2bNmCiRMnIjIyEt9++y0AYNWqVThw4ABiY2ORk5ODvn37oiUcHByQk5Ojsl2+zdHRsdFj5a9169ZNabu9vT0AoLi4uNFjhUIhLC0tFV+arAvGmpdeeknbJRANUF7sefHFF5FbVrfOFj2EWvfROcYePmXW6ON64uLi8Morr0BfXx8GBnVz52trawEAffr0wXvvvYeff/65Rd9U/lzFsrIype3yRVRHjx7d6LHjxo0DAGRlZSltl8/zsrOza1FNfLN3715tl0A0QHmx529Prwerx9OcLZ1H5xh7+JSZZWOP6zE1NVWsEG9tbQ2hUKg0GtWtWzekpKS06JsuXLgQUqkUbm5uim1isRgeHh5wdnZW3IlYVVWF+Ph4FBQUKPaTr7nxzz//KL2nu7s7DAwMMHPmzBbVxDd8esxBZ0B5see5V5YDACyMDWBiRKvH6zo6x9jDp8zkE+QlUk652Ro8eDDi4uIU/z169Gh4eXlBIpFAJBLB29sbTk5OLfqmzs7OWLRoEb744gusX78ebm5umDVrFlJTUxULpQJ1i58OHTpUacn+MWPGYNWqVfD29sbixYuxc+dOvPzyyzh48CA+/fTTJi9BdiZ8esxBZ0B5scdt3yEAtHo8K+gcYw+fMjMz0oe+ngAAlNfZeuGFF/Dnn3/il19+gVAoxFdffYXnnnsO1tbWEAgEihn8LbVv3z5s2LABXl5eKC4uxqhRo+Dn54fp06c3e+zu3bvh5OQEDw8PHDt2DL1798bvv/+OtWvXtrgevlm2bJm2SyAaoLzY89ik6Tjsl4hutMYWE+gcYw+fMhMIBLA0NkAVAAHHcVxTO1+7dg1Hjx6Fvr4+nn76aTzxxBMdVGb7iIiIwLhx4xAeHq60Ij4feHl54bXXXtN2GURNlBd7Vv9+BOdzTfHCmB74ffFobZdDmkHnGHv4ltky91vIuHe74RXkHzZt2jRMmzatI2oirTRhwgRtl0A0QHmxx6yrA5BbSs9FZASdY+zhW2b733RGRISh8pwtfX19eHt7N3rQoUOHWryoKWl/mZmZ2i6BaIDyYk9GYd2CpnQnIhvoHGMPXzNTaraauaIIqVQKgUDQrgWRlqNGmC2UF3vKaur+l+ZssYHOMfbwNTOVx/U01kyVlZXB398ftra27V4UaRlab4wtlBd7ymvrPjJpZIsNdI6xh6+Z6X377beKZx4KBAIsW7aswechdunSBV5eXnjllVe0XTNpRHR0tLZLIBqgvNjCcRwKKusWeaaRLTbQOcYevmZmMHHiRLz33nvgOA47d+7E7NmzMWjQIKWdBAIBzMzMMG7cOLz44otaKpU0Z86cOdougWiA8mJLuViCWq5u5J9GtthA5xh7+JqZwbx58zBv3jwAQGVlJd555x04OztruSzSEgcPHuTV6rt8R3mxJa9MDIBWj2cJnWPs4Wtmza6zxTd8XmeLENJ+gu4V4FX3W+hvZ4ZLn8zUdjmEEEZERETAYN++fRofuHz58nYoh7SWi4sLL/9FwFeUF1tyy0UA6FE9LKFzjD18zUwgEAg0GtkSCASQSqXtVU+74/PIVnV1NUxMTLRdBlET5cUW18AkbDkbT6vHM4TOMfbwMbOIiAjopaSkQJOv5ORkbddNGnHgwAFtl0A0QHmxJbd+zpa9Bd2JyAo6x9jD18wMevfure0aSBuZNWuWtksgGqC82JJXfxnRni4jMoPOMfbwNTOVRU3l4uLicPbsWZw9exZxcXEdWRNpoTt37mi7BKIByosteTSyxRw6x9jD18xUHkR94sQJfPzxx0hNTVXa3rdvX/z222949tlnO6o2oiFra2ttl0A0QHmxJY8myDOHzjH28DUzpZGtM2fO4KWXXgIA/Pjjjzh27BiOHTuGH3/8ERzH4cUXX8S5c+e0UihpnrEx/RJgCeXFDo7jaM4Wg+gcYw9fM1Nqtr7//nuMGjUK0dHR+Oyzz/Dss8/i2WefxWeffYbo6GiMHDkS3377rbZqJc1ISUnRdglEA5QXOyrEElTX1t2FbU+P6mEGnWPs4WtmSs1WdHQ0VqxYATMzM5UdzczMsHLlSt4+t4gPpkyZou0SiAYoL3bIR7XMjPRgaqQy+4LoKDrH2MPXzJSaLWNjYxQVFTW6c1FREW+H+Pjg6NGj2i6BaIDyYkdeWd18LaFMpOVKiCboHGMPXzNTarZmzZqF7du34+bNmyo73rp1C3/++SeeeuqpDiuOaIaPq+7yGeXFjrzyupGtwU4OWq6EaILOMfbwNTO94uJixX/8/PPPMDY2xtSpUzF58mSsXLkSK1euxOTJkzFlyhQYGxvj559/1mK5bYePj4R0cXHRdglEA5QXO3LrR7ZK7qdpuRKiCTrH2MPXzPS6d++OF154Ab6+vujRoweio6Px4Ycfori4GIcOHcKhQ4dQXFyMjz76CP/99x/69Omj7ZrbhHyyK5+8++672i6BaIDyYod8ZOvxsSO0XAnRBJ1j7OFrZnoLFy7ExYsXsXjxYnTr1g2ff/45nn76ady5cwfV1dWorq5GfHw8fvvtN9jb22u73jZTKZZou4Q25+bmpu0SiAYoL3bIR7aSb0dquRKiCTrH2MPXzPQOHDiAvLw87N+/H9OmTcOBAwcwZ84c9OjRA5988gkiIiK0XWO7qOBhs0ULzrKF8mKHfGRrxsTR2i2EaITOMfbwNTM9ADAxMcGSJUtw6tQp3L9/Hzt37sTAgQPxxx9/YMKECRgyZAh++OEHXj2EukLEv2YrJCRE2yUQDVBe7JDfjZiffk/LlRBN0DnGHr5mpvJsxC5duuDtt99GYGAg0tPT8dNPP8HU1BTffPMNBg4cyJs1MCpr+Ddnq1evXtougWiA8mIDx3EP7kbs3V3L1RBN0DnGHr5m1uiDqAGgR48e+PTTT7F3714899xz4DgOt27d6qja2hUf52xJJPz7mfiM8mJDhViCqvp/nFkY8O8uZj6jc4w9fM2s0aWQ09PT4e3tjYMHDyI2NhYcx2HKlClYunRpR9bXbvh4GTE/P1/bJRANUF5skK8eby40QHlxgZarIZqgc4w9fM1MqdkqKCjA4cOH4e3tjZs3b4LjOAwZMgTfffcdli5dyptlHwCgooZ/zdaIEXRbOksoLzbkldfN1+pmKcSIEYO0XA3RBJ1j7OFrZnqVlZXYv38/5s+fjx49emDNmjVISUnB2rVrERYWhri4OHz11Ve8arQAoFLMvzlbFy5c0HYJRAOUFxvy6ke2ulkaU2aMobzYw9fMDOzt7SESiWBubo5XX30VS5cuxaxZs6Cn1+R0Lubxcc7WihUrtF0C0QDlxQb5Glv2FkKseIEyYwmdY+zha2Z6Tz31FA4ePIjc3Fx4eHjgqaee4n2jBfBzna2///5b2yUQDVBebMh9aGSLMmML5cUevmYm4Pj4kMAmREREYNy4cZj9pQfOb16p7XIIITrufe8InI7OwYZnhuGNqX21XQ4hhDERERFNL/3AZ3wc2eLrAzz5ivJiQ75iZEtImTGG8mIPXzNrdOkHvuPjnK3FixdruwSiAcqLDbmKuxGN4UyZMYXOMfbwNbMOHdkSi8X47LPP4OjoCBMTEzg7O7fozoPNmzdDIBC06hZRPjZbly5d0nYJRAOUl+7jOE4xQb6bhTFlxhjKiz18zaxDm62VK1fit99+w9KlS7F9+3bo6+tj/vz5uH79utrvkZmZiR9//BFmZmatqqWyRgqpjF/T1YYNG6btEogGKC/dVyaSQFQrAwDYWwopM8ZQXuzha2YddhkxJCQEPj4+2LZtG9atWwcAWL58OUaMGIH169cjKChIrfdZt24dJk2aBKlUioKC1q3mXC6qhbWpUaveQ5cUFxdruwSiAcpL98kfQG1lYghjQ33KjDGUF3v4mlmHjWz5+vpCX18fq1evVmwzNjbGG2+8gZs3byIjI6PZ97h69Sp8fX3xxx9/tElNZdX8upQoEom0XQLRAOWl++TLPthbCAFQZqyhvNjD18w6rNmKjIzEoEGDYGlpqbR94sSJAICoqKgmj5dKpfjggw/w5ptvYuTIkW1SU5motk3eR1fwbZV/vqO8dJ9ivpalMQDKjDWUF3v4mlmHNVs5OTlwcHBQ2S7flp2d3eTxu3fvRlpaGr7//nuNvq9YLEZZWZniq6KiQvFaaTW/mq3g4GBtl0A0QHnpvrzy+pEty7qRLcqMLZQXe/iaWYc1W9XV1RAKhSrbjY2NFa83prCwEN988w02bNgAOzs7jb7vli1bYGVlpfiaMWOG4jXfk2cgFosV63q4uLggNzcXhw8fRnR0NK5evQp/f38kJibC09MT5eXlSvuWlJTAy8sL8fHxuHjxIgICAhAbGwtvb28UFhYq7VtdXQ13d3ckJyfj9OnTuHHjBsLDw+Hr64vs7GylfaVSKXbt2oWsrCwcO3YMYWFhCA4OxqlTp5CSkgI3NzeVuvPz88FxHKKjoxEYGAh/f38kJCRg7969KnWXlZVh3759SEhIwPnz5xEQEICYmBgcPHgQBQUFSvuKRCK4u7sjJSUFfn5+CAoKQlhYGI4ePYrs7Gzs2LEDMpkMLi4ukMlk2LFjB7Kzs3H06FGEhYUhKCgIfn5+SElJgbu7O0QikdL7FxQU4ODBg4iJiUFAQADOnz+PhIQE7Nu3D2VlZUr7lpeXY+/evUhISIC/vz8CAwMRHR0NHx8f5OfnK+0rFovh5uaGlJQUnDp1CsHBwQgLC8OxY8eQlZWFXbt2QSqVKh2TnZ0NX19fhIeH48aNGzh9+jSSk5Ph7u6O6upqpX0LCwvh7e2N2NhYBAQE4OLFi4iPj4eXlxdKSkpU6vb09ERiYiL8/f1x9epVREdHQyAQIDc3V6VuV1dXpKWl4eTJkwgODkZoaCiOHz+OzMxM7N69GxKJROmYnJwc+Pr6IjIyEtevX8eZM2eQlJSEPXv2oLKyUmnfoqIieHt7Iy4uDpcvX8alS5cQFxeHAwcOoLi4WGnfiooKeHh4IDExEefOncO1a9cQFRWFI0eOqNRdW1sLV1dXpKen48SJEwgJCUFISAhOnDiB9PR0uLq6ora2VuVcO3LkCKKionDt2jWcO3cOiYmJ8PDwQEVFhdK+xcXFOHDgAOLi4nDp0iVcvnwZcXFx8Pb2RlFRkdK+lZWV2LNnD5KSknDmzBlcv34dkZGR8PX1RU5OjtK+EokEu3fvRmZmJo4fP47Q0FAEBwfj5MmTSEtLw6WgUABAZuJtxWcRy58RPj4+neozolu3bkx/Rhw+fLjTfUYUFhYy9Rnh6urabB8RFBQEcB1k+PDh3KxZs1S23759mwPA7d69u9Fj33nnHW7AgAGcWCxWbJsxYwY3fPjwZr+vSCTiSktLFV+BgYEcAK77ij84n5C0lv0wOuqvv/7SdglEA5SX7nt3fxjX+zM/zuN6MsdxlBlrKC/28DGz8PBwrsPuRnRwcEBWVpbK9pycHACAo6Njg8clJibCzc0Nf/zxh9KlRpFIhNraWqSmpsLS0hI2NjYNHi8UCpVG1MzNzRX/n28T5NesWaPtEogGKC/d9/BzEQHKjDWUF3v4mlmHXUYcPXo07t69i7KyMqXtt27dUrzekKysLMhkMnz44Yfo27ev4uvWrVu4e/cu+vbti++++65FNfFtzhZfH3PAV5SX7pNPkLevb7YoM7ZQXuzha2YdNrK1cOFC/PLLL3Bzc1OssyUWi+Hh4QFnZ2f06tULAFBVVYX09HTY2trC1tYWI0aMwLFjx1Te7+uvv0Z5eTm2b9+O/v37t6gmvt2NuHz5cm2XQDRAeek2juOQ99BzEQHKjDWUF3v4mlmHjWw5Oztj0aJF+OKLL7B+/Xq4ublh1qxZSE1NxdatWxX7hYSEYOjQoYru1tbWFs8//7zKl62tLSwsLPD888+3eCmIMp6NbB0/flzbJRANUF66raSqFjXSutXj7erX2aLM2EJ5sYevmXXog6j37duHDRs2wMvLC8XFxRg1ahT8/Pwwffr0jixDgW+XEZ2dnbVdAtEA5aXb5Ms+dDE1hNBAHwBlxhrKiz18zaxDmy1jY2Ns27YN27Zta3SfmTNnguOaf2bhlStXWl1PmYhfE+TT0tIwePBgbZdB1ER56bZHFzQFKDPWUF7s4WtmHfogal3Dt8uIhoaG2i6BaIDy0m2PTo4HKDPWUF7s4WtmnbrZ4ttlRFtbW22XQDRAeek2+WXEbhYPlo6hzNhCebGHr5l16maLb3cjxsbGarsEogHKS7c1dBmRMmML5cUevmbWqZstUa0MYolU22W0mdmzZ2u7BKIByku3PWi2HoxsUWZsobzYw9fMOnWzBQDlPJok7+Pjo+0SiAYoL90mXz3+4TlblBlbKC/28DUzAafOrX88EhERgXHjxqH/6r8g6dIXlz6Zgf525s0fSAjpVB7/6TKySqpx7L0pGOPURdvlEEIYFRER0XlHtsyM6la94NMdiXx9zAFfUV66SybjkFeuOmeLMmML5cUevmbWeZstYX2zxaPLiG+++aa2SyAaoLx0V3FVDWqldYP+dg/djUiZsYXyYg9fM+u0zZZ5fbPFp+Uf9u/fr+0SiAYoL90ln69la24EQ/0HH5OUGVsoL/bwNbNO32zx6TLik08+qe0SiAYoL92VW38J0d7CWGk7ZcYWyos9fM2s0zZbDy4j8qfZun37trZLIBqgvHRXbqnqsg8AZcYayos9fM2s0zdbfLqMaGNjo+0SiAYoL92VXd9sOVibKG2nzNhCebGHr5l12mbrwWVE/kyQNzIy0nYJRAOUl+66X1oNAHCwVL6MSJmxhfJiD18z68TNlj4Afl1GTE9P13YJRAOUl+7KaWRkizJjC+XFHr5m1mmbLTMeTpCfNGmStksgGqC8dJei2bJSHtmizNhCebGHr5lRs8WjZuvYsWPaLoFogPLSXffrm63ujzRblBlbKC/28DWzTttsmfNwUdN3331X2yUQDVBeuqlcVIsKcd3nwqMjW5QZWygv9vA1s07bbJnVz9ni092IO3fu1HYJRAOUl26SX0K0MjGEaf1jveQoM7ZQXuzha2adttmyEBoCqGu2+PIs7vfee0/bJRANUF66qbH5WgBlxhrKiz18zazTNlvmxnX/YpXKOMUlA9bt2rVL2yUQDVBeukm+7MOj87UAyow1lBd7+JpZp222hAZ6MDKo+/FLqvhxKfGFF17QdglEA5SXbsoukY9smai8RpmxhfJiD18z67TNlkAggLXJg0uJfBAcHKztEogGKC/ddL+Jy4iUGVsoL/bwNbNO22wBgLVpXbPFl5EtJycnbZdANEB56aacsoaXfQAoM9ZQXuzha2adu9kyqXssAF9GtmpqarRdAtEA5aWbckrqH9XTQLNFmbGF8mIPXzPr1M2WlXxkq5of4RYVFWm7BKIByks3PbiMqDpnizJjC+XFHr5m1qmbLfmcLb5cRhw+fLi2SyAaoLx0T7moFuX1dyc3dBmRMmML5cUevmbWuZstU35NkL906ZK2SyAaoLx0j3xUy8LYQPGUiYdRZmyhvNjD18w6ebNVN2erpIoflxGXLVum7RKIBigv3SNf0NSxgUuIAGXGGsqLPXzNrFM3W5Y8u4zo7u6u7RKIBigv3dPYA6jlKDO2UF7s4WtmnbrZUszZ4sllxDVr1mi7BKIBykv3ZDVxJyJAmbGG8mIPXzPr3M2WfM4WT0a2XFxctF0C0QDlpXsyi+uarV42pg2+TpmxhfJiD18z69zNFs/W2XrllVe0XQLRAOWlezKLqwAAPbs0PGeLMmML5cUevmbWuZstnq2zdeHCBW2XQDRAeeke+WXExpotyowtlBd7+JpZp2625IuaimplENVKtVxN640YMULbJRANUF66RSKVKe5G7Nml4cuIlBlbKC/28DWzDm+2xGIxPvvsMzg6OsLExATOzs7NdrKhoaFYs2YNhg8fDjMzMzg5OeHll1/G3bt3W1WLhdAA+noCAPy4lFhQUKDtEogGKC/dcr9MBKmMg5G+HuzMhQ3uQ5mxhfJiD18z6/Bma+XKlfjtt9+wdOlSbN++Hfr6+pg/fz6uX7/e6DE///wz/v33Xzz55JPYvn07Vq9ejatXr2Ls2LGIjY1tcS0CgQBWPFr+obaW/Z+hM6G8dIt8cryjtTH06v8R9ijKjC2UF3v4mpnqEsntKCQkBD4+Pti2bRvWrVsHAFi+fDlGjBiB9evXIygoqMHjPv74Y3h7e8PIyEixbfHixRg5ciR++ukn7N+/v8U1WZsYoqiyhhcLm/bu3VvbJRANUF66Rd5sNXYJEaDMWEN5sYevmXXoyJavry/09fWxevVqxTZjY2O88cYbuHnzJjIyMho8bsqUKUqNFgAMHDgQw4cPx507d1pV04OHUbPfTd+6dUvbJRANUF66pbk7EQHKjDWUF3v4mlmHNluRkZEYNGgQLC0tlbZPnDgRABAVFaX2e3Ech9zcXNja2raqJvllRD6stfX8889ruwSiAcpLt2QVN30nIkCZsYbyYg9fM+vQZisnJwcODg4q2+XbsrOz1X6vAwcOICsrC4sXL25yP7FYjLKyMsVXRUWF0uvyVeT5MEF+37592i6BaIDy0i3qXEakzNhCebGHr5l1aLNVXV0NoVD1Lh9jY2PF6+qIj4/H+++/j8mTJ2PFihVN7rtlyxZYWVkpvmbMmAGgrvFzdXWFhVAfQN1aWy4uLsjNzcXhw4cRHR2Nq1evwt/fH4mJifD09ER5eblidVsXFxeUlJTAy8sL8fHxuHjxIgICAhAbGwtvb28UFhYq7VtdXQ13d3ckJyfj9OnTuHHjBsLDw+Hr64vs7GylfaVSKXbt2oWsrCwcO3YMYWFhCA4OxqlTp5CSkgI3NzeIxWKlY/Lz82Fra4vo6GgEBgbC398fCQkJ2Lt3r0rdZWVl2LdvHxISEnD+/HkEBAQgJiYGBw8eREFBgdK+IpEI7u7uSElJgZ+fH4KCghAWFoajR48iOzsbO3bsgEwmg4uLC2QyGXbs2IHs7GwcPXoUYWFhCAoKgp+fH1JSUuDu7g6RSKT0/gUFBTh48CBiYmIQEBCA8+fPIyEhAfv27UNZWZnSvuXl5di7dy8SEhLg7++PwMBAREdHw8fHB/n5+Ur7isViuLm5ISUlBadOnUJwcDDCwsJw7NgxZGVlYdeuXZBKpUrHZGdnw9fXF+Hh4bhx4wZOnz6N5ORkuLu7o7q6WmnfwsJCeHt7IzY2FgEBAbh48SLi4+Ph5eWFkpISlbo9PT2RmJgIf39/XL16FdHR0bC3t0dubq5K3a6urkhLS8PJkycRHByM0NBQHD9+HJmZmdi9ezckEonSMTk5OfD19UVkZCSuX7+OM2fOICkpCXv27EFlZaXSvkVFRfD29kZcXBwuX76MS5cuIS4uDgcOHEBxcbHSvhUVFfDw8EBiYiLOnTuHa9euISoqCkeOHFGpu7a2Fq6urkhPT8eJEycQEhKCkJAQnDhxAunp6XB1dUVtba3SMbm5uThy5AiioqJw7do1nDt3DomJifDw8EBFRYXSvsXFxThw4ADi4uJw6dIlXL58GXFxcfD29kZRUZHSvpWVldizZw+SkpJw5swZXL9+HZGRkfD19UVOTo7SvhKJBLt370ZmZibuZtXdBVWanYyTJ08iLS0Nrq6uSucaAKY/I3x8fDrVZ8TIkSOZ/ow4fPhwp/uMkNPFz4jjx48jNDQUwcHBjX5GNNRHBAUFAVwHGj58ODdr1iyV7bdv3+YAcLt37272PXJycrh+/fpxvXr14rKysprdXyQScaWlpYqvwMBADgAXHh7OcRzH/XY+gev9mR/35dFozX8gHfPXX39puwSiAcpLd9RKpFz/L05zvT/z43JKqhvdjzJjC+XFHj5mFh4eznXo3YgODg7IyspS2Z6TkwMAcHR0bPL40tJSzJs3DyUlJbh27Vqz+wOAUChUGk0zNzdXet2aRxPkmxvlI7qF8tIdueViSGQcDPUFsLdoeI0tgDJjDeXFHr5m1qGXEUePHo27d++irKxMabv87oPRo0c3eqxIJMKCBQtw9+5d+Pn5YdiwYW1SE58eRn306FFtl0A0QHnpjsyiujsRHa1NGl1jC6DMWEN5sYevmXVos7Vw4UJIpVK4ubkptonFYnh4eMDZ2Rm9evUCAFRVVSE+Pl6xkqxUKsXixYtx8+ZNHDlyBJMnT26zmuQPo+bD8xEnTZqk7RKIBigv3dHcMxHlKDO2UF7s4WtmHdpsOTs7Y9GiRfjiiy+wfv16uLm5YdasWUhNTcXWrVsV+4WEhGDo0KGKCWeffPIJTp48iXnz5qGoqAj79+9X+moNxTpbPBjZSk1N1XYJRAOUl+5Q3Ilo3fidiABlxhrKiz18zaxD52wBdbd1btiwAV5eXiguLsaoUaPg5+eH6dOnN3qMfP2tU6dO4dSpUyqvL1u2rMX1WPNonS35XZ2EDZSX7kgrrLuM2Mum6ZEtyowtlBd7+JpZhzdbxsbG2LZtG7Zt29boPjNnzgTHcYr/vnLlSrvVI1/UtFwsgUQqg4F+hz8uss106dJF2yUQDVBeuiO1sBIA0MfWrMn9KDO2UF7s4Wtm7HYWbcTKxBCC+vmwrN+RGBcXp+0SiAYoL92RUlDXbPVtptmizNhCebGHr5l1+mbLQF9PMbpVVMn2JPknn3xS2yUQDVBeuqG0qlZx7vfp2nSzRZmxhfJiD18z6/TNFgDYmNXdkVhYwXazdejQIW2XQDRAeemGlPpLiN0shTATNj2zgjJjC+XFHr5mRs0WABvTumaruIrtZmvNmjXaLoFogPLSDSkFdc9Lbe4SIkCZsYbyYg9fM6NmCw+NbKlxGfHhifu65uHntxHdR3nphpR89eZrAZQZaygv9vA1M2q2AHQ1r2u2ipq4jMhxHP65noLhG/2x2PUmYjJLO6o8tb311lvaLoFogPLSDSn1yz6o02xRZmyhvNjD18yo2cKDka2mLiPuD07D935xqKqR4lZKEVbtDUWxjk2o37t3r7ZLIBqgvHTDg8uI5s3sSZmxhvJiD18zo2YLQBfTpi8jiiVSuATcAwAsHt8LA+zNkV8uxg+n73RYjeqYPXu2tksgGqC8tI/juIcuIza9ejxAmbGG8mIPXzOjZgsPXUasFDf4+rGILOSWieFgZYzvnx+BrQtHAQBORGUhr0zUYXU2JzY2VtslEA1QXtqXXyFGZY0UegKgl03zzRZlxhbKiz18zYyaLQA2ZkIAjS/9cDomBwCwYkofGBnoYaxTF4zv3QUSGQfvkPQOq7M5dnZ22i6BaIDy0j75qFaPLiYQGug3uz9lxhbKiz18zYyaLQBdm5izVSmW4FZyEQBg9rBuiu2vTe4NADgSlqkzdygaGHT405dIK1Be2vdg5fjm52sBlBlrKC/28DUzarYAdDGTX0asUWmcgpIKUSOVwcnGFP0eultpzvDuMDHUR1ZJNW5nl3VovY3JyMjQdglEA5SX9skXNO2nxp2IAGXGGsqLPXzNjJotPBjZqpVyKBdLlF4LvJsHAHhisB0E8ocoAjA21MfMwXXDnedi73dQpU2bOHGitksgGqC8tC+5/jJin67Nz9cCKDPWUF7s4Wtm1GyhrnEyNaqbr/Hocg5RGSUAgIl9u6ocN3dEdwDA+TjdaLZOnjyp7RKIBigv7UvMLQcADOpmodb+lBlbKC/28DUzarbqNbT8g6hWioT7dR/Go3paqRwzc5A99ATA3dwK3C/V/l2Jq1ev1nYJRAOUl3ZV1UiQVlS3oOmg7uo1W5QZWygv9vA1M2q26jW0inz8/XLUSjnYmBmhZxcTlWOsTA0xsqc1AOD6vYIOqbMpu3bt0nYJRAOUl3bdy6sAx9VNI7A1F6p1DGXGFsqLPXzNjJqtevJV5IseuiMxJrMEADCyh5XSfK2HTR1Qd3nxemJ++xaoBr4+wJOvKC/tko9aD1ZzVAugzFhDebGHr5lRs1XP5qE7EuWi659/+FgDlxDlHh9gCwC4kVSo9SUg+PoAT76ivLTrrobztQDKjDWUF3v4mhk1W/VsTFWbLfmH8VAHy0aPG+vUBUb6esgvFyOt/oG22vLiiy9q9fsTzVBe2hV/X/NmizJjC+XFHr5mRs1WPZv6OVvyVeQ5jkNS/W3hA+wbX/DQ2FAfI+tHvsLSitu5yqYFBQVp9fsTzVBe2sNxHOLq18cb7tj4P6YeRZmxhfJiD18zo2ar3qOryOeWiVEhlkBfT4DeXZte8HB87y4AgPC0IrW+V16ZCJ43UvBveCZKq2pbUbWyvn37ttl7kfZHeWnP/TIRCitroK8n0GjOFmXGFsqLPXzNjJ/r4rfAo0s/JOVXAAB625jCyKDpnnRcfbMVmtr8yNaZmBz836EoiCUyAEA3SyF2Lh2neI/WEIm0v/wEUR/lpT2xWXWjWgPtzWFs2PwzEeUoM7ZQXuzha2Y0slVPsfRDpRjAg2arn13zz0yTN0r38ipUFkV9WER6MdbWN1pDulugh7UJcsvEWOUZioyi1s/3KikpafV7kI5DeWlPbFbdzS/DHRu/+aUhlBlbKC/28DUzarbq2ZjVrbNTXFl3We9eXl2z1dR8Lbmu5kL0s6u71BjeyLwtmYzD18diUSOR4X/DuuH0h9Nw4ePpeKynFUqra/GRT2Sr72YcOnRoq44nHYvy0p7b2XXN1oge6s/XAigz1lBe7OFrZtRs1ZMv/VAhlkAskT40sqXeA2on9LYB0Pgk+eNRWYjLKYOF0AA/vTQK+noCmBoZYOeycTA10kdEeglO/pfdqp/h8uXLrTqedCzKSzs4jkNURl2zNbKHZiNblBlbKC/28DUzarbqWRobwECvbuHSosoaZBRVAwD6NDM5Xm5cn8YnyXMcB7eryQCAd2b2VzR2ANDD2gTvPzEAALD1XAJqpbIW/wxLly5t8bGk41Fe2pFRVI2CCjEM9QUYoWGzRZmxhfJiD18zo2arnkAgUDRBeWViZJfUNVu9bFQf09OQCX3qRrb+yyiFWCJVei0ivRjx98thbKiHZc69VY59Y2pf2JobIaukGn7R6o1ulVbX4u+ryfjIJxJbzt7B3dxy/PPPP2odS3QD5aUd4el1/yAa7mil0eR4gDJjDeXFHr5mRs3WQ+ws6uZtRWeVQiLjYKgvgL2FsVrH9ulqiq5mRqiRynC7fv0eOe9bGQCABaMcYWVqqHKssaE+Xn+87nZX18DkZuduRWWUYM7vV7H5zB2ciMqGa2Ay5m+/Br0Rc7W+ij1RH18fS6Hr5PMqW3IHMGXGFsqLPXzNjJqth9jXN1uR9R/GPaxNoK/X8DMRHyUQCDDGybru+PQSxXaxRIrzcfcBAIvG92r0+GWTesPEUB/x98sRkd74EhL38iqw0iME98tE6NPVFOv+NwhPDrGHRMZh67kEbL+UqFa9RPv4+lgKXReW2vJmizJjC+XFHr5mRs3WQ+QjW/Jmp5eNqUbHj3HqonQ8AATdK0S5SAJ7C6Fi8dOGWJkY4ulRDgCAgyEZDe5TK5Xhw4ORKKmqxehe1jj94TSsmTUQ/6ycgK+frruD44+LibgQl6tWvRzH4ca9Amw8EYuPfCKx88o95JRWq3Usab0lS5Zou4ROp6iyRvGYnvF9NG+2KDO2UF7s4Wtm1Gw9RN5spdY/47BnF02bLWsAD0bGgLpFTAFg3oju0GtmlGzJxLqRL7/obJSJVFeWd7uajLicMnQxNcTfy8fDTPhgTdo3p/XD5K51a4R96vsfCivETX6vosoavLE3DEvdb2HvzTSciMrG1nMJeOKXK3C/1vylTNJ6/v7+2i6h0wlKKgAADOluofYUgYdRZmyhvNjD18yo2XqInblQ6b/VnRwv91hPa+gJgOxSEe6XisBxHALv5gMA/je8e7PHj3XqggH25hDVynAiSnmifGGFGDsD7gEANjwzTNEYPmz9/wZiSHcLlFTV4ofTdxr9PsWVNXj172Bcjs+DkYEelkx0wvq5gzGudxeIamX44fQdbDgRq1bDxXEcgu4VYK1PJOb+cRXPuVzHt6duI7H+Id6kcaNGjdJ2CZ3OjXt1zdbjA2xbdDxlxhbKiz18zYwe1/MQe0vlf+lqOrJlJjTA4O6WuJNThsj0YgywN0deuRhCAz215ocIBAK8MqEXfjh9Bz4h6Xht0oM7F3cHJqGyRooRPSzx/OgeDR5fUlSAn14agxd23sCxyCysmNIHo3tZK+0jkcrw9v5wxN8vh72FEHtXTcRQh7qFHd+d0R+eQan43i8O+4PTYW1ihHVzBjdab2l1LT7/NxpnY+8rbf8vsxT7bqbhjal98emcwTDUb76nl0hluHavAMFJhSiuqkE3S2NMHWCLCX1smh0RZFV+fr62S+hUOI7DtcS6ZmtqC5styowtlBd7+JoZNVsPeXS0aIgGD6iVG+tkjTs5ZYhIL8b9srpnPE3sa6P2LeYvje2JrecScDu7DHHZZRjmaIlyUa1iHtcnswc32nxIpVKM7mWNF8f0xL8Rmdhy5g58Vk+CQPBg/z8uJiIkpQjmQgMceNMZA7s9+BkFAgFef7wvTAz18fnRGLgE3MMYJ2s8ObSbyvfKLxfjtX9uIf5+OQz1BXhlghOeGGKHqhopjkdm4+KdXLhdTcbt7FK4vaZ8yfNR1xLzsfHkbSTnVypt/+vyPYzoYYlvnx2OcfWLxjZFJuNwM7kQF+JykZRfAT2BAAPszfHU0G6Y1M9G6c9BHRKpDBViCSyMDdW+UUITUqm0+Z1Im4m/X47M4moIDfTg3K/5v08NoczYQnmxh6+ZUbP1kIcvI3YxNcRANR7V86gxTl1w4FY6ItJLkFJQ1zxocsmii5kRnhxqj7Ox93EsMhPDHIfh3/BMVIgl6G9nhpmD7Ro9tmfPngCAj/83CKeis3ErpQgBCXmYNaSuWYrNKsWuwCQAwJYXRyo1Wg97ZaITEnLL4XEjFeuO/IczH02Dg9WDS6qVYglWeoQoRsfcV4zHqJ7WitefGeWIc7H38cnhKNy4V4jXPUKx742JDTacOwLuYZt/AgDA2tQQ80Y4wNHKGCkFlfC/fR+xWWVYtPsmPp0zBO/M6NdowxSRXoxvTsQqHjAsF3g3H/9cT8HIHlbY9OzwZkcYy0W1OBSagVP/ZSM2uwxSGQd9PQFGOFri6VEOWDzBCVYmqst3NCSjqArByYXIKK6GAEDPLiaY1K+r4sYLeV7qktdCVEllHCLTixGdWQqRRIqB9haYNtBW6e/cufoR2OmD7GBq1LKPPk0zI9pFebGHr5l1aLMlFovxzTffwMvLC8XFxRg1ahR++OEHzJ49u12PVdfDI1vDHC01HgkB6ka2gLq1sOS/GDW9ZPHCmB44G3sfx6OysX7uEOy7mQYAWDmlT5M1hYaGYsiQIehhbYLXp/SB69Vk/Hw2ATMG2UNPAHx9PBZSGYf5I7tjwWOOTdbw+bwhCE0tQmxWGdb6ROHgW5OgpycAx3FYd+Q/3M4ug625EQ69PRl9bVVX2Z87oju6W03Ca//cQkhqET71jcb2xaMVo3Icx+H3C3fx5+W6eWhLnZ3w+bwhsDB+0MgUVoix+fQdHI3Mws/n4pFfLsbXTw9VGtnjOA6uV5OxzT8BUhkHc6EBFjzmiDG9rMGBQ0RaCU5FZyMmqxQvu97Ep3MGY/W0fg2ODp6IysJ3p+JQ+MjDxKUyDv9lluK/zFK4Bibji/lD8dLYHo1mcTOpEH9cvItbKapPEwCASf1s8OGsgbgXUpdXY9IKK/FveCYC7+bjbm4FqmulMDXSx6BuFpg9rBteGtsT3a2an+Qtk3G4m1eO21llKKgQQ19PgO5Wxhjf20at43WZWCLFwVvp+PtaCrJKlO+kdbAyxo8vjMQTQ+wBAP6365qtuWrMn2yM/BwjbKC82MPXzARcB952tmTJEvj6+mLt2rUYOHAgPD09ERoaioCAAEydOrXdjn1YREQExo0bh/DwcIwdO1bl9T6fnwZQ98t/8wsjNfsBUffLf9wPF1FU/wvb2tQQEV/P1mjeUY1EBucfL6K4qhZvTO2Lf66nwEJogOAvn2zyclxJSQmsra0BAKVVtZi29TLKRBJsf2U09PUEWOMdCVMjfVxZN1NlflpDUgoq8cyf11BZI8W3zw7Hiil9cDAkHV8cjYGhvgCH3p6MsU5NjxQF3SvA8j0hkMg4fDBrAD75X90csN8u3MWf9WuCfTV/KN6a3q/R9/C4kYJvT8UBAF4e3xM/vTgKenoCyGQcNpyIxYFb6QCA50Y74ptnhqHrIzc6FFSI8b1fnOKmg6eGdsP2V0Yr/ixFtVJsOnkbPqF1l2r72Zlh1eN9MXOwHewshMgvFyPwbj72XE9BUv2lzmkDbfHH4tFK36uwQozNZ+7gaEQWAEBPUHfTg3wE8V5eOSLSSyCV1Z1yzn2s8MvLY1WWGMkrF+Gns/E4FpmFps5OPQEwb6QDPpszBE5dVecXllTVwDMoFYdCM5BTKmrwPYY6WOL50Y5Y4uwES+OGR+w4jkNSfiWCkwtxO7sMZaJaiGulsLc0Rq8uphjXuwvGOFmrNTevrUikMvwbkYk/L91TNFkWxgaY1K8rzIUGuJlUiPtlIujrCbD9ldHo09UMz/x1HUb6egj56klYmxo18x0a9vA5RnQf5cUePmYWERHRcc1WSEgInJ2dsW3bNqxbtw4AIBKJMGLECNjb2yMoKKhdjn1Uc83W+B8uoqBCDN93JmN8n5bN6/juVBz23EgBADw90gE7lqp+n+ZsPBGLvfUjWgCw6vG++GbBsCaPcXFxUVp91+VyIn45fxe9bEwgkXLIKRVh7VMDsfapQWrX4XUzFRtO3IapkT52LRuHd7zCUV0rxZfzh2D19P5qvcfhsAys940GAOxcOhY1EhnWHooCAHzzzDCsmtq32ff4NzwT6/+NhlTGYeWUPvjmmWH4+kQsvG+lQ08AbFxQ1ww2huM4+IRmYOPJ26iRyDDMwRL/rBwPI309vO4ZiujMUggEwIezBmLNrAENNg41Ehn+uZ6C7ZfuQlQrg6OVMXa/Ng6jelojPK0Y7x0IR26ZGAJBXbP+/hMDlC6/AkB2STXcribDOyQdNRIZzIz0seGZYVg8oW7Zj/230rH1bDzKxRIAdU3d86N7YIyTNaxNjVBUKUZ4WjH+jchCSP3ImZG+Ht6Y1hcfPTkQxob6ENVKsSPgHvZcT0FlTd38B1MjfYzqaQUHKxNIZBzSCisRk1WqaObMjPSxbFJvvDOjP7rUP7aqTFSLo+GZ2H8rHffyKprMx0JogNnDumHR+F5w7qt6U4NEKkNKQSUyiqtQXSODRCaDjZkR7CyEcLIxVfuyXo1EhuORWXAJuIf0orolWrpbGmPNrAFYOK6n4rKhqFaKL4/F4GhEFowM9DComzlis8rwzCgHuLyq+fko9+g5RnQb5cUePmbWoc3W+vXr8dtvv6GoqAiWlpaK7Vu2bMGXX36J9PR09OrV8ArrrTn2Uc01W5nFVcgsrsakfl01/AkfSM6vwKxfAwEAGxcMUzyKRxNRGSV4fscNAIChvgCXPp7Z4OhFUyrEEkz7+TKKq+rW7LKzEOLKuplNjo49Sibj8IpbMEJSH1wSmzrAFvtWTdRotO7HM3cUD+OWe3dmf3w2V/3h4uORWYomTV9PAKmMg0AA/PbyY3hhjHrX+SPTi/HWvjAUVNSgm6UQpkYGSCmohI2ZEf5aMkat+XV3c8vxtlc4UgoqYaSvhxmD7XAlIQ+1Ug4D7M2xbeEoxQK3jUktqMS6I/8hrH5Ntsn9uqKqVor/MkoAAKN6WuG750ao3E36sLjsMvx45g6u1y9n0M/WDAsec8TRyEzFg9SHOVjinZn98b9h3VTmzBVWiHEhLhd7bqTgbm5dM2UhNMBb0/vBQF+A3VeSUCaqa/qMDPQwzqkLxvXugq7mRhAa6ON+aTWS8isRlFSg+DsGAE42plg4rifG9+6CuJwyXIjLRWRGCWokjT9k3cHKGH1tzRRf/ezM0NfWHF3NjVBYUYPE3HIE3s3HmZgcxffqamaEd2f2x7JJvRucDyiTcXjdM1Sx/AoAHHjTucXLPhBCSEt0aLM1e/ZsZGVlIS4uTmn7pUuX8NRTT+HkyZNYsGBBmx8rFoshFj9Y4DMqKgozZsxotNlqK5//G40bSQU49t7jsDVXXROrORzH4bkdNxCfUw635eMwc7B9s8c09C+CgPg8vO4ZCgD48YWReNXZSeNakvMrMG/7NYglMvTuaorDb09GNzUuQz5MIpXhrX1hCEio+8X31FB7uL02XuNlHTxvpGBT/SVFgQD4ZeFjeGmcZhMqM4qq8MbeUEWD0cPaBF5vTEQ/O/VviCgT1eLjQ1G4eCdPsW3+yO7YuvAxmKvZzP75lwuMRs1TzDcD6kapPps3BCun9FFrMjzHcbgQl4uvj8cir/zB33MHK2N888wwzB3Rvdm5hxzH4XJ8Hn45fxd3cpRvMOhvZ4YVU/rghTE9lObTPUwm4xCZUQLf8Eyc+i8bFfWjco8yNdJHn65mMDc2gJ4AKK6sxf0yEUqrVRfwbYq9hRCrp/fDq85OzY6I5ZaJ8KzLdRRU1GD20G7YuXRsq5YS4eO/uvmM8mIPHzOLiIjouEVNc3Jy4ODgoLJdvi07O1vltbY4dsuWLbCyslJ8zZgxQ/Gerq6uEIvFimcxubi4IDc3F4cPH0Z0dDSuXr0Kf39/JCYmwtPTE+Xl5Ur7lpSUwMvLC/Hx8bh48SICAgIQGxsLb29vfDqzBxabxsHWXAgXFxdUV1fD3d0dycnJOH36NG7cuIHw8HD4+voiOztb6X2lUil2796N355xwtePiWBeno7g4GCcOnUKKSkpcHNzU6k7Pz8f5ubmiI6ORmBgIPz9/ZGQkID0W2fx64tD8bhlMRZP6AUXFxeUlZVh3759SEhIwPnz5xEQEICYmBgcPHgQBQUFSu8rEolw+YQPtj3thNcGcvh2khEy7sbi6NGjyM7Oxo4dOyCTyeDi4gKZTIYdO3YgOzsbR48eRVhYGIKCguDn54eM9DRMkkTjrcd7Y6hJBf54ZQx27tyBgoICHDx4EDExMQgICMD58+eRkJCAffv2oaysTKmW8vJyCO5dxSdT7THXSYBvJ5tgoGERfHx8kJ+fr7SvWCyGm5sbUlJScOrUKQQHByMsLAzHjh2DXnUx5hvdwYJRDnASVsP33ck4c8gT2dnZ8PX1RXh4OG7cuIHTp08jOTkZ7u7uqK6uVnr/2soyzDRIxFvjumBaD328OdwAH4w1xbHDB1FSUqJSt6enJxITE+Hv74+rV68iOjoa1laWeGGIOZbYZmJCny7oZijG4bcmQHL7PDIz0nHy5EkEBwcjNDQUx48fR2ZmJnbv3g2JRKJ4/x07dmCkDYcP+pfgucFmGNPNAM/0Bv5+wQk5oWdRVVWlVEtRURG8vb0RFxeHy5cv49KlS7hz5w7uR1zE/teG4xmbPAy0N0cXg1pseW4IXu2Sgsm2tbhx5RKuXbuGqKgoHDlyBLm5uYr33blzB0Y5mqNPfhD+XT4YywZIMdLOEA7m+hhsJcOHUx2wuud9RH41C/P1/8Phtydjak049r06GF8PK8W+F7pj4xRTrBwiwKuP2WCYhQiDu5nBQFA3EmYgkGFINzOM7yLGD091xw8TgX61qUi9dxfe3t4oKipS+hkrKyuxZ88eJCUlIfz6Zfw8VQjvF7vjKZMU5ObeV9pXIpFg9+7dyMzMxPHjxxEaGorg4GCcPHkSaWlpKp8RNTU1bfYZUVhYqLSvpp8Ru3btQlZWFo4dO4awsDC1PiN8fHxUPiP27t2rUremnxHu7u5ISUmBn58fgoKCEBYWpvFnREpKCtzd3SESiZTeX9PPiL179yIhIQH+/v4YMGAAoqOjNf6MyMrKwq5duyCVSpWO0eQzorCwEN7e3oiNjUVAQAAuXryI+Ph4eHl5qf0ZcfjwYaVzTV63q6sr0tLS1PqMcHFxQU5ODnx9fREZGYnr16/jzJkzSEpKwp49e1BZWdnsZ0RcXBwOHDiA4uJipX0rKirg4eGBxMREnDt3rtHPCBcXF9TW1sLV1RXp6ek4ceIEQkJCEBISghMnTiA9PR2urq6ora1FTU2N0u/jI0eOICoqCteuXcO5c+eQmJgIDw8PVFRUKL1/cXExDhw4gLi4OFy6dAmXL19GXFxcs58RZ86cwfXr1xEZGQlfX1/k5OS06jOioT4iKCgI4DpIv379uHnz5qlsT0pK4gBwv//+e7scKxKJuNLSUsVXYGAgB4ALDw9vyY+h0zw8PLRdAtEA5dU0mUzGiWolnFQq03YpCpQZWygv9vAxs/DwcK7Dln4wMTFRupwnJxKJFK+3x7FCoRBC4YPLeObmmq+dxYrHH39c2yUQDVBeTRMIBBAaqLcYcEehzNhCebGHr5l12GVEBwcH5OTkqGyXb3N0bHzdp9Yc25kkJyc3vxPRGZQXeygztlBe7OFrZh3WbI0ePRp3795FWZnyBNxbt24pXm+PYzuTpkb4iO6hvNhDmbGF8mIPXzPrsGZr4cKFkEqlcHNzU2wTi8Xw8PCAs7OzYumGqqoqxMfHo6CgQONjOzu+LQTHd5QXeygztlBe7OFrZh3WbDk7O2PRokX44osvsH79eri5uWHWrFlITU3F1q1bFfuFhIRg6NChipn9mhzb2cXHx2u7BKIByos9lBlbKC/28DWzDn024r59+7Bhwwal5xv6+flh+vTp7XpsZyFf1oKwgfJiD2XGFsqLPXzNrOMeZgbA2NgY27ZtQ05ODkQiEUJCQjBnzhylfWbOnAmO47Bp0yaNj+3sjhw5ou0SiAYoL/ZQZmyhvNjD18w69EHUuqC5x/UQQgghhLSVDl1BnrS/h+e5Ed1HebGHMmML5cUevmZGI1s8IhaLlRZwJbqN8mIPZcYWyos9fMyMRrZ4xtPTU9slEA1QXuyhzNhCebGHr5l16N2IuqC6uhoAcOfOHS1X0vZ69uyJiIgIbZdB1ER5sYcyYwvlxR4+Znbnzp3O12ylpqYCAJYtW6bdQgghhBDSKXS6OVsFBQXw9/dHnz59ePVYgIqKCsyYMQOBgYG8ftg2X1Be7KHM2EJ5sYevmVVXV3e+ZouvysrKYGVlhdLSUlhaWmq7HNIMyos9lBlbKC/28DkzmiBPCCGEENKOqNkihBBCCGlH1GzxhFAoxMaNG3m3PglfUV7soczYQnmxh8+Z0ZwtQgghhJB2RCNbhBBCCCHtiJotQgghhJB2RM0WIYQQQkg7omaLEEIIIaQdUbPFKLFYjM8++wyOjo4wMTGBs7MzLly40KL32rx5MwQCAUaMGNHGVZKHtTSz0NBQrFmzBsOHD4eZmRmcnJzw8ssv4+7dux1QNf+15lxqy/OQqK8lf+50HmlPW50nTP+u4giTXnnlFc7AwIBbt24d5+rqyk2ePJkzMDDgrl27ptH7ZGRkcKamppyZmRk3fPjwdqqWcFzLM3vppZe47t27cx988AH3999/c99//z3XrVs3zszMjIuJiemg6vmrNedSW52HRDMt+XOn80h72uI8Yf13FTVbDLp16xYHgNu2bZtiW3V1Nde/f39u8uTJGr3X4sWLuVmzZnEzZsxg8i8wK1qT2Y0bNzixWKy07e7du5xQKOSWLl3aLvV2Fq3JpS3PQ6K+lv6503mkHW11nrD+u4qaLQZ9+umnnL6+PldaWqq0/ccff+QAcOnp6Wq9T2BgIKevr89FR0cz+xeYFW2V2cPGjh3LjR07tq1K7JRak0t7ZEqa19Z/7nQeta+2yIsPv6tozhaDIiMjMWjQIJUHdU6cOBEAEBUV1ex7SKVSfPDBB3jzzTcxcuTI9iiTPKQtMnsYx3HIzc2Fra1tW5XYKbUml7bOlKinLf/c6Txqf63Niy+/qwy0XQDRXE5ODhwcHFS2y7dlZ2c3+x67d+9GWloaLl682Ob1EVVtkdnDDhw4gKysLHz33XdtUl9n1Zpc2jpTop62/HOn86j9tTYvvvyuomZLy2QyGWpqatTaVygUQiAQoLq6usFnRxkbGwMAqqurm3yfwsJCfPPNN9iwYQPs7Ow0L7qT00ZmD4uPj8f777+PyZMnY8WKFWofR1S1Jpe2zJSor63+3Ok86hityYtPv6voMqKWXb16FSYmJmp9JSQkAABMTEwgFotV3kskEileb8rXX38NGxsbfPDBB23/A3UC2shM7v79+3j66adhZWUFX19f6Ovrt90P1gm1Jpe2ypRopi3+3Ok86jityYtPv6toZEvLhgwZAg8PD7X2lQ+7Ojg4ICsrS+X1nJwcAICjo2Oj75GYmAg3Nzf88ccfSsO3IpEItbW1SE1NhaWlJWxsbDT5MTqVjs5MrrS0FPPmzUNJSQmuXbum1jGkaa3JpS0yJZpr7Z87nUcdq6V58e53lbZn6BPNrVu3rsG7OzZv3tzs3R0BAQEcgCa/Pvroo3b+CTqf1mTGcXW3Sk+bNo0zNTXlgoKC2rPUTqU1ubQ2U9Iyrflzp/Oo47U0L779rqJmi0HBwcEq65aIRCJuwIABnLOzs9K+lZWV3J07d7j8/HyO4zguPz+fO3bsmMrX8OHDOScnJ+7YsWNcdHR0h/48nUFrMpNIJNyzzz7LGRgYcKdPn+7QuvlO3VwezUSTY0nbamlmdB5pR0vz4tvvKmq2GLVo0SLOwMCA+/TTTzlXV1duypQpnIGBARcYGKi0n/xfBxs3bmzy/Vhdu4QlLc3so48+4gBwCxYs4Ly8vFS+SOuok0tj55G6mZK21ZLM6DzSntacY49i9XcVzdli1L59+7BhwwZ4eXmhuLgYo0aNgp+fH6ZPn67t0kgjWpqZfB2aU6dO4dSpUyqvL1u2rD3K7TRacy7ReagdLflzp/NIe+g8AQQcx3HaLoIQQgghhK9o6QdCCCGEkHZEzRYhhBBCSDuiZosQQgghpB1Rs0UIIYQQ0o6o2SKEEEIIaUfUbBFCCCGEtCNqtgghhBBC2hE1W4QQQggh7YiaLUIIIYSQdkTNFiGEMGTlypUQCAQQCAQYMWKE0msSiQTr169Hr169oKenh+eff16t9zx+/LjiPQUCAcLCwtqhckI6L2q2CCGt5unpqfTL+uGvzz//XNvl8Y6trS28vLzw008/KW3fs2cPtm3bhoULF2Lv3r34v//7P7Xeb/z48fDy8sLq1avbo1xCOj16EDUhpM1899136Nu3r9K2R0dfSOuZmZk1+ODky5cvo0ePHvj99981er+ePXti2bJlkEgkcHNza6syCSH1qNkihLSZefPmYfz48WrtKxKJYGRkBD09GmBvK3l5ebC2ttZ2GYSQR9CnHCGk3V25cgUCgQA+Pj74+uuv0aNHD5iamqKsrAwAcOvWLcydOxdWVlYwNTXFjBkzcOPGDZX3uX79OiZMmABjY2P0798frq6u2LRpEwQCgWKf1NRUCAQCeHp6qhwvEAiwadMmpW1ZWVlYtWoVunXrBqFQiOHDh2PPnj0N1n/48GFs3rwZPXv2hLGxMZ588kncu3dP5fvcunUL8+fPR5cuXWBmZoZRo0Zh+/btAAAPDw8IBAJERkaqHPfjjz9CX18fWVlZzf6ZPkz+MwcEBOD27duKS7hXrlwBAPj4+GDcuHGwsLCApaUlRo4cqaiHENL+aGSLENJmSktLUVBQoLTN1tZW8f+///57GBkZYd26dRCLxTAyMsLly5cxb948jBs3Dhs3boSenh48PDwwa9YsXLt2DRMnTgQAxMTE4H//+x/s7OywadMmSCQSbNy4Ed26dWtxvbm5uZg0aRIEAgHWrFkDOzs7nD17Fm+88QbKysqwdu1apf1/+ukn6OnpYd26dSgtLcXWrVuxdOlS3Lp1S7HPhQsX8Mwzz8DBwQEfffQRunfvjjt37sDPzw8fffQRFi5ciPfffx8HDhzAmDFjlN7/wIEDmDlzJnr06KHRz2FnZwcvLy9s3rwZFRUV2LJlCwBg6NChuHDhApYsWYInn3wSP//8MwDgzp07uHHjBj766KMW/KkRQjTGEUJIK3l4eHAAGvziOI4LCAjgAHD9+vXjqqqqFMfJZDJu4MCB3Jw5cziZTKbYXlVVxfXt25ebPXu2Ytvzzz/PGRsbc2lpaYptcXFxnL6+PvfwR1lKSgoHgPPw8FCpEwC3ceNGxX+/8cYbnIODA1dQUKC03yuvvMJZWVkpapXXP3ToUE4sFiv22759OweAi4mJ4TiO4yQSCde3b1+ud+/eXHFxsdJ7PvzzLVmyhHN0dOSkUqliW0RERKN1P2zFihVc7969G3xtxowZ3PDhw5W2ffTRR5ylpSUnkUiafF+Oe5BjaGhos/sSQtRHlxEJIW1mx44duHDhgtLXw1asWAETExPFf0dFRSExMRGvvvoqCgsLUVBQgIKCAlRWVuLJJ5/E1atXIZPJIJVK4e/vj+effx5OTk6K44cOHYo5c+a0qFaO4/Dvv/9iwYIF4DhO8b0LCgowZ84clJaWIiIiQumY119/HUZGRor/njZtGgAgOTkZABAZGYmUlBSsXbtWZe7Uw5c6ly9fjuzsbAQEBCi2HThwACYmJnjppZda9PM0xtraGpWVlSpZEEI6Dl1GJIS0mYkTJzY5Qf7ROxUTExMB1DVhjSktLYVYLEZ1dTX+v737C2nqDQM4/v1tIgjbIHK6oRfFilGDMVLwIoSw0nYxMoKMWiNBEQbdhOjVxpYIQgrC4oQmVBdRhItgsNNAHAghGEiE/YUuplTQao3YjdLm7yLaz/2m6WppF8/n7j3nfd/nnF09e8573rN///6i81arlWg0WvK1JpNJ0uk04+PjG76B9/Hjx4L22kQPYNeuXQB8+fIFgLdv3wKbv4F5/PhxzGYzd+7c4ejRo+RyOe7evcvJkyfR6/Ul38vPeL1e7t+/j9PppK6ujtbWVs6cOcOJEyfKGkcIsTFJtoQQ22ZtVQsgl8sBcPXqVRwOx7pjdDody8vLW46xtoK0VjabXTe22+3eMNmz2+0Fba1Wu26/1dXVLV/fj3nOnTvHjRs3UBSFx48f8/79+3W3c/hdNTU1PH36lFgshqqqqKrKzZs38Xg83L59u+zxhBDFJNkSQuwYi8UCgMFg4NixYxv2MxqNVFVV5Stha71+/bqg/aPalE6nC44nEomiOfV6Pdls9qexS/HjfhYWFjad0+PxMDIyQiQSQVVVjEbjLz8S3UxlZSUulwuXy0Uul8Pr9TI2NobP52Pfvn1/JKYQ4j+yZksIsWMaGhqwWCwMDw+TyWSKzieTSeB7JaitrY2HDx+yuLiYP//y5UtisVjBGIPBQHV1NTMzMwXHFUUpaGu1Wk6fPk04HGZhYWHD2KU4dOgQe/fuZXR0tCjZ+3/1y263Y7fbmZiYIBwOc/bsWSoqyv//9/PnzwVtjUaTr9iVUjEUQvw6qWwJIXaMRqNhYmICp9OJzWajs7OTuro63r17Rzwex2AwEIlEAAgGgzx69Ijm5ma8Xi/fvn0jFAphs9l49uxZwbxdXV0MDQ3R1dVFY2MjMzMzvHnzpij+0NAQ8XicpqYmuru7OXjwIKlUivn5eaampkilUiXfz/Xr13G5XDgcDjo7OzGbzbx69Yrnz58XJYYej4fe3l6AP/IIEb7/FqlUipaWFurr60kkEoRCIRwOBwcOHPgjMYUQhSTZEkLsqCNHjjA7O8vAwADXrl0jk8lgMploamqip6cn389utxOLxbh8+TJ+v5/6+nqCwSAfPnwoSrb8fj/JZJLJycn84nBVVampqSnoV1tby9zcHFeuXOHBgwcoisLu3bux2Wz5PalK1dbWRjweJxgMMjIyQi6Xw2Kx0N3dXdT3/Pnz9Pf3Y7FY8vuJlZvb7WZ8fBxFUUin05hMJjo6OggEArJ7vxDb5J/VUld2CiHEXyQQCBAMBktepP43+PTpE2azGb/fj8/n29KYixcvMj09zfz8PBUVFWX5PM/Kygpfv37l3r17XLp0iSdPnmz5s0tCiM1JZUsIIXbIrVu3yGazXLhwoaRxS0tLGI1GbDbbuuvNShWNRjl16tRvzyOEWJ8kW0IIsc2mp6d58eIFg4ODtLe3s2fPni2P7evry6/v0ul0Zbmew4cPF2x6arVayzKvEOK7fwFx6oCiUmcHbgAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Complex HT transfer function\n",
-    "# . Factor 2 relates to amplitude loss in losing the negative frequency spectral enegery [LYONS 9.4.2]\n",
-    "#   and to scipy scales for this.\n",
-    "ha, f_ha, HF_ha = dtft(haScipy / 2)\n",
-    "fLim = (-0.5, 0.5)\n",
-    "dbLim = (-60, 5)\n",
-    "#dbLim = None\n",
-    "plot_spectra(f_ha, HF_ha, fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "58a2701c",
-   "metadata": {},
-   "source": [
-    "# 3 HT design using complex BPF\n",
-    "\n",
-    "Use frequency shifted LPF to create complex BPF that passes only a band of positive frequencies. The complex BPF filters an __analytic signal__ xa = xI + j xQ from xr, so it does not yield HT(xr), but it does yield xQ = HT(xI)   [LYONS 9.5, HARRIS 8.5]:\n",
-    "```\n",
-    "   xr --> complex BPF --> xa = xI + j xQ, where xQ = HT(xI) and I is in-phase and Q is quadrature\n",
-    "\n",
-    "   h_lp[k] is Ntaps LPF with two sided BW equal to BPF BW\n",
-    "   h_bp[k] = h_lp[k] * exp(j 2 pi fcenter / fs (k - D))\n",
-    "           = h_cos[k] + j h_sin[k]\n",
-    "    . k = 0 ... Ntaps - 1\n",
-    "    . D = (Ntaps - 1) / 2, but same for both I and Q, so Ntaps is even is as feasible\n",
-    "    . h_cos is symmetrical, h_sin is anti-symmetrical\n",
-    "```\n",
-    "Remark:\n",
-    "* Equivalent alternative is to down convert the band from fcenter to 0 Hz and use the same LPF for both I and Q [LYONS 9.6, HARRIS 8.5.1]. This yields an analytic baseband signal xb that can be used to obtain instantanous envelope or phase."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "7630e487",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LPF fpass = 0.250000 (= halfband)\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Start with LPF\n",
-    "if halfband:\n",
-    "    # If LPF is half band, so with fpass = fs / 4 and Ntaps is odd, then half of the coefs are 0 except\n",
-    "    # for center tap at n = 0\n",
-    "    fpass = fs / 4  # half band filter\n",
-    "    print('LPF fpass = %f (= halfband)' % fpass)\n",
-    "else:\n",
-    "    # Use fpass < fs /4, for LOFAR Low Band (LB):\n",
-    "    # . fs = 200 MHz, so fNyquist = 100 MHz.\n",
-    "    # . LB without RFI is from ~ 30 - 80 MHz, so about 50 MHz +- 20 MHz.\n",
-    "    # . Choose BPF with fcenter = fs / 4 = 50 MHz and fpass = 20 MHz = fs / 10\n",
-    "    # . Coefficients of LPF and complex BPF are symmetrical or anti-symmetrical and\n",
-    "    #   half of coefficients of complex BPF at fcenter are 0.\n",
-    "    # . Therefore BPF requires Ntaps * Ncomplex / 2 / 2 = Ntaps / 2 multiplies / input sample\n",
-    "    # . The LPF allows for a decimation of D = 2 when fpass = fs / 4 [HARRIS 8.5.1], so then the\n",
-    "    #   BPF requires Ntaps / 4 multiplies / sample.\n",
-    "    #   - for fpass = fs / 16 --> D = 8 --> Ntaps / 16 multiplies / sample.\n",
-    "    fpass = fs / 16\n",
-    "    print('LPF fpass = %f' % fpass)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "1d8a893a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LPF remez\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "if lpfDesign == 'firwin':\n",
-    "    # Use kaiser windowed sync type LPF\n",
-    "    print('LPF firwin kaiser')\n",
-    "    # . scipy firwin defines cutoff frequency relative to fNyquist = fs / 2 instead of fs.\n",
-    "    fcutoff = 2 * fpass\n",
-    "    beta = 0  # beta: 0 rect, 5 hamming, 6 hanning\n",
-    "    lpCoefs = signal.firwin(Ntaps, fcutoff, window=('kaiser', beta))\n",
-    "else:\n",
-    "    # Use remez type LPF\n",
-    "    print('LPF remez')\n",
-    "    # . scipy remez defines band frequencies relative to fs=1.0, so LPF fcutoff = fpass\n",
-    "    w_tb = fpass / 5  # transition bandwidth\n",
-    "    f_pb = fpass - w_tb / 2\n",
-    "    f_sb = fpass + w_tb / 2\n",
-    "    # . weight pass band ripple versus stop band ripple, must use equal weights to have that half of the\n",
-    "    #   coefficient values are zero for half band\n",
-    "    weight = [1, 1]\n",
-    "    lpCoefs = signal.remez(Ntaps, [0, f_pb, f_sb, 0.5], [1, 0], weight, fs=1.0)\n",
-    "\n",
-    "# Plot impulse response\n",
-    "plot_time_response(lpCoefs.real, markers=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "85b54046",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# LPF transfer function\n",
-    "h_lp, f_lp, HF_lp = dtft(lpCoefs)\n",
-    "\n",
-    "# Plot\n",
-    "fLim = (-0.5, 0.5)\n",
-    "#fLim = None\n",
-    "if halfband:\n",
-    "    dbLim = (-160, 5)\n",
-    "else:\n",
-    "    dbLim = (-80, 5)\n",
-    "#dbLim = None\n",
-    "plot_spectra(f_lp, HF_lp, 1, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "ea248e9f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1600x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1600x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Create with complex BPF\n",
-    "# . If BPF has fcenter = fs / 4 and Ntaps is odd, then:\n",
-    "#   . if LPF has fpass = fs / 4, then half of the imag coefs are 0 and all but one of the real coefs are 0\n",
-    "#   . if LPF has fpass < fs / 4, then half of the imag coefs are 0 and half of the real coefs are 0.\n",
-    "#     Alternately, because cos = 1, 0, 1, 0, ... and sin = 0, 1, 0, 1, ... at fs / 4,\n",
-    "fcenter = fs / 4\n",
-    "k = np.arange(0, Ntaps)\n",
-    "hpCoefs = lpCoefs * np.exp(1j * 2 * np.pi * fcenter / fs * (k - D))\n",
-    "\n",
-    "# Plot impulse response [HARRIS Fig. 8.10]\n",
-    "plt.figure(figsize=[16, 8])\n",
-    "plot_time_response(hpCoefs.real, 'real', markers=True)\n",
-    "plt.figure(figsize=[16, 8])\n",
-    "plot_time_response(hpCoefs.imag, 'imag', markers=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "3f1ce5bb",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LOFAR complex BPF fcenter = 50 MHz, fLow = 0 MHz, fHigh = 100 MHz, BW = 100 MHz\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# . Filter transfer function\n",
-    "h_bp, f_bp, HF_bp = dtft(hpCoefs)\n",
-    "\n",
-    "# Plot\n",
-    "fLim = (-0.5*fadc, 0.5*fadc)\n",
-    "#fLim = None\n",
-    "if halfband:\n",
-    "    dbLim = (-160, 5)\n",
-    "else:\n",
-    "    dbLim = (-80, 5)\n",
-    "#dbLim = None\n",
-    "plot_spectra(f_bp, HF_bp, fadc, fLim, dbLim)\n",
-    "\n",
-    "print('LOFAR complex BPF fcenter = %.f MHz, fLow = %.f MHz, fHigh = %.f MHz, BW = %.f MHz' % \n",
-    "      (fcenter * fadc,\n",
-    "       (fcenter - fpass) * fadc,\n",
-    "       (fcenter + fpass) * fadc,\n",
-    "       2 * fpass * fadc))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c06019e4",
-   "metadata": {},
-   "source": [
-    "# Appendix: Results complex BPF using remez\n",
-    "```\n",
-    ". fpass = fs / 10\n",
-    "  Ntaps    Stop band\n",
-    "     63      -28 dB\n",
-    "    127      -48 dB\n",
-    "    199      -70 dB\n",
-    "    255      -86 dB\n",
-    ". fpass = fs / 16\n",
-    "    Ntaps   Complex BPF stop band attenuation\n",
-    "    127      -34 dB\n",
-    "    255      -58 dB\n",
-    ". Transition bandwidth w_tb = fpass / 5\n",
-    "```"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "9743a784",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Estimate number of taps for LPF (fs = 1):\n",
-      "                                      Ntaps\n",
-      "  fpass    transition BW    atten_dB  Remez  Kaiser window\n",
-      "  0.1000   0.0200           30      :  68     78\n",
-      "  0.1000   0.0200           50      : 113    149\n",
-      "  0.1000   0.0200           70      : 159    221\n",
-      "  0.1000   0.0200           85      : 193    274\n",
-      "\n",
-      "  0.0625   0.0125           30      : 109    125\n",
-      "  0.0625   0.0125           50      : 181    240\n",
-      "  0.0625   0.0125           70      : 254    354\n",
-      "  0.0625   0.0125           85      : 309    440\n",
-      "\n",
-      "LOFAR:\n",
-      ". fcenter         = 0.2500 = 50.0 MHz\n",
-      "  . fpass         = 0.1000 = 20.0 MHz\n",
-      "  . transition BW = 0.0200 = 4.0 MHz\n",
-      ". fcenter         = 0.2500 = 50.0 MHz\n",
-      "  . fpass         = 0.0625 = 12.5 MHz\n",
-      "  . transition BW = 0.0125 = 2.5 MHz\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Estimate Ntaps for LPF\n",
-    "atten_db = [30, 50, 70, 85]\n",
-    "\n",
-    "print('Estimate number of taps for LPF (fs = %d):' % fs)\n",
-    "print('                                      Ntaps')\n",
-    "print('  fpass    transition BW    atten_dB  Remez  Kaiser window')\n",
-    "fpass = fs / 10\n",
-    "w_tb = fpass / 5\n",
-    "fstop = fpass + w_tb\n",
-    "for a in atten_db:\n",
-    "    Nwin = nof_taps_kaiser_window(fs, fpass, fstop, a)\n",
-    "    Nremez = nof_taps_remez(fs, fpass, fstop, a)\n",
-    "    print('  %.4f   %.4f           %.f      : %3d    %3d' % (fpass, w_tb, a, Nremez, Nwin))\n",
-    "print('')\n",
-    "\n",
-    "fpass = fs / 16\n",
-    "w_tb = fpass / 5\n",
-    "fstop = fpass + w_tb\n",
-    "for a in atten_db:\n",
-    "    Nwin = nof_taps_kaiser_window(fs, fpass, fstop, a)\n",
-    "    Nremez = nof_taps_remez(fs, fpass, fstop, a)\n",
-    "    print('  %.4f   %.4f           %.f      : %d    %d' % (fpass, w_tb, a, Nremez, Nwin))\n",
-    "\n",
-    "\n",
-    "print('')\n",
-    "print('LOFAR:')\n",
-    "print('. fcenter         = %.4f = %.1f MHz' % (fs / 4, fs / 4 * fadc))\n",
-    "print('  . fpass         = %.4f = %.1f MHz' % (fs / 10, fs / 10 * fadc))\n",
-    "print('  . transition BW = %.4f = %.1f MHz' % (fs / 10 / 5, fs / 10 / 5 * fadc))\n",
-    "print('. fcenter         = %.4f = %.1f MHz' % (fs / 4, fs / 4 * fadc))\n",
-    "print('  . fpass         = %.4f = %.1f MHz' % (fs / 16, fs / 16 * fadc))\n",
-    "print('  . transition BW = %.4f = %.1f MHz' % (fs / 16 / 5, fs / 16 / 5 * fadc))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "be581cdf",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/iir_filter.ipynb b/applications/lofar2/model/pfb_os/iir_filter.ipynb
deleted file mode 100644
index eb9a2e3c8102a67b9c229f9a331c752f736f4687..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/iir_filter.ipynb
+++ /dev/null
@@ -1,523 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "6e0a005d",
-   "metadata": {},
-   "source": [
-    "# Try IIR filter\n",
-    "\n",
-    "Author: Eric Kooistra, jan 2024\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Uses code from [2] to plot IIR filter analysis results\n",
-    "\n",
-    "Conclusion:\n",
-    "* Use signal.iirfilter with second-order sections (sos) output to design filter with biquads,\n",
-    "for certain order.\n",
-    "* For single biquad alternatively use signal.iirpeak() for bandpass and signal.iirnotch() for bandstop.\n",
-    "* With one biquad per notch the attenuation at f0 is strong, but the notch bandwidth is small (~3 MHz at -20dB, ~10 MHz at -10dB)\n",
-    "* An IIR ellip BPF needs about order 10, to achieve -40 dB at 30 and 80 MHz, so 5 biquads (= 25 coefficients).\n",
-    "\n",
-    "References:\n",
-    "\n",
-    "1. dsp_study_erko, summary of DSP books\n",
-    "2. https://github.com/chipmuenk/dsp/blob/main/notebooks/02_LTF/LTF-IIR-allgemein.ipynb\n",
-    "3. https://webaudio.github.io/Audio-EQ-Cookbook/Audio-EQ-Cookbook.txt\n",
-    "4. https://en.wikipedia.org/wiki/Q_factor"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "3563bc63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "a131b5b6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.iirfilter import iir_biquad_butter_coefficients\n",
-    "from rtdsp.plotting import plot_power_spectrum, plot_iir_filter_analysis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "e38f8974",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Fixed constants:\n",
-    "fs = 200\n",
-    "Ts = 1 / fs\n",
-    "fNyquist = fs / 2"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8ade0f04",
-   "metadata": {},
-   "source": [
-    "# 1 Try IIR analysis for simple IIR filters"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "ea2b5233",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "alpha = 0.9\n",
-    "b = [1]\n",
-    "# b = [1, 0, 0] # z^2 + 0\n",
-    "a = [1, -alpha] # z - 0.9; Add., 1 Verzögerung\n",
-    "#a = [1, +alpha] # z + 0.9; Subtr., 1 Verz.\n",
-    "#a = [1, 0, -alpha] # z^2 - 0.9; Add., 2 Verz.\n",
-    "#a = [1, 0, +alpha] # z^2 - 0.9; Subtr., 2 Verz."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "80526444",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "b = [0.40450849718747367, 0, -0.40450849718747367]\n",
-      "a = [2.348361657291579, -1.1755705045849465, -0.34836165729157886]\n",
-      "Filter order = 2\n"
-     ]
-    }
-   ],
-   "source": [
-    "# TBB biquad notch (= bandstop) filter from LOFAR-ASTRON-DDD-056, with fs = 200 MHz,\n",
-    "# f0 = 63.5 MHz BW = 2 Mhz\n",
-    "b = [1, 0.8230287, 1]\n",
-    "a = [1.09018, 0.8230287, 0.909818] \n",
-    "\n",
-    "# TBB biquad coefficients are based on [3]. These are Butterworth IIR filters, because they have\n",
-    "# their zeros at z = -1. With signal.iirfilter() it is possible to create other filter types of\n",
-    "# order 2 to fit one IIR biquad.\n",
-    "f0 = 30\n",
-    "# band edges\n",
-    "btype = 'lowpass'\n",
-    "btype = 'highpass'\n",
-    "btype = 'bandpass'\n",
-    "#btype = 'bandstop'\n",
-    "if btype == 'bandpass' or btype == 'bandstop':\n",
-    "    # For narrow band filters directly define BW.\n",
-    "    BW = 100  # -3dB half power bandwidth\n",
-    "    Q = f0 / BW\n",
-    "elif btype == 'lowpass' or banbtyped == 'highpass':\n",
-    "    # For low or high pass filters use Q to define BW. For Butterworth use underdamped Q = sqrt(0.5).\n",
-    "    # Q = f0 / BW is the narrow band filter quality factor. For Q = 0.5 the response is\n",
-    "    # critically damped [4].\n",
-    "    Q = np.sqrt(2)\n",
-    "    BW = f0 * Q\n",
-    "b, a = iir_biquad_butter_coefficients(f0, BW, btype, fs=fs)\n",
-    "\n",
-    "#b, a = signal.iirpeak(f0, Q, fs)  # alternative for bandpass biquad\n",
-    "#b, a = signal.iirnotch(f0, Q, fs)  # alternative for bandstop biquad\n",
-    "\n",
-    "print('b =', str(b))\n",
-    "print('a =', str(a))\n",
-    "print('Filter order = %d' % (max(len(a), len(b)) - 1))\n"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "92a4c9d4",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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1ySeBWbPqv+apc5vav3+/rYdAJthDFvaQgy1k0bIH782qse+++w5jx45Famqqtp9mjYkB5s8HSksBBwegru6///bqBYSGAjNmaHc8arbq6mpeIFoQ9pCFPeRgC1m07MEzc/YgJgbw8wMaXl+vqzP/t6wMmDmzfj1qd+vWrbP1EMgEe8jCHnKwhSxa9uCZOY1pfmZOrwe8vesnbLdKpdMBPXsCBQWAq2vbj0tERER2gWfmpIuIqH9p9XZzbqXq14uMbJ9xkZG/v7+th0Am2EMW9pCDLWTRsgcnc9JFRdW/N645HByAbdusOhyy9POf/9zWQyAT7CELe8jBFrJo2YOTOemuXPnve+Nup64OKCmx7njIQmxsrK2HQCbYQxb2kIMtZNGyBydz0vXu3bIzc56e1h0PWRg1apSth0Am2EMW9pCDLWTRsgcnc9L5+bXszNyzz1p1OGSpqKjI1kMgE+whC3vIwRayaNmDkznp5sypv46cTnfr9XS6+vVmz26fcZFRbW2trYdAJthDFvaQgy1k0bIHJ3PSubrWXxAYaHpC17A8NJSXJbGBH//4x7YeAplgD1nYQw62kEXLHpzM2YMZM+o/1dqzJwCg9mY21fBeup49geho3gHCRpKTk209BDLBHrKwhxxsIYuWPXjRYI1Z7XZeAKDXQ78xEjt/tQ2eKMHEZzzhNOfZ+pdWeUbOZsrKytDz5kSbbI89ZGEPOdhCFi178MycPXF1Re2LL2M2vsFjiIMh/Bvg5Zc5kbOxr776ytZDIBPsIQt7yMEWsmjZg2fmNGbVM3MAqqqA7t3r/3dlJdCtm+aHICIiIjvCM3NEbcRb5MjCHrKwhxxsIYuWPXhmTmM8M9f5VFRUoEePHrYeBt3EHrKwhxxsIYuWPXhmjqiNvvnmG1sPgUywhyzsIQdbyKJlD07miNpowoQJth4CmWAPWdhDDraQRcsenMwRtVFubq6th0Am2EMW9pCDLWTRsgcnc0Rt5ObmZushkAn2kIU95GALWbTswckcURvxIpyysIcs7CEHW8iiZQ9O5ojaKCsry9ZDIBPsIQt7yMEWsmjZwy4mcwaDAe+88w68vb3h5uYGHx8ffPvtt7fdrrKyEitWrMC0adPg6ekJnU6HkJCQRtc9cOAAdDpdo4/ExESNfyLqSHx9fW09BDLBHrKwhxxsIYuWPexiMjd//nx89tlneOmll/DFF1/A0dER06dPx+HDh2+5XXFxMT788EOcOnUK999/f7OOtWTJEoSFhZk9hg4dqsWPQR1URESErYdAJthDFvaQgy1k0bKH+IsGJyUlwcfHB6tWrcLSpUsBAHq9Hvfddx/69u2LhISEJrc1GAwoLS1F//79kZKSgnHjxiE4OBjz58+3WPfAgQOYMmUKIiIiMHv27FaPlxcNJiIiovYk/sxcZGQkHB0dsWjRIuMyV1dXLFy4EEePHsWFCxea3NbFxQX9+/dv8TErKipQU1PTqvFS58Nb5MjCHrKwhxxsIYuWPcRP5tLS0jBs2DC4u7ubLR8/fjwAID09XdPjLViwAO7u7nB1dcWUKVOQkpKi6f6p4/n1r39t6yGQCfaQhT3kYAtZtOwhfjJXWFgILy8vi+UNywoKCjQ5jrOzM2bNmoUvvvgC0dHR+NOf/oTjx49j4sSJSEtLa3I7g8GA8vJy46OyslKT8ZD9aOpDNWQb7CELe8jBFrJo2UP8ZK66uhouLi4Wy11dXY3f18IjjzyCyMhIvPLKK3jmmWfw7rvvIjExETqdDsuWLWtyu48//hgeHh7GR8OnUwoLCxEQEACDwWA8lerv749Lly5hy5YtyMjIwMGDBxEbG4ucnByEhISgoqLCbN2ysjKEhYUhKysLe/fuRVxcHE6ePGk89tq1a43rVldXIygoCLm5udi5cyeOHDmC1NRUREZGoqCgwGy/tbW1WLNmDfLz87Ft2zakpKQgMTER27dvR15eHgIDAy3GXVRUhM2bNyMjIwPx8fGIjY1FdnY2QkNDLcZdXl6ODRs2IDs7G3v27EFcXByOHz+OTZs2obi42GxdvV6PoKAg5OXlYceOHUhISEBKSgq2bt2KgoICrF69GnV1dfD390ddXR1Wr16NgoICbN26FSkpKUhISMCOHTuQl5eHoKAg6PV6s/0XFxdj06ZNOH78OOLi4rBnzx5kZ2djw4YNKC8vN1u3oqICoaGhyM7ORmxsLOLj45GRkYHNmzejqKjIbF2DwYDAwEDk5eXB2dkZiYmJSElJwbZt25Cfn481a9agtrbWbJuCggJERkYiNTUVR44cwc6dO5Gbm4ugoCBUV1ebrXvlyhWEh4fjxIkTiIuLw969e5GVlYWwsDCUlZVZjDskJAQ5OTmIjY3FwYMHkZGRgS1btuDSpUsW4w4ICMC5c+cQExODxMREJCcnIyoqChcvXsTatWtRU1Njtk1hYSEiIyORlpaGw4cPY9euXThz5gzWr1+Pqqoqs3VLSkoQHh6OzMxM7N+/H/v27UNmZiY2btyI0tJSs3UrKysRHByMnJwc7N69G4cOHUJ6ejoiIiIsxn3jxg0EBATg/PnziI6ORlJSEpKSkhAdHY3z588jICAAN27cgL+/P6ZNm2b8W4uIiEB6ejoOHTqE3bt3IycnB8HBwaisrDTbf2lpKTZu3IjMzEzs27cP+/fvR2ZmJsLDw1FSUmK2blVVFdavX48zZ85g165dOHz4MNLS0hAZGYnCwkKzdWtqarB27VpcvHgRUVFRSE5ORmJiImJiYnDu3DmrPEecOHEC4eHhuHLlitm6tnqOuHbtWqd/jti+fbuI54gRI0bwOeIHf2u2fI4oKirS7DkCSrh7771XPfbYYxbLT548qQCotWvXNms/ycnJCoAKDg5u0fFffPFF5ezsrGpqahr9vl6vV1evXjU+4uPjFQCVmpraouM0V2WlUkD9o7LSKoegFoqOjrb1EMgEe8jCHnKwhSxa9nCCcF5eXsjPz7dYXlhYCADw9va26vEHDBiA69evo6qqyuJ9e0D9hyxMzxx2b/ioKXUaffv2tfUQyAR7yMIecrCFLFr2EP8y6+jRo3H69GmUl5ebLT927Jjx+9aUm5sLV1dXTtKoSY6OjrYeAplgD1nYQw62kEXLHuInc7Nnz0ZtbS0CAwONywwGA4KDg+Hj44MBAwYAAK5du4asrCwUFxe36jhFRUUWy77//nvExMTgiSeegIOD+F8V2UhjZ47JdthDFvaQgy1k0bKH+JdZfXx8MGfOHCxbtgyXL1/G0KFDERoairNnz2LdunXG9ZKSkjBlyhSsWLECK1euNC5veJNww6det2/fjosXLwIA3njjDXh4eAAAXnjhBbi5ueGRRx5B3759kZmZicDAQHTt2hV//etf2+8HJrvz4IMP2noIZII9ZGEPOdhCFi172MXppg0bNuDNN99EWFgYlixZghs3bmDHjh2YNGnSbbf99NNPsXz5cqxZswYAsHXrVixfvhzLly9HaWmpcT0/Pz8UFxfjs88+w6uvvoqvv/4azz33HFJSUjBy5Eir/Wxk/3bs2GHrIZAJ9pCFPeRgC1m07CH+dl72hrfz6nxqamrg5CT+JHenwR6ysIccbCGLlj3s4swckWQN1/sjGdhDFvaQgy1k0bIHz8xpjGfmiIiIqD3xzBxRG/Hm1bKwhyzsIQdbyKJlD07miNpo1qxZth4CmWAPWdhDDraQRcsenMwRtdGRI0dsPQQywR6ysIccbCGLlj04mSNqoyFDhth6CGSCPWRhDznYQhYte3AyR9RGVVVVth4CmWAPWdhDDraQRcsenMwRtdEP7xtMtsUesrCHHGwhi5Y9OJkjaqPhw4fbeghkgj1kYQ852EIWLXtwMkfURvHx8bYeAplgD1nYQw62kEXLHrxosMZ40eDOp6qqCt0YQgz2kIU95GALWbTswTNzRG0UHBxs6yGQCfaQhT3kYAtZtOzBM3Ma45k5IiIiak88M0fURrxFjizsIQt7yMEWsmjZg2fmNMYzc51PSUkJPD09bT0Muok9ZGEPOdhCFi178MwcURvt3r3b1kMgE+whC3vIwRayaNmDkzmiNho9erSth0Am2EMW9pCDLWTRsgcnc0Rt9J///MfWQyAT7CELe8jBFrJo2YOTOaI24ttOZWEPWdhDDraQRcsenMwRtZGXl5eth0Am2EMW9pCDLWTRsgcnc0RtlJaWZushkAn2kIU95GALWbTswckcURtNnz7d1kMgE+whC3vIwRayaNmDkzmiNtq4caOth0Am2EMW9pCDLWTRsgcvGqwxXjSYiIiI2hPPzBG1EW+RIwt7yMIecrCFLLydl2A8M9f5VFZWontDFLI59pCFPeRgC1m07MEzc0RtFBERYeshkAn2kIU95GALWbTswckcURs9+uijth4CmWAPWdhDDraQRcsenMwRtdGZM2dsPQQywR6ysIccbCGLlj04mSNqo25846Io7CELe8jBFrJo2YOTOaI26tGjh62HQCbYQxb2kIMtZNGyBydzRG2Uk5Nj6yGQCfaQhT3kYAtZtOzByRxRG02aNMnWQyAT7CELe8jBFrJo2YOTOaI24sf9ZWEPWdhDDraQRcsevGiwxnjRYCIiImpPPDNH1Ea8RY4s7CELe8jBFrJo2UP8ZM5gMOCdd96Bt7c33Nzc4OPjg2+//fa221VWVmLFihWYNm0aPD09odPpEBISovlxiBYvXmzrIZAJ9pCFPeRgC1m07CF+Mjd//nx89tlneOmll/DFF1/A0dER06dPx+HDh2+5XXFxMT788EOcOnUK999/v9WOQ7R+/XpbD4FMsIcs7CEHW8iiaQ8l2LFjxxQAtWrVKuOy6upqNWTIEPXwww/fclu9Xq8KCwuVUkolJycrACo4OFjz4/xQamqqAqBSU1NbtF1zVVYqBdQ/KiutcghqoXPnztl6CGSCPWRhDznYQhYte4g+MxcZGQlHR0csWrTIuMzV1RULFy7E0aNHceHChSa3dXFxQf/+/a1+HKK0tDRbD4FMsIcs7CEHW8iiZQ/Rk7m0tDQMGzYM7u7uZsvHjx8PAEhPT7f5cQwGA8rLy42PyspKTcZE9sPLy8vWQyAT7CELe8jBFrJo2UP0ZK6wsLDRH7ZhWUFBgc2P8/HHH8PDw8P48PX1Ne4zICAABoPB+IkVf39/XLp0CVu2bEFGRgYOHjyI2NhY5OTkICQkBBUVFWbrlpWVISwsDFlZWdi7dy/i4uJw8uRJ47HXrl1rXLe6uhpBQUHIzc3Fzp07ceTIEaSmpiIyMhIFBQVm+62trcWaNWuQn5+Pbdu2ISUlBYmJidi+fTvy8vIQGBhoMe6ioiJs3rwZGRkZiI+PR2xsLLKzsxEaGmox7vLycmzYsAHZ2dnYs2cP4uLicPz4cWzatAnFxcVm6+r1egQFBSEvLw87duxAQkICUlJSsHXrVhQUFGD16tWoq6uDv78/6urqsHr1ahQUFGDr1q1ISUlBQkICduzYgby8PAQFBUGv15vtv7i4GJs2bcLx48cRFxeHPXv2IDs7Gxs2bEB5ebnZuhUVFQgNDUV2djZiY2MRHx+PjIwMbN68GUVFRWbrGgwGBAYGIi8vDwkJCUhMTERKSgq2bduG/Px8rFmzBrW1tWbbFBQUIDIyEqmpqThy5Ah27tyJ3NxcBAUFobq62mzdK1euIDw8HCdOnEBcXBz27t2LrKwshIWFoayszGLcISEhyMnJQWxsLA4ePIiMjAxs2bIFly5dshh3QEAAzp07h5iYGCQmJiI5ORlRUVG4ePEi1q5di5qaGrNtCgsLERkZibS0NBw+fBi7du3CmTNnsH79elRVVZmtW1JSgvDwcGRmZmL//v3Yt28fMjMzsXHjRpSWlpqtW1lZieDgYOTk5GD37t04dOgQ0tPTERERYTHuGzduICAgAOfPn0d0dDSSkpKQlJSE6OhonD9/HgEBAbhx44bF31pERATS09Nx6NAh7N69Gzk5OQgODkZlZaXZuqWlpdi4cSMyMzOxb98+7N+/H5mZmQgPD0dJSYnZulVVVVi/fj3OnDmDXbt24fDhw0hLS0NkZCQKCwvN1q2pqcHatWtx8eJFREVFITk5GYmJiYiJicG5c+es8hxx4sQJhIeH48qVK2br2uo5Yvfu3Z3+OWL79u0iniMuXrzI5whBzxFbt27V7DlC9HvmBg8erJ588kmL5WfOnFEA1Oeff96s/dzuPXNtOY5er1dXr141PuLj4/meuU4mKirK1kMgE+whC3vIwRayaNnDCYK5ubnBYDBYLNfr9cbv2/o4Li4ucHFxMX7dveGKvtRpPPDAA7YeAplgD1nYQw62kEXLHqJfZvXy8kJhYaHF8oZl3t7ednUc6pj+/e9/23oIZII9ZGEPOdhCFi17iJ7MjR49GqdPn0Z5ebnZ8mPHjhm/b0/HoY7plVdesfUQyAR7yMIecrCFLFr2ED2Zmz17NmpraxEYGGhcZjAYEBwcDB8fHwwYMAAAcO3aNWRlZaG4uNiqxyFqTEBAgK2HQCbYQxb2kIMtZNGyh04ppTTbmxU8//zz2LZtG373u99h6NChCA0NRVJSEvbt24dJkyYBAA4cOIApU6ZgxYoVWLlypXHbhk97FRQUYM2aNXjuueeMr1G/8cYb8PDwaNFxmuO7777D2LFjkZqaijFjxmjzSzBRVQU0vC2vshLo1k3zQxAREZE90eyjFFZSXV2tli5dqvr3769cXFzUuHHj1O7du83WiYuLUwDUihUrzJbfeeedCkCjj7y8vBYfpzl4B4jO58svv7T1EMgEe8jCHnKwhSxa9hB/Zs7etPuZOUc9EBEBREUBV64AvXsDfn7AnDmAq6vmxydLly5dQr9+/Ww9DLqJPWRhDznYQhYte4h+zxzdmuPOGMDbG5g7t34yFx9f/+/cufXLt2+39RA7hYMHD9p6CGSCPWRhDznYQhYte3AyZ6dmIAYuL/oBZWX1C+rqzP8tKwNmzgRiYmwwus7l7rvvtvUQyAR7yMIecrCFLFr24GTODrlAjxDMr/+iqVfJG5bPnw/cvPgxWUdFRYWth0Am2EMW9pCDLWTRsgcnc3ZoDiLgiVLobvd2R6WA0lIgMrJ9BtZJVVVV2XoIZII9ZGEPOdhCFi17cDJnh/wQhdrmpnNwALZts+6AOrkhQ4bYeghkgj1kYQ852EIWLXtwMmeHPHEFjqhr3sp1dUBJiXUH1MkdPnzY1kMgE+whC3vIwRayaNmDkzk7VILeLTsz5+lp3QF1cnPmzLH1EMgEe8jCHnKwhSxa9uBkzg5Fwa9lZ+aefda6A+rkQkJCbD0EMsEesrCHHGwhi5Y9eNFgjbXHRYN7d9ejAN7opSu79YcgdDqgZ0+goIAXECYiIuqgeGbODhnginkIrf9Cp2t8pYbloaGcyFmZv7+/rYdAJthDFvaQgy1k0bIHz8xprD1v51X9dQxcfzMfKC1FLRzgiDooBwfo6uqAXr3qJ3IzZmg+BjJXWlqKXr162XoYdBN7yMIecrCFLFr24Jk5O1b71DNAQQH0QWGIgh/iMBm1T/sBYWH1L61yItcudu3aZeshkAn2kIU95GALWbTs4aTZnsg2XF1R++LLmP2rlwEAleGAUzcbj6mTeeCBB2w9BDLBHrKwhxxsIYuWPXhmjqiNCgsLbT0EMsEesrCHHGwhi5Y9OJkjaiNdUx9CIZtgD1nYQw62kEXLHpzMEbVR//79bT0EMsEesrCHHGwhi5Y9OJkjaqP09HRbD4FMsIcs7CEHW8iiZQ9O5ojaaNq0abYeAplgD1nYQw62kEXLHpzMEbVReHi4rYdAJthDFvaQgy1k0bIHLxqssfa8aHBlJdCtW+PLiIiIqHPgmTmiNuItcmRhD1nYQw62kIW38xKMZ+Y6n6qqKnTjL10M9pCFPeRgC1m07MEzc0Rt9PXXX9t6CGSCPWRhDznYQhYte3AyR9RGvr6+th4CmWAPWdhDDraQRcsenMwRtVF2drath0Am2EMW9pCDLWTRsgcnc0Rt5O7ubushkAn2kIU95GALWbTswckcURvxDcWysIcs7CEHW8iiZQ9O5oja6MyZM7YeAplgD1nYQw62kEXLHpzMEbXRhAkTbD0EMsEesrCHHGwhi5Y9OJkjaqNvvvnG1kMgE+whC3vIwRayaNmDFw3WGC8aTERERO2JZ+aI2oi3yJGFPWRhDznYQhbezkswnpnrfGpqauDk5GTrYdBN7CELe8jBFrJo2YNn5ojaKCgoyNZDIBPsIQt7yMEWsmjZg5M5ojZ6+umnbT0EMsEesrCHHGwhi5Y9OJkjaqOUlBRbD4FMsIcs7CEHW8iiZQ+7mMwZDAa888478Pb2hpubG3x8fPDtt99quu2BAweg0+kafSQmJmr9I1EH8qMf/cjWQyAT7CELe8jBFrJo2cMu3gk5f/58REZG4s0338Tdd9+NkJAQTJ8+HXFxcXj00Uc13XbJkiUYN26c2bKhQ4dq+vNQx1JbW2vrIZAJ9pCFPeRgC1m07CF+MpeUlITNmzdj1apVWLp0KQBg7ty5uO+++/D2228jISFB020nTpyI2bNnW+eHoQ7p8uXLth4CmWAPWdhDDraQRcse4l9mjYyMhKOjIxYtWmRc5urqioULF+Lo0aO4cOGC5ttWVFSgpqZGux+COrT777/f1kMgE+whC3vIwRayaNlD/GQuLS0Nw4YNg7u7u9ny8ePHAwDS09M13XbBggVwd3eHq6srpkyZcts3KBoMBpSXlxsflZWVzfipqCPZvXu3rYdAJthDFvaQgy1k0bKH+MlcYWEhvLy8LJY3LCsoKNBkW2dnZ8yaNQtffPEFoqOj8ac//QnHjx/HxIkTkZaW1uQxPv74Y3h4eBgfvr6+xmMHBATAYDAYr/Ls7++PS5cuYcuWLcjIyMDBgwcRGxuLnJwchISEoKKiwmzdsrIyhIWFISsrC3v37kVcXBxOnjxpPPbatWvN/gWAvLw87Ny5E0eOHEFqaioiIyNRUFBgtt/a2lqsWbMG+fn52LZtG1JSUpCYmIjt27cjLy8PgYGBFuMuKirC5s2bkZGRgfj4eMTGxiI7OxuhoaEW4y4vL8eGDRuQnZ2NPXv2IC4uDsePH8emTZtQXFxstq5er0dQUBDy8vKwY8cOJCQkICUlBVu3bkVBQQFWr16Nuro6+Pv7o66uDqtXr0ZBQQG2bt2KlJQUJCQkYMeOHcjLy0NQUBD0er3Z/ouLi7Fp0yYcP34ccXFx2LNnD7Kzs7FhwwaUl5ebrVtRUYHQ0FBkZ2cjNjYW8fHxyMjIwObNm1FUVGS2rsFgQGBgIPLy8tC3b18kJiYiJSUF27ZtQ35+PtasWYPa2lqzbQoKChAZGYnU1FQcOXIEO3fuRG5uLoKCglBdXW227pUrVxAeHo4TJ04gLi4Oe/fuRVZWFsLCwlBWVmYx7pCQEOTk5CA2NhYHDx5ERkYGtmzZgkuXLlmMOyAgAOfOnUNMTAwSExORnJyMqKgoXLx4EWvXrkVNTY3ZNoWFhYiMjERaWhoOHz6MXbt24cyZM1i/fj2qqqrM1i0pKUF4eDgyMzOxf/9+7Nu3D5mZmdi4cSNKS0vN1q2srERwcDBycnKwe/duHDp0COnp6YiIiLAY940bNxAQEIDz588jOjoaSUlJSEpKQnR0NM6fP4+AgADcuHED/v7+mD9/vvFvLSIiAunp6Th06BB2796NnJwcBAcHo7Ky0mz/paWl2LhxIzIzM7Fv3z7s378fmZmZCA8PR0lJidm6VVVVWL9+Pc6cOYNdu3bh8OHDSEtLQ2RkJAoLC83Wrampwdq1a3Hx4kVERUUhOTkZiYmJiImJwblz56zyHHHixAmEh4fjypUrZutWV1cjKCgIubm57foc4eTk1OmfI7Zv3y7iOeLRRx/lc8QP/tZs+Ryh1+s1e46AEm7w4MHqySeftFh+5swZBUB9/vnnVtlWKaVycnKUm5ubmjp1apPr6PV6dfXqVeMjPj5eAVCpqam33HdrVVYqBdQ/KiubXkbt58svv7T1EMgEe8jCHnKwhSxa9hD/AQg3NzcYDAaL5Xq93vh9a2wL1H+KdebMmdi6dStqa2vh6OhosY6LiwtcXFyMX3dvuK8WdRqvv/66rYdAJthDFvaQgy1k0bKHE1B/OY62eOONN3D33XdrMqAf8vLyQn5+vsXywsJCAIC3t7dVtm0wYMAAXL9+HVVVVRbvvSMC6k9780lSDvaQhT3kYAtZtOzh1LDD1tLpdPDz87PaZG706NGIi4tDeXm52WTq2LFjxu9bY9sGubm5cHV15Rk3atKcOXNsPQQywR6ysIccbCGLlj2MH4D46quvUFdX16LH5cuXoZTSbDCNmT17NmpraxEYGGhcZjAYEBwcDB8fHwwYMAAAcO3aNWRlZaG4uLjF2wJAUVGRxbG///57xMTE4IknnoCDg/jPipCNxMfH23oIZII9ZGEPOdhCFi17OAGAh4cHnJ2dW7yxo6MjPDw80KVLF80G9EM+Pj6YM2cOli1bhsuXL2Po0KEIDQ3F2bNnsW7dOuN6SUlJmDJlClasWIGVK1e2aFsAeOGFF+Dm5oZHHnkEffv2RWZmJgIDA9G1a1f89a9/tdrPR/ZvxIgRth4CmWAPWdhDDraQRcseTgBQWlraqo179erV6m1bYsOGDVi+fDnCwsJQWlqKUaNGYceOHZg0aZJm2/r5+WHjxo347LPPUF5ejj59+uC5557DihUreDsvuqWysjJbD4FMsIcs7CEHW8iiZQ/xn2YF6u/asGrVKqxatarJdSZPntzoS77N2Rao/xBIWz8IQp1TdXW1rYdAJthDFvaQgy1k0bLHbSdzlZWVKC0tbXSiNHDgQM0GQmSvBg8ebOshkAn2kIU95GALWbTs0ei7+vV6PZYtW4a+ffvCw8MDgwYNwl133WXxICLgyJEjth4CmWAPWdhDDraQRcsejZ6Ze/XVVxEaGgo/Pz9MnDgRvXr10uyARB3NrFmzbD0EMsEesrCHHGwhi5Y9Gp3Mbd26Fb/61a8QEBCg2YGIOqrQ0FBeiFMQ9pCFPeRgC1m07KFTjbwZrlevXvjrX/+KxYsXa3KQzuS7777D2LFjkZqaijFjxmi+/6oqoOH6xZWVQLdujS8jIiKizqHR98zNnDkTe/fube+xENmlttxBhbTHHrKwhxxsIYuWPRo9M3fmzBk8//zzGDt2LBYvXoyBAwc2epN5T09PzQbSUfDMXOdTVlaGnj172noYdBN7yMIecrCFLFr2aPTM3N133420tDQEBQVh/Pjx6N+/P/r06WPxICJg+/btth4CmWAPWdhDDraQRcsejX4A4v3334dOp9PsIEQd2bhx42w9BDLBHrKwhxxsIYuWPRqdzDXc25SIbu/ixYu856Eg7CELe8jBFrJo2aPRl1mJqPkaez8p2Q57yMIecrCFLFr2cADqryt38eLFFm9848YNbN26FcXFxZoNiMje8P2jsrCHLOwhB1vIomUPBwCYM2cODh482OKNy8vLMWfOHGRkZGg2ICJ7w//7l4U9ZGEPOdhCFi17OAGAUgqHDh1CTU1NizaurKzUbCBE9mrq1Km2HgKZYA9Z2EMOtpBFyx7GD0AEBATw9l1ErbBp0ybeIkcQ9pCFPeRgC1m07KFTSqlz5861aSf9+/eHi4uLJgOyd7xoMBEREbUnBwC48847m3z07t0bDg4O0Ol0Fo+GdTiRo86Mt8iRhT1kYQ852EIWq9/OS6/X44MPPsC6detw5cqVJjeura3VbCAdBc/MdT7V1dVwc3Oz9TDoJvaQhT3kYAtZtOzR6EWDX331VYSEhODZZ5/FxIkT0atXL00ORtQRbdy4Eb/61a9sPQy6iT1kYQ852EIWLXs0OpnbunUrfv3rX/MDEUTN8Nhjj9l6CGSCPWRhDznYQhYtezR6BwidTmeVlwiJOqJTp07Zeghkgj1kYQ852EIWLXs0OpmbOXMm9u7dq9lBiDqynj172noIZII9ZGEPOdhCFi17OAFASUmJ2cLly5fj+eefx6JFi7B48WIMHDiw0XuIeXp6ajYQInvl6upq6yGQCfaQhT3kYAtZtOzhBAB33HEHdDqd2TeUUkhLS8O6deua3JifZiUC8vLyMHbsWFsPg25iD1nYQw62kEXLHk4A8P7771tM5oioeR555BFbD4FMsIcs7CEHW8iiZQ8nAFi5cqVmOyTqbLZu3cpb5AjCHrKwhxxsIYuWPRq9aDC1Hi8aTERERO2p0U+zElHz8RY5srCHLOwhB1vIYvXbeVHr8cxc51NbW9vop73JNthDFvaQgy1k0bIHz8wRtVFgYKCth0Am2EMW9pCDLWTRsgcnc0Rt9Mwzz9h6CGSCPWRhDznYQhYte3AyR9RGSUlJth4CmWAPWdhDDraQRcsenMwRtdGAAQNsPQQywR6ysIccbCGLlj04mSNqo5qaGlsPgUywhyzsIQdbyKJlD07miNqoqKjI1kMgE+whC3vIwRayaNnDSbM9EUmm1wMREUBUFHDlCtC7NzB9OqDTATt3tmnZ4/n5QEiIZvvjMvboSMvsokfPnkD//sB//gOUlckaW2dr0dGX+fkBc+YArq647777tPtvnBJOr9ert99+W3l5eSlXV1c1fvx4tWfPHs23bctxTKWmpioAKjU1tcXbNkdlpVJA/aOysullHVZ1tVIbNij13HNK+frW/xsUpNS6df9dNnOmUosX1//r66vUQw8p1bVr/S/IwaH+X53uv7+0hv/NZVzGZZ1z2Q8fksbGZR1nWcN/f3r1UiomRgUEBGj2n0ZoticrefHFF5WTk5NaunSpCggIUA8//LBycnJShw4d0nTbthzHFCdzGvrhxK25kzI++OCDDz74kPrQ6ZTS6dT1yEjN/nMJzfZkBceOHVMA1KpVq4zLqqur1ZAhQ9TDDz+s2bZtOc4PcTLXSs2ZuPHBBx988MFHR3jodKraza3+v30aEP2eucjISDg6OmLRokXGZa6urli4cCH++Mc/4sKFC01+tLcl27blOO1NKQXgGoD623iZ/vvD/y2WXg9s2wZs3w6UlAAGA3DiBFBdXf/+AqXM16+rs804iYiINNIVgK7hC6XgWl0NREYCL7/c5n2LnsylpaVh2LBhcHd3N1s+fvx4AEB6enqTk6yWbNuW4xgMBhgMBuPXlZWVzf3xWuXatWsA6m/E2q+f5fcbW2ZXfjiRIyIi6gAqAZjeOr1Op4PDtm2aTOZEX5qksLAQXl5eFssblhUUFGiybVuO8/HHH8PDw8P48PX1Ne4zICAABoMB/v7+AAB/f39cunQJW7ZsQUZGBg4ePIjY2Fjk5OQgJCQEFRUVZuuWlZUhLCwMWVlZ2Lt3L+Li4nD27Mkmx0JERET2wUEp1F25grVr1+LixYuIiopCcnIyEhMTERMTg3PnzjV7HqFTSu6pkCFDhmD48OHYtWuX2fLc3FwMGTIEn3/+Od588802b9uW4/zwzFx6ejp8fX2RmpqKMWPGtOwHbgalFK5du4aIiAjMmTOnyfWqqv57lu7SJaBbt/ZfVhy6E66/XQyUlaEWgCMABZPTzERERJ2E2cusuHlm7tlngW++afO+Rb/M6ubmZjZRaqDX643f12LbthzHxcUFLi4uxq+7d+/e5Lpa0Ol06NatG8aMGYNu3brdfgPUT7J+uKpVljnq4RQTgUhE4W5kw3PeSU7ciIiIGuGgFPDss5rsS/RkzsvLC/n5+RbLCwsLAQDe3t6abNuW49hKaWmprYdgxnFnDPCb+XApLYUfdHCEgthTvkRERLak0+FGt27oMnu2JrsT/Z650aNH4/Tp0ygvLzdbfuzYMeP3tdi2LcexlYazhhLMQAxcXvSrv3I6AMeb0zielSMiIvoBXf1/HY8vXQq4umqyS9GTudmzZ6O2thaBgYHGZQaDAcHBwfDx8TF+wvTatWvIyspCcXFxi7dt6bpSDBo0yNZDAAC4QI8QzK//Qu7bLy3pdJb/m8u4jMs657IfkjQ2Lus4yxxuTrl69gSio9HtxRehFdEvs/r4+GDOnDlYtmwZLl++jKFDhyI0NBRnz57FunXrjOslJSVhypQpWLFiBVauXNmibVu6rhSJiYkYPny47Qag18NpUwQO4R/wRCls9pqqTvffSaTp/zbl4FB/rbquXYH77wdcXABPT+Cpp+q32bGj/np3rVxWmJkJr3vu0Wx/XMYeHWmZXfTw8AC8vIDCQuDqVVlj62wtOvqyZ58FZs8GXF2RGBqq2X/HRX+aFah/OXH58uX46quvUFpailGjRuGjjz7C1KlTjescOHDAYjLX3G1bs+6tfPfddxg7dqzVPs3aoKKiAj169Gjy+1VVQMNnMSor//tJUy2WVX8dA9ffzAdKS9v306nNnZQ19sRs8gektdu1oPbFHrKwhxxsIYumPTS5jwQZWft2Xg2+/PLLW36/ubf9aumyGYhWdTfvK2fVW5003MKra1elHn5YqcmT62/1FRam2e1PtHK7FtS+2EMW9pCDLWTRsof4M3P2pr3OzN2ONc7M9e6uRwG80UtXBp2W/2fT1Bk3K55NIyIi6ihEfwCCmtZwNej2NAcR8ESpthO5++4D/PyAsDDgyhUgIQGIi6u/iOLLL9vFRM4WLahp7CELe8jBFrJo2YNn5jTWXmfmysvLLe4la0rTM3OOehi+ikDxr9+FNwra9h65hrNwvXoBoaHAjBlt2ZsIt2tB7Ys9ZGEPOdhCFi178MycnYqKimqX4zjujAG8veHy67ltn8iZnoUrKOgQEzmg/VpQ87CHLOwhB1vIomUP0Zcmoab5+PhY/RjGiwHf1OqJXAc6C9eY9mhBzccesrCHHGwhi5Y9eGbOTp07d86q+9fkYsAPPtjhzsI1xtotqGXYQxb2kIMtZNGyB8/M2akuXbpYdf8NH3Zo1cWAdbr6K1wfOmQXH2BoK2u3oJZhD1nYQw62kEXLHjwzZ6fuuOMOq+7fD1Gobc3/eTTctiQ0tFNM5ADrt6CWYQ9Z2EMOtpBFyx6czNmpEydOWGfHej2cNoVhEg7CEXUt3/7mPec68suqP2S1FtQq7CELe8jBFrJo2YMvs9qpn/3sZ5rv03FnDPCb+XApLUWL//8Fb2/gk0865UV+rdGCWo89ZGEPOdhCFi178Mycndq8ebOm+zN+crWsDEArPrn6ySd2c5FfrWndgtqGPWRhDznYQhYte/CiwRqzx9t5tek2XQ0fdigo6JQTOSIiIlvjmTk7peVtQFp9m65O+GGHxvAWObKwhyzsIQdbyMLbeQnWXmfm9Ho9XG8xgWrJmbnd3WfBD1Et/8BDB78YcHPdrgW1L/aQhT3kYAtZtOzBM3N26quvvtJsX5640rKJ3B13dIqLATeXli2o7dhDFvaQgy1k0bIHP81qp376059qtq8S9EYtHJo3oXNwACZNqv+wAwHQtgW1HXvIwh5ysIUsWvbgmTk7dfLkSc32FQW/5p+Zq6sDnn1Ws2N3BFq2oLZjD1nYQw62kEXLHpzM2SlPT0/N9hWBOShBLyjdbS5IotPVv09u9mzNjt0RaNmC2o49ZGEPOdhCFi17cDJnp5ydnTXblwGumIfQ+i+amtDxk6tN0rIFtR17yMIecrCFLFr24GTOTp0/f17T/e3ADBg2R9VfMw6of2+c6b+d8DZdzaV1C2ob9pCFPeRgC1m07MEPQNiphx56qO070evhtCkCkYiCJ67AaWNvYNWq+gncjh1ASQng6Vn/HrlOeJuu5tKkBWmGPWRhDznYQhYte/DMnJ3atm1bm7Z33BkDeHvD5ddz4YcoTEE8HHdEAb/6FfDWW8D8+UBcHPDNN532Nl3N1dYWpC32kIU95GALWbTswYsGa6y9LhpcV1cHB4em5+K3umjwDMQgWudXf//VxvI3vD8uKgp45hmth97h3K4FtS/2kIU95GALWbTswap26p///GertnOBHiGYX/9FU/P4huXz5wN6fauO05m0tgVZB3vIwh5ysIUsWvbgmTmNiT0z56iH4asIZPz6HxiHlOYfKCyMFwi+Df5/u7KwhyzsIQdbyMIzc4Q1a9Y0e13T98c92JKJnIMDwPdY3FZLWpD1sYcs7CEHW8iiZQ9+mtVOPdvMuzDMQAxcXvQzfn2bywKbq6ur/0Qr3VJzW1D7YA9Z2EMOtpBFyx48M2enEhMTb7tOs94fdysODvWXJqFbak4Laj/sIQt7yMEWsmjZg2fm7NTAgQNvu84cRMATpUBr3xXJ+7A2S3NaUPthD1nYQw62kEXLHjwzZ6euX79+23X8EIXa1ibmfVibrTktqP2whyzsIQdbyKJlD07m7FRJM97L5okrcERdy3fO+7C2SHNaUPthD1nYQw62kEXLHpzM2al77733tuuUoHfrzszxPqwt0pwW1H7YQxb2kIMtZNGyBydzdmrfvn23XScKfi07M/fgg/XXlSso4ESuBZrTgtoPe8jCHnKwhSxa9uBFgzXWXhcN1uv1cL3FS6BVVUDv7noUwBu9dGXQ3SqzTld/Nq6ggC+rtsLtWlD7Yg9Z2EMOtpBFyx48M2engoKCbruOAa6Yh9D6L3RNXGGO749rs+a0oPbDHrKwhxxsIYuWPcRP5gwGA9555x14e3vDzc0NPj4++PbbbzXf/sCBA9DpdI0+JF6b5/XXX2/WejswA4bNUfVn3oD6a8eZ/sv3x7VZc1tQ+2APWdhDDraQRcse4idz8+fPx2effYaXXnoJX3zxBRwdHTF9+nQcPnzYKtsvWbIEYWFhZo+hQ4dq+SNpwt/fv9nr1j71TP1LqGFhgJ8fMHly/b98f5wmWtKCrI89ZGEPOdhCFi17iH7PXFJSEnx8fLBq1SosXboUQP1rzPfddx/69u2LhIQEzbY/cOAApkyZgoiICMxuw7XV2us9c8XFxbjjjjua/H5VFdC9e/3/rqwEunWz2lA6vdu1oPbFHrKwhxxsIYuWPUSfmYuMjISjoyMWLVpkXObq6oqFCxfi6NGjuHDhglW2r6ioQE1NjTY/hJW05KVmsi62kIU9ZGEPOdhCFi17iJ7MpaWlYdiwYXB3dzdbPn78eABAenq65tsvWLAA7u7ucHV1xZQpU5CSktL6H8CK7rvvPlsPgW5iC1nYQxb2kIMtZNGyh+h7sxYWFsLLy8tiecOygoICzbZ3dnbGrFmzMH36dNxxxx3IzMzEp59+iokTJyIhIQEPPPBAo8cwGAwwGAzGrysrK2//g2mguLi4XY5Dt8cWsrCHLOwhB1vIomWPdjszV1dXB71e36xHw9v4qqur4eLiYrGvhuuyVFdX3/KYLdn+kUceQWRkJF555RU888wzePfdd5GYmAidTodly5Y1eYyPP/4YHh4exoevry+A+olkQEAADAaD8U2O/v7+uHTpErZs2YKMjAwcPHgQsbGxyMnJQUhICCoqKszWLSsrQ1hYGLKysrB3717ExcXhxIkTCA8PR0lJidm61dXVCAoKQm5uLnbu3ImjR48ax1hYWGi2bm1tLdasWYP8/Hxs27YNKSkpSExMxPbt25GXl4fAwECLcRcVFWHz5s3IyMhAfHw8YmNjkZ2djdDQUItxl5eXY8OGDcjOzsaePXsQFxeH48ePY9OmTSguLjZbV6/XIygoCHl5edixYwcSEhKQkpKCrVu3oqCgAKtXr0ZdXR38/f1RV1eH1atXo6CgAFu3bkVKSgoSEhKwY8cO5OXlISgoCHq93mz/xcXF2LRpE44fP464uDjs2bMH2dnZ2LBhA8rLy83WraioQGhoKLKzsxEbG4v4+HhkZGRg8+bNKCoqMlvXYDAgMDAQeXl5SEhIQGJiIlJSUrBt2zbk5+djzZo1qK2tNdumoKAAkZGRSE1NxZEjR7Bz507k5uYiKCgI1dXVZuteuXIF4eHhOHHiBOLi4rB3715kZWUhLCwMZWVlFuMOCQlBTk4OYmNjcfDgQWRkZGDLli24dOmSxbgDAgJw7tw5xMTEIDExEcnJyYiKisLFixexdu1a1NTUmG1TWFiIyMhIpKWl4fDhw9i1axfOnDmD9evXo6qqymzdkpIShIeHIzMzE/v378e+ffuQmZmJjRs3orS01GzdyspKBAcHIycnB7t378ahQ4eQnp6OiIgIi3HfuHEDAQEBOH/+PKKjo5GUlISkpCRER0fj/PnzCAgIwI0bN4zrNvytRUREID09HYcOHcLu3buRk5OD4OBgVFZWmu2/tLQUGzduRGZmJvbt24f9+/cjMzOz0b+1qqoqrF+/HmfOnMGuXbtw+PBhpKWlITIy0uJvraamBmvXrsXFixcRFRWF5ORkJCYmIiYmBufOnbPqc8SVK1du+Rxx5MgRpKamIjIyEgUFBVZ7jtizZ0+nf47Yvn27iOeI8+fP8zniB39rtnyOiI6O1uw5AqqdxMXFKQDNepw6dUoppdS9996rHnvsMYt9nTx5UgFQa9euveUx27q9Ukq9+OKLytnZWdXU1DT6fb1er65evWp8xMfHKwAqNTX1tvtui6ysrFt+v7JSKaD+UVlp1aF0erdrQe2LPWRhDznYQhYte7Tby6wjRoxAcHBws9ZteBnUy8sL+fn5Ft8vLCwEAHh7e992P23ZHgAGDBiA69evo6qqyuK9dwDg4uJidvave8NHSK3s2LFjGD58eLsci26NLWRhD1nYQw62kEXLHu02mevfvz/mz5/fom1Gjx6NuLg4lJeXm02kjh07Zvy+NbcHgNzcXLi6urbbJK25/Pz8bD0EuoktZGEPWdhDDraQRcseoj/NOnv2bNTW1iIwMNC4zGAwIDg4GD4+PhgwYIBx+bVr15CVlWX2hsKWbF9UVGRx/O+//x4xMTF44okn4OAg61e1YcMGWw+BbmILWdhDFvaQgy1k0bKH6IsGA8Dzzz+Pbdu24Xe/+x2GDh2K0NBQJCUlYd++fZg0aZJxvYaL/q5YsQIrV65s8faPPfYY3Nzc8Mgjj6Bv377IzMxEYGAgunTpgqNHj2LkyJHNGm97XTT4dnjRYCIios5B1ummRmzYsAFvvvkmwsLCsGTJEty4cQM7duwwm4hpsb2fnx+Ki4vx2Wef4dVXX8XXX3+N5557DikpKc2eyLUn3pZFDraQhT1kYQ852EKWTnM7L3vUXmfmKioq0KNHjya/zzNz7ed2Lah9sYcs7CEHW8iiZQ/xZ+aocVu3brX1EOgmtpCFPWRhDznYQhYte3AyZ6ceeughWw+BbmILWdhDFvaQgy1k0bIHJ3N26uzZs7YeAt3EFrKwhyzsIQdbyKJlD07m7FTDLcnI9thCFvaQhT3kYAtZtOzByZyd6tWrl62HQDexhSzsIQt7yMEWsmjZg5M5O5WZmWnrIdBNbCELe8jCHnKwhSxa9uBkzk799Kc/tfUQ6Ca2kIU9ZGEPOdhCFi17cDJnp77++mtbD4FuYgtZ2EMW9pCDLWTRsgcvGqwx3s6LiIiI2hPPzNkp3pZFDraQhT1kYQ852EIW3s5LsPY6M2cwGODi4tLk93lmrv3crgW1L/aQhT3kYAtZtOzBM3N2KjQ01NZDoJvYQhb2kIU95GALWbTswcmcnfrZz35m6yHQTWwhC3vIwh5ysIUsWvbgZM5OnThxwtZDoJvYQhb2kIU95GALWbTswcmcnerTp4+th0A3sYUs7CELe8jBFrJo2YOTOTvl5ORk6yHQTWwhC3vIwh5ysIUsWvbgZM5OXbhwwdZDoJvYQhb2kIU95GALWbTswcmcnRo/fryth0A3sYUs7CELe8jBFrJo2YOTOTsVExNj6yHQTWwhC3vIwh5ysIUsWvbgRYM11l4XDa6trYWjo2OT3+dFg9vP7VpQ+2IPWdhDDraQRcsePDNnp9asWWPrIdBNbCELe8jCHnKwhSxa9uCZOY2115m52+GZOSIios6BZ+bsFG+YLAdbyMIesrCHHGwhi5Y9OJmzU88995yth0A3sYUs7CELe8jBFrJo2YOTOTuVkJBg6yHQTWwhC3vIwh5ysIUsWvbgZM5O3XXXXbYeAt3EFrKwhyzsIQdbyKJlD07m7JRer7f1EOgmtpCFPWRhDznYQhYte3AyZ6fKyspsPQS6iS1kYQ9Z2EMOtpBFyx6czNmpkSNH2noIdBNbyMIesrCHHGwhi5Y9OJmzU/v377f1EOgmtpCFPWRhDznYQhYte/CiwRprr4sGV1dXw83Nrcnv86LB7ed2Lah9sYcs7CEHW8iiZQ+embNT69ats/UQ6Ca2kIU9ZGEPOdhCFi178Mycxng7LyIiImpPPDNnp3hbFjnYQhb2kIU95GALWbTswTNzGmuvM3NXrlxB7969m/w+z8y1n9u1oPbFHrKwhxxsIYuWPXhmzk7Fxsbaegh0E1vIwh6ysIccbCGLlj3ET+YMBgPeeecdeHt7w83NDT4+Pvj222+btW1lZSVWrFiBadOmwdPTEzqdDiEhIVY5VnsbNWqUrYdAN7GFLOwhC3vIwRayaNlD/GRu/vz5+Oyzz/DSSy/hiy++gKOjI6ZPn47Dhw/fdtvi4mJ8+OGHOHXqFO6//36rHqu9FRUV2XoIdBNbyMIesrCHHGwhi5Y9nDTbkxUkJSVh8+bNWLVqFZYuXQoAmDt3Lu677z68/fbbSEhIuOX2Xl5eKCwsRP/+/ZGSkoJx48ZZ7Vjtrba21tZDoJvYQhb2kIU95GALWbTsIfrMXGRkJBwdHbFo0SLjMldXVyxcuBBHjx7FhQsXbrm9i4sL+vfv3y7Ham8//vGPm/6mXg+nTWGIxCzsx2S4/GIWEBYG8CbLVnHLFtTu2EMW9pCDLWTRsofoyVxaWhqGDRsGd3d3s+Xjx48HAKSnp9v8WAaDAeXl5cZHZWWlZmO6leTk5Ma/ERMDeHvD5ddz4YcoTEE8HHdEAXPnAt7ewPbt7TK+zqTJFmQT7CELe8jBFrJo2UP0ZK6wsBBeXl4WyxuWFRQU2PxYH3/8MTw8PIwPX19f4/4CAgJgMBiM15Lx9/fHpUuXsGXLFmRkZODgwYOIjY1FTk4OQkJCUFFRYbZuWVkZwsLCkJWVhb179yIuLg4nTpxAeHg4Hn30UbN1q6ursef116H8/KDKygAAjqgDAOjq6v9FWRnUzJmojYrCmjVrkJ+fj23btiElJQWJiYnYvn078vLyEBgYaDHuoqIibN68GRkZGYiPj0dsbCyys7MRGhpqMe7y8nJs2LAB2dnZ2LNnD+Li4nD8+HFs2rQJxcXFZuvq9XoEBQUhLy8PO3bsQEJCAlJSUrB161YUFBRg9erVqKurg7+/P+rq6rB69WoUFBRg69atSElJQUJCAnbs2IG8vDwEBQVBr9eb7b+4uBibNm3C8ePHERcXhz179iA7OxsbNmxAeXm52boVFRUIDQ1FdnY2YmNjER8fj4yMDGzevBlFRUVm6xoMBgQGBiIvLw/Ozs5ITExESkoKtm3bhvz8fKxZswa1tbVm2xQUFCAyMhKpqak4cuQIdu7cidzcXAQFBaG6utps3StXriA8PBwnTpxAXFwc9u7di6ysLISFhaGsrMxi3CEhIcjJyUFsbCwOHjyIjIwMbNmyBZcuXbIYd0BAAM6dO4eYmBgkJiYiOTkZUVFRuHjxItauXYuamhqzbQoLCxEZGYm0tDQcPnwYu3btwpkzZ7B+/XpUVVWZrVtSUoLw8HBkZmZi//792LdvHzIzM7Fx40aUlpaarVtZWYng4GDk5ORg9+7dOHToENLT0xEREWEx7hs3biAgIADnz59HdHQ0kpKSkJSUhOjoaJw/fx4BAQG4ceMG/P39MWPGDOPfWkREBNLT03Ho0CHs3r0bOTk5CA4ORmVlpdn+S0tLsXHjRmRmZmLfvn3Yv38/MjMzER4ejpKSErN1q6qqsH79epw5cwa7du3C4cOHkZaWhsjISBQWFpqtW1NTg7Vr1+LixYuIiopCcnIyEhMTERMTg3Pnzln1OeLKlSsWzxFBQUHIzc3Fzp07ceTIEaSmpiIyMhIFBQVm69bW1mr2HFFVVdXpnyO2b98u4jni3nvv5XPED/7WbPkccenSJc2eI6DaSW1traqurm7Wo66uTiml1ODBg9WTTz5psa8zZ84oAOrzzz9v9vGTk5MVABUcHNzo91t7LL1er65evWp8xMfHKwAqNTW12WNrjS+//NJ8QXW1Ur16KaXTKQU0/dDp6terrrbq+DoTixZkU+whC3vIwRayaNmj3c7MHTx4EG5ubs16ZGdnAwDc3NxgMBgs9qW/+d4vLW8Y3Npjubi4wN3d3fjo3nClXit7/fXXzRdERAClpfVTtltRqn69yEjrDa6TsWhBNsUesrCHHGwhi5Y92u3TrCNGjEBwcHCz1m14adPLywv5+fkW3y8sLAQAeHt7aza+9jyWFvz9/c3/DyEqCnBwABpeUr0VBwdg2zbg5ZetNr7OxKIF2RR7yMIecrCFLFr2aLfJXP/+/TF//vwWbTN69GjExcWhvLzc7IMJx44dM35fK+15LC3MmzfPfMGVK82byAH165WUaD+oTsqiBdkUe8jCHnKwhSxa9hD9AYjZs2ejtrYWgYGBxmUGgwHBwcHw8fHBgAEDjMuvXbuGrKwsFBcXW/1YEnzzzTfmC3r3rj/j1hwODoCnp/aD6qQsWpBNsYcs7CEHW8iiZQ/RFw328fHBnDlzsGzZMly+fBlDhw5FaGgozp49i3Xr1pmtm5SUhClTpmDFihVYuXKlcXnDJ74aPo26fft2XLx4EQDwxhtvwMPDo8XHkmDChAnmC/z8gK1bm7dxXR3w7LOaj6mzsmhBNsUesrCHHGwhi5Y9RE/mAGDDhg1Yvnw5wsLCUFpailGjRmHHjh2YNGlSs7b/9NNPce7cOePXW7duxdabk56XX37ZOJnT4ljtKTc3F3ffffd/F8yZA/z2t0BZ2a0/BKHTAT17ArNnW3uInYZFC7Ip9pCFPeRgC1m07CF+Mufq6opVq1Zh1apVt1xv8uTJUI1MYs6ePav5sSSw+HStqysQGgrMnFk/YWtsQqfT1f8bGlq/PmlCy09VU9uxhyzsIQdbyKJlD9HvmaOm9ezZ03LhjBn1n2pt+F7De+ga/u3ZE4iOrl+PNNNoC7IZ9pCFPeRgC1m07MHJnJ3Kyspq/BvPPAMUFNTfi9XPD5g8uf7fsLD65ZzIaa7JFmQT7CELe8jBFrJo2UOnGnttklrtu+++w9ixY5GamooxY8ZY7TiXLl1Cv379rLZ/aj62kIU9ZGEPOdhCFi178MycnYqIiLD1EOgmtpCFPWRhDznYQhYte/DMnMba68wcEREREcAzc3bL39/f1kOgm9hCFvaQhT3kYAtZtOzBM3Maa68zcwaDAS4uLlbbPzUfW8jCHrKwhxxsIYuWPXhmzk6FhITYegh0E1vIwh6ysIccbCGLlj3EXzTY3lRXVwMATp06ZdXj/PjHP8Z3331n1WNQ87CFLOwhC3vIwRayaNmDkzmNNdxx4uWXX7btQIiIiKhT4HvmNFZcXIzY2FgMGjTIardOqayshK+vL+Lj49G9e3erHIOahy1kYQ9Z2EMOtpBF6x6czNmh8vJyeHh44OrVq3B3d7f1cDo1tpCFPWRhDznYQhate/ADEERERER2jJM5IiIiIjvGyZwdcnFxwYoVK3i9IAHYQhb2kIU95GALWbTuwffMEREREdkxnpkjIiIismOczBERERHZMU7miIiIiOwYJ3NEREREdoyTOUEMBgPeeecdeHt7w83NDT4+Pvj222+tvi01rrW/08rKSqxYsQLTpk2Dp6cndDodb3Ctgdb0SE5Oxuuvv457770X3bp1w8CBA/H888/j9OnT7TTqjqm1fxsnT57EnDlzMHjwYHTt2hV33HEHJk2ahO3bt7fDqDsurZ7///znP0On0+G+++6zwig7h9a2OHDgAHQ6XaOPxMTE2x9YkRgvvviicnJyUkuXLlUBAQHq4YcfVk5OTurQoUNW3ZYa19rfaV5engKgBg4cqCZPnqwAqODg4PYZdAfWmh6zZs1S/fv3V2+88Yb617/+pT766CPVr18/1a1bN3X8+PF2HH3H0tq/jZ07d6qpU6eqlStXqsDAQPX3v/9dTZw4UQFQAQEB7TT6jkeL5/8LFy6orl27qm7duql7773XiqPt2FrbIi4uTgFQS5YsUWFhYWaPoqKi2x6Xkzkhjh07pgCoVatWGZdVV1erIUOGqIcffthq21Lj2vI71ev1qrCwUCmlVHJyMidzGmhtjyNHjiiDwWC27PTp08rFxUW99NJLVhtvR6b1801NTY26//771fDhw7UcZqehVY8XXnhBPfbYY8rX15eTuVZqS4uGyVxERESrjs2XWYWIjIyEo6MjFi1aZFzm6uqKhQsX4ujRo7hw4YJVtqXGteV36uLigv79+7fHMDuN1vZ45JFH4OzsbLbs7rvvxr333otTp05ZdcwdldbPN46OjhgwYADKyso0HmnnoEWPgwcPIjIyEn//+9+tONKOT6u/jYqKCtTU1LTo2JzMCZGWloZhw4ZZ3HB3/PjxAID09HSrbEuN4+9UFi17KKVw6dIl3HHHHVoOsdPQokVVVRWKi4tx5swZfP755/j3v/+Nn/70p9YYbofX1h61tbV444038Ktf/Qo/+clPrDXMTkGLv40FCxbA3d0drq6umDJlClJSUpp1bKcWj5asorCwEF5eXhbLG5YVFBRYZVtqHH+nsmjZY+PGjcjPz8eHH36o2fg6Ey1avPXWWwgICAAAODg44LnnnoO/v7+2A+0k2tpj7dq1OHfuHPbu3WuV8XUmbWnh7OyMWbNmYfr06bjjjjuQmZmJTz/9FBMnTkRCQgIeeOCBWx6bkzkhqqurG71Hm6urq/H71tiWGsffqSxa9cjKysJrr72Ghx9+GPPmzdN0jJ2FFi3efPNNzJ49GwUFBdiyZQtqa2tx/fp1zcfaGbSlx5UrV/D+++9j+fLl6NOnj9XG2Fm0pcUjjzyCRx55xPj1M888g9mzZ2PUqFFYtmwZdu/efctj82VWIdzc3GAwGCyW6/V64/etsS01jr9TWbTo8Z///AdPPfUUPDw8jO9toZbTosWIESPw+OOPY+7cudixYwcqKysxY8YMKN4qvMXa0uN///d/4enpiTfeeMNq4+tMtP7vxtChQzFz5kzExcWhtrb2lutyMieEl5cXCgsLLZY3LPP29rbKttQ4/k5laWuPq1ev4sknn0RZWRl2797Nfm1gjb+N2bNnIzk5mdf/a4XW9sjJyUFgYCCWLFmCgoICnD17FmfPnoVer8eNGzdw9uxZlJSUWHXsHY01/jYGDBiA69evo6qq6pbrcTInxOjRo3H69GmUl5ebLT927Jjx+9bYlhrH36ksbemh1+sxY8YMnD59Gjt27MA999xjzaF2eNb422h4+enq1attHl9n09oe+fn5qKurw5IlS3DXXXcZH8eOHcPp06dx11138X2lLWSNv43c3Fy4urqie/fut16xVRc0Ic0lJiZaXJ9Gr9eroUOHKh8fH+OyqqoqderUKbOLCDZ3W2q+tvQwxevMaaO1PWpqatQzzzyjnJyc1M6dO9t93B1RW/42Ll26ZLG/69evqzFjxig3NzdVUVFh3cF3QK3tUVRUpLZt22bxuPfee9XAgQPVtm3bVEZGRrv/PPasLX8bly9ftthfenq66tKli3rmmWdue2xO5gSZM2eOcnJyUn/4wx9UQECAeuSRR5STk5OKj483rtNwYcEVK1a0eFtqmbb0+PLLL9VHH32k/ud//kcBUM8995z66KOP1EcffaTKysra+SfpGFrT47e//a0CoGbMmGFxVfWwsDAb/ST2r7V/G35+fuqxxx5TK1euNN6RY8SIEQqA+tvf/maDn6RjaMtz1Q/xosFt09oWU6ZMUdOnT1d/+tOfVGBgoHrzzTdV165dlYeHh8rMzLztcTmZE6S6ulotXbpU9e/fX7m4uKhx48ap3bt3m63T1B9kc7allmlLjzvvvFMBaPSRl5fXfj9EB9KaHr6+vk124AsTrdfav41Nmzapxx9/XPXr1085OTmpXr16qccff1xFR0e380/QsbTlueqHOJlrm9a2+OKLL9T48eOVp6encnJyUl5eXurll19WOTk5zTquTil+fIiIiIjIXvEDEERERER2jJM5IiIiIjvGyRwRERGRHeNkjoiIiMiOcTJHREREZMc4mSMiIiKyY5zMEREREdkxTuaIiIiI7Bgnc0RERER2jJM5ItLUoEGDMH/+fFsPw2jy5MnQ6XTQ6XR4+umnbT0caid+fn7G7vfdd5+th0NkVZzMEVGLJSQkYOXKlSgrK7P1UJplxIgRCAsLw9KlSwEA8+fPN/6H/lYPCZNSg8GAd955B97e3nBzc4OPjw++/fbbZm+fn5+P559/Hj179oS7uztmzpyJ3NzcRtddt24dRo4cCVdXV9x999348ssvLdZZuXJlo78rV1fXVu/TGuP83e9+h7CwMIwYMaKpXw1Rh+Fk6wEQkf1JSEjABx98gPnz56Nnz55m38vOzoaDg6z/P7Ffv354+eWXjV8vXrwYjz/+uPHrvLw8vP/++1i0aBEmTpxoXD5kyJB2HWdj5s+fj8jISLz55pu4++67ERISgunTpyMuLg6PPvroLbetrKzElClTcPXqVfzxj39Ely5d8Pnnn8PX1xfp6eno3bu3cd2AgAD85je/waxZs/D73/8ehw4dwpIlS3Dt2jW88847Fvtes2YNunfvbvza0dHRYp3m7tMa4/T19QUABAUFobi4uBm/aSI7poiIWmjVqlUKgMrLy7P1UG7L19dX+fr63nKd5ORkBUAFBwe3y5ia69ixYwqAWrVqlXFZdXW1GjJkiHr44Ydvu/0nn3yiAKikpCTjslOnTilHR0e1bNky47Jr166p3r17q6eeesps+5deekl169ZNlZSUGJetWLFCAVBFRUW3PHZL9mmNcTbw9fVV99577y3HSmTvZP2/z0Qk3sqVK/GHP/wBAHDXXXcZX2Y7e/YsAMv3zIWEhECn0+Hw4cNYsmQJ+vTpg549e2Lx4sW4fv06ysrKMHfuXPTq1Qu9evXC22+/DaWU2THr6urw97//Hffeey9cXV3Rr18/LF68GKWlpVb7Of/zn/9gwYIF+PGPfwwXFxd4eXlh5syZxp+zPURGRsLR0RGLFi0yLnN1dcXChQtx9OhRXLhw4bbbjxs3DuPGjTMuGzFiBH76059iy5YtxmVxcXG4cuUKXn31VbPtX3vtNVRVVWHnzp0W+1ZKoby83KJVa/ZpzXESdQaczBFRizz33HP4+c9/DgD4/PPPERYWhrCwMPTp0+eW273xxhvIycnBBx98gGeeeQaBgYFYvnw5ZsyYgdraWvzlL3/Bo48+ilWrViEsLMxs28WLF+MPf/gDJkyYgC+++AILFizAxo0bMXXqVNy4ccMqP+esWbOwbds2LFiwAP/85z+xZMkSVFRU4Pz587fczmAwoLi4uFmP20lLS8OwYcPg7u5utnz8+PEAgPT09Ca3raurQ0ZGBh588EGL740fPx5nzpxBRUWF8TgALNYdO3YsHBwcjN83NXjwYHh4eKBHjx54+eWXcenSJYuxN2ef1h4nUWfA98wRUYuMGjUKY8aMwaZNm+Dn54dBgwY1a7t+/fph165d0Ol0ePXVV/H//t//w6pVq7B48WKsWbMGALBo0SIMGjQI69evx9y5cwEAhw8fRlBQEDZu3Ihf/OIXxv1NmTIF06ZNQ0REhNlyLZSVlSEhIQGrVq0yfmgCAJYtW3bbbTdt2oQFCxY06zhNndVqUFhYCC8vL4vlDcsKCgqa3LakpAQGg+G22w8fPhyFhYVwdHRE3759zdZzdnZG7969zY7Tq1cvvP7663j44Yfh4uKCQ4cOYfXq1UhKSkJKSopx4tncfVprnESdCSdzRNQuFi5cCJ1OZ/zax8cHR48excKFC43LHB0d8eCDDyI1NdW4LCIiAh4eHvjZz35mdjZr7Nix6N69O+Li4jSfzLm5ucHZ2RkHDhzAwoUL0atXr2ZvO3Xq1BZ92vRWqqur4eLiYrG84ZOj1dXVt9wWQLO2r66uhrOzc6P7cXV1NTvOb3/7W7Pvz5o1C+PHj8dLL72Ef/7zn3j33XdbtE9rjZOoM+FkjojaxcCBA82+9vDwAAAMGDDAYrnpe+FycnJw9epVi7MxDS5fvqzxSOsnFp988gneeust9OvXDw899BCefvppzJ07F/3797/ltl5eXo2eZWoNNzc3GAwGi+V6vd74/VttC6BZ27u5ueH69euN7kev19/yOADwi1/8Am+99Rb27t1rnMw1d5/tOU6ijoqTOSJqF41duqKp5aYvP9bV1aFv377YuHFjo9vf7r16rfXmm29ixowZiIqKQmxsLJYvX46PP/4Y+/fvxwMPPNDkdtXV1bh69WqzjtGciWF+fr7F8sLCQgCAt7d3k9t6enrCxcXFuO6ttvfy8kJtbS0uX75sNmm+fv06rly5csvjNBgwYABKSkrMxt6cfbb3OIk6Ik7miKjFTF8utbYhQ4Zg7969mDBhQrufeRkyZAjeeustvPXWW8jJycHo0aPxt7/9DV999VWT23z99deavWdu9OjRiIuLQ3l5udmHII4dO2b8flMcHBzwk5/8BCkpKRbfO3bsGAYPHowePXqY7SclJQXTp083rpeSkoK6urpbHqfh5zh79qzZJLe5+2zPcRJ1VPw0KxG1WLdu3QCgXe4A8fzzz6O2thYfffSRxfdqamqsMoZr164ZX+JrMGTIEPTo0aPRlwNNNbxnrjmP25k9ezZqa2sRGBhoXGYwGBAcHAwfHx+zl6jPnz+PrKwsi+2Tk5PNJkrZ2dnYv38/5syZY1z22GOPwdPT0/hBlAZr1qxB165d8dRTTxmXFRUVWYxzzZo1KCoqwrRp01q1T2uMk6gz4Zk5ImqxsWPHAgDee+89vPjii+jSpQtmzJhhnORpydfXF4sXL8bHH3+M9PR0PPHEE+jSpQtycnIQERGBL774ArNnz9b0mKdPn8ZPf/pTPP/887jnnnvg5OSEbdu24dKlS3jxxRdvua2W75nz8fHBnDlzsGzZMly+fBlDhw5FaGgozp49i3Xr1pmtO3fuXMTHx5ud7Xv11Vfxr3/9C0899RSWLl2KLl264LPPPkO/fv3w1ltvGddzc3PDRx99hNdeew1z5szB1KlTcejQIXz11Vf485//DE9PT+O6d955J1544QX85Cc/gaurKw4fPozNmzdj9OjRWLx4cav2aY1xEnUqtrteMRHZs48++kj96Ec/Ug4ODmZ3g7jzzjvVvHnzjOsFBwcrACo5Odls+6buJDBv3jzVrVs3i+MFBgaqsWPHKjc3N9WjRw/1k5/8RL399tuqoKDgluNszR0giouL1WuvvaZGjBihunXrpjw8PJSPj4/asmXLLfdjDdXV1Wrp0qWqf//+ysXFRY0bN07t3r3bYj1fX1/V2FP6hQsX1OzZs5W7u7vq3r27evrpp1VOTk6jxwoMDFTDhw9Xzs7OasiQIerzzz9XdXV1Zuv86le/Uvfcc4/q0aOH6tKlixo6dKh65513VHl5eav3aY1xmv5eeAcI6uh0St3mTRtERHZs8uTJuHHjBqKjo+Hs7GxxAV7qmCoqKmAwGDBz5kxcvXoVJ06csPWQiKyG75kjog4vISEBffr00fx6dCTXL3/5S/Tp0wcJCQm2HgqR1fHMHBF1aKmpqcbr1vXp0wf333+/jUdE7SEjI8N4DcLu3bvjoYcesvGIiKzn/wP7K1T87BejrQAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Power spectrun plot with range limits\n",
-    "f, HF = signal.freqz(b, a, worN=4096, whole=True, fs=1)\n",
-    "if btype == 'lowpass':\n",
-    "    fLim = [f0 - BW, fs / 2]\n",
-    "elif btype == 'highpass':\n",
-    "    fLim = [0, f0 + BW]\n",
-    "else:\n",
-    "    fLim = [f0 - BW, f0 + BW]\n",
-    "fLim = [0, fs / 2]\n",
-    "dbLim = [-50, 5] \n",
-    "plot_power_spectrum(f, HF, fmt='r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "\n",
-    "# Other plots for H(z) [2]\n",
-    "show = ['zplane', 'phase spectrum', 'time response']\n",
-    "z, p, k = plot_iir_filter_analysis(b, a, fs=fs, whole=False, Ntime=100, step=False, show=show)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2f10a649",
-   "metadata": {},
-   "source": [
-    "# 2 Try IIR filter design with given order"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "6c78bebe",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "len(b) = 9\n",
-      "len(a) = 9\n",
-      "len(sos) = 4\n",
-      "Filter order = 8\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Use signal.iirfilter to design IIR filter with given order.\n",
-    "\n",
-    "# The actual IIR filter order becomes 2 * order when the filter is bandpass or bandstop.\n",
-    "order = 4\n",
-    "\n",
-    "# Maximum pass band ripple and minimum stop band attenuation for Chebyshev and elliptic filters\n",
-    "rp = 1  # [dB]\n",
-    "rs = 60 # [dB]\n",
-    "\n",
-    "# Filter type\n",
-    "ftype = 'butter'\n",
-    "#ftype = 'cheby1'\n",
-    "#ftype = 'cheby2'\n",
-    "ftype = 'ellip'\n",
-    "#ftype = 'bessel'\n",
-    "\n",
-    "# band edges\n",
-    "btype = 'lowpass'\n",
-    "btype = 'highpass'\n",
-    "btype = 'bandpass'\n",
-    "#btype = 'bandstop'\n",
-    "f0 = 55\n",
-    "BW = 40\n",
-    "if btype == 'lowpass' or btype == 'highpass':\n",
-    "    Wn = f0\n",
-    "else:\n",
-    "    Wn = [f0 - BW / 2, f0 + BW / 2]\n",
-    "    \n",
-    "# IIR coefficients\n",
-    "b, a = signal.iirfilter(order, Wn, rp, rs, btype=btype, ftype=ftype, output='ba', fs=fs)\n",
-    "sos = signal.iirfilter(order, Wn, rp, rs, btype=btype, ftype=ftype, output='sos', fs=fs)\n",
-    "\n",
-    "print('len(b) =', len(b))\n",
-    "print('len(a) =', len(a))\n",
-    "print('len(sos) =', len(sos))\n",
-    "print('Filter order = %d' % (max(len(a), len(b)) - 1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "256672f5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Power spectrum plot with range limits\n",
-    "f, HF = signal.freqz(b, a, worN=4096, whole=True, fs=1)\n",
-    "if btype == 'lowpass':\n",
-    "    fLim = [f0 - BW, fs / 2]\n",
-    "elif btype == 'highpass':\n",
-    "    fLim = [0, f0 + BW]\n",
-    "else:\n",
-    "    fLim = [f0 - BW, f0 + BW]\n",
-    "fLim = [0, fs / 2]\n",
-    "dbLim = [-70, 5] \n",
-    "plot_power_spectrum(f, HF, fmt='r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "\n",
-    "# Other plots for H(z) [2]\n",
-    "show = ['zplane', 'phase spectrum', 'time response']\n",
-    "z, p, k = plot_iir_filter_analysis(b, a, fs=fs, whole=False, Ntime=100, step=False, show=show)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "30af15a4",
-   "metadata": {},
-   "source": [
-    "# 3 Try IIR design using filter type and band edges"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "c262342b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "len(b) = 17\n",
-      "len(a) = 17\n",
-      "len(sos) = 8\n",
-      "Filter order = 16\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Use signal.iirdesign to design IIR filter, the order depends on filter type and band edges. \n",
-    "# Advantage of signal.iirdesign is that for bandpass and bandstop the transition band can be \n",
-    "# specified independent of the bandwidth. Cannot do bessel filter type.\n",
-    "\n",
-    "# Maximum pass band ripple and minimum stop band attenuation for Chebyshev and elliptic filters\n",
-    "rp = 1  # [dB]\n",
-    "rs = 60 # [dB]\n",
-    "\n",
-    "# Filter type\n",
-    "ftype = 'butter'\n",
-    "ftype = 'cheby1'\n",
-    "ftype = 'cheby2'\n",
-    "#ftype = 'ellip'\n",
-    "\n",
-    "# band edges\n",
-    "btype = 'lowpass'\n",
-    "#btype = 'highpass'\n",
-    "btype = 'bandpass'\n",
-    "#btype = 'bandstop'\n",
-    "f0 = 55\n",
-    "BW = 40\n",
-    "TB = 10\n",
-    "if btype == 'lowpass':\n",
-    "    fpass = f0\n",
-    "    fstop = f0 + BW\n",
-    "elif btype == 'highpass':\n",
-    "    fpass = f0\n",
-    "    fstop = f0 - BW\n",
-    "elif btype == 'bandpass':\n",
-    "    fpass = [f0 - BW / 2, f0 + BW / 2]\n",
-    "    fstop = [f0 - BW / 2 - TB, f0 + BW / 2 + TB]\n",
-    "elif btype == 'bandstop':\n",
-    "    fpass = [f0 - BW / 2 - TB, f0 + BW / 2 + TB]\n",
-    "    fstop = [f0 - BW / 2, f0 + BW / 2]\n",
-    "\n",
-    "# IIR coefficients\n",
-    "b, a = signal.iirdesign(fpass, fstop, rp, rs, ftype=ftype, output='ba', fs=fs)\n",
-    "sos = signal.iirdesign(fpass, fstop, rp, rs, ftype=ftype, output='sos', fs=fs)\n",
-    "\n",
-    "print('len(b) =', len(b))\n",
-    "print('len(a) =', len(a))\n",
-    "print('len(sos) =', len(sos))\n",
-    "print('Filter order = %d' % (max(len(a), len(b)) - 1))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "a9cca1ac",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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wg7JgB59Z0Jk0xnh5eQldAqkhVBbxWcXY53kXW+xCcMj7HujfUNQvWEE5sIOyYAffWdAgjSGjRo0SugRSQ6gsSiVS+f8/5J2AXWciUVElfcYWbR/1CzZQDuygLNjBdxY0SGNIdna20CWQGkJlIas5c6atoQYNNRHcIjPwms0t5JZIBKmHBdQv2EA5sIOyYAffWdAgjSFSafs+Y8ISobKQyZ4M0np10MXJNybBUEcDYSn5WPFnIJJzSgWpSWjUL9hAObCDsmAH31nQII0hvXr1EroEUkOoLKQ1Z9LU1USYPqAzLrw3Hb076uFhXjnWHAtCTHqhIHUJifoFGygHdlAW7OA7CxqkMSQkJEToEkgNobKofU5ATSQCAAwwNcD5d6dhWHcj5JRU4lVrMW4l5QpSm1CoX7CBcmAHZcEOvrOgQRpDli5dKnQJpIZQWUhrLnfWDtIAoIuhNpzenoJJfTuiWFKNjSeCcTU2S5D6hED9gg2UAzsoC3bwnQUN0hjy999/C10CqSFUFrUPDqj9p2ca6Wji1BuTMH9oV0iqZXjn7zC4RqQLUGHLo37BBsqBHZQFO/jOgiazbSBaFoq0hOtxWXjDLhSjexnDbfsMpc+rpTJ8dj4a58PToCYCfls7BsvH9BSgUkIIIXyiyWwZQ0t9sEOoLGSyJ/8reupy59M01NXw8+pRWDfRDDIO+PBMJNwi2/YZNeoXbKAc2EFZsIPvLDR43TtplE2bNgldAqkhVBZPP91ZHzU1EX54eSQ4DjgT+hAfnokEgDZ7Ro36BRsoB3ZQFuzgOws6k8aQ8+fPC10CqSFUFrV3HzxjjPbkczURDqwciVcm9JKfUfsnOrMFKmx51C/YQDmwg7JgB99Z0CCNIdOnTxe6BFJDqCykz7nc+TQ1NRF+XDkKa8Y/Gah94BSJoMQcnitsedQv2EA5sIOyYAffWTA/SNu8eTNEIlG9r/T0+u/HuXHjRr3bicXiFvwpGiYpKUnoEkgNobKofbpTvQGDNKBmoLZqFBYN74ZKqQzbToW1uQlvqV+wgXJgB2XBDr6zYP6etLfffhvz589XeI/jOLzzzjswNzdHz57Pvw9n586dmDhxosJ7AwYMUGmdqqCrqyt0CaSGUFnUNwXHs6iriXBo3Rhstg2GOCkPm04Ew/ndaejbWZ+nKlsW9Qs2UA7soCzYwXcWzA/Spk6diqlTpyq8FxAQgLKyMrz22msN2oeFhQVWr17NR3kqZWJiInQJpIZQWcgHaQ08k1ZLR1MdxzdOwDprMe5kFGGzbTBc35uODvpafJTZoqhfsIFyYAdlwQ6+s2D+cmddHB0dIRKJsH79+gZvU1xcjOrqah6rar64uDihSyA1hMqi9p60xg7SAMBQRxN2Wyahp4kuUnLL8K5DGKpqd9iKUb9gA+XADsqCHXxn0eoGaVVVVTh79iymTZsGc3PzBm2zZcsWGBkZQUdHB3PmzEFoaOhzt5FIJCgqKpK/SkpKmln5882aNYv3Y5CGESoLWQOm4HiWLoba+GvzBOhrqUOclIc97nfQ2uerpn7BBsqBHZQFO/jOotUN0ry8vJCbm9ugS51aWlpYtWoVDh8+DDc3N+zbtw/R0dGwsLBARETEM7c9cOAAjI2N5a/aIDIzM2FlZQWJRCKfxM7S0hJZWVk4e/YsoqKi4OfnBy8vLyQkJMDOzg7FxcUKbQsKCmBvb4+4uDh4e3vDx8cHMTEx+Prrr5Gbm6vQtry8HDY2NkhKSoKnpycCAwMRFhYGZ2dnZGRkKLSVSqU4evQo0tPTceHCBYSGhkIsFuPixYtITk6GtbW1Ut3Z2dlwcnJCVFQUfH194eXlhfj4eJw8eVKp7qKiIpw6dQrx8fG4cuUKfHx8EB0djdOnTyMnJ0ehbUVFBWxsbJCcnAwPDw8EBQUhNDQULi4uyMjIwJEjRyCTyWBpaQmZTIYjR44gIyMDLi4uCA0NRVBQEDw8PJCcnAwbGxtUVFQo7D8nJwenT59GdHQ0fHx8cOXKFcTHx+PUqVMoKipSaFtcXIyTJ08iPj4eXl5e8PX1RVRUFJycnJCdna3QViKRwNraGtbW1rh48SLEYjFCQ0Nx4cIFpKen4+jRo5BKpQrbZGRkwNnZGWFhYQgMDISnpyeSkpJgY2OD8vJyhba5ublwdHRETEwMfHx84O3tjbi4ONjb26OgoADe164BAFIeJKO4uBh2dnZISEiAl5cX/Pz8EBUVhbNnzyIrK0upbisrK6SkpOBe8A28N04PIgCOt1Jx+FIkjh07hurqaoVtMjMz4ezsjIiICAQEBODSpUtITEzEiRMnUFpaqtA2Ly8Pjo6OiI2NxfXr13Ht2jXExsbCwcEB+fn5Cm1LSkpga2uLhIQEXL58Gf7+/oiMjMS5c+eU6q6qqoKVlRVSU1Ph5uaG4OBgBAcHw83NDampqbCysoKTk5NSXzt37hwiIyPh7++Py5cvIyEhAba2tigpKVFom5+fDwcHB8TGxuLatWu4fv06YmNj4ejoiLy8PIW2paWlOHHiBBITE3Hp0iUEBAQgIiICzs7OyMzMVGhbXV2NY8eOIS0tDa6urggJCYFYLIa7uztSUlJ4+45wdHQU7Dvijz/+oO+Ip74jkpOTBfmOsLS0xLlz5+R1N+U7wt3dHWKxGCEhIXB1dUVaWlqr/o6oqqoS7Dvi999/5+07IigoqPUtC7V+/Xr5L6RTp06N3v7+/fsYNWoUZs6cicuXL9fbTiKRQCKRyP8cGRmJWbNm0bJQhFeOt1Lx5YVoLBjWFdYbJzRrX1a+iTjwTxzURIDjW1MwpV/j+wshhBBhtLploUpKSuDm5oaFCxc2aYAGPHmqc/ny5fDx8YFUKq23nba2NoyMjOQvAwODppbdYLTUBzuEykLaxAcH6rJtZj+sHNsTMg7YeToC2cWS52/EIOoXbKAc2EFZsIPvLFrVIM3V1bVRT3XWx8zMDJWVlSgtLVVRZarx1ltvCV0CqSFUFlwz70l7mkgkwr6XR2CgqQEeF0uw60wEpLJWdeIcAPULVlAO7KAs2MF3Fq1qkObg4AADAwMsW7asWftJSkqCjo5Oi5wdaww7OzuhSyA1hMqidhClghNpAAA9LQ38+do46GqqI/B+Ln6/lqCaHbcg6hdsoBzYQVmwg+8sWs0gLTs7G97e3nj55Zehp6en9HlZWRni4uKQk5OjsM1/3b59G+7u7liwYAHUGjNjaAtYtGiR0CWQGkJlUXuiSxVn0moN7GqI/S+PAAD8cT0BYSl5Ktt3S6B+wQbKgR2UBTv4zoKtUcoznDlzBtXV1fVe6gwODsbQoUMVrg+vXbsWL774Ivbv34/jx4/jww8/xLRp06Cnp4cff/yxpUpvsNu3bwtdAqkhVBYymeruSXvaynG95PenfXz2Nsoq2Z4z8GnUL9hAObCDsmAH31m0mkGag4MDTE1NlZaIepYVK1YgJycHBw8exHvvvYczZ85g5cqVCA0NxdChQ3mstmlMTU2FLoHUECqL2nnSVDxGAwDsWTYc3Y118CC3DD/+03omw6R+wQbKgR2UBTv4zoL5ZaFq3bx585mfz549W2nSzp07d2Lnzp18lqVS6urqQpdAagiVhbSRC6w3hrGuJn5aNQobTwTj1M0ULBjWDTMGdlb5cVSN+gUbKAd2UBbs4DuLVnMmrT1IT08XugRSQ6gsav+doerLnbVmDuqCDVN6AwA+db6NUgn7lz2pX7CBcmAHZcEOvrOgQRpDJkxo3uSlRHWEyqL26U41FT448F9fLhmKXh10kVFYgcOt4GlP6hdsoBzYQVmwg+8saJDGEA8PD6FLIDWEykImn8yWv2PoaWngu+XDAQB/BSTjbmYRfwdTAeoXbKAc2EFZsIPvLGiQxpA333xT6BJIDaGyqH26U5VTcNRl7pCuWDS8G6QyDl+5xsiPyyLqF2ygHNhBWbCD7yxokMaQY8eOCV0CqSFUFjKe70l72p5lw6CvpY6wlHycD0/j/XhNRf2CDZQDOygLdvCdRatbYF0o4eHhGD9+PC2wTnj10+U4HL2RiDem98U3S4fxfrzaRdhNDbVx45PZ0NNqNQ98E0JIm9bqFlhv62jRXHYIlUVL3JP2tE3TzGHWURePiyWw9ktqmYM2EvULNlAO7KAs2EELrLcjq1atEroEUkOoLFrqnrRaOprq+HzRk4mdrXyT8KiwokWO2xjUL9hAObCDsmAH31nQII0hgYGBQpdAagiVRe09aaIWuCet1pKR3TC+TweUV0nx65X4FjtuQ1G/YAPlwA7Kgh18Z0GDNIb0799f6BJIDaGykMrPpLXcMUUiEf734pOzaefD05CUXdJyB28A6hdsoBzYQVmwg+8saJDGkNLSUqFLIDWEyoLj+Flg/XnG9e6AeUNMIeOAQ95sTXBL/YINlAM7KAt28J0FDdIYUlTE9qSi7YkqsqiokjZ6G6l8gfWWHaQBwIcvDAIAXIzKQPyj4hY/fn2oX7CBcmAHZcEOvrOgQRpDBg8eLHQJpEZzs/jzxn0M3+OF7z1iGzVYq70njY8F1p9nRE9jLBreDRwHHPK+1+LHrw/1CzZQDuygLNjBdxY0SGOIr6+v0CWQGs3NIjK1AFIZh78CkrH0jwDEpBc2aLvapztbagqO//rwhUEQiYB/Yh7hTkbDauYb9Qs2UA7soCzYwXcWNEhjyNq1a4UugdRobhayp+aITnhcghVHAvHHtQRUS2UN2o7PBdafZXA3Q7w0qgcAdu5No37BBsqBHZQFO/jOggZpDLG1tRW6BFKjuVnUXrb8fPEQLB7RDdUyDr9evYc1VjfxIKf+G01rx3At/eDA0z6YNwAiEXA1Ngv3soS/N436BRsoB3ZQFuzgOwsapDFk+/btQpdAajQ3i9qpNDrpa+HP18bht7WjYaijgYjUArz4uz/cItPr3K726c6WnILjvwaYGmLhsG4AgKM3EoUrpAb1CzZQDuygLNjBdxY0SGMILfXBjuZmIeP+XTlAJBLh5bG94LVrJib17YjSSik+cIrE5+ejUF6p+FCBVKApOP7rvTlP5v5xv52B1NwyQWuhfsEGyoEdlAU7aFmodmT9+vVCl0BqNDcLWR2DrR4munB8czJ2zhsIkQhwCnmI5UcCkPDUJcXay6RCD9JG9TKBxcDOkMo4WPkJezaN+gUbKAd2UBbs4DsLGqQx5PLly0KXQGo0NwtZ7b1l/3kAQENdDR+9MAgOWyeji6E27mWVYKllAM6GPqzZTtinO5/2/pwBAIBzoWl4XCTcmp7UL9hAObCDsmAH31nQII0hY8aMEboEUqO5Wfx72bLuz6cN6IxLOy1gMbAzKqpk+NQ5Cl9eiJbPqdZSC6w/y+S+HTG+TwdUSmWwCUgWrA7qF2ygHNhBWbCD7yxokMaQR48eCV0CqdHcLOQPADzjsmUXQ22c3DIJH9fMTeZ4KxXX4h4DEGbFgf8SiUR4v+betL/FKSgoqxSkDuoXbKAc2EFZsIPvLGiQxhDuqbm1iLCam0Xt053PG2ypqYmwY95AnNg8EUY6GvL3WTiTBgBzBptiSDdDlFVKYRf0QJAaqF+wgXJgB2XBDr6zoEEaQ7p37y50CaRGc7OQL+/UwMHWnMGmuLhjBoZ0MwQA9Omo16zjq8qTs2lP7k2zDXyAEkl1i9dA/YINlAM7KAt28J0FDdIYEhERIXQJpEZzs+Cec09aXfp00sfFHTPg/+kcTBvQuVnHV6UlI7ujX2d9FJZXwf5mSosfn/oFGygHdlAW7OA7CxqkMWTJkiVCl0BqNDcLaROXd9JUV4MZI2fRaqmrifBezdk0G/8klFW27Nk06hdsoBzYQVmwg+8smB6k3bhxAyKRqM6XWCx+7vYSiQSfffYZevToAV1dXUyePBlXr15tgcqbxsHBQegSSI3mZiFjYHknVVo+pgfMOuoit7QSp4MftuixqV+wgXJgB2XBDr6zEHEM34F448YNzJkzBzt37sTEiRMVPlu0aBE6d372JaFXX30Vzs7O2LVrFwYOHAg7OzuEhITAx8cHM2bMaFQt4eHhGD9+PMLCwjBu3LhG/yykfVl0yA9xj4rx99bJmDGQnUuXzeF4KxVfXoiGqaE2/D6dAx1NdaFLIoSQNis8PJztM2m1LCwssGHDBoXX8wZowcHBcHJywoEDB/Dzzz9j27ZtuH79Ovr06YNPP/20hSpvHFrqgx2qWhaKkYc0VWLV+J7obqyDx8USnAttubNp1C/YQDmwg7JgBy0LVaO4uBjV1Q2/F8bZ2Rnq6urYtm2b/D0dHR1s3boVN2/exMOHLXvJpiE2b94sdAmkRnOzqJ2Co7H3pLFMW0Md78x6Mm/a0RuJqKyWtchxqV+wgXJgB2XBDr6zaBWDtC1btsDIyAg6OjqYM2cOQkNDn7tNREQEBg0aBCMjI4X3J02aBACIjIx85vYSiQRFRUXyV0lJSZPrb6hz587xfgzSMM3NgmNkDU5VWzvRDF0MtZFRWAGX8LQWOSb1CzZQDuygLNjBdxZMD9K0tLSwatUqHD58GG5ubti3bx+io6NhYWHx3MdeMzMz65y/pPa9jIyMZ25/4MABGBsby1+zZs2S79fKygoSiUR+mtPS0hJZWVk4e/YsoqKi4OfnBy8vLyQkJMDOzg7FxcUKbQsKCmBvb4+4uDh4e3vDx8cHMTExKCwsRG5urkLb8vJy2NjYICkpCZ6enggMDERYWBicnZ2RkZGh0FYqleLo0aNIT0/HhQsXEBoaCrFYjIsXLyI5ORnW1tZKdWdnZ8PJyQlRUVHw9fWFl5cX4uPjcfLkSaW6i4qKcOrUKcTHx+PKlSvw8fFBdHQ0Tp8+jZycHIW2FRUVsLGxQXJyMjw8PBAUFITQ0FC4uLggIyMDR44cgUwmg6WlJWQyGY4cOYKMjAy4uLggNDQUQUFB8PDwQHJyMmxsbFBRUaGw/5ycHJw+fRrR0dHw8fHBlStXEB8fj1OnTqGoqEihbXFxMU6ePIn4+Hh4eXnB19cXUVFRcHJyQnZ2tkJbiUQCa2tr9O3bFxcvXoRYLEZoaCguXLiA9PR0HD16FFKpVGGbjIwMODs7IywsDIGBgfD09ERF5ZPZ+aurKhXa5ubmwtHRETExMfDx8YG3tzfi4uJgb2+PgoICpbrt7OyQkJAALy8v+Pn5ISoqCmfPnkVWVpZS3VZWVkhJSYG7uzvEYjFCQkLg6uqKtLQ0HDt2DNXV1QrbZGZmwtnZGREREQgICMClS5eQmJiIEydOoLS0VKFtXl4eHB0dkZQQj7ndnyxd9duVuzhp74D8/HyFtiUlJbC1tUVCQgIuX74Mf39/REZG4ty5c0p1V1VVwcrKCqmpqXBzc0NwcDCCg4Ph5uaG1NRUWFlZYcqUKUp97dy5c4iMjIS/vz8uX76MhIQE2NraoqSkRKFtfn4+HBwcEBsbi2vXruH69euIjY2Fo6Mj8vLyFNqWlpbixIkTSExMxKVLlxAQEICIiAg4OzsjMzNToW11dTWOHTuGtLQ0uLq6IiQkBGKxGO7u7khJSeHtO8LR0VGw74guXbrQd8RT3xHJycnN+o5ISkqCjY0NysvLG/0dMWPGDGa/I2JjY3H9+nVcu3YNsbGxcHDg/zuiqqpKsO+ITp068fYdERQUBHCtTEJCAqerq8stXLjwme369evHLV68WOn9xMREDgD322+/PXP7iooKrrCwUP7y9fXlAHBhYWHNKf+Z/vnnH972TRqnuVnM+Oka1+czDy4sJU9FFbGjTFLNTdx3levzmQd3IiCJ9+NRv2AD5cAOyoIdfGYRFhbGMX0mrS4DBgzA8uXL4ePjA6lUWm87XV1dSCQSpfcrKirknz+LtrY2jIyM5C8DA4PmFd4A+vr6vB+DNExzs2hrU3A8TVdLHbvmDwIA/HH9Poorqng9HvULNlAO7KAs2MF3Fq1ukAYAZmZmqKysRGlpab1tunfvjszMTKX3a9/r0aMHb/U1laGhodAlkBrNzULWgAXWW7NXJvRCv876yCutxHG/JF6PRf2CDZQDOygLdvCdRascpCUlJUFHR+eZZ7fGjBmDe/fuoaioSOH9W7duyT9nTUJCgtAlkBrNzeLfBdZVUQ17NNTV8OmiwQCA4/7JeFxcwduxqF+wgXJgB2XBDr6zYHqQlp2drfTe7du34e7ujgULFkBN7Un5ZWVliIuLQ05Ojrzd6tWrIZVKYW1tLX9PIpHA1tYWkydPhpmZGf8/QCPNnDlT6BJIjeZm0dgF1lujhcO7YYyZCcqrpDjkzd8XFfULNlAO7KAs2MF3FkwP0tauXYsXX3wR+/fvx/Hjx/Hhhx9i2rRp0NPTw48//ihvFxwcjKFDhypMKjd58mSsWbMGX3zxBT799FNYW1tj7ty5ePDgAf7v//5PiB/nueixanY0N4t/J7Ntu4M0kUiEL5cMBQCcDk5FdFohL8ehfsEGyoEdlAU72vUUHCtWrEBOTg4OHjyI9957D2fOnMHKlSsRGhqKoUOHPnf7U6dOYdeuXbC3t8fOnTtRVVUFDw8PZv8Vsn37dqFLIDWam4X8njSme1jzTerbEctG9wDHAV+7xUAmU/0qc9Qv2EA5sIOyYAffWTD9V8jOnTtx69Yt5ObmoqqqChkZGbC3t8eAAQMU2s2ePRscx2Hv3r0K7+vo6ODnn39GZmYmKioqEBwcjIULF7bgT9A4tNQHO5qbxb/3pLXdM2m1/vfiUOhrqSPyYQGcw1Q/wS31CzZQDuygLNjBdxZML7DOkpZYYL2qqgqampq87Js0TnOzGLHHCyWSatzYPRvmndv+4/LH/ZKw/9JddNTXwrWPZqGDvpbK9k39gg2UAzsoC3bwmUWrWWC9vThx4oTQJZAazc1CvnZnOziTBgCbp5tjUFcD5JVWYu/FOyrdN/ULNlAO7KAs2MF3FjRIY8jixYuFLoHUaG4W8gcH2kkP01RXw/+tHg01EeAWmYGrsVkq2zf1CzZQDuygLNjBdxbt5K+Q1uF565GShssrrURGQXmTt29uFu3h6c7/GmNmgm0z+wMAvrwQjYKySpXsl/oFGygHdlAW7OA7CxqkMaSuBeFJ06z8MxDTf7qOHacjcP9xcaO3b24W7WGetLrsmj8Q/bvoI7tYgv+5xkAVt7xSv2AD5cAOyoIdfGdBgzTSJqXmlYHjgIu3M/DCb37Y5RSBpOySFjt+W19xoD46mur49ZUx0FATwTMqE2dCHgpdEiGEtFo0SGNIXWuNkqapPZM1Y0BncBzgGpmB+Qd98dGZSCTn1L/ma63mZPH02aO2unbns4wxM8EnC58sGbX34h3cy2r8mcynUb9gA+XADsqCHXxnQYM0howdO1boEtqEpwdJv786Fh47ZmD+UFPIOMAlIh3zD/pi97nbSMmtf7DWnCykT03o2p7uSXvaWxb9MHNQF1RUybDdMRzlldIm74v6BRsoB3ZQFuzgOwsapDHkn3/+EbqENkFxkASM6GkMm00T4b59OuYOMYVUxsE5LA3zfvXFV67RdS4O3pwsnp50X62d3ZNWS01NhIOvjEYXQ23cyyrBFy5RTb4/jfoFGygHdlAW7OA7C5rMtoFoMtvWo7JahkFfPek4UXsXwEhH8Xca+bAAv129B9972QAAXU11vGXRF2/N7AfDmrbNyaKiSoohX18GAETvXSDfZ3t0MzEXG/66BamMwxeLh+DtWf0bvQ/qF2ygHNhBWbCDJrNtR6ysrIQuoU2Qcc++3DjGzAQn35gEp21TMMbMBOVVUvx+/T5m/XwDtoHJkFRLm5XF08dvb093/tfU/p2wZ+kwAMCPl+PgE/e40fugfsEGyoEdlAU7+M6CzqQ1UEucSSOqUVZZjWHfeAEA7n63CLpa6vW25TgOXnce4f8uxyOp5oECs4662L1gMJaO6tGky5XFFVUYufcKACDu+0XQ0az/+O0Bx3H48kI0Tgc/hKG2Bs6/Nw2DuhoKXRYhhDAtPDwcGsuWLWvyDvbv34+RI0eqsKT2zdLSEtu3bxe6jFbv6XvSnnffvkgkwqIR3TF/aFecC0vDb1fv4WFeOT5wisSJgGR8s3QYxvfp2KjjK9yT1k4fHHiaSCTCt8tG4P7jEoQ8yMemE8E4/+409DDRbdD21C/YQDmwg7JgB99ZaIjFYujrN24BaJlMhrS0NOzatYufqtqpNWvWCF1Cm/D0IKmhlxs11NXw6qTeWDGmJ04EJuOITwJupxVi1dGbWDa6Bz5fPKTBgwrZfx5cIICWhhqsX5+A1ceCkJhdik0ngnHunakw0Xv+QuzUL9hAObCDsmAH31moHTp0CMnJyY16hYWFqWQmcaLIz89P6BLaBFkzpsDQ1VLH+3MGYPeQEqydYAaRCHC/nYG5v97AIe97DZpKgu5Jq1sHfS2c2joZ3Yx0kPC4BG+eDG3Q75P6BRsoB3ZQFuzgOwu1jh0bdykHADQ1NTF69GgYGtJ9Jao0cOBAoUtoExQfHGjaPsYNG4ifVo/Cxe0zMMm8IyqqZDjknYB5v96AW2T6M/+R8vSZPBFd7lTQ00QXJ9+YBCMdDYSm5ONdhzBIqp89UKN+wQbKgR2UBTv4zkJt0aJFjd7I2NgYERERmDhxIg8ltV/Fxc2bmZ08IeX+XZKpqYOk2ixG9DTGmben4Mj6cehpoouMwgp84BSJ9cdv4f7jupeZqh0k0lm0ug3uZoi/Nk+EjqYabsRn492/w585UKN+wQbKgR2UBTv4zoKm4GBIaenzlysiz1d7kqs5N+0/nYVIJMKLo7rj2sez8PELg6CjqYabSblYfNgPv3jFo6JKcYBRO0ijMVr9Jpp3xIlNE6GtoYbrcY/xvkM4KqtldbalfsEGyoEdlAU7+M5CIzU1tdEb9e7dm4dSSP/+jZ/okyirfbqzOetm1pWFjqY6dswbiBVje+Ibtxj4xGfD0uc+3G9n4NvlwzFnsKnC8enJzmebNqAz/to0EVtPhsD77mO85xAOy/VjlaYsoX7BBsqBHZQFO/jOQq1v375o7IvwIyAgQOgS2gTZU5c7m+pZWZh11MOJzRNxbMM4dDfWQWpeGbbYhuDdv8OQVVShkjN57cWMgZ1hs2kCtDTU4H03C2/YhaBEUq3QhvoFGygHdlAW7OA7C5GdnZ38NmeZTIbDhw8jJSUFr732GgYPHgwAiIuLg6OjI8zNzbFz505s2bKF16JY1BKT2ZaUlMDAwICXfbcnD/PKYPF/PtDTUkfsd42/5xJoeBalkmoc8r6HE4EPIJVxMNTRwOZp5vjj+n0YaGsg5tuFTTp+exN0PwdvnQpFaaUUo3oZw27LJHTUfzI9B/ULNlAO7KAs2MFnFuHh4VDbtGkTal8ZGRmoqKjA/fv3YWlpiR07dmDHjh04cuQI7t27h7KyMjx69IiXYghgZ2cndAltgiouNzY0C31tDfzvxWG4uH0GRpuZoLiiGn9cvw+geWfy2ptpAzrD8a0p6KCniai0Qqw5FoSMgnIA1C9YQTmwg7JgB99ZKCwLZWZmhg8//BAfffRRnY1/+eUX/P7772jKfWytHS0L1XokZZdg7q++MNLRQNTeljuTJZVxsA1Mxi9X4lFRJUNHfS2Ef/1Cix2/Lbj/uASv/3ULmYUV6Gakg782T8DwHsZCl0UIIS1OaYH13NxclJWV1btBWVkZcnNzeS+svbK0tBS6hDZB/nRlMx6vbEoW6moivGnRD167ZmL5mB54Z1a/Jh+/vRpgagDnd6dhgKkBHhVVYM2xm/jw57+ELouAvp9YQlmwg+8sFAZpU6ZMwaFDhxAWFqbUMDQ0FIcPH8bkyZN5Lag9e+2114QuoU2onUy2OU93NieLPp30cXjdWGybSU9gNUVPE12cf3capg/ohLJKKVxzu8HGP4lWOREYfT+xg7JgB99ZKAzSLC0toaamhkmTJmH69OnYvHkzNm/ejOnTp2Py5MlQU1PDH3/8wWtB7dmlS5eELqFNqL0nrTmz/VMWwjLW1YTdlkl4dVJvcAD2ed7F/1xj6p1LjfCP+gQ7KAt28J2FwiBt2LBhiI6Oxs6dO5Gbm4szZ87gzJkzyM3NxQcffIDo6GgMHz6c14L+KyQkBNu3b8fw4cOhr6+P3r1745VXXsG9e/eeu+2NGzcgEonqfInF4haovnHGjh0rdAltwr8z/jd9H5SF8DTV1fDDyyPw5oSOEIkAx1upWH9cjKyiCqFLa5eoT7CDsmAH31lo/PeNrl274rfffsNvv/3G64Eb6qeffkJgYCDWrFmDUaNG4dGjR7C0tMS4ceMgFosxYsSI5+5j586dSktYDRgwgK+SmywzMxPDhg0TuoxWT1ZzsqU5T3dSFmwQiUSY2qEMU16fgA/PRCI0JR8v/h6AI+vHYnK/TkKX165Qn2AHZcEOvrNQGqSx5qOPPoKjoyO0tLTk761duxYjR47Ejz/+iL///vu5+7CwsMDq1av5LFMlaDFu1fh3Waam/z4pC3aIRCLMG9YV7jtm4B37MMRnFWO9zS18sXgIts7oS1m1EPo9s4OyYAffWSgN0ioqKnD+/HmEh4ejsLAQMpniPSAikQh//dVyT1tNmzZN6b2BAwdi+PDhuHv3boP3U1xcDF1dXWhosDsu7datm9AltAlS+dOdTd8HZcGO2iz6dtbHhfen4QuXaLhFZmCf511EpBbgwKqRMNLRFLjKto/6BDsoC3bwnYXCiCUlJQVz5szBgwcPYGJigsLCQnTs2BEFBQWQSqXo3LkzE7MccxyHrKysBt8ft2XLFpSUlEBdXR0WFhb4+eefMWHChGduI5FIIJFI5H8uKSlpVs0NERkZSaewVaD2KcDmPN1JWbDj6Sz0tDRwaO0YjOvdAd97xMIzOhO30wrw+6tjMa53B4ErbduoT7CDsmAH31konGv45JNPUFhYCLFYjHv37oHjOJw5cwYlJSX46aefoKurCy8vL96KaSgHBwekp6dj7dq1z2ynpaWFVatW4fDhw3Bzc8O+ffsQHR0NCwsLREREPHPbAwcOwNjYWP6aNWsWgCfXn62srCCRSOTzo1haWiIrKwtnz55FVFQU/Pz84OXlhYSEBNjZ2aG4uFihbUFBAezt7REXFwdvb2/4+PggJiZGPg/d023Ly8thY2ODpKQkeHp6IjAwEGFhYXB2dkZGRoZCW6lUiqNHjyI9PR0XLlxAaGgoxGIxLl68iOTkZFhbWyvVnZ2dDScnJ1y7GY6zl3zg5eWF+Ph4nDx5UqnuoqIinDp1CvHx8bhy5Qp8fHwQHR2N06dPIycnR6FtRUUFbGxskJycDA8PDwQFBSE0NBQuLi7IyMjAkSNHIJPJYGlpCZlMhiNHjiAjIwMuLi4IDQ1FUFAQPDw8kJycDBsbG1RUVCjsPycnB6dPn0Z0dDR8fHxw5coVxMfH49SpUygqLgXw5HKnpaUliouLcfLkScTHx8PLywu+vr6IioqCk5MTsrOzFfYrkUhgbW2NYcOG4eLFixCLxQgNDcWFCxeQnp6Oo0ePQiqVKmyTkZEBZ2dnhIWFITAwEJ6enkhKSoKNjQ3Ky8sV2ubm5sLR0RExMTHw8fGBt7c34uLiYG9vj4KCAoW2xcXFsLOzQ0JCAry8vODn54eoqCicPXsWWVlZSnVbWVkhJSUF7u7uEIvFCAkJgaurK9LS0nDs2DFUV1crbJOZmQlnZ2dEREQgICAAly5dQmJiIk6cOIHS0lKFtnl5eXB0dERsbCyuX7+Oa9euITY2Fg4ODsjPz1doW1JSAltbWyQkJODy5cvw9/dHZGQkzp07p1R3VVUVrKyskJqaCjc3NwQHByM4OBhubm5ITU2FlZUV5s+fr7DN48ePoZcegv1zO6OLrghp+eVYfTQIW345g8Iixf9m8/Pz4eDggNjYWFy7dg3Xr19HbGwsHB0dkZeXp9C2tLQUJ06cQGJiIi5duoSAgABERETA2dkZmZmZCm2rq6tx7NgxpKWlwdXVFSEhIRCLxXB3d0dKSgpv3xGOjo6CfUeYmZnB19e3bXxHFBUp9bXGfkckJycL9h2xaNEi+o546juiqqpKqa+dO3cOkZGR8Pf3x+XLl5GQkABbW1uUlJSo9DuiZ8+evH1HBAUFAdxTOnXqxH311Vccx3Fcbm4uJxKJOG9vb/nnW7Zs4ZYsWcIJ6e7du5yRkRE3depUrrq6utHbJyQkcLq6utzChQuf2a6iooIrLCyUv3x9fTkAXFhYWFNLf64//viDt30/S1W1lBv9rRfX5zMP7uUjAdyZ4FSuVFIlSC2qcDMxh+vzmQc39xefJu9DqCyIsmdlUVheye1wDOf6fObB9fnMg1trFcRlFJS1YHXtB/UJdlAW7OAzi7CwME7hTFpZWRnMzc0BAEZGRhCJRCgsLJR/PnXqVN5XfH+WR48e4cUXX4SxsTGcnZ2hrq7e6H0MGDAAy5cvh4+PD6RSab3ttLW1YWRkJH+1xGXe7du3836MupRXSVFQVgUACE8twKfnozBp/zV84RKNqLSCVjeJqExWOwVH0y93CpUFUfasLIx0NHF43Rj8smY09LTUIU7Kw6JD/rh4O6MFK2wfqE+wg7JgB99ZKAzSevfujbS0NACAhoYGevbsqTCfWGxsLHR0dHgtqD6FhYVYvHgxCgoKcPnyZfTo0aPJ+zIzM0NlZSVKS0tVWGHzCbXUh+ypMdjHLwyCeSc9lEiqcTo4FcssA7Hk9wCcuvkAheVVgtTXWLU/T3Oe7qRlV9jxvCxEIhFWj+8Fz50WGNnTGIXlVdhxOgLvO4Qjt0TyzG1Jw1GfYAdlwY4WXRZq7ty5cHNzk/958+bN+O233/DWW29h69atOHLkCJYuXcprQXWpqKjA0qVLce/ePXh4eDT7Jr2kpCTo6Ogw8RDE07Zs2SLIcZ8+U/bu7P64/vFsnH5rCpaP6QEtDTXczSzCN253MGm/Nz46E4lbSblMn11TxRQcQmVBlDU0i76d9XH+3Wn4YN5AaKiJ4BmdiQW/+eGf6EyeK2wfqE+wg7JgB99ZKAzSPv/8c/zvf/+TP9X45ZdfYtOmTXB2doabmxvWr1+PgwcP8lrQf0mlUqxduxY3b97EuXPnMHXq1DrblZWVIS4uDjk5OfL3srOzldrdvn0b7u7uWLBgAdSaM0cDD86cOSPIcaVPnUpTVxNBTU2Eqf074fC6sQj+ch72LB2GwV0NIamWwSUiHWutxZj3qy+sfBORw+CZClVMwSFUFkRZY7LQ0lDDhy8Mguv70zGkmyFySyvxrkM4dp6OQH5pJY9Vtn3UJ9hBWbCD7yxEHMunRADs2rULhw8fxtKlS/HKK68ofb5hwwYAT5aAmjNnDvbs2YO9e/cCeHJmUFdXF9OmTYOpqSliY2NhbW0NTU1N3Lx5E0OHDm1wHeHh4Rg/fjzCwsIwbtw4lfxs/5WYmIj+/Vt+Ue7sYgkm7vcGADz48cU623Ach8iHBTgT8hDutzNQVvnkfj4NNRFeGNYV6yb1hsWAzlBrxn1gqnI9Lgtv2IVidC9juG2f0aR9CJUFUdbULCTVUvxx7T6O+iZCKuPQ2UAb3ywdhqWjutNkoE1AfYIdlAU7+MwiPDz83zNpZWVl6NSpE37++WdeDtZUkZGRAICLFy/i9ddfV3o9y4oVK5CTk4ODBw/ivffew5kzZ7By5UqEhoY2aoDWUuLj4wU57r9rXdb/F5dIJMLY3h3w46pRCP7ffPy4ciTGmJmgWsbhn5hH2HQiGHN+vQFrv0TBz1hIZf/W3FRCZUGUNTULbQ117F44GC7vTsNAUwPklEiw83QENtuG4GFemYqrbPuoT7CDsmAH31nIJ7PV09ODhoYG9PX1eT1gY924caNB7WbPnq10n9TOnTuxc+dOHqrih5GRkSDH/fceroa1N9DWwLpJvbFuUm/czSzCmZCHOB+ehpTcMvxwKQ6/XLmHl0Z2x4apfTDWzKTFz1o0ZND5PEJlQZQ1N4vRZibw2DkDx24k4YjPffjey8YLv/niw/mD8MaMvtBUZ+u2B1ZRn2AHZcEOvrNQ+HZatWoVnJ2dmb4pvC0TaoBce09aU260H9rdCHuXDcetL+fhx5UjMaKnESpr7l1b+WcQXvw9AI63UlEqqVZ12fWSyRo36KwLa/9Yac9UkYW2hjo+mD8Q/+yywJR+HVFRJcOBf+KwzDIQkQ8Lml9kO0B9gh2UBTv4zkJhkLZu3To8fvwYc+bMgYODAwIDAxEeHq70IvxITEwU5LicCqas0NN6cnbt4vYZcH1/OlaN6wVtDTXEZhbhywvRmPLDNexxi0FCVrGKqq6fKqbgECoLokyVWfTvYoDTb03Bz6tHwURPE3czi/Dyn4H4wiUaefRgwTNRn2AHZcEOvrNQWLtz9uzZ8v/v7++v1JjjOIhEomdOAkuabvr06YIcV6qCyV9riUQijDEzwRgzE3z90lA4h6XB4VYqknNKcfJmCk7eTMGkvh2xcWofLBzejZdLTVIVTMEhVBZEmaqzEIlEWDPBDHOHmGK/5124RKTjdHAqLkVnYveCQVg/uY9K+kJbQ32CHZQFO/jOQmGQZmtry+vByLOdP39ekJmka+/hUvWtYyZ6WnjToh/emN4XgYk5+FucAu+7jxGcnIfg5Dx0N9bBhil9sH5Sb3TQ11LZcTkV3JMmVBZEGV9ZdDLQxsG1Y7B2ohn2uN9B3KNifO12B47BD/HtsuGY1Lejyo/ZmlGfYAdlwQ6+s2B+Cg5WtMQUHEK5/7gY8w/6wURPE5HfLOD1WI8KK+AYnArHWynIKXlyeUlbQw0vj+2JLdP7YnA3w2YfwyU8DR+dvQ2LgZ1hv3Vys/dH2r5qqQyOwan4xSseRRVP7p9cPqYHvlg8FN2MhVllhRDSvilMwUGEJ/SyUM25PNhQ3Yx18NELgxD4+Vz8umY0RvQ0gqRaBqeQh1h4yA+v2YjhHZslv/m/KWo3bc6ZNFp2hR0tkYWGuho2TjXHjU/m4NVJvSESAW6RGZj76w0c8bmPiiq6xYP6BDsoC3bwnYUoLi6OGzx4cKM2qqiowJ9//olXXnkFvXr14qk0trTEmbTq6mpoaGg8v6GKxT0qwqJD/uhsoI3Qr+a36LE5jkNoSj5sA5NxOeaRfIDVp5MeNk01x5oJvWCoo9mofZ4NeYhPz0dh7hBTnNg8sUl1CZUFUSZEFtFphdjjHoPw1AIAQA9jHXyyaDCWj+7JxITNQqA+wQ7Kgh18ZhEeHg61sLCwRm9YWlqKTz75BPfu3eOhrPbLxsZGkONKVTBlRVOJRCJMNO+IP18bD79P5+Dtmf1gpKOBlNwyfOcRiyk/XMP3HrFILyhv8D4bO+9bXYTKgigTIouRvYzh/M40HFo7Bj2MdZBRWIEPz9zG8iOBECfltng9LKA+wQ7Kgh18Z6Hh4uKC+/fvN2qjsjKarZsPL730kiDHVcUUHKrQq4MevlgyFB/MHwiX8HTYBT3A/ccl+CsgGSeDHmDp6B7YNrMfhnZ/9uSBqni6U6gsiDKhslBTE2HF2J5YNKIbTgQm40+fRESnF2KdtRjzh3bFF0uGoH8XA0FqEwL1CXZQFuzgOwsNFxcXuLi48HoQ0jChoaGCXD5W5RQcqqCnpYENU/rgtcm94XsvG9Z+SQhKzMWFiHRciEjHzEFd8M7Mfpjav1Odqxmo4h47obIgyoTOQkdTHe/NHoBXJpjhsHcCHINT4X03Cz7xj/Ha5N74YN5AdDLQFqy+liJ0DuRflAU7+M5CQyaT8bZz0jg9e/YU5Lh8TcHRXCKRCLMHm2L2YFNEpxXCyi8Rl6Iz4XcvG373sjGypzG2zeyHxSO6QeOp+dZUMQWHUFkQZaxk0dlAG9+vGIFN08zx4z934X33MU7dTMH5sDS8NbMf3rToBwPttnufECs5EMqCJXxnQU93MkSoSYJVsdYl30b2Mobl+nG4sXsONk7tAx1NNUSnF2LH6QjM+fUGTt18IH8Cr/bMYHMGnTRhMztYy2KAqQFsNk2E41uTMaKnEUorpTjknYCZ/+eDvwKS2+yToKzl0J5RFuzgOwsapDHk8ePHghy3JafgaK7enfTw3fIRCPp8HnbNH4iO+lp4mFeOb9zuYMZP13H0RiKKyp/Mc9WcQadQWRBlrGYxrX9nuL8/A0fWj0O/zvrIK63E9x6xmPvLDZwNeYhqadu6SsFqDu0RZcEOvrNou+fmW6HRo0cLclwhn+5sqo76Wtg1fxDentkfzmEPYeWXhLT8cvx0OU7epjmDTqGyIMpYzkJNTYQXR3XHwuFd4RyWhsPXEpBRWIFPz0fByi8RuxcMxqIR3eq8d7K1YTmH9oayYAffWdCZNIZcvnxZkOPKVPA0pFB0tdTx+lRz+OyejV/XjEb/LvryzzTVm/7zCJUFUdYastBQV8O6Sb3hs3s2/rdkKDroaSIxuxTvOoRj+ZFABCTkCF1is7WGHNoLyoIdfGdBy0I1UEtMZiuRSKCt3fJPiQUk5GDDX7cwpJshLu+a2eLHVyWpjIPXnUfwjM7EWxb9MMbMpEn7ESoLoqw1ZlFcUYXj/smw8U9CWeWTe1am9OuID+cPwuR+nQSurmlaYw5tFWXBDj6zoGWhGHP8+HFBjvvv052t70zaf6mribBkZHccWT+uyQM0QLgsiLLWmIWhjiY+emEQ/D6dgy3TzaGlrgZxUh7WWovxmo0YYSl5QpfYaK0xh7aKsmAH31nUeSYtPT0dfn5+ePz4MVatWoVevXpBKpWisLAQxsbGUFdX57UoFrXlBdZ94h9ji20IRvQ0gscOC6HLIaTNySgoxxGf+zgb+hBV0idfuTMHdcGH8wdibO8OAldHCGGR0pk0juPw0UcfoW/fvnjttdfw0UcfyZd+Kikpgbm5Of744w9Bim0PhFo0l2vF96TxhRYwZkdbyKKHiS72vzwSPrtn49VJZtBQE8HvXjZe/jMIb9iFIDqtUOgSn6st5NBWUBaNk1lYjjdPhsLKN1HlU+TwnYXCIO3nn3/G4cOHsXv3bly9ehVPn2QzNjbGypUrcf78eV4Las/WrFkjyHFr5zOmQdq/hMqCKGtLWfTqoIcDK0fh+sezsWZ8L6iriXA97jGWWgbgzZOhuJPB7mCtLeXQ2lEWjXM97jG872bhwD9xmPerL9wi0yGTqeZ2fL6zUBikHT9+HBs3bsQPP/yAMWPGKDUeNWoULarOI19fX0GOK1XBguRtjVBZEGVtMYvenfTw85rR8P5oFlaO7Qk1EeB9Nwsv/h6Ad+zDEPeoSOgSlbTFHForyqJxqqX/DsjSC8rxgVMkXv4zEMHJzb83lO8sFAZpDx8+xLRp0+ptrK+vj6Ii9r482oohQ4YIclxVLKPU1giVBVHWlrPo21kfB9eOwdWPZmH5mB4QiYDLdx5h0SF/vO8QjntZxUKXKNeWc2htKIvGqX04bv7Qrvhk4WDoa6njdlohXrG6ibftQ5GUXdLkffOdhcIgzdTUFA8fPqy3cVhYGHr37s1rQe1ZQUGBIMetnRi9LTzdqSpCZUGUtYcs+ncxwOF1Y3Fl10y8OKo7AMAzOhMLD/lhu2M4EhgYrLWHHFoLyqJxaids19dWx/tzBuDGJ3Pw2uTeUBMBXneysOA3P+x1v4O80spG75vvLBQGaStXrsSxY8eQlJQkf6/2L+4rV67Azs6OroXzqLy8XJDjytfupEGanFBZEGXtKYuBXQ1xZP04XN5lgSUju4HjAI+oTCw45IcdpyNw/7Fwg7X2lAPrKIvG4f6z9GEXQ23sf3kkvHbNxNwhpqiWcbALeoBZP/s0+uECvrNQGKR9++236N69O8aMGYONGzdCJBLhp59+wowZM7B48WKMGjUKX375Ja8FtWf9+vUT5LjyFQdo1jw5obIgytpjFkO6GeHP18bjnw8ssGj4k8HaxdsZeOE3P+w8HYH7j5t+eaap2mMOrKIsGkdazwwGA7sa4sTmiXB4czKGdTdCcUW1wsMFDZnrn+8sFP5aNjY2hlgsxqeffor09HTo6OjA19cXBQUF2LNnD/z9/aGnp8drQe1ZYGCgIMdtzctC8UWoLIiy9pzF0O5GOPb6eFzaaYGFw7uC4wD32xl44TdffOAUgcRm3EvTWO05B9ZQFo0je87DcdMHdIbHjhn4Zc1odDPSkT9csOLPoOc+XMB3FkrnTnR1dfHVV18hMjISpaWlKC8vR0xMDL755hvo6uryWkxdJBIJPvvsM/To0QO6urqYPHkyrl69yvu2Qli1apUgx5XSFBxKhMqCKKMsgGE9jGD1+gR47pyBBcOeDNbcIjPwwkFffHgmslk3PjcU5cAOyqJxaqfbeNbDcWpqIqwe3ws+u2dj94JBTx4ueFiAV6xuYtup0Hr/QcR3Fg26wJWUlIS7d+/yWkh9Nm/ejIMHD+K1117D4cOHoa6ujiVLliAgIIDXbYVw8uRJQY4ro6c7lQiVBVFGWfxreA9jWG+cAI8dM/DCsK6QccCFiHTMP+iLj3gerFEO7KAsGqd2SrSGPBynq6WO7XMHwueT2Vhf83DBldgnDxd85RqN7GKJQnu+s1BYFur3339HUFAQnJyc5A02b94Me3t7AMDYsWNx6dIlmJqa8lpUreDgYEyePBk///wzdu/eDQCoqKjAiBEjYGpqiqCgIF62rUtbXhbKKTgVn7tEY/5QU9hsmih0OYSQBopJL8Qh7wR4380C8ORyzoqxPbFj7kD07awvcHWEsOG3q/dw+FoCNkzpjX0rRjZq24SsYvx0OQ7edx8DAPS11LFtZn+8adEX+toafJQrp7QslI2NDbp27Sr/s5eXF06dOoVt27bhjz/+QFJSEr799ltei3qas7Mz1NXVsW3bNvl7Ojo62Lp1K27evPnM6UKas60QkrJL8OvvRwQ5tuw/T74QWnaFJZRF/Ub0NIbNpgm4uH0G5g0xhYwDXMKfnFn7+OxtPMgpVdmxKAd2UBaN05ylDwd2NYTNpolw2jYFo3sZo7RSit+872H2LzfgeCsVv//BbxYKw8CUlBQMHTpU/uezZ8+ib9++OHr0KADg0aNH8rNqLSEiIgKDBg2CkZGRwvuTJk0CAERGRsLMzEzl2wJP7meTSP49rVlSwu89H5+7RCPqcT88dIrA6vFmmNq/U4tdfqQHB5Rt2LBB6BJIDcri+Ub2MsZfmyciKq0Ah7wTcD3uMc6Hp8E1Mh0vj+2JHXMHoE+n5p1ZoxzYQVk0Tn1PdzbGlH6d4Pr+dHhGZ+L/LscjNa8MX16IxvoJ9S8AoApKC6w/7cqVK1i8eLH8z+bm5nj06BGvBT0tMzMT3bt3V3q/9r2MjAxetgWAAwcOwNjYWP6aNWuWfL9WVlaQSCTyf81YWloiKysLZ8+eRVRUFPz8/ODl5YWEhATY2dmhuLhYoW1BQQHs7e0RFxcHb29vXL56HZl5xaiolsE1MgMb/roFi5+uY+1+B8Sm5cLGxgZJSUnw9PREYGAgwsLC4OzsjIyMDIX9SqVSHD16FOnp6bhw4QJCQ0MhFotx8eJFJCcnw9raWqnu7OxshISEAgByc7Ph5eWF+Ph4nDx5UqnuoqIinDp1CvHx8bhy5Qp8fHwQHR2N06dPIycnR6FtRUUFbGxskJycDA8PDwQFBSE0NBQuLi7IyMjAkSNHIJPJYGlpCZlMhiNHjiAjIwMuLi4IDQ1FUFAQPDw8kJycDBsbG1RUVCjsPycnB6dPn0Z0dDR8fHxw5coVxMfH49SpUygqKlJoW1xcjJMnTyI+Ph5eXl7w9fVFVFQUnJyckJ2drdBWIpHA2toadnZ2uHjxIsRiMUJDQ3HhwgWkp6fj6NGjkEqlCttkZGTA2dkZYWFhCAwMhKenJ5KSkmBjY4Py8nKFtrm5uXB0dERMTAx8fHzg7e2NuLg42Nvbo6CgQKluOzs7JCQkwMvLC35+foiKisLZs2eRlZWlVLeVlRVSUlLg7u4OsViMkJAQuLq6Ii0tDceOHUN1dbXCNpmZmXB2dkZERAQCAgJw6dIlJCYm4sSJEygtLVVom5eXB0dHR8TGxuL69eu4du0aYmNj4eDggPz8fIW2JSUlsLW1RUJCAi5fvgx/f39ERkbi3LlzSnVXVVXBysoKqampcHNzQ3BwMIKDg+Hm5obU1FRYWVnB1dVVqa+dO3cOkZGR8Pf3x+XLl5GQkABbW1uUlJQotM3Pz4eDgwNiY2Nx7do1XL9+HbGxsXB0dEReXp5C29LSUpw4cQKJiYm4dOkSAgICEBERAWdnZ2RmZiq0ra6uxrFjx5CWlgZXV1eEhIRALBbD3d0dKSkpKv+O8PHxQUxMDBwdHZGbm6vQtry8XP4d8fB2ILYOrMRP8zphiLEUUhkH57A0zP3VFy9954Tk7OImfUc4OTnh2LFj8PX1pe+Imu+I5ORkwb4jLl68SN8RT31HVFVVPfM74n7ik7lf796NbdZ3RFlZGR6HXobVil5Y3R8w1hZBevc6b98RQUFBivekTZgwAZ06dYKXlxe8vLywZMkSuLu748UXXwQAfPfddzh69CgyMzPREvr374/Bgwfj0qVLCu8nJSWhf//++O2337Br1y6Vbwson0mLjIzErFmzeLsnjeM4uAXcRmiuOtwjM1BUUS3/bHyfDlg1rhdeGt0dRjqaKj+2XWAy9l6MxUujusNyfdu6366p4uLiaOkVRlAWTReRmo/D1xJwIz4bAKChJsKqcb2wfe4AmHVs3HRKlAM7KIvGOXDpLqz8kvCWRV/878VhKttvZbUMSffv8ZaF0j1pu3fvxtWrV9GhQwcsXboUQ4cOxcKFC+WfX79+vc6F1/miq6urMFCqVVFRIf+cj20BQFtbG0ZGRvKXgYFBY0pvNJFIBANJDvatGIng/82H5fqxmDO4C9REQFhKPr68EI2J+7yx83QEfO9ly5e5UAUp3ZOmJC0tTegSSA3KounG9u4Auy2T4PLeNMwa1AXVMg5nQh9izi838Pn5KDzMK2vwvigHdlAWjcPXLT1aGmq8Z6FwT9q6devQqVMnXLp0CSYmJnjvvfegofGkSV5eHjp27IjXX3+d14Ke1r17d6Snpyu9X3smr0ePHrxsKxR1dXUAgI6mOl4a1QMvjeqBx0UVuBCRDuewNCQ8LoH77Qy4385ANyMdvDyuJ1aN64UBps0bQNIC68pqsyDCoyyab1zvDjj5xiSEpTw5s+Z3LxtOIQ/hHJaGNRN64b3Zzz+zRjmwg7JoHPnDcTz8Hcd3FkrPj77wwgt44YUXlBp27NgRLi4uvBbzX2PGjIGPjw+KiooUHgC4deuW/HM+thVKly5dlN4zNdLB27P6Y9vMfohOL4RzWBrcb2fgUVEFjt5IxNEbiRhjZoLV43th6ageMNZr/OXQ2rNydCLtX3VlQYRBWajO+D4dcOqNSQhLycMh7wT4J+TgdPCTwdrq8WZ4f05/9OpQ92CNcmAHZdE4tX/H8XEegu8smF6tcfXq1ZBKpbC2tpa/J5FIYGtri8mTJ8ufziwrK0NcXBxycnIavS1LoqKi6v1MJBJhVC8TfLd8BG59OQ9HXxuHeUNMoa4mQuTDAnzlGoOJP3hju2M4fOIfo7p2GYEGqP1XBi2w/q9nZUFaFmWheuP7dIT91slwfmcqZgzojCoph9PBqZjzyw18eSEa6QXKi0ZTDuygLBpHfrWIh7/j+M5C6UxaVFQU/vjjD4SHh6OwsBAymeJf9iKRCImJibwWVWvy5MlYs2YNvvjiCzx+/BgDBgzAyZMn8eDBA/z111/ydsHBwZgzZw727NmDvXv3Nmpbljx9/9+zaGuoY/HI7lg8sjuyiyVwi3xyOTTuUTE8ojLhEZUJU0NtvDyuJ1aP64WBXQ2fuT+agkNZQ7Mg/KMs+DPBvCP+fnMyQh7k4ZD3PQTez4XjrVScC32ItRPN8N7sAehh8uT+XcqBHZRF49ROwdGQFQcai+8sFM6k3bhxA5MmTYKHhwd69OiBpKQk9OvXDz169EBKSgoMDAwwc+ZMXgv6r1OnTmHXrl2wt7fHzp07UVVVBQ8PjwbV0ZxthXD69OlGb9PFUBtvWvTDPx9YwGPHDGyeZo4Oepp4XCyBlW8SXvjND8stA2B/8wEKyirr3EftumZ8XK9vrZqSBeEHZcG/ieYd4fDmFJzZNgXT+ndClZTD3+JUzP75Br52jUFmYTnlwBDKonHkV4t4+DuO7ywUpuCYOXMmcnJyIBaLUVlZCVNTU3h7e2Pu3Lm4desWFi9eDAcHB4W509qL1rQsVGW1TD6ZpU/cY1TX/Beqpa6G+cNMsXp8L8wc2AUa6k/G6Ie87+GQdwJem9wb+19u3JIZhJC2R5yUi8PeCbiZlAvgyXfHuklm2D53AEwNdQSujpDG+fx8FJxCHmL3gkHYPneg0OU0mNIUHOHh4di6dSuMjIzkTyxIpVIATy4fvv322/j6669bvtJ2QlVLfWhpqGHRiG44vnECxF/Ow9cvDcOw7kaolMpwKfoR3rALxZQD17HfMxZxj4p4/VdGa0XLrrCDsmh5U/p1wultU3D6rSmY3LcjKqUynLqZgtk/38DBK/EorqgSusR2jfpE48hv6eHh7zi+s1C4J01DQwOGhk/uXzIxMYGmpiYeP34s/7xfv36IjY3ltaD2bOvWrSrfZ2cDbWyd0RdbZ/TFnYxCnA9Lh1tkOnJKJDjun4zj/skwqFkklu5J+xcfWZCmoSyEM7V/J0ztPxVBiTn48dJdRKUX4ffr9/H3rVTsmDsA6yf3hrYGTQfR0qhPNE7tc3R8/B3HdxYKZ9IGDBiAhIQEAE9usBsyZAguXLgg/9zT0xPdunXjtaD2zMHBgdf9D+9hjG+WDoP4y3k4vnECFg7vCk11EUokT1Y30KAzaXJ8Z0EajrIQ3rT+nbFUJx7HNoxDv876yCutxLcXYzH/oC/cItPl97WSlkF9onH4fLqT7ywUzqQtWbIEJ06cwIEDB6ChoYGPPvoIW7ZswcCBT67hJiYm4sCBA7wW1J7NnTu3RY6jqa6GF4Z1xQvDuiK3RALXyAyIk3KxclyvFjl+a9BSWZDnoyzYMG/eXPTr1x3zh3bF2dA0HPK+h4d55fjAKRJWvkn4bPEQzBzYmZcn6Igi6hON8+/TnarfN99ZKJxJ+/rrr3H79m35/WibNm3CqVOnMGLECIwePRonTpzAZ599xmtB7dndu3db/Jidai6HHt84AcN6GD1/g3ZCiCxI3SgLNtTmoKGuhvWTe+PGJ7PxycLBMNTWQGxmETadCMZrNrcQnVYocKVtH/WJxuHzvmu+s1A4k6apqYlOnTopNNiwYQM2bNjAaxHkCRMTE6FLIDUoC3ZQFmz4bw56Whp4f84ArJ/UG0d87uPUzRQEJeZiqWUAVo3rhU8XDUZXI3oSlA/UJxpHPs0UD6fS+M6C6RUH2hsdHfpCYwVlwQ7Kgg315dBBXwtfvTQM13fPwstjewIAzoenYc4vN/DHtQRUVElbssx2gfU+4RP/GDN+uo7fryWgqhGr3/CFz6c7+c5CaZDm5eWFV155BRMmTED//v3Rr18/hVf//v15Lag9S05OFroEUoOyYAdlwYbn5dCrgx5+WzsGru9Px7jeJiirlOLXq/cw71dfuN/OwFNTcpJmYr1P3Ih7jLT8chy8eg8r/wzCvaxiQevhc+1OvrNQuNz5888/4/PPP0fXrl0xadIkjBxJE5u2pGnTpgldAqlBWbCDsmBDQ3MYY2aC8+9Ow8WoTPx46S7SC8qx83QE7AKT8c3S4RhjZsJvoe0A633i6Yd9o9ML8dLvAfh4wSC8adFPkPk4+Vyfmu8sFM6kHT58GHPnzkVKSgpcXV1ha2tb54vww8XFRegSSA3Kgh2UBRsak4NIJMKy0T1wffdsfPzCIOhqqiM8tQArjgRi97nbyCmR8Fhp28d6n6h9mvLVSb0xZ3AXVEplOPBPHF6xuonknNIWr4fP9an5zkJhkJafn4/Vq1dDU1OT14OSum3fvl3oEkgNyoIdlAUbmpKDjqY6dswbiBufzMaqmil+nMPSMPeXG7AXp8gvQ5HGYb1P1F7a7mGsgxObJ+KnVSNhoK2BsJR8LD7sB9vA5BadW4/Pe9L4zkJhkDZp0iTEx8fzekBSP1rqgx2UBTsoCzY0J4euRjr49ZXRcHlvGob3MEJRRTW+do3By38G4vbDAtUV2U6w3ifk94CpiSASibB2Ym9c3mWBaf07oaJKhm8vxmKN1U0ktNC9anzek8Z3FgqDtD///BMuLi5wdHTk9aCkbu+++67QJZAalAU7KAs2qCKHcb07wH37DHy7bDgMdTQQlVaIFX8G4ssL0Sgoq1RBle0D632i9iTZ05cXe3XQw99bJ+O75cOhr6WOsJR8vPh7AA57J6Cymt8nQDke50njOwu1UaNGofa1du1aVFdX4/XXX4exsTGGDx+Opz8fNWoURo8ezWtB7Zm1tbXQJZAalAU7KAs2qCoHdTURNk0zx/WPZ2Pl2J7gOMDxVirm/uoL14h0egq0AVjvE7J6zlypqYmwcao5rnw0S36v2m/e9/DSH/4IS8nnrx75igOqH6TxnYXGfyev7dSpk3wZKNKyli1bJnQJpAZlwQ7Kgg2qzqGLoTYOrh2DtRPN8LVbDO5llWDXmUi4RaZj/8sj0cNEV6XHa0tY7xO1g6L6zlz1NNHFic0TcTEqE9+638G9rBKsPhaETVPNsXvhYBhoa9S5XVPVXu7k4+lOvrPQ8PHx4fUApOGCg4Px8ssvC10GAWXBEsqCDXzlMLlfJ3jutICVbyJ+v3YfPvHZeOGgLz5fPASvTe7Dy83erR3rfUJaczL0WWeuap8AthjQGfs87+J8eBrsgh7gyp1H2PfyCMwd0lVl9XDyy68q26Uc31nQigMMMTMzE7oEUoOyYAdlwQY+c9BUV8P2uQNx6YMZGN+nA0orpfja7Q7WWYuRmF3C23FbK9b7hPxMWgMGRR30tfDrK6Nhv3USzDrqIqOwAm/YhWLbqVCkF5SrpB4pj0938p2F0iBNIpHA0tISS5YswbBhwzBs2DAsWbIElpaWqKio4LWY9q66ulroEkgNyoIdlAUbWiKHAaaGOPf2VHy7bDj0tNQR/CAPiw/7w8o3kabreArrfYJrwqDIYmAXeO2aibdn9oOGmghXYrMw/1dfHL2R2OwHC/icJ43vLBQGaWlpaRgzZgx27tyJ27dvo0uXLujSpQtu376NnTt3YsyYMUhLS+O1oPYsOztb6BJIDcqCHZQFG1oqB7WaBwuufDgTswZ1QWX1k4lQXz0uxsO8shapgXWs9wlpExc019PSwBdLhsJzpwUmmXdEeZUUP12Ow5Lf/XEzMbfJ9dQ+yKDOw7VDvrNQKPn9999HSkoKzp49i/T0dPj6+sLX1xfp6ek4c+YMUlNT8f777/NaUHs2YsQIoUsgNSgLdlAWbGjpHHp10IPdlicToeppqSM4+clZNeewtHb/BCjrfaKuKTgaY3A3Q5x5ewoOvjIanQ20cP9xCV49LsYupwg8Lm78FT1ZA+6Rayq+s1AYpF27dg0ffvghVq9erdRwzZo1+OCDD3Dt2jVeC2rPrl69KnQJpAZlwQ7Kgg1C5FA7Eeo/H1hgfJ8OKJFUY/e523j373DklbbfedVY7xOqOHMlEomwclwvXPtoNl6f0gciEeAamYF5v/jCLjC5UZe/+Xy6k+8sFH6FhoaGMDU1rbdxt27dYGhoyGtB7dmmTZuELoHUoCzYQVmwQcgc+nTSx9m3p+KThYOhoSbC5TuPsOiQH8RJTb8E1pqx3idUOS+ZsZ4mvl8xAm7vT8foXsYollRj78VYvPi7f4Pz5/OeNL6zUBikbdmyBXZ2digrU77uX1JSAltbW2zdupXXgtqz48ePC10CqUFZsIOyYIPQOairifD+nAFwfX86Bpga4HGxBOuPi/H7tYR291CB0Fk8T+0UHKo8czWqlwlc3puOfStGwFhXE3GPirHOWoz3HcKRlv/sexX/XbtTZeXI8Z2FiHvq4v7Zs2exf/9+5OfnY9OmTRgwYAAAICEhAadOnULHjh3x5ZdfQkNDcaK5lStX8lokC8LDwzF+/HiEhYVh3LhxQpdDCCHtVlllNb52vYPz4U8eZJs+oBMOrR2LLobaAldGAOD1v27BPyEHv60djZfH9lL5/vNKK3Hwajwcb6VCxgHaGmp4e1Z/vDurP3S11JXazz/oi/uPS+C0bQqm9OtUxx7ZFB4erngmbd26dYiOjkZaWhr279+PLVu2YMuWLfjhhx+QlpaGqKgovPrqq1i9erX8tWbNGqHqb3NYXzS3PaEs2EFZsIGlHPS0NPDrK6Pxy5rR0NVUR+D9XCw+3LwnAFsTlrKoS1Of7myojvpa2LdiJDx3WmBKv46QVMvw+7UEzPv1Bi7ezlB6sOTfe+RUXw/fWSicEmNt9YGQkBCcPHkSPj4+ePDgATp16oQpU6Zg3759GDRo0HO3v3HjBubMmVPnZzdv3sSUKVNUXXKzrF27VugSSA3Kgh2UBRtYzGH1+F4Y3csY7zuG415WCTb8dQtfvTgUm6eZ8/IkHytYzOJpfN4D9rSh3Y1w+q0p+CfmEfZ73kV6QTl2nI6A/c0UfLN0GEb0NP5PPaqvge8sFAZps2bN4vVgjfXTTz8hMDAQa9aswahRo/Do0SNYWlpi3LhxEIvFDX70defOnZg4caLCe7WXclly7do1rFu3TugyCCgLllAWbGA1h4FdDeH2/gx8eSEaFyLS8e3FWMSkF2H/yyOgo6l86astYDWLWrKauWf5OHP1XyKRCEtGdsfcIaaw8k3CUd/7CH6Qh6WWAVg3sTd2Lxj074oDPAwa+c5CtauYqthHH30ER0dHaGlpyd9bu3YtRo4ciR9//BF///13g/ZjYWFR57QirBk2bJjQJZAalAU7KAs2sJyDrpY6Dr4yGiN6GuOHS0/WgUx4XIxjG8a3yYXaWc4C4PfMVX10NNXxwfyBWD2hFw5cuguPqEycDk6FR1SGfMUCPgZpfGfB9Nqd06ZNUxigAcDAgQMxfPhw3L17t1H7Ki4uZn4pjfz8fKFLIDUoC3ZQFmxgPQeRSIStM/ri1BuTYKKniai0QiyzDERUWoHQpakc61nweebqeXqa6MJy/TicfXsqhnU3QnFFNSQ1gzQ+zuzxnQXTg7S6cByHrKwsdO7cucHbbNmyBUZGRtDR0cGcOXMQGhrKY4VNR2ujsoOyYAdlwYbWksP0AZ1xcfsMDOlmiJwSCdZaieEdmyV0WSrFehbNXXFAFSb17YiLO2bg/1aNQhdDbehrqaMnD2dV+c6i1Q3SHBwckJ6e3qCb9bS0tLBq1SocPnwYbm5u2LdvH6Kjo2FhYYGIiIhnbiuRSFBUVCR/lZSUqOpHqJe5uTnvxyANQ1mwg7JgQ2vKwayjHs69MxUWAzujvEqKbfahsL/5QOiyVIb1LPh8mrIx1NVEeGWiGQI/m4ubX85DB32t52/USHxn0WKDNJlMhoqKiga96luXLS4uDu+//z6mTp3aoFl+p02bBmdnZ7zxxhtYtmwZPv/8c4jFYohEInzxxRfP3PbAgQMwNjaWv2ofqsjMzISVlRUkEon80VtLS0tkZWXh7NmziIqKgp+fH7y8vJCQkAA7OzsUFxcrtC0oKIC9vT3i4uLg7e0NHx8fxMTE4MiRI8jNzVVoW15eDhsbGyQlJcHT0xOBgYEICwuDs7MzMjIyFNpKpVIcPXoU6enpuHDhAkJDQyEWi3Hx4kUkJyfD2tpaqe7s7Gw4OTkhKioKvr6+8PLyQnx8PE6ePKlUd1FREU6dOoX4+HhcuXIFPj4+iI6OxunTp5GTk6PQtqKiAjY2NkhOToaHhweCgoIQGhoKFxcXZGRk4MiRI5DJZLC0tIRMJsORI0eQkZEBFxcXhIaGIigoCB4eHkhOToaNjQ0qKioU9p+Tk4PTp08jOjoaPj4+uHLlCuLj43Hq1CkUFRUptC0uLsbJkycRHx8PLy8v+Pr6IioqCk5OTsjOzlZoK5FIYG1tDU9PT1y8eBFisRihoaG4cOEC0tPTcfToUUilUoVtMjIy4OzsjLCwMAQGBsLT0xNJSUmwsbFBeXm5Qtvc3Fw4OjoiJiYGPj4+8Pb2RlxcHOzt7VFQUKBUt52dHRISEuDl5QU/Pz9ERUXh7NmzyMrKUqrbysoKKSkpcHd3h1gsRkhICFxdXZGWloZjx46hurpaYZvMzEw4OzsjIiICAQEBuHTpEhITE3HixAmUlpYqtM3Ly4OjoyNiY2Nx/fp1XLt2DbGxsXBwcEB+fr5C29qJrxMSEnD58mX4+/sjMjIS586dU6q7qqoKVlZWSE1NhZubG4KDgxEcHAw3NzekpqbCysoKgYGBSn3t3LlziIyMhL+/Py5fvoyEhATY2tqipKREoW1+fj4cHBwQGxuLa9eu4fr164iNjYWjoyPy8vIU2paWluLEiRNITEzEpUuXEBAQgIiICDg7OyMzM1OhbXV1NY4dO4a0tDS4uroiJCQEYrEY7u7uSElJ4e07wtHRUbDviPPnz7eq7whJSSEW6ibhhf76kHHA1253sPvvQNidVM13RHJysmDfEWKxmOnviMKiIgDAw4epLfIdUVVV9czviOveV5D18AEv3xHOzs68fUcEBQVBJJFIuP/e98WHZ02H8V93797FkCFDFN579OgRpk+fjqqqKojFYvTo0aPJtbz66qtwcXFBWVkZ1NXrfvpHIpFAIpHI/xwZGYlZs2bxOpltcXExLbvFCMqCHZQFG1prDhzH4YjPffxy5R4AYOW4nvi/VaOg0ZyFJQXGehaLDvkh7lEx7LdOgsXALkKXwys+swgPD4eGrq4u7O3tsX79egBAeXk5fv75Z2zcuFGlp/GGDBkCW1vbBrXt3r27wp8LCwuxePFiFBQUwN/fv1kDNAAwMzNDZWUlSktLYWRkVGcbbW1taGv/O3u1gYFBs47ZECdPnsT27dt5Pw55PsqCHZQFG1prDiKRCNvnDkQPE1184hwFl/B0lFdKcXjdWGhptM6BGutZcAzck9ZS+M5CJBKJuL///ls+SMvNzYWpqSmuXr2KuXPn8nbghqqoqMCCBQsQFhYGb29vTJ06tdn7XL16NTw9PVFaWgq1Bi7mRctCEUJI6+Z15xF2OEagUirDnMFdcHTD+DY7l5qQXjjoi4THJTj91hRM7d96lmFijdKyULXquyespUmlUqxduxY3b97EuXPnnjlAKysrQ1xcHHJycuTvZWdnK7W7ffs23N3dsWDBggYP0FoK60t9tCeUBTsoCza0hRwWDu+G45smQEdTDT7x2dhiG4KySranZqoL61lIBZgnTSgtuiwUaz7++GO4u7tj6dKlyMvLU5q8dsOGDfL/HxwcjDlz5mDPnj3Yu3cvgCcT3+rq6mLatGkwNTVFbGwsrK2toaenhx9//LElf5QG2bhxo9AlkBqUBTsoCza0lRxmDeqCk1smYevJUNxMysW2U2Gw2TShVZ1RYz2L2vM8Qj/d2RL4zkINQJ1rnLGw7llkZCQA4OLFi3j99deVXs+zYsUK5OTk4ODBg3jvvfdw5swZrFy5EqGhoRg6dCjP1Teeq6ur0CWQGpQFOygLNrSlHCb364RTWydBX0sdAfdz8J5DuHxW+taA9SxqF1hnYRzBN76zEIlEIm7s2LHo2bMnAKCqqgpeXl6YMmVKnRPGikQiuLm58VoUi1rinrT4+HgMHjyYl32TxqEs2EFZsKEt5iBOysWmE8GQVMuwZGQ3/L5ubKt46lMVWUhlHPZ5xmJQV0Osm2im0gHVjJ+uIy2/HK7vT8cYMxOV7ZdFfPaL8PBwaPTu3Rt5eXnIy8uTf9CnTx9kZmYiMzNTaaP2MDIWSkpKSpv7EmytKAt2UBZsaIs5TOnXCdYbJ+Ctk6G4FP0IBtrR+GnVKOb/nlNFFjHphbANfAAAiM0owt5lw1V2ebJ2Mtt2cLWT936h8eDBA952ThpHU1NT6BJIDcqCHZQFG9pqDrMGdcEf68fi3b/DcDY0DT1MdLFr/iChy3omVWQheeryrr04BZmFFfjj1bHQ1Wr+vXksLAvVUvjuF+yf121HGrMeKeEXZcEOyoINbTmHhcO74fsVIwAAh7wTcC70ocAVPZsqspDV3N2vr6UOLQ01eN/NwrrjYuSUSJ6z5fMJucB6S+O7X9AgjSExMTFCl0BqUBbsoCzY0NZzeG1yH7w3uz8A4AuXaAQk5DxnC+GoIovaS5I9O+jC4c3JMNHTxO2HBVj5ZxCSspu3VnXtNF6MzXLFC777hcaoUaMatYFIJMLt27d5Kqd9e+GFF4QugdSgLNhBWbChPeTwycLByCgoh2tkBrafDsfF7TNg1lFP6LKUqCKLpy9JTjTviPPvTsNm22Ck5pVhxZFAHHltXJOXdKp9ulO9HZxJ47tfqHXs2BGdOnWSv4yMjBATEwM1NTWF92tfHTt25LWg9szJyUnoEkgNyoIdlAUb2kMOIpEIP64ahdG9jFFQVoVt9mEor5QKXZYSVWTx30uS/bsYwOXd6RjX2wRFFdXYdCIYJwKSmzS5fe0AkPUHMFSB734h4v6TQE5ODkxNTeHt7c3EslCsoGWhCCGkfcgoKMcyywDklFRi2egeOLxuTJsbcPjEP8YW2xCM7GmMiztmyN+XVEvxvwsxcA5LAwC8MqEXvl8xAtoaDX+gYOQeLxRLquGzezb6dtZXee3tRZ3LQrW1/xBbE9aX+mhPKAt2UBZsaE859DDRxZH146ChJoL77QycDHogdEkKVJFFfdNkaGuo4+fVo/DVi0OhJgLOhqZh/fFbyC5u+AMFMloWSmXawW19rcebb74pdAmkBmXBDsqCDe0th8n9OuGLJU9WpvnhnzjczSwSuKJ/qSIL+T1pdYykRCIR3rToB9stk2Coo4GwlHws/SMAYSn5Ddp3e3q6k+9+QYM0hvx3bVIiHMqCHZQFG9pjDm9MN8fcIaaorJZhx+kIZu5PU0UWUtnzB1KzBnWB2/vT0a+LPh4VVWCt1c0G3af2rAFgW8N3v6BBGkPmzZsndAmkBmXBDsqCDe0xB5FIhJ9Xj4KpoTbuPy7B956xQpcEQDVZ1A60nvcEZr8uBnDfPgMvjuyOahmH7zxisf10BEok1fVuI2tHT3fy3S80wsPDFd4oLCwEACQkJMDExKTOjejGeX7cuXMHffv2FboMAsqCJZQFG9prDp0MtPHb2jF4zeYWHG+l4qWR3TFtgLAT+6oii9pLkg0ZRxloa8By/VhMCOqA/Z534RmVibuZRTi2YTwGdTVUat+e7knju19oTJgwoc6HBd577z2l9ziOg0gkglTKxinftoamN2EHZcEOyoIN7TmH6QM6Y8OU3vhbnIrPXKLgtWsm9LQ0BKtHFVnUXpJs6HqdIpEIW6b3xaheJtjuGI6k7FIstwzEvhUjsGp8rzr33R4ud/LdLzRsbW15PQBpOC0tLaFLIDUoC3ZQFmxo7zl8vngofOKy8TCvHL943cM3S4cJVosqspA14J60uozv0wEeO2Zg15lI+Cfk4ONzt+GfkI3vVoyAkY6mfL9N2XdrxHe/0Ni0aROvByANl5qaigkTJghdBgFlwRLKgg3tPQcDbQ38sHIkNp0Ihm1QMpaP6YHRZiaC1KKKLOSXJJtwtquTgTbstkzCnz73cehaAlwjMxCWmo/D68ZiVE9jebv2cE8a3/2CHhxgyJQpU4QugdSgLNhBWbCBcnjytOPLY3uC44C9F+8onDVqSarIQlrPPGkNpa4mwo55A3H27ano1UEXD/PKsebYTfx+/b68jagdjDD47hft4FfYely4cEHoEkgNyoIdlAUbKIcnPl88BHpa6ohILYBrZLogNagii9pZNJp7tmt8nw649IEFlo3uAamMw+/XEuSftYczaXz3CxqkMeTdd98VugRSg7JgB2XBBsrhia5GOtg+dwAA4Md/4p45FQVfVJHFv093Nn8gZaSjicPrxuDXNaOhr/Xv8lHt4Z40vvsFDdIY8ueffwpdAqlBWbCDsmAD5fCvN6b3Re+OenhcLMHRG/efv4GKqSILVU+TIRKJsGp8L3jutIDFwM54aVR36Go1fL3P1orvfqG0wDqpW0sssC6TyaCmRuNmFlAW7KAs2EA5KLoc8wjv/B0GXU11+H06B10MtVvs2KrIwv7mA3ztdgeLR3TD0Q3jVVRZ+8Nnv6hzgXUinKNHjwpdAqlBWbCDsmAD5aBo4fCuGG1mgvIqKf5s4bNpqshCPpdZO7gkySe++wUN0hjy8ssvC10CqUFZsIOyYAPloEgkEmH3gkEAAAdxKjIKylvs2KrIQv50ZzuYcJZPfPcLGqQxRCwWC10CqUFZsIOyYAPloGzGgM6Y1LcjKqWyFj2bpoos2tPSTXziu1/QII0hvXv3FroEUoOyYAdlwQbKQZlIJMKH85+cTTsbmobsYkmLHFcVWcgauMA6eTa++wUN0hhSWVkpdAmkBmXBDsqCDZRD3ab064gxZiaorJbBLii5RY6piixq70lTxRQc7Rnf/YIGaQzJy8sTugRSg7JgB2XBBsqhbiKRCO/M6g8AOHUzBcUVVbwfUxVZ1N6Tpk6jgGbhu18wHc+NGzcgEonqfDX0OrBEIsFnn32GHj16QFdXF5MnT8bVq1d5rrxphg8fLnQJpAZlwQ7Kgg2UQ/0WDOuKfl30UVxRDafgh7wfTxVZcFzTFlgnivjuF0wP0mrt3LkT9vb2Cq8BAwY0aNvNmzfj4MGDeO2113D48GGoq6tjyZIlCAgI4Lnqxrt27ZrQJZAalAU7KAs2UA71U1MT4S2LfgAAe3EK72t6qiILqezJ/9LTnc3Dd7/Q4HXvKmJhYYHVq1c3ervg4GA4OTnh559/xu7duwEAGzduxIgRI/Dpp58iKChI1aU2y4YNG4QugdSgLNhBWbCBcni2FWN64sClu0jNK4PvvWzMGWLK27FUkQU93akafPeLVnEmDQCKi4tRXd24NdKcnZ2hrq6Obdu2yd/T0dHB1q1bcfPmTTx8yP9p6cawsbERugRSg7JgB2XBBsrh2XS11LFmghkA4NTNB7weSxVZcPR0p0rw3S9axSBty5YtMDIygo6ODubMmYPQ0NAGbRcREYFBgwbByMhI4f1JkyYBACIjI1VdarNs375d6BJIDcqCHZQFGyiH53t9Sh8AwI172UjJLeXtOKrIQpULrLdnfPcLpgdpWlpaWLVqFQ4fPgw3Nzfs27cP0dHRsLCwQERExHO3z8zMRPfu3ZXer30vIyOj3m0lEgmKiorkr5KSkqb/IA1kaWnJ+zFIw1AW7KAs2EA5PJ95Z33MGtQFHAf8LU7h7TiqyKL2tjl1ut7ZLHz3ixYbpMlkMlRUVDToVXsadtq0aXB2dsYbb7yBZcuW4fPPP4dYLIZIJMIXX3zx3GOWl5dDW1t50VsdHR355/U5cOAAjI2N5a9Zs2YBeDLws7KygkQikYdjaWmJrKwsnD17FlFRUfDz84OXlxcSEhJgZ2eH4uJihbYFBQWwt7dHXFwcvL294ePjg5iYGGhpaSE3N1ehbXl5OWxsbJCUlARPT08EBgYiLCwMzs7OyMjIUGgrlUpx9OhRpKen48KFCwgNDYVYLMbFixeRnJwMa2trpbqzs7Ph5OSEqKgo+Pr6wsvLC/Hx8Th58qRS3UVFRTh16hTi4+Nx5coV+Pj4IDo6GqdPn0ZOTo5C24qKCtjY2CA5ORkeHh4ICgpCaGgoXFxckJGRgSNHjkAmk8HS0hIymQxHjhxBRkYGXFxcEBoaiqCgIHh4eCA5ORk2NjaoqKhQ2H9OTg5Onz6N6Oho+Pj44MqVK4iPj8epU6dQVFSk0La4uBgnT55EfHw8vLy84Ovri6ioKDg5OSE7O1uhrUQigbW1NaZNm4aLFy9CLBYjNDQUFy5cQHp6Oo4ePQqpVKqwTUZGBpydnREWFobAwEB4enoiKSkJNjY2KC8vV2ibm5sLR0dHxMTEwMfHB97e3oiLi4O9vT0KCgqU6razs0NCQgK8vLzg5+eHqKgonD17FllZWUp1W1lZISUlBe7u7hCLxQgJCYGrqyvS0tJw7NgxVFdXK2yTmZkJZ2dnREREICAgAJcuXUJiYiJOnDiB0tJShbZ5eXlwdHREbGwsrl+/jmvXriE2NhYODg7Iz89XaFtSUgJbW1skJCTg8uXL8Pf3R2RkJM6dO6dUd1VVFaysrJCamgo3NzcEBwcjODgYbm5uSE1NhZWVFVavXq3U186dO4fIyEj4+/vj8uXLSEhIgK2tLUpKShTa5ufnw8HBAbGxsbh27RquX7+O2NhYODo6Ii8vT6FtaWkpTpw4gcTERFy6dAkBAQGIiIiAs7MzMjMzFdpWV1fj2LFjSEtLg6urK0JCQiAWi+Hu7o6UlBTeviMcHR0F+44YNWoUfUc89R2RnJxc53dE5/w7AAD7wPuQVEt5+Y5Yt25ds78j0tLSAQBJifdb/XdEVVWVYN8Rw4cP5+07IigoCOBaiI+PDwegQa+7d+8+c1/r1q3jtLS0uOrq6me2Gz58ODd37lyl9+/cucMB4I4dO1bvthUVFVxhYaH85evrywHgwsLCGvYDN4GjoyNv+yaNQ1mwg7JgA+XQMNVSGTflB2+uz2cenMftDF6OoYos9nnc4fp85sH94BmrgoraLz77RVhYGNdiT3cOGTIEtra2DWpb1yXKp5mZmaGyshKlpaVK95v9dz/p6elK72dmZgIAevToUe+22traCmfhDAwMnld2s40YMYL3Y5CGoSzYQVmwgXJoGHU1EVaN6wVLn/s4G/oQL4569t9nTaGKLGgKDtXgu1+02CCtW7du2Lx5s0r2lZSUBB0dnecOnMaMGQMfHx8UFRUpDOZu3bol/5wlOTk5QpdAalAW7KAs2EA5NNzq8U8Gaf4J2XhUWIFuxjoq3b8qsqApOFSD737B9IMD2dnZSu/dvn0b7u7uWLBgAdTU/i2/rKwMcXFxCr+w1atXQyqVwtraWv6eRCKBra0tJk+eDDMzM35/gEaqquJ/ORHSMJQFOygLNlAODWfeWR+TzDtCxgHnw9NUvn9VZEELrKsG3/2C6cls165dC11dXUybNg2mpqaIjY2FtbU19PT08OOPPyq0DQ4Oxpw5c7Bnzx7s3bsXADB58mSsWbMGX3zxBR4/fowBAwbg5MmTePDgAf766y8BfqJn69Onj9AlkBqUBTsoCzZQDo2zekIvBD/Iw7nQh3hvdn+VTnWhiixkNAWHSvDdL5g+k7ZixQrk5OTg4MGDeO+993DmzBmsXLkSoaGhGDp0aIP2cerUKezatQv29vbYuXMnqqqq4OHhgZkzZ/JcfePVXoYlwqMs2EFZsIFyaJwXR3aHnpY6HuSWITQlX6X7ri8LSbUUP12OQ+D951+Cq70njabgaB6++4WI4zh+FxlrI8LDwzF+/HiEhYVh3LhxvBzjv/fOEeFQFuygLNhAOTTeJ+du41xYGtaM74Wf14xW2X7ry8In/jG22IZAQ02E4xsnPHNpqs/PR8Ep5CF2LxiE7XMHqqy29obPfhEeHs72mbT25tSpU0KXQGpQFuygLNhAOTRe7TJRntGZKJU0blnDZ6kvi/JKKQCgWsbhnb/DcCspt959SGtms6WnO5uH735BgzSG0LIr7KAs2EFZsIFyaLyJ5h1g3kkPZZVSXIrOVNl+68tC9tSFMUm1DFtPhiI6rbCetk/+V43uSWuWdr0sVHtDy66wg7JgB2XBBsqh8UQiEVaP7wUAOBemuqc868uiduA1rrcJpvTriBJJNTaeuIV7WcV1tKWnO1WhzSwLRZ5v06ZNQpdAalAW7KAs2EA5NM3Kcb0gEgHByXkqW3S9vixkNaM0PS0N2GyaiNG9jJFfVoX1x8VKA7V/n+5USUntFt/9ggZpDHFxcRG6BFKDsmAHZcEGyqFpepjoYsaAzgAAZxWdTasvi6cHXgbaGjj5xiQM72GEnJJKrLMWI+5Rkbxt7T1p9HRn8/DdL2iQxpApU6YIXQKpQVmwg7JgA+XQdLUPEJwPS5MPjpqjviz+O/Ay0dOCw5uTMbKnMfJKK/GqtRixGU8Gahzdk6YSfPcLGqQx5MGDB0KXQGpQFuygLNhAOTTdgmFdYaSjgYzCCgQlNn8ZofqyqGvgZaKnhb+3Tv730qeNGDHphfR0p4rw3S9okMYQHR3Vru9Gmo6yYAdlwQbKoel0NNWxfExPAMC50OZf8qwvC6l8PU7FgZexnibs35yMMWYmKKi5Ry3hcXFN22aX067x3S9okMaQDh06CF0CqUFZsIOyYAPl0DxrJjx5ytPrziMUljdvvcf6snjWoulGOpqw3zoJE/p0QFFFNRKzS2va0iitOfjuFzRIY0hsbKzQJZAalAU7KAs2UA7NM7KnMQZ3NYSkWoaLtzOata/6spA952EAQx1NnNo6CTMHdZG/R1NwNA/f/YIGaQyZN2+e0CWQGpQFOygLNlAOzSMSieRn05o7Z1p9WTRkglo9LQ3YbJyAl8f2hIG2Bkb0NG5WLe0d3/2CBmkMOXPmjNAlkBqUBTsoCzZQDs23YmxPaKiJcPthgcJ0GI1VXxYNfRhAS0MNv60dg8hvXsCwHrQea3Pw3S9okMYQWnaFHZQFOygLNlAOzdfZQBsLhncFAJy6mdLk/TxvWaiGPgygoU5DgOaiZaHaEVp2hR2UBTsoCzZQDqqxcao5AOBCeHqTHyCof1koWuqppdGyUO3IW2+9JXQJpAZlwQ7Kgg2Ug2pM7tsRg7saorxK2uQVCOrLovaeNBEN0loM3/2CBmkMOXnypNAlkBqUBTsoCzZQDqohEomwcVofAID9zQfyJzIbo74s/l1xoOn1kcbhu19QlAx54YUXhC6B1KAs2EFZsIFyUJ2Xx/aEoY4GHuSWwTchu9Hb15cFV89ktoQ/fPcLGqQxJCYmRugSSA3Kgh2UBRsoB9XR09LAKzXredr4JzV6+/qykMqe/C8t9dRy+O4XNEhjSJcuXZ7fiLQIyoIdlAUbKAfVemNGX2ioiRB4Pxe3HxY0atv6smjs052k+fjuFzRIY4iGhobQJZAalAU7KAs2UA6q1dNEV76e55837jdq2/qyoKc7Wx7f/YIGaQx5+PCh0CWQGpQFOygLNlAOqvfu7H4QiQCvO1lIyCpu8Hb1ZVE7SKOnO1sO3/2CBmkMmTRpktAlkBqUBTsoCzZQDqo3wNQQC4Y9mdz2qG9ig7erL4vae9LqW7uTqB7f/YIGaQxxd3cXugRSg7JgB2XBBsqBH+/NHgAAcIvMQFJ2SYO2qS8Lju5Ja3F89wsapDFk27ZtQpdAalAW7KAs2EA58GO0mQnmDTGFVMbh16v3GrRNfVk0dO1Oojp89wsapDHk6NGjQpdAalAW7KAs2EA58Gf3wsEQiQDPqExEpxU+t319WdTOi0vzpLUcvvuFiKs9P0qeKTw8HOPHj0dYWBjGjRsndDmEEELakA/PROJCRDosBnaG/dbJTdrHXvc7sAt6gO1zBmD3wsEqrpC0tPDwcLbPpG3evBkikajeV3p6+jO3v3HjRr3bisXiFvopGo4WMGYHZcEOyoINlAO/Ppw/CJrqIvgn5CDwfs4z2z5vgXW62tly+O4XTE988/bbb2P+/PkK73Ech3feeQfm5ubo2bNng/azc+dOTJw4UeG9AQMGqKxOVVm5cqXQJZAalAU7KAs2UA786t1JD69N7gO7oAf49uIdeO60gGY9i3DWl4V8kEajtBbDd79g+kza1KlTsWHDBoVX3759UVZWhtdee63B+7GwsFDaT+fOnXmsvGmCgoKELoHUoCzYQVmwgXLg3675A9FBTxP3skrwtzil3nb1ZSFfForuSWsxfPcLpgdpdXF0dIRIJML69esbtV1xcTGqq6t5qko1+vbtK3QJpAZlwQ7Kgg2UA/9M9LTk95IdvHoPOSWSOtvVl0XtLeY0T1rL4btftKpBWlVVFc6ePYtp06bB3Ny8wdtt2bIFRkZG0NHRwZw5cxAaGspfkc1QUVEhdAmkBmXBDsqCDZRDy1g3sTeG9zBCcUU1fvonrs429WVROwUHnUhrOXz3i1Y1SPPy8kJubm6DL3VqaWlh1apVOHz4MNzc3LBv3z5ER0fDwsICERERz9xWIpGgqKhI/iopadgkg81RUFDA+zFIw1AW7KAs2EA5tAx1NRG+Wz4cAHAuLK3Ohwjqy6J2Cg5au7Pl8N0vWmyQJpPJUFFR0aBXfbOCODo6QlNTE6+88kqDjjlt2jQ4OzvjjTfewLJly/D5559DLBZDJBLhiy++eOa2Bw4cgLGxsfw1a9YsAEBmZiasrKwgkUjkT3VYWloiKysLZ8+eRVRUFPz8/ODl5YWEhATY2dmhuLhYoW1BQQHs7e0RFxcHb29v+Pj4ICYmBomJicjNzVVoW15eDhsbGyQlJcHT0xOBgYEICwuDs7MzMjIyFNpKpVIcPXoU6enpuHDhAkJDQyEWi3Hx4kUkJyfD2tpaqe7s7Gw4OTkhKioKvr6+8PLyQnx8PE6ePKlUd1FREU6dOoX4+HhcuXIFPj4+iI6OxunTp5GTk6PQtqKiAjY2NkhOToaHhweCgoIQGhoKFxcXZGRk4MiRI5DJZLC0tIRMJsORI0eQkZEBFxcXhIaGIigoCB4eHkhOToaNjQ0qKioU9p+Tk4PTp08jOjoaPj4+uHLlCuLj43Hq1CkUFRUptC0uLsbJkycRHx8PLy8v+Pr6IioqCk5OTsjOzlZoK5FIYG1tDUNDQ1y8eBFisRihoaG4cOEC0tPTcfToUUilUoVtMjIy4OzsjLCwMAQGBsLT0xNJSUmwsbFBeXm5Qtvc3Fw4OjoiJiYGPj4+8Pb2RlxcHOzt7VFQUKBUt52dHRISEuDl5QU/Pz9ERUXh7NmzyMrKUqrbysoKKSkpcHd3h1gsRkhICFxdXZGWloZjx46hurpaYZvMzEw4OzsjIiICAQEBuHTpEhITE3HixAmUlpYqtM3Ly4OjoyNiY2Nx/fp1XLt2DbGxsXBwcEB+fr5C25KSEtja2iIhIQGXL1+Gv78/IiMjce7cOaW6q6qqYGVlhdTUVLi5uSE4OBjBwcFwc3NDamoqrKysMHDgQKW+du7cOURGRsLf3x+XL19GQkICbG1tUVJSotA2Pz8fDg4OiI2NxbVr13D9+nXExsbC0dEReXl5Cm1LS0tx4sQJJCYm4tKlSwgICEBERAScnZ2RmZmp0La6uhrHjh1DWloaXF1dERISArFYDHd3d6SkpPD2HeHo6CjYd4Samhp9Rzz1HZGcnMzbd0R84GW8OMgAAPCBwy1ERscqfEcMHTq0zu+IzEePAABRUbfb1XdEVVWVYN8RHMfx9h0RFBQEcC3Ex8eHA9Cg1927d5W2Ly4u5vT09LiXXnqp2bWsW7eO09LS4qqrq+ttU1FRwRUWFspfvr6+HAAuLCys2cevz/Hjx3nbN2kcyoIdlAUbKIeWVVReyU39wZvr85kH9637HYXP6sti5+lwrs9nHpyNf1JLlEg4fvtFWFgY12JTcAwZMgS2trYNatu9e3el91xdXRv9VGd9zMzMUFlZidLSUhgZGdXZRltbG9ra2vI/GxgYNPu4z6OKn42oBmXBDsqCDZRDyzLU0cT+lSOxxTYEtkHJeHFUd4zv0wFA/VnIl4Wiq50thu9+0WKDtG7dumHz5s1N3t7BwQEGBgZYtmxZs2tJSkqCjo5Oiwy8GuOvv/7C9u3bhS6DgLJgCWXBBsqh5c0ZbIqVY3vCJSIdu8/dhseOGdDX1qg3i9o7hejpzpbDd79oFQ8OZGdnw9vbGy+//DL09PTqbFNWVoa4uDjk5OQobPdft2/fhru7OxYsWAA1NbZ+fPoCZAdlwQ7Kgg2UgzC+WToM3Y11kJxTiu8uxgKoP4t/n+6kQVpL4btfsDVKqceZM2dQXV39zNOKwcHB8pspa61duxYvvvgi9u/fj+PHj+PDDz/EtGnToKenhx9//LElSm8UWnaFHZQFOygLNlAOwjDR08LBV8ZAJALOhD7EP9GZ9WZRu+IAPd3ZcvjuF61ikObg4ABTU1OlJaKeZ8WKFcjJycHBgwfx3nvv4cyZM1i5ciVCQ0MxdOhQnqptuldffVXoEkgNyoIdlAUbKAfhTO3fCe/M6g8A+NwlGnNfes6yUDRGazF894tWMUi7efMmsrKyoK6uXm+b2bNng+M47N27V/7ezp07cevWLeTm5qKqqgoZGRmwt7dnct1O4Mk8cIQNlAU7KAs2UA7C+nD+IIzsaYzC8iq8eyoEVbVrQD2ldp40Wruz5fDdL1rFIK29GDVqlNAlkBqUBTsoCzZQDsLS0lDDH6+OhaG2BlLKNPDDpbtKbf59upMGaS2F735BgzSG1PWgAxEGZcEOyoINlIPwzDvr49dXRgMAbAMfwC0yXeFz+T1p9Dd7i+G7X1CUDJFKpUKXQGpQFuygLNhAObBhwfBuWGL+5Nafz89HI/5Rsfyzf+9JozNpLYXvfkGDNIb06tVL6BJIDcqCHZQFGygHdrw/sw9mDOiM8iop3rYPRUFZJQBAVnObGg3SWg7f/YIGaQwJCQkRugRSg7JgB2XBBsqBHeFhoTi8bgx6mujiQW4Z3vk7DJXVMkjpTFqL47tf0CCNIUuXLhW6BFKDsmAHZcEGyoEdS5cuRScDbfy1eQIMtDUgTsrDV67RkMnonrSWxne/oCgZ8vfffwtdAqlBWbCDsmAD5cCO2iyGdDPCH6+OhZoIOBuahtCUfAC04kBL4rtfiDiudrUv8izh4eEYP348wsLCMG7cOKHLIYQQQgAAtoHJ+LZmySgAsNk4AfOHdRWwIqIK4eHhdCaNJbTsCjsoC3ZQFmygHNjx3yw2TzPHxql95H+mE2kth+9+QWfSGqglzqQVFxfD0NCQl32TxqEs2EFZsIFyYEddWUhlHD45dxt+CTm4tHMGTI10BKqufeGzX9CZNMacP39e6BJIDcqCHZQFGygHdtSVhbqaCAfXjkHI/+bRAK0F8d0vaJDGkOnTpwtdAqlBWbCDsmAD5cCOZ2VBDw20LL77BQ3SGJKUlCR0CaQGZcEOyoINlAM7KAt28J0FDdIYoqurK3QJpAZlwQ7Kgg2UAzsoC3bwnQUN0hhiYmIidAmkBmXBDsqCDZQDOygLdvCdBQ3SGBIXFyd0CaQGZcEOyoINlAM7KAt28J0FDdIYMmvWLKFLIDUoC3ZQFmygHNhBWbCD7yxokMaQc+fOCV0CqUFZsIOyYAPlwA7Kgh18Z0GT2TYQLQtFCCGEkJZCk9kyhpZdYQdlwQ7Kgg2UAzsoC3bQslCMaIkzaRKJBNra2rzsmzQOZcEOyoINlAM7KAt28JkFnUljjJ2dndAlkBqUBTsoCzZQDuygLNjBdxYavO69DSkvLwcA3L17l7dj9OrVC+Hh4bztnzQcZcEOyoINlAM7KAt28JnF3bt3aZDWUA8ePAAAbNiwQdhCCCGEENIu0D1pDZSTkwMvLy+Ym5vzsgxESUkJZs2aBV9fXxgYGKh8/6ThKAt2UBZsoBzYQVmwg+8sysvLaZDGiqKiIhgbG6OwsBBGRkZCl9OuURbsoCzYQDmwg7JgR0tkQQ8OEEIIIYQwiAZphBBCCCEMokEaI7S1tbFnzx6a+4YBlAU7KAs2UA7soCzY0RJZ0D1phBBCCCEMojNphBBCCCEMokEaIYQQQgiDaJBGCCGEEMIgGqQRQgghhDCIBmkCk0gk+Oyzz9CjRw/o6upi8uTJuHr1qtBltWkhISHYvn07hg8fDn19ffTu3RuvvPIK7t27p9SW8mlZ+/fvh0gkwogRI5Q+oyz4Fx4ejmXLlqFjx47Q09PDiBEj8Pvvvyu0oRz4l5CQgHXr1qFXr17Q09PDkCFD8N1336GsrEyhHWWhOiUlJdizZw8WLVqEjh07QiQS1bt4emN+783OiCOCWrduHaehocHt3r2bs7Ky4qZOncppaGhw/v7+QpfWZq1atYrr1q0bt2PHDu748ePc999/z3Xt2pXT19fnoqOjFdpSPi3n4cOHnJ6eHqevr88NHz5c6XPKgl9eXl6clpYWN3nyZO7gwYOctbU199lnn3GffPKJQjvKgV+pqamciYkJ16dPH+7AgQOclZUVt3nzZg4At2zZMoW2lIXqJCcncwC43r17c7Nnz+YAcLa2tnW2bczvvbkZ0SBNQLdu3eIAcD///LP8vfLycq5///7c1KlTBaysbQsMDOQkEonCe/fu3eO0tbW51157Tf4e5dOy1q5dy82dO5ebNWuW0iCNsuBXYWEh17VrV+7ll1/mpFJpve0oB/7t37+fA8DFxMQovL9x40YOAJeXl8dxHGWhahUVFVxmZibHcRwXEhJS7yCtMb93VWRElzsF5OzsDHV1dWzbtk3+no6ODrZu3YqbN2/i4cOHAlbXdk2bNg1aWloK7w0cOBDDhw/H3bt35e9RPi3Hz88Pzs7OOHToUJ2fUxb8cnR0RFZWFvbv3w81NTWUlpZCJpMptaMc+FdUVAQA6Nq1q8L73bt3h5qamvy7i7JQLW1tbXTr1u257Rrze1dFRjRIE1BERAQGDRqktDDrpEmTAACRkZECVNU+cRyHrKwsdO7cWf4e5dMypFIpduzYgTfffBMjR46ssw1lwS9vb28YGRkhPT0dgwcPhoGBAYyMjPDuu++ioqJC3o5y4N/s2bMBAFu3bkVkZCQePnyIM2fO4OjRo9i5cyf09fUBUBZCaczvXRUZ0SBNQJmZmejevbvS+7XvZWRktHRJ7ZaDgwPS09Oxdu1a+XuUT8s4duwYUlJS8P3339fbhrLgV0JCAqqrq7F8+XIsXLgQ58+fxxtvvIFjx45hy5Yt8naUA/8WLVqE77//HlevXsXYsWPRu3dvrFu3Djt27MBvv/0mb0dZCKMxv3dVZKTR1EJJ85WXl9e55peOjo78c8K/uLg4vP/++5g6dSo2bdokf5/y4V9ubi6++eYbfP311+jSpUu97SgLfpWUlKCsrAzvvPOO/GnOlStXorKyElZWVvjuu+8wcOBAyqGFmJubY+bMmVi1ahU6deoET09P/PDDD+jWrRu2b98OgPqEUBrze1dFRjRIE5Curi4kEonS+7WXF3R1dVu6pHbn0aNHePHFF2FsbCy/f6AW5cO/r776Ch07dsSOHTue2Y6y4Fft7+/VV19VeH/9+vWwsrLCzZs3MXDgQMqhBTg5OWHbtm24d+8eevXqBeDJgFkmk+Gzzz7D/7d370FRVv8fwN/LruzichPZjd1EUpRSMXCIGK84DoErKgrCiKVUVGqOaCPgbcyUrxYXXR1EBcexZqXGsdKabDRNRm0cCQwHLRUyMRMVkDuCC7uf3x/+dofHXRCMq31eM88fe57Puew5TXzm2ecco6OjMXjwYF6LXtKZee+KNeKfO3uRSqXC3bt3LcpNZWq1uqeH9J9SU1MDjUaD6upqHD9+3GK+eX26V3FxMbKyshAXF4fS0lKUlJSgpKQETU1NaG5uRklJCSorKwHwWnQ30/w9+bK6UqkEAFRVVQHgdegJu3fvxrhx48wJmsns2bPx8OFDFBQUAOC16C2dmfeuWCNO0nqRr68vioqKzLt5THJzc833WfdoamrCrFmzUFRUhB9++AGjR4+2iOH16V537tyB0WhEXFwchg0bZr5yc3NRVFSEYcOGYfPmzQB4Lbqbn58fgMdr0prpnRnTT9G8Dt3v/v37MBgMFuXNzc0AgJaWFgC8Fr2lM/PeJWvU+dNEWFe5cOGCxRkqTU1NNGLECAoICOjFkT3fWlpaaPbs2SSRSOjYsWNtxvH6dK/y8nI6cuSIxTVmzBgaOnQoHTlyhAoLC4mI16K7/fbbbwSAFixYICiPjo4miURCd+7cISJeh54wc+ZMsrW1pevXrwvK58yZQzY2NrwWPaC9c9I6M+9dsUacpPWyyMhIkkgklJCQQJmZmTRhwgSSSCR05syZ3h7ac2vFihUEgGbNmkU6nc7iao3Xp+dZO8yWiNeiu7377rsEgKKioigjI4MiIyMJAK1du1YQx+vQvc6cOUNisZiUSiVt3ryZMjIySKPREAB67733BLG8Fl0rPT2dkpKSaOnSpQSAwsPDKSkpiZKSkqi6utoc15l5/7drxElaL2tsbKT4+Hhyc3MjqVRK/v7+dPz48d4e1nMtMDCQALR5tcbr0/PaStJ4LbqXXq+nTz75hDw8PGjAgAE0YsQI0mq1FnG8Dt0vNzeXNBoNubm50YABA8jLy4u2bNlCzc3Ngjhei67l4eHR5t+FmzdvmuM6M+//do1ERERP/1GUMcYYY4z1JN44wBhjjDHWB3GSxhhjjDHWB3GSxhhjjDHWB3GSxhhjjDHWB3GSxhhjjDHWB3GSxhhjjDHWB3GSxhhjjDHWB3GSxhhjjDHWB3GSxhhjjDHWB3GSxlgfkpeXhwkTJkAul0MkEuHSpUu9PaTnikgkMl9paWmCe8XFxQgODoaTkxNEIhGOHj3aO4NkfdqOHTsE/x1VVFT09pDYc4yTNMb6iObmZkRGRqKyshJarRY6nQ4eHh69Paznzty5c6HT6RAaGiooj4mJweXLl7FlyxbodDq89tprvTRCoWvXriExMRG+vr5wcHCASqVCaGgo8vPzrcbfuXMHUVFRcHZ2hqOjI8LCwvDXX39Zjd2/fz9GjRoFmUyGkSNHIj09vcPjevToEVavXg21Wg07OzsEBATg5MmTVmPPnz+PSZMmYeDAgXBzc0NcXBzq6+v7ZZvTp0+HTqfD3LlznzZFjP17/+6fI2WMdZWrV68SANq3b19vD+W5BYA2btxoUf7w4UMCQOvXr+/5QT3FqlWryNnZmWJjYykzM5NSUlLI09OTxGIxnTx5UhBbV1dHI0eOJKVSScnJybR9+3Zyd3enIUOGUEVFhSB27969BIAiIiIoKyuLFi5cSADos88+69C45s+fTxKJhOLj4ykzM5PGjx9PEomEzp07J4grKCggmUxG48aNoz179tD69etJKpXS9OnT+22bREQbN24kAFReXt6h+WLsWXCSxlgfcebMGQJAhw8ffmpsfX19D4zo+dNWknbr1i0CQKmpqT0/qKfIz8+nuro6QVlFRQUpFAqaOHGioDw5OZkA0K+//mouu3r1KonFYlq7dq257OHDhzR48GAKDQ0V1H/zzTdJLpdTZWVlu2PKzc21mK/Gxkby9PSk8ePHC2I1Gg2pVCqqqakxl+3bt48A0IkTJ/pdmyacpLGewEkaY31ATEwMARBcgYGB5ntyuZz+/PNP0mg0ZG9vT2FhYUREZDAYSKvV0ujRo0kqlZJSqaQPPvjA4o+s0WikpKQkevHFF8nOzo6mTp1KV65cIQ8PD4qJiTHHmf7wPOnAgQMEgG7evCko//HHH2nSpEk0cOBAsre3pxkzZtCVK1csvptcLqd//vmHwsLCSC6Xk6urK61atYpaWloEsQaDgXbs2EHe3t4klUrJ1dWVQkJCKC8vj4iIpkyZQq+++qrVOfTy8qLg4OB259lakmb6zq0vDw8PIiKqra2lFStWkIeHB9na2pJCoaCgoCC6ePFiu/30hPDwcHJxcRGU+fv7k7+/v0VscHAweXp6mj8fO3aMANCxY8cEcefPnycApNPp2u07ISGBxGKxIKEhItq6dSsBoL///puIiGpqakgikVBCQoIg7tGjR2Rvb0+xsbH9rk0TTtJYT+B30hjrAxYvXox169YBAOLi4qDT6bB+/Xrz/ZaWFoSEhECpVCItLQ0RERHmegkJCZg4cSJ27tyJd955B9nZ2QgJCUFzc7O5/scff4wNGzbAx8cHqampGD58OIKDg9HQ0PDMYza912Vvb4/k5GRs2LABf/zxByZNmoSSkhJBrMFgQEhICAYPHoy0tDQEBgZi27ZtyMrKEsTFxsZi5cqVcHd3R3JyMtasWQOZTIYLFy4AABYuXIjCwkJcuXJFUC8vLw9FRUV46623Ov09wsPDodVqAQDR0dHQ6XTYsWMHAGDJkiXYs2cPIiIisHv3bsTHx8POzg5Xr15tt83m5mZUVFR06DIajZ0eMwDcu3cPrq6u5s9GoxGFhYVW36V7/fXXcePGDdTV1QEACgoKAMAi1s/PDzY2Nub7bSkoKICXlxccHR0t+gFg3vBy+fJltLS0WPRja2sLX19fQT/9pU3GelRvZ4mMscdycnKs/txpesq2Zs0aQfm5c+cIAGVnZwvKjx8/LigvKysjW1tbCg0NJaPRaI5bt24dAXimJ2l1dXXk7OxM77//viDu3r175OTkJCg3jX/z5s2C2HHjxpGfn5/58+nTpwkAxcXFWfRvGnd1dTXJZDJavXq14H5cXBzJ5fKn/gyMNn7uvHnzptWfO52cnGjZsmXttmmNaS07cj35dLIjzp49SyKRiDZs2GAuKy8vtzrPREQZGRkEgK5du0ZERMuWLSOxWGy1bYVCQfPnz2+3/zFjxtC0adMsyn///XcCQHv37iUiosOHDxMAOnv2rEVsZGQkubm59bs2TfhJGusJkp5IBBlj/97SpUsFnw8fPgwnJye88cYbgmMA/Pz8YG9vj5ycHCxYsACnTp2CXq/H8uXLIRKJzHErV67E1q1bn2ksJ0+eRHV1NaKjowV9i8ViBAQEICcnx6LOkiVLBJ8nT54MnU5n/vzNN99AJBJh48aNFnVN43ZyckJYWBi++uorfPrppxCJRDAYDDh06BDmzJkDuVz+TN+nLc7OzsjNzUVpaSnUanWH6/n4+LS5g/BJbm5unRpTWVkZFixYgGHDhiExMdFc3tjYCACQSqUWdWQymSCmsbERtra2VtuXyWTmuLY0NjZ2uJ/2xtS6n/7SJmM9iZM0xvoBiUSCIUOGCMqKi4tRU1MDpVJptU5ZWRkA4NatWwCAkSNHCu4rFAoMGjTomcZTXFwMAJg2bZrV+0/+vCSTyaBQKARlgwYNQlVVlfnzjRs3oFar4eLi0m7fixYtwqFDh3Du3DlMmTIFp06dwv3797Fw4cJn+SrtSklJQUxMDNzd3eHn54cZM2Zg0aJFGD58eLv1Bg0ahKCgoC4fT0NDA2bOnIm6ujr88ssvsLe3N9+zs7MD8PjIiSc1NTUJYuzs7KDX66320dTUZI5ri52dXYf7aW9MrfvpL20y1pM4SWOsH5BKpbCxEb5CajQaoVQqkZ2dbbXOk0lRR7R+0taawWCw6Bt4/F6atSdBEonwfy1isbjTY2lLSEgIXnjhBRw8eBBTpkzBwYMH4ebm1i1JUVRUFCZPnowjR47gp59+QmpqKpKTk/Htt99Co9G0WU+v16OysrJDfSgUig7Nj16vR3h4OAoLC3HixAl4e3sL7ru4uEAqleLu3bsWdU1lpqeBKpUKBoMBZWVlgiRfr9fjwYMHT31qqFKpcOfOnQ7107r8ydjW/fSXNhnrSbxxgLF+ytPTEw8ePMDEiRMRFBRkcfn4+ACA+UBc09Mvk/LycsGTLADmJ2vV1dWCctPTuNZ9A4BSqbTa99SpU5/p+5SWlj41uRGLxViwYAG+/vprVFVV4ejRo4iOju7SRLA1lUqFDz/8EEePHsXNmzcxePBgbNmypd0658+fh0ql6tB1+/btp47BaDRi0aJF+Pnnn/Hll18iMDDQIsbGxgZjx461eshtbm4uhg8fDgcHBwCAr68vAFjE5ufnw2g0mu+3xdfXF0VFRaitrbXop3X73t7ekEgkFv3o9XpcunRJ0E9/aZOxnsRJGmP9VFRUFAwGA5KSkizutbS0mBOtoKAgDBgwAOnp6SAic4xpB2NrpuTr7Nmz5rKGhgZ88cUXgriQkBA4Ojpi69atgl2kJuXl5Z3+PhERESAibNq0yeJe63EDj3d5VlVVYfHixaivr3+mXZ1PYzAYUFNTIyhTKpVQq9VWfxZrzfROWkeujryTtnz5chw6dAi7d+9GeHh4m3Hz5s1DXl6eINm4fv06Tp8+jcjISHPZtGnT4OLigj179gjq79mzBwMHDhT8awwVFRW4du0aHj58KOjHYDAIduc+evQIBw4cQEBAANzd3QE8focwKCgIBw8eNO8sBR4/ga2vrxeMqb+0yViP6uWNC4yx/9fe7k65XG61zuLFiwkAaTQa0mq1tGvXLlqxYgWp1WpBO2vXriUANGPGDNq1axfFxsaSWq0mV1dXwe5OvV5PQ4cOJVdXV0pOTqa0tDQaPXo0+fn5WexEzM7OJhsbG/L29qb//e9/lJmZSevXrydfX1/Bjsi2xm9tJ6np1HuNRkM7d+4krVZL4eHhlJ6eblHf29ubANCoUaPandfW0IndnVVVVSSXyykmJoa2b99OWVlZFBUVRQBo27ZtHe7z39JqtQSAxo8fTzqdzuJqvaO1traWPD09SalUUkpKCmm1WnJ3dye1Wk1lZWWCdk07PufNm0f79u2jRYsWEQDasmWLIM60Tjk5OYLyyMhI89limZmZNGHCBJJIJHTmzBlB3MWLF0kqlQpO8pfJZFbPtOsvbbaeF97dyboTJ2mM9RHPkqQREWVlZZGfnx/Z2dmRg4MDjR07lhITE6m0tNQcYzAYaNOmTaRSqdo9zJbo8R+rgIAAsrW1paFDh9L27dvbPMw2JyeHQkJCyMnJiWQyGXl6etLbb79N+fn5Tx2/tSStpaWFUlNT6ZVXXjEfHqvRaKweHpuSkkIAaOvWrW3OzZM6k6Q9evSIEhISyMfHhxwcHEgul5OPjw/t3r27w/11BWsHHbe+nlyT27dv07x588jR0ZHs7e1p5syZVFxcbLXtrKwsevnll8nW1pY8PT1Jq9UKjmkhajtJa2xspPj4eHJzcyOpVEr+/v50/Phxq/2cO3eOJkyYQDKZjBQKBS1btoxqa2st4vpLm63nhZM01p1ERE/8jsAY+8946aWXMHXqVHz++ee9PZRO27lzJz766COUlJRg6NChHaojEomQkJCAxMREyOVy3rXHOq2pqQn19fVISUlBamoqysvLBYcKM9aV+J00xli/Q0TYv38/AgMDO5ygmaSmpkKhUCAjI6ObRseeZ3v37oVCoUBqampvD4X9B/ARHIyxfqOhoQHff/89cnJycPnyZXz33Xedqt/6gFkvL6+uHh77D4iIiBAcf+Lk5NSLo2HPu/8DylTcpUQyS1MAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Power spectrum plot with range limits\n",
-    "f, HF = signal.freqz(b, a, worN=4096, whole=True, fs=1)\n",
-    "if btype == 'lowpass':\n",
-    "    fLim = [f0 - BW, fs / 2]\n",
-    "elif btype == 'highpass':\n",
-    "    fLim = [0, f0 + BW]\n",
-    "else:\n",
-    "    fLim = [f0 - BW, f0 + BW]\n",
-    "fLim = [0, fs / 2]\n",
-    "dbLim = [-rs - 10, 5] \n",
-    "plot_power_spectrum(f, HF, fmt='r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "\n",
-    "# Other plots for H(z) [2]\n",
-    "show = ['zplane', 'phase spectrum', 'time response']\n",
-    "z, p, k = plot_iir_filter_analysis(b, a, fs=fs, whole=False, Ntime=100, step=False, show=show)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "bf6630ed",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/multirate_mixer.ipynb b/applications/lofar2/model/pfb_os/multirate_mixer.ipynb
deleted file mode 100644
index 8fe5820fd4df1663e83c85e08a5f599bcdf767dd..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/multirate_mixer.ipynb
+++ /dev/null
@@ -1,1633 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "93474f68",
-   "metadata": {},
-   "source": [
-    "# Multirate mixer\n",
-    "\n",
-    "Author: Eric Kooistra, May - Dec 2024\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Use multirate processing to implement a single channel mixer\n",
-    "* Extend single channel mixer to DFT filterbank\n",
-    "\n",
-    "Description:\n",
-    "\n",
-    "For a real input the mixer can either downconvert the positive or the negative frequeny band. Convention is to downconvert the positive frequency band [2, 3]. This leads to using IDFT in the analysis DFT filterbank and IDFT in the synthesis filterbank [2, 3]. By using IDFT(x) = DFT(fold(x)) it is possible to change to a DFT in the analysis filterbank, this corresponds to using a clockwise commutator [3] and type 3 polyphase filter structure [4].\n",
-    "\n",
-    "Sampling and anlogue signal yields the low pass spectrum and its replicas around multiples of fs. This endles replication is why the discrete samples can represent and anlogue signal. Downsampling of the digitized signal again causes aliasing of all replicas to baseband. Normally the interest is in the baseband replica. However using a BPF instead of an LPF any of the replicas can be selected for baseband. Similar for upsampling (synthesis) the baseband signal can be upconverted to the wanted replica by using a BPF instead of an LPF. The first step in upsampling is inserting zeros to increase the sample rate, without changing the digital signal. However this increased sample rate does make the replicas available in the digital domain.\n",
-    "\n",
-    "With a single channel mixer the downsampling by M implies that at the downsampled rate there is processing power to process M - 1 more channels. This fits a critically sampled DFT filterbank with K = M. Whereby the DFT should typically be an FFT.\n",
-    "\n",
-    "The single channel mixer and DFT filterbank can share a prototype LPF for all channels, because the downsampling and upsampling performs the demodulation and modulation, to and from baseband at 0 Hz. When Ros = K / M > 1 then there remains and offset frequency that is compensated by a phasor term W_K^(knM). With the DFT filterbank this phasor that can be implemented as a circular shift (modulo K) at the input of the DFT.  \n",
-    "\n",
-    "For perfect reconstruction by an analysis-synthesis filterbank the aliasing must cancel and distortion must be zero. Considering only adjancent channels is called pseudo QMF (two-channel), for the other channels the stop band attenuation suppresses the crosstalk. For zero distortion the transfer function of the channels must be power complementary. With an DFT filterbank (= complex modulated filterbank) the aliasing does not cancel. For critically sampled filterbanks this leads to the Modified DFT (MDFT) or Cosine modulated fiterbank [4]. By using oversampling the aliasing can be avoided. Hence using some oversampling and power complementary channel filters the oversampled DFT filterbank can achieve almost perfect reconstruction.\n",
-    "\n",
-    "Remarks:\n",
-    "* With oversampling the subband bandwidth can be increased to have a flat reponse up to fsub / 2. The transition band is then from fsub / 2 to Ros * fsub / 2 The subband filter is then not power complementary (around fsub / 2), so the subbands are not suitable for synthesis. It may be feasible achieve almost perfect reconstruction by first removing the transition band from the subbands, by separating the subbands into fine channels using a DFT, then zero the fine channels of the transistion band, and then synthesize the subband using IDFT.\n",
-    "\n",
-    "Features:\n",
-    "* Use full rate model of single channel down converter and up converter as expected exact golden reference result for the efficient polyphase implementation and WOLA implementation and refBunton.\n",
-    "* Use SNR of input and difference with time aligned reconstructed output, to show that perfect reconstruction depends on the pass band gain being one and the stopband gain approaching zero. Hence the SNR for center bin sine wave inputs improves, towards perfect reconstruction, when Ntaps is increased.\n",
-    "* Use analysis DFT filterbank and synthesis IDFT filterbank and verify that it yields the same result as with the single channel pipeline.\n",
-    "* Compare model with PFB reconstruction by reconstruct.m of John Bunton for Ntaps = 12 and Ndft = 192, using refBunton.\n",
-    "* Support Ncoefs <= Ndelays = Ntaps * Ndft, to verify correct implementation of coefs and delay line.\n",
-    "* Support WG with offset bin center frequency (e.g. wgSub = 1.5) or with noise (via SNR_WG_dB < 100), to verify that result is correct for any frequency, not only the center frequency.\n",
-    "* Support refBunton with asymmetrical hPrototype, to verify correct order implementation of coefs in analysis and synthesis. The refBunton has slightly asymmetrical hPrototype due to that it uses interpolation to increase the number of coefficient after designing the FIR filter with fircls1().\n",
-    "\n",
-    "References:\n",
-    "1. dsp_study_erko, summary of DSP books\n",
-    "2. chapter 7 in [CROCHIERE]\n",
-    "3. chapter 6 downconverter, 7 upconverter, 9 filterbank in [HARRIS]\n",
-    "4. chapter 1.1.2 (commutator), 7.3 (pseudo QMF), 7.3.3 (MDFT), 7.4 (Cos filterbank) 8.6 in [FLIEGE]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "8043fa7b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal\n",
-    "from fractions import Fraction"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "1c1ba454",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "from sys import maxsize\n",
-    "np.set_printoptions(threshold=maxsize)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "fc530dbc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import ceil_div, verify_result, is_integer_value, is_symmetrical, pow_db, snr_db, \\\n",
-    "                            read_coefficients_file\n",
-    "from rtdsp.firfilter import filterbank_frequency_response\n",
-    "from rtdsp.fourier import dtft\n",
-    "from rtdsp.multirate import down, up\n",
-    "from rtdsp.singlechannel import unit_circle_loops_phasor_arr, \\\n",
-    "                                maximal_downsample_bpf, non_maximal_downsample_bpf, \\\n",
-    "                                maximal_upsample_bpf, non_maximal_upsample_bpf\n",
-    "from rtdsp.dftfilterbank import analysis_dft_filterbank, synthesis_dft_filterbank\n",
-    "from rtdsp.plotting import plot_power_spectrum, plot_magnitude_spectrum, plot_phase_spectrum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "f527cbb6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Verification control\n",
-    "enExit = True  # Exit or continue when a verification fails\n",
-    "vb = 0  # Verbosity"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "fbf4bf7b",
-   "metadata": {},
-   "source": [
-    "# 0 Time, bins and rates"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "5b37a1dc",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ntaps        = 12\n",
-      "Ndft         = 192\n",
-      "Ndelays      = 2304\n",
-      "Ncoefs       = 2304\n",
-      "\n",
-      "wgSub        = 1.5\n",
-      "wgPhase      = 0.0\n",
-      "wgModulation = 0\n",
-      "kLo          = 2\n",
-      "\n",
-      "Ros          = 4/3\n",
-      ". Ndown      = 144\n",
-      ". Ndft       = 192\n"
-     ]
-    }
-   ],
-   "source": [
-    "### Filterbank\n",
-    "refBunton = True\n",
-    "#refBunton = False\n",
-    "if refBunton:\n",
-    "    Ntaps = 12\n",
-    "    Ndft = 192\n",
-    "    # To compare SNR results with reconstruct.m\n",
-    "    normalizeDcGain = False\n",
-    "    flipAPrototype = True\n",
-    "    # To compare SNR performance with generic hPrototype\n",
-    "    #normalizeDcGain = True\n",
-    "else:\n",
-    "    Ntaps = 8  # number of taps per polyphase FIR filter\n",
-    "    Ndft = 16  # DFT size\n",
-    "    #Ntaps = 4\n",
-    "    #Ndft = 8\n",
-    "    #Ntaps = 12\n",
-    "    #Ndft = 192\n",
-    "    Ntaps = 32\n",
-    "    # Generic hPrototype is symmetrical, so then coefs flip makes no difference\n",
-    "    flipAPrototype = False\n",
-    "Ndelays = Ndft * Ntaps\n",
-    "Ncoefs = Ndelays\n",
-    "#Ncoefs = Ndelays - 2  # try shorter length to verify impact of hPairGroupDelay\n",
-    "#Ncoefs = Ndelays - 1   # try odd length\n",
-    "print('Ntaps        =', Ntaps)\n",
-    "print('Ndft         =', Ndft)\n",
-    "print('Ndelays      =', Ndelays)\n",
-    "print('Ncoefs       =', Ncoefs)\n",
-    "\n",
-    "# Waveform generator\n",
-    "wgSub = 1.5  # in range(Nsub)\n",
-    "wgPhase = 0.0  # in degrees\n",
-    "wgModulation = 0  # for amplitude modulation (AM) frequency fsub / wgModulation, use 0 for no AM\n",
-    "                  # use >> 1 for fraction of fsub\n",
-    "print()\n",
-    "print('wgSub        =', wgSub)\n",
-    "print('wgPhase      =', wgPhase)\n",
-    "print('wgModulation =', wgModulation)\n",
-    "\n",
-    "# Additive Gaussian White Noise (AGWN), use SNR_WG_dB >= 100 to have only WG carrier,\n",
-    "# so no noise and SNR = +inf\n",
-    "SNR_WG_dB = 100\n",
-    "\n",
-    "# Mixer LO bin\n",
-    "kLo = int(np.round(wgSub))\n",
-    "print('kLo          =', kLo)\n",
-    "\n",
-    "# Downsample rate for analysis\n",
-    "if refBunton:\n",
-    "    Ndown = 144\n",
-    "else:\n",
-    "    Ndown = Ndft * 3 // 4  # oversampled PFB\n",
-    "    #Ndown = Ndft * 7 // 8\n",
-    "    #Ndown = Ndft * 15 // 16\n",
-    "    #Ndown = Ndft // 4\n",
-    "    #Ndown = Ndft  # Critically sampled PFB\n",
-    "Ros = Fraction(Ndft, Ndown)\n",
-    "print()\n",
-    "print('Ros          =', Ros)\n",
-    "print('. Ndown      =', Ndown)\n",
-    "print('. Ndft       =', Ndft)\n",
-    "\n",
-    "# Upsample rate (= downsample rate) for synthesis\n",
-    "Nup = Ndown"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "e5680c7b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Samples\n",
-    "fs = 1.0  # sample rate\n",
-    "Ts = 1 / fs  # sample period"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "74ca764f",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Tsub     = 192.0\n",
-      "Tdown    = 144.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Subbands\n",
-    "Nsub = Ndft // 2  # number of subbands in fs / 2\n",
-    "fsub = fs / Ndft  # subband center frequency\n",
-    "Tsub = 1 / fsub  # subband period\n",
-    "\n",
-    "fdown = fs / Ndown  # downsampled data rate\n",
-    "Tdown = 1 / fdown  # downsampled data period \n",
-    "\n",
-    "# Two single side bands, one keeping only downconverted positive subband frequencies\n",
-    "nofSsb = 1 if kLo == 0 else 2\n",
-    "\n",
-    "print('Tsub     =', Tsub)\n",
-    "print('Tdown    =', Tdown)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "786af296",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Nsim     =    576 [Tsub]\n",
-      "Nsamples = 110592 [Ts]\n",
-      "Msamples =    768 [Tdown]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Time in number of subband periods to simulate\n",
-    "# . use small Nsim for more detail in point plots,\n",
-    "# . use large Nsim for more accurracy in SNR estimates or when wgSub < 0.5,\n",
-    "# . force Nsim as multiple of Ndown to avoid mismatch in array lengths.\n",
-    "Nsim = ceil_div(3 * Ntaps, Ndown) * Ndown\n",
-    "Nsim *= 4\n",
-    "print('Nsim     = %6d [Tsub]' % Nsim)\n",
-    "\n",
-    "# Time in number input samples to simulate \n",
-    "Nsamples = Nsim * Ndft\n",
-    "# . input time index n for up rate\n",
-    "n_i = np.arange(Nsamples)  # sample index, time in sample period units [Ts]\n",
-    "n_s = n_i * Ts  # time in seconds\n",
-    "n_sub = n_s / Ndft  # time in subband period units [Tsub]\n",
-    "\n",
-    "# Time in number of downsampled samples\n",
-    "Msamples = Nsamples // Ndown\n",
-    "# . downsampled time index m for down rate, n = m D, so m = n // D\n",
-    "m_i = np.arange(Msamples)  # downsampled sample index\n",
-    "m_s = down(n_s, Ndown)  # = m_i * Tdown, time in seconds\n",
-    "m_sub = m_s / Ndft  # time in subband period units [Tsub]\n",
-    "\n",
-    "print('Nsamples = %6d [Ts]' % Nsamples)\n",
-    "print('Msamples = %6d [Tdown]' % Msamples)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8cd835d6",
-   "metadata": {},
-   "source": [
-    "# 1 Prototype FIR low pass filter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "1bb76ada",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "refBunton: is_symmetrical(hPrototype) = False\n",
-      "DC gain = 1.0051947660\n"
-     ]
-    }
-   ],
-   "source": [
-    "if refBunton:\n",
-    "    # Load LPF prototype FIR filter coefficients from GenPfilter12.m. These coefficients\n",
-    "    # are not symmetrical (so not exactly linear phase), which makes it possible to verify\n",
-    "    # whether the coefficients are applied in the correct order.\n",
-    "    hPrototype = read_coefficients_file('../pfb_bunton_annotated/cl.txt')\n",
-    "    if Ncoefs < Ndelays:\n",
-    "        dDiv = (Ndelays - Ncoefs) // 2\n",
-    "        dRem = (Ndelays - Ncoefs) % 2\n",
-    "        hPrototype = hPrototype[dDiv : -dDiv - dRem]\n",
-    "    if normalizeDcGain:\n",
-    "        hPrototype /= np.sum(hPrototype)\n",
-    "    print('refBunton: is_symmetrical(hPrototype) =', is_symmetrical(hPrototype))\n",
-    "else:\n",
-    "    # Use windowed sync (= firwin) prototype FIR filter\n",
-    "    # . For sinc() the ideal bandwidth is 2pi / Ndft = fs / Ndft = fsub, \n",
-    "    # . Use half power bandwidth factor hpFactor to tune half power cutoff frequency of LPF.\n",
-    "    # . Default hpFactor = 1.0 yields flat filterbank aggregate frequency response for\n",
-    "    #   HFbank firwin hanning filter, but for perfect reconstruction HFpowerbank needs to\n",
-    "    #   be flat.\n",
-    "    # Optimum flat HFpowerbank\n",
-    "    if Ndft == 16 and Ntaps == 8:\n",
-    "        hpFactor = 1.108\n",
-    "    elif Ndft == 16 and Ntaps == 32:\n",
-    "        hpFactor = 1.027\n",
-    "    elif Ndft == 192 and Ntaps == 12:\n",
-    "        hpFactor = 1.065\n",
-    "    else:\n",
-    "        # Default for optimum flat HFbank\n",
-    "        hpFactor = 1.0\n",
-    "    BWbin = fs / Ndft  # bandwidth of one bin\n",
-    "    BWpass = hpFactor * BWbin\n",
-    "    fpass = BWpass / 2  # bin at DC: -fpass to +fpass\n",
-    "    fcutoff = fpass\n",
-    "    hPrototype = signal.firwin(Ncoefs, fcutoff, window='hann', fs=fs)\n",
-    "    verify_result(is_symmetrical(hPrototype), ': is_symmetrical(hPrototype)', enExit)\n",
-    "print('DC gain = %.10f' % np.sum(hPrototype))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "6ebc94aa",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot impulse response\n",
-    "plt.figure(1)\n",
-    "plt.plot(hPrototype, 'g')\n",
-    "plt.title('Impulse response')\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4d9b4324",
-   "metadata": {},
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "03da0b30",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "hGroupDelay     = 1151.5 samples\n",
-      "hPairGroupDelay = 2303 samples\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Single FIR filter group delay\n",
-    "hGroupDelay = (Ncoefs - 1) / 2\n",
-    "\n",
-    "# Group delay for LPF down and LPF up in series, is integer for Ncoefs is even and odd\n",
-    "hPairGroupDelay = Ncoefs - 1  # = 2 * hGroupDelay\n",
-    "\n",
-    "print('hGroupDelay     = %.1f samples' % hGroupDelay)\n",
-    "print('hPairGroupDelay = %d samples' % hPairGroupDelay)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "3abeee86",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DC gain = 1.0051947660\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Filterbank aggregate frequency response\n",
-    "h, f, HFprototype = dtft(hPrototype)\n",
-    "print('DC gain = %.10f' % np.abs(HFprototype[len(HFprototype) // 2]))\n",
-    "HFbank = filterbank_frequency_response(HFprototype, Ndft)\n",
-    "\n",
-    "# Magnitude squared response, to have correlator (power) response.\n",
-    "HFpowerbank = filterbank_frequency_response(HFprototype**2, Ndft)\n",
-    "\n",
-    "# Filterbank bin 1, 2 frequency responses, HFprototype is for bin 0\n",
-    "Lprototype = len(HFprototype)\n",
-    "Lbin = Lprototype // Ndft\n",
-    "HF1 = np.roll(HFprototype, 1*Lbin)\n",
-    "HF2 = np.roll(HFprototype, 2*Lbin)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "8008d6b7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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C559/LpSWllYbZ9AYVX2fglB9vEkFhX8CKkEQBDv5oQoKCgrceeedHDlyhNzcXKOxCxXMQ5rBM5ayT0FBQcEYyp5BBQUFm5Cammpw7a+//pKXJhVHUEFBQcE+2MwZLCgoYNKkSQwfPpzAwEBUKhULFiyok3vVajUfffQR4eHheHp60r9/f4PTdpaUVVBQsJwuXbpw33338c477/Duu+8ydOhQnnvuOXx9ffVy3yooKCgo2BabOYMZGRl8+eWXXLp0ie7du9fpvRMmTGDatGmMGzeOX375BWdnZ0aMGMHBgwdrVVZBQcFyXnvtNW7evMmiRYuYMWMG0dHRPPPMMxw/fpyuXbvau3sKCgoK/1hstmdQrVaTnZ1NaGgokZGR9O3bl/nz5zNhwgSr3nv8+HH69+/P1KlT+eCDDwAx3EGXLl0ICQnRiwVmTlkFBQUFBQUFhfqIzWYG3d3dCQ0NrfN7V69ejbOzMxMnTpSveXh48NJLL3HkyBG9eFfmlFVQUFBQUFBQqI/UuwMkp0+fpl27dgY5KPv16wfAmTNnLCqroKCgoKCgoFAfqXdBp1NTU40Gi5WupaSkWFS2Imq1Wi+tVkZGBgcOHKBNmzZ4enrWqv8KCgoKCgoKCtVRXFxMfHw8w4YNIygoqNb11TtnsLi4GHd3d4PrUrqmiumTzClbkSlTpvDFF19Yo7sKCgoKCgoKChbx119/MW7cuFrXU++cQU9PT71ZOwkpr2fFmTtzylbkk08+0ctdevToUYYNG8Zff/1Fx44da9X/+kJ6ejrBwcH27oZDYCtZfL3/a9ZcWsPE3hN5tc+rdd6epSi6oY8iD30cUR7P/P0M0RnR/PrgrwxqNsimbde1PDZc3sAX+75gYNOBTB8xvc7asQaOqBv24tKlSzz77LNykPnaUu+cwbCwMJKTkw2uSwFvK+ZNNadsRdzd3fVmFKUp2o4dO9KrVy/LO1+PWL16NcOGDbN3N/RQa9REpUfh7+FPqwatbNaurWTROrM15IJvC1+H1kNH1A17oshDH0eUh+agBtygV69e9Gpm22erruUR5xEHMaAKVzm03QDH1A17Y62tafXuAEmPHj24cuUKeXl5etePHTsmv29JWQXzaNmypb27YEBibiK95vSi5+yeNm3XVrLwdfMFIE+dV0NJ++KIumFPFHno44jyyFXnAuDv4W/ztutaHr7uot3IL82v03asgSPqRn3B4ZzBoqIiLl++TEZGhkX3jxo1Cq1Wy5w5c+RrarWa+fPn079/f5o2bWpRWQXzkJbaHQnZoLvb1qDbShZ+7uKpeEc36o6oG/ZEkYc+jigPaYAlPWO2pK7lIX0mRx9EgmPqRn3BpsvEM2bMICcnRz6lu3HjRpKSkgB4++238ff35/jx4wwdOpRJkyYxefJks+4F6N+/P6NHj+aTTz7h5s2btGnThoULFxIfH8+ff/6p1x9zyiqYR05Ojr27YIC9DLqtZNEioAWDmw2mQ8MONmnPUhxRN+yJIg99HE0eJZoSSrWlgO0HklD38gj2CmZg04E08WtSp+1YA0fTjXqFYEOaN28uAEZfcXFxgiAIQkREhAAIkyZNMvteieLiYuGDDz4QQkNDBXd3d6Fv377Ctm3bjPbJnLJVcfLkSQEQTp48adZ99Zlr167ZuwsGrIlaIzAZYeCfA23ariPKwp4o8tBHkYc+jiaPtII0gckITEbQaDU2b9/R5GFPFFmUY22/w6Yzg/Hx8TWWufvuuxGMZMgz5V4JDw8Ppk6dytSpU61aVsF09uzZQ6tWtjukYQrSMrGtZwYdURb2RJGHPoo89HE0ebg7u/PV0K8oKivC2cnZ5u07mjzsiSKLuqPenSZWcAysEffI2kjLxLZe6nFEWdgTRR76KPLQx9Hk4e/hz3+G/Mdu7TuaPOyJIou6w+EOkCjUDxxxz2VuiX1mBm0li+iMaEJ/CKXFzy1s0p6lOKJu2BNFHvoo8tDHFvJoN70dvlN8ic2OrfO2aoOiG3WHSjC2JqtgFqdOnaJ3796cPHnS4eM0/ZPZE7eHHdd20K9xP57s+KS9u2N14nPiaflLS9yd3Sn5TDl1p6BgDTKLMknKSyLEO4QwX8P0pfWB0B9CSStM4/Srp+kR2sPe3VEwAWv7HcrMoEKdMGPGDHt3wYB7Wt7Dt/d9a3NH0FaykGY81Vo1Zdoym7RpCY6oG/ZEkYc+jiaPzTGb6TG7By+sf8Eu7dtCHnJYKrVjh6VyNN2oTyjOoEKdMHbsWHt3wWGwlSykoNPg2LEGFd3QR5GHPo4mD3ttL5GwhTxul8DTjqYb9QnFGVSoE7Zv327vLhgQmx1LbHYsxWXFNm3XVrJwdXbFw8UDcOwAso6oG/ZEkYc+jiYPex08k7CFPG6XwNOOphv1CcUZVKgTunXrZu8uGPDsmmdp/Wtrtl3dZtN2bSkLaXbQkZd7HFE37IkiD30cTR72CkklYQt53A52AxxPN+oTijOoUCekp6fbuwsG2CsDiS1lcTss9ziibtgTRR76OJo8pGVie+QlBtvI43awG+B4ulGfUOIMKtQJWq3W3l0wwF7J5m0piz7hfQj3DcfN2c1mbZqLI+qGPVHkoY+jySOv1H55icE28ujQsAMDmgwg2Cu4ztuqDY6mG/UJxRlUqBOaNHG8PJf2mhm0pSxWjFphs7YsxRF1w54o8tDH0eQhzwzaac+gLeTx37v+y3/v+m+dt1NbHE036hPKMrFCnXDixAl7d0EPnaCT98PY2qg7mizsjSIPfRR56ONo8hjTeQwfDPiA7qHd7dK+o8nDniiyqDuUmUGFOuGRRx6xdxf0KCgtQECMr27rmUFHk4W9UeShjyIPfRxNHuN7jLdr+44mD3uiyKLuUGYGFeqEv/76y95d0ENaInZ1Kg+/YitsKYv/7vkvYT+G8f2h723Wprk4mm7YG0Ue+ijy0McW8lh7aS1NpjVh9KrRdd5WbVB0o+5QZgYV6oS33nrL3l3Qw8PFg48GfYRGp0GlUtm0bVvKolhTzI2CG9wsvGmzNs3F0XTD3ijy0MfR5HHx5kV83Hxo4tcEZydnm7dvC3kICCTnJ5OSn1LnbdUGR9ON+oQyM6hQJzha2qAgryC+ve9bfnjgB5u3bUtZSPshHTl4rKPphr1R5KGPI8lDEAS6zepGi19a2G2AZQt5SHZDOizjqDiSbtQ3FGdQoU4YP96++2wcCVvKQgqbI4XRcUQU3dBHkYc+jiSPwrJCdIIOsF9oGVvI43awG+BYulHfUJxBhTrh77//tncX9MgpySEuO84uI19byuJ2mBl0NN2wN4o89HEkeUj2wlnljJerl136YAt53C7p6BxJN+obijOoUCcMGjTI3l3QY+XFlbT6tRXPrX3O5m3bUhaSUXfk5R5H0w17o8hDH0eSR8XYpLbeayxhC3lIg8h8db48E+qIOJJu1DcUZ1ChToiNjbV3F/SQk83bIaWULWVxOyz3OJpu2BtFHvo4kjzsaTckbCEP6fMJCA6dn9iRdKO+oZwmVqgTPD097d0FPaSZMj832+/7saUsgr2C6RLShbaBbW3Wprk4mm7YG0Ue+jiSPKRBlb32C4Jt5OHh4kH3Rt3xdPWkVFta5+1ZiiPpRn1DcQYV6oSAgAB7d0EPe47wbSmLro26cv718zZrzxIcTTfsjSIPfRxJHrLdsFMqOrCdPM68dsYm7dQGR9KN+oayTKxQJ1y+fNneXdBDGuHbw6g7mizsjSIPfRR56ONI8mgT2IYPBnzAU52fslsfHEke9kaRRd2hzAwq1Al33XWXvbugR8WN4LbG0WRhbxR56KPIQx9HkkeP0B70CO1h1z44kjzsjSKLukOZGVSoE1atWmXvLughzwzaYZnY1rLoMasH4T+Gcz33uk3bNRVH0w17o8hDH0Ue+thKHi+uf5GmPzVlzaU1NmnPEhTdqDts5gwWFBQwadIkhg8fTmBgICqVigULFph8v1qt5qOPPiI8PBxPT0/69+/Pzp07DcpNmDABlUpV5Ss5OVkuu3fv3irLHT161Bof+x+Lo6UNerz947zW+zU6BHWwedu2lkVyfjKpBanklOTYtF1TcTTdsDeKPPRxJHncKLhBYm4iRWVFduuDreSRVZxFUl4S6YXpNmnPEhxJN+obNnMGMzIy+PLLL7l06RLdu3c3+/4JEyYwbdo0xo0bxy+//IKzszMjRozg4MGDeuVeffVVFi9erPdatGgRXl5edOrUicaNGxvU/c477xjc06ZNG4s/q4LjpQ16u//bzHx4Jr3Cetm8bVvLwtEDTzuabtgbRR76OJI8/rP7PzT/uTk/H/3Zbn2wlTxuh7BUjqQb9Q2b7RkMCwsjNTWV0NBQIiMj6du3r8n3Hj9+nOXLlzN16lQ++OADAJ5//nm6dOnChx9+yOHDh+WyAwYMYMCAAXr3Hzx4kKKiIsaNG2e0/sGDBzNq1CgLPpVCVbzyyiv27oLDYGtZOLpRV3RDH0Ue+jiSPPJK7X+a2FbycPRBJDiWbtQ3bDYz6O7uTmhoqEX3rl69GmdnZyZOnChf8/Dw4KWXXuLIkSNcv1793qilS5eiUql45plnqiyTn5+PRqOxqH8KhpizBcAWxOfEk1WchSAINm/b1rJw9NRSjqYb9kaRhz6OJA85Pqkd4wzaSh63Q/YiR9KN+sZtcYDk9OnTtGvXDj8//QeyX79+AJw5c6bKe8vKyli5ciUDBw6kRYsWRsu88MIL+Pn54eHhwdChQ4mMjKy2P2q1mry8PPlVUFBg1uf5JzB8+HB7d0GmVFtKy19a0vD7hmSXZNu8fVvLQhrhO6pRdyTdcAQUeejjSPJwhAwktpKHbDccdEUBHEs36hu3hTOYmppKWFiYwXXpWkpKSpX3bt++nczMTKNLxG5ubowcOZJffvmF9evX89VXX3H+/HkGDx7M6dOnq6xzypQp+Pv7yy/puHtqaiqzZ89GrVbLextmzJhBWloaK1eu5Ny5c+zfv5/t27cTExPDggULyM/P1yubk5PD4sWLuXz5Mrt27SIiIoILFy6wdOlSMjMz9coWFxczd+5cYmNj2bx5M4cOHeLkyZOsXr2alJQUvbJarZaZM2eSnJzM2rVriYyM5OjRo2zcuJG4uDjmzJlj0O/09HSWL1/OuXPn2LdvH9u3byc6OpqFCxca9DsvL49FixYRHR3Njh07WLZsGefPn2fZsmVkZGTolS0pKWHu3LnExcWxadMmDh8+TGRkJGvWrCElJYXffvsNnU7HjBkz0Ol0/Pbbb6SkpLBmzRoiIyM5fPgwmzZtIi4ujrlz51JSUqJXf0ZGhtx+REQE67etL//y1OiVzc/PZ+HChURHR7N9+3b27dvHuXPnWL58Oenp6Xpl1Wo1c+bMIS4ujo0bN3L06FEiIyNZu3YtycnJzJw5E61Wq3dPSkoKf/zxBydPnuTQoUNs3ryZ2NhY5s6dS3FxsV7ZzMxMli5dyoULF4iIiGDXrl1cvnyZxYsXk5OTY9DvBQsWEBMTw/bt29m/fz/nzp1j5cqVuAlugPhDJvV79uzZJCQksGHDBo4ePcqJEydYt24dSUlJzJo1C41Go1d/amoqq1ev5vTp0xw8eJAtW7Zw7do15s2bR2FhoV7ZrKwsli5dSlRUFHv27GH37t1ERUWxZMkSsrOz9coWFBTw66+/EhMTw7Zt2zhw4ABnzpxh1apVpKWl6ZUtKytj9uzZJCYmsn79eo4fP87x48dZv349iYmJzJ49m7KyMoNnbdWqVZw5c4YDBw6wbds2YmJimD9/PgUFBXpls7OzWbJkCVFRUezevZs9e/YQFRXF0qVLycrK0itbWFjIvHnzuHbtGlu2bOHgwYOcPn2a1atXk5qaqldWo9Ewa9YskpKSWLduHSdOnODo0aNs2LCBhIQEAxsxderUf6SNiIiIMGojpk6danMbsWPHDqKjo1m0aBF5eXly2fgb8QAcjjhcpzZi9erVVdqIqVOnWt1GVH7W1Go1Z4+fBeBKwhW724j58+cbtRH79+//R9oIY35Exe1xVkGwAydOnBAAYf78+SaVb9WqlfDggw8aXL927ZoACD/99FOV944dO1ZwdXUVMjIyTGorJiZG8PT0FIYNG1ZlmZKSEiE3N1d+7du3TwCEkydPmtTGP4EjR47Yuwsy17KuCUxG8Prayy7t21oWkyImCV1+7yLMjpxt03ZNxZF0wxFQ5KGPI8kj/MdwgckIJ1PsZ9ttJY8NlzcIHWd0FN7Y9IZN2rMER9INe3Py5Emr+h23RdBpT09P1Gq1wfWSkhL5fWMUFBSwfv16hg0bRsOGDU1qq02bNjz22GOsWbMGrVaLs7OzQRl3d3fc3d3lv318fEyq+5+EMbnZC2m51F6bwG0ti8l3T2by3ZNt2qY5OJJuOAKKPPRxJHnY23aA7eTxSPtHeKT9IzZpy1IcSTfqG7fFMrF0Erky0rXw8HCj961bt67aU8RV0bRpU0pLSyksLDS/swoAevEc7Y299/04kiwcAUUe+ijy0MdR5CEIAq/1eY1Xer1CkFeQ3frhKPJwBBRZ1B23xcxgjx49iIiIIC8vT+8QybFjx+T3jbFkyRJ8fHx49NFHzWovNjYWDw8PZcavFvTp08feXZCRNkTb60SgI8nCEVDkoY8iD30cRR4qlYofHvjB3t1wGHk4Aoos6g6HmxksKiri8uXLZGRkyNdGjRqFVqtlzpw58jW1Ws38+fPp378/TZs2NagnPT2dXbt28cQTT+Dl5WW0rfR0w0jrZ8+eZcOGDTzwwAM4OTmceG4bNm3aZO8uyMgzg3Za6rG1LHZe20nH3zry1KqnbNquqTiSbjgCijz0UeShj63kcbPwJl1+70LrX1vbJQSXKSi6UXfYdGZQOgknnf7duHEjSUlJALz99tv4+/tz/Phxhg4dyqRJk5g8eTIA/fv3Z/To0XzyySfcvHmTNm3asHDhQuLj4/nzzz+NtrVixQo0Gk21S8RjxozB09OTgQMHEhISQlRUFHPmzMHLy4tvv/3Wuh/+H8bLL79s7y7ItG7Qmld7v0r7hu3t0r6tZaHRabiccRlPF+N7ae2NI+mGI6DIQx9HkUeJpoSbhTcJ8Aiwa5xBW8nDw8WDi+kXAVBr1Xi4eNikXXNwFN2ol1jlGIqJNG/eXACMvuLi4gRBEISIiAgBECZNmqR3b3FxsfDBBx8IoaGhgru7u9C3b19h27ZtVbZ1xx13CCEhIYJGo6myzC+//CL069dPCAwMFFxcXISwsDDh2WefFWJiYsz6XNY+1VMfmD59ur274DDYWhYHEw4KTEZo/Utrm7ZrKopu6KPIQx9Hkcf++P0CkxHa/trWrv2wlTy0Oq2gmqwSmIxwI/+GTdo0F0fRDUfA2n6HShAcdD74NuLUqVP07t2bkydP0quX7XPfKihU5MLNC3Sd2ZUgryDS/89xk84rKDgyG6M38ujyR+nXuB/HXj5m7+7YBP9v/clT5xH9VjTtGrazd3cUqsHafoeyKU6hTnCkhOIZRRlkF2ej1Wnt0r6tZVExA4kjjvUcSTccAUUe+jiKPHJKcgAI8Aiwaz9sKQ9Hz17kKLpRH1GcQYU6YeTIkfbugsyrm14l8PtAZp+cbZf2bS0LaX9Tma4MtdYwPqe9cSTdcAQUeejjKPKQUlfa2xm0pTyk8FuOmpLOUXSjPqI4gwp1wqFDh+zdBRl7j/BtLQtfd19UqADHHOE7km44Aoo89HEUeUh2o4FHA7v2w5bykGykI9oNcBzdqI/cFnEGFW4/Wrdube8uyNjbGbS1LJxUTnQI6oCzkzOl2lKbtm0KjqQbjoAiD30cRR72thsStpRHqwatyCjKwNXZ1WZtmoOj6EZ9RHEGFeoER8rekl0sLvfYa4RvD1lEvRll8zZNxZF0wxFQ5KGPo8jDUZaJbSmPhY8vtFlbluAoulEfUZxBhTohLy/P3l2QsfcI35Fk4Qgo8tBHkYc+jiKPu5vfjYvKhV5h9o0Q4SjycAQUWdQdijOoUCe0b2+fAM+V0Qk6eTO0vZxBR5GFo6DIQx9FHvo4ijzG9xjP+B7j7d0Nh5GHI6DIou5QDpAo1An79u2zdxcAKCgtQCfoAGjgaZ9lYnvI4qOdH9Hpt078de4vm7ddE46iG46CIg99FHnoY0t5LL+wnK4zu/Kvrf+yWZvmoOhG3aHMDCrUCWPGjLF3FwAQBIFXe79Kfmm+3dIr2UMWaYVpXMq4RHJess3brglH0Q1HQZGHPo4ij+S8ZHzdffF180WlUtmtH7aUR2FpIRduXqC5f3ObtWkOjqIb9RFlZlChTpg/f769uwCIcbNmPTyLJU8usVsf7CELaUlc2i/pSDiKbjgKijz0cRR5dP69M/7f+hOTFWPXfthSHo5sN8BxdKM+ojiDCnXCW2+9Ze8uOAz2kIUjG3VFN/RR5KGPI8hDJ+jIU4uHFex9mtiW8nBkuwGOoRv1FcUZVKgTHCVtUFFZkV1T0YF9ZCEbdXWOzduuCUfRDUdBkYc+jiCP3JJcBMRUjlKKNnthS3k4ujPoCLpRX1GcQYU64ZlnnrF3FwBYeXElgd8H8vCyh+3WB3vIwpGNuqPohqOgyEMfR5CH9Nx4unji7uJu177YUh6ObDfAMXSjvqI4gwp1wrZt2+zdBcD+MQbBPrJwZKPuKLrhKCjy0McR5CGnorNTBIKK2FIekt0oLCukTFtms3ZNxRF0o76inCZWqBN69Ohh7y4AjpFf1B6yCPIKoolfE4K9gm3edk04im44Coo89HEEeTjCIFLClvLw9/AnzCeMAI8AisqK8He27xJ5ZRxBN+orysygQp1w48YNe3cBcAyjbg9Z3NnsTq6/e50NYzfYvO2acBTdcBQUeejjCPJwlFR0YFt5uDi5kPJ+ClFvRuHv4ViOIDiGbtRXFGdQoU4QBMHeXQBMM+ql2lIWnV3EtaxrddIHa8tCEAT2xO1h57WdVq3XVjiKbjgKijz0cQR5NPVryss9X+ahtg9VWUYQBNZcWsOJ5BN12hdryuPsjbOsuLBCDsR/u+EIulFfUZaJFeqEsLAwe3cBMG2Z+NPdn/LjkR9xdXLl/QHv882931g1yKw1ZZFWkMYza55hT9weAA68cIA7m91ptfptgaPohqOgyEMfR5BH38Z96du4b7VllpxfwnNrnwPgqc5PMf+x+Xi5elm9L9aQR6m2lFc3vcqCMwsAuFl4k7f7v13rem2NI+hGfUWZGVSoE06fPm3vLgA1LxNfz73OjONiuIIyXRnfHvqWbVetu0nZmrL4bM9nsiMI8MnuT4yOlgVB4M55d9Lpt06kF6ZbrX1r4Ci64Sgo8tDndpBHqbaUzyM+l/9eeXElPx/9uU7asoY85p6aKzuCAF8d+IqC0gKjZd/a8hZdZ3ZlS8yWWrdrbW4H3bhdUZxBhTphxIgR9u4CAPe3up8xncfQOrC10fe/3Pclaq2au5rfxSu9XgFgddRqq/bBWrLQ6DSsvbwWgD8e+QMPFw8OJh5k69WtBmVVKhUXbl7gUsYleancUXAU3XAUFHno4wjyyCnJIU+dV+Wy5NxTc4nLiSPUJ5Qf7v8BsL7dkLCGPKS+fXH3F7Ru0JqbhTf59divRssm5CZw4eYFUvJTat2utXEE3aivKM6gQp2wZIn90r9V5LMhn7F81HJ6hfUyeC+nJIf5Z8T0Rt/c+w1Pd3kagPXR69HoNFbrg7VksT9hP5nFmQR6BjK++3je6itG469qRsJRw8s4im44Coo89HEEeby99W38v/XnxyM/Gn1feub+O+S/PN/9eZxUTpy+cZrY7Fir96W28kgvTGdfwj4Anuv2HF8O/RIQP4OxvYPSlhpHsxvgGLpRX1GcQYU64XZIG3Qo8RBaQUvbwLYMbDqQIc2H0NCzIZnFmexP2G+1dqwlizWX1gDwWPvHcHV2ZXyP8QAcun7IaEwwR3UGbwfdsCWKPPRxBHlUt9c4OS+ZmKwYnFROjOs6jmDvYO5qfhcAay+ttXpfaiuPDdEb0Ak6eob2pGWDlozqNApPF0/Si9K5nHHZoLyj2g1wDN2oryjOoEKd4Ahpg3SCjqzirCpT0UkO35DmQwAxrMLjHR4H4O+ov63WD2vIQifoZGdwZMeRAHQK7kSgZyBFZUWcSj1lcI+jGnVH0A1HQpGHPo4gj+ziqqMQHEg8AECP0B5y+BXpmfz7kvXshkRt5SH1Seqjm7MbA5oOADA66HVUuwGOoRv1FcUZVKgTJkyYYO8ukFmUScPvG+L+lbtRh3B/or4zCMjO4M5Y64VtsYYsLqVfIrUgFW9Xb+5rdR8ATionBjcbDNxeRt0RdMORUOShjyPIo7qQVPIgspmh3TiadLTKgxmWUht5aHQaIuIjgPI+Qnnfbye7AY6hG/UVmzmDBQUFTJo0ieHDhxMYGIhKpWLBggUm369Wq/noo48IDw/H09OT/v37s3On4Q/23r17UalURl9Hjx61uF4F81i1apW9u0BWcRYAvu6+ODs5671XWFpIZEokoO8M9g0Xw0lczbpKYWmhVfphDVmcSzsHQPfQ7nq5UqW+S45tRRzVqDuCbjgSijz0cQR5SLajoVdDg/cqrygANPZrTJhPGAICF25esGpfaiOPmMwYSjQleLt60zG4o3xdthsJ+w0OyTiq3QDH0I36is2cwYyMDL788ksuXbpE9+7dzb5/woQJTJs2jXHjxvHLL7/g7OzMiBEjOHjwoNHy77zzDosXL9Z7tWnTptb1KpjGnXfaP/adZNADPQMN3juWfAyNTkMTvyY0928uX2/k04gQ7xAEBC6mX7RKP6whC8kZ7BrSVe+6NDN4MPGgwWbwMJ8wmvg1wc3ZrdbtWxNH0A1HQpGHPvaWhyAIVdqOzKJM2S5Uju/ZrVE3oPxZtRa1kYfUly4hXXBSlf/c92/SH1cnV5Lzk4nPide7J8griFCfUPzc/Sxut66wt27UZ2zmDIaFhZGamkpCQgJTp041697jx4+zfPlypkyZwtSpU5k4cSJ79uyhefPmfPjhh0bvGTx4MM8++6zeKygoqNb1KpjGtWt1k83DHKpzBiuO7isHmJaM+vm081bphzVkcf6m2BepbxI9w3ri7epNTkmOQX+n3DeF6+9e5993/LvW7VsTR9ANR0KRhz72lkexpphSbSlgaDsOJoqTBB2DOhLsrZ/3u66cwdrIoyq74eXqRZ/wPgDySWOJR9s/Sur7qSwdudTidusKe+tGfcZmzqC7uzuhoaEW3bt69WqcnZ2ZOHGifM3Dw4OXXnqJI0eOcP36daP35efno9FUHSLE0noVasbb29veXajWGTyZehKAgU0GGrzXLcS6Rt0aspD6Utmouzi50L9JfwCjh0gcEUfQDUdCkYc+9paHRqfh5Z4vM7rTaLxd9fsi242mRuxGHTmDtZFHVXYDyj/D7WI3wP66UZ+5LQ6QnD59mnbt2uHnpz9t3a9fPwDOnDljcM8LL7yAn58fHh4eDB06lMjISKvUC+I+w7y8PPlVUGDdDcP1AV9fX3t3QXYGjYWHiEqPAsTlk8rIRv2mdYx6bWWRXZzN9TxxYFJ5mRigS7D4GaTP5Og4gm44Eoo89LG3PPzc/fjj0T9YOXqlwaqBSXYj7ZxVc+jWRh7VOYPSZ7hd7AbYXzfqM7eFM5iammo0J6F0LSWlPFK6m5sbI0eO5JdffmH9+vV89dVXnD9/nsGDBxuksjGn3opMmTIFf39/+XXXXXfJ9c2ePRu1Wi0fgZ8xYwZpaWmsXLmSc+fOsX//frZv305MTAwLFiwgPz9fr2xOTg6LFy/m8uXL7Nq1i4iICC5cuMDSpUvJzMzUK1tcXMzcuXOJjY1l8+bNHDp0iJMnT7J69WpSUlL0ymq1WmbOnElycjJr164lMjKSo0ePsnHjRuLi4pgzZ45Bv9PT01m+fDnnzp1j3759bN++nejoaBYuXGjQ77y8PBYtWkR0dDQ7duxg48aNnD9/nmXLlpGRkaFXtqSkhLlz5xIXF8emTZs4fPgwkZGRrFmzhpSUFH777Td0Oh0zZsxAp9Px22+/kZKSwpo1a4iMjOTw4cNs2rSJuLg45s6dS0lJiV79GRkZLFu2jEsJlwAozCgkOjqaRYsWkZeXx7Tp04jLjgOgmWczFi5cSHR0NNu3b2ffvn145HkAcDb1LNOnT5frVavVzJkzh7i4ODZu3MjRo0eJjIxk7dq1JCcnM3PmTLRarV5fUlJSWLZsGSdPnuTQoUNs3ryZ2NhY5s6dS3FxsV7ZzMxMli5dyoULF4iIiGDXrl1cvnyZHxaLGQ4CnQLx9/BnxowZ5Ofns2DBAmJiYhDSxR+eY7HHWLlyJWlpacyYMYNjScdo9XUrRq8YzezZs0lISGDDhg0cPXqUEydOsG7dOpKSkpg1axYajUavL6mpqaxevZrTp09z8OBBtmzZwrVr15g3bx6FhYV6ZbOysli6dClRUVHs2bOH3bt3ExUVxZIlS8jOztYrW1BQwPz584mJiWHbtm0cOHCAM2fOsGrVKrnfUtmysjJmz55NYmIi69ev5/jx4xw/fpz169eTmJjI7NmzKSsrM3jWVq1axZkzZzhw4ADbtm0jJiaG+fPnU1BQoFc2OzubJUuWEBUVxe7du9mzZw9RUVEsXbqUrKwsvbKFhYXMmzePa9eusWXLFg4ePMjp06dZvXo1qampemU1Gg2zZs0iKSmJdevWceLECY4ePcqGDRtISEgwsBGzZs36R9qIiIgIozZi1qxZNrMR58+fJyIigh07dujZiIpl8/PzZRtxIv4EAB75Hixfvpz09HS57J6Ve3BxciFXncvhi4fNshGrV6+u0kbMmjWrRhuxePFicnJy9OpNykgiITcBgJsXbrJ//37OnTsn24gLEeJBlxPxJ1Cr1bKNWL1uNT1/7UmbH9uwYs0Kh7IRJ0+e/EfaCGN+xOHDh7Eqgh04ceKEAAjz5883qXyrVq2EBx980OD6tWvXBED46aefqr0/JiZG8PT0FIYNG2aVektKSoTc3Fz5tW/fPgEQTp48adLn+Sdw48YNe3dBWH5+uTBm1Rhh/un5etdPpZwSmIwQ9H2Q0fuKy4oFpy+cBCYjJOUm1boftZXF9GPTBSYjPLL0EaPv74/fLzAZocXPLfSuH0g4IDAZoc2vbWrVvrVxBN1wJBR56GNveRSWFgq5JbmCTqfTu67WqAWXL10EJiNcz71u9N4uv3cRmIywKXqT1fpjqTyk57/JtCZG388ryROYjMBkhKyiLPm6TqcTnL9wtpr9syb21g1H4uTJk1b1O26LmUFPT0/UarXB9ZKSEvn96mjTpg2PPfYYERERaLXl8eYsrdfd3R0/Pz/55ePjY/Jn+afgCCEAxnQZw/JRy5nQY4LedWlZpFNwJ6P3ebh40L5he6B8A3ZtqK0spIMhxpZ6oPxzxOfE64XDkfZKSsvljoIj6IYjochDH3vLY8m5Jfh/68/jKx7Xu3416yoanQZfN18a+zY2em9d7Bu0VB412Q1fd1+a+jUF4FLGJfm6SqVSbMc/kNvCGZROIldGuhYeHl5jHU2bNqW0tJTCwvIfS2vUq2AcR04bJDuDQcadQYDOIZ0BMdhzbamtLCRD3Tm4s9H3G3o1JMQ7BEAvvZRk0HNKcozmILUXjqwb9kCRhz72locUcLryXuOKg8jKewklpGe0onNVWyyVR012A8oHkpX3DTqqM2hv3ajP3BbOYI8ePbhy5Qp5eXl6148dOya/XxOxsbF4eHjozeJZo14F4zhC2qA8dZ7RzCNRGaLhqxiEtTKtAloBGMTgsoTaykLqQ6sGraosY8yoSz9mOkFHnjrP6H32wBF0w5FQ5KGPveVRVRSCmlYUoPwZtYbdkLBUHpbaDXBcZ9DeulGfcThnsKioiMuXL5ORkSFfGzVqFFqtljlz5sjX1Go18+fPp3///jRt2lS+np6eblDn2bNn2bBhAw888ABOTuUf2Zx6Fczj1VdftXcX6D2nN67/c+XI9SN6100x6i0CWgAQlxNX637URhal2lKS8pL0+mQMaZazolF3d3HHy9ULcCyj7gi64Ugo8tDH3vKojTNoTbshYak8pD5UazduM2fQ3rpRn7GpMzhjxgy++uor5s2bB8DGjRv56quv+Oqrr8jNzQXEQNAdO3bUGwH079+f0aNH88knn/Dhhx8yZ84c7rnnHuLj4/n+++/12hgzZgwPPfQQX3/9NX/88QfvvvsuAwcOxMvLi2+//VavrDn1KpiH9B3bk6ziLAQEOZk8gFqj5mrWVaB6o96yQUvAOiP82sjieu51BAQ8XTzlpWBjyEY9w/GNuiPohiOhyEMfe8ujNs5gywDRbiTnJcuBq2uLJfIQBEG2XVKfjHG7OYP21o36jIstG/vhhx9ISEiQ/16zZg1r1qwB4Nlnn8Xf37+qW1m0aBH//e9/Wbx4MdnZ2XTr1o1NmzYxZMgQvXKPP/44S5YsYdq0aeTl5REcHMyTTz7JpEmTjKajM7VeBfN48MEH7dq+TtCRXSzu/alo1K9kXkEn6PB39yfMxzCskETFEb4gCFXuETKF2sii4ui+uj5IRv3iTf0Uek38mgBY7YfJGthbNxwNRR762FsexpxBjU5DdGY0UL0zGOIdgqeLJ8WaYhJzE2kTaPibYy6WyCOzOJOCUjH+bfOA5lWW6xgkbpW5nnedfHU+vu5iHL9Qn1BCfUINcrrbG3vrRn3Gps5gfHx8jWXuvvtuowE7PTw8mDp1ao2p7N555x3eeecdk/tkar0K5nH69GmaNWtmt/ZzS3IREPWo4kZwaVawbcO21TpXUr7igtICsoqzjCasN5XayEIe3TeoenQP0K5hO7m8RqfBxUl8tI+8dKS62+yCvXXD0VDkoY+95WHMGUzKS6JUW4qbsxvN/Kvum0qlokVACy5lXCI+J94qzqAl8pDsRphPGB4uHlWWa+DZgGCvYNKL0rmWfY0eoT0A+P7+7/n+fsdbHbO3btRnHG7PoEL9wFgwb1siGXRvV2/cXdzl69JMW3WbqgE8XT0J9RHTJ9Z2qbg2spDabuHfovo2fMNwd3ZHK2jlPYaOir11w9FQ5KGPveXxYJsHGdlxpJ7TJwWpbxHQAidV9T+b0qqCtQ6RWCIP2W5Us19QQhpoSp/RkbG3btRnFGdQoV5S1b4fyeBJp4WrQ9prY83N4OYitV3TzKCTyql8afs2MOoKCo7KlPumsPqp1XQI6iBfM3UQCRXshh2fQ6ntmuwGlH8me9o5BfujOIMKdYKx+I22pCpnMDYnFjDNSFprhF8bWVgywo/NjpWvzT89n0HzBvH9IcdZ8rG3bjgaijz0cUR5SM9UdYcxJGS7kRtvlbYtkYepKwpQ/pkq2o1TqacYMn8IT616yuy26xJH1I36gk33DCr8c+jZs6dd22/o1ZAxncfIEfYl5BGzGUa9tiP82sii4vJUTRibyUwrTOPw9cPynkJHwN664Wgo8tDHnvLQ6DQUlhbi5+6nt6dYnqG3od2QsEQepoSVkTBmN8q0ZRxIPCDvnXYUlGel7lBmBhVqTXZxNplFmXoHf7Zu3WrHHkGf8D4sH7WcqQ+UHwwSBMGi5Z7ajvAtlUWJpoTUglS9vlSH9JkqjvAdMUTE1q1bKdWWklGUQVFZkb27Y3fs/azYi3x1PplFmQaB4e0pjyuZVwj4LoDQH0P1rkvPlEl2w4phqcAyeZh68AyqtxtSNhZHYfOWzWQWZTpUEP36guIMKliMIAhM3DiRwO8DCZoaxD2L7pF/3F988UU7986QGwU3KNGU4KRyqvZEoIS1loktlUVibiIAPm4+BsvdxjA2wpdOUjuSM9jjwR40/7k5wVODCZkawqqL/+x8o474rNQ1vxz9hYbfNyRoahAdfutAQk55yDF7ykN6Tvzd9cOcmbMHT7IbqQWplGhKat0nc+VRMcagOdtL4nPi5QF9A0/RbuSp8yjTlpnVfl1xs/Amv+l+I2hqEIHfBfK/ff+zd5fqFYozqGAx3x/6nj9O/SH/vTd+L+9sFcP6zJ49217dAqCorMhgxkFykpr6NcXV2bXGOiqesjMW7shULJVFRYNuSpxDeSN4heUpeYRf7Bgj/JySHB5a+BA3Cm4AUFhWyPh14zlz44x9O2ZH7P2s2JqtMVt5d/u7lOlEJ+Nq1lXGrB4jx8K0pzyM7TUuKisirTANMG1msKFnQ3zcxLSnFZ1cSzFXHulF6RRrilGhMmnQ29SvKc4qZ0o0JfJzGeARIL+fU5JjVvt1gVanZdyacVxMF+OoagUtn+/9nBUXVti5Z/UHxRlUsIgTySf4ZPcnAPw+4nd2PbcLFSr+PP0nqy6usntC8dc2vYbr/1z59div8jV5E7gJo3soD9hcrCmulUG0VBZSiBhTDDqUf660wjQKSwsBx1smfnPLm2TqMmkZ0JL0/0tneJvhFGuKGblypMPMQNgaez8rtiSrOItn1jyDgMArvV4h9p1YAjwCOJZ8jMl7JwP2lUdmUSZQPjMG5YOrAI8APSepKlQqlbxXOTk/udZ9Mlcekt0I9QnFzdmtxvKuzq409Rf7K9lIFycXeXbUEWzHtCPT2BW7Cy9XL86/fp4PB34IwAvrX3D4UFq3C4ozqGARPx/7GQGBpzo/xWt9XuPeVvfy0aCPAPjp6E92TyieXpSOgICvm698zZzDIwAeLh7yMmtKforFfbFUFlKb1WVKqUjFHytpVrGiM1ib2U1rkJyXzPILywFYPmo5QV5BLH1yKcFewcRmx7IheoNd+2cv7P2s2JJ5p+eRU5JD5+DOTH9wOi0btGT2w+LM18zImZRoSuwqj8xi0RkM8gqSr5lzeEQizFd8ZmtjNyTMlYdsN3xNj8lnbIuJowwktTotvxz7BYBH3R6lS0gXvrn3G+5ocgfFmmJmRc6ya//qC4ozqGA2Nwtvyvu8Phz4obyE+U7/d3BWOXMk6Qg97uthxx5CRlEGoG/UpbAypiz1SIT7hgO1M+qjR4+26D6pTakPplB5M3igZyDert4Eewej1qot6oe1WHR2ETpBxx1hd9CvcT9AnIF5pdcrAPwe+bs9u2c3LNWP2w2doGNm5EwA/n3Hv+Vg8FKA55ySHNZdXmdXeaQXpgMQ5FnBbphxeETCGnZDwlx5WMNuQHlKOnunstwZu5Pk/GQCPQP57pnvAHB2cub9Ae8D8MepP+zex/qA4gwqmM3cU3Mp05XRr3E/eof3lq+H+YYxou0IAKbusm96P2POoLkzg1BuUKVTvZawf/9+i+6zxKhXHuH7uvtS8GkB19+9Xm1aqrpGEATmnRGTzPdU6YeHeLXPqzipnNgTt4dL6Zfs0T27Yql+3G5sv7qd2OxY/N39GdtlrHzd2cmZ8d3HA+LMoT3lYTW74XPLbuTXPi6eufKQ2pT6YArGZgYPv3SY1PdTuavFXWa1b23mnRbtxriu4zh26Jh8/bH2jxHuG87Nwpv8HfW3vbpXb1CcQQWzEASBuafmAvBm3zcN3n+hxwsAHC44jEansWnfKiIZ9WDvYPlaQq64mduUE3YS1hjht23b1qL7LHEGpc9mjY3r1uTQ9UNczbqKt6s3z/Z8Vu+9Zv7NeLT9owCybv2TsFQ/bjekw2Yv9HgBbzdvvfcm9JgAwK7YXfg09rF112R6h/fmyY5P0q1RN/larexGQe1nBs3Vj/pkN7KKs1gfvR6AF3u+qCcLV2dXJvaaCKB3kFHBMhRnUMEsotKjiMuJw8PFg1GdRhm8/1C7hwj0DCRDncHx5ON26KEYn6+gtAAoH+HrBB3JeeJmbmmztClYwxnMz8+36D5pNtIcoy5tXL+ed92iNuuKdZfXATCy00i0xVqD95/tKjqIG69stGW3HAJL9eN2Qq1Rs/3adgCe6/6cwfutGrRiSPMhCAjsSNhh6+7JvNH3Df5+6m8eaf+IfE16lmxtNyTM1Q/JATXLbvg7pt3YGiPGJO0a0pUeoT0MZCHp0v6E/Q5x6vl2RnEGFcxic8xmAIa2GIqXq5fB+27Obtzb8l4A9sTtsWnfJKQTgc4qZ/lEXFpBGmW6MpxUTmYZSWsY9cLCQrPv0Qm68uWeWhr1j3d9zMA/B7L96naz+2EtJF0Y3nq4UXnc3/p+XJ1cicmKISYzxtbdsyuW6Mftxr6EfRSVFRHmE0bPUONZJIa1HgbAifQTtuxajVzPveUM+tnHGTRXPyyZGZQ+W1JeknzQbPmF5QyZP8Su8fxku9FmOGAoi1YNWtEhqANaQcuOa/YbRNQHFGdQwSwkZ/Chtg9VWeaelvcA9nMGVSoVT3d5mic6PiEfbpGcozCfMFycTM/CaA2j3rp1a7PvSS9MRytocVI5EeIdYvJ98sxgbrkzeDnjMkeSjtgtEX1mUaYcR3Boy6FG5eHn7sfg5oOBch37p2CJftxubL4ifqcj2o6oMmamZDcuFF5AJ+hs1reK5Jbk6p26V2vUcoxBS2cGa3uK31z9sMQZbOzXGBUqSjQl8hab9MJ0DiQe4NzNc2a1b032xIu/IZJuGJOF9Fv0T7Mb1kZxBhVMJqckh0OJhwDkgyLGkB7cw9cPU1xWbJO+VSTcN5xlI5exanR5Zgt5dG+GQZfqgto5gwcPHjT7Hqm9Rt6NzHJepc+XWpAq79mUlsolI29r9iXsQ0CgU3AnQn1Cq5SHZNS3xGyxZffsjiX6cbux5ar4nVY3iOwT3gdfN19yS3M5e+Osrbomo9FpCPguALev3ORnRYoT6OHiQUPPhibXJYV1KdGU1Hr50hz90Og0pBWIzqs5zqCbsxuNfBoB5QNnab+1vexGXHYc8TnxuDi5cGezOwHjspB0amvMVrsNIuoDijOoYDI7ru1AK2jpGNSx2sDNbQPbEu4Tjlqr5vD1wzbsYdXI+37MWOoB64zwLQmVYcnoHiDEOwRXJ1d0gk6uI9jLvkZdmiG+p4U4SKhKHpJR35ewj3x1/d9HJ1HfQ8tcybzC1ayruDq5cl+r+6os5+LkIp9c3R2321bdk5Hi6Wl1Wjm+aMUlYlOyAEl4uHjIcfpqu1Rsjn6kFaQhIOCsctY7PGcKlVcV7D2IlHTgjiZ3yBldjMliULNB+Lr5kl6UTmRKpE37WJ9QnEEFk6m8f6MqVCoVjUsb691jS0o0JQap6CzZ9wNirC2AMl2ZHJDWXBYsWGD2PZYEjgVwUjnJmVMqG/X0onSz+2ENZGfw1oxxVfJo17AdLQNaUqotdZhBhC2wRD9uJ6Tvf1CzQfi6+1ZbVhow2MNuSE5PoGcgzk7OgGWHRySkYPG1dQbN0Q+prVCfUJxU5v28V95vLNuNQjvbjVs6AcZl4ebsJg8y7LU1qT6gOIMKJnMwUZyiH9J8SI1lXx/+OgD7E20fM+zbg9/i+j9X3tv+nnzNUqPu5uwmG0VLY4ZZkl5Lnhk0I1aYRFVG3R4j/IyiDC5liLEDpVmfquShUqnkfYOSrv0TqO/p6GS70axmuzG05VD5Hlsv+ckBpyvEGLR0EAnWiVEK5umHJREIJKqbGbRH9qIDiQcAuLvF3fK1qmQxuNk/z25YG8UZVDCJrOIsOUn4oKaDaix/dd9VAE6nnjaYpatrMooyEBDwdi2PZSY5Rqbm+a1IbfcNWpJey9JlYjA06vbc+3My5SQgbh2Qls2qk8edTcW9QYeuH6r7zjkI9T0dnfRdSvu+qqNLSBdccSW/NN/mp8qNBZy2dHsJWO9EsTn6YRW7UWkQqRW05Kpzza6vNqQVpJGUl4QKFX0b95WvVyULSbcOXz+s7Bu0EMUZVDAJadmufcP2Ju1Fefe5d/Fy9aKwrJArmVfqunt6SMuh1h7hW2rUx40bZ/Y9lsQKkzBm1L1cvUxKWm9tTqaKzmDFTDXVyWNQM3GgcTTpKGXasrrtnINgiX7cLiTlJRGfE4+Tyok7mtxRY3kXJxe6h3YHynXHVlTrDFqwTGwtZ9Ac/aiVM1hpRUHa9xjuG06eOs/s+mqD9N23D2ov7xeEqmXRI7QHXq5eZJdk/yOzGFkDxRlUMAlp+t2U0T3A9m3b6RHaA7C/UdfoNPLyiUVG3ad2Rn3LFvNPx1rTqPcN70vhp4UceemI2XXVFum77xPWR75WnTw6BHUg0DOQYk0xp2+crvP+OQKW6MftghR9oEdojxr3C0o0KBYPb0izyrbC0QaREubohzVXFAAy/i+D5PeSLVpRqQ3Sd987rLfe9apk4ersKg82lKViy1CcQQWTMGepB6Bnz57yg2xro17ZGUzJT0En6HB1cjUrZp+EdIjDUqPes6fxILvVIe1PNPcACRgadXNOQVob6XRfxZnB6uThpHKStyH8U4y6JfpxuyAPIpuaZjcA7mor7i219SCyfcP2jOo0in6N+8nXHOEAiTn6IQ16pbbNQfqMyfnJ8tYee9kOeUWhkjNYnSwkHTt4/Z9hN6yN4gwq1Ihao5ZTy5nqDKamppY7g3aaGZSWsyWnqIlfE7NP2IEY6w/gZtFNi/qTmmreBnJBEORZCkucV0dJLZVRlEFibiKAXtaJmuQhxxT7hziD5urH7YS5g0iAEK2o86dST9l0/9fozqNZNXoVE3uL+W6LyorkcDOWzAxKcftuFlpmNyTM0Q+pLYsGvT5hOKucxViFtwJt2wtj20ugeln80+yGtbGZM1hQUMCkSZMYPnw4gYGBqFQqs47Mq9VqPvroI8LDw/H09KR///7s3LnToNyJEyd466236Ny5M97e3jRr1oynnnqKK1cM963t3bsXlUpl9HX06NHafNx6xbm0c5RqSwnyCqJ1A9Oi4atUKvlBPn3DdodIBEEwmBmszegeyo26FMzVXMwdXeeU5MgBo6UYgeYg/XDdLLxJiaYEgBfWv8CAPwdw8eZFs+uzlIqHR/w9/OXrNcljQJMBAJxIcay0ZHWFPWdu65LismLOpYnZK0zZLyjRwrsFHi4e5JfmczXral11r0akQaSvm6+e/pqKNIisrWNljn5IJ6LNjTEI4OzkLC8vS4O4X4/9yuD5g5l3ep7Z9VlKxcMjlVMXVieL/k36AxCfE2+3cDi3MzZzBjMyMvjyyy+5dOkS3bt3N/v+CRMmMG3aNMaNG8cvv/yCs7MzI0aMMIhI/t133/H3339z77338ssvvzBx4kT2799Pr169uHDhgtG633nnHRYvXqz3atOmjUWfsz4iLfX1Ce9jsmEKDQ2lQ1AHvFy9KCgtsNkhkjJdGSM7juT+VvfLzmBSXhKAHH/PXKRRtqUj/NDQULPKS7OCvm6+uLu4m91eoGcgni6eQPkS1anUUxxNOirLwhZUNbqvSR49w3qiQkVSXhI3Cm7UWf8cBXP143bhbNpZtIKWRt6NzHr2Goc1lvcb2zKIcL46X28m0lp2o6C0gKKyIov7ZY5+SLbDkkEklH/W5Dwx80pCTgIHEw9yOeOyRfVZQsXDI5X3mVYnCz93P9o3bK9Xh4Lp2MwZDAsLIzU1lYSEBKZOnWrWvcePH2f58uVMmTKFqVOnMnHiRPbs2UPz5s358MMP9cq+9957JCQk8Ouvv/Lyyy/z2WefceDAATQaDd9++63R+gcPHsyzzz6r9woKCjJa9p+IvO+r0v6N6jhz5ox4MrCR6PhLuWnrGjdnN5aOXMqO53bg5eoFlDtEjX0bW1SnvExsoTN45swZs8rXZnQP4uhZGuFLP2j2iDUoHQDpFdpL73pN8vBx86FjcEfA9vtN7YG5+nG7UHG/qDmzW2fOnJF1xlZ2A6DrzK64/c9N7rdsN/wssxt+7n64O4uDudrMVJmqH0VlRbLTaantkD6rPe2G9J33Cutl+F4NspAGnkomEvOxmTPo7u5u8Qh49erVODs7M3HiRPmah4cHL730EkeOHOH69fK9UQMHDsTNTT+ERtu2bencuTOXLlV95Dw/Px+NRmNR/+o7kanlM4OmMny4mKWkS0gXADlGoT2Q8otacsIOykf42SXZlGpLzb5fkoWpyHseLRzdg+EI3x4p6aQl6a6NuupdN0Uekq79E4y6ufpxuyCvKISZbjdAlIc97EZGUQZaoTwVnWQ3LB1EqlQq2XbUZqnYVP2Qnm03Zzd83Uw7uV2ZJr637Matz24PZ1D6zrsEdzF4ryZZSLr2T7Ab1ua2OEBy+vRp2rVrh5+fn971fv3EU181jRYEQSAtLa3K2b4XXngBPz8/PDw8GDp0KJGR1SuSWq0mLy9PfhUUFJj+YW4zisuK5R91c5zBpUuXAtA5uDNgO6Ou1qgN4tNJDpGlRr2BZwNcnFwAy0b4kixMxViIC3ORRviVjbqtUtKVakuJyRKDBks6IGGKPOx1+MgemKsftwtyWCEz7AaI8ugccstu2GiPa0FpAYVlhUD54E+yG5YOIsE6h0hM1Y+KGVQs3Yda2W7YI2C99J1LOlCRmmQh6do/wW5Ym9vCGUxNTSUszPCovHQtJaX6o/tLliwhOTmZMWPG6F13c3Nj5MiR/PLLL6xfv56vvvqK8+fPM3jwYE6frjrG2ZQpU/D395dfd911l9zP2bNno1ar5UjpM2bMIC0tjZUrV3Lu3Dn279/P9u3biYmJYcGCBeTn5+uVzcnJYfHixVy+fJldu3YRERHBhQsXWLp0KZmZmXpli4uLmTt3LrGxsWzevJlDhw5x8uRJVq9eTUpKil5ZrVbLzJkzSU5OZu3atURGRnL06FE2btxIXFwcc+bMMeh3eno6P/z1gzhadm3AhcMXiI6OZuHChQb9zsvLY9GiRURHR7Njxw46d+7M+fPnSbsgjogPXzksly0pKWHu3LnExcWxadMmDh8+TGRkJGvWrCElJYXffvsNnU7HjBkz0Ol0/Pbbb6SkpLBmzRoiIyM5fPgwmzZtIi4ujrlz51JSUiL3ZcLPE3D7yo1B0wZx/vx5IiIiuHbzGgDnDp0jLy9Pr9/5+fksXLiQ6Ohotm/fzr59+zh37hzLly8nPT2dGTNm4KRywksQl5xnLp5JXFwcGzdu5OjRo0RGRrJ27VqSk5OZOXMmWq1Wr/6UlBRCQ0M5efIkhw4dYvPmzcTGxjJ37lyKi4v1ymZmZrJ06VIuxIp7W8tyy7h8+TKLFy8mJyfHoN8LFiwgJiaG7du3s3//fs6dO8fKlStJS0sjLUaU++YDm1Gr1cRHxQMQGSV+7ydOnGDdunUkJSUxa9YsNBqNXv2pqamsXr2a06dPc/DgQbZs2cK1a9eYN28ehYWFemWzsrJYunQpUVFR7Nmzh927d7Pt+DY0Og0+rj6sW7ROLltQUIC3tzcxMTFs27aNAwcOcObMGVatWkVaWppcb/xhsb/7r+4nMTGR9evXc/z4cY4fP8769etJTExk9uzZlJWVGTxrq1at4syZMxw4cIBt27YRExPD/PnzKSgo0CubnZ3NkiVLiIqKYvfu3ezZs4eoqCiWLl1KVlaWXtnCwkLmzZvHtWvX2LJlCwcPHuT06dOsXr2a1NRUvbIajYZZs2aRlJTEunXrOHHiBEePHmXDhg0kJCQY2AjgtrYRy5cv59y5c+zbt4/t27cTHR3NnPlziEqPAsSlO2M2IiIigvPnz7Ns2TIyMjL05NHaTzyolpCbwKr1q6xqI2bMmEFGRgbLli2TbcTqbasBcFO5oSsR65UCvzd0a1ijjZDqVavVzJkzR7YRbqXiKtXWA1urtRGrV6+u0kZI6NmICxeIiIhg165dso2IuxkHiKsAptiIyv2ePXs2bmqxv5eSLnHixAmiIsXv8GrqVavbiKioKJYsWUJ2drZc9tfpv8r7E70LvQ1sxOjRo/XqLSsrY/bs2bKN0CZr5f3GkZcj642NMOZHHD5s5fztgh04ceKEAAjz5883qXyrVq2EBx980OD6tWvXBED46aefqrz30qVLgp+fnzBgwABBo9HU2FZMTIzg6ekpDBs2rMoyJSUlQm5urvzat2+fAAgnT5406fPcTkw/Nl1gMsKIJSPMu2/6dEEQBCE5L1lgMoLTF05CcVlxXXRRjy/3fikwGeHl9S8LgiAIOp1OcP+fu8BkhLjsOIvr7T6zu8BkhK0xW82+V5KFqby77V2ByQj/t+P/zG5L4ucjPwtMRhi9crTYh1vf48gVIy2u0xxWXFghMBmh/x/9Dd4zRR6FpYWC0xdOApMRkvOS66KLDoO5+nE7cDDhoMBkhLAfwsy+V5JHyNQQgckIx5OOW7t7BhxKPCQwGaHlzy3la/3/6C8wGWFN1BqL652wboLAZIRv9n9jcR2m6seiM4sEJiPct+g+i9vaF79PYDJCm1/bCIIgCJfSLwlMRgj4NsDiOs3hSsYVgckIHl95CBqt4e+1KbLoOKOjwGSETdGb6qKLDsPJkyet6nfcFjODnp6eqNVqg+slJSXy+8a4ceMGDz30EP7+/vK+w5po06YNjz32GBEREWi1xsOhuLu74+fnJ798fHyMlqsPGMsgYQovvPACIMauCvAIQCfoiM6Itnr/KiPtzZGWZ7KKs1Br1XJfLKU2yz2SLEylticCwchyj1cw3q7eFsVZtAR5qSfYcKnHFHl4uXrJ99b3/T/m6sftgKVLxFAuD1tuMZHCRknPOdT+AAnU/vAZmK4fVrEbt7bSJOclIwgCQV5BuDi54OPmY5PwYNJ33TGoI85Ohr/Xpsjin7Tf2JrcFs6gdBK5MtK18HDDPR25ubk8+OCD5OTksG3bNqNlqqJp06aUlpZSWFhoeafrCWdvnAWQQz2YyooVKwBxE7VNjbrkDN4ywhX3zFkSpkVC3ghuQaxBSRamUtvTxKBv1AGe6vwUBZ8WsHL0SovrNAfpuza278dUefQME2OMSTpYXzFXP24HLLUbUC4P2W7YYN+gFMIo1Ec85KgTdHI2j9rsGbTGARJT9UO2G7VwBqXPWqwpJqckh4aeDVF/pub6u9eNOmfWprr9gmCaLKTYhGfT6rfdsDa3hTPYo0cPrly5Ql6efrLsY8eOye9XpKSkhEceeYQrV66wadMmOnXqZFZ7sbGxeHh41OsZP1PQ6DTyj7qUPN5UpH2UYFujXnmEX9vDIxK1GeFXlIUpWHNmUErFZ+vAxrIzaGRm0FR5SGGJzt08Z72OOSDm6sftgPSdSd+hOUjykA+R2GAQ2TygOaM6jZJTmt0svIlGp8FJ5SQ7iJZgjZlBU/VDthu1GER6unoS6BkIiANplUpls9UEqN5ugGmykH6rpIDnCqbhcM5gUVERly9fJiOj/PTSqFGj0Gq1zJkzR76mVquZP38+/fv3p2nT8swSWq2WMWPGcOTIEVatWsWAAQOqbCs93fBk5dmzZ9mwYQMPPPAATk4OJx6bciXzCqXaUnzcfGgR0MLg/ZySHBadXcTnEZ+zJ26PnDUDIDq6fEnYlka98sxgbRK3V6Q2I/yKsjAFa8wMhvmEoUJFma7MpicBQTzRHZN56ySxkRG+qfLo1qgbUP9nBs3VD0dHq9Ny4aZ4CEr6Ds1BkoctVxRGtB3BqtGreH/g+0C53Wjk3UiOJGAJ1pgZNFU/rDGIBMNVBVtSkzNoiiy6hoihrK5lX6OgtP5G+rA2lmu5BUgn4aTTvxs3biQpSQxu+fbbb+Pv78/x48cZOnQokyZNYvLkyQD079+f0aNH88knn3Dz5k3atGnDwoULiY+P588//9Rr4/3332fDhg088sgjZGVl8ddff+m9/+yzz8r/HzNmDJ6engwcOJCQkBCioqKYM2cOXl5eVQao/ichjay6hnQ1GB2uu7yOcWvGyUFO/7f/f3Rr1I3tz24n1CdULwyQLY26tNwjzwxWFSusoAB274ZBg8CEAOO1GeFXDolUHUKFvMSmGHWtFs6cgZwcuOcekCYAXZ1dCfEOIa1QTO0U4h3CkyueJCkviQ1jN9RqtqMmYrJi0Apa/Nz9jM7I+vj4sWkTJCeDnx88/jgY2/YrORJXs65SWFqIt5t3nfXZnpijH7cDV7OuUqIpwcvVi1YNWhm8f/HmRX4+NJPNl3YT7NSW+5s9yvdPv4STk6i8kjw6BYsrOom5ieSr8w2yUdQlVYWV0Wph2zZo0QI6dSp/3qrCGqFlTNUPcwaRgiBQHFNMUXQRgcMDcXItt++N/Rpz/uZ5OfD01/u/ZsvVLbx3x3uM7DTSgk9gGlqdVt5XXtUysW+CLylzUlC5qmj4cEPcgt0MygR7BxPmE0ZqQSrn084zoGnVE0IK5djUGfzhhx9ISEiQ/16zZg1r1qwBRCfN37/q/I+LFi3iv//9L4sXLyY7O5tu3bqxadMmhgwZoldOijm4ceNGNm7caFBPRWfw8ccfZ8mSJUybNo28vDyCg4N58sknmTRpkpKOjnJnsPLo/vD1w4xaOQqtoKVDpoqeKQJb+wRwLu0cdy24i73j9+LtXf7DLWWTiMuOo1Rbipuz4QNsDXSCjkfaPUJaYZp8WMTozKBGAw89BPv3w+HDJjmDtRnhV5RFTRSWFcr5hGsy6leuwAMPgPRI/fADvP9++ftN/JqQVphGcl4yvcJ6cTTpKKkFqaTkp9SpMygZ9A5BHQyWp2Ni4F//6kHF0KCtWsHs2XDfffr1hHiHEOoTyo2CG1xMv0i/xv3qrM/2xBz9uB2Q7EaXkC4G+8x0go5H500gVi1u7k/lMudiNrLi3b0c/PBPmjd2l+XR0KshId4h3Cy8SUxWjNGMFNYityQXX3dfedBb1eGRf/0LfvtN/H+3brBzJ4SEVF2vZDcyijLQ6rQW7bszVT9MHURq8jScG3aOvKPitquQcSF0XNxRflYrB56+mn2Vw9cP83Dbh83uuzkk5Cag1qpxd3anuX9zvffKssqIeSeG3L9zOSWcwkftg0sDF1p934rwlw1XfbqHdif1airn0s4pzqCJ2HQdND4+HkEQjL5atGgBwN13340gCPKsoISHhwdTp04lNTWVkpISjh8/zrBhwwza2Lt3b5VtCIKgV/add97h2LFjZGZmUlZWRkpKipKXuAJVOYP9G/dnlLo1E07D+d8ElsZ0I/KFwzT3b86AJgNwOXiIa1fLE8yH+YTh7eqNVtASlx1XZ/11Ujnx15N/sfO5nXJieXlmsKJR/89/REcQRItuArXJT3zt2jWTy0qjew8XD7xdq/8R+O9/RUdQmlX76COomKq78oliyQGs63y/Uh5qKU+ohCAITNuzgLM9Hkb1f6EEvT+UBoNXEhun48EHYc8ew7r+CUvF5ujH7YBsN0IMn62/FjsR+9VmOPUSoftX0TZlEmhdSApcQu+vnkenE/Tk0TawLUCd5zbvNacXbv9z43jycaBC1iKfckdj2bJyR9DDA86dg2nTqq83yCsIFSp0go7M4kyL+maqfpg6M5j8ezJ5R/NQuanACW4uuUnK7PJYvbLduDU7Kq2K1Gap2xSk77htw7YGTvOu47t4xvsZHvvwMR77+DH+9ea/iPSP5MorV0iabphvXdI9Zd+g6Rh1BtVqNUeOHGH9+vV6e/cU/llU5Qw6z/2Txd9e4c8N4PL7LDhzhtaNOnL5rcss2O1L8IjRPHCu/CFUqVS0a9gOqHujXhmDvMSnTsH334v/X7UKpFG3Wg2VBgsVqbjcU3lQURODBg0yuWzF0X11hz7KyiAxUfz/kSMwdqy4hDV+vPgvGO79kZxBS05Em8OVrFtG/dYPucT3h75n1o0XEFrsQ/BOI8N3L9n3jqH5Oy+i0Wl4/nnxa6jIP8Gom6MftwPS4ZGKdkN6ZnJzQVUUwtvN55KwdRRXZk9m5uDNqHQuZIauZO3lNXrysJXdSCtIQyto5cMTlWcG8/Lg1VfFsp9+CtKh1pkzxc9UFS5OLjT0aghYvlRsin6UakvJVYsdqWlmsPiKGMi6/dz2tPpWXMa/+u+rqG+ID59sN+w0iKxsNw4mHuTxyMc5G34WnZMOnUrHueBz/N/4/2Nj741ce+8axXHFevdIh0iUE8WmY+AM/vrrr4SFhXHnnXfy5JNPcu7Wj3pGRgZBQUHMmzfP5p1UsD3ZxdlczxNzPksbchNyEhDi4uBf/8JVB05f/k+0kLecFg8XD3EjDeDzzTdQIRe0LYx6dano5GVi6RDSU0/BqFHi/3/7DVq2hB07qqxbMrAanYbskmyz+vX333+bXNbU0b2rq7jCfeoUdO8ufqyAAEhNLRd7ZaMuObS2MurSdy7xbLdnCfcN50HPBzn04iH+M/g/OKucSWiwkCbvPMe6dQLulaL//BOMujn6cTtQeRApCAJPrX6K6cem8+ZbOo4ehZ9/BimF/Gv3P8CkoZ/xcs+Xua/VfXrysIXdqJiKrnJIKukZcnUVZwHHjIEvv4SHH4bhw+F//yv/HFVRm7BUYJp+SIfEnFRONPBsUG3ZDvM60OdcH0KeDqHpB03x7eeLUCaQu190Ju29olDZbvQJ78PApgN5suOTfBHwBQn/TmBsl7FoVBp+evgnVAtUeLbU33Qs6d65tHNmD97/qejtGZw/fz7//ve/efrpp3nggQd48cUX5feCgoK45557WL58ud51hfrJ+ZvnAWju3xx/D38KSwvp+0dfWmRo+NuthKYDhorLrZV57TXO7F3Ot7r9DP1pHK/OOQXYxqgvPreYVza+wpjOY1g+ajll2jJ5NN7YrzEUFoprPbf6KRMTI3pR8+aBka0HAO4u7gR4BJBTkkNaQZo8g2AKb731lsllzclLrFJBTzGkFj4+sGEDdO0qOoVgxKh728eo5+TAyJHwwQeNufxmNL7uYsimgU0H0jusN8+seYZnH2pBj15aKm9jrmzUbR0ixxaYox+OTm5JLvE58QB0bSQOIv++9Dero1azMXojI9qOoF+/1gb3fX7X5/J3e889b6HRgIuLbeyG5KR5uXrh4ybqZuVBpKcnvPyy+JLYutW0+ht5NyIqPcriZVZT9EMaRDb0bGhSKBifruVh09rNaodrsCseTTyAalYUbLRMLH3ngiBwceRFGj7UkPVj1+Pt4S0vHy95cgltA9vSv0l/hrQdYlBX+4btcXN2I780n/iceFo2aFmnfa8P6GnNjz/+yGOPPcbSpUt55JFHDAr37t2bixdtkzhcwb5UHt3/fuJ30ovSyXTTEKp2genTjR+lU6k4OHYQK7rADx6n0Z4QY0HKRj2r7oy65ORIe+1uFNxAQMDVyVV0rlavFtd7WreGivGqnnhC/PfgwWqXiqXZQXNDtVTMuVoTpgSOLSyE0lLD64MHlzuCYGjUpZnBujTq2cXZsnzaNmxLYWkhH/8YxZ498MEH4OXioyePJzo+Qfy/4ply3xQ5hEd0NOTni+93COqAq5MruepcEnMT66zf9sQc/XB0pJAyTfyaEOgZiFan5ZMdnwPwbMsPaR1o6AgCsiP4739Dly4CCxaIz2FFZ7CuZngqhqOS+mGN7CMS0iy/pSGeTNEPU2IM6sp0aAo0Btd9e/rKjiCUf+b0onTUGrU8W2rrQeThpYfJWJvB1X9fxaPQA2cnZ1kWKpWKL4Z+wYi2I+T7S9NLKUkUD9+5OrvKp9Hr8xYTa6LnDF69epUHH3ywysKBgYFkZlq2CVbh9qKiM1hUVsT3h8V9dp+PnI7rtXjobPzoP8CEEZ8SoHXjakPY+Ks4qpUecCn+XF1gEHD61oxYmG+YOFrWaiEsDF56CSrGkOzbV1wHSkmB+Pgq65cMrWR4TeW1irOQNSD9YFTnDM6eDf7+4t6lqigrM77cU9cp6WKyxO833DccHzcffjo4i9nOXeCBD/jqK3B2NpRHxRRg06YJdOkqMHu2+Lebs5t8Gr2+GnVz9MPRqTyIXHFxBVdzL0FxANEL3qvxflXjSISxD/N/G6ag1ULrBq1RoSJXnVtn8TIr240STYl82CPcN5xffoEZMyDbyO6QhARYtEjcrlEV0rMsDfTMxRT9MMVu5B7M5WDAQc4/dr7KMroyHQ09G+LuLO7XSC1IJdQnFFcnV3zdfA224ViLEk2JPNhr17AdaQVp3Bt9L5+P+Zzgd4PlEDJVyeLC2gvMu2sesZ/Gytcqrioo1Izer0JAQEC1B0aioqIIDa27kBQKjkPFGIPLzi8joyiDlgEtGddtHDSufrTs4+bDEKe+AEx3joTERHlTcHJ+cp0FApVG+NKyhkFYmRdfFE9d/Otf+jd6eUGvW2ErKh7HrYSlRn3u3LkmlzVlhH/wIJSU6M8CShw+DL17i5FzpJnBnJIcCksL5ZR0S0cuNav/5lBxdF9UVsT3B6eCSiDctROPPy6WqUoeJ5JPMKd0KJrm25k2TfyMUP+Nujn64ehUPEmsE3RM2vOl+MbhD/jy04Aa7+9+zxVot4Wc9r+wcUsZnq6eNPNvBtTdUnHlVHSp+WIaOg8XDxp4NGD6dHj7bdi71/Deb78VD20tWVJ1/bLdMHMQKWGKfpiy1zj3YC5owdnLMLyNOlnNmaFnONriKAjlNjM5L5kAjwDUn6lJfDcRV2dXiz5DTVzLuoaAgL+7P8FewUz9eypqZzXp/um0+nd5rEpjsjiQcID+F/szedhkrq++TnGseJhEyn5Tn/cbWxM9Z3DEiBHMmTOHnJwcg4IXL17kjz/+4NFHH7VV3xTshE7Qycs9XUO6MuOEODX/RrORJkfj/3jMVAAiWkBS9AkaeDaQjeLVrKvV3Gk5BnmJjaWic3ERnb/K3CmmoeLQoSrrt9SoP/yw6fG5aooVJgjl/qrU5YoEBoqzFPv2gVOZn7xknpyfbJO0UrIzGNiOOSf/IF9Ig+wWfDjsOXlXQVXyWH5hOdHqfbiO+JDUG1oWLhSv13ejbo5+ODoVTxLvuLaDqznRUOJHH+073H13zfc/2/MpPLUh4HOTr1eIm/Lqet9g84DmjO40msHNBgMVwsr4hnP1qopr18SFg8pxMKH8GaxmDGnxioKEKfphSozB3IPiARH/Ow3j+bqGuJJ/Mp/SlFLyT+bLqwpJeUmoVKo636tbcRCZX5rPH9f+AOB119dxCyw/oWNMFr3De9PQuyFpAWms77We61PFg4/1fRBpbfR+Hb766iu0Wi1dunThs88+Q6VSsXDhQp599ln69OlDSEgIn3/+ub36qmAj4rLjKCwrxN3ZnfSidM7cOINHGbw4/me4aVp4hLToNAaH3YGggmVe4tR9XRv1ypu+Kxp1YmPLY64YwwSrLht1M2cGIyMjTS5b0wj/6lVITwd3d3EGsDLt24vZEUpLYe9eFU38bgWQtVFqqYqxwqYd+B0A1xMfMeH58hmFquTxnyH/IcAjgLLA89BxLdOmic5vfTfq5uiHIyMIAufTxCXIbo268dPhX8U3Tr/IZx/61pitA8RQLAN8xAMBkZoFJCTUvd0Y0XYEK0ev5L0B4jJ2xUGkdEjkzjvB10gCFMlsnDoFRUXG66/tMrEp+lHTXmNBK5B3RAwybcwZdHJ1osF94inkrK1Z5XYj37Z2o13Ddsw9OJc85zyaZjTl+eef1ytnTBZerl58fpfol6wasIrExYmUZZXJg0gpg5FC9eg5g+Hh4Zw8eZLhw4ezYsUKBEFg8eLFbNy4kbFjx3L06FGCTMjWoHB7I/3odg7pzPILywEYdx4C73uk+nD7FWjcuDHP9n4BEE/5QrlRlzJUWBNBEOT0SdKotjzGYLhotYOD4cIF4xUMGgQdOsDAgaDTGS1i6cxg4xqW1StS0whf8lX79sUgDAuIZ3qkbb9btxruGxy1chR9/+gry8raSEZdo9NwvegKlHrzdMdxVEwuVJU8Aj0DeaffOwA4DfmWK1cEIiLKncGYrBg5/WF9whz9cGQSchPIL83HzdmNdg3b0bdwMpwbR9Mbb2LkPGKVvNLnVsqzdhuZMT+93G5k2iaHc8XDI5IzWNVW+mbNxF0zGg0cP268TG1nBk3Rj5q2lxScL0Cbr8XZzxnvLsaD2Qc+KEZIyNqaZXD4bMqBKQyaN4iVF1ea3X9TqBhjcN4RMXzdmJQx+PfVd1yrksXz3Z+niV8TMvwy2NphKzcW3CDYO5hQn1AEBHmlS6FqDNaNQkJCmDt3LllZWaSlpZGamkp2djbz5s0jxERHQOH2puIm8OlDprBljSf/dwh4/XWT69BqtYzuNJqeoT15ptMYNCdP0CZQzOxyLdv6GRfUWjVjuozhnpb3GMwMNs7WiqFjSkuhbVvjFQQHiwH65szRP1xSsYiFRl1b3YxkJWqaGTx5Uvx3QDUZlvScwUpG/UTKCSJTIuUfPGsiCIL83R5LFk+Rh2WNYeIE/SmV6uTxdv+38XTxRBd6ElrtZuZMcS9XiHcIOkHHxZv1L5qBOfrhyEh2o1NwJ1ydXdn2Zz9Y8xdvPdOmqkfKKC28WtDSrQ84a1h2flmd2g2AzKJMdEL5AFCyGyEe4fI+waqcQZWq/FmsagKvtjODpuhHTYPIgpPiPm2/fn6onI1P0UrOYN6xPEKdxf2TkiyuZV/j8PXDdTKQl+oH8RTwRe1FXHQujL9vvMHydFWycHN244MBHwCwfNByrs++jqAT5NnB+rqqYE2qfUSDg4Np1KgRTuY8yQq3PfK+n5BuuKxYxYPnimnfoA3ce6/Jddy8eZMGng049cDffPz4D7jcNZQ2PuJG8LrYM+jh4sHCxxey+/ndYvBrKhwgiRL3kDB0qPHpNBOx1KjfNHFpXa1Rk1+ar9dWZaJv2eKOHauu5557xD1O8fHgpakUeLoOw0RkFmeSpxaXoo5ePwrA6k9fMtjbWJ08gryCeKXXK+Ifg75n2zYxzEx9Xio2VT8cnYqDSJ1OPK/Vuze88IJ59dy8eZOJA8Qc8i0e/LvcGcy6VifhZTr81gH3r9yJSo8Cyu1GaWZjSkrEmb9qgidIcfa5UsUqtjSwyyrOQqsz3/E3RT9qGkQWRYsz6l6djOyXvoVHEw9x1lAA/zj9dJ51HXhacgal7+Cxzo/R5fUuBuWqk8UrvV+hgUcDUgJT2C/sp+BMQb22G9ZG7zTAl19+WW1hlUqFh4cHTZo0YciQIfVmecNaWPKgOyIVE83z53/Fi6++WuWMmTG6dxdHZLRoIcZBSUig9UXRyNbVCL8y8t6fM7faG2IYnNQAjUaMRRhoGFTa0plBWRY1INXr4uRCgEeA0TIjRohdk4JNG8PbG/r1E8/CFKTaLptAbLa4NzTcN5yYt2PYfGUzA5oYTmHWJI93B7zL9OPTEVrvZNfpK/j6tqNbSDd2xe6qN4dIKobo6Ny1Gk/jNkKyG25Obry99U1eefIV3nijh9n1dO/enR4BPdgUu4rRnZ6kuX9znFROFJYVklaYJuuwNSjRlMhhWaR6pWdFkx2Os7NoNqrb79juVsKMqpxBKUC9gEBmcaackcRUTLEfNc0M+vb1pdFzjQgYElBtPQF3B1B4oRDfKF/wL7ehYT5hgBhqxtqUaErkdr665ytGtB1BywDjQaKrk4WXqxcTekzg92O/4/KzC769fOl27lZu83piNzQ6jTwg0mgNY0bWBj1ncPLkyfK0bOURWOXrzs7OvPLKK8yYMUOZObxFvz/6ERQRRCPvRoT5htEtpBuDmg1iWOtheLsZ36fhaBSUFnAtS3Senl89jhd80vna2QnVc8+ZVc+2bdt49VaquvynHmfb5l/oum0PtBUdkYLSAjnavzUoLC3ExckFdxdx5i9fnS/PsoUfOCMWqinH54oV8Nxz4rHBLVsM3q44M2hONgxZFjUgje6DvIKqrPvdd01qkiefFP3w9uGNIdvwcE1dLBNLetPSvzXzZnsxcuRooz+iNcmjRUAL3hvwHh2COtClmejMSiN8KTPO7UJSXhKbr2zmWPIxrmReIa0wTdb/ivi7+xPqE0qoTygdgzpyR5M7eKjdQyZlonEUJGfw/M3zHEs+hq+7Lz1Ce5hdj6QfB18sP8zVzL8Z8TnxXM26alVnUHoOpDAyFa89/3hjfn65+tzDIM7Eb90qbjk2houTC4GegWQVZ5FemG62M1jT86LVacksEuMiVjUzGDI6hJDRNbfbYFgD1ElqvLt7Q7woC0EQ5AMldbHXOD4nHgEBHzcfXFe48vjQx/FqanwGsyZZfHznx/xn8H/kfNAV7cbtlMEouzibrVe3cvj6YS6mX+RGwQ3SCtL0U6Fa2YTrOYNJSUk89NBD9OzZk7fffps2bcTp+ZiYGKZPn865c+dYsWIFBQUF/Pzzz8yePZvw8HA+++wz6/bqNiajKIOMogwupl9kV+wuph2dhqeLJ2O7jOWjOz8yyLvoaFy8eVF+MG+UpHOyuSuq+++FRo1qvrkCEyZMkP//WLODRDwF03fuIahbEBnFGVzLuibnnbUGUw9P5Yt9X/DuHe8ybdg02aD7unjjm5whJhCVYglWRWioGK25iiG+ZGjLdGXkqfPw9zA8lWeMirKoDlPCQ5jKe7fi+x5PbsznF8tnOySjfj33eq3bqIw04+tR1Jq334EffxQPcVe2v6bI44cHftD7u3Pw7ZOWThAEtl3dxreHvmV/wn6T7slV55KrziU6M5p9CfuYdXIWTionRrQdwSd3fsLApgPruNe1o6isSA44fiL5BAAjW5u5PnyLivrx66+wcCGEvtyGeERn8M5mRmIqWYjk3DTxa4JKpUIQhPIVBb/GeHuLM+3VERYmvqoj2CtYdAYtOERS0/OSVZyFgDhJ09Czodn1VyTo4SCCHg6iVFsKX4l7sTOLM2nq3xRAzldvTaRBZCufVsS8FgNOMOjmIFwbGsY0rEkWlR3t9g3a4+LkQk5JDkl5SfLncFROpZ7imwPfsD56PRqddWf+akJvSu+NN96gQ4cOzJs3j549e+Lr64uvry+9evVi/vz5tG3blo8//pgePXqwYMEChg0bxqJFi2zaYUdm5/M7Of/6eXY+t5M/H/2T1/u8TsuAlhRripl3Zh6dfuvEf3b/B7VGbe+uVknlvRVPv/47/Pmn2fX88ccf8v8f6vU0AOtal9HGSZzpsPa+QcmAS8urclgZlZ9YoE8f8PAwdms50npPXJzRfG8eLh7ybKY5Rr2iLKqjpn0/N2+KMbOrOOxsFOkASWp+KlqdlqZ+ojFMyrf+CF9aJj6cvhV6z+ahh4wvr5kqD4Bdu8SD4At/6Iizypms4qw6mdW0Fom5iQz7axgjlo5gf8J+VKgY1HQQ/xn8H5aPXM7+Cfu58tYVMj/MJPujbLI/ymZKgylcevMSEeMj+OuJv/hgwAf0DO2JTtCx6comBs0bxDN/P0NWcZa9P16VRKVHoRN0+Lr5okMHSf1Y+Xt7i+qqqB8bd2dwSjefsoy62W9cORZpTkkOxRoxaLG0NGoNLA1LBTU/L5ItauDRwGhQaE2BhqKYInRlphsON2c3eVCanJcsDyLTCtJER9GKSHYjNTuVvwb/hdMgJ6OOIJhuOwovFbJ6zGrOPnyWjkGOn8EoT53HxI0T6T2nN39f+huNTkOXkC78u/+/WfT4IvY8v4eoN6JI/7902W5EjI+wah/0nME9e/ZwV8WcrZW466672Llzp/z3iBEjSEysn/lCLSHQM5AuIV24r9V9vNjzRX5/6HeuvXONQy8e4qG2D6EVtHxz8BvunH8nNwsdc9O49MAUlBbg6uTK451HQni42fVUTK7+SHsxUPn+5tA8UxztWHvfoHxy2LdSWJmAZjBpkmm72ENDwcdH9LauGe+ftGxnjlE3JdE8lBv1qpYG586F5s3h5ZdNa1eng5txjXBSOaEVtKQVptHErwlerl4mBw83B+k7LXZOg4D4KsOJmCqPwtJC/r7+G4cajWPFUnfaNxSdC0ddKt4Tt4duM7uxM3YnHi4evD/gfRLfTeTgiwf56p6vGNNlDIObD6Ztw7YEegYS4BFAgEcAH7/zMR2COnB3i7sZ120cUx+YyqlXTxH9VjQv93wZJ5UTyy4so9vMbg77g1ber1s/KefH8eyzltVVUT8u9B0Cj79I4vW6sRtVhaPydgrkrkGezJplWj27d8PkyWIGIGPUJgtJTc9Lxe0lxsg9kMvxdsc51a+anHkVEASB4rhiwlxEZzgpL4kgryB83HxoHtDc6oMS6TtNF9JZeudSGj1Y9SqUqbZj/InxjO40mvVp6+nsI+7JddRnJyYzhl6ze/HHKdHRHdd1HOdeO8f518/z0/CfeK77cwxtOZSOwR0J8gqS7Yafh59V+6HnDLq7u3Ps2LEqCx89ehQ3t/Jo4BqNBh8f6+37qo+oVCoGNh3Ipmc2sXr0ahp6NiQyJZJB8waRkJNg7+4ZIJ0kBhjW+gEaeDawqJ6KydXbBraluVsIZc7gnCQ6bdYe4Vc26vIeubC2opU2xYNSqWrcDW6JUTcl0TzUHDhW6lLr1qa1++mn0KuHCx6aWxvj85IZ2nIoBZ8UsPmZzaZVYgbScg+AZ8ITVWacMFUexZpi5ie/D92Wku56giBdV8AxjfqaS2t4cMmD5Kpz6d+4P2dfO8sPD/wgz6hUR1XyaNewHX88+gdHXjpC+4btSc5PZsj8IRxKrDpLjr2QvpP80lzQOdFB+xQmnpsyoKI8hrcXIxikF4vZhaw+Myhtn/DVD7LsWhzOiRNiRCpTWLYMvvgCduww/n5twsvU9LzUFGNQOkns0bqGlRGpvpXpHGt1DL+rorMhZS/K/TiXuH/FWXXPJug7+P1j+tPk0aqfGVNtR88W4gm79X3X0zy+OaD/2+YonE49zaB5g7iWfY3m/s3ZO34vfz35F10bdbV5X/ScwbFjx7Jo0SI++OADrl27hk6nQ6fTce3aNd5//33++usvxo4dK5ePiIigk3SuXkEmLjuOxWcXE5MZI1/LV+fj5+7Hvgn7aBHQgqtZVxmxdAQ5JTn262glBEHQ+6EdM/eouOnLAkaPHi3/X6VScX+HEQBkDRQf0roy6nJcvUp/m0xNzqAFyz0VZVEdNe0ZlLrUzsRtp/37i/8KueU/dE4qpzrZb1eiKSnPVlAQxPBufaqM4mOqPIK8gniq81PiH31/J/uyY4aJOJBwgLF/j6VUW8rIjiPZO2GvWXuDR48ejVqj5uyNswZxFAtKC+jXuB9HXjrCnc3uJFedy8PLHuZyxmVrf4xaofedxN3Li09Z7jBU1I+R3YeJ/wkWgwZb2270DO3JU52fom9jMZe6NIhUZ4h2o6YzZxI1nSiuTeDpmp6XmgaRxVfEZW+vdlWHlamIbz8xLmiDJHEiQJJJXaWzlJaJAe7Ourva8Dem2o6Xe72MK65cbHoRzTFxVlnKjuMoJOQkMGLpCNKL0ukV1otjLx/jrhZVr8zWNXrf7vfff8+oUaOYNm0a7dq1w93dHXd3d9q1a8dPP/3Ek08+yffffw9ASUkJvXv3VtLTVWDWiVm0n9GeVr+24vl1z7MztnxJ/VTqKR746wGGLhzKo+0eJdw3nKj0KEavGu0wIWmS8pJk59RNA4/Guorrkhawb98+vb/vbydGbb1SJoY0seZyT3FZsbx0UTnjRuO4TDF/m6m0v7XPyYozg5VlURVSiIuqRvhSjEFTnUEpGG5xmv5saV0Qlx1X/sfVETzycNU/HKbKA+CNvm+I/+mynEtHxHATjuQMxmbH8viKxynVlvJkxydZMWqFHOeyJtIK0ph+bDr3LrqXgO8C6DG7B1/s+0J+XxAEOszoQLeZ3Vh0dhF/j/6bAU0GkFOSw0NLH3KYPYR6g8j8EDj/DBXmDMymon7c3eJunARX8Bd1N6ckx6qfe3yP8awYtYJRnUYB5XajOK0xKlX5gKomajAbtVomrul5ke1GFc5g0RVxZtCznadJ7Xm08MC1kStBOeKyc12mpNMJOj1ncFiXYdUOVk21HY18GvF4u8cBOOcq6ubljMsOs1+/oLSAh5c9zI2CG3Rr1I2I8RE08jHtkOb13OusvLiSaYenWbVPehuHPDw8WLFiBR9//DHbtm0jIUFcxmzevDnDhg2jV4XTmB4eHoojWIk/Tv0B4WIogX7h/fQezhJNCSHeIdwsvMmvx38l2CsYDxcPdsXu4scjP/LhoA/t2HMRyaAHatwYdaYUv9HPgrOzRXV1qBRn4Z6W96BCJT/413OvU6IpMfmHszqkfT6eLp5yeAjJ8WkybS4cLBWPJJrCHXfAU09VmeLDkuWeyrKoiupmBjMzIevWb2BVSVQqExoKLVtCXJ6+g/zvbf9mf8J+fnzgR4a2HGpaZTVQ0aBz5WGGD6+6rKnyAOjfuD/dG3XnbNpZNP7ibNjljMuUaktxc3ar4e66RavT8tza58gqzqJveF8WP7EYZ6eqn5fSUsgv0LH8/CpWXf2TA8m79TJfBLg3wN25/HmIzY4lJT+F5Pxk/r3933x14Cu+vPtLbhTcIDY7lje3vMmykcvq9DOaQmpBKpnFmTjhjO6XOIbe7UqTmlfHq6Sifvi4+dAjcBCnsveC2h/cc7madZV+jfvVvuNGkAdMeU3o0gW9NIrVIQ3QoqPFfNqV/ZnaHCCp6XmpaZm4OPrWzGB702YGVSoV/gP9CYrXdwaXnFvCjBMzGN56OJPunmRSXTVxo+AGJZoSAFqntqbtY9UbN3Nsx6v9X2XVlVUc7HgQf50/uU65XMq4ZFG4I2vzfzv+jws3LxDqE8qmsZvwc696/59arSYiOoI1l9aw5foWkgtv6WhdhpaR6NmzJz2ri2qrYJT+SfDOEXgkWoMvkdDxazgjTmsPazOMpHGnWJ91mI92f6z34/nfiP8yvM1wOSaSvZACcw6L1jB7E/CVhTvAgZycHL2/g7yCWDFyGb1PJNMz/mPynMqIy46jY3A1qTRMxNnJmfHdx6MTdPKoUg4ZkYeYb9hUhg+nOk/GkuWeyrKoiupOE98al9GoEXiZZtMB0aeNS9R3BmOyYjh94zTXsq9ZzRmU0s8BrPz2/mpDbZgqDxB/mF7t/SpvbHkDOq/AWeNPmUsu0RnRdtlXU5HvD33P4euH8XXzZdXoVXi5ln8xN27A7NkQFSXutIiNlZx5FbzxJYSImRb6Ne5HF/oz75M3yMlozzJnFTsaio58+/at+U/Pm5S1Xc2a1GnEZMXwxpY3uLflvSTmJrL8wnIea/8YT3d52j4CuMXZG6Ld8Ne0I1fnxfPjaldfZf0Y2WMYpyL24ursTBlYzRnUCTpuFt4kxDtEXgKVT9nnNTF5iRjEmJ4ABQWQnW0Ys742M4M1PS/VDSJ1ZTrUyeJsmEcL0wfefgP9CDp3yxm85SBnl2RzNOmoHKvUGlTcZzyi9wgC7gqotrw5tmNoy6G08mhFLLEEZQeR2yCXc2nn7O4Mbo3ZyqyT4smkv574Sy/cjU6tI2l6EoVnCymOLaYktoTNIZv55slv5DLOKme6h3anTYM2rMR6uaKVaNFW5PedrjxzyQXfUsRpgLIyvfddH3qEUY9/ysWccbzcqdzRKtWW8srGV/RmCeyB5Az2SNFB165YvAMcKC4uNrg2uvNTtPpyOq3TRLlYa/9Pi4AWLHh8AYueEMMcaXQaOVJ+kzxM3/hjApYYdWOyMEZ1Rj3p1m+UuTMuAwYAefrLxNJmeWsGkI3PiQfEQw+jHwmotqyp8pAY120cXi7eEBxNuJcYYsTeS8XXsq4xed9kAH598FeaBzTXi0ZUWiqeW1q5+SaRPpPJyiu59Y4K58P/4Q7151x9+yrHXj7GA75P4JrbAVCh1YohhM6dg1Wr4KtPg7i24jUuvnGRr+/5GlcnV3bH7ZYHDG9vfdvu+47P3DgDwLDu3bl+HUzc1lUllfXjwba39g26iUHkrWU3bhTcIOzHMLy/8Za36sjPRH5js8aQnp7Q8FaIv2Qjq6q1mRms6XmpbhBZeqMUBFC5qHBrZPpMuv8Af4Lzb4WWqRSj1Jp2Q9ou5KJy4bF7H8PZq/qVKHNsh5PKiYkDJwKgayj+ttp732BxWTGvbX4NgHf6vcO9re5FV1r+uy+4CixcvZC1x9eSdziP0hul3HHlDoLygnjo1EP8dvE3cj/O5eTEk3x050dW7ZvBzODWrVuZNm0ap06dIjc312guyPqSWN3qHD0qBjYuLoaMDPFfiZIScUNJYSEek/7HHA932v/fvXzsshdXZ1eOJx9n6fmlPNvN8tm42nIwUYz43/UGMLF2/WjVqpXhRZUK7r+fNll/cDqs7tLSpRWkoRN0OOsgxMWvPHmoqWg0kJYGwcFisOoKWGLUjcqicpM6jbwXyphRb9kSPvzQ7Njf4g/aNH1nUA4ga8XA01Jk/PfueK/GsqbIoyJ+7n483/05bhTewNXJletR5zmXdo5x1HIKqhZ8uOtDSrWl3N/qfgZ6jefRR8UZ2+XLxfddG6TS/cOpRHnNooxiPv1XMO8PeRMfH3Bze0avrl69mlBaKjqQmbe2uCYlwcWLokl5/nlwdXbl08Gf0t5jCOM2PkE7/64EuAdwOfMyX+3/yiBIty3ZFbsLgJ2xOwkdqav1QYPK+tE9tDt/PfEXF9Iv8O3Bb61mNxJzxbBowV7B8vK+9IyEeJg3MwjiQC0zU3QGu1aatJYGeBlFGegE82RU0/NS3SDSyd2J5p81R1ukReVk+sExn94+BBeX51QuLiuWY5Ra025IK2Qv9HyBu1vcXWN5c23Hi71epE3DNqQXpfP65tftfqL4xyM/kpibSFO/pnzR4wuuvH6F3IO59DrTi7XRa/li3xdcePACHenISx1ewrO1Jx7NPLjhdwMn97o5/Cehp5F///03Dz/8MGlpaTz99NPodDrGjh3L008/jaenJ926dbN4n2BBQQGTJk1i+PDhBAYGolKpWLBggcn3q9VqPvroI8LDw/H09KR///56MQ9tUdZkPD2haVP9nf4eHuLa0eLF0Ls3qhI1H/xvN5dXBPN5MzHV28e7PqawtLB2bVtIvjpf3nt3wxd45pnqb6iBQ4eMh7+Y29eZM7ccGmuN8G8W3tTbGCyNXMPzwfmOgWblVAagVSvRsp83HEVaMjNYlSwqIqWTUqEymkWga1f47rvyzCKm0q0bvPm8/jKxPMK3YuDpSzfEH+gTO2qOe2OKPCrz+0O/s3bMWu5peQ9g31iDe+P3subSGpxUTnRN+YkuXVRs3Ajr1sG15Gw+2PEBLX9pyVmvnyijmL7hfbmnWwcCAw3GFkC5PNzcxEwW3bqJOaj/7//g77/Ri9d4dOWdqKef4NT/beBh158A+PXYr3qRC2zNyVQxfl3vsN5WOXFaWT+cVE6M6zaOHo3ErUtXMqxjN6RDT60aiA5GiaZEfq4vHWtCS+Ppcatk4UK4fBmGGtl5IcUA1Apas2dya3peqpsZdAtxo+X/WtLmxzZmtens4Uz3L7vjqRIPnaTkp8h240bBDb3c2rXhaqb4XTY43AChyHDiqTLm2o5g72BGdhpJz1BRd+y5opCSn8KUg1MA+Mz/My50uUDKrBQisyPp/UtvRq8azYWbF/B392f0kNEEjgrEr48fbiFuOHs413nWJb0nd8qUKfTr14/Tp0/zxRfiqbYXX3yRJUuWcOHCBVJTU2lp7hNyi4yMDL788ksuXbpkUuLtykyYMIFp06Yxbtw4fvnlF5ydnRkxYgQHDx60Wdla4+MDzz4LJ07A2rXQogVtom7w7ktzaeEWQnJ+Mt8c+KbmeuqAFRdWAKACxjz3rfnrkZUYOXKk0eurXKKJuRUb9WrKhVq1IfH06qfx/NqTVRdXAZX2C1qyRBx6KyxGkqGzZMnMYFWyqIj0IxToGVjtIQRzcXGBbz8VncH80nzy1HlWH+Ffz71OfJ7oDEYdqnnkboo8KiMZwhBB3Fd7Ktk+Rl0QBD7d/SkATVJfY9rHnSkrgweGCby74mf6/tWaH4/8iFqrZmDTgWwbt41jLx/j3lb3VlmnOfIYPRr6tWtBQY4HP7w2nMZFD1KmK9M7hWxLsouzyVXnAFB4wMRo6DVQlTx++FR0aC6nWccZlGalWjYQf9Mq5yk297e3e3fxVLGxkEruLu7yIQFzl4qr0w9BEGo8TWwpTf/dlMYNRNuRlJdEsHcwbs5uCAjyNpzaEpUo7p313eNb4xIxWGY7ANq5tEOFihsFN+yW8OGbA99QVFZEz7KetH2pLbmFucx8diZvvvImZ/PP4ufux+dDPif+3/F8MfQLo9lk6hI9ZzAqKoqnn34aZ2dnXFzEFeSyW/veWrRowRtvvMF3331nUUNhYWGkpqaSkJDA1KlTzbr3+PHjLF++nClTpjB16lQmTpzInj17aN68OR9++KFNyloVlQoef1zcGDR+PB4DBvNcH9GQfn/4e3JLasiMXgcsuyCeSgz1CcPrvdrvRVhYxend+9uPkP9/Ne1SrdsBiMuJQ0AgzFc8tSCHlTH38IhE41uxCY1s/pEMbrGm2ORZ3KpkUZGaUtFFRYmp6DQWpKv0cfORf4gqppay1t6fGcdnoKUUBBUPD25WY3lT5FEVv/0sHtJIK06WZ1NtyZ64PRxJOoJK60HiX5/h6Qlz5sC2rSrOFuwguySbzsGd2fLMFg6+cJBhbaoPlQHmyaNfPzHLxf/+Jx70T44Vg/4vPb+UK5lVxDWpQ/48fStVpc6J3t5PWqVOY/IQBAHaioHSczQ3yVfn17odyRlsFSAOYOQ9tbfyFFsbSw+RVKcfuepcynTib7Qx21EcV0zxtWK0JZZt7aoYt9VJ5ST/bY2ECSWaEs7mifvUQzuHmrSMbantmDVnFk5a0d2xx77B5LxkOcPI80ueR4WKhPcSWNlmJQICz3V7jpi3Y/hi6BdySlVbo+cMenl5yRlGAgICcHd3J7VCCPZGjRoRFxeHJbi7uxMqzbiYyerVq3F2dmbixInyNQ8PD1566SWOHDnC9evX67xsneDrCwsWwI4dvNBHTDul0WkYvXJU3bZbCZ2gk0+DDmxqgfNkhKrSBt3f6n75/wll6bVebtDoNPIMV8sAcYQvzwwOeMD0QGEVkWZFjcwM+rj54O4sDv1NNeqmpFCqKeD0yJFiyMf9+01qUo/iYvBXlQeeburfFE8XT5r6N6WorMj8Ciux/eqttAtFQQx/oOY0d6amlKpMiaaEox3Kg7KeSbW9Uf9i35cACJGvEBLoxdY9ebzyiji+m3r/VP545A/OvHaGB9s+aLJDYa48nJ3hs89g82ZwTxXXJAUE3tls5h4CK7D0rLiiQG5TXpxgnRltY/JQqVRkhqyR/7bGvsG4HPG3TJoZvH7LbsSfayLH9DSHK1fELCS//mr8fUsPkVSnH1JdPm4+RsN0xf0njmNtjpHyu/lxSARBIKQoBIDrGaKNbdewHS0DWlrFbuy8tlNcigIGDxhs0j2W2g6hp4DWWXSIT8ectqiO2jD18FRKtaV0S+hGzxs96by6M69//Tpv9n2Tnc/tZNETiwjxDrF5vyqi5wy2b9+eqKgo+e8ePXqwePFiNBoNJSUlLF26lGbNah75W5vTp0/Trl07/Pz0Y/H06yeGFzhz5kydl61T3N1p2aAlL/cUZwd3xu7iVPJJ27QN7E/YT2GZOMv1eMAdVqmzqrRBXRt1JdglAACNSpA3cVvK9dzraAUt7s7uBjODTfo/AN7e5ldazcygSqUy26ibkkKppplByS+VumYOhYVw/aJ4Y3RqMl6uXhR8WsDFNy7qhUOxhMLSQnn/nktuO3r0qPkeU1NKVcbDxYMJPcfLf687bFtn8Mj1IxxI3I+ryo0mZffg8nZXlmeUz6J3DunMy71eNjvvs6XyGDYMDv/6Gi6J4hL09rjNXEq3zmy7KeSW5HL2pvjD2iDvrtoEH9CjKnk81Kl8qf1YTO2XiuWZwVt7Bs/Eig+ZLqexHCrGHOLixBPkc+caf9/SmcHq9KOmQaQ6SdxL7d64inRA1aBSqXDbJU4OxV0THeet47YS+69YhrUZZnZ9lVl9djUArhpXmg83LbmBpc/Ky/e8jEoQPc8dJ6rIGVhHZBZlMvvkbAACnQJpsbUFwSODUalUzBgxg/ta3WfT/lSFnjP4xBNPsH79etRqUYH+85//sHfvXgICAggODubAgQN8/PHHNu9kamoqYUYCl0nXUlJS6rxsRdRqNXl5efKroKDAjE9TNb82eQV3DaCCsXOH2SzUzKKT8+T/99NaJ+/ks1VkqXdSOXFP2/LZwdoeIpFG9y0CWpTHCquUp9hsqpkZBPONelWyqIhUV5CnYbL5vDwxfhlY5gwGBYEv4o0nLls3tdSBxAPoEEfczT27mHRWxxR5VMW/BpTPDGw8f8Dieizh52M/A9AjrDupg0eRUnid3XG7a33oqzby6NVLxZ7XVuPmJP7YP7f2uVr1xRy2Xd0mf/cPd3jQavVWJY8RHcqdwZ0na+8MPtP1GUZ1GkWbQHEv4plr4rMR5t2kylSK1SGZDWOhZcDy/MTV6YdUl3RApTJSjEG3xpYFaG/a6Nb+4hRxZtCay+d7r+4FoFFxIzyamhYD0dJnJcQ7hN6uvQE4UXTCojosZc7JOZRoSvB29WZv0738O+3fNm3fVPRM9wcffEBiYiLut56Ehx9+mL179/LKK6/w6quvsnv3biZMmGDzThYXF8t9qoiHh4f8fl2XrciUKVPw9/eXX3fdJS5dpaamMnv2bNRqtTyCmTFjBmlpaaxcuZJz586xf/9+tm/fTkxMDAsWLCA/P18u+8eho0z0GgLAFTL56vNHiYiI4MKFCyxdupTMzEy9eouLi5k7dy6xsbFs3ryZQ4cOcfLkSVavXk1KSopeWa1Wy8yZM0lOTmbt2rVERkZy9OhRNmzYwMGL28XPrVGx7UqGfE96ejrLly/n3Llz7Nu3j+3btxMdHc3ChQv1+j1jxgzy8vJYtGgR0dHR7Nixgx9//JHz58+zbNkyMjIy9MoObla+1Ldu/zoOHz5MZGQka9asISUlhd9++w2dTseMGTPQ6XT89ttvpKSksGbNGiIjIzl8+DCbNm0iLi6OhRvEPSROeU5y/ddjzwBQFptBREQEO3bsIDo6mkWLFpGXl6fXl/z8fBYuXEh0dDTbt29n3759XCsRY8JpEhP1yqrVaubMmYOPStyndeTcESIjI1m7di3JycnMnDkTrVard09KSgpffvklJ0+e5NChQ2zevJnY2Fjmzp1LcXGxXHbP0T0ApMWlceHCBSIiIti1axeXL1/m9983AODpqcbHp7zfCxYsICYmhu3bt7N//37OnTvHypUrSUtLM+i3H6JOHzx3kaNHj3LixAnWrVtHUlISs2bNQqPR6N2TmprK6tWrOX36NAcPHmTLli1cu3aNefPmUVhYKJed+nf5/t82gSHs2bOH3bt3ExUVxZIlS8jOztart6CggE8//ZSYmBi2bdvGgQMHOHPmDKtWrTLod1lZGbNnzyYxMZH169dz/Phxcq7lEIb4450g7CMrq8zgWVu1ahVnzpzhwIEDbNu2jZiYGObPn09BQYFe2ezsbJYsWUJUVBS7d+9mz549REVFsXTpUrKysuSy06fP4MV3r7HqojiTcSLlBFpBy7DGw/hvyH/Jy9TXKY1Gw6xZs0hKSmLdunWcOHFCftYSEhIMbMQHH3xgso2YMWMGOTk5LF68mMuXL7Nr1y40Bad5sd0LAJxMPclL//s/q9qIjRs3EhcXx5w5c/T6fXpZKZSJenVvZx+zbURERIRRG/HBBx9QUlLC3LlziYuLY9OmTRw+fBjvTG8QxOd8T9R+k23E3LlzKSkp0etLRkYGXW925fMOn3Px+EV27NhBVJI4sGzbKLRGG3Hu3DmWL19Oenq6XHbz5jmAGFz80qV4Nm7cyNGjR2Ub4aETZXWz8KaBjVi9enWVNuKDDz6Qy2ZmZrJ06VLZRuyLFNOzlWaXkpOTYyDv4kTxN+zYtWM12ojZs2eTkJDAhg0bZBvh5CzKOzYj1mIbMWPGDLKysli6dClRUVHs2bOH1VtXk1gmrgq1d2lvYCPmz59v1EYsWbKkRhtx/Phx1q9fT2JiIrNnz6asTLQRb9wtprbMccthwbcLrGojZsyYQWFhIfPmzePatWts2bKFgwcPcvCDg0zdLdrIwrJCAjwCaJ7S3GwbYcyPOHz4MFZFsAMnTpwQAGH+/Pkmle/cubNwzz33GFy/ePGiAAizZs2q87IVKSkpEXJzc+XXvn37BEA4efKkSZ+nOm7k3xCcJ6kEJiP4fYyQfvpQreusiaVjuwhMRhgwuYnV6rx06VKV78VkxghOk50EJiP8e/M7tWrn012fCkxGeH3T64IgCIIuP19w/wyByQhxFy2UXUKCIIwdKwj//a/Rt8f9PU5gMsLUQ1NNqq46WUiMXjlaYDLCz0d+Nnhvxw5BAEHo3Nmk5owydtrvApMRgt56TBAEQfg76m+h56yewpub37S8UkEQus/sLjBZlPfs/X+bdI8p8qiOP0/OE9uchDBt9o1a1WUK338vCDz0uvw53f/nLsw6MUvQ6XRWqb+28hAEQdBoNYLvN75iH98PE9as01ihZ9Xz8seXBSYjOP/XS9BorddedfJo+l07gckITv9qJ2i1VmtSEARB8Hy7v8BkhI8XrrHofp1OELy9xWc1Jsbw/R8O/SAwGeGZv58xq97q5PHN/m8EJiOMXzve4D31TbUQQYQQQYSgVVsmrF3bdglMRmj0XiNBp9MJiTmJwoC5A4QOMzpYVJ/EknNL5OfpvVnvmXxfbZ4VjVYjOE0Sf3de/PBFi+sxlcxtmcLb/d6WP2fI9yHC2RtnrVb/yZMnreZ3CIIg6M0MOjs7s3Tp0iodxxUrVuBsYa7a2iCdRK6MdC08PLzOy1bE3d0dPz8/+eXj42PGp6meRj6NeKabGEy3YREIL0woXyOsC65f52y6GOKlR7u7aihsOklVLLECtG7Qmml3iyF0ri3/HYos34zcO7w347uPZ0hzcUY18/Au1Le2bIW372NZpc2awdKl8OWXRt82d7mnOllIVJdfVFp2smSJWOKOTuLNWZpktFoo05Zx+sZpOeuMJdwsvKl3f/+2NccYBNPkUR3jezyPCidQwcq0/9WqrprYuxc+/KwQeouzPv7u/hx44QCv9nnVaktmtZUHiCkZP77z1haeUm9enOBMbGz199QGnaBj4JNnAOjQoJtVwyFVJ49724oHDVwCr6OrxS6atII0kvOS5a04WVlQ7CI+aEN7WRZWS6Uqf0aNfQRLD5BUJ4/q9gxKS8SuIa44uVm2LaRNb3EWPsM7g8LoQhp4NuBI0hEuZ1wmuzjbojpBDFAu0aVvF5Pvq82z4uzkTEtP8bDQ325/y1ln6oKSxBL2v7Sf2feLewUD3AM4/NJhu6ecrQ49DRGMZBupiFarrfPAh8bo0aMHV/6/vfMOj6Ja//hnN70TQgu9ht5LAEFAkCooCKKCFLl2L/qzYQe5YOOqV0WaSJWOdJQmoRNCCQYIhECoSYD0nk2yO78/hlmyZHtJ2cznefYBZs6ZOfvlzLvvnPK+ly+TmZmpc/zEiRPa844uW5q80kVMV3PPT4FndCy88oqY/dzO5BXmoVq+hLP3lwl2CHnUbtc29tKgUChoVUcMAnrFv8i6LbL3GdVyFMueWqbNz3o7QsyGUKPIA3cX69bJmMLS/MTmvEBpN5DYMRVdcbq3Fn+lND7xnD8PTaqKjpstazareFZh8zObtf+WFuKbwtYXShelCyFVmwNQt8Vdm65ljJQUMSwozXaAUo2r0pVTL5+ia52udr2PvV6wX+3yqtjng66Q7hnJmDFi4iN7o9aoafVLK74/NQuA3s062PX6xvQY1epJAAqEPAoFy9IaFueH8B+o+0Nd/m/X/wFw9HgR+ImDAG0aWP/WZWzdoLUbSIzpYewl0pbNIxK1A2ujEBSoXdTEHY3D192Xmj5i1gBbdnSPbzteG+6qaZD5AbFtfVaGtBXXtg7pMMSuLzDF0RRpuDjuIh8N+YgCNzFH5Z4X9mhtbnmlxOuCIWcvMzOT3bt3U62a/oWq9iI3N5dLly6RnJysPTZ69GjUajWLFi3SHlOpVCxdupTQ0FDq1avn8LKlSc96PQkJCiHHTWBDJw/o3x+LI6CawbIzvxGcO5Oj979m+5p22g4IVK9uPABq06BmAMQFgmav/XZ3xUeHA1DXw8YArEVFcOsWZJSM+WipUTelBfAgcKweo96rF3z4oZiVwlrqV7n/A+d7h2MnCmkSKBqmO9l3yC6wbuTZTemOa464C7CGTw38PPzMqmeOHqYY3GwgALV99Y/e24ogwKR/qYiPB+/eYnywaY9M0242sCf20APEgOUjW4wEwLPHUs7E3OOtt+3/Erkvbh8xKTHEJIvxVzrU6mDX6xvTY0jTIVonQto8Zg0PB5z2q3UXlGqUuGidHWtwxMigMT2MBZz2auxFg88aUGui9ZsC3VzcqIb4m3/lH/HFUXoGrqZa7wx2pat245UlTpKtz4r0IifFlHQEN2ffJONIBg3TGwLwWMPH7P4C6QiUX3zxBS4uLri4iOlOxo8fr/138U9gYCArV67k2Weftfpmc+fOZdasWSxZIu5e3b59O7NmzWLWrFlk3P/RjYiIoGXLljpbyENDQxkzZgwfffQRH3zwAYsWLeKxxx7j+vXrfPvttzr3cFTZ0kShUPBihxcBmD+hJc/672FV1Cq73+f3qFWkeWjI9hB3l7at2dZ0JTOJijKeIaKqV1UUgMoVLh7fbtU98ovyuZh08UGsQo2G27fF0Eh1gqzLlKNlxAhxuviPP0qcstSom9JCI2iMGvW+feGrr8RYg9ZSw6cGrgpXUAgMe+YOgV6B2rR31hr1K1dg+ETxB6JxoPkG3ZQe5tA5WNwZGHknkpMnxR3X9uT1H7ezo0ELXJv9TW6tv1Gg4KVOL9n3Jvexhx4SL3YU7YbQ8TeY2oRF4Sv1dWGbmHtkGQAKjZghwd7OoDE9XF1ctc7IjJ+ukGPlRm4pQLf0UuRd636gev/aNo0YzZghpqT7979Lniv+EmlqFq44xvQwFpLKp5UPjWY2ou5btmWTqhsk1le+Ko4dSc6btSODmiINO/vtRC2o8XLxIti3ZEQPQ9j6rEhp6c7eOUvO1Ryy4mwPXl6c9MPpXJ95nQKXAiLaRwDwVve37HoPR+HarVs3Xn/9dQRBYN68eTz++OOEFM+pi+ic+Pj40LlzZ0aNsj7K/H//+19u3HgQuXzTpk1s2iQGEh0/fjwBAQEG665YsYLPPvuMlStXkpaWRrt27dixYwePPlpyatNRZUuTCe0n8Mn+Tzh17yyn7p3lyM0jPBXcFx/fqmLuYxu5knqFYwnhKFAgIBASFGJzzLniDBpkPA5VgGcArko3CjWFbHG5QuuEBDCwRtMQZxLP8MiSR2hUpRFxb8XBpUvcdhWnjurWbWV12wGocT8A6L2SqYssHRk0pUV6fjpqQVy/YihEhK0oFUpq+9fmZsZNErLjqV+lHk2qNiElPoWraVdpX8uyUeGY5Bhe27QQmojGtKkFb/em9DCHTsGdADh+PZJu/9nLs69dZ8379nHW1l/YwMK05yGwiFovfMhtDQxsMpAGVcyLhWYp9tBDon+j/tTzr8etzFvgAQx8lxffeILu3avatOZUIjk3mb+ubwYFFJCLAgVtapi/5sscTOnRNLApZxLPsOHAOSb1GGHxiLlao+ZS8iUAWlUX7YTN4aju09jISgnp2S5QF5BVkKUd4TSFMT1MxRm0B/Wr1ycyNZLEHHEaXXKgrV1isnDLQv6pI641bly1sUVLz2x9VlpWb4mnqydZBVkMnzacOyF3ODfrnF2mjIs0RUz8ayJ96/fFZbALqepUgn2DGdrMhimdUkQ5ZMgQfv75Z+bOncvEiROZOXMmP//8s87np59+4quvvmL06NEozQkkZoDr168jCILeT8P7UT779u2LIAjMmDFDp66npydz5swhMTGR/Px8IiIiDHYMR5UtTYL9ghnSTFzf4O/hT3xWPN+81ErMXm8HFp4SF7Y2uz9da++3+zVr1pgsU8tXnL4IawTs3Wu8sB6ik8RRwJCg+y8vMTHEVxENS90qNgZHl6Yjkko6fJaODJrSQrqOv4c/Hq4l1/ecPQtxcdaloiuONrXU/SkSaYTFGqO+4/IOwvJ/gKa7gAc/EOZgTt8wRfNqzfF09aRImQ0TB7Iu69/EJNkee+73qN957o9nEZRFdPN8Dhc/ccR2UodJNl/bEPbQQ8JF6aJtq4+bD/gk0+y1j6hp/cynDj8dW4RaoYIUse+EBIXg425FYHcjmNKjpu/9L9PvC/7aY3kGo7i0OFRqFV6uXjQKbMStW7D3xP2sRf62jaIZw8fdBy9X8UXekqliY3oYGxnMjckl93Iu6jzbNkoUT0kHttkNVZGKd86/w8JB4u+PpevobH1WXJWutK0hzoAda36Mix4XWXRwkYlaptEIGl7c+iLbPLbxxYtfsLuHGK7thXYvWByEvqzQ8eyktXIy5QNpqlgKEDynTSY3fv8Ftm2z6bp5hXksOfYL8OCNskPNDjZd82HMSRvUukZrAKJqAnssXzd44d4F4MHbPSNHcvvJx4AHBsxqjDmD9zXLKshCVaQyeSlTWph6u+/VC5o0ETMc2II06jHr53j27YPmQc1pHtTc7BGK4uy6Iho7isTYaZY4g9amlCqOq9JVu8ZVmdwGwUXF6GWvWTT99jC/RPzChM0TRMPe4UW+GfsyNzKu4+fux5PNn7S5zYawhx7FkZxBKWXYaRYRkWh7TLJCdSH/OyraDb8ccbrN3i+RYFoP7Y5Ml0J2nDll8fUvJIl2o2X1ligVSjZtggWr7mct8rPNGbx1C6ZPF3NH68PSzWdgWI+cghzyisSZEH22I+ZfMUQ0jyBlh205vCW7Ef1XNPHz42ke1Jw6fnWoH2D5C/fRW0fJV+TjWWC53QD7PCvSrELbLNEp/OTgJ6Tnp1t9PUEQmPrXVFZGrcRF4cIvT/7C3hvi4MYL7UsvCLytKFesWIGlH5nS4YmQJ6jhU4P0/HTaVG9DvhtMexx48UXDYe7NYN2e70lV5NEgHW6liAupu9XpZp9G38ectEG96vcCIMkXkh61PAxMdLI4Mqh1BoH4+1MZNr/hG3EGq3hW0b7tmWPUTWlh7O0+Lw/tuihb9xlIDvLZK/Hs2gWfPfoZl968xKv3d6+bS25hLoduiDvAFZ6WLwK3NqXUw0h9tn31LlDoyfncfSw+s8RErZIIgsAXB77gzb/eREDgtc5v8OuIX1l9TgyzNbrVaLzcbF+aYQh76SHROLAx/Rr2Q0DQrpF6bedrZOcWcfmy9df9/cxGskiArFo0bSFuU7a33QDTemhnAoDrin2GEgUZRHqJbF1dfBk9dAjwt880cUqKGJHql1/0n7cmC4khPSTb4+Higa97yfBmBUniTla36m5m30sfkt24dfcWSRuT6BTcidvv3Ob3Ub9bfK1d0eJMgl+euNnMUmfQHs+K1GfdGrjRIKkBaYo0PtxpXWY1QRB4/ffX+eXkLyhQsPyp5WSoMijUFNKxVke7L6FwJK6WZhRRKBRMmDDBMa2R0cHNxY0X2r3Ad8e/o4ZPDRRJCta1EXgjIoXeL7wgTq1asdV+/uHvwQvGq0KYnXsZBQq61LYyJp8BpkyZYrJM8dHIvx8JxtKtSdI0cXFnUFr7YzdnUM+aQYVCQTXvatzJvkNSTpLJe5nSwtjIoOSLurmBkSW1ZqEdLfWPJyzM+tRSh24cokCjgoy6CP7iS4klRt2cvmEOWqNeKwbP9V+Q33sab+x8ky61O9ExuKPZ11GpVWw695f4jwPTaVN9OqqifNZfWA+I63cdib30KM6LHV8k7HoYqXmpBHoGEnU3iuYTfsL15DucPQuBgZZf88a+oRA2gyB/PxKDxawKoXXsP5NkSg+dHd1N/2Lv3s+YPNn86/du0Jv3erxHaN1QNBoxliQj7GM3JLORnAwaDSXSM1ozMmhIj+Ivkfqe5cIkcQrdvbptIbYkBznJL4nMY5kIBQIKD+tsx+772a4UbmJ9S6eJ7fGsSH02ShXF11e+5t/V/83C8wt5st2T2qVZ5iAIAm9ufZMFcQsAmJk+k3HtxtF9cXdAnCKuSCivXbuGJZ84R0YylSnBxPYTATEHrNS5/tvbBcLCDAZFNsqhQ6xfkMrUE9BiiHi9VtVbmR0WxFxWrTK9+7m4Ud8tTTuaSaYqU+v4tareClauJKtLWzJV4rZSW9/wjY0MgmWbSExpYSy/qHT76tVtjy6k1cQvnshISE8X/6kRNA92ZJvBnqv3p/Rvh4JCwNfdlxo+Ncyub07fMAfJqP9z7wzv9Z4Kl4dRKOTz1NqRXE+/bvZ1ivI9yV+yEzYvpy8zePllBdsvbydDlUH9gPragOaOwl56FGdUy1H4uvtyI+MGL3d6GaVCSb46l5s3YdIkLA7YnJkJP3wdAAen8+nIMdzJvoOLwsUip9tcTOkR7BuMp+v9XLZ1w9mxz7Lgx482eJQ5A+cwutVozp8XA04rAu5PE9voDEqR19RqSNPTLGtGBg3poc1nrsduaIo0FKWKi4ztNTKYEpCCJl9D5okHW/cL1AVmX+dO9h2i8sTdwBleYvQQS0M12eNZaVGtBb7uvuQU5tDuxXaMChc3xU7aNMmikDNLzy5l3j/zUAgKPjr8EdM+nUZMcgwn4k/gonDhubbP2dzW0kTZoEEDLP3IlB5ta7alfc32FGoKaVOjDR/3+pjVj4tvIsycCX/+af7Fiorg3/+mQQb8WO9lLnqL600c8Xb/2GOPmSzTsEpD7XrIXv5tYNcus69/MekiALX9alPFswrs30/8DTGTSoBHgN5pE4uoXx9eeOF+1OGSWLKJxJQW5owM2iMUnWTU3YLiEQRxeuyV7a8Q8HUAf1w0P/7I7qui496xobj5qElgE4tGGc3pG+bQtGpTAj0DUalVDHrhPHUjVuKW2YybmTf4O+5vo3X/jP2TD/Z+gCCIMd0vnw0i+N4E1qwBV1dYGbUSEIPjSn3UUdhLj+J4u3nzdEsxFlFqfiqRr0Sy+5NP8fAQlxwbWtOmD42gwc9PYNcu+Ne/oHZXMSh/u5rt7BqBQMKUHgqF4oEToRSISDb+f22MsDAAAUXA/WliG9cae3iA//0luPreI60JPG1ID2OB6otS7u82U4BbkI3O4P2XyGyPbPLc80gPS2ft+bXU+m8tJm2ZZPZ1/ooVR9+ba5qjUqhwUbjQIMAyf8Iez4qL0oWutcW4fzFNYpgmTKNxcmM0RQ9CfJlDn3196Hu+L+/vfJ8Pv/oQtyA3fo8Sp84HNR2k3SBZUTBo5aKjo/nrr7/466+/iI6OLs02yTyENCK4JWYLs/vPxmfiv+Ctt2D4cHjkEbOvk/HVDIiKEueIZs/mRLxo1B2x7ufixYsmy3i4elDPX4x43WLSe2JsPz1BnvVR07cmM/vO5PUuYvJxwsK4fd8I22VHYHAwrFgBX36p97QlRt2UFsayCNjVGbxv1AW/24Bw/4cQsguy+eeOeWnpMlWZZORnoFQoGTuiCmD5VI85fcMcFAqFtu9GpUSwd3sgMR8dYNETi5jS6cF0UkxyDEWaIlLzUtl8cTP9V/Rn2OphzDk2h8mz9rB6tbjaYt06qFVLTLMn/XCVxgJwe+nxMJLd2BC9gZCgELp0gQULAIWGGTPE7m0O807Oo8dvPcirtZ9ff4WTCaLdcMRLJJinR/ERpUFvmD+rkJKbwoHrB7SOVFgY4J2CRiluBKvtZ3sQc2OTCtZMExvSw5jdKLgnjti5VnVF4WLblIK/h7/25TrJL4m0sDT8Pfy5m3PXonSWh26K64y7dxSnUesH1MfNxTJH1V7PitR3I+IjaPdrO3a/u5sjrxwxGWLrwPUDZKoySdqSxK0Pb/H5xs+ZOmUq/l390Qga7UtkRZsiBj3O4NatW2nSpAlt27bliSee4IknnqBt27Y0bdqUbTbuYpWxjufbPo9SoeTYrWPaAMHqb79h2RdPUeRnXliHwquXeeTObJ56FhLnTEcTVJWTCScBCK1rf6NepUoVs8ppwxS0DobCQrNHBxtWachnfT7jk0c/EbfZ3rjB7Spid3ZkeAgJS6Z7TGlh7A3fESODRYo88EwnLOzBblBzjbq/hz+3/u8Wl9+8TGK2btwxczG3b5iDZNRPxJ+gRQtoVK02L3UW4w0KAlxKvkSLX1rg9h83gr4NYtT6Uey/th9XpSsDfN5h+X/ETUw//gi9xbS3rD2/FrWgpmvtrrSo1sJubTWEPfUoTt+GfanjV4f0/HR2Xt4JQM/hl6nxaWdoeIAXX4TNm41f4/iFeD7c+zEn4k9oY/NFJIjBdB1hN8A8PZoGinajVbVWjGo50uxrh10Po9/yfgxZNQSN5v7mET9xarCGTw29oZ0sxagzaMU0sSE9jNkN7XrBGvZJySnZjmT/ZDKPZ9ImQNwYEZMcQ36ReTkPfxvxGxH/itCGdrEmPZu9nhWp70YkROBZz5OmDZvSvJqY4lIQBFZFreLl7S+z8/JOjt48yuIzi+m7rC/9lvfjrRVvEf1sNGggeEowtV8RXyCO3DzCjYwb+Hv4OzT6gKPQcQb//PNPnr6f5uDLL79k8+bNbN68mS+//BJBEBg1ahS7LJjKk7EPwX7BDGg8AEA7DD1687NM3jaFWYdmib96775rNDzLz/d2cKEGHA3xwvP5CcQkx5CpysTL1cshO548PT3NKic5g+FdarK+NdaFzdkn5iOObyk6gTaHlZFQqcS8Urm5JU5Jb+PmTCuY0sLYG363bmIquhEjzGmwcbzcvAj0FHcOKKvEExAArauJb8Jn75w16xoFBfDppwruXmpC7P04Y5Y6g+b2DXOQjHr47XDtMY0Gvv5adO6OxEbh4fLgB755UHPe6f4OV6deZXr373BXePP55/DGGw+uueIfccistN7u7alHcVyULoxvJy5zkEYs/hf+P+65nMXzhbGo/a/y6aeG41deuarm8R9fJqcoixDvUF7p/ApFmiJOJYjhXBw1MmiOHpIj0bhqY4Y2G2r2Gsjjt44D4myIQgFHj8JrH9pniljCnJFBS6YjDelhbHmJRz0PGnzagOAp5mf3MIY0q5BePx3vFt5Uy6xGVa+qqAW1diOfKW5/e5vGUY1JyxEXU1pqN8B+z4o0o3D+3nmddJxJfySxvft2Xtn+Cr+e+ZUn1jxBr6W9eGn7Sxy8cRBXpSse/h64BLpQ7alqhCwI0S6RkezG6JaOjT7gKHScwf/85z+0a9eOqKgopk2bxogRIxgxYgTTpk0jKiqKtm3b8sUXX5RVWys10g/TyqiVCILAmFZjAJh5cCabFv0ffP89DB4ML70Ely+LDmJmJoSFcf7eeT4L+wyAr5/8mUCvQG1okNC6oQ4JinnNzKB4kkFY4HqWcaMg/e8d4gihEfLv7/S8lXFLPLBTHPW4HSIGo7XbyOAjj0C9emjnU4thyTSxKS2MveH36iWmorMhC6QOkjYbdsVz8CB0rN0WBQoSsxNNjlYUaYr4O6yQL7+EUaMg7v4otaVv+Ob2DXPoXrc7ChRcTrnM3ey7gBig+9tvxR/6byY8w4qWGSS9l0LSO+ls7n+J7wZ9R/2A+vTqBSdPiinEJC7cu8DpxNO4Kl1LbQG4PfV4GMlu7IzdSXJuMv8d+F861OpAvss9/P/dnwVrbuF6//FPTRUd6YICWLYM2r/7MTl1/oQiD34euAgXpQtnEs+QW5hLoGegdiTF3pijR/HAx2+8IeYEvmJGDOSjt44CYv53hQJatoT2vewbcPr77yEmRv9yY2vWDBrSw9hLpHczbxr9pxH13q1n9n2MIWnj+aknXf/pindTb22czzOJZ0zWV91REfdRHOeGniP2TixgnTNor2eltl9tGlZpiEbQcOyWGINTnavm2qfX8Ivw46u1XzHKYxTta7SnfkB9+lTvw6e9P+XaW9dYMHYBnQ50ouWalihdRRcqrzCv1KIPOAodZzAqKoqJEyfi41Ny6tHHx4dJkybZNY+mjPmMbDESHzcfrqZd5fjt4zzf9nle7/I6AgLjkhdy4I1hogO4eDE0by7GIQkIIG30Ezy1aji5hbkMaDyAyR3FGAwHbhwAoE+DPg5pb8+ePc0qJxl1T1dPilxgZ41MOHzYaJ3TCacZu3EsXX7tgpCXp81ecruG+NZoN2fQnCwkZhh1Y1oIgmDUqNsb7Ru+Rpwa8/Pw08Ztk4yiIXZe3snIYzWh/8c8MVzDtXTRMFtq1M3tG+ZQ1auqNqe29ILTtKnoCNavLzoIY0d7EFylKvVrBtCmjZjRRaJdO91d2tII2tBmQx2WGvBh7KnHw7Su0ZqOtTpSpCli3fl1eLt589e4v2hatSmZyhs8u687R24eAcTwpf7+4OldxORVH5LbUczPPvfxJQxsLwZ6PnD9ACDuyHXUxhpz9JDsRlxaHBG3T3Kn/s9s3Wq8Tl5hntZxeaTeg7XWUmYNe9mNpk0hJAT0/IxanL0IDOth7CXS3kijpokFiQ/aVU9s18EbB43W1QgaOi/pzH+f+C+FPQq5rroOWDdNbM9nRfrtk/q0i7cLHY90JKBHAG3Pt+XfH/2b/73xP1Z+upIZb8zgjfg3tH3Eu7k3Lp4PwrptjdlKVkEWDQIa0LtBb7u1sTTReZo9PT1JTU01WDg1NdVhUxoyxvFx9+HpVuIU/sp/xB+sH4f8yBMhT5BflM/AmntYtPZ9NP0fE4PSZWURWxV6TSziauZ1GlZpyNqn16JUKBEEgYPXxQfYUc6glHPaFA+HFtjcEli/3mid47fFqZ4edXugyMqCZ56Bjh25hRjyoFScQQvW/hjTIrsgWxueQZ9Rv3BBHOkqMD+Cg1GkDTvSqGpKCvRtIO7Q2xe3z2jdDRc2olKmgWs+jwyJR6VW4ap0pV6AZaMP5vYNc5H6cPEfpZYtITISPvlEfC8qKhIDeFepAgcN/HapNWpWnRNDV0xoV3pv9/bW42GKzyqAmAby7wl/07JaSxKyEuizrA9Pr3uaU2eKyMkBoelO6PUNAJ898h/eePR57bUkjR1lN8A8Per518NN6UaBuoDTnbrD0Kms3G581OhUwikKNYXU8q2FR15DRo6EJUvgZsZNoHTXGucU5pBXmGdWHUN6SFPNeoPVX80jNyYXdY5tqegktHYjU7Qb6lw1fWqIfeDvuL+NZv4Jvx3OhcILhLUJo/7g+tp179aMDNrzWdFnN9yC3OgQ1oGmPzfFo54HCKDJ0aD0VpJ5LNPQpXQ2jjg6+oCj0Gn1Y489xo8//sjx48dLFDxx4gQ//fQTAwYMKLXGyegiGfV1F9ahKhJ/iNePXs+YVmMo1BTyyqU5TH2npRjgKjqa6T+PIjqggNp+tdn27DaCvIMAcWolMTsRdxd3utft7pC2mps2qHGgmNldWoS8qynk7dxqNBCa5Az2rNcTatSApUvhzBltbLmGVRpa3/DiGAk8bcnIoDEtpPperl56c7yOGCGmoouIMKfBppFCOVzPuM7TT4vy1VcNY2CTgUYDj6uKVGy+KK7n9Ls1mrptRYPesEpDi5cZ2Dv9mj6jDlC1KsyaJQYAvn1bnLpLShI34uvjwPUD3M68TRXPKjwR8oRd22gMe+vxMM+1fQ6lQsmJ+BNcThFTkNQPqE/ESxG80O4FNIKGAk0B1666Eh0NcfsGUtuvNutGr2PmgE+111Fr1NpRxD4NHecMmqOHi9KFRoGNAGgVJI5a/lOw2ehUsTRF/Ei9R/jrLwVbtoi7q+1tN2Ji4PPPxU1JD+Pv4Y+bUtxBa+5UsSE9jK0ZvDrtKhEtIkhckljinDU0qHLfbqRf59rn1zgadJSGuxrSs15PJrSfgEptOC3n6ggxk88jlx7Bb7QfKXliejzJ9luCPZ8VqQ+fjD+pTd0IoPRQUvfNunS/3p2ed3vSNborvVJ7ETI/RO917mTf0cbJrUjp5x5GmVYsMuY333yDp6cnvXr1okePHkyaNIlJkybRo0cPevbsiaenJ998800ZNrdy069hP2r71SYtP40/Y8X4gl5uXqwdvZav+3+Nv4c/49qOE+cnWrZkXJcX6V2/N6deOqWdSoMHP5rd6nRz2EJXc9MG+bj7EOwrLnKu4V2DHHfYu/W7kqH77yMIgnYReI+6PbTH0/PTyVCJYWkkw2UzZowMpualUqQxsAL/Psa0MJaKrvit7bGbGB784F1Pv46/v+hz3z08jN3jdzOxw0SD9XZd2UWuOhMya/Nc7+7czBKdQUuDxoL9069JQaHP3zuvd2G+q6u4piwkxGC3AmBFlLgA/NnWz9plV6m52FuPh6nlW4tBTQYBDzagAfi6+7Ji5AouvH6Br/p/hZubOKLaqK4Xsf+O5ZnWz+hc5+yds2SqMgnwCNCuF3ME5uoh9b22te7v+G67mtWrDZeXlkE8Uu8R7T61J56wvzN4/boYx3Hp0pLnFAqFxVPF+vRQFam0Afb12Q5pN7GtAaclitsNt2puaPI1ZG/P5uiLR/l6wNcPgoA/hEbQsOHCBgCGFg4lsYronNb0qWlVogN7PiuNqjSirn9dCjWF2t+U4iiUCtxruOPT0gelh2HDsebcGtSCmtA6oTqpEisaylq1ajFy5Eg2btxInTp1iIqKYurUqaSlpbFu3TrWrVtHWloab731Fv/88w8NGzYs6zZXWlyULqKzx4MfLgClQsm0XtOIfyeeHvUeOEhDmg3h4KSDBPvp7igrjame1157zeyyklGXEoivuGJ4KkAa1XRVutI5yxfCw0EQtAa9hk8N+wXCNeIMVvWqigJxsVlKrvFE8Ma0MPZ2r1JBVpb49xrmJ/gwSnGjfj9wAGvXmtyzw9yI+eJfzj3P+HFKrqZZP9VjSd8wh+o+1bUpCQ/fML7e1BA5BTn8ES0G3i7tBeD21kMfxaeKNYLuqHur6q1KRBTQ9wxJdqNX/V64KC1Pg2ku5uohhZep5l0NF9yg9mmW7PwHQzOWX/X/inlD59Gj2jBtrP7hTxZpMxnZyxk0MqEgnrdwE4k+PaSXHheFixh0/yHsHVpGmlHIUGXgOsQVFJBxKIO868anundd2cU94R6+eb6MGDDigd2wYr0g2PdZUSgUBmcVLEGaIq6oG0cklKNHj2bfvn2MHTuWmjVr8uGHHzJs2DAuXrxIXl4eeXl5XLp0ie+//54a9vpFkrEa7e7AyztLOCEPZ91QKpQlMkNoBI12bVi/hv0c1s5FixaZXVZyBiUDcfTWUfIL8/QulNsQLb5lPtboMby//xl69IBPPrH/FDEYdQZdlC5U9aoqnjZh1I1pYWxkULqtq6u41s0eSPrcyrhF/8eLqFlT/NHatQsSshK0mzCKE5sSy75ru0FQUDvhNR55BJucQUv6hrn0bdAXKJYqz0I2X9pMTmEOTas2ddjSCUM4Qo+HebLFk/i5+3E9/TpHbx616hqStn0b9rVjy0pirh6SvUjITmB4MzGu242qS9GzygkQN9O81vU1Iv4KoagIOneGwAa3UQtq3F3c7ZYxonh+Yn2OqaUjg/r0KJ6KTt8aNXuPDPq4+2id2Dt+d6jyWBUA7q64S35RPsvOLtO7BvKHoz8AMPTsUOo+W9em9YJg/2dF6svW2o1zd88ReScSN6UbY1uPtWPLSh/lqlWruHfvHr///ju9e/dm1apVDBo0iDp16vDuu+9y5ozpbeMypUfx9HRrzq+xuP7phNPcyb6Dr7uvQ3c9jbAgMJ5kGLILsvnz+T+51nw+nl17wJw5JcpuviRGyX2myYgHG02GDXOMM9isGUyYACP1B7U116gb08KcVHTVqtmel1gi2C8YN6UbakHNvbx4bfiL/62NpM73dRj8++AS32fBKTH94ZCmQ9izrjFKJQ+MuhVv+Jb0DXMZFjIMgB2xO4wuZjfE0rPinN4L7V6wKLWePXCEHg/j7eat3YC27Owyi+tnF2QTdl0MsTSs2TB7Nq0E5upRPLzMy11fBMAr9Hdq1ze8fg3EsDkg5miW7EaDgAZ2W/gvOYOFhfoTKlk6MqhPD2MvkYJaoDDFvs4g6M4q1JokOs53lt2h95LeTN46ucTv0fl759l3Yx9KhZLp06fjXtPdppdIsP+zMqTpEEDMRCKFprIE6VkaFjJMuya/oqIE8PLy4rnnnmP79u3cuXOHefPm0axZM/73v//RtWtXWrRowaxZs4iLiyvr9soAUzqKqbYWnl5o8Q/fjss7ABjUZBDuLvaZQtBHhAU7Hoob9SHNhuCZng3//ANz54pzpcXYM34PS0YsYeQFDeTkiHEcevZ84AwGNLTXVxAXUC1fDh99pPe0uUbdmBaSUdcXxsTe6wVBHC0uvhh84v1lgoc2dKBD9S7kFeUxN0J3Xc7U0Kl81Osj3u35Dq1bi+s2r1gZcBos6xvm0q9hP7xcvbideduiFFkAl1Mus//afpQKJRPbG1436SgcoYc+JLux9sJaMvLNS/sosffqXgrUBTQObOzwrCzm6lHcbjze+HHq+tclKMCLfE/dXcXZBdkMXzOcZWeXcfJ0EZGRYsCF556z/3pBAE9P8L0/SaNvqtjSLCT69Cg+MvgwhamFcP9nwda8xMUp7gxWH1kdFz8X8q/lM9xzOCAGNC/+e1TTpyafP/o5L3d6mVY9xGUctk4T2/tZqeNfh07BnRAQtOvwzSW/KJ9l/ywD4MUOL9q1XWVBiVehwMBAXnnlFQ4ePMjNmzf5+uuv8fb25vPPP6dZs2YOjYklYx4vtH8BL1cvzt87bzI23MPsiBWdweEhwx3RNC316pkfbqS4UQdg7FgK6tXmYtEdWLVKp2ygVyCTW4+j6tf3t+pNmQIKhWNGBk1g7sigMS2MjQxKUZ6C7PzCWdyot20LoaFQVKig2b1pAMw9OVcnKn9cZAO+ePRL+jfuL7YrL1W7WceaHYGW9A1z8XLz4vEmjwMPXnjMZdFpceppaLOh9tt8ZAGO0EMfj9R7hNbVW5NbmKuzkcQcJE2Hhwx3+MipuXo0rNIQpUJJbmEuSblJbHt2G5ffvEyLai10pmf/iP6DHZd3MOvQLNxdXXjkETFoelCQY5xBEEfz4cEzXBxL8xPr08NoKrr7o4IuAS4o3ewX5qS43XDxcaHG8+Kysf5b+uPj5sO5e+fYG7dXW949yp3PunzG/Cfma4/ZOk3siGdF+i2UfhvN5Y/oP0jNS6Wefz2GNhtq93aVNkZ7Sp06dXj//fdZvnw5Tz75JIIgcOLEidJqm4wBqnhW4dk2YkqKBacXmF0vPjOeM4lnUKBgSLMhjmoeAEWGclzpQXpLvJtzl+yCbGIy4mjzrwIGvgC5n30IKSmk56c/WJPy669w9SrUrAn3Qw04zBnMzYX4eL07LMwdGTSmhbGA0y1aiIOS9so+IiGNnkqaffMN/PILLP9wJE0Cm5Cal8qAFQN4dcerrNh0l8ceE+OYZ9/3DyWnvY5fHat2o1vSNyzhiWZiOBhLnMH8onztFPErnV9xSLtM4Sg9HkahUGi/44LTC8yeVdAIGnbGill+SiPkjrl6uLu4Uz+gPiCOOHUM7oiXmxdnzkCXrgKRkeJGi2n7xJecSR0m0b69gsOHxdj84Di7EShmfaRYsA4tlk4T69PD2Euka4ArDT5tQN2p9o2bWNwZBGjwSQPqf1Kf0KWhTO4gJjMYu3EsXx3+ivX71/PPY/9wvN5xci7kAJBbmKvdrGNNFAJwzLMi9ek9V/egKjK+xKA40m/vS51ecuiGqtLCoDMojQq2b9+eDh06sHXrVnr27OnwMAgy5vFql1cBWH9hPYlZ5sWSktbbhdYNpYaPYzcDJelLzGmAKp5VCPISh7+upl6lQZUGFPh5czsAXu+WRMFbb/L6ztdpv6A94ae2gJQScfp07XyMw5zBunXFj54AZuZO9xjTwtgbfocO8OWX8IqdfRStUc+4DkCfPvD66+Dl6cLiEYup4lmFE/EnWHh6IW+sFBeAjx79YOrrUvIlAKvTkVnSNyxBMuoR8RHaQMKmWH1utfbtXlo/VNo4Sg99FJ9VkDIvmOLYrWPczbmLn7ufNoyPI7FEjxKzCsC3cwTO1HiLgd+/xTMbnuVuzl1aBrXine7vAeL6W6kvO8purFolxhvs27fkOUs3kOjTw9iaQY9gDxr9pxGNZjYyv8Fm8LAz6FnPk8azGuMa4MrMfjPpUbcH6fnpfLz/Y2Zvn40mX4N/V3+8W4k702NTYhEQCPQMtDq7jyOelU7BnQj2DSa7INvsjSSRiZEcuXkEF4ULUzpNsXubygIdZzA5OZl58+bRq1cvGjVqxMcff0xhYSEzZ84kLi6OI0eOlEoYBBnTdK3dlR51e1CgLuDHE3qim+rht8jfAHi+zfMmStpOmzZtTBcqRnGj7unqyf+G/IgCBcs7QNUGa1lzfg1X067i5uUrjgi2agX/+hfgoBiDEkZe8c2d7jGmRWmmopN42KgXp31AX0bejaSD72B844eTfepJQkIe+N8AMSkxALQIsm7tmKV9w1yC/YLp27AvAoJZmyQ0goZvj4op16aGTi2zt3tH6aGPKp5VtKM43xw1L2asZDdGtxrt0HXGEpboIYWXKe4MPjftCIT+THLTnwi7/jcuuOL510refNWzRCx7RzmDLVuKcS299AycWzoyqE8PYyODjsKY3QhwC+DX2F8ZW2UsrbNa0/1kdxQ+CkJ+DdEuK9DajWotrF5q4IhnRalQamfalpxdYlYd6dkZ22Ystf1q271NZYEyJyeH33//naFDh1KnTh3efPNNrl27xttvv82pU6eIjo7mk08+keMLljMUCgXTHhGnP+afmm9yQfiZxDOcvXMWDxcPxrUb5/D27d2713ShYjz8hv9Ui6fY+uxWfPEgxx28BTe+G/gdnVsPgL//ht27xVXg4JgYgxLGnEEzjboxLYyNDF6/Ls6G5+aWOGUThoy6RiMG4V36Q0POvvcX2b9uI1jdgzVrdH/UbB0ZtLRvWMK/OoovCEsil5SIp/cw22K2EZMSQ4BHAC93ftlhbTKFI/XQx7s930WpULL76m7O3jlrtGymKpP1F8Rd+//q9K9SaJ1leugbGXyyQ2/ea7IclxsD4PS/UC/dR+Sfndi0SXyeJIo09o8xaA6Wjgzq08PYS2TB3QJyY3IpTDcRPNRCiscaTM9P1zl35a0rJH2TxKtvv8rc7+Yy7sw4Wi1vhVfDB4ZDshu2bEBy1LMiba7acXkHd7LvGC17NfWqNsTZBz0/cEh7ygJljRo1mDhxIkePHuX5559nz5493Lp1i++++45OnTqVdftkjDC8+XBaVmtJpiqzxA7Qh1l8RlwkM6rlKG18PEcycaJluzKlBcXSbjMQv9/5t2LY130+KR+m8nb3t8UTNWqIU7f3uZYm7h6UjJVdMWdk0IRRN6RFXmEeOYU5OtcqzjvviJully+3pMGmKR5rsHj2FKVSzJwwbBi0aQPjxombuh82A8Xf8K3B0r5hCaNajiLAI4AbGTf4O+5vg+U0gobZh2cD8EbXN/D38HdYm0zhSD300TiwsTYm2qxDs4yWXXt+LbmFubSo1kIn448jsUQPab1xcbsBMGf8BC5/upfh/Eq7gD6MGgVhYWK0KInbmfaPMShx+DB89hnoS6UrvfhlqDK0ecmNoU8PYy+RCYsSiGgRQdwH9o3+UTzWoGRzJeq8WYfqY6vj28GXwIGBdD7dmepP67ZNshvNg6x7iQTHPSuta7Sme93uFGmKWPHPCqNlvz7yNRpBw5CmQ2hfy3GZeEob5YABA1izZg13795l6dKlDBgwAKWxnE0y5QalQsknvT8B4OujX5OQlaC3XFJOknb3oPQG5Gh+/fVXi8rre8MHcdq3/6BX8fT01VdNp4614QqMYoeRQUNaSPXclG4EeASUOC/dUmqCvQj2C8bT1RO1oOZG+g2dc489Bjt2wLlz8PvvJcPaFGmKiE2JBaw36pb2DUvwcvNifDsxeOIP4T8YLLfyn5WcSjiFr7svU0OnOqw95uBIPQzxUa+PUCqU/HHxDw5e1599Qa1R89OJnwBxxLW04i9aoodkN2JTYktsiGncGLZtE19o/vgDOnbUrSvZjUZVGtktxqDEkSNiXuwdevYyBXoFau+nL33iw+jTw9jIYFGa+ILnGmhZznBzkKIHPOx8+7T0ofXa1nSJ7EL73e3xaVkyz7o9RgYd+axIswrzTs4jvyhfb5nIxEjtsgnpt9dZUG7dupVnnnkGT0/9uQXtiUqlYtq0adSuXRsvLy9CQ0PNHvY9ffo0gwcPxt/fHz8/PwYOHMjZs2dLlJs0aRIKhcLgJz4+Xlv2wIEDBsuFh4fb62s7lOfaPkePuj3ILsjW7pp7mOkHppNVkEWn4E70a+S4rCPFsTShuCFn0Bwup1wGIKSqA/JCmjEymJKbYnRK0pAW0g9BNe9qen9oHeUMKhVKmlUVh0gk7czlevp1CjWFeLl6US/AujAP9kw2r4+poVNxVbry15W/2Hu1pH3JVGVqn5XPHv2Mmr41HdoeUzhaD320rdlWu7N46q6pevNrL4lcwoWkCwR6BjK54+RSa5slekjOSYYqg9Q8PXFcjKC1Gw7IJ2tsN7FSodRumDNnqvhhPYo0RaTliRfWNzLoSGdQ0spSuyEIAjHJ90cGrVxeAo59Vp5t8yy1/WpzI+MGP5/4ucR5QRD491//RkDguTbP8Uj9RxzWlrKgVIcAJ02axPfff8+4ceP48ccfcXFxYejQoRw5csRovTNnztCrVy/i4uKYPn06n3/+ObGxsfTp04eYmBidsq+88gorV67U+axYsQJvb29atWpFnTp1Slx/6tSpJeo0bWrd1vfSRqlQ8tOQn1Cg4Peo31lzrmQU+IWnFwLww6Af7P4GbAhLd51LzuDtzNsG38oMcTnVcUbdmFWXdsSpBbXWOOvDkBb3csSItIY2jzjKGQRoFmSdMyi93YcEhVjdlxwdkSAkKIQ3ur4BwLt73qVQ/WDtlEbQ8NL2l7ibc5dmVZvxVuhbDm2LOZRVhIb/9PsPgZ6BRN2N4pO/dUc5MvIz+DTsUwCm95leKktLJCzRw9vNW7uA/+HRKlOUlTMIlsUafFiPlNwUBAQUKPRmvShMu599JNB+AaclrHUG47PiySnMwVXpanWMQXDss+Lj7sOXj30JwKzDs0pkJPn6yNccvXUUbzdvvn38W4e1o6yw/6uDASIiIli7di1z5szhvffELf4TJkygTZs2fPDBBxw7Zjh48meffYaXlxfHjx8n6H4E3vHjxxMSEsLHH3/MH3/8oS3bo0cPevTQXdty5MgRcnNzGTdO/8aJ3r17M3r0aFu/YpnRpXYX3u/5Pt8e+5ZJWycR4BnA0GZDuZJ6haGrhqIRNIxqOapUwkJIjB1rWZ7Gat7V8HP3I6sgi2tp12hZvaXZdR1p1OnWTcxb1a1biVPuLu4EeASQocogKTfJYDoiQ1pIzmBNH/0jU450BqVRVGudQVumeiztG9bweZ/PWfHPCs7dO8fYjWNZO3otAB/u+5D1F9bjpnRj8YjFeLh6OLwtpigNPfQR5B3EvGHzeO6P5/j22LfU9K3J293fJkuVxZBVQ7iXc4+QoBBe7/p6qbbLUj2aVm1KQlYCV1Kv0K1OyefUEGXqDFqQheRhPSS7EeQdhKuy5E94eRwZlOxG48DGuLlY76Q6+ll5of0L/BTxE2cSzzDo90HsfWEv1byr8Vvkb3y8/2MAvhv4HXX97RvDsTxQaiODGzduxMXFhZdffrBrz9PTkylTpnD8+HFu3bplsO7hw4cZMGCA1hEECA4Opk+fPuzYsYNsKRquAVavXo1CoeD55w2HVMnKyiq14K+O4KsBXzGq5SgK1AUMWz2MNvPa0H5Be25l3qJ5UHPmDind0Ye//za8eF8fCoXCqqniLFWWdveXNNplV0aNgqVLxdxVejBnE4khLaQ3T30xH4uKICtL/LtDnEHJqKdaZtS1Uz02LAK3tG9YQ1WvqqwatQoPFw82X9pMw/81pMlPTbTrCH8d/mupvhwZozT0MMSzbZ7li75i3KB397xLyM8hNPmpCcdvHyfQM5DVo1bb9ONtDZbqoS+8jDnEpoprX8v7yODDetzNMWw3oHScQUk7c5Hshq2pDB39rCgVSn4f+Ts1fWryz91/CJkbQotfWvDS9pcA+L/u/6eN8etslJozGBkZSUhICP7+urv2ut0fcdG3/k9CpVLhpSdgk7e3NwUFBZw/f95g3cLCQtavX0/Pnj0NhseZPHky/v7+eHp60q9fP06dOmX0u6hUKjIzM7UfU85oaSB14je6voGr0pULSRfILcylY62OHJx0kGC/4FJtT6tWrSyuIzmDlrx1Skaphk8NqnhWsfietmLOJhJDWhgbGUxPf/D3KlWsbp5BrH3Dv5h8EbBt3Y81fcMahjQbwvbntuPv4U9idiK3M29Ty7cWS59cysQOpZ+D2BClpYchPnv0M74Z8A3+Hv5cTbtKSl4Kwb7B7J+4n861O5d6eyzVwxq7UaAu0O6IdaQzqC8dHVg2MviwHqZmFBzpDEpaJ+cmW7RGU2s3bHiJhNJ5VlpWb8nBSQdpWKUh6fnpXE65jI+bD58/+jlzHp/j8PuXFaXmDCYmJhIcXNIhkY4lJOjfCQvQvHlzwsPDUavV2mMFBQXa1HjFN4U8zO7du0lJSdE7Rezu7s7TTz/Njz/+yNatW5k1axbnzp2jd+/eREZGGrzmV199RUBAgPbTp08f7XdcuHAhKpVKu7Zh7ty53L17l/Xr1xMVFcWhQ4fYvXs3sbGxLFu2jKysLJ2y6enprFy5kkuXLrFv3z7CwsI4f/48q1evJiUlRadsXl4eixcvJi4ujp07d3Im4gyTa07mxyY/sqD/Aj4K+IiTL51kw7INqNVq5s+fT3x8PJs3b+bUqVOEh4ezfft2rl27xqJFi0q0OykpibVr1xIVFcXBgwfZvXs3MTExLF++vES7MzMzWbFiBTExMezZs4eDBw9y7tw51qxZQ3Jysk7Z/Px8Fi9ezLVr19ixYwfHjh3j1KlTKJPF7rjh0AY0Gg1z585Fo9Hwyy+/kJCQwKZNmzh16hTHjh1jx44dXLt2jQUbxJRAvipf7fWTk5NZs2YN586dIywsjD179hATE8OKFSvIzMzUaUtWVhbLly8nJiaG3bt3c/DgQaKioli7di1JSUnM/flnyM3lt6++QqVSsWjRIq5du8b27dsJDw/HrVAcNYmNj2X+/Pmo1Wqd6yckJLB9+3ZOnz7N0aNH2blzJ3FxcSxevJiETLHP1/Stydy5c0lJSWH16tWcP3+e48cP8+yz13jhhVTWrFlJenp6iXYvW7aM2NhYdu/ezaFDh4iKimL9+vXcvXtXp6xKpWLhwoXcuHGDbdu2ER4eTs5NMaTNrYxb/DT/J4qKinTqJCYmsnHjRiIjIzly5Ah//vknV65c4cztMwCc//u8tmxqaiqrV68mOjqa/fv38/fffxMdHc2qVatIS0vTuW52djbr1q0jNjaWXbt2cfjwYc6ePcuGDRtKtLuwsJCFCxdy8+ZNtm7dSkREBBEREWzdupWbN2+ycOFCCgsLSzxrGzZs4OzZsxw+fBh1rJqDIw7yYY0PWTViFe+7v8+kDpOYO3cuaWlprFq1iujoaP7++2/2799PdHQ0q1evJjU1Vee6OTk5LFmyhKtXr/Lnn39y5MgRIiMj2bhxI4mJiTpli4qKWLBgAbdv32bLli2cPHmS8PBwtm3bxo0bN0rYiBUrVpSajTh69CinT59m48aNJCQkMHfuXBQKBd6R3lx58wr/8v8X20ds54eGP1B0u8ihNiIsLEyvjVixYoVBG7Fp0yYSEhL45ZdftDaiVXXRQTgTf0avjVi8eDH5+fk6bTkTdwa1oMbLxYtLJy/ZZiMeetYWLVpEZqa4Sz8nB8LDT7N582bi4+O1NuLaBdERDYsIIyEhgY0bN+q1EXl5eaxYsUJ7/ZSUFP469Jf4Q5QD+/bt49KlS6xc+cBG1H61Nim9UyiqUmSTjTh58iRbtmzh9u3bLFiwgKKiIpYtWqZdo3n88vESNuLq1assWbKEnJwcnetHxou/p0FFQWbZiKVLl+q1EXFxcXa3Ebt27SI2NpalS5eSnZ3N3LlzaV6tOW8p32L/s/v5d61/8+fgP3lU8ygHDxwsExuhz48wtrTOKoRSonHjxsKQIUNKHL969aoACD/88IPBuvPnzxcAYeLEicKFCxeEc+fOCWPHjhXc3NwEQFi5cqXBus8995zg5uYmJCcnm9XO2NhYwcvLSxg0aJDBMvn5+UJGRob2c/DgQQEQTp8+bdY9KgO7du2yuM7mi5sFZiB0XNDR7DpfHPhCYAbC5C2TLb6fWZw+LQggCLVr6z09ZesUgRkI/zn4H4OXMKTFwJUDBWYgLI1cao+WWoRGoxGqfF1FYAbCubvnzKpzLe2awAwEt5luQkFRgdX3tqZvODOyHrpYqsf1tOvafqkqUplVZ9ulbQIzEDos6GBNE02iVgtCeLggxMSIf3+Yn0/8LDADYdS6USav9bAe0/ZOE5iBMPXPqfZqrkX0XdZXYAbCirMrzCpf3Nb8c+cfm+4tPysPOH36tF39jlIbGfTy8kKlKpkEOj8/X3veEK+++ioff/wxq1evpnXr1rRt25arV6/ywQdi9G9fX/0x6LKzs9m6dSuDBg3SWW9ojKZNm/Lkk08SFhamMxJZHA8PD/z9/bUfQ/evzFiTsaZdzXYAXEi6oDfUhT4cue4HeDBHa2DxjznTPYa0MDXd40gUCoXFU8VRd6MAaFW9lU3ryORsRrrIeuhiqR71A+rj7+FPoaZQuzbNFI62G0olhIaKKen0he21ZJr4YT20dqOMQiJJm8/MXTd4K/MW6fnpuCpdbV4zKD8rjqPUnMHg4GASExNLHJeO1a5tPL/f7NmzuXv3LocPHyYqKoqTJ0+iuZ9oMiRE/wO9ZcsWo7uIDVGvXj0KCgrIycmxqJ7MA6yJ09iwSkN83X0pUBeY7aA4dCcxPFj8k5cHel5mzFkIbkgLYxtI0tLE1FkZxrMM2oS1zqDktFtLRYnhWVrIeuhiqR4KhULbJ6U+agqHxiY1A0s2kDysh7SBRN9LpDpPTW5MLgXJpjObWIu1dqNltZY257aWnxXHUWrOYIcOHbh8+TKZmZk6x6V1fx06dDB5jcDAQHr16kXbtm0Bcb1E3bp1adFC/9vGqlWr8PX1ZcSIERa1NS4uDk9PT3nEzwZGjRplcR2lQknbGuL/7T93/jFZXigWyFQKomx3AgJACghtZRYSfVpoBI22jr43/LVrxVR0kyZZ0WYzkX4IpbAPprCXM2hN33BmZD10sUaPdjXEPvnPXdN2Ax70eYdEILjPqlViSrro6JLnLBkZfFgPaWRQ30tk9tlsIlpEcKbrGStabB6SM1jadgPkZ8WRlJozOHr0aNRqNYsWLdIeU6lULF26lNDQUOrVE7MZ5ObmcunSJZKTjafpWbduHSdPnuTtt9/Wmz4vKSmJffv2MXLkSLy9vfVeIymp5IP4zz//sG3bNgYOHCin5bOB5VYm1LXkDf9Gxg0yVBm4Kd1s2t1qFKVSdAjB6vzE+rRIy0vTToUbGhkEx4SVkWhb877jbeYPqL2MurV9w1mR9dDFGj0ssRuCIGj7vD0cFEP89puYku4fPY+XZDdS81JRa/QvR5J4WA9pRkHfS6QjdxJLSHYjOinarNzK9nQG5WfFcZRa0OnQ0FDGjBnDRx99xL1792jatCnLly/n+vXr/Pbbb9pyERER9OvXj+nTpzNjxgwADh06xMyZMxk4cCBBQUGEh4ezdOlSBg8ezFtv6c8gsG7dOoqKioxOEY8dOxYvLy969uxJjRo1iI6OZtGiRXh7e/P111/b9ftXNqxNG9S+ppj4O+qeaaMemSjuUGtTo43N0w9GCQwUY71YOTKoTwvp7b6KZxW9bZduVdWBiR861OoAwIV7FyhQFxjVMLcwV7tGyFajXhbp18ozsh66WKNH+1r37YaZL5Hp+em4Kd20O5EdgbFYg1I6OgGBlLwUgzEDQVcPQRCMrjXWOoNVHffT3iCgAVU8q5Cen87FpIta7Q1hT2dQflYcR6kOfa1YsYK3336blStXMnXqVAoLC9mxYwePPmo8+GudOnVwcXFhzpw5vPHGGxw5coRZs2axdetWXF31d/pVq1ZRo0YNBgwYYPC6Tz31FMnJyXz//fe8/vrrrFu3jlGjRnHq1ClatjQ/A4ZMSaxNG2TJG/7ZO2eBB06Nw5A8MhMjg4Ig6K2uTwtj636K38qRI4OSUS/UFBKdpGcuqxgX7l1AI2io4VODWr61bLpvWaVfK6/IeuhijR5tarQBIDE70eTUq2Q3Wtdo7dCXSGPOoJuLG4GeYgFT7S2uR6YqE5VaXLusz4F0ZCo6CYVCobW5kXcMh2ADyC/KJyZFXMpjD2dQflYcR6mNDIKYcWTOnDnMmWM4cGPfvn1L/Kg2adKE3bt3W3Sv48ePmywzdepUpk6datF1ZcxjwoQJVtWTpiBuZ97mbvZdozvmzt49C5SCMzhsGLRtC7VKOkHSyGChppBMVSYBngElyujTwtjmESgdZ1Ay6geuH+DsnbNGdTyTKK5BsodBt7ZvOCuyHrpYo4evuy9NqzblSuoVMZVY00EGy5bWS6Q5WUjS8tNMbiIprof0Eunn7oeXW8kIHKUxTQzQoeYDu2GMqLtRaAQNQV5BBPvanvhAflYch7woTsYhbNmyxap6/h7+tK7eGoDjt4079NI0ccdaHa26l9l88YWYkq5zyWwMXm5e+Lj5AIanivVpYSo8hJS5wJHOIIhGHTBp1I/eOgpAj7o9jJYzB2v7hrMi66GLtXp0r9sdgGO3jAfjlUazHG037JWFpLgepuxGaTmDHYNF7UzajZv37Ua9HiikjXg2ID8rjkN2BmUcQmhoqNV1H6n3CPDAkOgjJTeFW5liPmtHLgI3B1ObSPRpUR6miQGzp3ukH1jp/8YWbOkbzoishy7W6iH1zWO3jTuD5WlkEEyHlymuh6kZhVIbGbyv3dk7Zw0uj4EH/xf2sBsgPyuORHYGZRzCjRs3rK7bs15PwLhRl3YDNg5srHdq1q4IAuTmQlaW3tOmNpHo08JYeAiAcePg1VehSRNrGmw+xd/wDRn1u9l3uZp2FQUK7eiLLdjSN5wRWQ9drNVDshvht8MNBq1PzUvlZsZN4MFmNUdh0hk0c2SwuB6mAtUHPh5I7Tdq49/V38LWWoYUMzBDlcH19Ot6ywiCoH2hl/5vbEV+VhyH7AzKOAQ3N+sXMD9SX3yLPJVwivyifL1lSm2KGOCbb8DHBwzsXDc1MqhPC1Mjg++/D/PnQzPHhUEDoEW1Fri7uJOpyiQuLU5vGWlUsE2NNnZxvG3pG86IrIcu1urRunpr/D38yS7I5vy983rLSKOCpfESOWAAnDghrjDRhzmRCEBXD1N2o+bzNQmZG0Jgf8dOKbi5uGk37UjriR/mRsYNErMTcVW60rV2V/vcV35WHIbsDMo4hGrVqlldt0lgE2r41KBAXWDQ0By8cRCAbnW6WX0fs/HzE/98KGC6hCmjrk8LUyODpYW7i7vWoT5045DeMpIzaK+3e1v6hjMi66GLtXq4KF1Mrhs8eL307Ea1atCtGzRqpP+8udPExfUoL3YDoFttUUNTdqNTcCe9m12sQX5WHIfsDMo4hPPn9b+Zm4NCodA6HvrWDRaoCwi7HgbA440ft/o+ZiMFnTbgDEqGWVrP8zD6tLiTfQfQvxBcrYa4OEhOFmeoHY2k4Z64PXrPS5tH7OUM2tI3nBFZD11s0aNn3ft245b+9cZSHy8Vu2ECU3ZDorgexuwGQP6NfAruFSCoHW84Hm9iwm5IU8R17WM3QH5WHInsDMo4hMcft83Y9q7fG4DdV0uGFAq/HU52QTbVvaubDHhqF/zvr78xkCi4tp+YVzshO0Hv+Ye1EASBhCyxbB2/OiXK370rrhWsWUp56Ac2GQjAvrh9aASNzrmU3BROJpwEoFf9Xna5n619w9mQ9dDFFj16NxDtxt6re0usG0zLSyMiPkK8Ryk4gzk58N13cD93Qgm0diNLv92QKK5HfFY8oN9uAJzudppjNY+RE51jeYMt5LFGj6FUKLmUfEm7DlNCEASt7baX3QD5WXEksjMo4xDWrl1rU/2nWjwFQNj1sBJr8fZcvf923+RxlIpS6MKSM2hgZFAyzPGZ8XrPP6xFcm6yNo1TsF/J2FvSbfz9H6RFdiTd63bH192X5NzkEqEitlzaQpGmiPY129M4sLFd7mdr33A2ZD10sUWP3vV7U9WrKkm5SSWmL/df249G0NCyWkvqBdSztZkmKSyE994TI1OpVCXPa+1GVrzRHbnF9ZBsTB1//c6gOlNMbefq7/gQwlU8qxBaR9zdu/fqXp1zkXciuZp2FS9XL6MxHy1FflYch+wMyjgEW9MGNQ5sTOfgzmgEDZsubtI5tzdONDwDGw+06R5mY8IZNPWG/7AWUrnq3tX1ZkCQbhPg4E3SEm4ubjzW6DHggaMtsSF6AwBjWo2x2/3klFK6yHroYosebi5ujGwxEoANFzbonNPajSalYzekpcag33RIdiO3MJdMlX7bAg/0UGvU2mliqW5xNAUaNPniyL6Lv4u1zbYISUtJWwlJ+6HNhuLr7mu3+8nPiuOQnUEZh2CPtEHPtH4GeOCQgPhmfDJenLYc0NhwqkG7Ympk8P5bekJWgt43/Ie10E71GHi7Lz4yWFpI02bbYrZpj6XkprAvbh8AY1rbzxmUU0rpIuuhi616SHbjj4t/aKeKC9WF7IzdCZTeekEXF/C97wfpW2Hi4+5DgIf4xifZBH1IetzLuYdaUKNUKPXuJlZnqbV/L42RQSi23vjqHnILcwFxinh99Hrgwf+FvZCfFcchO4MyDuFf//qXzdeQRqPCrodp16R8feRrBAR61+9t0JmyO0FBMHIkjB6td0eHlGZJpVaRmlcy3cDDWhhbLwgPfjhK0xkc2WIk7i7uHL99nP3X9gOw9vxa1IKaDrU6EBIUYrd72aNvOBOyHrrYqke/hv0I8goiKTeJ3VfEdWsr/lnB7czbVPeuTr9G/ezRTLMw8R6p8yJpCEkPyWGs5VsLF2XJkb+iDNHxVfooUbiUwvoSILRuKA2rNCQtP435J+cDYuaouLQ4vFy9GNZsmF3vJz8rjkN2BmUcwu+//27zNRoFNqJPgz5oBA1Ttk3hZsZNFp1ZBMAXfb+w+fpmExgImzaJAcP0LOLzcPWgmrcY8kDfG/7DWkjrfvRN9UDpTxOD+KP0SudXAPg87HNuZtzkk/2fADCx/US73ssefcOZkPXQxVY93FzceKHdCwC88ecbJOcm859D/wHgw14f4u3mbXMbzcVEIAKtDTC03hge6KFdL2jgJbIo8372kVIaFQRwVbry2aOfAfDN0W9Izk3mpe0vAeKooI+7j13vJz8rjkN2BmUcQv/+/e1ynYVPLMTL1Yt9cftoO78tBeoC+jbsW6pv9+ZgbBPJw1qY2hFYFtPEIP5Qerp6cvTWUdrOb0uGKoPudbvzZjf7rtOxV99wFmQ9dLGHHjP7zaRRlUbcyLhBk5+acCPjBrV8a/Fal9fs0ELzMTkyWGwTiSEkPbQzCiY2j5TWekGJF9q9QJPAJiTlJtHkpyZEJ0VT06cm/x34X7vfS35WHIfsDMo4hAsXLtjlOs2rNee7gd8BkKnKJMgrSPvvUkVKSVekP82VsU0kD2thyqi3aQOvvSZmMChNavvV5qv+XwGi1j5uPqwcuRJXpX1HGuzVN5wFWQ9d7KGHn4cfK0auQKlQkqnKxE3pxo+Df7Rb8GNzMdcZNDZNLOkhOYy1ffXPKLjVcKP2G7WpMbZ0A1K7ubjx85Cf8XL10m6EWfLkEu1siT2RnxXHUXrjyTKViqpVq9rtWq92eZUmVZvg7eZN19pd8XD1sNu1zaZlS4iJgaNHoWfJIKrG3vAf1kJr1A1ME/fvL37Kgre7v834duMJvx1O48DGNK3a1O73sGffcAZkPXSxlx696vcifEo4qXmp9KjXA3+PUh5qB+bMgfx8w2kltdPERkYGJT1MbTzzaeFDyFz7re21hCHNhnDv/XuE3w7Hy9VLm1LU3sjPiuOQnUEZh+DuXjJkirUoFIpSCwdhEO/764xM7CjWN038sBam1v6UNdW8q/FEyBMOu749+4YzIOuhiz316FrHPjlxraW9iZj4xuyGhKSHNHpo6CWyrPF193V4hAf5WXEc8jSxjEO4efOm6UIVCXNjDerJQlJciwJ1gTYXqaE3/KQkSEkxOCNd4XG6vmEjsh66VCY9zJkmlvQw9RJZmF5Iwb0CNCqN3vPOQGXqG6WN7AzKOITu3buXdRPsiw1ZSIprkZiVCIC7iztBXkF6rzVxopjk3lk3zjld37ARWQ9dnEmP06fFlHQ7dug/L71E3sm+g1qj1ltG0sPUNPGtb29xrOYxrn5w1cZWl1+cqW+UN2RnUMYhbN68uaybYF9MxIgwtvanuBbF1wsqDOSaK6vdxKWF0/UNG5H10MWZ9DhwQExJZyiLWk3fmigVStSCmrs5d/WW2bx5M7mFuaTnpwOGp4nLIrRMaeNMfaO8ITuDMg7htddKN4SDwzEzC8m9nHsUqgt1zhXXwlTA6eK3cFZn0On6ho3IeujiTHqY2k3sqnSllm8twPBU8WuvvaY95+3mrc1a8jBlFVqmNHGmvlHekJ1BGYcwb968sm6CfZGsur68UoibLtyUbkDJ0cHiWtzOvA0YXwReFhlIShOn6xs2IuuhizPpYcoZhAcvhrcybuk9P2/ePK3dqONXx+CMQmUYGXSmvlHekJ1BGYfw+uuvl3UT7Eu7dvDUU9C6td7TSoWShlUaAhCXFqdzrrgWV1PF9TyNAxsbvJWzjww6Xd+wEVkPXZxJD1MZSEDMtAQl7YbE66+/rrUbUll9VIaRQWfqG+UN2RmUcQjz588v6ybYl+eeg82bwUhuzCZVmwAPHD6J4lpcTRPPNQlsovcaglA26ehKE6frGzYi66GLM+lhzsigZAsk2/Aw8+fPN2k3oNjIYIDzjgw6U98ob8jOoIxDGDlyZFk3odQxZNSLa6E16lX1G/WcHNDcjwzhrCODlbFvGEPWQxdn0sPE6hLAtDM4cuRIs5xBdYbzjww6U98ob5SqM6hSqZg2bRq1a9fGy8uL0NBQ9u7da1bd06dPM3jwYPz9/fHz82PgwIGcPXu2RLkDBw6gUCj0fsLDw+3aJhnD6NO6wiMIUFBg8LQhoy5podaouZZ2Taesvlu8+io8//yDONfOhlP2DRuQ9dDFmfQwa2TQwIyCRHh4uPacoZdIgOqjq1NzfE086pRBhqZSwpn6RnmjVMeTJ02axMaNG3n77bdp1qwZy5YtY+jQoYSFhdGrVy+D9c6cOUOvXr2oV68e06dPR6PRMG/ePPr06UNERATNmzcvUWfq1Kl07aobfb5p05Kptaxtk4xx6tevX9ZNsC9HjsBjj0HTphAdrbeIIaMuaXE78zaFmkLclG7U9a+r9xp+fuDsMyFO1zdsRNZDF2fSo2ZN2L1bdAoFAfTt/ZBeDG9k3KBIU1QiF3j9+vW5Gmt6ZLDxV4bXITsLztQ3yhul5gxGRESwdu1a5syZw3vvvQfAhAkTaNOmDR988AHHjh0zWPezzz7Dy8uL48ePExQkBuodP348ISEhfPzxx/zxxx8l6vTu3ZvRo0c7rE0yxikwMoJWIfH2hsJCo6/4xUcGBUHQ7vqTtJBGDBsFNsJF6bxTOaZwur5hI7IeujiTHh4eMNBEJs06/nXwcPFApVZxM+Nmic1lyTnJ2hiDxjaeVQacqW+UN0ptmnjjxo24uLjw8ssva495enoyZcoUjh8/zq1b+rfVAxw+fJgBAwZoHUGA4OBg+vTpw44dO8jOztZbLysriyIjOb1saZOMcVJTU8u6CfbFjMU/kqHOVGWSkpeiPS5poZ3qMfJ2n58PqanOm4oOnLBv2Iishy6VTQ+lQqndJaxvqjj6jjgTUcu3Fj7uPnqvIagFCpKcOxUdVL6+UZqUmjMYGRlJSEgI/g+tiu/WrRuA3vV/EiqVCi8vrxLHvb29KSgo4Pz58yXOTZ48GX9/fzw9PenXrx+nTp2yW5tUKhWZmZnajyFntDLT2kAIlgqL1Eeys0GtP22Ul5uXNn5gcaMuaWHOIvA//4SgIOjTxx6NLp84Xd+wEVkPXZxNj7Vr4fvvIcFw+mGjm0hcq7vqlNFH/s18jtU4xpGqR2xrbDnH2fpGeaLUnMHExESCg4NLHJeOJRh5Upo3b054eDjqYj/CBQUFnDhxAoD4+AdBft3d3Xn66af58ccf2bp1K7NmzeLcuXP07t2byMhIu7Tpq6++IiAgQPvpc/+XOzExkYULF6JSqZg7dy4Ac+fO5e7du6xfv56oqCgOHTrE7t27iY2NZdmyZWRlZemUTU9PZ+XKlVy6dIl9+/YRFhbG+fPnWb16NSkpKTpl8/LyWLx4MXFxcezcuZOjR49y+vRpNm7cSEJCgk5ZtVrN/PnziY+PZ/PmzZw6dYrw8HC2b9/OtWvXWLRoUYl2JyUlsXbtWqKiojh48CC7d+8mJiaG5cuXl2h3ZmYmK1asICYmhj179rBw4ULOnTvHmjVrSE5O1imbn5/P4sWLuXbtGjt27ODYsWOcOnWKTZs2kZCQwC+//IJGo2Hu3LloNBp++eUXEhIS2LRpE6dOneLYsWPs2LGDa9eusXjxYvLz83Wun5yczJo1azh37hxhYWHs2bOHmJgYVqxYQWZmpk7ZrKwsli9fTkxMDLt37+bgwYNERUWxdu1akpKStGXnr1ql/f+/fv4827dvJzw8nFOnTrF582bi4+OZP38+jauIo4NX064yd+5cEhIS+OGHHzh9+jQnYsX+WkWowuLFi8nLy9NpS0pKCrt3iwuki4pS2LdvH5cuXWLlypWkp6eXaPeyZcuIjY1l9+7dHDp0iKioKNavX8/du3d1yqpUKhYuXMiNGzfYtm0b4eHhnDx5ki1btnD79m0WLFhAUVGRTp3ExEQ2btxIZGQkR44c4c8//+Tq1assWbKEnJwcnbKpqamsXr2a6Oho9u/fz99//010dDSrVq0iLS1Np2x2djZfffUVsbGx7Nq1i8OHD3P27Fk2bNhQot2FhYUsXLiQmzdvsnXrViIiIoiIiGDr1q3cvHmThQsXUlhYWOJZ27BhA2fPnuXw4cPs2rWL2NhYli5dSnZ2tk7ZtLQ0Vq1aRXR0NH///Tf79+8nOjqa1atXk5qaqlM2JyeHJUuWcPXqVf7880+OHDlCZGQkGzduJDExUadsUVERCxYs4Pbt22zZsoWTJ08SHh7Otm3buHHjRgkbMXPmzEppI8LCwvTaiJkzZ1ZIGyE9a4sWLeLatWtaG/Hxx3m8+y4cPZrE/PnzUavVOnUSEhLQpIgjeofOH2Lnzp3ExcVpbcSybcsAKLxXSEpKCqtXr+b8+fOEhYVpbcTWVVsBULmqnMJGLF26VK+N2LJlS6W0Efr8CLsvYxNKicaNGwtDhgwpcfzq1asCIPzwww8G686fP18AhIkTJwoXLlwQzp07J4wdO1Zwc3MTAGHlypVG7x0bGyt4eXkJgwYNskub8vPzhYyMDO3n4MGDAiCcPn3aaDsqE3l5eWXdBPui0QiCm5sggCDcvGmw2KQtkwRmIMw8MFN7TNKi44KOAjMQtl3aZrD+//4n3mLsWPs1vbzhdH3DRmQ9dHE2PUJDxWd661bDZX4M/1FgBsLItSNLnJvwxwSBGQhfHPjCYP20g2lCGGFCePNwezS53OJsfcMWTp8+bVe/o9RGBr28vFCpVCWO5+fna88b4tVXX+Xjjz9m9erVtG7dmrZt23L16lU++OADAHx9fY3eu2nTpjz55JOEhYXpjC5a2yYPDw/8/f21H1P3r4wsXry4rJtgXxQKs9YN6pvuWbx4MYIgmIwxCM6ffQScsG/YiKyHLs6mh5+f+Ke1sQaPXTymU0Yf2oDTfs4bcBqcr2+UJ0rNGQwODiYxMbHEcelY7dqGc7UCzJ49m7t373L48GGioqI4efIkmvvReUNCQkzev169ehQUFJCTk2O3NskY5s033yzrJtifgQNhxAjw9DRYpHmQGObo3L1z2mNvvvkmtzNvk6nKxFXpanRHoLT8VPoBcUacsm/YgKyHLs6mh/QsF/vpKUHzaqLdiEmOoUD9YMesIAikuqXqlNGHOvt+wGk/545S4Gx9ozxRas5ghw4duHz5MpkPheaQ1v116NDB5DUCAwPp1asXbdu2BWDfvn3UrVuXFi1amKwbFxeHp6enziiePdokox9prYNTsXo1bN0qxho0QGjdUACi7kaRW5gLiFqE3xbXArav2R5PV8POpOQMOvNgs1P2DRuQ9dDF2fSQnmVj+wybBDahqldVVGoV/9z5R3v8SuoVUvNS8XDxoF3Ndgbra51BX+d2Bp2tb5QnSs0ZHD16NGq1mkWLFmmPqVQqli5dSmhoKPXq1QMgNzeXS5cukZycbPR669at4+TJk7z99tsolQ++RlJSUomy//zzD9u2bWPgwIE6Zc1tk4zlPPvss2XdhDKhnn89gn2DKdIUcSbxDCBqITmD3et2N1q/MjiDlbVvGELWQxdn00N6lrOyDJdRKBRa2yDZiuJ/71y7M+4u7gbrVxZn0Nn6Rnmi1JzB0NBQxowZw0cffcQHH3zAokWLeOyxx7h+/TrffvuttlxERAQtW7bUeQM4dOgQAwYM4Ntvv+W3337jpZdeYty4cQwePJi33npL5z5jx45l2LBhzJ49m19//ZX/+7//o2fPnnh7e/P1119b1SYZy3HqlH6CYPCUPqO+d+9ewuPNcwZ79IDnnoM2bezU1nKIU/cNK5D10MXZ9DBnZBCge537diO+pDMonTOEd4g3NcfXJKBXgPUNrQA4W98oT5TqatMVK1bw2WefsXLlStLS0mjXrh07duzg0UcfNVqvTp06uLi4MGfOHLKysmjUqBGzZs3inXfewdVV9ys89dRTrFq1iu+//57MzEyqV6/OqFGjmD59ut50dNa2ScY4bZzRm5kwAdatgx9/FBMIG6B73e5svrRZa8ibt2rO6e2nteeM8eqrRi/tFDhl37ABWQ9dnE2PyZOhf39oYnj/B4D+kUEzXyKDhgYRNDTIaBlnwNn6RnmiVJ1BT09P5syZw5w5cwyW6du3L8JDIy9NmjRh9+7dZt1j6tSpTJ061a5tkrEcU9P8FZaCApOv+KF1xHWDklE/ceMEKrWKIK8gozsCKwtO2zesRNZDF2fTo2VL8WOKrnW6AhCXFkdSThI+7j7a9YPSWuTKjrP1jfJEqU0Ty1QuCgsLy7oJ9sfM+Z4utbugVCiJz4rnduZtzqeJGXJC64Zq8xUbIivLuVPRgZP2DRuQ9dClsupRxbMKLauJXuOJ+BOcSTyDWlBT1a0q9fyNr19X56jRFDh3KjqovH2jNJCdQRmH0KBBg7Jugv0x0xn0cfehQ60OAPx84mf+Tv8bgJ51e5q8Rfv24OYG4eEmi1ZYnLJv2ICshy7OpseNG7B4Mfzxh+myPeuJNmL+qfnMPzUfgC41u5h8ibz4wkUOeRwifkG80XIVHWfrG+UJ2RmUcQhSeB6nwpxtgff5uNfHAHx77Fti0mMI8gri5c4vm6xXGXYTO2XfsAFZD12cTY9z5+Cll8CcPYnv9ngXdxd3/oz9k9XnVqNUKOmh6WGynnY3sY9z7yZ2tr5RnpCdQRmH8NRTT5V1E+yPudsCgVEtR/FUi6e0//7f4P9R3ae6yXqVwRl0yr5hA7IeujibHhaYDVpWb8mnvT/V/vvt0Ld5Z+w7JutVlqDTztY3yhOyMyjjEFasWFHWTbA/UioBM6y6QqHgl6G/0Lp6a7q6d2Vc23Em66jVkJcn/t2ZnUGn7Bs2IOuhi7PpYcGEAgDTek1jQOMB9KzXk5n9ZpqlR2WJM+hsfaM8oRAe3rorYzFnzpyhc+fOnD59mk6dOpV1c2QcxZ498NVX0LMnzJ5t98tnZkLA/TBh+fng4WH3W8jIyJQyly6Ju4kDAyE11TH3CG8cTv61fDoe70hAd+eONSgjYm+/Qx4ZlHEITpk2aOBACAuz2BE0Vwtp5MDVFdwNJxuo8Dhl37ABWQ9dnE0PS6aJ9WGOHpVlZNDZ+kZ5QnYGZRzCxIkTy7oJ5QZztSi+XtDE5sEKjdw3dJH10MXZ9JCcwcJCMUyppZijR2VxBp2tb5QnZGdQxiFs2rSprJtQbjBXC09PGDsWRoxwcIPKGLlv6CLroYuz6eHj8+Dv1owOmtJDEASqPVWNoOFBuFYp1TwSpY6z9Y3yhHP3HJkyo3t34+mTKiRXr0L37mIgwIQEs6uZq0WDBrB2rbWNqzg4Zd+wAVkPXZxNDzc32LhRdAqLO4bmYkoPhUJBq9WtrGxdxcLZ+kZ5Qh4ZlHEI169fL+sm2B8PD0hOFj8W4JRa2ICshy6yHro4ox5PPw2DB1u3KcwZ9bAWWQvHITuDMg7B09OzrJtgf6xc/GOuFkVFYngZZ8cp+4YNyHroIuuhiyk9BI2AptD5U9GB3DcciewMyjiEwMDAsm6C/bFy8Y+5WixbJu4kfvppC9tVwXDKvmEDsh66OKMee/bA0qVw86bldU3pkR2ZzSH3Q4Q3ceIclvdxxr5RXpCdQRmHEB0dXdZNsD9ubg/meSxwBs3VQrqks8cXdMq+YQOyHro4ox7Tp8OLL8KZM5bXNaWHtJNY6e78P+fO2DfKC87fe2TKhP79+5d1ExyDpekEMF+LypCKDpy4b1iJrIcuzqiHBcmLSmBKj6KsIsD5w8qAc/aN8oLsDMo4hHXr1pV1ExyDFVbdXC2kS0q3cFactm9YiayHLs6ohy2Bp03pUVnyEoNz9o3yghxaRsYhvPnmm2XdBMfQrZsYA8aCuVxztagsI4NO2zesRNZDF2fUwxZn0JQelSXgNDhn3ygvyCODMg7BadMGrVsHBw5Ahw5mV7E0HZ2zO4NO2zesRNZDF2fUwxZn0JQelckZdMa+UV6QnUEZh/DSSy+VdRPKDeZqUVlGBuW+oYushy7OqIctzqApPdRZlccZdMa+UV6QnUEZh7B8+fKybkK5wVwtOneGoUOhSRMHN6iMkfuGLrIeujijHrZsIDGlh1cTL4KeCMK3g5O/ReKcfaO8IK8ZlHEIjz/+eFk3wTG8+y78/jt88glMnWpWFXO1+PhjWxpWcXDavmElsh66OKMeI0dC8+YQEmJ5XVN61Hy+JjWfr2llyyoWztg3ygvyyKCMQzh//nxZN8Ex5OXBvXuQmmp2FafVwkpkPXSR9dDFGfVo0waeecaipcZanFEPa5G1cByyMyjjEKpXr17WTXAMViz+MVcLTeXIKOW8fcNKZD10kfXQxZQegkYopZaUPXLfcByyMyjjEFxdnXQFghXOoLlaBAeLl7940ZqGVRyctm9YiayHLs6ox717sHEj7NhheV1TekQNieKQ1yHurbtnZesqDs7YN8oLpeoMqlQqpk2bRu3atfHy8iI0NJS9e/eaVff06dMMHjwYf39//Pz8GDhwIGfPni1R7uTJk7z55pu0bt0aHx8f6tevzzPPPMPly5d1yh04cACFQqH3Ex7u/DkeHc2tW7fKugmOwQpn0FwtsrIgJwe8vKxpWMXBafuGlch66OKMely4AGPGwLRpltc1pYc6W40mX4PCXWFl6yoOztg3ygul6mZPmjSJjRs38vbbb9OsWTOWLVvG0KFDCQsLo1evXgbrnTlzhl69elGvXj2mT5+ORqNh3rx59OnTh4iICJo3b64t+80333D06FHGjBlDu3btuHPnDnPnzqVTp06Eh4fTpk0bnWtPnTqVrl276hxr2rSpfb94JaRbt25l3QTHYEU6OnO0UKvF5YjFb+GsOG3fsBJZD12cUQ8rzIYWU3pUpjiDztg3yg1CKXHixAkBEObMmaM9lpeXJzRp0kTo0aOH0bpDhw4VAgMDheTkZO2xhIQEwdfXVxg1apRO2aNHjwoqlUrn2OXLlwUPDw9h3Lhx2mNhYWECIGzYsMGWryUIgiCcPn1aAITTp0/bfC1nYd68eWXdBMewapUggCD062d2FXO0SE8XLwuCkJdnSwPLP07bN6xE1kMXZ9QjOlp8tqtUsbyuKT2ONzouhBEmpB9Lt7J1FQdn7BvWYm+/o9SmiTdu3IiLiwsvv/yy9pinpydTpkzh+PHjRod/Dx8+zIABAwgKCtIeCw4Opk+fPuzYsYPsYlN2PXv2xN3dXad+s2bNaN26NRcNLMbKysqiqKjI2q8mo4fi/89ORa1a0LEjNGtmdhVztMjJEf90cbEo012FxGn7hpXIeujijHpII4O5uZbXNaWHOqfyjAw6Y98oL5SaMxgZGUlISAj+/v46x6VhX33r/yRUKhVeehZSeXt7U1BQYHK7uSAI3L17l2rVqpU4N3nyZPz9/fH09KRfv36cOnXK5HdRqVRkZmZqP9nWRBJ1cubPn1/WTXAMjz0GZ87AwoVmVzFHC8kZ9PYGhZMv/XHavmElsh66OKMe3t7inwUFYOm4gyk9tM6gt/M7g87YN8oLpeYMJiYmEhwcXOK4dCwhIcFg3ebNmxMeHo5ardYeKygo4MSJEwDEx8cbvfeqVauIj49n7Nix2mPu7u48/fTT/Pjjj2zdupVZs2Zx7tw5evfuTWRkpNHrffXVVwQEBGg/ffr00X7HhQsXolKptDkU586dy927d1m/fj1RUVEcOnSI3bt3Exsby7Jly8jKytIpm56ezsqVK7l06RL79u0jLCyM8+fPs3r1alJSUnTK5uXlsXjxYuLi4ti5cydHjx7l9OnTbNy4kYSEBJ2yarWa+fPnEx8fz+bNmzl16hTh4eFs376da9eusWjRohLtTkpKYu3atURFRXHw4EF2795NTEwMy5cvL9HuzMxMVqxYQUxMDHv27KF169acqdY+AwAAKFJJREFUO3eONWvWkJycrFM2Pz+fxYsXc+3aNXbs2MGxY8c4deoUmzZtIiEhgV9++QWNRsPcuXPRaDT88ssvJCQksGnTJk6dOsWxY8fYsWMH165dY/HixeTn5+tcPzk5mTVr1nDu3DnCwsLYs2cPMTExrFixgszMTJ2yWVlZLF++nJiYGHbv3s3BgweJiopi7dq1JCUl6ZRVqVQsWrSIa9eusX37dsLDwzl16hSbN28mPj6e+fPno1ardeokJCRQq1YtTp8+zdGjR9m5cydxcXEsXryYvLw8bdnfflsDgItLHufPnycsLIx9+/Zx6dIlVq5cSXp6eol2L1u2jNjYWHbv3s2hQ4eIiopi/fr13L17t0S7Fy5cyI0bN9i2bRvh4eGcPHmSLVu2cPv2bRYsWEBRUZFOncTERDZu3EhkZCRHjhzhzz//5OrVqyxZsoScnBydsqmpqaxevZro6Gj279/P33//TXR0NKtWrSItLU2nbHZ2Nj4+PsTGxrJr1y4OHz7M2bNn2bBhQ4l2FxYWsnDhQm7evMnWrVuJiIggIiKCrVu3cvPmTRYuXEhhYWGJZ23Dhg2cPXuWw4cPs2vXLmJjY1m6dCnZ2dk6ZdPS0li1ahXR0dH8/fff7N+/n+joaFavXk1qaqpO2ZycHJYsWcLVq1f5888/OXLkCJGRkWzcuJHExESdskVFRSxYsIDbt2+zZcsWTp48SXh4ONu2bePGjRslbARQKW1EWFiYXhsBOJ2N2Ldvq/a7ZWWVtBEbN240aCMk5s6dS0pKCqtXr35gI/buQ5MrxqTKLsou0e6KaiOWLl2q10aMGTOmUtoIfX7EsWPHsCt2mWw2g8aNGwtDhgwpcfzq1asCIPzwww8G686fP18AhIkTJwoXLlwQzp07J4wdO1Zwc3MTAGHlypUG6168eFHw9/cXevToIRQVFRltY2xsrODl5SUMGjTIaLn8/HwhIyND+zl48KC8ZvAhfv7557JuQrnBHC0uXRKEQYME4ZlnSqFBZYzcN3SR9dDFGfXQaARBqRTXDSYkWFbXmB7qArXwz5B/hDOPnhEKswptbGX5xxn7hrXYe81gqe0m9vLyQqVSlTien5+vPW+IV199lVu3bjFnzhxtbsIuXbrwwQcfMHv2bHwNbL+8c+cOw4YNIyAgQLtm0RhNmzblySefZNOmTajVaoPlPTw88Ci2sMvQ/Sszo0aNKusmOIZbt6BvX3Eu98oVs6qYo0Xz5rBrl41tqyA4bd+wElkPXZxRD4UCliwR1wM/tFLKJMb0ULopafdnOxtbV3Fwxr5RXii1aeLg4GASExNLHJeO1a5d22j92bNnc/fuXQ4fPkxUVBQnT55Ecz9lQ4iehI8ZGRkMGTKE9PR0du3aZfL6EvXq1aOgoIAcaRGXjFXYfQi7vODqCnFx4kcwL/K/02phJbIeush66OKsekycCM8+Cz4+ltVzVj2sQdbCcZTayGCHDh0ICwsjMzNTZxOJtO6vgxlJGwMDA3XiEe7bt4+6devSokULnXL5+fkMHz6cy5cvs2/fPlq1amV2O+Pi4vD09JRH+2ykUaNGZd0ExyBZckGA/HyzIkQ7rRZWIuuhi6yHLrIeush6PEDWwnGU2sjg6NGjUavVLFq0SHtMpVKxdOlSQkNDqVevHgC5ublcunSJ5ORko9dbt24dJ0+e5O2330apfPA11Go1Y8eO5fjx42zYsIEePXrorZ+UlFTi2D///MO2bdsYOHCgzjVlLEea/nc6pG2BYHacCHO0WLIE/PxgwgRrG1ZxcNq+YSWyHro4qx7HjsGmTaBngswoxvTIOp3FIZ9DnOpoOgqGM+CsfaM8UGojg6GhoYwZM4aPPvqIe/fu0bRpU5YvX87169f57bfftOUiIiLo168f06dPZ8aMGQAcOnSImTNnMnDgQIKCgggPD2fp0qUMHjyYt956S+c+7777Ltu2bWP48OGkpqby+++/65wfP348AGPHjsXLy4uePXtSo0YNoqOjWbRoEd7e3nz99deOFaMSkJ6eXtZNcAyuruDuLsaIyMmBYrEvDWGOFllZYoa7wkI7tLGc47R9w0pkPXRxVj3+7/8gIgK2boURI8yvZ0wPdbYaTa4GdZ7aYBlnwln7RnmgVNPRrVixgs8++4yVK1eSlpZGu3bt2LFjB48++qjRenXq1MHFxYU5c+aQlZVFo0aNmDVrFu+8806JxNVSvMLt27ezffv2EteSnMGnnnqKVatW8f3335OZmUn16tUZNWoU06dPl9PR2YGWLVuWdRMch4+P6AyaOTJojhbSpSxdT1QRceq+YQWyHro4qx7Ss23pcnRjeqhz78cY9HH+GIPgvH2jPFCqzqCnpydz5sxhzpw5Bsv07dsX4aGF+U2aNGH37t1m3ePAgQNmlZs6dSpTp041q6yM5ezfv5/GjRuXdTMcg48PpKWZbdXN0aJ40Glnx6n7hhXIeujirHpIzqClWUiM6VGZAk6D8/aN8kCpOoMylYdx48aVdRMcR8uWULWqmDvODMzRQnIGK8PIoFP3DSuQ9dDFWfWwdmTQmB6aHDGihtKncqxxd9a+UR6oHD1IptQpvg7U6dizB/75B8zYAQ/maVGZpomdum9YgayHLs6qhzTqb+nIoDE9Kts0sbP2jfKA7AzKOIQ333yzrJtQbjBHi8o0TSz3DV1kPXRxVj2sHRk0pkdlmyZ21r5RHpCdQRmHUDzPaGXHHC2aNoWePaF+/VJoUBkj9w1dZD10cVY9rHUGjenhXsudgF4BeLesBG+ROG/fKA8ohId3a8hYzJkzZ+jcuTOnT5+mU6dOZd2cckFKSgpBZoRdqZC88w7s2AGffw73d6cbw6m1sAJZD11kPXRxVj1OnICoKGjXDkJDza/nrHpYg6zFA+ztd8gjgzIOwdzd3xWSe/cgNhbu3jWruFNrYQWyHrrIeujirHqEhsJLL1nmCILz6mENshaOQ3YGZRxCu3ZOnDzdwhgRTq2FFch66CLroYushy6yHg+QtXAcsjMo4xD0pftzGqRdHmYu/jFHiy5doHZtOHnSloZVDJy6b1iBrIcuzqrHvXuwd6+Yls4SjOlxafIljtY6SuIyC3PcVVCctW+UB2RnUMYhqNVOnB7JwpXg5mhx546Ys9TM0IUVGqfuG1Yg66GLs+px+DAMHAgffGBZPWN6FCYXUni3EJxTshI4a98oD8jOoIxDqFu3blk3wXFYOE1sjhaVKbSMU/cNK5D10MVZ9bA2A4kxPaTQMkrvyvFT7qx9ozxQOXqQTKlz0pnnOy2cJjZHi8qUgcSp+4YVyHro4qx6WGg2tBjTQxtnsJIEnXbWvlEekJ1BGYcwfPjwsm6C46heHRo1gmrVzCpuSovCQvEDlcMZdOq+YQWyHro4qx7Wjgwa00OTK6ajqyzOoLP2jfKA7AzKOITff/+9rJvgOJ5/HuLiwMwAqKa0KP7jUBmmiZ26b1iBrIcuzqqHtUGnjelR2aaJnbVvlAfkoNN2QA46LWMLiYniTmKlEoqKQKEo6xbJyMjYm5s3oUEDcHcHlco+1zxa6yiFdwvp8k8XfNv52ueiMhUCOei0TIVAThv0AFNaCIIYiLZr18rhCMp9QxdZD12cVQ9pZLCgQHzpMxdjevi29cWnvQ+uAa42tq5i4Kx9ozwgjwzaAXlksCRZWVn4+fmVdTMcw4ULMGECVK0qBg4zgVNrYQWyHrrIeujirHoUFMDPP4tO4ZQp4OZmXj1n1cMaZC0eII8MylQI/vjjj7JuguNQq+HMGTh3zqziTq2FFch66CLroYuz6uHuDu++C6++ar4jCM6rhzXIWjgO2RmUcQiPPPJIWTfBcVgYI8KptbACWQ9dZD10kfXQRdbjAbIWjkN2BmUcQlxcXFk3wXEU3xZoxioLU1r89RfUqwfPPmuPxpV/nLpvWIGshy7OrMeZM/D335CRYX4dQ3rk387nWJ1jnGxbeWLvOXPfKGtkZ1DGIXh5eZV1ExyH5AwKglnbAk1pkZYGt29DZUm76dR9wwpkPXRxZj3GjIEBA+DiRfPrGNJDnaWmIKEAVbydtiZXAJy5b5Q1sjMo4xCqVKlS1k1wHMWDAZoxVWxKi8qUfQScvG9YgayHLs6shzVZSAzpUdmyj4Bz942yRnYGZRzCpUuXyroJjsPVVVwNDmalEzClhXSJyuIMOnXfsAJZD12cWQ9rAk8b0kPKPqL0qTw/487cN8qayhGcSKbU6dOnT1k3wbE0aCDGipDyyBnBlBbSD0NlyD4ClaBvWIishy7OrIc1zqAhPbQjg96VZ2TQmftGWVOqrxQqlYpp06ZRu3ZtvLy8CA0NZa8ZcdoATp8+zeDBg/H398fPz4+BAwdy9uxZm+9jS5tkDLNhw4ayboJjuXwZrl+Hxo1NFjWlRWUbGXT6vmEhsh66OLMe0gufJfmJDelR2fISg3P3jbKmVJ3BSZMm8f333zNu3Dh+/PFHXFxcGDp0KEeOHDFa78yZM/Tq1Yu4uDimT5/O559/TmxsLH369CEmJsam+1jbJhnjvPnmm2XdhHKDKS0q25pBuW/oIuuhizPrYc3IoCE9tHmJK9E0sTP3jTJHKCVOnDghAMKcOXO0x/Ly8oQmTZoIPXr0MFp36NChQmBgoJCcnKw9lpCQIPj6+gqjRo2y+j62tKk4p0+fFgDh9OnTZtdxdn7++eeybkK5wZQWs2cLQqtWgvDTT6XUoDJG7hu6yHro4sx6TJ4sCCAIX35pfh1Detz7454Q0TZCiHktxk6tK/84c9+wFHv7HaXmDL7//vuCi4uLkJGRoXP8yy+/FADh5s2bBuv6+fkJY8aMKXF82LBhgru7u5CVlWXVfWxpU3FkZ7Ak+fn5Zd0Ex/LvfwtC166CsGePyaJOr4WFyHroIuuhizPrsXOnIHz7rSCEh5tfx5n1sBRZiwfY2+8otfHlyMhIQkJC8Pf31znerVs3AIPr/0Bc16cvvpC3tzcFBQWcP3/eqvvY0iYZ4yxbtqysm+BYLl2Ckyfhzh2TRZ1eCwuR9dBF1kMXZ9Zj6FB4/30IDTW/jjPrYSmyFo6j1HYTJyYmEhwcXOK4dCwhIcFg3ebNmxMeHo5arcbFRVwsW1BQwIkTJwCIj4+36j7WtkmlUqEqFmw4OTkZgIuWRBJ1curWrcuZM2fKuhmOo6BA/DMmRkwrYASn18JCZD10kfXQRdZDF1mPB8haPEDyN/Ly8uxyvVJzBvPy8vDw8Chx3NPTU3veEK+//jqvvfYaU6ZM4YMPPkCj0TBr1iwSExNL1LXkPta26auvvuKLL74ocXz8+PEGv4OMkzJ7tviRkZGRkZEpZa5cuWKXnM2l5gx6eXnpjKZJ5Ofna88b4tVXX+XWrVvMmTOH5cuXA9ClSxc++OADZs+eja+vr1X3sbZNH330Ee+8847239evX6d9+/bs3r2batWqGfwelYXs7Gz69OnDwYMHdf5vKiOyFrrIeugi66GLrIcush4PkLXQJTk5mUGDBtG7d2+7XK/UnMHg4GCd6VwJaXSvdu3aRuvPnj2b9957jwsXLhAQEEDbtm35+OOPAQgJCbHqPta2ycPDQ2dEsWHDhgB07969xPrDykhmZiYAHTp0qPR6yFroIuuhi6yHLrIeush6PEDWQhdJD3sNQJXaBpIOHTpw+fJl7ReQkNb9dejQweQ1AgMD6dWrF23btgVg37591K1blxYtWlh1H3u0SUZGRkZGRkamIlNqzuDo0aNRq9UsWrRIe0ylUrF06VJCQ0OpV68eALm5uVy6dEm7KcMQ69at4+TJk7z99tsolQ++hrn3sbSsjIyMjIyMjIwzUmrTxKGhoYwZM4aPPvqIe/fu0bRpU5YvX87169f57bfftOUiIiLo168f06dPZ8aMGQAcOnSImTNnMnDgQIKCgggPD2fp0qUMHjyYt956y6r7WFrWGB4eHkyfPl3vZpTKiKzHA2QtdJH10EXWQxdZD11kPR4ga6GL3fWwS7RCM8nLyxPee+89oVatWoKHh4fQtWtXYdeuXTplwsLCBECYPn269tiVK1eEgQMHCtWqVRM8PDyEFi1aCF999ZWgUqmsvo81ZWVkZGRkZGRknA2FIAiCfdxKGRkZGRkZGRmZikblyXAtIyMjIyMjIyNTAtkZlJGRkZGRkZGpxMjOoIyMjIyMjIxMJUZ2Bu+jUqmYNm0atWvXxsvLi9DQUPbu3Wv3urbcpzSxpp0nT57kzTffpHXr1vj4+FC/fn2eeeYZLl++XKLsgQMHUCgUej/h4eGO+lpWYe3/maXfsaL0DbCurZMmTTKoh0Kh0AkAX1H6R3Z2NtOnT2fw4MFUrVoVhULBsmXLzK7vbLbDWj2c1XbY0j+c0X5Yq4cz2g5L+rw+7G07Si20THln0qRJbNy4kbfffptmzZqxbNkyhg4dSlhYGL169bJbXVvuU5pY085vvvmGo0ePMmbMGNq1a8edO3eYO3cunTp1Ijw8nDZt2pSoM3XqVLp27apzrGnTpg75TtZi6/+Zud+xovQNsK6tr7zyCgMGDNA5JggCr776Kg0bNqROnTol6pT3/pGcnMzMmTOpX78+7du358CBAxbVdzbbYa0ezmo7bO0f4Fz2w1o9nNF2WNPni2N321G2m5nLBydOnBAAYc6cOdpjeXl5QpMmTYQePXrYra4t9ylNrG3n0aNHS4T7uXz5suDh4SGMGzdO57gUQmjDhg32bbydseX/zJLvWFH6hiDYt62HDx8WAGH27Nk6xytK/8jPzxcSExMFQRCEkydPCoCwdOlSs+o6o+2wVg9ntB2CYFv/cEb7YYseD1PRbYclff5hHGE75GliYOPGjbi4uPDyyy9rj3l6ejJlyhSOHz/OrVu37FLXlvuUJta2s2fPnri7u+sca9asGa1bt+bixYsG75eVlUVRUZF9Gm9n7PV/Zuo7VpS+AfZt6+rVq1EoFDz//PMGy5Tn/uHh4UGtWrWsquuMtsNaPZzRdoBt/aM4zmI/7KUHVHzbYW2fB8fYDtkZBCIjIwkJCSmR/Lpbt24AnD171i51bblPaWLPdgqCwN27dw0m0548eTL+/v54enrSr18/Tp06ZXW7HYE9tDDnO1aUvgH2a2thYSHr16+nZ8+eNGzYUG+Z8t4/bMEZbYc9qei2w144m/2wB85qO0z1eQlH2A55zSCQmJhIcHBwiePSsYSEBLvUteU+pYk927lq1Sri4+OZOXOmznF3d3eefvpphg4dSrVq1YiOjua///0vvXv35tixY3Ts2NG2L2EnbNHCku9YUfoG2K+tu3fvJiUlhXHjxpU4V1H6hy04o+2wJxXddtiKs9oPe+CstsNQn38YR9gO2RkE8vLy9Ob38/T01J63R11b7lOa2Kudly5d4o033qBHjx5MnDhR51zPnj3p2bOn9t8jRoxg9OjRtGvXjo8++ohdu3bZ8A3shy1aWPIdK0rfAPu1dfXq1bi5ufHMM8+UOFdR+octOKPtsBfOYDtsxVnthz1wRtthrM8/jCNshzxNDHh5eaFSqUocz8/P1563R11b7lOa2KOdd+7cYdiwYQQEBGjXLJiiadOmPPnkk4SFhaFWqy1vuAOw9/+Zoe9YUfoG2Ket2dnZbN26lUGDBhEUFGTWfctj/7AFZ7Qd9sBZbIcjcAb7YSvOaDss7fOOsB2yM4g4XJqYmFjiuHSsdu3adqlry31KE1vbmZGRwZAhQ0hPT2fXrl0Wfa969epRUFBATk6OZY12EI74P9P3HStK3wD7tHXLli3k5ubqneYxRnnrH7bgjLbDVpzJdjiKim4/bMXZbIc1fd4RtkN2BoEOHTpw+fJlMjMzdY6fOHFCe94edW25T2liSzvz8/MZPnw4ly9fZseOHbRq1cqie8fFxeHp6Ymvr6/F7XYEjvg/0/cdK0rfAPu0ddWqVfj6+jJixAiL7l3e+octOKPtsAVnsx2OoqLbD1txJtthbZ93iO2wOkiOExEeHl4iDk9+fr7QtGlTITQ0VHssJydHuHjxopCUlGRxXUvLliXW6lFUVCSMGDFCcHV1FXbu3Gn0Hvfu3Stx7OzZs4Kbm5swYsQIO30T27Glb1jyHStK3xAE2zQRBFEXV1dX4YUXXjB4j4rSP4pjLG5aZbEdxbFED2e0HQ9jaf9wVvshYakeguBctsPcPl9atkPeQAKEhoYyZswYPvroI+7du0fTpk1Zvnw5169f57ffftOWi4iIoF+/fkyfPp0ZM2ZYVNfSsmWJtXq8++67bNu2jeHDh5Oamsrvv/+uc93x48dr/z527Fi8vLzo2bMnNWrUIDo6mkWLFuHt7c3XX39dat/VFLb0DUu+Y0XpG2CbJgDr1q2jqKjI6DRPRekfAHPnziU9PV27K2/79u3cvn0bgH//+98EBARUGtsB1unhjLZDwtr+4az2w1o9wLlsh7l9vtRshz08XGcgLy9PeO+994RatWoJHh4eQteuXYVdu3bplJEim0+fPt3iutaULUus0aNPnz4CYPBTnB9//FHo1q2bULVqVcHV1VUIDg4Wxo8fL8TGxpbWVzQba/uGpd+xovQNQbDteenevbtQo0YNoaioyOD1K1L/aNCggcE+f+3aNUEQKpftsEYPZ7UdgmB9/3BW+2HL8+JMtsPcPl9atkMhCIJgpiMrIyMjIyMjIyPjZMgbSGRkZGRkZGRkKjGyMygjIyMjIyMjU4mRnUEZGRkZGRkZmUqM7AzKyMjIyMjIyFRiZGdQRkZGRkZGRqYSIzuDMjIyMjIyMjKVGNkZlJGRkZGRkZGpxMjOoIyMjIyMjIxMJUZ2BmVkZGRkZGRkKjGyMygjIyMDTJo0CYVCgUKhoE2bNjrnioqK+OCDD6hXrx5KpZKnnnqqbBopU+6pUqWKth+9+eabZd0cGRmzkJ1BGZlyzLJly7Q/LA9/Pvzww7JuntNRrVo1Vq5cWSKh/ZIlS5gzZw6jR49m+fLl/N///V8ZtbAke/bsYcqUKbRp0wYXFxcaNmxosOyVK1cYPXo0gYGBeHt706tXL8LCwnTKaDQali1bxogRI6hXrx4+Pj60adOGWbNmkZ+fb3a7jh07Rq9evfD29qZWrVpMnTqV7OzsEuVUKhXTpk2jdu3aeHl5ERoayt69eyvsNRctWsTKlStNySMjU76wc+5lGRkZO7J06VIBEGbOnCmsXLlS5xMZGVnWzXMqJk6cKDRo0EDvubFjxwp16tQp3QaZycSJEwVPT0+hZ8+eQt26dQ1+h5s3bwrVqlUTatasKcyePVv43//+J7Rv315wdXUVDh48qC2XlZUlAEL37t2FWbNmCYsWLRImT54sKJVKoW/fvoJGozHZpsjISMHT01Po2LGjMH/+fOGTTz4RPDw8hMGDB5co++yzzwqurq7Ce++9JyxcuFDo0aOH4OrqKhw+fLhCXlMCEN544w2TWsnIlAdkZ1BGphwjOYMnT540u05eXp6gVqsd2CrnxJgz2K9fP6F169al2yAziY+PFwoKCgRBEIRhw4YZ/A6vv/664OrqKly6dEl7LCcnR6hXr57QqVMn7TGVSiUcPXq0RP0vvvhCAIS9e/eabNOQIUOE4OBgISMjQ3vs119/FQBh9+7d2mMnTpwQAGHOnDnaY3l5eUKTJk2EHj16VMhrSsjOoExFQp4mlpGpwBw4cACFQsHatWv59NNPqVOnDt7e3mRmZgJw4sQJBg8eTEBAAN7e3vTp04ejR4+WuM6RI0fo2rUrnp6eNGnShIULFzJjxgwUCoW2zPXr11EoFCxbtqxEfYVCwYwZM3SOxcfH8+KLL1KzZk08PDxo3bo1S5Ys0dv+9evXM3v2bOrWrYunpyf9+/fnypUrJe5z4sQJhg4dSmBgID4+PrRr144ff/wRgKVLl6JQKIiMjCxR78svv8TFxYX4+HiTmhZH+s5hYWFcuHBBO0V/4MABANauXUvnzp3x8/PD39+ftm3battTWtSuXRs3NzeT5Q4fPkzHjh1p3ry59pi3tzcjRozgzJkzxMbGAuDu7k7Pnj1L1B85ciQAFy9eNHqfzMxM9u7dy/jx4/H399cenzBhAr6+vqxfv157bOPGjbi4uPDyyy9rj3l6ejJlyhSOHz/OrVu3KtQ1ZWQqKq5l3QAZGRnTZGRkkJycrHOsWrVq2r//5z//wd3dnffeew+VSoW7uzv79+9nyJAhdO7cmenTp6NUKlm6dCmPPfYYhw8fplu3bgCcO3eOgQMHUr16dWbMmEFRURHTp0+nZs2aVrf37t27dO/eXbuIvnr16vz1119MmTKFzMxM3n77bZ3yX3/9NUqlkvfee4+MjAy+/fZbxo0bx4kTJ7Rl9u7dyxNPPEFwcDBvvfUWtWrV4uLFi+zYsYO33nqL0aNH88Ybb7Bq1So6duyoc/1Vq1bRt29f6tSpY9H3qF69OitXrmT27NlkZ2fz1VdfAdCyZUv27t3Lc889R//+/fnmm28A0VE6evQob731ltHrpqWloVarTd7f29sbb29vi9psCJVKRWBgoN57AJw+fZpmzZoZrH/nzh1At9/p49y5cxQVFdGlSxed4+7u7nTo0EHHWY+MjCQkJETHGQO0ffPs2bPUq1evwlxTRqaiIjuDMjIVgAEDBpQ4JgiC9u/5+fmcOnUKLy8v7blXX32Vfv368ddff2lH+F555RVat27Np59+yp49ewD4/PPPEQSBw4cPU79+fQCefvpp2rZta3V7P/nkE9RqNefOnSMoKAiAV199leeee44ZM2bwyiuvaNsqtf/s2bO4u7sDEBgYyFtvvcX58+dp06YNarWaV155heDgYM6ePUuVKlVK6ODn58dTTz3FmjVr+Pbbb1EqxYmPyMhIoqOjef/99y3+Hj4+PowfP57Fixfj4uLC+PHjted27tyJv78/u3fvxsXFxaLrduzYkRs3bpgsN3369BIjrtbSvHlzDh8+TFZWFn5+ftrjR44cATA5avrtt9/i7+/PkCFDjJZLTEwEIDg4uMS54OBgDh8+rFPWUDmAhISECnVNGZmKiuwMyshUAH755RdCQkIMnp84caKOc3X27FliY2P59NNPSUlJ0Snbv39/Vq5ciUajQRAEdu/ezVNPPaV1BEEc+Ro0aBB//vmnxW0VBIE//viDZ555BkEQdEY0Bw0axNq1azlz5gyPPPKI9vjkyZO1jiBA7969AYiLi6NNmzZERkZy7do1fvjhBx1HENCZyp4wYQJr1qwhLCyM/v37A+KooJeXF08//bTF38UYVapUIScnh7179zJ48GCL6q5atYq8vDyT5Ro3bmxt80rw2muvsX37dsaOHcvs2bPx8fFh3rx5nDp1CsBoe7788kv27dvHvHnzSuj/MNJ1PDw8Spzz9PTUuU9eXp7BcsWvVVGuKSNTUZGdQRmZCkC3bt1KTGcVp1GjRjr/ltZ/TZw40WCdjIwMVCoVeXl5eqcHmzdvbpUzmJSURHp6OosWLWLRokV6y9y7d0/n38UdUUA7nZmWlgbA1atXAUrE/3uYxx9/nODgYFatWkX//v3RaDSsWbOGJ598Umc0zB68/vrrrF+/niFDhlCnTh0GDhzIM888Y5ZjWNwRLi2GDBnCzz//zIcffkinTp0AaNq0KbNnz+aDDz7A19dXb71169bx6aefMmXKFF577TWT95FeSlQqVYlz+fn5Oi8tXl5eBssVv1ZFuaaMTEVFdgZlZJyAh3+MNBoNAHPmzKFDhw566/j6+ur9gTNE8RG44jy89k269/jx4w06o+3atdP5t6Fp1uJT4ebg4uLC888/z6+//sq8efM4evQoCQkJOtO79qJGjRqcPXuW3bt389dff/HXX3+xdOlSJkyYwPLly43WTUpKMmvNoK+vr0EnzRrefPNNJk+eTFRUlHZt3G+//Qagd+R57969TJgwgWHDhrFgwQKz7iFNnUrTsMVJTEykdu3aOmX1TU9LdaWyFeWaMjIVFdkZlJFxQpo0aQKAv7+/3vWGEtWrV8fLy0s7klicmJgYnX9Lo3Xp6ek6xx9e+1a9enX8/PxQq9VG720J0vc5f/68yWtOmDCB7777ju3bt/PXX39RvXp1Bg0aZJd2PIy7uzvDhw9n+PDhaDQaXn/9dRYuXMhnn31G06ZNDdbr2rVrqa8ZlPDx8aFHjx7af+/btw8vL68So5UnTpxg5MiRdOnShfXr1+Pqat7PRZs2bXB1deXUqVM888wz2uMFBQWcPXtW51iHDh0ICwsjMzNTZ3OGtHFIepGpKNeUkamoyKFlZGSckM6dO9OkSRP++9//6s2mkJSUBIgjaYMGDWLLli3cvHlTe/7ixYvs3r1bp46/vz/VqlXj0KFDOsfnzZun828XFxeefvpp/vjjD86fP2/w3pbQqVMnGjVqxP/+978SzujDo4ft2rWjXbt2LF68mD/++INnn33WbEfGEh5ei6lUKrUjnqZGXFetWsXevXtNfiZMmGD3dhfn2LFjbNq0iSlTphAQEKA9fvHiRYYNG0bDhg3ZsWOH0WnQS5cu6fSdgIAABgwYwO+//05WVpb2+MqVK8nOzmbMmDHaY6NHj0atVussJ1CpVCxdupTQ0FDtDt2Kck0ZmYqKPDIoI+OEKJVKFi9ezJAhQ2jdujWTJ0+mTp06xMfHExYWhr+/P9u3bwfgiy++YNeuXfTu3ZvXX3+doqIifv75Z1q3bk1UVJTOdf/1r3/x9ddf869//YsuXbpw6NAhLl++XOL+X3/9NWFhYYSGhvLSSy/RqlUrUlNTOXPmDPv27SM1NdXi7zN//nyGDx9Ohw4dmDx5MsHBwVy6dIkLFy6UcFwnTJjAe++9B+CQKWIQtUhNTeWxxx6jbt263Lhxg59//pkOHTrQsmVLo3XtuWYwKiqKbdu2AWK6uYyMDGbNmgVA+/btGT58OCCO4D7zzDOMGDGCWrVqceHCBRYsWEC7du348ssvtdfLyspi0KBBpKWl8f7777Nz506d+zVp0kRnZLFly5b06dNHG3sRYPbs2fTs2ZM+ffrw8ssvc/v2bb777jsGDhyos6YyNDSUMWPG8NFHH3Hv3j2aNm3K8uXLuX79unb6uqJdU0amQlJm4a5lZGRMYioDSVhYmAAIGzZs0Hs+MjJSGDVqlBAUFCR4eHgIDRo0EJ555hnh77//1il38OBBoXPnzoK7u7vQuHFjYcGCBcL06dOFh01Ebm6uMGXKFCEgIEDw8/MTnnnmGeHevXsCIEyfPl2n7N27d4U33nhDqFevnuDm5ibUqlVL6N+/v7Bo0SKT7b927ZoACEuXLtU5fuTIEeHxxx8X/Pz8BB8fH6Fdu3bCzz//XOJ7JyYmCi4uLkJISIheXfRhLANJnz59SmQg2bhxozBw4EChRo0agru7u1C/fn3hlVdeERITE82+pz2Q+oi+z8SJE7XlUlNThSeffFKoVauW4O7uLjRq1EiYNm2akJmZqXM9SXtzrikIYqaNPn36lGjX4cOHhZ49ewqenp5C9erVhTfeeKPEvQRBzOTx3nvvCbVq1RI8PDyErl27Crt27dL7XSvKNSVd5AwkMhUFhSBYuEJbRkamUjBjxgy++OILizdxlAeSk5MJDg7m888/57PPPjOrzqRJk9i/fz9nzpzB1dXVZAgVGRl9pKamotFoqF69Om+88QZz584t6ybJyJhEXjMoIyPjdCxbtgy1Ws0LL7xgUb1bt25RvXp1evXq5aCWyTg7jRs3pnr16mXdDBkZi5DXDMrIyDgN+/fvJzo6mtmzZ/PUU0/RsGFDs+t+8MEH2vWF9gznIlO52Lp1K4WFhQDyxhKZCsP/A2TJvBn7DsrjAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot transfer function (use frequency in fsub units)\n",
-    "fLim = None\n",
-    "dbLim = None\n",
-    "voltLim = None\n",
-    "\n",
-    "plt.figure(1)\n",
-    "fLim = (0, 2)\n",
-    "if Ntaps <= 32:\n",
-    "    dbLim = (-120, 5)\n",
-    "plot_power_spectrum(f, HFprototype, 'r--', fs / fsub, fLim, dbLim)  # bin 0\n",
-    "plot_power_spectrum(f, HF1, 'b--', fs / fsub, fLim, dbLim)  # bin 1\n",
-    "plot_power_spectrum(f, HF2, 'm--', fs / fsub, fLim, dbLim)  # bin 2\n",
-    "plot_power_spectrum(f, HFbank, 'g', fs / fsub, fLim, dbLim)  # all bins\n",
-    "\n",
-    "plt.figure(2)\n",
-    "#fLim = (0, 1)\n",
-    "voltLim = (0.9, 1.1)\n",
-    "plot_magnitude_spectrum(f, HFprototype, 'r--', fs / fsub, fLim, voltLim)  # bin 0\n",
-    "plot_magnitude_spectrum(f, HF1, 'b--', fs / fsub, fLim, voltLim)  # bin 1\n",
-    "plot_magnitude_spectrum(f, HF2, 'm--', fs / fsub, fLim, voltLim)  # bin 2\n",
-    "plot_magnitude_spectrum(f, HFbank, 'g--', fs / fsub, fLim, voltLim)  # all bins\n",
-    "plot_magnitude_spectrum(f, HFpowerbank, 'g', fs / fsub, fLim, voltLim)  # all bins"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "372445f4",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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0V5RXlBusTDHovyNiB84+PMsq7Zn4M3iY/VD+m2EYlFeUwyvSC0EJQbj7/C6uJ18HADzNe8qqLqvWQWl5KdYHr8fFxxcBAPee34PPbR8wDIMXpS9QtaMgpzgHB+4cwIvSF6x0AICMogz8dOUnPM17yvoafWHIeyAkMQRb/t2iVIdCIoZnQEjMXX+AWx2YxRY8XAkMDMTMmTOFFkMwSH/x6P/mrjcBAHVs6+Cj3h8ZpEyh9b+ZehOLTy0GADCrq3/5hiSGYKzvWABA2coyxGbG4qfgn3Do3iGltFM6TYFfjB8AoHxVOZadW4aw5DBcnn8Z1pbWCmlldXDv+T0cuX8EVhZWWBG0AgDQsV5H3M+8DwCYe2yu/JrfR/6OzBeZCHgQgLvP7wIAPujxAXa9w26sx/TD03Ep4RL23N6DR58/YnWNvjDkPTDYezAAoGXtlniv43sGKVMTQj8DQmPu+gPc6kDUjta9e/ewZs0a3Lx5E8+ePUPNmjXRqVMnfPPNNxg/frzB5OjWrZvByhIjpL/49I/JiDFYWYbUPzo9Gs8Kn2Fk65HyY8n5yayvD08Nl/9//vH52Be9T21amZMFAJY/Wcr/b7POBisHr8SHvT5EM6dmAP6rgy7buyjlI3OyqrL03FKlY7ujdrN2tC4lvJpO/jjnMav0+kSIZ6ByVFJoZPo/znmMJo5NlBxxY+RF6Qt8efZLvNfhPYxpO6batGK0gYaGSx2IuuswMTERBQUFmDdvHrZu3YqVK1cCACZMmAAPDw+DyZGRkWGwssQI6W8++pdVlCkdM6T+3Xd0x6h9oxCbGavT9RJI5P+vzsnSxM/BP6P5n83lvzMyMjDryCyd8zN2zOkZUEVGRgYuJVxC6/+1xsDdA4UWhxc2h27Gzls75RHg6jD39ge41YGoI1pjx47F2LGKN8Gnn36K3r17Y8uWLVi4cKFB5CgvN9x4GDFC+puH/r+G/ooVl1bg6gdX8UbjN+THhdA/LjMOHep1AAAwYD9Wx0Kin2/H8vJy+N7x1UvexoC5PAPqKC9/NcYPUIyaGjNJeUms05p7+wPc6kDUES1VWFpaomnTpgbde6lJkyYGK0uMmLv+LxxeYMDuAfKuHFPluwvfobSiVD4eSoYQ7V/O6GbU+Ha0nuQ+AUDPAOmvWv+sF1kGlkQYzL39AW51YBSOVlFRETIzM/Ho0SP88ccfOHPmDIYNG2aw8sPDTeMLRlfMXf8FFxfg2tNrGLbXcPecmBCi/SuYCp2uk0gkmhNpwYITCwDwWwdimk3HFnO3Aar097ntg3qb6+GHCz8IIJFhMff2B7jVgVE4WkuXLkX9+vXRpk0bLFu2DO+99161a1pIpVLk5+fL/woLCzmVb8iB92LE3PUvZLjdP8aOEO1feckFbRwTviNamS8yAfBbB1zGjgmFudsAVfp/euZTAMAvob8YWhxe0OajxNzbH+BWB0bhaH355Zc4f/489uzZgzFjxqC8vBwvX75Um37jxo1wcnKS/7m6ugIA0tLS4O7uDqlUKnfU3NzckJ6ejkOHDiE6OhrBwcEIDAxEfHw8vL29UVBQgM8++0yeNjc3Fz4+PoiNjcWFCxcQFBSEu3fvwtfXF1lZWQr5FhcXw9PTE48fP8apU6cQGhqKmzdvwt/fH6mpqQppy8vLsX37dqSkpODo0aOIiIhAWFgYAgICkJCQAA8PDyW5MzIycPDgQURHR+PKlSsIDAxEXFwc9uzZg4KCAoW0+fn52Lt3L+Li4nDu3DkEBQXhzp07OHDgADIzMxXSlpSUwNPTEwkJCTh58iQ2bNiAiIgIHDlyBKmpqdi2bRsqKirg5uaGiooKbNu2DampqThy5AgiIiJw7do1nDx5EgkJCfD09ERJSYlC/pmZmThw4ADu3LmDoKAgnDt3DnFxcdi7dy/y8/MV0hYUFGDPnj2Ii4tDYGAgrly5gujoaBw8eBAZGRkKaaVSKTw8PJCQkICAgACEhYUhIiICR48eRUpKCrZv347y8nKFa1JTU+Hv74+bN28iNDQUp06dwuPHj+Hp6Yni4mJ528jw9fXF3bt3ERQUhAsXLiA2NhY+Pj7Izc1Vktvb2xvx8fEIDAxEcHAwoqOjcejQIaSnpyvJ7e7ujsTERJw4cQJhYWEIDw/HsWPHkJycjB07dqCsrEzh46KoqAj+/v6IjIzE1atXcfr0aTx69Ai7d+9GUVGRQv7Z2dnw9fVFTEwMLl26hIsXLyImJgb79+9HTk6O0kdLVmYW4uPjcfbsWYSEhGDz5s3w8/NTkru0tBTu7u5ISkrC8ePHcePGDdy4cQPHjx9HUlIS3N3dUVpaqvSs+fn5ISoqCiEhITh79izi4+Ph5eWl8EF0JvAMcnJysH//fjxN/m8dqZiYGPj6+iI7O1sh36KiIuzevRtZmfx35bi5uWHHjh285bfx1EZ5vtXZiKoyCGkj3N3dq7UR165d481GyIiMihSNjfjhhx+QnZUtl+3x48cofVmq1EZZWVmisBFubm5IS0ur1kbExPw3c1mTjaj8DiwsLISXl5eCjYiKijKYjaicVmYjYmJicPHiRVy6dEmjjXj06BFOnz6Nq1evIjIyEv7+/khLS1NIW1ZWhh07diA5ORnHjh1DeHg4Nm7ciBMnTiAxMZG1H5GU9GocnFFuwTNy5Ejk5ubi+vXrKr1yqVQKqVQq/x0VFQVXV1fagofQCbv1digpKwGgeR0nfSNZ++p+/+rNr7Bl1Ba95N3LpRduLrzJa97ayuDzng9md5sNADh6/ygmHpoIQHP9u0e44+NTH/MmT/eG3RH1cRQYhoHFT/x8l45uMxpnZp3RmE5WF4Dw950hken96/Bf8c2AbwSW5j9mHZklnxDBrGbg9IsT8qX5AICUr1PQqFYjIcXTmg9PfIhdka+WGjGn+8uQGPUWPJMnT0Z4eDgePHig8ryNjQ0cHR3lfw4ODpzKM/ftB9jq/6L0Bbbd2KbVbBZjoLzM+GbcnHt0Dvee39Pp2spLJADC3P+Vx2iJYdYh2QDSvzoab2mMjSEbDSQNP1R9zqvD3NsfMMMteIqLiwEAeXl5Bilv3rx5BilHrLDV/7vz3+HTM5+ip3tPPUtkWCwtLTUnEhF3n9/FqH2jVC6uqQtC3P+6bjGkL0eLbADpr4kfL/1oAEmEwdzbH+BWB6J2tJ4/f650rLS0FHv37oWdnR06depkEDkOHz7MOu264HVYGqi8IrQxw1b/c4/PAQCyi7M1pDQuDLmvIB/wvWq8Nvc/XzzIeoClgUshWSvBpEOT5MclayVq/6KeRfE+61CWn/9hfw0p2WOEozUEuQfEBOlv3voD3OpA1AuWLlq0CPn5+Rg8eDAaN26MZ8+eYf/+/YiNjcXvv//OuUuQLQMGDGCVjmEYrAx6tXr9kj5L0Lpua32KZTDY6m+qWFhYAEbka/Ed1dFn+5dXlCPoSRDmHJ2DZ4XP5Md1mcmlz0jqgAEDANPqEdcKc7IBDMNg0qFJaFyrMf4a+xeAV/qfv3PeIOU/K3yG1+xeQw3LGnotR5uPEnNqf3VwqQNRR7SmTZsGCwsLbN++HYsXL8aWLVvQpEkTHD9+HF9//bXB5Hj8WPu9xmSDp00BXfQ3JZgK44pAcHW0qhpgvtqfYRg8yn6Ecb7j5FEoq5+tMMJnhIKTJUZiHhpub0kxouke+O3ab9gfvV8vZT/IeoDo9Gi95K2K2+m3cTT2KNzC/xuTYygbGJkWCZffXdBvVz+DlMcWc38HANzqQNQRrenTp2P69OlCiwE7Ozutr9FmAK/Y0UV/k0ICiK05qxvIyndES9f2r2AqcDr+NMYfMN41eGT1/Nvj33jLMyw5jLe8DEV190BMRgy+Of9qduCsbvzuB8kwDNq7tQcAZH+bjTp2dXjNXxWl5aVKx+zs7IAivReNvbf3AgBupgkz61cdZv8OALc6ELWjJRZq164ttAiCom/9E3MTkV2cjZ4upjWIXij4drTYtv/L8pfYdWsXlpxewmv5YuBa1jXe8sqTGmYSD59Udw8Yahua1IJUgzhaqqhduzaQKUjRekObWYfm/g4EuNWBqLsOxUJsbKzW1xjjgFd16KK/NrTY2gK9PHrJ95UTG8bWlnw7Wurav7i0GBtDNsq7AW3W2Zikk6UPpGVSzYlEhL5tgNgh/cWvf9HLIkzzn4Z/7v6jl/y51AE5WiyQrSxvrhhK/7vP7xqkHG2xsDCux4TzGK0qX7qy9i8uLcaGkA1yx6rmhpomPaUd4H/vRBl1NtUxKmeLbKBh9NfX/cYVY2j/3679hkP3DmH6Yf0MN+JSB8b1BhEIPz8/ra8R0xgtrgZdF/11QayRo8pb8BgDfEW0Xpa/xP+u/w/OO5zljtXyS8t5ydvcKS4rxoMs1QsuixFD2QAxoMrZMUX9tXHqjEH/50XKy0HxCZc6IEeLBZ9++qnQIuhMaFIobNfbYuWllTrnYcz684GxLVjK1dEKTw2XdwV+cfYLnqQijBlztwGkv3nrD3CrA3K0WKDL0vtiic58GfglAGBdyDpEpEbgZbn6zbjVwVZ/rjqLKQpYGVONaDEMg/OPzsu7AglltBkwbMqY+xYshtJfrPebUO1fVlFmsMkWmjC7LXgMzUcffSS0CLzQZ2cfzDqi/fRrQ+kvFue0KmKMaFUX9lfnaDEMg+j0aNRcXxOStRJY/GSBkftG6ktEwoQwFRvIBlXOjjnprwqh9H/d43XU21wPD7MfClJ+ZbjUATlaLPD29tb6GrFGZ/xjtN9KRBf9dUGXOruTfgdj94/FzVT9rTtjzBGt5PxkDPIaJHesuu/ojuKyYgGlMy70OThZrDZCFYayAWLFFPXXJnomlP63028DAPzuCT9GjEsd0DpaLBg9erTQIgiKofTXJaI1dO9QZL7IxPnH51G6UnmhQS5UMBUISw5DGcp4zVefFL4sxJdnv5T/bvpHU+GEIUwGsoGjEXwzWO/liHXWobm3P8CtDiiixYLbt29rfQ3XbrAXpS84Xc8nuuivC7p84We+eLWKYFkF/87Q3+F/Y8Buce/xVVZRBs9bnvJxVrU21pJ/BRIEXxjKBogV0t+89Qe41QE5Wixo0KCBQctbFbQK9hvsce7ROYOWqw5D6S+2MVqetzyFFkEtv//7OyRrJajxcw18FGDe40f0iVgHJxsaQ9tAIVEVVTJF/bWJnpmi/trCpQ7I0WKBLoOhuYy/+Dn4ZwDAZ2c+0zkPPjHUYHCxjVnhe4V1XUnMTUQv9140M9DEENuHRXWIcUKIITGU/mJ17M29/QFudSCON4nISUlJ0fnaX0N/rXYAekZRhugNLhf9jRlLC2GMS+HLQnx2+jN5d2CLrS0Q+SxSEFkIAjBfGyAjJSVF9HZaH8iGZph7+wPc6oAcLRa8/vrrWl/DMAwiUiPw3YXvMMVviso0/9z9Bw1+ayD6RSF10V8XxGbIDBXRKq8oh+8dX4VxVm7h5r1ukVgITw0XWgTWHI45jC3/btFL3oayAWLFFPXXFD1bFbQK9TfXx+7I3Sapv7ZwqQNytFhw8uRJna5LL0yv9vy3F74FAPx14y+d8mcDH86Lrvpri7l0HTIMg9vPbsNuvR0kayWw+tlKp/XNCKIyk/0mY+m5pbiVdov3vA1lAyoj1Aw8VQ6IKv012da0gjScenAKFUwF+7JFNOtQNoTlk9OfCNL+YoNLHZCjxYIPP/xQp+vE9NBwga3+mhylxzmP4XHTQ+3q9KYc0cp6kYUpflPk61n1cO+BkrIS3vInCBkZRRm856mrDTQVdNG/5daWePvA2/C946sHiQwHwzBm3/4At2eAHC0W7NixQ+tr2ERnxDrwsSq66K+K1v9rjUUnF2Fz6GaV500polVWUYY/w/6UdwfW21xPp8ViCdNFbPd7dfBlAwAgODEYvT1643rydd7y1De66C8tlwIAAh8F8i0OL2gTCOCz/Y0VLnVAC5ayQNfNJDU5UsYS8eJ7Q9HLiZexHMuVjostomUp0W4w/JUnV/DWnrf0IgtBCAmfNsDV21X+b8kKcUd1GYaBRCLBp59+imuHr+m9PDF+fDNgaFNp0KbSekfXTaU1OVJifKhUYagNRcX2ha8povWs8Bne8n5LHrUiJ4swVfRhA2QRH7Ghym7TptrmrT9Am0rrnUmTJgktgqAYSn+xRbRUOVrrg9fLHSuX311wJfGKAJIRhGERgw1cH7Ief4b9KUjZYtCfb7T50DdF/bWFSx2Qo8WC0NBQra9hwJhM16Eu+uuCLhEtfS7BoCrvFUEr9FYeQajDUB8hR+8fRfM/m+Pfp/8qHDeUDaiOA3cP4KvAr/Sy3ZYmDKV/5XfCwN0D4XPbB6FJoYJuycYwjCjaXxP67hHhUgc0RosFrVu31uk6rl2HYula1FV/Gc8Kn+FM/Bn5bz714ruOkvOTMfGfiUa1fhJhnGjjPDX8rSEOTj6IoS2H6lEiYOKhiQCAcb7jkP1dtvw4VxvAJ4aMfMs+mFu3bg08NlixAIDQp6EIffrq5e7a3BWX5182rACVELr9xRCU4FIH5GixoKioSOtr2BgDMdw8bNBF/8oM3D0Qj3IeaUyniwG1kFignCnXRSwAQElZCTZd3YQ1V9bonAdB6JuMFxkYtncYPuz5IdYNXYeGDg31Wl7V8VPqbMCeqD24mnRVr7IYGlUfb1xtIFf0MUSB7fuHASO4/mKASx2Qo8WC/Px8na4TS0SKK7rqL4ONkwXoFvrV1lmtYCoQlBCE4T7DtS6LIITGM9ITz4qeIWBGgEHLVWUD8qX5mH98vl7LVWUThJg0w9UGskWs7wxD6S9muNQBOVosaN++vdbXMBDHrEM+jJIu+uuCLhEtNnWYnJ+MKX5TEJYcpotYBCEqYjJi9F5G1WdRlQ0oLi3WuxxioX379kCU0FIIA8MwBnsHiBkudUCD4Vlw5YpuYVtTGQzPVn+uYyf4GgwvLZPipys/yWcHNv2jKTlZhOgQ23Im1aGrDdQHBh2j9f9lcdHf754fFgYsRGl5KV9i8YI2H/pian+h4FIHFNFiwbRp07S+RmxLFXBBF/2rQ52DqVNEq1JekrXG4bgShLHBtw0QM6rs07Rp03Dh7AWd8pOWS7Hz1k70cumFj1//WOuyhYYBY1btrw4udUARLRZ4eXnpdJ0Yug75QFf9tUWbL/zUglQM9hos6LRngjBVqj6LqmyAvp2Cexn3cOGxbs4N3/BhA9ML03mQRBgM9Q4QM1zqgCJaLNBl6X1TWkfLUNsvXEq4BGcHZ4xtO1bp3Mvyl/gz7E98d+E7g8hCEMR/CLEFi3eUN7yjvJWOC9HlyscWPGLrKmY965ChLXgA2oJH7+hr+wFjiWgZavuF/Xf2Y5zvOGS+yATDMLiadFU+zspmnQ05WQQhEOa6BYvMOTKU/mJ9J5hr+1fGpLfgCQ8Px6efforOnTvD3t4ezZo1w9SpU/HgwQODyTBz5kytr2Gz16EmxBLx0kX/6tBkTOpvrg+LnywwyGsQr+UShJgQ8zjOqrKpsgFidQq4okovPmygmNu7OhgwvL8DjBEudSB6R2vTpk04fPgwhg0bhq1bt2LhwoUIDg5Gr169cPfuXYPIcPbsWZ2uM5WuQ13110RpeSn+uv6XXvImCII/9GUDdEEIh0VM+vOFNo6yKeqvLVzqQPRjtL7++mv4+vrC2tpafmzatGno2rUrfvnlF+zbt0/vMvTo0UPra9j0xxvLF6Eu+ldH4KNAmiFIEEYE3zbA2OjRowdO3j/JKQ9W7wSRfnybe/sD3OpA9BGt/v37KzhZANC2bVt07twZ9+/fN4gMz5490+k6jbMODfBQ8fH1p6v+AJBdnK05EUEQoqKqU6DKBojVKeATmf3kYgNNAVPQP6c4Bz63fVD4slCn67nUgegjWqpgGAbp6eno3LmzyvNSqRRS6X97dRUW6laxlcvT5RpjiVhpQqf1rShiRRDVIrZZaNUhpvFF+q43VQ4kH/qLqQ61RWjZ+XiXTjg4AVeTrmLGwxnwneSr9fVc6kD0ES1V7N+/HykpKWoXENu4cSOcnJzkf66urgCAtLQ0uLu7QyqVymcQuLm5IT09HYcOHUJ0dDSCg4MRGBiI+Ph4eHt7o6CgAMHBwfK0ubm58PHxQWxsLC5cuICgoCDcvXsXvr6+yMrKkstw+MhhBWfv1KlTCA0Nxc2bN+Hv74/U1FRkZ/0X7SkvL8f27duRkpIiP1ZcXIyAgAAkJCTAw8NDSe6MjAwcPHgQ0dHRuHLlCgIDAxEXF4c9e/agoKBA7SyJc+fOISgoCHfu3MGBAweQmZmpkG9JSQk8PT2RkJCAkydP4vnz54iIiMCRI0eQmpqKbdu2oaKiAm5ubqioqMDyrcthu86W9Z6GBGFM6GvG1aFDh1BcXAxPT088fvxYyUaoo7ysHEePHkVERATCwsLkNkLGiRMn5HKztRFubm4Ke7kxFYyCjbC1tVWyET4+PkqyqbMR27ZtQ2pqKo4cOaKQPiEhAZ6enigpKWFdz/n5+QqyFBQUYM+ePYiLi0NgYCCuXLmC6OhoHDx4EBkZGQpppVIpPDw8kJCQgICAAISFhSEiIgJHjx5FSkoKtm/fjvLy/zap//vvv5Gamop79+4hO/s/e/348WOUliqv9J6VlQVfX1+V44dLpCVKcnt7eyM+Ph6BgYEIDg7G8+fP1ert7u6OxMREnDhxAmFhYQgPD8exY8eQnJyMHTt2oKysTCH/tLQ0+Pv7IzIyElevXsXp06fx6NEj7N69G0VFRbh9+7Y87+zsbPj6+iImJgaXLl3CxYsXFcqu/A4sLCyEl5cX4uPjcfbsWYSEhCAqKgp+fn5IT09XkKG0tBTu7u5ISkrC8ePHcePGDdy4cQPHjx9HUlIS3N3dUVpaqvQ+9vPzQ1RUlLz8zKxMeHl5obCwUCFtTk4O9u/fj5iYGCQnJ8vT+/r6Ijs7WyGtbPPzA3cP4PTp07h69SoiIyPh7++PtLQ0hbRlZWXYsWMHkpOTcezYMYSHhyMzMxMnTpxAYmIiaz8iKSkJACBhhHZVtSQ2NhZ9+/ZF586dERISAktLS6U0VSNaUVFRcHV1xc2bN9GrVy+ty9y/fz9mzZqlMR3DMLD46ZXvemX+FVhI/ps5x6xWrubuO7ojOj1a6bwsGtShXgfc/4Rb92gv916IfBapKKcKWaqjqv4F0gJ8FfgVdkXu4iQbQRgDzGpGLxHa8I/C8Xqj19WeV1dmqzqt8Ohz5Y8aWfqzs85iVJtROskky6OGRQ28XPlSflyVDcx6kYV6m+spHGNjWyrrpSq9prou/KEQ9tb2GsvRlbvP76Lr9q4AAOkKKawtrbF//36ctD2Jg3cPAnglt+NGRxS8LFC4VpUdl7F80HKsG7qu2rJXXlqJdSGq02hrtzXxdeDX+CPsD7V5V5Z/X5t9rN6BfCOT4Zdhv+C7gdUv77Pk1BJsj9gOQLM+utQlWz+gMrdu3ULv3r2Nq+vw2bNnGDduHJycnODv76/SyQIAGxsb2NjYyH87ODhwKnfsWOUFNNlQOdyparkHY+laHD1mNHzv+GLWEcM/aARBCI+uNtAYUWWXx44di5OXFAfDG1PXL1fMqf3VwaUOjKbrMC8vD2PGjEFubi7Onj2LRo0aGazs/fv3a30NH+toCcnD7Ido/mdzSNZKUO+veuRkEYQZo8oGGrN90xZd3gFVYdN5ZMg61eZDnw/99Y2+O+e41IFRRLRKSkowfvx4PHjwABcuXECnTp0MWj4f2w+o2pJHTIbqRekLrLi0Qh5KJghCv+jrxcCHXakarRHTFixCbcETejjU4OWKBTG1v1CY9BY85eXlmDZtGv7991/4+fmhX79+BpdB18GwVbsOqzuv6Xq+qWAqcCb+jHyLG/sN9uRkEQShEnPdgkVmt/nQ35i7Gs21/SvDpQ5EH9FaunQpTpw4gfHjxyM7O1tpgdLZs2frXYb58+drfQ0DzV2HQkW0aOkFgiC0QZUNNJYxptqiyi7Pnz8foYH6j2jpq05PPjgJ+xr2GNJyyH9lafH+0eUdaGpwqQPRR7RkUzwDAgIwZ84cpT9D4OfnxzkPIb5mXpa/VJpxSBAEoYmqEXg+bCBfCDFRvqr+G0I2aL3wpVAT/NML0zH+wHgM3TtUZ3nE1P5CwaUORB/Runz5stAiYODAgVpfU3XBUl26DnUhJDEEg70H854vQRD8YkxdSbrYQFNi4MCBOBd9Tv57+aXlAkqjHZkvMjnnYe7tD3CrA9FHtMTAo0e6LcRpiK7DjKIMjNo3Sj7WipwsgiD4RpUNFNNkHn0hc4Z1fQeoyqs6DDrrUIuy+NDf2OFSB6KPaIkBe3vui+Opesh0iWiVlpdi562d+OT0J5xlIgiCUEVVe8WHDeQLvW/Bo8Iu29vbA0V6LZYT8VnxuJ5yHTO7zoSFhP/4iZjaXyi41AE5WiyoVauWTtdp6jpkA8MwiHwWif67+kNaLtV8AUEQJo02H2gMw2BV0Cp0qt8JM7rO0LlMXW2gqVCrVi1A/e44rNDnGK12bu3k/5/djf8JYube/gC3OqCuQxbEx8drfQ0fsw7vZ96HxU8W6O3Rm5wsgiC05kriFawLWYeZR2ZyykeVDRRq1qEQg8rj4+MNoi/XMv59+q9eytLlHagtZRVlei+DC1zqgBwtFgwezH3ck6auQ987vvJxVgRBmD6GcBgyijJ0uq6qbNrYQGmZFAuOL8DhmMM6lc2FF6UvsOvWLqQVpPGSn6we+HgHGDP61n97+HbYrLPBxccXVZ4Xw3hALnVAjhYLdJnWqWnW4YOsB7iecl3+m7a4IQhCrGhjA7dHbMfuqN2Y7DdZjxKp5ptz3+DDgA/Rf3d/nfNQ9VI31iV++ELfyzssOb0EFUwFZhzWvXtb33CpA3K0WKDr0vuVH9gXpS/wdeDX8qhVe7f2fIlHEAShEr4iAapsoLq8+YomqaM6h+XEgxMAgCe5T3gt01Bb0OgjcqOuvrQpy1D6VzAVBilHF0x6Cx4xoMvS+xVMBU49OCX/XW9zPdrihiAIo8RUtmDZH70fg70G41nhM62u42ULHoEWLOUDQ7U/F0eLreOo6zg4LnVAjhYLFi1axCpdcn6y/P8j943Eqsur9CUSQRBGjiG6knR9qVSVja0NFDuzj85GSFIIvjn/Dav0snowFf11xVD6GzqilVOcg/KKclZpudQBOVos2L17t8Y0W8O2otmfzQwgDUEQhGFRZQONedZhbkmu2nOq9GLzDtAEqwVLDVin2pTFh/5sMISjxYCRD+Gp+2tdRKRGsLqOSx2Qo8WCMWPGaEzzZeCX+heEIAhCANjYQFNBlUNkLPrra3aeofTXh6P1IOsBmv/ZXO15z1uerPLhUgfkaLEgMpI2ZiYIwvjg68Vr7jaQD/2NeYyWodqfL0draeBShYlnSXlJatOyXeCVSx2Qo8UCFxcXoUUgCIIQDFU2kI0TF5MRg5KyEl5lMeQyCTLnyFDvALHudWgo/XVxtCqYCpyOP43tEdvlx7aEbeFTLADc6oC24CEIghAAQ0Q4hBpHJaPz353R07knbi26Jagc2qCvOhNqHa3K99k3575Bp/qd8H7P9wWRRRNsHa2U/BRMPDQRN1Ju6FkifiBHiwVpafpdF4YgCELMcLGBkc/47XYSogvOVN4Bv/37GwBo7WgZSn91jlZpeSk2hmzEj5d+NIgcquBSB9R1yIKePXsKLQJBEITW8NUVxdYGRqRGIKUghZcy9cnTvKc4HX+atdPGxzuATVlCRyDVYah3YGVHKzQpVP7/FUEr9OZksX1GuNQBOVosOHPmjNAiEARhJjAMg3vP7wkthgJsbWCfnX2w/85+PUvDndvptzHOdxwCHgRUm07W3WeK7wBtnDpD6V956YWBXgMNUiZbuNQBOVos+OCDD4QWgSAIE0PdmB33m+7osr0LL2XwFSERkw3kc6zT5SeXlY6pinB88MEHnMsV8wK1mtBH+5dVlMHjpgcka8UZxasKlzogR4sF7u7uQotAEISZsPnaZk7X6+Nla6o2kG3XoaH0N+SsQ23gQ3+GYRD1LAr2G+whWStBjZ9rYNFJ41lxn0sdkKPFAkNtqEkQBMGVbeHb8Nu1V4Oe9bmptBjRdqA82ygTH/qLbR0tQ2wqnVeSh/nH5kOyVgKLnyzQ070nXpS+0CkvfcH2w4Q2ldYzprKhKkEQ4odrROp43HF8c/4brTdOrg4x2UA+HRZNecnOi0l/IWCrfwVTgYN3D8rHWdXeVBt7bu/Rs3SGgcs9QMs7sGDKlClCi0AQhImh7xlmfEYOTNUGqopoqWqXKVOmIPRqqNJxrmWxKZsrfIwNq679H2Y/xNA9Q/E0/ynncsQMl2eAIlosCA4OFloEgiBMDHUvQD7H6VT34s4tyWUdHTJ1G7jz5k6suLRC7XlT1F8bp66y/i9KX+Cbc9/Io1Zt/2pr8k4WwO0eoIgWC9q2bSu0CARBEADYO2LVOVEXH1/EcJ/h+KjXR/AY76ExLzHZQD5n78nqaOHJhQCAiR0nopZ1LaWy2rZtCzzipyxj5FmtZ0YzO1BfcHkGKKLFgoKCAqFFIAjCTOCz+0idU7bq8ioAwM5bO1nlY6o2sKrTlluSq7LODKW/oWYdanL6nuYpRqg+v/65PsURFLZ1zuUeoIgWC4qKioQWgSAIQiv4jPyIyQbqczC8ui1g+NDfIOtosY12glFIW1JWgk1XN2HNlTV6ksz44XIPkKPFgtatWwstAkEQJoY6h4GvqAbDMLxFx0zVBlZ1ftS1SevWrYFoQ0hkGMoryhGc+N+YI7v1dgJKYxxweQao65AFV69eFVoEgiDMBDHud2eqNrCqY6XO8eJDfzGN0bJeZ42QpBChxTAquNwD5GixwFSnNhMEYbpU7R7igphsIK+D4aHcdahueQdjo6yiDFv+3YLuO7oLLYqoYfthQ8s76Blvb2+hRSAIwkwQ4zYspmoDlSJaaqJOfOhviHW0rqdcly+7UOPnGlh6bimn/Ij/4HIPiN7RKiwsxOrVqzF69GjUrVsXEonE4A+9sWw/QRAEIYPPriox2UA+u1aVugrVOENi0r8yGUUZmHBggvz3jZQbAkpj2pj0FjyZmZn46aefcP/+fXTvLkwI1Ny3XyAIgn/ULljKkyPBgL/B8GKygfpYR0vtb4hrC56yijJ43PSQR60a/NYAAQ8ChBbLLDDpLXhcXFyQlpYGZ2dnREREoE+fPgaXYdasWQYvkyAIQiyYqg1UOUZLRdftrFmzEHqJ2xY8bKiu29jcFwwVGi7PgOgjWjY2NnB2dhZUhtOnTwtaPkEQ5gOvyzuoyatq5ObC4wtosqWJ2rxU2UAxzaKToW20S9OsQxl8vAPEWF8E++eNyz0g+oiWLkilUkilUvnvwsJCTvn17NmTq0gEQRCiZYTPiGrPi8kG8rpgKct1tHr27ImT90/yVm5lyivK4RPtg/ePv6+X/Al+4PIMiD6ipQsbN26Ek5OT/M/V1RUAkJaWBnd3d0ilUnl/q5ubG9LT03Ho0CFER0cjODgYgYGBiI+Ph7e3NwoKCuDp6SlPm5ubCx8fH8TGxuLChQsICgrC3bt3BdOVIAj9oq/xOf6H/VFcXAxPT088fvwYp06dQmhoKEpKSqq9rrSsFEePHkVERATCwsIQEBCAhIQEpXT79u9DXl6e/PeVK1cQGBiIuLg4ZGRkaJQvKCgId+7cwYEDBxAXF6dgM0tKSrBnzx7Wum7btg2pqak4cuSIwvGEhAR4enqipKSEdT0XFBQoyFJQUIA9e/YgLi4O0pL/PrAPHjyIjIwMhbRVef78OSIiIuS/T589jfLycvlvDw8PpKam4vDhw8jOztYoW1ZWFnx9fVW+E6QvX713GIbBj3/+CMeNjpCslcDqZytysgQkKCgIaWlpCvdJWVkZduzYgeTkZBw7dgzh4eG4fPkyTpw4gcTERNZ+RFJSEgBAwhhRPFM2RsvLywvz589Xm65qRCsqKgqurq64efMmevXqpXW5ly5dwtChQ6tNQ/3nBGGaMKsZvTzfwfODMaj5IKXjXf7ugnsZ99Re17pOazz8/KHS8aoy3l18F8n5yRi9fzSAV3rI6L+rP/5N/ld+XJV+ldOrsoEF0gI4/uKoVk51eVUuq/JxdXpUJeXrFDSq1UjlucZbGiO1IJV13vO6z4P3u97y44enHkZP555o9b9WAIDsb7NRx64OLl26hJ05O3Hw7sFqZVOnJyFeQj8IRf+m/TWmY+MHVOXWrVvo3bu3aXYd2tjYwMbGRv7bwcGBU35CjxEjCMJ84HMdLb7yMlUbyLbr0NnZGchhn6+6PRMJ8cF2Zi6XZ8Akuw75JioqSmgRCIIwE/hc3oEvzMUGqqsztvrX2VQHkrUSWP5kyaNUhBjg8gxYdevWTeeLPT098cYbb+h8vbEwevRooUUgCILQCj5HhYjJBvI6GJ5RXt5B4fz/O16jR49GQJDm9apyS3J5k40QF1yeAYuysjK89tprWv05Ojri3r17nGfzGQu+vr5Ci0AQhImhdsFSPrsOeYqOmaoNVNV1qKr+fX19UV5RrnScMB+4PANWK1aswMyZM7W6KDMzEw0aNNC5UG2RzfZLTX01yDEgIADJyckAgM8++wxOTk56LV+s2y8QBEGog8+uQ1O1gZrW0bqTfgfv/fMeckpygCxDSkaIDU5b8DRt2lTri2xtbfHOO+8YzNn67bffsHLlSmzfvh0AcOTIEaxcuRIrV65ETo4WIxR1RCzbLxAEYfrwuZdf5egMlwHaYrKBvG7BUyWvnOIczDry3wrgb+1565WTRZgsbCPInLbgGTRIeXqxJhwcHHD06FGdC9WWJ0+eGKwsVbz/Pq1xQhCEcVE1WtNkSxNM7DgRbmPdtHZWTNUGlpaXYnfkbvnvJaeXCCgNIWa4PAM065AF//zzj9AiEARhYqgb1M3bFjxVNpVOK0zDtvBtOuVlqjbQL8YPC04sEFoMwgjg8gxYBQcHa33R4MGDdS7QGJGtLE8QBCE0fA6WZ4uYbKC2sw4zijLw8amPceT+Ec2JCUINXJ4BqyFDhsh/VLcJaWUqb1FgDsTFxaF169ZCi0EQhBnA2zpaLO05G4zRBtLK7AQb2D5vXJ4Bq0uXLsl/SKVSfPvtt3jx4gUWLlyI9u3bAwBiY2Oxc+dO2Nvb49dff9WpIGPG0ZHdNhMEQRBcESJipQkx2UBVSzKEJIXA1Vs8UTfC9ODyDFhVDod9/fXXsLa2RlhYGGxtbeXHx48fj08++QSurq44e/YsRoyofqd3U8Pe3l5oEQiCILSi6hgtLojNBibmJmKK3xSEp4YLLQphJnB5BhQGw+/fvx9z5sxRcLJk1KxZE3PmzMG+fft0LsxYefTokdAiEARhYqhdsJTHrkO+EJMNbP5nc7TY2oKcLMKgcHkGFBytoqIipKWlqU2clpaGFy9e6FyYsTJgwAChRSAIghAMsoGEqcK2q57LM6DgaA0fPhxbt27FkSPKszMOHz6MrVu3Yvjw4ToXZqwcPnxYaBEIgjATeF3egae89G0DGYZBeEo4DWAnRAuXZ8Cq8o9t27Zh6NChmDJlClxcXNCmTRsAr0JmqampaN26Nf766y9u0hohprr9BEEQpkt1XYfadivqywYO9hqMkKQQveRNEHzCaQueyj8aN26M27dvY8uWLejSpQvS09ORnp6Ozp07448//sDt27fRpEkTzgIbG2LafoIgCNNA7YKlfG7Bw1NefNjAwpeF+OLMFwrHyMkijAVOW/BUPWBra4svvvgCX3zxhar0ZsnHH38stAgEQRBaweeegFxtIHUJEsYOl2eAtuBhgaenp9AiEARhJvC5jhZfeZENJEwVtlFfLs+AUkTr2bNn2LVrF27duoW8vDxUVCju+C6RSHDx4kWdCzRG3n77baFFIAiC0Ao+l3eQ2cDo9Ggk5iZifPvxvEbMCELscPEDFByt6OhovPXWWyguLkb79u1x584ddOrUCbm5uUhJSUHr1q3RtGlTzgIbGxEREWY5No0gCMPD2zpaPC5YKrOB3Xd05yU/gjA2uPgBCl2H33//PRwcHBAXF4cLFy6AYRhs3boVT58+xT///IOcnBz88ssvvAhtTDRu3FhoEQiCMDHULlgqoi14kvOT8Zb3W3jv9ns0zoowa7j4AQoRrdDQUHz77bdo1qwZsrOzAUDedThlyhRcvXoV33zzDa5cucJBXOPD3DbRJgjC+OHadUiOFWEOsP2w4eIHKES0Kioq0LBhQwBA7dq1YWlpKXe4AKBr1664efOmzoUZK8+fPxdaBIIgzARel3dg8RIZ4WNee9cShC5w8QMUHK2WLVsiISHh1QkLC7Rs2RIXLlyQn7927Rpq166tc2HGSvfuNC6BIAjjQl3XZLft3XA95br894XHF1SmIwjiP7j4AQqO1siRI+Hn5yf/vXjxYnh6emL48OEYNmwY9uzZg5kzZ+ouqZFy9uxZoUUgCMLEULtgKU9jtCqYCpyJP6N0/M7zO7zkTxDmBBc/QGGM1vLlyzFjxgyUlpaiRo0a+PLLL1FUVITDhw/D0tISK1euxI8//shZYGNj/vz5QotAEISJEZMRg2Gthukt/0Feg/SWN0GYG1z8AHlEi2EYWFpaonPnzqhRowaAV19WK1asQGRkJCIiIrBmzRpYW1tzFtjY2Llzp9AiEARhYnx+9nOUlpcqHWczRiujKANrLq+BZK1E/kcQhPawHRPJxQ+QO1ovX75E3bp18b///U/nzEwV2lSaIAh9YL3OGh23dcTjnMesZwk+zH6IBr81wNora/UsHUEQMnjZVNrGxgbOzs6wsbHhRShTgjaVJghCX8RmxqL1/1rD4icLSNZKEPo0VGiRCIKoAhc/QGEw/Pz587F37168fPmSs1CmxJQpU4QWgSAIgiAIgeDiBygMhu/atSuOHTuGzp07Y/78+WjRogXs7OyULpo4caLOBRojV65cwdSpU4UWgyAIgiAIHmE7y5eLH6DgaM2YMUP+/5UrV6oVytxWSu/QoYPQIhAEQRAEIRBc/AAFRysoKIizMKZIbm6u0CIQBEEQBCEQXPwABUfL1dWVqywmSXFxsdAiEARBEAQhEFz8AAvNSYhWrVoJLQJBEARBEALBxQ+w0GWT6BcvXuDzzz9HfHy8zgWzRSqV4rvvvkOjRo1gZ2eHvn374vz583ovtzKhoTTdmiAIgiBMDbYLlnLxAywePHig9UXFxcXYtm0bnj59qnPBbJk/fz62bNmCWbNmYevWrbC0tMTYsWNx9epVvZctY9KkSQYriyAIcfG86LnQIhAEITBc/AArd3d3rSNEUqlU5wK14caNGzh48CA2b96MZcuWAQDmzp2LLl264Ntvv8W1a9cMIseePXtodXiCMFNOPTgltAgEQQgMFz/AKjExEYmJiVpf2KxZM5VrbPGJv78/LC0tsXDhQvkxW1tbLFiwAD/++COePn2Kpk2b6lUGgLbgIQhz5sSDE0KLQBCEwHDxA6wSEhJ4FIVfIiMj0a5dOzg6Oiocf+ONNwAAUVFRBnG03NzcyNkiCDPl3KNzQotAEISeYLtgKRc/wEpzEuFIS0uDi4uL0nHZsdTUVJXXSaVShe7NwsJCTnLMnj2b0/UEQRgvL0pfCC0CQRACw8UPEPXyDsXFxSo3uba1tZWfV8XGjRvh5OQk/5OtD5aWlgZ3d3dIpVL5BpFubm5IT0/HoUOHEB0djeDgYAQGBiI+Ph7e3t4oKCiQjw9zc3NDbm4ufHx8EBsbiwsXLiAoKAh3797Vh/oEQRAEQeiR8+fPIy0tTcEnKCsrw44dO5CcnIxjx44hPDwc//vf/3DixAkkJiay9iOSkpIAABKGYRjBNNRAly5d0LBhQ1y8eFHheExMDDp37owdO3Zg0aJFStdVjWhFRUXB1dUVN2/eRK9evbSWIzY2VuPy+5K17MKPBEEYH80cmiGpMEloMQiC4JnIRZHo4dxDYzo2fkBVbt26hd69e4s7ouXi4oK0tDSl47JjjRo1UnmdjY0NHB0d5X8ODg6c5EhOTuZ0PUEQxouDtQM61ewktBgEQegBtutocfEDRO1o9ejRAw8ePEB+fr7C8evXr8vPGwJLS0uDlEMQhPgY3WY0rC2thRaDIAgB4eIHiNrRmjx5MsrLy+Hh4SE/JpVK4eXlhb59+xpkxiEA1K9f3yDlEAQhPgY0HaD3pWwIghA3XPwAlbMOw8LCEBQUhOfPn2PJkiVo27YtXrx4gdjYWLRr145zVxxb+vbtiylTpuCHH37A8+fP0aZNG+zZswdPnjzBrl27DCIDAERHR6NLly4GK48gCPEwseNEnAqjRUsJwpzh4gcoOFovX77E9OnTcfz4cTAMA4lEgvHjx6Nt27awsLDAyJEj8dVXX2H58uW8CM6GvXv3YuXKlfDx8UFOTg66deuGkydPYvDgwQaTYdSoUQYriyAIceFo4/gqep4ntCQEQQgFFz9Aoetw5cqVOHnyJLZv3464uDhUnpBoa2uLKVOm4Pjx47pLqgO2trbYvHkz0tLSUFJSghs3bhjc8Tlw4IBByyMIQlzEx8cLLQJBEHqA7YKlXPwABUfrwIEDWLx4MRYuXIi6desqJe7YsSMeP36sc2HGCq0KTxDmiwQSGjpAEGYOFz9AwdF6/vw5unbtqjaxpaUlXrwwv1WSZYuSEQRhfkgkElqUmCDMHC5+gIKj1bRpU8TGxqpNHBoaijZt2uhcmLGyYMECoUUgCEJA2ndoL7QIBEEICBc/QMHRmjlzJtzd3fHvv//Kj8n6L3fu3IlDhw5h7ty5OhdmrOzfv19oEQiCEAgJJDRGiyBMFLYLlnLxAxRmHS5fvhxhYWEYPHgwOnbsCIlEgq+++grZ2dlITk7G2LFj8dVXX+lcmLEydOhQoUUgCKISLg4ueF70HOVMud7LkkgkaNy4MUC+FkGYLVz8AIWIlrW1Nc6ePQsvLy+0atUKHTp0gFQqRbdu3eDt7Y2AgACzXCX9/v37QotAEGZNyfISbB6xWf47dWkqylaVgVnNgFnN4NnSZ3otPycnR6/5EwQhbrj4AUoLlkokEsyePRuzZ8/mJJQpUbt2baFFIAiTZf/E/ZjUcRJsrGwAAOUV5bD6WXkt5crLzVSloUND5H+fD8dfHHmXTwIJrG1oCx6CMGe4+AEqV4avDMMwCAoKglQqxcCBA1GrVi2dCzNWbG1thRaBIEySLg26YGbXmbzkVctGP7ZJIpHAylKjqSQIwoTh4gcodB0uX74cQ4YMkf9mGAYjR47EiBEjMG7cOHTt2hWPHj3SXVIjJSEhQWgRCMLoYVarj0hpgu2igvoivyBfcyKCIIwOtraFix+g4GgdPnwYb7zxhvy3v78/Ll68iHXr1uHkyZMoLy/HmjVrdC7MWOnfv7/QIhCE0VCxqgKuzV2FFoM3JJCgYcOGQotBEISAcPEDFBytlJQUhXWyjhw5gk6dOuGHH37A2LFjsXjxYly+fFnnwoyVI0eOCC0CQYiWnO9y8PvI3+W/JRIJGLCLXrGdWi0kEokETxKeCC0GQRACwsUPUHC0rKysIJVKAbzqNrx48SJGjx4tP9+wYUNkZmbqXJixQlvwEMQrDk89rHRMAonSQPUKpsJQIhmETp07CS0CQRACwtsWPF26dMG+ffuQk5MDLy8vZGVlYdy4cfLziYmJqFevnu6SGim0BQ9hrlycexH/q/s/+TIK/Zr0U0qjKoJV3QxBY0MCCe7duye0GARB6AG2UXUufoDCVJpVq1Zh/PjxcmdqwIABCoPjT506hT59+uhcmLGyePFioUUgCINweOphpBemwzPSE6dmnoKzgzNcl1Q/3srUI1oSiQSdOnXCtchrQotCEIRAcPEDFCJaI0aMwK1bt7Blyxbs3r0b586dk5/LycnB4MGD8fnnn+suqZHi4eEhtAgEoXfsa9hjYseJWNxnMW4uvAlnB2cAmu9/VbN2WI/REng2IVto0WKCMG+4+AFKi8N06tQJnTopj0eoU6cO/vjjD50LMmYmTJggtAgEIRia7n8JTLvrEACaNW+G0LhQocUgCEIguPgBFpqTEDdu3BBaBILQiSEthmB4q+Gc8tB0/0skpt11CAAZGRlCi0AQhIBw8QOUHK0zZ85gxIgReO2112BlZQVLS0ulP3OjadOmQotAEFrxbOkzMKsZXJp3Sd4FqCua7n9Vg0nZdh0aC/b29kKLQBCEHmA7fIGLH6C0YOnbb7+N9PR0TJ8+HRUVFZgxYwamT58OOzs7dOvWDatWrdK5MGOlrKxMaBEIQi1Hpx1FxaoKpHydopf8Nd3/qmYdso1oGcM6WgDAVJiW40gQhHZw8QMUxmht3LgRb7zxBq5evYqcnBxs374dH3zwAYYOHYonT57gzTffRMuWLTkLbGxQtwEhJn4e8jO+HfAtrC0Ns9Gxpvtf1axDUxujVVxSLLQIBEEICBc/QCGiFRMTg+nTp8PS0hJWVq98sNLSUgBAixYtsGTJEmzatImDqMZJly5dhBaBIAAAo9uMxorBKzQ6WXzO5tN0/3OZdagNQs5QrFOnjmBlEwQhPFz8AAVHq2bNmrC2fmXAa9euDRsbG6SlpcnPN2zY0Cw3WD5//rzQIhBmhJWF0mRgQdF0/6uadaiPwfBCRslSUvTTLUsQhLCwHb7AxQ9QcLTat2+PmJgY+e8ePXrAx8cHZWVlKCkpga+vL5o1a6ZzYcbKvHnzhBaBMHH2vbcP5avKwaxmULqyVG06IcY0abr/Vc065NspEnosV9u2bQUtnyAIYeHiByg4Wu+99x6OHz8u3+9w+fLluHz5MmrXro369esjJCQE33//PTdpjZCdO3cKLQJhghT9WCTf2mZWt1mwkPC32gqfjomm+99QES0hiYuLE1oEgiAEhIsfoGDZly1bhqSkJNjY2AAA3n77bVy+fBkfffQRFi1ahIsXL2L+/PmchDVGaFNpgiut6rTC488f45/J/8iP1axRU0CJlFE3Bqry/a9q7JWhxmgJSceOHYUWgSAIAeHiB1gBQElJCY4fP46EhATUq1cP48aNg4uLCwBg0KBBGDRoED+SGilubm7kbBFaM7btWJyccVLBEbmRor/Fb/U1hknT/W8Osw5j7sdoTkQQhNHBdpINFz/A6vnz5+jfvz8SEhLkxrFmzZo4duwYhg/ntqK0qTBt2jShRSCMkDFtxgg2U65yuVydHk33v6p1tEa1HoX7mZr3BzSGvQ4lkKBVy1YIiw0TWhSCIASCix9g8fPPP+PJkyf46quvcPLkSfz555+ws7PDokWLeBTRuLl48aLQIhAiZkDTAWBWs3NmjLFLTZf7f8OwDdgxbocepBGG1LRUoUUgCEJAuPgBVufOncPcuXPx22+/yQ82bNgQM2fORFxcHNq3b8+HjEaNqk22CfOGWc1Asrb6aIzKrWn02KWmLyeOzf1fVS+7GnZY9PoifHrmU5RVGP/OCrVr1wbyhJaCIAih4OIHWCQlJWHgwIEKBwcOHAiGYZCens5VNpMgJydHaBEIgdgwdAPODz7POmJVGSG7xSo7eVzlYHP/G2OkThteSl8KLQJBEALCxQ+wkEqlsLW1VTgo+y30Hn+FhYVYvXo1Ro8ejbp160IikcDb29vgcpSUlBi8TEIc/DDoB5S/LOctP2N0SNjc/7pG6oReH4stZeXGH5UjCEIZtjaIix9gBQBPnjzBrVu35Afz8l7FyOPj41+FzKvQq1cvnQvUhszMTPz0009o1qwZunfvjsuXLxuk3Kq0aNFCkHIJcaBr+xu861BPeVfW31gcI76p5VALoC1PCcJs4eIHWAHAypUrsXLlSqWTS5YsUfjNMAwkEgnKy/n7wq8OFxcXpKWlwdnZGREREejTp49Byq1KWFgYjVUzITYN34Sv3vwKt9Ju4c1db2pMr6n91XXNCdp1yGPZbO5/Y4zUacPzjOdCi0AQhIBw8QOsvLy8eBaHP2xsbODs7Cy0GJg4caLQIhA8sX7oenw74FutrtHU/uoiSSojWkbokLC5/01t3ayqNG/eHCH3QoQWgyAIgeDiB1iZ4j5+UqlUvo0Q8GqsFxf27NlDC5YaGVfmX8Hg5oOrnRnI1unhs/2NcdahPu9/Y1hHCwAePnwotAgEQegBtjaIix3kb3M1EbFx40Y4OTnJ/1xdXQEAaWlpcHd3h1QqhZubG4BXq72mp6fj0KFDiI6ORnBwMAIDAxEfHw9vb28UFBTI83Vzc0Nubi58fHwQGxuLCxcuICgoCHfv3hVET+I/xtccj4JvCuDu4o7Hcx8jLzoPYWHKC0wyDCNvez8/P435ylYDll0jIygoSP7/58+fIzc3V+naf//9F/Hx8QgMDERwcDCio6Nx/cZ1pfylUinc3d2RmJiIEydOqJS76jVpaWnw9/dHZGQkrl69itOnTyMxMVGexnOnp0L+bCh9WYrCwkJ4eXkhPj4eZ8+eRUhICAYOHAg/Pz+kp6djt9dupeuSkpIQ9+C/vQCPHz+OpKQkuLu7K8ldlfy8fMTHx8PLywuFhYUq0wDApUuX8PDRf85Odna2wjNcVFSE3buVZeODv//+m8ZpEoSJcvbsWaSlpSnYk7KyMuzYsQPJyck4duwYwsPD8frrr+PEiRNITExk7UckJSUBACSMgWL+FRUVePmS3RRpGxsbJS9TNkbLy8tL436LVSNaUVFRcHV1xc2bN3UayM9m6X1NayoR/JP6dSpcarlUm6Zqu2wYugE/DPoBABCWHIZ+u/pVez2zmpG3f+W8Kq+jNaDpAFz94KpSWR5ve+Cj3h8pHNt7ey/mHZsnz4Ot3DLGtBmD07NOqzyXlJeE5n82BwBkf5uNOnZ1AABzjs7Bvuh91akJAHCwdkDBDwVKxyvf/2kFaWi0pZHCeWY1g+UXl2PD1Q3y3zJq/FxDvo6WqrXHern0ws2FNxWOVTAVsPzJUuFY6cpS/PHvH/j2wrdKZVRGH8/hyxUvMXjzYIRJaWV4gjA14j6NQ7vX2mlMp8sWPLdu3ULv3r1fDYY3BMHBwRgyZAirtPfv30eHDh10LsvGxka+MTYAODg46JwXAMydO5fT9YR+0ORkqUKXripN7S+W7i99fTOp0//w1MNoU7dNtdeayizFNm3aIOweOVoEYa5w8QMM5mh16NABbAfeyza0FgvHjh0jZ0sAVg5eCSsLK6y+vFpQOXRtf1UOmKEGjfPp/FXWv/I4sLdavIW6dnWVjmuDsThilbtlCYIwP7j4AQZztJydnTV2+YmVvn37Ci2CWdCtYTecnHESTZ2ayo9turpJQIleoWv7m8qsQzb6m/KsQ4lEgvr16wPc5tQQBCFC2H7scfEDTHIwPN/Q16x++ab/N2BWM7j98W0FJ0sf6BJB0dT+apd3MHCXor6cODb3v7qyjdGxVAXXmcsEQRg3XPwAg0W0dEU20y81NRUAEBAQgOTkZADAZ599BicnJ73LUKNGDb2XYS4s7bcUPw/5GXY17OQDly0k4vb3+Wx/g3UdVnIouZZJ9z8gsTCOLk6CIPQDFzsoekfrt99+U/Akjxw5giNHjgAAZs+ebRBHq169enovw9SpdoadAcfp6BJl0rX9TaXrkI3+Ou91KJKJBJqwtbHVnIggCJOFix8g7lACXu3DyDCMyj9DrW1D62TpF7G/bDW1vxi34KkMVznY3P/G6EBqQ05ujtAiEAShB9jaRy5+gOgdLTEwYsQIoUUwGqqLXKmjuoiWGF7gfLa/Mc46pPsfaNSokeZEBEGYLFzsIDlaLDh48KDQIogK+xr2uLfkHpjVDJjVDCa0n8ApP0NGfnTpptS1/U2l65CN/jp3HRrJ8g4JCQlCi0AQhIBw8QNEP0ZLDNA+h/+R/30+atnU4jVPsb9sdW1/g8861FO0jI3+HerpvsCwMdChQwdcv31dc0KCIEwSLn4ARbRYoG7/NVPmvQ7vIee7HDCrGfxU+ye9liWWsUzqUNf+C3stBACscV2j8rzKiJYAsw65wub+n99jPjYM3YDQD0J5K1dM3I+9L7QIBEEICBc/gCJaLPjwww+FFsEgRHwUgd6Neisdnz5jOlZtX6W3coWKaLF1etS1/463d+DXEb/CyVb/M19lCOGUsrn/LS0s5XtImiLt2rbDjbs3hBaDIAieYfv+4eIHUESLBfv2ad6Q1xjZOnorSleWysdaqXKyAODokaN6lUPsES117S+RSKp1slRuwaPHMVr6yluf97/Y217G48ePhRaBIAgB4WIHydFiwbBhw4QWgRdcm7sifVm63LH6vO/nsLLQHNQcMHCAXuUS+zpaura/oF2HPDow6vTXpd2WD1rOVRxBENv+qwRBGBYufgA5Wiy4d++e0CLozOV5l+WO1eX5l9HAvoHWeTx48EAPkv1HdU6BGAbKG3P7a4O6ulanvy4RtHVD1yHv+zytrxP6PqB1tAjCvOHyHqAxWiyoW7eu0CKwZtXgVfhx0I+wsbLhLU99r75v0IiWDmXp2v766DqsLiKmr2gZ3/e/o42jTtc5OzjzKgdbJJDAxpq/54kgCPHANvrPxQ6So8UCa2troUWolmsfXEO/pv30ln9l/VU6Dxxf8GIfp6Nr+5vKrEN93v/ayDmz60zcSLmBwc0H600edVhYUvCfIMwZLnaQrAcLkpKShBZBgYAZAcj6Nkv+u6lTU72Wl5KSotf8xQ7b9t8+bjveaf+O/LeYHci3273NOq1Y7n9LC0v8NfYvTOk8xeBlFxUWGbxMgiDEAxc7SI4WC958802hRQAAzOgyA8xqBm+3exsWEsM1Xa9evfSav9gHw7Nt/49f/xjHph+rNo1YZh0GzAhgnVYs97+Q1KtPG8sThDnDxQ6So8WCo0f1u7xBVRraN0Tcp3HyQewyhIqQnD17Vqv07m+7a5VezJEfQPf2F3IAd+U6beHUglNehr7/xYhYonoEQfALWzvNxQ6So8WCxYsX672Mve/uRfmqcjCrGTxb9gztXmun9zLZMmfOHK3SL+y9EBnfZLBOL/bB8Lq2vz7Gs+nC9wO/x6Lei3S+Xp/3v9idbBnt27cXWgSCIASEix0kR4sFf//9t97ylkWt5nSfo7E7UJ2ToO+X9969e7Uuq15N9l0tYn/Z8tn+eu06VNM29tb22PH2Dgxoqtt6aPq8/42FuLg4oUUgCEJAuNhBcrRYsGTJEl7yubnwJpjVDGZ1ncU5L0NGgebNnafX/IVeI0kTura/oF2HqmY86ujk8XX/GzMU0SII84aLHSRHiwXbt2/X+dqHnz2UR616ufA3qFyfkZGq+Pj46DX/6iJafOupS/RM1/YXS9chV7jc/6YCRbQIwjRxsHZglY6LHSRHiwXvvfeexjSPPn+EzSM2I31ZOjK/yZQft7ZUXntDDM6DNowaPUqv+QsV+WFbb2zaX2X+PEaV5HlycEp1dfJ01Z8NYo9mymjWrJnQIhAEwTOrBq9Cffv6rNJysYPkaLEgLCxMY5pWdVphWf9lSlvc8OkEqctL31GSyFuRes3fkGO0Kr/Y2dYbm/ZXhbpNug0Bn3Wqq/6mRGZGpuZEBEEYDW3qtsHaIWtZp+diB8nRYgGXr1lVA9z5cIwMGQlo1LiRXvMXe1RD2/ZPW5qGe0vuoUXtFkrnhOw61DWaRtEcoKZ9TaFFIAiCI5WXS9IWLnaQtuBhwcuXL3W+lk8nQiiHpLS0tNrzXKMnYp91qG37Ozs4q92Xj889KKuiLydOnf5id5D5QiKRoKKiQmgxCIJgSfhH4Xi90esAAMlafuwUFz+AHC0WZGdn63ytPjYWBhRf2LVsanHOrzpyc3P1mn91L2y+X+a6OHVc2r8qc7vPhXeUN0a1Nvy4txWDVuDtA29jdrfZWuVVWX++nTm27SG0My6VSgUtnyAIzWgTsdL23cLlPUCOFgs6d+6sVfrKjhSfW+VUftnYWtnizKwzKKsoQ23b2ryVoYp27doBd/SXv9AvUU1o2/7VUbNGTYR9KMyYp3HtxiF9WTrq12Q3+FMGn/obK7Vr1wb487cJguDIs6XP0NChIf749w98fe5rvZfHxQ7SGC0WXLx4Uav0Fcx/3QwqZ57xFBUY3Wa0VpsD60ro1VC95m9jqb/utKroEiHTtv2Fgk2ktIF9A60dWy76H5x0EACwdfRWnfMQA2lpaUKLQBBmzaW5l+T/PzvrLBo6NDRo+VzsIDlaLJg9W7uulsqOFK+zDgUaE/PuxHerPa+r47j2rbXo16Qf5veYr9P1hkLb9hcDfN53XPSf1GkSipcX4/O+n/MmjxC0bNVSaBEIwqz4ceCPKF5eLF+HckjLIfJzQvSCcLGD5GixwNPTU6v0mroODbnYKB8cPHBQ/n8+b/BVrqtwbcE12NWw4y1PfaBt++sTIWYtctXf1spW7TljGVD/MP6h0CIQhEnTtm5bPPniidyxWj9svVrbIYTd4GIHydFiwaeffqpVek1dh7oi1Fim+fPnC1KuPtClDrVtf6HQlxNmLPrrkw4dOggtAkGYHMemHUP5qnIwqxk8+OwBmtduzuo6Id6FXOwgOVoscHNz0yq9pq5DY9uGxdvbm9P1xhK1AID2rynvaadt+4sBPuvcGPXnm9jYWKFFIAij5+PeH6Pwh0J51OqdDu/wOmFMn3Cxg8ahocBMnz5dq/SVuwZNYR2tCRMmyP+vjZN4euZptKzdElfmX9GHWDqhqQ5jP41VGjOmbfubGur0N7YucC60aNFCaBEIwqhhVjPY/vZ22Fvbc85LiHchl/cAOVosOH/+vFbpKzsjpjBG62rIVZ2uG9N2DB5/8RiDmg/iWSLDom37C4W+7qvK+vMdshf70h4yaNYhQbDD+x1v7By/U69lCGE3uLwHRO1ohYeH49NPP0Xnzp1hb2+PZs2aYerUqXjw4IFB5ejSpYtW6RXGaJnArMP27ZW704wVXdpD2/bXJ0Is8Ckm/YWidu3aQotAEKJkauepyPkuR94dOK/HPIN2B+pq67T9MOViB0W9YOmmTZsQGhqKKVOmoFu3bnj27Bnc3NzQq1cvhIWFGewFkJmp3YaymroOjW2MFp8roxsDVdtH2/Y3NcxdfwAokZYILQJBiIabC2+il0svwcoXIujAxQ6K2tH6+uuv4evrC2tra/mxadOmoWvXrvjll1+wb98+g8ihaa+/qmjqOtQVobpZSsu0059PxNDNqm37C4W+HHhj0V+f0F6HhDmzuMVibJ29FTUsawgtCgBh3oVc7KCoHa3+/fsrHWvbti06d+6M+/fvG0yO5s3ZTTmVoanrUAzOgzY0adwEuCW0FPxQ+UuIbTto2/5igM8vPn3qbwwzUiWQwN7eHqDAHmEmDG05FAcnHUR9+1fbdcXFxYnGyQKEsRtc7KCox2ipgmEYpKeno169emrTSKVS5Ofny/8KCws5lXn9+nXtZDSxWYeRUZGClCsWtG1/Y0XdV6K56F8d1H1KmDpX5l9BxaoKMKsZXJx7Ue5kAeK2AYYaisOlDozO0dq/fz9SUlIwbdo0tWk2btwIJycn+Z+rqyuAVzOH3N3dIZVK5WtiuLm5IT09HYcOHUJ0dDSCg4MRGBiI+Ph4eHt7o6CgABkZGfK0ubm58PHxQWxsLC5cuICgoCDcvXsXvr6+yMrKgpubGywllnJZvLy88PjxY5w6dQqhoaG4efMmkpOTFeR1c3NDeXk5tm/fjpSUFBw9ehQREREICwtDQECAPF15RbmC3BkZGTh48CCio6Nx5coVBAYGIi4uDnv27EFBQYFC2vz8fOzduxdxcXE4d+4cgoKCcOfOHRw4cACZmZkKaUtKSuDp6YmEhAScPHkSDRv+t6dUWloatm3bhoqKCri5uaGiogIJTxLk5yMiInDt2jWcPHkSCQkJ8PT0RElJiUL+mZmZOHDgAO7cuYOgoCCcO3cOcXFx2Lt3L/Lz8xXSvpS+VNvOGRkZCmmlUik8PDyQkJCAgIAAhIUpb97MMIz8Gn9/f6Xzp06dQn5BvkLbvPvuu0prqAQFBeHChQuIjY2Fj48PcnNzFWQpKCiAt7c34uPjERgYiODgYERHR+PQoUNIT09Xktvd3R2JiYk4ceKESrkr4+bmhrS0NPj7+yMyMhJXr17F6dOnkfQ0SZ5m27Zt8rTZ2dnw9fVFTEwMLl26hIsXLyImJkYp35cvX6KwsBBeXl6Ij4/H2bNnERISgtatW8PPzw/p6enYvXu3PH1ZaRnc3d2RlJSE48eP48aNG7hx4waOHz+OpKQkuLu7o7S0VOlZ8/Pzk+eRk5OD+Ph4eHl5obCwUO1aNZcuXsKlS5cQExMDX19fZGdnK+RbVFSkIBufuLm5oX597TbiJghj4OWKl/jrtb+Q9VkWkkOTcf/+fQUbsX//fuTk5Ci8A1XZiKioKLmNUPcMa2sjoqKiEBISgrNnz8pthAyJRAI3Nzfk5OTg5q2b8uPqbISMyjaipLgEkZGR8Pf3R1pamoIMZWVl2LFjB5KTk3Hs2DGEh4ejSZMmOHHiBBITE1n7EUlJr2yyhDGQO1hRUYGXL9W/NCtjY2Oj8us6NjYWffv2RefOnRESEgJLS0sVV7+KaEmlUvnvqKgouLq64ubNm+jVS/sBfG5ublqtCsswDKb6T4WTjRM8Jygv2z/xn4k4Gnv0VdrVmqtfsvZVXXzU6yN4jPdgLQdf/Lz1Z6zKXQUAyP8+H7Vsaimcn3BgAgIevHII2eijDZuubsL3F79XeU6bupOxfdx2fPz6xwCAa0+vYcDuAUp5zjs2D3tv75X/lrV/5bz41lOT3DLGth2LUzNPqTx39/lddN3eFQBQvqpc4/jAqmU42jgi7/s8pXSV7/+U/BQ0+aMJACD722zUsatTvSIayh7UbBCC3w9WOFfBVMDyJ8Vnu2JVBatxGerqjQsVqyrQ95e+CH8ZznveBGEoujfsjlMzT+FiwkXMOzYPAHs7pu07cHfkbiw4sUDhGB82U/Z8B88Pli8b9Me/f+Drc1+rLaOq3Zb9blO3DeI/i2ddtrZ1AAC3bt1C7969DRfRCg4Ohp2dHau/uLg4peufPXuGcePGwcnJCf7+/mqdLOCVo+bo6Cj/c3Bw4CS7tpUrkUjgN8VPpZMFGN8YLVPagkcXzH0LGn3qbyzraLVr305oEQhCZ+I/i0fUx1Fo7NhYp642c7eBALc6MNhg+A4dOiiE/qrDxcVF4XdeXh7GjBmD3NxchISEoFGjRvoQUS26eLL6QKgxWpq24DEmx1GXOhRL+2tCX8FpY9Ffn6j6+CMIsbGs3zL8NOQn1NxQU20aXey12GwAHx9o2r4LuNSBwRwtZ2dnnSIjJSUlGD9+PB48eIALFy6gU6dO/AungXnz5vGan7GtozV5ymSs2rlKaDEEg+/2NwR8OuXGqD/ftGrVChGxEUKLQRAqGdV6FM7OPqu3/MVmAyrbN0NFxbnUgagHw5eXl2PatGn4999/4efnh379+gkix5EjRwQptypCdbOcOXNGkHL1AZs6rOoIi6X9hcLc9QeAp0+fCi0CQQAAjk47yul6XT70tbUB+u59EeJdyMUOinodraVLl+LEiRMYP348srOzlRYonT17tkHkePPNN3nNz5i62gCgZ8+ewP9PlDSWMTV8wnf7c8HRxlHtOX3dV/rU3xjW0QKA1+q9BhQJLQVhjix5fQl+HfGrwmbM/0z+ByuDVuJBFrvt6Co7V7rYCTHZQKHgUgeidrSioqIAAAEBAQrLHMgwlKP15MkTUez3J9RLqfJyFKq+hozlZakrYmn/fk364feRv7NKy6dDLBb9haSokLwswjA0sG+Aq+9fRdvX2qpNM7XzVEztPFUvs2xVoa0N0HcwQYh3Dhc7KGpH6/Lly0KLAACwtbXlNT9jG6Nla8Ov/kKiywPKd/vrQjOnZri24JogZRtafzE+H9XNciYIPmCzJAsf6PJ8icEGVkaInhUudSDqMVpioU4d3dYK4huhuu2cnJwEKZcP3myifbi36teYWNpfE/pyUIxFf31Seb9VguDKhz0/ROEPhbgw54L8mCGcLEC3aBPZAG51QI4WC1Stos0FYxujFR/PflE3sRHyfggyvsmQ/9bFWeW7/Y0NfepvLGP+8vKUF3IlCLY42Tjh/if3waxmwKxmsHPCToUxV1zR9ztFbDaQj65DbeuMSx2IuutQLAwbNkxoEQAINxZqwIABwGNBiuaMlYUV6tVUvS8m2/oUQ/sLOQ5ODPoLiUQiQUPnhkCB0JIQxsT+ifsxvcv0aiNVQnx06xL5FpsNEOIDjUsdUESLBf/88w+v+YlxDEp1qJqIYAqwNXJ8t7++4Gq0/5msWk9D628hsah2dqUQPEl8IrQIhMj5oMcHyP8+Xx61mtl1psG6AzVhafHfGENd7ITYbKAQH55c6oAiWiwQy4q4QnWzzJ8/H6v+FGbB0rp2dXnNj80DWtURFkv765OXK16ihmUNlecMrb9EIsHzZc/xvOg5mv3ZzKBlq6N1m9a4FXNLaDEIEVHXri5CPwhFh3oddM5D3w6Ds4Mzhrcajpa1W3LKR8w20FBOF5c6EIe7LXLU7UauK8Y2RkvTFjz6ZF6PeZjRZQYmd5osmAx8t78YUedkAYr617atLf9/zRrqt/lgizojaWNlg6ZOTXF+znlcff+q4GO54h8a7zhFgj8OTDqAspVlYFYzyPo2i5OTZQi2j9sOn/d8FJ4fXXpUxGYDhbAHXOqAHC0WfPTRR0KLAEC4cTozZs4QpFwAsLa0hu8kXxyafAgRH0WgW8NunPLT5QEVov3XDVmn9TX66pKurL+9tT3CPwrHzYU3YWNlo5fyKjO81XAMaDZA7+VookWLFkKLQIiA6V2mK3TDiR1VXZe6fOiL5R0oQ4h3IZc6IEeLBXv27OE1P2Mbo+Xv7y+0CJBIJOjdqDecbAy/1ATf7c+G5YOXI+vbLPlvISM6VfV/vdHr6OXSSyBphIHGaJkHLg4uiPs0DsxqRmHpBWOFrzFiQthAscGlDmiMFgtGjBghtAgAhHvZDho0CDgsSNGCUPWLT6j253t8mq6I5f4Xknr168m3oSJMi8NTD+PdDu8qOSXGNsRDFaoiP7p86GtrA0xxr0MudpAiWiy4e/cur/kZ2wMcFxdX7Xlj0kcXA8B3++uL5rWb6yVffeov9NgrtuQX5AstAsETX735FV78+EI+O3Bix4mqu9iMqOdBnayqujl1sddis4FCdB1yqQOKaLGgfv36QosAQLgxWq/VfU2QcvWBLgO4xdL+mqhrVxd3F9/lZZB6ZYxFf31iZU2m0ljpWK8jzsw6o/WHiDF9QFblo14f4Xb6bQxryc/6V2KzAUJ8oHGpA7IeLLCy4reajOlLCQAsrYxn8Kc6Ng3fhKtJVzGx40Str+W7/XWBrZPduUFn3ssWg/4EoQ2BswMxotUIo4mY8o3HeA+153R5/5AN4FYH1HXIgqdPnwotAgDhully03Pl/69uGQAx8+2Ab3Fixgmd5BdL+wuFPvT/6s2vAADrh67nPW990M2a22xXQr9sGLoBL1e8lHcHjmw9krO9NLYPYrboEqkTmw2s/OHZum5rznmwgUsdkJvKgjfeeENoEQRlSL8h8OvkBysLK9haiWsXd31Q1cCae/vrQ/8to7Zg/dD1sKthx3ve+uDH0T9ix64dQotB/D+j24yGz3s+arfX4gNj7jrkG7HZwMpO9Li247Bl5Ba1M6FPTD+B9/55D97venMqk0sdUESLBSdOnOA1P10fYKHGaJ04cQKTO03Gux3eFaT8yghh/Phuf2NDX/obi5MFACcDTgotglljIbFA5KJIecTqzKwzenWyABOOaOmgl5htoEQiwVf9voJrC1eV58e3H4+SFSWY3W02p3K41AE5WixYuHCh0CIICukvvP5CjjURg/5CQ3VgeHwn+qJiVQWY1QzKV5Wjh3MPg5ZvqhEtXfQS2/3/mp12E7SsLJQ777StBy51QI4WC7Zv385rfrp+KQn1suVbf2OD9Ddv/QGqA0Pw3YDvFJZdmNF1hqAfGKYa0dIFsdz/ATMCsH/ifjR2bGzwsrnUAY3RYoGYN9Q0BKaqvzpDWvVLx1T1Z4u56w+8qoPP1n4mtBgmxZAWQ3Bg0gE0dGgotCgqqWwH5nSbg1GtRwkoTfVoE53RxYEUiw14u93bgpVNm0rrGbFsKi3UGC2xbShqaEh/89YfoDrgG2Y1g0vzLonWyQIUHZI3Ut7ArG6zeC+ju3N33vPUhC7vH7r/aVNpvTNxovZrL+mDNnXbCFKuJv2FcgANhRjaX8g6FoP+QkN1oBsBMwLk46xqWBjn0jCA/tq/Xs16SPk6Bbnf5eolf77QVv/XaprOItcyuNwD5Gix4Nq1a7zmp23o9sr8K1g1eBU+6i3MDup8629skP7mrT9AdcCWbWO3oXRlqXyc1dvt3jbaRUMrR3702f6NajWCk62T3vKvii5dh9rq/3a7t7Hk9SVwcXDRuiyxwuUeoDFaLGjZsqWg5Q9uPhiDmw8WrHyh9Tc0VQ2RuelfFXPXH/j/OrgntBTio1WdVriz+A7v2z6Jgcp2wJSeAV26DrXV30JigW3jtmFIyyGY4jdF6/LECJd7gCJaLCgpKeE1P2ObNsy3/sYG6W/e+gNUBzJmdZ2F7G+z5b9/G/GbSTpZgKKdNvf211X/SR0nYdeEXYj+OJpniQwPl3uAIlosyM3NFVoEQSH9c4UWQdDuFzHozxZrS2u8LH/Je77GVAd8Mq7tOOyasAsRVyIwbtw4pfMWEtP9Vq8c0TKl9tel61BX/SUSCT7o+YFO14oNLveA6T4lPNKxY0de8/ui7xcAgJGtR/Kar77QpL+xRei0he/2NzaMSf97S/TTv2dMdcCFEa1GIOXrFPkYq5MzT6KhQ0O1+mvjaBnbWK3Kdk3s7e/s4Mw6rS72Wuz6GwIudUCOFgsuXbrEa34T2k/A488f49TMU7zmqy/41l/sVDVE5qZ/VYxJ/zZ122Boy6G852tMdaAN77R/B8+WPpM7VufmnEOjWo2U0qnTXxvnydgWAK0sr1jb/+SMk3i3w7v4feTvei1HrPobEi51QI4WC2bN4n/9lJZ1WqrcFkCM6EN/Y0IM+qt6+RkKMeivDf8b/T/e8zS2OlDHF32/QO53uXLH6tj0Y6zWslKnvyl3HVZGrO0/rt04HJ12FA3sG7C+RheHV6z6GxIudWAeTwlHdu3aJbQIgiIm/bs16GbwMoXU/8KcCxjTZgz2vLuH97x3jt8JANg+rvqtJcTU/mzo3KAz73kaWx3I2PPuHrxc8VLuWP05+k+dlhJQp78pr6FXObJtrO2vCl26Dk1Jf13hUgfGEVIRGLFsPyAUYtJ/4/CNqFmjJqZ1mWawMmX6z+s+D3tu78HCXobbYHVYq2EY1mqYXvL+sNeHmNFlBuyt7atNJ6b2NzTNnJoBMI4teCZ2nIjfR/6OFrVb8J63unvApMdoVYr8mPMzAJD+gAlvwXPv3j1MmTIFrVq1Qs2aNVGvXj0MHjwYAQEBBpXD3LcfEJP+jjaO2DxyM15v9LrBypTp7/62O4LmBeGvsX8ZrGx9o8nJAsTV/oZGFrHRRx182fdLTte3rtNavuo6s5rB4amH9eJkAer1N+Wuw8qRH1N6BnTpOjQl/ed0mwMAWDl4pVbXmewWPImJiSgoKMC8efOwdetWrFz5qmImTJgADw8Pg8kxY8YMg5UlRsxN/6qGSKa/jZUN3mrxFqwtrYUQSzDMrf0rI4vC6KMO/hj9B5jVDNKXpWPD0A3oWO+/WU31atbDnG5z4DfFD8+WPlNwqGS0qdvGYFEidfprU/5rdsa1LUtlO2BKz0ANS+23QjIl/b3f9caTL55gbve5Wl3HpQ5E7WiNHTsWZ8+exerVq/HRRx/hiy++QFBQELp3744tW7YYTI7AwECDlSVGTFX/unZ1WaUzVf3ZYs76yyJa+qyDBvYN8MOgHxDzSYzcmcr4JgN739uLyZ0mo6FDQ8G73dTpr01E6/Ss03i90es4P+c8X2LplcoRLVN6Bj7q9RG6N+yOFYNWsL7GlPS3kFigee3mWl/HpQ6MboyWpaUlmjZtivDwcIOV2a2b4QdgiwlT1b9j/Y7YNHwTAh8F4lKC+qm7pqo/W8xZf5mD061bNyBeYGEERN09oM1g+B7OPRD+keHsNlcqR7RM6RmoZVMLUR9HaXWNKemvK1zqwCgcraKiIhQXFyMvLw8nTpzAmTNnMG2a4QZDZ2RkGKwsMWLK+n874Fs0tG9YraNlyvqzwdz1B6gO1OlvLmO0qP3NW3+AWx0YhaO1dOlSuLu7AwAsLCwwceLEagemSaVSSKVS+e/CwkJO5ZeXl3O63tgxN/2rTn82N/2rYs76yyI25lwHgHr9TdnRqgy1v3nrD3CrA4M9JRUVFSgpKWH1V3Uw8pdffonz589jz549GDNmDMrLy/Hypfr9zDZu3AgnJyf5n6urKwAgLS0N7u7ukEqlckfNzc0N6enpOHToEKKjoxEcHIzAwEDEx8fD29sbBQUFuHr1qjxtbm4ufHx8EBsbiwsXLiAoKAh3796Fr68vsrKyFPItLi6Gp6cnHj9+jFOnTiE0NBQ3b96Ev78/UlNTFdKWl5dj+/btSElJwdGjRxEREYGwsDAEBAQgISEBHh4eSnJnZGTg4MGDiI6OxpUrVxAYGIi4uDjs2bMHBQUFCmnz8/Oxd+9exMXF4dy5cwgKCsKdO3dw4MABZGZmKqQtKSmBp6cnEhIScPLkSWRlZSEiIgJHjhxBamoqtm3bhoqKCri5uaGiogJPEp7I6z4iIgLXrl3DyZMnkZCQAE9PT5SUlCjkn5mZiQMHDuDOnTsICgrCuXPnEBcXh7179yI/P18hbUFBAfbs2YO4uDgEBgbiypUriI6OxsGDB5GRkaGQViqVwsPDAwkJCQgICEBYWBgiIiJw9OhRpKSkYPv27SgvL1e4JjU1FU9u/yf/qVOnUFRYJP/t5uaGJk2awM3NDVlZWfD19cXdu3cRFBSECxcuIDY2Fj4+PsjNzVWS29vbG/Hx8QgMDERwcDCio6Nx6NAhpKenK8nt7u6OxMREnDhxAmFhYQgPD8exY8eQnJyMHTt2oKysTOGatLQ0+Pv7IzIyElevXsXp06fx6NEj7N69G0VFRQpps7Oz4evri5iYGFy6dAkXL15ETEwM9u/fj5ycHIW0hYWF8PLyQnx8PM6ePYuQkBAUFhbCz89PSe7S0lK4u7sjKSkJx48fx40bN3Djxg0cP34cSUlJcHd3R2lpqdKz5ufnh6ioKISEhODs2bOIj4+Hl5cXCgsLFdLm5ORg//79iImJwcWLF3Hp0iXExMTA19cX2dnZCmmLioqwe/duPHr0CKdPn1ZrG7RFIpHAzc0NdnZ2vOUpQ1cbISMvP89gNsLe3l4hrYy0tDScPHkS165dq9ZGbNu2DampqThy5IjR2IjK76H79+/j5s2bCA0NxalTp/D48WN4enqiuLhYIX9TtRGV34GqbERUVJTR2YirV68iMjIS/v7+SEtLU0hbVlaGHTt2IDk5GceOHUN4eDiys7Nx4sQJJCYmsvYjkpKSAAASxkD7Ily+fBlDhgxhlfb+/fvo0KGD2vMjR45Ebm4url+/rnKQaNWIVlRUFFxdXXHz5k306tVLa9l9fHwwZ84cra8zFTTpP/7AeJx8cBIAFGZFGQsMw2Dr9a3oXL8zRrQegSl+U+Af4//q3GqG2t8I9Zes5WfweJu6bRD/WTx8fHww97F2s5Q0oeuzItNtZOuRCJxtmEHKVe8BmQyhH4Sif9P+BpHB0DzKfoQ2f7UBAOxttdfongE+MUYbwDe61MGtW7fQu3dvw3UddujQAV5eXqzSuri4VHt+8uTJWLRoER48eID27dsrnbexsYGNjY38t4ODg3bCVmH8+PGcrjd2TF1/iUSCL9/8Uu15U9dfE+asv6xrbPz48cBWgYUREHX3gItD9bbamGldtzXuLbmHejXrwbrUvJZ0qYo52wAZXOrAYI6Ws7Mz5s+fz0texcXFAIC8vDxe8tPEvn37zHplXHPTv23dtgq/zU3/qhij/i4OLkgrTOOczzf9vwHwqg5q1qiJF6UvOOfJF7WsaxmsrKr3wKW5l5BVnIWWdVoaTAYh6FS/E4BXXUPG9gzwiTHaAL7hUgcG6zrUhefPn6NBA8XNMktLS/Hmm2/i/v37eP78OatolSx8p2vXIVE9V55cwVt73sKkjpPgP9VfaHE4U/SyCD9c/AGTOk6CawtXocUhdODa02sYsHsApzxmdJmB/RP3y4cnRKdHw9XbFbkluTxIqHvXoc9tH7iFu+Hw1MNo4tiEF1kIguAfme8h6ikjixYtwrBhw7B27Vp4enpi3bp16NatG27duoV169Zx7hJkiyltP6ALmvR3beGKjG8y4DfFz0AS6Rd7a3v8b8z/5E4Wtb/x6S/bo1AX3uvwHjrW6wjvd73lTpabmxu6NeyGnO9ycHneZXlar3fYDYdoU7cNfh3+K/o06qOzXDLmdJ+D6x9eN6iTZYz3AJ+Q/uatP8CxDhgRc+DAAWb48OFMw4YNGSsrK6ZOnTrM8OHDmePHj2uVz82bNxkAzM2bN3WSIz8/X6frTAXSn/Q3RuYcmcMsOL6AOffwHJNemM7kl+QzeSV5zMaQjUx8VjzTy70X47DBgcktzmVWXFzBYA2Yn6/8zFRUVDDlFeUKeVWtg/TCdOZs/FmmvKKckZZJmTlH5jDnHp5jPCI8mC5/d2HcrrsxkjUSZmPIRmbnzZ1MaXkpwzAM8yDzAdPPsx8TEBdgsHrgA2O9B/iC9Ddv/RlGtzqQ+R6idrT4gquj5eXlxa9ARgbp7yW0CIJiLvpXVFSoPadLHVSXn7FhLveAOkh/L6FFEBxd6kDme4i661AsDBjAbayHsUP6k/7mQHX7CepSB0LvT8gn5nIPqIP0N2/9AW51QI4WCx4/fiy0CIJC+pP+5o651wHpT/qbO1zqgBwtFuhjVWhjgvQn/c0dc68D0p/0N3e41AE5WiyoXbu20CIICulfW2gRBMXc9QeoDkj/2kKLICjmrj/ArQ7I0WJBbGys0CIICulP+ps75l4HpD/pb+5wqQNytFgg25TaXCH9SX9zx9zrgPQn/c0dLnVAjhYL/PxMYyFOXSH9SX9zx9zrgPQn/c0dLnUg6i14+IK24CEIgiAIwpAYxRY8YsHctx8g/Ul/c8fc64D0J/3NHS51QBEtFkilUtjY2OhBMuOA9Cf9zVl/gOqA9Cf9zVl/QLc6oIiWFnh7ewstgqCQ/t5CiyAo5q4/QHVA+nsLLYKgmLv+ALc6sOJPDPFSXFwMALh//75O1zdp0gS3bt3iUySjgvQn/c1Zf4DqgPQn/c1Zf0C3OpD5HGbhaD158gQAMHv2bGEFIQiCIAjCrDCLMVqZmZkIDAxEixYttF5Gv7CwEK6urrhy5QocHBz0JKF4If1Jf3PWH6A6IP1Jf3PWH9C9DoqLi/HkyRPzcLS4kJ+fDycnJ+Tl5cHR0VFocQwO6U/6m7P+ANUB6U/6m7P+APc6oMHwBEEQBEEQeoIcLYIgCIIgCD1BjpYGbGxssHr1arNdQ4T0J/3NWX+A6oD0J/3NWX+Aex3QGC2CIAiCIAg9QREtgiAIgiAIPUGOFkEQBEEQhJ4gR4sgCIIgCEJPkKNFEARBEAShJ8jRwqtVX1evXo3Ro0ejbt26kEgk1W4gKZVK8d1336FRo0aws7ND3759cf78ec5pxcT8+fMhkUjU/qWkpMjTXr58WW26sLAwAbXQHW11MtZ2ro7w8HB8+umn6Ny5M+zt7dGsWTNMnToVDx48UEpriveAKbapKti2sym2MaCdXqZ6T7C198Z+D2jzrufzPW8Wex1qIjMzEz/99BOaNWuG7t274/Lly9Wmnz9/Pvz9/fHll1+ibdu28Pb2xtixYxEUFISBAwfqnFZMLFq0CMOHD1c4xjAMPv74Y7Ro0QKNGzdWuubzzz9Hnz59FI61adNGr3LqG7Y6GWs7V8emTZsQGhqKKVOmoFu3bnj27Bnc3NzQq1cvhIWFoUuXLkrXmNI9YIptqgpt29mU2rgybPQy1XtCW3tvrPeANu96Xt/zDMGUlJQwaWlpDMMwTHh4OAOA8fLyUpn2+vXrDABm8+bN8mPFxcVM69atmX79+umc1hgICQlhADDr169XOB4UFMQAYPz8/ASSjH+00cnU2llGaGgoI5VKFY49ePCAsbGxYWbNmqVw3NTuAVNtU1WwbWdTa2MZbPUyp3uCYVTbe2O/B9i+6/l+z1PXIV4tRubs7Mwqrb+/PywtLbFw4UL5MVtbWyxYsAD//vsvnj59qlNaY8DX1xcSiQQzZ85Um6agoABlZWUGlEr/aNLJ1NpZRv/+/WFtba1wrG3btujcuTPu37+v9jpTuAdMtU1VoUs7m0Ibq6I6vczpngA023tjvAfYvuv5fs+To6UlkZGRaNeundLGkm+88QYAICoqSqe0Yqe0tBSHDh1C//790aJFC5Vp3n//fTg6OsLW1hZDhgxBRESEYYXUA2x0MqV21gTDMEhPT0e9evVUnjeVe8Cc2lQV1bWzqbRxVTTpZU73hCZ7b6r3gAy+3/M0RktL0tLS4OLionRcdiw1NVWntGInMDAQWVlZmDVrltI5a2trTJo0CWPHjkW9evUQExOD3377DYMGDcK1a9fQs2dPASTmhjY6mVI7a2L//v1ISUnBTz/9pHDc1O4Bc2pTVahqZ1NrYxls9TKne0KdvTfVe6AqvL/nee8EFZjy8nKmuLiY1V9FRYXS9ZrGaLVq1YoZM2aM0vFHjx4xAJg//vhDp7T6hGudMAzDzJgxg6lRowaTmZnJqsz4+HjGzs6OGTVqFJ+q6AQf+jOMep3E0s7VwUcd3L9/n3F0dGT69evHlJWVaSxTTPeAthhDm+oLbdrZmNu4OlTpZU73hDb23ljvgere9Xy/502u6zA4OBh2dnas/uLi4rTO387ODlKpVOl4SUmJ/LwuafUJ1zopLCzE8ePHMWrUKLz22musymzTpg3eeecdBAUFoby8nG+VtIKve0KdTmJp5+rgWgfPnj3DuHHj4OTkJB+ToAkx3QPaYgxtqg+0bWdjbuPqUKWXudwT2tp7U7wH+H7Pm1zXYYcOHeDl5cUqrapwH5trKq8hJSMtLQ0A0KhRI53S6hOudXLs2DG8ePFCZbdhdTRt2hQvX75EUVGRUv+1IeHznlClk1jauTq41EFeXh7GjBmD3NxchISEaKWPWO4BbTGGNuUbXdvZWNtYE1X1Mpd7Qhd7b2r3AN/veZNztJydnTF//ny95d+jRw8EBQUhPz9f4Ya6fv26/LwuafUJ1zrZv38/HBwcMGHCBK2ue/z4MWxtbeHg4KBz2XzA5z2hSiextHN16FoHJSUlGD9+PB48eIALFy6gU6dOWl0vlntAW4yhTfmESzsbaxtroqpe5nJP6GLvTe0e4P09z2efpymgaYxWWFiY0poZJSUlTJs2bZi+ffvqnFasPH/+nLGysmLmzJlTbZqqREVFMTVq1GAmTJigT/H0hjY6mUI7q6KsrIyZMGECY2VlxZw6daratKZ2D5hqm6qCbTubWhvLYKuXOdwTmuy9Kd0D1b3r+X7Pm1xES1fc3NyQm5srn00QEBCA5ORkAMBnn30GJycnAEDfvn0xZcoU/PDDD3j+/DnatGmDPXv24MmTJ9i1a5dCntqkFSv//PMPysrKqg0jT5s2DXZ2dujfvz8aNGiAmJgYeHh4oGbNmvjll18MKC1/aKOTKbSzKpYuXYoTJ05g/PjxyM7Oxr59+xTOz549W/5/U7sHTLVNVcG2nU2tjWWw1csc7glN9t4U7gE273re3/P68RWNj+bNmzMAVP4lJCQopC0uLmaWLVvGODs7MzY2NkyfPn2Ys2fPqsxXm7Ri5M0332QaNGhQ7eyjrVu3Mm+88QZTt25dxsrKinFxcWFmz57NxMfHG1BSftFWJ2NvZ1W4urqqfSaqmg5TvAdMsU1VwbadTbGNGUY7vUz9ntBk703hHmD7rufzPS9hGIbRg9NIEARBEARh9pjc8g4EQRAEQRBigRwtgiAIgiAIPUGOFkEQBEEQhJ4gR4sgCIIgCEJPkKNFEARBEAShJ8jRIgiCIAiC0BPkaBEEQRAEQegJcrQIgiAIgiD0BDlaBEEQBEEQeoIcLYIgjIb58+dDIpFAIpGgS5cuCufKysrw7bffomnTprCwsMC7774rjJCE6Kldu7b8Pvr000+FFocwccjRIgiOeHt7y4121b/vv/9eaPFMjnr16sHHx0dpE9vdu3dj8+bNmDx5Mvbs2YOvvvpKIAmVOXfuHBYsWIAuXbrA0tISLVq0UJv24cOHmDx5MurUqYOaNWti4MCBCAoKUkhTUVEBb29vTJgwAU2bNoW9vT26dOmCdevWoaSkhLVc165dw8CBA1GzZk04Ozvj888/R2FhoVI6qVSK7777Do0aNYKdnR369u2L8+fPG22eHh4e8PHx0VQ9BMEP+t2+kSBMHy8vLwYA89NPPzE+Pj4Kf5GRkUKLZ1LMmzePad68ucpz06ZNYxo3bmxYgVgyb948xtbWlunfvz/TpEkTtTokJSUx9erVYxo2bMisX7+e+fPPP5nu3bszVlZWzJUrV+TpCgoKGADMm2++yaxbt47x8PBg3n//fcbCwoJ56623mIqKCo0yRUZGMra2tkzPnj2Z7du3M8uXL2dsbGyY0aNHK6WdPn06Y2VlxSxbtoxxd3dn+vXrx1hZWTEhISFGmacMAMwnn3yisa4IggvkaBEER2SOVnh4OOtriouLmfLycj1KZZpU52gNGTKE6dy5s2EFYklKSgrz8uVLhmEYZty4cWp1WLJkCWNlZcXExsbKjxUVFTFNmzZlevXqJT8mlUqZ0NBQpevXrl3LAGDOnz+vUaYxY8YwLi4uTF5envzYzp07GQBMYGCg/Nj169cZAMzmzZvlx4qLi5nWrVsz/fr1M8o8ZZCjRRgC6jokCD1z+fJlSCQSHDx4ECtWrEDjxo1Rs2ZN5OfnAwCuX7+O0aNHw8nJCTVr1oSrqytCQ0OV8rl69Sr69OkDW1tbtG7dGu7u7lizZg0kEok8zZMnTyCRSODt7a10vUQiwZo1axSOpaSk4IMPPkDDhg1hY2ODzp07Y/fu3SrlP3ToENavX48mTZrA1tYWw4YNw8OHD5XKuX79OsaOHYs6derA3t4e3bp1w9atWwEAXl5ekEgkiIyMVLpuw4YNsLS0REpKisY6rYxM56CgINy7d0/ebXv58mUAwMGDB9G7d2/UqlULjo6O6Nq1q1weQ9GoUSPUqFFDY7qQkBD07NkT7du3lx+rWbMmJkyYgFu3biE+Ph4AYG1tjf79+ytd/9577wEA7t+/X205+fn5OH/+PGbPng1HR0f58blz58LBwQGHDh2SH/P394elpSUWLlwoP2Zra4sFCxbg33//xdOnT40qT4IwNFZCC0AQpkJeXh4yMzMVjtWrV0/+/59//hnW1tZYtmwZpFIprK2tcenSJYwZMwa9e/fG6tWrYWFhAS8vLwwdOhQhISF44403AAB37tzByJEjUb9+faxZswZlZWVYvXo1GjZsqLO86enpePPNN+UDguvXr48zZ85gwYIFyM/Px5dffqmQ/pdffoGFhQWWLVuGvLw8/Prrr5g1axauX78uT3P+/Hm8/fbbcHFxwRdffAFnZ2fcv38fJ0+exBdffIHJkyfjk08+wf79+9GzZ0+F/Pfv34+33noLjRs31kqP+vXrw8fHB+vXr0dhYSE2btwIAOjYsSPOnz+PGTNmYNiwYdi0aROAV05IaGgovvjii2rzzcnJQXl5ucbya9asiZo1a2olszqkUinq1KmjsgwAuHnzJtq2bav2+mfPngFQvO9UcefOHZSVleH1119XOG5tbY0ePXooOMKRkZFo166dgqMDQH5vRkVFoWnTpkaTJ0EYGnK0CIInhg8frnSMYRj5/0tKShAREQE7Ozv5uY8//hhDhgzBmTNn5JGpRYsWoXPnzlixYgXOnTsHAFi1ahUYhkFISAiaNWsGAJg0aRK6du2qs7zLly9HeXk57ty5g9deew0A8PHHH2PGjBlYs2YNFi1aJJdVJn9UVBSsra0BAHXq1MEXX3yBu3fvokuXLigvL8eiRYvg4uKCqKgo1K5dW6keatWqhXfffRcHDhzAr7/+CguLV0H1yMhIxMTE4JtvvtFaD3t7e8yePRuenp6wtLTE7Nmz5edOnToFR0dHBAYGwtLSUqt8e/bsicTERI3pVq9erRQp1JX27dsjJCQEBQUFqFWrlvz41atXAUBjtO/XX3+Fo6MjxowZU226tLQ0AICLi4vSORcXF4SEhCikVZcOAFJTU40qT4IwNORoEQRPbNu2De3atVN7ft68eQqOS1RUFOLj47FixQpkZWUppB02bBh8fHxQUVEBhmEQGBiId999V+5kAa8iNqNGjcLp06e1lpVhGBw+fBhTp04FwzAKkbhRo0bh4MGDuHXrFgYMGCA//v7778udLAAYNGgQAODx48fo0qULIiMjkZCQgD/++EPByQKg0L05d+5cHDhwAEFBQRg2bBiAV9EsOzs7TJo0SWtdqqN27dooKirC+fPnMXr0aK2u3b9/P4qLizWma9Wqla7iKbF48WIEBARg2rRpWL9+Pezt7fH3338jIiICAKqVZ8OGDbhw4QL+/vtvpfqviiwfGxsbpXO2trYK5RQXF6tNVzkvY8mTIAwNOVoEwRNvvPGGUhdHZVq2bKnwWzbeZt68eWqvycvLg1QqRXFxscouo/bt2+vkaGVkZCA3NxceHh7w8PBQmeb58+cKvys7eQDkXVw5OTkAgEePHgGA0vpWVRkxYgRcXFywf/9+DBs2DBUVFThw4ADeeecdhSgOHyxZsgSHDh3CmDFj0LhxY4wcORJTp05l5XRVdjINxZgxY/DXX3/h+++/R69evQAAbdq0wfr16/Htt9/CwcFB5XX//PMPVqxYgQULFmDx4sUay5E5/FKpVOlcSUmJwgeBnZ2d2nSV8zKWPAnC0JCjRRAGoqqhr6ioAABs3rwZPXr0UHmNg4ODypeHOipHjipTdayRrOzZs2erdfS6deum8Ftd11vl7lE2WFpaYubMmdi5cyf+/vtvhIaGIjU1VaHLjy8aNGiAqKgoBAYG4syZMzhz5gy8vLwwd+5c7Nmzp9prMzIyWI3RcnBwUOsA6cKnn36K999/H9HR0fKxSLt27QIAlRHT8+fPY+7cuRg3bhx27NjBqgxZd5qsa64yaWlpaNSokUJaVV2WsmtlaY0lT4IwNORoEYRAtG7dGgDg6OiocnyXjPr168POzk4eAatMXFycwm9ZlCk3N1fheNWxRvXr10etWrVQXl5ebdnaINPn7t27GvOcO3cufv/9dwQEBODMmTOoX78+Ro0axYscVbG2tsb48eMxfvx4VFRUYMmSJXB3d8fKlSvRpk0btdf16dPH4GO0ZNjb26Nfv37y3xcuXICdnZ1SlO369et477338Prrr+PQoUOwsmJn0rt06QIrKytERERg6tSp8uMvX75EVFSUwrEePXogKCgI+fn5CgPNZZMgZB8JxpInQRgaWt6BIASid+/eaN26NX777TeVq1xnZGQAeBUBGjVqFI4dO4akpCT5+fv37yMwMFDhGkdHR9SrVw/BwcEKx//++2+F35aWlpg0aRIOHz6Mu3fvqi1bG3r16oWWLVvizz//VHL0qka9unXrhm7dusHT0xOHDx/G9OnTWTsJ2lB17JuFhYU8UqcpUrh//36cP39e49/cuXN5l7sy165dw5EjR7BgwQI4OTnJj9+/fx/jxo1DixYtcPLkyWq7xmJjYxXuHScnJwwfPhz79u1DQUGB/LiPjw8KCwsxZcoU+bHJkyejvLxcoYtZKpXCy8sLffv2lc/kM5Y8CcLQUESLIATCwsICnp6eGDNmDDp37oz3338fjRs3RkpKCoKCguDo6IiAgAAAwNq1a3H27FkMGjQIS5YsQVlZGf766y907twZ0dHRCvl++OGH+OWXX/Dhhx/i9ddfR3BwMB48eKBU/i+//IKgoCD07dsXH330ETp16oTs7GzcunULFy5cQHZ2ttb6bN++HePHj0ePHj3w/vvvw8XFBbGxsbh3756SUzh37lwsW7YMAPTSbQi8qovs7GwMHToUTZo0QWJiIv766y/06NEDHTt2rPZaPsdoRUdH48SJEwBebbGTl5eHdevWAQC6d++O8ePHA3gVeZw6dSomTJgAZ2dn3Lt3Dzt27EC3bt2wYcMGeX4FBQUYNWoUcnJy8M033+DUqVMK5bVu3VohItaxY0e4urrK1xYDgPXr16N///5wdXXFwoULkZycjN9//x0jR45UGMPWt29fTJkyBT/88AOeP3+ONm3aYM+ePXjy5Im8S9PY8iQIgyLYUqkEYSJoWhk+KCiIAcD4+fmpPB8ZGclMnDiRee211xgbGxumefPmzNSpU5mLFy8qpLty5QrTu3dvxtrammnVqhWzY8cOZvXq1UzVx/jFixfMggULGCcnJ6ZWrVrM1KlTmefPnzMAmNWrVyukTU9PZz755BOmadOmTI0aNRhnZ2dm2LBhjIeHh0b5ExISGACMl5eXwvGrV68yI0aMYGrVqsXY29sz3bp1Y/766y8lvdPS0hhLS0umXbt2KutFFdWtDO/q6qq0Mry/vz8zcuRIpkGDBoy1tTXTrFkzZtGiRUxaWhrrMvlAdo+o+ps3b548XXZ2NvPOO+8wzs7OjLW1NdOyZUvmu+++Y/Lz8xXyk9U9mzwZ5tUK6K6urkpyhYSEMP3792dsbW2Z+vXrM5988olSWQzzaoX1ZcuWMc7OzoyNjQ3Tp08f5uzZsyp1NZY8ZfVCK8MT+kbCMFqOZCUIQjSsWbMGa9eu1XpAuhjIzMyEi4sLVq1ahZUrV7K6Zv78+bh06RJu3boFKysrjcsYEIQqsrOzUVFRgfr16+OTTz6Bm5ub0CIRJgyN0SIIQhC8vb1RXl6OOXPmaHXd06dPUb9+fQwcOFBPkhGmTqtWrVC/fn2hxSDMBBqjRRCEQbl06RJiYmKwfv16vPvuu2jRogXra7/99lv5eC4+l1QgzIvjx4+jtLQUAGiQPKF3/g8bnlzsAiWg6QAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fLim = None\n",
-    "#fLim = [-2.1, 2.1]\n",
-    "aLim = None\n",
-    "plot_phase_spectrum(f, HFprototype, fmt='g', fs=fs / fsub, fLim=fLim, aLim=aLim)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "2c7b858c",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "FIR filter group delay = 1151.500000\n"
-     ]
-    },
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_27035/4263550011.py:2: UserWarning: The filter's denominator is extremely small at frequencies [0.270, 0.295, 0.319, 0.344, 0.368, 0.393, 0.417, 0.442, 0.466, 0.491, 0.515, 0.540, 0.565, 0.589, 0.614, 0.638, 0.663, 0.687, 0.712, 0.736, 0.761, 0.785, 0.810, 0.834, 0.859, 0.884, 0.908, 0.933, 0.957, 0.982, 1.006, 1.031, 1.055, 1.080, 1.104, 1.129, 1.154, 1.178, 1.203, 1.227, 1.252, 1.276, 1.301, 1.325, 1.350, 1.374, 1.399, 1.424, 1.448, 1.473, 1.497, 1.522, 1.546, 1.571, 1.595, 1.620, 1.644, 1.669, 1.694, 1.718, 1.743, 1.767, 1.792, 1.816, 1.841, 1.865, 1.890, 1.914, 1.939, 1.963, 1.988, 2.013, 2.037, 2.062, 2.086, 2.111, 2.135, 2.160, 2.184, 2.209, 2.233, 2.258, 2.283, 2.307, 2.332, 2.356, 2.381, 2.405, 2.430, 2.454, 2.479, 2.503, 2.528, 2.553, 2.577, 2.602, 2.626, 2.651, 2.675, 2.700, 2.724, 2.749, 2.773, 2.798, 2.823, 2.847, 2.872, 2.896, 2.921, 2.945, 2.970, 2.994, 3.019, 3.043, 3.068, 3.093, 3.117],             around which a singularity may be present\n",
-      "  w, gd = signal.group_delay((hPrototype, [1.0]), w=1024, fs=1)\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# FIR filter group delay\n",
-    "w, gd = signal.group_delay((hPrototype, [1.0]), w=1024, fs=1)\n",
-    "#w, gd = signal.group_delay((np.convolve(hPrototype, hPrototype), [1.0]), w=1024, fs=1)\n",
-    "#w, gd = signal.group_delay((np.convolve(hPrototype, np.flip(hPrototype)), [1.0]), w=1024, fs=1)\n",
-    "#plt.title('FIR filter group delay')\n",
-    "plt.plot(w, gd)\n",
-    "plt.ylabel('Group delay [samples]')\n",
-    "plt.xlabel('Frequency [rad/sample]')\n",
-    "if refBunton:\n",
-    "    plt.ylim([0, 5000])\n",
-    "print('FIR filter group delay = %f' % hGroupDelay)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "fa4b54d6",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Select impulse response for downconverter / analysys and for upconverter / synthesis\n",
-    "# . Use flipped aPrototype to make SNR results for refBunton with CW equal to reconstruct.m.\n",
-    "#   The SNR improves slightly for flipped aPrototype, because refBunton hPrototype is\n",
-    "#   asymmetrical. The combination of convolute(np.flip(hPrototype), hPrototype) yields an\n",
-    "#   overall linear phase, so constant group delay for the reconstructed signal.\n",
-    "if flipAPrototype:\n",
-    "    aPrototype = np.flip(hPrototype)\n",
-    "else:\n",
-    "    aPrototype = hPrototype\n",
-    "sPrototype = hPrototype\n",
-    "#hPrototype"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ce7e672e",
-   "metadata": {},
-   "source": [
-    "# 2 Generate input data"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "e74340e4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# x[n] = carrier waveform\n",
-    "# . freq = center subband yields constant baseband I, Q signal\n",
-    "# . phase = 0 yields Q = 0\n",
-    "wgSubIsInt = is_integer_value(wgSub)\n",
-    "wgFreq = wgSub * fsub  # in Hz\n",
-    "wgAmpl = 1\n",
-    "xData = wgAmpl * np.cos(2 * np.pi * wgFreq * n_s + np.radians(wgPhase))\n",
-    "#xData = n_i\n",
-    "# Apply some modulation\n",
-    "if wgModulation:\n",
-    "    xData *= 1 + 0.5 * np.cos(2 * np.pi * fsub / wgModulation * n_s)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "bd2add56",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Add AGWN when SNR_WG_dB < 100\n",
-    "seed = None\n",
-    "seed = 1\n",
-    "rng = np.random.default_rng(seed)\n",
-    "mu = 0.0\n",
-    "sigma = wgAmpl * np.sqrt(0.5) / 10**(SNR_WG_dB / 20)\n",
-    "noise = rng.normal(mu, sigma, Nsamples)\n",
-    "if SNR_WG_dB < 100:\n",
-    "    xData += noise\n",
-    "    # Check SNR\n",
-    "    powCarrier = np.sum(xData**2) / Nsamples\n",
-    "    powNoise = np.sum(noise**2) / Nsamples\n",
-    "    snrWg_db = 10 * np.log10(powCarrier / powNoise)\n",
-    "    print('powCarrier = %f' % powCarrier)\n",
-    "    print('powNoise = %f' % powNoise)\n",
-    "    print('snrWg_db = %f dB' % snrWg_db)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "7106ad3f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.0, 10.0)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(n_sub, xData, 'b.-')\n",
-    "plt.xlim([0,10])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c6f01b91",
-   "metadata": {},
-   "source": [
-    "# 3 Single channel downconverter"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "0ad89dcf",
-   "metadata": {},
-   "source": [
-    "# 3.1 Full rate: LO --> LPF --> D\n",
-    "\n",
-    "Downconvert bin kLo to baseband, then LPF still at sample rate and then downsample [HARRIS Fig 6.2]."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "da53b25e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Down mixer local oscillator (LO) for channel k\n",
-    "w_k = 2 * np.pi * kLo / Ndft\n",
-    "LO = np.exp(-1j * w_k * n_s)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "9acf0ec2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7fb4e035dee0>"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# x[n] --> LO --> LPF --> D --> y[mD, k] [HARRIS Fig 6.2] \n",
-    "xLoData = xData * LO\n",
-    "yData = signal.lfilter(aPrototype, [1.0], xLoData)  # = y[n, k], Eq. 6.1\n",
-    "yDown = down(yData, Ndown)  # = y[mD, k]\n",
-    "\n",
-    "plt.plot(n_sub, yData.real, 'g-')\n",
-    "plt.plot(n_sub, yData.imag, 'g--')\n",
-    "plt.plot(m_sub, yDown.real, 'b.')\n",
-    "plt.plot(m_sub, yDown.imag, 'b.')\n",
-    "plt.title('Baseand signal for channel %d' % kLo)\n",
-    "plt.xlabel('Time [Tsub]')\n",
-    "plt.ylabel('yData')\n",
-    "#plt.ylim([-0.6, 0.6])\n",
-    "plt.legend(['y real', 'y imag'])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6433c3f4",
-   "metadata": {},
-   "source": [
-    "## 3.2 LO at downsampled rate: BPF --> D --> LOdown\n",
-    "\n",
-    "Use BPF centered at kLo (is LPF shifted by +kLo) still at sample rate, then downsample and do down conversion from kLo to baseband at downsampled rate [HARRIS Fig 6.7].\n",
-    "\n",
-    "If Ndown = Ndft, then D * w_k = D * 2pi * k / Ndft is multiple of 2pi, so then LOdown = 1."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "b8036250",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ndft = 192\n",
-      "Ndown = 144\n",
-      "w_k = 0.06544984694978735\n",
-      "D_w_k = 9.42477796076938\n",
-      "\n",
-      "PASSED: LOdown == LoD\n"
-     ]
-    }
-   ],
-   "source": [
-    "# LO --> D --> LOdown == loD\n",
-    "#\n",
-    "#  LOdown = exp(-j * D w_k * m) = loD\n",
-    "#         = exp(-j * 2 pi D / Ndft * k * m)\n",
-    "LOdown = down(LO, Ndown)\n",
-    "\n",
-    "D_w_k = Ndown * w_k\n",
-    "loD = np.exp(-1j * D_w_k * m_i)\n",
-    "\n",
-    "print('Ndft =', Ndft)\n",
-    "print('Ndown =', Ndown)\n",
-    "print('w_k =', w_k)\n",
-    "print('D_w_k =', D_w_k)\n",
-    "print('')\n",
-    "\n",
-    "# Verify that LO data rotates with w_k and LO down with D * w_k rad/s\n",
-    "result = np.all(np.isclose(LOdown, loD))\n",
-    "if not result:\n",
-    "    plt.plot(m_sub, LOdown.real, 'r-')\n",
-    "    plt.plot(m_sub, LOdown.imag, 'r--')\n",
-    "    plt.plot(m_sub, loD.real, 'g-')\n",
-    "    plt.plot(m_sub, loD.imag, 'g--')\n",
-    "verify_result(result, ': LOdown == LoD', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "0663df66",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Verify that LOdown == 1 when Ndown == Ndft\n",
-    "if Ndown == Ndft:\n",
-    "    result = np.all(np.isclose(LOdown, 1.0))\n",
-    "    if not result:\n",
-    "        plt.plot(m_sub, LOdown.real, 'r-')\n",
-    "        plt.plot(m_sub, LOdown.imag, 'r--')\n",
-    "    verify_result(result, ': LOdown == 1, for Ros = 1', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "3a039428",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "PASSED: yDown == yBpfDownLo, for Ros >= 1\n"
-     ]
-    }
-   ],
-   "source": [
-    "# x[n] --> BPF --> D --> LOdown --> y[m D, k] [HARRIS Fig 6.7]\n",
-    "aBpf = aPrototype * np.exp(1j * w_k * np.arange(Ncoefs))\n",
-    "yBpfData = signal.lfilter(aBpf, [1.0], xData)\n",
-    "yBpfDown = down(yBpfData, Ndown)\n",
-    "yBpfDownLo = yBpfDown * LOdown  # = y[m D, k]\n",
-    "\n",
-    "# result is True for any Ndft, Ndown, because LOdown is in equation of yBpfDownLo\n",
-    "result = np.all(np.isclose(yDown, yBpfDownLo))\n",
-    "verify_result(result, ': yDown == yBpfDownLo, for Ros >= 1', enExit)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "589b5e1e",
-   "metadata": {},
-   "source": [
-    "## 3.3 BPF and LO at downsampled rate: D --> poly BPF --> LOdown\n",
-    "\n",
-    "Partition the BPF FIR filter H(z) in Ndown polyphases to have Hp(z^Ndown) per polyphase branch p, so that the down sampling can be done before the BPF by using the Noble identity."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6d43919d",
-   "metadata": {},
-   "source": [
-    "### 3.3.1 Maximally downsampled (= critically sampled)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "327236c2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ros = 4/3\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('Ros =', Ros)\n",
-    "if Ndown == Ndft:\n",
-    "    yMaxDownBpf = maximal_downsample_bpf(xData, Ndown, kLo, aPrototype)\n",
-    "    yMaxDownBpfLo = yMaxDownBpf  # = yMaxDownBpf * LOdown, because LOdown = 1 when Ndown == Ndft\n",
-    "\n",
-    "    result = np.all(np.isclose(yDown, yMaxDownBpfLo))\n",
-    "    if not result:\n",
-    "        plt.plot(m_sub, yDown.real, 'g.-')\n",
-    "        plt.plot(m_sub, yDown.imag, 'g.--')\n",
-    "        plt.plot(m_sub, yMaxDownBpfLo.real, 'r-')\n",
-    "        plt.plot(m_sub, yMaxDownBpfLo.imag, 'r--')\n",
-    "    verify_result(result, ': yDown == yMaxDownBpfLo, for Ros = 1', enExit)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c154ebe1",
-   "metadata": {},
-   "source": [
-    "### 3.3.2 Non-maximally downsampled (= oversampled)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "aefa8615",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> non_maximal_downsample_bpf():\n",
-      "  . len(x)   = 110592\n",
-      "  . Nx       = 110449\n",
-      "  . Nblocks  = 768\n",
-      "  . len(yc)  = 768\n",
-      "  . Ros      = 1.3333333333333333\n",
-      "  . Ndown    = 144\n",
-      "  . Ndft     = 192\n",
-      "  . k        = 2\n",
-      "\n",
-      "PASSED: yDown == yDownBpfLo for any Ros\n"
-     ]
-    }
-   ],
-   "source": [
-    "yDownBpf = non_maximal_downsample_bpf(xData, Ndown, kLo, Ndft, aPrototype)\n",
-    "yDownBpfLo = yDownBpf  # = yDownBpf * LOdown * LOshift, because LOdown = 1 when Ndown == Ndft\n",
-    "                       # and LOshift phase shifts compensate for time shift due to Ndown < Ndft\n",
-    "\n",
-    "result = np.all(np.isclose(yDown, yDownBpfLo))\n",
-    "if not result:\n",
-    "    plt.plot(m_sub, yDown.real, 'g.-')\n",
-    "    plt.plot(m_sub, yDown.imag, 'g.--')\n",
-    "    plt.plot(m_sub, yDownBpfLo.real, 'r-')\n",
-    "    plt.plot(m_sub, yDownBpfLo.imag, 'r--')\n",
-    "verify_result(result, ': yDown == yDownBpfLo for any Ros', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "860a1f90",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Only check bin phase and bin ampl for CW at center of bin, and with averaging over \n",
-    "# least Ntaps number of subband periods\n",
-    "verifyBin = wgSubIsInt and not wgModulation and SNR_WG_dB >= 100 and Nsim >= 2 * Ntaps"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "06e66708",
-   "metadata": {},
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "f814c9b9",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Verify subband bin phase\n",
-    "if verifyBin: \n",
-    "    print('wgSub = %.1f, Nsim = %d [Tsub]' % (wgSub, Nsim))\n",
-    "    # The phaseMargin >> c_atol, because it depends on the stop band attenuation of the\n",
-    "    # aPrototype LPF. This is because the LO downconverts the positive frequency band\n",
-    "    # of the WG cos() wave, so the negative frequency band will appear in the stop band.\n",
-    "    # Use fixed approriate phase margin for carrier only, so with no AWGN.\n",
-    "    phaseMargin = 1  # 0.01\n",
-    "    binPhase = np.mean(np.angle(yDownBpfLo[Ntaps:], deg=True))\n",
-    "    diffPhase = np.abs(wgPhase - binPhase)\n",
-    "    snrPhase_dB = pow_db(1 / diffPhase)\n",
-    "    print('binPhase = %.3f, diffPhase = %.3f, phaseMargin = %.3f [deg], snrPhase_dB = %.1f dB' %\n",
-    "           (binPhase, diffPhase, phaseMargin, snrPhase_dB))\n",
-    "    result = np.isclose(wgPhase, binPhase, atol=phaseMargin)\n",
-    "    verify_result(result, ': wgPhase ~= binPhase', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "dd7a9503",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Verify subband bin amplitude\n",
-    "if verifyBin:\n",
-    "    print('wgSub = %.1f, Nsim = %d [Tsub]' % (wgSub, Nsim))\n",
-    "    amplMargin = wgAmpl * 0.01\n",
-    "    binAmpl = np.mean(np.abs(yDownBpfLo[Ntaps:]))\n",
-    "    print('wgAmpl = %.3f, binAmpl = %f, amplMargin = %.3f' % (wgAmpl, binAmpl, amplMargin))\n",
-    "    result = np.isclose(wgAmpl / nofSsb, binAmpl, atol=amplMargin)\n",
-    "    verify_result(result, ': wgAmpl / nofSsb ~= binAmpl', enExit)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "830631a1",
-   "metadata": {},
-   "source": [
-    "# 4 Single channel upconverter"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ec976ece",
-   "metadata": {},
-   "source": [
-    "# 4.1 Full rate: U --> LPF --> LOp\n",
-    "\n",
-    "Upsample baseband, then LPF at baseband [HARRIS Fig 7.9] and upconvert to bin kLo. Make real bandpass signal by adding bin -kLo."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "3cf6aa74",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Up mixer local oscillator (LO) for channel k\n",
-    "# . LOp = 1 / LO with p to indicate positive sign in LOp = np.exp(+1j * w_k * n_s)\n",
-    "# . Adjust LOp by hPairGroupDelay to be able to align reconstructed output data with input data\n",
-    "LOadjust = np.exp(-1j * w_k * hPairGroupDelay * Ts)\n",
-    "LOp = np.exp(+1j * w_k * n_s)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "373ab5bb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Back to back, down converter up converter, reference output yrUpLpfLo\n",
-    "# With (inefficient) processing at full rate, because down sampling is done after LO and LPF and\n",
-    "# upsampling is done before LPF and LOp. \n",
-    "#   yDown         ycUp        ycUpLpf\n",
-    "# y[mD, k] --> U ------> LPF --------> LOp --> ycUpLpfLo\n",
-    "ycUp = up(yDown, Nup)  # insert Nup - 1 zeros\n",
-    "ycUpLpf = Nup * signal.lfilter(sPrototype, [1.0], ycUp)  # interpolate by Nup\n",
-    "ycUpLpfLo = ycUpLpf * LOp * LOadjust # upconvert to positive bin kLo\n",
-    "yrUpLpfLo = ycUpLpfLo.real * nofSsb  # = ycUpLpfLo + np.conj(ycUpLpfLo), add negative bin -kLo"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "a5c60be5",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "wgSub  = 1.500000\n",
-      "kLo    = 2\n",
-      "xLen   = 105985 input samples\n",
-      "yrSNR  = 5.37011 [dB], single bin\n",
-      "yrAmpl = 0.461804\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot original real xData recovered yrUpLpfLo\n",
-    "xDelayed = xData[0:len(yrUpLpfLo) - hPairGroupDelay]\n",
-    "xyDiff = yrUpLpfLo[hPairGroupDelay:] - xDelayed\n",
-    "if 1:\n",
-    "    plt.plot(xDelayed, 'r.-')\n",
-    "    plt.plot(yrUpLpfLo[hPairGroupDelay:], 'b.-')\n",
-    "    plt.plot(xyDiff, 'g')\n",
-    "else:\n",
-    "    plt.plot(xyDiff, 'g')\n",
-    "plt.xlim([0, 1000])\n",
-    "\n",
-    "if not wgModulation:\n",
-    "    offset = Ncoefs\n",
-    "    xLen = len(xDelayed[offset:])\n",
-    "    if xLen < Ncoefs:\n",
-    "        print('Too low Nsim for proper yrSNR calculation %d < %d' % (xLen, Ncoefs))\n",
-    "        verify_result(False, '', enExit)\n",
-    "    yrSNR = snr_db(xDelayed[offset:], xyDiff[offset:])\n",
-    "    yrAmpl = np.sqrt(np.mean(np.abs(yrUpLpfLo[Ncoefs:]**2)) * nofSsb)\n",
-    "    print('wgSub  = %f' % wgSub)\n",
-    "    print('kLo    = %d' % kLo)\n",
-    "    print('xLen   = %d input samples' % xLen)\n",
-    "    print('yrSNR  = %.5f [dB], single bin' % yrSNR)\n",
-    "    print('yrAmpl = %f' % yrAmpl)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "18e8463e",
-   "metadata": {},
-   "source": [
-    "# 4.2 LOp at downsampled rate: LOpDown --> U --> BPF\n",
-    "\n",
-    "Use LOp at downsampled rate. Do upconversion by U from baseband to kLo at sampled rate. Use BPF centered at kLo (is LPF shifted by +kLo) at sample rate.\n",
-    "\n",
-    "If Nup = Ndft, then U w_k = U 2pi * k / Ndft is multiple of 2pi, so then LOpDown = 1."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "7049249e",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "PASSED: LOpDown == LOpD\n"
-     ]
-    }
-   ],
-   "source": [
-    "# LOpDown --> U --> LOp\n",
-    "#\n",
-    "# LOpD = exp(-j * U w_k * m)\n",
-    "#      = exp(-j * 2 pi U / Ndft * k * m)\n",
-    "LOpDown = down(LOp, Nup)\n",
-    "\n",
-    "U_w_k = Nup * w_k\n",
-    "LOpD = np.exp(1j * U_w_k * m_i)\n",
-    "\n",
-    "# Verify that LOp rotates with w_k and LOpDown with U * w_k rad/s\n",
-    "result = np.all(np.isclose(LOpDown, LOpD))\n",
-    "if not result:\n",
-    "    plt.plot(m_sub, LOpDown.real, 'r-')\n",
-    "    plt.plot(m_sub, LOpDown.imag, 'r--')\n",
-    "    plt.plot(m_sub, LOpD.real, 'g-')\n",
-    "    plt.plot(m_sub, LOpD.imag, 'g--')\n",
-    "verify_result(result, ': LOpDown == LOpD', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "64cc34f3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Verify that LOpDown == 1 when Nup == Ndft\n",
-    "if Nup == Ndft:\n",
-    "    result = np.all(np.isclose(LOpDown, 1.0))\n",
-    "    if not result:\n",
-    "        plt.plot(m_sub, LOpDown.real, 'r-')\n",
-    "        plt.plot(m_sub, LOpDown.imag, 'r--')\n",
-    "    verify_result(result, ': LOpDown == 1, for Ros = 1', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "71a91beb",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "PASSED: yrUpLpfLo == yrLoUpBpf, for Ros >= 1\n"
-     ]
-    }
-   ],
-   "source": [
-    "#                       ycDownLo     ycLoUp                   \n",
-    "# y[mD, k] --> LOpDown ---------> U -------> BPF --> ycLoUpBpf\n",
-    "sBpf = sPrototype * np.exp(1j * w_k * np.arange(Ncoefs))\n",
-    "ycDownLo = yDown * LOpDown * LOadjust  # upconvert to positive bin kLo\n",
-    "ycLoUp = Nup * up(ycDownLo, Nup)  # insert Nup - 1 zeros\n",
-    "ycLoUpBpf = signal.lfilter(sBpf, [1.0], ycLoUp)  # interpolate by Nup with BPF at kLo\n",
-    "yrLoUpBpf = ycLoUpBpf.real * nofSsb  # = ycLoUpBpf + np.conj(ycLoUpBpf), add negative bin -kLo\n",
-    "\n",
-    "# result is True for any Ndft, Ndown, because LOdown is in equation of yBpfDownLo\n",
-    "result = np.all(np.isclose(yrUpLpfLo, yrLoUpBpf))\n",
-    "if not result:\n",
-    "    plt.plot(yrUpLpfLo, 'r')\n",
-    "    plt.plot(yrLoUpBpf, 'b')\n",
-    "    #plt.xlim([0, 850])\n",
-    "verify_result(result, ': yrUpLpfLo == yrLoUpBpf, for Ros >= 1', enExit)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2830cdc7",
-   "metadata": {},
-   "source": [
-    "# 4.3 BPF and LOp at downsampled rate: LOpDown --> poly BPF --> U\n",
-    "\n",
-    "Partition the BPF FIR filter H(z) in Nup polyphases to have Hp(z^Nup) per polyphase branch p, so that the upsampling can be done after the BPF by using the Noble identity."
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "28fced9c",
-   "metadata": {},
-   "source": [
-    "# 4.3.1 Maximally upsampled (= critically sampled)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "a3aae48a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ndft = 192\n"
-     ]
-    }
-   ],
-   "source": [
-    "print('Ndft =', Ndft)\n",
-    "if Nup == Ndft:\n",
-    "    # ycDownLo = yDown * LOdown = yDown, because LOdown = 1 when Ndown == Ndft\n",
-    "    ycLoBpfMaxUp = maximal_upsample_bpf(yDown, Nup, kLo, sPrototype)\n",
-    "    yrLoBpfMaxUp = ycLoBpfMaxUp.real * nofSsb  # add negative bin -kLo to make real\n",
-    "\n",
-    "    result = np.all(np.isclose(yrUpLpfLo, yrLoBpfMaxUp))\n",
-    "    if not result:\n",
-    "        plt.plot(n_sub, yrUpLpfLo, 'g.-')\n",
-    "        plt.plot(n_sub, yrLoBpfMaxUp, 'r-')\n",
-    "        plt.xlim([20, 30])\n",
-    "    verify_result(result, ': yrUpLpfLo ==yrLoBpfMaxUp, for Ros = 1', enExit)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "825df86e",
-   "metadata": {},
-   "source": [
-    "# 4.3.2 Nonmaximally upsampled (= oversampled)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "3c2c8ec5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "if 0:\n",
-    "    ycLoBpfUp = non_maximal_upsample_bpf(yDown, Nup, kLo, Ndft, sPrototype)\n",
-    "    yrLoBpfUp = ycLoBpfUp.real * nofSsb  # add negative bin -kLo to make real\n",
-    "\n",
-    "    result = np.all(np.isclose(yrUpLpfLo, yrLoBpfUp))\n",
-    "    if not result:\n",
-    "        plt.plot(n_sub, yrUpLpfLo, 'g.-')\n",
-    "        plt.plot(n_sub, yrLoBpfUp, 'r.-')\n",
-    "        plt.xlim([12,24])\n",
-    "        verify_result(result, ': yrUpLpfLo == yrLoBpfUp, for Ros >= 1', enExit)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ee9daf9f",
-   "metadata": {},
-   "source": [
-    "# 5 Compare with DFT filterbank\n",
-    "\n",
-    "Can use 'cw' or 'ccw' independently for analysis and synthesis PFB, because with fold() the IDFT can be expressed as a DFT and vice versa. However to have back to back DFT - IDFT in pipeline, use analysis 'cw' and synthesis 'ccw' [CROCHIERE 7.2.3]."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "4b55557c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Select analysis filterbank\n",
-    "aStructure = 'wola'\n",
-    "aStructure = 'pfs'\n",
-    "aCommutator = 'cw'\n",
-    "\n",
-    "# Select synthesis filterbank\n",
-    "sStructure = 'wola'\n",
-    "sCommutator = 'ccw'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "abb548f6",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "wgSub  = 1.500000\n",
-      "kLo    = 2\n",
-      "Ndft   = 192\n",
-      "Ndown  = 144\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Parameters\n",
-    "print('wgSub  = %f' % wgSub)\n",
-    "print('kLo    = %d' % kLo)\n",
-    "print('Ndft   = %d' % Ndft)\n",
-    "print('Ndown  = %d' % Ndown)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d8bb436d",
-   "metadata": {},
-   "source": [
-    "# 5.1 Analysis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "a6de2be1",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Verify all bins:\n",
-      "PASSED: Ac0 == Ac1\n",
-      "PASSED: Ac0 == Ac2\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Verify that different analysis_dft_filterbank() structures yield exactly the same\n",
-    "print('Verify all bins:')\n",
-    "Ac0 = analysis_dft_filterbank(xData, Ndown, Ndft, aPrototype, 'pfs', commutator='cw', verbosity=vb)\n",
-    "Ac1 = analysis_dft_filterbank(xData, Ndown, Ndft, aPrototype, 'pfs', commutator='ccw', verbosity=vb)\n",
-    "Ac2 = analysis_dft_filterbank(xData, Ndown, Ndft, aPrototype, 'wola', verbosity=vb)\n",
-    "verify_result(np.all(np.isclose(Ac0, Ac1)), ': Ac0 == Ac1', enExit)\n",
-    "verify_result(np.all(np.isclose(Ac0, Ac2)), ': Ac0 == Ac2', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "a9ca3483",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> analysis_dft_filterbank():\n",
-      "  . len(x)     = 110592\n",
-      "  . Nblocks    = 768\n",
-      "  . Ros        = 1.3333333333333333\n",
-      "  . Ndown      = 144\n",
-      "  . Ndft       = 192\n",
-      "  . structure  = pfs\n",
-      "  . commutator = cw\n",
-      "\n",
-      "PASSED: yDown == yDownBin\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Verify that analysis_dft_filterbank() bin kLo yields same as single channel reference\n",
-    "# . Only need to verify one Ac[kLo], when Ac0 = Ac1 = Ac2 = Ac3.\n",
-    "Ac = analysis_dft_filterbank(xData, Ndown, Ndft, aPrototype, aStructure, aCommutator)\n",
-    "yDownBin = Ac[kLo]\n",
-    "#yDownBin = yDownBin[:len(yDown)]\n",
-    "\n",
-    "result = np.all(np.isclose(yDown, yDownBin))\n",
-    "if not result:\n",
-    "    if 1:\n",
-    "        plt.plot(m_sub, yDown.real, 'g.-')\n",
-    "        plt.plot(m_sub, yDown.imag, 'g.--')\n",
-    "        plt.plot(m_sub, yDownBin.real, 'r.-')\n",
-    "        plt.plot(m_sub, yDownBin.imag, 'r.--')\n",
-    "    else:\n",
-    "        plt.plot(m_sub, yDown.real - yDownBin.real, 'b.-')\n",
-    "        plt.plot(m_sub, yDown.imag - yDownBin.imag, 'b.--')\n",
-    "    plt.xlim([0, 20])\n",
-    "verify_result(result, ': yDown == yDownBin', enExit)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d3f49b8e",
-   "metadata": {},
-   "source": [
-    "# 5.2 Synthesis"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "id": "caf25198",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "PASSED: Sr0 == Sr1\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Verify that different synthesis_dft_filterbank() structures yield exactly the same\n",
-    "Sr0 = synthesis_dft_filterbank(Ac, Nup, Ndft, sPrototype, 'wola', 'cw', verbosity=vb)\n",
-    "Sr1 = synthesis_dft_filterbank(Ac, Nup, Ndft, sPrototype, 'wola', 'ccw', verbosity=vb)\n",
-    "verify_result(np.all(np.isclose(Sr0, Sr1)), ': Sr0 == Sr1', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "id": "47d5bf5b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> synthesis_dft_filterbank():\n",
-      "  . Nblocks    = 768\n",
-      "  . Ros        = 1.3333333333333333\n",
-      "  . Nup        = 144\n",
-      "  . Ndft       = 192\n",
-      "  . structure  = wola\n",
-      "  . commutator = ccw\n",
-      "\n",
-      "PASSED: yrUpLpfLo == yr\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Keep bin kLo and force all other bins to zero, to have exact comparison with full rate\n",
-    "# single channel reference.\n",
-    "Yc = Ac * 0\n",
-    "if kLo == 0:\n",
-    "    # DC bin\n",
-    "    Yc[kLo] = yDownBin\n",
-    "else:\n",
-    "    Yc[kLo] = yDownBin\n",
-    "    Yc[Ndft - kLo] = np.conjugate(yDownBin)\n",
-    "\n",
-    "# Single bin synthesis from PFB\n",
-    "yr = synthesis_dft_filterbank(Yc, Nup, Ndft, sPrototype, sStructure, sCommutator)\n",
-    "yr = yr[0 : len(yrUpLpfLo)]\n",
-    "\n",
-    "result = np.all(np.isclose(yrUpLpfLo, yr))\n",
-    "if not result:\n",
-    "    plt.plot(n_sub, yrUpLpfLo, 'g.-')\n",
-    "    plt.plot(n_sub, yr, 'r.-')\n",
-    "    plt.xlim((20, 21))\n",
-    "verify_result(result, ': yrUpLpfLo == yr', enExit)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "4818ad5a",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> synthesis_dft_filterbank():\n",
-      "  . Nblocks    = 768\n",
-      "  . Ros        = 1.3333333333333333\n",
-      "  . Nup        = 144\n",
-      "  . Ndft       = 192\n",
-      "  . structure  = wola\n",
-      "  . commutator = ccw\n",
-      "\n",
-      "wgSub  = 1.500000\n",
-      "kLo    = 2\n",
-      "xLen   = 67696 input samples\n",
-      "yrSNR  = 5.37011 [dB], single bin\n",
-      "SNR_yr = 5.37011 [dB], single bin\n",
-      "SNR_sr = 22.18392 [dB], all bins\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Compare output with input\n",
-    "# . For Ros >= 1 the SNR for center bin wgSub approaches perfect reconstruction when Ntaps\n",
-    "#   is increased, because then the accuracy of the interpolated samples improves.\n",
-    "#   In the time domain this is understood because then there are more weighted values per\n",
-    "#   polyphase. In the frequency domain this is understood by the improved bandstop\n",
-    "#   suppression, because inserting zeros causes replicas that all need to be suppressed\n",
-    "#   by the interpolating LPF.\n",
-    "# . For off-center wgSub the SNR reduces more due to that the gain of both LPF is then < 1.\n",
-    "\n",
-    "# All bins synthesis from PFB\n",
-    "# . Use yr for comparison between single channel pipeline and using PFB for single bin\n",
-    "# . Use sr to see impact of aliasing in the other bins, due to limited stopband attenuation\n",
-    "#   of both LPF.\n",
-    "sr = synthesis_dft_filterbank(Ac, Nup, Ndft, sPrototype, sStructure, sCommutator)\n",
-    "sr = sr[0 : len(yrUpLpfLo)]\n",
-    "\n",
-    "# Output time aligned with input\n",
-    "x_yr = yr[hPairGroupDelay:]\n",
-    "x_sr = sr[hPairGroupDelay:]\n",
-    "\n",
-    "# SNR\n",
-    "# . For single bin yr the SNR is sligthly better than for sr, when wgSub is at bin center, because\n",
-    "#   then the LPF has gain 1 and the aliasing from the other bins is not in.\n",
-    "# . For all bin sr the SNR is much better than for yr, when wgSub is off bin center or with input\n",
-    "#   noise is added, provided that the gain at the edge of the bin is sqrt(0.5).\n",
-    "# . The SNR for CW input calculated for refBunton and with construct.m are about equal within \n",
-    "#   +-0.0005 dB. The difference is probably due to that the selected ranges for calculating the\n",
-    "#   SNR are not exactly the same. Varying the offset shows a similar spread in SNR.\n",
-    "offset = Ncoefs\n",
-    "#offset = 10000\n",
-    "endset = 70000\n",
-    "xLen = len(xDelayed[offset:endset])\n",
-    "if xLen < Ncoefs:\n",
-    "    print('Too low Nsim for proper SNR_yr calculation %d < %d' % (xLen, Ncoefs))\n",
-    "    verify_result(False, '', enExit)\n",
-    "xDelayed_snapshot = xDelayed[offset:endset]\n",
-    "x_yr_snapshot = x_yr[offset:endset]\n",
-    "x_sr_snapshot = x_sr[offset:endset]\n",
-    "x_yr_diff_snapshot = xDelayed_snapshot - x_yr_snapshot\n",
-    "x_sr_diff_snapshot = xDelayed_snapshot - x_sr_snapshot\n",
-    "SNR_yr = snr_db(xDelayed_snapshot, x_yr_diff_snapshot)\n",
-    "SNR_sr = snr_db(xDelayed_snapshot, x_sr_diff_snapshot)\n",
-    "\n",
-    "print('wgSub  = %f' % wgSub)\n",
-    "print('kLo    = %d' % kLo)\n",
-    "print('xLen   = %d input samples' % xLen)\n",
-    "print('yrSNR  = %.5f [dB], single bin' % yrSNR)\n",
-    "print('SNR_yr = %.5f [dB], single bin' % SNR_yr)\n",
-    "print('SNR_sr = %.5f [dB], all bins' % SNR_sr)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "2c1ec80d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "(0.0, 250.0)"
-      ]
-     },
-     "execution_count": 45,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot original real xData recovered with sr for all bins\n",
-    "if 1:\n",
-    "    plt.plot(xDelayed_snapshot, 'r.-')\n",
-    "    plt.plot(x_sr_snapshot, 'g.-')\n",
-    "    plt.plot(x_sr_diff_snapshot, 'y.-')\n",
-    "else:\n",
-    "    plt.plot(x_sr_diff_snapshot, 'y.-')\n",
-    "plt.xlim([0, 250])\n",
-    "#plt.ylim([-0.01, 0.01])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "3a647a98",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/narrowband_noise_generator.ipynb b/applications/lofar2/model/pfb_os/narrowband_noise_generator.ipynb
deleted file mode 100644
index ddca071d5a7da60850b408b61d7f6d221da3567e..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/narrowband_noise_generator.ipynb
+++ /dev/null
@@ -1,559 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "c69a2eb8",
-   "metadata": {},
-   "source": [
-    "# Narrowband noise generation\n",
-    "\n",
-    "Author: Eric Kooistra, mai 2024\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Generate narrowband noise using multirate processing and \n",
-    "\n",
-    "References:\n",
-    "1. dsp_study_erko, summary of DSP books\n",
-    "2. chapter 5 in [HARRIS]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "02689e50",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "acea4f0a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.firfilter import prototype_fir_low_pass_filter\n",
-    "from rtdsp.fourier import dtft\n",
-    "from rtdsp.multirate import downsample, upsample\n",
-    "from rtdsp.plotting import plot_power_spectrum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "55e0fe37",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Samples\n",
-    "fs = 1  # sample rate\n",
-    "#fs = 200e6\n",
-    "Ts = 1 / fs  # sample period\n",
-    "\n",
-    "fNyquist = fs / 2"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "d668de64",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Subbands\n",
-    "Ndft = 1024  # DFT size\n",
-    "Nsub = Ndft // 2  # number of subbands in fs / 2\n",
-    "fsub = fs / Ndft  # subband frequency\n",
-    "Tsub = 1 / fsub  # subband period"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "15bf6804",
-   "metadata": {},
-   "source": [
-    "# FIR low pass filter\n",
-    "\n",
-    "* The LPF is used to define the narrow band and as LPF for the downsampling. For the upsampling a slightly\n",
-    "wider LPF is used, so that up LPF in the down --> up processing will almost not affect the shape of the\n",
-    "narrow band noise.\n",
-    "* The narrow band bandwidth is chosen fsub, so one subband, with pass band from -fsub/2 to fsub/2. The\n",
-    "Nyquist frequency of the downsampling must be fdown / 2 >= fsub / 2, so fdown >= fsub. Choose fdown =\n",
-    "Ros * fsub with Ros = 2, so that the LPF can have fstop between fsub/2 and fsub = fdown / 2.\n",
-    "* Choosing Ros = 1 yields fstop at fsub / 2, so then the stop band causes aliasing dependent on how much\n",
-    "the hpFactor < 1.0."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "0a69b385",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> design_fir_low_pass_filter():\n",
-      ". Method              = firls\n",
-      ". Q                   = 16.000000\n",
-      ". fpass               = 0.000439\n",
-      ". fstop               = 0.000615\n",
-      ". lpBW                = 0.001055\n",
-      ". transistionBW       = 0.000176\n",
-      ". fNyquist            = 0.500000\n",
-      ". fs                  = 1.000000\n",
-      ". Ncoefs              = 16383\n",
-      ". DC sum              = 1.000000\n",
-      ". Symmetrical coefs   = True\n",
-      "\n",
-      "> design_fir_low_pass_filter():\n",
-      ". Method              = firls\n",
-      ". Q                   = 16.000000\n",
-      ". fpass               = 0.000488\n",
-      ". fstop               = 0.000684\n",
-      ". lpBW                = 0.001172\n",
-      ". transistionBW       = 0.000195\n",
-      ". fNyquist            = 0.500000\n",
-      ". fs                  = 1.000000\n",
-      ". Ncoefs              = 16383\n",
-      ". DC sum              = 1.000000\n",
-      ". Symmetrical coefs   = True\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Specifications\n",
-    "Ntaps = 16\n",
-    "Ncoefs = Ndft * Ntaps - 1  # use odd length for integer group delay\n",
-    "hpFactorDown = 0.9\n",
-    "hpFactorUp = 1.0  # use slightly wider band for up sampling LPF, to have down sampling LPF as main LPF\n",
-    "transitionFactor = 0.4\n",
-    "stopRippleFactor = 1000\n",
-    "beta = 1\n",
-    "hDown = prototype_fir_low_pass_filter('firls',\n",
-    "    Ndft, Ntaps, Ncoefs, hpFactorDown, transitionFactor, stopRippleFactor, beta, fs)\n",
-    "hUp = prototype_fir_low_pass_filter('firls',\n",
-    "    Ndft, Ntaps, Ncoefs, hpFactorUp, transitionFactor, stopRippleFactor, beta, fs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "ca83f348",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot impulse response\n",
-    "plt.figure(1)\n",
-    "plt.plot(hDown)\n",
-    "plt.title('Impulse response')\n",
-    "plt.grid(True)\n",
-    "\n",
-    "# Plot transfer function\n",
-    "plt.figure(2)\n",
-    "fLim = (-2 * fsub, 2 * fsub)\n",
-    "dbLim = (-110, 5)\n",
-    "h, f, HF = dtft(hDown)\n",
-    "plot_power_spectrum(f, HF, 'r', fs, fLim, dbLim)\n",
-    "if hpFactorUp != hpFactorDown:\n",
-    "    h, f, HF = dtft(hUp)\n",
-    "    plot_power_spectrum(f, HF, 'g', fs, fLim, dbLim)\n",
-    "    plt.legend(['down', 'up'])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a949b9ff",
-   "metadata": {},
-   "source": [
-    "# 1. Baseband narrowband noise generator"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "663cb6b8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "rng = np.random.default_rng()\n",
-    "mu = 0.0\n",
-    "sigma = 1.0"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 26,
-   "id": "92697d15",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Time\n",
-    "Nsim = 100  # number of subband periods to simulate\n",
-    "Nsamples = Nsim * Ndft\n",
-    "Tsim = Nsim * Tsub\n",
-    "t = np.arange(0, Tsim, Ts)  # len(t) = Nsamples"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 27,
-   "id": "a0e9e5a3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Broadband noise\n",
-    "broadbandNoise = rng.normal(mu, sigma, Nsamples)\n",
-    "broadbandPower = np.sum(np.abs(broadbandNoise))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 28,
-   "id": "5194ed5d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Scale noise signal levels to have same input and output power\n",
-    "scaleVoltage = np.sqrt(fs / fsub)  # = np.sqrt(Ndft)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "c6d848f9",
-   "metadata": {},
-   "source": [
-    "## 1.1. LPF at full sample rate"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 29,
-   "id": "4dadb51c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "1.0664313653908306"
-      ]
-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Baseband noise using brute force at full fs rate, as in Figure 5.2 in HARRIS\n",
-    "basebandNoise = scaleVoltage * signal.lfilter(hDown, [1.0], broadbandNoise)\n",
-    "basebandPower = np.sum(np.abs(basebandNoise))\n",
-    "broadbandPower / basebandPower"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 30,
-   "id": "e08b5ba2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(t, broadbandNoise, 'r-')\n",
-    "plt.plot(t, basebandNoise, 'g-')\n",
-    "plt.title('Broadband and baseband noise')\n",
-    "plt.xlabel('t [Ts = ' + str(Ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "#plt.xlim(16000, 30000)\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4da37728",
-   "metadata": {},
-   "source": [
-    "## 1.2. LPF at down sampled rate"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 31,
-   "id": "aea6db55",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> Log downsample():\n",
-      "  . len(x) = 102400\n",
-      "  . Ndown  = 512\n",
-      "  . Nx     = 101889\n",
-      "  . Nxp    = 200\n",
-      "  . len(y) = 200\n",
-      "\n",
-      "> Log upsample():\n",
-      "  . Nup    = 512\n",
-      "  . Nx     = 200\n",
-      "  . len(y) = 102400\n",
-      "\n",
-      "Ros        = 2\n",
-      "groupDelay = 8191.0 samples\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Baseband noise using multirate at fdown, as in Figure 5.3, 5.4 in HARRIS\n",
-    "# . Polyphase down sampling low pass filtering at fbase = Ros * fsub rate\n",
-    "Ros = 2  # 'oversampling rate' of baseband signal\n",
-    "# Ros = 1  # is feasible, but with more aliasing\n",
-    "fdown = Ros * fsub  # downsampled rate\n",
-    "Tdown = 1 / fdown\n",
-    "Ndown = int(fs / fdown)\n",
-    "td = np.arange(0, Tsim, Tdown)\n",
-    "downsampledNoise = scaleVoltage * downsample(broadbandNoise, Ndown, hDown)\n",
-    "# . Polyphase up sampling, back to full rate, fup = fs\n",
-    "Nup = Ndown\n",
-    "upsampledNoise = Nup * upsample(downsampledNoise, Nup, hUp)\n",
-    "# . Adjust for group delay of up LPF in Ts units. The group delay of the down LPF is the same as that\n",
-    "#   for the brute force LPF\n",
-    "groupDelay = (Ncoefs - 1) / 2\n",
-    "tu = t - groupDelay * Ts\n",
-    "\n",
-    "print('Ros        = ' + str(Ros))\n",
-    "print('groupDelay = ' + str(groupDelay) + ' samples')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 32,
-   "id": "602307e2",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(t, basebandNoise, 'r-')\n",
-    "#plt.plot(td, downsampledNoise, 'm-')\n",
-    "plt.plot(tu, upsampledNoise, 'g-')\n",
-    "plt.title('Baseband noise')\n",
-    "plt.xlabel('t [Ts = ' + str(Ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "#plt.xlim(16000, 30000)\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "4e3212c4",
-   "metadata": {},
-   "source": [
-    "# 2. Narrowband noise at carrier frequency"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 33,
-   "id": "fad0846f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# If the carrier frequency fc is a multiple of fdown, then the upsampling can directly mix (heterodyne)\n",
-    "# the narrowband signal to fc.\n",
-    "Kdown = 3\n",
-    "fc = Kdown * fdown\n",
-    "# Corresponding subband bin for fc\n",
-    "Ksub = Kdown * Ros  # = int(fc / fsub)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "d47d6227",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Local oscillator mixer at fs (Figure 5.17 in [HARRIS])\n",
-    "loFull = np.cos(2 * np.pi * fc * t)\n",
-    "# Mixer at fs\n",
-    "mixedNoise = upsampledNoise * loFull"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "a5d6e3e8",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> Log upsample():\n",
-      "  . Nup    = 512\n",
-      "  . Nx     = 200\n",
-      "  . len(y) = 102400\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Local oscillator in FIR coefficients, making a BPF from the LPF in the upsampler (Figure 5.19 in [HARRIS])\n",
-    "# . The lo value only differs per polyphase, because fc = Kbin * fdown (integer multiple).\n",
-    "# . The lo value can be applied separately, to support an offline controlable Kbin, or it may be \n",
-    "#   incorporated in the hUp FIR filter weights to have a fixed Kbin.\n",
-    "loCoef = hUp * np.cos(2 * np.pi * fc * t[0:Ncoefs])\n",
-    "aliasedNoise = Nup * upsample(downsampledNoise, Nup, loCoef)\n",
-    "\n",
-    "# Check that schemes using mixer at fs or in upsampler at fdown are equal\n",
-    "if not np.allclose(mixedNoise, aliasedNoise):\n",
-    "    print('FAILED: difference in narrowband noise result')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "c3fcf194",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.figure(1)\n",
-    "plt.plot(t, aliasedNoise, 'r-')\n",
-    "plt.title('Bandpass noise at fc = %d fsub' % Ksub)\n",
-    "plt.xlabel('t [Ts = ' + str(Ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "plt.grid(True)\n",
-    "\n",
-    "plt.figure(2)\n",
-    "# f is normalized frequency axis for fs = 1.0, so in [-0.5 : 0.5>\n",
-    "_, f, MF = dtft(aliasedNoise)\n",
-    "fpos = 2 * (Ksub + 1) * fsub\n",
-    "if fpos > fNyquist:\n",
-    "    fpos = fNyquist\n",
-    "fpos /= fsub  # plot frequency axis in unit fsub\n",
-    "fLim = (-fpos, fpos)\n",
-    "#fLim = None\n",
-    "dbLim = None\n",
-    "plot_power_spectrum(f, MF, 'r', 1.0 * Ndft, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "f993a493",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/pfb_reconstruction.ipynb b/applications/lofar2/model/pfb_os/pfb_reconstruction.ipynb
deleted file mode 100644
index f48302e6f51cbd742716f2b4498e6eee1aa2648d..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/pfb_reconstruction.ipynb
+++ /dev/null
@@ -1,791 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "c69a2eb8",
-   "metadata": {},
-   "source": [
-    "# Try polyphase filterbank (PFB)\n",
-    "\n",
-    "Author: Eric Kooistra, apr 2024\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Try to reproduce LOFAR subband filterbank in Python instead of MATLAB [2]\n",
-    "* Investigate reconstruction using critically sampled analysis PFB and synthesis PFB\n",
-    "\n",
-    "Result:\n",
-    "* Reconstruction with SNR = pow(input) / pow(input - reconctructed) > 18 dB does not seem feasible, for any firType. Increasing Ntaps also does not help.\n",
-    "* Stop band attenuation is important for loss due to aliasing from other than neighbour subband\n",
-    "* Half power gain is important for all pass transfer function across neighbouring subbands \n",
-    "* LOFAR subband filter achieves SNR = 14 dB with hpFactor = 0.96 to have fcutoff ~= sqrt(0.5)\n",
-    "\n",
-    "References:\n",
-    "1. dsp_study_erko, summary of DSP books\n",
-    "2. https://git.astron.nl/rtsd/apertif_matlab/-/blob/master/matlab/one_pfb.m"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "02689e50",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "65235f50",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import pow_db, snr_db\n",
-    "from rtdsp.firfilter import prototype_fir_low_pass_filter, design_fir_low_pass_filter, \\\n",
-    "                            design_fir_low_pass_filter_adjust, \\\n",
-    "                            raised_cosine_response, square_root_raised_cosine_response, \\\n",
-    "                            filterbank_impulse_response, filterbank_frequency_response\n",
-    "from rtdsp.fourier import dtft, estimate_gain_at_frequency\n",
-    "from rtdsp.multirate import PolyPhaseFirFilterStructure\n",
-    "from rtdsp.plotting import plot_power_spectrum, plot_magnitude_spectrum, plot_colorbar, \\\n",
-    "                           plot_time_response"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "a39e99a2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "atol = 1e-8"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "3436bc2a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Filterbank\n",
-    "Ntaps = 8 #8  # number of taps per poly phase FIR filter\n",
-    "Ndft = 16 #16 DFT size\n",
-    "Ncoefs = Ndft * Ntaps  # number of coefficients in prototype LPF\n",
-    "\n",
-    "# Select FFT or IFFT, end result is the same, but subband frequencies differ in sign \n",
-    "analysisFFT = True    # analysis FFT --> synthesis IFFT as in LOFAR\n",
-    "# analysisFFT = False   # analysis IFFT --> synthesis FFT as in [HARRIS 6, 7]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "ca6b8c9d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Select LPF type\n",
-    "firType = 'rect'\n",
-    "firType = 'firwin'\n",
-    "#firType = 'firls'\n",
-    "#firType = 'srRemezAdjust'\n",
-    "#firType = 'srRemezCutoff'\n",
-    "#firType = 'srCos'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "74eb2365",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Select WG signal\n",
-    "wgType = 'chirp'\n",
-    "wgType = 'noise'"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "55e0fe37",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Samples\n",
-    "fs = 1  # sample rate\n",
-    "ts = 1 / fs  # sample period"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "20ae2f4a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Subbands\n",
-    "Nsub = Ndft // 2  # number of subbands in fs / 2\n",
-    "fsub = fs / Ndft  # subband frequency\n",
-    "tsub = 1 / fsub  # subband period"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a949b9ff",
-   "metadata": {},
-   "source": [
-    "# 1 Waveform generator (WG)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "e08b5ba2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "if wgType == 'chirp':\n",
-    "    # Chirp signal\n",
-    "    chirpStartSub = 1  # start chirp subband\n",
-    "    chirpNofSub = 10  # number of chirp subbands\n",
-    "    #chirpNofSub = Nsub\n",
-    "    NSimSub = chirpNofSub * 10  # number of subband periods to simulate\n",
-    "    NSimSamples = NSimSub * Ndft\n",
-    "    fstart = fsub * chirpStartSub\n",
-    "    fend = fsub * (chirpStartSub + chirpNofSub)\n",
-    "    tsim = NSimSub * tsub\n",
-    "    t = np.arange(0, tsim, ts)  # len(t) == NSimSamples\n",
-    "    wgData = signal.chirp(t, f0=fstart, f1=fend, t1=tsim, method='linear')\n",
-    "\n",
-    "    print('Chirp:')\n",
-    "    print('. chirpStartSub      = %d' % chirpStartSub)\n",
-    "    print('. chirpNofSub        = %d' % chirpNofSub)\n",
-    "    print('. NSimSub            = %d' % NSimSub)\n",
-    "    print('. NSimSamples        = %d' % NSimSamples)\n",
-    "\n",
-    "    # Marker pulses at subband center frequencies\n",
-    "    wgMarkers = np.zeros(NSimSamples)\n",
-    "    nofStep = (fend - fstart) / fsub\n",
-    "    tStep = tsim / nofStep\n",
-    "    tMark = 0\n",
-    "    while tMark < tsim:\n",
-    "        tIndex = int(NSimSamples * tMark / tsim)\n",
-    "        wgMarkers[tIndex] = 1\n",
-    "        tMark += tStep\n",
-    "\n",
-    "    plt.plot(t, wgData, 'b')\n",
-    "    plt.plot(t, wgMarkers, 'r')\n",
-    "    plt.title('Linear chirp, f = ' + str(fstart) + ' to f = ' + str(fend))\n",
-    "    plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "    plt.ylabel('voltage')\n",
-    "    #plt.xlim(700, 900)\n",
-    "    plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "bd4054d7",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "if wgType == 'noise':\n",
-    "    NSimSub = Ntaps * 5  # number of subband periods to simulate\n",
-    "    NSimSamples = NSimSub * Ndft\n",
-    "    tsim = NSimSub * tsub\n",
-    "    t = np.arange(0, tsim, ts)  # len(t) == NSimSamples\n",
-    "    \n",
-    "    # Broadband noise\n",
-    "    rng = np.random.default_rng(seed=7)\n",
-    "    mu = 0.0\n",
-    "    sigma = 1.0\n",
-    "    wgData = rng.normal(mu, sigma, NSimSamples)\n",
-    "    \n",
-    "    # Marker pulses at subband periods\n",
-    "    wgMarkers = np.zeros(NSimSamples)\n",
-    "    tStep = tsub * 3\n",
-    "    nofStep = int(tsim / tStep)\n",
-    "    tIndex = 0\n",
-    "    while tIndex < NSimSamples:\n",
-    "        wgMarkers[tIndex] = 1\n",
-    "        tIndex += Ndft\n",
-    "\n",
-    "    plt.plot(t, wgData, 'b')\n",
-    "    plt.plot(t, wgMarkers, 'r')\n",
-    "    plt.title('Broadband noise')\n",
-    "    plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "    plt.ylabel('voltage')\n",
-    "    #plt.xlim(0, 100)\n",
-    "    plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "acca4f19",
-   "metadata": {},
-   "source": [
-    "# 2 Prototype FIR low pass filter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "181d6c07",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Use rectangular prototype FIR filter, for transparant response of DFT filterbank\n",
-    "if firType == 'rect':\n",
-    "    hPrototype = np.zeros(Ncoefs)\n",
-    "    hPrototype[0 : Ndft] = 1 / Ndft"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "6108ff59",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Use LOFAR subband prototype FIR filter, to minimize aliasing\n",
-    "if firType == 'firls':\n",
-    "    hpFactor = 0.90\n",
-    "    transitionFactor = 0.4\n",
-    "    hpFactor = 0.97\n",
-    "    transitionFactor = 0.2\n",
-    "    stopRippleFactor = 1  # 1000000\n",
-    "    kaiserBeta = 0  # 1\n",
-    "    hPrototype = prototype_fir_low_pass_filter('firls',\n",
-    "        Ndft, Ntaps, Ncoefs, hpFactor, transitionFactor, stopRippleFactor, kaiserBeta, fs)  "
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "3ec78793",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Use windowed sync prototype FIR filter, is Portnoff window\n",
-    "if firType == 'firwin':\n",
-    "    BWbin = 1 / Ndft  # bandwidth of one bin\n",
-    "    # . Use half power bandwidth factor to tune half power cutoff frequency of LPF, default 1.0\n",
-    "    hpFactor = 1.11\n",
-    "    hpFactor = 1.0\n",
-    "    BWpass = hpFactor * BWbin\n",
-    "    fpass = BWpass / 2  # bin at DC: -fpass to +fpass\n",
-    "    fcutoff = fpass\n",
-    "    hPrototype = signal.firwin(Ncoefs, fcutoff, window='hann', fs=fs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "da37c5b9",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [],
-   "source": [
-    "# Use square root gain at fcutoff prototype FIR filter, to minimize aliasing\n",
-    "if firType == 'srRemezAdjust':\n",
-    "    cutoffBeta = 0.2\n",
-    "    fcutoff = fsub / 2  # center frequency of transition band\n",
-    "    fpass = (1 - cutoffBeta) * fcutoff  # pass band frequency\n",
-    "    fstop = (1 + cutoffBeta) * fcutoff  # stop band frequency\n",
-    "    # Gain at fcutoff center frequency of the transition band\n",
-    "    cutoffGain = np.sqrt(0.5)\n",
-    "    #cutoffGain = 0.5\n",
-    "    # weight pass band ripple versus stop band ripple\n",
-    "    rippleWeights = [1, 1]\n",
-    "\n",
-    "    hPrototype = design_fir_low_pass_filter_adjust('remez',\n",
-    "                 Ncoefs, fpass, fstop, fcutoff, cutoffGain, rippleWeights, fs=fs, resolution=1e-4)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "4f11bd88",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Use square root gain at fcutoff prototype FIR filter, to minimize aliasing\n",
-    "if firType == 'srRemezCutoff':\n",
-    "    cutoffBeta = 0.2\n",
-    "    fcutoff = fsub / 2  # center frequency of transition band\n",
-    "    fpass = (1 - cutoffBeta) * fcutoff  # pass band frequency\n",
-    "    fstop = (1 + cutoffBeta) * fcutoff  # stop band frequency\n",
-    "    # Gain at fcutoff center frequency of the transition band\n",
-    "    cutoffGain = np.sqrt(0.5)\n",
-    "    # weight pass band ripple versus stop band ripple, and of zero width interval in the transition band\n",
-    "    rippleWeights = [1, 1, 1]\n",
-    "\n",
-    "    hPrototype = design_fir_low_pass_filter('remez',\n",
-    "                 Ncoefs, fpass, fstop, fcutoff, cutoffGain, rippleWeights, fs=fs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "a3b429a8",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "if firType == 'srCos':\n",
-    "    rollOffBeta = 0.2\n",
-    "    Nsps = Ndft\n",
-    "    hPrototype = square_root_raised_cosine_response(Ncoefs, Nsps, rollOffBeta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "8e867248",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "estimate_gain_at_frequency f = 0.5 [fsub]\n",
-      ". fIndex = 1088\n",
-      ". fValue = 5.000000e-01 [fsub]\n",
-      ". fGain**2 = 2.493174e-01\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot impulse response\n",
-    "plt.figure(1)\n",
-    "plt.plot(hPrototype)\n",
-    "plt.title('Impulse response')\n",
-    "#plt.xlim((50, 60))\n",
-    "plt.grid(True)\n",
-    "\n",
-    "# Plot transfer function\n",
-    "plt.figure(2)\n",
-    "fLim = (-2, 2)\n",
-    "#fLim = None\n",
-    "dbLim = (-140, 5)\n",
-    "h, f, HF = dtft(hPrototype)\n",
-    "plot_power_spectrum(f, HF, 'g', fs * Ndft, fLim, dbLim)\n",
-    "\n",
-    "plt.figure(3)\n",
-    "voltLim = None\n",
-    "plot_magnitude_spectrum(f, HF, 'g', fs * Ndft, fLim, voltLim)\n",
-    "\n",
-    "# Log gain at fsub / 2\n",
-    "fIndex, fValue, fGain = estimate_gain_at_frequency(f, HF, fsub / 2)\n",
-    "print('estimate_gain_at_frequency f = 0.5 [fsub]')\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [fsub]' % (fValue / fsub))\n",
-    "print('. fGain**2 = %e' % fGain**2)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
-   "id": "55808f1c",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Filterbank aggregate frequency response\n",
-    "h, f, HFprototype = dtft(hPrototype)\n",
-    "HFbank = filterbank_frequency_response(HFprototype, Ndft)\n",
-    "\n",
-    "fLim = None\n",
-    "fLim = (0, 2)\n",
-    "dbLim = None\n",
-    "#dbLim = (-20, 5)\n",
-    "#dbLim = (-0.2, 0.2)\n",
-    "voltLim = None\n",
-    "voltLim = (0, 2)\n",
-    "#voltLim = (0.9, 1.1)\n",
-    "plt.figure(1)\n",
-    "plot_power_spectrum(f, HFbank, 'g', fs * Ndft, fLim, dbLim)\n",
-    "plt.figure(2)\n",
-    "plot_magnitude_spectrum(f, HFbank, 'g', fs * Ndft, fLim, voltLim)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "6eb3b494",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Filterbank aggregate time response\n",
-    "hbank = filterbank_impulse_response(hPrototype, Ndft)\n",
-    "\n",
-    "plot_time_response(hbank, title='Filterbank impulse response', color='r', markers=False)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 20,
-   "id": "eee415a1",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Polyphase FIR filter, can use same for analysis PFB (down) and synthesis PFB (up)\n",
-    "pfs = PolyPhaseFirFilterStructure(Ndft, hPrototype)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "d3628f9f",
-   "metadata": {},
-   "source": [
-    "# 3 Analysis filterbank"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 21,
-   "id": "9468907a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pfs.reset_poly_delays()\n",
-    "pfsDownData = np.zeros((NSimSub, Ndft))\n",
-    "dftData = np.zeros((NSimSub, Ndft), dtype=np.complex_)\n",
-    "\n",
-    "# pfir + dft\n",
-    "for b in range(NSimSub):\n",
-    "    # Input signal\n",
-    "    inData = wgData[b * Ndft : (b + 1) * Ndft]\n",
-    "    # Filter to downsample time signal\n",
-    "    pfsDownData[b] = pfs.filter_block(np.flip(inData))\n",
-    "    # Frequency domain data\n",
-    "    # . The order of the pfs polyphases 0 : Ndft-1 fits the input order for FFT (and IFFT)  \n",
-    "    if analysisFFT:\n",
-    "        dftData[b] = np.fft.fft(pfsDownData[b])  # LOFAR\n",
-    "    else:\n",
-    "        dftData[b] = Ndft * np.fft.ifft(pfsDownData[b])  # [HARRIS Fig 6.14, 6.21]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 22,
-   "id": "4d046175",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 2 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot subband spectra\n",
-    "spectra = np.zeros((NSimSub, Nsub))\n",
-    "for b in range(NSimSub):\n",
-    "    subbands = dftData[b][0:Nsub]\n",
-    "    spectra[b] = pow_db(np.abs(subbands))\n",
-    "\n",
-    "plt.figure(1)\n",
-    "plt.imshow(spectra, aspect='auto')\n",
-    "plt.title('Power spectra in dB')\n",
-    "plt.xlabel('f [fsub = ' + str(fsub) + ']')\n",
-    "plt.ylabel('t [tsub = ' + str(tsub) + ']')\n",
-    "xstart = 0\n",
-    "xend = Nsub\n",
-    "if wgType == 'chirp':\n",
-    "    xend = min(chirpStartSub + chirpNofSub + 100, Nsub - 1)\n",
-    "plt.xlim((xstart, xend))\n",
-    "plot_colorbar(plt)\n",
-    "\n",
-    "plt.figure(2)\n",
-    "fn = np.arange(0, Nsub) / Nsub / 2\n",
-    "Nb = 2  # number of spectra to plot\n",
-    "if wgType == 'chirp':\n",
-    "    if Nb > chirpNofSub:\n",
-    "        Nb = chirpNofSub\n",
-    "for b in range(0, NSimSub, int(NSimSub / Nb)):\n",
-    "    subbands = dftData[b][0:Nsub]\n",
-    "    plot_power_spectrum(fn, subbands, fs=Nsub * 2)\n",
-    "    xstart = 0\n",
-    "    if wgType == 'chirp':\n",
-    "        xend = min(chirpStartSub + chirpNofSub + 10, Nsub -1)\n",
-    "    plt.xlim((xstart, xend))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f39d83a6",
-   "metadata": {},
-   "source": [
-    "# 4 Synthesis filterbank"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 23,
-   "id": "c8d0560c",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "pfs.reset_poly_delays()\n",
-    "pfsUpData = np.zeros((NSimSub, Ndft))\n",
-    "reconstructedData = np.zeros(NSimSub * Ndft)\n",
-    "\n",
-    "# idft + pfir\n",
-    "for b in range(NSimSub):\n",
-    "    # Frequency domain data\n",
-    "    freqData = dftData[b]\n",
-    "    # Time domain data: timeData = pfsDownData\n",
-    "    if analysisFFT:\n",
-    "        timeData = Ndft * np.fft.ifft(freqData)  # LOFAR\n",
-    "    else:\n",
-    "        timeData = np.fft.fft(freqData)  # [HARRIS Fig 7.16 has ifft]\n",
-    "    # Check that domain data is real\n",
-    "    if np.max(np.abs(timeData.imag)) > atol:\n",
-    "        plt.plot(timeData.imag)\n",
-    "        break;\n",
-    "    # Filter to upsample time domain data\n",
-    "    pfsUpData[b] = Ndft * pfs.filter_block(np.flip(timeData.real))\n",
-    "    # Reconstructed time signal is the pfs output from the Ndft polyphases.\n",
-    "    # . For upsampling the commutator selects the pfs polyphases 0 : Ndft-1,\n",
-    "    #   which fits the data output order in time\n",
-    "    reconstructedData[b * Ndft : (b + 1) * Ndft] = pfsUpData[b]"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 24,
-   "id": "e01f671d",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "groupDelay = 112.0 samples\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Group delay of output signal\n",
-    "if firType == 'rect':\n",
-    "    groupDelay = 0  # because only first tap of Ntaps is none zero\n",
-    "else:\n",
-    "    groupDelay = (Ncoefs - Ndft) / 2\n",
-    "    groupDelay *= 2   # for hDown and hUp\n",
-    "print('groupDelay = ' + str(groupDelay) + ' samples')\n",
-    "intGroupDelay = int(groupDelay)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 25,
-   "id": "c0573913",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "SNRdb = 11.96 [dB]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 1100x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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MHz4cjRo1Qrly5ZA3b17s378fixcvRsGCBdGhQwev1z/55JN48803MXnyZFSrVg0vvvgiEhMTMX36dNStWxcLFixIQxplBkWLFkXr1q0xa9YsPProo2jWrBkuXryIhQsXolmzZm5Jo1Qhb968GDlyJN544w3UrVsXbdq0QeHChbFs2TJs27YNderUScPaHCi8/fbbmD17NubNm4fq1avj+eefd/RJvXr1Kv744w+f5FdmPvshQ4bg0KFD+Prrrx12mT9/fpw+fRpbt27FkSNHcP78+TTRbhs2bNgINthOqg0bNmxkcBw7dsxRM5gzZ07kz58flSpVQo8ePdCuXTuUK1eOXYcyZcpgx44dGDBgAObOnYuxY8cic+bMKFq0KBo1aoRXXnnFlLznnnsOO3bsQP/+/bFs2TL8999/uOeee1C8eHF06NABb731liV9K1SogO3bt6Nv375YsGAB/vrrL+TOnRsVKlTA999/r1yXN954AwkJCVi3bh02b96MxMREFC9eHB9//DG6du2KkiVL+pQxfvx4VK5cGWPGjMGgQYNQvHhxdOnSBc2aNcOCBQukaiO9Ydy4cShdujRmzZqFQYMGoWTJkvjyyy/xzTffYObMmZZk+8Krr76KIkWKoG/fvpg9ezbi4+NRunRp9OjRA998843PSDMXwsLCMHPmTAwcOBDjx4/HoEGDkC1bNtSqVQtffvklWrZs6VOGmc++YMGCWL9+PcLDwzFt2jRMmjQJqampKFKkCGrUqIEePXr4zWhsw4YNG4FEmOYuH8SGDRs2bNiwkSEwatQofPDBBxgyZAg+/vjj9FbHhg0bNmzYsJ1UGzZs2LBhIyPgwoULuP/++51Ybc+ePYuGDRvizJkzOHHihMd2KTZs2LBhw0YgYaf72rBhw4YNGxkAv/76KxYtWoTHH38c9913H06dOoWFCxciNjYWP/74o+2g2rBhw4aNoIHtpNqwYcOGDRsZAM888wz279+PRYsW4dq1a8iRIweqV6+OTz75BG+++WZ6q2fDhg0bNmw4YKf72rBhw4YNGzZs2LBhw4aNoIHdJ9WGDRs2bNiwYcOGDRs2bAQNbCfVhg0bNmzYsGHDhg0bNmwEDeyaVMWIjo5GREQESpcujZw5c6a3OjZs2LBhw4YNGzZs2LARUrCdVMWIiIiw3CTehg0bNmzYsGHDhg0bNjIqbCdVMUqXLg0A+Oeff1C5cuX0VcaGDRs2bNiwYcOGDRs2Qgy2k6oYIsW3cuXKqFWrVjprkxbh4eHo1KlTeqth4y6AbUs2VMG2JRuqYNuSDVWwbcmGKti25B/sFjSKsX37djzyyCPYtm1bUDqp0dHRKFSoUHqrYeMugG1LNlTBtiUbqmDbkg1VsG3JhirYtuQfbHbfDIb//vsvvVWwcZfAtiUbqmDbkg1VsG3JhirYtmRDFWxb8g+2k5rBULVq1fRWwcZdAtuWbKiCbUs2VMG2JRuqYNuSDVWwbck/2E5qBkN0dHR6q2DjLoFtSzZUwbYlG6pg25INVbBtyYYq2LbkH2wnNYMhKSkpvVWwcZfAtiUbqmDbkg1VsG3JhirYtmRDFWxb8g+2k5rBUKpUqfRWwcZdAtuWbKiCbUs2VMG2JRuqYNuSDVWwbck/2E5qBsOmTZvSWwUbdwlsW7KhCrYt2VAF25ZsqIJtSzZUwbYl/2C3oFGMYG9BExMTg7x586a3GjbuAti2ZEMVbFuyoQq2LdlQBduWbKiCbUv+wY6kZjBMmDAhvVWwcZfAtiUbqmDbkg1VsG3JhirYtmRDFWxb8g92JFUxgj2SasOGDRs2bNiwYcOGDRvBDDuSmsEQHh6e3irYuEtg25INVbBtyYYq2LZkQxVsW7KhCrYt+Qc7kqoYwR5JjY2NRZ48edJbDRt3AWxbsqEKti3ZUAXblmyogm1LNlTBtiX/YEdSMxhmz56d3irYuEtg25INVbBtyYYq2LZkQxVsW7KhCrYt+QfbSc1gqFevXnqrYOMugW1LNlTBtiUbqmDbkg1VsG3JhirYtuQfbCc1gyEqKiq9VbBxl8C2JRuqYNuSDVWwbcmGKti2ZEMVbFvyD7aTmsGQI0eO9FbBxl0C25ZsqIJtSzZUwbYlG6pg25INVbBtyT/YTmoGQ4ECBdJbBRt3CWxbsqEKti3ZUAXblmyogm1LNlTBtiX/YDupGQz79+9PbxVs3CWwbcmGKti2ZEMVbFuyoQq2LdlQBduW/IPtpGYwNGvWLL1VsHGXwLYlG6pg25INVbBtyYYq2LZkQxVsW/IPQe2k3rx5Ez179sQzzzyDggULIiwsDOPGjZO+PjExEd988w2KFSuGnDlzom7duvjvv/8snxvKmDZtWnqrYOMugW1LNlTBtiUbqmDbkg1VsG3JhirYtuQfwjRN09JbCU+IiopCmTJlULJkSZQtWxYrV67E2LFj0b59e6nr33jjDcycORNdunRBhQoVMG7cOGzZsgWRkZF47LHH/D7XG7Zv345HHnkE27ZtQ61atcz8uzZs2LBhw4YNGzZs2LCR4RHUkdSiRYvi/PnzOHnyJPr372/q2s2bN2Pq1Kno27cv+vfvj44dO2LFihUoVaoUvv76a7/PDXWEh4entwo27hLYtmRDFWxbsqEKti3ZUAXblmyogm1L/iGondTs2bOjSJEifl07c+ZMZM6cGR07dnT8LUeOHHjvvfewYcMGnD592q9zQx0ffPBBeqtg4y6BbUs2VMG2JRuqYNuSDVWwbcmGKti25B+C2km1gh07dqBixYrImzev09/r1KkDANi5c6df57oiMTERMTExjp+bN2+q+QeYMH78eBa5CxcCjRoBx4+rl52aCrz2GvD99+plA0BkJPD448DeveplaxrQoQPQpYt62ekNq7a0Zw+N+6pVihRywXffAW3a0GegGkePkr0vXqxeNgD07Qu0bAkkJ6uXffYs0LgxMGOGetn+gmteMosxY4BmzYBr19TLjo8Hnn4a4NpQnz6dPtfz59XLTkoCXngB+PVX9bIBtc+PYLElFeB+fmzaRHPwli088j//HHjvPR7Z3M8P4O6yJVXgfn4MGgQ0b07zpWpcvQo0bQqYoLYxBW/PD9uW/IQWItiyZYsGQBs7dqzU+VWqVNGaNm2a5u/79u3TAGjDhg3z61xX9OzZUwOQ5mfhwoXasGHDtISEBG3QoEGapmnaoEGDtAsXLmjTpk3Tdu3apa1atUpbsmSJdvjwYW3s2LFaTEyM07nXrl3TJkyYoB04cED777//tBUrVmh79uzRJk2apEVHRzudGx8fr40cOVI7duyYtnDhQm3t2rXa1q1btRkzZmhnz57Vvvtuola1qqaVKXNcS05O1oYMGaKdOXNGmz17trZlyxZtw4YN2vz587Xjx49rw4cPT6P3pUuXtClTpmi7du3SVq5cqS1ZskQ7ePCgNm7cOC0mJkajx6mmlS17Vrtx44Y2fvx47eDBg1pERIS2YsUKbffu3drkyZO1y5cvO8m9deuWNnLkSO348ePaggULtHXr1mlbtmzRZs2apZ09e1YLDw/XVq5MccgPDw/Xzp49q82aNUvbsmWLtm7dOm3BggXa8ePHtZEjR2q3bt1ykn/58mVt8uTJ2u7du7UVK1ZoERER2sGDB7Xx48drN27c0AYNGuSQXbp0ijZu3Djt4MGD2pIlS7SVK1dqu3bt0qZMmaJdunTJSW5CQoI2fPhw7fjx49r8+fO1DRs2aFu2bNFmz56tnTlzRhsyZIiWnJys9ew53iH/5Mmz2owZM7StW7dqa9eu1RYuXKgdO3ZMGzlypBYfH+8kPzo6Wps0aZK2Z88ebcWKFdp///2nHThwQJswYYJ27do1x7ldu07TRoyI1378cZ52+PBhbcmSJdqqVau0Xbt2adOmTdMuXLiQRu9hw4ZpUVFR2rx587QNGzZomzdv1ubMmaOdPn1aGzp0qJaUlOR0zblz57QZM2Zo27dv19asWaMtWrRIO3r0qNavXz/t5s2bTudeuXJFmzRpkrZv3z5t+fLl2rJly7R9+/Zp//zzj3b16lWnc198MUkDNK18+QTt33//1VavXq3t2LFDmz59ehq9b9++rQ0bNkw7efKkNnfuXG3Tpk3apk2btLlz52onT57Uhg0bpt2+fdvpGjHuY8ce0lavXq39+++/2uHDh7UxY8ZosbGxTudevXpV++eff7R9+/Zpy5Yt05YvX67t27dPmzRpknblyhWnc2/evKmVL3/BIX/NmjXa9u3btRkzZmjnzp1zOjcpKUkbOnSodvr0aW3OnDna5s2btQ0bNmjz5s3ToqKiPM4RQnbPnvuUzxEtW+rfV+McYTyXY44wnus6R0yZMsXSHJGSkqINGjRIS0lJsTRHiHF5990rTnOEODcmJsbvOaJTpyiHfOMcYbzm7Fn/5wghu169405zhNB77Nixfs8RvXsfdcg3M0eMHj1aao4oVOi2Bmjahx86fzaxsbHamDFjtMOHD0vPEWvXrpWeIy5cuKBNnz5d27Fjh99zRI8eS7UBA25qX3891WmOGD16tHb06FFt0aJFfs8Rq1efcYz7X3+FK19HZM6cqgGali2b3DrCzBwRHj7KofupU9bnCNd1RIECNxzyOeaIcuXOaDVq3NJ69x4ttY5QMUd4WkeYnSOeeUbTihe/qG3YcFVqHWFmjnj44cOOcVexjnCdI4Tst97aKrWOMDNHfP55skM+xxwhZLdvH51mHbFjx4406wgzc0TfvuO1/v2vaN98s1F6HZEevobqdcRd66SWLVtWe/bZZ9P8/dixYxoA7c8///TrXFckJCRoN27ccPysWrVKA6Bt27ZNSs9AYccO+vIULHiLRb74cjZooF720qW6fA4I2blyqZd9+rQuPyVFvfwvviDZ33yjXnZKiqZ9+KGmdeyoabGxad+fP3++Jfm9e5Pu779vSYxHiHFfsUK97PLlA2OT48aplz1mDMlu0UK9bE3TtOrV6bu0bp38NbK2NH8+6V63rp/K+UC9eiR/zhz1sn/4ITA28/TT6mWPGsWr+8svk+zBg63LcrWlS5c0rUsXTeve3bpsd/jgA9L955/Vyz57Vh/3pCT18oVsjs81Pl6Xffy4evllyvDaZPbsYnNZveyjRzVt1ixN27xZvWxN07RixUh3jmVomzaBmcd69VIvu337wOg+ZEja96yul5YtI9lVqlgSE3K4a9N9c+bMicTExDR/T0hIcLzvz7muyJ49O/Lmzev4yZ07t1XVWRAWJo48H/nrr9PxtddYxAcEmRiGJmtWXvkilZVDdlISMHw4MGIEcOVK2vcLFy5sSb6wSW5+8fvu45XPCQ7dxXiL8VeN3bspVctM2qmsLZ09S8dNm/xQTALie8Rhk8WKqZcZKFSsyCtfpU262tKBA8Bff1EKPQeEzaSmqpdtXHoEbx8G3+DQ/Z136Pjxx+plA7zzZPPmQOvWwJ2KMuXgfLY+/zwdn3pKvWxucH+HHnmEjiVLpn3P6nqJc60XzLhr/13BDOwK8bdihhWDmXNDFfqkxbMy5ZwUuZ2Mdu3o2KOHetncDsFff9GRYwFmXHSlpKR9P0uWLJbkx8XRMSbGkhiPECXm2bKpl12ggHqZRhQqREd3DzurEJ8rl00KHDggf66sLW3c6KcykuCcx6pUoSO3w3fvveplZs9Ox1Kl1MsGgMuX6ahiLnC1pTt7zWwYPpyOgwapl21ckHLYZNeudPzsM/WyjciTR71M7nns9m06utugDXaIzbyLF9XL5tzIM6JMGfUyW7Sg4+OPq5cNeHckra6XNmyg4549lsSEHO5aJ7VmzZo4fPgwYlyeepvubMHXrFnTr3NDFeJLk5zMsN0L3t3kEiWIPOLDD9XLBngdSfGg0zT3jl4ww/hZunsgWWW9/v13OnIRMHA6HAsWUDTvyBH1sgF97Dl2TSMj6bhwoXrZ/iJYGNTXraPj9u3qZQt75JgjAWDHDmDFCuDPP9XL5nYI1q6lowpCE1db4t6MEeAgehHPD4DHbjJnpiPHPJMpE2VYtWnD46QGKrJ0/TqvfE6IzR+V4J7HunUD3noL4Fx2c80J4rnhLovI6jOOg0QxFHBXOKnx8fE4ePAgoqOjHX975ZVXkJKSghEjRjj+lpiYiLFjx6Ju3booUaKEX+eGKsSX0upujidMmkTH6dPVyy5YkFjThg1TLxsABg+myfzTT9XLNi5c3GSUBzV8OXd1uHKVFOHGDToaF3qqcP/9lKpVvrx62QDw0UdAp05A/vzqZXOwv1pFsNkSRwSiRAngxx/5mFpr1gSaNCHbVA3xXYqKUi9bNYLNlqzg6lX9Ncdm208/UUZLv37qZWfPDkyZAkydCuTIoV7+4MF0tNtPBhZTptBxxQoe+X37AhMnAlWrqpf90ks0ly1apF62ESLqacTdNC8FEkHvpIaHh6N3794YM2YMAGDBggXo3bs3evfujRt3npybN29G5cqVnZrl1q1bF6+++iq6d++Or7/+GiNGjEDTpk0RFRWFfi4zsplzQxXCSU1MTGKRX64cHZ99Vr3s+Hhg/Xpg61b1sgF6iL7/PjBnjnrZoVxTZNTX3c7j/PnzA6eMHxA6i9TZUMKUKbT4OnkyvTUJDILNljh22vfuJSd17Fj1srkh0s4LFkxfPWQQbLZkBSLSCfDY5KRJ9OzjGrLISGDZMp4N2tat6VirlnrZdws4bEaMN1fsZuNGaisUG6te9v79ZO+9eqmXbYS78tO7aV4KJILeSf3999/Ro0cPDB06FAAwe/Zs9OjRAz169MA1H83sJkyYgC5dumDixIn4/PPPkZSUhIULF6JRo0aWzg1FZMsGFC8OlC2bnUV+pUp05Ji4jh4FGjbkqyPYsweYN89cDZ0sjJMVV3oMF3zp27FjR0vyGzSgo9jgUA3OdLAuXWgBUK2aetkAb6ry22/TsXJl9bL9hVVbUgUxf734onrZ3PXpRYqQ7D591MvmJjkT39Hq1a3LChZbUgFRT589O080cssW2hDj6hHerBkR7BiS3JRBrDkeeki9bCMClS7OASNxoyqITI3atdXLBija2bgxOZSqcfEilRctXapeNkCZLABQo0ba9+6meSmQCHonNSoqCpqmuf0pXbo0AKBx48bQNA0//vij07U5cuRA//79cf78eSQkJGDz5s1o3ry52/uYOTcUUb48cPo00LHjYBb5nDVLly7RkYsAQ0Q2li9XL5ub+IKTCMCXvmLjyF/UrUvHVq0siXELX1FgqxD1nByLOwA4fpyOHDYv6sO4I8xmiM5lbYmDFMgIQbbF4RDcvElHjnpXQE9RXr1avWzuOjTB1KoiKmZ1XjILQYglNn9UgntjY/ZsOk6cqF72jRu6/hyRVO6NE7HBHIqZOGKO53AkuWuBL1ygI4cjKVjhd+1SLxvwPk9anZcEc3BGQ9A7qTbUolOnTixyRX0CxwKMO01WpJXs3q1etnFxwfF/iIcQR/2GUV93BNdWbYlzY8OoOxe5USDAwSfESXIGAI8+SscKFeSvkbUlQabx9NPmdJIFp1MgIgOhllEB6Is6UZuqGiodDldbMmYMcMzBYu7liOhxE1aJjQ2xKaYS3M9tUf6zeTOPfM6NmXffpSNXGxfOeezECTouWKBethEcunPYuRHe5jGr66WiRel4F1DkmILtpGYwhDOxDIid0mXLWMQ7EGp1nadO6a85dC9dGnjiCR4CnwIF9Fbv7iJLVm1JMA8ax0gVjAsLzl38UIRgsBVH1ejdG5g8GXj4YflrZG2pfn1g1Cjgiy/8VM4HhCPJtfANVXDUhxlx7hwdVTjBrrZUvLg+j3F8b8uVo81CDsIqQfp26xbgo7op6MD9rJ45k45cm5CckdpvvyW5XGmnnJsbIhARakSQgYDIxlu1Ku17VtdLefIA9eplvBpsHqpXG0GHs2eBl18GMmf+AEzBVAD8DyauhQYXjOPBsSNbvTrQubOechZIvPzyy5auF4uLWbMUKOMC7nTfUNssMYIr1UnAnyoJWVsqX56PUdmIUI6+hyIiIugo+jtagdV5ySxeeYWiqGYyB2RhnGdCbc4JxYwBgeRkGu+CBVNQtGhm3xcEGcqXB44do43gsmXTW5uMB3ffVavzUu7ctNZzR8p0N8OOpGYQ3L5N0YHt23knXI5+aEaE2oPP6CDlyqVe/uDBtPnA4egBwHffAV9+6b6h+fr16y3Jfv11Or7yiiUxbhFqduIJHAvT55+n4xtvqJcN0IbJffeZIyKTtaW1a+lhzVWf06wZHRs25JFvwz2efJKOKmggXG3p7Fng++/1vsyqMXky9XUUrTlUwrggDTUnlVtfzlrR1FTiwrh6NbODvEolzp2juezgQfWyASApiVoL3bqlXnaganRDzd6NEHwbRlhdL23eTM/sH36wJCbkYDupGQS6s8TzkX/4IR1feIFFvAOhNnEJffPl4yFj4aw9uX4d+OUX4M8/3Tc0L1OmjCX5nDU/RlZDjs2BQEXzRR2KSnCTsezfTzv4ZuppZW3p1ClafHGRD4kFKcfYhHItUZEivPJVkrG42tKRI8R43LUrRchUQ+hs5tmUfDMZx7sfR+w273nUBQror0Pt2Wec1zl0b9OGjt26qZdt1J1jLmjUiMgOuRjWOZ+tb71Fx1Bs+8n9HRLZFIJ52gir6yVuwqpgRQb7dzMu9PoKnm8pZ/1G8eL6aw75wrHu31+9bG6HQDATd++uXraRWdbdwy7BIvWsqLcSR5XIlEl3CjgmdcECywXhZIciGYuAmbpOWVviquES4JzHxO46R+2iEUbHRhWE866iRYw7xMTQMT7euixXW0oytAZPSbEu3xWilfo//8hfc3XRVZz69RRO9vbeCNn4HeVwOHr0oCNHVoXxO8TRXzdQxHvnz6uXzw1RWy++VyrBzaoscN996mXWr09HkTGjGt5s0up6SXyma9daEhNysGtSMwi4GT055ZcuDbz2Gn3xOR5IQvcsDN8GMR7XrxPRQHaeNrUs8LUTft1deNUEvvmGjlw9rjkfposX00ODwyEAeHdNt22j46RJ5hbWnLBqS6qweDEdDx9WL5u7jcuaNTTPcEQ4uDc2tmyh4++/A++9Z02WN1viXFibIZdKiSdvOeWWd6/ZmK7JobvIMuF4LmXLRhvAYWE88yTnHOnqpD74oPp7BAIcbNzca8lvv6VSEY4NMaE7R3YVQHXAgPuNDavPOI4skFCA7aRmEIjFRVgYT/B8yBA6Ll0K/PSTWtk5cwLTpqmVacTIkcDAgTy7vcaH3bVr/GlzKuGL9KmyxVwlzkheUpLOGsxxn/vv542IffYZRZg5UsRFH7pgglVbUo3oaPUy77sP+PFHc/1jzeCxx3jkAjqTJzfplgp4s6WgSZlNdTl6QFSU/ppD988+o00BjnmmYEG+DUhArwHu04cYxVXibuE04MCYMXQUm52q0acPj1wAaNuWOBk46oyNWLIEaN3a+W/B9owLFdjpvhkEYqGeksLzlBYOXsuW6mXHxdHi6NAh9bIBYOVKSpflIB/KmVN/HTQLJEn4YpZcIZrjBiGMmTXpwXxsFZGRRIolIkx3O4LNljg2NpYvJydVRGtDCaL3LUe2iWp4s6VgcT60VM3p6PE8w9vGOntVmDKFnn0bNqiXDZAjs2GDmjRuV7z6Kh3LlVMvO9Se1Z7AMY+VLEnH0qXVywaIb2DrVudnuCqcP0/2/uuv6mUb4a4cKNiecaEC20nNIMicmVJu7r2XJ3wlaucqVlQve8cOoGZNoEULnofHnj30sObYGSxTRl/YBcsCSRa+0n3btm1rSX6NGnTkoMg36s6RDva//9ECoEkT9bIB3lTlDz6gYzBR2Vu1JVUQESXOGj2uDIIaNUj2L7+ol82dqiygwuHwZktB43yIcfShjxjv++4D7r1XvRqRkcDo0cC+feplA8TW3KCBc0RYFUS/SI66/bsFmRmaOYhaUa5nX5Mm1HeYo396dDQwfrzeY1c1WrWio7v08GB5xoUabCc1g6BIEeDqVeCHHwazyOesWRI7aseP8zSVHz2ajmaIXszAH/ZHWQjSJ+HwqYSvdN/RYuD8hGgj8s47lsS4BXef1Llz6bhypXrZmgYcPUqvOepQRAsBDuZgI8ykVMnaEneLKzE2HMRYYh7bu1e9bADYvZuO7hrJWwU3WUrnznRUUYfmzZY4nGxB7Ne+vfw1jgiqD324NzaWLaPjuHHmrpMhYDx1Sm9dxmE3nDaZJ4/ej5k7NVQ1jOPx9NN88rlsUpA9TZ+uXrYgHeLYNAG81+taXS8J0qeMBttJzWDo1KkTi1zh4HG0huBuaH7uHB25Fo+cUQixm8mR0moca3eN6q3aUqDYGUOhjs4ITdM3Y65eVS+fm/hCMCcaWbl9QdaWxA61SPVTDc4F2Mk7RK4XL6qXzY2NG+nI5aSqdDhcbUlE3FTJd0XVqnSsXVv+Gu1O2Y0vZ4+bsOrSJTqKDQ4ZJJxKwPqi63HixxNezzPOLxxzjch84ooCcz6333yTjhyOB/cGreA0+Pdf9bK5wbXGE/A2j1ldL4mMM+7OAsEG20nNYAgPD2eRKyI+HHWdRgRNupYk9u7VSUc4dC9ShOrFOFJmS5Wi6M+tW+7ZH63akmAe5KD4Ny4sbt5UL5+T9InbxlevpiPXA/vLL4mMzF1Dc0+QtaVGjYjkzEzUygzOnqWjxb7rdx1ERAzgsU9BVGVks/UXrrZ0772ks6ZRv2rVKFmS+l3mz2/iIkniJDHWFy7omxzpjdjtsUi6mIRrEde8nse9uTxqFB1PePeV/QZnpLZXL5LLMc9w93gVzw3u1jyhttYDgNmz6ehu08fqeilHDqBatdDk2LCCEKBBsKECMTHAiy8Ct29/iE8+4WsIzD2xhNrEZewByqF75crEbMhRlxMW5r01wRsWC/dOn6bjsGHA0KGWRKUB924ypx1y1/2tWcMrv0UL89fI2lL16ny9Oo3YuZP/HqEKTVP/nRKtkFRkDlidl8ziyy+BZ57RCWVk4A9xUtBwGtzRw5fu3JFUTsTE0Obmvfemonr10IrlZM5MG9f799PP44+nt0YZD+76MauYl3r35u+zHWwIrW+fDb+RnEwkCevWZWV9YHD3AQ21h51xkcHRK653b1ogLVigXjZAfQt79NBToo2IiIiwJPujj+jYvLklMW4RanZiBHcEQixarPaj9IQHHyTmRxGVlIGsLe3dS8Qd1ar5p5svPPMMHTPabrUZcHy3RKrsa69Zl+VqS1FRQN++OveAasyYAbz8Mm22SUOSOKlYMf11sGzQmq2ndX2tCpz16YmJ9My7ciUTS3rl9evUi9ndc9UqwsKIrDE+nqdchKNV390Gd+3ArK6Xli8nYibVLR6DHbaTmkFg3PnmeGB8/TUdn3xSvWwjguVBLQuxoCtZkifVjLOG7vx5oGtXcoTd9dasbjGkxVnzYxxrTtIODhj1NVPXKQuhOxchyOHDlJpohp1R1pZOnQIuX+ZLVRYpmxyZJmYibcEGY29XjrERNq9CtqstHTkCfPst8P77OimLSvhDjCfr6BUpoo990Dz77uhhJpLKobtgUu3bV71s7pTZ2rVpM++BB9TLBnifrZ99Rkd3DLYZHYL52FgHL2B1vaRyjgwlZLB/N+OC20nlrN8oU0Z/zSFfkBcMGqReNjcTnqiB+OQT9bKNCzp3D7vLly8ruQ/HZ5o9u05owvGgzpVLvUwBo7516vDJ53S0AZ05VAaytjRjhp/KSIJzHnvqKTqKNjdc4Ij8iFYWjz/Os0gSzMfG8gh/4WpLxs9S8AOoxHff0XHRIhMXiZRZCUPjJDrr3ZuOIoNACibraQEeJvFAEe8FSy2wLJKT9b63Kr5PruBm+hbgmMcqVaKjKXs3AW82aXW9JKLupuaZuwB2TWoGgXFhwfGw42yzUr683mqFo6G5SFG+5x71ssVYnzxJ6Teczo1q+NoJT3FXeGEC775LRzPOjBlwPkyXLgW2bOFJ4Tbqy+EQHDpExyFDgME8HakAmFs8WrUlVZgyhY5caXgAXyr64sXECt20qXrZ3BsbIjLevTtxJ1iBqy0Fqq5TEMHJQDaSevOmvlnIMY+J1E0zzyXhWPuKpObKRUzfuXPzOKmckSXjWB85QiSCXPJVw+iYis0fleBc6wFUXrR5s+5QqoTYbBOtxlRDEMBduJC2ZMTqMy4pydLlIQvbSc0g4I6kipQb0apANebP55ELUI+4mzd5UiuNY336dGilyPha3BW3OGCckbz4eGDPHnqdhWGWu/9+4Pnn1csF6EH62Wc05hy6KwqA+4SZecaqLanGNe/EpX4hb16gWzeezxQAnn2WRy6gE4GsXk2RGq7/QQVcbYm7NtIv3BlPX46emMMAHt3btiW7MbV5KhlJLVGCbwMS0FugfP01laWoBHeqMie4+RgEyeGRIzzye/XikQtQyv+LLzqXL3Bg6lS9FZtAsD3jQgV2um8GgdEh4IykvvyyetlxcTQhnjmjXjZAkaW//gJmzlQv2xidDbWHna/F3ZYtWwKnjEkIwoisWYHGjdNVFdPInp0o7AcPBubNS29tAgNZWwrUd4hjA2X6dODPP/kWd5xo2VJ/zZFCqBKuthSoSKpfNak+rjHK5EgTnzqVbPL4cRMXSdakAvRs3bWLnuGq0aYNHTmiYkHJqiwJbmZ7saFhLMNSiX37iJVYtDVUiYQEsvcBA9TLNsLdd9XqeinU1o+qYDupGQSZMtHiN0cOjcXYRWrDww+rl71yJVCxIvDSS+plA7RbPWoUsGqVetnVq1OfPiD0Hna+dpNfEDnYfqJ8eTpy9HjlJhno1o0WAK+8wiOfM1VZ9BTnJmAws0CyakuqIVLRVSI5mWoiudK2nnySxpyDSIZ7k1PAyGbrL1xtKSijYibrOitUUJ9yClCG0t9/k1MgC9lUZYDaUdWs6b5vpFU0akRHjvZrQRl9lwS3vmI9I4irVKNqVVpPGnszq8L161TmwsX0/c47dHRHkhdsz7hQge2kZhDkykW7SP37D2ZJdeAkCBKyt27liaaOGUPHffvUywZ4azhEhINjV9PXbvI/ormhn6hRg46CLVAluGvoRNR91iz1slNT9UbpHA6ByDoqUUK9bCPMOMGytsRNOiTaWoiFmEqIyMCxY+plA9SiAKBNPdXgLhf54Qc6qqhDc7Ul7qiYsJn335e/xtEn1cdgcs9jmzbRcexYExdJRlL37dMjtKFG1li8uL7hHmpOqtHGX39dvfxArPUAkzYpCRGI4GjNA3gnObO6XnriCUuXhyxsJzWDoZMIoyiGIL7Yvl29bO5FhthFPnhQvWyAlzBF7GZy7yYLh9IIq7YUCHbGhAS+Omku3LihkxtxRN042UIBPeXfDKmUrC2JHWozDoEZcEbgBanGrl3qZXPDmGUS7A6Hqy01aKC/5tBdsIg3aWLiIpORVC4nVdjk2rXy18hGUo3pmhxzzY4ddDxxQr3ssDCdZIdDd0EOxtGPmTvdV9TrL12qXrZRd450X+61gLd5zOp6ScwzGQ22k5rBEB4ezipfRCVVIijTtSSxaRNw6RK95tC9QAGgcmWeqFjVqrTjePWqe6IBq7Z06xYdOdJ6jGMtFmIqEag+qRw2IyJtp0+rlw1QquzAge4bmnuCrC01bkzprFyp/zdv0nHNGh75AqE2j509q7/mWLSLcVexKeNqSwUL0lyTkMAzTxYtSqm4ZtjhHZFUH9FIYSeHDvFl+piGZCSVex7r35+OXFwVnJHa338nuRz9nrl7vB49SkcOewzltR6gR3/dtS2yul7KkgUoV47KpEJxbPxFEHP02VCJlBTavUtK+gjt2ukpSqrB8eUJVH0Ih+z4eF75FSoAI0bwsAZnzuw9GtauXTtL8oXz/vPP6hn9uKPvnHbIXbu8eDGv/OeeM3+NrC01aOAcGePCunVA+/Z88jWNv08tFzhs/48/6KiiZYY7W+JME//zT8rCuf9+ExeJ77iPsTTOBUHTgkIyChzKDsfFi8SC/sADqahXL7RiOXny0Abh9u202WYqwp/O4LaTQNmhu24zVtdL8fG01rv//tB9dviD0Pr22bCEhQuBiIgsrOyMIkVGJe4Wpr0iRdTL/+IL4PHHeVJvACKU6tvX/c7gLIsFmd260bFePUti3CKUF0jc+oq0oY8+Ui/79m1KPa9SRe/vKANZWzp9muqvOdLbAb2t0AMP8MgXCLV5zAgO3StWpGPHjtZludrS0aMU2edgbweIgbt5c+CXX+Sv0VLkUmZLlzZcEyTzmNkoMMBjM5wbD7GxQFQUcOVKMgt7cEICZSjFxqqXnS0bRfXj43myZbgCHEDw2LhVuKsftbpemjWL2tr07m1JTMjBdlIzCLiJL/r0oWP9+uplByqSyrE7JR7O1aqZ3GmXBGfNUlQU8MEHwLffum9R0LBhQ0vyOWsjjRsCofbgM+rL0VpNbCTlz69edmoqcOAA1XkbU0R9QdaWzpwhuzxwwD/9fEGwy3LUpBoZH0PNJo3zC8ciVeU85mpLu3YBXboAr75KETLV8IcYT5Y4qUwZfcMkaGxG6JHOkdSnnqLjkCHqZQvds2Rh2HUHrQfuvZd6J3OAkwfjp5/oyLHpzm3j3BHI7NnpKJinjbC6XuLuWBCsyGD/bsYFt5PKWb9hbFHCIV+kyo4cqV42N/GFYPT84AP1skU6LuD+YXfcVHO9tOC0mdy5AfFM4HhQZ82qXqaAkVDKtSG4CgSKndFM5ErWlkaMMKmQSXAycbdurb/mXIyJPoYqIfR9/nmK1HDJVwFXWzLK5ohcCT6UdetMXCSZMgvwOhz9+tGxbl35a/yJpHLUAgeCeO/mzczmesgGAeLjgSVL6HWorfWMDhjHPCM2If0pSZGBN5u0ul4Sc9fkycHfq1ol7JrUDALuPneci7uaNYEXXqCG4BwpPmJRV7CgetliPHbvJv3NkGuYgbH2VRV87YTnzJnTknzRjN1ij2uP4HyYrl4NrFjBsxPOvWMqiEb69jWXoigDf5klrdqSKgwbRsfr19XLNn6eHDY5ZQoRBHGQSnG3QhFkLB98YD1K7mpLxnmMM83ajM3IOno3b+rfVw6bEVFaU23pJCOp99xDpRxFi+o9sVWCc540jvWOHep7eXNuUt24wXsfzrVe1qzAjz8Cy5bxtNUTuhvT6FVC1I1fupQ2C8rqM85Y5xrK5SJmYTupGQhhYTSxcEwuor7QTFNwM5g/n0cuAPzzDzmQoi5KJYyTyb59QJ066u/BBV9p1vkt5otyEoHExOhtFTgW1oUL6062auTMSS1WuJxUrh5xgP+p+VZtSTUE26xKZMtGPYHDwng+W46eiALis1ywgBzhINlTcAtXWwpUuYgpSBInGVvDcOjeogUxzJpyUu/o7svBrlIF2LDBf918Qcj+8EM1tcxG3C2cBhzOzMCBdDRmWqlEz570w4FPP6W0f46AhBFDh6bNzFP5jAs1m7QCO903A4EzbUiAY+F+6xZw7hzf4vrGDWDSJGDGDPWyjZHTUJtYfD3sDnI1llUAQRhRqJDetzNUkD8/2eT48TwtnTjh79wSbLbEsbExYgTNM6mpvOniHDCWE3BEmVXC1ZaCkXhPtteoUXeONO7p08kmzaRBO+poJcbyzBmKknNk+ohNGe7082CxGVlwO9jis+SIdKamEufAyZM8uufKRUEJ5k6MyOIm/Gf1GRfKNmkFtpOagcCZ/ihIQcz0RpTFnDmUlvTaa+plAxThHDiQogSq8fjjeqpQqE0sviIQT7ijsDMBkWpWqpQlMW7BnTL73Xf0ffrwQx75t28DiYk8Dc2//FK9TAF/031lbSlQGz0ff6xeZnw8bbTFxamXDQBvvklj/uuv6mWHhekLL87PQEWEw9WWgjIqJqKRPhQSbz/6qM7KrRITJ1La/6FDJi6SjKQCQMuW1CZt9Wr/9POGFi3oWLmyetlBGX2XBLfu+fLR8Z131MuOjSXnt3Rpev6pRlwc9df9/Xf1sgHKlAGIFMsVVtdLRoSaTVqB7aRmICQmAgMHhjuKx1UiEGQsy5fzsHqKBswnTqiXDfBuDrRqRcf77lMv21ct1wyLoWfRRoQjtYe7hm7aNDpyEPmkpurtW7h66wI87L7+jresLbnboVYF41hztKARNnnhAs+G1ZQpdIyMVC8b4M3EEX1SVURnXG0pUBEIM+R1si1ouOexffvoKJ6BUpCsSd28meo5gdCrjXzoIb00J9QcAqONv/eeevmBIt7jYG0Wc6O7PqYq4G2OtLpeevJJ/XWo2aQV2E5qBkLmzMDnn3dimVxEeuWuXeplG7+QHJGl9evpeOyYetkA78P07bfpyFFPa9TXXS/TToLW0k8Egp3x4kVg1Sr18jlx6pT+MOVYVHNumuTJA3ToQK/NOJSytiR2qL/6yqRiEjCOhz8R+IQzCbh90TPtYkICHf/9l4dllhMREXoNebAzhrraUpMm+msuhwagqKE0JKOR3Ozw167RcdEi+WtkSZ+EvQM889ju3XQ8f1697EyZ9FZLHLo3b05HjhZjwmZy5uTpWy8yQVauVC/b+P3kSBH/7z/1Mo3wttazul4y8pmEWlaeFdhOagZDOHMyvtgRV4mgTNeSRGQkcOQIveaYWO65h1KtOXqw1q1Lmw/nzrlPw7NqS2LRy0FSY7QTwY6pEpz91rjTtcTiwsgCqRKtWxNrsJnsJllbatoU+P57511lVTCOtdmNjeSbydhYYiPWF1nvM4XT9V6hADGHATzzmJgLVMh2taVixYArV+iHIzW0YEGqfTdTG+lw8HzYgbCTzZvpJyggGUnlnse6d6fj5cvqZQO8m3mDB5NcsbmvEtzRd/E85XBSA7nWUy0/JQX46y96LTZ/jLC6XsqUiXrTFi1qSUzIwWb3zUBo1w6Ii/sYr73Gkx4K8EwsoVwfwk0HX6YMMHeueop8gBpTe9vp/cBic1aR0vrZZ3qvQVXgTvHjtENu3adOVS/TiOeeM9+HTtaWmjfXoxCqYRzrJUuc+5r6QuIpQwFVKgAfEYxQm8e4F4/ffENHFZEfd7bEyeY5axZw+DBQoICJiyT7pBrH+tYts5rxQDaSGsqbyydPUkZL+fKpeOKJ0Irl3H8/9dfevBlYuhR4+un01kgegbQTTVPryPsqj7K6Xrp0ifhZ7r9frwvOCAitb58NS5g1C5g1KzMbcQcXQpnVjLuh+dtvA7VqAWvWqJcNADNnAn//DbcNzceNG2dJtmgkzxHdCOUFErfuwg5VbwwAtINcuzalJpnRXdaWbtwgApkqVdTXFWXJotd4i1Q/WWjJ+j/rafHO3auaE9xzsMgE+fpr67JcbenwYWDUKFqwc2DJEiLIM5OC7nD0fHxJypUzXBMs85gfDjaHzXDWp0dHk91cuRLPkpIrwPGZ3nMPlUXExpokxJIER696gUA7qVzyGjdO+77V9dLo0UD9+sBvv1kSE3KwndQMBE7iC5HJUK2aetmhHEkVY92wIQ9lO2fN0uHD1FOsc2e9/seIZ555xpJ8znQqI2NwqNkMN4GPiFZxyL59G9i6FdiyxVytmKwtnT9PZC/796ufx8LC9Npus98no5PqafFuXOyGmk2Ksc6cmScLR+U85mpLa9cSqVHz5hQhUw2/5jFJR69qVb3mNWhsRmQqS9bTur5WhQYN6DhpknrZwt5z5uTxyB58kK9fMsC71hOERhy9kgO51lM9NkZ93WUSWV0vcXcsCFZksH83Y4PTKeCcFAUbKcCje+HCdLS40eUW3BPL1q10FGQ1KmFc0Lkb910WWbLEmHDYTKFCeosCTvIhDgh98+fn6fEaKHZG12bm3iBrS8Zd5GBiDJWJpL7/vuF8xgUYR4RJ6Pv660Du3HzyVcyTrrZkHOvoaOvyXSFacbjbyPME2ZRZgPfZOmAAHR98UP4a2R6vRn25emoCvPPYuXNZcPSoevmcmRQxMTr7fLCTnLnCGKXlkC/mrlat1M+Txs/U3Txmdb0kxmPoUPc1r3crbCc1A4HTKeCcuB57jJgT69blaWguUvs4mfYOHeLrjwjwkEf4qrG4z2JI5aWX6Hj4sCUxHsFpkxs3khM2ebJ62dwbG1ev0rFbN/Wy/d0Jl7UlzhTCpCTdCTbbo08mkmpcTHPY5NChlNEiFqgqwU3GIuavN9+0LsvVlnzNY6ogauxl4GhB48MO4uJ0ch0OmxGZA6bS2yUjqblzU2ZV69ZAjRr+6edVDcZ50jjWHD1eOTepzp3jvQ/nczVvXqBPH+Dhh4kkSDWE7lWqqJ/LjONx5Ura962ul4xz123PJPJ3HWzipAwEzsnlk0/oyMFWBwDz5vHIBai/YHy8nlalEmJiuXSJWt089ZT6e3DBl8OR2SLLiZlFnVlcu0atPgAee7/3XufImErkyQO88QZPxArgbX/ir5Pqjy2p/lyND36ziwCZSCqg9y3Mnt2cfBl89JF6mQJirGfNonQ/szW7slCx+HK1paAsF5FM9124kLdncsOGwKZN5uYa2Uhq/frmostmIXq8tm8PtGmjVnZQ2owkuGuBRQcHsxt5svj2W/rhwJdf0rO1WDH1so3j3qdP2kwiq+ulULZJK7AjqRkInGlDAm3bqpeZmEgPai52w5w5iVRj+nT1so2R31CbWHxNimfPng2cMiZx4ADZeenSwLvvprc25vDAA8QUOmuWXusdKvA3aiVrS5zRSCvzopOTmuJesd9+o36jxYuHHjtj586UHnfrFhDEX3sAaW0pGBd3ssRJxrc5soimT6dnnykyHKfx9K7/1atUR87x7BZRd2M/VlUIVPSdA9zEe6dO0dHI+6AKKSmUVcGRlg+QcxoRAYwdq7e9UgXjs8ldlNbqeikY57FAwHZSMxA4I6li0fXss+pljxlD8t96S71sgByavn15CBheeIFSV4DQe9j52pF99NFHLcm/9146cqZZZ8nCk6LYsyfVjH73nXrZAPWOvXqVZ3GngkHVE/x9kMraEmeUwCi7SxeT1xodUw96Xb9OPQavXzepmCS6dKF5koP9MVs2fY7nXCDdc491Ga62FJSLO5MMuc2aUdRTNcLDgR493LO3e0Sqh9du0Lo1OQbz5/ujnXe8/jodS5dWLzsobUYS3LqLzZLPP1cv++xZImbjIPUDgORk4Kef6Ed1ymyuXNTDG3CfKWN1vRTKGydWYDupGQhRUcCff45GpUrqZQeCjGX2bGINVY0JE+h48aJ62QDv5kDLlnRUsbhzha8d2YULF1qSL9orDBxoSYxbcNd1TppE7VB++UW97NRUepgCPDZTsyYdOb6rxvE2o7usLQWCsAoAypc3d63RSfWU7ivGIyaGx8EeOJBkr1ihVrYAZybOqFF0VNGo3tWWArW4M9MG0WyvUS67j4qioxnSQGP01Jv+K1fSD11jVjPf8JfkTAa1a+vswaHmpBqZuDnajAWiFvj2beD339XLX75cf83JzeJOttX1krFULNRs0gpsJzUDIU8eoFOndiyTi6ib2bNHvWzjF5KjDmLRIjqKNBbV4HyYfvYZHcuWVS/bqO8TT6R9/32LRZmcCzAh+/Bhvv6IXNizRydkCjWSswce0KOQZnSXtSWxQ92rl/qaXeN4mJ0jtSTfkVQhf+xYiqiqBPeiZeFCPQUv2MlYXG3J2PmBy+YB6lktDWEjPvTh3PwF9Pp0U1lExs1LD6ntRtkAz7gfOEBHQQSnEtmy6cQ9HLo3akTH/PnVyxb6Fi7M0yZGRCDXr1cv2xf5kFXMmuX+Xqrgba1ndb3UtCnZJWBHUm3cxRg2bBirfJHuoBKhnHqzeLHeJoZjYsmendqtFCigXnaTJsDBg7Tb7i7CYdWWxHiIqKFKGO2Eo4UAJ7jtXUQ3uOQ/9RSlQTdpIn+NrC01awZ88QUxfauGcSxWrTJ57W3f0SXOWjHuedHYPSHYN05cbalsWWI8PX0asJhx5xY5c9KPGV4UWfIhMR7//ef8vU1XGD8jL/pzE/iIyDUXERxn5sCYMTQ+HK1EuKPvYlNgxgzeeYx7TlMt/8YNSiMGqLbWFSrW3vnyEQNyRoLN7puB8OWXwLVrnXDqFFCyJM89OCYWbiIAThhbw3Dt4q9dC5QooV527tze++d1sphLJHZkX3uN92EXaruO3LqPGOF8L9WLmRYt9B61spC1pVdfpR8OGMd62jTgySdNXHvbmFPq/hzOBRi3jXPPwYLcTMUCzJ0tqUgj9oStW6mm01TU6s54miFO4mRDNwPjJoy3dF9um+FM/T98GDhyBKhaNbQY+QEiNHrmGSqN+vdfHp4QAdXPD+7UfKOuHC3MBNzZu9X10rlzlK5cuDBPe55ghR1JzUCYNo1qTzjSYzhxtzgcHCm5zz4LVKoEbNumXjZATHijRtED2xXhFqlnR4+mIwcdfChvbHDrLghwOndWv9A7e5ZSw597ztx1sraUmgrUqUM1Yzdu+KGgF+TPD7zyCr02Oy4ykVROJzWQUQeOOViwy/76q3VZrrZ06BC1Gduwwbpsd1i5EqhVi1qhyMKRJutjLEUfUyCI5jFJ4qRQfm6fOUPtc65cuYIKFdJbG3MoWJA2ra9cAbZvVy/fX94BGYRyJNUoz10WkdX10u+/A9WrA3/+aUlMyMF2UjMQONNXxo6lI0dEL5TTfYW+LVpQA2ku+Ry7yvv20Y7sBx+4rz9p3bq1JfmctZFBubiThFFfDgdejPuDD6q3m/h4YPVqSnM3Q0Qma0tXr1KEYOtW9S0EsmTRSaXM2oxMJNW4+83JTMwBoW+OHDxZOCrnMVdbWryY2pU0aOB+s80q/JrHRCTVB3FSvXrUb9S0fEbIEidxP7erV6ejRT4atxD2ni8fT27lww+T3XBFgznXejNm6K8557FAzWmqYNT3jTfSvm91vcRNBhmsyGD/bsYGp1OQNSufbG6HQ+j+zz/qZYuJkGtiEYuud95RL1sQUwDux33dunWW5Isx4XiQFi+uPyi404ZUQ+hbsiRPj1fOjQ3jWJtphSJrS1276q+DiTFUJpLatSuR1/kj3xe4I1VC33ff1VtHcchXMU+62pJxrE+fti7fFaI3+IkT8tc4bETCDjif24JZ3VT6oGQk1QpbtgwC0VHg4MGsLBsbN2+qlylw7Zre8oc7zVq1fDE/AjxzmtC3dWv1vap92aPV9ZKQ/+uvwd+rWiVsJzUDgXN3jfNB2qIF8NJLQLVqPK1WRB2Ut/pLfyHG4/RpIC5OvXwBMwskWfhK1yonesj4ieefp2Motv5Zuxbo0wf4+2/1srl3TBMS6Pj99+qjkf7uhMvaEudO+82bekshs3OkTCQV4GP6zpKFFi99+gDz5qmVDfCTsYj6dIvBBgBpbYm7zk04HKYcD8k+qQkJenkOh+61atHR6Bz4hPE76CWSes891GasTRueHq+BaIUC8ERqOaOEhw8DFy7Qa+4NWtX/R5EilNb64INUe6kaQt86dfTghCqIsdY096UoVtdLxs8yPt6SqJCCTZyUgcDZCkVE8rjqXWfP5pELAFOn0iKJI41NTCy7dhGJgah5CwX4qo2Ms+h1iwcpB65epbRTgMfe778f+PZb9XIBqo1s2ZLuwQHRxunKFWJWVvmw9teJlLUlTocjJkZ3NDgiqQA5YfHx6tvnZM0KfPONWplGiPFYsgS4fp2ndQaghhzI1ZaCsVzEiXxI0xDmwfufMIEY1uk89XpUqwZERgK5cslf42TfXr6Dzz7Ly6x+8iQd27VTv9EZjDYjC27d+/XTX3M4wV99RT8c+OYbWqta9BfdwjjWnTun7T1sdb0UyjXeVmBHUjMQOCOpgnK7XTse2cnJfF/MsmWBHTvIWVUN0dcRuPsedjHBQjfpBps2EflFhQo8Dc058eCDVBu5ZAlPQ3MjONNOzXxfZW0pUAy5HJHUXr2AdeuoNpKTbZYD3bpRPeqxY0REFMxwtaWgdDiMNuJFJ6O+HD0vZ8ygZ5+pDVrJSCoA3LpFGw8iUq4SIs360iX1srmj75zgJt4TJI2lS1MGh0qkplLG2a1bauUKPPQQsHMnMH26+pRrX4RSVtdLQTmPBQC2k5qBwJn+KPD66+pl9u9PkYL33lMvG6C6zu+/BwYPVi+7XTugcWN6HWoPO1+T4oMW86NFNImDTl3omzev3gBbJXr1ojqrP/5QLxuguqLTpylqpRrdu+uvg4X4QtaWOHeTjbLN7uTLRFIvXCAHLzraH+28IyWFaoDLl3eOdKhC7tw6iRfn80PFd9XVloJxcSfbxkXo+9JL5hmzZfDzz9SazkytrmwkFSBegHz50kaVVOCjj+jI0SM8GG1GFtwRN+GYfv+9+pTZ/ftprilVSq1cI7p1o4iq6j32IkVorQrwrJdCuWOBFdhOagbCpk3AgAGTlTc0N35hOEkMxo0DVq1SL3/yZDpyOAQA7+aAqOvkqMvxtZu8yuKH8cADdOQgrOKu65wwgaJK//sfj3xOmzHWh6mW72+9kqwtGe1Q9Vwj9M2eXWcOlYVTJNVNI3ej/JQUnnrabt3IJpcvVytbIBCMoSrITFxtKVBRsffflz/X0YIGkIqkcs1jIk124kQTF0lGUv/9V6+PDiaSMxk0bkyttLjkc8LIxG0kmlOFQNQCX75M9fWqsWwZZeUBvPW6HOulp5/WX4dawMMKQsZJTUxMxDfffINixYohZ86cqFu3Lv777z+v17Rv3x5hYWEef84aKLJWrlzp8byNGzdy/3sBQeHCQMeOrZTvfhkncVE/wyWfgxVvwgQ6cqQNAbwP0x9+oGPx4uplG/V119C8TZs2SuRzssxu2QIsWqRePifWrtUJmUKN+KJKFaBnT/OyZW1JyBw4UH17HitM3FqS78iY0L1PH2DvXvP38Hp/5oX0vHnkAHPdS+WmjKstvfCC/ppDd5ER8tlnJi4yyZDLRVgl6tMHDTJxkaTuV67orznGXdS7cqwJcuXS+5pz6C4CBZyOXqlS6hlsAb20a9cu/bUqGMeag8FW9GZ3vZcqeFvrWV0vvfiiTiYVahsnVhAyTmr79u0xYMAAtG3bFgMHDkTmzJnRokULrF271uM1H374ISZOnOj0M2HCBOTKlQsPPfQQHhChHAM+//zzNNeU5+BPTyeMFQ1NFcL4hREpOFzyQ+3LOWeOHtngcDgyZ6ZaJY56pRYtqBn44cP6A9sIq7bEuQAz2snu3erle7qXChgf/Bz2LgilAB6brF8f+OILoGlT+WtkbalZM+DDD4GqVf1UzgvEWN+6RWQyZiBTkxqoeloOGLsnBDs7vKstVa1K7OcHDwKNGlmX7wlm5jFX4iSP5915a+ZMikwGA/zpk8phMy+9REcRGVMNzsyBqVNpfFQ7eUDgmLgHDgRiY9XK5k5p5ZR/7hylznuSrWLtnTWr+jrgYEdI/LubN2/G1KlT0b9/f/zvTn7dO++8g6pVq+Lrr7/G+vXr3V5Xv3591BedsO9g7dq1iI+PR1tRde+Cxx9/HK+EEgWrCfTuDVy40AlHj6rtWxbKEws3jLU+HLoXKUJOJAcTbMGC9OMJnSwyEmXOTMemTdWPDfcCyTUaqXJBwL0pY+xfyiG/eXP6MQNZW3r/fXNplWZgtJMRI4AmTeSvlalJ5ZzHuOdFTt2Tk/XWMyoIpdzZUunS1uV6wsWLRNJmKiomGY00jjVHLbNf8KNPKmf0nQP79lGf8Eceoc3aUELFipQ9sH07tc8RJUEcCLXnNqd8I9mTu3Gxul66dAlYs4bWZFzs6sGIkIikzpw5E5kzZ0bHjh0df8uRIwfee+89bNiwAadNVP1PnjwZYWFhePPNNz2eExsbi2Su7bl0xOTJRA6kOo2Ce4EUypFUo74cAflatYASJeiByoENG2jX9/DhtO+Fh4dbki3qlTh633IvkIKVZVYGYjH91Vcm+yNK4OhRWtS1b2/uOjO21KIF1YydO2fuHr7wwAPU0xEw/5ne7ZHUQOk+cqR1ea62dPAgMH8+X0bF5s3EyG2G2EiWOMnItRIszz6zpE8Av8OhGocP07Pv6tXzqFGD7z4cKFaM7ObsWeesGVXgLBcJ5ee2UZ6oZzbC6nqpe3dqnTNkiCUxIYeQcFJ37NiBihUrIm/evE5/r1OnDgBg586dUnKSkpIwffp0NGjQAKU9bK126NABefPmRY4cOdCkSRNs3brViupBBa70laxZdeIF1YtegP9hxwmh+xtvAPXq8cnn2FXetYvaZbzxBrVDcYW3jR4ZcJIDVamivw7kJopqeZzMx7VqqU8dun6d0hLHj3euSfMFWVuKjSX5q1apb1OQIwfw2GP02uw8IxNJNTanDxZWZVkIfXPnVr/Zppp4z9WWpk4FWrUCatQg9lDV8Gsek2xB8/TTwDPP+CGfE0Y9JKPAHLoLBlizqfkyEPred18h9cJBz9WwMPpJSlIvnzNVeeFC/XWozmOur1XA2FHAXdmb1fUSN4lasCIk/t3z58+jqJs8IPG3c5Jb6hEREbhy5YrbVN9s2bKhdevWGDhwIObNm4fevXtjz549ePzxx7Fjxw6PMhMTExETE+P4uclRxa8IXE5BWBhv+kHFivprzgc1R59UK2QsMhBkT2+/rV62cX/G3bgvcee5moAYE44HacWK+oOCO9VMtf5CXrVqPE3NA0FYBQBffy1/nawtGfswBxNjqEwktW9fneCMc2ODMwLx2Wc6K7dq2YCaedLVlozyOXq8iuXE5cvy15hp48K5mSeCO6ayWYzRLi+RVONcUKGCOb3MQDURJKDrvmlTVhw5ol6+0VZUf65Xrug8GBw2kyOH/lq1fOM6kjP63qaNeuI9X06k1fWSkN+9u04alhEQEk7qrVu3kD179jR/z3Hn23JLckt98uTJyJo1K1577bU07zVo0AAzZ87Eu+++i5YtW6Jbt27YuHEjwsLC0N3YWNAFffv2Rb58+Rw/T9yJ858/fx7Dhw9HYmKiI8wfHh6OixcvYvr06di9ezdWr16NiIgIHDlyBOPGjUNsbKzTudevX8fEiRNx8OBBLFu2DJGRkdi7dy8mT56MK1euOJ1769YtjBo1CsePH8eiRYuwbt06bNu2DTNnzsS5c+cQHh7ueNglJaVg6NChOHv2LObMmYOtW7di48aNWLBgAU6cOIERI0ak0fvy5cuYOnUqdu/ejVWrViEiIgKHDh3C+PHjERsbi4ULFwAALl68iJiYGEyYMAGHDh3C0qVLERkZiT179mDKlCmIjo52kpuQkIBRo0bhxIkTWLhwIdavX4+tW7di9uzZOHfuHAYPHow2bVLx8MNHULashmXL5uPcuXOYPXs2tm7divXr12PhwoU4ceIERo0ahYSEBCf50dHRmDJlCvbs2YPIyEgsXboUhw4dwoQJExATE4Pw8HBHNKlixZsYP348Dh06hIiICKxatQq7d+/G1KlTcfnyZSe5iYmJGDFiBE6cOIEFCxZg48aN2Lp1K+bMmYOzZ89i6NChSElJwZo1ROy1Y0cUjh8/h5kzZ2Lbtm1Yt24dFi1ahOPHj2PUqFG4deuWk/wrV65g8uTJ2Lt3LyIjI7Fs2TIcPHgQEydOxPXr19OkjuzaBRw5cgQRERFYvXo1du/ejenTp+PixYtp9B4+fDhOnjyJ+fPnY+PGjdiyZQvmzp2LM2fOYNiwYUhOTkZ4eLjTA2jHjl3YsWMH1q5di8WLF+PYsWOIiopCXFyck/yrV69i8uTJ2L9/P1asWIHly5dj//79mDRpEq5du+Z07tNP01MoIYEm8DVr1mDnzp2YMWNGGr2TkpIwfPhwnDp1CvPmzcPmzZuxefNmzJs3D6dOncLw4cORlJTk8p2IBwCcO3cBa9aswZIlS3DkyBGMHTsWN2/edJw75osx2PnyTkwJn4L9+/dj+fLlWLFiBfbv34/Jkyfj6tWrTnLj4uLw0UdT0b79dbRtexgbNqzFjh07MHPmTJw/f97p3OTkZAwbNgxnzpzB3LlzsWXLFmzcuBHz58/HyZMn3c4RV69eAwDcvn2LZY6Ij6f5skePOKxZs8NpjhDnpqT4N0csXbrUYTNnzpxxmiOM57rOEcnJyVJzxPnzFxzylyyJcMwRqampCA8PR2pqKgYPHuzXHLF27X707Us2c+NGrNMcIc6NjY11O0ecOXHGoZeWqnmcI5KTE+/Mk5ccc4RR/rlz/s0R27atxhtvnEC7dlfRps0UpzlC6D1u3Di/54gLF6hXSWxsjNMcIa45f/48Zs6cmWaOGDNmjMQcoYfCWrRw/g7fvHkTY8eOxZEjR6TniCJFijjNEQcP6p5pUpKz3hcvXsSMGTOwc+dOr3NEeHg4rl27hkmTJqWZI0T5TGxsktMcMWbMGBw7dgyLFy/G2rXOc8TV6KsOnZKTPM8RR4+exPHjdIP//lvupLeKdUT16tcBkJMqu44wEidNnTzV4xyxYcNyFCmioXbtg3j2Wbl1hLc5wnUdcf1Oz7hZs2ZKrSPMzBGJibcd/2Pnzpul1hG+5gjjOsL4bB05cpTPdYSZOeKHH+Zh+3aSHRd3S2odYWaOGDxYX3ucOnXa5zrCzBxRvjzwyiurUKxYCi5cOCC1jjAzRyQn05qjRo2rWLpUbh0hO0dMmPDPnXkgFdu2HUizjihTpkyadYS3OcJ1HXHggD6PrVu3z+c6Ij19DXGuv+sI4xwBLQRQpUoVrWnTpmn+vm/fPg2ANmzYMJ8yYmNjtVy5cmnPP/+8qXu//vrrWrZs2bTk5GS37yckJGg3btxw/KxatUoDoG3bts3UfQKB6tU1DdC0pUvVyk1I0LSiRUl21apqZQcCs2Zp2vTpmhYfr152v340LoCmjRqlXr6QzfFNHj5cl/3HH2nfX758uSX5WbPy6X7liqbVqUOyf/jB+7n7Xt+nRSJSOzPkjHpF/MCWLZr25JOa1rEjj/zGjfVxP39erewNG3TZ7dvLXydrS61a6fIPHvRPR0/Yv1+X/dJL5q7d2XynFolILRKR2vW11z2e9957mtaypaYdPmxR2QCjUycal8ceo++WSty8qY97pUrW5bna0nff6fJnzLAu3xVCdq5c8tdsrLjRYS+3r9z2eB738yMmRtMWLtS0//6Tv+ZAhwMO3WP3xKpXShL58tG4lC+vXva0afq4+3p++INy5XT5qtcdS5bosjt3Vitb0zStTx++5wc3Nm/WtHnzNO3ECfWyjc+PF19M+77V9dLbb+vyN22yJCqkEBKR1KJFi+L8+fNp/i7+Vkwibj937lyvrL6eUKJECdy+fRtxcXFu38+ePTvy5s3r+MktmqYFIbjShpKSAPHxcDFvcqJ+fWJnnDJFvWxjzV/Q1BRJwlcKoRbE/9DSpURoUrmy74bmIlXT2OsyPfHoo8TIuGoVT0NzTnIKf2t+ZG0pGHUH5GpSv/+eGDdffZU3/ZEDP/5IfANr1zqXAaiA+tRnzeV3vnv5DcmUWaO+2bKpV2PWLCLYEX07pSBZkwqQ/ikpPKmb77xDR47Ux0AyE4ca+VBEBB3Ll+chPeRE7drEkr1oEXDtmlrZxjRfjvVSUM5jAUBIOKk1a9bE4cOHERMT4/T3TZs2Od73hUmTJiF37txo2bKlqXsfP34cOXLkCGrnUxZcxfRGeR9+qFY2APToAWTPDtzpPqQcJ09Sf6vevdXL/uILQJhcqE0sviZFd3XiZiAWXQUKWBLjFkLfokWJ7MUrhP2a+Hx++YXILyZO5Ol1Fx1N9XMXLvg+1yy+/VZ/HSzEF7K2xEmiZpRtpp4WkKtJPXEC2LFDryNXiaQkIqtq2BDo10+9/HvvJWZJQP08ZlzcqaiTdrWlYFzcOTmmXnQS+rZvz8M70KULPbMvXpS/RpbdFyC9s2QB/vjDP/28oVs3OnLwPQSSmZhzHuPQXcjs21c9Ueb69TQHGHlIVKNrV6BTJ/XP1gcfpNZlAM96KRjnsUAgJJzUV155BSkpKRghLABEWDR27FjUrVsXJUqUAADEx8fj4MGDiHZpKHb58mUsW7YML730EnLlyuX2HpfdsB7s2rUL8+fPx9NPP41MdwGl1vz5wIAB85Q3NFfNzuiKpCRqIP3HH+5ZZq1ixgw6qmYLFeAkCHr2WfUyBXxFlrwRislA9GA1lDEqgxkmPLHD6WvBZcSYMdSi4J13gPh4fzT0Dk6ylObNdbKRYCHwkbUlTnZvndGTNiBMXSsRSeUkrDp/nhyC9espSsABrnksVy49OqOCBMfVlgLB6AkA771n4kKTfVK5lh83btBx8mQTF0lGUufMASZMuHMJwzzmL8mZDFq0AJo145NvBFckNXduyt5QDU6bFLofOQL07Kle/ooVwNWrzvdSCW/Pbavrpaee0l+HWpcLKwgJz6tu3bp49dVX0b17d3z99dcYMWIEmjZtiqioKPQzbBtv3rwZlStXTkMqM23aNCQnJ3tN9W3Tpg2ee+459OnTByNHjsQXX3yBBg0aIFeuXPj111/Z/rdAokQJoH37RvDgp/sN4xfm2DG1sgHnL7yYYFTKHjCAXrsE6pWB0+H46y865sunXrZRX3c9AFtY7HIeCJbZZctoc8b7yUIh/+6l+nNdsgT4+Wd6zfUw4rLJxx7Tv09mZMvakpA5bhzw0EPmdPMFK0zcZvqkfvklsG6d+Xt4A3f0ZPZsOMhYgt3hcLWll17SX3NuyvToYeI6YzTSi1Lis+SYI43o1Uv+XNlIqrHpAofNnD7NJztfPmJX55JvbJGm+rMV+j70EHD//WplG+UfPaq+fY5xrDnSuH//3f29VMHbRp7V9VK7dnr7LzuSGoSYMGECunTpgokTJ+Lzzz9HUlISFi5ciEYSYcFJkybhvvvuw5NPPunxnBdffBHR0dEYMGAAPvnkE0ybNg0vv/wytm7disqVK6v8V9IVkyZNUi7T+IVp3Vq5eNY0B+4v+7RptKMMBH7nzipefhlYs4Z6CxofqgJWbYlzAWYcj/XrfZybaj6S6uleKnBbJ5Zk+VzXrNHvwWGT1aoBHTsCTZrIXyNrS02aUMuPsmX9VM4LxFhfuACsXm3yWhORVIC35IKzDs31Xqqgch5ztaW6dSl1fts2yiJQCb+ziExGUkePBubONSGfE5KRVO6Nk4YN3d9LFTh7jc6bJyhwJMpRTIJz8xfQx+Obb5w3IlTKBng+U8615LFjejaFO9kq1t6c671gheJW7nzIkSMH+vfvj/79+3s8p3Hjxm53JTds2OBT/ueff47PP//cko7BjsGDgVOnOmH/frVRCO7Ug0CRpXDg8GH9NcfEcu+91BeNI5JatCj9eEKnTp0syRcP50ceobpOlelDphZImstRApx9UrlrT4xEUhzyn3ySfsxA1pZ8kWBZgfFz/PVXmCqLMJJuaSnuB5VzHgtUHZrrvVTg6lXdXlRsPrizJa4at0yZgOvXqaYzMVH+OqONyBIniVY36Q4/SJ8CQT6k0inbuZPautWtq3NKhAqqVAFatQL27iVnuFUrtfIDFTTgsBnO1H9jJp473a2ul65do8ywfPnU1wIHM0ImkmrDOiZOBPr3V59GEciajVCLpBrlcyyUHniAHNUzZ3yf6w9276Z0WaOzLeCaVm8WxghnujIcprocJcBpk5wPUkDXt1s3oEgRtbL37iX22q++MnedGVtq147Sz1WXFpQvD7z1Fr02+5maSff1R74vcC/uOOUbicdURAtdbenwYWD5cp5SlLAw4PhxIk2pU0f+OlnipEqV9NfBUofmpLsXnQI1j7m+VoGdO6l+MTY2ynR9enqjXDliaz52DFi8WL38u+HZ5/paBYz6Pv542vetrpc++AAoVQr45x++GvVgRAb6V21wEV8ULMjTvkUgUGlynGmnH33kXPiuWj6H7tu3AzVq0E7stGlp32/fvr0l+Zw0/EbCb1+ygy3d1yivUCG1so3yH3sMyJFDreyLF4GZM4GpU4HYWPnrZG0pMZGIgRYv1klfVCFvXuDpp+k1Rwua/Pn115zzGGckNX9+auukEqqJ91xtaehQitSWL0+bbqrhVwqeZLrvK68Abdr4IZ8TxoV+OkZSxfdpzRr1i3ahb/HixdUKvoNmzchuwsLU82wAvKnKRqLDUMsiCgSJWokSQPfuad+3ul7iTuMOVthOagYCVz575swU0eOQDTj3FOR0CNw5YlZhhYxFBiLFTESAVGLlSv21u3GfIWiR/YRxTFQ/MGrW1NuISEdSgyTdV8h77DFqdaManLXAQva5c0CHDvLXydpSixaU3g4EF4GPTCR15Ei9tjtUI6nduqnv8ap68eVqS8bxEORPqpCURKzKgDmWbzNtXDjr0AYNMn+NP5FUzr7A+fOrn8uE7qtXp7JE4E+d0l+rbmEWHU3M8wCPzRjTTVXLv/de/TVnJLVtW72llmrZnmzR6npJyP/0U2DfPkuiQgq2k5qBwLm7xin7449pUilSRH3kx6jvE0+olQ3oE0tiIpCcrF6+wJo16mX6Wvg+9thjluQbI8uBZtozwp8WNMuXA2++SeQRqtmyuXdMhfy//1bf0NxfZ0nWljidsUuXgFGj6DVHJBXgczgKFAA++wx4/33eFD/OjQ1NA555xro8V1vitJnkZKpdBEwynRrty4dOnC3MRL1l9uwmLpKMpGbLRs7M++8Dr7/un35e1WC0SSE7ISEbLGZpepXv+loFIiP1NlShxg5fsyaRhBUoANxzj1rZgD4ezz+vnsfDV5TW6nrJKJOjf3qwImSIk2xYB1dfsRs3qCk4h2yBf/7hkZstG7Wz0DSTD2pJiIll9Ggiq/ryS/X34IKvSffYsWOoYGGLXCzuPMm3gqtXgQMH6DVHJLVkSYCBKBsA7SbXrw9UrcojX4xHRARw+TItCFTLdn3tC7K2xJn6f/y4nj3AEUkFgHr1qC2EMfVXBQoXpk0HLoix3raNvluix7EKGMfaDF9C8o1knPnrDO57/T7kelDfKXK1Jc4UP3/lyUZSe/TQe5hyPFsLFaIMosyZTVwkmarcqRP9cEH0Ne/Ykb63KnrsCtwNaaeur1WhTx+dJIhD/rvv0g8Hvv+eajvr11cvW4zFqVNUXrBihfP7VtdL3OR4wQo7kpqBwLX7dfMmLV4A2jUNJWTJQrvJt2+bbGguCe4HBid86X6Pwq1O1WMzYwYxG1ar5ruhuWORGCQTf9OmlD2waRPwww/q5Qdq0W7mM5W1pWBkyNU0TSqS2q0bcPAgbeg98oifSqYTfvmFNjOmT6csApXwd468NOMSon6MwqlfTzn93dWWgpJ4TzKSarRDU46kJGbPpmefmRaOxg4K/tbxq0C7dnRcv159llIot0Lh1l1krVauzNNVgBPNmlEwYsUK2qDlAsd6KZTXklZgO6kZCFwpuUJetmyU/qga//sfLZB+/VW9bIBSJz78kCfK2aeP/4yh6Q1fk2IeizzoIrJfqBBfQ/Py5SXIhxzphvIf0G+/AS+9RNFI1Q3NASIg2r4diIpSL/u77/TXweLoydpSoEjU3BFfeIKW7DKIHvTatw9Yu5Y+W9W4fRv491/qbfzbb+rlFy8OVK9Or1XbTBZDPpc72Zqm4drKa7h9+bbT31NuUjFfSpxzUZ+rLQWjQ+DUpkii12jnzvSjGm+/TT+mSMgkI6kAsXxnzw707OmPdt7Rr59BDcZoZKixzHLrLmQOHEhZISoREUHlM+7YcVWha1eK1KquNa5XT+c14Vgv2U6qjbseY8YAv/8ewdbQnKuGLi6OetF1707RMZVIStLrN1QTGAiIHXCOB4bZfpRm4CviduTIEUvyRXr1+vVAzpyWRKWBsEkpwiox4Zv4fAYPpnYZzzzD43RwkqW8+qruuAcLgY+sLQUiklqhgs7yK3XdbWdFPEWXOAmrDh2iaNicOXxM61y1kfffD2zcSK/dfaYxm2Kwq8kuHO7o0gfrznzt2pfW1ZYClVopIntSMNlrlIN4z6j7zJlmLjS89KL71KnAgAG0gcLBx2AcE9Vzwcsvw7FOCrV0XyGvQAGgVy+1sgFem0xOpjTutWt9Z0D5g5UrgRMn6DXH5+rtuW11vWRc69npvjbuSpQtC7z1Vk3l9VDiC5OY6MxapwrGL/z582plx8XRzhrAExEDeB0OrlpdwFlfdw3BGzVqpEQ+JxnLrFm0cPeqh1homYmEMO5qzp5N2QMAP/GFavnPPKPXRpoZF1lbEjJnzYLy/oX+OpFO9aiAzz6p773n3MZBBbijJ7NmESGL671UwZsDfPs8RVBvX3COpHpK03e1pVdeMVzDGEkdOFD+Otk+qZwbG8ax+OwzE9cZdfeysXv8uPt7qYIxXVO1zd93H1C3Lr3m0L1sWf216jRuoe+jjwKlS6uVbZR/7pz6NZNxrI2cFapgzCLimCe9zWNW10udO+tlInYk1cZdC6s02O5g/MJYJDDzKZ9zJ5wD//xDxEwAL6syB954g9Jv9uxx36jeqi0FagHm0yEQ6b4m6qs4I3pxcXyyAYpaiQWeavmZM1NaaNu2QOPG8tfJ2tITT1CatWh5pRJiLA4fBtatM3GdZCTVONa3b7s9xW8Eqg7N9V6q4G0jT0RK04yrh++tqy01a0ap1mvWuN9sswKjvqbmMZOR1AEDqB5YJVzHWtpuJCOp3Bsn5cu7v5c3aJqGy7MuI/6w735BnKzKK1eSzpoGFC2qVjZ3ZpuQ/847OjmhKnD3e+bcXN63T98QcydbxdqbM+ARrLDZfTMQJk0CrlzphN279foiFQgkEx7nTjgHjLuBHOmJefIQ22a2bPS7ygdTmTL04wmdLFI3FihADln58pTOrZKEwYxN+kOcFKiNE47vk7F/KYf9P/GE+XZOsrbE0TdWwDgWX38t76jKRlIDRfoUanPwqVNA7dr0unhxdze/c1+XtF6H8+ryd3e29NBDltV0i/z5idPgxg0iEJRlypaNpBrH2gzzsZQObpxUmeeHbJ/UQNbQyc5jcbvjsO+VfcjbMC9qra3l8bxt24AdO4CGDYEXX1SjY6BQowbpfOwYlUep3pi5W+Yx1c8+Y2Tfne5W10vx8VRilC2benb4YIYdSc1AmDAB+PFH9WkUobz7FciH54MPqpWdlEQkAwULUmSGY+f06FFi83RXThFusYGcqA0B1NcDm7JJke1rwhgCRcbC+X36/nvntDMV2LaNavP69DF3nRlb+vJLqqtV3dC8alWgfXt6bYoEJ8l8JDVYFneJ5xNx9H9HEX/Ee2SJU3cRVc6dm+rT09zbwyaSp7+72tLRo8CGDcDZswqUdUGmTLTR9uCDQIkSJi6UJB8yPjO4s4ikP1fJKDD3PGaErO5JVyg/NfmK9yLZtWvJwbt167ByDg9uVK9ODPF79vDUpwcjEZksAqW7u1IUq+ulF1+kTbyICLXtloIdtpOagcCVvlKqlE68wD2xBEufO1kI3b/5Bmjdmkc2wOOgbttGab5PPgkMH572/Q8//NCSfKPOqu3G2OKDI5IaqN1kDop/Ib95c4rEq8TJk7QZNneuuZRWM7YUEUHzjeoWAoULUyoxYG5eSBNJ9bDhYiQH45zHzMg+8ukRnPnjDLY9ss3recJmChemtk4q4ZOIxVM6vocIq6st9e1Li8ZHHwV27rSmqzuYTcFz3Qzz5ui9/z71ATUjXxauduJPum96RlKFvWzYYCKyJDYkU7wrpJOolfd6nr9o0oTsJmtW4PRp9fK5OAcAvTadQz53inggSNSqVgX690/7vtX1Encad7DCdlIzELjy2bNmJUZMDtkAUK6c/prTIRD04SohJkJudsYOHdQzKM6fD1y7lvZeAmPGjLEk3zgmqh8Yjz2mR/N82oy4t5noWQDSfZ97DhgxQq1sgLcWWMjeupX0l4WsLdWpA+zf73wvlRA2aSqSKlmTOm+evsMeLJHUuD1UAJ0S6z2VQYx1r15AzZomlfMBX4svj5HUFPd/d7UlIf/CBWDVKguKukFMDPDpp8738YU0DpKP67ie21myEEu5Qw1Z/Q32LRtJLc/g6wl9H3hA/vkq9PXFPyB0X7nyBksbMJEFkpxMhJMqceUKsHs3veZYjxUtqqflq5ZvbBfHGfBo1w6oUoVHtqd5zOp6Scj/8ENqT5dRYDupGQicRdecO3fffkt9rfLkUZ/mYNzFf/55tbKN8rnJgebOVZ8y62vh++yzz1qS36yZd/lWIZs5ILtwMWLlSrKXTp3U14dwOpGAPtajRqmPRvrrLMnaktHGVdvM+fPA5Mn02lIk1cu1XHNw4cK0UdWmDUWaZZG9RHap8zjnMTHWN24ATz3l7oQ7OkgSJ7naEmfWQ3w89ad1vY9XeEpb9gCuDKjMmYngzKGWrHzJSGqmTHSPTz8FPvrIHw19qOGPTQrdfTwrheyLFwuwtnFxfa0Cc+YAI0fyyBbgmscaNaIU5WzZeFJahY23aUMMzhyyPW2YWF0vCflxcTz904MVNnFSBgLXw+7SJZ3am2tSHD2aflQjTx5gyBD1cgXEWP/yC026P/6oXran31XKdyd7x44dKFmypN/yV6/WX6u2mxs39HZIPmVrLkcJPPQQsGCBP5r5RsGCVFfkjbRKIDUpFTd33USeWnkQlklutSbGY9w44JNPyMFRBX8XX7K2xBnB3r1br+HiiKQClCqbmipPsCOL0qWpD7ZZZC+pO6laioawzO5tSIz1wYOUXaFSf+NYu0vH9RQxdWwuuUQmXW0pUOUi/kQi6Q+ez/3f/4ChQ83JN4OcOYGxY8npyCK5GpSNpPbsST9cEOPxxRe0NsibV+aiOwcfGwOhTODDnTL7yy96ijLH2Lz+Ov1w4IcfgOhoSslVDTEWu3YB9etTGroRVtdL3J9rsMKOpGYgcO1+RUfrC3Yjc2go4J57KPUjb149iqISgWKBdfe7SvnuZBe1yJ3POTbDh9PirlYtiYbmniI16YSXXwZ696YF+7ffej/3VN9T2F57Oy5OvCgtP1Bs2WZky9pSMDJLykZSu3YlsrDffqOatGBAtiLZHK8Tz3vOO+zXjyIPf/1FPVNVwue4e/h+enJeXW0pUDbjbyTVWzQyIcH9vVQgKQlYuJDq3t96y0S/TslIKjfeeYeOM2dSRFsGoh7YV01qKBP4cDvYIkpbrZpzem4o4MUXaUNvwwZK/1cJ41i7S+G2ul7itslghe2kZiBwpeQaSTV++02tbIAajRcvrk+OqnH9Oj2kxUNPJf74wz/GUBmkt5OqSn6RInwNzatX98266Vj8mvgf+/Wj2pCtW9X3vAToAbpmjW8G24RTtIpNOJ3g/UQDOBuac+/2Bioq1q2b/HWykdRNmygV96L8foI0bt8mW/zwQ7JNWYQZciUTT3p2Uh98EKhXj15zcBoIuJPtkdjMA3FSmusZ5zEVkVSZXqPffw/89JNZ7bzj1i0i83v5ZZNzmCS7L0CkVQULEnGgaowerT83TG8Q+CoBCeA8xmmTnORDo0bJZfuYwZw5tI5UTTJpRNeulO6rusvF008TjwcQehsbwQzbSc1A6NcP6NdvtfK+X9w1dFeuUPuAjh3VNzRPSKD6QoDni589u56GxFFTZKTHD7TDcf78eSXyd+1SXx/ikzHUCMmFixF9+hCpUe3a7tvzWIV01oN434Tu77+vk5EFy8aGrC0FIir26KPU4kYWZvukcsyTmzeTLY4YoaeHysDoZCREed/o4CoXqVABOHDgjj7eIqmufVI9OK+uthSobJY335S8yFUHL3Ys5GfJot5ujLovXixPvOfETuxlPP/5hzJBrl2jOjoOmCY6E/uRPjY23nhDJ34L1XTfwoVpk0A1TD1bTeLWLcrMmz0b6N5dvfy1a/WSAtWfa6ZMtN7zJNvqeqlpU/217aTauCvx4INAmzal2RyC6GiqT1UN4xfS2FtTBS5e1MkjuPL8udKsc+UiwiQBzh1Z0ZrDiIcffthv2UZdOclYxoyhB553Xe6kgJlI9+Xc1Zw0CfjgA0nZfqYqc2VVvPyyXuNtZlxkbUnInD+fdq5Vwl9yINlIqpD/yisUMVAJv+3R8PknnPTspM6erc81gSY58xhJvUN+4+pwuNrSK68YZDFtbOTIQa2XpK4xEUkNBBM3QGMkmzIrG0ndu9dwHsO4x8ZSyjIgP4/JpvuWLKk7BRz2XqyY/lq2FlgWQt8nniDuBNUQ8m/cUN9RwDjW69aplQ04E3hxssO7k21lvQQQn4mwSbsm1cZdi38FFaFCiIklNVVvRcMhX9yDSzYHxo0DBg6k1xwTC2ev0XfeocXprl3OTLwCVmzJOBbczMeih69nZcRF8vI5I3qi7Y/rfdzBEdUwYVvbtgFHj4rrzenmCzlyAA8/TLU/jz8uf52sLTVsSM5piRJ8KeJbtlBqrixkI6nGsZZ2CCTh7xzpFEn14qQaSy045kyvG3mealI9sHK72tJLLxEp1pIlwGuvKVFXV80fJ9KPSGrPnrR5pRJ+l4sYz/Nia5zRwtRUZ6Ik07pL6MOVOQBQ5oCm0c+DD6qVHSh2+CefTEsOZBXcqcqcm8vbtlHZmCfZKtbenB06ghU2u28GwoIFwPXr72PHDlpIqgJ3QXegiF6EfJWT+/r1zrJVI1s2igaHhRFTsUpUqeK9l9i7777rt2xNA3LnBm7eBCpWpEWk6L2mAmYeRv60oAnUxglHJPWFFwyXMywE6tUzHymUtaXhw/1QSBLGsXjvPedIkDfIRlKDkbDKKZLqJd2Xc/F44IBe7+qOadoTQZKnNH13tlStGv2oRokS1A7i9m0iS8mWzffzI00Uz8t4Gj/L3budW8ZYhb9Oqiy7b6DIgUzJl6xj3rqVnI7HH0/Fyy+HViznkUdok/D0aerN3KqVWvnBSF4nC8557MwZnW/Ane5W1ksA6Tt5MmUPqGaHD2aE1rfPhiVMnAh065ZZeRpFoAh2OORzkw8ZJ8KKFdXKjo6mVKFixYB77+WpETl7Fti4ETh2LO17wy14DFmyULpWrlwUORRpW6pgyon0I5IaNMQXJiIDjkvuXPPjj+rTwTZupLY2Zts6mbGlPn2IjGzHDnP38IVHHqF6XcDcZ+pPJDVYFneykVRO3ePjgZgY4IEH9Ai/0709bCIJR8PV4XC1pagocvCuXFGns0CWLLTZVrEiZRFILXxdN0a9OHrGzCTuLCLVfVLNzGOapiH5pnzuqL+6y2aeLF5MNbWpqfud0sVDAfXrU/bAxo3AsGHq5QcbEZkZBEr32rXTvm9lvQTQ53r//cD27bRuyiiwndQMBK70lcqV9chJKDN6csgXuv/yC0VnVCI1lX5SUnhSe7Zto9TK+vWBX39N+36nTp0s34MrfeWRR/TXHORDgdpNzpHD17n+R4Fffll9C4EDB4i4Z9Eic9eZsaVFi4Dx4/U+uKpQvLiermUqZVYykmrcRAp0T2PPF+ovE08mOpPiGCD+XKQIULOmafW8wicRi4eIqadaVVdb+t//gBo1gKeeogWeapgtuTDTJ7VrV/qRlW0G7rKIZMARST3e/TjWFVyH2O2xcjoY5G3ZYiIL5851sozQ1aoxNNQE1YuGhZHeBw+ql8/FOQDw9jfnXOu5yuRa6zVsSL2HXWF1veQvZ0Kow3ZSMxC4HIKcOfWFC8fuV6lS+mvOSXHSJPXRSM76EKPun3xCkUmV+OcfYP/+tPcSCA8Pt3wProdpixaAUE863deEcQUiKvbmm87EWG7hBzNxIMhYFi/WUzhlIGtLNWvqdVCcxBemopFJcumbGzYAzz5rXr6UDgoiqakJqUi+4T6aJcZ6wADgscf80dCLDj4WXx7T8T2kbrrakpC/Ywf1BVWJy5eBr79Oey+vMBFJBfie23nyEBu0Qw+TKbNpXrueZnivbFnvImO3xkJL0hC3R44G2DVDydjGyPuFdPA15kL+8uVncOaMpGwT2LiRjmfPqmc+vnZNz3ziWI9VqKCXAameg42bppyR1Pffpx7qHLI9zWNW10tC/pdfEpt7RoHtpGYgcBZdc+7c/fEH8PHHPOmsYiwKFCCnQPU9fEYJFMgGKK3n1i0++e5s5lUzfTpckJgIPPMM1aR6km8V0pkDfjh6q1cDTZpQdFx1NNKUE6m5HGUuuXPulCm8Dc1TUuSvk7UlYS+u91KBs2ephgswN4+5pvt6WwBzzcFFi1LvvxdeAJYvN3Ghq8OU7D2SyrnZduoUkbGkgadIqkj3dRlvV1vizHq4epX6dbq7lyeYiaQCfBlQOXPqLOKm5BufCxKR1O7dfbcTEXbnK8LpKhswZ5OOjUgfc5M47ciR4ujcWV6+vB7uX6vAmDF6T10ugh2ueeyFF4g7hUO2UWaHDsTgrBLi++NprWdlvWSUf+SI7/7pdxNsJzUDgethd+YM1YkBfJPikCG06P3hB7VyCxcG+vdX3yhdQIz1N9+ob2jOnarsKzVmtTHvxySSk4GICP131XZz8ybV7MrIdiy0TOhQty6wYgU1NFf9sMufHyhfnlIrfcEK6dMvv8iTA5mV7fraF2RtiTMdbN062hBzvY9PnVzTfb0stMuWBapXV098UaUKMHUqteYxU2ecxm48LN7FWJ86Ra0nVML4Oa5Zk/Z9h417IhxysQNXWwpkuYg/kVRvm2OdOumlFlzP1vBwYPBgqq2VgZPNeNH9jz+oD7nUs9VDOyGPOhhO++47imjLXXjn4GO+vFt4NjiCBn376s8NjrFp0YI4KkS0WSV69AD++gsoU0a9bDEWq1dTr21XWFkvGeUDPJ9rsMJ2UjMQuHa/Tp/WWxS8/bZa2dwoWBDo0oVqQ+bM4e37leCZl8SybHe/q5TvTnYFC/2G/CbtkETfvrShUaeO+3paZ2XuHEz2GuXCe++R87t3r3MqoVsIlYOwntaMbFlbCkbdZYmTvvySorXjxxP7ZlDAQ3TSFQMGEEHbN9+QbaqEz8WXcGA8taBx0dnVlgLlEAD+RVK9zTvGDQHVuick0EZhxYpULiJNxiIZSc2SBcieXS4V12wkNVMmvZ3QoEEU0ZaCYb70Vt4RyI4F6coO7wf696djrVpE5KMamTKR7XBkn7VrRxvM27cD58+rlW0ca2MbOQEr6yWA3yaDFbaTmoHAlZIrvjDly6tfwADAhx9SLzGf/S79RGIikci8/DK9VonwcD2linuBFGimvVgLRbBGecWLm6gpMim/fn3frMqeCFi8YcAA2pWNilLPTAwQlX1EhETtiR8OtjH1LlgIfGRtKVBRsW7d5K+TJU5avpw2wqSjPiaQnAycPAl8/z3w++/y13lizHVFrVp6r2TV84zxu+9Otqfvp6fWNK62FOgWZr6QZoy9XCPk/fQT0K+fOd184fJlKrl47jlz18lGUgGqeS1RgjaCvcoUTqqHdHNX5MgBTJtGm8yACXZfSd25o1acjmSgeo1Onqy+rdOkSRTl/PhjtXKN6NYNeP5591kbVvDSS4Bohap6veQq03ZSbdyV+OYboG/fzWjTRq1c7ubRZ84Ahw8Dr76qvqF5fLyzI6D6y58vn562qfqBkT07se8KBDptKM4C44NR3tGjQLlyfotyC1M1dIJMw8QAfvUV0Ls3PVC3bDGvny/IZj3442B37aqTRgRLNFLWlgIRSW3WTG9FI6VTklwklXOejIgASpemsotffjFxoWQkFeArF3n0UeDcuTv3d3d7T2Q3HoiTXG0pUJHUF1+UjP6YIE4S8vPmpfleJYTspCQqXZDO9JGMpI4dSxvMZ874bv/jcE5N1LEDfhCdSer+zjt6f1HudF+uoEHRouo3NgDeeSwmhjZ+hw1TXx4FAJs2wdGCUfXnmi2bXsbhTraV9RIANGqkv7adVBt3JapUAVq3LqC8hk58YeLjnYlNVMsH1BeMHz0KNG2q/86x88iVZl24MC1Os2Wj37kiS1myAK1bp32/nAXP0l/iC1kI3f/6C5g924cuJh097gj26NF6KptP2X6mKnNlVbz1ls4YamZcZG1JyFy8WH3KrN/kQJJOh5D/1FMUhVAJfx0x2ZrUOXMoTdmsfFl4c4A9RlI91GO72pKxzyWXQ3D//TRGOXNKXGOCOClQ7PDNmpmI8Euy+5rZ/PWHOCk11Y95zPg98XKvSpWIxEfcSyU0TXdmwsLo+apaPkBM4nXqqJVtlJ+czJuqvGSJWtkAzQWipIuTHd6dbCvrJYDS2l96ybP8uxW2k5rBsHbtWuUyxcRy9izR2nPJB3gnRXe/W8WYMUCvXvSaa2LhcoI7dAAmTqR+qe4cAiu2ZBwL7gWYkX3T/ckuRx/wt7+gLIyMu75sxp9I6t69+maPat3z5KHImOivKwtZW6pTh/rQlS3ru4esWYix2LKF2pVIX+chwudJPgBcv25KNd86+DtHSkZSRR2a671Uwesc4CmSmuL8voCrLbVvD+zaBcyaBbRta0VLN6r540SaIE4SY92lCzBhgol7yKjh5zxmzDjxtjlmJu3UwdQs6aReuwZkzqw71v5EUn3Nmf60o5JBWBjV0ApHW7UjKfTlqOk0yq9ShTYLVSJQqcqur1VgwwbKHPAkW8Xam7NDR7BC8R6OjWDGqlXAjRtvYNs24JFH1Ml197BT6XgEqn6DQz4ng62AaAZerJhauXXr0o8nWKFUFzaiacDDD1O001ftqFn57l67hadFsIRsIJ2JL/yIpNatq6f2cSwEHn7Y2e5lIGtLs2b5oZAkxFjcuAG0bEmEcHIXOv/q6bMIVG2klUiqJyeBc/G4fTvw+uv0+p570j4/PNWeeiJOcmdL1avTj2pUqkQbPpkzy19jhjjJ+FmuX09pqKrg9watZCTVzDxmpQWNjHzHeYax9navLVuArVuBhg1T8OKLJj7cIMCjj1KqclQUtXMREWFVCEbyOllwzmNHjuibm+50t9qCBgD+/ptIIe+7z7KokIEdSc1A+Ocf4IsvcihPo0hvAh8rCKTu5curlX38OEWuGjakejTVaUMA1RLt3k2kLK4YN26c33LvvZfGpmhRWuTFx/uvozuYiSyZbUETSJvh6PEq9O3ThxxKlVi7lmpezaazmrGlwYOJjXTTJnP38IX69XXCDkspsxKR1KBZ3ElGUjl1v36dFngPPUTlIq4bnB7bLHmwfVdbOnuWyjos8pa4RY4ctLlWpQo5qlIss6724WU8y5Y1XMacRaS6T6qZ57bZmlQVunubM6dOpbZ3OXLsMlWfHgx4+mnKHli2jBwa1QjKeSwI5Btt0N1z1cp6CQBq1CDujkuXqE1dRoHtpGYgcKWv1KqlN2AGeB+m3H3uuHQfPBj43//Uyk5JoUUdx+ILoF3B11+nybFr17Tvd+rUyfI9uNJXHnnEhGyTkVTu6LspB0nzsICXkP/WW8SsrBJbtxK77MKF5q4zY0sLFwJDhwKHDplUzgcqVAA6dqTXllJmfdSkmpYvo4KfEQLZmlShe4kSOumWKvisBRb/j4tunlJEXW2pfXv6bN94g6K2qhEWRnNxaqrcd9dMJLVvXyJoA4Ini4iDIddKJHXHDmL/l7vQ8NLLvYT8Rx9VbOwgoqpmzchuHn3UXGmBLLjWegBtRApG7nTdoLUon+u53aIF9at2hdX1UkICdZ/ISKm+gO2kZihwkaXky0fRPAHVXyJjGiunQzBiBKWbqUQgiC9iY8kBjo5WK3/QINqNNd7LiPDwcMv34LLJN97Qa7h87uKLE4Ikkirkffwx1bl4P/nO0cT4cdqkkD1lijlnRtaWqlbVCTWCheRMNpK6ezcfYyh3JFWM9bBhRMiiEr5q6JxSNN3UQ7qOv6stiUsWLVLPDn/2LPDjj2nv5RWuGwE+ruEk3vvrL4MafqT7ykZSfZE1mm1BY5Rds6YcYRXg3n68yV++/BAuXpSTLYuUFGJTBojvQXV9ekyM3gOUY46sVQuoXZtHvmgpBPBGUj/6iK8W2NNz1ep6Scjv0UNnKM4IsJ3UDATOomvjF1P1xDV+vE5HzrW4K12a+plykbFwkBgYx+KPP9w3kFYl3924t7XAQnL9OjEGnz3rWb5VSLfMMJkymzUrOe9161I0UnVDc1NOpMkoMKCP9fz5eusPVTB+jmaYvmVtybhgVG0zZ87omzKm5jDhdNwpXfP0WWTPDuTKdeccxbo/8ADV0T75JBAZKX+dbE2qz2inBQjZe/ZQ387bt11O8FQD6eF762pLnNGTs2f1SKfrvTxBdlNDgCsqlj8/0LkztbcB5G3eqVWXRCT111999+41S5zktz0a9fWSWizkb936oHKyLW5Og99/JyfM3b1UgWst+c47wOrVPLKNMjt1onpyDtmebNLKegnQ7WTVKp62d8EK20nNQOB62EVF+bkjawI//0zpDqr7fhUrRjvhvpqN+wvjzl3nzmplc6cq+0q9WWyB2u/WLefWMKptJjGR7iEj22PNmwdkzkzpWhs3EvvxQw9Z0TQt8uShWt18+Xyf61gw+lGT2qmTRKTWJPyN6MnaEmdN0b//6in5/kRSw7KItADP5xYpQnVFMp+tGdSrB8ybB/z3n3eyszSQZJoV3/8rVwCL7f48ygaIcCtNGqoxkuqG+MbVsXG1pUCWi0jZjWR6OEDp5927u7+XKy7NvIR9r+1DcmyyhBI6fv6ZnquFCkleIBlJHTKEanQ//9y3SH/TfTWNNgmkN9uM84ckYVWo8WBw2jtAtsLVaxQgboAbN3hS87//nvpIq95YBvSxXriQovuusLJeAnhtMphhO6kZCFyplQcPAj/9RK9ffZVntz1rVopEqCYHKl4c6NmTiC8iIsi5UQnjWN+4oVZ2IB927mQ/bIF1h9vB/uor4P336YFnbJ/hFprLMZ3RtSulJh465L4W2Al+RFKDkZ1R1paCUXfxGWTKSo9TT5/FF19Qy4wlS6i9UzBANpI6cCClbL79NvDbb4p18BVZMka8JCKprrYUSIfDr0iqF52M7ah86b7/1f24POMyTveXo6WOiwPWrKFNja5d9d6dPmHUw8v/mysXyZTqHWuSOClbNuC55+h1jx6UBSEDp3RfiZpU19cqEEhOAw5nRmya1KlDm6mqkSULRfdVl14BFCh44QVqw8aZReTOHq2slwD+et1ghe2kZiBwpWgIeY88AkyfTs6kSrz7LrGliVQ8DjzzDP1cuaJW7siR/jGGyoDbSfXlEJwXhS9+wCivWDGdiEEVhPwnn5SojTTp6N2+TbV5AwdS/U+yucCFFC5dokjz8uU+TvTDwRap80DwEPjI2hJnlMAo2zhGPq9zjaR6WGjPmUMM61IMsCahaZRePWAA8OefJi6UrElt1IjSicW9VCJLFufvf5p5zVMk1UMLGldbClTrH2n5JiKpQl6fPtR+QgZJV5Kkzjtxgj7X55+Xk+vQycPn4Q4zZhCpkXgGepRpMpJ6770UsSpThn6Xngsk0305HQLudN9A9RqdNw9o0ECt7NGjKWDw/fdq5Rrx3XdAkya0EawSbdtSJgugfr3kKtOOpNq4K9GxI9C79y689ZZauZxELABw+DCwcyctksaPVys7Lo5qoVLuPLBUf/nvv5/S+wD1D4ycOXkJq3w5BGEWPnAhL3t2quviYgyVqQU224Lm1i1adHXpQmmb4sGkErJZD2ZTlQFKd2rS5M71QbKLL2tLgXA4Xn7ZJBO3mP/uOKm++qRyzJNTplCa+FdfmdNdNpIK8G1yPvmkM3lMGvkealId6b4u/4OrLQUqkvrUUxTh83mNiUiqkF+kiF476gthWeUMTMiOjqZ2TtJtwCQjqaNHEzv84cM694BHkSadVAHTNimZ7vvuu8SZYEq2JAIVSS1Z0nctsBX5HPPY5cvA/v20KfP11+rl79xJP4D6cb/nHp0t351sK+slwHlDwHZSbdyVqFYNeOmlrPJ07ZIwTlqyNPz+yL91C9i8Wa3s7dudm7xzkkqpll22LNHBFy5Mv3PtyGbPrj+wjShSpIjfsjkfdEb5I0YAc+f6ONkkcRJ3BHvIEKB5c0nZ4n2Tnz1X6v/77wNjxtBrM+Mia0tCZkQEMTirhL826YikCufAw5gK+XXq6GOkClZTlR3wEF2aN4+iwABPdMa4mSRbk+rpe+tqS8a5iysqVrEisHSpZF2nZB0w4N/Ghkg79wWjndSrR323pa5zUxfsDsuX6/r75AUQGw6S7L4CZnk2ZNN9H3mEHGwzsmWhafpmRpYs6kkVhb6tWxN3AodsgJ8Mcvp09fIbNQJOnaLXnOzw7mRbWS8B1Hu8fXvP8u9W2E5qBsNOsY2kEGJi2bKFSGViYnjkA6GXejN6NNCtG49sAS4n+IMPgOHD6XNt1y7t+1ZsiTv6LuSfP0/Mx57gtGiRHEDunfCoKM/3SgMRBJaMpGoacOwYpfqJ31WiUCGqA27YkHoAykLWlmrWpNT/ypUpcqgSYiz27aMfaUhGUo1jrbqthb9Oqmwk9dtvdfZwzo08t/I9RVINGRDG766rLXXpQtGTiRPdz2NW4M885jrGMum+n38OjB0rJ182kur3PCYZjZRNO9U0zbE5IhtJPXmSmPiPHvUt3/lmRgW9n8rJqiz6XSYlAU8/rVa+mSwif2UDwH33keOkEoFKVXZ9rQJr1gBffulZtoq1N2eHjmCFYhoaG8EM6snVEtu20U6hKoQyEQC37jNm0IOIQ7bA6tWUrly2rFq5TZvSjyc888wzfss2RscbNKDooTtGPKvyAR8POxOLFney3f1uFWbs3bFIlNQ9JQUoX17/nWMhUKkSRfjNQNaWRHsCDoixOHiQHG3ZzTZZdt9A10aaaWHkuM5HCxp397KK9et1MhbXewFeIneuhEp3WgC5s6UaNehHNWrVouweM63L/En3vXmTygpkCLfMpvt6+t0jPGwaeJPvTbbHz9QLUlKcSQ790d2bQ7x1K2VZNWyYhFatFBMmMKN2bSIHOnECWLwYaNFCnWxuwkPuukvOeWznThpv1/sIWFkvCfTsCXz2GfF4ZBTYkdQMhClTgE8/zY1p09TKTW8CHysIpO6C5EEVdu+mWqU336Q2KKp7vAJAbCxF3twx4U22sI1aujTVQJUsSW1QOJmPvS6QjAtG6ZQx5985H9QckVSB334z2a5EAitXUkunhQvNXWfGliZNonol1Q3NH3+c2vIA/qXMmomkBss8JhtJ5ZyDL12izYf69Ul2/vwuOhp08tWOBkhrS9HRlFGRkKBWb4Ci+bVrU3p+3rwU4fMJE8RJJUoYLpOcZ/x1Uv3pkyobSfU6Bye7/xy96+D5Xt6vM06uns8bNozqIgsU2GquPj0I8MorxCQ+e7YEO7xJBNMGrT8I1Eahu7Z0VtZLQmatWkQyx9FCJ1hhO6kZCFzpKw0bUlsFgXRdtFuQzSn/n3+IsEYlbt+mtMFLl9TKFdi1ixbt5cu738HvJFb0fiBTJiJ+EjTzqm3ykUf0uh+vst2lD/oAd/TdzIPUbCTVKO/DD4EKFczp5gurVlE7KrPMiWZsaf58aiukuo9ezZp6upaZeUA2khrIjBC/2E4Bj5EsoW+ZMupJznymzHqK3Hn47rraUosWFHn4/HOdNEU1YmJoQy9FIhJoJpI6ciQwaNCd0yRtRrYm1e95zI9Iqtd0X4tO6rp1JrJwjN9BiRY0DRrUlxQsjxs3KNIZFgY8+6z6XtUA31ovc2aa40VboVAKSLjK5HKw33iDeqi7wsp6CSBW+KtXM1Y9KmA7qRkKXGQphQsTs6GA6i//vffyyTaOxV9/Od9LpXyO2ksxFmfOUBqI6r5fvXoBEyY438uI8PBwy/fgqrH46CNg5kx6HarpvqKWzvvJdw5+ONicNjlsmDMhmS/I2lLlyjqhBifxBUck9eBBinIA/JttqiOpQt6ECTqhjCr4qqGTiZ4av7uutiTkjxwJKJiynBAVRRkJcXHO9/IKE8RJgNxz2xghlI2kPvAARQt1GVKXSbegMcrzyhljcOxlnVQxFvnyUblIvnxSl8FsPe3y5dudmKdVIDFRzzRZskR9ffqtW3qpgup5JlMmIh9q3JhHvvFz5KxJ7dRJffscIdvTc9XqeknI//VXqn/NKLCd1AwEzqJr4xdT9eTy7796FJLLIahenRo9Sz/sTMrnJjHo1Yu3ObW7ce8gUyDlAefPA2+/TXTzAC9jqGy6ryxxUv78xHZarRo5HaobmouxyJlTouewUNkPB3vZMt+tIczC+DmaWXzJ2tKxY/pr1XPB2bNUH2lWtmwkNX9+nf1Vte7FixMBS8OGVLuYObPkhSZrUjnnsbVriZE0Teq/RPTUqLerLXFGT44c0YnxALl5LM3GgI8NJpnntnbbvJNatCgRYomUYtXkQ0Le0KHeW8c5RVIl2X19OQQerzOOtZeot5C/fHktpw14FeCu6+zWja+nsQDXWrJLF8rg4pAN6GP9zTdqeVkA3zZpZb0E6LpPmQKsWGFJVEjBdlIzELgmlmPHqNWHAMfk0rkzcOWKfENzWZQqRfVtgtpbNYwpIB99pFZ2INNO3T1Ip1kobr5xQ29pAfBunHhdBEimrhmRPTstAnbvJmIs1XWdOXPSZolIqfIGs31SjePcujW1clEJfx0CWVvidDimTKGG7IDJhaNkJBUgR7VoUSB3bv909ISnn6bPcu1a6jsq60yarUlNSKAyA5UwjvXs2WlrR322oHF57WpLgSas8n2Ry+9erunQAfj0U9+yU2/rQmWdVIEvvqA6cmkyFskSiVGjgNOn4bMvu5NjKkmcJMbi+nVgwADJWmDAdLqv62sVCGRdp2oHOCmJ1mDeCIKsonJl2nDfvVu97G+/Bb77Tr7nsBmIsZ40CahaNe37VtZLAK9NBjNsJzUDgatOYetW3QFr0UKuoblZ5MoFFCyo1zCqQsWKlK7VsCEt8KQbmkvC38iSDAJJ4OPOZp544gm/ZXPvJr/zDvDcc5SaNGCA5/P8IU7ixq+/0nfq8GHgq698nGwhkurud6sw8yC9dewWDn98GLeO3ZK2pUCRqHFEUr/8ktq4bN8u8bkGCpI1qQMHAuXKUd9FbjKWNHOBp0iqkVDJ8NrVloKN08BMCxpj71JvslMT9Tdla1Jv3iRbbN6cykVknVRZ8qF776UIv68NGX9qUnPm1FNOv/qK5kopSKb7BrJ+XFZ+yq0UbH1kK45+ddTreZy6JyZSwACgdFnVWUQAEQMVLUotblTjxx+B994DDh2ibC6VMI71oUNp37eyXgL42/MEK2wnNQOBqyZVfDmbNiXClAIF1Mpv1w547DHq18mFZ58ldk/pHVlJjBtHlOFA6O3I+nIIDrmbiSVhlJcvn4n0REkI3Vu2JEfVsyKGl5LRyLg4qs2bPJn+D45dzehoijTPnevjxDv/p6zuWbLoDLaA+rnAzIP0/OjzODfsHM6POS9tS4FyOMw4kWJh7SuSOnYs9R1WzWQtkJxM8ocN09te+YJsJPX55/VaVNX2HhZGC1OHDq7zmgd2X08RPVdbCjp2eBORVCHvt9/oc/V4XqJBiGQgdfduSnkUqaHSMEE2999/RLT1wQeez/G02eANpUoBkZE6YZI0u69kum8gbUZW9/gD8bi5/SYuTfXOlBioOXLZMlo3qcSQIUCdOsCff6qVa0TPnnSPSZPUyn3/fbJJQP16yVWmHUm1cVfitdeAH388qDy1lZMcCAB27CAGv9dfB0aPVis7Pp52q69epd9Vf/nLlNEJZFQ/MO65B3j4Yf33QEeW8lrImRFjcd99lLLVrJnfotxCtobOn0jq1au0cdK2LclX3dIJkN9QckQ1TKQqDxoEvPiiuN4v9bzo4/61O4joT2piqrQtBSLC0aED0LevmQvpINsnlWOeHDmSHL2PPgI+/ti5h6RXuEZ1vDgdXOUir71GKcRZsniQb9TRSLLjwWF1taVARcUaNjSXoq8L8XLunVPLlfPedsIYSTWb+n/sGLB3r4ksIqN4L7qPHAm8+y49v71FOv2JpAqYtknJTcmOHfVNGc6NPEBed4e+vubVO/LLlgX++MOcbr7ATbx3+jQFI778ksqwVOPgQd0WjeOeeCERBzscRMwmyebYblCgAPDgg2llC1hZLwHAo4/qr20n1cZdierVgZYtbylvIeAviYEsxMR4/Li+U6UKK1bQAkCAszZStewaNShdq3x5+p1r1zR3buDll9O+f4+F3GtumxHyJ00CFizwcqKJqICrbE+/W8XAgZSCJyXbZCRVgCur4tNPgYkT7+gkqTtS5WzJKG/FCvdtkazAKhmLqAX0RT70+OPeo2L+wDVyanbh63CwPUSXFi8G5syh11ypZmJDKc0iXoLd1/ja1ZZeekl/zTVH1q5N5SKlS0tcZGJjQNYmjTWpspttxrGoVo2cSRnIsvvOnUvM84B3e/SnJlXAdAmT0Un14hA3akQOtinZsir4+/yQnOuFvHfecbZ9FTDqyk0GOXKketmVKwObNtHvRvuPnh2NC+Mu4MygM5bu4W2tZ2W9BFBWgki1ttN9bdy1OGakx1QE8YVctox2kk+f5pEPBEdNkRmMHg38/LP7e6kClxP8wQe0E7txI/UYdIUVW+KOvgv527YRUYIn+BNJ5Sas2r9fTwn1aY+ay9EHUlOpFkf01lWte/HitMCrWdN3CxoH6VOKJmVLmkY71RUr0gaNYMpVBTEWUVHOLMI+IUmcJORfuqS+rMDveUzo7sPB7tgR2LfP/b1UweM85onczMNrV1v66SdiDB02THc8VMGfecxMn1Qhv3t3Shf3KNOY7stdny4ZSZVN/feH3XfvXqp53bbNt3znmxkV9H4qF4dHyZK0qZSYSLKlWzoJPXxm19CR24ksUIDIsbjkB7JNV0o87Y4YWbLNIjIS6NHD/b0ANWtvzg4dwYos6a2AjcDhwAHg2rVm2LZNLf22cTJJSAg8gY8VcDsco0bpC1Ku3a+ZM+mBV6mSWrkiJdQTGjZs6LdsMc4XLhAb6c8/A/UV9k2XthkTixZP8tIzZdZsuu+1a84EKRwPu5IlJaMyhkWXjC1lykTpWlwQ388VKyg7ITVVzvlwjaR6+iw4F2BWUwjDsoYBt3xHgd3dyypWrKAe1SJFOc33y2Qk1Z0tVa9urm+vLBo2BFauBPLkMXGRH5HUw4dpnveUPWAl3dfT7x6v86NPqmwkVTbdNylJL9HxJd/pXp767Lpg+3aaw+rWTUTTpr76gJlDWJie2m4Gxk09b6hdmwIFx48DS5cS87cqGL/78fEmygr8kB/IWmDhnJrNSDJi3Tpnp13TnJ8fVtZLAp99Rm3vihe3LCpkYEdSMxBmzgQ6dizg1C5GBdKbwMcKAulwqJ5YNmygVOVvvqEHk6mFkiQSE8mRjI5O+96sWbP8llutGsmsUAFYvhy4fNmCkm4gvaj2I92Xm5nYlENgMt3XKPuPP2iRrRKRkUD//sCqVRK6GNrnmLGlhQspOrZ6tb9aukfjxtSOw6GfyTQ8X5HU9JzHUhJScOr3U4g7EOeiFB18RVI5dT99mlLyGzWihW/Jkq439/3aOOauthQbC8TEELGUatx7L/DEE0SaUrSoHm32BjORVGMdqld2X4vpvr7kO8GPSKpXJ9UP4iS/Mwckde/bl1isS5TY6OjRnu6QjKS+9x5t+o4bpz5zIJg2aM3C20aelnTnFwv3NMorUyat/lbWSwBlED3xBM2PpUpZEhVSCHonNTExEd988w2KFSuGnDlzom7duvjvv/98Xrdy5UqEhYW5/dm4caOy+4QSuNJXmjZ1ZiENpUgqd7qvkLdgAZRvDgjSJ9Xp1QL79hETXtGixO7pik5GmliTyJKFFnj33ku/q/5cH36Y2hb5ku1Pum9QbcpILlzcyfviC0qbVYkFC4jw4t9/ZZS5c0w1Z0vz51MrAdVO6mOPAd9/r/9uljHUF3FSIBdgrr9fXXQVx7sex4keJ5x1uqO7o22Jh5pAoW+FCs5kbSogdL3nHioXcY1ee2L39USc5GpLjz5KDOI//8zTexGg9mIXLkj2kHW1Dy92NncuMYkDPuaxRA/j4gVWayN93Ut2s82fSKpR9tKlJrJwjN9BiT6pTZo8ISlYHhcuUIpvWBhFxVaulLvOTE9srrTQvHmpPl1siN8tAYnUpDs3trD+E7p/9BGty1zTra2slwBa5505k7HqUYEQcFLbt2+PAQMGoG3bthg4cCAyZ86MFi1aYO3atVLXf/7555g4caLTT3nBNKPwPqEALrKUEiWAVq30fmiqJxdjnzXONLk+fdT3/eIkCBKy9+2jFgWq69w6dya5xnsZER4ebvkeXA/T7t11R4k7ksr1MP3f/3xHZswsXAB+dkah+2+/AQ895EuZO9ekalK2dPs2NUkXhBocqcrGMVEdST1yhI8x1JfDkXyDwogpMS5eqGQkVcibNUvvia0KvmroPLad8RCBc7UlIb9XL50fQBWOHiW27HPnnO/lDWb6pAJyz21juq/sZlupUs71+lK6p9nV9Xau/lpsRro9zw/iJDEWJUsCTz0FFC4sd51RfxknddmyNUhIkJMti9hYnRF+1iwTz23JDcnkZCDlzjiqnmeyZaO2M889xyPfyC3EOUd26UIEdo73FKT7+lrrWV0vCfl//y2XqXS3IKid1M2bN2Pq1Kno27cv+vfvj44dO2LFihUoVaoUvpbkp3788cfx1ltvOf0UcmHcUHGfUAB30TWXE7xtGzB4ML3mcggefxz49lugSBEe+dwkBt260YKJS767cf/Iwmo1KooWuxs20O8cu4MymQNOiy5J2ypShHqkPvQQPbCNNZ4qIMaiUCGJnsMWIqnr1+uLa1Uwfo7Hj/vS5Y4yqXK2lJLi7LSrtpnz54lgR9dP7jrZSGrx4nqaFgdh1RNPUNRw3ry0qf9iQe5KTGOWmZhzHlu0iBhJL1xwOcHTRpKH1F9XW+KMYO/c6UwqJ2OTZtJ9AbnntlO6r+T3olw5oHdv2vgBJL9Prqp7WdQLeZMn02frUaSFSKrpjTZPqeOup915b86cx5XXMvudZi1Z2vH++1T+A/Cv9VTL//lnWhtwyDbK69WL5kvHe0n6s8iqfE82aWW9BOh2MmAAzfEZBUHtpM6cOROZM2dGx44dHX/LkSMH3nvvPWzYsAGnJfMcY2NjkeylIEXVfYIdXBPLkSPAP//QDiGHfAB4+23g1ClqVq8S5cpR2wzVVO0CYmJp0YIeHhyyBThTb9w9SEdZoPa7eNH5s+SMislGUmUfUHnzAm+8QQ7T4sW0k68SmTNTOnTmzBIn3xk3f1L8GjZU3+PVlEMgFl0pmpQtcadZDxkCNGmi/26aIddHJBWgdNa8ealfrUq8+iqlDW7ZArRsmVa+JyfVbE0qR/TdOM4TJ1L9qBEeyZI8/N3VljhTCP2ag00QJ739NvDWW75l+5PuK9ChA9VfpqkFdncfEz1ex48nskYRdfMo0w92XzEWJ0/Sc8TXhph+oeGlRCTV9bUK+E1YJUmSx0lyFh9PHQumTEl7L1UoVozWlDL13WaQOTOVuHTpQhFhI8Qmj5VIqhjrIUOAWrXSkkpZWS8BvDYZzAhqJ3XHjh2oWLFimia4derUAQDs3LnTp4wOHTogb968yJEjB5o0aYKtW7cqvU9iYiJiYmIcPzdv3vSpU3qBqyY1MpIepgCRj8g0NDeLPHkordhb2pA/ePhhIDyc+lJu3w7Exfm+xgyMYy39IPVDNhD4WuDn3RWqSoKbfOjVV6nG8OmngT//9Hye00I3SGb+0aNpQ+boUUr59QaH/n5EUt39bhWmHqQGB1vGlgKVZm1Wvmwk9auvqLXQ6dNEzBJQ3En/85Rq6qsm9e+/iT28ShWgfXu1qvmcxzxtJBl0NX6PXW2Jc9Huj82YiaTu2aO/Vp3uGxcHHDoEtG4N9OtH9cY+YSKSWqIE2YzLsiqtSD+Ik+65B7izPMNHH9GzWwZO6b4KmIn9gd/zmGQklVP3a9f0zfYGDdSXRwFA1qzErl62rHq5AwYQ0eTRo3obNkBtJBUgZugUl7nUynrJVX5GqksNaif1/PnzKOrmWyD+ds5Lrlq2bNnQunVrDBw4EPPmzUPv3r2xZ88ePP7449jh0h/Byn369u2LfPnyOX6euJNDcP78eQwfPhyJiYmOXPTw8HBcvHgR06dPx+7du7F69WpERETgyJEjGDduHGJjY53OvX79OiZOnIiDBw9i2bJliIyMxN69ezF58mRcuXLF6dxbt25h1KhROH78OBYtWoR169Zh27ZtmDlzJs6dO4fw8HDHLnhKSiqGDh2Ks2fPYs6cOdi6dSs2btyIBQsW4MSJExgxYkQavS9fvoypU6di9+7dWLVqFSIiInDo0CGMHz8et25R0cZLLwGtW4cjX74YTJgwAYcOHcLSpUsRGRmJPXv2YMqUKYiOjnaSm5CQgFGjRuHEiRNYuHAh1q9fj61bt2L27Nk4d+4cBg8ejLff1lC58ikcOJCKwYMH49y5c5g9eza2bt2K9evXY+HChThx4gRGjRqFhIQEJ/nR0dGYMmUK9uzZg8jISCxduhSHDh3ChAkTEBMT4zi3UaMbeOQR4NdfF+HQoUOIiIjAqlWrsHv3bkydOhWXL192kpuYmIgRI0bgxIkTWLBgATZu3IitW7dizpw5OHv2LIYOHYqUlBQ8++xkfPkljXtCQiJmzpyJbdu2Yd26dVi0aBGOHz+OUaNG4datW07yr1y5gsmTJ2Pv3r2IjIzEsmXLcPDgQUycOBHXr19HeHh4mgfQmTNnERERgdWrV2P37t2YPn06Ll68mEbv4cOH4+TJk5g/fz42btyILVu2YO7cuThz5gyGDRuG5ORkhIeHO02E165dw44dO7B27VosXrwYx44dwx9//IG4uDgn+VevXsXkyZOxf/9+rFixAsuXL8f+/fsxadIkXLt2zXHujBkzHbKzZNGwc+cOrFmzBjt37sSMGTPS6J2UlIThw4fj1KlTmDdvHjZv3ozNmzdj3rx5OHXqFIYPH46kpCTHNQcPngAAlCmzFcWL78SaNWuwZMkSHDlyBGPHjsXNmzfpXMP/eOPaDezfvx/Lly/HihUrsH//fkyePBlXr1510uX8+Th88slyjBp1HosXL8batWuxY8cOzJw5E+fPn3c6Nzk5GcOGDcOZM2cwd+5cbNmyBRs3bsT8+fNx8uRJj3PElCn/YvhwYNSoJK9zRGoK/QMJtxKk5ogZMybglVdiHf/zqVNnnOYIcW5KSopfc8ShQ0ccslNSUh1zhKveMTExOHKYzj135hwmTpwoMUdEOdn7/v0HHXNEamrqHZv1f464eFFftbRtew1TpvzjNEeEh4cjNjYW48ePd5ojbsXdAgAkJtHWuaixdZ0j/vxTw59/AjNnLnaaI4zyz507Z2mO+P33c/joo7U4d+668xjG0Rx96+YtpzkiLpZ25aKvE333xvUb3c4RFSpsQZ06e+98tw455gj9O3EeM2fOTDNHjBkzxuccceCAc1+hf/6Z5Dj35s2buHj+ouO9ndt3OuYIYfsAMGXSFMccERER4TRH3LwZ72STrt+1GTNmYOdOL3PEnXOvXbuGSZMmOc0Rp0+fcdI9NZXOjYuLw5gxY3Ds2LE0c8SNazecr0lO9ThHJCYSE9NvvyWjUaPxTnob1xF7tuvebMItZ/v2tI746adIVKoEPP74Jce5vtYRQ8OHOul+KuqU1zli7drbKFfuHDp08LyOOB2lZ6pduXzFoUtMjOd1RJEi0Xj77XBHymZCwm2f64jU1FRs2bTFca9rl695nCOSk3UP48aNG9LrCE9zhHEdMWnSZKcxXLlytc91RHh4uBP/gLc54qChT1dqaqrPdYRR73HjxuHIkSMe1xFizZE1q4Z33hmO+vV9ryOEfJk5YuBAoEKFsxg06KbUOkLMEWPHjsWRI0ewZMkSn+uIN97Yi6pVgU6dDjnmiJPHqDD49KnTTusIM3NEzpxjsHixngayYkWk0zpi5cqVTnK9zRHu1hGphs2JCxcuSq0j0svXEOf6u44wzhHQghhly5bVnn322TR/P3bsmAZA+/PPP03JO3LkiJYzZ06tefPmyu6TkJCg3bhxw/GzatUqDYC2bds2U7oFArt3a9r33x/XVq1SK3fIEE0DNO3ll9XKFShZkuQ//rimjRypVnZ8vKadP69pBQvSPdavVytf0zRt2jSS3aiRWrkrV2paxYokG9C0f/9VK/+xx3TZNWumfX/z5s1+y16zhuSWL29BQS947jmSP3q09/Pij8ZrkYjUIhGpbaq0SUr2nj36uOTKpWmjRilQ2AUHDpD8AgW8n7eh3AYtEpHa5qrmPot33iH5/fpZUNINPv5YH5tMmbyfe6DDAS0Skdq+tvukbOnGDV02oGnffadI6Tvo1o3kdukid35yXLKmaZq2ucZmLRKR2uHOh7VIRGpba291e77Q+8IFVRrrGDhQ0woV0u9x5ozz+6cGnNIiEaltqbXF6e/rS64nnets1SIRqR3/4bjHe/TvT7Lfflut7ikpmnb7tqbly0fy9+1zfn9bvW2O7+j1ddcdf1+de7Xj7zHbYxx/d7Ul8fwANK1lS7W6T5rkPEfu2uX7mtODTjv09jXm1aqR7P/+8y7zTPgZh7yTv52U0n3RIpJdrJimHTumaXFxvq9JvpXspPvO5js9njtihKbVrk33qFHDs8zLCy6bnoMFGjcm+VOnyp1//PvjjntdmOz5i7hggaa1bUuyS5c2pZJP7N7tPI8NHy533ZWlV0j3TJFez3vzTZJbsaKmjRljXV8jTp4k2dmyqZUrYHx+dOumVnZKCun/0ktpnx/73txH9vyUZ3uWQVycrn9srPN7VtZLmqbPBYCmdepkSVRIIagjqTlz5kSim27BCXfo1nKazCstX748WrVqhcjISKQYYvFW7pM9e3bkzZvX8ZPbSEUbZKhWDXjuuYto1EitXL9JDCQhInpr1qgvGJ89m1JWRGNwjoxPrjTrJ56gdK1HHqHfuVLZ8ucn9mZXpLjms/ghm4OIxSh/zhyqG/V4nmRjeneyAarRSUryR0PP+OMPvUbaTMqsGXCRnH3xhXy9kjFVWcaWjLquXs3HMiszj11ZdAVr8q7BuRHnpGpSjWPxzDPECKsScXHOvYzTpKH6qknN4r0mdelSICLiziWKbSZTJkrFE3ViadIhPXxHnXQ1XONqSy1bGk5jmiOffJJS/KRIdlx18PI9kbVJf9J9xVicO0fcDFKtULylYrtg/HiqkQa8zwX+ECcJmOXZ0DS5ez3/vE6IFSxlBY6xlqxJ/fhjqjd2ReKFRJzsexK3L8r0S3Ivm/u5DeidBVQhJoaI6+bMod+datWT9Ci1FXhjh7eyXgKofdYPP9DrjJTumyW9FfCGokWL4uzZs2n+fv78eQBAMT9oNUuUKIHbt28jLi7OUYPKcZ9gxSVjIr4iiC/jrFlUM7pmjUT7CT/kA/w1Rarljx3L2zID4CPE+uADWlC/+irw4INp37diS4Ha2Fi4kCZ3jzT/fhAncddGbt0KiIwtn/YouXBxnJ4K3LxJzjWgXvcKFYCCBanxuM/PVjjYKZqULYWFEYstANSrR46NSoixuHyZGGbvu8/zYix2WyyQAsRujXUsdr3VpBrHeedOIpRRCZ/zmI+aVEGc5MmOWrcmu3F3L1XwOI95+I56clhdbWnQIODDD8nRLldOkbJCHT8Ipcy0oBHye/emOnV3TgfgzO7L2ifV9RoJ3X3J9sdJ3bSJnkuC01L6uW0U7+Mars3lKlWoNj0hgdrruZL4eIKTg61pCPNgdL4cyXNDz+Fkr5PQbmso3bO0Cc112QkJRHDUvTvw2WemREjJd32tWnaaeymoSV2+3Ll3t6tNqlh7c3foCEYEtZNas2ZNREZGIiYmxonUaNOmTY73zeL48ePIkSOHU8ST4z7BiJMngatX62LHDrUN2Y1fmKtXqU+XSqTXxKUC/fvrC1Ku3a9hw4hZuVo1tXLbtfP+fo0aNfyWLcbi0CGK0n75pTMlvFXI2ow/xEncNmOGjVToLLswjYpyXqhzPOzuvZc+V58wONgytpQvn74o5YAY93/+oZ9r1yiLwB0ckckUzfF/CPIhX5FU471UwdfGiXAEPEVSHbr7aEHj7l5WERFBUTexhkuju6dsBw8OqztbqlpVb7WiEk2bUnsVU4R+fkRSV66kjA1PTqqR3ZeTRM0Mu6+0zRgJsCTZfW/dcp4LTEcj4d0h3r2bSKsefTQBtWrlkBQuh8yZiUzKF6FUGrhu1nhgf3/kEeDKFeDECbKbxo2d30+JpQFPuWk+smcc5/Pn9Y4OquBuHlO1ke3N3lWw+y5ZAvz+u+f7WVkvCbz1FhFWlShhWVTIIKjTfV955RWkpKRgxIgRjr8lJiZi7NixqFu3Lkrc+aTi4+Nx8OBBRBvynS5fvpxG3q5duzB//nw8/fTTyGTYZpK9T6hj3jygQ4f7ladRBLIVCqdsDvlGeffdp1b2ihXkmA4cSA8i1czHAG04xMS4fxgtWbLEb7n16tGmSdWqwPz56p0P6QWSiZ11T/ICzarsfLJQwrzs3r2hPPV/xQrqabxtm4wuuoNtxpZWraLNH6n0RBNo1oxacej6eTnZ4GCnYfd1s/ZLb2ZiVX1S3cm2ikOHKEX8yScpip0mC8dTJNVDuq+rLSUn0w/HhswDD1B7sZ49afNn82bf15hx9IybJLLsvrKbbX7NY0ESSfV308dpbLxc87//Ae++C1Stul552zu/YfwOehn3//0PGDoU+Osv4IUX3IgxEDCZRXrPY1bgzd5Vs/vef3/a962sl5KTKZvt+eeBunWBypX9FhVyCGontW7dunj11VfRvXt3fP311xgxYgSaNm2KqKgo9OvXz3He5s2bUblyZQdDFAC0adMGzz33HPr06YORI0fiiy++QIMGDZArVy78+uuvft0n1MGVKtC8OTBpkv57ui7aLcgG+CIcq1frtRCqcP06sHcvcOyY/DWapiH5hlyo+/Bh6vmVL59O929Eewu9KHLkoL58DzxAv6se92rV9J1q2UiqbC1XICOpsum+ZqPAefIA331HvVJVYtIkoFMnSq30CYOjZ8aWFi4Evv6aIlgq8cwzwC+/6L97tRs3kVTZmlRfsv2Bz0iqWPy7OtBC96yeHWyj/IceAhQEBNzKLlSIfrK45Hd5bFHiwWF1taXixSk1fORIYP9+VVo749QpajEWH+/7XDN9UtevB+bOvXOeF5sxpvuGWiTVaeNEMrhnlD13btpooecLDS8l+qQ+8cTjkoLlcfIk8N57NAe3awf895/cdZ6yCNzB61rPZImIEfffD8ycqW+4h1LQgDuSKnT/+msqF3HNwrGyXkpNpfXYoUM8m23BjKB2UgFgwoQJ6NKlCyZOnIjPP/8cSUlJWLhwIRr5CAG8+OKLiI6OxoABA/DJJ59g2rRpePnll7F161ZUdrMN4e99QglcNRYPPgi8+abucKiWn9mQ1sKZJvftt3INzc2As/ZSyF6/nnq9yvRh3ffqPqzNvxY3d/nu59u2LdC5s/O9jBgpim0tgGvj5Pff9foQrzbjIWXQGwK1m9y9u++0WYdzanJhyk188e23tFHglVTqzrlaqiZlS1ev0i6ySKnieFgbx8XrwlpEI1I0qbrOrFkp7f+tt3zL9ge+NttURVL//ZfsUiV82aS7xXmaTRnD/+tqS+LUDz8EunTxX093OHwYGDNGL+nwy9HzcY3Mc9uY7is7j5Ur5zweUt8nEw62Ud4993gW6U8kVdh3tWpULiKd7GbSSV25MlJSsDwuXyabuXkTmDDBRH26ZCQV0G3G3TxjJZKaOzfVp7/4omf5VuBan6tSvtEe//c/5/IilZFUT/OYlfWSUfdRoyibKKMgqGtSASBHjhzo378/+vfv7/Gcxo0bp3loff755/hc0LMpuk+og4vRk1v+2bMUoXnrLT6H4PnngT591Mo2yudwCoxj8dlntEngqwF29CxKiT8z8AwqjakkLd/duHfq1ElW1TQ4fJhqaUUGDIdNSi3u/Iikli5ND4oBA4DChYlAQiXEWJQsqRMFeT6ZDmYd7Bs3iMDn/vvVNmQ3fo5798o7ejK2dPu2czqlapu5dImyExz6eRtSEfFJhVQkNSwMqFRJT2VVPY898ABQuzaNyVdfuSktEMRJFmtSOeexyZMputS9O7FwuuoIONuMkwzD7662xJmJs2YN8P77+u9SNmnC0QPknqv+sPtWrw78+Scx8K5bJzk2rud40+nOe4sWUUq0R5GeIuXe1PBz81c2Gil0Hz/+aSxZQpExVfC3XERW91dfpWgn4COSauG7wBXwGDoU6NsXKFBAvXyjzbgu8x1OqoX7+bJJK+slo4107Uqp6Co5PIIZQR9JtaEOXFGrI0colfXMGR75ADmRBw7QDqRKVKgAtG9P9VAcEJNLw4a+iYjMwkqqsmNS9gJfNUXG9HqziIqiBZI3+VYhtWliYndaoHBhStfat4/qIl95xW8V3atkZgEmVPYjxe/hh6G83spUCqFBdxlb4k6Z7d3bmcXadCTVC7uvQObM9KPa2fvgA3Lgt24F3niDnD0nfY3pyca/S0ZS/WGxlYVxnIcPp0iTEW4X514cPVdb4uQ0UJIy6+Watm31ukLV6b4CL78MfPopUKaM73Nddfc2Z06eTLXpvkoKrNSk7t5NJGdHj0pdZjqSCvBnPfhF+uRl3I3ZK6ojqTExwNSpeitAjud2njzArl302bqm/ltBjhyUTdGxY9r3VKb79u0LPP643tZQwMp6ifvZF8wI+kiqDXXg2v2aO5fy8AHazc+VS618gOoi8+VTL7dRI/o5dYpSK4sX956aZBbGsd67V51cwFraqQyLoq8H9auvvip/Qxdwkw+9+CLt4LdsCbRp400Rw+sgmfhnziRm2T59aNfUW3KH2QUH98POjHyj7jK2FFS6pxjGXSKSevs20KsXOXnx8fJtJ1TBZ59UHzWpf/1F2QPFi9P3aepUhbr52mxzF0n1UhvpakucDoc/c3Aa58iLThs2eL6Xk0w/0n3j44kF9u23aeNNCiYiqe7alrkVaXRSJdl977mHWrns20f6jxoFlC8vczPDS8lU5aCpuzSeJ1kLrLom9cwZ2gQDqDbdHUGQVWTOLNlv2CTy5aPsrevXaZM8Tx6dbFI1cdLatTTnG2FlvcTNnRLMsCOpGQhc6bjiC9SuHe3mV6miVv5bbwEvvURpv1xo1YrS8dauVSt38mTdgQ+GXXzHuSadVHeyV1kojOB2OEQrpLfeonppj3qYIKMQuHaNavPWrLGmoydkyUK74QMHknPgFSYjqXnyODvt6bpoN+guY0uBZFXu0IF23j0rc+eYAqlIamIibTr07g1Y7OnuFYsWUb/qmBjnv1utSf30U+Djj+l1QoJCheF7LnD7HXUZQ6PerrYUyEiq6nRfIW/gQGrT4/E8P9J958+nkgKvm3guMBNJBSj7qXlz71lE/hAnNWxIm74tW96R4Y+j5+VeQWczcB5rKw6241o//i8hr1AhKhcRc4Iq/P478Nxz6kkmXe9Rpgzw00/634STaiWS+sUXzutH18/VynqJmwcjmGE7qRkIDRsC3bqddZvuYAXiC8RFxrJwIUVrv/iCdkxV4vZtIjAQu16qv/z16lEvPQ7ZOXPqZFWAyXRfCSfV14O6UiXvNa0ysmvUoLF/7z2/RbmFdA2dH8RJ+/dTjVWjRhSBGDTIPx29QXpDSaw3JHUvXpyiYKIBe7ouwAz1tDK2xL2xIXTt2ZPKCjz1SAXMR1KNunKkzPbrR3Wczz9P6eei9MIBUZPqoZbTV00qwFcu0rkzRTeKFKHf09iMsY+mRCTV1ZYCFRWrUIHmZF8wk+4r9K1f33ufV2O6r9msihs3gIsXJTcfTERSR40CunUjpm9vG3r+pPsKmN14l3X0PvqIyoDMyJYFdyRVyK9SxUMWjkkeA3eyOeYwANixA1i8mNYDvXqljUZaQUoKZQ7cuEG/u2P3tRJJLVuW1tgiRdn1c7WyXgoLc07Ht51UG3clqlQBnn32mFcSA3/AyWAL6BPjjBnEhqcSo0ZRdEm0JuBkDFX9sGvVihaj/jjBZiKphQrR7qYrrhtZZkxCyM6WjZhPVW9wCPlLlwLLlnk7z7iCNScbAKKjJdtOmED//pTC5novt7qIhYZJ2+JyOLp2pe+pgNeUWfFmipwtGb8/K1YAJnjxpGBqHhMLPcmaVKPurVs712OrwNWrVLIgkMahl0z3deckaBqxSYoogep5LHt2SsUTZRZSkVTXhb5Bb1dbeuYZw+VM0ffWrYkMTqoZgIlIqqxNGtN9zfZ73r6dNgikoldext0VAwdStNZ4L3fwhzhJwPQ8ZpzuvdzrzTfJwTYlW1YFPzfbzEZSv/rKPZu1v88Mo2xudvhr12izMDFRnewzZ2gtI0pD3fVJtRJJFfBkk1bWS7lzU/eGP/6g3zNSuq9dk5rBcOvWLeUyxZdxzBjq+TVrFtWmqpbv+lq1bED9l3/8eP1BzbX75U8ad2qS75Pff59YDd9/n9oVuMKKLQVqY2PECGDaNGfWVucTDToFSQuayEhg+XJJ2SYjqZrmrL9qe69ZkxqNP/CAxGdr2NGXsaWwMKBgQXJqmjSxrGoaiLGOi6N02dy5vbRFSTEs9ExGUhcv9h6l9Qe+5jHZdF93KZCa5tyHkmse88iZYPyO+iCAAtLOS1On0oJ35kwX1mAF8CeyZCaSKuQPGAA8/bQe3Utznh/pvn6RPqUxNM/nyqbMOtlkKt0jzMeARkZSqqlo0SU9j0lGIwG+jby6dYFz52ieMW7O+ISk7j4dSTHv+vGPiUsuXqTMgY4daWPS93UaDnc8jJzlc6LkNyV9yvf0uxV4k63dFg9S/+UvW0Yp6IK4ytUmVay9uWwymGE7qRkIFy8C0dFVsGcP9RdTBeMX5vRp3pqloGHak8S339IDCeDb/erTB/jyS3IQZCETSRU9Uj2hrK9+N14gxmLzZtq17tABeOopv8WlgezGhj8taAKVdmqU72nNZnZXfOdOoFYtZ9mqkT27m3RTdxD3TpWzpZIlKV2LC2Is+venn6goz06NWXZf7s0wXxsnRqfayQlwdbA9RFK93csqRDnHkSPu5buLIHlL93VnS5UrAz16qNDWGc88Q5kDxrILn3AdPwmHY8oUYM8eL06qhXRfT7+7v5HLNQrIh9xG9zO7PdWBmBjnHtJ+RSO9RFIPHCB7rFnzFsqWlcjhNoFs2fxs+yW5oVqzJmX3nDpFxFv16jk/P1REUgFiVI6OlrsuISoB50edR+a8mb06qZy8A97sXWzaW4mkTp8OGFuhut7PynpJ4IUXKO3XZ2u6uwh2um8GwpIlwFtvFXcQ+agCd2SJk8SAW3ejPNXsxIsW0QNo2jSqkTTTr1OWRVHTqJYjOTnte+vWrZO/oQuaNqUU60cfpQXY4cN+i3IL6Y0NEzvrnuSl68aJH5FUge7dnSNkKhAZCYwbBxw8KKGLweEwY0vbtgFDhlD7H5Vo2tR5Y8bruBtrPCUiqYGcZ9zKN9Z1imikpjnsx1e6r1fZFrFjBzB6NJUUREW5ycJJdfPaS9qplXnJLMqXpxrgIUOIkVTGJs2QDxnJu2TZfWU32/yax7xEudOcKjkHp4numyT18yXf+ULDSy9OaocOVE7TqNF6zJolKZsZTpFPL//vL79Q1sAPPwANGnjOTLBSk6rrJHed+Ex9tb4LZCTVXbqvKnbf3LnTvm9lXrp+nTaX27QhsrBHH/VbVMjBdlIzELhSBZ5/3nkHiXPRHiz1IbIQY7FrFzVMV4lLl4BNm+QcAlfILASiouhhlyULRbFc0bp1a/M3voM8eSi6ITYXVdtM5cqUGgr4+EydNkAYIxAm4C9DrgyErOLFaTFjrNdTgSFDaIEn0pW9K3PnmGrOlv79l9hmJ0/2S0WPaNOG2JRFCy2pCHyqvtg1E0kN9DzmVPcnvvuGcwRxkq962urVvRP4+AMhv3hxily7siq7jaR6aePiakv589Ozb8EC9ZthAkePUqRTkLJ4hWtKtRdbOHaMNn4A7zZjTPfljKSacbD9SveFd+fRnbxJkygVWgqSm5JCfsOG9SUFy+PwYSKuq1ED+OQTSv+XgonSFKfIqevnbCGSWqoUlTCVLu1etkcYavi9nsa4medNtkj3VdEntU8fIDY2bRaOlfVSUhJt5m3f7j6rKv5ovFQJVyjCdlIzELj6pD78MNUtPvQQj3zOdF+jvC5d5BqamwFn7aWQvXw5MHasiYbm8L2jCdCD/7XXnO9lxHhvPREkwbVxMnYsRdwAH7v4frSgCZTD0aMHpZ15I6nwt08qVy2wkN+pE9VeXbvm5VyD7jK2JEjCRNomd22kDNmLU7qvl2hk/vxkjx06+JbtD3xFxZx0ElFgg83IRlJXr/bet9cf+Kqhc9JJIpLqakui/KRlS52QTBUOHaI0vy1b7uih2NED5J7bTjWpkrZVsSKcmP79SfeVjaR6ncM8ME57g+5EUrlIxYo+L7lznWHDw8t9xPdnxQqZ3TZzOH2ayHt27waGDtWfU75g5lllHG+PfYf9mD/vvRd45x1AtPw0zars43zO0gKj7E8+0bOINE3TN0oURFI92bqV9ZJR9ylTnNmyr6++js0VNuNoZxMLwBCC7aRmIHD1SXWVr3rxeOMGRfQ4ZAt5bdsS46bKWl2jfA42PCH79m3g3XfN9XhV0Se1U6dOLufLfzj79pGzMW0a/c5hk1L2aLyvpPoVKxJzZZUqlHbjV32RN5Xu6FS5MvXu9epQmoykCtnXrlHN1aVL/mrpXT5A9caCRMItREAvRUtjS+4QF6dHlVzvpQJXr1Iv5ri4O3rJ2E2q/tpbum/WrJSuJdK0VM9jRYrQJmHt2pTV4pr54DaSahg/WSeVcx4bOpQYSUVtqgNuIkjeHL2085L71yqwaBFF4EXvW1N9UkXdpQ+dZJ7bDuIXCXkCDRoAw4fDwfYv5WBrnsfdFULftWvJMfMo049Iqt9t79yljrvT6Y4Kw4e/gEKFTN7Dlwr+losYP2Iv496qFTmTjnM9RFKtRA1NBzwkI6mzZvGVdwlZ+fMDgwfr/dOdWiBZGBNfG8AyzzhPMI5J27a0/hC4dYQImW4dU0+KGgywndQMBC4n8sgRICLCD6Y9SWT/P3vXHSZF0bzf3b1IBkmCJAERxQRG1M+sYM4RM8YPc/Yz5xx+330qigEVMSAGMIuIoJJzzvGOeDnf7s7vj9qe6e7pnunZ21WQq+e5Z293Z3tqZ3uqu+p9qyobOP54YPr01Leg2WMPQgsPOSS14zJh1+L441Mfxa8PopeKPql5rJY7gLUvrMUfbf9AxeIKo/MvXAg88YT3+PUVk4VUiKwbLlCdOlH7k/nzCUEZPLg+Wqp0oscgrVCCFn0qL6e5//TTQbUzG1/3XBDO0ePnUkrGTkJuu40op2zcZJFUr81vumzwPfdQ4GfqVJqPro01n5MadW9SvZxU/jqkkxECUBVbvpUOoEaQvOi+8lxKZ02D+lBmvejhTC66iBBgv7GTofsyOf54KsikquDuPpHPc04+/piQd7/Ar2stUlSYdn0m8ZGZM6l1jiuwof0g968BkgoQdTOVkrQdM3SwS0vFMbVIahL7tKIi6lZgQkHnxZ6Tln8wOxQC/viDij6lsgp606bAoEEOO8zWrdZtX5IRdp3vvRc46SR38UCTNU4nXnOGFU0zrTOyo0lDdd+dSNJF9x0+nHj4AKFLxiXVA0jz5kC/fqkf99RT6W/rVjIqrVo5OWmpEHatN24ko5tKqU8BHxO6rx/NetCgQfb/K+9aCQBYcdsK7PvdvoHG1o1fHzn5ZNqwn3OO00dWKYYL/18pY8YQmvfSS+R4PPQQIXEqYQt+Wit6BpAgOUW87vxc0h9vPnYykoyDbcUtIyS1rMzpz1dTk74+gzpR9qLkfis7J1XhIGRmAs88QxV4O3Wi9j+jR6dON187psrF86D7ynPpr0oXkc+l/xA9hDJCsGosz3v3xx+d9lleuidD962uBqqqiPKbVBsUeNsd0+IuySCpjRpRXuTq1cDZZ1P/yNtvNziXYVAyneh70sWHktBd+ZwhqUl8scWLCakFqGiYMcosr7M+1ZsPS30qMHbdFfjgA5rzW7YQ+NGsGcRcznr81vzl/PFHh5HDxGSNMxkbEOcQu/eD9hjeUaQBSd2JJF10X3YDMXQp1Qbm0kspAlaPXsi+cu65tAEbOza1444cSW1ogO0jim8fmwK675gxY9wvGlqUdFc73bCB2pVcey3ln+hEKMpiqERhISEEs2fXU0mNNGlCm8bnniO02ZMyGzAq3qIFBWXsj6fJFuieC8LprpxL8uH1CMqYCK/r+eerKzTax7J5EzNDxkpKyA48/DC1oMhIU3h44kSq4i7bShXd1xRJzcwkpPbWW2lcrzzjZMR0Uw1ADA7wwl1zeS79lUiqyZx0zRcvhDQx3muvAR9+6DFmbXA7Nnw4BWWD7J29rrtK1q8nJ/Lyyz3GTKK67ymnAKtWObob/678cR6IbTJOaqwiFrjoU5Dxg1KVtePXA0llY3XvTuj1f/5j+DlF8TOVPPss2d5ffgmum6nk5QFt21LxKkAM2NeH7nv33cQotMeShjJZ43RiUvTJhIGwI0qDk7oTyb77ArffvlkolpAKSWfeJUCL84gRwCOPUKuCVIplkQFIFw3vxBOpt1U6xs7OBlq2dJ4HQlJTQPc9yNUrAghFzPiAbDxWXIctGKkS4zmZBJI6eTJw1FFUMKxr19QXkgFEvT3nDWNRGS6ue+5JSO0DDxiMnYQEciQ53VVzyXX4X4QCv/QS5Up79b7k6b4mSGogCncS8thjlJP6r38BAwdSwS3h/HzeVcCcVPuYNNnIe++loJK20jdvh2LqDRmvtzyX0omK8eN17OiuTKwUg/kij3/ccdRuTH2MlRSSytc0KC+nR/8PSU89dH/nHWJYffGFT/DX47f0E5MiZ4KoUHmFXHedk8ZhMnbtplpMbDIRs4+b7Xts0iwifh4b5ALvtx/ZBTkgVp+c1KTtmOoeVsikSdR3+NZbgRdeSC3VOh4nFJUFfdl3SRXdt08f2u+xfGD5dzZZ43QSDgPt2jnPdya6b4OTuhNJ797AwIFzcdFFqR2XGcV05yu9+irwf/+X2vGfeQaIRJz+dunMjUw18nPFFYTqnXUWPQ+EpAag+7ZvTzkWsqyXky4Q3Elt2pTQvexso48ZCxt/0iRCPfUHav43GBsA1qxJPbL07LO0SWLimRtpJ1AGO0c6HQ5WDMtvfB6NVM0lWfjrMHYsFdlJpSSTC2zFLHveeCGpTPfaWip88cIL9VLVJQUFomPqcugVdF9TJDUapXoAs2bR81TbsaZNqcczyz/z0l2HpPLP5bl03HHcx9OEvl91FaGGLH/U8zOsZVHEH0k1mZNW1IKpA6Ma+9tv6Td45x2DzwRAUh95BHjjjcRhXjYsCbovk6B2zLS67w03AI8/bj725s+oAl3JBP8eREnTfQ2r+7LxHnqIihNmZckK+I+hk2QLVgm6eyB+bPx584C77jJs6WQo8+cTTZyhv/bSydF964OkMtExFk3WOJ106EApY8OG0XMVkvpPpfs25KTuZBKJ+CQDJCHshnn5Zeph+MYbhDSlcmzd81SPn+pNzIgRhLypzpUqSYbGbRJ1u/JKcsDuvFPdJ1U5lwLSfdOFLLHxH32U/nTX3pSGpBrb/lyKf9evv6bCEUbjC2i3hZDhBU0X9f+II+jx5pvJIfNUh3M4TOxSKETBjLZtie6XauGvcyxGGzGd/rajx91HJkgqQP1dS0rovkqV+NpJReEk05zUsjKqGqwdO0WirZlgkJPKP5fn0s8/U3uuYcPSV4k7iB0LUjiJjT90KCFjquJ7AhIEGAfbkrJjAZDUZPukmtAWv/2WHLCZM93n8hT+VD6fCeIAR4ujhgpQTveyZYRet2hB9TaMxBCN9Ats8EWMggobe+lSYP/9qRWNEeXXEMFO535Pt9dLFZI6bhywciXVN1GdLxV7b9W6beek/kOR1AYndSeS4mJg8+ZOWLSIUNVUCX8zLl6cWopGup3IdDvB113nJNCnq/XPHXcAF15ILS5MxcSgPfqo9/tt2rRxvRYUSf3pJ+CaawgNZq0QUiGq31W5aPO/SRJIqup5fSXQ5lHedPmsg7/9BpxwgkPtS5fDsXGj/zE8CqyaS7Lss4/T8zIdwtS57Tb6mzOHUiSUwjY4CidVtdFJtx0L0ic1aE5qunX/6ivKQZs+XT2+SXVf/rlqLvXoQayZVMtppxHNt0ePAB9ijm3EnO774otUM0HlpApUX258P0nKjnkEB7zGD+KkmiBCW7c6Dqrf+OLgZudZvpzac/XuXYXWrXP160dCgjipjRsHnC8JMS2c1KcPBdk2bCAb1qcPscVs0eV1G+ng/D9njp6C7vocHww2rKqsel4f0c33VOWkvvkm9UxmIuvO26V4NI7i8cVo3r85Io3NndejjqLiT7vt5rz2T0dSG+i+O5H8+itw4YU9cPXVqR03nchSulGrdI/Pj5dqSusXXxCV7ZdfKKJp1EKA6ZWCqNvcuXNdr5k6qSefTJvSf/2LEI5UFyEy3YAJi1KSCES6Aye68YP0LGQSizkO6i23UFQ/lfLbb5RTtGaNwcHcZkk1l3SyaBHw3nvAhAlJqaiVY4+lgAkTz401Q1K5DQ5fCEf+bf5KO6N87lPdN4iTmmrdJ06kNI5zz6XWVEcfLR2gQGG8aKdB5lJ9ZZ99qCjQZ5/Rhv277/w/E6RwkpB7prEDspOaTkZIEJtjojuQnJOabODE1Fk67TTg8MOBc875Hb/95o+Ux0r+gqo1hvUThg6le+qmmwjtLC0V39eyEUxUSNaOGer+dyCpQnXfeqzl/PihkPt8vF3Kfy0fc0+ciwXnLjAae8MGYindeCMVC+NtpJ2T2uCkNsiOLunKQzvjDOCVV5znf0X0a0cZn12L1aspOptKWbuWHNQFZnZOEMEwa2TjRqKdZmRQFUhZTlIlqhoGBXfZhVoK9eqV0CfFjl737kQLZaL9XV2/f/AN0t8WOJFfN7iGbKy996Z7Vu4ZV1954gkac+JEg4OZ/nHNXNLIzz8TFf2115JSUSvXXkvRcEYJNcmnVSKpgGJeeT+vrwRyUmUkNcShej59Uvv2de7ZVAkbf/fdieHDV1V23Y+afDpeb34u1dVRcblGjYAZMwyDJ0nI4sXAlCnU2sJXGJJqUDipvJz0BjwCbUnSfZNy9AIgqcZ0XxkVD1B5vnFjumeNWTgy88Rn/EMOMSt2EwRJXbCAcvfPOIPyLo2LvvLxVJ9ABO9U6+jzybSg2WMPsrt9+mjG1kiySOpfAXgkUxnba/y8PPp/v/3E93m7tOnDTQCAwu8Ljc5ZVQX8/ru6jaGNpP5D6b4NTupOJOnqk3rkkYTKsNYzf0X0K1XCj3fNNcnRcLwkUDGWgMJ0nzqVaCZLlwbQy8Cg7bcfRZNjMTXNcuTIka7XTJFU+/g0BU7GjhULyWjRyIAtFYC/zuF45BFCm5s10x0oPTVAUNI5H/nxL72UkMn8fI9jmaMXs5RzSZZly6h9zs03i+dKtRgVOksAJ0okFe7fomNHQpmvv95g7CTEF933ykkNw9kJKAAh/jrPmAG8+27yeqqEja8sxqKh/rocG+5683MpHqc0l6oq6tsZIBZiJEuWkK1hgUIjNJIhqQaFk0Ihh6qpGztZJLVXLyriZX8ugO4m50on3ZeNd9RRtG4fcIDvRxIfNDsPu3/GjfvZaNggTuqSJVQc7+uvqYCaKSPEtHASIN5LWvp8EjaoY0cqKnXhhYmx0oykpgvwuPxyp26KUEQyBUiqrqgUb5ea/6u5/X/l4krjscvKqF/177877zEktaEFTYPs8JKuYiny+KncPGZlUQXbr75K/dj8eDfeSBHZVPd4TadTwMZeuRK44AIzqpn92RT0SR0yZIjrNVMndc4cyhEbPZqep2NOGrVx8cp/08jeewNPP00bo732EkvDp0LYtTjoIEKbdT01k3Gw2diVlUQhSnVlYv53HD+ezqMVFsmOW8q5JEtREfDNN+pzpULKy8mhkVsUqMQXSZV0y82lYB4rLJVqO7bLLkCXLkD//lQFvWdPSV9+Q84cbOYshUOeSOpfFdh4912qSLpwIfeerI8GSeU3aPxcSndA6aOPiBrKCncGyes0KZwE+K/byeakDhhA7d1YtX8j3TWonFKvxHvTp9Marh0yicJJKakya+AsvfLKOWjb1r89T7TE3ElNOl3EEEkdOJDyl+1jdUhqPfIvg3YsMEVSx44lRyw3N3FsGgCPLl0oXYT1T09VdV8/O8nbpXC2M3ELv/W4OaSxAarf8cgjznO7cFID3bdBdnRJF2q1YgW1+li3jp6ncvMYChFd66ijCIn46KPUjQ0QfeWUUxz6SqqFXeszzgjWND3I2LrnnhJgI6AbOy8vz/WaqZM6bRpw3336SnipEE/KE3tdXpQM9OjVi+haM2cSgnLXXcnrqNTJ1CmoB5K6ciUVX0hXGxcmnrloXERfNZf8xk71nBk0iGzN5s0Jtbx0T2wI+A2OF5JqH5MmG/z885RS8PvvhDTzhTUAKOm+PJLqVcQn3ZW42bXYtInafixezL0nI3eK9jnyc34u/dW5wCZrn5yT6nXfXnyxvxOZLN2XySGHUE0DIxZRgKDep58C339Pa6xXPYb6IKlLlgA//hgglcYQSeWv9ZYt/r9rECQ1WTtm6mBv2iQyWFznqweSum0bVbFlRc6SQVK95kxODtH9v/2W0jo6dHAfk6wj2aIFOXgymyJV1X3ZHLnxRuDss91zkrdL/Nzb9t0247Htz/Pz+B9O922o7rsTSbrovq+8Qjx8AOjalfJ/Ui3NmxMSkWq55BL6q6ggpCY317Ahu6Ew4zJrluPEp3ps3XNZghp3v8IXV6sqcBmGvdJN4z7xRGDVKqIl7befVN1QUER6moI+afWV77+nyP0771BBqZtuEvP0mGyPVOVkKhNbcUs9l+TD06x7oPEZGsFRxew2LoArCFRYSFUZIxHa6GVm1k/XoOKVk8ojqargVZMm1O7jt9+Abt0ooGecR2cgnnbMkO7LH8fPpXTbmaTmZOIamxRO+vRTSrcAUl84KRqlsf/9b0rXMRE7fy4C+h4e19O0KJtXpWad5ORQzYFly8jpeOgh/2r0NDj3r2H7HMD/d60Pkmpsxwx1953z7HkS9nPaNEJqAbG3sZ+Y9kll4iqelpCiX4ow/6z52OP1PdDu4mAUpp49ibkVjdJ+Lxym/V6qqvvaOa4WFbW87z7xfWGN465ByW8liFXHEMnRF/Tw+k0bCic1yD9G0kX3ZTfQgw+SY8CMWCqkupoKmlx3nT/lpj5y0UVUHOiDD1I77siRwMMP0/9/d9Gn+jipqrFHjBjhes0USU03wrF0KUUyb72VUE8dZda1yTLQo7CQcvOWLaunkhpp25aQsEcfBe6/36OlUxIOdqtWlCvK5G/dtHPUTdVcch3+F6Jip57q3b9QWd03U4+kFhTQXHz0UfoNmjZNicoumTWLila5aNx8Tqpc3TcMu+CZaqPTtCnw2GN0H61eTTTxVIrXnNEGYjwKJ/Fz6a+uDp9qJJWN9+ab1HNbeUytrIS/DgDw0kvk7A0ebHY8P7ZJ+xyA5uGgQZQDqJNkkNRBgwgx/Pe/E59JwtHzcpaCrq1BnNSkg21J5nXqkNT6tKDp25fswEsvGX6QR1I9ft+nnwauuIKcYZWUTCpBrDSG4l+LDU/slnfeocAbYygI90891sP77yfn1B5KGou3SwL9uc5CvNL7xDszktrgpO5E0qMHMGRIkdBmIRXilzBeH6mtBd56ixbpV16hXIJ0SLpoeOedR/mi6Rg7EqGcXSa+GySXofNWyI/ueyzv7SQkaJ/UY46hxe7uu40+ZiymczIZNPKHH6gIyx57UH7qE08kp6Of+DIfknCwDzqI6FrPP+8zdpISZNPO5p8Vs5RzyX28+djJCBv/7bcJKfSsYqtAUoW5r9lUpIsy++CD9Nv27UttnaZMkc5viKR6bSDTZSMffpiCSvvsQ8+NkFQPui8/l/5K9L1FC9EeMymbUYbarVyElX0nBpx46MTGP/10YocoRXK2TCuU8nPSsgyvDfuMQT7t8OHEsBoxQu9gAwonNcBmu165kR5O2jXXUIEgJr4spRpznZO1Y6a6s/EOPBC45x6qgCweID0GkGTtmKnu331H8+bxx4HXX1fkMjO0sh6ooWzHhMJJ9bAPhxwCnHkmVSnnx2ci2KWA7IFQSK567vzfkJPaIP8Y6dEDGDDgD8H4pkLSmbPEG/B77jGk9ASQBx8kysfXX9PzdORGBl1ITeWOO4CaGoo8AsGRVD+jxsbbbTc1dWsRXz6XiWELGjZ2q1ZEG0o1ssTGnzWL8mdiuqh5QMedHxugIi8FBcnpqJNnnyXULZoIzqeyTyoTP4ejdmst1v/fetRtqzMeE6Bo8jvv8Dp6HMxtlpRzST48cXwkAnz8cepzgYPYMde9E4Iw9+Xfgo29ZQsxQ557Lnk9VbJihZMnBiicM9OcVIVNqK2lec6YA6m2Y23aEBWvdeuEfiZIqnw/c8/5uRQOU//SdDnYbLzbbiPUUEYMKxZXYMaBM7DoIkcnV59U7f3t/O81J5MJtPHjv/ceXSeTORkEBb75ZqLhAj7BqiQKJzEJ/Lvyc8tj/bv/fuDFF7ljUzhvUkH3NUFSn3mG/uTq8HagJ4kvlWzBKkFfj9+XjT9mDOV2ymtrffJpJ00iva+9NjGWwklNRbqPjrEorHHyNfD5PnvtRYyqTz+l5yok9Z9a3bchJ3UnkxamSQQBhN0wjzxCzt6TT1LlwFSOzSTVG6TaWrG9SqqryY0a5STQp8MBBgLQuOWIe43laQEuu4xaNzz5pLqCrWouBaX7prsYy3XX0WNJibqVi7YPo4ekm0L4wQdi71vt+PLrAe4NvzmT/1o+Vj+8GtGSKLo+2NV4XEb1f+ghg56RbJMQt4zsErsO3bs77IRUShCUwLWZCRMiaYvHHHnrLarym0r2gC/Fj3dSpeJDfjmp+fnEGNCNnSpRMgdkm2WApPJzqUkT6i24Zg05HbvskkqN/e1YzfoaetxQw30o8Rkfyix/HT74gPr3Xnyx4jiPdjxekpQdY/dIxB9J9UsXsd9Lgu47ejQxq1g/5mQq5Ppt6k0K7wHunGA/OeUUqm5fUUEpBaoe5CoxRSN97VgKkNRp06iS+AknmAEHQXXXPa8PkhqPSwhk4vuniu47fjzZytWrEzpKKvJ2KZk8bEANeNg5qf9Qum+Dk7oTSUUFUFDQAitW0EYvVcLfjDNnUmGQdIytep7q8VPpBMfjwPnnp2dsXq6+mih+/fp5H+dCd2rjiDTWQ5///a/3eDmJClP8uMJG3UuXxEfGjCHU8NhjidKWKjHegCVBmd1uig9pqJBe8t13VCiM5SzqxmbVKmOlyYVnTYqE8VHxHINqZUce6aDL6RB2La68kvqZjhtHfYKVIl2WUDhEaCobS3ai0hxs8x3fr0+qR05quuf7F1/Qppf1ixTSDAxzUvnnqrnUpQvwf/9Xb1VdcuaZNPZ++2kOkNr98P/7FU7ir/Odd1KQTeWkJmPD5PFVz5WfkXUHBfpCCo9IZcdUjlMyG/b8fMdBZWObCB+U9LKX69YRS2n33avQokWuJ3JYV+SwTULZ/utfixbmBYcEMURS99iDnJmtWylA3qWLWKgtFTmpAAV/unQx/KBhTqpfuoi2cJqB6OZ7qpDUZ5+lVCAmsu68XUo2sNS3LzB0KNC+PffZ2uSvyY4gDXTfnUimTgXOO2/vlDoDQHqRpe3GIUhC0q37xx+TYzdnDlF+WU6XVuQFIGAEWJZVq1YBEI28Kd337LNpU3rssdTXkW9OnQoxdQqCNKfXjf13BU6SQYFrahwHdfBgfQXOZDcyv/9OvUw3bTI4mENS2VzyklCIqL7r1wOffUbVZlMpRx/tFNOoqfGgiEODpIY4R9Vvs/UX27H65KSm28H+9lsqmHLRReSsCiwcw00q/9xkLqVKDjuMaInjxwPHH+/087b1YgEBfi4xJNWHMmtqZ5Kl+6YESfU4n7H+SSCpSd9Phs7SIYcQBf366ydhxgx1dXUm0SIncqZy1lMmXsEbTkaPBubOpT1Bz56KQmdsnCRsULLXPWh/Wu34KUCB7aEUdQXqg6T66c7bJdfc84kFL19OVawffJDoyvweviEntUH+MZKuvJyzzwaeesox5OnM39guWggYCq/rtm1EOU2lLF1KSOTcuWbHuzZ2PsUeSkqIutKiBfWPlFGs/v370zjcJsOU7tuhA6G/jEaY6t91t92Ajh2d58ZIahJ031Trnk4klY3Vvz/RTrVF1NiiGfB+uP12qow7dar/sbzDweaSiUyYQAyFp54Kppuf3HMP9WHec8+Efh7fXb6XbAYBo6z6IKnpDmyY0H1Nc1L5+bjnnk5hkFQJ03XPPanYC0/Jdc1pBTIpP+fnUmEh2YF27WizvnFjSlW3Zd48Qt5lBoGqryt7zQ9JjUQoD23OHHqutTP1LJzExMiOSQ42oLc7pnYsmZxUNlaHDkT7Pe00/8/QB3kF/cc/4ID9fIfknVQTGzxnDhUG+ve/qWgYq4fhJ8LvavBb6fZ79cnr7NMHeOEFyvNWja2VJJHUVNN9VWPL1bGTydXlx3/rLUqTOuII8X1hjdOkMeikpIT6ATO2iXDefzjdt8FJ3YkkXX1SBw6knlDspkzlpv2vQlIbNyYqVc+eqRub1zUSSX31Y6b7ggWEXi1d6qOPgu7rJe3aUV/EkhKguNh97UePHk3j1DnjmDqp9vFpCpxMnUp5aExM8zqDFk7yHDtJ4Qtf/PYb5aKpD5SeG9x3pnmX9lwJ+N3Y+IMH08ZxxQqvgxOPcWcuecn8+ZSLeu+94rlSLUaFzuT3Ep+xnVXp/R49iGp92230PN1IqmtDVo8+qUzXZs2ARYtS2yOV11VpH3WBGA86Mz+XolGihm7eTIGrAw6ot7qCLFtGKCrLQ3Ndd5laDe66+xROYhU9WVG5VCOpvXoRXdkex2BOCn1Sfc4XFEllLZxMHBA21lFHUY9X2SHQf04RrFEI+x1/+WWc75gsNYIG9ddh5kzK2X/tNWrtZHw/GSKpTLR2jCGISVBbe/Sggo2XXJIYI81Iarrovuec48wZAUn10c9k/EaNqLWTbM94u5RsEctt24CffhKrt9uFk+LJO9jbszQ4qTuRpKtPqjx+Ku+TXXah6PTYsfQ8XUjqzTdTmfyTTkr92EB6CgSx8SdNIvTq4499PhCQ7uu3yRgyZAi9ngSSOmsW5bz+/LN67FQIv0iY0n1NFqj99gMeeICiyV26pL4YC7sWRxxBeZi6dM1kqMrsOkSjFHgoL9cdaD6mavzNm+meLS72Otg5B5tLXrJxI1U3ZBUfU20L6uqokJqdq5RCJLV5c6Kxsi4Eqda9eXOqknvMMYQw77WXdEAKclLTXeRs9GgKzMybx70n6xNXv85fb34upTug9L//0W/KmAM6BFu1STftNeq3bieb33bBBZQPzIrLGV2bJJDU2bNpcx3RpIKw+RjODgvPPdXwCmx4flDzv6xTQoWnn74I3bp519ngkVQTJzXd1X1POIHyUpltTyWSyiRwxwJDJPWHH8jOt2mTOFYXiK0H3Xfffamg5QMPJIZKEZLqZycFu6Sxa35jV1VRK6qbbuI+yun/T6T8NhRO2okkXajV6tWU58aqeaZyAxaJUAS8eXNCIrKzUzc2QMjpMceknsIGiNf5oouINuvVL64+46ueu46XNzO13h/wGz8vLw9DhgxJimbyyy9UDEQ3dirEqDqjPFcN9Ojbl/4efzxZzbzFuPJxPZDUKVOIwn322cDnnyuOY3MlSSTVVslzI+hslthc8pJ053WeeCLw66/684nKSM85JNWC5YmOAanXnW/7oxLh3pcos6GIWU5qOvpg8+NPm0Z/7do5+fXaQIwHTZ+fS+meM740axMkVaNTbS3lnzEKcSptGC/77EMVZ3v08D+WnzPa8yfks88or7tnT0KXtJKYj+GcMGLlsUBI6tq1FKTt0MFwDeeG9joPf61Xr/Yu2MYXTkqmpkGq+6SuXEl/uvPZgZ4kboZt24g9sHixZmyNqOjuKmGVjkeMoK4LcoFPvrd2UGnVikCIbt2kMVOMpD74IOXZ33uvWBVdWONkuq/P9/GyY8I+LgalVxerjqFkQgmaH9UckRzDwiHbiTQ4qTuRpGuD9NBDVCIfoAhYqh1JgChPqWprw8u//01/sRhtCsJhICNFdwVvWL79lhq9p9JJDZwbGRBJ9Rv/hkTDXaE6XjrzoQLI8ccDpaXAoEFA1676TVIyaGS6Zdw4mos//EC9Ly+9lBxKl+gi5B4StBhLskiq3/h0MDsIuP76633H/rvzOoX3AiKpmzYRrS87m5yOrKz6ahtM+ECS7DiFwiFbf9VmqWVLyjVeupRy0jp1ooBhqsTTzuioih6Fk27gGoGn28740hOjivtIQiN191hdHTB8uH5s+xxJ0n2ZsDXQSBhaZICknnGG4ZCM7pttTvfNzKQUnYkTiW1yyy2Um+p7Lp7u62HbgtixoEhq0nYsIApsH2pKmTeQn38GLryQ/m/e3Cf4ICih+V8jJ5zgPU4y63TfvsD33zvPLYv2xLKTmuwegF3nFSvo7/LLRSdVsEtJIqmq5/w+TnfvbPjvBqy8eyW6v9Adne7o5H2y7Uwa6L47kaQrJ5WN98ILRPNj+QqpkOJialFy112pG1MlV1xBG0iThc5UsrII4WCI299d9MmVk1pPuu+bb75Jr/NIquF3TDfCMWMGoTL/+Q9df211Rvm8BnoUFVEk2VU1MUXStSvRtR5+mDZfukq5yWxOW7WiypW+toBzIINIoDnJvffW0LcAAFu+3IKSP9QVxv4qVKx5c2JXKAMD7FhFdV9An5O6YgUVqXrkEWKGtG2bEpVdsmwZzf3CQvF1r5xUnu6rmkNt21KP0fvvp/x3v9z3oOI1Z3RBJK/gErNLfmOnQoyrKquQ1Ig3ksqP/c47HgHOgEVYmDz4IAVkb7/d6PCEUvRggqQCVCX7uusIEa6pUR8j031NCifdfDPRWe+/PzGG6e/KH+dVvTvAvPmr6L6mDrav7vVw9NhYxxxDezMGTvh+zhBJfeopCpgsWuQzTnKd0QBQykgoxKVeyLU5ktynPfAAXQ/WXkj+nQW7FJCirwvkWZYlIKk6Vhvr0yz0a95BpAFJ3YmkQwfg2mvL0LVr05SOm046WFkZtSgBqNBDVhZw2WWpP086UObMTOq5mJ9PG4J0Iz9+TnBQuq/fYnp6og56Mn3G2Finngq89FKSfeMMxjcuEKR5rpJPPgFYUPTAA6lw2GOPJaOlt/g6kkkgqccfT39vvUUbR988t4ALdiC6L6fvaaechq1jtmLBWQsAAEdbR9dr7GSEjT9sGHDuuT4Hq/qkAg6SKt9rabSRAFHL/vzTacvz8ceUc2if36O6r1A4yaKNj6qVRrqYOE8+SdT/G26g7yCMr6P1yq9zv8fpXH+Gv5Lum5Xl/n3tgAA/H+S8Tt09yH3koovMc9NNA0uxGP0FuY+Yo2SCpH70EVBZCbC9+csvq1lWtpOalchJDUDlTFdu5FVXUV/5N97wH19wUqG/f5z3JZWS0N3LLrPxjjmGmA/y2ppsUTzAfF11K6U4v0I++YS6FYRCwMEH09rK8lPpw4mHFORe2rUHUoSkHn88Pb70EtXc0O2XAMX6YPB9wmHeOU08GrZvYt/Rr1jm9igNSOpOJF26AAMG/Iz77kvtuMY5dPUYGyAk4tZbUzv+XXcBrVs7EcF0FvBJ9ab6iSeIEsaoWr66B6D78mN160bom/z7Tk1UCxEMpXFUmB7btqWcJWEhSoGw8Zcvp6hsXZ3mwCTyufhrM326mP+TCnnuOUKAWbGOdND8fB2OJPOW7r8fyMtzNqOmSOq0qdOw8h7vC8muQ+vWhCzdc08g1XzFrxhLrCqGgrcLUJNf47r2zMmzabMyayEx9vLlVOH3+edTpzdAxYb4vrGu664onMQjqTwyJm90amupUna6ClZ17kzFyNq1c4+vRVI9kIipXP+jjAzKuWzcOHFcmpzURx4hpJBVb7ZF0TJHbkFj0ifVc23V0Tl9hI3/6qtAbi4xN3xFdrCh3xhfconY4kprx5Kg+zIJGjgxRSNfeAF4/XUgIyPuO36sXIayvXVIReEkEyT1ueeA//s/oH17WQHpMYAkW7BK0NcDBWXj/+9/RJddtkw+QDGeoXz/PaWNseCdzkmtT0EpQF/ojLdLQVvf9e9PAaUffqDntu4S0ODnpLq+6w4gDUjqTiadOqWej84v1F98QQs1X9o+FWPrntdXysrEyn2pHL+ujnpbsYJSqdY9HKa/zEyz8V0bPh8k9aKLaMyhQ6n9hCxsLtWH7pvuiqGnnkqPa9dSLp3ruCQcvXSjM//9L7B+vcH4SSCpTHwrhiYZbWcbgFdeIYfMM6+T03fXwl1RuajSeS9muSpFs7G6dSOGQqrFDyXY/MlmLBm8BLteu6t7M8DovhE1OsZfh1deoQqTqUxh8C3go6D7KpFUwFV8Y9EiYP/99WOnSpTMAV2BEY9NHr/G7borITMbN1LghzmrqRI/O6YqnORy9DTXk78Oo0eTw33eeYrjAua32Ydxx1VXUzDCV9g94kP3Vc0Rbf57Qv8g1X0//pjydf/8M6GCqWPhMbdUYuIEu66/j/pnn02tkGpqaD6aVocP2sZFOyeTrDfAj/3zz5Q3esghFCz3FUMk1deOsReSoPvW1YnV7NmccVX3TRJJnTCBUoFYeo6sO2+XkkFSATfgIQMNunvHdlJ99nzbozQ4qTuR1NYC69aF0b495UWlStjNWFJC0XyeZpaqsZn81YUv6iNlZY6TxJ8v1Y7ZOecQGtm3r8+BAZDUUIjoWl4STZQ8rE/hpF9/JfTt4INTF9gAAjiSSTh6200BH/l1Az0+/5zyXFk+rd/GMdmo8qJFNIc8I+7cuevGilB3vCaOSCOxCuHAgVQMK91VZs8+m/JRR44UW1LVbSYdo4VR13XxK5z0d9oxy7JEFCZqoXx+uXP/8zmpUGyg0jzfR48GFi6kXFrAG0nVISm8zlFFKdb27YG3306JuoKccw5Vxe3fX/2+qgWNXN3Xr4ULQD28AY3zlyTdN5nfVchjDtG5VPqr5rfW1jC6b4453XfFCncRHCMxRCO3bqUxO3WqRlZWI237HEBxv8TdATZe2rdXoJsmYqh7167EZCkrI/ZD69ZOIBtAvZBU/jr//LN5ATjTnFTfYpDs/ueDboyC7rOx0s13F7qYpH27915g8mTnuaw7b5eSDSztsQfRiRnzzEXf1TjvrJc939N+R5EGuu9OJPPnA2ef3ReHHpracdOJLP3dhS/qI0GiycnIhx8S2rl2LXDjjfD9XWXD6Fc4yU+2JCDiZJDUCy+kisd9+wJPPy1uOFIhxk5BPem+quf1FdOqzcmgwOXl5KDm5tLcOeoonRKJcwT8clOmUOChvJzaR5nSFKuLqsW3qt1fJiOD6Frl5TR3/vgjkGq+cuSRAEsbKipyI0tMJytq6ZFUTeGkv9OOybpuGb0F0/eZjpX3Eb1aRlL9nNRUO9gff0w5+wMHEhohBKs0VFYvui+zS3+FnHAC5dPOmkXVbD/7THzfC0m1AwMGSKrXa8kWTkpq7WPHhODsHuuBpFpxJ4ASpHBS0sWHDJ2lLl0oFeXee//AokVUz0OvjHwSM12CiimSOnEisVguuoj0XrhQPU4yLWiS3i8Z5tP6IqkSCmzFLcw6chbmnToPfqKzYy50MUn75qe7YJcCtqChvTs5qLfdRl0LALfuvkhqA923QbZnSVfhi3POoQjP++9Te4VUjh+4zUpASefmkR+ruJgQoFSiqLNm0Qavc2cn0u4p8gLjQf2wLKLHxOOE0loW5b3xFU/79OlDw3LROdMNUvfu9DdjBm3sUj0nW7emwheMyq2N4idROGm7mZOaBdxk7KOP9kbKk21TcPnlwJIl5Gz8619+ujj6NmvUDFWosp+rnFQmkyeTI3PooQ7dLxXy7LP0eOih5Gy7NjXMSY1ZgZHUv3XOSBuiysVEq65ekQgM+OSk8rp26kQU2lQK07VPH/ec0QZi5OvHfUdmlwAK4B1/PFX3Hj+eXmvevN4qu2TOHODrr4kRwosJkqq7x1q2JJrytm1OK4t4HC5Uzx47AroOhnMrmeCDrXuibZEVs5R2R2WzlOgqt6kOZZnnpLLx99qLcl8POMBfd/ogr5D/+Hvu2ct/yIB035kzKZBXVUUIZ69ehu16DCmzTLT7vXogqfvvDzz6KPD775TKlOrggO/ax54n7vfKxZUo/b0UABCPxhHO0ONuOgdbRhfr24Lm/feBk0+mgCovvF0KWt13yxZKpeNb2gAKqrJfTuoOSPdtQFJ3IklXC5oLLqC8BEZ5SuUG7K9CIDp1oo3vHnukfmyANkZNm6bWSWXjr1pFGzBXkQFJgrSgqa0lylBuLuVHbthAifu8/PTTTzRuEoWTmPjlRiYra9YQZcu3YMp2iKSy8V55hfpRapvUByy+wI/tOw/Zbx3wu7Hx77mH7MKCBdKw1TFs/WoromUiZXZrwVbhOJWTOmMG5aIyZzLduZEux7IeSOo++xDV+oEH6Plfib67nM6KBPUrscFR5qRywnTt1ImcvilTUqKyS1flnNQhqR7BJWaXAMr7W7aMAnotWqTewV65kq7Hxo0JdWV9vXJSI95033CYiknx1FDlvJFyXE0Rsl69gBNPpLZU2rFlSTWSys1NOyc1gJP6r39RusjAgb4fSXxQfW7d+L///pv2GN04fg7Hb78Bd9xBtuCeewL0Tjd0sJno9nv1yUndbz/goYccJC/VVZV9kVqJ7i/sYXy+DhsrI4Pmy2GHJV5PUeEkNn6rVpRnLFOhebvkugY+7AF2XcrKKEAwc2ZinICFkxrovg2yXUu6HAJ5/FRuwLp0oZ6U7P5OFwJx440UqVIVppClalUVtn2/zfe4dG2i5fE/+4x6frFy+drj5c2qRzlyk03G5ZdfTq8nQfedOZMqtLINb7qulW+BIBec4D/mAQcQ5eaYYwixlSOm9RWm63HHAQMGqItWAW7dg6LAdXX6qsfJUsLY+JMnUz86ucfrijtWYP6Z87HwooXCpqJDW5FPp3JSV68G3nvPQU/TPWdcU6PKQVJd1X19kNQ2bYiudeKJ6rHrKyygdPLJVCBo332d97QbF7bBCUPYCejovukucvbzz1QZevZs7j0dkipv6rjpwuwSP7bueX3l8ccJeR8zRnM+RQsaF5LqoxN/3ZVopFQt2NQGX3stVQsdPFitu1KYQ5xAUgG13eH1XLCAGFaqNmP82hHESU22yqypo8fGz8u7GH36UNBTO2RAJDUlVGUPW3/ssbRGsboDurzO+tCSVQ5wyR8l+LPrn9jypZtub0pVHj+eAj/duycO9aH7C06az7xnuh52GKWLvPQS3GPIugYQPzsp2KWAgQ029tq1wBFHEJUbcAMNOrovc053RCS1ge67E0m66L7r1xO1spRYFyl1JLOyKOLbqRMwahRFwVIpu+9OFC3PnBNJFl6wEGXTynDg7APRZL8m2uP463zVVfT8zTelIgb1kMAbMNng1/hHkr1ee+uttzBkyJCkCid9+SVt8LzOlwrxZQ+4Ngz+ihx1lEcuZwrE2CmoB5L67bd0bx13HDkH2rED3st+FML81/IBAIXfFCKjlXMz56/NR2M4pVdVTmq6KbMHH0yIG6tv4YWkupwkHySVSboChd98o39P66Sy1h/hEBUdCQOI653UdBes+uIL+nv5ZaeasG4z51U4idklILhDUFNQg+qV1Wh+ePNAumufqwqQycinZoNaUkIoIV+RVJvXaTCeTrp3J/o/cwy8xB7bB0nNzKS2bpZF6SK6NU/ppBpU92XXYcsWumdbtaKAtrH+MENSN2wIYcMGQuS1ItsCQ0SPSVKViT0+M3eud8eCZFM5AKCwkPZ7a9cmhuDGmHPiHMQr4lhw1gJ3n2tDJLVjR3r8v/+j/aRMb5XpvryT5jfvd9mFHDw+gAco0MV6IqkvvQR89RVw3XViMUveLrn2HT6BGZ0da2hB0yD/KEmXk/rvf1M+DkD0ylQ7kgDQqBHlvqZaHnyQ/kwlHo2jfDbtGiqXVHo6qbxhefddenz99dQ5qUE37UHovqqx5NeYwU0GSU13MZZjj6UxL7yQ8tF0eWj16TWaLhk/nhDOGTMINTz9dCri4RLd5sNDTAMb9mIX0FYEcgq493ZtsytKV5Q64yic1HSjYnV1joOqGp/PSQ2KpBYUUB5abi4xQ0yrYqZE/ArRcO1zrLibytymDXD99eQ0HXwwIWI//pg69TztmC4Qo0FYAMcuAcHnzJ8dCKY/YNIBRo6qnx1z9aTl/rcp1hqdKiqA117zHp9epAdTZFaWa6+lPyNhY4f1PYEByptllFDP4fic1ESfVNPWMKEQsYg++wy44gpnjfU+Ifevh70MYseSRcVMxtaNG6SNi7ZCbhKI4eefO3MlI0PMj2ZpBEqdDJFUJief7D2OTffl2WA+4x59NBWVco0pOW7JFJQCnOs8bhz9nXii6KQKdilgdV/dnDGt7ttA922QHULSlZPKxnvrLYr63nRT6sbevJnoa08/nboxVXLLLWR0/RqaV6+stm/4mnyv8Co5Rv/9r5NDB/zN+bqSAasv3TcvL49erzNbPIVzJ0l5MpUJE+jvkUeAF1/UOHmAe0NnoEdpKdHXCgvrqaRG+vQhutbDDwPXXEM5xypJhqrcsiWNz0rY+xWUCrqRCTIn+bE3bRB5wSZIarrsWLdu5IzxRcJ4nayo5b7WPkjqnDlU3Oyxx4gZ0q1banVnkp9PhauKi53X/KL0TGfbaZLsRLduFFx74AFg2jQnHypV4jVndIipV04Xs0uqsU3tb/GEYqPjfOck04s/joGRmp66qrHffpvSI1QBzmTpvnfdRakETz5pdjzAOdgMeTc43113UXpEaan7PdtJDXNIsAHd99FH6foEzk/nj/NwhgPZsb+I7hu06JP2eZI9sPmxzjyTgno//GD4QUMk9emngbvvdpBa3Ti2HeDYYKZr1U8/EejBaqikqrrvgw9ST3lWQ0L+nQW7FDCwoQvkBa7u20D3bZDtWVq2BC67rApt2uSmdNx05ixt2QI89RShYV270muMj59KicepMJBcHEiWykWV9v+1Bd7dzxs3BoYMoYj4PffQa6ncWAfdgLk2fB50X5M+dxckGuImUziJjXXhhXRtWPGOVIlnMRbhQEkvg4Xu9depJ1qbNlRdsn9/mqOplsBUZQPdzz2X/j79lAob+bbmCThfA81J7tgWTVqgBk7QxwRJTVd++tCh1FpEFttJVVCmTPukposye9ddlPs3dSpR/YYOdRAP300/0ynifXy6mDjPPUc24LHHFBVDDVEg/vkFXKPuZB0C2+HzEV+HgLONlmUhFAqJ1Xihv2/ZWFlZlC6iFZafmRn2HE+WykoqxCK3WvIUQyS1ro4o6KEQBQkty3GKheE4B9suJGXgpDLRFTnTqm9I9730Uhrzo48sxGKhlDqpSdsx3tEzQFLPOIMorq1bq8dJBkk1XldlnQxR4KFDKf+3VSvqP3zEEVJPWfZRRvcNgKTah8WpsnJVoph8qqr7nn02PY4cSXm1uv0SAHeAxGffqUVS5ZxUzZy2c1J3QLpvA5K6E8muuwIDB36FF15I7bjJGq4gY5eXExJhQiEKIjfdRC1cGFXIbxPD2jcAQG2+2eruV/giWXnxRaLg3XUXPQ+ak2qKpPbuTdVJ5dYH48aNo2PrQfdt357yzzp39v/MxuEbMb3fdFSvq/Y/OCEFBbTo6TZirgXJwIbz+VATJlAPs1TKCy8QusHQMO2ckXUNMLf8HA5V6wwTue8+QjdYjrdu/HBuWNC3oqRCeN8LSd1jD2Io3HtvINV8xa8YS6yKdhJKmrwPksrG3rCBmCHPP19PZSX580+qBK1quWSMpIbVTkJdHVXKLilxj50K2XNP4PDDncq7cY/NuCufToHmMbsEEPLYvTvVNAACOKmZwZzU55+n6/Too9L7MYVtNKTnmgZ/Zac3aKDwuefIkbn7boMPse/gk5NaWQmcdRYhbvaGWhX4ZHnRSTqpgQMnHig9L++9R61EGjWiwJnnuh0wWJh04ST+QA+nho3//POEwMu5xvXJSU0akODPZaD7ffdREctZs6Tzy3TfADmpo0dTtewLL0wczwDlFCGpTHR1B3i7FBRJPekkcqonTEgcz35CuQWND5LqtefbXqUBSd3JZK+99kr5mOyGefVVyg+58krg/PNTO3YoRP+neoO0dStRN00Xu4pFzmbaj+5bXU1VTr3y3OojOTn016iR2diu6r4eOakZGZQLaVmUh6KimbG5lEzhpGSQpcVXLAYALL95Ofp80Ud7HK9Cv370fN48orm6JAk0Mt0FfB57jBAOX0cyiR6vTHwL+CSJpF53HT1++ilRT3W6R5pEEKtwditZoSzEuR9DNTfZWJ07E0Mh1eK3AbORVAVlyoWkaooPbdpEqHuXLk5wKRXiaScD5KQCcN0Tf/5JhcLSXR1eyRzQIakcAmfVinm0/BrXqxewfDk52Ndfb765NkVS2bXIzFTXYhCQ1Lhl5/0C/i1o7E20RQEIyyKEX7bFMt03aMpFdTX98QWadMLsu191X/439Fq7bSc1EtLSzVXywQdUnGb5cvf5vL8A97/BeTISP2oqkdSLLnL66UYiCqRTJwGRVO1crweSysaeMoUCEHvtZcYiSlmfVJnuG6C6b2UlpY/JdsyVk5okJ4XieQABAABJREFUkvrHH8SaY8FlWXfeLrnWB5/ATCRCf7kJEqSW7ttQOKlBdmSJxYBVq8rQoUMAw2gg7GZcsIAqy8kN2esj7GaMRMjZS1ceWjhM18dvAybQfX2Q1IICalPCb17SscE74QSiFrOKmDoJQvdt3Jg2AV5SVFRE4ySBpLLrMH06oYZ77UWRdxOp26rpmyKNDTi/q9bRSyKvk30kEvEeO1mR56R2/CSQ1A8/pJ7GjOrk6wAn+d1+/ZV+BxZAkSXSJIJYubNLlCO8KiT1nHOA449PXeExWdi1uPRSuvb/93/inGQ6KaPRhkgqs2Ppoiqr7Jgpkqqj+/LzPR02ePRoYjssphiUp+4yChTKTDipnG1jdomX5s2Jhmcqpk7quecSEnzIIer3BSc1ZgGZgCsnVXM92XWIxZxCMsXFiiJwhsisS7dk7BiPYHsgqaY2WEBSmZNtUN133jwKnjJ2jzHdl1PCKzhQWUnOzC67VKFJk6aexSCDOqlduzqpS0HEtPhQ+/a0ftfUUHBGLmZZH9vOrvPGjbQ/4KsIMwllKe4dQwebt5Oq/Zj9+yVeD4Kk6uxYqqr7Dh4MLFrkzEl5vgt2SRN885OOHakrAmvn5EJS/4FOagPddyeSVauAM888POVFO/ibn3+eyrF5xC2V4/NG0W9sy7IEuq8fkppu3d97D7j6aqCoiFAZVR6dIAHoviZSXU20W97Im0YhL72UWgr16EEFWT791Py8fnrz19h3EyO/bqB+Ouc7EGBOynsjg2tfWEiFdQBCyo84QjN0knTfWbMoLzIcpvwz3eYu0iQiRtfZ4sl8PIWTmptLG7BIhJzgqVMDqeYrhx1GTnA06rTV4sUTSY1Ijp4mJ/XvmDOmOak6uqVsx1LtYA8dCtx+O1F+v/1WYuHokNTE9WV5mDwqxuxSUOEdGFMn9ZxzqMDZihWEkH30kTSmCd1Xcz3lOcO/pjpH0MJJQdY+52T0EAqZI6le4/NOql9ONC9J6Q6IzpLmPLEY1cBo3Bh4+ulpWLuWAhFakRDZZJE4X+HvaY9zLF1KAfJzziFn5o8/pAOkeRhIBWlOqmxBONftVgj6GhSs0v6uEpLKelfz7/mNLduxVPdJ1V0b3i7Zc0/DvJFlxgxKdRs2jPZLjEkkAw1+fVIb6L4Nsl1LugpfnHUW5S3++is1Yk+HkyqUOo+78yNTNb6X7rUFtYiVxmgjbQGx0hhiFTFEGquV4QtfrFlD11/XCiUZmTSJKj527w6ceqr/8UHovrz07Usb9p9/dnK7AKBrIhycTOGkffahv/z8xMcCzBk/vS2LHBrLSg9lVs5dTBcq5udgJ9M+h43dv78PspQk3ffkkynKPns2sN9+8rmdwSJNIsLY4XgYFixEGhPCqnJSmcyeTQyF3r2BhQuD6eclw4bR40knKQr4AJ6Fk4IgqfzzVImXHQta3VfnpGZmAk2b0gY+lcLG328/YOBA6T3N/elFce3KwVSLFlEtg113pTZplkWBExUVkv9dTXNSmcyeDXz8MdnHiy/mxpTovvyjH923UycqwBKNUh42oJk3ktNruslOJvhgj+2DpBoHChMOS9CcVDb+wQcTc0vufan/IPe/T3AAADp37qQ+iD8+IJI6YwYxiDIyiGbdqRMFDH0lrvlfI6q1z7IsW79knLG+fSl3efVqCiyr1tVIrmI/FJCqrN2PMd2Zk8qtE6a5wPLYLnue5P6VjTdiBDEr5GKQvF1i+oezwvQdfH7Pdeto3P79gYcecl4P2oJmR0RSG5zUnUjS1YKG5aFddx0t1qncgMmGBUiPE9yrF1Vr7dlTfyxDUXO756KmoAbxijhqCmrQqIea08g7M0KFuhQJT72ZOpUo3Kz8ufoD4lOvcuRbtlDxm1CInOyKCnfxocmTJ6NXr15J0X2ZJJPn5kVTBmgzXZkAvDt2JGqrds5sh0gqn+PdqhVRodUHyp8z39wZF2MJ+Huy8Z99lvKlhwxxesXxG4pIk4gwdqwmhjDCCDcOa53UyZOJrsxa/6T6ujPRbdpZ1F4Vjfar7tuvHxVi2bCBioKkC0lV2vigOalyq6rE2N26Ec0y1eJZeE9Hi+PovvJxzC4BZLdmz6bcRUYTr61VU8b54JcpkrpmDeWP64qceSGpfoWOMjPpmvMV55VoJHN6A9J9e/Qg9HrLFkLfgiCpCHlX9+XH8tp3JFs4iY11+OEBW+jwdF8dNZJ7ecaMaTj4YI9NgWocH/XHjqXWaE2aUB7wiSeqndRt327DirtXoPfw3mjar6kRVZkXZYBW97+hHH44/X39NTmpySCpXr+vpx2De13ikVS/ecPGatWKAvvMZ0wV3Zfp3r69GMxnwtslO8iWGQKq/XXn88dnz6YAR58+ChTYh+67IyKpDXTfnUjShaSmc/y99qK+fN9957yWDif42msJPbnmGv2x0WKqgJTZNhPZHbIBeOelmjoEyQobf/hwitz5FTCQFzYvRDIepwh+XZ1+wTg7UXM9mcJJM2cS8sAq46YSSeXF1wnWLYIe0q8fBWSOPZYQ2+xsY3WMhOk6YABRtlhPU1nqg6T6zskYOz7Yzcx0/+Ybqpi9Zg03ZKmz2w7nhkVkNU479kgTelQ5qQsXAv/7H1FCSbdAqhmLzo550X39kNTOnYniznIL06X7qadST0o+P90vx880JzXddmzKFGKG8BU9tUhqnNvkQdSZ2SV+bJOUC/53NXVSb7uNGCGffaYeW4mkWnoUWCV+1eGTLZx0773Exrn8crXuKrGvezhknJM6cyblG++2m2K8JAsn+VXi1ooBksrrPnLk+Tj4YELktUMm2fPSL8i59YutqFxQiW3fbXPr62HrjzrKCT7w55N1qw8t2SvwEM5R/CiGuv/2GwXCEr6ce77LdF9+nTCk++6/P1XJHT488XqK6b46O8nbJZtBkGl2z7Kxly+nHurHH0/Pg1b33RGR1B3GSa2pqcE999yDDh06IDc3F4cccgh++uknz89MmzYNQ4YMwd57743GjRujc+fOOP/887F06VLXsb/++ivlWSj+Jk+enK6v9ZdKuuiJmzdTDhej3Kdy/EaN6KY8+GBCIj74IHVUX4A2j3vvbdank6dpZXXIAuCdl8pvkG6+mVClsrJ6q+wa3xjRkwOGHs4eb3B1m/bhCSufDJI6fDjlcLFc1HQ5qX7sgWRa0Jx6KvDGGxRNrqykx1SKsVOQhIPN7s0ffiCk5rDDNEMnWVzDi6ocLY2KB/Obp8TiyajzXi1o0kWZ3X9/ouNPm5bQSeOkJoOk2selqULutGmk78iRwEsvAUce6byX6pzUVAsb/8MPKcdeuJ90yKTHJo/ZJUDtzOhsgYCkGnrk8rVxjc07XDIK7FM4afNmolY+/rj7fIJIdN+gSFDHjsBBBxkW82Fj+yCpTZtSrvEbbxBVuVcvYuTIkmxOKrsOpaWEAm/YYKA7r7/HeUQkNYpp03wqHwdk4xinc7C6AFG3Lfay9X/8QX8xO9Co0TUJG1RcTBT0rVsTQ6iQVIWTaoqk9upFCOGjj1L6xQEHSOMkvgwbg7UFk8+hkl12ofF69JDGlB23JG0zu87vvks59nLNBN4uCUgq4BuY0VKVDZHUHblP6g5D973iiiswatQo3HrrrejZsyfee+89nHzyyRg/fjyO0FT/ePbZZ/H777/jvPPOw7777ouNGzciLy8Pffv2xeTJk9FH0ZPi5ptvxkEHHSS81kOe1Tuo1AfptOKWsxGT5PzzKTK1yy71UM5HsrIIiUi1vPJKgIPZxigSQlZ7WnG9kFSexpaXR9f9wQdpAU+FBM0pcm0+PQwWv7nTzZshiex9YRzDuWW6UCt183FSq6upsXYoREhkVZVHNWsdnfBvFFYZd+ZMYOJEyr9U0sWT0J13gBlSrjyOzZWA18MLJYiWcE5qHMq5Emmkd1J9HYJ6Smkp/TE7JiMQbEOQDJK6YQPloTVpQjlp6apQrMy1rGdOavv2ZHtzc51q5T7x4UASqOgTQ1Jkiiu3yRvC9ScyLT4EIFClUN34LrqvXN1XpbvmHtu2jXpd8gHUVNJ9mVx+uYOm+gqzHz5IaqNGxE7yHS7J6r7sOnzyCbErzjqLqkT7f87fWeJ/w0aNclBZ6W1rgiKppnbMHicmPQc87bLXvqC+SOqwYVSkka2ntrPEfQkV3Teoc6ytsSEFeoIgqWecQX+uIVnQMVFrJFkklV3nr74iJ75PH6fVECDZJS4nFTCfM7KNlPdCWiQ16iCplmUZB+G2B9khnNSpU6fi448/xvPPP48777wTAHDZZZehT58+uPvuu/GHq3wZye23346PPvoIWVwI74ILLsA+++yDZ555Bh9++KHrM0ceeSTOPffc9HyRv1mS3dwVjSvC/LPmo+drPdF+kHu3zMZ77bXU9UdlsmEDoW6tWlGfu3TJE0/QhuC666i5uUrsxSgCIyS1bVsnN++22+g6pTNf1+93dVHnPDYDvDOjc4Lz8vIwZMgQJaXNT5Kuzgj45qRGow49/LPP9G1QAMU1MVCkspIc39xc77GTlf796XH//YE5cwj1VDmpsq4m1755c8pbzs2lhdQvVzco3dcL3efpvroNohfd1y9fqb7CxuvWjQrtsDL/gH9gxA9JnTSJmsgffTQwfnxq9FVJYSHlYTZvTtWVgeBIqhzV32cfJ592t930FZuTFS9HT1vYjM2FTPcmj9kl1djy+MLYXPDBBM3jx9LZMc/qvoZ9UkMh4L//pf+VRau44kNe48ly001UYf3hh83XVntsHySVl6eeojl5663u1AWeqhwkJ/XFF2ltfftt+h7GtkCHKvKHcMfU1FQAaBzISfULEhjbMWaDAyKpngwr/jsnA1YkPjNwIDms9t6Ayw2tT07qM89QkHnIEHVgWS6cJuSkGs776dNJ/65dgalTLMeWZJsVMdLJgw8S0jxyJK2tuv0SKU4Pqpx6leiKNQZtQQPQfApaGO7vlB3CSR01ahQikQiu5UJzOTk5uPrqq3H//fdj3bp16KTIVO7Pdnuc9OzZE3vvvTcWeSQZlJWVITc3127k/E+RRo2ACy+sRW6ugnfjIfPPmo9YWQyLL13s6aSmgw62Zg3wn//QxrFDBzrXKaekfqNUXU0oCusfqRJ7QY2EnJzUAj2SussuRNcCiP4BpHZjHRiN9Ijyuw7lUGAdknrZZZe5xzE08GysM86gKL4J3do+hU/yP38dglJmTfR/4gng6acpN7VtW9rEP/us/+eCiu8mJgndr7mG/n74gXJefSsHB1ywvTZIPN1Xt5iGG9OX9kJS010h93//EyPggLgZUooPkppuyuydd5KtXL6cCms89xwhHgB8qWR+Oan2cWmqafDSS+Rcv/UWBZW0m2ruuYsuxx3H7BLgdiIBMyQ1qB3TFnpRBfCYn2fYJzUcdlpOKHWQ2/EY6l5UREX3WJE5I2G68tV9FfOruppYIJEIOZSFhdRCw+WkGhZOipZGEWkasRGgzEz6Y/UAjG2B/PsoGGKRCDFwAGDy5FyUlfnMefn7+wWLDe2Y7ZAxFCwgkjpwIP0O7dq5x/QbQyf8/cTTt2OVXL0Bn5xULyf12WfJ0evRg/ZP++9PAUPnw+J4QZBUJtEoOZFNm4rOWziHnNRkkdQrr6THX39NqKrZLwEKJNWw6JNsZ1ysHsW9aMUt8frXWtSveQeRHSInddasWdhjjz3QjIWGE3JwYicxe/Zs47Esy8KmTZvQWsP/u/LKK9GsWTPk5OTgmGOOwfTp0z3Hq6mpQWlpqf1X7pm88PdKy5bAwIEf4513gn3Or4iEZ3XGegobu66OHJozz3RyX1Mh119PrSy++oqem0RMQ5EQMlvTXV63TcOXlCQdG7y8PGrhwqor+yKpAei+vFHs1o3QNzkw8OWXX7rGMUXe2GG77krIoWcfOvmzHlWJ+bEBCjxs3epBa/VpQVNXXIc5A+Zg44cbXeNv2kSIbapT1l9+mWjovjnesiMUYHH1nY9ssQs4X++5h0rkM/PK6y4gqZoAiZ2TqkAuma5du1LE/Z57gunmJ17FWLxa4gD+SCobu6iIkKWXXqqPpm758UdCxViumCdlVhafnNRYjBwZdg+l2knt1496PDO2gAmS6lU4idklgByZ9u0pmGSPYeCkmiKpbKwHHqDNtRysUgXwZHquCZLqqQPH8KHPBdP97beBLl2AW24x+AzT3adP6ubNVLX25JPNqvsiokfyiycVY1LzSVh1/yrX54OuqyYtx3Jz6V4aNQqoq6P9nJcTnK7CSTbNV5F6YYKkPvccFScUWoEZjuE3tjwn45XOwCoqqalzzK7NvffS3JkwQT4gMV4SSOqHH1JV35tuShxviQHvUHZydHlZdHUHeLskB9n8dD/7bLLt8j7VpHCSvM9zVTPezmWHcFILCgqwqxBOIWGv5bNmiwYyYsQIbNiwARdccIHwelZWFs455xy8+uqr+Oqrr/DEE09g3rx5OPLIIzGLLzcoydNPP43mzZvbf0cddZSt89ChQ1FTU4O8vDwABPdv2rQJn376KebOnYvffvsNP/zwA5YtW4b33nsPZWVlwrHFxcX44IMPsHjxYvz8888YP3485s+fj48++gjbtm0Tjq2qqsKwYcOwcuVKfPPNN/j9998xY8YMjBo1Cvn5+faxK1euRCwWw+uvv44NGzbgiy++wPTp0zF58mSMGTMGq1atwptvvinoXRVz4MW5c+diwoQJ+OGHH7BkyRIMHz4c0ShZ0/ffBw44YDmGDavE+++/jyVLluDHH3/E+PHjMW/ePIwcORJbt24V9K6ursawYcOwatUqjB07Fn/88QemT5+O0aNHIz8/H59/TokmFRWltg75+QUYPXo0pk+fjj/++ANjx47FqlWrMGzYMFRXVwvjb926FSNHjsS8efMwfvx4/Pjjj1iyZAnef/99lJaWYuLE1Vi8GMjPp/EXLVqMJUuW4IcffsCECRMwd+5cfPzxx9iyZQt++ekXAMDqdasRC9F3riqrwpgxYzB58mRMnz4dX3zxBTZs2IDXX38dZWUx3HXXp5gzB2Arztix32DGjBn4/fff8c0332DlypUYNmwYqqqqBL23bduGjz76CPPnz8f48ePx888/Y/Hixfjggw9QXFyMvLw8tGgBfP55HrKyyJspLS3FDz/8gN9++w1z587Fp59+ik2bNtnjfv/t9wAAK0JGq6ykDJMnT8a0adPw5ZdfYv369XjjjTcQjUbx4Ydv4/jjge7dV2PMmAI8++wolJfPwqRJk/Dtt99ixYoVyM/PR0VFBWZNd+6P2upafPTRR1i4cCF++eUXjBs3DgsXLsSIESNQVFRk6zIv0ctizpyZWLZsGb7//ntMnDgRs2fPxmeffSbonZeXhzrJy5w6dSqmTp2Kr776CmvXrsXQoUNRV1eHvLw8YdHfZ58KtGkDvPXWHHz//fdYtmwZ3n33XZSXl9P4kr1es2oNxo0bh19++QULFy7EDxf+gKIfirD40sW2LrWJXjzxOOlUXFyCWbNmYdSoUSgoKBD0jkajeOONN7B+/Xp8+eWXmDZtGiZPnoyvv/4aa9ascdmI//43D7ffTvTwkhI6z/TpM5Q24vNRnwu6z5szz9hGTJ06JXFfVbpsRF5enr1oVldVG9mIvLw8bNmyBV27foxzzpmLjIwiAMCGDfkYPnw4ysrK8MuYX2xdo7VSEaWErNpIG9EVC1fY4zIbsXkzeWDZ2dtw3HHT0aYN2Yj//e9/iMfjyMvLQzwex//+9z/k5+cHthHsd50y5U/BRuTl5fk6qRs3bcSWLVuwIZ8quHz/7feoqanBm2++iVWrVmHGjJl03MYa/Oc/wGOPxfH6668jFosJuuTn52PUqFGBbURZGdtM05ysrHSO/WLUF56619TS78ichNrqWgwdOhRr1qzB119/jZdeWozGjYGDDqpMnAOIRqOCLgUFBRg1ahRmzRJtxDvvvIOKigrh2MLCQqWNWLqU7rFp06Y7v32lGJEsKynD7NmzsWzJMrqeWyl4tG3rNtTV1WHo0KHo3LkzvvrqK0ydOhXAVLzxxlcYNWot9t13NU49NY4333zDHn/Tpk347LPPMHv2bMyeOts+z6TfJjk2InFsUVERRowYgYULF9o2orS0LHFNyvHBB3nIzaVjKyoq8M4776CyzIEp58+dj1GjRjkbUq4FjcpGjB//KwCguroS48bV4pZbvkB1tXsfkb+e9j+V1XQuK2YZ7SNWrVoNACgoKMXatcAffyzx3UdM+m0SAGDp8qW2/ls3bXXZiLVr1wEAQiEL1Qm9PvzwI2zZsgUff/yxvY+YOZXui21F21BTVyPoX1paivfffx/zr6QS8GufWWvvI/7v/8pw8MGL7SJbsVjMcx/BbERxUbEwn778/EtPG5GbmwMAKCoq1u4j4lHRNlSUVWD48OHafURGxgh89RVwxhlf4Ysv6nDYYV9i1apVrn1EZUXifqsj28Y7T4sXLlbaiMpKZ6/29tvDXPuIX3/51RnEgjBPysrK8N5772HZsmXafQRbWxcsiOPgg5fhhhtK8PXXX2PmHzPtYauqqux9BBt/9szZ9vv56/O1NsJxgmm/tG7desFG5G+guR6to/VjzTKnfPyaVWs89xFffz0BK1cCK1fSPVtRUYkZk2c4lyODTh6tFW3bpk2bMPbKsZjyyBRMnDhRvY8AcNddn+K770qxYkUBANpLsn3ERx99hD333NM+traa1prC0kK6nnMXYNKkSdp9RCQSxWefvYHqarJ3dXVRTJ48GauXrhbm3s8//izo/emnn2LeLLFv2Mj3R/4lvkZeXl5gX4PtI3gbAWsHkN13390aOHCg6/UVK1ZYAKyXX37ZaJxFixZZzZo1sw477DArGo36Hr9s2TIrNzfXOumkk7THVFdXWyUlJfbfhAkTLADWjBkzjHT6KyUet6yvv/7Jqqig/03lz25/WuMx3hqP8cr3DzvMsgDL6taNHu+9NzX6WpZlTZggjg1YVnFx6sYfMEAc//rr9cduGLrBGo/x1tzT51qbPt1kjcd4a+a/ZmqPnzWLxtx1V8vKzqb/16xJne5M/vjDsh55xLI+/9z7uI0fbbTGY7w1ofEEazzGW392/bNe5/3hhx8sy7KsJf9eYs+P+efON/rstdfS9bjwQst66SXL+uIL/8+wc+jmIZNt25y5wn7XiRPVxy66epEwbuHPhcL7c8+Y6zrnXXeJYx9+uL/uphKLuXUfO1Z9bNGEIkH3jSM3+o4/bJhl9e1rWUcfTWP36aM+bnKPydZ4jLdmnzA7qe+xdatlFRRYVmWl89rqJ1fbus44fIagO/tbdtsyOu9J7vOWlFjWihU0bjqkY0e6JkceaVm9elnWiBHOe+ULypX6sr85A+dYlmVZs46bRb/FR+Jv8f77NPbuu9Njs2ap1X2vvcQ589RTznvbftrmqfv88+menX7gdGs8xltbx24Vxv7qK1F3INj64SdffGFZQ4da1lln0dj33OO8V/BBgaDrtH7TLMuyrCU3ks2ZedRMazzGW1P2nGJ/htmloFI4rtA+z4Y3Nxh95u23yR5Mm6Z+f9axs+wxq1ZXWZZlWb9m/WqNx3hr24/0u0xsoTZOpuvH4usW27Z3PMZbk9pNMtL9ggvEOXPRRf6fWfvCWms8xlsLBy20pu43lb7H99tcx61aRWM2amRZbdvS/3PnusfbPHqzbQ82vOmsr7z8mv2rywaz9aNrV3o8+WSjr2xN7jlZmE/RSu994B57FFutWlnWnx5L5W/NfxPGrFxRqT84gLDfc8kNSyzLsqy5pztr0fK7lys/E4tZVvPmZF+2bLGsujp6jUnttlpH18j4wDo98YQ4Z/bZh14vnV4q2MJ4LG6VLyi34jEyFEtvXmq/v/LhldrxmzQRx+dtsGVZ1uwTZlvjMd76NeNXy7Isa+YRM+1xy+aVeer+3/+KY3fqZFk1G2vo86Hx1p+70z63+Hdxg1mzqcY+R6w6phndsjp0EMd/7TXxfd4uTcihPdj0Q8jmrvu/dZ66M9myxbLuu8+yHnuMni+8bKEw91R2q7awVjimen210bm2F9khki5zc3NRU+MuUFOd4MPl5ub6jrFx40accsopaN68uZ3j6ic9evTAGWecgdGjRyMWiyk/k52djWyuUWITZWWD7UO2bgVOP50aLMVi5vRcZY4BJ+nMFQuSU5SK8T3pvozqFDGrRMhTY9JB933nHco/O/dcKn7hJ3YeRHYY8Yq4URVFL8lMlChNpnDSlVdSL7fZsylfd+BAonKnQvhr7Pu7Sq9b0oHxCv/cyHTMR6Px5dcN7rv8fKoafNBBwHHHEZVbOTSjmAX8bgsXkr49e7pbTgjVfTV5kl6Fk5o1o7+KCmq5kpkp9gOtrxx4ILWkKikBliwhai4TPyQ1aE5qqimznnbMNCeV6WbQgsayUpfe8cwz1CP10UeBiy92eiQCcOsuFR9SFU7KTLJ0cjJ036uuosexY4HBg4F//QvgUs+EcXQ5qSZ0X8/1g10jDpk1kWTsmG0fQ3p6OCCmAJnQfb2q+6oK5SVbeM9F91XoXljoVPj+6aeZOP74Y7wHrUfahZfIRYJMij6Fw0Q7B6h3+tSp1NLptNMUunFjRMuiCGeH7RzJ6jXVKBpfhHaXtHNynaHf68UqxFYwK+9fiXXPrkOnezqh+zPdRX097JFfmzH5mvAtaEz7pPJjM7psKDOkvR/5ORItjiKrnbqmi2wnZd15u2TvxTLNclInT6bWNn36ULqIPY7cguYfSPfdIZzUXXfdFRsUjbAKCghW79Chg+fnS0pKMHDgQBQXF2PixIm+x/PSqVMn1NbWoqKiwpUTu6MJv6kIsknyc1LPOIOKx6xeTYU70lkcCEitExxo88i1oAnipIbDwIIF9H+Aqecr331HeTO9etHmyFe4KnaAt+68DBhA+ZcjR4q5oyyvO5nCSYceSn9M0jFnAIP2PJrCLExi5e4VVVdpLxWicrB9ixtpnnuNf8AB1MdQexzbDATccB14IBUfW7XK3XcxUE6qh1O4ZAkVNurQIUB/RANhKUPnnw/MnSv+Fn6Fk/wcvfpUszYRL4cjcE6qPK+4sXNyaB1Jx/16wAHOZtp+jwUGM0PUPkFu46IonMTXm5gxg3pUd+9O6ShekkzhJCazZ1NuZyQiOakmLWg013LPPYF582jMAw9MqKXQy7SljSxJ2TF2TNjbSVU52ErdDQsnAU5RNX78Pn2oXUnv3ga6A0aBPV7PNm10vcu4ITXVfTd/shmbP96MLg90QdN+Tt+56dOBRYso4FZYSMWklC1XWP6lonCSiV1WBjb475t4PVYRw+Ruk9GoZyP0/bMvAGD57cuxdfRWZLTIQJsznWpXBx5IRbxqa8W9Hl84CRaw7lmie697dh26P9PdWHffwInlPFqWJawTprnA/F6POXChTI+WSty+ua6oztdJffVVsjd8wSpAtEv2PZtlds8uWQK8+SYF81lOLWBW3Vd2Uv1qemxvskM4qfvvvz/Gjx+P0tJSwVGcMmWK/b5Oqqurcdppp2Hp0qX4+eefsddeewU698qVK5GTk7NdI6SmYtLQXPk5Hyf13nvp8e67qX/ejoSksrG6dKHFont3j2O5AhV2wrthhdzdd0+Fturxi4vJCW7alJAgnciG0SuitnIl0LcvtbKIRgmBk6tAzp8/H/vss09ShZOYeG1gkpXWrRMLkAXsvTfTS32sa2GTnqqc1HQiqfxYjzxCxWrkhubOwdJzg2uoQsWUwsYK+N3Y+EOHAuXl1F+TVcqtb3XfSZMIsUpXlVkmqjkZFEmV59VhhwFvvEH30pAhqa9M7NXWImifVBnpYGO3bg0sXlxfTd3iWXiPvZdwUl3VfTPcjg2zSwDZxj/+IFQ8O5uuS36+pr0Fh9iZIqkFBVTgjNlG1+/KX0sJBfZDUnNzyQkDfOa8B6rsJV27EhOhSRNg6VLD+8l2Pr2dSt7OeOluO6mRkHL+1RU7tQhyuzmMOTbWIYcA991noLekv/3UQ3cAWLBgPvbbbx/vITVO6rqX16FsShm2frkVe7yxBzpcRxHqjz6i4ni9e5OzesghaifVDmooWtCY2HrVdVe1XKvZUIPotijKq52in9WriaVYu0HsXjBgAP1NmEBOk90KhWccqXTjCzZ53Fu+7Xni4v9C8NCHMcLGatKEnO02bRwnL5wV1hcC4xHnInUtBV73zp3VhSB5u2QDHorCb15jx2LAMkrHR8+eZkiqvM/zKpi5PcoOUTjp3HPPRSwWw5tvvmm/VlNTg3fffReHHHKI3X6msrISixcvxtZEicNYLIYLLrgAf/75Jz777DMcdthh2nNs2bLF9dqcOXPw9ddf48QTT0Q4Xb0D/kJJF5Iqj5/KzWO/flTKfvhw57V0OMFXXEGbYNYyRiV8dV97c2RQITddfZPZ+B9/TJuZO+7w+UDCMJogqdEo0R5LSvS/6wknnOAeR/ptSqeXYsMbG1zO66xZwJgx5Ayrxk6F+EXx6Q3xqbxA8TQmJv36UTuFvn0Tn0mh7ryeJ59MTp6iu1bixNLTAEiqacXQoEgq03/sWKo+zXf6MkJSPei+06ZR9dSxYxNj6AIPloXKJZVJ0+5UGyTf6r4RydGTDu/Vi6pws81oupDUo44Crr1WDGyYIqm6FjR/lR2bPx/45BOyDfZ7Ekoot0ZSVcdkdokfOxIh9KeuTn/tBVTCcI0ZNIgCkLo56dWCJgg91xONlKr7mgaWnn+ervWFFyY+ZvA5+zuEufMpnAM+8PDdd4RoCzRuNh6HpKrmX9UypxAQ33/TqxK39xeQnnpQlQHgm2/OwjHHiHPSJdL3Z9eobrPjYG8c7q4O7xfkdNF94+73ZKmtpUrZJ57otNOLS46dIHFuD8O9V7eVdI8Wq50y2UbySKpKN9PqvpMmEbWV1UnV0X0Bui5BkFSm65570lry7bcaJNVjXY0W6p1UPztp75e48Ri92pSqnJ8P7LEHsO++iY/JVfBVLWhkuq9PC7/tTXYIJPWQQw7Beeedh/vuuw+bN29Gjx49MHz4cKxevRpvv/22fdzUqVNxzDHH4OGHH8YjjzyCO+64A19//TVOO+00FBYW4sMPPxTGHTRokP3/BRdcgNzcXPTv3x9t27bFwoUL8eabb6JRo0Z45pln/rLvmk7hDXoQR493Ui3LcpUYLymhCE80GnxsP2nRAjjiCPr/9dfJAKQS1N51V4oom4ypdFIN6b6PPELR9rvvVkfxvaRyaSVq1tWg5XEtleObInrMOJo4qbzB1UU1P/74YwwZMkQ0gtIxS69fivIZ5WiyfxM0P7S5/fqrr1LggZXHN9q0R+AbLZXFj8btQn6lpyok9ZJL6M+ygA8+SO3mnVfH15H0iPjqhN2bU6fSvdW9O20g3Qeyk/iPKegkzUneFpggqV50X1N64uaPNmPRoEXo9nQ3dLm3i7HuffoQ/Y5R8gM5qT4taOzj0sAcAIieHI8THddVOoHPWVTcPzKSapKTmkrhg21z5lBla9vJZs6ORGV10X2578Xskk53rZNajxY02j6p/Dhx0d740XPXrweGDaPWcZ55nTpH3lB22YUYJ9pgGC9MVz4nVXG+Nm2ozVJWlrOhVgmPiKvmX9XSKtexgHMdqqvpOmVnu3uwKs9nYDP5tW/8+AoUFOSgsND/Ozgv0IOwb+LWSL+8S1m3IH1SYzHgZyrwqlxbVSkiNtLGvaVzUsvKqCYA67SoyklVrhmGSCqjtd9yC9WoOOQQ6QDpuwhIqo9NbdmSAiV8yhX7XcJZYWdf68GGqCvStxxk13n0aAq2DRxI7fWY2Psl7vsHRVJlO2AjwblhxKviZnTfHQxJ3SGcVAB4//338eCDD+KDDz5AUVER9t13X4wdOxb/8kjGY/1Tx4wZgzFjxrje553UM888EyNGjMBLL72E0tJStGnTBmeffTYefvhh9OjRI+Xf5++QVCCpVq3l9JNKyNFHU04O21iki4Z3/fXe71evr0ZWuywh0d9PpLiFtwTMSeWjya+8Qs784MHBndT5Z89H5YJKHLr6UOR0ybFf90vUdyuUOJ45qR7GijeKOiTV3gh6FE6q20JGvWZNDaDIQQ1SbCucHRb6semksJBQq4wMynE74AB3fogtSSCpTNKBLGVlUc9Ly6J7qqiIFm5lLrNHxJdJ4c+FaLRHI+R0pnnDrrtl0XwsLXV9RBwrSSdVtak2QlIb6Z1U06BM1XLa2FavDNZQuaCA5o6qX2d9Cydt2EBU2ebNiRliULcvkHjVDuQbxytza336pHboQH36unUDTjmFXvviC3dhrGTFK1/XRetl85LZYoVjxuwSP7aJkyrQfQ0dPb856bKN3OX3o/uuX0/FpLp1MyucZK97AQMgF17ooKl+wpzsUJjrk6rYGLdsScEG3/F8clIrlzo5Jion9euvKQB87LHAuHEmX0B66lP0qXXrXVBQ4BPklN9jppNPg4m6dfcNoDIkVUH31c0Z3mYp9wXy3LAcPdmYscqYvc4Kxe5AvVefeMLNIuLXZT8k1SQAdPrp6teFsWMIhKRecQX98cIXTtIFGE2RVHadv/ySkPdWrUQn1d4vqZxUQxRYtjOM7ms7qQaFkxqc1DRJTk4Onn/+eTz//PPaY44++mghUvnrr78aj3/zzTfj5ptvro+K272kIic1VhGznRx5rMceo8UiI4WzavVquunbtQMuukh/XPm8ckzfdzraXdoOvd83raLgyOuvA48/Dpx3HqF8KrGNS5jL//FwUnfbDXjoIUKsHn88MUYS9qG2gPJCagpqBCc1aDEWO+KebY4C80iq7Ejm5eVRZNCD7ssWr9pNYm6L6ULNSzjLcVJViD6TqioqKJWRQfQ+L/GLrKuc4tpauhYZGamd6wD9loyteNRRwG+/AZ9+SvNSFr982vK55Zh7wlw0P7I5DviNIkhNmtC9xFL7tRuketJ9lUhqiQGS6kH3NZ3vyRZ9YuO1a0eOAV8nT6giqRA/JPWbbyhwcsYZToGmdEhlJaFLOTlAo0YJXfiq3gon1S8ntX9/+isvp7x3gBCbVIlXwEpXFMhmhSgcM2aX+LGZHYvH9QExgQZn+P18q5FKtpGfF36Fk3jdH3kEqKlxqs4KxxkWYpLluuvIsXvqKSoWZiQckupF9+Xl9dcp2Hb55UDHjuJ7ftV9BSSVe/1//wNefJFSRq66KsC6Kh/ngaSGw0Bh4RYAbXztJACbqcB+D34+8bobr9sx8dEESeXHUgZ9FA6YTPet2+YsmjKSyucCjxvnnEMI5qp083KUOXnhBTrHDTdo2G28bYgGQ1KZLFtGa2zLlsD4/0vMv8yQNsBompP6n/+Q/f3998THNPsl/n4xDSzpbCSbY5FGEUQLo+qgi5ST2kD3bZDtVjIygDPOiCEjI5I0ChQrjyGzlVjin91A2dnOxihVsmgRRWT79aPNYywGHHkkbcJ4qVxCEVc+8hpEyssJSeHbTsiibEHjEZXabTeKhAMUfQSSo/mxDbu8wQxM9+UQFRqQvpNtnPlzctFkXRR/8ODB9LpH4SSWqyI7qWz8Y44BnnxSvfmShUfwrajlUP08dPcVRWTZT267DXjtNXI4MjOJLu4RO0tafHO8fTZc1asISazZ4LTvuuce+ps8mYr5+ObqBgyqeAUfBLqvJkDCCiep2k6You+qHC4TYeO/8oo7fy7VLWhSLXfcQS3Gtm0jh/g//3Fsjo1GZmtuCJ+cVCb8/ZRKuvIrr1CBo2+/pVwxYb5LdF9tTiqnM7NLvJ4mbcAEum9AJNWE7mvFRdTND0nldb/1Vg8ldNcoIWueXoPSyaXYe9TeAssoPx9YsYIonMbCHOewd+GkigpigmRnk21ctYoC2FonVVM4ibEi5NebNKG/xo3puel8lNcnle7Z2UTVjESAdet2wYYNBnYSdP2tmPMb80VtVEiqcbAtAJLKj3XEEZTOxPI7ZX3ZcxlJZVRfQO+kZmVR8N0ehg/mKlQzRVLvvpvO0a8f7Vd79JBYRLyfLtlk03s2GgXWrKF5z9N9TZBUL7rv7bfTI6vurd0v8YGqrPrRfdk6yfK1G+i+DbJDS04OcOqp7wqLuInwE9+r2mk66I/8Qn3SSWRg1q9XLHbsxgsY4b/6alpMGcXP09ELSPflpT5FpdjmSUb13nyTNgNffUV9Bk3pvnbZcyScvSz3D8f/pm3bEjopo4YffvghBg8erEVSLctykNSNaiR1112pyIOJ8Ah+vDqupXXzG8faWgpsZGVpKJbyppJfTDU/Fnt582bgzz+d3J9USG0t8N57YpsPUydVXlzZBkOFBvvNR9kZMJU776QxWaERIa+TrwCp65PK5aTKaDkbq21bYihoA2JJOthewY365qSysauqyCkLhSjvKlUyahSwdi0FHgDpd2V00Cz1/eKXk2ofl2S6iJ8cfTQ9stxoIySVOd4KuhyzSwDd802bkkPjO+dr1HbMS9hYN9xAFGiZdi3Yxpiop+2U6fQxDGzIlGhZ91X3rwIAbB65Ge0va+8af/RoQrCOOYaCb57nYvqHvOfLypXkJLVt66Dvynxan8JJAvtCsdYGXld90jsASsf59lv6v0uXQgCtjZDUUEaI5hAznRxixaNZgXNSVUE3HRuAe/2ZZ8jhFvRVsG9s3RiSyjupEt1XZyNdhZPCHvp63FvsOj/wAK2tb7xBiL9Kf1cqjs89+/bbZHtZgw/LEum+RkiqB92Xia7ugL1fUtB9/XQfNIhSLYqKaL+hykkF1PdIQ+GkBtmh5Ljjjgv8GX7iq3L02M349ddUSObYY4nakwoxKeADcNFAzQarYmEF6grr0OKIFsLrixcDM2cSOqsb2z4H34LGwEmtqCC6ck5OMFqr65yJSy5TDlmElEU0gxZOAhL6K3LLcnNpw9uyJSEzKmFzSaCTaCKdfnRfE+E32fHqONBUfRw/Z/r3p83vN99QtVzXsR6UWXmuM6cpmXxaU6msdBZlNidN+6TKCx1zUoUedgnxLeDDKGYBJ+xzz9Hj2We7xxfQBJ/qvgBc+e9srDZtHIaCSupL91XNyVQhqRUVhMSn2kk1yeuU0zRs8clJHTGCNkl8+Yd01B1Q2kgNYupyXrkpzq9xJ53k5F0PGEBBTl0ubX0KJzVrJiFWinFcOak+hZN4OzZnDgWw9t7bHZxxFU7S/DiMWcGEzZnSUloHvdqvOSdLPKaoTyqfW6waT/f/229Tv9HA66p8nE9Qu1kzWmR8WRtwI9k6JPXqq+leat2anI6WLTVjS0gq/7uaIKleLZ34cWQmlAmSunYtcM01lHf57LNuum8oIyR+fwMk1Y+qLOsvAyZ+9n7TJqogzu+XhOq+mnGEnFQPui8rXsdSjGTdbbukoPv62RvGHGC2yw5gJ/RntRxMqvs2IKkNsl3LggUL0K1bt0CfEZxUDyR17lzqn9W4ceqdVL6Aj7IMv4+TOufEOajbVIf+G/sjcxeHrixvTL0cDqG6b8KoefUanT6dUIJevZKv6slvnHRFg/bZhxAs3xbAUgsaQG+wevSg/oJewuaSrnASr2/dJpEmw67DmjWECLdrR/RZU1EWgJHG9uvRRweLT70WJCtmIZQRCpwLHET4sXw3YLJ/LSOpJW4k9bXXgJEj6ff1GjtZJJXJ//5HND9WcdOyLHGe+FT3BRJoOTdXr7mGCmHxNDOlMBOVJN33ySfJlg0ZAlx5ZWIoj/kGmCOp6Zgz/HiexYc0dF/TPqnpovuOGUNFvDZvdo+dTAsa3Rr3/ffeegg5hIYBjrPPJmRD1wfbKycVHLNDlWPP27ETT6TrM3cu2XvxQHrwc3p1bJYgc9L+PUIhz5xU1brth6QGcVJ/+okqqLLASdJ0X5/fORarQE5Otp4lJjkcMcRsu8zvDfh5cOCBThVbT2FIalRhiz0CGxkZ9KjSWRXYlKvzezmp7Dpv20YIfOfO5KQKhZMsy+WkmrTPMXFS+d8vKJKqCi7zdF9lP1qI866uUE/3PfxwShs76ii17vZ+KYnCSUwaNQJuvpnbTxogqTt6n9QGJ3Unktpa4LTTqFFfYaE+gieLQPdVIKnpRJb4DZLXpp3drKrNb6w6Zjelrimo8XRSTZDUZFrQJEv35Z1UGRF75x0qAnD++WY5kfYGQ6L7JiutWrWiMTQtaHh9ZSR18GBy4DdvJuSwf39/J1VwgD2QLVUU39cZU+jviiLXWUBGcps7U+HvHd/xPWhJgKO/FaU2A+HMMFatol50LVoQUu5b9TjAd7MsYg6EQtTOgqdXu9qa6HJSc8NUlMVK/MbNnffatKG/2lpg4UI6T29FjbRkkdR99yWkc+NGYlcUFDjvpSMnVbeRTEa82vOwa62j+5r2SU228J6f3HMP1R545RVqS7XHHtybmsq1NjqsKDzC7FJQEei+hmkjLA9twgTaPPbtK1UQ5TtzaHJS6U3QvOf1MbRjLrqv5rfRsVkC2TF2jA+Sarpu8zmp9jzk752Y+1h+/MA2WL4vFbqvXk0B36ZNgS++WIz+fIlWWX8FkgorEZTTIKmmYrMG2Dn4ZVZj21q2dJC8U08lZ/6997iik35IatzypPvq9nouJDUiTma5Kq9KVGufay/JI6ky0ymJCrk83VdbLJCn+3ogqX6Ah71f4gpw6gKDskycSOkEBxwgFva0q/vmmOekNtB9G2S7lWRzivyQ1FNPlZrHp3ADExhJVSwG0W2OYYmVifoHWuwC5qTym4zx44lq1rOnx/gKEZBUCc35+GNahPbeW7z++sHoIZzJOQIeSDCTSy+lwhf//a94nqwE98QESa3dVCugBccfT39ffZX4XJANEsydVF+EXD6vx4Jk1VlArrdDUF9RRZO1VDMfVIB3suOVcYSbh+2xevd2qLnKsdmCHeBmjkYdREkOgsn3iTbvMSOEcA5VodX9xuvW0Zxv3Njp16ccO+DvwqoyXnNNYhzD+Qb4I6nyBom9lion1QRJ1dF9TfukyrqnSthYBxwgUooB+COpGW6dszg+7++/EzW8Tx/q2+klyRROYjJ3LtnHCy4QnVRXvj5P9+U28qoCdn37UoGznBwq5ANobIF8LTS664rXBaLMsnPxhZNULUcUDrZy3eaR1LDj5Nnv61DVxL+77040ZSOqsjQ2KeU+JBaj3PFIRJxLyuE0dF++gBIgzoMZM4hB1LYtFa9q2tT5fYWxZbqvQXVfXurqKKAX5ZYxz5zUxLi8k2rVWIhVxxDJoZv/oIOIXdKuHfDLL87vILegkZ3UVCGpwh6gQroIhkgqP98Fui+7PTzYVV5IKpvfDz1EoIFcN8XeL7GgUjikXS9kmTULePllahV16aWcbgwJbtRQOKlB/gGSdCScD5LJhgHOZrc+FWx1Ylqd0atwEl9SXXZS2Vjt2gH770+VWnUiRMAC9klVIT4mwkf3Zbov072ykpzInBx1XpR9vJRTa9VZWv3nzqUcrt12I0dg0SKi5PGydu1aHHjggdrCSUIxhVoL0ZIoMluIlaGD0KAFB9iDftmtG+lsWU47F1MklXfKlEgqN1a66b4330x0QldDcyZ+SCoXBY9VxpDRPMO8GEsSdF9e908+IUTitNOIBuVaKDXzLhTRO6kTJtAfqwTthzAHdTRsHRRzsr5I6pFHUsuMNm0osMTGT1W1X89gGwuu+VT31TmpbOzMTNrA87Y4FeJZjVtDZbWdVwVdjtklgPLQfvqJbGSnTlTRc9YsshGuU/F0X8Oc1G3byAlg6JVXCxorbqlb0ABu5wmU58rufc+1T1NcShaZ7rvbbhQ0bd5crbtKbPsYgoN8pojuy5Bkbf4ij6omXu7bF7jxRn+9XfqrxpfGDoXEuaQcL6a4HhZEqivEefDaa8SCOukk4IcfgD33VDupXnRfE9umvO4BkVSA1sFIezIs559Pf7NnU2EmJZJqSXMbHr8prxqnm7ZatkfhJL9rwsbPyaH9WOPGzu/E95D2Q1J17e+Yrt26AV26uM9vzyWmdsS/WJ2su2VRz23LIifYbkGTS7+PUZ/UWv+5sz1Jg5O6E0m6kFQmyRYH8pLDDydD3ry5t8PBooGqm93LSWU3/0UXOY3qdSK0oGGJ9jH4Gq36bET5zbFM92W6f/UVUWZPOAH48UcD/cOkv5eTWlNDdMfMTKdfmbyJOfTQQ2lcDd1XdiTrNtXZTurcudQyg1EqU4mkhsNOawJfJ9jD0ZORVDbH+valghedO9PcTBfd99RTfQ72WMABN5IKiBswb0XU5/D8CKf7mDFUIbNDh4STaoKkhmhuMuqS/BuPH0+oGCuApQ08KOhxQURlxwIjqdL3O+AA+isu5vRMQ3CjXz9yhPv25d6TW09JIuvuRVVORwsdNv7KlRQI69TJqZitQ1Ll6r68A8PsEj92KETXvrxc3+M1meq+J51EyBhbO1yb6pg0Jo+k8ht5n/N5opEy3RfqNUlGUt95hx4//BD4/HPD+cjOH4Du+8EHhEy6cmll3Zm6lvt9QHL4Te2Y64Tq86t0D4eBn38+Ee+8Qy2dWOVs8eDEYxiC/l5BOdMgpzzXBQdbM1+KiwnJ17GIfHNSJSQVoHUku71YJlh2gIW9SRxCvrVLX839l5lJNt6ynCrTnnRfuXCSj6PHdO3UidYnANjwhkP31do/3sGupd6sdqEixfg6G2nvl7h9pO6curHLyii4BNAezUZSPVrQuPqkGrDntidpcFJ3Ikm28IVfTmpNjfg8lUhqu3ZOi5KnniL6iirlyKtwkpBjUSY6Hq1a0aZOLtWuFAXdF4C2Zye/kP7f/5Fjc801Ut8vH/Gi+wZG9PgNhk+fVxVlVh7/iy++wL///W8t3Vd2qms31qJRLypN+fDDwJdfEtJmpDuvPwyQrYT4BU6C9ERj1+rf/6a/WIyK7KRy4x5k8+Wi4spIarGIpALOvbl0KUViW7emyqGucZmfFwCN9KIqu5xUVTuJxKaX0VJdffCkTYBv64aASGrv3oSK9ekjng/wRu5JKXoI0sYllXZy0SIar2VLd6uo+lb3TdohMBR2HT7/nDaPV11F1VvpzcS55VYNHhRXZpdk3f1sQX2q+2qRH6lYGH/PynRfWVavBj77jNZAT91ltBmAKsc1XuFu6wQQ3bRLF4/8dP77cIWTvOZ6x47A448TGtyvn8d4PnRfAT3kzmMjeDFaVyMROpev+LBPAHHO/PBDKVaubIKrrtLoz9epCDtzUc7788qn9bVjAZDU6moKWodCDjrrhaTKDrUKSY2VOOt4dTWxBhiFmOnOM+xUdF/B0dPoHg477ahKS2neHH64pC73ZYIWTmrWjBw8IQ2F0X2zxN/Pa9y6wjqlk8quxc8/E4Pj8MOdCv0At1/i50xAJJXfa8Q5FJw5qQ3VfRtkh5Z0Iam9exPdlBW+SSVCwMuQIfr3GIUhKJLqhTy6zqFoQQMkrk+m4nhuA/Pii1S2/eSTk3dSZafPeNMu6W+SU2tSIfeGG26g13VIqkRP5iP5QXWnz3ALvYeTmp8P3Hcfbb6OOoo2X1oatPz1uec6ui+TSMRBbFMlLVpQgQTLIrR582a6v+T8FgCeEV/AG0mNx+k61Yn7Efe4QewEd6yr6bi8MKqi6Yl1X4ekmuaPJ5uTumwZbXr33ls8n0oXWey8TtacXaJUbdhA93+rVlRlNhRyO5P1EUaBVknQ6r6yDe3Ykaj//fpRTlQsBrz1lkGVZUPxcvS0SKpE9+V/a2aXADM7Zh9bw//g9dcdEK+l3IIGfMxAodOSJcDdd1MaSqDCSYlzhcIhl02IlRLtn5czzghQWZ0N54OkduhAvS59h2PrTwS+dF9VTuq4ccBNN9HcnD7d4HwGdF8eBe7QYVesXOlva0IREQl20X3r3LoLuZGKnGQbQVVVndXMT1V6lBeSasUtVwu5ui2JRSECICauI3ffTbnXZ54pfhdhb2K56b66YINOtHOSR1ID0n1vv90pdGZ/htF9M8NGSCqQYFjt5h6fXYuvvqK/hx8WnVTbLvFgh643q2Zsvi5AnJtjduGkfyDdNw3knQbZniUUShi+ZJ1Uj+q+N98MbNlCRixVsmIFbYhYc22d2IZWlZO6Ve+kMvn4Y2rLcf31+nOonDxA7+h16QLccQcluidLhfZCUgNXOGQLWNihKwdBUmVH8rUEJ8cYSVU4qUlVloS7ZywvxcXA++/Tb/rkk4TQKKlaQCC6718RgczJoQ3AWWfRJu+EE4DvvtMcLKsjI6klbiQ1O5vo2zk5iSFUm15+UQ7wlb2qM5pUt2T3lO2k1ohfKDBNLsk+qS1aUGCDD0D4IvfMwc5W6/7RR1TB+qmniCJ64onihiNVEosRs0UIPrAKuT7VfXWVJgcMoDn4yCOE7I0aRYhKqsQLWXI5YEw3ueovnN+b2SXAzI7Zx2r6OiarOwBXvr49bgiCU+JXfOiWW6ggizLYpkNS4XYIajY4tKerrqKK1kECtbaNCcGzBQ0vI0dSRdI1a9zvqXJSTei+w4bReBdfnHjP9Fb3sZn8WOEwsHFjvvf4nMPB6++qoMr99rIdi1XGMKnVJGwasUmtG+tZbYBGqqj5nkiqRPe1Yg6SmtOFFgneSWVj9eoFrF9PgVQA7sJJHjmpOoesro5al732mljsSTdO0MJJTDZvpurN++7r7BtDmSGHYSBfWml+RwvVyt17LwXHGaKv3S9xYIddUT1gZWIAiHHpCQzZNaru20D3bZDtWU46iR4zFchf5ZJKzD5uNjrd2Qmdbu1kvy7QfT36pDZpQvTBVMq0acC11wLHHEPV8GprKbLsamjuQfflq/tGS9UGprSUHGKGoqhE1SeVP7csvXoBL7xA/+fl0WNQip9J4SRTR882hAaFn/gNki6Kf2OiYoWucJIXksquw4EHkhNvhMoYIluehVgkCVI4iRn3yy4DRoyggh1lZTTn2e+cSgnaPkfYxFiWiKQmAhzPP09/ixaRE++V46Y6h5d4IqkmTmpEclI1dF9fmlw9+6Q+8wy1beDFFElljqALSZHQk1TLHXdQ3l80SkG9IUOcYKFpdV9dCxrhWL8c7yTk1VfpPpo3L3F+xabaF0mFg0bdyFXSMS28B9SP7qusqmxZbooml3Lhh6TyussIkKCDXDgJcFNFE1KTX4PGe1H0ZflyuualpfqxXedKfEGhuq/iWlVUEDMhJ4cKK86eTQWC5IIyvnRfHqDjzsP2GQsXMr1Mv4D0VKF7o0ZUZbpZM6CsrAOWL/cIbPDsKo4uqkKrrFgC3Zad1Ko4YiUxFI0rQrtLHM61XN1X57wL5+DWbdZSiw9sqNY7fv8SK4nZz3O756J6ZbUQ7GTjZ2c77J54NC62qonDu7qvRvfqaoctd+yxpHvHjkD79rzCzr9BkVQm0Sitf5EIBLqvtjK79FxOA2Ly+OP0eNNNic/p9ktcdV97ziRB941x9ipQn9QGJLVBtmc59dTX8N13anrY2mfWonZDLVbctkJ43RRJTUfOEr+5GzCAeP6rVyuOM8xJlZHUK66gBWnWLPF8SmEfDYtG2GgD7rNB0okX3ffdd2nxZwWl+IU0WhpF4U+F7sIdCEb3DYUo+NC0qRv5ef311+lYiS6k07duE1faPnFcu3aEHLJcFC8xpfsGcgg8Ius6JDUWo+uzZQv1dfz8c4PzGEpFBRUy+fhjA/TdQ/dYRUzY4Mm/hed8TJLum5FBjvsNNwCsc4OW7qsQPyeVzclmzcgpu+MO9Tj2piLgveZlx4yr+yYotTKSauduxcmJfPNNDdU6SXn7beD11x2HQ3CWfOi+pvm0QPJ2zEtOPx245BLH8VDRE2Var4riyuY7s0tM30iE/tJJ973gAnLKuFO7r2Mc9pwMhUIivdMH0fPUQUP3VenA+oXz4//yCwULWeslT+GQVK/5MmsWFQo7/XSfPqmKwkle1X1lum7QNmD22B4IVteuVEV8zBigoGCDVndBfxlJTayJzJYBzlqrQ99dee9SoMEEjeSdmSeeIDq0UBDSB0mt3UzzI9wojKxdyYgLwU5FALhuS51oay033TeI7gCxNg48kBhRsr5MguakvvYacOihVB8EoN+Up/tqqbcyQ8mjVyqgtzPMLqlyUv10HzyYHOunn+bU4n43FoBsaEHTIDu8nHXWWdr3Mlo404EvsOCHpDLj8uuvVDHwoIOgLTQQVEwj4YxeEzQndfp0YMECqvimG5uJYFxCITtnQ+foVVYStSQnJz10X9Ybbtky99ir/rMKG/I2YK9P9kLb89sK+iPs0OR0BqtRI4rEdukCfP21Wjc2l0z6pALeOam8WJaFsqllKJtVhqYHNkWzAxl/xjnGtE/qCSdQIYOPPuIamvPHKvrGMTFtQZNKVGnrVkKWfXsjSrqSXs4LLhRY+i1MWlrI//tJbi7RtQDqpQfUk+6rQVKbNfNGrrVN2T1EhQLz4lc4yUZSNXRfNn40SswQgOajitGSjHhR/20kNVPt7fjlpL75JiF5Z52VngruTLzoido+qZlux4xf4y68kP4AqgdQXOxQ3WUR6L4BkdSWLSldRBBpqRRa0PDVYKGeq7wdW7GCaNxdu7pZRF50X1kHnu7L5kxJCVUozs11qeAWplPYe4OtYuL49Un1o/va54oQ3XfRIoN2VDr9M0I0tg9VuU2bNli61B9J1eWkhhuFbTvGvus11xBSuPvuxGwr/3Qr8J2i5gSzY4pq5X50Xx1g4JeTyhywjBYZ9n5QRffdupUo6Lm5wH/OF6tGW3HLnVpggKTyv6GOHSakE8nVfX3s/Zo1wJQpzr7J4oIJfHVfPyRVRfe1LNqHhUKOzvKcse0Sez0CbTV4WXbZhf74NAuGpIYyufStfyDdtwFJ3clk8uTJ2veyOzklbmsLOIeCr0yn6JPKbsp584A33qDoXapElWOhXOzq2SfVxOEQFiT4U2Z//pl6Zp1xRvI0Oa8WNEy6dycEixUzAICa9bQZqV7lWDWhBY2P7n37UtVXnYMKOHNJVziJ6RtpTheX3+iz67B5M1Fnx451PrfuxXWYeehMLLthGRacvUA5tpfTwEeTbSRPtwZIw3jl1LLvaZoLXLG4AstuWYaaghr1AQrh53tQuq8QZS4RdWff5dVXiZHw8ceJj6guI//RJJ2Rxx6j+WM7qwYLo4yk5g/NR9G4Ivv9G28E/vyTct89JS49Ggh/jV97jdgVb7zBDWmIpOqcVHnOyOesr3hS//m+fHJBE8BBUjU2obaWEP7q6vTQfb/7joqFKVFgTQ9QFd2Xvadb4779FvjjD3IOVJIMknrGGcDll6tzRV22Ne6MGwqHYEr3DYcpYLX33sDMmYrzKOi+LqpoQngn1a/ok0r4nFoveripHbOd1Iib7ivTpflzff458NJL5KgCAeYj56QK30cjpaUlWt3pxInHMJTVfSONnRuefdejjwauvppSmK64AjhhN5r4rur98m/Iv61zmn2cVN+cVC5owAps8VRedp1LSwmRfOMNd/9dVQuaIPm0gMfayu8vAiKpyoJViWACX93XF0lVpIxZFqV37bGH009e1t3eLykqQpvam4wMmjuDBwMRzgbaAcZ/YOGkBiR1J5PBg0/DpZdSLoeq4TCTyiWVyO6QcFp52qBHTmo6kCVTJDXZFjSBFmqOLgsQMhGrifkWHzJxOLSn5JFUCQ175x2qGnrBBQ6CZR+bcAqE78vpb0feDBAunXTu3Nk1hgpJzWiegVhJTHBUrrkGOO44ym0ZNIg2YKwvaMX8Cvs4fgEUxjZEUgM7evwGWTLmdi9eL4eAk2m9pwGgSHTv4b21+grn4OZ7ULov/110SOqCBdTbtUsXQspZD1zdOEEcPUaBDoWo1D9jJwBm84xtHBv1bgR8CZT+UYpFgxbhsPzDEAqF0Lkz9aaNxYjyb1mELMkbsmSR1J496XHtWmDiRLHYlj3fEuwJl+4Skir03IR7zgDpsZPK3oh8cC0CQNpj2UiqxklNhR3zksGDqdL0e+9RgKBnT+5NCTG1f1NV4aTE92R2Kagkk5P6xBP0OHMmFU3ZYw8nMKPqDSzUBQi5nUrheFM7xor3qHJSpe/Br4VBaxrQQXD098inM7VjKiRVRstdx2eZBwp1+ntRlefNI6SzQwfgrbfW4qCD2uqRST8kNZebn7rUmoRz6gpCe9B9dbatS5dE/0yL2Gxffkk5wYMHaz5naZzUcMgTSeX3egzQyGiZgWhRlFh4HtV9deg1b7N0gIRX4aRkig/FFdV9/ZBUr5Q3L93t/ZJsj6Geh7z8+iuBPwcdRCwCAKhcktA9K+wuLMeJKye1ge7bINuzVFaGUVPjg0aCnNSWx7Sk131a0AwYABQWOv2n0oEQ8BskL91VC4EXkhpksROqssEfSeU3GZ98QovHXnvpx1eOwRdOkiKtb75J9JX996fNkfC5hPHlvy9P92W6myBct95KQY1HHxU37rW1tDjpCiexRTejRQZq1tYITt/ZZ9Pjr78mdOOH4BxQK2o51HPNMbLw1903Z4mNGaL/hUVQ7nUnIamm+VA164IjqX40OUCxKHPHyU6q3Ce1c2dg6FCNEryDE+BmLix0ilzEYqLzaBQMSdxX3Z7ohpbHt8ScE+egdmMtatbXIKeTw9EsKiKGAkD0WVeV3CSQ1EiEescCwJ13JnTm51viPonkRpQ20EYjEy1oXHNHsUH6q5BUuSq5VWOJzjbTXVPxO0jQpz66778/sN9+0ntyvqUHkspeY3YJAMaPJ8SnXz//liiCkxqwMvS8eVRwa8AAzkn1yElFCL5I6uGHU75o06aUAgBo1j5V4SRLrQP/2ybj6AlsHA9Hz5juq8hJ1enOv8bG79CBKvzupmgJ4qm/x6a+ro7orNnZQCxW65kTrHVSWf/KrLCTFpR4bfZsYONG0nnNGqBgTS56wANJVdB9dbYtFHLqAZSXk60UKnErnD6Vk4owlE7qgQcSisr3kmaB5KwOWUQXjkuoPh+cgfp3ZWMx0c5Jfn8hV/g3RFKFCrmM7pulKdylGNcr5Q2gwklXX+2ek7ZdUrSg8bM3EydSQOzaaynPG3DWmFCmt7Mrr72uytPbuTQ4qTuZeLWg4Sdv1ZIq+3+/wkms8TqrJmmKEFQsrMCSq5eg8386o/Wp6rLAphFZXU5qvC4uUB91dN8WLSinyKuHaVC6L6/7/vvrx/USr8JJbPy6OqLNZmRQH0bAuR7C9+WoZn66//knVbHdc09asCdPBv79b/GYwsJCd+8/fmPPIamAOoKn7OXGo1AWXfdQRsgYSd1nH2qmHQ4TSgt4bMA4dNmKit/FhYZpclJVY9fkO45p035NtbrKwm/uLr0UOOQQd0Nz52DpKY+klqiRVJNiLMI9FGCvzl+H774jdOmoo4g6G6RwUigcQstjW6Lx3o1RMbcCZTPKkNMpB+PH05h87p9XMZagjoath8IRszedOWHlJsUvJ/Woo4gCvd9+jr1MJZJq7KQmrnGkScS2izaSqnFS+aDM5s30vysvsh7iWY2bvcdvejkaqKpwUmFhof3SmjWEJtXWEgqRn099avfZx30qgTnhk6vIpKKCrrUqrcCFpHI5qaFwSEBSVRvs1q2JEgr4sIgCFE7idWrThtY79lsazUfeyZZa0MRr4tjy+Ra0PL4lLIs8JWO6r6K6r4mTuvfe1NbJWJh99aD78jaYn0tK0TgcfNVYlv/KvusTTxBd+ZprqIham+yO+BSrXUypZJBUXpR2TBHY5APVSiSVW0uuvZb+Vq2iYF48DjudJbtjNioXVFKVba6wZLwuLq6rGt1VLcy86L6u9dnnmrDxMzMpSBsKAfEaLtglI/lsXGkeerEJAUq/UnUrYHNJAAs0bb90uodClFdvWUC4hptjJnTfMFz07h1BGnJSdzKJRBJ0NNWCISGp9us+hZOYBC2qMW3vaSidXIql1y/VHnPsscDo0cB//mNG90UcYgEZKcldh6SedRYlvrMNpEp0TqoOjTRxCPzEq3ASG/+nn6hKLiu0AzjXQ0BSucqGfn1SKyqoRcGaNfpI+N57763ciDHhkVRADIIsXEiOL9sD6JBUgNs88sd45KRmZlK7otatzdFIe4PHn4NFKrPFa7X//lTwgtHlVfOxdLLT1yHc2HwC8HPmtNOogu0BB2gOlr+TAZLqm7MEaZEO4Ejx12HMGOrrOGFC4r2os6DqRKaINT2QnPvyGeUAKD/6zjvJyVCd06V/kmuxkjLLnNRczW8p5aTKG6h//Qt48EH6Te0xU7hXYLr27k22TAiKKXJSI004OMEnJ5WfM02a0F8qW+mw8QsKCDlkrWgAxf0JkI1ntliBpO7N9RHjN3cFBeSk1kopdPaxSSCp++9PSOfUqeL5AIWTFYdzP7Hrp9kYy2JSjdukBQ1v78eOpXSRE0/0GFt3LgWSuvmzzVh0ySKsfni1cN1ffpnuWVWvai+6rxcqZGLHlCI7qR5U5XAY+O23/jj/fIfxw6Twp0LMOHgGymaV0QsRqOm+HBVT1l3eL8nIoFfhJJ1dLiggZPmaazRMHxlJtTyQ1OZuJJUJPx8Zkmqnh1lSwKRWRFJ1Dlnz5jQnx4wxpPvKgWpDJLVlS9rXrF4NhPmicuye9Dgn4O+k6mwjs0vCPlJDMdaNHwqR/q1aAVu3KOaYR+Eklh+9ozmpDUjqTibxeBRAlnLTzjsRgpPqg6QyCUIFq1jo5B1mttSXuOzSxXEG7rqL+ukpi1TwN14cdpSXz8EB3DmpjRoBjRsTCukrOnqcAd33/fcJhTjvPHUucLwurqy+6YWkeuXTskWS/75Cf64AVGVd8GHcuHG48qIrpQ9yunsgqUOGEBWPobNeTmq8Nk7Nqj2O0Ylv4IQNo2hJwK5hpHEE0ZqoHYxgtMFolDYDLropgNI/HSc1iLMUqMer9KVMclLZ+Bs3Uu5fVhblqYoH68/hJar8cbm6bzg7jFit2obIvfWa9muKje9sRNmMsoQu9Dq/CfAq/BQESa2uJtQaIIeSPx8AAUlV6s7QSE0LGvs43o9IIZK6bBmNt9tuwG23ie/JdF8AyGiagVrUCrrrKn4n7RAYCrsOY8ZQbv055wCjRrE3E+fW0AdtmqXlHDtu3DgMTiThmdgxW496tKBR2mAfJJU+CJqvCp1WrKD88Y4dfSizqsJJtucjHauw9zk5hKqydB0v4QsnyU5q3RZaa2s31aJrV8rRbdeO2n5ox4tKvyPgXAuVmWCoLXcdWNCB0VxN9PdCsPg58/335Zg3rxVOPlk8ZvMnm1E2rQwZLTOU+tsBziz3WqtjPfi1oDFBI0tLgZEjCcljQWs/JFWXk8psnZByJK1PMt2XjSm06KuzjHTPznba5cTjFGhmttj5MKe6XEHdJ6+zUSNy7ngWSFxB9/VKowGgLB7Kz8fJk4HFiymAxevP7JKK2ZJMn1SWT2taOCncKIxYWayB7tsg27dkZWWiqkqDQHDGqnp1NeI1cYSzw8INZNVaLoeqXTtg2zaqvgmYbb7WvbjO/j+nu6YngCS33KJ/T6CsxBy6CctHjTShXLJYWQx8e505c4xObY8LmNN9+Q3MCy8QQrD//m4ntXZTLab2noo257VBr6G9xDG4BcKqsYTv5pVT5EX35XNSTajKuuDDoEGDPCk3ruq+nHH02ty5Fp+EMTal+65aBTz/PG28+vWj/EgdjdtuTu+BpEaaRBAtjLo27xkZtJCqhEdSg6CRu+5KfVIzM2mTumULUZOU+ss/nQpJTVB8ZCTVsggpV23sVL11TcQrd1Fomq4RlZMKAGUzymBZFuLxBArok9fpVXhFJ7EYMHcu/X/UUYmPs02i5VD1TJFUeQ5v3EhBqtatieoXClErnVSJV60gng7aaM9GKCstQ26PXFQurhR0Z0E3mRnSsSNw5JFUvXLIEMp1e+YZJ/+4vuLp6MU5pIN/jUckE44e+56DGMcf4ubOk4ljWfVqQaPU3S8nFUAoFIIFS7lxnzGDgnhHHeXjYHNIuXAuhQ4q1s8JJzg0bl9hw4XdTqrdB7Q2jh49zGi4gem+kqM3ZQr12O3Rw2nFZqI/s0N+RZ92260j5s1TIHqJdY+tQ1q6b6bbSXX1SWXmSqL7ytV9hYChxrZ5BQpVn3PlpPJUVEXA7corKeB+003O2KxwEkNSrbgFvr1SvC5ulJPKy+mnO7mXsr72uHIg0MfeP/kk/QnjcY5eqpDUsWMp9e3WW0Un1bZLfGBcc07d+IKTyuU9ezm7dj2FxhHUoW6HQ1Ib6L47mdTWUv6An5OKOFC1kvJSZUdGpszW1dEmb9AgolBoC7JwUvhdoXNej6Iqy5ZRj8uJE73H020wmJOa0y3hCMfVVNEffqB8MVYFT3mOgE7q7rsDN9xAbQq8Nhnlc8sRLYqi5LcS13suVJEvKiRFZAWqmapwEp8P5UP35Y2ijnozbNgwdZsF9q8HkuqluwpJpQ/pj+Fl40bg9dfJ2XvsMaKanXSS5mC2qEecDYatI4ekyvp7SbwujrLpZc44AdDIZs1o03X++cDDDxNFbuRIb93t8yhyUrPakxfK5jz7PT03vfy4AdYzr/xx28mT++dxItN9G+/bGIgAdZvrULOhxrj4UH37pObkEKWVOfD87+6HpLLvJ1eGzssj+/LMM1Q07Kyz9P06Uy283dr3+31x6OpD7XnB666zZxdcAPz2G9GVP/oIGD7cabOQCnFt2hWbai3dl6edJn7vYaz8JdSBE22/ToVz7CeeNliVCsHRZQE4OzCl4+zofvnlRP1XBSNcqDL3mldO6mWXkX2ZMkX//bTnYn3CAZdDLAcuv/mGci9XrlQMyFcm9tBddirfe48YICq00PsL0IPNGlAhT9x1X7durXJ8tiYxR0mHpHrRfeXgcqwqpnZEY4DcjsevjYsuKBMkJ5XZMlVwuUMHYMkSYP58y42kWhB1rRV11zlkFRXAu+8CH3ygfl/+rCuYbXjPVlZSfvqBBzpFpcKZYWMkVeWkRiIEotx8MyHCgHq/BECNpAag+7Lf1e6TyqH1SmYAo/s2coMFO4I0IKk7mRx7bA7KytQbJHnyMmqvq4z9tjpktnIouuwGat7cu60NL3wyvpeT+ssvwPXXUw/QNm2oQm6PHkTR5UUZDYRD983unE2tTSxy3NgNy6S4mJAUT8qT5ND4OXr9+tEfQNFHQL1BYg6XKsotG+JYZcx2mjyR1DoFksoXeQhA99UhEEOGDEHNRqlyLXeMnZOqcFKZ7r16kTPZlKstpM1J5Rcogz6pRpRZmf7FnCrLsq+97KSefz4VBnrwQQrKNGpESDmTmg014ndIck3woye6nF8Fkpq1axZq82vtgMG779Lfhg3AK6940weV5/AQ1QZJRffVikSbjuRG7OJJ5TPLYVlktHwr5MalxwC6A1TF+rnnuPd4J9UHSdXRfVORn+4ld91F52jSBHj8cQoYDh+eeJO77yO5EURyI6LT51Pdl5d09El99VXaLBYX03Nl0Sc595SzxaEwoZHsew4ZMsQ+1rjwnozKGBZO8rLBfi1oADi6q9YFTvc77vBSwhnLpj5LwSFbB+63nTOH1jzWn9ZI2Me9kNSaOCoqKP83N5fupd9+owr3co9aVU6qC0kN0ftWrWW/xvYZup6UStW5g1Q5fPFoHOGMMBo3JgemY0fAsrph/nwFkppYk2w7H4YyJzWUFXI5xFr0PVEB2HbI5doA/HfU3H/8ut2zJ1GthfQo+XMWtDmpqvx6Nn5mJnUUiJbGsCGxtvBIqrCG1JlV9y0qorY5mZkUVC4sJHquwFbi7y8pGBKEoj99Ov0fPdb5nfyQ1FA2VUZXOanZ2bSeAk46kGq/BEhOKgtWBSicFA4TKBRP0NyF6r5edN/G6nSO7V0akNSdTAYMyMOECWpn0pWLJLV1YYad5Z7Yx3GG0USsmCVSWzxuUN6gn3IK0WUZLY8XwcHj/bKEo53RNMMuFsLnaV52GUVjly8Xz6fTG4BxCxpevKhmbKFTjSNvnvjr9sEH1Jz+4IMT7ymQVL7xNL9B0uWf2efhjGIkot5c5+XleRZOspFUReEkdh3atCHkkKf2uL4zq9zMXTyTFjRGDoEUeBBQATZOwrizOVZZSZTHrVsJsX3nHXHIuk3i/REEjSwpAb74gtBf3xxvAyQ1e1faOMj5zJ69C5Ok++bmEuJz6aUKJDUJui8A5HQhx7R2c609J7OyiKFwww3qfOD6IqmyHeNtSyRXcULAt7ovfz998gkwYgTNo1TJCy8AL75IY8bjki2Q7BYgIpN+1X15SUcLmksvpdxuVhFT0F1XOIm3ZYnAASs8k5eX53zeINgGuDe8QZHUk06i1iIciOte1+JwI6kSeqga28+O8b+vPa6EbtrH8j2tE//OmEGU4quu8j4PPy5Czrnsc7B80do4fv2VnJizzvKxNR50X74GhC7nzmb5xCxsGb3Fs2YGb4flehLl88oxqcUkrHlyDfbdF5g2japCr169Qqm7vSaxCqsS3VeJpEotzGS6LyAGX4U0q6jk6PlUyA2HiYnz559USEn3OV0LmlA45LTT4os3cuMDTj5qpFnEKcbGzXMA7uq+Pi1owmGqgNy7NwWwZH3tceVgts89++qr1JudR2rjPC07JM0/JokpldGM9jGecwx6O2PbJb62iaIWhkr+/W9yrO+8k0NSVXMsZqFyeaU4dyQkdUdzUhuQ1J1MLrzwQuF59fpqzDpiFjpc28FFUZOd1Kxds1CzrsblpDLDNX069e7s3Zv6ROlEvsm9nDyT3EheV8Bt3AEyQpGmEcTKYoiVOucfPx5Yv96phmnipJrSfaurKUqdne0TxQ/gpPIVAPfdlx7Ly91j17cFTaNGhFh36kROk0ouvPBCWGXS57mnXkiq1wbMtfhwlZt1xwjHcxvTQYOAr76iKKdyTrJj2fVIfJi/F2Qk1YviBzgLt30K5QbUyYvmZc0aooPy1Zp9e7wyUQQpWGEPOd/JpFqo8hwesssuRMMDKB8HUCCpAei+ABV7AIB4RdzWNTsbeO01D0WY/gF0VzWSZ2KCpDKboHNS+Tl56aWUIrFuXWpaufC/oReixwcBeGTSzqfVUCBffZXyCy+5JD1Oqq2GykYymyW1V+HpvpGmEUSLorat49e4a68l5ysUovuqSRMKpsji6msbMCe1VStFj1dV4SR7IiReNKT7btxI60nbtu45IxRjsq+h6DjaxypscEkJIZ0MyebHXXrjUjQ7uBl2vWpXYVwbAebOYSOFNVYwmjW8qcoC8yfx2ltv0f3TvTt9pq4khgXnLEC3p7uhy71d3CcCRCc1S1z/yqaXIV4RR/GvxejyH+fznTrthrlzPZBUDd2XR1Lltfa66ygP+MADCSxYd/dqIBGwilXG7PXS5dgZUGZ9AQP5c3H4Iqmq4HJFBXD//UD12jBORyKthPv9+ICyq7qvRncj1gN/TTxSjVSyeDEx81hQH4CQ16mrtMueR5pFULelTtsnNT/fe74zu6RCUv3sTceO9AdwgRlF4aTyWeWY2nMq2l3eDr3f6534jglntpH799wRpAFJ3cnkp59+Ep6X/lGKmjU12PrVVhfdNF4bJ2OTuCezdqWcg9rN0iY8cX8tXEjRfJ1Tw8TVq9TjBjXJjQSgzUnlI7WRphHX+XX5IUpdAjqpn31GzsZ553kv1LaTqohwyRF+Vy81UH7I5ZeLaKTtUNU5tFUh4u6j+zHHUD6w12/5008/GSGprHAS/xux68Ajh/Z7Bi1oXI28+eO5hbqqipx4XdsJvi0PnTzxwBlyFiHWRcLlOSM7qfIGdO3za/F7m99RsbgCspgiP4LuiudMV7bhYQGDl16izfp33+nHDtqPTyW33EJR/BtuSIzD7sPsYEgqCxDEKmO49VZg3Dhy8rzEnudJ0n0/+ggYMMDp+8z3mROcO16kwkkuZE5hx1Ll6Pk6qZLdAjRIqoT4MCkvp8I6paXeNjhZ+flnqgnA8sNUOXSu9irs/BEO4UgEH/k1LhKhoEZWFhU0mTNH3bM6aBEWJqeeSvZdlSZi0oKGBapU9xmPWp12GtCtGwVV3QcmxuIdJSk4ZOvEPZdRMfk33frFVhQMLcCSq5e4zqWq7ssead/gjG2KpOrovnzuHtuLvPsu0dqXJrrXxRPj1OZrDD0gOE4uCi7TXZoHmxMVpbQ5qWytklvQMOcn052TetppZB8PP5wQspPjBc64PJLK2+Go5Pj55KTqnFTXmmFZ+pxUlprBFSVjc6SqCnj6aeDlEcR0ydo1Swy48M6kXN3XB0n1Wvu80k9M+6TyQcgYq+6bGXKxEJwP0gOzM/GquOs7lJRQQH+33bjArKQOs0vKeR3Anl54IaHj2WEOSZXWzk3DN9n/N7SgaZAdSh566Czccgstdnvv7aCa8Zq4Gknlbh5WbENH9zXdwMhtYJJBUreO3YqNb29Er3d7IbNFpqu6rzx2KCOEjKYZrvMH0l3Xgsan+JCfwxGI7sstYu+9R3kb55/vIFj2ubnfMloWRVZ2lrJwkq7Hq4n06dPHrTPvSMp9UrlzDR5MFLmsLHKaOrSO4bPsKdjznT3FPJ+4mu7rykfhxLSiJx1MD3IBA3v8kIOe6ZBUPydVXjwLvy9EdFsUpZNL0XhPMbk6kO7y6zzSnLhm9rVPBAymTKGgwL77EgoRCtH4wqaG9/8DrGfxONFNw2HaUHfrxr1X5yyoOlE6qQmKUqwihl69KIfZsqjqsWVRtVwX8sl+wwAOdihEwR7LogIvP/zg6K+q1On6PHP0GEVOilb7Vt2sh6hQYBXdV+ek+lX39SvGUl8580xCZr76iqpyC3mLOiSVs2WRZok0jkRqQ58+fQLr4AoqGCKpDNFfsoQoirvtBlxxRWIM0xY0gPI+M6Yq8xVZw2K1YBfd16N4nTx2TYFUb4DT085/5c7B56QaM6C4ytMuui9vm6WcO5fuiWPltAaV7ux8Ot0nTyZHYI89gLy8EvTu3clVw0POSQ1FQo5zzdF9VUiqMI5lCUFZodaCjBoaIKl9+lBuJwDccw8F3O6+26nG64uk8nOJS82I11AbOPm6A/S1s9plCU6eEKyWqvsmXZlY99kIaM3ysacq3eO1NI356r5eSCqTWEXMdlr5sQH9XtK2S/y8Zuf0sTe//EK9mA85xKk1kP9WDJshzjGVuOi+td7n2t6kwUndyaSwMITCQqKbAU6lMqvWcjlbVp0l3DwMSZWd1OOOo8gaK2bkt4GR6RJeTqqyGEvMwvzT5gMAmvRtgq4PdlVTVrj/dUiqHyom6FKPFjT/+x/1eGUUXV5spFPlpEqoIr8IP/ssUVgOPJA2R8LnuE1yrCwGtIYQxQ+ST/vYY8CsWRT9Pfpo5/WtW7ei2y7dxINZFDFm2Rs/m74UI4MfCofs/KeZMxNvVcdRu7UWhd8V2tcjo1kGosVRdeEkTR9KQNzc+QUfXEgNOxW3yWBRd7Z5lyOyLid1kzeS6omcB9DdtbHlntsLU3MHieTHat3aycN2DZskkrpqFVHEmzShuS6Mye5Dr5xUFd2X5QNzDIJo1CmmsW0bUS0FYbdIACewRQsqJgUQQgM418p2sDPdEWtH0cSDD903HY6eH5KqalESJCc1CLqfjLCx9t3X3XZCiaTGIAQMZSR169at9qE//EA5aIcd5vRkVomLAhcwgLBoERVSO+wwzkk1QVJ16A2AY4+l3rGtW7vp8ypdebqvro2LCknVrX2qzaxXn1T7sdZS2jFTJNXlYPPMHwnRa9WKqudH5pQBq+FZUI+/xjLd186nrY6jqorSLho3BioqtghF/eyhFNV9bX0t59qpqvvOm0fU6i5dgKWL4piP5tgfJaQGt74LwXauRgJ/jWSJRJzc7sJCSmXiC2MFyUnli9yxXuV9+1Igkg8kWQAV0uR/P97Blqr7muSk6uaM6nuHs8OIV8Z91yqlkxq1qBNMVtgXSY3kRuzAueyk8vflJZcA/fsTssoLs0teOeQ6+fZbYinedRex3AAI7XO06xIce27TfesBTPwd0uCk7mQSComRSOYwxmvi7rycOktY1FgRltot4ib8q6/okVWw9XVSA9B9VXkKZfMq0ITTkX+kE3BjG9J9GzcmJKVNG73eQZ1UXveDDtKP6+W0eBVOsjfRcaLkhUL0PeSef+z78pVsddQ+Jr/8Atx+O3DAAUBBAW32zjpLPKauzt1zi52Dd64ZmsfOx1M+HUeMXouWRu3fL9IsgmhxVN2CxsNJPewwcpgyMpyqmH5opKtwEr/JkDbvpjmpkWYR2jjL+98qMyf1jDOo5QTr2+k6NgDdl80bo2IsvL4BnBFe999+o+IjBx5I+idT3Rfg6L4VMYwf7wRl5HMKeiSBpPKi7fFqgKTKFDk2r449lqpW/utf1I4GSB2SmhTdV5GTqrNnvB2bO5fGdgUG6iGe1bi5ysRsgygXpmF2nSGpdXVOEHXxYipSFY/TRm/pUnJaDz1U0iHJdhbxuN4RU6ZC2PdI4stKjhkvu+3mBB+NkNQIN25ceo/py21Qmzcnh4a1WpLno9LGsuG4oi9yTmq8Jq4MbHjmpBrSfW1HOHFMjx7kwM8ZsA5Fq6FMh7HPxV08uXCSTnd+LgljKZBU+ze04Imk3n47Udwffxx48MEIcrAvvgP12ItXxZ0+9BKSaoJG8qKcM35IKpeTKlTUTgSc77mH/rZt43RDCBktMwQk3LO6r0/RJ89gmOKj4SxyUv2uCR+Uad2azhGvjRNT2wBJRYRSf2KlMTfQwn1kjz2I8SMLm0uCPWb22gdJ5QPj0Sg95wsnqdZO+7Ncn1RAv+fbXsUzJ7WkpASxmGEt9gbZISQjIzFRFU6qPHnjdSL3Xkf3ZWKaa+VyUj3QvAEDaFNxww2O4SocV+SMxfTnk/sD5KSym/+kkwhJYQ63UniaBvSbOrv4jolDACRdOImN/+ef1MKFtbuRDZ79fdmGj++Tqrn2RUWUv7V8uX6T0aVLF3dUjs0rLiIsRBwTxy9bRhFluehTtNChYrPfiyLz0tz0KJyUkwN07UobPD9qpdyChp1H2GRITmqfPpRP1K6dqDsT5qTaJfk1uns5qeEw5bs9+CBwxBGaLyp9fNs32zD7uNmoWlXl0H0ZylRJPfh8C2tAmj9JOqnffEOVCMeMSbzHF6jQiMoB5Om+H3wA3HgjwKfVe27ak3QCtZWJvSLWzNHjAjD8vXvyyZTDNXBg6nNS+bndpQtw4okiY8M4J9UHSQ2HKYjXti0FgFIlbPzCQqKjL1rEvcdV8RXohCyIlB22aXjMznXhStfzG9/Vq8meqaoqJ0v3bd+ersv8+eL5lGPExO8jPPqcztNJVRVOYoEaj5zUKVPIzh9+uHpslZMqpIwYIKnhMNmwzz8XWTgufXhUSeWkanqN2va9gnT1qlXAX2NXTipX9Il3CP78c19cdZVocwBuv8Gzk7jqvqrAlrYFDTduwTsFmNhkIrZ8vsWVk2qCpK5eTZWy77tPEziRP2dBm5MaCqkr/PK6M/0zWmaIc49nPUnVfXXdHNq3p8rn771nVjiJCbO5pkhqRgali2zeDDSN037DJCc1FA7Z9Sm8nFTd2srsktDjWdebVaN7KET579nZwOqCiKO7Ad2XIak7Gt3XtWOYPn06BgwYgEaNGmGXXXbBhAkTABBUfcYZZ+DXX3/9q3VskBRKXR1toJkh5um+LiS1VkRSdXRfJqa5VvYNzgyRh5O6555UofXIIymP8Z67LeRM3Ox8n4QuvtV9NTmpdkDbY9PuGjcRtVK1cSn+rRh/tP8Dmz/bLBiWL7+k/KWVK4EtX2zB9AOno3Ip7ZZ4p0V2aPjcSECMFLsWO7a4S0aIfV9hwxegT6puwZgyZYo7j5khqQk9w7lhgeLJjr/wQtpI//67+Lm6Imdusd8rXht3beK8kFRefB0CNozcmJ7bBMub95dfBiZNAq68kn5PflMNOHRfdr/okFRlX1wvVEkSeWGr21SH4l+Kse2bbQ6SylDsxMaejV9ZSQVk9tvPXVQqWbqvKp9Wru4btHAST/dV0rXiQMnkEmx8fyP3YuKcAbzAbdsIgT/iCIXuySCp0M/RVOekZmUBCxaQo3TxxcR6+M9/nPdNc1J1balMAhv1EXYdfvqJEM6bb+bfTJxbcsBsmmVWyA7EMCR1ypQpSt0D9Uk1/G288jqVSCr/feAgn7b9K6zD2ufWonp9NZYupQ37L7/4zBmFoyS3cbHprYrAWEYGVQyWqx4rN7PsXDzdV3KI4zVxdO9Ov+O555ITfPbZxAqRxYvuK/T1lhxiOeXCrq3hgaQKdF82/xkKzBVO4ufM999X4d13qSikoLd0beTqvkILGinX2zVnuHE2Dd8Eq9bCgnMXuCiyJkjq5s3UBmnkSM2ckWPKGrqvK31B2hvytsBCYp1hr8WlNaTWDElt2pTqa5x9Nu33br+dmCeCvoqb1y5W5xNYyswk544PsPG/kz3/5D0Yl6drO6lShwqZbfL228Qm4sW2S1z6hVwQTCdKZgIX+DWh+zIkdUej+wpO6h9//IEjjjgCy5Ytw6BBgxDnZnfr1q1RUlKCoUOH/uVKNkjqpHFjWolMkFSZ7qtDUlu1Apo1ozL5/Ng6YRFvtoGWjUv12mqsuGsFqtdWC6/fdhvwwMUVaFvoJLwx6rFpCxr+/ACwaRPpa1Jrw4TuW/RLEeo216Hwu0LBiXzxRcqJmjUL2PT+JpTPKEfh94UAJFRQQ7li14pHKHU5RfKCYn9fDgn2K/pkQr0588wz3Z9n8yqhZ7hRWNgQ+xUfim5zIpvhHCfy56Lg1LgdeiZLllDuxiuvUJDjyCOJyq0SbU5qjbN4yTmpTDIyqLgO33PYsiwbSWVOqqy7F5LatSu1cXr6aSppP3euc1+5lde8XONsPFhOKsDQVOe4OXOgbK+QCrqvizJrQPf1K5ykqs5oWcCsw2Zh8eWLUTqFkq/s6x1gLa6pASZPJlaCrDufkyrQqvj/JcosIG5kt2wBVqwgtPCtt4APP3SQ+KBSOr0UC85fgKqVVXTqMLDXXlQIT9U31jgnVRO46tCBWBqdOwMPPURo9urVyemuEl2wDYASSbVizvwWkNRETuqZZ55pf960EFl9W9CYOKlyf1fhMfHyxvc2YuU9K7HuhXWYMIECYa+84pPXya9LkqPH3rNtqSIo2b8/Fa6aNUtS14PuyyOp9vxiy0xNHPvtR62LbrnFPYRSdw+6L7+Zl9HIhQvJDg+YS9QBr5xUge4r5aTq6L6dOhHf2kWFltaCIC1oXOs23HZPfkkunJQsZdb1uTiUTqocdGPB8vPOI6bSu+9yYyrovq76CF4MA4WceirtmeQcdZVNt9cUH3s/dChVEL/zTkk3iHRfXf/xUCTkpJ9okNRwmNIKBg92F7Nkdkm4XzUUY1l4O2YHZlhl4iyznNQdtXCSsGO4//770bt3byxcuBBPPfWU6+BjjjlGiFI2yI4nFRXEr1Q6qQw9ynU25bZBCQGZbTMBUAsa3uCXlFChlJNPpoj+O+9468CQPdbDUV4484fmY90L65A/NB/LlhEFly2gcmVgFZLqm5Oq6HM1ebJY9EIlJk4qM+bxqjh69AAuu4wS3flNBvsOrjL2imthO6ms3yVfol7aIMnIDxO2eRMq9yl0L59Tjj+7/omNH2xUFjGQF+r333/focUyhIyxoFj7mUYRog2xaLJdqVfU3bLo/bpC+j3D2WGxUqpqc6YxtqtWAS+8QDnSDz1EEc3zz1ce6my6JFTAi+7rJbHymP3dbSRV3hd4OKlt2xJd66KLgCefJKRT2xNUo068Nu7koTSK2L91vCrucggA98ZX2EQEcPS8+twlTfflclL9CvhUr0kEtRg6EgAFlhE3ASnQIKkseAGIyBi7F/hN/mOPUf7cyy8DF1xAxTWaNTNWT5CCYQXY8tkWbB652f9guO0W+y7OFxFfkzfg111HPbDvuYdSL15/nRCbVIlnjrcCSeXtZSiLY8gkkNT3WXEEQDln/FqY8eetl+5yj1IuJ5U5IXKfRGb/6rbWCffqmWcC118vVsyWdRUKJ7G1QHZSOZszaBBw/PFuJog9rAfdFyE4G2ypQi7iog2ZOJGQPVWhNn59NqH7smv64YeU837YYUAsBsQS64dxdV85J5UhqdViZeLVq1fQ+7KNlOcLR1eWc6Z1dF8VkmoP11SKNsWkAzXz07dAm+yAWZZ678RsgkT3ra2lgF5uLu3JPug+DxmII7NlpifdV7DFmp+otBT49FPg66/V79tjS2IHHALY++OOo1oJxTV0nfnCSSpHHvCm++bmkmN69dX6gBKzS8m0oFGufQkGlIrhw9t3uU/qjpaTKmSWTJs2DU8//TSys7NRzpLFOOnYsSM2asP6DbIjyOGHN0N+vtMQXKD7cgnW8aq4gKSGMkLIapNlHxsrc6qbsRuoZUvKK/ATdk6biigZrWgJbTaixVF8+QVtji6/nAoNbFwGVCGM3MRdXbeljgwt7yhq6L52VFDh3BQXk6NaXe16i1M88ehRaIRtoGKVMRx9tJOH8+WXiffjXCEjqfgCQAZFRRmUW4mwsQB3FN+P7hsKq8viF/1SRD1zv9wK6zz6Ib2Q1CFDhmDr11SxLpwTRqwmZp+DR1IBWkisOmdBZLp36EARzk0vrAeWAdGiqD0ec2isWku5ksdr4kpkLghlVs4zhnQNVYWTzjyT5spLL9FCHQ5TpWWAK5rUJGJvnuUFiOVN+S0WflRlba+8WkuI5IcbhanYQ2UMo0bRpq66muhUgDeSGoQyq9oguei+XtV9Dem+LHASi8Hujwhwi3ASSCo/9t1305/9niYnNZQZApi94KZhOJvuBX6Tn0rKrG1jEna0poYCGoT80O968snAxx8nzl3PnFReUk1VBug+iscdp90PSeXtpSondciQIfb7XoETXlxVcA2RVK9K315Iqu2QycWHWJCzUnSWWAE4lSjzdpkdYwwGBZI6aRJVsZUrcdvjqoKA7KUwtDmpAFBeFEdpTQQ5OdRWaMwYYoj06CENF+XmpgYFVhWY2Wsves5ouDbrwau6L/d1dDmp8Zo4GjcGevemCraNG++JadMUSKpMf5WRVGYzFEiqV04qE1agx1Y9akaZ5e1Mx47APvs4ldCVn4tDm5MKuOm+fF7n/vsDlVVlqAUF0fmiXTLd1wQFXreOAnis8nxJCVWKF4q0KT5qiqTyMmECrR+35gKNYYakCnRfyUlt0YIYMgDNd8A9Z2y7xO85pECPTlR2LFoXRwbUdF8W3AXwz6L7ZmZmChRfWTZs2IAmTZpo32+Q7V9OPDEP06c79Fb7ZrMcB4htDK06S8gLiTSO2BtBnvIbdAPmovvKuTscGsmPfcYZwMFXtcA8tEBmu0xbDxdNWeOkqooAXHYZcM45ZlRlF5KqQB7Y2HJuDO/ose9vhKRWi0gqHykeMYLyuPbcM3EsQzEN6L6q/DPbaa4063OXl5fnRIyzxRWXR1IBd74bG2uXXYBrrwUGNiVnl20ywjkckipHYtm10eT8mRasAiBQefjnXkjqtm1EEy8sJMT2xRed8ex81PZOc3Ohv6vltOZRLRZFRcCPP1KubuA+qQmJ1zrU/XBm2P4N4pVxZGYSXYtV9FSNL1zrAEHXpk2JDnb66QokNdnqvgq6byhE9+3llwMZUa7QVm6CzsQ2zUkiqa73NEgqH622nQNA2YaGd2a++46CVnxriCDC9GHBjpoaCuA99hgFH8rKxOJAxn1SDdpSpaMFzc03U4VWtrVQ9njlkVTOEQlnhV0taPJY+WRAjUCodNdtTH2EjXXYYXTP8hQ/l+PLI0xSHrDd3ooFIDjmgJ8dC0T35eoesPGXLqWCXjKLyLNwUkhROImbN198YWG33cjpCNqCxpVPy+ekSnPTZvkkXvZCUvnfVNcnFTHgiP4WFi6kYk9LlixS6u6Xk2oHOTPdSKoJ3ZcvNmh/lj+lD5IaCgH330/pHELrJcU898pJtVHKGlF321Eq4lhx/HrH38NydV+DFjQvvEBpNA89JB2k+N42+OBzz77wAnDaacTMY7YgxqWDGSGpzNGr0PtJXvslgPv+Efe+Qye3306MsKuu4sZPbMFVfVLZHp6OS8zFf0LhpEMPPRSjRo1SHlhRUYF3330XR+n6ITTIDiGXX345AKB4QjFqNtQIESH2v81dl5BUAMhsk6D8slxQbr4vXgw8/DAljXuJn5NqO29VccEo2jcngJzO1F07Xh1HtFikAGuR1CwxKgiQwRo9mvq8yt9HFhO6L1vYY5Ux1NXRZrG2VlyobSSVOWxcZUmXw816jbZw030PP5zoWqwvmg5Jtc/nQ/fldc/NBXbdlZzITz+lze/VV4vX4/LLLxcKDAGOsWUbaLY50tF97eCrFAE3RVJVwo99662U+8ftW6VBEscyI8+Qvxrne8kbSS+KH0NSM9s5feN0/V1ViNX8+VRpml+MtHFD3UaFY0WEMkP24sRv4AQ6q7wBS5Lu27kzzZW331YgqRyyoBMvui+PpIZClFLw3ntAswi3KZWKXyVDVVY5BLo+qSrKLAAlY4PX/bLLqJ3TunXm+vFisxGktkJAevqkPvssoUoMrXWNnyJROjPsN+TolLatSKB5DElldF+2xgF0/xcWAv/9L6HM3bu7CwQBik2iYVMDnkXUv79UVVmBpMotaORWYHyQk58zpaWU16xk+nCOr6tCKatRmBN2Hc/GLysDvv8ekGtiBm5Bw6+7bAMd8rZjfE6qju6r6pP69ts0L9euFdUyRVJdOamc7vz37tmzh1J3FZKqovuqkNTrrgOeeormy8NXVuA6rHCpKtN95cJJfjmpusCGqrqvSU6qvG7HYsATj8YxvKoTahFCRosMYe7x53FV99X8RH6sBx2rx15TfOz9zJnA2LGUDiQ7euGscL2Q1FiMAswlJfr5zuySqrqvn73p3p1qa3TtygVmuEC0HOBVIak2c9Fy0gp2BBGm8qOPPorp06fjlFNOwXfffQcAmDNnDoYNG4Z+/fphy5YtePDBB/8WRRskNTJ69GiUzyvH7KNnY+FFC4UqZezGs5v+1saFRQSATfm1c0E5u7FkCUXz5YRxWdh5MluSw+vq5cY5S6rqjHGQs8wW3poNNdIJnH9VSCq/efRraC4qltDFwEmNV8YxdCj1Lb3kEtFw2fRbBd1Xl5PKrpUqUtyqFVVRPPnkxGckhM6FpHJ0XwEFrnV0P+ssKtzz6aeEumVnu4uyjB49WihgQl8g8cAXJABc1SXZda+uJuRwSpHI0Ahlh8ScVP4rsWupaUMjb+42b3Za3biPFee3jQR7IKlec8YumtQ+y11pE+Imyq9Pqi/dV/NGvDYu0H15JPX554FLL3WqKvPfx3nB/xx+ctll1AuQVWq1kdRMze4J8KT7xipiuPNOylc67TTnfZkSB3D2JIDq/HUfO5bYFS+/nHhPQd2TvwuPpKpyUnWI3qpHVmF63+m2g2Wka+J7MlvA/37GfVIDVPfdto02doWF/nMyqFgW5SxOmkQbPZfuivYq7L5nNseuNZCYC6NHj7Y/n5NDDmSTJhSQXL5c03fYB0nd+tVW5A/Nd33spJPI7jZurPhuCgqxXDhJzo201z4JST37bKJtcl+NPmc5ATyBPsjQUgWDwUZtJYfGCy10UehDCrovvw6ywE44CSQ1ob9Xn9SXXgLuvZfmJQAbjfSs7ss7qZo+qYB4365du9qluxWz3E5FGGokVZGTOmgQtYjp2xf49ymVOB/rXaq6nNQkkFSlKGy9UXXfGnHOxOPAg4+E8Q66oQ5h6sfNppglnsdV3dcHSdWyHjQ2xxRJVTrBifeEFjTyMFzrPp2Tum4d7cN23VU/35ldUtLYA7B+Bg4kVmEOEkUmFYWTeCeV3YuZrTKR24MidKVTk6Tx/A0icAoOOeQQfPvtt7jhhhtw2WWXAQDuSCRDdO/eHd9++y325UOFDbLDydCh5+LBFTm4D02x3/IqIUzBNtB801++jxngIKkqJzVon1QTuq+KdgqEEGkURmabTNSsq3E5qX45qarNo644kHLcxLWQo+C87rKD7TipVjC6r1w4iVuEP/iAqjKeey7w2Wecnn4taCLuRZr/nGfxCU4OPfRQxH9LOHNS4SS+qjLA0doS33nwYKJYZ2bSRq9RaA98A6cai4yk8s5SOJead8u9DZmYVvTk9ZUXC6+cVBlJZa+FQtQGBgCy2mW5qHeA9Fv79Ek11l1+uTpuL7ThzLCDpFbEMG4ctSg56ihaUJX01oBN42XdQyGK/Hbvzr3Hz4ewely/6r59+9LGDiCGgmUBtRyLgi/c4voePhIKESMhN5eq8I4eTYEZQAy4GCGpWW47o9ogxePAmkfXAAA2jdiEjjd0NNLVDpZUuZFUlR1TOanKok+KwBU/virXOBmJVcacwEncaTMxcSLwyCNSqxIeJYyISCoLYtktaBJ27tBDDw2sk47ix2TxFYsRLY6i1cBWNosHoCAeQJvUl14i5gkDco1a0MgBMC5Aa5JyIbRVCXOOHrsHJLovr5e7eJ00NL9OxiyEwiEnqOfRJxUAoixI5qU7p4vspMKC2kn1KT5kRYlFogyG8feJlJPKO53jxlm4/SHggAPoN+3UyaGiA+77g+moakEjBDkVNHpdX1feybA/y9/TGtt2yCHA+vV0XZ59lhgngwdTtXvV56y45ZmTKtN9VWtfuFmGOPcg7cGk6r4mDrbKzui+s12Mz8cmKe1Y4r1QpqO/6hrRB/VIqkmBNtsu8S1opMJpOhk3joqSHnYYMHw4vbbo0jpsSujuKpzEt/3j1q+mhzRF1fIqlE0pwy4DdvE85/Yirjv52GOPxZIlSzBz5kx88sknGDlyJKZOnYqlS5c2UH3/AbJunYV1myOoQRh1hXVCOxYmKifVRffd7NB9Dz+cqCssz81vA2NX99XRfRVIqkz3DeeGnWrD+WKjR8HxUtB9VTQ8EyRVl5OqQ1J53R9/nIpH/OtQBxVUIqmc4xKPOsfadF9u43DPPcANN9CixIsuJ1WgmfigwLzk5RH69uOP4nlWr17tIKks54k5eXXivJGR1Ntuo0WUOTLydRdyUiUk1a4+bUD39Qs+yDmpQZBUVYVcdl9ktdMgqVKRLFl0zoxa+cSjXAiSY0eEMsXoLxsrO5uQ8g0bgObNgaqVVSiblaigwpsEcz/PLiK1227u92z6MU/rk8SL7mvVWnQ/JKR1a9o4rl7uvtftBT+AI9WlC9G18vPdmww77zpTbKck5KTyDmAiGFb4fSHmnTkP1eurlXYsxt2nzGkzERt1M6T7GuekajbTxnmdBrLpo02Y2HQiNo3c5Bpn770pXeTKK7lzmyCpUgua1Vx/nG++IXrliBE+irH7LsO9abTilp1SUrO+xvVRgBDaO+4AnnuO013eeMahR1Kl1I94RRwDBlDxq1tu0V93YUPN0X11Oan8uWRGiIvSytvXuPTIIalyYJLOkTjMgxFiWZaYd8rbBQvie1J1X6ZrkybAsf1jOADFjqoayq9RTiqAkkILixYRSrtt20q0ayci5aqcPpnuy1czl4PZixcT9XTbNmDGoggWoqnLzLocpZjUck1j27KzqWBS+/ZED1+6lB61n5OR1Jg4P2W67377UbcCvqVbJLE34X8/gT4t1ZQwyUn1pP5LwgLkfkFJlR1jnilf3Vd1jQD6jXlmj073U04BRo2iPQ4vzC6pWtD4rVXMDvB7MJutoOqTyjv33F6s2aHNAMBu17YjSIbujf333x/777//X6hKg/wVErEncwhWjYVYjd5J5VvQsJsgszU5hqyfZUYGUbUAolMB/hsYu7ova0GjofvqkNQ4iJLMqMc1+WZIquD0sHNxm/bmzan4i06C5qTyRpEF0Wo3xbCSHeuDpPJIIduICU4O5yxZFv2Fw+5FVKb7IuzeHAHO52IVMXzzDeWgHX445f18+ilw8MHAiSc64+bk5GgLJ8n0Tl2+m0O7EY1sOFufkxrJjSCKqNZJPfZYyu3MzQWeeSYxvm5OcgsQ4Cx0dp9Uj5xUlZNat5V2Z5mtM53K2TySytN9FZsdfs4ccwzdX3JDc+dYZ24LmwKuqEMoMyQUltEVY5nSnVqLHVZwmCv3qWxWGda9uA7dnuiG3K6KhD6F7jNnAlOnUlGvo4+GG0lViJLu28g5ePwPFjZsI7SA2YK6cjeSam/QAyCpgh6SQyBQ1/m8Tg2SyjZN619eD6vWQvP+zXHssZ2RmwsceKAzfvVGJ7jG7m8TYfOQoTB+dN+gOamI0dxieZO8Df7pJyAaJRQ+GSmdWgrEgdI/StHuonaC7kqKIldRnelp57sn7AOb3/Eqar2Uk+MgnTNmUFXZcJh0nz2baNzHHCOexnaGM0OuSqo8s4QFoWQxqe6rakHjKpzE0X179gR69hTHlx1J/r4XNr2W+D5P92V6ZWURk0UXoBWCuRKFPhR27gX7PW4rYQelPJAlQXeZ7hu3ROYSO5eEpHbsCHz530rM6DffOXdVHGgGt3Dfz4vua7f2CEGYS/b4tYp1JwI1kprpDghfdhm1zxk+HLj8qTYA2uBnTECEU9BVm8IQSeXFpE+qFZPG1eWkJuYlq2LP1auznVTeBroYWga6+zIHNF/ZFEnl90uNGwOhkAUkCszx61IySCqvO3/f8sLmEh8Yl9kIJrrbevG9eKW1U1jDufWr2SGOk8rb+O1ZBCf1t99+8zw4FAohJycHu+22G3ZNdpVqkL9VIokVyeuW4PspyUiqTdNS5AOmiu7LO6mnnkoboj33pEp1JCFEciMOqisjqQFa0DBdjziC2tB4K554ZFFwHzRSZVj4Pq9+Oam8E2ZvxBRU5XnzKMLZvj1QUOBe4Gwk1acFDe9gb9oE/Pkn5Vmoqm4CQMuWLbWFk2QkVab7rl1LC11t4qeTp4yMpPJGl6ECupzUZs0IlQH0GyRb2KZLykn1ovvuuSfp3rKlM0w8Tps9RoPPbJ3pbG75AHgAuu8pp9CfVjgH2+JOwi+g4aywnd8ULYsqc5Z4RLd6dbW42FvAjL4zAACViypx4IwDterwY3/3HfDAA0Q1E5zUBJJqKSyQCkkN54Rp82cBea8BX35LfWPthuZlinuHff0ASKpwTsmOBemTCsBlZ6pWVuGiu6n3LT9+bQFXIT1AxUUvJLVdOwossfkPuINrgDeSCtB3ttkP3Jzs1MlYTbXuicAby8Hlda+oINpsbq7TqsQLSWXBAD5/L1YWQ0vuxuQ3j0uXAnPmaOy8hKQKDhfHLGF0fiYtWlB15WHDxPMB7nVN1YLGi+7LiwndF2EIbUB4HUIZCacy5pxrzRo6Zs4ct+68LoAzh/g+qTJVUVhLEstcOEzVZU87DTjoIEl37iuGMkKuquJeOam8rZFRLW26ipeTyu0ZGMMhFAKmTOmKzz4jOzxwYGIYHySVz0k1aUEjqUbPFU6qSRrGkiVkHzt21MwZL7Sc01FX3ZcJr3s4sTfhHR6Z7mvSJ7VrV+Ddd6k9Iuup6+Vg2+c3zEnl58yWLUBNQS3+7FBtB8DY71e7qRarHlqF9le2R263XMc2eOSk6oK/vLRo0QIViyrsaynMGZ+1ite9WzeykyP6Z6Md3AwfUpB9zhIAgyb7NUEoO4RoYRRVy6vQqGcj7xNvByI4qUcffbSxZ92zZ088+uijuOCCC9KiWIOkR2prqwHkeN4TAt1X2uB4OQieVfy4qI3LSZULTHB5nQf3A/r1o9fPOw/oUVGM9nOrEG7UCJlhclKDFk5Ktn+hFklV5KRSU3ALQAihEPDLL2RY9mvBIaEqJJWn+7LXw9xvwlcClgxjvDaOuafOR6sTWgl620VZOKdGpTtfOInXXRd8WLhwIQ6rO4x00CCpusJJxx5LuX8ffSR8zJZwDuccSkiqH92XFz96oovuK1E8VXTfRE9uxGKE2FqxOMr/LEWzg5s6SGoiX5ofExCRVD+6r6/IDnZC7E1biL6XXVimLCYETg4/nK7LF8O5Ni6NIqjbzG3EeSdifoWnOvzYMvIjBC10C7kCTAyFqOx/rDwmbHzZ9Yly6QouJDUAJ3XdOqKZNmtGFbOVupvmpEptdqpXiSVZme5V+TVgOI0u4KISOSe1ZUtCrS2L2A4nnSQeb7MCsjinWtE+h59HVtQCEukbQWykn9hOWKkbBZ44kRz5gw6i70MHJB45JNVuU5X4PuHMMMI5YcSr44iVxbBw4UK7doYpVZlHUvnngOgEyUhqZSVQV6exkdJmXNWCRuekWjUWliyyMG9BCF26eKCRPIWVc+Tt15kpyAjZjAvZedb9rp50Xy5HWJWT2q1dFFdfTdWOtUwQTo9QRgjg0DkeSRXWq8RrvK3hi6cBHnRfezJwuiuQ1BgLUIaBn36qxc8/U9Eq5qSqkFS5/Y/NMFIUTlLldYZywkA1Z8tUbfU0Dlu8Jo41T6xBq4GtsLaiOf7v/+i62061h6MnO9x+1X1tfbk544ekytV9dajhLrs4bZC+/55o+ocfzh2gMZFyPQydyHaMD0Tz+m/5hPjR0dIoer7SU0RSG/sjqcuXA9OnU9rLEUc4x6x+bTWK3ixyXuAZAj5IKq97NEp7jxgXCJHXTpnuD5CtCWeF0bRvU5T+WYrSKaU7npP6/fff45577kFNTQ2uueYa9EiEM5ctW4Zhw4YhNzcXDzzwANasWYOhQ4fi4osvRiQSwbnnnvu3KN8gwaVpU1YBQL/jEKr7Skiq7KRWVlJ7glAIePVV+ry8CaheX41Z/Wehw3Ud0OU/XVx0Xxe9jENSebntNmDJwk0omFuBcG4be/NtjKQqWtAUF5O+ClaPS4LkpNJ5yNELh6kAwzffAP+9O4w+bDxDJDWcHVZWDJVzimKVcRR+U2hH+0NZIVi1lkM75VvQeBROgoVEefOQ5+buuOOOQ/kiKpsrLxR8DqJwrWrVC7UX3TdeG1c6qbrCSQsWED25WzfKNezb14OeyC6nTXmzBD1VSCqTSIQQq/xhGzHnmqXo8mAXAUlV9Un1Q1J79SI6YuvWVE21qIgcpzZt3Kq7HOyEsE0105uvfsovdn/8Qf9XbubQfanVgXC+AAupizKr6Ecni4ruC5A9ipXHEGPOIhc4qSuLOQxHRU5q6dRSrLhjBbq/1B3NDlJxAEkqKqg4RcuWwAkniLoLLWgM+qTKbXaqV1WjqIgqWTdrRhT0igqg7eoqsMwgk4ALE7tPagIxysxUoFSc2K3FOMTRq7ovfw6A0Nk996Q5+MorlMd87bVqSpufMNurQlJVjp6df8q1iLCRVO46R5pFqB1ZaRTHHXec83lu8+jJ9JGQVAFZ453UTdJaI9sx3iFIAknlbdrXX8Rx938iGDTIQ3cejZSK9wjfI0K/b6wm5rI7++yjcdwVdF++cJKrBQ33fQ/pVYeBQ9xjCuNLTqpgXyzuu/EOseTo5ecDAy5viTD640uQQaNUGwWVkd1iIffvLOZQOnZmt0SCvYCQa5BUobqvoiK4rk8qAIRbZQD5zo8pO4Uy3Zf/v+iXIqx5Yg2KfytG/P4DbN2VgY2ASKpM9z3jDErvYswBAIg0I7BAyEkV8pMtN0ruQzUdMID+BN00QUcbSfVZn0aNgl3gEIDQpk3WH1B3RbCRVI+c1J9+Am68kSpy805q21/bogYOoMKjt6aViYV8XUXes62Pgt3Avmezw5qh9M9SlEwsQftB7T3Puz2IEPL9/vvvkZOTg9mzZ+O2227DaaedhtNOOw233347Zs6ciczMTEyePBm33norZs2ahd69e+NZRlJvkB1CSkqKAcCT7sv3SeUjsYDbSY3HgU2bqFLrEUdQBJwhTUzKppShZl0Nto7ZCstynCa7bxOkRYJD9JYvp5t+yRJ6j+UjRRpFzHJSOQRH1YImN5foJYsXE4KSKGqtFg6J5K+JzkndvVMM555LG0ibnsjnlCqQVKElDHNSc8LOYsE7OdIGKZ74rViRj4zmEkWYM7Z+ujM9VagYk08++URfOEmu7sscTk2vUXk+8nRfuYS9PQc5fesK67DoikUoGl+EBQuoFdLw4VTqf8YM2lSrxARJlfPGZKleSUhZ+exyu/9YZptMJZXHz0nt3Jl6Ow4aRM3He/QAnnhCrbvQeoITtoDKOXsy3dfO6+Qr5NZaLgTIGVjzekK8HAITJFVF9wW4HHk2pzjdo+VuJJWv7rvlsy0omVSCLZ/x1UO8dffKSU0KSV1TjVtuttChA/D669SS6tprgcbbKp3zB3FSJbqvn9hOahO1k+rKSYU41++7D1i0iIKE775L83LpjNpAOtu6M5ZMAv1SFX0S+g4rCpHZSCp3nfm8608++cQ5H7d5DIKkCvcsT/fdLNJ9XTbYAzES0LDEaXQ5qQAQY72aw8Q8uewysWI2rzcdCNem17bDEbfNv+QS4PTTKeigEhXd17MFDb/ucmvszJlO+x9Bd34DrSic5EX3HTmS+rrutRdQVhlGBYe3FLxVgN9b/Y6i8UXSCRPnUqx/ApJa49iZFSuW0ft84ESVk8pde6EFTaYeSeWpoRmJFnO2qqqcVP45H0RJOFPRwqjvfJedIZ2TqqvuW1JCwdO6OuDjC9bjv5iJVu0TJ+LNN89mk3JS6cRwSVERBfLlfr1enwE4O+BjjsJhuk/DYeCCC4Azr8zCFmQ7wS5p+XHNa4+c1KZNgYsvptZluoBScWWx8Jyf10FQYLvwHh/41RROku8xAGhxTAvS5xdRn+1VhNV0xIgRuPjii5HFyrRykpOTg0suuQTDE/WPc3JyMGjQICxcuPCv0bRBUiIHH9wa3ZpUI9tjx6ms7quh+/I3YsuW5JD17i2OZx9bZ9EGOvEZ3kkVjBrbyFTF8M47Fk48kfIsCguBjdvCqEGYqvuydjjyxiFACxomJSWEpPD9I2XRtqDROHqn/CuGzz4DbrqJ21RzGx4bSeU3A4rCSeHssNIxc1dnpOOZk8qQE/v68y1oVFRlbmMRq3Y7BLLRHTJkiL5wklzdV1Mht0UL4Nn7a3GD1NBcaEFTx23uwNF9OYdv1YOrsGn4Jsw5dk69KLP25o679rLup55Km8Xx46llxks/N0cdQqiYV2EvDpm7ZAr0LyZ8ywGVkypcA78cb0l3JqxwkgtJLYvh66+BrVspIq5yUuM1cd+ork6UJf6lxdKzuq8GSbXtEeek2kGfCve9w2+oVTlnfroPHgxUVQHM10k2J9Ueu9ay73t+TtasdYJrSSGpiblUVkYFTV58kfrItm9PUXyAvjdzsnROqk095dpIqNplAM51X3DJIiw4b4GxzkzY92RIamYmFWh78kmu5Q+zITHLRi6z2mc5SKpE9wWcwlPR0iiGDHEgPONK30kiqV69RlVIqmkLGkC0wbffTkE3V4MF7rvwdF+5BU0o4qQtMIf4u++o4nyFhsUvMJnYv7yj59Entao8jpISYlq9/DJw5pnAl1+K4wvXJwy4CifxBWa4XOG6ojocdJCFo46iYoecWgCALZ9vQbQ4iqKfRCdVoPvKjiP3e+eE4+jcmRgE++23L339AEgqT/f1yknlkdRIS4HU6HZS5bUi7n6P760bChF9dvfd6VH1OUDhpGqq+9ZursW80+ahJjH/QyFgv0bl6INSNGqtoPt6VPcF3M4yQIGwU08l+1tdTdWPy8r4D7k+QrowRzoxZtmsMiy7eRnqttWpPwDq4f3TpAxUIeLYcTl4yhgC3DzUOakdO1IF8Tff1CDYANp2aCu+EHHOaVo4SbBjrIK2qnCSopgZm4ct/tUCiABVy6tQvVZMRdkeRfhZKioqsGnTJu3BBQUFKC8vt5+3aNHCLsTTIDuGHHdcHj4/YBH2sYlmbmFltlWFk7ycVL/cFqvOQVERFulnSkcvBlgMyQ1RlOq47/fE79gFkUYRcgRUoslJVbWguewy+mPG0KRPqklOKiAWcLCjXxKSasUs8fOK6xDKVjvYH31EC3/HjqLuWieVa0Hj6hMnjc1Hk3VOal5enqtwkisn1Yfu26wZcONFtTgbYjhfWzgp5KYgAXDyP7mxjfKMk2hBs3YtsHIlzZlHHwX+N20XRBGiokMAIs0TC5/NQ3XO59eCprCQ6FRz53ojP7zuuhY0Krpvs2a0acnO5iizRRLNLDhABoACDiefTIWSXEgqX+1Zh6R60H0BCDmpp59O/YGzq7niQwokVZWboxJ+zmRkEP0/M2FedE6qKZIKOLmz4TAFwn78EdiyitNdQ11X6iohqcXFwL33AvffT5u7TZtogweINkhwUnVUZQ21nUmcjRcPYduYbcY6259nTmoJ/ZhZWaT3/fdz1ztx6rptdbYtz2yb6fRJlQonAeIcz8vLc86nQMhjdXEXdZDNE3vDGhBJ3Xtv+k15FpELSeXmo19OKuAU8PEqxiKcIwyHQmmJ77OcVICbP4lT5efTvcTyAZkIlchVhZM8kNQRP2ajRQtqXaZtQcPrFnKcPFt/rgUNs3Hbvt2G31v9jpV3r6SvbC87zodZ5wGWeuF8Ibh0V1GVT9y/BmvWUJBq3rw5Lt39clIFJFWRLqKi+2a0EIEhV69i2Wnlc1JZte9y0Um94w6q+/Dgg+rPAW6Hm98jMP0BoPC7Qmwbuw3ViXU2HAaiRWIrQS+6r7ymqOwxr3teHqW83HijXncmMpI687CZ2PDfDVh6w/+z991xchTX1qd78ua80irnHJAAIZKIBoNtbGOMbfwMDmD7WbZ5tp+N7efn8PGeA07Y8iMYTDJRYDImCSGBhFBAEeUcdrW7Wm3eyd3fHz1VXVVd3dM9M7taYd3fD7Q729Nd01Ndde895567kzvu178GPvMZI7msZC6mAbZ0X3E/UVTFtiaVNbt9+2jbUf44D0jq979vJJU++UkmCGb2VEvi1wFJ9Zf5aelL+xt8ImcwGrf8XXTRRfjjH/+IF154wXLg888/j9tvvx0XXXQRfW3Dhg0YPXp0vw/ylBXObrzxRlNIR2Y+npopoockSJW1Pzh40GwgzRoXpHab1DOuBorNvHEbdeZBZNAZQIEaUeErlydI3Lag0XXgoYeM/5KZ/cw2INB1iFnwbIEe69zIglQ9oVszmUnrudSQSfdlndkPf9hAxMrK+LGT8RAKHNLgeq5CNYNHjl7MbL5+XUN5uSHVvmiR4fR+85v8PbnxxhtNui/b4kDXOccesKf7KgqkQhe2LWhsglS2+TmLiv3iJ2mMqknhl/9tM+fJdyr2/HNwMmSZcNZJIjR0UWkTyE73XbkSOO88I5usZz5f4rhNRpjcQxvhJBndlzWKpLbzdN9sAZ2dTZ1q0LXuuUeCpLK0ew99UgFGrIKpFbvvPmDxYqAmZWaC6ffDUhPJ7c7iBMiUuOnf2JpUG7ovF+iFrJ+DBKmKAlx/vSFutOOgOYG8IKn0GUoavWPZ+S4GBNSZUkwGAiBHUtnPxM7NX/wCmD7doConjxpOqp45p1fUnba56rI6eeKcSWRa9ARqAty9F+c3wM/xG2+8kb5+yy2GKNZPf2o4vUPqdBz4xg68/0kBBRaRVDvhJAZJZfeKigqjlpkVeskFSeWSnEyiMJEwRZpY44JGxURSLcJJPmuyjYy/txd46ikDhWeDd471IbSggQozOSZxiHXmWbVz2i2JTBu6L8v8Of7ScQDA3b9N4s9/NnuAymYhEbFjz0mu40T3ZZ/FGTOmWcYuVeL2gaP70npHBklNNCew9fNbcd35vfjxjw39gX+f1oobsA/hat6X8YSkMq3jnNYx8X3iZwWY+0CSKJm1jAT8WsL8Xh/aUo4nMByxcCa7xH59AvXbsk5Ilrus1HybJdKOBcUi6em+NJYv1/H448D+/UA6sxfqMJFYMXlqScyoGUYHDGo1u59qmvGMJpP2SGrDqAbud7ZlVLY9d+ZMo0Z3zBjm/Ezds2iyxBH7+SouqgBwclB+ua9l0aJFqK+vx1VXXYWRI0fiwgsvxIUXXoiRI0fi4x//OOrr6/HnP/8ZABCLxXDw4EF85StfOSEDP2W52QMPPIB0p30WSHTKLUiqQLVkF5E9ewyn4I9/5M9J61eTGheksgiQbaDH9Fszs6YGukKDMMGyCSeJaB7AiA9Fbe4Nu+C4pPv+5k4/FAW48UaGohHlM6CiqmdW4SSJCmhJCXD5RWmcDj4rxiLVWkzj6VMy4STGQfr8h+Lo6DAC+NJSoxWNKC71wAMPmIgj65hrEgfEBklNp4GVqxVsRjl3bhFJZZ07WX0uQf8BHj3Z/XgHDrb5sfPeY5AZvSfkuyQZVoeaVGnPMuacpJewVDiJRSccWtAoCtD3vsFa6VzTbTmOG7tNPYqM7vub3wBf+5rRL5JsdgmW7pvIne7L2lVXGU7vd7+bGSs7H+wcKBtSDkFSv/GhHjz6KE95ZIMdUd2XdXS9IKlvvWWwK373u8zfvCKpQesHJLWzHKLHKj3noO4LwLaXtBik+kp8nFCJrCaVfZ29xpEjhhhZaysAknDM/M+JUiczrgd2UkMqZdQsrl9vHTsJUoljSPYegsKyiTFC9013pfHA/Q+gb0cfdE1HebmhsllZaSQ1VnxpH87qbEbbC21cUs6i7svSfRk0OtWe4t534YUGc0BSISXtk8pSTgFJTSrLtGBqUj/7WSNhyArWGIPLnI6we5hAiRuDz7pfWYT34hpW1K5Ax7IOg+HDKskLDruiSHo8sm17JNR8izKxsEfY9UnlEKeM/Q1j8K1vmfW0ovAeACRaRZErJqAX92527Mwevm3bNsvY3aj7cknOzLVan2hFy8MtmPeXNbj1ViNI/dr4o7geB1BcK9B9hUDYgqxK+mBqfRq0tHnfZea1JpU8Y4SdxSYK/7BnGO7AePQFgtx7jBMLY3eBpGYTOZMJJ3H1mMI1yJjjR+JYUbcCXet76fkVen1zf3eDpAaqAggOMz4vq3a/ebPBTho50p45cKSVZ4txtdYe9txzzzX0U4rSmXVQst9YatIJWyFjlRdVAgA6lna4vu6JMu7JGDlyJDZv3ow777wTr7zyCg5kGmlNmTIFN998M7761a+iuLgYgFGT+tJLLw38iE9ZXvb885/DLw8p+DZ2YTY6LH9XAgoXUGRrQSML9MSHU4qklvq4jccuWJLRTjUAvoiPOiai2SKpjEKuruvQdfP6qWMJAEEkjqUg85YtTdORPUhNMxsNrUllZeYTunOQSsSLbGpSH33UkCP/xCeAJ37Th3Wn8/XhHJ06rpsOjZ1wErP52vaaY+zSSy9F7O0YHSO9FoOkkg2Aqy+FQS1rbzcofh9eWArgNLyBN6mrwdWkJnjnjoo0MfOEiH0Z18+cQwWiu/oAVCMuKECbB5MTkJuQ+YdNEHhEUmmQSl4iSIOmZ0VS2bGnM864LbWI3BIbBFJG9336aWDVKgOFJz0etS5+TuZK92Vt3Dhe5CUfdV+CpJ4xLIrhn2HOqQPJTgYFFhxOjl7p4jMFAsZ/e/YYyZm2NiPI5lgBrCKny5pUAEj2yJJt5ntyEU4CDMdUJqpBHD6ZaBJgj6SqARVppPn1mJ5fh05YKDDRIcIccGPc+tidRjdU2mJs2zbgP//TVOKmQepQeZDKIggUSe1KYV73PKyevBrj/zwewxcON68XTaPx7kZj/CkdfTv7UDKdNIEW7gvrZPfy302yNYnQsBBtLQYYdd533WUEkp//vPGaxRFnkX2R7ksCR+b+pJh+nbZopEAfFuvgOUptlnVMS+hI9aVw/NXjKD291Dp2ACyjxakmlaA8ToJVbADNjp1cxylIJcavwfwpLHRfduwOSOprawP481+As88Gfv3rMlRWGmslPY0LdV+a5BQSW6KR/cBfxQeplqBUvKYYBGbs/Hlp7NjhRygE/PWvBvvh6quBH//Y+j7ZeS3qvkIARG8h83EV4mfYJB+lyDMzjrYX21A0tQi6HjHP7RJJVQIMGmkT6PVs7IHWqyFBaAhpjX4QDeYz6AZJBYCSmSU4fuQ4ejf1onx+OTdOW1VlGDWpfZtNsTxObCuLu/XGG8C+fcD8+cD99xuvvTO6F3F2/KyJNHbBpS0903i+44fjSB5PIlBlUzo3CMwCRRUVFeE73/kOvvOd75yI8ZyyfradO5LYn65Erw1soQR45ChbTarPB5x2mvGQyhQOATOYYGtS/aV+I7PjQ6b21FwQ+M3O+NdC9y1S4S+1QVJZB0uCpEIHorui2P/HwwAmAgBSR+MAgtA0YwyWrJpDkGpSWIXsM0NV/o//MPq8Vj5t1nRrCQmSKqlv5dR9GSfmK18xKGB79wJlR61BmC/iM6T9UzqHpLJ0XzvhJJaq/Pe/G+jSVVcBl85Pov21dlR/tBpbtmzB2MRY45SsY+6ApJLN+//9P+PQYwzAyToZSkigZ7MOhqQdD0v3TcU1ACoY9pt9jCI6pwSB8Ez3NY0IerGoxpH/O4K9P9xriBaQS2fpk6pnaIbpqG45jhu7jQNHxk2ek1R3ClqdeX4iP7D9izGQahktruVM912+3KCxTptm9Injhsq2JLKrSc1G92USJw0NQFMT8EBDCCNhZLQtSKoGc7PO8plmzTLoWoAhUANIqMoukVQZ3Zese5zTzvw9F+EkwAi83NB9LUFqlppUdm7SVjyM6F1gaBBogtHuajpcGxeEdaWgl5rO0cSJwG9+Yx4rIqkkEUUQEg5JZRIxze83I4ggulZ04dkRhlroRRcBp7e0IHXcTGr0vW8GqRZGhQ2SChgiMqFhIe61gwcNhsKwYUyQKlFkzdaChr0/H5oRx8S/FWPiRJOdZAGTBPqwo3BSFiSV/J5sS1oYRaK6L0tVlD1jGZAnL7ovR1UWxeEy/4ZCwGm1fUi2JrMHqeRNCiz9Kdmxt7WrWLvWoIc3Nm7C3Lmj+NPYIKlUWTnFJISD1rE3Iozt2w3UbVdbEN0oxtjyLOq+DjWp7N+KFA0TDZcGR48aDAW2PZVndV9hLRuNPhRNL0FluUrrOgM1QnmLYDKWCLnfPRt7sPkjm1F2Thn0W+cA4NcxTrBKEoRy5SNSCrFOy9sIVTndmYKSWch0mMkuN0gqABTPLMbxfx5HzybTl2PX4PPOM/aQ4cPBWWesEwGY3zNH982CpN55p8EE+fOfjbIawPRRpHRfSZKKNX+pH6ERIcQPxdG3rQ/l55Q7Xv9EmtzLP2UfWAsEjK/c7pFQg0zrj6RumeRikFpWpuO994y/EelwC5LKqPsSHj9xmhQf32Bc3ABYui+LpKoRo0ZJLVYtmW474ST2Yd76ma1oX98LEqRqbQn4ocEPDemeNM3MU1SQuYRdn1RxI2GpMaRWaeuzMbSQsWVDUiXCSdAALaVB9avcwhhv4tvwAMbipYaNHpNaTIMsqLFDgZ9704/H/mI4d3v3GlnZESOAScsO4tBvDmHC/01A7Wm1ZjAXZpBUTbf2IMv827u5F2vnrMWoH49C7dW1HC2JvXsikiql+zLjZevtLjsnhXffDaK8HPjpZPvFn6UPibQbJ+Ek13RfBtXY9Q2jlUHbC6bYTDa672SlG59AHLOSPQCM6LLr3S4cf+04kDbbc9gKDmXuH6VCdvMBDbEkU/MqzXq7tFTKEO6JxYyWUcufjGHcXD8uutyfl7ovofuu2hbA2qeAM89krsnUC+opnasd54STPNCpRKea1qQG3dWkssGTWqRC69MwK92OEV+qxNSpbJDKPIc5CCcBGYpf0By3E92X+4x2Namy5BU5V1cK/4WtQH0Yo8erSDaZgaTrsbMsma40tGLm2sLXb0v37ZAgqZl2W6mOFMKxMDRo6NvZh+XLjQAvFAKeXOzHOpyGL/gP4sxUG3rfZ2RtBYo8u96LPRFFhV/AhuInoCO6xuwjBEll7jenGwBgcm0cF37R+PlPf8oMy442SUpQRLovE6SS5HOyLYnDiw5D14cBmT7exviMf1NtKUt7Ixmq5AZJdaT7ig40uxcwdF/4rGsDeXYqK4EHz9+LY08dM+4pc41UewpaUjO1I5ger441qczYayUNqu1qUul6z/xd1sPyFszEoSmGgM81a41WCNvCfIsscW+wJDTZ4I1V5e9JA/Wg4wec0UhLcozMWZLzEFgh/4kdmPnbEIonFkPJhA/+OibAVmBxLmUJOPLdxg8bfkv8YNyxbMH4xXIaKZJK1lzASFSQ8jbydq0rBYWB72ntsrD+yFrQAAaSCgBdK7uw+WObUTa/DNqHRtGxjx9v/CdauCSMNLMoyFor2Zls3xbZatKxC905WCuaWoT4oTh6t/aeXEHq0aNHce+99+K9995DZ2cnNGFlURQFS5YsGbABnrLCmkqfBXv0RVqTKqH7Nj/cjJ3f2InpT01H5cWVtlx8SvdN6Wb7gIzjqfgVg85JNgvBWbt8XgJjTw/h9NMNxVPAWGxIVt1f5keiV6g9yVKTCgA963s4J3G8rwevYTMAIN09H/4yP47ceQR7vrMHWlTDkC8yTY9talLFgJPtc0df6zYXqWxIKm3vElS5zSLVbsjra1odAAWHDgGX/vsQBFGLZ2H20FECfJDKLrYk62lH9z3YqOC114DaWqPmFTCcjESGNps4moDf75cKJ0G3ZsnJvW951AjR3/rUTpzdVCuhzJpBL6fuy9J9ZT1jmSCkwp9Cw5kCBVEWADFTTVT3ZZFUsW5szBjjGHJfzLEbJkNSZZaN7ntGqg1T0Qv0AlpyIqAAGy/dyM0hwB6BFOm+poCFwgUEKUY4SUtojvQ0J2MD7Gf+3Itb/lKMy0d34aJ9ZXzf3ByR1D+9WYGVDxpS/7YtaESHjPw5O3udmm2P1xzUfYunFaN7TTeu7DqIBXePMYIFpra+aHIR+rb35YykalENOsmJKAYtcfZsUDTFTZAqVfdlkobptAJAgdaZwjDEUDYuiPDwIFogD9icjF1jUp0p6MyyGo8bSrN+v4EyZUVSmfWctiNrTQKZEu7orijS55nzfefRAN5HORLTKoCNfJDqhKSKARtR+I3HDURfUYCnn84cywYPMuEk+oxYkVRx72ODY9Zp13UdqeMpBKoDFmTWQveV9End8597ED8Qx5IpjThj45k4fNgcHmAEsRYxO43/V9qChtt3jX9V1ejHOncuj+hxY5MEqSLd165eXVFMOnagOmBBT1PHUwjWB+k5yXXcBqnvvluFp5820LGPfCTzdxmSyrRvYp9lGZJKrsT6Bb4yP4beOBQtT7Qg3Zm2XEO+V+hQFIULYDdv0PHMvbzAjlOfVK90X8B4Ln2lPigotn4QFZa1Vrq2ZV4iczzVlcLEiYZIY2WlUQokjl1K9xWQVF3Xuc8U2x+jSCrZo9MdKSzGajrd4gcy5xKTp+RzCMn94pnG5+7Z0IOeDT1oe74NJZcaQaqTEreFYcO0oHEr7KcowPz5Ora+D9yaLsEMtEuRVFHMTLa3Fk8tRvsr7ejb2mf522AyLkjdtGkTLrjgAkSjUUyaNAmbN2/G1KlT0dHRgSNHjmDcuHEYMWLEiRrrKSuAJWPGxm+Xt2Gd8mwtaLZ93hAV2HjJRlygX2DLxadiGUmNc/4BazZWXNDOmpjAlZcbP192GaC+0oRhepRm1X1lPqCJv55tTSrjVAZqA0i0mqtp8rDpbKW6UwghhNYnW+lm3faiiYDZtaARx85udqtXG5Qwf7MPFWRsWZBUro6PWeAO3HoAR/50BJpSC+KAxZIqNOFbVYMq931xDg3ZwGza57AqfqzTTmhgekLHoUOHKN3XIpwkqPuKdRNfwhnoHGq0W6HXZ8ceYuYhWyepQlqfy36OFCMERK8qqRNkN2wvSOrLL5v34913gY2XbEAxo/QnQ1JlJnM82M2IRamSx5JQfIolQAVg78CRIJUJUAxBE2POfPzjQE8P8B8t1N0w7nVuMSqHMMf3RAEUI96U4NWe8+iTSiX3GcqsJjwv3LPPoDHZkNSdO4Hvfc/ojXjBBfzn4YJUZoxcTSqLsDJOQ2RiBN3vdRvId3MCoYYQFMX4DnQA5eeXew9Smc+c7ktj+FSDxeLzGaIa69ebx3pGUpm5nmxLYu1pa3E8ORFANdIdRgAQHhWmjr/nIJWtSe3iW2asWQOcf74RYO/YYY+kErEsNhkQrMuMpyWBZGsSPviQ7k5nnGA/oOnQM2tX8WmlwEY4Iql26r7sZ9Y0o2UUYCP0QoKsoEITRGJ9G5sAE+fA7gMqNr0EjBoFbm/d/9P9OPD/DmDED0ZgyA1DuPNZqI+Edsrsf/EDBnqV2NaHQABc0gQw1ho7uq9bJHV0eRyf/axRQ7dggaS/K3M8pfsKtBoZVZkY3Q5UIJGZ44Eaa5CaaE24C1JZqjJTT/vmm0abt1TKDFLtalLJvecYPgErkkrezSZolZCKSXdPQs0narD5is3Z1X3JTfDxf9u+Xccvf2kE1R/+cOa9DoGeV7ovYLC2lKBCg1S+DaECXfBDnOi+5NlKd6UxbJiOb3zDuN7rrxvti1jWjGwNZ1ua6ZrRLYGdh7F9MVrDTl5NdSTlW5xYkyqWj2T+XjSpCEpA4e57si8NwAdFMcS81q0zEvzz55vn64n3IAxTfZKrtdbNpIPM2HXy2PY4urrDSJCEvkw4SUgcyYLUoqlFAIDerTaNkgeJcZ/ulltuQUlJCXbs2IHXX38duq7j9ttvx6FDh/D444+jvb0dv/rVr07UWE9ZAawkYkxMtULO9GaRVC2pWdQDRbpvOwK4DvMwaRKbuRMWKUY4yUIDFdFIMdBjMrrfWqjhP/UdmIEuDkkVzTZIVUzKb2hYCAFoeAZv48j2BHxHo/Q9JBDQbNQ3LfVEdmNnAr3bbzdqUpc3ljJ/tzomUhl/vwLVr9JghKCRtE0mqa8Rll5C96VjYzKCMnVfNnur2Yh2kHuiJTSceeaZ1j6pyGQzRQckKG7UmflkQ5m1qPsyCISsHQ+7YWxcr+M3vwGefCSNSiQwAn2oKrLP5rLjpBnIuPm57HpHKoqxiU6MdcLPjF5U97XLCMlqUqdNA269FfjSDRq6WtM4jiB64EeiOWGrpJqN7qv6VcpcSDMIx5tvAkuWAN3twvfuPl7ijN1Ik5kAIxXXET8UL4i6r8b0TJaJD+kpnR+7Dkttjp21twPPP284RyICwdKq7JBUO7pvoCqA0NAQolDRuj2OZBK4+d8S+AZ2Y0QojtK5xnrgRd2XaxsV1RCJGEHAuedaj/WKpLIJysN/Ooz4oThCR/swYriOcF8SL2MI7jw4BPth7CP50H1TXSlHip8lSC3ioyl2TWGR1GDUZFEkjhMnOAUl876iaYZzHd0dNfcmAUll0SAapGb+RJBUdpuTBqksewDgkH1ZTaq4F/zj3QiuvNIQv2HP3/K4sf4f+vUh7PmPPcZ5yBpAjxPmvQ9SR1XXdYwYAez7ewuey7Bwkm1JW7ovN34ypSQ1qecP78UjjwALF1ouaZ5TRkVkE3tsTaoN3be3F7h01TRcjfnQq60CXmzQ6qRMzO+D5r49bJih4pVN3Zel+9JnORPIi3RM2d4HIWlvCSYl16RrG1ujHrPu2051ndla0IgB0C2YgbP+pwFvLjVzmRwoIVnbZaUMZBz02dL5ZNAllxg9h7n5I1nCRSRVTOJG90VpUut/sRkb/mMfLh3SyR0TmZQRbLLTIRGeWTWg0gCPWCJDGVZVYNkyQ7+D7U8LAEOGD+F+ZxMb7HVkxmlVUCFFfg2Zu24uxvzPGO5cTnTf4qnGOjjYkVRuSq1YsQJf/epXMXLkSKiZJ4jQfa+55hpcd911+M///M+BH+UpK5h1dXQBAHylfkoDZFVgOeQoYY+kIg1EJkSQgoJGRLBnj46JdXH8KbIJP6vbzV2TrUkVi71Fp0BcNPcdULBypdHrjg0aOSRVNJuaVMBcdLWkBgVAOVIoOtqHg3s1/BjT8b+YbAapMd4ZNC8O7px2VOVRZQl8+MNGoTulJ7LonwRJ5QRLBCeHOL/F0zMZzMwiZQapvFmQVJbum0U4KZ0pcRXVGWmQGtfw3HPPmfV6onCS2CdVUjfBjp39PIC1JpXL4EuEk1gnY817Kn7wA+CB+3R8GofxIFbjhloBboewYZNxkH2JRVIZUSUx2NESmiV4pXRfSZ9U7vqSjPyUKYYS42cvS+IZDMPVOBuLMB7JlqTnIJUNoijll2kNQRWnGXVfLZ57Cxp2I00yNdJdq7vcqftmofuyQapMfEhEUlnxFS90KruaVBFJdUP39Vf4ERoewq2YihEXl+H++4GPDGnHp3AY488Imp9NVrel6+h9v5dPuuk6H0BlUeG2C1K551FSk6olNRoM/Tv2YNvLffhkWTP+iSH484oq7EsYjl2hkFSZWIqF7hsRPgObDMjUxSWaExx9PdluPDPp9iQVS/FV+I0e22mgb0fGQSNxBQnSmWeABGxEZZjUsMmU7bmAIM0jHTIk1SlIZRVyzzzTUGkdN8ZI+hA7/rIB5Yp0X5mTKtL/b8UUXHuVhs5OQG2MIZR5kxPdV4qkCtRigF/bduwwkj+7ebdAjvKQH9m1VlKT+t94H/fd0IIRI4C2VBDHEYKv2qpQyiGrZEiqZO+WIKmKAuzebWgJZOuTyqr7UmV4EnjaIKmGQm7mOw6bGh0ys0VSwQewqag5Z9zUpIo+i10LGmJtCOJoTwA9jUn8AlvwwGebMGyY+XfZ2i5liRB/jynXaNmfxtKlBgopM6lwEluTmtYtQSpL9w1DQ6ApCr05gT9iAn499Qz4fz4FM/850zjYJZIKmC1ciBXFEoaw5KU29x3Anj17+BdU8G0YHfZdmjBNmMrrdB5lfOnSOaWo/XQtfy6GSSFa0RQj0I4fjtN7NBiN+1o0TUN9vVF1XVFRAZ/Ph+OEzwJgxowZWGc3g/rJ4vE4fvCDH6ChoQGRSATz5s3Da6+9VvD35nOdk8kmjSpHPWKIlJiy5wFmcVcDQp9UQZiBFagxMtuZxUwBeh9uxIzocTSs4PtB0YVQZxZw0pvKJ2wWwqJ5x3MRnHOOIdzT06ahBz4kYCKEXpBUwHyg2V6xve/3ovNIGitRg3dRLQ1S6SbB1HNmQ4GvGt+Fl14C/v3fzYUrzVFqnfukskgqwKDYtA2EYXZBKksT5oSTVDO7S++7zjtJaRZJzXheqbhGnRc9oeOmm26yFU7KhqSSK4XDwHcvOI4vYy/8bHuPEIOkJjVmRbapSWXpvhmnkqMvi04XwN0wi8MlUfclY7nsMmDGDKM32m2/0vEoRiDK7DbSPqmyDLNNnRFgOOiMv4ZESwKpNvlG4iZIJQq/T/y6BwcOGLRKGkPHBOfSQ/0mP3bjX1XRqaiTBgXd73bzc9muJtWO7pthTVCn1ilIFWuuJE6o49hVo6VTa6tZZ+imJtUOSfWXG0EqPU4xgnbAaANAnk8Z2tD892asmb4GB39z0PJ5iGl9GtraDNXHe+81FJbHjQM++lHj77nWpHa80YHoDpNdEt0bRfxg3GwRlVl3k80e+6SyDnVXCiUlRlLmhz8UkmFxjQabFiSVjJVZU0gbHK1Pg6KZryc7MkjqcZPip+sKijNoat82I0i1IKnMckEQHhKkEvE/NiCVtV+ja2CQOSezjgF8kGqpSWUQvW9/G3jySeCSaVH5WibQfaUtaEgCIrPOL0UdFj/vQzxu0CLpuOO6tceoBFVy6pOajGpIJo0+2H/+s+G8P/AA0LW2C+9f8z6ie6PSejm2jt+J7jsXHTi3ogulTKccvyxIPSYJUhVJkMo8V0FdQ00NUFYGnHbabONjZ0FSOXXfOP+92wWpfVt7zbQsmSM2bBLpXiFDUqPmvl1SAgwZApSXW99j91lEkSCR7ksSycnWBOagA5dcoKOYET+T8Wg5FppAp2eTbO+u1HHRRcBNNxnzJho16r6Zi1uMTRzqmiRI3RfjfL3YgRjiTXGsRhVe3lqMwGX1iIzxhqQCwJj/HYPTN5+O8vOMmzvKF8MzzxhtqOyEwmZOn8mPXUBSnfYocq5USxJq5kZQyjuDdtM56EI4KVAZoGsaWQcHo3Gr/pgxY7Bv3z7jD6qKMWPG4PXXX6d/X7lyJSrYhlEDYDfccAN+//vf47rrrsPtt98On8+HK664Am+zxWwFeG8+1zmZ7NNjn8RjWIULR/fROh6C/ADGQ8+ijRYkkhXwaUtxe67dROeCn8yG75ruy2Q1/+0mHz6K8/Cqfyh9GImqI2tOQSrbnDoOFb/HRHz3jxEkSWADxgmRUPA4JCVLTSq7ANMglT1n2lrvxCGbdmPPOG//hW34zVmHUF5OMmv8QmRXkypr7K6ndW4TYClPHUvaAQAdb3XSWiUtoeGOO+6wF04SlOfEmlQy1nAY+Nrc4/g8DiJcbe7QdkiqoirSmlQWgU5l7rvOzruoJPKS0X3JvsQgqSzqpCd1bN8ObNliqNj++Bcq7sY49PkMdEaNqAgNzQQlDKrhl9DrRbrvrm/vwqsj1+KdF2LY/l6SC1KTzQ5Iqg0CyW5eBD2pCaYwciQQiTCbKTumRO5IalUVcM7sFGYMS1CBNh0CkirUpHIOqh1tuZin+6oqcOGFwCXzkihhPGO29QP3GpAVSWWpyuEwqJMKmAkLS59UlgrHopGMY0eQVI2h+K19NYHNKIM2rVyqVE0sttcIHLgAQlT9jGpoagK+9S0j0ItGDTXuQ4eMv5P1xWtNastjLdzxsb0xxA7ETDQys+56ofvqaf77SXelUVqq44be3bix4hAXpBKEVgkq8Fca12ITpAC/5vjKfFIBkWSmPj3ZxgapQGSs4ZjGDmbuLXFEmXWK1qdn9gbyXBP6IBuQjhxp1C7+/e/M5yU11GQdk7SgcapJZWsjifVuMurHyD0hJtJ9Zeq+LEPK+MjG752dwHefrcGvMYmej6iu0s/iUJNq6ckI4J71lQgGgRtv5KnKmy7dhNYnW7Hl41vkoi5kDjD15HZ9UhNHE9y9Ia1QWLOl+zoEqR8b1YHWVqNX8vr16+jY6XnyRlKN33d9bQd9noLDw+Z5JCalGBN0mxVSY/rKf+MbRpsu0r6IfY95vDxJTuenTZ/UdItZn86ZJAHJCUkJwmSs/0NE8BQF+NvfgKIio0TKbuzkfCzdV0QEY/tMJPVhjMR/bxiGDbv9cqqycOstCU7ms/nCPpRML0GwwZhz8UbzeVGYORw/ar6+ccNGfuzivHbYo370IyNJdWZ1NzPMjA/NJksFuriTcBJg1qX2bO6R/n0wGDelPvShD2Hx4sX0969//eu45557cMkll+Diiy/GAw88gM997nMDNrjVq1fjsccewy9/+UvcdtttuOmmm/DGG29g1KhR+P73v1+w9+ZznZPNLjjjAgBGcDf6Z6Mx5MtDUHVFFf27KBTDKewhk0HNOAPJtqT5XOk6Dm1O4GkMw8uo5+pSOdpsn+n8A7D0K3OiPJEiTCXIOyeiuUJSe9JIQsHzaMDju8zPr0Nek0rvj4TuZxtgM3U9FLUS29QImT+ZcBJxZMQg9SK0YP6uA/B1xOnYubGyNakCkmrp8SoiOUkNfr+BEFy7axsexzv46PvbTSQ1rmPhwoVmMCcKJ4kBtg3dV1HM+8wh+jY1qRySakP3JdlkJDQ8gwZ8Cafj/g6Gk0Te4yScxDga7CZw9L6jVKyHrY1USnw4bdlpmL1sNqVwsqiGLEgVA47WJ1qx/HAxzv5oGN/9QzHTy00xBGFsgtRswkkA04amKw1d03H0gaO0zx07Ck6kyqON2NSIWze8jRteeIcLsLvXdtM1gBW6AIQgNSvd17zvf/sb8OiPOzESZmIsHyQ1kQlm0seM4Kh7fTelilJKu9uaVHZ9KvchNDxE73GiJY6f7R6Fb2EOdpRUOgapMtEnEUlN96U5wSrXfVLtkNTM6yT4VPwK/obRuPLWarzaXkW/V18GSU20JlwnNcTPmOpMoWd9Dw7/8TD2fG8PUhlhJk3jqb6EuUIQdWIcgqAoXLKV2PWBA9i+Hbg60oQw0iiNaAgEQNFtQp21IKnMaxRJzSC6xOmNMQ5oabGOq64CLr/cvDbdOyU1qa7ovplgKNWRRHSfgWoTZ5LUMps3w7wP9FqAba9R9htLJIAXGqvwKsyaOTFIlan7ss8x1zIGzPqvMHufZora9W7udaxJFfukimvcq6jHE+tLcPRdU/SFo/tmjucQYWYPcUKB2e/hzDMNSWI2SM1ak0pax9kgqVegCZ/CIVQk4/i3ka347rc1lJYp5meVmBOSytN9M2uVDVvFsj7a0H1pTWpIHqQmWxJ4FfX4+6piMGTLrHRf+ixI6L7JzHNmR1XOSvdlkFSSlE00Jahw0ipU48VoPQ4dYZ4D9pQi3VdYf2XfTajBWEdI1wPAHHvnuh68M/Qd9O029qhZM2bxY/cJz5DDHjV/vkH3rz3O9GYlw5YkS90IJwGgrWfY1niDzbiv5cc//jEeffRRJJPGZnHzzTfjF7/4Bdra2tDZ2Ymf/OQnuPXWWwdscE8++SR8Ph9uuukm+lo4HMaXv/xlvPPOOzhE0sV5vjef65xstvKVlQAMp7X6impMvmcy50Bb6L6STAwNfKIaaDZH07F/p4Y/YQLuxxge5ZIgqRRhEzOaQpYyzW52ZJFi++NJ6L5ualIBHnlUmYCAZMqlYiasIl+WmtQ/rK5GcbGBcNhtGo5BqkD3JYEg29cy1ZbCrmu2YBY6MLe0m6PdkhY0gPEdcDWpzGah67pl4/3i2GNIJoE7f59CKVKoQxxDzyzihJMWLVpkK5xkEciyCCeZtuVIADtRArWKD1K5PqmSINVOOCmVuafpzhQ6EMQ+lKA1aXVgZb1vLS1oQnyQuvvbu2mwqJjJc6hFPpTMKkHZGWXmSRlUQ4b4Q+MdDQM9UujYOSTVqSY1SwsawKT73v5EGF85uwtLbjiAtCDNT8aRLaCTWexgDHu+a9bczEY7bjvvCD4bOQKtz6RuWtR92efJxkEjyYvrfIfw17/qmFTUi1Rnij6nxCw1qWCezSyBVNdao29JqiOFZ645gOvmdOOW84yN207d11VNarkfwWEmwtOzzsyE+0r8UlYAHbtAN2PHQkyLaky9kgYtwaN8tkGqj528zOuCSFjx9GIcQQSbjkVwHAFzLSLnS8M+eSKYJUjtSqH9vR4cRARH9Ai6V3bSsRMEjA08RSRVpCISZhD7vqL93Rg/Ko3w/m78F7bh8NIefPGLQGgEH6TS4It9ljLTizBiCDWOJHp2f3UnJqMLk9GFnjVdls9rQVI1K5LqFKQSJLXl4WZcM7HTEOBbbCDApafzQapFOEmsE/XxiULeNzeRVZLMYutegSxIaubvnPhQBtAS1eG5c7qk+8pEn/6ICfj5jpFYdtH79LVAvfn9Ewqn65pUdt9l9pU1a1Ybn4d9BmVIqmpV9xXZYsS+gAP4BvagHnH87q8B/PaPKqXk5lKTaiecJDURSRXpvlnUfQn6rvWlcQfG4ds/C6GxkTlAcl2O7kvuuyicBCCdSeqnO5JoXdxsHMdlUK3nthNOiowzvv90T5omvMjb9ZhGE8Ds92qh+wosHFkAHhpmrCMrN/jg9wNTx6bR8vej3Gdre97YRzZt2MS/Way1dkgOp2NpxA7E0LejD+PQg2noRDFSXMIFsEdS7RLZtZ8yaliPv3ycMggHm3GeU2VlJebOnUt/VxQF//Vf/4X/+q//GvCBAcD69esxceJElJWVca+fmdGl3rBhg21LHC/vzec6J4slWhPY/a3deOyfZ2MbyvDxnQlcssT427G9ERxGBYYhhqoMvbEXPuyMluHg9hCaUIGqlmI0Zo7folaiFj1oQAw6jE1O0UGRmThUvP5PHf7M7Ux1qyBVWceOK1iHChxqKsKBJcC2eDniCKPzXR9KokB9s7kSdcGPo+0ZVIoJUg+iGEuWAKedZiJErQjhIIyF6ciuEHYvMRbCjVoFAGBip4KGoUaw1IYg9qMIUWb6k+27F350HzeD1CMI4ygjG+7TfUhm7kPvVj/88CGcWQj2HwDW0QYzwIGOAPr6gGSSySbDyJ7t14rQhiAObfSjhXnPkR3G2M87z1xg9nUHcWgJsD1ZjhhCQBwAFKwf2YCJB5sxf18b/ogNmPnkTDxzTSnaY8bFmveE0d1Vik5oaN4QQFOyHLNxnCKpu1GMTgSQfFVHqkvHVmYcZQcjmJzW0fm24Ti2IYi9yQp0d/mQQgRljUWorf0MVnc1AwhgDuOYr1mrYEtLMXqg49j2ECqXAMf2hHEYFfBDxyx04hI0IwEVva8FcPWzYwCMwe3J/SCkvL51flTUmkiqrunYhHLoqQBatwexFxUoainC8cx30doUpjhAx1tdAOoR2xelm1GLFsLrr+pQfArq6oyaUl03xPLfQwWa9oTQiApUNBXj6BLg/a5SJBFGYJ8P58zLZPLTwHpUIBo3xrXts+8D2hQACjajAlN3mv0pYzHgrS1BHEAFStqMhqo9zHyrQQKj0Ac9qSOlKnj9yRS26hXYl5H1Tzaa9X/NCCPRnIASUNADH/ZUVHJtdsraS9GV+ZwNiGEoDApjFD6QltYHesvQjjQeWFqEI+1+TEcIvpQGv08H0oZK914UY//eCIKxIJqYuQAAo9CHGhibfVsbsGED92cc+GUz2rtLURtIYmSyF8MQw3kfTWPDQQ3rDpjn6lvtw77eUsRgBBGT1ChKjAmNo50qNi2BxbRECTYHKjG+qx1nKUex48M7oH+yBofrK/E+M87KQxHsf1PB+6jAVHQjAkNkoglh7GouRovk3ABw+ulAgiQeoGPzk914HtMx+v1eXLEE2HWsBL1Q0LYtiAtHmw7BnrYg3stcv2e1D5EMQ7Z7SwB7UIEZ6IK/wg81ouJQZgXsXdcNFYYzvX49kCo3jj0rZtZ/bthg3OPGPWG0oAKVRyI4khl7sh0IwfQF39+nYvczCQBBpNuT2PaZnQBmoKsLWLkSKGGC1HffNVoOEduoVkJP6+hb5UPpUWPNIYHMDpSiBz5UVleiLTN2BUCgzAccBxSfCn+1H6m2FN54IYXASCvVEgBKS802Elpcw2aUIZFZbct3h9HZrOB7mIcw0nhuzW584xs1qKoC4q1JrEMFSlGKzsxnb98bwYHM/S5HEpOYhOMbbwC71Up0Z56x0lGliGkxJNuSqH34OBJHMkjH8AiWLAE620qwDxUo2hpE8xKgcU8ILajAlN4QiG5nPKZj5dvA1mMlSCCI5s5SHEYFAi0B7P/+cfS9GcUdeA8AcPipEfjnwXKsXAl86lPG+/c3FqMDSYTjYVRBQ02mJrUPPqxqMdaZY7tDOIwKlDUVofYdH/agAkMQwzDEzJKLpEbbi+09pGIdKtAWrMJ+dNHnUlEVHDsGrO4sRQ8UHNsUQGUVcOBIEdpRgaa9YdQnYnSf64YZ/B+8dT+AMcZ8GjkUvVt6MHtfivq1rQjizdU+lCaArb1lSCCMrrU+hFtVbEYFxsEQ99LTOo4jiH0owoEu4/wdrx9HHGkAtdi3D0iUBBDsMZ61fYcNX6C4txgdme94k1YBDRr63lIwLEOSUHwKjnT5ub01Tejzmd8Dfh3+auO7P4AiJKpr0LW7CyU7QjiaOXd0jw87UIG5iNJg6UA0hL4lwNaeUiQy8/zg1mpsvMAoKfjVr0bittuMUgbyXB7ZFUKrsD427wphtmI8XHpcxx4UI5oqQd8SoGtLAHuF42ejA8ESHyoWVHDPZe8OH3YxxwahYwY6aSC6HaXozXwz8aWAvxTYf7gIHaiADzoWDOvB+vW1KCkBFi82ugrMmGHOyUMHI2hDBYqRxmR004B6M8oNrY+4Cg0aDh2MYP8SoG9XAIdQhqkwkzC+TKiqKgB04J13gObmzPn1Yoxmjl2Hioy/Ypg/7UcKKfSsUDEsBgSYIHXrLuPbjO6KomNXO4B6tLYaCvTDhwPDiV4DFGyGEdUX9xZj77YgDqICpa3FKF+tIooizB0eQu/WXqQSwDtHigAU0f1XYebN/v2mKnp3XOHmWLgrjO4lwIFG4xnyHfeBRAG9vcCqVUD78RIcQAUa9wWQTgO9+2Jo23cMwBCa/O30B7FzCdAanon9MJH/lh0hVL4JdCCIWiSM5+c430IMADre6sALv+9BdXcvTkc3foBWAIbP+56/EmlmX0scVww/LgVMOwaomURPmx6kvgBrul6M7cPq0XDkONpebEP9Z+qtB51o0xm78MIL9ddff123szfeeEO/8MILbf9eaJs2bZp+0UUXWV5///33dQD6nXfeWZD35nOdWCymd3Z20v+WLVumA9DXrVuX7eMNqLU+26ovxVL9DLTpyLQEF/+7Cbv1TVdt0qMHovqdWGt7HKDrX8A+fSmW6k9hhf7zCfv0YiT1v2K19Nifj9yjL8VSfSmW6reftd/xvL/79y567G+xgb7+vQVt+odHdnDHvvGGrh+584i+FEv1b2OH43mfeSyp67qur5mzRv8BtnJ/U6Dpf8c79PdX/m2frmmavhRL9evgPN6/Yo2+cvhKXdd1/Uef75Ee881P9Oov/K5TX/TjPv2vWK2vGLJCv0xpcjxvS4uu7/7BbmMMs9odj30eb+nvLXhP1zRNPyNkf6wfaX0plurR/VE92ZnUz0Gr43nfKH1LX4ql+v9io/4xHLY9bgj69K71XfpSxfje5s5K2x5bgTj9fpdiqf463rQ99ux5aXpc1/ouvRox22MnV/SZcwzv6WVI6BfhqP5l7LEc++lPG89Eoi2hv4Gljvfg8vONebMsvExfiqV6ECn6t3uwWg8zv//Hf5jP26FD9ucEdP0jMOZtsjupt7VZ/z4Px/RvYacO6PppOK6vmbtG3/zJzfpfsjyXN2AvvQ/Pfmqv7XG34z19KZbqTQ826UuxVP85Njue93vYpi/FUl3Xdf2f/3T+bPNhrDWtz7Tq3xt2wPHY35ZspuP9wze7HI/9GTbrb9e8rS/FUn2yz/nYe7FaX4ql+voL1us3wP4+ALr+zju6vvM7u/TX8Kb+Kt7Ub8Um22MPLO+m473uHPnzTv57HCv13h29et++Pn04enVA13+E9/Vp4NexIFL6iiEr6Ny58krn+7uEeX6umNRNX69DVP8D3qO/jxun6+8tML7n5seb9dmz7c85ZIhx7U0f2aQvxVJ9ujBGQNe/jR36BZP69MmTdX3VKl1/d+q7+lIs1Wsq7J/3uXPNZyJ6IKoPQZ/0uGIk9WXFy/RUNKXruq7vue2g4z04G61600NN9NyBgP2xny89rN+O9/SVI1bq+/Y539vPTj1O723j3qTjsZehSX93inEPnhr5nuOxX8YefdPHNumH/nhI/yvWOB57HfbrS7FUv2fyNv2H04/of8J7+kdwRHrsDzLP5Ttj39FfeMH5s/3kzCZmb11PX3+E2fvIf3+o2kKP/Q62O573/2GTnuxO6kuxVP8R3uf+9jEc1q+FuQY8MnwDPe9/XOn8DD/9hUP6UizVd928S//hh49Lj1k8zLjvTz+t60eWdhrPBBodz/ts3Wq9e6PxHH8qIr+vgK5/4uw+ffHji+kcu/xy+3MqiqZvv2m7seZcuF4/Hy2OY3gZy/SNl2/UdV3XZ8ywP64WUX0plupbrjW+j6mS55L8V4qEvuFDG/R3xryj7/7Bbv1Pf9Jsj50C416tGr9KX4qleh2itseOgbnm/bpqqz4CvfrteE+vC8Qtxy4ItHL7uwr7MVx2ma5vuMycD8UhYx2Zjg79h4KP9s1v6nrP+z3U53S6tx9Go/7+Z9/XVw5fqb+A5Za//y826aNgrN3XX2+uTy//zNkf+vaHOumxW7fa36uH8Y7+swua9f8HY2978If23xmg6/8BY97EW+P6a685P8M/wvv0ft2cxed97jlNP/bSMX0pluo/He28B/4EW/Qtn9riNawYEOOQ1DfffBNf+cpXbAPalpYWLFu2rF+DZtai0ShCoZDl9XA4TP9eiPfmc51f/vKX+PnPf255vampCXfddRduuOEG/PWvf8XChQuxaNEiXHPNNVi2bBkmT56Mjo4ORKNRjB07FitWrMDVV1+NBx54gB77+c9/Hs8//zzOOOMMHD58GD6fD7W1tdi0aRMuu+wyPProo/TYL3/5y3j44Ydx0UUXYdu2baioqEA4HMa+fftw9tln4x8H/4ELr70QH3v8CDoQQLwsjaKGYkSjffDH/NCbdZQjiWgyiocffxhBzMBY9CBQF0SyJQFfpQ+xkjjC4RDS+9OoTBqZ6SokcOktERz88kGMQR8uQAsOogjJIUlEyoqQTCbgZ9L3wXjMOG99EN2+LhQdL4IW0+Af7kfCn0DvcVMZOII0RoW6UKkAM5btQj3C2IsxSIV9SNalcPBgI/xHjwEAypDEWBjXSZWkUD6mAm3HjiHcZHyHx483Y+nSg9CjOkoRosfG6+L4kJpAw9EYrihuwfbeIvS2tOPVF3YghBAqkaDHAgB8CmL1UVRVVaGjpQPBFg3R3ihWrVoFra8OY1FHD1WLVCjFPZj59EFEnu/Chf9vCFrQi/RwH2pb4xib7oFapkLrMnkegdoAugPd6OxUsX3zNpSgBCHtOMaM8UE9qkLPSMwDQHhsBPXV2zBqSjk2Tt2Ikt0lqPMVYWwmY5iuTiOQCkLrTCM4JIhUpobq4UcexkWfvAj1CGAseqCOVZGMpeBr5Ol06e40/ACqkcAelGBspBfIXF+JKOgu7UFJWwlq0jGowTB06FCgIOg/hHHhGugxHXqdjkBFALFjcfiP+1AKAwHc/7X9mNMxB8cfO47P4QBWoRooB9CZmScTQ0inTPposjeJkUih3JeCVpOG2qwCASDdkEYkEkF1Uzs9diY6MQsduAJNqEECa1CFHvihjdQRigTR1bUTPT1j8NDdD2EyphjzcWgAyaYklBIFWq0GZb8C6ICWbsLx49VIIgkffBiDXiShYhT6MBq9uA4HsBR1QERBa+seNDXV4qmnnsI11yzE8Mp2BNsD0IIafH4/dKZGuSaTXr7v7vtw1ee/gOGVffTYcNCHj/Y0Yhx6sby+Bh9qPopoYxTHeo4hhGqMDnVBjZvflRbRoEaN3yth0tsUxNHQcAzV1TXo3NcBf48fWkDHsGQck2HQW/eu3gsAKEYaY9EDf7kfMS0GfzdPTybf2/PPP49odC6GDQuhsrISx48fR3V1Dbq3dkNNK9CGpHDFBZ1ADFjnX4fi4Bju+SmaUoSe3T1Qk8Z4QyrTLiTWghEj0igtLUFHRweqq2vQ1nYMVVVV6N7fjeKeNFXr/Ei6EUm1AbqmIB3S4IurSIfTKB1dir7tfQhm+E5d7V2oRBHGhLsRHBVCT08PKisr6Ljb2o4hHvdh94pdiCACvVLHjPJ2zNvfhlaEEBoTQvRQFGpKRaIqgUTKzPz7UkcxFkbmOTU0heKKEnR2dqCyqBLR3VH4oePR5x7FhR+9EFdCxzpU4nS0Qx+RBsomob29G5XFFUjt6oUWN+jzn/zkJ5FK9WH8+AZorRrQCahlKqKlMVRWVqC9pR1gNI1CsWaMr1GhHdPwYTRhKroxr+YouutqARyidN+EmkAgsA+TJjUgHk9AVRWoMeO5L6qPIJVqBjAcew/uRTnK0YAo+uCDVqtBbVVRjiTmow2TP1eKh1/bh7lzJ+LlZAtKUIKaUAtqp1Sjt7cXwWAImqZB09IIhUJQ1SPo7a3Hfffdhy9d9iWMRBRFhEcbUoCkDmjAhWoLtF4Nh58/jOebn8elbVcY87HKj76iPhQXFyPRkYDSbKAT9YihOxrFk4uexMKFC1Ff34KiaDlSGURcK9XhK1GhN+nY1F2MS5HA4bmHMRRJNDR0oqq8igr9pUakEOgJQG/XEUqbBXbxvj40NCSMPUQHgmOCSOzLILLFQG1vHMqHFOi7dVQe7MTZM3agG5PQ1nYMlZVV6N3TAzWmQg/pqIgn0dneiQPrDyCIOoyKdKJsfDk6DrcjkHnug7VBpI6kUJlhLIxpa8T4zmbo0FF3Qy12P9iJhOaDFtAQGRdBfHscJZnnvS/eh87OQxgdKocaV5GsTKJieCW6dnXCF/MhXZFGMPPMk+d9VFUnziqOYeihGD5/WifeaE6iJFqCVHsKgeMm/FWGFEbVdaKougixnTEoaQXxmgQq6yvQ934fipHGC/94ARWoQAlSGIseKEEFgVQKl2rNCELDFpSjszoNX9J83rXGJoyFAiWiIF4dR3l5Ofq29kHRFcTr4lBTxhjaO9uR6ItjLPiSjYnoxjm/HIpLH1qHc86Zhn/+5RmMxEjUIo6xtb1Aqw5dBcKTQujs7ERFUSViu6PwqToee+IxjMd4VGh9GD++D9o+jSsTCkDDOSv3ou5IHRbfsxjnLToPWlMfxvoy+7sg0JYsT1I6aCqeQh1iGBvshdagQY0rgNABTQGwzb8Nk+KT4Pc3YtKkYYjFYvBrPuiHzD2ezIXd23fT5zKWQVLVMSp0VYfWqEGJKihCGu2vGvvgoV8fgm/eDpxzzqU4eLAH4XAE6XQKegug9AANMHzazrZOBBHESPShBOZ3o5frUKoVqJoPQ/cbx+qqjn/7TQVW/XsrJie6ceWYbXhHnYJoNAa/3wdFUVBzkBfPHINeXvPAp0NJK8BwBT7fMfS2mMjicHQiDT8+jiM4DR2YNaQF0bIyJJMp9PUdxZ5MbacPOt1TtJCGcG0YicMJKEUKtKCG2o44OhId6A30QkWYHhsbEsfoPj9mdnXgc6OP4lHUYPjwNqxefQxNTU1QotMwlmHNKQEF0dooinqKoXWlEdCO4623NqK3txeBwCQMH16OskgZYrtigKogXZrA1Z3NaEAMoxO7kch8d9GuZowYoSHQEQDzCCI4LIgepQdlh437/u7Kd3GkvQ4jR9ajuLgYnZ2dKPeVI34oDjWsoiIWw+kw/ZzSjM8bnBxEd3e3sR8fa0f4qBHLJBNxvPX2W6hABQKpHowe3Y1QKIje3l6Ul5ejvb0d1dU1OH70OEpa02h+7hiU9xQ0Hm/ML9b4xz/osV//+tdx991342Mf+xhWr16NESNGIJVKobW1FdOnT8drr72G66+/nouRrr32WixZsgRTp05Fe3s7FF3X6RxSVRUPP/wwPvvZz0Jm//M//4PbbrsNHR0d0r8X2qZPn476+nosEXDqrVu3Ytq0abjzzjvx1a9+Ne/35nOdeDyOOKOTvWHDBixYsADr1q3DnDlzPH/m/rRESwIr642a1MkPTsaQfzMIki1PtGDrtVsBAHWfq8OEP03AihqjsffIH47EwV8exLCFwzDhzxMAAGtmr0HvRnNxOT9+PrZ+ZiuOPX2Mvjb3vbkoPc2om1k1dhVVqCw/vxydyzsx5n/HYNQPR2Ht3LXoea8HM/45A9WXV6P54WZs+/w2x89RcWEFZr8xGwDQ9mIbNn9kM/f3ET8YgXG/GodUdwpvlxnqzOf1nQdfxIf1C9ajc3knPfasA2chUBdAx5sd6NvWhz3f2YPaT9Vi0j2T8HaFVdk5UBfAOc3nADBa16yZvgaBmgDOaT3HMnYlYIhQEQGliosq0PFGBxq+3oDmR5qR7kyj5pM1OPYP876N+N4IjLttHABg1827cOT2Ixj5o5EY+z9jsfHSjWh/3Vyk5qyZg7LTeYr62tPWomeDsShPfWIqOt7sQOP/NWLUf4/Cwf89CD2lY/7h+QjUBbA8uBwAcE7bOUg0JbBm+hrH+156eim6M7V7ZfPLEL0tCu0KDemuNM7ceSbWTF1Dz7/lE1vQvaYb05+fjpqP1KD5sWZs+6x5b+btnof4kTg2LNhAXxv7q7HYe4sRNJ3bfS4Uv4K3Im8BAGYvm40NCzYgODSI6c9Mx3vz3kNoZAjzD8wHAGz6yCYcf5FRcJDYWYfOgqIqptgB8zxMvGsidn51J6qvqsaMZ2ZgeWQ5tJiGsw6chfDIMN5U3qTn8Vf4ObotAFRdWYWZL8zkXmv9Ryvev/p9lJ9bDqjg5h2xs5vPRrAuiEO/O4Q939uDus/VYdjCYVh/9noAwJRHpmDb57ZBCSkomlCE3i29qP98PZr/3kzPUfupWrQ+2Wo59/Cbh2P8H8YDAPb/Yj/2/3S/5Zjqq6rR9mwbfKU+pLuN+VgyswT7f2Y9FgAu0C+Qvr5y+EokjiQwd91clM4x6+U2XbkJx18yv5ezW87G5is203kUbAhS0YmZr85E1aVVkNmx549hy8e2SP9G1qiaT9Rg/O3jsWrkKvq30nml6H63G5WXVmLWq7Ok7weAdWetQ/e73Zj2j2mo/UQtNly8AR1vdGDyA5Nx8NcH0be1D7OWzEJoWAirJxt1apP+Ngk7vrQDAHDmzjNRNCGjlLilB2tnrAUAnB87H2pIxZvqmyDe2sxXZqLqQ8bnjO6N4t1x70ItUnF+7/ncmHZ9exeO/OkI6j5Xh6kPTwUA9O3qw+qJq+kxQ740BL4iH44sOoLgkCASRxOouLgCs1+fDQB4d/K7iO6IYvay2ag4v8L28xN7/9r30fqEOZdmLZ2FHV/cgdj+GEIjQjjrwFlUnIccO+4P4zDi5uzlMOx9AZjnSAFqPmGsg2NuHYNRPx6FHV/bgaa7mjDqp6Mw5mcGFbVjWQc2XLCBvn/6M9NRc1UN/f3Arw5g3w/3AQBG/7/RGPn9kVhRuwLprjTUIhXzD81HIFP3rus6lkeWQ4/rmLd3Hhr/rxGHfnsIw749DEduNxKl5xw/B/4KP5b5lgE6MG/fPLw75l0ARvug7tXdmPzQZLQ+0Yq259sw7JvDMOFPE+h4Nl2xCcf/eRzlC8rRuawTVVdUofKiSuz53h7Uf74eUx6agpbFLdj66a0oP78cDV9rwLbPbYNarHKCMuFxYczbNQ/Qjb6Pwfog1CKVjgsAIpMimLd9HjZ+aCPaX2vHlL9PQf119dj88c1oe7YNE++aiO513Wi624yWZr0xCxUXVCDRnEBoiLEm7v3xXhz8X7PlETGyP7PPefH0YiwPGXvI/Kb5eGfoO5b3Fc8oRvH0YrQ82oLh/zEcR+87StfOqg9X4fg/j6PykkrMes14Nt8qewvp7jTO3HUmGv+vEYf/cBgjvj8CoYYQdt9sNlod8f0RCI8Oo+FrDXQ+9u3uw+oJxrMxe/lsbDh/AxS/gvMT50NRFHSv68a609chNDyEWa/PwurJq+Gv8OPc9nOxon4Fki32tdXDvzscekqnc0O0yQ9MRteqLjTe0Yiys8vQtbILxbOKccaGM9CxvIPb5yo/VIlUewqzXptl0SogPoVo1R+pRtsLbVCCikH91YGzj56NYH2QfucyO33D6SiZVUJ/3/6l7Th631H6e6A+IG0jNeonozDmF2MQOxjDqlHGeuqv9OPc4+dC13UkW5II1AYsdZor6lbwdcCMKSEFwdog4ofjmLt2LkrnlmLtnLXoWW/4K2QPIkb8OGI9m3uwduZa7pxVH67CkOuHYOtntqLiwgqUzi3Fod8ewojvjUDvll7aRxgAFqQWQEtoaPy/RlRcVEH9U2LNjzRj23Wmj0L8i/c//T5aF7diwqIJGPYNXoAx1ZPC26WGn1g2vwxd7xhU50BNgCZUpz42FXXX1mHZR5ZBf9EM2ac8MgX1n63Hm743AQ2Y3zjf7AyQsT237MGhXx9Cw9cbEJkQwZ7v7EHxjGL0bjb9b3ZPTnYksaLS8N3PT5yPthfb8P4n3kfZ2WWYs0Iej+i6jgO/OIDKSytRdlaZbR/zE2XqAw88gIsuuggXXXQRAODWW2+lv7P/zZkzBz/96U9x/vnnZzll4Wzo0KFoamqyvE5ea2hoKMh787lOKBRCWVkZ/a+kpMT22BNtwbogordFMfzm4ai9upa+zgp9kMCKGCl6lwknkdfVoIopD03BzFdnIjzOyESxyrZS4SQizy70SZU2fhaM7ZcnU/eVSeLLWugAhhiHL+xD9eXV1IFJdafMYn/heZW2oBHG7ivP9HVM6tx96HizA4CBJpHPLxN/oT/b9Emln73I+tnZe8O1oInLW9CQa0oVC2EEOvVfMNAiViBFi2vo6Ojg+onS9gG6VXBLlLJXi1UUTSriXuNEUkIqJ/RBvw8VUrEZUfVUZkf+fATvDHsHTfdmnnXyFrZIJfMa24JGtBkvzsCYX47hXhOFaeh5AeO+20xr8h0TNc3Q8BDK55dj+M3DUXFhBao+bAQzelynCp+Beh5RsBVOYsZO1A5F61ppbKqRiUY9N9vux4sRp5oo8dpdV+yT6qYFDQCUn10ufd1X4kN4jLHmOAonZRGDIkIx4ZHGucjc7Nve57lPKnku1YhqrjfM5SsvraQ/F0I4icyLysuM80Z3mswfO+EkOxPnkq/Ih/BY455UXV5lqsfCFCqyc0pFE4XlSLASGR9B8QyjFpt8FtITmFP8FvukisJJtYxwUk0AalBFzceMIHbol4fS9R0w9DZYhV8y5zkVci2z7mSGHagK0O88tj9GXxv2LcNxbbyjEX07TSSJtNEh915P66CYQGboMuGkQCX/fNd+stZom6IqiIyNwFdsoFbcvk3mH7vmALbqvkBGQV1RaIAK8PebM0Hd1yKcJBETAozkAwmSkseTnDhL3w7jXsla0EAHp6oqjr32mloM+/owbj6y+yF5fvWUTucZe++dhJOIjfrJKCQ/ZMztZGtS3p+WDJsRIrOIDwljn3T3JMxdPVcupmfzmFIhQkZVWdYnVbTOFXxiNJu6LzWJui+Zx4qiIFgflAczNgKRdOxCNwdOOEkQkbQEz7IWNIK6L5lfvlIfAnXM2lGsQvEp8EV8GPHdEZYA1TgZ/6tTCxpi/hI/9UFJgArw/XnJd5eI8e26aMcMUWmaMRKMFs8oxvCbh2PKo1Mw9dGp9or+Qt9Vpz6p9D2KgtE/HY3ys8sHXYAKAGpfXx9aW1vR2mpkT7u7u+nv5L9jx44hFArha1/7Gu65554BG9zs2bOxc+dOdHXxynnvvvsu/Xsh3pvPdU42m/TJSRj/h/Hcgs5u9mLLDbows/0BmWCJ9DD0FftQdWkVdVLZHqHSFjQu+6QSI44SAPgi5mBYdV+xB5csSBWDDlYxkjjU6e407auphlXu/siCVLII2TkZxAEji2zRlCI6DrGvF9s709I+R3DKRKcN4DdqrgVNVGhBozAbhkRZktiYW8eg4SYjScMGqXpCx5QpU3gVXzIcDVn7pPpKjE2EBPSAobjZ8I0GjPzhSENlmmk9QINGxjmzU/cFDITujK1nYM6qOXSzIht2z6aMwAWrVMm0btDTZlApBteRCRGUn12OEd8dwW1qYnAGCEqVNoEfuX9skAoA4/8wHrPfmI1ARYD2RCSBYLBeEKlx0YKGfU6Cw4Ionp4RaMoEGMSp41SgPRhNPhXz94uoCtMxiX1SZcqEEgtUB2hPN/o8wejzxrWCEqaxmz6pWkJDoslwIIjqa9HkTJC6gw9SuXWQDWiYH8Njwhh641CM/vlo+trwm4dD8SuY+fJMzrGmTmAa0FLCIEmyLUsLGhIwEXQ2fihO11/PQWrAusbUfbYOgfoAGr7KJ2tJUsltkEoTYcJQimcWUzVW8lnIWsMFqWKfVOHZZJ3SQI3x87jfjcP4P43H2F+NtYwnPMLYU+KH41J1X13jk4y+Yh91SAnq5q/yo+qSKlRdWQU9pWPP94wShXhTHD3vGetMxQUVmRsASwsaMof0pE7XM38V/8zU/5tczITdy9gWcfRaAK+QK363Yev+YRekWtpxCC1o7JKcoeEhun4lGhMcTZb0AbZT93VqQSMmmwFjPoZGhFA0uQiB2gCd8zRgIEOUBamSNa9ochHqzjLovVpUk6v9E/OZYxcDA0tyQLJvE8uq7qtav2Ox3zYAmrjreldQnRbVfW32fRpgu0h0yt4nNSaxIfYgZi082hg7SfIQY0if5vUCgrpvl9mChlX7liYEsoxdTBLafTfSDhPseTLfXXkpn2i19DaWfBW9WzJB6vRiKIqC+s/Uo3haMZdw44ydWprVhzwZTf3617+OzZs3Y/PmzRg1ahQWLVpEfyf/bdq0Ce+88w4WLVqEurq67GctkH3qU59COp3G3XffTV+Lx+O47777MG/ePKq429fXh+3bt+PYsWOe3+v12JPd3njjDctrTkgqcXbskFTR+SFBUjYklQapQkNwKt8uPFTVH6k2r2+DpJJxWYJUnxmEiI4NG/CyQSrt68i0QiHnImbXJ5VttK74FQz7Jk8RKZpsRVJptl2GpAbkKHA2JJVrQcNmgVVzbOSaJBPO3vfw6DB8xT56Thb11RIa3nj9DdORCCp8UJYFSfUVGWgAi6aqERUTF03E2P81HUraviHObNKZYJ1DUoUgtWhSEYqnFKNsXhl1boljSbO3rLQ8bZPAo8piUoMESmpApY4w4AJJtYn7ZEiqaCWn8ewMMUi124DYIIqdF5PvnUyDMGI0SE1ojgGdzFHQkhr9HFmRVDaZIYw920Y68c6JGPVfoygdHgCKpxXz8zgHJDV+JA7oxryirUsYJJX2SQ0KfVLZIIENvBUFk+6ehJH/OZK+Nu634zC/cT6qLuPpzGziydKzUOOdJECCpPZptJSi9PRSuvZEd0eh67rnIFXsZ+wr8qHhKw045+g5lt6cJChMtPDOpJ2R5zU0NMTtMaVzS6lTTT6LLEi19EkV1kOWiUGezWBdEMO/OVy6VrJtaFiWCX1u07q5X4WM9kOis0ucxXG/HQfFr6Dt+TYce+4Y7TtYOq+UlhdIW9AwiU7Z/lEypwQlM+TsLFl/RHYdA/iASYakisauaaxZUH2S2CPXs0Hk2CA1diAmPUaGpHJ9V8VWHbDuJ4Axd8/cdibmrp/L9c2lSRQCpEoQPRmSGhwaxI79Bp1fi2nOSKqqcPPGGJDk88GabOHOky1IVczzUiRVgmLXfMJgEIhBqpgstUsuOCGpjuawhLNtemh7p9605biS2cZ8t6wrMiSVYeboab5PKpu0yhZIArAgpZb2ZTZfG0n4AkbZkGjku2tuaub/kLmdYuBOLNWZQvxg3HINwD6ZJLaFov7ZSRykct/cvn37TtQ4pDZv3jxcc801+OEPf4iWlhaMHz8eDzzwAPbv3497772XHrd69WpceOGF+OlPf4qf/exnnt7r9diT3a677jrLa+yCrwZVbqJno/uKTikNaBgkld3ASPBK6b42fVL9lX66uQSHBbk6N3aRZ50GOyTV1rEU+h7aBalcM2oHui/NhDNORum8UqMmkVyjxIfQsJAFSfWV+JDuSfNBqhjoiUGqBL1jnTE1aNIN2e+DfAY1oCIdT3N0X/a+F00psr2OFtfw2U9/Fmu+uoZei3UwKMJKUGDGKVWLVbpZFU0qQvdqoz6RTRjQsQYVIAqOfk0+kxbToOs6FEWxOBnhUVbknWRmCSJJNwUF5uaq8cGv6AwRtAownBhyr2T3iKUQixuQGlaN8bsIUktPL0XHGx3GUINWR9nOsWHveeXFlSieUYzaa2pRdVkV2l5q4451S/fV07plw+PQpqIsQaqIpLLnyuIDVZxXgYrzKjhEXwxS7ZBUp89EHIHwyDBNZpEgPro7Sj+DY5/ULGNXfApHRyXGPtNaXOPmkaU3JayoSexgzLj/ijHnIxMj6H63G307+4zvNPPY50r3dUJ9yOfxSvf1V/sx6W+T0PVOF9SwioavNSDVaayD8YNx6GmdfsekrQhgde7FBBLXJ9WOtsoYedZih2L0e6cJqzQMZCbjRJN5LTq7BPUsnlyMEd8bgYO/OohdC3chMt54nmo+WsMjJQKSKqX7MihJ3WftQQFpkoRZxwBzDil+xZKAkAWp7P0ODgnCV+5DdEfUPJ8YZKuKsd47IKlk3SXPmeVz2NF9ydglAbbIKiLGPj+B2gBi+2J0fjrRfUUhJAAINYQwf8F87Hlwj2OASsZIx04CAxu6r2yf484jMZqwzsxPHeZaJ6P71ny8Bod/fxjRHVEk25Mmu0v8GJLPzY6dC1ILgKQ60X2JlcwuwbFnjlnovrI1nDKuAEADpfv6S/3cfJeWhWUbOxmaZvP3jI35nzEomVOCYQuHwVfqw86v7uTHnfl+Ro8cjbZ3zX2XfYa462Ws930DRQ0OC1rYeSLbQvoZWCTVgaU02M1/8OBBz28aOXJk9oMKZA8++CB+8pOf4KGHHkJ7eztmzpyJF154wVVtrJf35nOdk8nuvfdeLFy4kHuNo7MGDCqoElSgJ3S6OLOT3ClIFZFUsck3RWaz0H39FX6OikicaPYaAL9wihuOWNMJ8Iuu6PQQByTVnaKfW42oHAomdbDTGQROkgmvuKACRROLoEZUaFENRZOLDMpqwAZJTVqDVHKs6FTIMrIcksrSfZlAQpbFpw4kc9+JoyVzVPWEjgfueQBTYQi6iLQbujiS75lx6Nk5wyGpEqdJDapII20i7Ir5mQhiqwQUK913qOmwkvtE7jXdGJnMOocCM5lpMu4Z/5yBzuWdHOUxODSI3k3GRiILAlgKsZhh9pX6aJCqpTTEG52DVGKB6oCFticmWkg2mXVig3VBnLHpDPo7QXfI5yCBr5bQbB0XwAhIet7rQeVllVD9mftK7qfPGjhYglSfA5LqciMNVAcQGhVC/EAcxTOKaaJHiqQm7Z1QYrGDBsITGmnek9CIEH1mSX2kWJPKOkG51vIo/oxzq0uod4KTBFgRn+gOo4Yz2BCEGlJRNLEI3e92I7orSlFUwCaJIhuPSMuXIJDEKFLlIDjDGvl8akhF1aVVnEiWr9hHn+P44bi0JjUXJNXJKJJ6OI7QsMx3n6FTkr6fZN0k9090dv0V5lo/6iej0PJ4C2L7YrTGufqj1ejbbtResowKGhRLglR/pZ/O7yHXD4GdyRg+HF0WzoGebL1lhVum/H0K9v9iP6I7olIklV43ZU8bDQ0P0fWUJrzF9ZplJ7HrMDt2EUmV0H1FI/Mh0Zqg5zROyKw7mQSiHZK6dOVSjMRIWv5jaxK6rwxJVYLWzyKeR2Y0CSBBUmV035KZJQiPCyO2J4buNd00uepab4CMnazXmrV0w+l9MmP3WV0z9j0ZClw8y0ANEy0JmoQ23iQ5J4ukajq07szzWurjnlU3dN9ckdTSOaUciOIr8/Gss8z3s3e3oZxOx07mAQnche+G1KPKmBS2SThm/pA1DDjJkdQxY8Z4flM6neWBLaCFw2HcdtttuO2222yPueCCC6Q0NDfvzeXYk9nEABUQ6L5Bc/PUE3reSKq4edGa1KDwgKbtKbNFE4u4YIZ9mDlxnYQZGANyJJVDjYUgzw5J5TYwdkMVxYckNanl88uh+BQUzyhG9+puik6Szy/S8RyFk9gAO6xKHWMLkhq2IqmWLL6ApBIjtSEyR1VLaLjxizdixX+uoNfihJPEsTP3nQ3oIpPM5IMs6Cb3iRNOEtAnNaBaNmo22BOdMRJUcZsPiwIzoklkg6y+vBrVl1dz52EdOilSxVLv2EQHS8NOaEgcTQCaca9YNIgYS7P0lfqsGw7z8fzlfhqkisgJa8EG8zrhMWGTVp0FSd37/b1o/nszpjw6hTb+pmhTRtCFNdaxUfwKFYBhX5P9nM0m3T0JnSs7UXlJJY49Z5R56Cnr2L0iqXQsqoLwmDD6tppCOGpAoPuyAV12n1lqJOmiRTXLWilDUu1EUsizSpJ50Z1mkKpGVNcJAEvdogM1kdJ9W73RfWUBhuJTEBoZQmxPDL1be+nz7lSTKiZE/KV+NHytAeleo+VWNmOFk8izrKhGEKFnWuOItdYskuor89FEDWCsk9OemoYdX9mBnvd6UDStCMUzik0xJc3q8LJBKkkUqhEVc9fMhZ7Upeg7/fxscpk8U0IAwwknuahJDY8KY8IdExCsDaLy4koc+J8DxvlkNamZ8+rQpcGGWqTCX+Hn9hTAmKvRvVE5FZFZh7mxu6D7imZB+tmaVB+/d4tBqlqkwlfqw5WfvBKb793sXI8KHkm11KSyLCKH54l9j2gckkqGSpBU4d6rxSp8ZT6UzStDbE8MXe92mQwg549hjoNZo9WQsT7lQvdV/AoXtLPlXayCNWtEaEtPGKJXtigwrMlxlu7LgRk5IKmWmlSXichQQwh9Xea+Qb678ePGo3U9o8IvJJbEBGvPZqOmXaT6Agadu+35NsszzAknsckXdznKQWn+v/3tbyd6DKdsAG3RokWWQJUL3AhqF1ChQcuKpIpCKSKSapdhpYI6dpRZJkMdmRThKFCEGikaWazd0n1F2g0JUvWETulnaljlkTUbup+eMgN6f4UfJbNLkOpOofKSSgBAxfkV6F7djbKzyozzCpss2chlSKpMOMmOhmdbk8oiqYKgAxtgs0kHIlYlRVLjOu69615MxmRz02dobY5IKrPZFU3MjqQCzDxSeCdXj+tAiXm90MgQFL+C+s+bYiOiYyDWpEKBFEnN5gixaK0UqSIfWUBS1bDKOadkPgcbglInhdTrAYb4iCWYYx4xX7kPOJy5fMB+U2WR1PDosJkMiDvXpBL1VZa6J1IiWWORVDpuFkl1KZwkWtWHqqjjxa0hQv7UTU2qDEkFrNlqJ7pvPqqIxAm01KTK1H1tVKyJ8BB5nvp29HmuRwWEzxSwUkRZI0FAujMNLaFxz0uiJYF9/70PDTc20CQLfa5sULDImIiB/GTaEyl+hZ8/RLgq8x3Lns+Jd0zEokWLMEWZkvWzkoBTi2p88MjWuPXxc5t1dmXiJaWnlWLu2rnoea8HwWFBIynD1pwJDi+5v2xNqhpWHYNTYuznp2s6y94AOCfVDZIKAMO+xmgokENEVJ9F2iDf50PDQ1AUxRKk+iv8CNYa7ZIAeZDKIqmysdvRfVkjaDoRTiJAhqLyqLIs8RMcanx3z/3zOYzBGDndN8OAAIQg1aEm1YmZQM8jMceaVGH8oQbjvpfOKUXLIy2UNsq+J6sxU4MGqV7pvorxPXFqx8zYZVRfqEaykKCRieYEDVKlwkkCksrVpDLrtyskVbj11I90UPeVWXBYkLInAPP72b1rtxRJZenKrBHhNYIsszbkhiFQIyrK5pXxH4G9/2m5D3yymf/6668/0WM4ZQNosh64It2X/ZfQXLiFlhUbEhygbEgqvU6Qf0AtSGoFj6SyRpQ47SxnJJX5LCT7qkZULosqq0kl12KdjDmr5xgBVSbTPvpno1G+oBzVH67mPj8xsqCyTiinnAuhPsRms/OEpBLnPskIJwUV1F5Ti+juKB2rGlIp5YeOLaHhqiuvwo4f7zC/SzbQE5BULjnABHSEUgzYUGYFJJUgHcRZJa+T6035+xSUn1vOK6gK3zOtSSUKxEGVpwwRarGk/QxrXJAqGztDbeLGIwSpyfZM7bUN+sO+N92TttaEMvVgXI22w/gdkVSHgI5Sppl2AbTOvNi6i8uCVFskNce6GU44yQZJdaL7EmqmSLUWnWunFjS5IqkApEJggDOSSsoxiBEklWTdezb20NYbnoJUdq10qEcFMvcn8xwmW5MmZRbAjq/sQNvzbWi6q4n28aPPlU2AQZIx3euMINVf7efmvqIYLSQoQmwT7Nr1ebcYE4xyyudMUCm2VmKRVNu6MEXh2A9szZkTkuqENEuvE5TMP5a9AXB0PwuS6uI6oqiLDEkFrGgeYD5PYh2vr9SHQH1AGqTa0X0t6r4ukFQ74SSO7gtIUVKSJLj4youxd9Fe6TFqkdnPVvEpFrqvrCY1VySVMoVUQCHRlCb8LWPkOSQ+FIdYkh+ZZI90HOwanZlnrtYR9uMpxvdEr88gqawoGWvBeiNRG6wPItoVNUoJJgtjZy8hIKlsTSpL/y+EcJIXJJU1sj+PaBiBro1d5tgFdV9239WSGrrfM9bBsjP5QBQAVfq1/RwZ1sYHge7r+MREo1FEo1GnQ07ZSWavvPKK5TU7ui8A7zWpxQKSakOTyVqTyiwqhOo78odGLfSYW8dIzylSZqVIash+w1D9qqkES4LUMN+SxzZIZehaSshAIDgqWLEPNR+pMUWLRCQ1I1jhKJzkgGDT18WaVCIyxGxUdPNk6b6MgzTtiWmYu24ufa+iKJagWE/oWL5kOf9ZiH/B0ExogM2KGDCbna/Ih1lvzMKMF2dINxIZksreC/I6GxSLlFMRMacJFIbSzaKe2RAfYlzdq+z7IC/pfKBRNLmIQ1DIvHHKsldcVAEAKD2j1LLhsJl09nl0QsHYjTQyJmImAxKaY7ad1H+y/Q5Zuq9oFiQM4HcdG/q8F3Ol7uvwmYhIj4heiUiZiKQWoiYVACcExplDTWpwSJDL/JfNNxyZoslF8JX5oPVp6FplOEReglTuOc2G+qgKRatEyq+l9QUYuq9NgEGD1AySKqu7Etc3mcn2OJmxCIYMSUXaXCvIdbMhqVJjkS8mUALyC1I5JDWbcJJQk8qpsTuYpYejrCYVcpVYssYoPoVrNeYr9XEK5dnUfWV0XyeWCDFLkMoyZ9ggVZJIJwmIVe+tMo6RtKDhng9WFdqhJjXbM2VHy6T7G6uobIOkkgSkVMRScxm0CEgq4FI4iU0qqdZevuwzR6n0jB9G9lQyP9g2NLI1nOuTmmKSSmU++MJmXSo7/2zHLj4PWibZQ1wPl0lUNlkHmN9PS3MLfz2btlGAUY+qx3X4K/yITIjAi7HP7AdBOMmyGh48eBBf/OIXUV9fj5KSEpSUlKC+vh5f+tKXcODAgRMxxlNWQJs5c6blNRnd1xKkeq1JJXV/NtL0dnRfsmGwAUBolPHQj/3fsTi341xUXljJnWvqY1NR88kajPh+plUQ0cXxiKQC5kJM5M8dW9DYIaluMtR2SKqM7psjksrSfWXqvjIklaouC4GeDFWZNGoSNz6pcJJE3Vd0misvrET1FXy9Jx2rBEkFGMeeBKnCveLGblOTyvXCZTL4bE2qk7HIZ1bhpMwGNPnByUavTIlz6nS9qY9OxcgfjsTUx6ZaHAyuV7CgXm1nvjKztVB4TNjsPZvQ4UT3pUgqI8rjGKQy9yUbkppr3YwrdV8HdJggjhZaovC7pSY1pCDYEIS/0u8pEBRNnMt07A5IanhkGFMfm4pxfxiH0zefTp8fRVVo5r11sVH/5IrqljGufi4LkgqYirqieBI7P4hlWx9JkJo4Yqy90iCVWbPtziPb46TmAkkV57YbJFU0bl0UkUh2HYh5DFJD1n2JZW8A4JxU7ru1ofpaxi60iMuGpLJJYK5vbSWPanFBKutAkx9185qWADtkTUTKTBROonRfhQ96ZUEqSUBMnG60FNGi1hY07Hona0Ej65Oab02qrE+qiGKTIEnWDlDWD1g6DqEmFcgBSVVhRfuZZ46Mi91Hid8XqM98d2yvVMkSzqrFsz3niR9H1qdckFQyzmzCSaKxLCXA/O5KS/gWXmKih92julYbSb7SM0tdzXXpeTV8IJBU7pvbvn07zj33XHR0dODSSy/FlClT6OsPPvggnn/+ebz99tuYNGnSCRnsKcvfWltbLa9xdN8gj/R5FU4iC2OudF+2ofkZ284wKKsMIilzuOqurUPdtXU4/OfD/Lk81qQCxuKWbEnySKpDP0RCm/EapFoa0Uvovo7CSS5qUlm6r6xPKv2OE5oZmDlI+yfBO6Ltje1QoFiRVEY4iSYjbOi+2Yw2uyfJDgLGiUGqcD3uHDZ0XxmSmo6m0b6k3Xg9C6WME05yaEHDCieFhoeMHrGsc5rIPm+CdUHaP5YEVcRK5pRg1E9HITw6jLbnGIl7h6BXURTUfKwGnW93onRuKXXktITmHNBlHAGO7pu5n7I5KQonGQfC+hpy30gdkVTi3DkE3qn2TJBaIQSpVVa6rzj2uevmAml39EM7yxakcjR7pgSg7tPy9iRlZ5Wh/fV22tqp8kOV0uNk5gn1gQStIuPss3TAHi8AAM17SURBVN5wWSDDGqmrpeeWBKlcEs5mfsv2OJmxwSjriHJBJVMGARQASRWQSLq+pXgmjqvxy/Ylhr0BCHRfmz3c9diBrDWpviIfUnHjeWJF4PyVfmC/8bMoapON7iv2SXX7rFHhpGMC3Zd8x4rxmoztRZ799l5jj9NiGsSaRZY90+90X7I/q4pJ5bZR980JSc3cC3OgzJ/I3PdYk6qoigXtlyGpvlIfbcFH9lSSxODa0EjWcDWg0rGSfVHxmwhuoC6A6O6oq0SdlFmQBpfAcmORsfw6RvagRCxhUrVhRVLZZGT3u/ZU32xGxcw+IEgq983dcsstUFUV69evx4wZM7gDt2zZgosvvhi33HILnn766QEd5CkrnMmUmTlKhlCTSoMbZn1yop2ShTFnui/jsBdPthaMO5mbPqnZkFTiVNP+lxGfVKCCvSZZDAqCpDrQfVnnxRWSyrSgYes/SGaOBrAxLSsVTxaAaD0afPBZaZwSJNWO7pvNOEEf5hrs2AFY+rJyY5cIJ+k6g1xETCS1+91uukGwSIDMstWkitQ79jVO1VNwhLOZBSFVgDE/GwMAOP7ycfqyE90XAKY8MgXQjDlNhMKyCSfRJuxMkErFZbLRfck8tqHM57qRso6+VyRV13UzSBWQU7E3HWnPRRJTik9BaIi1ZZDn8YeFRAwZmwxJdSGEUTqPz9g79doULVck1Y3Cb7b1sWROCfzVftp+hu3ZScfEIqk2a5Xb7gNcf0LWEWWQDerUZ+Zmvkgq2/YKYPZZVjgpB7ovDRoF4SQWjWTXA9d1r2ISWazPy5yG7tsRFTByfHxNIPNs+cv83L3zSvd1O3YqnCSpSSXXZZks3HszCYi0Pw0//LQnN2u2dN9+Fk6yiGMxKCs0BkktdkBSJS19OO0NCZLqqgUNe9osSCrLUvCVGUEqCbAp3bclC92XQVIpfbhIpfeo9ppaxA7EUH5eefaxy5DUlHcktfKySoz77Th0vNmBthfaqG+ip3V5kCqwFQAGSRXWcjfmxGg7GY277cuWLcO3vvUtS4AKANOnT8fChQvx5ptvDtTYTlk/2PDhwy2vyYI4unn2E5JKr2ND93W7EXGfQ9xQZUGq0MZFNBndl1tohT2Go8x6yIRzgW9AoUEOmxWlSCqh+7LJAa9IKtmoWLpyZpx6PHugJNtcq4t5ESiaEWQoyzQZwSKpXmrkhJpUGmATempc+K5ldF8xGZHJnktrUjNW/2/1mPrIVMex+Yp8iEyIQI2oFrEEQEAFBOdOqurpEiGwKF2q1ucXkN8L7n0M7Y18P9mEk4hxQarLmlTOmSJjyFHdlzU3Nal2gbfWp9FjstF9xSA7nzpU7rw2wknSmtSk/Twnxio+lp5eiqLxRbbHWsbC0vK9IKkueqVmW9vVgMqhw05IKuuciibb4+QXNP6xQ1JlarxsbVsuSCq9jpCsYkXgchFOsoiwELqvjUJurnRfS6BH9ty4dV7aBalualItfVJt2FBORq6v9WlI96XNNZj0qPXzY2f3ABJEN4wx+2KLSSSO7itrQZMDkpqtJlUM9FjWEhEhJG3uvCCpFp+FGWZ4lEHDD48LI6uxa7tDTaqe1jkGDkn+WGpSG7PQfVl2S5p5LWMjbh6Bsw+fbRHflJlsPRFLAdyY6lcx4rsjUHpGRtWclGgEhftHvmvhmU11p9C3zVAHLjvDO5LK0YdlbZ5OMuOemGQyiUjEvki3qKgIyaS7xt2nbHDamjVrLK8pikIXKVHohgapdsJJNuq+2VrQ0OBFrHkhveLyCFKdalLZDU5ak5qhc7F0X04gRYKkkmux6r5Zx8oGbWUM/dNJOImtSbWhzIo1qeLmI8uQavHsWXzZ9fZs2WO8R6D7siIabmpSncyCpBLnSHDsnZx32feR7uV74YpZ0qFfHsr1zbSz094+DWdsOUNOJ2JQAQtNToKkunZOZVQt8qPLmlTR6Heoy0VQRGNrDkUFVNbY18S6YkB4NgtB9xWz7QLtUTSirAyfdfwi2kOc2+DQIJSA4hpJy2ZZa1J1+zVBZsHaIHUovaCo4nndIKmEbSDSfWVGAxmHIKPuc+Z4ZUEyWbOdEoGyPU5mXFKTdUQZp1cMKvNGUgWHl31GKRKUQ00qPR+TGAOQd02qHd1XrEmldFSfgqorqxCZEEHlpZX0NCwrwSlI5cbPoMAck8vl/fGV+uhcS7YmbQNsmgD1KZTyX/XhKgDAus3rbM+fje5L64Q9sBOy0n2ZPtMUbc5cbtpT0zB7+WyUTDf6jHqpSRXvKbtGT7pvEua8Owdlp2cPmCwtaAQkletpyiQ3SQ0qUSkngXb3um4LvZm7niRZlXNAJnkbl/j06JKyezwAdHV08X+3aUET2xcDdIMJwD4nrq/Lzo8PAN2Xu+2nnXYa7rnnHnR2dloO7Orqwr333os5c+YM2OBOWeHtox/9qPR1quQq6WsJ2GcDsyKpNnTfbEiq27oc/uLGP3nRfTNOCEEGLDWpIk2GoRrmWpPqL/NziCwxxyDVBuXg1C/9itUZYRliDGU2W29Q2eY6c4IhUCIKJ3F9ZSXqvnbKxNLrCrXRdnRfJ+ddVnus9ZlCGGpYtYgTiCianQXrgpYaFGJOSCpFLl0KJ3HndYmkeqmTZOdWtsb1gFzdVzZH2LERoap+Q1KTOuzaKtip+xKqb6AyYJkDrGPNroezXpmF0946zUIHztXs1H2lfVJdIKkAMO4341D/b/UY+pWh3sbiQd0XMOv+WFqenblZH8vPZmh5sjLvzBxzmtt2e5z1ZGRg4JFUSV9TcmxONakS+rBYkwqYiZ9calLpZ2ETY0DeNamcUihLd1X5v9M1zK9gxvMzcOb2M+ELm/dKpPuSoIQ9hzh+25pUt8k8ReHFk8jwBRouyxabt2ceztxxJmUffOTjH7ENTriEMIOk0uBaCOQB+V4kjlmadCTrGoOkQuP9hfCoMCrOq6C/OyKpoh8jPk/Mr4GKgPvaSPa0Kiw1qeyzwAap4/84HuN+Nw5VlxrJgdIzSqEEFCSaEojtj9HPa7mcoBMAIGuZi+3QsyGpHvcnMUitruLFIe1a0JCEX7ZyI9vrMmDNB0E4ifs2f/7zn2PPnj2YPHkyfvSjH+H+++/H/fffjx/+8IeYPHky9uzZg5///OcnaqynrAD297//Xfo6WUxo8Cg4zG5b0IhIqp26L3WyhMCyv+m+2YSTSHacvFeNqFlrUoGM+JCXmlTGyfSX++VIqiAG5EY4iXwfStBAfkRnxBZJzSacJHFY171tZJn7FUkl94WgMJJ6WiALkipJRmRDUguCkrEOo+Ag0eSGS+Ek7rT9gKSy73MTpLqtSWWNfof9qO5r22rGJni1U/YFBCSVuZdFk4osTdTzMTskldaceaxJBYDaT9ZiyoNT3KlaMua1JpXW/bXJkVT2WXczzxVVwYwXZqDmEzUYtnCY9XwRc32zM7s9znItGySVJtsYlIq8lg+Syq4DUiQ1S/9X0aT7EhPA0M+A3JFUjp3ETE/6DJP9O8FcR7GiW050Xy6wIT8XgO4LCOJJ5N4LdF+63vmMxANLDX344YdtKbrceufUgobUscPdM+UoEqUISJmktIYOKbNn6wkdWirzGW2QVCfGlRcThZPskFRRObt0dilGfGcE/ey+iA8lcwxEuHNFBjSzofvm0p5IapKvJhd1X3o6pqQHAFqOtggHGP+IvYhJfT9Ll/d2YdDzfeBqUi+66CK89NJLGDJkCH71q1/hS1/6Er70pS/h17/+NYYMGYKXXnoJF1544Yka6ykrgC1cuFD6uh3dl/7dJgsromKe1X3talJzUMv0XJMq2XzEOqhsNankHFpM80RVttB9hfsgGz+XHLBBOQjtlGygliBVkpHm6L52SKoE/Zw3a55xTkE4iUNS2bYjmSF7ClJ9wn0hiEbGWdWiGudMulH3BaxBqrgpu0ZJnIxcVofpHCj8c8b2Sc0VSeXQcZaa7iVIZfsGRl0EqS7pvlJjkdR+Vvcllg1JFZV9Ad6xLlT9qcxY4aT4kTje//T76Hi7wxFJzRUtyGZe1X1lyTXW2HXD7fpYfWU1pv9jOgIV9n1Snc5ht8eJJmsNAxXmGi++jvzUfbnzZS7N3m+vQaoMSRXpvnZtXHKh+3LPkIikkiSnzTPMBallPs4BJ6Jt3Pg1JkhVcxNOAnjxJLt7z6LAoi1cuNAW/bSj+1o+C3PurDWpAK8bIYIFLB1d4xPC4prABsRkTberSbXc01yXF5X/2VbdN23uG3bMqvJzDFZF14oubuysSem+OQapUiSVEePzugeISOrQeoHVIiDu5HeCpIp9u11fV9InNdcE8GAwbnZs3boVl1xyCdavX4/Gxka88847eOedd9DY2Ij33nsPF1988Yka5ykrkC1atEj6OlmkROEkYrkgqbFDMW4D4o6z6ZPqVYZfOsY8alJFx0PskyouVDRIjWqeqMoc3ZdFUpnMKNtuQjyvXUY2PCqM0T8fjfF/GE/Hz1+Y/2wAT/f1Ipy07q113HtIAEY3Th84CiX5zF5a0IhUGNqCJnPf09E05yBL1X0lDpnWq3HqvhwaGVLcORNZjFVhFJ1dry1ouPOKWXDFZn57SPQoipn1dhOkan1mqxonuq/0WnY1qQUQTrITSLILXu2UfQE+cGXVsQttbH31sWeOoXVxKxr/r1Gq7iuuCQUfi0ckVaynEo2rSc6nlIOMKcLvUzKz2+OsgzP+cURSBQeVQ1JdlgTIhJi4oDLzMw1SXQaQUiSVxKhin1R/fkgqey/Yz2Tpk2rzDHN9Ukv9XFs5oubMjV9nqPuC6JMXJJV8R6mOlIXNQr5/pyB10aJFtveKo/syfVLpaxIV82x0X/F9MhquFElVrfdeDZn7Gq1LdVD35caQa1KO3UcF4SQ2AaRrelYGDglSnZBUtgUNvW4BkVSuLt2jSyD6dEcbj3J/Z/0kwLwOpfvmiaR+IPukTp8+HdOnT8dnPvMZXHvttZg3b96JGtcp6ye7/vrrpa+HR4YR2xtDaLihUupYk+ognEQW7kRTAqtGr7J1XkThJEr39eiw8xcHd66calKFtgdqROXuhbi4s8hxri1oXCOpLmpSAWD0f482x++w+bDqvlmVNyUO6+RRk3EMx8x7mvmHnktE4wMKEPWIpNr0nmP7v7KKyIWg+8rqE3MyEmDrVmdXKpyUo7ov6xh4Ufe1DDeoIp1Iu6L7AoZT7S/3O6r7yi9k/tjf6r7UbD6SE92XdaTZ5FGhjWU0sMiUFEntZ/qWV3VfSxIJvEI5R/fNgyUjjskp0LXb40TjnH1JTaoM+fQV+VD3uTqjXcZQl0iHBEnl1uGAAj2ue6f7OgknCXTfQqj7OiKpDoEeYKX7ssZRxcnbdb5+MlcklWtLZ0P3pYlxyfpz/fXXY+uftkrPbUf3NQdqHYdXuq8FSVV4JNWpzEVRFKhFKrRejQaE/Y2kcsGtyo9fTABl2zdIkNq7pRfJjiQ3di75UiDhpEIjqWwfegCoqa5B3/4++nf6zLBJMeQfpHL9nz9owkl33HEHamtr8d///d+YOHEi5s6di9tuuw0HDhw4UeM7ZQW2p556Svr61MenYs7qOSiaZNRjuA5SReEk9ncHXzcr3TefmtSUfZCarSZVhqS6ovtGvdWkWpBUj8JJbsWHWIRMHD/rHGcLlGQbyf7t+41r2AgnWRC/zHFeglSaeEjxziJHs2brclwKJ6V707bCSYVSbWX7pNoJprC1zIWg++ZakwowiJ4LJBUwkR+SpXcbpHJ10RkUW/fr/Uv3zaLuWygRpFyMew7ZtYswQtiaVJfCSbmaV3VfMSgC+Hpldk54VbGWmRsk1W6PE01Wb8kim7IaUgCY+vBUzHh2hutElqwmVUrRJ2PIRziJTYyBr+vkxOtyUfeV1aSSv5MSD5slQKT7ssYGqVK6b47qvvS9gFSpWSacJNpTTz3FJTlJH0+Afz4KSfflglTxObdBUu3o/xaF336uSeX2IkWx9PJlE0DZykSC9UEEhwQBPaN4Kxl7IYWTpOq+edSkikhqe1s79/eiyUX8eTOfL9+aVJY+/IGrSf3qV7+KJUuW4MiRI7j99ttRXFyMW265BWPHjsX8+fNx++23o7Gx8USN9ZQVwM455xzp68G6INeTyfKgs5uEC7pvNqN0XzGwLEALmkLXpDoJJ7H05lxrUv1lfk4lmJhTn1RXKAfzGeh12QCBoJHx7FRl2fVqimuM89gIJ4kbbKghBCigaL0bs0VSmeQAR/d1iaRqfZo9klqIelRA6pzKkNRC0n1zVfdlj3eLpBKFX0r3davazBzmr/BjwqIJqLy1MnexDuZ+2CKeoiZRUkPP5h6kjtvXpA6Useq+dC4zyowDiaR6VfcVqWoAkOpi6JvMd10Iui8Zk9OzYrfHWYwJwKTqvnk4qLLrcC1oFMHRZg/PRziJSYwB4JCUvNV93SCpNogNp+5bavxcvsBAyoZcP4S5YGbcDN03H+Ekjl1Fhi8GqQ5jP+ecc7h7FagO4OyWs3HO8XOsDCsXSKqXZwqQrOEKuPlE91qbeyIq/NoiqQ7qvl6MS9xIkFSWeeFm3yB/02KauYey972ANalS4SQm8ZlvTWpJkSEENeXhKTjrwFkI1hgJD9FvzbcmlV2TPwh0X+nsqK+vx8KFC7F8+XIcPHgQv/vd76AoCr773e9i1KhRAz3GU1ZA27t3r6vjLDQTj8JJWc9P0Dc//4Dm48i4ClKz0X0FFC1bCxqC0qWjJk3Sa02qr9w73ddtMoB8BvMX5kfGOaaBkocWNH1tBnXFTjhJXBinPzsds5fPRniEi6bgwnhFJJUTTiKBiVADS0/hpk8q87aCIanksgx1jTpILN3Xq3CSJLtO/5YPkpp5L20Vk8UIYkZpWzbPvmOWXgWG/fswNM9u9jRW7nxskJqQB6kikrrrm7uwduZaHPnzEQDu6wv7wzjafYYqyzpHA4qkeq1JFahqAI+ksgF2PiwZOibSJ9XhWXG9x2Xrk8oGlXkIZ2ULenMNUp2Ek6QtaPpB3detcFKwPgglqMBX5qNMmhkvzMDst2aj4WsNls/Bqvvm2oKGHZ9MqdkNVXnv3r2cn6CGVQRrgwhUBqz904W3c2MmCv0ekVRZuY4MSbVbD+yQVAsjrFA1qey8ltSksn4OWSecmFWcboYkwJYhqQUVTipgC5p4LA7AEPNie7CLbJS86b7MmvxBoPtm3ZmHDh2KadOmYcqUKdiyZQt6e3sHYlynrJ8sEpH3dBTNSTiJLiqqFUlVgplFwwmM8TEbRQHpvnThzUc4SURSs7SgoQI+PWbQ44b2KCKpNKvL1HOJGxDr7OeMpNqo+2aj4sk+kxrnHUZROEmcQ5ExEUTGuJt/4ngtwkmZz5SOps37ZOMgsd+zElSgJ3QuSPVFfNwGVaiAhRVOsgim5IOkihsO8yuXZc6hJhXwQPcVg1Sbea+GVaTjTOAiUMIA9+uSzDhlYhs1cVEZsumuJu53u+9cLVYpLa2/jGU0sHRfJyS139R9c6xJtaP7cqJPBahJdUP3dT2XmLFzSCrr5AnJpVyMc0IlQa+ldUipu7VdVpPKKYoD/a7uS1Ebh7pOwEBPZ748E2pIpcf4S/yoOLeCO44Tm2Nb0DiJCTmYtM+riKQ60H0jkQhXLsLtJez35oM1yJEgqXnTfQUkNRvd1y2Sakms54qkZqlJJXM71ZlyVWrB9ZC2ofsWqibVFkktUAsaNXMCyzMiaKkUUjiJPv8nMZIq3Zl1Xcebb76Jxx9/HE8//TSOHTuGyspKKqh0yk5eq6iocHWcUwuaQFUAo382Gr5Sn/U4RYGvyMe1qLCcWxb0pY1551VEhru2R7qvtE9qud/YCMi6FFYtmxH3WTKbAKtQ6CZI5ZDUMp+8T2o/IKkyui8rnJSNNgSYjruaUKFBswgn2SGpuZgXuq/tRs3WFA0JIn4w7oikForuy9aHiYIp7Abm1XmnfffSzO/kknkIJ1F1Xw/CSUD2VgK+iA/pTnM9EB0ZwP26JDMuSE3YjD0LOGxH9/WX+pHoTeQ6NFcmrUlNZ6lJ7S/hJK81qUKPP0Cg+7IBNlkX8qD7lp5RCjWsouycMttj3M4luvcwqB3XJkOSXMrJ2EBPtzq84rpF2ohlMxnDh0uMQUAj+1HdNxuSCgCVF1a6uGBm3LrOB6lsYOJh/kiRYDFIdaD7VlRU8Mwxdi8VlcnFeFJSk+qqrZOTcJKApFK17yyq/FSd3KYmtd+QVKEmlQSkqY6Uo2gdfQuLpOpW1FjxDyCSmifd1wcf0khbx8si42md1mjnLZz0QURS33rrLTzxxBN48skn0dLSgrKyMnz84x/Htddei0suuQR+/4mjRJ2ywtj27dsxc+bMrMc5IakAMPqno23fK0MzCIIlnptFUlnnOJcWICJ1OBckVfEp8Ff6aa1athY0JNAlxe5QXGZLWSSVFU5y2yfVQxsXiww8GQMRyom5EE5iNld/ueG4JzuT8MEMsMm9ceOwuB+88Y+tcBKj7mtLeWKSEaGGEOIH40YLGlY4iUVS+0E4yQlJzdb+R3pqv2I6oDZ031xrUu0os6JRJLXPme5bNK0IiaNMoMcOKzNct+uSzDi6b9yG7mvTJ5WYnaPkSeQrR+OC1KQzkjqQLWhcOdRCjz/ABZKaB923dHYpzmk/B76w/dhc73HMM8/1YSZrjoQimovJkFQ79oO43ziZGACw/1Lkk4zfn19NajZ132wtaFwbiwSzKHCOdF83NakUBZbsV9u3b8f0yHTz2jZIqqwFDbvOBYcEEd0ddafH4KEmVeZTcUPIJJp63uvB0b8dRc/6HuP4LC1ock7KsKeVIKm0JVB7yrFHNT0FE6TSRAw7jwPWHuc5s0xkbytgC5p4LA4//Fbkl0mKJY8n6TwlPX69Gic+9gEQTuJmx4IFC1BSUoKPfvSjuPbaa3H55ZcjGMyxePeUDUpbsGCBq+Oc1H2zmUy8xFfio4GfDJnUUzrSXWRXys05LERNKmAgaWyQ6lSTSjaB5LEk/d2N6iOn7ltmVfdlN1Wup2wG5S0I3deDcBKLqvgr/Eg0JhBIBXgklWTBs2ycXkwU1qLquBJ1X1u6L/P5SdsIxxY0BRZOgg5rPVTQ/L5zabuk+BUzIGOByXxa0HgMHlLdKeh69lYCk++fjN0378bwbw03xqXyjgvgfl2SGUUxdHskVaxJDdQHkGw2VUXtKGcDGaTqcZ1DUqU1qQMonOSKrcEERcToOg4UvCYVgGOACniYS8xp6BrCIKmioFLOJqHM2tF9feUe2nOJojTg1xx2ziu+3GpSuYCdRVJJGxcPSKobk9F94YNz4OZ0Pgnd164mVaZMvGDBArS/0k5/ZxOe2ei+7F475ZEpiO6KonhqsesxA5LEJUtH96Du2/TXJuqjANbvSYbY5mLc+xRrIoUEqcljSbpOuA1SaT06Czr0N5KaRwsaMUgtihQhgYR1njHPGKH6+qv4XsKejEnMfOCEkxYvXoyWlhY8/PDD+NjHPnYqQP0A2uLFi10dl0+QKjO2zoZzpBn0k9DEfKW+nBZJjtqD3JBUgEfSfBEfv9DatKAhG4DrNhyCY0J/z9RHcYq1mfErikKpYF7USLMKJ8WzCyexn4uMgSAmonBSvyCpZLHNODGccFLKOSjm6L4kSO1zEE4qlIgO8Rc1a20bVXPOQTgJEOa0Kp/fXu+/J9VMGHRfPWHSUu3ovuHhYUx/cjoqzq/IHMhe1PjH7bpkZ3QdsUOBhdiVfb4A++cpPNqDyFeOxjEaZDWpzFAHsgWNJ2oic3+J6jMgBNh5KLd7Mdd7XBYk1dKaJkeTIqks+4H5Lj2t67J9iV1zxCA1H3VfG6oyua5ToOfJyPgLTPd1VPd1qEldvHhxQei+4RFhVF5U6WnMgLUkSRT2ysasEJPosrEDBURSRbqvUDdN9tbYgRh93W2QKlX3DSgW4CDntVHyNjbQy7cmtbuz27iME5Kabz0qc37Oj+z/XGu/GTc7rr766hM1jlM2QLZw4UJXx4nBSr40HjbIsaP7pjoz9I+yHIMEoQA9l5pUgBdPyqrum3HkyOLiNki1Q1LJuFkBJfZvE++aiHhjHKFh7tu4cPdetd4Lju5rJ5zE0n0zm4qi8aggCSDpuQog7iLWpFIkVSac5LBRqxEVekpHaIRx37RepgVNhKcM9QuSKji7ZKxaUssZSTV/MX8k80oJKK77OIrvdWvp7rRZ64Tc+qSSn92uS7bn9CsGKm0jnATdcHwVRTHQ3y6+SNUuMTFh0QQk25IYtnBYXuNzMrb9lKxP6kC2oPGq7psLkuo1GeLVXM8l5uOxNe9SJDWfIbP3SEIfZtdJt/WoALILJzFfQ659Um17yQp/L5gOATP+QgonOdakkiBV4uMsXLgQu7+327w2q/SbRd03Z/EhFkkVA3KFD0JAqoyy1KQ6XQOQ+Hu5IqkOLWigmr5DbJ8RpKpFzvR2lu0lFU6SIam59tvOhqTmqe5bXlqO2LGYdV4wiXhSNpZz+xnwc/4Dh6Sesg++LVq0yNVxhUBSuRrKEhsklaFzEudGbPbt1gpF92WRVFE4yU7d1yuSyiF35X7uGqyzCvDfRd2n6zDi5hHurpGx+i/U05+ju6Lm2GV0XxfCSaIjJQonFRJJtdB9iS/GCidlo/v6VUz7xzRMe3IagvU2dF/2+yhwTaqMNsip++agemqLpJL64ByyyZ6R1O40rUdV/Ir7pIQESXW7LtkZdTjthJMA6mywtZ/E7IKD0LAQTlt+Guo+XZfX+JyMTViwdH/aRuQEtaDxUpNq14KGfT2XZEwu5nqPY9ZyOh8YOiU0FKYmVdaChs0xsUiqhyBVKpwkqUcDkHNNKutAS8dOdAiy9El1a5zwU4FrUindl1CVReEkyf6xaNEieyRV8AssCFmuc8amJz09J4OkulX3Fa2/1H2dhJMUVaFlFZTqm4W15KYFTb/2Sc2jVzJb0gMAXZ1dxus2SKqu6QVBUrnygg+AcNKpIPVfzG688UZXx1kedA9xY9WVVQCACXdMMF9k61lkSGqaQVI9bNSsWYJUSfCihBQj8PQrtsGwiKQ6taAhjhwRAXBqTM0ai/j4ynwWJFVG983V6j9bj9IzSgHwix9bC0f6qNk5pmzwLdZNicJJhaxJ5ah3zDW8qPsCQPXl1aj5WA39HOneNO0HKgonFVrdV1qTKhNO8kJjc4Gkeh6uVyS1J51V2VdmMnVft+uS7TkFERSZkXVBRFGBE7uJc3MhWwuaLE5p3mPxqO4ra0Fjq+47QHRf13uchO6rqAof2BSwJtVNCxpPSKpMOIlNjLF12Pmq+2pMTaqE7lswJJWMn6H7wmfdw12fTkb3Vfm/OQWpN954o30LGvZ4H2BBUnOkWMp0I8w/8khqVtFAOyS1n9R9nVrQsDWpxLLR26V03yx9UnNdGwtdk0rpvpnkXElRiXEekZ7MiM8lWwpA95Wp+55CUk/ZyWL333+/q+OcWtBks2mLp2Hue3Mx5Poh9DXSEwuAtG6uoEgqS5kTxq76VUx9fCqmPDIF/hL5AskGKWqEp/va1aSSBdQtksr2olQDKh+kJnV5Zj8Pm/XGLAy/eTgm3TuJvsbWwpF2InbBRqA2gPCYMIpnFsNfaoOkkiS4w6bv1Sx0XxFJjWVX92WNDVJZJJVNCvRHn1TR2WVrUvNFUjlkIzNXc2rh5LE1CEv39aI2LWbbAffrkp2JqIjMyHfABVEASuaW5HXtfM0uSJW2oBlAuq+XmlSO7itR99V1Pas4W6HM9VySCCeJwjSFrEm1E2LKtSbVs3BSgdR9ZXTfQiGp/UX3daXuKxn7/fffz1N8HZBUp5pULyZrE2e+ACmS6oYBxV2jv2pSBZTdriaVmFOPVMAFkuofxEiqQPft7e6Vn4dBPgkjrxBIKtdr+CQOUk/1lPkXs8svv9zVcdxDonrL8PoiPpSeVsqfrzqA2J5MHYJYy4HCIKnU6XAQTgKAmo/VOJ7GX525vmIsNE4taETKsFtnXVQN5ahnqcJnwPwlfoz/w3juNbIBpLpT9Hp2aqZqQMWZ284EVGD/z/fzYxeEkwqKpDLqz8ZJMy+zwkkeekeSIJyrSQ2rSDSZLVJynn+Wixn/6DqDQhAHiaV45tiChv7MOjWZ+eiazscO16Xz5ys3+p6mulM5BamiAiTgfl2yPaeLIJWsCyQZFhwWxNx353oKDPrD2EQdnedMPdFAtqDxl/lpDbebOSRrQSNDUjm18hwSKF7M7VyyRVIZ9kYha1Lt6MOcWJUHdV8usCBvk1D9oBoJs4Kp+7IB9gCo+yo+hafAeqndZxLXNMgR6b4OwkmXX3451BflJUJiCxpLUJrrNBeVjBWY80bh+6Rm039wW5NaKHVf7jPLkNSK/JFUrrY6oFru82BV9w0Hw0gjbU/3ZcRD8/FBPtB9Uk/ZB982btyIUaNGZT2u9tO10KIaEq0JlMwqybmQe/pz03Hs6WOovLgS2z6/DYA9kkof0ByFk9zUpLoxgqSqYaOdjBvhJPq7y5YV1VdWY8iXh6BsntGUXlGMTDcRTfISeOVqZLNPtZlOpVOwQY4XnUyykZDNv6A1qQKSSum+rHBSFnVf1uyQVNaxLtiCTk7DIKkyum8utXqcU8IMt2RGiTGvzirzPlyXQXKwNohoZxTp7jRNLHliP0iQVLfrkp1lVfeFFUn1l/k9CZD1l3FKz5I+qQOJpPqKfDjtrdOgBCVOt8yYoIiYFEllvpf+Fk5yO5fYz0eF6lRkp7h6NCmSyvruOQonyZBUbs1J8w5q3uq+DkhqwfqkEiBY121rUj3NHzZxLdJ9xZpUydg3btyIMyJn0N/t1H2hAgVDUn38/VWCTLsxAUl1q+5ruYYwdst6kuN85+aGYk3wqwEVarFKy0S81KTaCSdZgr5c10bZ2wrUJ1XXdSQTSahQbVvQQDMZdnZ6Ka6uy9bUk2foFJJ6yk4Wq6tzJwDiC/vQ8NWGvK9X89Ea1Hy0Bm0vttHXZEJEHN3XQzaZNbsg1WuNAqlJpagU+347ui/5s1uFU5+CyfdM5l/LBKkcktpPiAkATt0XMDZ/N/dKdBKCQzIJjP5AUtlMPoBchJNYo0Eq24ImoqL6I9UIDQ+h/Pzy/MecMRlt0CKclCgA3VdANsR55dbcXj9QG0B0dxTpnjTtJ8zWcWczGZLqdl2yPacbuq9Qk5prWUGhjUPVJX1SZTWp/bkulM4pzX5QxmQtaNgglYpVMYJW/Y2keppLKvim9wwixqK/eZVcSGpSC96ChqwrrKI4E+QB+QWpnDqupCa1YIlJCd0XvkwCNPNd5YSkSui+Yvsc2djr6uqg9pnX4+pTyV6ZQaotQWqOATv3PtW4Tjpu9pBn52c2uq+bmlSp+FCu8519mwRJBQyKb7w3DsAFksp2ILARTioUkmpL901bkzOuTsf4UnpaNwJUyXnYRBAJUu06T7gytqb+A1CTeipI/Rczn+/EOGYc1Yil+/rNTTDfFjQFQ1LrDIeboKJOSKqYqfQiICOaElCAWP/QfWUmOipuUWDRSQg2GEEqVXocCCRVFqR6QVI702Z/z7AKf6kfZ+0/q7C0GMbhEp1dtodavsJJXlvN2J7TJUJBno90dxrJtkwNjRexKdX6c77rkhd133wZG4W2nGpS+zFI9WRiEgk83ZciqYyacn+P3ctcUnyKgRIyNak0ESmpJc/FuDpRGRpZQHVfju7LBHlAZp3wAUjnRvd1RFLj/LVyNVu6LzJJ3ITurSxCoqzshe7r8/myqvtalJXpwa6HKR0zOaeImMv2Plu6r13SnKUUSyizBUFSJeq+gIGexg/H6c9OllU4SYKk9ptwUo4taIDM+icg+ZbrpmGKORYAST2l7nvKTko7cuTICbkut7D0k3CS25rUbFYyuwQjbxmJcb8dBwDO6r5CxsuTgIxg9F4wtL/+UvEErMGm6yBVQEJCDRnKJPHFCtknNUsLGuigbVDcXI98RlYoidKVC7yQ076xrMqmgKRqUabWpgBIaj7mFqEgbXxSHSmKpNI6bhcmUsKA/NelXNR9Bw2SyqyBhL6XTd13sGTGObYAgMSxBOIH4+YBpCaVUX8tVFLFzjzNJbKM2CGphRBOEvQG2OsCuQepsgCAC/Ic+oS7dYKzUZ8LXZMqU/elny1zrUIhqRb2hWQ5OHLkSFZ1X/r9ikhqAVrQQLUi5gQdTfelzfueB91X1lO7UDWp3HeV+ZENTL3UpNIkQ9Do0ABf5vP1N5KaJ90X4BOQFj+DIJ8MkppXkPoB65M6OFLJp2zA7PTTTz8h1+UovuwiwlATCt6CJscgVVEUjP3lWPN3D0hqXkEqQVQGCEkVkTvXVGWR7juUp/sWEknl0Ejmd9ZxIPRCN9fzV/gpbYxeor9aYpDTMuxHmsXPfNdEVRlwj2QCwmct0BRxGySHR4YBAMm2JG0+ni+Smu+69IFDUtM2NakDkLzyYiLdt+WRFmOMhEabGXt/Cz6x5mUuKT4FOgQ1deYzFVQ4CcyexAQF7HeZs3CSyv/LBXnMnjXylpGI7okiPDrs6hrZ1H3FFkSFVPelazRBgnMJUhmmll1NKlX3lewfp59+OtS9zkgqDSrFtxcCSfUJSKqicOJ/9DvJowWNjDJbKHVfWd00F6TmUpMaUDDl0SnQYhr8JX6apKbXydHv6C/hJMBYt1VFhQ7dllqtpwsTpErF0wZHPjYnGxw73SkbMHvhhRdOyHU5ui+bAS6kcBLTc5Wck309V5P2oyO/5liTKjMZojLY6b6BugB1sihyWMCaVMuCToK8oEI3RDJv3FxP8Slc/aRrgZhcTHZaUsZElJU7TWpkTs4XUDi6r0u6cWhEBjnXgOiuKID8a1LzXZdO5ppUTjiJpfuSj8IiqYOtxkig+zb9rQkAMPTLQ7nXc1GwztW8zCVpOQHj5BWyBQ17nUK3oLHUW0rosgAw+iejMeX+Ke7XDPb7dUBS6e/9pe7LnDsX4SSuvpjsIQQFJnRfSYD9wgsv8HRfZr8Pjw6j9IxS1H6q1ni/Ta2hV7PUpIpIKiP+R5NWNglG10hqgWpSxQSGzHdi287k1CdVUVD78VrUf6aeOy8dw2BBUpnvUUtqSCdJfZHNcYxwUj41qaf6pJ6yk9q+8pWvnJDrcnWodsJJnYURToKWySQX6AGVjZeYmKnMqyaVpfsOoHASMbdBKuskUKov0D9Iqo0SnqIopsJvJuhwe69ITSWQZ8Yyi8k2evKar9T4YKl2RlXYw/3qD7qvBQ21K2cq9VF6b9+2PgDe6L4ydd981yVWiMrOZOq+g8GkwknM52CR1IFEJN0YqyTZvaEbvRt7oQQV1H++nr4ODCwC7GkukSBGgqTqaUOVk7yes8mQ1ALUpLIBgHherh4tj3XYrbqv3e/eL2j8w7btoufMfFe50n1FVNyi7iu5T1/5ylds+6SqARVzV8/FlPuncOc1D3A9TOmYASsaCcUb3dcNklrImlTufQrkSCoTmLrtk6rH7YNFyxwcLC1omM4QelKHX/XLz8MkggpRk/pB65N6Kkj9F7M777zzhFw3K5KaLlwLGgC2NTk5ndeJ7ltIJHWg6b5+hdtY3Y6ddRKIaBLAOEj9iKRyrRsy994L3RcAgnXmmHPpJ+raHJBUf2lmjpMNMOStVq8/6L4iGmrncKphld5D0l/WC91XhqTmuy7l0id1sCCpXJ/UTLDEfQ4m7h50mXGmnqp3o9Gsvvzcctpnm9J9iTM9AEiql7kkRZBYCmuBkVRK/bdZdnIVTrIgtDos6r65WDZ130IjqWKNMHsNSvf1UrvvoSZVdp/uvPNOPkh1Ch7ErapANaliP1aO7ptFNHDAkVRFGGsBa1LtnsVCCSfJ9lE9ZS945OqUTClHKpVJSAvbjgxJLURN6gelT+qpIPVfzBYuXHhCrmtXkyoTTsq5kTHz8Bcy0OM2RbEFTUDlm7EXWDipPxETFo0EchNO4vpMkrW2P2pSySXYWq7MQu6F7gsISGo/BqnSjZ6AAqUCAu+xLQfnZBSIrhyoEYJUm+9PjajcPQS80X1lSGq+65KrPqnpwY2ksgwKLjCV1KQORiSVtvyKqHyvPgzsuL3MJYvzpjLJNgn6lpNJkFT2fFqfmZDwkjhhn09LrSuDouRVj8agPNKaVDuHO0ejJSNMkEquUbGgAsGhQUQmRtyfjw2yya0nQkx+fo7K1ruFCxfye6QDDbNf1H19vEIuFL6NWja6L4eksqcRa1ILhAKLegNZa1K9CCfpNs9igei+UiSV7e+cwz5LVfwTGlRdlZ+HecbIWlCoPqmnkNRTdtLZokWLTsh1bYNUkvVJmkhqrggHp6JYQD6+E5IK8AtKoWpSBwoxYTOdudB9WSS1P/qkypxIYsRhIEiq2wxqsPbEIaki3ZeOw6N4U78gqS6DVF/ERxV+ifmrclP3JWPPd11yVZOqDc6aVGmQypqsJnWQBKlSKqvPRCNFJLW/e6QCHueS6OCqCi8GJesN6tFkNansa6zwi+r3gBIq1vPKWtAUAknVNTmiVHAkNfN2GZI69fGpOOvgWSYLxY2xPSOFIMfN2BctWsSr+zrtFyKSWoCaVJn4EKX7MjWpbpBUInhnuYas12gBalLFFjRSJDUH4SSnxDWQxxyU1aQmrckSL8at7Vnoyrpm0n0L3if1FJJ6yk4Wu/rqq0/IdbkaCAndN9WVootQIei+hQxSnVrQAHyQmk9NKhVQYWh//R2ksmI5bsfOBlRsTSrZLJxqfDyPz4nuS2pSPdJ9BwpJla6uKnNdZh/ySoPsjyBVrCt1Q/clliuSSn7Od11ype5L6L6Z+TJYkFSaXNHlQbYUSR0kmXH2+aT1sj7lhCKpXuaSFNVgkA0RfcvJBIYPvU7G0r28OmkuZgl+9cJQw2V0X6ea1LxVRMm9T1qDVEVRPAXx7Hs54ScSpAr3RbbeXX311QNO93UUTlLA0X2ztqBhhZ7GMUGqUJNaKBSYuwcCkkqeJVqHqmZPjEuFk2T3lb1FBURSyZpme91s52SCVEXPzGMxOUKYG3Hd7N1e6D6pg2S/yMVOBan/YrZixYoTcl1b4aTMw0NEk2jvqxys35BUB+EkgKfUFAJJZQVU+tupy4XuywknDetn4SSHDG+udF82wMorY5nFZDWmbD9DFhHwTPcV6pQKYZaaVLd0X8WjKqmkT2q+65KrPqmCcJKIZp8oY79LUpPEmaRP6qBrQQNefEhEUmnv5AFAUj3NJZGuyiCprFhQfyKpLN03VxNpxIVCUjlURnIv+kvdV4ak5nQ+FzWp9FjJ2FesWAE1oqJochFCI0OOjJGCBXps8lIUTlJ54aSs6r5+lSaiI+NNmnS2FjSF6JMqIqlkPpK9wl/hz3odkhBn+6Q6MZSAPHwm9h6Q54gtH8mjJpVNPtrNE7YdXUGEk9Iw69JP4iB1cKSST9mA2bhx407IdTmn2oE+6y/z595Sg3U40gUUTsqipFowuq+E9jcY6b7sxuMknFQIR9rioLBfBRFOykfd9wQhqYARJKU6MgG2y/YvxPoDSfVFfFCLVWi9zkkGEUn1V2Z3NvgTWH/Od11yg6SKLWgGC5LK3mdZkMohqYMtM87SfZNmUCQiqQOpSuxlLjkhqXbooWdjwSRJTarY5zEXsyC0GgojnMTU59J7we7PBa5JldF980FnuT6vOp8gsDxDkuuMGzcOiqJg7vq5gJaFjj0ASKqiKtIWNE7P1YjvjUBsbwylp5ei6a4myzVkwkk519MKpRysf0G+0+IZxQiNCKFiQUXW87kRThLHm6vfwQW6QcVQFGYR/XxqUmNsY3bhupnvgmVU5OOXcEm2DwDdd3Ds0qdswKy3t/eEXJdT92VRVWGjyFk0Cf2IpGakxPWELqf7FhUoSGXkygeK1scFqW7HzqyfXAsa4pcONJLanfJ0PaI8CpyAmlTGwWORvMEgnAQYaGq8N265BmtqREWgPsC9x4vJalLzXZdcqftm/pRv7XuhzQuSOmhb0IAPUsX+qQPZJ9XLXJJR76RIaj4xqqIY79dtkNTeAiCpaeG8emFEU7i2bjIktUC9Qak50H1zMkmfVC81qWQu+cIu1grx7TkuL6JwEvesK97ovgAw9taxAICWJ1vM0/QXksoOVeXHTua+v8yPs/af5eoanHCSA6tBURXoyHO+s4FuSEU6nuaTnoVCUm3mHdmX1LCaV+/zU8JJp+yktq6urhNyXTskVVzI83EcqTOAwgapgBlESOm+rLBCAWpStYRJ9+1vWl8udF82y80GfBwCgcI40k41qaJwUi503wFX9xWQVPryIBBOAnjxJNdIqgfRJOME5o/kHuW7Lrmi+6Z1aCmN0isHJZIakwQsuokCDTrhJGbJoPVbKixI6kDSlD3NJXE44tgLgaQy15HVpNZcXQMAKJpalPPppXRf8lo+uRg2yHNRk1pwuq+C/Bz2PGtSvcylgrVxyYakSui+btYDFgCw1KSK97gQSKoKaRLLcpyDsfszXRtlby1ATSrH0src83zVfSk7jt2XhHtL/IBka9L4c7692yXCSXnXip9AGxy79CkbMJs0adIJuW62mlRi+SCpgLHA6ym94EEqDawlDzuHpNo0z/ZyDT2pD1gGLBe6b+mcUtR9pg6xmpi0vpD+Xoj77qDuS7Osfd6QW7Gest9MlvFl7hFbk5qXcFIB/X4uSLUTThJqUguBpOa7Lrn67jUzoQEMoppURYHiV+TKvsR0GEjBIKsxskVSmf6pwMD2SfUyl6QiJjJF2DyfMUVVjPOJiCeAUT8aheJpxai4sCLn80uFkwqh7itrx8Pei36m++bd0obtGUnovpk12E1Nqqd1SXx7f9SkKpDSfd0wcbggtZ/UfZ1Qdsf1ze50bJBK9nnJ2ApRk8qdI1N+wyKpucxFiqQyyUdx/CRZmmg2eo7nG6SeEk46ZSe1LVu27IRcN5u6L7G8KXjk7QWsSQXMxcZJ3Vctkqjk5XANPaGfGOEkl3RfRVUw9dGp2HDaBuFkwnGFGLt4TkmfVPq7S5SG3azZoKXQli07XSgkNR+kQTQ24JQ9N4rfUNhkkdRAlbcgVebI5LsuuXnG9bTZi1kJKQMi4uPWso2fQ8YwiJBUlzWpA6nu62kuOSCpuiZHD3MykcYqoDZ119QhWBO0vs+l9XcLGjtUueAtaMT7lKc7IOuTSq7hJkj1NJdE0k9/qPuqDN23T/NE/2d9K5Hu2y81qcI5aN9eL+djAnTSnmVAkNTMfsy1oMnhnpDvjitDsUNSmwuDpNLETIpRJz8VpJ6yk8WuvfbaE3JdxaeYNBsHtdx8KXhc5nSg6L4Z9DSfelT2Gpy67wC2oHGLpBIT55KF7tTfLWiExdzt5sQGdaQOpF8sS3aaDVIHQwsawIHuqxrXIfRuX6mPJjjE1jXZTIak5rsuuQpSNd3s1+kxKdDflnXuagJdbpA4HTJ1X7YmFTCoygPZJ9XLXHKqSUUaBalJZa8jo/sWwiyCTFqBkrQe1X3zDioFum/eyKyErkzvkQsU2NNcKlB9rmOfVMWk++pJ3RS5c0P3ZfvLsmhtP9akspYLkqooismYirpDUnMWTmIT4MQXY5HUHJLBbmpSSfKAiCjmw8YDYCZ6WKrySSycNLh26lPW73bfffedsGtTNNKB7uuVOmi5BqlN6ye6rxOSmm+QyiGpg1k4KWOWuSTGk/2ApHJ0XzFIzeFe9SeSanFsRX+uQMJJ/Ub3Za4RHBrEtCenYdqT04y/KQql/Hp+ZlXrz/muS66++3RhKJD9YdmeFV3jlSYHTQsaxnGT1qQCXIA9EEiql7kkTYIxaCQNbApA9wUkAkcFMhndt9/UffsTSSXDHyR0X0/rkvj2XNFIQThJRFLZfZoENm7WAxZJZQPGgvZJZd8nnJJDJb2cUijrkY6NDboL4e9lkvdcW61czuOB7kusUEgqF2APkqRmLnaqJvVfzBYuXHjCrq0EDIVcju4rbEJFU3IXj2DPp6f6B0l1akGTj2gSew09qZuUpEHYJ5WYZS6J2dh+qEnl1HGFHqe53Kv+RFKzbfzs5jTY6b6KqqD2k7XcscG6IOIH457pvrI65nzXJbdIaiEc9/4wV0gqS/cdTE6HCj4QFZFUTR/QPqme5pKsTyobmOnm63mZg3BSISw8Jsxfh6H7FqSFi426b8FrUjPnpjTWAgapWem+kmt5mktiviPXOcPeU5Vn2VBk1QcgDcQPG0rs/srsrry/1I8hXx6CdE+a62+uBJSCjd2R7psDkgqYPooT3bcgfVLZa7K+GHK/H25a0IglbnkLJ8mQ1MG0X3i0wZGOPWUDZosWLTph1yYPrBOSmo/CIcBkkaIa7T/X30hqoei+NOuW0E4MkuoxSBXnkhgsFQTtcUJSBWXeXDanfIW6HC3Lxl8wuu8AIKmyaxTPKgYAFE3z+MxKkNR81yU33z0rXDPY1A6zPuc63y91MO3cNKiT1aQCgDawrXO8zCVpIonMDbvALAej9yjFo3n52qylszDky0Mw5tYx/HnZ9hOFauFyItR9C1STytbn2ar7Ssae91zKwSx0X6EFDUv5TfcYPg67bjvZ5HsmY9pj06xBncM+68nYoRaA7gtIBBKzqOYXJEgNCXTffJFUQvdVrM++iKSKyXfP15QhqYMsKevFTiGp/2L2uc997oRdmzywTsJJxdOK87tI5vleN3cdfclziwyJkUVLtpEVjO5L1H0TOpDZc/odSWWCVK9IsGUu9QeS6qUm1cP1Zr4yE/v+ax8m/bX/1K4HSjipkDWpXH2poDIp2oRFEzDiOyNQPNXbMyurSc13XXKr7jtY6b7ZEjocMiZxdE6o+QCkBGoci6Sm9QHtk+plLklrUrNQXHOyfkJSKy+oROUFldbr6AUSTsqi7lvwPqmZtxe6JpWtL6Z0XxcBtqd1SdyqClCTKhNOAgxfgy1V4VrBuTEhqCtY+5x+RFJpD2nJs1NoJJXSfRP5IamWFjSSsRcaSaXP7Ckk9ZSdjPbyyy+fsGtLa1LZrKFfQbA2d4VD8XyBmgCmPTkNkTGRvM4JAA1fa0DFxRUoP6/c8reTWTgpF3VfYpa5JG7ShdgsZC0iMparui8AVH2oCnNXz0XJrJL8BpjNHDLLebWgYZ+hgVD3lW2uYZ/nABWwIgVA/uuSW3XfwRqkuqH7Fqo+stBGvkOWosm1pmHqaQeiltbTXJIgSFKKa76xVz/XpIrXgQYLvTWn82VR97XQfQul7ivW2OZoUrqvDZIqQ209zSVxqIVCUoPWtZ5LKCs5KKyzS3tALRyS6pDAyDVIJQEjZcbJ9jv2unnMwch4w1csn2/4eRSNzNG1E2tSZfO50DWpZKycWFM/rTcDYaeQ1H8xmz179gm7Nlk8uEWXWVAik/IPJtkFfuxtY1F7da3D0e5t6BeHYugXh0r/RgRkgkPyDLBZ4SRlYNV9lZDi2YEU51J/qPtaNksnJHWwtOVgTQWtgzwphJOq5X1SC7rJScQ18l2X3CKpJ2tNqq6ZSNZgG7vYNkTxKfwYtYHtk+plLkkRJIlwUqGQ1H5PNBAkslBj96jum3cNaX/Rfd3UpErWkLznUi7m43+WIqmMAqy/yu/5vovIY8HGzr5NRFL7UTipEOq+AHDG1jOgJ3Uc+b8jAApYkxq3H7tYZlVoJPVkRlGBQZeTPWX9bUePHj1h16Z034B10QWAokn51aMCQPxQnP5cc1VN3udzY3XX1mHiXRMx+mej8zoPW6xPNun+Rh4IzTQXFNgylwaA7sv+bhFOGoSLMZv1dapJHSx0X06p18HhyMc4Bynzc77rklck9aSrSbVDsgaB0UDAju7LIKkDkUjyNJfEeaDygQ1RhM27JlUMIvrrNpBxsjXM+SCpWUSk+k3dN1mYhAyr9k/Hb6fuK7mWp7k0AEgquQa7X+fEPhNrOAuEpMpE8Yj1p3BSoWpS1YAKX5HPnDeJ/J4hsSZVNscUVeEC1ULXpA5Gv8iLnUJS/8WMbronwCJjIojtiSE8OkxfYxeyoon5B6nEfKU+BCrza2fj+lpFPjTc1JD3eVjhJOI8DRTd16toEmCdSxbhpEL0ohSHxVxCrDUetEiq7GcUTjipkEGLr9iH8bePR7o3jd7Nvf1yDdk9yXddcqvue7LSfVkkdbClll0JJw1gn1Qvc8kJSS1oYkBM4A0E3ZeMPY9ygGzqvqJ4Xd7JH5HuWyB1X1nPW1FsSLaGeFqXxDxEP9Skku+Xpfu6FU3iriEiqYrkOcjFHPa7/hROKnhNKgn0kvbXdHUeF3RfwKhLJSJYBVf3HWQJWa92Kkj9F7OhQ+WU1YGwaU9NQ7wxjsg4Oa23EHRfYkO+OKRg5xooo8JJSR16YGDVfXMJUi1zSXTECkDtcxJOKj+nHGpYNTeAwRiksklwh5rUwYKkAsDwbw0HAGy9bqt5iQIGdTLhpHzXJc99UgcZGpmVMTGIkVRp25ATiKR6mUuWeS0iqQWuSWWv0y/G0H0LggJnUfctPb2Uv3yB1X0LJZwkq0kV6+ll1/I0lwolPpRF3Rfg6b6eRZOY8wCFrUl1Yg7ljaRmalKlYyuwum9/Ial25/GX+ZFoTBiHFLhP6smOpA6ynOwp629bv379Cbu2v8yP4slWoZXgMIOuUv3h6ryvMfHOiaj5RA3G/M+YvM810EbrFxKMcNIAqfvmQve1zCXRDysEkuqAQPiKfKi4qML82yBcjJ3UDgcjkspdw2HseZlEXCPfdcny3UvGy/ZJHWzZ5ZMaSRXpvj4BvdMwoH1SPc0lyfoiQyPzvucDjaTqKEhSI5u6b2RChO7fQAGCSoHu2x81qeQzBaoDVE8CkO8fnuZSgei+Yp9UGZLK7tcFQVILVZPqhKTmW5OaUfeVMQO4z1PA/ux516SSEq64c9KFVfgtNJI62FhDXm2QbXenrL/tiiuuONFDsNgZW87A/Mb5CNbnJzwEAA1fbcD0f0yHv+TkIwlwSOpA9UnNg+4rziXLRlcIJDVLLVf1R8zExkAoh3o2iUgQscFYk8pfhPmxgE61DEnNd12y1JdJgj7W0R5sG/fJXJNqEU4i42MEiAayT6qXuSRDUum42fmSr8qsAyOkoMbc80KgwDJ1X25dUBRUXlhp/l5odd8C0X3tUPGiKWaJkWzsntYl8SsuBJLqE2pSM/eHo/vmgqQORE1qgZFUx4QRS0EvgB9A5gJFI3OlbntAUomdqknlbRB6daesP+3hhx8+0UOwWKAigNDQ0Ikexgk3Tt13gJDUktNKoAQVlM0v8/xey1wSVpNCoCbZaHLVV5pBaqorlff1Cm2uhZPyUfcdgCC1v5HUfNclsTZOujEP4j6pJzWSKqlJZV9HGgPaJ9XTXJIhqSSw0ayKsDnbACGp9JktFAosUfcVx86xWQqs7lvImlSR7gvwlF/ZtbzMJct3mmvbEoHuy+0N/UD3HSh131x9GcvaLqtJZe9ZAWtSC0b3dVGTSuyUui9vg2y7k1s8HscPfvADNDQ0IBKJYN68eXjttdeyvm/NmjVYuHAhpk2bhuLiYowcORKf/vSnsXPnTsuxb775JhRFkf63atWq/vhYJ8QWLlx4oodwymyM65M6QEhq6ZxSnNt+Lsb+z1jP7xXnUr8IJ4kbnXCN8MgwXeBLZvZzz9NczIH+pPpVugEPdrpvfyOp+a5L/nJBREsmgpLWT9oWNIMZSRVFRqhzzqJ6A9gn1ctcckJSkUbB7vlA1aRydF+JGm+u52NrUsWxV15kIqnEGc/ZRFS+H2tSAaBoqjOS6mld6gckFSq/N/QH3VcNqNZEZ67zU8IcmvbUNIRGhjD92em5nVIU55LcVpa9UYj1kSKpeQon0RKumDMiyyKphaL75osCDxY7KYLUG264Ab///e9x3XXX4fbbb4fP58MVV1yBt99+2/F9v/71r/HUU0/h4osvxu23346bbroJy5cvx5w5c7Blyxbpe771rW/hoYce4v4bP358f3ysE2KLFi060UM4ZTYmRVIHIAvGZmW9mGUu9YdwksyJFGzennk4fePpBWlhVHDLQpklaOpgp/v2F5JKfs53XXITpLJI6mCrSc0WvLHKxINu17ah+7K1nQPZJ9XLXJIhSCySWjDhJLFVS38lGiRU5bxa0EjosuLYw6PCUIuMi0Qm5il+SGLsfuiTSoSk2PFz4kmSa3lalwoV6DHjsENSWbpvf7SgyTnAliQ2az9Zi/kH5qN8fnlO57QEqQ5034Ixz0hyY4CEkwqKpAoo8MmOpA76wr3Vq1fjsccew2233Ybvfe97AIAvfOELmD59Or7//e9j5cqVtu/9zne+g0ceeQTBoPkQX3vttZgxYwZ+9atf4e9//7vlPeeddx4+9alPFf6DDBK74YYbTvQQTpmNyfqkDkrF2oxZ5pIYTxZCJEU8heR2BGuCCNbkX8/cH5ZNfMhX6kOyNZkXktpvQYuEllsIk/XSy3ddEoNUWdDH9kkdbNllTzWpg23sNnRf6ugNsLqvp7kk65Mqa+NS4BY0/ZVYokwTVjgpjxY09P5koQ/PPzQfqY4UQkPyK9vpL7ovhwTbIKmymkkvc6k/1H1ZtWn2nBzdNxcklS1DkdB9c56f/ZDYdEX3JYmxAgVkhRJOck33ZUp/8q1JpUiqQ2/Wk8kGW07WYk8++SR8Ph9uuukm+lo4HMaXv/xlvPPOOzh06JDte88++2wuQAWACRMmYNq0adi2bZvt+7q7u5FKDb76tkLY4sWLT/QQTpmNsX1SB4rum4+Jc6lfhJMKVStzoowFPCXOYs5IKuPs5+WEOl1D4Z2lgpkESc13XWIz0YAN3fdk7pOqD96aVBFJpT2eJUjqQKj7eplL0vWFrcMsRBsXyXX6O7FUqPkiU/eVrcGBqgAiYwvQQo442MnCONjZalJZscZkc9Lyfk/rkhjnFaBPqkU4ieR/ivOsSXVCUpXc95T+KBGx7I2y0xJBqQKVE4jCSQPRgobYqRY0vA227c5i69evx8SJE1FWxgu7nHnmmQCADRs2eDqfrutobm5GTU2N9O9f/OIXUVZWhnA4jAsvvBBr1651PF88HkdXVxf9r6enx9N4BtrOPffcEz2EU2ZjnLpvauBquHI1y1wSWTn9UJPab9TWfrJsSGrlxZXwlfpQMttbPa2Ybe8Xy0JVzvm0kprUfNclC91XFvSlcaomtR/MtvG9pCZ1IJBUL3NJ2ieVBGaavDdoTjZAwkkcClyImlQZEtmfW5JA9y1UTSoAaZCtKAqG3zwcoVEh1HzC6hN6WpcKRPcV13YusSNT9y1ATWrB2o05aDDkfEovSGqB1hdO1drmmm6M+G8D2YLmlHDSAFtTU5O0oTJ5rbGx0dP5Hn74YRw5cgTXXnst93owGMTVV1+N22+/Hc8++yxuvfVWbN68Geedd55jr6xf/vKXKC8vp/8tWLCAjvuuu+5CPB6ndQ2LFi1Cc3MznnjiCWzatAnLly/HK6+8gl27duH+++9Hd3c3d2xHRwceeughbN++Ha+//jqWLl2KLVu24JFHHkFbWxt3bDQaxT333IO9e/fixRdfxIoVK7Bu3To8+eSTaGxs5I5Np9O44447cOTIETz99NNYu3YtVq1aheeffx779u3D3XffbRl3a2srHnvsMWzatAnLli3DK6+8gh07duCBBx6wjLurqwsPPvggduzYgVdffRVLly7F5s2b8eijj+LYsWPcsbFYDPfccw/27duHF154AStXrsTatWvxj3/8A42NjfjLX/4CTdOwaNEiaJqGv/zlL2hsbMQ//vEPrF27FitXrsQLL7yAffv24Z577kEsFuPOf+zYMTz66KPYvHkzli5dildffRU7duzAgw8+iK6uLu7Y7u5uPPDAA9ixYwdeeeUVLFu2DJs2bcJjjz2G1tZW7th4PI67774b+/btw/PPP49Vq1Zh7dq1ePrpp3HkyBHccccdSKfT3HsaGxvx5JNPYt26dVixYgVefPFF7N27F/fccw+i0She+OcLAICWxhbE++IAgMNNh7F06VK8/vrr2L59Ox566CF0dHRYxn3//fdj165deOWVV7B8+XJs2rQJTzzxBJqbmy3jvuuuu3DgwAE899xzWLVqFdasWYNnnnkGhw8fxp133olUKsW9p6mpCU8++STWr1+Pt99+Gy+99BL27NmDv/71r+jt7aXHbty4kXs2lq9cjiVLlmDr1q14+OGH0d7ezp23p6cH9913H3bt2oWXX34Zb731FjZs2IDFixfTcYuLeld3F5599lmsXr0aq1evxrPPPouDBw/irrvuQjKZtDxrixcvxoYNG/DWW2/h5Zdfxq5du3Dfffehp6eHO7a9vR0PP/wwtm7diiVLluCNN97A1q1b8cgjj+D48ePcsb29vfjb3/6GPXv24KWXXsLbb7+N9evX48knn0RTUxN3LOu49EZ7sWbNGqxatQrPPfccDhw4gCUTl+D0xtNx74v3eloj2PuyePHiflkjtm7bSq/R3dtdsDXimWefoec9dPgQXn31VTz77LN5rRFqKb+VpfU0RGttacUbr79hPFeNh+n5B8Makc25Wvz4YsT6YsYvqnH+trY2PPLII9iyZcsJXSM6OjsAALEeY3x79+/FSy+9BD0TJfX19OHo4aMAgBdfeRHHjx/HI488gq1bt+KNN97Ie40gxyaTSdx111149913Xa8RsUSMu8+vvvoqmlubAQCpRAptx9qMOfvMM3mtEb3RXu46jz72KD02lUrhzjvvxOHDh/HMM89Y1ggvfsTrS14HALQcbaFBWSKVyNmPWLNuDQAjwOs4bnzPiqr0mx+x5X1DK6Stxbjvza3NefkRL770Ir3nBFnSoXN+RMd1HdAe1vDKylcsfsSePXtcrxFiIHPw0MGc1oj9B/fTczzzzDPQfSYNeePGjWhsbMTqjauNF8LAy0tf5vwI9vx2a8QLL75Az6kEFDofAQAqcl4jtm419wwduis/4m9/+xvnRyxatIhbI3bt38Xd12gsalkjWttajbmuJVytEQcPHnRcI4gvRqy7rzsnP2LHnh0AgL7OPgBAZ3cnPZZdI7bsNTVy3nj7DYsf4WmNyMS76bixB8aSsZM61lB0ymfpf9M0DYlEwtWxoVAIiqJg3LhxmDRpEl566SXu73v37sW4cePwhz/8ATfffLOrc27fvh3z5s3DtGnT8NZbb8Hnc+Z+7969GzNnzsT555+Pl19+WXpMPB5HPB6nv2/YsAELFizAunXrMGfOHFfjGkh76623cN55553oYZwyibUvbcfGizaiaEoRAnUBdC7rxNTHpqLu2roTPTSpiXNp93d34/DvD9PfF6QX5I0Y9GzswdrZJpth1E9GYcwvxuR1zoG0FUNWUBpZZGIE83bMK8h5j79yHJsu3wQAOOfYOQhU50D5ymI7v74TjXcaScCKCyowe+nsgpy3Y1kHNlywAQAwe/lsVJxXkfe6pKd1LPMvo78XTS5C3/Y+7pgJd0yAr9iH7V/YjsoPVWLWK7Nyvl6hbcfXdqDpribbv5/x/hlId6fx3lnvITwmjLP2njWAo3O21VNXo29bH/yVfqTaU5hwxwQM+9owvF3zNlJtKZyx9Qxs/exW9G7sxcxXZqLqQ1X9Oh4vc2nr57ai5dEW+vsCbQGa/95M50j8UBx92/owa+ksVF5QmfOY1s5di573TJbVGVvOQPG0Yod35GZkXSg5rQS1n6rFvh/vw5AvD8HkeybndL5ESwIr6w3djwmLJmDXwl2ouboG05/MTak1m+38xk40/l8jfX7zXXdSXSm8XW4IbA775jAc+fMRDP/ucIz/rTsxTC9zqXNlJ9afYwIac1bPQdkZ3lu7HX3oKLZ/YTsA4LR3TkOgKoDVk4ygdPh3hmP878bT7zk0KoT5++d7vkbPlh6snWHsqzNemoHwyDDWTDcSEkpIwYLYAs/nBICDvzmIvT/Ya4zVw312sqZ7m7DjKzvo72N+OQajbhnFHfPe/PfQtaoLoZEhzD/g/X6Ixu6vgNFP98ytZ3o+T9N9TdjxpR3wlfqQ7k4jMiGCeTutPsCxF45hy0eNQPXM7WfmJQLZeHcjdn51J5SAAj2po2RuCU5fe3rO5zvRNqBI6vLlyxGJRFz9t2OHMSkjkQgXBBKLxWL0727s6NGjuPLKK1FeXk7rXLPZ+PHjcdVVV2Hp0qVIp62ZecAIpsvKyuh/JSWDsA0GY6WlpSd6CKfMxk424STLXGJZnH6JGEMudrLTfR36pOZl7PI1AMJJ/d0nNd91SfEpnPiE9LkZxH1SXan7DtKaVIvIiNAnVU/rA9on1dNckrS4cluH6cUGvCaV6fFaCLovkH87DncXNP4ptLove04v9Zae5lJ/1KSqirQFTcnsEvir/Ki6LLeED0d5FmpS8/p+2fMUSCtBCbnQpSiwuq+FIpvj80rbCmYRMeqPmtSTQdfEjQ2ouu/kyZNx3333uTqW0HmHDh2KI0eOWP7e1GRknRsaGrKeq7OzE/+/vTMPj6LK+v+3s5CFHdmCsoOiLCIKCBrBFcUBGZZxYxR1Xhwd5Kevjo6OC8444769E2QR2SIBJbKLRMCwGyAIgkYgAwEkiUDCkgSyp35/QDdVvSRd3beW2/39PE8eSHV11enKt0/dU+fcc++66y6cPn0aGzdu9Os9Ttq2bYuKigqcPXvWY16sjGRnZ6N3795Wm0G8IFvjJHctaW58ggajpi3dYBRe1o0Tgbd5ncIxcU6qCL8U1TgK1cXnHyZynVQTcW924zYnFTUwdZ1UPVryOhdP3dFWcXstUNyCLcP+hs7D1kDMQw31nM4q4x+SeHT3DfY6BWl/wFrSeR7NcdwaJ2m+MxdeqteqHgYeG4iIqECjJ9V/Bc5JNaLZnj+Nk5z2C/Mvgr6v6mUFAZiyBI3Hgzeb3ev0YmqQ2rp1a91LDfTu3Rvp6ekoKirSBIlbt251vV4bZWVlGDZsGPbv3481a9bgqquu0nX+gwcPIjY21vYZUn+56aabrDaB+MBb4yQ7Z1I9tKS+8Ynq4il5JtWotUa9LUsgGmHNNNzxkqEV4ZciG0cCF6rN68qk2m2d1Dq7+9o5k+q2BI17d1+lRjF1nVQ9WvL2PVJnUkU9GPDwhwb9DV12qpegCSaTqnqvsMCxNlTrvALBD7A1mVSnPnUcUpdfcs+kBnqd3KpkfH1nAg5QAY8laAzJpBrU3deUTKof67P7dRw3e3xdEyMyqa7fbZzo8Aeb3e48GT16NKqrqzF9+nTXtvLycsyaNQv9+/dH27ZtXdvPnTuHvXv3oqCgAABQXV2Ne++9F99//z0WLlyIAQN816qfOHHCY9uPP/6IZcuW4Y477kBEhO0vlV9wCRr74nwKKEsm1WMJGvWNT1Qm1awyOYMwoiU/AMMytBpMyKQ6NSPCL6lv9L4yqXYt9/VnnVSX7XbLpKozj1CV+6o6ZJrZ3VeXlrw8MNHYXaM/sPF6Gn+W0RCBuqOyANu9BnkmdvcNeumfIMt9g1mCRkgmNcKhecDhesgWLG5L0AjLpBrwYNNjLOHluMK7+7r542AzqS58XJPoS6KByPMBqqh1Ul022OxepxdTM6mB0L9/f4wZMwYvvvgijh8/ji5dumDOnDk4dOgQPvvsM82+27Ztw80334zXXnsNkyZNwrPPPotly5Zh2LBhOHnyJD7//HPN/mPHjnX9/95770VcXBwGDhyIli1bIisrC9OnT0d8fDzeeustUz6rGUyYMMFqE4gPvGZSbRykemhJnUkVsfwMvDwVNGhNUMMwaF6n5rqYEKQanUkV4ZfUy9DUGaTaLNDzJ5PqHgTaBZ9rGasCJjPXSdWjJa8VCep5nYIyqX7NqxOA6CVovJXLGvnd8Sj3DTaTqrLVWY6ux1/q0pL790DAnFT3TKoreA8Sjzmpoh5IGvBg068HPM7qDUHjJVGZVPfyY59zUhtH4aqUqxARFyG0egCw9xjSH6TIS8ydOxdPP/00kpOTMXHixPMtolesqLMUw7mG6vLly/HHP/7R40fNiBEjUFBQgA8++ABPPvkkvvjiC4wcORKZmZm48sorjfpopuNs9Uzsh3r+gnOivfsaYXbCQ0vqG5Sosj73j2/fy+EVoxonmV3ua/ScVBF+KbKxqnGStxuzal6n3cp965xLJWqOoRG42+NW7mt2JlWXlmrJpCrVClyLHwQ7Tcykcl+vmVRBmTFTMqlO+0XOf72gx0Ds16UlQeW+HnNS1ZnUSkGZVHUcHB0h7mGqEeuk+lHua3gmNdAHDn5mUgGg5R9aovkwz7V6dZ/T/WGJ5EGq7TOpABAbG4t3330X7777bq37DR48GOoVddatW+f3OSZOnIiJEycGaqI0PP7441abQHzg6gRXWYOac+dH05HxNhtNq3DXkmaBcEEZE48bkmz+1qiyXLUszMikipShl3lLIvySJpPqZbBi63JfPZlUu2WB3Z/cO39XB0wXGoeYkUnVo6XaMqkim1X5Na9OAJpMqog5qV7Kfc3s7iviXI5Ix/nvfgDlvrr8kqByX485qV5KloOmlnJfUXOYRd2XPDKp3q7rhW2iGieJatjo75xUobg3fbLZvU4vdnsmSwxm5syZVptAfOByaNVAdcn5NqQR8fb9inpoSX3jE5VJNasrplEYUP4EhF4mVYRfqnNOao2Ng1R/5qTaNJPqq9xXHTC5Ov+akEnVoyVvc+g0mVRBc1Ldy32NfrAkak6qWmuuAMnIGNVx8doDYr6nrr9nAPYHrCUvv/t9nFp8u6hMam1L0IjKpIq6Z3iUynt5yGB0JlVY4yQT7juhlkm12e2OGM1dd91ltQnEB+osgytIDbYduYG4a0l98xA2J1XyTKpRHXLNXoLG6HVSRfgldbmv1yfq1ZB2CRo7Z1J9lfu6MqmVqqV/TOjuq0tLqodg3oJrV3l4sOW+ZmdSFQhZPsfhcLj8gCnrpBpQ7uscpAcSpOrSkvtxA6w+cZ+Tqsb2mVQzlqCpJZMqLCAT9HDc4z5kwnDO495m32I8v7DvCJgYws6dO602gfjA2wDOzuW+HlriEjSeGJRJdS8JMwQDnop7HOvCf0X4pTobJ6kyqXa7cdeZAVAkyqRGaoM95/x6QFw5Xm3o0ZLXh0iqZVCc11yWJWgMafrkzERa0N1XaCY1gHJlXX7J/XmqEZlUUY2T1A+UDZqTKqxxkvt3x8thpcmkmvGA0f1yMZNKZCIhIcFqE4gPvDlYO5f7emhJHXuIWoJG0NwQqzAjk2pUx2Mjnop7HOvC/0X4JZmXoPGncZJtM6m+5kBd+Eg1ZReDVDMyqXq05HWdVGdQU6MIyUYCXkoWTZiTKqpU2dV4yMTuvqIy2AA87NdzPXRpSdRyaersvpufMiyTKqjBnyFL0Pjz3XFmUg1aJzXgBw7u/s6Eh6Ps7ksIMQRHpEN7A3WIK5s1A03jJJb7nsfh4/9BUi+hniHH1WBQFtioANuf7r52DVLrGkiI6tZqBL4G585rrM6kmjEnVRfeMkjOf6thWOMkM9ZJlTKT6n6ZBDVOAkyYU2tAJtWocl/D5qQacM/wp9zXeS6jGicFGlx6LEFjRSbVZvc6vUjR3ZeIIz8/32oTiA8cDgcc0Y6LnTDjI2y9LqiHloxonGTAoMVUDCqZjW4ajT7b+yCiXoRx18SA5QR8HVeEX/Knu6+jWpstswt1Bm81uDiv027fAV+DIvdMqsOc665HS3VlUkVlI/2aVycATSZV0PI5zmOa2d3X9avFjZN0+SVBttdW7uta6zVY1MFktAOOCjGZVCO62XvM5/Y2JhKdSXVfgkZQd18r5qTKnkllkBpmXHPNNVabQGohol4EqivOj0btPB8V8NSSZp4Ll6ABYGDJLIBG1zUSe0A3DFvj1UuTDhF+qa45qepMqmxzUjUBk91s97EEjfucVPeyQqPQpSUvD0xEL+MCeD60MyzQu3BYoY223MtlDRxoe+hDROOkIOak6tGSqHJfMzKpzsDPEeVARHQEaiJUwW8wjbYM6AivJ5MqKiDzeMAg0ZxUXz0CZMVmhUPEaL755hurTSC1oHZqdp6PCnjRkglL0EjnsQzKpJqCGZnUC5dEhF+KbFR7ua+d56T6lUm16ZxUn4Nzt0yqGWukAvq05HVQ7QzKqsWVWJuVSXUdVxE3J9VVtm1id1/3cwdFEHNSdfklQeW+3jpOOxG1BE1U4yh0eqcTuvxfFzgixXX3NaIjvCPSUfd9VJJMqin3HbfrHlnfZk81dcJMapjx6KOPWm0CqQV1cGf3TKqHltQPgA2ak2rn8mevGHDTNg0D5hd5HOvCNRHhl9SZVG8DUaVGse8SNBLPSfUVWLjKRMsvPBgwaT6qHi15y1q57FY1ThI9J9WwZmcGLJ/jXu5rRndfFyIzqQEEqbr8kiDbNZp0GwIIa5wEoN1f26lOqnrBZplU4Pz3p6b04rQBj/M6fY4oHyPo4bgdlqCJbGDvcWRd2O12Rwxm2rRpVptAakHt1OyeSXXXkqZxklFL0Nj7knhgRhdeozCju6/zHCL8krq7r2tAo8bG66RqBjPerrWdM6k+yn3dM6lmdPYFdGrJS4bGZX+1uGyk2ZlUkQG2Jd19nb8LnJMaSCZYj5ZElVnWugRNtbggVYOoih+Dqm803x8zGicZlUm1oHESg1QiFRMmTLDaBFILMmVSPbSkzrwZtASNbHNSDSuZNQODSpW9ZVJF+CX1QMbbjVmWdVIjYj2FIlMm1T0j6Sr3NWGNVECflrzO//PSITfobKRJc1K9LkETrO3umcgw6u6ryy8ZkUl1n5MqqNzX45yilo4xqvpGtQyNKY2TDJqTasUSNAxSiVQkJSVZbQKpBZnmpLpryYhMquzlvkY1HzIFo0qVvcxJFeWXrky5Ep3e7oT6Pep7vCbLnFRvQaqtM6m+MkgWZVJ1aclbJtVZ3qqakyp8CRqjXPsFMzWNk4L0mVZ297V6nVRdWhI1J7WWh4Miy339PaceNO8VKBN/M6nCGie5Z1IDzYoLysjqOqfbOWQPUjknNcwYM2aM1SaQWlAHd5Fx9nYuHlpS3+hiBDljyct9Zc6kGjW/yNtxRfmlVve3AgDkzcjzfLEGUGDCQDsA1IMZ2TKperr7moEeLXnNWjndbg1cJbPCGycZdCmMyKS6gjwT5qQaWe7rKlfWEbTr0pIZ3X3tnkk1odzXjMZJEdERiGwQieqSat/n9AOHwwFHlMOcKgQnbsNG2YNUm93uiNFs2LDBahNILciUSfXQkvo+JyqT6nBoB3T2ii3qxqDyJ1MwMZMq2i95G4gq1aryTZvdtzXfe29Nx2ycSfXZOMk5F9Dk7r56tOTtgYk6kypsCRq3h3ZGr22sKOLmpHoEeSZ29zViCRo9x9Tll9wzqSLmpLodI6qZQXklUZlUo5YtU1dheDms0396rUIJkOhW0Rd/CaaZVLTvv6cReGRSG9rsZqcTe4+CiXC6du1qtQmkFjSZVJvPSXXXkmbAJ7K0z6C5kWZgVPmTGZiZSRXul7w90Vetk2q3cl9NwzRfmdRqm2ZS61qCxuRMqi4tqV2sMxvj1IY6Gxmk6R4BukF/Q0PmpDoz4hcaD5nZ3deITKqev6UuLYkq9/WyBE2P5T3Q+MbG6PZZt8COWQfCmuRZ1Dgp4dEENB/RHC3GtBB2znqt6rn+H1TgXs+Y+6jP84XYnFSW+4YZxcXFVptAakHt0OyeSfXQkvo+J2gJGuC8Y3cN0O0VW9SNUdlIMzAxkyraL2kC4SgHlIoLQZ5TRjYLUv2Zk+qaH2kz2+tagsbsTKoeLXl9EOOlcZLwJWiMzqSqmz4Feyq3cl9Tu/uKOJd7d2Id5b6BagmA0HLf5r9rjua/ax7YAf3BgDmpopegqe24jfo1Qo/FPYSdD9AGqcHc/yKiI1DtbCtvhgtkd18iM2fPnrXaBFIL6sGq3TOp7loyZAkauJU/SZxJlc12M9dJFe6X1IOuC98pWdZJ9ZpJVcQFTKKpcwkakzOperTkdZ1UZ+ZNvdxHsNlI9zn6Js5JFV3ua+iDQiPLfQOwX5dfcv8TB9iwyor7nbBMqkEPNjUPeUxyf8IyqdHm/j2ZSSVS07lzZ6tNILWgDu7snkn10JL6PmJQuS8zqeahCbBFBnVqnVwYHIn2S5oHJtERqEHN+XUvHXIuQSO0EY5ofAQW7plUs7r76tKStwySMxup6qQqPJNqVJfyC4dVr5MqqtzXjMZJhpb7BmC/Li2pTQ3Cv0RfEo36V9dHVOMoc7/rEQBqgtS6F98uAs0SNCYF7po5qUH8PTUP58y47zCTSmRm06ZNVptAakGmTKqHltQPY0VmUkV1HrQCg27apmBQgO3t7yncL/nIpNp1TmpdjZNElp6Kxt8laMxaJ1WPlmrNpKo7qYqck2rkZVDNvxamFwvLfUVmUl2l/jr8sC4tCaqacUQ6cN0P16H3ut6m3jPcH9IEdYwgj+NOXXNSjaBeS2ZS7QAzqWEGl6CxNzJlUt21pLlJi1qCBtA2kpAs0BNWRmUFRjWs8pIZF+6X1KXKziBVVb5ptyC1rsZJds6k1rkEjcmZVF1a8qJxdcmst/0CwaxMkOvYirimTx7lsmYE2W7nDgr3MbqOQ+rSksCHepY8iHIIOLdBU0Q0D3ksKPcNdk6qiOP4i/uDgog4m90wdCK39UQ3s2fPttoEUgsyZVI9tGRGJtVesUXdyNyZ2KAA21vGQbRf0pwjWhV0yDon1caZVJ/zCJ1ls+UXMnAmzUnVoyWva1J60brQcl+T5nS6qgaCnZPq1t3XUP25l/sKOJfHd13HIXX5JYMCNNOoRf/+YlQm1epyX2GZVDPuO6phY2SDSOke7LvDTGqYMWHCBKtNILUgU3dfdy2ZsQSNdI/VJJ6TalSA7YhyIKJ+BJRKxRWQCfdLatujVJlUZzLVZs9/ZJ6T6qvc16p1UvVoyes6qd4GkkGarg5SXX9HA9D8LaqdJw/yoG7lvkbqz2NALeB7qn4ABOjzZQFryWYPwfzBEeGAAkXcnFSDuvvKlkk1vdxXdQ7ZS30B293uiNEkJSVZbQKpBU3Zn83LNDy0pK5qMSiTKttTwVDp7iv0qXikAz0W90CPRT1c1QKi/ZJ74yQAtl4nta4g1daZVLdxkNXdfXVpydsDMAMyqZqHdtW+9wsadSa1ypjuvobqz73c1+JMqi4tyfxAEhCSSTWju69Z/k8dpDoftAWCxu+ZUe4bGVpBKjOpYcaDDz5otQmkFtSDGbuX+3poSe2LRa6T6q0kTxYk7kysfiAgemDQ7PZmmt+F+yVvjZOqFduuNap52u5tPrcqwLbbd8BDG5Ha7a45qSYFqXq05G25D6/aCNJ0kf6wNtTfWVFLxri6+5oxJ9XdVpGNk3ydoxZ0+SXJy3095mQHcYzzvwRr0UWsaJwU2fDi+KuyoDLg46gTD6boQnV9QiFItdntjhjNypUrrTaB1IImo2Lzcl93LZlS7ivZvT9UGicZbbtov6QJsGVYJ1VlT52ZVJvZ7jP75ZZJNavcV5eWvGjc20Ay6GxklEl/My+ZVNHlvmZ29zWicZIe+/VoSeou9MDFe2swths1RSTGmOC31nOqtFh5IvAgVTMWMiFm1GRS6zNIJZJxzTXXWG0CqQX1QM7umVQPLanv0UaV+8r2hFrixklmZgaE+yUvmVRUq7KRNvtqORwOVyATMnNSnZlUZ7mvSYGaHi15y6R61Uaw3VpNmqag/lsIa5zktoSLqd19LS731eWX1P7Sbg+S/EB4JlVkuW89k7ORbgQVpJo8J1WTSWWQSmQjPz/fahNILcjUOMldS2YsQSNbJlXmeUpmZgZE+yVvc1LtvE4qcHEwI9ucVI9r6fy+WtTdV4+WvGnciEyqaXjp7iuq3NfX70JxP7SIxklBBKm6/JLEvh6A8DmphjVOsuDaiir3NXsJGruPIf1B/k9AdCFb45lwQ+3Q7J5JrW3hdWZSzyOz7WZmUoX7JR/dfUVll4zAa5Dq/K+NM6m+sl/ucxnNyqTq0pJ6DWYD56SahSaTKqpxkvvDBSO7+xoQEAcTpOrRktS+HvbOpGqWoLFgDFtdHHi3M7OXoNGU+9p8DOkPdrvdEYNp3bq11SaQWpApk+qhJXVQwzmp53H4+L8EmJlJFe2XfK6T6mzSaMN7t7cgVTOf1q6ZVB/lvh7Bq0mZVD1a8qpxb1q31yX3jQFzUoNZwkX/ydx+F+F3gpiTqssvMZNqzhI0Jl7bTu90AgB0/aRrwMewstzX7itE+IP8n4DoYteuXVabQGpB7dDs/hTMXUuaMhORmVT100dZBosXkPrpuomZVOF+yVd3XxuX+zq/71ENLzbdd1VWKDbOpLq7KWd3X7drbFYmVY+WvHb3dde6Q6IKJJWZwuakmphJdffvIr6nwWRSdfklzkk1LFC3Yp1UAGj313YYeGwgLn3i0oCPYeUSNHZPdPgDl6AJM+68806rTSC14AruIs3LPASKh5ZUa9QLXYImRAI92wUXdWGi7cL9knrAKEmQ2umdTijZWYL6Peu7tnnLAtvtO+CrRNN9u2ZuloHo0pI/66RK9L31Vu4b9JzUaO9/XyMwo9zXa2MyH+jRktT3KeCiToLQu1FrmluxTqqTei3r1b1TLWiWoDHjvqNunBRn70SHP0jkfokIUlJSrDaB1IJzQBAZH2n7p/fuWqqpvLjgNct9LyBxd18zB12i/ZK3xkmogW2XoAGAVve1Que3O2vLw1TlvrbNpNaxBI1ru0mZVD1a8ppJdTiMqSIw4+Orz+GcRhekXjweLpi5TqoBjZP0dDzV5ZdkfiAJ1No4TO8xPP4fJJrxhGTXlpnU4JD/ExBdTJgwwWoTSC04M6kyzCVw15LryT0MLPe1/2XRIPU6qSYOuoT7pTrKfe04J9WJOphz/b9GXPmmaDTfTy+NiFy/mxSk6tKSj0G1EVMMhD6483UOVYBtVLmvoQ9P3StzRWjd7buuJ0jVpSUTp0cYga+HS7qOoV6f2qA5qXZ/eO+O2XNS1eew+5Qxf5Bt2ESCJCkpyWoTSC2oM6l2x11LzsXeAcGlyurBo2Q3KGaB/UO0X9Jkgb0FejbMpDrRZPe8NE6y211bc61reaBk1vQFPVryuk4qYIj2zSp3di39I6pxkpXdfQ2YkxpR3/8PoEtLatvtf/v2xMaZVKuXoAkGszOpmsZJzKQS2XjkkUesNoHUgvNpuwzOxV1L6kyqyKDGzC6zwpH46brmgYDBgy7hfknCxklOfGZSa2xqu4+AzqpMqh4t+QxMDajeMG0JHvelf4J8sGfmnFQjuvsGU+6ryy9J7OsBQZlUg6aIaJagkezaqqvKTFmCRvV9l6Eiry7k/wREF1988YXVJpBacD5tlyGT6q4ldSZVJKHS3Vc6b2vioEu0X9KUnamzkTaek+pEHcw4/YGtl6DxUe5rVSZVl5Z8lScbkEk1rRGes9xXUCbVyjmpRjRO0nNv1aUl2eekXrCf3X3FYvoSNCpkGEfWhYxfJRIEgwYNstoEUgsN+zZEdMtoNBvazGpT6sRdS0YFqTI3H5L66bpBpVveEO6X1CVPzkF2NeSYk+ql3FedSbXdXdtHBtKqTKoeLfmVSZVoTiqgyqQaNSfVxO6+Qr6nbsfQU+6rS0sGzcc0CxGZVKOmt2h6XNjN/9WB6eW+KphJJdKxb98+q00gtRDbLhYDfxuIjq93tNqUOnHXkrrcVySaG75k936ZM6lmDrpE+yVN2Zm6Q65s5b5e5qTabQDss8TPokyqLi35U6os6HvLOan+nMztVyMyqTrKfXX7JWc20sb+xScC5qSy3NcT05egURHs8jl2gOukhhmNGjWy2gRSB7I0B3LXknoJGqGESvMhSf6uLkzMpAr3SxLPSdWUoEqWSdXY7naNzcqk6tGSz7mntXQpDhTT56Q6qwaCPK273WbOSRXeOMmhb51U3X7JgfPrhdvtO+oHQjKpLPf1wIpMapePu6DsUBka9mtozgkNhEFqmFG/fv26dyLED9y1ZMacVNmeoko9T8nEUmXRfslXd1/OSRWP5vtZS8MhszKJerTkK/NjRCbVtDmpbplU0eW+Znb3Fd04KSI+QtfDQr1+yRHhgFKj2O476hc2zqRqlqCR7NpaMSf1somXmXIeM5Bt2ESC5MCBA1abQEIEdy016NXAmBNJnEk16qZtBmaWKgv3S+opTBfmM0m5TqoEmVS/Aj2Yl0nUpSVfjZ6MaJxk8pxU5wMZ0Y2TTM2kCl4nVU+pLxCAX3Kaa7PvqD8In5PKTCoAtyDVxg9H7QozqWHGDTfcYLUJJERw19Ilwy/BFTOvQMM+YktMZA70mEn1D+F+SW27OtCToNzX5zqpziyw3b4DPspkPeakmhSk6tGSzwDbgMZJps1JvWCvjJlUj2st4GGS+m+pN0jV7ZdknpPqtF1Qd1+j5qTKhuZ7L9sYwAbwkoUZX331ldUmkBDBXUsOhwMJjySgwdViM6qhsgSN7YKLujAxwBbtl7w2TlLPSbXx38Jrd1/FxplUH+W+HplUk8pd9WjJV3myEd9bs4J0j8ZJwc5JtbC7r5DGSVGBB6l6/ZKQbKRVRLj9GwBGNTlUd/c1bBUBg7ByCZpQQMavEgmCCRMmWG0CCRFM05KJDXyE4/DxfwkwM8AWriVvjZNU8zptXe4b4XBpxeucVLtlaXwt3WJRJlWXlnyV9daSEQ4Us4J0o5egMbW7r+DGSXqWnwEC8EsispEW4bQ5KNsNWi5OXe5rWINGg7ByCZpQgJcszEhKSrLaBBIimKUlTbDEDrnmYWImVbSWvDZOqpaj3Be4aLO66ZNtM6m+1hq1KJOqR0umZlJNmpPq+hyK2++BHs7COamiGydFxut7OqXbL0k8J1VIJtVhTECm/u5InUm1+X3Hjsj4VSJB8Oc//9lqE0iIYJqWDMhqmIXMC7ybmUkVriX1NCBVNlKWINW5TIZzMfZQ6O5rViZVl5Z8Baa1fI5AMWtOqoc+BJf7mtndV8j3NIjGSXr9kisbaXP/4g07Z1LV91FX8ztJUJcqyzZ+sQO8ZGHGjBkzrDaBhAhmacmoeS6mwEyqX4jWkubhgGpOqgxL0ABA53c7o93f2iG2fez5DTbOpPoq9/VYJ9WkTKoeLfkMRg3oKG72nFTXeQWX+8qcSdVb7qvbL0lc7isiC2xkR/jW41qj0YBGaHS94DW1DYZzUoOD3X3DjN/97ndWm0BCBNO0pB4Ey1bua1C3Q1Mw6Km4N4RrycucVHV3XzvPSQWANo+3AQDkvJYDwOaZVH/LfU0K0vRoyZ/uvsLKfc2ak+ruI4MMFiydkyqicVIQ3X11+yWJy32FZFINvN91m9VN6PHMguW+wSHhV4kEQ2ZmptUmkBDBLC0ZUXpnFjJngY2aX+QN0Vry2t23SnHN05NlsOD6HHbOpKrG/bV9V80qd9WlJT/WSRXWOMnsOanO8wabSXV/uGBkItWAct9gglS9fklIoGcVAuakyrymuVFwCZrg4CULMy699FKrTSAhgllakjnQkzqTaqLtwrXkbU6qquGGLEGqazkRSTKptS5BY1ImVY+WfGZSDZiPLeucVNkbJ6kfRETE6zugbr/ktN/mlRreEBFgG1nuKyss9w0OyijMqK6uttoEEiKYpiUTy05FI/VN28T5tKK15K27r2vdSMgTpGoyqdU2zaT6mYE0K0jVpSUf9hqxNnOLP7QAAMS0jxFzQF8YPCdV5iVo9GZSdfslmeekCs6kSnkNDIBL0AQH56SGGcePH7faBBIimKUlIwaMpiHxTVvTfMjgoE64lrzNSVUjS6ZDlUl1lvvaTUd+Z1JNmpOpR0s+7TXge3vJ7y5Bn619EHd5nJDj+cLDXsFzUo3Un2jbgeCCVL1+yWW/hMGIkEyqiVNEZIFzUoODQWqYcfXVV1ttAgkRTNOSxIGemR1yhWPidReuJfVzDS/BkSyDBXUm1VXuazPb7bYEjR4t+QxMDZgH73A40KifCZ1JmUn1eQy9QapuvyRzJlVE0yeZ79UGwTmpwcFLFmasWrXKahNIiGCWlmSekyqz7WYG2KK15K1xkuZ1mwV6PvGSSbXdXdvXEjQWZVJ1aUnd9MngTKppuJsr8ZxUIedSz0nVuQSNbr904fDS+Bc1Tts5J1UonJMaHJRRmDFu3DirTSAhgmlaCpG1RmW7QRnRPMYXwrWk0klknGf2RJZBpNdMqs105HNg6nbZzcqk6tGSmZlUszC63NfI62F4uW+8vkyqXr/kKneVTDOAoFJl9f1OtuXiDILlvsFh+69SeXk5XnjhBbRp0wZxcXHo378/Vq9e7dd7161bB4fD4fUnIyND6Llk4dNPP7XaBBIimKUlTXZGshuf1E+WTcykitaS+rp7zZ7I8rdw2qnItwSNVZlUPVryZa/UFRAGl/uamkm1uNxXt1+SudxXQCZV6gfKBhFRj+W+wWD7Oanjxo1Damoqnn76aXTt2hWzZ8/G0KFDkZ6ejhtvvNGvY0ycOBF9+/bVbOvSpYsh57I7EyZMsNoEEiKYpSWpB4wSZ1LNtF24ltTjgnoR53+vufiaNA87Lpgp4xI0Vs1J1aUlX4NqX2XAEiBzJtWIJWjUmtRb7qvbL4nokGsRIjKpZlbfyALLfYPD1l+lbdu2YcGCBXjzzTfx7rvvYvz48fjuu+/Qvn17PP/8834fJzExEWPHjtX8NG/e3JBz2Z2kpCSrTSAhgmlakvnprMS2m5kFFq0l987EEbEXP4BMAwXNEjR2zaT6WsbF7TqbtU6oHi35lUm12/WuC/eHA0E+kDFzTqpH9l1EeaTqgYPeTKpev+S81lKWdYrIAsvcKNAgNA95ZOkqbyNsLaPU1FRERkZi/Pjxrm2xsbF47LHH8P333+PXX3/1+1jFxcWoqqoy5Vx2ZsyYMVabQEIEs7QkdbmvQ17bzcykCteSW1ZMHaRKNVBQNU6ybSbVz+6+Zo02dGnJjzVe7Xa960J4JtU9A25md18B1z6Ycl/dfklEh1yLYCbVGJhJDQ5bf5V27tyJyy+/HI0aadu29+vXDwCwa9cuv47zyCOPoFGjRoiNjcXNN9+MzMxMw85ld9avX2+1CSREME1LEmcjZbbdzGySaC25D5Y0mVSJshyaTGq1PTOp/qyT6oh2mPaQRo+WfNor89rMggM9K+ekCi/3jdd3QN1+ScS8TqsQPSdVwktgBFyCJjhsPSc1Pz8fCQkJHtud2/Ly8mp9f7169TBq1CgMHToUzZs3R1ZWFt577z0kJiZiy5YtuOaaa4I+V3l5OcrLy12/l5SU1P3BLKRbt25Wm0BCBLO0xDmpFmGi7cK15PZwQNYgVYZMql/ZSJPmowL6tKQJnH1kT213vetA5jmpRpT7usrkoT+TqtcvhXt334joCLS4twWqS6oR1dTW4YVpMJMaHKZ9lWpqalBWVubXj6KcdyqlpaWIiYnxOFZsbKzr9doYOHAgUlNT8eijj2L48OH429/+hoyMDDgcDrz44ouafQM915tvvonGjRu7fgYNGgTgfNA7bdo0lJeXu+Y1JCUl4dixY/jyyy+xe/dubNiwAWlpacjOzsbs2bNRXFys2ff06dNITk7G3r17sWbNGqSnp+Onn35CSkoKCgsLNfuWlpZixowZOHjwIL7++mts3rwZO3bsQGpqKvLy8lz7zp07F9XV1ZgyZQpyc3OxePFiZGZmIiMjA8uXL0dOTg6mT5/uYfeJEyewYMEC7N69G+vXr0daWhr27duHOXPmeNhdVFSEuXPnYt++ffj222+Rnp6OPXv2YP78+SgoKNDsW1ZWhhkzZiAnJwcrVqzAli1bkJmZiUWLFiEvLw+TJ09GTU0NkpKSUFNTg8mTJyMvLw+LFi1CZmYmtmzZghUrViAnJwczZsxAWVmZ5vgFBQWYP38+9uzZg/T0dHz77bfYt28f5s6di6KiIs2+xcXFmDNnDvbt24e0tDSsX78eu3fvxoIFC3DixAnNvuXl5Zg+fTpycnKwfPlyZGRkIDMzE4sXL0Zubi6mTJmC6upqzXvy8vKQmpqKHTt2YPPmzfj6669x8OBBzJgxA6WlpZp9CwsLkZKSgp9++gnp6elYs2YN9u7di+TkZJw+fdrD7tmzZyM7OxtpaWnYsGEDdu/ejS+//BLHjh3zsHvatGk4fPgwli1bhoyMDGzfvh1LlizB0aNHMXXqVFRVVWnek5+fj9TUVOzcuRObNm3CypUrceDAAXzxxRc4e/asZt+TJ08iJSUFWVlZ+O6777B27VpkZWVh3rx5OHXqlGbfkpISzJo1C9nZ2Vi1ahU2btyIXbt2YeHChRq7f9zzo+v7lp+fj6VLl2Lbtm3Ytm0bli5diiNHjmDatGmorKz0+K4tXLgQu3btwsaNG7Fq1SpkZ2dj1qxZKCkp0ex76tQpzJs3D1lZWVi7di2+++47ZGVlISUlBSdPntTse/bsWcycORMHDhzAypUrsWnTJuzcuROpqanIz8/X7Kvg4gBpx84d2L59OzIyMrBs2TIcPnzYlj4iKSkJ1dXV+Oqrr1y2Z+3NMtRHrF+/XqiP+O3Ybxev+w87cLby7EWnHQnN8e3sI376+ScAwKGDh1BdVa2x3y4+IvWrVNelPVN8xuUjjp847tpeqVQa6iOSkpJQWVmJadOmYf/+/bp8hBJx/jt66PAhl484mnf0ol4ijPURVVVVmDp1Ko4ePYolS5YE7SOqlWqoKS4uDspH7P55t+Z4jgiHy0eIHkeotQQAC1MXBj2OKMgtcB1v+pzpusYRzu+Rvz6iqLgIAJB9IFu6cURVzfnpcAWFBUH5iMbvNcaW323xsNvXOGLmzJmmjCPUPuLIkSOmjSN+yf7Fpb9FSxbZwkeYOY4I1kc4FGdEaDDr1q3DzTff7Ne+v/zyC7p164YePXqgVatWWLt2reb1rKwsdO/eHVOnTsXjjz+u25b7778fixYtwrlz5xAZef7JWqDncs+k7tq1C4MGDcKOHTvQp08f3bYZTVpaGoYMGWK1GSQEMEtL/332vzj6wflB4/VHrkds21jDzymKQ/88hEOvHgIAXPn5lWj1YCtrDdJB8Y5i7LhuBwDgul3XocHVDQw7l2gtVZdWY2P8RgDAwN8GYvfQ3Sj54XyVS9QlUbixQI5u7Xkz8rD/f/bjkuGXoCKvAsWZxej5dU9cMvQSq01zUZRZhB/6/gAAaDG6Bbov7A4AOP7FcWTdlwUAiGoWhRsLzbnmerW0vt56KJUKOr3TCe3+2g4AsGf4HhQuLwQANL6xMa7ZeE1th7AVPwz4AUUZRa7f+x/oj7hOcQEfr/psNTY22Oj6vV92P8R3iQ/KRl+cyTiDnQN2un4feHwg6rWoF9QxT3x1Aj+P/hkAMFgZrOu9erWU0SUDZQfK0ObPbXD5lMt1nctqfh7zM06knkCX/+uCy566zGpzQop1UeuAauCaLdeg8YDGVpsjFabl47t164ZZs2b5ta+zxDYhIQG5ubker+fn5wMA2rRpE5Atbdu2RUVFBc6ePeuagxrouWJiYjQZ2AYNjBvIiaBTp05Wm0BCBLO0FDKld3KZbmqnRuFacrNd1nJfGbr7ajSurqa0qNxXr5YckQ4olYrfS+nYHsENq8yck+pR7ivgXDXlNXXv5APdWpK43LfZnc1weuNpNL6RQZRoIqIjUFNdI934xQ6YFqS2bt0a48aN0/We3r17Iz09HUVFRZqGRlu3bnW9HggHDx5EbGysJqA06lx2Y/PmzejatavVZpAQwDQtqQe+svl4iRsnmdnhVLSW3AMOWYNU2eak+nqg5DGv0UB0a8nb2pYSN4ARHehZuk6qgE7c0c2jA36vbi2JWMbFIhIeS0DrR1vL14VeAhzRDqAMcnWWtwm2HjaNHj0a1dXVmD59umtbeXk5Zs2ahf79+6Nt27au7efOncPevXtRUHBx/sGJEyc8jvnjjz9i2bJluOOOOxARcfHj6zmXzIwaNcpqE0iIYJaWQiUbKdvAxVdTGSMQrSVHtAOxnWJRL6EeIhtGShukSpFJ9WMJGjMzqXq15LzG/nQplgJ3c4M03+FwaAbXhgYxBixB0/T2pugwqQN6LOmh+726/ZJT85IGIwxQjcFRz9PHEP+w2e1OS//+/TFmzBi8+OKLeP755zF9+nTccsstOHToEN555x3Nvtu2bcOVV17pmoALAPfeey/uvvtu/Otf/8Knn36KZ555BgMHDkR8fDzeeuutgM8lM3PmzLHaBBIimKalUFmz0Nbe1gsmXnfRWnI4HLhu13Xo90s/RERHcJ1UA/FV7qverlmGwWB0a8lpsx9diqXAzV4RejFrGQ3RnYmB876gw2sd0Pye5rrfq1dLziDPbt9RYi1Rjc4XrertLk1svgQNcL4b7SuvvILk5GScOnUKvXr1wooVK3DTTTfV+d4RI0Zg3rx5+OCDD1BUVIQWLVpg5MiReO2119ClSxeh55KFCRMmWG0CCRHM0lKorFko3cDFxDmpRmgpquHF2xszqQbi62GGRZlUvVrymkkNlXnwgJhAz1mu6O34InHPpFr8XdXtl5zm2u07Sizl8mmX41zWOcRdHngDs3DF9l+l2NhYvPvuu8jPz0dZWRm2bdvmtdva4MGDoSgKJk2a5No2ceJEbN26FYWFhaisrEReXh6Sk5O9Bqh6ziUz6kwzIcFglpZkzkbKXKqsLv0yeqButJYiYuQMUp2aURQbZ1J9lPtaNSdVr5ZcNkd42QZI97318JEC7Nc8ZDBznVSLta7bL124NlbbTexFs9ubYUnkEpZTB4BkQz4SLGPHjrXaBBIimKYl9eBRNicvcyZVfXcwuErJaC2FRCa12v6ZVDt099WtJW+BRahMMfDye0DHjDbpgZUBjZOCQa+WXOW+EvkYYg4ceweG3W53xGCWL19utQkkRDBLSzJnUqWe22ZigG20lkJhTqqz3NduA2B/ymTNDFL1aqnOTKps31vBS9AAbplwE7v7Wv2AQLdfYrkv8QHH3oHBr1KY0bdvX6tNICGCaVqSeAkaM0tmRWPmwwGjtRQKmVTZyn01TZRMLPfVraVQy6S6VZsIyaSa1O3Y49gWX3ohWiIEHHsHCoPUMOPo0aNWm0BCBLO0JHMTE5nXWzQzk2q0ljRBqkwa8pJJtd1d20e5r1WZVL1aCvlMqog5qWZdD7dmbVZP79CtJYenlggBOPYOFH6VwozISJlq3YidMU1LIRLoyeZtzcykGq0lWct9pcik+lhfVBP0mZhJ1aulurr7yuZzDJmTata6sTabw6/bL10wWaZqDWIOHHsHhmTDJhIsLVq0sNoEEiKYpSWZO21KnQU2ccBotJZkLfeVLZNqhzmpurXkbZ1UHxlhKTBgTqqvhlii8bXmrlXo1lKE27+EXIBj78DgVynM2L17t9UmkBDBLC2FSqAnnbc10XajtSRrkCpFJtXHPFS1ZiKizRO/Xi3VmUmV7HvLTKo4dGvJ4aklQgCOvQNFMvdLgiXU1n0l1mGaliQu95U5wDbTdqO1JGuQKl0m1dc6qSZmUvVqyducVJkbJ4XKnFQ7fE91+yV29yU+4Ng7MPhVCjPmz59vtQkkRDBLS6Y9xTcCiQNsMzOpRmuJc1KNw58MpJlzUnVryUtHVpmnGHjYK2IJGiu6+9pgdBqwlmwQYBN7wbF3YNjADRAzmTBhgtUmkBDBNC2FSKBnt+CiTkzMJhmtpZDIpFbbM5Pqc9kZizKperXktbtviFRAePs9IMxa79lm/lK3lljuS3zAsXdg2Ox2R4wmKSnJahNIiGCWluz2dF0PUtvuMM92o7Uka5DqNZNqN/t9lftGWhOk6taSt7UtTWoUZAgGNE6yYk6qHSoedGuJ5b7EBxx7Bwa/SmHGY489ZrUJJEQwS0uaAZLF6+bpxmaZAV2YaLvRWpI1SJVhTqrdyn31asllc6hmUgX4TLPmpNrtuuv2S94eeBACjr0DxWa3O2I08+bNs9oEEiKYpiWzSs0MQOZMqpnX3WgtyTon1fWgQIFt56RqrqcNyn31askZgPmz3qsUGLwEjaEPCm3WOEm3lpzXRiYfQ0yBY+/AkM39kiC55ZZbrDaBhAhmaUkzeJQ4kyrbfFr1tTY6MDJaS7JmUtXlvlJkUn0Ed2ZmUvVqKapZ1Pl/m0Rd3CjxPHjDM6lGYrMlu3T7pQv22+5BErEcjr0DwwZugJjJL7/8YrUJJEQwTUsye6lQWcrC4L+B0VqSNUhVl/vaNpNqsyVo9Gqpa1JXdJvTDY0TG7u2Sd1R3IBAz6y/n93KfXX7pQi3fwm5AMfegRFV9y4klGjSpInVJpAQwSwteV3HUBLMbD4kmoi4CCASiIiJMHzAaLSWZA1Spcik+iqNVf0/Ito8o/VqKb5rPOK7xms3hsoUA0FStySTaoOSWb1aYndf4guOvQODQWqYERsba7UJJEQwTUvOQaKM932JM6lRDaJw1byrEBFvfJBqtJY0c1JlCjokyKRqysJtkEkVoSW7ZfR0YYDPsSJItcN1160lZ7mvRA/CiDlw7B0YMt2uiQBycnKsNoGECGZpyTlYscOgRTc2m2Oll5b3tkTzYc0NP4/RWlIHqa71RiVAhkwqgItdTW0wJ1WEljSfQzK3Y0izNpOymj7nN1uEbi2x3Jf4gGPvwOBXKcwYOHCg1SaQEMEsLbkGK9aPWXQjddMnEzFaS5ogtUKeINWVSa22byYV8LGMi0XrpArRksQVEKGSSbXD6FSvlljuS3zBsXdg2MANEDNZtGiR1SaQEME0Lcm89pzNBl12xWgtqTN5SqU8QapT8+rsrx0yTB5cyLT5zKSaGKSK0JLMS9AYMifVLN9rsyVo9GrJ1Sm6GWfSES0cewcGv0lhxoQJE6w2gYQIZmnJNUCyfsyiG6nntpmI0VpSZ7FrKmsMPZdQnJnUKsVjm51wRDigQPE9J9XEcl8hWpI5k2rEvE4Lyn3toHO9Wur8XmdcMuwSNLuzmUEWEVnh2DswbOAGiJkkJSVZbQIJEUzTknOAJKO3krhLqJmY6ZekzKSqglRbBk3e5uJZlEkVoSWZM6lG+JxwbZykV0uxbWPRemxrU7tZEzng2Dsw+E0KM5544gmrTSAhgllacjVOknFOp80GXXbFTL8kU5AqTSb1QhBjh0yqCC0ZUTJrFqGyBI0dyn05XiKioJYCw4a3O2Ik06dPt9oEEiKYpiWJl6CRebBrJmb6JZmCVFkyqa4HSTaYkypES6ryVjte71qRuHGS3cp9OV4ioqCWAsMGboCYyfDhw602gYQIZmnJNUCS0VuxcZJfmOmXpJqTekE/ds+keluCRh1wmFn+KEJLdguW9CDzEjR2y6RyvEREQS0FhmTulwTLtm3brDaBhAhmaUnmcl82TvIPM/0SM6ni8fogyaJMqhAtydw4SeJMqt0e6nG8RERBLQWGDdwAMZO2bdtabQIJEUzTkswLpNts0GVXzPRLMgWpLs3UeNlmJ+rIpJo5J1WEljRBmWQxquZhnmRzUjWasUEmleMlIgpqKTDseLsjBlJVVWW1CSREMEtLrsGK9WMW/cickTERM/2STEGqN83YUUfe5qRq/m9iJlWElqSugAiRTKodrjvHS0QU1FJgMEgNM06cOGG1CSREME1LziyNDQYtejEiqxGKmOmXpJqT6u0ObcO7tp3KfYVoST0H04bXuzZCZU6qHa47x0tEFNRSYNjADRAz6dGjh9UmkBDBLC25Bl0yBnnMpPqFmX5J6kyqw6Zzs21U7itCS8ykagnXcl+Ol4goqKXAYJAaZqxevdpqE0iIYJqWJM6k2i0zYFfM9EsyBakemrGphuy0BI0ILfn6HDIQKuuk2uG6c7xEREEtBYYN3AAxk4cffthqE0iIYJaWZJ6TKnVGxkRM9UsS/RncNWNbDXlpbmZVJlWIltQjI5tecp/4KLkOBkvmpNogk8rxEhEFtRQYDFLDjE8//dRqE0iIYJaWpC73tVlmwK6YoaWrFlyF6BbR6LFEorIrWTKpkfbJpIrQkq+yZSkwovmQSXNS7fZQj+MlIgpqKTCirDaAmMuECROsNoGECGZpKe7yONS7tB6aDG5iyvlEYkTpXShihpZa3tsSLf7Qwp5zOn0gSyY1Iu58RBoRfzEyVdsaEW1edC1ESwZkI83CiMZJ4Vruy/ESEQW1FBg2cAPETJKSkqw2gYQIZmkpqmEUBhwegKs+v8qU8wmFjZP8wiwtyRSgApAmk9r5nc5o91I7NOrb6OJGizKpIrQkdSZVfd0F6T3mshghx6kTm5X7crxEREEtBQYzqWHGvffea7UJJEQwU0t2GLAEhM0yA3aFfsk7smRSmw1phmZDmmm2ORyO8/pXzJ2TKkJLMldAGJFJTXgsASU7S9D0jqZiDugDTVBtA39Jv0REQS0Fhg3cADGTtWvXWm0CCRGopbqx2xwru0It+UCSTKpPnJ25TcykCtGSzBUQBtgeUS8CV0y/Ai1HtxRyvFpxtiCwwYNJ+iUiCmopMGS75ZEgueoqCUsmiS2hlvyAmVS/oJZ84L5Mqg0G7npwLU1jYpAqQktSL0Fjs2ykbpxBqg0eDtAvEVFQS4EhowsjQXDq1CmrTSAhArVUN5pMqmzzIU2EWvKOLOW+PnFmUk0s9xWipRDJpMpWqgyorrdJHYVrg36JiIJaCgwGqWFGWVmZ1SaQEIFa8gNmUv2CWvKB5OW+ETEXuv7Gmme4CC1JnUmVfYqBjTKp9EtEFNRSYLBxUpjRoUMHq00gIQK15AcyZ2RMhFryjuyZ1M7vdEbZ4TLEto017ZwitCRz4ySZl88BcNFmG9hOv0REQS0Fhg3cADGTjIwMq00gIQK1VDfSzw8zCWrJB5JnUts83gad/t3J1HMK0ZKq1FS2BwOyTzFw2myH+df0S0QU1FJgSHbLI8EycuRIq00gIQK15AfMpPoFteQd2TOpViBCS0Ys42IasmdSbVTuS79EREEtBYaMLowEwZw5c6w2gYQI1JIfOHz8n2iglrzjkU3iHbtORGhJfd3tECzpQl2pLJvtwEWN26BxEv0SEQW1FBi85YUZEyZMsNoEEiJQS3Uj9dw2E6GWvOOIdGg640oZdJiMEC1J3CFX6iwwVOW+NtA6/RIRBbUUGBK6MBIMSUlJVptAQgRqyQ8cF/+VcX6YWVBLvomIV92meceuExFakrpDrsQBNoCLNttA6/RLRBTUUmDYwA0QM3nooYesNoGECNRS3bgGuPS0tUIt+SYy7mLdo3QBkwUI0ZK61FSy767UATZwcW1dGzROol8ioqCWAkMy90uCZcmSJVabQEIEaskPnAMuGQeLJkIt+SYiTnWbtsE8PbsjQktSB3qSN06yU7kv/RIRBbUUGBK6MBIM/fv3t9oEEiJQS37gcPuXeIVa8o06SLXDwN3uiNCSJosn2ShJ6gAbuOgrbfBAhn6JiIJaCgzJ3C8JlsOHD1ttAgkRqKW6cQ4SpRwsmgi15BtNJpV37DoRoiWZ53XK3lHcRtUn9EtEFNRSYPCWF2ZER0dbbQIJEaglP7BRExA7Qy35hnNS9SFCSzIvQSN7JtVV7muDOan0S0QU1FJgcOgUZjRv3txqE0iIQC3VDTOp/kEt+YaZVH0I0ZLM8zplth2w1YM9+iUiCmopMGzgBoiZ/PTTT1abQEIEaqluYjvEoukdTdH60dZWm2JrqCXfcE6qPkRoiZlUC7FRuS/9EhEFtRQYUVYbQMzl9ttvt9oEEiJQS3XjiHTg6rSrrTbD9lBLvmEmVR8itKQJkKyPlfQh83xaqNaTtkHjJPolIgpqKTB4ywszFixYYLUJJESglogoqCXfcE6qPoRoSTUyku2aa+yVcYR3wXw7XHf6JSIKaikwZHRhJAgmTJhgtQkkRKCWiCioJd8wk6oPEVqSeQkadfbUDoGebpzlvjZonES/RERBLQWGFO63vLwcL7zwAtq0aYO4uDj0798fq1evrvN948aNg8Ph8PmTm5vr2nfdunU+98vIyDDy45lKUlKS1SaQEIFaIqKglnyjmZNqg4G73RGiJYkzqbI3TnKV+9rAdvolIgpqKTCkmJM6btw4pKam4umnn0bXrl0xe/ZsDB06FOnp6bjxxht9vu/xxx/HbbfdptmmKAr+/Oc/o0OHDrj00ks93jNx4kT07dtXs61Lly5iPogN+NOf/mS1CSREoJaIKKgl37Bxkj5EaEnmTKqmcZJDQr3YqNyXfomIgloKDNu7323btmHBggV488038e6772L8+PH47rvv0L59ezz//PO1vnfAgAEYO3as5qdjx444d+4cHnzwQa/vSUxM9HhPKLWO/vzzz602gYQI1BIRBbXkG/WcVPvfsa1HhJZCpnGSjHpx2myDxkn0S0QU1FJg2N6FpaamIjIyEuPHj3dti42NxWOPPYbvv/8ev/76q67jpaSkwOFw4IEHHvC5T3FxMaqqqgK22c7ceuutVptAQgRqiYiCWvINM6n6EKIlVYAk2zWXfQkaZ/bXDrbTLxFRUEuBYfsgdefOnbj88svRqFEjzfZ+/foBAHbt2uX3sSorK/Hll19i4MCB6NChg9d9HnnkETRq1AixsbG4+eabkZmZWesxy8vLUVRU5PopKSnx2x4r+Pnnn602gYQI1BIRBbXkGzZO0ocILUndIVf2TKqz3NcG86/pl4goqKXAsL0Ly8/PR0JCgsd257a8vDy/j5WWlobCwkKvpb716tXDqFGj8PHHH2Pp0qV44403sGfPHiQmJmLnzp0+j/nmm2+icePGrp9Bgwa57J42bRrKy8tdE6aTkpJw7NgxfPnll9i9ezc2bNiAtLQ0ZGdnY/bs2SguLtbse/r0aSQnJ2Pv3r1Ys2YN0tPT8dNPPyElJQWFhYWafUtLSzFjxgwcPHgQX3/9NTZv3owdO3YgNTUVeXl5rn03bNiA6upqTJkyBbm5uVi8eDEyMzORkZGB5cuXIycnB9OnT/ew+8SJE1iwYAF2796N9evXIy0tDfv27cOcOXM87C4qKsLcuXOxb98+fPvtt0hPT8eePXswf/58FBQUaPYtKyvDjBkzkJOTgxUrVmDLli3IzMzEokWLkJeXh8mTJ6OmpgZJSUmoqanB5MmTkZeXh0WLFiEzMxNbtmzBihUrkJOTgxkzZqCsrExz/IKCAsyfPx979uxBeno6vv32W+zbtw9z585FUVGRZt/i4mLMmTMH+/btQ1paGtavX4/du3djwYIFOHHihGbf8vJyTJ8+HTk5OVi+fDkyMjKQmZmJxYsXIzc3F1OmTEF1dbXmPXl5eUhNTcWOHTuwefNmfP311zh48CBmzJiB0tJSzb6FhYVISUnBTz/9hPT0dKxZswZ79+5FcnIyTp8+7WH37NmzkZ2djbS0NGzYsAG7d+/Gl19+iWPHjnnYPW3aNBw+fBjLli1DRkYGtm/fjiVLluDo0aOYOnUqqqqqNO/Jz89Hamoqdu7ciU2bNmHlypU4cOAAtm7dirNnz2r2PXnyJFJSUpCVlYXvvvsOa9euRVZWFubNm4dTp05p9i0pKcGsWbOQnZ2NVatWYePGjdi1axcWLlzoYXdlZSWmTZuGI0eOYOnSpdi2bRu2bduGpUuX4siRI5g2bRoqKys9vmsLFy7Erl27sHHjRqxatQrZ2dmYNWsWSkpKNPueOnUK8+bNQ1ZWFtauXYvvvvsOWVlZSElJwcmTJzX7nj17FjNnzsSBAwewcuVKbNq0CTt37kRqairy8/M1+1ZVVWHq1Kk4evQolixZgu3btyMjIwPLli3D4cOHbekjkpKSTPcRR44coY/w4SMKiwtd95ujuUel8hEzZ8403UdUVVUF7SM+T7lYmueIcEjlI8pKy1y2Hzh4QD4fcWFUWlZRZvk4olmzZlL4CJnHEVb4CCvGEdHR0bbxETKNIxyKoigwiZqaGlRUVPi1b0xMDBwOBzp37owrrrgCK1eu1Lx+8OBBdO7cGR9++CGefvppv475wAMPuARwySWX1Ln/f//7X/Tq1Qs33XQTVq1a5XWf8vJylJeXu37ftWsXBg0ahB07dqBPnz5+2WUmmZmZuO6666w2g4QA1BIRBbXkm+NfHEfWfVkAgKZ3NMXVaVdbbJG9EaGl6tJqbIzfCADoubInLrmr7vGCXSj8phB7hu4BALQY0wLdv+xusUX62Np1K0r/W4ouH3fBZRMvs9QW+iUiCmopMEzNpG7YsAFxcXF+/ezbtw8AEBcXpwkCnZSVlble94eSkhIsXboUQ4YM8StABc539b3nnnuQnp6O6upqr/vExMSgUaNGrp8GDRr4dWyrOHLkiNUmkBCBWiKioJZ8wzmp+hChJZnndUpdqgxcbFRlA9vpl4goqKXAMHUJmm7dumHWrFl+7ess501ISNCsZ+okPz8fANCmTRu/jrdkyZJau/r6om3btqioqMDZs2c95sXKyPXXX2+1CSREoJaIKKgl33BOqj6EaEndWVa2a65e41XGJWgu2G+HhwP0S0QU1FJgmBqktm7dGuPGjdP1nt69eyM9PR1FRUWaIHHr1q2u1/1h3rx5aNCgAYYPH67r/AcPHkRsbKztM6T+snjxYvzlL3+x2gwSAlBLRBTUkm8i4y9GTHZoJmN3RGiJmVTrcHX3tYHW6ZeIKKilwLC9Cxs9ejSqq6sxffp017by8nLMmjUL/fv3R9u2bV3bz507h71796KgoEBzjBMnTmDNmjX4/e9/j/j4eK/nOXHihMe2H3/8EcuWLcMdd9yBiAjbXyq/eOKJJ6w2gYQI1BIRBbXkG2ZS9SFCS1IHeupMqmQBNgBblfvSLxFRUEuBYQM3UDv9+/fHmDFj8OKLL+L555/H9OnTccstt+DQoUN45513NPtu27YNV155patTlJMvvvgCVVVVtZb63nvvvbj77rvxr3/9C59++imeeeYZDBw4EPHx8XjrrbcM+WxW8Mknn1htAgkRqCUiCmrJN5yTqg9hWnJedtkuudpe24/wvOAs97VBJpV+iYiCWgoMU8t9A2Xu3Ll45ZVXkJycjFOnTqFXr15YsWIFbrrpJr/eP2/ePLRs2RK33Xabz31GjBiBefPm4YMPPkBRURFatGiBkSNH4rXXXkOXLl1EfRTLefLJJ602gYQI1BIRBbXkG2ZS9SFKS45IB5QaRboHAxp75TIdgGoerQ20Tr9EREEtBYYN3EDdxMbG4t1330V+fj7Kysqwbds2DBkyxGO/wYMHQ1EUTJo0SbP9+++/x7FjxxAZGenxHicTJ07E1q1bUVhYiMrKSuTl5SE5OTmkAlQAmDJlitUmkBCBWiKioJZ8ExmnmpMqYyMckxGmpQi3f2UhRMp97WA7/RIRBbUUGLK5XxIkv//97602gYQI1BIRBbXkG3UmtaayxkJL5ECUlpzlpnYIlvQg9XxawFblvvRLRBTUUmDI6MJIEGRkZFhtAgkRqCUiCmrJN+ogVSlXLLREDkRpyRXsWR8r6UPyTKqdyn3pl4goqKXAsIEbIGbSrl07q00gIQK1RERBLfkmIlqVSS1nJrUuhGnJRut16kH2Oamucl8bZFLpl4goqKXAYJAaZlRUVFhtAgkRqCUiCmrJP2oqGKTWhSgtuYIk2UZJ6hhVsgAbgK3mAtMvEVFQS4FhAzdAzOTkyZNWm0BCBGqJiIJa8g+W+9aNMC2FQiZVwhGes9zXDplU+iUiCmopMCR0YSQYunfvbrUJJESglogoqCX/qCljJrUuRGlJ2kyq5HNS7dTdl36JiIJaCgzZ3C8JkrVr11ptAgkRqCUiCmrJPzgntW5EaSmq8fll5CMb+l66zo7IPie16a1NEdU0Cg16N7DaFPolIgxqKTAciqKwfkggP/zwA6699lrs2LEDffr0sdocD8rKyhAbG2u1GSQEoJaIKKil2lnnWAcAiGkXgwGHB1hrjM0RpaUzm8/g3P5zSHgkQYBV5lGypwSZvTIBAJf+v0vR9aOuFlukH6VasUW5L/0SEQW1FBjMpIYZM2bMsNoEEiJQS0QU1JJ/MJNaN6K01PiGxtIFqIA2k2qHktlAsEOACtAvEXFQS4HBTKpg7J5JJYQQIhfOTGpUkyjceOpGa40htuZs1lls774dAHDZs5ehy3tdLLaIEEICg5nUMCMpKclqE0iIQC0RUVBL/sFMat2EvZbUjZMc9shIykrYa4kIg1oKDAapYcZ9991ntQkkRKCWiCioJf9gkFo34a4l2ZegsRPhriUiDmopMOjCwozVq1dbbQIJEaglIgpqyU8Yo9ZJ2GtJ9iVobETYa4kIg1oKDAapYUaPHj2sNoGECNQSEQW1REQR7lqSfQkaOxHuWiLioJYCg0FqmFFQUGC1CSREoJaIKKgl/3DUY9RRF2GvpQgf/ye6CXstEWFQS4ERZbUBxFwqKyutNoGECNQSEYVoLVVXV4eUPrtv7o7D/zqM9i+3R1lZmdXm2Jrq6mph1ygqKgqRkZFSNSBS28py3+AIJR9CrIVaCgwGqWFG+/btrTaBhAjUEhGFKC0pioLffvsNp0+fFnI829AUqP9efRSgAAU5fCJfGy1btkROTo6w40VGRqJly5Zo3LixHMEqM6nC4D2OiIJaCgwGqWHG1q1bccUVV1htBgkBqCUiClFacgaoLVu2RHx8vBxBBRHKqVOn0LRp06CPoygKqqqqUFRUhPz8fJSWliIhIUGAhcaizp5S/8HBexwRBbUUGAxSw4wRI0ZYbQIJEaglIgoRWqqurnYFqJdccknwRhEpadmyJSIjI4Udr2HDhoiJiUFBQYHwYxsCM6nC4D2OiIJaCgy6sDBj7ty5VptAQgRqiYhChJacc37i4+ODPhaRl8LCQuHHrF+/PhRFkWJemSaTyjmpQcF7HBEFtRQYDkVRFKuNCCV++OEHXHvttdixYwf69OljtTmEEBIWlJWVIScnBx07dkRsbKzV5pAQQiZtVZyowJaWWwAAHf/dEe1f5Fw4QoicMJMaZiQlJVltAgkRqCUiCmqJiOL48eNWm2AtDh//J7qhXyKioJYCg0FqmPHwww9bbQIJEaglIgpqiYgi3Ocjs9xXHPRLRBTUUmAwSA0zFi1aZLUJJESglogoqKXAmTRpkqaLa4cOHTBu3DjNPtnZ2bjjjjtcy6gsWbIEALB9+3YMHDgQ9evXh8PhwK5du8wz3CBOnTpltQnWwsZJwqBfIqKglgKDLizMuP766602gYQI1BIRBbVkLA8//DD27NmDf/3rX0hOTsZ1112HyspKjBkzBidPnsSHH36I5ORktG/f3hX0On/i4+PRrl07DBs2DLNmzUJ5eXnAdqxcuRKTJk0S98G80KBBA0OPb3eYSRUH/RIRBbUUGFyCJsw4dOgQ12oiQqCWiCioJXHs27cPEREXnz+Xlpbi+++/x9///ndMmDDBtX3v3r04fPgwPv30U/zpT3/yOM6UKVPQoEEDlJeXIzc3F2lpaXj00Ufx0UcfYcWKFWjbtq1u21auXInJkycbGqiWl5fbvrmRoahTD4xRg4J+iYiCWgoMBqlhRljfvIlQqCUiCmpJHDExMZrfT5w4AQBo0qSJZruzwZD7diejR49G8+bNXb+/+uqrmDdvHh566CGMGTMGGRkZ4owWiDpAD0eYSRUH/RIRBbUUGOHtzcOQpk2bWm0CCRGoJSIKask/Nm3ahL59+yI2NhadO3fGtGnTPPZRz0mdNGkS2rc/vwTJX//6VzgcDtfrgwYNAgCMGTMGDocDgwcPrvP8Dz74IP70pz9h69atWL16tWv7xo0bMWbMGLRr1w4xMTFo27YtnnnmGZSWlrr2GTduHCZPngwAmnJiJ++99x4GDhyISy65BHFxcbj22muRmpqq+xpFRkbqfk9IoY5LOcILCvolIgpqKTCYSQ0zsrKy0KtXL6vNICEAtUREQS3VzZ49e3DHHXegRYsWmDRpEqqqqvDaa6+hVatWPt8zcuRINGnSBM888wzuv/9+DB06FA0aNECrVq1w6aWX4t///jcmTpyIvn371nocNX/84x8xffp0fPvtt7j99tsBAAsXLsS5c+fwxBNP4JJLLsG2bdvwn//8B0ePHsXChQsBAI8//jjy8vKwevVqJCcnexz3448/xvDhw/Hggw+ioqICCxYswJgxY7BixQrcfffdfl+nsrIyxMfH+71/qMFMqjjol4goqKXAYJAaZtx6661Wm0BCBGqJiMJILSmKgppzNYYdXy8R8RGaDKK/vPrqq1AUBRs3bkS7du0AAKNGjULPnj19vqdXr15o1KgRnnnmGfTp0wdjx451vVZeXo5///vfSExMxOjRo/22o0ePHgCAAwcOuLa9/fbbiIuLc/0+fvx4dOnSBS+99BKOHDmCdu3aYcCAAbj88suxevVqjR1O9u/frznGhAkT0KdPH3zwwQe6gtSGDRv6vW9IwjmpwuA9joiCWgoMBqlhxhdffKFpnkFIoFBLRBRGaqnmXA02NthoyLEDIbEkEZH19ZWkVldXIy0tDSNGjHAFqABw5ZVXYsiQIVi5cqVoM33i7J5bXFzs2qYOLs+ePYvS0lIMHDgQiqJg586dGpt9oT7GqVOnUF1djcTERMyfP1+XfadOnULLli11vSeU0GRPWe4bFLzHEVFQS4FBFxZm8EtCREEtEVFQS7Vz4sQJlJaWomvXrh6vmd0xsqSkBIA2Y3nkyBGMGzcOzZo1Q4MGDdCiRQvXnNczZ874ddwVK1bg+uuvR2xsLJo1a4YWLVpgypQpfr/fSTgHqAA0ozqW+wYH/RIRBbUUGMykhhlJSUn8shAhUEtEFEZqKSI+AokliYYcOxAi4uV+NvzTTz8BALp06QLgfJb39ttvx8mTJ/HCCy+gW7duqF+/PnJzczFu3DjU1NRdar1x40YMHz4cN910Ez755BMkJCQgOjoas2bNQkpKii77jh8/HtaBqqaUXG6pWQ7vcUQU1FJgMEgNM/7nf/7HahNIiEAtEVEYqSWHw6G7vNZutGjRAnFxccjOzvZ4bd++faba4mx6NGTIEADnGzrt378fc+bMwUMPPeTaT93914mvubhfffUVYmNjkZaWpllCZ9asWbrtUy+bE7Y4ACi+rzfxD97jiCiopcDgc7YwY86cOVabQEIEaomIglqqncjISAwZMgRLlizBkSNHXNt/+eUXpKWlmWZHSkoKZsyYgQEDBrgagTiXfFEUxbWfoij4+OOPPd5fv359AMDp06c12yMjI+FwOFBdXe3adujQISxZskS3jYWFhbrfE3JEuP1LAoJ+iYiCWgoMZlLDDOeSAYQEC7VEREEt1c3rr7+OVatWITExEU8++SSqqqrwn//8B927d8fu3buFny81NRUNGjRARUUFcnNzkZaWhs2bN+Pqq692LSsDAN26dUPnzp3x3HPPITc3F40aNcJXX32FU6dOeRzz2muvBQBMnDgRQ4YMQWRkJO677z7cfffd+OCDD3DnnXfigQcewPHjxzF58mR06dJF92dr1KhRcB88BHBEOKBUK5yTGiT0S0QU1FJg8DlbmOGcT0RIsFBLRBTUUt306tULaWlpaNGiBV599VXMnDkTr7/+On7/+98bcr4nnngCf/zjH/GXv/wF06dPR9OmTTFz5kxs3boVl156qWu/6OhoLF++HL1798abb76J119/HV27dsXcuXM9jjly5Eg89dRTWLVqFf74xz/i/vvvBwDccsst+Oyzz/Dbb7/h6aefxvz58/H2228H9NlKS0sD/9ChgnNkxxg1KOiXiCiopcBwKOoaHRI0P/zwA6699lrs2LEDffr0sdocDzIyMnD99ddbbQYJAaglIgoRWiorK0NOTg46duyI2NhYQZYR2SgpKXEtkyMK2bS1IX4Dakpr0C25G1qPbW21OdLCexwRBbUUGMykhhlRUazwJmKglogoqCUiCjYLgmtkx3Lf4KBfIqKglgKDQWqY8euvv1ptAgkRqCUiCmqJiKKiosJqEyzHFahzhBcU9EtEFNRSYNCFhRn9+vWz2gQSIlBLRBTUEhGFs4NwWOPMpDKrHBT0S0QU1FJgMEgNM5YtW2a1CSREoJaIKKglIgr35W3CEVeZL0d4QUG/RERBLQUGXViYMX78eKtNICECtUREQS0RUbRo0cJqE6yHc1KFQL9EREEtBQaD1DBjypQpVptAQgRqiYiCWiKiOHHihNUmWA4zqWKgXyKioJYCg0vQCMbuS9AQQkgoItsyIUQeZNPW5labUXm8Et0Xd0eLEcwsE0LkhM/ZwoykpCSrTSAhArVEREEtEVEcP37cahOs50IileW+wUG/RERBLQUGg9QwY+TIkVabQEIEaomIgloiomjSpInVJlgOy33FQL9EREEtBQZdWJixZcsWq00gIQK1RERBLRFRlJSUWG2C9bBxkhDol4goqKXAYJAaZnTs2NFqE0iIQC0RUVBLRBQxMTFWm2A5ruCUMWpQ0C8RUVBLgcEgNcwoKyuz2gQSIlBLRBTUUnjjcDgwYcIEIcdiL0gwkyoI+iUiCmopMBikhhlc6JyIgloioqCWrGXdunVwOBxwOBz4/PPPve5zww03wOFwoEePHiZbp4+qqiqrTbAczkkVA/0SEQW1FBh0YWHGlVdeabUJJESglogoqCV7EBsbi5SUFI/thw4dwpYtW6RYfiUuLs5qE6yH3X2FQL9EREEtBQaD1DDju+++s9oEEiJQS0QU1JI9GDp0KFavXo2CggLN9pSUFLRq1QrXXXedsHMpioLS0lJhx3NSVFTkse3s2bPCz2NnOCdVDPRLRBTUUmAwSA0zHnzwQatNICECtUREQS3Vzu7du+FwOLBs2TLXth07dsDhcKBPnz6afe+66y70798fAFBTU4NJkyahTZs2iI+Px80334ysrCx06NAB48aN8zjPPffcg5iYGCxcuFCzPSUlBX/4wx8QGRnp8Z5Zs2bhlltuQcuWLRETE4OrrroKU6ZM8divQ4cO+N3vfoe0tDRcd911iIuLw7Rp03x+5jfeeAMRERH4z3/+49r2zTffIDExEfXr10fDhg1x99134+eff9a877nnnkODBg1w4MABDB06FA0bNnTpKzs7G6NGjULr1q0RGxuLyy67DPfddx/OnDnj0w4piXD7lwQE/RIRBbUUGHRhYcZnn31mtQkkRKCWiCiopdrp0aMHmjRpgg0bNri2bdy4EREREfjxxx9d2cOamhps2bIFN910EwDgxRdfxOuvv47rrrsO7777Lrp27YohQ4b4zCzGx8fjnnvuwfz5813bfvzxR/z888944IEHvL5nypQpaN++PV566SW8//77aNu2LZ588klMnjzZY999+/bh/vvvx+23346PP/4YvXv39nrMl19+Ga+++iqmTZuGp556CgCQnJyMu+++Gw0aNMDbb7+NV155BVlZWbjxxhtx6NAh13vLy8tRVVWFIUOGoGXLlnjvvfcwatQoVFRUYMiQIcjIyMBTTz2FyZMnY/z48Th48GDIzReLbXe+LDvmMnY6Dgb6JSIKailAFBtTXFysvPrqq8qQIUOUpk2bKgCUWbNm6TpGWVmZ8vzzzysJCQlKbGys0q9fP+Xbb78Nel9f7NixQwGg7NixQ9f7CCGEBE5paamSlZWllJaWen29pMT3j/tbatv33LnA9w2Gu+++W+nXr5/r95EjRyojR45UIiMjlW+++UZRFEX54YcfFADK0qVLld9++02JiopSRowYoTnOpEmTFADKww8/7NqWnp6uAFAWLlyorFixQnE4HMqRI0cURVGUv/71r0qnTp0URVGUQYMGKd27d9cc75yXDzlkyBDXe5y0b99eAaCsWrXKY38Ayl/+8hdFURTl2WefVSIiIpTZs2e7Xi8uLlaaNGmi/M///I/mfb/99pvSuHFjzfaHH35YAaD87W9/0+y7c+dO12fUS13ashsVpyqU4j3FVptBCCFBYetMakFBAf7xj3/gl19+wdVXXx3QMcaNG4cPPvgADz74ID7++GNERkZi6NCh2LRpU1D7ykpSUpLVJpAQgVoiojBDSw0a+P4ZNUq7b8uWvve96y7tvh06+N73QkJTCImJifjhhx9cWdBNmzZh6NCh6N27NzZu3AjgfHbV4XDgxhtvxNq1a1FVVYUnn3xScxxnZtIXd9xxB5o1a4YFCxZAURQsWLAA999/v8/91Y2Kzpw5g4KCAgwaNAgHDx70KKPt2LEjhgwZ4vU4iqJgwoQJ+Pjjj/H555/j4Ycfdr22evVqnD59Gvfffz8KCgpcP5GRkejfvz/S09Nd+zqXenjiiSc0x2/cuDEAIC0tDefOnav1GshOdJNoNOjRwGozpIf3OCIKaikwoqw2oDYSEhKQn5+P1q1bIzMzE3379tX1/m3btmHBggV499138dxzzwEAHnroIfTo0QPPP/88tmzZEtC+MlPbYIMQPVBLRBTUUt0kJiaiqqoK33//Pdq2bYvjx48jMTERP//8syZIveqqq9CsWTMcPnwYANClSxfNcZo1a4amTZv6PE90dDTGjBmDlJQU9OvXD7/++qvPUl8A2Lx5M1577TV8//33HsHfmTNnXMEhUPuC9nPnzkVJSQmmTJnioYfs7GwAwC233OL1vY0aNXL9v169eoiKisJll12m2adjx4743//9X3zwwQeYN28eEhMTMXz4cIwdO1ZjIyFO6JeIKKilwLB1JjUmJgatW7cO+P2pqamIjIzE+PHjXdtiY2Px2GOP4fvvv8evv/4a0L4yk5aWZrUJJESglogozNBSSYnvn6++0u57/Ljvfb/5RrvvoUO+91VNIQ2a6667DrGxsdiwYQM2btyIli1b4vLLL0diYiK2bduG8vJybNy4EYmJiUGf64EHHsCuXbswadIkXH311bjqqqu87nfgwAHceuutKCgowAcffICvv/4aq1evxjPPPAPg/BxZNbUtD3PDDTegVatWSEpKwsmTJzWvOY+TnJyM1atXe/wsXbrUtW9lZSViYmIQEeE5vHn//fexe/duvPTSSygtLcXEiRPRvXt3HD161L8LQ8IK3uOIKKilwLB1JjVYdu7cicsvv1zzlBUA+vXrBwDYtWsX2rZtq3tfNeXl5SgvL3f9XlJSIvQziKZXr15Wm0BCBGqJiMIMLdWvb/2+wVCvXj3069cPGzduRLt27VzBaGJiIsrLyzFv3jwcO3bM1TSpffv2AID//ve/mgxmYWEhTp06Veu5brzxRrRr1w7r1q3D22+/7XO/5cuXo7y8HMuWLUO7du1c29Xlt/7SpUsXvPPOOxg8eDDuvPNOrF27Fg0bNgQAdO7cGQDQsmVL3HbbbbUeJyqq9mFNz5490bNnT7z88svYsmULbrjhBkydOhVvvPGGbptJaMN7HBEFtRQYts6kBkt+fj4SEhI8tju35eXlBbSvmjfffBONGzd2/QwaNMh1vGnTpqG8vNxVi56UlIRjx47hyy+/xO7du7FhwwakpaUhOzsbs2fPRnFxsWbf06dPIzk5GXv37sWaNWuQnp6On376CSkpKSgsLNTsW1paihkzZuDgwYP4+uuvsXnzZuzYsQOpqanIy8tz7Ttr1ixUV1djypQpyM3NxeLFi5GZmYmMjAwsX74cOTk5mD59uofdJ06cwIIFC7B7926sX78eaWlp2LdvH+bMmeNhd1FREebOnYt9+/bh22+/RXp6Ovbs2YP58+ejoKBAs29ZWRlmzJiBnJwcrFixAlu2bEFmZiYWLVqEvLw8TJ48GTU1NUhKSkJNTQ0mT56MvLw8LFq0CJmZmdiyZQtWrFiBnJwczJgxA2VlZZrjFxQUYP78+dizZw/S09Px7bffYt++fZg7dy6Kioo0+xYXF2POnDnYt28f0tLSsH79euzevRsLFizAiRMnNPuWl5dj+vTpyMnJwfLly5GRkYHMzEwsXrwYubm5mDJlCqqrqzXvycvLQ2pqKnbs2IHNmzfj66+/xsGDBzFjxgyUlpZq9i0sLERKSgp++uknpKenY82aNdi7dy+Sk5Nx+vRpD7tnz56N7OxspKWlYcOGDdi9eze+/PJLHDt2zMPuadOm4fDhw1i2bBkyMjKwfft2LFmyBEePHsXUqVNRVVWleU9+fj5SU1Oxc+dObNq0CStXrsSBAwcwb948nD17VrPvyZMnkZKSgqysLHz33XdYu3YtsrKyMG/ePJw6dUqzb0lJCWbNmoXs7GysWrUKGzduxK5du7Bw4UIPuysrKzFt2jQcOXIES5cuxbZt27Bt2zYsXboUR44cwbRp01BZWenxXVu4cCF27dqFjRs3YtWqVcjOzsasWbNQUlKi2ffUqVOYN28esrKysHbtWnz33XfIyspCSkoKTp48qdn37NmzmDlzJg4cOICVK1di06ZN2LlzJ1JTU5Gfn6/Zt6qqClOnTsXRo0exZMkSbN++HRkZGVi2bBkOHz5sSx+RlJRkuo9Yu3Zt0D7i888/h6IoKCwsREVFBU6dOoWzZ8+ipKQEp0+fRnl5OU6cOIGamhocP34cAHD8+HFUVlaisLAQ586dQ1FREc6cOYOysjIUFBSgurpas291dTUKCgpQVlaGM2fOoLi4GOfOncPJkydRWVmp2bempgYnTpxAeXk5Tp8+jZKSEpw9exanTp1CRUUFjh8/DkVRNO+pqKjAyZMnfdrdp08fbN26FWvXrsXAgQNRWFiI+vXr44orrsCbb74J4Hwn4KqqKvTq1QtRUVH46KOPNHa/9957AICqqiqX3c6g9cyZM6ipqUFBQQHef/99vPDCCxg5cqTLbkVRUFVV5bLbuSRNeXk5Tp48iXPnzuHo0aOYOXMmAODkyZOaa+jsvFtYWIjS0lIUFRW5OhOXlZXhqquuwueff45ffvkFd955J0pKSlxzXBs1aoR//vOfOHPmjMf1zsrKcl3vqqoqAOfXRj179qzrGh48eNB13Z3Xu1u3boiIiEBJSQmKi4t9/u0LCwtRU1OD5cuX00dY5COsGEc47/scRxg3jpg5c2ZYjCMOHjxIHxGAjzCtu291dbVSWlrq109NTY3H+7dv3667u2+nTp2Uu+66y2P7gQMHFADKhx9+GNC+asrKypQzZ864ftavX2/r7r6rV6+22gQSIlBLRBQitCRbB9ZAWLVqlQLA4x7z+OOPKwCUDh06aPZ/9tlnFQDKsGHDlMmTJyvjx49X2rZtqzRv3lwZN26caz91d9/acO/uu3fvXqVevXpKz549laSkJOWtt95SOnfurFx99dUKACUnJ8e1b/v27ZW7777b63Gh6u6rKIqydu1aJSYmRhk6dKhSUVGhKIqizJs3T4mIiFB69OihvPHGG8q0adOUv//970rv3r01733ggQeU+vXre5xj8eLFyqWXXqo8/fTTyieffKL83//9n9K3b18lOjpa+f7772v93OGgLeIJ73FEFNRSYJhW7rthwwbcfPPNfu37yy+/oFu3bkGfMy4uTlOK68TZ/U89P0bPvmpiYmIQE3NxLbIGDezdUc+9mQQhgUItEVFQS/4xcOBAREZGIj4+XtPxPjExEdOmTfOYj/r2228jPj4en376KdasWYMBAwbg22+/xY033ojY2Nig7bniiiuQmpqKl19+Gc899xxat26NJ554Ai1atMCjjz4a8HFvueUWfPnllxg1ahT++Mc/IiUlBQ888ADatGmDt956C++++y7Ky8tx6aWXIjExEY888ojrvd7mogLA1VdfjSFDhmD58uXIzc11XcNvvvkG119/fcC2ktCFfomIgloKDNOC1G7dumHWrFl+7eut7DYQEhISkJub67E9Pz8fANCmTZuA9pWZ7du3C3kAQAi1RERBLflHw4YNXeWsah588EE8+OCDHtsjIyPxj3/8A//4xz9c206fPo3CwkLNoGnw4MFQFKXO869bt85j27BhwzBs2DCP7erAEQAOHTrk87jezj18+HBUVlZqtg0ePBiDBw+u1caPPvoIycnJHts7duyIzz77rNb3EqKGfomIgloKDNOC1NatW2PcuHFmnQ4A0Lt3b6Snp6OoqEjTEGnr1q2u1wPZV2a8DSYICQRqiYiCWjKG0tJSjyqgjz76CADqDPZkhcvJEFHQLxFRUEuBETKNk86dO4e9e/eioKDAtW306NGorq7G9OnTXdvKy8sxa9Ys9O/fX9OtV8++MvP5559bbQIJEaglIgpqyRi++OILDB48GO+88w4++eQTPPDAA3j99ddxxx134IYbbrDaPENwX76GkEChXyKioJYCw/ZL0Dg7Tzm76y5fvty1ptlTTz3lemq6bds23HzzzXjttdcwadIkAED//v0xZswYvPjiizh+/Di6dOmCOXPm4NChQx5lP3r2lZkJEyZYbQIJEaglIgpqyRicHX7feecdFBUVoVWrVvh//+//hfRyKy1btrTaBBIi0C8RUVBLgWH7TOp7772HV155BVOmTAEALFq0CK+88gpeeeWVOtd6A4C5c+fi6aefRnJyMiZOnIjKykqsWLHCtZZcoPvKirPVMyHBQi0RUVBLxtCnTx+sWbMGBQUFqKiowK+//oqPPvrI9g3+gsG5bAwhwUK/RERBLQWGQ/GnWwLxmx9++AHXXnstduzYgT59+lhtjgfFxcWuBdIJCQZqiYhChJbKysqQk5ODjh07CulcS+SkurratX6rKKit8IT3OCIKaikwbJ9JJWL56quvrDaBhAjUEhEFtURE4U+FFSH+QL9EREEtBQaD1DAjVJtlEPOhlogoRGqJxUHhjRGlzNRUeMJ7HBEFtRQYDFLDjIMHD1ptAgkRqCUiChFaio6OBnC+0zsJX8rLy4Uf8+zZs3A4HC6NkfCA9zgiCmopMGzf3ZeIxX3NPEIChVoiohChpcjISDRp0sTVOCc+Ph4OhyPo4xK5qKqqQllZWdDHURQFVVVVKCoqQlFREZo0aSJ8riuxN7zHEVFQS4HBIDXMaNKkidUmkBCBWiKiEKWl1q1bA2CH13CmoqIC9erVE3a8yMhIJCQkuJa7I+ED73FEFNRSYDBIDTP27t2LXr16WW0GCQGoJSIKUVpyOBxISEhAy5YtUVlZKcAyIhvffPMN7rrrLiHHioqKQmRkJDPyYQrvcUQU1FJgMEgNMwYNGmS1CSREoJaIKERrKTIykqWZYcrAgQO5TAwRAu9xRBTUUmCwcVKYsXDhQqtNICECtUREQS0RUVBLRBTUEhEFtRQYDoW91YXyww8/4Nprr8WOHTvQp08fq80hhBBCCCGEEKlgJjXMSEpKstoEEiJQS0QU1BIRBbVEREEtEVFQS4HBTKpg7J5JLS8vR0xMjNVmkBCAWiKioJaIKKglIgpqiYiCWgoMZlLDjNmzZ1ttAgkRqCUiCmqJiIJaIqKglogoqKXAYHdfwZSWlgIAfvnlF4st8c5ll12GH374wWozSAhALRFRUEtEFNQSEQW1RERBLQUGg1TBHDp0CAAwduxYaw0hhBBCCCGEEAnhnFTBFBQUIC0tDR06dEBcXJzV5mgoKSnBoEGDsH79ejRo0MBqc4jEUEtEFNQSEQW1RERBLRFRUEuBwyA1jCgqKkLjxo1x5swZNGrUyGpziMRQS0QU1BIRBbVEREEtEVFQS4HDxkmEEEIIIYQQQmwDg1RCCCGEEEIIIbaBQWoYERMTg9dee41rNZGgoZaIKKglIgpqiYiCWiKioJYCh3NSCSGEEEIIIYTYBmZSCSGEEEIIIYTYBgaphBBCCCGEEEJsA4NUQgghhBBCCCG2gUEqIYQQQgghhBDbwCA1DCgvL8cLL7yANm3aIC4uDv3798fq1autNovYhJKSErz22mu488470axZMzgcDsyePdvrvnq0RN2FH9u3b8eECRPQvXt31K9fH+3atcMf/vAH7N+/32NfaonUxs8//4wxY8agU6dOiI+PR/PmzXHTTTdh+fLlHvtSS0QP//rXv+BwONCjRw+P16glUhvr1q2Dw+Hw+pORkaHZl1oSgEJCnvvuu0+JiopSnnvuOWXatGnKgAEDlKioKGXjxo1Wm0ZsQE5OjgJAadeunTJ48GAFgDJr1iyv++rREnUXfowaNUpp3bq18tRTTymffvqp8s9//lNp1aqVUr9+fWXPnj2afaklUhtff/21MmTIEGXSpEnK9OnTlY8++khJTExUACjTpk3T7EstEX/59ddflfj4eKV+/fpK9+7dPV6nlkhtpKenKwCUiRMnKsnJyZqfEydOaPalloKHQWqIs3XrVgWA8u6777q2lZaWKp07d1YGDBhgoWXELpSVlSn5+fmKoijK9u3bfQaperRE3YUnmzdvVsrLyzXb9u/fr8TExCgPPvigaxu1RAKhqqpKufrqq5UrrrjCtY1aInq49957lVtuuUUZNGiQR5BKLZG6cAapCxcurHU/akkMLPcNcVJTUxEZGYnx48e7tsXGxuKxxx7D999/j19//dVC64gdiImJQevWrevcT4+WqLvwZODAgahXr55mW9euXdG9e3f88ssvrm3UEgmEyMhItG3bFqdPn3Zto5aIv2zYsAGpqan46KOPvL5OLRE9FBcXo6qqyutr1JIYGKSGODt37sTll1+ORo0aabb369cPALBr1y4LrCIyokdL1B1xoigKjh07hubNm7u2UUvEX86ePYuCggIcOHAAH374Ib755hvceuutrtepJeIP1dXVeOqpp/CnP/0JPXv29LoPtUT85ZFHHkGjRo0QGxuLm2++GZmZmZrXqSUxRFltADGW/Px8JCQkeGx3bsvLyzPbJCIperRE3REn8+bNQ25uLv7xj3+4tlFLxF+effZZTJs2DQAQERGBkSNHIikpyfU6tUT8YerUqTh8+DDWrFnjcx9qidRFvXr1MGrUKAwdOhTNmzdHVlYW3nvvPSQmJmLLli245pprAFBLomCQGuKUlpYiJibGY3tsbKzrdUL8QY+WqDsCAHv37sVf/vIXDBgwAA8//LBrO7VE/OXpp5/G6NGjkZeXhy+//BLV1dWoqKhwvU4tkbooLCzEq6++ildeeQUtWrTwuR+1ROpi4MCBGDhwoOv34cOHY/To0ejVqxdefPFFrFq1CgC1JAqW+4Y4cXFxKC8v99heVlbmep0Qf9CjJeqO/Pbbb7j77rvRuHFj15wbJ9QS8Zdu3brhtttuw0MPPYQVK1agpKQEw4YNg6IoAKglUjcvv/wymjVrhqeeeqrW/aglEghdunTBPffcg/T0dFRXVwOglkTBIDXESUhIQH5+vsd257Y2bdqYbRKRFD1aou7CmzNnzuCuu+7C6dOnsWrVKo+/N7VEAmX06NHYvn27a+1daonURnZ2NqZPn46JEyciLy8Phw4dwqFDh1BWVobKykocOnQIJ0+eBEAtkcBp27YtKioqcPbsWQDUkigYpIY4vXv3xv79+1FUVKTZvnXrVtfrhPiDHi1Rd+FLWVkZhg0bhv3792PFihW46qqrPPahlkigOEvfzpw5A4BaIrWTm5uLmpoaTJw4ER07dnT9bN26Ffv370fHjh1d8+WpJRIoBw8eRGxsLBo0aACAWhKG1WvgEGPJyMjwWH+prKxM6dKli9K/f38LLSN2pLZ1UvVoiboLT6qqqpThw4crUVFRytdff+1zP2qJ1MWxY8c8tlVUVCh9+vRR4uLilOLiYkVRqCVSOydOnFAWL17s8dO9e3elXbt2yuLFi5Xdu3crikItkbo5fvy4x7Zdu3Yp0dHRyvDhw13bqCUxsHFSiNO/f3+MGTMGL774Io4fP44uXbpgzpw5OHToED777DOrzSM2ISkpCadPn3Z1kVu+fDmOHj0KAHjqqafQuHFjXVqi7sKTZ599FsuWLcOwYcNw8uRJfP7555rXx44dC0CfPqil8OTxxx9HUVERbrrpJlx66aX47bffMG/ePOzduxfvv/++K2NBLZHaaN68OUaMGOGx3blWqvo1aonUxb333ou4uDgMHDgQLVu2RFZWFqZPn474+Hi89dZbrv2oJUFYHSUT4yktLVWee+45pXXr1kpMTIzSt29fZdWqVVabRWxE+/btFQBef3Jyclz76dESdRd+DBo0yKeO3G831BKpjfnz5yu33Xab0qpVKyUqKkpp2rSpcttttylLly712JdaInoZNGiQ0r17d4/t1BKpjY8//ljp16+f0qxZMyUqKkpJSEhQxo4dq2RnZ3vsSy0Fj0NRLrTII4QQQgghhBBCLIaNkwghhBBCCCGE2AYGqYQQQgghhBBCbAODVEIIIYQQQgghtoFBKiGEEEIIIYQQ28AglRBCCCGEEEKIbWCQSgghhBBCCCHENjBIJYQQQgghhBBiGxikEkIIIYQQQgixDQxSCSGEEEIIIYTYBgaphBBCiMl06NABDocDDocDEyZMsNoc27Fr1y7X9XE4HEhNTbXaJEIIISbCIJUQQggJki1btmDSpEk4ffq03+9JTExEcnIyHn74Yde2vLw8TJo0Cbt27RJvpADy8/Pxt7/9DTfffDMaNmwIh8OBdevW6TpGbm4u/vCHP6BJkyZo1KgR7rnnHhw8eFCzT/v27ZGcnIyXXnpJoPWEEEJkgUEqIYQQEiRbtmzB66+/ritI7dSpE8aOHYu+ffu6tuXl5eH111+3bZC6b98+vP3228jNzUXPnj11v7+kpAQ333wz1q9fj5deegmvv/46du7ciUGDBqGwsNC1X9OmTTF27FjcfvvtIs0nhBAiCVFWG0AIIYQQObj22mtRWFiIZs2aITU1FWPGjNH1/k8++QTZ2dnYtm2bKzi/66670KNHD7z//vv497//bYTZhBBCJIOZVEIIISQIJk2ahL/+9a8AgI4dO7rmUR46dEjXcdatW+cK3B555BHXcWbPng0AyM7OxqhRo9C6dWvExsbisssuw3333YczZ86I/Di10rBhQzRr1izg96empqJv376a7HG3bt1w66234ssvvxRhIiGEkBCAmVRCCCEkCEaOHIn9+/dj/vz5+PDDD9G8eXMAQIsWLXQd58orr8Q//vEPvPrqqxg/fjwSExMBAAMHDkRFRQWGDBmC8vJyPPXUU2jdujVyc3OxYsUKnD59Go0bN/Z53HPnzuHcuXN1nj8yMhJNmzbVZbMeampqsHv3bjz66KMer/Xr1w/ffvstiouL0bBhQ8NsIIQQIgcMUgkhhJAg6NWrF/r06YP58+djxIgR6NChQ0DHadWqFe666y68+uqrGDBgAMaOHet6bdeuXcjJycHChQsxevRo1/ZXX321zuO+8847eP311+vcr3379rqzv3o4efIkysvLkZCQ4PGac1teXh6uuOIKw2wghBAiBwxSCSGEEJvjzJSmpaVh6NChiI+P9/u9Dz30EG688cY694uLiwvYPn8oLS0FAMTExHi8Fhsbq9mHEEJIeMMglRBCCLE5HTt2xP/+7//igw8+wLx585CYmIjhw4dj7NixtZb6Aue7CHfq1MkkS33jDILLy8s9XisrK9PsQwghJLxh4yRCCCFEAt5//33s3r0bL730EkpLSzFx4kR0794dR48erfV9JSUl+O233+r8OXHihKH2N2vWDDExMcjPz/d4zbmtTZs2htpACCFEDhikEkIIIUHicDhMOU7Pnj3x8ssvY8OGDdi4cSNyc3MxderUWt/z3nvvISEhoc4fdcddI4iIiEDPnj2RmZnp8drWrVvRqVMnNk0ihBACgOW+hBBCSNDUr18fAHD69GlDjlNUVIT4+HhERV28bffs2RMRERFey2fVWDUn9ciRIzh37hy6devm2jZ69Gj87W9/Q2ZmJq677joAwL59+/Ddd9/hueeeE3p+Qggh8sIglRBCCAmSa6+9FgDw97//Hffddx+io6MxbNgwV9DpL507d0aTJk0wdepUNGzYEPXr10f//v3x448/YsKECRgzZgwuv/xyVFVVITk5GZGRkRg1alStxxQ9J/WNN94AAPz8888AgOTkZGzatAkA8PLLL7v2e+ihh7B+/XooiuLa9uSTT+LTTz/F3Xffjeeeew7R0dH44IMP0KpVKzz77LPCbCSEECI3DFIJIYSQIOnbty/++c9/YurUqVi1ahVqamqQk5OjO0iNjo7GnDlz8OKLL+LPf/4zqqqqMGvWLAwaNAhDhgzB8uXLkZubi/j4eFx99dX45ptvcP311xv0qbzzyiuvaH6fOXOm6//qINUbDRs2xLp16/DMM8/gjTfeQE1NDQYPHowPP/xQ97qyhBBCQheHon7ESQghhBDD6dChAwYMGID//Oc/iIuL0x3MhjrV1dU4deoUNm/ejBEjRnisD0sIISS0YeMkQgghxAIWLFiAFi1a4IUXXrDaFNuxZ88etGjRAiNGjLDaFEIIIRbATCohhBBiMps3b0ZpaSkAoG3btrjiiisstshelJSUICMjw/V7r1690LJlSwstIoQQYib/H/cNG3HrF63gAAAAAElFTkSuQmCC\n",
-      "text/plain": [
-       "<Figure size 1100x800 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare reconstructed output with input\n",
-    "tt = t[0 : NSimSamples - intGroupDelay]\n",
-    "inpData = wgData[0 : NSimSamples - intGroupDelay]\n",
-    "inpMarkers = wgMarkers[0 : NSimSamples - intGroupDelay]\n",
-    "outData = reconstructedData[intGroupDelay :]\n",
-    "diffData = inpData - outData\n",
-    "diffDataMax = np.max(np.abs(diffData))\n",
-    "SNRdb = snr_db(wgData, diffData)\n",
-    "# Expected SNR = 11.96 dB for Ntap = 8, Ndft = 16, 'firwin', hpFactor = 1.0, 'noise'\n",
-    "print('SNRdb = %.2f [dB]' % SNRdb)\n",
-    "if SNRdb < 100:\n",
-    "    plt.figure(1, figsize=(11, 8))\n",
-    "    plt.title('Reconstructed signal for %s' % wgType)\n",
-    "    plt.plot(tt, inpData, 'r')\n",
-    "    plt.plot(tt, outData, 'g')\n",
-    "    plt.plot(tt, inpMarkers, 'b--')\n",
-    "    # use loc='lower center' to avoid time UserWarning on default loc='best' in case of large len(t)\n",
-    "    plt.legend(['wgData', 'reconstructedData', 'wgMarkers'], loc='lower center')\n",
-    "    x = tStep * 1\n",
-    "    dx = tStep * 0.1\n",
-    "    dStep = tStep * 1\n",
-    "    plt.xlim((x - dx, x + dx + dStep))\n",
-    "    plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "    plt.ylabel('voltage')\n",
-    "    plt.grid(True)\n",
-    "    \n",
-    "    plt.figure(2, figsize=(11, 8))\n",
-    "    plt.title('Difference signal for %s' % wgType)\n",
-    "    plt.plot(tt, diffData, 'm')\n",
-    "    plt.plot(tt, inpMarkers, 'b--')\n",
-    "    # use loc='lower center' to avoid time UserWarning on default loc='best' in case of large len(t)\n",
-    "    plt.legend(['diffData', 'wgMarkers'], loc='lower center')\n",
-    "    x = tStep * 1\n",
-    "    dx = tStep * 0.1\n",
-    "    dStep = tStep * 1\n",
-    "    #plt.xlim((x - dx, x + dx + dStep))\n",
-    "    plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "    plt.ylabel('voltage')\n",
-    "    plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "8bd92167",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/quadrature_mirror_filter.ipynb b/applications/lofar2/model/pfb_os/quadrature_mirror_filter.ipynb
deleted file mode 100644
index b2a9d7694a0c3f08b585d5eb3ee2b465ff798cd1..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/quadrature_mirror_filter.ipynb
+++ /dev/null
@@ -1,558 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "c69a2eb8",
-   "metadata": {},
-   "source": [
-    "# Quadrature Mirror Filter (QMF)\n",
-    "\n",
-    "Author: Eric Kooistra, Jul 2024\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Implement a QMF \n",
-    "\n",
-    "Results:\n",
-    "* For Ncoefs = Q = 2 the QMF yields perfect reconstruction [1], typically then choose hPrototype = [1, 1]\n",
-    "* For Ncoefs is even the QMF has high SNR, so magnitude reponse is near all pass\n",
-    "* For Ncoefs is odd the QMF response goes to 0 at fNyquist, as expected [1]\n",
-    "\n",
-    "References:\n",
-    "1. dsp_study_erko, summary of DSP books"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "02689e50",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "65235f50",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.firfilter import design_fir_low_pass_filter_adjust, nof_taps_kaiser_window, nof_taps_remez\n",
-    "from rtdsp.fourier import dtft, estimate_gain_at_frequency, estimate_frequency_at_gain\n",
-    "from rtdsp.multirate import downsample, upsample\n",
-    "from rtdsp.plotting import plot_power_spectrum, plot_magnitude_spectrum, plot_spectra\n",
-    "from rtdsp.utilities import pow_db"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "c5c90a6b",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Samples\n",
-    "fs = 1.0  # sample rate\n",
-    "ts = 1 / fs  # sample period\n",
-    "fNyquist = fs / 2\n",
-    "\n",
-    "# Time\n",
-    "Nsim = 10000  # number of samples, choose >> QMF group delay = Ncoefs\n",
-    "t = np.arange(0, Nsim) * ts  # len(t) == NSim\n",
-    "\n",
-    "# QMF specifications\n",
-    "Q = 2\n",
-    "\n",
-    "firType = 'twotap'\n",
-    "firType = 'ntap'\n",
-    "\n",
-    "if firType == 'ntap':\n",
-    "    method = 'firls'\n",
-    "    method = 'remez'"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2114358e",
-   "metadata": {},
-   "source": [
-    "# 1. Waveform Generator (WG)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "43622c4d",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "wgType = 'sinus'\n",
-    "wgType = 'noise'\n",
-    "\n",
-    "if wgType == 'sinus':\n",
-    "    freq = 0.8 * fNyquist\n",
-    "    phase = np.pi / 3\n",
-    "    wgData = np.sin(2 * np.pi * freq * t + phase) \n",
-    "if wgType == 'noise':\n",
-    "    rng = np.random.default_rng()\n",
-    "    mu = 0.0\n",
-    "    sigma = 1.0\n",
-    "    wgData = rng.normal(mu, sigma, Nsim)\n",
-    "    \n",
-    "plt.plot(t, wgData, 'b')\n",
-    "plt.title(wgType)\n",
-    "plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "15bf6804",
-   "metadata": {},
-   "source": [
-    "# 2. QMF filters"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "5b00dac9",
-   "metadata": {},
-   "source": [
-    "## 2.1 Prototype LPF"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "bd587f6b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> design_fir_low_pass_filter():\n",
-      ". Method              = remez\n",
-      ". Q                   = 1.000000\n",
-      ". fpass               = 0.215991\n",
-      ". fstop               = 0.300000\n",
-      ". lpBW                = 0.515991\n",
-      ". transistionBW       = 0.084009\n",
-      ". fNyquist            = 0.500000\n",
-      ". fs                  = 1.000000\n",
-      ". Ncoefs              = 60\n",
-      ". DC sum              = 1.000000\n",
-      ". Symmetrical coefs   = True\n",
-      "\n",
-      "> design_fir_low_pass_filter_adjust():\n",
-      ". nofIterations        = 20\n",
-      ". FP / fpass           = 1.079956\n",
-      ". FS / fstop           = 1.000000\n",
-      ". fcutoff              = 0.250000\n",
-      ". fGain                = 0.707066\n",
-      ". fGain**2             = 0.499942\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Half power at center frequency of transition band\n",
-    "fcutoff = fs / 4\n",
-    "# Gain at fcutoff center frequency of the transition band\n",
-    "cutoffGain = 0.5\n",
-    "cutoffGain = np.sqrt(0.5)  # two in series yield 0.5\n",
-    "\n",
-    "if firType == 'twotap':\n",
-    "    Ncoefs = Q\n",
-    "    hPrototype = np.array([1.0, 1.0])\n",
-    "    #hPrototype = np.array([1.0, 0.5])\n",
-    "    hPrototype /= np.sum(hPrototype)\n",
-    "    \n",
-    "if firType == 'ntap':\n",
-    "    Ncoefs = 60\n",
-    "    cutoffBeta = 0.2\n",
-    "    fpass = (1 - cutoffBeta) * fcutoff  # pass band frequency\n",
-    "    fstop = (1 + cutoffBeta) * fcutoff  # stop band frequency\n",
-    "    # weight pass band ripple versus stop band ripple\n",
-    "    rippleWeights = [1, 1]\n",
-    "\n",
-    "    hPrototype = design_fir_low_pass_filter_adjust(method,\n",
-    "                 Ncoefs, fpass, fstop, fcutoff, cutoffGain, rippleWeights=[1, 1],\n",
-    "                 kaiserBeta=0, fs=fs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "59c4072a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "nof_taps_kaiser_window = 51\n",
-      "nof_taps_remez         = 36\n"
-     ]
-    }
-   ],
-   "source": [
-    "atten_db = 80\n",
-    "print('nof_taps_kaiser_window = %d' % nof_taps_kaiser_window(fs, fpass, fstop, atten_db))\n",
-    "print('nof_taps_remez         = %d' % nof_taps_remez(fs, fpass, fstop, atten_db))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "0a69b385",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "LPF: estimate_gain_at_frequency fcutoff = 2.500000e-01 [Hz]:\n",
-      ". fIndex = 768\n",
-      ". fValue = 2.500000e-01 [Hz]\n",
-      ". fGain = 7.070661e-01\n",
-      "LPF: estimate_frequency_at_gain cutoffGain = 7.071068e-01:\n",
-      ". fIndex = 768\n",
-      ". fValue = 2.500000e-01 [Hz]\n",
-      ". fGain = 7.070661e-01\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot LPF and HPF\n",
-    "hLpf = hPrototype\n",
-    "hHpf = hPrototype * np.cos(np.pi * np.arange(Ncoefs))  # hLpf * (-1)^n\n",
-    "\n",
-    "# Plot impulse response\n",
-    "plt.figure(1)\n",
-    "plt.plot(hPrototype, 'g')\n",
-    "plt.title('Impulse response')\n",
-    "plt.grid(True)\n",
-    "\n",
-    "# Plot transfer function\n",
-    "_, fn, HFlpf = dtft(hLpf)\n",
-    "_, _, HFhpf = dtft(hHpf)\n",
-    "f = fn * fs\n",
-    "plt.figure(2)\n",
-    "fLim = (-3, 3)\n",
-    "fLim = None\n",
-    "dbLim = (-140, 5)\n",
-    "#dbLim = (-10, 5)\n",
-    "plot_power_spectrum(fn, HFlpf, 'r', fs, fLim, dbLim)\n",
-    "plot_power_spectrum(fn, HFhpf, 'g', fs, fLim, dbLim)\n",
-    "plt.legend(['LPF', 'HPF'])\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "\n",
-    "plt.figure(3)\n",
-    "fLim = (0, 1)  # Zoom in at cutoffGain\n",
-    "fLim = None\n",
-    "voltLim = (0, 1.1)\n",
-    "plot_magnitude_spectrum(fn, HFlpf, 'r', fs, fLim, voltLim)\n",
-    "plot_magnitude_spectrum(fn, HFhpf, 'g', fs, fLim, voltLim)\n",
-    "plt.legend(['LPF', 'HPF'])\n",
-    "plt.xlabel('Frequency [Hz]')\n",
-    "\n",
-    "# Log abs(HF) at fcutoff\n",
-    "fIndex, fValue, fGain = estimate_gain_at_frequency(f, HFlpf, fcutoff)\n",
-    "print('LPF: estimate_gain_at_frequency fcutoff = %e [Hz]:' % fcutoff)\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [Hz]' % fValue)\n",
-    "print('. fGain = %e' % fGain)\n",
-    "fIndex, fValue, fGain = estimate_frequency_at_gain(f, HFlpf, cutoffGain)\n",
-    "print('LPF: estimate_frequency_at_gain cutoffGain = %e:' % cutoffGain)\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e [Hz]' % fValue)\n",
-    "print('. fGain = %e' % fGain)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1b72c836",
-   "metadata": {},
-   "source": [
-    "## 2.2 Amplitude response\n",
-    "\n",
-    "For perfect reconstruction the amplitude response of the QMF should be all pass, so QMF magnitude reponse T(w) = 1 [1].\n",
-    "\n",
-    "T(w) = H^2(w) - H^2(w - pi)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "91a2e7d7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "SNR_TF_db = 48.97 [dB]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "TF = HFlpf**2 - HFhpf**2\n",
-    "TFpowers = np.abs(TF)\n",
-    "TFmean = np.mean(TFpowers)\n",
-    "\n",
-    "allPassPowers = TFmean * np.ones(len(TF))  # Expected all pass power\n",
-    "diffPowers = np.abs(allPassPowers - TFpowers)\n",
-    "SNR_TF_db = 10 * np.log10(np.sum(allPassPowers / diffPowers) / len(TF))\n",
-    "print('SNR_TF_db = %.2f [dB]' % SNR_TF_db)\n",
-    "\n",
-    "fLim = None\n",
-    "dbLim = None\n",
-    "plot_spectra(fn, TF, fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "9358e628",
-   "metadata": {},
-   "source": [
-    "# 3. QMF analysis and synthesis structure\n",
-    "\n",
-    "```\n",
-    "         |-- h0[n] --> Down Q --> x0[m] --> Up Q --> f0[n] --> y0 --|\n",
-    "  x[n] --|                                                          +--> y[n] = x^[n]\n",
-    "         |-- h1[n] --> Down Q --> x1[m] --> Up Q --> f1[n] --> y1 --|\n",
-    "\n",
-    "Downsample and upsample factor:\n",
-    "  Q = 2\n",
-    "\n",
-    "Filters:\n",
-    "  h0[n] = h[n]           <==>  H0(w) = H(w), prototype LPF\n",
-    "  h1[n] = (-1)^n h[n]    <==>  H1(w) = H(w - pi), mirror image HPF\n",
-    "  f0[n] = Q h[n]         <==>  F0(w) = Q H(w)\n",
-    "  f1[n] = -Q (-1)^n h[n] <==>  F1(w) = -Q H(w - pi), to eliminate aliasing\n",
-    "```"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "516501cc",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Process QMF\n",
-    "# . Define filters\n",
-    "h0 = hLpf\n",
-    "h1 = hHpf\n",
-    "f0 = Q * hLpf\n",
-    "f1 = -Q * hHpf\n",
-    "# . Analysis section\n",
-    "x0 = downsample(wgData, Q, h0, verbosity=0)\n",
-    "x1 = downsample(wgData, Q, h1, verbosity=0)\n",
-    "# . Synthesis section\n",
-    "y0 = upsample(x0, Q, f0, verbosity=0)\n",
-    "y1 = upsample(x1, Q, f1, verbosity=0)\n",
-    "qmfData = y0 + y1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "6d0cb603",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "mean(y / x) = 0.9987642668\n",
-      "QMF gain    = 1.0000000000\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Total QMF group delay is (Ncoefs - 1) / 2 + (Ncoefs - 1) / 2\n",
-    "groupDelay = Ncoefs - 1\n",
-    "\n",
-    "# Strip group delay\n",
-    "x = wgData[0:-groupDelay]\n",
-    "y = qmfData[groupDelay:]\n",
-    "if firType == 'twotap':\n",
-    "    gain = np.mean(y / x)\n",
-    "else:\n",
-    "    gain = 1.0\n",
-    "diff = x - y / gain\n",
-    "tt = t[groupDelay:]\n",
-    "print('mean(y / x) = %.10f' % np.mean(y / x))\n",
-    "print('QMF gain    = %.10f' % gain)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "abf4d9ef",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "SNRdb = 68.83 [dB]\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare reconstructed output with input\n",
-    "SNRdb = pow_db(np.std(x) / np.std(diff))\n",
-    "print('SNRdb = %.2f [dB]' % SNRdb)\n",
-    "\n",
-    "plt.plot(tt, x, 'r')\n",
-    "plt.plot(tt, y, 'b')\n",
-    "plt.plot(tt, diff, 'm')\n",
-    "plt.title('Reconstructed')\n",
-    "plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "plt.xlim((200, 300))\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "628925af",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/rectangular_window_and_ideal_lpf.ipynb b/applications/lofar2/model/pfb_os/rectangular_window_and_ideal_lpf.ipynb
deleted file mode 100644
index 42a24e4c9da3915629200b0b27fc3300e74bd2d9..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/rectangular_window_and_ideal_lpf.ipynb
+++ /dev/null
@@ -1,555 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "6e0a005d",
-   "metadata": {},
-   "source": [
-    "# Try rectangular time window and frequency response\n",
-    "\n",
-    "Author: Eric Kooistra, nov 2023\n",
-    "Purpose:\n",
-    "\n",
-    "Practise DSP [1]:\n",
-    "- DTFT of rectangular time window\n",
-    "- Impulse response of rectangular frequency reponse (= ideal LPF)\n",
-    "- Half band ideal LPF\n",
-    "- Compare LOFAR subband filter with ideal LPF\n",
-    "- Compare LOFAR subband filter with rectangular time window (= FFT bin response)\n",
-    "\n",
-    "References:\n",
-    "\n",
-    "[1] dsp_study_erko, summary of DSP books"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "id": "3563bc63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 2,
-   "id": "f820b0ac",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import read_coefficients_file, is_symmetrical\n",
-    "from rtdsp.firfilter import ideal_low_pass_filter\n",
-    "from rtdsp.fourier import dtft\n",
-    "from rtdsp.plotting import plot_time_response, plot_spectra, plot_two_power_spectra"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "76144f4f",
-   "metadata": {},
-   "source": [
-    "# 1 DTFT of rectangular time window"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 3,
-   "id": "861313c3",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Select rectangular time window with Nrect time samples:\n",
-    "# . Nrect = 16 : [LYONS Fig 5.24]\n",
-    "# . Nrect = 31 : [LYONS Fig 5.25] use 31 odd, instead of 32, for zero phase.\n",
-    "# . Nrect = 99 : [HARRIS Fig 3.4] use 99 odd, instead of 100, for zero phase, first sidelobe\n",
-    "#                level is -22 relative to main lobe of +100, and 20log10(100/22) = -13.2 dB.\n",
-    "# . Nrect = 1024 : implicit rectangular window of FFT in LOFAR PFB without prefilter.\n",
-    "Nrect = 16\n",
-    "Nrect = 31\n",
-    "Nrect = 99\n",
-    "Nrect = 1024\n",
-    "rect = np.ones([Nrect]) / Nrect"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "29ed15d4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Calculate frequency response using DTFT\n",
-    "Ninterpolate = 20\n",
-    "Ndtft = Nrect * Ninterpolate\n",
-    "hRect, fRect, HFrect = dtft(rect, Ndtft)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "0c79a5b9",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot time window\n",
-    "plot_time_response(hRect)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 6,
-   "id": "c2a7daba",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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mD9WlpKSonkdPTw/vvfceKisr8dFHH6nVVFlZiZqaGtXPZmZmKCkpgUwme+JrbGrYsGHo2rUr/Pz8VP/7Bx6MHnz33Xca76+12NraAgCuXr36j/e1cOFCmJqawtnZmXeYmOM4fPbZZ2hoaFA7r8nMzAx5eXnN7q+1/t5aW319PdLS0pqds+9JvvjiC16HPi8vD4cPH4aBgQFWrlz51DWtX78e3IOL21r0aO3RwtZ4Xbm5ubh79y6mTp3aqrWRtkMjY4Q8xubNm7F582aMHTsWS5cuRUNDAy5evAiO4zB69GjeRK75+fkYO3YsRo8eDWtra/Tp0welpaXw9fVFfX09tm3bpmo7d+5c7NixA7t378Zzzz2HuXPnon///igtLcXt27cRERGB7777Ds8///xj69uyZQsKCgrw8ssvY8CAAZBIJIiMjERsbCwmTZqEl19+mdfe2toakZGReOGFFzBr1izVPGMNDQ1wdHSEkZGRqu0333yDa9eu4ZdffkFAQACmTp2Knj17Ij8/Hzdu3MD169dx5coV9OzZEwDw7bffIiYmBu7u7oiJicG8efNgYGCAzMxMnD9/HpGRkarzY2bMmIH4+HjMmzcPU6ZMgb6+PqZOndqiLw99fX1s3rwZ33//PcaNG6c6ROvv7w9bW9un+mJvDTNnzkTXrl1x8eJFfPrpp/9oXyYmJvjvf/+LVatWwcbGBitWrIC5uTkuXbqEhIQETJw4Ue05ZsyYgZMnT2LRokUYO3YsdHV18frrr8Pa2rrV/t6eJDIyEk5OTgD+d5FHZGSkquPYo0cPHDhwQNU+Pz8fzz//vMbzjFlYWKC2thbW1tZYsGCBaj6u0tJS/PLLL6167mJ7aq3X1XgbpIfnDSQdnBCXcBLSWh43z1hzGqevyMrKUlu3c+dODgAXGhqqWqZUKjl7e3vOysqKMzQ05Hr37s1t2LCBu3fvHmdra8s9/BYqLy/ndu3axU2dOpWzsLDg9PX1OUtLS27u3Lncn3/+2Ww9Fy9e5BYsWMCZm5tznTp14nr37s1NnjyZ2717d4suSffy8uKWL1/ODR48mOvcuTNnamrKjR49mtu3bx9vXi+O+9/UB3fu3OFWrFjBmZmZcYaGhtzkyZO5CxcuNLv/hoYGzsHBgXvppZc4ExMTzsDAgOvXrx83d+5c7ujRo7w5qziO42QyGXfgwAFuzJgxnJGREdelSxduxIgR3CeffMKbZ626upr717/+xVlYWHC6urq8qSoeN3VFI4VCwe3atYvr27cvp6+vzw0dOpQ7fPgwl5mZ+cipLR41BQEeMSXEo6bJeJz333+f09XV5c1h96TX9LjnCQ8P5+bNm8d169ZN9Tp37Nih9nvnOI4rLCzkli9fzvXo0YPT0dFpdtqDf/r39iRPmhaiaQZPO89Y//79ubKyMm7jxo1cr169OAMDA2706NGcp6fnI2tq6dQWQmnN1zVt2jSuZ8+e3P3799uhctIaJBz30PEKQohoSSQS2Nra0n0621B6ejpGjhyJXbt2qa6mJa2r8crNjnIxQWtprdcllUoxbNgw7Nq1C19//fU/L4y0CzpnjBBCWsmwYcPw7rvv4uDBg6iurha6HKKFvv32W1hYWOCTTz4RuhSiATpnjBBCWtE333yDXr16ITs7u9kJhwlpK/X19Rg2bBjWr18PY2NjocshGqDDlIRoCTpMScSADlMSMaLOGCGEEEKIgOicMUIIIYQQAVFnjBBCCCFEQHQCfxMlJSUICgrCgAEDeBNgEkIIIYS0BeqMNREUFIQ1a9YIXQYhhBBCtAR1xppovKLl+PHj//jWIB1NcXExzM3NhS6DaIAyYwvlxR7KjC1izYs6Y000Hpp8/vnnMW7cOIGraV0+Pj6YM2eO0GUQDVBmbKG82EOZsUWsedEJ/Fpk4MCBQpdANESZsYXyYg9lxhax5kWdMS0ik8mELoFoiDJjC+XFHsqMLWLNizpjWqSiokLoEoiGKDO2UF7soczYIta8qDOmRcR2QYI2oMzYQnmxhzJji1jzos6YFgkJCRG6BKIhyowtlBd7KDO2iDUvujdlE9euXcP48eORkJAguqsp6+rqaCJbxlBmbKG82EOZsUWsedHImBb5/fffhS6BaIgyYwvlxR7KjC1izYtGxpoQ88gYIYQQQjoeGhnTInZ2dkKXQDREmbGF8mIPZcYWseZFI2NNiHlkrLS0FM8884zQZRANUGZsobzYQ5mxRax50ciYFgkKChK6BKIhyowtlBd7KDO2iDUv6oxpEWtra6FLIBqizNhCebGHMmOLWPOizpgWKS4uFroEoiHKjC2UF3soM7aINS/qjGkRhUIhdAlEQ5QZWygv9lBmbBFrXh26MxYXF4dNmzbBysoKxsbG6NevH5YvX45bt26ptZXL5fjss89gaWkJIyMj2NjY4OLFiwJU3XE9++yzQpdANESZsYXyYg9lxhax5tWhO2P79u3DqVOnMHPmTBw+fBgbN25EeHg4xo0bh5SUFF7b9evX4+eff8bq1atx+PBh6OrqYv78+YiMjBSo+o4nLi5O6BKIhigztlBe7KHM2CLWvDr01BbR0dGYMGEC9PX1VcukUilGjRqFpUuX4vjx4wCA2NhY2NjYYP/+/di2bRsAQCaTYeTIkejZsyeio6Nb/JxintqioqIC3bp1E7oMogHKjC2UF3soM7aINa8OPTL24osv8jpiADBkyBBYWVnh5s2bqmU+Pj7Q1dXFxo0bVcsMDQ2xYcMGXLlyBXfu3Gm3mjuyxs4rYQdlxhbKiz2UGVvEmleHHhlrDsdx6Nu3L6ysrFTzjcyePRv5+flITU3ltQ0ODsasWbPg5+eHBQsWtGj/Yh4ZI4QQQkjH06FHxprj4eGB/Px8rFixQrWssLAQFhYWam0blxUUFDxyf3K5HFVVVapHTU1N6xfdQYj1NhJiRpmxhfJiD2XGFrHmxVRnLC0tDR9++CEmT56MdevWqZbX1dXBwMBArb2hoaFq/aPs3bsXpqamqoetrS2ABx08BwcHyOVyVfh2dnYoKirCyZMnkZycjPDwcAQFBUEqlcLFxQXV1dW8thUVFXB3d0daWhouXbqE0NBQpKSkwNPTE6Wlpby2dXV1cHJyQmZmJgICAhAVFYWEhAT4+PigoKCA11ahUODo0aPIz8/HmTNnEB8fj5iYGPj7+yMrKwuOjo5qdRcXF6NLly5ITk5GWFgYgoKCkJ6eDldXV7W6q6qq4ObmhvT0dFy4cAGhoaG4ceMGTpw4gZKSEl5bmUwGJycnZGVl4dy5c4iOjkZ8fDxOnz6NgoICHDlyBEqlEnZ2dlAqlThy5AgKCgpw+vRpxMfHIzo6GufOnUNWVhacnJwgk8l4+y8pKcGJEydw48YNhIaG4sKFC0hPT4ebmxuqqqp4baurq+Hq6or09HQEBQUhLCwMycnJ8PLyQnFxMa+tXC6Ho6MjsrKy4O/vj5iYGMTHx+PMmTPIz8/H0aNHoVAoeNsUFBTAx8cHCQkJiIqKQkBAADIzM+Hk5IS6ujpe29LSUnh6eiIlJQWhoaG4dOkS0tLS4O7ujoqKCrW6XVxcIJVKERQUhPDwcCQnJ+PkyZOYN2+eWt0ODg7IycmBn58fYmJiEBcXh7NnzyIvLw/29vZoaGjgbVNYWAgfHx8kJiYiMjISgYGByMjIwLFjx1BbW8trW1ZWBk9PT6SmpiIkJATBwcFITU2Fh4cHysvLeW1ramrg7OwMqVSK8+fPIyIiAklJSfD29kZRURGvbX19PRwcHJCbmwtfX1/ExsYiNjYWvr6+yM3NhYODA+rr69Xea97e3khKSkJERATOnz8PqVQKZ2dn1NTU8NqWl5fDw8MDqampCA4ORkhICFJTU+Hp6YmysjJe29raWhw7dgwZGRkIDAxEZGQkEhMT4ePjg8LCQl7bhoYG2NvbIy8vD2fPnkVcXBxiYmLg5+eHnJwctc+I+/fvM/0Z4eXlpXWfEePHj2f6M6Lpe03snxH3799n+jPiUf0IZg5T3r17Fy+99BLq6+sRExMDS0tL1bqRI0eiV69eCA4O5m2TmpoKKysr2Nvb47333mt2v3K5HHK5XPVzUlISbG1tRXmY0sXFBevXrxe6DKIByowtlBd7KDO2iDUvPaELaInKykrMmzcPFRUViIiI4HXEgAeHI/Pz89W2KywsBAC19g8zMDDgjap16dKllarueF566SWhSyAaoszYQnmxhzJji1jz6vCHKWUyGRYsWIBbt27h3LlzGDFihFqbMWPG4NatW6iqquItv3r1qmo9ATIzM4UugWiIMmML5cUeyowtYs2rQ3fGFAoFVqxYgStXrsDb2xuTJ09utt3SpUuhUCjg6OioWiaXy+Hs7AwbGxv07du3vUru0IyMjIQugWiIMmML5cUeyowtYs2rQx+m/OSTT1TTUpSVlanNL7JmzRoAgI2NDZYtW4bPP/8c9+7dw3PPPQdXV1dkZ2fj999/F6L0DkmME+WJHWXGFsqLPZQZW8SaV4fujCUlJQEA/P394e/vr7a+sTMGAG5ubtixYwfc3d1RXl4Oa2trnDt3DlOnTm2vcju8tLQ0WFtbC10G0QBlxhbKiz2UGVvEmhczV1O2FzFP+lpUVIRevXoJXQbRAGXGFsqLPZQZW8SaV4c+Z4y0Lm9vb6FLIBqizNhCebGHMmOLWPOikbEmxDwyRgghhJCOh0bGtIhYbyMhZpQZWygv9lBmbBFrXjQy1oSYR8bkcnmzt40iHRdlxhbKiz2UGVvEmheNjGkRFxcXoUsgGqLM2EJ5sYcyY4tY86LOmBaZO3eu0CUQDVFmbKG82EOZsUWseVFnTItcv35d6BKIhigztlBe7KHM2CLWvKgzpkV69uwpdAlEQ5QZWygv9lBmbBFrXtQZ0yK6urpCl0A0RJmxhfJiD2XGFrHmRZ0xLZKfny90CURDlBlbKC/2UGZsEWte1BnTIhMmTBC6BKIhyowtlBd7KDO2iDUv6oxpkXPnzgldAtEQZcYWyos9lBlbxJoXTfrahJgnfW1oaICenp7QZRANUGZsobzYQ5mxRax50ciYFrG3txe6BKIhyowtlBd7KDO2iDUvGhlrQswjY4QQQgjpeGhkTIuI9QarYkaZsYXyYg9lxhax5kWdMS2yZMkSoUsgGqLM2EJ5sYcyY4tY86LOmBaJiooSugSiIcqMLZQXeygztog1L+qMaZHBgwcLXQLREGXGFsqLPZQZW8SaF3XGtEhtba3QJRANUWZsobzYQ5mxRax5UWdMi1RVVQldAtEQZcYWyos9lBlbxJoXdca0yLBhw4QugWiIMmML5cUeyowtYs2LOmNaJCwsTOgSiIYoM7ZQXuyhzNgi1rxo0tcmxDzpa21tLYyNjYUug2iAMmML5cUeyowtYs2LRsa0iLOzs9AlEA1RZmyhvNhDmbFFrHnRyFgTYh4ZI4QQQkjHQyNjWkSst5EQM8qMLZQXeygztog1LxoZa0LMI2NlZWUwMzMTugyiAcqMLZQXeygztog1LxoZ0yLnz58XugSiIcqMLZQXeygztog1L+qMaZExY8YIXQLREGXGFsqLPZQZW8SaF3XGtMjdu3eFLoFoiDJjC+XFHsqMLWLNizpjWoROD2QPZcYWyos9lBlbxJoXdca0iIWFhdAlEA1RZmyhvNhDmbFFrHlRZ0yLJCYmCl0C0RBlxhbKiz2UGVvEmhd1xrTI/PnzhS6BaIgyYwvlxR7KjC1izYs6Y1rEw8ND6BKIhigztlBe7KHM2CLWvEQ16atcLsfXX38Nd3d3lJeXw9raGt999x1mz57d4n2IedJXQgghhHQ8ohoZW79+PX7++WesXr0ahw8fhq6uLubPn4/IyEihS+sQxHobCTGjzNhCebGHMmOLWPMSzchYbGwsbGxssH//fmzbtg0AIJPJMHLkSPTs2RPR0dEt2o+YR8ZqamrQpUsXocsgGqDM2EJ5sYcyY4tY8xLNyJiPjw90dXWxceNG1TJDQ0Ns2LABV65cwZ07dwSsrmPw9vYWugSiIcqMLZQXeygztog1L9F0xhITEzF06FCYmJjwlk+cOBEAkJSUJEBVHcvLL78sdAlEQ5QZWygv9lBmbBFrXqLpjBUWFjY7GVzjsoKCgma3k8vlqKqqUj1qamratE4hZWRkCF0C0RBlxhbKiz2UGVvEmpdoOmN1dXUwMDBQW25oaKha35y9e/fC1NRU9bC1tQXwoHPn4OAAuVyuOmHQzs4ORUVFOHnyJJKTkxEeHo6goCBIpVK4uLigurqa17aiogLu7u5IS0vDpUuXEBoaipSUFHh6eqK0tJTXtq6uDk5OTsjMzERAQACioqKQkJAAHx8fFBQU8NoqFAocPXoU+fn5OHPmDOLj4xETEwN/f39kZWXB0dFRre7i4mLExcUhOTkZYWFhCAoKQnp6OlxdXdXqrqqqgpubG9LT03HhwgWEhobixo0bOHHiBEpKSnhtZTIZnJyckJWVhXPnziE6Ohrx8fE4ffo0CgoKcOTIESiVStjZ2UGpVOLIkSMoKCjA6dOnER8fj+joaJw7dw5ZWVlwcnKCTCbj7b+kpAQnTpzAjRs3EBoaigsXLiA9PR1ubm6oqqrita2uroarqyvS09MRFBSEsLAwJCcnw8vLC8XFxby2crkcjo6OyMrKgr+/P2JiYhAfH48zZ84gPz8fR48ehUKh4G1TUFAAHx8fJCQkICoqCgEBAcjMzISTkxPq6up4bUtLS+Hp6YmUlBSEhobi0qVLSEtLg7u7OyoqKtTqdnFxgVQqRVBQEMLDw5GcnIyTJ0/i/v37anU7ODggJycHfn5+iImJQVxcHM6ePYu8vDzY29ujoaGBt01hYSF8fHyQmJiIyMhIBAYGIiMjA8eOHUNtbS2vbVlZGTw9PZGamoqQkBAEBwcjNTUVHh4eKC8v57WtqamBs7MzpFIpzp8/j4iICCQlJcHb2xtFRUW8tvX19XBwcEBubi58fX0RGxuL2NhY+Pr6Ijc3Fw4ODqivr1d7r3l7eyMpKQkRERE4f/48pFIpnJ2dUVNTw2tbXl4ODw8PpKamIjg4GCEhIUhNTYWnpyfKysp4bWtra3Hs2DFkZGQgMDAQkZGRSExMhI+PDwoLC3ltGxoaYG9vj7y8PJw9exZxcXGIiYmBn58fcnJy1D4jgoODmf6M8PLy0rrPiKKiIqY/I5q+18T+GREcHMz0Z8Sj+hGiOYF/5MiR6NWrlyqoRqmpqbCysoK9vT3ee+89te3kcjnkcrnq56SkJNja2oryBP6kpCTR3vFerCgztlBe7KHM2CLWvEQzMmZhYYHCwkK15Y3LLC0tm93OwMAAJiYmqocYr9JoJJVKhS6BaIgyYwvlxR7KjC1izUs0nbExY8bg1q1bqKqq4i2/evWqar22mzp1qtAlEA1RZmyhvNhDmbFFrHmJpjO2dOlSKBQKODo6qpbJ5XI4OzvDxsYGffv2FbC6jkGslwSLGWXGFsqLPZQZW8Sal2jOGQOA5cuX48yZM/j444/x3HPPwdXVFbGxsQgODm5xb1rMk74SQgghpOMRzcgYALi5uWHr1q1wd3fHli1bUF9fj3Pnzol2WFNTYr2NhJhRZmyhvNhDmbFFrHmJamSsNYh5ZKy+vh6dOnUSugyiAcqMLZQXeygztog1L1GNjJHHO3bsmNAlEA1RZmyhvNhDmbFFrHlRZ0yLzJs3T+gSiIYoM7ZQXuyhzNgi1ryoM6ZFEhMThS6BaIgyYwvlxR7KjC1izYs6Y1qkuXt3ko6NMmML5cUeyowtYs2LOmOEEEIIIQKizpgWae52UaRjo8zYQnmxhzJji1jzos6YFhk7dqzQJRANUWZsobzYQ5mxRax5UWdMi/z5559Cl0A0RJmxhfJiD2XGFrHmRZO+NkGTvpKOhDJjC+XFHsqMLWLNi0bGtIiDg4PQJRANUWZsobzYQ5mxRax50chYE2IeGSOEEEJIx0MjY1pErDdYFTPKjC2UF3soM7aINS/qjGmRZcuWCV0C0RBlxhbKiz2UGVvEmhd1xrRIeHi40CUQDVFmbKG82EOZsUWseVFnTIsMGTJE6BKIhigztlBe7KHM2CLWvKgzpkWqq6uFLoFoiDJjC+XFHsqMLWLNizpjWqS2tlboEoiGKDO2UF7soczYIta8qDOmRQYPHix0CURDlBlbKC/2UGZsEWte1BnTIpGRkUKXQDREmbGF8mIPZcYWseZFk742IeZJX2tqatClSxehyyAaoMzYQnmxhzJji1jzopExLeLi4iJ0CURDlBlbKC/2UGZsEWteNDLWhJhHxgghhBDS8dDImBYR620kxIwyYwvlxR7KjC1izYtGxpoQ88hYeXk5unfvLnQZRAOUGVsoL/ZQZmwRa146ZWVleNqHQqEQun6igcDAQKFLIBqizNhCebGHMmOLWPPSMzc3f+qNL168iBkzZrRiOaQtjR07VugSiIYoM7ZQXuyhzNgi1rz0Fi1aBGtra402qq2txU8//dRGJZG2UlhYiBEjRghdBtEAZcYWyos9lBlbxJqX3pIlS/Dmm29qtFFpaSkOHDjQRiWRtiKRSIQugWiIMmML5cUeyowtYs1LZ8KECRpv1KVLFxw8eBDDhg1rg5JIW+ndu7fQJRANUWZsobzYQ5mxRax56QwdOlTjjQwMDPDRRx+hT58+bVASaStJSUlCl0A0RJmxhfJiD2XGFrHmRfOMaZG5c+cKXQLREGXGFsqLPZQZW8Sal963336r0QYSiQQ7duxoo3JIW/L09MSmTZuELoNogDJjC+XFHsqMLWLNSyKRSLgmCwAATeeClUgk4DgOEolE1POLiXnSV0IIIYR0PDpKpRKNjzt37mDUqFFYtWoVYmNjUVlZicrKSly9ehUrV67E6NGjcefOHaFrJk9JrLeREDPKjC2UF3soM7aINS/e7ZAWLVqETp06wdvbu9nGS5cuhUKhwJkzZ9qtwPYm5pGx2tpaGBsbC10G0QBlxhbKiz2UGVvEmhfvBP6QkJDHzqg/c+ZMBAcHt3lRpG388ccfQpdANESZsYXyYg9lxhax5sXrjBkaGuLKlSuPbBwdHQ1DQ8M2L6pRXFwcNm3aBCsrKxgbG6Nfv35Yvnw5bt261Wx7uVyOzz77DJaWljAyMoKNjQ0uXrzYbvV2dLa2tkKXQDREmbGF8mIPZcYWsebF64ytXr0aHh4e2LJlC6RSqepcMqlUis2bN8PT0xOrV69ut+L27duHU6dOYebMmTh8+DA2btyI8PBwjBs3DikpKWrt169fj59//hmrV6/G4cOHoauri/nz5yMyMrLdau7I0tPThS6BaIgyYwvlxR7KjC2izYt7iFwu59asWcNJJBJOR0eH09PT4/T09DgdHR1OIpFwb775JieXy7n2EhUVpfZ8t27d4gwMDLjVq1fzll+9epUDwO3fv1+1rK6ujhs8eDA3efLkFj9nQkICB4BLSEj4Z8V3QBEREUKXQDREmbGF8mIPZcYWseal93DHTF9fH+7u7vj0008RGBiInJwcAED//v0xb948jB49ul07ii+++KLasiFDhsDKygo3b97kLffx8YGuri42btyoWmZoaIgNGzbgiy++wJ07d9C3b982r7kjE+NJj2JHmbGF8mIPZcYWseal19xCa2trWFtbt3ctLcJxHIqKimBlZcVbnpiYiKFDh8LExIS3fOLEiQAe3EKhuc6YXC6HXC5X/VxTU9MGVXcMGRkZGDt2rNBlEA1QZmyhvNhDmbFFrHkxdzskDw8P5OfnY8WKFbzlhYWFsLCwUGvfuKygoKDZ/e3duxempqaqR+PJgYWFhXBwcIBcLlfNa2JnZ4eioiKcPHkSycnJCA8PR1BQEKRSKVxcXFBdXc1rW1FRAXd3d6SlpeHSpUsIDQ1FSkoKPD09UVpaymtbV1cHJycnZGZmIiAgAFFRUUhISICPjw8KCgp4bRUKBY4ePYr8/HycOXMG8fHxiImJgb+/P7KysuDo6KhWd3FxMUpLS5GcnIywsDAEBQUhPT0drq6uanVXVVXBzc0N6enpuHDhAkJDQ3Hjxg2cOHECJSUlvLYymQxOTk7IysrCuXPnEB0djfj4eJw+fRoFBQU4cuQIlEol7OzsoFQqceTIERQUFOD06dOIj49HdHQ0zp07h6ysLDg5OUEmk/H2X1JSghMnTuDGjRsIDQ3FhQsXkJ6eDjc3N1RVVfHaVldXw9XVFenp6QgKCkJYWBiSk5Ph5eWF4uJiXlu5XA5HR0dkZWXB398fMTExiI+Px5kzZ5Cfn4+jR49CoVDwtikoKICPjw8SEhIQFRWFgIAAZGZmwsnJCXV1dby2paWl8PT0REpKCkJDQ3Hp0iWkpaXB3d0dFRUVanW7uLhAKpUiKCgI4eHhSE5OxsmTJzFs2DC1uh0cHJCTkwM/Pz/ExMQgLi4OZ8+eRV5eHuzt7dHQ0MDbprCwED4+PkhMTERkZCQCAwORkZGBY8eOoba2lte2rKwMnp6eSE1NRUhICIKDg5GamgoPDw+Ul5fz2tbU1MDZ2RlSqRTnz59HREQEkpKS4O3tjaKiIl7b+vp6ODg4IDc3F76+voiNjUVsbCx8fX2Rm5sLBwcH1NfXq73XvL29kZSUhIiICJw/fx5SqRTOzs6oqanhtS0vL4eHhwdSU1MRHByMkJAQpKamwtPTE2VlZby2tbW1OHbsGDIyMhAYGIjIyEgkJibCx8cHhYWFvLYNDQ2wt7dHXl4ezp49i7i4OMTExMDPzw85OTlqnxFSqZTpzwgvLy+t+4wwMzNj+jOi6XtN7J8RUqmU6c+IR/Uj0PS4ZWBgIDdr1izOzMyM09XV5XR0dNQeT0OhUHB1dXUteiiVymb3cfPmTc7ExISbPHky19DQwFs3aNAgbt68eWrbZGRkcAC4gwcPNrtPmUzGVVZWqh5hYWGiPWfs119/FboEoiHKjC2UF3soM7aINS/eyNipU6fw2muvoaioCCtXroRSqcSqVauwcuVKGBkZwdraGl9//TWeRnh4OIyMjFr0aO5qibt37+LVV1+Fqamp6vywhxkZGfEONzaSyWSq9c0xMDCAiYmJ6tGlS5enen0sEOP9vMSOMmML5cUeyowtYs2Ld87Y3r17MXHiRERGRqK8vBxHjx7FO++8gxkzZiA7OxuTJk3CwIEDn+qJhg8fDmdn5xa1bXq4sbKyEvPmzUNFRQUiIiJgaWnZ7Db5+flqywsLCwGg2W20jZ2dnWj/kMWKMmML5cUeyowtYs2L1xlLTU3F3r17oaurCz29B6vq6+sBAAMGDMAHH3yAffv2Ye3atRo/Ue/evbF+/XqNt5PJZFiwYAFu3bqFS5cuYcSIEc22GzNmDEJDQ1FVVcU7if/q1auq9dru3//+t9AlEA1RZmyhvNhDmbFFrHnxDlN27twZ+vr6AIBu3brBwMBANbIEAL169UJWVla7FadQKLBixQpcuXIF3t7emDx58iPbNt4309HRUbVMLpfD2dkZNjY2Wj+tBQA4OTkJXQLREGXGFsqLPZQZW8SaF29kbNiwYUhNTVX9PGbMGLi7u2PNmjVoaGiAp6cn+vXr127FffLJJ/Dz88OCBQtQVlaG48eP89avWbNG9W8bGxssW7YMn3/+Oe7du4fnnnsOrq6uyM7Oxu+//95uNXdkr732mtAlEA1RZmyhvNhDmbFFrHnxOmNvvPEGfvnlFxw4cAAGBgb48ssvsXDhQnTr1g0SiUR1uWd7SUpKAgD4+/vD399fbf3DnTEAcHNzw44dO+Du7o7y8nJYW1vj3LlzmDp1anuU2+HFx8fj2WefFboMogHKjC2UF3soM7aINS8Jx3Hc4xpERETg9OnT0NXVxauvvorp06e3V22CuHbtGsaPH4+EhASMGzdO6HJaVVxcHF544QWhyyAaoMzYQnmxhzJji1jzUo2MyeVyBAUFYcCAAbzZ96dMmYIpU6YIUhxpXQqFQugSiIYoM7ZQXuyhzNgi1rxUJ/Dr6+tj2bJliI6OFrIe0obu3bsndAlEQ5QZWygv9lBmbBFrXqrOmEQiwZAhQ1BSUiJkPaQNtfeN3sk/R5mxhfJiD2XGFrHmxZva4osvvoCdnV2zM+AT9p0/f17oEoiGKDO2UF7soczYIta8eCfwb9myBcHBwbh16xamTZuGAQMGqN1GSCKR4PDhw+1eaHsR8wn8crkcBgYGQpdBNECZsYXyYg9lxhax5sXrjOno6Dyu7YMNJBLRnkAHiLszJtbbSIgZZcYWyos9lBlbxJrXE6e20DZi7owRQgghpON58lAYEQ07OzuhSyAaoszYQnmxhzJji1jzos6YFlm2bJnQJRANUWZsobzYQ5mxRax56QQGBmq8UWVlJaytrREbG9sGJZG2EhYWJnQJREOUGVsoL/ZQZmwRa146lZWVGm/U0NCAlJQU1NTUtEFJpK0MHz5c6BKIhigztlBe7KHM2CLWvPS2bt2KL7/8UqONlEolJBJJG5VE2kpFRYXQJRANUWZsobzYQ5mxRax56c2fP/+pN7a0tGzFUkhbq6urE7oEoiHKjC2UF3soM7aINS89Z2dnoWsg7WTQoEFCl0A0RJmxhfJiD2XGFrHmRVdTapGoqCihSyAaoszYQnmxhzJji1jzoklfmxDzpK/V1dXo2rWr0GUQDVBmbKG82EOZsUWsedHImBZxdXUVugSiIcqMLZQXeygztog1LxoZa0LMI2OEEEII6XhoZEyLiPU2EmJGmbGF8mIPZcYWseZFI2NNiHlkrKKiAt26dRO6DKIByowtlBd7KDO2iDUvtZGxqqoq/PDDD5gzZw7Gjh2ruuVRWVkZfv75Z9y+fbvdiyStw9/fX+gSiIYoM7ZQXuyhzNgi1rz0Hv4hLy8Ptra2uHPnDoYMGYK0tDTVLY/MzMzg4OCAnJwcHD58WJBiyT/zwgsvCF0C0RBlxhbKiz2UGVvEmhdvZOzTTz9FdXU1kpKSEBYWhqZHMBctWoRLly61a4Gk9eTl5QldAtEQZcYWyos9lBlbxJoXrzN24cIFbNmyBSNGjGj23pODBg3CnTt32q040rp0dXWFLoFoiDJjC+XFHsqMLWLNi9cZq6urg7m5+SMbV1dXt3lBpO08LlvSMVFmbKG82EOZsUWsefE6YyNGjEB4ePgjG589exZjx45t86JI20hOTha6BKIhyowtlBd7KDO2iDUvXmds69at8PLywr59+1BZWQkAUCqVuH37Nt566y1cuXIFH3/8sSCFkn9uzpw5QpdANESZsYXyYg9lxhax5sXrjK1ZswbffvstvvrqKwwdOhQAMHfuXAwbNgxeXl74/vvvsWjRIiHqJK3gxIkTQpdANESZsYXyYg9lxhax5tXspK+5ubk4deoUbt++DaVSicGDB2Px4sUYNGiQEDW2KzFP+koIIYSQjqfZ2yH169cPH3/8MY4cOYKjR49i27ZtWtEREzux3kZCzCgztlBe7KHM2CLWvHgjY9XV1aioqEDfvn1VDQoKCmBvbw+5XI4lS5Zg4sSJghTaXsQ8MlZXVwcjIyOhyyAaoMzYQnmxhzJji1jz4o2Mbdy4EcuWLVP9XFVVBRsbG3z33Xf46aefMHXqVFy+fLm9ayStxMPDQ+gSiIYoM7ZQXuyhzNgi1rx4nbHIyEi89tprqp+PHz+OwsJCREdHo7y8HNbW1vjuu+/avUjSOmbMmCF0CURDlBlbKC/2UGZsEWtevM5YSUkJ+vTpo/rZz88PL7/8MiZNmoSuXbti7dq1uH79ersXSVrHzZs3hS6BaIgyYwvlxR7KjC1izYvXGevWrRvu3r0L4MFx2YiICLzyyiuq9Xp6evj777/bt0LSarp16yZ0CURDlBlbKC/2UGZsEWteeg//8OKLL+K3337D8OHDcf78echkMixcuFC1/tatW7yRM8IWQ0NDoUsgGqLM2EJ5sYcyY4tY8+KNjO3btw+dOnXCkiVL8N///hf/+c9/YGVlBQBQKBTw9vaGra2tIIUCwJ49eyCRSDBy5Mhm18vlcnz22WewtLSEkZERbGxscPHixXausuPKysoSugSiIcqMLZQXeygztog1L97I2HPPPYf09HSkpqbC1NQUAwYMUK37+++/YWdnh9GjR7d3jQCAvLw8fP/99zA2Nn5km/Xr18PHxwdbt27FkCFD4OLigvnz5yM0NBQvv/xyO1bbMb344otCl0A0RJmxhfJiD2XGFrHmpTbpa6dOnTB69GheRwwAunbtioULF6otby/btm3DpEmTMGHChGbXx8bGwsvLC3v37sX+/fuxceNGhISEoH///ti+fXs7V9sxnT59WugSiIYoM7ZQXuyhzNgi1ryavR1SfX090tLSUFlZCaVSqbbR1KlT26W4RuHh4ZgxYwYSExOxefNmlJSUICUlhddm+/bt+Pnnn1FWVgYTExPV8r179+KLL75Abm4ubzLbRxHzpK+EEEII6Xh4I2NKpRKfffYZzMzMMGbMGNja2mL69Olqj/akUCiwefNmvPvuuxg1atQj2yUmJmLo0KG8jhgA1R0DkpKSmt1OLpejqqpK9aipqWm12jsasd5GQswoM7ZQXuyhzNgi1rx4nbHvv/8e+/fvx5o1a+Dm5gaO4/DDDz/A3t4e1tbWGD16NIKCgtq1QHt7e+Tk5GD37t2PbVdYWAgLCwu15Y3LCgoKmt1u7969MDU1VT0aL1AoLCyEg4MD5HK5Knw7OzsUFRXh5MmTSE5ORnh4OIKCgiCVSuHi4oLq6mpe24qKCri7uyMtLQ2XLl1CaGgoUlJS4OnpidLSUl7buro6ODk5ITMzEwEBAYiKikJCQgJ8fHxQUFDAa6tQKHD06FHk5+fjzJkziI+PR0xMDPz9/ZGVlQVHR0e1uouLi2FmZobk5GSEhYUhKCgI6enpcHV1Vau7qqoKbm5uSE9Px4ULFxAaGoobN27gxIkTKCkp4bWVyWRwcnJCVlYWzp07h+joaMTHx+P06dMoKCjAkSNHoFQqYWdnB6VSiSNHjqCgoACnT59GfHw8oqOjce7cOWRlZcHJyQkymYy3/5KSEpw4cQI3btxAaGgoLly4gPT0dLi5uaGqqorXtrq6Gq6urkhPT0dQUBDCwsKQnJwMLy8vFBcX89rK5XI4OjoiKysL/v7+iImJQXx8PM6cOYP8/HwcPXoUCoWCt01BQQF8fHyQkJCAqKgoBAQEIDMzE05OTqirq+O1LS0thaenJ1JSUhAaGopLly4hLS0N7u7uqKioUKvbxcUFUqkUQUFBCA8PR3JyMk6ePInFixer1e3g4ICcnBz4+fkhJiYGcXFxOHv2LPLy8mBvb4+GhgbeNoWFhfDx8UFiYiIiIyMRGBiIjIwMHDt2DLW1tby2ZWVl8PT0RGpqKkJCQhAcHIzU1FR4eHigvLyc17ampgbOzs6QSqU4f/48IiIikJSUBG9vbxQVFfHa1tfXw8HBAbm5ufD19UVsbCxiY2Ph6+uL3NxcODg4oL6+Xu295u3tjaSkJEREROD8+fOQSqVwdnZGTU0Nr215eTk8PDyQmpqK4OBghISEIDU1FZ6enigrK+O1ra2txbFjx5CRkYHAwEBERkYiMTERPj4+KCws5LVtaGiAvb098vLycPbsWcTFxSEmJgZ+fn7IyclR+4zgOI7pzwgvLy+t+4x46aWXmP6MaPpeE/tnROPBPFY/Ix7VjwD3kMGDB3MrVqzgOI7jSkpKOIlEwgUHB3Mcx3FyuZwbN24c9/nnn3NPQ6FQcHV1dS16KJVKVQ1mZmbcgQMHVPuxtbXlrKys1PY/aNAgbt68eWrLMzIyOADcwYMHm61LJpNxlZWVqkdYWBgHgEtISHiq19mR/fbbb0KXQDREmbGF8mIPZcYWsebFGxnLy8tT3WrAwMAAACCTyQAA+vr6WLNmDdzd3fE0wsPDYWRk1KJHeno6AOCrr76CmZkZNm/e/MT9GxkZQS6Xqy1vrP9RNxY1MDCAiYmJ6tGlS5enen0seP3114UugWiIMmML5cUeyowtYs2LN7XFM888ozpnqkuXLjAxMUFmZiZvg/Ly8qd6ouHDh8PZ2blFbS0sLCCVSuHo6IhDhw7xDjHKZDLU19cjOzsbJiYmMDMzU22Tn5+vtq/CwkIAgKWl5VPVLSaxsbF44403hC6DaIAyYwvlxR7KjC1izYvXGRs7dizi4uJUP0+fPh2HDh3C2LFjoVQq8csvvzz1PGO9e/fG+vXrW9w+MTERSqUSW7ZswZYtW9TWDxw4EB999BEOHToEABgzZgxCQ0NRVVXFO4n/6tWrqvXariVXk5KOhTJjC+XFHsqMLWLNi9cZ27hxI1xcXCCXy2FgYIA9e/Zg6tSpmDp1KjiOQ/fu3XHixIl2KWzkyJE4c+aM2vKvvvoK1dXVOHz4MAYPHqxavnTpUhw4cACOjo7Ytm0bgAdXSjo7O8PGxka0AWqioaFB6BKIhigztlBe7KHM2CLWvHidsddff513PHbEiBHIyMjA5cuXoaurixdffFF1WLCt9ejRA4sWLVJb3jgS1nSdjY0Nli1bhs8//xz37t3Dc889B1dXV2RnZ+P3339v+4IZUFxcLHQJREOUGVsoL/ZQZmwRa156T2pgamrKu1l4R+bm5oYdO3bA3d0d5eXlsLa2xrlz59p9ktqO6lH39CQdF2XGFsqLPZQZW8Sal9rtkACguroaKSkpiIiIQHh4uNpDSJcvX1abfb+RoaEh9u/fj8LCQshkMsTGxmLOnDntXGHHRTdNZw9lxhbKiz2UGVvEmhfvdkilpaXYtGkTTp06BYVCodaY4zhIJJJm14mFmG+H1HguIGEHZcYWyos9lBlbxJoXb2TsX//6F3x8fLB582acOnUKISEhvEdoaChCQkKEqpX8Q//973+FLoFoiDJjC+XFHsqMLWLNizcy1qVLF3zwwQf48ccfhaxJUGIeGSOEEEJIx8MbGevcuTMGDBggUCmkrYn1BqtiRpmxhfJiD2XGFrHmxeuMrVmzptm5vYg4rFixQugSiIYoM7ZQXuyhzNgi1rx0rl27hsbHsmXLUFZWhrlz5+L06dOIi4vDw+sbH4RNwcHBQpdANESZsYXyYg9lxhax5qX3wgsv8BY0nkLW3OWj2nA1pZiNGDFC6BKIhigztlBe7KHM2CLWvPSOHTsmdA2knTx8k/cGhRLcY9r+U1xb7vz/66QrgUQiafsnEtDDmZGOj/JiD2XGFrHmpbdu3TqhayDtRCaTAQA+P30DJ2JzBa7mnxvZxwSn338J+nrNzl0sCo2ZETZQXuyhzNgixrwyimse3A5JJpPB19cXWVlZeOaZZ/Daa6/BwsJC6PpIKxswYACKq+X4I479jhgApORXIfJ2MWYM7yV0KW2Grm5mC+XFHsqMLWLMyys2F3r37t3Diy++iKysLNX5Yp07d8bZs2cxa9YsgUskrSkmJgYYYgAlB1g/awr3DTZCl/TUDgSlwz0mB35JBaLujMXExGDYsGFCl0FaiPJiD2XGFrHlpVRyOJdcCL3du3cjOzsbH3/8MWbMmIHbt29j9+7deO+995CRkSF0naQVLV68GOuP3wAAvD7aEqZGnQSu6Om9Ma4P3GNycCG1CHX3FTDS1xW6pDaxePFioUsgGqC82EOZsUVsecVll6GwUgadCxcuYO3atThw4ADmz5+PLVu2wM7ODtnZ2UhPTxe6TtKKfvndAwk55ZBIgAWjLYUu5x8Z27cb+poZ4e/7CgSnFQldTptxdXUVugSiAcqLPZQZW8SWl9/1AgCATm5uLl5++WXeypdffhkcx6GoSLxfctrIbMxsAIDNQDP0MjEUuJp/RiKRYIH1gw6lb1KBwNW0nU2bNgldAtEA5cUeyowtYsqrXqFE4I1CAICOXC6HoSH/i7nx54aGhnYvjrSdY8HXAQCvj+4jcCWt4/UxDzpjYenFqKyrF7iatiHWW3+IFeXFHsqMLWLKK/J2Ccr/rkePLvoPrqbMzs7mzaxfWVkJAJBKpejWrZvaDrThBtrpd6uhe6cCEgkggQSN01k1/twU18ysXS2da6u5di3dX3NPwTXT8F61HMX1BtDTkWDeyN4tK6yDG97bBEN7dcGtohq4RmdjypAeqnWN8489nJQqw2by60i6G3fCs907AwDWrl0rcDVEE5QXeygztjTmVS2rR2pBFZRtOKdlc9/Drckj5sHMBq+OsoBEIpFwzU2c2TjbfnPLxDwD/7Vr1zB+/Hj0XncIBr2fE7qcVjdjeE8cW//Ckxsywi5EigMXbgldRquSSIBT77+Icf26w83Njb4sGEJ5sYcyY4ubmxveeustLDkajWu5FUKX0ypOvT8Zes7OzkLX0SH1MjGAcTcjcNyDvjHHAcqH/t20/9rcWEtzk8M3HZVpvk1z+3ryaI5aTU1+1lEq8MG0wU/cD0tWvNAPIWn3UFwjB8AfPWx2JPGhhRya/10LqVregGpZA07G3cG4ft1hY8Pu9CPaiPJiD2XGFhsbG1zPq8S13Aro6UgwsIdxmz5fW9/kZWzf7hjXrzvNwP8ox9ZPFN3h2AsXLmDCADOhy2hV5l0NcPqDl4Quo9VEZ5Tgzf9exZ8pd/HtwpHIyckR1Zw6Ykd5sYcyY0tOTg4uVj6Yhf/10Zb4ecUYYQtqJeK9jwxR06kTu/OKaQubgc+gZ1cDVNbVI/xWMWXGGMqLPZQZW+qhB//kB1fQr57UT+BqWg91xrRIjx49ntyICEpXR4LX/v+UHX7XCygzxlBe7KHM2HK9yhCyeiWG9eqKcf26C11Oq6HOmBZJSUkRugTSAgtGP7gv7MXUIly7TpmxhN5j7KHM2MFxHHxTSgA8GBVrybnUrKDOmBaZPXu20CWQFhjTtxv6mXVGXb0CegPEdd6i2NF7jD2UGRs4jkPQX3dRJNOFUSddLBorjvkyG+kJXQBpP15eXqKavVisJBIJFoy2wJHQDBy5kAI9A6NHt33c9aAd7D+Nhp10Mfv5XqK9jyhA7zEWiTGzwso6RNwqUc0AADS50vz/L21cplrV0skx21ldvQK+SQX4q6AKwIMT900MxXWun4RrboZQLdY4z1hCQoLorqYk7Ei/W405h8KFLqPVvfvyQHz12gihyyBE1F63i0RyXqXQZbQ6Az0dvD7aEl+9NgKmRuLqjNHImBaxs7MT3f8AxWpY767YPncYfC4nYuCAAc22edz/oh73fywh5lerlSsQm12Gs0kF+L95w6GnK84zJOg9xh6xZSYtqkZyXiX0dCSYNqynavn/7kDS9GcJ/+cONqIOPKhxTN9uWDr+WXg4O8LUaLTQJbU6GhlrQswjYzKZTO0+pKRjE0tm9QolJu65hPK/63F8gw1eHiLOK9jEkpc2EVtmP19Ixy8htzFzeE/8LqK7rTQSW16NxPnfU9Ks48ePC10C0ZBYMuukq4N5ox5cJeqblC9wNW1HLHlpEzFlxnEc/K4/mIPr9TGWAlfTNsSU18OoM6ZFZs6cKXQJRENiyuz10Q++HM7/dRfyBnHe31ZMeWkLMWV2I78S2aV/w7CTDmY930voctqEmPJ6GHXGtMhff/0ldAlEQ2LKbOIAM/Q2MUS1rAGX04uFLqdNiCkvbSGmzPySHoyKzXq+F4wNxHlKuJjyehh1xrSImZm47kupDcSUmY6ORDWhbeOXhtiIKS9tIZbMlEoO55ILAfxvFFqMxJJXU+LsOpNm6evrC10C0ZDYMnt9dB/8NyILl24W4cszNyCRADqSB9dzSSQSSCQPrpwS+oqup72sqahIjkulqa1Tw2Ovl20f+ro6MDbQg4mhHmZb9Uafbo+e845V+vr6uN+gxNHLGSirlbfZ87R1mlV19bhbJYOJoR5sh5m38bMJR2yfiY2oM6ZFcnNzMWHCBKHLIBoQW2Yj+5hgsLkxMopr4XE1V+hy2sbtLKEraBNnkgrg++FLQpfR6nJzc3GzvgcOXroldCmtYv4oCxjoiXdiZbF9JjaizpgWmTRpktAlEA2JLTOJRAL7NeNxPuUuFBwHjntwBRgHPJgtnIPq34+9u0Cr1NL6+6yprkGXrl3+9xyt/xQ8bT2CeL9BiWpZA3wS8nD9TgUyimsw2LzLkzdkyKRJk7DZNxsA8MqIXhjeu2vbPmEbhmbYSQcrJvRts/13BGL7TGxEnTEtcubMGXz44YdCl0E0IMbMhvTqiiG92vgLTyBHjhzBh8vElRcAFFXJEJpeDN+kAvxn9lChy2lVzt7+SCh8FhIJ8N2ikehpIr45rMREjJ+JAJ3Ar1Xef/99oUsgGqLM2CLWvBaOeXBTZr+k/Mfe3YFFpqNmAABeHPwMdcQYINb3GBOdsWvXruH111+HmZkZOnfujJEjR+KXX35RayeXy/HZZ5/B0tISRkZGsLGxwcWLFwWouGP67bffhC6BaIgyY4tY85o9oheMOukiu/RvXBfRPQ85joNzSAoAYOHoPgJXQ1pCrO+xDt8Zu3DhAiZPnox79+5hx44dOHz4MF577TXk5eWptV2/fj1+/vlnrF69GocPH4auri7mz5+PyMhIASrveD744AOhSyAaoszYIta8jA30MHvEg0lExXQHhbS71Sht0Ie+ng7mjuotdDmkBcT6HuvQnbGqqiqsXbsWr776KqKjo/Hxxx/jX//6F3744Qf8+OOPvLaxsbHw8vLC3r17sX//fmzcuBEhISHo378/tm/fLtAr6FiOHj0qdAlEQ5QZW8Sc18L/f3sd/+uFUCjFcajS9//PdzdjWE+YGHYSuBrSEmJ9j3XoE/g9PT1RVFSEPXv2QEdHB7W1tTAyMoKOjnof0sfHB7q6uti4caNqmaGhITZs2IAvvvgCd+7cQd++4r7K5EneeOMNoUsgGqLM2CLmvKYONUf3zp1QUiPHMvtoGHZqu+kT2vq0NIWSQ428AZklNQD+19EkHZ9Y32MdujN26dIlmJiYID8/H4sWLcKtW7dgbGyMt956CwcPHuTduT0xMRFDhw6FiYkJbx8TJ04EACQlJTXbGZPL5ZDL/zfRX01NTRu9GuHFxMRg8eLFQpdBNECZsUXMeXXS1cHCMX3gEp2Na7kVQpfTakw6cZg+vKfQZZAWEut7rEMfppRKpWhoaMDChQsxZ84cnDp1Cu+88w7s7e3x9ttv89oWFhbCwsJCbR+NywoKmr/9yt69e2Fqaqp62Nraqvbn4OAAuVwOOzs7AICdnR2Kiopw8uRJJCcnIzw8HEFBQZBKpXBxcUF1dTWvbUVFBdzd3ZGWloZLly4hNDQUKSkp8PT0RGlpKa9tXV0dnJyckJmZiYCAAERFRSEhIQE+Pj4oKCjgtVUoFDh69Cjy8/Nx5swZxMfHIyYmBv7+/sjKyoKjo6Na3cXFxZBKpUhOTkZYWBiCgoKQnp4OV1dXtbqrqqrg5uaG9PR0XLhwAaGhobhx4wZOnDiBkpISXluZTAYnJydkZWXh3LlziI6ORnx8PE6fPo2CggIcOXIESqUSdnZ2UCqVOHLkCAoKCnD69GnEx8cjOjoa586dQ1ZWFpycnCCTyXj7LykpwYkTJ3Djxg2EhobiwoULSE9Ph5ubG6qqqnhtq6ur4erqivT0dAQFBSEsLAzJycnw8vJCcXExr61cLoejoyOysrLg7++PmJgYxMfH48yZM8jPz8fRo0ehUCh42xQUFMDHxwcJCQmIiopCQEAAMjMz4eTkhLq6Ol7b0tJSeHp6IiUlBaGhobh06RLS0tLg7u6OiooKtbpdXFwglUoRFBSE8PBwJCcn4+TJk+jSpYta3Q4ODsjJyYGfnx9iYmIQFxeHs2fPIi8vD/b29mhoaOBtU1hYCB8fHyQmJiIyMhKBgYHIyMjAsWPHUFtby2tbVlYGT09PpKamIiQkBMHBwUhNTYWHhwfKy8t5bWtqauDs7AypVIrz588jIiICSUlJ8Pb2RlFREa9tfX09HBwckJubC19fX8TGxiI2Nha+vr7Izc2Fg4MD6uvr1d5r3t7eSEpKQkREBM6fPw+pVApnZ2fU1NTw2paXl8PDwwOpqakIDg5GSEgIUlNT4enpibKyMl7b2tpaHDt2DBkZGQgMDERkZCQSExPh4+ODwsJCXtuGhgbY29sjLy8PZ8+eRVxcHGJiYuDn54ecnBy1z4i4uDimPyO8vLwe+xnx2dzheP2ZIvywcBiW9qnG/9n2wrsjdPGetT62vfQMVvT7G9+9Ohivmt3D4ZVj8KrZPRxYYoVFvcrx1cw+WD+Mw6Zxxtg60QRrBtdj15z+eM2sGIdWjMarZvdwaMVovGZWjG/mDsBbg+ux1cYUm8YbY/0wDjtm9sEbvcrx0xIrvGZ2D7+sGovXzO5hz2vPYWW/v/HpS8/g39b6eNdKF5/b9sKyPtXYt3AYr+2Pi4ZjqWUVvpzWG5utdfDVJCNsHVaDs6e8mf2MaPpeE/tnRFxcHNOfEY/qR0i4drpOWalU4v79+y1qa2BgAIlEgsGDByMzMxP//ve/eceJ//3vf8PBwQG3bt3CkCFDAACDBw/GsGHDEBgYyNtXZmYmBg8ejIMHD2Lr1q1qz9V0ZCwpKQm2trZISEjAuHHjnuKVdlzR0dF48cUXhS6DaIAyYwvlxR7KjC1izavdRsbCw8NhZGTUokd6ejoAwMjowX3QVq1axdvXm2++CQC4cuWKapmRkRGvU9VIJpPx9tWUgYEBTExMVI8uXcQ1u/TDysrKhC6BaIgyYwvlxR7KjC1izavdzhkbPnw4nJ2dW9S28dCipaUl/vrrL/Tq1Yu3vmfPB8f3y8vLedvk56tfcl1YWKjal7azsrISugSiIcqMLZQXeygztog1r3brjPXu3Rvr16/XaJvx48fj4sWLyM/Px7Bhw1TLG8//Mjf/353px4wZg9DQUFRVVfFO4r969apqvbYLDg7Gu+++K3QZRAOUGVsoL/ZQZmwRa14d+gT+5cuXAwB+//133nInJyfo6elh2rRpqmVLly6FQqGAo6OjaplcLoezszNsbGy0floLAFizZo3QJRANUWZsobzYQ5mxRax5dejO2NixY/HOO+/A09MTK1aswG+//Ybly5fjxIkT+PTTT3mHHm1sbLBs2TJ8/vnn2L59OxwdHTFjxgxkZ2erTRCrrZycnIQugWiIMmML5cUeyowtYs2r3a6mfFr19fX4/vvv4ezsjIKCAvTv3x8ffvhhs1dGymQy7NixA8ePH0d5eTmsra2xe/duzJkzp8XPd+3aNYwfP16UV1MSQgghpOPp0CNjANCpUyfs3LkT2dnZuH//PqRSabMdMeDBjPv79+9HYWEhZDIZYmNjNeqIiV3jPCeEHZQZWygv9lBmbBFrXh1+ZKy9iXlkrKSkBD169BC6DKIByowtlBd7KDO2iDWvDj8yRlrPxYsXhS6BaIgyYwvlxR7KjC1izYs6Y1pk5MiRQpdANESZsYXyYg9lxhax5kWdMS1SUlIidAlEQ5QZWygv9lBmbBFrXtQZ0yL19fVCl0A0RJmxhfJiD2XGFrHmRZ0xLdK/f3+hSyAaoszYQnmxhzJji1jzos6YFmm8NRRhB2XGFsqLPZQZW8SaF01t0YSYp7Zoet9O0vFRZmyhvNhDmbFFrHnRyJgWcXNzE7oEoiHKjC2UF3soM7aINS8aGWtCzCNjhBBCCOl4aGRMi4j1NhJiRpmxhfJiD2XGFrHmRSNjTYh5ZKy6uhpdu3YVugyiAcqMLZQXeygztog1LxoZ0yKnT58WugSiIcqMLZQXeygztog1L+qMaZFJkyYJXQLREGXGFsqLPZQZW8SaF3XGtEh2drbQJRANUWZsobzYQ5mxRax5UWdMixgaGgpdAtEQZcYWyos9lBlbxJoXdca0SPfu3YUugWiIMmML5cUeyowtYs2LOmNaJDU1VegSiIYoM7ZQXuyhzNgi1ryoM6ZFZs6cKXQJREOUGVsoL/ZQZmwRa17UGdMif/zxh9AlEA1RZmyhvNhDmbFFrHnRpK9NiHnSV0IIIYR0PDQypkXEehsJMaPM2EJ5sYcyY4tY86KRsSbEPDIml8thYGAgdBlEA5QZWygv9lBmbBFrXjQypkVcXV2FLoFoiDJjC+XFHsqMLWLNizpjWmT27NlCl0A0RJmxhfJiD2XGFrHmRZ0xLZKSkiJ0CURDlBlbKC/2UGZsEWte1BnTIubm5kKXQDREmbGF8mIPZcYWseZFnTEtoqenJ3QJREOUGVsoL/ZQZmwRa17UGdMid+7cEboEoiHKjC2UF3soM7aINS/qjGmRiRMnCl0C0RBlxhbKiz2UGVvEmhd1xrSIn5+f0CUQDVFmbKG82EOZsUWsedGkr02IedJXhUIBXV1docsgGqDM2EJ5sYcyY4tY86KRMS1y9OhRoUsgGqLM2EJ5sYcyY4tY86KRsSbEPDJGCCGEkI6HRsa0iFhvsCpmlBlbKC/2UGZsEWte1BnTIosXLxa6BKIhyowtlBd7KDO2iDWvDt8Zk0qlWLlyJZ599ll07twZw4cPx7fffou///5bra1cLsdnn30GS0tLGBkZwcbGBhcvXhSg6o4pOjpa6BKIhigztlBe7KHM2CLWvDr0VLZ37tzBxIkTYWpqik2bNsHMzAxXrlzBzp07kZCQAF9fX1779evXw8fHB1u3bsWQIUPg4uKC+fPnIzQ0FC+//LJAr6LjGDhwoNAlEA1RZmyhvNhDmbFFrHl16M6Yu7s7KioqEBkZCSsrKwDAxo0boVQq4ebmhvLycnTv3h0AEBsbCy8vL+zfvx/btm0DAKxduxYjR47E9u3bRdub1oRMJhO6BKIhyowtlBd7KDO2iDWvDn2YsqqqCgDQq1cv3nILCwvo6OhAX19ftczHxwe6urrYuHGjapmhoSE2bNiAK1euiPYWCpqoqKgQugSiIcqMLZQXeygztog1rw7dGZs2bRoAYMOGDUhKSsKdO3fwxx9/4OjRo9iyZQuMjY1VbRMTEzF06FCYmJjw9tF464SkpKRmn0Mul6Oqqkr1qKmpaZPX0hE8//zzQpdANESZsYXyYg9lxhax5tWhO2Nz587F7t27cfHiRYwdOxb9+vXDypUrsXnzZhw8eJDXtrCwEBYWFmr7aFxWUFDQ7HPs3bsXpqamqoetra1qfw4ODpDL5apLae3s7FBUVISTJ08iOTkZ4eHhCAoKglQqhYuLC6qrq3ltKyoq4O7ujrS0NFy6dAmhoaFISUmBp6cnSktLeW3r6urg5OSEzMxMBAQEICoqCgkJCfDx8UFBQQGvrUKhwNGjR5Gfn48zZ84gPj4eMTEx8Pf3R1ZWFhwdHdXqLi4uxs8//4zk5GSEhYUhKCgI6enpcHV1Vau7qqoKbm5uSE9Px4ULFxAaGoobN27gxIkTKCkp4bWVyWRwcnJCVlYWzp07h+joaMTHx+P06dMoKCjAkSNHoFQqYWdnB6VSiSNHjqCgoACnT59GfHw8oqOjce7cOWRlZcHJyQkymYy3/5KSEpw4cQI3btxAaGgoLly4gPT0dLi5uaGqqorXtrq6Gq6urkhPT0dQUBDCwsKQnJwMLy8vFBcX89rK5XI4OjoiKysL/v7+iImJQXx8PM6cOYP8/HwcPXoUCoWCt01BQQF8fHyQkJCAqKgoBAQEIDMzE05OTqirq+O1LS0thaenJ1JSUhAaGopLly4hLS1Ndei9ad0uLi6QSqUICgpCeHg4kpOTcfLkSfj6+qrV7eDggJycHPj5+SEmJgZxcXE4e/Ys8vLyYG9vj4aGBt42hYWF8PHxQWJiIiIjIxEYGIiMjAwcO3YMtbW1vLZlZWXw9PREamoqQkJCEBwcjNTUVHh4eKC8vJzXtqamBs7OzpBKpTh//jwiIiKQlJQEb29vFBUV8drW19fDwcEBubm58PX1RWxsLGJjY+Hr64vc3Fw4ODigvr5e7b3m7e2NpKQkRERE4Pz585BKpXB2dkZNTQ2vbXl5OTw8PJCamorg4GCEhIQgNTUVnp6eKCsr47Wtra3FsWPHkJGRgcDAQERGRiIxMRE+Pj4oLCzktW1oaIC9vT3y8vJw9uxZxMXFISYmBn5+fsjJyVH7jNi9ezfTnxFeXl5a9xlx/Phxpj8jmr7XxP4ZsXv3bqY/Ix7Vj2i3SV+VSiXu37/forYGBgaQSCQAgOPHj+P48eNYsmQJnnnmGQQEBMDZ2Rm//PILNm3apNpm8ODBGDZsGAIDA3n7yszMxODBg3Hw4EFs3bpV7bnkcjnkcrnq56SkJNja2opy0te6ujoYGRkJXQbRAGXGFsqLPZQZW8SaV7uNjIWHh8PIyKhFj/T0dACAl5cXNm7cCCcnJ/zrX//C4sWL8fvvv2PdunX47LPPUFpaqtq/kZERr1PVqPFkv0eFZ2BgABMTE9WjS5cubfDqO4bff/9d6BKIhigztlBe7KHM2CLWvNptZOzu3bs4f/58i9q+8cYbMDU1xdSpU6FQKBAVFcVbf+bMGSxevBgXL17ErFmzAACzZ89Gfn4+UlNTeW2Dg4Mxa9Ys+Pn5YcGCBU98brodEiGEEELaU7tNbdG7d2+sX79eo22KiopUU1c8rL6+HgDQ0NCgWjZmzBiEhoaiqqqKdxL/1atXVeu1nZ2dHe/QLun4KDO2UF7soczYIta8OvQJ/EOHDkViYiJu3brFW37ixAno6OjA2tpatWzp0qVQKBRwdHRULZPL5XB2doaNjQ369u3bbnV3VKtWrRK6BKIhyowtlBd7KDO2iDWvDt0Z+/TTT6FQKDBlyhTs3r0bv/32G+bPn4+zZ8/inXfegaWlpaqtjY0Nli1bhs8//xzbt2+Ho6MjZsyYgezsbPz4448CvoqOIygoSOgSiIYoM7ZQXuyhzNgi1rw69Az8U6dORXR0NHbt2oXffvsNpaWlGDhwIPbs2YPt27ertXdzc8OOHTvg7u6O8vJyWFtb49y5c5g6daoA1Xc8D48kEjZQZmyhvNhDmbFFrHl16M4Y8GDS1qbTVTyKoaEh9u/fj/3797dxVWwqLi4WugSiIcqMLZQXeygztog1rw59mJK0LoVCIXQJREOUGVsoL/ZQZmwRa17UGdMizz77rNAlEA1RZmyhvNhDmbFFrHlRZ0yLxMXFCV0C0RBlxhbKiz2UGVvEmle7TfrKCjFP+lpRUYFu3boJXQbRAGXGFsqLPZQZW8SaF42MaZHjx48LXQLREGXGFsqLPZQZW8SaF42MNSHmkTFCCCGEdDw0MqZF7OzshC6BaIgyYwvlxR7KjC1izYtGxpoQ88hYdXU1unbtKnQZRAOUGVsoL/ZQZmwRa140MqZFTp06JXQJREOUGVsoL/ZQZmwRa17UGdMiL730ktAlEA1RZmyhvNhDmbFFrHlRZ0yLZGZmCl0C0RBlxhbKiz2UGVvEmhd1xrSIkZGR0CUQDVFmbKG82EOZsUWseVFnTIuIcaI8saPM2EJ5sYcyY4tY86LOmBZJS0sTugSiIcqMLZQXeygztog1L+qMaRFbW1uhSyAaoszYQnmxhzJji1jzos6YFvH29ha6BKIhyowtlBd7KDO2iDUvmvS1CTFP+koIIYSQjodGxrSIWG8jIWaUGVsoL/ZQZmwRa140MtaEmEfG5HI5DAwMhC6DaIAyYwvlxR7KjC1izYtGxrSIi4uL0CUQDVFmbKG82EOZsUWseekJXUBHU1dXBwC4efOmwJW0vmeffRbXrl0TugyiAcqMLZQXeygztog1L+qMNZGdnQ0AWLNmjbCFEEIIIUQr0DljTZSUlCAoKAgDBgwQ1W0XampqYGtri7CwMHTp0kXockgLUGZsobzYQ5mxRcx5UWdMS1RVVcHU1BSVlZUwMTERuhzSApQZWygv9lBmbBFzXnQCPyGEEEKIgKgzRgghhBAiIOqMaQkDAwPs3LlTlPOziBVlxhbKiz2UGVvEnBedM0YIIYQQIiAaGSOEEEIIERB1xgghhBBCBESdMUIIIYQQAVFnjBBCCCFEQNQZIwCAPXv2QCKRYOTIkUKXQh4hLi4OmzZtgpWVFYyNjdGvXz8sX74ct27dEro0rSeXy/HZZ5/B0tISRkZGsLGxwcWLF4UuizSD3kfsE+P3FV1NSZCXl4dhw4ZBIpFgwIABSElJEbok0oylS5ciKioKy5Ytg7W1Ne7evQs7OzvU1NQgJiZGVB9MrFm1ahV8fHywdetWDBkyBC4uLoiLi0NoaChefvllocsjD6H3EdvE+n1FnTGClStXori4GAqFAiUlJaL54xab6OhoTJgwAfr6+qplUqkUo0aNwtKlS3H8+HEBq9NesbGxsLGxwf79+7Ft2zYAgEwmw8iRI9GzZ09ER0cLXCF5GL2P2CbW7ys6TKnlwsPD4ePjg0OHDgldCnmCF198kfcFAgBDhgyBlZUVbt68KVBVxMfHB7q6uti4caNqmaGhITZs2IArV67gzp07AlZHmqL3EbvE/H1FnTEtplAosHnzZrz77rsYNWqU0OWQp8BxHIqKitCjRw+hS9FaiYmJGDp0qNqNiydOnAgASEpKEqAqogl6H3V8Yv++0hO6ACIce3t75OTk4NKlS0KXQp6Sh4cH8vPz8e233wpditYqLCyEhYWF2vLGZQUFBe1dEtEQvY86PrF/X1FnTASUSiXu37/forYGBgaQSCQoLS3F119/jR07dsDc3LyNKyRNPU1mTaWlpeHDDz/E5MmTsW7dutYukbRQXV1ds/fKMzQ0VK0nHRe9jzo+bfi+osOUIhAeHg4jI6MWPdLT0wEAX331FczMzLB582aBq9dOT5PZw+7evYtXX30VpqamqnOWiDCMjIwgl8vVlstkMtV60jHR+4gN2vB9RSNjIjB8+HA4Ozu3qK2FhQWkUikcHR1x6NAh3iEUmUyG+vp6ZGdnw8TEBGZmZm1VstbTNLOHVVZWYt68eaioqEBERAQsLS3bokTSQhYWFsjPz1dbXlhYCACUTwdF7yM2aM33FUe0TmhoKAfgsY+PPvpI6DJJM+rq6rgpU6ZwnTt35qKjo4Uuh3Act23bNk5XV5errKzkLd+zZw8HgMvNzRWoMvIo9D5ih7Z8X9E8Y1qopKQEkZGRasu/+uorVFdX4/Dhwxg8eLAor1hhmUKhwOLFixEYGAhfX1/Mnz9f6JIIgKtXr2LSpEm8ecbkcjlGjhyJZ555BjExMQJXSB5G7yO2aMv3FXXGiMq0adNENYme2GzduhWHDx/GggULsHz5crX1a9asEaAqAgDLly/HmTNn8PHHH+O5556Dq6srYmNjERwcjKlTpwpdHnkIvY/EQWzfV9QZIypi++MWm2nTpiEsLOyR6+mtLByZTIYdO3bg+PHjKC8vh7W1NXbv3o05c+YIXRppgt5H4iC27yvqjBFCCCGECIimtiCEEEIIERB1xgghhBBCBESdMUIIIYQQAVFnjBBCCCFEQNQZI4QQQggREHXGCCGEEEIERJ0xQgghhBABUWeMEEIIIURA1BkjhBBCCBEQdcYIIaSNrF+/HhKJBBKJBCNHjuSta2howPbt29G3b1/o6Ohg0aJFwhTZgXXr1k31+9u0aZPQ5RDSZqgzRoiWcXFxUX3BNX383//9n9DliU6PHj3g7u6OH374gbf82LFj2L9/P5YuXQpXV1d8/PHHrfJ8n3zyCUaMGPHYNkePHsWyZcvQr18/SCQSrF+//pFtKyoqsHHjRpibm8PY2BjTp0/HtWvXeG1KS0uxf/9+TJ06Febm5ujWrRsmTZqEP/7444n17tmzp9nOKgA4OjrC3d39ifsghHV6QhdACBHGt99+i4EDB/KWNfeFSP4ZY2NjrFmzRm15SEgI+vTpg4MHD7bq8wUEBGDBggWPbbNv3z5UV1dj4sSJKCwsfGQ7pVKJV199FdevX8enn36KHj164LfffsO0adOQkJCAIUOGAACuXLmCL7/8EvPnz8dXX30FPT09nDp1CitXrkRqaiq++eabZvefl5eH77//HsbGxs2uX758OQDgrbfeaslLJ4RZ1BkjREvNmzcPEyZMaFFbmUwGfX196OjQYHpruXfvHrp169aq+8zMzER6ejrs7e0f2y4sLEw1KtalS5dHtvPx8UF0dDS8vb2xdOlSAA86SEOHDsXOnTvh6ekJALCysoJUKkX//v1V237wwQeYNWsW9u3bh+3btzfb4dq2bRsmTZoEhUKBkpKSp3nJhIgCfbISQnguX74MiUQCLy8vfPXVV+jTpw86d+6MqqoqAMDVq1cxd+5cmJqaonPnzrC1tUVUVJTafiIjI/HCCy/A0NAQgwcPhoODA3bt2gWJRKJqk52dDYlEAhcXF7XtJRIJdu3axVuWn5+Pd955B7169YKBgQGsrKxw7NixZus/efIk9uzZg2effRaGhoaYOXMmbt++rfY8V69exfz589G9e3cYGxvD2toahw8fBgA4OztDIpEgMTFRbbvvv/8eurq6yM/Pf+Lv9GGNrzk0NBR//fWX6hDx5cuXAQBeXl4YP348unbtChMTE4waNUpVz5MEBATA1NQUL7/88mPb9e/fn5fDo/j4+KBXr15YvHixapm5uTmWL18OX19fyOVyAMDAgQN5HTHgQX6LFi2CXC5HZmam2r7Dw8Ph4+ODQ4cOteCVESJuNDJGiJaqrKxUG43o0aOH6t+7d++Gvr4+tm3bBrlcDn19fYSEhGDevHkYP348du7cCR0dHTg7O2PGjBmIiIjAxIkTAQA3btzAK6+8AnNzc+zatQsNDQ3YuXMnevXq9dT1FhUVYdKkSaqTuc3NzfHnn39iw4YNqKqqwtatW3ntf/jhB+jo6GDbtm2orKzEjz/+iNWrV+Pq1auqNhcvXsRrr70GCwsLfPTRR+jduzdu3ryJc+fO4aOPPsLSpUvx4YcfwsPDA2PHjuXt38PDA9OmTUOfPn00eh3m5uZwd3fHnj17UFNTg7179wIAnn/+eVy8eBGrVq3CzJkzsW/fPgDAzZs3ERUVhY8++uiJ+w4MDMTs2bOhp9c6H+2JiYkYN26c2ojoxIkT4ejoiFu3bmHUqFGP3P7u3bsA+H9XAKBQKLB582a8++67j92eEK3BEUK0irOzMweg2QfHcVxoaCgHgBs0aBD3999/q7ZTKpXckCFDuDlz5nBKpVK1/O+//+YGDhzIzZ49W7Vs0aJFnKGhIZeTk6Nalpqayunq6nIPf+xkZWVxADhnZ2e1OgFwO3fuVP28YcMGzsLCgispKeG1W7lyJWdqaqqqtbH+559/npPL5ap2hw8f5gBwN27c4DiO4xoaGriBAwdy/fv358rLy3n7fPj1rVq1irO0tOQUCoVq2bVr1x5Z98PWrVvH9e/fv9l1tra2nJWVFW/ZRx99xJmYmHANDQ2P3W9zamtrOUNDwyfW1JSxsTG3bt26R65755131JYHBARwALjz588/cr+lpaVcz549uSlTpqits7Oz40xNTbl79+5xHNf87+JhALgPP/zwCa+EEHbRYUpCtNSRI0dw8eJF3uNh69atg5GRkernpKQkSKVSvPnmmygtLUVJSQlKSkpQW1uLmTNnIjw8HEqlEgqFAkFBQVi0aBH69eun2v7555/HnDlznqpWjuNw6tQpLFiwABzHqZ67pKQEc+bMQWVlpdoVfm+//Tb09fVVP0+ZMgUAVIfMEhMTkZWVha1bt6qdu/XwIby1a9eioKAAoaGhqmUeHh4wMjLCkiVLnur1PEq3bt1QW1urlkVLhISEQC6XY968ea1WT11dHQwMDNSWGxoaqtY3R6lUYvXq1aioqMCvv/7KW1daWoqvv/4aO3bsgLm5eavVSgjL6DAlIVpq4sSJjz2Bv+mVllKpFMCDTtqjVFZWQi6Xo66uTnWl3cOGDRuGwMBAjWstLi5GRUUFHB0d4ejo2Gybe/fu8X5+uCMIAN27dwcAlJeXAwAyMjIAPPkK0tmzZ8PCwgIeHh6YOXMmlEolTpw4gYULF6Jr164av5bH+eCDD3Dy5EnMmzcPffr0wSuvvILly5dj7ty5T9w2ICAAEyZM+EeHgpsyMjJSnRf2MJlMplrfnM2bN+P8+fNwc3PD6NGjeeu++uormJmZYfPmza1WJyGso84YIaRZTb9olUolAGD//v0YM2ZMs9t06dKl2S/vR3nUSeQKhaLZ516zZs0jO4PW1ta8n3V1dZttx3Fci+tr3M+bb76J//73v/jtt98QFRWFgoKCZqer+Kd69uyJpKQkBAUF4c8//8Sff/4JZ2dnrF27Fq6uro/dNjAwEG+//Xar1mNhYdHs1BeNyywtLdXWffPNN/jtt9/www8/qE1JIZVK4ejoiEOHDqGgoEC1XCaTob6+HtnZ2TAxMYGZmVmrvg5COjrqjBFCWmTw4MEAABMTE8yaNeuR7czNzWFkZKQaSXtYeno67+fG0aqKigre8pycHLV9du3aFQqF4rHPrYnG15OSkvLEfa5duxY//fQT/P398eeff8Lc3PypD7k+ib6+PhYsWIAFCxZAqVTigw8+gIODA3bs2IHnnnuu2W1SUlKQm5uLV199tVVrGTNmDCIiIqBUKnkn8V+9ehWdO3fG0KFDee2PHDmCXbt2YevWrfjss8/U9pefnw+lUoktW7Zgy5YtausHDhyIjz76iK6wJFqHzhkjhLTI+PHjMXjwYBw4cAA1NTVq64uLiwE8GEmaM2cOzp49i9zcXNX6mzdvIigoiLeNiYkJevTogfDwcN7y3377jfezrq4ulixZglOnTiElJeWRz62JcePGYeDAgTh06JBaZ7Dp6Jm1tTWsra3h5OSkmsy0ta5YfFhpaSnvZx0dHdWI3+NGHAMDA9GrV68WzxvXUkuXLkVRURFOnz6tWlZSUgJvb28sWLCAdz7ZH3/8gS1btmD16tX4+eefm93fyJEjcebMGbWHlZUV+vXrhzNnzmDDhg2t+hoIYQGNjBFCWkRHRwdOTk6YN28erKys8Pbbb6NPnz7Iz89HaGgoTExM4O/vD+DBoarz589jypQp+OCDD9DQ0IBff/0VVlZWSE5O5u333XffxQ8//IB3330XEyZMQHh4OG7duqX2/D/88ANCQ0NhY2ODf/3rXxgxYgTKyspw7do1XLp0CWVlZRq/nqNHj2LBggUYM2YM3n77bVhYWCAtLQ1//fWXWsdx7dq12LZtGwC0ySFK4MHvoqysDDNmzMCzzz6LnJwc/PrrrxgzZgyef/75R24XEBCAefPmtWjuMADw9/fH9evXAQD19fVITk7Gd999BwB4/fXXVR3ApUuXYtKkSXj77beRmpqqmoFfoVDwZtWPjY3F2rVr8cwzz2DmzJnw8PDgPd+LL76IQYMGoUePHs3eg7NxJIzuz0m0lrAXcxJC2lvj1BZxcXHNrm+cGsLb27vZ9YmJidzixYu5Z555hjMwMOD69+/PLV++nAsODua1CwsL48aPH8/p6+tzgwYN4uzt7bmdO3dyTT92/v77b27Dhg2cqakp17VrV2758uXcvXv31Ka24DiOKyoq4j788EOub9++XKdOnbjevXtzM2fO5BwdHZ9Y/6Om0YiMjORmz57Nde3alTM2Nuasra25X3/9Ve11FxYWcrq6utzQoUOb/b00R9OpLXx8fLhXXnmF69mzJ6evr8/169ePe++997jCwsJHPkdFRQWnp6fHnTx5UqO68IjpTZr+fsrKyrgNGzZwzzzzDNe5c2fO1tZW7W/ncdOlNLfPlvwuHgaa2oKInITjNDyblRBCntKuXbvwzTffaHwSfUdQUlICCwsL1bQMLbF+/XqEhITg2rVr0NPTa/XbHwHAyZMnsXr1apSUlMDU1LTV9y+ksrIyKJVKmJub48MPP4SdnZ3QJRHSJuicMUIIaQEXFxcoFAqNb1p9584dmJubP/EWRU+rW7du+OWXX0TXEQOAQYMG0VxkRCvQOWOEEPIYISEhSE1NxZ49e7Bo0SIMGDCgxdtu375ddX7Z427I/U+88sorbbLfjsDX1xf19fUAgL59+wpcDSFt5/8BJpexTJ9cbGEAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot frequency response\n",
-    "# - Between zero-crossings:\n",
-    "#   . Main lobe width is 4 pi / Nrect = 2 fs / Nrect = 2 / Nrect for fs = 1\n",
-    "#   . Side lobe width is 2 pi / Nrect =   fs / Nrect = 1 / Nrect for fs = 1\n",
-    "# - Cutoff frequency of main lobe at -6 dB power is about fpass ~= 0.6 / Nrect\n",
-    "fs = 1\n",
-    "fLim = (-0.5, 0.5); dbLim = (-70, 5)\n",
-    "if Nrect == 1024:\n",
-    "    fs = Nrect  # to have frequency in units of fsub = fs / Nrect\n",
-    "    fLim = (-5, 5); dbLim = (-70, 5)\n",
-    "    #fLim = (-0.7, 0.5); dbLim = (-7, -3)  # to show fpass\n",
-    "plot_spectra(fRect, HFrect, fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "98200c25",
-   "metadata": {},
-   "source": [
-    "# 2 Impulse response of rectangular frequency reponse (ideal LPF)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 7,
-   "id": "5c1de1c5",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Try ideal subband prototype filter [HARRIS Fig 3.6]\n",
-    "# . Npass = Npoints / 5\n",
-    "Npoints = 100\n",
-    "Npass = Npoints // 5 + 1 # Ideal LPF number of points in pass band\n",
-    "bandEdgeGain = 1"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 8,
-   "id": "90d0823a",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Try half band FIR filter\n",
-    "# . fpass = fs / 4  for half band --> double sided spectrum --> Npass = 2 fpass / fs * Npoints = Npoints / 2\n",
-    "Npoints = 64\n",
-    "Npass = Npoints // 2\n",
-    "bandEdgeGain = 0.5  # Band edge gain 0.5 for half band\n",
-    "#bandEdgeGain = 1.0\n",
-    "if bandEdgeGain == 0.5:\n",
-    "     Npass += 1  # make odd for fc = 0.5"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 9,
-   "id": "d47b1dd4",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DC response: sum(hIdeal) = 1.000000\n"
-     ]
-    },
-    {
-     "data": {
-      "text/plain": [
-       "[<matplotlib.lines.Line2D at 0x7f2699f12ca0>,\n",
-       " <matplotlib.lines.Line2D at 0x7f2699f12b20>]"
-      ]
-     },
-     "execution_count": 9,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Use ifft of sampled frequency response to obtain impulse response = FIR filter coefs\n",
-    "hIdeal, fIdeal, HFideal = ideal_low_pass_filter(Npoints, Npass, bandEdgeGain)\n",
-    "print('DC response: sum(hIdeal) = %f' % np.sum(hIdeal))\n",
-    "\n",
-    "# Plot coefs, for half band all even coef except [0] are zero\n",
-    "plt.plot(hIdeal, '-', hIdeal, 'o')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 10,
-   "id": "82875d5f",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare frequency response between ideal and Npoints realisation\n",
-    "fs = 1\n",
-    "fLim = (-0.5, 0.5)\n",
-    "dbLim = (-40, 5)\n",
-    "\n",
-    "# Calculate frequency response using DTFT\n",
-    "_, f, HF = dtft(hIdeal)\n",
-    "plot_two_power_spectra(fIdeal - 0.5, np.roll(HFideal, Npoints // 2), 'ideal',\n",
-    "                           f, HF, 'realisation',\n",
-    "                           fs, fLim, dbLim, showRoll=True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "ee728eb1",
-   "metadata": {},
-   "source": [
-    "# 3 LOFAR filter impulse response (= coefs) and spectrum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 11,
-   "id": "2b398ab5",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ncoefs      = 16384\n",
-      "Symmetrical = True\n"
-     ]
-    }
-   ],
-   "source": [
-    "# LOFAR filter\n",
-    "Npoints = 1024\n",
-    "Ntaps = 16\n",
-    "Ncoefs = Npoints * Ntaps  # = len(lofarCoefs)\n",
-    "lofarCoefs = read_coefficients_file('../data/Coeffs16384Kaiser-quant.dat')\n",
-    "lofarCoefs /= np.sum(lofarCoefs)\n",
-    "if Ncoefs == len(lofarCoefs):\n",
-    "    print('Ncoefs      = %d' % Ncoefs)\n",
-    "    print('Symmetrical = %s' % is_symmetrical(lofarCoefs))\n",
-    "hLofar, fLofar, HFlofar = dtft(lofarCoefs)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 12,
-   "id": "66ba1f2b",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fs = Npoints\n",
-    "fLim = (-2, 2)\n",
-    "dbLim = (-120, 5)\n",
-    "plot_spectra(fLofar, HFlofar, fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "f5328ae3",
-   "metadata": {},
-   "source": [
-    "# 4 Compare LOFAR subband filter with ideal LPF"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 13,
-   "id": "741d2424",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Ideal LPF\n",
-    "Nideal = Npoints * Ntaps\n",
-    "hIdeal, fIdeal, HFideal = ideal_low_pass_filter(Nideal, Ntaps)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 14,
-   "id": "d2595f67",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "DC response: sum(h) = 1.000000\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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ZMjMzmTVrlla9Xbt2ERwcTIcOHRg0aJCMd1p/5H4W2rRpw8WLF7V8lpaW8uabbzY4qa4mPDy8xtPCN/+8WrduzbBhwzh37pzOup1Lly7l/PnzDB8+XOf6Q4GgNsQ1iAKBAFDf5NCjRw+ttd+Sk5P53//+R79+/TT17r77bgYNGsT+/fsZOHAgQ4YMITExkS1btvDYY4+xadOmW44VERHBU089Rf/+/enWrRstWrQgJSWFzZs3Y2VlpXWKdtKkSYSFhbFixQqOHDnC/fffj7e3N1evXiU6Oppjx44RGBiIr69vg96/PuOkpKTQu3dv7rzzTnr27EnLli3Jyspiy5YtlJeXM2XKFJ3+H330UR577DFGjx6tua4sJCSE9u3b89VXX2nqubi48Ntvv/Hss88yYMAAxo0bh6enJ3v37iU8PJz+/fvz0Ucf1ft97tmzh48++ohBgwbRqVMnPDw8uHTpElu3bsXBwUGTzAF8+eWXnDp1il9++YUdO3YwZMgQmjVrRkpKCmfOnOGff/7h77//plmzZnWO+fDDDzNlyhR+/PFHOnbsyJNPPqnpZ9++fUyZMoX3338fgO+//57Q0FC++eYbjh49yoABA0hISGD9+vU0atSIgICAW17L2FDkfhbeeecd3nnnHXr37s3o0aOpqKhgz549SJLEnXfeqbVgen1ZtWoVS5YsYciQIbRv3x4XFxeioqLYuXMn7u7uTJw4UVN30aJFDB48mNdee41t27bRrVs3zp07x9atW/H09GTRokUNjkfwH8I0N0sLBIL6cKtlbuLj43XaVC9PURNt2rSR2rRpU2P9kpIS6eOPP5Z8fHwkOzs7qXPnztIvv/xS4xInmZmZ0ksvvSS5u7tLjo6O0t133y0FBwfLXuYmKSlJ+uSTT6S7775batasmWRnZye1bt1aeuqpp6S///67xtj//PNP6f7775eaNGki2draSi1btpSGDh0q/fTTT1JGRkaNbW6kpiVE6jtOTk6ONHPmTGnIkCGSl5eXZGdnJ3l7e0sPPfSQ9Ndff2n1d6OTzZs3S3fddZfk6OgoeXh4SBMmTJDS0tJqjOPgwYPSyJEjJTc3N8nOzk7q1KmTNG3aNK31/Kq52e+N3Pwzj4qKkt577z2pd+/ekoeHh2Rvby+1a9dOGj9+vHTu3Dmd9hUVFdKSJUukQYMGSS4uLpK9vb3UunVr6aGHHpIWLVpUYzy1sWHDBmnYsGGadR59fX2lF198UTp79qxWvYyMDOndd9+V2rRpI9na2kpNmzaVRo8eLZ05c0anTyU/C1VVVdLixYul7t27Sw4ODlKLFi2kV155RUpPT69x7LqWiJKkmudoWFiYNGnSJKlHjx6Sm5ub5OjoKHXs2FGaPHmylJiYqNNHQkKCNHHiRMnLy0uysbGRvLy8pIkTJ0oJCQl6+anLq+C/gUqSbrpYQSAQ/KcYOnQooaGhOtctCQzD8uXLmThxIgEBAQ06NSwwPuKzIBD8i7gGUSAQCAQCgUCghUgQBQKBQCAQCARaiARRIBAIBAKBQKCFuAZRIBAIBAKBQKCFOIIoEAgEAoFAINBCJIgCgUAgEAgEAi3EQtkWQGZmJsHBwfj6+uLo6Kh0OAKBQCAQCG5jSkpKRIJoCQQHB/PCCy8oHYZAIBAIBIL/CCJBtACqtxD7448/6Nq1q1HGyMjIwNPT0yh9344IX/IRruQjXMlHuNIP4Us+whWcP39eJIiWQPVp5a5du9KnTx+jjBEUFMSIESOM0vftiPAlH+FKPsKVfIQr/RC+5CNcqRE3qQgAaNu2rdIhWBTCl3yEK/kIV/IRrvRD+JKPcKXG7BPEsrIypk6dire3N46OjgwYMIA9e/YYvK3cuoWFhcyYMYOHHnoId3d3VCoVy5cvN3jspqa0tFTpECwK4Us+wpV8hCv5CFf6IXzJR7hSY/YJ4oQJE5gzZw7PP/888+bNw9ramocffpjDhw8btK3cupmZmXz11VecP3+eO++802ixm5rc3FylQ7AohC/5CFfyEa7kI1zph/AlH+HqOpIZc+zYMQmQZs+erSkrKSmR2rdvLw0cONBgbfWpW1paKqWlpUmSJEknTpyQACkgIMCgsd9MeHi4BEjh4eF6tdOHuLg4o/V9OyJ8yUe4ko9wJR/hSj+EL/kIV+q8w6xvUgkKCsLa2prXX39dU+bg4MArr7zCZ599RlJSEj4+Pg1uq09de3t7WrRoYdTYlWD//v20a9dO6TAsBuFLPsKVfISrmpEkicrKSioqKjRlR44cwdvbW8GoLAvhSz63uytbW1usra1vWc+sE8TTp0/TqVMnXFxctMr79+8PQERERK1Jlj5tGzKOMWIvKyujrKxM87ywsFCvsevD888/b/QxbieEL/kIV/IRrrSRJInc3FwyMjKorKzUeq1v377Ex8crFJnlIXzJ57/gys3NjRYtWqBSqWqtY9bXIKalpeHl5aVTXl2WmppqkLYNGccQ49/MrFmzcHV11Tz8/Pw0fS5ZsoSysjIWLFgAwIIFC7h69Srr1q0jMjKSgwcPEhwcTGxsLMuXL6egoECrbm5uLqtWrSI6Opq9e/cSEhLC2bNnee+998jKytKqW1JSgr+/P5cuXWLHjh0cOXKE8PBwgoKCSE1N1apbWVnJokWLSElJYdOmTZw8eZKwsDC2bdtGfHw8S5cu1Yk7IyODtWvXEhkZSWhoKMHBwcTExLBixQqduPPz81m5ciUxMTHs3r2bkJAQzpw5w5o1a8jMzNSqW1pair+/P/Hx8Wzfvp2jR49y8uRJNm7cSGpqKgsXLqSqqooFCxZQVVXFwoULSU1NZePGjZw8eZKjR4+yfft24uPj8ff3p7S0VKv/zMxM3nvvPc6cOUNISAi7d+8mJiaGlStXkp+fr1W3oKCAFStWEBMTQ3BwMKGhoURGRrJ27VoyMjK06paVlbF06VLi4+PZtm0bYWFhnDx5kk2bNpGSksKiRYuorKzUapOamkpQUBDh4eEcOXKEHTt2cOnSJfz9/SkpKdGqm5WVRWBgIGfPniUkJIS9e/cSHR3NqlWryM3N1Yl7+fLlxMbGEhwczMGDB4mMjGTdunVcvXpVJ+4lS5aQmJjI1q1bCQsL48SJE2zevJnk5GQmTZpERUWFVpu0tDSCgoI4ffo0hw8fZufOncTFxbFs2TKKioq06mZnZxMYGEhUVBT79+9n3759REVFsXr1anJycrTqFhYWEhAQQGxsLLt27eLQoUNERESwfv16nbjLy8tZsmQJly9fZsuWLRw/fpzjx4+zZcsWLl++zJIlSygvL9f5rK1fv56IiAgOHTrErl27iI2NJSAggMLCQq26OTk5rF69mqioKPbt28f+/fuJiooiMDCQ7OxsrbpFRUUsW7aM2bNns3PnTg4fPszp06cJCgoiLS1Nq25FRQWLFy8mOTmZzZs3c+LECcLCwti6dSuJiYlG+44IDAw0+XdEXFwcly5dws7ODnd3dzw8PPD29sbNzY3GjRvj4uJC27ZtcXFxoXXr1ri5ueHt7U3Tpk3x9PSkRYsWuLm50apVK626bdq0wdXVlZYtW+Lh4UGzZs1o3rw57u7utGzZEhcXF3x9fbX+bdmyJe7u7jRv3pxmzZrh4eFBy5YtcXV1pU2bNlr9t2rVSvML2NPTk6ZNm2ribt26dZ1xN2vWjBYtWtCkSZMGxV3dpmXLljRp0oRGjRrdMm4fHx/c3Nzw8vLC09MTT09PvLy8cHNzw8fHR5G4W7RoQbNmzep0aOi4XV1da4y7efPmNG/e/JY/e1PHXe2wum5dc9bb2xsHBwdycnLYvHlzrd8RR48eNe9rENu1ayeNHDlSpzwuLk4CpJ9//tkgbes7Tl3XIDYk9tLSUikvL0/zCA0NNfo1iAKBQGBOVFRUSOfPn5cyMjKUDkUguO3IzMyUoqKipIqKihpfDw8Pl8z6CKKjo6PWqdZqqm9Br2tfYn3aNmQcQ4x/M/b29ri4uGgezs7Oeo+vL9V/tQvkIXzJR7iSj3D1L+Xl5UiShJOTU42vp6enmzgiy0b4ks9/wVWjRo0A9eesNsz6GkQvLy9SUlJ0ytPS0gDqvIhUn7YNGccQ45sDzz77rNIhWBTCl3yEK/kY0tWVwissDV9KRVUFL/d+GV83X4P1bUpqu0bK3d3dxJFYNsKXfP4Lruq69rAasz6C2KtXLy5cuEB+fr5W+bFjxzSvG6JtQ8YxRuxKEBwcrHQIFoXwJR/hSj6GcpWQm0CfJX2YcWAGXx/8mp6LehKeGm6Qvs2FvLw8pUOwKIQv+QhXasw6QRw9ejSVlZUsXbpUU1ZWVkZAQAADBgzQ3AVcXFxMdHQ0mZmZerfVt66hYzcXevbsqXQIFoXwJR/hSj6GcFUlVfHM2tGkFabRKRP6pELBtQKeWfs01yqvGSBK86D6FJlAHsKXfIQrNWadIA4YMIAxY8bw6aef8vHHH7N06VKGDx9OQkICP/zwg6be8ePH6dq1q9b1O3Lb6lsX1NcJffPNNyxbtgyAbdu28c033/DNN99o/vLQt0+lycjIUDoEi0L4ko9wJR9DuFp7Zg3HrobjXAZ7N7uwP7gFzQrhYkEii48tNECU5kFd107dbkyYMAFfX98G9XErX/qMUVVVRY8ePfj222/1juPAgQOoVCoOHDhQr7FNwc2uVCoVM2fObHC/y5cvR6VSkZCQ0OC+aiIqKgobGxvOnj1rkP7M+hpEgJUrVzJt2jRWrVpFTk4OPXv2ZPv27QwZMsSgbfWp++OPP5KYmKh5vnHjRjZu3AjACy+8gKura4NjNzU3rzEmqBvhSz7ClXwa6kqSJH4KngnAx2HW+Gw/CJ6efPVsJ94YXsQPe7/k7bvfxdrq1ovkCozL8uXLmThxIidOnKBfv35Kh6MXa9asISkpicmTJysdiuAGunXrxiOPPML06dM1OUlDMPsE0cHBgdmzZzN79uxa6wwdOhRJkurVtj515Wb/+vSpNK1atVI6BItC+JKPcCWfhro6kXqCU8UXsa+AN/u+Dtf3i58w7js+T3yPlEZ5BMfs4OGujxsiXEWxtbVVOgSLwpC+Zs+ezTPPPKM5GNJQfvvtN6qqqgzSlyEw1tx68cUXeeaZZ7C3tzdK/wBvvPEGDz/8MHFxcbRv375BfZn1KWaB6Thx4oTSIVgUwpd8hCv5NNTVulD1KeSnolU0/XC6ptz+5dd5MVZ9XdWyXbMaNIa5UFxcrHQIFoWhfJ0+fZp//vmHsWPHGqQ/UCdkxkya9MVYc8va2hoHBwdZdxDXl/vvv58mTZqwYsWKBvclEkQBAI899pjSIVgUwpd8hCv5NMSVJElsiN4MwOjGA+DGPeMdHHih02gA/so5QWlFaUPCNAsMdfTK3Ni8eTM9evTAwcGBHj16sGnTphrrVVVVMXfuXLp3746DgwPNmzdn0qRJ5OTkaNXbsmULjzzyCHfccQf29va0b9+er7/+ut6XM2zevBk7OzudS6USExN566236Ny5M46Ojnh4eDBmzBhZZ9xqugbxxx9/5J577sHDwwNHR0f69u1LUFCQTts9e/YwePBg3NzccHZ2pnPnznz22WdadcrKypgxYwYdOnTA3t4eHx8fPv74Y521isvKyvjggw/o0qULjRs35vHHHyc5OVmeGGD+/Pl0796dRo0a0aRJE/r160dgYKDm9ZquQfT19eXRRx/l8OHD9O/fHwcHB9q1a8fKlSt1+s/NzeWDDz7A19cXe3t7WrVqxUsvvaR1g66trS1Dhw5ly5YtsuOuDZEgCgD4448/lA7BohC+5CNcyachrk6nnSLBOp9G1+ChJz7Ueb3Pcx/inQ/F1pWEnN3WkDDNguzsbKVDMDi7d+/m6aefRqVSMWvWLEaNGsXEiRM5efKkTt1Jkybx0UcfMWjQIObNm8fEiRNZvXo1I0aM0LrJYvny5Tg7O/P6668zb948+vbty/Tp0/nkk0/qFePRo0fp0aOHzmnYEydOcPToUZ555hl++eUX3njjDfbt28fQoUPrdURu3rx59O7dm6+++orvvvsOGxsbxowZw44dOzR1zp07x6OPPkpZWRlfffUVP/30E48//jhHjhzR1KmqquLxxx/nxx9/5LHHHmP+/PmMGjWKn3/+mXHjxmmN+eqrrzJ37lyGDBnC//3f/2Fra8sjjzwiK97ffvuNd999l27dujF37ly+/PJLevXqpVnari4uXrzI6NGjeeCBB/jpp59o0qQJEyZM4Ny5c5o6hYWF3HvvvcyfP58HH3yQefPm8cYbbxAdHa2TxPbt25ezZ8/qLLOnNybc2UVQT8LDw8VWewKBoE5mrZ0sMRPpieetJam4uMY6k15wk5iJ9Oa8B00cnf6UlJRIUVFRUklJifYLVVWSVFhoPo+qqnq9v4CAAAmQTpw4oSnr1auX5OXlJeXm5mrKdu/eLQFSmzZtNGWHDh2SAGn16tVafe7atUunvLiGuTBp0iSpUaNGUmlpqaZs/PjxWmPURqtWraSnn35ap7ymcf7++28JkFauXKkpCwkJkQApJCSkzrFv7u/atWtSjx49pOHDh2vKfv75ZwmoczvGVatWSVZWVtKhQ4e0yhcvXiwB0pEjRyRJkqSIiAgJkN566y2tes8995wESDNmzKh1DEmSpCeeeELq3r17nXWqf+bx8fGasjZt2kiAdPDgQU1Zenq6ZG9vL3344YeasunTp0uAtHHjRp1+q26ag4GBgRIgHTt2rNZYav18Xcfst9oTmA6xxZd+CF/yEa7k0xBXB87/BcDwRt2hlq08H/b2AyDk6q2PapgtxcXg7Gw+DwNdr5aWlkZERATjx4/XOn3+wAMP0K1bN62669evx9XVlQceeIDMzEzNo2/fvjg7OxMSEqKpW72ta3p6OgUFBWRmZnLvvfdq1g/Wl6ysLJo0aaJTfuP2seXl5WRlZdGhQwfc3Nw4deqU3uPc2F9OTg55eXnce++9Wn25ubkB6tPotd3ksn79erp27UqXLl20XA0fPhxA42rnzp0AvPvuu1pb7b3//vuy4nVzcyM5Oble1xF369aNe++9V/Pc09OTzp07c+nSJU3Zhg0buPPOO3nyySd12t98TWP1z+fGU8/1QSSIAgDGjx+vdAgWhfAlH+FKPvV1VV5ZzpHKeAD8+j1da71Bw14CINouj4yCq/UaS2AcqpdO69ixo85rnTt31noeGxtLXl4ezZo1w9PTU+tRWFioleCcO3eOJ598ko4dO+Li4oKnpycvvPACUP8dQ6QaVg0pKSlh+vTp+Pj4YG9vT9OmTfH09CQ3N7de42zfvp27774bBwcH3N3d8fT0ZNGiRVp9jRs3jkGDBvHqq6/SvHlznnnmGdatW6eVLMbGxnLu3DkdT506dQL+3Xc5MTERKysr2rdvj4eHh6b9ze5rY+rUqTg7O9O/f386duzI22+/rXWquy5at26tU9akSROt60nj4uLo0aOHrP6qfz4NvRnG7Je5EZiGDRs2MGHCBKXDsBiEL/kIV/Kpr6tTlw5TaFNFkxK4Y8RLtdbzGP4o3berOOcpceToWkaNeK8B0SpEo0ZQWEhmZiZNmzZVOhp1PCamqqqKZs2asXr16hpf9/T0BNQ3Nfj5+eHi4sLHH3/MnXfeiYODA6dOnWLq1Kn1WlrGw8ND50YYgHfeeYeAgADef/99Bg4ciKurKyqVimeeeUbvcQ4dOsTjjz/OkCFD+PXXX/Hy8sLW1paAgACtmz4cHR05ePAgISEh7Nixg127dvHnn38yfPhwdu/ejbW1NVVVVdxxxx3MmTOnxrFq2tUsJydH77nVtWtXYmJi2L59O7t27WLDhg38+uuvTJ8+nS+//LLOttbWNa9LWlMiLofqn09DPx8iQRQAMGjQIKVDsCiEL/kIV/Kpr6vQw+pEYUi6I1ZtfGuvaGfHvRXenCOFQ/9ss8wEUaUCJyecra3BwUHpaAxGmzZtAPURr5uJiYnRet6+fXv27t3LoEGDtE7F3syBAwfIyspi48aNmjtkAeLj4+sdZ5cuXWpsHxQUxPjx4/npp580ZaWlpeTm5uo9xoYNG3BwcCA4OFhr+ZuAgACdulZWVtx3333cd999zJkzh++++47PP/+ckJAQ7r//ftq3b88///zDfffdV+cRtTZt2lBVVUVcXJzmZwG67uvCycmJcePGMW7cOK5du8ZTTz3Ft99+y6effqpxX1/at28ve4eU+Ph4rKysNEdJ64s4xSwA0LrWQXBrhC/5CFfyqa+r0IQDAPg5d79l3cFeAwA4nB1Rr7HMhZuXKLF0vLy86NWrFytWrNA6jbpnzx6ioqK06o4dO5bKykq+/vprnX4qKio0SVn1kSlJkjS+rl27xq+//lrvOAcOHMjZs2d1/FtbW+sc8Zo/f369ltOxtrZGpVJptU1ISGDz5s1a9Wq6k71Xr17Av/Nj7NixpKSk8Ntvv+nULSkpoaioCICRI0cC8Msvv2i9t7lz58qKOSsrS+u5nZ0d3bp1Q5Ikg2wL+fTTT/PPP//UuOzRzd7Dw8Pp3r17g5eCEkcQBQB1/hUq0EX4ko9wJZ/6uJIkiWMViWAHg7qOuGX9e+8aDSc2cso+i6JrRTjZOdUnVMWxsrr9jm/MmjWLRx55hMGDB/Pyyy+TnZ2tWVuvsLBQU8/Pz49JkyYxa9YsIiIiePDBB7G1tSU2Npb169czb948Ro8ezT333EOTJk0YP348kyZNwsHBgVWrVtX71CXAE088wddff01oaCgPPvigpvzRRx9l1apVuLq60q1bN/7++2/27t2rdT2fXB555BHmzJnDQw89xHPPPUd6ejoLFy6kQ4cOREZGaup99dVXHDx4kEceeYQ2bdqQnp7Or7/+SqtWrRg8eDCg3r1k3bp1vPHGG4SEhDBo0CAqKyuJjo5m3bp1BAcH069fP3r16sWzzz7Lr7/+SmZmJn5+fuzbt4+LFy/KivnBBx+kRYsWDBo0iObNm3P+/HkWLFjAI488QuPGjfV2cDMfffQRQUFBjBkzhpdffpm+ffuSnZ3N1q1bWbx4MXde3zWpvLyc0NBQ3nrrrQaPKRJEAfDv3WACeQhf8hGu5FMfV5ez4siyq8CmEnoOe+aW9Vv7PY7XfkhrDP/8E8w9dz1Vj0iVp7brtiyZhx56iPXr1/PFF1/w6aef0r59ewICAtiyZQsHDhzQqrt48WL69u3LkiVL+Oyzz7CxscHX15cXXnhBc6mCh4cH27dv58MPP+Trr7+mSZMmvPDCC9x3332MGHHrPyZqom/fvvTs2ZN169ZpJYjz5s3D2tqa1atXU1payqBBg9i7d2+9xhk+fDi///47//d//8f7779P27Zt+f7770lISNBKEB9//HESEhJYtmyZ5ppUPz8/vvzyS83RMysrKzZv3szPP//MypUr2bRpE40aNaJdu3a89957Wqdhly1bhqenJ6tXr2bHjh0MHz6cHTt21Hid4s1MmjSJ1atXM2fOHAoLC2nVqhXvvvsuX3zxhd7vvyacnZ05dOgQM2bMYNOmTaxYsYJmzZpx3333aW3RuW/fPrKzsw1yc6BKasifEgKTcOrUKfr27Ut4eDh9+vQxyhjr1q0z6NZJtzvCl3yEK/nUx9XGnT/x9Ikp9Eq35vSCcvU1erfgkbdc2dk8nwUtXubtSb/XN1yjUlpaSnx8PG3btq3x+q3s7Gzc3d0ViMwyMaSvVatW8fbbb3P58uXb8g9AS55bo0aNQqVS1boDTzW3+nydOnVKXIMoUOPn56d0CBaF8CUf4Uo+9XEVfn4/AH2rmstKDgF6N2oPwOlk3R06LAVDnLb7L2FIX88//zytW7dm4cKFBuvTnLDUuXX+/Hm2b99e47Wp9UEkiAJAvZioQD7Cl3yEK/nUx1V41hkA+rrf+gaVavr49AfgdGn972ZVmpqWWhHUjiF9WVlZcfbsWT7//HOD9WlOWOrc6tq1KxUVFbLXS7wVIkEUADB58mSlQ7AohC/5CFfy0deVJEmEkwZA387DZLfr3edhAM46FlBecU2vMc2FZs2aKR2CRSF8yUe4UiMSRAEgtkPTF+FLPsKVfPR1lZadSKZ9BVZVcMfAUbLb+d71IG4lcM0aoiL36hmleXDjbiGCWyN8yUe4UiMSRAEAr732mtIhWBTCl3yEK/no6+rcSfX+sR3yrHDs0EV2O5WDA70KnQE4dWqHXmOaC2axi4oFIXzJR7hSIxJEAQDLly9XOgSLQviSj3AlH31dnYs5DED3CnfZN6hU08tBvVvE2aRwvdqZCzcvTCyoG+FLPsKVGpEgCgD1+lsC+Qhf8hGu5KOvq3Pp6q23eji11Xusrs26ARBVmKB3W3PAxcVF6RAsCuFLPsKVGpEgCgD4559/lA7BohC+5CNcyUdfV+dKkwDo7nWn3mN1az8QgPNWlnm0pKSkROkQLArhSz7ClRqRIAoAcdeWvghf8hGu5KOPK0mSOGev3rO3e9cheo/VtY96F4xE5woK8zP1bq80NjZiIzB9EL7kI1ypEQmiALg9t60yJsKXfIQr+ejjKjn1PPl2EjaV0Kmf/tuZefh2w7NYfd1izKnderdXGpWe11z+1xG+5CNcqREJogCAlJQUpUOwKIQv+QhX8tHH1blTwQB0yrPBzqMeR2lVKrqVqa+1Oh99SP/2CnPtmmWu36gUwpd8hCs1IkEUANCvXz+lQ7AohC/5CFfy0cdVdNwxALpK9d8ztqt9SwCiUizvOlEnJyelQ7AohC/5CFdqRIIoAGD79u1Kh2BRCF/yEa7ko4+rC1ejAOjs5Fvv8bp6qu9kPl9oeVvu5ebmKh2CRSF8yUe4UiMSRAEAr776qtIhWBTCl3yEK/no4yq2RH06uqOX/D2Yb6Zb+7sBOK+yvDuZPT09lQ6hQSxfvhyVSsXJkydrrSNJEqtWrWLIkCG4ubnRqFEj7rjjDr766iuKiop06g8dOhSVSlXj4+a1/fr3749KpWLRokV1xlf9sLGxoWXLlkyYMOG2v2zE0ueWoRAJogCAxYsXKx2CRSF8yUe4ko8+ri7Yqu9g7tS+f73H69LdD4CLjcspL9FNOMyZjIwMpUMwKpWVlTzzzDO89NJLAMycOZO5c+fSq1cvvvzyS+6++26uXr2q065Vq1asWrVK52FnZ6epExsby4kTJ/D19WX16tV1xvHVV1+xatUqFi9ezMiRI/njjz/w8/OjtLTUsG/YjLjd55ZcxL3cAgAmT56sdAgWhfAlH+FKPnJdleRnk+RUCUDHO/zqPZ53h944lkOJLVw+d5T2/R6od1+m5nZfPumHH35g3bp1TJkyhdmzZ2vKX3/9dcaOHcuoUaOYMGECf/31l1Y7V1dXXnjhhTr7/uOPP2jWrBk//fQTo0ePJiEhAV9f3xrrjhw5UnNt7KuvvkrTpk35/vvv2bp1K2PHjm3YmzRTbve5JRdxBFEAwIIFC5QOwaIQvuQjXMlHrqu4M6FIKnArhaatOtd7PCsra9qXOABwMebvevejBOnp6UqHYDRKSkqYPXs2nTp1YtasWTqvP/bYY4wfP55du3YRFhYmq88bfQUGBjJ69GgeffRRXF1dCQwMlB3bvffeC0BcXJzsNpbG7Ty39EEcQRQA8PTTTysdgkUhfMlHuJKPXFexseqkoGNpI1RWDfs7vwMenCWFi0kR6L+aoumRJIni8mJsG9lSdE350+KNbBsZfN28w4cPk5OTw3vvvVfros0vvfQSAQEBbN++nbvvvltTXllZSWam9sLnDg4OuLm5AXDs2DEuXrxIQEAAdnZ2PPXUU6xevZrPPvtMVmwJCQkANGnSRP83ZiFUu/qvIxJEAQBHjhxh9OjRSodhMQhf8hGu5CPX1YWUMwB0smr4xfQdnH2AFC5mXWxwX6aguLwY51nOSoehofDTQpzsDLssSlSU+g71O++sfQvF6tfOnz+vVR4dHa1zk8X48eOZM2cO7u7u/PHHH/j4+DBo0CAAnnnmGZYtW0ZERAS9evXSGScvL4/MzExKS0s5duwYX375Jfb29jz66KMNeYtmTWFhIe7u9V8+6nZBJIgCANq3b690CBaF8CUf4Uo+cl3F5saBM3Rs7NvgMTs06wKZYVwsS21wXwLDUFBQAEDjxo1rrVP9Wn5+vla5r68vv/32m1aZt7c3Dg4OVFRU8OeffzJ+/HjNUc/hw4fTrFkzVq9eXWOCeP/99+v0/8cff9CqVSu935el4ODgoHQIZoHZJ4hlZWVMnz6dVatWkZOTQ8+ePfnmm2944IFbX0ytT1tj1I2NjWXatGkcPnyY7OxsWrduzXPPPceUKVNo1KhR/aUYgZqWTBDUjvAlH+FKPnJdXai4AkCnFvVf4qaaDr59IHM5F63zGtyXKWhk24jCTwspKCygsXPtCZQp4zE01clfdaJYE7UlkU5OTjpJXXX93bt3k5GRQf/+/bl48d8jxsOGDWPNmjV8//33WN10ycLChQvp1KkTeXl5LFu2jIMHD2Jvb1/v92YJVFZWKh2CWWD2CeKECRMICgri/fffp2PHjixfvpyHH36YkJAQBg8ebLC2hq6blJRE//79cXV1ZfLkybi7u/P3338zY8YMwsPD2bJli2FFNZCb/woV1I3wJR/hSj5yXcXaFgLQsQFL3FTTofsQOAmXnCuoLMjHurFLg/s0JiqVCic7JyqsKwx+atdc6Nq1KwCRkZGMGjWqxjqRkZEAdOvWTVafVVVVmiVtarv7ODQ0lGHDhmmV9e/fX3MX86hRoxg8eDDPPfccMTExODubz6l+Q1JVVaV0COaBZMYcO3ZMAqTZs2drykpKSqT27dtLAwcONFhbY9T99ttvJUA6e/asVvuXXnpJAqTs7GwZBtSEh4dLgBQeHi67jb5cvHjRaH3fjghf8hGu5CPHVVH2VYmZSMxEyk691OAxKyorJNtp6v4Sju5scH+GoqSkRIqKipJKSkpqfd2SCQgIkADpxIkTOq8VFRVJbm5uUufOnaWKiooa27/88ssSIP3999+aMj8/P6l79+411s/MzJScnJykcePGSevXr9d5eHl5Sa+88sot4wsJCZEAadasWfV52xaBpc8tOdzq8xUeHi6Z9TI3QUFBWFtb8/rrr2vKHBwceOWVV/j7779JSkoySFtj1K0+EtC8eXOtuLy8vLCystJatNQcCA0NVToEi0L4ko9wJR85rhLOHALAtUxFE6+2DR7T2sqadtVL3URbzlI3hYWFSodgNBo1asSUKVOIiYnh888/13l9x44dLF++nBEjRmjdwVwX69ato6ioiLfffpvRo0frPB599FE2bNhAWVlZnf0MHTqU/v37M3fu3Nt2sezbeW7pg1mfYj59+jSdOnXCxUX7lEf//urTKhEREfj4+DS4rTHqDh06lO+//55XXnmFL7/8Eg8PD44ePcqiRYt4991369wMvKysTOtDaorJOm7cOKOPcTshfMlHuJKPHFfxsScAaFvmaLBxO6g8iCGFi6lnuM9gvRqX22WZlWXLlrFr1y6d8nfeeYfTp0/z/fff8/fff/P000/j6OjI4cOH+eOPP+jatSsrVqyQPc6WLVvw8PDgnnvuqfH1xx9/nN9++40dO3bw1FNP1dnXRx99xJgxY1i+fDlvvPGG7BgshdtlbjUUsz6CmJaWhpeXl055dVlqau133enT1hh1H3roIb7++mv27NlD7969ad26Nc888wzvvPMOP//8c61xA8yaNQtXV1fNw8/PTzP2kiVLKCsr0yyou2DBAq5evcq6deuIjIzk4MGDBAcHExsby/LlyykoKNCqm5uby6pVq4iOjmbv3r2EhIRw9uxZPvjgA7KysrTqlpSU4O/vz6VLl9ixYwdHjhwhPDycoKAgUlNTtepWVlayaNEiUlJS2LRpEydPniQsLIxt27YRHx/P0qVLdeLOyMhg7dq1REZGEhoaSnBwMDExMaxYsUIn7vz8fFauXElMTAy7d+8mJCSEM2fOsGbNGjIzM7XqlpaW4u/vT3x8PNu3b+fo0aOcPHmSjRs3kpqaysKFC6mqqmLBggVUVVWxcOFCUlNT2bhxIydPnuTo0aNs376d+Ph4/P39KS0t1eo/MzOTDz74gDNnzhASEsLu3buJiYlh5cqV5Ofna9UtKChgxYoVxMTEEBwcTGhoKJGRkaxdu5aMjAytumVlZSxdupT4+Hi2bdtGWFgYJ0+eZNOmTaSkpLBo0SIqKyu12qSmphIUFER4eDhHjhxhx44dXLp0CX9/f0pKSrTqZmVlERgYyNmzZwkJCWHv3r1ER0ezatUqcnNzdeJevnw5sbGxBAcHc/DgQSIjI1m3bh1Xr17ViXvJkiUkJiaydetWwsLCOHHiBJs3byY5OZk333yTiooKrTZpaWkEBQVx+vRpDh8+zM6dO4mLi2PZsmUUFRVp1c3OziYwMJCoqCj279/Pvn37iIqKYvXq1eTk5GjVLSwsJCAggNjYWHbt2sWhQ4eIiIhg/fr1OnGXl5ezZMkSLl++zJYtWzh+/DjHjx9ny5YtXL58mSVLllBeXq7zWVu/fj0REREcOnSIXbt2ERsbS0BAAIWFhVp1c3JyWL16NVFRUezbt4/9+/cTFRVFYGAg2dnZWnWLiopYtmwZP/30Ezt37uTw4cOcPn2aoKAg0tLStOrGpZwFwEdyY/PmzZw4cYKwsDC2bt1KYmJivb4jnPPVxwrCLh6v9TsiMDDQpN8Rf/zxB5WVleTm5lJcXExBQQF5eXmUlpaSmZlJRkaGZkHj9PR0zfp/paWl5OXlkZ+fT3FxMVlZWZSXl2vVraqqIiMjg7KyMnJzcyksLKSoqIicnByuXbtGeno6kiRp/Xvt2jVycnIoKiqisLCQ3NxcysrKyMjIoKqqSqv/8vJysrKyKC4uJj8/XyvuyspKrYWYFy1axLRp03Qely9fZvXq1cybN4/Kykq++OIL3n33XY4fP87nn39OcHAwTk5OWnGXl5drYqj+99q1a8TExLBv3z4efPBBCgoKaoz7jjvuoFGjRixbtoySkhJKSkoAKC0tJSsri4qKCk3dwYMH0759e77//nuKiorIy8ujoKCA4uJisrOzG+T7xrizs7Nr/Nnf6DA9PZ2KigqysrIoKSkhPz+f/Px8SkpKdOKuaZ7UFHdWVlaNcRcVFVFUVHTLn72p4652WF1X7pytvtGppu+Io0ePmvc1iO3atZNGjhypUx4XFycB0s8//2yQtsaqu2rVKmnEiBHS0qVLpQ0bNkgvv/yypFKppPnz59catyRJUmlpqZSXl6d5hIaGGv0aRIFAYBn878MeEjORPph5t8H6nDvvWYmZSKMnNzNYnw3lVtdICQSC+mPx1yA6OjrWeD1E9XUPjo61n2LRp60x6q5du5bXX38df39/XnvtNZ566il+//13xo8fz9SpU8nKyqo1dnt7e1xcXDQPU9wpJrZD0w/hSz7ClXzkuIovuwpAW3fDrS/p27IHAAlYxlI3ILZD0xfhSz7ClRqzThC9vLxIS0vTKa8u8/b2NkhbY9T99ddf6d27t85ioo8//jjFxcWcPn261tiV4LnnnlM6BItC+JKPcCUfOa7irdRJXNvrSZ0h8G3fF4AExzKwkDXgxE4X+iF8yUe4UmPWCWKvXr24cOGCztpgx44d07xuiLbGqHv16tUaF9usvkakoqKi1tiVoKaLpAW1I3zJR7iSzy1dVVYS3+gaAG079DPYuG06qvvKdIKihFiD9WtM8vIs52inOSB8yUe4UmPWCeLo0aOprKxk6dKlmrKysjICAgIYMGCA5s7i4uJioqOjtTYol9vWWHU7derE6dOnuXDhgtZ7WrNmDVZWVvTs2bOhegxKXcm2QBfhSz7ClXxu5Sr3UhR513cB8+3Y8EWyq3Fz8sD1mvrXQWJ0mMH6NSbmthuVuSN8yUe4UmPWy9wMGDCAMWPG8Omnn5Kenk6HDh1YsWIFCQkJ/P7775p6x48fZ9iwYcyYMYOZM2fq1dZYdT/66CP++usv7r33XiZPnoyHhwfbt2/nr7/+4tVXX63z9LgSXLlyRfaK/ALhSx+EK/ncylV8jPpMRbMSa5wcDbvjiW+5E//YFZCQ+A+W8NMqLy+v8zp0gTbCl3yEKzVmnSACrFy5kmnTpmnte7x9+3aGDBli0LaGrjtkyBCOHj3KzJkz+fXXX8nKyqJt27Z8++23fPzxxw2TYgQkSVI6BItC+JKPcCWfW7mKv/wPAL4Vht9iztfag38oIOFqjMH7bghi/ggEhkfO50oliU+f2XPq1Cn69u1LeHg4ffr0McoYUVFR4iiPHghf8hGu5HMrVz/NfJApqj2MK27H2u/jDDr2e98M4pfKo3yc043v554zaN/1oby8nIsXL9KyZUudjQkASkpKxFEePRC+5PNfcFVQUEBycjIdO3bExkb3WOGpU6fM+xpEgekwt7uqzR3hSz7ClXxu5So+/zIAbZ1b1VmvPvg27QBAwvVldJTG1tYWe3t78vLyajzaUVxcrEBUlovwJZ//gqv8/Hysra2xtrautY7Zn2IWmIaHH35Y6RAsCuFLPsKVfG7lKr48A4C2TTsafGzfVj3gKiSo8m9d2UQ0bdqUlJQUkpOTcXV1xdbWFpVKBajXi71d9wI2BsKXfG5nV5IkUVRURH5+Pl5eXprPU02IBFEAwOrVq5k8ebLSYVgMwpd8hCv53MpVorU6efNtZbg1EKvx7dAPwiHBqRxKSsAMTrFVn1rOzMwkJSVF67WCggIaN26sRFgWifAln9vdlUqlws3NDVdX17rriWsQzR9TXIMoEAjMnGvXcJ1hT74DRI0NpWvXW9+opw85xdm4z/YAoOipcBrdYV7fNeXl5TWuLSsQCPTD1ta2zlPLoM47xBFEAaDe4ksc5ZGP8CUf4Uo+dbnKj4si//oaiD7teht8bDfHJjQut6LAtorLcafoYmYJoq2tLba2tprnYl7ph/AlH+FKjbhJRQDAhAkTlA7BohC+5CNcyacuV0mxJwFwu2aFs73hT3+pVCp8y9XL5yQknzV4/4ZGzCv9EL7kI1ypEQmiAID169crHYJFIXzJR7iST12uLl8+A0DrcsOvgVhNG2v1HrQJGea/3Z6YV/ohfMlHuFIjEkQBAIMHD1Y6BItC+JKPcCWfulwlXVUnbT7WTYw2vo9jCwCS85OMNoahEPNKP4Qv+QhXakSCKAAgLs6wi+7e7ghf8hGu5FOXq6SCZAB8GrUw2vg+bm3UY5VmGG0MQyHmlX4IX/IRrtSIBFEAgJOT8U5b3Y4IX/IRruRTl6ukMnXSVp3EGQOfFp0ASJbyjDaGoRDzSj+EL/kIV2pEgigAuK3XfDIGwpd8hCv51OUq6XrS5tPM8ItkV+PTWr2+YpJdCVRVGW0cQyDmlX4IX/IRrtSIBFEAQGys+V+Ubk4IX/IRruRTqytJIslevbODj093o43fqu2dACS5gHTVPLbcqw0xr/RD+JKPcKVGJIgCAIYMMeyiu7c7wpd8hCv51OZKysggqbF6T4PW7Q2/BmI1rdzbAlBqC9lx5r3UjZhX+iF8yUe4UiMSRAEgbuvXF+FLPsKVfGpzlRV3htLra0S39GhntPHtbexpVqYeKCk+wmjjGAIxr/RD+JKPcKVGbLVnAYit9gSC/zanA+fQJ/ZDmpfacGVWuVHH6vupO6ccctjq+DKPffy7UccSCATmyalTp8QRRIGaBQsWKB2CRSF8yUe4kk9tri6nnQfAp8rZ6DH42Kj3Y07OjDf6WA1BzCv9EL7kI1ypEQmiAIBJkyYpHYJFIXzJR7iST22ukrLUyVp18mZMfJy91WMWphh9rIYg5pV+CF/yEa7UiARRAMCyZcuUDsGiEL7kI1zJpzZX1cmaj5OX0WNo5e4LQHJ5ltHHaghiXumH8CUf4UqNSBAFAIwcOVLpECwK4Us+wpV8anOVdC0TgNZNfI0eg49XF/WYqnyjj9UQxLzSD+FLPsKVGpEgCgA4ffq00iFYFMKXfIQr+dTmKklVAIBPi85Gj8GnTU/1mI7lUFJi9PHqi5hX+iF8yUe4UiMSRAEAXl7GP3V1OyF8yUe4kk+NriorSXIoA8Cn9R1Gj6FVy64AJLuAlJRk9PHqi5hX+iF8yUe4UiMSRIFAIDBjKlNTSLm+85dPu15GH6+laytUEpTZQGZcpNHHEwgE5olIEAUApKWlKR2CRSF8yUe4kk9Nrq7G/UOFNVhXgZdrK6PHYGdtR/NyOwCSks4Zfbz6IuaVfghf8hGu1IgEUQBA797G277rdkT4ko9wJZ+aXCUlqo/ieZfZYW1lbZI4WknqQ5bJ6RdNMl59EPNKP4Qv+QhXakSCKADgr7/+UjoEi0L4ko9wJZ+aXKVciQX+TdpMgY9tUwCSchNNNqa+iHmlH8KXfIQrNSJBFADw8ssvKx2CRSF8yUe4kk9NrtKy1Umal527yeLwcbq+WHaR+Z5qE/NKP4Qv+QhXakSCKABgyZIlSodgUQhf8hGu5FOTq9QCdZLmbYJFsqtp5d4GgJSKbJONqS9iXumH8CUf4UqNSpIkSekgBHVz6tQp+vbtS3h4OH369FE6HIFAYEImvurJcp9MvvN6gU9fX2WSMVdv+5YXTn3BsBRb9i+9ZpIxBQKB+XDq1ClxBFGgRmxOrh/Cl3yEK/nU5CpNUu9o4tWsvcniaNmqGwCp9uVQXm6ycfVBzCv9EL7kI1ypEQmiAIAxY8YoHYJFIXzJR7iSj46r8nJS7dVH8LxbdTVZHNVjpTQGzHTJDzGv9EP4ko9wpUYkiAIADh48qHQIFoXwJR/hSj46rq5eJfX6zcsmTRCvr7dYaA8FCTEmG1cfxLzSD+FLPsKVGpEgCgDo2LGj0iFYFMKXfIQr+dzsqiwpnqxG6v97ubQ0WRzOds64lKvXXEy5bJ6LZYt5pR/Cl3yEKzVmnyCWlZUxdepUvL29cXR0ZMCAAezZs8fgbY1V99SpUzz++OO4u7vTqFEjevTowS+//CLvzZuQgoICpUOwKIQv+QhX8rnZ1ZXLUQDYValwdzTdMjcALaucAEhNu2DSceUi5pV+CF/yEa7UmH2COGHCBObMmcPzzz/PvHnzsLa25uGHH+bw4cMGbWuMurt372bgwIGkp6czbdo05s2bx6OPPkpycnL9hRiJoqIipUOwKIQv+QhX8rnZVWqqOjnzrnBEpVKZNBZvazcAUrISTDquXMS80g/hSz7C1XUkM+bYsWMSIM2ePVtTVlJSIrVv314aOHCgwdoao25eXp7UvHlz6cknn5QqKyv1e+M3ER4eLgFSeHh4g/qpiwsXLhit79sR4Us+wpV8bna14fOnJGYiDfy8hcljeenbfhIzkf7vrTtNPrYcxLzSD+FLPsKVOu8w6yOIQUFBWFtb8/rrr2vKHBwceOWVV/j7779JSkoySFtj1A0MDOTq1at8++23WFlZUVRURFVVVcOEGBE5R2QF/yJ8yUe4ks/NrlLz1GcbvO2bmjwW7+vXPKaUppt8bDmIeaUfwpd8hCs1Zp0gnj59mk6dOuHi4qJV3r9/fwAiIiIM0tYYdffu3YuLiwspKSl07twZZ2dnXFxcePPNNyktLa37jSuAuK1fP4Qv+QhX8rnZVWqJOjnzdjbdLirVtGzaTh1DVZ7Jx5aDmFf6IXzJR7hSY9YJYlpaGl5eul+M1WWpqakGaWuMurGxsVRUVPDEE08wYsQINmzYwMsvv8zixYuZOHFirXGD+iaY/Px8zaOwsLDO+oZg+fLlRh/jdkL4ko9wJZ+bXaVV5ADg5d7a5LF4e3cGIMWmBMxwwy0xr/RD+JKPcKXGrBPEkpIS7O3tdcodHBw0rxuirTHqFhYWUlxczEsvvcQvv/zCU089xS+//MKkSZNYu3YtsbGxtcY+a9YsXF1dNQ8/Pz9AnZwuWbKEsrIyzUrvCxYs4OrVq6xbt47IyEgOHjxIcHAwsbGxLF++nIKCAq26ubm5rFq1iujoaPbu3UtISAhnz57F3d2drKwsrbolJSX4+/tz6dIlduzYwZEjRwgPDycoKIjU1FStupWVlSxatIiUlBQ2bdrEyZMnCQsLY9u2bcTHx7N06VKduDMyMli7di2RkZGEhoYSHBxMTEwMK1as0Ik7Pz+flStXEhMTw+7duwkJCeHMmTOsWbOGzMxMrbqlpaX4+/sTHx/P9u3bOXr0KCdPnmTjxo2kpqaycOFCqqqqWLBgAVVVVSxcuJDU1FQ2btzIyZMnOXr0KNu3byc+Ph5/f39KS0u1+s/MzMTDw4MzZ84QEhLC7t27iYmJYeXKleTn52vVLSgoYMWKFcTExBAcHExoaCiRkZGsXbuWjIwMrbplZWUsXbqU+Ph4tm3bRlhYGCdPnmTTpk2kpKSwaNEiKisrtdqkpqYSFBREeHg4R44cYceOHVy6dAl/f39KSkq06mZlZREYGMjZs2cJCQlh7969REdHs2rVKnJzc3XiXr58ObGxsQQHB3Pw4EEiIyNZt24dV69e1Yl7yZIlJCYmsnXrVsLCwjhx4gSbN28mOTkZGxsbKioqtNqkpaURFBTE6dOnOXz4MDt37iQuLo5ly5ZRVFSkVTc7O5vAwECioqLYv38/+/btIyoqitWrV5OTk6NVt7CwkICAAGJjY9m1axeHDh0iIiKC9evX68RdXl7OkiVLuHz5Mlu2bOH48eMcP36cLVu2cPnyZZYsWUJ5ebnOZ239+vVERERw6NAhdu3aRWxsLAEBARQWFmrVzcnJYfXq1URFRbFv3z72799PVFQUgYGBZGdna9UtKipi2bJljBw5kp07d3L48GFOnz5NCuq7KRMupmvqVlRUsHjxYpKTk9m8eTMnTpwgLCyMrVu3kpiYaLDviPLqu5idJc4fOkRgYKBZfUeMHz/erL8j1qxZY1bfEQMHDjTb74jFixeb1XfE5MmTzfY7Ii4uTus7IigoiLS0NK26hviOOHr0qHnfpNK9e3dp+PDhOuXnzp2TAGnx4sUGaWuMut27d5cAKTQ0VKteaGioBEgrVqyoNfbS0lIpLy9P86huY8ybVObPn2+0vm9HhC/5CFfy0XJVUCD1eBOJmUi7z2w2eSyXcy9LzESymYZUecp43z31Rcwr/RC+5CNcWcBNKl5eXqTVsM1TdZm3t7dB2hqjbvW/zZs316rXrFkzAHJycmqN3d7eHhcXF83D2dm51rqG4vnnnzf6GLcTwpd8hCv5aLlKTSXt+i4qptyHuZoWzi1QSVBhDZkJUSYf/1aIeaUfwpd8hCs1Zp0g9urViwsXLpCfn69VfuzYMc3rhmhrjLp9+/YFICUlRate9TWKnp6etcauBDt37lQ6BItC+JKPcCWfG12VJSdodlHxblz7H8PGwtbalmYV6stpUlLOm3z8WyHmlX4IX/IRrtSYdYI4evRoKisrWbp0qaasrKyMgIAABgwYgI+PDwDFxcVER0eTmZmpd1tj1R07diwAv//+u9Z78vf3x8bGhqFDhzZEjcHp3bu30iFYFMKXfIQr+dzoKu36Lir2VVY0cWiiSDwtUR/CTE2PU2T8uhDzSj+EL/kIV2pslA6gLgYMGMCYMWP49NNPSU9Pp0OHDqxYsYKEhAStxOv48eMMGzaMGTNmMHPmTL3aGqtu7969efnll1m2bBkVFRX4+flx4MAB1q9fz6efflrn6XElSEtLo1u3bkqHYTEIX/IRruRzo6u0KxcB8Ko0/S4q1XjbeXBKyiQlt/Y1Z5VCzCv9EL7kI1ypMesEEWDlypVMmzaNVatWkZOTQ8+ePdm+fTtDhgwxaFtj1F28eDGtW7cmICCATZs20aZNG37++Wfef//9evswFkr9ArJUhC/5CFfyudFValY8OIO3lZti8bR08oLCGFKLrygWQ22IeaUfwpd8hCs1KkkywwWuBFqcOnWKvn37Eh4eTp8+fYwyRlRUlPiLSQ+EL/kIV/K50dX8Sb151zuC0ba9WP/ZaUXi+TpgAtMvr+DVS278tqL2G+uUQMwr/RC+5CNcqfMOs74GUWA66tqVRqCL8CUf4Uo+N7pKK80AwKux6XdRqca7WQcAUlXGX6xfX8S80g/hSz7ClZpaE8S0tDT++ecfioqKTBmPQCEeeughpUOwKIQv+QhX8rnRVWplLgDeHm0UigZatuwCQIpjBdSxMYESiHmlH8KXfIQrNToJ4pYtW+jSpQutWrWiT58+muVbMjMz6d27N5s3bzZ1jAITEBgYqHQIFoXwJR/hSj4aV5JEqnUxAN4tOikWj1dz9RHENGeghvVflUTMK/0QvuQjXKnRShC3bdvGU089RdOmTZkxYwY3Xp7YtGlTWrZsSUBAgMmDFBifyZMnKx2CRSF8yUe4ko/GVWYmaU7q71+vlp0Vi8fLRb3aQoYTlCdfViyOmhDzSj+EL/kIV2q0EsSvvvqKIUOGcPjwYd5++22dygMHDuT0aWUulhYYl+o9GQXyEL7kI1zJR+MqNZXU67uoeDdR7hRz00ZNsalSIangapJ5LZYt5pV+CF/yEa7UaCWIZ8+e1SzwXBPNmzcnPT3d6EEJTM/EiROVDsGiEL7kI1zJp9pVaVI82QruolKNlcqKFpUOwL/rMpoLYl7ph/AlH+FKjVaC2KhRozpvSrl06RIeHh5GD0pgev7880+lQ7AohC/5CFfyqXZ1JTkaUO+i4ubgpmBE4KVyASAtK17ROG5GzCv9EL7kI1yp0UoQhw0bxooVK6ioqNCpeOXKFX777TcefPBBkwUnMB1+fn5Kh2BRCF/yEa7kU+0q9WosAN5VToov2utlrz4okJaXcouapkXMK/0QvuQjXKnRShC//fZbkpOTueuuu1iyZAkqlYrg4GC++OIL7rjjDiRJYsaMGUrFKjAiMTExSodgUQhf8hGu5FPtKjUrEQBvGzcFo1Hj5dQCgNQS87q8SMwr/RC+5CNcqdFKEDt37szhw4fx8PBg2rRpSJLE7Nmz+e6777jjjjs4dOgQvr6+CoUqMCYuLi5Kh2BRCF/yEa7kU+0qrVC9pIyXQzMlwwHAu0lrANIqzGsnFTGv9EP4ko9wpUZnL+bu3buzd+9ecnJyuHjxIlVVVbRr1w5PT08l4hOYCCcnJ6VDsCiEL/kIV/KpdpValgmAt0tLJcMBwMuzLSRCmsq8Nk0Q80o/hC/5CFdqat1JpUmTJtx1110MGDBAJIf/AeLi4pQOwaIQvuQjXMmn2lVqVT4A3k3bKhkOAF7Xd1NJc6gAM9pZS8wr/RC+5CNcqbFZuXKl3o1eeuklI4QiUJJBgwYpHYJFIXzJR7iSz6BBg+DaNdJsSwHw8uqocETg5dkOQL0uY1oadOigbEDXEfNKP4Qv+QhXamwmTJigVVB9x9yNu6jcWA4iQbwd2bBhg1g9Xg+EL/kIV/LZsGEDkx9//N9Fsr2U22avmurT3FedoDIlCWszSRDFvNIP4Us+wpUaVUJCgiYTzM3NZfz48bi6uvLOO+/QubN6i6fo6Gjmz59PQUEBK1asoGfPnooF/F/k1KlT9O3bl/DwcPr06aN0OAKBwJj8/TfuW+4hxxHOvXWObp7dFA2nsqoSu69sqFJBWvtFtHjhDUXjEQgExufUqVNYtWnThurH3Llz8fT05MCBA4wePZo77riDO+64gzFjxnDgwAE8PDz4+eeflY5bYATE1kL6IXzJR7iSz4IFCyhNiifHUf3cy9lL2YAAaytrmml2U4lVOJp/EfNKP4Qv+QhXarRuUtm8eTNPPvlkjQuzWllZ8dRTT7FlyxaTBScwHW+8IY4K6IPwJR/hSj5vvPEGaSnqNdgczGAXlWqqd1NJzTSf3VTEvNIP4Us+wpUarQRRkiSio6NrrRwVFaVzbaLg9sDf31/pECwK4Us+wpV8/P39Sc1Q30HpLTVWfBeVarzs3AHz2k1FzCv9EL7kI1yp0UoQR40axaJFi5gzZw7FxcWa8uLiYn766SeWLFnCE088YfIgBcbn0UcfVToEi0L4ko9wJZ9HH32UtJwkALxsmygczb94X99NJc2MdlMR80o/hC/5CFdqtBLEefPmcc899zBlyhSaNGmCr68vvr6+NGnShI8++oi7776buXPnKhSqwJicPHlS6RAsCuFLPsKVfE6ePElq0RUAvB2V30WlGi83HwDSKnKVDeQGxLzSD+FLPsKVGq2dVFxdXQkNDWXLli389ddfJCaq9wN96KGHePjhh3nsscfM5pSHwLC0bKn8jg2WhPAlH+FKPi1btiTsWhYA3q6tFI7mX7yatYPLkKoqVDoUDWJe6YfwJR/hSo3OVnsATzzxhDiV/B+jsrJS6RAsCuFLPsKVfCorK0mT1LuoeDX1VTaYG/DyVi95luZQAQUF0LixwhGJeaUvwpd8hCs1tW61J/hvkZ5uPtcWWQLCl3yEK/lkJSWRal8OmMci2dV4N2sPQFr1bipmgJhX+iF8yUe4UqN1BLFt27a3PIWsUqnEPoW3IXfeeafSIVgUwpd8hCv59Gre/N9dVDzbKxvMDVSvx3jFGapSkrHqpHzyKuaVfghf8hGu1GgdQfTz89N5DB48GB8fHy5fvoyLiwtDhgxRKlaBEdm1a5fSIVgUwpd8hCv5nNy6VX2UDvBy8VY2mBto7twcgHJryEo2j8WyxbzSD+FLPsKVGpUkc2HDf/75hxEjRvDHH39w//33GzsuwQ2YYqu9srIy7O3tjdL37YjwJR/hSj75qwJwvfQyADlTc8xmoWwAz2kOZNqU8Y/j/+j58U9KhyPmlZ4IX/IRrq5vtSe38p133smkSZOYOnWqMWMSKMRvv/2mdAgWhfAlH+FKPn/t/BMAxyprXO1dFY5GG+/ru6mkZSYoG8h1xLzSD+FLPsKVGr1uUmnevDlRUVHGikWgIJMnT1Y6BItC+JKPcCWfVm3UO5Z4Sc5mt6SYZjeV/GSFI1Ej5pV+CF/yEa7UyE4Qs7Ky+P3332nVynzW5hIYDrE5uX4IX/IRruRzMuoYAN627gpHoovX9d1UUovN4w5PMa/0Q/iSj3ClRusu5uHDh9dYKTc3l+joaK5du8aqVatMEpjAtIwZM0bpECwK4Us+wpV8Kp3V/3o3Mp9dVKrxcmsF+ZBWkaN0KICYV/oifMlHuFKjdQSxqqoKSZK0HqBe/mby5MmcPXuWZ599VpFABcYlNDRU6RAsCuFLPsKVfJKu73Xs5Wp+Ozlo1kKkEOTd22hUxLzSD+FLPsKVGq0jiAcOHFAoDIHSdOnSRekQLArhSz7ClXwybUsB8G7aTuFIdPHyVq99mNqoUr2biouLovGIeaUfwpd8hCs1WkcQv/rqK86ePVtr5XPnzvHVV18ZPagbKSsrY+rUqXh7e+Po6MiAAQPYs2ePwdsaq2413377LSqVih49esiK3dTk5uYqHYJFIXzJR7iSSVERVxwqAPPaRaUar6ZtAUhzBlJTlQ0GMa/0RfiSj3ClRitBnDlzJpGRkbVWPnv2LF9++aXRg7qRCRMmMGfOHJ5//nnmzZuHtbU1Dz/8MIcPHzZoW2PVBUhOTua7777DyclJfwEmoqSkROkQLArhSz7ClUzS0jS7qHh5muERxOu7qaQ1BiklReFoxLzSF+FLPsLVdaQbUKlU0urVq6Xa+PXXXyUHB4daXzc0x44dkwBp9uzZmrKSkhKpffv20sCBAw3W1lh1qxk3bpw0fPhwyc/PT+revfut3/hNhIeHS4AUHh6ud1u5XLhwwWh9344IX/IRrmQSGiq5TUViJlJUepTS0ehQUl4iMVMdX/aKJUqHI+aVnghf8hGu1HmHzcGDB7WuPdy4cSMXL17USSRzc3P5888/ueOOO0yTuQJBQUFYW1vz+uuva8ocHBx45ZVX+Oyzz0hKSsLHx6fBbY1VF+DgwYMEBQVx+vRp3nnnHcOIMQJHjhyhY8eOSodhMQhf8hGu5FGSnECuo/r/3o3NZ5u9ahxsHGhSaUeO9TVS02JoonA8Yl7ph/AlH+FKjU1ISIjmtLFKpWLjxo1s3LixxsrdunVj/vz5Jgvu9OnTdOrUCZebLobu378/ABEREbUmiPq0NVbdyspK3nnnHV599VWTJtb14emnn1Y6BItC+JKPcCWPtNQYQL2Liou9sjeA1IaXqjE5ZJGWmUB3hWMR80o/hC/5CFdqrD7++GMyMjJIT09HkiQWL15MRkaG1iMzM5Pi4mLOnj3LgAEDTBZcWloaXl5eOuXVZal1XCitT1tj1V28eDGJiYl8/fXXtcZZE2VlZeTn52sehYWFerWvDytWrDD6GLcTwpd8hCt5pGZcAsAb89tFpRqv6wt4p+Upv5uKmFf6IXzJR7hSY+Xo6IiHhwdNmzYlPj6eF154AQ8PD62Hu7s7Dg4OJg+upKSkxg2zq2Op60JSfdoao25WVhbTp09n2rRpeHp61hpnTcyaNQtXV1fNw8/PD1Anp0uWLKGsrEyz0vuCBQu4evUq69atIzIykoMHDxIcHExsbCzLly+noKBAq25ubi6rVq0iOjqavXv3EhISwtmzZ3F3dycrK0urbklJCf7+/ly6dIkdO3Zw5MgRwsPDCQoKIjU1VatuZWUlixYtIiUlhU2bNnHy5EnCwsLYtm0b8fHxLF26VCfujIwM1q5dS2RkJKGhoQQHBxMTE8OKFSt04s7Pz2flypXExMSwe/duQkJCOHPmDGvWrCEzM1OrbmlpKf7+/sTHx7N9+3aOHj3KyZMn2bhxI6mpqSxcuJCqqioWLFhAVVUVCxcuJDU1lY0bN3Ly5EmOHj3K9u3biY+Px9/fn9LSUq3+MzMz8fDw4MyZM4SEhLB7925iYmJYuXIl+fn5WnULCgpYsWIFMTExBAcHExoaSmRkJGvXriUjI0OrbllZGUuXLiU+Pp5t27YRFhbGyZMn2bRpEykpKSxatIjKykqtNqmpqQQFBREeHs6RI0fYsWMHly5dwt/fn5KSEq26WVlZBAYGcvbsWUJCQti7dy/R0dGsWrWK3NxcnbiXL19ObGwswcHBHDx4kMjISNatW8fVq1d14l6yZAmJiYls3bqVsLAwTpw4webNm0lOTsbGxoaKigqtNmlpaZpLLw4fPszOnTuJi4tj2bJlFBUVadXNzs4mMDCQqKgo9u/fz759+4iKimL16tXk5ORo1S0sLCQgIIDY2Fh27drFoUOHiIiIYP369Tpxl5eXs2TJEi5fvsyWLVs4fvw4x48fZ8uWLVy+fJklS5ZQXl6u81lbv349ERERHDp0iF27dhEbG0tAQACFhYVadXNycli9ejVRUVHs27eP/fv3ExUVRWBgINnZ2Vp1i4qKOB1zEgC3aw4cPnyY06dPExQURFpamlbdiooKFi9eTHJyMps3b+bEiROEhYWxdetWEhMTjfYdERgYiKd9U/V3UXG64t8R48ePN+vviDVr1pjVd8TAgQPN9jti8eLFZvUdMXnyZLP8jli2bBlxcXHs3LnT6N8RR48e1b5Jxdzo3r27NHz4cJ3yc+fOSYC0ePFig7Q1Rt033nhD6tChg1RWVqapI/cmldLSUikvL0/zCA0NNfpNKvPnzzda37cjwpd8hCt5zH2+g8RMpLE/3q10KLXyccBzEjOR3hvnqnQoYl7pifAlH+Hq+k0q7du3Jzo6GltbW9q2bXvLUxsqlYq4uLg66xgKLy8vUmpYTiEtLQ0Ab+/aL+TWp62h68bGxrJ06VLmzp2rdcq5tLSU8vJyEhIScHFxwd295v1W7e3ttY5SOjs71/o+DcULL7xg9DFuJ4Qv+QhX8kgtzwbA29V897v3atoWEm/YTUXBU+FiXumH8CUf4UqN1ZAhQ7CyUi+H6Ofnd8vHkCFDTBZcr169uHDhAvn5+Vrlx44d07xuiLaGrpuSkkJVVRXvvvsubdu21TyOHTvGhQsXaNu2rckXHL8V27ZtUzoEi0L4ko9wJY80Sf2d4u3ZVuFIasfLuzMAaY0qQeHFhMW80g/hSz7C1XWUPoxZF2FhYTprDpaWlkodOnSQBgwYoCkrKiqSzp8/L2VkZOjd1hh1MzIypE2bNuk8unfvLrVu3VratGmTFBkZKduDKdZBPH/+vNH6vh0RvuQjXMkgP1+67yX1GoOrwpYqHU2thCaESsxE6vAOknTunKKxiHmlH8KXfISr66eYFc1Ob8GAAQMYM2YMn376Kenp6XTo0IEVK1aQkJDA77//rql3/Phxhg0bxowZM5g5c6ZebY1Rt2nTpowaNUrn/cydOxegxteUJjk5Wew/qQfCl3yEKxncsIuKd7P2ysZSB9XrM6Ze301F1a2bYrGIeaUfwpd8hCs1NgcPHtS7kSlPM69cuZJp06axatUqcnJy6NmzJ9u3b5cVgz5tjVXXUrC2tlY6BItC+JKPcCWDtDT1HseY5yLZ1VRvt1dsBwXJcbjwgGKxiHmlH8KXfIQrNSorKytJbmVJklCpVFRWVhozJsFNnDp1ir59+xIeHk6fPn2MMsbZs2fp0aOHUfq+HRG+5CNc3Zri1ctxujgRgNypubg6uCocUe24zLCjwKqc87bv0+WznxWLQ8wr/RC+5CNcqfMOm/379ysdh8AMiIyM/M9/IPRB+JKPcHVrNLuoVFqZ7S4q1XjTmBiySctMQMmTcGJe6YfwJR/hSo1N9SLMgv82I0aMUDoEi0L4ko9wdWvSMuLBCbylxma7i0o13vZNiSnPJlXh3VTEvNIP4Us+wpUaq9peSE9P16wanp6ebsqYBAqwZs0apUOwKIQv+QhXt6Y62XIuNev7BgHwdmoBQGqxsr8XxLzSD+FLPsKVGp0Ecd++ffTr1w8vLy8GDhzIwIED8fLyol+/fuzdu1eJGAUmYPLkyUqHYFEIX/IRrm5NatEVALp4dVI4klvj3cQHgNSKbEXjEPNKP4Qv+QhXarQSxE2bNjFixAjS0tL4+OOP8ff3x9/fn48++oi0tDRGjhzJpk2blIpVYESq92QUyEP4ko9wdWvSrqmTraKM2veXNxeql+FJVRVBVZVicYh5pR/Cl3yEKzUqSZI0dzF3794dW1tbDh06ROPGjbUq5ufnM3jwYCorKzl37pzJA/0vY4q7mEtKSnB0dDRK37cjwpd8hKtb8+JYW/7oXsG3PT7gs6fnKB1Onaz7J5Bxm59ncCIc+r+r0KyZInGIeaUfwpd8hCt13qF1BPHSpUtMnDhRJzkEcHFx4ZVXXiE+Pt5kAQpMx+rVq5UOwaIQvuQjXN2CggJSHSsASEzIUjiYW+PdpDWgXiybG/aaNzViXumH8CUf4UqNVoLYpUuXOm9IuXr1Kp06mf81MgL9GT58uNIhWBTCl3yEq1uQmkra9b/Jhwx8UNlYZKC1m0qycncyi3mlH8KXfIQrNVoJ4g8//MDixYvZsmWLTsVNmzaxZMkSfvzxR5MFJzAd58+fVzoEi0L4ko9wdQtSUzXb7BWkFigbiwyqd1MptYXclIuKxSHmlX4IX/IRrtRorakwf/58PD09eeqpp/D29qZDhw4AXLx4kdTUVDp16sQvv/zCL7/8ommjUqlqTCgFloWbm5vSIVgUwpd8hKu6KU5JIM9B/f92nu2UDUYGjraONKmyJ8eqjNQrsTRRKA4xr/RD+JKPcKVGK0GMjIxEpVLRurX6GpOEhAR1JRsbWrduTWlpKWfOnNHqwNwXdRXIw8HBQekQLArhSz7CVd1U76LSqMoadyd3haORh7eVCzlkkJqVQHeFYhDzSj+EL/kIV2q0EsTqhFDw3yM+Pp6+ffsqHYbFIHzJR7iqm5SMS+AMLXEhISGBfv36KR3SLfG2b8q5sgzS8lIUi0HMK/0QvuQjXKmpdScVwX+Le+65R+kQLArhSz7CVd1U76LibetuMa68na/fqFKq3G4qluLKXBC+5CNcqakxQSwvLychIYHTp09z6tQpnYfg9mPjxo1Kh2BRCF/yEa7qJrX4KgDeTs0txpW3exsAUityFYvBUlyZC8KXfIQrNVqnmHNzc5kyZQqrV6/m2rVrOpUlSUKlUlFZWWmyAAWmQWwtpB/Cl3yEq7pJKVfvotLSrTWTJ1qGK+/mHSAWUm1KoLwcbG1NHoOYV/ohfMlHuFKjdQRxwoQJBAQE8NRTT/Hzzz+zbNkyrUdAQADLli1TKlaBERFbC+mH8CUf4aoOJIlUlXppG++m7SzGlXeLjsD1xbKvXlUkBktxZS4IX/IRrtRobbXXqFEjJk2axM8//6xkTIKbMMVWe5WVlVhbWxul79sR4Us+wlUd5OXh974bB31h7aPLGd3rBYtwFZYcxsDfB9ImFxKeCYMBA0weg5hX+iF8yUe4qmGrPQ8PD83ah4L/FkuXLlU6BItC+JKPcFUHaWmaRbK9m7azGFdau6mkKHMns6W4MheEL/kIV2q0EsTXX3+dtWvXUlVVpVQ8AoV4/PHHlQ7BohC+5CNc1Y6UkkKKi/r/LV1aWoyrFs4tACi3hqyUWEVisBRX5oLwJR/hSo1Wgjht2jT8/Pzo168fP//8M+vXr2fjxo06D8Htx/Hjx5UOwaIQvuQjXNVOXvJFSq7f3+Hl7GUxruys7fCscgQg9aoy2+1ZiitzQfiSj3ClRusu5pSUFPbv309ERAQRERE1NhB3Md+e+Pj4KB2CRSF8yUe4qp3UK+qjb00q7XC0dbQoV97WbmRIJaRmJdBTgfEtyZU5IHzJR7hSo5Ugvvzyy5w6dYpPP/2UAQMG4OrqqlRcAhNTUVGhdAgWhfAlH+GqdlIzLkFjaKlSn2e2JFfeDp78U5JGakGqIuNbkitzQPiSj3ClRitBPHz4MFOnTuXLL79UKh6BQmRkZCgdgkUhfMlHuKqdlLwkaAzedk0By3Ll3dgbSiJJLctUZHxLcmUOCF/yEa7UaF2D2KJFC9zdLWOzeIFh6dGjh9IhWBTCl3yEq9pJLVZvVeft7AVYlitvD18AUqvyFBnfklyZA8KXfIQrNVoJ4ocffoi/vz+FhYVKxSNQiD179igdgkUhfMlHuKqd1Ou7qHi7twYsy5VmsWy7MigpMfn4luTKHBC+5CNcqdE6xVxaWoqtrS0dOnRg7Nix+Pj46CwWqVKp+OCDD0wapMD4jB8/XukQLArhSz7CVS1UVZFiXQRAy+bqZMuSXHk3aw9c300lNRXatzfp+JbkyhwQvuQjXKnROoI4ZcoUIiIiSE9PZ8GCBUydOpUpU6boPAS3H7/99pvSIVgUwpd8hKtaSE8n1Vm9kZW3d2fAslx5u7QEbkgQTYwluTIHhC/5CFdqtLbaS0xMvGWD7OxsevfubdSgBNqYYqs9gUBgYsLDab26H0mucOzVY/Rv2V/piPQitSCVlnNaYl0FZV0DsX7mWaVDEggEBkJnq702bdrU+GjRogXHjx/nvffe45577lEqXoEREZuT64fwJR/hqmaqkpNIc1b/v3rrOkty1cypGVaSikoryEi5YPLxLcmVOSB8yUe4UmNT2wuSJLFv3z5Wr17Npk2byM/Px9PTk2efFX8l3o6MGzdO6RAsCuFLPsJVzWQkx1BhDSrp363rLMmVjZUNzaVGpKmKSL16kRYmHt+SXJkDwpd8hCs1VjcXhIeH87///Y+WLVvy4IMPsnLlSh555BGOHDnClStXWLZsmRJxCozMvn37lA7BohC+5CNc1UxqmvqoW/OqRthYqf9WtzRX3jZNAEjNuWzysS3NldIIX/IRrtRYAVy6dImvv/6aLl260L9/f4KCgnj++ef5888/kSSJp59+moEDB6JSqZSOV2AkunXrpnQIFoXwJR/hqmZSs9TXfHtbu2nKLM2Vt2MzAFIL00w+tqW5UhrhSz7ClRqbgQMHcvz4cZo2bcro0aPx9/dn8ODBAMTFxSkcnsBU5OTkKB2CRSF8yUe4qpmUghRoAS0bNdOUWZorb9dWUHSK1GtZJh/b0lwpjfAlH+FKjdWxY8fw9fVl6dKlzJs3T5McmgtlZWVMnToVb29vHB0dGTBggOxFLPVpa+i6J06cYPLkyXTv3h0nJydat27N2LFjuXDB9Bdzy6G0tFTpECwK4Us+wlXNVG9R5+3SSlNmaa68m/oCkCrlwb8LYpgES3OlNMKXfIQrNVYLFizAy8uLJ598khYtWjBp0iRCQkKQTPxhr40JEyYwZ84cnn/+eebNm4e1tTUPP/wwhw8fNmhbQ9f9/vvv2bBhA/fddx/z5s3j9ddf5+DBg/Tp04ezZ882TIoR8PX1VToEi0L4ko9wVTPVW9RVJ1lgea68vdTrN6Y6VkJ+vknHtjRXSiN8yUe4uo50nUuXLklff/211LVrV0mlUkleXl7Sc889J1lZWUkbN26UlODYsWMSIM2ePVtTVlJSIrVv314aOHCgwdoao+6RI0eksrIyrbYXLlyQ7O3tpeeff17Gu/+X8PBwCZDCw8P1aqcPy5cvN1rftyPCl3yEqxrIz5ceeQ6JmUi/HZmvKbY0Vzsu7JCYidR7EpIUFWXSsS3NldIIX/IRrq7nHTW9cPLkSemDDz6QvL29JZVKJbVo0UJ67bXXpG3btkklJSUmC/Cjjz6SrK2tpby8PK3y7777TgKky5cvG6StserWRJ8+faQ+ffrUWedmTJEg5ufnG63v2xHhSz7CVQ2cPy/1mqROEHde2KkptjRXp9NOS8xEaj4FSdq716RjW5orpRG+5CNcqfMOnWVuAPr27cucOXNISkpi9+7djBgxgj///JPHH3+cpk2bmubQJnD69Gk6deqEi4uLVnn//uodByIiIgzS1lh1b0aSJK5evXpLh2VlZeTn52sehYWFddY3BCtWrDD6GLcTwpd8hKsaSElRb1HHv4tkg+W5qo493QnKk2+9E5chsTRXSiN8yUe4UlNjgqh50cqK+++/n+XLl3P16lXWrFnDfffdZ6rYSEtLw8vLS6e8uiy1jv0/9WlrrLo3s3r1alJSUm65COesWbNwdXXVPPz8/DRjL1myhLKyMs1K7wsWLODq1ausW7eOyMhIDh48SHBwMLGxsSxfvpyCggKturm5uaxatYro6Gj27t1LSEgIZ8+exd3dnaysLK26JSUl+Pv7c+nSJXbs2MGRI0cIDw8nKCiI1NRUrbqVlZUsWrSIlJQUNm3axMmTJwkLC2Pbtm3Ex8ezdOlSnbgzMjJYu3YtkZGRhIaGEhwcTExMDCtWrNCJOz8/n5UrVxITE8Pu3bsJCQnhzJkzrFmzhszMTK26paWl+Pv7Ex8fz/bt2zl69CgnT55k48aNpKamsnDhQqqqqliwYAFVVVUsXLiQ1NRUNm7cyMmTJzl69Cjbt28nPj4ef39/SktLtfrPzMzEw8ODM2fOEBISwu7du4mJiWHlypXk5+dr1S0oKGDFihXExMQQHBxMaGgokZGRrF27loyMDK26ZWVlLF26lPj4eLZt20ZYWBgnT55k06ZNpKSksGjRIiorK7XapKamEhQURHh4OEeOHGHHjh1cunQJf39/SkpKtOpmZWURGBjI2bNnCQkJYe/evURHR7Nq1Spyc3N14l6+fDmxsbEEBwdz8OBBIiMjWbduHVevXtWJe8mSJSQmJrJ161bCwsI4ceIEmzdvJjk5GRsbGyoqKrTapKWlERQUxOnTpzl8+DA7d+4kLi6OZcuWUVRUpFU3OzubwMBAoqKi2L9/P/v27SMqKorVq1eTk5OjVbewsJCAgABiY2PZtWsXhw4dIiIigvXr1+vEXV5ezpIlS7h8+TJbtmzh+PHjHD9+nC1btnD58mWWLFlCeXm5zmdt/fr1REREcOjQIXbt2kVsbCwBAQEUFhZq1c3JyWH16tVERUWxb98+9u/fT1RUFIGBgeRER5F+fReVnet2UlRUxLJlyxg5ciQ7d+7k8OHDnD59mqCgINLS0rT6raioYPHixSQnJ7N582ZOnDhBWFgYW7duJTEx0WjfEYGBgTrfEU4qJ2yqVEgqOBK606TfEePHjzfr74g1a9aY1XfEwIEDzfY7YvHixWb1HTF58mTFvyOys7O16lZ/R8TFxZnkO+Lo0aPUeIrZXGjXrp00cuRInfK4uDgJkH7++WeDtDVW3Rs5f/685OLiIg0cOFCqqKioNW5JkqTS0lIpLy9P8wgNDTX6Keb58+ffupJAg/AlH+FKl8RvP5aYiWQ7w0qqrKrUlFuiK58ZLhIzkY6985RJx7VEV0oifMlHuFKfYq51qz1zwNHRkbKyMp3y6lvQHR0dDdLWWHWruXLlCo888giurq4EBQVhbW1da9wA9vb22Nvba547OzvXWd8QvPTSS0Yf43ZC+JKPcKVLanocNAFvGmOl+vdEjiW68rbzIKk83+S7qViiKyURvuQjXKmp8xSz0nh5eZGWprtCf3WZt7e3zmv1aWusugB5eXmMHDmS3Nxcdu3aVWfMSrJ582alQ7AohC/5CFe6pOYmAeBt665VbomuvJ3UuzAnF5l2NxVLdKUkwpd8hCs1Zp0g9urViwsXLpB/0/pax44d07xuiLbGqltaWspjjz3GhQsX2L59u1lv3zNgwAClQ7AohC/5CFe6pBZdAf5NrqqxRFetPNoCkFxh2t1ULNGVkghf8hGu1Jh1gjh69GgqKytZunSppqysrIyAgAAGDBiAj48PAMXFxURHR5OZmal3W2PVraysZNy4cfz999+sX7+egQMHGtCM4UlMNO0diJaO8CUf4UqX5HJ1MtWySRutckt01apFJwCSbUuhpMRk41qiKyURvuQjXKkx62sQBwwYwJgxY/j0009JT0+nQ4cOrFixgoSEBH7//XdNvePHjzNs2DBmzJjBzJkz9WprrLoffvghW7du5bHHHiM7O5s//vhDq58XXnjBwLYahq2trdIhWBTCl3yEq5uoqCDJpggAn+vJVTWW6MqneUcAklyA5GTo2NEk41qiKyURvuQjXKkx6wQRYOXKlUybNo1Vq1aRk5NDz5492b59O0OGDDFoW0PXrV4Pcdu2bWzbtk2nD3NLEE25vuXtgPAlH+HqJq5cUSdTgI93F62XLNFVKxf1WZNkFyApyWQJoiW6UhLhSz7ClRqzPsUM4ODgwOzZs0lLS6O0tJTjx48zYsQIrTpDhw5FkiTN0UN92hqr7oEDB5AkqdaHuWGO+0ObM8KXfISrm0hJ0SSIrVxba71kia58XP9NEKuSTHcnsyW6UhLhSz7ClRqzTxAFpuGBBx5QOgSLQviSj3ClTdXlRFKqjyC6+mi9ZomuvBt7o5Lgmg1kJsWYbFxLdKUkwpd8hCs1IkEUALB27VqlQ7AohC/5CFfapF8+T7k1WEkqrW32wDJd2Vnb0Rz1Wq1JVy6YbFxLdKUkwpd8hCs1Kskcz3cKtDh16hR9+/YlPDycPn36KB2OQCBoACemPEv/xmtpWeVM8pcFSodjEPp/15YT5Qlsju3LE3+cVDocgUDQQE6dOiWOIArUVO/JKJCH8CUf4UqbpOwEAHxsdS+Et1RXrZzVR0KTTLhYtqW6UgrhSz7ClRqRIAoAePXVV5UOwaIQvuQjXGmTVJgCQCtnL53XLNWVjwKLZVuqK6UQvuQjXKkRCaIAQGedRkHdCF/yEa60Sbq+SLaPRzud1yzVVSuvzgAk2ZVBUZFJxrRUV0ohfMlHuFIjEkQBAPfdd5/SIVgUwpd8hKsbKCsj2aYYAJ/rSdWNWKorn2bqtQ+TqxfLNgGW6kophC/5CFdqRIIoAODcuXNKh2BRCF/yEa5u4IY1EH28uui8bKmuWrm0AiDJFfVi2SbAUl0phfAlH+FKjUgQBQC4u7srHYJFIXzJR7i6gcuX1UkU0OqmNRDBcl35XN9NJaWx6RbLtlRXSiF8yUe4UmP2W+0JTIOdnZ3SIVgUwpd8DOYqLw9274aUFPDxgREjwNnZMH2biMrLiaQ2Vv+/Oqm6EUudVzculp2RFENzE4xpUFdlZbB3L1y8CB4e8MAD0NwU78J0WOrcUgLhSo04gigA4PJl022RdTsgfMmnwa4qKuD776FlSxg7lqr/fUDKxNGUtfaGRYvAgpZyTbt8jkorsJFUtHBuofO6pc4rW2tbWqjUyXryVdMslm0wV5s2UdG+LYnPP0ruJ+/Diy+q/wD54AMoLjbMGGaApc4tJRCu1IgEUQDA3XffrXQIFoXwJZ8GuSopgSefhE8+IaxJEcPedKTxNGtafQiubxfwwt63SHx3vMUkiclXYwHwxgVrK2ud1y15XrWy8wQgKdc0v1wN4Sp99kw+WvQU3s+l4fsBNPkE+r3fiA0dypHmzgU/P8jMbHiwZoAlzy1TI1ypEQmiAIBNmzYpHYJFIXzJp96uKirg6aeRtm9nykhrBr4KB5qXUGxVCUCZDazuCb2dVhH+9VsGjNh4JOUkAOBj71nj65Y8r3yuL5adbKLFshvqKvz3b7jz6pf8OAgynMDWylZd7lbM6HHw4jN2lEScVJ9uLiw0RMiKYslzy9QIV2pEgigA4M0331Q6BItC+JJPvV19/DH89RefjbDhpwHqpHBCrwlEvRVF+bRyjr96nH62bchxhPuLF3Ni6yIDRm0cqncaadW4ZY2vW/K8anV9sewkEy2W3RBXF08Ec//FaVxpDN2qPNjyzBaKPy8mfUo6X9z7BdYqa1Z3ucYT420pPRsBL7xgMUepa8OS55apEa7UiARRAMCvv/6qdAgWhfAln3q52rkTfv6ZnwbC/w2sAOC3x34j4IkAunp2xcbKhrta3sW+DyO5p6w5uY7w6NHJZKYnGDZ4A5NUmQOAT1PdRbLBsudV9bI9yfbXoMD4e0zX11VhaT6j1j1FrgMMKHDl708u8njnx7GxssHTyZOvh3/Nnhf34GTrxB6fcl4bZQVbtsDixQZ+B6bFkueWqRGu1IgEUQDAW29Zxik6c0H4ko/ernJz4bXX+LM7TBmhLpp13yxe7aO7/ZWLvQu7/hdO9xxb0h2reGfRYw0P2Fjk5ZHkeA0AH++uNVax5Hnl49kBgMuuQGKi0cerr6uPFo7inHMxLQpVbHxlNy6Objp1hrUdxtZnt2KtsuaPHlX82R348EOIjW1Y0ApiyXPL1AhXakSCKABg0SLzPz1nTghf8tHb1aefklyYyqQn1F9PH9z9AVMHTa21euOmLVne5yusq2AtZ9kctrwB0RqRpCT1TiP8m0zdjCXPqzZubQBIdAMSEow+Xn1cnb58nCUFIQAEeryGd9f+tdYd3nY4n9/7OQBvjrIhxaYE3n3XYk81W/LcMjXClRqRIAoAePLJJ5UOwaIQvuSjl6szZ5CWLuG1xyDProq7vO/ihwd+QKVS1dms34tT+ThOvWzMpzs/pLKqsiEhG4fLl9VH1/h355GbseR51cZVnSCmNIby+Dijj6evK0mSeOeP55BU8MxFB4a9N/eWbb4Y8gX9vPuRY1vBxCdVVAXvgu3b6xmxsljy3DI1wpUakSAKAAgLC1M6BItC+JKPbFeSBB9+yJZOErs6gr21PStGrcDGSsZ6/ioVnzyzgCYlEG2dzZrj/g0L2giUXb5E2vVFsts2aVtjHUueV82dm2MvWVNlBcmXzxp9PH1d/RWznSPlcTS6BrPv+hwcHW/ZxtballVPrsLBxoE97SR+vQv1+ojl5fWMWjkseW6ZGuFKjUgQBQC0bt1a6RAsCuFLPrJdBQdTtn8PUx5UP51yzxS6etZ8rV5NuDzyFB9dVO9+8eXuz6moqtA3VKNyOUmdNDlV2eDh6FFjHUueV1YqK1pbq7coS0w3/mLZ+rr6v23qyxTeOutIq9enyG7XpWkXZj8wG4DP7ldx9UocBAToNbY5YMlzy9QIV2pEgigA4Nq1a0qHYFEIX/KR7eqbb/hlAMS5QwvnFnwy+BP9BlKpeOfhmTQtgotSFn9GBuofrBFJuBoDgK+1R62nzC19XrVxUq+FmJhv/MWy9XF1NOkoh4rPY1sJ7/d4FRwc9Brrrbveop93PwrsJKYPA77+GkpL9YxYWSx9bpkS4UqNSBAFAGRnZysdgkUhfMlHlqsjR7gacYSv/dRPZ903C2c7/fdZdn5+Iu+daQTAL3u/1bu9MUnIU9/Z6+tU8xqIYPnzyte9PQAJZelGH0sfVz/89QUAL0WqaPnmx3qPZaWyYs6DcwDw7wNRZcmwdKne/SiJpc8tUyJcqREJogCA7t27Kx2CRSF8yUeWq++/52s/KLCHvl59eenOl+o3mL09r3d7EbsKOF50geMpx+vXjxFIuKZOmnw92tdax9LnVZvry/ck2hUbffcRua5S8lPYlnoAgClO90Ormm8QuhX3trmXJ7s8SZUVzBwKzJplUUcRLX1umRLhSo1IEAUA7Nu3T+kQLArhSz63dHXuHCkHtvFbH/XT2Q/MxkpV/6+mZi+/w5go9f8Dji6sdz8GpaSEBJsiAHxb1v7Lx9LnVZvmnQFINMFaiHJdLT/1O1UqiSEJ0OW59xo05pdDv0SFivXdIYIrsHJlg/ozJZY+t0yJcKVGJIgCAF544QWlQ7AoFPNVVQWnT0NgICxYoL5Y/tgxMONrZm7pavZsfhgE12xgSJshDGs7rGEDdu/OxFL1rh5rotZRWmEGR3kSEkhwU//X17tbrdUs/XNoyrUQ5biqkqpYFqZe0+7luMbw4IMNGvOO5nfwTI9nANTXIs6eDZVmuKRSDej4qv4uWbUKFi6E5cshLMwi79A2NJb+OTQUIkEUAODvb37LgpgzJveVlgZTp0LLltCnDzz/PLzzDrz8Mtx9N7RooV7ENzXVtHHJoE5XSUmkbfmDpX3VT6cPmW6QMYc9MhmfPMijlC3RWwzSZ4O4MUGsZYkbsPzPoa+bL6DeTaUq/pJRx5LjKjQhlEtlV2hcBqP7vAi2tg0ed+bQmViprNjWGY6VXISNGxvcpynQ+MrNhWnToHVr9XfJSy/B5MkwcSIMHAjNm8OkSRa9a0xDsfTPoaFQSZKFLgv/H+LUqVP07duX8PBw+vTpo3Q4AlNSVgbffw/ffUeOqow97SGylS2x7dywtXfEqbSS1vHZPHimhL5pYOXgCF99Bf/7H1hZwN9///sfH577mTn3wD0+93B44uFbLooti/R0pj3bnG+GwEhvP3a+dqDhfTaAsoXzcMh8H4CMjzJo2qipovEYi4qqChy+sqNSJZFc/AYtv1d2R4oX/xzHH9HreP0kLPkyXJ0QGYCXt7xMQEQAD1+AHdF94ORJMMS8NTarV8M77yDl5HCsFZxo50BklybkOlnhXFKFW1oOg2JLGR4P7mVW8Oab8O234OqqdOQCE3Pq1ClxBFGgZsGCBUqHYFGYxNfZs9C7N+fnz+Ct+8to9ZEV48bAtwPLWdc8g9Vul1naIoUvBpbQ/3Xw+sSW7/uUUPTZRzByJOTlGT9GGdTqKjub9D+WsOgu9dPpQ6YbJjkEaNaM8Y4DAQhOPUhqgbJHVi9fXzjaSbKtdQ1EsPzPoY2VDa2s3ABIvBJj1LFu5aq4vJhNMeqjxxNz2kDv3gYb+/N7P8daZc3OTnDiyinYu9dgfRuFa9c4P2AAxRNfYF6nHLr9z46Br8K7w0vx904jyDWF5S3SmNu7lDFjoenH4PdSFbuCFyJ16woHDyr9DkyKpX8ODYWMLQoE/wWeeeYZpUOwKIzua80a9n01kR/6lbFbs21vFV2bdmWQzyC6enZFkiSKyov45+o/7L20l3Ty+eQBmHMPzN69m5fuvRf++kt9WlpBanW1cCE/3VlMiS309+7Pg+0bdn3YzXR4YiKDwv7mSGuJdefW8f7d7xu0f31IuBoDbeteAxFuj89hm0ZeJBblkJiXyD1GHOdWrnbG7qRIKsM3Bwb4PWfQI3zt3dvzfM/nWfnPSr72g62zZ8MDDxisf4OSnw9PPUVS1nEeeQvimwBcw8nWieFth3Nn8ztp7tycomtFpBSksC9+H1EZURz0hYO+cFdKGtMnDeORCd+h+vhjyzhS2kBuh8+hIRBHEAUA7NmzR+kQLApj+sqaNY0X1z/H/c+ok0MVKkZ1GUXI+BDOvXWO3x7/jf8N/B8f3vMh0/2ms2HsBjI/ymTFqBW0a9KOdCcY/ySMb3+GwhHDIN34a9LVRY2uiovJXDqXhf3VT6f7GfDoYTVPPcW4KPVX3PpwZe82Tci/vgaic91LrNwOn0Nf93YAxJddMeo4t3JVvVD62HOgeuppg4//2eDPNNcinj6zR33Dh7lRXMy1R0cyyXEfI15UJ4c+Lj78+vCvpH6YytZnt/L18K+Z3H8yUwdP5ZeRv3DurXMkvp/IhwM/xNHGkRMt4bFnqnjkzCdcfeMFqDCvHYqMwe3wOTQEIkEUANCjRw+lQ7AojOFLqqpi3fSn6ZrzDX/cCVaSirf7vUXcu3FsGreJob5Da02ibK1teenOl4h+O5qvh32NlcqKlb3grqGxJI4apujp5hpdBQTwc6dsiuygT4vePNzxYcMP7OHBU00HA3A08zTJ+cmGH0MmCdcyAPBtWvsaiHB7fA7beavfwyW7YigqMto4dbkqvFbIjgs7ABib1cJg1x7eSOemnTV3NH/tB/zwg8HHaBDl5eQ+M4qRbY+ytJ/6D833BrzHubfO8eZdb+Ji71Jr09aurfnxwR9JeD+Bj+/5CHts+Ksj3OEayI4J9xj152oO3A6fQ0MgEkQBAJmZmUqHUD/KyyE5GS5dUj9yc8EE910Z2ldBaT4vTuvOOOuNZDhBd1Vzjr76NwseWUjbOu56vRlba1u+GPIFIeNDaOnYnGhPGDIgiriJTyi2HIeOq4oKsn/5nvkD1E+n+80w/NHD67R8aCyDru/6tiFqg1HGuCUFBSTYlwDg27LuXzwW+zm8gfbe6nUe45pg1KVu6nIVfDGYEuka7bKhz5CxRjst+sW9X6BCxaauEHngT4iPN8o49eHyexMY7LOH/e3A2dqR73p8x9yH5tLYvrHsPpo5NeP7B37g5Jun6engS4YTPNrxBG+/35Hi7KtGjN5ISBLk5EBSkvou7dRUKC7WqXY7fA4NgdkniGVlZUydOhVvb28cHR0ZMGCA7MO/+rQ1Rt2GxG5qyi1h7av8fNi0CT79FO6/H7y8wN4efHygfXv1o0kTcHJSHzF44w1Yu1bdzsAY0ldkWgT9vm3NartorKtgmuNDhH+WyIBWA+rd55A2Qwh74ySdnFpz2Q382oYSM/0tg8WsDzqu1q9nnncSBfZwp+cdPN75ceMN/uijPH190eytZxVKEG9c4qZFlzqrWsTn8Ba0b6I+ShrnjvqPNiNRl6tt15c2eiLGOKeXq+nq2ZWx3ccC8M29EsyZY7Sx9CFj6VzutwnkXDPwtnXn0KtH6dO4/kdRezTrwbEPz/NB63EA/NoqjX6z2hJx8bChQjYORUWwfTt88AEMGKD+/eDurl7ip1Mn9fXZTk7QrBn4+amXDlu/HtVVC0x+jYDZL3Pz7LPPEhQUxPvvv0/Hjh1Zvnw5J06cICQkhMGDBxusrTHqNiT2GzHFMjcxMTF07tzZKH3XxLXKayTnJ5Ocn0xqQSppBWmkF6WTUZxBbmku+WX5lFWWYVNRhW1mDrZX0rFJz8S2QsKxHFoUQus86JgNd2RZ43XNXt1xDX8NYmenvqv37bfViaUBjiYYyldAuD9vbX2DUqtKWuXB2o6fMOjNWQ3ut5orhVe4b34/oq6l0KIAjvVbTOtnJhmsfzlouZIkcvv3xPf+s+Q5QNCYIJ7uZrxf4ABxg7rS4cFobLAmc2oWrg4mXrJj61a8Dz5BWmM4/upx7mp5V61VTf05NAbpRek0/7E5KglKXH7A/n8fGWWc2lxVVlXS4v88yCzPI2STK0PDs8Da2igxAJxNP8sdi+5AJcGZZfZ0P5UMTZVbxqjw71CGLx/GCW+JNrhx6P1IfFx9DDa3du+cz4SQ90hzlrCtUvF/fl/zwbDPjHYWoF4cPQr+/rB+fc1bPtrZgYMDBdcKON1c4nxT9eLuV5whyxGqVGDd2AUbr5ZYt2yFjbsn1lbW2FjZYGNlg5uDG82dmuPV2Avvxt60cmlFK5dWONg4mPytGotTp06Zd4J4/PhxBgwYwOzZs5kyZQoApaWl9OjRg2bNmnH06FGDtDVG3YbEfjOmSBBXrlzJSy/Vc//bGigoKyApP4nE3EQu510mITeBxLxEEnITuJx3mdSCVCQMN/U6uHdgaJuh+HkPxM+2Iz6xV9W7AmzbBhcu/Fuxa1eYPh3Gjm3QOoEN9ZVbmsvb294kMGotAA/HwsqRS/F4/rV691kbGUUZ3Pd9N85YZ9Izw5rD/ztD43ZdDT5ObWi5Cg7m6+8eYvpw6O7ehcjJ5xq0rZ4spk+na/bXRHvCn6P/1BzxMRVFc3/AOW8qANkfZ9PEsUmtdQ39OVQCSZJw+dKBQtU1zmc9S5dfAo0yTm2ujlw+wuCAwbiVQHraC9iuWGWU8W9k9LrRbDi/gWfPQOAdM2HGDKOPWRPXcjJ5fKoPwS1L8aiw48g7EXRupv6sG3JuZf69j1cXjWRLe/VR3FHtHiZgzGrcHNwM0n+9kCQIDlav23j4hiObvr4wYgSSnx+RPnYcsUrmePppTqSe4HzGeYP+Hmru1Jw2bm3wdfOljav639aurTUPV3tX80qk6+DUqVPmvcxNUFAQ1tbWvP7665oyBwcHXnnlFT777DOSkpLw8fFpcFtj1G1I7KYmqzgLv4f8anxNkiTKq8opulZEflk++WX55JXlkV2STXZJNhlFGWQUZ3Cl8ApphWmk5KeQWpBKXtmtb4qwt7bHx9UHb2dvvMsdaJaSQ7OoRNwS03EpA/tKqLCCina+lPfrTfmdd1DRrClF5cWkFKSQmJfIhawLXMi6wMXsi1zMvoj/afUK+G3d2jL03qE88er3jCjzwcF/uXorqfPn4dlnYdYs9ePh+t0cMWrUqHq1AziUeIgXNj7P5fwkrKvgy4PWfPreeqxGPVnvPuvC08mTHe8do/+PXYj0LOe5nwezeU4a1rZ2RhnvZm50lTf7G35WL0/ItGEzjZ8cAjz+OI9+pk4Qt53fbPIEMS7+FLiDu+RQZ3IIDZtX5oJKpaK9XXP+KU8iLj2auk+q15/aXG2N2Qqo/+iyfXqkkUbX5oshX7Dh/AbW9oDpf8yly0cfQaNGJhm7miqpile+G0Bwy1IalavY8cJOTXIIhp1bTQfexybH4yx5fzDv3VvE5ks7+efXO/lzXFCdR8iNxrlz6t1gDhxQP7ezgxdeoHzCS4R4lbLh/Ea2x04h9YLueqg+Lj70bN6Ttm5t8W7sjUcjDyqycrC5EE1lxGkqoqOorCxX/y6yggrnRuR0b8fVNk1JdZZILbrC5bzLlFSUcLXoKleLrnI85XiNYTrbOdOycUu8G3vj1diL5k7NaebUDM9Gnng08sDd0R03Bzdc7F1wsXfBydYJO2s7naSy+veyJEnY29gb2qYGs04QT58+TadOnXBx0b7bqn9/9doYERERtSZZ+rQ1Rt2GxF5WVkZZWZnmeWFNh8gNyKJ5LzCjdBftSx2pslJRZiVRZi1RalVFsaqCSqrq1a+bg5vmLydfV1/NX1atXVvjW2SL54koVKGh6mtE0tL+bWhtDUOHwqhR8MQT6msM6yCvNI/Dlw9zIOEAoYmhnEo7RXxuPPER8QREBOBi78KYB8bw0pvruHfDSVQ//giRkf/f3p3HRVU1fhz/DDuiouKC5o67aeZGWD5mLrhnadajlpZPu7aaPfWrMPNRyzaTUkjFfQM33MBUXBEVRFFRQMENcEE2kZ05vz+ukBOoF5hhZuC8X695PcOdc8899/vcezve5VwYOhRGjIBff4UW6h8EAeVf45MnTy7VPHkFeUzfN505h+egFVpaJsOq7bY89fsWcHcvVV2l1cSpJVtGrqXP1lFsq5vMtFl9+cnjsEGXWagoqyNH+KXgECn20L5WK0Z3GF0hy6drV4bfrsOPJLMjahsF2gIsLQx3yfGfLtw8D3WglW3DR5Yty3Zlilo6NudU0lUu3rlisGU8KKutkZsAGB5NhY1N2MW5C8+3GcGWaH9mdUpluY+PcktLBfpqwUusrB6LVQH4df8e13b9dH7X97al6dKFdzxD6D72WcY8d5s4rvD0kqeZ038OH7p+WDH72J07ypujfv1VGX7Hzg7x3ruEvdqfZQk7WRsymqTMvx84qWZdjd5Ne9PzsZ70fKwn3Rt1x7m6c7FqPT09eWuyj/JHZib89Zdy/7u/v/KQS4Ay8D3Vq8PQoYgBn3G7R0cuO1lxJf0ql1IvFV01u5J2hctpl0nOSiYjN4Oo21FE3VY/iLwFGqoJayyEIA8teWjJt1DOer5Y0IYNMww3IL1JP6SSmJhIw4bFD6qF0xIe8t7Z0sxriLLlafvs2bNxdHQs+vTp06eoTi8vL3JycopGevf09OTGjRusX7+eiIgIDhw4QGBgIDExMSxdupQ7d+7olE1NTWXFihWcP3+e3bt3ExQUxJmb59BaQEy1LC7aZXLNJotbltnc0eTqdA5t8qHeXWiVrKF7kg3Pxlfj1bTmjLvWlDk2Q5l6uze+Lb5hSbXPONryT/Y7/8ofKa+wKHUIY1Yl85FvPN1f8qCn22jqt+2KZvx4+PNPSEwk396e6888Q+L337Nm3jzubNqEJ0CTJnh6epKens7y5cuJiopi165dBAUFcfr0adasWUNeRh5xu+KYO3Aur+W8RsKHCXzg9AET20/EydqJ9Jx0Focvpo/vEFyq+zBq2tNc//RtCiwswN+f/LZtSZ82jc3r1hEaGkpwcDDbtm0jLi6ORYsWkZ2drZNhUlISTk5OnD59mqCgIHbt2kVUVBTLly8nPT1dp+ydO3dYtmwZAccD6PhLR2YdmoVWaHk9HE6scCBh2Dvg7o6npyc5OTl4e3sTFxfH1q1bCQkJITQ0lE2bNhEfH8+CBQsoKCjQqT8hIQE/Pz/CwsI4fPgw27dvJzY2lkWLFpGVlaVT1qVVH7682x+Anwnmy7mvcP78eVasWEFqamqxdi9dupSYmBgCAwM5cOAAERERrF+/nhs3buiUzcnJwcvLi8uXL+Pv709ISAjHjx9n8+bNXLt2DSsrK/Lz8wmb/AY/3Tt7+HH3aWzauInw8HAOHTrEjh07uHjxIkuWLOHu3bs69ScnJ7N69WoiIyPZu3cve/bsITIyklWrVpGSkqJTNiMjAx8fH2JiYggICODgwYOcjIjAuVZnamdBcv4dQq6F4OnpSV5eHl5eXly5coUtW7Zw7Ngxjh07xpYtW7hy5QpeXl7k5eUV29d8fX05efIkBw8eJCAggJiYGHx8fMjIyNApm5KSwqpVqziffgkAJ1GHyMhIVq9eTXJysk7Zu3fvsmTJEgYPHsyOHTs4dOgQ4eHh+Pn5kZiYqFM2Pz+fhQsXcu3aNTZv3szx48cJCQnB39+fy5cvG+YYceYMq1ev5vbt2zpls7KyWLRoEbGxsWzfvp3Dhw8TFhYGWcq9WBfEbcjNxdPTk4KCAhYsWEB8fDybNm0iNDSUkJAQtm7dSlxcHN7e3sXafevWLdauXUtERAT79+8nMDCQqKgoli1bxoQJE3TKpqenM3fxXM6lxmBVAL2EC6evX2fNmjUkJSXplM3OzmbRokXExcWxbds2goODCQ0NZePGjSQkJPD777+j1Wrx9PREq9Xy+++/k5CQwMaNGx94jGhzQ7m/b1UniFo4i7UrV5bqGBEVFUVgYCD79+8nIiKCtWvXcuvWrWL7WknHiM/nv83sW8o7ob3zh3Dxmn2xY4Sbm9sjjxG3b99m9erVnDlzhqCgIHbv3v3wY0RoKHV/WsNhPydeOAd52jw+3fUpbt5ufD3va9XHiIULF5Kfn69Tf2JiIn5+fiUfIzIyCHjjDeWWoR9/hPx8Trt14WuvN2jVcAs9tgzF87gnSZlJ1LWvy9O2TxMwLoCZNWbiN9KPFpda0FbTlpOHlP345MmT+Pr6Fh3bJk+e/PcxYsUKrjz5JFteeIHj27Zx3tOT2CFDyG/QQLm/cd06NP/5D3WfcKN9u74MeXcew2bs4rN9dsyO6cbClDGEt1nMOvElJ91W8XXmS6xq9Tlv3u7Oh5b/4vmkxgxMrUeP2/a0TrGkQQbY3ff8lRZBhiaXdIs8siwKijqHAJkptw12jAgODgZhwlq2bCkGDx5cbPrFixcFIH755Re9zGuIsuVpe3Z2tkhLSyv67N+/XwAiLCzsgfOUS0SEWPr2WBG0+GtxaOH/ieO//VdE/O9DEf3JBHHt1edFyoDeIqdjOyEcHYVQ7vQo/8fSUoju3YX4+GMhAgOFyM42yKoVaAvEvrh94o3Nb4jqs6oLpiOYjrCaYSXGLBok9ox8QmgL29S6tdIWFebPn6+qnFarFd6h3qLa/6oJpiNqf2EhfDsghJOTEKGh5Vm1MpsxuZOSwTeIvWe3G3x58+fPFyIiQkwdoGT/5LwOokBbYPDl6li/Xox9UVn+5399XnHLzckRbw5Xluvh/8kji6vdrkzdgmN/CKYjho5FiOhogyyjpKx+Dv5ZMB3x3GsI8eWXBlnuwwxdPkgwHTHxeYRYu7ZClnkq8aSw/9pCMB0xbWx9IXJySixn0G3r8mWhbeUiFnZD1PhSI5iOsJtpJ3449IPIK8jT77LOnROif38hQGhBhPRsJF6f31/Yz7QvOr7bfmcr/u33b7EzZmeZlq8qq4ICIUJClO2sd28hbG31999Ha2uR27ypSO3dQySMGSxiPhgvomd+LOLmfSvivX8UN1d4iRTfFSLz8L4yBKhOWFiYMOlLzPb29jqXWgtlZ2cX/a6PeQ1Rtjxtt7W1xdb27/sKqlev/sCyetGpEy/OXUiNGirGx7p7V7kcnJAA8fHK/97/iY+He+sIKEMI1K0LTk7KZdz27ZVPt27K6XkDs9BY0Kd5H/o078O8wfNYd2Ydi8IXEXIthPXXAljfBVr1aMCbB+8y4WAMDdzdYfRo+OUXaPzgt15MmDDhocsVQrDzwk5mHpjJkWtHAHjumjXL1ufRuHojOPAXdOigz1VV7asZ+zn/QWNWt8pkzNpRnPg0miaOhrsfdsKECSS8/xqe996aMnPw3Iq59/B+/fsz7DsNqzsLtp3dxJz+cypmuXFxxNRRvrZq2uWRxR+1XZkLlzrK+yFjawMXLkDr1npfRklZbY3eCty7vDzJsLdtlOTrvtPZHhvA8ifg0wXf8vgYw43BCJCSlcILf/Yny1LLwFgNs774S7n/rgQG3baaNkVz4CBvDxzI4N/P8OZIC3a1yGba7mmsO7uOnwb+RJ/mJd/nrlpGhvIAyk8/kWKZx2o3K7zdnYggAW4rV+Qer/84b3d7m3Gdxj3yft+HUZWVhYUydI7rveHIcnKUt+lERkJUlPJwZFIS3L6tjM+r0SgfS0tluB0nJ2XInYYNlWF3mjVT/rdpU2jQAGsLCxyBCh5zQYdJdxAbNmxIfHx8semJ9+5Xa9SokV7mNUTZ8rTdGDZu3Khup3BwgFatlI+ZqW5TnUldJzGp6yROXT/FwtCFrDq9igu5N/j8KfjSVcOgGMG/T/sxvPMOan4xHT76CKyti9X1oLy0Qsvm85uZeWAm4deVV2/ZYcV3u7V8cjgPiy5PwpYtj7yv0pA0tWuzaOJGzvkOIrxhNqO8nuPgJ2cMdrPzXwsXsjt5M9ku0Kv2EwxuVTEPDuioXZtBtbpjqT3O2dRo4lLiSjUAeZlduMCFwg6i06M7Sar3QxPnUkcZCzG2NmhjorEYrP//z/+ZVVp2GgcuHwBg+DUHcHPT+zIfxbWxKy+2HMbG2G182uQcAbt3ozHQfZBaoWXcipHEapNokQJruszE8vHODyxv8G2rYUM4eJCmr7xCwLJAlnaBj5+3JSwxjGeXPUu/Fv34wPUDhrYeWrr7E4WANWvI+u9UAhwSWT0S/NtbkGuRD9zAzsqOlzq8xDvd38GtsZtenhIuU1a2tvDUU8qnkjDpexC7dOlCdHQ06f8Y6Pjo0aNFv+tjXkOULU/bjeGpSrRRq/GE8xMsGLaAhE8TWDR8Ea6PuVKgEWxvA+NHQb33M3kqehofvO7MysUfEn3rPFrx9/2Y9+eVmp3KlvNb+HDnh7TzbMeo9aMIvx6Og1U1PrvalLgf85l6SIvFqNFw8KBRO4eF7Pu5s6HWW9TOguNZF5iyYZLBltUwdAfe3ZTvs0bMM9owD7X7DeWZe89MbI/ZXiHLzIo+y7V7pwBa13l0B7Gy7IdNHZtiJSzIsYKE2FMGWcY/s9obt5cCUUCbJHDp1r/Ef9hVhB+G/oqNsGBXK9j5+0cGe7PTt3s92Jl4ALs82BDbgzof/veh5Stk26pVC7ZtQ/Pxx7x+EqJ+zOHdWCesNJbsidvD82ufp+VvLXl/+/ssO7mMyFuRFGhLfsNTXn4u4f5e/DSuBYN3jKPuq4m8+Ar4dYRcCy2dG3Rm3qB5JHySwPIXltOrSS+9HVsqy35YXibdQRw9ejQFBQV4e3sXTcvJycHHxwdXV9eip4AzMzM5f/68zutx1M5rqLKlqdMUXDLgK7FMWeFZxZD/hHD+/fN81fsr2tRpQ64VHG0M81sn8+q132j7R3ucvqtBL29XXBe5MtR/KB3/6IjLby44/eDEyHUj+e3Yb8Qkx+BoXYOvM3tw+fscflh8BWdtNVi4ENavV87AmogWM+azJrwlGgF/nl/Fn6Feel+GiIjga7t9FFjAi859y3+ZqTzc3Rkco3wNjAmokEXGXlLOItcSttSxr/PI8pVlP7SysKKZlRMAF69HGmQZ/8wq8GIgAO4XMfioAA/jUseFDzsrw5t90iSSvG3+el/GxnMbmXFoJgBeu+140tPvkeO6Vti2ZWWlvFFm40YaVKvHH8tvE/NLAdNut8fJphZX0q7wR+gfTNwykY5/dKTW97Xo7dObfsv78cySZ+jh1Z22sxtR7Ts7uoa/w9S2lwloDZk20LRmE6a6TSX87XBOvXOKD1w/KNel5AepLPtheZn0JWZXV1deeuklvvjiC27evEmrVq1YtmwZly5dYvHixUXljh07Rt++ffHw8GD69OmlmtdQZUtTpymws6s8I8CXVdu6bfnuue+Y0XcGsSmxHIsO4tjORRxLDOVE/QJSrTM5knjf+Fb3vbSlrV1j+uU15rlT6QzYGknNnOPKD0OGKEMwGOAerHKzscH9123MfL8z/9cnn/e3v0/HBp3o1aSX3hax+cf/sMcFbLUW/DjGyNt9jx6436zBf7lDUNxecvJzDDqGGEBM4RA3Ng1Vnd2oTPth65rNuZhyi+j0OAzxz4L7sxJCEBizEwD3Cxi1gwjwf0PmsDRiOVF1M1mw5F0+GDJMb29zOZF4glc3jANgylF47d2Fyn1rj1Dh29YLL8DTT8Onn9J85Uq+n3+Ob61g22AXjnStx/Hq6ZzIjiMjN4NDV0p4ZZ8F1MyGZyya0b/3RPo/OYrH6z9eIVcgKtN+WC4GewRGT7KyssTUqVOFs7OzsLW1FT169BABAQE6ZYKCggQgPDw8Sj2vIcuWps6HCQsLM+xTzEKIU6dOGaxus5eSInJn/0+ceKqZ8GuP8G+DCHBB7G2OONgUca1GCU+hDRokxF9/GbvlqmjnzxejxihP/zWY7SRik2P1Um9y0A7R6BOl3q/Wv6OXOstL+9Jo4fyp0qY9sXsMvry5w+oIpiNe+aOfqvKVaT/8aP0kwXTEJ4MshMjP13v992cVlRQlmI6w+QqR0bal3pdVFgv3K09UO3yJOL/oe73UGZ8eLxr92EgwHeE+HpE3coQQWq2qeY26bYWFCTF6tBBWVjrHyXwN4nR9xOrHlc+G9ojtrRFB3euKK19/ILRXrhiluZVpPyyrsLAwYfIdRKliOohr1qwxWN2VhlarDE0zZ4641rWrEI8/LkSDBkI0bKh8HzVKiN9+EyJWPx2sCqPVijtDB4jO7ygdp9bzWombGTfLV2dennjtjdqC6Yjm0+zF3dy7+mlreS1eLF4bqazntF3TDLusnBzx9jBlWV/7f6Rqlsq0Hy68N9TNkLEIceGC3uu/P6t5IfP+Ht7m/ff1vqyyyC/IF8/OaCmYjug0xUpk3r5ervru5t4V3by6CaYj2r+PSH3MSYgbN1TPbxLbVmKiEH/+KcTYsUJ07SqEs7Ny/GzdWoghQ4T46ishDh4UIk/PQ+OUkklkZWQmP8yNVHH69ev36EJVnUajDM/TrRs2b7wB9eoZu0X6odFQfdFydj7VgV4vpBDDBYasHkLQhCCq25RtKKIN895hedMULLTwx7DFVLOu2NeOPdDAgbj/Csu7QGD0Dr4f8L3hlhUbWzTEjUuTJ1TNUpn2w7b1lNe8RdVFecWli4te678/q8AL991/+LlxLy8XsrSwZPW7u+nyY2tOO+Xz4Y/98Z51ukx1aYWWCZsnEJYYhlMmbF0NjiuWQf36quswiW3L2Rn+8x/lY8JMIisTYNIPqUgVZ926dcZuglmpdHk5O9Nong+BK8ApE0ITQhm1fhS5BbmlrurcqT1MTFbuN5xafQAXT93Wd2vLrnFjBli1RSPgVNIZrmdcN9yyIiM5d+/fEO3qtn942Xsq03bVrq7yFua4WpB9Vv9PMhdmlZOfw764IADcL1lB3756X1ZZNazbglVdZyoPgtmeYdWWmaWuo0BbwCT/SfhF+mFdAJvWgsub05RXhZZCZdq2DE1mpdAIYaBn8CW9OXHiBN26dSMsLIyuXbsauzlSZfbWWxzb8Sd9J0KmNYxoO4LVL67GwUbd09eJqdf41+w2XKiWxbO3a7LrxxtY25jYDd+ffkr3jJ8JawTLRi7jtSdeM8hi0mZ+Ta0CpUOQ+nkqjnbGHPK24gkhqD2jGmlkczr+eR733myQ5eyJ3UP/Ff1xvgMJYX3QBO0zyHLKw2PK48yoexaHPA2hbx6nXbNuqubL1+bz+pbXWRmxEgstrNoIr9TsBfv2GW0YH6lqOHHihDyDKCkK38koqVNp8/rlF3o6dWbDOrAt0OAf5U+fpX1IvJP4yFkT7yTSb96TXKiWRbM0Deve/gtrGzvTy8rdXXnSlb8vTRrCuTjlifdG1FTdOTS5rMpBo9HQzl4Zzuv8zbN6r78wq/uHt9G4D9L7cvThm2/28myCDXetBf0W9eZEQtgj50nJSuGFdS+wMmIllkLDWj94JeUxZbisMnQOK9O2ZWgyK4XsIEoAvPnmm8ZuglmptHk5OMD27QzKeow9SwV1c6wISwyjq3dX1p9dz4MuOOy7tI+u8zpwjiQap8Ge9nOo31F5t57JZdW7N+5XldeR7YreqTMAuj5FJp0DoH315qrnMbmsyqnoPsS7V/U+YHRhVoEXlDEtTWF4mwexrFefNaPW0OEmJFhl0ftPNzZEbnhg+b1xe3nS60m2RW/DVmuB7zrBS5cdYNs2eOyxMrWhsm1bhiSzUsgOogTAsmXLjN0Es1Kp82rcGHbu5Om7dQhZmE/7dFuuZ1znZb+XcVvshneYN+GJ4Zy9eRbfs748v/Z5+i7ry/WCVDrehH0Wbyj3SN1jclnZ2+Pm0ocaOZCUm0J4Yrj+l1FQwLk85f2w7Rs9+PVn/2RyWZVTuxbdAThfI0d5h7seLVu2jMQ7iUTcPI1GwIA79eAJdQ8DGYPzwBcJbvM9Ay5CJnmM9h3NgOUDWBWxijM3zxBxI4KlJ5fSb3k/+i3vx+W0y7hk2XPEW8sLl+xg0yYoxxu4Ktu2ZUgyK4V8ilkCYICB3hdaWVX6vDp1gv37cRk4kBO/JfLDc7bM6lXA0fijHI0/Wqy4hRb+cwJ+qvMK1X/z1vnNFLOyHjiY5479xZZ2yiXKbo3U3ROm2uXLnKutvEKsfYueqmczxazKo12DxwE4XxeIjAQ9voN+wIAB7Lq4C4BuCVD3X4Me+TYRY3P8cBrbv07l60Oz+dkNdsftZnfc7mLlrDVWvH3WjplbMnC0rAbb/KGcT9ZWtm3LkGRWCtPem6QKc+bMGWM3waxUibwefxyOHMGu+1N8syuHy3Pz+eF4bZ7Ja0hdqlGnwJbHkyz5NBjO/AFerT6ius+qYm+MMMmsBg78+z7E6J36r//cOc7VVb62v9dJUsMksyqHwieZz9UDbaR+70M8c+aMybxerzSsv5vFnGG/ct4TvjwA3RMtqFVgTX0c6FHQgG/O1iPql3zmr8/AsbELhISUu3MIlW/bMiSZlUKeQZQAqFdZxvSrIFUmr2bN4MAB+PVXGsyZw2fbk/ls+z/KtG4NS36C4cNLrMIks+rQAfeMBsANguOPkJ6TTk3bmnqrPuvsKeLuvSK2fT11Q9yAiWZVDq2dWmMjLLlrU0BczDH0ORKiU10n/jpwr4N4ATCnsz4ffkhLV1f+9957/M8rHNACecBd5Xd7e/jvh/B//wfVyzYW6T9Vtm3LkGRWCtlBlACwspKbQmlUqbysreGzz+C992DnTjh6FJKToUEDePZZeO45eEgeJpmVRkPLXkNpdXsJF5wKCIoL4vl2z+ut+siLRxCNwIlqNHBooHo+k8yqHKwsrOho25jw3MtEJJ7Sawfxwt0LJGUnUyMHnqr3ZKkGjTYJTz0FYWFw+DDs2QNXryoPiXXtCs8/D7Vq6XVxlW3bMiSZlUJeYpYAuHr1qrGbYFaqZF4ODjB6NMydC4sXw6xZMHDgQzuHYMJZubsz6N5l5oB7T8Lqy6mbyhsznnBoiUajUT2fyWZVDk80UB4cici4qNcnmQuHKOoXC9YDTXN4m0fSaOCZZ8DDAxYtgnnzYMIEvXcOoXJuW4Yis1LIDqIEQM+e6m+kl2RepWGyWfXvj3us0nkLjN7xwCF8Si0vj1N51wB4okmPUs1qslmVQ+c2zwAQ4ZgNV67ord6LKL1794vAIDPtIFagyrhtGYrMSiE7iBIA/v7+xm6CWZF5qWeyWdWpw7NO3bAugLg7V7iQfEE/9UZFEVFXeYL5iTa9SzWryWZVDp0bKW9/imgAnDyplzrTstMIvR4KgHuiA7i56aXeyqwybluGIrNSyA6iBMBbb71l7CaYFZmXeqacVfX+Q3jm3kmtwidiy0uEh3PKWfne2blLqeY15azKqnMDZRzIi3Ug4+QxvdS5N24vBRotbZKgRc+B8rVzKlTGbctQZFYK2UGUAFiwYIGxm2BWZF7qmXRWOq/d0899iPERh0ixBythQYd6HUo1r0lnVUb1HOrhrKmB0MCZmMN6qXNHzA5AXl4ujcq4bRmKzEohO4gSAJMnTzZ2E8yKzEs9k86qZ08GXVeGEdkbu4esvKxyV3nqkjKQeDvrhtha2ZZqXpPOqhw612oLwKmk8o8vpxVatkdvA2B4FGYz/qGxVdZtyxBkVgrZQZQA+XLy0pJ5qWfSWVlZ0bnLQJqkQWZBNnvj9pavPiEIvRsNQJcG6l+xV8iksyqHLi17AXDC+jakpparrvDEcBLvXqd6DvzLvq0yVqf0SJV12zIEmZVCdhAlAF588UVjN8GsyLzUM/WsNO6DlDNRwNboreWr7OpVjtVWzkK6ti/9wM2mnlVZubr0AeBoY+DUqXLVte3e2cOBF8F24JDyNq3KqKzbliHIrBSygygBEBwcbOwmmBWZl3omn9XAgYwo7CCe9y/XcDciJIRjjynfezZ/utTzm3xWZdTzMWXYkNP14W7IwXLVVdiJHxaNvP+wFCrrtmUIMiuF7CBKALRo0cLYTTArMi/1TD6rZs141qY11XMg4W4iJxJPlLmqS8d2keQA1sKiaIDo0jD5rMqocc3GNNLURGsBJ87sKnM9CXcSCEsMQyPA/Yot9C7dMEJVWWXdtgxBZqWQHUQJgOzsbGM3wazIvNQzh6xs3YcqT8QC/lFlHwPtWKxydqyLbbNSP6AC5pFVWbnW7QLA0Vsny/xGlcKnl3vGg+3jrso7iyVVKvO2pW8yK4XsIEoApJbzxvGqRualnllkNXLk3/chlrWDmJvL0Ryll9mjWdkGbjaLrMqoZ/v+AByreQcuXy5THYX3Hw6LhqvduumtbVVBZd629E1mpZAdRAmA9u3bG7sJZkXmpZ5ZZPXMMwy5XQcLLYTfOMnVtDK8i/XUKQ4+prxBxa1j2e6NM4usysi1ufLKvZDGIMpwj1dWXhZ/XVQuTw+L0VBr7Fi9tq+yq8zblr7JrBSygygBsHdvOYf3qGJkXuqZRVaWltQbOBI35RXKZXqaOe3wHk40VL4/26JvmZphFlmVUc/HemItLLjqCLHHSv/Wmh0xO8jMz6JZqvIKw916em1fVVGZty19k1kpZAdRAmDcuHHGboJZkXmpZzZZjRzJyPPK13Vn1pV69kNhm9FaQCuNE41rNi5TE8wmqzJwsHHgqWptANgTt6fU8687q/x/MuYsaJ4fWamzMgSZl3oyK4XsIEoALF682NhNMCsyL/XMJqsBA3g51h6NgANXDnAl7Yr6efPz2ZcaDsCzjZ8pcxPMJqsy6vf4cAD22MTDjRuq58vIzWDbvbO6r5wBRo6s9Fnpm8xLPZmVQnYQJUC+Wqi0ZF7qmU1WdnY06T2Mf917fmLtmbXq5z1xgqBGuQA823VUmZtgNlmVUb/HRwCwtwVod/+ler6tUVvJys+m1W14smlPaNGi0melbzIv9WRWCtlBlAD5aqHSknmpZ1ZZjR3LuAjl66qIlapnS9y9ibBGyvfnXPqXefFmlVUZ9HysJw7CmiQHiDjgq3q+wsvLL58FzVjl8l9lz0rfZF7qyawUsoMoAfDvf//b2E0wKzIv9cwqqyFDGJ1YC+sCiLh5mjM3z6iabdtJpbPT06oZDWs0LPPizSqrMrCxtOHZ2k8CsCN+n6rxEG9k3GB79HYAXjmrgTFjgMqflb7JvNSTWSlkB1ECIDCw9E8VVmUyL/XMKisbG2q/OI4hMcqfS08uffQ8N26wxVoZ/3DEE2PKtXizyqqMnnd9DYANj6VDaOgjy/uc9CFf5ON6DR7v1A+cnYGqkZU+ybzUk1kpZAdRAqBz587GboJZkXmpZ3ZZvfYa/7n3tr3FJxZxN/fuQ4tnbPFld0vl+/M9XyvXos0uqzIY2WkMFkLDiUZwacPDHwbQCi3eYd4AvBMKTJpU9FtVyEqfZF7qyawUsoMoAXDr1i1jN8GsyLzUM7usevRgiO3juCRDak4aKx9xL6LfgYXkWEErnOhYr2O5Fm12WZVBPYd6/MuhAwBrz/k+9DJz4IVA4lLjcMyGMTfqwgsvFP1WFbLSJ5mXejIrhcl3EHNycvj8889p1KgR9vb2uLq68tdf6p9+K838asuqLXf8+HEmT55Mx44dcXBwoGnTpowZM4bo6Gj1AVSQgoICYzfBrMi81DO7rDQaLD76mMnHlD/nHZ1HgfYB63D5MktszgLw+pMT0Wg05Vq02WVVRhP+NQUA7xbJaA8fKrGMEIJZh2YB8Ho4VJvwH7D9+/3WVSUrfZF5qSezUph8B3HixIn8/PPPjBs3jnnz5mFpacmQIUM4dKjkg0p55ldbVm2577//ng0bNtCvXz/mzZvHW2+9xYEDB+jatStnzqi7+b2iNG5ctoF9qyqZl3pmmdXYsbx+pQ61suBc0jlWn15dYrGTS2dzsBlYCJjw7MflXqxZZlUGY7q+Si2tDXG1IXDZNyWW2Ru3l0NXDmGbD58ds4L33tP5vapkpS8yL/VkVvcIE3b06FEBiLlz5xZNy8rKEi4uLsLNzU2v86stW5o6Dx8+LHJycnSmRUdHC1tbWzFu3LhHtr9QWFiYAERYWJjqeUpr+fLlBqu7MpJ5qWe2WX33nZj9DILpiGY/NxWZuZm6v2dkiJfG2QimI/79Uy+9LNJssyqDj5eNFUxHPD1JI7RXr+r8lleQJ7p6dRVMR0wejBBvv11s/qqUlT7IvNSTWd3rdxi7EQ/z2WefCUtLS5GWlqYzfdasWQIQV65c0dv8asuWt01CCNG1a1fRtWvXR5YrVBEdxJSUFIPVXRnJvNQz26wyMsTdxg3EY58oncQPdnyg8/PeWW8JpiM0HoiI+BN6WaTZZlUG8enxwu5rC8F0xIoPntX5bc7BOYLpiFqfIxLr2AgRF1ds/qqUlT7IvNSTWSn9DpO+xBweHk6bNm2oWbOmzvSePXsCcPIRL2svzfxqy5a3TUIIbty4Qd26dR9YJicnh/T09KJPRkbGQ+vUh5Ur1Q8KLMm8SsNss3JwoNqM2fzpr/z527Hf8Ar1AiD2ZBATb/0JwDs1+tKp0ZN6WaTZZlUGjWo04v/aKE8lv19tH6d3LgVg/dn1fLn3SwB+CQTnKV9A8+bF5q9KWemDzEs9mZXCpDuIiYmJNGxYfNDZwmkJCQl6m19t2fK2adWqVcTHx/Pyyy8/sMzs2bNxdHQs+vTp06do2V5eXuTk5BSN9O7p6cmNGzdYv349ERERHDhwgMDAQGJiYli6dCl37tzRKZuamsqKFSs4f/48u3fvJigoiDNnzlCnTh1u376tUzYrK4tFixYRGxvL9u3bOXz4MGFhYfj5+ZGQkKBTtqCggAULFhAfH8+mTZsIDQ0lJCSErVu3EhcXh7e3d7F237p1i7Vr1xIREcH+/fsJDAwkKiqKZcuWFWt3eno6y5cvJyoqil27dhEUFMTp06dZs2YNSUlJOmWzs7NZtGgRcXFxbNu2jeDgYEJDQ9m4cSMJCQn8/vvvaLVaPD090Wq1/P777yQkJLBx40ZCQ0MJDg5m27ZtxMXFsWjRIrKzs3XqT0pKwsnJidOnTxMUFMSuXbuIiopi+fLlpKen65S9c+cOy5YtIyoqisDAQPbv309ERARr167l1q1bOmVzcnLw9vYmLi6OrVu3EhISQmhoKJs2bSI+Pp4FCxZQUFCgM09CQgJ+fn6EhYVx+PBhtm/fTmxsLIsWLSIrK0un7O3bt1m9ejVnzpwhKCiI3bt3c/78eVasWEFqamqxdi9dupSYmBgCAwM5cOAAERERrF+/nhs3bhRrt5eXF5cvX8bf35+QkBCOHz/O5s2buXbtGlZWVuTn5+vMk5iYiJ+fH+Hh4Rw6dIgdO3Zw8eJFlixZwt27d3XKJicns3r1aiIjI9m7dy979uwhMjKSVatWkZKSolM2IyMDHx8fYmJiCAgI4ODBg5w8eRJfX99i7c7Ly8PLy4srV66wZcsWjh07xrFjx9iyZQtXrlzBy8uLvHHjaGvfiWn3bi9+Z/s7tJrRiC6+/bjiKHC5Y8N/3Ofi4+NDRkaGTv0pKSmsWrWKyMhI9uzZw969e4mMjGT16tUkJyfrlL179y5Llixh8ODB7Nixg0OHDhEeHo6fnx+JiYk6ZfPz81m4cCHXrl1j8+bNHD9+nJCQEPz9/bl8+bLBjhGrV6/W+zHi2Zav0T3NkXQ76BH8Ol3muvCy38tohZbXw2FsfkfWt2xZ4jFiwoQJJn2MWLNmjUkdI9zc3Ez2GLFw4UKTOkZMnjxZ/TEiL6/Yvubr68vJkyc5ePAgAQEBxMTE6O0YcfHixQo5RgQHB1fcPYgFBQUiKytL1Uer1QohhGjZsqUYPHhwsbouXrwoAPHLL788dJmlmV9t2fK06dy5c6JmzZrCzc1N5OfnP7Bcdna2SEtLK/rs37/f4JeY58+fb7C6KyOZl3pmn1VystA+2UV82wdh+Y1yuZnpiJ7v2Yj4aP3uk2afVRkk37oi+r9XoyhXi28QHw5C5DdtXOKl5UJVMavykHmpJ7Oq4EvMBw4cwN7eXtUnKioKAHt7e3JycorVlZ2dXfT7w5RmfrVly9qm69evM3ToUBwdHfHz88PS0vKB7ba1taVmzZpFn+rVqz+wrL5MmDDB4MuoTGRe6pl9VrVrownaxzePv0/couqs22TJwYt9CP7iAo1ad9Xrosw+qzKoXbcJu2Zd5eitkazfYkuUtw2/1v43liHHSry0XKgqZlUeMi/1ZFYKq4paULt27fDx8VFVtvBybcOGDYmPjy/2e2JiIgCNGjV6ZD1q51dbtixtSktLY/DgwaSmpnLw4MFHttsYNmzYwMSJE43dDLMh81KvUmTl6AienjSZP58mAOUc7/BBKkVWZaBxdKSn5yZ6CqEMnG3x6HMXVTWrspJ5qSezUlRYB9HZ2bnUgXfp0oWgoCDS09N1Hgo5evRo0e/6ml9t2dK2KTs7m+HDhxMdHc3u3bvp0KGDupWvYE8//bSxm2BWZF7qVaqsDNQxLFSpsioLjUZ1xlU+q1KSeakns1KY9EMqo0ePpqCgAG9v76JpOTk5+Pj44OrqSpMmTYqmZ2Zmcv78eZKSkso0v9qypamzoKCAl19+mSNHjuDr64ubm5uektG/2NhYYzfBrMi81JNZqSezUk9mVToyL/VkVooKO4NYFq6urrz00kt88cUX3Lx5k1atWrFs2TIuXbrE4sW6L3k/duwYffv2xcPDg+nTp5d6frVlS1Pnp59+ir+/P8OHDyc5ObnYo/Pjx4/XY1rl86j7OSVdMi/1ZFbqyazUk1mVjsxLPZmVwqQ7iADLly/n66+/ZsWKFaSkpNC5c2e2bdvGv/71L73Pr7as2nKFYyJu3bqVrVu3FlueKXUQa9WqZewmmBWZl3oyK/VkVurJrEpH5qWezEqhEUIIYzdCergTJ07QrVs3wsLC6NpVv09NFlq/fj1jxowxSN2VkcxLPZmVejIr9WRWpSPzUk9mpfQ7TPoeRKniFA7GLakj81JPZqWezEo9mVXpyLzUk1kpZAdRAsDX19fYTTArMi/1ZFbqyazUk1mVjsxLPZmVQl5iNgMVcYlZkiRJkiQJ5CVm6T6F72SU1JF5qSezUk9mpZ7MqnRkXurJrBTyDKIZqIgziDk5Odja2hqk7spI5qWezEo9mZV6MqvSkXmpJ7OSZxCl+yxdutTYTTArMi/1ZFbqyazUk1mVjsxLPZmVwuTHQZQgKysLgHPnzhlsGY0bN+bEiRMGq7+ykXmpJ7NST2alnsyqdGRe6smslP6G7CCagUuXLgGmNbC2JEmSJEmVl7wH0QwkJSURGBhI8+bNDfIKoIyMDPr06cP+/fupXr263uuvbGRe6sms1JNZqSezKh2Zl3oyK0VWVpbsIEqQnp6Oo6MjaWlp1KxZ09jNMXkyL/VkVurJrNSTWZWOzEs9mdXf5EMqkiRJkiRJkg7ZQZQkSZIkSZJ0yA6ihK2tLR4eHlV+3Ce1ZF7qyazUk1mpJ7MqHZmXejKrv8l7ECVJkiRJkiQd8gyiJEmSJEmSpEN2ECVJkiRJkiQdsoMoSZIkSZIk6ZAdREmSJEmSJEmH7CBWcTk5OXz++ec0atQIe3t7XF1d+euvv4zdLL07fvw4kydPpmPHjjg4ONC0aVPGjBlDdHS0Trl9+/ah0WhK/ISEhBSrV21+5pRzaTIozXpVxqwAJk6c+MC8NBoN8fHxQNXbtjIyMvDw8GDQoEHUqVMHjUbD0qVLSyxr7O3I2BmqzUrtcQyMvx8bitqsTGF/M3ZW5SakKu2VV14RVlZWYurUqcLLy0u4ubkJKysrcfDgQWM3Ta9GjRolnJ2dxZQpU8Sff/4pvvvuO9GgQQPh4OAgTp8+XVQuKChIAOKDDz4QK1as0PncunWrWL1q8zOnnEuTQWnWqzJmJYQQwcHBxXJavny5qFatmujQoUNRuaq2bcXFxQlANG3aVDz77LMCED4+PiWWNfZ2ZOwM1Wal9jgmhPH3Y0NRm5Up7G/Gzqq8ZAexCjt69KgAxNy5c4umZWVlCRcXF+Hm5mbElunf4cOHRU5Ojs606OhoYWtrK8aNG1c0rfCg4uvr+8g61eZnbjmrzaA061VZs3qQgwcPCkD873//K5pW1bat7OxskZiYKIQQ4vjx4w/8D7mxtyNTyFBtVmqPY0IYdz82JLVZGXt/M4WsykteYq7C/Pz8sLS05K233iqaZmdnx6RJkzhy5AhXr141Yuv0q1evXtjY2OhMa926NR07duTcuXMlznPnzh3y8/MfWKfa/Mw554dlUJr1qgpZ3W/16tVoNBrGjh1b4u9VYduytbXF2dn5keWMvR2ZQoZqsyrLcQwqfj82JLVZ3c8Y+5spZFVesoNYhYWHh9OmTZtiLyTv2bMnACdPnjRCqyqOEIIbN25Qt27dYr+9/vrr1KxZEzs7O/r27UtoaGixMmrzM9ecH5VBadarsmd1v7y8PNavX0+vXr1o3rx5sd/ltqXL2NuRuWf4sOMYGGc/NiXG2t/MMat/sjJ2AyTjSUxMpGHDhsWmF05LSEio6CZVqFWrVhEfH8+MGTOKptnY2DBq1CiGDBlC3bp1iYyM5Mcff6R3794EBwfz5JNPFpVVm5+55aw2g9KsV2XNqiSBgYHcvn2bcePG6UyX21bJjL0dmXuGJR3HwLj7sSkw9v5mTlk9iOwgVmFZWVklvm/Szs6u6PfK6vz587z//vu4ubkxYcKEoum9evWiV69eRX+PGDGC0aNH07lzZ7744gsCAgKKflObn7nlrDaD0qxXZc2qJKtXr8ba2poxY8boTJfbVsmMvR2Zc4YPOo6BcfdjU2Ds/c2csnoQeYm5CrO3tycnJ6fY9Ozs7KLfK6Pr168zdOhQHB0di+4TeZhWrVrx/PPPExQUREFBQdF0tflVhpxLyqA061VVssrIyGDLli24u7vj5OT0yPJy2zL+dmSuGZb2OAYVtx+bqorc38w9K5AdxCqtYcOGJCYmFpteOK1Ro0YV3SSDS0tLY/DgwaSmphIQEKB6HZs0aUJubi53794tmqY2v8qS8z8zKM16VZWsNm/eTGZmZrHLyw9T1bctY29H5phhWY9jUDH7sSmrqP2tMmQlO4hVWJcuXYiOjiY9PV1n+tGjR4t+r0yys7MZPnw40dHRbNu2jQ4dOqieNzY2Fjs7O6pXr140TW1+lSXnf2ZQmvWqKlmtWrWK6tWrM2LECNXzVPVty9jbkbllWJ7jGFTMfmzKKmp/qwxZyXEQq7CQkJBi4zRlZ2eLVq1aCVdXVyO2TP/y8/PFiBEjhJWVldi+ffsDy928ebPYtJMnTwpra2sxYsQInelq8zO3nNVmUJr1qqxZ3e/mzZvCyspKvPrqqw/8/Z+qyrb1sPHqjL0dmVqGD8tK7XFMCOPuxxXlYVkZe38ztazKQj6kUoW5urry0ksv8cUXX3Dz5k1atWrFsmXLuHTpEosXLzZ28/Tq008/xd/fn+HDh5OcnMzKlSt1fh8/fjwAL7/8Mvb29vTq1Yv69esTGRmJt7c31apVY86cOTrzqM3P3HJWm0Fp1quyZnW/devWkZ+f/8DLy1Vx2/L09CQ1NbXoic2tW7dy7do1AKZMmYKjo6PRtyNTyVBNVmqPY2Dc/djQ1GRl7P3NVLIqF2P3UCXjysrKElOnThXOzs7C1tZW9OjRQwQEBBi7WXrXp08fATzwU2jevHmiZ8+eok6dOsLKyko0bNhQjB8/XsTExJRYr9r8zCnn0mRQmvWqjFnd76mnnhL169cX+fn5Jf5eFbetZs2aPXCfi4uLKypn7O3IFDJUk5Xa45gQxt+PDUlNVqawv5lCVuWhEUIIw3dDJUmSJEmSJHMhH1KRJEmSJEmSdMgOoiRJkiRJkqRDdhAlSZIkSZIkHbKDKEmSJEmSJOmQHURJkiRJkiRJh+wgSpIkSZIkSTpkB1GSJEmSJEnSITuIkiRJkiRJkg7ZQZQkSZIkSZJ0yA6iJEmSmdNoNEyfPl1v9TVv3pyJEyfqrT5D1SlJkuHIDqIkSRJw+vRpRo8eTbNmzbCzs+Oxxx5jwIABzJ8/39hNkyRJqnBWxm6AJEmSsQUHB9O3b1+aNm3Km2++ibOzM1evXiUkJIR58+YxZcoUYzexQkVFRWFhIc8fSFJVJjuIkiRVef/73/9wdHTk+PHj1KpVS+e3mzdvGqdRRmRra2vsJkiSZGTyn4iSJFV5Fy9epGPHjsU6hwD169fX+dvHx4fnnnuO+vXrY2trS4cOHViwYEGx+Zo3b86wYcPYt28f3bt3x97enk6dOrFv3z4ANm7cSKdOnbCzs6Nbt26Eh4frzD9x4kSqV69ObGws7u7uODg40KhRI2bMmIEQ4pHrFB8fzxtvvEGDBg2wtbWlY8eOLFmyRFUe/7xfcOnSpWg0Gg4fPswnn3xCvXr1cHBw4IUXXuDWrVs68wohmDlzJo0bN6ZatWr07duXs2fPlric1NRUPvroI5o0aYKtrS2tWrXi+++/R6vVFtXVt29f6tWrp9NRz83NpVOnTri4uHD37l1V6yRJUunIDqIkSVVes2bNCAsL48yZM48su2DBApo1a8aXX37JTz/9RJMmTXjvvff4/fffi5W9cOECY8eOZfjw4cyePZuUlBSGDx/OqlWr+Pjjjxk/fjzffvstFy9eZMyYMUUdo0IFBQUMGjSIBg0a8MMPP9CtWzc8PDzw8PB4aBtv3LjBU089xe7du5k8eTLz5s2jVatWTJo0iV9//bVU2dxvypQpnDp1Cg8PD9599122bt3K5MmTdcp88803fP311zzxxBPMnTuXli1bMnDgwGIduczMTPr06cPKlSt57bXX+O2333j66af54osv+OSTTwDl4ZslS5aQnZ3NO++8UzSvh4cHZ8+excfHBwcHhzKvjyRJDyEkSZKquF27dglLS0thaWkp3NzcxLRp00RgYKDIzc0tVjYzM7PYNHd3d9GyZUudac2aNROACA4OLpoWGBgoAGFvby8uX75cNN3Ly0sAIigoqGjahAkTBCCmTJlSNE2r1YqhQ4cKGxsbcevWraLpgPDw8Cj6e9KkSaJhw4YiKSlJp02vvPKKcHR0LHEd/tn2CRMmFP3t4+MjANG/f3+h1WqLpn/88cfC0tJSpKamCiGEuHnzprCxsRFDhw7VKffll18KQKfO7777Tjg4OIjo6GidZf/3v/8VlpaW4sqVK8XyWblypQgJCRGWlpbio48+eug6SJJUPvIMoiRJVd6AAQM4cuQII0aM4NSpU/zwww+4u7vz2GOP4e/vr1PW3t6+6HtaWhpJSUn06dOH2NhY0tLSdMp26NABNze3or9dXV0BeO6552jatGmx6bGxscXadv8ZOo1Gw+TJk8nNzWX37t0lrosQgg0bNjB8+HCEECQlJRV93N3dSUtL48SJE2qj0fHWW2+h0WiK/u7duzcFBQVcvnwZgN27d5Obm8uUKVN0yn300UfF6vL19aV3797Url1bp439+/enoKCAAwcO6CzX3d2dKVOm8Oqrr+Li4sKsWbPKtA6SJKkjH1KRJEkCevTowcaNG8nNzeXUqVNs2rSJX375hdGjR3Py5Ek6dOgAwOHDh/Hw8ODIkSNkZmbq1JGWloajo2PR3/d3AoGi35o0aVLi9JSUFJ3pFhYWtGzZUmdamzZtALh06VKJ63Hr1i1SU1Px9vbG29u7xDJlffDmn+tTu3Zt4O92F3YUW7durVOuXr16RWULxcTEEBERQb169VS1cfHixbi4uBATE0NwcLBOR12SJP2THURJkqT72NjY0KNHD3r06EGbNm14/fXX8fX1xcPDg4sXL9KvXz/atWvHzz//TJMmTbCxsWHHjh388ssvxe4htLS0LHEZD5ouVDx88iiFbRg/fjwTJkwosUznzp3LVLc+263VahkwYADTpk0r8ffCjnChffv2kZOTAyhjVt5/ZlaSJP2THURJkqQH6N69OwCJiYkAbN26lZycHPz9/XXOpgUFBRlk+VqtltjYWJ3OUnR0NKA8aVySevXqUaNGDQoKCujfv79B2vUgzZo1A5Szg/ef+bx161axs6MuLi5kZGSoamNiYiJTpkxh4MCB2NjYMHXqVNzd3YuWJ0mS/sl7ECVJqvKCgoJKPAu2Y8cOANq2bQv8fQbt/rJpaWn4+PgYrG2enp5F34UQeHp6Ym1tTb9+/Uosb2lpyahRo9iwYUOJT2X/c1gaferfvz/W1tbMnz9fJ6OSnpweM2YMR44cITAwsNhvqamp5OfnF/395ptvotVqWbx4Md7e3lhZWTFp0iS9nHGVJKlk8gyiJElV3pQpU8jMzOSFF16gXbt25ObmEhwczLp162jevDmvv/46QNEZrOHDh/P222+TkZHBn3/+Sf369YvOMuqTnZ0dAQEBTJgwAVdXV3bu3Mn27dv58ssvH3jvHsCcOXMICgrC1dWVN998kw4dOpCcnMyJEyfYvXs3ycnJem8rKGcvp06dyuzZsxk2bBhDhgwhPDycnTt3UrduXZ2yn332Gf7+/gwbNoyJEyfSrVs37t69y+nTp/Hz8+PSpUvUrVsXHx8ftm/fztKlS2ncuDEA8+fPZ/z48SxYsID33nvPIOsiSVWd7CBKklTl/fjjj/j6+rJjxw68vb3Jzc2ladOmvPfee3z11VdFA2i3bdsWPz8/vvrqK6ZOnYqzszPvvvsu9erV44033tB7uywtLQkICODdd9/ls88+o0aNGnh4ePDNN988dL4GDRpw7NgxZsyYwcaNG/njjz9wcnKiY8eOfP/993pv5/1mzpyJnZ0dCxcuLOqk7tq1i6FDh+qUq1atGvv372fWrFn4+vqyfPlyatasSZs2bfj2229xdHTk2rVrfPzxxwwfPlznfspx48axYcMGpk2bxuDBg2nRooVB10mSqiKNkOfoJUmSTM7EiRPx8/MjIyPD2E2RJKkKkvcgSpIkSZIkSTpkB1GSJEmSJEnS8f+anVPA8rD92wAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare coefs\n",
-    "plt.plot(hIdeal,'-r', lofarCoefs, '-g')\n",
-    "plt.title('Impulse response comparison')\n",
-    "plt.ylabel('Amplitude')\n",
-    "plt.xlabel('Sample index')\n",
-    "plt.legend(['Ideal (aliased sinc)', 'LOFAR'])\n",
-    "plt.grid(True)\n",
-    "print('DC response: sum(h) = %f' % np.sum(hIdeal))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 15,
-   "id": "abdfe51a",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare frequency response LOFAR filter and ideal LPF\n",
-    "fs = Npoints\n",
-    "fLim = (-2, 2)\n",
-    "dbLim = (-120, 5)\n",
-    "plot_two_power_spectra(fIdeal - 0.5, np.roll(HFideal, Nideal // 2), 'ideal',\n",
-    "                       fLofar, HFlofar, 'LOFAR',\n",
-    "                       fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8bf65780",
-   "metadata": {},
-   "source": [
-    "# 5 Compare LOFAR filter and rectangular time window"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 16,
-   "id": "209ae412",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Rectangular time window yields response of FFT bin, so PFB = FFT without pre filter.\n",
-    "Nrect = 1024\n",
-    "rect = np.ones([Nrect]) / Nrect\n",
-    "\n",
-    "# Calculate frequency response using DTFT\n",
-    "Ninterpolate = 40\n",
-    "Ndtft = Nrect * Ninterpolate\n",
-    "hRect, fRect, HFrect = dtft(rect, Ndtft)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 17,
-   "id": "5fa3a246",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "fs = Npoints\n",
-    "fLim = (-2, 2)\n",
-    "dbLim = (-120, 5)\n",
-    "plot_two_power_spectra(fRect, HFrect, 'rect',\n",
-    "                       fLofar, HFlofar, 'LOFAR',\n",
-    "                       fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "1c33fc6b",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb b/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb
deleted file mode 100644
index e46e16a627c1ffd6d28243e4e9f52785896077a2..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/square_root_nyquist_filter.ipynb
+++ /dev/null
@@ -1,740 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "6e0a005d",
-   "metadata": {},
-   "source": [
-    "# Try square root Nyquist FIR filter\n",
-    "\n",
-    "Author: Eric Kooistra, may 2024\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "* Make square root Nyquist LPF using remez FIR filter design method [2].\n",
-    "\n",
-    "The Nyquist ISI criterion describes the conditions for a communication channel, that result in no intersymbol interference or ISI [5]. The impulse response h of a Nyquist filter is one for n = 0 and zero at n != 0 multiples of the symbol period Tsymbol. In the frequency domain this means that by fSymbol frequency shifted replicas of its spectrum HF add up to one (constant). This condition implies that:\n",
-    "* HF has even symmetry about f = 0\n",
-    "* Single sideband of HF has odd symmetry at fcutoff = +-fSymbol / 2, so:\n",
-    "  * Bandwidth >= fcutoff\n",
-    "  * The center of the transition band of is at fcutoff and there HF has 0.5 gain.\n",
-    "\n",
-    "The raised-cosine filter is an implementation of a LPF that meets the Nyquist ISI criterion:\n",
-    "* the transition bandwidth is defined by tBW = roBeta * fSymbol.\n",
-    "* the stop band frequency is fstop = (1 + roBeta) * fcutoff\n",
-    "* for roBeta = 0 then fstop = fSymbol / 2, so fSymbol / 2 <= fNyquist = fs / 2, so Tsymbol = 1 samples per symbol at least.\n",
-    "* for roBeta = 1 then fstop = fSymbol, so fSymbol <= fNyquist = fs / 2, so Tsymbol = 2 samples per symbol at least.\n",
-    "\n",
-    "In [2] the remez() FIR filter design method with specified gain for the transition band at fcutoff is used to improve the stop band attenuation compared to a (square root) raised cosine filter. This relies on that the Matlab firpm() method and scipy remez() method also allow to specify a weight for zero width band at the fcutoff frequency.\n",
-    "\n",
-    "For Ntaps > 10 Tsymbol, where Tsymbol is the number of samples per symbol, the stop band attenuation of the (square root) raised cosine (with roBeta = 0.2) does not seem to further improve, so then the Parks-McClellan (PM or Remez) algorithm performs better.\n",
-    "\n",
-    "References:\n",
-    "\n",
-    "1. dsp_study_erko, summary of DSP books\n",
-    "2. \"An Improved Square-Root Nyquist Shaping Filter\", F. Harris, K. Moerder\n",
-    "3. https://en.wikipedia.org/wiki/Root-raised-cosine_filter\n",
-    "4. https://pysdr.org/content/pulse_shaping.html\n",
-    "5. https://en.wikipedia.org/wiki/Nyquist_ISI_criterion\n",
-    "6. https://nl.mathworks.com/help/dsp/ug/fir-nyquist-l-th-band-filter-design.html"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 129,
-   "id": "3563bc63",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal\n",
-    "\n",
-    "rng = np.random.default_rng()"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 130,
-   "id": "f820b0ac",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import is_symmetrical, pow_db\n",
-    "from rtdsp.firfilter import raised_cosine_response, square_root_raised_cosine_response, \\\n",
-    "                            design_fir_low_pass_filter_adjust, nof_taps_remez\n",
-    "from rtdsp.fourier import dtft, estimate_gain_at_frequency\n",
-    "from rtdsp.plotting import plot_power_spectrum, plot_magnitude_spectrum, plot_time_response"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 131,
-   "id": "4b2b04d9",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      ". Ntaps = 61\n",
-      ". groupDelay = 30\n",
-      ". Nsps = 4\n",
-      ". roBeta = 0.500000\n",
-      ". fSymbol = 1.0\n",
-      ". fNyquist = 2.0\n",
-      ". fs = 4.0\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Default use values (Ntaps = 97, Tsymbol = 4 and roBeta = 0.2) from [2]\n",
-    "Ntaps = 61\n",
-    "groupDelay = (Ntaps - 1) // 2\n",
-    "Nsps = 4  # is number of samples per symbol\n",
-    "roBeta = 0.5  # roll-off factor, in [0, 1], but for remez() use < 0.5\n",
-    "\n",
-    "# . Normalize fSymbol = 1 in plot like in [2], so fs = Nsps in plot\n",
-    "fSymbol = 1.0\n",
-    "fs = Nsps\n",
-    "fNyquist = fs / 2\n",
-    "\n",
-    "print('. Ntaps = %d' % Ntaps)\n",
-    "print('. groupDelay = %d' % groupDelay)\n",
-    "print('. Nsps = %d' % Nsps)\n",
-    "print('. roBeta = %f' % roBeta)\n",
-    "print('. fSymbol = %.1f' % fSymbol)\n",
-    "print('. fNyquist = %.1f' % fNyquist)\n",
-    "print('. fs = %.1f' % fs)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "eb63aaac",
-   "metadata": {},
-   "source": [
-    "# 1. Raised cosine tapered Nyquist spectrum\n",
-    "\n",
-    "* From [2]: The traditional RC tapered Nyquist spectrum is obtained by convolving the ideal rectangle spectrum of width 1 / symbol with a half cycle cosine shaped spectrum of width roBeta / Tsymbol. The equivalent process seen in the time domain is the product of the two time series representing the inverse transforms of the rectangle and the half cycle cosine.\n",
-    "* Stop band attenuation of two square root raised cosine filters in series is larger than of single raised cosine filter, may be because conv(hSrRc, hSrRc) has twice more taps than hRc. However, using Ntaps * 2 - 1 number of taps for hRc does not improve the stop band attenuation, but using Ntaps * 2 does improve the stop band attenuation.\n",
-    "* The MATLAB rcosdesign() [6] requires Ntaps = span * sps to be even. For Ntaps is even the raised cosine stopband attenuation lobes do improve with Ntaps increasing. However, when Ntaps is odd then they do not seem to improve for Ntaps > 10 * Tsymbol, they then remain at about -38 dB. Perhaps due to the fixed transition from flat to cosine, that remains independent of Ntaps. The hRemez design uses smooth LPF shape from 0, fpass, fcutoff, fstop to fNyquist, so therefore its stop band attenuation lobes can keep on decreasing when Ntaps is increased.\n",
-    "* The raised_cosine_response() yields the same as MATLAB rcosdesign(beta=0.5, span=15, sps=4) [6]."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 132,
-   "id": "961625f4",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "hRc:\n",
-      ". Ntaps             = 61\n",
-      ". DC sum            = 1.000260\n",
-      ". Symmetrical coefs = True\n",
-      "hSrRc:\n",
-      ". Ntaps             = 61\n",
-      ". DC sum            = 1.001347\n",
-      ". Symmetrical coefs = True\n"
-     ]
-    }
-   ],
-   "source": [
-    "hRc = raised_cosine_response(Ntaps, Nsps, roBeta)\n",
-    "#hRc = raised_cosine_response(Ntaps * 2 - 1, Tsymbol, roBeta)\n",
-    "#hRc = raised_cosine_response(Ntaps * 2, Tsymbol, roBeta)\n",
-    "hSrRc = square_root_raised_cosine_response(Ntaps, Nsps, roBeta)\n",
-    "\n",
-    "print('hRc:')\n",
-    "print('. Ntaps             = %d' % len(hRc))\n",
-    "print('. DC sum            = %f' % np.sum(hRc))\n",
-    "print('. Symmetrical coefs = %s' % is_symmetrical(hRc))\n",
-    "print('hSrRc:')\n",
-    "print('. Ntaps             = %d' % len(hSrRc))\n",
-    "print('. DC sum            = %f' % np.sum(hSrRc))\n",
-    "print('. Symmetrical coefs = %s' % is_symmetrical(hSrRc))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 133,
-   "id": "10432d94",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot filter impulse response\n",
-    "plt.figure(1)\n",
-    "plot_time_response(hRc, title='Raised cosine (roBeta = %.3f)' % roBeta, color='r', markers=True)\n",
-    "\n",
-    "plt.figure(2)\n",
-    "plot_time_response(hSrRc, title='Square root raised cosine (roBeta = %.3f)' % roBeta, color='g', markers=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 134,
-   "id": "7f2a4ada",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Raised cosine estimate_gain_at_frequency f = 5.000000e-01\n",
-      ". fIndex = 640\n",
-      ". fValue = 5.000000e-01\n",
-      ". fGain = 4.999242e-01\n",
-      "Root raised cosine estimate_gain_at_frequency f = 5.000000e-01\n",
-      ". fIndex = 640\n",
-      ". fValue = 5.000000e-01\n",
-      ". fGain**2 = 5.016319e-01\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot filter transfer function\n",
-    "plt.figure(1)\n",
-    "fLim = None\n",
-    "#fLim = (0, 1)\n",
-    "dbLim = None\n",
-    "dbLim = (-120, 5)    # Curve of HFSrRc corresponds to Figure 2a in [2]\n",
-    "#dbLim = (-0.05, 0.05)    # Curve of HFSrRc corresponds to Figure 2b in [2]\n",
-    "_, fRc, HFRc = dtft(hRc)\n",
-    "_, fSrRc, HFSrRc = dtft(hSrRc)\n",
-    "HFSrRc2 = HFSrRc * HFSrRc\n",
-    "plot_power_spectrum(fRc, HFRc, 'r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "plot_power_spectrum(fSrRc, HFSrRc, 'g', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "plot_power_spectrum(fSrRc, HFSrRc2, 'g--', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "plt.legend(['HFRc', 'HFSrRc', 'HFSrRc**2'])\n",
-    "\n",
-    "plt.figure(2)\n",
-    "fLim = (0, 1)\n",
-    "voltLim = None\n",
-    "#voltLim = (0.95, 1.05)\n",
-    "plot_magnitude_spectrum(fRc, HFRc, 'r', fs=fs, fLim=fLim, voltLim=voltLim)\n",
-    "plot_magnitude_spectrum(fSrRc, HFSrRc, 'g', fs=fs, fLim=fLim, voltLim=voltLim)\n",
-    "plot_magnitude_spectrum(fSrRc, HFSrRc2, 'g--', fs=fs, fLim=fLim, voltLim=voltLim)\n",
-    "plt.legend(['HFRc', 'HFSrRc', 'HFSrRc**2'])\n",
-    "\n",
-    "# Log gain at cutoff frequency\n",
-    "fCutoff = fSymbol / 2\n",
-    "fIndex, fValue, fGain = estimate_gain_at_frequency(fRc * fs, HFRc, fCutoff)\n",
-    "print('Raised cosine estimate_gain_at_frequency f = %e' % fCutoff)\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e' % fValue)\n",
-    "print('. fGain = %e' % fGain)\n",
-    "\n",
-    "fIndex, fValue, fGain = estimate_gain_at_frequency(fSrRc * fs, HFSrRc, fCutoff)\n",
-    "print('Root raised cosine estimate_gain_at_frequency f = %e' % fCutoff)\n",
-    "print('. fIndex = %d' % fIndex)\n",
-    "print('. fValue = %e' % fValue)\n",
-    "print('. fGain**2 = %e' % fGain**2)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6ca908a5",
-   "metadata": {},
-   "source": [
-    "# 2 Remez FIR filter with specified cutoff frequency gain\n",
-    "\n",
-    "* The number of FIR filter taps needs to be sufficiently large for remez() to become better than the raised cosine. Typically Ntaps > 10 * Tsymbol."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 135,
-   "id": "dfc5651a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "fpass    = 0.25\n",
-      "fcutoff  = 0.5\n",
-      "fstop    = 0.75\n",
-      "fNyquist = 2.0\n",
-      "fs       = 4\n",
-      "> design_fir_low_pass_filter():\n",
-      ". Method              = firls\n",
-      ". Q                   = 1.000000\n",
-      ". fpass               = 0.254486\n",
-      ". fstop               = 0.750000\n",
-      ". lpBW                = 1.004486\n",
-      ". transistionBW       = 0.495514\n",
-      ". fNyquist            = 2.000000\n",
-      ". fs                  = 4.000000\n",
-      ". Ncoefs              = 61\n",
-      ". DC sum              = 1.000000\n",
-      ". Symmetrical coefs   = True\n",
-      "\n",
-      "> design_fir_low_pass_filter_adjust():\n",
-      ". nofIterations        = 13\n",
-      ". FP / fpass           = 1.017944\n",
-      ". FS / fstop           = 1.000000\n",
-      ". fcutoff              = 0.500000\n",
-      ". fGain                = 0.499962\n",
-      ". fGain**2             = 0.249962\n",
-      "\n",
-      "> design_fir_low_pass_filter():\n",
-      ". Method              = firls\n",
-      ". Q                   = 1.000000\n",
-      ". fpass               = 0.333374\n",
-      ". fstop               = 0.750000\n",
-      ". lpBW                = 1.083374\n",
-      ". transistionBW       = 0.416626\n",
-      ". fNyquist            = 2.000000\n",
-      ". fs                  = 4.000000\n",
-      ". Ncoefs              = 61\n",
-      ". DC sum              = 1.000000\n",
-      ". Symmetrical coefs   = True\n",
-      "\n",
-      "> design_fir_low_pass_filter_adjust():\n",
-      ". nofIterations        = 20\n",
-      ". FP / fpass           = 1.333496\n",
-      ". FS / fstop           = 1.000000\n",
-      ". fcutoff              = 0.500000\n",
-      ". fGain                = 0.707176\n",
-      ". fGain**2             = 0.500099\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Bandwidth normalized frequencies, gains, and weights for a filter designed with ratio of sample\n",
-    "# rate to symbol rate of fs = Tsymbol, so Tsymbol samples per symbol, Figure 1 in [2]\n",
-    "fcutoff = fSymbol / 2  # center frequency of transition band\n",
-    "fpass = (1 - roBeta) * fcutoff  # pass band frequency\n",
-    "fstop = (1 + roBeta) * fcutoff  # stop band frequency\n",
-    "\n",
-    "# Gain at fcutoff center frequency of the transition band\n",
-    "cutoffGain = 0.5\n",
-    "srCutoffGain = np.sqrt(cutoffGain)\n",
-    "\n",
-    "# weight pass band ripple versus stop band ripple\n",
-    "rippleWeights = [2.4535, 1]\n",
-    "rippleWeights = [1, 1]\n",
-    "\n",
-    "print('fpass    = %s' % str(fpass))\n",
-    "print('fcutoff  = %s' % str(fcutoff))\n",
-    "print('fstop    = %s' % str(fstop))\n",
-    "print('fNyquist = %s' % str(fNyquist))\n",
-    "print('fs       = %s' % str(fs))\n",
-    "\n",
-    "hRemez = design_fir_low_pass_filter_adjust('firls',\n",
-    "         Ntaps, fpass, fstop, fcutoff, cutoffGain, rippleWeights,\n",
-    "         kaiserBeta=0, fs=fs, resolution=1e-4, verbosity=1)\n",
-    "\n",
-    "hSrRemez = design_fir_low_pass_filter_adjust('firls',\n",
-    "           Ntaps, fpass, fstop, fcutoff, srCutoffGain, rippleWeights,\n",
-    "           kaiserBeta=0, fs=fs, resolution=1e-4, verbosity=1)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 136,
-   "id": "5198d0ac",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "14"
-      ]
-     },
-     "execution_count": 136,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
-   "source": [
-    "# Estimated number of taps for remez() LPF is proportional to atten_db\n",
-    "atten_db = 40\n",
-    "NtapsRemez = nof_taps_remez(fs, fpass, fstop, atten_db)\n",
-    "NtapsRemez"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 137,
-   "id": "9314f402",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare impulse response of Raised cosine and Remez\n",
-    "plt.plot(hRc, 'r', hRemez, 'g')\n",
-    "plt.legend(['hRc', 'HRemez'])\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 138,
-   "id": "580e0fd5",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f2ae156f520>"
-      ]
-     },
-     "execution_count": 138,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare transfer function of Raised cosine and Remez\n",
-    "fLim = (0, 1)\n",
-    "fLim = None\n",
-    "dbLim = (-150, 5)\n",
-    "#dbLim = None\n",
-    "_, fRemez, HFRemez = dtft(hRemez)\n",
-    "plot_power_spectrum(fRc, HFRc, 'r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "plot_power_spectrum(fRemez, HFRemez, 'g', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "plt.legend(['HFRc', 'HFRemez'])"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 139,
-   "id": "71874458",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "<matplotlib.legend.Legend at 0x7f2ae15fbee0>"
-      ]
-     },
-     "execution_count": 139,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Compare transfer function of Square root Raised cosine and Remez sqrt() fcutoff gain\n",
-    "fLim = None\n",
-    "fLim = (0, 1)\n",
-    "dbLim = None\n",
-    "dbLim = (-120, 5)    # Curve of hSrRemez corresponds to Figure 2a in [2]\n",
-    "#dbLim = (-0.05, 0.05)    # Curve of hSrRemez corresponds to Figure 2b in [2]\n",
-    "#dbLim = (-0.2, 0.2)\n",
-    "_, fSrRemez, HFSrRemez = dtft(hSrRemez)\n",
-    "plot_power_spectrum(fSrRc, HFSrRc, 'r', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "plot_power_spectrum(fSrRemez, HFSrRemez, 'g', fs=fs, fLim=fLim, dbLim=dbLim)\n",
-    "plt.legend(['HFSrRc', 'hSrRemez'])"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "1eecd83f",
-   "metadata": {},
-   "source": [
-    "# 3. Pulse shaped signal and inter symbol interference (ISI)\n",
-    "\n",
-    "* For hRc with fcutoff gain = 0.5 by definition, there is zero ISI (~-300 dB)\n",
-    "* For hRemez and fcutoff gain = 0.5 there is near zero ISI.\n",
-    "* For hRemez it is possible to change the fcenter gain != 0.5 and that increases the ISI (as expected from [5])\n",
-    "* For single hSrRc and single hSrRemez there is significant more ISI, because the fcenter gain is sqrt(0.5) != 0.5."
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 140,
-   "id": "9d54f740",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "h = hRc\n",
-    "#h = hSrRc\n",
-    "h = hRemez\n",
-    "#h = hSrRemez\n",
-    "hLevel = np.max(h)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 141,
-   "id": "aaf29b71",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Input data bits\n",
-    "Nsymbols = 100\n",
-    "# random data\n",
-    "data = 2 * np.round(rng.uniform(0.0, 1.0, Nsymbols)) - 1\n",
-    "# constant all ones data\n",
-    "#data = np.ones(Nsymbols)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 142,
-   "id": "d4eb4d31",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Pulses\n",
-    "Nsps = 4  # typically Nsps = Tsymbol, but can try other values\n",
-    "Nsamples = Nsps * Nsymbols\n",
-    "dataPulses = np.zeros((Nsps, Nsymbols))\n",
-    "dataPulses[0] = data\n",
-    "dataPulses = dataPulses.T.reshape(1, Nsamples)[0]\n",
-    "#pulses"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 143,
-   "id": "e9f02eea",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Output data signal\n",
-    "outputSignal = signal.lfilter(h, [1.0], dataPulses)\n",
-    "\n",
-    "# Expected output pulse levels\n",
-    "# . Only accurate for odd Ntaps, because then groupDelay is integer and can be used with roll()\n",
-    "outputPulses = dataPulses * hLevel\n",
-    "outputPulses = np.roll(outputPulses, groupDelay)  # align with output outputSignal\n",
-    "outputPulses[0:groupDelay] = 0\n",
-    "\n",
-    "# Plot dataSignal to show constant overlap add (COLA) when data is all ones\n",
-    "plt.plot(outputSignal, 'r')\n",
-    "plt.plot(outputPulses, '--')\n",
-    "plt.title('Output data signal with expected symbol levels');"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 144,
-   "id": "58217d1a",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Decoded signal\n",
-    "decodedSignal = outputSignal[outputPulses != 0]\n",
-    "expectedSignal = outputPulses[outputPulses != 0]\n",
-    "\n",
-    "plt.plot(decodedSignal, 'r')\n",
-    "plt.plot(expectedSignal, 'b--')\n",
-    "plt.title('Decoded signal with expected symbol levels');"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 145,
-   "id": "52a96f00",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Distortion: isiStd / max(h) = -71.6 [dB]\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Inter symbol interference (ISI)\n",
-    "isiSignal = decodedSignal - expectedSignal\n",
-    "isiStd = np.std(isiSignal)\n",
-    "print('Distortion: isiStd / max(h) = %5.1f [dB]' % pow_db(isiStd / hLevel))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "6f71e2a5",
-   "metadata": {},
-   "source": [
-    "# x. Appendix filtering and convolution"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 146,
-   "id": "3b66226b",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "PASSED: signal.lfilter() = signal.convolve() = np.convolve()\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Check that signal.lfilter() and np.convolve() and signal.convolve() yield the same\n",
-    "Nsymbols = 100\n",
-    "data = 2 * np.round(rng.uniform(0.0, 1.0, Nsymbols)) - 1  # random data\n",
-    "Nsamples = Nsps * Nsymbols\n",
-    "dataPulses = np.zeros((Nsps, Nsymbols))\n",
-    "dataPulses[0] = data\n",
-    "dataPulses = dataPulses.T.reshape(1, Nsamples)[0]\n",
-    "\n",
-    "dataSignalFir = signal.lfilter(hRc, [1.0], dataPulses)\n",
-    "dataSignalSigConv = signal.convolve(dataPulses, hRc)  # convolution order is dont care\n",
-    "dataSignalSigConv = dataSignalSigConv[0:Nsamples]\n",
-    "dataSignalNpConv = np.convolve(dataPulses, hRc)\n",
-    "dataSignalNpConv = dataSignalNpConv[0:Nsamples]\n",
-    "\n",
-    "if not np.allclose(dataSignalFir, dataSignalNpConv):\n",
-    "    print('ERROR: signal.lfilter() differs from np.convolve()')\n",
-    "elif not np.allclose(dataSignalFir, dataSignalSigConv):\n",
-    "    print('ERROR: signal.lfilter() differs from signal.convolve()')\n",
-    "else:\n",
-    "    print('PASSED: signal.lfilter() = signal.convolve() = np.convolve()')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b4415007",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/pfb_os/up_down_sampling.ipynb b/applications/lofar2/model/pfb_os/up_down_sampling.ipynb
deleted file mode 100644
index afa3c5794f8053615e697a2856559629dc7a8d4f..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/pfb_os/up_down_sampling.ipynb
+++ /dev/null
@@ -1,512 +0,0 @@
-{
- "cells": [
-  {
-   "cell_type": "markdown",
-   "id": "c69a2eb8",
-   "metadata": {},
-   "source": [
-    "# Try multirate by up and down sampling\n",
-    "\n",
-    "Author: Eric Kooistra, apr 2024\n",
-    "\n",
-    "Purpose:\n",
-    "* Practise DSP [1].\n",
-    "\n",
-    "References:\n",
-    "1. dsp_study_erko, summary of DSP books"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 34,
-   "id": "02689e50",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import numpy as np\n",
-    "import matplotlib.pyplot as plt\n",
-    "from scipy import signal"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 35,
-   "id": "acea4f0a",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "The autoreload extension is already loaded. To reload it, use:\n",
-      "  %reload_ext autoreload\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Auto reload module when it is changed\n",
-    "%load_ext autoreload\n",
-    "%autoreload 2\n",
-    "\n",
-    "# Add rtdsp module path to $PYTHONPATH\n",
-    "import os\n",
-    "import sys\n",
-    "module_path = os.path.abspath(os.path.join('../'))\n",
-    "if module_path not in sys.path:\n",
-    "    sys.path.insert(0, module_path)\n",
-    "\n",
-    "# Import rtdsp\n",
-    "from rtdsp.utilities import is_even\n",
-    "from rtdsp.firfilter import prototype_fir_low_pass_filter\n",
-    "from rtdsp.fourier import dtft\n",
-    "from rtdsp.multirate import downsample, upsample, resample\n",
-    "from rtdsp.plotting import plot_power_spectrum"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 36,
-   "id": "55e0fe37",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# Samples\n",
-    "fs = 1  # sample rate\n",
-    "ts = 1 / fs  # sample period\n",
-    "\n",
-    "fNyquist = fs / 2\n",
-    "\n",
-    "Nup = 3\n",
-    "Ndown = 4\n",
-    "\n",
-    "Nrate = np.max(np.array([Nup, Ndown]))"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "8be7a01e",
-   "metadata": {},
-   "source": [
-    "# 1 Set up"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "a949b9ff",
-   "metadata": {},
-   "source": [
-    "## 1.1 Waveform generator (WG)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 37,
-   "id": "e08b5ba2",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "80\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Choose freq < fNyquist / Nrate\n",
-    "freq = 0.3 * fNyquist / Nrate\n",
-    "phase = np.pi / 3\n",
-    "\n",
-    "# Time\n",
-    "Nperiods = 3\n",
-    "period = 1 / freq\n",
-    "Nsim = int(Nperiods * period / ts)\n",
-    "print(str(Nsim))\n",
-    "tWg = np.arange(0, Nsim) * ts\n",
-    "\n",
-    "# Sinus signal\n",
-    "wgData = np.sin(2 * np.pi * freq * tWg + phase) \n",
-    "\n",
-    "# Chirp signal\n",
-    "fstart = freq * 1.0\n",
-    "fend = freq * 2.0\n",
-    "tend = (Nsim - 1) * ts\n",
-    "# wgData = signal.chirp(tWg, f0=fstart, f1=fend, t1=tend, method='linear', phi=phase)\n",
-    "\n",
-    "plt.plot(tWg, wgData, 'r-', tWg, wgData, 'r*')\n",
-    "plt.title('WG data')\n",
-    "plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "15bf6804",
-   "metadata": {},
-   "source": [
-    "## 1.2 Prototype FIR low pass filter"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 38,
-   "id": "0a69b385",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "> design_fir_low_pass_filter():\n",
-      ". Method              = firls\n",
-      ". Q                   = 1.000000\n",
-      ". fpass               = 0.150000\n",
-      ". fstop               = 0.210000\n",
-      ". lpBW                = 0.360000\n",
-      ". transistionBW       = 0.060000\n",
-      ". fNyquist            = 0.500000\n",
-      ". fs                  = 1.000000\n",
-      ". Ncoefs              = 47\n",
-      ". DC sum              = 1.000000\n",
-      ". Symmetrical coefs   = True\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Specifications\n",
-    "Ntaps = 16\n",
-    "Ncoefs = Nup * Ntaps\n",
-    "if is_even(Ncoefs):\n",
-    "    Ncoefs -= 1  # make odd to have integer groupDelay\n",
-    "\n",
-    "hpFactor = 0.9\n",
-    "transitionFactor = 0.4\n",
-    "stopRippleFactor = 1000\n",
-    "kaiserBeta = 1\n",
-    "hPrototype = prototype_fir_low_pass_filter('firls',\n",
-    "    Nup, Ntaps, Ncoefs, hpFactor, transitionFactor, stopRippleFactor, kaiserBeta)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 39,
-   "id": "ca83f348",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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SQhqQDtKBtDBPu8y4JSUlYfDgwfD09BQcnzRpEgAgOTkZffr00XufUqmEUqnk/66pqWldQ+2IBQsWiG0C0YwttKhSVuHctXNIvZGKvJt5KFeUQ9mkRIOqARw4ODo4wtHBEXKZ3PD/HYTHVZwKak4NlVoFFaeCSt38d/P/OXCQQQaZTGb2XweZg+AYg0PLts3aWzhrH79dtO8jk8n4Y00+Tfgg4gP+mHZZQ8dsDQcOHMeBAwc1p+b/r/svADjIHCCXySF3kBv810HmABWnQpO6yeSrg1MH9PXqi2Fdh2FKnyno0qFLq39O8k/SgbQwT7sM3IqKiuDj46N3nB0rLCw0+L5Vq1bhiy++MHi9gIAALFq0CL/++iuWLl0Kf39/zJs3D1FRURg6dCgqKytRX1+P/v374+zZs5gzZw5CQkL4si+99BIOHDiAiRMnIj8/H3K5HN26dUNKSgoef/xxbNu2jS+7ePFibN26FQ8//DAuXboEb29vuLq6Ijs7G1OmTEF4eDhf9s0338TGjRvx1FNPIS4uDn369EFTUxNKSkowcuRIHDt2DC+//LLA7vnz5+PEiRMYPnw4KioqoFAocNdddyE2NhbPPfecwO6FCxdi79698PPzQ25uLpycnNC1a1ekpqZi+vTp2L59O5YuXYolS5bg119/xe+//45HHnkEf/31Fzp37gxnZ2fk5eVh8uTJ2LNnD95880388ssveOutt7B+/Xo8++yziI2NRd++fdHQ0IDy8nKMGDECJ06cwEsvvYTAwEDelueffx7Hjh3DyJEjUVpaisbGRvTr1w/nz5/HM888g82bN/NlX375ZYSHh2Py5MnIycmBq6srOnXqhLS0NDzyyCPYsWMHX/a1115DSEgIpk+fjtTUVHTr1g2Ojo64du0aJk2ahP3792PJkiVYv349/57nnnsOMTExuPvuu6FQKFBZWYlhw4bh5MmTWLBgAX777Te+7AsvvICIiAiMHj0aJSUlUKlU6N27N+Lj4zF79mz8/vvvArt3796N++67D1evXoWbmxu8vb2Rnp6OadOmYdeuXQK7g4ODMWPGDPz555/o3r075HI5goODsWLFChw8eBCvvvoqNmzYwL9nzpw5OHv2LAYMGIDa2lpUVVVhyJAhiIqKwvz58xEUFMSXffHFF3HkyBGMHTsW169fR31TPVKaUrD54mZcVl6GmlNbt+IS7ZKR3iMxpcMUvD/9fRw/dLxVfMTq1avxww8/kI9o9hEFBQWYMGGC1X0Ex3Hw8fFBUlISZs2aha1bt/JlFy1ahF27diEvLw9+fn5wd3dHx44dkZmZialTpwrsfv3117Fp0ybMnDkTSUlJ/LO7qKgI48aNwx9//IFXXnkFAQEBgudxdHQ0Bg0ahOrqatTW1mLAgAE4c+YM5s2bh+DgYL7sggULcPjwYYwbNw5FRUWQyWTo2bMnkpOTMWPGDISGhvJl/+///g87duzAtGnTkJGRAU9PT7i7uyMrKwv33Xcfdu/ezZd94403EBgYiCeffBIJCQno1asXVCoVbty4gTFjxuDIkSNm44iUlBTIOO2mZTthwIABGDJkCA4fPiw4fvXqVQwYMABr1qzBsmXL9N6nm3FLTk7GtGnTkJiYSOu4Ee0WlVqFzX9uxj8j/4nC6pZGT/9O/THBdwLu9r4b3Tp0g4ujC5zlzpBBppd5Ual1/tY6r1KrNNkcrQyObnbHQebAZ4DUnNpgVkj7X+0yxjJbt5rxMpaZM5a903W9rZHxuxP3zoHTy07q/usgc+D/r+bUvHbamVHtDCnLopp6VSmrkHMzB4mFicgoy+Dt6ezWGZ9P+xxvTHgDznLn2/5cBNGWuXDhQvvMuLm5uQkCMAabhmxs31EXFxe4uLjwf3t4eLSOgXaIv78/li5dKrYZBKyrRWF1IV7Y/QKic6MBAH29+mLJPUvw0uiX0M+7n1XuYc9QvTBNUXURtqVuQ0BiAC6XXca7R95FUHIQwuaFYUDnAVa7D+kgHUgL87TLyQk+Pj4oKirSO86O+fr62toku+eFF14Q2wSiGWtpcSbvDMYFjEN0bjQ6OnfEd9O/w+Wll/HZ1M8oaLMQqhem8enog/fvfR9/vfUXAp4MQNcOXZF8PRn3bLwHBy8ftNp9SAfpQFqYp10GbmPHjsXly5dRVVUlOH7+/Hn+PGFdIiIixDaBaMYaWpzKOYXHf38cN2pvYHSP0UhYkoAPpnwAF0cX828meKheWIajgyOWjF+C5NeTcV+f+1ClrMKzO57F7rTdVrk+6SAdSAvztMvAbe7cuVCpVNi4cSN/TKlUIigoCH5+fgZnlBJ3xujRo8U2gWjmTrWIzo3GrK2zUNdYhxkDZyB2cSwGdxlsJevaF1Qvbo1enr0Q+XIkXhz1IprUTZgfNh970/fe8XVJB+lAWpinXY5x8/Pzw7x587BixQrcuHEDAwcOREhICHJycvDbb7+JbZ5dUlJSIrYJRDN3okVOZQ6e2/Ec6pvqMWvQLOz+2264Orpa0br2BdWLW8dJ7oTNz2yGXCbHlpQtWBC+AOcWn8PoHrf/wCcdpANpYZ52mXEDgM2bN2PZsmXYsmUL3nnnHTQ2NuLgwYOYOnWq2KbZJSqVSmwTiGZuV4u6xjo8u+NZlNWXYbzPeITNC6Og7Q6henF7yB3k2PT0JkzvPx11jXV4ZvszKK8vv+3rkQ7SgbQwT7sN3FxdXbF69WoUFRVBoVAgLi4Ojz/+uNhm2S29e/cW2wSimdvV4sOjHyL5ejK6deiGPfP3wM3J8OxrwnKoXtw+jg6O2D53O/p36o/symy8uv/V217+hHSQDqSFedpt4EbYlvj4eLFNIJq5HS2icqLwS8IvAIDQOaHo40XjQK0B1Ys7o7NbZ+z+2244OjhiT/oehKWF3dZ1SAfpQFqYhwI3wibMnj1bbBOIZm5Vi7rGOrx64FUAwGv3vIZH+z/aGma1S6he3Dlje47FivtXAACW/rEUpXWlt3wN0kE6kBbmocCNsAm///672CYQzdyqFv87+z9cKb+CXh17YfX01a1kVfuE6oV1+OyBzzCi2wjcqL2Bz058dsvvJx2kA2lhnna55ZW1uHDhAsaPH09bXhF2y/Wa6xj400DUNtZi59ydmDdintgmEYRBTueextTgqZDL5Eh9KxVDuw4V2ySCsDoXLlygjBthG/z9/cU2gWjmVrT44tQXqG2shV8vP8wdPrcVrWqfUL2wHg/0ewBPDXkKKk6FFSdW3NJ7SQfpQFqYhzJudwBl3CynuroaHTt2FNsMApZrcbnsMoavGw4Vp0LUoihM7UdL5VgbqhfWJa0kDaPWj4KaU+PsK2cxpc8Ui95HOkgH0sI0lHEjbMbu3dbZmoa4cyzV4n9n/wcVp8ITg56goK2VoHphXYZ3G45FYxYBAL45/Y3F7yMdpANpYR4K3AibcN9994ltAtGMJVoUVRdhS8oWAMCnD3za2ia1W6heWJ9P7v8EMshwKPMQ0krSLHoP6SAdSAvzUOBG2ISrV6+KbQLRjCVa/Bz3MxpUDZjSZ4rF3U3ErUP1wvoM6jIIzwx9BgDwXcx3Fr2HdJAOpIV5KHAjbIKbG62yLxXMaVHTUIP1CesBAB9O+dAWJrVbqF60Dux3+3vK7yisLjRbnnSQDqSFeShwI2yCt7e32CYQzZjTIvRiKCoVlRjUeRBmD6bFMFsTqhetw7197sWUPlPQqG7Er4m/mi1POkgH0sI8FLgRNiE9PV1sE4hmzGkReCEQAPD6+Nchd5DbwqR2C9WL1uPNCW8CAIKSg6Dm1CbLkg7SgbQwDwVuhE2YNm2a2CYQzZjSIqU4BfGF8XBycMLfx/zdhla1T6hetB5zhs2Bl4sXcm/m4sTVEybLkg7SgbQwDwVuhE3YtWuX2CYQzZjS4rcLvwEAnhryFLq7d7eVSe0Wqheth5uTGxaMWgAA+C3pN5NlSQfpQFqYhxbgvQNoAV7CnlA2KeH7gy/K68vxx4I/MGPgDLFNIog7IqkoCfdsvAfOcmcUvl+ILh26iG0SQdwRtAAvYTNoGxPpYEyLw5mHUV5fjt6evTG9/3QbW9U+oXrRuozzGYdxPcehQdWAXWnGMzmkg3QgLcxDgRthE1577TWxTSCaMaZF2KUwAMDfhv+NJiXYCKoXrc/zI58HAISlhRktQzpIB9LCPBS4ETYhODhYbBOIZgxpoWhS4EDGAQDAvBHzbGxR+4XqReszb7jm9xyZE4mS2hKDZUgH6UBamIcCN8ImzJhB46WkgiEtIq5EoLqhGn08+8Cvl58IVrVPqF60Pnd3uhvjfcZDzamxJ32PwTKkg3QgLcxDgRthE/7880+xTSCaMaQFG/8zZ9gcyGQyW5vUbqF6YRvmDp8LAEbHuZEO0oG0MA8FboRN6N6dlpaQCrpaKJuU2J+xHwB1k9oaqhe2ge8uzY5EaV2p3nnSQTqQFuahwI2wCXI5DXaXCrpaROVGobqhGj4ePpjce7JIVrVPqF7YhgGdB2Bsz7FQcSr8kfmH3nnSQTqQFuahwI2wCQUFBWKbQDSjqwV7kM0aNAsOMnIJtoTqhe2YNXAWAOCPK/qBG+kgHUgL85CXJmzChAkTxDaBaEZXiyNZRwCAFtwVAaoXtoP9vo9mHYVKrRKcIx2kA2lhHgrcCJtw8OBBsU0gmtHWIqcyB+ml6ZDL5Hi0/6MiWtU+oXphO+7tcy+8XLxQVl+GhMIEwTnSQTqQFuaxi8AtPj4eS5cuxYgRI+Du7o6+ffvib3/7Gy5fvmywvFKpxMcffwxfX1+4ubnBz88Px44ds7HV7YtXX31VbBOIZrS1OHJFk227t8+98Hb1Fsmi9gvVC9vh6OCI6QM0O4Kw3z2DdJAOpIV57CJw+/bbb7F792488sgjWLt2LZYsWYLo6Gjcc889SE1N1Su/aNEi/PDDD1iwYAHWrl0LuVyOWbNm4cyZMyJY3z7YsGGD2CYQzWhrwcb7zBw4Uyxz2jVUL2zLjAGa7lLdcW6kg3QgLcxjF5vMx8TEYMKECXB2duaPZWZmYtSoUZg7dy5+//13/nhcXBz8/PywevVqLF++HACgUCgwcuRIdO/eHTExMRbflzaZJ9oyDaoGdP62M2oba5G4JBH3+NBvmLBvCqoK0HtNb8ggQ8mHJbTpPNHmsJtN5qdMmSII2gBg0KBBGDFiBC5duiQ4HhYWBrlcjiVLlvDHXF1dsXjxYpw7dw7Xrl2zic3tDdo4WDowLRILE1HbWIuuHbpibM+x4hrVTqF6YVt6efbCiG4jwIFDdG40f5x0kA6khXnsInAzBMdxKC4uRteuXQXHk5KSMHjwYHh6egqOT5o0CQCQnJxs9JpKpRJVVVX8q6amxup22ytz5swR2wSiGaYFe3BN7TeVlgERCaoXtmdqv6kAgNN5p/ljpIN0IC3MY7feeuvWrSgoKMD8+fMFx4uKiuDj46NXnh0rLCw0es1Vq1bBy8uLf02bNo2/ZkBAAJRKJd9a8Pf3R3FxMXbu3ImUlBRER0cjIiICmZmZCA4ORnV1taBsZWUltmzZgvT0dBw/fhyRkZFITU1FaGgoysrKBGXr6+sRGBiIq1ev4tChQzh79iwSExMRFhaGwsJCQVmVSoX169ejoKAAe/bsQUJCAmJjY3HgwAFkZ2dj48aNenaXlJRg+/btSElJQVRUFCIiIpCRkYGQkBA9u6uqqrB582ZkZGTg6NGjiIyMxMWLF7Ft2zaUlpbyZb/88ksoFAoEBgYiOzsbBw8eRExMDBISEhAeHo7CwkKsW7cOarUa/v7+UKvVWLduHQoLCxEeHo6EhATExMTg4MGDyM7ORmBgIBQKhcCW0tJSbNu2DRcvXkRkZCSOHj2KjIwMbN68GVVVVYKy1dXVCAkJQUZGBiIiIhAVFYWUlBRs374dJSUlgrJKpRIbN25EdnY2Dhw4gNjYWCQkJGDPnj0oKCjA+vXroVKpBO8pLCxEWFgYEhMTcfbsWRw6dAhXr15FYGAg6uvrBWXLysoQGhqK1NRUREZG4vjx40hPT8eWLVtQWVmpZ3dwcDAyMzMRERGB6OhopKSkYOfOnSguLtazOyAgALm5udi/fz9iY2MRHx+Pn3/+Gfn5+fj9tGYIgSxXxr+nqKgIYWFhSEpKwpkzZ3D48GFkZWVh06ZNqK2tFVy/vLwcoaGhSEtLw8mTJ3HixAmkpaVh69atqKioEJStqalBUFAQMjMzceTIEZw+fRrJycnYtWuXnt2NjY0ICAhAXl4e9u3bh7i4OMTFxWHfvn3Iy8tDQEAAGhsb9erarl27kJycjNOnT+PIkSPIzMxEUFAQampqBGUrKiqwdetWpKWl4cSJEzh58iTS0tIQGhqK8vJyQdna2lps2rQJWVlZOHz4MM6cOYOkpCSEhYWhqKhIULapqQkbNmxAfn4+9u7di/j4eMTGxmL//v3Izc016CP++OMP8hFaZW3hI+T5mgVeD6Ue4n3E6tWryUdo+Yi9e/ciPz8fGzZsQFNTk+A9re0jwsPDyUeYiCNiYmKkN8ZNrVajoaHBorIuLi4G91VMT0+Hn58fRowYgdOnTwtWYh4wYACGDBmCw4cPC95z9epVDBgwAGvWrMGyZcsM3k+pVEKpVPJ/JycnY9q0aTTGzQKSkpIwbtw4sc0goNFi9JjR6Py/zqhSVtH4NhGhemF72Dg3B5kDKj6ugKeLJ+kgIUgL00hyjFt0dDTc3NwsemVkZOi9//r163jiiSfg5eXFj2fTxs3NTRB8MRQKBX/eGC4uLvD09ORfHh4ed/hp2w+1tbVim0A0U1tbi5TiFFQpq9DRuSPG9BgjtkntFqoXtqeXZy8M6DQAak6NmGuayWikg3QgLczjKLYBugwdOhRBQUEWldXt8rx58yZmzpyJyspKnD59Gr6+vgbfY2hLjaKiIgAw+B7izqmqqhLbBKKZqqoqJOYmAgDu73s/5A60N6BYUL0Qhwf6PYCsiixE50ZjxsAZpIOEIC3MI7nArWfPnli0aNEtv0+hUGD27Nm4fPkyjh8/juHDhxssN3bsWERGRqKqqkowQeH8+fP8ecL6DBkyRGwTiGaGDBmCTYmbALQM1CbEgeqFOEztOxXBycH8BB3SQTqQFuaRXFfp7aBSqTB//nycO3cOu3btwr333mu07Ny5c6FSqbBx40b+mFKpRFBQEPz8/NCnTx9bmNzuiIqKEtsEoplTp04JZpQS4kH1QhzY7z6uIA71jfWkg4QgLcwjuYzb7fDBBx9g//79mD17NsrLywUL7gLASy+9xP/fz88P8+bNw4oVK3Djxg0MHDgQISEhyMnJwW+//WZr09sNurN7CfGYPGMySgJL4Cx3xnif8WKb066heiEO/Tv1Rw/3HiiuLUby9WTSQUKQFuaxi4wbW3vtwIED+Pvf/6730mXz5s1YtmwZtmzZgnfeeQeNjY04ePAgpk6l7ENrYem4RaL1+X779wCAMT3GwMXRRWRr2jdUL8RBJpNhYq+JAID4wnjSQUKQFuaxi8Dt1KlT4DjO6EsXV1dXrF69GkVFRVAoFIiLi8Pjjz8uguXth6VLl4ptAtFM19GaRakn+E4Q2RKC6oV4TPDR/P4TChNIBwlBWpjHLgI3QvrQNibSYW/cXgAUuEkBqhfiwTJuCYUJpIOEIC3MQ4EbYRNefPFFsU0gAKg5Na47XAcATPSdKLI1BNUL8WDjO9NL0zF77myRrSEYVCfMQ4EbYROOHDkitgkEgMyyTFQ3VMPN0Q3Dug0T25x2D9UL8ejh0QN9PPuAA4fAg4Fim0M0Q3XCPBS4ETaB1seTBgmFCQCAcT7j4OhgF5PK2zRUL8SFdZcqu+jvpkOIA9UJ81DgRtiE69evi20CAc0MOoC6SaUC1QtxYRMUWL0gxIfqhHkocCNsgqHZvYTtYRk3mpggDaheiAvLuF2uuSyyJQSD6oR5KHAjbILuvrKE7VFzaiRdTwIAWnhXIlC9EBdWDwoVhahUVIprDAGA6oQlUOBG2ISkpCSxTWj35FTmoK6xDk4yJwzqMkhscwhQvRCbTm6d0NuzNwAgrSRNZGsIgOqEJVDgRtiEWbNmiW1Cuyf1RioAYGiXoTQxQSJQvRCfkd1HAmipH4S4UJ0wDwVuhE3YunWr2Ca0e/668RcAwKWKtrmSClQvxGdEtxEAWuoHIS5UJ8xDgRthE2gbE/FJLdFkFOY8MEdkSwgG1Qvx4TNuJZRxkwJUJ8xDgRthE2gbE/FhXUHZcdkiW0IwqF6ID2XcpAXVCfNQ4EbYhEWLFoltQrumSd2E9NJ0AMDb898W2RqCQfVCfIZ3Gw4AKK4tRmldqcjWEFQnzEOBG2ETdu3aJbYJ7Zor5VfQoGqAu5M7zkecF9scohmqF+Lj7uyObo7dAFDWTQpQnTAPBW6ETbj//vvFNqFdwx5Iw7sNx9QHpopsDcGgeiENRvUYBYBmlkoBqhPmocCNsAlZWVlim9CuYQ+kkd1HkhYSgrSQBt245oxbCWXcxIbqhHkocCNsgru7u9gmtGvYjLmR3UeSFhKCtJAGg7w1C1JTxk18qE6YhwI3wiZ07NhRbBPaNayrdES3EaSFhCAtpIH2Iry0V6a4UJ0wDwVuhE3IzMwU24R2i0qtQlaFpvthSNchpIWEIC2kQdP1JgBAhaICZfVlIlvTvqE6YR4K3AibMHUqDYgXi4LqAjSoGuDk4IQ+nn1ICwlBWkiDRx98FH08+wAAMssocBATqhPmocCNsAk0xVs8sso12ba7vO+C3EFOWkgI0kIa7Nq1C4O7DAYAXC67LLI17RuqE+ahwI2wCbSNiXiwbtIBnQcAIC2kBGkhDZYuXYpBnTUTFDLLKeMmJlQnzEOBG2ETaBsT8bhSfgUAMLDTQACkhZQgLaSBv78/BnXRBG6UcRMXqhPmocCNsAmvv/662Ca0W3QzbqSFdCAtpMHrr7/Od5VSxk1cqE6YhwI3wiZs2rRJbBPaLWyM24BOmsCNtJAOpIU02LRpU0tXaVkmLQkiIlQnzGOXgdvXX38NmUyGkSNHGjyvVCrx8ccfw9fXF25ubvDz88OxY8dsbGX7YubMmWKb0C7hOE4v40ZaSAfSQhrMnDkT/bz7AQBqG2tps3kRoTphHrsL3PLz8/HNN9+YXH150aJF+OGHH7BgwQKsXbsWcrkcs2bNwpkzZ2xoafsiKSlJbBPaJWX1ZahSVgEA7va+GwBpISVIC2mQlJQEV0dX9OrYCwCQXZktskXtF6oT5rG7wG358uWYPHkyJkyYYPB8XFwctm/fjlWrVmH16tVYsmQJTp48iX79+uGjjz6ysbXtBx8fH7FNaJewiQm9PXvDzckNAGkhJUgLacB0uLuTpnGTXUGBm1hQnTCPXQVu0dHRCAsLw48//mi0TFhYGORyOZYsWcIfc3V1xeLFi3Hu3Dlcu3bNBpYShG3QHd9GEIRxWFb6asVVkS0hCOM4im2AtVCpVHj77bfx6quvYtSoUUbLJSUlYfDgwfD09BQcnzRpEgAgOTkZffr0MfhepVIJpVLJ/11TU2MFy9sHRUVFYpvQLuHHt2kFbqSFdCAtpAHTgQVu1FUqHlQnzGM3GbcNGzYgNzcXX331lclyRUVFBlOx7FhhYaHR965atQpeXl78a9q0afw1AwICoFQq+TVo/P39UVxcjJ07dyIlJQXR0dGIiIhAZmYmgoODUV1dLShbWVmJLVu2ID09HcePH0dkZCRSU1MRGhqKsrIyQdn6+noEBgbi6tWrOHToEM6ePYvExESEhYWhsLBQUFalUmH9+vUoKCjAnj17kJCQgNjYWBw4cADZ2dnYuHGjnt0lJSXYvn07UlJSEBUVhYiICGRkZCAkJETP7qqqKmzevBkZGRk4evQoIiMjcfHiRWzbtg2lpaV82dTUVCgUCgQGBiI7OxsHDx5ETEwMEhISEB4ejsLCQqxbtw5qtRr+/v5Qq9VYt24dCgsLER4ejoSEBMTExODgwYPIzs5GYGAgFAqFwJbS0lJs27YNFy9eRGRkJI4ePYqMjAxs3rwZVVVVgrLV1dUICQlBRkYGIiIiEBUVhZSUFGzfvh0lJSWCskqlEhs3bkR2djYOHDiA2NhYJCQkYM+ePSgoKMD69euhUqkE7yksLERYWBgSExNx9uxZHDp0CFevXkVgYCDq6+sFZcvKyhAaGorU1FRERkbi+PHjSE9Px5YtW1BZWalnd3BwMDIzMxEREYHo6GikpKRg586dKC4u1rP7j9g/AAANxQ2IjY1FfHw8SktLkZ+fjw0bNqCpqUnwnqKiIoSFhSEpKQlnzpzB4cOHkZWVhU2bNqG2tlZQtry8HKGhoUhLS8PJkydx4sQJpKWlYevWraioqBCUrampQVBQEDIzM3HkyBGcPn0aycnJ2LVrl57djY2NCAgIQF5eHvbt24e4uDjExcVh3759yMvLQ0BAABobG/Xq2q5du5CcnIzTp0/jyJEjyMzMRFBQEGpqagRlKyoqsHXrVqSlpeHEiRM4efIk0tLSEBoaivLyckHZ2tpabNq0CVlZWTh8+DDOnDmDpKQkhIWFoaioSFC2qakJGzZsQH5+Pvbu3Yv4+HjExsZi//79yM3NNegj+vTpQz5Cq6xYPiInJwdVVVXIStQ0dKIvRrcbHxEQEIDc3Fzs37+f9xF79+4VzUd06tSJfISJOCImJgbgJIZKpeLq6+steqnVao7jOK60tJTr3Lkz99133/HXmTZtGjdixAi96/fv35+bOXOm3vGsrCwOALdmzRqjtikUCu7mzZv8KyoqigPAJSYm3vkHt3M2bNggtgntkvt+u4/DSnDbL27nj5EW0oG0kAZMh1PZpzisBDdg7QCRLWq/UJ0wTWJiIie5rtLo6Gg89NBDFpW9dOkShg4din/+85/o3Lkz3n77bbPvcXNzE3R3MhQKBX/eGC4uLnBxceH/9vDwsMhOAnjllVfENqFdknszF4Bmn1IGaSEdSAtpwHRgS4Jcq7oGNaeGg8xuOqXaDFQnzCO5wG3o0KEICgqyqKyPjw8yMzOxceNG/Pjjj4JuToVCgcbGRuTk5MDT0xOdO3fm31NQUKB3Ldav7uvra4VPQegSEBBAe9DZmCZ1EwqrNXWij1fLuE3SQjqQFtKA6dCrYy/IIEODqgEltSXo4dFDbNPaHVQnzCPjuLa9RPSpU6fMZujeffddfqbphx9+iDVr1qC8vFwwQeGbb77BZ599hry8PKOTE3S5cOECxo8fj8TERNxzzz23/RkIojW4dvMa+v7YF44OjlB8poDcQS62SQQheXy/90VRTRHiX4vHBF/Dy0oRhFhcuHCh7U9OGDlyJPbs2aP3GjFiBPr27Ys9e/Zg8eLFfPm5c+dCpVJh48aN/DGlUomgoCD4+flZHLQRtwZtHGx7rlVplrbp1bGXIGgjLaQDaSENtHVg2elrN2lpKDGgOmEeyXWV3ipdu3bFM888o3ecZdh0z/n5+WHevHlYsWIFbty4gYEDByIkJAQ5OTn47bffWt/gdsq8efPENqHdwR482t2kAGkhJUgLaaCtQ1+vvogriOMbPoRtoTphnjafcbsdNm/ejGXLlmHLli1455130NjYiIMHD2Lq1Klim2a3REdHi21Cu4M9ePp4CgM30kI6kBbSQFsHVl8o4yYOVCfM0+YzbsY4deqU0XOurq5YvXo1Vq9ebTuD2jmDBg0S24R2B59x0wncSAvpQFpIA20d+MCNMm6iQHXCPO0y40bYnurqarFNaHfwGTedrlLSQjqQFtJAWwd+jBsFbqJAdcI8FLgRNqG2tlZsE9od+VX5ADQbzGtDWkgH0kIaaOvA6gurP4RtoTphHgrcCJswYABtcm5rrtdcBwD4eAi3eCMtpANpIQ20dWD15XrNdbTx1bLaJFQnzEOBG2ETzpw5I7YJ7QqO41oCt47CwI20kA6khTTQ1qGnR08AQIOqARWKCrFMardQnTAPBW6ETaAp3ralvL4cjepGAEAPd+Hq76SFdCAtpIG2Di6OLujsptlpp6i6SCyT2i1UJ8xDgRthE4KDg8U2oV1RVKN54HR26wwXRxfBOdJCOpAW0kBXB5Z1Y/WIsB1UJ8xDgRthE2jvOdvCMgW649sA0kJKkBbSQFcH7XFuhG2hOmEeCtwIm0DbmNgWY+PbANJCSpAW0kBXB1ZvqKvU9lCdMA8FboRNWLBggdgmtCtYFw/r8tGGtJAOpIU00NWhpzt1lYoF1QnzUOBG2ITDhw+LbUK7wthSIABpISVIC2mgqwPLuFFXqe2hOmEeCtwImzBu3DixTWhXsEyBocCNtJAOpIU00NWB1RvKuNkeqhPmocCNsAlFReQAbUlxTTEAw12lpIV0IC2kga4OrN5Qxs32UJ0wj2N5efltv9nLywtyudyK5hD2ikwmE9uEdkVpXSkAoJt7N71zpIV0IC2kga4OXTt0BQCU1ZWJYU67huqEeRy7ddN37JZy7NgxPPzww1Y0h7BXevbUz/wQrQcL3Lq4ddE7R1pIB9JCGujqwAdu9WVQc2o4yKhzylZQnTCP4zPPPIPRo0ff0ptqa2vx/ffft5JJhD2SnJyM4cOHi21Gu4DjOD5wYw8gbUgL6UBaSANdHbp00DR41JwalYpKficFovWhOmEexzlz5uDFF1+8pTeVlZXhu+++ayWTCHtkxowZYpvQbqhuqOa3u2IPIG1IC+lAWkgDXR2c5c7wdPFElbIKpXWlFLjZEKoT5nGYMGHCLb/Jw8MDa9aswZAhQ1rBJMIeCQ0NFduEdgPLtnVw6oAOTh30zpMW0oG0kAaGdGDZalafCNtAdcI8Mo7jOLGNaKtcuHAB48ePR2JiIu655x6xzSEIAEBcQRz8Av3Q16svcpflim0OQbRJ/AL9EFcQh/3P78fsIbPFNocgAGjiDhpxSdgE2sbEdpga3waQFlKCtJAGhnSgjJs4UJ0wjwMAKBQKnDhxAlFRUWhqagKgGcf24Ycfws/PDyNGjMCCBQuQkpIiqrFE2+X//u//xDah3WAucCMtpANpIQ0M6cBmZFPgZluoTpjHIT8/H8OGDcNjjz2Ghx9+GCNHjkRubi7uv/9+fP/997h8+TKuXbuGbdu2YcqUKUhOThbbZqINsmPHDrFNaDeYC9xIC+lAWkgDQzpQxk0cqE6Yx+Grr75CaWkpfv75Z+zcuRNOTk544oknUFNTg4SEBFRUVKCqqgonTpyAk5MTvvzyS7FtJtog06ZNE9uEdgMfuLkZDtxIC+lAWkgDQzpQ4CYOVCfM43Ds2DG8+eabeOuttzBnzhysXbsWaWlp+OijjwQD7h966CG88cYbOH36tIjmEm2VjIwMsU1oN5jLuJEW0oG0kAaGdOADt3oK3GwJ1QnzOBQUFAgWu2P/N7TUx9ChQ1FRUWEz4wj7wdPTU2wT2g38rgkG1nADSAspQVpIA0M6UMZNHKhOmMehsbERzs7O/AEnJycAgKOjo15hR0dH0OohxO3g7u4utgnthpvKmwCATq6dDJ4nLaQDaSENDOng7eoNALipuGlja9o3VCfM4wAY3tS1LW70euHCBTz11FPo3LkzOnTogJEjR+Knn37SK6dUKvHxxx/D19cXbm5u8PPzw7Fjx0SwuP2QlZUltgntBvag8XQx3HIlLaQDaSENDOnA6g9rCBG2geqEeRwB4JNPPsGqVasAACqVCgDw6quv6kW+N29K9wd89OhRzJ49G+PGjcO//vUveHh4ICsrC/n5+XplFy1ahLCwMCxbtgyDBg1CcHAwZs2ahcjISNx///0iWG//3HfffWKb0G6oUlYBALxcvQyeJy2kA2khDQzp4OWiqT+sPhG2geqEeRynTp2ql13r3r27wcJdunRB//79bWHXLVFVVYWFCxfiiSeeQFhYGBwcjK8rHBcXh+3bt2P16tVYvnw5AGDhwoUYOXIkPvroI8TExNjK7HbF7t27sXTpUrHNaBewDIGxjBtpIR1IC2lgSAdWf6qV1VBzajjIaL16W0B1wjx2seXVhg0b8OabbyItLQ3Dhg1DbW0t3NzcDAZwH330EX744QeUl5cLBkGuWrUKn376KfLy8tCnTx+L7ktbXhFSxO1rNyiaFMh5Nwf9vPuJbQ5BtEkUTQq4fe0GALj5yU2jDSGCsCV2s+XV8ePH4enpiYKCAgwZMgQeHh7w9PTEm2++CYVCISiblJSEwYMH681cmTRpEgCYXGBYqVSiqqqKf9XU1Fj9s9grtI2JbWhQNUDRpPnNG3vQkBbSgbSQBoZ0cJG7wMlBM1mPJijYDqoT5nHIy8vDrb6kRmZmJpqamvD000/j8ccfx+7du/HKK69gw4YNettnFBUVwcfHR+8a7FhhYaHR+6xatQpeXl78iy0UWFRUhICAACiVSv5H5+/vj+LiYuzcuRMpKSmIjo5GREQEMjMzERwcjOrqakHZyspKbNmyBenp6Th+/DgiIyORmpqK0NBQlJWVCcrW19cjMDAQV69exaFDh3D27FkkJiYiLCwMhYWFgrIqlQrr169HQUEB9uzZg4SEBMTGxuLAgQPIzs7Gxo0b9ewuKSnB9u3bkZKSgqioKERERCAjIwMhISF6dldVVWHz5s3IyMjA0aNHERkZiYsXL2Lbtm0oLS3ly6rVaigUCgQGBiI7OxsHDx5ETEwMEhISEB4ejsLCQqxbtw5qtRr+/v5Qq9VYt24dCgsLER4ejoSEBMTExODgwYPIzs5GYGAgFAqFwJbS0lJs27YNFy9eRGRkJI4ePYqMjAxs3rwZVVVVgrLV1dUICQlBRkYGIiIiEBUVhZSUFGzfvh0lJSWCskqlEhs3bkR2djYOHDiA2NhYJCQkYM+ePSgoKMD69euhUqkE7yksLERYWBgSExNx9uxZHDp0CFevXkVgYCDq6+sFZcvKyhAaGorU1FRERkbi+PHjSE9Px5YtW1BZWalnd3BwMDIzMxEREYHo6GikpKRg586dKC4uxg/rfuB/r85wRkBAAHJzc7F//37ExsYiPj4ePj4+yM/Px4YNG9DU1CS4flFREcLCwpCUlIQzZ87g8OHDyMrKwqZNm1BbWysoW15ejtDQUKSlpeHkyZM4ceIE0tLSsHXrVlRUVAjK1tTUICgoCJmZmThy5AhOnz6N5ORk7Nq1C8XFxYKyjY2NCAgIQF5eHvbt24e4uDjExcVh3759yMvLQ0BAABobG/Xq2q5du5CcnIzTp0/jyJEjyMzMRFBQEGpqagRlKyoqsHXrVqSlpeHEiRM4efIk0tLSEBoaivLyckHZ2tpabNq0CVlZWTh8+DDOnDmDpKQkhIWFoaioSFC2qakJGzZsQH5+Pvbu3Yv4+HjExsZi//79yM3NNegjnn32WfIRWmXF8hEeHh56PqKmpgaucAUAHD552G58hK7dhnzE3r17RfMRjz76KPkIE3FETEwM4ODgwN3qqzVRqVRcfX29RS+1Ws1xHMf179+fA8C98cYbgmu9/vrrHADu8uXL/LH+/ftzM2fO1LtvVlYWB4Bbs2aNUdsUCgV38+ZN/hUVFcUB4BITE63z4e2Y9evXi21CuyCrPIvDSnDuX7sbLUNaSAfSQhoY06H/2v4cVoI7m3fWxha1X6hOmCYxMZFz3LRpE99CV6vVWLt2LXJzc7FgwQJ+Ed709HSEhobirrvuwjvvvIPWJDo6Gg899JBFZS9duoShQ4fCzU0zDuGFF14QnH/xxRcREBCAc+fOYdCgQQAANzc3KJVKvWuxLlV2LUO4uLjAxcWF/9vDw8MiOwngySefFNuEdoG5pUAA0kJKkBbSwJgONLPU9lCdMI/jyy+/zP/x9ddfQ6FQ4MqVK+jSRbjq+sqVK3H//ffj+vXrrWrQ0KFDERQUZFFZ1r3p6+uLv/76Cz169BCcZ7NjtXd78PHxQUFBgd61ioqK+GsR1ichIQG9e/cW2wy7x9xSIABpISVIC2lgTAd+LTca42YzqE6YR7A9woYNG/Dee+/pBW0A0K1bN7z22mv46aefsGLFilYzqGfPnli0aNEtvWf8+PE4duwYPzmBwcardevWjT82duxYREZGoqqqSjBB4fz58/x5wvr06tVLbBPaBeaWAgFICylBWkgDYzqwBhBl3GwH1QnzCGaVlpWVoa6uzmjhuro6lJWVtbpRt8rf/vY3AMBvv/0mOB4YGAhHR0c8+OCD/LG5c+dCpVJh48aN/DGlUomgoCD4+flZvBQIcWuwhZ2J1oXPuLkYz7iRFtKBtJAGxnSg3RNsD9UJ8wgybpMnT8aPP/6ImTNnYvz48YKCCQkJWLt2Lfz8/GxqoCWMGzcOr7zyCjZt2oSmpiZMmzYNp06dwq5du7BixQpB96efnx/mzZuHFStW4MaNGxg4cCBCQkKQk5OjF/gR1uPGjRtim9AusGSMG2khHUgLaWBMBxrjZnuoTphHELj5+/vjwQcfxKRJkzB58mR+QH9mZiZiY2PRuXNn/Pzzz6IYao4NGzagb9++CAoKwp49e9CvXz+sWbMGy5Yt0yu7efNm/Otf/8KWLVtQUVGB0aNH4+DBg5g6dartDW8njBkzRmwT2gXsAWMqcCMtpANpIQ2M6UBj3GwP1QnzCLpKhw8fjosXL+Kdd95BWVkZduzYgR07dqCsrAzvvvsuLl68iBEjRohlq0mcnJzw+eefIycnBw0NDcjMzDQYtAGAq6srVq9ejaKiIigUCsTFxeHxxx+3rcHtjCNHjohtQrvAkq5S0kI6kBbSwJgOfMatgTJutoLqhHkcdQ/06NEDa9aswZo1a8Swh7BTbnXCCXF7WDI5gbSQDqSFNDCmA2XcbA/VCfPYxZZXhPT59ddfxTahXWBJVylpIR1IC2lgTAc2q5QmJ9gOqhPmccjIyLjlNykUCvzwww/Iz89vBZMIe2Tp0qVim9AuqGvUzArv4NTBaBnSQjqQFtLAmA5ujpoF2esb621pTruG6oR5HBITE2/5TbW1tfjwww9x+fLlVjCJsEdo42Db0KBqAAC4OLoYLUNaSAfSQhoY04HVI1aviNaH6oR5HMPDw3HlypVbepOptd4IwhDz5s0T24R2gVKl2c7NRW48cCMtpANpIQ2M6cDqEatXROtDdcI8juHh4QgPDxfbDsLOiYqK4hdKJloPZZPmAeMsdzZahrSQDqSFNDCmA6tHrF4RrQ/VCfM4qtVqsW0g2gFDhw4V24R2AZ9xM9FVSlpIB9JCGhjTgdUjyrjZDqoT5qFZpYRNqKysFNuEdgE/xs1EVylpIR1IC2lgTAdWj2iMm+2gOmEeCtwIm1BfT7OybAHr0jGVcSMtpANpIQ2M6cBn3Kir1GZQnTAPBW6ETejfv7/YJrQLWJeOqTFupIV0IC2kgTEd+DFu1FVqM6hOmIcCN8ImnD17VmwT2gV8xs1EVylpIR1IC2lgTAd+Vill3GwG1QnzUOBG2IQ5c+aIbUK7wJJ13EgL6UBaSANjOrB6pOJUUKlVtjSp3UJ1wjx84KZUKrF//36kpKSIaQ9hp4SEhIhtQrvAknXcSAvpQFpIA2M6aNcjmqBgG6hOmIcP3JydnTFv3jzExMSIaQ9hp9A2JrbBkskJpIV0IC2kgTEdtOsRjXOzDVQnzMMHbjKZDIMGDUJpaamY9hB2Cm1j0vpwHGfR5ATSQjqQFtLAmA5ODk78/2mcm22gOmEewRi3Tz/9FP7+/ridjecJwhQvvfSS2CbYPU3qJv7/prpKSQvpQFpIA2M6yGQyvhFEXaW2geqEeQSBW2xsLLp06YKRI0di+vTpeO211/DOO+8IXu+++65YthJtmAMHDohtgt3QqGpERmkGGlWNguPaXTmmukpJC+lAWkgDUzoY269UpVYhozQDiiZFq9rW3qA6YR5H7T+0U5QnTpww+AaZTIa1a9e2rlWE3TFx4kSxTWhTFNcUw83JDZ4unoLjqTdS8WDwgyirL8MH936A7x77jj+n3ZVjKuNGWkgH0kIamNLBxdEF1Q3Vel2lP5z7AR8d/wgezh449OIhTO03VXC+vrEeZfVl6O3Zu1VstleoTphHkHFTq9VmXyoVTYkmbp38/HyxTWgzRFyJQN8f+2LU+lEoqysTnNueuh1l9Zpjuy/tFpxjGQEHmQPkDnKj1yctpANpIQ1M6WBsEV5W/2oaarD5z82Cc/WN9fAL9EO/H/tha8pWK1tr31CdMA+t40bYBLnceCBBtFCpqMS8XfPQoGpA3s08vBfxnuB8VG4U//+cyhzkVObwf1uyTylAWkgJ0kIamNLB0H6l1cpqJBQm8H9H50YL3vP5qc9x8cZFqDk1Fu1bhNzKXCtbbL9QnTCPwcAtNjYWq1atwnvvvYfMzEwAQF1dHS5cuICamhqbGkjYB926dRPbBEnAcRze+eMdDP55MP7I/EPvfGR2JKobqvm/d/y1g39g1DfWI64gDgDQrYPm+zyVc4ova8lSIABpISVIC2lgSgdD+5WeyTsDFadCZ7fOkEGGzPJMFFUXAdDUce0MXJO6CX9c0a/rMddiMHr9aLyw+wVa3FcLqhPmEQRuDQ0NeO6553Dffffhs88+w08//YRr165pCjo44LHHHqPxbcRtQQs7a9iUtAk/x/2MzPJMzN42G5dKLgnOH796HADwj4n/QBe3LmhQNSClWPPdxRXEoUHVAB8PH7x6z6sAgLN5LdvDWLL4LkBaSAnSQhqY0sHQ5ISYa5r1Tp8e8jTG9hwLoCXrll+Vj+LaYshlcnx6/6cAWuo143rNdUzfMh0Xb1zE9tTt+O+Z/1rts7R1qE6YRxC4/etf/8LBgwexfv16ZGRkgOM4/pyrqyvmzZuHffv22dxIou3z+OOPi21Cq6Pm1Pgl/hdM3zJdr+uE8d+zLQ5axamw468dgvPHszUO/tH+j2KC7wQAQHxBPAAgo0yzTM943/EY0GkAAKCguoB/L8sImFrDDWgfWrQVSAtpYEoHfoybVsaN1bsBnQZgvM94AMDlsssAgPhCTX0d2X0kZg+ZDQA4mX1SkFXbm74XdY11/N+rY1YLlvNh/Hn9Tzy25TF8e+bbdrMcCdUJ8wgCt23btuHNN9/EkiVL0LlzZ73Cw4YNw9WrV21mHGE/bNu2TWwT7hjthowh1sauxT8O/wPHrx7HvF3zUFJbIjifU5mDK+VXIJfJ8dOMnwBoHDijtK6Ud/4P3vUgJvWaBACIK9R0jxZWFwIAenXshW7u3fj3MCzZpxSwDy3sBdJCGpjSgdUn7cCJ1btu7t3Qy7MXgJb6yYYzTOo1CRN8J8DD2QMVigqkl6bz72f1/uuHv0Yn1064qbwpGDMHALUNtZi7ay6OXT2GT058gn+d/JfJz2DOP7UVqE6YRxC43bhxA6NGjTJaWC6Xo66uzuh5gjBGW9/GJPVGKob4D8HDIQ/jes11vfNqTg3/+JbldG7U3sD3574XlGHdJZN7T8aLo16EXCbHn8V/8gOXsyuyAQC+HX3h7eqNib6aafHMobMHg4+HDz/GraSuJTi0tKu0rWthT5AW0sCUDoa6Slm969ahG3w8fAAAhTWa+plYlAgAmOg7EY4OjhjUeRAA4GqFJulR01CDk9knAQBzhs3Bw3c/DEC/O/XXC7/iSvkVwd/1jfV69t1U3MQz259B3x/7CoZOtFWoTphHELj16dMH6enpxsri7NmzGDhwYKsbdTtkZmbi+eefR+/evdGhQwcMHToUX375pcFAU6lU4uOPP4avry/c3Nzg5+eHY8eOiWB1+0HK25hklmViR+oOg10VgMYxPrL5EWSWZyIyJxJPbXtKr0xkdiSuVlyFp4snfp39KwDg2FXhb4o55un9p6NLhy4Y2X0kAE1QCADZlZrA7S7vuwAAg7sMBgBcu6kZZ8oCN9+OvnzGTTurZ+nkBClr0d4gLaSBKR0MTU5g9a6bezf4dvQF0FI/WX1l9ffuTncDAD8DPKM0A43qRvRw74EhXYfg0f6PAtD3F+zv/z36P/T16osKRYXeEkAA8Pc9f8e+jH3Ir8rH478/jvwqw8tpcByHfen78Of1P41+VilAdcI8gsDtxRdfREBAAM6dO8cfk8lkAIBff/0VO3fuxMKFC21roQVcu3YNkyZNQmxsLJYuXYoff/wR9957Lz7//HO88MILeuUXLVqEH374AQsWLMDatWshl8sxa9YsnDlzRgTr2weLFy8W5b6VikqT5+ML4jHh1wl4fvfzmL5lusFV0Pem78WN2hst7ymM54MtBgvK5gybgycGPQEASCpKQnl9OV+GTTK4t8+9AIBBXTQt8cxyzcxt5tjv9tY4+u7u3QEAN5U3oWxSCgO35oxbbWMt3wq3ZJ9SQDwtCH1IC2lgSgdD67hpZ9x0AzfmK1j9vcvrLgAtDTNW31n9v7e3xh9cLL7IX79R1ciPk31swGN4aZRmG6gT2cKF8a/XXMehzEP837WNtQi9GKr3GVRqFebtmodndjwDv0A/HM06avTzAub9ZmtCdcI8gsDts88+w5QpUzB16lQ89NBDkMlkeO+999C3b1+8/vrrmDFjBt577z1j1xKNLVu2oLKyEocOHcInn3yCJUuWICgoCAsXLsT+/ftRUVHBl42Li8P27duxatUqrF69GkuWLMHJkyfRr18/fPTRRyJ+Cvtm61bbLkLZpG7C0sNL0enbTvjbrr8Z3ZZmycElqFJWAdAsrbHtov74CjaBYOW0lXh6yNOaY6nCSQUXrl8AoOkG9enog2Fdh4EDh6gczbprak7Nd5UM7KzJWg/spPmXdYewrlIWuHm7esPRQbO5yY3aGyiq0Sw34NvRF54unvwG2CV1JbhQdAFfRH0BwHxXqa21IIxDWkgDUzqw+vSf6P/gdO5pKJuUvM/QzrgV1xRD0aRAhULzvGGBG8u48YFbmSZwY35gQGfNRKMKRQUq6jXvjS+MR01DDbq4dcGoHqPg19sPAHCh6ILAtrC0MKg5Nfx6+WHDExsAQG/CEwBEZEXw2TqlSon/2/d/BpcgUalVeOvQW+j0bSe8sPsFg12zrQ3VCfMIAjdnZ2ccOXIEQUFB6N+/P4YOHQqlUonRo0cjODgYBw4ckOTieFVVmkrUo0cPwXEfHx84ODjA2bklAxEWFga5XI4lS5bwx1xdXbF48WKcO3eOX/6EsC4PP/yw1a71S/wv6LOmD6YFTxPMzNJmQ8IGrItfBwDYlbYLX5z6Qq9Memk6kq8nw9HBER/c+wEAIOTPEEGZKmUV32Uxf+R8zB8xHwCwJ30PX4bjON6hjus5DgD47W/OF5wHoGmNK1VKyGVy9PXqC6DFcbMWuG5XqUwm451/YXUhimuKAWgCN5lMxneX+sf5Y/zG8Ui+ngzAfFepNbUg7gzSQhqY0oHVp4LqAkwNnop/RWomCchlcni7eqO7e3c4yByg4lT468Zf/LlObp0AtDTEWEb9SoWmocYabh7OHujhrnl2ZVVkAWiZ4PBAvwfgIHPg/cpfN/4SNELZJIf5I+ZjzvA5kMvkuFB0QbAwN9Di114f/zo6uXZCYXUhTued1vusP8f9jPUJ6wFodmn5T/R/DH4nTeomPLvjWfT4rge+jv7aqhMjqE6YR28BXplMhpdeegl79+7FX3/9hUuXLuHgwYNYuHAh320qNR588EEAmhRrcnIyrl27hh07dmD9+vV455134O7uzpdNSkrC4MGD4ekp3ANy0iTNDL7k5GSj91EqlaiqquJftBixZTSqGvHr2V/1nIkun0d+Dtf/uKL/2v787Epdzuefxz8O/wP5VfmIzo3G0sP6A1k5jsOvFzTjzO7xuQeAxnHptjBZ1uyxAY/hXb93IYMMUblRyLuZx5e5WHwRTeom9PbsjaFdh/IBWXppOj/mJb8qH6V1pZDL5BjVQzO5h41vYcEYy7b18+7HZ9FYVwnLuPFdpc0tdKCl1X7xxkVw4CCXyfmAjXWXas9MBcxn3C5dumTyPGE7SAtpYEoH3frE6lvXDl357eVY4MUaT93cu8FBpnm8soYYy6izjBur/0BL1o35CVZ2cGeNH+nt2RtdO3SFilMJulT/LNaMV5vabyq6duiKcT6aAE87M1etrMa+dM0yXkvGL8GzQ58FoN9rAABByUEAWhqgQclBBsf+/jvy3/wQkn9G/hMHLhveGP56zXWM+GUEXP7jgjcOvmGwjHbZHak7kPxXsslyhE7gFhAQ0CYdyYwZM/DVV1/h2LFjGDduHPr27Yvnn38eb7/9NtasWSMoW1RUBB8fH71rsGOFhYVG77Nq1Sp4eXnxr2nTpvHXDAgIgFKp5AdW+vv7o7i4GDt37kRKSgqio6MRERGBzMxMBAcHo7q6WlC2srISW7ZsQXp6Oo4fP47IyEikpqZi3eZ1KCsrE5Str69HYGAgrl69ikOHDuHs2bNITExEWFgYCgsLBWVVKhXWr1+PgoIC7NmzB2fOn8G5c+dw4MABZGdnY+PGjXp25xTm4JPATxAZH4moqChEREQgIyMDISEhAruXr1mOp7c+jQd/eBCpl1Jx9OhRREZG4uLFi9i2bRtKS0vx088/4cXwF/Hfq//FsHXD8NbPbyE7OxsHDx5ETEwMEhISEB4ejiN/HsFX0V9BqVIiuzIby44sw7p161BYWIjw8HAkJCQgJiYG7+9+HwDgLNNkUYOTg1FaVwp/f3+UlpZi27Zt2HVmF1KKU+Akc8JPfj/B3cEdRTVFWLZ2Gf8Zq6ur8Xvs7wCAoaqhuJp8FcO8hwEAjqUd4z/jzzt/BgB4K72RnZ2NxFOJ8HD0gIpTYf1Ozff6ddDXAIAeDj3g6ugKf39/eKo1DYO/Cv7C2bNnEX4qHADgWueK+vp6+Pv78xm3nMochPwewjvrgr8KkJ6eji1btqCLSxcALQ+EHu49sDlkMzIzM+Gg0FRf3e10nOXO8Pf3h1KpREBAAHJzc7F//37ExsYiPj4ef/31F/Lz87FhwwY0NTUJtC8qKkJYWBiSkpJw5swZHD58GFlZWdi0aRNqa2sFZcvLyxEaGoq0tDScPHkSJ06cQFpaGrZu3YqKigpB2ZqaGgQFBSEzMxNHjhzB6dOnkZycjF27dqG4uFhQtrGxEQEBAcjLy8O+ffsQFxeHuLg47Nu3D3l5eQgICEBjY6NeXdu1axeSk5Nx+vRpHDlyBJmZmQgKCkJNTY2gbEVFBbZu3Yq0tDScOHECJ0+eRFpaGkJDQ1FeXi4oW1tbi02bNiErKwuHDx/GmTNnkJSUhLCwMBQVFQnKNjU1YcOGDcjPz8fevXsRHx+P2NhY7N+/H7m5uQZ9BMdxd+wjQkNDreojEhISEBsba9JHlJSUYPv27UhJSTHpI/z9/VFVVYXNmzcjIyPDoI/QLqtQKBAYGGjQRxQWFmLdunVQq9Xw9/eHWq026CMOHjyI7OxsBAYGQqFQCK7PfMTFixcRGRmJo0ePIiMjA/Hx8aiqqhKUra6uRkhICGqrawX1K6ciBwD4+ufv78/PLI2+rBmX1lHWEQkJCdizZw+c6zS+6qbyJv730//4hpqXygthYWFITExEx8aOAID4K/EIDAxEVrkm83aX9118XfOB5h7bTm3D8ePHcTb5LErrSjUNzt2aIRmOZZpG4eYIjY+IiIhAcEQwlColujh2ga/MF85ZGnt2Ju0U+Iifd/yMlOIUOMoc8Xbnt9HZtTOKaorwx+U/hM+H/Bz8GPMjAMBJphmu8dWJrwz6iOV/LEdaSRoaVA0ISAzAqrBVBn3Eu2vexeCfB+P53c/j3+n/xr7D+wz6CI7j8Oi3j+LJ0Cex7KdlJn3EjaobeOuHt1BeX27WR9youCFZH6EbR8TExACcFjKZjHNwcOC6du3KPfPMM9z333/PxcXFcSqVirMVKpWKq6+vt+ilVqv5923ZsoV7/PHHuY0bN3K7d+/mXnnlFU4mk3E///yz4Pr9+/fnZs6cqXffrKwsDgC3Zs0ao7YpFAru5s2b/CsqKooDwCUmJlrt82uzI3UH5/YfN+73P383We6b6G+4BzY9wL135D2uSdVksIxareb+ffLfnNOXTtwjIY9wVYoqg+WaVE3cQ8EPcVgJzu0/btzJqycNliuqLuLc/uPGYSU4rAS37I9lBsttTt7Ml8FKcHf9eJdBG5/e9jSHleD6r+3PyVbKOKwEd+7aOUGZ8rpyzuELBw4rwV0svsiNWT+Gw0pwwUnBgnKrTq/isBLcs9uf5TiO417d9yqHleDe/eNdvoxKreI8vvHgsBLcXzf+4jiO4xbvW8xhJbh/nvgnX+6tg29xWAnuo6Mf8cfuDbyXw0pw2y5u4ziO41afXc1hJbgXwl7gyyQWJnJYCa776u4cx3HcZyc+47AS3BsH3uDLqNVqrsPXHTisBF8eK8HVNdTxZf4e/ncOK8E9sOkBDivBjQ8Yz597IewFwXfLXi/uftGgFoyEhAST5wnbQVpIA1M6vH/kfYP17KHgh/gyT4Y+yWEluKlBUzmsBDd983TBNbxWeXFYCS6hIIF//03FTf78ysiVHFaCW7xvMcdxHDd6/WgOK8EdvnyYL/Pekfc4rAS3PGI5x3Ecd/LqSd5nMr6P+Z7DSnBzdszhj/mf9+ewEtyToU9yHMdxpbWlvA3azwHmN1m5Nw++qec3OY7jjmQe4bASnM93Plz+zXzO6UsnDivBZZRmCMpllWfxvnzgTwM5rAQ36ddJBr/jiRsnCr7b1WdXGyzHbMRKcPIv5FzajTSD5ZKLkjnv/3pzWAlu9PrRAp+qjaJRwc3bOY9z+MKBW3poKdeoajRYTq1WcysjV3JTg6ZyH0R8IIg9tGlUNXJROVFGz1uDxMRETpBxu379Onbs2IEFCxYgLy8PH330ESZPngxvb2889thj+Oqrr3Dq1Cm0JtHR0XBzc7PolZGhWUl++/btWLJkCQIDA/Haa6/hueeew2+//YaXX34ZH3/8McrKyvjru7m5QalU6t1XoVDw543h4uICT09P/uXh4WHlTy9k96XdqG+qx0t7XsKuv3YZLHM06yg+PfkpTuedxprYNXyqW5ewtDB8Gf0lGtWNOJF9Am8cMpy2/jnuZ0TmRAIA6pvq8cHRDwyOX/gx9kfUN7UMXF17fi2/V582v1/UZLWe7vI0Ort1Rk5lDg5nHhaUaVA18LMyw+aF4W8j/gYAOHLliKBcbH4s1JwagzoPwsjuI/mJAvsyhLt5JF1PAqCZKAAA9/W9D0DLrE5Ak6WqaaiBs9yZ79Yc02MMgJbuB0DTRQmA7wIFgBHdRgAAP56FfW42SBloGddyo/YG6hrr+LErrEsE0AxL6OKmyaix7llHB0e4OrryZVhXKetG9XBu+c2xrlJdzHWVZmdnmzxP2A7SQhqY0sHYmFE2ZAEA3J00w3FYPWX1ltHRRZNRY/XcycEJHZ078ueZX8iqyALHcQaHTTD/wiYp/VWi8T/MHwHAqO4aP8X8FtDiz0Z3Hw0A6NKhC38t7dnxrNx9fTT+kvlP5k8ZzN/OHjwbvTx78eXYNmCMo1lHwYHD1H5TEbVIkxGML4gXLBoOaMbzxRfGw1nujC8f/BIA8HvK79ClrrEOX0V/xf+t4lT49uy3euUAYMWJFfzM2JTiFKw8tdJguU9PfIpdabv4dTjXx683WO7g5YNYGbUS0bnR+P7c99h60fAEiiNXjmBa8DTct+m+Vl0QWRC4de/eHXPnzsWPP/6IxMREVFRU4PDhw3jnnXeQl5eHlStX4tFHH201YwBg6NChCAoKsujFujd/+eUXjBs3Dr179xZc66mnnkJdXR2Sklp+eD4+Pigq0g8w2DFfX1+9c2Kxbc42vDFeE2CtiV1jsMwHRz8Q/P3Zyc8MzqD8OU7T5efXSzM7KSwtjJ/BpA0bxPr5tM/h4eyBpOtJelPHm9RNCEgMAADsf34//Hr5gQOnF0DdqL2BE1c109eXP7Icr4x9BQAQmiqcrn7u2jnUNtaiu3t3jOk5Bo/c/QgA8ItU8uXyNcvUsOU0nhz8JAAgMidSUEnY+A42vo05s5TiFL4cC+KGdxvOjzkb01MYuHEcxzs2tuYaAIzo3hy4NTtOtvCmduDm7eoNTxdNd2luZS6/aG9vT+Fv1MvVCwD4tZc6OncUjCVlDwB2Xnupj64dusIQbLapMaZMmWLyPGE7SAtpYEoHYw2hrm4t9Y/VS1ZP9QK35iCNnfdy9RLUc+YXrtdcR6Wikp+12s+rH19Gd9kR1nAUBG7NDcwr5Vf4GaHMnzH/Bgh9IoONnRvdQxPgsXFuSUVJUHNqvhxr2DP/y5Yz0Q3cmP9+9O5H4dvRFyO7jwQHjn8mMNhM/nnD5+GtiW/BycEJfxb/qbeP89Gso6hrrEM/r344/6pm0tfWi1v1li758/qf+OPKH5DL5Pj2UU1gtyVli+AzAJqEQfCfwQBanov+8f565TiOw4fHPhQcW350ucGxf78l/QZAE/S25pwAvckJjKysLOzevRs7d+7Ejh07cPnyZXTo0KHVZ3z07NkTixYtsujl5aV56BUXF0Ol0p/a3NjYCABoamr5gseOHYvLly/zM1EZ58+f589LBQeZAz5/8HM4OjjiXP45pJWkCc5frbiK1BupcHRwxI3lN+Dj4YMbtTf0Vs9OL03H6bzTcHRwRPj8cIzuMRoNqgaEpYUJyuXdzEPy9WQ4yBywdNJSvDBSswaebuB2sfgiKhWV8HTxxKxBs/jBrtozLQHN2mYqToVxPcch+UQyHh+o2YOOzZhisFmb0/tPh4PMAQ/d/RAATYattqFlfAlzDFN6a5zsqB6j4CBzQKWikl876abiJj+GhDme4d2Gw0HmgLL6Mj6A4jNp3Vsyaez/eTfzUFFfgbL6Mn5q/9CuQ/lyw7pqxsKx2aCGMm4ymYwflJxTmcM7F29Xb8FnZ8Edc+jsbwZ7AHDQBJzagZt29k2bmkbTk2bCw8NNnidsB2khDUzpwBp2umjXP1Yv2UPfWMbNWD1nfqFSUcln23q494CbU0sPkG7Gjfkfbd/Uw70HvF29+eWHVGoV3/hkPQpAS3DG/KCySclvycX84LBuw+Dq6Irqhmp+zF2jqpH3r2N7jgUATOmj8cfagZuaU/MBHvPnj/V/DID+84TNvJ8xcAa6dOiCQXLNpI0/rvwhKMeeL88OfRaTek3CwM4D0aRuwrlr5wTl2PWfGPwE3vV7Fx2dO6KopgiJhYmCckeuHEF5fTl6evTEkZeOoKNzR1wuu6y3z/RfJX8hoywDbo5uKPuoDJ1cO6G4tpjfQ5pxveY6Dl4+CABYPK5116ITBG7+/v6YP38+fH19MWjQICxfvhxlZWV48803cf78eVRWVuLoUdML94nB4MGDkZSUhMuXhTMRt23bBgcHB4wePZo/NnfuXKhUKmzcuJE/plQqERQUBD8/P/Tp08dmdltCT4+emDVoFgBgzyVhYMS6Eqf0mYJu7t3w2ABNxdDdOoX9EKf2mwrfjr5YMGqB5no6gdaBDM3MoPv63IeuHbriwbse1Lw/T/hDPpN3hr+v3EGOZ4Y+A0Cze4D2fn5she7JvSdj6dKl/KbpVyuuoqyupfuabco8rZ9msseATgPQ27M3GtWN/Dk1p+YrOHMUro6ufJfkpVJN64y1Lvt59UOXDppuSDcnN37bGeaomDPTDtw6uXXiBxlfrbjKL7/R2a2zoPuyh4dmBhlL+WtvRaUNP5usMhs3FTcBAF4uXoIy7G8+4+bSUXCezVZjaHfbuDu7wxDai/4agraUkQ6khTQwpUN1Q7XB49r1Tzcrp1tv+QZadXPGzYgfuKm4yQduzH8w+K21mv0N8z89PXryZWQyGV+uuLYYRTVFqGusg1wm5ydDAfpdquml6VBxKni7evPZP0cHRz7AY70YV8qvoEndBA9nD74c6wFJK0nj/VxmWSZK60rh5ujG77nMnifMpwOaQJB1xbIt/ubfp1lySXvICtASkD09VDNE5v6+9wNoeR4x2PPqwX4PwsXRBTMGzgCgP6SGPf+eH/E8vF29MXvIbM37dQI39jyd2m8qOrt1xvQB0wHoD+U5dPkQmtRNmNRrEt8r01oIArd33nkH4eHhmDp1KuLj41FaWoq9e/fi/fffx8SJEyW5hhsAfPjhh1CpVHjggQfw1Vdf4ZdffsGsWbOwd+9evPLKK4LuTz8/P8ybNw8rVqzARx99hI0bN+Lhhx9GTk4O/ve//4n4KYzDApqEIuEmxOyHM3PgTADguxiPZwsDN5bhmtxrsuB6umMXzl7TZOoeH6DJjD3Q9wEAmkpbrazWK3d/H03FGdxlMDo6d0SjupGf6g5opeh7jIG/vz+8Xb358WTalZct/TGsmyaTJZPJ+PQ/a90V1xSjpqEGDjIHYfar+T0srZ5Rqhn3qN21CbS0MFnXwLUqzXp9/Tv1F5RjTrC4tpjP4uk6YdZFWVpXCo7jBDsaaMMcaGldKW4qNQ7NWMatoLoAAATjXrTPM7QzbmxcjS7mAjfaUkY6kBbSwJQOxuqTdv3T3a1Et96yel1QVWDwPPML9U31vC/QDsiAFv9SpaxCbUMtH7jpDplgDcsbtTf4xmd39+6QO7Q8v5nfYw1GFsCN7jFa0MU3spvGj2aUafwqayAP7TqUL9fdvTu6u3cHB45fzoRlAwd3Gcx/N8xvXym/wmcmU2+kQtGkgJeLF788Sn6ixibtrbnK6lp6S1gCgI3FY88jQLOA8Olczfp0bOkmFrjpduUmFWmefyygZN2luj1CLHBjz9cZAzTX080Isj2l2fO1NREEbv/4xz8wcuRIhIWF4b777sP999+PFStW4PDhw7h582arG3O7TJ06FTExMRg/fjx++eUXLFu2DFlZWfj666+xfr3+YMPNmzdj2bJl2LJlC9555x00Njbi4MGDmDp1qgjWm2e8z3gA0Ev1sgwU26T4kf6P8OW0Ay1WjrV8WBfj9Zrrgg3TWVcsC3L6ePXB3d53Q82p+fFlQEsFYIP+ZTIZhncbDqBl3BcgHFvx5ptvAmhpVZ3P19ikbFLyy1mwrBigyboBLesa5d7UlOnVsRec5C1juIZ20TgD5lBYENWrYy/Bd8Wux/YRZA6NOTkG+7u4phjFtS1OTxs2oaBJ3YSC6gLUNmq6c306CjNurCulWlndknFzvbWMm3amDxC27I1l3LSzmYZgWhDiQ1pIA1M6GA3ctDNuOhMYdOutbleprh/QDuRYcKfrCzq6dOSDxcLqQqOBG/NX2j7MlJ8DWiZNMD/JYFk1NhyENZC1G89Ay1g85qeZ39aejHWX912Qy+Sob6rn/TRrwE/wncCve/fxyx8DAL+MCPs/uw/zqyzjdr7gPD/e7K+Sv3BTeRMdnTvyY/pYdpE9IwDN+DZ2Tdbly56P5wvO82OhOY7jM3Ds+cqetxeKLqBR1chfkyVW2PO6NREEbj///DOSkpJQXl7OZ97OnDmD5557Dl26dMHYsWPx9ttvt7pRt8OkSZNw+PBhFBUVoaGhARkZGfj000/h6Kg/PsHV1RWrV69GUVERFAoF4uLi8Pjjj4tgtWWM8xkHGWS4VnWN39xYe1wXG3Pl29GXb/mwTFW1spofxMp+mB2cOvBBEmvVqNQqfowDC8KAlh81y4rVN9bz2SoW4AEtA2RZZbhRewPXa65DBhlGdR/Fd02zcRasBZdVkQUOHDxdPAUBkvYsK6BlrbJ+3i2DdQGtjJtO4Kab/eJboXWa74x3aDrZNPa3IOOm4/TcnNx4B8oyeB2dO+qNOWN/F9cWQ8VpxmDqdpHwGbcqwxk33QeCJRm3p4Y8ZfA4Q3uYACEupIU0MKWDsQyKqYybbr3lM27VhjNucgc57y9YGQ8n/TGszK9llmfye6fqZdzc9TNuxvxcbWMtahtqjfYu8BMimidgMT/LnjkM5peZn2Zj4rQDQSe5E5/pY88T1kOiPf4uYkcEvFy80Khu5J9J/AxarS7IwV0Gw8nBCYomBe8/2fVG9RjFj01kQeb1mut8EJ5WkoZGdSO8Xb35nWzG9hwLJwcnlNaV8t3VRTVFqG6ohlwm53tx+nr1RQenDlBxKj5AbVA18M8ClhFsTQxOTvD09MSsWbPwzTffYPPmzfjpp58waNAgpKSk4Jdffml1owghni6efBdjYpEm68Z+oD4ePoKWGRvHwAK3tJI0cODg29FXkBFiARnLiuVU5kCpUsLV0VUwtoKNIWOLw7KWWUfnjujk2okvp5txY2PIBnYeCHdndzz1lCaY6OOlGUPInBPrWh3cZbAgRc8qOKsY7L7as6wAYEiXIYLPa2iGJ9DSCr1RewO1DbWoadAM4NftjhC0Vlk3Qwdhxg1ocZZsJpbu/QDoOWJHB0d0cOogKMNa3mxpFV2Hrjt2RvsBoXut6EXRCHo6CP952PA2NQymBSE+pIU0MKXDGxPeQMgzIfjzDeGYK+36pxe4yQ0HbmzGv24DDmjpLuUDNwOTj5ifYX7H1dFVzw/wPqzWeMbNw9kDbo5ufDkWuOn2LujOZGUNafY8YvT11AQ/zE9frdT4bd2hKOx9zO+zMX/suQAATz/9ND87lj1HWPJheNeWpIKDzIEPGFmgxXaqYc8tQJOp7OOpuT7LGLKExZgeY/jnjqujKx+csecie6708+7HayyTyfjPwRIQf934Cw2qBni7eut95tZAL3BLS0tDQEAAFixYgL59+2LgwIF48803UVNTg+eff57GZIgES/uyjBZrsQzpOkRQTnf/S1aRtH/IgH7gxq47tOtQwVgIto4Qq4jaA2e1Ay1+iYzmCsZaQCwIjIvTjBtgqXfWZcA+h3Y3KdDSUmMtN5aC1w3cmKPRnShgLHDT7j5wc3TTc458a7XuhlGnB2gFbs1jQ3S7SYEWx8t3j7h46U0RNzYWhqHbcjfVVdrXqy8WjV2k58h1YVoQ4kNaSANTOjjJnbBwzEK9YMXU5AS9jJuL6bGrgP6wCUOBG/MzKTc02Z2uHbrq+RSDvQY6mTSZTMb7tes1140OC2H3Y36V9fjoXo/PuN00nnEDWvw88/vss2ovkxQXF8c/N9hzJK1U83zSHfSvPXMfaEkw6D7vWGKBPedYdkw70we0PO/YkBoWuGlP7ABaEgYsgaI9I9cWW4MK+hG7du2KiooKcByHoUOHYubMmbj//vvxwAMP4K677mp1Ywjj9O6o+WGzCsQiffYDYrCNi9kPjnVrardogJYfNvuBsh+0djepdjlWIYzNeGJ2XK24Co7j+LFzLKPFZutqB24c19Klqxu4sVZLhaICFfUVvENgaW0GC6BqGmrQoGowG7gJug88eug7Pa2xHywA0nVm2vdl34chR8xn3Jqdj+64FkC/5W1ujJuprlLtpQNMIbWZ0+0Z0kIaWKKDi9wFMsj4pXlMdZXq1ltd/2Ao46a7pqOhwM3TuWVtSKBlvK022r6O3Vc30GLHcipzUFxjPuN2veY6VGoVyuo142d1u2e1x7ixpUgA4Rg3oGV/VpZYMBS49enTBz3Le/L3BVoCQd3g+S6vuwAYyLh10g/cIrIi+OecsclpLDPHzvOBWycjgVvzc5hlSXWfs62FIHB7+eWX8cADD+D+++9H166GF/ckxKGXp2awPfuBGAvcdDcuZ4EZ+0EyWEuKVQyWmevvLfwhswqQXZktWNFbN3BjFV6pUqKmoUYvcGNr6TFH0KBqQGldKUrqSgT2MNyd3dHDvQeKa4uRXZltdIybl6sXHGQOUHNqQfem3hg395YlPFhwZ8yZAZrWKgvcDJVjjos5HkOLdDLHyyYv6M4oBSzIuJloyetm3Mxl2hja6xoS4kJaSANLdJDJZHBzckNdYx0A05MTjHWVMgw19Jh/YNc3FLix+zC/Y2gRbu3GJ7uvocYnX87EeN7u7t15/1pYXcivR8mWWmJoj3ErrimGUqWEXCbXf+5ozbRXqVW8L9YO3JqamvjnxvVazXPEWOaQz7jdzAFguKsUaMn85VVpnnPs+aT73NEN3FiAyZ6rDNbTxQduzY1z3UlxrYUgcPv+++9tclPi1mE/CPYDYS0Q3R+Ublcpn3HTqUCsYrDFHFkApVvBWcWoUlahQlHBVwzdwM3d2R1ujm6ob6pHSV0JX+HYfUpKNNd3ljuju3t33Ki9gfyqfH6waGe3znqfuZt7NxTXFqO8vtzoGDcHmQO6uHVBSV0J/ir5Cxw4yGVywXY0gMbRsNYya3UZ6gI1lHEz1VXKAmndFjag73hNtbIZemPcbmFyAhuzYg6mBSE+pIU0sFQHN0etwO1WJifoZNItyb4bCtyYn2F+x2DgptX4ZPc16OuayxVVF/FDTXT9v6ODI3q490BRTZFgeyxdf816QkrqSvigspNbJ8EKANrvK68vx43aG2hSN8FB5iAYa1xSUoKe/VoybnWNdfwYYF2/rt1VqubUBrcK034f6+plzz3dMc4sY2auq5Rl/th5pocogRsjKioKhw4dQm5uc5ajXz888cQTmDat9dcnIQyjm3FjgZbuD4+lfq/XXIeiSWG0q5S1fGoaalDTUMNfT9cRdHDq0JL5qsg2mnEDNJUj72YeSmpL+OnjzL6RI1vWVevt2Rs3am+goLrAZODGHFlFfQW/DppuxQU0QVlJXQk/YLenR09+ajnD0cERXTp0QWldKT8uzVAmTXvMHJuVZKqrlE1DN5Rx021lW5Rx03Hwug8EQeCmk3HTHptoCm0tCHEhLaSBpTq4ObkBzVs0a9c/SycnMExl3BgGM27N12V+x1DgxvyVoknBBxamehfSStP4ddUMXc+3oy+Kaop4v+nt6q23m0Qn1058Zo4NazHUUNUO3NizzMfDR3C9kSNH4iqn6Wotqi7igy1nubPe98gCtJzKHBRVF6FB1QC5TK63tSDb15k95/iMm4fpjBt73ul2qWr34HAc1xK4edomcBM83RoaGjBnzhw8/PDD+O6773Ds2DEcO3YM3333HR5++GHMnTuX30aKsC3aGTeO44wGPN6u3nzQUlFfwbccdH/IHs4efEbpes11vsVlKDBiran8qnyjGTxAWDl0K8axY8f4ctrj3Njn0J6hymCtUlYpAH0HCLSM80gt0bQIDU0UAFocGhuYaqwLlGXmGtWa37qhoFLXwVmUcbNkjJvO53OQOQj2HtV+IBjbiscc2loQ4kJaSANLddCuc9oZt1udnGAw+34LGTeGoUDL3dmdDyTZLFZDGTfWqGb+sItbF4M+hflTlnEzNK5OJpMZ3I9VF+3Azdiz6dixY4KhPCzY6tahm96YZPZsunbzGn/fXp699D6H9qLpLFmh/R0w+FUPqgrQqGrku4Z1v2f2OZrUTahpqLF5V6kgcPviiy+wZ88efPDBBygqKkJ5eTnKy8tx/fp1LF++HOHh4fjyyy9tYhghhI3ZUqqU/DYmgH4lcpA58A6AraUG6Ada2lujXK+5zrdqWPClDWsJVje0LCTbyU0/0NJOR+uOcXv55Zf5cmyixbWb1/i9QE1l3FilcHRw1GvZAi2Vio2DM9SaBVoCNzYuwVAmzdHBUc9hGnJmtxW4GXDW5jJuutc29PlvFW0tCHEhLaSBpTqwhVkB0xk3c5MTDM4qdb31wM1QEAXo+yxD92P+ms3wNOQPtd/LMmmGgkVte/nJWCYybiquZd1Q3cDt5Zdf5p8bFYoKPiAzlFRgzyYVp+KfOYZ6Nth7y+rKePvcndz1/K2Phw/kMjlUnIp/Thi6ZgenDnywrj1uWpSMW2hoKF5++WX873//Q48eLRF69+7d8e2332LhwoXYsmWLTQwjhLg4uuitHSaXyQ1WSBZUsTXcnOXOBn/0rHKYWoUbaKm4lYpKfqC9QUfQHPTlV+XzARm7x6+//sqXYwNb2fgFwHTgxtb68XD2MDjVmjkvU+PNAP0Mm7Fyul2OhgI3c8t2MHu1MeRQzI1x0722ofvcKtpaEOJCWkgDS3VgXYoAhJnwW5ycYCgbZVFXqc59jDVSdX2WIR+m6/8MZeUAwFXePK6uOeDRnZigay/zw4Y+o5uTG//dsDXhdIPPX3/9FZ1cO/HfL8v0GUoquDu5QwaZ4L6GvhN2D+0xzrrZNkDj+1mShGUiOzh10AvMZTIZ/8y6XHaZ753R7XptLQSBW1FREfz8/IwW9vPzw/Xr142eJ1oXfvHF5rEGnd06GwxkWLcjm0jQxa2L3pgvoCUFzjYYBkwHbqxVARjusmQVi3VZOsudeWekvYkz66JlFc1YAKp7X0P3BFocCXMsxgIy3Rag7sBZhlwmN/k3oL/0xu1m3FzkLoL3GvqM2g8Ba2TcaGNz6UBaSANLddAO3LR9r3a9lMvkeo0/3cyOwUbcbXSVGlsCyBIfph14Grq/7j2ZvzaW5dPb1svI9VjAw8rpzoZfunQpZDIZH1ix552h5INMJuPva2wfWEDj69lz0dTam4D+Uk+GhvEALc8ddr3u7t2NPlOsjeBp3rt3b5w6dcpo4aioKPTu3dvoeaJ1YdE8253AUJYKaHEKrGIY29Oyp7uwYni6eBrM6LCKwK4nl8kNBiq6GcEe7i3rpGkv3MxmPzJH4O3qbTAA5ce4VRlfSVz7vmzmkbHATbdSGRsjpnvc0KB/XWdj6J7OcmfBtQwFxTKZDK+Pf53/21ArVZBxMzAJ4lahRbSlA2khDSzVQTtw00a7XhryodoNsicGPWGyO49hSeBmbAkgXZ9lqOGu6+eMBR3snmy8nNmu0mrjXaVAy3OLldMNPpkWfODW/DwxlHEDWr5b1jNjLAupu2i6oYwb0PK8ZM87Q1ppfw6WwbNVtg0wsI7b559/Dm9vb7z33nsYOHAgZDIZMjMz8eOPP2LXrl344osvbGYcIUR3JX5jKWvWVcoqhrHKza/CXdyyCrch+P00tVLRhgIt5nhYpk87CJk/fz7/fz7j1hyQGQtALVlJHNBvAbLUvi6WdB8AQqcng8yg09NdesNQQCWTyeDh7MEPcNWdos74/rHv4SJ3QYOqwaAzsfYYN20tCHEhLaSBpToYC9y066WhRpzcQY6vHvoK+VX5+HHGjwavoTtT39SsUoaxJYC0fZtcJjfory31h5aOq7NkcgKgFbhVGX4+MS3Yc4c9T4wFbp4uniioLjC63zOjm3s3ZJZntqw+4G44cNPtETI0nhto+R7YhD1jz6fWQPBE+vTTT7Fw4UJs3LgRw4cPh6urK1xcXDB8+HAEBARg4cKF+PTTT21mHCGET1mbCXi8XbwBaGXcjGxGzn7gLCVsqmJo39fQAHrt97OWmbYzO3HiBP9/1sIyNTEBaKn4bDNlY/fVDWCNZtx0ugZ0/2YInJ6RJTYsybjpHje2h53cQY5vp3+LNTPWGDxv7a5SbS0IcSEtpIGlOlgSuBnLiv9z6j+x4ckNRn2F7q4whuq6xRk3ra5RYwGZbobNmD/UC9zMjHFrUDUAMJ9xY/5fN/hkWujOjDXUVQrod9Eay7ix5xMLBI2VY89LSzNu5obotAYCReVyOYKDg/H+++/j0KFDyMtrXvS0Xz/MmjULo0ePtplhhD66XYzGWj58xo3NnjHSVcoqBqtoxiqGblepqRaNoesDwPDhLVtp6Tobcxk3hrEWje4YBGMVyOKMm5bTMzQ2BLBsjBugWZKFYSw1bw5rT07Q1oIQF9JCGliqg9GuUivUUUMD4HWxeIybVoPTWOPzdjNuxsZ8WTIBA9DPYOk+D5gWut+Hua5SU5MTgJYeJfa8M9YIZs9L9vw0OsZNZ1KcpVsOWgNHAFAoFNi3bx+ys7PRtWtXPPHEE1ixYoXNjCAsg/0wqpRVAIwHPOyHxjYONpZx0/3hmusqNTWjFNBvmWhfv6KiJYDRbWEZS0XrVnxjAaNuYGrpGDejkxMczLdW9bpKjThrli0EDI8zsQRrZ9y0tSDEhbSQBpbqwPYp1cWSjJsleDh78GuMGULXz1jaVWoIS3sgdP2psUSAJZOxAKCzq/C5pRvwMC10fZ2xQJA9j9j3Zi7jxjAauDU/L9nz01jgxp6/7Hls6c411sDxxo0bmDJlCrKzs/k1ajp06IC9e/fi0UcftZkhhHksHWtgaM0ZQ+hVDCMVzZK1xgxdT/tvhUJh1B7dimzMHmMZN0u7LS1tYVqzq9QaaF/bGpMTtLUgxIW0kAaW6mDJ5IQ78QXd3bubDNys2VV6uxk3Y/e0ZMFxQD/hoHs9poW53SgYus8jY4Gbrj3GAjdde4x1lVo6RKc1cPjqq6+Qk5OD9957DwcPHsSPP/4INzc3vP766+bfTdgU3YjeaMZNJ4NlLONmbu0hhiWLRxp6v3bFuOuuu/j/67awLM243WngptuivJOuUie5k+CcuUp7J5VaWydrZNy0tSDEhbSQBpbqoL0Arzba9fJO6qix7kCGNbtKLe2BsDRws2R3CED/uaX7XGNamNv/leHpfHvPJ2PX031eGns+mfscrYnD0aNHsXDhQnz33XeYNWsW3nnnHfj7+yMnJwcZGRnmr0DYDN1Kam45EIa5MW7G/mboZdyMdFmaul5sbCz/f0tbNOa2gzJ2PUszbpZMTjC1rZT2fY0FvWzHijnD5hi9jjlMdZX+PPNnAMCqR1ZZfD1tLQhxIS2kgaU6/DTzJwDAJ/d9IjiuXS8NjU2zlBkDZ5g8r+tnjAVRlnSVipVx0z2uez2mhaXPJ0szbpZeT/d5aTTjptPjZdMxbnl5efj4448FB++//35wHIfi4mIMGTLEZsYQptGtQMZ+ULp98paOcTPaorEwcNN9v/b1n3vuOf7/ui0TYxVN9/gdZ9wsXMfNktYqoKmo1Q3VJu95YuEJbEvdhnf93jV6HXOYGvi8dNJSzB0+95YmPmhrQYgLaSENLNVh4ZiFeGzAY3q7sGjXS7aS/+3w6QOfwtHBEU8OftLgeV0/Y3T3l9voKrV0jJvRjJvu5AQLh97oBjxMC4u7Sp0tC9xMPZ+00cu4GRnjphuA2rSrVKlUwtVV58fQ/HdTU5PNDCHMoxvwGJ1laWbWDsPSimFpV6mpFk1ISAj/f92Kaux6cge54DNae4ybJTsnGGutAkI9jAW9g7oMwr+n/dto69MSzE1OuNXZqtpaEOJCWkiDW9Ghp0dPvayatTJuznJn/HPqPzG251iD53UX4zY24cmirlILh47oTU4wkgiwNOOmF7jpPNeYFrfbI3Q7Q3m00X2eGOsq1f28Np2cAAA5OTm4cOECf/DmTc1G4pmZmfD29tZ70z333GMb6wgBugGPsS5QvYzbHXaV6rZojE1O0KsYDi3XM7TlFcNYRQM0TvJK+RWT93WQOcDV0ZVf7+dOx7jdTldpa7a2BHsiWmFyAm2zJB1IC2lwpzpoB1B3knEzh7afMeWbLPFht7pzAsOSMW4dnTsaDWR0/b2hLa8Ay3uEWrur1FjGTTeAtWVXqQMA/Otf/8LEiRP5F5tN+tZbbwmOT5gwARMnTrSZcYQQ3QpkLAPV2a2zwHncaVepk9xJUAmNdZXKHeQCB6Z9fUNbXjFMBW4TfCfw/ze1MrUlQdTt7JxgrqvU3D2tgbHv9HahbZakA2khDaypw51k3Myh7WdMLS9k6QQrbaw5xm2C7wSj34O5rlKmxe0mFqzdVWpsfVNRM25BQUE2uxlxZ1jaVSp3kKNLhy4orSsFcOcZN0BTGdheoKYCLRe5C19O+3oLFy4U3MdB5sBPrTd1vUm+k7A9dTsA4wEjoHEm5fXlAG5hHbc7nJwg6Cq1QibMEqwRuGlrQYgLaSEN2ooO2vXfVOBmyZJGtzPGzdHB0WhmTvt5NKnXJKO2mcu4MS1udyiPsefi7WbcjC27ZcsloXRxfPnll212M+LO0G2ZmMpAdXfvzgdudzrGDdBUDrYgobEuS3ZNQ4Hb3r17+Qopk8ng5ujGL+hrbBArIHQAd5pxs+ZyIIAwEGzNSqvdcrVG4KatBSEupIU0sKYOrdlVqh2smcy4WbCI+O10lRp7lgDChvVEX+M9c+bGuDEtbmdWaUfnjka/l9sZ49bZrbPJhdo7OHVAXWOd5nPYuquUaBtYmrIGhOsBGV3HzcJ1bQBgWr9p/P9NZb60r6H9g/fz8xOU03YspjJu43zG8f+/0/FmFk9OsLCrVNtBtGrgpvUgsEY3jK4WhHiQFtLAmjq0ZleppfexqKv0NiYnmAzctAKo8b7jjZbTDZh0Ax6mxe10lU7tN9XofS1dt1T7eWluXT3tsjZdx81md7oNampq8Pnnn2PGjBno3LkzZDIZgoODjZZXKpX4+OOP4evrCzc3N/j5+eHYsWN3XFYqaP8wOjh1MNni0u6Xt0ZX6U8zf8Lc4XMxsPNA3ONjfHKKsYUoc3NzBeUaVY38/81l0r5++Gv8ffTfMabnGJPlGHe6HIilXaXa37819hA1hrUfBLpaEOJBWkgDa+rQmhk3bcToKjXVQPV29ca7fu/i/cnvo59XP6PldNH9HEwL7eeHk4OTUT84oPMAjOs5Do/2fxS/P/e70fvcTlepsfFtDO1nl2ibzEuN0tJSfPnll+jbty/GjBmDU6dOmSy/aNEihIWFYdmyZRg0aBCCg4Mxa9YsREZG4v7777/tslJBu2ViKtgBgO4duvP/t3hygomuUjcnN+yatwscx5kMJIwtXeHkJHQKTeqWpWZMZbUAzdpG5tD+jLbYZB6wvNviTrH2g0BXC0I8SAtpYE0dbJVxu9OuUrmDHDLI+P1XLcm4mWrIAsCPM340ed4SmBaC/V9NNIyd5c5IXJJo9nu3tKv0VjJu2s9hm28yL1V8fHxQVFSEnj17IiEhweSM1ri4OGzfvh2rV6/G8uXLAWgGOY4cORIfffQRYmJibquslNCuQOYCN+2WgsVj3CzIGpmrHMYybl27Cjewb1Q3wprczhg3SyYnWNpV2pbQ1YIQD9JCGrRFHe50Vimg8XXMF1syxs1aPk87YNSFaXEr24hZEixbOqtU+1liahgPoBO4UVepBhcXF/TsadniomFhYZDL5ViyZAl/zNXVFYsXL8a5c+dw7dq12yorJbR/GMayaAzBGDcrdJVairF9NVNTU+/42qawJJ1/O8uBmGph2qpLxNot+NbWgrAc0kIaWFMHm/kFE/exdLiHdrBmydARawVupmxiWggyblaYtW/p8047cDM1pg8Qr6tU0oHbrZCUlITBgwfD01MYIU+apJmVmJycfFtltVEqlaiqquJfNTU11vsAFqCdijWXHdNetdoaXaWWYqyVNH369Du+tim0gy1jKWtLN1W+na7S1sTaD4LW1oKwHNJCGlhTB6l1lZrqNdAOoIz1QGh/Hmv5PGO+F2jR4lYybpZgaVep9vdlLkGinRShWaW3QVFREXx8fPSOs2OFhYW3VVabVatWwcvLi39NmzaNv15AQACUSiW/eKC/vz+Ki4uxc+dOpKSkIDo6GhEREcjMzERwcDCqq6sFZSsrK7Flyxakp6fj+PHjiIyMRGpqKkJDQ1FWVgZ/f39BRF9WUoarV6/i0KFDOHv2LBITExEWFobCwkL4+/sLfnBbNm1BQUEB9uzZg4SEBMTGxuLAgQO4livMLLo4usDf3x8lJSXYvn07UlJSEBUVhYiICGRkZCAkJETP7qqqKmzevBkZGRk4evQo6qvr+esp61q+j/feew8KhQKBgYHIzs4W3Dc8PByFhYVYt24d1Go1/P39oVarsW7dOhQWFiI8PBwJCQmIiYnBwYMHkZ2djcDAQCgUCv76mRmZ/PUyL2UiMjISR48eRUZGBjZv3oyqqirsDd8ruG/o76HIyMhAREQEoqKikJKSgu3bt6OpoWX83fXC61Aqldi4cSOys7Nx4MABxMbGIiEhAcXXi/lyKpVK8L0UFhYiLCwMiYmJOHv2LA4dOoSrV68iMDAQ9fX1grJlZWUIDQ1FamoqIiMjcfz4caSnp2PLli2orKzEn3/+yd+nuroawcHByMzMREREBKKjo5GSkoKdO3eiuLhYcF2lUomAgADk5uZi//79iI2NRXx8PD7//HPk5+djw4YNaGpqErynqKgIYWFhSEpKwpkzZ3D48GFkZWVh06ZNqK2tFZQtLy9HaGgo0tLScPLkSZw4cQJpaWnYunUrKioqBGVramoQFBSEzMxMHDlyBKdPn0ZycjJ27dqlZ3djYyMCAgKQl5eHffv2IS4uDnFxcdi3bx/y8vIQEBCAxsZGvbq2a9cuJCcn4/Tp0zhy5AgyMzMRFBSEmpoaQdmKigps3boVaWlpOHHiBE6ePIm0tDSEhoaivLxcULa2thabNm1CVlYWDh8+jDNnziApKQlhYWEoKioSlG1qasKGDRuQn5+PvXv3Ij4+HrGxsdi/fz9yc3MN+ojAwECr+ghWtr6+HoGBgSZ9BCurUqmwfv16gz4iOzsbGzdu1LP7TnxEZGQkLl68iG3btqG0tFRQVttHHDx4EDExMUhISLCKj/D390dpaSm2bduGixcvCnzEJ598gqqqKkHZ6upqhISEGPQRJSUlenWNUVZaxvuIPXv2oKCgAOvXr7eaj2CoVWreR+janZeT1+IzblYb9RGOspbA7ULiBd5H7N27V+AjGBXlFVbxEVBBgLaPWLduHY4cOYLLly7z5x3heMc+4mb5TcE9z0SfMeojGHU360z6iIKrBXzZGwU3WsVH6MYRMTExAGcjVCoVV19fb9FLrVbrvT8+Pp4DwAUFBRm8fv/+/bmZM2fqHc/KyuIAcGvWrLmtstooFAru5s2b/CsqKooDwCUmJlr0HdwparWaw0pwWAluym9TTJY9cfUEX9YUzl858+UySjPu2MZHQh7hr7flzy1Gy7Ey5uyzlIV7Fpq9Xlx+nOC+hn5nutd6dPOjRq/31LanrPoZjJFYmMhhJbhxG8a16n0Igrh9ZofO5rAS3P70/a16H+Zz+q7pa7TMgt0L+HKPb3ncaLkeq3vw5Q5kHDB7z9HrR9+R7Yyu/+tq1nceyzrGlxn5y8g7vudNxU2B/y+vKzdalpX58dyPJq/5+oHX+bLFNcV3bKMlJCYmcjbLuEVHR8PNzc2iV0ZGxi1f383NTdDqYSgUCv787ZTVxsXFBZ6envzLw8P0BAFro52yNtWFB2jWs5nWbxpeHfeqyXLWHkdgbIxba2/tY0kKX3fch7EuDal1ld7jcw/yluUh9tVYq1yPtlmSDqSFNLCGDuHzw5H9bjZmD5ltBYvMY+2uUnMzRs3d81YwdS9DW15Z5dlkYVcpAKy4fwXG9RyHxfcsNnlN7e5lu1wOZOjQobB0ey1D3ZiWvKegoEDveFFREQDA19f3tspKFXNLaDg6OOLUolNmr2PtcQTGrvfqq6YDyDvFXCALWDYQV/ecVGaV9vHqY7VrtbYWhOWQFtLAGjo4OjjiLu+77twYC7HGrFJtn2hsjJux694Jpu7FtLD2s0l3XJ2pceLfPPINvnnkG7PXFIyttsdZpT179sSiRYssenl5Gd8CyRhjx47F5cuXUVVVJTh+/vx5/vztlJUq1qpA2texxiKyxtZx+/134cKIa2esBQCsf2L9Hd8TuPWMmynHof2dmArwVty/AgCwcEzb2rJIVwtCPEgLadCWdPjkvk8AtPhQQ1iaSRMr4/bzzJ8BtHwWbZgWlq7jZim6tlvjGap9TVMTLqyN3UxOmDt3LlQqFTZu3MgfUyqVCAoKgp+fH/r06XNbZaWKuYybpWivpdOas0ofeeQRQbl3/N5B6YeleGPCG3d8T8Ayh6IdrFmccTNRuSf4TkDlx5UIfjrYMiMlgq4WhHiQFtKgLemw6tFVqPi4Ak8OftJoGUHGzdJZpRYEHtYK3J4e+jTKPiozmNViWlg746aLNWb/WiuBcqtIegFeoGU2FZvpeeDAAeTn5wMA3n77bT475+fnh3nz5mHFihW4ceMGBg4ciJCQEOTk5OC3334TXPNWykoVS1pHt4q1p1xrX++vv/7C3XffLSjbpUOXO74fw6LAzcKuUkvXcQOEy660FQxpQYgDaSEN2poO3q7eJs9bvI6bw611lVpzeEhnt84GjzMtrD3GrTVojeewRfcV5a63wHfffSfYRy48PBzh4eEAgJdeeknQrbp582b861//wpYtW1BRUYHRo0fj4MGDmDpVf+PZWykrRawV6XNcS8bNGj9CY62kzp0NV1JrMbL7SLNlLG1dWtpabau0thaE5ZAW0sDedBBMTjCzc4Kh/xtjUq9Jd2aYBTAtWjvjZg3Eej5IPnDLycmxuKyrqytWr16N1atXW7WsFLFWpke7q9QaqWNjs0qdnVu34i0ZvwQltSWYPsD4QpraLUpLnZlYqfDWpLW1ICyHtJAG9qaDpY1PweQEE43ZP9/4E7v+2oWP7//YOgaagGlh7TFurYG5rSdbC7sZ49Ze2PDEBozuMRr/feS/YptiEGOtpLy8PEPFrYajgyM+f/BzTOkzxWQZS7iVrtK2SGtrQVgOaSEN7E0HQSZNdueTE0b3GI2vHv7KJoEK00L7+SFVP/zWxLcwwXcC/vPQf2x6X2l+G4RRXp/wOl6f8LrVrqfdVWoNjAVukydPtup9bgdLZ/3Ye8ZNCloQGkgLaWBvOli6jtutjnGzBUwL7eeHrfZ/vVU8XTwR/1q8ze9LGTfCqhibnLBnzx4xzBFgccbNzse4SUELQgNpIQ3sTQdLlzS61TFutoBpIQjcbLT/a1uBAjfCqhjLuL355ptimCPA0halvXeVSkELQgNpIQ3sTQdLew1udTkQW8C0kEoGUIpQ4NbO0Z6cYA20HYF24PbLL79Y9T63g6VT2e29q1QKWhAaSAtpYG86tNaWV7aAaaFtt1S7SsWCAjfCqmintLUDt7feeksMcwRYmm63965SKWhBaCAtpIG96WBpV6m2T5RKhsvetGgNKHBr51h7coJ2y0g7cFu/3jpbW1kLU5lGKbZCrYnUtGjPkBbSwN50uJ1eA6n4OkNaUMZNCAVu7Rxrd5Vqo92Ce/bZZ1vtPtbG0sUr2yptSQt7h7SQBvamg6VdpdpIZYybvWnRGlDgRlgV7dS7tsOIjY0Vw5zbwt67StuSFvYOaSEN7E0HS7tKtZFKxs2QFjSrVAgFbu0ca3eVGqNv3742uY81sPeu0rakhb1DWkgDe9PB0q5Sbf8vld4Fe9OiNaDArZ1j7a5SY2MRGhoarHqf1sTeu0rbkhb2DmkhDexNh9tZ0kgqWS1DWtAYNyEUuBE2oby8XGwTBJjKNNp7xk1qWrRnSAtpYG86CDJubWy4h71p0RpQ4EZYFWOtthEjRtjYktvH3se4tSUt7B3SQhrYmw4CH9bGeg0MaSGVbKBUoMCtnfPxfR8DAJ4f+bxVrvf0kKcBAKO6jxIcP3HihFWubwvsvau0LWlh75AW0sDedGjLu79oazFz4EwAwBsT3rDKtT+a8hEA4NVxr1rlemLRthQlrM6nD3yKxwY8hrE9x1rlen28+qD8o3J4OHsIjr/00ktWub4tsPeu0rakhb1DWkgDe9OhLXeVamtx8MWDKK8vR9cOXa1y7a8f+Rpzhs/BuJ7jrHI9saCMWzvHQeaASb0mCRbLvVM6uXXSWxMoMDDQatdvbey9q7QtaWHvkBbSwN50aMtdpdpaOMgcrBa0AZqAdlKvSZJZs+52ocCNsAlLly4V2wSLsfeu0rakhb1DWkgDe9PB0q7S1lyA/XaxNy1aAwrcCJvg7+8vtgkWY+9dpW1JC3uHtJAG9qZDW+4qtTctWgMK3Aib8Pzz1pn8YC1MtTTtvatUalq0Z0gLaWBvOtzOzglSwd60aA0ocCNswrFjx8Q2wWJuZ4PmtkRb0sLeIS2kgb3p0JaHe9ibFq0BBW6ETRg5cqTYJlhMW55KbwltSQt7h7SQBvamQ1vuKrU3LVoDCtwIm1BaWiq2CRZj712lbUkLe4e0kAb2pkNb7iq1Ny1aAwrcCJvQ2NgotgkWY+9dpW1JC3uHtJAG9qZDW+4qtTctWgMK3Aib0K9fP7FNsBh77yptS1rYO6SFNLA3HdpyV6m9adEaUOBG2ITz58+LbQIAoId7DwDAYwMeM1qmLTs9S5CKFgRpIRXsTQdLu0qn9J5iC3NuCXvTojWQdOBWU1ODzz//HDNmzEDnzp0hk8kQHBxssGx8fDyWLl2KESNGwN3dHX379sXf/vY3XL582WB5pVKJjz/+GL6+vnBzc4Ofnx/NZmlFnnnmGbFNAADEvRaH7x/7HmtnrDVapi2PD7EEqWhBkBZSwd50sHS4x/Ipy7Hm8TW49I9LtjDLIuxNi9ZA0oFbaWkpvvzyS1y6dAljxowxWfbbb7/F7t278cgjj2Dt2rVYsmQJoqOjcc899yA1NVWv/KJFi/DDDz9gwYIFWLt2LeRyOWbNmoUzZ8601sdp12zevFlsEwAAfb364v1734eni6fRMm15fIglSEULgrSQCvamg6XDPVwcXbBs8jIM7TrUFmZZhL1p0RrIOI6T3p4XzSiVSlRUVKBnz55ISEjAxIkTERQUhEWLFumVjYmJwYQJE+Ds3LLnZmZmJkaNGoW5c+fi999/54/HxcXBz88Pq1evxvLlywEACoUCI0eORPfu3RETE2ORfRcuXMD48eORmJiIe+65584+LCEZ0krSMOKXEQCAiJciTHarEgRBSI0/r/+JsQFjAQAnFp7Aw3c/LK5BhNW4cOGCtDNuLi4u6Nmzp0Vlp0yZIgjaAGDQoEEYMWIELl0SpoHDwsIgl8uxZMkS/pirqysWL16Mc+fO4dq1a3duPCGgLW1jYu9dpW1JC3uHtJAG9qZDW54Zb29atAaSDtzuFI7jUFxcjK5duwqOJyUlYfDgwfD0FHaXTZo0CQCQnJxs8HpKpRJVVVX8q6amplXstkdefvllsU2wmLbs9CyhLWlh75AW0sDedGjLM+PtTYvWwK4Dt61bt6KgoADz588XHC8qKoKPj49eeXassLDQ4PVWrVoFLy8v/jVt2jT+egEBAVAqlXxrwd/fH8XFxdi5cydSUlIQHR2NiIgIZGZmIjg4GNXV1YKylZWV2LJlC9LT03H8+HFERkYiNTUVoaGhKCsrE5Str69HYGAgrl69ikOHDuHs2bNITExEWFgYCgsLBWVVKhXWr1+PgoIC7NmzBwkJCYiNjcWBAweQnZ2NjRs36tldUlKC7du3IyUlBVFRUYiIiEBGRgZCQkL07K6qqsLmzZuRkZGBo0ePIjIyEhcvXsS2bdtQWlrKl122bBkUCgUCAwORnZ2NgwcPIiYmBgkJCQgPD0dhYSHWrVsHtVoNf39/qNVqrFu3DoWFhQgPD0dCQgJiYmJw8OBBZGdnIzAwEAqFQmBLaWkptm3bhosXLyIyMhJHjx5FRkYGNm/ejKqqKkHZ6upqhISEICMjAxEREYiKikJKSgq2b9+OyopKXvO9e/ZCqVRi48aNyM7OxoEDBxAbG4uEhATs2bMHBQUFWL9+PVQqleD6hYWFCAsLQ2JiIs6ePYtDhw7h6tWrCAwMRH19vaBsWVkZQkNDkZqaisjISBw/fhzp6enYsmULKisr9ewODg5GZmYmIiIiEB0djZSUFOzcuRPFxcWCskqlEgEBAcjNzcX+/fsRGxuL+Ph4rFy5Evn5+diwYQOampoE7ykqKkJYWBiSkpJw5swZHD58GFlZWdi0aRNqa2sFZcvLyxEaGoq0tDScPHkSJ06cQFpaGrZu3YqKigpB2ZqaGgQFBSEzMxNHjhzB6dOnkZycjF27dunZ3djYiICAAOTl5WHfvn2Ii4tDXFwc9u3bh7y8PAQEBKCxsVGvru3atQvJyck4ffo0jhw5gszMTAQFBaGmpkZQtqKiAlu3bkVaWhpOnDiBkydPIi0tDaGhoSgvLxeUra2txaZNm5CVlYXDhw/jzJkzSEpKQlhYGIqKigRlm5qasGHDBuTn52Pv3r2Ij49HbGws9u/fj9zcXIM+IiQkhHyEVlmxfMQnn3xySz6ipKREr65JyUfs3bOX92Epf6bcso/Yu3evaD4iICCAfISJOCImJsZ2Y9zUajUaGhosKuvi4gKZTCY4Zm6Mmy7p6enw8/PDiBEjcPr0acjlLS2QAQMGYMiQITh8+LDgPVevXsWAAQOwZs0aLFu2TO+aSqUSSqWS/zs5ORnTpk2jMW4WkJGRgSFDhohthkVcu3kNfX/sCwA4t/gcJveeLLJF1qUtaWHvkBbSwN50yK7IRv+f+gMA4l6Nw8ReE0W2yHLsTQtrY9MxbtHR0XBzc7PolZGRcUf3un79Op544gl4eXnx49m0cXNzEwRgDIVCwZ83hIuLCzw9PfmXh4fHHdnZnsjJyRHbBIux967StqSFvUNaSAN706Etd5Xamxatgc0UHTp0KIKCgiwqa6gb01Ju3ryJmTNnorKyEqdPn4avr6/B6xcUFOgdLyoqAgCD7yHuDFdXV7FNsBjBciB2uABvW9LC3iEtpIG96dCW91u2Ny1aA5sFbj179rSoi/NOUCgUmD17Ni5fvozjx49j+PDhBsuNHTsWkZGRqKqqEkxQYCs2jx07tlXtbI906tRJbBMsRruFKoPMRMm2SVvSwt4hLaSBvenQlnsN7E2L1sBuJieoVCrMnz8f586dw65du3DvvfcaLTt37lyoVCps3LiRP6ZUKhEUFAQ/Pz/06dPHFia3K9LS0sQ2wWLamqO7VdqSFvYOaSEN7E0H7Sybg6xtPebtTYvWQPKd32w2FZvpeeDAAeTn5wMA3n77bXh5eQEAPvjgA+zfvx+zZ89GeXm5YMFdAHjppZf4//v5+WHevHlYsWIFbty4gYEDByIkJAQ5OTn47bffbPTJ2hePPPKI2CZYTFvrWrhV2pIW9g5pIQ3sTYe23Pi0Ny1aBU7i9OvXjwNg8JWdnc2XmzZtmtFyhj5mfX09t3z5cq5nz56ci4sLN3HiRO7IkSO3ZFtiYiIHgEtMTLzTj2n3/Pzzz2KbYDH1jfUcVoLDSnAXCi+IbY7VaUta2DukhTSwNx2qFFW8D0u7kSa2ObeEvWlhbRITEzlJb3kldWjLK/ukUdUI5/9oduG4sOQCxvmME9kigiAIy6lrrIP7N+4AgLS30jCs2zCRLSKsheS3vCLsh7a0jYm9d5W2JS3sHdJCGtibDtqTEzi0rdyMvWnRGlDgRtiE1157TWwTLEZ7MK89BnFtSQt7h7SQBvamg2A5kDY23s3etGgNKHAjbEJISIjYJtwSr49/HU8NeQqjuo8S2xSr09a0sGdIC2lgbzrIHeRYPG4xnhv2HAZ3GSy2ObeEvWnRGkh+VilhH0yfPl1sE26JDU9uENuEVqOtaWHPkBbSwB51CHwqUGwTbgt71MLaUMaNsAmpqalim0A0Q1pIB9JCGpAO0oG0MA8FboRN6Natm9gmEM2QFtKBtJAGpIN0IC3MQ4EbYRMcHalXXiqQFtKBtJAGpIN0IC3MQ4EbYROuXbsmtglEM6SFdCAtpAHpIB1IC/NQ4EbYhEmTJoltAtEMaSEdSAtpQDpIB9LCPBS4ETZh//79YptANENaSAfSQhqQDtKBtDAPbXl1B9CWV5ajUqkgl7ethSDtFdJCOpAW0oB0kA6khWloyyvCZqxfv15sE4hmSAvpQFpIA9JBOpAW5qGM2x1AGTeCIAiCIGwFZdwIm0EbB0sH0kI6kBbSgHSQDqSFeShwI2zCc889J7YJRDOkhXQgLaQB6SAdSAvzUOBG2ISYmBixTSCaIS2kA2khDUgH6UBamIcCN8Im3H333WKbQDRDWkgH0kIakA7SgbQwDwVuhE1QKBRim0A0Q1pIB9JCGpAO0oG0MA8FboRNqKysFNsEohnSQjqQFtKAdJAOpIV5KHAjbMKwYcPENoFohrSQDqSFNCAdpANpYR4K3AibcPLkSbFNIJohLaQDaSENSAfpQFqYhxbgvQNoAV7Lqa+vh5ubm9hmECAtpARpIQ1IB+lAWpiGFuAlbMZvv/0mtglEM6SFdCAtpAHpIB1IC/NQxu0OoIwbQRAEQRC2gjJuhM2gbUykA2khHUgLaUA6SAfSwjySDtxqamrw+eefY8aMGejcuTNkMhmCg4Mteu/XX38NmUyGkSNHGjyvVCrx8ccfw9fXF25ubvDz88OxY8esaD2hzQsvvCC2CUQzpIV0IC2kAekgHUgL80g6cCstLcWXX36JS5cuYcyYMRa/Lz8/H9988w3c3d2Nllm0aBF++OEHLFiwAGvXroVcLsesWbNw5swZa5hO6BARESG2CUQzpIV0IC2kAekgHUgL8ziKbYApfHx8UFRUhJ49eyIhIQETJ0606H3Lly/H5MmToVKpUFpaqnc+Li4O27dvx+rVq7F8+XIAwMKFCzFy5Eh89NFHtFdaKzB69GixTSCaIS2kA2khDUgH6UBamEfSGTcXFxf07Nnzlt4THR2NsLAw/Pjjj0bLhIWFQS6XY8mSJfwxV1dXLF68GOfOncO1a9du12TCCCUlJWKbQDRDWkgH0kIakA7SgbQwj6QzbreKSqXC22+/jVdffRWjRo0yWi4pKQmDBw+Gp6en4PikSZMAAMnJyejTp4/e+5RKJZRKJf93TU2NlSy3f1QqldgmEM2QFtKBtJAGpIN0IC3MI+mM262yYcMG5Obm4quvvjJZrqioCD4+PnrH2bHCwkKD71u1ahW8vLz417Rp0/jrBQQEQKlU8jNi/P39UVxcjJ07dyIlJQXR0dGIiIhAZmYmgoODUV1dLShbWVmJLVu2ID09HcePH0dkZCRSU1MRGhqKsrIyQdn6+noEBgbi6tWrOHToEM6ePYvExESEhYWhsLBQUFalUmH9+vUoKCjAnj17kJCQgNjYWBw4cADZ2dnYuHGjnt0lJSXYvn07UlJSEBUVhYiICGRkZCAkJETP7qqqKmzevBkZGRk4evQoIiMjcfHiRWzbtg2lpaV82TNnzkChUCAwMBDZ2dk4ePAgYmJikJCQgPDwcBQWFmLdunVQq9Xw9/eHWq3GunXrUFhYiPDwcCQkJCAmJgYHDx5EdnY2AgMDoVAoBLaUlpZi27ZtuHjxIiIjI3H06FFkZGRg8+bNqKqqEpStrq5GSEgIMjIyEBERgaioKKSkpGD79u0oKSkRlFUqldi4cSOys7Nx4MABxMbGIiEhAXv27EFBQQHWr18PlUoleE9hYSHCwsKQmJiIs2fP4tChQ7h69SoCAwNRX18vKFtWVobQ0FCkpv5/e/ceFNV9xQH8uyyyvDHIRheQ+IrVLBLERGM7ikqjoZaUUUq1saDFakZFkhlMOxMQTEJigx3t2IoQx0UpagSDr4gEhQCaEYlAkQCBmIAKWwR5WCwQ2P31D90N1wV2Ya/sXTifmZ2Re3/3t2d/5+7e432WIzc3F5cuXUJVVRVSUlLQ1tamE3dycjJqamqQlZWF/Px8lJWV4eTJk2hsbNSJOzExEXV1dTh79iyuXbuGoqIiVFdX4+7duzh48CB6e3s5yyiVSqSnp6OkpARXrlzBhQsXcOvWLRw+fBgPHz7ktG1pacGxY8dQUVGBnJwcXL58GRUVFUhNTUVrayunbUdHBxQKBWpqanDx4kUUFBSgtLQUaWlpOnH39PQgMTERt2/fxpkzZ3D9+nVcv34dZ86cwe3bt5GYmIienh6d71paWhpKS0tRUFCAixcvoqamBgqFAh0dHZy2ra2tSE1NRUVFBS5fvoycnBxUVFTg2LFjaGlp4bR9+PAhDh8+jFu3buHChQu4cuUKSkpKkJ6eDqVSyWnb29uLgwcP4u7duzh9+jSKiopw7do1nD17FnV1df3+RtjY2NBvRJ+2pvqNKCkpod+IPr8Rp0+fNtlvhFqtpt+IQeqIr776CmAjRKVSsc7OToNearVaZ/mioiIGgCkUin77b25uZs7OzmzPnj3aab6+vkwul+u0nTZtGvP399eZfuvWLQaA7d27t9/36OrqYu3t7dpXXl4eA8Bu3Lhh2CCMYUePHjV1COQxyoVwUC6EgfIgHJSLwd24cYON2KHS/Px8LF261KC2lZWVmDVr1pD6j4qKgrOzM8LDw/W2tbGx4Rzy1Ojq6tLO749EIoFEItH+bW9vP6QYx7KAgABTh0Aeo1wIB+VCGCgPwkG50G/ECrdZs2ZBoVAY1La/w5iDqampQVJSEvbt28c5zNnV1YWenh7U1tbC0dERzs7O2v7r6+t1+lEqlQAAV1fXIb0/0e9f//oXtm3bZuowCCgXQkK5EAbKg3BQLvQbscJt0qRJWL9+/VPpu76+Hmq1Gtu3b8f27dt15k+dOhURERHaK029vb2Rm5uLBw8ecC5QKCws1M4n/KIvonBQLoSDciEMlAfhoFzoNyouTvD09ERGRobOSy6Xw8PDAxkZGQgLC9O2DwoKgkqlQlJSknZad3c3FAoFFixY0O8VpcQ49BgT4aBcCAflQhgoD8JBudBP8A+Z11xN1dDQgISEBKxatQpz584FAISHh8PJyWnAZZcsWYLm5maUl5frzAsODkZGRgbefvttzJgxA0eOHMH169dx+fJlLF682KDY6CHzhvvvf/8LBwcHU4dBQLkQEsqFMFAehINyMTizeMj8nj17EB0djYSEBADAZ599hujoaERHR6O1tXXY/R49ehRvvfUWUlJSsH37dvT09OD8+fMGF21kaE6dOmXqEMhjlAvhoFwIA+VBOCgX+gl+j5uQ0R43w9XU1OD55583dRgElAshoVwIA+VBOCgXgzOLPW5kdPj+++9NHQJ5jHIhHJQLYaA8CAflQj8q3MiIGOjeeGTkUS6Eg3IhDJQH4aBc6EeFGxkR48ePN3UI5DHKhXBQLoSB8iAclAv9qHAjI6KqqsrUIZDHKBfCQbkQBsqDcFAu9KPCjYwIX19fU4dAHqNcCAflQhgoD8JBudCPCjcyItLS0kwdAnmMciEclAthoDwIB+VCP7odiBHodiCEEEIIGSl0OxAyYugxJsJBuRAOyoUwUB6Eg3KhH+1xMwLtcTNcd3c3JBKJqcMgoFwICeVCGCgPwkG5GBztcSMjJjk52dQhkMcoF8JBuRAGyoNwUC70szR1AOass7MTAFBZWWniSITP3d0dxcXFpg6DgHIhJJQLYaA8CAflYnCVlZVUuBmjtrYWALBu3TrTBkIIIYSQMYHOcTNCc3MzsrKyMGXKFHpMxyA6Ojrg6+uLvLw82NvbmzqcMY1yIRyUC2GgPAgH5UK/zs5OKtzI0/fgwQM4OTmhvb0djo6Opg5nTKNcCAflQhgoD8JBuTAMXZxACCGEEGImqHAjhBBCCDETVLiRp04ikSAmJobuzSMAlAvhoFwIA+VBOCgXhqFz3AghhBBCzATtcSOEEEIIMRNUuBFCCCGEmAkq3AghhBBCzAQVboQQQgghZoIKN8K77u5u/PnPf4arqytsbGywYMECZGdnD6uvuLg4iEQieHp68hzl2DHcfBQVFWHbtm2Qy+Wws7ODh4cHgoODUV1dPQJRmy9j1n8+vztkeONJ6z3/+FqvaXvwGCOEZ2vWrGGWlpYsMjKSJSYmsoULFzJLS0tWUFAwpH7u3LnDbG1tmZ2dHZPL5U8p2tFvuPlYvXo1mzRpEgsPD2effPIJe//999nEiROZnZ0du3nz5ghFb36MWf/5+u6QR4YznrTe84+P9Zq2Bz+hwo3wqrCwkAFg8fHx2mmdnZ1s+vTpbOHChUPq63e/+x1btmwZ8/X1HfNf1OEyJh9Xr15l3d3dnGnV1dVMIpGwN95446nEa+6MGW8+vztk+ONJ6z2/+FqvaXvwEyrcCK927NjBxGIxa29v50z/8MMPGQB2+/Ztg/rJy8tjYrGYlZWV0RfVCHzloy8fHx/m4+PDV4ijijHj/TRyNZbxPZ603g8PH3mg7QEXneNGeFVSUoKZM2fqPCB4/vz5AIDS0lK9fahUKoSHh2Pjxo2YM2fO0whzzOAjH30xxtDY2AgXFxe+QhxVjBlvvnM11vE5nrTeD5+xeaDtgS5LUwdARhelUgmZTKYzXTOtoaFBbx8HDx5EXV0dLl26xHt8Yw0f+egrNTUV9fX1eO+993iJb7QxZrz5ztVYx+d40no/fMbmgbYHuqhwIwNSq9X48ccfDWorkUggEonQ2dnZ73PmrK2tAQCdnZ2D9nP//n3s3LkT0dHRkEqlQw96FDNFPvqqqqrC1q1bsXDhQoSGhhq83FhizHjzmSvC33jSem8cY/JA24P+0aFSMqD8/HzY2NgY9Pr2228BADY2Nuju7tbpq6urSzt/MFFRUXB2dkZ4eDj/H8jMmSIfGv/5z3+wcuVKODk5IT09HWKxmL8PNooYM9585Yo8wsd40npvPGPyQNuD/tEeNzKgWbNmQaFQGNRWs9tbJpOhvr5eZ75SqQQAuLq6DthHTU0NkpKSsG/fPs7u866uLvT09KC2thaOjo5wdnYeyscYNUY6Hxrt7e3w9/dHW1sbCgoKDFpmrDJmvPnIFfmJseNJ6z0/hpsH2h4MwtRXR5DRJTIyst8riOLi4vReQZSbm8sADPqKiIh4yp9gdDEmH4w9umx/0aJFzNbWln311VdPM9RRwZjxNjZXhMuY8aT1nj/DzQNtDwZGhRvh1bVr13Tu2dPV1cVmzJjBFixYwGn78OFDVllZyZqamhhjjDU1NbGMjAydl1wuZx4eHiwjI4OVlZWN6Ocxd8bko7e3l73++uvM0tKSff755yMat7kydLyfHOuhLEsMM9xc0HrPr+HmgbYHA6PCjfDut7/9LbO0tGQ7duxgiYmJ7Oc//zmztLRkeXl5nHaa/1HFxMQM2h/dt8c4w81HREQEA8ACAgJYSkqKzov0z5DxHmjdNzRXxDDDyQWt9/wz5jvxJNoeMEbnuBHeHT16FNHR0UhJSUFrayu8vLxw/vx5LF682NShjUnDzYfm/krnzp3DuXPndOavW7fuaYRr9oxZ/+m7w6/hjCet9/yj9ZpfIsYYM3UQhBBCCCFEP7odCCGEEEKImaDCjRBCCCHETFDhRgghhBBiJqhwI4QQQggxE1S4EUIIIYSYCSrcCCGEEELMBBVuhBBCCCFmggo3QgghhBAzQYUbIYQQQoiZoMKNEEIMtH79eohEIohEInh6enLm9fb24p133sHkyZNhYWGBwMBA0wRJeNPW1qbNt0gkwp49e0wdEiFUuBFi7pKTkzkbl76vv/zlL6YOb9RxcXFBSkoKdu/ezZl++PBhxMfHIygoCEeOHMHbb79togh1ffHFFwgLC4OnpyfEYjGmTJky5D7Onj0LHx8fWFtbw8PDAzExMejt7dVp19bWhk2bNkEqlcLOzg5Lly5FcXGxWfZpZ2eHlJQU7N2715AhImRE0EPmCRkl3nvvPUydOpUz7cm9QsR4dnZ2/T5oPCcnB25uboLcyB87dgyffvopfHx84OrqOuTlMzMzERgYiCVLlmD//v24efMmPvjgA9y7dw8JCQnadmq1GitXrsS///1v7NixAy4uLjhw4ACWLFmCGzdu4PnnnzerPseNG4d169ahtrZWUIU4GeMYIcSsKRQKBoAVFRUZvExnZydTqVRPMarRKTQ0lD333HP9zlu6dCmTy+UjG5CB6uvr2Y8//sgYY2zlypUDfoaBvPDCC+zFF19kPT092mnvvvsuE4lErLKyUjvt008/ZQBYWlqadtq9e/fY+PHj2dq1a82yT8YY++GHHxgAFh8fP/hAETIC6FApIaPcl19+CZFIhBMnTiAqKgpubm6wtbXFgwcPAACFhYV47bXX4OTkBFtbW/j6+uLq1as6/Vy5cgUvv/wyrK2tMX36dCQmJiI2NhYikUjbpra2FiKRCMnJyTrLi0QixMbGcqbV19fjj3/8IyZOnAiJRAK5XI7Dhw/3G//JkycRFxcHd3d3WFtbw8/PD999953O+xQWFuJXv/oVnnnmGdjZ2cHLywt///vfAQAKhQIikQglJSU6y3344YcQi8Wor6/XO6Z9aT5zbm4uvvnmG+1h6i+//BIAcOLECcybNw8ODg5wdHTEnDlztPGMFFdXV4wbN25Yy1ZUVKCiogKbNm2CpeVPB2m2bNkCxhjS09O109LT0zFx4kSsWrVKO00qlSI4OBhnzpxBd3e3WfVJiBDRoVJCRon29nY0Nzdzprm4uGj//f7778PKygqRkZHo7u6GlZUVcnJy4O/vj3nz5iEmJgYWFhZQKBRYtmwZCgoKMH/+fADAzZs3sXz5ckilUsTGxqK3txcxMTGYOHHisONtbGzEK6+8ApFIhG3btkEqlSIzMxNhYWF48OAB3nrrLU773bt3w8LCApGRkWhvb8fHH3+MN954A4WFhdo22dnZ+PWvfw2ZTIaIiAhMmjQJlZWVOH/+PCIiIhAUFIStW7ciNTUVc+fO5fSfmpqKJUuWwM3NbUifQyqVIiUlBXFxcejo6MBHH30EAJg9ezays7Oxdu1a+Pn54a9//SsAoLKyElevXkVERMSg/ba2tkKlUul9f1tbW9ja2g4p5qHQFLkvvfQSZ7qrqyvc3d05RXBJSQl8fHxgYcHdJzB//nwkJSWhuroac+bMMZs+CREiKtwIGSV++ctf6kxjjGn/3dXVha+//ho2NjbaeW+++SaWLl2KzMxM7Z6zzZs3Qy6XIyoqCl988QUAYOfOnWCMoaCgAB4eHgCA1atXG7Vxe/fdd6FSqXDz5k1MmDABAPDmm29i7dq1iI2NxebNm7WxauIvLS2FlZUVAOCZZ55BREQEysvL4enpCZVKhc2bN0Mmk6G0tBTjx4/XGQcHBwcEBgbi+PHj+Pjjj7Ub7pKSElRUVGDHjh1D/hyac94OHToEsVjMOf/t888/h6OjI7KysiAWi4fU79y5c1FXV6e3XUxMjM6eTD4plUoAgEwm05knk8nQ0NDAabt48eJ+2wFAQ0MD5syZYzZ9EiJEVLgRMkr885//xMyZMwecHxoayimESktLUVNTg6ioKNy/f5/T1s/PDykpKVCr1WCMISsrC4GBgdqiDXi0R2nFihW4cOHCkGNljOHUqVMIDg4GY4yzp3DFihU4ceIEiouL8Ytf/EI7fcOGDdqiDQAWLVoEAPj+++/h6emJkpIS/PDDD9i7dy+naAPAOZwbEhKC48ePIzc3F35+fgAe7W2zsbHB6tWrh/xZBjN+/Hg8fPgQ2dnZeO2114a0bGpqKjo7O/W2mzZt2nDDM4gmBolEojPP2tpae8hd03agdn37Mpc+CREiKtwIGSXmz5+vc5ioryevOK2pqQHwqKAbSHt7O7q7u9HZ2cm5ek/jZz/72bAKt6amJrS1tSEpKQlJSUn9trl37x7n775FI/Bojxvw6JAiANy6dQuA/itpX331VchkMqSmpsLPzw9qtRrHjx/Hb37zGzg4OAz5swxmy5YtOHnyJPz9/eHm5obly5cjODjYoCKub9FqSppiv7/zvrq6ujj/GbCxsRmwXd++zKVPQoSICjdCxognN0ZqtRoAEB8fD29v736Xsbe3H9KJ2n33bPX15Llamvdet27dgIWjl5cX5++BDjX2PRxsCLFYjN///vf45JNPcODAAVy9ehUNDQ393uLDWM8++yxKS0uRlZWFzMxMZGZmQqFQICQkBEeOHBl02aamJoPOcbO3t4e9vT1fIevQHD5UKpWYPHkyZ55SqdSeB6lpqzlk+WQ7ANpbkZhLn4QIERVuhIxR06dPBwA4Ojr2e36chlQqhY2NjXYPXV/ffvst52/NXrC2tjbO9CfP1ZJKpXBwcIBKpRr0vYdC83nKy8v19hkSEoK//e1vOHfuHDIzMyGVSrFixQpe4niSlZUVAgICEBAQALVajS1btiAxMRHR0dGYMWPGgMu9/PLLgjjHTVPUf/3115zip6GhAXfv3sWmTZs4bQsKCqBWqzkn/hcWFsLW1lZ7KN9c+iREiOh2IISMUfPmzcP06dOxZ88edHR06MxvamoC8GgP1YoVK3D69Gncvn1bO7+yshJZWVmcZRwdHeHi4oL8/HzO9AMHDnD+FovFWL16NU6dOoXy8vIB33sofHx8MHXqVOzbt0+ncHxyr5yXlxe8vLxw6NAhnDp1CmvWrOHcQoIvT547aGFhod2TqG9PZmpqKrKzs/W+QkJCeIu3p6cHVVVVnL1Rcrkcs2bNQlJSEmcPYEJCAkQiEYKCgrTTgoKC0NjYiM8++0w7rbm5GWlpaQgICNCeV2YufRIiRLTHjZAxysLCAocOHYK/vz/kcjk2bNgANzc31NfXIzc3F46Ojjh37hwAYNeuXbh48SIWLVqELVu2oLe3F/v374dcLkdZWRmn340bN2L37t3YuHEjXnrpJeTn56O6ulrn/Xfv3o3c3FwsWLAAf/rTn/DCCy+gpaUFxcXFuHTpElpaWob8eRISEhAQEABvb29s2LABMpkMVVVV+Oabb3SKzJCQEERGRgLAUzlMCjwai5aWFixbtgzu7u6oq6vD/v374e3tjdmzZw+6LJ/nuJWVleHs2bMAgO+++w7t7e344IMPAAAvvvgiAgICADy6r97s2bMRGhrKuRdffHw8Xn/9dSxfvhxr1qxBeXk5/vGPf2Djxo2czxEUFIRXXnkFGzZsQEVFhfaJBCqVCrt27eLEZC59EiI4prnvLyGEL/qenJCbm6tzl/i+SkpK2KpVq9iECROYRCJhzz33HAsODmaXL1/mtMvLy2Pz5s1jVlZWbNq0aezgwYMsJiaGPfkz8r///Y+FhYUxJycn5uDgwIKDg9m9e/cYABYTE8Np29jYyLZu3comT57Mxo0bxyZNmsT8/PxYUlKS3vg1d7NXKBSc6VeuXGGvvvoqc3BwYHZ2dszLy4vt379f53MrlUomFovZzJkz+x2X/gz25ARfX1+dJyekp6ez5cuXs2effZZZWVkxDw8PtnnzZqZUKg1+Tz5o1pH+XqGhodp2mjHtO00jIyODeXt7M4lEwtzd3VlUVJT2aQx9tbS0sLCwMDZhwgRma2vLfH19B1w3zaVPenICERIRY0M8s5cQQh6LjY3Frl27hnyBgBA0NzdDJpNh586diI6ONmiZ9evXIycnB8XFxbC0tNS57QgZXRhjuH//Pu7cuQMfHx/Ex8dr99ISYip0qJQQMiYlJydDpVLhD3/4w5CWu3PnDqRSKeRyeb/n55HRo729HVKp1NRhEMJBhRshZEzJyclBRUUF4uLiEBgYiClTphi87DvvvKM9H+5p3oKDCIO9vT2ys7O1f9PVpkQI/g/DWLJqGdsBlgAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# Plot impulse response\n",
-    "plt.figure(1)\n",
-    "plt.plot(hPrototype)\n",
-    "plt.title('Impulse response')\n",
-    "plt.grid(True)\n",
-    "\n",
-    "# Plot transfer function\n",
-    "plt.figure(2)\n",
-    "fLim = None # (-2, 2)\n",
-    "dbLim = (-150, 5)\n",
-    "h, f, HF = dtft(hPrototype)\n",
-    "plot_power_spectrum(f, HF, 'g', fs, fLim, dbLim)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "acca4f19",
-   "metadata": {},
-   "source": [
-    "# 2 Upsampling"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 40,
-   "id": "5a402a30",
-   "metadata": {
-    "scrolled": true
-   },
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ncoefs     = 47\n",
-      "groupDelay = 7.666666666666667 input samples\n",
-      "groupDelay = 23.0 interpolated samples\n",
-      "> Verify upsample():\n",
-      "  . PASSED: correct upsample result\n",
-      "> Log upsample():\n",
-      "  . Nup    = 3\n",
-      "  . Nx     = 80\n",
-      "  . len(y) = 240\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Adjust output time axis for group delay to align output with input in plot \n",
-    "groupDelay = (Ncoefs - 1) / 2\n",
-    "print('Ncoefs     = ' + str(len(hPrototype)))\n",
-    "print('groupDelay = ' + str(groupDelay / Nup) + ' input samples')\n",
-    "print('groupDelay = ' + str(groupDelay) + ' interpolated samples')\n",
-    "\n",
-    "tsUp = ts / Nup\n",
-    "tUp = (np.arange(0, Nsim * Nup) - groupDelay) * tsUp\n",
-    "\n",
-    "coefs = hPrototype\n",
-    "upsampledData = upsample(wgData, Nup, coefs, verify=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 41,
-   "id": "ee8666c6",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "# First plot up, then wg, to show wg samples as well\n",
-    "plt.plot(tUp, upsampledData, 'b-', tUp, upsampledData, 'b*')\n",
-    "plt.plot(tWg, wgData, 'r-', tWg, wgData, 'r*')\n",
-    "plt.title('Upsampled data (Nup = %d)' % Nup)\n",
-    "plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "plt.xlim([18, 22])\n",
-    "plt.legend(['up', '', 'wg', ''])\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "854dbd8d",
-   "metadata": {},
-   "source": [
-    "# 3 Downsampling"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 42,
-   "id": "860828a7",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ncoefs     = 47\n",
-      "groupDelay = 23.0 input samples\n",
-      "groupDelay = 5.75 downsampled samples\n",
-      "> Verify downsample():\n",
-      "  . PASSED: correct downsample result\n",
-      "> Log downsample():\n",
-      "  . len(x) = 80\n",
-      "  . Ndown  = 4\n",
-      "  . Nx     = 77\n",
-      "  . Nxp    = 20\n",
-      "  . len(y) = 20\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Adjust output time axis for group delay to align output with input in plot \n",
-    "groupDelay = (Ncoefs - 1) / 2\n",
-    "print('Ncoefs     = ' + str(len(hPrototype)))\n",
-    "print('groupDelay = ' + str(groupDelay) + ' input samples')\n",
-    "print('groupDelay = ' + str(groupDelay / Ndown) + ' downsampled samples')\n",
-    "\n",
-    "tsDown = ts * Ndown\n",
-    "Dsim = 1 + (Nsim - 1) // Ndown\n",
-    "tDown = (np.arange(0, Dsim) * tsDown) - groupDelay * ts\n",
-    "\n",
-    "coefs = hPrototype\n",
-    "downsampledData = downsample(wgData, Ndown, coefs, verify=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 43,
-   "id": "53d6535f",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(tWg, wgData, 'r-', tWg, wgData, 'r*')\n",
-    "plt.plot(tDown, downsampledData, 'b-', tDown, downsampledData, 'b*')\n",
-    "plt.title('Downsampled data (Ndown = %d)' % Ndown)\n",
-    "plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "#plt.xlim([55, 65])\n",
-    "plt.legend(['wg', '', 'down', ''])\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "b13c9442",
-   "metadata": {},
-   "source": [
-    "# 4 Resampling"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 44,
-   "id": "ed8a87a4",
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Ncoefs     = 47\n",
-      "groupDelay = 7.666666666666667 input samples\n",
-      "groupDelay = 23.0 interpolated samples\n",
-      "groupDelay = 5.75 resampled samples\n",
-      "> Log upsample():\n",
-      "  . Nup    = 3\n",
-      "  . Nx     = 80\n",
-      "  . len(y) = 240\n",
-      "\n",
-      "> Verify resample():\n",
-      "  . PASSED: correct resample result\n",
-      "> Log resample():\n",
-      "  . len(x) = 80\n",
-      "  . Nx     = 80\n",
-      "  . len(v) = 240\n",
-      "  . Ny     = 237\n",
-      "  . Nyp    = 60\n",
-      "  . len(y) = 60\n",
-      "\n"
-     ]
-    }
-   ],
-   "source": [
-    "# Adjust output time axis for group delay to align output with input in plot \n",
-    "groupDelay = (Ncoefs - 1) / 2\n",
-    "print('Ncoefs     = ' + str(len(hPrototype)))\n",
-    "print('groupDelay = ' + str(groupDelay / Nup) + ' input samples')\n",
-    "print('groupDelay = ' + str(groupDelay) + ' interpolated samples')\n",
-    "print('groupDelay = ' + str(groupDelay / Ndown) + ' resampled samples')\n",
-    "tsUp = ts / Nup\n",
-    "tsDown = tsUp * Ndown\n",
-    "Dsim = 1 + (Nsim * Nup - 1) // Ndown\n",
-    "tResample = (np.arange(0, Dsim) * tsDown) - groupDelay * tsUp\n",
-    "\n",
-    "coefs = hPrototype\n",
-    "resampledData = resample(wgData, Nup, Ndown, coefs, verify=True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 45,
-   "id": "d085cf51",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 700x400 with 1 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "plt.plot(tWg, wgData, 'r-', tWg, wgData, 'r*')\n",
-    "plt.plot(tResample, resampledData, 'b-', tResample, resampledData, 'b*')\n",
-    "plt.title('Resampled data (Nup / Ndown = %d / %d)' % (Nup, Ndown))\n",
-    "plt.xlabel('t [ts = ' + str(ts) + ']')\n",
-    "plt.ylabel('voltage')\n",
-    "#plt.xlim([55, 65])\n",
-    "plt.xlim([-5, 15])\n",
-    "plt.xlim([-5, 25])\n",
-    "plt.legend(['wg', '', 'resampled', ''])\n",
-    "plt.grid(True)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b4a95b55",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "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": "3.8.10"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/applications/lofar2/model/rtdsp/README.md b/applications/lofar2/model/rtdsp/README.md
deleted file mode 100644
index 1d3bb8a21ecc43817d773e95986437ebca4d0471..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/README.md
+++ /dev/null
@@ -1,27 +0,0 @@
-# Radio Telescope Digital Signal Processing (RTDSP) python package.
-
-## Description
-The RTDSP package contains DSP functions for experimenting with DSP in Python jupyter notebooks.
-
-## Usage in jupyter notebook cell:
-```
-# Auto reload module when it is changed
-%load_ext autoreload
-%autoreload 2
-
-# # Alternative auto reload module:
-# import importlib
-# importlib.reload(dsp)
-
-# Add rtdsp module path to $PYTHONPATH
-import os
-import sys
-module_path = os.path.abspath(os.path.join('<relative from notebook or absolute path to module>'))
-if module_path not in sys.path:
-    sys.path.insert(0, module_path)
-
-# Import
-from rtsdp.firfilter import <list of items>
-# or
-import rtsdp.firfilter as firfilter
-```
diff --git a/applications/lofar2/model/rtdsp/__init__.py b/applications/lofar2/model/rtdsp/__init__.py
deleted file mode 100644
index 9de8a42e536ce8460b25446300e7ad1ce41bd27e..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/__init__.py
+++ /dev/null
@@ -1,20 +0,0 @@
-"""Init file for the Radio Telescope Digital Signal Processing (RTDSP) package.
-
-Modules:
-. utilities     : Basic functions used in the other modules
-. windows       : Windows functions for filter design
-. fourier       : DFT based functions
-. hilbert       : Hilbert transform
-. firfilter     : FIR filter design
-. iirfilter     : IIR filter design
-. multirate     : Multirate functions for resampling
-. singlechannel : Single channel downconverter downsampler and single channel
-                  upconverter upsampler, using LO
-. dftfilterbank : Multi channel analysis filterbank and multi channel synthesis
-                  filterbank, using DFT and IDFT
-. plotting      : Plotting impulse responses and spectra
-
-References:
-[1] dsp_study_erko.txt
-[2] https://github.com/chipmuenk, with dsp library and pyfda = python filter design analysis tool
-"""
diff --git a/applications/lofar2/model/rtdsp/dftfilterbank.py b/applications/lofar2/model/rtdsp/dftfilterbank.py
deleted file mode 100644
index 92de87958296231fa4300cc5758fd983773e77df..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/dftfilterbank.py
+++ /dev/null
@@ -1,329 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: Multi channel analysis filterbank and multi channel synthesis
-#          filterbank, using DFT and IDFT
-# Description:
-#
-# Usage:
-# . Use [2] to verify this code.
-#
-# References:
-# [1] dsp_study_erko.txt
-# [2] pfb_os/multirate_mixer.ipynb
-#
-# Books:
-# . LYONS
-# . HARRIS
-# . CROCHIERE
-
-import numpy as np
-from sys import exit
-from .multirate import fold, \
-                       PolyPhaseFirFilterStructure, \
-                       polyphase_data_for_downsampling_whole_x
-
-
-def analysis_dft_filterbank(x, Ndown, Ndft, coefs, structure, commutator=None, verbosity=1):
-    """Analysis DFT filterbank with Ros = Ndft / Ndown.
-
-    Implements WOLA structure for DFT filterbank [CROCHIERE Fig 7.19]. Key
-    steps:
-
-    - Signal x has time index n. Mixer local oscillator (LO) and LPF and
-      downsampler M, yields the short-time spectrum of signal x at time n = mM,
-      so M is the block size or downsample rate [CROCHIERE Eq 7.65 = Eq 7.9,
-      HARRIS Eq 6.1]
-    - Change from fixed signal time frame n and sliding filter, to sliding time
-      frame r with fixed filter. This yields factor W_K^(kmM) [CROCHIERE Eq
-      7.69], with K = Ndft.
-    - Assume filter h length is Ncoefs = Ntaps * K, for K frequency bins. The
-      h[-r] weights the signal at n = nM, so the DFT of the weighted signal has
-      Ncoefs bins k', but for the filterbank only bins k' = k Ntaps are needed.
-      This pruned DFT can be calculated by stacking the blocks of K samples of
-      the weighted signal and then calculating the K point DFT [CROCHIERE Eq
-      7.73, Fig 7.19, BUNTON]. The stacking sum is like polyphase FIR with K
-      branches, and data is shifted in per block of M samples from x.
-    - The time (m) and bin (k) dependend phase shift W_K^(kmM) =
-      exp(-j 2pi k m M / K) of the DFT output is equivalent to a circular time
-      shift by l = (m M) % K samples of the DFT input. Circular time shift DFT
-      theorem [CROCHIERE Fig 7.21]:
-        x[n] <= DFT => X(k), then
-        x[(n - l) % K] <= DFT => X(k) exp(-j 2pi k l / K)
-    - Note: fold = roll -1 then flip = flip then roll +1
-
-    Input:
-    . x: Input signal x[n]
-    . Ndown: downsample factor and input block size
-    . Ndft: DFT size, number of polyphases in PFS FIR filter
-    . coefs: prototype LPF FIR filter coefficients for anti aliasing BPF
-    . structure: 'wola' or 'pfs'
-    . commutator: only for 'pfs', counter clockwise 'ccw' to use IDFT or
-      clockwise 'cw' to use DFT. Both yield identical result Yc, because
-      IDFT(x) = 1/Ndft * DFT(fold(x)).
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . Yc: Downsampled and downconverted output signal Yc[k, m], m = n // M for
-          all Ndft bins k. Complex baseband signals.
-    """
-
-    # Oversampling analysis DFT filterbank
-    if structure == 'wola':
-        # >>> Use WOLA structure [CROCHIERE Fig 7.19]
-        # Apply the coefs as a window conform [CROCHIERE Eq 7.70].
-        # For the pfs the coefs are already in the correct order
-        pfs = PolyPhaseFirFilterStructure(Ndft, coefs)
-        # For the delay line the coefs still need to be flipped. This flip is
-        # omitted in reconstruct.m
-        wCoefs = np.flip(coefs)
-
-        # Get parameters
-        Ncoefs = pfs.Ncoefs
-        Ntaps = pfs.Ntaps
-        Ndelays = pfs.Ndelays
-
-        # Determine Nblocks of Ndown samples in x
-        _, _, _, Nblocks = polyphase_data_for_downsampling_whole_x(x, Ndown, Nzeros=0)
-
-        # Prepend x with Ncoefs - 1 zeros to have first down sampled sample at
-        # m = 0 start at n = 0, and to fit Nblocks for WOLA
-        Nzeros = pfs.Ncoefs - 1
-        xData = np.concatenate((np.zeros(Nzeros), x))
-
-        # Prepare output
-        Yc = np.zeros((Ndft, Nblocks), dtype='cfloat')
-
-        # Need time shift offset to align with LO in single channel reference.
-        # This tOffset = 1 together with the flip of pfsData makes a fold(),
-        # so that the use of DFT in WOLA analysis is equivalent to using
-        # IDFT as in LO downconverter and PFS analysis.
-        tOffset = 1
-        # PFB loop per Ndown input xData samples
-        for b in range(Nblocks):
-            # Time shift
-            tShift = b * Ndown
-            # Apply window
-            tRange = np.arange(Ncoefs) + tShift
-            tData = xData[tRange]  # data for whole window
-
-            # 1) Variant using PFS
-            # Shifting in the (old and new) data for the whole window is
-            # equivalent to shifting in only the new data
-            if 0:
-                # load whole window data
-                pfs.shift_in_data(np.flip(tData))
-            else:
-                # shift in new data block
-                tBlock = tData[Ncoefs - Ndown:]
-                pfs.shift_in_data(np.flip(tBlock))
-            zPoly = pfs.polyDelays * pfs.polyCoefs
-            # Sum Ntaps
-            pfsData = np.sum(zPoly, axis=1)
-            # Flip polyphases 0:Ndft to match time order for DFT input
-            pfsData = np.flip(pfsData)
-
-            # 2) Variant using a delay line like in reconstruct.m
-            dLine = np.zeros(Ndelays, dtype='float')
-            # Need to load data at end of delay line to sum the taps correctly
-            # in case Ncoefs < Ndelays
-            dLine[Ndelays - Ncoefs : Ndelays] = tData * wCoefs
-            # Sum Ntaps
-            sumLine = np.zeros(Ndft, dtype='float')
-            for t in range(Ntaps):
-                sumLine += dLine[np.arange(Ndft) + t * Ndft]
-
-            # Verify that 1) PFS and 2) delay line yield same result
-            # . The two variants differ in structure, but yield same result.
-            if not np.allclose(sumLine, pfsData):
-                exit('ERROR: wrong analysis WOLA')
-
-            # Fixed time reference, roll is modulo Ndft
-            pfsShifted = np.roll(pfsData, tOffset + tShift)
-            # DFT
-            Yc[:, b] = np.fft.fft(pfsShifted)
-
-    elif structure == 'pfs':
-        # PFS with Ndft polyphases and shift in xBlocks of Ndown samples
-        pfs = PolyPhaseFirFilterStructure(Ndft, coefs)
-
-        # Prepend x with Ndown - 1 zeros, and represent x in Nblocks of Ndown
-        # samples
-        Nzeros = Ndown - 1
-        xBlocks, xData, Nx, Nblocks = polyphase_data_for_downsampling_whole_x(x, Ndown, Nzeros)
-
-        # Prepare output
-        Yc = np.zeros((Ndft, Nblocks), dtype='cfloat')
-
-        # PFB loop per Ndown input xData samples
-        for b in range(Nblocks):
-            # Filter block, the inData blocks are already flipped in
-            # polyphase_data_for_downsampling_whole_x()
-            inData = xBlocks[:, b]
-            pfsData = pfs.filter_block(inData)
-
-            # Time (m) and bin (k) dependend phase shift W_K^(kmM) by circular
-            # time shift of DFT input
-            tShift = b * Ndown
-            pfsShifted = np.roll(pfsData, -tShift)  # roll is modulo Ndft
-
-            # For 'ccw' apply IDFT, for 'cw' apply DFT(fold()), due to fold()
-            # both yield identical result
-            if commutator == 'cw':  # DFT
-                # For 'cw' fold the pfsData to apply the DFT
-                pfsShifted = np.roll(pfsShifted, -1)
-                pfsShifted = np.flip(pfsShifted)
-                Yc[:, b] = np.fft.fft(pfsShifted)
-            elif commutator == 'ccw':  # IDFT
-                # With 'ccw' keep the pfsData to apply IDFT
-                Yc[:, b] = np.fft.ifft(pfsShifted) * Ndft
-            else:
-                exit('ERROR: invalid commutator ' + str(commutator))
-    else:
-        exit('ERROR: invalid structure ' + str(structure))
-
-    if verbosity:
-        Ros = Ndft / Ndown
-        print('> analysis_dft_filterbank():')
-        print('  . len(x)     =', str(len(x)))
-        print('  . Nblocks    =', str(Nblocks))
-        print('  . Ros        =', str(Ros))
-        print('  . Ndown      =', str(Ndown))
-        print('  . Ndft       =', str(Ndft))
-        print('  . structure  =', structure)
-        if structure == 'pfs':
-            print('  . commutator =', commutator)
-        print('')
-    return Yc
-
-
-def synthesis_dft_filterbank(Xbase, Nup, Ndft, coefs, structure, commutator=None, verbosity=1):
-    """Synthesis DFT filterbank with Ros = Ndft / Nup.
-
-    Implements WOLA structure for DFT filterbank [CROCHIERE Fig 7.20]. Key
-    steps:
-
-    - Signal Xbase has time index m and Ndft values.
-
-    Input:
-    . Xbase: Complex baseband signals for Ndft bins, and Nblocks in time m.
-    . Nup: upsample factor and output block size
-    . Ndft: DFT size, number of polyphases in PFS FIR filter
-    . coefs: prototype LPF FIR filter coefficients for anti aliasing and
-      interpolating BPF
-    . structure: 'wola'
-    . commutator: 'cw' to use DFT or 'ccw' to use IDFT
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . y: Upsampled and upconverted output signal y[n].
-    """
-    Ros = Ndft / Nup
-
-    # Xbase has Ndft rows and Nblocks columns
-    Nblocks = np.size(Xbase, axis=1)
-
-    # Prepare output
-    Noutput = Nup * Nblocks + len(coefs)
-    y = np.zeros(Noutput, dtype='float')
-
-    # Adjust LO phase for group delay of analysis LPF and synthesis LPF in
-    # series. This is not needed in practise, but is needed to be able to
-    # exactly compare reconstructed signal with original input time series
-    # signal. Assume analysis coefs and synthesis coefs have linear phase and
-    # same length (but not necessarily same coefs), then the total group
-    # delay is (len(coefs) - 1) / 2 + (len(coefs) - 1) / 2.
-    hPairGroupDelay = len(coefs) - 1
-
-    # Oversampling synthesis DFT filterbank
-    if structure == 'wola':
-        # >>> Use WOLA structure [CROCHIERE Fig 7.20]
-        # Apply the coefs as a window conform [CROCHIERE Eq 7.76].
-        # Use PFS with Ndft polyphases for delay line and coefs window
-        pfs = PolyPhaseFirFilterStructure(Ndft, coefs)
-        # Use coefs as window
-        wCoefs = coefs
-
-        # Get parameters
-        Ncoefs = pfs.Ncoefs
-        Ntaps = pfs.Ntaps
-        Ndelays = pfs.Ndelays  # zero padded coefs
-
-        # PFB loop per Nup output y samples
-        for b in range(Nblocks):
-            # For 'ccw' apply IDFT, for 'cw' apply DFT(fold()), due to fold()
-            # both # yield identical result
-            if commutator == 'cw':  # DFT
-                # For 'cw' fold the Xbase to apply the DFT
-                xTime = np.real(np.fft.fft(fold(Xbase[:, b])))
-            else:  # 'ccw', IDFT
-                # With 'ccw' keep the Xbase to apply IDFT
-                xTime = Ndft * np.real(np.fft.ifft(Xbase[:, b]))
-
-            # Apply filter group delay (hPairGroupDelay), and time (m) and bin
-            # (k) dependend phase shift W_K^(kmM) by circular time shift of
-            # DFT output. To get from fixed time reference to sliding time
-            # reference.
-            tShift = b * Nup - hPairGroupDelay
-            xShifted = np.roll(xTime, -tShift)  # roll is modulo Ndft
-
-            # 1) Variant using PFS.
-            # Load xTime at Ntaps in polyDelays
-            pfs.parallel_load(xShifted)
-            # Apply FIR coefs per delay element
-            zPoly = Nup * pfs.polyDelays * pfs.polyCoefs
-            zLine = pfs.map_to_delay_line(zPoly)
-            zLine = zLine[0:Ncoefs]
-
-            # 2) Variant using a delay line like in reconstruct.m
-            # Copy data at Ntaps
-            dLine = np.zeros(Ndelays, dtype='float')
-            for t in range(Ntaps):
-                dLine[np.arange(Ndft) + t * Ndft] = xShifted
-            # Apply window
-            yLine = np.zeros(Ncoefs, dtype='float')
-            yLine = Nup * dLine[0:Ncoefs] * wCoefs
-
-            # Verify that 1) PFS and 2) delay line yield same result
-            # . Both structures are in fact identical, because both use
-            #   parallel load of the xShifted data.
-            if not np.allclose(zLine, yLine):
-                exit('ERROR: wrong sythesis WOLA')
-
-            # Overlap add weigthed input to the output
-            tRange = np.arange(pfs.Ncoefs) + b * Nup
-            y[tRange] += zLine
-
-    else:
-        # No 'pfs' for fractional oversampled synthesis, because the
-        # interpolator cannot be separated in independent branches
-        # then. Expect when Ros is integer [CROCHIERE 7.2.4].
-        exit('ERROR: invalid structure ' + str(structure))
-
-    if verbosity:
-        print('> synthesis_dft_filterbank():')
-        print('  . Nblocks    =', str(Nblocks))
-        print('  . Ros        =', str(Ros))
-        print('  . Nup        =', str(Nup))
-        print('  . Ndft       =', str(Ndft))
-        print('  . structure  =', structure)
-        print('  . commutator =', commutator)
-        print('')
-    return y
diff --git a/applications/lofar2/model/rtdsp/firfilter.py b/applications/lofar2/model/rtdsp/firfilter.py
deleted file mode 100644
index 843d306bf3cf7b49ef35d8d93c22016558816ee3..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/firfilter.py
+++ /dev/null
@@ -1,491 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: FIR filter functions for DSP
-# Description:
-#
-# References:
-# [1] dsp_study_erko.txt
-# [2] https://github.com/chipmuenk/dsp/blob/main/notebooks/02_LTF/LTF-IIR-allgemein.ipynb
-
-import numpy as np
-from sys import exit
-from scipy import signal
-from .utilities import c_rtol, c_atol, ceil_div, ceil_pow2, is_even, is_symmetrical
-from .fourier import fourier_interpolate, dtft, estimate_gain_at_frequency
-
-
-###############################################################################
-# Windowed sinc filter design
-###############################################################################
-
-def raised_cosine_response(Ntaps, Nsps, roBeta):
-    """Generate a raised cosine (RC) FIR filter impulse response.
-
-    Input:
-    . Ntaps : FIR filter length
-    . Nsps: symbol period Tsymbol in number of samples per symbol
-    . roBeta : Roll off factor in [0, 1.0], BW = (1 + roBeta) / Tsymbol, so:
-       - roBeta = 0.0: rectangular spectrum with BW = 1 / Tsymbol
-       - roBeta = 1.0: cosine spectrum with BW = 2 / Tsymbol
-    Return:
-    . hRc : impulse response of the raised cosine filter.
-    """
-    # time axis
-    Tsymbol = Nsps  # normalized sample period Ts = 1.0
-    tIndices = np.arange(Ntaps)
-    tCenter = (Ntaps - 1) / 2
-    t = tIndices - tCenter
-
-    # sinc term, can use array assignment because sinc(1 / 0) = 1
-    hRc = 1 / Tsymbol * np.sinc(t / Tsymbol)  # np.sinc(x) = sin(pi x) / (pi x)
-
-    # apply cos term, use for loop instead of array assignment, to detect divide by 0
-    for tI in tIndices:
-        t = tI - tCenter
-        if np.abs(t) != Tsymbol / (2 * roBeta):
-            hRc[tI] *= np.cos(np.pi * roBeta * t / Tsymbol) / (1 - (2 * roBeta * t / Tsymbol)**2)
-    return hRc
-
-
-def square_root_raised_cosine_response(Ntaps, Nsps, roBeta):
-    """Generate a square root raised cosine (SRRC) FIR filter impulse response.
-
-    Reference:
-    . [HARRIS section 4.3]
-    . https://en.wikipedia.org/wiki/Root-raised-cosine_filter
-
-    Input:
-    . Ntaps : FIR filter length
-    . Nsps: symbol period Tsymbol in number of samples per symbol
-    . roBeta : Roll off factor in [0, 1.0]
-       - roBeta = 0.0: rectangular spectrum with BW = 1 / Tsymbol
-       - roBeta = 1.0: sqrt cosine spectrum with BW = 2 / Tsymbol
-    Return:
-    . hSrRc : impulse response of the square root raised cosine filter.
-    """
-    # time axis
-    Tsymbol = Nsps  # normalized sample period Ts = 1.0
-    tIndices = np.arange(Ntaps)
-    tCenter = (Ntaps - 1) / 2
-    t = tIndices - tCenter
-
-    # numerator term, using array assignment
-    hSrRc = 1 / Tsymbol * (np.cos(np.pi * (1 + roBeta) * t / Tsymbol) * 4 * roBeta * t / Tsymbol +
-                           np.sin(np.pi * (1 - roBeta) * t / Tsymbol))
-
-    # apply denumerator term, use for loop instead of array assignment, to detect divide by 0
-    for tI in tIndices:
-        t = tI - tCenter
-        if t == 0.0:
-            hSrRc[tI] = 1 / Tsymbol * (1 + roBeta * (4 / np.pi - 1))
-        elif np.abs(t) == Tsymbol / (4 * roBeta):
-            hSrRc[tI] = 1 / Tsymbol * roBeta / np.sqrt(2) * \
-                ((1 + 2 / np.pi) * np.sin(np.pi / (4 * roBeta)) +
-                 (1 - 2 / np.pi) * np.cos(np.pi / (4 * roBeta)))
-        else:
-            hSrRc[tI] /= (1 - (4 * roBeta * t / Tsymbol)**2) * (np.pi * t / Tsymbol)
-    return hSrRc
-
-
-###############################################################################
-# FIR Filter design
-###############################################################################
-
-def nof_taps_kaiser_window(fs, fpass, fstop, atten_db):
-    """Number of FIR LPF taps using Kaiser window based design
-
-    Reference: [HARRIS 3.2, Fig. 3.8 for kaiserBeta]
-    """
-    df = fstop - fpass
-    return int((fs / df) * (atten_db - 8) / 14)
-
-
-def nof_taps_remez(fs, fpass, fstop, atten_db):
-    """Number of FIR LPF taps using remez = Parks-McClellan based design.
-
-    Reference: [HARRIS 3.3, LYONS 5.6]
-    """
-    df = fstop - fpass
-    return int((fs / df) * (atten_db / 22))
-
-
-def ideal_low_pass_filter(Npoints, Npass, bandEdgeGain=1.0):
-    """Derive FIR coefficients for prototype low pass filter using ifft of
-    magnitude frequency response.
-
-    The Npoints defines the double sided spectrum, so Npass = 2 * fpass / fs
-    * Npoints, where fpass is the positive cutoff frequency of the LPF.
-
-    Input:
-    - Npoints: Number of points of the DFT in the filterbank
-    - Npass: Number of points with gain > 0 in pass band.
-    - bandEdgeGain : Gain at band edge
-    Return:
-    - h: FIR coefficients from impulse response
-    - f: normalized frequency axis for HF, fs = 1
-    - HF: frequency transfer function of h
-    """
-    # Magnitude frequency reponse
-    HF = np.zeros([Npoints])
-    HF[0] = bandEdgeGain
-    HF[1 : Npass - 1] = 1
-    HF[Npass - 1] = bandEdgeGain
-    # Zero center HF to make it even
-    HF = np.roll(HF, -(Npass // 2))
-    f = np.arange(0, 1, 1 / Npoints)
-    # Filter impulse response
-    h = np.fft.ifft(HF).real  # imag is 0 for even HF
-    h = np.roll(h, Npoints // 2)
-    return h, f, HF
-
-
-def design_fir_low_pass_filter(method,
-                               Ncoefs, fpass, fstop, fcutoff=0, cutoffGain=0.5, rippleWeights=[1, 1],
-                               kaiserBeta=0, fs=1.0,
-                               cutoffBW=0, verbosity=1):
-    """Derive FIR coefficients for low pass filter
-
-    Use method 'firls' or 'remez', fs = 1.0
-
-    Derive symmetrical FIR coeffients for linear phase. For symmetrical
-    coefficient FIR filters the group delay is (Ncoefs - 1) / 2, so
-    choose Ncoefs is odd to have integers number of samples output delay.
-
-    Normalize DC gain to 1.0.
-
-    Remark:
-    . The actual LPF gain at fcutoff will differ from specified cutoffGain by about 1%.
-
-    Workaround:
-    . Method 'firls' does not support zero BW at fcutoff. With single fcutoff point error occurs: 'bands must be
-      monotonically nondecreasing and have width > 0'. Work around: use a very narrow band cutoffBW at fcutoff.
-      The cutoffBW band has to be much smaller than the transition band transistionBW, to avoid a flattened gain
-      around fcutoff, but also not too small, because then the cutoffGain at fcutoff is not achieved.
-      Default force cutoffBW = transistionBW / 10 for 'firls' when input cutoffBW=0. For 'remez' method the
-      cutoffBW=0 effectively, without work around, because 'remez' does support single fcutoff value specification.
-
-    Input:
-    - method: FIR filter design method 'firls' or 'remez'
-    - Ncoefs: Actual number of prototype FIR filter coefficients, any extra
-      coefs are zero
-    - fpass: pass band frequency
-    - fstop: stop band frequency
-    - fs: sample frequency, 0 < fpass < fcutoff < fstop < fNyquist = fs / 2
-    - fcutoff: when fcutoff > 0, then define cutoff frequency point in transition band, fpass < fcutoff < fstop
-    - cutoffGain: normalized LPF gain at fcutoff
-    - rippleWeights: relative ripple factors for pass band, optional fcutoff, and stop band
-    - kaiserBeta: When kaiserBeta > 0, then additionally apply a Kaiser window on FIR
-      coefficients
-    - cutoffBW: workaround bandwidth at fcutoff for firls, because firls does not support zero BW at fcutoff.
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    - h: FIR coefficients for requested Ncoefs
-    """
-    fNyquist = fs / 2
-    lpBW = fpass + fstop  # low pass bandwidth is twice center of transition band
-    transistionBW = fstop - fpass
-
-    # Initial FIR filter length N
-    # . Use interpolation of factor Q shorter filter to ensure the FIR filter design converges
-    #   and to speed up calculation. N >> NcoefsFirlsMax = 1024 is not feasible.
-    # . The passband ripple and stopband attenuation depend on the transition bandwidth
-    #   and the rippleWeights. Choose transition band width ~< fpass, to ensure the FIR filter
-    #   design converges and improve the passband ripple and stopband attenuation. A too large
-    #   transition bandwidth also gives the design too much freedom and causes artifacts in
-    #   the transition band.
-    if method == 'firls':
-        NcoefsFirlsMax = 1024
-        Q = ceil_div(Ncoefs, NcoefsFirlsMax)
-        # Band edges should be less than fNyquist = fs / 2
-        if fstop * Q >= fNyquist:
-            Q = int(fNyquist / fstop)
-        N = Ncoefs // Q
-        # If necessary -1 to make odd, because firls only supports odd number of FIR coefficients
-        if is_even(N):
-            N = N - 1
-    if method == 'remez':
-        NcoefsRemezMax = 512
-        Q = ceil_div(Ncoefs, NcoefsRemezMax)
-        # Band edges should be less than fNyquist = fs / 2
-        if fstop * Q >= fNyquist:
-            Q = int(fNyquist / fstop)
-        N = Ncoefs // Q
-
-    # Low pass transition band
-    f_pb = fpass * Q  # pass band frequency
-    f_co = fcutoff * Q  # optional cutoff frequency in transition band
-    f_sb = fstop * Q  # stop band frequency
-    f_tb = transistionBW * Q
-
-    # Calculate initial FIR filter for length N
-    if method == 'firls':
-        if not fcutoff:
-            hFir = signal.firls(N, [0, f_pb, f_sb, fNyquist],
-                                   [1, 1, 0, 0], rippleWeights, fs=fs)
-        else:
-            if cutoffBW == 0:
-                b_co = f_tb / 10  # default
-            else:
-                b_co = cutoffBW * Q  # from input argument
-            hFir = signal.firls(N, [0, f_pb, f_co - b_co / 2, f_co + b_co / 2, f_sb, fNyquist],
-                                   [1, 1, cutoffGain, cutoffGain, 0, 0], rippleWeights, fs=fs)
-    if method == 'remez':
-        if not fcutoff:
-            hFir = signal.remez(N, [0, f_pb, f_sb, fNyquist],
-                                   [1, 0], rippleWeights, fs=fs)
-        else:
-            hFir = signal.remez(N, [0, f_pb, f_co, f_co, f_sb, fNyquist],
-                                   [1, cutoffGain, 0], rippleWeights, fs=fs)
-
-    # Additionally apply a Kaiser window, with kaiserBeta = 1 like in pfs_coeff_final.m, this improves
-    # the stopband attenuation near the transition band somewhat
-    # . kaiserBeta: 0 rect, 5 hamming, 6 hanning
-    if kaiserBeta:
-        win = signal.windows.kaiser(N, kaiserBeta)
-        hFir *= win
-
-    # Normalize DC gain
-    dcSum = np.sum(hFir)
-    hFir *= 1.0 / dcSum
-
-    if len(hFir) == Ncoefs:
-        h = hFir
-    else:
-        # Use Fourier interpolation to create final FIR filter coefs when
-        # Q > 1 or when N != Ncoefs
-        HFfir = np.fft.fft(hFir)
-        h = fourier_interpolate(HFfir, Ncoefs, verbosity=0)
-
-    if verbosity:
-        print('> design_fir_low_pass_filter():')
-        print('. Method              = %s' % method)
-        print('. Q                   = %f' % Q)
-        print('. fpass               = %f' % fpass)
-        print('. fstop               = %f' % fstop)
-        print('. lpBW                = %f' % lpBW)
-        print('. transistionBW       = %f' % transistionBW)
-        if fcutoff:
-            print('. fcutoff             = %f' % fcutoff)
-            print('. cutoffGain          = %f' % cutoffGain)
-        print('. fNyquist            = %f' % fNyquist)
-        print('. fs                  = %f' % fs)
-        print('. Ncoefs              = %d' % len(h))
-        print('. DC sum              = %f' % np.sum(h))
-        print('. Symmetrical coefs   = %s' % is_symmetrical(h))
-        print('')
-    return h
-
-
-def design_fir_low_pass_filter_adjust(method,
-                                      Ncoefs, fpass, fstop, fcutoff, cutoffGain=0.5, rippleWeights=[1, 1],
-                                      kaiserBeta=0, fs=1.0, resolution=1e-4, verbosity=1):
-    """Derive FIR coefficients for low pass filter for exact fcutoff
-
-    Uses design_fir_low_pass_filter() but achieves cutoffGain at fcutoff by iteratively adjusting
-    fpass or fstop, and fpass < fcutoff < fstop.
-
-    Input:
-    . resolution: Resolution measure for frequency and for gain. It appears that at some fine resolution
-      even finer resolution does not yield more accurate cutoffGain. Possibly due to the method.
-    Return:
-    . h: LPF impulse response
-    """
-    # Determine whether to adjust fpass or fstop
-    nofIterations = 1
-    nofIterationsMax = 100
-    Ndtft = ceil_pow2(max(Ncoefs, 1 / resolution) * 10)
-    h = design_fir_low_pass_filter(method, Ncoefs, fpass, fstop, rippleWeights=rippleWeights,
-                                   kaiserBeta=kaiserBeta, fs=fs, verbosity=0)
-    _, fn, HF = dtft(h, Ndtft)
-    f = fn * fs
-    fIndex, fValue, fGain = estimate_gain_at_frequency(f, HF, fcutoff)
-    if fGain < cutoffGain:
-        adjustBand = 0  # increase fpass
-        adjustBW = fcutoff - fpass
-    else:
-        adjustBand = 1  # decrease fstop
-        adjustBW = fstop - fcutoff
-
-    # Iterate to achieve cutoffGain at fcutoff
-    fRadix = 8
-    fStep = adjustBW / fRadix
-    gainResolution = cutoffGain * resolution
-    freqResolution = 0.1 * fs / Ndtft
-    FP = fpass
-    FS = fstop
-    while True:
-        # Calculate iteration
-        nofIterations += 1
-        h = design_fir_low_pass_filter(method, Ncoefs, FP, FS, rippleWeights=rippleWeights,
-                                       kaiserBeta=kaiserBeta, fs=fs, verbosity=0)
-        _, fn, HF = dtft(h, Ndtft)
-        fIndex, fValue, fGain = estimate_gain_at_frequency(f, HF, fcutoff)
-        # print('DEBUG: FP, FS, fIndex, fValue, fGain = %s' % str((FP, FS, fIndex, fValue, fGain)))
-        if np.abs(fGain - cutoffGain) < gainResolution:
-            break
-        if fStep < freqResolution:
-            break
-        if nofIterations > nofIterationsMax:
-            exit('ERROR: Too many iterations (%d > %d).' % (nofIterations, nofIterationsMax))
-        # Prepare next iteration
-        if adjustBand == 0:
-            if fGain < cutoffGain:
-                # Keep on increasing FP
-                FP += fStep
-                # print('DEBUG: Increase FP = %s' % str(FP))
-                # If necessary increase FS to keep fcutoff, this can occur when rippleWeights for stop band >
-                # rippleWeights for pass band
-                if FP >= fcutoff:
-                    FP = fpass
-                    FS += fStep
-                    # print('DEBUG: Need to increment FS = %s' % str(FS))
-            else:
-                # FP too high, one fStep back and increment FP with reduced fStep
-                FP -= fStep
-                fStep /= fRadix
-                FP += fStep
-                # print('DEBUG: FP too high, decrease fStep: FP, fStep = %s' % str((FP, fStep)))
-        else:
-            if fGain > cutoffGain:
-                # Keep on decreasing FS
-                FS -= fStep
-                # print('DEBUG: Decrease FS = %s' % str(FS))
-            else:
-                # FS too low, one fStep back and decrement FS with reduced fStep
-                FS += fStep
-                fStep /= fRadix
-                FS -= fStep
-                # print('DEBUG: FS too low, decrease fStep: FS, fStep = %s' % str((FS, fStep)))
-
-    if verbosity:
-        # Repeat design_fir_low_pass_filter() for logging
-        h = design_fir_low_pass_filter(method, Ncoefs, FP, FS, rippleWeights=rippleWeights,
-                                       kaiserBeta=kaiserBeta, fs=fs, verbosity=verbosity)
-        print('> design_fir_low_pass_filter_adjust():')
-        print('. nofIterations        = %d' % nofIterations)
-        print('. FP / fpass           = %f' % (FP / fpass))
-        print('. FS / fstop           = %f' % (FS / fstop))
-        print('. fcutoff              = %f' % fcutoff)
-        print('. fGain                = %f' % fGain)
-        print('. fGain**2             = %f' % (fGain**2))
-        print('')
-    return h
-
-
-def prototype_fir_low_pass_filter(method='firls',
-                                  Npoints=1024, Ntaps=16, Ncoefs=1024*16,
-                                  hpFactor=0.9, transitionFactor=0.4, stopRippleFactor=1000000, kaiserBeta=0, fs=1.0):
-    """Derive FIR coefficients for prototype low pass filter
-
-    Use method 'firls' or 'remez'.
-
-    Default use LPF specification for LOFAR subband filter. For subband filter
-    BWbin = fs / Npoints and the number of subbands is Nsub = Npoints / 2.
-
-    For multirate upsampling or or downsampling filter the Npoints is the
-    multirate factor Nup in upsampling or Ndown in downsampling. The fpass =
-    BWbin / 2 = fNyquist / Npoints, where fNyquist = fs / 2.
-
-    Use hpFactor < 1.0 to increase attentuation at fpass, to reduce disturbance
-    due to aliasing.
-
-    The number of prototype FIR filter coefficients Ncoefs <= Npoints * Ntaps.
-    For symmetrical-coefficient FIR filters the group delay is
-    (Ncoefs - 1) / 2, so choose Ncoefs is odd to have integers number of
-    samples output delay.
-
-    Normalize DC gain to 1.0.
-
-    Input:
-    - method: FIR filter design method 'firls' or 'remez'
-    - Npoints: Number of points of the DFT in the filterbank, or multirate
-      factor Nup in upsampling or Ndown in downsampling
-    - Ntaps: Number of taps per polyphase.
-    - Ncoefs: Actual number of prototype FIR filter coefficients, any extra
-      coefs are zero
-    - hpFactor : Half power bandwidth of the filter relative to BWbin
-    - transitionFactor: transition bandwidth factor relative to fpass
-    - stopRippleFactor: stopband ripple factor relative to pass band ripple
-    - kaiserBeta: When kaiserBeta > 0 then additionally apply a Kaiser window on FIR
-      coefficients
-    - fs: sample frequency, for logging
-    Return:
-    - h: FIR coefficients for requested Ncoefs
-    """
-    # LPF specification for subband filter
-    BWbin = fs / Npoints  # bandwidth of one bin (is subband frequency)
-    # Use half power bandwidth factor to tune half power cutoff frequency of LPF, default 1.0
-    BWpass = hpFactor * BWbin
-    fpass = BWpass / 2  # pass band frequency of bin at DC: -fpass to +fpass
-    transitionBW = transitionFactor * fpass  # transition bandwidth
-    fcutoff = 0  # not used, use hpFactor instead
-    cutoffGain = 0.5
-    fstop = fpass + transitionBW  # stop band frequency
-    rippleWeights = [1, stopRippleFactor]
-
-    # Design subband filter
-    h = design_fir_low_pass_filter(method, Ncoefs, fpass, fstop, fcutoff, cutoffGain, rippleWeights, kaiserBeta, fs)
-    return h
-
-
-###############################################################################
-# Filterbank
-###############################################################################
-
-def filterbank_frequency_response(HFprototype, Npoints):
-    """Aggregate frequency reponse of filterbank
-
-    Sum of bandpass responses for all Npoints frequency bins in a filterbank.
-
-                N-1
-    HFbank(w) = sum HF_k(w), with HF_k(w) = H0(w - 2pi/N k)
-                k=0
-
-    and H0(w) is the prototype LPF [PROAKIS Eq. 10.9.2].
-    """
-    Lprototype = len(HFprototype)  # corresponds to 2 pi
-    Lbin = Lprototype // Npoints  # corresponds to 2 pi / N
-    HFbank = np.zeros(Lprototype, dtype='cfloat')
-    for bi in range(Npoints):
-        HFbank += np.roll(HFprototype, bi * Lbin)
-    return HFbank
-
-
-def filterbank_impulse_response(hprototype, Npoints):
-    """Impulse reponse of filterbank
-
-    Sum of bandpass impulse responses for all Npoints frequency bins in a
-    filterbank.
-
-               N-1
-    hbank[n] = sum hprototype[n] * exp(-j * 2 * np.pi / Npoints * k * n)
-               k=0
-    """
-    Lprototype = len(hprototype)
-    hbank = np.zeros(Lprototype, dtype='cfloat')
-    for k in range(Npoints):
-        hbank += hprototype * np.exp(-1.0j * 2 * np.pi / Npoints * k * np.arange(Lprototype))
-    # hbank.imag is zero
-    if not np.allclose(hbank.imag, np.zeros(Lprototype), rtol=c_rtol, atol=c_atol * Npoints):
-        exit('ERROR: hbank.imag != 0 (max(abs) = %e)' % np.max(np.abs(hbank.imag)))
-    return hbank.real
diff --git a/applications/lofar2/model/rtdsp/fourier.py b/applications/lofar2/model/rtdsp/fourier.py
deleted file mode 100644
index bfdc16b160c6efc26fd93d772b6aed031de23a8a..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/fourier.py
+++ /dev/null
@@ -1,199 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: Fourier transform functions for DSP
-# Description:
-#
-# References:
-# [1] dsp_study_erko.txt
-
-import numpy as np
-from .utilities import c_rtol, c_atol, ceil_pow2, is_even
-
-
-###############################################################################
-# Time domain interpolation using DFT
-###############################################################################
-
-def fourier_interpolate(HFfilter, Ncoefs, verbosity=1):
-    """Use Fourier interpolation to create final FIR filter coefs.
-
-    HF contains filter transfer function for N points, in order 0 to fs. The
-    interpolation inserts Ncoefs - N zeros and then performs IFFT to get the
-    interpolated impulse response.
-
-    Use phase correction dependent on interpolation factor Q to have fractional
-    time shift of hInterpolated, to make it symmetrical. Similar as done in
-    pfs_coeff_final.m and pfir_coeff.m. Use upper = conj(lower), because that
-    is easier than using upper from HFfilter.
-
-    Reference: LYONS 13.27, 13.28
-    """
-    N = len(HFfilter)
-    K = N // 2
-
-    # Interpolation factor Q can be fractional, for example:
-    # - Ncoefs = 1024 * 16
-    #   . firls: N = 1024 + 1  --> Q = 15.98439
-    #   . remez: N = 1024 --> Q = 16
-    Q = Ncoefs / N
-
-    # Apply phase correction (= time shift) to make the impulse response
-    # exactly symmetric
-    f = np.arange(N) / Ncoefs
-    p = np.exp(-1j * np.pi * (Q - 1) * f)
-    HF = HFfilter * p
-
-    HFextended = np.zeros(Ncoefs, dtype=np.complex_)
-    if is_even(N):
-        # Copy DC and K - 1 positive frequencies in lower part (K values)
-        HFextended[0:K] = HF[0:K]  # starts with DC at [0]
-        # Create the upper part of the spectrum from the K - 1 positive
-        # frequencies and fs/2 in lower part (K values)
-        HFflip = np.conjugate(np.flip(HF[0:K + 1]))  # contains DC at [0]
-        HFextended[-K:] = HFflip[0:K]  # omit DC at [K]
-        # K + K = N values, because N is even and K = N // 2
-    else:
-        # Copy DC and K positive frequencies in lower part (K + 1 values)
-        HFextended[0:K + 1] = HF[0:K + 1]  # starts with DC at [0]
-        # Create the upper part of the spectrum from the K positive
-        # frequencies in the lower part (K values)
-        HFflip = np.conjugate(np.flip(HF[0:K + 1]))  # contains DC at [0]
-        HFextended[-K:] = HFflip[0:K]  # omit DC at [K]
-        # K + 1 + K = N values, because N is odd and K = N // 2
-    hInterpolated = np.fft.ifft(HFextended)
-    if np.allclose(hInterpolated.imag, np.zeros(Ncoefs), rtol=c_rtol, atol=c_atol):
-        if verbosity:
-            print('hInterpolated.imag ~= 0')
-    else:
-        print('WARNING: hInterpolated.imag != 0 (max(abs) = %e)' % np.max(np.abs(hInterpolated.imag)))
-    return hInterpolated.real
-
-
-###############################################################################
-# Discrete Time Fourier Transform (DTFT)
-###############################################################################
-
-def dtft(coefs, Ndtft=None, zeroCenter=True, fftShift=True):
-    """Calculate DTFT of filter impulse response or window.
-
-    Use DFT with Ndtft points, to have frequency resolution of 2 pi / Ndtft.
-    Define h by extending coefs with Ndtft - Ncoefs zeros, where Ncoefs =
-    len(coefs). This DFT approaches the DTFT using bandlimited interpolation,
-    similar to INTERP() which interpolates by factor L = Ndtft / Ncoefs [JOS1].
-
-    Input:
-    . coefs: filter impulse response or window coefficients
-    . Ndtft: number of points in DFT to calculate DTFT
-    . zeroCenter: when True zero center h to have even function that aligns
-      with cos() in DTFT, for zero-phase argument (+-1 --> 0, +-pi). Else
-      apply h as causal function.
-    . fftShift: when True fft shift to have -0.5 to +0.5 frequency axis,
-      else use 0 to 1.0.
-    Return:
-    . h: zero padded coefs
-    . fn: normalized frequency axis for HF, fs = 1
-    . HF: dtft(h), the frequency transfer function of h
-    """
-    c_interpolate = 10
-    Ncoefs = len(coefs)
-    if Ndtft is None:
-        Ndtft = ceil_pow2(Ncoefs * c_interpolate)
-    # Time series, causal with coefs at left in h
-    h = np.concatenate((coefs, np.zeros([Ndtft - Ncoefs])))
-    if zeroCenter:
-        # Zero center h to try to make it even
-        h = np.roll(h, -(Ncoefs // 2))
-    # DFT
-    HF = np.fft.fft(h)
-    # Normalized frequency axis, fs = 1, ws = 2 pi
-    fn = np.arange(0, 1, 1 / Ndtft)  # fn = 0,pos, neg
-    if fftShift:
-        # FFT shift to center HF, fn = neg, 0,pos
-        fn = fn - 0.5
-        HF = np.roll(HF, Ndtft // 2)
-    return h, fn, HF
-
-
-###############################################################################
-# Estimate f for certain gain or estimate gain for certain frequency
-###############################################################################
-
-def estimate_gain_at_frequency(f, HF, freq):
-    """Find gain = abs(HF) at frequency in f that is closest to freq.
-
-    Input:
-    . f: frequency axis as f = fn * fs for fn from dtft() with fftShift=True
-    . HF: spectrum as from dtft() with fftShift=True
-    . freq : frequency to look for in f
-    Return:
-    . fIndex: index of frequency in f that is closest to freq
-    . fValue: frequency at fIndex
-    . fGain : gain = abs(HF) at fIndex
-    """
-    fDiff = np.abs(f - freq)
-    fIndex = fDiff.argmin()
-    fValue = f[fIndex]
-    fGain = np.abs(HF[fIndex])
-    return fIndex, fValue, fGain
-
-
-def estimate_frequency_at_gain(f, HF, gain):
-    """Find positive frequency in f that has gain = abs(HF) closest to gain.
-
-    Look only in positive frequencies and from highest frequency to lowest
-    frequency to avoid band pass ripple gain variation in LPF.
-
-    Input:
-    . f: frequency axis as f = fn * fs for fn from dtft() with fftShift=True
-    . HF: spectrum as from dtft() with fftShift=True
-    . gain : gain to look for in HF
-    Return:
-    . fIndex: index of frequency in f that has abs(HF) closest to gain
-    . fValue: frequency at fIndex
-    . fGain : gain = abs(HF) at fIndex
-    """
-    # Look only in positive frequencies
-    pos = len(f[f <= 0])
-    HFpos = HF[pos:]
-    HFgain = np.abs(HFpos)
-    HFdiff = np.abs(HFgain - gain)
-    # Flip to avoid detections in LPF band pass
-    HFdiff = np.flipud(HFdiff)
-    fIndex = pos + len(HFpos) - 1 - HFdiff.argmin()
-    fValue = f[fIndex]
-    fGain = np.abs(HF[fIndex])
-    return fIndex, fValue, fGain
-
-
-###############################################################################
-# Radix FFT
-###############################################################################
-
-# def radix_fft():
-#     """Calculate DFT using smaller DFTs
-#
-#     Use DFTs with radices equal to the greatest common dividers (gcd) of the
-#     input DFT size.
-#
-#     https://stackoverflow.com/questions/9940192/how-to-calculate-a-large-size-fft-using-smaller-sized-ffts
-#     """
diff --git a/applications/lofar2/model/rtdsp/hilbert.py b/applications/lofar2/model/rtdsp/hilbert.py
deleted file mode 100644
index cb74685ac5add40ad3b985030e3ab7c7a5c62d7e..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/hilbert.py
+++ /dev/null
@@ -1,82 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: Hilbert transform functions for DSP
-# Description:
-#
-# References:
-# [1] dsp_study_erko.txt
-
-import numpy as np
-from .utilities import is_even
-
-
-###############################################################################
-# Hilbert transform filter
-###############################################################################
-
-def hilbert_response(Ntaps):
-    """Calculate impulse response of Hilbert filter truncated to Ntaps
-    coefficients.
-
-    h(t) = 1 / (pi t) ( 1 - cos(ws t / 2), l'Hoptial's rule: h(0) = 0
-
-    For n = ...-2, -1, 0, 1, 2, ..., and Ts = 1, and Ntaps is
-    . odd: t = n Ts
-        ht[n] = 1 / (pi n)) ( 1 - cos(pi n))
-              = 0, when n is even
-              = 2 / (pi n), when n is odd
-    . even: t = (n + 0.5) Ts
-        ht(n) = 1 / (pi m)) ( 1 - cos(pi m)), with m = n + 0.5
-    """
-    Npos = Ntaps // 2
-    if is_even(Ntaps):
-        ht = np.zeros(Npos)
-        for n in range(0, Npos):
-            m = n + 0.5
-            ht[n] = 1 / (np.pi * m) * (1 - np.cos(np.pi * m))
-        ht = np.concatenate((np.flip(-ht), ht))
-    else:
-        Npos += 1
-        ht = np.zeros(Npos)
-        for n in range(1, Npos, 2):
-            ht[n] = 2 / (np.pi * n)
-        ht = np.concatenate((np.flip(-ht[1:]), ht))
-    return ht
-
-
-def hilbert_delay(Ntaps):
-    """Delay impulse by (Ntaps - 1) / 2 to align with hilbert_response(Ntaps).
-
-    Analytic signal htComplex = htReal + 1j * htImag where:
-    . htReal = hilbert_delay(Ntaps)
-    . htImag = hilbert_response(Ntaps)
-
-    Only support integer delay D = (Ntaps - 1) / 2, so Ntaps is odd, then return
-    htReal, else return None.
-    """
-    if is_even(Ntaps):
-        return None
-    D = (Ntaps - 1) // 2
-    htReal = np.zeros(Ntaps)
-    htReal[D] = 1.0
-    return htReal
diff --git a/applications/lofar2/model/rtdsp/iirfilter.py b/applications/lofar2/model/rtdsp/iirfilter.py
deleted file mode 100644
index 46521897042eef75fb7b1e476b045989f81bba6b..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/iirfilter.py
+++ /dev/null
@@ -1,62 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: IIR filter design functions for DSP
-# Description:
-#
-# References:
-# [1] dsp_study_erko.txt
-# [2] https://webaudio.github.io/Audio-EQ-Cookbook/Audio-EQ-Cookbook.txt
-
-import numpy as np
-
-
-###############################################################################
-# IIR Filter design
-###############################################################################
-
-def iir_biquad_butter_coefficients(f0, BW, band='bandstop', fs=1):
-    """Calculate b0, b1, b2, a0, a1, a2 for biquad IIR filter section.
-
-    Bilinear transform of Butterworth filters, from [2].
-
-    For single biquad bandpass alternatively use signal.iirpeak()
-    For single biquad bandstop alternatively use signal.iirnotch()
-    """
-    w0 = 2 * np.pi * f0 / fs
-    Q = f0 / BW
-    si = np.sin(w0)
-    cs = np.cos(w0)
-    alpha = np.sin(w0) / (2 * Q)
-    a1 = -2 * cs
-    if band == 'lowpass':
-        b0 = 1 - cs
-        b = [b0 / 2, b0, b0 / 2]
-    elif band == 'highpass':
-        b0 = 1 + cs
-        b = [b0 / 2, -b0, b0 / 2]
-    elif band == 'bandstop':
-        b = [1, a1, 1]
-    elif band == 'bandpass':
-        b = [si / 2, 0, -si / 2]
-    a = [1 + alpha, a1, 1 - alpha]
-    return b, a
diff --git a/applications/lofar2/model/rtdsp/multirate.py b/applications/lofar2/model/rtdsp/multirate.py
deleted file mode 100644
index 7e9f14fee39426734a542b4cd2ed983d3d5a0f62..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/multirate.py
+++ /dev/null
@@ -1,656 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: Multirate functions for DSP
-# Description:
-#
-# Usage:
-# . Use [2] to verify this code.
-#
-# References:
-# [1] dsp_study_erko.txt
-# [2] pfb_os/up_downsampling.ipynb, pfb_os/multirate_mixer.ipynb
-#
-# Books:
-# . HARRIS 6
-# . LYONS
-# . CROCHIERE
-
-import numpy as np
-from sys import exit
-from scipy import signal
-from .utilities import c_rtol, c_atol, ceil_div
-
-c_firA = [1.0]  # FIR b = coefs, a = 1
-
-
-def zeros(shape, cmplx=False):
-    if cmplx:
-        return np.zeros(shape, dtype='cfloat')
-    else:
-        return np.zeros(shape)
-
-
-def ones(shape, cmplx=False):
-    return zeros(shape, cmplx) + 1
-
-
-def fold(x):
-    """Circular reverse sequence around index 0.
-
-    x[n] --> flip(x) --> x[N - n - 1]
-    x[n] --> fold(x) -> x[-n] = x[N - n] = roll(flip(x), 1)
-
-    The index is modulo N, so x[N - 0] = x[N] = x[0].
-    """
-    return np.roll(np.flip(x), 1)
-
-
-def down(x, D, phase=0):
-    """Downsample x[n] by factor D, xD[m] = x[m D], m = n // D
-
-    Keep every D-th sample in x and skip every D-1 samples after that sample.
-    """
-    xD = x[phase::D]
-    return xD
-
-
-def up(x, U):
-    """Upsample x by factor U, xU[m] = x[n] when m = n U, else 0.
-
-    After every sample in x insert U-1 zeros.
-    """
-    xU = zeros(len(x) * U, np.iscomplexobj(x))
-    xU[0::U] = x
-    return xU
-
-
-###############################################################################
-# Polyphase filter structure for input block processing
-###############################################################################
-
-class PolyPhaseFirFilterStructure:
-    """Polyphase FIR filter structure (PFS) per block of data
-
-    Purpose of PFS implementation is to avoid multiply by zero values in case
-    of upsampling and to avoid calculating samples that will be discarded in
-    case of downsampling. The output result of the PFS FIR is identical to
-    using the FIR filter. The spectral aliasing and spectral replication are
-    due to the sample rate change, not to the implementation structure.
-
-    The FIR data can be real to process real data, or complex to process
-    equivalent baseband data. The FIR coefficients are real.
-
-    The PFS is is suitable for downsampling and for upsampling:
-    - Upsampling uses the PFS as Transposed Direct-Form FIR filter, where the
-      commutator selects the polyphases from phase 0 to Nphases - 1 to yield
-      output samples for every input sample [HARRIS Fig 7.11, 7.12, CROCHIERE
-      Fig 3.25].
-    - Downsampling uses the PFS as a Direct-Form FIR filter, where the
-      commutator selects the polyphases from phase Nphases - 1 downto 0 to sum
-      samples from the past for one output sample [HARRIS Fig 6.12, 6.13,
-      CROCHIERE Fig 3.29].
-    - In both cases the commutator rotates counter clockwise, because the PFS
-      uses a delay line of z^(-1) called type 1 structure [CROCHIERE 3.3.3,
-      VAIDYANATHAN 4.3].
-
-    Input:
-    . coefs: Real FIR coefficients b[0 : Nphases * Ntaps - 1].
-    . Nphases: number of polyphases, is number of rows (axis=0) in the
-               polyphase structure.
-    . cmplx: Define PFS delays for real (when False) or complex (when True)
-             FIR data.
-    Derived:
-    . Ntaps: number of taps per polyphase, is number of columns (axis=1) in
-      the polyphase structure.
-    . polyCoefs: FIR coefficients storage with Nphases rows and Ntaps columns.
-    . polyDelays: FIR taps storage with Nphases rows and Ntaps columns.
-
-    Storage of FIR coefficients and FIR data:
-      Stream of input samples x[n], n >= 0 for increasing time. Show index n
-      also as value so x[n] = n:
-
-                 oldest sample                             newest sample
-        x         v                                                  v
-        samples  [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, ...]
-        blocks   [         0,          1,            2,              3]
-                                                                     ^
-                                                           newest block
-
-      The delayLine index corresponds to the FIR coefficient index k of
-      b[k] = impulse response h[k]. For Ncoefs = 12, with Nphases = 4 rows and
-      Ntaps = 3 columns:
-
-        polyCoefs = [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11] = b[k]
-                                 row = polyphase
-        polyCoefs = [[0, 4, 8],    0
-                     [1, 5, 9],    1
-                     [2, 6,10],    2
-                     [3, 7,11]]    3
-             column:  0, 1, 2
-
-      Shift x[n] samples into delayLine from left, show sample index n as value
-      in round brackets (n) and delayLine index k in [k] with square brackets.
-      Shift in per sample or per block. The block can also be as large as the
-      entire delayLine when the coefs are used as window.
-
-        shift in -->(15,14,13,12,11,10, 9, 8, 7, 6, 5, 4) --> shift out
-        delayLine = [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11]
-
-      For polyDelays shift in from left-top (n = 15 is newest input sample)
-      and shift out from right-bottom (n = 4 is oldest sample).
-
-                       v              v
-        polyDelays = [[0, 4, 8],   ((15,11, 7),
-                      [1, 5, 9],    (14,10, 6),
-                      [2, 6,10],    (13, 9, 5),
-                      [3, 7,11]]    (12, 8, 4))
-                             v              v
-
-      Output sample y[n] = sum(polyCoefs * polyDelays).
-
-      For downsampling by Ndown = Nphases shift blocks of Ndown samples in
-      from left in polyDelays, put newest block[3] = x[12,13,14,15] in first
-      column [0] of polyDelays.
-
-      Store input samples in polyDelays structure, use mapping to access as
-      delayLine:
-        . map_to_delay_line()
-        . map_to_poly_delays()
-    """
-    def __init__(self, Nphases, coefs, cmplx=False):
-        self.coefs = coefs
-        self.Ncoefs = len(coefs)
-        self.Nphases = Nphases  # branches, rows
-        self.Ntaps = ceil_div(self.Ncoefs, Nphases)  # taps, columns
-        self.Ndelays = self.Ntaps * self.Nphases  # zero padded coefs
-        self.cmplx = cmplx
-        self.init_poly_coeffs()
-        self.reset_poly_delays()
-
-    def init_poly_coeffs(self):
-        """Polyphase structure for FIR filter coefficients coefs in Nphases.
-
-        Input:
-        . coefs = prototype FIR filter coefficients (= b[k] = impulse response)
-        Return:
-        . If Ncoefs < Nphases * Ntaps, then pad coefs with zeros.
-        . E.g. coefs = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11]
-               coefs.reshape((4, 3)) = [[0, 1, 2],
-                                        [3, 4, 5],
-                                        [6, 7, 8],
-                                        [9,10,11])
-        . Therefore for Nphases = 4 rows and Ntaps = 3 columns use:
-          polyCoefs = coefs.reshape((3, 4)).T
-                    = [[0, 4, 8],    # p = 0, H0(z)
-                       [1, 5, 9],    # p = 1, H1(z)
-                       [2, 6,10],    # p = 2, H2(z)
-                       [3, 7,11])    # p = 3, H3(z),
-                                       Nphases = 4 rows (axis=0)
-                                       Ntaps = 3 columns (axis=1)
-        """
-        coefsLine = np.zeros(self.Ndelays)  # real coefficients values
-        coefsLine[0 : self.Ncoefs] = self.coefs
-        self.polyCoefs = coefsLine.reshape((self.Ntaps, self.Nphases)).T
-
-    def reset_poly_delays(self):
-        self.polyDelays = zeros((self.Nphases, self.Ntaps), self.cmplx)
-
-    def map_to_delay_line(self, polyDelays=None):
-        if polyDelays is None:
-            delayLine = self.polyDelays.T.reshape(-1)
-        else:
-            delayLine = polyDelays.T.reshape(-1)
-        return delayLine
-
-    def map_to_poly_delays(self, delayLine):
-        self.polyDelays = delayLine.reshape((self.Ntaps, self.Nphases)).T
-
-    def shift_in_data(self, inData):
-        """Shift block of data into the polyDelays structure.
-
-        View polyDelays as delay line if L < Nphases. Shift in from the left
-        in the delay line, so last (= newest) sample in inData will appear at
-        most left of the delay line. If L = Nphases, then it is possible to
-        shift the data directly into the first (= left) column of polyDelays.
-
-        Input:
-        . inData: Block of one or more input samples with index as time index
-            n in inData[n], so oldest sample at index 0 and newest sample at
-            index -1.
-        """
-        L = len(inData)
-        if L != self.Nphases:
-            delayLine = self.map_to_delay_line()
-            # Equivalent code:
-            # delayLine = np.concatenate((inData, delayLine[L:]))
-            delayLine = np.roll(delayLine, L)
-            delayLine[:L] = inData
-            self.map_to_poly_delays(delayLine)
-        else:
-            # Equivalent code for L == Nphases: Shift in inData block directly
-            # at column 0
-            self.polyDelays = np.roll(self.polyDelays, 1, axis=1)
-            self.polyDelays[:, 0] = inData
-
-    def parallel_load(self, inData):
-        """Load block of data into each tap of the polyDelays structure.
-
-        Length L of inData is L = Nphases, so load the data directly at
-        each column of polyDelays.
-
-        Input:
-        . inData: Block of input samples with index as time index n in
-            inData[n], so oldest sample at index 0 and newest sample at
-            index -1.
-        """
-        for tap in range(self.Ntaps):
-            self.polyDelays[:, tap] = inData
-
-    def filter_block(self, inData):
-        """Filter block of inData per polyphase.
-
-        For upsampling the inData should contain Nphases = Nup copies of the
-        input time sample.
-        For downsampling the inData should contain Nphases = Ndown input time
-        samples.
-
-        Input:
-        . inData: block of input data with length L. The time index n in
-            inData[n] increments, so inData[0] is oldest data and inData[-1]
-            is newest data.
-        Return:
-        . pfsData: block of polyphase FIR filtered output data for Nphases,
-            with pfsData[p] and p = 0:Nphases-1 from top to bottom.
-        """
-        # Shift in one block of input data
-        self.shift_in_data(inData)
-        # Apply FIR coefs per delay element
-        zPoly = self.polyDelays * self.polyCoefs
-        # Sum FIR taps per polyphase
-        pfsData = np.sum(zPoly, axis=1)
-        # Output block of Nphases filtered output data
-        return pfsData
-
-
-###############################################################################
-# Up, down, resample low pass input signal
-###############################################################################
-
-def polyphase_data_for_downsampling_whole_x(x, Ndown, Nzeros):
-    """Polyphase data structure for downsampling whole signal x.
-
-    The polyphase structure has Ndown branches and branch size suitable to use
-    lfilter() once per polyphase branch for whole signal x. Instead of using
-    pfs.polyDelays per pfs.Ntaps.
-    . Prepend x with Nzeros = Ndown - 1 zeros to have first down sampled sample
-      at m = 0 start at n = 0.
-    . Skip any remaining last samples from x, that are not enough to yield a
-      new output FIR sum.
-
-    Input:
-    . x: all input samples x[n] for n = 0 : Lx - 1
-    . Ndown: downsample rate and number of polyphase branches
-    . Nzeros: number of zero samples to prepend for x
-    Return:
-    . polyX: polyphase data structure with size (Ndown, Nxp) for Ndown branches
-        and Nxp samples from x per branch.
-    . lineX: Nx samples from x prepended with Nzeros, same content as polyX
-    . Nx: Total number of samples from x, including prepended Ndown - 1 zeros.
-    . Nxp: Total number of samples used from x per polyphase branch, is the
-        number of samples Ny, that will be in downsampled output y[m] = x[m D],
-        for m = 0, 1, 2, ..., Nxp - 1.
-    """
-    Lx = len(x)
-    Nxp = (Nzeros + Lx) // Ndown  # Number of samples per polyphase
-    Nx = Ndown * Nxp - Nzeros  # Used number of samples from x
-
-    # Load x into polyX with Ndown rows = polyphases
-    # . prepend x with Nzeros zeros
-    # . skip any last remaining samples from x, that are not enough yield a new
-    #   output FIR sum.
-    lineX = zeros(Ndown * Nxp, np.iscomplexobj(x))
-    lineX[Nzeros:] = x[0 : Nx]
-    # . Store data in time order per branch, so with oldest data left, to match
-    #   use with lfilter(). Note this differs from order of tap data in
-    #   pfs.polyDelays where newest data is left, because the block data is
-    #   flipped by shift_in_data(), to match use in pfs.filter_block(), so that
-    #   it can use pfs.polyDelays * pfs.polyCoefs to filter the block.
-    # . The newest sample x[-1] has to be in top branch of polyX and the oldest
-    #   sample x[0] in bottom branch, to match branch order of 0:Ndown-1 from
-    #   top to bottom in the pfs.polyCoefs, therefore do flipud(polyX). This
-    #   flipud() is similar as the flip() per block in shift_in_data().
-    #
-    #         x[0] is oldest                              x[-1] is newest
-    #           |                                            |
-    #   x[n] = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11,12,13,14,15]
-    #          (0, 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11,12,13,14,15), x[n] = n
-    #                                                              newest
-    #   poly                 poly        v                             |
-    #   Coefs = [[0, 4, 8],  Delays = ((15,11, 7),  polyX = ((3, 7,11,15),
-    #            [1, 5, 9],            (14,10, 6),           (2, 6,10,14),
-    #            [2, 6,10],            (13, 9, 5),           (1, 5, 9,13),
-    #            [3, 7,11]]            (12, 8, 4))           (0, 4, 8,12))
-    #                                          v              |
-    #                                                       oldest
-    polyX = np.flipud(lineX.reshape(Nxp, Ndown).T)
-    return polyX, lineX, Nx, Nxp
-
-
-def polyphase_frontend(x, Nphases, coefs, sampling):
-    """Calculate PFS FIR filter output of x for Nphases.
-
-    The polyY[Nphases] output of this PFS frontend can be:
-    . summed for dowsampling by factor D = Nphases
-    . used as is for upsampling by factor U = Nphases
-    . used with a range of Nphases LOs for a single channel downsampler
-      downconverter, or upsampler upconverter
-    . used with a IDFT for a analysis filterbank (PFB), or synthesis PFB.
-
-    Input:
-    . x: Input signal x[n]
-    . Nphases: number of polyphase branches in PFS
-    . coefs: prototype FIR filter coefficients for anti aliasing LPF. The
-        len(coefs) typically is multiple of Nphases. If shorter, then the
-        coefs are extended with zeros.
-    . sampling: 'up' or 'down'
-    Return:
-    . polyY[Nphases]: Output of the FIR filtered branches in the PFS.
-    . Nx = np.size(polyY), total number of samples from x
-    . Nxp = np.size(polyY, axis=1), total number of samples from x per
-        polyphase.
-    """
-    # Use polyphase FIR filter coefficients from pfs class.
-    pfs = PolyPhaseFirFilterStructure(Nphases, coefs, np.iscomplexobj(x))
-
-    # Define polyphases for whole data signal x with Nx samples, instead of
-    # using polyDelays per Ntaps from pfs class, to be able to use
-    # signal.lfilter() per polyphase branch for the whole data signal x.
-    if sampling == 'up':
-        Nx = len(x)
-        Nxp = Nx
-        Nup = Nphases
-        # Filter whole x per polyphase, so Nxp = Nx, because the Nup branches
-        # each use all x to yield Nup output samples per input sample from x.
-        # The commutator index order for upsampling is p = 0, 1, .., Nup - 1,
-        # so from top to bottom in the PFS.
-        polyY = zeros((Nup, Nx), np.iscomplexobj(x))
-
-        pCommutator = range(Nup)
-        for p in pCommutator:
-            polyY[p] = Nup * signal.lfilter(pfs.polyCoefs[p], c_firA, x)
-    else:
-        # 'down':
-        # . Prepend x with Ndown - 1 zeros, to have y[m] for m = 0 start at
-        #   n = 0 of x[n].
-        # . Size of polyX is (Ndown, Nxp), and length of y is Ny = Nxp is
-        #   length of each branch.
-        Ndown = Nphases
-        Nzeros = Ndown - 1
-        polyX, _, Nx, Nxp = polyphase_data_for_downsampling_whole_x(x, Ndown, Nzeros)
-        # print(polyX[:, 0])
-        # Filter Ndown parts of x per polyphase, because the FIR filter output
-        # y will sum. The commutator index order for downsampling is p =
-        # Ndown - 1,..., 1, 0, so from bottom to top in the PFS. However, the
-        # commutator index order is only relevant when the branches are
-        # calculated sequentially to reuse the same hardware, because for the
-        # output y the branches are summed anyway.
-        polyY = zeros((Ndown, Nxp), np.iscomplexobj(x))
-        pCommutator = np.flip(np.arange(Ndown))
-        for p in pCommutator:
-            polyY[p] = signal.lfilter(pfs.polyCoefs[p], c_firA, polyX[p])
-    return polyY, Nx, Nxp
-
-
-def upsample(x, Nup, coefs, verify=False, verbosity=1):  # interpolate
-    """Upsample x by factor U = Nup and LPF.
-
-    Input:
-    . x: Input signal x[n]
-    . Nup: upsample (interpolation) factor
-    . coefs: prototype FIR filter coefficients for anti aliasing LPF
-    . verify: when True then verify that output y is the same when calculated
-              directly or when calculated using the polyphase implementation.
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . y: Upsampled output signal y[m]
-
-    Assumptions:
-    . x[n] = 0 for n < 0
-    . m = n * U, so first upsampled output sample starts at m = 0 based on
-      n = 0
-    . no y[m] for m < 0
-    . insert U - 1 zeros after each x[n] to get v[m], so len(v) = len(y) =
-      U * len(x)
-    . use coefs as anti aliasing filter, must be LPF with BW < fNyquist / U
-    . len(coefs) typically is multiple of Nup. If shorter, then the coefs are
-      extended with zeros.
-
-    Remarks:
-    . The input sample period is ts and the output sample period of the
-      upsampled (= interpolated signal) is tsUp = ts / U
-    . The group delay is (Ncoefs - 1) / 2 * tsUp = (Ncoefs - 1) / U / 2 * ts.
-      With odd Ncoefs and symmetrical coefs to have linear phase, the group
-      delay is an integer number of tsUp periods, so:
-      - when (Ncoefs - 1) %  2 == 0, then the group delay is an integer number
-        of tsUp periods
-      - when (Ncoefs - 1) % (2 * U) == 0, then the group delay is an integer
-        number of ts periods.
-    """
-    # Polyphase FIR filter input x
-    polyY, Nx, _ = polyphase_frontend(x, Nup, coefs, 'up')
-
-    # Output Nup samples y[m] for every input sample x[n]
-    y = polyY.T.reshape(1, Nup * Nx)[0]
-
-    if verify:
-        # Inefficient upsampling implementation with multiply by zero values.
-        # Verify that x --> U --> LPF --> y yields identical result y as with
-        # using the PFS: x --> PFS FIR --> y.
-        xZeros = zeros((Nup, Nx), np.iscomplexobj(x))
-        xZeros[0] = x
-        xZeros = xZeros.T.reshape(1, Nup * Nx)[0]  # upsample
-        yVerify = Nup * signal.lfilter(coefs, c_firA, xZeros)  # LPF
-        print('> Verify upsample():')
-        if np.allclose(y, yVerify, rtol=c_rtol, atol=c_atol):
-            print('  . PASSED: correct upsample result')
-        else:
-            exit('ERROR: wrong upsample result')
-    if verbosity:
-        print('> Log upsample():')
-        print('  . Nup    =', str(Nup))
-        print('  . Nx     =', str(Nx))
-        print('  . len(y) =', str(len(y)))
-        print('')
-    return y
-
-
-def downsample(x, Ndown, coefs, verify=False, verbosity=1):  # decimate
-    """LPF and downsample x by factor D = Ndown.
-
-    Input:
-    . x: Input signal x[n]
-    . Ndown: downsample (decimation) factor
-    . coefs: prototype FIR filter coefficients for anti aliasing LPF
-    . verify: when True then verify that output y is the same when calculated
-              directly or when calculated using the polyphase implementation.
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . y: Downsampled output signal y[m]
-
-    Assumptions:
-    . x[n] = 0 for n < 0
-    . m = n // D, so first downsampled output sample starts at m = 0 based on
-      n = 0
-    . no y[m] for m < 0
-    . skip D - 1 values zeros after each x[n] to get y[m], so len(y) =
-      len(x) // D
-    . use coefs as anti aliasing filter, must be LPF with BW < fNyquist / D
-    . len(coefs) typically is multiple of Ndown. If shorter, then the coefs
-      are extended with zeros.
-
-    Remarks:
-    . The input sample period is ts and the output sample period of the
-      downsampled (= decimated signal) is tsDown = ts * D
-    . The group delay is (Ncoefs - 1) / 2 * ts. With odd Ncoefs and symmetrical
-      coefs to have linear phase, the group delay is an integer number of ts
-      periods, so:
-      - when (Ncoefs - 1) %  2      == 0, then the group delay is an integer
-        number of ts periods
-      - when (Ncoefs - 1) % (2 * D) == 0, then the group delay is an integer
-        number of tsDown periods
-    """
-    # Polyphase FIR filter input x
-    polyY, Nx, Nxp = polyphase_frontend(x, Ndown, coefs, 'down')
-
-    # FIR filter sum
-    y = np.sum(polyY, axis=0)
-
-    if verify:
-        # Inefficient downsampling implementation with calculating values that
-        # are removed. Verify that x --> LPF --> D --> y yields identical
-        # result y as with using the PFS: x --> PFS FIR --> y.
-        yVerify = zeros(Ndown * Nxp, np.iscomplexobj(x))
-        yVerify[0 : Nx] = signal.lfilter(coefs, c_firA, x[0 : Nx])  # LPF
-        yVerify = yVerify.reshape(Nxp, Ndown).T   # polyphases
-        yVerify = yVerify[0]   # downsample by D
-        print('> Verify downsample():')
-        if np.allclose(y, yVerify, rtol=c_rtol, atol=c_atol):
-            print('  . PASSED: correct downsample result')
-        else:
-            exit('ERROR: wrong downsample result')
-    if verbosity:
-        print('> Log downsample():')
-        print('  . len(x) =', str(len(x)))
-        print('  . Ndown  =', str(Ndown))
-        print('  . Nx     =', str(Nx))
-        print('  . Nxp    =', str(Nxp))
-        print('  . len(y) =', str(len(y)))  # = Nxp
-        print('')
-    return y
-
-
-def resample(x, Nup, Ndown, coefs, verify=False, verbosity=1):  # interpolate and decimate by Nup / Ndown
-    """Resample x by factor U / D = Nup / Ndown
-
-    x[n] --> Nup --> v[m] --> LPF --> w[m] --> Ndown --> y[k]
-
-    The w[m] is the result of upsampling x[n] by Nup. The LPF has narrowed the
-    pass band to suit both Nup and Ndown. Therefore the downsampling by Ndown
-    implies that only one in every Ndown samples of w[m] needs to be calculated
-    to get y[k] = w[k * D]. Hence resampling by Nup / Ndown takes less
-    processing than upsampling when Ndown > 1.
-
-    Poly phases in up and downsampling:
-    The upsampling structure outputs the interpolated samples via the separate
-    output phases. The same input sequence x is used to calculate all Nup
-    phases, whereby each phase uses a different set of coefficients from the
-    LPF. The downsampling structure sums the Ndown phases to output the
-    downsampled samples. Each phase uses a different set of coefficients from
-    the LPF to filter Ndown delay phases of the input sequence x.
-
-    Resampling is upsampling with downsampling by phase selection:
-    The resampling is done by first upsampling and then downsampling, because
-    then only one shared LPF is needed. For upsampling an LPF is always
-    needed, because it has to construct the inserted Nup - 1 zero values. For
-    downsampling the LPF of the upsampling already has restricted the input
-    band width (BW), provided that the LPF has BW < fNyquist / U and BW <
-    fNyquist / D. The downsampling therefore does not need an LPF and reduces
-    to selecting appropriate output phase of the upsampler. The upsampler then
-    only needs to calculate the output phase that will be used by the
-    downsampler, instead of calculating all output phases.
-
-    Input:
-    . x: Input signal x[n]
-    . Nup: upsample (interpolation) factor
-    . Ndown: downsample (decimation) factor
-    . coefs: FIR filter coefficients for anti aliasing LPF
-    . verify: when True then verify that output y is the same when calculated
-              directly or when calculated using the polyphase implementation.
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . y: Resampled output signal y[m]
-
-    Assumptions:
-    . x[n] = 0 for n < 0
-    . k = m // D = (n * U) // D, so first resampled output sample starts at
-      k = 0 based on n = 0
-    . no y[k] for k < 0
-    . insert U - 1 zeros after each x[n] to get v[m], so len(v) = len(y) =
-      U * len(x)
-    . use coefs as anti aliasing filter, must be LPF with BW < fNyquist / U
-      and BW < fNyquist / D
-    . len(coefs) typically is multiple of Nup. If shorter, then the coefs are
-      extended with zeros.
-
-    Remarks:
-    . The group delay is the same as for the upsampler, because the
-      downsampling has no additional filtering.
-    """
-    Nx = len(x)
-    Nv = Nup * Nx
-    # Nyp is number of samples from v, per polyphase in polyY
-    Nyp = (Nv + Ndown - 1) // Ndown
-    # Ny is used number of samples from v
-    Ny = 1 + Ndown * (Nyp - 1)
-
-    # Upsampling with LPF
-    w = upsample(x, Nup, coefs, verify=False)
-    # Downsampling selector
-    # This model is not efficient, because the upsample() has calculated all
-    # Nup phases, whereas it only needs to calculate the phase that is selected
-    # by the downsampling. However, it is considered not worth the effort to
-    # make the model more efficient, because then only parts of lfilter() in
-    # upsample() need to be calulated, so then lfilter() needs to be
-    # implemented manually and possibly in a for loop [CROCHIERE 3.3.4].
-    downSelect = np.arange(0, Nyp) * Ndown
-    y = w[downSelect]
-
-    if verify:
-        # Inefficient implementation
-        # . Upsampling with multiply by zero values
-        v = np.zeros((Nup, Nx))   # polyphases
-        v[0] = x
-        v = v.T.reshape(1, Nup * Nx)[0]  # upsample
-        # . LPF
-        w = Nup * signal.lfilter(coefs, c_firA, v)
-        # . Downsampling with calculating values that are removed
-        yVerify = np.zeros(Ndown * Nyp)
-        yVerify[0 : Ny] = w[0 : Ny]
-        yVerify = yVerify.reshape(Nyp, Ndown).T   # polyphases
-        yVerify = yVerify[0]   # downsample
-
-        print('> Verify resample():')
-        if np.allclose(y, yVerify, rtol=c_rtol, atol=c_atol):
-            print('  . PASSED: correct resample result')
-        else:
-            exit('ERROR: wrong resample result')
-    if verbosity:
-        print('> Log resample():')
-        print('  . len(x) =', str(len(x)))
-        print('  . Nx     =', str(Nx))
-        print('  . len(v) =', str(len(v)))
-        print('  . Ny     =', str(Ny))
-        print('  . Nyp    =', str(Nyp))
-        print('  . len(y) =', str(len(y)))
-        print('')
-    return y
diff --git a/applications/lofar2/model/rtdsp/plotting.py b/applications/lofar2/model/rtdsp/plotting.py
deleted file mode 100644
index a3b729d8fed92083ffa93379f28b1929bc527a16..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/plotting.py
+++ /dev/null
@@ -1,314 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: Plotting functions for DSP
-# Description:
-#
-# References:
-# [1] dsp_study_erko.txt
-# [2] https://github.com/chipmuenk/dsp/blob/main/notebooks/02_LTF/LTF-IIR-allgemein.ipynb
-
-import numpy as np
-from scipy import signal
-import matplotlib.pyplot as plt
-from mpl_toolkits.axes_grid1 import make_axes_locatable
-import dsp_fpga_lib  # from [2]
-from .utilities import pow_db
-
-
-def plot_time_response(h, title='', color='r', markers=False):
-    """Plot time response (= impulse response, window, FIR filter coefficients).
-
-    Input:
-    . h: time response
-    . title: plot title
-    . color: curve color format character
-    . markers: when True plot time sample markers in curve
-    """
-    if markers:
-        plt.plot(h, color + '-', h, color + 'o')
-    else:
-        plt.plot(h, color + '-')
-    if title:
-        plt.title(title)
-    else:
-        plt.title('Time response')
-    plt.ylabel('Voltage')
-    plt.xlabel('Sample')
-    plt.grid(True)
-
-
-def plot_iir_filter_analysis(b, a, fs=1.0, whole=False, Ntime=100, step=False, log=False, show=[]):
-    """Plot and print iir filter analysis results.
-
-    Input:
-    . b, a: IIR filter coefficients in same format as for scipy.signal.freqz
-    . fs: sample frequency
-    . whole: False to have only positive frequencies, so 0 to fs / 2 in
-      spectrum plots, True to have 0 to fs.
-    . Ntime: number of timesamples for impulse response
-    . step: False for impulse response, True for step response
-    . show[]: which plots to show from: 'zplane', 'power spectrum',
-      'phase spectrum', 'time response'
-
-    Return: z, p, k
-    """
-
-    # Plot poles / zeros diagram in z-plane
-    if 'zplane' in show:
-        fig1, ax1 = plt.subplots(1)
-        ax1.set_title('Zeros (o) and poles (x) in z-plane')
-        z, p, k = dsp_fpga_lib.zplane(b, a, plt_ax=ax1)  # uses np.roots(a), np.roots(b)
-    else:
-        z, p, k = dsp_fpga_lib.zplane(b, a)  # no plot, only calculate z, p, k
-
-    if log:
-        print('plot_iir_filter_analysis()')
-        print('Zeros, poles and gain from b, a coefficients:')
-        if len(z) > 0:
-            print('. zeros:')
-            for zero in z:
-                print('  z = %s' % str(zero))
-        if len(p) > 0:
-            print('. poles:')
-            for pole in p:
-                print('  p = %s' % str(pole))
-        print('. gain: k = %.3f' % k)
-
-        # Derive b, a coefficients back from z, p, k
-        print('Coefficients back from z, p, k:')
-        print('  b = %s' % str(np.poly(z)))
-        print('  a = %s' % str(np.poly(p) / k))
-        print('')
-
-    # Plot transfer function H(f), is H(z) for z = exp(j w), so along the unit circle
-    # . 0 Hz at 1 + 0j, fs / 4 at 0 + 1j, fNyquist = fs / 2 at -1 + 0j
-    # . use whole=False to have only positive frequencies, so 0 to fs / 2
-    # . use Nfreq frequency points
-    if 'power spectrum' in show or 'phase spectrum' in show:
-        Nfreq = 1024
-        [f, HF] = signal.freqz(b, a, Nfreq, whole=whole, fs=fs)
-        if 'power spectrum' in show:
-            fig2, ax2 = plt.subplots(1)
-            ax2.plot(f, pow_db(HF))
-            ax2.set_title('Power spectrum')
-            ax2.set_xlabel('frequency [fs = %f]' % fs)
-            ax2.set_ylabel('HF power [dB]')
-
-        if 'phase spectrum' in show:
-            fig3, ax3 = plt.subplots(1)
-            ax3.plot(f, np.unwrap(np.angle(HF)))
-            ax3.set_title('Phase spectrum')
-            ax3.set_xlabel('frequency [fs = %f]' % fs)
-            ax3.set_ylabel('HF phase [rad]')
-
-    # Plot impulse response
-    if 'time response' in show:
-        Ts = 1 / fs
-        fig4, ax4 = plt.subplots(1)
-        # impz uses signal.lfilter(), and cumsum(h) for step response
-        [h, t] = dsp_fpga_lib.impz(b, a, FS=fs, N=Ntime, step=step)
-        (ml, sl, bl) = ax4.stem(t, h, linefmt='b-', markerfmt='ro', basefmt='k')
-        if step:
-            ax4.set_title('Step response')
-        else:
-            ax4.set_title('Impulse response')
-        ax4.set_xlabel('time [Ts = %f]' % Ts)
-        ax4.set_ylabel('h[n]')
-    return z, p, k
-
-
-def plot_spectra(fn, HF, fs=1.0, fLim=None, dbLim=None, aLim=None):
-    """Plot spectra for power, magnitude, phase, real, imag
-
-    Input:
-    . fn: normalized frequency axis for HF (fs = 1)
-    . HF: spectrum, e.g. frequency transfer function HF = DTFT(h)
-    . fs: sample frequency in Hz
-    """
-    Hmag = np.abs(HF)
-    # Hphs = np.unwrap(np.angle(HF))
-    Hphs = np.angle(HF)
-    Hpow_dB = pow_db(HF)  # power response
-    f = fn * fs  # scale fn by fs
-    flabel = 'Frequency [fs = %f]' % fs
-
-    plt.figure(1)
-    plt.plot(f, Hpow_dB)
-    plt.title('Power spectrum')
-    plt.ylabel('Power [dB]')
-    plt.xlabel(flabel)
-    if fLim:
-        plt.xlim(fLim)
-    if dbLim:
-        plt.ylim(dbLim)
-    plt.grid(True)
-
-    plt.figure(2)
-    plt.plot(f, HF.real, 'r')
-    plt.plot(f, HF.imag, 'g')
-    plt.title('Complex voltage spectrum')
-    plt.ylabel('Voltage')
-    plt.xlabel(flabel)
-    plt.legend(['real', 'imag'])
-    if fLim:
-        plt.xlim(fLim)
-    plt.grid(True)
-
-    plt.figure(3)
-    plt.plot(f, Hmag)
-    plt.title('Magnitude spectrum')  # = amplitude
-    plt.ylabel('Voltage')
-    plt.xlabel(flabel)
-    if fLim:
-        plt.xlim(fLim)
-    plt.grid(True)
-
-    plt.figure(4)
-    plt.plot(f, Hphs)
-    plt.title('Phase spectrum (note -1: pi = -pi)')
-    plt.ylabel('Phase [rad]')
-    plt.xlabel(flabel)
-    if fLim:
-        plt.xlim(fLim)
-    if aLim:
-        plt.ylim(aLim)
-    plt.grid(True)
-
-
-def plot_phase_spectrum(fn, HF, fmt='r', fs=1.0, fLim=None, aLim=None):
-    """Plot phase spectrum
-
-    Use fLim and aLim to zoom in, to see slope in pass band. Note that -pi =
-    pi.
-
-    Input:
-    . fn: normalized frequency axis for HF (fs = 1)
-    . HF: spectrum, e.g. frequency transfer function HF = DTFT(h)
-    . fmt: curve format string
-    . fs: sample frequency in Hz
-    """
-    f = fn * fs  # scale fn by fs
-    flabel = 'Frequency [fs = %f]' % fs
-
-    # Hphs = np.unwrap(np.angle(HF))
-    Hphs = np.angle(HF)
-    plt.plot(f, Hphs, fmt)
-    plt.title('Phase spectrum')
-    plt.ylabel('Pase [rad]')
-    plt.xlabel(flabel)
-    if fLim:
-        plt.xlim(fLim)
-    if aLim:
-        plt.ylim(aLim)
-    plt.grid(True)
-
-
-def plot_power_spectrum(fn, HF, fmt='r', fs=1.0, fLim=None, dbLim=None):
-    """Plot power spectrum
-
-    Input:
-    . fn: normalized frequency axis for HF (fs = 1)
-    . HF: spectrum, e.g. frequency transfer function HF = DTFT(h)
-    . fmt: curve format string
-    . fs: sample frequency in Hz
-    """
-    f = fn * fs  # scale fn by fs
-    flabel = 'Frequency [fs = %f]' % fs
-
-    plt.plot(f, pow_db(HF), fmt)
-    plt.title('Power spectrum')
-    plt.ylabel('Power [dB]')
-    plt.xlabel(flabel)
-    if fLim:
-        plt.xlim(fLim)
-    if dbLim:
-        plt.ylim(dbLim)
-    plt.grid(True)
-
-
-def plot_magnitude_spectrum(fn, HF, fmt='r', fs=1.0, fLim=None, voltLim=None):
-    """Plot magnitude (= voltage) spectrum
-
-    Input:
-    . fn: normalized frequency axis for HF (fs = 1)
-    . HF: spectrum, e.g. frequency transfer function HF = DTFT(h)
-    . fmt: curve format string
-    . fs: sample frequency in Hz
-    """
-    f = fn * fs  # scale fn by fs
-    flabel = 'Frequency [fs = %f]' % fs
-
-    plt.plot(f, np.abs(HF), fmt)
-    plt.title('Magnitude spectrum')
-    plt.ylabel('Voltage')
-    plt.xlabel(flabel)
-    if fLim:
-        plt.xlim(fLim)
-    if voltLim:
-        plt.ylim(voltLim)
-    plt.grid(True)
-
-
-def plot_two_power_spectra(fn1, HF1, name1, fn2, HF2, name2, fs=1.0, fLim=None, dbLim=None, showRoll=False):
-    """Plot two power spectra in same plot for comparison
-
-    Input:
-    . fn1,fn2: normalized frequency axis for HF1, HF2 (fs = 1)
-    . HF1, HF2: spectrum, e.g. frequency transfer function HF = DTFT(h)
-    . fs: sample frequency in Hz
-    """
-    f1 = fn1 * fs  # scale fn1 by fs
-    f2 = fn2 * fs  # scale fn1 by fs
-    flabel = 'Frequency [fs = %f]' % fs
-
-    if showRoll:
-        plt.plot(f1, pow_db(HF1), 'r',
-                 f1, np.roll(pow_db(HF1), len(f1) // 2), 'r--',
-                 f2, pow_db(HF2), 'b',
-                 f2, np.roll(pow_db(HF2), len(f2) // 2), 'b--')
-        plt.legend([name1, '', name2, ''])
-    else:
-        plt.plot(f1, pow_db(HF1), 'r',
-                 f2, pow_db(HF2), 'b')
-        plt.legend([name1, name2])
-    plt.title('Power spectrum')
-    plt.ylabel('Power [dB]')
-    plt.xlabel(flabel)
-    if fLim:
-        plt.xlim(fLim)
-    if dbLim:
-        plt.ylim(dbLim)
-    plt.grid(True)
-
-
-def plot_colorbar(plt):
-    # Work around using make_axes_locatable() to avoid:
-    # /tmp/ipykernel_9570/3561080291.py:12: MatplotlibDeprecationWarning: Auto-removal of grids by
-    # pcolor() and pcolormesh() is deprecated since 3.5 and will be removed two minor releases
-    # later; please call grid(False) first.
-    # Using plt.grid(False) is not sufficient to avoid the warning.
-    ax = plt.gca()
-    divider = make_axes_locatable(ax)
-    cax = divider.append_axes("right", size='5%', pad=0.1)
-    cax.grid(False)
-    plt.colorbar(cax=cax)
diff --git a/applications/lofar2/model/rtdsp/singlechannel.py b/applications/lofar2/model/rtdsp/singlechannel.py
deleted file mode 100644
index e51cbac059c80b2cb62dd95ac1406c987bdd1919..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/singlechannel.py
+++ /dev/null
@@ -1,340 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: Single channel downconverter downsampler and single channel
-#          upconverter upsampler, using LO
-# Description:
-#
-# Usage:
-# . Use [2] to verify this code.
-#
-# References:
-# [1] dsp_study_erko.txt
-# [2] pfb_os/multirate_mixer.ipynb
-#
-# Books:
-# . LYONS
-# . HARRIS
-# . CROCHIERE
-
-import numpy as np
-from .multirate import PolyPhaseFirFilterStructure, \
-                       polyphase_frontend, \
-                       polyphase_data_for_downsampling_whole_x
-
-
-def unit_circle_loops_phasor_arr(k, N, sign):
-    """Return array of N phasors on k loops along the unit circle.
-
-    Polyphase dependent phase offsets for bin k, when N = Ndown = Ndft [HARRIS
-    Eq 6.8]. For k = 1 this yields the roots of unity.
-
-    Input:
-    . k: bin in range(N)
-    . N: number of phasors
-    . sign: +1 or -1 term in exp()
-    Return:
-    . pArr: exp(sign 2j pi k / N) for k in 0 : N - 1
-    """
-    pArr = np.array([np.exp(sign * 2j * np.pi * p * k / N) for p in range(N)])
-    return pArr
-
-
-def time_shift_phasor_arr(k, M, Ndft, Msamples, sign):
-    """Return array of Msamples phasors in time to compensate for oversampling
-    time shift.
-
-    The time shift due to down or upsampling causes a frequency component of
-    k * M / Ndft. With oversampling M < Ndft, and then after down or upsampling
-    there remains a frequency offset that can be compensated given by mArr
-    [HARRIS Eq 9.3].
-
-    Input:
-    . k: Index of BPF center frequency w_k = 2 pi k / Ndft
-    . M: downsample or upsample factor
-    . Ndft: DFT size, number of bins and number of polyphases in PFS FIR filter
-    . Msamples: Requested number of output samples in time
-    . sign: +1 or -1 term in exp()
-    Return:
-    . mArr = exp(sign 2j pi k * M / Ndft * m),  for m in 0 : Msamples - 1
-    """
-    mArr = np.exp(sign * 2j * np.pi * k * M / Ndft * np.arange(Msamples))
-    return mArr
-
-
-def maximal_downsample_bpf(x, Ndft, k, coefs, verbosity=1):
-    """BPF x at bin k in range(Ndft) and downsample x by factor Ndown = Ndft.
-
-    Implement maximal downsampling downconverter for one bin (= critically
-    sampled) [HARRIS Fig 6.14].
-
-    The BPF is centered at w_k = 2pi k / Ndft, where Ndft is number of
-    frequency bins, is DFT size. The downsampling is maximal so Ndown = Ndft.
-    The polyphase structure has Nphases = Ndft branches, so the input x
-    data that shifts in remains in each branch. Therefore each branch can be
-    FIR filtered independently for the whole input x using
-    polyphase_frontend().
-
-    Input:
-    . x: Input signal x[n]
-    . Ndft: downsample factor, number of frequency bins
-    . k: Index of BPF center frequency w_k = 2 pi k / Ndft
-    . coefs: prototype FIR filter coefficients for anti aliasing BPF
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . yc: Downsampled and downconverted output signal yc[m], m = n // Ndown
-          for bin k. Complex baseband signal.
-    """
-    # Polyphase FIR filter input x
-    polyY, Nx, Nxp = polyphase_frontend(x, Ndft, coefs, 'down')
-
-    # Phase rotate per polyphase for bin k, due to delay line at branch inputs
-    # [HARRIS Eq 6.8]
-    kPhasors = unit_circle_loops_phasor_arr(k, Ndft, 1)
-    polyYc = np.zeros((Ndft, Nxp), dtype='cfloat')
-    for p in range(Ndft):
-        polyYc[p] = polyY[p] * kPhasors[p]  # row = row * scalar
-
-    # Sum the branch outputs to get single downsampled and downconverted output
-    # complex baseband value yc.
-    yc = np.sum(polyYc, axis=0)
-
-    if verbosity:
-        print('> Log maximal_downsample_bpf():')
-        print('  . len(x)       =', str(len(x)))
-        print('  . Nx           =', str(Nx))
-        print('  . Nxp          =', str(Nxp))
-        print('  . len(yc)      =', str(len(yc)))  # = Nxp
-        print('  . Ndown = Ndft =', str(Ndft))
-        print('  . k            =', str(k))
-        print('')
-    return yc
-
-
-def maximal_upsample_bpf(xBase, Ndft, k, coefs, verbosity=1):
-    """BPF xBase at bin k in range(Ndft), and upsample xBase by factor Nup =
-    Ndft.
-
-    Implement maximal upsampling upconverter for one bin (= critically
-    sampled) [HARRIS Fig. 7.16].
-
-    The BPF is centered at w_k = 2pi k / Ndft, where Ndft is number of
-    frequency bins, is DFT size. The upsampling is maximal so Nup = Ndft. The
-    polyphase structure has Nphases = Ndft branches, so the output yc data
-    shifts out from the same branch for each block of Ndft samples. Therefore
-    each branch can be FIR filtered independently for the whole input xBase
-    using polyphase_frontend().
-
-    Input:
-    . xBase: Input equivalent baseband signal
-    . Ndft: upsample factor, number of frequency bins
-    . k: Index of BPF center frequency w_k = 2 pi k / Ndft
-    . coefs: prototype FIR filter coefficients for anti aliasing and
-        interpolating BPF
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . yc: Upsampled and upconverted output signal yc[n], n = m U at
-          intermediate frequency (IF) of bin k. Complex positive frequencies
-          only signal.
-    """
-    # Polyphase FIR filter input xBase
-    polyY, Nx, Nxp = polyphase_frontend(xBase, Ndft, coefs, 'up')
-
-    # Adjust LO phase for group delay of analysis LPF and synthesis LPF in
-    # series. This is not needed in practise, but is needed to be able to
-    # exactly compare reconstructed signal with original input time series
-    # signal. Assume coefs has group delay (len(coefs) - 1) / 2.
-    hPairGroupDelay = len(coefs) - 1
-    hPhasor = np.exp(-2j * np.pi * k / Ndft * hPairGroupDelay)
-    polyY *= hPhasor
-
-    # Phase rotate per polyphase for bin k, due to delay line at branch inputs
-    # [HARRIS Eq 7.8 = 6.8, Fig 7.16], can be applied after the FIR filter,
-    # because the kPhasors per polyphase are constants.
-    kPhasors = unit_circle_loops_phasor_arr(k, Ndft, 1)
-    polyYc = np.zeros((Ndft, Nxp), dtype='cfloat')
-    for p in range(Ndft):
-        polyYc[p] = polyY[p] * kPhasors[p]  # row = row * scalar
-
-    # Output Ndft samples yc[m] for every input sample xBase[n]
-    yc = polyYc.T.reshape(1, Ndft * Nx)[0]
-
-    if verbosity:
-        print('> Log maximal_upsample_bpf():')
-        print('  . len(xBase) =', str(len(xBase)))
-        print('  . Nx         =', str(Nx))
-        print('  . Nxp        =', str(Nxp))
-        print('  . len(yc)    =', str(len(yc)))  # = Nxp
-        print('  . Nup = Ndft =', str(Ndft))
-        print('  . k          =', str(k))
-        print('')
-    return yc
-
-
-def non_maximal_downsample_bpf(x, Ndown, k, Ndft, coefs, verbosity=1):
-    """BPF x at bin k in range(Ndown), and downsample x by factor D = Ndown.
-
-    Implement nonmaximal downsampling downconverter for one bin. The maximal
-    downsampling downconverter for one bin has the kPhasors per polyphase
-    branch of [HARRIS Eq. 6.8 and Fig 6.14]. For nonmaximal this needs to be
-    extended with the tPhasors per polyphase branch of [HARRIS Eq. 9.3, to
-    compensate for the oversampling time shift.
-
-    The BPF is centered at w_k = 2pi k / Ndft, where Ndft is number of
-    frequency bins, is DFT size. The polyphase FIR structure has Nphases = Ndft
-    branches, to fit the requested number of bins. The polyphase FIR structure
-    is maximally downsampled (= critically sampled) for Ndown = Ndft, but it
-    can support any Ndown <= Ndft. The input data shifts in per Ndown samples,
-    so it appears in different branches when Ndown < Ndft and a new block is
-    shifted in. Therefore the input data cannot be FIR filtered per branch for
-    the whole input x. Instead it needs to be FIR filtered per block of Ndown
-    input samples from x, using pfs.polyDelays in pfs.filter_block().
-
-    Input:
-    . x: Input signal x[n]
-    . Ndown: downsample factor
-    . k: Index of BPF center frequency w_k = 2 pi k / Ndft
-    . Ndft: DFT size, number of polyphases in PFS FIR filter
-    . coefs: prototype LPF FIR filter coefficients for anti aliasing BPF
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . yc: Downsampled and downconverted output signal yc[m], m = n // D for
-          bin k. Complex baseband signal.
-    """
-    Ros = Ndft / Ndown
-
-    # Prepend x with Ndown - 1 zeros, and represent x in Nblocks of Ndown samples
-    Nzeros = Ndown - 1
-    xBlocks, _, Nx, Nblocks = polyphase_data_for_downsampling_whole_x(x, Ndown, Nzeros)
-
-    # Prepare output
-    yc = np.zeros(Nblocks, dtype='cfloat')
-
-    # PFS with Ndft polyphases
-    pfs = PolyPhaseFirFilterStructure(Ndft, coefs)
-    kPhasors = unit_circle_loops_phasor_arr(k, Ndft, 1)  # [HARRIS Eq 6.8]
-
-    # Oversampling time shift compensation via frequency dependent phase shift
-    # [HARRIS Eq 9.3]
-    tPhasors = time_shift_phasor_arr(k, Ndown, Ndft, Nblocks, -1)
-
-    for b in range(Nblocks):
-        # Filter block
-        inData = xBlocks[:, b]
-        pfsData = pfs.filter_block(inData)
-        # Phase rotate polyphases for bin k
-        pfsBinData = pfsData * kPhasors  # [HARRIS Eq 6.8, 9.3]
-        # Sum the polyphases to get single downsampled and downconverted output
-        # value
-        yc[b] = np.sum(pfsBinData) * tPhasors[b]
-
-    if verbosity:
-        print('> non_maximal_downsample_bpf():')
-        print('  . len(x)   =', str(len(x)))
-        print('  . Nx       =', str(Nx))
-        print('  . Nblocks  =', str(Nblocks))
-        print('  . len(yc)  =', str(len(yc)))  # = Nblocks
-        print('  . Ros      =', str(Ros))
-        print('  . Ndown    =', str(Ndown))
-        print('  . Ndft     =', str(Ndft))
-        print('  . k        =', str(k))
-        print('')
-    return yc
-
-
-def non_maximal_upsample_bpf(xBase, Nup, k, Ndft, coefs, verbosity=1):
-    """BPF xBase at bin k in range(Nup), and upsample xBase by factor U = Nup.
-
-    TODO
-    . According to [CROCHIERE 7.2.7] the polyphase structure is only suitable
-      for Ros is integer >= 1.
-    . For other Ros > 1 the weighted overlap-add (WOLA) structure is suitable,
-      so need to add WOLA.
-
-    Remark:
-    . It is difficult to transpose the WOLA approach to a PFS approach that
-      suits any Ros > 1. For example, with blocks a, b, c, d, f, ... of Ndft
-      samples and block a = a0 a1 for Ros = 2, and replicating the block Ntaps
-      = 2 times in time, WOLA using rows:
-
-        a0 a1 a0 a1
-           b0 b1 b0 b1
-              c0 c1 c0 c1
-                 d0 d1 d0 d1
-                    e0 e1 e0 e1
-                       f0 f1 f0 f1
-                          g0 g1 g0 g1  --> time
-
-      results in PFS using columns:
-
-                 d0 e0 f0 g0
-                 c1 d1 e1 f1
-                 b0 c0 d0 e0
-                 a1 b1 c1 d1
-
-      For fractional Ros, e.g. Ros = 4/3, it can be tried to find a pattern
-      processing per column, but that is much more complicated then processing
-      per row as with WOLA (Ntaps = 2):
-
-        a0 a1 a2 a3 a0 a1 a2 a3
-                 b0 b1 b2 b3 b0 b1 b2 b3
-                          c0 c1 c2 c3 c0 c1 c2 c3
-                                   d0 d1 d2 d3 d0 d1 d2 d3
-                                            e0 e1 e2 e3 e0 e1 e2 e3
-                                                     f0 f1 f2 f3 f0 f1 f2 f3
-      results in PFS using columns:
-
-                          c0 c1 c2 d0 d1 d2 e0 e1 e2 f0 f1
-                          b3 b0 b1 c3 c0 c1 d3 d0 d1 e3 e0
-                          a2 a3    b2 b3    c2 c3    d2 d3
-
-      Extra complication is for e.g. Ros = 32 / 27, because 32 does not divide
-      (32 - 27). Anyway, for fractional Ros PFS approach seems not useful,
-      because the PFS is then changing for every block in time.
-
-    Input:
-    . xBase: Input equivalent baseband signal xBase[m]
-    . Nup: upsample factor
-    . k: Index of BPF center frequency w_k = 2 pi k / Ndft
-    . Ndft: DFT size, number of polyphases in PFS FIR filter
-    . coefs: prototype LPF FIR filter coefficients for anti aliasing and
-             interpolationBPF
-    - verbosity: when > 0 print() status, else no print()
-    Return:
-    . yc: Upsampled and upconverted output signal yc[n], n = m U at
-          intermediate frequency (IF) of bin k. Complex positive frequencies
-          only signal.
-    """
-    Ros = Ndft // Nup
-    # if Ndft % Nup:
-    #     print('WARNING: Only support integer Ros')
-    #     return None
-
-    if verbosity:
-        print('> non_maximal_upsample_bpf():')
-        print('  . len(xBase) =', str(len(xBase)))
-        print('  . Ros        =', str(Ros))
-        print('  . Nup        =', str(Nup))
-        print('  . Ndft       =', str(Ndft))
-        print('  . k          =', str(k))
-        print('')
-    return None
diff --git a/applications/lofar2/model/rtdsp/utilities.py b/applications/lofar2/model/rtdsp/utilities.py
deleted file mode 100644
index ed74455f142335285555eb070a2c766893d95378..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/utilities.py
+++ /dev/null
@@ -1,131 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: Utilities and functions for DSP
-# Description:
-#
-# References:
-# [1] dsp_study_erko.txt
-
-import numpy as np
-from sys import exit
-
-c_atol = 1e-15
-c_rtol = 1e-8   # 1/2**32 = 2.3e-10
-
-
-###############################################################################
-# Utilities
-###############################################################################
-
-def verify_result(result, msg='', enExit=True):
-    if result:
-        print('PASSED' + msg)
-    else:
-        print('FAILED' + msg)
-        if enExit:
-            exit()
-
-
-def ceil_div(num, den):
-    """ Return integer ceil value of num / den """
-    return int(np.ceil(num / den))
-
-
-def ceil_log2(num):
-    """ Return integer ceil value of log2(num) """
-    return int(np.ceil(np.log2(num)))
-
-
-def ceil_pow2(num):
-    """ Return power of 2 value that is equal or greater than num """
-    return 2**ceil_log2(num)
-
-
-def pow_db(volts):
-    """Voltage to power in dB"""
-    return 20 * np.log10(np.abs(volts) + c_atol)
-
-
-def snr_db(signalData, noiseData):
-    """Signal to noise ration in dB"""
-    return pow_db(np.std(signalData) / (np.std(noiseData) + c_atol))
-
-
-def is_integer_value(value):
-    """Return true when value is sufficiently close to its integer value."""
-    return np.isclose(value, np.round(value))
-
-
-def is_even(n):
-    """Return True if n is even, else False when odd.
-
-    For all n in Z.
-    """
-    return n % 2 == 0
-
-
-def is_odd(n):
-    """Return True if n is odd, else False when even.
-
-    For all n in Z, because result of n % +2 is 0 or +1.
-    """
-    return n % 2 == 1
-
-
-def is_symmetrical(x, anti=False):
-    """Return True when x[n] = +-x[N-1 - n], within tolerances, else False."""
-    rtol = c_rtol
-    atol = np.min(np.abs(x[np.nonzero(x)])) * rtol
-    n = len(x)
-    h = n // 2
-    if is_even(n):
-        if anti:
-            return np.allclose(x[0:h], np.flip(-x[h:]), rtol=rtol, atol=atol)
-        else:
-            return np.allclose(x[0:h], np.flip(x[h:]), rtol=rtol, atol=atol)
-    else:
-        if anti:
-            return np.allclose(x[0:h], np.flip(-x[h + 1:]), rtol=rtol, atol=atol) and np.abs(x[h]) < atol
-        else:
-            return np.allclose(x[0:h], np.flip(x[h + 1:]), rtol=rtol, atol=atol)
-
-
-def read_coefficients_file(filepathname):
-    coefs = []
-    with open(filepathname, 'r') as fp:
-        for line in fp:
-            if line.strip():  # skip empty line
-                s = float(line)   # one coef per line
-                coefs.append(s)
-    return np.array(coefs)
-
-
-def one_bit_quantizer(x):
-    """Quantize 0 and positive x to +1 and negative x to -1."""
-    return np.signbit(x) * -1 + 2
-
-
-def impulse_at_zero_crossing(x):
-    """Create signed impulse at zero crossings of x."""
-    diff = np.diff(one_bit_quantizer(x))
-    return np.concatenate((np.array([0]), diff))
diff --git a/applications/lofar2/model/rtdsp/windows.py b/applications/lofar2/model/rtdsp/windows.py
deleted file mode 100644
index eaf59112491a0ca14bdb5cb681e67d5d345fce03..0000000000000000000000000000000000000000
--- a/applications/lofar2/model/rtdsp/windows.py
+++ /dev/null
@@ -1,74 +0,0 @@
-#! /usr/bin/env python3
-###############################################################################
-#
-# Copyright 2024
-# ASTRON (Netherlands Institute for Radio Astronomy) <http://www.astron.nl/>
-# P.O.Box 2, 7990 AA Dwingeloo, The Netherlands
-#
-# Licensed under the Apache License, Version 2.0 (the "License");
-# you may not use this file except in compliance with the License.
-# You may obtain a copy of the License at
-#
-# http://www.apache.org/licenses/LICENSE-2.0
-#
-# Unless required by applicable law or agreed to in writing, software
-# distributed under the License is distributed on an "AS IS" BASIS,
-# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
-# See the License for the specific language governing permissions and
-# limitations under the License.
-
-###############################################################################
-
-# Author: Eric Kooistra
-# Purpose: Window functions for DSP
-# Description:
-#
-# References:
-# [1] dsp_study_erko.txt
-
-import numpy as np
-
-
-def raised_cosine_window(N, roBeta):
-    """Generate raised cosine shape window, where cosine is from -pi to pi
-
-    Input:
-    . N: window length
-    . roBeta: Roll off factor in [0, 1.0] as fraction of N
-    Return:
-    . rcWin: Window with shape of roll up cos, flat top and roll off cos,
-
-    """
-    Ncos = int(roBeta * N)
-    Nro = Ncos // 2
-    rcWin = np.ones(N)
-    if Nro > 0:
-        roCos = 0.5 + 0.5 * np.cos(2 * np.pi * (np.arange(Ncos) / Ncos - 0.5))
-        ro = roCos[0:Nro]
-        rcWin[0:Nro] = ro
-        rcWin[-Nro:] = np.flip(ro)
-    return rcWin
-
-
-def half_cosine_window(N, roBeta):
-    """Generate half cosine shape window, where cosine is from -pi/2 to pi/2
-
-    The roll up cos and roll down cos edges together have roBeta * N points,
-    the flat top in the center has (1 - roBeta) * N points. Hence roBeta = 0
-    yields rectangular window and roBeta = 1 yields positive half cos window.
-
-    Input:
-    . N: window length
-    . roBeta: Roll off (= ro) factor in [0, 1.0] as fraction of N
-    Return:
-    . cWin: Window with shape of roll up cos, flat top and roll off cos.
-    """
-    Ncos = int(roBeta * N)
-    Nro = Ncos // 2
-    cWin = np.ones(N)
-    if Nro > 0:
-        roCos = np.cos(np.pi * (np.arange(Ncos) / Ncos - 0.5))
-        ro = roCos[0:Nro]
-        cWin[0:Nro] = ro
-        cWin[-Nro:] = np.flip(ro)
-    return cWin