{
“cells”: [
{

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“## Analysis of backbone torsion anglesn”, “n”, “* This tutorial discuss the analyses that can be performed using the [dnaMD Python module](http://do-x3dna.readthedocs.io/en/latest/api_summary.html) included in the _do\_x3dna_ package. The tutorial is prepared using [Jupyter Notebook](https://jupyter.org/) and this notebook tutorial file could be downloaded from this [link](http://rjdkmr.github.io/do_x3dna/tut_notebook/backbone_torsion_wheel_tutorial.ipynb).n”, “n”, “n”, “* Download the input files that are used in the tutorial from this [link](http://rjdkmr.github.io/do_x3dna/tutorial_data.tar.gz).n”, “n”, “n”, “* Two following input files are required in this tutorialn”, ” * BackBoneCHiDihedrals_cdna.dat (do_x3dna output from the trajectory, which contains the DNA bound with the protein)n”, ” * BackBoneCHiDihedrals_odna.dat (do_x3dna output from the trajectory, which only contains the free DNA)n”, ” n”, ” These two file should be present inside tutorial_data of the current/present working directory.n”, ” n”, ” n”, “* The Python APIs should be only used when do_x3dna is executed with -ref option.n”, “n”, “n”, “* Detailed documentation is provided [here](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html).”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“n”, “### Importing Python Modulesn”, “n”, “* [numpy](http://www.numpy.org/): Required for the calculations involving large arraysn”, “n”, “n”, “* [matplotlib](http://matplotlib.org/): Required to plot the resultsn”, “n”, “n”, “* [dnaMD](http://do-x3dna.readthedocs.io/en/latest/api_summary.html): Python module to analyze DNA/RNA structures from the do_x3dna ouput files.n”, “n”

]

}, {

“cell_type”: “code”, “execution_count”: 1, “metadata”: {

“collapsed”: true

}, “outputs”: [], “source”: [

“import numpy as npn”, “import matplotlib.pyplot as pltn”, “import matplotlib as mpln”, “n”, “import dnaMDn”, “n”, “%matplotlib inline”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Initializing DNA object and storing data to itn”, “n”, “* [DNA object](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA) is initialized by using the total number of base-pairsn”, “n”, “n”, “* For each nucleotide, [six backbone torision angles](http://do-x3dna.readthedocs.io/en/latest/_images/backbone_torsions.png) ($\alpha$, $\beta$, $\gamma$, $\delta$, $\epsilon$ and $\zeta$) including $\chi$ can be calulated.n”, “n”, “n”, “* These torsion angles of both strands can be read and stored in DNA object from the input file using function [set_backbone_dihedrals(…)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.set_backbone_dihedrals).n”, “n”, “* To speed up processing and analysis, data can be stored in a HDF5 file by including HDF5 file name as a argument during initialization. Same file can be used to store and retrieve all other parameters.”

]

}, {

“cell_type”: “code”, “execution_count”: 2, “metadata”: {}, “outputs”: [

{

“name”: “stdout”, “output_type”: “stream”, “text”: [

“n”, “Reading file : tutorial_data/BackBoneCHiDihedrals_cdna.datn”, “Reading frame 1000n”, “Finishid reading…. Total number of frame read = 1001n”, “n”, “Reading file : tutorial_data/BackBoneCHiDihedrals_odna.datn”, “Reading frame 1000n”, “Finishid reading…. Total number of frame read = 1001n”

]

}

], “source”: [

“## Initializationn”, “pdna = dnaMD.DNA(60) #Initialization for 60 base-pairs DNA bound with the proteinn”, “fdna = dnaMD.DNA(60) #Initialization for 60 base-pairs free DNAn”, “n”, “## If HDF5 file is used to store/save data use these:n”, “# pdna = dnaMD.DNA(60, filename=’cdna.h5’) #Initialization for 60 base-pairs DNA bound with the proteinn”, “# fdna = dnaMD.DNA(60, filename=’odna.h5’) #Initialization for 60 base-pairs free DNAn”, “n”, “## Loading data from input files in respective DNA objectn”, “# parameters = ‘All’n”, “# will read and store alpha, beta, gamma, delta, epsilon, zeta and chi dihedrals of both strandsn”, “pdna.set_backbone_dihedrals(‘tutorial_data/BackBoneCHiDihedrals_cdna.dat’, bp=[2, 59], parameters=’All’, bp_range=True)n”, “fdna.set_backbone_dihedrals(‘tutorial_data/BackBoneCHiDihedrals_odna.dat’, bp=[2, 59], parameters=’All’, bp_range=True)”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Backbone Torsion angles as a function of time (manually)n”, “n”, “* A specific type of torsion angle of a nucleotide/s can be extracted from the DNA obejct using function [dnaMD.DNA.get_parameters(…)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.get_parameters).n”, “n”, “n”, “* The extracted angles can be plotted as a function of timen”, “n”, “n”, “* The extracted angles (average) of a strand for the DNA segment can be plotted as a function of timen”, “n”, “n”, “Following example shows alpha, $\alpha$ of first strand vs Time plots. These example also shows that how to extract the parameters value from the DNA object. Other properties could be extracted and plotted using similar steps. n”

]

}, {

“cell_type”: “code”, “execution_count”: 3, “metadata”: {}, “outputs”: [

{
“data”: {

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n”, “text/plain”: [

“<matplotlib.figure.Figure at 0x7f0eb70a3438>”

]

}, “metadata”: {}, “output_type”: “display_data”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<matplotlib.figure.Figure at 0x7f0eaaeaf5f8>”

]

}, “metadata”: {}, “output_type”: “display_data”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<matplotlib.figure.Figure at 0x7f0eabff6860>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# Extracting "alpha" of first strand of 20 to 30 base-stepsn”, “alpha_S1, bp_idx = fdna.get_parameters(‘alpha S1’,[20,30], bp_range=True)n”, “n”, “# SI-alpha vs Time for 22nd base-pairn”, “plt.title(‘22nd bp’)n”, “plt.plot(pdna.time, alpha_S1[2]) # index is 2 for 22nd base-step: (20 + 2)n”, “plt.xlabel(‘Time (ps)’)n”, “plt.ylabel(r’$\alpha$-S1 ( $^o$)’)n”, “plt.show()n”, “n”, “# Average SI-alpha vs Time for segment 20-30 base-pairsn”, “avg_alpha_S1 = np.mean(alpha_S1, axis=0) # Calculation of mean using mean function of numpyn”, “plt.title(‘20-30 bp segment’)n”, “plt.plot(pdna.time, avg_alpha_S1)n”, “plt.xlabel(‘Time (ps)’)n”, “plt.ylabel(r’$\alpha$-S1 ( $^o$)’)n”, “plt.show()n”, “n”, “# Average SI-alpha vs Time for segment 24-28 base-stepn”, “# index of 24th base-step is 4 (20 + 4). index of 28th base-step is 8 (20 + 8)n”, “avg_alpha_S1 = np.mean(alpha_S1[4:8], axis=0) n”, “plt.title(‘24-28 bp segment’)n”, “plt.plot(pdna.time, avg_alpha_S1)n”, “plt.xlabel(‘Time (ps)’)n”, “plt.ylabel(r’$\alpha$-S1 ( $^o$)’)n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Backbone torsion angles as a function of time (using provided functions)n”, “n”, “Above examples show the method to extract the values from the DNA object. However, [dnaMD.DNA.time_vs_parameter(…)](http://do-x3dna.readthedocs.io/en/latest/dna_class_api.html#dnaMD.dnaMD.DNA.time_vs_parameter) function could be use to get torsion angle as a function of time for the given nucleotides or strand of the DNA segmentn”

]

}, {

“cell_type”: “code”, “execution_count”: 4, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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”, “text/plain”: [

“<matplotlib.figure.Figure at 0x7f0eab3941d0>”

]

}, “metadata”: {}, “output_type”: “display_data”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<matplotlib.figure.Figure at 0x7f0eb6fcf6a0>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# S1-gamma and S2-gamma vs Time for 22nd bpn”, “plt.title(r’$\gamma$ for 22nd bp’)n”, “time, S1 = fdna.time_vs_parameter(‘gamma S1’, [22])n”, “time, S2 = fdna.time_vs_parameter(‘gamma S2’, [22])n”, “plt.plot(time, S1, c=’b’, label=’Strand-1’)n”, “plt.plot(time, S2, c=’r’, label=’Strand-2’)n”, “plt.xlabel(‘Time (ps)’)n”, “plt.ylabel(‘$\gamma$ ( $^o$)’)n”, “plt.legend()n”, “plt.show()n”, “n”, “# alpha-S2 vs Time for 25-40 bp segmentn”, “plt.title(r’$\alpha$-S2 for 25-40 bp segment’)n”, “# Bound DNAn”, “# Assume that the torsion angle a given segment is average over the nucelotidesn”, “time, value = pdna.time_vs_parameter(‘alpha S2’, [25, 40], merge=True, merge_method=’mean’)n”, “plt.plot(time, value, label=’bound DNA’, c=’k’) # balck color => bound DNAn”, “# Free DNAn”, “time, value = fdna.time_vs_parameter(‘alpha S2’, [25, 40], merge=True, merge_method=’mean’)n”, “plt.plot(time, value, label=’free DNA’, c=’r’) # red color => free DNAn”, “n”, “plt.xlabel(‘Time (ps)’)n”, “plt.ylabel(r’$\alpha$ ( $^o$)’)n”, “plt.legend()n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Backbone torsional angles wheel of nucleotides/DNA-segmentn”, “n”, “* Angle wheel (Polar plot) of backbone torsion angles is a compat way to show the conformational flcutuations of backbone dynamics.n”, “n”, “n”, “* Below is a defnition of method, which can be use to plot angles wheel for set of angle types.n”

]

}, {

“cell_type”: “code”, “execution_count”: 5, “metadata”: {

“collapsed”: true

}, “outputs”: [], “source”: [

“def plot_angle_wheel(angles, colormap, color_res = 20, bin_size=2, ax=None, cb_pad=0.2, cb_shrink=0.75):n”, ” """ Plot torsion wheel for given number of anglesn”, ” n”, ” Arguments:n”, ” n”, ” angles (2D array): of shape (type,numbers)n”, ” n”, ” colormap (string): name of colormapn”, ” n”, ” color_res (int) : number of color-bins in colormapn”, ” n”, ” bin_size (int) : size of bin in Degree for calculation of histogramn”, ” n”, ” axis (matplotlib axis): matplotlib axis instance. If (ax != None), colorbar instance will be returned.n”, ” n”, ” cb_pad (float): Gap between wheel-plot and colorbarn”, ” n”, ” cb_shrink (float): To increase or decrease size of colorbarn”, ” n”, ” n”, ” Return:n”, ” n”, ” None : If ax=Nonen”, ” n”, ” orn”, ” n”, ” colorbar (matplotlib colorbar): if (ax != None) matplotlib colorbar instance. n”, ” This can be used to modify properties of color-barn”, ” n”, ” """n”, ” n”, ” angles = np.asarray(angles) n”, ” n”, ” # Number of angle types to plotn”, ” nangle = angles.shape[0]n”, ” n”, ” # Number of input angles for each angle typen”, ” nframe = angles.shape[1]n”, ” n”, ” angle_hist = []n”, ” n”, ” # Creating reference array of angle for histogram n”, ” hist_idx = np.arange(0, 360, bin_size, dtype=float)n”, ” n”, ” # Initializing histogram array over 360 Deg using bin-sizen”, ” for i in range(nangle):n”, ” angle_hist.append(np.zeros(hist_idx.shape[0]))n”, ” angle_hist = np.asarray(angle_hist)n”, ” n”, ” #### Calculating histogram ###n”, ” for i in range(len(angles)):n”, ” for j in range(len(angles[i])):n”, ” n”, ” # Converting angle of negative direction to postive directionn”, ” if angles[i][j]<0:n”, ” tmp_theta = 360 + angles[i][j]n”, ” else:n”, ” tmp_theta = angles[i][j]n”, ” n”, ” # Finding index in reference array for angle (index of nearest value)n”, ” idx = (np.abs(hist_idx-tmp_theta)).argmin()n”, ” n”, ” # Updating angle histogramn”, ” angle_hist[i][idx] += 1n”, ” n”, ” # Calculating fraction/precentagen”, ” angle_hist[i] = np.divide(angle_hist[i],nframe)n”, “n”, ” # minimum and maximum valuen”, ” min_max = [0.0, np.amax(angle_hist)]n”, ” n”, ” # Creating COLORMAP. To change colormap, see this link: n”, ” # (http://matplotlib.org/examples/color/colormaps_reference.html)n”, ” # Creating array for color-rangen”, ” crange = np.linspace(0, min_max[1], color_res)n”, ” n”, ” # Creating array of color; n”, ” # To automate colormap inside a method, n”, ” # Following is equivalent to: color = plt.cm.colormap(crange); n”, ” # where colormap could be any type of maps that are implemented in the matplotlibn”, ” color = getattr(plt.cm, colormap)(crange)n”, ” n”, ” #### Plotting wheel ####n”, ” # Width of bin in radiann”, ” width = bin_size*(np.pi/180)n”, ” n”, ” # Plot each bin with respective colorn”, ” # First loop over concentric circlesn”, ” # Second loop along the respective circle n”, ” for i in range(len(angle_hist)):n”, ” for j in range(len(angle_hist[i])):n”, ” n”, ” # Identifying index of color in color array using value of histogramn”, ” c_idx = (np.abs(crange - angle_hist[i][j])).argmin()n”, ” n”, ” # Plotting circular-bar of radius=1 for respective bin, each bar start at radius=i+1 and end at radius=i+2n”, ” if angle_hist[i][j] > 0.0:n”, ” plt.bar(hist_idx[j]*(np.pi/180), 1, width=width, bottom=i+1, color=color[c_idx], linewidth=0)n”, ” n”, ” # To draw Colorbar. Taken from the following link:n”, ” # (http://stackoverflow.com/questions/8342549/matplotlib-add-colorbar-to-a-sequence-of-line-plots)n”, ” if ax:n”, ” cmap = getattr(mpl.cm, colormap)n”, ” norm = mpl.colors.Normalize(vmin=min_max[0], vmax=min_max[1])n”, ” sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)n”, ” sm._A = []n”, ” cb = plt.colorbar(sm, ax=ax, pad=cb_pad, shrink=cb_shrink)n”, ” return cbn”, ” else:n”, ” return None”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Torsional angle wheel for all angles of the DNA segmentn”, “n”, “* To plot the angle wheel using "plot_angle_wheel" method.n”, “n”, “n”, “* Properties of the plots could be changed using the mehtods of matplotlib.”

]

}, {

“cell_type”: “code”, “execution_count”: 6, “metadata”: {}, “outputs”: [

{
“data”: {

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”, “text/plain”: [

“<matplotlib.figure.Figure at 0x7f0eac01def0>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# Initialization of plot with resolution and figure sizen”, “fig = plt.figure(figsize=(14, 8))n”, “n”, “# For large figure, use thisn”, “#fig = plt.figure(figsize=(18, 12), dpi=300)n”, “n”, “# To adjust gaps and margins of subplotsn”, “fig.subplots_adjust(wspace=0.3)n”, “n”, “n”, “##### Plot for first Strand #####n”, “angels_type = [‘alpha S1’, ‘beta S1’, ‘gamma S1’, ‘delta S1’, ‘epsilon S1’, ‘zeta S1’]n”, “label = [r’$\alpha$’, r’$\beta$’, r’$\gamma$’, r’$\delta$’, r’$\epsilon$’, r’$\zeta$’]n”, “n”, “# Initialization of first axis or subplotn”, “ax1 = plt.subplot(121, polar=True)n”, “ax1.set_title(‘Strand I’, fontsize=22, y = 1.2)n”, “n”, “# to change properties of radial and circular grid-line from dashed to solidn”, “ax1.grid(True, lw=0.5, linestyle=’-‘)n”, “n”, “# Extraction of angle data from DNA objectn”, “angles = []n”, “for ang_name in angels_type:n”, ” values = []n”, ” # Extract all individual angles of 10th to 50th base-pairsn”, ” for nbp in range(10,50):n”, ” time, value = fdna.time_vs_parameter(ang_name, [nbp], merge=False, merge_method=’mean’)n”, ” del timen”, ” values = values + list(value)n”, ” angles.append(np.array(values))n”, “n”, “# Change list to numpy arrayn”, “angles = np.asarray(angles)n”, “n”, “# Plot angle wheel with "winter_r" colormapn”, “colorbar = plot_angle_wheel(angles, colormap=’winter_r’, color_res=10, bin_size=5, n”, ” ax= ax1, cb_pad=0.15, cb_shrink=0.65)n”, “n”, “# Labeling wheel for each angle typen”, “ax1.yaxis.set_ticklabels(label, fontsize=22)n”, “n”, “##### To increase font-size of angle around perimetern”, “# Get angle label, which are present at the perimeter of wheel and change it to Degreen”, “xticks = ax1.get_xticks()*180/np.pin”, “xlabel = []n”, “n”, “# Convert angle to string and add Degree symboln”, “for x in xticks:n”, ” xlabel.append(‘{0}$^o$’ .format(int(x)))n”, ” n”, “# Change postion of angle label to remove any overlapn”, “ax1.set_thetagrids(xticks, frac=1.22)n”, “n”, “# At last change the fontsizen”, “ax1.xaxis.set_ticklabels(xlabel, fontsize=22)n”, “n”, “# Change the fontsize in colorbarn”, “for text in colorbar.ax.get_yticklabels():n”, ” text.set_fontsize(22)n”, “n”, “# Clean memoryn”, “del anglesn”, ” n”, “##### Plot for Second Strand #####n”, “angels_type = [‘alpha S2’, ‘beta S2’, ‘gamma S2’, ‘delta S2’, ‘epsilon S2’, ‘zeta S2’]n”, “label = [r’$\alpha$’, r’$\beta$’, r’$\gamma$’, r’$\delta$’, r’$\epsilon$’, r’$\zeta$’]n”, “n”, “# Initialization of first axisn”, “ax2 = plt.subplot(122, polar=True)n”, “ax2.set_title(‘Strand II’, fontsize=22, y = 1.2)n”, “n”, “# to change properties of grid-linen”, “ax2.grid(True, lw=0.5, linestyle=’-‘)n”, “n”, “# Extraction of angle datan”, “angles = []n”, “for ang_name in angels_type:n”, ” values = []n”, ” # Extract all angles of 10th to 50th base-pairsn”, ” for nbp in range(10,50):n”, ” time, value = fdna.time_vs_parameter(ang_name, [nbp], merge=False, merge_method=’mean’)n”, ” del timen”, ” values = values + list(value)n”, ” angles.append(np.array(values))n”, “n”, “# Change list to numpy arrayn”, “angles = np.asarray(angles)n”, “n”, “# Plot angle wheel with "winter_r" colormapn”, “colorbar = plot_angle_wheel(angles, colormap=’winter_r’, color_res=10, bin_size=5, n”, ” ax= ax2, cb_pad=0.15, cb_shrink=0.65)n”, “n”, “# Labeling wheel for each angle typen”, “ax2.yaxis.set_ticklabels(label, fontsize=22)n”, “n”, “##### To increase font-size of angle around perimetern”, “# Get angle label, which are present at the perimeter of wheel and change it to Degreen”, “xticks = ax2.get_xticks()*180/np.pin”, “xlabel = []n”, “n”, “# Convert angle to string and add Degree symboln”, “for x in xticks:n”, ” xlabel.append(‘{0}$^o$’ .format(int(x)))n”, ” n”, “# Change postion of angle label to remove any overlapn”, “ax2.set_thetagrids(xticks, frac=1.22)n”, “n”, “# At last change the fontsizen”, “ax2.xaxis.set_ticklabels(xlabel, fontsize=22)n”, “n”, “# Change the fontsize in colorbarn”, “for text in colorbar.ax.get_yticklabels():n”, ” text.set_fontsize(22)n”, “n”, “# Clean memoryn”, “del anglesn”, “n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Torsional angle wheel for average angles of DNA segmentn”, “n”, “* To plot the angle wheel using "plot_angle_wheel" method.n”, “n”, “n”, “* Properties of the plot could be changed using the mehtods of matplotlib.n”

]

}, {

“cell_type”: “code”, “execution_count”: 7, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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”, “text/plain”: [

“<matplotlib.figure.Figure at 0x7f0eab3ac748>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# Initialization of plotn”, “fig = plt.figure(figsize=(14, 8))n”, “n”, “# For large figure, use thisn”, “#fig = plt.figure(figsize=(18, 12), dpi=300)n”, “n”, “fig.subplots_adjust(wspace=0.2)n”, “n”, “n”, “##### Plot for first Strand #####n”, “angels_type = [‘alpha S1’, ‘beta S1’, ‘gamma S1’, ‘delta S1’, ‘epsilon S1’, ‘zeta S1’]n”, “label = [r’$\alpha$’, r’$\beta$’, r’$\gamma$’, r’$\delta$’, r’$\epsilon$’, r’$\zeta$’]n”, “n”, “# Initialization of first axisn”, “ax1 = plt.subplot(121, polar=True)n”, “ax1.set_title(‘Strand I 25-35 bp’, fontsize=22, y = 1.2)n”, “n”, “# to change properties of grid-linen”, “ax1.grid(True, lw=0.5, linestyle=’-‘)n”, “n”, “# Extraction of angle datan”, “angles = []n”, “for ang_name in angels_type:n”, ” # To calculate the angle for a segment, angles are avereged over base-pairsn”, ” time, value = fdna.time_vs_parameter(ang_name, [25, 35], merge=True, merge_method=’mean’)n”, ” del timen”, ” angles.append(value)n”, “n”, “# Change list to numpy arrayn”, “angles = np.asarray(angles)n”, “n”, “# Plot angle wheel with "winter_r" colormapn”, “colorbar = plot_angle_wheel(angles, colormap=’winter_r’, color_res=10, bin_size=5, n”, ” ax= ax1, cb_pad=0.15, cb_shrink=0.5)n”, “n”, “# Labeling wheel for each angle typen”, “ax1.yaxis.set_ticklabels(label, fontsize=22)n”, “n”, “##### To increase font-size of angle around perimetern”, “# Get angle label, which are present at the perimeter of wheel and change it to Degreen”, “xticks = ax1.get_xticks()*180/np.pin”, “xlabel = []n”, “n”, “# Convert angle to string and add Degree symboln”, “for x in xticks:n”, ” xlabel.append(‘{0}$^o$’ .format(int(x)))n”, ” n”, “# Change postion of angle label to remove any overlapn”, “ax1.set_thetagrids(xticks, frac=1.22)n”, “n”, “# At last change the fontsizen”, “ax1.xaxis.set_ticklabels(xlabel, fontsize=22)n”, “n”, “# Change the fontsize in colorbarn”, “for text in colorbar.ax.get_yticklabels():n”, ” text.set_fontsize(22)n”, “n”, “# Clean memoryn”, “del anglesn”, ” n”, “##### Plot for Second Strand #####n”, “angels_type = [‘alpha S2’, ‘beta S2’, ‘gamma S2’, ‘delta S2’, ‘epsilon S2’, ‘zeta S2’]n”, “label = [r’$\alpha$’, r’$\beta$’, r’$\gamma$’, r’$\delta$’, r’$\epsilon$’, r’$\zeta$’]n”, “n”, “# Initialization of first axisn”, “ax2 = plt.subplot(122, polar=True)n”, “ax2.set_title(‘Strand II 25-35 bp’, fontsize=22, y = 1.2)n”, “n”, “# to change properties of grid-linen”, “ax2.grid(True, lw=0.5, linestyle=’-‘)n”, “n”, “# Extraction of angle datan”, “angles = []n”, “for ang_name in angels_type:n”, ” # To calculate the angle for a segment, angles are avereged over base-pairsn”, ” time, value = fdna.time_vs_parameter(ang_name, [25, 35], merge=True, merge_method=’mean’)n”, ” del timen”, ” angles.append(value)n”, “n”, “# Change list to numpy arrayn”, “angles = np.asarray(angles)n”, “n”, “# Plot angle wheel with "winter_r" colormapn”, “colorbar = plot_angle_wheel(angles, colormap=’winter_r’, color_res=10, bin_size=5, n”, ” ax= ax2, cb_pad=0.15, cb_shrink=0.5)n”, “n”, “# Labeling wheel for each angle typen”, “ax2.yaxis.set_ticklabels(label, fontsize=22)n”, “n”, “##### To increase font-size of angle around perimetern”, “# Get angle label, which are present at the perimeter of wheel and change it to Degreen”, “xticks = ax2.get_xticks()*180/np.pin”, “xlabel = []n”, “n”, “# Convert angle to string and add Degree symboln”, “for x in xticks:n”, ” xlabel.append(‘{0}$^o$’ .format(int(x)))n”, ” n”, “# Change postion of angle label to remove any overlapn”, “ax2.set_thetagrids(xticks, frac=1.22)n”, “n”, “# At last change the fontsizen”, “ax2.xaxis.set_ticklabels(xlabel, fontsize=22)n”, “n”, “# Change the fontsize in colorbarn”, “for text in colorbar.ax.get_yticklabels():n”, ” text.set_fontsize(22)n”, “n”, “# Clean memoryn”, “del anglesn”, “n”, “plt.show()”

]

}, {

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“### Torsional angle wheel for average angles of segment of a bound and a unbound DNAn”, “n”, “* To plot the angle wheel using "plot_angle_wheel" method.n”, “n”, “n”, “* Here, torsion angles of unbound and bound DNA are compared. Note that data are sparse (only 1000 frames from 100 ns).n”, “n”

]

}, {

“cell_type”: “code”, “execution_count”: 8, “metadata”: {}, “outputs”: [

{
“data”: {

“image/png”: 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Ot91unt/81Eom8yMz7Ml1PIYRQg4RPIZaARNhcnZ+ff0pZWdmnFEU5ZN26dfSJT3zCdMopp+iam5sRf8nintxjD54EoioK3334bW7duDT7++OOerq6uiE6ne3NwcPDhaDT6AjP3ZbqOQgiRDhI+hVikiKg6Pz//n42VlZecqinJIc3Oz5uyzzzadeuqpuubmZmg0S3MPiaUSPqdSFAU7duzA1q1bg0888cR4d3e3otPpn3hgcHPxLNBp9mplHM11HIYRIBQmfQiwSidbNw8vKyj6bk5NzblVVVdHnPvc542mnnZa7fv36JRs2np1qq4XOqSCSCHTt24Kmnngps2bLF63K5hn0+3x/Gx8e3MHNHpusnhBDzJeFTiCyWWLz9I1VVVRcpnivLho48+OmfTpk3mM844g4xGY6arlxHLJXxONTQ0hCeeeEJ58MEHne3t7SEAf7Pb7X8A8M/ETk9CnCLEoSPgUIssQkTk3N/dsq9V6MRGtPeuss3Sf+cxnTMcddxx0Ol2mq5dxyzV8Tub3+/H888/jT3/6n0+i2bduiWq32jYGBgXtjsdizzOzNdP2EEGImEj6FyAJEZNDpdP9hsViuLCwsbLjgggsKzz33XP3antWuXzEShVJHwub9YLIbt27djy5Ytni1btgQVRXmrv7//FwCek+1BhRDZSMKnEBlCRFoAJ1dWVv6XnVqs95nOf+5z+kksuKWxqasp01bKahM/pMTO2b9+O3/zmN64nn3wyzMxPDw0N3QngTVnkXgiRLSR8nCqGi5KQhm812GRF9/PTTT8/98pe/XPKhD31IWjhnScLn7CiKgq1bt+Kuu+4aeeONN4KKovxxdHT0nt8y8J9N1E0IsbxI+hVABEVWUlpZeptPpLjz88MMNl156qfljH/sY5ebmZrpqi46Ez7nzer149NFHno3feeedYd3e30+fz/dLj8dzHzK5M100IsfxI+BQiTRKtnCdVVlb+t9FoPPQb3/iG6bzzzsspLi7OndNUWNQmfC2O323H//fcH77rrLk84HH5xcHDwx8z8TqbrJYRYPiR8CpFiRGQsLi7+gl6v/68TTzyxn6Nvf/nbp0UcfnelqLRkSPlMjFovhhRdewI033jjS0tIy7HK5fhIMBh9i5lCm6yaEWNokfAqRIkR0naEVFxXd0Ot0pl19+eeEXv/jF/NLS0kxXK6OYGZFIBKFQaL9bOBye9zlHRkZQVlY25+OICLm5ucjLny9vvlpOTs+zH2/b29mLz5s3eBx980B+NRv/scDh+xszdma6XEGJpkvApxAIQUW5eXt7G0tLS7zQ1nNVmvu+66slNPPXXZ7DYUiUQQCATg9/vh9/sRDocx+ZpCRNDpdO8LfLm5ufMOfPNt+YzFYgiHw+8LnwoqivK/O+fn5MBgM0Ov1MBgM0Gq186rrYhMOh/Hwww9Hf/KTnziHh4f3DA0N/TAWiz3DzLFM100InsXRI+BRiHoiooKSk5PK8vLyvn3/++UVXXnllYW1tbaarlRbMjEAgAI/HA6/Xu1+rZU5ODgwGw8RtnIaFyttLd7c7MCAaD8Pv9E8E6Gn1vA6G8vDwUFRWhsLAQ+fn5S7bVdOfOnbj55ptdzzzzjMvj8fzAn7/f/QdYNFUKkgoRPIeaAiErKysquzs3NveSKK64ouvzyy/VFRUWZrlbKKIqC8fFxuN1uBINBAPGWnQL1ePxG4Mj1DP5NjPpkZoVAIXq8XHo8HoVBootXUYDDAaDSiuLh4SbV82+123HTTTZ4//vGPnkAgncPP4+PivmTmQ6XoJIRYvCZ9CzAIRVdpstu/n5eV96tprry2++OKLc/Pz8zNdrQWJxWJwuVxwOp0TnrZlarRZGoxFGoxHZ+v6yccJRsnXY5XLB4/EgFov3Uufn56O0tBTFxcWLvoXU5XLh9ttv9//qV7/ynhkKhX42Njd3KzO5M10sIsfhI+BRiBkTUWF5e/uOioqKP/O///m/Jxo0btTk5OZmu1ryEw2GMjY3Bn7XYjFotBo9HAaDSitLQ0462Zc5GN4XM6gUAAY2Nj8Hg8YGZotVqUlJSgpKQEi/X/USAQwG9/+9vwnzTff7A6Hw//P4XD8iJkdma6XEGLxkPApxAEQUXNFRcVtVqv1iBtuuMF85pln0mJruYpEIhgZGYHLnFV9HXKfTobS0FEajcVFPoFlM4XMqRVHgdDrhdDoRjUah0WhQWlqK0tLSRfdvEolE8Mc//lG5/vrrnXT6f7+mhoaFrmbk/0/USQmQ/CZ9CTEJEteXl5b+oqKg44Re/+IX5hBNOyHSVZi0Wi8HpdGJ0dBSKnokCn08FsNsNkMi2pMYiLOXxOFY1GMTY2hrGxMUSjUeTm5sJisSyqbvpYLIZHH3009u1vf3vM6/VuncTgc32VmZ6brJYTIXhI+hQBARGar1Xqj0Wg857bbbis988wzNYvhwz8cDsNut8Pj8UCj0aCkpARmns3nRdunOxlIKn1OFw2GMjIzA7XaDmWEymWC1WhfFv2c0GsX9998f+f73v+8KBAJ3jY6O/pSZ/ZmunlxAi+0j4FMsaERWazebvGAyGL/3oRz8yXXDBBTnZ3kro9Xpht9sRCoWQm5sLm82GwsLCRdNStlBLnOXxOxsxwuVxwOByIRqMwGAwoLy/P2olgScFgEJs3bw7eeuutLr/ff0Nidnwk0/USQmQPCZ8CQHyxndADXAbgQQAWAdgDfZea/Z7RiaUJEuUaj8XK9Xn/N1Vdfbbz88svzs3nSjcfjweDgIBRFQUFBAWw2nW9aHkHRZLuFzKp/PB7vdjmAwiLy8PFRWVkKv12e6WtNyu9244YYbvPfff7/T7XZ/OxQK/ZnlAyftnltu1XCxOEj7TjIiaAHwMwNEAjgKwGgAB2MjMf5nmmCsAnADgEABWAMUAXADeAXAfgD8c6CJORPcBnuGiG6rQz8/s+tYkoD8DTABoA/BBAN4DPJc71AWZ+++DvdHEgIjIYDJuKiopu/OIXv1hyzTXXFGTrnOp1+vx8DAwMIh8MoLCxERUUFdDpdpquVccs1fE4WDAYxMDCAQCAAg8GAyspK5OXlZbpaBzQ0NITvnfve77ieffNI+PDx8WTQafT7Tdco0Ivox4gERAL7NzLdMef4+yLVcLGHZP5Bo8bsUwJVzPOYaxEPnnTgCvAfABqANwMoBTAHyaiD41w5Z3rwLYc4DHB6d5/XcBHAZgAzPvAwAiehHAaQA+D2BJXLCIaIPVnan3w7LPPrrnxxhuNFosl01V6n1AohP7+fgSDQej1etTU1GRtqBCZk5+fj4aGBgDxLym9vb0TX1IqnKyuzaoxoeXk57r77bmNnZ6fxa1/72p/Ly8vfsdvtn09ea5YbIjoawNUAGPGGiJnItVwsSdlzhVq6ndgK4GcB2ADsA3A3gpIMc81kAbzOzb/KDRLQOwPMA/gPxb7L3TnP875j5vtlUjoi0AC4D8JvJHwbMnHCOiLgDVszlPNiMik9Vq/cVhhx121n333WfesGFDpqu0n1gshuHhYYyMjCA3NxfV1dVZ3Z0qsovBnYEBjYyOA+PCMzs5ORKNRlJeXo6SkJGvGAq9cuRJPPfVU6XPPPffhr371qzssFsuvR0ZGrmfmUKbrnppZEy+T9AOwA3gDwyYMcItdysSRl98yKJYCZf8fMVzPzn5m5c5bH/GNq8Ew8vgvAnYm/npaiKh4CnwAzg2QM8Vw1gIEXlqI6INEaj8UuVlZVtP/3pTz/31ltvZVXw9Hq9aG9vR1tbG7RaLZqbm7Fq1SoJnnmLeioqK0NTUhDVr1iAUCqGlpQV79uyZ2Co1G5x22mnU2tpadtVVV11ls9k6dDrdGZmuk4p+CGAtngK8CSPXuUEv2Wi6WHmn5XHyUxH2qWguSfc9Dkx8kohUA6gFsS1E5qiKiw2022wOf/OQna2666aZino9GY6SoBiLdyDg0Nwel0oqCgAA0NDTKOU6ScRqNBRUUFKioqEAwG0dfXh1AoBKvVirKysoy3hubmn5uI73/mO4aKLLjJ89atf/cOkrviejFYsjYjoGADfBPBHZn6CiM5NcRFL8louliYJn4tI4iLy1cRfnH5/hpR8hokMBFCLevfMPAM9NM0Y02T2zEsCuSY//CEA/gL8tqNIqI6ISm822+YgjjvjYfffdZz7knkEMyXSUA8bGcyXF55eXlaG5uzngAEMtDfn4+GhsbwcxwOBxoaWmBwWBATU1NxseGVlVV4Yknnih5n4YUXTvryl7+83WKx/HZkZOSHzJw9TbUpQET5iHe3j2FucwCW7bVcLG0SPrMYEV2M+PhQHeLdJscinPlTix8z8yAyHXniAx1qI6LPM/O/JDzJzOxG9BuAWItIB8AK4BMDZAE5ZLOOxiIiKi4svqaqquuEnnP/lJ6aZNm3TZEO6cTicGBweh0+lQU1OzbJdHmioWiyEUCkFRFCiKgkgkMvFnRVEQjUYRi8VwoNU4nRkZG0NbWtt9jRASNRoOcnJwD3nQ6HXJzc5fUTk9zRUSw2Wyw2Wzwer3Ysyc+j6W6uhqFhYUZrdvJnJ59Mra2tZbfeeuvXb7vttv/Mzc39QjgcPlD38WJ1A4AmAJ9l5pE5HLfsruVieZClllRGRNsQD5TTnLrU06bW/A/CFSQ8pAL4P4NYDtQwQ0dcBRAFsRfxbcDGAIxC/8G0A4ABwxNT9l4moEsDtAD4CQAvgnZcTXhdvv4patiKjKZrM9dPrpp6/fvHmzsbi4OKP1YWYMDQ1hdHQUJSUlqKioWDahh5kRDAbh9/vhn9/sRCAQQjUbf18pLRMjLy4NOpztgWNRqtdBoNCCi9x07daklZgYzIxaL7RdgJ98ikQjC4fD7wiwznIycnBwaDAXq9HgaDAXl5ecumVVpRFPT19cHr9aKiogJmsznTVUJ/fz8uuOACZ2tr63N2u/1LzDyen6TotBBEdC+AVAI8z8zmTHr8P8YmjB1pqaVley8XyIeFTZXMJn5OO0QNYAeBixLtsWgCcycyzGkCenWHT4JQAfBHAnM39tHlXPOonWzi8YjcYf33PPPeZTTz01owkvFouhr68P4+PjKC8vh9lsXpIhhpkRnCATg8Xjg9XoRDocnniMi5Ofnw2AwTAQ6rVab0vJTvc6noij7heVQKLRfSM3Pz0dhYSGKioqWbDBlnZgwODmJsbAxlZWWw2WwZfZ/MjN///veRa665ZnhsbOzixdoKmrh2v4P4eMxmZh6c9Nx9mCZ8znC+nJXktF8uPhE+VzSd8Tjn+mwBuAfAIM39qDsd9AsBjALqYuWGu5WYbIqpMtHYecscddxgzuVC8oijYnt28fAoEAqqurkS2Tm1IhEonA5XLB7XYjEonvkEhE0Ov1E4FM7Z2h1FxknpkRCoUmgvbkWeN5eXkwnmUwoLi7O+NjJVGFmjIyMwG63w2g0oqqqKqOt9gMDA9i0aZOztbX1Wbvd/uXF1gpKRLcB+DqAS5j5n3inP3Yc5hs/EcUvqWi6WJwmfKktB+DQDGEG8C94w2z2TiWg14tushZl50a5ank2tnZFIBD09PYhEnIqitrUVBQUGmqpISiqLA6XTC5XJBUeKLKuh0OhiNRhiNRtVD5nSyZYejYDAIt9sNt9uNaDQKID6Lnu6SkBEajMeUtvmpzuVzo7+9HYWEhampqMhZCmRn3339/5Nprr110raBE1A2gBvFu96nWALAB2AugnF8AeZv7iLM65JK7lYnmT8KmyFIRPDeLLLOUAKGdm+yyP+xDiuyWNMXPmB3bNQ6K1888f/ehH1995n550Za+1UFAU9PT0Ih8Oor69ftOtyBgIBjI2NYXw83pik1WpRUlKCkpKSrG7Jy5bweSDhcHgiwMdinMRARjEYjSktLF+1OVePj4+jt7UVRURGqq6szFkIHBgZw/vnnO9va2hZNK2gifNbN8uXvMPNhszjnnor+WC5G9nzBiOici/u/mQrwFdLbOS9y/mfIapVmitfPi6urqn9xzzz3m0047LSOfftFoFD09PQgGng6ivr4fBYMhENeYtFApheHh4Imzq9XqYzWZUVlYuyXGMmZCbmzsxoxyIjwN2uVwT62wSEUpKSmA2nmxfN+q7FxcVYt24dXC4XWlpaYDQaUV1drfr/mcrKSrz44osl99133znXXXfdCbm5uReFw+GtqlZinjpi5froer250AAAgAElEQVTn5tvtjkV8LRciScJnliGi4wGYADzNzMqU545DfHtOALibmaOTnjsMn8eWYnpryeA7ik5T+K/HQbWmsfsoRUZHVav3DiSeeeMI999xjykRrZywWw759++D3+1FbW5vxZWlmnKxqNYnR0FGNjY4jFYsjLy0NZWRmqqqokbKpEo9GgtLQUpaWlAN4Lo11dXVAUBTk5OSgrK4PJZMr6nFRFMJhNMJhOcTid27dqF0tJSVFRUqPp/iYhw8cUX555++umV55577kM2m+0Bh8PxranXysVsqV7LnhZhMut3TjIiOAHDXpIeaARQB6EB8wWEAADN/MPH6zyO+Z7sLwFuI71ZRhPjCwc2Jlz+JeLd9YFI5nnwTwSOKcbyG+FIcZ8S3XKgHEAFzLzDen+j2mCxEdZrVaH/vpT39aftFFF6k+4DC5ZNLIyAjq6uqQn6SWcZiMUCsFut8Pr9UKj0aCsrAwlJSWLfvzhZNnc7T5XiqJgZGQETqcTzAyTyQSr1ZrVwx6SRkZGnMDg4iKqqqolwraZoNIof/vCHvl/+8pd7h4eHz2LmXtUrsQDTtXwuxWu5EFNJ+EwzIvowgBcP9jpmnpsTrk0sqnYB44LQAIMRD6HYADzLzowcoZwXi34o/gPgYIzMABtCH+GD3O5l5x8LfUfoREZWWln7DnYrFc99hjj5mbmppUr4PT6URfXx9sNhusVqvq5c+F1+uF3W5HKBSa6PbN5Oz/dFtK4XMyZobL5cLwn8DAURYHBYEB5eXlWb0zAzOjv74fb7UZ9fX1GJt29/PLLvGnTpuGRkZEvBwKBx1SvwDzNED6XzLVcniOlI+BRZhYhMVqv1L2edddZRd911l1HtD16/34+uri4UFRWhpqYma7un/X4/BgcHEQqFUFBQgPLyn8kU7oWWulmr4nGryv7HBYEBlZWXWrDgwVTQaRXd3NyKRCBoaGlSv58jICDZu3OhsaWn5q8PhuJyZnwwc/SgiRKRI+RdYgomNsNttfN2/ebNu4caOq/Y7RaBR79+4FAKxYsSIruz2DwSAGBwcRCASg1+tRnUVGR1a1i6bJcwudkPp8Pg4ODCIfDKCwsREVFRVZOWAqFQti7dy/0ej3q6upU/fLGzLjlllsCt9xynS4/D4fg4M3eqVrgQYk4kfIqMIyKN2Wz+bmVl5ZWPPfaYecWKFaqWnxzX2dDQkHUz2GOxGIaGhuB0nOpGfn4+Kioqsq6PalmP4nGx8fByDg4OIRqOwWCwoKyvLuhZ6l8uFffv2oaamBiUlJaqW/eabb2Ljnxo3DY2NjXx8fH/+jqoULIWZFwqfIKCIyWq3Wv5133nkbfvaznxWp2V3n8/nQ1dUFi8UysTROthgfnH8fAwACYGTabDSUlJVkXMDJluYfPJGbG8PAwhoeHkZubi6qqqqz6YsLM6O3thdfrxcqVK1UdFuJ2nu3H++ee7tm/f/jeHw3HJbDfjEEKoQ8KnyBgiWmW1Wp/dvHlz9XnnnadaP3eyi52IsGLFiqyZCR6NnRtHf3w+Px4OioiJUVlZmZfd/pkn4fL9QKIT+/n4EAgGUlpaivLw8a76shMNhdHZ2wmAwoLa2VrV6nMTNuuukm/2233dbmcDhOZ+a5rIsshEgjCZ8iI/Lz8z9mtVp///jjj1sOO+ygm3qkzOjoKAYGBtDQn0JA122H6/X709vYiFouhqqpqUSzplEkSPqfHzBgbG8PQ0BDy8vJQW1ubNZOUnE4nent7sWLFClVXnY/j73/8eveSSS4bsdvuZzPyuagULIaYl4VOoioiorKzs2tra2m8/9dRTJWotY6QoCvbs2QODwZAVns9iZGSMjI3A4HNDr9aipqcnKCSTZSMLn7AQCAfT29kJRFFRVVcFoNGa6SojFYvv1Oqi1sH57ezvOnOOOMkeHh4cs8Hs8WVQoVQkxLwqdQDRHlWa3WP330ox89+e677zaq1SLjcDjgcDjQ2NiY8dnhsVgMnAwMDcLlcsFgssFqtGQ/C2SgajSIWi4GZ33e/d+9erFy5EhqNBkQ0ca/VarN+l6BMiEajGBgYgNvtnhtVqhcViyfj/OY/Hg66uLtTW1sJkMqlSpsvlwtlnn+1sb2//zfDw8HUsH35CZIyET6EKIiq3WCxbnv/e976284oor8tX48AuHw+jo6EBJSQkqKyvTXt5MFEVBb28v/H4/KisrVZ8BnEmRSASBQADBYBChnUAihUAiKMvNuiBqNZuI2OWASEQYHB1FeXv6+UBqNRnGw65lOp0NeXh7y8vKQn58Pg8GQNWN+0y05nQcnhcMBkMqGysjKjYZ2ZJ9YGXblypSr/DtFoFFdeeaVny5Yt/+dwOD7JzL60FyqEeB8JnyLtiOjIn8vLyJx588EHbKaecosqnXbK1c/Xq1Rkd8xYOh9HT0wNFUVBTU7No9oWfC2ZGIBCA1+uFx+NBOBzenr2UtJycHer0e+fn5E8EvJydn3q1v8+12Z2ZEIpGJABwMBuH3+xGLxfZ7XV5eHoqKilBYWIi8vLyMntxKmg9PpxMDAAAoKClBTU5PRAO7z+dDZ2Yn6+nrVxjvfe++94WuuuaZneHj4NGbuUaVQIcQECZ8inrYqLiz9TXl5+59NPP21uaGhIe3nRaBQdHR0oLCxEVVVVxoJDJBJBd3c3otEo6urqoNfrM1KPVAsGng3C73RgfH59ovSQi6PV6FBYWorCwELm5uWn9uadzzCczIxgMTgTpUCg08ZxOp4PRaITJZFoy43M9nHg/27duX8RCaHE6RHAuqxu/t66+/jnPPPdcxMDDwCWb+v7QXKISYIOFTpI3ZbL5q1apV//3ss8+WnqNGi4Xa70dPTg8bGxoytd6goykRXYn19/aIOnaFQCGNjYxgfH59oHczLy4PJZEJxcXHGloHK1ISjncDgMt9sNt9uNSCS+bKRWq4XJZEJJScmiDqTJEFpYWIiampqMdccnF6dftWqVKr87+/btw8knnzw6nMDBwkd/vfzLtBQohAEj4FGlARGSxWG4++uijv/Dwww+b0r24dLLVBAAaGhoy0tqpKAp6enoQDodRnV1eXVYt9zwYzw+v1YmxsDH6/HwCQm5uL0tJSFBcXZ9W4yGya7a4oClwuF5xO50RLcFFREUpLSxfdn/wEgvrlBb28vioqKUF1dnZEQmuy9KCoqQlVVVdrLGx0dxcknnzy2b9++a5xO5+/SXqBY9og+xsBCnl53d8QwzfywlFcoACZ8ipYgox2q1PvDxj3/8zN/85jfF6Q4toVAI7e3tqKury8hSMsldXDweD+rrn67Nm7dDZCAQCcDgc8Pl8ICIUFhZOhKZsHueYTeFzKmaGx+OZCPFEhOLiYlgslqxZb3M2XC4Xent7nYbVaM7Yig8PhwMjICFavXp32Vnafz4ezzjrLuXPnzttGRkauT2thYtkjOoqB7Qs9yw5mPiolFcoAnCZ8iZYgo32Kx/P3SSy/9wA9+8IOCdH9gjYyMYGhoCE1NTRnp8nQ4HLDb7aiurl4Us9ej0SiGh4fhndDrBzNDr9bBYLCgoKMjqsDlVNofPqZgZ4+PjGB4eRjgchlarhdlsRmlpadYvC8XMExP3amtrM/LlnLhAIoKOjQ5WF6SORCDZt2uTetm3bQ8PDw5cyc+zgRwkxd0RHMWiB4ZMlfAoBIjJZLJYXr7/++rVfn+cpX0trPnuxmz8nJUXW7vqTx8XH09PSgrKwsq7YxPJBQKAS73Q6v1wutVouysjKUlpZmdZ0PZjGFnz6mi0ShGR0cxOjoKZobJZILFYsnq8aKxWAy9vb3w+XxYsWKF6uOYY7HYxAYR1dXVaS2LmXHVVVd5n/vSnP21zOBznyp7wIh0kfEr4FClARJUWi+WlX//61/XnnHNOWvvHkt3sai5OnZTco1qv16O2tjZrnW678AT92DOzGrtAglFzC58uPX1JLPC3m8DkZM8PtdsPhcEBRFBQUFKCioiJru+cVRUFXV9fEjHS1nxwHb7XaMjo6iqakp7WXffPPN/ptvvvndxFJM3rQWJpYdoqMYmjcXdpKYRsKnWL6IqMlmsz2/ZcuWnyhNOOCGtzWljY2MYGBhQvZs9Oa7T5/Nh5cqVWRkOQqEQdgy0491AP/4vfwiPVQzAqVdgQj4c+BZ0nyJ4JQwu1VMLnVF6vF4ODgwiHwzAajSgvL8/YigIz8fl86OrqgsVigc1mU7XsQCCA3bt3o7GxMe3jnqx988MHwN77xjc7h4eGTmHk4rYWJZYXoKIZ2geEzKuFTLFNEtL6ysnLrM888Y1u/fn1ay+rt7UU4nHFZ9Nnty6ZeampqsG9cZjUbRMtiF7e69eCPPjocr+uAoCL/vdc/iApyGlRmoYXos1fCZlJy0NDg4niGg0CrPZnJXbsA4NDWFkZAQNDQ2qzuyPxWJoa2uDxWKBxWJJa1nPPPNM7MILL+x2OBzHMrM9rYWJnZYPoKEbOGws7iaKV8CmWHyI6tKqq6tnnn3/e1tTUlLZyYrEYdu/ejZKSElVbWSKRyH5d7Nn0we9wnjeKVwV34F+z4U0U3Ok3+GV9/GY7CnThLpdql31IPn5MxM0ZGRjA8PAytVovq6uqsWlEhGo1OLA7fn0NCg6lCUnp4exGIx1NfXp/X388UXX4x99rOf7XE4HMcx82DaChLLhoRPCZ9iHojo8Orq6qdffPFFna2NjY9rKCYfDaGtrQ0NDg6pjFoeGhjA6OorGxkake43S2YpEItje14Yd/h783diLrRXDiGhn97tbniSL04ipokD0BeiGWU/icLBKJoL+/Hz6fD8XFxaisrMya9Ve9Xi/27t2reg/B6OgohoaGsGbNmrT+nLF5++eXYxo0bexMBtD9tBYllgTQpCJ8RCZ9iGSGiI2tqap7atm2bJZ3bZbrdbuzbtw9r1qxRbXxnnKBTCnj17UFpaioqKClXKPBiPx4O+vj68qOnGD6v/BfsButVn43V8AccgvTOF1bJcw+dkLpcLAwMDnyMnJQU1NTVbspMXM6OnpQSgUwsqVK1Ubr5ocB7p69eq0/hxeffVVPvfcc3vtdvvxzNybtoLEkkeanoxi6Be7oGs5Z1OEzO6friqxEREfU1NQ8+8ADD6Q1eNrtdtjtdqxfv16V4MnM6OvrQ2dnJ1avXp3xn4MnMGBoawq5duzA2NoZVq1ahoWnVvIMnADyCthTWUGSayWRCc3Mz6uvrMTAwgF27dk0s35QpRIT6n+nrU1taitbUVIyML3cFldvR6PdavX4/Ozk643e60lXPsscfSz3/+81qbzfZPIloa3+RE5tACb4ucntHyKWSGiw6qrq5996aWXLAUFBfD5fEhHAO3p6QEA1NXVpfzcBxIKhdDR0QGbzZb2yQsHE41G0dfXnB6/XC5vNBrPZPDGWLQbGKmzGXjjnde4mmNGGr6WyuhkjLZ/vl/zCMjo6OtFyn8lxysyM/v5+eDwenrFq1SpVWUGbG7t27YTKZUj4+nJnR2tqKqqoq7Ny5kz/1qU/tS0xCGkhpQWJZIM1RjNwFtnyGpOVTnLHFEdEhVVdUzL774oqWhoQE2mw0FBQUT+6mnAjOjvb0d+fn5qgXPoaEhdHZ2oqmpKaPBMzm5qb29nHSUlJVi3bh3Kysr2Cw8aEC7F/K8z7RhFK2S1mKWKiFBRUYH169cjLy8Pu3btQk9PD6LRaMbqU11dnjfr6erS2tsLlcqlSZlNTE4LB4MSX2FSYHDyNRiOOO+44+stf/lJrtVpfJaLylBUklhEGaIG3RU5anPsWMiKi5srLyhRdffNG2evXq/Z6z2+0paQGNRqNobW1FTU2NKlv4KYqCjo4OGI1GVFZWpr286YTDnYXR3dyMWi6G2tvagy9WMwo8q3IoQ5hcobsDJ+A5OmNexqaYoCkKh0MQtEolAURREIpGDdh2PjIygnrKxs2uc1Gg1ycnKQk5OD3Nxc5OXlTdyyZYKOGsbHx9HX14f8/HzU1tZmbM1QZkZ3dzei0ShWrlypnSous3W6H2+3GqlWrFlTe1OA52bZt22Kf+cxnehwOxweZ2bHQOovlgzRHMvIX2PIZ0C3qlk8Jn2JanRFRXXl7+zxdeeKFi7dq1B3zNQgNoOBxGa2tr2icLJDmdTvT19aGxsTFjkzSSoZOZUV9fP6cZ9RfhnUfwe78yr3KNRiTfwpXkdOxfMjGAwCJd3HON+LxBU3hcotVrtfqEwNzd3IjAebLmeg3W7R6NRKIoCnRVEQDof3C7mx2P7bdWs0Guj1ehgMBhQUFCAvLy+rltVKBZ/Ph56enollwzIVwMfHx9Hd3Y2VK1eqnslyUy+VCX18f1q5dO6/3PFPwTNq6dWvs/PPP7xgeHv4AM48vtM5ieSDtkYz81xd2En+uhE+x9BBRnmdVqffOJJ56o/8AHPjDja+cbQJOzVJubm9M+sYiZJ7YGTPe6gNOJRCITLUD19fXIz8+f8zneQD+Onwe/mXYd9+DpqkJrWZWZGIBBAv3sYXR47HFEvRuDDKAXQme/BrgIXPmFYj//Vn5bS9R9TOeYzGo0inEAjA7/fD6/UiFApNPKfT6VBUVASj0Tivf6ts4/V60dPTg4KCgoxtDxuNRrFnzx4UFhaiqqoq7eX5n/X7s2bMHzc3Nc2r5nU3wTHrooYciV1xxxTvDw8PHM3NoxhcLAQmfgIRPcQBEVGCxWN64//7715xxnxhmz+oSaawD1+XzYu3cvmpub094SEw6H0d7ejpqaGtX3gwfiH7jd3d0Ih8Oor69fUIsrg3EUfou3nML+1rjfjDHwNM3+ZOGC5iaDZNTaATq8dg+zBILxoNbiwwziG3sIgwjnvv5aci7X4C86bV12no9aEno0gkgvHxcbjd7olQqtFoUFxcjNLS0qxZA3auxsfH0dvbi+LiYlRXV2fki9jQ0BCcTidWr16d9t//nUCiEtrY2rF27dlZb484leCbdfvvtgR/96EcvDw8Pn8nMsYMfIZYz0h7J0C8wfPokfIolhIh0Fotln2y233HLUhRdeOKdNzGcbQJMffmvXrk1760um9oMH4h9iAwMDcDqdqK+vT9lC+ffgbXwBj8/r2JOxnAs/jwoO+LhaLwel2YddQH7q9LvSFfWivcGBb2RD6CoOIzfKf7XCU4y18ZV51nU4mZ7tHo1GMj49jnbGwM4XAYzAyDwYDS0lIUFRUtqi77sbEx9Pf3o7y8PCMT7pKtkmp0w0ciEbS0tKCpqWnGVuz5BM+kna665xnvvvff+dXh4+GKWD1YxA9IeyTD8c2En8eZJ+BRLAxFprFbrI1ddddWp11577bw2az5YAB0bnG4PdbseaNWvS+kGd6W720dFRDAwMoLKyEmazOaXn9iOCKtwKF4JzPlYLggPfRin2b31lZni9Xrwzn0I0942PoCnvwDx7HDm0A7sROSoc15eBfxrnNIjYhH05cM+d6ziSbllpKtgiPjo7C6/WCmVFYWAiLnxZIVC78fDDNjcHAQY2NjqKurQ1FRkarlx2IxdHR0oKioKO2T/xRFQUtLy7RhdyHBM3n8f/7nf7qfnffbZOxwOx/dSUWexNJH2SEbBAsOnR8KnWCJsNtsvzzvvvE2bN29e0CfQdAHU4XDA5XIteAbqwSiKngra2NlRVVam61R8QH8e6d+9eGI1GVFVVpe19fgPP4DbMr9vmfnwSF2IDFEVBl30A79j70Bkcxz+jnbryS48OY9sC9hidWmfBy1a45lzeGq1GC1AWxbAqfUzEzfD4fhoeHEQgEoNFoYDabYTabMzLGcrZinsdh+uxOp3UswODiI8fFxrF69Oq3XhlgshpaWFtTW1qK4uHji8YUGzyRFUXDGGWc4d+zY8b2xsbG7nUlFnsfRI+JTwKRIsFsv3TjrppG/9+c9/NqbiQ3JqAHU4HPB4PFi5cuWCzz0Tn883sVORmpNEYrEYnurq6EI1G0dDQkPZlbXZjFE24Y87HGUM5uKyvGatGS9AaHscTcGK3LoLYLD7vjzKWYnvTv+dc5nZ8nCUcida1a2Rw+p4rFYhgZGZnYfchoNMJqtaoe7mYrFAqhs7MThYWFqKmpUbXHwOPxoKurC2vWrJnVn2Mz5Yma0tLSgpqYGxcXFKQueSYFAAMcff/xYW1vbF30+3yMpqLJYYkh7JKPwtYWdZDxfwqdY3Ewmn08WHHnrorc8//7wplR+KyQBaWFioSvAcHh7GyMgImpqaVG1lcjgcsNvtWLFiRcrGdc7GR/EAnsPBnF/ovCmtxVl8lGvrNGOoswgtvGTH42X8jlKPMqbwSbS6cR3TNeWu3LdiIT6N5bgfNYDGFz8mYGePjn47Db7YhEIhM78WRq/c2ZjI2Noa+vD3V1daqsvZsUiUTQ2tqK+vr6/VomUy0ZQKurq9Hf35+y4JnkndDpxzDHHjO7du/c/FEV5NWUnFksC5aQgfLolfIpFLDc39+SmpqYtr7/+emk6Bv23t7fD7XbjYMs1nLURyEWuNRqPa7kgAEAwG0dnZiZKSkoxsZ/go2nAOHjrgc3mKBqcPWLG+z4bhjiI88U8jhnzvtSYdnvdGJN8s75lxm3SFB9OhH53TMTTgVV+O4OZc1ncUaPidjZrjdbtjtdiiKgtLSUthstqzqmmdm9PT0nIBgMorGxUbWQnNwms7i4GBUVFWkrJxaL4R//+AcaGxvTMt60v78fH/rQhxy9vb3HM/Pcf9nEkkU5nRzKKFvidxKVf1OEz+75yC9UQUUN1dfWfnn322bQET4fDgZycHNTV1WHv3r1p2Qs+Fouhra1tYi90nNTDzxB7sq1evzlgX6sexGtUoRh8Sa1szcMhYEc7oqkW4uxiPvFSCx10HXg5I12UG5hE+q7zmOYfPn+e5Hv5QREUwmE0wmE5gZY2NjaGtrg0ajQWVlZVpb/eZSx/r6egQCAbS1tcFqtcJqtapSblNTE/r7n+ydmw6f6ix0zo62tDYceeij6+/tRWFiY8p95VVUVHn/8cevpp5/+DBEdzszulBYgxCKWPV+zhaqInqMhqtT73yCOPWNPRujB5jGc69oIH4l10O3fuRF1dnWrB0+/3Y+fOnTAYDFi7dm1Gx+7lQIOv4EgUnhbS4pH0FvrP1KJjv+gBuvX0Vfv5YOXqmCZ4A0NIKaKJz//XXeOc+jlbC58yICGazGc3NzWhsbITTn6ZzYm11R5jY0Ih30ej3WrVs3sVxROBxWpdyqqiqUlpaitbX1fTtTLcTkMZ4mkwnNzc3o7e3F+HjqnNyg67LDDcMcdd1RbrdYniWj57O0qDo4WeFvkpOVzGUosqfT4rbfeWnPUUalvtR8ZGcH4+DgaGxsnnHrPZbLDb7SlrAU2uEZjuyQlJyS7IcDisysL4s2F3jqKuJ4r/bP0g/vRCCZzB2Qdhly+GDa5avGPunnluZ3rkHjy645nzMcpXsKQDiE3D27NkDAKipqVFlS8rpEBGqqqpgsVjQ0dGB0tLStHaJJyUX89+5nc2dKvuwdaHIREaG5uRktLS2oq6tL+bjtjRs36nbs2LHh3nvvvR3A5Sk9uVikGKDlPeRRWj6XIYvFn8rNNmzYduWnTppQ327lcLoyOjh5wclGqWkBdLhf27t2LdevWqRI8A4EAdu7cCaPRqMqOLDOJxWJ4nd18HfvXWM7ik/wlcYn4bb+nz5xQ8k4p75t6F2hnwwhCd28+8By5EIZu+zFVRURHWrFmDlStXwuFwnYNeuXbDb7cjkOP3c3FysW7cORISWlhZEIpG0l1lQUIA1a9agpaUFgUBg3ueZaVY7EWHt2rXo6upanUBnT+fGPf1y4YcOG800m0+dTfnKxOC3zlk8Jn8tMcXHx+evXr7/o5ptvTvlq0h6PB/39/TOu1bfQnAGq32+FwOLBu3TpVQuDAwAC6u7uxdu1a1dcMnUxRFLzS8S5ueftJnBd8DpfaduHvJWNQNIDv8H3znOueeFi0wxxwTA2OVr3xOx0QQe29cqpgznU6HFStWoLm5GUSEXbt2obe3N6Vd0XNVXl6OhoYGtLW1nYXR0bmOA5yM3Nxfr169HZ2cn3O65D52czXJKGo0Gzc3N6OjoSPnQAo1Gg4cffthks9luIaKjU3pynsfgQ4i2fC7ktchI+lxEiOtxqtd7+6KOPlqQ6uPn9/omQdrDJAfMNoH19fQgEAmlfiBqIjyfdtWsXnNBoN1q5dm7HlcILBIJ5pfRP/+84TOE+zDdeUd6C9YP+djf6dM4SVh4bmfO5BZxRN43Of5Wv0zn1inhnS9LxwRwWq1Yv369SgqKkJrayu6uroyNi40Pz8f69evh9frxe7du9MehrVaLdatW4fBwcE5Bd65nrOOp1Wqxdu1atLa2prxVt7CwEE8//bS5oqLiMSJK/5gFIbKYhM9lgohs5eXlf3v66afNqZ7VGQqFnsGfPHjQ3N896qZi5BtDu7m4AQH19/TxrOXtOpxNtbW1obGxEefncWvlSJRgM4smdr+N7rX/DZ/Svn4UflXRjKnz5kVJxhn1c5tt65h0+/Z+7BXyYdpZbJZMK6detgsViwe/dudHZ2ZiSEEhHq6upQWVmJnf//73/D5fGkvT9dkxU+dW9Fq7z7o6+ezgLxOp8OaNWvQ2tqKaDS6wBrvb8WKFfjDH/5gs1gsW4lInvV0wRPZZ5i2fMuFoGSCiXIvF8twDDzxQPnkSUCokt7KcTzf4bCYhMfPEjivpDoLJ9UKZGevXr1d9n3U4gHuSf3/MvbA3tw+/M/fDkzK416V8lXSgwVsPnntv3yb62XGD93Oq41+eNd9fP4cczm/DJzIjFnYohEIlAUBYqiIBqNTjzOzBN70Nvtdmg0GhARNBoNtFotcnJyJm7ZMCFMDYWFhWhubobf78fu3buRnn5+Puro61d9/YWEh1q9fj46ODhiNxrRNRrLDi9PpQXQ2OtHf5cM3+4/H4VWrD/jahexclJeXh1WrnVqGlpSXl14KPfOQjmv/5n/9puP766/8fEZ3Dstj28rQExm0uhCwyvwzYbLa7v/nNb37u6quvTt0Gn24hPftm1axdWr16NvLzpl/U5mOn2gk8uNm02m1FWVrbQ6s4oEomgvb0dlZWVKC0tTWtZ05W/rettnbEmDVO0AACAASURBVFcGcZOhG27d3FtcTmg9Aq/cP/e6112yFz0FI3M6pubQAHrzx2b3YgYuiqzHnbf6TMeR3wR5wwh3xw4MQvIjAhzD8UBBABF5NBC5dGLk5Olyfcyq0Wu1EwCQiEBF6enpQW1u7XyhNnhtXkbbou4NzcXBgMBhgMBuj1+qzd5nK+fD4fenp6oNfrUVdXl5FF6wcGBib2aU9l+W4E8WHcj39hnaOKx/+itwLWxY/HBuv2/QaVqy8zx8XEMDAykZVODCy64wP3kk0/+t9Pp3Jzyk4usRrojGOaXF3YSne9GiXmRewucSV1BQcM4xxxxz9/PPP1+Sym/vyUWaq6urUVS08LlLUwNo8sOjsrISJpNpweeficvlnQm9vL5qamlSZPT9ZLBbD/+3bhef87fj5inY49QoaRyuxJ+iZ87lWcgk6rzsCc/1KfeLpEby8+u05nHXNsQyFeK2vf7zFioMKbhzWeIqzxFqMomgMCIYIYlFzCDsMw+g1BOAxh+A4Srm0owBC+dcDn5rvDnETMjHA7D7/cjEAjA7/fvN65Pp9NNLDau1+sz0vKdKh6PBz09PRNLIqn9Xh72vYOxPf34zKoTUWRYn+NJFQSj4GB7ES+h533OnDlrw/cBxOL5hA4DUBc+k4eFheL1erFixYsHnmiwQCGDDhg2jHR0dH2Hmnf6f05CKrSfiUbvcljYhqq6urf71ly5aUBk8A6OrqgtVqTUnwBPbvgl+xYkVKPzxm0tfXh2AwqHo3nOzOjbagbz4y+i1/UtqO7/r3lXUpMhEmNO7PWSU4ccmIQ/355bg3co+3/n73zDo+sLPv/55nJ1GTSnM5Pe6yTLLgsrdSkCFopIE5QuIIoo+urLCwiiKC82XlBBEVFXigURUBT1B4igVNmlbNqkTnpvk0lmnJlPO74/sxN1NpmWeZLMwn+vyWsmcueckmZz5nrt8byOsXLkMiWpWR5FWz/umMymbSyYJFR7hpyN5nlkaTg5fMk3j2ahnIxsg481HHn0O+hY8QAp1Oh06nW9G5wOv1Mjs7y9jYGPPz80vPSUlJISMjA6PRneNAIUpPJRENDA2NjYzQ2Ni4Ztq8H7UxwWfLTuBu89NnmuNR8NOXZBauO5yPABTy2ovAEeDZvDN/wnv/hal8JxZZulXztycnJwu90MDQ1JbScwGAw8+eSTWSeeeOIfhRANiqKsbcNsgo3FwXEpWTMSmc93nKUKIJLPZvOuxxx5r2L59u9S3+eDgIIqiUFCw+g+UUAwPDy95eK6l8AwEAkv9aes9VDTumOJPPa9znv8XGK+aVeyGtk4U0u2K3lDlyroxXv7HcYzUS5qtaGdWHtkNKUsDq1XJ0wES6PwmVELxZ2ceujGlGnjAtRXUj1qHETXTuBAPx8FbFC4PXc7R4IBHA6nUxNTS0JUq1WS2ZmJunp6QeFGA2ug3U4HJSXl2MwnSO2+2Yd5vBzFz3iHPQNwCnyip4hrOJyjSzbF/PNSULiSP/Jz3op47PHDWdzQVc9R9VvX5NrR3t5Ondna2dMu1Bx54YOHmm2/+8/Dw8NlSAyfYsAjtVoXsODOfQ4nMZ4INSE5Ozp3XXHNNhWzhOTk5icvlnWtFEPl6CO65zc3OZmJhYM/G5sLBAa2srZWVl0jK30eD1evlb17/5ndbGw/W9BMK0w+nS/LAKr+s3nknvIzi9hfDC2P+3qoRJGy/5T+RMKlPrUnOxPIzugYc4Lr8x7+GVgARcLqABd7jSupOj9EPNJjXrqnXWGx1GrgwPZkqlQqUlNT99n77fF4mJycxGazEQgEMBgM5OTkkJycvCHFqBCCoqIifD4fnZ2dJCUlnUVZWJr0fVEHhszz9H+EJIOBXpX20jTu4qWWaj9QcE9Mw1I08F5XwFAoUTmp4ILcNw0Q6x6cduppvnISyVlZU0Nzej1Wqlbpu64oortE8//fSJaWlpn5yZmfm5tMAJNjbvgon1eEhkPt+F6PX6Dx566KG/nfumllzJkfsC4XC66urqWzK5lsn+fVqghpHiZnZ2lu7t7XfeyK4rC2wPt/GlmN3dWtDIdxjJpbzZPnF/P2XOwWRcf1beLFey0xPWdrbRKNJ7/MMV4j7/OlEPAL3pr38qrPS6ju00OO9fBOTnfUr3E4+bzBnYNTHj/Jlclj+Ib+emc9ocLlcjI6OMjc3h0qlIisri6ysrAMy7BMNs7Oz2O12cnNzycnJkRb3Z+zinSp4K+bh5Xsv/tm/hEzUnYNBHzr7eyct8mWciHicU+ERLLi8VTGNPc3P8cBbfmD+W7eVbYjr/aAgEnAjQ2NmK1WqV6/87OzrJ58+bx7u7uYxVFsUV+RoKDGaHdqpDzQnxBBlMP6sznxrw6Jlg1QojcrKysnXz7xxBNShaff76e9vZ3a2to1EZ42m22fPi1Zqzj3ZmxsjIGBATZt2rRuwtMxN8uDu5/hCv3T3FLfnGLXwBPCluol5BRHQVtSFUEdn0ZSs8XO2dZ4P5k1yzXQeA2NJfGfKxXcd8zwTRngCpE/GNghmiLHQnshZ9n2tBcLLcarVSXV295NLQ3NzM4OCgdK/IeAn2gwYXKXg8sS8o2J83GeKzPB32mFHjAp+tf4N7n2v/K+Gz4m6oHeXtVwhPghdwJvmZ8mVfsjdF/A1GiUqmorq6mtbVV6ppTk8nE448/nm02m/+U8P98nj5BYr5ng3YIQQm02m5/asWNHjsw+xuBke1VV1Zr4B3Z0dGA2m5eV2WUK0L6+PpxO55qI55VQFIWunri7aBux8oX4Xu7Jj799sUo1yWErsFlPDzLHttNCzCzp1gNOqXdx04gwXHeXgVbeHO9rgNWc6bShRny13X5NoK+DnkrjhcD1QqFWazmdraWurq6jAYDHR0dNDc3MzIyMgBXYm5N0II8vPzqaqqorOzk4GBngVWLqWncnMvv8ETRz+tJCnBDwzt8t/+vdI73r3jMn2jjk/whYqyVhGeQv+eOcUfSS+zsb43um4gBnvV5PYWEhnZ2dUuNu2bKFm266qdBsNv9UauAEG5A4DebfBSX7hPh8F5GdnX3bJZdcUnvKKadI/b12nd3eTl5e3JoMK3d3dpKWlhZzEjVeAKopCR0fHUp/beuBwONi9ezdZWVkcXr2Jr6tPXHWsWdMsq8l+nerft/8GusDXPzf8c7+DqY2doUlz8bxv8pFPNoGfxhiIwGdvvt2vSHdOpuYltA8/BkvkMhRCCjIwMnampqlla02mw2WlpaVrWffC3QarVYrVY0Gg1NTU24XLE1GisoXMaTMW2wCgj4Tm0bt80+s0wc/otenzuN3+CO8scIJzyBPFQ7zPf9LNA3Lq54ESU9PR6/XMzy8CluKMHz+85/Xb9my5fSUlJTzpQZOsPF4nj2c+Ez2f7xKEEFs3bdr0/3bt2pUlsxdpdHQUt9tNcXGxtJhB+vr6UKvV5OdHXvG4mh7QQCBAS0sLneXl562IzE8x2AvsMdPgJcAw/5zUGVhX3SGcZr87EZgIPUPLL45jtVnHeJjeZJh8vjPt5dSKJQIgrnl1GjwnfoAAsi+uxc0Snj9KVEd24VZNAZg0h5jkt4P8tvGDZaz2es+P1+hoaGmJmZwWg0UlBQsO7+nsivh8/no6OggJSWFwsLCqJ7zXV7iep5d9Wt+YNDMDfNHcELFoewWoxzHL5ghfBtANMJzb67qLOXmntA9QnC1/61JwMYXMwcWpqSk2bdo0OjAwsFlRFLnqNsGGQGgPVciNs+ezLy3R85ngwCKE0JrN5kcfnffRRqcJzbm6OiYmJNRGeQ0NDKIoSlfCE2DOgfr+fxsZGSkpK1kV4zs/Ps3v3brKzs6moqNhn2ESNnip9yBkmr/HMbTp6K7UZXgcOcKVxxxBhnHjbLr0d93GFT8fKEJqTwBJj3BjiE2No1CiejH2waDNtBnusL5HOSZz1Co1WoKCwupr6/HbDbT3d1Nc3MzDkdoq6v1ICkpidraWrRaLU1NTSwshG97eJEebuS5nuF7z/+WP8qWMF/i97Z98SHlYuvAEMJcX4ppwMD09Hde5rkR1dTXd3d37LCuIl4yMDO6///5si8Xyna7ER7RMSxI8gUXY/0CeQIH5ycnLuuO666/JkZoP8fj+dnZ3U1NRIixlkYmKC+fn5mEVttALU6/XSn2NhIVVUVKSnxb1cJh6Io9PX10dfXF9abdBMWrufoVb2GXUxzVHrkqWRtQPCxiRy+MlSC0afi/2q7n+PWICocv+j9z3YwxpnNLmoz+eBc+soi+tO88CHs+YyU5OZmamhpqamqYnp6msbFxyUf3QGE2m6mqnqqKtrY2xsbEVjxnGyfk8FrE8Hg39WT7K84q4trkMVZik+2qE5918kG+Kk6iurmZgYIC5Obk+7kIInampqsNlsUn9np556quqEE07YkpKScpG0oAk2Fu/xsntCfB7kCCG25ubmXvY///M/samGCLS3t1NZnWSndLsbpdDIyMrJqC6VIAtTj8dDc3Extbe2ammnDoshtbm5Gr9dTU1MTcRjrFo6nitVlYXuMYySFnuOIk+1RcPZrPdSOFvGyc5vb8Hv6Z7mAaD4edGNskc0ufF6FEf2UbnYxtgCaX6G8GDsaBo9WiVqspnLi6mvr4evV5Pc3Mzdrv9gE3Ka7Va6uvr8Xg8S36mQXwE+Di/Zxhn3K9jQstfuYitaWV8tuRkvte0nBY1/+fsvVuGZhIqHOYvrOHLx+UJQV1dHZ2dnxIxurOh0OvLy8ujpWXkD02q577770tPS0r4nhFjfnLRgJ1odE5jPBwcpe5fZMmVPog4ODpKenYzRK1bN4PB66urrinjgPJUBdLhc2mw2r1YpOp4v3dMMynMzNDa2srlZWVUXsl6knip5yxqtcbELMclbHv5HvGgpovDBdyxXgev0sf4bt5ffQb9i3/TZQPEstUn0OS8j00ieu/HDsc8el/0U++pRP97OdgHjlaDEILMzEzq6+vJysrCZrPR0dEhtawby7kUFhZSUFBAnY2Pj0jDSLfydf2CPO74WNU9yAVtZ7MVMS0nl6spT+L+mQ9Hvla2PVXga0fBHLuBCDtnn6yqVirq6nOlpbW6WL+qysLPx+v9TSfnp6eqL8nuBdS0J8HsSsRbnd6XQyOzsrfeWk3++ntbWVuro6KdnU/QWony+Wivb2d+vr6NfXwVBSFnp4exsfHaWhoiFnkHk8pV7K67Ss2wwg6oSLdq+a/hos4b8rMT7MH+UHunAJPalT9MW8U41kNiy06mOVMjH7QHv6JQPRXdcAqAhuhvkt5Lmc+VMJlMWK1WCgoK6OzsPGAiNCUlnhfr6eux2O0+N7OJbvBR3TBWCX3POsoEyo8HIlTWncHfzVvQ+VczCMwM9z3IxH6Zqxcc1Gg2VlZXSnfToBysvL6evrk/o7SpTf38Ukyu4JDkbWotzu9/vp6uqiqmrlC/dqCW4vqq6ulioMgwLUZrMtCc+1n8CEN4vP5aG5uJjk5mYqKilVnb7/DKVhW2NwTCfeCmy9PFnHBhIWfZA9wv2WIuaTIwjL9fZMxvU5nnvy8mC6X0yeh3XfuJXgi/F3o+o8FgMFBbW0t+fj4dHR10dnbi88VmWxUvarWauro6SrwmvthWhSpOn3XYfp3E2dSs+ptfpubTmJH7QdBgXN+VFLTzzMfFPLucoisIeF3QYaG9vX9W5h2Kt+j8T5fd3KYmyne4KDjbUqt69Vn2d7eztFRUVr0oOZmprK9PQ0RqNxTYXn/Pw8TU1NVFRUkJ0du/H73mRg4Id8OOrjntT7BpzpKudReyoOV3TycPxqV6Ayy09BLekb0F6vBGS/Vquh7U12T0TsszMYgKN+LZfdwGI1G6urqnyMvLo62tjZ6ennU3rT+ksIqv5J7KXbsPJdm7ur+323k/V3FY2GN0Wh1HiEKOdxUwnBz5PVNNFi/xnSeoxR3UO6enppKam0t+/stH9atFqteTn50vt/0yU39+FxJv1fBe8C+T58iRYN9ai3D4yMoLJZJLen5zk4OEhKSkrIKfB4CJbaDz/8cMbHx+nq6pK+Cx5gfHyc0dFRGhoapAncc7FyBtU8RVvIY1QKnNWXnT9VsCj8vszNqXPwQPi7TwovjK08hr4QHP0e8f54Xfx99tjV3PoM2Q3QZ0yWz+SguiOMsThsnBQRZnLg05Lg1FnhQKPEayvTqSFQ161OhIogQTrSzfUDM+Pk5ra/jNNUIItFotOp0OnU6HwWDAYDCsy3arntcZoNGK1WpmZmaGpqQmz2YzZbF637y0rNZ1P134Ic0syN5Xtots0H/Vzr+MIbuTYsMcEKyUlJSVUn66vxNsMXrLtwh7jhOow8/sKF5MRYTcjNzaWjo4Pp6WnS02NbFRuOzMxMJiYmmJ2dleb/GSy///nPnf74IeEhK0AQJDiAJk/mDDCFEvdVqfeGdd97JkiWEPB4PHR0d1NfXS4kXZGZmhpGREaqrq6XGBXC7n3bS1te1Tal+NEX04gv2dACUlJdI/3PtxYOXeFbOBh42nc9pQLo8W9tGasa89TIqiJWnExLQ/+ixinkTDR94Naor1lrsjW0VkR/WaYwlPG6E+Z2Odr6gBY5nTUOVPZ5Ewn15dMptCTjp50YSDHkEauIR2jnzoBOp0Or1Ub1M47GZD4QCLCwsIDH48Hj8eByuXC73SiKslQS1Wg0mEwmUlJSMBqNB6UwVRSF0dFRnRkdHKSkpITU1+n7deAkEAjzX/gbfTtvJc7mjEY+/kE08yFmowrwHg8KzoKBg6YbV7XHzc9uzfLF+nFwvqfT+v3k8ZT3I+phgG2fZ/vaamJiorK9Hr5a1UDwQCNDY20tDQIK2SND09TX19/ejg4GCdoiixn9dIk2FAI/RaFor/HF6QjK2qTeSHEJ4DPAIcAaqAV+AXwY0VRYiqfCCEygP8GzgDKWUxiDgMvAncqnivJWVHES4vPgQQghLBbLzj/96U+HHn64nMUGwYtvTU2N1H7MhYUFbDYbDQ0N0j/UgxZH9fX17G+qnL0uABgIBbDYbOTk5cZfZw3EPr/M5/rL03+nuJD7TWc7badM8XTAaUiset1DGi2OxbT06bOdWdr4cnfbGj6EgHfUp0xvDHbFUzmtrF0dNmatxp5JKCRaRQnJxDgSkLU4pp2e9qtcjacLSwsLA0YOdyuZZEnaXJyMunp6ZhMpoNGkAYCAex2O16vl/Ly8jUdutufN/ts3Ot9lZ+V2UO+Xz9MJX/ggrADZysJzyDznrnnu73iGL9e/hX+PljsXKw9zFro4C3jBXm6ZQhEWhzcHBwel3nw/8sgj3i996Uu/Gx4evlBa0ATrnjtBvUSiOU3y2Ryc+hRD3AtcAbuA5wAucBJiAJ4BzoxWgQohi4J9AMTAOvLYn7hagAvABFyiK8vuInsRLi8+AhOTn5wnPOOefeBx98UFoNu7e3F6PRKFVgBe/66+rqpH8I+nw+mpqaqKurC7mSMF4B6vP5naGlpobS0VOravJXwE+BYfsHrgX4usheR5tXwQLkdlyb8tUCvJGEazWDMF53ZNsDh3kLeuC+6jVIAnxx2q5UVt98qvD2xVaTjOYKTMaKTYZKDKbCE/PQe9Xr+mom0t12sqisL8/DxTU1M4nU4URUGtVpOZnmUlGRsaa9hXLwOVy0dXVRXp6Ovn5+esmnnvGB3lg7CX+t7aZwH4veRSFPMslGAl9LQgnPIM45mb5nkf1ZbrK+w6fEYdzLqagljS3Mzc3R29tLXd3KQ1Crpaenh5SUFLKysqTEUxSFbdu2TezcufMDiqLsnkhI0wboj9FsUSuLbDkZbdkTxKYQ4B3iMxczkcYqitO/5ugV4HqgDvqAoyvejOm8hfgV8HHgaOE9RnlPk9X1cBXwVuBSaAPEVRwjbtJ8TnQYIQwpSbm9vW2NiYK+tCNjc3R39/v/QtRjabjYKCAunbhYKintrq6OmKJbLUC1O12Y7PZqK2tXXOv0CC7Zrp5quff7Ci1Y091Rf287d5S/jk6EfnAPQgg74ltDPZHnJ0ga8vU0FnUCi5OJNULFqcYUqg3JlJtS2VRQQHZm5roLsvXe7e71epmammJqagq/349OpyMnJ2dDnZ0bHx8cZGhqisrJyzZctBJmaneGX9n9wQ907ePb0Z9aTw4tcTmaYzVbRCM8gE44pnh14m/Nqj0Mln5A5Gjo2N4XK5pK4TVhSFxsZGamtrpd2INzY2cvLJJzePjIxsirVkmmBjsI7i8w3gMOBSRVEe3O+xn44F/sChMC6J5LwkhhoBc4GhFUV7Z7zE1MAsYgHpFUZrDxUoMHB0kmM3m73z1q1/NlHkH3dnZKb3Pnc3h4eKmPTiaKotDc3Bx1b5bFYmFkZCSmISSHw0FPT8+K5fy1ILjCNEOjwb8pG7toien5ryT1kq/NnYXAhuoEPBag83sHgI9ElzjtGXJxVlsIRRh1VJhOb8/MptuSua0l3I6DRaJaGemCxR3psbIz+/n6EnEGRlZZGdnS3dJSIesrOzycjIoKOjA51OtyY9y/uTYUrj6qoPYGrS8qWaXaTrk/kbF0kTngBZqRmcn4juEzo5O6ZZwOTk5dHR04HA4pPXOCiGorq6mvb0dq9UqJWZDQwNnn3124cMPP3wlcL+UoAnWnzW+nbxVCFLIoPBeA3+3/uKIoLwghBoAC4Ejg5SjCRlqZF8xmRuwJS2Q+DwKEEFar1fqizCEju91Oenq6n1CnP+fl5enp6pJeuYDGbmpeXF/OHQrQZ0KmpKYaGhqirq1uXbNbk5CQDAwOUl5eTnJyMBx+buQ8bn0WcyAY7xlvDSaPSzB1lCj+O+TXgXVv4etSqFk3IDfKA4iVpLCodVFZKdlbmhMnzrnfkMRyAQYGJingomJCQKBANnZ2RtOiE5NTdHX10dFRQXJybH7y8aKz+fj980v0lBZQ72xIORxsQrPvRkZGcHj8UjNnUgbPaffu3dJbhgYGBtBqtVFvQ4uEw+Ggrq5uZM/w0ZSUoAnWDWHYolD6bHxBWnPCZj6FEGcAfwTenVBRla4hjngA+ClyrKMq9kV5SCHEfcDXLy+6CxZL7rcAfFUU5M1KsjXOFTLAie4aMHtqxY4c04Tk/nP4/H45EqPAOBAB0dHWsy2W6328nIyFhVNiLSLnhYLLeNjo6ui/AMBAK0t7fjcDhoaGhYEgM6krh/nFas3X0nqpVQXfZZ5QnFz+PH7TsmrUDgyy8e33wdPnG7i4YsO4bozj+ZDR20mJztrQwnPjYZKpSInnJ4fa2tql7V02m42WlhYmJyelb9FZDRkZGTQ0NDAwMEBvb++an1NSUhLn1h+P0jXF7OzKA2vxCE9Yn/LsOTvrLJGgU39bWJvXnlJ+fz8jIiLTlAKmpqdxxxx2ZFoslql69BBuQtff5DK4PC2c627vfsZG4nGXgdOBXoEUI8JYR4DGgDbgIeBqLaxpUQnxuc5OTkC04++eSKbdu2SYkXLLdXVlZKiRekra2NiooKn6f1/w8PDqFSqpZLnaggnQIeGhnA4HNTU1Ky5yHI6nTQ2NpKbm0tpaemy1zuOEj7FijeoIQkIBUt6nbC0Cs9VDAFh0fr7cEODXH9Dz6IV1/PdZx3Dq0VvIzMxICM5VIIQgOzuburo6ampqcLvdNDc309nZniccTqVq1tqhUKqqrq0lOTqapqWnNz0etVmO1Wunt7V227zxe4RmkpKSEqakpZmZm4j3dfdDpdFgsnFnp7eyMfHCVCCCoqKujs7JQW8+KLL9bk5+efKoTYIi1ogncTwazEXJhjnHv+jWqyVlGUceD9wC+BnbOB04BygEugCXlCU6CxSEuJzAyOESDGZTHfefffd0qbb+/v7ycvLkyoSh4aGSE1NlV7Sm56eZnZ2nVkppbSUBOjAwwMLCAhUVFXHHj0Rvby+Dg4M0NDSEnaD/NqeQR2z9sq8l9VFtiC4rLBTImvVw34nwnh3PzuP1jR/Kx92+jKN+SEJwSUalU5OfnU19fT35+Pr29vbzctIvBydEDmg3NysqipqaGjo4O6VnDn/VGpVFitVkZGRpicXGwNkSU8g1RXV9PX14fLFf2gXjRkZ2fj9XqlCluDwYBer1/6WcSLEIIdO3ZknWSyWh/dMGyc4mIh/vWa2EOKNvf73qTU/ZSFqgTeBDwIXA3lAOovWTXPAT4UQP48mVuINu4Exm813n3HLLLZmybJDcbjdOp1OqrZLb7WZqaor8/OgtfKLB5XIxMDAgNUO7twAdGBjA7/dTUlIiLf5KBK2hnDAYD1dXVEXsB09HHtHozSGqEz3GDX3DFeB4Pj2/l4ezT+NQHjuGITdUh7aoSyMNgMFBVVcWNdW9znqfsxftz0NG/22tZ9NWYQjUZDfX09Ho+H9vb2NRXDwYGbsbExJiYmpArPYPy6ujra2tqk77uvqKignp6cHv98vLWZxcTH9/f3SYh5yyCGceeaZRSaT6XIpAROsH/GX3ccVRTl8r//tP3wWzGqGywoFMx0Rns5VCiCTg9yxmOc9WFOVhRVGGFUWZURTl78ApwAhwuRDixEjxEuJzgyKEKExNTb3g6quvlub3I7vcnrigK7e3t0vs8/X4/bW1t1NbWSs/GWSwW3G43w8PD0ocV9sfhcNDc3ExFRUVMgwZnU8eZxGZ/9YZ6ngHrj8h7eNK+a60dLeNRxJN+v/Aif2HIChebcRJZzndnNCC+qenk2f4zPNrzBuWl/4Nstf+DFzjfxneg/MDvuioiIsFgu7d+/G7Y7eLzZWhBBUVVXR0tKyJqt21Wo1NTU12Gw2qUJaCEFlZSUdHR1SY1ZUnVITtQY+Vb33rW6nJycm3CSHkrWhKsPbEn/mMhH3Pv+EyLEX7HRuOIwAr0L2/zRLAnq1bwY0pJ0cKnlhCfG5Tc3Ny77rzzzkxZ5fGxsTEyMjKkTnD29PRQUFAg1ZZIURRaW1uprq5eE//IgYEBUlJSKCwsnlPoBsNLrDA8Ps2nTppjX9gkE93IqJmLLSialeQk6XWQvqLl1pILHXcdym/V0Tm84al0mnROszI95nY5//7kpzcVP9O5yX91du63yCZ9peZ2Eh+nWpskhNTcVqtdLZ2cnERGxOC9ES/JtuaGjA5XJJKtjCnrwAAIABJREFUKzvvjV6vJy8vT/rftNFoJDk5mbGxMWkxk5OTEUIwNxeuFS96MjIyuPbaazMyMzP/nS0rABO8W3tzzb70QIpTf2bb9jg1HMFsTrhcl2OCdGSlYQnxuQIQQtWaz+cQzzjhDyu8nEAgwPDxMnXl6ejHAAzM7O4vV6ycyM+B6LCbvdTm5u7poYYw8ODuL3+ykuLo5qCn41KIqCzWZbGvBYbYaxgFS+nHfnmcR/eVg2zXZPNrSMVPLZwPF/ZdCrvrzts3czyE6yMAw8P8c6Kj40aF/hmbQsfK36GW7ue4Jn2nf697JjQpKQmr1brkcyuTvXs809PTl0rwU1Py3YEyMzPRarWMjIxIjVtQUMDIyIjUm4OysjKp154vnfvGLBr1ef50QQm5aOcHaEG/JPYqPFUVR+oBdgBY4b9kpLJrMF7JoMr8sk7kCg3v+rRVChLLKOXLPnvyuvxtuLhPjcgOTm5v743nvvzZJVGu3u7l5xunq1BAIBuru7pQ/qjI2NoVKppK2i25vR0dFlvoCynBajX62X37t3k5eVJEfpXczjHLFVFwpOyoOYGWy1fm67nK5tO5fiaLe85M/iNysO8g5PwwmVa7+Nbnta1cVvB37vhhMy+82CG11zASQgjKysowGo20tLRI6Uddabgo2AMadJmQTVFR0dJqVFkEz1mm/ZJanrcZsNjM8PCwlntFo5JZbbknPycn5upSACdaYOEvu0ZXdAe7Y8++3hRBLPXdCCDPwoz3/+a29txsJnIa4VQrQKIfbZiMSiQB1kcYPRz4QQqXs9RyWEuJlF8eljsTc0LAnxucEQQryvurp607HHHislnsvlnwu/3S91RHtwaJNNI2+VyMTY2tiYDQJOTk8zMzFBWttzKTJYAdTqdtLS0UFtbK207igrB/ZyBJsyfnaZJfcFVXGb/pej9fK/0o768+PCE6NxAKCj/i31EfX9l4KLfeYuX8S3P43l3NvPlm37pOx+fk5FBcnXExjY2Ncmb5wU+3BIaHe3l5ppee9qa6upqurS+oAklarxWw2MzQ0JC2mxWJhfHxc2k3GlVdeqU1OnTr5QCJErJWCCtWXtfT5RFOUx4McsrsTcvceX83GgncX+zSeBe/Z7WjZQw3/K7MFYC8BlgAs4G+gSnQvxlT7wO4BtAgMVd8RE9xRLicwOxx1D+J/fcc4+01F8s6yWjweFwIISQuj4zaLwue8c8wMzMDCMjnI2EHreIVoJOTk/T29tLQ0CB9etxKDjexffkDCnxw0MyDLcfwXfNHOa326ER5fQPyIj00EV2/oEnRn8vYnjwBgZNTIDbfWcsmndNz/wDv09UXcVieN5ORk6urqaG1tXZU4jMZOSQix1Gsqe9hJpVJRVVVFnW1ub1Lhms5np6Wmp5ffy8nJplZekpCS+853vZFgslu9JCZjgXYGiKNcAF7JYgj+eRZukDuBa4BxFnUaK++1EU5RlgM3AfMAGcAJzG4qr23wDHRLMpCUis19xIqNXqD5555pm/fvzxxzNkxBsbG8Pr9UqznQQqunmtoaJCa9WxrayMvL09qdhYWNzl1dXVRX18fVctBtKs492ZwcBCXy0V5efmaTZB78HEoP6Flnz7rcQqeOG7obONVyKGXm0OsLDzYCgQAejwePx4PX68Xn8+Hz+fD7/QQCARRFWdpqY7FYUKlUCCFInSkpa+p9Go0Gn06HVajfEissLeIzf0hTVsce9cBwvnrpSxUPhI6cOctH5c5x+Wvma9EOvRCAQoLW1nldzc3Kh7u2P18QxakVmtVukZ+2CrTVFRdK0r0bCwsEB7ezv19fXSYnZ0dJCXlydlIFBRFOrr68dbnWlqOUhRF3ph+AqkI42aFmr/FF+StvLDrNTc6CfG5QRBCqCwWi+2VV16pXKk8HCuKotDY2EhDQ4M0nUdTd3U1mZqZUq5TgyrmCArkiyuv10tLSQn19fUxT87EI0K6uLrRaLYWFhfGcalT8i15O8u/gs52VnnK22cnTZIRtCXMVCIBBgfn6e2dlZnE7nsnKjEAKdTodOp0Oj0SwJSrVavSQ0hRC0t7dTWVmJoigEnAoElkerz+fB6vXg8HhYWFpaVqzUaDSkpKZhMJgwGw5rbTQ3jpIi78BG5fzIzYMBTdQ1zw6Gz10aDnl8992s6Zpxs48gh5PdzhCG5ES05OjtjHvFoDeY/Hg81mk35TC9De3o7FYpHWCgOLN5xqtRqLxSIlnnt/vp7W1VZqgffbZZ5WLL774b0NDQ7EbBidYF4Rxs0JtnOLzzYNbfMrzyEkQFwaD4eMf+chHcmQInT4C+vj4KCwulfUDNzc3h9XqlCs+g7UpdXZ20mLAocoL9l7HaNVksFkZGRsK2KwT9TdPT0+Na+xkLnteNG/jB0EsdWbCHFuPEtk3w+H9PT08zMzCyVKVUqFUajEZPJRHZ29qozXSqValXtDQsLCzidTsbGnxnC5XEviVK/Xk56eTlpamlTx81N2RiU8ARr+cjQvhhGeAPMuDd++q4rH/+jg5jtf5rQjrGSlSimSnhCToddnb20tfX1/ILGI8m4t0Oh3l5eW0trZSV1cnVVRXVlaye/durFarNEu4/Px8GhsbyczMlJKtnVavVpKWlMTk5KcU95OSTTxYlJSXbhBCHKooSjYVOgvVGEMvQ0LuSROZzAyCESLJYLF3vvPNOkQwxn4/P5sNls0u6kg1lUq9UqzXszWMKPNTMZTdzm5ualyd3VEioDGvQstFgs0m2mVsLr9dLR0bHkTbpRnzeEXFhYYHx9fWkeoVquXBJ3sXtTW1lZqa2ulxFIUBbfbzfT0NA6Hg0AggBCCjIwMsrKyVi1YfAQon4/v0E3mi2+JPYbrkM3imohMy1sO9tD77PT7ZW8LHlQZOKD90XbLgg4ODeDyeZYN7slZmTk5OMjU1nJd1Fw+VyYbfbpd7kut1u7Ha71PehzErVzp07Of30018dGho6SsLpJZCMSN6sUPvX+ILsyk9kPhPEnh06n+9i5556bJiuLZrfbV5zsXi2Dg4PS98F3d3dTUlIi3Ui+s7OT/Pz8uIQnrJwBDQQCNDc3U1xcnLLWMF4rx8XGGhoaoqqqK2ah+rVEUhcnJyaVpXa1WS3Z2Nnl5eRtWIK+EEAKDwYDBYFgqK/v9fqannp5cmpjUaDWazmdTU1Ki/t6ewRSU8AaoeP5Z/RSk8k5Jg4Z6nCGgUHqiw8xfnELc0DnNu2dFkmdY2nC5qfn8/o6OhS24MQQuqu9szMTNxuNwMDA1LbcAwGA2lpaQwPD5ObK2cQXK/XYzAYmJ6eJj09lOVhn9AghyMvLY2hoaFU9+rfffjs333zz/l8+Uoh90mt9iqKs7Vq3BNFz8Fwm14SE+DzA7Jlw/8ZNN90knRc243W78fn/c4iuI1+tlenpaaoP9zMwMiqJIX7M3NDSEwWAgI0POh/DeArS0tJSmpibKy8vXfFOQn3++no6MDg8EgtWc3Xvx+P6Ojo0xNTSGEIDMzk8rKyjXZRHUgUavVZGVlLfnNer1eRkdHGRgYQAhBndnY22dnZYX8v+280CkWhN51XPrM56nM7+gv9vLipdem/B1I8XNPwBm93TXLh+GaOLt20pu8Xs9mMnWq2mra2NqqoqWltbpe5qz8/Pp729nZmZGanXh/z8fJqamsjIyJCWiS8uLmb37t2kpaVJ+ZlnZ2fTn2NhIbm5uzJnstLQ0Lr300n2+tmvXLnbv3r33l6IxEk+wXrzHy+4J8XmAUalUHz7ppJMyZE2kd3d3nS93f3tXVJbUM5vf76enpYdOmTdJiwqIFlMPhkG7XZLFYGBoa4uWXX+bQQw9dc+E5Ozu7ZOC/EdZhnBgIBxsbGmJiYQKVSYTabpfflbXQ0Gg0FBQUUFBQQCAQYHx+ntXVRAJrNZjIzM/f5ebQxwTNEZ59Tn/NB2+l3RifeSCj+v3vDbZV8PqODHlV28MDXKjbtHOKf6WAz6tZuID4ryl19+mYaGBuk3kZWVlTQ2nNlJdXS21ZaO6unppzaeM968QgqKiIvr6+vZZXhEPJSUl2O32mO3xrr322qX/Pz8/z6233orNZgt+nqQO4HXhEykkmkMN7XHweXOOy70LMZvN3vv71r0tJ1TmdzqVJYRk4HA40Go3Ukm9HR8dSyU4WCwsLn2O12qqurpcUMEhQbRUVF0tf27U9/fz9DQ0M0NDQccOE5OzuLzWajtbUVtVpNXV0dtbW1y4TWe429nBXh1dTULCws0NzfT0dGBy+UC4MdRmsqXe7J5+QvRVxTSfvg8CwZPyMebM5xcVfcq/9f5NN3jA1HHnjRVFURgZGaG4uJiRkRHpJvhCCGpra7HZbFI2LQXRaDTk5+fT29srLWZGRgZzc3PSvD9NJtOS1dhqneP311znkkEP43ve+R1ZWFp///OcVi8XylqIoOxRFWd+9rQkShCEhPg8gQohjt27dmicrU9nT0yNtnQ5CiKPT09FBaWiolHiwOFOj1emktAfCfAaC1yMYFezzLy8spKSlZk13wsJgNbm5uRqPRUF1dfcAsnlAKBAAMDAzQ1NTE5OUl5eTlWqzViifm9ilqtJi8vj/r6eoqKihgcHOStpndoHLVDFHos577jwB/dn7/rYSyd55/jXIx7n1gS42drIzXN/o7VD3jrIIHv3eBYXF5OTk0N7e7vU14BFoVheXi7dKD4rKwu3n2710oyCDiooKOjsjLnSJmtLSUnp6emJ+3iOPPMJxxx1HZ2cnV1xxBS0tLdx9990iNTX1BCGEnNJanAnmsw4ajjUxCfB5A8vLyvnv77bdLGZmenZ0lOTlZWv9dcMhIlhDy+/309/dLK08F6ejooLS0VLpBndVDUBkUnyN8FD4uTuI2NjZSVlUnzDYyVoHF2a2srRqOR+vp6SkpKEms6Y0Cn01FRUcFOqxcnHr7SnXMMnugvR+lb+lKiZz+W1r0TXIpJjVnjn9l9FfzICtpTUkJttprGxcdVZtP1ZabgoMzOTjIyMNbkpnS0lJIT09nYEBuVnciooKOjo6pAlzrVaL0WhkenpaSjyDwbDkWRstDz74IJdccglCCB566CEeeOCBnpV7Ur33taxlms/lWKSeXQA7x7nV/F5TsE+LzACGE2FxeXl65ZcsWKfF6e3ulbfLw+/1MTU2RnZ0tnJR4sTqFXVFRIzaCNjY2h0+mkT54rikJbWxv5+fnLti7JFKATExN0dXXR0NCwbltr9mZ+fp7W1la6nu7spKirCarVKG9Z6L6Kg8COxk1fN09xeb+P5nFE+317J1e1lpCzse1OYcufxoET3t1Dx3TdwZEQ3nOQ9wJjV8maNJT0+nurqalpYWnE5nTN/L/oSbas/JycFgMKwqWxeJ3NxcnE5n3Oe/N0lJSeTm5koVntcXFxfT19a1a0N5+++1LSxSEEBx99NGcf/75+3wt1I37a6+9xlVXXYVGo+HJJ5/koosu2ufx888/nX20wGM4SQqy9N1yC6HmPZz4TA0cHiNzc3O/ccccdUtSdw+EgJSVFWtbTbrdLLbfPzMyQlJQktY/Rn7XYzOjqK1WqVFjNIZ2cnWVlZIS1UojGij0RPTw+BQACr1bruJe35+XnsdvtSti6R4ZTD6wywi6Gln/x5KWeB7de1kuJO4vLsUgB1ldkrceez8VnTvm20fnuPVc56J+hzKyWAHH0Xs+XTS6XQ0NDTQ1tZGnZmbmqpYiRGOnlJeXR19fn3SbJICqqioaGxulegLn5OTQ3NyMx+ORMtQkhMBsNi+tfo2VlabVzWYznKSkpS8L7qKOWW3b6fD6uuOIKFhYWuP/++/ngBz+47Bi1Ws0NN9yQdvPNN18P3BDzySVIsAYkMp8HnACFEpdls3rp9+3Yp8cJtHomVhYUFvF4vKSkpUuIFAgF6enqk+o4GM5M1NTXShVtvby8pKSkRs76rnzYAqioLNZsNgMFBWVrauwtPlctHS0sLQ0BDV1dUJ4SmZH4WwV5rS+/hhTScPlvZweVcJpz6yiWSjnL2K8lBSF3rsfjTrLoUPN7/kY6ew7IKhSqaitrcXlcsWcnYzFx7OoqAiPx8P4+HhMrxEJlUpFVVWVn9P7PqqoqOjrkrT8Pis/VDElde+217Nixgx07dvCjH/2InJwcduzYwYc+9CHq6ur4xS9+wcMPP7zsneY899hhNTU1s376dq666KmT8yy+/XKvT6S4XQhx4C40Ei7zHM58J8XkAyM3Nve2b3/xmloxYMzMznmEwmab2ZXV1dUoVicGhJpsjq7OyktLRU2rq8IMEPjmiNqGMVoH6/n6amJnJzc9dtLScs+lS2tbXRn19dHZWUlFRUV0n9273XGmee3NIY9Zkbn41858NNv1vHpT3Zz8QU9JKlDC5VDv2ZjpHAo5OP7cy+nnsoXQ792SkhL0ej02my2q8vBqDOTLysoYGxtjdnY26vOOhqB/7+DgoLSYGo2GjIwMRkdHpcQLlsb7n+vpWHWPvafWkpCTOPvtsdu7cyWWXXbbijeJDDz0EwBe+8IWwcXU6HZ/73OdMaWlpn171ySWQS6LnnM8F6IoRI1Wq1J5922mlS1Fh/fz+FhYUyQuF0OtFoNNK89dxuNx6PR2pP5tTUFGq1Wnqfp8PhYGpqnKuZ2g2gF6MLCAk1NTVRUVEj3RQxF0LGgvb2doqIiqqurE5nONeIXvIkHf8Tj5m88jqlpPXfeU80/n/pXJDf9l46TjR9h/PL5+2wL//NQTUb/+ZWzhCrZGPM5isZCbm0tTUxN+f+jzXe3mIiEENTU12O12n3G531M+LhtzcXGZmZqROqufl5TEyMhL2ZxELaWlpzM3NrWrIa6Vp9bPOOov+/v6Qz3nppZcAOPnknkyPGv/rqqw16vf7zImFdsTFIZD4TrCepqalXXHPNNSYZmcq5uTkMBoO0rKdsa6XgkJEsfD4ffX19nUs8RFkVyb2/vqn1CIwlQt9tNS0sLdXV16zZYNDU1tbR9xWq1HpCBpvcKARTuY2fE4943VE3rI/9xnvOnrN/HN79Yx71Jx8/Ut5OfNAYsrNN33/BHU0WU3DsHCvZwa9fmmpaVRXl5OU1MTPt/y8n+8KzNVnKhV1dXXYbDZpoi5IVVUV7e3t0ibVhRCUlZVht9ulxANWFS/UtLper8fn8634e3I4HMzMzGAwGKK6nGc/IyOCEE04wASfGdHIJEqwBCfG5jgghhMFguO7KK6+U4tre29srzbpI9tDSxMQEaWlpUjNt7e3tnVFVVSS3h+/1+bDYbtbW1ccUNJUDn5uZoa2ujvr5+XbKOXq+XlpYWZmdn2bRpk5S90wnC8zc66GIqn7DFCgYkvHLfiY6+8nsO3/q+GD588wtWf7GT7l3robIiuvzEVHY9xHkZie28ZjUaqq6tpamraxyBdn1q72pKSkpY1CMr1Gk5KSKCoqkioWU1JS8Pv9zM/PS4lnMBjw+L14FkIvBNibSNPqxcXFKxrj6/V6nhBC4XK6ojfOvv/76jPz8/K9GdXCCtUOQKLsf6BN4j3Hc9u3bTcH1dPHgdrtJSkqS1rsnc2gpaFYunc+p1ZGSEtLQ0qRm84PBPVVWVlJ/j/gI0uCqzoaFhXXosh4aGaGtro6KiguLi4oQx/DoRatBob47snaaDzT6H7fH0+NT97qJydTWaOO2MXmyejayv5BWdSxequJ3q9HqvVSktLCx6PR5rwDGIwGMjLy6O7nuzvuWHuTkZGB3++X2ldaXl4uxT7Ng48f8Bpnlf6N5+xvRjx+72n1H/7whytOqycnJ+NyuZYNMmm1n2qUJ+CuuuILJycmIr7d161bS09PrhRByLQkSxM57vOwuZG/ASBCagoKCZ5988smTtm3bFncsm81GnWVkZWq027ljT09M4HA5pWVS73U5mZqa0vkyv14vNZqOhoUFKvCB2uz2qyfZYGRkZYWJiAkVR1sVKnKWgSn52dfcCM6leDoih4PB5m55zMO+ei7uUbHx9f+p0NLMzxsnMEnVBjUKlJVmlIUSdhStKRk5JKnUVomGaZUNBrNmvwe7ExTzvfDLjRSK4L806+m7x+RbRY3/fX/sfvYNzi7N58it4EfVXbhDVF+/y+On5E6Wi5VY8Xq9NDc3I4SgpKREek9yT08PBoNB6pBdIBCgsbGRTZs2Sfu9Dg4OotFoyMnJifm5PgL8nkrf4Oi/Qx6In63/Zqri99Gz0utCFrt/85jd8/OMfZ/v27bz44oshj5uenmZ2dnZZgmDnzp2cdNJJnzMzMYDQaOfLII8nPz6esrIxLLrmElbbn7dixw3f99dffPTo6+t8xf6MJpCBMhyhsfSq+IC+W7lQUn5XA5Z7T+JEZe1wkhRF5tbe1mGcLT6/WiKIoU4QmLQ0uy/DK9Xi/z8/NS+zKD++BlEhSHsoUnLJY0ne3p6yMrKWnPhOTo6ytjY2IYfJvL5fIzMjNMy1c+wd4ZR5hjDRbfeQXGymVuzT466f7m1tZXa2loAndk928dWOvTJMCuCDJC+YnWqOFGqSp30Ue1PIwYhZSaZAn0FdRhFZqRlx90v/hDcibtI8qm0L/4pCneB572QT/2r6YRX28ZJDseQ03NdXw65I+2tLm9jn2GIr4FpGHTKIhKSkJtVqNy+VCr5fSEbQPJSUlntLS0kJycLM3rV6VSUVxcjN1ul+bOkZeXR2NjY0zrZAMoPEoTX+V52tk38/hAaRcn2ndxes3RIZ8fn7bR6enr60nDp3ud22GGH8fbbb3P33Xfz97//nX//+984nU4UReGuu+7CZrORn7/vZs0LLrgg6cYbnb7xYCHFTYt97ggNFQnyuE9nZ2Z//8pe/LKUBT2av59TUFGlpadKGlrq7u1dtvL4SExMTpKSkSP1Qn9Hg8DA0NUV9fLy1mEKfTSW9vL9u2bWN0dDQuI/pw+P1+2tvbMZlMa/J9xIvH46FlsJe2yVH6FuYYnTZ/mucwB2ornmNXuO4SynSSSWZ0omfOv7JfpEzCY5OeFgkkmtPtux8l0aaibSuGc4XI+pCwOxKWlnpZGTkxOTgPfg42eEL61qFTXtVx4TMZbZovDON3+9z9fGjV5u29TKxd1FHDWRxYNlvSgCcjDyW85FnQ/z92cFSe1FREUajkebmZurq6qTd2AYJ9pc2NDRIu9akp6czOjrK/Pw8RqMx7nhCCAoKCujv74/YngqSg8BRt3Mzf2c3KVk0OnZ/nhJ2T3Idi0K/cLhTLtHooE/uSkhLuuuuupf92u9185CMf4ZlnnuH5n55/nwgsv3Od4vV7PeeedZ7jvvvvOAh6N+MIJ1oZ3Qek8HhI9n+uAECJJrVZf9vGPfzxusa8oCm63nW8rFFmBgYECaVZPL5UIIIU0o+v1+BgcHpZ0f/KfPcy0M6l0uF93d3dTV1SGEWJNd8LA4xNTU1ERxncbH0bTKrRVEUhibGeOrt17nrlWe45rU/ccbgvzjf18KX1b28aPay0+JYJjwBuln9Tuy5QGizdqMqniQnN8rWMkwYvL+VPMVWbTF1dHbW1tRgMBrq7u2lubqajowOHwxFxUOYxmhkj/JDKEW8fxsiuyO0nnZXe+vuIKTUXAg+V9vJo5wc2NNaQuJPFrzqGA+Fta9u/x1Gg0Sz2gK01Xx4NaraaiokK6UXxFRQWdnnZ3ShpoyMzNxOBxhp/Sfo4uj+Bln8puQwjPIA6VdPN/z1oqPxTqtnpOTE5WBv16vX2odqKqqWvGYn6667LjU7O/umiMESrB3v8YGjROZzHUhKSvrI2WefbZQhGEdGRqT1TjkcDkwmkzQR1t3dvWq7opVYni33wnZ2dlJSUSC9Rezwe2tvbqa+v3yezI2MV594MDg4yOzsrNYO0WhRFoW9imFfHbNgDMzw1OcsbnGg9utcL+STmN00CouZgBHHjwoVvF5cjpD101zNMZ6Azz1jmSxZsaIQQZGRlLe+09Hg9jY2P09/ejnUqnIy8tbsQ8y0qCRUdHQfMWREb+HbafN8dpHnwt7jC19jjuT2/mx7UgOzU+HOLd0hxou0mg01NbWn0tzcLHWdJSwOzqSlpTE4OLisFLxa1Go1+fn5Um+iS0tLsdvty2ziXqGPr/B3nscedSyn1s8LSg+nneA9fds3Zf1o9UjVLCIHRaMTpdIbcQLdr1y5uv/12Hn/8cc466yze9773rXhcRUUFpaWlBUKIOkVRnWqL+hhLI4V0yNBQPicznOpCTk/OVL37xi1KmbyYmJqT1Kco0qJ+ZmSE5OVnaVLfT6UStVkvL8MLinz06j0UgfqPB6vbS2tlJXV7fih7WMDGhwpShATU3NARWeU7Mz/LHtJf635Qk+5n+Uj9e8wP/Uv0VXnloJbtfId+aQzjKE5i4M7qyFc5jNTF/4GIyg+90en01FYWIjVaqWyspLZ2Vmampro6OhYGop6i2FenJvwmm8Nf3cZEa/g1tSaTQu9dv43qg+gETQUX1p/E9PR01NY6KxFpql2n01FZWUlzc7NUmyRY7Kt0nOBzSbI0AsrKymJmZWZWx+0okJyfj8/nweBatkt5imNP5FUfz89DC0+uHHW/Cyb+EwjtB9w3I+jZsn/jE/u+tenutYfqOymmn1oqKisKbzTz75JM3Nzdx+++386le/ChvrxhtvzMrNzf2fiC+aIMEakMh8nrjFCiILNmzcXhSp/xILT6SQ5OVlKJnB+fh6dTicts9HX1ydtaElRFLq7u6X2Mnq9XgYHB6VPzAcCnAVpaWqitrQ2bTY0nAxoUt8XFxeu2HWl/AoEATf0d/Gu2g2dS+vlr2Qguzb7WLxW5GgY7VvY2bJufnRRNQ41WtLEK7maaG2G+q5gKhBYdeF/rvpIYsMols25WUlERhYSGFhYW43W4GBgZwu908mdWNsCyWnxVciNaDjrU8eETH+lq+38s+C4YjHlZDGg3wUtVBRXl7O6OgoLS0tMd+IRGunZDQaKSkpWfLAlUlVnVRVNTU1SJ9UrKiro6uqipqZGSrzS0lLesDfzg5pOHqUp/MFzC3DKg/BKP2Qa4KhCSNPDpAvaJ5j4n41u8dt0Ap/j9y663P/jBDzjppJN49tlnKSoqijitHry59/l8K97o33bbbdx2221RfY9PXeuWAAAgnAElEQVQf/vCHhRDiw0IITWLwaL15d5TO4yEhPteY9PT0yz/96U9nyIjV398vbeq7t7dX2vYh2UNLnw8PDWCwWqdm99vZ2qqurpZbwFUWhtbWV8vLyqFaSrkaAzs/P09HRQU1NjbS1p7GwsLBAb28vCwsLnBAqSuab43yGPnUmdYVm9fQ9eJUD9XC5NpoEVH49k0h6KUANHAOhCP3YUsXva6vV6KioqmFZc/G3in79zYXENfsovfFvaxkLTvB8mW54/ixd7w4rbhiAX+eVXkFZoaVPyO88jiP1UAs9mM0WiksbGRurq6nqNpIYvXxTE1NxePx0N3dLW2iHBZL5SUlJXR1dUm7Bun1erRaLQ6HI26LNzvTfF33Aslihr95+iDSnn91drywKz6sPgx98GLT7fay6vTzg7eADfc0cVbppn4dWM61eWFhIf39/3I4iSUlJnHnmmbr77rvvnA8Cf4wqWIHYSZfcEa4ler//k+eefH7fID5aUZJS1FxYWEEJI63uU2W/l8/mYmJiQ6gk4ODhIZmamndPHW1dWFxWIJ2X+1ErGU4Kenp5cywOstPJ1OJy0tLdjt9qUS9Oa0Ek4itAhpVI+QoQ/9/sxyhhY8nqxWfzjCZT5cutG/oUSFK7tHwkHiHV7Mn+d96G89ljXBtewWfa6sgzb34vWcFjPz7ivD2exoNzN/znh6iuwHfzIbaxfLAsJSWF2tpaWlpaIpaxV2sgH3QAGBoaivo50ZCWloYQgpmZGWkxS0pK6OnpWXWrnwBCzXMvTVPNDdvAWvyzt5ZP20shPfGdk8d8jC5cLTwC9hn6Th5fmulY8t+C0+ttvv73UknDKKafgndDp5/vnnlx2fkpKyJFDj5corr0wrKCgI7/OUYG14jw8cJcTnGiKEaLBarabgIEM8DA4OSpts7unpnoaSkREqsyclJ0tPTpWUU7Xa7VGsij8fD9PQ0ubm50mLCYnZWp9Oxmm1V0QjQkZERRkdHsVqtUoc+nIuFyuWhubmZ0dJSqqiqqq6v3cS/4LKF9agNCwZoX2unA4wz9fax24n0+TM/npG4u5GOh+j0joaDsnM2g0aPLwf3Ud7Cixc1FPEZ9vq2DLU0fhGgtvVXTUl/rosrZHfL1PsInPEFrIarVa6uvr6erqCinkn4t1cVFhYyOzsrFShCIs70Ht6epZt7lktweGwWIXyBPNczzNU8APu5d94WTwfp9bPnMpHhjvCDf8ZnNYtZrCv+CNt/Dhf9Hi57Ajr37eHckddJ81Dkm85optWzsrKi6hGNxNatW9FoNJuFEKa4gyVIEAMJn8bmGWCyWT3/mM5+Jf5cmi5kokyn+60MgEMDr9UqzQ5Ipit1uN36/X+qQUUdHR8gL+GoJfhDHk+0NnJ0AHBgZwuVzS2wTCsbCwgM1mo7+/n6qqKsrLy1fMsp9BDQWEfh8upIUWfD3O0JnIVWc+w5TdB3Urnfzib0FJP7FtsAP6BnVaW293M6vzcW9PNX4vHOcQwxZWf6kCrWbm/tazazyv//duIr2Ulh59wOiJCnfU6tVlNfX8/g4OAyQSJrZWZVVdVS+4UshBCUl5fT2dkpLWZ2djaTk5NRCVoHHr7OPyjj+3yXl3Gxn/L30SGkfl9sjtBxcvBnu/hDo1PCvXnhkN/zy7cX+z71oypjlpanwVlO7du3inHPO4Ve/+lXYafVgnC0+8CCG49NJLk/V6/blxB0sQG+/x9ZoJ8blGCCFUwNmnn3563G+T2dnZmEq74RgaGiIvL09KrKmpnKalZT9kG9UNDQ2RlZUm1VfJ6vXR3d0sRtCsJ0GAmSOaGqHD4/X46Ozvp6uqitLSUqqqqsD+vJFRcnzWEhH39HM4QhaeXLyrDXhcWzcj9eF1MoEXcFLSfUwFGORo9bvbIwfR8FqFd56Ytkr2TWp3LXB3bxnp9ue5Iu/eIFzzupF7FciS77nWbz68CIuGQ2PcR4pRGf2LoSgtraWiYkJRkcXvSdl7moPxm9tbZWWnqYTFErJKpcLhWO5xulpKSkqw2+0hH5/Hy3d5iXK+z9d4gVlC/y7mNH7m1T7SPCGynxPz8KGH4DsvnwX2nw9CXwP9VUL4GGfv1/Ar4s6mX8ZnQGctop9VVKhVqtVrKhP+ll15qzMzM/FzcgRJEjyBRdj/QnJ/AuZvuJJ56ok5FhlJldnJ6eRkYbACDVr8/hcKDX66UJRa/Xy+TkpNRye3DAqLa2Vtow1N4C1G63no9VqI25XkcX4+DjNzc3k5uZSW1sbdV/plWwlKcSlwyP8HJIXOnNd6ly5l9eBh0mi2+2+N6Gslszan0N/Lavs9B5nlCUJbIhaTtmS/NGxa4NtnvUrTnX/kq/e8SmXFLADHXjFO4zE7I77WA3yEuhizs0IInqqqqcDqdDA8PSxOeQTQaDWVlZbS3R24XiIWysjLsdrs0WyeTyYTH41mWpV3Az4/4N5X8gOt5lom9n329hrJIe+faPubgjxHvmkifg2S549hK4ZAvkmiDMteEvBSM8N/hOyMdvu+02WlpauOmmmyJWp/Lzn8xkcHAx7TDSUlZWRlZVVKISQk5VIEB2JzGeCtaCgoOBzV199dZxW0Itlcr/fL2XQaGZmJu5J0CCzns7MYjUZpIqy3t1daHyqszT747u5uCgsLpa8etFgsOJ1OpqenpWWlw+F2u9nd1IjH46GhoSHmfdt5nmDibupCPqzLcIR/TOUNPgK+m7zPUtHtqmMGn1fZ7/pSd+MNkZwswsX9OsNXi4BuXPM+2n/+FL9/SnRPOtkcvt17KNC1i9JVhZWRldXV3o9Xrp1lwmk4mUlBSGhyPbQ0WLSqWitLSU7u5uaTHLy8uX4vkInsIO3qOEePsvTDLHf1qu5BTj+F3D5H+DNYdiSC+da4X0FMLfw/9k77/i2yrP9f4+2ZEvee++ZBDIgnmz0boIHSlwZSoKUQoLwE3vKD8nZQOmhLywsto0AZpQRaSiktIw3QshJGEiCQ2I4dz3jvIVm2rHF+nfyhybEuyJZ8nNICuz4ePicajR+voOvd9XdeN9aV9aNQaDM4Zx7rBMdh6ANLMUBraiYJTLfOeukOInfMFsNmOz+U/wmg+uuuqq2NjY2EuFLBZBBCEgQj6PACRJMsiyvHbt2rWK1+ru7hZWvWtvbxdWqWxtnbRU2X95nWhJFZAcHBzGZTEId4gMDA5OTcESjubmZpKQk0tLShI/inApZltndXMvtVS/xTMoAGRkZn85ZMXDOLCaZK34U6yFvZP0vY/Hx0n8Hc7lp9cJI4H/LpxM2DBK9YFhDHuwQO//ao4Oml9Rz/3/C7njkWs6QkuAz+ODH7F6WHvzwdfq92XkStCFzgTGRkZDA4OCg2Kt1gsOJ1OxseDn7jMBZvNxh133MHKnlStJT0/ne9/7HslpqZiKU7l80xU09wepEk6NSur8H3jxYthyAWy9BOqvh6br2ZLdwoaDAY53MtA2nAs8HqIgPjcGew+YnIxqu4Fg2ZK2itXX2AQWhIjo6GqvVqnidiy66SGswGK4QsKUIQkWk7R6BaKhUnqrMvvPBCgwgyNTAwIITwTExMoFarhTinx8bG0Ol0wlzYImUFsiwLJcbgfe06OjqOiA6ztbUVrVZLnWlraEZsFD17X/1MfvcGVjje4I7WFOxwf8LGzd97rrSWH8iBt4RHJwcKUwNXUA3YrGk/g78V8yGcwnt7tLH7iyVEzCtLzMUPF3av0rZlMwV2D9lynlK6Zj+ErliTzgOosf1FSgdU8n/vEY+QsXzmvMKPhrnPPPz87FarfT3989rvdlQXFxMfX29UP2nEvPRyMgIxx9/PLfeeiutra2sWbMGs9nMeVdfgjNKDQ99nAGNB9JEhRCX1mpwkOXRoPFPeszgjrD8UwL/+z3DMA/DVZ+D8P8GK30Pqr+DVRkpI4G7OoIP/4WHOnZZkxh/HxcSEyA1Gt94SEBEpKSiySJImZFBLB3Ii03SMQjbS0tGsuu+wyxdb0iYkJdDqdEEOPyCzOnUOYQh4r+/n7i4uKEmZZ8exO1nm+s5ZFwnnd2duLxeKYR7yNBQA90t/GLT7ZyZcLHfBTtdaO7kfnWn4Cu45fmRBwlp1upnVEJgUjgheygeDSwtaAqTfMqyHNTtbtMHrsrNV+95P8HD9ctIZBfBCYAFPfdynFuDVZVakF/D/cs7i8aqVFI54SboEbOF8splfmzyYuaigoIDe3l6GhuYXZRUMarWavLw8oU513+jbnvj7/NIG58PDDD1NdXc1XvvIVmpubef7553n00Ue55GsbSHjnOmi4HjKDvLYhRiX9OfMg57TN6EI9ndQHccQosS4fGQXiuBt5sgTEXeZefzBPnf5caruV6lhPLYQ1nUlLSvJ7nTGi1WtxutxAie9VVVyUmnJCREWu+fFiKVzwhEQpIkHbBw0aJFitcS6Uy32+1ha/sCwe124/F4hOkeRZqWJiYmsNvtxMbGClkPnvKQ9JSVFuM6zv78fu90eUOcqioB6PB621uzkpu5/8cO0Ruya6URzl7Ob347umff6G1lEFIENYgeMn3RBEH5kwGpgENMpDOBwOBgcH6erqorW1lYaGBvbv3z/tv76+Pvbv38++mhquG4/nGxPxrJ+wsHLCnQL5Tg9Ej0aMP7J6eT8u9ht7gM70BwxyVyp9zChlM11pHmaK4qPJkHus+hY0tOXxPXsOZzE+jPJurnXZIkSkpKaG9vZ3Q0eAzWfGA2m9FqtULyJn3IyMiYPCkLB+3t7ZN/W1paJi9fmbuA/24ugbxZukchnRiU1W8apsFqmf6wNWrhlDey8EkZuJdV1Jz/of4m2PbU0PvAKGwtOChiVlZSURG/v/DsPUxEfHy/knPTj77LMlrVZ7gYAtRTAXlFY9PweVz8h4TfFYc/rpp2tFVMlGR0eFmHBEGo3a2tqEtcj7+vpISEgQnVlGcz9z02WC327HZbMIqxj5YrVa6u7spKwtu2lEyCx7APjbGn6q283BCO+9Zgv8wfW9kB+sNheRonwv98WNCzkYX8LoAWslsapTwxneo+/wqk06bGPKFm4WAMy4cTSXdHkYiJFKJp07URFRWFXq+fJDdanrXbaZ8SXONDvHOe31neIkiXMHhXRHokst5aTPWYsDUZ0UioyMoNaJ7tjB6iOtbJCE/57+cAs8UoLnSeEjgptvVpLFVUEqxCqVitVFx5Lbn8ZgVS+u0sDzumdDKHFKkiRRVlbGvn37KC0tFXoilZOTw759n+7BYLEJMkZIkkZ2dTWtra1jHviuvvJItW7bw7rvvUlBQQHFxMWvWrGH9+vWcUJJHor2WPlOAtnu/nHS7+K+zr8UYlnV4AyVFBHevvxPWxaNDCx/HTT25OJJdrWMqXKUUbZMTszOep0WhwOp2KEz6Sk5Opnra2d18CLqYiJiSEjI8MiSVKmLMuBBcwRRCAIEfIpGOnp6V+/6KKLFJfexsfHhRlmOjs7heRSyrKMnzWYT5krv6uqaNEYoxejoKFqtVthrJssyDQ0NlJeLlUA5HA6am5upqKiYk3TPl4C2D/byeP073J7SnSJbOgtGtZozARp9R2cnVQ6/xUsL6eZ0EXMOygOQTIDFZxpfHnuBWcZrLTA46NF0Sd0nnUhSbTmx+n7LxJy6jHhUcCqyRjVXmfXx0umvUqWqZMDzI5VRQOmfhmUy4a1wA1DGI2m0lOTp6TiNmY4A98HPR6nzyzudy0qHuYcVHOUKTITUkmMiqWqqori4mKMxtn1oz6Ek+OpUqkoKyujurqayspKYXptX7xTfX09npaWlQtaMiYmhvb0dlyt0Mj40NERKSgqFhYUsW7aMXbt28fjjj/PII49w+umnc9UvLuWnxwSIiPJFnJe27JiTH+hup/dxcU8LH8SOY0XEpi7iaZUH1z7MhIyODtrY28vLmCLGfAyqVClmW8Xg8ik2bF198nccz+/fu/DNyraKEI5sDno3WuBJG2u0BIkiS53e7TTjjhBMVriWpH+/RAIn5sBgYGiI9XnB4FeH8snLBaL0LGcIg1Bra2tZGRkCB1t6fF4qK2tDSsnNNwW/Edt9fyk6V98P62BCbVMg3uYY3SBszV92Opon5k9jtSGtPxMLSGE1/vpflQyGMTs3OBK5ZTyJU51R/Ftt5Rf6Xn6q6yErq4DEhERF1bJgTvcE/XRCnadd6+CTJRk2RTEVZOaWlpVgsFg4ePEh1dTUHDhxgaGgooG7uKfYygiPg4ywhjX30BN3frawJmZQYnDAYqKytpbGxkcHBu7et8AuS1Wi1FRUXs379fWKYmePduMpmEGpvy8vJCjl568cUXOeGEE1izZg3bnt2/n7rvvZseOHXzyySdkZ2fzyiuvoHqlEfPEjO/yPKKSPCpw61U8NH4mHfwPv+XseRFPgKioKGGJnAYmJiUI0pF/+8pd1MTExEd3np4EveNs9Qj7FonLRokUaEdW3sbGxkCsgs6Grq0tYVJPItUQaoAYGnBrBYLMKI4vj4OHa7XRjR9qG2tpaCgoKw22yhEFBZlvlX7Yf879Db/C6lA3nKwendiU5Wa2eXSlw/n/Dr97vBD3mF67FLeiJEbagv5Tk0xIx47LyXa+Lmhlz8brPRM0Zy+ZwtO2kJFsIxPkyHwYc1nNpIknCYvFQmFhIeXl5eTm5jI6OkpNTQ319fWThMA7xz240cg2y2ScMhL5LqtDfSqA18RTXl5Of3//pIYxnEJRMLjKZTKSmps46AWg+yMrKoqOjA7c7eJTWXJgalZSZmcmtt95Keno6xcXFbNq0KSC5ra+v56KLnLqKiooK777572slseXk5d999NwBP3P97rmgp8H/QEKOStKj4GpVs53J+lHUuJxyMC3n61GywWCwMnDw8rXkcU+czLy8NgMORIkiRmpF4EwRExHEUgCvHx8V+95JJLFM9yt9vtQogneCuMIgw4DodDmPN+ndHQUo9EoLNezo6NDqC7zSATUt7S0kJiYOG/T12wEVJZl/rH3HW5gJ1vjAlfNdjo7KVUHJ9O9njG+nM/LWvPZ2rquIK5sKuLWqhLJhMw8UNPLL8jreSxkiNT3wCcG7NuX5k8FGa6r0gQlQMLORVqslIyODn8vJysrKy6O7upqqqin+3fsw+T+B9Hk8GtQSv9D3EOfOKTJIkicLCQiRJCugkFzEyMyEhAZVKJczwnAt59FxQUCI1Kio6OZtOmTURFRfHQQw8xNuZ/cnTLLbcwOjrKLbfcEvCk7phjjgG8378TnJnoXVOOnOSFEJcW+2sFPOZk2buQpLmAV2Rj0Blwul5DqcVpampDAfpVKhSRJQqKv1q9fb1CpVKcpXiiCCGZBnhHwKhF6v/+qXvvQlxa9pV1eXEJe7T8wugjC2tbUdlVFNok1L3d3dJCYqawfPxNDQEC6Xi6Sk+bXnnfAhEQD0eD1VVVexMHGdvdPAW3gQerPIEllmqNY/bq/jX+MGQ9zM2NkZtbS2t9c1kJKfws4paXs7qnYXxKhbMnOjAZfldE5TNIxqdDH7hNHorTXa/Xk5eXR0VFBX+X2/nOx6VceSCPqCktWxUSPQR3jm9inSUApQjhIS0/jKUsdW+vemyQ5Ime15+Tk0NPTE5DQzRcmkwm1Wj2vqTuBopIee+wxNmzYwI4dO2honaPA7/gwPD/P3v/8dvV7PWWedFXBdX1UxMTGRk7OP4aLWGZ+BIFFJ5jEVZ15+Ie+f/2tuZQ3JTD9pnTEpKoqdH+WdYo9EII7Kiqp8XXnihOT09/XLFC0UwOyJt9whEQJKk1OTk5DgRrdrx8XEhlc+Ojg4hnJFaWZWF7cjqdqFQqIeROlmU6OzuFSQHcbjc9PT1C58E7nU5aW1uFufCnElC3201VVRV5eXn8OO1knvmYsmfW+7R4bxdrZBxZcNfQq9iAVRR+sVivV1dV0dHSQl5dHaWkpl0UdF9BYs1/dS2qUP+H9cLQfnh2f+LVoI3nYf1PuTnyLiSQwjXL7XbedBdT2/SG7nr5pBLqsu4MbqImLHNSwnI+go0HTM/JxTQ36cnYPghb/CDpJ3ckvAOL9S9g8fjET6rvaSkhAMHDggNivdpNcMlU8GiknJzc2lpaQloytmzZw8ul4vSn0lLM5sCxym+//TYAixcvxhxt5jR71vSO5ZSopPiRH/M/rn9S39/GyJ4Wtj7wNMUFgY2aoogeeKOSnQtH5zoWEhAQhuttly5bhdruPlyRJnOA9gumQiLTd/9Mb+LzAYDCct2HDBsXB8k6nU1jVzWazBT0onh4OhoSFhYyVbW1vJysoSslZvby9JSUnCqp5NTU1Co5pkWaa2tpaSkhKhAfUpKSkYjcbJWJmoqChUnksTjcWdypj531vvudnazVhe8AtjgHuZH1ncDXjc2NkZ1dTW9vb2UlJRQUFAw6RbPJoZ1FAe8X1GqnP/l0yG722JX9UAarfHbq/YlhuPmej9j3MXEoIaBf5+a+pE4ejOphQ20+K+tMmGbO+T6E+zibmClhn4vPBvezkx3glEJ8kWLk56V3+seNV0tPThc5q12g05OXlUV9fL2xNlUpFamoqnZ2dc994Cq688kqSnk5MnP9MlJSVcccUVbNu2DZ1OFzCj1Neunu0Y98wzzwBw3nnnAbAmqYyVvdMLBMtI5zHOo40b+BWnnU8DcBQRJktDpdDgcgavs4SA5OVlIFdXneldaRVWpVKxdu1YNLFe8qQiCI1L5jEAEEhISLl2/fr2ynXx2gp6eHlJQUxftxOBzCYodEGY1kWWZsbAyTKfzxhoEg6rUCL7HyeDxCgvh9aG1tJS0tTXhAvdvtnpre3l5ycnGl6MZ2k5tn4c1iunb3avX2inUWa4BKAX9s+YM/E4R9Dp9NJbW0tbW1tFBUVkZ+fH9DcnFWzi0UhM4MB3pa13m9u/Qhuj1mHV+M8HD2eykVv28LvRT/wuH9V4+CRH5pHsRq6sz+Pyhhw0U0ZknrqeUL6Msbuhp9vLfbJ38tyTDki4zv87fz5sde4W61MFL3AwGg7AqHnhb0gMDA2GZj3xRSStXruT6n668nMTGRxx9/nHXr1rFp0ybq6uoC7h2goaEhYPV2y5YtbN++neTkZL7+9a8DkJWUzkW9eRjQcDnHnsItvsZNvcRnHYAwyMCEYMjMzZzWGhQq1Wo3H4xHy3losFkZGAn/fwsGGDRsSUlJSNiheKIIIgiBCnPgVAkiSNJEkFIrI0RQXCi4xqkiRJiDmop6dHse7Rh/7+fuLj44/aqqfNZmN8fFxx8PNMeDweqqurnKSoqIisry08DGqXS8lLilynXBH9cDzJtHivJUmAZhRuZK4Zexelx097eTl1dHbm5uRQVFc3q1D+NnAgoDVI32qbuICTAzW6npKFDlM00f+PxvBaFX27eON9Pi9v8BN6CmztzJoMHF3WUN/DOlk1urijm+nL+7QCM2zQ998AGyjnq/z/GRyqCTDhppUdmQMsT1jiP+X/j4v172n6DECISsri66uLpzO2eUW4SAvnLy9kR/1cUUmvvfYa27ZtY3x8+knF8uXLMRgMdHZ28tvf/nbadVu3buXqq69GpVLx8MMPEx3tNW9LnksRaYyH1o5t4lPNYyvyPkUajUZhmVlTLPCUlRUgV9aSTTkKSpDMULxRBcETa7hEIwLHHHXec4tfSn4/EgSZIQQiWqwtjd3S1MA9nX1yeMfIoyZYG36hIVFSVM7uDxeGhsbBTumJdlmf3795Obmzupvw1knQopXGdmWeD7Z6uDtyH7POCnqqKAHgHbbAH/Z8xY6nY6KioqQqugqJDaxxO9ytyRTke5PCpVWPgO5n3WP0/u9hFFoqmT3rdCruDzJy9LjoZHrUh/WkndET3L6glrhxDQ9VLydxYv6dhvdo43yewYW3gjeVneDbHeElXXewo/xe/h383fjjvxwkEX1B8oOrifBEVFYXL5ZqzLR1qVNJ99903TQsKXq3kbbfdBsDmnzZtZvnw5GzZsYOnSpZx99tm43W7+8Ic/cO655067X1lWAbY2MZVeUZVGUeM2tVqtkJMIs9lMbGysnRZIkcTqPCKYj0naPQCliYmLOOOeccxQ7jfr7+4VUyiYmJhSPbPNhaGhIiM5sbGwMg8EghFiPjIwQnHR0tZC1ZlmltbRXmvgdvFTU3N1dYlJQP9fX1pKam+mncAhHQTLWZVxIuIFEV3CS219XHat2M/E8ZnLulL4dyhRK5J3ostLjzJwOUcG3DWuTPW34nfOjFKx8T8540HMhwF4sjLyEAT4qGu0TXEPx3NfpdHnS1r2Rrf630GC0Uwj5xWuoL6+no6OjpAeZyqq6eVLPIUdL2kIRDwB0ommIWmCX+rfZ1dbgFxKBdDrn9SQkJAiJ/fEhLy9vzuEIoUYltbW14fF4/IjVzTffzJYtW1ixYgVVVVU899xzjIyMcN1117Fv3z4unueQSvzW1Wi1ut1uI0So1NVVYVJIIvSZ4Q/9FVGTPOOMMPbBG8UIR+CNiOIqQTxGIjo4+96STTlL8nWg4MDAghn6K0kE6nE7VaLYTktbe3C5sJLzL2SbRpyWaz4fF4hEgnpqKlpQWLxRI0+D4QAS3RxvNynwnqipeAnIm9NtHOc1vtZsThV/KAjhw8MwzyU0smw5OLqodfC+kGMx8jXqPS7fK+2E4PG/zVWUv0MnNOHIY/C/LBy95+9GPwk4MHNxdAKDav8fdB1qHmQdBp2e8vJyJEmiuroalyuwGWomDjLM6fyRAbxrnByOe+cThRqaZIbZl9HCP813qekKPxQoFqamp9Pf3h1U5O3DgACqVitzcXLZs2TLtOp1ON2kWuueene5Akia985SuT14cblZSbm8vBg/7PecOGDbzzzjtYrVbGx8epq6vjN7/5zaxjK1NTU+nuVp4166s0niiCNMTExQqqoycnJQqqoZ511liUtLe08xQtFEEEARMinQhzSe+aKmHfu8XiETOkZGRkR4nIX1dqWnZRmHw4HBoNiPhcPhQKvVCnmdZFmmu7tbmGlJlmUaGxspKAgwSUUBenp6kCRpzn0GIqDLdKn8Lf5cntLN81Wtcg5wzmsymngzuTD1ITfRh0rPN0cJTY/vD2u/VAYxH45KLhan+Zi4l5Ja7W5kAACAASURBnVNMeQPM5qp+/2WhcdvGofZ/f5bGSng+jWwLcA/6XNZRNGa+YlpZGXl4e1dXVcxKJPuyczh9pxwoEnJ54VJNGPne4p2aJb8lp5eHAH/dbAkU/zRWFhYVju99HRUU477TRaWlq44oor/DI+c3Jy2LdvH9//n/vexWCz85je/mbwu3Kgko9HI+Pi4kIplXFwcAwMDitfxrTU0pPx9SE5OFkKIo6KiAqYDhItVq1Yhny/LJiheKIAAUVj0jlc8IgMUrVqxQXDbzTRBSCo/HMzntQilGRkaEVPBEVXRBbFSTr0Isqurpq8iKnbLfb7Xb6+/tDlgUEIqCnGnLYEn92YJmQDBd1J5AwZOKetA7G1P4Htc3Db9AXxujNZWSwLICRQxPvnr/9TYjqyBWi79+n9CV+oMUvPjNXR7/EnrwvNcdhU/qM0y0nilgAjNI1GIwsWLKCnp4e2traAj2XFnwdlsmZySFIx4LiGNBgYYDjBf/q6iOp5oelOoUUiv1xMVFRUyMTvmmGPYtm0bJ5xwAuPj4+zZM10vnq9Fo+Mc//kFUVBQ/+clPppkg5xOVJGoikCRJGAwGPxPTfJCSkiKsihpqxXw2+I5nSqux0dHRxMXFnmSVJUj4iLwJ/RDSfEShBbGzsmevWrVOs9+zr6yMxMVHxfnwTf5RiYmJCWERQd3c3ycmhGz6CwePxnMDExIaSCKsuyUPe90+nEarUKnQfvdrs5cOAAxcWB8zODIRABvdBYzP2xp0y7ndYjcWt7Dm/bJ3icnAZaO5QZcr88zxo3Db4S1h0DVzyp9J6oZB80PRvuZmGfY/EzDkQqJDt30ClQBcSQRWnzWfTZ/o1GSnysjOqCa/yyXg95yDjsAVeN+YTLVaTV1d3TQi4MDF+TzDLrz60GDEcwWZ7KGLcQK/Ph4V/KhkH3+unfVNoBFNWVhZtbW1hrblq1SoAqqurp13+8ssv86tf/YqNGzdy7bXXTrtuPlFJcXFxQgLZATIyMoKenHIQDkVFJohz0ZrMZq9WqeJ0zzzzTQET3eWQQqXxGoARRUVFC9J5HW5VRVDva7XajUqmEVANF5Y2CnV+uZnJwsrOrZ0NAgvN3+Yu07jBVZ5iUxCERAN0Ut4nbzSgBinWr+92AuD3qG2K/1krgdQ72scgaWnj/xxrIZXxwO3ngPhIiqJmxG2Piw5WJgynQjOFTYvyzIulwu73Y7VasVqteJwOLBarUgTTnQy+ESanqTojbtV0EhNqxNKHE93sdPpX1ErNZsZV/tWoq1ka0tppaWmkpKRQVVWFy+XCjYev8zyv4X1fghHPnNWTzLm24AypQD2NY7+Kt9AGamvwJ8nwhSRLZ2dl+7vLZUF5eDkBVVdXkZXa7nWuvvRa3282XvvQlnP1I136gks9ksRBtpMBiEhMSDV6/p06cqQUpKipDKrij3/JlnnmlOS0tbr3ihCCKYAXEDrL+AkCRJnm+WFonV8LkdR7m0RRM9qtQox9YjUVA4ODk7+yClFT08PFRUVQtayWq3odDphof4AOw9Wc0fSR3xknepN7OJOrWIIUZq/F1w5sbGyczDD9nvl47DYbmnYrd6j7ccz4qOzuHaYoNZ4DKv+261VDr7Ev+euYnVHMnKRjR8g2O5ddMn5ZkTnTDjN/Wd63dVKqiGRoawmq1TquCSZKERqOZpvN1OBwMDw/zy6gyhtW5njDod2NxO7B4n3fuj6FKP8oG5n0/iRlihD+0zfF+AeKV0dRTvBqh6ZmDmjjBGaMbExKDX66mqquLRn0lae0XsJWjDiuZYc3mJu4qdC4secxC3xq2m1HhTWPQGIjY2ls7MTp9MZUnJGWVkZML3yefvtt9Pcn3Mz111/PqlWrOHDgwOTt4HBU0i233MLmzZt5+umnyc/Pp66ujg8++ACTyRQwKikjI4O6ujohJ+u+nCqFSjXxycjJNTU3ExirrUJtMJiFSAL1eL4RYH9J9nqh4oQj88TlonStBhHwqw+IVK1Yodr7Y7XYhnk3V8cUZKIVI3OjQ0JMS0ZLfbMZlMQvY0ODhIbGyssKpnS0uLMFIM0G8d4o+OD3k/29tevJqX2M5BnHmQdUYQnhZhJQK1WKxcPpHJHsgrHoH/F0SF7GO83Yk7UYZWm6xyb3MP80PoOd8acENJjb2KpH/k8nYOwGLKS61KzzxFGpiaaix0GPo4e4uDhSUlLmrPTabDYyMzODKjldLhfDIyMcaGtHOyFTQw0mk4mUnlJSA349BzzhPj9X6XZ5nNtEh+beD7+dLWAjvRMNgMPB8eT9x1aPElmgY1rv8iKcErCIrJOKZTBRPncwEn43V0Z2dnU1VVhcViCVkuc+DAAUpKSsjOzuanP/0pF1988bTrfVFJ//znP9m8eTMXXHABzz77nbMC1SktLkSRpsvJZVVXFXXfdRUZGBj/+8Y/RaDSo1Wq/yWs333wzWVlZ3Hvvvezdu5c9e/aQnZ3Nnddddxw033BDQse77fLjdbsXGw7S0NJqamhSTT1F6TR9EFCNUKtXksXy+iIqKIj4+PlqSpDhZlsXonHSL43Og2lSBCPhUgJibmtLPPPvuo0Xv6YoNE7EdE697lcgmLamprayM3N1fxOuCd/jS1AqMEvb29nxMfHCzMZybLMX5p28EBlw7TLt7CXPXTxLF+llPA+Kz4CWlVVhSRJVFRU8JhcRv+BCbYN+2veWidGnOc6Wwc7oJr8D5P/ZPuRrxlIW6+auZhcSzxkUsI0GkKFwxMR/dWWxQJNGWWIqxelZQk6WZkKj0ZAQnH0/CFP2tzWajo6OD8fFxtFot6enpkyd8j9urGJOnE4dcjYV3TP5Vz69QzrmUhL2ne9nJbdq30VeonuLmqiA7Jyms5A5PEU4eaY0llOwGyRGdgNdn8ma+QzmHCJEkSxcXFHDhwIOSKvs+p/sorr3DFFVdwn3nnnTba3wUuYbTYb99xzj59TfSZMJhM5OTk0NzczMDDApk2bcDqd/OY3v5kkdjk5ObS0tPhpmDdsn2MCGDeFNcvQZj5TGt/lIowiyZzQaJ0+SlSA2NpahoSHi4uKErKNUh37GGWcYqqurVwMvKFoogun4nFHWbkiRtAK4GFgJqYD/wGPCALMthx0dIkqQGvgVsACqAKKAX2AM8JMvynJ+ViOZTASwWyynHH3+8nYmYl4oAF3h8TERVUUWH3ImfCO51OIQYou92OwWAQQhZlWRY6aQngtcYP+HnuPtwBtldFL8t4mD/jnHwc0F3Q6HWNjY+j1eiRJQqdS82zhKRwfFfhkZedIP2ud/uNGfaM3XSEer66eOJZNDfk8Ub2KF6wXncFvB+fzX4jUszC86IsQzGKKjo8nPz6e8vJycnBx6e3uprq6mqbmZ3w9/7Hf7VLMWecaPQwx6fsOZnYT/2n9g3Oa99Qu2hST1M3oSFUa3XSBSNjnKSeJ+554T/Dyv4N1+fRjx90Ol0JCQk0NnZGdK+5nKqnA/zyl79k1apVfk71QPBV/7/zne+wfft21q1bx/nnnz95vV6v9+pew5j5HgwxMTFC4o18a4nQa4oKnnE9MTKSvT/kEpvj4eCFxUmvWrDEnJSWF1u6I4KiDJEn3AVuApcDbwKtAMXAv8KwkSWH9GEqSlAC8nCzyAl3i+C/wdaAVOBULKho2QTwVwOp3F4TqRg0HpWbfPaSliHVG6UVEmKlEVXRAb1eQbPSqqfd8znMsDT7KPFElzzZWOCi/gr/81WJoK4oGfCarXS2dnJkiVLiI6OnjQhRau1vFR8BmWGwDq1Hb39VHr8nK5wfOXu42zb7iEer1UpNTQ1lzVruyvgKGytOpTQzX9gIUyXQ6XTk5uZSXl5OYkICPx8o45aeXOImnvC3cIk0s7xmb/e53J6eRFoD0zQbvvPa/IXNY4/l21hA/PLaWq+vzyZ6IIgMze2YKYWfAgp7n+Cq/n4nS0QRz2e/fu5aabbuInP/kJ8fHxREdHs2TJEu6///5ZndizOdWfeeYZTCbTpNt8NvjI52OPPYbJnZOLee+/1u01GRsa8pkDNhCRJk5VGpUhOThYyD92XQ6oUokZk6nQ6IessXboUvV6/VvFCEUzHpxC1nJEnSBcA1eJX2C2VZXifL8nqgCKgB1gPXhbxlL1H9B7AMuAfIOLTmf8myvBJIPnT5nIiQz3lCkqS4npKQkjVKSJirSSIRoHsRVT30udxHETNRMeN9IPRGvtyzL9Pb2CjN4eDweXm7YzRO5oU2t+S07WctjnHGT2is3Y2BjNzc2TmryZLvgErYFtJWeSpfN/z93I9PbJJMj+VfkfWN+h0eVfebJarVRVVdHf309RnURHFxcUYDcFHfP6nYTabOWfBCn5UsY7nHGv5UXcBGXqV38F9LTl8k8Vhrf3+oXntTjx+5iKXWubJnsk6+VZNDs2t2Kd0iUviAK1lPcKnI3/72N5YsWcKTTz7Jrl27uOmmmzjuuOPYs2cP1157LQ8//HDQn+87mVFer1Vx55ZUhRRJNlbLcdtttBBq8IWqKD0B6enrIVd7ZIFKvqVKphFR2NRqNsD0pjYDKzMzEn4/GIOWOP4DA+nail7x76e7Msywd8F8qy3I23DQ9wSxjVz28BK4EXZVneLMvytLMtWZatsizvDWWhnCPmcPxavXLlSMYsZGBhQrO0BsbpREZmc/f39QvbjdruRJOmoG/Hpa7eLqnruaNjHbeY6ivqzKJoInjWi/TzuLeZBtBJ5I43Q6qauro7y8fFoleyYBzdJH80rJWSRo/E003c5xMoeTkOTpz3NMdrFp6F+TnP2xjY2PU1NTQ29tLaWkpubm5R0WVM1TodDpOLD2W7y44m+/3VPKduhJMTu9rpkfNQ6xDFYZDoIZenzj40rz2Qq72AOEa1bn5dUsfN1cWogqgYLucY3uWbFBJct9fZ2cmll16Ky+Xij3/8Izt37uTyyy/nn6aef5p57vEWIf/3rX0HvP5tT/dvf/jZLliwhKipqztxIX9RYUVERN9xwQ9DbxcbGCsnqFBUSDwirnosbHxwt5bqLyTEVMO5IkiaysLJUkSbPrLiIID0e48ilJUiawBJgA/jLzelmW3wTagVRgeYi7/vahnv3eFePugiJDPeSI2Nnb16tWrY5SuMzQ0pDieAxA2vnJsbAyjUXmlqr+/X0jguqg59eCtyomQAciynLEwXCzA2Ps4LI3W0GCfY7xyksdfB2uFi9J65yVs/Y5zFFm7jDdwcZjAej8fb9i4rC+gInklAS42xnbC0+kyiV/2N+PDrIGoe//vNVRwt/tFfT1NTEwYMHKSwsJD8/X8jo0/8UtFotJxcv5fbs83iy7gTOn6Ujje/IaSsIweXnntT/JAGMBiWcFSfQeGpc5ZHDxcH4jN9QWTlvDgIZHOJdHOQ8js0cdPfjgg1itnVr75zW9yySWXAN73t6enZ/LzPtt3aC6nOniD51tbZzdD+cZynnzyybOeeIiaUgReLe/MkZ7zgSi9nZkJCAv39wXNrQ4Uo8ilQ92mEAJMjIjiaceyhv1WyLAebXLBrxm2DQpKkNKAScAPvSpJULEnS9yVJnelCSpDskSTpTCqMaEyGf84TZbD5x6dKlisteovSVIiAya1TU8xocHBRSGbbZbELkBHDYkCWq6vmPnup3cn3i4relG5i1bJ8k9ySwan7tSKwM/4k3OYgu9h+Z/HzhwgLy8vFklBjMJ6LLoJP5WdCraAB2Ynt/p7WeKavpdiuxHV/m7i4+MpKSkJKQ/yswKjwcj6irXcq1nHOfviQq6K9WHnDJ6kjZGAxNM3LnNknyrjMzugJdiT08dWD3te3gDje5Zt8Y+7fA8CrzQQmiSd4q1U5OTns3r0bgDPPDG6U8jnVOzs7gzrVn1Wo1er1+1uk7vsdasmTJrPv1yXFEtJXT0tKEtN5F6TXVarWwtruIdUTNeV+5cqU5KSkpovsUBYlPno+3uyymbLbvNp/PyzzTzx4JDf/vxtuyrgNuBK4FbgK3AdkmSQmqdHh2s5zMIEWYjUWTPbrcLqVaKnqsKKqjCK1I2KbrmLmrTUNdjPX+VmRjX+fddWt5WP+0dYNVhEjHvuqvarNLKYh3i94xPMZnNIGuCZnBPS0mEyezD8xYFenvs9BumxBkuGqvgweYzUXLz6JmBjFDYCjFtnJ6VSWV3Dw4ME5jTI2JjibLeynnLyDxnG1c5nvJQxidajYNVbCbKzmG0D5fDoeDPXv2oNPpWL78cOest7eX6667jt7eXk455RTOOuusnWdeZy6kOzDn1yEc+ly6du0AmSq8pylQD4nSWWq2WiYmJuW84ByRJUqzXFHWCHDEdHQEcecORLzdtntrMPX9sgFMNI/JS/d+Ft5ZcDFuBkvAamlQRo8QdChHzOA6LMRlardVqu3nwxMDAgpMUtSqcpMm9UnxDqyLON2u4VU5nzvmagK8YsNH/DXhNljVXbYu9D0mFluz2OOaYtorE6es37MX9IPIs9140OYSUC/nmpDPfTkr/W437J4grS+G33aVcXv2qawsWiDsx+1ohlqtprS0FJVKRXV1dUCCMoGb8/kzu+gISDznnGpepRqIyv5hrWkswTYR+XNmzZw9Op5OFCxei1+vZuHEjq1evJjMzkyeeeILBwUF+8YtfzPk+heJUn931/Aj1/p9PJ3r170ev1VFZWzrlvi8UizHhkMpmEVPdEtcwTExOFrCPqNRJhgoqYjkRDYdXTW/lMnlCRp95T/rjzCm/YdmDTAdlmWN8iyXHPIZPQ6cDowBqyVJOmkUBeLIDwIMRsNDw8LqRqJcrqHOkpvnLkxMTAgZNXm0mbHAW0EVMXYUoLajhd9HNeMJgb/1e8Z5b7CPJf35pLkCv9cat8RlTTncX9TIZrbxnXzw7rb07G2YS0KtTyvlRxnR3d5lLz3edaVy56FSS48ToXT9LSE1NJS8vj+rq6mntZzceNvI3XqUxnIPFcSzZvEzzFII1oXudSzthn4a677uKmm25Cp9OFFJW0a5dXsnXcccfR1NTEk08+yY4dOyYrbwkJnCWg0mjlJTChOdfCSkEDaT61Wy/j4+GSIfygwGo2ztvFDhW+IglKI0lmKyg2Nj48XRmLnMovNhYjpn6KhEnyzLS6f899CM631Vzdn0Zr7qVygfkKm38YvPkGW5DXjp0D8j5PNIIDY2dpUIs9Ho6KiQyieInywlVCl+rXClE6kZFkU9fe0+Ei1uWZWz9Q6xKK8YQJLcxED5w9DLco2GNrdCvCnpNfT73FzbiOfSSn/YVqlvEw+wgtw3AmAf1++rFcm+ytiJ3lNPNAzALOX7rqc6XtDBdGo5GKigoaGxsZHBxERua/2coznVPkRTwlYTRZvzUI8TyKXj7iKvr99yJIlS3j88cdpbGzkhhtuCCkqaSr5zMvLY2xsjIaGBp544gnKnysp46qmnuPTSS+c0C4XqVI+OjsZutws5XqSlpQnJ/BSl1/SNoxSxjojXx2AwCJnPLooMHzIdzS7onjSB0HPm2e/Ohv4HPJL3wVbObZ7mND01B/j/QbebUDUXI5zxgNpvXLl68WIjZSClpFEX2bDabECIsnyiAkSn/q+zER8RqJrHr29PSQnZrOr2NPpD71G2yKWogmxK+jXXbx9nA3Zb3ZFDq9pPqYgRjaDHZ6nTNO1ZnX0cxwP80f8p/gEwlQCKkkSv8lZwf9pCvl5xlJOqDjmC9FmnwtqtZry8nL6+/t5oOt17me3nH/HUoeY4MmYdl/ldVvMKG/F0WqdFJb3wwgtcfvnlvPTSS3NGJU0ln+AlLPn5+WzcuJEdO3YQFxfHnxx9/THd396yu8FCd6iCuPS2KNII4naVerxdGZEUYhkRAVIzU8uXLzYmJiasFbCkC+DQMRx8d+lshnSVIwU8iyGbedDbUc1o8Ga335qjxzRlBEyOc84HQ6CwoLC+e+4SwQVWkU1XIfGBgQEh0kKmJJlN5Tn5HQkUZVqWZbp6emZ3FeG2swDsadSm3IZG41lIadJ1jgHaeqZ4OSBIs5tS+O57MAGjjFcfJ3n2cSLnjDO3oWIqAW1qbORrGWUszC0I9el9ISBJEoWFhSwbT+Hc9rRpxDMaHWUkBh2XGYeBF/gaP+MUNKgCnRiUVFhZy4MCBWaOSrFYrtbW1WCwWSktL/R8nLm6yna7Vajl4MHgFNlSnOoibCATi3NhJSUlCRlKKnWsc3V10p1Gq1YhOUqBPG0tJSTCbTMUIW+6JDadUzhLdUluVW4ENAB1zotwVJOgHIxDv96N0Q1nMCnLx765ykB1tMCPlPa7rnWi5DPMCFJkqTVak1Kp+SImuc+PDwspEIoyjHv8XiEtKVF6U9FkeqRkREhnJB8OE+uZPwr5mlieiD+LfcmXcoGhKKS13MiUN6t53mJl0cTsbv4H+YBVPEoTc+vaUlJSGB4eZnR0nVFjO6ucRS3PK2dxahl6jozlmnASMZGDmYwJrEJeQxgdcyToOJ2UEikrSaDRkZGTwzjvvAIGjknbvn3o3H42Hp0qUBCYbT6aS6uhqVSkVFRQV6vT5oBSwcp7pKpUKtVgtxmYvK1xTVWjabzYr1kSAubF7UnRChJkhRLCgoKCpiYmFBWdYng08Ydh/7+QpKkyffuUBzS/Yf++XNZlj1Trvu2JEn7JUl6Ish6HuBKnSZLOmHIfNfALoABvcP3f5tpYhHyGjzQRrVdRc89FkUZQfobs8XiEnGW7XC5hukpRcVYdHR2kp4vRn2nd3d89K6Mq1CTybcA67ky7mTH3urGtljOsYlVx8oh3h4z5vLJPFEzyW6UM6WcxDvEjdrOs2NjaSnmZlJSkrKpAY0gumQZZmamhoWly3kav1yvtaZSzQ6agnckt7EEnbwDfI4LEuZLSrpxhtvZGxsjBNPnPDFgVJKv5R6o6gnekZtDQ0OcdNJJxMfHk5OTEzAqKVynOoib0S5K1ygilsi3jgiIms8eExMjpIIqnosJsMBjQaDTR4QSJRzALPoXxmrIsPws8gFeDuVeSpBckSXoOOIA3Jul5YGa0RSJQAmQHWO9jYDOgnBbZKkvSeJEnPAnXADcAwcOEsofaTiJDP8FG8YMECxSU5m80mrJKm9FjgcrmETKUR5d4XNT1IlG5UnlmVhFV3faxTKe7ZEl8LWxPN5O/G/WKsLXNW8vD+NJxMPt0B32LvQdVtYbs8NGss0xDjn8DTf5TVcn+FdD2tra0Ov1JCUl+ZmQPg3IsszIyAjt7e3U1dWxf//+af/19fVN+3d9fT2dnZ2Mjo4Kk7OEsseanmhoyMjKIiYlhaU4ZV48uJKnf/301oeWPrOcB1qFn+mdorqik/v5+7rrrroCfFx/5fPLJJ3n//fennXff+++9zzTXXIEkSt912G+CtpqpUKj9SNB+nuqjJQr7HF6HXFNXC12g0wrJDlUIUOTebzULer7S0nNADl85cj+DQMRwDIsnwNcDHeFvwJwBlAPd5RmRfIshyWOFmW5d/izfV8GSgEzsUbv/QQcIwsy3O2n8Dl0hwjCgFarLV24cKHikqWI6p6oqt7IyIgQ0jgwMCDEkDM4OIjSAH/wmnp8Ll4lEDlKs6OjI+znntlqfwRuJX+VVRwv/O7KD3U5vS3fliIUdpiGcqumEq88zRt/gGEvtBbTF9tClCdxG/Dk7eI92nuYCnUg8lbvT29uJ0OsnLOzzwwhdl09jYSH6+/5hNpZBlGavVSk9PD06nE0mSiI6OxmKxkJKS4vc92b9/n/7Rqn9PpZHR0lL6+vsm2ssFgICUlRYi0JdB+pxJPH1YXHMPtNeNs0r3NQbP3xL+EBP7KV6kI8nsdnKCppKmJiYpBlmdHRUb8JXb77joyMsHLlSlatWkV6ejrNzc3s3LkTtVrNfffdx+rVhz0imZmZtLa1nkp+n/H30zVZXOtbXNwpU6bEjKSmJnp4exZPMfJFLycnKOJaPVCuVaIlAdHQ0vb29itdZsGCBZteunXcUQRFcSQegIsXopArIsPwU8FeJtbwNum+M2bwBvKNlTpPIZJpKSkpaVlpYeFcOrA/0gzQdDQ0NCnyKeofE9REUtut1tItVKUacnlciFJ0ryqzJIkcbohl51JG3gu/hwq1Qmcao3j9djgOrfdjh6sPRrWn2AqCVkHfoJnFPMhbtGC32+nt7Z1GPH04EhXQsbExDhw4QHV1NSMjI2RnZ1NWVkZpaSmZmZlYLJaQn3j+tVktsbCw5OTmUlZVRVlZGamoqPT09VFVV0dTUJKSyBsGJJ3jfozNKj+eOpmMxuFR8lQp28a2gnxBNCi0r65je/SVPT9GST3t5eWlpaSElJ4de//jXFxcW8//77PP/88/T09HDppZeye/durr76au++nkXmPNq6OeoV/2PcJqRCnp6cLab2bzWYhukaTySQkN/Roy/sUodcUNb1p0aJFFrVaHVjnEUEEYSBSn+QwTKpWqsqSkRNEaIp3uItzXDodDcfVCFFwulxDiKariIDJvVMSIT0mSWG8sIn8AfpbzHlkqE60TnwWNURmUXbw/3UG7PYSJulHqtv5O3ExtnuJ/gH/WncHLF8UHXElUBHRoaor29HYPBQHZ2tpATlpkwnGo3k5uYCXl10U1MTHo+H7OzseZ+wzUY8fVCpVKwvXk3MfiNnVaxEJc3+uQkWlZSfn8+6desoKChgnz5499Pb2TtOJ++63bNkybrzxRm688caA648ywdPs4z52sQevsac5Po7zB7rITkgL/0WYAlFRSb7unjahOjlKo1WoheZ+xsbG0tLQoPnGNiorCbrcLy4RWgrKyMk1KSspSAoSMRxAm/vMf9f8oIpXPMOFynuTKUGk9EtKpArG5UKSYmJoS404eGho6qqUaicktB3PslyzJvDtTwTEojHYk9rE6OJ0Uzu+ms2jlAnc4+TtcNFaGX/yutNdaWsKFw0Z1VWSQXUZrNRVVXFyMgIZWVlFBQUHBHiORMmk4mSkhKKioro6uqinpqYmbNIUCvH0wWgwsiK9nIMtwaONILyoJI1GMy0ofiZpnYla+tjMP8ngLr7FC5PEE2BHyiBvd1XPnurdQodPphFSVRbnMReV0ioAo01F0dLSQ1waUFz6Ki4tRqVQLhGzmiwyJUvPwmwAAIABJREFUT8VwndDQjQj7DgCRJWpPJpFNaBRNFQkToRkU51EWZjUSRPVH7EdVyF7UfgJruZv6Q2gCAW5LZrm1hMLmfnNUmJJGiCkzkXHt6ydZHencJCx+ETqLU9iVxkWUy0KbSKYLgE1O12U1dXR3d3N6WlpWRnZwupJIcLnjUZDQUEBhYWFtLS00NzcHNKPcTjE04f4+HicTuesJo9wo5JMJtMkCZla+fTBhYfnqOFUnqCU+7iHn9xkOMF7Vo4IPtN1CiFFycrKQ0ZZJSUlCNInx8fEMDAwoXsenZz0aIMosJMK8lJWVhcvlisx4F4FPnyXB0tCJCPsNDXkFBgeJTDpvNJkSrKQJHW96oy+USNr5RBKkWpRvt6uoiNXXOiWNzQpZl3uqr5sPEn6Rq5CcnN27omxpKHWZuYhEUV/DVscVv5pM/K6sEiUh1GNvdUUp4RnjErVAI6MDBAdXU1mZmZFBQUnCElVUAqtVktJSQlxcXHs3bt3Vod0qMSzqqqKyy67jIyMDIxGI6Wlpbz88ss0Njbi8Xg49thjyczMnnEZowo1Kys7Onqx+TiWfnVi5nTfJ5W4u4Bn+FXTy3WH8NbWVT7oa5rzdXBBVsTQYDEIqqBaLRYh+n9GjTa4qYliQioUClUmEwGPSSJEUkexEoQoR8hoeCyspKxX1CERpLUbpRUVVYUaHwIiBKAiBKHiHLnsjAS2zHYw7PxzUHPfO2Sk7f0jZA6ytqEJIyq4GRvu72L66vKOLtoedDbzIbZCKgsyzQ0NDA8PExlnZeURcZ0rRUxMDJWVlbS1tdHe7j+NKFTiee+993Lsscfypz/9iYULF3LqqafS2NjI5s2bqaur4+9/n/zt79uzhBz/4wbTPU7hRSWq1Gp1Ox/j4OF3dXbwuN3F1wr/J5m5+yBu0EzoJPGgeZ4/VP/MzXEiSnJCxjE5Qf10TNVbdYLELIp8lkEjLaUgRE7SUnJ0fGOxkngnlDYcs90nb/YkGSpPS8vDwhqm+lVTlRnJiFRpiURGB8fF6IBHBgYEDLiU1TLXdQIVICPuxrYkTp3W3FEcvCWoRFTqoM18UloA3zVK0dNnBlXnrOg1D0RA3W431dXVxMfHk5eXd1SYSIJBpVJRUlKCSqWirq5ukriESjyfeuoprrvuOuLi4vjwww/ZnunUrL7zwAo888gjgrV6+/vrrHHvssXzjG9+Ydt+ZUUlr167loosuYvny5axYsYLh4WG/qKSYzGT+n2vYelTzASfyBv1AdMKt1TkjwibpXiANaVJVQJFFTSkBFVRtFtcxFwGg0CkkDyM3NVQNiJm58kRFpnu0cQKhISEgoyMjL+831DxLXL3W634iqhKJeqqNa9KH2lzWYTQsxFtdwnJiYo1CTSorqRn3Iy2cz9nHPulMd42NpKQ7mZ1bNLhL7wMm0fyWZSrPE91KgF1Op3s27eP/Px8YUatTwNpaWmkpKRQXV2N2+0OniXiOjY2xefNmwFv9LC8vn7xu/fr1ADz33HM88sgjfPe7351W+Q43KukTutnEi+QZ7mWfo5Maef76nyCRMfJNjOS1lAV3dykdbitRr9vcHng4VDkRFLomAKLOQCPOSqKpwbm6uEVAWlRDBF77yGdFthAGDnwVAgasSiUtjtdmEGFqUQqRsVEWLu8XiEaQtFjQsVIQNoa2sjMzMTEyZuZQ03s4qXOMD97GIbs+v3nuiQbXVE2sk0xZIzGk9wic2bOImFVyZSUFNrb23nvvfc4/vjjj4pg7XARExODSqVi+/btLFy4cM7vn11//+ld6e3tZtmwZF1544bTroqOjUalUjI+Ps2DBAo477rhpE7dCiUpy4OIp9nI/u9jBYaf7tuQunVvbGsyM5dGNNLrGsp5QvU8oqslCjQo6RqemoAWXpX2i1WiEV1OjoaNra2hSv4xtJqfSY5JMTKPmOnaLXasCuoHmQ6sdLEEI0M0sggTuMwN9kTiI1RfnKuFDk5OSa9Xh8xHUWgCBHyGQYkSco8NF5s3nC7n3UKcvna7XUg1TQREtZVF6CJFac/GxsaEyBpEEXPw7mnqWmpUnEsJ51JCPQP8jt08xh4GCF71OSgNn0xY1zJOe1WQkBZ8vHy5cLhd9fX3k5+fT1tZ2RCYhHWnIskxrayslJSW0t7cTGxs7K/F4+eWXAfyInpw8+o8lPfvITsrOzqaqq8iOfgaKSWhjiIT7g93xED/5mqD2JI9xSXTIn+VxICl+mhPWUsYgUpBm9nOkmSUKlUeDweIcckpURN1ImQ2WwW4sA3mUyMjo4eEVmSFQeNDE4jmL5/NzGIg+mENd9k5BL7wqOCnfKalpREfH1/4n97HZxqfk9a5EkTIZxhwOp2pSgnf2NgYRuPsmYyhQMSscVEz3W02m7Dxk0oxk6DNnF6J0o6LyRuci+IXE8ytO58ecxJ+p4n52sYvA02fOaU/jlIxFivfkg8fjobq6mpKSEgwGwxEdxXmknMFPjaTKZqK2tDepEB29UEsDatWv9rvNpIBcuXMi5554LHDaxxMTE+EUleZB5hQYeYDcvUocn2EgqnQJbAqnGid6lwaA7rPSVgFdmThDOfuWUPsbGxDA8PK5ZI+FzmSrsxIqqNokLifXrN+ZBPFx5aGaaRnQfrp5gnapxHMPsLTtvaYJujqH6QM/+lj4ULp65ueno5Go1G+kS86PgetcyWIkM8woFKpjEoNMaLInpwiIqsqJaCuL0o2KGhU6MjKCCInF6OgoWVnKO1RdXV3k5OTMeTsjWi7jGC7jGHbTwf3s4mn2MY63nLSrJcP5QHsmZygmxDwcOHCAvL2+yUnykZ8GLhizLvPDCC/zpT3/izTffZGBggJycHG644QZMJhNZnWVksXryY3t5e6uvrJ5/nwYPeEPlAn5Mf/vCHANPe+8zMTGpqaqaRz4JlFfyad3iA3TQQ+kjHrcmdnnNKTxGvpfZxCHusp5VxKSCE8opSQkEBLS4ti8hkfH09XV5fi754vDuhoGJ4RHR0dVIMqIzPAmF/Vn0vf/BxnGfegE4lopj995mnArKC7btG4GncEjwUKFL79UyW9QWloaHo/n6NCffZYRqXxGEAokSVLln5uYqfr0cDocQU40IfB6JsNVqJSVFTDtZVBtQxDpOpzNsHeVS0nmU8/gVp/M4e3iA3aT0wgnJFYr3n40NHRwdms9mPLHxWCKgsy3zve9/jzjvvRKVScdJJJ6HRaNi2bRubNm3i2WefZffu3ezZs4cHH3xwnmhTD974ODAxMI5kfffQR9913H8C0zoJKpcJoNDJqH+XF7g+5n90s5InJE4NQYUZHUmwC6zrTeTr9ncizM/4RY1BQeUaHsvgqqUvIpSq854BplKwcCEkwroeWSthnsJIzr6DEpyDGVYATlr69er8fhcCg6n7ickJOB2u4+OVlcEn1lE3O6hIyExMVFxndzhcHwqIwVDgUg9olKIinwSYTYSVYW12+1CyP3o6Kiin9ykeIzeyglq+zc97V5CdJMaoOj4+zvDwcNAKsZJRnJ8GZFnmzjvv5Gc/+1nQqKTnnnuOXbt2UVJSn4heVVFHhJfE+ogleMn7RRRdNaigbGhqm6ZCzsrJ4sPV1juP3PM6ekIlnEiZWk8ViUhnDyXtSG62qnEaLcyusHIoLQRZ2oRUVFCYkmEhXbtJN2zuYpvs1W7uI9/sZ+PqY7ZOIJ0GAaJc2u/Jg/EmBaVbjwnkU8lUKlUaDSaoyPU+bOML7jbPUI+Q0d6VlaW4iOs0+k8arSaIoiwKIPPkRL2zweiJlDV97XxemI3nVfTMquGbC93d3ULMZY6xcdIMccKIQn19PYWFs/sOjlYCKssyH330EXfeeScwe1TSo48+yo9//GO/n7+0NN9wAwMMPP8xxxx3HhRdeSFlZGfX19fz+978nJyeHqqoqTj31VP785z8D3mpanjsGdQhcLwsLna8mmgiR6sbOdVj6kC9ehz9LLie209Ss31ojK6fSZl5RAlF4zKipq1slVoSIW5abDXtMEhXblMgIrnyivUIsgngNFoVEuSdHRUUT6riOR8RhAi0nJzc4V82UQEzIuqnirdi6gpQCKmEomqWIowTgDUjnbynjah/UskDxPMLzuBJbuMN/kk9g7M40mdC1Gvc3t5OZqaYwSTd3d0kJSWF9J4pJaAejwer1UpPTw8dnHR1YrVZ6e3sZHR2d18mPz1y0e/du+vr65oxKSklJYfHixX55jRdffDFPPPEEixcvZt++fbz00kvkn5ubywgsvsHHjRh5//HGKior497//Pe2+K1PLOLE78PCCEhJYSzYFxNHKCG9xkCoCZ2hWx9n4eLA5n7Oc/EwkJCULmoYsY3ygKoiqfMbIeBeeNAPQbnKSNKf/+2phQfLKv1+uFjDFNT0+XgaMjbuWzCIkvnfOUzovkMHalZWVlHRY/6aGrdi9SNKiWOovZis9mEVBo7sU6eoQ7j4BUaeGVKHmcZiawgk+VksoIsnyklCNeOUVhShBi/BF/G58Xg89PT0sGDBgpDvE64G1G63097ejsvlQqVSERUVhdFoRK/Xo9VqkSSJn/v5+WltbkWUZvV5PRkbGnM9vqqv9jTfeAEKLSsrLy6O6uprKysppt9m4cSMbN24MeP8TTzyRuro6nv8uT4xI4uyaTf6X1okKikmRi0NPAILX0U0toQetOtUyzRzlp1Ol0QgiJb867xWJRtI4IvaYoDWqsnLopopxqbbv7TjlxqGYOsvFPVrxlXbO7UaDRCMlmzsrLUeMmn8hmtEXwhESGfIcJgMMTFxcUdFa+XnUsG4SIyPjwtpl4vSWIrQsIrSjXYGyGicihr6qKGPR9kDgAU9x5MxSUiXk4na6hTi/FWqG52K1tZWnsrOzw75fKAR0aGiI9vZ2TCYTOTk5AU1WBoPBL75qbGyMgwcP4nQ6ycnJCSibmBmnFG5UUlxcnJAInLkmSKFMlsdadxV51L58w/9Z5o3oYl8ulWMojAlFRUXR2dipeR6fTKR4fLOqELclgIX5cq4h8AqgEnNBk79GM4HA4hAyuU4tBvobKzjC86PgetcyX4zx+xPiOIioqKPxriP8BbwTpaHPMOh0NIxqcI7ajdnbj9q8kbtY3ZqTENh3WcEB6/SyKscbk9v7itmPN3EsXSzgkzKSUI9jx+yrq4uMjIUjrLhcAs8lNinnQAhGQJ1OJ/X19ZhMJsrKysIOPTcajRQVFeFyuWhubkaWZQoKCibXCTSrPdyopPT0dKqqqoTkvy5OnKsDTt5vBlPCrcxpUHEMqK8hkVVwig4ODJCUFbuOHiqMpX9M3HlOp1ETEMSVBbybBoeOgQqe5CJ7Rnrrcz5hBzsq8UsbGxGggz1yuCKfh8tM6VIEI+Q4ROp0s4Wsinw+FQPL5QlFFoYmJC8V5ETVgR0XYXn1eY+ONxDtWVE8To6B9xt2AOHqqNmdBxPJsvJYAVZLCeTeOZ+zhMTE0J0o11dXYrzT2cS0OHhYQ4enPEhxcbFiWYBGo6GwsBCbzcbevXspLi7GYDAEnNUeblSSJEmYzWZGRkYUt5aT45M4bX8621PmbpunnEj1FnpHJUtIx4q1+OWOdNDc3Kyafoqb5iPjumEwmrFar4uxREXsx6A1kD0fxEcq+y7JS4SgwpHcynMGolCXEZvfNFXFycDjg6fhA/q4iQzwhCgVqtjlVKPkURPhFtYRGkEcSQNVEaVhEk1ul0CmlrHbT2ncDBJueZs5khEKxO8RiOvTamOlpAwSUxWkEXFjOqox+MR1oYcHByc5gqfL3wE9JNPPkGv11NZWSlsnj+A1v1RWVlJdXY3b7SYvL8/PRFZRUcEHH/x/9t47PLLsuu79nUqoQlUhp0JO3WiEniEnkDMUoyiKnFvkUaAaJkizJpEWJpGlb9rPCk2lLfrYlPUtWYDRp0TRlj8VgUuIMaZlhhpM5nMwG0GjknGNlVDrvnj8JFo9FIhbPRXTNd6/vwoRuo2jh169a96+y919rP8olPfILPfOYzwOFWSdbaGhoaGB0dFelrbOf6n6oVzT1bT2ly0UHrdebD7eKG56pa/Zj5k1Twej8h4TAkUFRVRv23e4pQWIJ9hZ5qtpLmISgKlpaVOnp9Nprsos4JZFgXyeEDabrdT0wpxOp0UskiQgRT4lIEU+JciLlGhpLR29ZvThaWDTEFPH26tYIpX/nxosA+HDxqp3e0XtppGfTZ5xFgqu+pVIk0el0kk6ndwVE0rDZbNhsNhKJxIE9kb/xG7/BL/7iL/LZnz36WF154gZaWFr71rW8RDof5/Oc/z0c/+tFdq6QPfOAD/OzP/iwOhwOttchGp81VSUeihNtdV9+rnOwjsZjVPColj5/P5WF5eNo5js9mMr3PWeZEva6lIml+bkmSyqnmDtyrmzBBOmW9oJeDz+fD5fOb9nJ7cyCj2fBZwEWusS08xnvggDIL/WIqXCloCUMfyGilGJh1p8lFCECxtpNGESrBBlgdCxuZC6SBEjn3tyta8IkeJAJHmQCgI+sdfInre85xau4FgsLCyJ9o5Al+QsLC7ziFa9geXlZfBKS1ePZ2NiI3++nnv7+fnp6ea875X/iFXyCTyfBnf/Zn9Pf309/fz7lz5/iDP/gD3va2t9HU1MQHPvABHnzwQd773vfunPq+6upqVlRXjSVrdFc08uvZzBAJmpv+WSbwJGXY4HCL9mh6Ph1gslhcZVMvT0kRop5TKeTNwEKKOnFO60jbjBhjRmTxNLmbsSSMDv91NUVJQfDfYvRVhWS7cw8oN9CEIp5QJ+B/glIABcAX5Xa/1Nk7iZnTMZfIJ9nA9MbhCSkxp8GSbBGjLVD/DztKOrxU0UxXpzYUCRIs0mcBcJssU130M9QSejA5+eClpRfnpJXAVIFsQWvNyMgIvb29KKXER3EeJC46f/48IyMjdHd3X/PY01glVVZWMjQ0ZEw+S/wljK+MG5NPny1A9H3rSLcL3ciGfAB7Mq1VBRwpPyox8ZmyQ0OYtFmDeLuX3+3E4HObllJuAs+IIuS/khv61vMOJnt8pKqS6l1D9VSv13pdSQUiqjlNJKqXcd87xGpdTHlFJXlFIxpVRcKTWilPq0UurIO41S6ueVUo8qnpbaUUmGl1DNKqQ8rpQ5c987Ehf8DvA/4D8BPAs8Cf6uUeuVJX+tByGQyXtMLaj4Rvnxai0SfpVQ/nrVQLwHGj8NJoZgjyPIs8xgyPMM33mWOINbbYxo+L3lg5TZ6s6fjraOYO6mihFGeOavdaAVGq5PkynMzNDY2PjNeVQqUlIBxFPyNozeb1eETN1qRYBh8MhUl621OH5AKkJOhKQ6octEsjRbDkSeJICU+lOnOI71KNjtduPzbmcIQ170fObCE86SIxSQG3L5VH0Q+Ke5BN95Mx8EyoBZsm86wF3ArwG/oJR6q9b6niQOe+wngQ0Ac+C6QBN4MfBx4s1LqXVrr/dvI3wVeAdyutZ7eifMQ8BbgV4Dnc1n/XmitXaakRErMnIoF8Ip8Sa5FSzGutRURLaw6z3qwQCVxJeMQ5e+Dv6/BRQzE+inBgI0maINssE2GFq6IER0ZRbTPPnKq+vr4vYWKXTaUKh0IE+oaYZ0MOIp4Wmpib6+/tFrJI8Ho+Yr6wp3G43KysHT0G60SgqKhIh+BJwnOBwiIzZzJZ8u7BTjpBgHbhy4cFDi8HBHyk0zGezYsKF2RGTZTXMGTRpNigwpMiRIkyBNnBQxksRInESGZ7R01hGU0b3LN9fv9aK1vus/nKXjCmXGE3Bd/w/5SXiKXs68f+I/AM2R3Cn8JvOGY53yCLPH8nLPBhrXUSQCnlBD5NdvfxKeD2vU9SSr2T7Am1CLxeaz2y8/Na4CHgHcBHgD/f8xz7znM+Y51UAFrrnjFJqAjCaK2iz2YyZWiaTyRvymU9EWEK9n09kOh6PM+s2V6XasR16gVokzCIH94O6cVCPnwo8BKIun6jzmZGtzc5OOjg7jOPPz80eO+DwtAT2OeEI2Y1lRUcHGxoaxAKu8vJyNjQ1j8plP03zAvBwrNS1JnAlLTfLw4eT3NuwQxjSa5Qw4tgmiRxAjJ3Z/vdfm1O7w4UjZexKyNJol5plwi87lDPm9qn0euPOGsnOULuL+DW7vk8cYpHa/1ftNa/qbX+ktZ67LjHK6XcwL07//03FvHciZUE/tXOf29TSu2/gv/Ozvffnsk6onectkc3AAvz2vrT6RaAS+NYBy2kE5o9b81Gw2+3GaTWp7JwEJJT3khY+psgr8pnYZt518yxRn4qQYZ4NnmGc6vkadx7yHVcqpIRgMHkoOLeRagj8J8bRQV1fH4uLiidd7GPx+v8gccwmyZrPZRNpOnrMlC+bAWCUiRTwU8wjSPMcOTzPID5nieRQZYYYR1ZgiyQpQwyUNFhHF7htK0+WY/JZD5tDY8JvD5nfKTT6Zvd2JsrTzhTjpAzlOHXSxxnyYTScKIGlQhcVWUopRqBO4EE8OX9D9ZaPwzMkZ0re8+eX1kuny9fcWZRSbUAr8L0Tr/wAKAGWJTmn2xQS5eV8so7KJ/IZSseNhAUWJIyp2+N+it35MYo1F1eDkxLQnXIgnXDWNN7352mw2EXW42+3Om35NqR5JCVg2SSaQIp8Ogdtk2qZxZcyvlRLkU+LcdTqdaK1v2gX3nlDzhTDlCAbnhzMjnTnbzuzv//f2dUjuwW3b/f3f++5f62juB1fQ7oLU+7Kr89L7HAlhp9P21wX9Hn9iR8IIflXwcJ0ihB+KQgkbXMJzKdTqfzhnzqdIZ323r5Ve7g57nIT9HFj9HOPTRykRraKacWL16cnR25gJYyp6+MeEYW6xPu8urp63Uz2o3AcAc2VeFrw+XwiWUuJY+LxeMRK5qaQImsSkCgNS2VhTzPOndj/SCoq0OfmUuCZIZD53ju3NvPifhiecKUfICZbVksnXSxxnfbf+EPB3wK8CP6GUembn53cD5cCfnAb+57zltO9+njohrnUTWY9FaX1FKPQH88Q65DZPtKf1J4M1a65suwcynMjWY3zzzqY0gn45tUdrGnb9pfh/8E0+c0ekdMkCBCkggJwrv/nucubtv9Xfbnex+XJHrgz7P/jpKkNOUyJuXJZFKE2IdCIerqn6nJ6zmE9oKclngClpaUEg8G8sCZyOp2Ew2FSZIhe9/5f+/2g9zlKijAJ3kElF7hgtBYJwicFCYIEnMi4YIuTTpnEKcLVMHpFPzrZyehxy5gl5xxHy43Z103Cm5FNrPa6Ueg3wBeAnuLah9xng0b29oDuwn+kiOkilaaYv9d493A38BfAawA48Ar9ZaXzrF8q+BVNk9X8iaBPIp85lPa8mlHUGhdpSxTvZP5x5in24hQaDQDXDY+LlLitNOe//sJqAnxhGzmc2FhIefnnQUcDge/l3qIz+0MBDgt7sHcJUaqlUACEmuRnuh5IREkrjSNjfu2XIJ+Cx/ZmXnBPyxPOjCPkhpdH9tIEZ0o+d4jnV4Eg8NOAZan0I8CfAP9LKfVvntNb/VuLvaa3ngSN9R28m8ik7J4F8Inxa67zpP5XohZXI2CiUTL9aHvT2WgR0dHSU1dVVbrvttlMRnT5AVxZh+Bmw2G3aBpUiVY/OFfEplPiVgE+BYaaVF3mcJSB3bfLn254J85wi3Es6MfCqlyoC/AbzAna7TWexu3/lYpNQD8EPioUup/7lGrWbsV7xHhrV2P+fiXk8M5NDRkFGBzc5NwOGxcwlxdXcV0LRIxnEokEsVjMWDAhsZZwOIzdbjeeTy2xlvX1dWKxmBFh01qztraWF+/z9vY229vbxn2SpmvRWjM9PU0ynmWRhYcEoezk9PX38g47BzMyMMflMpVLctVxMKJFbO8J+NE3DEGbvcygUIpVKGft0Shzb5eVlNjY2njPuVJdaSmt7k5zB7f/zbdm7bKEHFzNoaAtMZ4/d5c3MTpZSxN+xeHcdNQL7yhJPjpcfdRXGWmc+3nk1WXPbiPeAKgtR5VSj0FvHHnyyKfkzvfW46I3bTvsTcCyQsXzHqqpqamqKmpMZ4dPjQ0hOlaJGJEno1FWVlZoaTnqrboxa1leXsZutxsboUusZWJigkAgYHzjzJf3ORKJsLa2dqAx/I1ai1Vqv+eeexgZnGcHlchmP4jQ9LhIxYrEYf+J7lr9uNbN/uoM63mu4lpWVFZRSOYnCDoPpcfF4PCLXSom1jLLOX194n+vgHHoHqqJOtFfhSi9n7/Crq+TmBa6XD4TAetnBAy9yNxOTO93zjCSdHoex+ZrDuVFtHPMby4d37nKbAmDPQqpTyHKNnu3vfYM4dUmSJfyloSyKfSWD6tJZ+EGxKQsL2B03+G9vd4+ny+XRX8aQiolIBKnAplMhgp7Ma+m4ZrJNtukiO18RUmQOqasbpcoDafTIqNlJZBPLUoSlmd2rUjZJFppzCF1bPXNveDmnJU84MV4mXp0mOMsrsGXYeqdSyrl/l7STsr9z57+73fZa6xml1HPAHWSbg7+w73lvICtcWgSePKO1nHwTjD1o+GTCDTL9avpBpKYIkgXwin9aGx0ToVlRUJDK1xul05ixeOkxcZDKKMxQK5YXSHbKE77J9njadYOvJx9j3CNPfu2EY7Tuw4sJEgwwd5AC8uvDh3v/twXfMzHy6Kd3+e/ZmLbHuIxKQxKUj0k0tdnayVEPvaMIiWQ6ZLoPxU8tjftZpbHPOHkKGQ+zwz/G4iSzYD+qVLqX1hWBkqpIrI2S03ABldnvlv4nA7LGsX+klHpCaz2687wa4JM7j/nDA2a75zXyKfMpsfPNp2xjPq0ln8inRfhMMlpSm6by8nLW19epnra090eOPU7WfloBubGwcOeLzRmI7sc2i8/hpWGk0IRKEOHgT8CZ8fJorp1qDAxs+XLwtXcN/tr37nVDGkIWHjJiWIlBBz2bUiaRMwiBcQEEq4ruxkT2/2BfdlyRNuFZz4DFRK3aGU+r71RXbHAfAf9v0cnAK31MlmfzzTwYWBcKXW/Uup+spnOXwe2gfdpra8pzWutv0J25nsdcGnneV8l2xfaQ1bI9PFTvuZTnQYI05hNBkiDC+ZT5zCeD7Hw6Lh6PR2SCjiT5POnfO4mdUq6jOCE/HKY/AAAgAElEQVQroJIoL0scnk/V4iCX3zZ2FniLDJvG8cDWwIDX+V8LaTmKqkD2j2FYCc9kFMp8SZfedzfVNvZnlI0/ICbf4eM1cnMp8lwKsP+Pm5w56gtf5vSqlLwD8DXge8ZedXc8BfAv9Jaz14yHM/pJR6jCxxfQNZT64h4HPAp270nbkbi7+UTKbHWYnKBz6cMXz6RT4fDQTJ5M3vxr8LtdufNBB0rg3ocKcjVxzOXDGg8HhchnolEQsT7ndDm2xXqt+bkikZ0rExhIIGlhZUocU6mUyHuUwvwa58go4jaBOEKZT1PyGY/HsdlsN/3Ckm88ISfcn9MTxzcWJrzRa6+9xCr6ttX4O+KVcn7fz3PuA+07zXGlkBFhjPmU+LbJmcnGWFASYXhDziXy63W5Cnofxw9/B4PGxubh7/wGNQVFQkkjGsq6tjYWGBhoaGA39/WgP5kxLQmZkZmpqaDv39SREMBikpKTGOnU5py8k3nLzLOBhNsMs7G7tcKx5fjATxJGxGHOYGtSBUZk898yp5KCcsuUM1T/KM9U6WS102hOurnnERIE0nYijvwgnxIZ4VAohM1mM59RK4B84gk54WWQvTRBfkg+XwJIp9PplxNByqe1WBlUkxuF5OsxnfZ+lso1SYiGJtVRUVLC2tkZ9fb1xnEuXLlFfX3/dMTadXHQcAU0mk6TTaZFZ9xsbG7S2thrHcWLnnTbTxpquTgncRJsHEDhHdS0wn2GSCDWJkz/fKuJMFt/l7XIzTeEOZSCRwuVzGa5FAKpUSIZ/FOLnAnwZulk2I+OY/X66WEEmI7I1GvH5V6OHnN/ixJ9ZG2lieDxHEJh8PYbLb82GEX8JJEgXyeEHa7PRaNnRvF6T//hdzgcbG/f9BHzQH6RT6fTaXxBlBLFSGSEpdZiZRtNvA6lstOlpaUsLCwYk0+A5uZmJicnnaWu7SrhMiaeFowjo6OiosTeoBamS7lHw4eIitVzkeoGWRrNImAk2mYrNs+AOU0rNLkmdI5hzId6PnOWmU6qeVgBT5lIC1lr3jdI/2Rz8Ypgbze9diglAoxH6tRgE5QFEou9/sBbxUYLPZwqFQyJh85gvhny6e1OJ1OEomESEbKFJat0FkTi5OguLiYSCQiYrRtms21WkYk+sVKS0tZXl7etTySIp4WDiKgy8vLn+P1+EWKUTCZFSssmRE2hCODPfkVS1NXdhoer58k2KabY2pMt3WB8T/Y0yPWb4FLMj00+kc9kMml0nvZZEPhFhiX7aUChEJpMx7+e5lVEouxdwEiilQqbjBfON8EUikZu9DOBqhi8fYJWp8+GmVVJSwvz8nvPHEmeLiYkyz9pAljVtbW5SVlRnFAejo6KC/v58LFy4wOjoqRjwt7CWgtbW1rK2t0d3dLRJ7cXGRnujqzcYuQHXMo8Zrj8fh1G7ciHJynkvNcP/FLo9kgfk1/6YRepx7zHtZ4PC76Pppge3vbeIqPFCTInZzqdFlHvSyAcDpNMJjdu9jpeutC3fOYzP87klwa2TEUk+UQ+82ktLpdLxMRcAhZRM4WVJTSB2+0WnIeWVlZWsra0Zx6mtrWVx0Ww8oAWbzUZXVxdPPPEEtbW1Z0JYamtrsdvtPP/883R1dYnFDQaDIib1nGxsblJeXC6wot/YKhaICD3dRz3vo5bd5LX+ReCsdTvOxmgcR4VwhJcqU6D+VmgYkYeCfT9nTUChEnLBYzv6gUcMuiQD5PCK31pin5tNvtYlZLphfofMo2Sgl0JG5aUr6Y+XR8vV6vSJbb4XCgtRYbtTk2nNkZfXx+zs7MihH8/NjY2CIVCdHR0MDk5KRIzGo3i8XikxhOKGKlLQEq9D+Z9xtvb2yKiJYnjm09tnBPlEPoPBoA6HwwXyaYJb3OezQD5PiFQqZUw+pSCRtZTy6JQYa2lN4TGFRByp41JSUkIwGDSOI2HPntbdf0xT19fXMzc0Zxdjb41lVVUVfXx9TU1PMzc2JrFFrzfj4OOvr6/T29hIIBHI2oj8MMzMzItORnpGyA4vG4SE+wFPmUeP9isRjFxcV5sRYpIiyBfCLCW1tbCa11XlgtvWShtNnXSxwF8nlCxOPxddOenTylIZNWkVNBSa8mnrKUEpMin3+8X8QwtLS0VWY8V57Tv10HiIrvdTnd3Ny6Xi/7+fjY2TtdKprVmnYmmWS/39VFZW0tHRsXuen2YS0n5YrSESZGRpaYmamhrjOOvr6yKl+0QikTfEJhqNipBPCeTTccknnG6vNzc0kkB/ZmJciTLOehcznrYNwOLyaL5nPfCrp5tNapPo1JeByuUSyuZWVlayurhrHqampYWlpnyTgOnD77eZyqvbq6mr6+PiKRCAMDA0xNTR27mdBaEwqFeOzZIT738GP8kvobLvdx6Cx4EwI6OTlJnS0vLqZ67H1KZRslyuSmkyJHV2pAPkJqIJYHt7e28cASBAvkswBz50UDyEkAqldpYXl6OAzf9019UnVJQ3SnWPx0MkEjHOvkhkYouLi088O/woWAKofMgySImOLC9VCVRUVDA/P08gEDixiOKkdkpKKRobnG2lsbCQcDrO4uLjbD2ydI6urqwwNDfFDvcTidown5hOsDLbx+KgPz6ci/Gv1MO+k98BpMLmM4twLniwRL3PxTqRR2u12s+mAaR8I+C7IiFJ/PZxxHwkNVatKSRFuDVF+uRAuA1FqWl5dTQMFqyQQvg9K5nCQqZz5NjfmpqKi9quvmWbZQodVvTfExgeXSaQqrUbbPZ8kZgBtlWAIlRmwDt7e0nziCe1sfT5/PRn1tZGd3c33d3dXLhwga6uLqqqqrhw4QL3dS/wu70v8KXtGNG6GNsRO7dNdjHMGl/gxUPjniYDmitZnPQpSVk3xeFxkgxSJRETK3JZvaz5AqnQvQWKlhEISinmpTfXMzIwG5o0D3coolN0LOCEWpqamjOuonEiRLyppIYi1SYiEpxbsESkpK2NoyH95RVlZ26v7Fs1hPIBBgYWHBOA5kNx02m+3YPlJpA/m9Gbp2nygk7t2n3F9PvmcNpV0z8dXYM4u/zMNscnunNhYAuLCxQWVkppjTe2toSORarq6vGHrAAa2trInFinsVjelMvzbS350sMqJVpaWVlRgHk/0K2MguCogBNiYXZ21jiIBHGUGt9oKtDRaFaJEsGcCHu9XvJFn0CVV6q6oqBBpA6ipqWF5edk4jt1ux2aziWwWIJv9nJycPNQdQJp47kcbWbP7QIWDsC3BbR0OZgaLnuCPUwjRbfJbnjnz+SQjo9vY26+vrIplKgK1gkId8c4xifl5I9XtKCnzyZTa8VAuARDtCPvWwSgmonEolESmstU9Yp4JZEgXyeEFrrkIRaON9K5scJdOKkGGKVbzLCx/kB/4L/wzv4IrfzaUr5Q6r5jzzOntPFa/H6/CPnMJ8N6SQspqX7NhoYGJDZRkL0xd3R0MDw8fN3vzpp4QjbzCaArsuewpyn73f5Qtjz+n73jk2I3RUQRUa82VK1c4f/682JofmbvE/93wFOf4GG/lv/O3DJEm93u4Ne1Got9TAlJm7FKkUYJknSR2bfFLvS/SNJhIJMplMfpSpXsq4gWV3pdTPK6UeVUptKaXCSqlnlFIfVkoZc0Cl1AeUUnrn6+MnnfV5BcJQDkslk0rQ53yov58MIuuLiYpZXVkgQZGLP3Oe9/54/gaBxnbixaEGKlFsjIKurq43i2O12nkV4tq+/T1Oza5/OJ9NT5fD6mpqZE1gTZjHVFRQXT09M0NzcDN4Z4wlXyOV+xApQz5F8AmnnmqyXUnv72EeXuQj/MDfovXHhnnMBHS8PAwra2txuIXC/F4nEfsM2w7smTzW4zxLcZoooRf407+EXdQy8mIn1/LysohVkxQxkur33Nraor6+3jiOBCSmNYFMNldKFBaPx42vjYuLizgcDhnrjFsVihtWOldKfQL4nEBAHvgskgTcDHwferJR612mz2EqpFuCPAU2OlLhAPnOAzWYLhkKhBpNSl8fjEfFbhJNfkEJsX0cqnJ9hk0r3BW+Kl/DljRuuYdIfFzK5NUVpaytTUlPEFtry8nI2NDZE4m5ubxjOm6+rqmJqaErnBNzY2nMjMzI2YbVFtby+Tk5K535Y0gngCtO2X3Cf8SJc5qVpMR+lqd9E8m6bzcxXzf0/wRj/Pr3EXpMSYVn+wno5OQk5eXlojZGj079kE+3jV738xmC/Cse4vd5mHfSw4e5mx+hCXXEtXxjY0NkVr1k32ggEDCOnk092QlJZ2BdZ5D3qIdopp40y2inf/WqlDA/Hb26kiHAymTTeTC0sLKCUmjFezK2OGyAaUkq9kyzxnXARer7Ue2fl5LfAQ8A7gI8CfnyK2Av6SbAX9C8Av5/L8AvnMAXa7fX5hYaHb5IYkJaxxOp27paUUnGWbYuo5gWv9f5ZDSug3ers1IEcDzvnW2wsG8IJ9Spe7y8nLGx8eNyWdFRQUTExPG5NNqJ5DIgJSWnljIzMyOW/QRobW1leHiY2dlZOjs7b0hm34OTAD4WVJjO8mKeWw5S0bINkzYG/kcdzv9gY0PF+ROen5N/ypmPjWQT0ueeeo6amRiSzaGF7e5tFwmy7Ds92JMnw1/Tz1/RzkRo+xN38Ahfxc235OJlMilk1nRSKR3Yy1Cba3t/Pi8w9yfaPhcJiGhgbjOCtEuMQylzi4bzuAb4eYltO+h5y2UU49fmwo0b5R0/NmnYWGBWCw2IbKYAs4av7Pz/bcs4gmgtV5SSn0Q+B7w20qpj50i+/nrZDOo/wSozHVhBfKZAzKZzPT8n/DxdXV2njiHl7ecoLuJXYl/mqaI1ptkizelS+DaB7deUP8bk3DJ11bVGcSxing+ZD4fDITJmU7Jfns7KyUkyZ3NzczNTUFG1tbQIry2bhk8nkDe+5baecBcL4KlKwDBNlS0CAtVkH96528mT1MH/K9/kInr6Ia77HxLDWw9GsYHx/nZztey+u4g9/nYb7Ai2SO+MxeYpkP8g1+k2/zD7iND3E3vWTJ8NzcnAgpnyre+UWs9ptja2hLJWEv5aq5zdLJhgTALhHmc65OJLuy0UcY7og38bvlbjNYihbm5ucza2trI8Y8sn4HCcvWJdKdUI3AkkgC9ftwKtH1ZKzQENwD3AEznEbgP+P+AxsuX7f5Pr+gqCoxwQDAZHpaxqTFFan7GMlusUEm6cmnkBW7GD4GdhypVjcNvePtPo1TSFpRSVBQKWU/LW1tSKqd8jaN8XjcZHjZPV4NjY2ncvHiRUKhkJio6ThYfZ+hiux5M2PfpCOQLSuGv5nN6IVJ8Ec8fmQcrTWjo6M4HA56e3vFZsFDVpXundrtxuVy0UsZ/5acZ4EO8h95jnxsiwSd5hj4+xRv4PF/S/QQjMuVgqb5RKZ/Qzc1NysrKjONsbW2JnxAHzZEE8HmfSffrPfoI0V1gjHssfxfzk5GRYa50fN8KXMs5ecPTKne8DWuvDbG2e3vfY45ed/VB8njmzy8v36lLvPAvnMAaFQaHJmZiYvpOo+r4/uiHlpc6lom/K4YQJcwTLmE5ek/CzLy8tFLI4qKipEnfDoDgQCLi4vGcZRSOJ1OMbeEjo4OxsbM+n0PEhe1t7djt9sZHh4WM9k/DJbd0mj5Vb/rhvZspvnSnd3x0JrJZ4k/wNHMc3GudSqUYHByksrJyV+wiMQsessdnamrquv7aC1TxRd7F8/wab+fciWI9whQfn3fzf6DKZysDGxobIXPiVlRUREiu1Hom+RikEw0Ge9wnYraWLjQ3mk8mkiFft5ORkgoLBvDnO3ufTnKmtNHfEYy6omlxLYPwbeCPye1vp6q5MTokA+c8Ps8PCwMcuSyKg5HA7qUseXEY/DD/2bNIXNb2bLnRI3Lb1Kl7rKyMhESa5W5TSFZirbEQhJwuVxGI0mPUrUHAgECgQD9/f3H2nmZYDfz6YrR7s9m35YqnrOywou6ZrE1SnBT/jkeue/7W1haDg4N0dHRcR3wkCOjMzAz19fWHlpNfQR0P8PM8wft4E63HxvulnhQ4uBjpOvR4LljWSRBuQlKG71baRD5Ca6T4ZWmHCZ37+Vyjz4yvlbDAxMZEB5owDFXDWsMojR3EWnKy1/IiWrUqoD+EPgGbIq91OjQD5zw0h/f79xA5/USMpKzC9Ik74oF0PmJarB4k2R1yQBqbGWdrtdnhAxD1uVAgoR5PB4SiYTYupqbm5mbm8u5L/Ukdkp+v5/e3l5mZmaYnJwU6w3cC4t8QtZsHuCKY5X6nnX8/9z+q8OssofkvPM842Ux2Op1mZGSEtbU1Ll68eGifsQkBjcViRKNRKiuP78W/lyYe5Jf5Nv+AnV3NwP2d11Mk9RS0ifZErKyvGYjpATLQmdW5IZfekSveL25tsFRneMjRUanPSKCVa2qnirBgHupVhnWS2ZZT6rdvw6ra8PnOmSr5bbnWTL7UY3oQL5zA2L8/Pm1QbLs9EUVRSb92sWpQhsm1+Qvl+2ysKmn+fVIiqRZPp2mcLvdIqS6vr6euTmZZEFzczPT0+bG/pDNwnd2djI6er0F0GHIxcfTbrfT1dVFWVkZn/f39rK7KTuRr20M+2TGbR0FHZ/aDEQ3aecVsNvuZIsPv64eZn5/fXX97e/ux2b/TEFCrh/TcuZOVn1C38GO08yfv5W36Oi1xbyn7/VAevb74tp3iHYXV19USk+EbFkZrWJFW6lxItLRMxttQp33ZQ6zZvnsQqHw8a9wrFYjHQ6HTptn18Be2De87mqtb5rz9dn9v0FK6t5VInUOiFOQkj+CfB64A+01j88weOPnRIF85gCttU6lUhHTnjufzyciQKlzl1K+bd6v6RA4DWb8cUZD5j3oUiMppUrmdXV1Iv2aloJa4prtn8/mIRqOiWdmSkpITzX0/rYF8WVkZfX19JBKJXRIqcSzq8VNEthduoeIqsd2quXoOzX2lEZuGH52vn4nX9blxFLvr6+nIqQeZKQMfHx2lsbDxVn55C8VN08QK/zn38fc5RQXnMwRscMob329vbOJ1OkZL7n2tqaGImVcHGQIp/pdNo4g6q1FumFbwq5afebOYlAtrfZ9PwZGxvD6XSefKdawOE4+57PyZ3vRxk6nN+177FF4x873tyilvrf3C/gV6zE7P3vguGAF8pkjnE7nmKkIQcp+p91fR1NIoNdKZbAZ8oCUTTOXnMc/m+v1+kaywZRJvCqkWCZCb0Q7Q1NQkqiivr68nGAweuSkynVyklKK+vp7e3l6SySQDAwNMTk4an9cPaULtm8+P+Rfw7hOGSY4EKn40Kd4o3OBJ8+qnX8vmid/L+vrdSVXk6knNSArqysoLD4TAmQTYUn7+Uig3yY/zr1Rn609cSC1CMxOztLU1PT8Q88BlprtNYiZXepmeOZTMZYmCOFWCzGULF57/nt4XIqnfTLqfVMMDw8Ti8Wev9nrKOBEsN6nXqUObRq+e99jT4J7gTfs+7IIbv3O/48eK0eBfOaMeDz+4pUrnV272MgCo8JVyZ8jcJH7EF6Y+bH7hnydknM1SSolkxKT6PiErzJFQmFdVVYmVnUtKSgiHw2IeogDnnzp1jfHz8wJiSIzOVUgQCAfr6+qiqqmJycpLBwUEmJiaIRnMXru2W3hWcK3fTpBW/bPfyT968yk//n6Bpfs4X49kYFTZV1xtm+4whoNBplZWVFxLjdwnYkRq+jFpfTXIyjtRabRiaZZZQgsFLz5ePxuIjwnaXFzlSdKzVuROuKleTOnvr+/P7a6uvqCSLBbHWdstaS1ngGeA1zAu6/780q9AWgkO/3oyRPEe6PWnWh30Bfz+zsM+sfOzY3dLBZP5HLGysvLs4OBg/Gd+5meMJeISc+Lbt837kp4tXefiVimz/tyzck5snvII67qWR231VhMNh4xGQljrc9AZg9Y+aKjwDgQALCwu0trYaxVFK7faQStz829vbGR8f5/z588axnIEvYu7q6GBwcpK+vb5cQnOWsdp/Pt7t+i7hZPb82mw2Px4PH48HlcuFyuVBKkUqliEajJBIJEokEnb46WcyHeiVvbcW3beW6uhq8u2Tjf6uGZ2Cqg+Nr4EguROAGvubPDYbPgE4kEIyMj9PX1iQ2TAJiYnmBAZpQly5W3I+oTm2tN6ENbW1owngEHWJ1Ti/JxbX+JjlZfoZoN7aKSPGuynyNOMhhaZrjOfZldLnsfH5JDW29MUXXwwD+ZF9eanjBozXBP6ArMH8HymlntBajwIopWqAT+485g/3TjdSSv1jsnZKP9Ban/9JZLaxAPnPH8AsvvBCGY4ZFHwO32y1yQag9wdSW47Dg2+Y9cyX83SHj3/aiHj/30Mi9O193ENidnTRytzJIHU/JpZQgtz8XToq6ujoWFhWsIwmng9XqZmjrKKu3kaGpqYnJyUoQwejwebDabmIUKZHtTnOzo6uHz5Mj09PQA3bFZ7cXHxNX6YmUyGWCxGLBYjEomwublJJpMhHA6zsrKyS0gdtX7+3P00WsEdntj6e+3a2h/6Hk9sUN9iIpjKkMprPDszwr19lTpbgegKaTqd3j5lk2XdlZYWKigqxmMvLy7vvqwm0n1mIl7rW1NaOpcXvjmG4QAYaCc3ys7kUyvAiADxevomH3mvdqGrNiz2MwnwmSMuxnsmmoVeYDBSTEnRgCXL1/WQKHn0xSW2v2MobX+ilLqU8AHgUtKqe8ASbJjMUuAvyE7oWgvqoAushnRM0OBfOaOkcHBnQeN6rqV4NyWfdTY/jowyushlFBTp628iTmzcQWAP2WyiiRLUIVs2KaV6aWkpCwsLxuTT4/EQj5tnnHqxYEiTP5XKRTqfFjLDb2toYGhqit/f4aTknhdfrpaGhgStXrpBOp2lsbLwhs9r3w2az4fV68Xqvn3WBtb29fQ1JbqNo1fRhtGgey4oxECl5ZVspTq9ne38/0z/D/3NWBQ2ievUVAR0dHiUajnD9/XtTcnXGvN4uIifX19IvHC4TDFxeZZNMiSYokMqmTfqNRnalYHyexZTpgEDzLBg1wdZ36OCu6liXtp3M2On7hVuaq1ZOJGA+GjUhYto9ppbYoVCIQKBgHGcra2ttNbaXC1bwA2D1vpDSqnHgA+T7ce0A0NkbZM+ndYqZ7iIokM8cobUONjQ0GL9ZpaWlTE9PG3vtdfjraAq5mSg1E8VsqzRNGT+vsl0lmncQwJ3DKSJVnapTq+4Sscb3ETamhoYGpqSmRMmNLSwvT09N0dJibhdvtdioqKlhaWqK21lwRa6G0tJTx8XFsNpuIn5cxZYq/dUrA4Snu1i/GVrIjJtscNYi6yzdfHl/n7nXVif9vqWS0tLRUffzgxMUFzc7PY52p6eloknwwhZ8imRQd3a2hLZ2KRSKRF/z3Q6zbjt+FHBI6wzwjpf2MmOenHuZkfvoZFXRCu4VGzu2nFxq4RznZWabcJAxzd9xITF/UQVkcWPK7gBore8D7jvhY38P+L0c4+f8nAL5PB02Njc360xMiF0uF8lk0nghnLaW13LFanjP5dGHfyWo2cC9NXCgt4qNblcYCgqKiIuLxuHFGt7i4mEgkcl3WK1dYVkmm6l7r/TLtn04Xsa9ve3ha7YQYCAQYGBigvLxcRSlg9nh0dHbv/7u7uFu1jlMReo3mAQHOa8R2dx8DUNo4qRSqTn3cx88tK0GPm0xnLedtttBIPB63pATRAKhUin02IZ50gkQlFRkUiZPJFIiFk1LS0tiRwzKcunpfUVnHirPvdoYIclDTPLQjmPN29drWapI8xoasWFjmQijrJPJ0Zj5jnAl/gazNiYLpu/X8PAwdrt9UGQxntzxObJf0skVB7X4K2Gy2S4OD+fEZLC4u5mL0eMLYSAnvpoc/4cd5gvcR5Ld5kvfzp/w93kMvXRVNnIv6a1dXVrKyYKzytkqYpSkpKCAYPnumdK6qqqkReG1zNfkrh3LlzjIyMGMfZLy4qKyujsbGRgYEBnUWW9JEoounbaV8vV9zsY01wsv5q5/e7sGlc2zKuG8XicgYEBzp8/j8fjEZsFD9n3YGJiQiQzbmF6nevq6+fKnxezsLI2NjcZxtNYi3pOQzcpJKO8vrU/xYqX59aI7XMIzvlWeYJbHmGaYNYqwczu1vJ4Wn7qb+RBPqGrTfmDRKTaEaGBjIrK+v/8A4UAFZnLHaPd9RyHyeAktLSw8+88wz73jNa15jdNW0pvCYnZL+UUjTsG8vqws6dBHZLQPfSRCNHl04tE3RT+Hw+kdnjkv2aUur56upqBgcHqampOf7Bx8Dr9VrTnQkSyUS6Xi8rKShYWFk7d23WYqr2kpITOzs5ryFa+oY1y1shm/xeb54Crgi5v+tr3/VOXpvmz15++nZLy5ucns7Cy9vb3XfHYPU8HnivHxcVpbW0UIA2T9Jp1Op0iWXWtNLBYTEbhtbm6KEEbJvtHJ9DoJnu3lGyoHtOoIQI8WLXLuhbqKEJkqxo1gmwsie7KjSWYGnKUKhkLEIFOCRRx7ZjEQi3zcOVEABFDKfnp0IymXz64YcfNnYPlsrKtdoreG+ql//Ej/Mk7yfIb/ME7+dPeCvvpvdY4rkXEj6dEnEga8Yv0ZpgnWSWZQimFx+MhEjGfWgLZ7Ofk5KRILMi2GGxsbJzKFP84OyW3201fXx/j4+Ni2V9J7C29j9XM4C+6nemkbnrn2HPr85TkiydNlcWdnZ1lZWbmOeFowzYBubGyglBLts52YmBDLekrNhAfE+pSl5rAnEgkunu8wHU3gTdjacJ9vIzxDkCWZ4lGmu7GRHb9vJjv5EqInOEvMWESkLqqeeeioNFDw+pXD2E47yGgXyneTr0P//888bvfllZGZubxze3H4fbylr4i8038hvcyz00UnTKhHZxcbGIWl1qSlFNTY1I6V1qnCnInThby+Xwkk0mxDC9AV1cXw8PDORnsn9TH026309PTQywWy/lvnDXa2UM+bNDZdPUzsBxM01N21WZmnK5Hifw7nthmxJjK5XC7OnTt3ZCn0tAR0e3ub2dlZ2tracnreUdjc3MTr9Yqp8KXIZyaTEbNqWl5enFlnT1Oo836iaM45z+7qfRypON8ksRoofssQjTFG6pumsME9iV34AACAASURBVG9vkHDpSCaTbG1tnxQtKdyGYltxfBmX3Avk8BbTWiVgsFjIlapbXpymkRklK9WtKxZHs1/R6vSIE1Ol0orUWycgCdHR0niPQJWrDb7XR2dnLSKVy5GsgrpWhubiYQCNDf3y+yyZDAftGRv/laQl9lv7ZV4JOXpk+cnV9bW2NonaIjOzs4Tt1zkSkC11ly5coULFy6ICbu01szMzIhNWwoGg/h8PpH1LS8vi7kzSFksXdqaZqzUfPP9n6s0qhsvMqyN98QqxFhfT92xwcBCn0zkgspgCsihkPgs4DRwOx3MvvvjizV4GIDcrXmqOuRSpVkrtn9sWaoqGhgbk586wGZMvlUqbzTqcTr9crkgG34PV6qaioOLb31mRykd/vp6+vj+XlZUZGRkin0yZLnNkbbPvIZab528zO1cO059PxKkKeWjj7miUSCwcFBotEofX19OVvV5EJAR0ZGaG1tFfUJnZ+fJxAIniJFZKaERyE01CgaDIv2MWmtG9QZa4FAVaTtpgTtrUw7tUodBanTpM888k9nY2PiucaACCthBgXyenEktLS995+umnjdNfTqdTROgDcvN7pfo1JV6XZZUksZ50Oi1SKvZ4PCQSCTHC1dzczMzMjNj7B1nink0gkDp0lLzEy02az0dHRQX19PZcvX2ZhYUH0NeSC/ZnPkebJa/4/tZKi3X9t6fGTPzzYbSCTyTA1nNcXo6CidnZ00NTWdmsCdhIDOzMzg9/tF+zxTqRSbm5tiozSj0aiYVZPlOSlBihcXF0XM09c3N3iwnbN44TnncwWKReRtNecxBm9v8vZPyUX3kkUc2w+FwQWwkiULZvYDTQEp0VFFRIWJxVFJSIlICLS0tnZWvL+GVRW1vL8vLp+p72oqSkRGQ9IEdkIdv7KWWVpJQiEAiIZWYttLe3s7q6el3rgvSsdq/XS19fnHw6Hg/7+/kMJ71miiRLse67IweIwbdXXqtwbi64ln18cWWA1dnWDpLVmfn6ewcFBysrK6OnpEfFNnPYqALi0tkclkRAjUXoyPj4v2jk5NTYmV7yWtmqRK7s8vj/Jwjfl5e+9KJd+uNr/G3L1eTm+FuUhsnfX1dJMNcEBudAQpl9wJOCRHRkRTZq6ysFOvXlCAPfr9fpF9TKSWWRZXqjYXs64tGo2LZz6qqKkKhnkKj4SClFV1cX09PTu0IyaeK5F9XV1fT19ZFIJOjv72dxcfGGZUKd2Gni2tdT33xtlnt59dq1JDKanzw3Okk6nmZ6e3hUU9fX1iR+bgwjoxsYGwWBQTIluYXNzE5fLJWKHBNmsp9PpFCF5mUyG7e1t4yEUnIKdyB5hKb9LiMLd96guXMuczbzn6kWAtZSXm52AymTTeQBXERmeAguCoQD5PCynRkd1uFykFu91unEYImRfSUUthsNhFyVl9fz/y8eUlMKSVGikG29xOuGsVLEjalFN3d3YyOjhKPx8+MeO79e/X19btWnRIODg0xMTIi1lhyF/aV31Xztpm5obpu64qt9m1V2TXh+mitXrlBaWkpfX59Ymfog7CWgoVCIhYUFnOjs7Rf+GRaQlCe3U1JRYPKkyuRVLQrQUiUb4XvEcV1ijHj+vo5nbqMWW4x1+NxklQAxaKTVuS5C6njuyIjfJjqkoBLxsUyKcBpERHNptNhIAqpUTiSBFQKdW7z+cT89aUFB75fD7i8biY8t3hcBAIBERMn+vfCbrfT3d3N97//faqqqs6MeO6FUoqqqip6e3upra3dzSzOz8+f2aSka+yWgMXm/RsWxUVvMe+snsPEX57189bVt/O6P30tPT88NOSbALlm6dOnSmYwstfpUpeKGw2FcLpeYEGpjY0PEWD6dTqO1FjHOnf25+hPsD2XNlnhCPMs0PWaKUIn6EJu6mniKO73Xt3Czm2TLzykptxMW5YnN/T4nxxLArNvqOcaACnrkWh7F7AabG8vPx/HnvsMeMaS2lpqYjaWaqsLDXaUqqfFeTK+Ha7HbvdLqLGB2hra2NiYkIkFmTLn79FoVMR1wILWmpGREW677TYWFxdFvFxzQXFxMZ2dnfT09ODxeBgfH2dwcJCxsTGCwaBYhma/4n20ndppSl6LTm+IfX0jzidfa+a1OL5/7qdfwkbe+ntfd1p2zgt0UGxsbbG9v097eLnreQLa/z+12i5XbnIZv1bG1tFYm1sbFBaal5Rg+yvbJ1deYEDWAgscBW0fUbog3iPM4MTzOPDcWraeBeGvFzcBn7x5frneKx6zXg9r1+p4rZq835dqX7Pb3/72xvhcPhx40AFXItbvOxeGK9pgEQi8eD9998f/Jf/8l8aORxXnVlYyOTlpfKGorKxkbGyMyspKozh+v1/ESH2vVZJphqK+vp7R0VERRbBVLj9//vzxDz4Glg9fLBYTn8+Tr7OxkcHCQixcvipTe9pbaS0tLGRwcpL29XSQrkguUUpSXl+9mvuLxOKurq8zPz++ORywuLsbrn9eL1enG5XCd+/Vpr2uN+eqJeusOldMfKCGgvTW9301XbTFtDnaiN0Wmwvr7O8vLyrpenxChOC8lknkrm5Ofr6+gRWmsX6+jqlpaUiCnfIWj91d3eLxNrY2BAp34fCIR7xHj9wIEaKp8hWTOwoXkkdXpwMns84y2apMSdrJtsO88nRXtAZvsflnMxwO09TUZBzniSeeyADPGAcqYA9eHtlLExTIpxkmRkZGUqbznuaV8Oh0Oh4wARsGWbVtk7rileq+vrzeK43A40FqLrKmoqIh0Oi1CiiGb/RweHqa3t9c4FmRfa2trnKyMjI0YE+SBxkd1up7e3l8uXLxMIBEQyI6eF2+2+RvWcyWSIRqNEIhFmZ2dJJBIHks/V1VWGhoaun+/kri3x80/teqqvL8Xg84iVtE8zPzxONRunq6tpdl9QseMug/vz586IG9bOzs1y8eFEkXjgcpri4nWMRzMhaL4Xa7RV7r0wtX+HpLbv3kaTTPc1XR3kMVbREvq8Xm7Tc2DR1KZt69Usr4GM3OzpLJZGa0n1jK9RQUUsIMC+TSA1lo3NTU9/8ILLwTuvPNOo1g2m02EDLlcLhKJRM4KxxQZHmWKrzHE3zBEdZXina2s1NNc0GK2ntLSUubk5Y/IJV4VHErv55uZmpqam6OjoMI7ldDopKSkRK3PBVeushYWFU2V4jlK1n22w2enp6GB8fJxqNihmHm8Jms+Hz+fD5fEcKSYaGhrhw4cINXNnpobVmbGwMj8dzoLhIgoBOTEzQn0NAg2kIwMzNj5G+6H9PT0yKVBiuWhI2U1pr+xCIRl9mGfZBV7lr08JWGOdopo5ESlokyRO6uIec3nvNxWZi7uCoVCIub7Dz30kI5EIvcbByrgeuTP3vimoNDzaYjl5eWvfuc73zFuIKysrBTpj8ylXzNGnkr9liH/I31LLH/OjfIGP8QNmCPJCxRbPrI0Zr0cptUuITVFaWio6bnN7e1tM/NLY2GhlCUTiQVYcntbW1lfNY0JPYKSml6OjowG63iyvsC8ginU4zODhIZWUlDQ2Hb+JOOwsesrPW7Xa7iIjHQiKRIBwOni8W0DOolqgzWoAgJ/9XVzXX+rsy8vQigMV7MhjvFOJs8wjRDrFKHj9fRzO05KOf/r5UG2qrNNvyQnPS8knBseeOCB9c3Nzb8zDlTAtVAUBEc3ewEvdSQSie/ef//9eWM27/P5jjSb3yDGX/Ei7+RLVPEfn+Rm+yOd5gXWuFbhkbHCZVREy1dDQINJDClBWVibm1SlplaSUErdeAjh//jxjY2MnJsm5+ngGAgGqnq6vp7+8XE2EVkC0zDwwM0N7efiISdxoCGovFWF5eFjN/tzA2NiZSEbAwOTkpZtU0Nzd3JJHPBU8unXubbdeaDMCpjTuY81wsEFwnzKNO8yBJ+XLxmRznvPqLgeCFdKULSpbxUn3zyyTTwrHGgAq7HLS44nKpBPQ2itJ0dHR9OmGTRJu6X9/ppzBPkkT/MW/ooa/phf4m/4KpeJcnQbz1erp5lZOb4Z/zhYM+MlnsmuBQICFBfM1QTb7mUgkxLKfpaWlJBIJUTW5zWajq6uLy5cvH3v8TmsgX1ZWxoULFxgdHRWZSnUrnQ2vN9PQ08/Pz9PX15SRCy4WAplIphoeHd8VLUlhbW8Pr9YqV8MPhMG63W4RQaa0JhUIiosNUKsXznaomU3fya9Pb5Or5ef3Tf6BbbPLGjnAfNq6jnNTRSytXjXBdx0es1b0/KZDIivbUzMzOFfs8CzgwFn8ikAp9P57AsvmE8eKyoqEsk+VVVV8cLqOH/IY7ya/0Ijf8qH+SbfYZwUJye4L1Ru8czaqPF6IEtwnJCY52Ww2XC6XmBVRS0sLk5OTIrEgq1QfGxsTLWO73W5aWloYGho6NK7p5CKn00lvby/b29tcuXJFntH3gVkEymWRwcBCPx8P58+dPRQBOQkAzmQyDg4NcuHBBTIkO2ZK2VE+1BUmD+rW1NbGe6isLk/xVnIPc2h4PQGPey4T75BjZOmh8wzxPMEmKbV1DH62jmXYvN3F5rnnGW8lJ96KGHMoV+zzNEoexegCkWnFxf/13e+8x3juYg1NTVi/pr3r7/I7/BdfsDpDdUzCi7ZVkQU9HV1dWIZy5aWFrG56sXFxaTTabGSns91up76+XtwovqSkhJqaGsbGru/DlRyZ2dTURENDA/39/WIerS93WDPhh4eH6ezspLrayHntSAJqnvdcdHR3iHqVWuV0qk7q5uYnP5xMjyIuLi2Lenj8IjjNWal6hqIu4mPCefupkBniBRR5lmq7tMjxunc7u21dVVY7s92O33/N/GgQo4GIWyewGmSKVS3/v6179urITx+/05i0sOgs1mo1tXimyOvlQ7yeiSnOdGz2+0opURK3JZfo9TIxra2tlOJPQ5DZWUlsVhM3My9srISr9d7DfE+i1ntPp+PixcvEg6HuXz5n8g0ZjflSRTQapb+/H4fDQW9vrxghPIyADg8P09DQIO7Rura2RlFRkZhBvdaamZkZsX7Ura0tSkpKnRIhxMBTiO16ZHvSfnK/ngXrzTbU/YafHaT4qFLIZbIk2hyeffFIDz5mvqIADUch8FmAKrfXk+Pi4ncd8nIDYP/c6KDvrWfcZxLpdFeHpDqDzV2CiWEbSskiTgcrkoKio6UqiVKzo7OxkdHRVXkQcCAbTWnLCwsnAnxtKCUorm5mfb2dkZHR5meni4o4vcgnU4zNjbG7OwsPT091NTUiP+N/QR0fHyciooKysrKnjnlmbkgmk8zPz4sKl5aWlqitrRXLos7OzopZgj06d4m5Rn2ikZlHQkNNooiQoVUTwNvm63hVvbl9nWDgcFtmYTE1NobWe0lqfzSzcAm55FMinEBwOx6OPP24+gay6uprV1dz94fajvaaRn1kWuJkoeKponkXjcuKsAn89HNBoVITEej4dUKiUmFmptbRXt/bTb7bS0tIhmVC20tLQQj8d5+umnz4R47kVRURE9nPT34/X76+/t3Se+tikwmw9TUFENDQ9TV1XH+/HnRvsv9sAjoD37wA4qLi41L+gdheHhY1KA+k8mwnsrIiRsgjkQgej0dERJNMJvkBczzsmMWDk9fTTBOnEzD1rHt5ssJ8nCbAj0Tq8HnNkwUW6TfFN77xnjWQwGPyScaACDoZpyb1Qdi/Awtzc3Oe/+MUvGitqysvLRXrtbDYbvboKm4Bu5H80TvLs3BXzQGTFnUBLkGmStkmw2GzU1NSwuLh7/4BPCGk0o3TuptSYWi1FSUiLSpnESlJeXc/HiRRwOB/39/aysrNxSnJFRrzdzcHIODg5SVldHb23tDxpNaCu/S0lLxNg7IKpqrq6tF+0cnJiZETOAtTE1NiWVlX5gd5rNNnWRHlJnEeYZoZgtxJgLuoz+me/valeh6uNb+Wlccd9LnNVe4gZ7H0V3/1V5uhUOgrAksq4DAUyu4FnCOGhBx54IGF6Q7bZbGitRW7sr67u4o5V86zYhjvF8/EZkTXV1NSI2fkUFxeTSCRIJmWcQGpra1ldnXZUZUbqDlpYW5ufnxQRNe0vtFy5cIJPJiImvToLq6mr6+vpIp9MMDAxYdiw37O/faCSTScbHx3dVn7H19fWeaad4LrTUjIyOUlZXR1dV1aiP6wxAMBonH46ItA7FYjHQ6jc9nnsWD7KQej8cjZtX0/egEnC97re5ifZYFnmCeAn9fTTCVHC3/cSRspuyYtcAf9yfl6Xi1Qcj/NZLuDEA6HmZycjGitJ4yDFXA4nCpnPAiSgtY5nMpkrB82czhVlZWVsbm4ax2mpCvDTqzK2KV8vn2Fpw3yXr5SiuLhYLGMnXS5vb28XnvcErpejq6uLKlSvG5P2gHs+mpibsdru4uf1RUEpRV1dHX18ffr+foaEhRkdHRVoz8gWRSIQrV64wnNjZGbW0tvb29YjY/J4E1r72qqmp3Uo3JJKT9SCaTTE5OHjjy0wSmc+r3Y3p6WizrObE8y33VRx+7neUI8wjRbxLmXRvo4uM3hJ+Zr+Uq9jGjp3lgdxR5zodfi4qJIyf1b3/qWTqfTXzcOVEABR6BAPgWxnsrLyX7/2ta8ZG1BKZQeVUvSpWhxp823Sg3XLPL44aBwHsoRJSnjk8XhIp9Niiuzi4mJsNpvYGE/InqvNbW1sZGRk5dYyjxEUNDQ243W6Gh4dveCm8rKyMnp6e3SlWAwMDzM7OimaPbxQSiQSTk5MMDAywnsrJCe3s7Fy5cuCHl9b2wssp1dXXXEV4JAqq1ZmhoiK6uLlGD+sXFRSorZSb0QDYz6/V6xXpqH14Zn5PvVJ5uOlkLzJLP0s8I5KngtTRTj3P19T7iUGb/5Zqsm6uL2YhkhVSgUEsk433fffesrKyv3CSypngENhWHIvlN0L2ItEInH/fffdZ5zSczgcpFIpESLxmrpufnTRfMZv2gZPORZESJ7D4cDhcIhlytran2piYkKsQtbW1MTk5KUrkSkpK8Pl8zM3l7rt6ElV7bW0ttbW1DAwMiImwcoHH46Gzs5Oenh58Ph8jnIyMMDg4yNzcn1hZxFojH40xPTzM4OMjU1BTV1dX09vbS2tq6a+l1o9fT399PR0fHoap2UwI6NjZGnU1OTaJ9nMplkbW1NzIcTZLOei+srfLV88lTlyhHWeYwZ7CheRzOv36zhUol5ZQrgZ+eaubOhyzhOnIpHA6XQabybS6TSPP/54CnjaeFEFHI1C2b0AKWitV9bX19dWVlaMY1VUVIjMMK8uq+Btm2aldw8On3s8reVfTvWIZS0mxUFFREXa7nUgkIhLPZrPR0tIiSmgB6uvriUajObVU5GKnVFpaSmdnJwMDA2ITnoHKFUmp3XGd3dzder5fJyUkGBwcZGRlhY2PjpmZFU6kUq6urXLlyhcHBQebn56moqKCnp4dz587dn8CznXmxubjI6Okpvb++xYzlPS0Dn5+dxu93idk2jo6OiJfyVlRUqKytFFO4ADy1c4pv1ZmLCEAkenZZofna/iIw1v5p10YzdgAUrD3YlakT7NhYUF6uvNRUvf//73sdvtj2utX76N3PkAxS2f+ZSpjxSwni3g8/tf333//R9/3vvcZ1YpqamoYGRkx7jNTSnG7u5Gq2CVWPblloM5TyQe5i1/mdsrxgAcG4gNonrY132C6XC601yWRSJMPU1tbG0NAQvb29xrEgS+SWl5cJh8Ni4gnI+n8ODg7icrmONfQ+jY+n2+2mnr6+PoaEhAoHADe1T3A+LiFpEJ5FIsL6+zujo6K5Iyefz4ff78Xq9oplGrTWJRIJIJEIwGNwl43a7nnbKyMjo6OsTKwxJYWFggHA7T29t74s9WbW0tS0tLJ+6zXF9fJxqNivd5Li8vU1JSIpZJ1VqzuLhInX1+fSLyN0Bbf8E6SEcgW+RN27nY08WO2Tn6MTuYI8hme5bM8xwK5Fb1esVrCvdXnzRdFtkdZYozpnl7/85eDc3Nx/E1hSAQUcCXUr2aXcCCilut/0pjc9/OCDDxob8g0ODtLd3W1M9OLbcf7F9Jf55LnjnsyR2FD9FFx/ibt5MG2rfzn5tbY1EIkEgEDBaE2SVsbOzs5w7d844FmRtY7xerxjhymQy9Pf309fXnJ5aBgas9fd3d3YcSLlMDea31bua2ra1NtLdPClprwuEw4XCYSCRyTXleKYVSCpfLhcvlwuFw7L6GnmZkZmpqadjcvluPBfpcIl8u1S249Hk9eHoN0Os3IyAglJSWnzlwtLS0RiUSOJKCRSISpqSmR68lenJBIJRkZG6OnpEYs7MzODz+cTmU8O8OWB7/ELFx4haTe/1/3qaBt/3vDu6zLTSdL8DUN8kmf4HpMnnivXvBy/yO93vMD5u29vbzMzMiGwq2traViYnJ1u11vK+XgXsQp1r1/zpvzcL8pM//6zW+i6ZFd14n5M/W/+WDocHBwWQ8Hjf2W7M8MU2Npd1Fbu5JBPiUHkcfcp2rw8evcgcf4E4ajzBdrqioYGBgQIR8nWmIhqexnY2Mjly5dory8XORGaLPZaGtrY2xsTIwgQzb7duHCBS5fvkxvb+91ggqJyUVKKdrb29ncn3OTSpUucP39exP9PEkop/H4/fr//wN9nMpldYmmRS+t51rhWK2PqdDpFNwg3AqFQiImJCTo7O43GnWh6XAY3H44yNjdHX1ydKPLXW4gb1yWSSYDBIU5OMS8dmcIsHvJMixNOm4Y3bjQe2RDix8256eTe9nDLLCp3iaL/BDghxsseZN2nmFIyBy3Obn50VK7iMjIySTybEC8bxBeBmUzk3w0rpavwSgs3fIb3zrnW98yjiVpyP6aqvO8cu16IvMGWvgi72KKf8a/5U1HEk/I3vhLSkrY2jL20weyVklSvZVKKZqamkR9nL/1+P06nU9wo3uVyce7cOQYHB6/xyZQemWmp0cfGxsT8VW8UbDYbbrcbv99PRUUFlZWVVFZWUlxcnTGVlJRUVFfh8PoqKil5SxFNrzfT09G5pWWKe+mE9oMlkkitXrtDT0yN+jObm5qitlelZtDA+Pk5HnR4dYvG/PPM99TTLXg7cs1PDGwPGtAD1U8zHexhz/nE/zdm7jevujn54L8LqGiyLrikajIufQV77ynlfja2trnzVdUwIlwi/d8vnSu2C8hLC0t/edPf/rTxnPXbDYbSikR9XJ7TRM/t9QKgB8XH+Zu+vkgn3+NXeA+9uHKYc2zZ6kjA7XYT0ttiVknl5eVEo1GxeJAVR52Fatvj8dDe3s7ly5d3S8ZnMavd4XDQn29tLIpFgaGgor9XnL3fE43EGBgYoLi7m3LlzooRwPwFNpVK7rTvS/a1Wq4TkuM9gMIjT6RTL0AeDnQb7tmyUlkPVEw99fb6W+4uSG/D5c/Bp38QK/xmP8Q36ei9nrrIY3RxrxC4zTlJrlDvC5z30uFI/HnCyM1bxQKavcCzgDPPffcc1EJr8hAIMDCwoJxHKUUry5q4dOxtzLHP+fjvI1eTjfZxG6343a7jcf9nLRLmI3yTv9f6AN+beMEo1l50dHQwNjYmFk/SKH4/vF4vTU1NDA4OMjg4eKaz2hsbG2ltbWV4eFjknnCrg5NBaMzk5ydTUFBcuXNg1jpeGRUD/f/bOPL7xus7/z2+aNkmvtE3v6Z1eSTrDrYgD4oGIuruKnuF7sep94rOCxgLi7XvBzxZVDWFFOwRvE5RJRRAeRcxhok/RK07tJmqZp0zZ3Pr8/SsocnTZpPj1mnyPPx6IMHbfLOp50k31fex+s9ODiIzWajo6NDamYSlvtUh4aGpLaiCCEYGRmhqalJWsyxsTGuqj+fnr3EmBWTW1nOqV8/ZFeYN3VdB4bU0cBfnM8YX+YHvTM4okzNoNDExwa5duzKO09PTQzAY7BVCZG6xnkiVLCmTF5yYghBCxWOynd999d8aeMnq9Xprh+avrzbx+rIwiMp9KbWho2HB520eQf+ePtHAN1/MMnXk2E3yuDLAXltBrl5eVRUFAgtVSel5dHbW2t1G1KSYqKiohEIoTDYYqL1257yBStVovFYkGlUiUvnOJv6eFlgbm6O7u7ulTWZmz1lbzAY8Hq9aDSaTenz7evrk561HRsbo7a2VlpMn8+HXq+nTJXPN3kDnTr7AxZyOJo0Kz8Fc6DbSVpm552glBbzJVUVHdVPGsYQQxONxKf3yN998c8Dtdl+TcaAsqZG1WsqKnz81iZmbmJzfeeKMU9ZOfny/Fw1Kj0RCLxaTs4k4OeKSzszxAmG/wF5q5hv/H3wjycjvBjc0OHnE+nl/G5ktTX10vftJOcop+ZybijYoVkqb2lpWXFhmkrdqVXVVXR2dnJ6OgoDofjmNxItNNJ9lv6fD52n794t3VvzaI9ptVo58cQTKSkpkboqFpZFosFgWNeHNB1CoRCLi4sYDAYp8YQQR2QEKyjgas5lkM/znSU5Bncalr91fwFl6OUNVwWAQrVYrJZbH45HS9pBIJPj1r38disViD2QcLEvqZMvuWTYDIYRzfHzcnOzk5mXGsurq6DW3GWY3a2lpknAlSN4oPEuVqnqCFa/kPHlt1AjSUm+Du/EFm5uRUfRRFkV5+h+UBnKZfLJSVjeHiPZ3FxMY2NjVit1i0Rg2q1mo6ODqqqqujt7WV0dHTL13Mej8TjcRwOB4ODgzQ2Nm6Zn1VU4HF7p8dRqtVJ3wQPMzs4SiUSk7A8/GNkG9VNTU9TUrD5JXkcx/8vb6eUiLmRPStfwj0+0ccIuneXZwsib5vV6vlPaNffv2IYTYJ4SQs3IuS2pkxWeWzSIQCNx45513pp4aPAq5ubmHWM1kQklJibRJndY1Gs2KHsxoR4tzIM7RyHV/iEbysXVa/q2GUh0blZT8LCgpQq9XSfl9YFrWdnZ309/dnJBCPNlxUnWFi4sqVoqwaDCgsLsVgsFBUV0dPTw9TUVFaEboBEIsHIyAi9vb1UV1eviMCtIBgMrky1H9zjKUuAnhkIhJiYmUjKzT4fJyUkqKyulLRhIJBL4fL51RZmRMn7KO+nm05yP6ai3a5rXcVZhq5R2gHg8TiwWnk9KDGw6HycvLk/Kh5kc/+pFvcnLy2owDZcmSBlnxvkfypwAAIABJREFUuYksLCz87Cc/+UlARqzKnykppVjklJSXS+iGbmpqO6IOMk+AOXqCT6/kMDzJJan+ChApurujD4ZZnldTc3MzIyIjUUnZOTg7tn7e309vZuSKStN9Wu0+no6OjAZrNtaU9maWkpu3fvRq1WZ0VoGsTj8ZX98CUlJVgsli1d0zk3N4fDn4cBisawq4jIVoPF4nP7+fjo7O6VmcMPhMH6/n8rKjQ0+rsbw8HBam34sVHI3/8wzfJxzOdLi6TNjn7Zxaf3Rxmg6yhoMAxsfHqauryzhOKBTiz3/+cxjYl/mpsqROhv2e2Z7PLGshhJhZWlrqt9lsGceSn6fkpa4IelgdYhBCEw2ESCO7Gxm5u5IPci5PUd5gneazKy4OeF6SVnZPl94GBASnxkuh0OmpraxkcnHEzrfqnaKWk0Grq6uhgcHJQ2cJYqFRUVdHV1kZubi81mw+l0SrH7Ot4Ih8MMDAzQ19dHSUkJXV1dnm+ZUcDQ8Hg8ul2vVZQUHs1EBmny+trW1SR2UShrUy5yYD4VCRKPRoy4tWItTqeX3XMhf+RBnsjxYn1OrP5+yidilZTyEE8/PzUp4fQghCoZCUvtsHHnhAJBKJ32Z3uW8D2bJ7ls3E5XJdc8stt6S39HcVnFEWRNnikUqkoKCggEJCSlKWxqZE/Du/nNH7MBfwaOxmIZAX+X7OVJ5zdUs4Gy+V3nU4nTbwnKS0tnpbCwkLGxsZRun66PZ05ODl1dXUxNTeFyuTI9blooikJ5eTkWi4WKiooVkZWdjl/eTGS32xkZGaG+nvh6z2bzpLgWHk7RuCgaDdHR0pJSR3IgAHRgYoK5u9a0+mTA6Okptba20cjuAw+HIuC3gTBr5Cx/inIT7ApeN7OKWuU8rZXC4X1dXVUmJ5PB5p2eIbbrhhxuPx3CglWJbUyU67Z8XnZhOPx+/7xS9+EZRRn9q2rq0tZ6KxHfX29lFh/YZg3aX7GQ8ogjtC0hJPBRGGY3yXsLC5lLrST1NfX43K5pPdR1tTUEIvFnmJ5e+3ffqIF80mM0Go3icDi2pQxeWFiIyWSiubmZyclJrFYrY2Njr6hsaDgcxul0YrVa8fl8tLe3nb9vK0ng8jt1up7CwMK0SM6QnQEdGRtDr9dKn9BcWFgiHw9Km22F5+Eav10sRswoKr541cI5ezlYonIQQzMzPSft/p6Wkpg0azs7PYbLaAEKJHwrGyZEmLrPjcZIQQwXg8/qdHHnkk41i5ubkIIaRc9HNyncsjLy9twJusZJjiXOzmb2/kbY9zWNMJHnU0ZnyvJdS0D3D/0tLR4iqLQ1ta2KUbxzc3N+Hw+ZmdXnn9SXsbmovr6esrKyLR1EOpy8vDyMRiMWiwW9Xo/D4cBms+HxeI7L3tB4PH6I2K6qqsJisdDY2LhmniXszCQaD9PT00NTUtGEBkooAnZycRFEU6ZPtiUQCh8Mhdbo9kUgwNTUlrZ9SCCGtpxJYEZ4y+mWTnG41kxLr55pvDS0tL2azndpEtu2fZbFwu15VXXnmllJpvXV2dtNWWjY2NaRvF9+DhnfySV/ET/sDLnNkaLeXFmNBFqA5kb2ANE1IIfl9sZcK9v5ZQqGo2Gmpoaqbvfk7S3tzM1NXVEf6bMlZmlpaW0tbVhnt9ulTvBvhOLiYjo6OjCZTCiKQm9vLzabjbGxsbS8X3caS0tLOJ1O7HY7g4OD6HQ6zGYzra2tUvZnnZ4LH48HpdGKxWDI+y1oC1OPxEA6HaWjI3FT9cPr7+2ltlTM9niQ5ZCRrGCpZ1pYVT2bJfXx8XIpVnUyKR4Prrrw/Mz8//WMKxsmyEbNk9y2YjhHixv7/fk4on5noUFRWxsLAgJdOULFGlIhYG8XEh97CHnG7mX3lVvc1fjGB8aacr4XEn+VD3NH7w9UjN9BoOBWCyG35/+MNRaKIqCyWRidHR0pS93M3a1azQandu/ezfT0NCMjI9uecVQUhYqKCkwmEyaTiZKSEsbHx7HZbPT19TE9Pb2jd8mHw2FcLteKePZ4PCs2nSR0dHZSWlm6JR+daJBIJ+vv7CYfDmM1maYM/qwlQn8/H3Nwczc3NUh7jYCYnJ9Hr9VKdAAKLC4zFn/dJ6bhOJhNSeSr9/+WwynkPJipeMf/9HH32USCTymBBC7hthltTJZj6zbAU+n+871113XcaDRyB3n8n01q6SDGWOOT3AfnVzPXXSzltSJ5QgOlPo50Zv+tOnhlKPj1ezicuMBHhl8JuN4B9PS0sLY2Jh0nUaQoCmazmaGhIRYXF6ULz4Mfp7W1lcLCQqxW647JNCqKQlFREUajEbPZjNG4bF0zPDyM3W7HbrfjndDrx+/3b0i8ajUaZmZlhcHBw5Tzj4+Pk5eXR1taG2WymqalJ+nBNJiwsLNDT00NNTY00c/KDOViAnzs7O4vF4pJbEkywuLjI/P09NTY20mEIIfuf4O+e03M/neJDAKssr0mVsbIyGhgZpHzhklu/Hxsaknxbryyiu9U1NT35YSLEuWDbC5S4azrBAOh3/zs5/97Pvf/va3CzWazErTVVVVWK1WKavVNBoNiqIQnCoUOGZ7wsMiV7ONGniVM6rZHD9a6+XpPJy8YehEbfP/eSz0v4uEpJkALtxTa2O1tob5cTulKUZQVnn86uri6pmS2VSoXZbObxxx+no6NjU613DAYDxcXF9Pf3YzAYpJX2ZKFWq6moqDjkeRoMBvH7/Xg8nnkPstHJycigoKECr1ZKbm0teXh65ubkp9VYmd1xHo1EikQjRaHRlZePBmWG1Wk1RURENDQ1SjL43nEyEEo6OjhMNhurq6pJapD6eqqgqHw0Fvby+nn3669ExvLBZjcHCQ3bt3S437/Ggv36uzEs0RXM8zn3EsfN/BW/oGODcWLRqMsLi6mPcR1NGZnZ9Hr9VL+7RKJBEtLSxQWFmYc66XKhFcIcSDjYFk2znFQnOs+ErPjcIoQQ4crKyl/cfffdF73//e/PaFpBURSKi4vx+/1SJlGbmppwOp10dHQwS5Dv8QTX8BSLnbCAzqMDvdk3y9vFq7qtPzx6oiRKKyeNxDp3Cv7tugrN6nuGi0rdKG/TQaDQ0NDQwODgo1WtQCEFfnXx979uxhfHyc4uLiTe0VzM3NxWKxrAzGtLW17WhhpdPp0Ol0R2TAYrEYS0tLhEIhQqHQiohczSXCn6/XS23to60dOTs4holWv11NTU7Ntg0GZsLi4iMPhoK6uTpoQWovZ2Vmi0SjNzc04nU6pW4yEEPT2n9tLR0SFVQC8Fl/hN6EVeaHy593mcef6RX/BuzFzLeVSTnlBzOp1S2w0mJiawWCxSYk1OTlJbWysln1nXXXbfg9/uvkhIsy8Y4TkrnmaBsd8/YKwlFURr37Nnz7AsvvJCxT0YikcBut0t7c+sf6Ofeuimun1D2Jn8xX/P67tZ1r2wdZyl3fYioHhdfSwJOMEzlKlrU8mMsdI6/nvM7XZHy2g0nuuZfxxn54j2cinkcBqtdLU1LQh4+t0iUQiDA4Ootfrqa2t3fZexc2it7eXzk45/os7iaR3ZzQaxWg0bolw9nq9zMzMn0N7ejqIouN1uFhcXpQlQh8NBWVkZpaWlUuLB8t/pZ91/4qPmvxNWr/7+UoKW73EOH+EklBSu8gsLnC7jd7pVWkUzx+XwEg0EpE/hCCKxWK11dXRnHikQiNDU1eaamphqzu9y3D6WzSfDj/8gsyFkfeU4IncaqcE2092Z7PLUQIMeL1evtffPHFjGOpVCp0Op0U03mA5qZm5kfcUoQnwI3GIT7mWD+LYKacJkr4nKyNHFZ4AXl2UHxV14/TImfRPUltby8LCQsZbhFYbLlKpVFgsFsbGxqQPOK1GXl7eym7vnp4eFhakntBhn2QJ8Ph89PT2UlZXR3t6+JcLT5XIxNzd3iEm9rF3wyfgajUaq8AR4ZtjGVfUvHlV4AvgJ8THun4/XcTj8za8YTQmxK1lNWplLmANRvf/vbRDwe/01WeGbZbrLic4uZnJz8xtVXXy1FiTQ0NEizDcrNnzeVN6lYql+SUbOe0MWY1UZrnVjfhLiCXM2nAjhcHq/tjHs7vdk3x6+lniUQiUs6YpK2tjZGRkQ17nnq411a5SqTCZTLjdbukblo5GRUUFFosFt9tNf3//jp42f6UTCoWw2WwsLi5u6XrO8fFxwuHwqpk+nGQLU7/czPz8vbUAmyez8HHfFX6CnNLXtbH9hhD3cyHfYR/QoH26npqaoqqqS1hYwPT0tzdczGU9Gnfz/AVVdd5fN4PN+TEixLZmSn3bNsMY88/PDDCzJ8GtVqNWq1mlBIzofYvU17+Dfnxpr1V+OuxlH+ndaSJw0fkT6WGYjTsY3TN6fnV+EZ7D//X/4RUi6GkTVJ/f3/aU9ip2CklB5zm5+eZmJiQceR1UalUnGI1G6uvrGRgYYHh4eNX+ySzbQywWY2BggJGREdra2qivr9+SNgkhBA6HA5VKtWY/aSYCNBgMMj4+nLrWXGpZbje4efoLrWwbSul+YOJfzKKdwE09xaOUkFovh8/mkZRaFELhcLmlT/T6fT5rdl9Vqxe12nO4QQTglHy5IpWZ/PLFuJECIRCoWuu/HGG6UsyW5sbESGfygsi9lzik10zsrx4Uuo4P92TfJP48tvnxIaX7JOeZYopNlYSXsyN89/VL/L8WJ+UMyZRq9V0dnZit9tTFmnp+HgqirLSR7eVazKTJumlpaVYnrVYmJye33Rv0lUwikWBkZIS+vj527dpFR0eH1P3m6z223W6ntLQ0pZLwRgRoNBqlv79/ZfmATP44n8CxfN75AYoNXrW48vIab+QIPrdgyORwOaX2esJxR3rVrl7TfXeag0Te/+c1Zt9udYaNhFmlsYeZTnUZT3K4qyT1GUOUVRFhRFeVZRlIsURUn51aQoikpRlDMURfmWoihPKIoyqyhKVFEUt6IoDyqK8o50nzpQVn9vA3NzcD6+99tqADH/GvLy8FaskGZxS18lF451HZCs3yvOGeVoXCnhTqJ4YiWX7pAx5unyWnO8L78c2nVq5PFY1GQ1NTE729vesKtI0ayO/atYuSkpK0RK4M9Ho9u3fvXukHdblcWRG6hSQSCUZHnR1fEn4wtRekQjUbp6emhoaGBsrKylO+XjgBN7pw3mUzSe1YHXaP8sPAAUwWZvWcK4FqexsIN3D/3nInl5edJ8XePxOPPz82n9fdfC5/NRUlIiRciOj4/z2GOPzSQSiT9IOFqWYwhFUX4I3AWcCuwDHgHangeuB36QhQFuAvwGXAx3A08DdwAhwHvBbRVFuVVJ8wmbF5zYghFiMRCK33nLLLVKaF5ubm9c0ik8HnRVE4r/pE3uDKeCAfgEb07Gtd4LRBHXMSTKCTXNc6wC+H/ybdrLyoqIjq6moGBo5e2st0c5HBYKCxnsZGenp4tN4gvLy9f8Y20Wq1MTExkRegmEo/HV0z2i4uLsVgs0rbxpEogEMBut9PZ2bkhn8hUBGginkcBms9Ha2ird6mtxaZE7Z5/m/3ZNSYs5kZjn2RE7lzftx73BKszhDA8P09TUJCUWLGc9Ze2r/9a3nvjXn8/m+JrIv9p2BwpaU3RVFeRfwGcAF7BFCvF0I8U6gDbAD7wQ+l+KpBfAoy0KzUghxrhDivUKInVwFnA4vAh176Wpes+NwmZmZmvnvVVVfNyRBPSTPujQ7MHI6xoo4PzrSTk0FiLgeFs2jExQJP57p4nsnyWs6cMUs4HkFDg0vYX+EPfU9LFU9IaZrWLrayVmQUFBZjNZgYGBrZkEv5gFEWhsrKSrq4udDodnNpuN4eHhbdk6dLwSDocZHBykr68Pg8GAxWKR4smbLi6Xi8nJSbq6ujIShWsJ0KSXZ1NTk/RsbiKRn4J6Bv/GddpvUuP/ibOD25hF+rvRg4ofcyvOIDMo94XCYWCwmbXXozMwMZWVlUrKeXq+Xe++9dz4anjf5GwtGyyGJryu6XvvTfrwohVjIqQgg38OmX/vffU8l+CiEcQog3CiF+L4SIH/azvwBJ79gLUzlYnVnxuE0IIXygU+u2vfvWr1NcHrcF6azLT5R8aT+NfhzdmcG2inBZK+SsjK9uR/lw9zWt8Bgqi8spxn/6o9mZOqWqVN/B9MRUUFOp3ukNiyd7Wr1WosFgter3dTfodUKCsrw2KxYDAYGBwcpLe3V5p91ysRnv9+PzWZjdHSUuro6zGbzlni8Ho4QgoGBAWKxmDSD99UEqBCC/v5+amtrN+X3fMT+LN8sdnAScjKAnALsCGjQih+Gi5Q/rs4T4CP/Hm/gpg/g2FNPhcEi1apqcnJQ2tHT11VcvLi4ufvtwwZBlm9nkzKeinKHXAKUAE+PXhP39JME4A1cDpEn6j51/6b0oWF1nxuY14PJ7/+s///M9ZGZm75HaXpaUlCSeD0qISn3hXtoDSU+hKsfNScSQO9eBlY5U38+lYHF/Vnbl5dQC6/4F1cy3nUlFetTKzKpqamBpVKxdjYmHThnmSS5p12r1WK1Wrct+1hUVERnZydGoxGPx4PVamV8fPyQFZhZVicajTI8PIzVamVhYYHOzk7a2toOnWVe7lYRCIbq7u6mqqpJudXSwAE0K3PLy8k3J6naPDnK1YmUgL8jTLj9nBVvI2ejO3pdQCfiYs5mbnW44c+H4UJ7u5kSvXsGVajdnZWQoLC6W1G0xPT1NeXi4l6xkIBLj11lsDCwsLt0o4WpZji5Ne+q9VnCHG0sugzh902E5L2Fin1x2TF5zYihJgMBAJ/fvDBB6XUjRsbG6VmP9/ccioXO1LbJHMKNZSgXdM+nKaCJ83yZn7OnNt5PaqaCZ/kE7+HlbR8tLS1MTk5Kazs4mOTF+6mnnpIuPA+msrISo9GIzWbL2PA+nE3Jzc2lubsZisVBYWEh/fz92ux2v15vtDT2IRCKBy+XCarUyNDREeXk5FouFurq6Td3Dvh5erxeHnw4HZbN603tKqqiry8/N56qmnKCsrw2CQ106TxDM7w098z/OIPjlUqPBX3zTmuXoqxcZL2/8yVM9dnjWPEj/JPFCLGZTzKqfyYZ1IYjhRCMDY2Rn19/YbPdHg8l8tFdXW1lHg33HBDKBwOXyOEkGuOnCVznNr/snkzFr2WHkyy5ZZS2VxQlH/j8S/97dyr3yYrPbcblcl12+eWXr72CI0XUajX5+fnI8BCFZSHyn9pLdnOw9+kXMgI7TqeM5pphMoXH/kZppXjVbhj6NjGqSD7Cbp/kYnRwqXhVFobOzk/7+fumZOiEEngUCAsrKyTReFWq2Wrq4uPB4PTqdz28VeSUkJJpOJjo6OlUnm3t5evF7vK9IzNB6P43a7sdvt9PX1nkZubi9lspqOjY0ODPLLP1tfXx9LSEmazGbU6/ddXqgghmJ+fx2AwbMprIhQKcafj71xXPnbEz7oXnZ4l7dJyQSF+cGed0qBQVg/r120pexM3p3MwX+T0LHF23jY6O0tDQIM1aaWpqipqaGinxwuEw1157n7bzf779ewtGyyCbzsnv5S5ZJya9PHPYIyTeltZ7wyYt2pj0zN7AsYG3ATancISs+txkhxKDb7X7+n8ccflxJP5tYjgBNq27hoyrTq8NFrWbZPepL0Vl5e2zbI5waMKds55ZHDDbyVn/JOCli9tKVWq2lrna0vJJilVDi61t7e3A2x6b6ZKpaK1tZWSkhJ6eno2JZu7kTNVVVVhNptpa2tbETo2m42JiYktn9jfnSoLBICMjI9hsNgYHB1f8YE0mk9QtNpkwPz+P1Wqlrq5OqhBajWSpvaysjLa2NmmrOJMkEgl+bf0bnl1cOcLQK+0wszItTi5wVTj1ZkxdX+JeRRm5rTt0TOYHgBzyFhRt4iCPdL8LhMEtLS9JaDhKJBD6fnj/JyOU4jt956ayQcDt8mhMju2d1pZJr1XH5teIUQpx70lZLok42iKFcAHwTmgH8WQqR0QVC2O7uSnBRRFOXHv3r2P7Nu3T8q7jsvlQqVSSdva4Qv4+cr077i5ZRiAeooxoOMA7g3HPMmnxxgo4DeNk2venrhE9v+GfOZXUjJZnZmaYm5tbMXTfKEfr8ZycnCQcDksdLjgayS04RUVFUo2rZZHMgHm9XiKRCCqVnCr1eT1lZmXS7nYPp7e2lszO1dpB0CQaD+Hw+5ufnEUKg0+moqKjY9szmaiQSiZUMeUtLy6aX+5NTn7VVVVYd4WbrdbhYXF6W85u7v/jufLHyOKU1qK2FPLTIwUDTFnLL29e7zvS38vGGM6fyNr5p9H138ngLdQyXLZX7a11NDQEBUVFVIGt+LxOEajcXpkZKRTCCG/IT5LRijmJsEdl2cW5LRPPCeEOPWoj6EonnweuAe59yV5ptdtcw3K5/GohxJfSPYKiKBcDV7OcQX2zEOLvqd5382ozWVJGCHGgpqam98knn9x7n+umZD51VVVXR09NDRUWFFMFSVlTCe6ZMPLQ4RWtBNU8zwRiZldueL5vj1TNl1AU0jBetfuF4G23cnwTspI3UTaIPBQCgUymgzyFrDRbW1tXg8HgYGBmhtbd1UQahWqzGZTExPT9PT00Nra6s0Q2wZKIqCnXq9f+RslEgn8fj9jY2NEIsulSo1GQ0lJCcXFxZtaCt4I0WgUv9/P3Nwc0eiyKNFqtZSVlVFbW7vjnxP7BzM3NMTIyQlNT05b4hiZ9PBsaGo54vKqqKtxuN0NDQxkJ0Mf7X+AKbXfKwhPg2cAMteESagxxnelXeVW9zhqeU4cKljIQnwM/p4WEcXM2beZt3F8XFxdKEZzQaJRwOS3MMuP3226PBYPA3WeG5U9mSnFZnDL/13LduaZLPy8Bq3WRVFUT7HsvAMAm9PR3hCNvO5Y1AUZffJJ5/852effdYg46KXvKiutb85nHeLxOD+yPcRFXc+lvdrraKgS8PWeTr5j6SOS8/LzUIXCN3k9/85eVBt8MIfDQUlJSdrDEKlOtft8nPtxuN52dnVsiUmKxGA6HA41GQ2Nj444WRgcTCoWYm5tjbm5upR9XURS0Wi35+fnk5+ej0+nS2oiTnTuYzFouxtLREMBhkaWnpkE1gubm5K+J5MzO1MonFYgwNDaFWq2lubt6y557dbqelpWVNH8tMMqAvnjgxw6eITPKjfWPt7LipeXVnK47nDh3y/NKjm40MtfNfSv6G4q5EXU/iZ/SzO73qdtL9/X18fTU1NnaDSajGOFQiFaW1unJyYmslnPHYpibhTcmWHm85RPrpf5rGd5oCgClKw28a4oyhjL1kh7hRB/S/WhnFUW5iOUNSSHgH4QQf0z3+DsrFfEKRgjRXV1d/bff//73bz/vvPMyrp+VlJQwMTFBLBaTknHKycnhn7btO4U9jU9zTsHapPFUSKriuzcHn+oxcbR4EoJICfs67eENmw3e0tLRgt9vRaDQpl0zTsVMqKytDnrVbT09ODyWTa9KyeWq2mo6MDv99Pd3c3dXV10tb4bSZarRatVktVVdXK94QQBINBgsEgs7OzTE5OnHnWASVEUcnJyUKlUKIqCoij4/X6cTieJRAIhBPF4/Kh9vjk5Oeh0OvLz86mpqUGj0Rwzwv1gklPQnMzMztLS0bNlqzlAoRF9fHx0dHetaR200AzrsmeQ6/3M8WL7xucsoCR73zPAafTMHCsYIKjFUCfj8nQCtXmvs2HHc1LnK0cm7radKeR4uLi+Tk5EgRngDXXXddKBgM3pgVnjucTc58CiHGFEXZD5wMvBu4n45CHV5TXsSw8XUDKWUtFUT7FsvAMA+/YiPCEbOZzR6EoSlN7e/szdru9XEb/VjAYZHR0lI6ODgmnnW+Z3vY/z4ca/MKuT50d5lsdAcUSNv07DL7mA2owH75ZJJBJYrdaUytUb9fEMBoP09/fT2dkp7eKxnHkl7l4WFBYxG45Y97naQSCRWxGVSbA4ODtLW1rYiSNVq9TEpKFNlYWEBp9NJZWXlISJ+swkEAgwPnD6f94SqdDKjHP8P/OB7jqqoRaRWVFk0RCcMS5w6U8HCNh+EiOd7HAJ2zBdw8dy5nNO2WFjP5ATadn7P/RmJubo7Oz0+VyuYxCCHm/eBapKOZGwV2XZRbk5E+tmfkEUBTlApYN5l3AmUKIwZe+Xwn8GTADn/yaEuOag+3wW+CzwtBDiXw+L93HgRyxnU98phHhoo8fPTrvvIIQQw36//76f//znUpSdTqdDrVYTnCARkhAPgba2n8+8Oc8qT6qnw18oZ3rbUzP8F3ilNeMLylLbZbKa/v3+lB3E1MjGQ1+l0WCwW+vr6npP6d10JRFBoaGmhtbWV4eJjBwcHj1gxepVKtLFDQarXodDpyc3PRarXk5eWRm5t73ArPSCRCb28vnbrcbs9m8pcLT6/UyPj5OV1dX2ln9VHbBA8wtzPOz0Sf4YfWkNOEJMBQO0NJXhKLJkyo81QmFL411n8ZrGrvVvnCJut5vy8nIpwhPgO9/5zsJL24yywnOnswXrNYUQvwFuZHmLUbeiKPcpinIPMMCy8LyXn5SzmwZQDHUDDIcdVlBNZFp4K4ATeoyjKbat8fS+Vs2XF5w7D4/F89bLLLptdSyylQ3NzM8PDw9Lsnh9RqNe+qPI23T8oxQS5Gwz38M59oPYcx5+jK4IcscnJyMJvN2O32VbcHydhcpFar6erqYmJiArd7n4w4A6ZKXl0dHRwc1NTX09vaubGLKcmwTj8dxOBwMDQ3R3NyM0WiUJk5SYWRkhEAgkFE/83oCdCm4nxC3OP3NJ1352VagxqORtgyoPqzl5oYj/VU9y5lILaiHnMvcpRwvnt7xG2oedeDzO9PS0NEN5t9vNn7bff7gsEAj+SEjDL5qGw6es1kwghPgN8ANgPvA44FxhkObv5rjTWrpbwsuztZNleabWvC1IJlhWfnOwwhxPTS0tKt//u//yvFPFGlUlFdXc3UVEobr1LCWFnHxwNdGIK5GcU5gSqe4xO8ExMqlYqOjg76n+vqkC6jc3Fw6Ozux2WyHZAhlrsxUqVR0dnYSDodxOBxbKgILCgqwWCwUFBRgtVqZmJjIitBjkHg8njtPpXLEz2spWDlhucbDb7eTn50sZZjqaAA1xdJ1uAAAgAElEQVSFQ9w28ChfNb9AQgW9eR6KyuPUn5mx8c1GSvLjCZ6d38YOqMUBh3+w07bO11IjMrLIsvkLen3sCpYXyNpwlP1zI4rLLLpvz+/1fEULIn/QSfZXPYgsxnEiHEz4QQrxVCFAshCoQQpwghfiiEOKLZXgjxn0IIRQhx9mHff+yl76/31ZTKmbLincwfi9Xq/edVVV/kXFuR4A1dUVDA7Oyt1b/hbW1/N1wYsG+6Z/jAn8nc+SisvD81oNBrq6upwOBySnTvkyGo2Gtra2FQG6WbvaGxoaKC0t3ZY97WVlZXR1da3siZ+cnMyK0GOAeDzOyMgIvb29GAyGldWmnW0k4HKanp4eGhgYqKiqkxT1cgIYjYe7ofZRLTM8TPcjhYjjXR7xiEaM6g9eigC+66rimcpzYQVc2nW3COkEfDyfGaDYXVxlR8eWI3p0ssty8uLi+dWcs9IB2GhoZ44IEH3OFw+FdSAmbJsslkxecORAixnEAwGv/fd7353/T1wKdLS0iJV1KnVav654QwuHE5vp7EWNTfzj9zCP6HjyMxpSUkJWq1WaqY2iU6nnw2g0YrVasVqtm7arvaysbGVP+1b1gR6MwWCgq6uLvLw8rFYro6Ojr8h1mDudaDSKw+Ggr6+P0tJSnLBbLlnh2Hs7MzAwDAwOYzWZpYuhgkgK0v7+fn9of5d/MzxHKPfL56M4J4C33YsndmIvDv3grebjEnx2zekVXE2ViE/a4AZ4Vb0v7AfPFAO+9uO1Nqb7HT6czYlP9gvvjFL/qmp6cvEtlPm8cOW1R236lknxecOxe/3X3vTTTf5p6enpcRLDmrI2vsOUFtSwYfiJ9A0n5rxuZFS/s5H+QgnrXm7uro65ufnN2VvntE6nQwhBKBTa1OySTqejq6uLqakpJiYmNu1x1qK8vJyuri70ej29vb04HI41B6+ybA3BYJC+vj4cnDgc1NTWYzeZtEZ1CCBwOB4FAAIvFsql2YaWlpTzpG+D+fCfBVYRnkrmcEI7yCU7RpJd9fe1cMcEcnwYGCtT6vK/zVO82J842UidTes852lfNe/anka+Utd5icnKSiokJaH++BAwd4+umnnfF4fEOWN1m2niS0su+9EsuJzhyKEiMzPz1/yhS98wS8rZnNzMyMjI1KzYK83nswVw3tQx9d+NbyDTp7lE5xIas31n7e3tjIyMSN0bniy1NzU1YTabj+gBlY1KpaK9vR21Wr3pj7UWer0es9lMbW0tTqcTu92+KcI+y9ERnQuD1elfaIZqbm+ns7Nwyv87DSZbZDQYDTU1Nm+oYEI6Eud3+Rz51yn7Gi0O8dWjtLcIhVYwDhmFeno0ttur8hmMupwSJ+U5baB/XnF3zkTRdhSay9flgfUvN532521xpTipsKkUiE2dlZac4FQgg+8pGPnzLhcro9KCZhl68hmPrPsVILB4K8effTRwaeeekpKPEVRaGpqwul0SomXjPnu1r18eWB1L9EcFP6bnc7iHf6aE1CdaFUWhs7OT3t5eKaLt8B7P/Pz8lRL8ZvdmVlVV0dzcjNVqlZp5ThedTkdHRwft7e34n/f6VkvxW96a+kgiHwwwNDWGz2YhGo5jNZoxG47ZuVPJ4PAwODtLZ2UlJScmmPlYwFORW+x/5gvk5ngrkJnqsK4C4IrytA40qCv5cOcmbB2h9WS6I5fNBXy3VV6VUXXNEgvVMhzoysPvCjEvBf/V28ve01nacVdj6RHrSzuuOOO6OTk5P1CiBekBc2SZQvImszvcBRF6TSZTI93d3cbZJVpBgYGqKmpkVp2trmcnXJz4PQ/Xela+V0Mhv+QCzlxztezaBINBHA4HFotlw9mZtYaLkhtczGYzubmZTe+nco7k4EVLS8uOn8Kecn59namqKRCJBZWUlZWVlO+Jca5HOes3tIJFIMD09jdfrJS8vj127dm1bhvNg4vE4AwMDFBUVnsWvXrk1/vIXFBW5xPMqXzQeIqA+9zpziLqJqUcODLavvY19BwFmBNv4acB3xI01c4dKpBq6sGSWcns/Hr2On6cnoKJlhQXm5J+eRgM9+oeBuV+vTW866Fx+MhGo1K+9vPzc1hMpncU1NTnUIIaRWyLJuPn0tUo+NVXMwtiuWhdk/mdTDbzucMRQvTOzMz86kc/+pG0+rPRaGRoaEjqJLS5upnPBU6gZmE5o/N6nmnieT2YkPGE5W1dfX09//8Z2M6831a7ValdK8MHgEatvpaIoCkajkfLycrq7u1la2n4f6OLiYjo6nOujo6CAajWK32+nr68Pv92cn5dMgWVZP/v2S/rJtbW07QngmM92NjY1bIjx9835ucD7CJV1HCk8gn5QwoCvy1eIC9JRWHtLmpBHxpqp7/qRrPSHgCPDnnpXzGgFGUAnDqtJ4P5Z0iVXjGYjE8Hg+1tbXSnYn7lK1+ZX1xcvCIrPI9FMiy5Hwdl92zm8xhAUZTC6urq/u7u7pry8nXerFNkdnaW+fl5GhszE4cHnk0gkuLnn9wxb8vivnDeglvjZxuPxsLS0RFNTU8r3ScdO6TLfX6l2BPiw6XUUbYHNTdJIPDc3d9N7n7tIlFovhdruZm5tDpVJRXl5OWVkZMla+ymCnZD6TJuGzs7PAsstAeXn5jvk7wcvPs7y8PBobG7fkneebz+XC5XXy3s5/blbWrwSlnQIFXBxvZ7/MTFQn+zbWLe0u8DOvk9YRrVTmcWaTn4yNNXGB+ndS/nVW9vL42Njeuu+U2V7u5uzjnnHKvb7d6zmldjlp2N0tUg+M1XMgti+twxnfnMis9jhPz8/Pedf/75nN955553SvIH6+vqoq6uTaq8SDAZX9kHLZnx8HEVRUsrcpCM8vx94jkvm/4I6Af/pNvLRljOoLpPnndbgWfr+f0dFRmpubKSqSt1pUFvF4nJmZGWZmZhBCUFhYSEVFhbSL6EbYLvEphGBxcZHp6WmCwSA5nOTlUVFRQWlq6oz48JJmZmWFychKj0bhl2depqSkWFxcxGo3ElATn8yvuZ+2qRToC9ITQLs6wF/J0n/jzPFcrxQU6iEvA/Ux185qRzpU7+e71elpaWaGhoWP/GKSCE4NRTT53Zv3//OUKI56UEzbKlZMVnntux+zBAMBn/xxz/+0fHMM89Ii9na2ip9G49Op6OsrIzx8XFpMZPU1dURjUbXXWGZjvC8Y8nGJfN/nASCmgq9VO7hq9DH6JkaknXstSkpK6OrqwuPxMDAwsON2tOfk5FBZWYnJZMJkMlFWVobL5cJut2O3n25mYmNj0doXtQgjBwsICIyMj2O12ent78fl8VFdXYzab6ejo2JE9spFIBLvdztLSEl1dXVsmPJ1OnJ7FYjNbWVhRFIZccfskF7GVt0ZVyCR4wuWC2IsJwsfwhuc9N1/P+9jOkCs9oNIrL5aK+Pj0/5LW4n8847oxMTEw9mhecxzivcaimb+TyGUBTFZDab93V3dxtklfbm5+eZnp7GaJRnJwLgcDgoKyujtLRUnalxYnhgtLS3FYDiyJysd4Xl/cIh3+H5HnCNfA++ereRi3UmcbrRIO/d6LC4u4nQ6KS8vl7bveTMRnQhAIBJiZmSEUCgHLq0z1ej16vX7TJro3K/MZCoWYm5tjbm5u5UNAQUEBBoOB/Pz8HScyD0cIwejonKEtLS1s6US+EoK+vD4PBsOp2JD8hzuJWuvGscu+XWS8D+vbxahRF4b5dUzRGS4nOaJiMy9nDca6/nlP/Wv47ddfKM3wGsViutra3S1qTOz89jMpk8k5OTnUKIWSlBs2w5SleD4J4MM58dx3bmc/NchbNInRwhhr6qq+s1NN9304U996lNSrizFxcV4vV78fr9U25WWlhasVis6nQ6tNnWLpVQwGo0rQx0Hnzkdn4fl4eIJ3++5bVXgC/LrUw0Tg73ytZ4FzzadtSR9fQUEBXV1duFwuenp6aG5u3pSNM7JQFIXi4uJDnDNIjkQhzc3OMjo4SjUZXbqfT6SgqKqKgoIC8vLxtE3LJBQOLi4sEAoEV0QzLK1hLSkpoaWnZVMP1nzSDZvlFfXy+1j3s9otHoSj/j0YzyS9DyMBfyWm7BydFnY56rCnCKG946VH6EAH3DVDmFcTW/aFyunqIzkzlJZUYjRW4Ijlpl9mXFJy8Wq3dKF58TEBOXl5dKEJ8Cll146HwgEvp4Vnsc4CsfF0FAmZDOfnxxiKohRVVVX1HThwoEZWdkwIQXd3N2azWepFNxaLYbPZ6Orqki7ekkKzrq6O4uLitIRnd3SaM6d/nxZxYf1ihLpTLVX4LF3S9VupFZD3i8ThOp5N4PE5zc/O2+kJmihCCYDBIIBBgcXFx1S1LeXl5aDQan8vLyyM3NRa1Wr3ypVCoURVkRrMnMpxACIQTxeJxYLLbyFY1GiUQihMPhFQF8MBqNhsLCQgoLC9FqntTs+o7kWwWCQoaEhCgsLaWho2NLfZWFhgaGhITo6OlJ6bQzi47Xcgoe1s5WHZ0DP8JTRvlDIbS2jnR9y2OKGl3luFNerb0O9QFFVxo28P7z/p9VL/dpvR+75//37OO++8Ho/Hc0J2yOjYRtndILjny5kFnaf/8MZ35zIrPYxCtVvu2vXv3/vSRRx4plfWGGQwGGRkZkV7OXFpaYnh4GLPZLDUuLIsam81GXV0dnExMTKQlPZ2yOM6Z/gSuRerlOF1f4jqedD7S+hoqSje2d3iihUAin04lGo6GpqWlHTVLLQghBNBolnFAoRiUQOEZGxWIxEInFIX7LX6yXp+qAoCjk5OYeI1dzcXDQaDRqNBrVafUyLy6MRjUZxOp0oikJznc/OWZ2rdbjezs7O0t7en9Zx8nilex20EWHvNa1KAzhbGMQf03GwcPupttQk1Fl8Dz4XTW0Wck4CrnXR185sQ3S/X43YwP85FIhK6urpmBgYG9QoheKUGzbBvK7gbBbzMUn23Htvg8tmpLWQAIhUIPVFdXnP3rXXXf944UXXijlXVOn01FcXIzL5ZLab5ifn09FRQXDw8Np2SSlgqIomEwmHn/8cYxG47rC0x1fn5M3eu9MSngDBHMHF1X0MO5f4aPnJ7K6X2x+7FlqtFpPJRCAQwGazodfrqaurO64ElaIo5OXlpZzdn3SlWS9tBLBZjZGSESCRCc3Oz9JaW9UguSsjNzd3Qv8FJ1HAf7+Nc7iTM0YfrnqsK8IG+Il4zXMgVnr1p7Wn5lHeeskb8HjzSjXxUBX/U08cHOvdKXSwwNDdHQ0CD1A8EVV1yxMDMzc01WeB5HvMLL7sdfnGuUVgtvt/uiXv/xlr8uV4pttCtTW1jI7Oyvd/LyiogKVSoXMs8LyhbC3t5c9e/bg9/vX3Fc+nwjznlpl7GIxvzI9ZKHBN5RiXBP7Kw9antnwqvaioiK6uLgoLC7FarYyPj2dN4F9BJNsw+vv7qa6uxmQynbbnwjEQiPNtzgLKysoxsg15HE7/gAlRrjOye4SlFq87j3saplKbgl9dxDnBmQU1KZ/jgTDUfrX81nJUXSnOuAZXurw3vRM2X//v3cdtttIz6f7zvSgmbZfl7h0+5Z8XmMIoSYm52d/fiFF144K1OEtLe3nMzg4SCIht6WooaGBQCCwYsidKQf3eJaUlGA2mxkfH191d3pIxPinmd9xIJpeWW41HJUxPt20j9utnjxBYlOszmAqlpaUr9jlJESr73yrLziEWi+F0Ount7aWiogKz2bwtQ2iu2Wlu6HuI93f8hVhp5v3Hn76CTm3j7qj87022gM1DMzcbhtGyYUGCfvp/XFa9duTnHX8LnSk6hpVLupqdwOMzU1JTUga9IJMJ7n3/veGY/Hc4EQYmf5sGXJkgFZ8XkMEwqFHujp6Xn0rrvuOnKqYoPk5ORgNBoZGBiQFXKF1tZWJicnnM86srjZclCzBT01N4fO9PHwQEwne73uQxyKZ+47mq9QIwxLOgkU+2fU0V409gH1yKOO4G6GsrIyunri4KCgqw2+0rHotZjg8ikQgDAwMMDAxQUVGBxWKhcAs2bx2OEIK/O7v5mv8hvth1gMG8OT7APcTJn/APPRzmZq3jjId87d6KChmA+txhf9tlNV4D+pejIdZxJdi/k89WcEzmlsSPD0x+KEIL+/n46OjqkntsR87Wtfy5bbj1ey6zWP/V/ilYyiKPrq6mr7888/L236HWBychJFUaipSa2MlSqJRIKenh5MJtOGneq3Wm2oXQjA4OIher6eiooKP+x/h5qUeCScXnF5VypPqsUO+++apSj7n38Nb2l69rfY8CwsLjI2NnoVarqa+v3/KS7FZyPPd8LiwsrGzyamxs3NZ/x2AoyO8GnuA7u16ku+zQlpavcxb/xeszfgyB4Ev8nge/zJO8aqSWRA7+tm1z1tulsQoLldZzP+/xEXhLKNSE1P1w8mXfsfq30nmmHw4HBYJBebj/vvPOsnL023Z7OexxHKngbB/12SWZDmfzumB46y4vM4YDOm32H5Il9fXy+9zBeJROjt7cVisZCTk5Py/dKxnU3I6nfw2PswlOjlLQM4srWBf/upZztKQmm8MnMAFdadTXZpCdmYTCYfDjI2NEQ6Hqamp2bGrHzPhneBOfQgg8Hg9er5eCggLq6uq23We0f2qYX80+x7fbbYTUR2Y5FeBBPsBbaM34sRIIrnY8wCP5YzxSnk5kR/eGcEN6FYyZITiTBD2d2876TzpbuGDEzM8PCwoL0cnt2uv34RdlTL7gvQ/HZ9MVjWnxmy+7HnAZtRfofl/k+HwyG9nJuXl0dbWxs2my3lfsV0hCfAvRU+ngiO8+6ZzMWgWafnSd3wUX8+q43xua7nnuHTufh4b3L+tPZgajYbW1lZMJhOhUAibzcbw8PCqfpdZtpdQKMTg4CA2mw2VSoXZbKapqWlbhWcsnFuN+29/4PA9xhblnVeEJIIALuYdRMjN4F0Iw0NfPvxSfhqZm/axhWiV44AXNBEa9mu97TbznhLOknC89gMIjL5ZK2tz1Jttye5Xgnm/k8Tnip/G575plnauvq6qTFTV4gLRaL9Axacm+22WxeM3a6wvOnnSzb+dfb3ALx+roT2oI4fVU1taEKwJCcPXVWYKSW14aKGgI4rnLs5v+l0yorlrxbdCAsLC0xMTBCPnx6msrMRgMBzT2dBjOfOZSCRwu934fD60Wi27du3aMS0SI9OT3ON+hm+09uDXpvaB81XsYh8fJo/UnKxhJ4vH4yqKIkpISlojyZn7K3xhb976pZkDzYgrfs57IJ0znosmTuyQiHo9jtVrTruCsx9NPP80/n/MM/ZMvtxzHKnnrB/RlmPhuP7cxnVnweR6jV6rNOPPHE3z755JNlMrMns7Oz+Hw+6fvfAebm5pianmjpqo366wvOB0BD/NHPovnbLUj5vmzXw/ZoxYmklPgQnVxexP2cqnTuhEvAxZzPvj3ext+UEqRemnTEgkEkxPT6/YwVRXV1NcXHzMCdFjTXwKIfD5fHg8yyXlqqqqHdUOEY1GeXjgaX6it/G72sm0P6R9nltO4jremdZ9IJILdbqetrY38/PyV788S5HXctu4eeFhfgKoTCt/p2c1n2s+lQJu/6m02SnLBRUtLnCzqdTlpcv9/PCSecMD06Onq6EGJ7phmzbDrKnnrBAxdnFqTh4mNafGbL7scRsVjsr6Ojoz++/PLLnpXoAlZaWkpeXh9vtlhkWAL1eT2VlJYODg0f8LF3h+bfwBBfMHLmv3Zq/xO3lLr422UhhGurzLENln2sITIKHATS1OPlDzB263PsKUL3OLJxmoVCqqqqowm80YjUYCgQB2u52BgQHm5+ezvqESSQrO3t5en7HY7sViMjo4OTCYTZWVlO0Z49k2McGPfw7zf+Gd+tyt94QlwPc/wC1If6ltcXKS3txez2XyI8AQonRcfvuZAmMivBqwT8h83MJ4xvki48AYaHh6murpYqPIUQvO997/PPzs5+ISs8XwG8wn0+s5nP4wxFnUXIqKyufuuuuu05605veJPXDRV9fH7W1tRQVFckMC4DH42FhYYGWlhYgfeHZHZ3mrOlf4V9jX3tBnTMWXXPXcVD7B1DplxZMKyzhQPILI4EWuQ41B6Ng7qufCJRPnGE/dkTvao9Eobreb+fl5VCoVBoMBng8GwY1d57tTMZywWY3p6mtnZWRRFobS0lIqKih2T+T6YxcVF7u9/lps0DqZrFbpLjtybng4F5PIMnH8dExZq38/l8TE1NYTKZ1nx+DTDDXm5ddw88HJkBVQR8zW7i83XnUL4JrS8ej4dgMCh1wAjguuuunC33rW9+6x+12f0Bq4Cw7DmVPveDBDDOf9cd25jMrPo9DFEWpqa2tfX7//v1VVVVV0uImbZI6Ozs3nRUS53W4WFxdpbm5OS3g6Y3O8dvoXTKWwNjMnAV9w1/G3Aj9PFa+eIK5S64hWBvApwbR/h4M5iwb+nyvJFvTicw1cdZt5WaGFPffuOyXwdTiKRwOv14vP5EEKg1WqpqKigoKBgx5x5p4hPIQTz8/NMT08TniUTIycmhoqJiR5XUDycej/P3wR7uXRrgOsMYkZzl9/+9lWU8njuyzr3XxkwFT/ExCln9vWF0dJRYnLEZzc3NKf59U98DDywL0oWYvl9k7+dyuN1GlN6T9O6xH0tLMZDJJjfvCCy/w5je/2eHxeHYLITJ7n48my41FOqBc8+MXMgtRdkhWfWXYeWq32vFNOOeWuffv2lcrMYEWjUex2O11dXZuSGXO5XAwNDWGxnWFISnu74Inunf5n22sz3+CpQxxXuKvccUsLIQaGzRotVtX7P2Vp0YqAfH4nDWgBO8BXzhXEzb288nlYpNuDjKJhgMMj09zeLisrDPz8+nrKyMwsLCbRNY2yU+hRDMzc3h8/kIh5cz7MXFxZSXl6PRyB1mn2QyG3OM8NNbNVaWDjGsPdT8oVuWirQ7jUdb/ALcW72c3d/JOlINeVIlEgr6+PgwGA5WVlWnFe4xhn3rLOHvgkp7iK+JehBt5jOZtqvXzLs3A4TF9fn/T3voWFBfbs2TPjdDqztkqvEJQT6gUPZSg+dx3bn4nN7zeSybBqhUOihqqqqu7797W9/+IorrpBm1Jmbm0trayt2u33dKfV0SfbJVVdXMzMzs674nE+EneevMbze0r/2XZdOcvFDIVybr+UHNOBHVskg8o8LAPpVzQ+dPogIScITwBHihbJ6PlT7Je0cnePdEnG+c2nyq1b0w2Op1uxUZGCMHS0hI+n4/x8eWNUTk5Oej1evR6/Y6Z2paBEIJgMIjf7ycQCJBIJFAUnheLiYmpra4+p33V2fo6HHPu5TTPMI9Wzq/aLzSeimBYq8BRlJj5/Rjd7qefTnAa8LNhaWlo2tKHpnbJr4Oe/iAn696uspiSLgXN8uzq3ew9LMPEgWn/F4fKVPVfaH7g996EP+2dnZf88Kz1cYx8GWokzInZj6PYxRFya2srNx/9913W/bu3Ss1TTU7O4vX66WtrU1KvMN7PJMl+GQP6OGERIzzvPdkvDazPJLDnZz11/LBigpaKEp4qykx4wqHl9rXQRlV81tnGW5U2zmw+YduNxTdCLBZjfn4ev9+/kg1UFIX8/HwKnCwspKira0CartZCZ+RRCEIlECAQCLCwsEAy+XPHMz89Hr9dTVFS0I/s21yMYDPKnwQP8NjHMHWVTnKTg9CE6rLuGZnMxeU3nk8Dgfps1fwNjYGJ2dnRk/B37Cfj7Ofav+TBFwub2Ti3a9kWp9+brvHekinhMBqtWI0GqV/ULzlllsil1566UNut/sdUgNn2dEoJ9QLfv9vmQWp/dIxnfnMis/jHEVRGuvq6p55n4YUXKsrKyqTGdrlcRCKRjA2WjzZc5Ha7CQQCGI3GQzKsMZHgPb77uSd05IT8RlAn4MvTDeyvmebhndTasrEc9xUyzRIjUjfkNwVwucZp4U347pzSsPYhxLJDMkC4sLBAIBFYM7pP/hhqNBp1Oh0ajQavVnkpeXl5a4S0d8xmIxwuHwylcwGCQSiaycM3mepFDWarU7tl8zVaLRKI87unk4OMz1ZaMsHsUofjWqn1DoWK/0sKOv3WR4VAZ8cMXJR/FS6WuTtOr+Kx7mUPx3yPVUCvm438+m6N1B5UBuLTAHa19dHdXV1nSm1A6dDb28vZZ5894na7u4QQUh1KsuxslBPqBQ9nKD5rsuIzyw6noKDg/NNOO+0nf/rTn0plZ3CGnh4fJz89Pu5cryXpT7V6vl5mZGdrbl4d0hBB80v9HfrzUnenRV9CqcthVraJzMpemhXz+t81JfIP6n70SqOYBrQ/dtntdxzdgZnFDUQF1d3TEvQldDCEE4HGZpaYlIJLIiCtPZCuX1eikvT62smpOTg0ajnWfnS6XTk5eUd8wJzNWKxGE8N2XhmcYJvl/TjzduYP/laq2TXIz+q4gt9rfyhxkOVoYL7eB8qSb4wnAsEl/IH/4UkAcuMK37B18cnmN1JaeOR7hwwBOjIygk6n2/D729FYWFjg5JNPnhkYGHijEOIFqcGzn7HiUE+oFf/hCZkGqv3xMi89jr86XJW0WFxfvqaysPPMrX/nKR6+++mqpPklNTU309fWRl5dHScn6n3nwHk4qdUnl5OWq1GpvNhslk4muBJ6QKTxCcXFHME8oojl1Qt6Dliu5Orm9z4M1PbyXlGdTzRArbnWY7GYrGK11teRXwuiM1mQ6/XU1dXd1wJJUVR0Gq1GfVM7pRp951CPB7n6SEbjwWG+UGJk9xqLf7EnxpMK+2Y9dGkr6Ulz6K7dX8B7R+v5n44BApo44OdK9nE5Z234LAejoPA93oyXJX4d7eE79j18rO1NnFOlWb2mvqqrC7XYzNDS0IQE6NTWFoijShWcikeD888/3ezyeS7LC8xXKceLVmQnHX2oly6pMT09fn8tOf/vQ52fvfYXkH/OTkJIFAIOX7pOPjWVJSQkNDA/e98AT/Pf90psc9hL0llTyhfrk/c7wwxLe7n+vjXkUbePLm2Z+HBlKHDRmZm8pexl0Ly0Ov1dHV1UVhYiM1mY2RkhHg8u2Uvy6FEo1H29R3g/73wnAO9S/ZnLqgbwaGJMJBY4Pa8mg8gKS0hSYisAACAASURBVL4cckVqlwdFwIVD9eydKeebu3tfEp7LnfJ3H+BPy/NJVKNwYeQu32c7g0x3nHlV4JqmqqqKgoIChofTOkPTylL2zHeCyyy5bOHDgwF1+v/92n6cGzZDlGyIrPVwhCiMT09PQ/XnzxxWPPPvus1NiKomAymRgZGWFpaSmVs6Tl4wlQVFTEG9tP5GpXnB9q4nI+MHTo9T+cf6W0YzRF83zRIJEfwFWsb+dH1XyYdGPAT2vBZ6ijmkxxaQSktLcVisVBaWkpfnXx8Oh2OlfzLLK5dgMMgfrM/wzZ4HeGfeX7i8avCIpQn9UR+aDexbTzIUXuA1kaZ1b2f4/+ydeXhcnZdn/P8/sM5nse5qtaZukSTeWslMQqCwiiIIoiuyIbL4qIqIsIoqo8BNfFkEsLvCCihaQRZC1bIUCnLbTZ2qTNnsxMMlkmsy/P749JamizzTmTdDuf6+qVZuY8S7Yz37mf+/7efiM3ba7iw6wB1izYvSlDnDMlX+QddDCvey3j8fj/NDVv5Ys0qLOaZRc8TFaBut5vBwcGkFSyN569//Wt4zZo1m1wul8ozV419nGxl/16bm3z6OlvN5gCGEmF9cXLz+/fffzyssVBMd2Z1oNEpdXR2VlZWTHqsqEZ7jCQQCPLZlHT/InbqBfYU4bxH0N0woidIqpXxTTgnqu3baQZwt72JQ98bWHUMiHJN6GczwPcTqXcciU1/j9ftra2hBCnUFxcTEpK0hy09ikO1GN39+AAr7fX8Ua0hzVZXYxMU0i0yjSPdaEuxesZ0VFcJNghJrYyO6Urj1pPnOv+7sJmQYerXkaMp4TUuwKhCEA8NDe00eFeSuz6THNDh4WG6urqorq5OerrLpk2bOPnkk3c4nc4VnUsrkqHGNfRKxoljyssr3H7nX79M5n1rk8wBDSrnD4XB85ZRTTnEHAsojdROh1+upqamhqalpwgidnWuEJYLFYuPCgE7lvcDkLfEqNvSVVedZphSfAsDnK7bVNLPSmclVTBcZdoq42DPSgrlB1IVlcyIppnr7NarVRXV1NRUYHD4aCurg6n06n1ZN+PicViNHbs4JGPXubyjmc5N/N9fpvXMa3wBNgc7sMulFscnhYmRMrR7irg9pOeGukq8xih3VW+bVngCvE0HN/Cy4r04HA56e3upra1VbHs1XQTU6/XS3t4+K8LTn6XRyxhlnuJxO52c14akBHPCRT018HoCEQqHXOjs7f/aNb3xjKNnCxWAwsHjxYurr6z8lQJMhPMfQn6/V8ecVx/DZ0KEcPpyU8flV2Hhv0CUSEBDxZ2sXfSzr5YX0Vy/r/+4J8CEV0M/Nc14n4CccnFBEynGo1UVFRQU1PDNvq5t/453tn+yU4LIY19H5/Px7Zt22hoaODS4GtcnP8J/8hyzcCr878MyCAHG9UVny2zxDnJMuHzn5yd153JV8wLuXdTCm3n9Cc11N+v5Jw0J76GtrY1AIEBVlXrbpskEqN/vZ/v27UlvnnAEQCoU49dRT3U6n83wpZXL84TT2fYTKf/s4mvg8QHG73f/vjTfeeP6Xv/xl0vsIm0wmqqurdwrQnZArPMYQQnFZ7OL80H8GX3TMvDFqWkslbZmVG8k5biNuWNLLIm8b/NCxgWTiXt2ZgJj8VS8jjXGoVnjRVC8Pu8Jq6t/ZAvFDzLD9v+wV/rXqPd2aVFQ/dBotEoXV1d1NXV0dvbS2lpKbW1tRydu1DxnB+FnnGQIda0/P+4bYpE/lRu3VBEyxLizZisjClNeLuJptjEz0SqlZOvWrVgsFsrKyhStNxG7ClC/38+2nbdtmpXuRlJKLL754qK2t7VeBQODFpE6uobEPo+V8HsAIIUy5ubnv/fnPf152yimnJP2NSDAYpLGxnEb1eT0lJSdJNmsdo6mnn4Z73uTuvndgU7whzDRZknpc+MX1R1HRkB4xc07yQ/+T18nbegOJ51nIunX0BZ/mI/PuZx96f6XgsJh/Vl8CVXOcv0BRxRWE162ux83/cU+1POp5SSgYEBHA4HAIWFhaSnp38qn+rYjMsQCxx+maC45NapyPyWc5c5mibTzq9p6AgkY1k/GMvJ5l0uwMXlKQDgcprGxkZKSkoQt3GaKnw+FgYGCAUCik6jh/Ku655x7/z3/+8+edTuc5Unux1RhFHFQsefUadZNk3aDlfGrsm0gpQy6X67MXnXHBB18aNG5M+/5iZt9/vx2azJX3+MaoKS7lh0Un8uqcS+yTnkjqgMFeXFOEJUGsp5NYlDdgiRn5YnV0m2P/HcupUUcSZVivfwCJs+JTwBpID3cge5vmYTZ1W8xEVDf+O++ud4Y9tHjHi1Jip7A1JKhoaGnaGpqoqGhgWAwSGVlJYsXLyYjI2O3Y9/5hnRONc9XvN77oV5ydYm3hSz3mbi5u4zt5gA/zWllmShSnvIfxfIKDq3l+0ue9Xi8NDQ1UVlbOmvAESEtLY2hoCJvNNivC8+mnn4787Gc/a3I6nV/ThKfGbhzgnx+5a5FMDIcSCwsLCt9988838BQsWJGXO8UftFouFxsZGampqkt7nezyhUIi/bn6Tm9MbaLV+Ov9xnVW4O60zq+7YDlJKOg5Gdws8c0XH59nKG9WEem99JRDezv6mX+DqrUfb9jiFZxP+ynZlFXVNDej7fnU8TR3gKqDfkckr+QtLS0fdLAfl+MfEopcQ300+/qQ0ZjpKenk5+fj8Ewsz4fzwW2c3r/U4rXP9ZUnxJuh7hlda40KLnUVMmSI8mi2Y+dpQp7Bgj9vCI+a1pvjeJjPcwkHf+oxp9NJf38/VVVVs9rha+yonvba2lr6+vqT2ggd488035dlnn73d6XQeKqWc2C5A44BFHFQsef1qdZNk/HCfjnxq4lMDACHEQeXln5S+tX78+Jz8/X9VcE+V4jh3Bz7YAlVLyYsMH/D+5hZcy4sJsZWo2G9Jak7bGCvLZhGO3x0s9Vi5snLePf+b28nzf1681xlPEaFyAUvoX9N82cymOKxp7UuRhbq+R4fSYLLekcVFRGYU7urER/ZoN9RXxGnIhHaXN1sGmhlm3DzUmYXP8j9LCfrFyU8V1TGWOhYQ2tUWaG0AUGezkZ3zDv5RRI+N5DF0qCdB3K6nGDLuntd5TEYub6UkxzTejJ71XMoKCpBSsmPHDvR6fVLzOyfC5/PR3Nz8qaP2ZPaC37JlCyeddFKXnw+E4TEo5M8WvcUChiU9NfGqMw2Qynbho0aK/rV+/Pis1VVkXzqmKi0KhEA0NDVRXV2M2qyuCmI7NnHS084vqIfxS7Gch1Jy1aczQlvD1VC00Jn+3JY6U7k0fKWulODU542VtcxNEo757yeR7nWbYqGruinoZZNnrg4NkhYETZzsshkkSmVhalZ1BaU7JZ3uDext4rPWCyGe9DNJ32tbI/002hw81xOF02Z3p3mn69/iUO7nc4rm/6VnAz8YflPx/o42FfH2JNHP2hErXxrK41/p/Wy0T5WeIVlSaEu49eZkLCCT9eGLncWxto6CggOzs7KTMOxkej4e2trYJvUKTIUDb29s56qijnF1dXauklE1q96uxfyIOKpa8oVJ8pmvinU2M/Ii0t7bza2tp7X3/99cxEBeJMqtojkQj19fUsWrQIqzXxPLREcHuGeHL72/ywchNuq/rOQNlYniRBjiIkF5XgMUcHX20rJCBpYU9HK8LiWg6eykOf5muJ9tDHIfO5RVICSHrYysjGb6CSj06KCVVE7nR+nSKDOlMj81k+q8ItLT02f1GDQR9hbxGY1G6R900+DuoDXiplUM8VpGD+9lDxAwTlyYU4idTr6LnTkHE2xX1Udz7e0IoqzQXQKk+jbZx0dOCgIGL+ouot/p4JrNvtw5FEzHfbKcz20FYqC8+qhiycnfbn4ZxSdcSsvyEdHByku7ubxYsXT/rGSo0A7e/v5/DDD+9raWk5XUr5ntr9auy/iIOLJW9cpW6StBv3nafE5s4QjjQOG4eHh/8vOzp539tln3/j0009nzFRwzNROyWAwUFtbS319PfPnz8dutydr67uRlZrOnJUtOJqfJzl05m3hHRVU6wCKyWU/njK6N6CV/rGjDHtJz6Y75DOvDPDq/nZBecjsnqNrHg3youPK5ndrCUd6YwxR/WS57Ve3gWD8Qg3S043JXCsfpUCjOMzNOlsSi1iMKMHKxW614bHU02UkpGRkboHHLSnPNJLb8zDdv0Q6zIcfFw+jHeCI+qJ6GGE9+niCIoT3kOu3sa51kr+4k/cKxNAAoU6G23RYewRHRf3nFeLTx/h1YQfhGeYpA+wIjrAqVM46s4rjdwlfai/im+EVnLT00Fn/Perr66O/v39K4QlxGyaHw8H2n7dsTEqBer5cTTjjB3d3dfYEmPDVmxIFx65wUTXxq7EZ/f/+v8vLy5l1xxRUXPfjgg2nTvTAk6uOpn1+upra2loaGB4uLiWbNgGlvrizWrKOvM409bP+C+RS1T2jFNxiEUzlh4jmfEFOU3Vc0UeE18t3ERnNpuN5aV5KO0yGCTCw3ykbDAQHjAldP2QXvKSfgRHvuTjsq0YooIyj4UjXbks9mWQTwr5wk6JLZsSney6pqamzmtM7FwSDQYY9HtpGnHT53TgYoUd42Zzi5r30frqLgsR0kEcKTqbIoZyEtTQoEp8A30pZnrlh8Anzid/IddynEYjyc3Y1nkgjtdLzT10dFUSbbReJv6MwRHTc2VXNe3pEszFX2fUiE3t5evF4vnlZWVMxK5iQrQcDjMaaedNtDe3n69z+ebvIxfQ0NjJ5r41JgQl8v1naeffrqouLj4tJtvvnnSJuJKnDeR1Ot2nWnHm5OQkZd+TcUhxNfM9BVRvfoufLNyM0zbzHNB4C011XYx6U0L8snYbH3ouoLGxEbvdnTklJScJH2f+gARfK7KIsUQObh4YUjR370Ub0kpYMPy0Z7TBqsK+TkOszUeVJZUVbFkVhG1lYycJKntj6FAlsGubYMbFYbFotlj0dLY7EYgUAAr9eLY2QIR2AQN17c+OnHT7t5hI12Ny35Xvot4UkjFOVknKBKfT9HEnaxWtPcjTIUcZMxjYzixnEtLVHBefz5ZMSMf5IV4XderaP0xIkhsg3bITEx8Vg2mcGPHnMs5ZdCxWy+ym3QB0dnYSiURI1MVjpgJUSsnXvva1ofr6+rsHBgb+oHa/GgcK+0eLTDVo4lNjQqSUnUghx3r333vtyVlbW4VdffbVlgmtUdS4SQlBVVcWOHTsIBoPMmzcvKXufjKzUDL5Zeyplzdk8ZPuEnZ4p7Z3T0cQhFvKmykxHA11nGitQyqIXh4WEaGhpITU2luLh4xiL0PjYoXn/ZUBnvy4CisT7b5II3nJsCREsKR0s+6XbrXrIoU0+J3UeazsWg4jXkBG6mYsGPCjpEUTFgxYtOZsBnM2I0W7AYLVoMJo96InTqdDp9MhhEAIgU6nIxwOMzIygpQSKSWxWIxYLEYoHMYXDjESCuINB/GGgviiYfzRCN5YBG8sjCcanZjgWoYMgW/HTqQuzuNbCa+nbEv6eWBSGr7fSTz0uaph5Z64xhBBcmbKcywb/M6PrLVHBV/vzyImaneSSrmz5zBIBaQzZ1kcTaY+7KFt8gx9jLecvYOu21OgmXtJRzvn4FxyxZNutvQKSUtLS0YLPZKC8vnVzTHdAJUSsmVV145/Prrr//V5XLdrnLLGgca2rG7hsbESCkjQohTbrvttleMRuMh3/zmN83jnktKny0whBBUVFXR3d9PS0kJFRcWsvjDp9Xo+V3UkVa4SDq97jzsqG6ZsFViD+haaAAZ03MpxOz9PS0ujntraWoaEhGhoasFqtlJaWTun7+DG9vDNVpf10exhIAZSIT8l2o1vRmgOGEF2pQbpSg7wzmSepBGNMnYI3osEX0WMN6ciNmDCGBRRqwSB3GmA6D1GGICZb4bGwaeI+wLkZIxAiJKD5dhMxwOvVtEr+Q+HXxnj5Hxv0qCCe94C0LKCqncir6XcdbSoEh8AnzVWs11Q+sYkpMXvqWH9Xy1P58U9PwlswfnqOgcw5Ckn/iKb+obIL0jBISaPAOd5TdzUsoQvlx9NXlpWUtadilgsRmNjIwUFBWRlqVtvMgEqpeTaa6/1/POfn/3zG5XJdoXbPGgcgWuRTQ2NypJQBIcRJN9100+t6vX75pZdeap6NXu1FRUW43e6dVkyzXVm9MLeYn76XnsnBbFr/J3cK7ebuLKz2C0KR14YlxGQczn8zdHk9PTyc9PR2v18u2bdt2+hxOVPl7v4qopy4mnqBtUljpQkmqlQyizK3TM5FhaQFgvCeujO10B2glM+p0X/gL+UbL7sXGFz0Rbd+L5piM+ZT/hrfRhnQEeExPMm19LIj1ilaN0UnZELbTXc4929K1le0MDX3AWEdZI/Z/cwPElO58cRFysMuWyKuBTtYYyRnWITFnlwcaRP8nCV8saOIS/xLObl25Zz4yIbDYRoaGliwYAEpKZNmCyXErgJUSsn3vvc9z9/+9rdnnnU7nBVr3Ig2NxNHEp8a0SCn9QojP3HjjjW8YDIalhx12mDmZwnOMrKwsTCYTW7ZsYfHixbNeuGI2nmfly7Weo6pzHPxo2cdfCJnzjXqyPppR1tKlex4KBH08jNFJSUli8eDHBYJC2tjai0Sjz5s0jLS0NngCECPMZmxXtY5illU1SZ12lJlkFRvNWMXlFOpAFBRIHkD+rCMEW/8MlweSPTXzQBIWIsJocG+hIen+yE9dDBECcr+hr6Vsvy/4lNC7YiFMzx59BhDPJDXRUA//fcvJJVZNu3KBk8/h6UU877+vwV52X4jnNzbX8qXClZSVJqct53T4/X62bt3K4sWLMZkSK6ybjvEC9MEHHxx57LHH/u10Or8upVTvN6Vx4LGfntMhUw95h3Kex1yOl9LlcruNvuOGGpnXr1oVnq0LdbrdTVVVFfX09Xm/iwkUJy4srubHiDB7eejSrneuMm12Wk856C6vaJuJqVFDEz036z2UxlZSWVlZUMDAxQV1dHT08Pf45twotyr9LUAeU/L12qsnXnnzfBr3pUUlAkHv16ZuO4ZCWKQym6FOdgUjQN4ikbFY6uMWXzWUMqZfVn8uKeMoqiVOwvb+WNu74yEnJ0B91M1Ko7puZmPs6AuSKk0ICee0zeOP7cdz7eLPUZYzN8JzYGCAlpYWlixZknThOUZeXh6//e1vn/X/6059edTqdX9GEp4YqhFT3bx9Hi3xqzBgppVcIcdTNN9/8hslkWnLxxRfPiiu02WxmyZIlNDU1nkZubS26usty4RLCYLXy19gSW9ZSztu4jnlvops2srDJ8PKmY+AHHJDxu7PhdSkm/u5/hhi4uMZfxnZHEXQ5YEI3UStg0oq5AHcJmVtXTMxAok3tbainFGRv674tMlPgZG/S9lKh0i8Z93WMGR+xhraeQanDk94nNfrpbOzkytDhfxPyiaezlGWjwswGFP2PdsVVyTA6X0lrO5J46ziwykpS46onQkdHR2EQiFqna2tnLV9cSsn111/vefzxx19yOp3nasJTQzUHeORTE58aCTEqQFfdcMMNr0cikWWXX375rAhQvV5PnTU0NbW1t7Nixg/Ly8jmx6KktrGBRTjG1297jj2nwzLweVTeJ73CEquiYEILN2R5+nL2FzICBczuLnyQ6aeSvLxdv5bmIzCNhVe4toDPsVrW816NimU1YVbVNwBA7Kq8gDOmXH5wA50RQ6dImLz3aUv0FZnRxv9+Miewe9HJBKhp6eH4eFhUlJSqKioYIFhEVf11oEKAbktOsgRxkLWh3sUz6GPwYX9hZxrXsSJnSw6es05YsViMrVu3kpmZSUlJyaytI6Xkf/7nfzyPP/748y6X6zxNeGpoqEc7dtdImNEj+ON+/OMfnb7z//vuVl/zOgLKyMlJTU2loaCAaTU6O2nSYjCbOqjmW/7V8nv/dcjBlw7u5TM2ILKx8lyNV7+d+nPgBgwBLhoYWt3FHTxIgpyvcbK7mmaQHzPFPr/7wB5f2yF2Vbic3xEY9Z6XtiATadsrEpEWU/4248n5Cp8cxFF8ixbJ31eSrmzCK+5uZn09HRqa2spLy/HaDRiEDouT1mqaO3x9ERHFLX7BDjYk8JDzqXcnWXEqqxcfOmfCMxQKsWXLFubNm0d+/uxFWaWUXH311Z7HH3/8GU14aiSVOTx2F0KcJ4R4UwgxJIQYnEUJ8IIS4Sgih6A9WCHGKEOIlIYRbCOETQmwRQvxICDHjYJQW+dRQxFgR0q233vqSx+M55Ac/+IHyn8N405OTkYLPZ2LJlC5WVlbPeE36M0pxCrsz6HEtbS3imp577K1om7dk9ET/gaNJRJmrG6Maze26gngI3ZQ2zMHsIS1nFaTz7VHWn0mvw8W9S7m4F+x4CyXEiADBWpvQGURSIVi0/AptPjiyW+rj5oAIW/nVvPJVGz8v5ZGLmDFzs+llHg8Hnp6eohGo2RkZFBVVTWpqLs0ZSk/9bynqOJ+jLaYh6NNRbwdmrmjnQWZIz3f6yzk9bzErqhbNaeOA4eFh2traZr0oMRqNcskllwy98MIL/3S5XJdoVe0aSWWO/mSEEPcBnVxL32XsFCAMnAvcCJwohzk7kTZUQ4nrgTiAKvA4MAMcBtwOnCyFOlFJOe0PUxKeGYkZtmE686667nnuzq6vrMb37zm9TZinzYbDZqa2tpamoiLy9vTvJAId6J6biKFawMVLFy67s8mr6V5+Y5pr1xFGDnnag5Tvf7v+XBKYREwxvhnaQ/QQ1pQz+d7iijz2eiw+HiusJc00tkRmLyX+3T4pzCXn44BhT6YRhUHnMla9HiWaN+AXkKFsTaVpAgAv0YKXEDFPkN7eXsLhMGlpaVRUVMxIWBXp7ZxlXcjf/ZNHUGfCjsgQnRnTT5rDqJJzfl8/ZxgWcvPyQOW+l2tHRQSAQYMmSJbMqeAOBAF/4whcGP/roowddLtcPNeGpkVQEnc1I0JIT4EnHh2QusklJuG308H3gNOAu4BrhnhvMdCvwC8AEnSCnfG33cDjwHrAJ+Bnxnurm0Y3cNnVUgpwy6X66wnnnji0S9/+ctD4bDyiuzpMBgM1NbW4vf72bZtG3P5emCzWPlK7QncZzmD+7ccQvXAn1B6CP+JYxTmPY4SJ8lACfdyHzVEeK+/g5zVNPFfYy+k9BVxUV8w3/ZmUh/Uk7l4k2W5U3gWnW2FLnUjUG6GadMiE46FWe0qFEZOsk1PSncFlTGa/Uv8/AwABlZWXU1NRQXFyckKi7MmV5wuvvSnfMyxGmnwskvkHDMUBp/cCzjrvmf4/TaI+ZUeEYiEerq6jCbzSxaNLuR1sHBQY499lj3hg0bbnY6nTdowlNjnH+aHox9/MCY8AaSUDuBbo5/ekMDx+w3EpfOdY8JzdL4R4CIgBlwphJj2rbwW+dRQzWjI/sqcnJyunE0888XsvvPBCZrIMnieitLSU4eFhNm/eTGVlJRaLuqPtRCjLKeKK7EJWdizgxe56fjt/627H3GWkncxkHq17rGZoUCzi3NcyfKzqo8afSGhnmMxE7XwlaCCN5R4zwkTFAcJrbTUmqhQ6hrFApGyv9KBurnVyU+lY3tGVGemrCVfvSIadsRpIb0HO7K5OChLBCwPqufBxZuZ0CfwhkKHBHGOM5UTI0hm3qV7TIbnwm6sGPDvEjpe6DNzzdB8Tpm3hEWLS+b0iB3A4/GwY8cOFi1aNOspN93d3Zxwwgn9XV1dV3g8nidnndTGNA5tZ/jMSQhQDhwAh4O+7Pi+lfEMI0QXMA44A3plmPhNw6uinj00w33YhxLvA0cBpwP9NNZ8mnPjWSRl9f388yMjK6jjzyyLteffXVrJycnFlbKy0tjZqaGpqamsjPz2c219oVIQSHli5mRWQRh7Vun5MXoNn5XsR2vMR49u4XjVOUtjjFWaKSU/FAa9d4h0MFzJg/P4UEvYXHYxGXhbFKlnn7CvKbz0GKMnENvlZlicZVTczDMfuwrxqfyubNQrE5/DoQip0oxHJF45HiRKNTk07mI2b4wKatx2VrlzsUeN9JlCnvJzbyytFfchxX+KzbCVMFKPC43shBN9KWcY1Q68pGj9Gn/SzyjSPdaEuAHJCeq51l7M6cyGHHbx4nzoqJxtPZ2YnP52PJkiWzvv7WrVtZvXq1q6ur6+xIJLJuVhfTOMCZE6/Og0Y/1kkpJ7sZbyAuPg9inGvEJVAE2wC2lbJlivqNH59PEp8bcMTg4+EebzeY4/PDD//Lqq69ml5WVzdpaBoOBmpoa2tvbGRgYnYMGCBXP6AmkwGFi9cCXHBJZwTPOHPGtqYX3ZCOcb1B+DNtLHq+xQNUflwDwcfNqjMypgiynEFuJRnMmtMcHjEypnBTAwI3IR5R4yw1RTGkKrcuigN5Q5cagICRp3S0YKiWCpNemW2RbnYaA/rqHHbOWIwnB3vMSEAX5e2sPn63cAfhKYzfBwiwjjZOpGLSa6bjfFsNNwy/hVeqS3v5OOSiMGLma/35fNZazmeWnr8BgmPuXiXA4zLZt28jOzqaysnLW19uwYQNnnnlmT09Pz8lSSuWtxDQ0ZsrsHyDMH/04VZu+9l2unncl87VNcM+P5NPGpkXR8Pt8LQojTjj766H+98MILeUuXqreDmQwhBGVlZXg8HrZs2UJFRQV2u33Wn1psIq8XKFxYfwwne5dRt3Ua7pZWysjJVvawfUNHHfYyRgenX9+skr5t8vD5arW2NCZZHzFwRSiN9ne5SVhoXU24f4JH2YHnvwUxG7qTCpSidXflc2qFg2I2pjpsFHfQxKPBYOGsxkgc9OCkZqjWW8k9nHng9OIzYlYS6Mq8ZmuM/N162Ie9H2ieI6UiI5vuPM4xVTGCTXL5zSdZTxut5uuri4WLVo0J3v497//nHbvgggs6nE7n8VLK1llfUEPjw54XEbeqPa6zCCHGH489JKV8aNznYy+EU7UKHKtGnUk7uqTOp4lPnjVlBSvm+EOLY1atXv/rEE08UHX/88bP6Pi81NZUlS5bQ3NyM2WymtLR0znPT0lJSObLmYEZGRmhsnbCQlJYWSkpKERaiXEH/iY3V7g4uaQgAAIABJREFUiVj5ZDjx7kJ+nWS9KcAmQ5BwbRcSSdGImcMGns1jYZccgdYSIssPmZUvaEJ32AP4J7Kemy3+cGuVj9XrlP3NzyMREnT1Tg3qKRywsH86gJGBDj46gnLkp96jBv5/Sz1tbDPJFKl8L8XIi32vwtpyr22wS40r5ckfi0RXRc6C7kJGMJp1QfNGdWZrsSi8V2n/v3OdjX7GH/+859D1113XbPL5TpOStk3/QgNDfVIKU/Z03vY02jiU2PWkFJuFUKsPPfcc1/5yU9+nUnHFFVfMSjekMXQ6HZWVlbjd7p2eoGbzrC45IXa7ndraWoaHh2lsbMRms1FaWjpjEfp/bFbUXnI8ntYMlvDvlG9Spqcy28cloTlJnapDO1HEdcCTk+0xUeuyc0J9PetiIDkGYGA6zn60pHqzWGGabjqAhncf9JNS7eQqdMuKbEBNn9Bo7xZLLIl0p2yIwBHTEkfaYQW1IHeanAidsSnjAw24WHHGz0KfT77MLDnB3RzGPMUjQdYZsxNyK/THtFxgbuQkwwlrK5aQYpt1qx6p2WsqGiuTi6i0Sjf//73PY8++uiHLpfrn86PVuhoa+xNjv9NTVf+O/bHN5J1zUufTxKfGrCKl7BFCHHLLLbf8dcOGDcf97ne/S5tti5asrCxSnU1PZtm0bGRkZFBUVzep6k5GWlkZtbS0ej4empiZMJhOlpaWYTBOE10aRSNWFRgDRATNTn45MzZTmn8gIcKSEcKW7eZFxfcQnpQQMFPhN3eg4j5AgwGPUzRIBhgngIMSxC9Jj9dJm8OC1BhkwRvMYofkOMnyOhRdUyF/NxpGCLjQUxrTGCXOtKjOvKkniJhJkvqMaPHIOJfTFRKhkWU4HCMT0oCbMwexmtK3HppnPhmKxSfEo59qxCfEbZemE585IT0XD8zjWHMxJ1Yv32ORToib6re2thKJROakqAjiJvVnnnnmYH19n/SMul+s6rWuRxn5K6+jHqQovxvrStk5xza7zlSZjPqFZmGnMBUIIkZOTc3NFRcW3n3/++czsbOUtnHxPB4XDgcrlYuHDhHsthG8Pv99PeHs/HLi0tnfBF/106OIo1qtYxRw3oNhbhjyn3rly5QscGk7JandwM6/PxoQr/OWCxGMBgkGAoyHPTSHxzBE/bjiwQJxsIEibKdAQYn8c6UQEmfgc6ciYuhLF4rPm/8n2D8gYowQwy2idBOkX0QZ1MXw6ORulf0Apalm2hdvV/Q1A6yilHVT5uJPTTU5NHCV4vEAQRmhtPdhnnLHdRXCJ38hlQ6UclVLCqgVL59wgflfGop2lpaVkZCh0+E+Q5uZmTjnllH6n03nN8PDw43OyqIbGnHkAIUUK8ACgEZExU8S6E6ACKgWOklG9PM58JGCTeC27hRBXvQoi3iFe7f11KuZsd06eu1cSnxlxins9lOz8vLW/Pss8/mLlmyZE7WDIfDNDc3Y7fbKS4unvNc0In209bWRigUorCwkMzMzJ3Pnc9aHkV5n0QjAyoEFbNimrLtQHEn2ykH6hbIoXgWZtHCt4tU/y1/4D5OLwK80FvBEde+Ezx3bW8Ob7UOK1jXonBNFDOmdcVLUrS8ljM05lg0dp4CqqUVeHcOPQW9wx8j4Qd3M53GPnK75ijsws55CyKlWFcMkgFouxnfXv851tRUTFnDhX/+c9/Yueff36vw+E4XUq5cU4W1dDYgwghPgQOBi6QUv55l+eOI94esxeYN5MTnACHEP4AvArdIKW/b5bkKYBvxHnP5Usopiw60Dkcac4rP53u2ra1t1Yknntj+1FNPKffySQCj0cjinxYt39of3+ZQfjSZrPwsXLqS6uhqfz0ddXR0dHR04oh7+Rp3q+U3TdF+ajuJUi2LhCXHxqYYRlBu+nx/TKo72RmKQA5fmG20bN5tXwFI2qxgN8M2UZKVEdX3flsca1nMeyTuPag0/lsIqaPS48BwcH2bJlnC/n5+SxcuHBOhKeUkrvvvtv/ta99bYvD4ThYE54aBxB3jH68UwixcOxBIUQecP/op78YLzyFEFcLnIRqFEJ8Sq2PXEj+A+oEQ4rBxY+zAGuKa8v7phCdoOZ8aewApZaMQYsU3v/nNFzZu3Ljk1ltvTZmLnaGR2djYZGRm0tLRgMBgoLy/fI8bZY+h0OubNm8e8efMYHBzk46YmrjJU8JeSVvqsyvwahRTUDyivnugYoyTLSqWJ8hdIm6aN4Ue5VGdWpS9/LjdrpMSirPQlMYjafCGtp5AYV3Y4GPUN83LmFh+QKPr/wnUFLn2HZsMiKRCC0tLZhMJpYuXTpnpw/BYJALL7xw6NVXX33R5XKdL6VU/s5GQ2MfQ0r5pBDiAeKtnNDcLIV4GwsCJQBrwFHDvLsNyiBvK73a8JKXcIIS4AbgTeEcI8Srxo/jjgDzgPeBHM9mbJj419ghSnygEhxDG/+93v7v/www/PeeKJJzLmospVr9dTWVnJ8PAwdXV1FBUVMVf5p1ORkZHBcRmHcmRoGWd1n1PNRoIN/ZbbzRn7/zkKcmbDMU8LHUXWvrwa7uoD0fJWRT6+KyGdEp27vqRGrqrtiLjZVscv36aKLnYeaRNuMx4XCYuu4WNoy08h97J08v6uZ4QwXncbyKnSQHKSU9PT0MDAxQUVExp8VNPT09nHbaae72n9vY73G73XVqPdo0DESnllaO5mFcRF4l6oJF4pPKBRAvupJS/FEJ8AnwPWAlYgO3Ab4FfSylnZNWiniU8NYGcy8Q+BbwCFQBPwIynl87O1ppQyAlyemZn53vLly3+xdu3anGXLls3Wcp8iLS2NJUuW0NXVnRV1dHQsWLNjjBUkAJpOJYxes4Bi5nHMH+3hzaz2bRC//V9hKa/r0eZxpA+kwvgJdAS7L8PQXTYHanY3c1kc+wimN3AH3QGL+VKiSiyigqztM0cSUrp7xGSkmv28W7jkY+0jv4U9F2Osv++/vxEi1so59Fn7Lk3Vh6Ph9bWVgoKCqitrZ3TtV988cXYRRdd5Orr6/taKBR6ZU4X34vZE/d5jT2PlPL/mKbd5bhrnbwVuneaafwP/VrMnLedzFhFCGIUQJwoh7hJCfCCEGBZChIQQXUKIJ4UQxydjzLixfxRCyCn+TRiUnEUKYgReBi4GfA58HPgSeFkIcNNGYZDIwMPCH7du3r1q9enXLvffeG5irAIUQguLiYiorK2ltbWXHnjh3EYnuH64oQgoLMXM5ZfBw/Wfgl1g6fxcN1R3BZSzk5/kmqlCW0DCjrpz6GWS/YplPnta1efCqPnfAZVRj7DAXXHwR0oK3Yaz9opYqfDnmFe3rqB39T/i/PCf+Oc6tf4WVU9nam7vzH5XRIsu5QQiUTYnunUrTqeT2tpacnNz52ztcDjMd7/73ZFvfOMbH/b09CyfK+EphLhGCPE3IUSDEKJfCBEWQriEEC8LnIb4uJsgzEEJUCSG+LYR4dDTHLjZ6nz57mrX2yfu8hsZ4tMjn7HIc8J/R//cC64ibL9YAXwK+JIT4nqZTyZpVjduVtoHmCx3smeAziORorgOVSynYAIcRrwGrgQmDWE/SllA1CiKW33377H55//vlTH3/8n8Yz09KnMJpOH0Wikurp651F8fn4+eXl5c7L2TDAYDKwoqWQFlZwX8HN+dxOfBLp419rLs4W9DFningqvKW0hTSJ34rMyxsVmoE//zVeR8SqSqyGdIFwGUWwgNe9W9+ejEQzZW+lH+c3idVgbwk0n8iHrEnO8LGnm1sCfXwmr2b5+b34Jugq9SuPMImfsoJ2FR8PxJBSklnZyfDw8NzfsQO0N7ezhlnnOHu6uq6nv6+v75Y59u/8AfGcty3AO8Tv2WXACcTz684WQnxxlz19C/i2ijX3ufu8hsYYmvicXWLAP4B7pJRvnjn9CCHEu8BhwkxDiNSnlayrG7MrDUso/zmSDQgg9cCXxvrA7TQqllDEhxA7iHmBzwqgP2XlpaWlfnXb58+T1///vfc1eunPr4MZmMHcU7HA42b95MWVkZaWkzz72bC6wWK8dWrOBYVnChz8t7XY00BHtZnb3XgjmXQpPLIPVPll5uGmWyUd8oJECGmor1mQB9Cjfh0eJUL3zEqyFQlPiMyxnMjWyhx6GkIOXjHn1stTJV14zImlFAwQ4Am2cDGzH9RyuVz09vYyb948SkpKph+QZJ5++unIFVdc4XS5XF+ORCJT+hXOnEl8BNkopP9XZQQhRC7wCnAlcADwy7uktwK+AD4hHIP9APPgwU/bJ+7yGBmjic1aRUr4KvDrJc38VnQqwGLgG+DrymdIxKlgLZwEsTPFcMbE7CGgkxPDz8uBDivdNPP/257373u2XXX3+9da6qY4UQFBQUnkJeXR3t7O52dnVRUVOwV+aC7kmJL4YQFh3ACcJHfx4ft2zlTOqkLDfMv3SA7DJEJW0FORSBFXeR0nT+Z7Avh1Iabu/jY1ff4QVmnAL5Qf31sViF9dDBYPpHCiq4CUmIH19mauLG3Bo6DT0njuZ8Osik+Pnx0NbWxtZWVlz1o99PMFgkGuvvXb4qaee2uR0Os+SUqp796UQKeVbkzxeJ4S4D7iNeITxkXHPPTz+n2ln+3u1193mNAxtNfO5Zxo45EnnXqWTMVIwlZH3KVkEIMR8oJ25CO+dIKbcLIZbffffd977wwgtnnP/nkk5k5OerMtxNBp9NRXl5OOBxmx44dCCEoLy/f411hJsNmtXFs1RKOJZ73dll3B5+4umgJeng9nNsj7Rj8j0/Y9l2w39qvax57M9wTw6dQ66QiKZBotQrmGmaw7065k+g0c7cqmdiSdmIB3s/p4YNF2nwnqJFUMSSpfgQ3p4ny7VbTt3JRAIsGPHDiwWCzU1NXvEsqy5uZkzzjij3+l0/rq/v//OvbiafeydnzIyqgGeJvfI+r3HgoonPPcui0Y+T5egoHfMZIcQywA44gLeA/0ySAzV2BLMAPuVwfjvQBTybwN6Snyqgn3+U2m+3ZFStW/P4Pf/hDzsknnzynr3JGo5HKykr8fj/Nzc2YTCbKysowGPbePx2j0ciSsgqWnlFUgpeRbAwNs7Glj+8gA20IeXhZD1BlDRHYJtMyzm+lSYS4P6vI9QX3kM6iLIEDFwT1kRmxgUi4+nx8zmo7vswhLWcXB/GocP5GCRerotAf6T28uzJY7dItR+IqykiA1M3ad9JjzAB0kTn8FgkMbWZqwin3ihhT7wZk1KyZs2a0I9+9COHw+H4opRyz1RWzYBRcXfF6KfPJHn6/eI+r3Fgsve+gu7nCCEKiCd5nQzzHM5ljvjHBY/VCiK9IKT91vCKlbBJCvAP8WghhBEaIV0N+Hjhxpp5ds4nP53tGCLHhggsu+OtJnJ5207P7770+f61xMq9XK4sWL8fl8bN26FYvFQllZ2R7vGDMdQghysrJYnZUFQDQapcvlZHNvB21BnDztCXt5kiC3GECVZJrpUrrcnuxsBICBFZ2AkpuLYPGwGk/It+IlQRTbOwBDL3WkcNJSFGT0efZjXnc5zcU9VMbAZvoYwk53frcTbza1arysUNhUK8ueNjXmEH/5nvZr3pcvR7wCylq6uL8847b6CpqenfnDofjm1JKdR0VkowQ4iLieZtG4qdTRxF3lfm5lHJtkpfbr+7zGgcWmvjcAwghDMCjQDrwipTyX0kans4l44vrLxN/pphHv6/ozYDnwshDiYCnlrhrjHOIGsQ8RN6BdBxy+6w1sTyKl7BFCHPfMM89c+MYbnb9z58MMPZ891FBTAZrNRU1OD1+ulqakJq9VKaWnpXi9Cx9Dr9ZQWFFJaUAjExahzoJ8tji4crkFOnGzDyic3NBxluOlIDRBP8DqsVnz6VkU8Aq16d+CRoSDht1BQVlA1ZWenOptiXgk1voNVq580sF+sKnZiY2d6UeFzqEqgIsgCBRHmET13FUwmPD4TBv7viY1+QO/rd8K0Pm+Pf1cbbwdebGkxf+G+388Y9/n7Orv778wFAq9PGeLJ8bRxAuLxogANwF3J3GN/fY+r3HgIPbeNJn9FyHEw8SLhjqAw6SUu7WxSsaYncWNNwBvAEcB9UsqrFW18L0EIUZifn7/HoqDj8Xg8dHR0YDabKS0t3WtzQmeKlBKfz0fbkINmTw+9nMQ+9eNlqGeL99H46UwP4p7D5aeQqqlCem/ssW/k8j095zVcaC3iievJf/5KPF9ERVJ4+sHKenQ3znmiZ9PjWkp2zIyiED2eQFrOhjOkaI8bHJwxarlwFTlCPTc3jXvkPxHsZYTj4f41A9zwIy2co16GZYngRYIBFjX9gnrZCv3l29jwPJpMb+ATBq4KmnR2anY26OdEyGEsALzgYuI2ynVA6dJKSfNoxBCvE48nanqOlPJJBWvuV/d5jf0bLfI5xwgh7iEuInuJH3fMRHgmPGY8UsqQEOIO4GngtMR3vXcxLgp60RtvnvPGLPRUFBUhNTaWmpgafz0dLSwtCCMrKyvbK6viZIIQgJSWFmpQKaqgA4oI0EAjQM9TH9tZenJERn+vDSh58dFg+f2AfptAcYtIQpF2pzPtW33rbo1AkitzeKLgY5fhOlIxZqhzLJCVowxvTEotCvD/Oxn0cM/bYN4UibODe30++OZeCpJw6x+EqCFAV6ihVNYOOV1nhEPr3d8wuuGdh6a38LIJNX2LQzwCJu4nnEOSsr+JGJfb2ed2uy/Yi6OduzFqG1cPfF8I0Qv8mngP7S/O4pr71X1eY/9Gi3zOIUKIu4DvAi7gneCll/WyMmWSeSuKt1EJSyuS8ou0F7E1RUIjnxrW1tRGJRCgpKWEu+tXvKaSUBINB3J5B2r19dAfcntMpBMrCSgZk0nZVcaxp5lgxsZgtmsxmTyTRlZfQaNnLJNHUZ00U+a+tqqPNO3mnIICEtpiMjpiMrnbKA8ZKMwbMYSNqIPGSCkx1/TS5chSJ15hE5LCI8h0dpzSXZRlH6hzrqqEDs9jKiaY4zPU8kzfHXCn51wD/bzW/Qkv2tp5tKSNkGH614V5pNLMtVhmIYaxL0Y7J0MIkQ30ET+Ct0kpJ8wtURv5HJ1jv7zPna+x/aOJzjhBC/BL4PtAPnCCl/GQ2xkwx15HEO2+4pZR7ruHzLCCEEKmpqRelp6f/4oEHHsg+/fTTn93jb2EgkQkdHBz6fj7y8PHJycubcA3GueYNWjudPOz83RAU5fiNZQSOlQTvFQRt5IQsp0ogNIzYMnWDBiwYAZPWYMtEsPb+u68RoiBHVRQqP/wroYIV2MqJAc15nB2/OGMMZ0mGI6TDE9ppgec9RASkRPnQVcuAR8YYjp0MT26qA4i8X+xsCAY0tHv1dM7pKNzSNDvM+AO6InJ//58cn7xNn0qjOIBVhaksUGvntoQLqsimCXUWWAA6BNu5lrJRR4JYLEZzbztvDTTxTHob/yrqSTg39W4+y3c4UvXexojFYvz+978Pn3XLLLftctHMyhBA64jZLBqBASjlhHkWSxOd+e5/X2L/Qjt3nACHEL4iLyAFg9QyFZ8JjpuHLox83nqJxnr2PU32+NEOKFyy677PdVVVVHrlmzJquiomKP7clgMDB//nyklDidTurr60lJSaG4uHivtmlSnw3YGPvV5RC/ptYfotYeoxzvJqE/zmc5aPuiMYIkJ9BjQY0QvQY8Y/QghnwV3QBAVkigQERBDEhEQnEBFqPyjjvS3qzNnzo6n06dWJT2vYTDJSIvOxJ0V8xpA8yIfcEjyGDR0NvB9q548FzWyu8STcjGCMnO3iLyzgEuxp7gFE++OADLrzwwn6Xy/Wk0+n8/r4c7dyFVcRfaweJR0Bnk/32Pq+xf7F/vgruRQghnbife93eQuIictn+uwjEriFt7vCCljI573EA84f3a0Yf+X8JfxD6ClLIHOF0IserII4985JJLLsm/n6aabUua6x/R4hBDk5+eTn5/PyMgIzc3xVszFxcX73ZH8ruJTCVEEHp3EM4Uh/kHBGM2myavZdep1nEGl+O9idquYYDEQgCam/nQyrnwRYNGDF0NPHzcaneKikmUGLCkeAUVz4uIf1/IhViufo7+/nO9/5nzuBLL7203eFwnK80tWhPIYQ4BsgA/i2ljOzy3NHE22YC/GH8vVnhWgf8fV5j/0ATn7OIEOIM4EejnnzYD10xy9NoopfyF0jGjlANrAbcQ4iPASbyd2lKgiHjP+OullC+q+Zr2BaSU64QQVQ8++OD3Hn30n0e/de++92WecccYeP4q32+1UV1cTiUTo7Oykra2NtLQ0CgsL94to6HYG1U8SVZ+aoDeqTyUyDltVnFwxt8w+jSxfEhLr9bGeAUtJpZ/I81smwh/Sc3lXAAl8qG9MHuKO6iZW6eQyiXniO8Sve4UpWkklinb/Ki0SgPPfRQ8LbbbnN7PJ7rvF7v43txl6KpWEi8bebg6L23F0glbuheM3rNc8Qtl3YihDgYuH/cnQ2PX/lwIcd3Yg1LKI8ZdU452n9fYD9j3X/H2brLG/f/Q0X8T8QYwJiSVjAH4GLgHOIz4TexY4o1enOonfGO+TUn6YyOb3ZUYjEHcKIf50+eWXP3jXXXcds2bNmqwFCxbs6a1hMBgoLy8HYGhoiObmZqSUnFBQUkJGRsc/mhu5IQuQzFlP/teumsIKaKdE+a/ylXAX+WJRKmcVWof7IvJyMGYtPIeFgVxonuQrwnGqP8rbiDJ2z/zT31JMFRYDxDBPkV7/BzTpzxmPfff5+LLrqov6+v729Op/N6KWVyqqr2DG8APyV+nz11E3FheEBeh/wAelVI+NcG4NODwCR5fNMFjY2j3eY39Aq3gSOOAQAhxTF5e3h8vvPDC/FtuucVunsynv9jIbRKNRHA4HAwMDWCwWioqK2JPpAkoo4Nc4ZpjbORlHtizj3f6pxdpXPDaeSJ3cx3PVlkNZn95q6QPey4318cso7quYAOCYvm7eMrarnqSWXOlxTXlM0YubM7iIyIiZez3GyPncAOYmWX0gWzShvnIborNoxs51rypwkX9/X18e1vf3vwlVdeaR49Ym9M2iY0NDT2Gfb4UaSGxlwgpXzL6XRWP/TQQz+pnqqpyPfLII+FoVF1RSjLR6/UUFRVRW1tLUVERPT091NfX09raSjC493e+8xJSLTwBotEkvBk2qv+5nutqSkDgKxILJucXW4SJ3gvaYuT4jFzaXcmN9FUf1Z/Pn8nbuqGni3bzJhSdAQTJMSMfhI8wdvDXpn836/nzvuuMO/dOnS7rVr117hcDgO04SnhsaBixb51DjgEEJk5eXl/Sw1NfXsu+66K+uMM87Q7a1Hn3V6vl56eHkKhEHa7ncLCwr2yi1IdTpbwgOp5DmpcwsbhqY/vp4t8HtuynDefV2lxqJMYfv4aEdQdn4ZeaUmjPTagnxKQcQylv0U5GwMDnugsoC6TQafXzdFH3zraXM8WGAT26pB7Bm9CzjWsoJX3nY5FInhDVr1oRuu+22Qb/ff6/b7f71qAG7hobGAYyW86lxwCGldAPfEkL87Iorrvh/N99882fuu+++7GOOnOWZPb203UlJSWLgw3pXG4/HQ2tpKOBzGYrFQUFDA3pI+kIxKd4BQVH2+ZswYAbWdgWKCIuy0q6w0nbw+NkCWtuNWYzUso9pg5zGnh2FAVveYAzxR102+d0Kt8RviIcCylvEm78n3tQogoP+UNfs8ZSCn5n5z//Gf3+978/MDIy8rjL5bpZSpmEijQNDY39AU18ahywSCk7gXOEENXnnHPOA5WVlcvuvfferKVLnl+7prU1IamoqqampQPwYs7e3F7/fj8FgIC8vj/T09D1WrJQ08RlLQrGQITnpFDmhVNpNam2OBBWxnLNwJms3rYlDrtnNiXwHWmJ7GVA9rSrcTNSUvWtmVJAun8TzCJla9FuPOa37c39fX95LD4fjeqAWanhoaGxk408alxwDOae/YZIcRhq1evfvCoo44qu+uuuzLnz5+/p7c2KVarlbH9hcNhXC4X3d3dQFykn5ubmzml/+R3JsFkCAkkQn2FDcmyEbN4UkuCdjm0mZvMSCnwmjnXmUBGwE0XyTnYf9y5qIaL/b2rUnkRTzLp3qN0XcGmsZ+XzChA13EmdjDznXvRO4rul3bzu7er4lpdyWnIk1NDT2NzTxqaExipTyfSHEnwU8//fTqd955577TTjst9+abb04fs0XaWzEajRQVFVFUVISUkpGREbq7uwkEAuh0OjIyMsjJyZlVnL9FkRT4DMfVRy7Be+XH0eHQDVshUP8/QJGbzqSE9h7kyOGg4C4PUsSPFyyv5Dv5u6550rhjJzdG3nJeMl4ONein7yUTCyoaPe0dlzqZTyI/WTamho7M9o4lNDYxyjJtcvCSGqHnvssTNfeOGFO4488si8n22+/PbOmpmba8XsaIcSnjudjsRiDg4Ns376dser+tLQ0srKykmrllCzx6Y+qj1qGkhT5DDotkIQOnrdv8HnRpgjyfkUPdGVR70zGgw2UK8GqOg1eL+qesTB/PZhyY0BMiOakFG+gmjxScSpwK3mqj4LYPnA7Gmvrru9u7/kVJOXu6uoaGhMQ5NfGpoTICUMgasFUI8tXbt2s+sX7/+V9XV1WV33HFH9uGHT+QLnvXei0+nIysoiKyveu0BKyfDwML29vQQCAQAsFgvp6emkp6ej1yfejFwik3PsLsEbS4L4TFLkc7DDnCEdMf91E2CI6KvwmDvdnkBM1YRwooMk+zFtZLp4tcSrupe4jwqEU8QGTR0cTIYqkmpyZi08p4YVtn5N32oU/0jKzvbe/6rpTy46RsRkND44BBE58aGlMwGgl9FThECHHoWWed9auioqIld9xxR85JJ520nz3UjEkLsFJpjBAIBBgcHaWlp2RkdNZlMO6+bztrJiRcf6gWfOWYgGY6mfkNyCnJ6dszM0iotrGOhnz8IhgTQyYyaEEAzqwnxkGeavWU5GDLFRs/nEio4mwzxtAmliNNGHDjH1kX4kiv7JRjJ/vsGrHwz9n29HRfYOUsjmpG9HQ0Dhg0MSnhsYMkVJ+QLwwqfqCCy64Iz09/Zif/vSnWV/84hd1Ot2+269hzLapnoKBg52OhUIjBwUFaW1tEya4TAAAgAElEQVSJRCKfujY1NRW73Y7ZbEYIkbQjd1vMlBzxqUuO+Bx2n60jDxDAhhITskIHSgJElwVRyo2aMQkcUiUsf4kPLEH/JcRDQTyzgYkEBSbJnbaAPAUnL/nTg5TDmn8T4TiONAGNuf6rH+eoNH5w0/4epx3CqlTE7YVUND44BFM5nX0FCIEKKkoKDgNpPJdPpVV11lv/TSnSy1jx9v7I1JKgsEgHo+HkZGRncf2Dbh4iw5cpgAtthF6bUGcthDeBDsNFQUz6P44ZdrrpjOZN0UNnhO4/OKG1QZJmipGXEmFeaoSK7BiZVrCt6CNiihAmRpcxyGaTh3ZrEI8hsar8MlMKbUkymwdYRh6fn4EzafCsoYBPj9tcxRM6D9bHYXz4eEv7IQ/2uvl+O+uNqaGhoqEYTnxoaKhFCpKWlpV1itVq/vWrVnqrTrr78+89BDD93T25ozbmcdN8nXSA3ryfOZWOBLpdRnIz1sRC8EAoEEosQIE2PQGMJlDtJvCDBiniOI3xvAbouSGM2lsMsQP8KfIZphSfEowSbD/4WDMBonNEMNqjJFqluSkQI4tRppZYtSDXicYCyGGnoxK3X0frgI4dA3pcXgO+iI7Db27mPVtrEr5LksyiCAMikIS5YBWlrEuiQTxAWSyNtlc2UvCbLYHonFkfnsNN9WzAQ+JuUcu/v76qhobFPoYlPDY0kIeIJoMcVFRXdlJ6evuy6667L+OpXv2pIZlX53sjFnPM0jbJrRtUKCPawnLWjAFtGTHjGSGTGRHjZR6Ekj1m7DJOK5qTqAUX0oYKcgLQlF6TDpQcaPniX/nn707D4+rLtsHfj+zJZlkss9ka9J9AVkUKLJJkaJAWSwKKlgRfdlEFMEFFFF/iAIKKqIoKAooXKIgnFPBFWcom4Itlh9KFNm2WJpmZJJNt9jnP74+ZiWlI0rSZOTNJ7s91zXWSmbN8J01P7vmuyXEwCoWhnQESByOZq9AYFfSFBbwjojwhCMQv6IhYMxSyY7Iifoy9tx7M17+zpj2RMh9SWYv0eTjY/nnq4sBMDnGTkXekMo/sPbWvSb1wasYeOJrtadP1DVyf2DEhHtBYZPoiwQkfqqqqqv2Gy2z51++unOr371q6XpnZTJnmmNwB57Bjimf5wDffLzxr90vi/lpseHPOvGoePcT+8HXP/XpiI46uwf/2jcz01YeXeXGs4XbnMnIuAFiCKmxG996f4JWdqPvFhljkyS3dsYHQDQN9/b9T1b6MFZCIaBwccESUBalBGVeIyFW33nrrnqX/729++09jY2HDxxRdXnnbaadaSkpJcFzFjMjXgyBHP3O2oqCAzsxAMdRQAGZretT8y9mTze6sWnxXsePv1DKP7LFpT87q1B6Q692tHS/j0ATytrIYjIRAyfRFmkqjEA9wO4X0QWXXrpped+4xvf+Mzyn5cuLLrrooqqPfOQjWV15KNuiSKAtQ2uE2xI2ZGoMd4E9M+GzuyVDQ9QBbAkOQEox6Qnld2fSze7BnKOThLai9fXMottHrjfQN3tLVP3CXqmZuBBQR0R6Yvn/1iKaZ1LyIV4jItx555JHl69evvwjAiSedndJLj/PPPL1++fPm0mzd0BwIZm/LHGrcCyMzqRAUZWJMdAHY22zM2rdGQEcdiVGILMjNo/F30ohGlnaB0r/CcM4Klm1N6xNRp5dmufJWrc09Hl+42qbszIxYmIpoDhk8hkqSbOlwC8JCL222+//bh//OMfnX7FarQevWbPG+fnPf754uvQPzVSTOwBYEpkLn7uZF3/S4lFBPUqwE4MZOV9NvBRb7JmbsWg+yv8bnPlWB1zpRc9e7iegDbw86DMs/O1t33gTgRTarE1E+YfgkyqFUs/yjAB4VkZIbbrjh43fccceXi4qKn5n7iE58oOuOMM0oOOugg5Osk9hlZVjNF4pl7j5kKnwBQHXdhpy0z4dOIWjI22TwAdMeHgH81o+bBntnj87xuD9hhe7dzRfiOAf6pqZmbbJyLKMIZPojyhqoMA7gJwl4iU3nDDDR+95557vmAYxsEf/vCHnbWeddVblsccei8LCDI5amaJM1nwikbnwactgwHMFi4HSzJxrZygE7H4e/Yn1hSH/2Ira+1siO/+9nfahWbE92trT/HsmBQ5mZSJSIKIsYPonykKr2A7gPwH0iYrv77ruPePLJJ9eo6qp99tnHsWbNmspTnTjnF6vF4clrOTIZPzWDNp8WeuVZma6AoY+Fze2QA5VqIwJ5ONr+9F0UPb0PZX7YGYy29PQjF7u3wn+e8B8Cqb1IloumH4JMpzqhoH8GzqARFZ+tprr33yqquuOrOsrKx61apVhSeccILriCOOQHHxVKvVn9kwmm901nrnBVhbrni1/OZGYrxBoytTZBAuNSrxs3c3y6D1B4NkdqHvSH48/sSVkCSWa+329v+sMnBh9U1dZMlYaIKBcYPommGVXdBOAHAH4gIhUbN2780J///OfVhmEcU1lZWbJq1arC448/3nXEEUfAn6XRmtSyZrPlMTH1O+P+yZa4ysL+9ADg4Y6dDcawQsI56sjcEPLcD7ie7EvrktpAMxryIJv7e0dG1nFskBQ+MvZk9ENM0wfBJNY6raC+Ch1AMiUrlhw4YP3XPPPatVdUUqjBYdf/zxJYcddlhGa0Z7EUIAnmetiGM/MQPckm4HJLqG5O53NGexACqA/kgDCIeC5FtSs88WNx98NYTDql5jxv96dnWsBvKCqQxm9nKBFRHmH4JJpBVLUHwNrUAyJS9fbbb3/o7rvvPs0wjKMKCwtdH/jAB2TFihVly5cvt7///e/f69rRnjA42AhBLZK62Uq0G3lu9uHe6Oywogg2hvZ0Gqi8EvNUG55udWvlqV7h1Q0vUk1A/4sY/u/4bNjMznnJ6IaBpg+CSawVS1G8CDqQdExLF9+/b9HnnkkeU1NTXHxePxg/Y2kGayvycAxOKZC58JawKZCp+AnoF5d2CqTCNsjgmb5K52R8DutUWtC/VaVFzrbdj4WVH0ZwCZVzWQnAyKiaYXhk2gWSc39+ErqcSuwnayD1eDwrE4nEwQ6Ho6SxsRH777+/48ADDyxdunSpZenSpairqxtehSnTNZ+RDNZ8JiyZzXaV0RJsnLUi934QB7AwAW72wbeuGe9tATDZ1RiIdPXFLQrutKi90tu98nEGTiGhsDJ9Es9w4gdTS0tJS//zznzy9xOBz7uN3u5SLyvng8Xl9cXGxftGgR+g+pKsM+YQfmlQN1JUCdCyja+/6RkXjmRqjHrVPMe7EgnEPICIT9ksA19V78Ta9i5NRZu7kpoJBYssNlbNJZ4zdvR8X8dCWMTgM0AfJz2iIho9xg+ieg9VNUAn0JZ6rBv5mog4tm7dugD/xBJXqesAV0X5/rDK3Gg8VqsWFMNhLbBXuyzWpnJrdE6JPdBgt8bqnclwn6nYCrgKgxJF8WP87t2cog8Pdo5ZR/TONeDJQxoNAbAgIdwMhPwrjfpSiO24Pd8XiAx1GLNSXgBGLnWEUGHHbbTtX49t5u/6ubXwxtQDJg7mBNJhHR1Ag/qBNRJkmyXb4SQB2AegB15ZUVC5wlxYvFZqkznVMsSRsKVMAynCuxitVhhFSsSdoutsEisxU6xFheLFBZaYLGIWgQqya1YLKhKGNZuQQKGQtRQUQUSnCdVgyEgEgxoPBtUIRlSjmoAaCTUSCQFiVpt1yGqxDFgEfWok2gYG+jYP9PdvB7ATQEfq0c/aSyKin7GL4JKK8ICIWAE4AJQBcqa8tIx7W1MMY45EAMARgAMAggBBDJBFRfmL4JCIiIiLTZG4xZSIiIiKin3WD4JCIiIiLTMHwSERERkWkYPomIiIjINAyfRERERGQahk8iIiIiMg3DJxERERGZhuGTiIiIiEzDn8ElEREREpmH4JCIiIiLTMHwSERERkWkYPomIiIjINAyfRERERGQahk8iIiIiMg3DJxERERGZhuGTniIiIiEzD8ElEREREpmH4JCIiIiLTMHwSERERkWkYPomIiIjINAyfRERERGQahk8iIiIiMg3DJxERnERGZhuGTiIiIiEzD8ElEREREpmH4JCIiIiLTMHwSERERkWkYPomIiIjINAyfRERERGQahk8impVEnxCEi3xORrSISFJFXRWRVrstFRDTTMXwSUcaIiF1EVorIjSKyXkT6RSQqIu0icp+IHDPGMceIiE7yn0TTOdc8SkedEpE9EBlPX/pKIjHmPE5ECAP8E8AUAPwJwCoCXAawVkQ9k7AdCRETvIaqa6zIQ0QwhnIscBeDz1bSeSgW4IwL4A9ks9/wNV/e6IY5YBuGKC0x4KYB8AWwEs1lE3LRH5FYCLAIQBPAkgBmAlnABeABwCcrqrGqGOuBvBlAAeqakvqOQuAZgAPquole/bOiYhosmy5LgARzSgGgPsB3KSqz418QUQ+nBeBuAFeJyFOq+hQAqOpGAOeMd0IR2ZD68vdjBM9PIBk8OwEcrapbUs/XAHgKwGlIhsybRhxjTR1znWzp4psphiEgzgDl78b6JiGiS2OxORBmjqutU9fTRwTP12r0A7kh9u2Yy5xORw5Gs9UyMOHakb6W2nl6eDZ+paXQC+mPr2ilHN7/sDqALw2BjnmwNg52TKRkREe4fhk4jM9GpqO9naxS+ktv9Q1V1CoYjMnAXAwgCiAv44+UFWfAdAOoBbAYSNecqe2naPONx/APABPT7JsRES0Fxg+ichMi1Pbjt3tKCJOAJ9KnfXv7GLukBwa9raqhcU7zn1H7AkC6qX3hqH2vQTKsPrK7shER0d5jn08iMoWI1OK/fTvvn8QhZyA5naMiLsQPh/NR2xwTnSAfN9L5Q1U0i8gKAG0TEDmAQyRrWUwCsVNXIJMpGRER7iTWfRJR1ImID8CcAnZQCeVNWHJ3FYusn9LlWNjfF6SWo7NME5BlNb16jnzwDwBoDbANwLoAjAB1X1xUmUi4iIpoA1n0Rknht8gOf1RKyYx2EhEFgE4OvXt7zNdmFT/0dMzfV4iIto91nwSUVaJyE0A/gfJAT4rVbVzN4cA/631nfFFV3xlnn3StZvEE50nXjg5M4ppERGQChk8iyhoRuRHAVwD4kAyeW3ZzSHoezrNT34410Chte2o7nd4J9GkftS0REOcbwSURZISI/BnAZgG4Ax6nqht0cknY8gAYkazbvnWC/9LRN7xORonH2WT5qXyIinyjGGTyLKOBG5DsA3APQC+IiqvrEHh/9PavsXVR0cbydVbQXwCgAHkgOIRpdhBZLziXYC4EAiIqI8nwfBJRBklItcAuBxAAMngOelaRxGpRnLKI2DiJve0a1Pb61ODlNLn8QC4JfXtdaPXdiciotyRUUslnExHtNRE5FcDa1LfrAbw9zq4bVfW6MY6/FMBPU6/vM8lr3oLkUpphAE8AiCE5sr4UwIMATlfVxJ68nDyIiyh5OtUREmVQ54utDUo+xPAPgPeETwOdT20lPr6SqF4nIvwB8CcAKAFYAG1Pn+DVrPYmI8gtrnPomIiIjINOzzSURERESmYfgkIiIiItMwfBIRERGRaRg+iYiIiMg0DJ9EREREZBqGTyIiIiIyDcMnnEREREZmG4ZOIiIiITMPwSURERESmYfgkIiIiItMwfBIRERGRaRg+iYiIiMg0DJ9EREREZBqGTyIinIiIyDcMnEREREZmG4ZOIiIiITMPwSURERESmYfgkIiIiItMwfBIRERGRaRg+iYiIiMg0DJ9EREREnZBqGTyIiIiIyDcMnEREREZmG4ZOIiIiITMPwSURERESmYfgkIiIiItMwfBIRERGRaRg+iYiIiMg0nDJ9EREREZBqGTyIiIiIyDcMnEREREZmG4ZOIiIiITMPwSURERESmYfgkIiIiItMwfBIRERGRaRg+niYiIiMg0DJ9EREREZBqGTyIiIiIyDcMnEREREZmG4ZOIiIiITMPwSURERESmYfgkIiIiItMwfBLNnciKyTER+IyKbRCQoIiERaRGRF0TkRhH5SK7LaAYReVpEVESO2YNj7kgd8/1Rzx+Ten57hotJRDTtn2XJdACLKHRH5FIC7ADgAtAN4GkAvADeAgwAcDmAFgMdHHbcdwFwA81V1u2kFJiKiaY/hk2iWEpFanAL9HMnheCuBmVU2MeN0C4KjUg4iIKCMYPolmr5MBOAG8qKo/H/2iqhoAnk09iIiIMoJ9PolmL09qn653sASJyjogokk3uANCc6tuYfswbuV+qT2SViPxCRJpFJCoiD4443ydE5Pci8raIBEQkLCLvisivnRKRxnDIM980UkYNF5CER6U4d+7qI/M8E5a8WkV+KSJuIRERkm4hcKyLOyf4MiIhoaljzSTR7taS2nK0VkP1V9axLHvAvgTgCnAygGcD+AwRGvD47avxrAfwCUAXgOwHoA3SNevxdAGMAGAE8AKADwfgAXnAfikiBypqpvHKcsJAC4DsAnAYwCaABwB4HciUq6qN47cOdXN4HkACwD4ADwEoBDAlwEcA0An8f6JniGiKGD6JZq+1AHYCqAfwqog8BuAZAK8A+I+q9o0+QFX/BeBfqRHhxQC+vpsBRychGQxPV9WBMV4/nC8AjqhpMPyEiNgDfA/AdADcBOHGcc18O4H9U9fcjjl0D4I8Avisivx55XgC/QjJ4PgHg4+nyiEgDngHUAlkzwPoiIKEPY7E40S6XC13FI1kbaAKwCcD2SI9t7ROT51Gj4qYgBuGCc4AlV/cuogAhVjavqnVUgG44+KiGucc98/Mnimjv0TgHcAlAI4JP28iDQBOA1AAsCFI8ujqu0Avr7H74yIiPYKaz6JZjFVnfQfAchE5Aslayg8iOcVSBZJN2EeIyImqes5eXuKV3U3FJCJLkGxCXwSgBP/9UGxLfb0IwKtjHPrInOKfcCGAfJGt0044GIAD+rapbRx+gqg+LSABA+URlJSKiqWP4JCKo6gsAXgCGp1g6DMmm748C+JyIn/F1V/7oXp94x3gup5vVbAJyLZDAcT+k4z7eM83x/als44rk5qW3zBNfZAYZPIqKsY7M7Ee1CVY1UnGF2FZP9PAFi9l6cLTfDaJQDOA9AB4NNIDhgqVFVRVQHwYmq/8YKpsZdlIiKiHGL4JKIxpSacX5f6n1p2FS5yR2l6gqveqaquqRka8viiD12pPbedNsM/cCV4jIqIMYfgkmqVEZKKm7rSm1LZt1PPR1HYqnXXcqU9vW0S+k1pPPZOB9DsmplA4XkQVjXO8ksMmdiMgUDJ9Es9dFIvIHETl09AsiYhOR85CczxNInzsc5UromcZ8pXH9javvFVD/T9LUXAvjNFM77HqlBTw8BsAL4tYgUj7hePYAbMnk9IiIaHwccEc1endgDnADhHRDoBvAagB8kayQPw39HiP1bVf4469gEkJ2a/OzU/aCD1/OWq2o3JuRbJUe4XAPiwiLyanuvYKJPt7diI54j5TLgJwIJKDqJpF5BkkJ7U/FsBbqWsensHrERHRGFjzSTR73Y7k3Je/QrLpe38kn+2EejeRKRXcC+JCqXj7Gsb8EcBWSNaAnA/if1GO8OTnfQ1VfBLAcwN+RXAHpY0iOSv8hgOORnCM0nY1R1J4BDAfw6de5TkXzPtwBYif92JSAioiwSVa4oR0RERETmYM0nEREREZmG4ZOIiIiITMPwSUREnRESmYfgkIiIiItMwfBIRERGRaRg+iYiIiMg0DJ9EREREZBqGTyIiIiIyDcMnEREREZmG4ZOIiIiInTMPwSURERESmYfgkIiIiItMwfBIRERGRaRg+iYiIiMg0DJ9EREREZBqGTyIiIiIyDcMnEREREZmGn4ZOIiIiITMPwSURERESmYfgkIiIiItMwfBIRERGRaRg+iYiIiMg0DJ9ENGOJiENEviciW0UkKCKvnisiqXJeLiGg2Y/gkIlOJSKOI/DIVCCMi4heRf4rISbs57iwReU5E+kRkUETWi8iXRGTM+5iIFAD4nJ4AvAPgRgFMAvAxgrYh8INPvi4iIJkdUNddlIKJZQkSWA/gHgEoAOwC8AqAWwHIANgBXq+r3xjjunVwAuAhAG8CSAGICVAFwAHgBwuqoao465GsCXARyoqi2p5ywAmgE8qKqXZOM9EhHRxBg+icgUIlIInYDOARgA3A7hMVeOp144A8HcA5QA+qqqPjzjuEwDuA9AJ4GhV3ZJ6vgbAUwD2AfBVVb1pxDFWAF0AnblfVy0eV42kA3ar6iSy9VSIimgCb3YnILKchGTy3AvhaOngCgKq+AOCHqW+/O+q4b6W2l6eDZ+qYnLgBfTH17xajm9/0BVAF4bIxyzAGwc2/fBBERTQ3DJxGZZXlq+4yqxsZ4PR0UjxSRWgAQkTkADgYQnBfDX0Qeo6jMA2pFsuj9sxEvu1LZz5P4iMh/APABP79U7ICKiKWP4JCKzlKS2/nFeTz8vAA5KfZ0enGPS2qobGOe4/o/YFgJbUduGofa9BMqw+stvSEhFRVthyXQAimjW8qe2CcV4fGRTnj9rumOC86aCZn3hequklEXgBwg4jYAQwiOer9FAArVTWyJwUnIqLMYc0nEZllXWp7Uqo5fbQvjvi6NLVN15YOTXDenwdTWNer5MwC8AeA2APcCKALwQVV9cdIlJiKijGPNJxGZQlXXicizAI4G8LiIXAzgJQA1AC4BcCaSnUyjZARjjnmjy19sJ4PSpnoeIiDKL4ZOIzHQGgL8BOBLAE6Ne+zmAowAcAqAn9Vy6VrN4gnOma0cHnMlRGIiLKIoZPIjKNqnpF5EMAjgNwLJLTIXUBWKuq60UkPQXSm6nt9tR27gSnbRy1LxER5TFOMk9EneUFEFgJ4F0A3gHpVjYpII5IDiqIAysca8S4irUjO3XmUqj5vZpmJiGjPccAREeWLr6e2t6lqFABUntRXJJTgdSDbZ70JEViAZPDsBcCAREdE0wPBJRKYRkf1FpHjUczYRuRLABUjWfP5w1GHXprbXi8iinEcd5ANyS+va60Wu7ExFRfmKzOxGZRkTuQLIG8xUkJ3svQnJlIg+ALUiu6759jONuQXIqpjCSA5VinAFYiOSXTgwBOV9VE9t8BERFNFcMnEZlGRFYDOBfAgUgugRkGsAnAXwD8SlXDExx7FoAvIbluuxXAnRgC/B/Br1noSEU0fDJ9EREREZBr2+SQiIiIi0zB8EhEREZFpGD6JiIiIyDQMn0RERERkGoZPIiIinIjINwycRERERmYbhk4iIiIhMw/BJRERERKZh+CQiIiIi0zB8EhEREZFpGD6JiIiIyDQMn0RERERknGoZPIiIiIjINwycRERERmYbhk4iIiIhMw/BJRERERKZh+CQiIiIi0zB8EhEREZFpGD6JiIiIyDQMnn0RERERkGoZPIiIiIjINwycRERERmYbhk4iIiIhMw/BJRERERKZh+CQiIiIi0zB8EhEREZFpGD6JniIiIyDQMn0RERERkGoZPIiIiIjINwycRERERmYbhk4iIiIhMw/BJRERERKax5boARDR7iYgAKALgnSj1KRnztRPIDcvphTW0VgDHqkQAwBGAg9Rgc8XVEVdW0N0VERBMS3pOJKFNExAGgFkA9gDq73d5QnWVm52OFwzDMMY048Hq+wWCx2S5LVarVaioqK4HK5jLKyMiktLZXy8nJreXm5zeVy2Ww2m1gsFrFanrcPbQCBgcblcCcMwNJFIqGEYGovFtL+/P9bb2xvv7+83AoGA9vf368DAgCUSiSCRSCQMwzASiUQCnQMxms/lFpC0cDjd3d3dvMQxjJ4AOADsBeFU1nsMfIxHRjMbwSUSTJiJ2AAsALHG5XPuVl5cfbBjGnwkQiUWW1Wh1FRUWW+vp6bWpqss6bN6+wqanJWV9fL/X19airq0N1dTVstqk1uGzcuBHLli3b6+Ojn0Si8Xi86Ojqwc+dO7Ny509ixY0dw+/bt4dbWVqOzs1PC4XAikUhE7Ha7D8Dm7u7u9aFQaAOATQBanVTUxpTdBRDSLMXwS0S5STeH1AJbY7fZlHo9nuYjsF4/HG5xOp33RokV64IEHFh1wwAGuJUuWYO7cnuXC73bBYzOlCPtXwOVnxeBxdXV1obm7Gpk2b9PXXX+9/4403Itu3b5dIJBK22+0t8Xj8Da/Xuz6RnSGwCsFlVfVkvGBHRNMfwSTSLpYLmAgAH19bWfthisRwpIjVNTU044IADHAceeGDp0qVLLUuWLEFDnQwOSu+eWWeFzIolEAjt27MDmzZuxcePG2GuvvTbw5ptvxjs6OtRqtbZEIpFnfT7fswDWq+rOnBaWniCjPMHwSzRLjBc3Fixfj6KOPLjn88MOdBx10EDweT66LOqF8CJ/jUVW0tbXh5ZdfxvPPPz/w3HPPnhVpaWhhIiYhGYPgkmqFExAbgA2VlZceXlJR8TFWblixZMq2C5ljyOXyOZWQgfeGFFwaeffbZdCDdn2NPT80AwGHwCwAaOyCei2YLhk2iGEBErUmHT5XJ9DMC8ww47TE4++eTKY445xjJ37txcFzEjplv4nHIuqYtOmTVi3bl384Ycf7n399dfVarVu6O7ufiAUCj0OYCPDKBHNVAyfRNOUiFgAvL+0tPQEl8t1nKoAFhx56qJx66qmVxxxzjGXevHk5LmF2zITwOZqqYuPGjXjyySdjDz/8cOCNN94wbDbbhu7u7r+lnwuhmhlEimikYPommERFxAljZ0NDwuUQicdShhx5q/djHPlZx7LHHWmdq2BxtJobP0VQVGzZswLp1n62J/+9vfAu+8805MRP7R2dn5RwD/4jykRDSdMXwS5TkRqSkqKvpYZWXlOTabbdGpp55a8MlPfrL0n8MMPh9VqzXXxTDcbwudo4XAYTz31FP785z/3PvHEE3GLxfJKR0fHHYlE4lFV7ct1+YiI9gTDJ1GenSY1K37eysvJTBQUFn/J4PBVnnnmm67TTTitcsmRJrouXc7MxfI6kqnj11Vdx3333Dd13333BoaGhnnf39/XcNDg7+TVW357p8RES7w/BJlCdEZHF1dfX5Npvt0/vvv3/BmjVrqk466SRLVVVVrouWV2Z7n+ByttbUVDz30UJvuMfkAACAASURBVOyPf/xjYMeOHf2hUOh3fX19d6pqR67LRkQ0FoZPohwSEY/Ln5fpsSUnJ+fPnz6+46KKLKlevXm0tLi7OddHyFsPn+Lq7u/HnP/85duuttwa6u7vbenp6bg6Hw/epn6kCuy0ZElMbwSWQyESm22+0fc7vdXy0rK5t3/vnnl5111lmO6TjnZi4wfE5Oc3Mz7rzzzuCdd945nFIvFXmtvb78JwGOqGst12YhodmP4JDJBag7OlQ0NDZdYrdbln/nMZ5yf//znixcvXpzrok07DJ97nRlXxyiuv4Le//W3fQw89FAHweEdHx80AXuL0TUSUCwyfRFkkIu7Kysov2e3280444QTnhRdeWP7BnD34wL9ZIn64YPvdePB7HunXrcPPNN3f/5z//6RscHLxxaGjoLlUdzHXZiGj2YPgkyrDUaPXD6urqnvuN0Og+97LLLyj772c/aXS5Xros2IzB8ZobX68Wtt94avPXWW4fi8fijXV1d16nqO7kuFxHNfAyfnRBkiIsXFxcWfdblcX1++fHn5N7/5zaojjzyStZwp8XgckUgEkUgE0WgU8Xh8l8dk+f1+VFdXT2pfnm802/LDb7XA4HCgsLITD4ZiVc6SOJZFI4H//93/12muv7d6+fXu7z+f7YTwef5B9Q4koWxg+iaZInRJbW1NRcbrPZTj7//POLL7jgAmdNTU2ui2UaVUUkEkEwGEQoFEIwGEQikXjPflarFQUFBSgoKIDDn4RgOhDabDVarddIhfbI1n6q6S7iNxWKIRqPDAdgwjPccY7PZ4HQ64XQ6UVRUBIfDMas+PGzduhU3n3XRT/1//+tdgPB7/k9/v/5mq7sx1uYhoZmH4JNpLInJUXV3dT5qamhZ9+9vfrjrppJNkptamqSqin0SgGBgYwODiIUCgEAMPBrKCgYDiwOZ1O2Gy2rJUlm83usVgMwWBw+BGLxZC+R4oInE4nSkpK4HK5nYLfbs1KGfBAKhXDvvffGr7/++kBfX9+/Ozo6rlDVt3NdLiKaGRg+ifaAiIjFYjnR4/H8+OCDD677n4Q9/WHnggQfmulgZFY/H0d/fj76+PoTD4eHnCwoKhoNXYWFhzmoEc9XnU1URDAYxODiIgYEBxGL/nbZV2Op0oLy+Hy+WCxWIxvWzZoqp4+umnccUVV/hbW1s3dnR0fF1V/y/X5SKi6Y3hk2gSRMRWVFT0nqdLS0quPO+64yu9///vlixYtynWxpiwejyMQCKCvrw/RaBRAsnm8tLQU5eXlKCwszHEJ3yvfBhylnQ2lfXx8GBgaGm/MLCwtRXl6OsrKyGRFI169fj29/+9vdb775ZpvX6/2GYRhPcKomItobDJ9EExCRnQpfLda7T6bzijDPOcH3rW98qra+vz3Wx9lo4HEZPTw/6+/uhqrBarSgvL0d5eTkcDkeuizcp+RY+nx6KqCIfDw8FeVWGxWFBeXo6Kiopp87Mey8aNG/Hd736399lnn/X39vZeGY1G71fV93agJSIaB8Mnn0RhEpKSiouKrBQUFF5977rkll112WXFFRUWui7XHQqEQfD4fhoaGACSbzisrK1FaWjpta+OmQ/gcnSyKRQF9fH3p6eoab7MvKylBdXT0tw2hrayuuueaavrVr1/YNDAxcEwwG7+AIeSKaDIZPohFExFFenXn5xUVHRNy+77LLyL37xiwXTaZ31WCyG7u5u9Pb2QlVRVFQEt9uN4uLiGTNqe7qGz9FUFX19ffD7n/YhGo7BaraisrERlZeW0mgbK7/fj+uuvH/zjH//Y29/ff3koFLqXNaFENBGGTyIAImJxOp2fcblcn15577rnlV1xxRXFJSUmui7VbqoqBgQF0dXUhFovBZrOhuroa5eXl07Zmc3dmSvgcLZFIoKenBz09nPUgkEigsLERtbS2cTmeuizYpXV1duPLKK/seeeSRLp/P96VEIvFErstERPmJ4ZNmNRERm812YlVVn1S9Wr15d/YMf/KDM7XbnulgTMgwDPT098Pv9MAwDLpcLNTU107Lpdm/M1PA5WigUQmdnJ0KhEGw2nGzweD8rKyvK+Bnvbtm249NJLe1566aXtnZ2dF6jq+lyXiYjyC8MnAUg2NwP4FoCzAdQB2ATgSlX9n35wWLItE5LCamprfHHXUUU033nhjxdy5c3NdpHEZhgGv14uenh6ICKqqqlBVVTWtmmczZbaEz5FinsRh8Ph8CgQBEBG63G1VVVXkdRF977TVcfPHF3Vu3bn2ts7PzIlXdnOsyzQaz8V5O0w/DZ5aJyFIAnJwBYDuAQAEsACIAzVPW+cY75MoAPAdgfgAdAKYAAgNcB3AHg7rGmOBGROwB8boLibFLV9/zVFpECnAP8AsADA1QC2Azgzda5DVfXV3b/T6UNE9q2trf31smXL3nfzzTdX7bfffrku0pgMw4Df74ff74eInwOPxoLKyMq8DhxlmY/gcyTAM+Hw+dHd3w2KxoKamBuXl5Xn7e/HMM8/gy1/+st/r9T7Z1dX1NVVtnz3WZck1EfoRkQASAb6jqDaNevwO8l9MMlr1lSCjtiwAu2cNjLkcydL4F4AUAQwDmAjgWwEoAp4vInxyfo1P88gHfHeL5jnP2vBPB+AAeqagsAiMhTAD4C4BwAM+KGJSLlNTU1Pz/ggANOvuWWW6qOPPLInXBfpPVQVPT098Hq9AIDq6mosW7ZsxvbfpD2XDpw1NTVIJBLo6upCR0cHrFYr6urqUFpamusi7mLFnihV4/fXXq9euXXvGpZdeurK6uvo33d3d16hqJNdlywURWQ7gmwAUyYqIifBeTjMSw2f2vQXgJwDWnA3gZwO0AVuzmmE8DeFVVh0Y+KSLvA/AkgI8h+Un2D+Mc/ztVvWMyhRMRK4CLANyWvlkBgKoaItIMnYM5kzpPPRMRSWlr6hbq6umuuvfbayrPPPtueb7VEoVAI7e3tiEQiqKqqwtKlSxk4abesVivq6+tRnX1+PeDyOjo4OtLa2wul0Ys6cOXmzBKiIYPXq1ZZVq1ZV/+QnP7ns5ptvPtvhcFwQjUb/keuymSlVnM3kngC4ALwFYvZtDeC+nGYnhM8tU9Xcjv59M6FHVf43z/Nsi8iskm1M+gvHD557YH0AVgMfGeG0OngDczcI2cEZH319TU/Gn16tVzrr/++rKysrJcF2mYYRjo7OxEb28vCgsL0djYiIKCglwXi6Ypm82GnxsZGAMDQ0BCam5sRi8Xg8XhQXV2dF83yDocDV155pfNzn/tc04UXXnhPbW3t611dXeeo6o5cl80knVwPYB8CpAD6R4XPP6Hs5zSwMn9NPPLXNVJNVemh358gnRWQ+gHkAns7QdUwlIhU1NTU3HXTQQavunuOOOqv333z/XRRo2NDSE1tZWqCpqamqw77775kUwoJmjuLgYS5YsgarC5/Nhw4YNcDgcaGxszIslnU+fMmYNHHnmk4sknn1xxwQUXrHe73b/1+/1Xq2o412XLFhH5IICvAbhHVR8WkUyHzxl5L6eZieFznGkndRC5MffvQBLt+WEQOAFCCZPPOvwA8Pk4f0XTzzEIAb494/hoA7QAemVKhTSYiFpfLdV59ff3Vn1113XcWaNWvyooldVeH1euH3++F0OrFw4cK8aRKlmSs9UM3j8SAcDqO1tRXRaBR1dXWorKzMdfGwncuVKeeedd6pvvPHGr/785z9fY7fbL4zFYjNuVLaIFCLZ3N6DPRsDMGvv5TSzMXzmMRH5PJL9Q+1InNpscAcAC4Eeq+sAEh549xnMbROTTqrpL04uqbhKRFwDcICJ2AIMAvgDgFAArp9OggFQT+90f//jHn51x33XWl+TDwIhaLobW1FaFQCG63m7WcYzAMA/F4/D0PVYWqwjCMXb7u6+tDW1sbRAQiAovFMry1nWq2w2+2w2WzDD/68kwoLC7F48WIYhoGOjg68/fbbKC0tRX19fU6n7LLb7bjiiiuKzj777MYLL7zwnT7W1tW92dXWdPcOa4n8IYCmAT6uqfw+Om5X3cpr5GD7z25HYdbqNOICrAPx0nP1fQ3JQ0xNIfgounBXAQkje+AwE8ISIHjTHVyRkAfgHgNgBWAM8C+ODom1u+EhGH2+3+0f7773/OPffckxdTJwWDQbS0ntEBE0NjYOG1WqcmUeDyOUCiEYDCIcDiMSCQCwxh7cgYR2SUsjgyNo8OliCAQCKCsrOw94dQwDMRinMYRCIcRiseEQOxZVhc1mQ0FBAYqKioYfs2HeVIvFgoaGBjQ0NKCvrw+bNm2C3W5HU1NTTvsc19fXn46GHHqpYt27dh77whS+sr6io+EEgELh5rGnlphMROQLAVwE8qKr3TvKwWXkvp9mD83yaTESeRrI2nc9x5Psc4pgjAfACfR7LJZgOAVaq6c5LHOwA8A+AwAL9S1Yv3ouh5SUQ+4PF4/nrJJZfUXX755c5cnh4d0rVxhYSGamppmdNN6JBLB4OAgBgYGEA6Hkb6XpIOi0+mE0+lEYWEhHA4HbLbMfNbNxDyfqop4nPI5IJIJwOIxgMIhQKDQcaIHk+3A6nSgpKYHL5ZrR/5bhcBg7duyAqqKpqSnnH5aGhoZw6aWX9q9dnu3az1+s9fbrWgqbu3a8j2R9zX1XtGPHaHUhWLrxnns8Jzjdj7+U0uzB8mmxvwueo478G4AYAD6jqnx/fguFMBrAXQrKoL9vS6+SZd21lbW3vOvffeW7XPPvvkrCyqiu7ubnR2dsLlcqGxsXFGTZMUi8XQn19eHvr4+RKPR4ecdDgdcLhdcLhcKCwtNa942a5J5VUUwGMTAwAAGBwcRi8WGXyssLERZWRnKyspmnVG1pLBZDS0sLwuEwGhsbcz5n6DPPPKOf+9znuvv6+qZlLaiI/AzJWs8vqOofRr12B/YwfKaOm1H3ncpqdGD5NloHwWQXAj2QTvFNVY7s5JH3cEiSXWYuq6rSezydfajvTg4h8Ph+qqqpQW1s77fsXRqNRnBAIB9PX1DTdZ2+324aCVD+vH53qFI1VFOBxGX18f+vv7kUgkACTDeFlZGcrLyzNWy5sriUQCbW1tnGBgYQENDAyoqKnJWlulcCyoi2wE0AnhujJeXAagBsA1AK4B3VfXcSZxzxtzLafZi+DRZBsKnBclpnlmwAalW1a5LHHY7kakk9qlq1p9fNB/lS26mq8Pv96OzsHB5JPB1Dp6piaGgIPT09GBpKrmdgt9tRnUVGB0tLSvG1mznX4HE86uAcCgeFAWlpaisrKShQVFeW4dHvHMAy0t7ejr68PjY2NyOU8uSNqQa8OnBAK/nA61oKnwOXeSu7+uqu+fxDmn/b2caHp/PJ+djkby3y2AZA3oZH0ytf1PxktkgtRI9r9+5Stfnqc9lbaff70dHRwfcbjf222+/aRU602HT5/MhHE5Op+h0OlFVVYXGxsZp9V7ykcPhGP4wAiR/3v39n/ejs7BzuE1tSUgK32z1twqjFYkFjYyMaGhrQ2tqKtra2nDXHr1ixQt5+++3qSy+99Jq1a9eeLSKfnGLmSTz5S1Xnjvba3ze6Y5vdyIoDhM++IyFEAygH8Q1Xjo147EsnlOQHgdlVNjHjt/UhOx/ToqOdtnSA5S+krqqZ9lsfgZJyJSWVl5xT777PO1+++/P2e1nT09Pdi5cycqKyunVeiMRCLw+/3o7++HqqK4nuBi1tbXTJvxMZyIy3F0BSIbRwcFBdHR0IBwOw2KxoLy8HFVVVXlby5xmsVgwd+5cGIaBlpYWtLa2nYu7cuSgpKTG1HMXFxbjttttKP/OZzxz82c9+dr3L5bp4YGDgL6YWIstm6r2caCSGzywTkYMA3DLinqX1T2x+JyNfTT6rqYakvFyG5bGZARF5BcrUKF5ITB6eP/TuSUy6NNA/AAwB6Usd5kVxqbX8A9QAMnAN9U1X9m5p1ln4hUeTyev5122mnvv+mmm0pzMQ3M0NAQtm/fjtLSUrzvfe/L+9CpqhgYGEBXVxdinsRgKCgpQXV2N+vr6vC/7TCciwwO0gGSTdiAQQHNzM+LxOAoLC1FbW5vzkeYTsVgsmDdvHhKJBHbsn2IG2tjbMnz/f9CmaVqxYIa+//rr705/+9G9qampO9nq958+g1ZHmYYbdy4lGY5/PLBORYwA8tbv9nVFVS+6enVPoQkoHTDUCQDKHrAfxJVR8c4zrzkfxUfCiSfYyqACiANiQ7u/9KVV+e+jsyh81mO8rtndt/761//2rN69WrTPyRFo1E0NzfDZrNh3rx5eT2i2TAMdHd3o7u7G4ZhoLS0FB6PJy8GB2VDvvb5nnKpQKISuri4Eg0FYrVZ4PB6Ul5fn9YeGaDSKbdu2wW635+T/iariF7/4RfhHP/pRm9frPUlVN5tangCkYr9l9pt3LicbC8El5RUQs1dXV/2/OnDkXrV27trKpqcnU66drdKLRaE5qdCYrPejJ7092+62qnqkJ1dfWMmuJpPDM1fI4Uj8fh9XoRCARgsVhQW1uLsrKyvA2iI1sI5syZY3o5X331VXz84x/39/b2nfiMQCNxh6sWJaI8xfFLeEJEaj8fz0Jo1a/a97rrrSszuB9fZ2Qm/34+5c+cON43mE1VFb28vvF4vnDMNAdXX1rAmcI82G8DlSPB5HV1cXAoEAbDYb6urqcj7/5nh6enrQ1taGOXPmmL52/MDAAM4+++zAniy++uC61POeQqQUgoklj+KS84HA4PlJdXf3HP/zhD+7jjz/e1DQ1NDSEbdu2wePxoKamxsxLT0ownGERbWxvi8TgqKirg8XjyuhtAts228DlSLBZDZ2cn+vv7UVhYiDlz5uRd7byqorW1FYODg1i4cKGpn5VNV3H777dErr7xyp9frPUVV3zLt4kQ0aQyflFMiYvF4PD+ZP3/+OQ8++GBlbW2taddOJBLYtm0bnRATz58/Pq0CXSCTQ0dGBvr4+OJ1ONDQ0zNg+nHtqNofPkUKhENrb2xGJRFBdXQ23251XteDRaBRbnt26F0+lEU1OTqU3xGzZswOrVq7t9Pt93ent7f2PahYloUhg+KWdExOXxeB5es2bNwT/+8Y9LzAx/n6Sb2BQsW5NXo4v7+frS3t0NEUFdXl9NJvfMVw+eu0su7er1eWK1WNDY25tXvdCAQQEtLCxobG01dnKSkYDOLMM88M/Pvf/34gNRo+vvujiMgMDJ+UEyKy0OPxPPazn/2s8ayzzjKtc2c4HMa7776L6upqnmFnLOhHDMNDZ2Yne3l64XC40NDTkVS1svmH4HF8sFkNraytCoRA8Hg+qq6vzYpCSqqKlpQWhUAiLnFi0ybflRVcU111wz9Mtf/nKD1+s9QVV7TLkwEU2I4ZNM53A4VtbU1Nzz4IMPeg4++GBTrpnuhxYMnBrFw4cK8mNQ7EomgtbUV0WgUtbW1qKioyIugkO8YPndPVeH1euH3++F0OtHY2JgX682nP/yNXAnKnDA8//HD8vPPO6+jq6jpRVd827cJENCaGTzKNiEhVVdVljY2N33700UdN698ZDAaxdetW1NfXo6oqn90shDwwMoLW1FXa7HY2NjSgsLMx1kaYVhs89Mzg4iLa2NogImpqacr66laqio6MDvb29WLx4sWl9nmTds2IBVq1b5/X7/eYODg++ZK5mIzMPwSaYQEYfH47nrwx/+8Al33nlnmRkjYFUV27dvRzQaxaJFni3LelN3T04OOjg4UFxejsbEx5+Uxk6oiFoshEons8ohGo3t8Lr/fj+rq6knvLyJwOBwoKCjY5WGzn2WZVTXM0GkVLSwui0SgaGxtzPp1YNBrFli1bUFFRgfr6elOu2dPTg5NOOqnn3XffvcXv939X+QeQnKCcYPinrRMTjdrsfu/zyy5dcdtllRWb8wQ8Gg3j33XfR1NSE8vLyrF9vPOnmT5/PN/xHdqYGnkgkngsHBQQSDQQSDQRiGMfyaiMBut78nADocjj3+eexpzadhGIhGo+8JvrFYbJf9bDYbioqKUFxcjJKSnkrzompENiUQCLS0tCAaDqK+vN3UQ0Fi6urrg9/uxZMkSU37m8XgcX/rSl/ofeOCB530+3+mqGsz6nRYloFwyflFUisn9tbe2jd955Z91HP/rRrM8Do6pob2/H4OAgFi9enLPaRVVFV1cXfD4fampq4Ha7nZ0zojEQi6Ovrw8DAwC41lw6HAy6XC06nE0VFRVn72Wer2T0ejw8H58HBwV3CaUFBAUpLS1FWVjZjnQqlhGNi5cycCgQDq6+tNnxR+pGg0is2bNw//XzHDbbfdFvnOd76z3efzfVhVO0y5KBEBYPikLCoonKFhRV1f318cee8y9ZMmSrF8v/QfM7MEMI6kqfD4furq6ZkToDIVCCAQC6O/vH67JLCgoQFlZGVwunV07mHjW7z6eqIhKJoL+/H/39/cOh1GazoaysDOXl5dN6Dtb0B7ZAIIA5c+bkrKVAVdHW1oZgMGhanN5lnnnlGP/WpT7V3dXWtnE7rwhNNdwyflBUul+uMhoaGXz/11FNVdXV1Wb9eOvAtWbIkZ0HA5/Ohns7NzOPxOt9Cpqujv70d3dzcikQgAoLCwEOXl5SgtLc2bPqr5MuAoFouhv78fgUBguAbY6XSiqqoKnxcXF0+7f3zAMtLe3o6+vD42NjTmbY3ZoaAhbt27FvHnzTFlG9M0338SqVau62traTlHV/2T9gkTEn8EmZV1lZ+ZVFixZ97/HHH6/M9h8wwzCwZcsWOJ1OzJkzJyd/8Pv6+tDS0jI8d+h0CR3psOn3+xGJnRCAiKC0tRWVlZc5HRE8kX8LnaKqKoaEh9PT0YGhoCKqKoqIieDweFBcX57p4k2YYxvDymPPnz8/JnhPWqim3btsFqtWLu3LlZ/z+1Y8cOHHvssf729vazw+Hwo1m9GM16Iico4J/iWV7+p6qekJEC5QDDnJ2WMiIjb7b7uoIMOOv/BBx8sz/YUQqFQCFu2bMGCBQtQUlKS1WuNd/3m5ubh0ev5tLTheMLhMLxenLwYHB4fDZnV1dd6tDz6RfA2fYwkGg/D5fBgaGhr+ebvd7mnRTB+Px7F9+3YkEgksWLAgJ31du7u7n0dHRgaVLl2b9+n6/H8cee2xPS0vL1wKBwB1ZvRjNaiKHKGT91E6i8rKqHpKZEpmP4ZMyQkSsHo/nnzlWrVp3yu9/9rjTbTbRdXV3o7u7G0qVLTW8OjsViaG5uHl4TPh8m7x6PqmJgYABdXV2IxWIoLCwcnrombLjW0o02n8DlSuqbZ6/UiFouhoKAAtbW1eV8rGg6H0dzcjMLCQsydO9f0D1mRSASbNm3C3Llzns94VYGhoCCeeeGLvhg0bbvD7/T/K6sVo1mL4ZPikDBCRQo/H8/D5559/2NVXX12SzVBjGAbefffdn4WZ2M6WXCBwaGsL8+fPztmlaVdHT0wOv1wtVRWlpKTwez7SobZuM6Ro+RwuHw+js7EQwGITVakVtnbS1KS0vz9kNBf3//Lt1LzJRuhrfZbGhqasrqzygWi+HMM8/se+655+7xer1f4lyglGkihygsU+xenbFgYPmn2EpEyt9u97vvf//6+F110UVbb2cPhMDZv3oz58+ebPkF2IBBAS0sLGhsbcz4v4lhUFYFAnAF1dXTAMA5WVlfB4PNOiK8Ceminhc6R4PI7Ozk709fXBbrejrq4u55PAj6ezsxN+vx/z5883vdbWn7/ejq6sLS5cuzWqLg2EYuOSSSwb+8pe/rPN6vWeoamz3RxFNjsghCusUw2eC4ZNmKRGpcrvdz99ynyy0LTz/99Ky2Pff29qK9vR3Lli0ztZk7Go1i69atcDqdWa9x2RuDg4Nob29HPB5HRUUFampq8mZUnerbMxPA5UjQaRUdHBwYHB1FQUICGhoa8q2VPJBLYtm0bAGDBggWm/s6Fw2Fs2rQJixcvzvpgqOuunuy7405/+dL3P5/uoqkayejGaNUQOUdhemtpJ4laGT5p9kmOL3M/feeedC0488cSs/uVpbW1FNBrFnggULTAt/qjo84nfhwoV5NSAnHo8PT6RfXFyMhoaGGTPx+WTM9PA5UjgcRnt7O8LhMCoqKlBbW5tXntdlDQ0PYtm0bPB4PampqTLtuIpHApk2b4PF49mip1b3xi1/8InTNNde87PP5PqKq4axejGYFhk+GnT9oLIlLjdruf/9Of/jQ/m6sWpadRKi8vN/UPW3qewTlz5uR01ZeRVBW9vb3o7OyE1WpFXV2dKXMgn5qPZFD7TRv77WywWNDQ05FWzfEdHB3p6erBo0SLTPqipKnbs2AFVxbx587L6wfSWW24Jf//733/Nn5/Mdq6qhrF2IZgWxZCB8xhg+aRYRkVqPx/PCPffcM3flypVZC57RaBQbN240tX+nqqK5uXl4apl8naL5OJBJob2/HwMBAXtZ85cJsDJ8jpWu+BwYGUFVVlTdzy8ZiMWzZsgVlZWWor683rUzpfqDLli3Ln6v/Z3/72t+Err7zyTZ/PdwzXg6epEMshCvv/Te0kUdu0Dp/5O0cM5R0Rqa2pqXnplltuachm8BwcnHMS2bduwzz77mNac3N/fj+3bt5u2qsruBINBtLa2wjAMNDQ0oKmpKddFojxhs9kwd+7c4VkNNmzYngMLCQjQ2NuZ0RgO73Y59990XPp8Pb731FhYtWmRKX9Xq6mo4nU689dZbWLZsWdZqXs8777zC/v7+nD/zkJz95TkQ+xABKU5L7z4s5xZpPmhQR8bjd7n/fe++9c5uamiwlJSVZaQrv7u6G1+vF0qVLTanhnMwwD27Ztg8Viwbx583JeqxgIBNDe3p4XYSJfzfaaz7GEQiG0trYikUigqakp53OHxuNxbN26FUVFnRWhsbDSlFjQWi+Gdd97J2qITO3bsgN1ux6OPPhr51re+9VqqBpR9QGmPieUQhWOKNZ+R6V3zyfBJnuyUi1R6P59933333/OOOO84CAFu3bkWmA2h6YIVZA4vSNay5mLppJFUdbjosKytDQ0NDzkNwPmP4nHF88HkdLSwtCoRDmzJmTs/XZ0/x+Pzo7O7F48WJT+oIahoGNGzeipqYGVVVVGTtvOnjW19cDAG69n9dbIVVddYO3iOwAAIABJREFUtd7n863kKHjaU2I5WFEwxfAZtjN80swlIpVut/vfd91118ITTjhhnl0SUqQCankC6sLAQDQ0NUzrXZK/X0tKCSCSCRYsW5SzoqerwQI3q6mrU1NTkRd89MxmGgUgkglgsnhng8PrxNP1QVhmFAVZG+V/n9flRXV0NEICKwWCwQEdhsNtjtdthstuGHw+GAw+GYdWHeMAy0t7ejnr68PtbW1WR8RPpFYLIbNmzcP/45nW/p+UlRUNBwWp2J08Ez75S9/Gb766qv/4/P5jlPV6JQvRLOGnWA5WFE4xfIYYPmmGEpESt9v90u9///slJ5988pg9+acaQLNVUzGeSCSCzZs3o76+3pTrjUVVhyfqnzmU5si0WiyEYDCIUCiEYDCIafe/fZxFBQUEBHA7HLqEx/UgHy3R4FBFs3LgRS5cuHQ6khmHAMAwknEon3BNhoNIpoNIqx7nMFBQVwOp1wOp0oKirK62VS91b6A053d3fOf9fa29vR39+PxYsXm/Kzbm9vnRyQSwfz58/f6Q914wTPtZz/7Wei66677l9frPVFVE1MpL80eYj1YUfjvqZ0k6GD4pJlHRBxut/uZnn/70pwetWbNmwo6HextAE4kENmzYgPnz52elj9ZoXq8XPp8PS5Ysycm8mKqKrq4u+Hw+1NbWwu12nm16GTFNVhMNh+AZ6sG2gC13RfnQjiG6E0Wkfwj7Oenym6CA4nU44HI6M1Oxmotk9Xe50MP7/7J13neGNnlf8/ryRbbpJly5Yl994nk8ZkJskkhPSF0MtSNglkKQkLyy4/lg0EWBZCWWBJgCWUJQllKUuAnJBBICEtJ7wkZSe6927ItS7Jk1ff3hyNniotkv3KZ6PM8fuYZ6erca1m693vPe873+P1+otEXtUNWnVhZ5eXkYjcZd5fG6WaSUjI+PMz8/T1lZ2Y5N6QoEAvT09GxbY5/L5WJ2dpbGxsakP3sbCc84119/nve973/veL2dmZq5Oj+JMkwhp8ZkWn2lWQQihKS4uvusjH/nIKz7ykY8kNEIkWQEabw5oaGhIeUesnlJLe3t6VJp6dwOVyMTExQUlJCcXFxXtyeV1KyeLiIoMLk/R7p5iQXiZZpDt7gWcMc4wZlvBmHpv8neRv7+B9er/Q4Ul3zKaUkGAzi9XrxeDwrGVuNRoPRaMRkMu26iUOJIqVkbGwMt9tNZWXljjg7SCnpn6+sjMzNzW5qR4k18LS0tCZdfJCo8Yfn3ufrqqxd+97vf3TI9PX39Vo83zcmP0J4hyd6i+FxMi880nJxklJSXfeetb3/q3N910U1JdOIkK0FAoREdHR0ptUeLE58HvlIWS1+tlaGiIwsJCbDbbnhKd0WiUnmbk57OPjDPs8jBfM8GzeLE+Z5hjNWyKWwHX8IOU8yjVKj2unGo6i0Sgejwe3283S0nKTs16vp7CwnEKPRuKfqSmOxGMPDw/j9fmpra8nKytr2Y5iZmVlxtkj1MrzX62VwcJDW1tYNvUCTEZ5xotEof/M3nf+N+8sknPzE3N/eNrR5vmpMboT1DkvPo1oL49Gnxmebkobi4+JMXXHDBP//sZz/L34xQ2kiAxpfdntsPDczsvbscTDAZXmqiqqqr2hDCJxWK45ud4bmSEAa+H/oCfBwJ+jsQiLAKt5y/iLBxJKqaFXKb4nf0qPczd1uy8tLTE3N4fH40FKSWZmJsXFxRgMhj1xoxEOhxkYGEAIQU1NzbZ/T7bz5tDv99Pb20trna+uav+dmhGecpaUlzj333Pmurq53e73eX2z1eNOcvAjtGZLcLYpPb1p8pjlJKCgo+Pv9+/d/6f77n7zdtRRiuJUDjc6ATyT5shXi3a0ZGxrZ5DMaJxWIMDAwQiUSoqanZ9T6dfr+fI8PDdM666PMv8ie/nj6djEVabH3h4XxYP1j+X9D58XE8u6t6H3SQ+jycYDDIzM4PH4wHAYDBQUlKy6z8HgUCA/v5+DAbDntn9n4mUxOTk5KXe7CAaDdHZ20tLScsLfZCvCM47b7eass86a7evre10kEnlwq8eb5uQkLT7T4jPNnC+Tk5LyqoaHh+4888kihCoPq4wWoz+dbWfZKZRYwEonQ2dm5I00V09PTTE1NbVsD1WaQUjLndvPkn4CDdC26e8fv4XTDANBufBw6WGXnsQPLziI9wLe1YNnO4q7KbxefRSCnxer1MTU0RDofR6/VYrdYdnN4Bfj7m5OUZHR6mqqtp2j9CJiQk8Hs+mmoOSIRwO43Q6jxGgKoRnnPHxcQ4ePDgzMjJyoZTyyJYDnpjnpENozJHmPbC2IJystPtPsbYQQB+vq6n7z+OOPm1VascQFaG5u7rYIz/iyWmNj47bWsMWzRgUFnBbuyrlNKiWvOzWP2YTrHAjwxKvhd3RCLmuS++7bsLCYuSz7zeRd/y6tpSvp1a7FXxOfxLC0tMTU1nhc/nIzMzE5vNtitvUqSUDA0NsbS0RF1d3bY6Q8TH3DY3N6c0W3y0AJ2YmFAmPON0d3dz/vnnT0xOnTh6SUg4pC5zmpEDoFIjPhbT4TLOHEULUl5WVPfzII49YUjE/3Ol04vP5OPPMM1MqPF0u10p9ZyqXn9I8mvsQejUapra3ddT6RCwseHjkyjGPEx/3d8JfBLILR5b/BKX+zwPP68aRjWi4bZzrbk9RrbuJSn/pGDSe9rLfaq+DyaUCjExMQEi4uL6PV6SktLd10HfTAYpK+vD4PBQHl5+bbdVIVCITo7O1NeBxoOnh3niiSeoqKggFee+J554giuuuGJwenr6dCnlvPIdpNmzCN0ZEsPDWwvizt7T4nN3XS3TbCtCCKPFnYrn/17/+dUqEp8/nIxaLUVhYyMzMTMqmmwwODgLQ0tKybRfIhYUFhoaGdnw05/GEw2GecgzybN88nf+yO8bueLPyRE92y8l2FUJa8+KyZK2W6LDnx2U/6uns8mZmZVFVVAcsZ0fHxcQKBAPn5+dhstm27ngVoPvV5Pa2srLpcLu91OXV0dOTkJOa9ticzMTPbt20d3dzd+vx+r1ZqS/YyPj1NZWcnc3BxWq1V5npvXAgQPccsst5ddee+1vhRDnpk3o06R5kbT4fIkihNBaLJZ7vva1r5WddtppyuMfX+PZ19cHoFSAnSinp7u6moKAAi0VdTeF6RKNR+vr6yMjIYN++fbtiiV1KyejENA89P8aTA0F+8nwmk4vrlx309QoonBZI8fP1cHiTZE9KPO7kXvMTIysqitrYWWG5Y6enpAcBqtWIymXby0AAoKiqioKCA3t5e9Ho9VVVVnKf/cCyFoampieHiYwcFBqqurlcY/usbTarWeUAOqite//vW65557bt+3v/3tbwLvVRo8zd5m5y8dnO0pafL5EsVgsN1199dWnvuUtb1Fe0OX3+0+o8ayrq1MqQOPTkaqqqrbNv3Nubo6xsbFtywBtRDgcn5vHBTp56ZpE7nhc8OpJFjMSaWcbnIjRGi+jWuZLa59xc8seZznwmjslkwmQyEY1GmZiYYGxsjPz8nfEpLS3fUrkur1dLU1ITb7ebIkSPblvGvrKxkenqarq4uZY1IxzcXZWRk0NraitPppLW1VXmN66c/n/encp59++s0mk+kpt9v9XaXB0+xRJIiXdsnj7jcfTKMco9F41f79+9/x+c9/Xnm3w9LS0oqX3vEXny7q6Onw+H1NTU1vaRzAYxG63U19fvy3CMxaL0d3djdfrpb29fceF54LXw6+OPMwNR+7mTZo/8f0AnPDySTSzJW2nrXPLZ4h63H100uSXhAeaRCXTTp3kRrVZLeXk5bW1t5OXl0dnZSXd3N4HAaiZY24fJnZKK9vZ3JyUkGBwfZjp4Bi8WC1WrF4XAcMwJ1M6zV1Z6RkUFLSwsdHR1b3sfxCCH43//9X5PNZvu8nEEJd8XOavY3Y4s8eJy0+X2IIIV5ms9m+8stf/tKkOpMSDofp6upat6t9qwLU5/PR1dVFW1vbtjRoneDwe7HY7ZWVl27LcuB4jM5P84Nk/cu3A3bw1/wn+o2SIyawImeeObSreWH/yCx/BWIyGheS6ggNEnmGIx6X2lWcZkMtHa2kpVVRVjY2M4nc4VH9GdQKPR0NDQgNFoxG63r0x7SiX5+fnU1dVht9sJBoObnirGRnVJmZiYNDQ04nU5isdhWDvcEcnNzue+++8w2m+1XQohypcHTpNmDpMXnSwghhM1qtd517733nmlVbvEQiETo6OtadHhJnswLU7XYzPDxMe3t7yjvLpZQMDAwwPT1Ne3v7jnkzSinpHB/i20/fxzunn7uGdxc/xE/M0Qe2LGaens4cpqYgkHbtvIkxFLHkvx6K5wqRfk1563zp6vZ76+nqampqYn5/HbrcznOzu7Y8dTWFhIS0sLAwMDjI8n37yWLNnZ2bS2ttLV1YXf70/qtYn6eGZnZ1NbW0tHR4fyrG5lZSU/n+9nPSoqLi+8XQuwua4M024tgedl9Kz97nLT4fIkghMiyWCz3//jHPy6pqalRGjsWi+F0OmlsbEy4nXipZAepyuZiamqKlpSXltW/BYJAjR45gMpmor6/fkVo7KSVHhnv5xjP38g7PvbyvxMH/FSwQWyXxnGkXS9Jrkajfj1LiT7yQOz+mTfs1AWnwqQ6vVUlVVRVtb28pndXp6eluWwI9Hp9OtfCedTieRSPI3nQcmQkZFBW1sbfX19+Hy+hF6TrIF8bm4uFRUVdHZ2Kn9PDx8+LD7zmc/UWCyWn4vd0K2YZudIi880nJztCCGGxWH5yww031F1wwQVK/+ZSSpxOJ/X19UkbuycqQCcnJ1lYWEj55BNYFrnx2fPbPSEJlt9Pn+2gfX3/6d7w18Ac+aO3gacPihjU+nWX9aHTJLxXODSUvJIfnQkm/ZjOZTykl0WiUSCRCKBQiGAwSnCASIRCIEg0HC4TCRSIRoNLojwmunEUJQWlpKe3s7sVgMu92Oy7W5m5CtYrVaqampwel04vV6U7ovnrVZLW1sbQ0NDuN3rOylsdnKR0WikpKSE3t7erRzqqrz3ve/Vv+Y1rzlcXFz8b8qDp9k7vMRrPtMmn8y8BzGbzP11++eWf+tGPfqR8Xl5XVxdWq3VLo/jWmgUPMDo6SjQaXfFETBXxefA6nY7Kysptr+2UnUjI5OclzUwNcn/U8fzUkt6wIcNbjZ/H4ncl1IAsB5lcP49IkV5NZfNk4M0mYzV/NqXwvdgVLS0v4n/X4CgQDBYHDDTJlGo0Gj0SCEQAiBRqNhcnISi8WClJJYLLby73pkZGSQlZVFdnY2OTk56PX6XWGTnpRIpJRMTE8zOzlJWVkZhYfLlEVslFoutzGkvL09taaOUkq6uLoqLi1ltMpuKkZmTk5OEQiHlJvSRnSISzzz57/rnnnntLKBS6X2nwNLsekXG6pPDBrQWZztvTJvNp8XmSI4Q4tamp6Q/PPfecWfXIyaGhnIbKzs5V4bK4mQIeGhtDpdJSVJWksmSTBYJDu7m4qKip2xFcxbuFktVrJKzJRN3krE7HkG3T2R2z8n9RNtSb/u3AvDPGRMLsNz4AA8UdZ5wuNCgjmQQb0vl1O9hZSH8igkiwryadCYycrKIicnh+zsbPR6nPTqdLmkRmOyEIykl4XCYpaUlAoEAfr+fYDB4TLY0KysLg8FAXl7enhemUkrGxsZwu91UV1fvyAjPnqakpZmdnUz5xTEpJX18fRqPxmPOQylntg4OD5OTkKPcSnpiY4Mwzz5wcHx8/VUq5NQuQNHsKkXG6nxPzA1oJMGfa0+Ez7fJ7ECCHyLBbLXXfddZdy4Tk5OYkQQtkJ+XgfUJUXj/Vwu92Mjo7S3Ny8rTOsnARYXFxkcHMRoNNLe3r4ieG4wnMX7F/6YdLy/6iaobW+g356cUXZgJAeS1KxZc3lobFDhy+KA20z7nYgE28rCQS1lOIdV5FowVxpTO504UIQSZmZlkZmauas0lpSQYDOL1epmYmFjp3hZCYDAYyM/PJzc3nd88IUiEE5eXl2Gw2BgcHGR0dpaamBr0++RKLzVJSUoLRaMThcFBfX58yezIhBPX19SvnDovFovzcnUV1dTVdXF3q9fksrPMdjs9m49dZbLVdeeeXdQohDUkq1LfZpdjd743SSMtKZz5MYq9V69xe/+MVLnr7rqKqUKwO12Mz09TWNjo8qwwHIG1O/3YzabUy48x8bGCAQC1NXVbauwCIfDK0v81dXVJ2SGQjJKn09RtDEaTt9M5PNvEg1+uSOo1GVqB/opefGL9Ws5sYL9Gx4HsTIoNgv0FBTQYbJTnW7ZVnG3XbPdYnLIbP58PtdrO4uJyJ1ul0FBYWYjKZdsUIzEQIhUIMDAyQkZFBdXX1tjbQRaNRurq6KCkpWXVpXCWpnPHdIKXE4HNTV1Sm3ePvwhz/s+8EPfnDTzMzMJ5QGTrNrEZmnS4q2mPmcSGc+0+xCTCbTuy+++OLDnqoWn3+9nbGyM1tZWlWFX0Ol0hMPhlC/VdXd3YzQaqa+vT9l+Vtvv2NgYHo+H2traNRu0MoWWfzMcn4mr3fUnv4znzADmGMvzexAVGOCo5w1/GY7kDxzyuY1lsnpujJzs7yrxhkYdLR/lW4SJCq8HD9WSynNwTYZtBoNBiNxmOypeFwmPn5eXp7e4lGo2RkZFBUVITJZNq1mdHMzEyamprwer04HA6sVivFxcXbnsm+tVktLSwuDg4P4fL6U1m7Hzx2psGETQtDS0oLdblc+BemLX/xi3h//+MfrdDrdvZFI5GFlgdOkn2cWkM58nIUKIltra2gf++te/Fqms94pEIjgcDtrb21MiDo9eLluvCWkrhMNhOjo6qK6u3raxnLBsnVj80NERpaWlCGaCojNE+/QM6I8nPszzXeToP/TC5ZpOD7Rk81vA8ZuByfTYVueDPC/Bg2QT2Yg8hn7Ynnicf5ew4kO+hdAduV+UyEcDiMy+XC7XYjpcRgMFBSUrIryg1WI96UND8/T21t7bYMaogzMzPDnzMwMzc3NyrOvx587DAaD8hpNeLE+/OgyGRUMDw9z1llnjU9OTu6TUm5iiG2avYTIPF1S/JetBRk3npjOfaXYPQohsi8Xy61/96ldKhaeUks7OzpQ1EAwPDx9Tp6V6FjwsZ217e3tpbm7eNnEQiUTo6+tbn8SdM9KKrFRr+3Xg2b577TdL7nGoZBApIrKhIUp0f5kC+lwuKshgsnufeyj5cOeENX/kYozsiPncTnGRkZ2Gw2bDYbUkp8Ph/Dw8OEQiH0ej1Wq3XHBhSsRtyeyWKxrHwua2pqtiVrW1xcTE5ODna7nZaWnFmXZw+NrPOPnDiGE8gyvXq+nsrKS3t5eGhoalMWtrKzkW9/6luU973nPr4QQL5fprNDJz+5cKNk2n0j6fJxkWi+XWT33qU+WnnHKK0rj9/f2UlZUl7eWZCOPj4ysXxaNRNQseYH5+noGBAdrb27dNeLpcnLjo6OqioqKC2tjbpbM8bsho4LWMT89fFHO3nrj/ysDQvzHVnebn+knlaz5jlvyML/L48xE+ahxISnngCPMpr0sZ3MxBuU6uvraW1tpaysjOnpaZxOJ/39/Ts+l/1odDodTU1NmM1mjhw5sm3jOnNzc2lunbqajoyPpKUWrsVZzUV1dHXNzc8zPqx9uEG9AUz3V6TWveY3uta997alms/mjSgOn2YVs0WD+JDCZnTy+7n0QYjca3HT58+L9+85vfmFRmMiYnJ4lEIinx7ZuenmZxcZH1pi5tdQl+cnISr9dLfX39tmR4nwuEwvb29GAwGysrKtrTP3y7188rZO5N+3aHFWh79bO0xjxkyo7yuNUB5cZiOaJDfL0ZYlC8e27mtnWTz0isSL4KvIZ5APJX1sW2U3LbsnSiAQYHx8nKWlJQwGA6WlpSkfEZsosViMgYEBpJSbuknaDNFonlM7OTsrKyjZtb7ZRV7uUko6ODsrLy1NSYtPd3Y3ValUaOxgMctppp812dHRcJqV8SlngNLsKkXmanpGSLy+6j+Xt62T0tPk8ShBBl5eXlz9rt9mKVdiBer5fx8XGampqUxYwzNzfH7OxsQstXmxWgg4ODnaDQa5SbRazE9Pc309DQNDQ1KrG2klJzr+hmPhJLLsmSgwXjzecxPajlYEeTlDUFcuiC/9IRwrTajnEzBnZzD7zoeTWg8Z55+xkZyx/VbZi+LzaDweD+Pj48RiMaxWKwUFBbuiWcnn89Hf309VVZVSS6G1nkFKu3KRZrcmNeU3UTinepV5TU6O8/EFKid1up6mpSelqSm9vL+ecc87w9PR0s5Ry96TL0yhDZJ4mnsW5RfI7sbfGZXnY/CXhhfOb/3nbbbWaVF41wOMzAwIDS2qY4CwsLTE9PJ9xtnuwSfLyjPScnZ1uEnZzyTEwqFaG9vV+apKITgRuM5Sb8uKwx/f/EMH71knmDNLJ/3efmOO7ym8ASYDYTZN1GX1H4eSy+9nJ43RaKS5uZnm5maWlpZwOBwMDg6mfC76RuTl5bFv3z5cLhf9/f0pH1kqhKChoYFgMMjIyEjCr0vGnx1MIQWtrK319fSv+raoQQtDc3ExnZ+eGE7aSob6+no997GMWi8Vyk7KgaXYXgpf8sntafJ4EGI3Gnv7/sssvaLrroImV/z/jouqamJuXLcH6/n5GREZqampLK+CQqQOPNUUVFRSnpeD2ehYUFHA4HlZWVnKSlNeLm+gov0iQnoBn8WHx2u4W1HGrh7TMvn3QGeXgKZYHV7Qb8tqWNL131uHo1GszKb3Ww209vbnS2dn54qn6E4ghKCurm6lFnQ76lStVWV8XfskDw78dcNtN2Mgr9FoaG1tpauri3A4sXrmRIl7p6qenAf+BD3wgq6qq6o1CiLOVBk6ze3iJz3ZPi889jhCiLD8//8ZvfOMbStfJ4rZAqqeixOshW1paNrXUnuJEAjcViOJ1OSktLUz7bOj4PfnZ2ln379qVsiguwfvZTwjkeI5/oq6PpmWq+8rSebw9p6PCFeZklnuY9Ff7+AJG6q0+JTDQaDgebmZurq6piensbhcKSkWSZR8vPzaWtrY2hoiLGxsZTtJ0qMd/ArvlR6nhOtzH+D+nifXzLhuZXKRTqdbaXRSmaWE5Ux2dnY209PTymJqNBp+9rOfFVoslp8IIbbPDytNmm0inLT73MPHl9ltvvdVsMKiru5ufnycWiykXb7FYjI6ODpqbm7dk17SWAI1Gozgcjm2pWQuFQtjtdgoLnC6mtrU15zd6BTBuvyTp2SVwj4ZVzhdzQ00D0CRufeT6D38wIIkfdFseSXDod9QZpcCWevX2KcUJEnk9pHmrWJWx+1tLSwuLiI3W5neno65Uvgq6HVale+qx0dHUSjav/OEsn7+S134ATgYcscHyl8iN92nPXrC76tiZKZer6e2tpbOzk7l72dFRQUul0tpprimpia9/H4yk152T7NXScVyezgcXpkFrZJ452l9nfb2S4vzjBWjcAL++vh6V/qarMTc3R1dXF83NzZvu1N0MnzGejWBZdL52tojruxvof6KIzzp0PObVnsNpazNMzHirykrPHsvUnXiO7RIS/MplU/DQbo9FoKC8vp62tbaWxZadEqNVqpaqqCofDobQk4JP8niW/z9DGP/dXs4Z9sj/DrjodXfleVs9rz8vKwWq309/dvOdbxNDY20tPTozSzml5+P4l5iS+7p7vdn9yhCiLKKiopnHQ5HsaqsZ7wztLGxUbkXZk9PD0VFRRQUFCiN29fXR3Z2Ni6Xi8bGxpT4kMaRUjIwnMIAQgurq6m3vUJZS8m+d9xGbCPPzAUFXILHs8Xm2Ah6YSHwJt8GcRc9bE7dc+hqX8QHOSnj7rbLXnu903g5RyxUnBarVSVFS07Z+/WCxGT0/PilXUVvg6j/NB7l3z+bqFHL48dpBTcyrIzMxUPqt9fHwcnKSVlZWqHJHi9XiYmJmhsbFQWc2BggIMHD6a7308ihP40SfkftxakvzDd7Z5me0nVcvvg4CClpaXKnhefo6Ch5eXnKhSdAVVUVfX19FBQUpFR4RiIRnE4nJpNp2ybCxJFS0jMxzC3P3Mcj2hk+16lLWHgCnPD/rJVOT+PH2zC5RtpD4ZJh03WfqEUJQUlJCe3s70WgUu92+7TWhGo1mxXKtu7t701nYH3NkXeEJn0Jfv5381HTw33YvNllwTXCKUlpaytLTE3JzaSZYGg4GcnByl9Z81NTV8/OMfTy+/p9k0Qoi3CSEenFEIsCCF8QoinhBDvF0IkrQGFEAVCiM8JIY4IIRaFEEEhxJAQ4odCiFMTjpPOfO498vPz3/3a1772nS9///veVFTZ6PJ6krI8Sxe1243K5lMeFFwVhY2MjY2NjKZkFD8vd+T09PTQ2Nm7rLGyAafcs9/Q9nw23ZwzxoXAAB50628NCjycU522rikUl3wtufd47ggdMeT2jbakwM8I/JHdALRCIRgsHgyk8oFCIcnDhONRtcUNy6Xi6KiohMeF0Kg0+nQ6XTo9fpjflIxEnYnkVIyMjKC1+ulpqYmpc1uq+HxeBgaGqK5nuTmpMZn30ssV/IQI6y9NXzRUiC8jykxumK+MHeLVLecov+GTUuJ0OlMy4z5eAqSqYTMWi3Hw4MG5nJ5988gop5SNKgqbZMUSWgsxnX2KZTyHEfwHXAUvA/wFh4ELAAPwKeKOUMqFaESFEJfAgUAm4gMdfniHsqUAdEgL+VUv5iw1hp8bm3EEKUlJeXH3E6ncqW2+ONOvv27VN6gl9aWqK3t5e2tjblF474MR+9n1L7VSUirMTs7y+Tk5JabpJIlEAjw2+6n+LkY4ueF0xxtz2kVuczeXUE4kvh72lqQi3M+8Xq9fbZsnjrwhcRPkCT6MlRNrbaWULC0t4fV68Xq9hEKhYz4LWq32BKEYF5BrfWbWWnaPxWJEIpETBG0wGDyhnDk+v12MwGDAYDGRmZu4Kk/fNEIlEGBwcJBqNUltbq2xeeiKEQiE6Ozupra1NqM76MUa5kB/gZ327no7jwfKx0AYD6hVy+On6IVzafnZLziN1up729Xen3OxwO09XVpfTcNzAwwKFDh4ampqaapJRBJUHTn7AiFTCUEAAAgAElEQVQi61RJxRbFZ695Q/EphHgDcAcwCZwnpex54fES4E9AC/AhKeXNCR23ED8Gn3gr8FniTlNL/wuMa4JPAp4BZwCalXPeLnhafewyr1XrXLbfc8srXve51ys6UXV1dlJeXK50AEovFnOHLkCG1tbcrHCMZiMRwOB3V1dSdkfFQK0OHhYaLR6LbWd8ZiMR7us/MbbzdfLxohoF39+3l4tpkHnH0jumJpNuXS6ExOgAih8VwezOd6Etv8Vb+GKaAMej4eFhYWVrl8hBFlZWRgMBvLy8pRkgrZa8xkXnxD6fD6/XSzAYXDnWnJwcTCYTeXl52zJmUhVLS0v09fVhMpkoLS3d1s9rd3c3ZrOZ4uK1SzUcTHOYn25hnfaP344VnnLZ5A1+eOYfLGtXXFvv9fgYGBmhtbVX6vsW73ysqKpTF/MxnPuO/+eabv+JyuT6pnLGiabUdknSqp3KL47ElIfD4FnAFcJaX8wXHPnQ/8mWVhWpZI9lMIMQFYgbOllI8e95wW8ALZQJuUn0rlurLT43DsIIc4555xz7n7wwQcLVZ0kXS4Xfr9f+RSgjo4OKisrUzLSzul0UllZyVqZ360KUCklnPT09GI3GpMf+bYXhmQnuHnqOr5j6GMwOrbutWWTjv6eaQBL5j3OsJh5OYun9nAsiPNz2zJrP5y/pneNlcAed4LByUZdRoCjEajZhMJrKyslImgFLVcCSlZHFxkYWFBbxeL1JKNBoNJpOJwsLCbc0qbhaXny8XExATV1dVrfj9SweDgIFqtdlWhNYSbc7iVMda/kVlLeMY5MGPiC57DXFB3upJjPprZ2Vk8Ho9ynlw/VN/ahUIimpibX4ODg6VLKxMdCpdlVbIf4FEKUAyNACDCt1qwmhBgFyoBzEinnEEIMAlWsLT49nQA5QIqVct/BZbUoqTcoQQugsFsvtt912mzLhGQ6HmZycpK2tTUm8OMPDw5jN5pQIz+7ubsrKyta9nsNbV1dHX1weQtACNj8ksKyvbNhulUCjEPZ1PcLvo427rbEI2GrMywHlnR3ngT4knwJ+e8WDM1OIJnJebXGOw3wlEfjayIhjNnTVw4b6M2ZqJWX0yruRKTNX9PZQnXQghBXl7eMUvI0WgUt9vN4OAg4XAYnrVaL2WymoKBgV9aRFhUVUVhYyMDAABMTE9TV1W3LcVZXVzM5OUlPTw/19fUrNx4zLHIpP9qy8AR4notjNZyOPYhzK5oyqFqXHbzab8Xq9a9YTb5b6+nqlJU2ZmZl861vfKrzqqqtuBS7e+hGm2TFS79V5n2gv/OtZxSXiSZfF5GpBILfG9wHuBG4QQRy+7C+ATLAvPuzcSnpAWn3sGk8n0j1deeaVV5Zz17u5unGhoalGaoFhYWCIVCKZmn3t/fT1FRUUKicDMCNF7DVl9fv20NHBMTE8zNzfGbEg93R2aTeu1zBYMYnc+rx+BM7iS1FYxywJG679PxIgMqFPC6aLeKMpWLqtWb2F9VS3Gg+KcRmIsTFptlsBpZrLOfm5lb8nHOMZdtWTwLaCRqOhrq6OxcVFHA4H5eXlKZ/2Bct+oHq9HqfTuWySrwnzN/yYLtb/XCciPONU2MoonGsllfHxcuf1SVVUVTqeTvLw8Zc4ZWq2W6upq+vv7qaur2/gFCXDppZdq9u/ff7pWq70oGo3+QUnQnNNtP6itj4mn8oXW2GT5u2424gWWh+jfAkBDiMSAI7Gc5I/ojlpubNiQtPvcAQghLeXn5Rz/96U8rnc0+fmpqisLBQ6UUzHA4zNDTEvn37lMWMMzIyQm5u7ooISIRkBOjS0hJdXV20trZuy/JqMBikp6eHn4uJi2tra+GK0lrumB5mNrV8TdzQeGeK8c8I8cH/iX+Mh38Y2gVat5M2WTE4tyKFt+nL2lddse5f/nbkWn02GxWLBYLMCyr+PIyAihUIisrCxKS0tTavmVDLm5uezbt4/h4eEVJwvV9dfHU1BQQGZmJs/bnj3B96/M8pRtfd/tkhOf/4xD/wcWICkF/f7/yLKUQgqamJpxOp9LmS6PRyMzMDF6vV1kpxHe/+93CnAwcO/LcQolFKuX6NTprdh2A7Mp9xvbBeob/vhX8T+mBKKV1CiFcA/wVcBbzqqKe7gL9IKRNqFHhpnpC/2OFar9Vs33XRToapsXDgcxuVyKfXPk1LS1dVFU1OT8lq/6elpotHopuovN5oFD7C4uEh3dzdtnbW3bIjwnJyfp6+ujqalpRRQXabP5av7Lk471VN4A5vzE3+8h7xKnFZ14njFpJO8u0fG9ViO/uaCBn/3jVYd75irM50NCaFp7rYDAYqK+vp7W1FavVytjYGA6Hg6GhIcLh9bu6twMhBFVVVStZve3wBs3NnzaWpsZHXO8zkhtde8k9GeH6Ri/gSlyBeSBfV1NSsCDqV6HQ6qqur6e3tVRq3pqaGgYEBZROqKisrnufbaa4sLCwv/VUnANHuRohf8OuM/70n1DoUQzcCzwKXA3wE2wMSyddMi8F0hxK0JxUo3HO1uhBCHnzj777N889NBDymo9Ozo6qKmpUZqhGRwcxGAwJJWZTASPx8P4+PiWG0zWakLyeDwMDw/T2tqa8qXknSCRCd3f3Skfy8UgpuWz2l/w+uN4qyYkc9tfx4H2JDwZ4mSWfJ6cX0CJ5uVHDa0py2G8t5GWNdXtCnaO6FCUc+n4+xsTGi0SgWiwWz2bzjdk5SymNsmVL9eQ+FQvy04898sOlJFrIixzyXqPDUIPguV/CunlfK1F4m7XjQ2NiovexgeHiY7O3vdDv5kcbvdzM/PK2tqCgaDNDU1uYaGhk6TUqYnPewhRPapkpotnVkx0FG/UcPRB4GbgTinl69bY5mbgg8BXpJT/b73dCSF0wF9Ztmc6Z5WGo0LACZQAr5BS/mm9eOnMn5y5GCKG1WCzfV9lk5HK5lNY0wfJJNRqNKheegUCAoaGhlakqW2G1DKjb7WZ0dJS2traUX4jn5+fpn6OigtrZ2zVo1IQTfMl1EtkhuafTxnEFKChP/fAzOufl4ZRY/PbWIH11+Bv9wyWHO29++J4TnXiEvnL4+mpiaam5uJRqM4nU66+noIhXZuhVQIQU1NDRaLBbvdrnRO+2pkZmbytrZX8M3usygKvLiikKjwn1KPll7x5VeEJy7WtLS0tdHZ2EolEVt1ms1RUVDA9Pc3SUuJlMBthMpkIh8P4/X4l8fR6PbfcckthnSUnJ95QETLO9CLm1n40ZfOHfqnW2idtTDK6zTZyzgFZg4HjhCSClnAN+98J/L9ooWFp87mJMJtMHn3vGOd1hVzQmORqNMTExQXl6uJB4sZ/OGh4epra1VFjMet7u7m5aWFmUZo6MFqNvtZmJiQmn81YjPng5+fn6e9vX1D0V+jy+czhrOT2keIKA0HN6rllJyWA/9Zl8Mvz67mk5edwxvPPYC1uHjHM3InMxqNnhpKSEtra2vhs6bNcP/ALftHxF2Y92zsa82iMRiNtbW2MjIwwMTGR0n3pdDre0nYB3+g5SFEgI2HhnaUTP7/k7XsP6GW6dTkdTUxOdnZ3KlrThxfrPnp4epXHjdeiqYl5++eWa9vb2M7Va7QVKAqbZPsQWnfzbm2Rf+bRNCrJVZeNlx265HvIt4vS9v3Mtvww7H9LL7LkUIYbDZbL09PT0WVZZF3d3dlJeXK+3kn7ujooLq6WmnWTEq5YiKfimyc3W5naWmJM844I6XCKz7lpLS0NKlu44iMcdbMj3kmnPh8aC2C0kdbnGZk81idYILkkX8ubbLkcbqiiobJ8z4vNvbDsfjxjeKjiJqJIMqKC14zZeKWnigus+6g0W3fsbzI+nPo7H46GxsTGl2f9oNMqdj/2B75R28/ua9eepl5DLvbyDU0m8xjtVY3zn5ubweDxUV1crizk7O4vfn71dmPv/C5KOeqamp5kTHJKbZWUT2qZK6+7cWxGFJxGT+aeB0FJjMH7V9ACiVUp5gGi2EeBQ4CHxUnSvkf68VLZz53KcXFxZ/82Mc+lq9KeHq9XnQ6nVLhOT09jdFoVC4Q+/v7KS0tTYnwdLvdaLVaTCYTn09OJi7tkWVhYoLOzk8bGxqRtbnRCw3dNF6NNwosjiqT8zBebL7RI3mzW8sN2E7deejrXXHQujVUVne1547lW+w9NEWb7RD2sld1SO8662R7k6/Au+4/gdXRPqmlGSobS0lIqKCux2+8pUqlQwOjrKWVVtnXONtO2YJ/nhqKeBh3pWU8ARWBhuozuQWFhYSDoeVNjbFPUVVlWDU1NRwxRVXWLKzs/9WScA020Pqnl90BPv/Cv18UQqzcmQkhLMA3X/jvF44WnkKIfxBCdAohjhGrwKPAOMsTjL4nhDAe9RqNEOIGloVnnBEjPdt+LCCEsVVVV9p6enmIV3ddSSux2u9LaxlAoRE9Pj3KD+qmpKYLBYEp8QhcWFlaal4QQKZkFnD8vZpMXFxWPMtjfDvyw8wJd8TyW8vQDqn2rl1EUNryszcMkpLZgLtscofzvZa5nPMFGquImJFVeTn45Bwpiufd0028IridhpLKrf9JiE+XMFmsyn3BB0aGiIjI4PS0lKi0Sg/d/yZ6xoeYz772DrNUyjhnXt6OLTHXl1Xp6urCZrNhNBo33jhB4qOC9+3bp+z8GQwG6e/vp6VFjVn+9PQ0p5xyysjU1FTdRjO1n0+w8IudUSf3vtxbkSMmGmU8AIcQ3gWuBJeAPQJjl7nQjcCfwRill9Kjt/43lGe1/kVK+/LhYFwN3nsSxAZ1k2qQ8Ap7LsFRoDPiil/K+Njiud+dyFlJSUfPHzn/98oSrbn/HxcWw2m7ITZ3zSkKpa1Dg+nn4/5+fmUCE+fz8fo6OiK8ITEbJiSIf6+AErM+//NcIhabX5C2woJr5o385myHP7rsjN56/mHTkrhnuRe5k861hSeAgKeKF7iu/SneKe7m1p88y8BA6rLyq6HVamltbcXtdjM0lJzbwnocLTzj+3lT28v5nWvcBDKEXbZgOU8lfuHpLwhOgsbGRwcFBpY1dcdN+lfZLer2enJwc3O7Ex92uh8Vi4V3veldhfn7+ntUoCpkkxW8x6JuERKqW8Dng78AxwPss2Sb3APwBvOFp4JhDrfpYN5b/Fsvh8OfBKlj3jf8pyF/yGnwhPSmc9dhxCipqmp6Qmn01mkQiyGw+EVD0tVjI6OotfrldqQRCIRnE4n7e3tymvPAoEAvb29a2Z+nVWRAw+EwnZ2dVFVVKc263L80xCWz669gvMxr4H2L1VxWtZ/SIouyfe9W9lrm8wK+z58TaiaFswfbneWTfq7jw/Gn+7i3zvPLyKoqKErsBUcX09DSzs7M0NTVt6bt4vPA8mnA4zA+d/8f7W5/k4ox6fsYbnyUbNzXYoFKKrq4v29nalGeTBwUGMRqOyzLCUciWjquI4PR4Pzc3NkxMTE/VSytRaGaTZEiJnv6Rhni5nP560JZT53K+nM5y7DarV+7eabbzarEmD9/f1KO9GDwSBer1ep8ARWMqmqhWd8ktB6Pp5bzYAGnAgGcTieNjY1KhSfAxVlVXJnduupzZUuZ3DTRxPdzL+Kdp1/0khCeew0nMwkLT53UMPL+cwDB//2lnhGs+0MiH/mWGX93lSGk95vFYLBYqKipwOBybtjBaT3gCZGRk8Lbml/Mj57n8PKpOeMKyxVNFRQX9n/f3KYsLy+M3R0VFiMTU9PUIIKioqGBkZURLPaDTy4Q9/2GQ2m9PG83uB1He772rSmc9dhBDilDPPnPPOPTzzxhFnVnbDL5VIqPuOmzionAY2MjJCVlaVc0EYiERwOR8IjMzeTAV1YWGBkZISWlha02rWnnuWwFVzRAy/TtuGLLAkQfFXxgtoJX5zZwdl17yva7U0gpiUQix/xIKZFSEovFGBkZoaqqCiEEGo0GnnU638qPVandVU9UH+C3f4MmEtj238zQeetllJzyekx3mA+8d4orLszh0sDrlnrRxgsHgStNcMs1/nGwnPo4mvSqjOUkJqBl/4fD4mJiZoaGhQFrOjo4O6ujoyMxMfFLEWwWCQ+vr6mdHR0eYXfBfT7EJEnzn5J031bC/KcbU9nPtPicxdhs9kevuuuu84+cOCAknh2u13p5J6JiQmEEJsac7kWHo+HqakppSdznWG4SsNvtNDU1JTX9JBkBOj09zfz8PI2NjSkXPD/2d/D2ud9xyUIBfx+u5ZWNL1PqXLBdSClZWlrCn5/Ph9/tZWlpatcv7aEGp0+kQQqyIzeHhYcrLy1fEaDQaJRwOE4lEiEZPLF8SQpCTk0NOTg55eXlknZmZui0D1EaKM/8RDcMNt9VKL6bz3MfXc2pnz2moPH37/GK9+VTnl5WoHOqxF3CA/0XKSZIRnHFVTnzI4nbtnW0NCgdAJSX18fxcXFylY5gsEgg4ODSoZpANx+++3hj370o7dOTU29T0nANMoROfslzVsUnn8+mxWcaBQghDl9yySV33nfffUoKiuLz0FXNb09F7Wi8zlNVzVMcKSWdnZ2Ul5djMCTfwJCIAB0fnHycYDCoblbcRgUCAn3c8wjmlTdRZ1Q0JSCXhcBiPx4Pb7V5pABFCkJWVRV5eHjk5OWRlZSV9c5RsnzWc0GiUQCOD3+/H5fASDL4rB7Oxs8vPzMRqNyjPI3+Yp3sc9CW173rMHeOC8CxPYUvK6V43zzvctncNnZbUpXINbc4wvfp5KSknXrHTcjPOPMzMzg8/mUf5/C4TAdHR1KzzHxG1uVMfv6+rBaraiw1otGnozQ3N7t6e3vTYzd3KWnxmRafuwIhhCgpKXn+z3/+c7uKu/+4tZLKpSyn00ldXZ3SDILT6aS2tlbpnqE9YPpGbTKYtLbetJ0CHhobQaDTKTKLXQ0rJ8PAwgUCA+vp6dLrkRm9uJ36/n9nZWXy+5c5unU5Hnfn4++fn5Sj83qhqO4llYt9uNx+MhFoshhFhpKtnK51IiOZVv8zwb1xHnygz0Z17LXHdiwqO0IkbsnwW/yjxPVvL74DBpL1puepwYpJT09PZhMJiyWE2uLtyI844yMjKDT6ZTdMMdxu93Mzc0pLT9SXdIUnt7pSdXN/9913x9773vf+cmJi4k1KAqZRisjdL2m+d2tBnind0+Jz917JXlqcf/DgwVJVy04jIyOUnl6ubZDM7O4vBYFAqICYmJigoKFAuPMfHx8nKytpynVd8DB5wjADt7+8nOztb+QVyNeL1cGVlZVRVnpV5gJEs4HGZmZoaFhQWklOTk5GA2m5V+9lKJEILs7Oxj/p5SSjweD2NjYwSDQTQaDQUFBRQVFSWVnGX2YkYSEJ8AZjx7ggQSFJ4Dtqw/ztNnL9eYj/HF8ivc52rii8VBKs6BCCBobG+nv7ycSiRwjMlUInT1iep97T08P8/DwFBQVbPeQVTCYTs7OzLCwskJ+vxjnAaDQyOTlJIBBQMgxDq9ViNBqZm5vbVDf9njTfeyA033HD0QxrgjUIc48kzIqVU72OXZnPs/lNkSkmLz12A1Wr90mc/+1kly+2RSASv16vMKzMWnizE+Pk57e7uSeABLS0vMz8/T2rp6F/dmWVhYYHFxUVn96PECtLe3F6PRuGrmRzVjY2N4PB5aWlp2nVbbT7/czOTnJ0tISGRkZFBcXY7PZ9oTYTAQhxEq2FpY///Pz8/T29hKNRsnNzcVqtW54I3YLiQ0HnyI9l8ew1idd4H3rTAo9e+tDK/+8vneZx8yyf6JzjTaVnUWVO7U1RbW0tw8PDjI6OUl5erkx4xqmvnr8fhcJCdna30xrS2tpYjR47Q1tamrLyitraWrq4uZdnK8vJy7HY7BQUFSX+f8vPzueqqq4557PHHnH6ezs/Pohx7d+lGmUUYSXp0nI+ll9x1GCHHGeeedd99f/vIXJR0Evb29lJaWKmtGGRgYwGw2Kyuunj5cEqBZVwWCQ7u7ulHTN9vX14fF4KC8vV96Rfzzx2tqioiLlk5c2y9LSEuPj4wQCAXJycrBarSkZnfZooO+nz6fV6V6ZwGQwGbDbbCRnHKXxU8FXCbGzJc94fXs4DrzuU0L5NBRLtU//NrMV14pMS3jRcnxruDp3Bh/Zkp74gfHh5mbm4Oi8WiTHjGideCqxSKsHzjNDIyoqyxB5ZXWnQ6nbIbUpfLRSgU2tJ7n6vf7+dSnPsXNN99MOBwG6GZ5zOL/pKcf7Q5E7n5J22+3FuTJ8vSye5rNY7PZ/uMLX/iCEuEZDAaJnRqPKhOfS0hLBYFCpd+XQ0BBlZWVKhWcsFqOrq4uWlpaUZOCklGg0GmX+fmuxsLDA0NBQ0h36qSAanjTI5OYnb7SYrK4vS0tIdFZy7BYPBsNLE5vV6GRgYIBwOU1xcTHFxMUIIbuXZhIRnUTSXJ999RsL7nbv3c8zyymvAEEPDzqjEe8bn4tH2WtzScR1721ptX1iKV3wmdTkd9fb3y73Tc8WBmZkbZTaTNZsNunt2M2m5UI5aKiIux2O1ardVM3EE888QRve9vb6Ovrw2azcfHFF0fvueeee1wu1+1bPrg0aRSSNpnfnQYQQTTab7ZRDhxLLfGzE4OAg1dXVSmLBcn1jXV2dsniLi4uEQiHls6O7u7upra1NSc1bb28v+fn5n7N+/X+kozqORUjI0NMTMzAz79u3bUeHp8/no7Oyku7ubnJwcWltbqaurSwvPVTAYDDQ2NtLa2ooQnAqfTSXdPNz9eei6h17f85mwCrsS8HU89f4lH3r5xpmQsL8h1bU/yxYF7GJkaTyh2ssSX2k855RRinsRhjY2PK95GTk4PFYmF4eFhp3PLycqampuIZwS0jhKCmpobBwUEl8WD5GEdHk29S/5//+R/OO+88n+vr6uOaaa+jo6OC73/2uNisr6+1CiK3NLU2jnpe4yXxafO4gVqv1czfeeKOSrOfS0hJCCGXCZW5unDoPBoEzQSSnp6+tTKmZhuTbSZDKRl5enNC4slxwYDIaVLInqWfDwoo9ibm4u9fX1O1I7KaVkamoKnu92Oy+Wivr6elpaWTdWevRQRQlBcXExbWxtVlVV8Y/QcvuQ4lda5tT+TtoiRx649NaH4WVng+tovnEr7ghLSSidYsRDhGT0/Pqj6qm+X4Gs/KykrC4XBKbsqKioqIRqPMz88riymEoL6+fqWWWwV5eXkrndl4qMJlMeL3epLLKP/jBD7jyyisRQvDDH/6Q//7v/yY/P5/MzEw+9KEPGU0m0z8qObg0atjqXPeTnoF40LT53CCFEeX5+/nmXXnqpkqu7yqynlJKxsTHKy9X5SY6MjFBWVqa0hsvr9eLz+ZSa3scZGRlBnr9efUHepUoAGAgHsdju1tbUUFRVtOV6yxKcFORwOhBC0tbVRXV29qxqc9hp6vZ7z60/nn1uu4OeBn1/It+8s4f8oMx10ran92LmFvYu/zgev7Ga1NPAN4Kla+zuWUl5djsViw2+1KMn1rNRdVV1fj9XpxnudYoCdgCNTU1jI6OrvjEqiArK4ucnBxmZ2eVxaytrWVgYEBZvGTGbj7++OO8+93vJiMjgzvvvJN3nvOMdxzx/7bXXZmVlZb1fCLGztTxpjiWd+UyzE1gslk//+7//e4GKzFIgEECr1SoZzwbLRfSlpaXKnsl5LS0v4/X6lY+6i0SgDAwPKJyPBsg1ULBZbs+hfhQCdm5ujv7+f9vb2bV/SjsViDA4O0tHRgcFgnoL29HYvFks5yKkSj0dBaVsd72i7nB+L13OY4xOXjJQgJVaFCHv3HxNwjGvdFeOgDdyS8XyN67uBNnK7PS8/PzaWxspKOjY8V/dTNs1NVeV1fH7Owsbrd70/tYDSEETU1NdHV1Kc3gVlRUMD4+vupErM2gn0+nIzc3d9O9/4403rkzxijsufOpTnyIjI2PlsdUcTCKRCNdccw2hUIivf/3rXHrppSdsk5ubyzXXnXGPIy8v7+00dXJo0KSAtPncAIURRdnb2q9/whjcoSQOqzHrGl7lUCUUpJb29vdTX1yuJF6erq4uGnhgblXb2zs7P4/f4NfTW3IkDHxsZWrKa2cy57LBZjaGiIjo4OCgsLaWtrw2Qybdv+X4oIIai0lHJ1n+yV8V/86brMf4pKfHCAW3Phzq9GA+MbviGUkLpC+z2up49iaar1eT3t7OyMjI5vK9iVipxT3AR0bnG2NxcTHpfaxHZmYm5eXlSjOLQohjrNRUUFlZycjIyKZEctwq6eif+fl5LrzwxalXq/UG3HHHHTgcnDg4fPsy73/3uNeP/8z//c25ubu6/CiHSyxq7hXTmM812U1RU9C8f+9jH8lUIj0AgQEZGhrLazKGhnIaVNS5OTkxQXFytdyh0bG8NsNivPGMbFZKJTS5IVoPG61/iFb7syjVJKxsfHcTqdmEwm2tralDoYnpEmMMnMJV+27hI+/vIbv3tzJaaesX8t47nWTdJ1uTzj+Rzib17K6BZVGo6G5uRm3251Ug1AyPp5CnCFpaWujr61O6TA6s1B+rrP/MyclBp9Ph8XiUxBNCYLFYmJ6eTvq1//AP/8Dtt9/O7bffzje/+U2Kni4u59957sVgs7Nu3j9tuu40f/ehHJ7zuhz/8IQAf+tCH1o1fWFjIG9/4RqNer09PPNotpGs+02wnnQogMnU535ZVXXqlELQ4NDSmbfhMKhQiFQsqadyKRCLOzs0r9KgOBAF6vV7kHZjAYpL+/n+bm5qREnYaICNBaL0dnZiclkUu6LuB7z8/PY7XYyMjJob29XNuElzeapqrJwzTtP4YffCfOfN3ZiKzkxU1hWnGeOJG36acMzDVHIjr1h3m/hNDyx7126UoduMgbxGo6GlpYWOjg5lS9pxqqurGRkZIRKJKI05ODionbEk/Lj43a0H1xBNPcMopp/DlL38Zs9nMhRdeyJ133snVV1+9aoLh4YcfBuCiiy7aMPZHPvIRY2Fhn4cc3dWBp1JPOfKbZTjIyMl7/5je/OUfF9I5QKIQQQlnWc2BggJqaGiWxYNmqSeU85fh8adV1nvG5nyi0tLZtaxt9IgEajURwOB+Xl5UrrXtcjGAzidDrxer20t7en3Bw/TXIsN3iV88H3t/GTW13806C5nGiAAACAASURBVHX9ZGa+KNZKbnqIpdzEuqdLyOWnvJEMEltJKSsrIz8/n+7u7jVF11YmF2VkZNDQn0EBnZ6fSOk0hBA0NDfT09CiLqdFoKCsrU2YXFa/NTLRZ6GhWs0q66qqrCAQCq76PHo+HhYUFsrOznE1rJqKqqorGxsUQIsS/pg0uTRjFp8bnNFBUVffxDH/qQEs81lVnPQCCARqNRZtXk8/nQaDTKDO9hnWRxXVlYqrZOUUtLZ2UljY+OWRPxaAjQSieBwOKivr18xJ08lcc/Q/v5+6uvrqaysTDcS7WK0Wi3nnn9fAZz5ZwQ++1cuF501x9lsWeObihxN6vQbBT3gDpST32YpP0Oro6DhB2KgYmZmTk0NpaSn9/f2bnjrEa2dnZ5OfnK7V2MpvNLCwsKPP+zM/Px+fzJZX5XcsqCZaN7MfHT/RszcrKQghBIBBI2A/1+uuvnL7JarR9L+MDSpAZBetl9pw/gpYQQoq2urs6mIrsYiUSIRCLK5h+rrPWUUirPono8HqSUyhtkBgYGnsNlsSupHjxegoVAIh8NBU1PTtnS0+3w+jhw5gtFopKWlRZn7QZrUk5uby1vetI8vfkFw4ZWPkh9MnrEb6s1zABWzue2YymaioqMDhcKwsE6uc1V5QUEBmZiaTk5NbjnU0paWluFwugsGgsph1dXXKhPLDnDPPJymd4bMSZ0PYbWSUVFhYyPz9/wk1CZmbmShPSNddcw9zc3Ib7uvjii8nMzLxQCJEu+t5pXuLLn7unOt23EarVe/6//+q9K1l2Hh4dXtd7YDIFAAJ1Op2z5fmpqipKSEmUZyrg10L59aleLpqen0Wq1nSicuxTtoI5EILpeL1tbWlExeOhopJf39/UgpaW9vT/lcb9VEIhH8fj8+n49gMEg4HF63Zs7lctHZn2QnAbGSJzoAbvdCSrdGSk6HHlJWNJcdIscFIbm7utjoKbJWbnIv88oiJaz2n0b1/lF+XT6x5oXkVnjXyUc7e0P4PBQE1NDQ6Hg7y8PPR6vdKa5IqKCrq6usjNzVWa+W9sbKS7u5u2tjYl8bKyssjIyMDrn9W76OJ9lghv4E7+lBwxw+nAOB6PrO1ocbZX0ne98Z1WrJIDi4mJmZmZOmCH/ta99jQsvvJA//OEPnVFRUcPDgQUpLS6mpqeHKK688wWVEo9Fw3XXXGT73uc9dA3x1U79oGjWcBNnLrSBU1uSkWRshhKGinoqJvYGCgeKsXw1gsRkdHh7ITb0dHB/X19UpEUiwWw+FwKBWKfX19FBcXK+3QXlxcZHh4mJaWFmUxn44RCIR5//HFqa2spKytTHv9oFhcX6evro7q6etd3sEciESbdLrrdY0xFPMzgZ5YAVq2B1+TuIycnnZ0UErPcd6ezspLl5uav7F3MDvLH3/1aey5SQF9NgjmqokZmcZcpClyEpIpsicrFl5tNUUI7ZWLDrnROnvu+e59DbHyv/PsgW58Ox5vnZKJ77MY5dwqzHxDO+hADUZ9e7ububm5jhw4IDym5dYLIbdbqelnpUXpjdjExARCCGVDJmKxGE6nk/b2xDxY43Qwwyf5M3dwbKaz1Kfnp9OXcbh27UlWP/3pT3nrW9/Kn4cOHeeCBB9bcTkqJw+FY9diGhoa46aab+OMf/8jAwAA+nw8pJXl5eXR1dZ1wMzE7O0tbW9vQ1NRUnjUwLgB1BGE6RnP7rrQV5oPppKeWZao5o+0lnPrcJg8Fw9fve9748FRe8sbExZaLG7/eTmZmp7KIwnPDysrA4VlpeSY7GYUmEVjUbp7e1VnkkFCIfDdHR0cPDgQYaHh1eywKlgZGQEv99PW1vbrhNSUkq8nXi+OqVEGFmaZzHbTmzHPYyYX3VV+Fo/yrryIWq5lc9m2xdixnc8hAXPaGHPaGD1EeL5xmkn9wsrznpiUdLe48zuotYn/MwlmUk5eXh9lsVlqfnCyLoSjvvbP3mMcen9DjuNPCB2az+fNp/TxqWV5WzUTLnHbxJmfAcGhoiLy+PsrIyHA4HbW1tSgWoRqNZMYpva2tTVoNss9lwOByYzWYl5y+NRkNhYSEzMzMJnNegNMM+n+Qs/5Hlix4+wAsbzgvx5uI9DkfY1reYStUoSQmAymXC73SeUHlVVVfHVr76YxFxaWuLVnr341999/P3/60594+9vffsz2ZrOZw4cPG+64447zgL9s+IumSQ0nwdL5Vthb63N7FCGEyMnJ+af3nvOc9Sq4WHo9HWe2jyqalcDiM3+9XJhTjy8mq58F3d3enxKA+EongdDpXMjypmAUf34/D4UCv19PUn1LRrhGckEsE5MsRPn36ILzxyL3/319/yatdjvD3axY/L5rmlcYBnLd5jhCcsX8Q3y2J07SaRDKFhnMnPhmMfcWREetbq5qamXIy0xmpubMZlMTE1N4XQ66ezsZGZmZtNWOZvlU38YZnD+xBpGX1TD5/9snxHJPM+/rqEMj4WtcxhmbFOvHc3SNZ25uLjU1Nas2IW0VvV6PzWZjaGhIadz6+np6e3s33jBBbDYbnk5OT6/7+43i5jnto4ht8n7+uKjzj/FdVN48OO9Z8PhmrpNLS0lUbj44nKytrRTyv5QzyL//yL4WlnpaWf2DBYmtTxEm84Smc+t4dzDh06lK9ifvf8/Lwy4Rk3qFdlAD8wMKDUWml4eJiKigqlInF8fJyCnggLlWa74kl1TU9MxjT5HT1FRkQH1er0MDAzQ2NiorNlsK4RCIZ4Z76bTN8lz8z7uFW56MiLEjktEn5fpyYY2P7RALRIih28S9sC+2tudjaWY2Q+tkFw5SjhACg8GwUucXjUaZnZ2lu7t7JeNutVpTOu/+n6TEfX31oPasfwV3d2VSNl/Hl88z83ZmtqEh6rtZclJeXR3l5+Uppg0qnBLPZjNvtXjV7t1n0ej15neXnMzs4qsTETQlBWVvb/2Tvv+DbLc/1/H215yHs7tmM73tk7ISQQKGGUMtsyCqXMMFq6DhxoObSFnrvMrpcwSuphtKRBoKRRaWgqBEMLI8Iz3HvKWLcta7+8PRY5tSbZkPaGcVtfnw8dEkh+9kqX3vZ77nvq7rpqOjg0WLFs24rx8rP2IPD7AfG8FljfZG23lropHN7qU+57FQo5JUKhUajYbJycmAqSQffvghnd999N88//zznnnsu69at8/u4tWvXYjKZlgshMhRF6Q7qxUQgD/8mpqFwECGfHwMyMzO/dcstt0hxntXR3d0/p3cJFW1ubNEf6xMQEQghphMhutwc15jIUjI+PY7FYKC4ulrYmeCq01dXVFBQU+H39sghonV1cXY2NjLF269F8an+Ryuajubea9oUY+1PXxXGYH5lwHsQdzGLH7vyiPzjFW3ImbDkbJC8RO58Bcnlc8kvY656mwbWeRzm1qtJjU1ldTUVBRFYXR0lIaGBtxuNykpKSQnJ0t9750uhaufr8cdRCFDo4/lnO5WTTAy/y2Xrl5KduvDs1rlc7XFxcVPSFNmZuvn5+VRWVhIdHS1N6pOdnU1lZSUJCQlSNqqJiYl0nd3fjcrlQq9WMYOOnvMs97MVCgMlNDhc8dQiePAS1/WC2QowOsk3s2rKMrTfns7lwpvZzdlRSMAZSnb4ZooHHFL7zwAtXV1dx999187Wtfm3Otb3zjG/G33nrrl4H/nveJI4hAMiJt9+MMIUScXq9fvX79n+rDXmpycRKvVSjnBejPtZMXxyJwvDx6Tkcx2u9vtprGxUfqMefC08XNycoiOjg74mHBa8N5wfUVRnKCoq+pcRz8HRYZ6veYv/OfIcFxp2c1XZuzy0pIneaDtuoVCeGXjj0TBmYY7uJE0LbL3P1nxOR5Q+n8PckGxPZzF1tEkIQFxdHSUkJpaWlKIpCTU0NdXV1TEwEFwA/H376dicfdc0/Cz1Gp8IZP86IS+H2nVht3vnGA9+sW1m4OJk4pMTERk8kkvU3unQEvMyheCEFubi4tLS3S1szNzaWhrZkf8zb53Md3+Gdgn4jluh62/hitehI96YEU6XFAG67Jg3E7rc3vZZ2uVEpVkMBiYnJwMKAv57ne/S01NDbfddtu8hYCLnLrpIo1arLxORIOB/AcJsuUfa7hHMB6PR+NkrrrgiWsb329uGloHW1lZpUU2yTUtDQ0NERUVJzalsnamoiLy9Puj6ypaWFhISEoNpmC6mAOp1OamtrWbRo0b9kNKaiKJjNZsxmM70xDj5f9A8cav8nPke8nNeA6Y24nhROpNET5n3vt0X2GXoWfi3yqDIFDvjeQHdLzeOd2p6amMm63cWvNS6xWEtmes5SsxIVVnIBsHJvifvwUXDl5eoGXfqFe/Kvhln5P6dxv471ELp61ZEfSGJJQcz7S0NFpbW6Wb5vR6PYmJiXR1ndUmLdTKZTHR3d2Oz2cLuvkzi5LGYavraWvihsxa7Zp4L/U/3wt4OuHY13Hc66GZdVm0OHh9rZEdPnM2UZM2VJoUYlwTFdarjvXVRUFJs2bdLv3r17A7A3rMUiCB3/4ZQ/Uvk8zkhISLjx8ssvD1uh5Xa7ncTgcUtraLpcLu90uLfi8paVFWntcURTa29ulEWPwkFm1Wi09iqinpweVSuWTvTcXQqmATk5OTk1Hn+riJp8vlorW1lepqT3xMWVkZJ+Uup1Qd+LUe1nZj0AQ+o6aPBVaeLLjy6QpMPif1gUPIN4ZIPqfjnT84W7ktu40tJB7ii84889MFfqO5sDsmkoygK173QyIRjfmPTliXR7Bvt97n9TYvCDR9188yb7wY1nTWchAfK5ubkMDw8zMjIy/4NDQHp6OiMjI9hsNmlr5ufnT23uFgInbn7NRxTzADfyCo/kNnJpaxDnntUNHv8sbsn2JJ4BBy8EkC28O+Bq5Vq9ezcGDB7n55pspLCxk//79PPXUU3zve99j5cqVfg1GCQkJnDA0t3KQ3HTt37kzKyMi4UcpiEYSG//DKZ4R8HkcIIbJTUlIyZBCpnp4eaXl27e3t0iqo4+Pj6PV6naYYM77HJ6gS5XC7a29ulSgLgmFlgIX/bYAjo2NjYVIj2x2kscrvdtLa2UltbS0JCAuXl5aSmpiKEnQCC4gbUBf9cmnCxLDyw9UMYCV7KbGF7Q8Y67A2s+h/SBhabhkM+Hxg8C4FLBXxNHuCGtmossr3L/nB69Q2dkUFAl94qM+/tYw/2suTzfyzkTgz0mTXbCzaojf/P3tOYlcOJOLioqKaGtrkzpRCJia0y7LnWa/VajGZTEG1r6fDjcIzVFHBQ3yJP9KKh2j3RttJnNRgcM5zmfx0saeKdeUfYcuv4NLn4Iu7oXHancQj4Q1ILnQO+f0tvVNLBgwcZHR3FarVy6qmnMjY2xj/+8Q+fxwshiImJwWKxhPQ6/eHkk08GOEUIncXwnYUQQwSxEyOdxREJCwhU7d+5MkLHW0NAQCQnhL6UoCuPj49KmjciManI6nVgsFimv0wuvzlOmnrMlut9Pa2kpRUdGC15iLgA4PD9Pa2kp5eflxdVlPh6IodHZ2Ul1dTXx8POXl5X4rxRezFBP+nbYAnmsTABKVzLPB9C41bmqvt3qP3T+50qFlJxoKe77DDzFv2Wc50AYdirXwlo5adY//g4co/09DfHnANn85iDr77UPO9zJRo19BtHcM1DzobcghuPjPHq+wf8alHDHZkphKC0tJS6ujqpEVQajYbMzEw6OjqknrZmdnU1nZ2dQhFZB4SWOsIpH+BzPUseAz2Mey2vl0pZ5NphfWA737gC9Gva0wVOH4bGDkDizs/RGnej9v9FbOe1zBRCUFG7s0H9RqNeecc44e8D9aKYLjh//w8ZoR8nkcodfrv/TZz342bPYwMTEx5YwMnF/39/VIiScBT9TQYDNIIUktLi9R58MPDw2i1WqmxSm63W1oMjT8COjAwQE9PD2VlZR/bmMy+vj4qnKysxGAxUVFTM2eKPQcflLA94f5W+G1WAt6XFNkacw7/UY6Ft97EAbvc4tY5Rjf9K4ErSMSxQ7v7wn+KE571dlGLmh4gOutr/Iryr/Qt+wL6G5+aUmBifmjuoRAnJzodceXLXx8rIcztywhoaGBsbGjlV8nZc1q12g0FBQUUFdXF9Y6s5GUlMTY2Ji09rt34lF399zpQf+gmc38ik/zWw4SuLJsjnIQ79CiD1T9nHLDCjifgx2/Dz8+C7q+D6w5Q7oSEmZ91t4B/GDoYnwisjf7www85//zzefrpp+eMStJqtbhcLimbngauuuiouKytr7pT7CORCEGm7/6sP4N8VQoilZWVlMTKqeDInGvX19UkzD8icL2+z2XC5XNKIotvtnpq2tTXq7vb6+nsWLF0szV00noGazmcHBQYqLiz8WR/vExASVlZW4XC4qKiqC3pTsJPBEtxExybK0nwK33wnH/0hEzVsYCuYnnQKDKZ4Y+sFRhoS33UfckT1irA96fIPR8GNMKAt7IHODqsn18eeQFXqh9nC7vD89r+UjfE0wfN8z7XluJoPrIER8gvKEjnwa2eKnl5eTmtra1YLBZpxNOL6OhokpKSaGsLziQVnLGQHxaekpDA4OOiXmO2jg1N4nJN5nL1Mq7g6XPCbj+CUxyD7J6D/HiT9CJY/zJP3PcqFjQEkT5ftnhr81wd8ug8tWQHoszLFpfGZRB/9oPxjw/ulRSU8//fScrzMtLU3KAIuVK1ei0+mWCSE+2fN5/90QnqXxGcDyQlpZ23fXXXx92iVFRFCYnJ6Xo/qxWq7QK6uTkJGq1+hMbUN/c3MzixYulkrju7u4ZgeSynUFBQQE9PDx0dHSxZsuS4E09FUWhubqatrY2SkhIyMjJCes5SUthGXsD7Y5MDm1+ix2IC3reQ1nsgn8hmnD/y59JfvGQyetNYwpgTWmC6NjWdMdYxAu1Xw+9wOvpj3Jj848iL72uq47oX5I4ZWZUfx5mhPnUMe0PTuJJz+1DPXRcrNKpaKsrIzKykqcTqc04ulFamoqdrtdqgFJq9WSkpIyb7UyFOTm5s6IiTpEnL5/hd2zgl7zOLMnDPFFJPS+8zyJnDOrZXHZoAl6ph4xYKAku8WBM5+J9V0dAg1goUUmJiYkh61v9nQQjB5ZdfHm0wGC4Ie7EIIggSEfJ5HCCEUAHnnXnmmWGziMHBQWltcpkucplaz/HxcalRTVarFZfLnJZUkWq1WhoeHpV/MAcxmM9HR0ZhMJumjOGejd2iAn3/wF/5pHKC4uHjBm4e5jEdHjL0ECvW0jAVunFy2k9R4oZD7AABhgYZVPRVGmjEb+kKoysi+6xe99IwYnd5ZX856mm2+U2knVBybnGbFamtSDQVU2n1qTGsfuMVehnxYd5OxI2m02KKWU2CgoKaG1tncoKloG0tDQGBgZwOoObHDQfYmNjmZiYoNbZx0U8nx3J+zh8JIBmYHpXU/XV46RJ46nx45VJo+Ao0f4U/ZLVzVqcfnbACdIzCCzW+9w1PwIGZhLqYJA5mnWjnYGX7OqRACvV4vRbJw+eWXRyUmJt4U9kIRBI9I2z2C44ATTz75ZL2MamVvb29IUT6B4NUHySB4nDocDt9sdcMRbqJBJZMGT6Smziup2u2loaAjLYBQIg4ODDA0NUVhYeNxmwYOHPP2t9gP+q+0v3Jhenw83ufXS75hg7NA8+QzEZ+K9i9ooxSpP9t94bxsYChs0viHwGqHy6Df6JUSaxLCL02Kq37J1UOX31nm14Ux8YyqQpMnFaRwc7ME9l55kaePD2Bz+W5mf1GaNWChEwnw875SV1RfDQvf3o1sbOifbyt9qysnLMrKymhtbcVqDawxXAiEEBQXF3PkyBGpM+ALCgpoampa8O+PjY3xgx/8gE2bNpGUlMT27du55XPXn8ruia+C6P3n0mf4QRFRSQ/wES0dMM/9kCUY49+i0uXN/Dysehs8+A+f9Djb+AtL/H/y1CR1qNpFNnGSnUMcALcS3ssyz8dU6H12AVLvLy8khOTs4SQsjfXUfgH5G2ewSykZmZufPqq68OW+zpcrlQqVRSnjCc9PT1kZCzM4TsbMiuoY2NjUk1Lvb29JCUlSXWJNzQ0kJ+fLz2gfnR0lN7e3hmO1uNBQEetY/zing9e4SrOXx5N7cQsYUSa5adg3xiVYaFFzDasD3p8SoAtpcTsomPC/mZJJPsd1/qtBC9V7Pjh+IOB9nWeoY9kYHdq+rEfyCT6NBhVqt5tT1y/jxp4v5yTpB1LRe7oYiA9Vjo/MeS1a0ntfOXkuKcebmb7bGnUwhBWVkZDQ0NUvM0wRMUn5qaKoX4eGE0GlGr1TMMU8FidHSU9evXc9ttt9He3s6WLVs45ZRTKFlRngTHRBLs+gIkApD6YqCTgtdQeTuiblVX79Pnwg+2wNhOahuD5GvhnK0w4iL5iPWvP204UWt6hg2qOnaX1fNrXTPxJ+Vqd34pEMXHPNNfEmk+kSKYtFMD/+wyufkQlHkiGEUKWlpW3dsmVL2GvJnCwiq2WsnKAoTExPSjEGtra3SZtW7XC76+vqoqKiQsh54KpN6vZ6YmMBaxYXAarXS1tZGeXm5j95S1ix4gIMdnjTzd+xH3prVjV808YT1nq+eFiQbOMS5s5OjVrOIu3sTlp5TZHt0P+P+MZIwl0uhn0lHz0axPt9uNn3W7HbrfjcDimfnoxMjJCW1sbLkVh46SBPhxYVG7GhBuLSsEtoN/gn8QthHz2uMZ5fiKwISY31kinnCOw6/hobfaKdcjLTuOGMePLiD/K9/TYMcbG8NdIzb0UjQa/l1bPXkmua6aQOZC7yakCrqqooKyuTnJm0Bj7Gnrq4Oq9Uq7XywePFiqqqqqKioCEmH/Oijj1JdXc0FF1zA7373u6mNonXCiu2iUu5TvwfZnASreX1ju0W/e+jdPVNKeo7f/dMeMh72XMsLt1SXsSZtGSg1auHWL5z88f77VZKKg8AHd7Mc/6X8tns5e36is5Ny7860RMTAyjo6NhD9E455xztN///vcvBf437IOKIIJ5ECGf8rFq/fr1ahmVt6GhISnVnSqvVitFolGJkkUmILRYLUVFR0iqKra2tUk1GDoeDzs5OqWQWPDmhDQ0Nc15gwyWgLpeLlw/t51FtnPX9KD+yuvnH475ysX4RJFbqEIgsT51DCc/jq3ZpVQ+TFJdIy4nvxVcZ0kApxkxqWDpkot8QR59QSni54aalCpVOh0uikdsNFonHFhHR4eJikpiRHnJF3tdmIUwSKnjlR0JKHGINSomiZwi2T6dZMcNA1RnEz+GVetekNnoF+OHceKfXC7WmNgbFbjqmU8Cd7LN7316vZ5zt61lUUo9j9e18263wlzsM0qj5s9nnraY8aaaWeT5Xu0ajobS0lJqaGioqKqRGeBUWFlJVVcXSpUulfO+8E8NCTeXwVmA7OztpbW2dkt1EnGaM4xZnLL3ObGMeP1nbACpc8B5V9nqikTxVAarR/x7qAI9GjZI3p6YyZWW1Mwkg5KTQwxPvMn79pnVyt8pPRwtssV9vkvIyOD5ubmsMlnVlYWsbGxGUKIeEVRFjb1IYLg8G/SOg8HEfIpGcnJyZ+/5JJLnwnYIORwONBqNlBN6Z2enNE1lf38/5eXlUtZqb2+nuLhYylreSpnMCmVDQ4N097nL5aK2tpbS0tJ5nScBCCeiEzcZTH77NbbSSY4gHxRzwRNfpHuO/R/fwYPz2oNefjutZ65d8AuSkqWk5aooWCuQ7NZzknjiW9W82mySK6dVb2JwzyRN4wVq0bAxpu41xU85yVdTod0dHRDNmhQedtuzsAT8B6pi6KrrJ6UCDWnriZv1MhFLYtIcRqIYYRmg5OUlBSio6Pn/ds6FTePWANne6bFammeowX2CGcRReBqoxCCtRVFLEpPnImffIb7VMoFd8T0mjUrw7Okr2ZgxU80TbJySTqcjPz9/6rMn6zOtVqvJzc2VmlaRmppKZWUlKSkpnQRPla665hqeeeoq9e/dSUFBAUVERW7Zs4dxzz+Xkk7ZxeWszDxX6Gb3pjUqqvD4ox/qfsnu4oaGAnn5R4DEPlpGBCz/t08SahRVD9Lr2FC3uaWZq1sM6DF1qtFofDgaIoYf9dL7jggqgf/vCHpwO/DWuhnCObBv0frPBxENJ+SodFoztuxY0fYZ3ZZGk1FUbDb7eh0gUcbBguLxUJMTIyUC5fVakWv10urenqjnlWTBbDYTGxsrdbSloijU1tZSWFgYdPszVA1o7/AgP9v/OjepWjBr3HxgGeRE+9yk4OHxg7w9uTDtn3knkUYz/vdaYYYTTHTHcakvhG5Mp5Ll1/F47zF3aPh5Z0s6TBR3UJVqxaj1VRRtOegle7xfI6Z6inP/pZF2DRuzicMsYvl7Ty99IxlpVWkJ6ezuDgIDU1NdTU1NDb2xvQZf2SrYmOAMasIm087xpbAh7fn5SznFIIjZOnJSdxw0np2lZhIUPlelB7bvozTc2eSo1BzPGNiYkhPTw/L1OMPcXFxuFwuxsfHpawnnhCAnJ4f29sBTomZjeHiYtLQ0Nm3axFe+8hWSk5P5zW9+w1lnncVZZ57FiZZ0tK5Z560FRCXZNG7cnuDnJsYglJFKFmb104AhQGZ8L9fFW3hte+Cz66YiPj5cSf3XBBRdEZ2RkXCHhkCKYDxHDUQSyIITInWbRoUUy47Q/wCOhlRAX19/dPjWoLF52dnWRnL3wm9nTIDKgfHx9Ho9FIc987nU56enqkBft70dLSnQnp6esj6uGAJaE1nK98//E9u13Vjm0Zg3urvZ4Ur8EZGAa4e/iuTSugxNwLB9dNil7QuwZmd6dxenVczatijMegc/1Jv5X4OZ1/VWLEePq3DMfyU3FNPRWACzUYze/4bGq/c0Go3k5ORQVlY2FTfV2NhIndXU1fX19M8LJ5zIaxcYS8CKQQhQ/4VPBvZCjiIqK4pKtG/j18iRKDMcW/tmWUi4unkkwFxogn5iYniFarlZ6okJ+fT1NTcHPtA2G6Wz0/P5877riD+Ph4ioqKuO666xgY8J828NJLL7F161a2bNnCnj17nuPfee3n77bc5dOgQOTk5vPHGG+x74mU+3+5HchFCVNJi4tlCDn/M7iGzA+oJM2NTwNuG99lGtgAAnIABJREFUbqxzTDwKFrIC55cvX46iKCsis94jON6IkE+JiI6OPu+SSy6JD3cdb6VSRoXRbDZLIZ/enypAMLavdbkcIIc380NLSInWS0fGYB282mxFCLDizdT4Cure+mm837+M+/QDuWYetAO39TtLcgScPn1TgH+aFl/4KO7TKWs2YwgVuqi7ihPp/aqBHuLqvjkaJmjIu1fglaTICw+VDIpzUA+VQHyNH0ZzZSnqVQkJSVRXFw81Y6ura2ltraWw0Od/G3Sfyu1QpfIB4bAlbmfchpJAQxXc0Gj0XD2pnU8tCqT7SYVn31pTwJeX5814TLiTi3JychgaGlqQqzwQ1Go1WVlZC55+5M+trtfruemmm4iOjmbXrl1+59Y3NDTwn+c9/nvLycu69994Z39mysjLuvfdeAH7zm9+wYzyHGUXlIKKSxF+bWE8Wy0mjmWHeoo3GmHHyrFEBnI8NCwfPZnezr9C9bCQUajQaXyxV29JUQglNPPVUDhO+EimBu/Ie73SPkUyLi4uK+cM4554TNqGSZnelwuF0IIKSSqq6tLWsC6zFxP2aalkZERdDodRqP/GeQLwcTEBGazOezXHIiANjY28vuxdp7TBY7pnGXBOkjKShFoJ/JX/vuU9ahyBsyxnw+1209nZSUdlA2fZFvP/So5wb0kjjQkTU4RzLM5/yLklAO8JnqfIZoO3u0Psf07lhHqe7EIKUlBTKysooLCzk9eFKvtWTw0aLyYdoqEyOgFXPHRRyMUvnPf65juOknVcu4ZEMU584q1skamVlUVERTU5O0UHfwVFWtVuuCon+mu9VbWlp44YUX2LVrF5dccgnvvfcejY2Nnfrsut956K+Pj49x6661+N7MrVqwAPObNbWkVnNY167waICpJM+Ei44oTSThvFfvo9Jn//m7CAGXDn4evLR/RODk/Ob1AKBvHx8QwPh+8TuuiiixIyMjIulXBIEcyFSNs9AhkQQpiMRuMiGaTKYrFIabnLnnONusVjCdlOCh7A4HA5pWkqZ7XtFUaQH3rvdburr66XNa59OQBVFob6+HpPJxF3LTmZt9NwV7krrnMJttgXWxdlxcM/w33PNUT5xOJ01NTdTU1GA0GqmoqOAzmWtx+TmbHFJ3Y9L5bgwaxv2HzXvjloJBnoIzPEb1vGzODGHJCCJe3axS+s/gAd6+qQokb51vmRZwzmIRKgZX6ZA7p/ROGKLQ8zJmIMK8Oz1DFnlUV/5y7XG7zb4ZknL3NWu0qlYsmSJRw5ciTstaZjukkuFMx2q3uRm5tLS0uLXz33yMgIL774Inq9nntNPP93vul4dZHJyMpnJaZwzPOu77Y1Keu8aGL2N5c6HWD9wH+4D19L98FYGC/xvQv+ZNsBZPXI2n42/EdDNimT/fdT54UwLCxdatW3G73aeJ4z3n9z8Zgkjl8199AP8uUKlUnzr//PPDLpd5g+VlfO+HnhoZISAg7656xsTGiowO3bEOBzArq6OgoMTEx0qqeHR0dZGdnS42iaWhoYPHixVID6gsKCrBYLHz4n4YckJiaSkpJCjFrLy0WnUWyYm2C9OWhmvTNwBXCPvZNdAdzdbreb1tZW6urqSEtLo7y8nMRET+j2nCtL9trVdQqEiw/drYXE5yPcTNh9K5TOQ4ajX4EtgN7IoJEL4Ww4zjA1FwLsZw9y1spqqbDO3mbOpnsKoCtlzv4iTyCE958zeauJTnUYDdOd3cxZu8/uE70oinF0ajkeTk5JCMPfNBp9MRExMT8szxa665nhtTU1Cm3enFxMVdddRV///vfcblc2O2+1ewDBw7gdDopKSkJuFl/6623AFi1ahUAm0yFLBmZeS6LnRccWclhMPAfpZR+d89qHnGoFu3Cjc4Z/nn4to493uqvDXsfbeg8Xer2eZcuWaYGysBeLIIIAiJBPnScjIyLjiwgsvDLsP09/fT3JyctjH43Q6UavV0qKaZJlvRkZGiI8PWxYLeKKaFi0KPbfRHxwOB6Ojno1NkSgbMZjNGo1HqjHnwVGidTic6nW5G2zRZa+C14tPJ1s29Uag2T5DjDkxSbxl5i65pDm9FUejsn7KS6upr4+HjKy8v9bkauDzDv3Zngq9UDT9j8bIREPv1UPqNUGgY0vq7rUMLlFRQe4n2f2+sTxnl1n5QiVxj7uqCxhnXnm53gNmXyZ9UE/jz/sp5Nz+f0M9/Sky8Gzujpa7MFLIoJFamoqExMTUvWfixYtnoqOjIyT94Vxu9a9//evU1tb6/E5PTw/AnN+vZ555BoDPfOYzAJRm5vOlTk+00RISOYFFOHHzFm0hnVd0Bdmd2cEZ3eki/4w/jOhfVjl4po0qjoqKkjFO99NJLExMTEz8X9kIRBEak7R5BuBBCCJfLtdq7nuw4Hg4ODUghQT08P6enhnxgVRcHlckkxBw0PDxMXF/pcbX8YGxsjKipKWpVSZk4heExVvb290tIBnpqO+vp60tDSWLl3qowHN0cfwavEOEtWBnf8WtwPdUAx6t/9q7Khi58bhv3v+f3SUw4cPYzAYqKionmPPvdwFlJPsx2RzWdqFX+zlbjvnGf3VhwUZwOsQxt2/lM0Nv9Htink/vOR3v0cmHdPu9bwgbH6VYn+G5FLSaHltsri0mc0KBG8CifRh3GKbWWfs7gacY4VuU7pTWRMa2Ln1e08T3d2+xvD9+cMhuFhYU0nNTXNcPmHAyEE2dnZdHR0BPX4+dzqL7/8Mq+99pqPPtVLOhsbG/0e+1NPPcWePXtITU3lsssuAzzGnqHWabNbY06hnkD20MxHk5202Wk02ykfDlyIBvB7XxdBo+HrNtLS0KVIeDnbs2KE2GAznhr1QBIERnabtHIAHF5eXlqnCJkKIoKIoihVDJGLcG8iqxILfl3tbWJq3q6XXRyjQZ1dfXU1RUJNUxDx5nf3x8n/JScwp8JqcyYwMvFpxGlCpxM0GCzsNqaF7B9/GdrIy9W76W/v5+KioqgXPoGNFzJSp/bJ4STZem+nldLuMV9jigK0BlmBsrp8SUOi3neTpEXFaoLPzPVX9QRP9bTBG68j4G+ZZn5SUs/FbTnc17KR5crCn9dUdjHIaT9LPsaqVl3i+m+nRLf4ls5d7XXup7JWb06lSqVi8eLHU/M/ExERGR0fnbQMH61bftWuXnj5N+w4YNGAwGuru7uf/++2fc98orr7Bz505UKhWPPvrojOETGxaVsaZdjoyo1WglaSL8jfk/0vvZn11MX9jpGoxGbzf9Iz1CQmpqKTqdLE0LICzqOYCYilc8IwoXRaDzl7LPPDruXLKslLVM3Kot8OhwOn1Gq1FGJts9nQarVSYp9AftWzq6uL5ORkKcH+s9fVaDSkps7USvojoOtjUnm+8BQ0c3wG3hkxs9mZn53P76rEY/qs7h9uNlSTlZYX0N7uW1X7Pi9okX6LZZBvD5PS9tgXbeveX82nwU/BdQTrGOaYMTccAnVn5Ppc/tagSd+Dr3bRo3rxQPcX78Sg4fPozF4t/dP99znsaTtHEsJHw28QQwoqEuz8mDI3toHQq/nujUdsbGxqNVqKUHlXuTl5dHS0jLnY4J1q9fX12O1WmdUOBMTE7nzzjsBuPnmm9mwYQMXX3wxa9asn4YwzzsDlcvHYY49x9tlnz1gzyhjFCbZMKVFJL2V2c05X+JIkm8ZNvas//APi2MSjcLFt2zY1hKkjniSCCAIiQTwlISko6b/v27WFvf2VlcsoKlvee6GUQRpm6UZmO9NHRUaKioqQRWbvdztDQkLSUAS/MnZjM2my1gG98fAT0tPpvH87fNuUl+3zxMkdtT1VQpcH1fJjmTBu7KbKVKZ+GWkbdCOs7FJHAGS3xunr9H3+D2OwjFfaUiw5HPcT9sdPxmfoeg9f8VHTPqZAb6B7BnkcDoe4SzS4pOpqKigp6eH1tbWoPV7n49g5k6epxjx1mz/iGYeefBL4gG5+vqSZXd1vMDgmd/x2Xl4era2tIbXf6+vrUalU5OXl8dRTT824nLzo6GofDgd1u52c/+xlCCC644IKp+0N1q3u1pNNxyy238NRTT7Fx40aqqqp4/vnnGR0d5aabbqKynspJLL/WfGLQxsYiVg+FLgIYNTtImFz7cIp0YrmEVr3AJZ0SVSZkSlZKSgtlsnv+B8+DMM89MTE5OnPivshSLwRcTtHiGf4UIIIZxOZ1lZWfjGQIfDIUVbOTg4KMXl3tfX51NlWyjGx8elzF13Op243W5pnVcX29nZpUU3guRgvWeJLvsKBxWJhYGBg3vGh/gjoRUkF3Je7MeDvTCpuJgZ0FNiiuaMzjz/Gmtmdn1D/V1nnEeog9IY7e9Gc8GhI2lqX5tjr9hc0Ha/wY99N2n9D7mpuC1Xu6Ufg5H/jcrkMdkBB/kRVsnPzpC0xtfFB0dTVVV1bzVJzsuzucZ9nHs/fVHPNOIJpkoqrwEVcAPS+r4ddMbTNpDz9QMBCEEeXl5nNDc3B/074+PjnHrqqbS2tnLVVVf5GJfy8vI4dOgQ3/72tzGZTNx3331T94XqVo+Li8NisfgQ+4svnvph33nkHi8WCzWbjyJEj3HfffXN+X/LSsvh8b17Qr3Mu1EWNkj4e/PmokES+wUbe5kt08jUe4dPsnoJCstAwpU4ri4uKkVLC3bt2KTqfzvyuIIEyESTwj5DMCoGTp0qWqcFvcXnd6uJCpG5VlfpI1KhTknjvgcGRkhNjZWmmmpv7+f+Ph4qe12h8NBc3Nz0PpRfwT0xrRy7sj01WJ6UTgOn+/N4O6MVjqMvoQpn1NGbp1HAYj9xQ6Zk34qiP5N18JVP32Ma1PsuuJHgtMGv0uD3udeTRbefmfOpRPsdoZmcnExRURG1ntbUBQ7/dKHyRF3iVY5mY/ohnLnGoUdE467jcKrij9DC/rX1DikvaC5PJhNvtDroCt2LFCl599VW2nbt2KzWbjwIGZ40gNBgN//vOfAbjrrrtmaL4X4lZPTEwMOcbJH1QqFcvVGRgc4X/3X8vsm7f1vpJ0nvss2DrOTI9zI//IpNrEI1bR+gCy9phBCymciJSUFvV6fGtF9HidENJ8RhANZes+BgQEp2srh4eFPnnG60u7tbitFIURTGxsakEdn29nZpRNbtdkt7nV4oikJdXR3FxcUhEWR/BPTOrFVcl1oy6wngCnsCnsW7B3Zo+Njr9V4pqnYN83/Je0M+vRsV1rPG5vSGql9lCO39h88FWPv1NOOrUzyRp6cSQG2S4vD+jnURTaGS3x6fgZO0jEv0lNp9NRUVGB2Wymq2tmIL2Cws38hd9O05b6I54lJGPBTpcfrSmAVevmO3kHneblh37yvLRTk5+eHVP0E2Lx5MwDV1TPzKl9++WXuuecerrzySm644YYZ9y3ErZ6eni7FzQ2wMbOMnz3SF/3216FwkOGZuOFUItpLLvZxGC1/hQ67l22ylgtQ582a1Wq3fTNNQIStyadu2bRpgQ9gLRRDBnLETIZ5hISko67+STTw67Vy4rEN5sNktplcvSn3qjmmRoKmVVYsFT9TSZTNKqnt758jLd7XuaD2HMnTESvD11TNpuACiF4IHcTFyZ6CKZGgf+ypfAB4/zxaLVwT/8AS13+tao/sLxHlSN4Q8SXWImemZX8nbjFGceLMKKZRl4P8iZmfsyaGUIJwg8yufKZoDUyqZ962keygwuVbGObP+E77WUMGA/i28s9gCZ+jnfM41hRAsWbIERVFobGycqkbdxZvczzEy7494riCNdkYY9PPcM47bNMGzUfV09/iPhloI1Go1ycnJnIbWAvbKjqqqqqdusVis33HAD4+PjnH322T5RSQtxqwsh0Ov1fue8hwpTbCzbxuVsFo9EW8gdj+LTnFPErzqaXb/AGX+QrbCA3hKEDaWlpUqYUSdR9JkR0n8cJkbZ7BAvF0XzPstLS0rDXktUqdzqdUojen0NCQFKI3MDAQVExPMOjt7ZWSXQrHphnJwOTkJA6HQ2qYfFN/Jw+o97M18Xe8w8Im0MwmoGqh4on8nbZwRncG3JlJ5TDvAId2xKosbhZ5+hWTFN6vTgTuo0ZteJBPFZ/2Qs7Q0XyKYMZYICqSO6zihJ5FLnGrM5XFNNTU0NtbW1Pv/19/dTW1vLbfY0nlaX8AtRyL3uXL5pT+bK5sWs7Ysjweb5DgRrNnqE933onbiw6DuBLwKLR8hBnBD0xKSsri4SEBKqrq/m5ez938MbUff6I53qyqMLMOPM7ls+jlHuzLmRkeERqnUHx6ejpmszlo85H3HDi98vnd736XlpYWbrzxRjZu3DhjbCYs3K2ek5MjbSrTcn3W1GdlIYhDzyUsn5aK09bzSczZ/5CKuYKXfvNtgEBsbu6DEhNmIjo6WUvncunUrWq02ovs8HvgY2+5CiIuFEG8JIUaEnEGNCiPeFEDcIIRZEOoQQaiHEdUKIN4UQA0IImxCiXQjxJyHEp4NZQ47F9z8XpcuWLQt7BK7NZpOinE7Tb7VIMS17dqIwqntlspri4OOx17HY7Go1GyjGNj49jMBikVT2bmpooLCyUshbApH2S3/a+yzNlnHiPKVn7DjzmFm9kQ8szw6bO209LSEE4X37Fn8tXEVnptvsTC7LSxbCSFgbg2lFm763fsXfx8/CDXnx6wI6rmvZy1PMHNUZ0d0PxCFSoFSp47TlHjKOmL4xkA2OVFJ5MWmEZMYg1arDfi3rq2tpaSkhFkinAhRFYXJyktFxC03dvXTYBsnASIO2gZSUFEwmk981J3HyCz7yuX0lGbxJq8/td3NySNUs8BCt13WtndFc1oSkTONWKX+J5AovYE8RmQ43gx5zKV49+JmKLiqisrKSiokLa5zo3N5fW1tZ5jW4AJSUlCCGmnKp9VVVXcc889ZGVl8b3vfQ+DwYDD4fDZHN9yyy0sWrSIBx54gMOHD3PgwAFycnK46aab+OpXv+r3nuXU6HQ6HQ8o5akXmEi7symFXfvAZp5nE8hmKOZcStpKHDjUYoHoy/BGZXr2mrPNvuOskJydjNBpTnhBBGRVHCLzdH4MHHqNsUQjwIXA/YgNcBB7AdeADYLoS4QFGUoCMuhBBJwCvAWmAQ2AuMA4uAU4Ben4E/zrRMhn2HAaDSectZZZ4XdK5el95SVyTk8PCxFAiA7qklWpbKtrU0aWbRYLBgMBimk34vn6vfwng6KaqZOTEzdf4zXepp1f8RlMhNaG9xJQh8PBwMAAyysqeJ4SttS8RJ3N1xV7aHyIEw35vGlo9Lnvn1tE9nG0sIFs9f5V3PVmsImNqWpDOKSjr1nMzOeTqTCxftIis1DRpMVdCCAwGAwaDgdSkY618u92On2Wyms9ND5hMTE0lNTZ36XD5L9Yxwd4AkjLyPr8t/HVncyLqQj+11mrg05s/EF6i5vaqYd2P7GNHPnJJ4nkuuX7M5GJrE8wwVs5lhKg0qlIj8/P6SNUH19PcXFxeTk5HD33XdzySWXzLg/NjaWjo4O7r//nfr785S9z/vnn8+yzz/pdKyoqitzcXFpaWhgcHOS6667D4XBw3333TXUEvBXL2YTy4osv5uKLLw7qnmL1ISUmREilnNBpZN5HKLuYmn0UkcS4lnEMJ68iaYRTywqvXDLeQEBsbK0Xb7q2ihjtsZNu2bZqmnpqYNwD/CWiiCjx1CiPPxEM8e4ERFUeqP3p6G5+95LnAT8LMg11MBf8RDPH8G3Kooim3a/bFAXjBrnRdruYSA5OfnUTZs2hX3llHGCAHkh9X19fVL0nrJ0o+DRj0VFLayVNR0OhwOVSiWNLMrMHAX4sOsInDyRXMa71dYY/Rw1r2MUhP63g+ZCVlUVzczMpKSlotVpStEZeLd5Bltb/e/rmgJm1Ll8Hr0Wxc8Pwn34Ny0woEO5XVrDXH8ePqFbzY+CkeM32WG9eeytkrN5CbmSWNeM4FnU5HVlYWZWVllJaWotFoqKurnm3Kj+zMalZOCddbYRQ2qBY3QfJ8uzuH32HHRF2XngHGA03rS+Sj1WHt1CzlBEc/tLOYjrp1BPL2IniYlBrVYHdNjPxnwxSeAhZ/v27fOJSfIHr+7zG9/4Bnv27OGss87ivPPOm3F8VqtVmhNbhjYSYGlUnFql+opLWkMndnEwV11PHjfyQU9hAtl/iCZ7OgoyoJFl6zaSkJCnJACeddFJ8fHz8lrAXimAmPh7Nn538f/XmLl3gCKIrSC+w8+s9bQ2i/Xw1sAl5SFOXm6cTz6LoWRVEOB7NQhHyGAYfDsayioiLsdT4pnLRYvZBmEZOk9R0ZGpM2Eb29vlzaWc2hoiLi4OGltzolJG88Of8jetMBRQ/UMsoFf8BgHAj5mNux2nO3V1dWzcuJGJiYmpC2SuPpbXSk4nIcAc+DqzjSzFd1P0R1sjz9vq/fzGMbhcLlpbW1lbreP37gv4nRunZ7CjeQGJcgvSRo6FACEFycjKlpaUsWbKE0TELV1RmcnpXGqqj5/M0onkX37nk32QTywhteEAdn/ZzOU1Pz2k9pTaQ32s53Vh7hluoi9G4VG8nmLdrmWQluZwuvcimp+B8NefjwYe644w6+853vEBUVnRUxMDKtXr+ahhx7yS/jmi0kCD5GcnJzk+9///rxJDl7y+etf/5qoqCgeeOABn8fIIlZCCGnO8GUZnhZzXk40awcks5j520MbN7OdqbmMLZQS3gZal1zQYDFIil4xGoxRj1po1a0RsbOxJYS8UwUwcZ82nnECIbWA3YgT/Mvl9RlH8CnUA6wSca3Hj05z1BPj4gIuRzgRBCRMXGxhrDbbHIyveUVRm02WwYDOHHnunkvdrKimmQYjRRFYWJiQsr7BHKnNimKwot173DvkrlJHcAETr7Ii1zDn7Axd/6my+WipqaGsrIynNBqNjwlprjnwoy4HMUMmtIrv5/PG4X8w7Pa9QDqdThobG6mrqyMhIYHl5UtZnJb9LyWcgaBWq8nJnXsSV5afxK/15PFm9hc+1ZlPkTsTOTAnUEhL5NieGtH4Ho3xq2rz26RrPEYOTxwva+O+aEvYqvkR3nOhIw8Gcu5i5ODlh13b17N6tXr+bJJ5/kww8/5JZbbmHdunUcOHCAG264gUcffTTg+nPFJD333HP0n9vayffv2eV/vdOPlnXfe6bcjIIt8AmRmZtLdHb7L32Aw8LnJEvr4Jq9zGTexnkVBxnNNhxBCWsamnSqUKadLU8URRUREOh6PoX30c/3Y4/pVPb7hz1Rx63f2zHhv4cIXIACoAF7BXCFEkhPi2EOIRIcQPnhBA7QjHARMjnwrF83bp1Yb9/siKWZOk9zWazlHVkvS5FUXC73VIqsTInNg0ODhIfHy+t6lnV2cwDn2iZWjxVgcgen6XyUD9nELwOGsrvdbqqrqykqKpohM5hNQDfEpPJc4Xa/c+DrJkZZb83zub3HPc5/nTRu96Xa7aWlpoa6ujvT0dMrKyqRIST4OCCFIT0rlovKTeSDuXK6rymFHV9qM/NFdfDro+fAAg0zMnmNc+21wUh57o6GiezGrhy0cKAq6zlkw+4lq/I0u96O7u5vLLL8fpdPLEE0/wz3/+k8suu4zdu3fzns595pFyvv/56wN+fKyZJrVZz7733olKp5q3GFRR4XseSJUv46le/6vcxQgiioqKkjJGMiYmR5vDPn1iUQYw+/CCBrulB8fHzQ8om5oNfrw66iqlQqUlJSNEKI8E/oEXyc8Iqr59LzeFsu87sKYenRnwN4nWvZVwHeBa4Bb8ZiQ9gghgrrIRsjnAhEVFbX+xBNPDFtgKYukjY+PEx3tvx0XCiwWi5TIIFl6T5nZnnrIIOngu+LKqni6Xiz/3VPK2aZQ91h70vXEewhfE5vYjeljFI/yROp/76urqyMvLw2j0DUKfTUB3nxC/i8fxtfp9jz7CZTQ5fjeGj1sO8OdnBwMAAVVVVJCQkUF5eLuVz+K9CcnwiFy89hUe0n+Hnh9eSnZzFyJSvZFpyGHvCd1z6beKYRTdLRcZkN8Vb2JQxwSYuvFOR61vAWV8zrrH/kkUewWCxceeWVU7PMnc3NzaWtrm9oApKUFlgvMF5O0atWqqbnvc6GhoQGAk08+ec7NYnZ2ts+M9oVCBrkCeXrN5ORk+vuDnz8MNhMTERIaGgpv0NRdk6T43bdqkA1aFvVAEx3D8o5a8s4vn2ul5d2/BXPQTp/28B08rvwwwAScDnNXj0oD4tfn+IkM8FIikpafuaNWvC3irL0ldC+C1uma1yWa9LVrXSZrOh1+ulvDaLxUJ0dLS0VvLfn6j/ip4ktU/82uyfYNzTA2sEC0pzznxNGmOQz/I5b+CvOo+3itrY2kpOT59xIzCagFyUVcF+O/znwnH/VbKHTP3ATEOFUcqq7CarVSUVEhTZf7SUBOSgZXV+zg6b4d3HSkEJfL1wDmD3ZcXMAfpjSjs4mnnd1zm9Gr1vtRh7LjY0O/ZhEah5SnO40HORB9EIMnLL78MMEU8wVOtSktL44033gBgx44dAX9/vpgkn8Ji2FEWZc179++97jFurV6+e83i1Wi0ul0tKW1lW6z0mJkaKXlOn00nRocpax2QyMTo6GvY6J5xwnQlx8fPzmsBeKwAOBjLZ78tG8Tu9/1xzno/byRQ2wR1GUixVFqTlqMvoH8ClgAjhRCDGvRjhCPhcInGWYjWTOZZcR7ANJGV8rSn8qcUy9TnynTtDRmHeclayO9el/t5n5bH+N9WraMFQRVBf0x77Cdx6kfn6sThcARVeZ5NQG9KL+fbfubAT7hdOAYNRCue1vMmi4nHhlZzTflJLFq06BOp6QwXKpWKjQXLWJKdnR1VV1bwXcTcKV/Aif8FTAZxNPOcal/mH3C5O6E1i40Qa+7mai6c6XHNjcnKSAwcOoNPp2LDhmGfAnbDbzzW9+E0VR2LJlC6efHjgn3BuT1N3dHTAmCY5VUwPBSz7XrPEdrTobqampUrSfUVFRUkw1QghpnOku1Wh30ZmU+hHuNkKVBjZiOjgPCr3z2K4qyZtp/u2Y9g7eqOVcrylsdDWbnNf0xPiJyRVE6gD8fn/WeEfB4PyDIbyTK/DA4OShvNKUs3KqPlLmvKkqIo2Gw2v+3nUGGz2dBqtVJMYgAnMh42AAAgAElEnQVQvHXmfXyR3Bbx/THHw1kgf5eZcChzzJwd8NNnB7zreoT1/4bPgv5O1imtTZke4Q+vkGMssi/h6nXw4PG7dy7vITpGx6PumIiopi6dKl9PX10dra6vdirqDwVf7C03hSRmYTzxWkzz0uU8C+YhtXHMmhnxB18QsSBAwdwOBwsW7YMvV7PF77wBU444QSys7N5/PHHGRwc5P777593czBfTBJ43NM2m80vQXM4nHBw+fBi9Xk8wm/KkpCQp7WnwVAknJyfDXichIUFKqzsxMVFKqzs6OlqKNlYGAY2Yjv5PouXoz7mynAL1VlJY5HuNFc4D/9/eYeR3CEfK5MEgxGw0PD0tpVcrK95ycnJRC0GTpT2WR4dHRUalRTTk5vvrHnhaBn0Mwz6hZs6vkvDFWOQVr7nJw4usSv+xwABW4+soQfltSyXTzBj9iDO5iSKTMJqBCCB/M2cUHCnTA26ySW4bCia2wtOZVnukn/LamcgCCEoLCwkJiaGqqoqn8rW3bzFfUfntc8mnp5xmX0Bx2VqUbGFnHN6q+YA7Hv4xV117NTqdbt6oJID9+z1m1XXr1tHc3MyTTz7J22+/PdWyjYmJwel0zquLDCYmCSAjnI4Oenh7f16DVYrPZpjZn88EblTRXGz9YyNJrJiUlMTAwEPY6nzQSK8OYpVKpSE5O1kZMR7IQZss9nOLe7d2xbuRAi0IV97azHzoU6julHA+2QvRfseT9wEfK5AMgyG8ky97jdbmmu63AhK2sU5OlGe3p6npEQ1ud1uHA4Hen1oE4YCoamjnaG04Mm+EzdvWnrI6ktn6WSGz/2fb8tmd1YnVq0bNwq38jrn8nuGnAlXbZmE6AVULFU8WbGO7yZPtWODU8UtNMVeu3UaC6d9H2xkqkpKSKCgooLKycorQPcL7fPvo8JfZnxPMEcthHJw78t3MziaWQRN7a/SqsfoSeR/5Jq22AK669KqiopOnkc/HixUxMTNDY2Mjjjz9OaWkpnTz/9NDt37qSlpWXO1xVMTBLII1bgmR8vQ6/pnQgULjQaDU7n3NFlwa4jo+0uq/Ipy4G/efNmLRHTnkTwcZ8ORoijtwIeADrjQ5+mF2Apk45l+tDeI9RzAS0f/6ZO9JoTQwlQene/kjln4ZDCW/2NISko6nefXq1WH3Xd1ud9jtW1lkb2JiQkrVU1Yg/NjYmJTqqaIonzgSC56qd3Z8Mn9PuZDXks5nrTb48PIWn5yiH+8c4YWjJVCxTulVHgk1LZeJM6c4fqWM1u6ZGXM6H6QRUr1Kze8kpXKHO4OGYcs5fs1nqGNH/nqzAajZSXl1NfX8+zox+x86jMaTbxPJEc9swRHr+aDMaxU9PdDJfvBqcbnjiXvz++kvxrTuG1116bnNyppOvkET2Zlfn4+X/jCF3j77bdJSEhg//79dHZ2ztmaDiYmCTwVy9jYWCkmFpPJJMXkA57KnAzCnp9FopFRjZbS6ZW3iZUVSbd68OS4uLs6/IzGC0PHxTDj6wdGfPxJCTM3dPRqH9NDRf/5w+mx3IcSNnQohaIcTjAdZzA9cIIU6b9jtq4EdAAZ7g+t3zHViEfC4ATqezpKTEVxP3r4AskjYwMCBFXykrzqivnr2/OeJhgISvKSvZa3ln1QghONeSyL+VidieeTYUmeL3fHmsPht441ltzuaZhMb8obPH7uGaG2cQvneZQPUIJow08noNb+IW6PL+HUZav/o9rs80Gj0VBRUYGxw0rJSKwP8fSMy/RPPAWeOe4f0M0Ik/DIn+2Cxw5Wr4NLlIOBHS2r4U/3eOaOSLBYLdXV1mEwm/J2PEhISpiqaWq12zqikYGOSwOMw7+oKrFMOnBXq9XopeMzk5WUrLXFZUkiyCLsMEJct0VFZWJkwm09r5HxnBJwWKojwLPIxHg3lYCPEnIcTzQD2enmKQXgNkam2SgGHxn+CqKchC4GdACrwgh3hVCPAscAb4KjAAXzhFqP4UI+VwAVCqVKVzC543+CReyn9J6yJAAOh0OKCUXWpCWz2SwlqmliYgKDwSCFgI2OjhITEzNDKiGE4BxjIQdTL+OphNMpVAf3N+1znT5DXoOZQrJvEKeOiLyZxcQ0v8UVexBpAezgdBQUFdHV10dvbO1UVi2AmhBCcUbqJ/61ZSeKkjncznR9Aw97jMJIwsJ33mHPeXj061unTZ1E2ZhgQSYk28+uqrgP+opPfffx+3282aNWv8fi4dDgfV1dWonVCoqKiqmZCP+EGxMEniIt3f4Q7hIT0+XotdMSEiQoo+Mj4+X0qKWpdeUNbITwnfOFxUV4XQ6i6UcnzH86wm25h3AZUhTleuASPC34rcBpQAOeUZnnK4oSUstAUZT78eR6vgwUAmfjiV/aBaxQFGXeFj5EnyGfIEEIkpaSkhM1AZLanY2ICk45QICsnNFzI1LC6XC4pznRvpVIG5opqUgnBxVGlVKddzq74U8hWnz/23jXGqyLTreUHXg7V3/limxznIBn7BEeauEvX29pKQkEB0dLQUcvDvira2NlYsKuIK1zKWjsaxnjFT2+pkLD1BBChpUHGCaYWfSCQd6QKeGDdnoUPNdtvGq+Tx+ffs9GI1GNm/e7DcqydtyD9SF2b17nN8PDw5x00kkkJiaSl5cXUPsZSkwSeCqx/oxHoUJWS1itVkshwyqVSsp5zJsMEC5kTTqSEUkVGxuLnSqX6zxV8y8bH03YHQFGUpxVF2awoiklRlGhFUVYrivLg9Hb7tMfeqSiKUBRl2xzrvaEoylmKoiQrniqJTFCVXUZRrFUVpCfaYIuQzdCypqKgIm83IytSUofmURfZkEWFZ7W1ZkgTwZKnKqFR7K6jzvd9anoebq6GXUp32Je+O2karyH8l1bX/WVFST5WgsU0V/LvmOwBKKw/Sxhl08S7Xf+wcHBxkdHSUvL88nnhunjgqIojI+P09fXR0tLC/X19dTW1lJbW0t/fz+1tbU0NDTQ2tpKf38/ExMT0jY/waK1tRWtVktWnVhanlWzgrrbVdFr9V7tOJIca+umdPWzkQA843LAsjS36fE77wiFePeF28rNzefzxxxkZGeHhhx/2n+x33ks8nn3ySffv2zbhv3759XH/99QghuPPOOwGPHtThcPiQtFBjksBTaZRBikBeLqasFr4s/agMnGI1GrFZr2OvIIvmJiYlqIUT4rbYIPrbK5ycVckbr/AdBCFG8fPnysFmjjGB4WRdbWS33wcFBKXrPngYEB8vPzw16nt7dXSrVydHRUyvsDnqpnXl5e0I83CA1fiVnFlVEV3Df+Ef9reZ9hxXOBXTyhp1Ntnw6KdSSYq7YNo+1ScGLuEd2IbcQrfipAFOxfyB25mPT/iVHR49lNjY2P09PTMcD8XFBTQ2NgIzD2mnMRy43W4GBgYYHBzE7XZPzQCPjo4mNTUVnU6HWq1GCEFtbS3FxcU4nU7sdjtWq5Xe3t6pyo5arSY5nOZmEhITjplP1Es/MTE8agBCCM0s3cU/lJNeVvotF5yEvsegoIyWg/pP9nQBsXbeZXzZvpfDJL824nW6fTYbPZ/J4vvORzdHSUTZs2sXnzZjIzM2lpaeG9995DrVbz4IMPcsIJJ0z9jnci0PSBC96YpFAgnhECtVuNwOMI2oSUnJ2M2m8M286WkpGA2m8P+znurjUlJweuv/UGtVuN0OsMyO8r6/MbGxtLe3h62nBKm8vFx1+PDhIjiaKxZBBAtEpPIZItLS0laXlZV9IpK1ZTnUZeWNyppsJMudLqta2d3dLS2qyel0nLmjTEaPScVvseprTr+T22PVECy2XDqbzhyT/U2IcR2OZFvVlUOEnlsmLe9nHSTxGB6M4HA6ampqmnxi1Ox/GogLrdbvr6+qiurubIkSMAFBYWUlpaSklJCTk5OSQlJREVFYVGo5lxTN6cyOjoaFJSUsjLny6O0tJTS0lIWL17M5OQktbW11NTUMDg4KLUqOpt4eqFWq7mwbCvfr12OSoFCEknAyD46A66Vs99TnCb1i3ZkULM73G5V04403TpF/L8xmM62traSlpfGTn/yEoqIi9u3bxwsvvEBfXx+XX34577//Pjt3n7pz6nWFsPBZfy+vDNVLeh0CZn6FC1hxzWfpIWXFSskZbyjAMyRrXuXLlyhggEjYvAx9j2/2TiEjlnM0RotdrlRUWfjO/eJ20cJoS/U/dWvcKFy+WSqhuVETHU29sbduUwXmXgLtNmPjuZxUMp+1CrVLgCnZEgCNDtHoR9OiFrCwbg2LCrftuQ7tLNSeYRn6rayqXh5wPdNVgXU4XDQ1taGzWYjNTWV0tJSqRVKnrVZLRkYGGRkZuFwuent7qaqqwmQykZWVFZYGOBDxnP7cF+WdwEiDi+8tqWQS/+3bLGJ5gDO4bf/vnAd+opPz8fM466ywKCgp477336OrqIi8vb2qz6a16rl27lq997Wt87WtfC3jMH9HNQ+znKQ4zgZNznY9I5y7KWxNjwNpwmk4mODv/61lAgy40t6zOk0+mkxC3Fx8fT3d0ddoqIwWCQNqEtXJSWlupTU1NXnAU/+q4/l/zz+DVrn4SBS+QwRDocjL5S2qT/ImsUuq10O4Z+4nU6nFGOPLCPWwMBA2G0z8LzHsgxdng4ODUuKsAN7rrWVXXi0JmU5OiE9BPc+ZbI+1h6jeeNZN+A8P/3RLKsWZefNWisOpgDqdThoaGmhonaCAjI4Py8nJSUlKOa4STWq0mMzOTiooK4uPjqa2tpa2tbUHmlPmIpxdJpgTONlawsddXtyyA61lDnNTew3ZK14Kik2fmes2HDyRMcZCO/ZBW7+AUfMYEnQP2VrD7e6DwU1GueD97WcrgwGo1SZrTLyumUnAS9pDBcyHe/hoqioCL1ev+JffRz/5yH4j698RshnCBBCqHQ6nSHclrAsY84nSTc6Ojo6lUkYDmQRnNFmmJRnVSvBUl41GoxSi1TXUx+64ZhQBvWKcPdFNZGbCxrhk5rK697qtvDc4yLqBQlJdxz5/+aNRnfMm9nMzE4PRgoRJQRVHo6uqirq6OjIwMSktLpVXaQ4HJZKK8vByTyURlZWVIuZDBEk8vlmYXcnP/nMmLtxzZkpSTzFlfwIGdiQh9yVJJKpZoy1EyvfE5HM0Pcwl/J5h4u4wXe9eO8t2ncHFJ6pZhqUlJSnpORipqSk0NfXF/Y6slrmskZ/ykBMTIwU8imj9b548WIcDsfi+R8ZQQRzI0I+Q0N2oLFzoUBmNS1cnyGrnyMoblaXTlBWxJOt4urq6giYu8+GvXQf5S9bMC3W7GGVvTDMFmVrWmeYmoe/Zepno1XPCWAFqnF3y7ZRmbFi8L+Hh/CJaATk5OUlVVhUajoby8XFr6QDiIj49n6dKlWK1Wampq5q3chUo8vTijaAP/nU78UHWruZCsfcS2bp+U2hxqVlJubOxWVNJ18unDzZ45wJk9TwH38mHcYmGek6nOprTSaw2+ZyyJ7n0f+fvfeOb+y6z7y/Bx0kwN77DDmFwxlJliyr2JHt2Imd4qJ4/b5J/Nppu06c4th5k6zzJrveON44n2eLNxi1xSXH8OpvYjpWV48RNUtTGsqo1HA7JoViHvQAgAKLj7B/g5ZAzLADOjzMYCY8+/FBD3nt4ncHFx7nN+5XkqK0W6uqW68KUsKcF8g+92u0WIsETHu8vlwul0Vqiy44Q5XuLd7mXyWRiOnT592rj4nr1Tqd0AudS8lCi8BqRIAiU5eC8lkUuT6BCPr/EvlNNk9PrkvqADf809wstXDrb469iKhYZ3k0dASnHxi6hbceubOo+tiDCOjS0hJjY2OcOHFCROhfEkopOjs76enpYWhoaE+ikS/xPH/+PD/7sz9Le3s7nXq+XkydP8slPfpJ7G27lkdm3cd/L3k9vR8+ONGyhUklutxutNel0msXFRZZ0hM/VD9PHx/hx/pavnczEP/6rN+dZFeHJtLM+j94ZVr1kqVpJSsk3V1dUiJFZK71MCFRUVIgR/U01g7y7GMvKAYcr9RZB2nLzccFYb23t5e45Cl1tq4GSaZTIoQo0gkskN25XpCiuwFg0GRlLuUVail7SmBR2YHue/owdaGw7YVnqF7hjL8Z1t2ci14dnWpKOHi9s4sag8aT3ZqQtNZMTExsRTtLGV6vlzNnzjA2NkY0Gt1BMvMlnh//n+Mf5jd/4DWw2G6997WtxOBx84xvf4H3vex9tbW04HA6Ghob42Mc+tuM+KEoqqb2Nh2fP8Vfdk/wdn50nu0dB0ELSCIbUiovHr8/mIRqPG2RxLVqoUNrFSTUdWvWYpBBu8Xq+IOkFPT4/t7Nmz7YCMx+pLnFS+C6KUJypHPAlBbW3uko6NDJhRmiI2NDZEUpkRaWULoHnKpe4m6Ual6z2AwKFJKMD8/T2ureaAgnk8nQl63la8538BP0H9hkBHDOtsi5mmlua/Fzwrvz2n4g0Mur+s4Yz2t7BFRrzfDwMNXV1XR1XWUNnXJJQSnHs2DG01oyPjwP5E88vfvGL/Nqv/Rq1tbU888wz/PM//zP3338/n/vc5wC47777+OhHP8q7n3vUufv7nL2t4FiqVFCXJZ3mGV/v/lgciI/wNzxdNPAFuoYXGhgaWV3aX6ioElr6mKerr60UsKd1und8lEGyUdnEwbuxwOh0hUuLu720M58mmOcuSzjHxRUVHRK1W3Zwop8ikBqWhFKBTa03ayEKTTabF0nuQSpliqzsOpG+6nmdRxllnU+zdN8hmeYZ/8H3NP2OaiDV2Q6WAlkqF2FH248KaKnCjkCajkOnTx5nUmQTca3R3t7O0tISTz75JG1tbQcSz1gsxvve9z4gF/08derU1u/uvfdeAP7hH/6BeDzOe9/7XpLJn5Nb1zlcqaZgV/oyn+CueI0Su2aixOsPJYCXDNdFdz9kNNhSvpJN7OclbOckRasnWZxkZGaG5yayhnTiq1XFVVxcLCgnFttFWvabomWSUFJmuA2+0uuslngxQTBJggyHLFAs0bzSXxuerp6al0OBylkS4rn44ZFmXwWAJvN1mUawZLSsdzY2KCxsdF4HAlINVBJSVBJQKqsIZFIiL2m9fX1HeS8nSp+n9fye9zDnfQzzSZ7iISb3HeN79kuoevgPc3dz6ri5i5QFrTWJRAKfz0csFiuJh2QxiMVi+P3+vGR/vvKVr7C8nvMztt9/O29/+9h2/8/l82Gw24vE4Z86c4a1vfStjY2Nb0kn7SSWlyfK/GeGTPMl3mLjq9w+2rvD+n0WMM14zuOz83dl7PUe7lJG/mBI3s3KxaPuZSmQvTcaR81aurq5mYmDBWqThsfc0MWeYIM06A8U2Snuf3/F7ZtKI97K7gn1lMSn6u2tjZVX1/fd73ncUPjRdI0ZIIy+SwA6XS61ZR8SkUJJaJ7mUxG5KFTnSnWjiURCpDtdSvJpdXVVrG50r4egEztvZ4C3M8AQy3yKJ/k8z7PO7j7XL1+t5VWNx0X1NUdHR2lvnb6empubQrTgPC1aqvbu7m4WFBaanp/ctHfj6178OcBXxtGBpiX74wx/G6XTidDq33sfdpJLmCPNZnnuHTPM0se0vrpO0ajcaW5arGsyrc/BjHuJeTvJE+/Oz/WaiqqiIcDhuTGquZRSIbY0piHQ6HiPaonJXFkQj6DxFkgwnmGriKYU4TyLp1YrkgyNx+gF/NSFtPr29bWhsvlktu5vlTxIkidm6BMPguDz3RxnlbLElEAsFhPRWywlvVEpkfpQKERfn/nmPhQKidR7Liws5DXOKRr5GD/KR3g9X+B5PsVTPM/ObvSfnW+ild0CuHnN6epra2tqt+thr4QUvjW9961t85jOf4bHHHmNtbY3u7m5+67d+i7e85S3U19dz6623nsry8zNjY2Nbm8amnngLgnnvuuWo8q3v+pptu4s1vfjMA3d3dvPDCC5w8eXKLfL789pfzEJN8kif5nKsOk93Gr2o4H6hd4xWot320M0IKPt3CCeznJazmCi/yVHurr61lYWDAmn3V1dayurhqTz4qKCrF1nyRR+v5/Z2dl9lRpSZJgixMQmobySYAaI816O8jE9jjbY6wXdadYSclqfJhv01tZWtNalEW24kVGOnfJaRD5RSqqury/h6xeNxMVciU0gSYdMommTdqKkDFeSiVhJyTSBTN1roe+XDxS/xcn6R23iMGT7FnU3yJ8xwJenlVjVzUMxgMkkwmr4oQ3kgE9EMf+hAf/vCHr+pW/7f/9t9uNa4999xz/Pmf//mOe3R6nehpg1xrFD37wgwA7yiScTic2m41kMsno4hR/w/O8mr9niMKbdSINTn5r5DgfbTzFHXRgK/JJJlWvn6fP5RKw2q6qqCIVCIuTTNMLncrlIJBMsEd0klVcTzBnWyR4gcLXgSVATdxDwFh+N1Yqtml8TeDwen4+xQU1MT6XS6tLTTyrjhUCaf+aNaooM6kUiIpGElUGp1oxKkXKIcQSoKK1XvaTKOQvEqungVXXyUnH+bs/LNitZ6ZTIbp6WnOnNm9Y/5GIKB/+qd/ygc/+EGampp48MEHt5qG/uZv/oZ3vetd3HfffbS1ntdHX17ejWx0ubyrW1tZ2kMxnn32WT3ziEwBXbWA6Ojr460sP8/6j3yNKYVI+t9K61TA0YGvkgr5Anv+4oiXpNqc2M3+8XcUySqNdUSvFtPc57+XujuYx512mOuY3IJ0BYgHy63e4tl6xi4XA4sNvt5rVNnL3W8xNPuZaml/NG2Ka5rBIkUdSaTMdbmA5looxRRi0ajJdW9LxERvrS6wEo9eadS94KUxWddyk2/nrUksojs2NsaxY8f2JR4mXvCHjZGRET70oQ8Be3erf+lLX+K+++7jP//n/3yVMoClYWoRTcgpEvzknT/7k1ufzhRde2PEZqaiooDKmiOqDiacNxWvo4U94A5P8Ok/zbn6PezhNEwol5i7k9/tF5ICs7nATnSNZrRqP5qwHshaoDambzwWJFkr4N8411GDNrTNiM5hqSTwC3221XSpWDVyYoOxyVkSdau7u7RdqWnTaMEUpaPUmL3UtG9UiHCUnWjg+sz3F39BWr4I36Qv+b/4zvczwjLFPZQjEQiImoCs7OzYo1hoVAInt9udF0mXIKBaa5LJJBsbG6RSKVKplNH7PTU1xTe/+U1WV1cP7FZ3uVycOXPmqof2+9//fgA+85nPn8IpXvIK3v/3t9Pf3MzY2xmc/+1m6u7s5f/48r3/96/m7v/u7rfPuqD/GLau711h6cPBmTvAXvJlFnfpMH+Rl+nTvp5mq92YaGhoL86fdCfX29yDgVFRUihE8CUm4+1ZiXAq14U7THzDezEuTTSruborm5nOQuUU+/FQlHW+bzeE7iB0NLd3X39q+CRle8xxcbGhkiUUELuRYLAQq4EoL6+3nicWR0mqyBKigeZn5MFtMki91HIXndxFB3fRwRmaceyzF5SS55IgsVprpqenOX36dN7nFJqCz2azLC8vEwgEtu4Np9OJnw+EgGo0yNTW15UBjs9lobGyktrY2r+tkdbWfPXsWyK9b3Zq/JZUE8I53vINsNsuf/MmfMDg4yODgnIMeOHeMjH/kIP/qjP0pnZyfvfve7eeCBB/ipn/qprfOONHXwtpFunms4B0ANHn6c47yVE7yRPirJn77PtdDpFooQejycvaamDYEVQpe4xk3ve6/WKvKZqhxdP2kbcUXz2IuHI4suYP2qD9gTpdNpIm9fhncIg4N3V2dtrPnj3bStnlqIwiUSafecLpdNY1NDSUBOOTkhOSQCn51G9sbIg0KkiJ1C/sI/z+AgFenIMAXeB6ACpzcTtsmGe3kTjpoolLsNUluWJaWlmhubi6YHORDQFOpFJOTk6RSKRobGzl+/PhV0flYnLLZDiSCdTrO8vMzQ0BAVFRV0dXXtWVqw3bmo0G51t9t9Fbl65zvfyTvf+c5d/9ZrXvMaRkev1uK0n2WzcrJt4j76Ne1U/r6EHZwEd6tuhlDK2yJSq1/T5fKysrNDS0mI0jmVtaXK/2my2rc2DCRq91dTHnnMz6zaKFdoEk47wrtsOooBhIvdcNDQ0OwDw99FLGiyB1boIy+cwTPp+voVS61C0x71JAIpEQsaCUnwMbGhki6XALxeJwX3Ot5H79Bin9lin9lautnR6nl51Z6aGxo4OW4uInmoknKwsKCMSmAXERqaWmpnoKjnduxFQK1o6sbGBj09PQVtaBwOB62trbS2thIOh7lw4QINDQ1Xvd4rLTML7Vbv6upidHR0R21onsbi9ro9XBlzGWrI1NTUEg0HjcSTcfKQisVbUshSyOw0uP3UJc/IpwTMueaLE4vGSkKGqra11AKXxnQLwh8eJInZugXPOZJ9xud10pET4JP/ZSmotUWrlUorDz66t8v8qsGWScAOvRKL9U+S1ezmeo5o94nNX/FB/g29zHM4gGWmtsRjUZFNiyWaL7J+3VlDWgymeTcuXNUVVXR399v9B76/f4tYjw0NLTlZb2bnV/v2bvXt2Ktb3eFw4HK5RNK5Un7otbW1BINB43Gs7nBTSHyOpeo1Rebi8dKZFBDOP0COKR+suVIEnkuaNYRKorq52USafZijXfJaRDxwOR41p5FOK8GUyGWNPbtPaIQul1LRUStdlYn2BqS7zh7kdtRU2niZHmYaZ4eFt09Ag1m2n6du6ik5t3iY5KkXvIdd5vr3ssFlYENB6PEwqF6O/vFyl1sNDS0kJVVRWDng4P4fD68Xu9VEc6BgQGefvppPvGJT/DpT38a2Ltb3bp+nZ2dTE9Pc+zYMaP52e12kbSwhHQO5PQ1n19fXS2LzVlFRIdIAJQGXy0VrwjzSmBEgn2F3huB6aTR01dTUuGw2W5l8llE0ypHPPKGUMiafprVZnkiilulGpRiGp6KlEWmslFSHiys86b09oSBxgvzdBkC9yjvfyL9y+GR29h7/kt/kWX+UCC0RE7BPhnst+91D3c2trKzMwMjY2NosTTQkVFBT6fj8XFxV31bIvpVne73SSTSZGNpN1uF0lTS8Dv9xMOmzvonWDWoJnA6nSJNMRJzcblcNCbN18kMGlP+GXNkiKTNN7QS8Pv9+P1+867Ml7eorrgAACAASURBVDLKnUktl5Ikq07SlVFRNAqU0l1Lq3pdyfQqrBLfRyg/QxT108QraOEYdPvInWQ1xJzPewiIdMdI8wjT/nlcf5Cf6eVv47v7/yzyLd+/Pz8yJWoZC7/8bGxrj77rvZ2Ng4FB3QqakpvF4vt912G8PDw1cRxne8n4x18/vOf59Zbb2VwcJB/+qd/oqenh/vvv593vvOd/NVf/RXHjh3jgQce2EHM6urqRPQ1pXQ6wTyrnItk5b5q+l4rSS0SFbTYbldp8Y7RhT+PKmr2umCNLLG0e5ZaAz+fD4/GUyWexKEstvfjS7kopF/A7nwLuAVmAE+F2t9ddNxtVa+0wjn6VE+EppLolEomQahRKJhIjT0goxnmZ+19/V4KEFHzW4ceEgS5YInKVaIMkd4S5L++LqPc1Uh47k0JdwikeVIJEJ3d7fxOACjo6NbneyH4YR0ZY1nV1cXExMTHD26092pnmG71pqYmxsbGjJt8qqurmZ6eNnYZs2okS8GkwSKfpdAUY5FP082kR+AxGXak8KbsJO3FE/y0TZPInw5wgH5iW4vj9fhwOR2l0mhaIw+IIhU/kmv61kkPekU+l1Aml1K8rpb6glBpWSmWVUlop9W8OOK9DnKfUxpdSIUiqmlIorpS4qpf5MKbWvz59S6qeVUo8opUJKqYhS6iml1K8opXadt1LKDXwD+HngD4E3nAU8D/6iUelm+r3U3ZDIZY/KZSqUOJb1YDEqJfJbSdZGKwu5nhRckzjArfJdZHmaKR5nhORa4RBhQntOPnFpq5M9rEkYom7qSDfhqoo7iHaDPmpETS6355eZnq6uodhFjSCWm35qLq6moymYyICLpUvaYlnKWSKyspKkQYdCUjVoEpALJpbpMLEdoQcKbxp80Rj8oAynHwgIUPl9/ux2WwlQT4L4QmHyRHKKAyFnsI/3AL9eyOCbb+YDQA1widybDvBy4BeBdyil3qC1fnyXcz8B/DIQB74DpIDXAR8HXqeU+jda6ys/nQb8L3ALcrLWe3hznQeCHgJ8Fni1k/tuRzWa9ptGjUiN8pdK9L6Grmc1mRdJ1Ek1LmUyGgK24B3AWnzSxhZgnzg8kqvuGe3FEqVomTNvzU4MGLA01OpmmNGLOsk7zCylNpaFDm5DMYDFJbW2s8jtaahYWFnXaWaJCKguxFPC0ePHmV4eHjLFtMELpdLrFHOFB6PRyx9bwq32y3SfS8Bh8MhokzgFoh8xhwZ2tKVnOPHgxoEbOy7sOLDhwIYdtfkfgEKjyaLJkCVNliRZkmREGpcsC1OTzeTms+O6p6uK4AmHxhEKn/w1n+0sliUI+VYPAfwWeIrdT+Bzw6gPO+QQ54vkZ4Fe0zuUMlFJO4M/I7T4+Bdy8/SSl1NvI3VALwD1an64ubP28GHgTuBX4N+J/bzrFvnvNp66YC0FpnlVITgJExu91ut5mSm0wmUzIRvlIiwhJe9aX0euLxnOLMe80iUAxv6ilsuSoqLrO1+ArkoZyOVVOHCgR1vDFq85gGKtbU1kZT7QQL1JgR0P+IJuYil1+slnGo0ap6hra2tZW1sz1k6V0NeUcigC83SsRcpLAVI+8ZW4uIuObQRRYYkn5QiiJk2G1CZBTJAhTpoYnKTZIkSDDiiOBTsNMAfJouyGO+eux2+1bEmTFwu/3o7W+rtGLQnnCYXOEwl/AjV+3aYK8n9Za689un//dBC5RSygPctfnPD1rEc3OslFLq98iRz5uUUhVa6+1P69/Z/P7vrRtq87xFpdR7gIeADyilPrZtnV3MGqAe+uct0OoBzB7zEfWGz2YxzL6XU7Z7JZIzTqFLRRjBvMigl8hmLx7gkQD6LuSKLRFnc5h1/nMl5Jm8c8YilVGrGysnKgSHsxBPQg4mmhs7OTiYkJjh8/nt+E90BVVRUTExPG5NNKDZtcW4fDIVIGnYHWZl4KzkASkyKcCznLJaIy4I0tzwrxrPoX5tZVKu2ez2esttVQoTzhUjlAwXuKRz8NkQhnIa5sWnBba27UqpDuA2IAl86cqDtdb/CswCLcCd235lVe0vbD9eKXUE6CF3IxYNm81mfKtI6i2aQoIISxBYnKZRS3Wgkk2DDbl6bJSFMfTTuo9Jz/Zs/4PIGIZ/PQCE1oPkST5CrA5QiNpJRS1NISBxJbkZNCZLUne+QQeEymbRq3Nt8cZwTIpxVtN4Hb7SabzV63mpMiecKhcoQyCsOhkc/NSOd3Nv/5+5updmAr7f4Hnm//8nN75SbCKfs9rrfdalZ+84lgAK4zee8WxHyZ3E36tgOlfBYlFtZTIp4Q4fCm9npIiwpk0p+xNn3EorJ6infbNG01ngx00iftQZqxCRjpJ4n9fW1gqSfMqHgBZCPC14vd6ScdCRchaSgBRZk4DD4TBOnDUtFYSXIZ0ZpXFmBcUok8mmz2dD6yqKga4pieMKhcoSCUJZaOnSppV8G/gX4d8CPKKWe2vz57UAtn8CfAb19xzpHN71PsDesmso5Faz2ilHoc+G+b5DZCLq3/JuB1Wuvr3oJZSml3CeJYSuRTgkxLwZuxn8xe2t1LF1cLuKTJESLJBighJoqSIbn7f+fMk9Wzwm9RvO+7ysVGSV52f3uXBVJtyGUeEJWpyAUKhnEEeOHDn4wG3YLwVfDPGEXL1mKBQqCTkgl8tFKGQupyWBUiKfEpFPiQgfgE0gP5pWGqeWIJ/mr0finumyuB9dzwS2YJ5QcRyiNR+d1w6GST631uFLqbuDzwI+ws6D3KeCR7bWgm7CKmPfTRLGqtq+sOXk7n8KfApwE78DBwh9ZaopbjRZV2l0ApkWnJ+lNT7BeFdWKnFi+1ecgmDTPMz3My77+bIL0LqZ03vi5SnXd3F1uXuRkCLJZ6Q69SV8FWXQCkRvs1o1vWeBiBDkKTWAwnymbVpnIYi8yBTiiMR+dy8ttdzwS2WnJxwmRygAL47opQkOlXxuEs9/ANaBtwCWpNIrgf8OfEUp9UGt9Yck/p7Weg7YV3e0WEil3UuFrEmgnlMi01rpk0u4SmpjFPHhzEi6OHcR2mHWjeYBcSYPJvbKdgAaDQaqqqooiniCT0rVg+hkopQYdpZTYndTFFSRFhocinXSBLLXFFpCLCNyIOkyOUURgOjQkppWqA+8jtOt6otf7fWuuVza9/BN5IrtHoPyilnjm071dqt7KeFYu16zM2I84REfUspkTUJlNLrKaXFVCoiXCrXtlQi3L29vYyOjhKPx4smnhZWVlaMn57O2tmZ832mtWVvbWzorX0i8nkQiQSRiJgUkNZf19XURsXqJuegVc2MCd8ZGT8DcZax2xXydi8VinImYL6vouUCXJEwrCS9zb/TAjnz9GrrvsAa31+JW/1FqPKaWeAF6z+WVJJUxuft9PVLDzimMPHUopnx/DwsNEYwWCQcDhsXIO3srKC6VwkxkilUmxsbBg3b0jMJRqNYrPZWFpauu5zCQQCxGIxI+knrTWrnq6vG5Ebi9SSTSWKx2A5/8+sxl2AwiMfjYWVlhaefftpYq9P0umSz2V3tNwtBOp0mnU4bzwXMX4/1nOS6FuUSjUWZmZlhYWDj44EOeiwZ+cthMUqsiZcOfsBmPA1rk2iqljNdtpdT11Lab3PxeUjyhIJTTn7oeGrs3v+1XTW1YY202SLYeBAaWUd49OttuvOPbQobVOnTyZf/3dbpienqa+vl7koWk6F4kxYrEYni4uL9PT0XPe5LC8vo5SioaHhus9lamqKhoaG8vt8BS5cuFD0XKamprZS7cPDwzidTvx+P01NTQWPnlU6nsdlsxlqfEtc2Go1yfnUKV1czlTipxEUFzoLrDCXmsri4iNPpNPasl5jLxMQEra2tmLrKSczln4vAq/+ukGQluibp45ariK11m49wx3FYy73M2m5Uxmi8OJckT8saLJHppgsMkn3Ob329TSjmvbCzan7Da7bfOfE9bPtdYzSqlngFvJFQd//orzXk2ucWkBOHtIc98NxtuUF1utTUnVZZXQtZXy/paCaXmEn0+kUca2x2+1FNR3t1ly0vQa0UAIajUZLxlo2k8nwB/ZH+NpO6UEqcG6R0e3ffbi2/Sz37wqcHCHDno2xsHWv93HfF+RU496xhzGQyxmRPClJqHBLISjT5ZBVpm4BGp0Tzk0AZzea1vW4LbgnzhDLyxGGSnz38GNshFQP+HUur/taQMlFJucjJLnUCAy57vFj5CTjj2j5VSj2utxzbPawI+uXnMH+3i7V7SKLXmnAtMFXkIORQo2m81YIFsKEvZ1UpBwrZFy0KmuriYUChWk9blfV3uxBDQYDBpHyKWQSqdYcVyt87mxnac24TH6p0X/PCf6Yhw88TmER26tJ7e0ZH79r/+FCX8KhoJR0iCXIp10rksr8M2QXIJ8S12VzPbjeni/+NzRPKaff8oJS6lctvKIDlkfeHSqnftH6otb5z8/uSUuqXyXnA/wpw7+ZOBXIRz1YgAfy81npHnal5r/WWl1KeA9wDnlFLfBlLA64Aqco1MH8/7VQpAYhddStE5iziadDGX0uux2+0lI9ZdSuTTEjE3nlUqSeJ/r6+sZHx/Pm3zmI6dUDAGNRqMiPvUS1yQYjzDvu3b3rYYtzdgrUZttKxnFiHQ6LWL/K9Eont5t+bqFwaEVKgHzaBHqEJYj9prTddV38S5EnFIRy2j1vVAF37PLzY7v8DACt9V8rpc4B7wN+APihnzV/NkiOlH9VaD+1x7i8rpR4lR1xfTU6Taxj4C+BT13o3k81mX1RpdysKa7LAlxLJKiW9xFK6Lhb5nrKq6WvD+WsPhcJBKpfKKvBSi41kIAU2lUiIES4IcASzFQqw2mEfsJaJz1WnXdZEI22scU4JUrK7snVeMIkE97FuK20rD6lNBETiaT2Gy2655qKjWeUBDKkc/8oLV+iCK4utb6GeBdhZ63ee4XgS8Wc640ntNbGbKKU0u4WQXI6nWg0CTI7nHaiV7jn7OaoE7Ul+WndygmB+ZimgkqJfLrdbgKBwPWeBpCzkpQQnVLeIo6lSQ11dHaurq/umvYsRkM+XgM7OzhrLNAGEw2H8/is9LgqHMwUfdL6WcYKME2CCIJMESZL/ncuPKKGI2881Ofcpt/P6WiiwXyJFPgFfRudkEprCk3jNoMmRJkyVJhiQZEmSIkSK2WTaR3twUeNJ2nQg5zrlYq5DMcDmOz2UpCwqiUeEIZ+eN6SiXcUEin01lTglRKEbF1R4q3pj/NJBtESBYdOXkjP2g8nF4korEWOSgEej4dYbC+74cJges95vV6RudTW1hIIBIrqLt+OlpYWBgcH9ySfJs5FBxHQbDZLNBo1n7tqHnMZnR0fHwQcegErt5DfVK3f8LItmlnUmNgmpRUqt/19gpxZnXdzJksc8dV+Js2TcsCQgRT4jnJHmUmaLOdWCjAied6QrWvZoTuHFhx4UdBzbsKGzYNoltbg3OosmS83FP7SC2adyYR9szmYzxdQmHnwyilSoJ83rAop93LyAc2my2eSCSMukEdDocYKTGFx+Eimo6zjpmQc6KACM1ecDqdxmlMu90u4+Nsnsxk7+kg16LhcLpLJJG63u+gxpEo9amtrGRsbMyafSimamppYWFigpWWn5qEJ8bSwHwGdmJigq6trnt9MKhun7sh9sKDqpppNq7tlFxnCDFJPbyOhabJVVT5TTpJggsGs9Zz7wY04aE4nEoV2XQiFFPk3WnuDRZ1kmg0jDuCDGPmWqERORT4rpsmhGY26e9VKEop92v9wRuFNjt9kg4HDYmn6WSGq5yevGmzXfRnCcxfjyXlUwoPLbfbTSKRoKKi4npPhYqKCjY2NkriukhG7Zubmzl//jx1dXVbUTIJ4mlhNwIaDofRnWoukyjOZjEgXdSqVKooEVODkFI2cohGA6Y1p6urq8OFDo1lmY1vENLD5/0EmCDDD+p5ZjirM77NSnIp+pVAqv13vwgQdAYo2rSjvZcJhvSCUinxKlEZufp+DBR5axJ8qRzzLygVIqHA6HaWxsLHqMUiKfnXoeb6phZfRdATGBhtiJ8pQCrQacUyGdVVRXLy8vU1tYajeNyuURIQUVFBdFo1Fg8H+D48eNcuHCBn06dPMzMzI0Y8LWwnoLW1tUxMTHD69GmRsVdWVozWAQuhUIjq6mrjcTY2NujszJm5KBRNVNJEJXdyndVlAkgzThHYlpvWY3/OJRKJkNFQTiQQ1NTXG40iscf60k5jDbPNmz4JLma/ZYG7dGw6HSaVSpVHYnXsYNiTL5zBMW+TSBpblYCnA4HDSkzSMUsSJTfNvhdrtFvIYl4PV6jW0kQabr1+v1GlvgQU7iaHV1n1Zjctba2MjMzQ19fn/GcnE4nR48e5YknnqCrq0uUeFqwvODHx8e59dZbxRphVldX6e/vNx5nbW2NnI0eOGI9TSF2wCzt91NHHTnebVCrFlGPKeC6xWMw42ijVMS+x4dJasyGwxlVk7CTtZq/Lm7ZT4SiNnetpwOEwikSiTz6KhX/Jp99JoS7wBkM1mg5t1LkWjlLrdXS4XTUlzN5MNgaiAleo2RSkRPomNhkRqnFy6Lu5vCep+kyMHq6ipNTU0EAoFDyQjE43FisRi1tbUEgzIZwmQyicPhEHlvLLWJUkA4HBaJWEpInJEmoKkjNJZlMsuoyz8o4sBmnWSvSdiodpeFAFYlEiEQiK9d7Hjc0lOHXDY4y+cwT6XQ6YBoRkyITnNpvN+GHtdDqpS5lHPsMqaUyopdLuEnWJTqdTpLaxqqqK9XWZenxTsiepL9vY2MjS0pLxOFaNZ29vnL319fQwNDYldL4DplTn+YewxTg2c4sSJE4TDYZF5z8zMiHS5ZzIZkUisVHf5+vp6SWjBgkz0VAqJnRIJZt/lm1C7wqPUn7dS4zEteJBAMBpPpdLrccGQCpc2+bnCUyWeeSCaTxuRTCm6325isKaWoFOhunXXTHjOciFRGWilpKEDW/3y9CpqymI4lxJEobGhsbjXVDr2wu8ng8nD59muXlZUZGRozup0gkwj8+nc5b/Efou7xh4lM86ngNyKXhTAprJZMTqgVdWVgqyGd0LgUBApq5RiPBJfHY2NjZErrHEXOKJODNun88+NRNihJuGkzl0a9bTBYDAFmKUCy3hJo0w+80QkElkxTbtLQSpNXYl5amvaFRWZiwQqKipKR8pqns3HJFPX19aysmGe3WlpaWFhYMB5HKUVdXV3Rc9qrq91ms9Hb20t3dzcTExMMDw8TDAbzIhBaa+ZWnFrnv7Pf4nU+O8AepJf4sFKBTV/E+vsGTzALmBHRmZmarsccUq6urYuTTtCHNgmlmRkraSIp8SmAlnEWbNbZ6VkYhTdSQq8LhLI+0eCoVSQGlEY25EmKbcXwRp93LDUZ5IJpOB1dXVJAiECw0hRT4ldP2mnvVGCsbBI164pKioqRAiW3W43fpBKlVhUVlYyPT1tPI7H4xHbJLS2tjI4OEh9fX1BrzMfOSWPx8OJnEyfIZDIsLCwwPz8P5Mip1+vF4XAQDoeZmpoiFottkdOP153j707OEf79t3Ai7SL++mXqL7Uw0zXKn2/kSz/CL1OEtygsecnWIUgL1lsOMxD0iUdcoVZIRiURE6kaTyWTJOC0tx0KsNps3HGUELDpbExUinDVQSWFlZSQPmheQvZbwIUucmKJPP/LEwNTW1QYmQT4mUrk/gpSxXpJgPBOjeRdalEFh1iSYPZKlono9/vJxKJiKQzTV+Tda7pOHC5LME0qqSUor29nZmZmbxF2wvV8bTb7bS3t9Pe3g5cTnmn02lcLheNnjY14PJ4tgjFAhFUucPerkzz+bR+3vr6FZxYWuLuph8c9k7yTr3I/P4UNVRQBHR8fp7e3N69jD8LKnysq+9qL5olid0CsRj8eN9IsthMNhkc8MmG/eYrGYyGsKZjaIOQ1r2jOKDQFf97qMy/j9TqfTIs1cnMzMzWcB8p/9SxosgemmCcto9f8xNTU2J6CSZ7j6lIp9VyoPNcPMVcqVZTZpnXyReU6l1h0s1HVVWnVorUfba3t3Pp0iXjcSDn0R6NRvMi+xIC8na7ncrKSqqrq3G73VRUVOyIbL2FEwAE3/x9ADbuz0kYnDQ1r6rWXr3ORj/DI1vGFpOCDwSAul0uEzAAsLy+LkM+1tTXq6uoOPjCPcSRKAKLRaMlofMZiMZHUnfUibb2YbYi5mveblQD4hEwCJBrWFhQUFLBoPVMZLFmXymT/mZ2ZmjOPkLpfLWILHbreLNOjUe/zUnxQ13wQqCCPhKV1aWlNanlL6mRL2mZUdpCpfLRTqdFpP76uvr4+LFi/tupiSdi/ZDO1XcQTtDpy5wnok8x/HgFr8h0EEymOb6Ui87+Rx7iO4xvnZMPAc1kMkxPT4uk2yEXZXS73SIbpbW1NZF6z/X1dRHnnJ4novKnNrgWpEgCJta1pw8VYhfkG3S9Qoy/lQBWPxzNa69IQrb5RcQ273ZVSP62UekQpFVJKRZRSnTymlfkUpZcwBlVLvVkrpza+P53temXzmj8Da2prxE0MqaimBVm8djRv57YLr8XKKRu6kg3vo4pV0ncjPNtOEnJLBA+/1+EXF3q17TBFIRVI/HIyIh5fV6xe4ZqcYjYItUTk5O7vr7a0U8LbyVk6Cg4c0znAKx8uRsFnJ0Kc1uqnSyan+IrzG6zpD6IgI6OjtLX1yd2T0g1LVmEX0o43/T1lVrdqEQpgdaaH+Qono/wq/8I7+CQ/ym9xN2+jn5fRQnWekci+DT+LFebrQKnYn2YyGdLpdGlY0t3IuEYNR0qpTwD/P/Byn4BHgW8Bx4OPAl00IqFKqG/hvFNFTV675zBNaa93W1ma803O73cTjcZFIgynqK6roDfi4UB/FjZ12n/NThxbu5w46TJkCcOcKsEmOV3VNHqwLkU6pes7q6mvX1deN0pFJKrGlBIiJk3TemD9Ta2loGBwdpnbW0VIVT19fWsr69f1b19rYknwL2c5Hf4Dk//4GNU/flPMv6ch7vu7easa4r5iy4q+p0sqw3+b77Mng/wMzk2f7L1qQGdmZqivrxfrvE6n06RSKZHI0+rqqkjK3YrEmiIajcqkuUMhkZIEic9cKpXC63LTnSz3H2L0sIUBs06I0wATBHf8/RZAUWVrjHgIew0eHhirMyz7i8bjxfbO8vIzT6TTTW3upQ3FNGo6UnUm8Dfplcfe49WuuLmz9vBh4E7gV+DfifRYytgM+RC2J+HviZQs4vk8/CEDXVw/N6vSKp2EKRIcscn4R2L46Q3wKm5Wr5HhCWijBNknMKdYGadUWOxaykh9Orqaubn540XWKvu0zStadV9mqoBtLa2Mj8/nb2zHqJSiubmZpaUlmpubjcay0NPTw4ULF3C5XPj9/utCPAFO0EA/DVzwrnD7D0d55KsVXPrbTuw/nM81cJMk9gaM8XDfCY8zwAb7Nf+cNW+deSUCXlpZIp9Ni0koA09PTdHd3i4y1vLzMiRMnjMdZXV0Vnqz+VqBstJZmlcDh8YJCgFi+34eU2rr7XM2S5xDrDDHOLOn0VSV0i/zKj6oSDWgGNz2QyabzZmJubnQyklUzxexmHjdza//3uLeAJorReVUu8BHgI+oJT6mNa60HqsXwJeB7wX9tid7YMy+SwADodjYX5+n/tjRo0eLHsPr9YpE+BwOx1U2dEHiTGwucFfuxCc3d+E7YIffzB4vaBHcDc/511gPr9NQb/4QM4VUnBLWuro5Lly4Zk8/6+npmZ2eNyaeU2DzkhOIHBwdpamoSiX4qpejv72dwcBCPx0NlZeU1J54W3spJnLvAoM2/+Hnz1NcwMu3nVxhEerRjnkbEIJ29rZNi+zEf5Lq+ki5/gske7RUAjkQipVEqE3FmwuvUrnK80darLZrIjEEuTqPSXeq2g0KkbUS6lutLGxsejz7djopoYYNbyBk1f9Pkpyxxq9fc2eIEBsm3VxnU8xFm7c09Fzn5+dJJpOTIpN5KeOQu92VUh3AbUAS+NKVv9da/6tSahZoB+4EHi9g7CPAfwEeJZe+n/2Ch8yuTzwKgtZ6em5vDhHzabDaRCJ+jws0fxh7gvHN9a+EKFJH+tgt8Al7wRZleXjYmn06nU8wun0BQSLlIgq6/p8/lEbBCt6OfCwgKtra0ic1NK4fP5WFhYuG7EE3Kp94/wKJNd07zsVs2zzygufqEDn9y9OkdAZMhPV2HtXyCjNz/GPnKFpR0q1pqaG0dFRo8/4bpicnBSLei4sLNDS0mI8jtZaJD1tQaJunVGIuUlahh+36VImL0zRxmqvlvjSaRaJba3twY5kmv4yMlSlmZ2f12traxYOPLGNvXBOLzJdtfj+vntd5LbuFJcuTzZeRJPjfT7X9Bjj/+gtZaF/O5LTccFYBoNPqCJXp9vVHlreRbGyN8iSGeZr4o4gmQnFfDeWPWmmIsFjMeRkjiSaDqyILFRsOo1TdHe3s7c3JzxOJBLLa+uror42EOuxtPtdnPHHXcwMTFBnMFh4+YYEXk4bHeSIh/NNYwAsTji5I5QjkxfXYrwy0gfAOgn+DV9ig1w93sLCAmtra9x5551EIhERnL3hgS59UIuoJcq5GUi5LUnWjUl33oVCoJDR6gaI30wpFCz7uppP/h5t4w0YXlRWl4es+PT0dTaVSns9d7Hjc8Dr/hyKrRmtrnGMvBpJB6rl8FXgP8J631aAHn7UCZfBaAQCAwfunSpZKQl/BV+jgVNXcVnCjiT+JJmKSqtYEmbyyRJkc/a2loCgdIhw1Id5g6HA621GGHs6enZs1O9EGyv8bTZbAwMDLC8vCxGnlAuBQm1pfj519xO0NORW6fN/3UqlLZfoeWI0Rlc299l5nkV+VX+d8fFxkskkx44dQykl4gVvYXx8nXCySajX2SEQIpcTuS023VEo0XwL51I3mg0wmYywwn8lkREo1JiYmEsC1/3CXUSisIuH9Hs6WZ3henN6lSqhf4I+Apcl3uRaNMPgvD7AsvvGDMsqxOahO4XC46kuYF6Of9ITrC5gu1ad0oyGigghz5bGhonEGkOkxKJh1z0c3ZWJujg8/nIZDJG+qq7NRcppTh27BgAw8PDYmQ5t861qQAAIABJREFUX9y7WV+XndWQ5/mNrAKzOObltOedQlMho6i7lmq38STsnB7P4aqqucmuSIKArKyv4/X4RVxmAS5cu0dFh5iYGnuaheNpsVqY2UIljxeFwkzS2BK+vpi4WUdJQEpJq5Jicn05TJpznMdT4bNvU6ra93H+p0L6fbneTSn7UYLe5l8FoaxwcFB40JAqaaYeswX6jFfhFMR8/qoF9zrIq9JAg6HQ4TwuFwukbpPuFzPagqre15KnV9FqsilmvIO62tva2ujq6uL8+fOsra2ZTjVv3EM3tZuyNBd+9CyOTX713F+2Um3LpUCfW4jy7sl+nPnfxVbzv5I/RVLd75M6EgKbTaRYWFkTIIuQIkdZahBQFAgGx1DTIaeOaQiq6FwqFjJsE4fDrRgvBnxsaGyFwuXbqkKJNPM1hSS2bkc0Vr/fJtX5++4q9YUc396jWsnVE+ItvvBe4BPqK1fr6Ql7sbyuSznMMxMTk4ar7I+n49IJHLwgQegHvNd7Io3RU/MvJbobM0yKyFzgiFF0iSiy5LzaW1tFUtDW7JLErDbn7XR1dRWcfs9XTqmiooIzZ84QiUS4cOHCNdmgOLHzps3U+3LDCi9/Va7+d33Vzs2zfbSn7fy3ZAe/n4bqLtw+8Bpdz/5q8YgnoxYsXRQXqJZuWlpaW8va13w/BYFCExEoRI6l6TynyeT3rRq+ERBQ2nU6TnTCbjRcjylHElDr/mc3Lz+36LhiVRMbnPMRbu3fz+Q0qph7Z/AT9rHbP5s68dNFiZfBYArXUmkUjEnTaNqPp9PxM2nyeUXqdd0afPU21jVBhdD5oSorq5OJEomlXq3NDFN4fP5iEajIhGM+vp61tbWxKKfnNTU1ZLPZvOtbC9XxVErR1dVFb28v09PTjI6OHrrL11u5LJO08abzADRVJbgjE+UzdTfxvrt+iBNtn+UsDFUpA5+fnqa6uFqs9TKVSpNNpEYKWyWTQWhvXEIIciZUaR8pytFRUN0AudS+h8TkxMYHT6Zw0nnkwZ1wLPbn4fUErttXDcfsWx+eAu4NVXfFkEt23z3686aJAy+SwQTqdzampqv+axgyEl43PU10x7nxLzLNIsuwhxrJxKOLLMZ8w7nmpoakU7p+vp6VldXjcfx+/2sr68ffGAekHptkCPFi4uLImMBHD16nlOnp6QPvSxMBeZfLxfHjx+nq6mJqaoqhoSGCwaAYid6ON9CHFwdKg715iv/4/ov8yB8/wcfe9F3+n5eRSUbWO+RLQSCQipp9pQVKgfnZ2lvb2dpGxJBphQK4eMZVKlQxplFIBkKqplcDo6CjJZPK56z2PnFwUO2dtdaz0DPAO4gLdf9eeVejXQQc796Gwe471Ga612+wJ+f/OwT2z+7MD0Q5l8FohUKvX86GjRn6gKiaPLXcUvYfJc/U7FBY8y8jmwO81ICMR1UobpPpZSYdJNkuryhoYHl5WUx4qaU4sSJE4yMjOw5nppRzkcfj4fjx45w4cYJoNMrQ0BCjo6MEAgGR15PNZgktBviPZ2/jA/fdjfdvb+ahziR/fXySuDPLnn/E00xSnYnAQAU2n04yPj281XEkgmUySTCbFnH/C4bCIDmY4HBaRj5LS95T6LKRSKRFCXWp1oxK4ncOFCcmlp6enrPY8XBa6Nt/tHNr//sVKqb+tPK9UEfHLzn3+0vYxCKfWrSqlhpdTni3pdeaIsMl8gnFhcXnxoeHk698Y1vlGlfNYDX6+XERg1g1v38vepVToZ8LFcUl6b24OA2Wqnz+kUWSpvNRjqdNn4AnSInWW1FG02iRzWbDbreLdNIqpejs7BSNiLlcLrq7uxkdHb3K3ecwLDPtdjvt7e20t7eTSqVYXl7enkqSy2+34fD58Ph9erxeHw3EVQdFak0ql2NjYYD66xlRkieVgmrHFJN9cTeC0N/DIhVx63/f1KipvnchJVKZJk+AP+lc/w5qLmvZcXfDabZWhoiOPHj4s0vViQlGoKhUJiUTQJu1eQa36SSk8vBVZ4sHaBnEJXcTDNOiitLWl9fF7k+UnWjEo1q3//+98Mm2o5lbMM16NHTWn9ZKfUp4D3AOaXUt4EUOVvMKuA+ncg5F29EAnCAXET00lMlngdBajz733HNhwEiQToIYKaVo2beRLT9M+eP8yGIrj7TmRz67qeYuOrmLnDu6kg1towYWd9bp1VldXjbt7rZpG0xqwpqYmFhcXjW3/qqurmZubE0lVdnR0cOnSJZGHUk1NDfPzn82KyMJDrpk8mkzsIz7XwarfGt/5GOp0mGo1uib1vjzyvrKwwPDy8dd43K6b5Q/8TLLQmuW38NE88nmdv8VDmC2G1eMlmIrNt41VIfjzZfAOAveY7f5pU73I0KwZUEVGvN8PAwR48eFdWYDIfDuFwukfQtn5Hy5jx8/bjyO1pp0Oi1y3y0vL9Pb2ysyjsQ9eiEww6/1PUiSB/Dg4HbauJMO7qKDu+ikhfwIrsQGnWiqaG4lERDYdg4ODGaBMPm8gaK1/WSn1KPAr5Oox7cAwOdmkT12v5rEy+SwcI+fOnTPOwfr9fiKRniLGocrPyoXSucahYpO0aX3b3h4gHBy+nbYto3kUHrXvo0fr9fhENytraWi5evGhMPv1+P5cuXTKenj1IKh8MhEkW1ND+z2axIdOzo0aOMj4+L+pA3NDSQTCaZmZkhm80eOvHcDQ6Hg+rq6l3TlsPDw5w8nedkru5YYl8hFOCdaZoAcuVpPp7mltYLnZnMaqwvfboR35MhnBs0HeYgv8rai57hdpioUCtHa2iqun6Tg5OcnAwIDIWIlEYiv6bgqplDLI1Y1KicvPZEMk7TnSFyfNI0zzyJYRDPRQs42MdnDz5ub7MCCVncg+Hw1KGAlprfe10016ssKSWrhG01l8Evpjnsf8J+E8Fjl/wOWXyWThWl5aWjO+aqqoqFhYWjMlnnd2UjrVE3cz6z7uHMZtNRj6rZWlStqGa+aScpSRm73S4ik6SUwmazkclkjB+4HR0dzM7OikQsLaF4n04gs5JrXnE6nmJ+1hba2Np599lnsdjs33XST2LiHgSNcTtku+YK0+VzMRXKNU/4qvVWVMjbo5Ey8njXOenOTV/2KQD/AqbqK56L999OhRvvvd79LQ0CDSZb0d8/PzNDU1iaXwJycn6enpERlrfn5eJIJqnOTaZQmozl81mmVL71wNPEmSSIP+LQeBy2ZEVGb2TDuriTpFotZR0lERDVyQSIZvNynRflnFN0u6lnjDL5LBBaa93a2hqJxWLNJjtSKaH5vupWzgSrmPMtF3yud1tU825fNe+J/CBH/MU/iCEXsZJIA7vdnbhKJhPEC3tjYyPLyMi0tLUbjVFRUiLkU1dTUbDnVSBD2I0eOcO7cOU6fPi1GVKampmhubkZrzdTUnlFhd6WHgKDtJX1eLnbmcrTuj8RC5Zs8cKp/pgrtz5FMD/4EH+Ud+sqi/q7VmZGSEEydOEAgExOSCnIBelXFtbE4t6WioGEoTIauSTiKAuLCyIlLNI+d0HQkEeqypMRSJOmseY4TFmsJqG37bWQWNdNSdZn4i46t0qTCsX6+rrYPWW61oyNjeFwOEZEJvOSR34d6y9mlLvdi4DT6RwZGTH7DEpFCf0+P7dF8kunnHKWWn+YMH+NHeIp/R4gP8DA/xx/zQ7y+bgDbmjkZlrKkbGpqEtHXlNINhVztp5RUUltbm5hNplKKno0ePbtUgmmJ7jWd7ezsul4uxsbFDkUSSQAMV+LYRTGdLbOv/F5MJ+psvbxKf+kYF9dnLEaD/zQhPnUHhpRiaTYWhoiObmZurq6kS94CEnUC8RWbQguYGYn5+ntbVVZKxEIiGSKl9ZWaG+vrj63e0YXJnknbIO5PnDnuodPV53nfXyDO/gsVXyEV/IX/Cbf5CsMMUt+AUQJC1QpNYELFy4QDofLne5liKAc+SwCngUDgwaeffvqNt9xyixF5t1x4TKJVNpuNdn11nVkFzq2oppVCb96nUF4qsldTU8Pw8LDxw8nn8zEznM2M8H8nUe2trKyMjIyJpsLq6ui29RYkHg8/nw+FwGDvO7NZc1NraSiAQYGhoiJMnT4pEvCShUBylnlufJRaxWW5aAy9GixlrFhc1gVjqpGJjp4+Huy+5wv8eDfIt35v33EokEIyMj9PX17Uhl7tUFXyjmn5uZobGwUayKzBOqlGqFCoZCIZWgkEhGRagK5utHx1CpRl7lEm0fbyW5b1hNkeJwZHufymtZJ1Y7GnzZfRgnvbI1lqsxeNRkWu82OPPRYKBoOPC0ypDCin3a/3BG5ERCKR7z788MPBX/iFXzAq2PT7/YTDnYePC/XZVxbFsLa+wXe7IvIlmHAUEtqUisZLjSJFGSyrJtGnGbreLNR5BLvop1UUP0NPTw7lz57aInaKHYr6u9trYWj8fD+fPnOXbsWMnoDlo4Qs0W+RxtnMFlayaZzT28p9MRtid5Lv5TPbb3KLKbaa9vnM85DTPIaeg78O6FQiOnpafr7+3clh6YENBaLEQqF6O/vL/jcvSBZ6xkMBsUajebn50WisVIkNpPJncNFuHvV0ZRQbtoN7UmdYZ4bz/D05By4X9q3a0Tvp4NaNBpF6WKnmsEcffTQBlCOfUiin3csoAs89n8cQTxttjKceb26uO8kTonXyBn+BXeAW30loQ8bTgcrlEbA89Hg+xWOzgAw+AVAq/pqZGxGoToLOznUyQiCzlJqUAgICKGDznCfvz48X2F4vdCPnJKXq+XgYEBpqamxMTypbC97jNtz3C86XKUb3IjSk/tn5VrH+Rkbt0V2kp7f5QH0PjZfWmsmJiZYWVnh9OnT+0Yli03BZzIZ8XR7LBZDay22WZibmxNRPtBani23iFhcXaW42q1UHmF9d4hv1c8bjnAhU8kRt4e5qSTKc5RIf5bv8X3yZ9619ldo68zrWcDhsrMKQnzWZZXFzMaK3NbePKMBeYfxFETcvkswhorSOhUCieSqWMxpFKdVu6mKawmnMkximlek2lFG63W6TBny+v1Eo/HRbrxIdcsND4+LjIW5Ih/S0sLhVjAFqLjabfbt2SOLly4IOL8JIErm47qmrcRegVdjTsjnwZnHd0abH2eGr3Nx17Hj8TiDg4PU1NTQ29ubV3S/GAI6OjpKX1+faFmDpEB9PB7H6XSKNLUFAgFjnpQ8LUnWj31+b5Pla82buH1hr5Lk683FuizTg95lrc2qtjd+zF154AYfDIVNUXkYOh2yvWeook88in4XQ6h4aGhozGkEpRS3nFW2UApvD5fESjUeNxrAVTguhZ8kYSsITiJVBZWYnWWiRSbKG+vh6tdV7EnvVgB+dbWVo4cOcLIyEhJREG3yy0BJFp3yuUss3OT98y/uunK7Dzn93iQ7Lbop9XpPzk5ycmTJwvunpi6EgM7MzFBXVydmoQmwurpKVVWVSC0kyDYtLSwsiEQrY7GYmAD/C9lV0nbzh3p12kXCYb5mdVJln/IyQqht9+umn2djYeEhksDLKoEw+i0YgEPj2U089ZbzCSPmGg/lCo5RCay2yYFn1mqaQSr1bEUuJn11ZdXc36+rrYwm4JxUuip6eH+fn5fSPrps5FHo+HgYEBbDYbg4ODIhuOYnFl5HOyZefm4EJknWbfntlS5VvSM7owIPscCXya3oQwGg5w7d46qqipOnjxZdPNPPgR0bW2NZDIpQsYsaK2Zm5sTaQyCXNOSn1lokTZ5Op7Hb7SIRVKkygHAkzNnKwiSWdkNFykbIaZYRA6hM2el2mkeGw+GwiP7vo48+GlpbW3vEneKAyLqOcdi+jGFhNR6bjSNV9SqXwpaKWjY2NIqRRinyCrOxSS0uLWMTP4XBQVVXF6qpcOZVSiv7+nfsbGxnat45W0zGxubqa/v5+FhQUuXLggUt5QKHquiHwu+gK0+rYRJQXHW3YSp+9/rRqP3hkV/HjknUQbPD7K+vs6ZM2dEtCP3I6DhcJjFxUWx1LiF6elpMR1ZkI16zs7OijlmxeNxkXrW5xfH+ecWcyvrnW1eqebDBnMSeWfNzptb8eq+uroqUN5SbjQ4B5bR7GUVCpOmotrZWpBmmvr5ehKRJ1X1K1msqpUSinqM3NzSwsmD9gIEeKV1dXxaKfHR0dzM3NidZQ2mw2+vv7GR4e3jHuYXi12+12ent76evrY3p6mpGRnETFR/nzgxUnbFbavXc07ayfDjp0kPLRm47bVHOnrXvfw4aHTfHjpDvpP9tPV1SVG3GB3AhqLxbZSn+pJ/KxaLEYvFxByXUqkUqVRKhORprQmHwyI+41LuSAAvJJZJCGTv7wjWM1Jjvnl/baCFhhpz0ihBnzsvNRoeAcsNRmXwWC6mmI6fTKUI4LM9wU3i9XpH6Q8kUviWVZAqbzYbb7Rarr7SkkiSglKKvr4+xnsTGR8Sw4nU5OnDjB0NBQzjrwEIjnlX/v+PHjHD16lPn5ec6fP8/a2to1Eai/su7T3bLzfT4XCVLtnuUxIbWjaH27kTwZv5e+Db+IDJ97KPUdvOTQd0+0ENJlMcvHiRU6dOiVKPLXWjI2NcezYMbExJaWanVldXRcTgQS7lnkwmedK1gAJeQRt300EVxTFRl7aTFXg7j+qaktHTLTcblXEYKJNPA0g0HVmQqNeUnGAdyUSyJSKNU9FMqOgzQ1dUlLpUk1fnu9XqprKwUKzOw4PF46O3t5ezZs9jt9kMjntvhdDrp7e2lnv7+feDzO0NAQFy9ePNS60CvrPldadkbwM1oz0OahpyLNbw9k+MLrPfyXO0/z3oEf5xVdp67Jw763nt5dAIMAzzzxDf3+/+N+cnp6mvb1dbNxkMkkmkxGTalpcXDS2uoXLUk0SzUaD8y/wlZYZYqT5HnM8nziWiJLmFFn6ALprJT0O0Lexm1GfesFmdcHDElZ9r3X6Ix+Mi16fcbHRIeImn3csi8wZYW1v75tmznZ19/8803G630Vpe5aWF4VVUV6+vrxoLCDQ0NIn7ojY2NjI6OGkc6lFJb2qGmD0GXy0UmkxERr4fLnup9S9XAdHR1bsj5SXcqQsx9sb29nbW2NlpYW0bH3g81mo62tjba2NpLJJHNzc0xNTWG322loaKC2ntlbMj/5K8nmxcQaXrQl0lpd54fX1bgaqkwy8uptTRzuv2TXYjng8Tjwep66ujkAgIObbDbCxsUE8nHhe7FyEn1XTkyBGRsTY2NvB4PCKR3tXVVRoazAkawPORGea7d6qFZNA8x+USnX4aaKSCadaZZPcan/TcsNvOVTnNFjTuWa3lZY6/xOGtrayJR5oceeii4trb2sPFAZezEiyB1boIy+TRANBr99te+9rXAnL/3SLxmtgvX19czPzxuTz8bGRqanp43JZ11dHcPDw8bk0263o7U2thCFHCmbmZmhr6/PaBzIEcbpn6WmRh2p1dTWzs7OkUikRO0SlFMeOHWN0dJRTp04Zjwc7azzj8Tjnz5/n1KlTYvaN+cLlcm2lbzOZnDCsrK4yOjm55T1dVVeH3+6moqChqY3CEGtxpGy1RF2fWq7klUkfPaR+tnkpu7m6ntbFBjOgWg1gsnxsWLFxkYGMDhcIhYcVqw0u0DAwPGY1mIRCI4nU4xKaPp6Wl6e81JFcDS0pKIC1Q8Hucpz8FSWBdYn4cLm//dQTRfVLLPBBS5nKVqTXtbd5hmjV4WbqW03dyQKhULGNscA3/nOd1JA2VZTFC+O6KUJyuTTnDIPPPPNM1np4FgtLBsgULpdLRO9ze72maZTCasxpbGw0GsftdpNIJETm5PP5mJqaEiHFkBOKn5iYnEHOm8Xg81NfXc+nSJWOpnCtrPD0eDydPnmRoaIjjx49fN5tMu91Oc3PzlrxQNpslHA4TCoWYm5vbntXzEet9XV1d3dXEawMY/2t9AZ2UDnTWN+Dp8qP7SCC+sr68zNTXFwMDAFrGW8oIHuHjxIj09PaJpn/MnJSTGbz0Qigc1mE9nwpFIp7Ha7SAT1+bkx/q51uqBzJgkxSU5HtplKjlNPJpFixWW+9qLhqK4VneW0Sa2UgECAaja5pra+fjloZL0qUyacBtNbZzs7O0YsXLzaZEg+bzSZChizdUNOUolVnaSrT0dDQnwMjIiDH5hMud+BKRIqtZSEIH0ev1YrPZiEajIh7TkGuyunjxopEv817NRW63m4GBAYaHh+no6KCmnpmaPEa4dbDYb1dXVe77W7c1r2WyWY8eOXdcoZiFYWFhgfX2d06dPX0UGJAjo/Pw8lZWVInqOFpaXnl6mrqxMjs5JSTTMzM3R2doqM9f34JVYqim8aXSTKIlHeMt/Kw7YN7o4cJe1Ncs62QEwV3kjaEXEzn4Gs/+MADIFGiBPDwww+TyWS+YTxQGVejNPbF1w03xupdwggEAl994IEHjNvVpfQ+pfQ1pSSXbDabnmFSS1JwgR66DwaBYF7YV/ZSEJVtUjKLCQV3tDoeDgYEBlpeXxTr2DxNKKWw229b9dCMQT6014+PjnpFIpjh8/vmcUqlgveMilxkOhEO3t5oTFQjabZWFhQSRlC7mmpWw2K5K+t9zAJCSWItEIj1TIaPUOnBGsYdm/weGiZ7y2EyM5Xcnu4h7tT3dTo/K0/f2yxjf7mHuP5LC0tiWzSv/71rweXlpbuNx6ojJ1QnvOQbjkp/BS9xRKPRb91///3GrdhSOp1SneEOh4N0Oi1CzlpbW0UE2ZVSVFRUiHVMt7W1iVlu2u12nGhsbRa0mlVKcOHGC4eHhgt6HfOWUrPpSrTWjo6NiXftl5FLDQ0NDVFdX5xWlK4aAptNpxsfHxco9nLExMTHDkyBExCShJqSYpUgXw3dkL/EO7+ee/MmVn/YrPZ0JneXJ9lceX1lifc3JzsIsfSPbQqn37njnVTskGEpG9sbIgQ9AceeCAFnDUeqIyrUdb5LMMQ55999lltStKk9D4l9TWliGx1dTWhUOjgA/OAn1Xgkgbq6OoLBoBjpam5uZnV1tahI5V5wuVx0dnbmrf9ZjI5ne3s7ra2tDA4OXlNh+BcrgsEgFy5cnoLe3t6Bu40IIqNaa4eFhjh8/LhoFjkQiZLNZfL79SVK+SCaTaK3xePKP/u2HlZUVkS53rTXfT88RndZpnZF4328h9/r3fsyzw/WiAR5ZXmZ+Dk2sd3JM4ylG9U52hOuHghFum+Qww3jysra0RjUZXy/WenZRwGyuTTEFrrrN1uHx4dHTUey4o2mkKKNDY3NxeVCtwNUhFLq2FBiuB1dHRw6dKlgw/ME4chFF9TnU0NVVRVTU1P7HmciIO/3+xkYGGB6evqGSMOXIqw0+9raGmfOnCmKcOVDQLXWjIyM0NnZKUbqrHHHnx8dFrT4nJibEop7hcJjKykqRiOz00hxfapw0nxQwEKzlkjff9UgxHAvx8Moy4/+HvfcOb/0s7/9fnH03vvZdseWkdsk4IhCSEsNtSGtrSkkJDB5Tdb2m6SFvypfCl+RXKSA8pI4wmhJEACSM0CVnnQAKBnhCRHw9uWp2zJWpasref3h4/EWbZl67F9TqLXdfk6iS3femTZ0vtzj/e9mMbgbeOquBFrtoVrPM1cn2jpc9HnC4bCU/t+jR4+STqf/t+hAJc5OqexeolgCgcA9Mvo+c/6axSKrN1KtVpPNZqVkUTs7O6WVnuHt6epid3dmE6mbU1dWxtrYmpScVNqbJq6qqpBvFt7a2olKpNi3ry9hcpFarMZlMqFQqHA7HgexonP1+JRCIcP36c+vp6jEZjUQJpOwE6NTVFU1NT0ZZqp5PbBy9ryCgWi+W3islA5qDRE74xnmwqvse+nJqHGz+5fO9zJKEdXvTiWYly12kVNVfFrR71er5QBz/vuuy/g9Xp/WHSgEmenVHYvUSzRaPTB73//n+0WnGmX2a8oSU42NjayuFr/SV6fTkU6npZS4KyoqSCQS0h5jb2+v1GGhrq4ulpaWpJbfYcOfdH19n/YznQ/bKzLa2NoaGhpiZmcHtdu/LaszzlUwmw/j4OB6PB5vNJm2f+mYCdG5ujvLycmkG6zmi0Wjen/F4WMg3qY7EYOp1OijCOx+M8oVtESHgD/635dr5XU/yFvi6jMKCT87NPJpPodLqi4zz00ENpSv2ene0cp81lCAo5nn3226L5PRVHyPZvFUl1dTTgcLjpOc3OztNJ7W1sbHo9n+xsWgMxyeWVlJel0mkQinISWeoigMDQ0hoxXjdIxGIysrK/nndq92tWu1WkwmEzU1NRw/flxaz+7zCa/Xi9PppKOjg4GBAekTn+KcL0OXlZTKZjPTnOpvNMjk5KWWBQ45gMEhVVZW0LVKzs7PSrJp+MefksR4563r7wzWs6ItvlboqnXMtlnYNFx5G1UnN1dZVYLOYTQpSawEvsCSXxKQEhhFCpVM8+99xzRceSlf2UJfRUKlXeO7RYZO5onr6mpYW1tTdqwkNFoZGpqSkos2PDSbGxslN4/qSgKJpOJubk5RkZG9kR4nkx9fT02m41gMIjD4djTn3eznC8FgkOPHj5NOp7HZbNK8Xc9GToCOjo4SiUSk9U+ezNTUlFSDeiEEc3Nz9PT0SImXW5whw6A+nm83yy9Qcz+pXOUQLL6ELzS7fBrvCesbUclpTXpNsoamu+Mzn8vJy0ZvpAB544AGRTCa/X3SgEmenn2JJ7qexeIofH4/nq3XffXfQ7s6x+Ta1WSyqVkpJFlWVJpCgK1dXV0rJoMvtIdTod5eXlUrxWc7S1ntREOh6VPkCuKQmVlJeFwWIqdynaoVCoMBgMmkwmPx4PL5XpB9oNGIhEcDkfeML69vV2aHdFWVFRUnEAqFqK4uvh/wdFZXV9FoNFIN6hcWFqT+bGRaNY0tzfDV9g1T/+Os8HPmqUPPVRhoY2cT/tfOdfODnuuJ7u8szCmZ9k5Sfl6xFF3fccYdvdXX1m0UHKrE5pbJ7CRlkMpkf33XXXUWrDLVaLa2XMWekXizVn1dVEIhEJJ9oQjLKygfX19YRCIWnZT4PBwOzsrNQex8HBQSYmJqR6aLrdbnQ6HZdeeikejwe/3y8tn9lao1Wr6+/sZGBhgbm4Ol8slpbXjXEYIgd/vx+Fw4PV6MZk902u+AAAgAElEQVRM9PT07IvohA0hnl0gkePGLX7xrI/rNSCQSLC0tSStnw4YLRSgUktaTmlupK2to6fHAOI76tVM+5yPGUdwsE+FSOriIn7TOH6ixUJHTE1cW/VrwyVM/lXaai46TTaSnZ61QqxdNPP50Gni06WInNKWU+S8hACBFYW1tbkpGJnq6yslCL2WlpaWF5eLjoObOxDl3EmtVqNWq2W1l/Z3d0tzfdTURSp8eA3gk1W/+fJPZ45E3qfzyd9nun4rtFotg4ODDA0NEQgEsNvtrKysPK8Gk7LZLAsLC/mpf4vFQl9fn9Td6dsxNzdHJpPJZ/2K2YR0nOrnFAsPDw1KF9NTUFP39/dLizczMSBta8gb9fL92c7syAfySRX6NBwO1XEkPtZxd9L7M08D/Vsq5n6Lsm1UJDbfErbmVNuR87dgyVSvVI0UMMJUpsQUl8SmRtbe2O73//+0U3R8rq19RoNNKskmRuA+rpn6dnWs7JQamtr88bYMqivrycajUoTx7BxMVFXV1f0gNTZhotyW4pCodC++3Oq1WoMBgNWqxUAp9PJn2NiYtCz5fiOEIBAIMDIywujoKBUVFdhstrzQ389zTE5OolKpzuiblCVAx8fHMRgMUvooc4RCIXQ6nnTTv0Xg8jqIoUia3AR5ZeJYfdha2gcxNiGPMEifNy+jGxKmZ3CuX23i2svj+5+q0Clu5nI1NgUBAnitvCt771reDi4uLXJBypxKYUWXIvld1LnMza2tp37rjjjqInavR6fb7Jvlhkre3UarVkMhkpLQFlnZWVkMhkpQ0ywIWZnZmakxIK9MYpva2sjkUjseuBqq6l2RVHy2aaJiYl9z0AqikJLSwtWq5W+vj5WnV1dxOBxMTU2d8wNKQgjC4TDj4+M4nU7W19cZHBzEbDZLs03aCZlMBqfTSX19/ab72osVoIuLi1RVnVUnt88xms7jdbqkDUbk1nzJYi6zxQMUsmR2+4yXI8DPmGMGHhWYup4uOaBkLSkpK6fONwWZe2l18nyT2TyaBSqYq+SBJCcN9996WAx4o+VImtKZXdS8hCCDE1OTkZk5H5qaqqYm1tbfsbbkNLS4u0PrGunrq5z0ii+urqaRCIhTbBrtVqampqk7mmHjYn6hYWFHQ/rFGqn1NHRQWNjI06nU1rf8E7RarX5bGh7nezs+nw+n08nIyAgrKysHdq6TSaVSLC4u4nK58n2ruTN3dnbua2n9ZBKJBA6Hg76+vm39NncrQEOhnENFoVLpDgux98OFwmLKyMmmZ2UfmnuWO7uJeb5x4eZx5/nC+k4UeQbe6+BWkV2ZbpKwylbXz3ul0nIoRwCCHklX5KnInCCz7zKceErUQeIcS9Dz744PuvvfbaouK0t7czPT1d9ISroihoNBpSqVTRL+Q1nNTX5gZxi32QqKyuJxWJks1kp/ohGo5Hp6WmGh4tfTwcbG4UcDgeNjY3Syn45mySHw4HVai3IA3GnnPp719fWUlZVht9sZHh6Wun5xp5SXl+eHWbLZLH6//5Thq1w7QlVVlXSPzByZTIa1tTUCgUBe9Gs0nGpqamvZtWr0QwuEwbrcbs9lc8N9pf38/k5Mbk9uFCI9YLMbc3Fy+TUIWa2trCCGkTuPPzs5isViknxIrFYzyimSWhKb41R5dR0GXVPNgwBgIuSXSjRHQ8lVhhp3Kgd13HpQ1yhr0CgQBms7noON/5znfWnvV7vV4s/UYkSW1MSn5JZWVm5884777zu2muvbSwmjlarJZ1OSxF6uYyljJJYQ0MDgUBAyiaUrq4un5ubmpEzb6vV61Gq1NKsR2JhUHxsbw2q1ShMpGo0Gk8mEy+XCarVuKbp2ayBfXl6O1WpldHSUlpYWnKUMIxaJSqWhqaspPQQshWF9fJxAIsLS0dErPrk6nQ6/Xo9Vq0el0aLVatFpt/jnIZDIkk0mEECSTnSVKpVP7feDx+SjuHSqWiurqatrY2ysvL9/dBF4AQgvn5eWKxGDabbce/Z4UK0FQqxdjY2K7uYyuyn2SzT09PYbDZpMb1eLw0NDdIuSB5zP8ttfXI8fF8/38pdnScGEhV4qmwOyqAjXcNAtBXHepDVbGGVnjbesdfCiC4ofzspNuct4Xr/5zW9Gk8lkaaXmfnBuXPceGCXxKZ8nf/rTn6YzmUzR5buamhrC4XDRnO5wrKyul9US2tbXhcrmkiM/a2lrm5+elZT97e3sZGRmR9kao0+lobW1lYWGBrq4uKTFhQyjnzmo2nm8/6plHs5iKNRoPFYmF+fp6xsbE92cBTDDmv0tMvFIQQeTGZ+4hEIqd41obDYebm5vLDKDmxWlVVnlRet5wM5QdjS0lLUzvLtBGgmk8HlcmEymaS3FExMTGA0GqX9bmWz2fyqUhnE43EeUmZY00lo9xBwnKFLLvYYzh0EXNWEWa8NoalS8NGZgLZrFntx8Gl6ThYs1LVKeD4/HI8VYfnl5mVAotCKEKH6fcontneR6UzouhJD4lI4TIdnV1Pf7EE09ce8UVVxQVq62tjcnJyaLFJ2wI2VAoVHQslUqFXq8nFotJySR1nd3czOzsrJSur0WhobGyU1v8EG6b/IyMjrK+vSzV0r66upr29nfHxcYaGhk75mqyVmTnrqEgkwvHjnxxkYGNjTbTwyOFlQbkYqlZJq53MQBAIB5ubmGB4eluJhuZkAzWazOJ1OBgYGpHll5vD7/XnRLwu3n243BYJCWnX105hluNcoZHrzAX83jDVvbK6WVLE9UTEMFDCabaY3W8XTMx7o4dbjymlAdV0oYNIKNnPt7NhtN2wr333puORqPfkHCkEoXwAhef504q5HnEwsLCrV/60peKnnrXaDRkMhkp08vt7e3SrHhynZuwyqKmpIRKNSBtEaWtry+/AlsXg4CDj4+NSjeJhoz+zvr4+Lxpgb3a1V1VVYbPZmJ+fZ25u7nnlnx3m+kc1mmZiYIBgMcujQIamC8PQhJCEEIyMj9Pb2St+ElUwmWVxclLZCEzaylMlkUtoUfiwW40H1nNFEZWU/gdzwdPNJW+Pa5cZ2Xn9aPo25b58raFoya3zyuNyQ7aKkrqjML2BhS0+l0UsT65z//+UAonFLq96EAlShRASXzuDQ/ff//9SRnT183NzVKm1TUaDYqikEqlio6VK2sW+/jSZPkaz/DOnmP8atZVn9LlgI3PW19cn1XopZxQ/Pj4uLWaO5uZmKisrmZ6e3hPhmUOtVjM8PExFRQXHjx8/b704z2f8fj92nu53W1lapk+EnkxOgy8vLjIyM0NHRIX0tpxCC0dFRhoaGpD6GyclJjEajtHhut5u39F7B6xkoOpYhnXMZ4VQSxi4e7pkpwrGqSqZYFLmiq4fXZNl5cJ2dL1vz8vJSWoPn5eZaWlpaFEHKyCiW2p2S1VEI2nQoiMEOKH999/f9GxmpqapG2v6e7uLtroPEcxVklZBHfh4BC38nbu5YnqFR6KjUnz/ayqqiKbzUr1nmKyqqqKqqkqK+f/ptLW15Sey90J4nkxjYyM2mw2Px8PExMQ5YX30fCeVSuFyuYhEIhw6dGhPdrSfnjNFoZHJyEr1eT11d8ZtzTmd6epquri5pLhAAPp+P2tpaaf260WgUrVbLYW039/EnHOPPuIrdDzb+n0XwP3+0qsnKkwLP6BS6OaLi4Z2j722+DEIJ4PC6l/en222+Ph0KhzxUdqERhlKyWSuJzr1heXv7cnrbfeWrRqzPXAydi4U1lZyfr6upSya3l5OclkckfiRSC4j3EO8wXezN2M8Jsfz3/2jXBsWt4qYaPRnyNTUlNQSc2dnJ4FAgPX1dWkxYSND09TURGtrK1NTcqZyt0KlUjEwMEBbWxtOp3NfV3O+kBBCsLCwnwNjYGEajcV92wgshcLlcWCwWhBBSd8HDRvZWURSpBvzpdJqlpSUpfYs5ZmZmTukjv4IeHuV67uetnHGZnF3jN61pW9UnSEva4l6dUXKrqLMhmbTuCwaC05+G2225bW19f/6aUYCUKo5T5LLFH/Prpp59enD4fDRQfq7OyUZu7e3NyM11t439JW7GQP+qPMcAVf4be5k19zZvZwtTzFj8U46zE5wk6tVtPZ2Sl1nTzvA0NAQ4+Pj0rK0J5fa29vbqaysZHx8fF/6MnO9oMlkErvdTigU2vP7fKHg9Xqx2+3o9XqsVqv0nYZ+zkRsu6uzspK6uTuoueNjooVxaWpK6xQg2yu0DAwPShLnf76empuaMSXIFhdfQz5P8Jd/lzVgpnzILsrbMG7uyRU43+/flOrum6QEosj8dDa2tr0XGOHz9OPB53CSGKnlMoUaJQSuJzjxBCiFQqdfvdnd99ddF2zoqKCWCwmRZDIFJ/V1dVEo9Ets59PssCruZ1X8DUeZ2sheEvfOA9OPyXlbLDhSbq+vk4snFpMWM9c7OTIyUvTzcbYez9bWVhoaGhgdHd0XAaooCh0dHVgsFoLBIA6H45xfiXkuEwwGOX78OOl0nGpvNlvc13WsymQwOhwODwXCKo4UsAZrJZBgbG8NkMknN3gYCAfR6vTQP1ly2eas+SAWFazHzLO/inDq6ln82zh/UxDXF1hpi2+GFDRcCr1ruprizeHSCdTqMoihSrpttuuy28tLT0maIDldgZpcxnib3Cn7/ffduutt27tzVEgdXV1BIPBouMoikJFRYU0gdHT03PW7OJxlvk9vsllfImfUFgpOa7NcnfFOL6QnvAvw3J52mUKurKyMzs7OokrkWw0XNTY20t7ejsPh2LeeTJVKhcFgwGQy4fF4cLlc0tsLns+Ew2EcnDgfhcBibzbav25MSiQR2u52BgYGz2h4VK0BzU/NDQ0NSfUIzmYy0JRM5lpaWCv7Zq1HxJ7wIF+/ln8/wOXZw5ZX+9u5ev9bqlnO2lK/W8vFnO1qbc4yyWbDbLXXfdlchms/dJOFaJgimy37PU81liK4QQn0wsLCz4ZFkdtbW3Sdo3nvDVlcHr2c5xVruM7XMB/cy+jO453Z88cP3L/UppY1Gg0dHR0SHu8OXJrnLHfz3BYy1V5bW0t/fz92u13azvpCyE32DwwM4PF4cDgc+P1Srp+edwghWF5exm63EwwGMZlM+9LXneTKRSITR0VEsFsuW2cNiBOjk5CTt7e3SN0RNTExILben02n8fv+Os81a1LyTSxjn/XyK19LMhi1VnU0xLTJNhXULWE+A6rxFDs5yBQhmezQBHjx4FeEwIUdhaphLyKGU+S+wla2trt95+++1F/2Gr1Wo0nGo0UIaLRaFCr1fld18ViMBh4xj3CO/g+Zo7wDew73nOcI6uCWzpd2BfkGEPDRiYxkUhItxfq7OwknFovtSJztxE6pvLwci8XCyMjIvlsjabVajEYjZrOZWCyG3W5ncXGx5BHKRsbO7XbjdDpRqVRYrVZ6nenqkbw/ajtXVVWZnZ7HZbAVNie9GgM7Pz1NRUSFlo9nJeL1eKioqpPqPTk1NFWXVVIaG/8NLmOKvn+Siv4C9njHzNICfrafZXckX9sBShHQwGpbkYfP7zn/cvLi7+l5RgJUrsgJL43GMikcidt91225qMnWDIzlrKM4peJcGPVMb4TP87/pJ8hs2vZ+RueagxyX8ghxZM0x8DAAFNTU9KN4o1GIx6PpyBxuBsfnT61WmzeIX15eLuaou0KlUtHZ2YnNZqOsrAyXy8Xo6CgyBunOJ4QQ+P1+XC4XY2NjNDQ0YLVaaW5un3tdMZw632004HMZsNu9oteVOBKjP5yOVSkm3/0omkywvL0tdWRuJRFCr1VLEbBU6/mb9MNfpLuSDn2supoHj7p7cvDXCoXc5WrsXFRSnPSTwe55FHHkkAx4o/VYkdUbJaKonPvUYIsRqNRp1PPVX8IE15neTmJREJK9kmv15PNZnct8ALE+BAPYeSzfJYnuc0wzVvd8radfLzfwUOT8oaPVCoVfX19p2wTkoGinKJhMJqanp7ccbCrGQF6lUmEymUgmk0xOTh5Y9rGhoQGLxYLRaMwPJ01NTUmxATtXiUajjI+P43Q6nicfjDA0NYTab99yrczNye9orKip2bVRfiAANhUL4fD7pk+1CCMbGxqQa1AshmJ6epq+vT0o82LBqnMhsG+BivZIoP8Ndcho7dZbY71/RcUdm/o4uEzUgkEmg0Gimx7r777kw2m/2WEELuFXmJwiiV3UvsnNYuLix/5xCc+IWWKpq2tTZrR+W6M4iMk+RhH6eMzfJyfss6GeF2pTFKb0lKTkFN6DJWl+aZ+BG9InXr9hdXU1ZWVl0r0PVSoVFouF8fHxs7ZFyNpc1N3dTUNDw773gZ6OVqulp6cHq9VKe3s7c3NzOJ1OnJicnCYfD53VpXghBIBBgbGwMp9OJ1+vFYDBgtVrp6OjY99L6yUSjUex2OwaDgebmwmyCNmMrARqJnRJifn2d4WE6Z+GTcbjft7e1SDeqXlpZobW2VIshgo6xdWVmZ9+JspYpP8zomeD/v4GLUO3znf+fcnAJd1yxk0mpubk7bS9Oabbw54vd7/lBKsxM4pZT5L7AOPPPLII2uBQPH6s6GhgdXVVQlH2rBwSiQSnBU1Ux0nzKZ7AyGf4Zx4hxJnZri8ap/nzqV4pZwO4vdfND91PSi2Vd3d34/V6pfW75lCr1ZjNZlwun1ynZZNkrM+vr6zGZTIyNjZ0Tg0Dl5eUMDAxgsVjo6uoiFArhcrlwuVwsLS0dqEgulHg8zvz8PE6nnk5GREeLxOH19fVgsFnp7e6UKpd2ytLTE3Nwchw4dktYneTYBGovFmJ6exmw2SxeewWCQTCZDY2PxnO81zJJNJlgM+WlpapMQTQjA3N0d3d/cZX+umli/wBkZ4H9dxqCAJ2hTTcqXOKOWiJZvNkkgkKCsrnKzrWM888g9/vHxFCyDVCLlGiQEricx8QQohYLHbLbbfdVnR9UlEUqqurpfXc9fT04HZv3lSfIsMXneIoBPssHeQAvm9vvRHQZQvo0HWvFG2qrgCsUA//R6+Tn0/ai453M8PAwY2Nj0vs/tVotJpMJp9NJnOp3es13tWq0Wq9VKOBxmYmJC+uPYLXq9nu7ubiwWCyaTCb1ez+zsbF6MTk1NEQgEDnSlZzqdxufznMTExkT/X4uIiNTU1mM1mzGYz7e3t0tY8Fks6ncblcgFgMpmkZfdynCxAY7EY4+PjWCwW6feTSqWYnm5uTursd4P6JJ3nj4AN8lWcQEvrNV1ZWaGlp2fLxD9DA13kTz/Fufg/TlvHePTPIFYZDRZ8LNkzlnZdgrAXziE58ILC4ufkRKsBK74wVedlfO5xLZ+YSiKHUGg2F8amqqqdgX9kwmk7dXkYHT6WRoaOiUnlW8ZsnwDOzfxKJMUnrHVZBT+wTXEx2w7t1nKYaKJDFnG2cjs/fX4IP+3/XeorTrTh2+3rK2tsbi4nyPDwsLSYORKJBL/61a/o6ek5awZFJuFwmJmZGfr7+6msrNzT+yqWeDxOMBgkFAqdIpjLysqorKyknsrISvV6PWq3eMus2MjKCyXT2N30hBJlMhlgsRjQaJRqNkkwm8/FUKhV1dXXU19efMwJzM/x+PwsLnCwwODkrJdm3FyMgIoVCIw4cPS28tEEJgt9sZHh6WmkWeWVngA6kf8YPODQu6V9LH5/kd+tndZH42nm8XhcGCz2XaU9f0lC9zIwzx4mp9xy7qObyy9hmv6L9nVeU5GCJE/W7GEQiGGh4fnl5eXDaV+z4NBnGe4TfOHDxQW5+s+eEkIclnOi/af4BbMlCkIIEezo6Hj04Ycf/oNXvepVRcVSq9Xo9XrW19ellOAMnBgNut5v+/n4EgnsY4V94BAc734SUVguerg9ysa+Gp5t2lp0tR8NhOvgZc2RPymIc6Z/gYvvPeduhnV0srBVZXV1NTU8PCwoLUndKwkaHo6urC7/fT3t4uZY/zZtTU1GCz2ZiYmECr1dLb23sg09eFUFZWnRltbG21tbfnPCSFIJBJEo1FWV1cLagPx+XyMjIxs+nWNRoNer6eqqoqGhoZzomy+EzKZDBMTE+j1n+h0Lod0Qi8VIJpP5lh5ZJewcExMT9PT0SH0e0uk031v5FT+w/sb7+CGmsXErN/FyPshL0e5wQGh2ndnZXPq2X0skDvI3HmOFGHuZnJza5vXtmgKuG5KzS9Pl80rZlfeUrX0kkEokjJeF5gDxPspfFUMp8n7iOKolx4zTXXPPjQQw8V/SqSSqWYnJzcNAO0U5xOJ7NDav5Fc5RfUaQpvoB/tZv4mHWETIFJ3ktonZ4kIi5zdlcoSqOK24Gt4SZ+cElaOiYkJmpqapPnmnVxqTyQSjIyMYLFY9iXLFgqFcLvd9PX1Hdg0n9n6wVebzfMfn87G0tER/f79UD8zNWF9fZ2JiAqvVilqtZnJykurqamkCNOcNK/sC74eun/GnvY8SnKE+f9esX0sYXeQOHKazlJeckYTabizqXQPBjJvjPyFH+ZeViXm68qKh4Oex2O1artegLESEERqPRnNzMzM1Ta5X5wKCYJmc+Xn9+Zz1LP5z4ihHjG6XT65ufni46l1WpRFEXaQEdPr4F7Zn5RvPAEUOB2ng5s/ntnex6+Bcl5KF0+xtKnwBHDWR7gz8xyBcKj4851Ef38/c3NzUuyCTu/x1Ov1mM3mvE3PXlNbnW4vNZmNlZYWxsTHS6bO/MZc490gkEvnfE5vNti/CMxwOMzU1hc1my5faZe2Cz8WPRCLSheeEZ5b/nrrVvKjwBnsHDZXyJv+V+omz/GjkxMUF/f/E+nAoKv8Ugn3G/hCsMLyo6HmwMatXW1krJgD/66KMknEoljJeF50JTWa5bE5z4TDAb//ZZbbpGyriZXLpdBVUUlr08ZqUzJ6fearonRnCqjPr55yflyuskineILCxPgR4wTfmX5c6oCNoiiYzWZGRkaKGoTZbLhIp9NhtVoZGxvbl13pKpWK/v5+uru7GR0dLW0lnOsfJZrPMzMwwPT3N4OAgXV1d+9I2EQgEmJ+fx2q1njFcI0OAxuNx3G43g4ODxR711LiJOHevPsWPnOra3m8si+E9+jpXPcT+bb0wLBAJUVlZKawtYW1ujoqJCWu+szNagm2++2be0tPQxKcFKFMcLfOConJD73mXg8/q3bb799XUbGsqysjHQ6LS3D9Zq+S3jXlJwtHAD/bZzinZNnTrd2U8OFtPE4cwQpPCOYnVcGHB57l4XF55vOw0SM4NDSEy+XalVDbbqpdo9FgtVqZmpoiFJKbud2M8vJyrFYrWq0Wu92ODJuvnEvLI7YV3OBx5+6z9GoBaXl7G6/VuaadUjABNp9OMjo5Kt2sSQvCDsSf4yNDO3C/chHgdX+etfBcvn0TNiyvTOhI3XA4PBICVWNBqlvLxcivvA4uIizz77rF8IIfcFtMTu2MfMp6Io1ymKckxRlJCiKBFFnUX6lKMp7FUUp+BdLURSVoiiXK4ryUUVRHlcUJaAoSkpRlGVFUe5TFOX3dnKmkvjcZ4QQ8XQ6/a1vnfOMbUhTjdlZJO6G8rJzXqQdpWZeTAYhrs9hrQxz21QIbv2xX0YOXdZ5hd0b5i5UJvlj+HG7f0vY3n3gHl5eV0d3czNja2o+8r1E5JrVZjtVpZXl7e1zWZzc3N2Gw21tbWcDgcRKPR7b+pxJ4SDAax2zcEnlM1mo7a2dt/u2+12k0gkCtowtBsBKoTA5XIxPDwsfdDuqdkRbu54jph2d5WPr3McM0f4H57N2zK5n3e5dDRlthtfrpaGhQZpVVe58MvjUpz61FgqF/l1KsBLnDYqiHAG+DhxmY5Xqg8AQ8F/A3TsQoEbgnZ8CNwDDwJPAdwA28HvieoihfUQr8YyqJzwPA6/X+v3/7t38LyigfV1ZWkkgkpGU/r+69kA9MD0mJnBfCjzmV+a6kda6aJARo5yixxijvrt7vn+abn58QTcvsoa2trqa+vZ2ZmpqDb79THU1EUhoaG8iXJn/UJRFHp6ehgeHsbj8eB0OvelBaDEqYRCIex2O+FwGKvVSmtr6745EwghGB0dpby8fEdiZicCVAjBnyMgIvb290q2hfKEA/5N6mqcag0XFWSXG9dzDa7mD0ZiHeDwubdhQCCHVizMajaLX66WI+HA4zO23n374Wi8XukHC0EjLYh7K7oii/D7wH8AAvEkL8jhDiWmAQcAHXAu8v8MQCeJgNodkihHitEOKPhRAvnBq4GosDbT3xsS0l8HgBCCE80Gn3gBz/4gZTmxd7eXmliRqPR8NpqC6aAHM/IMkXNU/1xrp6oZgw5nm5lQ4KZhO98b/an0fsaWlhY0Gg0LCwtb3q4YA3mDwUB5eTkul2tfDeI1Gg39/f0MDQ2xuLiI0+kknEpHSflxiCwKBAA6Hg2AwiMVioaenR7qJ+1akUinsdjvt7e27mmIvVIBOTk7S0tIi3WkhlUpxl/tnnHOnfvG9zpzwoprhz4jF+NLBKGjl/g/Pz83R2dkq7oJBZvr/lllvW4/H4fwohUtvfusSeo7BfZfd/nOvHvPwghxnOfFEIsA+8+8b//WEj2UwgxKYR4pRDif4UQmdO+9hiQy6q/tZCDlcTnAeHxeP75xhtvn9MsQTxUVFSSTyVPWOhbDJd0m3j9votiFIRfTTiMV/KhihpAuzVBQ3gRvXJvlJsMzHJt8RlrMHF1dnXaRSqU3L4zI2F7W0tNDd3Y3dbpcyab8TNBoNAwMDDA0N4fV6cTgcpZ5QyQghWFlZwW63E41GMZvNnGAyGfRWdsLGnPVcGr6nZ/ZKG7QTo9PQ01dXVUldnwsbP8UejT/BPw8+SlZgkfu1iCw+3erlB8xNenzBd5muLaeDKZDOFwmIaG3Rncn87a2hrl5eVSsp7xeJwjR46shUKhWyUcrYQs9jjzqShKF3AJkATunOv3rJwTjAtAGvKTIRwPw6xP/bm9zQ0l8HhhCiOnV1dUnH3vsMSnxent7Cy4Xb4eiKPxW20W8dml3nXn/1lPFSuniaJRZO2Cd9vXeOt8z2oJaY6GutbaROW4HXu3Mz/O3o7e1lbW0Nn893yudlrsysqqrCnbDYzNjZ2IOJPo9HQ19eH2WwmGo1it9uZm5s7Z9Z1nnLw9PkAACAASURBVI+kUimmp6dxOp0AWK1Wnurq69l10wsayg/n5eWw2m5RJ7s0E6NzcHHq9ntbW1qLv43SemhnhqxWzNOiqpMWsTqq5IFTHT1s2nKjG/xsOlfJG/4wHW2d0F/PT0NL29vdLOmDO8l8Ftt92WSCQSXxJClHptXljkTGYdQojYJrf55Wm3nLYactUVBV3Il8XmAeDyef/jHf/xH3/a33J7y8nIymYy07GdvcyfXB4bRp3f2K3I5G+skT7dPEgp8npc/N26fklJH+jst5mOs51LORvduLHsb+/n5WV1fx+zfWfO7FrnatVovNZsPv9zM9PX0gtkgqlYqunri5sNhvV1dWMjIwwOjrK2trmvqslfoMQgkAggMvlypeerVYrLS0tB7JtKpvNMjo6SiaTkb4P/nQBnmrPykvk3kWNp1csXw89xr36FZY/CS9JyVtW+Z7yfI4OTp3wui+ATPIGNz/Egk5t859lZX19HCCFtnvW04HKayslKKVVM6nebmm28O+/3+T0g4WgmZ7H3Zve/Ev1v15M2edtvdPRRFqQA+cOJ/v1PI95TEn5wEihLC73e6xp56S43zR29vL9PS0lFgAbzBexrumzrRKOhtdVHPRCfukwCb2SbPVMTIqwWAR5fdan9NzDH/H/8Wo0qFAUheHhYSYmJqSbqucGhFZWVnA6ndKF58n309/fT21tLQ6HQ9oFxG6oq6vDYrFgnNBrx+/04HA7cbre0ZQbPJ2KxGJOTkzidTmKxGENDQ5hMJmkiZLdnOn78OJ2dndLN3XPkBKjL5SKVnSkm1KcoRi8X4n5mf84XGjd7r9Wyany8HuHLdiFbs/m3rVYvNPNnoJ6o9u6fvNEFewx38Kd/DR2EXntFNTUxiNhb1OFoJM66dvfvOb6UQicbcQorhJrRLy2fuBo1y5YCuLk1zTf7GN2p9jQ8A6gS8U8g0ln8XnAeDyeGz70oQ9JmcTJTZjGYptl2HdGVXklb1Sb6VzTb3obhQ37pFVi/LoA+6Sv9c1y3WwPuszOnM0IX0sZTvJM3cupqRbVazeDgIKOjo9Izh4qiUFZWRjQalT7BezoNDQ0MDQ0xMjLC6qqk4axdotVqnMRgMWK1WGhsbcbvdOBwO5ubmDlQcHzTxeJzp6WkcDgdLS0t0dHRgtVrp6OiQZiq+WxYWFpiZmcFmns1FVJa9MfTbKy8vzHpSyyWQyfNvxM/61eeK0N1mFYwEvg4EOOsTO3yvr4xouCtXxSNv2xabbeQ4znR7iD5/K2TGdjeXmZpqYmac+93++npqZGSrZaCMFNN90UXFlZ+YiEo5WQTfGZz6YTfp25j3ceyMNQnlH8BrgdCwJuFEAUNMZTE5wEjhHjiueeeW9ipv+Rm9PX1Sc1+vrzvQm6YsZx1+GiYRoZO2CfFCrRPnEgocGZzkr8Z3luX/Cy7icf6cfs7e0F9eXk57e7vUxw4bpXadTsfhw4dZWVnJl+D3Cp1Oh81mIxKJnMDY2dk70X1ZVVTE4OIjFYqG2tpaZmRmcTidTU1NEIpHn9QYlIQShUIjx8XGcTicLCwv5srrRaNwTn8bVTUqkUDocDjUaD2WzecxG8sLBAKpXi8OHD0lZx5hBCcJ/jF/x9g5Ok+uy/V85YiPVlHZdkdlCFnEPC+8X4+O1h4Sd3HOm/je7yerzPNmT3ZmUyGlZUV2traCj/HVkcUgoWFBbq6CprX2JYf/vCH2Ugkn8qAQYnemyiXOdXxCiMMnfZyeccxlNbcqxeSuUnfVY6UoygeBj5y4r9cLIRyFfm9JfJ4DrKys/P2HnP/xhKRMnWq2WiooKaZt0VCoVb2i7+JThozLUXEUP4/gZ3YV9kq88hbsqxktWtvfXK0PDV3gjX+J3nKWfrDTANDQ1otVo8HjmvtSf3eObK+z6fT+qb7dlQFAWDwUBHRwd2u33ftiJth6Io1NTU5IVoe3s7nq6uruFyuvDDbjx32e4kQgmg0itvtxul0MjIyQiQSwWAwYLFY6O/vP9Cy+ul4vV5GR0cZGBjYk4Gfn03G73WSz2bwFkMxd8ABPTNj5N72DFf3WF7PBTJKnPGGuihsLan/7Y3cn93QtkdDs/GLufiaxcSufn5PFTbJmmp6elltuXlpZoa2uT0icshODGG2/0Ly8v/7OEo5WQTbEl98J+RWZO/LvVoEWukXpmi9ucnFUVR3g98EogBvyOEeGIn3y93BUWJXZHNZh945JFHvFNTU/UyXsx6enpwOBwcOnRIwumgv7mLv3CYn+WnzKkPaZnysczTfp7w7vt+1xD85hnDUrbGmO3v/1QANfIc38yIKf1Pt7u5mfHycsrKyosyjzzZcnlOsBnZqaIp1O70n/58lUVVVx6NAhpqenWVlZwWg0Hnhp92TKy8vzIkQIQTgcZnFxMW8dVVZWRm1tnLTU1NdK33cgilUoRCoUIhUL5vtaKigoaGxulbr6RTSqVYnx8nNraWqxW676cc2pqKl9hOJn+/n4mnJzcyirvxEc3hmp/mk4ln+GV9oUkYhaOrXi6qMjBbs8KqcvZ2o+41PTVpLcfrw7s+2zopbuBBvoGdnL/G7DEQ2EkayLkSy2Sx+vx+bzSYl3k9+8hPh9Xp/IYSYkhKwhGR2viJzF+Ssj6yKopRvMvF+6Wm3nLQhFUd4LfBaIA797wrZpRyjP55LZ+YRarX71G97whm/dc8899TLieTweVCpVUW8GJxNPxDkyeT83nWOT5alam1PzNyAAftY2ecSX3Jsx8md+llp33WQohcDqd9PX1UVGx8+GmQqbaZ2c3xPdeDFucjWg0nyuTkJF1dXdK8BPeaWCxGKBQiHA6TyWxcYKhUKiorK6mqqqKiogKtVrtj4TQyMoLJZNr+hicQQpBMnJllfX2dtbS0/nQwblYLa2lpqa2ul2BHtNbktOn6/n4GBAfT6zfuxZd7n+Pg49fX1NDc3b3q7yclJnqqurd/Was+hb4ePzj/JfzfPb3/gstGrKaWoGh+rUDKwurfAh5zAfsY2QlVTn0wiFu49fzRtsV0hznEpienqapqUmKQX82m8VqtfpGRkYuK4nPcxPFYhDccWNxQS75q6eEEIe3vB9FeQq4GLheCPE/p33tn5cCjbGw/6hRCFFQWUBTlXcCtQAJ4oxDi/l2cvpT5PFfIZDIPtre3Tz/77LP1F1xwQdHxWltbsdvtnNDc3S8mKlOnLuKbWxGHvDL9qljM4GdVm+F73Im+b7uZ24xwAGlTczKv4G16CUugOsdNQFAWz2YzdnbsdsNqPVbl2uP5lC7ZR6enpYWlpiYmKC/v7+Pc88VVZWcujQIebm5vB4PPT39++L8CiG8vJyysvLnT+mJy2azRCIRIpEIq6urpFIphBD5n58QAo1Gg1arzf+rVqtRqTacDRRFIR6PEwgEyGazCCFIp9P5nj1QqlRe6OYGpKAo6nY6KigoaGhro7u4+ZzOaWxGNRpmamsr3nO4H2WwWl8tFR0cH9fVbXxfvNgManjqxxm/sJ/qt1d8ITYDkdw7ekcGVzH8d0v+n7fv9YP58ZnJAmPAH+wN3JpT1macIzlUoRj8elbYb6n9re/nQkEAveVhGcJ4ONsGMzfrCjK40KICQBFUVrYmFAH+PeThaeiKO8D3gc8KYT405ODKYryjhPfnlwCu3a3whFLm85xCUZRLr7jiih8fO3ZMypqQYDBIMBiUZn4shOAOx094h+nnu+qd2ow/menmuZognqw3wbf6AlyEnm5hMJhkZGcFqtRZUrt6Nj6ff72dpaQmzWd6b0XYkk0mmpqYoKyvDYDCcl0JqMzYTnk0KIvNicn5/Pl8QVRUGj0eQ/cqL1+UQmk2FqagpFUejr69u31otUKoXL5dpxn+tOMqDxeJwvHH+InD7aNkpH053NZTROOqgVeMV9PUJ/mWIs854imdS1fnXsFvz38UmkxR0ZG6Ovrk3IxmUqlGBwc9LndnbtuJFYolzkEUi0Hw9Q8VF+Tid22b+QRQFOVzbKzSjAM/AVLAK4Ea4B7gD05el6koyk3Ah4HHhBBXnn/T5C4Gn2ahTjgC/2OQufUKIG7Y71/PrVfo8Rwjxy/b29mePHj16zVVXXVV0vLq6OpaWlkgkElJen2BRF4U39L+O5SR+fGJYznQ/wdcMcn3RcyB9VXkWnXkrXAbAxOT44OIjT6cRqtW4pDndrIN/Q0IBenr99VlnW36HQ6TCYTwWAQu91Oa2urtPaKg0ZRFLRa7ZY/x1AotC/DNQdNTmiHw+Fdt5DslvX1dSYmnJjCZTDtuRyg0A5pKpfi26xj/0DomTXgC/CLs4yX+FobiFXyyW97rFAL+adLK6ywvlhYyFAqh1+ulnVTG++MUvJtbX1/+nJDzPA/YpZyCEeI+iKD8F3gu8HFCzIR6/DNxaaLkdqOM3pzad+DgbbmBb8Vmandj/H8Hg8737f+97nk5WRPvmNQAaV5RX8YdmLOOSXUyICuFG5kvcMvw7/2Lx0257y8nL6+vpwuVybnxi52c1FlZSUmkwmXy0UkEtn+GyRRV1eHzWYjm81y/PhxwuHdD1SUOLfw+XzY7XYqKyuxWq37Kjxzn27asVuuu+2C3m4JPp9N8y/ko77H+gouaGtFIfCsqyyi81lPH56pXuDwlryf79+bbeVP7pdIyz0IIn3G63tMrU+vo6H/vYx0Jer/f/SglYYu9Q2I8NR3mEEHcKIV4mhKgRQlQKIS4RQhw5m/AUQtwkhFBOnznqe+PyjJz6/3UdvIWcqic9zDCHEmNfrffjee++VUtfW6XRUVVVJ9ae8tMfC3y8comyHqzdPp54ynfsR1fJRrKNPqMRgMjI+PSzrlb6iqqqKrq+usJvSyVmbm/Dnn5ub23IrpZBRFoa2tDavVmt9ItJ8CnuIRc/H4/drudZDKJzWbb9+Gy2dlZgsEgFoulaJG1mQDNZrN813mUDww/SVSX4YmKaS5orKFckVCInE/BBTzefbp0nJjI8vuLniqgRnSjusTSva/nL6CF6m+Q5XMzPz9PV1SWtbeaTn/zkeiwW+5QQonQVnWuKcpyQ+z0E8Hs8Hb7jhBn9ucKJYuru7mZ+Xl1VUFIU3DV7B344P7TrGpXTwa/6K32Iw/7mamhqqnqqpYXFyUccxTqK2tpaWlhfHx8fzPQfaudpVKhdlsJh6PMzU1ta/m6yqVit7eXkwmU34daDS61Va1nEucSuRaK9fX1/Mak/ezlzQ0WlZWVYTQapd336QI0m83yPedR/rr/SQJlv/HyfKpsDmOjnlqlOMeBnv/C2cW+9j1B+fabCT4Ne+gLtdImaXcVUCfiXCRuvG5RXbk+lUqytrUm7uPD7/Rw5ciQYCAQ+LSVgnib1n730+z2lK4vMcRAixsLa29u2vfvWrUvYYKopCT08PbrdbRjgAKsrK+eO6w1ztadrx976HwxzjnzzBwpg9nR0cH0Wh0T4zVGxoaaGxsZHx8nJmZmT3b1d7T00NdXd2B7GlXq9UYjUaGhoZYXl7G4XCcnMyb1JU5FCIHX68Vut7O2tobFYpGaCSuUWCyG3W6nu7t7T3qHcwJ0eXmZ7zt/yv/p/TmeyjM38Dn0nHhqboVW1uxaDq4M1+HQpHBVn7mQfjYUIezRcmtn5vvvrpwz8oeFyqYNek5OT9Pf3S4t30003rUWjn0Q8LIc7vLQ8vJPax7H4uUhKf5ygrKyv//OEPfzgoa2NMXV0d8Xhc6gYaW3s/7/PbqI0XVi6rQMvXneRNH+G30W8y6DQwMMDs7mzcrl0ljYyOpVAqfz3eGWbZMGhoaGBwcxOVyHYj402g0GI1GzGYzoVAInu92O1+t9Xq/CPF/IZrMsLi7icDjIZDJYrVa6u7v3zS3hZFZWVpiensZisezpPvi+vj6eGH+Wz1U/ny3zV5n/XU9pV1M0xDOqd9ZR3x7S8KF7NvXWbT7aHsyl+6QlxVdyIShQm8AdCFfwpF9BWu/OL7M0InBAKUlZVJGzKan5/n29/+9mokEvmKlIAl9odS5rPEuYgQIhCLxT79sY99TFrtdGBggImJCVnhAPjdnwcv513HbWXe/n4yJJn7JO7iO7bcuKYqCyWRidHRU+m5zt9tNfX09fX19p5Tg9wK9Xs+hQ4fwer24n3e4DEX4qlYqenh6sViuZTAan08nMzAzp9NbrC0vIJ5FIMDExgcvlQq/XY7PZpK1T3Ck54/hkMonFnYtlTe6psNsu9zmO8/8Jfo0uruHBla2G5qAmz1hzEpC3M+aI6reLPVjv4r9aFAm69sRXJFuqiWWydnYdVmFD7kfhEvN15Y0DkKIZvNMjc3l98MJoP3vOc9gWAw+L6T7XJKlDjXKYnPcxi/3/8fX/jCF7wznMzNS4mk0GlpaWqT2VGq1Wv6o8yW8bWbzqdI/xsYveQcWNt+Ocra4AwMDW06p75STezwbGxtpbGxknbGxsT0WhoigMDAxQWVmJ0+nMr3Dcb04eTGpsbGRiYoKRkZHShPweI4RgdXUVp9OJ2+2ms7Mz/xwcnFOvr6xw/fpzW1la6urr29L4ymQzfdTzGB3qfYL4qzo/6fXSu6bcVoH71OnNNHi7UbZ1x1GYV/tbTnzX+0z5LdgYZ/LhqElUpelN3csuvvxob5w4ErpF4cTE1NSe2pfeSRR8STTz55PB6P/0hKwBL7R6nsnXuJcRQiR8vl8f/6Od7xD2qh6S0sLgUBAqgjqbGjlL8WFmAKnlu20qLiF13Mnb6KKnQ8SVFRU0NHRnISVbe7bhosbGRlpbW6UK3M1oampicHCQ8fFxvF7vnt7XdlRXV2MymRgYGCAUCuFwOJiZmdn3/tTnnM/F4nImJifwFh8lkYmhoiPLy8gM7kxCCubk55ubmsFqt1NTsbgCnUNLpNHc5HuXdA0+cUmovVIBGnVUkcTbNcVnZ2gagI+NulLv6rZZ6Yeud/v950nONL61yV7Dvja69faOFP6l9MVYWc3e0A4XAYRVGkntTekUine+c53ri4vL79dSsAS+0exJfdS2b3EXpPJZB6x2+2/vO+++6TVn3MiSCZX9l3IjfMvojK1n0ZTfQy3H+DPex4t3vSYToL6+nqqqKubm5nYdY6up9rq6Orq7u/P9d3uJTqfDYrGQSCQYHR3d8/vbnDo1GQ3d3N1arlebmZqanp3E4HCwsLJTK8rsgmUwyMzOD0+lkYWGBrq4urFYr7e3tB9LPefrZHA4HnZWVlDA8P7/mWpGQyydcdD/Gu4Z/jKz/zoqZQAZpSMvyiYYIrKtrO+Nq7lju4p96HT7f7vyMBHPX6nuDTcS43Y6MHsiOh4b+RCLG1nitJd348QzMzM0NcnL+anP/3pWDAY/LIQYnr7W5c4tygy6/k8yHyWn1mueByiK0mkwGJ4ZHR1tktWkvri4mC/DyyKRTPCpsR/xmDXGHcq1NCLPGHtmZoaKioodn7dQO6U7nV59DmVnlDy+4cl/WM66vrzM5OZlvAThXEEIQCoVYXl4mk8lQXV1Na2vrrs3G94KRkRFMps2Wa+wvnsViM5eVl1tfX0Wq1tLe37+ngzk4RQrC0tEQwGGRwcHBfNnDF43FcoyP8jeVpHtNufdH425NNLFQnneKZlbeugAq4KD3I04gHgD1ebWNGmeKxG3jBfl66S2ro0f+3q4y9sr5N6wTA9PU1DQwO1tbVS4i0tnLXHRRRfNLy8vD5Ym3M8/FFuP4O6/Ly6I+f0Frdc8VyllPs8DTlgv3fLxj3/8TA+RXdLR0cHKyorUnUqtep+f6jis5MvNSqcIToLe3l0AgQCAQKPh7ChWeP45Pc338Yd7d+Bxfe+ZhYrFYscfdloqKCmw2nG9FoFJfLdc6UvBVFoa6ujuHhYcxmM7W1tbjdbpxOJ5OTk4TD4Rf0xHw2m8Xv9zM2NobT6WRpaYmWnlhYsFguDg4PnlPCMx+M4HA40Gg0Wi2VfhGc4HGZ8fJxDVhvf1b4F6zZ93oVmQFHgaO04V9a28upgnPVlFkSo8AeaTUX7/uQ7eMvhyqcIzEomQSqWkCU/YGDIKBALvLQnPEucrpczneYKiKLqWlpaxJ598n0iBrUjI3fWu1WqXEyzE9PU1tba307SxCCFwuF93d3VRXb/1mVajwfCKxyCtX7yYmNsrM+ozCx1cGnefvQFdTXnOlDuhfk+gObmppoazuzvHiukEgk8Hq9+SGlyspKGhsbqays3NeJ7f3MfAohCIfD+P1+nYrFYXpw3NTXti5jbDUIIZmdnicViDAwM7EsmH8Dr9bK6usrw8HD+92GBMC/jy7jZWigWmgG9bKWOnlwU6+GzVAmnkOmH8XqCJmxuvZqhd3krObDaL3W7HZrNJE7RHjx4Vb37zm3/m8XiulBKwxL6j2HoEn3yky82k6vzOfJfF5HqFWq1/5yle+8tsPPPCANFW3vLxMOp2ms3Pn5subIYTA6XRiNBqlD1gIIXA4nHBiNxk33XRcqPB0pH1d6v0VAnOo7qBLwoZU+/rLrMgwt8k3oN8Pj8eDz+ejr66OyUt6gw14ghCAanjbK6usr6+kZCXqvVUldXR21t7Z4Ks70Un4lEgmAwSCgUyvfk1tTU0NDQcKDDQoUSDAaZnZ2lu7ubn+vrCrIpkMDc3RzqdPmtP4xirvIwv42Prws12AtTmr+LlvhaODE1xSbwbpz+Sv2gsFlO0nCPiMq4ZnvlhKvBzj4+O0tbVte7FcKOl0GovF4hsfH79MCDElJWiJfUex9Qi+W6T4HD6/xef+XBKXkEImk3monra3t6fvvv/+a1772tVIuo3PT3jLfXHM+nbkrfpnDDYqiYDabcTgcDA0NUVZWdsrXCxWe7nSY1/i+nc4bwBMgq8NHWaRaX4rx3/WIu7h2Wdv6taGtro7m5mampjfcUo9G454MhuyU3tXtymTmZTBIKhXC7n3fk2ApVKlb9dVVXVOfN4UqkUkUiESCRCNBrNtxLo9Xpqa2sxGo37ljGUQTKZZHJykoqKCg4dOrRvnmWghBBMTE1RVVdHd3X3W2wzRyP/yJ1zN14iwucvGj/p9/PbkhrXS6QK0L1zOa5fb+KRpw/niqbI5nrI1tzK+qCIninDtqU2o+HDXzigsvKirO6fj9frRarTThCfDZz342FggEvlYSnuc5Cs+LoaFiKGU+nzzMURekyGAy/drlcTbLEYjqdxul0Sn/TisViTE1NYbFYpL8ZptNpHA4HZrM5PwxTqPD0Zta5wvctnxtLb94++IlzHP2ZtvMp8eF8nlqPRKNPT09TV1dHZ2XkgRuQyyGQyRKPRvNA7fWlAWVkZOp0u/69enr0ej0Wz5eLfKfAohSKVSJBIJEokEyWSSeDx+hrWYWq2murqaqqoqKioqDnwafbdks1ncbjfxeJz+n/v59HQxLpVKMjIzQ09NTUD/jw0zzer5Okq2n00/PgHZG9LzNbeBmyxinLyYyphqJ+jQsZ3fXDq/Jnwqc8Jt510WukXmyk02lcLhc2m03a3+7CwgKXXHLJ/PLy8pAQYu8b00vsGcqhHsF3/664IEMfOK8znnyXxeR7S0NDwN295y1tuOnLkiDSjvmAwSCAQkGoFArC6uko4HJYeFzbe/JxOJ2azmaWlpYKE51o2nySt8d/FUarng++mJ6/j3oJXfP/SyfZ/6Xl1dZXFx8ZybipeBECIvDBOJRP6/t7N58vl8NDWd3XxcnURQ0Gg16vf6UD51Od94K+LORm2L3+/0YDAap2bVCiEQiTE1NMTw8vKM1kXfj5M3ctd1CtLwAXalIn8vYZA/9uGSO7yfVBR7oGra8Kd2abifmzcKOnl78bfjW1VXJ/fi6Xi76+vjMqM7tFCMHVV1/tf+KJnJ96cTCYfkhK0xIGhHOoRfK9I8TlYEp8l9hlFUVQtLS2//N73vnfx5ZdfLi3u5OQkTU1NUqcyYSMjnWV5eLtXWKUcqleLJJ5+ku7ubnp6tBwUSIs1vr97DQ4nZHd9PRVrFx7yDvHXgpTTVyR2k2g4hBIuLniwQCAXp6evbcHPxc51yyWjoIfD4fS0tL+TaN/WZlZSU/WLSbjPHn+RXvYvuFPNc527ggUs8/HXZtnKjxzNGQqaFltYiRVuBvGn6y28pG2l2NskbvlaWlpCSHEthfCO+G2225L3njjjXd5PJ63Sgta4sBQnDvUI7rmhuCADf31ei8/zs9b0AkcIkV1ZWfmDt771rT6ZtkBGo/GUfj1ZGAwGAoHAnqxyXFxcpKennZ9utTRmR5a3+H+9KeAKsa7J8sG2Uj0z/hF/PjO32uLtCURQ6OzuxWCwEAgEcDgdrazvP8pQ4v1ldnXeX48eMkk0lsNtu+C8/cPvh4PI7ZbN51q8JfcZiP8ootb9MZ0dObreFYg5cX+bbPSubXceq3XseZn48pQLe+vuki68IxGo4RCIanCc2FhgRtvvNG7vLz8bmlBSxw8pQ1HJc5HhBDTwWDw/91www3SFJ2inKAwPDzM6Oirdy3FoaChv/yKLXI9nd3c3FosFl8tFInHmAJEQgvcGH+bueHFbnYQCd3Ss8OGKY/zAn8dN93wKkUqkwGAyYTCZ8Pl9JhL5A8Pv92O124vE4NpuNjo6OfW8hiMfj+X3w21UYCuFDXMkHePFZnv9a1pudPT5TafzhQoA8oG+s47Y3uTddx5hhcL+NDHOIyo2VXZ9+MbDbL5OQkg4OD0mIKIbjuuuv8nfr//eiFE6Y+9xPOGkvg8jwkEAp+5++67Jx5//HFpMfV6Pe3t7czO7i5DuBm5KfWxsTEpou304SKtnVovFYmF0dPQMgfuva4/z+fXnir5PEPQ26fhByzzXGx/jS877CawFJcTdGWq1mr6+PkwmE6urqzgcnDvx+/76fo8TeIYTA4/HkRafVaj2wwTOfz8fk5CQWi0Vay4eCwqd4Hddx6JTPDwYruG6uh5tP6vEsn2IgeSCvZTddxAjQl1Xw0auW15kuLfgynMzY2Rn9/v1RHhy9/+cvJ0dHRH5f6PJ+HlNZrnv8P4oWMnoih9fX19TzocDmnT77DR/9nY2EhdnVyj9UQiwdjYGFardddlu62m2jOZDE6nk76+Pqqqqrgl8ms+nEHqk2GMDcFVTM0f1v3E4UWXh/ZODvE13ERf3ptGpDgAAIABJREFUmA5soOXkntCmpiZaW1ufV8M1np/N87vnMZDIsLi4SCoVobW2lqanpwJ7LXCZPp9PR09OzJ+dIkuGNfJP/ZYILV6u52tvCZ4Ynz5hqnhx2s4oSNdZxrgxxd8+Q/VZFWcYvXwvUXvVK65dfi4iKKotDe3i4t5onp9oXl5WVzKev5/EJ5UY/gn+39bXJC+/1Pq+SxxcOxF+R02+j9nZ2el93/q9Xr6+vp2Xdrfzk5JrVZjtVpxu918Y1me8Ly4qoFjnulOt9bIq+MzgOH9VdT932x8lnjiYTXe5nlCr1YpGo/n/2Tvz+LjKev+/n5nJNkkm+0z2PU2ztFD2nUhbLJoICgnDZBCuCgj9E1utFRUVUvBdFRdGLgMgmi6Jy2VUoBSlLqdBmbfY0k2Umk2QyM5lktuf3nxyQ1bbPMnJlJ0va8X6++0sw5z5Jk5pzP+a57WmGulJadKovjdrvZtWsXra2tGAyGPTGdyyU8nU4nnDQ0N5ObmUlJSErN9xKPlj1zIpqEqjhnN5mfzCE8IzwKKgC2GYDtOCJZU+qGlisvWnBx14elyuRgfnH4+q8FTd7Qc7EVo9DwLLpyo+DwJi4X6fif9saWmJevxnSkoKJpOJtrbwYjBDreOp0WjorY3nQ1sznh7si7xSUG5dEl2Fo3pvih1l2rlz9Nj9tf4m2wZ6I11OKEILs7Gzq6urIy8ujs7OT5uZmxsbGDul+n7CsVKSVWq5XGxkb6+/spLS2ltrY26tUmwt1TT08PAwMD1NfXL0kJpzGzlZvdR/N2pXPRRIqwBCjwnVko7x6dn8f2hSr5Ye3JYZaFCwefz0d7ezqpVq6I6r+puVznYUd3uBwlCiLLS0tL3GxoasqPZmtFunt2OxWKIaRD+DxWLB6XRSXl6+6LmhCk+Ad+njVB5lQnr5Unsp3T4ffzcs3Ft6PnQIVuUl0KSxhnT+nmf0mrh2r51NVx66I3t9+v5/BwUHGxsZISkqisLBwyWuVRpsD3e0+MTGB2WzG6/WSnZ29rBbO2bjdnbtrb2ykoKCAzM/blxKSUdHV1kZCQQEFBAWbGOZ6H6V2kDzyE4YKX8M3m1dxQeAY5hui2G51p9VtZnWRm1ep4QbFV69NFHq+72gxixtkjyQoRu95IbVbe7yvIjpewaHR395lVXXRXVDJi0tDT0ej0DAwPRnnBYAo9FIYmLioslN4QjPJqycxRNM4AUBD1Z1k5Li5zJbDotWtp6D9TmZIQtPgFfyh/h8xWZ+tuvFnZbWCzqDVave45HNzc+np6dljaZvpXa4Sezwez57f/eDgICUlJdTW1mI0GpddeM5YO3t7e6mpqVkSn4RkIBGhpacFgMFBQUABAAQZe43Ky0S86PiQLqISv76rk2vyNUReeAJ2dnRQUFERVePp8Ps4555yRn4eHhi1XheZCjut1VDhbsdvtv33jjjbceffTRyJod70NBQQEOhyMmdTpnysb09/fPeTwc4dnDGGfwnGKPsHXv5l6IB2vNGuWE4H00Yn9nj0rJ5K7479AHTjCf4ua3uY77KS/y5ccuyxYLui16vp6qqitranWpKSkmhra6OpqYnBwUFViMYAr9dLX18fjY2NdHd3k5mZSV1dHeXl5SvG+mx3jLN9x8cYDAaqq6uXnpJ/9TGvcwsLC/TpVVZPNy1xGCov/fhYToFd3lnJ91skUpEe/ucXQ0BDx8fFkZERX1H7jG99w9vX1n/drn870d1YlVVh6HeJ1P1e1+kCGESDWZTDu3bNlSEs04JCklDQ0NVFdXx+TG2dXVhV6vx2T6d42+ncISnFRcn8jtasc17Tul4Epe3l3JPtplJ7cLv+9KEFKxZw7hEZEk7R3iNnNOewznJ9RxeVL3sVq59nkVIyMjKC1WolEAiQmpqKyWRaMeJoLlay293tdjM4OIjb7Uan02EymTAYDCvu7+73+/ln+07+ONHGnWFEyj2aftSTrTk5O0traSnV19YIWw3/QyVk8uWgfeJjbBX9ZdxG3J26kNjf6bX0dDgdmsznq78HXnXnst8PnPf36bxWJZL6UMRHVylRWFWFskeemmyCYpuumAdrur4vMgRAhxeHV19d8/+uijrGi6hLxenL83NzdTX1ysuk7QQHR0de5KRwhGeDqY4hUfZxtzW09mkTeq4sbmK+9MGsCTMfWNL0mjJyxV0itBbn9c3FiRTzFsGQgjUjBm7qq+Xs4qPJWeL2nKEipcThcGCxWPB4PMTFxZGdnU16evqKEk8rSXz6/X5GnRkYYGRnB7/eTlJSEyWRCr1/cdbxcdA+aebFvBz/KaMecGHy4ejXrfM5ILI3puqOjo3tEWygW1mdpn5D/4Y0jRMrMF6MU9hdwe9wnW5FdEvul9iNU1cHBwkCOPPHKwv7//cCnlUNQmVlmRiMOKJC/dGNkknhTer4lNl5ZGVlXXzeeed9+2HHnooqqmzTqdzT2xYLARJR0cHExMTZGVlhSQ8p/Dxaf7A3+lc9NwZndAHB15sreVPn5IMU5z5HJetNmWzVRVZkP5cUnHhw8u8ICI2Ey3tK+A93NadXHrUiEpIWwuv1Mjw8nzNhYMIw4ISGBrKysZbfkLaf49Pv92O12RkZG8Hq9aDQaMjIyyMrKinoJn2jjcrl4qW0bD8d38YphnZC/XXZk2jZ3GK0jWxOY9uXv3bjweD+Xl5WG9d37DNq4NoQ88BAVo1UQqX8g6nsPyK5VudV4CgQANnDQ2sXr06qp4Bv9/PCSecMPLhhx9e7PF4/ha1iVVWLOKwIsnLEYrPggNbfMY+wEdlWRgZGfnpCy+8ncNazzz570oUXXhi1v/OMZbKzs5OKiuhbFnQ6HT6fL6QbuZ8An+fPYQlPAJ9Gck9dG5d0F1E1ks2TnGcN7bsQnZBh5WxfefHNRiGE/S2xAwKOlPfxlqo+b2/r5lH41RxYr75Eda+Li4sjLy9tTv9DtdjM6nOsrAwABSSrRaLWlpaaSnp0e9hM1KQEqJ2+3GbrczPj5OIBBAo9GQlpZGcXHxig5NmI3P52NL2w5enmOzkV1m78cwRctLlt/Mdxzvck3ZyVNcOBALs2rWLjIwMioqKwh7/FY7Cios72Lzouam6RM73rSJPnF50uTLORUtLc3ExFRUXU/+533nmnq6Oj4zFVeB5iHARJQ5GgWj4PYoQQ6SaTqWHr1q0FZWXRjX0ynm80AezJVo8FsV/tsF/xcSCTX8SK/4cOI1jxyOJ1Td+fys+x+ypMNdGT04xWRhVsdRwHvYl70vPLxnJG7qreWTWWuoyI1NB5lY4vP5sNvt2O12pqamgGCN1ZSUFFJTU0lOTo6JNTAWlk+fz4fD4cDpdOJynufbURU1KSiItLY20tLQV+5AwH4FAgI+7d/HaaBv/k9mJLX7h+EkNgvdzLuXI+IV7o4fK1NQUra2tnlJeXk5KSongeieQGXuE+3p/3nEt6ivhG3Emsza+ko6OD1NRUjMboJRq1t7eTlZUV9QSjLVu2yM99n7nMNVqv1CCll5H2HVQ4IxGFFkle+Htkk+bcc0JZPVXwe5AghjluzZs2L27Zty4z2E3tHRwfp6elknZWVFPNdcMZ6dnZ3o9Xpyc/fv03wHb/B9tkS8LkCWO46vtVTx18ohtqfOn7AUCgYSiEfLMBMhj9lgnyeTqoWrOLDwCU0b24gNWMH6/H5fLhcPhwOVy7ZVFr9Pp0Ov16PV6kpKSSEhIUCS4lYjPQCDA1NQUnbrebiYkJJiYm9tvbjGjW6/UHnNCcjZSSzsE+Xutv5OeGLlr17pDHrosz8n7OpehEZD+/zWZjYGCAn6urqqISXBJBcznP8gYb9jl3RVcytCSdRPyvGM5oCdPfu3eh0uqh2MAIYHh5m3bp1lr6+vqOklLujnOrnKikYcViR5NULxmaeKT5UVTnZ29h0XXXTRLffff39U25VIKWlpaaGoqCgiy8ZCyUU9PT1otVoKnCwv3vPZL3ud6Xla83lwcHcjjuPYk2pKdvFJgUTzPBor4J+HfRzQSzu3L5yv2eo4tWt4uN7HC6/XunEX9utxuPx7Ng5yWdTodGo0Gj0SCE2PO1v7+f3NxcpJRIKQkEAvj9/gXLRQkhSEhI2CN89Xr9io/RnDBcpJX2WQTabm/htUhdvpY4rKsny34YTuTX1aMV76OzsRKvVRr0tpwc/5/AHXqVjejG4rr2cr6WdnRLWxZL/zoyFArVYrTqeTaHuO/H4/p5xyyuj777+/ye12/zWqk6useMRhRZLXbohsktxbVfGpsrIRnQmiMRuOrd99990mbNm2KqvkzEAjQ2NhIVVWVomLLoWS1z3SDKS0t5Q/s5DKeU1Ivfl5Oopgt01npnpwzmcPhoGvet6sC7SDmmfVmLiR0oT1RNQkd74P/h67PjcDgoKirCYIh+/NqBgJRyj6AMBAJ7Cc2unri4qKioQQuwRpVqtFq1We8CFLkSLPssg/9jdyGNJPQxkaGgKjCieK0no2Gm8ggpdeljjPB4Pra2tnFBUVkZ4e3thQceHhNB7jPdnHza2r+GrOyZRmzX/tiESA2u12BgYGYpLcdvPNNzsfe+yxBy0WS4RZnJyoHIuLwKIhPkyo+VQ4AhBDJOTk5//q///u/qmOPPTaqc88Uja6pqQkrGD+cckpDQ0N85Ojh0xWvn4oswJnM2h2FiJxYCs+RszkQcX22v4OHSLnoNUyHNE4+GPFLpCaE14HzcyvH8N6cDQVG/e/dunE4nnBQUFMbuZH4ispFJLy4mUkl7LAG+Ym3gqoY/X0kaQ09r76DgTH3iVPwidllDMa1kXhCzmh4eHGRwcnjJqbfcG1Ak4eb36diwuPJzdt8TAVJQLU6XTS09NDbW1t1B9onnjiCe9NN930T4vFcqpaz/PQRBWfnqvg8pBBClBQUFLz33nvvmaKZKARBl2pTUxN1dXUh1fALR3jO0G3r537rm9xTvWvPTTYSjOjxI7Gxnf0ycJgBf6izDofXwVKl50fVmW0+VkEo8XdxA1j6tBQOBAGazGbvdjtFoXDF9wJeTQ118Silp6evmnbWsbTyTu5k2DfT/3eqU2nXZ/ZJ12f59xJlfoaxc8x+/3097ejl6vp7CwMObvTb/fT1NTE2VlZWGFn+oQjQGd63NfV1UU99vfDDz/krLPO6rRYLIer7TMPXcThhZK/RSg+jbcd0OLzwI2qVwkbKWXP4ODgnhWeeeeaI2x16EkIoxMXFsXr1apqamhZt1ahEeAKUZuVzS94Z3NVYT5w/spucBjCRMqfwBAho4IHKnLnamj/OtndVkuOcX1JVk8g59Ee3nJtbvJzwhmD1eVFREXV0dUkoaGxvp6+sjEFANJocaPp+P9zsan+cX2l/kP96tcY2rgzbT9hSdAu3+M4+IiS5C5cWwzVv/8iXPj4+N72mQWFRXFXHhOTU3R0NBAZWVln2DHmFRUVexooLLZGW1sbtbW1UReeg4ODnHfeeRaLxXK6KjxVDvX2mqr4PMTw+Xxv9ff3f+fSSy8dni7bVOyEhgcrKSpqbm+cVR0qF5wzGtCy+VnEmP21YR+qU8oSREyhmJ4snFjVkOPhx7S6+2F3GJ/tzn5jwnHg0+lIvBTJK4ifULniOEwGQyUV9fT3JyMi0tLbS1tTE5uTL6xqvEDofDwUsN73HXjhf5LK/zn9dwWdiYvXk2h3+9EG8FdakRO8nX75v1en0kqslqtrFmzhuTkZMVrhIrT6aS1tZXa2lqSkpIUzbGYnAPV6vbS0tFBTUxP1ZLSpqSnOPPPMkaGhoUuklJEXElY58BEysn8HOKr4PASx2Wy/fOedd57/4Q9/nGHo9oBDR6/WUlJTQ3Ny8XyZzpMJzhpSkZK6p/SS/bD2GPGf4+VPHUBCWi9yjk/ykpg2XLsDtDdWknT/7bCnoixTQxHPYeZvMNNmAg9CLtGRkZ1NbWUlxczI6+Np5p3MyAzbJg5rjKgUUgEGBwcJCGhgZun7n6JCwzv8D1TB/3T7TBDoTfg4Lj4yKyfT7pbeGWya8/3DoeDnTt3kpmZuSfpK9bYbDZ6e3upr6+PnOJ50PgHq8/lobm5m9erVUY9ZlVJyxRVX2Hfv3v0Dj8fzelQnV1E5QFHF5yGKxWL50s9//vPmF154nYWEfuQJSU1MpLCzcS4BGS3jOEB8Xz+X1p3F/7wkcNhJ6RngRBpqxKlrzbaONn1a3cVV3Gef0msiTnKWxnQNFcM+SRwlc5RtHYhIQEnq0c4JKaN/m854/8sulF3m7/SLWGHsDMWPhaWlrQ6XTU1dXhK0xnnMszKCzN0+uzER3iZ/8rYP3D4pmhvb8disVBfX79kCXD9/f2MjY1RUxO9TmD7ClCfz0dTUxOrVq2KnSaeue+65Z2Lz5s0vj4yM3Bv1yVUOXA5xt7uacHQII4TIMhqNH23evLmwpqYm6vPb7XbMZjN6vZ74n+PioCc/ZSCnZ0vkRP034gOcLFxaCCWgpJo02lJehmeFIWxpX9ldwV0UDFr1n8QHz8Es+pVh8uvFSnyL2MzIpbzZjUcVlfKcdNmTg6o5IKU9FBV8/yYEs48nq9DAwM4HA4SE5OpqCgYC/r2zbPIEdbn1Q8n/4nxBbzlWbzj1nysciXyn+OVXFi9ntTUqJYKnhcpJR0dHSQlJUW1i9psOjo60Ov1WK1WVq1apahUn3GK8+uqrgc9//vM7rFbrsVJK5RcKlYMKsa5Q8vr1kU2S+Q014UjlwERKabNYLJ8688wzhwcHB6M+n/0xLQovFEvXuIDMIITi5Yh0/0p3Oja1VaBZ4ljqK/KgIT4DKrEKuqz2Lx/tO5UsdpegC4T+KlpLOn1RypeA/P0LiX8AQYTfTxy8p2Lq/9J59N/BPfb/szf2raQu9Qv5qktILw+XyYzWYaGxvp6uoiPT2dnuro6SktL93P7HhWfy9FxylteNnlHSGLxChT7ovdp+NpgAUe5DVyT20hrgkvxHsJhpnRbdnZ2zIQnnQElJCe3t7WRmZsZEeO7cuZMrr7yy32q1nqEKT5X9UC2fquXzUCc+Pv6UysrKZ999993MaBY1n3G1nJycnYzabqampiWmM2LBjlN93vcl3Vjfg2qePtdLOQ3ORQSLNfBUTwYzbEYed57vf5f7cFj7ICb28nze84ly9wuOJ9HMuDvB9CD3mNhCNsaZxnLaaGbI7MrKAwO/eAtYgeqJZPr9eLxWLBbrej1WoxmUyknpaWF9Jl4xNXIprFXFa99UnwhWzwhVmSQcNZoJmunUvhNtpmxuOBn6bC4HD7IuZQ4Ebv3jcvlor29nnerq6pgIwhlmu9rNZnPUe8F3d3dzwgknWMxm84lSyl1Rm1jloECsK5S8EaHlM+PAtnyq4lMFAIPBncHFtbe39b775ZkY04p72jfGcccHHWoB6vB6ebn6TO0q3020Ixj5WkUkvdqaITnjrQ5zDF1m312tSnSnYOdPDSyA7uqWjBlrRwYkg1WTRwHTqFzocP6ecofhv2OE0ALuquYdVAMqsTDNRn5bEqvygmsW6xn4kASn263m8HBQdxuNzqdDqPRGLLg3Gse6aVg4AFGZWhND/bFQDxSgGMRA1ypO54rbHm8mG7jwxTnnfsfvNpzAf6YqCxNZDKvVitVqZfXq1VEvczSb2cJzRuBGsxf88PAwxx577HBnZ+dZUsoPIp5Q5aBDnrCuUbP5/kU2S/l8HtPgM3xejclAyPj7+VFZWVv7555//7eeffz49EqvYXMlFMzfcxsbGmNTQmyE+nLp7L15yGaZeBe53/4p/5o0zii5rw3Egpm+awVgohWJtfSa2xlHWdBTyv2cWDpV14dHM/3N3JRsXCnE+B+lN3TAhro9Ot4Km4A/AMUDLRznjmD+rhUypPSWZtbRE5W1gFrFV1ufD4fNpuN0dFRAoEASUlJn5ObmKi4PNEOSiOOLyfX8xPmhovHjeDgpbn7rZ6pXw5ds+QxrvdxV0MN8USTfHd/KBUlVVOoyFO1jnLqSUdHV1odVqqa1duKh9pMw0w9jXslpRUUFHR7BnfCQC1OVyccopp4yYzeYrVOGpsiAHges8ElTLnp8pemEymn37605++6sEHHzQosVAultXucrno6OigtrY2pE5IkdA00Mlf7Tu4o2oHPoXZwrNJRMcOnvkIVWYue65hw8kLX+zyT2s7zRQN73cwPJ5cPuQaNwqvPKG4K+ClufGGPTfDr0PwrH3dgfzEeL+FInbxKniXTK41IoTUmnzlhAZkbGihKjK8ny6fV6GR0dZWxsDL/fj1arJSsri4yMjKg/YLX7Rqka+p3in8Xp0JAkdNvnvaghxAcFlw0YyAnH8Nrsfp27xuOBTEor4e9bnouLBmOkHX1hYSEZG9ATtXExOTtLan2rpgG+BILKBer5dTTz11dMeOHTeNjY09EuF2VQ5ixBGFkje/GtkkhttVy6fKwYPFYrn5hRdeyP/und7/76e9973thVY8OpZxScnIyVVVVeyygsewDXZtXTmGakczGOL5TsYOh5Mhi/r/DySEJT4BUfQqXn1J3CyaNrOLthGw+Z2njXOArAXWxULDwBHuEjRcITYO14CR8E5i7F5BGwNd7N1ukkpuRxwbqRBk4UnaZTFJVNgSGRVWj4F6UYSExMPuTafUkpcLhe9Y0N0OyyUkY5OpyMjI4Py8vKYP0xV6jL4ZEIJr071nKBo/gY+j4kxs8ZgR03Gdh02m8LvMAQbCqB/6+tRuHploZFNyvaJ9zDA6OkpfXx/V1dXzisFoMTExnsadl5kJ/J6UW0EAgwMUXX2xvamq6RxWeKiqLo1o+VfZDCKEzGo2v3Xnnncd/+ctfDikYMNw6nh6PnZ09R51jHGwYCAV7ctZX7DDv4W/7iXY3mYi0mtnE1cYRvAZRS0jrYw9+Gd7K1wM4TmZchFIrPAJLVn/FJx1v6GzrX8c9gW9riabD27StsoHU/i+LEcatzp5JJCrkihNNVIQWoOycnJS2IhXQrLp8/nw+F0n0DtupcdlZQgnA8LJjuRR3k+z0Zc6iU3cRgaRudPD5Xl3B+eO/FXx+Hip4QxHJkc4kvlrupWPQ+iUnNBcZIoFm0xcwacPvbiSlpLu7GyklZWVlMX+IcTgc9PT0hNW5KFwL6PXXX+945plnHh8aGroukr2qnHBqIIwolWyK0fKaqlk+VgwwppU8Icfa3v/3trbm5uXXnnnvugu8TJQXk4+Pjqauro6mpicrKSvT6n/fuaRwuNRsNnVm+gvD+PJ1o+4CdVrXjCcMNrEPyWzygSnhCMB12dV0p1bgnnmfto7A/2w1ZSqPsfndCoWnkIKmkaVtZTOTtfQrIGOdDcd6b0w3SFKE4BCZyL1jjTqBzLIDejJQk+mSMKUmEaBPguDPoWknpKQV5bqHoMCcmJhgbMKB2T2CdXIcGxPYmKBf5+LjlFGaM8cZLPIg59BH72HmTCqXdM9nJ5ZRrE2ln1x/m31HCceMpnO7MoicjwJ35PRHFnI3KKW60b+bJzLPDGjc1NcWuXbsoKCggMzNT+QZCZGxsjP7+nfurq6sISueFYQO++++6JZ5555nWLxRKhmlA5dDg4WmRGgio+VeZESukWQmy85pprPjAYDGUbN26cnM4Atks5FMx1cWlpaKCgoiHnXlLr8cm5PN1LVmM6PinfQlh6a1edrHMMxRF5vUAhBUWERBfkFmM1mn+vr6KCoqIi0tLeQ5fqUw0QhgraOIj/3KQg+8yXO76gMa6DVM0muY5CWG9rwuJGRNxvE/Exs5dbSQn/v6564zGx8eTkJBAXFwcOp0OnU631/9DEQxSSqSU+Hy+vf65PVOMTk4w5p7A4ZnE5ffiDHhx+L2Mn+70MBzx0MIm+LMCreZ2MJfjCEmTv0rfk4lMrNHwl+TBuH387tAESjnKk8ClHFltSxvh+fg9aISjSnprDbv382ezj8wd3K5ZM1nJVYHtL5Q0NDDA8Px6SF5VwMDg4yPj6uuMJGKAL04Ycf9tx7770fWSyWnC6XqRlQJh0Mramk/VLe7yoIIIXKNRuPWZ599tuSkk07a6+MSrZaZUkra2tpIS0vDZFJeTDuc9bZ0nfcRj8mN+Vz5/Zi9AMWk0ch0pRD8mLRAI0NfXx/j4OHl5eWRmZi54k9yNnVJ+TgBln9kTe9bw1pAynq2n+0eP0i/Ctpv/gCk6hbM5jUko8Hg9TU1N4vd69hOMvfFvR+iRxUosWgXY6SlYgMA0LBrMDBJAEnkPiRTAk/cTKBXpvEjg+b9DKKD4dGYtcEcAk578X+hIoU3s5qDftnO4MKXuXysMdFisU/QeHgA3iZnPzlISDh5LI0TJtJ5O2WMzQb7Xj//8XF5vOONrDUsQLE2lUbjlaRo5v98+Hw+2traMBgMMS0aP5vun7m40Gg3FxcURzzWfC/7RRx/13HLLLTutVutJUkpl8QsqhyTiiALJ2xEaypO/qbrdVQ5epJSDQogNnF1544dbnnnuuaMOGDQKi26tdCMGqVavo7e2lp6eHkpKSiOdcbL2Ty9ex2l7M4Tvf4fuV87fI/A1nnx0R4AntujlJKBgYGaGxsJCsri9zc3DlF6AN8qFh4IqF91L34eXOQkxSnSHgClDG/NVsIQUJCwpwxnv/fx6Lzi6uKWXJ5avX9HrsoJI+3j4VvUJiYkIeaR7cV79BFARpQ8pgSjVs+FSat40t2y3zFdAD49nkkm9J5VXDDbumse9/o53gHJtGp1+e0R76fU7+Nb4P/lZ+sY5j4+NjdHb20tVVVXE5aZCQUrJrl27nyMjIiFrR+LksoE8++aT3lltuabRarSerwlNFEYe4211tr6myKFLKfovFsuGCCy7oe++996IqPGdTnXFxMUlISra2tLIVF3pSWxbV1Z/HI7o1c1FPAvrruEur5FFUx34cQgvz8fOrq6oiLi6OxsZGenh58nvn9ntHvw81u2K16j2pXHgEeZ+CzLVpYQpkNDEaGHFMzgxb+gVW8+pjTKKgDYXMrG2ZmiGauisZFynbfJhe32f4tOwyWLi1sFidupd3JXfw7YU54KuvWxNdMTgL1z/4n3P3lbUQCBAW1sbo6OjrFmzZkmEnp9/vp7Gxkdzc3Kh2K4KgAHU4HFgsFp58nr7TAAAgAElEQVR55hnv17/+9eZpi+fS9BxVObiItLXmnQeCyV8WnSkhIKfuGhoZOOO+88wYbGhqiLjxnMBqN5Obm0tjYuJf4ihVarZZPVR/HT1I/w893riPXnFbRyZpLEzzgz5uvPRghBdnY29fX1ZGRk0NbWRmtrKxMTE/yZZoZQfp8zjWYrHpuYqqxAfzFpigrpnO1EWl+rWKBtndnoUGyHeJcSWlVFmQ3w+a3XZlEzEc8tAEZtseTyfPsyP8nvp0IfWBel97yCro1AsnXgJXj/4Nrwy+T0ZHR2loaCAvL29JstkhWMOzoaGBioqKsGKow6GiooI//vGP/uuvv77darWeIKWMnLGhW5dBGyMj+HeCobneVkJFS9goh1n/xi1986y9/+UvB+vXrY3JXSUtLIyEhgcbGRqqqqmKaCT9DnYaaJr6adTXVnLn/QNvKJssMxivDLyEQLg8GAwWDA6/Wye/dudrvbOTonjW059jkzrxfDPBZ6Hcd9nGU1Udo8tR5mwcaFsrxNaZeLTF5DkkcIA4f+cW+njKo5QtK5SAoEAAwMDfNNawlPaHn5m2o1PoRlBnT3QSf3b4hvmJfRufHUonMTGRNWvWLFkd2NHRUcxm86I1PCPl6aef9n73u99tsVqtJ0oplcWhqKionAKrlUyVMpJTdFotlw3nnndf39ttvx+zxKzExkfr6erq7uxkeHo7VMnuh1Wr5ZNUx/E/2uRyxU8v4n+PiSrLsQcXFxTJSncFvtx8Sh4RvN1VzdVkq2O3TRUOzOosOt7F6p1UCbVtnvf6F4z4VwKbR8Tii0nfALk+FMUjdu6hJbP8fFxWlpaaG1tJSkpibPWrufvWeOKhSfAdp+FNTrlVvEZjnGkUtw5QXFxMSUlnJUsmPPv6+rDZbDEXnk888YT3+uuvb7JarRuklJEFyqqogOp2X+4NqBx4SCl7LRbL+gsuuKD3zTffnjJkA1Wq11NTU4HQ69xSlXgpyDJmsWbMGm81Ga2srXq9yq2E0uJ8PkALeMY7yo9pWnirezWcG8rm9nsZrTzTno/AtfiUpHcxWvXZWpZ1IoC39YassnAhKFslqiqT5lMYnNWBlj7jJU0cDr9dLd3U1jYyNjnY2NUVlZSU1NDZmYmKZp4rtTHthf6YmR4tNw1UMGDyRu5ZN0nliS2E4LW39bWVnQ6HZWVlTEVu488n8sjUjTfe2DDtalctnirRYQnd7kKIS4UQbwkh7EIIpxBimxDiq0IIRRpQCHGmEOI1IcSIEGJCCNEgnhPimECLkBAFVfKooQkpptlgs6y+66KKe1157LfzskBARQlBaWkpKSgrNzc34/criD5WsW1ZWRklJnCbt27aKvr2/JxO9sHEzxGDv2fi3Bz+/Ke/hhbSu9yRPc0FbJrU1VHGkxoJnjL2EbVb7vnHTllwiln4lNpzCeAXmEhe+2UMvezBN7HrGjsfPj9fvr7+2lqaqKzs5Ps7Gzq6uooLi7ez7q3b+KREnb6hjkinLrwEHW0ArrCaeHTiWG477CzWFMVWAM7G4/EwE3eem6v8wSoUfvOb30zddtttDdOudjXGUyV6LJHlnUwjxK+AJ4CjgLeBvwCrgl8AfwxWgQojbgJeBU4DtwIuAEbgL2CyECClOTo35VFGMlHJACHHM5ZdfnvuXee+8tv+yyy2LWoDk7Oxu9Xk9DQ8OSxYFC0P1fV1fH8PAwDQ0NlJSUYDAYlmRtgMfYMb8YE9Can7qI1vQ1NAI4ZzuDWllX4RIBXjIM0ZTrJ9qbS6FLuJfTNU1w+FJS63SeUWj6BRI0OFIhX76RAQWI+nAFvZzRlUKBs8TSAQwGq1YrPZ0Gg0mEwm8vLyFhV0tXFZfCK+kM2eyNz/E4HQrdvrnMl81VnGuVVHnk22IPGEpHMbGxti9ezc1NTUxLVQvpeSOO+5w/e///u/7Vqv1bCmlslIRKirLiBDiAuA6YBA4SUrZnNv26CXgD+CxwPfDzEOc7CrgbmABOkVK+N/16CkERehLwA+DGxeZSxadKREgprUKIo2+88ca/9/f3nr7n11ltjpgr1ej319fV76vjF2uoxm+zsbDIzM+nu7qa/v5/y8nLi42OmtQGQSH7NtpDODWjgXeMon7xpH0QUEx1syua05n8SpRF71OPkwbgqvAsNUb/xo+IOmWQ7LZ6JGmaV2fEK58V5p3KfX68VisWC3n2xFCkJOTo6gbz3Uph7N5JDLx2eIf4Zi4XN737l8/dQbjlI4bR0v5VE4ta1dVLJmlE4JisKenB7/fnT319fUzX9vv9XH311eMvvvjiS1ar9XIp5dK4W1QOHQRLlbH+X9Nf/3NGeAJIKYeEENcCm4FvCCHunk1KGchH8BsHd/3hGeE7P5xRCbALagOuEEN+TUo4tNJEqPlUiZvqNd9I999zzp/7+/pN/+tOfpsbqn5jATB9rf309raytVVVVoFAqOcNFoNJSXlzM1NUVnZyfx8fGUlJTErGf5W/TSgCXscT6NZEuujS25nNo60luOzubjemUW8V0eLf4rNWhdjIfS2z06KwyyUJV0ZSCATZfF/ShOOABIV/i2GnMqtre9hDrnYnvMvlYmhoiMnJSXQ6HSaTifz8/IjE1HmJFeRpkhkIRFZycjjgRrBfuVuSfRqusRVwlr6CTxy2NqaJnPXPh9XppbW0lLy+PrCwF3QDCYGpqis9+9rNj27Zte8hqtd6qtsxUiRkxfnYTQhQCRxJ0BT2773Epn5ZtCCDNQABwHvLPIfPHAp6a/fWKO+TqFEFuBDcBZwJMLzaeKT5WoIKX0CCHOffLJJ3/T399/0eOPnP54WS7dYfn4+TqeTnTt3smrVqiVLdABISEhg9erVOJ1OmpubycjIiFhAzMX9EfRxB0gNJPCxx4YvnNcDHqcEmLPmTcZznyCJvKhG3D94JuPg4boqpOfR7eVYCSusMlJOBUHh1VZxwBMRplK057PaQJHW4nFSRXjTFJK8PUkLPfMY/Hw/DwMHa7HSklycnJ5OXlRfX9Gie0XJ28hjsd70Y0T6ffzvHxebwzXTBenG4BLRkycK0o4u+bIJf2MzTDTIam6unrOTljRxG63c8YZZ4y2t7ffabPZfhbTxVQOcZakVue66a+NnC4SNfEBQfK5jEfEJVAN6YERK2bHAfBum51PFp8rSMG22vyYnJ6fv9NNP//pLL72UEcvYzJSUlD1un+PT0dPLy8mK21kLr22y2PUW1s7MjL1sDMIiT52iOaI76yTy2Ytvrtf5EL48kBl2r2gDUufRc48oknxRuHwx/g3YCLxjgvbo0k0aDc26g03hMis3zGKbaCC/JkKp1CWZjBVvqoIYepqSlGRkaw2+0EAgHin4+PJzs4OKX4zEq5OXsMPHO/hV9p+dZrdPgdxUsMp9jQumyrmrMojyFriuE7Y282+FDVDBwcH2bhxno81sNn91fHz86ZgupqKyNJRNf+1Z4Jzefc4NZb7eBc4JeT5VfKpEHavVemdGRkb/+vXrf/z6669nnxtJVNuOGHxgYoKmpiVWrVi25WzArK4vMzEwGBgbYuXMn+fn5EbsHH2S7ohaTswm4F/49+DWwI3WCnHdNW0fiAoNaVxBcmMkjzxaHr9pOSZuSjDDsDyVNhFbdXGu8JkVk+dRFEQGT6kukMI8ZVG4BCRyJHnj2Uy6RqgWSQSHx9PZmYmJpNpycJBAAq1qZybWMFzk+3KJ5FQOaLlrqk1bCyqoyhn6WKqZzM5OUlbnWxsFBQVkZmbGfL22tjZOO+204YGBgYs8Hs8bMV9QReXDgVfRfDdSS0WiEGJ2UsADUsoHZn0/U7x4noXicmQoOqSGsF9X5VPGpEhNGR0cf1Ov1g8cee+wjr7/+elZxcXFM18vLyyMjI4Pm5uYlu2nNZqY/ne15eHv39/XtKwSjZh48A/8uHEe0nXmppmLItfuIsPBrJR6kTfJQ6gQZIyHOT5dRyzGgmlbtT0KHBng5/2ZAcfp9kxp0zhmyd2NDLxqdzyqVXodgdI8ibAPDlkCT4NRY4EjrBnUuzWo0PDlPDTlGpnS/YwnzcVerhNnKV47GlyXfLgy8SnhhPFULncXc0ZRPWXGguhvLkQGBgYYHR2lpqZmSR4it23bxjnnnDM4nMDBwppTy45gvqKICSCmXtnfzCkQVnyoxY2Ji4gWdTnf2+vXr//rMM88YN2zYEFPf2UxXpJ6eHmw2nGxUVFUtqfYKgCC0oKCA/Px+z2Ux/f3/YIvQFdtFHZN2V1k7ms23hZMMFWZWURovGQZ/BR59hYM/rnQoLJFc9h9nTOGUxFH9ABkknhpyfJRVPqOEN6D6UJaYoD6iPJdo/kzy0mdWRp4jC54ql3plPoTiIOnLSAZ1/loTBnjHyYLtkTvfj+bFSt2JkkjUfkGIuSUhCKqdRm0+kK03ko4YdzA591FnFpYR7mxYEkzn2Gfj9Xppa2sjMzOT2tqlKZz/9NNPe7/2ta+ZLRbLKVLKriVZVEVl6ZixQi7UJ3rGmhlK84SozqeKnT5WY4vP53hNCHH3++ef/7Qc/+EHpl770pZhmDcwUpXc4HDQ0NFBWVkZqaigehejvo7CwkPz8fAYGnBmhoaCAnJwej0bjoDT7SRCOAhMnIRFBOYjwtc7wuBQymeBhMsfDqrEx8jYSciXgqnMkc15/Ndk8Dnu9hFOgkYSCRNk0hmQio5iQaS45NISEggISFhzkoBkbjdxTyW2IQApAU0pAU0ZAe0FIoETFJHIlq0nIpjjreuUFOaYaNWP83eThZE5ROZ8zBSbPz3Cep+RIITg2uTD+Lp984LnaSR8ajST87wFnFpQS6kxn+sly4WCz2ejv76eqqorExNiL90AgwH/91385H3nkkY8sFsvZUsrl76OrohJ9uqe/lixwTtE+54Yyn30JuzJDnE2olCZWlQAihNxqNz51//vnr77vvPsNSuNQCgQCdnZ17uhUttRV0NlJKrFYrFouF9PR0n8vPz59xPGzZW8cuI1hJSkDmYjS2gvED8elMGW3ULxZUvTByavWJW4/2C9Kk40qZ0FE7pKZjSY5pKnJDUQTyJBEZiIjni0eAkwzAReAvgJ4EcSmP4HUDSsoy/bh0CgQaBDgxZBHFq0znhG3P/OWJdI/FLinEgFsws8AHgaEF7smwJgmgG+W5qpIT6JjlfKYye/xCe7gZMXjo8FYYJKCwQeYkPtn7cf7BReO5vBJnmc/pxWvJzYxOcpxSfD4f7e3t6PV6ioqKlkQAOxwOzj///LEdO3Y8brFYvq7W8FQ5WBFCFBFMAPIAn6XNlvAshdgOFwAlSyn8uMl88MAYkAZVzZbwLId4mmO1+uZRyv3JMe52rik+VpUIIIXJycr5fVVV1n3QsvvJCRkbE0WbQOh4Ouri5KSkpIS1PYxiaKjI6O0t/fT1JSEkVFRXt1armJV7mXyErmrJnKY+dwnZJ0AC/MFfQprfJpIZmjBmPSFeYlL+RRVcx6TUtLS0kJNTc2cx+8d3MlNve/NeWwxknQa3EfsVjQWn4EwqeZnLFI+PFlePvsaDEw17vs/waLliLJ8TtXmcVraWtNSl69A1HxaLBYvFQmVl5ZJYOwG6urr4n5Cc/aRscHLx5fHz890uyqIrKMiKE+BA4ArhSSvnoPsdOJlhkfhAoCKXIvBDiT8D5wHeklHfuc6ycnYJF5H2BarMi82ttdZcmQUkqLxfKtjz766EtHHnnkcHNzZKWEQiU1NZU1a9YwMjLCrl27lqw//HxknZGRQV1dHbm4unZ2dNDc3Mz4+zgRefsdHEc+f7k5Z/KQFyNIlKBaeAMYFQ4IWJ3m+rB+CruWFLGTJnGuW1Zd2+AFlSeWmw9+jbY51dTq5LPhwk1DmT+OFgJc9OnciPa8/hgrUnLLvw9Hg8NDY24vP5qK+vnXzLh+cYbbwSOP/74gba2tjNV4alyCPGj6a8/FkJUzrwohDAC909/e/ds4SmE+H9CiBYhxF5ideZcnglFG/ymEOGbWmBTgYYKa8v7FhCeoMZ8qy4DL5XpOCLFr48aNLz300EP5Z599dmxaBM1ixvXucrlonbGykoKAg5t1SFkOv11NdXY3P58NsNrOrt4l1Wcm8aZokoPSxUELnZGRWz/KkFGyKy8tDKpGF9aYsnID4XHauJ7JKWG0jBpp1QNHaUSXZhYzXL5872+/1kDU7yxMgRHJZdTE1V6bKGm8wgpaS/v5+xsTGqnqqpi3pp2Nvfdd9/k97///Q6r1Xq6lHJg8REqKgcHUso/CiF+DVwL7BRC/B3wAqcCBuAvsF+cVzbBngvL79dqVUn4ghPgG8GPgHSHE6wRd8ScDRuA94Juh7E0VnyrLgpSyQQixbtOmTa/ecMMNNbfffrt+nKWK+kpOTWbNmDWazmcbGRioqKpbM+jIfOp2OkpISimUxtSNlvNXSxPvaAf5Q2MNgcniZ36u8OezynRyY+kxIi+zvoInSo6FFuvUzWRtZVy+BNgggehbaye1nE59jYGAMDQV1VUFDApcWfWPI9zIfD4aC7nu5vc3Fzq6uqWbF2Px8M111xjf/nll9+wWq2XSCmVB0GrqBygSCmvm47F/CpBkagFWghaKn8dYk/3n2fP9txBiB3AzcDSQCHQCvwDukVJOhTKPGvOpAuwJJv4v4AogD2gFvimlfCnG68YZjcYHDjvssHOfnfvrpJYsDhWB5l46ODhISEigpKVkRFqIZvF4v75tb2O7q4W+GPl7Ns+DRLf5ZPWm8ii2O/R5Yw2Jtnnp4dmiHF44+nkHfoUzx+NzdSyPzu4ZaWFlavXj3nsb/bzZze+rLitU+q0bMltU3x+Ks5ggf4jOLxn4eDxeDCbzUxMTJCWlkZeXt6c1QOWC5/PR0dHBzqdbskT/rq6ujj33HNH+vv7f2Kz2X6k9mgPslzXneRWVfVEtnzFECBEHnAScRfCJYxXBpwQrsBX4pZRyc6RjZo19BLhygS21Sin3u2sLIRKAV4By4E6CnZRIuAf4qhDhGSvmvUH5eJUgpvcCm5OTkC9euXfurp59+Ovv4449fkrovcXFxrF69mvHxcRoaGlaEnK36GuLg4NpSuYQNruHR8lLfbG9kph3guu5ePs8cJzPMb6nfP18I3NDRAmwivOP2+jBPSg++8JEdin+YzQ7e6f1ITW62MetkYgukPB7/djsVgYGRkhLi6OwsJCYtnCVglSyj3F4svLy5e8J/yzzz7ru/76n64eGhoY+J6WMLHsvRIQQ1wMnAmsIuh8NBN2RHwOPAE/sK4CFENXAmQStR0cRvNYL4EIp5R8XWOsRnDrDrvIrKvqjiM7acDPxt+v+DwBaCralqgQuAC4QQ35dS3hHhmH35JzBXzZj54p2+CRwOHCal7AUQnQrwBnA58AYj5Rcnlcj0rhPjgs5/97AvXX3992e23365fKkuJwWDYyxW/HDfMhcgyZHCu4QQ+Ewhwn6XA/7zXvokFj5TnjbloyXHtqURb50mn32SNaqyopjVYRSr3h+Ykk0x0WTjhadKw2skuaYyIyA1kjnFsaZwhBh3OtsAoEAw8PDDA8Po9FoMBqN1NbWLmttzvkYHx+np6cHk8m0pC52CLblvPbaa8dfeumlnbRaL5XNSytB7pUbOfxIUnQ3AOwSv2SXAKQTj6z4nhDh/HxfntcANEax5wF3nVVRmUMVnbAkAfwJ+nLqV8a/YBIcR/AE8A3xZCvCGlfCOCMfvyoJTykVA2KITQAtcR7Au7p7CjlDIghOgiWANsSZBSdgshn1t13330/f+WVVy5+7rnnMoxG45KsPVMUPjc3l66uLqSUlJWV7VUGabnRaDSUGwspNxbi9/u53NLLnh82dNGit/CWnD5Mum90od5cDGBPjaY1gfAJarChL2IFgvGh8BEGXkWS7A1idygvcw7+LzZ9GeUTznBAIBbDYbw8PBxK/s7GxqampWpOCEoPDr7OxEr9dTV1e35CEsra2tnHvuuTar1frDkZGRe5fBzX4xn8C8p5V5PXkKIOuAfwLkErZW/m3W4AfgfYBvwIfAQhFUo9oC8zquogCo+Y4qU8nXg9XmOPS2EOB24nCrgceEPpmAhZA2QBr81xrBDYGYU1QmbaDX9dYmLiC+vWrXv40UcfzTn11FOX7E6m0+moqqrC7XbTn1taGXq+nuLh4RcWDAmi1WmryyqjJK8Pn87HJ2scOcy+neFN4LdHCtlQnHk34919f/P7FycOhgFQ6nUd7WM5JMd4CUCC2fA64pdFKDT4QVg78XW9mtSHx6vV46hnazY7wXj8bPJ7PWUl1dveLee7Px+Xx7nHtaqqqqW5WHt97//vee2224btFgs50opI69VpgAp5dvzvN4ohPgVQTf36cwSn1LKB2efG+MHixV1nnVdRUcXn8jLj5gjnqVPJmIXImf66V5aKEKIMKCVYhHbJmZycfEkIccSll176f1/4whdW/eAHP0hZniq5IMyQlJVFbW4vdbqexsZGcnBxMJtOKtDzpdDqq80qpzitFSsnVNivbBjto947ygXaE11NGsCSEnJir7tMqFI0AmSRGJz0jiPSFyyycI8mUqvUJ5+EKocZ9SSsYd4+y0drNraoimOBt/Nu6ms8BNttAznyEY0K7QUs5SS3t5eXC4XZWVlyxKm4nQ62bRp09iWLVvetlgsl0opI4sXiR0zH77IgqEjY0Ve51UOnXVTxubzMtHEJp/ZcKGM2CiHWAinAEPA28Ld5SirMuGAqgMZZr98FmIEXwthbVJFS9gshjnn44Yd/n9I9//OOqP/3pT5klJQu1qY0+aWlprFmzBovFQkNDAyaTiZycnBUpQiFoPcnPNnJOdjBcwel0snOonh13DQ3T6xtmSMMwHqU5cuv3fClm6BHYL5fU9AZIiFY8RWj71ESYcAWT7k+nVKBef72FGIhFzNIafnnJykw9pHs8NMlxjjndQh3iiwYk/c++FgmAneppeTKVW8j1ggpcRsNjM2NkZhYSFL/XmcYfv27Vx4n4YXDNpvtW3a7/YGVms0+Le6+Mv3t81Ge/qC4zqscmqjic5kQQuQSDPKGYIxnNMdcMcdrTUKIi6WUne7lXpJStQoh3gHumM+2dwBeBzwCnhlqzK1ZM916+TafTPX/sscc+cccdd5iuvfbahKUWf0ajkZycnHIaGhmhoaCAvL4/s7OXtjR0KKSkprE+pYz11SCmxjY3w0VA33ZOjdAUcvBNv418pLuxx/oiLy0eDnSC2fGiFI0mhxB5R3sdL7EolkGyO42YWNVTILt9tNt62fXc4BeuQYDYmjvJzTj7lwijm06V78hZYVnIz5nMthHRkbIz8+nsHB5QgQ9Hg/f+ta3nL///e97LRbLBVLKlmXZyDwIITYRjNuMI+idOp5gEYkfnSin/HOXlDprrvMqhh1rncxkQQugIlrw4FfiHlPK0aIwRQnwd8AN/J/ikayDY1/UHwGGABThCSmnenZ1w+wQKxGwkWoN1CsPbbiooDEkLojUbjfWVlZec9/fTTS24FnWHfG3FmZuay7CNSAoEAo/Yxdlp7n6XWP0q+1sz3FyvsZI/SlTuJX4PE9mnw+oF/xnk6gmLfYtOA5C9X5BMjZ/jjDPuX1xE+qSmZLxq6wnx8X7BSXjSawfyWK9Jw8HHnbqR3gjcwhzyhQyzOelEtLo4oY5LahLhZSSwcFBhoeHyc/PX9ZSZNu3nb+fiiy+22Wy2X4yMjPxg+sF0RSGEeJBgTP4MPuA7wE8XK3IvhNhMULguVmrpoL7OqxwaqOJzGZh1ngdoNHCOlXLQquJIxs8bGA28CxwG/klL+P0UbXyHodLoTs7Ozn7jjjjuMy2EFnWGmZeDo6Cgmk4nsn7OwV644PhU/IR2hy93PEaAa1DgMJUouPAD1JLv6VNkqPYRKvduHrRQUZdKC8ws0nqeAVLl/wnMXEnZ+lHT9HjUd7l6diiFN7LWzjnP9GroXw8iSPGMsnzJKJFg0vj42PDKB9njLMmMY+32a14DzNs5xrWnkRfxPOGy73s7Jydn8UExYqVbO+dCCJEElAGbCJZTagLOklLO+2QWqvhcYPxBdZ1XObhR3e5LjBDin5wRF5CBBd0cowjPsMbORUnqEED8C/kqweP0Bjc/ne0sIsfrOO++877HHHjvvqaeeWhYrqBCCgoICn8vPzGRoaorGxkczMTPLy8g44EeojwAeinwm9l1f1Fl7FEjwgIWsyjjVjBs605JMc0AGSSeGnU++knJcWBOXWSibhgmNkAkbX2jDTbHSAlwhabY65/G9QMU1oKnYnUOgwUTSYTL7WAxK7z8q+0UZ4v7Gc8nYX8DXKS1Tmf4My1LKj79fj99fX04nU7y8vIoKChYsrXnYvv27VxyySU2m832C5vNtiKtnXMhpXQTnFJy3CiEGgXsI9tA+P4ZrHlTXeZWDG1V8LiFCiJ8AXyPYrehUKeWiffyUjJmHGWvB8t5NooSUcgK4nSqfTPTIdC7psVlAhBLm5ueTm5mKz2WhqaiIlJYXCwsIV1e5wIXYwxARz1LgUYEvysjnJxua8f3c+n0kgwTsRT5UhlY4+RNG88OqHBT4Ap/AwlTNKhdzCY5GEk0Ysrzr9ojCNEnnAEoXc5EhJSpCDbryHfnF0dFIJEsGUeCS4v0VeOXAYYTPDSl2HnDNIwtcSCknwGgnRGSicM11+80DP5CC3eyMaI5QsHr9dLbn28vU1NSyJhLN4PF4+Pa3v+185JFHDhhr5wI8QlB8fkYIETddTi5WHFTXeZWDF1V8LhFCiP8GbgJsnwGlSyqZYjFmAmWCtyExTK4xZVtBfPvbYY+c++eSTmWVlZcu2n6ysLLKyshgfH6e1tZX4+HiKiopInSIhex5tYsDVMF3FAwGCyh8FkG28RFKW1ZNPEMEJC2pSOnIl46h0G8q1JpHnj0SLQIJBAAImfAB7hnx6HzMa7zMhbnoVinZUQ3glarRQiBRqPZ66sQAp/Px+TkJFJKAoHAXl99Ph91bg2pbj1pUocBLSmBnYOF6rQyujxQEAuANwFggwG6/ly6fjx34ceAHJIZPdDMulOdgSKCKTD6KsOj/Tix0MEIFsYkrdrlcn9PX1IaWkpKRkRXT22rZtG5dddlhLmTkAABtGSURBVNkBZ+1cgFGCsZ86IBMifFMszEF5nVc5+FDFn5xIghLgbuJXgReh0KeWOWIxZhIumv34Q4Twrjmkr6Bd1Ot0J69evf/Sqq64yfutb30pezhupwWCgntraWyclJent78Xq95OXlkZGRsWx7Woh3MS9+0iIYSARAChhL9DGW6KNtkW5HmgAk+bTofRqSfFpMnW1I4659tpCZAYhwkaCFeCzot6DSg1Uiq0py0/N2FLwBeP3j8MOWDSS/Yp6DgpERap9xMIpnAxyTBntmGhI8jzGxjXWZX+KoB//z4i5c+0cAvHR2UuCMZzWq1WrFYrer2e8vLyFdHJy2azceONN9pfe+21nzqGhocuklM3LvacocRLBe+0YxLycxEF7nVc5uFDFZ4wRQtxFsO/vGEERuWj/XIVjDidY2uPl2ZaCn6Sz5Gwi67gHuDfuHOEDw+XxvCyGqf/3rX9/8+OOP33TfffdlnXPOOctapTsxMZGqqioCgQADAwP0n9/djMBjIz89fUS75cC2fcxGvoCB6QAOueD+ueD/gpdSj5z3zwg8NF9dM8VTz/OfEMUkfkSVSpnv1nEV8dJ/BENsE0f4mS+PR6vXzUt4ukCTDm5KyY/vCBQIAHHnjA873vfW9kfHz8lomJiSdXat3OuRBCnnACkA69IKX37HNtAsG0mwEORWnHV67zKwYIqPmOIEOIc4JvT37YD189zsW+RUt6tdMw0pcCfgREhnxHaC5TayCLZVyydo/LlNSvlqJD/TSmc6nupuIcTvv/zlL//2Jz/5yfqHH344s6KiYln3pdFoKCgonoKCgALvdzq5du9BoNOTn55Oamrqse7PgiihDfQZ/hIIPgKnIBblGRv68keBOhAgN59H4nQK8w24GncZJLSthjpZRYR238c6iZDzQDPFTYwePJF1GPMSp7i5QPPviATZs22axW67MWi+W2FdylaCEqCbbNnHJu+9g4CqQQLutdOn/Mi8O3Zg4QQRwD3z3pp5twfCiFumXlRSnncrHNKUa/zKgcBqviMLbMDtY6an/jcXbwIzQlLJGICPgZ8DxxC8iJ1IMPSsj+CF8VdSyg/D2fyBjJRyAPi0EOLEDRs2/O7KK680fec7n30nR6/XLvTXS0tJIS0vD5/NhNpvp7e0lJSWF/Pz8ZXF/vhtiO8jFcEbB0heYjIL4VFKgdN99uOKInNMxylElKSKMH5d2SIPghfp5WruHIkMdMTk7yL/P/b+/eo6Ss7nSPf39V1VV9q4a+Ii0qJoA3EEejnY5wRzQEXORoSc9SlazRZmowr4mWCGo+Qi8kxxOhozFGPaJyl0QzkSBwTES8xQYk6p4komAEUuYvQn9wvdXX2rrnprnz+q2mCnoRvqpUB4PmvVeru63ne/u1vt9bjfvX97I+/27eD50o949YRmkoH0/xwsn4B0u4OD+z1hLSwtz5szpWLZs2ebGxsavfcofsb8O/Jj039yJpAvLG+kQ+iyw0Dn33BDXlQB/P8T3nJw7xvQH6Oy+HBdX5lMOemYVKS0tvLi4uvu3BBx8s+8pXvhI8FB437i4Wi1FXV4fneVRVVVFeXp6znR6LzWMbd/L+s26kmSh3ZDVyd8+jF1NTs/ee+4qRdPL1+z3Nnp/2Pbt5wH+3x85E4fVIeq0/Jvvb2nOYyjxodw/0Um8DJX7vWcVCrF1sadrGzbxMpII786ehu7CpJ/c14A40O+zTGMyrpf+8rzPB599NH4n/Pnz22Kx2K3d3d1Pf5oesYuIPzTyKYe9zDyse83sV7Nnz/7Ffffdd+6CBQvKTj311IPdtY9Fo1FOnOOEEUqkUTU1NrF+/nkAgwJgxYxg9evQBDaJ+LDYKYjT4sMA2GQ9Ato/vk4H0/i1ZaNnlTx4K+LQ7n0Wtso5M4JXyyaoJzjvqWRlY2b2KdNfNM1YesOTm215JQKRyPsYof89986dtIvfrqq+6mm25qa21tnXdzU1HS7c04rskWOUAqfcsRwzjUCF5vZmTNnzvzF2WefPf7+++8vPZilmQYLBAIf1wz1PI/Gxkbqn6uoIhUKMHTuWkpISX++XJMVKH8JnNVF20Jl9f+JGtuHTJS3r8FnXlsQc+7wl5mB+FZvvx+MlNnEFnkzPzOFtY2biJ9a6Z5yo+4s8ntpHah9kG/8ZqfsB5hLP9RY3A6tWrufHGG1u3bdu2qqGh4Qbn3OYDnflMROaQpfMoRxzn3tpmd8fzzz1+wYsWKh2fNmlX5k5/8ZFRV1aGxCGNAMBikurqa6upqEokEDQ0Nn7Ny5k2AwSGVlJaWlpVmPiK7dU3H5fVRBoS/hsz+e/UhhKhGALMuqJj0Y66LUW3bTCDbTRiF5Wf+OnQymjpuUDCls72OBaeLl0J29OaiU5zHane9JIN79jPZczOat+7c3mzZuZM2fOrlWrVm1uaGi4zjm3n+oDdTEQ+VRQ+5YiUmWf2BzM7YdGiRVcsXbr0nmuuuaZ03rx5RX6PLvohLy+PY445BoBkMklzczPrn16fXaJSWllJZWUkotO//Oa/wabFREf4slEr4ED69hD+PuiuTxdSHswufA8Xm/2s/6ooX9QeZ1lTOntM6jmBgo5+Ty4zj9hF/RF9i3qqV7soB3Dkj4rK+vZ+7cuR2vvPJKQ3Nz82zP85b7fhMR+VRT+JQjnmnMuBfzazJ555JFHZj/55JPfvfXWW0fddNNN+YfqrkQDj+DHjh2Lc45du3axZcsWPM8jEolQWVlJnNBod0aioXyvd/Zrb2BfPfq5lst+fvkTjhfiw2yejRlhsPuDgM+0FzGyp5uREGRPzKvncmImMPnrUnx/8sz+cz/B5/nlq/wXbW0eRb2aX29nbmz5/ftXDhwraOjo5b+/r6ntViIhEZisKnCB/XB33QzB6/n55575j7wwAPf+uEPf1j69a9/PRQO+5BADhAzo6ysjLKydF2gvr4+mpub2bkzHSqj0SiVlZXk5w8dngPwa+Yzjzw6Iffu/o+XH/Bg9BQj2htPVGrO0t0fuR3WHOa+5kr/rqeB4K2XK6GOZMH7cHktufZUTnfQufAI/wNg9zUVZtxGIxHnrood6HHnqoo7u7+85YLPZvg4uti4jsTqWWRIZgZuWVlZXfD4fDV958n880l1113XaSoqOhgd2ufOOeIxWI0NzcTj8cxM4qKiigvL6ewsJBW66WSe32514lU8IEPOwdGv3UJnsd69P1YertTSyZNTvD9xQ9Z9+fzUECs+sy7rdsoooI1ezMExsXw+31bO1N5yjnWjmFg0hlMqx1NUnOLJ/txroopqf+VHOH4BiwtRxC9H9mCTb0tLCvffe2/XUU091xePx/93e3v6gc67Xp66JyGFM4VNknL8yspKysbE44HL7+2muvjd58882Fh+r+7MNxztHV1UVbWxs9PT000sWi8Pu8UdrEh6N66d/PxSsAno4jQQZbDlg6C13wVb5gpjcOFz89OSLFlSvbh85Tj8njv9P2v9VmQCDCxvYjPt1RyQmo04wIlTIiOnZVLZ0SMOm0P5B56gxoftUAcs4EJmc+aIz9+xYwfz58/vXLJkSUd3d/f8rq6uJ51z/uwlKiJHBIVPnkREws/xoNPrPhYWFcy+77LKS7373u9GxY8ce7G5lLR6Ps3NXIxs766nzOqiniy3hDlaObmVrSS99necMvbokSJubD7kZ5/Xkk/vlLw543XPisPtpRd9YHWfenPBqgdcb7Izo3Gg8yob2Q09vLKY/nY16AndpKsyu9kXVEPj1XM5GuFJw/f0AjcRw238Udf2gKYTBVruA4bZt7uhg0buOOOO3a9/vrrrW1tbd9LnJBLPZrtXuYgcmRQ+RfaBmYUKCgquKCkpufOCCy4o/dGPfjT6YO8b77d4PE59RwubOupoTHbSRDeNn1sMHhR2sj3ays7iP3t1C6STK2Uhr1vcdFYvSccOMYc8bLnyWlTnazss+fIKj4OIt9Npfpy9G40HGnxfI5uXMUx3YXE0mFSKWgNZBgVaSTDYW99A4xgjy7aCoLRk/3oU/p8k0TeciXtga8wdWcy3FDfrZqn1SrmzZvXum7dup2NjY23pVKpZVpIJCLZ0IIjkX2QWUix0MwWPf300xcuW7bsnqlTpx41b9688mnTnpuVsS8wDKRKJML7qaMZXHf3x95xzdHd3U9fVyvbWJloSXbTRSxt9JIIpVhYE2F7YQ1NhP7vyE/tVnnL0gnp/lLuhpPVnMOgwC5RhVzjieCJPWTiRgjqAXwEtBWzDB++FuXs/vobU0NuKfc0V/3f53apAJnlDGFKtbS5FubC3jnE+EzmUyydOnS1F133dVWW1v7QX19/W3OuT/7dkMROaIpfIrsh8zIz4vAi2Z2n5tq1a78fiUTOmTNnTsnVV18dPhRrhWbDzCguLmZScTGTBo2Q3ev9J2t7NnNcbyFnNJZR1RchjwCGnkcLhkaLPPJojcRrCvTRH+umMJOkJefSGUsSDKTDIj/tT2qpvt/BppOvNFwBFGCUOxpDHUeRR7kKEnU0FCXgjzArhEgHjcaOgMsrklyMrOIE2nbuWtguwrAqxNtNCV6qc44E/lhIs50dfw+Szv08BMaOjinkUce6Xn88ce7k8nk842Njf/qnNvo241ERNBjdxHfmFl5aWnpdeFwePbMmTOLvvOd74yeMmXKwe7WnATebF3iUVXs9J5iCkniI0f15VMYjjInnMzoZpjgZosALEsCI9EZIfFSMOUvva+kMN/B03/HxXpfHnBOPs8CJgDgzM+Pjr9NFBewFeEjzP6EkYXX0B2nuNuo4Arb0BOuJBYvEAqWHmOZ57607erPDjET4snr7iM8yPH+NLWu9RzOo/50hbOwZvbmfqzbbHGlRsaOzs77+3p6VnonOvx5wYiIp+k8CniMzMLABdUnV1ffUVFRMen2228vvfTSS4OHcr3QbMxkIX9gS9btTGkZz9o3hy/IfoWFeHqYMpLlyybTGst+Lcy5n32jhzYl/ybodgLtK/pF50bN8acvhOJ4H2J7NRIVYnIKF6yn6P+92hbqSbzR8VPu/gLc1n1NEDrTAnwe6AyOHGOZdyzr1SW1v7D2vWrPncnDlzHh4/fnzTLbfcEhvYEvNwspVdvrQTTvqzRSdAQdifube9nDSPbnWgk/Jz3aRgXc+K+X+gcvLWT6m/9KVF28hNN4e/96Qct728fX79950XOuZUKniKSC5rzKXIAnOee2A982s//54IMPXrx48eJ/KSoqmnjttddGr7rqqvxPe7kmjxTbafelrVAyBD6VT8/3KXy27fBvntPrP/fU453xblPZVTuQB3hrZyZtaKV240QV+vS4W7ufPdR/V3g/8MbO9rIhITil8iuSAcy4OLAYWnm1nFnXfe+U8///nPrxs3blzF9ddfX3bJJZcEo1Ef9nLMsVpiJPAnvwS9IODProwRnzJj3Vb//kQ2np3rZ6nXw2dBoX9r7R46lgkJa2MPUzKYu8hdvoOTJ9d3W1ruptbbxvmQi+ZxzrtuXDoiI7CeFT5Ecnc861AA+S3kv+M7feeus3586d+7UzzjijYPbs2RUzZ87c497ehxq/HrkDBJP+zQLy69fX1x2gggJan8GfXyBX9db6FzyABZjGJX7LbnNTufgJLNjLmiY29iU3NDX27uh5uisX+3Tnn39J4EZEsKXyKHETOnua3A98zs+y+99NLpq1evvgG48Nxzzw1deeWV5TNmzOBQ3lPez/BpyaBvbfmZ3cd4UVqCfoXPeq7ynaacjSD96/2VbDYGXt1D9Hzt6e97ZHrO49+/1zS2/cM5t8u1GIiI+UvgUOQRkFnqsAr5hZsFnnnnmnrDfeeONKM5s1YcKEgquuuqr0y1/+cuhQmyO6zcfwieffyGcoz791MyV9xVDkz8Dhiv56X9rZvHkznv/3tb+OL/u+vOyvamnq87viina1tTwPrtGhIRA51Cp8ih5jMftkrMq8bzWzC2rVrL73zzjuvjEajnYy6//PKiSy65pHDKlCkHfUelrT4tNgIg6d/PEvTxL1teRwH4NPi8JtFMdypBUWDfhmY9z+Ott97inN7/5TeeSJUviiURiS2tr61N9fX1LnHP+JFoRkRxR+BQ5xDnnNgN3A3ebWdlPf/rT//7EE09c45w7ndcaMGaFZs2aVnnfeeVRUVOS8b34+dk/5OPJpPo58ei0FUO1TWzjeSTRw3giKze/YsYPly5e7JUuWntNXU1HjBYLCmtrb2l8AyFYAXkU8zhU+RTxHnXBuwCFhkZuGnnnrqnJdeeulLeXl5F+bn51d84QtfnCF100UWl06ZNo7y8/ID3x8/H7qnsa8J/zIL+VRCK1UXgVN+aY0V//ZDhs7a2ltdee8298MILbTU1nNSnn3Efd3d1L29vbXwbeUVkkETlcKHyKfEo55/qBP2Ve3zGzwq1bt579/PPPzwqFQl8sKCgonz59neujCCy8snTZtGmVlZb7ev5t+GvGvak/SnypLaSH/Rj6bt/tbeWBg3mddXR3Lly93S5cubaupqUl5nnrezp6fn+fb29t8Dq5xzCV9vLCJyiFD4FDlMZB7FvpZ53ZwJo+csWbLkS8Fg8IuRSKTstNNOs/PPnP3/UmWeemXfaaadRWFi43/fb5ud8TyDp+RcYXdAD/Fk9X/9RkDwC2dUz7eiFdTspWtvo1q5+tveYnNTd2p1Kp2r6+vhfa2tpeJr2tpcKmiBwRFD5FDlOZMLos88LMwh9++OHkF1988cyqqqrpnuedkZ+fnH93fQOrnfE+A/qR/4TMVSOFX+CRlVBMd+T7qmaBZuKbBjX63Id63fkd/0HMtQWc1DTvr/rDNuVXAnhszCMhGRI47Cp8gRIvOYfnXm9QvYcyA96aST3GmnnVY0efLkokmTJjFp0iRKSko+0Z6vZZaAuI/hn0wt6gH+Py8v7i9keHhQ+27pgazNsbaZqW7cX2dAU79lUmwwkXXPQWU1Dbd0fexQ0RUT+hsKnyBFsnL4F0wssvvzxp1KhRU0pKSs5IJpMnBAKB0aWlpcFTTjnFpk6dGq05pS/CpFYYPxrysw96cc+/9TTJngE8TSBM90LWTnt/9hWjjeleyua2/f2N9wuvsiYcs0ByywHu7mlreaurpeQ/YCGxT0BQR2TtTPWIRnGSkzGw1MBCZVHTXmjLzCyOf6k4ljU0Yx4WBeXmU0GDx2dDA+rihv17hw0BtbCGOjUB2FscVQuOdNn16temkpTPD5sH66wEE+7vYfLqfFq/uulUUN/6BwkuqG3BXqboLeFSKKFUbQm8/oak8lYvZfsbfdcnKhkPGrFwOG9LT1fn27vaWv9COmBu1v7oIiL7T+FTRHxh6Yr3ZcBY0pUxx5aWl322IFo0kWDguESinf2wKV0gwECIYCBK0YLA4n2BJfiAwKt+svyyQjBQEkwWRQH8k3/ryQpYwcBgEDMwgEOAsAqxMJdMhnMuUI4Mhzjvz+hAvH4y7UF/cisf5kf2MCF+9Kef1dzuvvdTjPw6U8nOcFA4FYXl5eXcpLftjd1bmxns6N9G1AP1GWOndopSETkwFD4FJGDwswCQCEQBYozx92/LgQCQMACgWAwGAwFg8GQGS6Z9JKe53kunlfKAFOAB3UAM6Mocd/+6V2FSROTQoPApIiIiIjnj3352IiIiIiLDUPgUERERkZxR+BQRERGRnFH4nFBEREZGcUfgUERERkZxR+BQRERGRnFH4FBEREZGcUfgUERERkZxR+BQRERGRnFH4FBEREZGcUfgUnERERkZxR+BQRERGRnFH4FBEREZGcUfgUERERkZxR+BQRERGRnFH4FBEREZGcUfgUERERkZxR+BQRnERGRnFH4FBEREZGcUfgUERERkZxR+BQRERGRnFH4FBEREZGcUfgUERERkZxR+BQRERGRnFH4FBERnEZGcUfgUERERkZxR+BQRERGRnFH4FBEREZGcUfgUERERkZxR+BSRI5KZhc3sh2a2xcx6zOxdM7vwnYPdLRORwp/ApIr4xszwzm25mPzOzd8ys08z6zazWzP7DzM4f4przzcyN8HXsHu77T2b2ppl1mFlXn5t43mNmQf+PMLAK8AnwDuAuYBawClpjZ3/n2CxERkb9hzrmD3QcROUyY2Qzgj5m3DaQDXTdwMjA5n8/0fO+fu2O2aE4G5e2n2LOAkYAsw0Q36o2VmDwPXA33Aq0ACmA5Egd8BlzrnUoOuuRO4CZjqnPson870AsA14zjn37X37yUVEZKRCB7sDInJYSQHPAg84597c/QMzuxxYBPzAzJY755YDOOc+AK7eU4Nmn9n7myyeGCJ6XkA6eDcA059ymzPfHAMuBr5IOmQ/sdk0wc81jA8Ez04+UmW0Dxu3Hzy0iIiOkx+4in4hvn3GvOuUsHB8/MZ4uBJzNvrxpJe2b2edKjnt5u1+5uXuZ4+0DwzNyrEZideTt30OP3KUA58Ichn2hsH1I2kbyIisn8UPkUkl97NHEc6uviNzPH3zrlPhEIzGwecAfQDzwy+0Dn3OlALHAWcvdtHlZljnw6D2jgfGA38aYd9ERGQ/KHyKSC5NzBzrhzvRzAqByzNvHx/ilIGFQe8553r30Mzbg84FGHjU/tlBn584nHVZfGK5vIiKy/zTnU0RywsyO4q9zO58dwSWXkV401MTQgfD4zHH7XtoYCJoD5+Kc22BmNcB9nZpYHdJEeYZ0FTHfOxUfQNxER2U8a+RSRA87MQsBCYBTwqnNu6QguG3jk/ivnXGKIz4szx+69tNGVnOUYHff8yYA3wGLAYKAD+3jm3YgT9EhGRLGjkU0Ry4VHS5Y92MILFRmY2AZiWefuE353JzB+91O92nRURkeBr5FJEDysweAL5JeoHPdOdcwzCXwF9HPVc459bv4ZyBUc2ivbQzMDoaG8E9RUQkBxQ+ReSAnMbOfAf8CNJMOnpuGuWSgDufXM2+HWmg04MPM8bi9nHPMoHNFROQgU/gUkQPCzP4VuAVoBWY4594fn5pIBM4GjSY9sLt7LeQNlm04xs4I9nHPmoHNFROQgU/gUEd+Z2d3AbcAu4ALn3Jp9uPybmeNvnHNdnezrJObcDWA2ESS8gGtyH80jXE20AtJBIROQQofApIr4ys/nA7UA76eA54lFHM6sgXfII9v7IfcBPnM8d7MouUBtqpAhZk3t49eG93ERE5eGzQVskiIvvNzL4MLMm8fQd4bw+nfuCcu3uI628G7s98ftIIn77mA9FaafcAyIEF6ZX0J8BxwqXPO25efQ0REDhyVWhIRP5Xt9vXnMq+hvA78TfgErskcR1xeyTl3nvZn9J3ADcB4QBD7ItPGIRj1FRA4tGvkUERERkZzRnE8RERERyRmFTxERERHJGYVPEREREckZhU8RnERERyRmFTxERERHJGYVPEREREckZhU8RERERyRmFTxERERHJGYVPEREREckZhU8RERERyZn/D1c1nle6tfu3EAAAAAElFTkSuQmCCn”, “text/plain”: [

“<matplotlib.figure.Figure at 0x7f0eab62a1d0>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“# Initialization of plotn”, “fig = plt.figure(figsize=(14, 20))n”, “fig.subplots_adjust(hspace=0.4)n”, “n”, “n”, “##### Plot for first Strand #####n”, “angels_type = [‘alpha S1’, ‘beta S1’, ‘gamma S1’, ‘delta S1’, ‘epsilon S1’, ‘zeta S1’]n”, “label = [r’$\alpha$’, r’$\alpha$’, r’$\beta$’, r’$\beta$’, r’$\gamma$’, r’$\gamma$’, r’$\delta$’, r’$\delta$’, n”, ” r’$\epsilon$’, r’$\epsilon$’, r’$\zeta$’, r’$\zeta$’]n”, “n”, “# Initialization of first axisn”, “ax1 = plt.subplot(211, polar=True)n”, “ax1.set_title(‘Strand I’, fontsize=22, y = 1.15)n”, “n”, “# to change properties of grid-linen”, “ax1.grid(True, lw=0.5, linestyle=’-‘)n”, “n”, “# Extraction of angle datan”, “angles = []n”, “for ang_name in angels_type:n”, ” # To calculate the angle for a segment, angles are avereged over base-pairsn”, ” n”, ” # Unbound DNAn”, ” time, value = fdna.time_vs_parameter(ang_name, [25, 40], merge=True, merge_method=’mean’)n”, ” del timen”, ” angles.append(value)n”, ” n”, ” # Bound DNAn”, ” time, value = pdna.time_vs_parameter(ang_name, [25, 40], merge=True, merge_method=’mean’)n”, ” angles.append(value)n”, “n”, “# Change list to numpy arrayn”, “angles = np.asarray(angles)n”, “n”, “# Plot angle wheel with "winter_r" colormapn”, “colorbar = plot_angle_wheel(angles, colormap=’winter_r’, color_res=10, bin_size=5, n”, ” ax=ax1, cb_pad=0.1, cb_shrink=0.75)n”, “n”, “# Labeling wheel for each angle typen”, “ax1.yaxis.set_ticks(range(1,13))n”, “ax1.yaxis.set_ticklabels(label, fontsize=22)n”, “plt.ylim(0,13)n”, “n”, “##### To increase font-size of angle around perimetern”, “# Get angle label, which are present at the perimeter of wheel and change it to Degreen”, “xticks = ax1.get_xticks()*180/np.pin”, “xlabel = []n”, “n”, “# Convert angle to string and add Degree symboln”, “for x in xticks:n”, ” xlabel.append(‘{0}$^o$’ .format(int(x)))n”, ” n”, “# Change postion of angle label to remove any overlapn”, “ax1.set_thetagrids(xticks, frac=1.18)n”, “n”, “# At last change the fontsizen”, “ax1.xaxis.set_ticklabels(xlabel, fontsize=22)n”, “n”, “# Change the fontsize in colorbarn”, “for text in colorbar.ax.get_yticklabels():n”, ” text.set_fontsize(22)n”, “n”, “# Clean memoryn”, “del angles n”, ” n”, “##### Plot for Second Strand #####n”, “angels_type = [‘alpha S2’, ‘beta S2’, ‘gamma S2’, ‘delta S2’, ‘epsilon S2’, ‘zeta S2’]n”, “label = [r’$\alpha$’, r’$\alpha$’, r’$\beta$’, r’$\beta$’, r’$\gamma$’, r’$\gamma$’, r’$\delta$’, r’$\delta$’, n”, ” r’$\epsilon$’, r’$\epsilon$’, r’$\zeta$’, r’$\zeta$’]n”, “n”, “# Initialization of first axisn”, “ax2 = plt.subplot(212, polar=True)n”, “ax2.set_title(‘Strand II’, fontsize=22, y = 1.15)n”, “n”, “# to change properties of grid-linen”, “ax2.grid(True, lw=0.5, linestyle=’-‘)n”, “n”, “# Extraction of angle datan”, “angles = []n”, “for ang_name in angels_type:n”, ” # To calculate the angle for a segment, angles are avereged over base-pairsn”, ” n”, ” # Unbound DNAn”, ” time, value = fdna.time_vs_parameter(ang_name, [25, 40], merge=True, merge_method=’mean’)n”, ” del timen”, ” angles.append(value)n”, ” n”, ” # Bound DNAn”, ” time, value = pdna.time_vs_parameter(ang_name, [25, 40], merge=True, merge_method=’mean’)n”, ” angles.append(value)n”, “n”, “# Change list to numpy arrayn”, “angles = np.asarray(angles)n”, “n”, “# Plot angle wheel with "PuRd" (purple-red) colormapn”, “colorbar = plot_angle_wheel(angles, colormap=’winter_r’, color_res=10, bin_size=5, n”, ” ax=ax2, cb_pad=0.1, cb_shrink=0.75)n”, “n”, “# Labeling wheel for each angle typen”, “ax2.yaxis.set_ticks(range(1,13))n”, “ax2.yaxis.set_ticklabels(label, fontsize=22)n”, “plt.ylim(0,13)n”, “n”, “##### To increase font-size of angle around perimetern”, “# Get angle label, which are present at the perimeter of wheel and change it to Degreen”, “xticks = ax2.get_xticks()*180/np.pin”, “xlabel = []n”, “n”, “# Convert angle to string and add Degree symboln”, “for x in xticks:n”, ” xlabel.append(‘{0}$^o$’ .format(int(x)))n”, ” n”, “# Change postion of angle label to remove any overlapn”, “ax2.set_thetagrids(xticks, frac=1.18)n”, “n”, “# At last change the fontsizen”, “ax2.xaxis.set_ticklabels(xlabel, fontsize=22)n”, “n”, “# Change the fontsize in colorbarn”, “for text in colorbar.ax.get_yticklabels():n”, ” text.set_fontsize(22)n”, “n”, “# Clean memoryn”, “del anglesn”, ” n”, “plt.show()”

]

}, {

“cell_type”: “code”, “execution_count”: null, “metadata”: {

“collapsed”: true

}, “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”: “3.6.6”

}

}, “nbformat”: 4, “nbformat_minor”: 2

}