diff --git a/applications/lofar2/model/pfb_bunton/reconstruct.m b/applications/lofar2/model/pfb_bunton/reconstruct.m index ebfc15f9c30b3045f7a2861a6a21609454d4bde5..1ee4763bd8e6d145b12f290b5c36b6469a01003e 100644 --- a/applications/lofar2/model/pfb_bunton/reconstruct.m +++ b/applications/lofar2/model/pfb_bunton/reconstruct.m @@ -1,16 +1,16 @@ -%reconstruction of signal after polyphase filterbank +%reconstruction of signal after polyphase filterbank % John Bunton created Dec 2005 % % modified to add variables "Impulse Response' and "Correct" % Impulse Response = 1 calculates the impulse response of the system -% the result is in variable "recon". It also causes the transfer function +% the result is in variable "recon". It also causes the transfer function % correction filter to be calculated, Result in variable "correct" % Correct = 1 applies the correction filter to the reconstructed signal % "recon" % John Bunton 2015 ImpulseResponse = 0; % set to 1 to calculate correction filter -Correct = 0; % set to 1 to allow correction filter to be applied +Correct = 1; % set to 1 to allow correction filter to be applied len=5000; @@ -36,9 +36,9 @@ end % Set up parameters for the analysis and synthesis filterbank firlength=12; %FFT length is 1/firlength of filter length -block = length(cl)/firlength; +block = length(cl)/firlength; Oversampling_Ratio=32/24; -step = fix(length(cl)/(12*Oversampling_Ratio)); +step = fix(length(cl)/(12*Oversampling_Ratio)); clf %%%%% these is the actual analysis and synthesis operations @@ -46,9 +46,19 @@ out=polyphase_analysis(in,cl,block,step); recon=polyphase_synthesis_b(out,cl,step ); %%%%% -recon = (256*step/block)*recon; %adjust gain - - +% EK +Q = 12; % interpolation factor in Gen_filter12.m +adjust = block / Q; % normalize gain per bin for analysis LPF +adjust = adjust / Oversampling_Ratio; % compensate for oversampling factor +adjust = adjust * block / Q; % normalize gain per bin for synthesis LPF +% JB +%adjust = 256*step/block; + +sprintf('sum(cl) = %f', sum(cl)) % LPF DC gain, = 12.062337 +sprintf('adjust = %f', adjust) % gain adjust, = 192 + +recon = adjust*recon; %adjust gain + if (ImpulseResponse == 1) correct=real(ifft(1./fft(recon))); %correction filter to fix frequency response error end @@ -62,16 +72,24 @@ end k=39; corr=correct; % Correct fo time shift for transfer function correction filter -corr(1+k:length(corr))=corr(1:length(corr)-k); +corr(1+k:length(corr))=corr(1:length(corr)-k); % Correct for errror in transfer function if (Correct == 1) - recon = ifft (fft(recon).* fft(fftshift(corr))); + recon = ifft (fft(recon).* fft(fftshift(corr))); end % Take the difference to see the error diff = recon-in(1:length(recon)); +% SNR +% First do rng('default') to reset the random number generator, then +% run reconstruct. The original code by John Bunton then yields: +% . rng('default'); reconstruct, with Correct = 0: SNR = 30.56 dB +% . rng('default'); reconstruct, with Correct = 1: SNR = 62.24 dB +SNR = 10 * log10(sum(abs(in(10000:70000) .^ 2)) / sum(abs(diff(10000:70000) .^ 2))); +sprintf('SNR = %6.2f [dB]', SNR) + %plot(diff) %plot(db(fft(recon))) %to see frequency errot %plot(db(fft(diff(length(in)/8:7*length(in)/8)))) @@ -96,4 +114,4 @@ if (ImpulseResponse == 1) plot(recon) else plot(recon(1:10000),'r') -end \ No newline at end of file +end diff --git a/applications/lofar2/model/pfb_bunton_annotated/Gen_filter12.m b/applications/lofar2/model/pfb_bunton_annotated/Gen_filter12.m new file mode 100644 index 0000000000000000000000000000000000000000..763902cc8e49faf79fe9cbca1637a228e09b9f42 --- /dev/null +++ b/applications/lofar2/model/pfb_bunton_annotated/Gen_filter12.m @@ -0,0 +1,100 @@ +% Code : John Bunton, CSIRO +% Comment : Eric Kooistra, ASTRON + +close all + +% B = fircls1(N, WO, DEVP, DEVS) +% LPF FIR filter design by constrained least-squares +% . N is filter order, so length(B) = N + 1 is number of coefficients +% . W0 is LPF cutoff frequency between 0 and 1 = fNyquist = fs/2 +% . DEVP maximum linear deviation (ripple) in pass band +% . DEVS maximum linear deviation (ripple) in stop band +% Parameter values: +% . length(c) = 192 coefs +% . W0 ~= fNyquist / 16. For 1/Kfft = 1/16 power at 0.5 bin is -5.941 dB, so +% gain is 10^(-5.941 / 20) = 0.5046. For 1/15.3 gain is 10^(-3.362 / 20) = +% 0.6790. Probably adjusted W0 to have gain = sqrt(0.5) = 0.7071, so that +% analysis LPF and synthesis LPF together have gain 0.5 at 0.5 bin. Use +% 1/15.19 to have gain is 10^(-3.012 / 20) = 0.7070. However from the +% magnitude response of bin 0 and 1 it shows that 1/15.19 does yield gain +% 1 at 0.5 bin, but with a raise in average ripple level at the bin edges. +% With 1/15.3 the average ripple level is almost constant 1 from one bin +% to the next. +% . The DC gain is slightly > 1.0. Do not normalize the DC gain by sum(B), +% because fircls1() yields such a DC gain that the LPF pass band power +% level is equivalent to that of an ideal (brick wall) LPF with W0. +Kfft = 16; % FFT block size +Ntaps = 12; % number of FFT blocks +Kcoefs = Kfft * Ntaps; +Norder = Kcoefs - 1; +W0 = 1 / 15.3; +%W0 = 1 / 15.19; +c = fircls1(Norder, W0, .02, .0003); + +figure(1) +subplot(3, 1, 1) +k = Kcoefs - 1; +plot((0:k) / k * Ntaps, c) +xlabel('Time in units of FFT length','FontSize',10) +title('Filter impulse response') +grid + +% Use DTFT as fft with zero padding for factor R = 4 finer frequency +% resolution. Number of frequency point per bin is Kcoefs / Kfft = +% Ntaps, so with R = 4 this yields 12 * 4 = 48 frequency points per bin. +R = 4; +dtft_c = fft([c c*0 c*0 c*0]); + +subplot(3, 1, 2) +% db(volt) = 10 * log10(volt^2) = 20 * log10(volt) +%plot((0:48)/48, db(dtft_c(1:49))) +plot(((0:96)-48)/48, [db(dtft_c(49:-1:2)), db(dtft_c(1:49))]) +hold on +%plot((48:-1:0)/48, db(dtft_c(1:49)), '.') +plot(((0:96)-48)/48, db(dtft_c(97:-1:1)), '.') +xlabel('Frequency (FFT bins)', 'FontSize', 10) +ylabel('Magnitude (dB)', 'FontSize', 10) +title('Response of Bin 0 and 1 to monochromatic source') +hold off +axis([-1 1 -80 10]) +grid + +subplot(3, 1, 3) +% Plot magnitude squared response, to have correlator (power) response. +% Alternatively this also accounts for combined magntiude response of analysis +% LPF and synthesis LPF in case of reconstruction. +plot((0:48)/48, abs(dtft_c(1:49).^2) + abs(dtft_c(49:-1:1).^2)) +grid +%axis([0 1 0.98 1.04]) +xlabel('Frequency (FFT bins)','FontSize',10) +ylabel('Magnitude','FontSize',10) +title ('Sum of correlator responses for Bin 0 and 1') + +% The FIR filter design does not converge for large Kcoefs, therefore use +% interpolation to create longer FIR filter cl, with Ncoefs = Kcoefs * Q = +% 2304, using Q = 12. The number of FFT blocks remains Ntaps = 12, because +% the shape of cl is the same as for c. The FFT block size now becomes Nfft = +% Kfft * Q = 16 * 12 = 192. +Q = 12; +% Y = interpft(X, N) returns a vector Y of length N obtained by interpolation +% in the Fourier transform of X. +cl = interpft(c, length(c) * Q) / Q; +dc_gain_c = sum(c); +dc_gain_cl = sum(cl); +Ncoefs = Kcoefs * Q; +Nfft = Kfft * Q; + +figure(2) +fft_cl = fft(cl); +% Plot magnitude frequency response from DC = 0 to m bins +m = 2; +Nppb = Ntaps * R; % number of frequency points per bin +plot((0:m*Nppb)/Nppb, db(dtft_c(1:m*Nppb + 1)), 'b') +hold on +Nppb = Ntaps; % number of frequency points per bin +plot((0:m*Nppb)/Nppb, db(fft_cl(1:m*Nppb + 1)), 'r') +legend('c', 'cl') +xlabel('Frequency (FFT bins)','FontSize',10) +ylabel('Magnitude','FontSize',10) +title ('Response of fircls1 filter c and interpolated cl') +grid diff --git a/applications/lofar2/model/pfb_bunton_annotated/README.txt b/applications/lofar2/model/pfb_bunton_annotated/README.txt new file mode 100644 index 0000000000000000000000000000000000000000..f7029fb2ff965e811ea43ddad5b59370be4c3201 --- /dev/null +++ b/applications/lofar2/model/pfb_bunton_annotated/README.txt @@ -0,0 +1,54 @@ +>>> On 17/11/2015 at 02:47, in message +<40E3C1B05457DB43B21A4F4C5F191A392F8E71EA@exmbx03-cdc.nexus.csiro.au>, +<John.Bunton@csiro.au> wrote: +> Hi Marco and Wallace, +> +> I know you see the reconstruction of the polyphase filterbank data to a +> higher sample rate at somewhat unknown and risky. +> Attached are Matlab files to demonstrate a reconstruction. +> +> To use them +> First generate a prototype filter by executing Gen_filter12.m +> This will also plot up the impulse response of the filter, +> the response of two adjacent channel and the response to a monochromatic +> signal. +> +> Next run reconstruct.m with the following settings +> ImpulseResponse = 1; +> Correct = 1; +> this will calculate an impulse response and a correction filter for the +> transfer function error +> +> Finally run reconstruct.m with +> ImpulseResponse = 0; +> Correct = 1; +> With the settings in the attached files +> Figure 1 shows the input (blue) and reconstructed signal (red), first 10,000 +> points +> Figure 2 shows the difference between the reconstructed and input +> Figure 2 show the spectrum on the input and the difference. +> +> Input is a sinewave, line 30 if you want to play with the frequency +> Comment out lines 29 and 30 to generate a random signal. +> +> Things to change are the prototype filter line 1 of Gen_filter12 and +> Oversampling ratio line 40 of reconstruct.m , note variable k at line 62 +> must be set correctly. +> +> There is a trade-off to be made. With a sufficiently long FIR on the +> analysis and synthesis filterbank or sufficiently high oversampling ration we +> do not need the transfer function correction filter. However there are 1024 +> filterbanks compared to the required 32 correction filters. So I expect to +> have a correction filter and for the filterbanks to be similar to what is in +> the attached files. +> +> Regards, +> John +> +> John Bunton PhD BE BSc +> Project Engineer, SKA LOW Correlator and Beamformer +> Astronomy and Space Science +> CSIRO +> E John.bunton@csiro.au T +61 1 9372 4420 M 04 2907 8320 +> PO Box 76 Epping, 1710, NSW, Australia +> www.csiro.au | www.atnf.csiro.au/projects/askap diff --git a/applications/lofar2/model/pfb_bunton_annotated/polyphase_analysis.m b/applications/lofar2/model/pfb_bunton_annotated/polyphase_analysis.m new file mode 100644 index 0000000000000000000000000000000000000000..cb6fc0152d9abdb000c1c603111d5493b661d118 --- /dev/null +++ b/applications/lofar2/model/pfb_bunton_annotated/polyphase_analysis.m @@ -0,0 +1,38 @@ +function outBins = polyphase_analysis(inData, filt, Nfft, Nstep) + +% John Bunton CSIRO 2003 + +% inData = input time data +% filt = coefficients of prototype lowpass FIR filter +% Nfft = length of FFT, prefilter length = length(filt) / Nfft, if not then +% 'filt' is padded with zeros to a multiple of Nfft +% Nstep = increment along inData between FFT output blocks, so downsample +% inData by Nstep, use Nstep = Nfft for critical sampling of outBins +% outBins = output data 2D one dimension time the other frequency + +% Support padding Ncoefs with zeros, if filt is too short +Ntaps = ceil(length(filt) / Nfft); +Ncoefs = Ntaps * Nfft; +bfir = (1:Ncoefs) * 0; % = zeros(1, Ncoefs) +bfir(1:length(filt)) = filt; + +nof_blocks = floor((length(inData) - Ncoefs) / Nstep); +outBins = zeros(nof_blocks, Nfft); + +% Remove comment to try interleaved filterbank, produces critically sampled +% outputs as well as intermediate frequency outputs +%Nfft = Nfft * 2; +%Ntaps = Ntaps / 2; + +for k = 0:nof_blocks-1 + % Filter input using bfir as window, with downsampling rate Nstep + temp = bfir .* inData((1:Ncoefs) + Nstep*k); + % Sum the FIR filter taps + temp2 = (1:Nfft) * 0; + for m = 0:Ntaps-1 + temp2 = temp2 + temp((1:Nfft) + Nfft*m); + end + % FFT + outBins(k+1, 1:Nfft) = fft(temp2); +end +%plot(real(temp2)) diff --git a/applications/lofar2/model/pfb_bunton_annotated/polyphase_synthesis_b.m b/applications/lofar2/model/pfb_bunton_annotated/polyphase_synthesis_b.m new file mode 100644 index 0000000000000000000000000000000000000000..c13e920b95c837b9ba14ebc9d32ea9ed39c81284 --- /dev/null +++ b/applications/lofar2/model/pfb_bunton_annotated/polyphase_synthesis_b.m @@ -0,0 +1,43 @@ +function outData = polyphase_synthesis_b(inBins, filt, Nstep) + +% polyphase synthesis on blocks of filterbank data +% John Bunton original version Oct 2003 + +% inBins = input bin data, 2D array of multiple blocks of FFT data. +% Nfft = number of frequency bins +% filt = prototype lowpass filter +% Nstep = increment along data at output of IFFT, so upsample inBins by +% Nstep, use Nstep = Nftt for critically sampled inBins +% outData = reconstructed output time data +% +s = size(inBins); +nof_blocks = s(1); % number of FFT blocks +Nfft = s(2); % length of FFT + +% Support padding Ncoefs with zeros, if filt is too short +Ntaps = ceil(length(filt) / Nfft); +Ncoefs = Ntaps * Nfft; +bfir = (1:Ncoefs) * 0; +bfir(1:length(filt)) = filt; + +% IFFT +for n = 1:nof_blocks + temp(n, 1:Nfft) = real(ifft(inBins(n,:))); +end + +outData = (1:nof_blocks*Nstep + Ncoefs) * 0; +for n = 1:nof_blocks + % Copy the FFT data at each FIR tap + temp2 = (1:Ncoefs) * 0; + for m = 0:Ntaps-1 + temp2((1:Nfft) + m*Nfft) = temp(n, 1:Nfft); + end + % Apply the FIR coefficients by using bfir as window + temp2 = temp2 .* bfir; + + % Sum the FIR taps by overlap add the weighted input to the output. + % Progress with Nstep per block of Nfft to upsample by Nstep, to match + % the downsample by Nstep of the analysis filterbank. + range = (1:Ncoefs) + (n-1)*Nstep; + outData(range) = outData(range) + temp2; % continuous time output +end diff --git a/applications/lofar2/model/pfb_bunton_annotated/reconstruct.m b/applications/lofar2/model/pfb_bunton_annotated/reconstruct.m new file mode 100644 index 0000000000000000000000000000000000000000..2ee768eb6d80343485c1b6c4256c5d7479dc2e22 --- /dev/null +++ b/applications/lofar2/model/pfb_bunton_annotated/reconstruct.m @@ -0,0 +1,150 @@ +%reconstruction of signal after polyphase filterbank +% John Bunton created Dec 2005 +% +% modified to add variables ImpulseResponse and Correct +% Impulse Response = 1 calculates the impulse response of the system +% the result is in variable outData. It also causes the transfer function +% correction filter to be calculated, Result in variable correct +% Correct = 1 applies the correction filter to the reconstructed signal +% outData +% John Bunton 2015 +% +% Usage from README.txt: +% . first run Gen_filter12 to create prototype lowpass filter cl +% . then run reconstruct with ImpulseResponse = 1 and Correct = 1 to calculate +% an impulse response and a correction filter for the analysis PFB and +% synthesis PFB transfer function error +% . then rerun reconstruct with ImpulseResponse = 0 and Correct = 0 or 1 +% . use rng('default') to check SNR results, comment rng() to experiment with +% new noise input evry rerun + +close all + +% Uncomment rng() line or run rng() line first in shell, to produce same random +% numbers as with MATLAB restart, to verify the SNR results for Correct = 0, 1. +rng('default') + +ImpulseResponse = 0; % set to 1 to calculate correction filter +Correct = 0; % set to 1 to allow correction filter to be applied + +% cl is the prototype lowpass filter +Ncoefs = length(cl); % = 2304 +Ntaps = 12; +Nfft = Ncoefs / Ntaps; % = 192 + +% Input data +% 1) random block wave signal +% Create random block wave signal with block size Nhold = 16 samples, first +% insert 16-1 zeros between every sample in z. This yield length +% (len - 1) * 16 + 1. Then convolve with ones(16, 1) to replicate each value +% of z instead of the zeros. The length of conv(A, B) is length(A) + +% length(B) - 1, so length of inData becomes ((len - 1) * 16 + 1) + (16 - 1) = +% len * 16 = 80000. +len = 5000; +z = rand(len,1); +z = z > 0.5; +z = 2 * (z - 0.5); +clear inData +Nhold = 16; +inData(1:Nhold:len*Nhold) = z; +inData = conv(inData, ones(Nhold, 1)); +k = length(inData); % = len * Nhold + +% 2) random normal noise signal +%inData = randn(1, k); % yields similar SNR as random block wave signal + +% 3) sine wave signal +%inData = cos(((1:k).^2 ) * len / (k)^2); +%inData = cos(2*pi*(1:k) * 0.031 / 16); + +% 4) impulse signal +if ImpulseResponse == 1 + inData = inData .* 0; % for testing impulse response of system + inData(k / 2) = 1; % and allows calculation of correction filter +end + +% Set up parameters for the analysis and synthesis filterbank +Ros = 32 / 24; +% fix() rounds to nearest integer towards zero. +Nstep = fix(Nfft / Ros); % = 144 + +% these is the actual analysis and synthesis operations +outBins = polyphase_analysis(inData, cl, Nfft, Nstep); +outData = polyphase_synthesis_b(outBins, cl, Nstep); + +% adjust gain +% . unit gain in prototype LPF Gen_filter12.m +adjust = Nfft; % normalize gain per bin for analysis LPF +adjust = adjust / Ros; % compensate for oversampling factor +adjust = adjust * Nfft; % normalize gain per bin for synthesis LPF +outData = adjust * outData; + +if ImpulseResponse == 1 + % correction filter to fix frequency response error, also + % corrects gain because input inData has unit level + correct = real(ifft(1./fft(outData))); +end + +% Choose parameter k to suit oversampling ratio +% oversampling ratio 32/23 then k=0 +% oversampling ratio 32/24 then k=39 +% oversampling ratio 32/25 then k=72 +% oversampling ratio 32/26 then k=3 +% oversampling ratio 32/27 then k=48 +k=39; +corr = correct; +% Correct for time shift for transfer function correction filter +corr(1+k:length(corr)) = corr(1:length(corr)-k); + +% Correct for error in transfer function +if Correct == 1 + outData = ifft(fft(outData) .* fft(fftshift(corr))); +end + +% Take the difference to see the error +diff = outData - inData(1:length(outData)); + +% SNR +% First do rng('default') to reset the random number generator, then run +% reconstruct. The original code by John Bunton for the random block wave wave +% input signal then yields: +% . rng('default'); reconstruct, with Correct = 0: SNR = 30.56 dB +% . rng('default'); reconstruct, with Correct = 1: SNR = 62.24 dB +% Note: +% . With the impulse data input the SNR = 304.46 dB, so perfect. +% . For other input data there is still some error when Correct = 1, due to +% the limited stopband attenuation of the prototype LPF (can be seen using +% DEVS = 0.003 instead of 0.0003 in Gen_filter12). +% . When Correct = 0 then the error is caused largely by the passband ripple +% DEVP = 0.02 and W0 = 1 / 15.3 of the prototype LPF, and db(0.02) = -34 dB. +% With DEVP = 0.005 and W0 = 1 / 15.05 then db(0.005) = -46.0 dB and SNR = +% 38.8 dB, so increased. +SNR = 10 * log10(sum(abs(inData(10000:70000) .^ 2)) / sum(abs(diff(10000:70000) .^ 2))); +sprintf('SNR = %6.2f [dB]', SNR) + +%plot(diff) +%plot(db(fft(outData))) %to see frequency error +%plot(db(fft(diff(length(inData)/8:7*length(inData)/8)))) + +figure(1) +hold off +plot(db(fft(inData(10000:70000)/30000)),'r') +hold on +plot(db(fft(diff(10000:70000)/30000)),'b') +grid +title('Spectrum of input and error') + +figure(2) +plot(diff) +title('Difference between input and reconstructed') + +figure(3) +hold off +plot(inData(1:10000)) +hold on +title('Input and Reconstructed signal') +if (ImpulseResponse == 1) + plot(outData) +else + plot(outData(1:10000),'r') +end diff --git a/applications/lofar2/model/pfb_os/dsp_study_erko.txt b/applications/lofar2/model/pfb_os/dsp_study_erko.txt index 34b5b1f82b347aa6fbab38f76bf31e08df4cf6e5..d0ef8e813f66e3f1cfe165daee50be5a4299557b 100644 --- a/applications/lofar2/model/pfb_os/dsp_study_erko.txt +++ b/applications/lofar2/model/pfb_os/dsp_study_erko.txt @@ -64,11 +64,18 @@ # * [PM-REMEZ] https://pm-remez.readthedocs.io/en/latest/ # * [SELESNICK] Ivan Selesnick # . https://eeweb.engineering.nyu.edu/iselesni/EL713/zoom/mrate.pdf +# * [KIEL] Part 6: Multi-Rate Digital Signal Processing, Gerhard Schmidt +# https://dss-kiel.de/images/teaching/lectures/advanced_digital_signal_processing/ +# slides/adsp_06_multirate_processing.pdf +# * [TUTHILL] Compensating for oversampling effects in polyphase channelizers, 2015 # # https://ocw.mit.edu/courses/6-341-discrete-time-signal-processing-fall-2005/ # Youtube: Guitars 4RL # Youtube: MATHEMATICAL METHODS AND TECHNIQUES IN SIGNAL PROCESSING - +# https://www.allaboutcircuits.com/technical-articles/pipelined-direct-form-fir-versus-the-transposed-structure/ +# https://brianmcfee.net/dstbook-site/content/intro.html +# +# FBMC = filter bank-based multicarrier 1) Linear Time Invariant (LTI) system [LYONS 1.6] @@ -186,7 +193,7 @@ b) z-transform [LYONS 6.3, MATLAB] z-transform on the unit circle. - Properties [PROAKIS 3.3]: . shift property: x[n - k] <--> X(z) z^-k - . time reversal: x[-n] <--> X(z^-1] + . time reversal: x[-n] <--> X(z^-1) . convolution: x[n] * y[n] <--> X(z) Y(z) . conjugation: x*[n] <--> X*(z*) . real part: Re{x[n]} <--> 1/2 [X(z) + X*(z*)] @@ -203,7 +210,7 @@ b) z-transform [LYONS 6.3, MATLAB] See section on IIR for inverse z-transform that shows that the b, a coefficients of H(z) in the z-domain directly yield the same coefficients - for the difference equation in the time domain). + for the difference equation in the time domain. c) s-plane and z-plane - The z-plane is not only sampling of s-domain, but also maping from @@ -232,7 +239,7 @@ c) s-plane and z-plane - Properties of rectangular window with M points from [JOS4 3.1.2]: . M determines transition band width, window shape determines stop band side lobe level [HARRIS 8.2] - . Zero crossings at integer multiples of 2 pi / M = Ndtft / M [LYONS Eq. + . Zero crossings at integer multiples of 2pi / M = Ndtft / M [LYONS Eq. 3.45] . Main lobe width is 4 pi / M between zero crossings. . Main lobe cutoff frequency is about fpass ~= 0.6 / M, where fpass is @@ -261,17 +268,27 @@ c) s-plane and z-plane . h_ideal(n) = 2 f_cutoff sinc(2 f_cutoff n), n in Z - f_cutoff is normalized cutoff frequency with fs = 1 - f_cutoff is positive frequencies -6 dB power BW + - sinc(n / N) is NYQUIST(N) and has bandwidth 2pi / N [JOS4 9.5, 9.7] . cutoff frequency remarks: - [Scipy firwin] defines f_c relative to fNyquist = fs / 2 instead of fs, so need to specify f_c = f_cutoff / 2. - [Scipy firls, remez] define fpass relative to fs, so specify fc = f_cutoff. +- Nyquist filter = NYQUIST(L) + . A Nyquist filter has 0.5 gain, so -3 dB gain, cutoff frequency at + pi / L, or fNyquist / L, and are also known as L-th band filters. + . The impulse response is zero at every rL-th sample for abs(r) = 1, 2,... + . With L samples per symbol this yields zero intersymbol interference (ISI) + . For example: windowed sinc() (= Portnoff window), Scipy firwin() uses + windowed sinc(). + . For sinc() the ideal bandwidth is 2pi / L - LPF FIR filter design [LYONS 5.3] . Methods based on desired response characteristics [MNE]: - Frequency-domain design (construct filter in Fourier domain and use an - IFFT to invert it, MATLAB fir2) - - Windowed FIR design (scipy.signal.firwin(), firwin2(), and MATLAB fir1 - with default Hamming). + IFFT to invert it, MATLAB fir2, scipy.signal.firwin2() uses window after + IFFT) + - Windowed FIR design (scipy.signal.firwin(), and MATLAB fir1 with default + Hamming). - Least squares designs (scipy.signal.firls(), MATLAB firls, fircls1) . firls = least squares . fircls, fircls1 = constrained ls with pass, stop ripple @@ -293,39 +310,44 @@ c) s-plane and z-plane . Note coefs = flip(h) is important for anti-symmetric - Band Pass Filter (BPF): . h_bp[k] = h_lp[k] * s_shift[k] - = h_lp[k] * cos(2 pi fc k) + = h_lp[k] * cos(2pi fc k) = h_lp[k] * cos(k pi / 2), for half band fc = fs / 4, series [1, 0, -1, 0] - High Pass Filter (HPF): . h_hp[k] = h_lp[k] * s_shift[k] - = h_lp[k] * cos(2 pi fc k) + = h_lp[k] * cos(2pi fc k) = h_lp[k] * cos(k pi), for fc = fs / 2, series [1, -1] -- Nyquist filter - . A Nyquist filter has 0.5 gain, so -3 dB gain, cutoff frequency at - pi / L, or fNyquist / L, and are also known as L-th band filters. - The impulse response is zero every L-th sample. - 5) Finite Impulse Response (FIR) filters - FIR filters perform time domain Convolution by summing products of shifted input samples and a sequence of filter coefficients [LYONS 5.2]. - Convolution equation [LYONS Eq. 5.6, JOS4 7.2.4]: - N-1 - y(n) = sum h(k) x(n - k) = h(k) * x(n) - k=0 + N-1 + y[n] = sum h[k] x[n - k] = h * x + k=0 + + Change of variable m = n - k yields: + + n + y[n] = sum h[n - m] x[m] = x * h + m=n-(N-1) + + So convolution involves weight, multiply last, newest sample x[n] by h[0] + and oldest by h[N-1]. If x is impulse at n = 0, then y[n] = h[n] is the + impulse response. -- Impulse response h(k) are the FIR filter coefficients: +- Impulse response h[k] are the FIR filter coefficients: - x(n) --> x(n-1) --> ... --> x(n-(N-1)) --\ + x[n] --> x[n-1] --> ... --> x[n-(N-1)] --\ | | | - h(0) h(1) h(N-1) - \----------\-- ... ----------------\--> + --> y(n) + h[0] h[1] h[N-1] + \----------\-- ... ----------------\--> + --> y[n] -- Difference equation, so b(m) = h(m) for m = 0, 1, ...,N-1: +- Difference equation, so b[m] = h[m] for m = 0, 1, ...,N-1: y[n] = b[0]x[n] + b[1]x[n-1] + ... + b[N-1] x[n-(N-1)] @@ -338,13 +360,14 @@ c) s-plane and z-plane - Convolution in time domain is equivalent to multiplication in frequency domain: - y(n) = h(k) * x(n) ==> DFT ==> Y(z) = H(z) X(z) + y[n] = h[k] * x[n] ==> DFT ==> Y(z) = H(z) X(z) - For DFT this is circular convolution. With suffcient zero padding N >= len(the - circular convolution can calculate the linear convolution: + For DFT this is circular convolution. With suffcient zero padding N >= len(h) + + len(x) - 1 [LYONS 13.10], then the circular convolution can calculate the + linear convolution: N-1 - y[n] = sum h(k) x((n - k) % N) + y[n] = sum h[k] x[(n - k) % N] k=0 - Number of FIR coefficients (Ntaps) @@ -370,7 +393,7 @@ c) s-plane and z-plane . -1 order no decay implies impulses at end-points of impulse response. - Linear phase FIR filter - . Even or odd symmetrical h(n) = +-h(M - 1 - n), n = 0,1,...,N-1 + . Even or odd symmetrical h[n] = +-h[M - 1 - n)] n = 0,1,...,N-1 [PROAKIS 8.2.1]. Reason for using FIR [LYONS 5.10.3] . Group delay (= envelope delay[LYONS 5.8]) of symmetrical FIR filter is: G = (N_taps - 1) / 2 [Ts] [LYONS 5.10.3] @@ -392,7 +415,7 @@ c) s-plane and z-plane . construct 2N + 1 half band from N (non zero) half band design, trick to use different weights [HARRIS 8.5] . Low pass, fc = fs / 4, sinc(t) = sin(pi t) / (pi t) [numpy] - . h_lp[n] = h_ideal(n) = 2 f_cutoff sinc(2 f_cutoff n) = 1/2 sinc(n / 2), + . h_lp[n] = h_ideal[n] = 2 f_cutoff sinc(2 f_cutoff n) = 1/2 sinc(n / 2), n in Z . h_hp[n] = h_lp[n] exp(j pi n) = h_lp[n] * cos(n pi) . Low pass and high pass half band filters are complementary [HARRIS 8.2], @@ -427,7 +450,7 @@ c) s-plane and z-plane for different shifts (lag) in time. Autocorrelation can show the periodicity of a signal, because then it has similarity for some k > 0. . Difference between correlation and convolution is that convolution flips - one input, so corr(x, y) = conv(x, flip(y)). Hence if ne input is + one input, so corr(x, y) = conv(x, flip(y)). Hence if the input is symmetrical then correlation and convolution are the same. * The purpose of convolution is to determine the output of a filter with impulse response h. @@ -447,7 +470,7 @@ c) s-plane and z-plane . To prove that correlation can be expressed as convolution use a helper function [WOLFSOUND]: - xh[n] = sum_k x[n + k] h[k], with sum_k for k = -inf to +inf + xh[n] = sum_k x[n + k] h[k], correlation with sum_k for k = -inf to +inf = sum_k x[-(-n - k)] h[k] = sum_k x1[-n - k] h[k], with x1[p] = x[-p] = (x1[n] * h[n])[-n], because convolution equation is [LYONS Eq. 5.6, @@ -496,7 +519,7 @@ c) s-plane and z-plane xr --> complex BPF --> xa = xI + j xQ, where xQ = HT(xI) - creates pair of in-phase (I) and quadrature (Q) channels - h_lp[k] is Ntaps LPF with two sided BW equal to BPF BW - - h_bp[k] = h_lp[k] * exp(2 pi fcenter / fs (k - D)), mixer + - h_bp[k] = h_lp[k] * exp(2pi fcenter / fs (k - D)), mixer = h_cos[k] + j h_sin[k] . k = 0 ... Ntaps - 1 . D = (Ntaps - 1) / 2, but same for both I and Q, so even Ntaps is as @@ -547,7 +570,7 @@ c) s-plane and z-plane = sum bk x[n - k] - sum ak y[n - k] k=0 k=1 -- Implmentation structure [LYONS 6.6, JOS2 9.1]: +- Implmentation structure [LYONS 6.6, JOS2 9.1, VAIDYANATHAN 2.1.3]: . Direct-Form I: B(z) * 1 / A(z) x[n] ---v-----> b0 --> + --> + -------------v----> y[n] @@ -555,7 +578,7 @@ c) s-plane and z-plane z^-1 --> b2 --> + + <-- -a2 <-- z^-1 . Direct-Form II: 1 / A(z) * B(z), to share z^-1 delay memories, but needs - more bits to avoid internal overflow. + more bits to avoid internal overflow. For FIR Direct-Form I = II. x[n] --> + -------------v-----> b0 --> + --> y[n] + <-- -a1 <-- z^-1 --> b1 --> + @@ -569,6 +592,22 @@ c) s-plane and z-plane --> b1 --> z^-1 <-- a1 <-- --> b2 --> z^-1 <-- a2 <-- + . With the Direct-Form FIR the input is passed through the delay line, and + then weighted at each tap and added all in parallel, so combinatorially. + With the Transposed Direct-Form FIR the input is first fanned out and + weighted in parallel for all taps and passed to the delay line for each + tap. The summation is done per tap and the (intermediate) sum is passed + through the delay line. + . Transposed Direct-Form is self pipelined + . Direct-Form implementation can be pipelined by adding registers in the + adder line (reg) and in the delay line (z^(-1) + reg). + . Transposed Direct-Form has input fanout to all multipliers. + . Direct-Form has b0, b1 at first delay, + Transposed Direct-Form has b_{N-1}, b_{N-2} at first delay, so the FIR + coefficients are flipped in order along the delay line. However, in + both cases b0 weights the current sample x[n] and connects + combinatorially to the output y[n], so the implementation differs, but + the formula is exactly the same. - For FIR b = h. For IIR it is not possible to directly derive b, a from h [LYONS 6.1]. Therefor use z-transform [LYONS 6.3]: @@ -633,7 +672,7 @@ c) s-plane and z-plane 1 + z^-1 w_d = 2 arctan(w_a Ts / 2), with -pi <= w_d <= +pi, - f_d = w_d / (2 pi) fs + f_d = w_d / (2pi) fs . scipy.signal.bilinear(b, a, fs) scipy.signal.bilinear(z, p, k, fs) @@ -692,7 +731,7 @@ c) s-plane and z-plane The phase shift is now -pi at the fb break or center frequency and controlled by parameter d: - d = -cos(2 pi fb / fs) + d = -cos(2pi fb / fs) The parameter c determines the bandwidth (BW) or steepness of the phase slope through fb: @@ -843,14 +882,14 @@ c) s-plane and z-plane . Linearity: a1 x1[n] + a2 x2[n] <==> a1 X1(w) + a2 X2(w) . Scaling: x(t / a) <==> |a| X(a w) . Time shift: x(t - T) <==> X(w) exp(-j w T) - x[n - k] <==> X(w) exp(-j w k), t = n Ts + x[n - m] <==> X(w) exp(-j w m), t = n Ts, T = m Ts . Frequency shift (complex modulation): x[n] exp(+j v n) <==> X(w - v), is dual of time shift . Real modulation: x[n] cos(v n) <==> 1/2 [X(w + v) + X(w - v)] . Conjugation: x*[n] <==> X*(-w) . Convolution: x * y <==> X Y - x y <==> 1 / (2 pi) X * Y + x y <==> 1 / (2pi) X * Y . flip(x) <==> flip(X), so when signal is folded (time reversed) about the origin in time, then its magnitude spectrum remains unchanged, and the phase spectrum changes sign (phase reversal). @@ -862,7 +901,7 @@ c) s-plane and z-plane k=-inf <==> +inf - d_train_P(w) = 2 pi / P sum d(w - 2 pi k / P) + d_train_P(w) = 2pi / P sum d(w - 2pi k / P) k=-inf . Sampling: x_d(t) = x_a(t) d_train_Ts(t) @@ -905,6 +944,8 @@ c) s-plane and z-plane resolution in time, R <= W. R = 1 is 'sliding FFT'. R > 1 is downsampling in time. N > W and R < W cause that the output sample rate increases. +- NYQUIST(N) [JOS4 9.5] + A window w is NYQUIST(N) when w(rN) = 0 for abs(r) = 1, 2, ... - OLA = Overlap Add and uses rectangular window w of length Lx on x and step with Lx through x. The purpose of OLA is to use FFT and implement convolution with impulse response h as multiplication of X(f) H(f) in @@ -921,6 +962,8 @@ c) s-plane and z-plane - Any window is COLA(1). - Retangular window is COLA(W), but also COLA(W / k). - Hamming window is COLA(W / 2) and COLA(W / 4) + - Portnoff window: w[n] = w0[n] sinc(n / N) [JOS4 9.5, 9.7] + . is COLA(2pi / N) and is NYQUIST(N) . With COLA the sum X_m(w) = X(w) = DTFT_w(x) . With filtering, then STFT is used like OLA to perform spectral modifications via H(f). @@ -928,13 +971,13 @@ c) s-plane and z-plane OLA) and one after IFFT. Typically both windows are equal and the sqrt(w), so that together they are COLA [JOS4 8.6]. . COLA contraint in frequency domain [JOS4 8.3.2]. Window transform is zero - for all harmonics of the frame rate 2 pi / R: + for all harmonics of the frame rate 2pi / R: - W(w_k) = 0, with w_k = 2 pi k / R and for |k| = 1,2,...,R-1 + W(w_k) = 0, with w_k = 2pi k / R and for |k| = 1,2,...,R-1 This is the weak COLA contraint. The strong COLA constraint, that is useful if the signal is modified in the frequency domain, requires that - the window is bandlimitted consistent with down sampling by R: + the window is bandlimitted consistent with downsampling by R: W(w) = 0, for |w| >= pi / R @@ -950,7 +993,7 @@ c) s-plane and z-plane +inf = sum w(n - m R), period R m=-inf - <==> ??? + <==> ??? w_train_R(f) = W(f) d_train_R(f) --> sampling of W +inf @@ -979,7 +1022,7 @@ c) s-plane and z-plane - for DCT it extends flipped to avoid a zero-th order discontinuity, the slope (first order) is typically still discontinuous. - and for type II it extends symmetrically half way between the end points - . The different types come from how the boudaries are defined. + . The different types come from how the boundaries are defined. . The DCT makes the transform converge faster than the DFT, because any discontinuities in a function reduce the rate of convergence of the Fourier series. @@ -1012,6 +1055,9 @@ c) s-plane and z-plane This property can be used to advantage when dealing with bandpass signals by associating the bandpass signal with one of these images instead of with the baseband [CROCHIERE 2.4.2]. + ??? Sampling werkt dus al als demodulatie (mixen naar baseband). Igv Ros = 1 + past D, U = Nfft, zie Harris. Igv Ros > 1 ontstaat er een extra menging, die + gecompenseerd moet worden. Hoe past het allemaal bij elkaar ??? - Polyphase filtering ensures that only the values that remain are calculated, so there are D or U phases [LYONS 10.7]. The LPF with all phases is called the prototype filter. Do not calculate samples that will be: @@ -1022,7 +1068,7 @@ c) s-plane and z-plane - Sampling, downsampling and upsampling . Sampling causes the analoge spectrum to alias around k 2pi, similar for - downsamping the the digital spectrum aliases around k 2pi / D, as if the + downsamping the digital spectrum aliases around k 2pi / D, as if the analogue signal was sampled directly at the downsampled rate [LYONS 10.1]. . Downsampled spectrum [LYONS 10.3.2] 1. Draw original spectrum beyond -2pi to + 2pi, to show 0 and at least one @@ -1032,7 +1078,7 @@ c) s-plane and z-plane 2. Draw D - 1 copies of the original spectrum shifted by k 2pi / D, note k = 0 is the original spectrum of step 1 3. Scale up the frequency axis of the new spectrum by factor D to get the - frequency axis for the down sample frequency. The downsampled spectrum + frequency axis for the downsample frequency. The downsampled spectrum now ranges from -pi to pi for fs_new = 2pi. 4. Scale down magnitude of new spectrum by factor D. The time domain amplitude of downsampled signal remains the same, but the frequency @@ -1051,7 +1097,7 @@ c) s-plane and z-plane easier to understand as that increasing fs_new now includes U - 1 replications of the original spectrum. 2. Scale down the frequency axis of the new spectrum by factor U to get the - frequency axis for the up sample frequency. The upsampled spectrum now + frequency axis for the upsample frequency. The upsampled spectrum now ranges from -pi to pi for fs_new = 2pi. 3. The magnitude of new spectrum remains the same. . Decimation = LPF + Downsampling [LYONS 10.1]: @@ -1069,7 +1115,9 @@ c) s-plane and z-plane - Downsampling [LYONS 10.1, PROAKIS 10, CROCHIERE Fig 3.2, VAIDYANATHAN Fig 4.1.4, JOS4 11.1, SP4COMM 11.1.2]: - x_D[n] = x[nD], because x_D removes D-1 values from x + Index n for up rate, index m for down rate. + + x_D[m] = x[mD], because x_D removes D-1 values from x Define x' at x time grid, but with x' = 0 for samples in x that will be discarded. This operation has no name in literature, probably because it @@ -1145,26 +1193,198 @@ c) s-plane and z-plane X_U(e^jw) = X(exp(jw U)), w in [0:2pi> X(jwL) traverses unit circle U times -- Polyphase decomposition of H(z) [VAIDYANATHAN 4.3]: +- Resampling: + . U --> LPF --> LPF --> D --> + <==> + U --> LPF --> D [LYONS Fig 10.9, CROCHIERE Fig 3.1] + . Resampling is upsampling with commutator yielding L / D samples per input + sample instead of L samples [LYONS 10.11]. + +- Time domain Down, Up, Resample U/D: + . down [CROCHIERE Eq 2.55, PROAKIS Eq 10.23]: n = mD + +inf +inf + yd[m] = sum h[k] x[mD - k] = sum h[mD - n] x[n], using n = mD - k + k=-inf n=-inf + + . up [CROCHIERE Eq 2.78]: + +inf + yu[n] = sum h[n - k] x[k / U], for r = k / U is integer, else x[] = 0 + k=-inf for inserted zeros - H(z) = H0(z^N) + H1(z^N) z^-1 + H2(z^N) z^-2 + ... + Hi(z^N) z^-i + +inf + = sum h[n - rU] x[r] + r=-inf - . Hi(z^N ) is the z-transform of h(mN + i) - . Phase i of h(n) with N - 1 zeros + using r = n // U - m yields [CROCHIERE Eq 2.80]: + + +inf + = sum h[mU + n % U] x[n // U - m] + m=-inf + + . resample [CROCHIERE Eq 2.88] + +inf + yr[m] = yu[mD] = sum h[mD - rU] x[r] + r=-inf + + using r = nD // U - m yields [CROCHIERE Eq 2.90]: + + +inf + = sum h[mU + nD % U] x[nD // U - m] + m=-inf - Noble identities [LYONS Fig 10.20], HARRIS 2.2.1, VAIDYANATHAN Fig 4.2.3] + . Downsampling : x[n] --> H(z^Q) --> Q:1 --> y[m], is equivalent to: + x[n] --> Q:1 --> H(z) --> y[m] - . Down sampling : x[n] --> H(z^Q) --> Q:1 --> y[m], is equivalent to: - x[n] --> Q:1 --> H(z) --> y[m] + The output from a filter H(z^Q) followed by a Q:1 downsampler is identical + to a Q:1 downsampler followed by a filter H(z). - . Up sampling : x[n] --> 1:Q --> H(z^Q) --> y[m], is equivalent to: - H(z) --> 1:Q + . Upsampling : x[n] --> 1:Q --> H(z^Q) --> y[m], is equivalent to: + H(z) --> 1:Q + . The filter H() can be FIR or IIR. + . The H(z^Q) operates at the higher rate, but has zero weights at all Q-1 + samples that will get discarded by a downsampler or inserted by an + upsampler. The filter H(z) operates at the lower rate. . H_i(z^Q) is upsampled-by-Q version of H(z), so with Q-1 zero coefficients in the H(z) power series, starting at phase i. + . If D and U are relatively prime, then they can be changed in order. + If D and U are relatively prime, then there are integers d, u such that + d*D - u*U = 1, so then a delay z^(-k) can be decomposed in [KIEL]: + + z^(-k) = z^(-k(d*D - u*U)) + = z^(-kdD) * z^(kuU) + + which then can be pulled through a D and a U. + +- Polyphase decomposition of H(z) [VAIDYANATHAN 4.3, PROAKIS 10.5.2, + CROCHIERE 3.3]: + + . FIR structure: + . Direct-Form FIR is first apply delay z^(-q) then apply coefficient. Fits + downsampling because coefficients are then applied at low rate. + . Transposed Direct-Form FIR is first apply coefficient, then delay z^(-q) + result. Fits upsampling because coefficients are then applied at low + rate. The Direct-Form FIR would require fractional delays, which is not + realizable [CROCHIERE 3.3.1]. + . The FIR sections in the polyphase branches can be implemented using any + form. The Transposed Direct-Form FIR can thus also be used for down + sampling, to make effcient use of z-1 delay line memory and multipliers + by loading the branch coefficients when they are needed and by passing + on the accumulated partial sums of the branches [HARRIS 5.5.1]. + + . Commutator model [VAIDYANATHAN 4.3.4, CROCHIERE 3.3.2, HARRIS Fig 5.4, + down 6.12, 6.13, up 7.11, 7.12]: + . x[n] switch connects to n = 0 branch and the switch rotates in direction + of increasing n + . Assume FIR delay lines are drawn from top to bottom for phases q = 0 to + Q-1 for both Direct-Form and Transposed Direct-Form, then: + - Typically q = 0 is the connected branch [CROCHIERE], but [HARRIS] + connects q = Q-1 for the downsampler, probably because it is the + oldest so first phase in the FIR sum. + - downsampling input commutator rotates counter clockwise and yields + one output sample every rotation, because the summation stage is + combinatorial. The downsampled output depends on Q input samples from + the past. The output appears whenever the switch is at branch + q = 0. A new FIR sum output starts being aggregated when switch is at + branch q = Q-1. + - upsampling output commutator rotates counter clockwise and yields U + output samples every rotation. The upsampled output creates Q output + samples in the future for every input sample. The first output appears + when the switch is at the connected branch q = 0 and then also a new + input arrives. + - The counter clockwise commutator for both down and up implies that a + type I polyphase representation is used, so with delays z^(-1) in the + delay line. + + . Type I polyphase representation, based on delays z^(-q), yielding counter + clockwise commutator. + + H(z) = H0(z^Q) + H1(z^Q) z^-1 + H2(z^Q) z^-2 + ... + H{Q-1}(z^Q) z^-(Q-1) + + = H0(z^Q) + # q = 0 + z^-1 H1(z^Q) + # q = 1 + z^-2 H2(z^Q) + # q = 2 + ... + + z^-(Q-1) H{Q-1}(z^Q) # q = Q-1 + + Q-1 + = sum z^(-q) Hq(z^Q) [VAIDYANATHAN Eq 4.3.7, HARRIS Eq 6.6] + q=0 + + where Hq(z^Q) is the z-transform of hq[n]: + + hq[n] = h(nQ + q), +q for counter clockwise with delays z^(-1) + [VAIDYANATHAN Eq 4.3.8] + + +inf + Hq(z) = sum hq[n] z^(-n), 0 <= q <= Q - 1 + n=-inf + + - Note: For Q = 1 the Hq(z) are the single FIR coefficients in b + + . Type II polyphase, based on advances z^q, yielding clockwise commutator: + + H(z) = z^(-(Q-1)) z^(Q-1) H(z), multiply by delay * advance = 1 + + = z^(-(Q-1)) * [z^(Q-1) H0(z^Q) + # q = 0 + z^(Q-1) z^-1 H1(z^Q) + # q = 1 + z^(Q-1) z^-2 H2(z^Q) + # q = 2 + ... + + z^(Q-1) z^-(Q-2) H{Q-2}(z^Q) + # q = Q-2 + z^(Q-1) z^-(Q-1) H{Q-1}(z^Q)] # q = Q-1 + + = z^(-(Q-1)) * [z^(Q-1) H0(z^Q) + # q = 0 --> p = Q-1 + z^(Q-2) H1(z^Q) + # q = 1 --> p = Q-2 + z^(Q-3) H2(z^Q) + # q = 2 --> p = Q-3 + ... + + z^1 H{Q-2}(z^Q) + # q = Q-2 --> p = 1 + H{Q-1}(z^Q)] # q = Q-1 --> p = 0 + + = z^(-(Q-1)) * [z^(Q-1) R{Q-1}(z^Q) + # p = Q-1 + z^(Q-2) R{Q-2}(z^Q) + # p = Q-2 + z^(Q-3) R{Q-3}(z^Q) + # p = Q-3 + ... + + z^1 R1(z^Q) + # p = 1 + R0(z^Q)] # p = 0 + + Q-1 + H(z) = sum z^(-(Q-1-p)) Rp(z^Q) [VAIDYANATHAN Eq 4.3.9] + p=0 + + Q-1 + = z^(-(Q-1)) sum z^p Rp(z^Q) + p=0 + + where: + p = Q - 1 - q + + rp[n] = h(nQ - p), -p for clockwise with advances z^(+1) + + Rp(z) = H{Q-1-p}(z), so flipud Hq phases, but keep coefficient order + per phase + + . Type I polyphase does not imply Direct Form FIR and type II polyphase is + not the same as Transposed Direct Form FIR [CROCHIERE 3.3.3]: + * Type I uses delay line z^(-1) and +q in hq[n] = h(nQ + q) and yields + counter clockwise commutator for both downsample and upsample structure, + because branches are drawn such that q increases from top to bottom. + For downsampling q starts at q = Q-1, so at bottom to sum Q filtered + samples from the past, so input commutator rotates counter clockwise. + For upsampling q starts at q = 0 at top to produce Q samples until the + next input sample, so output commutator also rotates counter clockwise + because it is located at the output. + * Type II means using an advances line z^(+1) and -p in rp[n] = h[nQ - p] + and yields clockwise commutator, because p increases from bottom to + top. The advances can be implemented by allowing one sample delay at the + low rate. + +- Variable bandwidth PFB [HARRIS, FARZAD, CHEN] + . Analysis --> select channels --> synthesis + . Requires Ros > 1 for no in band distortion, typically Ros = 2 - Fractional time delay [CROCHIERE 6.3] - . Up sampling Q --> LPF --> z^(-d) --> down sampling Q yields semi allpass + . Upsampling Q --> LPF --> z^(-d) --> downsampling Q yields semi allpass filter and delay of d / Q samples. - Oversampling ADC and DAC @@ -1207,7 +1427,154 @@ c) s-plane and z-plane filters the DAC output. -13) Quadrature Mirror Filter (QMF) [CROCHIERE 7.7, PROAKIS 10.9.6] +13a) Single channel down converter [HARRIS 6] +- Analogue I-Q downconverter, yields baseband signal: + xb[n] = exp(-j w_k n) x[n] = I[n] + j Q[n] + . I[n] = cos(-w_k n) x[n] + . Q[n] = sin(-w_k n) x[n] + Performs complex multiply for real input, so I is the real result and Q is + the imaginary result. +- Mixer local oscillator (LO) and LPF and downsampler D [HARRIS Fig 6.2]: + + y[n, k] = exp(-j w_k n) x[n] * h[n] # * is convolution + + for channel k converts positive w_k to baseband (because of -j), + w_k = 2pi k / M + . LO(n, k) = exp(-j w_k n) + . M is number of frequency bins + . D <= M is downsample factor --> y[mD, k] + + * First choose D = M for maximally downsampled (= critically sampled). + * Downsample the LO, using equivalency theorem. + . Down-conversion followed by a LPF is equivalent to a BPF followed by a + down-conversion [HARRIS Fig. 6.5]: + + exp(-j w_k n) --> H_LPF(z) <==> H_BPF(z) --> exp(-j w_k n) + + where: + + h_bpf[n] = h_lpf[n] exp(j w_k n) # mix LPF up to BPF [HARRIS Fig. 6.6] + + +inf + H_BPF(z) = sum h_lpf[n] exp(j w_k n) z^-n + n=-inf + + +inf + = sum h_lpf[n] (z exp(-j w_k)^-n + n=-inf + + = H_LPF(z exp(-j w_k)) + + . The rotation rate of the sampled complex sinusoid is w_k radians per + LO sample at the input and D w_k radians per LO sample at the output, of + the D:1 downsampler [HARRIS Fig. 6.7].: + + H_LPF(z exp(-j w_k)) exp(-j w_k n) --> D + <==> + H_LPF(z exp(-j w_k)) --> D --> exp(-j D w_k n) + + . The change in LO down converter rate is due to aliasing of the + downsampling. Now choose channel center frequencies w_k such that they + will alias to DC (zero frequency) as a result of the downsampling to + D w_k. This occurs when D w_k = k 2pi, so when w_k = k 2pi / D and then + the downsampled LO term exp(-j D w_k n) = 1 vanishes when D = M + [HARRIS Fig. 6.8]. + + <==> + H_LPF(z exp(-j w_k)) --> D, when M = D + + Hence the channel center frequencies have to be at integer multiples of + the output sample rate fs / M, so that they alias to baseband by the + sample rate change. + * Downsample the BPF, using Noble identity + . H(z^M) --> D <==> D --> H(z) + . The type I (for downsampling) polyphase FIR representation has a delay + line of z^-1 and Hp(z^M) in each branch. With this structure the + branch terms of H_BPF(z) = H_LPF(z exp(-j w_k)) reduce to Hp_BPF(z^M) + = Hp_LPF(z^M), because (z exp(-j w_k))^M = z^M, when D = M. With the + Noble identity this yields Hp_LPF(z^M) --> M ==> M --> Hp_LPF(z), so the + coefficients of the prototype filter. + Replacing z by z exp(-j w_k) the input delay line of z^-p becomes + z^-p exp(j w_k p). The constant phasors exp(j w_k p) can be placed + anywhere along each branch, so choose to place them just before the + summation [HARRIS Fig. 6.14]. + . What remains is a downsampling polyphase FIR structure with the + coefficients of the prototype H_LPF, and a phasor in each branch. The + sum of the phasors for one k is the same as the DFT result for bin k. + + <==> + z^-p --> M --> Hp_LPF(z) * exp(-j w_k p) --> sum all p --> y[mM, k] + + and y[mM, k] is [HARRIS Eq. 6.9 = 9.1]: + + M-1 + y[mM, k] = sum yp(mM) exp(j w_k p), with w_k = 2pi k / M + p=0 + + * Implementation can be shift in a sample and calculate one branch, or shift + in a block of D samples and calculate all branches. Hence the block size + is the downsample factor D. + * Now choose D < M for non-maximally downsampling (= oversampled), but keep + the polyphase FIR structure for M, in order to preserve using the + prototype H_LPF FIR coefficients and having the frequency grid for M bins. + . Shift in D samples and output sum of all branches after every D input + samples. + . A time shift of D samples causes a (bin) frequency dependent phase shift + of [HARRIS Eq 6.10, Eq 9.2]: + + theta(w) = (D Ts) * (w_k / Ts) + = D * w_k, with w_k = 2pi k / M + + For D = M this term vanishes, but for D < M it appears in y at the + output, similar as with the DFT shift property: + + Time shift: DFT(x[n - D]) <==> DFT(x) exp(-j w_k D). + + . Therefore for every new output sample needs to be counter rotated by: + + exp(-j w_k D m) = exp(-j 2pi k D / M m) + + . This can also be interpreted as to calculate bin k for downsampled output + samples m = 0, 1, ..., calculate the output y for bin k + (mD) % M. + Instead of first calculating the output y for bin k and then multiplying + y by exp(-j 2pi k D / M m). Hence for a PFB with all bins this implies + applying a circular shift of the DFT input by D for every m, to start at + index R(m) = (mD) % M [TUTHILL]. + + exp(j w_k) exp(j w_k D m) = exp(j w_k(1 + mD)) + + A wideband PFB with wideband factor wb, that can process fs = wb * fclk + using wb parallel lanes. The parallel lanes should have independent + circular shift. Therefore R(m) / wb should be an integer then [TUTHILL]. + + + +13b) Single channel up converter [HARRIS 7] + + + + + +14) Polyphase filterbank (PFB) [HARRIS Fig 6.21, 9.21] + . The PFB implements M single channel down converters to output all k bins. + The output rate per branch p in the single channel down converter is a + factor M less, so all k = 0:M-1 bins of y[mM, k] can be calculated by using + the IDFT (because +j in phasor) to sum the p = 0:M-1 branches for each k + = 0:M-1 bins, because DFT is: + + N-1 + X(k) = sum x(n) exp(-j w_k n) + n=0 + + Hence the PFB can be interpreted as M independent single channel down + converters in parallel, that share the same downsampling polyphase FIR + structure, with the coefficients of the H_LPF prototype filter, and use the + IDFT to calculate all M bins. The PFB output has a commutator that starts + at bin 0, so bin k = M-1 is the newest and output last. + + + +15) Quadrature Mirror Filter (QMF) [CROCHIERE 7.7, PROAKIS 10.9.6] |-- h0[n] --> Down Q --> x0[m] --> Up Q --> f0[n] --| x[n] --| +--> x^[n] @@ -1305,6 +1672,76 @@ Appendix A) Signal operators [JOS1 7.2] +Appendix B: Teaser talk: Oversampled polyphase filterbank (OPFB) + +1 Introduction + - Repeatedly applying the DFT in time to get timeseries samples of the + subbands + - Size of DFT yields number of subbands + - For critically sampled PFB the sample rate of the subbands just fits the + Nyquist criterium of fs = BWsub + - Oversampled PFB to: + . cover signals near edges of the subbands + . better reconstruct original signal from subbands +2 Data processing approach to understand the OPFB + - Downsampled STFT filterbank [JOS4 9.8] + - Repeatedly window section of the signal and apply DFT to block of the + signal to get timeseries per subband + - Window larger than DFT block size yields the sharper subbands. + - Increment in steps of less then block size for oversampled subband series +3 Use multirate signal processing approach to understand the OPFB + - Downsampling D: LPF and then dicard D-1 samples + - Upsampling U: insert U-1 zeros and LPF + - Goal in implemention is to not calculate samples that will be discarded or + are zero + - Goal of multirate processing is to process at the rate just sufficient for + the signal bandwidth, not higher +4 Comparison with sampling theorem of analogue signal + - The sampling theorem [CROCHIERE Fig 2.2, 2.3] + - LPF selects the baseband signal, BPF can select any band at multiple of + subband rate fdown = fs / Q + - Equivalence criterium LO + LPF <==> BPF + LO [HARRIS 6] +5 Single channel mixer +6 Filterbank for D = U = Q channels --> DFT section +7 Oversampled filterbank + - extra phase rotation after DFT is shift before DFT, because of DFT shift + theorem (for phasors in DFT a shift in time is same as a phase rotation) + - fractional Ros +8 Reconstruction + - Aliasing 0, response 1 +9 Applications + - Variable bandpass filter in telecom, resource usage compared to FIR BPF is + much less, so more complexity in algorithm, but much more efficient in + implementation. + - Reconstruction of beamformed data +10 Conclusion + - I still only understand parts (e.g. I do not understand what they mean + with paraunitary, PFB viewed as WOLA, STFT) +11 References: HARRIS, CROCHIERE + + +Appendix C: DSP investigation plan (RTSD-111) + +As RTSD team we want to have knowledge of advanced DSP like oversampled PFB, +so that we can apply it in future projects. +As SBe manager I want have a clear plan for investigation work, so that I know +what I can expect as result and regarding costs. + +Acceptation criteria: + + * identify DSP investigation topics: + - general: filtering, DFT + - filterbank: multirate, critically sampled PFB, perfect reconstruction, + oversampled PFB + - transient detection: Hilbert transform, analytic singal, half band + filters, all pass filters + * define end result (e.g. summary report in Confluence, Teaser talk) + * aim at about 250 hours work in 3 sprints (= 9 weeks ~= 20 story points) + +Definition of done: When plan is clear + + + https://learning.anaconda.cloud/ https://realpython.com/python-scipy-fft/ diff --git a/applications/lofar2/model/pfb_os/multirate_mixer.ipynb b/applications/lofar2/model/pfb_os/multirate_mixer.ipynb new file mode 100644 index 0000000000000000000000000000000000000000..e1c04d54cf156f63479e9a628a91e058bc8859d1 --- /dev/null +++ b/applications/lofar2/model/pfb_os/multirate_mixer.ipynb @@ -0,0 +1,1136 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "93474f68", + "metadata": {}, + "source": [ + "# Multirate mixer\n", + "\n", + "Author: Eric Kooistra, May 2024\n", + "\n", + "Purpose:\n", + "* Practise DSP [1].\n", + "* Use multirate processing to implement a mixer \n", + "\n", + "References:\n", + "1. dsp_study_erko, summary of DSP books\n", + "2. chapter 6 downconverter, 7 upconverter, 9 filterbank in [HARRIS]" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8043fa7b", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "from scipy import signal\n", + "from fractions import Fraction" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "fc530dbc", + "metadata": {}, + "outputs": [], + "source": [ + "# Auto reload module when it is changed\n", + "%load_ext autoreload\n", + "%autoreload 2\n", + "\n", + "# Add rtdsp module path to $PYTHONPATH\n", + "import os\n", + "import sys\n", + "module_path = os.path.abspath(os.path.join('../'))\n", + "if module_path not in sys.path:\n", + " sys.path.insert(0, module_path)\n", + "\n", + "# Import rtdsp\n", + "from rtdsp.utilities import ceil_div, verify_result, is_integer_value, is_symmetrical, pow_db\n", + "from rtdsp.firfilter import filterbank_frequency_response\n", + "from rtdsp.fourier import dtft\n", + "from rtdsp.multirate import down, up, unit_circle_loops_phasor_arr, \\\n", + " maximal_downsample_bpf, non_maximal_downsample_bpf, \\\n", + " maximal_upsample_bpf, non_maximal_upsample_bpf\n", + "from rtdsp.plotting import plot_power_spectrum, plot_magnitude_spectrum, plot_phase_spectrum" + ] + }, + { + "cell_type": "markdown", + "id": "fbf4bf7b", + "metadata": {}, + "source": [ + "# 0 Time, bins and rates" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "5b37a1dc", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "wgSub = 1.0\n", + "wgPhase = 30.0\n", + "wgModulation = 0\n", + "kLo = 1\n", + "\n", + "Ros = 1\n", + ". Ndown = 16\n", + ". Ndft = 16\n", + "\n", + "Nsim = 16\n" + ] + } + ], + "source": [ + "### Filterbank\n", + "Ntaps = 8 # number of taps per polyphase FIR filter\n", + "Ndft = 16 # DFT size\n", + "Ncoefs = Ndft * Ntaps\n", + "#Ncoefs = Ncoefs - 1 # try odd length\n", + "\n", + "# Waveform generator\n", + "wgSub = 1.0 # in range(Nsub)\n", + "wgPhase = 30.0 # in degrees\n", + "wgModulation = 0 # for amplitude modulation (AM) frequency fsub / wgModulation, use 0 for no AM\n", + "print('wgSub =', wgSub)\n", + "print('wgPhase =', wgPhase)\n", + "print('wgModulation =', wgModulation)\n", + "\n", + "# Additive Gaussian White Noise (AGWN), use SNR_WG_dB >= 100 to have only WG carrier,\n", + "# so no noise and SNR = +inf\n", + "SNR_WG_dB = 100\n", + "\n", + "# Mixer LO bin\n", + "kLo = int(np.round(wgSub))\n", + "print('kLo =', kLo)\n", + "\n", + "# Downsample rate for analysis\n", + "Ndown = Ndft * 3 // 4 # oversampled PFB\n", + "#Ndown = Ndft * 7 // 8\n", + "#Ndown = Ndft // 2\n", + "Ndown = Ndft # Critically sampled PFB\n", + "Ros = Fraction(Ndft, Ndown)\n", + "print()\n", + "print('Ros =', Ros)\n", + "print('. Ndown =', Ndown)\n", + "print('. Ndft =', Ndft)\n", + "\n", + "# Upsample rate (= downsample rate) for synthesis\n", + "Nup = Ndown\n", + "\n", + "# Time in number of subband periods to simulate, use small Nsim for more detail in point plots,\n", + "# use large Nsim for more accurracy in SNR estimates. Force Nsim as multiple of Ndown to avoid\n", + "# mismatch in array lengths.\n", + "Nsim = ceil_div(2 * Ntaps, Ndown) * Ndown\n", + "#Nsim = ceil_div(5 * Ntaps, Ndown) * Ndown\n", + "print()\n", + "print('Nsim =', Nsim)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e5680c7b", + "metadata": {}, + "outputs": [], + "source": [ + "# Samples\n", + "fs = 1.0 # sample rate\n", + "Ts = 1 / fs # sample period" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "74ca764f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tsub = 16.0\n" + ] + } + ], + "source": [ + "# Subbands\n", + "Nsub = Ndft // 2 # number of subbands in fs / 2\n", + "fsub = fs / Ndft # subband center frequency\n", + "Tsub = 1 / fsub # subband period\n", + "\n", + "fdown = fs / Ndown # downsampled data rate\n", + "Tdown = 1 / fdown # downsampled data period \n", + "\n", + "# Two single side bands, one keeping only downconverted positive subband frequencies\n", + "nofSsb = 1 if kLo == 0 else 2\n", + "\n", + "print('Tsub =', Tsub)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "786af296", + "metadata": {}, + "outputs": [], + "source": [ + "# Time\n", + "# . number input samples to simulate \n", + "Nsamples = Nsim * Ndft\n", + "# . input time index n for up rate\n", + "n_i = np.arange(Nsamples) # sample index, time in sample period units [Ts]\n", + "n_s = n_i * Ts # time in seconds\n", + "n_sub = n_s / Ndft # time in subband period units [Tsub]\n", + "\n", + "# . number of downsampled samples\n", + "Msamples = Nsamples // Ndown\n", + "# . downsampled time index m for down rate, n = m D, so m = n // D\n", + "m_i = np.arange(Msamples) # downsampled sample index\n", + "m_s = down(n_s, Ndown) # = m_i * Tdown, time in seconds\n", + "m_sub = m_s / Ndft # time in subband period units [Tsub]" + ] + }, + { + "cell_type": "markdown", + "id": "8cd835d6", + "metadata": {}, + "source": [ + "# 1 Prototype FIR low pass filter" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "1bb76ada", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "sum(hProtoype) = 1.0\n", + "PASSED\n" + ] + } + ], + "source": [ + "# Use windowed sync (= firwin) prototype FIR filter\n", + "# . For sinc() the ideal bandwidth is 2pi / Ndft = fs / Ndft = fsub, \n", + "# . Use half power bandwidth factor hpFactor to tune half power cutoff frequency of LPF.\n", + "# . Default hpFactor = 1.0 yields flat filterbank aggregate frequency response for\n", + "# firwin hanning filter\n", + "hpFactor = 1.1\n", + "hpFactor = 1.0\n", + "BWbin = fs / Ndft # bandwidth of one bin\n", + "BWpass = hpFactor * BWbin\n", + "fpass = BWpass / 2 # bin at DC: -fpass to +fpass\n", + "fcutoff = fpass\n", + "hPrototype = signal.firwin(Ncoefs, fcutoff, window='hann', fs=fs)\n", + "print('sum(hProtoype) = ', np.sum(hPrototype))\n", + "verify_result(is_symmetrical(hPrototype))" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "6ebc94aa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot impulse response\n", + "plt.figure(1)\n", + "plt.plot(hPrototype, 'g')\n", + "plt.title('Impulse response')\n", + "plt.grid(True)" + ] + }, + { + "cell_type": "markdown", + "id": "4d9b4324", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3abeee86", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Filterbank aggregate frequency response\n", + "h, f, HFprototype = dtft(hPrototype)\n", + "HFbank = filterbank_frequency_response(HFprototype, Ndft)\n", + "\n", + "# Filterbank bin 1, 2 frequency responses, HFprototype is for bin 0\n", + "Lprototype = len(HFprototype)\n", + "Lbin = Lprototype // Ndft\n", + "HF1 = np.roll(HFprototype, 1*Lbin)\n", + "HF2 = np.roll(HFprototype, 2*Lbin)\n", + "\n", + "# Plot transfer function (use frequency in fsub units)\n", + "fLim = None\n", + "fLim = (0, 2)\n", + "dbLim = None\n", + "dbLim = (-100, 5)\n", + "voltLim = None\n", + "plt.figure(1)\n", + "plot_power_spectrum(f, HFprototype, 'r--', fs / fsub, fLim, dbLim) # bin 0\n", + "plot_power_spectrum(f, HF1, 'b--', fs / fsub, fLim, dbLim) # bin 1\n", + "plot_power_spectrum(f, HF2, 'm--', fs / fsub, fLim, dbLim) # bin 2\n", + "plot_power_spectrum(f, HFbank, 'g', fs / fsub, fLim, dbLim) # all bins\n", + "plt.figure(2)\n", + "plot_magnitude_spectrum(f, HFprototype, 'r--', fs / fsub, fLim, voltLim) # bin 0\n", + "plot_magnitude_spectrum(f, HF1, 'b--', fs / fsub, fLim, voltLim) # bin 1\n", + "plot_magnitude_spectrum(f, HF2, 'm--', fs / fsub, fLim, voltLim) # bin 2\n", + "plot_magnitude_spectrum(f, HFbank, 'g', fs / fsub, fLim, voltLim) # all bins" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "372445f4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fLim = None\n", + "#fLim = [-1.1, 1.1]\n", + "aLim = None\n", + "plot_phase_spectrum(f, HFprototype, fmt='g', fs=fs / fsub, fLim=fLim, aLim=aLim)" + ] + }, + { + "cell_type": "markdown", + "id": "ce7e672e", + "metadata": {}, + "source": [ + "# 2 Generate input data" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "e74340e4", + "metadata": {}, + "outputs": [], + "source": [ + "# x[n] = carrier waveform\n", + "# . freq = center subband yields constant baseband I, Q signal\n", + "# . phase = 0 yields Q = 0\n", + "wgSubIsInt = is_integer_value(wgSub)\n", + "wgFreq = wgSub * fsub # in Hz\n", + "wgAmpl = 1\n", + "xData = wgAmpl * np.cos(2 * np.pi * wgFreq * n_s + np.radians(wgPhase))\n", + "# Apply some modulation\n", + "if wgModulation:\n", + " xData *= 1 + 0.5 * np.cos(2 * np.pi * fsub / wgModulation * n_s)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "bd2add56", + "metadata": {}, + "outputs": [], + "source": [ + "# Add AGWN when SNR_WG_dB < 100\n", + "seed = None\n", + "seed = 1\n", + "rng = np.random.default_rng(seed)\n", + "mu = 0.0\n", + "sigma = wgAmpl * np.sqrt(0.5) / 10**(SNR_WG_dB / 20)\n", + "noise = rng.normal(mu, sigma, Nsamples)\n", + "if SNR_WG_dB < 100:\n", + " xData += noise\n", + " # Check SNR\n", + " powCarrier = np.sum(xData**2) / Nsamples\n", + " powNoise = np.sum(noise**2) / Nsamples\n", + " snrWg_db = 10 * np.log10(powCarrier / powNoise)\n", + " print('powCarrier = %f' % powCarrier)\n", + " print('powNoise = %f' % powNoise)\n", + " print('snrWg_db = %f dB' % snrWg_db)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "7106ad3f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7fe4df738970>]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(n_sub, xData, 'b.-')\n", + "#plt.xlim([0,5])" + ] + }, + { + "cell_type": "markdown", + "id": "c6f01b91", + "metadata": {}, + "source": [ + "# 3 Single channel downconverter" + ] + }, + { + "cell_type": "markdown", + "id": "0ad89dcf", + "metadata": {}, + "source": [ + "# 3.1 Full rate: LO --> LPF --> D\n", + "\n", + "Downconvert bin kLo to baseband, then LPF still at sample rate and then downsample [HARRIS Fig 6.2]." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "da53b25e", + "metadata": {}, + "outputs": [], + "source": [ + "# Down mixer local oscillator (LO) for channel k\n", + "w_k = 2 * np.pi * kLo / Ndft\n", + "LO = np.exp(-1j * w_k * n_s)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "9acf0ec2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<matplotlib.legend.Legend at 0x7fe4df669f10>" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# x[n] --> LO --> LPF --> D --> y[mD, k] [HARRIS Fig 6.2] \n", + "xLoData = xData * LO\n", + "yData = signal.lfilter(hPrototype, [1.0], xLoData) # = y[n, k], Eq. 6.1\n", + "yDown = down(yData, Ndown) # = y[mD, k]\n", + "\n", + "plt.plot(n_sub, yData.real, 'g-')\n", + "plt.plot(n_sub, yData.imag, 'g--')\n", + "plt.plot(m_sub, yDown.real, 'b.')\n", + "plt.plot(m_sub, yDown.imag, 'b.')\n", + "plt.title('Baseand signal for channel %d' % kLo)\n", + "plt.xlabel('Time [Tsub]')\n", + "plt.ylabel('yData')\n", + "#plt.ylim([-0.6, 0.6])\n", + "plt.legend(['y real', 'y imag'])" + ] + }, + { + "cell_type": "markdown", + "id": "6433c3f4", + "metadata": {}, + "source": [ + "## 3.2 LO at downsampled rate: BPF --> D --> LOdown\n", + "\n", + "Use BPF centered at kLo (is LPF shifted by +kLo) still at sample rate, then downsample and do down conversion from kLo to baseband at downsampled rate [HARRIS Fig 6.7].\n", + "\n", + "If Ndown = Ndft, then D * w_k = D * 2pi * k / Ndft is multiple of 2pi, so then LOdown = 1." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "b8036250", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ndft = 16\n", + "Ndown = 16\n", + "w_k = 0.39269908169872414\n", + "D_w_k = 6.283185307179586\n", + "\n", + "PASSED\n" + ] + } + ], + "source": [ + "# LO --> D --> LOdown == loD\n", + "#\n", + "# LOdown = exp(-j * D w_k * m) = loD\n", + "# = exp(-j * 2 pi D / Ndft * k * m)\n", + "LOdown = down(LO, Ndown)\n", + "\n", + "D_w_k = Ndown * w_k\n", + "loD = np.exp(-1j * D_w_k * m_i)\n", + "\n", + "print('Ndft =', Ndft)\n", + "print('Ndown =', Ndown)\n", + "print('w_k =', w_k)\n", + "print('D_w_k =', D_w_k)\n", + "print('')\n", + "\n", + "# Verify that LO data rotates with w_k and LO down with D * w_k rad/s\n", + "result = np.all(np.isclose(LOdown, loD))\n", + "if not result:\n", + " plt.plot(m_sub, LOdown.real, 'r-')\n", + " plt.plot(m_sub, LOdown.imag, 'r--')\n", + " plt.plot(m_sub, loD.real, 'g-')\n", + " plt.plot(m_sub, loD.imag, 'g--')\n", + "verify_result(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "0663df66", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PASSED\n" + ] + } + ], + "source": [ + "# Verify that LOdown == 1 when Ndown == Ndft\n", + "if Ndown == Ndft:\n", + " result = np.all(np.isclose(LOdown, 1.0))\n", + " if not result:\n", + " plt.plot(m_sub, LOdown.real, 'r-')\n", + " plt.plot(m_sub, LOdown.imag, 'r--')\n", + " verify_result(result)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "3a039428", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PASSED\n" + ] + } + ], + "source": [ + "# x[n] --> BPF --> D --> LOdown --> y[m D, k] [HARRIS Fig 6.7]\n", + "hBpf = hPrototype * np.exp(1j * w_k * np.arange(Ncoefs))\n", + "yBpfData = signal.lfilter(hBpf, [1.0], xData)\n", + "yBpfDown = down(yBpfData, Ndown)\n", + "yBpfDownLo = yBpfDown * LOdown # = y[m D, k]\n", + "\n", + "# result is True for any Ndft, Ndown, because LOdown is in equation of yBpfDownLo\n", + "result = np.all(np.isclose(yDown, yBpfDownLo))\n", + "verify_result(result)" + ] + }, + { + "cell_type": "markdown", + "id": "589b5e1e", + "metadata": {}, + "source": [ + "## 3.3 BPF and LO at downsampled rate: D --> poly BPF --> LOdown\n", + "\n", + "Partition the BPF FIR filter H(z) in Ndown polyphases to have Hp(z^Ndown) per polyphase branch p, so that the down sampling can be done before the BPF by using the Noble identity." + ] + }, + { + "cell_type": "markdown", + "id": "6d43919d", + "metadata": {}, + "source": [ + "### 3.3.1 Maximally downsampled (= critically sampled)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "327236c2", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ndft = 16\n", + "> Log maximal_downsample_bpf():\n", + " . len(x) = 256\n", + " . Nx = 241\n", + " . Nxp = 16\n", + " . len(yc) = 16\n", + " . Ndown = 16\n", + " . k = 1\n", + "\n", + "PASSED\n" + ] + } + ], + "source": [ + "print('Ndft =', Ndft)\n", + "if Ndown == Ndft:\n", + " yMaxDownBpf = maximal_downsample_bpf(xData, Ndown, kLo, hPrototype)\n", + " yMaxDownBpfLo = yMaxDownBpf # = yMaxDownBpf * LOdown, because LOdown = 1 when Ndown == Ndft\n", + "\n", + " result = np.all(np.isclose(yDown, yMaxDownBpfLo))\n", + " if not result:\n", + " plt.plot(m_sub, yDown.real, 'g.-')\n", + " plt.plot(m_sub, yDown.imag, 'g.--')\n", + " plt.plot(m_sub, yMaxDownBpfLo.real, 'r-')\n", + " plt.plot(m_sub, yMaxDownBpfLo.imag, 'r--')\n", + " verify_result(result)" + ] + }, + { + "cell_type": "markdown", + "id": "c154ebe1", + "metadata": {}, + "source": [ + "### 3.3.2 Non-maximally downsampled (= oversampled)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "aefa8615", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "> non_maximal_downsample_bpf():\n", + " . len(x) = 256\n", + " . Nx = 241\n", + " . Nblocks = 16\n", + " . len(yc) = 16\n", + " . Ndown = 16\n", + " . Ndft = 16\n", + " . k = 1\n", + "\n", + "PASSED\n" + ] + }, + { + "data": { + "text/plain": [ + "[<matplotlib.lines.Line2D at 0x7fe4ddd08850>]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "yDownBpf = non_maximal_downsample_bpf(xData, Ndown, kLo, Ndft, hPrototype)\n", + "yDownBpfLo = yDownBpf # = yDownBpf * LOdown * LOshift, because LOdown = 1 when Ndown == Ndft\n", + " # and LOshift phase shifts compensate for time shift due to Ndown < Ndft\n", + "\n", + "result = np.all(np.isclose(yDown, yDownBpfLo))\n", + "verify_result(result)\n", + "\n", + "plt.plot(m_sub, yDown.real, 'g.-')\n", + "plt.plot(m_sub, yDown.imag, 'g.--')\n", + "plt.plot(m_sub, yDownBpfLo.real, 'r-')\n", + "plt.plot(m_sub, yDownBpfLo.imag, 'r--')" + ] + }, + { + "cell_type": "markdown", + "id": "06e66708", + "metadata": {}, + "source": [] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "f814c9b9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "wgSub = 1.0, SNR_WG_dB = 100.0 dB, Nsim = 16 [Tsub]\n", + "binPhase = 30.001, diffPhase = 0.001, phaseMargin = 1.000 [deg], snrPhase_dB = 57.9 dB\n", + "PASSED\n" + ] + } + ], + "source": [ + "# Verify subband bin phase\n", + "print('wgSub = %.1f, SNR_WG_dB = %.1f dB, Nsim = %d [Tsub]' % (wgSub, SNR_WG_dB, Nsim))\n", + "if wgSubIsInt and not wgModulation: \n", + " # The phaseMargin >> c_atol, because it depends on the stop band attenuation of the\n", + " # hPrototype LPF. This is because the LO downconverts the positive frequency band\n", + " # of the WG cos() wave, so the negative frequency band will appear in the stop band.\n", + " if SNR_WG_dB < 100: \n", + " # Determine some appropriate phase margin dependent on SNR.\n", + " phaseMargin = 360 / 10**(SNR_WG_dB / 20)\n", + " else:\n", + " # Use fixed approriate phase margin for carrier only, so with no AWGN.\n", + " phaseMargin = 1 # 0.01\n", + " # Only check phase margin when it can be averaged over at least Ntaps number of subband periods\n", + " if Nsim >= 2 * Ntaps:\n", + " binPhase = np.mean(np.angle(yDownBpfLo[Ntaps:], deg=True))\n", + " diffPhase = np.abs(wgPhase - binPhase)\n", + " snrPhase_dB = pow_db(1 / diffPhase)\n", + " print('binPhase = %.3f, diffPhase = %.3f, phaseMargin = %.3f [deg], snrPhase_dB = %.1f dB' %\n", + " (binPhase, diffPhase, phaseMargin, snrPhase_dB))\n", + " result = np.isclose(wgPhase, binPhase, atol=phaseMargin)\n", + " verify_result(result)\n", + " else:\n", + " print('No snrPhase_dB estimate feasible.')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "dd7a9503", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "wgAmpl = 1.000, binAmpl = 0.499999, amplMargin = 0.010\n", + "PASSED\n" + ] + } + ], + "source": [ + "# Verify subband bin amplitude\n", + "amplMargin = wgAmpl * 0.01\n", + "if wgSubIsInt and Nsim >= 2 * Ntaps and not wgModulation:\n", + " # Only when it can be averaged over at least Ntaps number of subband periods\n", + " binAmpl = np.mean(np.abs(yDownBpfLo[Ntaps:]))\n", + " print('wgAmpl = %.3f, binAmpl = %f, amplMargin = %.3f' % (wgAmpl, binAmpl, amplMargin))\n", + " result = np.isclose(wgAmpl / nofSsb, binAmpl, atol=amplMargin)\n", + " verify_result(result)" + ] + }, + { + "cell_type": "markdown", + "id": "830631a1", + "metadata": {}, + "source": [ + "# 4 Single channel upconverter" + ] + }, + { + "cell_type": "markdown", + "id": "ec976ece", + "metadata": {}, + "source": [ + "# 4.1 Full rate: U --> LPF --> LOp\n", + "\n", + "Upsample baseband, then LPF at baseband [HARRIS Fig 7.9] and upconvert to bin kLo. Make real bandpass signal by adding bin -kLo." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "3cf6aa74", + "metadata": {}, + "outputs": [], + "source": [ + "# Up mixer local oscillator (LO) for channel k\n", + "LOp = 1 / LO # p = positive sign in LOp = np.exp(+1j * w_k * n_s)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "03da0b30", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "groupDelay = 112.0 samples\n" + ] + } + ], + "source": [ + "# Group delay of single channel downconverter and upconverter in series\n", + "groupDelay = (Ncoefs - Ndft) / 2 + (Ncoefs - Ndft) / 2 # for LPF down and LPF up\n", + "print('groupDelay = ' + str(groupDelay) + ' samples')\n", + "intGroupDelay = int(groupDelay)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "a5c60be5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "0.989816226637721\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# yDown ycUp ycUpLpf\n", + "# y[mD, k] --> U ------> LPF --------> LOp --> ycUpLpfLo\n", + "ycUp = up(yDown, Nup) # insert Nup - 1 zeros\n", + "ycUpLpf = Nup * signal.lfilter(hPrototype, [1.0], ycUp) # interpolate by Nup\n", + "ycUpLpfLo = ycUpLpf * LOp # upconvert to positive bin kLo\n", + "yrUpLpfLo = ycUpLpfLo.real * nofSsb # = ycUpLpfLo + np.conj(ycUpLpfLo), add negative bin -kLo\n", + "\n", + "# Plot original real xData recovered yrUpLpfLo\n", + "# TODO: Why is the intGroupDelay only correct for integer wgSub ???\n", + "plt.plot(xData[0:len(yrUpLpfLo) - intGroupDelay], 'r.-')\n", + "plt.plot(yrUpLpfLo[intGroupDelay:], 'b.-')\n", + "plt.xlim([100, 150])\n", + "\n", + "if not wgModulation:\n", + " yrAmpl = np.sqrt(np.mean(np.abs(yrUpLpfLo[Ncoefs:]**2)) * nofSsb)\n", + " print(yrAmpl)" + ] + }, + { + "cell_type": "markdown", + "id": "18e8463e", + "metadata": {}, + "source": [ + "# 4.2 LOp at downsampled rate: LOpDown --> U --> BPF\n", + "\n", + "Use LOp at downsampled rate. Do upconversion by U from baseband to kLo at sampled rate. Use BPF centered at kLo (is LPF shifted by +kLo) at sample rate.\n", + "\n", + "If Nup = Ndft, then U w_k = U 2pi * k / Ndft is multiple of 2pi, so then LOpDown = 1." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "7049249e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PASSED\n" + ] + } + ], + "source": [ + "# LOpDown --> U --> LOp\n", + "#\n", + "# LOpD = exp(-j * U w_k * m)\n", + "# = exp(-j * 2 pi U / Ndft * k * m)\n", + "LOpDown = down(LOp, Nup)\n", + "\n", + "U_w_k = Nup * w_k\n", + "LOpD = np.exp(1j * U_w_k * m_i)\n", + "\n", + "# Verify that LOp rotates with w_k and LOpDown with U * w_k rad/s\n", + "result = np.all(np.isclose(LOpDown, LOpD))\n", + "if not result:\n", + " plt.plot(m_sub, LOpDown.real, 'r-')\n", + " plt.plot(m_sub, LOpDown.imag, 'r--')\n", + " plt.plot(m_sub, LOpD.real, 'g-')\n", + " plt.plot(m_sub, LOpD.imag, 'g--')\n", + "verify_result(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "64cc34f3", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PASSED\n" + ] + } + ], + "source": [ + "# Verify that LOpDown == 1 when Nup == Ndft\n", + "if Nup == Ndft:\n", + " result = np.all(np.isclose(LOpDown, 1.0))\n", + " if not result:\n", + " plt.plot(m_sub, LOpDown.real, 'r-')\n", + " plt.plot(m_sub, LOpDown.imag, 'r--')\n", + " verify_result(result)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "71a91beb", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "PASSED\n" + ] + } + ], + "source": [ + "# ycDownLo ycLoUp \n", + "# y[mD, k] --> LOpDown ---------> U -------> BPF --> ycLoUpBpf\n", + "ycDownLo = yDown * LOpDown # upconvert to positive bin kLo\n", + "ycLoUp = Nup * up(ycDownLo, Nup) # insert Nup - 1 zeros\n", + "ycLoUpBpf = signal.lfilter(hBpf, [1.0], ycLoUp) # interpolate by Nup with BPF at kLo\n", + "yrLoUpBpf = ycLoUpBpf.real * nofSsb # = ycLoUpBpf + np.conj(ycLoUpBpf), add negative bin -kLo\n", + "\n", + "# result is True for any Ndft, Ndown, because LOdown is in equation of yBpfDownLo\n", + "result = np.all(np.isclose(yrUpLpfLo, yrLoUpBpf))\n", + "if not result:\n", + " plt.plot(yrUpLpfLo, 'r')\n", + " plt.plot(yrLoUpBpf, 'b')\n", + " #plt.xlim([0, 850])\n", + "verify_result(result)" + ] + }, + { + "cell_type": "markdown", + "id": "2830cdc7", + "metadata": {}, + "source": [ + "# 4.3 BPF and LOp at downsampled rate: LOpDown --> poly BPF --> U\n", + "\n", + "Partition the BPF FIR filter H(z) in Nup polyphases to have Hp(z^Nup) per polyphase branch p, so that the upsampling can be done after the BPF by using the Noble identity." + ] + }, + { + "cell_type": "markdown", + "id": "28fced9c", + "metadata": {}, + "source": [ + "# 4.3.1 Maximally upsampled (= critically sampled)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "a3aae48a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ndft = 16\n", + "> Log maximal_upsample_bpf():\n", + " . len(xBase) = 16\n", + " . Nx = 16\n", + " . Nxp = 16\n", + " . len(yc) = 256\n", + " . Nup = 16\n", + " . k = 1\n", + "\n", + "PASSED\n" + ] + } + ], + "source": [ + "print('Ndft =', Ndft)\n", + "if Nup == Ndft:\n", + " # ycDownLo = yDown * LOdown = yDown, because LOdown = 1 when Ndown == Ndft\n", + " ycLoBpfMaxUp = maximal_upsample_bpf(yDown, Nup, kLo, hPrototype)\n", + " yrLoBpfMaxUp = ycLoBpfMaxUp.real * nofSsb # add negative bin -kLo to make real\n", + "\n", + " result = np.all(np.isclose(ycDownLo, yDown))\n", + " result = result and np.all(np.isclose(yrUpLpfLo, yrLoBpfMaxUp))\n", + " if not result:\n", + " plt.plot(n_sub, yrUpLpfLo, 'g.-')\n", + " plt.plot(n_sub, yrLoBpfMaxUp, 'r-')\n", + " verify_result(result)" + ] + }, + { + "cell_type": "markdown", + "id": "825df86e", + "metadata": {}, + "source": [ + "# 4.3.2 Nonmaximally upsampled (= oversampled)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "3c2c8ec5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "> non_maximal_upsample_bpf():\n", + " . len(xBase) = 16\n", + " . Nblocks = 16\n", + " . len(yc) = 256\n", + " . Nup = 16\n", + " . Ndft = 16\n", + " . k = 1\n", + "\n", + "PASSED\n" + ] + } + ], + "source": [ + "ycLoBpfUp = non_maximal_upsample_bpf(yDown, Nup, kLo, Ndft, hPrototype)\n", + "yrLoBpfUp = ycLoBpfUp.real * nofSsb # add negative bin -kLo to make real\n", + "\n", + "result = np.all(np.isclose(yrUpLpfLo, yrLoBpfUp))\n", + "if not result:\n", + " plt.plot(n_sub, yrUpLpfLo, 'g.-')\n", + " plt.plot(n_sub, yrLoBpfUp, 'r.-')\n", + " plt.xlim([6, 12])\n", + "verify_result(result)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2492045", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.10" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/applications/lofar2/model/pfb_os/narrowband_noise_generator.ipynb b/applications/lofar2/model/pfb_os/narrowband_noise_generator.ipynb index 6919bbd3ca6a37a91540f9bcb64b495244057503..ddca071d5a7da60850b408b61d7f6d221da3567e 100644 --- a/applications/lofar2/model/pfb_os/narrowband_noise_generator.ipynb +++ b/applications/lofar2/model/pfb_os/narrowband_noise_generator.ipynb @@ -20,7 +20,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 19, "id": "02689e50", "metadata": {}, "outputs": [], @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 20, "id": "acea4f0a", "metadata": {}, "outputs": [ @@ -66,7 +66,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 21, "id": "55e0fe37", "metadata": {}, "outputs": [], @@ -81,7 +81,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 22, "id": "d668de64", "metadata": {}, "outputs": [], @@ -112,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 23, "id": "0a69b385", "metadata": {}, "outputs": [ @@ -120,31 +120,31 @@ "name": "stdout", "output_type": "stream", "text": [ - "hInterpolated.imag ~= 0\n", - "> design_fir_low_pass_filter()\n", - ". Method = firls\n", - ". Q = 16.000000\n", - ". fsub = fpass * 2 = 0.000879\n", - ". fpass = 0.000439\n", - ". fstop = 0.000615\n", - ". fNyquist = 0.500000\n", - ". fs = 1.000000\n", - ". Ncoefs = 16383\n", - ". DC sum = 1.000000\n", - ". Symmetrical coefs = True\n", + "> design_fir_low_pass_filter():\n", + ". Method = firls\n", + ". Q = 16.000000\n", + ". fpass = 0.000439\n", + ". fstop = 0.000615\n", + ". lpBW = 0.001055\n", + ". transistionBW = 0.000176\n", + ". fNyquist = 0.500000\n", + ". fs = 1.000000\n", + ". Ncoefs = 16383\n", + ". DC sum = 1.000000\n", + ". Symmetrical coefs = True\n", "\n", - "hInterpolated.imag ~= 0\n", - "> design_fir_low_pass_filter()\n", - ". Method = firls\n", - ". Q = 16.000000\n", - ". fsub = fpass * 2 = 0.000977\n", - ". fpass = 0.000488\n", - ". fstop = 0.000684\n", - ". fNyquist = 0.500000\n", - ". fs = 1.000000\n", - ". Ncoefs = 16383\n", - ". DC sum = 1.000000\n", - ". Symmetrical coefs = True\n", + "> design_fir_low_pass_filter():\n", + ". Method = firls\n", + ". Q = 16.000000\n", + ". fpass = 0.000488\n", + ". fstop = 0.000684\n", + ". lpBW = 0.001172\n", + ". transistionBW = 0.000195\n", + ". fNyquist = 0.500000\n", + ". fs = 1.000000\n", + ". Ncoefs = 16383\n", + ". DC sum = 1.000000\n", + ". Symmetrical coefs = True\n", "\n" ] } @@ -166,7 +166,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 24, "id": "ca83f348", "metadata": {}, "outputs": [ @@ -182,7 +182,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] @@ -206,7 +206,8 @@ "plot_power_spectrum(f, HF, 'r', fs, fLim, dbLim)\n", "if hpFactorUp != hpFactorDown:\n", " h, f, HF = dtft(hUp)\n", - " plot_power_spectrum(f, HF, 'g', fs, fLim, dbLim)" + " plot_power_spectrum(f, HF, 'g', fs, fLim, dbLim)\n", + " plt.legend(['down', 'up'])" ] }, { @@ -219,7 +220,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 25, "id": "663cb6b8", "metadata": {}, "outputs": [], @@ -231,7 +232,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "id": "92697d15", "metadata": {}, "outputs": [], @@ -245,7 +246,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 27, "id": "a0e9e5a3", "metadata": {}, "outputs": [], @@ -257,7 +258,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 28, "id": "5194ed5d", "metadata": {}, "outputs": [], @@ -276,17 +277,17 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 29, "id": "4dadb51c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.0488098184107166" + "1.0664313653908306" ] }, - "execution_count": 14, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -300,13 +301,13 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 30, "id": "e08b5ba2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] @@ -335,7 +336,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 31, "id": "aea6db55", "metadata": {}, "outputs": [ @@ -343,17 +344,17 @@ "name": "stdout", "output_type": "stream", "text": [ - "> downsample():\n", - ". len(x) = 102400\n", - ". Ndown = 512\n", - ". Nx = 101889\n", - ". Nxp = 200\n", - ". len(y) = 200\n", + "> Log downsample():\n", + " . len(x) = 102400\n", + " . Ndown = 512\n", + " . Nx = 101889\n", + " . Nxp = 200\n", + " . len(y) = 200\n", "\n", - "> upsample():\n", - ". Nup = 512\n", - ". Nx = 200\n", - ". len(y) = 102400\n", + "> Log upsample():\n", + " . Nup = 512\n", + " . Nx = 200\n", + " . len(y) = 102400\n", "\n", "Ros = 2\n", "groupDelay = 8191.0 samples\n" @@ -384,13 +385,13 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 32, "id": "602307e2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] @@ -420,7 +421,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 33, "id": "fad0846f", "metadata": {}, "outputs": [], @@ -435,7 +436,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 34, "id": "d47d6227", "metadata": {}, "outputs": [], @@ -448,7 +449,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 35, "id": "a5d6e3e8", "metadata": {}, "outputs": [ @@ -456,10 +457,10 @@ "name": "stdout", "output_type": "stream", "text": [ - "> upsample():\n", - ". Nup = 512\n", - ". Nx = 200\n", - ". len(y) = 102400\n", + "> Log upsample():\n", + " . Nup = 512\n", + " . Nx = 200\n", + " . len(y) = 102400\n", "\n" ] } @@ -479,13 +480,13 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 36, "id": "c3fcf194", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] @@ -495,7 +496,7 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] diff --git a/applications/lofar2/model/pfb_os/pfb_reconstruction.ipynb b/applications/lofar2/model/pfb_os/pfb_reconstruction.ipynb index 49ed0b2585370eaf9c21d67da34d660ee3bb2857..8fbe59367c8c8f7e38722280600a54ad3bab9b3c 100644 --- a/applications/lofar2/model/pfb_os/pfb_reconstruction.ipynb +++ b/applications/lofar2/model/pfb_os/pfb_reconstruction.ipynb @@ -87,7 +87,11 @@ "# Filterbank\n", "Ntaps = 8 #8 # number of taps per poly phase FIR filter\n", "Ndft = 16 #16 DFT size\n", - "Ncoefs = Ndft * Ntaps # number of coefficients in prototype LPF" + "Ncoefs = Ndft * Ntaps # number of coefficients in prototype LPF\n", + "\n", + "# Select FFT or IFFT, end result is the same, but subband frequencies differ in sign \n", + "analysisFFT = True # analysis FFT --> synthesis IFFT as in LOFAR\n", + "# analysisFFT = False # analysis IFFT --> synthesis FFT as in [HARRIS 6, 7]" ] }, { @@ -148,7 +152,7 @@ "id": "a949b9ff", "metadata": {}, "source": [ - "# Waveform generator (WG)" + "# 1 Waveform generator (WG)" ] }, { @@ -204,7 +208,7 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAF4CAYAAACIIod3AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAADW9ElEQVR4nOxdd5gURfp+N7FLBskoWcyKYsB0ImD20PMMGM+c9X4qd+oZznDnKecZOFcJh0QBCZJBVslZ0sKCZFhYl4WFhc1smpn+/dH0THV1VXdVT/ck+n2efXamp7q6+usKb7/fV1VJiqIo8ODBg4c4wf79+9GlSxc8+uijGD16dPB4586dg7/HOpYsWYI+ffrgvffew/vvvx/t4mD06NF4/PHHMWrUKDz22GPRLo4HDwmB5GgXwIMHD+5i//79SEpKMvw1bNgQF110ET744ANUVFREu5gePHjwkFBIjXYBPHjwEBl069YNDz/8MABAURQcPXoUP/74I95//33Mnz8fK1asQEpKSpRL6SEauOuuu3DllVeiXbt20S6KBw8JA49gefBwiuDMM880uKNqampw1VVXYc2aNVi6dCn69u0bncJ5iCqaNm2Kpk2bRrsYHjwkFDwXoQcPpzDS09PRp08fAEBRUZHut86dO6Nz584oKSnBSy+9hA4dOiA1NVUX9zR79mz06dMHTZs2Rf369dGjRw98/vnn8Pl8hmuNHDkSd955Jzp37oyMjAycdtppuPnmm7F48WJm2fx+PwYNGoQzzzwTGRkZOPPMM/Hxxx8jEAiY3lNJSQmeffZZtG3bFhkZGbjkkkswceJEQ7qCggK89957uPLKK9G6dWukp6ejc+fOeOGFF3DkyBFD+sceewxJSUnIzc3Ff//7X5xzzjlIT09Hp06d8MEHHzDLVVVVhTfffBMdOnRARkYGLrjgAvzvf/8zLT8L119/PZKSklBXV4f3338fnTt3Rnp6Os466yx88803zHMqKyvx3nvv4Zxzzgna+/bbb8fKlSsNaUePHo2kpCTdswWAjRs34p577kHHjh2Rnp6OVq1a4fLLL8dHH31kyOPIkSN49dVXceaZZyI9PR0tW7bE3Xffja1bt0rfrwcPiQBPwfLg4RRGbW0tlixZgqSkJFx88cWG32tqatC3b19UVFTgjjvuQGpqKtq0aQMA+PzzzzFw4ECcdtppePDBB9GwYUPMmjULAwcOxPLlyzFt2jQkJSUF83rxxRfRo0cP3HDDDWjVqhUOHjyIGTNm4IYbbsC0adNw55136q79zDPPYOTIkejSpQtefPFFVFdX4/PPP8eqVatM7+eGG25ARUUFHnnkEVRWVmLy5Ml48MEHUVRUhJdffjmYdtmyZfjss8/Qr18/9OrVC2lpacjOzsaQIUOQlZWFjRs3MlWdv/71r1i6dCl+//vf4+abb8aMGTPw/vvvo7a2Vkc8AoEA7rjjDixYsAAXXnghHnzwQRw7dgyvvvpqkNTK4oEHHsDatWtx6623IiUlBZMnT8aLL76ItLQ0PP3008F01dXV6Nu3L9auXYuePXvilVdeQWFhISZNmoSsrCxMnDgR9957r+m1Nm3ahKuvvhopKSm488470alTJ5SUlGDbtm0YPnw43n777WDavXv34vrrr0d+fj5uuukm/OEPf8CRI0fwww8/ICsrCwsXLkSvXr1s3bMHD3ELxYMHDwmN3NxcBYDSrVs35b333lPee+895e9//7vywgsvKN26dVMyMjKUTz/91HBep06dFADKzTffrJw4cUL32549e5TU1FSldevWSl5eXvB4dXW1cu211yoAlLFjx+rO2bdvn+EaBQUFSvv27ZXu3bvrji9evFgBoPTo0UOpqKgIHs/Pz1datmypAFAeffRRZnmvu+46paamJnj8t99+U1q2bKmkp6cr+fn5weOFhYVKeXm5oUxjxoxRACj//Oc/dccfffRRBYDSpUsXpaCgIHj86NGjSrNmzZTGjRvrrjtq1CgFgHLLLbcoPp8veDwnJ0epV6+eAkB57733DNdnoXfv3goApVevXkppaWnw+I4dO5TU1FTl7LPP1qX/4IMPFADKQw89pAQCgeDxjRs3KvXq1VOaNWumlJWVGco6atSo4LHXXntNAaDMmDHDUJ6ioiLd96uvvlpJSUlR5s+frzu+c+dOpXHjxsqFF14odJ8ePCQSPILlwUOCQyNYvL/f//73SnZ2tuE8jbBs3rzZ8NuHH36oAFAGDRpk+G3lypUKAKVv375C5Xv55ZcVAMr+/fuDxx5//HEFgPLDDz8Y0v/jH/8wJVgrVqzgnvOf//zHsjyBQEBp0qSJcv311+uOawRr5MiRhnO033JycoLH+vTpowBQNmzYYEj/5JNP2iJYixYt4v5GEqauXbsqaWlpym+//WZI//TTTxsIsBnBysrKMi3bxo0bFQDKE088wfxdy2fLli1Wt+nBQ0LBi8Hy4OEUwc033wxFfamCoigoKirCzJkzsXXrVlxzzTX45ZdfDOdkZGTgwgsvNBzPzs4GoMYG0bjqqquQkZGBTZs26Y7v27cPTz/9NLp164aMjIzgchFfffUVADUmSsPmzZsBAL/73e8M+bOOaUhNTcVVV13FPUcrt4Zp06bh5ptvRqtWrZCamoqkpCQkJyejrKxMVx4Sl156qeHYGWecAUCN/yLvoWHDhujZs6fUPZhB5NplZWXYt28fzjzzzOBvJDT3JP18aNx3331ITk7GXXfdhSeeeAITJ07EwYMHDenWrFkDACgsLMT7779v+NuxYwcABP978HCqwIvB8uDhFEWLFi1wxx13oEGDBrjxxhvxzjvv4Oeff9alad26tS6OSkNZWRkABOOxSCQlJaFNmza6wXjPnj244oorUFZWhj59+qB///5o0qQJkpOTsWTJEixduhQ1NTXB9KWlpUhOTkbLli0N+bOuqaFly5ZITja+N2rnlJaWBo999tln+Mtf/oJWrVrhpptuwhlnnIH69esDAL788ktdeUg0adLEcCw1Ve1K/X6/7h46dOjAzMPsHswgcm2zZwMguBSDlo6HXr16YcmSJfjXv/6FCRMmYNSoUQCAyy+/HIMGDQoStePHjwMA5s6di7lz53Lzq6ysNL2eBw+JBo9gefBwikMLPl63bp3hNxa5AkIDfWFhITp16qT7TVEUFBYW6sjAF198geLiYowbNy64FpeG5557DkuXLtUda9q0KQKBAIqKitCqVSvdb4WFhdx7KSoqQiAQMJAs7RwtaN3n8+Ef//gH2rVrh02bNqF169a68v/73//mXkMUTZs2xdGjR5m/md1DuCCfDQuHDx/WpTPD7373O/z444+oqqrCL7/8gtmzZ+Obb77B7bffjq1bt6Jr167BfL766iu89NJLDt2FBw/xD89F6MHDKY7i4mIAsFz+gMQll1wCQN3yhcYvv/yC6upq3azEvXv3AoBhpqCiKMxlA3r06AEAWL58ueE31jENPp8Pq1ev5p6jlbuoqAilpaW46qqrdOQKANavX4+qqiruNUTRo0cPVFZWYuPGjdzyuIEmTZqga9eu2LNnD9Olpz0z1qxRHurXr4/rr78en332Gd566y1UVVUF1U6NoLPs7sHDqQyPYHnwcIrj888/BwBcd911wuc8+OCDSE1Nxeeff66LVaqtrcUbb7wBALo97TSVa8WKFbp8PvnkE+Y6SY888ggA4MMPP9S5lg4ePIjBgweblu2tt95CbW1t8Ht+fj4GDx6M9PR03H///QBU12f9+vWxceNGnDhxIpi2uLhYt5RDONDu4e2339a5Drds2YJx48Y5cg0eHn30UdTV1eFvf/sbFGK72ZycHIwePRpNmzbFH/7wB9M8Vq9ejerqasNxTRnLyMgAAFxxxRXo1asXJk6ciEmTJhnSBwIBg0LpwcOpAM9F6MHDKYI9e/boVnI/fvw4Vq5ciY0bN6J58+YYNGiQcF7dunXDoEGDMHDgQFx00UW477770LBhQ8yePRs7d+7EnXfeqXMFPvfccxg1ahTuvvtu3HfffWjRogXWrFmDjRs34vbbbzfE7vTp0ye4+fCFF16Iu+66CzU1NZg0aRKuvPJKzJkzh1mudu3aobKyEhdddBH69+8fXAfr2LFj+O9//4vTTz8dAJCcnIwXXngBn332GXr06IH+/fujrKwMP/74Izp16oT27dtLWJaNRx99FBMmTMD8+fNxySWX4NZbb8Xx48cxceJE3HTTTdx7cAKvv/465s6di3HjxmH79u3o168fjhw5gkmTJsHn8+F///sfGjdubJrHoEGDsHjxYlx33XXo0qULMjIysHHjRixcuBBdu3bFXXfdFUw7ceJE9OnTB/fffz++/PJL9OzZE/Xr10deXh5Wr16No0ePMsmaBw8JjSjOYPTgwUMEwFumIT09XenWrZvy/PPPKwcOHDCc16lTJ6VTp06mec+cOVPp3bu30rhxYyU9PV258MILlc8++0ypq6szpF28eLFyzTXXKI0bN1aaNWum3HbbbcqGDRuU9957TwGgLF68WJfe5/MpH3/8sdK1a1elXr16SteuXZV//etfyp49e7jLNHTq1Ek5fvy48swzzyht2rRR0tPTlR49eigTJkwwlKe2tlb56KOPlO7duyvp6elKx44dlYEDByrl5eXMe9eWYsjNzTXkxbuHyspK5fXXX1dOP/10JT09XTnvvPOU4cOHB9f5kl2mgQVeuSoqKpR3331XOeuss4JrX916663K8uXLDXmwlmmYP3++8qc//Uk5++yzlcaNGyuNGjVSzjvvPOWtt95Sjh49asjj+PHjyjvvvKNccMEFSv369ZVGjRop3bt3Vx588EFl2rRpQvfpwUMiIUlRCP3YgwcPHjx48ODBQ9jwYrA8ePDgwYMHDx4chkewPHjw4MGDBw8eHIZHsDx48ODBgwcPHhyGR7A8ePDgwYMHDx4chkewPHjw4MGDBw8eHIZHsDx48ODBgwcPHhzGKbHQaFFREbKystC5c+fgZq4ePHjw4MGDBw9u4ZQgWFlZWYYNZj148ODBgwcPHtzCKUGwOnfuDAD47rvvcO6557p2naNHj6JVq1au5Z+I8GwmD89m9uDZTR6ezeTh2UweiWqzU4JgaW7Bc889Fz179nTtOlOnTsXNN9/sWv6JCM9m8vBsZg+e3eTh2Uwens3kkag284LcHUSXLl2iXYS4g2czeXg2swfPbvLwbCYPz2bySFSbeQTLQXi7xcvDs5k8PJvZg2c3eXg2k4dnM3kkqs08guUgSkpKol2EuINnM3l4NrMHz27y8GwmD89m8khUm3kEy0G4GUCfqPBsJg/PZvbg2U0ens3k4dlMHolqM49gOYhFixZFuwhxB89m8vBsZg+e3eTh2Uwens3kkag2S1IURYl2IdzGxo0bcemll2LDhg2uziKsqqryFjKVhGczeXg2swfPbvLwbCYPz2bySFSbeQqWg/j222+jXYS4g2czeXg2swfPbvLwbCYPz2bySFSbeQqWBw8ePHjw4MGDw/AULAeRmZkZ7SLEHTybycOzmT14dpOHZzN5eDaTR6LazFOwHMSxY8fQokUL1/JPRHg2k4dnM3vw7CYPGZstWwasXw+8+iqQlORywWIYXj2TR6LazFOwHERWVla0ixB38GwmD89m9uDZTR4yNuvdGxg4EJg1y8UCxQG8eiaPRLWZR7AcxEUXXRTtIsQdPJvJw7OZPXh2k4cdm+3e7UJB4ghePZNHotrMI1gO4ujRo9EuQtzBs5k8PJvZg2c3eXg2k4dnM3kkqs08guUg/H5/tIsQd/BsJg/PZvbg2U0ens3k4dlMHolqM49gOYgzzjgj2kWIO3g2k4dnM3vw7CYPOzZL/GlT5vDqmTwS1WYewXIQ69ati3YR4g6ezeTh2cwePLvJw7OZPDybySNRbeYRLAfRv3//aBch7uDZTB6ezezBs5s87NjsVFewvHomj0S1mUewHMR3330X7SLEHTybycOzmT14dpOHZzN5eDaTR6LazFto1IMHDx48hA1tcdFPPgHeeCO6ZfHgIRbgKVgOIlGX+3cTns3k4dnMHjy7ycOzmTw8m8kjUW3mKVgOory8HI0bN3Yt/0SEZzN5eDazB89u8pCxmaZgffwx8OabLhYqxuHVM3kkqs08BctB/PDDD9EuQtzBs5k8PJvZg2c3eXg2k4dnM3kkqs08guUgrrnmmmgXIe7g2Uwens3sIdHtVlcHLFkCVFc7l2ei28wNeDaTR6LazCNYDmLfvn3RLkLcYd++fTh0CHj0UeCXX6JdmviAV8/sIdHt9sYbQJ8+wJ/+5FyeiW4zN+DZTB6JajOPYDmI+vXrR7sIcYf69evjySeBsWOBK6+MdmniA149s4dEt9sXX6j/p0xxLk87Nkv8qF5zJHo9cwOJajOPYDmIZs2aRbsIcYdmzZphx45olyK+4NUze/DsJg/PZvLwbCaPRLWZR7AcxA6PKUhjx44dp/wbryy8emYPnt3kYcdmp3p79uqZPBLVZh7BchC9e/eOdhHiDp7N5OHZzB48u8nDjs1OdYLl1TN5JKrNPILlIKY4GfxwimDKlCmnfIcsC6+e2YNnN3l4NpOHZzN5JKrNvIVGPUQdnToBeXnq58SvjR48uANtoU8gOu1Iu/4//wm8/Xbkr+/BQ6zBU7AcRKIu9+8mPJvJw7OZPXh2k4dnM3l4NpNHotos5hWsdevWYcyYMVi8eDH279+PFi1a4Morr8Q///lPnHXWWUJ5RErBqqmpQXp6umv5JyJqamrQvXs6fvtN/R7btTE24NUze0h0u7mhYMnYTLv+P/4BvPOOM9ePRyR6PXMDiWqzmFewBg0ahB9++AH9+vXD4MGD8cwzz2DZsmXo2bMntm7dGu3i6TB69OhoFyHuMHr0aI9UScKrZ/bg2U0ens3k4dlMHolqs9RoF8AKr732GiZMmIB69eoFjw0YMAAXXnghPvnkE3z33XdRLJ0et9xyS7SLEHe45ZZb8M9/RrsU8YVI1DNFATZuBM46C0iUPVi99ikPOzY71V+YvHomj0S1WcwrWFdffbWOXAFA9+7dcf7552P79u1RKhUbmzdvjnYRDKiqUvcoi1Vs3rz5lO+QZRGJejZrFnDZZcAll7h+qYjBDbu99hrw+OOJSypisU+LdXg2k0ei2izmCRYLiqKgsLAQLVu2ZP5eU1ODsrKy4F9FRUVEytW6deuIXEcUVVVAo0ZAt27RLgkfrVu3TtjByS1Eop5NnKj+37vX9UtFDE7bLRBQt6cZPTqx7ETCjs1O9fYca+NAPCBRbRaXBGv8+PE4ePAgBgwYwPz9448/RtOmTYN/2iJmhw4dwrBhw1BTUxOctZCZmYnCwkJMnjwZOTk5WLZsGbKysrB7926MHj0a5eXlurQlJSUYN24cduzYgQULFmDx4sXYunUrJkyYgMrKSl3aqqoqjBgxAvv27cPcuXOxcuVKbNiwAVOnTkVBQYEurd/vx5AhQ3Dw4EFMnz4d69evx5o1azB79mzk5uZi+PDhhnIfPXoU33//PXJycrB06VJkZWVh586dGDNmDMrLy/Huu5MRCAC//QaUlZVh7Nix2LlzJ3766ScsXrwYW7ZswcSJE1FUVKTLt7q6GiNGjEBubi7mzJmDVatWYf369Zg2bRoKCgrw9ddfIxAIIDMzE4FAAF9//TUKCgowbdo0rF+/HqtWrcKcOXOQm5uLESNGoLq6Wpd/UVERJk6ciC1btiAnJwc1NdXBZ1dWVqZLW15ejjFjxmDnzp3IysrC0qVLkZOTg++//x5Hjx7Vpa2pqcHw4cORm5uL2bNnY82aNVi/fj2mT5+OgwcPYsiQIfD7/bpzCgoKMHXqVGzYsAErV67E3LlzsW/fPowYMQJVVVW6tMeOHcOECROwdetWLF68GAsWLMCOHTswbtw4lJSUGMo9evRo7N69G1lZWVi2bBlycnIwefJkFBYWGso9bNgwHDhwALNmzcKaNWuwbt06zJgxA/n5+Rg6dCh8Pl/wnJkzZ+LQoUOYOnUqsrOzsWLFCsybNw979+7FyJEjDfXw+PHjmDBhArZt24ZFixZh4cKF2LZtG8aPH4/i4mJd2oqKCowaNQplZeXBZ7Jp0yZMmTLFUO66ujoMGzYMeXl5mDlzJtauXYu1a9di5syZyMvLw7Bhw1BXV2doa1OmTMGmTZuwfPlyzJ8/H7t378aoUaNQUVGhS1tcXIzx48dj27ZtWLhwIRYtWoRt27ZhwoQJOH78uC5tZWUlRo4cib1792LevHlYsWIFsrOzMXXqVBw6dAiZmZlISUlBZmYmfD4fhg4divz8fMyYMQPr1q3DmjVrMGvWLBw4cEC4j9ixY3fQRqNHfyfURxw7dsy1PoKGSB9B5s/qIw4cOCDcR2goLy9ztI9YvHgxfvrpJ+zcuRNjx46N+T5Ce97R7CMyMzNd7yN2796N+fPnY/ny5WH3ETNnznS0j/juu4koLJTvI7S0TvURUOIM27dvV5o0aaJcddVVis/nY6aprq5WSktLg39Lly5VACgbNmxwtWzTp093NX9ZrFunKOr7pKIEAtEuDRvTp09X2rULldODNSJRz+65J/GeidN2q64O2WjHDvO0b76pKA884G471Mri5DOTsZl27Q8+cO768YhYGwfiAU7aLBBQlMsvV5Tu3RWlrs6xbG0h5oPcSRw+fBi33347mjZtiqlTpyIlJYWZLj09XTfls1GjRhEp32WXXRaR64gimdAnAwGAY66o4rLLLjvlXQqyiEQ9S8Rn4rTd/P7QZ3KJBBY++UT9P3AgcOmljhbDVcRanxYP8GwmDydt5vcD69apn4uLgVatHMtaGnHjIiwtLcWtt96KkpISzJ8/H+3bt492kQyYM2dOtIugA9npk4NBLCHWbBYPiITNEpFgOW03GYKlIZYnnLBgx2aJUneKioABA4CffpI7z+vT5OGkzXy+0OdAwLFsbSEuCFZ1dTX69++PXbt2Yc6cOTjvvPOiXSQmnnrqqWgXQQdSwYpVgvXUU08lTIccKWj1rLYW+PFHwI05HNHumNyA0+1TlGCR9VuUiMUK7NgsUdrzwIHA5MnAzTfLnRdr40A8wEmbeQRLAn6/HwMGDMDq1asxZcoUXHXVVdEuEhdDhw6NdhF0IAkWWeliCbFms3iAZrN33gFuuw245x7nr5EogyQJp+sa2XmbESfRdCwcPAh07gx89JHceU7hVGqf8+cDP/wQ+n7ggL18ZGz2889A//5Afr69ayUKnKxnpEocbYIV81vlvPLKKxg8eDD69++P++67z/D7ww8/bJnHqbrZ89atwIUXqp+Li4FmzaJaHC7atAGOHFE/x3ZtjC00awaUlqqfnbbbnXeqa2G5kXei4OhRQJtdvmcPfzmU2lpACwlduxa4/HLxazz3HDBsmPrZ6jnEymbPf/878MEHkb9+OCBjVAsL1efauzewbJl6zC17aja74w7g5EQ6D2GCbJd5eUCHDtErS8wrWJs2bQIAzJ49G4888ojhL5YQaxtWxoOLMDMz0xvAJaHVM2r9XUeRiM/E6fZJtikze9mJ1dIQbeVZ1GbxXl/I8h8/bjwmAzv17NAhe9dKFDjZNj0XoQSWLFkCRVG4f7GEu+++O9pF0IHszKPdUfMQazaLB2g2c3Nv1BhrWo7A6bpGEiezjjwcghXt5yBqs2gPZOGCtLP22a7t7dSztDR710oUONk2ybEu2u0n5glWPGHlypXRLoIOZKcXqwrWypUro94I4g1aPXNTwYr3AZMFp9tnJBSsaEPUZvHehlkEyy7s1LNTnWA52TY9BStB0S3G9qQhO4pYVbC6desW951zpKHVM89FKAen2yfZebulYEUbojZzkqBEA6wy270PO/XMzbYcKRQV2T/XybbpEawERWVlZbSLoEM8KFixZrN4gGYzj2DJwem6FgkXYbQJmajN4r2+kM9Puxe7g7OdehbvCtZ336kLev7rX/bOd7JtxtIsQo9gOYiysrJoF0GHeCBYZWVlcd85RxpaPUvEGKxHHwVuv92djtHp9mmHYMVbXRe1WSIpWOGW3049i3eC9fTT6v+337Z3vpNt01OwEhRnn312tIugQzy4CM8+++y47JCjCa2eJVoMlqIAY8cC8+YBmzc7n7/T7dMOwYp2hy8LUZvFext2MsjdTj1LjatN64xo2za88+3YrLYW+N3vgDff1B/3CFaCYunSpdEugg7xoGDFms3iAZrNEk3BIq9ZXOx8/k7XNTsxWPFGRERtlogKlt37sFPP4l3BCpdg2bHZzJnAihXAoEH64x7BSlAMGDAg2kXQgewgYpVgDRgwIK465CFDor+IolbPSAXLaYUy2gRLW0DVSTjdPu3MIpTt8KMdgyVqs3hqwyw4SbDs1LN4D3Jv1y702Y7d7NiM1+d5BCtBMWrUqGgXQQeycsWqi3DUqFFx1Tm/8ALw/vvArl3RK4NWz8hO+cQJZ68RbYLlRjij0+3zVHARitos3u6LhpMEy049i3cFq02b0Gc76rMdm/Hcqh7BSlC89NJL0S6CDvHgIow1m4kimvMZNJuRHYzTBCsaHRN5TTcULM1ugQCQkxN+mzgVCJZo+0xEF6Fd2LFZvBMssi86eFD+fDvjgLa1EaC3pTeLMEERa1vlxEOQu7dVjjy0ekYO3E6vdpGICpZmt3feAXr0AF59Nbz8RImTaKxWLMLOVjlffKES2HiCk+tgidqMJALxTrDItmCHYNkZO0mCVVsb+uwpWAmKBx98MNpF0CEeFKwHH3wwbggWWc5oxsZo9YzsSBKBYJH1VZZgVVYC//d/gFmsrGa3jz9Wv3/1lWQBKdgJco+3GCzRPo2sL1VVKoGNJ7Cei902IGqz6urQ53iPwSLtp+3lKAM7YydJsEhbegQrQTF//vxoF0GHeAhyjzWbmYG1GGE0oNmM7EgSLQZL1kU4aBDw3/8C11/PT+N0XTsVXISiNouXlyQenIzBErVZTU3oc7wv0xBuHbfTNpMJ9kLa0iNYCYqLL7442kXQwe0g92XLgClTwsvj4osvjpvOORbKeeJEqJ4lmoIl6yLMzwf++EdgyRJg3z7r9OG0z8pKlcTt3h06ZjWL0O8HvvwSWLcudCzaHb4sRG0WC20jHDhJsERtRpKCeEe4BMtO2ySv6SlYpwAOHz4c7SLo4LaC1bs3cN99+kFHFrFmMzNEu7FmZwMNGwJvvNEUgD6G41QMcn/qKWD6dKBPH/MYll27gDPPBEaOtO9ve+MNdUHD884LHbMaVEaNUuO8tFWueenMEG0XoWj7dJNgZWcDx465lz/gLMEStRlJsKLdt4QLsi3YGWvsjAMkkfIUrFMASoy9xkUqBis/3/65iqLEzdtvtBvrP/6h/p8z53QAia1giRCs/ftDn81iWF54Adi7F/jss3Ntl02L7eJ13qy6QSpXdLoVK4AtW+TKEJ1nInZRt9rGmjVAz55A+/bu5K/BSYIlajNSdYl23xIuwlWw7IydPILlzSJMULQjV1uLAcTDOljt2rWLG4IVa+Ukn2lVlbN5R5tgibgIyfRmBMsJVwzrBcVqUCFnNpHpDh1St/i46CK5MkRjsBDt09yqL1lZ6n+WLZ2Ek8s0iNoskRSscF/m7YydZP9n5SLcuxc45xzg22/lyxYOPILlILKzs6NdBB2sXITTpwPr10euPCxEymZr16ounnCUnmh3gnTH76YUHu1ZhOXl1ulFCZYTbjaWfe0SrN9+C32XsXM0JqqIts9Ye/mQBVl+7VnavSdRmyUSwQpXwbIzDsi4CF98Edi5Uw0riCTifO5CbOG2226LdhF0MFOwtADhrl1Vdh8OwhnAbrvttoh0zr16qf8bNAD+/nd7efCmckcrToZ8pk7bMFqbPdu9vlkMFv18kpLk7eUkwSLLWlMDZGTwr0uW3eeL/HR+0T7NI1ghiNqMJAWxOstbFOHGYNkZO2UIltMhFKLwFCwHMX78+GgXQQczBUsLGi0pCT/vcDB+/PiIds65ufbPpQfRZ59VZedINd5EV7Bk3TSiClYy1cvZIcQs+1ot28EjWGRZSdeGFaIxCIv2aW7Vl0jVQ1Y8ndW1/X5gzx7jcVGbeQpWCHbGThkXYbReADyC5SBibdsXM7+41vnbbdhOdQiRttlpp9k/l26kw4erM9SmTg2vTHZBBnMmgoIlu86YXRchTbhE4KSCxVsg0QrRIFh2tn2JR9hRsB56COjeHRg5Un/8pZdewjffAB06qG4pHhI1yN1OPbUzDsgoWB7BSgDEwlY5w4cD772nfjbbKkcbnKNNsCKxVQ7Z4Fu0sJ8P754j5SL0FCw+SIJFn0sTqkgRLFZwfSDAX7/HCtEgWGZ9WmFh+DPuYgV23NOTJqn/tZ0BNGRmZuLFF9UwjOef55/vKVgh2Bk7eQoWaxahR7ASAI899pju++bNwI03sqdru4WBA4EPP1RnKsWDgvXYY4+5XvnJNXSaN7efD09hIRUJHr79NvxFWc0IltM2tJtfZSUwZIi9pTvCUbDIuCZaOaIJlcjzMiubBrsKlgzBivZ+onSfpuHbb4G2bVXb9url3iy/SA2M4SzTQNcv0mZm69MlEsEKd79NXj0zA0mkzBSsF18EVq+WL5MT8AiWg5hCjaB9+gALFoQCrCMBbbp+ba05wQpXwXLqbZq2mRs4ejT0ORy1iaewWCki+fnq7JX77rN/bfqaQGwqWG++qa47dfnl4V1TpH7xCBatHMWai1CGYIXregkXvPZJenTWrlVX049nhBPkTtcv0mYkCaCRSAQr3HpqZxwQdRF+8418eZyCR7AcxLXXXqv7Xlys/o+kPKlV7kDA/O3XSQUrHNJy7bXXum6fI0dCn8MZpOwqWOREAifv1U2CZTe/efPU/3YW6Jd104gSLCeC3Fn1xk6Qu6LEF8Gi+zQNZrM24xHhECy6fpE2M1P2EpVg2bkXXj0zg0yQe7TgESwHsTfc9Q7CBN3hu6lgOVVx9+7dG/cES0YRCcdukXQR2oUddUhDOG4GkjTRg1qkFaxZs9SteTZvZudjl2BFw0XI69PozYnDee5miIaLMFwFi7RZohOspUvVHSZIpc5OH2tn7IyHrXK8dbAcRMOGDaN6fbrDd1rBysxU44hmz3bubToSNiNdhLz7rawEfv97oH9/4LXX2Gl4LiwrBYvsgP1+ezFALMSii9ApF6ysgkV+jraL8M47zfOJJwWL1z4jRbAiBScJFmkzMxdhLBEBu7j+euMxO/diZxyIB4IV580ittC4ceOoXp9WNJxWsF5+GVi2DPj8c+dchI0bN45okDtvkBo+XI0jGTiQnw9v4VarwYW0j5MKViwu0xCLBCtaswh5+cgQLLKeRYNg8fq0RCNYdtbB0kDfO2kzMwUrXLdarMJOPbUzdsrMIowW4rxZxBZ2794d1evTDdatWYQlJfIzvniIhM1EBimRxULJeyYbcaRchDQSTcEyq68y50aKYNlxacabgsVrn3QMllOqbLQQzi4CdJ0nbWamYCUqwbJzL3bGAREFK9or5HsuQgdx3XXXRfX6ZGVSFLF1sLS0MgNjXZ1zncN1113nuoIlMnCLDLpkOck3UycIlojrkFZsYnGrnEgoWBs3AjNn6qfAx5KL0CofN2Kw3GpDvD6NVrDiHU66CEmbeQqWGOyMnSJB7tGIWyThKVgOIhJLDpjBjoKlpZWBz2f99j5jBjBxonVeU6ZMcZ1giQzcIsSAp2DJxmDR2LJFXZ/ro4/M8zG7j2gpWHS6SBCsSy9V13orKmKfGw0Xoai93FKw3BqgeX0aTbCirRSECydnEZI2i2eCVVEBPPlkaGawKOzci1vLNLi1PpsoPILlIKK9VY6ZgiVDsBQF+O9/1RkiLFgRrEAAuOsu4MEH1QVPzRAJmzmlYJH5kPaTIViszue114DycuCdd8zzMVMko0GwBg4EOnbUx7g55SKUvZ9TQcEyIzFuERxe+6QJlltKQTzOIiRtJhrkHosENTNT3Qbo9tvlzoulrXLM7B8JeATLQUR7qxyzIHczFyE9OMyeDfzf/7FniGjnmg0u5G+kysBCJLbKEVnAUoQYuOUitONuoZ9nNFZy//xzdRFVstqTdjx0CLj6amDsWPlryhIssxgsskyKkpgEi/WS5AR4fRodgxWLBEEGTipYpM3iOQbLqu/mwc69OLlVjqdgJSieffbZqF7fbJkGGQVr40bz61gpWOS1rCp4JGzGUrDy8/XbJ8i6CMn7khnMWJ2P6KKN5HXojjuaC43yZpT+7W+qjR991PzcigpjPuEoWGZb5QQC9lS2WAhyN1OJ6PbNemk67TT1vwx47TNSCla4mDtXnf1s1Q85GeQu2qfFOsFq2TL0Web52rkXO+MAj0iRfaNHsCxQUVGB9957D7fccgtOO+00JCUlYfTo0dEuFhMj6W3VIwzaRSiyTANgbBClpdbXEVWwrCTaSNiMRTQ7dFDVlexs9Xs4LkKrDsVKQbOzKnYsKFgskHYsK7NO37cv0Lgx8NtvxiB+mTKIugjr6uwpWKznFssKFv39zTfVnSXuuAP497/Fygrw26dsDFYgILextVP4/e9VhXXoUPN04exFSBMs0T4t1glW06ahz+RizVYQUTPpNHbGAZ4r0HMRSqCoqAgffvghtm/fjh49ekS7OKa49dZbXb/Gzp3q7u3aWz8JsyB33kKjWloSVgSrrs46BotMC6gxRqzKHgmbmZV15Ur1fzhB7lYdsdXbsaiLMNZisFhpSTuKEBktzu/7743XlLknUYLl8yWmi9BKwTrzzNDnN96wbuMaeO1T1kV4/fVAo0ah7cMijYMHzX9n9RGiz5SuT6J9WqwTLLKPKSgQP8/qXj79VFVTc3JCx+yMA2Qf7BEsm2jXrh0OHTqEAwcO4NNPP412cUyRrckhLuKcc4C33gLeftv4Gx2DZaachKNg0S5COm/aRVhcDDRpApx9tjGvSNjM7Rgsqw7FypXkhIIVi+tgyayNlJQU3sxI0XWw7BIslj3sziIkyxopBatTJ/132kY8ZGdnG5YEAeRdhMuXq+WfO1fsuhqcUmatnnk4LsLkZCAvD/j739U9OEX7tFgnWGQfJ0OwrMj266+r6vaf/xw6ZmccCEfB2rRJVc/XrJG+rBRinmClp6ejbdu20S6GENq1axexa61aZTwWKQXL5zPvHGhX2ooV6ufcXGNekbCZGRnUOlZZF6GMguUUwTJTsKK5DlY4ChYvn3DKYEaw6uqcWxQznmKwzNz4ZmjXrh0GDADattVvWm43BitasVp2CJZMkPuNN6p78t1zj3ifFusEi2xHTipYGshnYmccECFYvBis668HFi/mT+RyCjFPsOygpqYGZWVlwb8Klj/NaTz0EM567TVrLVrDjh3Ac88BBw6Ipff7gb/8BXdihmkSDYoCdFr/AwbhdSQhIKZg7dsHPPccmhSar6obchEq+Bf+hvbLJ3HLUVtLqUNz5gCvvire0+bnq3b69Vex9ADwwQfAmDHBr2YKlqIA+Pln9J72Z6TDfLTT7NQahej3w/O4GNm64zwoCvA6BuEZDGMObEwX4bJlwEsvqb5Vxn3Q5qtXWQy88ALwyy/mhSExeLD6xymzAWvWqNcw8fOQz7q+vwJf4SX8Dsssi5KUpF7zGQzD6xgEQKyjvhjZ+AbPo355KEiEJli6F42Karxz5M+4AT9bZ65hzBj8HR8YDvMGyPPwK4bgOZyOfMM5TILl86lrdTAi0LkK1qRJ6iyCkw/KimC1OL4bQ/AcumAf83cN27cDd98NbM4OAK+/juYLF2LKFHUpjqlTQ+lYBOtOzMCn+AuSwWdvunIeOKC27R07uOlJKAEFePddYPx4ofQAcDPm4wu8gjTFPNpZq+9tcQi9Rj2n919Z4E+/fYRrd30LIBRyYIrFi4GXX0ZydWilXNO6XlQEPP88sH69cJnw2WfA11+Lp1+5EnjxRd3btSnBKi0FXnwRV8N4w3RdLC1V10Ss+fxrtVwnYfkCtn69et+c6YwGgnXiBPDyy7jgyKLgcR7B0m5TVMm1DSWOsG7dOgWAMmrUKNN07733ngLA8Ddnzhxl6NChSnV1tfLVV18piqIoX331lXL48GFl0qRJyubNm5WlS5cq8+fPV3bt2qWMGjVKKSsr06UtLi5Wxo4dq2zfvl35+eeflUWLFilbtmxRqhs1UhRA+e7tt4NpQ446RZkzZ46yYsUKZf369cqUKVMUX/Pm6g8XX6x89dVXis/nU7755hslPz9fmTZtmrJu3Tpl9erVyqxZs5R9+/YpC558MpgZoCgdOx5Wjhw5okycOFHZvHmzsmTJEuWbb1YGr7doUUUw/R2YoTz6aI0yZswYZceOHUpWVpZyyy0FwbTbtxep99i9u6IASkHqGcHfZs+eraxcufKk7dVj3bv/pmzc6FduRFbwGgcPHlR++OEHZd26dcqsWWuDaZ99doEybVpN8Lv2Yc3TTys5OTnKv/71L52dSktLdfb2XXGFogCKPyNDmT9/vrJkyRLl559/VT744CflyJEjurTV1dXKD2+9Fcxs9erVyrp165Rbb90TzP+FF/y6Z/PhhyXB9K/jEwVQlJ079yr/+9//lBMnTujyX7y4WAEUZSb6657Fq68uUoqLi3Vpy8rKlFGjRim7du1SxnwwNZh+8JezlcOHD+vSPvOML1ieGTNmKqtXrw6mL3vuOWXIkCFKXV2dctZZecF0S5cW6uy2uPMfg18qKip0+R87dkwZP3688uuvvyoLFy5UFixYoGz/5Zdg+mH//ncwbXl5uTJy5EilTZvaYN7Z2dnK5MmTQxd7/HGdDV96qUSZMWOG8ssvvyjnnFMRPD6u3ROhc4i2NnnyZCU7O1tZtmxZ8Of77vtFWbUyVGc7Y5/y22/Hle+++0759ddflQULFigLFy5Ufv31V919ax92nPP74LFHHtmhLF++XNm4caMyZcoUpX//E8HfFtx4j+7ZTZ8+XVm7dq2yevVqZebMmcr+/fsNfYSWvifWn7S92kc888yxYL733LM0eI+VqK8ogLICV+vKCijKe+9VKA899HPw++23+5Rlf/pTMAHZRxw8eFDp0CH0nKdPD/UR2sFtX3yhzJo1S1m9+oDuOiUlalm0PuJo/dNVO+EsBVCUzz6bYujbSktLlebN1ed3X72pOjsBinL//YuCaW+7zae73jPP7A9+uR8TFEBR/H6/8uabE5QLLwwQ/cFGZd26dcrKlSuVki5dFAVQqho1UqqqqnRlOXr0qDJhwgTlqadC95879rvgNei2Nnr0aGXHjh3BPmLz5s3KxIkTg+nn3vLfYB8xbNgwZd++fSftpvYRn322UAEU5Wf0C55zxhmh+5syZYqyfv16ZcWKFcqcOXOUvXv3KoCinINtBju9/vrrOtts375dGTt2bKiPOPnDDxe+HUzTo0eRsnTpUmXz5s3KpEmTdH3Ezp49g+fs379fmTlT7SPWrl2rTJ8+Xfntt9+CfcRXX32lKIcPh64xYYKyceNGZfny5crcuXOVPXv2KN9++62hj9DSH3vggWAf8dRTR4Pl69MnW9dHbOvTx3Df2t+VV/4aTFtbW6ucd16eko6qYII2OKQAinLddSeUoUOHKrW1tcqLL75o6CO09AXXXafs2rVLGTlypFJeXh4s97nn7g9e89xzTyh7H3nEUKbf/W6zoXx79uzRfZ8yZYpSUFCgs0ddXZ0yZMgQ5bfffhPqI3g8AqZMJcYgSrCqq6uV0tLS4N/SpUsVAMqGDRvcK1zr1urTyskJHtINBDRMf2Tg3//WVZ7LLjMm2bAhlOXq1aFrPIOhyuOP69M+/HAo7eHDxjKxiqYdu+Ya9VoPYyzzHg4eDB0eO1ZR5s41DojK++8riqIoBw4cMDdFvXqGH3X3SOOnnwzpX3ghdOi55/R5fPll6Ms3eE4BFCUtTVHWr+fbdz866uw0cyajHAS2fp8TTL9ru8/w+5//HCpPdbWi1NSEylTa7w/BdH37htLlhLJUAEXJa3eFXH06ciSU/sgRw8/t2zOyC/Wguq9vvRVKctlloeMbOtxhWSbt588+U5TsdXXBAxcgRyktNT+HrE/FzTsHj518xwni7rtD6Uvvf0b37AIBAVudTH8DftLdyl//StUjKv0JZBg6908+UZQRI0Lfb7pJUZS//51rpx49Qj/98APDCGPHKoqiKHl5+uscP843GqAo+/aZ2/Y5fGPoC775JpTuD3/QX+/DD0Mnv4b/BG/l5Dtb8C8zk10mHoj3JcU3ZRo3/VdfqWbk3dDKq//CvYaiKMrGjWrSIpwWPOf0082LByjKlVhlsJNln3byhxVdHg6m6d3bpHDnnSfXtvftC6WvrBQ7R0t/ww3BQ6++Gjp8kv+EQHRGdB3/05+MWTdEeTBBZ+xTAEW55ZZQmgMHDvDLdMEFzCLfcAOV5MEHDWV6+mnFUD4y64YNxcxjFwnpIkxPT0eTJk2Cf40aNXL/ologTRSXNObtTZcExZWtcpLALhPtAmEGkJ8s4I8//ih3cQJLlvDzJSGykjsQup+6OnXtHLN8RI6HEoTKpNQaoy5Jd0t1NTBqVOh7aQlxLnFrhhgsiyIYQGbGsJnFz9y05LOWWW4qKQmGiFS7cSl0fKLOlUfdSzixL3ZiaBRFf56Vi8KpIHer9DRYbZs8h44bJOsjeS7tTQ6newzQD4/Ayy+r2yft2sX+nddXaWDVcYEuV5dvElQD/fjjj0JxlQpxAUdjsMw6ColzyTGiuBi46CLVK20F1r2kMNzGZCyknXFAJNbKah0scikKN5CQBCsq0EbJKK64J7o2FWA+i5AFus2anUPPkjKboffEE09YX5wDy0Ddk4Umy84LchcBL61VHjqCV2OsH2RHU1Wlzkii8371VTV0Q0PY1cwiQps8ZJdgSTEsAEqd/qakBh2iDEuW6LdoMmsXlnY0KYSMjchzZGYfOrVMg1V6EZB5iq6DRd9fGOM99y2CLBe5ATgJq1nCdgkWiVSoN/fEE0+gXj3rfMjjrgW5h9FRkOR/wgR1z9RPPrE+j7kUDcz7PTvjgMhsQatlGjyCFS9wm2AxeoiDB/nqjE6BQJLULEIW6Bl0fr+aLwtCCtbJg8OGDbO+OAfMTp2xs7LobC/yflidol0FK6AQ+dYZ6wdtL/3ArT67L7/Un2OoZrISlsWW8+T9L1okPtjoFCwJgpWUZCyH3UFHUYC1a9n5KJIEy18rFrBtdxahFdFxS8Gyui6rbYsqWNq5iiJPaIk5HcbrK+wKRQ6i3MDpZPPKyLKXSJ0n7aSRiGHDhukIFm+QV4j7iRkFi2i0dgPAmRN5CIKVfFLpI5+V2TiQn6/O0KQhQrCsFKwmTcx/DxcewXIKGsGK0Mpm69cDZ5wB3Htv6JibChY9XdwpBSuczZ4t38JPtkA7CpYMwbLsiIkE8gQL2LPHmCU5ZR6w4SKUIFg33gjMmMHPiusiDEPBSoIit0wD9Z10TYkoWN9/ry7AST/LAXfzBygnCJYMEQpnmQZWOWRhpmCxyhYIGO1p1mbfeUcd8HhrZenyIgpDXptHsCKpYL300ks6AsojKgG3FCzRSmMBu9vMWClYmruQVLDMxoHiEnWNMRp2CRb5XN0mWDa2mY08MjMzUVJSgoKTc0Vnz56N/Hx1CvTLL7+Mpm7rfCKIkotw2rTQZ/LSvXvrB51wFSxLgqUowV5MSME6CXWTT3ski9VZ5+cDZ5AFhXgMFgmZDtdymQZ/KAGLYJHPpqqKch0o7Bnjt91GX0SfX1KSxXpPEgQLUFfXuMskOw1hxWAR5UhGIKxBR5Rgab898ID6//rrAXJR6ax5sUOwgp+JkwIB9S3ZaQWLBTJPum6JEiyz7vGjj9T/L78M3H47MGuWumuFBoXu0E7KRCIKllVdlCVTLGgkIjMzE2lpoT6tulrdDspwTRv9khAs2rYo3FKwtM/ks8rMzLR82SaGGAD2XYRVVaHPblOHuCBY//nPf3CAWC9q2rRpmHaSWTz88MOnNMEioa/YZPBl+EHuNMHy+6nAUb8/aAOhhRRP9mj33nuvLqCcbkSiZdLwxBMKfiILCggrWFaBsLYVLKKVB2rNCRZLwZJYkgcA0K0b0KyZulox15a8lfm0cloooLwgeKdchKnwhTXocAmWxYBP77nGih0J5uXAQqO2CBZx8JdfgKseNd9NwSpfUZjFnJH5ae2IXuwYEOseNfJ2553U9f3UWwSDYPFeKpKTnAlyDwSA48dDGyFr7i4gVFfuvfdeDBoUOodLVNwKcrdo26JwS8HSPpPP6l7SFWNSnvT00He7Chap/jdoYHnZsBAXLsL9+/dDURTmX+fOnaNdPBUxMIuQ7OToWRuuuwhJEkH8VlVlnv+yZfpFKGXeJFmDhI4knSyTHQWLBbsxWKRqxZpFaOYiREDBMut1OnGCeCvLy1NJmWm5LHon+jmIKiQ6BYEiWJWVwNix6qKVLJC2SUOdKwqWVQwWrYCkIVQmmoDb3SonbIJFPK/Dh43pRPKVmUWoLRzq96vu6kmTrAm4dg07Qe48kqTLi7ABL09deodchPffD7RqBWzcqH4niYNWV5YtW6Y7l/eS6VqQezib8RGFclLBItsR+VkDPQ6wQNuRtxchL40GkmA5oVyaIS4UrLhABBWsJASgMLgxWbHpN2/XXYTEBWjCYEZqunfvrvsuU+FZpibfKOuqfDh22Lwjk4nBsjuLkCyoiIuQJqgrBBaxLyuTLJeki9BMIRFZpkFRgIEDgWHDgF69jHuAsRSsSLgI6VunVTdW7IhIvjw4EoNFFFq7z3BdhB99pA83SE5CUARPhQ+1SEEgAGjNlX7z99cZL6itNkRCpHvkufkMLsKTIAdR2rYaV3MiBktRgClT1M8TJqj/WcpM9+7ddfbn3bNrMVhRdhGKKljkc6PHARaqq/UuPZpH7tsHdKXOYSlYZN/g2uzNk4gLBSsuEMFZhKw1RehLkxVaQVLYChZdmQ2zCIkEdJB76NrGkbicmjYkU+GtGvJd/X1o1w7YvDn0u6mry6VZhFYdHk1IyWsfOpxk+y1LWMESIFhmAzi3fET1CARU5QNg7+bDIljXXAPs38/J21Bg9Z828JNvqWYuQitFkzUwMPN1ahYhZUxmWgbBCneZhnfeCakyAJBEzLrT7ttsOQSdSnvywTuuYJEPj8iIzJOnVidZMCwrgqUo+r1UzztP/c+qH+Xl5UKquWuzCMMhWISd7LoIRWOwyPzpcYCFqiq1f9RiqMhb8/uB1YyNm1n3QL6MegQrXhDBWYS8uBCnFSzGigcA1DebQIBymQgoWCxiWFlZqfserouQvO9fc9TPZgRLBlYxWHV1nMdPkk+LGCyWgmUX4RAsMxdQ0TG+gkWqD3RAasOG+jwNz5oiWAcPAk8+ySk/BS2r005T//PeUq1chGYKlhsEy3AedcCKYJUUh+KdTLIxwKodkM+RRbBosJRZVgyWSPvjEqw6dp3lvSzqFj+1oWCRCAT0qqsWEcKqH5WVlUIKVkRchDGsYJFjED0OsFBRATRvrrZxn0/s1lj9MXnMbRehR7CcQgRdhLIEKwmKoSKJKFi84HCNYOkIkwDBYpW7W7du3GtagWVqswFRK5vIKuWyyzQEAkCXLurSGYZV1sm3ewsXIR2D5Q+j43XSRUiWafduYMMGdra6gYwKh5MlWABjk1kLNG+u/pdxEXIXSgW7PmnpXQlyp56FFcEqK/Yb0omUx+p3kuSIECweSXdUwZIkWCy3JQ8iCha5J7V2HVb96Natm+nEmmAeMU6weAqWzOK4Glh2IgkcPQ6wkJ+v9o/V1Wr7Frk11j3wFE834BEspxDDBCsFftuzCLXGRBMsn48KVhRwEerKfTLjFStW6K5HnjtlijnBsAqmZNnJ8FZN9BakIie7TENpqbrw65EjocDjYL4+81k9pkHuYcA0H4uZRlYuwp072Wl5SgFLwdK7cMAkWPRbtFXnzlKw+IRGCc6I1ZWDAGtg0NLbVbBMiRn1ym0Vg3WinE1+wlWwUpONs+PM8iSVWXIWoaMEq5ZdZ2lXUfB4NVEmi1mErHuj3eCs67D6mxUrVggpWCTDisVZhNz1u2yQdysFix4HWKioIPJLtU+wZMNjwoFHsJyCxCxCW9vvET0VaxYGoO9c6IavVaTDh4HXXtNvJSJLsACVCOgIDFFreQoWq9z33KOfnqtdr7YWuO8+ucUVAfasHvoc8n6T/OIdkJmCRQ4KhjLrgtyNZTJzEVotHZGRwf/NzVmEPJmdJCh0TDJNsHT3Se1FqD07euaQVYfYooX6X4RgpcBvcDXQBIs1+0nLw5VZhFTlYZIHhp3CjcGiUS+Jf99MEGXSJpo4TbB4dZarYFUTM0AdcBGyiDGrv7n33nv5MVgK+yUunmYRWj1D1r2w2hFJfkSWaSAJVnKyfRcheZ7nIowXSChYX31lI3/G271JEsMbg1bpH34Y+OIL/Xmmb6aMwQRgECyOgrV6NfDgg4xyn6zZo0aNYV5PxP8vKkXT55DlSw6wbRlOkLshkJ4kWIwYLDL9iRNyjd5sH3M3ZxHyBjUdwaLe4kmCpblVeWXiKVhWxEBTsGpqQvFrvCB3ba0tM4LFqk+sNhFWkDtpbEkXIa2qiZbH6vd6ydbX0IEokxY6wIrBCmsWIcdFSLt8fD41kJm17ycPIi5CK4KlfR49ejSfYBE/xHoMFs9FaJWlnSD30aNHW5aHjIMPBMzjU7WNtz0XYaJAgmDZqvMCBIvnIiQJ1urVxvPMBuKBA4GrrjLOGqqt5RMsXkesS3+yQM8//yKzLCI2coJg8RQs2WUazFwCSZwOT5vNQv5cUQHdyu9WYK0QrcGtIHf6FJ6LjSQzdbWKjmCdOGHPRcgd5E9ei7SH9sbLWwcrFT5LBcuMYDkWg2VSeUQIFoushq1gMQiWWZskyQ8Zq2ZF1FkQUrBMYrAuuUSdzn/oN/KFzvyaVu2dJoussAdyqxzuIyVftmKQYB05CmRnq5+dVLCsCJbIlmmkgnXkiHo+b8cK1lIQGjwFKx5hMouQ7rRtzWRziGCxpHKzxv3f/6qzZ6ZO1R+vqRFTsEiw0mdmfqNLQ87Is4IdgkV3lCTBCmeZBhMRgtnh/fCDOgi8/77+57Iy6G5MK5OmzNAwU7DCIVgyLkIeQdEpWDV+3f5sxcViChbtIrSMHUoNeeu1AYKnNGkEy6yuuRGDZTiP8yxogsKKwdJUOKddhGlJxvs2bZOMZ8dyEYq063CD3LduVT8vmE/a0nwkdVLByszM5Ae5k/2kxTINtgd/WYJFXGhzThJ69lQ/R1LBUrdMMwdJsLTlW9q1Y6/GzrqGBi8GKx5homDRpCbSCha5KrYswdJAV9TaWn6Qu5CCdbKWDxjwALMsPBtZzc6xCnI3U7DC2SqH6xKAPshdGySee079/sEH+vRlZWDefKtW7GubKVimHXSYQe48BYv3Vu6vrtNdsqSE4VoUcH1x1xQi8tG202ARLHItpTTUGRQs+j7ddhEaCBYnllH3nbKTti4dfR2rcpghHIJFxmw5GoNFFOD773y44QZVCeXVRTLwPtlnzuzsKlis/uahhx4SVLD4Qe6LFwNt2+oXfxWGbJA7ozIoCl/BoutaMrX8jh0F66GHHrIsJkmwtJ3zOnaE7sVNAyvOS4PnIoxHmAS5R4pgWcVgTZigr6QaRCoZncZMwRIiWCfT//hjli6NlYJlRmToa8jGYPHsSpeNVSbTWUO6IHf1M2/T0rIydlyYtvcZDRbBSiKCjLmQVbB8+sx4p+ve8kn1pdqn6+yKi8VchDSslJekpFDgv6Z+6WaDEe5XlouQzj/iBMukHfEULJ/PhSB3hovQjoIle11ALAYrc7APCxcCw4fzFQkyPR0KMGMGcMEFoX0+rdQiXhgAq37MmzeP308JughvuUV1g919t3m5mJBVsBhpjh3j24RObrY+HCsNi2A9+OBhvPuueTFlCJbnIkw0xHgMVlUVwHtJEBkc6IpoFoMl4yK86KKLmdfh2YgZk8K5Bo9g6QZ2Pzu97DpYZHpDo2Z0eLxFXFkKVlKSnIuQDDLmQjIGizY2VzUgBzhykKnxmSpYAP9Z8K5LQrO/lYLFcq+ZmUI0Bku0o1YU+wRLG5DoeCc7ClakXIQmybgQicHSrlFezif4ZgTrrruAX38FBgw4mVbSRajZglU/LrnkEiGClUQkMotx5BaKB4u27fMBEycCv/3GT2O2/pwVwZJVsH77DZg//1z8858E6WLcJxnkziJYrI23rcrvKVjxAopg8Va3BmzGYDGmZtMwW6bBbKFcOwqWgWCZuDZYZdLsVFCgXzRKu44TCpbIMg0pAbZLUTYGi9X5atB17gxXhUHB8us3GG7WjP2WBrAVLDLImAuOW0o7z0B+qHLzvBA8BctfY1SwDARFso6zwFKw9AOc/nlbKVis6eVOxmD5/eAakzVzF4BhU2x3XITG+zYjWEk+Yztyk2BpZVIUEwWLsBNvMos20cQqBoqnUrP6m0OHDvFjMsnlLBT+S2kqb5dgkcHDpG0DwDffqDO7g9v/1en7GyA8gmUVutH5dL37jkwf7CMYmVgRLKuXaw1eDFY8giJYhvgSAtFQsOhZgCScdhHKKFh0FXTbRWgW5G7HRZiEAPftNggLBYsmWHSZGjfmDzosBctsgAuWsYr/lsu8T2qA4pESnjroq9YrWEVFwJAh1DUl63gSyNFU/ZecLKdg0UHusewiDBIshoJF9ylW5Xn5ZWDbNv7vogpWsF4KKlhhBbkzrsFbABTQx2AlcZZjCebtoIKVlJQkpGClEGWibSU0k5IHCwVr/nz1fzDGipGGXCfRqgiyClbTBnoFi3x5DBIsRplIgnX8uPq/RYvwCJbbLkIeT/YgC2oWId05fv89cPbZ6hTiRCBYYS/TcDJ9q1ZtdGkqK4H//Afo3Nm6HCw7ysZgsaaXA+IKljpNvp4uvSGwUvdGaSRYZi7CVPiQns7vcOvVY5eJV14Ngz7y4R1W+cB+fjTBElGwkolzaBfh668biYYI2eXVcTLI3VTBsiAnsUywtAHRCRfhkSNAz57GWZoa0ixiZoK/pZ68NuPZsdqQyAbCvBgs+tlp1xCJwUq2WFCYOdAqCkBsXC1KsNq2bSsU5G5LwXKAYBnqBlmmky8tR49aZE9kIkuwGtTzBfMJBPR9oRnBIjdp1uptero8wRLdxcQJeATLKVAKFlk/amuBB05OlqPfuIQRRpB7GupMF+60S7BEtsohwXIp5uRsBXB28PA//gGMHMkvh1kMlqLIzyJkuR20vGjwOo5AoJ65i5CxVY6MglWvHp9gabMLyRmQpPuEh6LD/JlGrPsky5SMgBDBIlWDQE2drmNjEgJJgsVyI8rEYGntwm4MFpNgWbwSy8wipOuRmYIlS7AA88V8ZRWsJEY7YpVBhGCJzCKUJVhJfnPpjPXYkhU/tCGSF+TO6m+yszcBOC94nKugEuEJjipYFrMIyWvV1ADpjLHFjGD5/eD2m8HfT0KzK9mO6qeFPtfV6W0frJOMykYSLC1dvXpsgsULMQAiS7A8F6FToGYR8lQc1owfIYSpYJkhmrMIr7++ry7NunXmhTBzESqKvIIlYlcyfxqqgqXPs7ZWJYqPPKKeo4/BMlew6ur07jszgjVpkrqWFqDfeFtEweI9O7o8Gsh7SIFfNzjzlBydglXrM3UP0USDpyZyFSwiyN08Bsuo7MoqWFoaXbxZgP7AhoyCRROg4KzIWn2Z7BIsM7Dum/X8tPfKJMZsXKddhLz6wQ1aJgPKbShY5GxeGRfhzTffosuH6yI0UbDcdBGS12rUCMjbZ7yHI0dOfmdIMD4fTPtNKztlEASrtpZDsCxchFq6cBUsbxZhvIBSsHgk4+BBSO3yHkSMESynXIQ//DBdl4Z2ZZKLf8LnC5tg0VK/yKBOnkuXSVWwjLMI//534LvvgBUrQI3g5goWAJwoEyNYl14aysdMaWHBjGCxzqOXsyBdSzyCQp7jp5ZpoKEoehWELB+5JQbfRagaghWDZRZzZ4dgsRSs4PP3GctEghnkzhkQafed0wqWGXgKFl0PgwRLMAaLVwf8vlAD4pILjhuSp2Dp1sHiEKyCAuCf/ww9P/KZJVMxUqIEa/z4ibpr8FyEwgTLKi6ChgTB8vmA4d/wFazUVOPzsCJYWl3cvRvIyjKmyUjVEyz65ZQut/byyHIR8hSsWHERegTLKQgSrP37AcVnQ8IKcxahGdiVTM8waMJhULDq+HI3q0yanR577AldGnp/Kd3in3V1pi7CQMBaJqYVLNbsJ8CcYJHTgdNQx1SwyPvRLWZ60k5mBKuqTP+seQQrOTkUr8J63qIEqyBPbyemi9CnLxM5+PMULHKGZkBAwaKvoYEk3TyCpbpz9C5CloJFP+8TJ8w9KqKbPQfvm1RNGAvXMhUsTgF4ChY9i5CliuueoY3X9FTGfdPuHIB0EYrVP+7q4NXEs+SNSgy3lFmQO1kmsyD3d98lFFDimZH1V2QdLK1M9PZf+hjAUJ5mBEunHJH1Q0QC5LicedeqLDE+a41gJScbZzD7fGC6a+n877sPuOMOfb4AkJFcF3zGNMFiKVjaueRtsVyEomOep2DFI0xisEgcOGAtVzMRRgyWHYJFkghWGqdchCNHjtalMQvGpxUsuu9w0kVoRrDoa/DebrV8ZFyEgLiClZxsrmCZdR5kevINllUewKj88BQsnYuQVABqzRUssxgscokRLsEKhOyquQhZMVj0fVRV2XcRWhEsFsJxEVZVqWQge51RwaIvq6vjNl7TUxguPxbBCipYjGcn4yIk3eI8BWvzenb9kAlyLylRvQg0tGdCEiw6CF1Uwfr6a2J6LBxQsCwUKQMs0tN1vOiw8R40FyGLYNXUqC5/+hw6/02bwEyj9WmAmILF6sc1+3sK1qkCi1mEGg4cMK4pJIQwXIRmAX/AyUpG1TT6GqyFRp0Icr/nnvt0aWQIFq0UjR7tXJA7qx9jBWxqMVhmswh1z5tBrulrVVeIEyztTZD1vM06DzM7sQZBegAVisEiB5CaOgEFS45gkfeQQhAsUwXLr7dTOC5CZgyWhcIgE+ROE6ytW1V31v+GGgmWqYJFlSkJ1qMK+eyECFZArP6JKFg8gnXoN7kgd93suJNB7s2bA2ecwbj+yaS8xSp5MVisdvTII3/S5c2PAeSr/joFS5ZgWQS503Vl62bjsyYVLHqmcp8+wO7t/PHFahZhWpIv2EbHj9evucUKcjcjS7wYLLMxz1sHKx4h4SI0VHrJ1XldicGiymQWuAgYFay/vubDhg3GcvDy/G2/+nnWrDm6NHQHrFPSTBSsv/4VePZZ+Rgs3tIArH5MVMEiB0ZawdJIBEvB0qoQHcQsS7BkXYS0ne66i3EtStEgXbk8gpJCKVhm3IO2E+9Z8F2E6ufkZAsFi7oPmmCFPYuQHNQZRIauKzIKFq9MlgSLuqkUcBoomYajYBnSMWYRmimovJW6RVyEPDWRp6DqZhFarIPFcvmRn2UUrClTftDlHXaQu8MKloHMMe5Ba98sBYt3jgbtfslFkGmCpZG2t98Gfve7UDpRBUtDvXohAig65tH9s5vwCJZTEJxFWFQEY6UXodEmFU6rJJEkWHSQe3mxD/fdZywHL8/c3aqb6fLLe5mWTTcY+HyGGXcapkwxXiMcFyFrMOERLPrtliQftOuL5SLUiqARA9pVxlsHyykXIW2nVasY1zIJchdSsOrsuwhFZhFqgxW9TANdb5NdCnIPBIA9e4C1q6wJvqyLkFYQwiVYVv0BwFawWIRPeylg7elpqmBRBfbXmPc3ZL7k59pa/kKxuqVFLMIyrAiWzCzCq6++lpk3/YUmcCTCUrAcIFga7BAsLX+yz9K1VcJFSIMVg2VFsDwX4amAky2i7Lj6YHntoLiY8aNko+FV6GgSLG2wYqXllcnvB/buzeWWKwkBJJOBwiYuQt41aBiC3CUULFEXIR2oTy9XALAJVv367PwjrWC1bm1MbycGS/eGXiMQ5M55FmSeXILFiMGqrjYSD5aCJbuSOysGS1HUrUfuu5scSAIGdxxNsBRFv0L5sUJfcANibbDRluLglSlcgsUi4iwFywmCFSwnVSZSwWJt1USXmyRYXIJMTjgIU8GS2ex51649urzNlgkh8yefQ7QVLA0sFyHvHK1P0/LnxQSnmRCsO+4wzrx2mmB5LsI4xKGjak+zZKG+E6ZRUqLvjADonviJE5yHbjKLULsWWaGlZxFSo5/Z4nGA0UWYhjrmwMPLUzu3YcPG7MSMMqCuzjSYnMyXeT7EZxGauQjpmWW0+4AkWIoCnTKzdEEdJkxguwg1YkDnLxLkHs4sQtpO9NZOgH5/RNFZhKmKfhahlYKVxKnjYgpWaHYmqWDRdZHee9IqyF12FiHd1lgvKvQ1aitD13jt/3zo0QMoLAwRmiZNzMskS7Do580kWIrxvlmrvgcJll+s/gXLSfU3vmp9PJJlHM/JMtEKFnmrZNs29LkU1PMUpBKKeRr4ZWIpWFr6Ro30fZrO/AKz7wCqvTs8i1CkjmvgKVis/kYjTZbjkVLHJVgA0Lu3/mSzeKr0dKBvX36ZWPBmEcYh8grUnobeEJaGmYJVVgZ06KD3SdNpgOgoWHSRWQoWawFGXp6a8pOeXp9bLroMlaU+fPhh6DvrTcR9F6Fi2EbEzEUIGJWZhx4ydxE6pWDl5ACff84mi2Z2YqW3sw5WKqFg0S4gGmYxWGVl1m5w0kVIKlgGF6GDMVisIHc7BOtYofEav/0mp2CZRh1IqtOAXn00U7C0ehmughUg6ocIwSLLxH1+ZDxcwGc6mPp85s9OxkVYv35DXT4iChbAJ1iKWQVlIUouQi2dyHhkRrDo8chKwXrqKVX1Eh3zyHrsKVhxgtqASrBoNwINVcGiRu+TlWnNGnUTy1WrzDcMpisPSzmyUnJI2CVY9BsDq2Hx8tSUn7y8fG656DJ89YUPY8fqy6BB6zyt3mLMgtxFZhHSgcvafZOdN0k+FAVI5qhkGjR7OeUi1O7j4YeBgQNVkkXDzE7hECzdIEES1hPWdZC1Gjigzlp6/nn1M28WYTIU1aWcbKFgKXo7mcVg8Zb9MFOw6LYmQrCSGTPwkpJC9ciKYPl8crMIhQgW41mYKViiswhFXIQsG5H5kmUyU7Cgi8Gq4/ZL2nlmBIvuN7TrsMq0b99+XT48gmU2+46MwSInvSh1PixbBhw7xr8XlkFqaoDJk9XZgU67CLX70NodS8GiX4bMCBZ9D1YECwCuuUa/BY/oVjlRV7BKS0vhN6uZHgDoCVYgwH/RqKhgVJiTiVu2DB3avx/MNNo1SFgRLCcULJrw0S5CkmCJKliBANCjxyXcctFl2JLNLxMvPopGODFYgQC7EzZTsPx+9jXMXIQyBMssyF3DokXGc83Sy66DxXURkvastq6DvGUaAGDYMOO1WM+CVLDGjQMOH9Zfx0rBEiFYZutg0WW65gofMjNDJJdFHnjxTlpMo50YLN6gziojq71KB7kLroMVfBmhykQqnDIxWDU1Zi5CvYJlNozV1TmnYNETd0SC3AG2gpWEAFKIl7oVS33o3Ru4+GL+vbAUrMGDgQEDVO+IWwqW9oKokVGSvOgIloWClZICyk5+0AtfayDLJjrmRT0Ga/369bjlllvQoEEDtGjRAkuXLgUAFBUV4c4778SSJUvcLVUcoiagPulU+JhvziR4BIt82Hv2gJmGdb7VG4MVwXrkEWDH1vAJllUMFotg/fTTAm65rNwtbhIsnouQVSazGCy/n63MsOKc7LsIjW5LEsePG89l2enECeCrr9SXABq0y0hEwdLZkyBYDRoY8zcLcichQrC0N2kAwZmtvPswW8nd72fbaetWYN8+IxljlalVcx9efBFo2zaUzqBgMcjMN98Ar72mHiOnu9PXcIJgMd/iBZddCLoIGffAUwdYL3R+my5COshdR7BIBSvgMx1MnXQRzp49V5dPOC5CekmNX1ao5+TzhX+mQebPV7/u3GmsK9ddZU6wWH2PGcGil86g01spWPXrw5ABa2mRlBR92VhubRaiOotw1apVuPbaa7F79248/PDDCBAlaNmyJUpLSzFMe530EASpYNklWOQ5u3eDmYZ1frgKFgD8+QU5gsWKwZJxEWrpBwx4gFsmugxkA9LKpJXLaYLFeoumFQ3tHLNZhD4f++2eBTsuwqQkttuSRHGx8VyWnd55B/jzn9llI5WfZCiAErom+bx5ddB3cqXulBS2y8EsBouEjIIF6FeTBoydsFmQO02otc9PPw106yYX5K65cq1chFr68eNDv2dk6O/JSYLFU4tEY2A0BYs1uPH6Ab/fWCZyZXBZgsVVsCiC5aSL0IxgPf64fvsvOwqWZlc6TcN0676cRbDOOy90iHb1tmvlLMFi1fFwCRarDpIvUlq+Zuk1RNVF+NZbb+Hcc8/Ftm3b8K9//ctwQp8+ffDLL7+4W6o4RJUvfIIVroIVDsHSlpfgnSOjYMm4CCdOnMQtk5WCBQC5J1d5ECVYtIJgNqizAodlFSyfz9pFqMGugmVlJ1EFa8ECYzoN9DR3HXkifrJyEaalQb/GD3GeEwSLjMFigaVg8QgWT8HSQG4+q51Hp9E2TZYlWCTS060JlunKLyaDVV0du72KPAuATQS0z9rsLhpMgiUQg8W6Bh3kzl0Hy4Jg0c+avp7MMg3ffjvKkLfhRBivx1KwDAQrg/8sAgFg6lSgptJIsE4/PXTowAH9efWSyTLp3XEpKcaFX2m3pdMKVoMGECJYdB5xoWCtW7cOjz/+ONLT05HEGAVOP/10HKYDGzygsjo0i5Bu9DRYyw8A+oaYlwdmGtb5LIJlNvWWheoK82Ua6Pupq2MvV0CXg5enlv4Pf7ibWyZDwLBivI/t29X/vCUUWCDvhV5+gARNKgMBYxrWZs8kwaqrY1/DjGCR16iHOtRLU0wVLFaZSLAIlmz9SPHzr8GOwdK7LbUNrHlkUSVY1mXi1XHtO+0ipO1M37fZLEL6eZvZiRX0TH43I1gpFvednq6/J5FlGnhLA9DnsxZjZV2DB+1ZytQnv99YJnIDa56qxroGrWCRn8l2lyIQ5G7WjngKFqtMDz30iC4f3XWpfpysnyyCRZepYVroO90/ffIJcO+9QM5Go0HMiES9JP4kCHIiDet3sowawaK3L6LvIyVgvkxD/fowrbPBctML8DKWFmEhqgQrLS1N5xakcfDgQTRq1MjVQsUjKqqddRFqcTB5eeo2ML4aPjtftAhYtiw8BctKBWHFJPFchDIK1owZs22XCQB27DC/BgvkvfBmrgFGUslzEdIBnQYFSzAGi+UiBID0tEBYChYLsvWDds9aKVh0zEThwZCCxSdY5mWiZ8vxXIQlJaFj7drBkIb8XFOjD972+1X1eMoUawWLBMtlBEROwTIjWIM/4z87erNd3jV4MFOweGAqWGHEYHFdhKRbW4lcDNaECd8b8mZ90dRpDVb3DOhnytGu/7ffVv/rvBGMsYUGqWDR12S5CHl20vovwDhe6PIMxI6CFXEX4ZVXXompU6cyE1dWVmLUqFHo3bu3u6UiUFNTgzfeeAPt27dH/fr10atXL/z8888Ru74oyqucdRFqBOuGG4D//AcoP86vPI88oi7ORgY+Ok2wRNZSshOD1avXNcJlogd5IESwRF2EAEWwTAZ1loLFspOZgiXjItRUCvoaGam+qBAs8s2VXqiRPEckFqn0uDnBUhTrWLXdu8UIFjkbV2Rdq/Ly0O9+/8kV2e8Dpk8Xb0cslxEApAoQLDOSD9gjWFrd3b4d+GFy7BOsABWDZddFqFen9YN6pGKw+vbtp8uH5yJMhoJ6qaFMyfx57YhcE4tUprntwufDDz8AQ4aAC+0lgHW+iILFIlj0osI6F6EFwbIVgxXQ7/pRL4lfB6M6i/CDDz7A+vXrcfvtt+PHH38EAGzevBkjRozApZdeiqNHj+Ldd991t1QEHnvsMXz++ed46KGHMHjwYKSkpOC2227DihUrIlYGEZRWhT+LkKVgacHuis+6AyMDeqOhYGmQUbC2bdslXCYWwdJi1VgdkgjB0g/q+vgD0RgsmmCRExR8PrZCQedNToeWIVhJSc4RLJr08Wbo0OezYmB4ZapXD7ZjsM47D9i2jV0G7XtyMnDrrcBNN6nHtHakduj6lbq181mxVADwyy8OKFiwJljhKlisdbC0Z3LihHn94LkII65gkWs9SW6VI7QXYZgES0bB2rx5iyFv9hcgPcVn2GKGvA8DwSLslJUFLF+uftZiUQGgYT09wbrnHuNyJSTcJlgPPkjl6UYMFsOuPER1s+devXph3rx52LNnD/70pz8BAAYOHIhnnnkGfr8f8+bNw0UXXeRuqU5i7dq1+P777/Hxxx/j008/xTPPPINFixahU6dOeP311yNSBlGUn9ArWGYxWCIEi3yrBvSNwCmFwqxM4RAsGQWrefNWtssEhNQiGQWL50YA9K4tmSB3XkPlKVj0801N5ROs9BQ2wUpKElew6NXlaTuZTcEHzBUslouQVyZTF6EF0QCAH35gl0H7rtlEewfU1pKqX9/ottTID0mwyHvJyAifYGnfwyVY5Nu6iIKl3QfPra2htpZdd0XvmxWMbYdgKTZnEdJ9Lc/97/Q6WGZB7q1bt9XlYzajMz3Fp6sbGnjtiFT6XnkFuO461VVIEhqyv1HMBqKTSKNchGTspF0XoVae+vXV2ck6guV3RsEyI1gZqfz75k3KcQPMdbD69u2LnTt3YuPGjZg0aRImTpyItWvXYteuXRF1D06dOhUpKSl45plngscyMjLw5JNPYvXq1fjtt98iVhYrlFa6E4OlwWydI6trOEGwRFyEGmQIVl0d/xWCLsPeXcZCaA3ZrouQVLDoc2hSabZMA6+h1tWxB1AyTgiwR7AAcQWrQQMgM5OdRnsWNEQJlsxyBeHEYAH6jah5BAvQd/bASRUoRe+3qF/PSLDIe4klgkUOJiyCZTaL0E0FyymCFaizR7Bqa4HKylAa7jINUBDw8UdTJ12EPuo6ZgSrXjKbYHEVrDqjbYuK+EvPkMSVhzTqGuRSEOEqWKmpxpdAqxisjAyETbDqmShYJNwmWAyxPoSLL74YF5suGesusrOzcdZZZ6EJtdvpFVdcAQDYtGkTOnToEI2iGVB6UsFqiEo0WrMAqdVAP07antioP/DLL0BNDU7bGDonrQxQfia+IzQ4dMZ+9MMC0/J0QIh8ZqDaMv3lWKf7fhnWow6hZXJblwOdqXPqIySLnIF89RoLgG657HvvgpCOnQo/0pf9jGbrd6Af2KvmXYCtuu+XIBvFaK471qEYwAKgjx+oA9AIIWbaDoeY931adqh8bSv36H67ET+jCmpPkbYU2DgF2LJFjXPrtBu4Bnt16S9CDtL3L0DTdex7Pn0HkF5dGvzeGkfUMlGrYjdQgHPy1TzOxk7db+22L0K9QHNj/guAVpuB3jioO3wetjHve8bLwEvnnLQBQgEcLXAMgZ8W4MoKQNMTkwBk+BF8wucq28is0BtLUYD2ato6tSwAcL1PfQ5k/jh5T/2wAD3qAaWlwBlU2bofAOpXHA1+b4YS5j1cVQ1o/OxC6F0x12IFzthxCFgAtDygfx4d6gFlyRUgRayzkvegHxagO5H2/EOANl6fe1CtQxoaoYLbjjqVqLa7GJv091W0GlhQjpab1GucWQIcOwFo8clJUJCihArVBbmGa3TZC1xRBmgi1hlEe6mPKnTZuwCtKvT323EXgAVAk13Apdigy+8KrEXSSVd4+nIg9TRj3U0nKmhH5HHvu8dRoAhAJ4Tm/tdDrWl/k7oEQEG27ljTPRvRDw0BAMmLgPzRxjI1wIng59NxEP2wAE0qgHp7AW0t1m77Q+d18u/TnV9vcRb6gbEsOdT6lwz9jJke2IxCtAEANFoDXFoMaGvkNqgCTgBojJAU3RaH0Q8LkLEiG/1QFDx+Tj6C7YNe4LCPfwEOoQlqofY3OPkC0fM4kAG9XQGgVeFWg23rrwRS6kL33SxYuwClqMiy7z+tcLvue7/kxdh/siBnVgBtikJtAlD7MBLnYjv6YQEuLAyVIX25+rmxotquJWGPlLJinFewgDs+XlgI4NdfdceuwzKDLS6oQsiulEuge2CX5X0DQJsTAA5fEFoJ2GEkKYpeIF62bJn5CUlJyMjIwBlnnIF29BQdh3HBBRegTZs2WLhwoe74tm3bcP7552Po0KF49tlnDefV1NSghnC0btq0Cb1798aGDRvQs2dPV8p6ZfOdWFNyjit5e/DgwYMHDx5cwPffq/sIuQCDgnX99dcz179ioXv37vjggw8wwKXCVVVVIZ2xamDGyYjPKjqw5CQ+/vhjfPDBB4bjhw4dwrBhw/DYY4/hf//7H1566SVkZmbi3nvvxdKlS3HOOeegpKQEVVVV6Nq1K1auXIm7774bY8aMCaZ9+OGHMXv2bFx++eXIz89HSkoKWrVqhdpOTTGu5GH0wGZ07AiUl1eguLgR997qkIYD6IS7Ls7FsSNH0KJFCxw8WI7jx0P7Ypx+ejUOHlTvtWGDGrS5pCPWr6wzqAM8HEML1CENbSG2bpkfKShq1AYtKo4YJNmUFAV+v7FeFKINUuAPvqGkJCvwB/j1pwTNUImGOB0H0alTDYqPV6GsvBk3fQDJ2Ieu6IQDzLVNUpIDOP/8ZOQQYsZRtIKCJMObloZmzSpQUqI+m4YNFDTtUIfc4x2QfrRQl65bNwV796r30rhxFTLS03G0SN1WeB+64gzkIx01aNSoBi1apOHAAaPHvUULP/x+P3aXnG5apnppPjRtmoSjRao+U4mGKEJLdMIBtGhRjvr1Gxu2x+jYsRR+X30cLFC18lx0QVsc1imLNLp2qYACIDe3kc5O558P7NrlQ12d2iWoXYACRQk9yyrUx2G01SmRGjp1LENavTTs2aP3ze1HZ3RpmAelUtXi27UL4FiRgto6ts/zyMk3Z56d6tcPoKoqGQ0bKqiqAqoCGcjHGeiesg8Bv4K2bXzIqF8FRUnBgQOhPXnS0+vgq0uBP5CM39ABTVGKVumlqKlJQlqqgjqfep/16imorVU/N2lyAmVlDSzLBAApKQH4/erzr0Ma8tARXZCLpo1r0KpVLWpr0pB/sB7S0xXU1QIBwq4ZGXXYW90ZDVGJZigx5H3GGcDRI3WoqQ2pL0VoCT9S0AaFaNSoDklJKSgvT0YS1GkarVoBaWnHkJ7eDLm5KfAhFfvRGRc13oUT5aF62rJFGVq2amJY7gQADqMt0lCHFjjGve+mTQMoLVXzO47TUIN0nerHQqeO1UhNC8AXCCC1e3dU7diBJF8THCywHneOoDWSoKAVjjJ/p/upUjRFORrjotPykZpagiNHmjHPa9iwDpWVacH+piPy0CSjFnV16nNt27YCxcUNUFOj3qtmZ8DY3zRtegSlpSFfdqNGATRvXoaqqqaoqalClwtaY1thDXz76pCSEoASSEZAATp2qEJ6RhJqampw5EgTVFer96EgCYGOnXF60mbUlDVCcbG+n+na1YeK8kocORratLJhZz/OOOM0VOTm4+DBxjDDaaeVI/94GxxBa3TGfqSmKPD5tfbgR0ZGMsrKjM+mpFlH1CspCiqLzZpVo6REHa+6dgH25aouwhYtSlBY2Cxop15dDqD4eDJKStkrAjdurKB58zKkNW6MDYc6ounxg0HFlUR6eh26dUtGeXk56tevj4KCFPxa0Q0tcAzNUkvh83HiKgikpig4lpODM6+7Dj/88ENwnH/uuecwYsQI/P73v8f69etx+umnw+/348iRI+jRowfmz58vxCOgUMjKylIuvvhi5dxzz1U+//xzZdasWcqsWbOUzz77TDn33HOVnj17KtOmTVO++OIL5ZxzzlGSk5OVKVOm0Nk4gvPPP1/p27ev4fivv/6qAFCGDh3KPK+6ulopLS0N/i1dulQBoGzYsMGVcmq44Qa/AijK2LGKMmaMtoGK+Z/PFzp/yhT9byNHhj4/+aSi7Nkjlmc4f9ddxz7erJl8Xrffrv/ev7/++9atijJmTK2tctarp/5v1Uq1XXKy+LlDhui/T5yoKA8/bEz3yy+hz++8o/6x8nvxRUWZP5/929tvK8rf/25dpj/8QVEGDWL/Nn++okyYYDyuKIqyYIGc3RRFUfx+4/GSEkW5+OLQ90aNFKVhQ/F8q6sVJRBg//avf4U+r1mjKJdfLv+8tb+rr1b/33efotTVKcrZZ6vfmzRR/48Yod5jSYn+vAEDFKVTp0Dwe1KSolx1lfq5ZctQutNPZ5fb6q99e/bxZ59Vy7Nokfr9/PMVpWlTfZqbbrKur2ZpHn1UUe65J/TcAEV56ilFee89RRk3zlgeum7l5tp/HnR+In/btyvK/ferbU7DN9/YL4PI35NPKsqvv/J/f+AB47Fx4xSlSxf18+rVinLJJWLXWr++Rvf9zjsVpbAw9H3vXkUZP179fNZZitK4sfp51Sq1DWl1hfzTbMWy986dirJ+vf7Y2rVq+r17rcublaX/3r176HOvXmrbYZ33u9/pv3/xRejzjz+q/884Q1Hy8vTpyssV5eOP+eW5885QvbjlFn66O+7Qj7+PPx767cILQ5979+bn0b69/fFeBIZX7vnz5yMjIwObNm3Cq6++iv79+6N///547bXXsHHjRqSlpWHNmjV45ZVXkJ2djXPPPReDBg2yZIp20K5dOxw6ZHwb0o61b9+eeV56ejqaNGkS/IvUwqiHD6s+YqtZhCRYgY0ayBh+3towTqOmhn1c9H5I9Oql3/KHnGoOqPe0YMES+YyJvOggdxHQwesPPMAOdqQXMOQFRJrNIuRtRUKjbVswly8A+PuBAez1tKzAKo9h77BUOZua2eCss0Kfzz+ffy8i0J53SopaRi0vrX7ygtybNQOqqkqC35OTQ2nIIHdy8gFr5iwPvLRagLBZkDuvzZG/04HG9LW1PLV2MWIE8MEHauwgCbqO8dbBEoWdZ5mfr3plvvsuZHs7/YsMFMW8/6SvP2wY8NBD+ucmaqcpU37Qfff79XVsxgzgvffUz/ffH7Lh1VcDd93F3mJImw1Lry8FqHWeLlvpybBPq7oFGBfsJJ1GrCB3DbQ909NDabXrakHuJNLS2PuRajAbE83KTdZFckP5iy5Sx1IWDYj4LMLx48fjwQcfRD2GBTIyMvDQQw9hzJgxwe8PP/wwtm3bZkjrBC6++GLs2rULZWTtBIJ7IUYzAJ+Fc87pAsA5glVUpP/NycrQrZs6xZcGr0FqA4hZw6CRnKzv0OlzAwGgT58bxTMkoA2OWnllyIDW+ZBgnU92Zn4//xqKwn82Pp9Y2dq2Dc0ipGFGsMwGXh54BIskaykp8gSL1xnWr68uePnrr2onFw7BIjtuIHT/2rW1e0hL09umeXOgXbvQBInk5FAnTD5nckZarBCsxo3Nbebzhfobs30YAWMdq6mRe840eC8FZiA3G9Zs7zbBsnpBpa/fq5dal7T6ZNbGadx/v34De59PX6/efDP04vncc/p6OnMmO08tGoZVz1jkTxsyWYSMBt0vk9/N+h4zgkW+CNHnyxAss3ph2OyZQ7DOOkt1szdrZswjnLovAkP3XFlZicLCQlZaAKp6VEGsIdCsWTOkhNNjmuCee+6B3+/H8OHDg8dqamowatQo9OrVK2ZmEGrYv1+d/cUjWKwB1IxgHT2qT+ckwdqzBzj7bONxXmevNRhahTKDpjJooO8/EAB++mmReIYENIJVXa2usyKDI4xQGpZtSVtYKVhmBEtUweIRLFYnpcEtgmVHweLdZ3IycM456kKhWt52oT0TzR40wdK+JyXpVaxmzYDS0lAsIkmweHCCYGnlJBeTFCVYLVuqsbcPPyyuYFkRrFhQsEiyoZEtt9V5KwWLfn5aP0c+N1E70RvY+/36ZXfIa2VkiLVhTcFi1TPWy3c4ChbZx8soWOQiwhohpBUsbfNotxWshg1Dn7t3V/+z7iPiClbfvn3x5ZdfYs6cOYbEs2fPxuDBg9GX0DA3bdqEzp07u1K4Xr164d5778Xf/vY3vP766xg+fDj69u2L/fv349///rcr1wwH3bt3BMAnWCxywlpcTgNJsJxWsAB2heM1SG2wZb0FmOVvRbAuvvgy8QwJkLb86COxc7QBV5RgnQjNCjclSppHn4X//U/v6uXBLsGScRFqeYTrInzySeMxK4LFKocdkG/GZN60ggXo60izZkC7dqfpymRFsGRUlXAULFLRIfGXv6iutHr15F2EPNAEi7cOlijskGVyRr02ELtNsGQVLI2oanaXUbD69r3BkDdJKkmwXGgsmLkIWWNDOApWOC7CNuqqFjh4cuUY+v60azlBsOj+kqyL5D1oIQoxQbAyMzPRpk0b3HnnnejYsSP69OmDPn36oGPHjvjDH/6ANm3a4KuvvgIAVFdXIy8vD0899ZRrBRw7dixeeeUVjBs3Dn/+859RV1eHOXPm4DqWfyvKKCpSaxWPYLHeLkUVrGgTLA0yBItWsOjrBQLAzp36dahEIaOkadAWqZw0yfgbi0zQe9TZcRFWVamxJlYwi8Hq0MEZBatBA3U7pX37jL+xXIQ8sMppZgMnCRZPwdKeDXkPtIJ14kRoNhwZg8WDjILFI2NmBEuzI49gkW3NzGYyChY9KFVWxgbBioSL0GqzZxKaHe0oWBs2ZOu++/18gmX28gSocXSAuYvQaQWLJliiLsJ69YCOqsaAvSeXCyTjJIFQ/XPCRUjXPfI6x4iJr1qZWC+jbrsIDc2jY8eO2LJlC4YOHYqsrCwcOKAGbp977rl45ZVX8Oyzz6LhSf0tIyMD8+bNc7WAGRkZ+PTTT/Hpp5+6eh0n0KZNUwBqh8l6O7ZSsMxisNwIcrdDsJo2Fc8/JUXfodMVPBAAWra0t8Cb1eDIQqtWwIED7N9YnSc5EJgFqzvhvm3XLtQpafjvf4EuXYDOnYGdO5mnSSlY5eXAJZfoj6WkqPWKpWDxwFuJnVc/DStBh+Ei5ClYGswI1mmnhRql0y5CK3JJK22A2jZ8Pn6ba06sqWtGpMnnJ+siLCmJvIuQbFex4iKkB3Ktr7ajYHXs2En3nXYRkkhNNScbWmC2rIswWgqWRma0lzjNJUhfi6fWA+IKltneqVdcASxZoj8eDQWL2dU1aNAAr732Gl577TV3r55gCATU14xEdBFqCMdFyFKwKio4r+8WsBpIWCC3WaGh2fbzz4GffgLmz9fP/Kmu1vv1SSxYAFx5pXx5SLRrZ+x0rrkG0NbF5XVydmKwSKSl8QkW7+2Ot1lzJBQs7c1UG3jovMnvNMFKSqrRpXOSYPGgDQJaucg809JUZYLX5si2JkqwrJRdOp9wCVa0FKypU9VNhEUIBGDfRWgnyL2sTM+mrFyEZn0ZTbBEXYTRmEVIKlja5tM8F6FZfRZVsMz6lauuAlasUF9Oeenpa7mBMLtnDySSktTaz9uL0Ipg0Y2Q7IydCnK/7rqQy4pV4ci4IxZ4ChZrvgHtImQpWNXVxhb00EPmZdDyMnsLYqEVf1/pIJlo1CjUCZADwYkTfPvn5QHadpl2lk0A1Huh74fMi5ev3euR1wXkZhHyFKxIECwNF1zAzpu8B7INtmoFJCfX6dJZESzeoCgDclYjoN90WzvGcxGSCpaZzfx+8VmENGiCJfuiQBOsu+5SJzSYgX5xAeQVrFatzOM7acgqWOG4CKur9SyIp2BpG5ObKVhaHdWIkhsKFm07URchfU1Swdq/X/3PcxGawQkFKyNDfUE9/XR+eiAKLkIAOHz4ML799lts3LgRpaWlCFCWTEpKMmxf4wFo3boZAHsxWAMHquoJD04pWOPHq1NWAXaFs+roeAoWa40RWsFiEaymTU8DjRYtgA0bVIn3s8+AggJj3oqidkwyKoOIgkV2eCTBqqwUa4zp6fwB0wr0YEWSBx6RckLBAowEyyzfcBWscFyEGi66iJ03eQ/kdmZdugAtW4YqqUgM1sSJYRaSgKZ+knVKs702eF5xBfDCC8Bjj6nfRRUsUp2RjU0sLg7V6/btgeHDQ7YVAf0s69e3rpNOBLnTL29WfYFsDBYrxk+0/23bVr8+I0/B0spvRoq1elNdDbz0kqrK0GDFh2oEK1oKlgaei9AMogTL7MWN1bbJ9N98o7a1iLsIc3JycP3116Oqqgpnn302tmzZgvPOOw8lJSU4ePAgunXrFnPLI8QKCgpyAbS05SI0I1daOifiFMhKaIe98xQslvuMblwsgpWbmw+gpe54WprqGuvZExg8mH09jWDJqAzUnuGGsmhl5BEskcYYDsGi3+5EyFO4BEvr5Om6ZaaMhRuDFa6ClZICnHsuO2+y3A0aqMrjtdeqx48dOwigafA8KwXLSWjXIm2k1TOtr/jb39SlGTTIKFiiMVg0SAXLbDDlgS5XUpJ1P+WEi5CO77TqC2RdhBrsKFhbtmwFEBojSQUrPd24lpvZMyMVrK+/ZqfhuQjLylTCbAW7BIul+tF7JtMuQu2ZmfUvoi5CKwWLBlkObbZjxF2Eb775Jho1aoSdO3diwYIFUBQFgwcPxm+//YZJkyahuLgYn3zyibulilNcdtmFAOzHYJnBKQWLrIRmHQ4v3kiGYJkNfoB6P927n2s4j+w4zeRp2YHaTLHQyCZPwaqoELO/zEKsGhqf3CrMjGCF4yK87z7+uZoN6bpgtvRENGOwAODMM43T6FnXmjtXXcl8+nT1+wUXdNOlc4Jgid4Lq33Qz7tePf3gRrY1p4Lc6fpCEixyYU1R0HVBlmDZdRHSCpbVfcuug6XBjoL1yy/6xZPJWYSkKqmVX8RFaHbtigpV8SdRVgY8+6xR8RKph2Q/aeYipMe4evXYSyeQ52v3avZyb1fBIuuDlYKl1ZeILzS6cuVKPPvss+jYsSOST5ZIcxHee++9eOihh/DXv/7V3VLFKTZsWAXAHYLlVAwWWQnN8uPtLsRzEbIaLm0DuvOePBn4z3+MPaMowZK1xy23hMgMDXIdJRbBys4Ghgyxvoad4Hvtrc8tF+EDD7CPk52nDMFKSTHGs0XSRUgqkWYk/vrrgbFjQ6rQjh2bdec5QbBat1bXOrMC61r0YJSWFqo/jRrpfxd1EUZawQqXYE2YAPz+98Bhsf3og5AlWOEqWDIEa/FivVF8vpCCRZJmGQXLDL//PfDWW/pjpaXqGmo0WP03/QzJPlJ2FiGdF0/BMgOZr90gd9ZYS/YNms0jrmAFAgG0Oamfaau0Hz9+PPj7hRdeiA00XfYAALj11r4A7K+DZYZIK1g8gsVTsEh3hgba/0+ThKFD2XmJDCxWb6S8fKdMYf+mlZVUsBYskMsfsEewNDu4FeTOKxNNsOi8zBSsNWuAd98NHYukgkVv5UHCzB7XXXeF7jze4CUTx5SUJPbM09LYgw+d5qyzgB491D3qSIgGucvGYO3fH1JXkpPlFaxwXYQLFqhKI4sMmCE11XwbLhpWBMlJFyENKwUrXIJFQsu/rIz9IsN6waSfuSjBom3GmqiTkqJXRrXnRO5PSpfDqSB3GjGhYHXp0gW5J+dYJicno0uXLlhAjDSrVq1CM5m5+qcQFi+eDyC2FSxRgsVTenjhd127sleJJiHqPhNRsOwQrORk/hsUi2DZgcy59eqpHaG2MYIdF6GI4iBKsMj6ZdbxpKSoz/vDD0PKZSRjsMwIuBlBWLduue48nsuYnHlEgvVsFcX8rZwsD6ny0vGJgJpPRoa6GCytijm1TAPLTa/Vv2goWHbBCnI3g4yCRa5OZMdFyMpbI1gsBcus7KmpcrOltRfd8nJ2vqw4VLpOkC/XZi5C2q1q9hKh2VG7lwsvBH74gZ3WrouQt0QL6/eoKVg33XQTphCv+c8//zxGjBiBG264Af369cOYMWPw4IMPuluqOMUNN/wOgHsxWE4HucsqWPXrq5ugstClC59gvfYa8LvfAbffLlZGURehrD1I9x8NraxmaUQgo2ClpOiJrFsEi3c/NMEi7WnlIqSvH0kFyy7BuuaaS3XpZAkWS6UNBMQJFqlGsMiMWT5mNsvJCS1EKxuDRcKOgsUiWFYB624QrHBjsLQyP/64OnNZg1MKluYilFWwUlLkVEktf0VhL7nDe3EmQa9dKKpg0aoimZeWB9kX/fGP+nqtpd24Ebj5Zmub03WVLE/MugjffvttTJw4EXUn6ekrr7yCDz/8EMeOHUNpaSneffdd/POf/3S3VHGK7Ow1AGJbwRKJwUpPZ3f2DRuqDUV7/H/8Y+i3rl2N52ik5bPPgGXLxMmHiIvQDsGKhIIlQ7CsXEZOBbmLKlg0weKBtfSG2Rs+TQ7CjcEyqx9mhHPHjmxdOl5d0JYxocEiWFYKFgkrBcus3okqSyJEw+wasgoWTZaSk60JlhPri7kVg0W3p3AULHKGrl0FKzlZrk+xcinyQj/oa5KfeXWCVrAaNeL3aVofwHIh0mkBdbHn9evlFCxyzS/WWEvmFSkXoaGra968OS69lHzTS8I777yDd955x92SJAAuuEDdtjveY7A0IkVDa5xvvQXcdps6xXraNPWYmYLFurYZRF2EsvYwW5yUJFiyC5iSkCFn9L1FW8Gi66ysgiVaxmgpWGef3Vl3Hs8uvDjD004zHrNSsEiQgx9rDzqzfJwiWCQ6dNBvRM5SsO66qwStWjVDVhZ7m6krrtB/F3EROgE7LkKRGCz6/sNRsLStkHy+kJpEuujcULCs6omIgkUTLKtZhFdcocaRsoLc6fXE6OfEI1iA9S4D9L3SuyTQYBEsQO3nwl2wmQfD4+jbt6/pIqKLFy9GX81p70GHkpJCALG9TANZKWUJlvYGnpSk7mlHzH3A6afzFSzWtc3gFsEyI0/adHGWi5DnMmJBZoBjxTCQcCrI3S7B4oG1/VG0XIT0Nc3sUVER2tyTVRe++EKNf+KVz20FS9ZFyEov4yKku3ltZXESnTodwrBhxvWNNDRsqAapk3nEIsESdRE6qWBpLmhyPCDHABGClZwceYJFv0CZeREAlWBpe5yKxmCxrkWfW14u5yK0WnSaR7DcdBMaTLdkyRIUFhZyTzhy5AiWLl3qXoniGBkZ6hPfu1edfmz83Xjsyy/FHrBTC43SebLQoAF7oKLl5d/9Tn2r793b2OEBxqUb7BAs3oBp541SVMGiO2uZRRBlCBbtKjFzEfLgZJA7eZ9WQe709WWC3MN1EZLPh9wQHTAnWGT7Yz3nG29UZ/DxCBZLwZIhWLSCJUOwWM+ZZUeZwZi+H5aCpZWJZxO6TUWLYIXrItQGZ54iaodgac+7qoo9CUHERZiSItenJCcDH3/M/53cm88sD/L6Vn0M+buVi1BGwbIiWGYKFgtk/0aWw003IdN0SSa91J49e9BYhAafgmjdmuNbOAlWQxk6FBg3zjrvDRuAb7+1WTAO7CpYGpo2BfLzgUWL1O9kR9uwIfD66/r0dggWr/LbeeuwG4Mlst2EhnDci2Yuwi5d2Oe45SK0Q7DcVLB4a+nQ74Jm9mjduokuHWsdKrM87AS5k3BawbJDsMjnyqpvdJmaNWvMvT4QOwTLLQUrHBeh9rzr6kKDPzkGuKVgvfkmfwJHjx7mu4akpxvbt1V7NSNY4bgIy8qcVbDI/o28rpsKVioAjBkzBmPGjAke/Oc//4n/MVbPKykpQU5ODm677Tb3ShTHyM3dAaA793deQ9m6VSz/WbPky2QGWYLFGgDIhkw2kMWLjQOSnRgsXuW389ZhpmCZuQhFNkzVIHKPl1yiLlxKw4xgtW+vThS47jp9mki5CJOTQ8+CFQMl86ZpZaP77lPVvdWrQ27otLQQ0TUjWGb2yMvbBaBLsEy0Xei3bRrhugitFCzZIHc7LsJbbwXeflt1FbEUU9p+BQUHAJzBtQlNVONVwXLDRUgSak2tJp+xmzFY6en6jcXJ/F59Vb8UBYl69cSD3OlrApF1EZoFubNAPn/yXNcVrBMnTuDo0aM4evQoAKC8vDz4XfsrKipCeno6nnvuOYwYMcK9EsUx+vW71vR3XkNxK8DOCmSFIzlzw4bsMlkNjGTjYb1d21GwnCRYZgqW1jjDVbBEnuUNN7CPm8VgAapLloaITVkB1dq5orMIeR2hHQXLykXYrRswZ46eTJK2IT/TnaqZ/Xv37qVLx9rWg1VeDazl/wIBcZcnrWCFG+Ruh2Bdcom6CXZeHptg0dfp2fOiYHlZsKtg8SYSiEJ2oVErBYrcLohEOAoW+fJJ7kWowY1ZhCTBYsGqD2cpWDIEizdj2I6LsKxMbqFRGQWLLLPrCtbzzz+P559/HoC60OjgwYNxxx13uHfVBMW8edMBPKE71rhxaCozj2DJTo12CmTFIit6w4bstwGrxkk2EKcIlpMuwqQk68GQRbBk3sit7nHUKHV5i5Ur1a17SNiJwRIhdMnJat70fci4CFNSQh0YT8HiPStZBUu7J/LeeASLdy4LCxbMAfBwsEyyChaLYDmpYPH2/+SViVWXRQbj885T/9NtiDWYrl69HE88cZswwUpOFnv5ueACtQ3YhdMuQg1OL9NQr57al7K2MnJbweLlZwaWgmV1Dvm7tr+pdr/hKFhWLsJwYrDI5xzRIPfc3FyPXNnE888/YTh25pmhz2bBxtEA2eHQBItVJqtyRlLBcjoGS0O4C42a3eN//ws89pg6VXvlSv1WM4C5i9DO9TTwXKMyLkInFSxRgsWLu7K7nMFTTz2sSyerYLFUF6dmEWqDMQ+iCpbsYEwPpjTBuPPO24LlZYGlYImANWGAhY4d2ceddhFq4ClYdmct07FQkYjBMsvTqr9ITw/PRQjon4tWb+woWKWlcgTr1lvV/6zV6oEouQjz8vJg58+DEaNGGTfX606EZMWagmVGsMJ1EbLSxnIMlgaWsvGnP8ldQwOdj9VzdlPBYt239rYJWCtYvDgLOwqWiIqolU8Dj2DRax6b2WPChJG6dDwXHa+e8taxs7OSO02wrBaAdCrI3SwP1mA6b94s7vW1c+wQrNatxdL16MEmWU6v5K7BzEUo2+ewCBYrBkt2FuHVV5tfEwhPwQrHRQiwPRkiChZdtuJiuSD3AQOA+fOBXbvY6aPhIkzu3LkzunTpIv3nwYhnnnnUcIxUsEQJluw09gcekEuvgUew6tdnN6pYchEqitiaLvT1yc7s/vuBK6/Up6EVrP/8B/jHP+SuoaF3b2PeZqAHfacULM1FyDou4yLUwCJYZm/4TitY5PN5++2Qy4s8l4Xnngs1lAMHjGmtFCwWZAiWmYJlRbBYZbLrIiRBkyPaJrfffjMA5xUsUYJFTq4g4fRCoxp4LkI7gfus7ZjCVbDOPRf49FPz9HSexLrhQjFYsi5Cum6yPBlaGhkFq7jYeucBEklJ6hY7bdqw05PPMFIuwtSRI0eaLsvgQRzffz8ewFO6Y6SCxQOrgoqsvfSXv6j5P/AAMHGieDk18GKw6EbGKyeNSLsIFy0CLr9cLE/ASGD8frZbjjx27738Kc8smAV8itx/WlqoIxBVp0TSRMJFKFpGp2OwSHeTmc2mTQu1z5IS4+92CJaMi5Ac9OggdzsEy06QOw0rBWvJkp9x++2/59okngiWCEliDdqA3Fp4ZF4iBMtKwSIJFq0wsa5JX4csg9tB7gD7RVvLUyYGi1zI+vbb9QvaAvKTw3gKlpsuwtTHHnvMvdxPMbBWuCfZdIcO7PNYi/uxptjSaNcOeOYZiQJSIDscWm634yJ0SsEiOxQzF+FllwGvvKIu1ioCOsbE72e78chy8uLReCDzp88TJVjakhFOuQhFYrDq6sRnEbIGVBmC5aSLkC6bmc369u2LW25R3QgsWAW5JyUBhw6p28toW8TIECyyrjnhInSDYNH16fLLL+FeXzvHDsFq1UosHY9g0aqsWy7CcBQsK4Kl2dRKwSJ/d5tghbtMA8COwbKjYB07Fvr87bfAvn3A3/4GaOucy4bWxESQO42qqipUiYz2HrB9+3bDsbQ0lYkfOsSehQTYdxHaWbCRBM9FyFOwIkWwWrQIfTZzEcrkCRg7TxbBSkrSz0ZhbWBqBjMFS2TwEdnomnc9szRWLkIroi6iYDk9i1A0yJ2excTD9u3bMXIkcOGF6gbkdHoRBattW71qKrPQKB2jGGsuQtZgmp+fC0DcRagoQL9+1tcVDXJPSWHHA9Izgp1SsHgxWG4qWFaTNmQULK28pD1kCFbHjvILjfImi5CfRWKwzBSsjAzgqqvYfY8oorYOFo28vDw8/vjjaNOmDRo1aoRGjRqhTZs2eOKJJ3CAteOnBwBAMwaDSk1VFyhs25Y/ULtFsH75Rb+ZKw2SyDhBsMzIhcj5rHJZzSKUaWR0Wr+f7cYjl6ioV88+wVIU+Zgq2Q4knCB3s85TNgZr4kS2241Mw8rLLL0dBcvMHs2aNUO7dkBOTmihRbJs2rlmZIKGDMGKhIIlG79ppWA1a9aIe33ASLB8PmDSJOCcc8yvK+p2ZylYWllkl2mwE4OlfXdKwWIFuVu14XBdhPTkChZmzFDXQvziC3kFi7fcCfmZN4vQ6qWcLAegt5Wsi5Ds0yIWg0Uf2LFjB6699lqUlJTgxhtvxLnnnhs8PnbsWMyePRsrVqzA2Wef7V6p4hQZjCh2kQrE2//LClYDVaNGwBln8H//6it1UHzlFb3bxG4MFksNkDlfA9kpWa2DJaPisRQsbQFADcnJ+uB5kbWzeNfQFqGUialyS8Fym2ANHQoQm0GYltHKnm4pWKz2yUrvVgyWmVrkhIJ1wQX6lxMRWMVgNWigjogyBKtFC+Dll4EXX+RfV1RpS0421kWtzDIvI3YVLDeD3DWbWvUL5Dlpae64CO+8U/0DgD179PlZ2ZZ+lmYuQhkFi4R2Pk3+7CJqBOvNN99EcnIysrOzceGFF+p+27p1K/r164c333wT06dPd69UcYrc3FwAl+qOiRAsVpC7CERjWXjo2DHkz/7559BxuzFYThEsElbLNISrYJF+fkC9h2uvVQcIbXaaDImjFazUVP0+h1aQjWcRVbl4z0PUflYEC+DHDZrFor3zDn+pBZ6CZRbHYWaz3NxcXHqpvn3KKLW8vEXrRzgKlgjBWrJEfi9MmvTR93j48G8AzhOOwdKIiJVNRJeTIBetJI9p1ybLYYZwl2mw6yKk75MkIyxVhgU7CpZdFyGdRsRFaKZKafcrEoMlsr5dOAoWK087y2/IwNDtLl26FAMHDjSQKwC44IIL8NJLL+Fzs90iT2FczVigxA7BcspFKEM+nHARxjrBYilYNMHSBpn//ld/jBdsS4MsD+0+kiVYTrkIRYLcaYgGufPqCS/egUaPHuxyAc4HubPaZ7gKFi8PFugYLHrtOTOIuAg10paUJD5okO00Kcl475dddjH3+to55G8aEbGyoSjBMnMR0unMkJ3N3v+ThtNB7mYESxSki0+UYJH3QRIsWVU8XBehdr88F6GsgmU2iUgWWt2KaJB7XV0d6ps4yBs0aIA6qzXpT1FMmzbNcIysNDyGzluPxwoyLjsr0PEMdlyEvPw02AnKdzsGi0WwWBB9JuSA07evcQCzgmwMlkgdMFOwRAkWeR2rMlqtSG9FxGVdhKw4KhZY7VNGqQ33jdlpBYtHNGVc2lYxWAsWzNflTYNeO0uUYIkSDRZZZK1/59RKQ24HubNixchrsjZhJicE2CFYIjFYJGSXaTBzEdIKlsxCo6x0TipYIjOgw4XBdJdccglGjBiB0tJSQ+KysjJ8++236Nmzp3slimO89NJLhmMiDD1aLkIStIIVroswXIKmwUmCRd+Tz2fsOMN1AyUnqzEMI0aosW2yhEnWRWiVhtexab/xykQrKiIuQtbvrDQ8ZYr+nUxHDkx2Y7BY7VNGwToZjmob4cwiZNU/2s6s2CQrWMVgPfXUo9zra+eQ0NqTUy7C6mqgU6fQ96FDgZEjjens9C3vvqtOQDLLJ5wgd1YMFuu+e53cg7xzZ3V260MP6X8n4+rCVbBE+jFawQrHRajdb8uW6n96/bNoK1hAhGcRfvDBB9i7dy/OOeccvPXWWxg9ejRGjx6Nv/3tbzjnnHOwd+9efPDBB+6VKI6RmZlpOCYywNIkIhFchHZdL/TgabVMg934KEDtNO+91zyNBhlVsXNn4MknjTMQZe6fVgbMrifyO49gaWtukejeHfj+e/0xGYIls0WQ6CroTgS5s9qn6IvAhg38dezMwCOJbipYMgvjWsVgjR07Upc3DdZLi5aXGUQJ1okTwA8/qAtNrlwJPPsscOON6m+8WWGieOMN4y4NkVwHS0OTJkB5eWiLF9rW4RIsqy3MaMgqWCIuwmHDgKlT1aUWeNcy62NZL13hEqxIKFiGW+rbty/mzZuHv/71r/jkk090v1188cUYN24c+vTp416J4hjPP/88Xn5Zf0xkYKYbr4iClZoK3HKLeZpoEiy75aHXx3E7BmvECDXQ/8gRdhoNMi5CErKKlOjUbQ2ibmKei/DECf2xRo3Ye3nJxGCF6yJkPVsnYrCef/55wzFRpdauaG820LlFsBo21K8hZAYrBevJJ80VLLsES9RFWFmpEv45c8TSi6JfP9VOVmvVOe0i5PXt5POny0ASLNFZhDwiYkfBcoJgde6s/tEQIVjky6ZoOIAIoqJgbdu2DTfccAOys7NRUFCA1atXY/Xq1SgoKMDGjRvRT2QVuVMUw4cPNxwTGZjpkDazwQRQpe3ycqO8TUOmAoq4CMON+TI7X5tT8eGH+uNuugj9fvXt8VFiC0knFCzeeTIKluh9hesipGf+8TpgJ12EZmmB0LN1WsFitU8ngtxFQStYZLmdcBFq5SZjbqxgFYM1fvxo7vWB8AjWvHnW5aNfAHiQUSH+8pfQrGkrguW0giVLcAA9waquFiNYJMh7csNFaBaDZaVUyobQuOEijGgM1gUXXICLLroI//rXv1BZWYlevXqhV69eaNu2rXulSBDccccdhmMiAzO5sCV9Duv89u3FJHa7Qel2FSwrmJ0/YgTw66/A00/rj/PeLvr3V/9b3SPp1mERLIA9dZpGrBKscF2E9AAm0snJBrnzVAFeuVgKltmikqIEi9U+RRSs++/n5ykDMwXL6mVJhMhq92I1I5FXJhbB6t//VgDiMViiyzSkpgK33gowNr/QobLS/HcNMoNkw4ah+5RVsGRf6GiCZcftT/b15eXhLcgZCRchWaeslMpwCFZcBrkPGTIErVq1wt///necddZZuPTSS/Hpp596K7gLYO3atYZjdhQsq5mHolw3nlyEycnqulN0HqzK/9VXwODB1mVas8Z8M2htMCA7iGi7CN1SsHizl0QVLJLoWs2MlFmLiXU91sKsTgS5s9qnVQzWHXcAo0bx85QBrWCRtr/gAvNzRRQsDeEoWDSys9dyrw/YV7A0WMWLiRIsGYXJzGVmpWDJ7urAWlhUpnw0ysvFFCweKYmWi5AHEYLFa99xGeT+7LPPYuHChTh48CAGDx6Mhg0b4s0330TXrl1x1VVXYfDgwSgoKHCvRAQqKirw3nvv4ZZbbsFpp52GpKQkjB49OiLXtoMOHTqALp4dBcvKRdiunVh5Ys1FaPY7uSk2CRbBevHFkEvFrExWgeKxqGCJ7Idndj0a2v2zCBZLweKRd/I5yCpYvDLRn+lr2XERmtmjAyNK3UrBuv568YBsFshZU7SC9euvoe+8+q9B5oVHRsGyIsudO59heq1wCZbVFjdmLkJyYGzaVOx6gPnSAFYKlizBYq1qbgWzPkuUYIUzG1p2oVHPRWhyDd4Pbdq0wUsvvYRly5YhLy8Pn332GZKSkjBw4EB0IufNuoiioiJ8+OGH2L59O3qwViSMMfh8Pjz6qDrjSIMbCpYowbKrYPHWwQpXweJhzBj+DC3W24VoI2O5PEiwFCw3CZaMgiVqS1EFi/UmySJY3buz8yGfg2yQOw2r5xdOkLuZPXyMSGUrBSsct/if/qTfRJtWsHJyxPOyKicJGUJo9SwDAZ/ptejjsgTLqq6IxmDddx/whz+IpbVDsLS+QkTR0WCXYIWjYLFm24nmzUoTSQVLxA3tRJA7TUKjQrBItGvXDueffz7OPfdcNGjQAAE3S0Rd99ChQzhw4AA+/fTTiFwzHBw9ehQAe0NPDX/5i+q2IiuKbAyW1duuhki7CO3CrGO0qmpOE6xw18EycxFGM8idp2DRLsIzz2Tn46SCxSof61pOB7lr7ZOElYJlt85fe6364kDvI0firrvU/9qyA2aQWb3cShUiYfUsNZvJKliidrMqq6iLMC3NuLQID+G4CGUIVlKS8wrWGWe4r2CFS7DoscQM0VCwaC9BRLfK0aAoCpYsWYJJkyZh+vTpKCoqQvPmzXH//fdjwIAB7pWIQHp6elwF119wMpDCjCBpPLF+/dAaRLKzCGU2ShUFOYC6FYPFg1m+4RCsU8FFqKXl2UlWwWrfnp0P2Qnx3ig1kPfMigey6iRZM0SdIFgXWAU6Mcpkl2Cx7osciAIBddHMvn2BBx6wlx/vXmW2Y7Gqn5rNouUilFkeQfRZkXnS59DlZgW5p6aKlYtWsMJx+y9fDnz+OfDFF7HvIiThpotQdrxp0gQoKwOuvFJ/fkQVrOXLl+Pll19G+/btccMNN2DSpEm47bbbMHfuXBw+fBjDhw+P+aUaampqUFZWFvyrqKiIyHV/Pjn3V2TlXDIoU4ZgnXWWeHlkKiBZHrdisHgwy9fq7cKqs2GV6auv1IY/dqz6XcRFaFfet+silCFYZvlaxWDRq5Pz3M+8RR2tFCxWbIxVJ6ldi6dg2Z1F+DO5o/lJWL1I2CVYVsH/fr+6uvXzzwPNmlnnJ6NgyRAsK4VVsxl5fXLQDJdg8dROrQ/93//455pt52QGcnFdenkMnoJ18GDou+hCrikpzrkIr70WmDZNXdXeSrUH1F0kAJW8y6o+4SpYJPmMJQXrl1+AP/85pHRGJQard+/eGDNmDPr27Yvp06ejsLAQo0aNwi233IJUmQi/KOLjjz9G06ZNg3+9e/cGABw6dAjDhg1DTU1NcFXnzMxMFBYWYvLkycjJycGyZcuQlZWF3bt3Y/To0SgvL9elLSkpwbhx47Bjxw4sWLAAixcvxtatWzFhwgT0798fmZmZ6NQJuPrqX/Hiiz6MHTsC+/btw9y5c7Fy5Ups2LABU6dOhd8f6h1+/XW3rvwFBXnBz1VV5cHPXbooePbZIcGyHD16FN9//z1yOMEcI0YY1/3ZuXMnfvrpJyxevBhbtmzBxIkTUVRUhJUrVwfTKEo1tm415rlt2xYUFBTg66+/RiAQQGZmJgKBAL7++msUFBTg4MH8YNo5c+YgNzcXI0aMQHV1NXMVbQ2LFv2MnTt3YuzYsSgrK9PZOxAwMqycnBx8//33OHr0KJYuXczNd8uWzSguDm02OGTIEPj9fgCZKC8HNm3KREFBAbKz1wTTLF26BPv27cOIESNQVVUVLMvRo0Xc65BISlLLXV5ejtGjR6O2NuTjOHAgF5MnT0ZhYaHuHmtqajBs2DAcOHAAhw6ps3X9fh9mzJiB/Px8DB06FD6fz2DDqVOnIjs7G0lJ/B6ipuYEjh8/jp07txh+Kyw8hP/9rxSXXbYzeKxXrwqMGjUKu3fr62RJSanue2ZmJurq6nDwYB5oFBeHXHGNGyuGtrZmTcjeq1atMJwfCGh2CY2EeXl7gp/nzJmO48ePB/PNydkY/C0/Pw/z5s3DihUrkJ2djalTp+LQoUPIzMzEo48+iszMTPh8PgwdOhT5+fmorQ1dY9asWThw4AB++ml+8FhKCruP+OSTdejSpRZvvDEf5eWhNqrhyJHDhj5i6tSJhnusqqrCiBHsPqKgoCB4j3PnzmZeg8Tw4cNRU1ODXbv4wV1ZWVnYuXMnxowZg/LycuzevS34m99fi7HaW8dJXHbZZZg4cSKqq0P1OC0t9Dkvbz/mEKuAHj9eioKCAsydO4tbBgBYtWoV5syZg7y8XObvL7xwAsOH/4BevbZg8eLF+Omnn5h9hIYxY8Zg166dzLxo/PLLZuTm5mL27NnIz9e3i7Vrf4Hf7w/mv327ap+sLPX32lofkpMpvzoHRUW/YevW0A7TyckBXbnr6uowevRo7N69G1lZWVi2bBlycnKwZ49+pV+6j5g9m2/bTZvUtrBgQSZ27z6Mu+6aivz8UL+8d+9ejKT2GsrMzMTx48cxYcIEbNu2DatWLQ/+tmHDOlRWGus3ifXrV2HTpk2YMmUKCgsLsWdP6JkmJ9dh2LBhyMvLw8yZM7F27VqsXbsWM2fORF5eHvbs2RFMyyPbfn8Ndu/ejVGjRsHvD6kRWVk/ori4GOPHj8e2bduwcOFCLFq0CNu2bcOECRN0fURmZiY6dKhEjx4jceLEXsybNw8+Xw0A4Keffg72EVpaso+YMWMG1q1bhzVr1gT7CFEeAYXC1KlTlaqqKvpw2PD7/UpVVZXQXyAQMJy/bt06BYAyatQoy2tVV1crpaWlwb+lS5cqAJQNGzY4fl8kvvrqK+G06vuX+nfXXfrvTz4Z+tyjR+jzddeJ5af9lZYaf+Ph/ff1aV57zZjf55+b39N991lfh1XOujp++q5djelJDB/OzhNQlC1bFOWBB6zLNH16KM2uXew0558fStOoEf+af/+7/rzf/z702/z5/DJoePZZNW3LluzfWXaoVy90LDVVf822bdU0H31kLOvNN4fyqKxUlGPH+Nc67zy2HW+7zZhvnz6hz5dfbryHiRNDv//6q/H8N95Q0w0cGDo2aFDo85Ej+vxefz3027ZtfNuy2me7dsb7mj07dGz0aH5+PFsBitKvn3m6228Xy1fDvHnGa/z1r+z68Oqr/PpJ4+mnQ789/rjxXjSb/ec/oWNnnx36rA0V2vdzz1W///QTvwx0OZKTrdsRC888Y8zP7Jra38svh9Lv2qX/7aOP9Ncg+2KtfZ15pth13nxTUbKyQt/btNGX8ZFH2Pf1yivWfRbvmlrbITF4sLmdaBw9Gvrt668VZeVK8/usrtafT/YJVnj++VDaTz5h56/ZTVH0/fnUqdb5m6F9ezUfN2mBQcG6++67kRHOvGQOli1bhvr16wv97dwp9ibCQ3p6Opo0aRL8a2S1TLJDYG0mKwKzIHdR9wcLMhIqHVNAl0kkPzdchLNmAX36AK+/Ln+uVZC7BpEgd9I+ZqE84boI7cZgadi7F7jiCuNvPBehhgYNjNsUkVAU62uzjrFchFdfbX4+K8jdzDUg2kZEN3sW3R+NBF0nrJ6f7MrgbgW5W63TptmMvD75TOlztHAHs/u/6CL9d9ayEuEuImkG0kVIL/BqNkkFUPsB0XXGMjLMY7B4beruu9X/dsKPw126ALCOS6PBspEozCaEsa4fb+tgRcznd84552CU4Ip97UTXIYgxZGZm2iJZZutgia7xw4JMJyVCsNwKcje7r/PPBxYtUgekAweASy8VL5MowRIJcicHxIkTgRdeAK65BnjnHX06+npur+ROp01KYndIVgTLCjIEi7RBkybG3zt2VIlg8+ahPSBJsILczeKiRAkWq31axRqKxs0sX64GIGtbPVnVO9m4DysiS8LJIHfNZjyCJbNMwyWXAF9/bSSjjRqpyw+QiBTBouPf6OuytAa7BEu0Ll17LbBli9pOZCEzGUIkD0Ux7ydSU42/y7w8iCzE6lSQOy/fiG727Bbatm2Lxx57LFKXiwrszq6kg9x5pCraCpYbBCs5WQFgfWJKCnsadjizCDWIBLmT9uncWd1HbfVqYzr6fLeXaQCMb3WstzzeLEJRWM1S5B3jLQDZtav6v4gR2qaROfI+WrdW15VKSTEOiqIvIaz26dQyDc2aATffHCJY0VSwnCRYms1Igm2mYJkt05CcDFx1lfF448bAoUOCBSZw993A8OHq0gUyIAlWampodhkgRrB4Qe6XXw6sWxf6np5uj2AB1iv78+A0wQLMy816cZOp2yJ9r1sKVsysg+VBDAsXLrR1Hk1meJVItkKFQ7BqaoxprDoIekaaCMwCtEXghIuQHJBEXIRm16aPkW+7biw0Sl+TnvUj6iK0Ak/BslKArFbYFnURJier60pR8bkAxBUsVvt85BH1f8+e7DLJDIoy6/84oWA5sUyD1QuAZjNyPSoRgsXKi1eHWBEcInXzppvURZ3JFfFFQPdtpJvQroL17LPA2rXA3/+uP9eMYDnhzqMRaRchq67ZVbBkCZZTClZCuAjtQpu5p23Po878UGdFvPzyy2gqs0eCyzjvvPNsnUcrWCTCicGyu0wDYC8G669/VaV+xp66XKSkhNdKnI7BEnERamDlTR/r1s06bxJ2YrDoTodFsCKpYFm5CK3OZ7kIzZ6jaBthtc/331eVh5MTjQ352SVYVqqKrIIVDRdhSkrIZuRKN6yYxcceA0aPDhEMmbrFIliifRdJjEVB90/Nm6vhB4Cx3CyCxTqmlZfeJoZFsP7xDyAzM6R2OgknCJaMizASCpbbexEmhIvQLv7zn//oNpqeNm0apk2bBgB4+OGHY4pgFRcX2zrPjGBFSsESIVhWg01GBvDvf4tfEwCSksJ7fYiUi1CUYNHnn322eXoadlyE9CDJesuLZAyWjILFAk/B4kGUYLHaZ716oRXVWdeSIVjkeVbxM7KduhMuQhbZtSJYms14K6pr9v72W+Dtt0MvFDJ1q3Fjfr5O4sorVUJNr5xPTu4QUbBYywlo90uvF8ay7zvvqLZy4x7dULBkXYQyQe6yClY44yGNSLgIY55g7d+/P9pFEEY16dyXAE2weANLrMdg2YEag2UfTge589KzCJaIqkAuDOsWwaI7KVEXoUx9shvkfu215vmyOjerWYQ0RGOwRNunEwqWFcFyU8H63e9Cn3ftAnbvVu13ySXGtGYuwpSUkM14azVrzyU5Wb/NkozdwlGwZNChgxonR0PWRWjWlswIVjjeCFE4ka+MghWuizCcGCzPRXiKoXPnzrbOE43BsusibNMGKCw0j5F69VU1YPThh9llosviFOLFRch6KxNxEZKDDiugm4YdFyHtsom2izA5GdixA9i/X79khGi+LBehEwqWaPt0IgYrmgrWOecA2dlqu2/Xjr+BN2C+jEhycshmJMESaVOxqGDxZv85SbBEXIRugmV32VWX6DzcdBGGE4MVDwqWF+TuIMgVqmXAIjMaRAcZs7Vkli4Fnn4amDuXf/4556idqLaQc6QULEWR0JMZcMJF6KaCRXZuIpt02wlypwkiqxNidYQyb26yCtbZZ7PVApF8WbMInYjBEm2fTmyV06GD+e9uKlgAcPHF/G2PSFi5CDWb3Xmnekx06YBYJFi82X9mQfuiLkKWghXOLEK7YNn9oYfU2Zv0kjI8kDZQFHddhLyXWxGRwVOwTjH88Y9/tHWeaAyWWYVasEAlUT16AOPH6387+2xVnbICSdLszCK0g/R0zv4IgnBCwaL3iGPBbgwWAGzapM50Yk1R55XFaoAinwXdSYkqWDKDvN0YLCtEUsESbZ92FSxtqj9gTW7cnEUoAysXoWaz++9XF7686CL9TDkewnURugGegmX2giWqYGm2i0UFq359YNUqZ/PU4NYswtTU0LgYz0HunoLlIMaMGWPrPHqRPV6nZ9ahXnmlujidU/twR0rBIveCswMnYrBIe/PIrqiLkNXoe/QAHnzQmRisn38GWrcuxpIloWNmLkKzIHeZN027MVhWYHVu4ShYZp2uaPu0S7Auv1wl0U89Zb0CvJvrYMnASsHSbJaUBPTpA7RoIe8i1BSi995jp2UpWG6EI/AULCcIlkgMlhv3RMONa8i6CHv1Es+bp2Dx7OYFuZ/CsLtVDkmw+vYFrr8eGDRI/R5ODFY4iFQMVqNGgssic+CEi5DseOlFLDWwyAirYYb7jKxisG64ASgsbK47ZtdFaKac0rC70KgVundXlZFmzdS4LfJaTs8iFG2fdl2EaWniSoGbK7nLwIpgiW4vRIPMa9QoddeD1q3ZaVltLpIxWGZbZcm6CGNRwQoHdlyEX3wBnH66+lJpBR655dXLeHMRegqWg6B3eJdF9+7AwoV8BSsSb0Aa3FKw/vxn/feqKs70JEE44SJMSQE2bgTWrOEvK8BqhKxBMtxnJOIipOuZXRdhLChYaWlAXh6wdWvomOw6WKLpRNunXQVLBrGiYJEEgkWwWDaTJVipqXxyBagxQhddpO8bIhmDZRZoHU4MFk2w3BzINURawWLZtFkz4J//BESWhZRVsDwX4SmMP/3pT2Gdrz3wcGYROtWIr7nGeMyJwWbwYPUNR0Pjxu4pWKIEC1CnsMtI2wDb1k4RLLNy0/VMZBZhJF2EsjZIS9PXLW1pC6eD3EXbp53NnmURKwpW+/b8/JKT7fdpMipggwbA5s1q36AhkgqWmYuQRSDMYrASjWBZLdPQqlV4+ZvFYLGOO6lgebMI4wwzZswQTnv++cZjWuPkvUFHUsH673+BDz/ULxzq1PXJxlNdfSKsvJxwEdpFNFyEgLGembkItc/hKlh2V3KXwYoVwJtvqkuG0Hk74SIUbZ+RULBk83WLYJGzHVkKlkyfRiJcG0ZLwbJyET76qLmCRZ9L9nVuDuQa3BgjzJ5fNAmWUwqW5yKME/SSkECysoBLL9Uf0x44b2CJZAxWs2bAu+/q19BxarAh76l+fcbroAScCHK3Czc6TBEXIV3PRFyE4cZg2d2LUAbXXAN8/HFoUHM6yF20fTqxTAMPo0apqtG4cXLnscrhRN0mt/ShJ9ukpLBtJusijBWCFW4M1p//rD4/syB3sk2lp+vJmBsD+W23AV9/HfoeaQXLzPUrAhEXIa99ewrWKQZySx8rnH66cV0SloIlG4PldCN2422ezNPvlxjlLfJi/eZUR/355+r/Dz4IHTObAWcX2oBnNs2frmduuwjT090LcjeD6NuqaKcr2j7dVLAeewzIz2evqm4Gt+xMLs1ycovXIFJS5Po0+lzWZ1G4QbB4C26KKljNm6u/t21rzEM7j2xT6en6e3eyb87LA2bMAObM0delSMdgeQqWxTXcy/rUQxpLOzYBb8+nWFCwWNd0g2AlJ4d3U5FyEb76qjoAvftu6JjZGk52ccklwLJl6psyD3Q9E5lFaMdFuHKluvzHsmXuBbmbwekgd9H26aaCBdizj1tB7iQKCozXZNnMTpC7LGKRYGm/3XMP8OSTqjtbg3a/pIKVkqK3g5MDeYcO6uKvvBcqJ+GmizDRg9y9ZRocRMuWLaXS0xWXtf5PLClYTjVeMp969cLLNFIKFqCqjiTcIFiAfi85Fuh6JrIOFotbWBGsq68GVq9WP7sZ5M6D0wqWaPuMRAyWLFj3z9vU2S4OHjReU7ZPI8/VEOsKluwyDSkpwIgRwJ49wCef6M8za1NuKSVuEiwvyD08eAqWg9hKzjUXAN3xaG8/saRgue0ijIWFRu2CFdMRiUBWup6JuAhZnaRMkHvfvup/OubCTQVLtDMVJWKi7TNeCJbsHnM83H+/+v///k9/PCWFbbN4jcGyo2CZiZ6s+mnWptzqG9zeRDpSMVgkAU0UF6GnYDmIG2+8USp9PBAst12ETZuGt09GNGcR9uwJvPiiuj/bG2+oxyJBsOh6RsdXiXZCMkHuw4er7kt68UA3FSzRN3PRNiLaPt12EdoBqxxOEawxY4C//MUYF5aSIt+nkeeyPkcTIgSLrmdkfaIHYhbBMmtT8apgRWoWIUlOI7nQqKdgxQm+//57qfSyBCvaLkI3CFZpabFjebF+c5NgJSUBmZnA66+HjkWCYNH1jCZYonVGhmCddhrw9ttAly78a2mItIIlSrBE22e8KFhOuQjr1VNnNNPXSElh20xWwbJTH9yIJbLjIiRhRrC08iaai9AqT97SF6IgbU/2RyKzCMO9V89FGGeQ3SqHR7DCWWjUaTgpybLyad06vFegaBIsFiJBsOh6ZkawzO5fxkXIQ6QULCcIlp2tcqLR5lhw00XIA2+rHBGE22/FiovQDKwXgDvvVP937GhM7xbBcnOtxE6d+HnOnRt+/iIEi/eiFQ8uQo9gOQjZrXJEFSxtM9Tbbw+jcDbhtoJVVFToWF40kpLUDiKSiATBousZrWTwOqGsLODLL0Pf3SJYbihYVs9ZJJ1o+3TSDeEU3HQRml3T7vZf4Q5+rJ0k7KJjR6BNG/7SJ6IES8RF2KMH8N57Y7F9u/F8t/oGNxSs+fOB998H/vhHdt3r00ddgytckDYk+yNe7JuTbfOVV4BvvjGuR+kkvBgsB/HUU09JpacbA4tgpaQAu3erW0mIhEPceqv6v3NnqaJw4XYMVps24SlYVkHuL7ygzvbR7OI2IkGw6HpGd0a8Dvemm9S/V15Rv8e6guW0i1C2fcYSoqVgsWwmMrDZVVUOHlSXQ+nRQ/wcK+zerZaZ11eIEixaleLVzzffvI/5bOLJRXjzzeofEJktfgC+gkVe30kFS1Mb3YSnYDmI7777Tiq9qILVpo06MIp0bGecARQVATt3ShWFCzcaL3nfx48fDSsvK2WjXj01TipS6l8kCBZdzyIRg8WDmwqW6H2IEjHR9snr0KMJFjlwepkG1jVZNnMzBqt9e+CKK8TTi6BePfPZgFYxWHPmqOvgPfYYPw/yPF49i0cXIaDe25Ah6i4LGty4F16QO689xkrbNIOnYDmIfv36SaWXDXIXRYsW8ufw4LaLsHnzpo7lRSMaDdDvd/8adD2jB9pEicFyWsESbZ+NiImtTcOrno4hGgpWcrJ8n0aeqyHWB0Ky/bBekG6/nf2CxlNTeDaLJwWLxnPPqf//9jd38geMi7SyEIl7dRJxUMT4wa+//iqVXjbIPRpw20VYVVXpWF6xgEgoWHQ9o9/OReuPEwSLNXjGqoIl2j7T04FffwW2bAl/lpRTiJaLULZPI8+NF5AES0bV5dU7ns3imWBFArIuwlgn7oCnYDmK0047TSo93QlpA14sNRi3Faz09PCqYKx15JGIV6DrmV0X4ZlnOlgozvXDgR0Fy+zaMu3zvPOEk0YE0QpyZ9ksEss0RBJk+6mtFT+PVz959SwSC41Ge7wIB2R/FIkYrEggDooYP6jH2lHXBPEgg7q9TENKSni9b7TtQyMSLkK6ntEuQrOFEwFgwwZ1P7WZM10oHCI/i1B0MJdtn7GEaClYdm0WTwSLVICdULB4NoulWYTaPXfrZu+aTr5IrlwJvPZaHv7wh9Ax3ibZHsE6hZGXlyeVPh4IltsKVm1tlWN5xQIi4SKk61kjajF8cuBl2adnT2DKFKB79/DLwupoY3UdLNn2GUtg3Zfd9ZtEkZJi32ZJSerK8B06AGef7XDBHAZpO7sEi6yDPJvFkotw7Vrg7ruBefPcKZMMrr4auOaa9dxwlHh2EcbY8BTfuPLKK6XS8whLLLF0N2KwSAJw2mnuBblHA5FwEdL17PbbgX79QivKk3FDbndCbhIspxUs2fYZa/jHP/TfSTdK8+bOXy8lhW0z0Tq1fj2wb5/5DL5YgxMuQl49i8QsQtFnc/HFwNSpwFlnuVIkaWg209YtvPdedrpYGhtFEAdFjB9Mnz5dKn28KVhOlYVUXI4cORxWXtG2D41IuAjpepaaCixYAAwapH4nCZbb9mENGm4EuZvlKfpWK9s+Yw3vvAM88EDoe1KSunjsBReoC0M6jdRUts1En29ysp4ERgJt24Z3vhMEi1fPIqFgRQpO34tms02bgNWr1QVOWdeKJ9cz4BEsR/H8889Lpec1jFgiWG4oWCTB6tIlvKXWYy3IPRIuQqt6FkmCxUKsLtMg2z5jETQBuOkmdbbj5Zc7d42PP1aJyqBB8WezDRuAkSOBXr3sne9EDBbPZpGIwYpXaDZr1gy48kq9Pb0YLA8AgG+++UYqvYiCFW0CQVZuNwjWgQO5YeXFa2RTp4aVrTS07Yyc2D7CClb1LFEULDsuQjPIts9YhIzCYhdvvgkUFABdu8afzdq3Bx5/3BiXKAq7ChYJns0i4SKMFJy+F7N6Fs8Ey1umwUG88MILUunjwUXoNsHq3LlLWHmx7HP55WoAZySRm6tuyWP3zVkGVvWMJFhuuyxjLcjdDLLtMxYRCYIFhOzNslk8uGbsuiadcBHy6lkkXISR2tbGaZi1TS/I3QMAYMiQIVLp4yHInef/Dgckwdq9+7ew8mKVKRqdTIsWkSFXgHU9IwlWTY27ZYkFBUuU+Mu2z1hEpAiWBpbN4mFgu+EG9b/sS6FdFyEJXj1LJAXLaZi1TU/B8gAAuOuuu6TSx4OCRcYNONWQyWVimjRpE1ZeidC5yMKqnpGzNN0mWCxEOgbrkkuAa65RlwQwg2z7jEVEmmDFq83+7//Ul57rr5c7r2FD8bS8OsmzmReDxYdoPfOC3E9hrFmzRio9TQ60adixWomcIjPkPRUVnQgrr0ToXGRhVc9I+8azgiX6opGSAqxYAUycaJ6fbPuMRUSaYMWrzdLS1FisLoIRCN9+C/TuLbfXHq+e82yWSC5Cp69jVs88BcsDAKBjx45S6UnCsmGDugAkEFsVxw0XIYlAILzlqGPFRRhJyNSzaBCsSCtYopBtn7GISBMsls1i6aXPKTzxhPonA1795NUzz0XIh1nbJO3GI1uxihgayo1Yt24dXnrpJZx//vlo2LAhOnbsiPvuuw+7du2KdtGYqJXs/UjJuA3hKYslguWGi5BEdXVibZUTCcjUs+pqFwsCttsj0gqWKGTbZywi0rfAspndGXqJBl49p22mxUS6FaOZCH2gWdvkEdN4uO+YVrAGDRqElStX4t5778VFF12Ew4cPIzMzEz179sSaNWtwwQUXRLuIOhw/flwqfZMmwC23qJs8t28fOh5LMyXcVrCqqjyCJQuZenYqxGCJQrZ9xiJkgrCdAMtmf/6zurApuRjkqQhenaRtlp2tuiD/+lf3yxGvLkKztslTsOKh749pgvXaa69hwoQJus0zBwwYgAsvvBCffPIJvvvuuyiWzojzzz9fKn1SEvDjj8bjsVRx3G6wPl94+2iwVLVEdxHK1LN4jsFymmDJts9YRKQJM8tmjRoBy5ZFthyxCF6dpG129tnAv/8dgQLFMczaJq8/j7b4IIIYGsqNuPrqqw07k3fv3h3nn38+tm/fHqVS8bFw4UJH8jmVCNaJ8GLcY8pWkYJMPYvnGCynXYROtc9o4quv1P9vvx2Z6yWCzdwC7wUgmjaL15dLOzaLh74/phUsFhRFQWFhYUy+jT788MOO5BNLswjd3vpFUcJrJfHQyJyGTD1zOwYrnhQsp9pnNHHnnUBJCdA0vD3ShZEINnMLvDoZTZvFK8Eys5kX5B5BjB8/HgcPHsSAAQO4aWpqalBWVhb8q6ioiEjZRowY4Ug+sRSDdd550b2+FVj2iddORhQy9SyeY7CcVrCcap/RRqTIFZA4NnMDvL75VLCZ032smc3iOcg9YkUMBAKorq4W+lM4Ft2xYwdefPFFXHXVVXj00Ue51/r444/RtGnT4F/v3r0BAIcOHcKwYcNQU1ODzMxMAEBmZiYKCwsxefJk5OTkYNmyZcjKysLu3bsxevRolJeX69KWlJRg3Lhx2LFjBxYsWIDFixdj69atmDBhAh544AFd2qqqKowYMQL79u3D3LlzsXLlSmzYsAFTp05FQUGBLq3f78eQIUNw8OBBzJ49M3gv27dvR25uLoYPH24o99GjR/H9998jJycHS5cuRVZWFnbu3IkxY8YYyl1WVoaxY8di586d+Omnn7B48WJs2bIFEydORFFRkS5tdXU1RowYgdzcXKxbNwcTJmzEjz9uxrRp01BQUICvv/4agUAAmZmZCAQC+Prrr1FQUIBp06Zh/fr1WLVqFebMmYPc3FyMGDEC1dXVuvyLiop0z+unn37Czp07MXbsWJSVlenSlpeXY8yYMdi5cyeysrKwdOlS5OTk4Pvvv8fRo0eRmZmJWbOAP/3pp2B+tbU1mD17NtasWYP169dj+vTpOHjwIIYMGQK/36/Lv6CgAFOnTsWGDRuwcuVKzJ07F/v27cOIESNQVVWlS3vs2DFMmDABW7duxeLFi7FgwQLs2LED48aNQ0lJiaHco0ePxu7du5GVlYVly5YhJycHkydPRmFhoS5tTU0Nhg0bhgMHDmDWrFlYs2YN1q1bhxkzZiA/Px9Dhw6Fz+cLnqPV5alTpyI7OxsrVqzAvHnzsHfvXowcORKVlZXBdNXVfhw/fhwTJkzAtm3bsGjRIixcuBDbtm3D+PHjUVxcrCtLRUUFRo0ahd27d2P+/PlYvnw5Nm3ahClTphjKXVdXh82bcwztb/v2X5GXl4dhw4ahrq7O0NamTJmCTZs2Yfny5Zg/fz52796NUaNGoaKiQpe2srI8mOfKlSuwaNEibNu2DRMmTMDx48eptJUYOXIk9u7di3nz5mHFihXIzs7G1KlTcejQIWRmZuKll15CZmYmfD4fhg4divz8fMyYMQPr1q3DmjVrMGvWLBw4cMDVPuLYsWOO9BHTp0/H+vXrsWbNGsyePdu1PqJ3796WfcScOXOwatUqrF+/3tE+YuLEidiyZQsWL14cdh9BtrXhw4cjNzc37D5i9OhRunqv9RGnnXZaxPsIDXPnzg2eY9VHkPmL9hEaCguPCPcRw4YNQ15eHmbOnIm1a9di7dq1mDlzpq6PIG2o9REaSkpKgn1EDfHGOGzYEBQXF2P8+PHYtm0bFi5cGHYfoaV1qo+AEiEsXrxYASD0t337dsP5hw4dUrp27ap06NBBOXjwoOm1qqurldLS0uDf0qVLFQDKhg0b3Lo9RVEU5auvvnIkn9paRVF5u6J89JEjWcYcXnhBvb9evbY5lqdms0sucSzLmIRIPdNs4XYLf+UV/bUARfn0U2fynjs3lKdFkxeCU+3zVIJnMz6qqkL188svQ8ejYTOtHNOmReY6V13lbL4sm2nXuuyy0LF//CN0vLra2TK4gYjFYJ1zzjkYNWqUdUIA7dq1030vLS3FrbfeipKSEixfvhztyTUNGEhPT0d6enrwe6MILdxy//33O5JPPEif4eKLL4B77gG6d28V7aLEHZyqZ04gFjZ7FkUs2S1e4NmMD14oh2czeZjZLJ5dhBEjWG3btsVjjz0mfV51dTX69++PXbt2YcGCBTgvhoOCfv75ZzzwwANh5xMPFSdc1KsH9OkDTJzojM1IJHoMllP1zC1EerNnUcS63WIRns344NXzaNgsLU1dI+3KKyN6WccgarN4C3KP6VmEfr8fAwYMwOrVqzFz5kxcddVV0S6SKZxa+DSWgtzdRqwtFhsPELFZUpLaGbldf+JpqxyvrsnDsxkfvDoZDZsdOwaUlQGU88c1OP0Sa2YzT8FyCQMHDsSsWbPQv39/HD9+3LCwaKxNIaaDtz1Yww2bderkeJYxBRGbrVoFvPQS8OWX7pYlUss0ONGZeu1THp7N+OC9AETDZo0bq3/xCjObxfMyDTFNsDZt2gQAmD17NmbPnm34PdYIVl2k97FIADhps0WLgG++Af77X8eyjEmI2OzKK4H1690vC2udNKfeLJ3uTL32KQ/PZnzw6qRnM3mY2SyeV3KPaYK1ZMmSaBdBCp0SXTpxAU7arE8f9S/REev1zI2Oz4k8Y91usQjPZnzw6uSpYDOnXYRmNovnmNo48GLGD3755RfH84wHlh4O3LBZoiOWbOZmDJbTecaS3eIFns344PXNns3kkag28wiWg/jDH/7geJ6JTrDcsFmiI5Zs9swzxmOxqmDFkt3iBZ7N+ODFYHk2k4eZzXgxWPEAj2A5iLFjx0a7CHEHz2byiCWb9egBHD0KPP106FisKlixZLd4gWczeXg2k4eZzTyC5QEA8NJLL0W7CHEHz2byiDWbtWyprsOjIVYVrFizWzzAs5k8TgWbOU10zGwWzyFtHsFyEPR+TR6s4dlMHrFos5SU0OdYVbBi0W6xDs9m8vBsJg+WzZYsUXf7GDYs8uVxCjE9izDeYLYBtQc2PJvJIxZtlkr0JLGqYMWi3WIdns3EQNZPz2byYNmsd2/1L57hKVgOYtq0aY7nmehB7m7YLNERizaLBwUrFu0W6/BsJo9TwWZOuwhFbebFYJ3CuDJeN4KKIjybySMWbeY2wXLiRSMW7Rbr8GwmD89m8khUm3kEy0Hs378/2kWIO3g2k0cs2owkWLHqIoxFu8U6PJvJ41SwmdNKkqjNPAXrFEZGRobjeSa6i9ANmyU6YtFmZAxWrLoIY9FusQ7PZmIg+2nPZvIQtZlHsE5hNG/e3PE8E51guWGzREcs2iweFKxYtFusw7OZPDybySNRbeYRLAexbdu2aBch7uDZTB6xaDM3YrCc3uw5Fu0W6/BsJg/PZvJIVJt5BMtB9OvXL9pFiDt4NpNHLNosHpZpiEW7xTo8m8njVLCZ0666RLWZR7AcxKRJk6JdhLiDZzN5xKLN3J5F6ARi0W6xDs9mYiBfADybyUPUZl4M1imMU2GLBKfh2UwesWgzt2OwnEAs2i3W4dlMHp7N5JGoNvMIloNwY4uEWB2snIK3rYQ8YtFm8aBgxaLdYh2ezeRxKtjMaSUpUW0Wo11hfOLpp592LK8LL1T///GPjmUZk3DSZqcKYtFmbsdgOYFYtFusw7OZPE4FmzVs6Gx+ojbzXISnMMaMGeNYXhs2AEVFQJcujmUZk3DSZqcKYtFm8aBgxaLdYh2ezcRAvlQkss2++w44/3xgxAhn801Um8VoVxifuPHGGx3LKy0NaNHCsexiFk7a7FRBLNosHmKwYtFusQ7PZvJIZJs99BCwdStw1lnO5itqM0/BOoWxdevWaBch7uDZTB6xaLN4ULBi0W6xDs9m8vBsJo9EtVmMdoXxiVatWkW7CHEHz2byiEWbuRGD1bixM/loiEW7xTo8m8nDs5k8EtVmqdZJPIgiNdUzpyw8m8kjFm3mhoJ11VXACy8AZ57pTH6xaLdYh2czMZAvFZ7N5CFqM89FeArjt99+i3YR4g6ezeQRizZzg2AlJQFffw28+qoz+cWi3WIdns3k4dlMHolqM49gOYgrrrgi2kWIO3g2k0cs2iwegtxj0W6xDs9m8vBsJg9Rm3kK1imMWbNmRbsIcQfPZvKIRZuRCn+sBrnHot1iHZ7N5OHZTB6JarMY7QrjE88880y0ixB38Gwmj1i0WTwoWLFot1iHZzMxkHXes5k8RG3mKVinMIYMGRLtIsQdPJvJIxZtFg/LNMSi3WIdns3k4dlMHolqsyRFiTdOKI+NGzfi0ksvxYYNG9CzZ89oF8eDh4RDVhZwyy3q58WLgeuvj2pxPHiICDTlatgwwBOu3MeXX4YmvcQDc4nRd834RKJuWOkmPJvJIxZtFg8xWLFot1iHZzN5eDaTh6jNnn8eeOIJ4IcfXC6QQ/AW7HAQf0z0nZldgGczecSizeIhBisW7Rbr8GwmBrLOezaTh6jN0tOBb791uTAOIkbfNeMTq1atinYR4g6ezeQRizaLhxisWLRbrMOzmRi6dw999mwmj0S1madgOYguXbpEuwhxB89m8ohFm8WDghWLdot1eDYzx4oVwLZt+phDz2bySFSbeQTLQVRXV0e7CHEHz2byiEWbxUMMVizaLdbh2cwc11yj/pHwbCaPRLVZjHaF8YmSkpJoFyHu4NlMHrFos3hQsGLRbrEOz2by8Gwmj0S1WUwTrF9//RX33nsvunbtigYNGqBly5a47rrrMHv27GgXjYlzzz032kWIO3g2k0cs2iweYrBi0W6xDs9m8vBsJo9EtVmMdoUqDhw4gPLycjz66KMYPHgw3n33XQDAHXfcgeHDh0e5dEYsWrQo2kWIO3g2k0cs2ox0EcaqghWLdot1eDaTh2czeSSqzeJuoVG/349LL70U1dXV2LFjh9A5kVpotKqqCvXr13ct/0SEZzN5xKLNtm8HzjtP/bxhAxCL6/nGot1iHZ7N5OHZTB6JarOYVrBYSElJQYcOHWLSZ/ttPC3QESPwbCaPWLRZPLgIY9FusQ7PZvLwbCaPRLVZXChYlZWVqKqqQmlpKWbNmoW//vWvGDBgAMaPH89MX1NTg5qamuD3TZs2oXfv3t5WOR48uIS9e4Ezz1Q/b9oE9OgR1eJ48ODBQ9QRo++aegwcOBCtWrXCmWeeib/85S+46667TJfW//jjj9G0adPgX+/evQEAhw4dwrBhw1BTUxM8PzMzE4WFhZg8eTJycnKwbNkyZGVlYffu3Rg9ejTKy8t1aUtKSjBu3Djs2LEDCxYswOLFi7F161ZMmDAB//73v3Vpq6qqMGLECOzbtw9z587FypUrsWHDBkydOhUFBQW6tH6/H0OGDMHBgwcxffp0rF+/HmvWrMHs2bORm5uL4cOHG8p99OhRfP/998jJycHSpUuRlZWFnTt3YsyYMYZyl5WVYezYsdi5cyd++uknLF68GFu2bMHEiRNRVFSkS1tdXY0RI0YgNzcXc+bMwapVq7B+/XpMmzYNBQUF+PrrrxEIBJCZmYlAIICvv/4aBQUFmDZtGtavX49Vq1Zhzpw5yM3NxYgRI1BdXa3Lv6ioCBMnTsSWLVswcOBA/PTTT9i5cyfGjh2LsrIyXdry8nKMGTMGO3fuRFZWFpYuXYqcnBx8//33OHr0qC5tTU0Nhg8fjtzcXMyePRtr1qzB+vXrMX36dBw8eBBDhgyB3+/XnVNQUICpU6diw4YNWLlyJebOnYt9+/ZhxIgRqKqq0qU9duwYJkyYgK1bt2Lx4sVYsGABduzYgXHjxqGkpMRQ7tGjR2P37t3IysrCsmXLkJOTg8mTJ6OwsNBQ7mHDhuHAgQOYNWsW1qxZg3Xr1mHGjBnIz8/H0KFD4fP5guc88sgjOHToEKZOnYrs7GysWLEC8+bNw969ezFy5EhUVlbq8j9+/DgmTJiAbdu2YdGiRVi4cCG2bduG8ePHo7i4WJe2oqICo0aNwu7duzF//nwsX74cmzZtwpQpUwzlrqurw7Bhw5CXl4dFi34Ktr8lSxYhLy8Pw4YNQ11dnaGtTZkyBZs2bcLy5csxf/587N69G6NGjUJFRYUubXFxMcaPH49t27Zh4cKFWLRoEbZt24YJEybg+PHjurSVlZUYOXIk9u7di3nz5mHFihXIzs7G1KlTcejQIWRmZgb/fD4fhg4divz8fMyYMQPr1q3DmjVrMGvWLBw4cMDVPuLYsWNx1Ue8++67Ue8jFi9eHFd9xDPPPBP1PiIzMzPm+oiZM2di7dq1WLt2LWbOnKnrIx555JGY6CO0tE71ERFTsAKBAGpra4XSpqenI4mIlN2xYwfy8/NRUFCAyZMno169ehgyZAjatGnDPD9aCtaxY8fQokUL1/JPRHg2k8f/t3fvQVFWfxzHPwursNxURgS8IWpCKlaaOlhIqI15AQ3BWwymNZml5ngZL5milE3lpbJS9A+dyLFRG8dJJy0nRdM0/SnpaAoTkgZ4F3CVi+L39wc/Fva3gB5Ydp/d/bxmdkbOc3Y5vKdhTs8+PKvFZv/+C3ToUPnvs2eBnj3tu57aaLGb1rGZOjZT56zNbHYG69ChQzAYDE/0uHjxotlzw8PDMWTIECQnJ2P37t0wGo2IjY1FXXtDDw8P+Pn5mR4+Pj62+BGxb98+m3wfZ8Jm6rTYzBGuwdJiN61jM3Vsps5Zm9nsTu7h4eHYtGnTE80NDg6u93hCQgKmTp2KrKwshIWFWWN5VtGrVy97L8HhsJk6LTZzhBuNarGb1rGZOjZT56zNbLbBCgoKwuuvv26V1yopKQEAFBUVWeX1rOXGjRv2XoLDYTN1WmzmCB+Vo8VuWsdm6thMnbM20+ivwkrXr1+3GHvw4AG+/fZbGAwGdK+68Y5GVFRU2HsJDofN1GmxmSOcwdJiN61jM3Vsps5Zm2n6w56nTp2K4uJiDBw4EO3atcPVq1exZcsWXLhwAatWrbLZtVVPqn379vZegsNhM3VabOYI12BpsZvWsZk6NlPnrM00+quw0rhx4+Dm5oZ169Zh2rRpWL16Ndq3b49du3Zh9uzZ9l6ehRMnTth7CQ6HzdRpsZkjnMHSYjetYzN1bKbOWZs5xI1GG8tWH5VTWFiIli1bNtnrOyM2U6fFZg8eAM2bV/47JwcIDbXvemqjxW5ax2bq2EydszbT9BksR/Pdd9/ZewkOh83UabGZI5zB0mI3rWMzdWymzlmb8QwWEVlF1cbqn3+Ajh3tuxYiInvjGSwrqu/je6h2bKZOq82qzmJp9QyWVrtpGZupYzN1ztqMZ7Cs6O7du/D19W2y13dGbKZOq83i4irPXv3nP+b3xdIKrXbTMjZTx2bqnLUZz2BZ0Q8//GDvJTgcNlOn1Wa7dgGZmdrcXAHa7aZlbKaOzdQ5azON/ip0TC+88IK9l+Bw2EydVptp9a3BKlrtpmVspo7N1DlrM57BsqKcnBx7L8HhsJk6NmsYdlPHZurYTJ2zNuMGy4oMBoO9l+Bw2EwdmzUMu6ljM3Vsps5Zm3GDZUXOeKO0psZm6tisYdhNHZupYzN1ztqMGywrunDhgr2X4HDYTB2bNQy7qWMzdWymzlmbcYNlRdHR0fZegsNhM3Vs1jDspo7N1LGZOmdtxg2WFW3fvt3eS3A4bKaOzRqG3dSxmTo2U+eszXijUSIiIiIr4xksK3LW2/03JTZTx2YNw27q2Ewdm6lz1mY8g2VFZWVl8PDwaLLXd0Zspo7NGobd1LGZOjZT56zNeAbLijZv3mzvJTgcNlPHZg3DburYTB2bqXPWZi7xUTklJSUAgL/++qtJv0/79u1x6tSpJv0ezobN1LFZw7CbOjZTx2bqnLWZS2ywcnNzAQBJSUn2XQgRERG5BJe4BuvmzZvYt28fOnXq1GS35DcajYiOjkZGRgZ8fHya5Hs4GzZTx2YNw27q2Ewdm6lz5mYuscGyheLiYrRo0QJFRUXw8/Oz93IcApupY7OGYTd1bKaOzdQ5czNe5E5ERERkZdxgEREREVkZN1hW4uHhgaVLlzrlvTyaCpupY7OGYTd1bKaOzdQ5czNeg0VERERkZTyDRURERGRl3GARERERWRk3WERERERWxg0WERERkZVxg9VIZWVlmD9/Ptq2bQuDwYD+/fvjl19+sfeybM5oNGLp0qV45ZVX4O/vD51OV+cHeKo0c+a+J06cwPTp09GjRw94e3ujY8eOGDt2LLKysizmslmlc+fOITExEZ07d4aXlxdat26NgQMH4scff7SYy2Z1++ijj6DT6dCzZ0+LY+xW6eDBg9DpdLU+jh07ZjaXzcydOnUKcXFx8Pf3h5eXF3r27Ikvv/zSbI5LNBNqlPHjx4ter5e5c+dKWlqaREZGil6vl8OHD9t7aTZ16dIlASAdO3aUl156SQDIpk2bap2r0syZ+44ZM0aCgoJkxowZsnHjRklNTZXAwEDx9vaWs2fPms1ls0p79uyRoUOHSkpKimzYsEE+//xziYqKEgCSlpZmNpfNanflyhXx8vISb29v6dGjh8Vxdqt04MABASAzZ86U9PR0s8eNGzfM5rJZtX379knz5s2lf//+snr1atmwYYPMnz9f5s2bZzbPFZpxg9UIx48fFwDy2WefmcZKSkqkS5cuEhkZaceV2V5paakUFBSIiMiJEyfq3GCpNHP2vkeOHJGysjKzsaysLPHw8JDXXnvNNMZm9Xv48KE888wzEhYWZhpjs7qNGzdOBg0aJNHR0RYbLHarVrXB2r59e73z2KxaUVGRBAYGyquvvioVFRV1znOVZtxgNcK8efPE3d1dioqKzMZXrFghAOTy5ct2Wpl91bfBUmnmqn179+4tvXv3Nn3NZo83cuRICQwMNH3NZrXLyMgQd3d3OXPmTK0bLHarVnODVVxcLA8ePKh1HptVW7dunQCQ8+fPi4iI0WisdaPlKs14DVYjnD59Gt26dbP4gMp+/foBADIzM+2wKm1TaeaKfUUE165dQ+vWrU1jbGbp3r17uHnzJv7++2+sWbMGP/30EwYPHmw6zmaWKioqMGPGDLz55puIiIiodQ67WZo8eTL8/Pzg6emJmJgYnDx50uw4m1Xbv38//Pz8kJeXh7CwMPj4+MDPzw/Tpk1DaWmpaZ6rNNPbewGOrKCgAMHBwRbjVWP5+fm2XpLmqTRzxb5btmxBXl4eli9fbhpjM0tz5sxBWloaAMDNzQ3x8fH46quvTMfZzNL69evxzz//YP/+/XXOYbdqzZs3x5gxYzB8+HC0bt0a58+fx8qVKxEVFYWjR4/iueeeA8BmNWVnZ+Phw4cYNWoU3njjDXz88cc4ePAg1q5di8LCQmzduhWA6zTjBqsRSkpKav38JE9PT9NxMqfSzNX6XrhwAe+++y4iIyMxadIk0zibWZo1axYSEhKQn5+Pbdu2oaKiAuXl5abjbGbu1q1bWLJkCT744AMEBATUOY/dqg0YMAADBgwwfR0XF4eEhAT06tULCxcuxN69ewGwWU1GoxH379/H22+/bfqrwfj4eJSXlyMtLQ3Lly/HU0895TLN+BZhIxgMBpSVlVmMV50KNRgMtl6S5qk0c6W+V69exYgRI9CiRQvs2LED7u7upmNsZik8PBxDhgxBcnIydu/eDaPRiNjYWMj/PlqVzcwtXrwY/v7+mDFjRr3z2K1+Xbt2xahRo3DgwAFUVFQAYLOaqtY/YcIEs/GJEycCAH7//XfTPFdoxg1WIwQHB6OgoMBivGqsbdu2tl6S5qk0c5W+RUVFGDZsGAoLC7F3716Ln4vNHi8hIQEnTpww3UOMzaplZ2djw4YNmDlzJvLz85Gbm4vc3FyUlpbiwYMHyM3Nxe3btwGw25Po0KEDysvLce/ePQBsVlPV+gMDA83G27RpAwC4c+cOANdpxg1WIzz77LPIyspCcXGx2fjx48dNx8mcSjNX6FtaWorY2FhkZWVh9+7d6N69u8UcNnu8qrcJioqKALBZTXl5eXj06BFmzpyJ0NBQ0+P48ePIyspCaGio6Zo/dnu8nJwceHp6wsfHBwCb1dSnTx8Alf/N1VR1nVTV29Mu08zef8boyI4dO2Zxf47S0lLp2rWr9O/f344rs6/6btOg0szZ+z58+FDi4uJEr9fLnj176pzHZtWuXbtmMVZeXi69e/cWg8Egd+/eFRE2q+nGjRuyc+dOi0ePHj2kY8eOsnPnTjlz5oyIsFtN169ftxjLzMyUZs2aSVxcnGmMzaqdOnVKAMjEiRPNxidMmCB6vV7y8vJExHWacYPVSImJiaLX62XevHmSlpYmAwYMEL1eLxkZGfZems2tXbtWUlNTZdq0aQJA4uPjJTU1VVJTU6WwsNA0T6WZM/d97733BIDExsZa3Ck6PT3dbC6bVRo9erQMGjRIUlJSTHe/Dw8PFwCyatUqs7lsVr/a7oMlwm5VYmJiZPjw4fLhhx/Khg0bZNasWeLl5SUtWrQw3eepCptVmzJligCQsWPHytdffy2JiYkCQBYuXGg2zxWacYPVSCUlJTJ37lwJCgoSDw8P6du3r+zdu9fey7KLkJAQAVDr49KlS6Z5Ks2cuW90dHSdvf7/5DKbVdq6dasMGTJEAgMDRa/XS6tWrWTIkCGya9cui7lsVr+6NljsVumLL76Qfv36ib+/v+j1egkODpakpCTJzs62mMtm1crLyyUlJUVCQkKkWbNm0rVrV1mzZo3FPFdophP535/dEBEREZFV8CJ3IiIiIivjBouIiIjIyrjBIiIiIrIybrCIiIiIrIwbLCIiIiIr4waLiIiIyMq4wSIiIiKyMm6wiIiIiKyMGywiIiIiK+MGi4g0rVOnTtDpdNDpdJg+fbq9l6M5mZmZpj46nQ47duyw95KICNxgEZGNHT16FCkpKSgsLHzi50RFRSE9PR2TJk0yjeXn5yMlJQWZmZnWX6QVFBQUYMGCBYiJiYGvry90Oh0OHjyo9Bp5eXkYO3YsWrZsCT8/P4waNQo5OTlmc0JCQpCeno5FixZZcfVE1FjcYBGRTR09ehTLli1T2mB17twZSUlJ6Nu3r2ksPz8fy5Yt0+wG6+LFi/jkk0+Ql5eHiIgI5ecbjUbExMQgIyMDixYtwrJly3D69GlER0fj1q1bpnmtWrVCUlISXn75ZWsun4gaSW/vBRAROaM+ffrg1q1b8Pf3x44dO5CYmKj0/G+++QbZ2dn4448/TBvLYcOGoWfPnli1ahVWrFjRFMsmIivhGSwispmUlBTMmzcPABAaGmq6big3N1fpdQ4ePGjadEyePNn0Ops3bwYAZGdnY8yYMQgKCoKnpyfat2+P8ePHo6ioyJo/Tr18fX3h7+/f4Ofv2LEDffv2NTtrFx4ejsGDB2Pbtm3WWCIRNSGewSIim4mPj0dWVha2bt2KNWvWoHXr1gCAgIAApdd5+umnsXz5cixZsgRvvfUWoqKiAAADBgxAeXk5hg4dirKyMsyYMQNBQUHIy8vD7t27UVhYiBYtWtT5uvfv38f9+/cf+/3d3d3RqlUrpTWrePToEc6cOYMpU6ZYHOvXrx9+/vln3L17F76+vk22BiJqHG6wiMhmevXqhd69e2Pr1q0YPXo0OnXq1KDXCQwMxLBhw7BkyRJERkYiKSnJdCwzMxOXLl3C9u3bkZCQYBpfsmTJY1/3008/xbJlyx47LyQkRPmsm4rbt2+jrKwMwcHBFseqxvLz8xEWFtZkayCixuEGi4icStUZqn379mH48OHw8vJ64ucmJyfjxRdffOw8g8HQ4PU9iZKSEgCAh4eHxTFPT0+zOUSkTdxgEZFTCQ0NxezZs7F69Wps2bIFUVFRiIuLQ1JSUr1vDwKVf63YuXNnG620blUbuLKyMotjpaWlZnOISJt4kTsROZ1Vq1bhzJkzWLRoEUpKSjBz5kz06NED//77b73PMxqNuHr16mMfN27caNL1+/v7w8PDAwUFBRbHqsbatm3bpGsgosbhBouIbEqn09nkdSIiIrB48WIcOnQIhw8fRl5eHtavX1/vc1auXIng4ODHPmr+ZV9TcHNzQ0REBE6ePGlx7Pjx4+jcuTMvcCfSOL5FSEQ25e3tDQBKNxpVeZ3i4mJ4eXlBr6/+9RYREQE3N7da33KryV7XYF2+fBn3799HeHi4aSwhIQELFizAyZMn8fzzzwOovHnpr7/+irlz51r1+xOR9XGDRUQ21adPHwDA+++/j/Hjx6NZs2aIjY01bZieVJcuXdCyZUusX78evr6+8Pb2Rv/+/fHnn39i+vTpSExMRLdu3fDw4UOkp6fD3d0dY8aMqfc1rX0N1ocffggAOHfuHAAgPT0dv/32GwBg8eLFpnnJycnIyMiAiJjG3nnnHWzcuBEjRozA3Llz0axZM6xevRqBgYGYM2eO1dZIRE1EiIhsLDU1Vdq1aydubm4CQC5dulTn3JCQEJk0aVKtx3bt2iXdu3cXvV4vAGTTpk2Sk5MjU6ZMkS5duoinp6f4+/tLTEyM7N+/v2l+mHoAqPNRU3R0tMWYiMiVK1ckISFB/Pz8xMfHR0aOHCnZ2dm1fq8DBw4IANm+fXuT/CxEpEYnUuN/mYiINKZTp06IjIzE2rVrYTAYlM90ObuKigrcuXMHR44cwejRoy3u/0VE9sGL3IlI877//nsEBARg/vz59l6K5pw9exYBAQEYPXq0vZdCRDXwDBYRadqRI0dMN9Xs0KED717+f4xGI44dO2b6ulevXmjTpo0dV0REAPBfOdsRIL6DrlcAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] @@ -221,7 +225,7 @@ " t = np.arange(0, tsim, ts) # len(t) == NSimSamples\n", " \n", " # Broadband noise\n", - " rng = np.random.default_rng()\n", + " rng = np.random.default_rng(seed=7)\n", " mu = 0.0\n", " sigma = 1.0\n", " wgData = rng.normal(mu, sigma, NSimSamples)\n", @@ -249,7 +253,7 @@ "id": "acca4f19", "metadata": {}, "source": [ - "# Prototype FIR low pass filter" + "# 2 Prototype FIR low pass filter" ] }, { @@ -440,13 +444,13 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 18, "id": "55808f1c", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] @@ -456,14 +460,40 @@ }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" - }, + } + ], + "source": [ + "# Filterbank aggregate frequency response\n", + "h, f, HFprototype = dtft(hPrototype)\n", + "HFbank = filterbank_frequency_response(HFprototype, Ndft)\n", + "\n", + "fLim = None\n", + "fLim = (0, 2)\n", + "dbLim = None\n", + "#dbLim = (-20, 5)\n", + "#dbLim = (-0.2, 0.2)\n", + "voltLim = None\n", + "voltLim = (0, 2)\n", + "#voltLim = (0.9, 1.1)\n", + "plt.figure(1)\n", + "plot_power_spectrum(f, HFbank, 'g', fs * Ndft, fLim, dbLim)\n", + "plt.figure(2)\n", + "plot_magnitude_spectrum(f, HFbank, 'g', fs * Ndft, fLim, voltLim)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "6eb3b494", + "metadata": {}, + "outputs": [ { "data": { "image/png": "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\n", @@ -476,35 +506,21 @@ } ], "source": [ - "# Filterbank aggregate time and frequency response\n", + "# Filterbank aggregate time response\n", "hbank = filterbank_impulse_response(hPrototype, Ndft)\n", - "h, f, HFprototype = dtft(hPrototype)\n", - "HFbank = filterbank_frequency_response(HFprototype, Ndft)\n", "\n", - "fLim = None\n", - "dbLim = None\n", - "dbLim = (-20, 5)\n", - "dbLim = (-0.2, 0.2)\n", - "voltLim = (0, 2)\n", - "voltLim = (0.9, 1.1)\n", - "plt.figure(1)\n", - "plot_power_spectrum(f, HFbank, 'g', fs * Ndft, fLim, dbLim)\n", - "plt.figure(2)\n", - "plot_magnitude_spectrum(f, HFbank, 'g', fs * Ndft, fLim, voltLim)\n", - "plt.figure(3)\n", "plot_time_response(hbank, title='Filterbank impulse response', color='r', markers=False)" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 20, "id": "eee415a1", "metadata": {}, "outputs": [], "source": [ - "# Polyphase FIR filter\n", - "pfsDown = PolyPhaseFirFilterStructure(Ndft, hPrototype, commutator='down')\n", - "pfsUp = PolyPhaseFirFilterStructure(Ndft, hPrototype, commutator='up')" + "# Polyphase FIR filter, can use same for analysis PFB (down) and synthesis PFB (up)\n", + "pfs = PolyPhaseFirFilterStructure(Ndft, hPrototype)" ] }, { @@ -512,16 +528,17 @@ "id": "d3628f9f", "metadata": {}, "source": [ - "# Analysis filterbank" + "# 3 Analysis filterbank" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 21, "id": "9468907a", "metadata": {}, "outputs": [], "source": [ + "pfs.reset_poly_delays()\n", "pfsDownData = np.zeros((NSimSub, Ndft))\n", "dftData = np.zeros((NSimSub, Ndft), dtype=np.complex_)\n", "\n", @@ -529,22 +546,25 @@ "for b in range(NSimSub):\n", " # Input signal\n", " inData = wgData[b * Ndft : (b + 1) * Ndft]\n", - " # Filtered signal\n", - " pfsDownData[b] = pfsDown.filter_block(inData)\n", + " # Filter to downsample time signal\n", + " pfsDownData[b] = pfs.filter_block(inData, flipped=False)\n", " # Frequency domain data\n", - " dftData[b] = np.fft.fft(pfsDownData[b])\n", - " #dftData[b] = Ndft * np.fft.ifft(pfsDownData[b])" + " # . The order of the pfs polyphases 0 : Ndft-1 fits the input order for FFT (and IFFT) \n", + " if analysisFFT:\n", + " dftData[b] = np.fft.fft(pfsDownData[b]) # LOFAR\n", + " else:\n", + " dftData[b] = Ndft * np.fft.ifft(pfsDownData[b]) # [HARRIS Fig 6.14, 6.21]" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 22, "id": "4d046175", "metadata": {}, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 2 Axes>" ] @@ -554,7 +574,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAF4CAYAAAAPE25xAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAACasklEQVR4nOzdeVxUVf8H8M8ACriguYuK5p6aWi64JC4tpmWbWy6pZamV2W6PT4s+mllZmomxhLLJIhCKuOGGCigKCIEhSIAgi8gqizDCcH5/nB8zHgccRJh7ge/79ZpXcbkz852Pl8vh3HvOUTDGGAghhBBCiKwYSF0AIUSerl+/DoVCITxatmyJXr16YeHChYiOjpa6RFKDKVOmQKFQSF0GIeQRGUldACFE3vr164fFixcDAIqLixEaGgoPDw/4+vri1KlTmDhxosQVEkJI00SNNELIA/Xv3x8bNmwQtn3zzTfYvHkzvv76a5w5c0aSugghpKmjy52EkIf20UcfAQDCwsLU2yoqKrBt2zaMGDECpqamaNeuHaZOnQp/f3/huX///TcUCgVWr14tbD9w4AAUCgWMjY1x584d4Xt9+vTB448/rlWHn58fnn32WTz22GMwMTHBsGHD8Msvv0ClUgn7OTk5QaFQwMnJCf7+/pg4cSLatm2LPn366Pysly9fxpw5c2BhYQFjY2N07twZY8aMwebNm7Vq7NOnDwoKCrBy5Up069YNJiYmeOqpp+Dh4VHtazPGsGfPHkycOBFmZmZo1aoVRo8ejT179tS4v6OjIyZNmoT27dujVatWGDBgAFauXInU1FQAgEKhwNmzZ9X/X/VYtmwZAM1l7GXLluHq1at4/fXX0bFjRygUCly/fl34fnUUCgWmTJkibKu6vKpUKvHf//4XFhYWMDU1xahRo3Dy5EkAwO3bt/Hhhx/C3NwcJiYmGD9+PC5duqQzf0KaM+pJI4TUWdV9T4wxzJkzB35+fhg4cCA+/PBDlJSUYN++fXjllVewbds2fPrppwCA4cOHo2PHjggMDBReq+rru3fvIiQkBM8//zwAIDk5GSkpKXj77beF/detW4cff/wRPXr0wBtvvIF27dohKCgIX375JS5evAhvb2+ter29vXH8+HG8/PLL+OCDD1BYWPjAzxcVFYUJEybA0NAQr776Knr37o2CggLExsbC3t4eX3/9tbD/3bt38dxzz6G4uBhvvfUWSkpK4OXlhYULFyInJ0fduK3KbNGiRfDw8MCAAQOwcOFCtGzZEidOnMDy5csRGxuLX375Rb1/ZWUl5s+fDx8fH/To0QMLFiyAmZkZrl+/Di8vL8yYMQMWFhZYv349nJyckJKSgvXr16ufP3LkSKHWf//9F+PGjcOTTz6JZcuWITc3Fy1btsTdu3cfmMmDzJ8/HzExMXjllVdQWloKNzc3vPzyywgJCcGKFStw9+5dzJ07F9nZ2di3bx9efPFFJCcno127dnV+T0KaNEYIIdVITk5mANj06dO1vvfdd98xAGzq1KmMMcacnZ0ZADZ58mSmVCrV+6WkpLBOnToxIyMjlpiYqN7+xhtvMADs5s2b6m1PPvkkmzRpEmvZsiVbt26devvu3bsZAObi4qLedvz4cXVtxcXF6u2VlZVs1apVDADz8fFRb3d0dGQAmIGBATtx4kStM/jss88YAHbgwAGt7+Xk5Ahf9+7dmwFgVlZWQgY3btxgnTp1YsbGxiwtLU293d7engFgb7/9Nrt79656u1KpZLNmzWIAWHh4uHr7zp07GQD27LPPsjt37gjvfefOHZabm6v+evLkyaym03vVvysA9t1339X4/aVLl1b7/Kp/53tVvd8zzzwj/Hvs27ePAWDt27dnc+fOZeXl5erv/fTTTwwA+/XXX6t9H0IIY3S5kxDyQP/++y82bNiADRs24Msvv4SVlRU2btwIExMT9SU/Z2dnAMDPP/+Mli1bqp9rYWGBTz/9FBUVFXBzc1Nvnzp1KgBN71lOTg6uXLmCmTNnYty4cTh9+rR636p97r3EZm1tDQCwt7dH69at1dsVCgV+/PFHKBSKai8xvvrqq3juueceOgNTU1OtbR07dqx23x9++EHIoGfPnvj444+hVCrh6ekpfIbWrVtj165daNGihXp7y5Yt1bne+xn++OMPGBoawsbGRqseU1NTdOjQ4aE+U7du3bR6Ah/V5s2bhX+POXPmoEWLFigoKMAvv/wCIyPNxZsFCxYA4Je/CSHVo8udhJAHSkxMxP/+9z8AQIsWLdC1a1csXLgQ//nPf/Dkk08CACIjI9GqVSuMHTtW6/lVDbKoqCitbYGBgXjzzTdx5swZMMYwbdo0lJWVYfPmzSgqKkLbtm0RGBiIfv36oVevXurnh4aGonXr1jXeu2Vqaoq4uDit7dXV9yDz5s3Db7/9htdffx3z58/H888/DysrK/To0aPa/Y2MjDB+/Hit7ZMmTQLAcwKAO3fuICYmBubm5vjpp5+09i8vLwcA9WcoLi7G1atX0b9/fwwYMOChPkNNRowYITQm68P9l1QNDAzQpUsX3LlzBxYWFsL3unfvDgDIyMio1xoIaUqokUYIeaDp06fj2LFjD9ynsLBQaETdq+qX8b33fw0dOhRdunRR95IFBgbCzMwMo0aNQmlpKf73v/8hKCgIAwYMQHp6Ot59913hNfPy8lBRUaFuPFanpKREa1vXrl0f+DnuZ2lpiTNnzuCHH36Au7s7HB0dAQBjxozBTz/9pG5sVunUqRMMDLQvUFS97+3btwEA+fn5YIwhPT29Vp+h6nk1NQ7r4mGzqA0zMzOtbUZGRjVuBzQNUkKINrrcSQh5ZGZmZrh161a137t586Z6n3tNmTIFCQkJSE9Px5kzZ2BlZQVDQ0OMGzcOpqamCAwMVE/vcX9jyMzMDB07dgRjrMZHcnKyVi11meB10qRJOHr0KPLz8xEYGIjPPvsMMTExeOmll5CUlCTsm5OTg8rKSq3XyMrKAgD1DfJVWYwaNeqBn6GqEVv1vPT09IeuvyY1ZVHVyKyoqND6XlVjkRCiH9RII4Q8sqeeegp37typdkqFqobW/ZfCqhpeHh4eiI2NxbRp0wAAxsbGmDBhAk6fPl3t/WgA7+HKzc1FQkJC/X6QBzA1NcWUKVPw66+/4r///S9KS0tx4sQJYZ+KigpcuHBB67lBQUEAeE4A0LZtWzzxxBO4evUqCgoKdL53mzZtMGTIECQnJ9fqMxsaGgKA1lQktdG+fXsA1TcIqy7XEkL0gxpphJBHtnTpUgB8Wox7L1/duHED27Ztg5GRERYtWiQ8p6qR9vPPPwOAupFW9b2oqCgcP34cAwcOhLm5ufDcNWvWAADeeecd5ObmatVz8+ZNXL169ZE/14ULF1BWVqa1vapnzMTEROt7//3vf4VpLNLS0rBjxw4YGxvjzTffFD7DnTt38N5771V7aTY5ORnXr19Xf/3hhx9CpVLhgw8+QGlpqbBvWVkZ8vLy1F9XDSK4ceNGLT+phpmZGQYNGoTg4GD8+++/6u1FRUVYt27dQ78eIaTu6J40Qsgje+utt+Dr6ws/Pz8MHz4cL7/8snqetLy8PPz666/o27ev8JxBgwahe/fuyMzMRMeOHTF8+HD196ZOnYrKykrk5uZizpw5Wu/34osv4ttvv8WmTZvQv39/vPjii+jduzdyc3Px77//IigoCN9//z2eeOKJR/pcP/30EwIDA2FlZYXHH38cJiYmuHz5Mk6dOoW+ffvi9ddfF/bv3r07SkpKMHz4cMyaNUs9T1pubi5+//134Z6ylStXIjQ0FM7OzggJCcFzzz0Hc3NzZGVlIS4uDhcvXoS7u7t6wt33338fZ8+ehZeXFwYMGIBXXnkFZmZmSE1NRUBAAHbv3o3XXnsNAG/w+vj4YPbs2ZgxYwZMTEwwYsQIzJo1q1af+/PPP8eKFSswfvx4zJ07F5WVlTh69CjGjBnzSHkSQh6S/mf9IIQ0Bg+aJ6065eXl7JdffmFPPvkkMzY2Zm3btmWTJ09mfn5+NT5n4cKFDACbPXu2sP3u3busTZs2DADz8PCo8fknTpxgs2bNYp07d2YtWrRg3bp1Y+PHj2ebNm1iqamp6v2q5klzdHSs1WepcuzYMbZkyRI2aNAg1rZtW9amTRs2ZMgQ9t///pdlZ2cL+/bu3Zv17t2b5eXlsRUrVrCuXbsyY2NjNmLECObu7l7je+zbt48999xz7LHHHmMtWrRgPXr0YFOmTGG//vqr1ntUVlYyBwcHNm7cONa6dWvWqlUrNmDAALZq1Srh85aXl7O1a9cyCwsLZmRkJMx7pmsetCq7du1iAwYMYC1atGAWFhbsu+++Y3fv3n3gPGnVqcqlOtW9FiFEQ8EYY5K1EAkhpImo6vG69xIlIYQ8CronjRBCCCFEhqiRRgghhBAiQ9RII4QQQgiRIbonjRBCCCFEhqgnjRBCCCFEhqiRRgghhBAiQzSZ7X1ycnIQEBCAPn36wNTUVOpyCCGEENLElZaW4vr165g+fTo6deqk3k6NtPsEBARg8eLFUpdBCCGEkGZm7969whJ61Ei7T9WElHv37n3kJWWaiuzsbHTu3FnqMmSD8hBRHhqUhYjyEFEeIspD4+rVq1i8eLG6DVKFGmn3qbrE+cQTT+Dpp5+WuBp58PHxwfTp06UuQzYoDxHloUFZiCgPEeUhojy03X+bFQ0cIDo9/vjjUpcgK5SHiPLQoCxElIeI8hBRHrpRI43oVFZWJnUJskJ5iCgPDcpCRHmIKA8R5aEbNdKITgUFBVKXICuUh4jy0KAsRJSHiPIQUR66USON6EQDKESUh4jy0KAsRJSHiPIQUR66ybqRVlxcjPXr1+PFF19Ehw4doFAo4OTkVOP+SqUSX331FczNzWFqagpLS0ucOHFCfwU3UadPn5a6BFmhPESUhwZlIaI8RJSHiPLQTdaNtJycHGzcuBFXr17FiBEjdO6/bNkybNu2DYsWLcKOHTtgaGiImTNnIjg4WA/VNl33ztlCKI/7UR4alIWI8hBRHiLKQzdZN9K6d++OzMxMpKSkYOvWrQ/c99KlS/D09MSWLVuwdetWrFixAqdPn0bv3r2xdu1aPVXcNO3evVvqEmSF8hBRHhqUhYjyEFEeIspDN1k30oyNjdGtW7da7evj4wNDQ0OsWLFCvc3ExATLly/HhQsXcOPGjYYqs8lbvXq11CXICuUhojw0KAsR5SGiPESUh26ybqQ9jMjISAwcOBBmZmbC9rFjxwIAoqKiqn2eUqlEYWGh+lFcXNzQpTY61tbWUpcgK5SHiPLQoCxElIeI8hBRHro1mUZaZmYmunfvrrW9altGRka1z9uyZQvatWunfkyePFn9enZ2dlAqleoDydraGllZWfDy8kJ0dDTOnTuHgIAAJCQkwMnJCUVFRcK+BQUFcHV1RVxcHE6ePInAwEBcuXIF7u7uyM3NFfYtLS2Fg4MDkpKScPjwYYSEhCAiIgI+Pj7IyMgQ9lWpVLCxsUF6ejr279+P8PBwhIaGwt/fH8nJybC3t9eqOzs7G56enoiOjsbZs2cREBCA+Ph4ODs7a9VdWFgIFxcXxMfH4/jx47CwsEBMTAw8PDyQk5Mj7FtWVgYHBwckJyfj0KFDOH/+PMLDw+Hr64uMjAzs2rULlZWVsLa2RmVlJXbt2oWMjAz4+voiPDwc58+fx6FDh5CcnAwHBweUlZUJr5+TkwMPDw/ExMQgMDAQx48fR3x8PFxcXFBYWCjsW1RUBGdnZ8THxyMgIABnz55FdHQ0PD09kZ2dLeyrVCphb2+P5ORk+Pv7IzQ0FOHh4di/fz/S09NhY2MDlUolPOdmeDj+efNNTMvMREhwMA4fPoykpCQ4ODigtLRU2Dc3Nxfu7u64cuUKAgMDcfLkScTFxcHV1RUFBQVadTs5OSEhIQEBAQE4d+4coqOj4eXlhaysLK267ezskJKSgoMHDyI0NBRhYWE4cOAA0tLSYGtri4qKCuE5mZmZ8PHxQWRkJIKDg3HkyBEkJiZiz549KCkpEfbNy8uDu7s7YmNjcfr0aZw6dQqxsbFwc3NDfn6+sG9xcTEcHR1haWmJY8eOISgoCFFRUfD29taqu7y8HHZ2dkhNTYWfnx8uXbqES5cuwc/PD6mpqbCzs0N5ebnWz5q3tzeioqIQFBSEY8eOISEhAY6OjiguLhb2zc/Ph5ubG2JjY3Hq1CmcPn0asbGxcHd3R15enrBvSUkJ9uzZg8TERBw5cgTBwcGIjIyEj48PMjMzhX0rKipga2uLtLQ0HDhwAGFhYQgNDcXBgweRkpKidY64c+dOszxHBAYGVnuOuHPnTrM6R2RkZMDHxwcREREICQlRnyOcdu2C8vBhdI6KAv7/57M5nSMSEhKqPUfcuXOn2Z0jampHpKamolpMT1QqFSstLa3Vo7KyUuv5YWFhDABzdHSs9vX79u3LZsyYobU9MTGRAWDbt2+v9nllZWXs9u3b6sfZs2cZABYREfEoH7dJcXNzk7oEaV26xNiCBYwZGTEG8MdzzzGWlCR1ZbLQ7I+Pe1AWomabx+3bjB05wthXXzE2bpx47rCwYGzLFsays6WuUnLN9vioRkRERLVtD731pJ07dw6mpqa1esTHxz/065uamkKpVGptr5rR+P71sKoYGxvDzMxM/WjTps1Dv3dTN3z4cKlL0D+VCvjrL+CZZ4CxYwEPD6CiAhg3DpXGxsDJk8CwYcCOHXzfZqxZHh81oCxEzSaPggLA3x/44gtgzBjgsceAmTOBn34CQkP5ucPCAhXt2wOpqcC6dUDPnsDbbwOXL0tdvWSazfHxCPS2wPrgwYPh6OhYq32ru2xZm+ekp6drbc/MzAQAmJubP/RrEi47O1vqEvSnsBDYs4c3vq5f59tatADefBP49FPgqadwae9ejHNwAM6eBT75BPD0BHbvBoYMkbJyyTSr40MHykLUZPPIzQWCgvg54OxZICqK95Pdq29fYPJkzaNPH4QEBGByZiawcydvnDk58cf48cBHHwGzZwMtW0rwgaTRZI+PeqS3Rlq3bt2wbNmyBnv9kSNHIjAwEIWFhcLggYsXL6q/T+pG1Rx6iq5fB37/HXBwAIqK+LaOHYFVq4APPgDuaeQXd+sGnD7N9/3iC/6X8lNPAd98A3z1VbM6yQLN5PioJcpC1GTyuHULOHdO0yiLidHeZ8AAsVHWq5fWLuWGhsCyZcDSpfy8YW0NeHsDFy7wR7duwMqVwIoVwjmnqWoyx0cDajIDB+bMmQOVSgV7e3v1NqVSqb6xuVc1PzCkdnr27Cl1CQ2DMeD8eWDuXKBfP2D7dt5AGzwYsLPjlyW+/17rZNmzZ0/AwICfSGNjgZdfBu7eBb77Dhg9GggLk+gDSaPJHh91QFmIGm0emZm8h/z993kPedeu/Dxhba1poD3xBP8jzsMDSE8Hrl0D/vwTWLy42gYacE8eCgXvPXNz4+eZ//0P6N4duHmT/3/v3sCCBUBIiHYPXRPSaI8PPdJbT1pdVY2Aqhqd6e/vj7S0NADARx99hHbt2gEALC0tMXfuXKxbtw63bt1C//794ezsjOvXr9OEeY8oLCwMgwcPlrqM+lNezu83274duHRJs/355/klzenTeSOsBkIePXsCBw/yE/qaNfwEPm4c8Nln/GTbqlUDfxjpNbnj4xFQFqJGk0damqaX7OxZ3uC637BhwJQpvJfMygro0uWh36baPLp143/g/ec/wP79/FJoSAg/p3h68l761at5o62Ge6sbq0ZzfEhJooEMtda7d28GoNpHcnKysG9paSn74osvWLdu3ZixsTEbM2YMO3bs2EO9X00jLJqz/Px8qUuoH/n5jP38M2O9emlGWhkbM/bOO4xFRz/Ey+RX/41btxhbuFDz2v37MxYYWB+Vy1qTOT7qAWUhkm0eycmMOTkx9vbbjPXtq/mZrXooFIyNHMnYxx8z5utbbyMxa53H5cv8vGRioqmpQwfG1q5l7Pr1eqlFDmR7fEigpraH7Btp+kaNNG07d+6UuoRHk5DA2OrVjLVurTnhdenC2IYNjGVlPfTL6czD35+xHj0077VyJWMFBXUsXv4a/fFRjygLkSzyqKxk7N9/GXNwYOytt/gUGPc3ygwMGBs9mrHPP2fs4EHG8vIapJSHziMnh7GffmKsd2+x1ldfZezkSf7ZGjFZHB8yUVPbQ8FYE77gXQeXL1/GqFGjEBERgaefflrqckhdMcZv9N2+nV+OrDrMhw3jlzQXLgRMTBru/QsL+SACW1v+dY8egI0NMGtWw70nIYT/rF+7Jl6+vH/kv6Ehv3+06vLlxInAfavVyIpKBRw6xO+JO3lSs/2JJ/il0LfeAtq2la4+8shqans0mYEDpOE0qqU77t4F9u4FRo3iJ2A/P37SnjkTOHECiI4G3nnnkRpotcrDzIw3ys6cAfr3578kXnmFNw6b2LDzRnV8NDDKQqSXPBgD/vkH+OMPYP58PtBn8GA+StLdnf/stWjBG2L//S8QEMDnNQsNBX78EZgxQ28NtDrnYWgIvPoqP4fFxgIffgi0aQNcvcr/v2dP4OOPq7+XTsbo50U36km7D/WkaSsqKkJbuf+VlpvLR2RaW/ORWQC/yXbJEj6XWT3enPrQeZSWAhs2AL/8AlRW8qk9fv+d3wisUNRbXVJpFMdHQystBXbvRoWXF4zMzPhowKpHt27i14891iT+3WujQY6Nyko+QKeql+zcOSAnR9zH2JgP4KmaDmPcOFkM4qnXPAoLAWdnfs67t3E2fTrvXZsxgzfuZIzOHRo1tj0kuPQqa3RPmraaluKShatX+T1fpqaaeza6d2ds82Z+P0cDqHMeYWGMDR+uqfOllxhLTa3X2qQg6+OjoRUXM/brr4x166Z9n1NNjxYt+D2LTz/N2IwZjC1bxpcP2raNMTc3fq9RTAwfiKJSSf0JH0m9HBsVFYxFRPB8Xn2V30B/f6ampoxNm8bY//7H2JkzjJWWPvr7NoAG+VlRqRgLCGDs5Zf5gIeqTPr2ZeyXXxrs/rr60KzPHfepqe0h+yk4iPQmTpwodQkixoBTp/j9ZkeOaLY/9RS/32z+/AadULbOeYweDYSHAz//DGzcCBw+DAwdyr9eseKB037ImeyOD30oKuKX1379VXP52sIC2YsWofPjjwNZWdU/Cgr4FDDp6dr3SVXH0JBP9XBvT1xNj06dZNdzUqdjo6KCz8Zf1VMWHAzcvi3u07o1v3xZ1VM2ZkyjmES6QX5WDAyAF17gj6Qkflzu3s3//4svgG+/5XO3rV4NyGwZpmZ57nhI1EgjOiUlJWHAgAFSlwGUlfGJI7dv10woqVDwe70+/ZTPXaSHy0iPlEeLFsDXXwNvvAEsX85nGX//fT4f0p9/8lnLGxnZHB/6UFDA57H67TcgL49v69uX3+v01lu4HBiI6dOn1/x8pZLPXl/VaLt5s+YGXV4ev2E8M1NzCf9BDAx4Q+1Bl1qrHp07A0YNf/qv1bFx9y7/46WqURYSAhQXi/uYmfF1dKsaZU8/zX+WGpkG/1np25ffVrFxI58od+dOfq7880/+sLLijbXXXpNFfs3q3FFH1EgjOtW0OL3e3LrFb8L/4w/+/wD/S/rtt/nNsv3767WcesnjiSf42n+7dvHFls+e5X/lbtzIG5x6+AVaXyQ/PvQhL483zH7/XdOrM3Agb3AvXKj+99KZhbExn42+Niug3L3Le+lqasTd+8jJ4fdq3brFH9UtW3QvhYLfG6mrd65bN96TV8df6NXmoVTySaSrGmXnzwN37oj7tG8PTJrEG2RTpgAjRjSqn4ma6O1npVUr4L33gHff5T2RO3cCvr78/r1z5/ho81WreA9+HSblrS/N4tzxiBr/UU8aXPv27aV54ytXeK+Zmxs/sQN8FNOaNfzk89hjkpRVb3kYGvLP8sor/GR54gSwdi2wbx+/XDFiRP28TwOT7PjQh+xsYNs2fnN2Ve/OkCH8EtLcuVqXF+s1i5Yt+S/THj1071tRUfsGXXY2b9Dl5PDHP//ofv0OHWp3ybVrV94Q/X/t27fngypCQzWNstBQ3it+r44deS9PVU/Zk0/K7tJtfdD7z4pCwRu7kybxy+u2toC9Pf//b78FNm0C5s3ji7uPHavf2tDEzx31hBppRKe4uDgM19e9DJWVfIj89u280VJl7FjewzR7tuTd9PWeR58+/DM7O/PPGBHB71/7z3/4ou33/NKTI70eH/qSmckvG9naanp5Rozgv9hef73G+wcly8LIiK/92L277n1VKj4a+v7GW3WXXm/d4vvn5fHH1au6X79dO3WDzTwrC7h+nfcK3qtLF3Ex8iFDGu09mQ9D0p+VHj14o+ybb/ii7tbWwMWLfMqivXv5fX0ffcQbbXo65zTJc0c9oyk47kNTcGjLyspC165dG/ZNSksBV1feOIuL49sMDPi9W59+yhcjlsm0BQ2ax82b/J6Rv/7iXz/xBODgAEyY0DDvVw/0cnzoS1oa8NNP/P6dqt7b0aN542zWLJ3HYJPKAuB/NOXl1a6HLiuLD4qoTvfuYqNs8GDZ/Dzrk+yOj7Aw3ljz9NQ0pDt35j37q1bxKxcNSHZ5SIim4KglmoJDW4Mu3ZGRwdjXXzPWsaNm6Hjbtox9+iljSUkN976PQC9Lmfj4MNa1q2YdwTVrGCsqavj3rYMmsbRLcjKfyqVlS81xOGECY0ePPtTSO00ii7qqrGQsN5ex2Fi+Zq2nJzv+1luMXbvW6Jcvqi+yPT6ysvi0RT17ao5/Q0PG5szhU5o00L+fbPOQAC0LVUvq1uzSpXjayorfHDxwIP/rohn+5ddgoqJ4r5mHh+av7z59+ECAd96R9xIt+pKXx4fQOzryr3v35veTvPCCtHU1Jf/+C2zZAri48Pu6AN7T8913wNSp9DNPmpeKCr5Ky86d/P7BKk8+yXv4Fy3ig7ZIvaNloR6WszOfImHSJH5/RYcOgKUlXyNt0yZ+c3dkpPZQ8Sao3pbuqKzk62hOncrnNHNx4Q20iRMBHx8gIYGvDiDzBpreljLp0AHYs4ffr9a7N5CSwmcTf/ttID9fPzXUQqNc2iUujv8sDxrEM66oAJ5/no98O3MGmDatTg20RplFA6I8RLLPw8iI3/d75gxfQm/FCj5SNCaGL7PVsyfw+edAYmK9vJ3s85AB6km7j7o1O28eni4o4MttpKRoFuiujrk5P9lX9bpVPR5/XPKb3OuDUqmE8aPcSFpSAjg5ATt28IYYwEduzZ3L7zeTYFTRo3jkPOqiuJhP97BzJz8Wu3Xj03e88YZ+66iGJHnU1ZUrwPffA15emp/pmTP5PWfjxj3yyzeqLPSA8hA1yjzy83lv/q5dfIJcgP8BM3Mm71174YU6D/polHk0ELonrZaqvS5cWsqXafnrL8a2bGHs7bcZmziRsc6dH7z8i6EhYwMG8OU6PvuMMVtbxk6fZiwtrVHdo2Fra1u3J964wdjatYy1b6/JpH17vq0RL4dU5zzqQ0gIY4MHa/KcPZuxzEzp6mES51Fbly8z9vrr4s/nq68yFh5er2/TKLLQI8pD1KjzUKkYO3SIsRdfFH+OBgxg7LffGCsoeOiXbNR51DO6J62WHnp0Z34+722r7nH/BI33at1au+et6iGzuWNSUlLQu3fv2j8hLIzfb+btrbnPp39/filz6VKgTZsGqVNfHjqP+lZWBmzeDPz4I8+3fXue99KlktxDJXkeD3LpEr894dAh/rVCAcyZw6chaICh/7LOQgKUh6jJ5HHtGp9c3NGRL/QO8N9pS5bw3rUhQ2r1Mk0mj3pAPWm1VG+jOysreU/SqVOM2djw0YovvcT/6jA0fHAPXJcujD3zDGPvvMPYjz8y5uvL2JUrjJWV1c+HfEh+fn66d6qo4CMSJ04UP8uUKYz5+TX6haLvVas89CEqirFRozRZP/88H6WoZ7LJ417BwYxNn67JxsCAsYULGfvnnwZ9W1lmISHKQ9Tk8igsZOyPPxgbMkQ870+bxtj+/fz3wgM0uTweAS2wrm8KBb/JsmdPfhPyve7eBZKTq+99y8jQLO0SHKz9mn36VN/7ZmHRYJNBdnnQsiGFhfzG6x07+KSVAL8P7803+f1mTz3VIDVJ6YF56NOIEXz29u3b+WjEEyeAYcOAH34APvxQbzO2yyYPxviItI0bgcBAvs3QkA8QWLeO/5w0MNlkIROUh6jJ5dG2LV97eNUq/jO3cycfHHb6NH9YWAAffMBXiOnYUevpTS6PBkCNNCm0bMkHGgwapP29oiJ+c/29Dbf4eP7fwkLeuEtO5iP+7mVszBfnrq4B16nTI10GM6zul/3163wdQwcHXjPAfwhXreI/lObmdX4/uas2D6kYGQFffskXTH73XT468eOP+eSUu3fzyXAbmOR5MMYbqJs2af6wadECWLaMr9rQt6/eSpE8C5mhPERNNg+FgndGTJvGB9rZ2PAJoVNT+c/ghg3AggV8RYN7/nBvsnnUI2qkyU3btsDTT/PHvRjjvWv397zFx/O5npRKPnLtyhXt13zsseobbwMG1GrOm/T0dIwZM4bXcOEC77nx9eVTagB89vBPPwUWL+bDtZs4dR5yMmAA/0vW3p6v/3nhAjByJO9hW7u2QUcZS5YHY8CRI7xxdvEi32ZszBura9fyv+L1TJbHhoQoD1GzyKN3b36/7Pr1/I/FnTv5dFWOjvwxYQJvrL3xRvPI4xHRwIH7NMploVQq/tdLdb1vqakPfm7PntqNt0GD+GVVI96GT0tORs+LF3nj7NIlzXOff543zqZPbxbr7lVJS0tDzwZeLuWR3LjBL0EcPsy/Hj6cX5IeNapB3k7veVRW8gk3v/8euHyZbzM15fM4ffmlpL24sj829IzyEDXLPBjjt2Xs3CkOJuvWDYULFsDsu+9kN1hOCjRwoJaa3LJQd+4wFh3Nb+r/4QfGli5lbPx4cRmm6h5GRowNGsTYyy+zwsce02w3NuYDGqKjpf5kkrGxsZG6BN0qKxlzc9P8OxsY8KlP7typ97fSWx4VFYx5ejI2bJjmeGzdmn+umzf1U4MOjeLY0CPKQ9Ts88jIYGzDBsa6dWMMYHeNjes0dUdTRFNw1FKj7Emrq9xc8f63qt63hAS+4Pm9unTh95q9/z7//2asoqICRkaN5E6B7Gx+j5qHB/96wAB+r8jkyfX2Fg2eR0UFv2yyeTNfKQDgq1J89BGf1qVTp4Z774fUqI4NPaA8RJTH/7t7F/D1hSo9HYaffy51NbJAy0IRbR078lnWlyzhl468vYG//+az26emAidPArt2IWDpUn45df36Zt9AAwBbW1upS6i9zp0Bd3c+4qpHD94AnzKFN7ar5jd6RA2WR3k5v4fliSf4CM24OH5ZZMMGPnDl++9l1UADGtmxoQeUh4jy+H8tWwJvvgkbWm1AJ+pJu0+z6kkjzcvt28BXXwF2dvzrnj0BW1vgpZekret+SiVfRuzHHzXTunTsyNcM/PBD2a/tSgghD4t60kid0SK4okabR7t2vFEWGAj06wekpQEvvwwsWsQvi9ZRveVRVgZYW/PVKVat4g20rl2BrVv5/69bJ/sGWqM9NhoI5SGiPESUh27USCM6zZ49W+oSZKXR5zFlChAdzUdCGhjwy6FDhvD7vurQsf7Iedy5w0cOP/44v88sLY2P0Nyxg88J+MUXjWYpsUZ/bNQzykNEeYgoD92okUZ0CgkJkboEWWkSebRqBfz8M59f7MkngZwcPtnkq6/yRtJDqHMeRUXATz/x6V4++wy4eZPPbfbHH0BiIrBmDZ9aoxFpEsdGPaI8RJSHiPLQjRppRKd+/fpJXYKsNKk8Ro8GwsP5UkotWgD+/sDQoXxS3KrJinV46Dxu3+Y3/ffpw2cjz87mqwL8+Scf2PD++4CJycN/FhloUsdGPaA8RJSHiPLQTdaNtLCwMKxevRpDhw5F69atYWFhgXnz5uHatWvV7q9UKvHVV1/B3NwcpqamsLS0xIkTJ/RcddNTUlIidQmy0uTyaNkS+PZbICqKj/YtLOQTwz77LF/NQoda55GXx1dA6N2bv19eHp882dmZT//y7ru8lkasyR0bj4jyEFEeIspDN1k30n766Sf89ddfePbZZ7Fjxw6sWLEC586dw9NPP40r1Sx/tGzZMmzbtg2LFi3Cjh07YGhoiJkzZyL4/oXKyUMprKepGpqKJpvHkCF87cvffuOXQ8+c4ZdCf/lFM0t4NXTmkZ3Nb/rv3Zsv4XT7Nn8vDw8gNpZPAdNE5o5qssdGHVEeIspDRHnUggQT69ZaSEgIUyqVwrZr164xY2NjtmjRImH7xYsXGQC2detW9bbS0lLWr18/Nn78+Fq/Z5NbcaAe/Pvvv1KXICvNIo+kJMaee04zs//o0Yz9/Xe1u9aYR2YmY59/zlirVprXGTGCr36hUjVc7RJqFsfGQ6A8RJSHiPLQqKntIeuetAkTJqDlfZc/BgwYgKFDh+Lq1avCdh8fHxgaGmLFihXqbSYmJli+fDkuXLiAGzdu6KXmpujs2bNSlyArzSKPxx8Hjh/na362b8/vWxs1il+uVCqFXbXySEvjN/0//jjw66989Obo0Xy9zchIYPbsJrvWa7M4Nh4C5SGiPESUh26N7kzJGENWVhY63TfTeGRkJAYOHAiz++ZRGjt2LAAgKiqq2tdTKpUoLCxUP4qLixuk7sZs/vz5UpcgK80mD4UCePttfkny9df5Jc9Nm4Cnn+YLJv8/dR7Xr/P5zfr144spl5UB48cDR48Cly4Br7zCX7MJazbHRi1RHiLKQ0R56NboGmlubm5IT0/X+sfNzMxE9+7dtfav2paRkVHt623ZsgXt2rVTPyb//5qGmZmZsLOzg1KpVE+4Z21tjaysLHh5eSE6Ohrnzp1DQEAAEhIS4OTkhKKiImHfgoICuLq6Ii4uDidPnkRgYCCuXLkCd3d35ObmCvuWlpbCwcEBSUlJOHz4MEJCQhAREQEfHx9kZGQI+6pUKtjY2CA9PR379+9HeHg4QkND4e/vj+TkZNjb22vVnZ2dDU9PT0RHR+Ps2bMICAhAfHw8nJ2dteouLCyEi4sL4uPjcfz4cXz33XeIiYmBh4cHcnJyhH3Lysrg4OCA5ORkHDp0COfPn0d4eDh8fX2RkZGBXbt2obKyEtbW1qisrMSuXbuQkZEBX19fhIeH4/z58zh06BCSk5Ph4OCAsrIy4fVzcnLg4eGBmJgYBAYG4vjx44iPj4eLiwsKCwuFfYuKiuDs7Iz4+HgEBATg7NmziI6OhqenJ7Kzs4V9lUol7O3tkZycDH9/f4SGhiI8PBz79+9Heno6bGxsoFKphOdkZGTAx8cHmzdvRkhICA4fPoykpCQ4ODigtLRU2Dc3Nxfu7u64cuUKAgMDcfLkScTFxcHV1RUFBQVadTs5OSEhIQEBAQE4d+4coqOj4eXlhaysLK267ezskJKSgoMHDyI0NBRhYWE4cOAA0tLSYGtri4qKCuE5mZmZ8PHxQWRkJIKDg3HkyBEkJiZiz549KCkpEfbNy8uDu7s7YmNjcfr0aZw6dQqx+flwmz0bxU5OKGnbFoiNBZswAXdXr4arrS12r1uHtOnTUdm/P1/N4O5d3B0/HgdWrwZCQmD9778or6iAnZ0dUlNT4efnh0uXLuHSpUvw8/NDamoq7OzsUF5ervWz5u3tjaioKAQFBeHYsWNISEiAo6MjiouLhX3z8/Ph5uaG2NhYnDp1CqdPn0ZsbCzc3d2Rl5cn7FtSUoI9e/YgMTERR44cQXBwMCIjI+Hj44PMzExh34qKCtja2iItLQ0HDhxAWFgYQkNDcfDgQaSkpGidI1atWtUszxGBgYHVniNWrVrVLM8RERER1Z4jVq1a1TTPEbGxcHNzQ35+vrBvcXExHB0dkZCQgGPHjiEoKAhRUVHw9vZGVlaWkEd5eXmzOEfU1I5ITU1FdfS2LFRlZSXu3r1bq32NjY2hqOYv7ri4OFhaWmLo0KEICgqCoaGh+nv9+vXDoEGDcOTIEeE5SUlJ6NevH7Zv345PPvlE6zWVSiWU91y+iYqKwuTJk2lZKEKqk5fH5zRzduZfd+3K51hTqfjXzz3HR25aWUlXIyGENDKSLwt17tw5mJqa1uoRHx+v9fybN2/ipZdeQrt27dT3n93L1NRUaGxVKSsrU3+/OsbGxjAzM1M/2jSSmc31iZbuEDXrPDp04OtqHjvGR2tmZfEG2syZwPnzwIkTzbqB1qyPjWpQHiLKQ0R56Ka3ce+DBw+Go6Njrfa9/7Ll7du3MWPGDBQUFCAoKAjm5ubVPic9PV1re2ZmJgBU+xxSOwsXLpS6BFmhPABMnw5cuQLs3YvbAwei3bRpUlckC3RsiCgPEeUhojx001sjrVu3bli2bNlDP6+srAyzZs3CtWvXcPLkSQwZMqTa/UaOHInAwEAUFhYKgwcuXryo/j6pm2PHjtEP0z0oj//Xpg2wahUOu7uD0uDo2BBRHiLKQ0R56CbrgQMqlQrz58/HhQsX4O3tjfHjx9e475w5c6BSqWBvb6/eplQq4ejoCEtLS/Tq1UsfJTdJ1MAVUR4iykODshBRHiLKQ0R56Cbrab4///xzHDx4ELNmzUJeXh727t0rfH/x4sXq/7e0tMTcuXOxbt063Lp1C/3794ezszOuX7+O3bt367v0JuXmzZs19mA2R5SHiPLQoCxElIeI8hBRHrrJupFWNbeZv78//P39tb5/byMNAFxcXPDtt9/C1dUV+fn5GD58OA4dOgSrZnwjc33Q0wDgRoPyEFEeGpSFiPIQUR4iykM3WTfSzpw581D7m5iYYOvWrdi6dWvDFNRMVTf/XHNGeYgoDw3KQkR5iCgPEeWhm6zvSSPyEBkZKXUJskJ5iCgPDcpCRHmIKA8R5aEbNdKITjNnzpS6BFmhPESUhwZlIaI8RJSHiPLQjRppRCc3NzepS5AVykNEeWhQFiLKQ0R5iCgP3fS2LFRjUdPSDIQQQgghDUHyZaFI40VLd4goDxHloUFZiCgPEeUhojx0o560+1BPmrbi4mJa0/QelIeI8tCgLESUh4jyEFEeGtSTRurM29tb6hJkhfIQUR4alIWI8hBRHiLKQzdqpBGdnnnmGalLkBXKQ0R5aFAWIspDRHmIKA/dqJFGdEpMTJS6BFmhPESUhwZlIaI8RJSHiPLQjRppRKfWrVtLXYKsUB4iykODshBRHiLKQ0R56EaNNKJT27ZtpS5BVigPEeWhQVmIKA8R5SGiPHSjRhrRKSEhQeoSZIXyEFEeGpSFiPIQUR4iykM3aqQRnaysrKQuQVYoDxHloUFZiCgPEeUhojx0o0Ya0YmGSYsoDxHloUFZiCgPEeUhojx0o8ls70OT2RJCCCFEn2gyW1JntHSHiPIQUR4alIWI8hBRHiLKQzfqSbsP9aRpKy8vR4sWLaQuQzYoDxHloUFZiCgPEeUhojw0qCeN1NmePXukLkFWKA8R5aFBWYgoDxHlIaI8dKNGGtFpxowZUpcgK5SHiPLQoCxElIeI8hBRHrpRI43oFBkZKXUJskJ5iCgPDcpCRHmIKA8R5aEbNdKITt27d5e6BFmhPESUhwZlIaI8RJSHiPLQjRpphBBCCCEyRI00olNmZqbUJcgK5SGiPDQoCxHlIaI8RJSHbtRIIzo99dRTUpcgK5SHiPLQoCxElIeI8hBRHrpRI43odPToUalLkBXKQ0R5aFAWIspDRHmIKA/daDLb+9BkttpowkER5SGiPDQoCxHlIaI8RJSHBk1mS+rMzs5O6hJkhfIQUR4alIWI8hBRHiLKQzfqSbsP9aQRQgghRJ+oJ43UGS2CK6I8RJSHBmUhojxElIeI8tBN1o20f/75B3PnzkXfvn3RqlUrdOrUCVZWVvD39692f6VSia+++grm5uYwNTWFpaUlTpw4oeeqm565c+dKXYKsUB4iykODshBRHiLKQ0R56CbrRlpKSgqKioqwdOlS7NixA99++y0A4JVXXoG9vb3W/suWLcO2bduwaNEi7NixA4aGhpg5cyaCg4P1XXqTcu7cOalLkBXKQ0R5aFAWIspDRHmIKA/djKQu4EFmzpyJmTNnCttWr16NUaNGYdu2bVixYoV6+6VLl+Dp6YmtW7fiiy++AAAsWbIEw4YNw9q1a3H+/Hm91t6UDBgwQOoSZIXyEFEeGpSFiPIQUR4iykM3WfekVcfQ0BC9evVCQUGBsN3HxweGhoZCw83ExATLly/HhQsXcOPGDT1X2nQUFRVJXYKsUB4iykODshBRHiLKQ0R56CbrnrQqJSUlKC0txe3bt3Hw4EEcPXoU8+fPF/aJjIzEwIEDYWZmJmwfO3YsACAqKgq9evXSW81NSUlJidQlyArlIaI8NCgLEeUhojxElIdujaKR9vnnn6vnUzEwMMAbb7yhNSokMzMT3bt313pu1baMjIxqX1upVEKpVKq/Li4urq+ym4x+/fpJXYKsUB4iykODshBRHiLKQ0R56Ka3y52VlZUoKyur1eP+qds++eQTnDhxAs7OzpgxYwZUKhXu3r0r7FNaWgpjY2Ot9zUxMVF/vzpbtmxBu3bt1I/JkycD4I0+Ozs7KJVKdYPQ2toaWVlZ8PLyQnR0NM6dO4eAgAAkJCTAyckJRUVFwr4FBQVwdXVFXFwcTp48icDAQFy5cgXu7u7Izc0V9i0tLYWDgwOSkpJw+PBhhISEICIiAj4+PsjIyBD2ValUsLGxQXp6Ovbv34/w8HCEhobC398fycnJsLe316o7Ozsbnp6eiI6OxtmzZxEQEID4+Hg4Oztr1V1YWAgXFxfEx8fj+PHjcHJyQkxMDDw8PJCTkyPsW1ZWBgcHByQnJ+PQoUM4f/48wsPD4evri4yMDOzatQuVlZWwtrZGZWUldu3ahYyMDPj6+iI8PBznz5/HoUOHkJycDAcHB5SVlQmvn5OTAw8PD8TExCAwMBDHjx9HfHw8XFxcUFhYKOxbVFQEZ2dnxMfHIyAgAGfPnkV0dDQ8PT2RnZ0t7KtUKmFvb4/k5GT4+/sjNDQU4eHh2L9/P9LT02FjYwOVSiU8JyMjAz4+PvDw8EBISAgOHz6MpKQkODg4oLS0VNg3NzcX7u7uuHLlCgIDA3Hy5EnExcXB1dUVBQUFWnU7OTkhISEBAQEBOHfuHKKjo+Hl5YWsrCytuu3s7JCSkoKDBw8iNDQUYWFhOHDgANLS0mBra4uKigrhOZmZmfDx8UFkZCSCg4Nx5MgRJCYmYs+ePSgpKRH2zcvLg7u7O2JjY3H69GmcOnUKsbGxcHNzQ35+vrBvcXExHB0dsX//fhw7dgxBQUGIioqCt7e3Vt3l5eWws7NDamoq/Pz8cOnSJVy6dAl+fn5ITU2FnZ0dysvLtX7WvL29ERUVhaCgIBw7dgwJCQlwdHREcXGxsG9+fj7c3NwQGxuLU6dO4fTp04iNjYW7uzvy8vKEfUtKSrBnzx4kJibiyJEjCA4ORmRkJHx8fJCZmSnsW1FRAVtbW6SlpeHAgQMICwtDaGgoDh48iJSUFK1zxJYtW5rlOSIwMLDac8SWLVua5TkiIiKi2nPEli1bmuU5IiEhodpzxL15NJdzRE3tiNTUVFRHb5PZnjlzBlOnTq3VvlevXsXgwYNr/P4LL7yAgoICXLx4EQqFAgAwbNgwdO3aFadOnRL2jY2NxdChQ2Fra4uVK1dqvdb9PWlRUVGYPHkyTWZ7j+LiYrRp00bqMmSD8hBRHhqUhYjyEFEeIspDo6bJbPV2uXPw4MFwdHSs1b7VXba815w5c7By5Upcu3YNgwYNUj8nPT1da9/MzEwAgLm5ebWvZWxsLPTA0QGjzcnJCatXr5a6DNmgPESUhwZlIaI8RJSHiPLQTW+NtG7dumHZsmX18lpVly5v376t3jZy5EgEBgaisLBQGDxw8eJF9fdJ3dAPkYjyEFEeGpSFiPIQUR4iykM3WU/BcevWLa1t5eXlcHFxgampKYYMGaLePmfOHKhUKmGSW6VSCUdHR1haWtLIzkdAS3eIKA8R5aFBWYgoDxHlIaI8dJP16M6VK1eisLAQVlZW6NGjB27evAk3NzfExcXh119/FS5NWlpaYu7cuVi3bh1u3bqF/v37w9nZGdevX8fu3bsl/BSN36JFi6QuQVYoDxHloUFZiCgPEeUhojx0k3VP2vz582FgYAAbGxu8//772LZtG3r27Ak/Pz989tlnWvu7uLjgk08+gaurK9asWYPy8nIcOnQIVlZWElTfdBw5ckTqEmSF8hBRHhqUhYjyEFEeIspDN1n3pL355pt48803a72/iYkJtm7diq1btzZgVc3PU089JXUJskJ5iCgPDcpCRHmIKA8R5aGbrHvSiDxUjZAlHOUhojw0KAsR5SGiPESUh25GeXl5dX5yu3btYGhoWI/lEDmqmouOcJSHiPLQoCxElIeI8hBRHroZde7cuc5PPnHiBKZNm1aP5RA56tatm9QlyArlIaI8NCgLEeUhojxElIduRq+99hqGDx/+UE8qKSnBr7/+2kAlEbmJiooSpjtp7igPEeWhQVmIKA8R5SGiPHQzmj17NhYuXPhQT8rNzcUvv/zSQCURuXnxxRelLkFWKA8R5aFBWYgoDxHlIaI8dDMYPXr0Qz+pTZs22L59u3pJJtK0ubu7S12CrFAeIspDg7IQUR4iykNEeeimtwXWG4uaFjklhBBCCGkINbU9aAoOohMt3SGiPESUhwZlIaI8RJSHiPLQTcEYY2VlZQgJCYGRkREmTpwIIyMj5Obm4scff8S5c+dQXFyMkSNH4quvvnroQQaNDfWkaSspKUHr1q2lLkM2KA8R5aFBWYgoDxHlIaI8NGrsSUtLS8MTTzyBF154AdOmTcOwYcOQkpKCZ555Br/++iuuXbuGGzduwMPDAxMmTEBUVJR0n4JIYt++fVKXICuUh4jy0KAsRJSHiPIQUR66GWzatAk5OTnYuXMnvLy80KJFC7z00ksoLi5GeHg48vPzUVhYiFOnTqFFixbYuHGj1DUTPZs8ebLUJcgK5SGiPDQoCxHlIaI8RJSHbgYnTpzA+++/jw8++ACzZ8/Gjh07EBsbi7Vr1wpdblOnTsWqVasQFBQkYblECvHx8VKXICuUh4jy0KAsRJSHiPIQUR66GaSnpwuTyVX9f3XTawwePBj5+fl6K47Ig5mZmdQlyArlIaI8NCgLEeUhojxElIduBuXl5WjZsqV6Q4sWLQAARkZGWjsbGRmBZuxofujGThHlIaI8NCgLEeUhojxElIduBkD1i5zSwqekSmJiotQlyArlIaI8NCgLEeUhojxElIduRgDwn//8B1u2bAEAqFQqAMC7776r1cq9ffu2nssjcjBx4kSpS5AVykNEeWhQFiLKQ0R5iCgP3QysrKzQt29fdOzYER07dkSXLl0wefJkWFhYqLdVPfr27QsrKyupayZ69tdff0ldgqxQHiLKQ4OyEFEeIspDRHnoRstC3YcmsyWEEEKIPtGyUKTOaOkOEeUhojw0KAsR5SGiPESUh26KlJSUh+5Js7CwaIhaZIF60rRVVFRUO9q3uaI8RJSHBmUhojxElIeI8tCosSft8ccfx8M+SPPi4OAgdQmyQnmIKA8NykJEeYgoDxHloZvRnj171F9UVlZix44dSElJwaJFi9QT2sbFxcHd3R19+vTBmjVrpKqVSOTll1+WugRZoTxElIcGZSGiPESUh4jy0M1o6dKl6i82b96MsrIy/Pvvv+jYsaOw44YNG/DMM8/g5s2b+q6RSCw8PBw9e/aUugzZoDxElIcGZSGiPESUh4jy0E0YOGBra4sVK1ZoNdAAoHPnznjvvfdgY2Ojt+KIPPTo0UPqEmSF8hBRHhqUhYjyEFEeIspDN6GRlpubizt37tS48507d5Cbm9vgRRF5qZrgmHCUh4jy0KAsRJSHiPIQUR66CY20cePG4bfffkNERITWjuHh4dixYwcsLS31VhyRh1u3bkldgqxQHiLKQ4OyEFEeIspDRHnoJox9tba2xpQpUzB27FiMGzcOAwYMAAAkJCQgNDQUHTp0wM6dOyUplEhnxIgRUpcgK5SHiPLQoCxElIeI8hBRHroJPWlDhgxBTEwM1qxZg9zcXOzbtw/79u1Dbm4uPv74Y8TExGDo0KFS1UokcuzYMalLkBXKQ0R5aFAWIspDRHmIKA/daFmo+9BkttqUSiWMjY2lLkM2KA8R5aFBWYgoDxHlIaI8NJrEslCbN2+GQqHAsGHDqv2+UqnEV199BXNzc5iamsLS0hInTpzQc5VNz59//il1CbJCeYgoDw3KQkR5iCgPEeWhmyIuLo5VTVpbW2VlZfjjjz8wb948vc1xkpaWhkGDBkGhUKBPnz64cuWK1j4LFiyAj48PPvnkEwwYMABOTk4ICwtDYGAgnnnmmVq9D/WkEUIIIUSfauxJq24kpy4lJSX48ssvce3atfqs8YG++OILjBs3DqNHj672+5cuXYKnpye2bNmCrVu3YsWKFTh9+jR69+6NtWvX6q3OpogWwRVRHiLKQ4OyEFEeIspDRHnoZuTr64t///33oZ70oLnUGsK5c+fg4+ODyMhIfPTRR9Xu4+PjA0NDQ6xYsUK9zcTEBMuXL8d///tf3LhxA7169dJXyU3K3LlzpS5BVigPEeWhQVmIKA8R5SGiPHQz8vX1ha+vr9R11EilUuGjjz7Cu+++iyeffLLG/SIjIzFw4ECYmZkJ28eOHQsAiIqKokZaHZ09exbz5s2TugzZoDxElIcGZSGiPESUh4jy0M2osrJS6hoeyNbWFikpKTh58uQD98vMzET37t21tldty8jIqPZ5SqUSSqVS/XVxcfEjVNs0DR48WOoSZIXyEFEeGpSFiPIQUR4iykM3vY3urKysRFlZWa0eVbOC5Obm4rvvvsO3336Lzp07P/D1S0tLqx3Ka2Jiov5+dbZs2YJ27dqpH5MnTwbAG312dnZQKpXq6+bW1tbIysqCl5cXoqOjce7cOQQEBCAhIQFOTk4oKioS9i0oKICrqyvi4uJw8uRJBAYG4sqVK3B3d0dubq6wb2lpKRwcHJCUlITDhw8jJCQEERER8PHxQUZGhrCvSqWCjY0N0tPTsX//foSHhyM0NBT+/v5ITk6Gvb29Vt3Z2dnw9PREdHQ0zp49i4CAAMTHx8PZ2Vmr7sLCQri4uCA+Ph7Hjx/H2bNnERMTAw8PD+Tk5Aj7lpWVwcHBAcnJyTh06BDOnz+P8PBw+Pr6IiMjA7t27UJlZSWsra1RWVmJXbt2ISMjA76+vggPD8f58+dx6NAhJCcnw8HBAWVlZcLr5+TkwMPDAzExMQgMDMTx48cRHx8PFxcXFBYWCvsWFRXB2dkZ8fHxCAgIwNmzZxEdHQ1PT09kZ2cL+yqVStjb2yM5ORn+/v4IDQ1FeHg49u/fj/T0dNjY2EClUgnPycjIgI+PD8LCwhASEoLDhw8jKSkJDg4OKC0tFfbNzc2Fu7s7rly5gsDAQJw8eRJxcXFwdXVFQUGBVt1OTk5ISEhAQEAAzp07h+joaHh5eSErK0urbjs7O6SkpODgwYMIDQ1FWFgYDhw4gLS0NNja2qKiokJ4TmZmpvp2geDgYBw5cgSJiYnYs2cPSkpKhH3z8vLg7u6O2NhYnD59GqdOnUJsbCzc3NyQn58v7FtcXAxHR0f8888/OHbsGIKCghAVFQVvb2+tusvLy2FnZ4fU1FT4+fnh0qVLuHTpEvz8/JCamgo7OzuUl5dr/ax5e3sjKioKQUFBOHbsGBISEuDo6Iji4mJh3/z8fLi5uSE2NhanTp3C6dOnERsbC3d3d+Tl5Qn7lpSUYM+ePUhMTMSRI0cQHByMyMhI+Pj4IDMzU9i3oqICtra2SEtLw4EDBxAWFobQ0FAcPHgQKSkpWucIFxeXZnmOCAwMrPYc4eLi0izPEREREdWeI1xcXJrlOSIhIaHac8S9eTSXc0RN7YjU1FRUi+lJYGAgA1Crx9WrVxljjK1atYr179+fKZVK9etMnjyZDR06VOv1hw4dyqZNm6a1/Z9//mEAmK2tbbV1lZWVsdu3b6sfZ8+eZQBYREREPX3yxu/YsWNSlyArlIeI8tCgLESUh4jyEFEeGhEREdW2PYyqbbk1gMGDB8PR0bFW+3bv3h0JCQmwt7fHb7/9JlyqLCsrQ3l5Oa5fvw4zMzN06NBB/Zz09HSt18rMzAQAmJubV/texsbGQg9cmzZtav2Zmou+fftKXYKsUB4iykODshBRHiLKQ0R56Ka3Rlq3bt2wbNmyWu8fGRmJyspKrFmzBmvWrNH6/uOPP46PP/4Yv/32GwBg5MiRCAwMRGFhoTB44OLFi+rvk7oJCQlRr+NKKI/7UR4alIWI8hBRHiLKQzfZLguVk5OD4OBgre3ffPMNioqKsGPHDvTr10894vPixYsYN24ctm7dii+++AIAHxQwbNgwdOzYEaGhobV6X5rMVltRURHatm0rdRmyQXmIKA8NykJEeYgoDxHloaFzWSilUomDBw8iOjpakgLv16lTJ7z22mtaj06dOqFt27Z47bXXhCk5LC0tMXfuXKxbtw5r166Fvb09pk2bhuvXr+Pnn3+W8JM0fs7OzlKXICuUh4jy0KAsRJSHiPIQUR66qXvSGGMwMTHBjh07sGrVKqnrqtGUKVOQk5NT7bJQZWVl+Pbbb7F3717k5+dj+PDh2LRpE6ZPn17r16eeNEIIIYTok86eNIVCgQEDBiAnJ0eSAmvrzJkz1TbQAD7dxtatW5GZmYmysjJcunTpoRpopHq0dIeI8hBRHhqUhYjyEFEeIspDN2GetP/+97+wtrZGfHy8VPUQGVq8eLHUJcgK5SGiPDQoCxHlIaI8RJSHbkIjLTQ0FB07dsSwYcPw/PPP47333lOPrqx6fPzxx1LVSiTi7+8vdQmyQnmIKA8NykJEeYgoDxHloZswBce9XY+nTp2q9gkKhQI7duxo2KqIrIwZM0bqEmSF8hBRHhqUhYjyEFEeIspDN6EnrbKyUudDpVJJVSuRSFpamtQlyArlIaI8NCgLEeUhojxElIduelu7kzRehoaGUpcgK5SHiPLQoCxElIeI8hBRHrpVu+JAaGgoAgMDcevWLXzwwQcYMGAA7ty5g7i4OAwcOJCWTmpmdC1u39xQHiLKQ4OyEFEeIspDRHnoJvSk3b17F2+88QYmTpyIr7/+Gr///jtu3LjBdzQwwAsvvED3ozVDcpngWC4oDxHloUFZiCgPEeUhojx0Expp3377LQ4dOgQbGxvEx8fj3hWjTExMMHfuXPj5+em9SCItmmtORHmIKA8NykJEeYgoDxHloZvQSPPw8MD777+PFStWoEOHDlo7P/HEE0hKStJbcUQePDw8pC5BVigPEeWhQVmIKA8R5SGiPHQTGmm3bt0S1sO8n6GhIe7cudPgRRF5Wb16tdQlyArlIaI8NCgLEeUhojxElIduQiOtV69eiIuLq3HnkJAQ9O/fv8GLIvJCS3eIKA8R5aFBWYgoDxHlIaI8dBMaaQsXLoSdnR0uXLig3qZQKAAAf/75J7y8vLBkyRL9Vkgkt3z5cqlLkBXKQ0R5aFAWIspDRHmIKA/dhEba119/jQkTJsDKygpTp06FQqHAp59+CgsLC6xcuRIvvvgiPv30U6lqJRJxc3OTugRZoTxElIcGZSGiPESUh4jy0E1opLVs2RLHjh2Do6Mj+vbti8GDB0OpVGL48OFwcnKCv78/TT7XDE2bNk3qEmSF8hBRHhqUhYjyEFEeIspDN63JbBUKBRYvXkyr0xO1q1evom/fvlKXIRuUh4jy0KAsRJSHiPIQUR66CT1pdnZ2uHr1qlS1EJlq37691CXICuUhojw0KAsR5SGiPESUh25CT9r7778PhUKBDh064JlnnsGkSZMwadIkjBo1CgYGtMxnc2ViYiJ1CbJCeYgoDw3KQkR5iCgPEeWhm9DyunnzJvbt24dFixYhNTUVa9euxbhx49C+fXu88MIL2LRpE86cOSNRqUQqycnJUpcgK5SHiPLQoCxElIeI8hBRHroJPWldunTBnDlzMGfOHABAUVERzp8/j6CgIPj4+GDDhg1QKBSoqKiQpFgijQkTJkhdgqxQHiLKQ4OyEFEeIspDRHnoVuM1zMTERPz111/w8vLCvn37cO3aNbRq1YpGYzRDvr6+UpcgK5SHiPLQoCxElIeI8hBRHrop2D2rqFtbWyMoKAhBQUG4efOm+t40KysrTJo0CU8//XSTn4Lj8uXLGDVqFCIiIvD0009LXQ4hhBBCmria2h5CT9qaNWvg6+sLKysrhIWFIScnBwcOHMBnn32GMWPGNPkGGqkeLd0hojxElIcGZSGiPESUh4jy0E3oSfvoo48QHByMmJgYGBkZYfTo0eoRnhMnTkS7du2krFUvqCdNm0qlogb6PSgPEeWhQVmIKA8R5SGiPDRq1ZO2c+dOREZGIi8vT92jFhwcjDfeeAMdO3bEyJEj8dFHH+m9eCIte3t7qUuQFcpDRHloUBYiykNEeYgoD92EnrTqJCcn48SJE9i+fTvi4+OhUCigUqn0VZ/eUU+atvT0dPTo0UPqMmSD8hBRHhqUhYjyEFEeIspDo1Y9aQAQGxsLOzs7LFq0CBYWFujfvz/ef/99FBcX480336RryM3QpUuXpC5BVigPEeWhQVmIKA8R5SGiPHQT5knr1KkT8vPzwRjD4MGDMWPGDPXKA3369JGoRCK1Xr16SV2CrFAeIspDg7IQUR4iykNEeegmNNKWLl2KSZMm4ZlnnkGnTp2kqonIDE1eLKI8RJSHBmUhojxElIeI8tBNaKT9+uuvUtVBZCw7O1vqEmSF8hBRHhqUhYjyEFEeIspDN6PqNp49exaHDx9GSkoKAKB379546aWXMHnyZL0WR+Rh2LBhUpcgK5SHiPLQoCxElIeI8hBRHroJAwfu3r2L2bNnY9q0afjll19w4sQJnDhxAr/88gumTZuGOXPmoLy8XG/FnTlzBgqFotpHaGio1v5KpRJfffUVzM3NYWpqCktLS5w4cUJv9TZVlKGI8hBRHhqUhYjyEFEeIspDN6En7X//+x/279+PL774Ap9//jm6du0KALh16xZ+/fVXbN26FRs3bsSmTZv0WuSaNWswZswYYVv//v219lu2bBl8fHzwySefYMCAAXBycsLMmTMRGBiIZ555Rl/lNjlLly6VugRZoTxElIcGZSGiPESUh4jyqAV2jz59+rBly5axmixdupT17t27xu/Xt8DAQAaAeXt769z34sWLDADbunWreltpaSnr168fGz9+fK3fMyIiggFgERERdaq5Kdq5c6fUJcgK5SGiPDQoCxHlIaI8RJSHRk1tD+FyZ2ZmJiwtLWts0FlaWuLmzZsN2misSVFR0QNHgvj4+MDQ0BArVqxQbzMxMcHy5ctx4cIF3LhxQx9lNkmrV6+WugRZoTxElIcGZSGiPESUh4jy0E1opPXs2RNnzpypceezZ8+iZ8+eDV2TlrfffhtmZmYwMTHB1KlTER4errVPZGQkBg4cCDMzM2H72LFjAQBRUVHVvrZSqURhYaH6UVxcXO/1N3Y0gbGI8hBRHhqUhYjyEFEeIspDN6GRtnTpUnh5eWHVqlWIj4+HSqVCZWUl4uPj8f7778Pb2xvLli3TW3EtW7bE7NmzsWPHDvj5+eH7779HTEwMJk2ahMjISGHfzMxMdO/eXes1qrZlZGRU+x5btmxBu3bt1I+qEayZmZmws7ODUqlUH0jW1tbIysqCl5cXoqOjce7cOQQEBCAhIQFOTk4oKioS9i0oKICrqyvi4uJw8uRJBAYG4sqVK3B3d0dubq6wb2lpKRwcHJCUlITDhw8jJCQEERER8PHxQUZGhrCvSqWCjY0N0tPTsX//foSHhyM0NBT+/v5ITk6Gvb29Vt3Z2dnw9PREdHQ0zp49i4CAAMTHx8PZ2Vmr7sLCQri4uCA+Ph7Hjx9Hr169EBMTAw8PD+Tk5Aj7lpWVwcHBAcnJyTh06BDOnz+P8PBw+Pr6IiMjA7t27UJlZSWsra1RWVmJXbt2ISMjA76+vggPD8f58+dx6NAhJCcnw8HBAWVlZcLr5+TkwMPDAzExMQgMDMTx48cRHx8PFxcXFBYWCvsWFRXB2dkZ8fHxCAgIwNmzZxEdHQ1PT09kZ2cL+yqVStjb2yM5ORn+/v4IDQ1FeHg49u/fj/T0dNjY2EClUgnPycjIgI+PD5544gmEhITg8OHDSEpKgoODA0pLS4V9c3Nz4e7ujitXriAwMBAnT55EXFwcXF1dUVBQoFW3k5MTEhISEBAQgHPnziE6OhpeXl7IysrSqtvOzg4pKSk4ePAgQkNDERYWhgMHDiAtLQ22traoqKgQnpOZmQkfHx9ERkYiODgYR44cQWJiIvbs2YOSkhJh37y8PLi7uyM2NhanT5/GqVOnEBsbCzc3N+Tn5wv7FhcXw9HREWPHjsWxY8cQFBSEqKgoeHt7a9VdXl4OOzs7pKamws/PD5cuXcKlS5fg5+eH1NRU2NnZoby8XOtnzdvbG1FRUQgKCsKxY8eQkJAAR0dHFBcXC/vm5+fDzc0NsbGxOHXqFE6fPo3Y2Fi4u7sjLy9P2LekpAR79uxBYmIijhw5guDgYERGRsLHxweZmZnCvhUVFbC1tUVaWhoOHDiAsLAwhIaG4uDBg0hJSdE6R5SUlDTLc0RgYGC154iSkpJmeY6IiIio9hxRUlLSLM8RCQkJ1Z4j7s2juZwjampHpKamolr3XvusqKhgS5cuZQqFghkYGDAjIyNmZGTEDAwMmEKhYMuWLWMqlapO11tVKhUrLS2t1aOysrLG10lISGCmpqZs+vTpwva+ffuyGTNmaO2fmJjIALDt27dX+3plZWXs9u3b6sfZs2fpnrT7eHh4SF2CrFAeIspDg7IQUR4iykNEeWjUdE+aMLrT0NAQTk5O+Oyzz3D48GF1y653796YOXMmhg8fXn1LrxbOnTuHqVOn1mrfq1evYvDgwdV+r3///nj11Vfh6+sLlUoFQ0NDAICpqSmUSqXW/mVlZervV8fY2BjGxsbqr9u0aVOrGpuTIUOGSF2CrFAeIspDg7IQUR4iykNEeehmBPCGjJ+fH5KTk9GpUye89NJLWLduXb2+0eDBg+Ho6Firfau7bHmvXr164e7duygpKVHfg9a9e3ekp6dr7ZuZmQkAMDc3f8iKSZX8/HypS5AVykNEeWhQFiLKQ0R5iCgP3Yxu3bqFCRMmIDk5GYwxAECrVq1w4MABPPfcc/X2Rt26dau3+9mSkpJgYmIi9HqNHDkSgYGBKCwsFAYPXLx4Uf19UjdVvZGEozxElIcGZSGiPESUh4jy0M1g06ZNuH79Oj799FMcOnQIv/32G0xNTbFy5Uqpa6t2Xa+///4bBw8exAsvvAADA824hzlz5kClUsHe3l69TalUwtHREZaWlujVq5deam6K+vTpI3UJskJ5iCgPDcpCRHmIKA8R5aGb0fHjx7FkyRL88ssv6o1du3bFwoULER8fj0GDBklW3Pz582FqaooJEyagS5cuiI2Nhb29PVq1aoUff/xR2NfS0hJz587FunXrcOvWLfTv3x/Ozs64fv06du/eLdEnaBpCQ0MlPQ7khvIQUR4alIWI8hBRHiLKQzeD1NRUrSWTnnnmGTDGkJWVJVFZ3GuvvYacnBxs27YNH3zwAfbt24c33ngD4eHheOKJJ7T2d3FxwSeffAJXV1esWbMG5eXlOHToEKysrCSovul44403pC5BVigPEeWhQVmIKA8R5SGiPHQzUCqVMDExETZWff2gGf71Yc2aNbh48SJyc3NRXl6OjIwMuLq6VrtuJ8Dr3rp1KzIzM1FWVoZLly5h+vTpeq666XF2dpa6BFmhPESUhwZlIaI8RJSHiPLQTaFQKNj333+PF198Ub3x9u3bePbZZ2FjY6O1sDkAPP300/qsUa8uX76MUaNGISIiokl/TkIIIYTIQ01tDwMA+PbbbzFmzBj1o2pU5wcffCBsHz16dLWNNtK00dIdIspDRHloUBYiykNEeYgoD92Majt3GWm+lixZInUJskJ5iCgPDcpCRHmIKA8R5aGb0dKlS6WugcjcgQMH6IfpHpSHiPLQoCxElIeI8hBRHroZ6N6FNHeWlpZSlyArlIeI8tCgLESUh4jyEFEeulEjjeiUkpIidQmyQnmIKA8NykJEeYgoDxHloRs10ohOLVq0kLoEWaE8RJSHBmUhojxElIeI8tCNGmlEp06dOkldgqxQHiLKQ4OyEFEeIspDRHnoRo00otOVK1ekLkFWKA8R5aFBWYgoDxHlIaI8dKNGGtHp+eefl7oEWaE8RJSHBmUhojxElIeI8tCNGmlEJ09PT6lLkBXKQ0R5aFAWIspDRHmIKA/dFIwxJnURckLLQhFCCCFEnx64LBQhD0JLd4goDxHloUFZiCgPEeUhojx0o560+1BPmraysjKYmJhIXYZsUB4iykODshBRHiLKQ0R5aFBPGqmzvXv3Sl2CrFAeIspDg7IQUR4iykNEeehGjTSi07PPPit1CbJCeYgoDw3KQkR5iCgPEeWhGzXSiE7//POP1CXICuUhojw0KAsR5SGiPESUh27USCM6dejQQeoSZIXyEFEeGpSFiPIQUR4iykM3aqQRnVq2bCl1CbJCeYgoDw3KQkR5iCgPEeWhGzXSiE6pqalSlyArlIeI8tCgLESUh4jyEFEeulEjjeg0btw4qUuQFcpDRHloUBb3uHsXEwYMkLoKWaHjQ0R56EaNNKLT/v37pS5BVigPEeWhQVkAiIkBPv0U6NED3YYPB8aOBWxsgIICqSuTHB0fIspDN5rM9j40ma22yspKGBhQe74K5SGiPDSabRb5+YCHB7BnDxARUf0+JibA668Db78NPPss0AxzarbHRw0oDw2azJbU2R9//CF1CbJCeYgoD41mlUVlJXDiBLBgAdC9O/Dhh7yB1qIFMGcOcPgw9nz/PbBtG/Dkk0BZGW/IvfAC8PjjwPr1QHKy1J9Cr5rV8VELlIdu1JN2H+pJ00Z/7YgoDxHlodEsskhOBpyc+OPeG7+HDwfeeQdYtAjo1AnAPXkwxhtwjo6Au7t46XPKFP682bOBVq30+EH0r1kcHw+B8tCgnjRSZzY2NlKXICuUh4jy0GiyWdy5A+zdC0ybBvTtC2zcyBto7dtretCiooCPP1Y30IB78lAogNGjgV27gMxMTY+aQgGcOQMsWQJ06wasWAFcuMAbdU1Qkz0+6ojy0I160u5DPWnaMjIyYG5uLnUZskF5iCgPjSaVBWPApUv8PjNPT6CwkG9XKIDnn+e9X6++yu81q4HOPFJTARcX3sOWlKTZPngwv3ftrbf4pdQmokkdH/WA8tCgnjRSZ6GhoVKXICuUh4jy0GgSWWRlAb/8AgwdCowbB9jb8wba44/zHrTr14GAAGD+/Ac20IBa5GFhAXzzDZCQwHvUli7llzzj4oCvvgJ69QJefhnw9QXu3q23jyiVJnF81CPKQzcjqQsg8mdhYSF1CbJCeYgoD41Gm0V5OXDkCO/ROnQIUKn4dlNTPgjgnXcAK6uHHpFZ6zwMDIDJk/lj507Ay4vXEhICHD7MH506AYsX8x624cMf8gPKQ6M9PhoI5aFbo+hJu3z5Ml555RV06NABrVq1wrBhw/D7779r7adUKvHVV1/B3NwcpqamsLS0xIkTJySouGm52wT+gq1PlIeI8tBodFnExgJffgn07Am89hrg58cbaFU9aJmZ/HLklCl1mjKjTnm0bQssXw4EB/Metf/8h1/yzMkBfvsNGDECGDWK39+Wl/fwry+hRnd8NDDKQzfZN9KOHz+O8ePH49atW/j222+xY8cOvPzyy0hLS9Pad9myZdi2bRsWLVqEHTt2wNDQEDNnzkRwcLAElTcdeY3sRNjQKA8R5aHRKLK4fZs3wMaN45c0f/kFuHUL6NoV+OIL4J9/+M37770HtGv3SG/1yHkMGgRs2cLvXTt8mI8AbdECuHwZWL2aN97mz+eXX6t6/2SsURwfekR51AKTsdu3b7OuXbuy119/nalUqgfue/HiRQaAbd26Vb2ttLSU9evXj40fP77W7xkREcEAsIiIiDrX3dQkJSVJXYKsUB4iykNDtlmoVIydPs3Y4sWMmZoyxocFMGZoyNirrzLm58fY3bv1/rYNkkd2NmO//cbYiBGazwEw1rMnY19/zVhCQv2/Zz2R7fEhEcpDo6a2h6x70tzd3ZGVlYXNmzfDwMAAJSUlqKysrHZfHx8fGBoaYsWKFeptJiYmWL58OS5cuIAbN27oq+wm59SpU1KXICuUh4jy0JBdFqmpwKZNQP/+fPqMvXuB0lJgyBDeg5aeDhw4ALzyCu+hqmcNkkenTnyqj6goTY/aY48BaWnA5s3AgAH83jYnJ6C4uP7f/xHI7viQGOWhm6wbaSdPnoSZmRnS09MxaNAgtGnTBmZmZnj//fdRVlYm7BsZGYmBAwfCzMxM2D527FgAQFRUVLXvoVQqUVhYqH4Uy+yHWg4WL14sdQmyQnmIKA8NWWRRVsanzHjhBaBPH+C77/gEtGZmwMqVQGgocOUK8Pnn/BJnA2rwPJ56ig80yMzkgw1efJHfO3fuHB9g0L275v42Gcw2JYvjQ0YoD91k3UhLSEhARUUFXn31VUyfPh1//fUX3nnnHdja2uLtt98W9s3MzET3aubTqdqWkZFR7Xts2bIF7dq1Uz8mT56sfj07OzsolUpYW1sDAKytrZGVlQUvLy9ER0fj3LlzCAgIQEJCApycnFBUVCTsW1BQAFdXV8TFxeHkyZMIDAzElStX4O7ujtzcXGHf0tJSODg4ICkpCYcPH0ZISAgiIiLg4+ODjIwMYV+VSgUbGxukp6dj//79CA8PR2hoKPz9/ZGcnAx7e3uturOzs+Hp6Yno6GicPXsWAQEBiI+Ph7Ozs1bdhYWFcHFxQXx8PI4fP46vv/4aMTEx8PDwQE5OjrBvWVkZHBwckJycjEOHDuH8+fMIDw+Hr68vMjIysGvXLlRWVsLa2hqVlZXYtWsXMjIy4Ovri/DwcJw/fx6HDh1CcnIyHBwcUFZWJrx+Tk4OPDw8EBMTg8DAQBw/fhzx8fFwcXFBYWGhsG9RURGcnZ0RHx+PgIAAnD17FtHR0fD09ER2drawr1KphL29PZKTk+Hv74/Q0FCEh4dj//79SE9Ph42NDVQqlfCcjIwM+Pj4YOPGjQgJCcHhw4eRlJQEBwcHlJaWCvvm5ubC3d0dV65cQWBgIE6ePIm4uDi4urqioKBAq24nJyckJCQgICAA586dQ3R0NLy8vJCVlaVVt52dHVJSUnDw4EGEhoYiLCwMBw4cQFpaGmxtbVFRUSE8JzMzEz4+PoiMjERwcDCOHDmCxMRE7NmzByUlJcK+eXl5cHd3R2xsLE6fPo1Tp04hNjYWbm5uyM/PF/YtLi6Go6MjfvrpJxw7dgxBQUGIioqCt7e3Vt3l5eWws7NDamoq/Pz8cOnSJVy6dAl+fn5ITU2FnZ0dysvLtX7WvL29ERUVhaCgIBw7dgwJCQlwdHREcXGxsG9+fj7c3NwQGxuLU6dO4fTp04iNjYW7uzvy8vKEfUtKSrBnzx4kJibiyJEjCA4ORmRkJHx8fJCZmSnsW1FRAVtbW6SlpeHAgQMICwtDaGgoDh48iJSUFK1zxHvvvSfNOSI9HfvWrgU+/BBlHTrwpZpOnAAYw60nn0TS//6HS35+8H/pJSR36QL7P/+s13NEYGBgteeI9957Tz/nCF9fxAwejMC1a3HWxQXZn3yCwq5deU/anj3ApEko6NoVyg0b4P3bbw1+joiIiKj2HPHee+81y3NEQkJCteeIe/NoLueImtoRqfeu3nEPvU1mW1lZWeuRHMbGxlAoFOjXrx+SkpKwatUqYWbiVatWwc7ODteuXcOAAQMAAP369cOgQYNw5MgR4bWSkpLQr18/bN++HZ988onWeymVSiiVSvXXUVFRmDx5Mk1mSwiRv+xswM2NN0RiYjTbLSyAZcv44/HHpapOWozxKTz27OG9bCUlfLuBATB9Ou9pe+UVwNhY2joJgQwmsz137hxMTU1r9YiPjwcAmJqaAgAWLFggvNbChQsBABcuXFBvMzU1FRpbVaoui1a91v2MjY1hZmamfrRp0+bRP2wTU/UXAOEoDxHloaGXLCoq+EjHOXOAHj2ATz/lDTRjY00PWnIy8L//Sd5Ak/TYUCiAZ57hjbSbN9U9aqisBI4eBebNA8zNgTVrgMhIvZREPysiykM3vU1mO3jwYDg6OtZq36pLlObm5vjnn3/Q9b77Jrp06QIAyM/PF56Tnp6u9VqZmZnq1yJ18+abb0pdgqxQHiLKQ6NBs7h2jU/w6uzM78GqMno07xVasIDfQC8jsjk22rThGb39Nl/dwMmJ55iezu9p27kTGDmSf3/RIqBjxwYpQzZ5yATlUQuSjDWtpf/85z8MADt16pSw/dSpUwwAc3NzU2/74osvmKGhIbt9+7aw7+bNmxkAlpqaWqv3pCk4tLm7u0tdgqxQHiLKQ6PesygsZGz3bsYmThSnm+jUibFPPmHs77/r9/3qmayPjYoKxo4eZWzePMZattRk26IFY3PmMHb4MGPl5fX6lrLOQwKUh0ajnIJj3rx5AIDdu3cL2x0cHGBkZIQpU6aot82ZMwcqlQr29vbqbUqlEo6OjrC0tESvXr30UnOTwhiwZw9e8PMD1q8HrK2BffuA06f56LCsLH7ppZkZNmyY1CXICuWhUS9ZMAYEBYmjE0NC+L1UL70E/PUX7wHavl32yyPJ+tgwNOSjQfft4z2TO3cCTz/Nl8jy8eFZ9+4NrFvHezHrgazzkADloZus1+586qmn8M4772DPnj2oqKjA5MmTcebMGXh7e2PdunXCJUxLS0vMnTsX69atw61bt9C/f384Ozvj+vXrWo08UgtFRfymY19fPLDjX6Hgl1g6d+aPLl00/3/vo2p7p04NMh+TPuXk5EhdgqxQHhqPlEV6Or8E5+gI/PuvZvvAgXztzLfe4vdQNSKN5tjo0IHPt7Z6NfD33/zfYO9eICMD+PFH/pg4kTec583jS1fVQaPJQ08oD91k3UgDAFtbW1hYWMDR0RH79+9H7969axyp6eLigm+//Raurq7Iz8/H8OHDcejQIVhZWem/8MYsLg54/XX+35YtkTJjBnp3785Hkt37yM3lf/Xn5fHH/w/40Kl9e92Nunu/17Jlg37ch1VeXi51CbJCeWg8dBZKJeDvz29qDwjgN7UD/B6qefN442zCBP7HUCPUKI+NESP4GqE//cQXm3d05AMNQkL4Y80aYO5c/m8zadJD/ds0yjwaEOWhm96m4GgsahoG22wcOAAsWcJ70nr0AP76C/Ht22PQoEHa+6pUvKF2f+Pt1i3tbdnZfIHkGlaMeCAzs+obbzU16kxMHjmGB4mPj68+j2aK8tCodRZ//80bZnv3iouET5rEf/nPmcMbao1ckzk2MjIAV1f+b3bvpc9+/fgVh6VLgVrcUtNk8qgnlIdGTW0P2fekET1RqfjM5D/8wL+ePJnfq9G1Ky66uFT/g2RoyBtG/z/aVqfKSv4LqTYNulu3eKNOpQIKC/kjMbF279OmTe0adVXfa9Wqdq/7/y5evEgnlntQHhoPzCIvD3B357/o753ywdxcM6fZ/8/72FQ0mWPD3Bz46itg7Vq++LyjI1/VITER+PZbfu58/nl+OfS112r8Q7HJ5FFPKA/dqCftPs2yJy0vD1i4kF9uAfi8Sz/9pL53rLCwUGu5Lb2orAQKCmrfqMvOrttAhlatau6Vq2Z7YWWlNHnIlGTHhwxpZaFSASdP8obZgQNA1YTeLVrwX+Zvv82XbzI0lKLcBtekj42SEj6IY88e4OxZzfb27fn59J13+ECEey6HNuk86oDy0KCeNFK9qCjgjTf45JempsDu3Xy+pXu4uLhg9erV+q/NwIDf0NuhA1Cbv7YYA27ffrhG3d27wJ07QEoKf9TCXXNz3uO4YIHs7peTgmTHhwyps0hM5HNxOTnxhb+rjBjBf3kvXMgH0TRxTfrYaN2a3xqyZAn/93Z25v/eN24Af/zBH08+yRviixcDnTs37TzqgPLQjXrS7tOsetL27gXee48vyNy3L7B/v+yH9Ncrxvi9dw/TqPv/FSwA8Hv2Pv4YWLECaNdOus9B5KG0FPD21u5ZeewxPkHqO+/wBcFJ06VS8SmK9uzh59OqVXCMjIBZs/h0KjNm8D9ACblHjW0Pvc/YJnPNYjLbu3cZ++gjzeSNM2YwlpdX4+47d+7UY3EyVlnJWHY2C5k1i7Fu3TT5mZkx9sUXjN24IXWFkmj2x8eNG4ytW8dYx46aY0KhYGz6dMY8PRkrLZW6Qsk062MjL4+xXbsYGz1anIh4wADGrK0ZKyqSukLJNevj4z41tT2oJ+0+Tb4n7eZNPnw8OJh//d13fKLaB/xlV1RUhLZ1nBeoKSoqKkLbli35wta//AJcvcq/YWTEL2N98QW/zNFMNMvjgzHg/Hng99/5fUkqFQCg0sICBu+9V+vRfk1dszw2qhMTA+zZA+boCMXt23xb+/b8SsZHHzXbY4WODw3JF1gnMnDhAr+RNTiYT2tx8CBfhFlH17uvr6+eCmwcfH19+WLW77zDV17w9wesrPigBRcXfsl45kwgMJD/Mm/imtXxoVTyf+MxY/ji3V5evIE2ZQrg64u9GzYA33zTbH/p3q9ZHRsP8uSTwPbtcP/pJ76yQf/+fFDU1q3A448Db74JhIZKXaXe0fGhGzXSmgPGABsbPq1GZiYwZAgQFsbvkaiFcePGNXCBjYuQh4EB8PLL/B6kixf5/FYGBnzyy2nT+C/zffua9PJZzeL4uHmT9zhbWPBesogI3lBfvpwPvgkMBF5/HZYTJkhdqaw0i2PjIYyeMoWvahAfz/9InjaNN/L37QPGj+ePJn6+uBcdH7pRI62pKy3lPT4ffMDXpJs7lzcmBg6s9Utcv3694eprhGrMY+xYfuP4tWs8b1NT/sv8zTf5/Fc7d/Jh+01Mkz4+wsL4yDwLC2DjRj6ApEcPPro3LQ1wcOAjNv9fk86iDigPkToPAwP+R/KpU7yRv2wZHykeGsrPF3378l62/HwJq214dHzoRo20piwlhc9g7uTETwpbt/K/0h5yJnOTBp7Bv7HRmUe/fsCuXUBqKrBhA59q4fp1vpyMhQWf/DIrSx+l6kWTOz7Ky/lEpRMm8Ia3mxvfNmEC356czBfdrmYKjSaXxSOiPETV5jFiBJ8cNyWF99Z27syn8Vi7ll82X7263hZ4lxs6PnSjRlpTdfIkMGoU78np1Ak4cYLf0F6HNQAfe+yxBiiw8ap1Hp068ZNuSgqfM6lfPz5x8PffA717AytXNomTb5M5PrKzgc2bgT59+Bx4Fy7wSWffeov3qIWEAPPnqyd5rk6TyaKeUB6iB+bRrRv/oy41lU/h8eSTvOd91y5g8GDe83b6dJO6z5WOD92okdbUMAb8/DMwfTpfV3P0aN5Qmzatzi8ZGxtbjwU2fg+dR6tWwPvv8/tQfHwAS0t+A7q9PT/5vv46HynYSDX64yMqit8S0KsXv+k/IwPo2lXzC9PFhf8c1UKjz6KeUR6iWuVhYsInwP37b/7H9ssv8/P6oUPAs88CI0fynrd752xspOj4qAVJJgSRsUY9T1phIWNz5mjm43n77XqZo+nWrVv1UFzT8ch5VFYydu4cY7NmifMnTZjA2P79jKlU9VKnvjTK46O8nLG//mLMykr8Nxg9mjFXV8bKyur0so0yiwZEeYjqnEd8PGMffshYq1aaY7VLF8Y2bGDs5s36LVKP6PjQqKntQT1pTcW1a8C4cbynpkULwNaWL/FUD9f89+3bVw8FNh2PnIdCwe8VPHgQ+Ocf3ovTsiXvTXv9deCJJ3gvWyP5S7lRHR95efzezH79gNmzgXPn+LqZ8+fz/C9d4gMFjI3r9PKNKgs9oDxEdc5j4EDA2poPVvnpJ6BnTz6IZcMGfp/rO+8A0dH1Wqs+0PGhG01me59GOZmtnx9fP66wEDA355Nr0tDmxiUzk0+MamPD1x8F+CLva9bwS6UdOkhbX2P3zz98dK2LCx/xDAAdO/L7At9/n//SI6SxKC8HfH2B7dv5aP0q06YBn37K52mkpacaFZrMtilSqfhIwdde4w20SZP4/Wf13ECztrau19dr7Bokj+7dgS1b+Kiubdv4/VG3bvF7pCws+BqhMh2uLtvjo7KSTzT8/PPAsGGAnR1voA0fznuZb9zgAwXqsYEm2ywkQnmI6i2PFi14729oKO8BnjeP9wifPs0HGAwezAccFBfXz/s1EDo+dKOetPs0mp60vDy+aPOxY/zrjz/ml3EeMPKsrpRKJYzrePmnKdJLHuXlfDb7rVv5DcQAPwnPnQt8+SVfOUImZHd8FBby0XHW1kBiIt9mYMD/mFmzhq8OUYdRzrUhuywkRnmIGjSP1FR+zNvba3rjZb70FB0fGtST1pT8/Tefyf7YMT5hqqsr8NtvDdJAAwBnZ+cGed3GSi95tGjBG+GRkcDx47w3SKXi83SNGsVHeR07Jovh+LI5Pq5d442wHj34JZ/ERP5L6ssv+f//9RdfdaOBGmiAjLKQCcpD1KB5WFjwkf1paY1m6Sk6PnSjRlpj4+7Olw5JSuI/eOfP8xudG9Dzzz/foK/f2Og1D4WCN9COH+cNtkWLNJc1ZszgE2G6uAB37+qvpvtIenwwBgQEAC+9BAwaxH85FRfzpc9sbfkvrJ9/5nOf6QH9rIgoD5Fe8mjTptEsPUXHh27USGssysuBTz7hv6RLS/k8aOHhfM6cBnblypUGf4/GRLI8Ro4E9u7lDfRPP+Un45gYvpZk377AL7/wS316JkkexcV8guAhQ4AXXwSOHOEN2pdf5hM3X7nCBwW0bq3XsuhnRUR5iPSaR22Xnioo0F9N96HjQzdqpDUGWVnAc88BO3bwr7/+Gjh8WG8j/jp37qyX92ksJM/DwoIPLkhN5YMNunUD0tP5Zb1evfhyMunpeitHr3kkJwOff85v9v/wQyAuDmjblt+Tee0aHyjw3HMNeknzQSQ/NmSG8hBJlseDlp7q2ZP3vCUk6L0sOj50o0aa3IWG8pvEz53jv4z27+fLChka6q0EIyMjvb1XYyCbPB57DPjPf/ioz927+fxqhYWae1CWLeM9Sg2swfNgDAgM5Df+9+vHG6i3b/NF63//nTdIf/uN34MjMdkcGzJBeYgkz+NBS08NGqT3packz6MRoEaaXDHGpwywsuLL1DzxBF8/8LXX9F7KjRs39P6ecia7PIyN+WSWV67wniQrK3553NmZn4RnzuSNnAY68TZYHqWlgIMD7wWYNo3PB8gY8MILvCc5Lo6PWmvbtmHevw5kd2xIjPIQySYPmSw9JZs8ZIwaaXJUVsaHTa9axX/Zzp7NJywcNEiScsaOHSvJ+8qVbPMwMOAn27NneQ/snDl829GjvJEzZkyD3DBc73ncuAGsW8cvw7z3Hr/vrmr909hYPlBAppN1yvbYkAjlIZJdHgoFb5T5+/OBBh9+yH/WoqP5H369ewP/+x+/5aYByC4PGZLfWa65S03lk9Lu3s1/Cf34I+DtLWlvwcGDByV7bzlqFHlYWvLj5to14IMP+F/OERH8huGqJWZKSurlreolD8aAkBA+Kefjj/PjPi+Pj8r85Rd+SfOPP3iPsow1imNDjygPkazzkGDpKVnnIRM0me19JJ3MNjCQ/5LKyeFL1nh68pugJaZSqWCox3vg5K5R5pGdze87sbYGcnP5tg4d+F/Oq1fzJajq6JHyUCp5796OHcDly5rtU6fyOc9mzdLr/ZePqlEeGw2I8hA1qjz0sPRUo8qjgdFktnLGGPDrr7xBlpPDBwqEh8uigQYANjY2UpcgK40yj86dNTcM79rFb8DPywM2beKXNFatqvPorjrlkZnJR5lZWPApRC5f5r19777L75M5fZrff9nITuCN8thoQJSHqFHloYelpxpVHhKhnrT76L0nrbgYWL6cLwEE8F9YNjZ8JQFCGopKxUcKb90KXLrEtykUvGH05Zd8wsuGcOkSH5Hp5cX/Ugc002m8+y7QqVPDvC8h5NHVtPTUihW8R16GS081FtSTJkcJCXwxdC8vwMiI/1Xi6Ci7BhotgitqEnkYGvKBBaGhfKBB1eiu/fuBCROAZ57hoykrK3W+lM48ysv5pfvx4/m9cm5ufNvEifzYT0riU4k0gQZakzg26hHlIWr0edS09NTPP2uWnrr30qgOjT4PfWAytnTpUgagxkdaWpqwf1lZGVu7di3r3r07MzExYWPHjmXHjx9/qPeMiIhgAFhERER9fhRtBw8yZmbGGMBY9+6MhYQ07Ps9gvT0dKlLkJUmm8c//zD2zjuMtWzJj0uAsUGDGLO3Z6y0tMan1ZjHrVuMff89Y+bmmtdr2ZKxJUsYCw9voA8hrSZ7bNQR5SFqcnmoVPx32bRpmp9xgLFx4xjbt4+x8vIHPr3J5fEIamp7yLonbeXKlXB1dRUeLi4uaNWqFYYMGYIePXoI+y9btgzbtm3DokWLsGPHDhgaGmLmzJkIDg6W6BNUo7KS34vzyit84tGJE/mouwkTpK6sRufPn5e6BFlpsnkMGcJHFV+/znu22rXjw/JXrOCjLDdv5vex3Ucrj6goPhKsVy/gm2/4PH/duvGh/KmpfP62UaP08Yn0rskeG3VEeYiaXB4PWnpq/nydS081uTwagkSNxjoLCgpiANjmzZuF7RcvXmQA2NatW9XbSktLWb9+/dj48eNr/foN2pOWl8fYzJmavzZWr2ZMqaz/96ln4U2016Oumk0ehYWMbdvGWK9emmO2dWvG1qxhLDlZvVt4eDj/i9nHhzErK/Ev6jFjGNu7t1Ec5/Wh2RwbtUR5iJpFHjdvMrZ+PWOdO4vnjQ8/ZOzaNWHXZpFHLTXKnrTquLu7Q6FQYOHChcJ2Hx8fGBoaYsWKFeptJiYmWL58OS5cuCD9zMYxMXwy0SNH+Cg2Z2d+Tb9lS2nrqoWyBp51urFpNnm0bcuH2icm8oXdR4zgc6v9/ju/F2XBAiAoCB137+ajRefM4cuXGRnxe1MuXOADBRYtahTHeX1oNsdGLVEeomaRR9euD1566pVX1EtPNYs8HlGjaqSVl5fDy8sLEyZMQJ8+fYTvRUZGYuDAgTAzMxO2V81oHBUVpacqq+HpyQcIJCbyy0bnzwNLlkhXz0MqqKGrurlqdnm0aMEbWpGRwPHjwPPP89Ghnp6AlRX62NjwE3KnTsDXX/PLpR4e/JhvZprdsaED5SFqVnnUtPSUvz9f5eCpp9DGx4fPlUhq1KgaaQEBAcjNzcWiRYu0vpeZmYnu3btrba/alpGRUe1rKpVKFBYWqh/FjzDni5aKCuDzz3mPw507fM3B8HDgqafq7z304AmZz/Kub802D4WCN9COH+cNtkWLAGNjKIcM4X8x37gBfP89cN+9os1Jsz02akB5iJplHjUtPfX33xi+axeQny91hbKmt0ZaZWUlysrKavVgNUzd5u7ujhYtWmDevHla3ystLYWxsbHWdhMTE/X3q7Nlyxa0a9dO/Zg8eTIA3uizs7ODUqlUDxO2trZGVlYWvLy8EB0djXPnziEgIAAJCQlwcnJCUVGRet/dW7agfOpUYNs2AEDym28i8MsvcSUzE+7u7sjNzRVet7S0FA4ODkhKSsLhw4cREhKCiIgI+Pj4ICMjQ9hXpVLBxsYG6enp2L9/P8LDwxEaGgp/f38kJyfD3t5eq+7s7Gx4enoiOjoaZ8+eRUBAAOLj4+Hs7CzUbW1tjcLCQri4uCA+Ph7Hjx+Hvb09YmJi4OHhgZycHGHfsrIyODg4IDk5GYcOHcL58+cRHh4OX19fZGRkYNeuXaisrIS1tTUqKyuxa9cuZGRkwNfXF+Hh4Th//jwOHTqE5ORkODg4oKysTHj9nJwceHh4ICYmBoGBgTh+/Dji4+Ph4uKCwsJCYd+ioiI4OzsjPj4eAQEBOHv2LKKjo+Hp6Yns7GxhX6VSCXt7eyQnJ8Pf3x+hoaEIDw/H/v37kZ6eDhsbG6hUKuE5GRkZ8PHxgYuLC0JCQnD48GEkJSXBwcEBpaWlwr65ublwd3fHlStXEBgYiJMnTyIuLg6urq4oKCjQqtvJyQkJCQkICAjAuXPnEB0dDS8vL2RlZWnVbWdnh5SUFBw8eBChoaEICwvDgQMHkJaWBltbW1RUVAjPyczMhI+PDyIjIxEcHIwjR44gMTERe/bsQUlJibBvXl4e3N3dERsbi9OnT+PUqVOIjY2Fm5sb8vPzNfsGB6PY1haONjbY/tZbONa9O4LCwhAVFQVvb2+tusvLy2FnZ4fU1FT4+fnh0qVLuHTpEvz8/JCamgo7OzuUl5dr/ax5e3sjKioKQUFBOHbsGBISEuDo6Iji4mJh3/z8fLi5uSE2NhanTp3C6dOnERsbC3d3d+Tl5Qn7lpSUYM+ePUhMTMSRI0cQHByMyMhI+Pj4IDMzU9i3oqICtra2SEtLw4EDBxAWFobQ0FAcPHgQKSkpWueITZs21focYW1tjYKCAri6uiIuLg4nT55EYGAgrly50ujOEYGBgdWeIzZt2tQszxERERHVniM2bdrUfM4R1tYoLi6Go6MjEhIScOzYMQRlZSHq3XdxwNoaRd98gyODBgHdujWrc0RN7YjU1FRUR2+T2Z45cwZTp06t1b5Xr17F4MGDhW3FxcXo2rUrpk2bBn9/f63nDBs2DF27dsWpU6eE7bGxsRg6dChsbW2xcuVKrecplUoo7+lujYqKwuTJkx9tMttLl/ii6GlpQJs2/P6zN96o22vJQGlpKUxlNneblCgPEeWhQVmIKA8R5SGiPDRqmszWSF8FDB48GI6OjrXat7rLlgcOHMCdO3eqvdRZ9Zz09HSt7ZmZmQAAc3Pzap9nbGws9MC1adOmVjXWyMGBd+fevctvkty/X/aLQuuye/durF69WuoyZIPyEFEeGpSFiPIQUR4iykO3RrMs1IwZMxAcHIysrCy0atVK6/tffvkltm/fjry8PGHwwA8//ICvv/4aqamp6FWLJSvqvCyUUgl89BHw55/869dfB5ycgPsGMhBCCCGE3KtRLwuVnZ2NkydP4vXXX6+2gQYAc+bMgUqlgr29vXqbUqmEo6MjLC0ta9VAq7MbNwArK95AUyiAH34A/vqryTTQaOkOEeUhojw0KAsR5SGiPESUh256u9z5KPbt24eKiooaL3UCgKWlJebOnYt169bh1q1b6N+/P5ydnXH9+nXs3r274Yo7cwaYNw/IzgY6dOBTD7zwQsO9nwQWLFggdQmyQnmIKA8NykJEeYgoDxHloVuj6Elzc3NDly5d8Nxzzz1wPxcXF3zyySdwdXXFmjVrUF5ejkOHDsHKyqr+i2KMj9x87jneQBs5kk+v0cQaaACf+oRoUB4iykODshBRHiLKQ0R56NYoetIuXLhQq/1MTEywdetWbN26tWELKikB3n2XT+YJAG+9Bdja8rlfmqDhw4dLXYKsUB4iykODshBRHiLKQ0R56NYoGmmy8u+/fFDAlSt8+Zvt2/loToVC6soaTHZ2ttQlyArlIaI8NCgLEeUhojxElIdu1Eh7GIcP81nWb98GunUDvL2BZ56RuqoGp1KppC5BVigPEeWhQVmIKA8R5SGiPHRrFPekSa6yEti4EZg1izfQJkwAIiKaRQMNAHr27Cl1CbJCeYgoDw3KQkR5iCgPEeWhGzXSdCkoAF59FVi/ng8W+OADIDAQqGFy3KYoLCxM6hJkhfIQUR4alIWI8hBRHiLKQze63PkgV67w5ZwSEgBjYz44YNkyqavSu1mzZkldgqxQHiLKQ4OyEFEeIspDRHnoRj1pNTl+HBg3jjfQLCyAkJBm2UADgL1790pdgqxQHiLKQ4OyEFEeIspDRHno1miWhdIX9dIMAJ4GgGef5VNtdOokcWWEEEIIaYoa9bJQkvnqK+DYsWbfQKOlO0SUh4jy0KAsRJSHiPIQUR66UU/afdSt2Z9+wtNr10pdjiwUFRWhbdu2UpchG5SHiPLQoCxElIeI8hBRHhrUk/awdCxB1Zz89ddfUpcgK5SHiPLQoCxElIeI8hBRHrpRI43oNHHiRKlLkBXKQ0R5aFAWIspDRHmIKA/dqJFGdEpKSpK6BFmhPESUhwZlIaI8RJSHiPLQjRppRCdTU1OpS5AVykNEeWhQFiLKQ0R5iCgP3aiRRnRq37691CXICuUhojw0KAsR5SGiPESUh27USCM6xcXFSV2CrFAeIspDg7IQUR4iykNEeehGjTSi0+TJk6UuQVYoDxHloUFZiCgPEeUhojx0o0Ya0cnb21vqEmSF8hBRHhqUhYjyEFEeIspDN5rM9j41TShHCCGEENIQaDJbUme0dIeI8hBRHhqUhYjyEFEeIspDN+pJuw/1pGlTKpUwNjaWugzZoDxElIcGZSGiPESUh4jy0KCeNFJnTk5OUpcgK5SHiPLQoCxElIeI8hBRHroZSV2A3JSWlgIArl69KnEl8tGzZ09cvnxZ6jJkg/IQUR4alIWI8hBRHiLKQ6OqzVHVBqlCjbT7/PvvvwCAxYsXS1wJIYQQQpqTf//9V1jTlBpp95k0aRIAICAgAJ06dZK4GukVFxdj8uTJOHv2LNq0aSN1OZKjPESUhwZlIaI8RJSHiPIQ5eTkYPr06eo2SBUaOHCfwsJCtGvXDrdv34aZmZnU5UiO8hBRHiLKQ4OyEFEeIspDRHmIasqDBg4QQgghhMgQNdIIIYQQQmSIGmn3MTY2xvr162nulv9HeYgoDxHloUFZiCgPEeUhojxENeVB96QRQgghhMgQ9aQRQgghhMgQNdIIIYQQQmSIGmmEEEIIITJEjTRCCCGEEBmiRto9lEolvvrqK5ibm8PU1BSWlpY4ceKE1GXpXXFxMdavX48XX3wRHTp0gEKhaNYL4YaFhWH16tUYOnQoWrduDQsLC8ybNw/Xrl2TujRJ/PPPP5g7dy769u2LVq1aoVOnTrCysoK/v7/UpcnC5s2boVAoMGzYMKlLkcSZM2egUCiqfYSGhkpdniQuX76MV155BR06dECrVq0wbNgw/P7771KXpXfLli2r8dhQKBRIT0+XukS9S0hIwJtvvomePXuiVatWGDx4MDZu3Ig7d+4AoGWhBMuWLYOPjw8++eQTDBgwAE5OTpg5cyYCAwPxzDPPSF2e3uTk5GDjxo2wsLDAiBEjcObMGalLktRPP/2EkJAQzJ07F8OHD8fNmzdhbW2Np59+GqGhoc3ul3FKSgqKioqwdOlSmJub486dO/jrr7/wyiuvwM7ODitWrJC6RMmkpaXhhx9+QOvWraUuRXJr1qzBmDFjhG39+/eXqBrpHD9+HLNmzcJTTz2Fb7/9Fm3atEFiYiLS0tKkLk3vVq5cieeee07YxhjDqlWr0KdPH/To0UOiyqRx48YNjB07Fu3atcPq1avRoUMHXLhwAevXr0dERAT8/PwARhhjjF28eJEBYFu3blVvKy0tZf369WPjx4+XsDL9KysrY5mZmYwxxsLCwhgA5ujoKG1REgoJCWFKpVLYdu3aNWZsbMwWLVokUVXyUlFRwUaMGMEGDRokdSmSmj9/Pps2bRqbPHkyGzp0qNTlSCIwMJABYN7e3lKXIrnbt2+zrl27stdff52pVCqpy5GloKAgBoBt3rxZ6lL0bvPmzQwAu3LlirB9yZIlDADLy8tjdLnz//n4+MDQ0FDoBTAxMcHy5ctx4cIF3LhxQ8Lq9MvY2BjdunWTugzZmDBhAlq2bClsGzBgAIYOHYqrV69KVJW8GBoaolevXigoKJC6FMmcO3cOPj4++O2336QuRTaKiopQUVEhdRmScXd3R1ZWFjZv3gwDAwOUlJSgsrJS6rJkxd3dHQqFAgsXLpS6FL0rLCwEAHTt2lXY3r17dxgYGKBly5Z0T1qVyMhIDBw4UGuh17FjxwIAoqKiJKiKyBVjDFlZWejUqZPUpUimpKQEOTk5SExMxPbt23H06FE8++yzUpclCZVKhY8++gjvvvsunnzySanLkYW3334bZmZmMDExwdSpUxEeHi51SXp38uRJmJmZIT09HYMGDUKbNm1gZmaG999/H2VlZVKXJ7ny8nJ4eXlhwoQJ6NOnj9Tl6N2UKVMAAMuXL0dUVBRu3LiBffv2wcbGBmvWrEHr1q3pnrQqmZmZ6N69u9b2qm0ZGRn6LonImJubG9LT07Fx40apS5HM559/Djs7OwCAgYEB3njjDVhbW0tclTRsbW2RkpKCkydPSl2K5Fq2bInZs2dj5syZ6NSpE2JjY/HLL79g0qRJOH/+PJ566impS9SbhIQEVFRU4NVXX8Xy5cuxZcsWnDlzBjt37kRBQQE8PDykLlFSAQEByM3NxaJFi6QuRRIvvvgiNm3ahB9++AEHDx5Ub//666/x/fffA6CBA2qlpaXVriFmYmKi/j4hABAXF4cPP/wQ48ePx9KlS6UuRzKffPIJ5syZg4yMDHh5eUGlUuHu3btSl6V3ubm5+O677/Dtt9+ic+fOUpcjuQkTJmDChAnqr1955RXMmTMHw4cPx7p163Ds2DEJq9Ov4uJi3LlzB6tWrVKP5nzjjTdw9+5d2NnZYePGjRgwYIDEVUrH3d0dLVq0wLx586QuRTJ9+vSBlZUVZs+ejY4dO+Lw4cP44Ycf0K1bN6xevZoaaVVMTU2hVCq1tld1SZuamuq7JCJDN2/exEsvvYR27dqp72NsrgYPHozBgwcDAJYsWYIXXngBs2bNwsWLF6FQKCSuTn+++eYbdOjQAR999JHUpchW//798eqrr8LX1xcqlarZ/NxU/d5YsGCBsH3hwoWws7PDhQsXmm0jrbi4GH5+fpg+fTo6duwodTmS8PT0xIoVK3Dt2jX07NkTAG/EV1ZW4quvvsKCBQvonrQq3bt3R2Zmptb2qm3m5ub6LonIzO3btzFjxgwUFBTg2LFjdEzcZ86cOQgLC2tW88clJCTA3t4ea9asQUZGBq5fv47r16+jrKwM5eXluH79OvLy8qQuUxZ69eqFu3fvoqSkROpS9KbqHHH/jeFdunQBAOTn5+u9Jrk4cOAA7ty502wvdQLAH3/8gaeeekrdQKvyyiuv4M6dO4iMjKRGWpWRI0fi2rVr6tEWVS5evKj+Pmm+ysrKMGvWLFy7dg2HDh3CkCFDpC5JdqpuCbh9+7bElehPeno6KisrsWbNGjz++OPqx8WLF3Ht2jU8/vjjzfq+xXslJSXBxMQEbdq0kboUvRk1ahQAaE3SWnWPc3O+PO7m5oY2bdrglVdekboUyWRlZUGlUmltLy8vBwBUVFRQI63KnDlzoFKpYG9vr96mVCrh6OgIS0tL9OrVS8LqiJRUKhXmz5+PCxcuwNvbG+PHj5e6JEndunVLa1t5eTlcXFxgamrarBqww4YNw/79+7UeQ4cOhYWFBfbv34/ly5dLXaZeZWdna237+++/cfDgQbzwwgswMGg+v3aq7rXavXu3sN3BwQFGRkbq0X3NTXZ2Nk6ePInXX38drVq1krocyQwcOBCRkZFaVx88PDxgYGCA4cOH0z1pVSwtLTF37lysW7cOt27dQv/+/eHs7Izr169r/YA1B9bW1igoKFD/xefv76+eIfujjz5Cu3btpCxPrz7//HMcPHgQs2bNQl5eHvbu3St8f/HixRJVJo2VK1eisLAQVlZW6NGjB27evAk3NzfExcXh119/bVY9JZ06dcJrr72mtb1qrrTqvtfUzZ8/H6amppgwYQK6dOmC2NhY2Nvbo1WrVvjxxx+lLk+vnnrqKbzzzjvYs2cPKioqMHnyZJw5cwbe3t5Yt25ds71lYt++faioqGjWlzoB4Msvv8TRo0cxadIkrF69Gh07dsShQ4dw9OhRvPvuu/z4kGaeXXkqLS1lX3zxBevWrRszNjZmY8aMYceOHZO6LEn07t2bAaj2kZycLHV5ejV58uQas0Az/BHy8PBgzz33HOvatSszMjJijz32GHvuueeYn5+f1KXJRnNecWDHjh1s7NixrEOHDszIyIh1796dLV68mCUkJEhdmiTu3r3LNmzYwHr37s1atGjB+vfvz7Zv3y51WZIaN24c69KlC6uoqJC6FMldvHiRzZgxg3Xr1o21aNGCDRw4kG3evJmVl5czxhhTMMaYJE1IQgghhBBSo+ZzcwAhhBBCSCNCjTRCCCGEEBmiRhohhBBCiAxRI40QQgghRIaokUYIIYQQIkPUSCOEEEIIkSFqpBFCCCGEyBA10gghhBBCZIgaaYQQQgghMkSNNEJIs7Fs2TIoFAooFAoMGzZM+F5FRQXWrl2LXr16wcDAoFmuu9mcffLJJ+pjozmtP0vkjRpphEjMyclJ/cvh/sd//vMfqctrcjp16gRXV1etxb737NmDrVu3Ys6cOXB2dsann34qUYXajh8/juXLl2PYsGEwNDREnz59Hrh/YmIiFi5ciC5dusDU1BQDBgzA119/Xav3KigowIoVK9C5c2e0bt0aU6dOxeXLl6vd9+DBg3j66adhYmICCwsLrF+/HhUVFY3yNd966y24urpi0qRJuiIiRG+MpC6AEMJt3LgRjz/+uLDt/t4e8uhat26NxYsXa20/ffo0evToge3bt0tQ1YO5u7tj3759ePrpp2Fubv7AfaOiojBlyhT06NEDn3/+OTp27IjU1FTcuHFD5/tUVlbipZdewt9//40vv/wSnTp1wh9//IEpU6YgIiICAwYMUO979OhRvPbaa5gyZQp27tyJmJgYfP/997h16xZsbGwa3WuOGjUKo0aNwsmTJ2ts7BGid5Iu/04IYY6OjgwACwsLq/VzSktLmUqlasCqmqalS5ey3r17V/u9qVOnsqFDh+q3oFpKT09nd+/eZYwx9tJLL9X4GVQqFRs2bBiztLRkd+7ceej32bdvHwPAvL291dtu3brF2rdvzxYsWCDsO2TIEDZixAhWXl6u3vb1118zhULBrl692uhes8rSpUtZ69ataw6JED2iy52EyNyZM2egUCjg6emJb775Bj169ECrVq1QWFgIALh48SJefPFFtGvXDq1atcLkyZMREhKi9TrBwcEYM2YMTExM0K9fP9jZ2WHDhg1QKBTqfa5fvw6FQgEnJyet5ysUCmzYsEHYlp6ejnfeeQddu3aFsbExhg4dij179lRbv5eXFzZv3oyePXvCxMQEzz77LP7991+t97l48SJmzpyJxx57DK1bt8bw4cOxY8cOAICjoyMUCgUiIyO1nvfDDz/A0NAQ6enpOjO9V9VnDgwMxD///KO+1HzmzBkAgKenJ0aNGoW2bdvCzMwMTz75pLoefTE3N0eLFi107nf8+HFcuXIF69evh6mpKe7cuQOVSlXr9/Hx8UHXrl3xxhtvqLd17twZ8+bNg5+fH5RKJQAgNjYWsbGxWLFiBYyMNBdkPvjgAzDG4OPj0+hekxA5okYaITJx+/Zt5OTkCI97bdq0CYcPH8YXX3yBH374AS1btsTp06dhZWWFwsJCrF+/Hj/88AMKCgowbdo0XLp0Sf3cmJgYvPDCC7h16xY2bNiAt99+G+vXr8f+/fvrXG9WVhbGjRuHkydPYvXq1dixYwf69++P5cuX47ffftPa/8cff8T+/fvxxRdfYN26dQgNDcWiRYuEfU6cOAErKyvExsbi448/xq+//oqpU6fi0KFDAIA5c+bA1NQUbm5uWq/v5uamvsz3MDp37gxXV1cMHjwYPXv2hKurK1xdXfHEE0/gxIkTWLBgAR577DH89NNP+PHHHzFlypRqG8H3y8/P1/r3rO5x586dh6r3QU6ePAkAMDY2xujRo9G6dWu0atUKb775JvLy8nQ+PzIyEk8//TQMDMRfDWPHjsWdO3dw7do19X4AMHr0aGE/c3Nz9OzZU2hEN5bXJESO6J40QmTiueee09rGGFP/f1lZGcLDw2Fqaqr+3qpVqzB16lQcPXpU3SO2cuVKDB06FN988w2OHz8OAPjuu+/AGENQUBAsLCwAALNnz8aTTz5Z53q//vprqFQqxMTEoGPHjgCAVatWYcGCBdiwYQNWrlyprrWq/qioKLRs2RIA8Nhjj+Hjjz/GlStXMGzYMKhUKqxcuRLdu3dHVFQU2rdvr5VD27Zt8dprr8HDwwM///yz+pd0ZGQkYmNj8eWXXz7056i6R83BwQGGhobC/WqHDx+GmZkZAgICYGho+FCv+9RTTyElJUXnfuvXr9fqoayrhIQEAMC8efPw4osvYt26dfj777+xZcsW3LhxA8HBwULP6f0yMzNhZWWltb179+4AgIyMDDz55JPIzMwUtt+/b0ZGRqN7TULkiBpphMjErl27MHDgwBq/v3TpUqHRExUVhYSEBHzzzTfIzc0V9n322Wfh6uqKyspKMMYQEBCA1157Td1AA4AnnngC06dPx5EjRx66VsYY/vrrL8ybNw+MMaHXb/r06fD09MTly5cxceJE9fa3335b3UADoB5Fl5SUhGHDhiEyMhLJycnYvn270EADIDQslixZAg8PDwQGBuLZZ58FwHvRTE1NMXv27If+LA/Svn17lJSU4MSJE3jxxRcf6rlubm4oLS3VuV/fvn3rWp6W4uJiAMCYMWOwd+9eALwx3qpVK6xbtw6nTp2q9o+BKqWlpTA2NtbabmJiov7+vf+tad+qS/GN6TUJkSNqpBEiE2PHjtW6LHOv+0d+VvWaLF26tMbn3L59G0qlEqWlpcKItyqDBg2qUyMtOzsbBQUFsLe3h729fbX73Lp1S/j63gYiwHvSAH5ZEODTRgC6R7Q+//zz6N69O9zc3PDss8+isrISHh4eePXVV9G2bduH/iwP8sEHH8DLywszZsxAjx498MILL6h7qXS5t4GqL1WN+AULFgjbFy5ciHXr1uH8+fMPbKSZmpqq7+e6V1lZmfD6Vf+tad97/5hoLK9JiBxRI42QRuL+XyiVlZUAgK1bt2LkyJHVPqdNmzbV/oKqSU2Xwu6/+bzqvRcvXlxjI3H48OHC1zVdLrz3km5tGBoaYuHChfjzzz/xxx9/ICQkBBkZGdVOq/GounTpgqioKAQEBODo0aM4evQoHB0dsWTJEjg7Oz/wudnZ2bW6ab9Nmzb1Nnlq1fQcXbt2FbZ36dIFgKZBXJPu3burLxHeq2pb1etXXT7MzMxEr169tPYdO3Zso3tNQuSIGmmENFL9+vUDAJiZmT2wd6Rz584wNTVV97zdKz4+Xvi6qneroKBA2H7/vVWdO3dG27ZtoVKpHvjeD6Pq81y5ckXnay5ZsgS//vor/P39cfToUXTu3BnTp0+vlzru17JlS8yaNQuzZs1CZWUlPvjgA9jZ2eHbb79F//79a3zemDFj9H5P2qhRo/Dnn39qjXCtuveqc+fOD3z+yJEjERQUhMrKSuGm/IsXL6JVq1bqy/FVfxSEh/9fe/cWCtsXxwH8y2CK8OCSiSGUOFNjMsQDKXIrg5jEg8tkUORNShimKMWDGiGm8KCUa7yQy0Qe/xG5PajJdcI05QEPjN95kJ1tnIN//I85//Wp/TBr77X22qvdtFv7t3/rH96DztnZGU5OTlBRUWF3bTLMd8S+7mQYOyWXyxEaGorOzk4uFum5y8tLAI8zT2lpaZiensbR0RG3f29vD/Pz87w6Hh4e8Pb2xurqKq+8p6eH91sgECAvLw8TExPY3t7+5bk/IioqCsHBwejq6rJ5SHw52yaVSiGVSqHX6zExMYGCggJeioXP8jLWz9HRkZshfGuGcmRkBAsLC29uxcXFn9bf7OxsCIVCDA4OcrOdAKDX6wE8vip+YjKZsL+/j7u7O65MqVTi/Pwck5OTXJnZbMbY2BgUCgUX2yWRSBAeHo7+/n7ebGFvby8cHBygVCrtrk2G+Y7YTBrD2ClHR0fo9XpkZGRAIpFApVLB398fp6enMBgM8PDwwOzsLABAq9Vibm4OCQkJqKqqwv39PXQ6HSQSCba2tnjtqtVqtLe3Q61WIzo6Gqurq1xKg+fa29thMBgQGxuL8vJy/PjxAxaLBevr61hcXHxXyoeX19Pb2wuFQgGZTAaVSgWRSIT9/X3s7OzYPFAWFxejtrYWAL7kVSfwOBYWiwVJSUkICAjA4eEhdDodZDIZIiIiflv3M2PStra2MDMzAwA4ODjA1dUVWltbAQCRkZFQKBQAAD8/PzQ0NECj0SA9PR05OTnY3NzEwMAACgsLERMTw7VZX1+P4eFhGI1GbpkppVKJuLg4qFQq7O7ucpn8rVYrtFotr08dHR3IyspCamoqCgoKsL29je7ubqjVat7Y2EubDPMt/ZkcugzDPHlrxQGDwWCTXf25jY0Nys3NJS8vLxIKhRQUFET5+fm0tLTEO25lZYXkcjm5uLhQSEgI9fX1UXNzM738G7i5uaGysjLy9PQkd3d3ys/Pp4uLCwJAzc3NvGPPz8+purqaxGIxOTs7k5+fHyUnJ1N/f/+b/TcajQSABgcHeeVra2uUkpJC7u7u5ObmRlKplHQ6nc11m0wmEggEFBYW9uq4vOZ3Kw4kJibarDgwPj5Oqamp5OvrSy4uLhQYGEiVlZVkMpnefc7P8HSPvLaVlJTwjn14eCCdTkdhYWHk7OxMYrGYGhsbuRULnpSUlBAAMhqNvHKLxUJlZWXk5eVFrq6ulJiY+Mt7c2pqimQyGQmFQgoICHj1PPbU5tO4sBUHmO/CgeiDUbsMw/w1WlpaoNVqPxy8/x2YzWaIRCJoNBo0NTW9q05paSmWl5exvr4OJycnm1QfzP/X9fU1bm9vUVNTg9nZ2VdDCBjmv8Zi0hiGsUtDQ0OwWq0oKir6UL3j42P4+PggPj7+i3rG2KOGhgb4+PhgdHT0T3eFYTgsJo1hGLuyvLyM3d1dtLW1IScnh4uneo+6ujoufu2z0l4wf4eqqipkZmYCwJd8hMIw/8ZP/R3itvgAj5oAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmkAAAF4CAYAAAAPE25xAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAACWtklEQVR4nOzdeVhU5dsH8O8ACrigue/7rpllilmuWWqlLW655JK9amVmZYu2aJZpaYuJsUQCEouAC4gKLoyICyIIISKIsskissoiM8DMef94fsz4MOAAwpwD3J/rmks5c2bmnq9nxpvnnPMcmSAIAgghhBBCiKQYiV0AIUSaEhMTIZPJuFvz5s3Rs2dPLFq0CJGRkWKXSKowefJkyGQyscsghDwmE7ELIIRIW//+/bFkyRIAQGFhIYKDg+Hm5oZDhw7hzJkzeP7550WukBBCGidq0gghjzRgwABs2bKFW/bNN99g27Zt+Prrr3H27FlR6iKEkMaOdncSQmrso48+AgBcuXJFs6ysrAy//fYbnnrqKZibm6NNmzaYMmUKjh49yj32v//+g0wmw9q1a7nlR44cgUwmg6mpKR48eMDd16dPH/Tt21enDm9vb7z44ot44oknYGZmhhEjRmDXrl1QqVTceo6OjpDJZHB0dMTRo0fx/PPPo3Xr1ujTp4/e93r16lXMnTsXvXr1gqmpKTp27IgxY8Zg27ZtOjX26dMHeXl5WL16Nbp06QIzMzM8/fTTcHNzq/S5BUHAvn378Pzzz8PCwgItWrTAs88+i3379lW5voODAyZMmIC2bduiRYsWGDhwIFavXo3k5GQAgEwmQ2BgoObv5bfly5cD0O7GXr58OW7cuIE333wT7du3h0wmQ2JiInd/ZWQyGSZPnswtK9+9qlQqsWnTJvTq1Qvm5uYYPXo0Tp8+DQC4f/8+PvzwQ3Tr1g1mZmZ47rnnEBISojd/QpoyGkkjhNRa+XFPgiBg7ty58Pb2xqBBg/Dhhx+iqKgIBw4cwOzZs/Hbb7/hk08+AQCMHDkS7du3h1wu556r/OeSkhJcuHABL730EgAgISEBSUlJWLFiBbf+xo0bsWPHDnTv3h1vvfUW2rRpg6CgIHz++ee4fPkyPD09der19PTEyZMn8dprr+GDDz5Afn7+I99fREQExo8fD2NjY7z++uvo3bs38vLyEB0dDTs7O3z99dfc+iUlJZg2bRoKCwvxzjvvoKioCB4eHli0aBGysrI0zW15ZosXL4abmxsGDhyIRYsWoXnz5jh16hRWrlyJ6Oho7Nq1S7O+Wq3GggUL4OXlhe7du2PhwoWwsLBAYmIiPDw8MHPmTPTq1QubN2+Go6MjkpKSsHnzZs3jR40axdV669YtjBs3Dk8++SSWL1+O7OxsNG/eHCUlJY/M5FEWLFiAa9euYfbs2SguLoaLiwtee+01XLhwAatWrUJJSQnmzZuHzMxMHDhwADNmzEBCQgLatGlT69ckpFETCCGkEgkJCQIAYfr06Tr3fffddwIAYcqUKYIgCIKTk5MAQJg0aZKgVCo16yUlJQkdOnQQTExMhNu3b2uWv/XWWwIA4e7du5plTz75pDBhwgShefPmwsaNGzXL//nnHwGAsH//fs2ykydPamorLCzULFer1cKaNWsEAIKXl5dmuYODgwBAMDIyEk6dOlXtDD799FMBgHDkyBGd+7Kysrife/fuLQAQJk6cyGVw584doUOHDoKpqamQkpKiWW5nZycAEFasWCGUlJRoliuVSmHWrFkCACE0NFSzfM+ePQIA4cUXXxQePHjAvfaDBw+E7Oxszc+TJk0Sqvp6L/93BSB89913Vd6/bNmySh9f/u/8sPLXe+GFF7h/jwMHDggAhLZt2wrz5s0TSktLNff9/PPPAgDh119/rfR1CCGCQLs7CSGPdOvWLWzZsgVbtmzB559/jokTJ2Lr1q0wMzPT7PJzcnICAPzyyy9o3ry55rG9evXCJ598grKyMri4uGiWT5kyBYB29CwrKwtRUVF45ZVXMG7cOAQEBGjWLV/n4V1sVlZWAAA7Ozu0bNlSs1wmk2HHjh2QyWSV7mJ8/fXXMW3atBpnYG5urrOsffv2la77008/cRn06NEDH3/8MZRKJdzd3bn30LJlS+zduxfNmjXTLG/evLkm14ffw19//QVjY2NYW1vr1GNubo527drV6D116dJFZyTwcW3bto3795g7dy6aNWuGvLw87Nq1CyYm2p03CxcuBMB2fxNCKke7Owkhj3T79m18//33AIBmzZqhc+fOWLRoEb766is8+eSTAIDw8HC0aNECY8eO1Xl8eUMWERGhs0wul+Ptt9/G2bNnIQgCpk6dCoVCgW3btqGgoACtW7eGXC5H//790bNnT83jg4OD0bJlyyqP3TI3N0dMTIzO8srqe5T58+fjjz/+wJtvvokFCxbgpZdewsSJE9G9e/dK1zcxMcFzzz2ns3zChAkAWE4A8ODBA1y7dg3dunXDzz//rLN+aWkpAGjeQ2FhIW7cuIEBAwZg4MCBNXoPVXnqqae4ZrIuVNylamRkhE6dOuHBgwfo1asXd1/Xrl0BAGlpaXVaAyGNCTVphJBHmj59Ovz8/B65Tn5+PtdEPaz8P+OHj/8aPnw4OnXqpBklk8vlsLCwwOjRo1FcXIzvv/8eQUFBGDhwIFJTU/Hee+9xz5mTk4OysjJN81iZoqIinWWdO3d+5PuoyNLSEmfPnsVPP/0EV1dXODg4AADGjBmDn3/+WdNsluvQoQOMjHR3UJS/7v379wEAubm5EAQBqamp1XoP5Y+rqjmsjZpmUR0WFhY6y0xMTKpcDmgbUkKILtrdSQh5bBYWFrh3716l9929e1ezzsMmT56MuLg4pKam4uzZs5g4cSKMjY0xbtw4mJubQy6Xa6b3qNgMWVhYoH379hAEocpbQkKCTi21meB1woQJOHHiBHJzcyGXy/Hpp5/i2rVrePXVVxEfH8+tm5WVBbVarfMcGRkZAKA5QL48i9GjRz/yPZQ3seWPS01NrXH9Vakqi/Ims6ysTOe+8maREGIY1KQRQh7b008/jQcPHlQ6pUJ5o1VxV1h54+Xm5obo6GhMnToVAGBqaorx48cjICCg0uPRADbClZ2djbi4uLp9I49gbm6OyZMn49dff8WmTZtQXFyMU6dOceuUlZXh0qVLOo8NCgoCwHICgNatW2Po0KG4ceMG8vLy9L52q1atMGzYMCQkJFTrPRsbGwOAzlQk1dG2bVsAlTeE5btrCSGGQU0aIeSxLVu2DACbFuPh3Vd37tzBb7/9BhMTEyxevJh7THmT9ssvvwCApkkrvy8iIgInT57EoEGD0K1bN+6x69atAwC8++67yM7O1qnn7t27uHHjxmO/r0uXLkGhUOgsLx8ZMzMz07lv06ZN3DQWKSkp2L17N0xNTfH2229z7+HBgwf4v//7v0p3zSYkJCAxMVHz84cffgiVSoUPPvgAxcXF3LoKhQI5OTman8tPIrhz504136mWhYUFBg8ejPPnz+PWrVua5QUFBdi4cWONn48QUnt0TBoh5LG98847OHToELy9vTFy5Ei89tprmnnScnJy8Ouvv6Jfv37cYwYPHoyuXbsiPT0d7du3x8iRIzX3TZkyBWq1GtnZ2Zg7d67O682YMQPffvstfvjhBwwYMAAzZsxA7969kZ2djVu3biEoKAg//vgjhg4d+ljv6+eff4ZcLsfEiRPRt29fmJmZ4erVqzhz5gz69euHN998k1u/a9euKCoqwsiRIzFr1izNPGnZ2dn4888/uWPKVq9ejeDgYDg5OeHChQuYNm0aunXrhoyMDMTExODy5ctwdXXVTLj7/vvvIzAwEB4eHhg4cCBmz54NCwsLJCcnw9/fH//88w/eeOMNAKzh9fLywpw5czBz5kyYmZnhqaeewqxZs6r1vj/77DOsWrUKzz33HObNmwe1Wo0TJ05gzJgxj5UnIaSGDD/rByGkIXjUPGmVKS0tFXbt2iU8+eSTgqmpqdC6dWth0qRJgre3d5WPWbRokQBAmDNnDre8pKREaNWqlQBAcHNzq/Lxp06dEmbNmiV07NhRaNasmdClSxfhueeeE3744QchOTlZs175PGkODg7Vei/l/Pz8hKVLlwqDBw8WWrduLbRq1UoYNmyYsGnTJiEzM5Nbt3fv3kLv3r2FnJwcYdWqVULnzp0FU1NT4amnnhJcXV2rfI0DBw4I06ZNE5544gmhWbNmQvfu3YXJkycLv/76q85rqNVqwd7eXhg3bpzQsmVLoUWLFsLAgQOFNWvWcO+3tLRU+OKLL4RevXoJJiYm3Lxn+uZBK7d3715h4MCBQrNmzYRevXoJ3333nVBSUvLIedIqU55LZSp7LkKIlkwQBEG0DpEQQhqJ8hGvh3dREkLI46Bj0gghhBBCJIiaNEIIIYQQCaImjRBCCCFEguiYNEIIIYQQCaKRNEIIIYQQCaImjRBCCCFEgmgy2wqysrLg7++PPn36wNzcXOxyCCGEENLIFRcXIzExEdOnT0eHDh00y6lJq8Df3x9LliwRuwxCCCGENDH//vsvdwk9atIqKJ+Q8t9//33sS8o0FpmZmejYsaPYZUgG5cGjPLQoCx7lwaM8eJSH1o0bN7BkyRJND1KOmrQKyndxDh06FM8884zI1UiDl5cXpk+fLnYZkkF58CgPLcqCR3nwKA8e5aGr4mFWdOIA0atv375ilyAplAeP8tCiLHiUB4/y4FEe+lGTRvRSKBRilyAplAeP8tCiLHiUB4/y4FEe+lGTRvTKy8sTuwRJoTx4lIcWZcGjPHiUB4/y0I+aNKIXnUDBozx4lIcWZcGjPHiUB4/y0I+aNKJXQECA2CVICuXBozy0KAse5cGjPHiUh3507c4Krl69itGjRyMsLIzO7vyf4uJimtj3IZQHj/LQoix4lAeP8uBRHlpV9R40kkb0+ueff8QuQVIoDx7loUVZ8CgPHuXBozz0o5G0CmgkjRBCCCGGRCNppNasrKzELkFSKA8e5aFFWfAoDx7lwaM89KMrDhC9Fi5cKHYJkkJ58CgPLcriIaGhWHnzJrBzJ9CnD9C7N/uzY0dAJhO7OlHQ9sGjPPSjkTSil7+/v9glSArlwaM8tCiL//H3ByZMgPmePcAXXwDz5wOWlkDnzkDLlsDQocCMGcCaNcCOHYCbG3DpEpCWBqjVYldfb2j74FEe+tFIGtFr5MiRYpcgKZQHj/LQoiwAHD8OvPUWoFSiaPRotBw8GEhKAhITWRNWXAzExLBbZZo3B3r14kffHv57t26AsbHB3k5dou2DR3noR00a0SszM1PsEiSF8uBRHlpNPoujR4G5c4GSEuCtt3Bl9WpMfvll7f0lJcCdO6xhK2/cHv7zzh22zq1b7FYZExOgZ8/KG7jevYEePYBmzer7ndZKk98+KqA89KMmjeilUqnELkFSKA8e5aHVpLM4fBhYsAAoLQXmzQNcXFAWGMiv07w50L8/u1WmtBRITa28gUtMZE1caSmQkMBulTEyArp3r3okrmdPwNS0jt50zTTp7aMSlId+km7SCgsLsXPnTly+fBkhISHIzc2Fg4MDli9fXun6SqUS3333HZydnZGbm4uRI0fixx9/xEsvvWTYwhuZHj16iF2CpFAePMpDq8lm4eUFLFwIlJUBb78NODsDJiY1z6NZM21TNWmS7v0qFZCertu8lf89KQlQKlkzd+cOEBSk+xwyGdC1Kz/69nAj17s3UE8TrDbZ7aMKlId+km7SsrKysHXrVvTq1QtPPfUUzp49+8j1ly9fDi8vL6xfvx4DBw6Eo6MjXnnlFcjlcrzwwguGKboRunLlCoYMGSJ2GZJBefAoD60mmcWBA8DixayBWrIEcHBguyRRD3kYG7PdmT16AM8/r3u/Wg3cu1f5KFz53x88YMfGpaWxkxUq06mT7m7Uhxu5Vq1qVX6T3D4egfLQT9KT2SqVSuTm5qJLly4IDQ3FmDFjqhxJCwkJgaWlJXbu3IkNGzYAABQKBUaMGIFOnTrh4sWL1XpNmsxWV15eHtq2bSt2GZJBefAoD60ml4WLC7B0KWuOli8H7O25g/oll4cgAFlZVe9OTUwECgr0P0/79roN3MONXJs2lT5McnmIjPLQqqr3kPRImqmpKbp06VKtdb28vGBsbIxVq1ZplpmZmWHlypXYtGkT7ty5g549e9ZXqY3av//+i7Vr14pdhmRQHjzKQ6tJZeHkBKxYwRqf994DbG3Z8WAPkVweMhmbp61jR+DZZ3XvFwQgL6/qExsSE4HcXCA7m92uXq38ddq0qbSBO3b1Khb/8EOTnSeuIsltHxIk6SatJsLDwzFo0CBYWFhwy8eOHQsAiIiIoCatluhDxKM8eJSHVpPJYt8+1pgJArB6NfDXXzoNGtAA85DJgCeeYLenn658nfz8qhu4pCQgMxO4fx/47z92e8hiANi/H3jlFXabOrXWu04bgwa3fYig0Uxmm56ejq5du+osL1+WlpZW6eOUSiXy8/M1t8LCwnqtsyGiS3f8j1IJ+Pri8Mcfs+NvCADaPh7WJLKwswNWrmQN2ocfAtbWlTZoQCPNw8ICePJJYNYsYO1aYNcuwNMTuHKFHQ9XWAhER7P54qytgS+/ZGe9WlqirFkzdkKDrS3w+utst+lLLwG//87mjZPu0Uf1olFuH3XMYE2aWq2GQqGo1q02h8kVFxfDtJLTqs3MzDT3V2b79u1o06aN5jbpf2cUpaenw9bWFkqlUrMhWVlZISMjAx4eHoiMjMS5c+fg7++PuLg4ODo6oqCggFs3Ly8Pzs7OiImJwenTpyGXyxEVFQVXV1dkZ2dz6xYXF8Pe3h7x8fE4duwYLly4gLCwMHh5eSEtLY1bV6VSwdraGqmpqTh8+DBCQ0MRHByMo0ePIiEhAXZ2djp1Z2Zmwt3dHZGRkQgMDIS/vz9iY2Ph5OSkU3d+fj7279+P2NhYnDx5Ev369cO1a9fg5uaGrKwsbl2FQgF7e3skJCTA19cXFy9eRGhoKA4dOoS0tDTs3bsXarUaVlZWUKvV2Lt3L9LS0nDo0CGEhobi4sWL8PX1RUJCAuzt7aFQKLjnz8rKgpubG65duwa5XI6TJ08iNjYW+/fvR35+PrduQUEBnJycEBsbC39/fwQGBiIyMhLu7u7IzMzk1lUqlbCzs0NCQgKOHj2K4OBghIaG4vDhw0hNTYW1tTVUKhV7THIyQqdPh6pHD2DWLLz5558o6dwZCa+/jtSDB2H/998oLi7mnj87Oxuurq6IioqCXC7H6dOnERMTA2dnZ+Tl5enU7ejoiLi4OPj7++PcuXOIjIyEh4cHMjIydOq2tbVFUlISfHx8EBwcjCtXruDIkSNISUmBjY0NysrKuMekp6fDy8sL4eHhOH/+PI4fP47bt29j3759KCoq4tbNycmBq6sroqOjERAQgDNnziA6OhouLi7Izc3l1i0sLISDgwNeeOEF+Pn5ISgoCBEREfD09NSpu7S0FLa2tkhOToa3tzdCQkIQEhICb29vJCcnw9bWFqWlpTqfNU9PT0RERCAoKAh+fn6Ii4uDg4MDCgsLuXVzc3Ph4uKC6OhonDlzBgEBAYiOjoarqytycnK4dYuKirBv3z7cvn0bx48fx/nz5xEeHg4vLy+kp6dz65aVlcHGxgYpKSk4cuQIrly5guDgYPj4+CApKUnnO6KkpKRxf0f89RcbOQMQ/fLLiF27FidPnYJcLq/0O6KkpKRpfEf87zFpaWnwOnECYQ8e4IKFBY717In4VatgP20aiuVy/LV1K3DsGCInToSqTx82J9zp08CnnwJDh6KkVy/ETpuGwgMHYPPbb43mOyIuLq7S74iSkpIm9x1RVR+RnJyMSgkGIpfLBQDVut24cUPn8VeuXBEACA4ODpU+//Dhw4WpU6fqLL9+/boAQLCxsan0cQqFQrh//77mFhgYKAAQwsLCHuv9NiZVZd6oqVSCcPKkILz+uiAYGQkC+x1XELp2FRQtW2p/BgShTx9B+OorQYiIEAS1WuzKDa5Jbh9VaNRZ7N6t3eY/+6xa23qjzqMWuDzUakGIiRGE338XhJdeEoTmzfnvFVNTQZg+neUeFydWyfWKtg+tsLCwSnsPgx2TNmTIEDg4OFRr3cp2W1bnMampqTrL09PTAQDdunWr9HGmpqbcCFyrJnx8QFWer+xU98YqN5cdEP3XX0BcnHb51KnABx8As2cj+eZNDExMZNcbPHKEHYuyYwe7DR3K5ol6+21g0CCR3oRhNantQ49Gm8VvvwGffcb+/tVXwE8/Vevg90abRy1xechkwODB7LZ+PdtNKpez3aTHjwPJyewaqP7+wMcfAwMGaI9lmzQJ+N9eooaMtg/9DNakdenSpcpJaOvCqFGjIJfLkZ+fz508cPnyZc39pHbi4+MxcOBAscuoX+HhrDFzcWHXFgTYsSfLlgHvv8+ar/+JT0nBwFdfBV59lc25dOwY4O7O/rxxA9i8md2eeYZN8Dl/PrsWYSPVJLaPamqUWfzyCzuuCgC++QbYurXaZyc2yjwewyPzaNWKHec2axYbS7txgzVrJ06wSXlv3QL+/JPdzM3ZL44zZ7KmrW9fw76ROkLbh36N5sSBuXPnQqVSwc7OTrNMqVTCwcEBlpaWdGbnYzCvp9m3RadUAv/+C4wfzxoqe3vWoD35JGBjwy5P8+efXIMGVMijRQt2CZyDB4GMDDYKN3Mmmyvq6lXg88/Z6fcvvADs3cvWaWQa7fZRC40ui59+0jZoW7YANZw+otHl8ZiqnYdMBgwbBmzYAJw5w+Z2O3QI+L//Y5e8Ki5mvxSuXQv068e+oz79lB3fplTW75uoQ7R96Cf5KTjKD64tPzvz6NGjSElJAQB89NFHaPO/SQMtLS0xb948bNy4Effu3cOAAQPg5OSExMRE/PPPP6LV3xg0uskGk5LY2VX29ux0eYDNkD53Ltul+cILj/yPqMo82rRhE3suXcq+VA8eZLtEz50DLlxgt3XrgBdfZLtD33oLaATZNrrt4zE0qiy2bmUjwgBrzr75psZP0ajyqAO1zsPCAnjzTXYTBCAqSrtb9MIFdmZoTAw7S7RlS/Yd88or7BdGCY/i0/ZRDSIdI1dtvXv3rvIEg4SEBG7d4uJiYcOGDUKXLl0EU1NTYcyYMYKfn1+NXq+qg/easgMHDohdwuNTqQTBz08QZs/mTwTo0UMQfvhBENLTq/1UNc4jJUUQfvtNEMaO5Q8Mbt6c1ePmJgiFhTV8Q9LRKLaPOtIoslCrBeHbb7Xb6Y4dtX6qRpFHHaqXPHJzBcHTUxBWrBCELl347xhAEIYPF4TPPxeEgABBUCrr/vUfA20fWlX1HpK+LJQY6LJQujIyMtC5c2exy6id3Fx2LUFra3ZMR7kXX2RzPM2apbnOYHU9Vh63b7NrHbq7A9euaZe3aAHMns1G2GbMACqZTkaqGvT2UccafBaCAHz9NbB9O/t51y7tCQO10ODzqGP1nodazSbQLT+W7dIltqxc69ZsXraZM9mte/f6q6UaaPvQqqr3aDTHpJH64+npKXYJNXf1KpsRvXt39p/MrVtsl8G6deyA3NOn2a6DGjZowGPm0b8/sGkTEBnJdll88w1b9uABa9zeeAPo3Bl4913g1CmgrKz2r2UgDXL7qCcNOgtBAL74Qtug/fHHYzVoQAPPox7Uex5GRuxKCV9/DZw/zw7ncHdnh2B07MiuS1p+bFuPHsCoUcDGjezEBBG+a2j70I9G0iqgkbQGTKFgM3//9RcQHKxdPnIkGzVbtEial2ARBCAsjB2/duAAO2GhXMeO7MSEhQvZCQ5VzOxOyGMRBHbg+R9/sJ+trNhnhjQeajX75bX8WLaQEP4KB23aAC+/zI5lmzEDqOZ1s0ndoJE0UmuSv3RHYiKbu6lnT/YbY3Aw0KwZa2zOnwciIoBVq+qsQavzPGQydrHnX39lcyMFBrJpPzp0YL8J//UXMGECu1Dz55+zhk5Cv1tJfvswoAaZhSCwEebyBs3Gps4atAaZRz0SNQ8jI/Y989137Dvy3j12dvuiRezyVPfvs19yV6wAunYFRo8Gvv0WuHix3i6DR9uHfjSSVgGNpOlSKpWVXnJLVGo1cPIkm9bi2DFt09KjB7BmDdvVWU/HOhgsj7Iydvq9uzvbRZGfr71v4EB2/NrChTpThBiaJLcPkTS4LNRq1pDZ2LBfFv7+m12Xs440uDzqmWTzUKnYtUdPnGCjbKGh/P3t2mlH2aZPBzp1qpOXlWweIqCRNFJrjo6OYpeglZPDRpwGDWIHvvr6sgZt2jTg8GEgIYEdj1GPB6MaLA8TE/aF6ODA5lc7fJhNjGtuzq6G8MMPbC6lp55ixxElJBimrgoktX2IrEFloVaz63CWN2j79tVpgwY0sDwMQLJ5GBsD48YB33/PmrW7d9mcjwsWsGmCcnK0x7Z16QKMHcvmzQsJ4U9MqCHJ5iEhNJJWAY2k6UpKSkLv3r3FLSIsjI2aubmxY88AdgzF8uVs1+DgwQYrRfQ8CgsBHx/2pennB5SWau+ztGSja/PmAVVcCq2uiZ6HhDSYLFQqNtrs6Mh2gzk5AUuW1PnLNJg8DKRB5lFWBly+rD2WLSKCv79DB3YM28yZ7JfK9u2r/dQNMo96QiNppNb+++8/cV5YoQD272eNx7PPshElhYKNHNnZsQPs//jDoA0aIGIe5Vq1YseR+PiwETZ7ezaSaGTEvkzXr2e7fadOZTllZ9drOaLnISENIguVih135OjIRlBcXOqlQQMaSB4G1CDzMDEBnn8e2LaNXT4vNRX45x9gzhx2xnxWFju2bfFitht0/Hg2yh8WpneUrUHmYWDUpBG9OtXR8QfVlpDALkXTowe7dmZICDsRYNEiNrt2eDg7hbxlS8PW9T8Gz+NRnniC7aI6dYp9ee7Zw74kBYFdrHn1arZ74tVXAWdndgp+HZNUHiKTfBZlZcA777BtwdiYjUy//Xa9vZzk8zCwRpFHt25siiAvL9agnT3Lpm558knWlF26xE5OePZZtu7y5YCHB5uzsoJGkUc9oyaN6GVsbFz/L6JWs4NWX3uNzRv2yy9sBKhnT/YbXEoK+41//PgaXTuwPhgkj9ro0oVdy+/CBXbG688/szmTysrYboqlS9lvunPnsktWlV9I/jFJNg8RSDqL0lL2i46bGxsd8fBgu8XrkaTzEEGjy6NZM2DSJPZdExnJzk63tWXzPbZqpb2e8YIFbDqhCRPY8bMREYAgNL486gE1aUSv1Ifn7apr2dlsVvOBA9mZQ+Vnar70EnDkCBAfzyZ/ldBvXPWaR13p3Zv9dnv1Krum35YtbLewQsEatLlz2ckVS5eyBu7h49pqqEHkYSCSzaKkhI2YeXqy/1i9vNi1Y+uZZPMQSaPPo2dPNt3R4cPsu/3MGTYh8tChbDf7+fPs+/zpp4EePdBx0yZ2UgKpEp04UAGdOKArJSUFPXr0qNsnDQ1lJwK4u/MnAqxYwU4EGDSobl+vDtVLHoYgCOySMe7u7JaUpL2vXTvWuL39NjBxItsVVk0NNo96IMkslEo2kuHtDTRvzqZzefVVg7y0JPMQUZPOIzFRO8VHQADw4AHUrVvDKDub/eLQxNGJA6TWfH196+aJiovZ0PfYscCYMezAZYWCXZrk77/ZMVW//y7pBg2owzwMTSZjWe/YwY77u3gR+OgjNqKWk8NOMpg6lf02vH49OwmhGr/DNdg86oHkslAo2AHe3t7serDe3gZr0AAJ5iGyJp1Hnz7sF/CjR9kom78/At94gxo0PWgkrQIaSdNVVlYGk1pc41IjPp7NxfTPP9qh7ebN2fEwH37I5ucR+TizmnjsPKRGpWJXOXBzY7tCHz7At29fNrr29tvswOBK/p0aXR6PQVJZKBTs+rR+foCZGTsb+KWXDFqCpPKQAMqDR3lo0UgaqTUbG5uaP0ilYsPar74KDBgA7NzJGrRevYCffgLu3GGnbT/3XINq0IBa5iFlxsZsBO3vv9kklkePstPpW7ZkI27bt7NpT4YPZ6fWx8VxD290eTwGyWTx4AEwezZr0Fq0YMd6GrhBAySUh0RQHjzKQz8aSauARtIeU3Y2m7nc2pqfAf/ll9mo2auv1uh4JyKiBw/Yf+7u7uxPpVJ73+jRbHRtwQK2e5RIR1ERa9ACAlijfewYOwOPECJZNJJGaq1aF8ENCWHz4XTvzs4qTEhglxP55BPg5k3A35/9x9EIGrQmc1HgFi3YLumDB7Wn0s+Ywf4Nw8LYxd579ULiiBHs+DUi/rZRWMh+EQoIYFMg+PmJ2qCJnofEUB48ykM/atKIXnPmzKn8juJidhWAMWPYVQGcnNhoy9NPs1nwU1OB335j02s0IlXm0Zi1acOm6zhxgu0StbZm//nLZOhz/To7rvDll4GgILErFZWo20ZBAbs0T2Agmwn+5EnghRfEqwdN9LPyCJQHj/LQj5o0oteFCxf4Bbdvs1GUHj3YzNOhoexEgCVL2GzTYWFsFvwWLcQpuJ7p5NHUdOgArFnDZhqPjUXClClsctRTp9j0HZMns/mRmuCRFKJtG/fvs+smnj/PGupTp9jxniJr8p+VCigPHuWhHzVpRK/+/fuzEwF8fdmEswMHsgloc3LYpKnbt7MrAjg7N7gzNWujf//+YpcgHQMHIu/XX9nJBKtXs2Y9MJBdS/T559nJI02oWRNl28jLY6OYly6xy4SdOcOmuZEA+qzwKA8e5aEfNWnk0bKz0dbOjp2hOWsW290lCOzYJB8fNqr21Vfskh9NRFFRkdglSEpRURGbA8nGhm0PH33Epny4dIkdHzVmDLt6hJ6LLTcGBt82cnJYQxwSArRvzxq00aMNW8Mj0GeFR3nwKA/9qEkjVYuKAoYPR18bGzZb9BNPsEt8xMWxZm3WrEZxIkBN5efni12CpHB59OgB/PknO3Fkwwa2yzssjM3X9fTT7HqRKpV4xdYzg24b2dnAiy+yfDt0YCcLPP204V6/GuizwqM8eJSHftSkkcpFRLBjizIyUNK3L5uINiWF7eYcMEDs6kQ1ePBgsUuQlErz6NKFzY2XlMSu1de6NbsA84IFwIgRbI68sjLDF1vPDLZtZGayue0iIth1beVyYORIw7x2DdBnhUd58CgP/ahJI7pCQ9l/ANnZwLPPwmP9enaCQCM9EaCmAgMDxS5BUh6ZR4cOwLZtrFnbsoVNyxITA7zzDjBkCJtTr6TEUKXWO4NsGxkZwJQprOnt0oWdwDFiRP2/bi3QZ4VHefAoD/1oMtsKmvxktsHB7Cyx/Hx2EoCfH4pMTNCyZUuxK5OMoqIiyuMhNcojPx/Yu5dNzZKVxZb16sWOa3z3XXZ9yQas3reN9HS2i/PGDaBbN7aLU8KjEfRZ4VEePMpDiyazJfqdP8/OEsvPZ/MrnTwJtGkDBwcHsSuTFMqDV6M8LCyAjRvZMY67drGLuycnAx98APTrB+zeza500EDV67aRmsoOQbhxgx37Fxgo6QYNoM9KRZQHj/LQj0bSKmiyI2lnzwKvvcYuKTNlCrt+I/2GQ+pbcTE73vHnn9kxjwA7xmrDBuD999ms+YRlM2UKcOsWG3mUy1lTSwhpFGgkjVTt9Gk2/1lREbsIs68v16DRpTt4lAfvsfIwNwfWrmXNh60tm8rj3j12abE+fdjxbPfv11Wp9a5eto2kJHZ1h1u3WCaBgQ2mQaPPCo/y4FEe+tFIWgVNbiTtxAk2PYJSyRq1gwfZHFcPycnJQbt27UQqUHooD16d5lFaCri4AD/9xKZ6AdjJBuvWAR9/DEg89zrfNhIS2AhaUhJrzORyNpLWQNBnhUd58CgPrQY5knblyhWsXbsWw4cPR8uWLdGrVy/Mnz8fN2/erHR9pVKJL7/8Et26dYO5uTksLS1x6tQpA1fdgPj4AG+8wRq0118HDh3SadAAwM/Pz/C1SRjlwavTPJo1A5YvZ8ddubgAw4axGfW3bmVXt9i4kY20SVSdZnH7NjsGLSmJTXsTGNigGjSAPisVUR48ykM/STdpP//8Mw4ePIgXX3wRu3fvxqpVq3Du3Dk888wziIqK0ll/+fLl+O2337B48WLs3r0bxsbGeOWVV3D+/HkRqpe4gweBOXPY9Adz5wKenlWeWTdq1CjD1iZxlAevXvIwNgYWLQKuXWPb5lNPAYWFwI4dbJffp5+yMx0lps6yiItjDVpyMjBoEGvQevSom+c2IPqs8CgPHuWhn6SbtE8//RRJSUn4888/8d577+Gbb75BUFAQysrKsGPHDm7dkJAQuLu7Y/v27di5cydWrVqFgIAA9O7dG1988YVI70CiDhxgk4qWlQELFwJubmwEowp37941YHHSR3nw6jUPIyP2S0R4OBv5HTOGnWzw++9A377seLY7d+rv9WuoTrKIjWXHoKWkAEOHsgatW7fHf14R0GeFR3nwKA/9JN2kjR8/Hs2bN+eWDRw4EMOHD8eNGze45V5eXjA2NsaqVas0y8zMzLBy5UpcunQJdyT0RS4qZ2c2QqFSAUuXsp9NTB75EDpskUd58AySh0zGLkN2+TLg58cu3q5UsjnX+vcHVq0C4uPrvw49HjuL6GjWoKWnswlqz55lE9Y2UPRZ4VEePMpDP0k3aZURBAEZGRno0KEDtzw8PByDBg2ChYUFt3zs2LEAgIiICEOVKF379gHLlrELXb/3HuDgUK1rb3bt2tUAxTUclAfPoHnIZGyy5aAgNpHrlCnsZIO//2a7BZcvZyNRInmsLKKi2PvJyGCXeAoIYNORNGD0WeFRHjzKQ78G16S5uLggNTUVCxYs4Janp6dX+g9eviwtLa3S51MqlcjPz9fcCgsL675oKbC1BVauBASBzT9la8t2JVVDeHh4PRfXsFAePFHykMlYQxMQwCZhnj6djQ47ObGTDRYuBK5fN3hZtc7iv//Y+7l3Dxg1ir2vjh3rtDYx0GeFR3nwKA/9DNakqdVqKBSKat2qGgKNiYnBhx9+iOeeew7Lli3j7isuLoZpJQe+m/3vbMXi4uJKn3P79u1o06aN5jZp0iQArOmztbWFUqnUzOViZWWFjIwMeHh4IDIyEufOnYO/vz/i4uLg6OiIgoICbt28vDw4OzsjJiYGp0+fhlwuR1RUFFxdXZGdnc2tW1xcDHt7e8THx+PYsWO4cOECwsLC4OXlhbS0NG5dlUoFa2trpKam4vDhwwgNDUVwcDCOHj2KhIQE2NnZcXWfmzcPWLMGAJC5eDEC58+H/6lTiI2NhZOTk07d+fn52L9/P2JjY3Hy5ElYWFjg2rVrcHNzQ1ZWFreuQqGAvb09EhIS4Ovri4sXLyI0NBSHDh1CWloa9u7dC7VaDSsrK6jVauzduxdpaWk4dOgQQkNDcfHiRfj6+iIhIQH29vZQKBTc82dlZcHNzQ3Xrl2DXC7HyZMnERsbi/379yM/P59bt6CgAE5OToiNjYW/vz8CAwMRGRkJd3d3ZGZmcusqlUrY2dkhISEBR48eRXBwMEJDQ3H48GGkpqbC2toaKpWKe0xaWhq8vLzQvXt3XLhwAceOHUN8fDzs7e1RXFzMrZudnQ1XV1dERUVBLpfj9OnTiImJgbOzM/Ly8nTqdnR0RFxcHPz9/XHu3DlERkbCw8MDGRkZOnXb2toiKSkJPj4+CA4OxpUrV3DkyBGkpKTAxsYGZWVl3GPS09Ph5eWF8PBwnD9/HsePH8ft27exb98+FBUVcevm5OTA1dUV0dHRCAgIwJkzZxAdHQ0XFxfk5uZy6xYWFsLBwQFDhgyBn58fgoKCEBERAU9PT526S0tLYWtri+TkZHh7eyMkJAQhISHw9vZGcnIybG1tUVpaqvNZ8/T0REREBIKCguDn54e4uDg4ODigsLBQu254OHLd3OD3/fcomDyZjRS7uwMjRiB57FjcP3uWe96ioiLs27cPt2/fxvHjx3H+/HmEh4fDy8sL6enp3LplZWWwsbFBSkoKjhw5gitXriA4OBg+Pj5ISkrS+Y5IS0ur8XeE7w8/QDVpEpCVhfxBg3DDygqu/v4G/Y6wsrJCZmYm3N3dERkZicDAQPj7+1f7O0Iul1f6HZGWltYkvyPCwsIq/Y4oHyxoat8RcXFxlX5HPJxHvX5HWFkhNzcXLi4uiI6OxpkzZxAQEIDo6Gi4uroiJyfHYN8RVfURycnJqJRgIHK5XABQrduNGzd0Hp+eni7069dP6Nmzp5Camqpz//Dhw4WpU6fqLL9+/boAQLCxsam0LoVCIdy/f19zCwwMFAAIYWFhj/+mpWDXLkFg42eC8PnngqBW1/gp9uzZUw+FNVyUB09yeYSHC8KcOdrtHhCE114ThMuX6/2la5zFlSuC0LYtq3HsWEHIza2XusQiuW1DZJQHj/LQCgsLq7T3MNhktnfv3q32nChvvvkm2rRpo/n5/v37mDx5MpKTkxEUFIRhw4bpPOall15CamoqoqOjueVnzpzBtGnT4OPjg1mzZul97UY1me327cCmTezvX38N/PAD201ESFNw/TqbFNfdnY2uAezatN9+y65NK7bLl9lu2vv3geeeYxNLP/S9RwhpOqrsPURpGWuguLhYmDBhgtCiRQvh4sWLVa63YcMGwdjYWLh//z63fNu2bQIAITk5uVqvV1U326Co1YKwZYt2FOH77x/r6ei3HR7lwZN8HrGxgrB8uSAYG2s/E5MnC8KZM7UaWX6Uamdx4YIgtG7NannhBUHIz6/TOqRC8tuGgVEePMpDq6reQ9JNWllZmTB79mzBxMREOHbs2CPXDQ4OFgAIO3fu1CxTKBTCgAEDBEtLy2q/ZoNv0tRqQfj6a+1/Rtu3P/ZTFhQU1EFhjQflwWswecTHC8KqVYLQrJn28zF+vCAcP15nzVq1sggKEoRWrdjrT5okCA0lv1poMNuGgVAePMpDq6reQ9Jnd3722Wfw8fHBzJkzkZOTg3///Ze7PczS0hLz5s3Dxo0b8cUXX8DOzg5Tp05FYmIifvnlF5HegYEJArsw9bZt7OdffwW++uqxn9bT0/Oxn6MxoTx4DSaPvn3ZWc23b7NJcE1NgYsX2TVrx44FvL3ZZ+gx6M0iMBCYMYNdPWHqVODYMaBVq8d6TSlrMNuGgVAePMqjGkRqGqtl0qRJjzzBoKLi4mJhw4YNQpcuXQRTU1NhzJgxgp+fX41es8GOpKnVgrBunXaEoA6HkW/evFlnz9UYUB68BptHWpogfPqpILRoof3cjBwpCB4egqBS1eopH5nF6dOCYG7OXuellwShqKiWhTccDXbbqCeUB4/y0GqQI2lnz56FwHbJVnqryMzMDDt37kR6ejoUCgVCQkIwffp0ESo3MLUa+PBD4M8/2c82NmykoI7cvn27zp6rMaA8eA02j65d2WhzYiK7cHvr1kBkJDB/Ppvt38WFXTqtBqrM4uRJ4LXX2CWtZsxgl7hq0eLx34PENdhto55QHjzKQz9JN2mkGtRqdkkca2t25ua+fcDq1XX6Ei1btqzT52voKA9eg8+jY0d2FmhiIrB5M9C2LXDjBrBkCbt2poMDu6pBNVSahZ8fMHs2oFAAr74KHDkC/G/+xsauwW8bdYzy4FEe+lGT1pCpVMCKFcA//7CrB+zfz36uY61bt67z52zIKA9eo8mjXTtgyxbWrG3bBrRvD9y6Bbz7LrvklK0tu17oI+hk4esLvP46e9zrrwMHD7Jj4ZqIRrNt1BHKg0d56EdNWkNVVsZ+09+/n11/09WV/VwP4uLi6uV5GyrKg9fo8mjThs0vmJgI7NwJdO7M/r5mDbuY+59/st2WleCy8PYG3noLKClhf3p4NKkGDWiE28Zjojx4lId+1KQ1RKWlwNtvs0k6TUzYl3+Fa5nWpYkTJ9bbczdElAev0ebRqhWwYQOQkADs3g107w6kpgIff8zOFN21i52l+RBNFocOAXPnss/q/Pnss9q8uQhvQlyNdtuoJcqDR3noR01aQ6NUAvPmsd0mzZuz/wzeeqteX5JOk+ZRHrxGn4e5ObBuHZu6w9oa6N0byMgAPv8c6NOHHc+Wnw/gf1l4eLDGrKyMXejdxQVo1kzc9yCSRr9t1BDlwaM89DPYZaEaCklfFkqhAObMAY4fZ7tNjhxhZ4oRQgyntBT491/WnN26xZa1bctG2Lp3Z7tF1WrgnXfYSQfGxqKWSwiRvqp6DxpJaygePGBniB0/zn6z9/U1WINmZWVlkNdpKCgPXpPLo1kzdoLOjRusWRs6FMjLA77/np1prVYDy5dTg4YmuG3oQXnwKA/9aCStAkmOpBUWArNmAWfPAi1bslnKJ00y2MuXlpaiWRPdXVMZyoPX5PNQq9nhBz/+yOZZK58Sx4h+B27y20YFlAeP8tCikbSGqqAAmDmTNWitWwP+/gZt0ABg3759Bn09qaM8eE0+DyMjdpxoeDj+3b6dTdVBDRoA2jYqojx4lId+JmIXQB7h/n22SzM4mE0L4O8PWFoavIyZM2ca/DWljPLgUR7/Y2SEiYsWiV2FpNC2waM8eJSHfvTrnlTl5ADTprEG7YkngDNnRGnQACA8PFyU15UqyoNHeWhRFjzKg0d58CgP/WgkTYqysoCXXgIiIoAOHYDTp4GnnhKtnK5du4r22lJEefAoDy3Kgkd58CgPHuWhHzVpUnPvHvDii0BUFJvp/PRpdrFnQgghhDQp1KRJSXo6a9Bu3AC6dgUCAoAhQ8SuCunp6WKXICmUB4/y0KIseJQHj/LgUR76UZMmFSkpwNSpQFwc0KMHa9AGDhS7KgDA008/LXYJkkJ58CgPLcqCR3nwKA8e5aEfnTggBUlJbFqNuDh2yZlz5yTToAHAiRMnxC5BUigPHuWhRVnwKA8e5cGjPPSjyWwrMPhktvHxbAQtKQno14+NoPXuXf+vWwM04SCP8uBRHlqUBY/y4FEePMpDiyazlaK4ODaClpQEDBrERtAk1qABgK2trdglSArlwaM8tCgLHuXBozx4lId+NJJWgcFG0m7cYCcJpKeza/+dOcNOFiCEEEJIk0IjaVISFQVMnswatCefZJd8knCDRhfB5VEePMpDi7LgUR48yoNHeehHTZqhRUSwBu3ePWDUKHYMWqdOIhf1aPPmzRO7BEmhPHiUhxZlwaM8eJQHj/LQj5o0QwoLYycJZGcDY8awBq1DB7Gr0uvcuXNilyAplAeP8tCiLHiUB4/y4FEe+lGTZijBwewYtNxc4LnngFOn2DU5G4CBEpoORAooDx7loUVZ8CgPHuXBozz0oybNEM6fB15+Gbh/H5gwAfD3B9q0EbuqaisoKBC7BEmhPHiUhxZlwaM8eJQHj/LQj5q0+nb2LDBjBlBQAEyZApw4AbRuLXZVNVJUVCR2CZJCefAoDy3Kgkd58CgPHuWhHzVp9en0aeCVV4CiIjaS5usLtGwpdlU11r9/f7FLkBTKg0d5aFEWPMqDR3nwKA/9qEmrL35+wGuvAcXFrFHz9gZatBC7qlo5f/682CVICuXBozy0KAse5cGjPHiUh340mW0FdTKZ7dGjwNy5QEkJ8PrrwIEDgKlp3RZqQIWFhWjVqpXYZUgG5cGjPLQoCx7lwaM8eJSHFk1maygHDwJvvcUatHnzAE/PBt2gAYCjo6PYJUgK5cGjPLQoCx7lwaM8eJSHfpJu0q5fv4558+ahX79+aNGiBTp06ICJEyfi6NGjla6vVCrx5Zdfolu3bjA3N4elpSVOnTpluIIPHAAWLADKyoBFiwBXV6ARXDx27dq1YpcgKZQHj/LQoix4lAeP8uBRHvpJuklLSkpCQUEBli1bht27d+Pbb78FAMyePRt2dnY66y9fvhy//fYbFi9ejN27d8PY2BivvPKKYfZ7//sva8xUKmDpUmD/fsDEpP5f1wDo0h08yoNHeWhRFjzKg0d58CgP/RrcMWkqlQqjR4+GQqFATEyMZnlISAgsLS2xc+dObNiwAQCgUCgwYsQIdOrUCRcvXqzW89fqmLR9+4D33gMEgf1pawsYSbr/rZHc3Fw80UAm3jUEyoNHeWhRFjzKg0d58CgPrUZzTJqxsTF69uyJvLw8brmXlxeMjY2xatUqzTIzMzOsXLkSly5dwp07d+qnIFtbYOVK1qB98EGja9AA4Pjx42KXICmUB4/y0KIseJQHj/LgUR76NYj9cUVFRSguLsb9+/fh4+ODEydOYMGCBdw64eHhGDRoECwsLLjlY8eOBQBERESgZ8+eOs+tVCqhVCo1PxcWFla/sD17gHXr2N8//hj4/XdAJqv+4xuIp59+WuwSJIXy4FEeWpQFj/LgUR48ykO/BjHk89lnn6Fjx44YMGAANmzYgDfffFNnX3Z6ejq6du2q89jyZWlpaZU+9/bt29GmTRvNbdKkSZrns7W1hVKp1LyWlZUVMjIy4OHhgbQNGzQNWs5778HxqadQUFjIrZuXlwdnZ2fExMTg9OnTkMvliIqKgqurK7Kzs7l1i4uLYW9vj/j4eBw7dgwXLlxAWFgYvLy8kJaWxq2rUqlgbW2N1NRUHD58GKGhoQgODsbRo0eRkJAAOzs7nbozMzPh7u6OyMhIBAYGwt/fH7GxsXByckJBQQG3bn5+Pvbv34/Y2FicPHkSJ0+exLVr1+Dm5oasrCxuXYVCAXt7eyQkJMDX1xcXL15EaGgoDh06hLS0NOzduxdqtRpWVlZQq9XYu3cv0tLScOjQIYSGhuLixYvw9fVFQkIC7O3toVAouOfPysqCm5sbrl27BrlcjpMnTyI2Nhb79+9Hfn4+t25BQQGcnJwQGxsLf39/BAYGIjIyEu7u7sjMzOTWVSqVsLOzQ0JCAo4ePYrg4GCEhobi8OHDSE1NhbW1NVQqFfeYtLQ0eHl54fz587hw4QKOHTuG+Ph42Nvbo7i4mFs3Ozsbrq6uiIqKglwux+nTpxETEwNnZ2fk5eXp1O3o6Ii4uDj4+/vj3LlziIyMhIeHBzIyMnTqtrW1RVJSEnx8fBAcHIwrV67gyJEjSElJgY2NDcrKyrjHpKenw8vLC+Hh4Th//jyOHz+O27dvY9++fSgqKuLWzcnJgaurK6KjoxEQEIAzZ84gOjoaLi4uyM3N5dYtLCyEg4MDwsLC4Ofnh6CgIERERMDT01On7tLSUtja2iI5ORne3t4ICQlBSEgIvL29kZycDFtbW5SWlup81jw9PREREYGgoCD4+fkhLi4ODg4OKKzwWcvNzYWLiwuio6Nx5swZBAQEIDo6Gq6ursjJyeHWLSoqwr59+3D79m0cP34c58+fR3h4OLy8vJCens6tW1ZWBhsbG6SkpODIkSO4cuUKgoOD4ePjg6SkJJ3vCHt7e813RGRkJM6dOwd/f3/ExcXB0dFR57PWWL4j5HJ5pd8R5Z/ppvYdERYWVul3hL29fZP8joiLi6v0O+LhPJrKd8TDfcTD3xHJycmojCw7O7vWx6S1adMGxsbG1VpXrVajpKSkWuuamppC9tCIVExMDFJSUpCWlgYPDw80b94c1tbW6Ny5s2ad/v37Y/DgwTrDp/Hx8ejfvz9+//13rF+/Xue1Ko6kRUREYNKkSY8+Jm37dmDTJvb3b74Btm5tlCNo5QICAjB16lSxy5AMyoNHeWhRFjzKg0d58CgPraqOSTPp2LFjrZ/01KlT1Q743LlzmDJlSrXWvXHjBoYMGaL5eciQIZqfly5dipdffhmzZs3C5cuXNc2cubk512yVUygUmvsrY2pqCtOH5jF75MR6gsAasi1b2M9btwL/O+O0MevSpYvYJUgK5cGjPLQoCx7lwaM8eJSHfiZvvPEGRo4cWaMHFRUV4ddff63RY4YMGQIHB4dqrVvZbsuHzZ07F6tXr8bNmzcxePBgzWNSU1N11k1PTwcAdOvWrUb16hAE1pBt28Z+3r4d+Oqrx3vOBiIiIgLDhg0TuwzJoDx4lIcWZcGjPHiUB4/y0M9kzpw5WLRoUY0elJ2djV27dtXoMV26dMHy5ctr9JiqFBcXAwDu37+vWTZq1CjI5XLk5+dzJw9cvnxZc3+tCQLw5ZfAzp3s519/BT79tPbP18DMmDFD7BIkhfLgUR5alAWP8uBRHjzKQz+jZ599tsYPatWqFX7//XfNKFZ9uXfvns6y0tJS7N+/H+bm5lwHPnfuXKhUKm6SW6VSCQcHB1haWlZ6Zme1CALwySfaBm3PnibVoAGAq6ur2CVICuXBozy0KAse5cGjPHiUh36Snsz2zTffRH5+PiZOnIju3bvj7t27cHFxQUxMDH799Vd8WqFZmj9/Pg4fPoxPPvkEAwYMgJOTE0JCQnDmzBlMnDixWq/JHbw3ahSwdi1gbc3utLUFHpqHjRBCCCHkcTXIyWwXLFgAIyMjWFtb4/3338dvv/2GHj16wNvbW6dBA4D9+/dj/fr1cHZ2xrp161BaWgpfX99qN2gctZo1ZNbW7MzNffuabINGl+7gUR48ykOLsuBRHjzKg0d56CcTBEFQKBS4cOECTExM8Pzzz8PExATZ2dnYsWMHzp07h8LCQowaNQpffvlljU8yaGg03eyrr+KZY8fY1QOcnIAlS8QuTTRFRUVo2bKl2GVIBuXBozy0KAse5cGjPHiUh1aVI2kpKSkYOnQoXn75ZUydOhUjRoxAUlISXnjhBfz666+4efMm7ty5Azc3N4wfPx4RERHivQtDOnYMMDYGXF2bdIMGAAcOHBC7BEmhPHiUhxZlwaM8eJQHj/LQz+iHH35AVlYW9uzZAw8PDzRr1gyvvvoqCgsLERoaitzcXOTn5+PMmTNo1qwZtm7dKnbNhmFiAnh6AhUuP9UUlV+FgTCUB4/y0KIseJQHj/LgUR76GZ06dQrvv/8+PvjgA8yZMwe7d+9GdHQ0vvjiC27IbcqUKVizZg2CgoJELNeAdu4E3nxT7CokITY2VuwSJIXy4FEeWpQFj/LgUR48ykM/o9TUVG4qi/K/Vza9xpAhQ5Cbm2uw4kRVm5MNGqmKF61v6igPHuWhRVnwKA8e5cGjPPQzKi0tRfPmzTULmjVrBgAwMTHRWdnExAQSnrGD1BM6sJNHefAoDy3Kgkd58CgPHuWhnxEA7mLm5SpbRpqm27dvi12CpFAePMpDi7LgUR48yoNHeehnAgBfffUVtm/fDgBQqVQAgPfee0+ny334Mkyk6Xj++efFLkFSKA8e5aFFWfAoDx7lwaM89DOaOHEi+vXrh/bt26N9+/bo1KkTJk2ahF69emmWld/69etXu4lhSYN28OBBsUuQFMqDR3loURY8yoNHefAoD/0kfVkoMVQ1oRwhhBBCSH1okJeFItJAl+7gUR48ykOLsuBRHjzKg0d56CdLSkqq8Uhar1696qMWSaCRNF1lZWWVnu3bVFEePMpDi7LgUR48yoNHeWhVOZLWt29f1PRGmhZ7e3uxS5AUyoNHeWhRFjzKg0d58CgP/Uz27dun+UGtVmP37t1ISkrC4sWLNRPaxsTEwNXVFX369MG6devEqpWI5LXXXhO7BEmhPHiUhxZlwaM8eJQHj/LQz2TZsmWaH7Zt2waFQoFbt26hffv23IpbtmzBCy+8gLt37xq6RiKy0NBQ9OjRQ+wyJIPy4FEeWpQFj/LgUR48ykM/7sQBGxsbrFq1SqdBA4COHTvi//7v/2BtbW2w4og0dO/eXewSJIXy4FEeWpQFj/LgUR48ykM/rknLzs7GgwcPqlz5wYMHyM7OrveiiLSUT3BMGMqDR3loURY8yoNHefAoD/24Jm3cuHH4448/EBYWprNiaGgodu/eDUtLS4MVR6Th3r17YpcgKZQHj/LQoix4lAeP8uBRHvpx575aWVlh8uTJGDt2LMaNG4eBAwcCAOLi4hAcHIx27dphz549ohRKxPPUU0+JXYKkUB48ykOLsuBRHjzKg0d56MeNpA0bNgzXrl3DunXrkJ2djQMHDuDAgQPIzs7Gxx9/jGvXrmH48OFi1UpE4ufnJ3YJkkJ58CgPLcqCR3nwKA8e5aEfXRaqAprMVpdSqYSpqanYZUgG5cGjPLQoCx7lwaM8eJSHFl0WitTa33//LXYJkkJ58CgPLcqCR3nwKA8e5aGfLCYmRiiftLa6FAoF/vrrL8yfP7/RzXFCI2mEEEIIMaQqR9IqO5NTn6KiInz++ee4efNmXdZIJIougsujPHiUhxZlwaM8eJQHj/LQz+TQoUO4detWjR70qLnUSOMzb948sUuQFMqDR3loURY8yoNHefAoD/1MDh06hEOHDoldB5GwwMBAzJ8/X+wyJIPy4FEeWpQFj/LgUR48ykM/E7VaLXYNROKGDBkidgmSQnnwKA8tyoJHefAoDx7loR+d3Un0ysvLE7sESaE8eJSHFmXBozx4lAeP8tCPmjSiV3FxsdglSArlwaM8tCgLHuXBozx4lId+DapJ27ZtG2QyGUaMGFHp/UqlEl9++SW6desGc3NzWFpa4tSpUwausvHp16+f2CVICuXBozy0KAse5cGjPHiUh34NpklLSUnBTz/9hJYtW1a5zvLly/Hbb79h8eLF2L17N4yNjfHKK6/g/PnzBqy08blw4YLYJUgK5cGjPLQoCx7lwaM8eJSHfg3mslBvv/02MjMzoVKpkJWVhaioKO7+kJAQWFpaYufOndiwYQMANunuiBEj0KlTJ1y8eLFar0OT2eoqKChA69atxS5DMigPHuWhRVnwKA8e5cGjPLT0XhZKqVTCx8cHkZGRohT4KOfOnYOXlxf++OOPKtfx8vKCsbExVq1apVlmZmaGlStX4tKlS7hz544BKm2cnJycxC5BUigPHuWhRVnwKA8e5cGjPPTTjKQJggAzMzPs3r0ba9asEbsuDZVKhWeeeQbPPfccbGxsMHny5EpH0l566SWkpqYiOjqaW37mzBlMmzYNPj4+mDVrls7zK5VKKJVKzc8RERGYNGkSjaQRQgghxCD0jqTJZDIMHDgQWVlZohRYFRsbGyQlJeGHH3545Hrp6eno2rWrzvLyZWlpaZU+bvv27WjTpo3mNmnSJM3z2draQqlUai5dYWVlhYyMDHh4eCAyMhLnzp2Dv78/4uLi4OjoiIKCAm7dvLw8ODs7IyYmBqdPn4ZcLkdUVBRcXV2RnZ3NrVtcXAx7e3vEx8fj2LFjuHDhAsLCwuDl5YW0tDRuXZVKBWtra6SmpuLw4cMIDQ1FcHAwjh49ioSEBNjZ2enUnZmZCXd3d0RGRiIwMBD+/v6IjY2Fk5OTTt35+fnYv38/YmNjcfLkSXz22We4du0a3NzckJWVxa2rUChgb2+PhIQE+Pr64uLFiwgNDcWhQ4eQlpaGvXv3Qq1Ww8rKCmq1Gnv37kVaWhoOHTqE0NBQXLx4Eb6+vkhISIC9vT0UCgX3/FlZWXBzc8O1a9cgl8tx8uRJxMbGYv/+/cjPz+fWLSgogJOTE2JjY+Hv74/AwEBERkbC3d0dmZmZ3LpKpRJ2dnZISEjA0aNHERwcjNDQUBw+fBipqamwtraGSqXiHpOWlgYvLy9s2rQJFy5cwLFjxxAfHw97e3sUFxdz62ZnZ8PV1RVRUVGQy+U4ffo0YmJi4OzsjLy8PJ26HR0dERcXB39/f5w7dw6RkZHw8PBARkaGTt22trZISkqCj48PgoODceXKFRw5cgQpKSmwsbFBWVkZ95j09HR4eXkhPDwc58+fx/Hjx3H79m3s27cPRUVF3Lo5OTlwdXVFdHQ0AgICcObMGURHR8PFxQW5ubncuoWFhXBwcMD3338PPz8/BAUFISIiAp6enjp1l5aWwtbWFsnJyfD29kZISAhCQkLg7e2N5ORk2NraorS0VOez5unpiYiICAQFBcHPzw9xcXFwcHBAYWEht25ubi5cXFwQHR2NM2fOICAgANHR0XB1dUVOTg63blFREfbt24fbt2/j+PHjOH/+PMLDw+Hl5YX09HRu3bKyMtjY2CAlJQVHjhzBlStXEBwcDB8fHyQlJel8R7zzzjtN8jtCLpdX+h3xzjvvNMnviLCwsEq/I955550m+R0RFxdX6XfEw3k0le+IqvqI5ORkVIY7Js3V1RWffvopAgMDUdOLruujVqtRUlJSrXVNTU0hk8mQnZ2NQYMGYdOmTfjss88AoMqRtP79+2Pw4ME4fvw4tzw+Ph79+/fH77//jvXr1+u8Fo2k6ZeXl4e2bduKXYZkUB48ykOLsuBRHjzKg0d5aOkdSQOA4OBgtG/fHiNGjMBLL72E//u//8O6deu428cff1yrAs6dOwdzc/Nq3WJjYwEA33zzDdq1a4ePPvpI7/Obm5tzzVY5hUKhub8ypqamsLCw0NxatWpVq/fXmB09elTsEiSF8uBRHlqUBY/y4FEePMpDP5OHf3j4ivRnzpyp9AEymQy7d++u8QsNGTIEDg4O1Vq3a9euiIuLg52dHf744w9uV6VCoUBpaSkSExNhYWGBdu3aaR6Tmpqq81zp6ekAgG7dutW4ZsKMGTNG7BIkhfLgUR5alAWP8uBRHjzKQz+uSavP63h26dIFy5cvr/b64eHhUKvVmhG8ivr27YuPP/5Yc8bnqFGjIJfLkZ+fDwsLC816ly9f1txPaiclJYWusfYQyoNHeWhRFjzKg0d58CgP/Uz0ryKOESNG4PDhwzrLv/nmGxQUFGD37t3o37+/ZvncuXOxa9cu2NnZaeZJUyqVcHBwgKWlJXr27Gmw2hsbY2NjsUuQFMqDR3loURY8yoNHefAoD/0qbdKCg4Mhl8tx7949fPDBBxg4cCAePHiAmJgYDBo0yCDHbXXo0AFvvPGGzvLykbOK91laWmLevHnYuHEj7t27hwEDBsDJyQmJiYn4559/6r3exqxjx45ilyAplAeP8tCiLHiUB4/y4FEe+nEnDpSUlOCtt97C888/j6+//hp//vmnZhJYIyMjvPzyy7U6Hs1Q9u/fj/Xr18PZ2Rnr1q1DaWkpfH19MXHiRLFLa9CkOMGxmCgPHuWhRVnwKA8e5cGjPPTjmrRvv/0Wvr6+sLa2RmxsLB6+YpSZmRnmzZsHb29vgxf5sLNnz+pMv1HOzMwMO3fuRHp6OhQKBUJCQjB9+nQDV9j4UIY8yoNHeWhRFjzKg0d58CgP/bgmzc3NDe+//z5WrVqlOWvyYUOHDkV8fLzBiiPS4ObmJnYJkkJ58CgPLcqCR3nwKA8e5aEf16Tdu3cPTz75ZJUrGxsb48GDB/VeFJGWtWvXil2CpFAePMpDi7LgUR48yoNHeejHNWk9e/ZETExMlStfuHABAwYMqPeiiLQ8PH8eoTwqojy0KAse5cGjPHiUh35ck7Zo0SLY2tri0qVLmmUymQwA8Pfff8PDwwNLly41bIVEdCtXrhS7BEmhPHiUhxZlwaM8eJQHj/LQj2vSvv76a4wfPx4TJ07ElClTIJPJ8Mknn6BXr15YvXo1ZsyYgU8++USsWolIXFxcxC5BUigPHuWhRVnwKA8e5cGjPPTjmrTmzZvDz88PDg4O6NevH4YMGQKlUomRI0fC0dERR48epcnnmqCpU6eKXYKkUB48ykOLsuBRHjzKg0d56Kczma1MJsOSJUuwZMkSMeohEnTjxg3069dP7DIkg/LgUR5alAWP8uBRHjzKQz9uJM3W1hY3btwQqxYiUW3bthW7BEmhPHiUhxZlwaM8eJQHj/LQjxtJe//99yGTydCuXTu88MILmDBhAiZMmIDRo0fDyMioqucgjZyZmZnYJUgK5cGjPLQoCx7lwaM8eJSHflzndffuXRw4cACLFy9GcnIyvvjiC4wbNw5t27bFyy+/jB9++AFnz54VqVQiloSEBLFLkBTKg0d5aFEWPMqDR3nwKA/9uJG0Tp06Ye7cuZg7dy4AoKCgABcvXkRQUBC8vLywZcsWyGQylJWViVIsEcf48ePFLkFSKA8e5aFFWfAoDx7lwaM89KtyH+bt27dx8OBBeHh44MCBA7h58yZatGhBZ2M0QYcOHRK7BEmhPHiUhxZlwaM8eJQHj/LQTyY8dBV1KysrBAUFISgoCHfv3tUcmzZx4kRMmDABzzzzTKOfguPq1asYPXo0wsLC8Mwzz4hdDiGEEEIauap6D24kbd26dTh06BAmTpyIK1euICsrC0eOHMGnn36KMWPGNPoGjVSOLt3Bozx4lIcWZcGjPHiUB4/y0I8bSfvoo49w/vx5XLt2DSYmJnj22Wc1Z3g+//zzaNOmjZi1GgSNpOlSqVTUoD+E8uBRHlqUBY/y4FEePMpDq1ojaXv27EF4eDhycnI0I2rnz5/HW2+9hfbt22PUqFH46KOPDF48EZednZ3YJUgK5cGjPLQoCx7lwaM8eJSHftxIWmUSEhJw6tQp/P7774iNjYVMJoNKpTJUfQZHI2m6UlNT0b17d7HLkAzKg0d5aFEWPMqDR3nwKA+tao2kAUB0dDRsbW2xePFi9OrVCwMGDMD777+PwsJCvP3227QPuQkKCQkRuwRJoTx4lIcWZcGjPHiUB4/y0I+bJ61Dhw7Izc2FIAgYMmQIZs6cqbnyQJ8+fUQqkYitZ8+eYpcgKZQHj/LQoix4lAeP8uBRHvpxTdqyZcswYcIEvPDCC+jQoYNYNRGJocmLeZQHj/LQoix4lAeP8uBRHvpxTdqvv/4qVh1EwjIzM8UuQVIoDx7loUVZ8CgPHuXBozz0M6lsYWBgII4dO4akpCQAQO/evfHqq69i0qRJBi2OSMOIESPELkFSKA8e5aFFWfAoDx7lwaM89ONOHCgpKcGcOXMwdepU7Nq1C6dOncKpU6ewa9cuTJ06FXPnzkVpaalYtRKRnDp1SuwSJIXy4FEeWpQFj/LgUR48ykM/rkn7/vvvcfjwYXz22WdIT09HTk4OcnJycPfuXWzYsAGHDh3C1q1bxaqViGTZsmVilyAplAeP8tCiLHiUB4/y4FEe+nFNmqurK5YtW4ZffvkFnTt31izv1KkTfv75ZyxduhTOzs4GL5KI6++//xa7BEmhPHiUhxZlwaM8eJQHj/LQj5vM1szMDH/88QfWrFlT6crW1tb45JNPoFAoDFagodFktoQQQggxpGpNZtujRw+cPXu2yicJDAxEjx496q1IIk00gTGP8uBRHlqUBY/y4FEePMpDP65JW7ZsGTw8PLBmzRrExsZCpVJBrVYjNjYW77//Pjw9PbF8+XKRSiViWbBggdglSArlwaM8tCgLHuXBozx4lId+XJO2adMmLF26FHZ2dhg2bBjMzMxgamqKYcOGwdbWFkuXLsWmTZsMVtzZs2chk8kqvQUHB+usr1Qq8eWXX6Jbt24wNzeHpaUlnT1SB86cOSN2CZJCefAoDy3Kgkd58CgPHuWhHzdPmrGxMRwdHfHpp5/i2LFjSE5OBsDmSXvllVcwcuRIUYpct24dxowZwy0bMGCAznrLly+Hl5cX1q9fj4EDB8LR0RGvvPIK5HI5XnjhBUOV2+gMGzZM7BIkhfLgUR5alAWP8uBRHjzKQz8TAFAoFPD29kZCQgI6dOiAV199FRs3bhS7No0JEyZg7ty5j1wnJCQE7u7u2LlzJzZs2AAAWLp0KUaMGIEvvvgCFy9eNESpjVJubq7YJUgK5cGjPLQoCx7lwaM8eJSHfib37t3D+PHjkZCQgPITPVu0aIEjR45g2rRpIpenVVBQAHNzc5iYVHqRBHh5ecHY2BirVq3SLDMzM8PKlSuxadMm3Llzhy7mWkuN+Wze2qA8eJSHFmXBozx4lAeP8tDP6IcffkBiYiI++eQT+Pr64o8//oC5uTlWr14tdm0aK1asgIWFBczMzDBlyhSEhobqrBMeHo5BgwbBwsKCWz527FgAQERERKXPrVQqkZ+fr7kVFhbWef0NXZ8+fcQuQVIoDx7loUVZ8CgPHuXBozz0Mzp58iSWLl2KXbt24ZVXXsG6detgZWWFxMRExMbGilpc8+bNMWfOHOzevRve3t748ccfce3aNUyYMAHh4eHcuunp6ejatavOc5QvS0tLq/Q1tm/fjjZt2mhu5dcnTU9Ph62tLZRKpeY0YSsrK2RkZMDDwwORkZE4d+4c/P39ERcXB0dHRxQUFHDr5uXlwdnZGTExMTh9+jTkcjmioqLg6uqK7Oxsbt3i4mLY29sjPj4ex44dw4ULFxAWFgYvLy+kpaVx66pUKlhbWyM1NRWHDx9GaGgogoODcfToUSQkJMDOzk6n7szMTLi7uyMyMhKBgYHw9/dHbGwsnJycdOrOz8/H/v37ERsbi5MnT8LZ2RnXrl2Dm5sbsrKyuHUVCgXs7e2RkJAAX19fXLx4EaGhoTh06BDS0tKwd+9eqNVqWFlZQa1WY+/evUhLS8OhQ4cQGhqKixcvwtfXFwkJCbC3t4dCoeCePysrC25ubrh27RrkcjlOnjyJ2NhY7N+/H/n5+dy6BQUFcHJyQmxsLPz9/REYGIjIyEi4u7sjMzOTW1epVMLOzg4JCQk4evQogoODERoaisOHDyM1NRXW1tZQqVTcY9LS0uDl5QVPT09cuHABx44dQ3x8POzt7VFcXMytm52dDVdXV0RFRUEul+P06dOIiYmBs7Mz8vLydOp2dHREXFwc/P39ce7cOURGRsLDwwMZGRk6ddva2iIpKQk+Pj4IDg7GlStXcOTIEaSkpMDGxgZlZWXcY9LT0+Hl5YXw8HCcP38ex48fx+3bt7Fv3z4UFRVx6+bk5MDV1RXR0dEICAjAmTNnEB0dDRcXF+Tm5nLrFhYWwsHBAUePHoWfnx+CgoIQEREBT09PnbpLS0tha2uL5ORkeHt7IyQkBCEhIfD29kZycjJsbW1RWlqq81nz9PREREQEgoKC4Ofnh7i4ODg4OKCwsJBbNzc3Fy4uLoiOjsaZM2cQEBCA6OhouLq6Iicnh1u3qKgI+/btw+3bt3H8+HGcP38e4eHh8PLyQnp6OrduWVkZbGxskJKSgiNHjuDKlSsIDg6Gj48PkpKSdL4jfvnllyb5HSGXyyv9jvjll1+a5HdEWFhYpd8Rv/zyS5P8joiLi6v0O+LhPJrKd0RVfUT5OQAVyczMzIS9e/fi3Xff1SxMTU1Fz549cfbsWUycOLHSB9aUWq1GSUlJtdY1NTWFTCar9L5bt25h5MiRmDhxIvz8/DTL+/fvj8GDB+P48ePc+vHx8ejfvz9+//13rF+/Xuf5lEollEql5ueIiAhMmjSJJrN9SEFBAVq3bi12GZJBefAoDy3Kgkd58CgPHuWhVeVktkqlEmZmZtzK5T+XlZXVWQHnzp2Dubl5tW6PGsEbMGAAXn/9dcjlcqhUKs1yc3NzrtkqV77P29zcvNLnMzU1hYWFhebWqlWrx3ynjY+Tk5PYJUgK5cGjPLQoCx7lwaM8eJSHfiYAkJiYiKtXr2oW3r9/HwAQFxeHtm3b6jyoNiNMQ4YMgYODQ7XWrWy35cN69uyJkpISFBUVaY5B69q1K1JTU3XWTU9PBwB069athhWTcmvXrhW7BEmhPHiUhxZlwaM8eJQHj/KoBplMJhgZGencKltevkxsc+bMEczMzASVSqVZtmHDBsHY2Fi4f/8+t+62bdsEAEJycnK1njssLEwAIISFhdVpzQ3Znj17xC5BUigPHuWhRVnwKA8e5cGjPLSq6j1kjo6Ogp4+TseyZcvqvFmsTGZmJjp27Mgt+++//zBmzBjMnDkT3t7emuWXL1/GuHHjuHnSlEolRowYgfbt21d6hYLK0AXWdeXn5+ucNduUUR48ykOLsuBRHjzKg0d5aFXVe5gYquGqjQULFsDc3Bzjx49Hp06dEB0dDTs7O7Ro0QI7duzg1rW0tMS8efOwceNG3Lt3DwMGDICTkxMSExPxzz//iPQOGocjR45g6dKlYpchGZQHj/LQoix4lAeP8uBRHvpVPjOsRLzxxhtwcXHBb7/9hvz8fHTs2BFvvfUWNm/eXOllofbv349vv/0Wzs7OyM3NxciRI+Hr61tnZ6g2VZaWlmKXICmUB4/y0KIseJQHj/LgUR76GelfRTzr1q3D5cuXkZ2djdLSUqSlpcHZ2bnSBg1gZ6Xu3LkT6enpUCgUCAkJwfTp0w1cdeOTlJQkdgmSQnnwKA8tyoJHefAoDx7loZ+kmzQiDc2aNRO7BEmhPHiUhxZlwaM8eJQHj/LQj5o0oleHDh3ELkFSKA8e5aFFWfAoDx7lwaM89KMmjegVFRUldgmSQnnwKA8tyoJHefAoDx7loR81aUSvl156SewSJIXy4FEeWpQFj/LgUR48ykM/atKIXu7u7mKXICmUB4/y0KIseJQHj/LgUR76yQRBqPFkto0ZTWZLCCGEEEOq8gLrItZEGggrKyuxS5AUyoNHeWhRFjzKg0d58CgP/WgkrQIaSdOlUChgZmYmdhmSQXnwKA8tyoJHefAoDx7loUUjaaTW/v33X7FLkBTKg0d5aFEWPMqDR3nwKA/9qEkjer344otilyAplAeP8tCiLHiUB4/y4FEe+lGTRvS6fv262CVICuXBozy0KAse5cGjPHiUh37UpBG92rVrJ3YJkkJ58CgPLcqCR3nwKA8e5aEfNWlEr+bNm4tdgqRQHjzKQ4uy4FEePMqDR3noR00a0Ss5OVnsEiSF8uBRHlqUBY/y4FEePMpDP2rSiF7jxo0TuwRJoTx4lIcWZcGjPHiUB4/y0I+aNKLX4cOHxS5BUigPHuWhRVnwKA8e5cGjPPSjyWwroMlsdanVahgZUT9fjvLgUR5alAWP8uBRHjzKQ4smsyW19tdff4ldgqRQHjzKQ4uy4FEePMqDR3noRyNpFdBImi76bYdHefAoDy3Kgkd58CgPHuWhRSNppNasra3FLkFSKA8e5aFFWfAoDx7lwaM89KMmjej15ptvil2CpFAePMpDi7LgUR48yoNHeehHTRrRKzg4WOwSJIXy4FEeWpQFj/LgUR48ykM/atKIXr169RK7BEmhPHiUhxZlwaM8eJQHj/LQj5o0oldJSYnYJUgK5cGjPLQoCx7lwaM8eJSHftSkEb1ycnLELkFSKA8e5aFFWfAoDx7lwaM89KMmjeg1fPhwsUuQFMqDR3loURY8yoNHefAoD/2oSSN6nTlzRuwSJIXy4FEeWpQFj/LgUR48ykM/msy2AprMVpdCoYCZmZnYZUgG5cGjPLQoCx7lwaM8eJSHVoOezPbq1auYPXs22rVrhxYtWmDEiBH4888/ddZTKpX48ssv0a1bN5ibm8PS0hKnTp0SoeLGxd7eXuwSJIXy4FEeWpQFj/LgUR48ykM/yY+knTx5ErNmzcLTTz+NBQsWoFWrVrh9+zbUajV++eUXbt2FCxfCy8sL69evx8CBA+Ho6IgrV65ALpfjhRdeqNbr0UgaIYQQQgypQY6k5efnY+nSpXj11Vdx8eJFfPLJJ/i///s/7NixQ6dBCwkJgbu7O7Zv346dO3di1apVCAgIQO/evfHFF1+I9A4aBysrK7FLkBTKg0d5aFEWPMqDR3nwKA/9JN2kubq6IiMjA9u2bYORkRGKioqgVqsrXdfLywvGxsZYtWqVZpmZmRlWrlyJS5cu4c6dO4Yqu9F5++23xS5BUigPHuWhRVnwKA8e5cGjPPSTdJN2+vRpWFhYIDU1FYMHD0arVq1gYWGB999/HwqFgls3PDwcgwYNgoWFBbd87NixAICIiAhDld3o0HF9PMqDR3loURY8yoNHefAoD/0k3aTFxcWhrKwMr7/+OqZPn46DBw/i3XffhY2NDVasWMGtm56ejq5du+o8R/mytLS0Sl9DqVQiPz9fcyssLKz7N9LAjRgxQuwSJIXy4FEeWpQFj/LgUR48ykM/gzVparUaCoWiWrfycxkKCwvx4MEDLF26FH/++Sfeeust/Pnnn1i9ejXc3d0RFxenef7i4mKYmprqvG756b3FxcWV1rV9+3a0adNGc5s0aRIA1vTZ2tpCqVRq9ptbWVkhIyMDHh4eiIyMxLlz5+Dv74+4uDg4OjqioKCAWzcvLw/Ozs6IiYnB6dOnIZfLERUVBVdXV2RnZ3PrFhcXw97eHvHx8Th27BguXLiAsLAweHl5IS0tjVtXpVLB2toaqampOHz4MEJDQxEcHIyjR48iISEBdnZ2OnVnZmbC3d0dkZGRCAwMhL+/P2JjY+Hk5KRTd35+Pvbv34/Y2FicPHkSAQEBuHbtGtzc3JCVlcWtq1AoYG9vj4SEBPj6+uLixYsIDQ3FoUOHkJaWhr1790KtVsPKygpqtRp79+5FWloaDh06hNDQUFy8eBG+vr5ISEiAvb09FAoF9/xZWVlwc3PDtWvXIJfLcfLkScTGxmL//v3Iz8/n1i0oKICTkxNiY2Ph7++PwMBAREZGwt3dHZmZmdy6SqUSdnZ2SEhIwNGjRxEcHIzQ0FAcPnwYqampsLa2hkql4h6TlpYGLy8vBAcH48KFCzh27Bji4+Nhb2+P4uJibt3s7Gy4uroiKioKcrkcp0+fRkxMDJydnZGXl6dTt6OjI+Li4uDv749z584hMjISHh4eyMjI0Knb1tYWSUlJ8PHxQXBwMK5cuYIjR44gJSUFNjY2KCsr4x6Tnp4OLy8vhIeH4/z58zh+/Dhu376Nffv2oaioiFs3JycHrq6uiI6ORkBAAM6cOYPo6Gi4uLggNzeXW7ewsBAODg6IjIyEn58fgoKCEBERAU9PT526S0tLYWtri+TkZHh7eyMkJAQhISHw9vZGcnIybG1tUVpaqvNZ8/T0REREBIKCguDn54e4uDg4ODigsLCQWzc3NxcuLi6Ijo7GmTNnEBAQgOjoaLi6uiInJ4dbt6ioCPv27cPt27dx/PhxnD9/HuHh4fDy8kJ6ejq3bllZGWxsbJCSkoIjR47gypUrCA4Oho+PD5KSknS+IxwdHZvkd4RcLq/0O8LR0bFJfkeEhYVV+h3h6OjYJL8j4uLiKv2OeDiPpvIdUVUfkZycjEoJBiKXywUA1brduHFDEARBGD58uABACAwM5J4rMDBQACA4OTlplg0fPlyYOnWqzutev35dACDY2NhUWpdCoRDu37+vuZU/d1hYWB2++4bN399f7BIkhfLgUR5alAWP8uBRHjzKQyssLKzS3sOk8tat7g0ZMgQODg7VWrd8F2W3bt1w/fp1dO7cmbu/U6dOAIDc3FzuMampqTrPlZ6ernmuypiamnIjcK1atapWjU1J7969xS5BUigPHuWhRVnwKA8e5cGjPPQzWJPWpUsXLF++vEaPGT16NE6dOqU5caBc+fFlHTt21CwbNWoU5HI58vPzuZMHLl++rLmf1M7ly5e5/Js6yoNHeWhRFjzKg0d58CgP/SR94sD8+fMBAP/88w+33N7eHiYmJpg8ebJm2dy5c6FSqWBnZ6dZplQq4eDgAEtLS/Ts2dMgNTdGb7zxhtglSArlwaM8tCgLHuXBozx4lId+km7Snn76abz77rtwdXXFggUL8Ndff2H+/Plwc3PD559/zu3CtLS0xLx587Bx40Z88cUXsLOzw9SpU5GYmKgz8S2pmf3794tdgqRQHjzKQ4uy4FEePMqDR3noJ/nLQpWWluKnn36Cg4MD0tLS0Lt3b3z44YdYv369zroKhQLffvst/v33X+Tm5mLkyJH44YcfMH369Gq/Hl0WihBCCCGG1CAvCwUAzZo1w+bNm5GYmIiSkhLExcVV2qABbLqNnTt3Ij09HQqFAiEhITVq0Ejl6NIdPMqDR3loURY8yoNHefAoD/0kP5JmaDSSpqugoACtW7cWuwzJoDx4lIcWZcGjPHiUB4/y0Kqq9zDY2Z2k4Tp06BCWLVsmdhmGUVIC5OYCOTnsVsnf065fx+ChQwFjY8DISPvnw39/1LK6XN/Qry2T6UTWpLYPPSgLHuXBozx4lId+1KQRvcaNGyd2CTUjCEB+vt5mi/t7+Z9FRXqffjAAyOX1/jYk6+HGrVkzzH3ySUChAN56C3hoWpymqMF9VuoZ5cGjPHiUh37UpBG9EhMTxZnLRqlkzVNNm63cXEClqv3rymTAE0+wW7t22j//9/dbyckY0LcvoFazm0pV+Z9SuK8m61eXSqVdX6lEy0uXgEuXgA8/BCZPBubPB958s0k2bKJ9ViSK8uBRHjzKQz9q0ohe5dc/rZXyUa3qNFgVm61qjGo9krm5ToNVrb+3acNGiaqQGhiIAf+7xmujIgg1b+4KChC/Zw/6hYYCYWHAmTPs9sEHwJQp2oatQwex351BPNZnpRGiPHiUB4/y0I+aNKLXE088oR3Vqk2zpVbX/sUrjmrVpNmqpy+AJ554ol6eV3QyGWBS86+Ewg8+AEaOBOLjAU9PwMMDuHoVOH2a3d5/H5g6FZg3r9E3bI1226glyoNHefAoD/2oSWtK1Grg/v3Kj8V6xJ/DMjNZk/Y4zM2r12DVcFRLDNHR0Rg5cqTYZUiGJo9+/YAvv2S327dZw+bpyRq2U6fYrbxhKx9ha99e7PLrFG0bPMqDR3nwKA/9aAqOCiQ/BYcgAA8e1KjJ0vyZl8ceX1vlo1q1abYa0bB2ZmYmd93Ypk5vHrduAV5ebIQtPFy73NgYePFF1rC98UajaNho2+BRHjzKg0d5aNEUHFJTWsofFF+TP0tKHu+1W7bUbaYe8ef+o0ex9JNPAAsLyY1qieHAgQNYu3at2GVIht48BgwAvvqK3W7d0u4SjYgATp5ktzVrWMM2b16Dbtho2+BRHjzKg0d56EcjaRXUaCStsoPiq/tnYeHjFWpiUu0mS+fP5s0f77UJqQtxcdpdohER2uUmJvwIW7t2YlVIakOpZCOmFy+yf2MTE/ad06wZ+7P89vDP1b3vUetVMY8fIQ1BVb0HNWkVaILavBnPWFg8utl63IPiAXbMVXUbrIf/3rKlwb6QrKys6Ledh1AevDrJo7xh8/AA/vtPu9zEBJg2TduwSfxA4ya5bdy9y6ZguXiR/Rka+vjHsNZWfTaBdfAcfx04gA8++UScbCSoSX5eqkBNWjVpggJQ7SPSzMxqN6rVpk2tzqYzNKVSCVNTU7HLkAzKg1fnedy8qW3YIiO1y01MgJde0u4SlWDD1ui3jbIyICpK25BdvMjO6q2oQwdg/HiUDRsGExMTdohGaSn781F/r+56paXs1sAIrVpBtm4d8NlnNEKMJvB5qQFq0qpJE9Rzz+GZPn30N1tPPMHOXGzE7OzssGrVKrHLkAzKg1evecTGaneJPtywNWumHWF7/XXJNGyNbtvIzQWCg7VN2eXLuodqyGTAiBHA+PHaW//+gExWv3kIgrZxq25jV5tmsK4eo1RqJ4Fu3RpYtw749NMm3aw1us/LY6AmrZokf3anCBISEtC3b1+xy5AMyoNnsDzKGzYPD+DaNe3yZs3YCFt5w9a2bf3XUoUGvW0IAsv44VGy6Gjd9SwsgHHjtA3Z2LFsr0AlGnQedU0QkGFnh87W1tpd+hYWwMcfA598IplfNAyJtg+tqnoPOlWP6BUVFSV2CZJCefAMlsfgwcA337ARtRs3gK1b2QhOaSlw/DiwfDnQqRPw2muAkxObcsbAGtS2UVTErkG7bRvLrEMHYOhQYOVKwN5e26ANHAgsWwbY2rLsc3IAf39g82bWHFfRoAENLI/6JpMhpFs3Nm/goUNsAuj8fOCHH4A+fVieubliV2lQtH3oJ/0DoojoaB4bHuXBEyWPIUOAb79ltxs3tLtEo6KAY8fYrVkz4OWX2Qjb7NkGGWGT7LYhCEBSEj9K9t9/utdsNTNjI2Plo2Tjxj3WNVglm4dIOnbsyKYxevNNNup75AiwZQsbGd66Fdi9G1i/nt1EHBE2FNo+9KMmjehl0gBObjAkyoMneh5DhwLffcdu5Q2bhwdw/bq2YWvenG/YHjH68zhEz6KcUslGbMobsosXgfR03fV69mTN2HPPsT+feqpOp+iRTB4SweVhZAS89RY7CebwYdasRUUB338P/PEH2wX68ceNulmj7UM/2t1J9Lpz547YJUgK5cGTVB7lDVtUFGvStmwBhg9nB277+gJLl7JdorNnA87O7DJpdUi0LO7eZbvQPv8ceP55dqzT+PHsLMKDB1mDZmLCRsk+/hg4cABITmY3d3e2bMyYOp9DUVLbhgRUmoeRETBnDhvZ9PRku/Dv32fbbt++bIStjrdTqaDtQz86caACOnFAV2pqKrp37y52GZJBefAaRB7R0doRtocPhm/eHJg+XTvCZmHxWC9jkCzKytjusYdHyRISdNfr2FE7QjZ+PPDsswY/E71BbBsGVK081GrWWH//PftFA2CjaZ9+ys4IradRYDHQ9qFFJw6QWvPx8RG7BEmhPHgNIo9hw9iB2devs1G2zZvZqFtJCXD0KPDOO6ypef114N9/2QHdtVAvWeTksBMjvv2WXYmhbVvgmWeADz8EXFxYgyaTAU8+CaxezU6aiIsDMjIAb292wfsJE0SZKqhBbBsGVK08jIzYXICRkWzEc9gwdhLMd9+xkbUff6z19ik1tH3oRyNpFdBImi6VSgVjY2Oxy5AMyoPXoPO4fp2Nrnl4ADEx2uWmptoRtlmzqj3C9thZqNVsGoyHR8lu3NBdrwbTYIipQW8b9aBWeahUgJcXG1kr3xaeeILtyv7oo8ce/RUTbR9aNJJGas3a2lrsEiSF8uA16DyGD2f/+UVHs12I333HzhxVKgEfH2DJEnYM2xtvAK6uQEHBI5+uxlkUFmqnwXj1VTYNxrBhbBqMf/7R/qf88DQY167VaBoMMTXobaMe1CoPY2NgwQL27+7mxrbP3Fw2HU3fvsBPP+ndLqWKtg/9aCStAhpJI6SJEwS2S7T8GLbYWO19pqbAzJlsd9SsWWzm+Jo8b/k0GOW3//7Tvf5vHU+DQRoZlYptl1u3akd/27UDNmwA1q6t2TZJJING0kitWVlZiV2CpFAevEaXR/nxXVu3spGsyEg2ajFoEBthO3IEWLyYNU5vvslGN/43ksFloVSy3Za//srO3uvWjY18LF4M7N0LhIezBq1nTzZSsns3cOUKO94oMBDYvp01gg24QWt028ZjqpM8jI2BhQvZLxIuLmyS55wcYNMmtn3t2NFgRtZo+9CPRtIqoJE0XWlpaejWrZvYZUgG5cFrMnkIAtvlVD7CdvOm9j4zM2DmTORZWqJtZiYbJQsLYycmPMzEhB30Xz5K9txzQI8ehn0fBtRkto1qqpc8VCo2jcrWrdptsn17Nh3Lhx8CrVrV7evVIdo+tGgkjdTaxYsXxS5BUigPXpPJQyZjl/L54Qe2mykiAvj6a3a8mEIBHD6Mtl99xUbOLl1iDVr5GaM//wycO8dGyS5fBn7/ne0ybcQNGtCEto1qqpc8jI3Z6Oz162zuv4EDgexs4Kuv2MjaL7+wYx8liLYP/ahJI3rRBXB5lAevSeYhk7HZ+X/8kR2zFhEBbNqEgtGjgTVr+GkwjhwBvvhCtGkwxNQkt41HqNc8TEzYiS7R0cD+/cCAAUBWFpuCpW9fYOdOdr1WCaHtQz9q0oheCoVC7BIkhfLgNfk8yhu2bdsQuXs3YG3NrmwwYAC7rwlr8ttGBQbJw8SEzft34wb7ZaG8WfviC9as7dolmWaNtg/9JN2kLV++HDKZrMpbamoqt75SqcSXX36Jbt26wdzcHJaWljh16pRI1TceeXl5YpcgKZQHj/LQoix4lAfPoHmYmLBfFm7cABwdgf79gcxMdqxav35st/yDB4arpxK0fegn6aubrl69GtOmTeOWCYKANWvWoE+fPjqXk1i+fDm8vLywfv16DBw4EI6OjnjllVcgl8vxwgsvGLL0RmXo0KFilyAplAeP8tCiLHiUB0+UPExM2Bx7ixaxq2n8+CMQH8+m7PjlF7Y7dM0aoEULg5dG24d+kh5Je+6557BkyRLu1rdvXzx48ACLFy/m1g0JCYG7uzu2b9+OnTt3YtWqVQgICEDv3r3xxRdfiPQOGoeAgACxS5AUyoNHeWhRFjzKgydqHs2aAStWsJNe/vmH7fq8d49duaBfP3Yyi4FH1mj70E/STVplXF1dIZPJsGjRIm65l5cXjI2NsWrVKs0yMzMzrFy5EpcuXcKdO3cMXWqjUbEhbuooDx7loUVZ8CgPniTyaNYMePdddsKLvT3Qpw87weXTT9ku0T/+AIqLDVKKJPKQuAbVpJWWlsLDwwPjx49Hnz59uPvCw8MxaNAgWFS4jtnYsWMBABEREQaqsvH5559/xC5BUigPHuWhRVnwKA+epPJo1oxdfuzmTeDvv4HevYG7d4FPPmEja7t313uzJqk8JKpBNWn+/v7Izs6utPtOT09H165ddZaXL0tLS6v0OZVKJfLz8zW3QonOJyOmtWvXil2CpFAePMpDi7LgUR48SebRrBnw3nusWbOz0zZr69ezkbU//6y3Zk2SeUiMwZo0tVoNhUJRrVtVF0FwdXVFs2bNMH/+fJ37iouLYWpqqrPczMxMc39ltm/fjjZt2mhukyZNAsCaPltbWyiVSs2lK6ysrJCRkQEPDw9ERkbi3Llz8Pf3R1xcHBwdHVFQUMCtm5eXB2dnZ8TExOD06dOQy+WIioqCq6srsrOzuXWLi4thb2+P+Ph4HDt2DBcuXEBYWBi8vLyQlpbGratSqWBtbY3U1FQcPnwYoaGhCA4OxtGjR5GQkAA7OzudujMzM+Hu7o7IyEgEBgbC398fsbGxcHJy0qk7Pz8f+/fvR2xsLE6ePInPPvsM165dg5ubG7Kysrh1FQoF7O3tkZCQAF9fX1y8eBGhoaE4dOgQ0tLSsHfvXqjValhZWUGtVmPv3r1IS0vDoUOHEBoaiosXL8LX1xcJCQmwt7eHQqHgnj8rKwtubm64du0a5HI5Tp48idjYWOzfvx/5+fncugUFBXByckJsbCz8/f0RGBiIyMhIuLu7IzMzk1tXqVTCzs4OCQkJOHr0KIKDgxEaGorDhw8jNTUV1tbWUKlU3GPS0tLg5eWFTZs24cKFCzh27Bji4+Nhb2+P4uJibt3s7Gy4uroiKioKcrkcp0+fRkxMDJydnZGXl6dTt6OjI+Li4uDv749z584hMjISHh4eyMjI0Knb1tYWSUlJ8PHxQXBwMK5cuYIjR44gJSUFNjY2KCsr4x6Tnp4OLy8vhIeH4/z58zh+/Dhu376Nffv2oaioiFs3JycHrq6uiI6ORkBAAM6cOYPo6Gi4uLggNzeXW7ewsBAODg74/vvv4efnh6CgIERERMDT01On7tLSUtja2iI5ORne3t4ICQlBSEgIvL29kZycDFtbW5SWlup81jw9PREREYGgoCD4+fkhLi4ODg4OKCws5NbNzc2Fi4sLoqOjcebMGQQEBCA6Ohqurq7Iycnh1i0qKsK+fftw+/ZtHD9+HOfPn0d4eDi8vLyQnp7OrVtWVgYbGxukpKTgyJEjuHLlCoKDg+Hj44OkpCSd74h33nmnSX5HyOXySr8j3nnnnSb5HREWFlbpd8Q777wj3e8IHx+EP/ssLjg44NratSjt1g1ITwc+/hhFXboAe/bA+vffa/UdERcXV+l3xMN5NJXviKr6iOTkZFRKMBC5XC4AqNbtxo0bOo8vKCgQWrRoIbz22muVPv/w4cOFqVOn6iy/fv26AECwsbGp9HEKhUK4f/++5hYYGCgAEMLCwh7vDTciWVlZYpcgKZQHj/LQoix4lAevQeWhVAqCjY0g9OwpCOyiaILQrZsg7NkjCMXFdfISDSqPehYWFlZp72GwKTiGDBkCBweHaq1b2W7LI0eOVHpW58OPqThvGsBGxABUeX0wU1NTbgSulYSvcyYWf39/nRM1mjLKg0d5aFEWPMqD16DyaN4cWL0aWL4ccHAAfvoJuHMH+OgjdhH3jRvZMW3/21tVGw0qD5EYrEnr0qULli9fXuvHu7i4oFWrVpg9e3al948aNQpyuRz5+fncyQOXL1/W3E9qZ+TIkWKXICmUB4/y0KIseJQHr0HmYWrK5lFbsQLYt481aykpwNq1wPbtwKZNrFmr5HAjfRpkHgbWIE4cyMzMxOnTp/Hmm2+iRRUT7s2dOxcqlQp2dnaaZUqlEg4ODrC0tETPnj0NVW6jk5mZKXYJkkJ58CgPLcqCR3nwGnQepqbA++8Dt24Be/cC3bsDqanAhx+yS09ZWwNKZY2eskHnYSANokk7cOAAysrKHjmniqWlJebNm4eNGzfiiy++gJ2dHaZOnYrExET88ssvBqy28VGpVGKXICmUB4/y0KIseJQHr1HkYWoKfPABcPs2YGXFmrWUFLZs4EDAxqbazVqjyKOeNYgmzcXFBZ06ddK5RFRF+/fvx/r16+Hs7Ix169ahtLQUvr6+mDhxooEqbZx69OghdgmSQnnwKA8tyoJHefAaVR6mpmwU7dYtYM8eoFs3dsza+++zZs3WFigpeeRTNKo86kmDaNIuXbqEjIwMGBsbP3I9MzMz7Ny5E+np6VAoFAgJCcH06dMNVGXjdeXKFbFLkBTKg0d5aFEWPMqD1yjzMDNjx6fdvs3mVOvalTVra9awZs3OrspmrVHmUccaRJNGxDVr1iyxS5AUyoNHeWhRFjzKg9eo8zAzY2d+xsezqxV07QokJ7MzRAcNYlc1qNCsNeo86gg1aUSvf//9V+wSJIXy4FEeWpQFj/LgNYk8zMyAdevYyNoffwBdugBJScCqVcDgwex6oaWlAJpIHo9JJghVTO/fRF29ehWjR49GWFgYnnnmGbHLIYQQQhqu4mJ2fNqOHexC7gC7qPs33wBLl7LLUpEqew8aSSN6lV/OgjCUB4/y0KIseJQHr0nmYW7OrgMaHw/89hvQuTOQmAi89x7ud+3K/k6qRCNpFdBImq6CggK0bt1a7DIkg/LgUR5alAWP8uBRHgAePGDTdPz8M1Tt2sH4+nXAiMaLaCSN1NrBgwfFLkFSKA8e5aFFWfAoDx7lAaBFC+DTT4H4ePgsXUoNmh6UDtHr+eefF7sESaE8eJSHFmXBozx4lMdDWrbEiLlzxa5C8qhJI3rFx8eLXYKkUB48ykOLsuBRHjzKg0d56EdNGtHL3Nxc7BIkhfLgUR5alAWP8uBRHjzKQz9q0ohebdu2FbsESaE8eJSHFmXBozx4lAeP8tCPmjSiV0xMjNglSArlwaM8tCgLHuXBozx4lId+1KQRvSZNmiR2CZJCefAoDy3Kgkd58CgPHuWhHzVpRC9PT0+xS5AUyoNHeWhRFjzKg0d58CgP/Wgy2wpoMltCCCGEGBJNZktqrUleyuQRKA8e5aFFWfAoDx7lwaM89KORtApoJE2XUqmEqamp2GVIBuXBozy0KAse5cGjPHiUhxaNpJFac3R0FLsESaE8eJSHFmXBozx4lAeP8tDPROwCpKa4uBgAcOPGDZErkY4ePXrg6tWrYpchGZQHj/LQoix4lAeP8uBRHlrlPUd5D1KOmrQKbt26BQBYsmSJyJUQQgghpCm5desWd41XatIqmDBhAgDA398fHTp0ELka8RUWFmLSpEkIDAxEq1atxC5HdJQHj/LQoix4lAeP8uBRHrysrCxMnz5d04OUoxMHKsjPz0ebNm1w//59WFhYiF2O6CgPHuXBozy0KAse5cGjPHiUB6+qPOjEAUIIIYQQCaImjRBCCCFEgqhJq8DU1BSbN2+muVv+h/LgUR48ykOLsuBRHjzKg0d58KrKg45JI4QQQgiRIBpJI4QQQgiRIGrSCCGEEEIkiJo0QgghhBAJoiaNEEIIIUSCqEl7iFKpxJdffolu3brB3NwclpaWOHXqlNhlGVxhYSE2b96MGTNmoF27dpDJZE36QrhXrlzB2rVrMXz4cLRs2RK9evXC/PnzcfPmTbFLE8X169cxb9489OvXDy1atECHDh0wceJEHD16VOzSJGHbtm2QyWQYMWKE2KWI4uzZs5DJZJXegoODxS5PFFevXsXs2bPRrl07tGjRAiNGjMCff/4pdlkGt3z58iq3DZlMhtTUVLFLNLi4uDi8/fbb6NGjB1q0aIEhQ4Zg69atePDgAQC6LBRn+fLl8PLywvr16zFw4EA4OjrilVdegVwuxwsvvCB2eQaTlZWFrVu3olevXnjqqadw9uxZsUsS1c8//4wLFy5g3rx5GDlyJO7evQsrKys888wzCA4ObnL/GSclJaGgoADLli1Dt27d8ODBAxw8eBCzZ8+Gra0tVq1aJXaJoklJScFPP/2Eli1bil2K6NatW4cxY8ZwywYMGCBSNeI5efIkZs2ahaeffhrffvstWrVqhdu3byMlJUXs0gxu9erVmDZtGrdMEASsWbMGffr0Qffu3UWqTBx37tzB2LFj0aZNG6xduxbt2rXDpUuXsHnzZoSFhcHb2xsQiCAIgnD58mUBgLBz507NsuLiYqF///7Cc889J2JlhqdQKIT09HRBEAThypUrAgDBwcFB3KJEdOHCBUGpVHLLbt68KZiamgqLFy8WqSppKSsrE5566ilh8ODBYpciqgULFghTp04VJk2aJAwfPlzsckQhl8sFAIKnp6fYpYju/v37QufOnYU333xTUKlUYpcjSUFBQQIAYdu2bWKXYnDbtm0TAAhRUVHc8qVLlwoAhJycHIF2d/6Pl5cXjI2NuVEAMzMzrFy5EpcuXcKdO3dErM6wTE1N0aVLF7HLkIzx48ejefPm3LKBAwdi+PDhuHHjhkhVSYuxsTF69uyJvLw8sUsRzblz5+Dl5YU//vhD7FIko6CgAGVlZWKXIRpXV1dkZGRg27ZtMDIyQlFREdRqtdhlSYqrqytkMhkWLVokdikGl5+fDwDo3Lkzt7xr164wMjJC8+bN6Zi0cuHh4Rg0aJDOhV7Hjh0LAIiIiBChKiJVgiAgIyMDHTp0ELsU0RQVFSErKwu3b9/G77//jhMnTuDFF18UuyxRqFQqfPTRR3jvvffw5JNPil2OJKxYsQIWFhYwMzPDlClTEBoaKnZJBnf69GlYWFggNTUVgwcPRqtWrWBhYYH3338fCoVC7PJEV1paCg8PD4wfPx59+vQRuxyDmzx5MgBg5cqViIiIwJ07d3DgwAFYW1tj3bp1aNmyJR2TVi49PR1du3bVWV6+LC0tzdAlEQlzcXFBamoqtm7dKnYpovnss89ga2sLADAyMsJbb70FKysrkasSh42NDZKSknD69GmxSxFd8+bNMWfOHLzyyivo0KEDoqOjsWvXLkyYMAEXL17E008/LXaJBhMXF4eysjK8/vrrWLlyJbZv346zZ89iz549yMvLg5ubm9glisrf3x/Z2dlYvHix2KWIYsaMGfjhhx/w008/wcfHR7P866+/xo8//giAThzQKC4urvQaYmZmZpr7CQGAmJgYfPjhh3juueewbNkyscsRzfr16zF37lykpaXBw8MDKpUKJSUlYpdlcNnZ2fjuu+/w7bffomPHjmKXI7rx48dj/Pjxmp9nz56NuXPnYuTIkdi4cSP8/PxErM6wCgsL8eDBA6xZs0ZzNudbb72FkpIS2NraYuvWrRg4cKDIVYrH1dUVzZo1w/z588UuRTR9+vTBxIkTMWfOHLRv3x7Hjh3DTz/9hC5dumDt2rXUpJUzNzeHUqnUWV4+JG1ubm7okogE3b17F6+++iratGmjOY6xqRoyZAiGDBkCAFi6dClefvllzJo1C5cvX4ZMJhO5OsP55ptv0K5dO3z00UdilyJZAwYMwOuvv45Dhw5BpVI1mc9N+f8bCxcu5JYvWrQItra2uHTpUpNt0goLC+Ht7Y3p06ejffv2YpcjCnd3d6xatQo3b95Ejx49ALAmXq1W48svv8TChQvpmLRyXbt2RXp6us7y8mXdunUzdElEYu7fv4+ZM2ciLy8Pfn5+tE1UMHfuXFy5cqVJzR8XFxcHOzs7rFu3DmlpaUhMTERiYiIUCgVKS0uRmJiInJwcscuUhJ49e6KkpARFRUVil2Iw5d8RFQ8M79SpEwAgNzfX4DVJxZEjR/DgwYMmu6sTAP766y88/fTTmgat3OzZs/HgwQOEh4dTk1Zu1KhRuHnzpuZsi3KXL1/W3E+aLoVCgVmzZuHmzZvw9fXFsGHDxC5JcsoPCbh//77IlRhOamoq1Go11q1bh759+2puly9fxs2bN9G3b98mfdziw+Lj42FmZoZWrVqJXYrBjB49GgB0JmktP8a5Ke8ed3FxQatWrTB79myxSxFNRkYGVCqVzvLS0lIAQFlZGTVp5ebOnQuVSgU7OzvNMqVSCQcHB1haWqJnz54iVkfEpFKpsGDBAly6dAmenp547rnnxC5JVPfu3dNZVlpaiv3798Pc3LxJNbAjRozA4cOHdW7Dhw9Hr169cPjwYaxcuVLsMg0qMzNTZ9l///0HHx8fvPzyyzAyajr/7ZQfa/XPP/9wy+3t7WFiYqI5u6+pyczMxOnTp/Hmm2+iRYsWYpcjmkGDBiE8PFxn74ObmxuMjIwwcuRIOiatnKWlJebNm4eNGzfi3r17GDBgAJycnJCYmKjzAWsKrKyskJeXp/mN7+jRo5oZsj/66CO0adNGzPIM6rPPPoOPjw9mzZqFnJwc/Pvvv9z9S5YsEakycaxevRr5+fmYOHEiunfvjrt378LFxQUxMTH49ddfm9RISYcOHfDGG2/oLC+fK62y+xq7BQsWwNzcHOPHj0enTp0QHR0NOzs7tGjRAjt27BC7PIN6+umn8e6772Lfvn0oKyvDpEmTcPbsWXh6emLjxo1N9pCJAwcOoKysrEnv6gSAzz//HCdOnMCECROwdu1atG/fHr6+vjhx4gTee+89tn2IM8+uNBUXFwsbNmwQunTpIpiamgpjxowR/Pz8xC5LFL179xYAVHpLSEgQuzyDmjRpUpVZoAl+hNzc3IRp06YJnTt3FkxMTIQnnnhCmDZtmuDt7S12aZLRlK84sHv3bmHs2LFCu3btBBMTE6Fr167CkiVLhLi4OLFLE0VJSYmwZcsWoXfv3kKzZs2EAQMGCL///rvYZYlq3LhxQqdOnYSysjKxSxHd5cuXhZkzZwpdunQRmjVrJgwaNEjYtm2bUFpaKgiCIMgEQRBEaSEJIYQQQkiVms7BAYQQQgghDQg1aYQQQgghEkRNGiGEEEKIBFGTRgghhBAiQdSkEUIIIYRIEDVphBBCCCESRE0aIYQQQogEUZNGCCGEECJB1KQRQgghhEgQNWmEkCZj+fLlkMlkkMlkGDFiBHdfWVkZvvjiC/Ts2RNGRkZN8rqbTdn69es120ZTuv4skTZq0ggRmaOjo+Y/h4q3r776SuzyGp0OHTrA2dlZ52Lf+/btw86dOzF37lw4OTnhk08+EalCXSdPnsTKlSsxYsQIGBsbo0+fPo9c//bt21i0aBE6deoEc3NzDBw4EF9//XW1XisvLw+rVq1Cx44d0bJlS0yZMgVXr16tdF0fHx8888wzMDMzQ69evbB582aUlZU1yOd855134OzsjAkTJuiLiBCDMRG7AEIIs3XrVvTt25dbVnG0hzy+li1bYsmSJTrLAwIC0L17d/z+++8iVPVorq6uOHDgAJ555hl069btketGRERg8uTJ6N69Oz777DO0b98eycnJuHPnjt7XUavVePXVV/Hff//h888/R4cOHfDXX39h8uTJCAsLw8CBAzXrnjhxAm+88QYmT56MPXv24Nq1a/jxxx9x7949WFtbN7jnHD16NEaPHo3Tp09X2ewRYnCiXv6dECI4ODgIAIQrV65U+zHFxcWCSqWqx6oap2XLlgm9e/eu9L4pU6YIw4cPN2xB1ZSamiqUlJQIgiAIr776apXvQaVSCSNGjBAsLS2FBw8e1Ph1Dhw4IAAQPD09Ncvu3bsntG3bVli4cCG37rBhw4SnnnpKKC0t1Sz7+uuvBZlMJty4caPBPWe5ZcuWCS1btqw6JEIMiHZ3EiJxZ8+ehUwmg7u7O7755ht0794dLVq0QH5+PgDg8uXLmDFjBtq0aYMWLVpg0qRJuHDhgs7znD9/HmPGjIGZmRn69+8PW1tbbNmyBTKZTLNOYmIiZDIZHB0ddR4vk8mwZcsWbllqaireffdddO7cGaamphg+fDj27dtXaf0eHh7Ytm0bevToATMzM7z44ou4deuWzutcvnwZr7zyCp544gm0bNkSI0eOxO7duwEADg4OkMlkCA8P13ncTz/9BGNjY6SmpurN9GHl71kul+P69euaXc1nz54FALi7u2P06NFo3bo1LCws8OSTT2rqMZRu3bqhWbNmetc7efIkoqKisHnzZpibm+PBgwdQqVTVfh0vLy907twZb731lmZZx44dMX/+fHh7e0OpVAIAoqOjER0djVWrVsHERLtD5oMPPoAgCPDy8mpwz0mIFFGTRohE3L9/H1lZWdztYT/88AOOHTuGDRs24KeffkLz5s0REBCAiRMnIj8/H5s3b8ZPP/2EvLw8TJ06FSEhIZrHXrt2DS+//DLu3buHLVu2YMWKFdi8eTMOHz5c63ozMjIwbtw4nD59GmvXrsXu3bsxYMAArFy5En/88YfO+jt27MDhw4exYcMGbNy4EcHBwVi8eDG3zqlTpzBx4kRER0fj448/xq+//oopU6bA19cXADB37lyYm5vDxcVF5/ldXFw0u/lqomPHjnB2dsaQIUPQo0cPODs7w9nZGUOHDsWpU6ewcOFCPPHEE/j555+xY8cOTJ48udImuKLc3Fydf8/Kbg8ePKhRvY9y+vRpAICpqSmeffZZtGzZEi1atMDbb7+NnJwcvY8PDw/HM888AyMj/r+GsWPH4sGDB7h586ZmPQB49tlnufW6deuGHj16cE10Q3lOQqSIjkkjRCKmTZums0wQBM3fFQoFQkNDYW5urrlvzZo1mDJlCk6cOKEZEVu9ejWGDx+Ob775BidPngQAfPfddxAEAUFBQejVqxcAYM6cOXjyySdrXe/XX38NlUqFa9euoX379gCANWvWYOHChdiyZQtWr16tqbW8/oiICDRv3hwA8MQTT+Djjz9GVFQURowYAZVKhdWrV6Nr166IiIhA27ZtdXJo3bo13njjDbi5ueGXX37R/CcdHh6O6OhofP755zV+H+XHqNnb28PY2Jg7Xu3YsWOwsLCAv78/jI2Na/S8Tz/9NJKSkvSut3nzZp0RytqKi4sDAMyfPx8zZszAxo0b8d9//2H79u24c+cOzp8/z42cVpSeno6JEyfqLO/atSsAIC0tDU8++STS09O55RXXTUtLa3DPSYgUUZNGiETs3bsXgwYNqvL+ZcuWcU1PREQE4uLi8M033yA7O5tb98UXX4SzszPUajUEQYC/vz/eeOMNTYMGAEOHDsX06dNx/PjxGtcqCAIOHjyI+fPnQxAEbtRv+vTpcHd3x9WrV/H8889rlq9YsULToAHQnEUXHx+PESNGIDw8HAkJCfj999+5Bg0A11gsXboUbm5ukMvlePHFFwGwUTRzc3PMmTOnxu/lUdq2bYuioiKcOnUKM2bMqNFjXVxcUFxcrHe9fv361bY8HYWFhQCAMWPG4N9//wXAmvEWLVpg48aNOHPmTKW/DJQrLi6GqampznIzMzPN/Q//WdW65bviG9JzEiJF1KQRIhFjx47V2S3zsIpnfpaPmixbtqzKx9y/fx9KpRLFxcXcGW/lBg8eXKsmLTMzE3l5ebCzs4OdnV2l69y7d4/7+eEGEWAjaQDbLQiwaSMA/We0vvTSS+jatStcXFzw4osvQq1Ww83NDa+//jpat25d4/fyKB988AE8PDwwc+ZMdO/eHS+//LJmlEqfhxtUQylv4hcuXMgtX7RoETZu3IiLFy8+skkzNzfXHM/1MIVCwT1/+Z9VrfvwLxMN5TkJkSJq0ghpICr+h6JWqwEAO3fuxKhRoyp9TKtWrSr9D6oqVe0Kq3jweflrL1mypMomceTIkdzPVe0ufHiXbnUYGxtj0aJF+Pvvv/HXX3/hwoULSEtLq3RajcfVqVMnREREwN/fHydOnMCJEyfg4OCApUuXwsnJ6ZGPzczMrNZB+61ataqzyVPLp+fo3Lkzt7xTp04AtA1xVbp27arZRfiw8mXlz1+++zA9PR09e/bUWXfs2LEN7jkJkSJq0ghpoPr37w8AsLCweOToSMeOHWFubq4ZeXtYbGws93P56FZeXh63vOKxVR07dkTr1q2hUqke+do1Uf5+oqKi9D7n0qVL8euvv+Lo0aM4ceIEOnbsiOnTp9dJHRU1b94cs2bNwqxZs6BWq/HBBx/A1tYW3377LQYMGFDl48aMGWPwY9JGjx6Nv//+W+cM1/Jjrzp27PjIx48aNQpBQUFQq9XcQfmXL19GixYtNLvjy38pCA0N5RqdtLQ0pKSkYNWqVQ3uOQmRIjq7k5AGavTo0ejfvz927dqlORbpYZmZmQDYyNP06dNx5MgRJCcna+6/ceMG/P39ucdYWFigQ4cOOHfuHLf8r7/+4n42NjbGnDlzcPDgQURFRVX52jXxzDPPoG/fvvjjjz90msSKo20jR47EyJEjYW9vj4MHD+Ltt9/mplioKxWP9TMyMtKMEOoboXRxccGpU6f03pYuXVpn9b7++uswNTWFg4ODZrQTAOzt7QGwXcXl0tPTERMTg9LSUs2yuXPnIiMjA4cOHdIsy8rKgqenJ2bNmqU5tmv48OEYMmQI7OzsuNFCa2tryGQyzJ07t8E9JyFSRCNphDRQRkZGsLe3x8yZMzF8+HCsWLEC3bt3R2pqKuRyOSwsLHD06FEAwPfffw8/Pz9MmDABH3zwAcrKyrBnzx4MHz4ckZGR3PO+99572LFjB9577z08++yzOHfunGZKg4ft2LEDcrkclpaW+L//+z8MGzYMOTk5uHr1Kk6fPl2tKR8qvh9ra2vMmjULo0aNwooVK9C1a1fExMTg+vXrOg3l0qVLsWHDBgCol12dAMsiJycHU6dORY8ePZCUlIQ9e/Zg1KhRGDp06CMfW5fHpEVGRsLHxwcAcOvWLdy/fx8//vgjAOCpp57CrFmzAABdunTB119/je+++w4zZszAG2+8gf/++w9///03Fi5ciDFjxmiec+PGjXByckJCQoLmMlNz587FuHHjsGLFCkRHR2tm8lepVPj++++5mnbu3InZs2fj5Zf/v727dzk9DOMAfp28FckgoryUwShlVQYxGWSQRRSlyGrxPvgLGGRhNCiDGSkzi6wGg0g2THyfiY7DOQ+n5zkPz7k+9Vvu7rff3d1vun7X5aZAIECTyYQqlQpFo9GLs3mVORl7Sl+TQ5cxdvJexYF+v3+VXf1n4/EYPp8PSqUSEokERqMRfr8f3W73ot9gMIDNZoNYLIbJZEK1WkU+n8evn4HdbodIJAKFQgG5XA6/34/VagUiQj6fv+i7XC6RSCSg1+shEomg0WjgdDpRq9Xe3f9sNgMRoV6vX7QPh0O4XC7I5XLIZDJYLBaUy+Wr914sFhAIBDCbzTfP5ZY/VRxwOBxXFQdarRbcbjfUajXEYjEMBgNisRgWi8Xda36E0x259YRCoYu+x+MR5XIZZrMZIpEIer0emUzmXLHgJBQKgYgwm80u2jebDSKRCJRKJaRSKRwOx2/vZrvdhtVqhUQigU6nu7nOK815OheuOMCexQ/gwahdxti3USgUqFgsPhy8/wzW6zVptVrK5XKUzWbvGhMOh6nX69FoNCKhUHiV6oP9v7bbLe33e0omk9TpdG6GEDD2r3FMGmPsJTUaDTocDhQMBh8aN5/PSaVSkd1u/6SdsVeUTqdJpVJRs9n86q0wdsYxaYyxl9Lr9Wg6nVKpVCKv13uOp7pHKpU6x699VNoL9j3E43HyeDxERJ/yEwpjf+MNtb/8Ds8EuEIAAAAASUVORK5CYII=\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] @@ -602,40 +622,44 @@ "id": "f39d83a6", "metadata": {}, "source": [ - "# Synthesis filterbank" + "# 4 Synthesis filterbank" ] }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 23, "id": "c8d0560c", "metadata": {}, "outputs": [], "source": [ - "# Using only IDFT\n", + "pfs.reset_poly_delays()\n", "pfsUpData = np.zeros((NSimSub, Ndft))\n", "reconstructedData = np.zeros(NSimSub * Ndft)\n", "\n", - "# idft\n", + "# idft + pfir\n", "for b in range(NSimSub):\n", " # Frequency domain data\n", " freqData = dftData[b]\n", - " timeData = Ndft * np.fft.ifft(freqData) # = pfsDownData\n", - " #timeData = np.fft.fft(freqData)\n", - " # Check that time signal is real\n", + " # Time domain data: timeData = pfsDownData\n", + " if analysisFFT:\n", + " timeData = Ndft * np.fft.ifft(freqData) # LOFAR\n", + " else:\n", + " timeData = np.fft.fft(freqData) # [HARRIS Fig 7.16 has ifft]\n", + " # Check that domain data is real\n", " if np.max(np.abs(timeData.imag)) > atol:\n", " plt.plot(timeData.imag)\n", " break;\n", - " # Filtered signal\n", - " pfsUpData[b] = Ndft * pfsUp.filter_block(timeData.real)\n", - " #pfsUpData[b] = timeData.real\n", - " # Reconstructed signal\n", + " # Filter to upsample time domain data\n", + " pfsUpData[b] = Ndft * pfs.filter_block(timeData.real, flipped=False)\n", + " # Reconstructed time signal is the pfs output from the Ndft polyphases.\n", + " # . For upsampling the commutator selects the pfs polyphases 0 : Ndft-1,\n", + " # which fits the data output order in time\n", " reconstructedData[b * Ndft : (b + 1) * Ndft] = pfsUpData[b]" ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 24, "id": "e01f671d", "metadata": {}, "outputs": [ @@ -660,7 +684,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 25, "id": "c0573913", "metadata": {}, "outputs": [ @@ -668,12 +692,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "SNRdb = 12.54 [dB]\n" + "SNRdb = 11.96 [dB]\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1100x800 with 1 Axes>" ] @@ -683,7 +707,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAA6kAAAKmCAYAAACv/tjSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOydd3gU1dfHv6EGpAsISBcEBMWCoIBI8RVREUURARVQwYaIDfWnCNhQEBQJ0nuv0iX0XkIJvRNCC70lBBJS5v3jcHdmN7O7U+7Z7JL5PE+emWRnz5zcPXvnllOgODg4ODg4mGTlypUKAKVnz54ZXouMjFTq1q2rFCpUSAGgtGjRwtBrDnJo3769AkA5duxYZqviEyt6Tp48WXnkkUeUfPnyKQCUTz/9lE2/zMDX98rBwcEhK5EDDg4ODg5ZktjYWFSoUMHtb3ny5EGhQoVQrVo11KtXD+3bt8d9991nSmaLFi1QqFAhdOzYEQUKFEDVqlX9vubg4I+NGzeiXbt2qFixIj788EPkzZsXTzzxRGar5eDg4ODAgDNJdXBwcMji3HfffXjzzTcBAMnJyTh//jyioqLw008/4ddff0X37t3xyy+/ICwszPWe2rVrY//+/ShatKibrGXLliEpKQn9+/dH27ZtDb/mII8+ffrgm2++wb333pvZqkhl4cKFUBQF48ePR926dTNbHRa8fa8cHBwcshrOJNXBwcEhi1OpUiX06tUrw9/XrVuHt956C3369EH27Nnx008/uV7Lmzev7i5oXFwcAKBUqVKmXnOQR8mSJVGyZMnMVkM6WcF+vH2vHBwcHLIa2TJbAQcHBweH4KR+/fpYvHgxcufOjb59++LkyZOu11atWoWwsDDX5DY2NhZhYWHo2bMnAKBRo0YICwtDWFgYxo4d6/W1VatWuWSeP38en332GSpVqoTcuXOjaNGiePXVV7Fnz54MupUvXx7ly5fH1atX0aVLF5QpUwY5cuTA2LFjXdfs2rULb7zxBkqWLIlcuXKhXLly+OSTT3Dp0iU3WUL3Dh064MiRI3jllVdQuHBh3HXXXXjmmWewc+dO3fY5f/48vvjiC1SpUgV58uRBkSJFUKdOHfzxxx8ZrjWqiy8OHz6Mjh07okKFCsidOzeKFCmCmjVrolu3blAUxXVdhw4dEBYWhtjYWLf3p6amok+fPrjvvvsQHh6OSpUqoU+fPoiJiXH9/3ptfP36dXz66acoVaoUcufOjYceeggzZ87MoN+hQ4fQvXt3PProo7j77rsRHh6O+++/H9988w2uX79u+P/0RNjamDFjAAAVKlRw2Y/2f1y/fj1eeOEFFClSBOHh4ahatSp69uyJGzduZJAZFhaGhg0b4vTp03j77bdRokQJZMuWzc0e9RBte+zYMfz999+oWrUqcufOjXLlyqF3795IT0/P8J7U1FQMGDAANWvWRJ48eVCwYEE0atQI8+fP9/q/ei4aGf3sASAhIQE9e/ZE9erVXe77TZs2xbp163z+bw4ODg7BhLOT6uDg4ODglSpVquD111/HhAkTMGfOHHzyySe61xUqVAg9e/bEqlWrsHr1arRv3x7ly5cHADz88MNeXxPHo0ePomHDhjh16hSeffZZvPzyyzh//jxmzZqFyMhILF++HHXq1HG7Z3JyMho3bozr16/jpZdeQo4cOXDPPfcAAObNm4fXX38d2bJlQ4sWLVCmTBns27cPERERiIyMxObNm1G4cGE3ebGxsXjiiSdQvXp1vPPOOzh69Cjmzp2LRo0aYf/+/S7ZAHDw4EE0atQIZ86cQf369fHyyy8jMTERe/fuxa+//oovv/zSda0VXTyJi4tD7dq1kZiYiBdeeAGtW7dGYmIiDh8+jH/++Qd//PEHcuTw/Uh/5513MGHCBFSsWBEff/wxkpOT8eeff2Ljxo1e35OSkoJnn30WV65cwauvvoobN25g6tSpeP3117F48WI8++yzrmtnz56NUaNGoVGjRmjYsCHS09OxadMm/P7771i9ejXWrFmDnDlz+tRRj/Lly6Nnz56YM2cOdu7ciU8//RSFChUCANdxxowZaNOmDXLnzo3WrVujePHiWLJkCX788UdERkZi1apVCA8Pd5N76dIlPPnkkyhSpAjeeOMNJCUloUCBAoZ0+uqrr7B69Wq8+OKLaNq0KebMmYNevXrh1q1b+OWXX1zXKYqC1157DXPnzsX999+Pjz/+GImJiZg2bRpeeuklDBgwAJ999pnPe5n57C9fvowGDRpg7969qFevHj744APEx8e77HjGjBl4+eWXjTW8g4ODQ2aSuXmbHBwcHBwyi2PHjikAlKZNm/q8btSoUQoA5a233nL9zVsW0p49eyoAlJUrV2aQ4+u1unXrKtmzZ1cWL17s9veDBw8q+fPnVx588EG3v5crV86l+40bN9xeu3jxolKgQAHl3nvvVWJjY91emzJligJA6dKli+tvoh0AKL/99pvb9d9//70CQOnTp4/b32vVqqUAUIYPH57hfzl58qRlXbzx999/KwCUv/76K8Nrly5dcvtdL2vusmXLFADKww8/rCQmJrr+HhcXp9xzzz0KAKV9+/ZuckQbt2jRQklOTs4gy9NuTp065XadoHfv3goAZeLEiX719IW3669du6YULFhQyZ07t7Jz507X39PS0pTWrVsrAJQff/zR7T3i8+7YsaOSmppq6P5aHSpUqKDExcW5/n7hwgWlUKFCSv78+d3aYNy4cQoA5emnn3b7+/Hjx5WiRYsqOXLkUI4ePer6u973ysxn37ZtWwWAMmLECLe/nzt3TilTpoxSrFgx5ebNm4b/XwcHB4fMwnH3dXBwcHDwiYgBvHjxIov86OhobNiwAe3bt0fTpk3dXrv//vvRqVMn7N69W9ftt2/fvsiTJ4/b38aPH4/4+Hj06dMH5cqVc3vtjTfewKOPPoqpU6dmkFWhQgV89dVXbn979913AQBbtmxx/S0qKgpbt25FgwYN0KlTpwxySpcubVsXb3j+rwBQpEgRv++bOHEiAOCHH35A3rx5XX8vWbIkPv30U5/v/fPPP5ErVy7X702aNEG5cuXc2gQA7r33XrfrBF26dAFAibM4mDt3Lq5du4Z33nkHDz30kOvv2bJlQ9++fTO4gQty5cqFvn37Inv27Kbv2aNHD7e436JFi6JFixZISEjAwYMHXX8fN24cALJTbduULVsWn332GVJTUzFp0iRD9/T32V+8eBHTpk1D48aN8d5777ldV7x4cXz11Ve4cOEC2+fg4ODgIBPH3dfBwcHBIVPZtGkTAODcuXO6CZwOHDjgOtaoUcP19/DwcDz44INe5W3evBlHjx7N8HpSUhIuXryIixcvumVRffjhh5Etm/varZhwXr161fW3qKgoAHBzdfX3v5nVxZPmzZvj22+/xccff4zly5fjueeew9NPP42KFSv61QGAK662fv36GV6rV6+e1/cVKlQoQ5kigNrF001YURSMGTMGY8eOxZ49e3Dt2jW3GE2R+Eg20dHRAICGDRtmeK1s2bKoWLEiDh06hISEBOTPn9/1WoUKFSxn0X3ssccy/E3PVqKjo5E3b17Url07w/WNGjUCAOzYscPnvYx+9lu2bEFaWhqSk5N1v0eHDx8GQN+jF1980ec9HRwcHDIbZ5Lq4ODg4OATMbkoVqwYi/zLly8DoBIjCxcu9HpdYmKi2+/Fixd3K4vjKW/w4ME+75uYmOg2SdGLRxSxfmlpaa6/Xbt2DQAMlXixqosn5cuXx6ZNm9CrVy8sWrQI06dPBwBUrVoVP/74I1q1auVTfnx8PLJly6Z7D22srScFCxbU/XuOHDkyJAnq2rUrIiIiUKZMGbz00ksoWbIkcufODQDo3bs3kpOTfepolfj4eADe/4+SJUvi0KFDiI+Pd5uk+vq//WHUVuLj41GmTBmveolrfGH0sxe2tn79eqxfv96rPM/vkYODg0Mw4kxSHRwcHBx8IjKePv744yzyxYB/0KBBLtdQI+hNULXydu/e7bbzKguRrOf06dN+r5WpS40aNTBz5kykpKRg27Zt+O+///D333+jdevWKFWqlM8d0QIFCiA9PR0XL17MsNhw7tw5W3oBlOl48ODBeOihh7Bx40Y3l+KzZ8+id+/etu/hDdHG3v6Ps2fPul0n8GY/MilQoADOnz9vSi89jHz2Qs4XX3yhm2HawcHBIZRwYlIdHBwcHLxy6NAhTJ8+Hblz58Yrr7zCcg+RtddXltnMlOeJcN1csmRJpuiSM2dOPPHEE+jduzf+/vtvKIqCBQsW+HxPzZo1AUB3h23Dhg22dYqJiYGiKHjmmWfcJqgAsHbtWtvyffHII48AgG75mJMnT+Lo0aOoWLGi2y5qoHjkkUdw48YNl4u4FqHvww8/bFier8/+8ccfR1hYGJvdOzg4OAQSZ5Lq4ODg4KDL+vXr0bRpUyQnJ+Obb74x5N5qhdq1a6NOnTqYMmUKpk2bluH19PR0rF692rC8jh07In/+/Pjuu++wd+/eDK/fuHHDFStqhccffxyPP/441qxZgxEjRmR4XbvDKkuXbdu26bqFit1Dz/IqnrRr1w4A8OOPP+LmzZuuv589exYDBw70e39/iKRQGzZscHMDPnXqFL799lvb8n3RokULFCxYEGPGjHFrY0VR8PXXXyM1NTVDDdhA0b59ewDAt99+i5SUFNffT548iQEDBiBHjhyuz8YbRj/7EiVK4PXXX8eGDRvQr1+/DPVTAYqN1qsb6+Dg4BBsOO6+Dg4ODlmcI0eOuBKt3Lp1C+fPn0dUVBR2796N7Nmz4/vvv0fPnj1ZdZgyZQoaNWqEN954A3/99RceffRR5MmTBydOnMDGjRtx4cIFJCUlGZJVrFgxTJkyBa1atULNmjXx3HPPoWrVqkhOTkZsbCxWr16NunXrYvHixZb1nTRpEho2bIjOnTtjwoQJePLJJ5GUlIS9e/ciOjoaly5dkqrLhAkTMGzYMDRo0AD33XcfChQogH379mHRokUoUqQIOnbs6PP9zzzzDNq2bYvJkyfjwQcfxMsvv4zk5GRMnz4dderUwfz58zMkjTJDyZIl8eqrr2LWrFmoVasWmjRpgnPnzmHBggVo0qSJbtIoWRQoUAAjRoxAmzZtUKdOHbRu3RrFihXDsmXLsG3bNtSuXTtD1uZA8dZbb2H27NmYO3cuHnroIbz44ouuOqmXL19G//79/Sa/MvPZ//PPPzh48CC6d+/usstChQrh5MmT2Lp1Kw4fPowzZ85k2O12cHBwCDacSaqDg4NDFufo0aOumME8efKgUKFCqFq1Knr06IH27dvjvvvuY9ehQoUKiI6OxoABAzBnzhyMGTMG2bNnR8mSJdGgQQO89tprpuS98MILiI6ORr9+/bBs2TIsXboUd911F0qXLo2OHTvizTfftKVv5cqVsX37dvTp0wfz58/HX3/9hXz58qFy5cr4/vvvpevSpk0bJCUlYf369YiKikJycjJKly6NDz/8EF999RXKli3rV8a4ceNQrVo1jB49GoMGDULp0qXRrVs3NGnSBPPnzzcUG+mLsWPHonz58pg1axYGDRqEsmXL4vPPP8fXX3+NmTNn2pLtj1atWqFEiRLo06cPZs+ejRs3bqB8+fLo0aMHvv76a787zVyEhYVh5syZGDhwIMaNG4dBgwYhV65cePTRR/H555/jpZde8ivDzGdfpEgRbNiwAREREZg2bRomTZqE9PR0lChRAjVr1kSPHj0sZzR2cHBwCCRhip4/iIODg4ODg0OWYOTIkejUqRP++ecffPjhh5mtjoODg4ODgzNJdXBwcHBwyAqcPXsW99xzj1tW29OnT6NevXo4deoUjh075rVcioODg4ODQyBx3H0dHBwcHByyAL/99hsWLlyIp556CsWLF8eJEyewYMECJCQkoFevXs4E1cHBwcEhaHAmqQ4ODg4ODlmA5557Dvv27cPChQtx5coVhIeH46GHHsJHH32Etm3bZrZ6Dg4ODg4OLhx3XwcHBwcHBwcHBwcHB4egwamT6uDg4ODg4ODg4ODg4BA0OJNUBwcHBwcHBwcHBwcHh6DBiUmVzMWLFxEZGYny5csjT548ma2Og4ODg4ODg4ODg4NDSOFMUiUTGRlpu0i8g4ODg4ODg4ODg4NDVsWZpEqmfPnyAICJEyeiWrVqmauMg4ODg4ODg4ODg4NDiOFMUiUjXHyrVauGRx99NJO1yUhERAS6dOmS2Wo43AE4tuQgC8eWHGTh2JKDLBxbcpCFY0vWcErQSGb79u147LHHsG3btqCcpF68eBFFixbNbDUc7gAcW3KQhWNLDrJwbMlBFo4tOcjCsSVrONl9sxhLly7NbBUc7hAcW3KQhWNLDrJwbMlBFo4tOcjCsSVrOJPULEaNGjUyWwWHOwTHlhxk4diSgywcW3KQhWNLDrJwbMkaziQ1i3Hx4sXMVsHhDsGxJQdZOLbkIAvHlhxk4diSgywcW7KGM0nNYqSkpGS2Cg53CI4tOcjCsSUHWTi25CALx5YcZOHYkjWcSWoWo1y5cpmtgsMdgmNLDrJwbMlBFo4tOcjCsSUHWTi2ZA1nkprF2Lx5c2ar4HCH4NiSgywcW3KQhWNLDrJwbMlBFo4tWcMpQSOZYC9BEx8fjwIFCmS2Gg53AI4tOcjCsSUHWTi25CALx5YcZOHYkjWcndQsxvjx4zNbBYc7BMeWHGTh2JKDLBxbcpCFY0sOsnBsyRrOTqpkgn0n1cHBwcHBwcHBwcHBIZhxdlKzGBEREZmtgsMdgmNLDrJwbMlBFo4tOcjCsSUHWTi2ZA1nJ1Uywb6TmpCQgPz582e2Gg53AI4tOcjCsSUHWTi25CALx5YcZOHYkjWcndQsxuzZszNbBYc7BMeWHGTh2JKDLBxbcpCFY0sOsnBsyRrOJDWL8cQTT2S2Cg53CI4tOcjCsSUHWTi25CALx5YcZOHYkjWcSWoWIzY2NrNVcLhDcGzJQRaOLTnIwrElB1k4tuQgC8eWrOFMUrMY4eHhma2Cwx2CY0sOsnBsyUEWji05yMKxJQdZOLZkDWeSmsUoXLhwZqvgcIfg2JKDLBxbcpCFY0sOsnBsyUEWji1Zw5mkZjH27duX2So43CE4tuQgC8eWHGTh2JKDLBxbcpCFY0vWcCapWYwmTZpktgoOdwiOLTnIwrElB1k4tuQgC8eWHGTh2JI1gnqSev36dfTs2RPPPfccihQpgrCwMIwdO9bw+5OTk/H111+jVKlSyJMnD+rUqYOlS5favjaUmTZtWmar4HCH4NiSgywcW3KQhWNLDrJwbMlBFo4tWSNMURQls5XwRmxsLCpUqICyZcuiYsWKWLVqFcaMGYMOHToYen+bNm0wc+ZMdOvWDZUrV8bYsWOxZcsWrFy5EvXr17d8rS+2b9+Oxx57DNu2bcOjjz5q5t91cHBwcHBwcHBwcHDI8gT1TmrJkiVx5swZHD9+HP369TP13qioKEydOhV9+vRBv3790LlzZ6xYsQLlypVD9+7dLV8b6kRERGS2Cg53CI4tOcjCsSUHWTi25CALx5YcZOHYkjWCepKaO3dulChRwtJ7Z86ciezZs6Nz586uv4WHh+Pdd9/Fxo0bcfLkSUvXhjqdOnXKbBUc7hAcW3KQhWNLDrJwbMlBFo4tOcjCsSVrBPUk1Q7R0dG4//77UaBAAbe/165dGwCwY8cOS9d6kpycjPj4eNfP9evX5fwDTIwbN45F7oIFQIMGQEyMfNnp6cDrrwPffy9fdqizeTPw1FPAli088rt2Bd59V/81u7a0ezfpvnq1LTGZwpEjZO+LFvHI79MHeOklIDVVvuzTp4GGDYEZM+TLtopRW7p8GWjcGDCRmsAUo0cDTZoAV67Il33jBvDss0AoLqinpADNmwO//cYjX+bzw9OWQvn5oShAx45At2488jPz+RHsfPcdUK/eKXAExIXy84ObQYOApk2pv5RNZj4/uMbedzxKiLBlyxYFgDJmzBhD11evXl1p3Lhxhr/v3btXAaAMHTrU0rWe9OzZUwGQ4WfBggXK0KFDlaSkJGXQoEGKoijKoEGDlLNnzyrTpk1Tdu7cqaxevVpZvHixcujQIWXMmDFKfHy827VXrlxRxo8fr+zfv19ZunSpsmLFCmX37t3KpEmTlIsXL7pde+PGDWXEiBHK0aNHlQULFijr1q1Ttm7dqsyYMUM5ffq08t13E5QaNRSlQoUYJTU1Vfnnn3+UU6dOKbNnz1a2bNmibNy4UZk3b54SExOjDBs2LIPe58+fV6ZMmaLs3LlTWbVqlbJ48WLlwIEDytixY5X4+HiFHqeKct99p5Rr164p48aNUw4cOKBERkYqK1asUHbt2qVMnjxZuXDhgpvcmzdvKiNGjFBiYmKU+fPnK+vXr1e2bNmizJo1Szl9+rQSERGhrFqV5pIfERGhnD59Wpk1a5ayZcsWZf369cr8+fOVmJgYZcSIEcrNmzfd5F+4cEGZPHmysmvXLmXFihVKZGSkcuDAAWXcuHHKtWvXlEGDBilz5ihKs2ablcWLE5WxY8cqBw4cUBYvXqysWrVK2blzpzJlyhTl/PnzbnKTkpKUYcOGKTExMcq8efOUjRs3Klu2bFFmz56tnDp1Svnnn3+U1NRUpX//f5RevUj+yZOnlRkzZihbt25V1q1bpyxYsEA5evSoMmLECOXGjRtu8i9evKhMmjRJ2b17t7JixQpl6dKlyv79+5Xx48crV65ccV2bLRu1TY4cqcqhQ4eUxYsXK6tXr1Z27typTJs2TTl79mwGvYcOHarExsYqc+fOVTZu3KhERUUp//77r3Ly5EllyJAhSkpKyu3PRnG1+z//LFC2b9+urF27Vlm4cKFy5MgRpW/fvsr169fd5F+6dEmZNGmSsnfvXmX58uXKsmXLlL179yoTJ05ULl++7HZtjx5JCqAobdteUf777z9lzZo1SnR0tDJ9+vQMet+6dUsZOnSocvz4cWXOnDnK5s2blc2bNytz5sxRjh8/rgwdOlS5deuW23vWrLmg/PHHYiUqaoeyZs0a5b///lMOHTqkjB49WklISHC79vLly8rEiROVvXv3KsuWLVOWL1+u7N27V5k0aZJy6dIlt2uvX7+uVKp01tU2a9euVbZv367MmDFDiYuLc7s2JSVFGTJkiHLy5Enl33//VaKiopSNGzcqc+fOVWJjY732EUJ2z557pfcR3bpdUgBFyZcvxa2P0F7L0Udor/XsI6ZMmWKoj2jR4qirbbR9RFpamjJo0CAlLS3NVh8hZHfseMmtjxDXxsfHW+4jvvwyxiVf20do33P6tPw+Qug9ZswYy33Ezz8fcemu7SPEe+Li4pQZM2Zk6CNGjRplqI8Qsp94wv07nJCQoIwePVo5dOiQ4T5i3bp1bn3EL7+sdcn37CPOnj2rTJ8+XYmOjpbeR4waNUo5cuSIsnDhQst9xNq1p1y6//VXhPRxRPbs6QqgKLlyGRtHmOkjIiJGunQ/ccJ+H2F3HGG2jxC6f/HFdEPjCDN9xJNPqs9WI+MIs32EkD1yZHzA+ghv4wizfYTQ/ZNP1hoaR5jpI7p2TXXJNzqOMNNHCNkdOlzM0EdER0fb6iMGDhyubNgQp4wa9Z/hcURmzDVkjyPu2ElqxYoVlWbNmmX4+9GjRxUAyp9//mnpWk+SkpKUa9euuX5Wr16tAFC2bdtmSM9AER1NX54iRW6yyBdfzqpV5cteskSVz8E775DsX3+VL/vSJVX3lBT58oVsjra5cUOVffRoxtfnzZtnS36vXiT7gw9sifHKXXd5190ulSrx2qSQPXasfNmjR5Ps55+XL1tRFKV5c0WpUkVRNm0y/h6jttSlS2Da/b335Mtetoxk16ghX7aiKMr48Yry/feKsn27fNkLFgSm3WU8Pzxtac8eXt23b1eU2bMV5cAB+bLPnQvd54d2kfPMGfny165VlN9+U5TISPmyFUV9fhw5Il/2ffcF5vs0dap82XPnKspjjylKt27yZSuKolSrRrqvWCFfdocOgWn3Tp0yvmZ3vMT9/AhWcmTO/i0/efLkQXJycoa/JyUluV63cq0nuXPnRu7cuV2/58uXz7LOnISFiSOvh7eHx3TQytQi3HmyMTSNViaH21CNGsCePUD16vJla8mePePfihUrZkumaA9hm7JJTKTjrVvyZbdrB/TuDTz2mHzZ3HC3+/z5dDx4EKhTx9h7jNqScJe9HYkRUnC3+9tv0/HIEWDKFLmyS5emo8UUEQHF05Zy5qRjwYI89xNJ/PPmVfscWQjdAZ7nR6DIm1e+zFatgLNn6ZyjbcT3NBTbvVgx4MIF4IEH5MtetgzYto1+/vxTvvw7od31SqLaHS8lJNBx3z5bYkKOOzYmVWQG9kT8rVSpUpauDVXULz7PCKlNG/ejTAoVcj/KZswYOg4dKl/2pUvqeXq6fPkvvEDHZ5+VL1tLkSIZ/5Yjh701rnXr6LhggS0xfhEDGZkUL07H8uXly9bCsfhw7RodufPBHT9u/FqjtiQWfbgHMFWrypfJPUkVXL4sX6bQmaMP06LXz5jF05Y4FyG54V7k5ESrL4fNa5+tHHBOlrgXNzltfs8e+TK1iKG4zr6RbRo2pGN4uHzZAFCmDB31Nlbsjpe2b6cjdx8cbIRgt22Mhx9+GIcOHUJ8fLzb3zdv3ux63cq1oYrorFJTeSycs0MXX0ruQcb58/JlahMXcLSNaBOOjksrU2+QYTfr9Zo1Qo4tMZkC96D9kUeAcuV4dn/EosCuXfJlazEzMDVqS9zt/uefwBdfqIs/MhGDDO5250B4I3D0kQBw6BCwaRMwe7Z9WZ62dPUqHTmSYXGj3ZnlsPkzZyiBnc4avW20z7u0NPnyuRE7Vxw2/+WXQM+ewNSp8mUDqq1wL4hxIL6n27bJl12hAu0ut2ghXzbgeyHyTqoSEkjuiEnqjRs3cODAAVy8eNH1t9deew1paWkYPny462/JyckYM2YM6tSpgzJiycPktaGK+NLYXc3xxo8/AlFRPDupBQsCr70GPP+8fNmBhGOSWrUq8MorNKmRTXg4ZX2MigL0PN5rh6LPpST276fj1q088rdvB2JjgcqVeeQHAjP2btSWli6lI8cABqAsqn/8wbOTypGtMlDs3Mkrv3Jlcg2/5x77sjxtyWPtOaQQEyWA5/lRogSFjHC4cWsn1Zy7+9ykpMiX+fjjQK9eQOvW8mUDanvv3s0jP1Rp0ADYu5dvcSA6mo6HD2d8ze54KRQXHGQQ9JPUiIgI/Pzzzxg9ejQAYP78+fj555/x888/49ptv7WoqChUq1bNrVhunTp10KpVK3z77bfo3r07hg8fjsaNGyM2NhZ9+/Z1u4eZa0MVYeDJyQw9LoCBA4FOnWg1nIOZM+XHWXnC0QloZXKshG/eDPz7L0/pn+zZgQ8+AN57T3+QMW/ePPk3DRFEjF7jxjzy//kH+Pln4NQpHvnBhlFbEpNHrgiMkyeBAwdCe2LDwd13Z7YGxvG0JW1cZ6gRygNTbbvr5TSwS6i5P2uJj6e+nXt332YY5B3HgQPkLTNrFo/8p5+mo95iW1YeL9kh6Cepf/zxB3r06IEhQ4YAAGbPno0ePXqgR48euOLnGz5+/Hh069YNEyZMQNeuXZGSkoIFCxagQYMGtq4NRXLlooF1xYq5/V9sgZgYWm3nXDHlfihxyNfK5JTPNZjZuZPcE/WSD3Xu3NmWbK4YY09C0QW9f3+gRw8eV+iaNeXL1MOMTRq1pfz56cix0wkAzzwDVKsmx+3UkyeflC8zUIjBLtfOfo0aZC9ffGFflqctValCx1CMSRWxc7ly6Xuz2OX556ndW7aULzt3bkA4bjE5cAWEihXly/z1V4pfbNVKvmxA1ZnDZgLFfffJl7l9O/D558Dt6YR0fI1V7Y6XsipB323HxsZCURTdn/K3s5Y0bNgQiqKgV69ebu8NDw9Hv379cObMGSQlJSEqKgpNmzbVvY+Za0ORSpVowNu582AW+f/9R8eoKPmyhbsNVxxa8+Z05HC9yZVLPed4YIhFAY4kEklJakytXlHwITZ7+m++oWO7drbE6KJ9SBQtyiff6EQs8UAiYnvHIvWaserqYmf8xAkLyvmhbl06PvWUfNlazNi7UVviToJz6BAdN2yQL1skBSpXTr5sbrhj3PbupeOiRfZledpSKGcL5bZ38dz+918e+Zwx5Jy7zFpb4Xhui5285cvlywZ4bZ4jU7MW4aV0//3yZa9fT0eudveVI8TueCkUnxsyCPpJqoNcunTpwiJXfClXr5Yv++BB+TK1iBU7GfFQnoiHRZ48PC5P06bRUePpLo2bN9VzvcQXdm2J80GqlVmypHz5c+fS8XYUgl9O9DmB2F6xuDDrgqn7cGQ45B6033svHRs1Mv4eo7Z07Bgdly0zqZRJOEtacC22iXITHIs+wpPi6FH5smXjaUvcGaFffZWOn34qX3agMkJzkJ6uLjBztL1Y5ORIgsOdmZh7wUR8T0XSMJl07EjH+vXlywZ4bV52iShPVqygo0iSp8XueOmhh+h4B6TIMYUzSc1iRHDMZgIIR+deqBANrDnqsWbPTiuDYnUwlPDX1nZtiXvQ3q0bDRw5VsLN7lynJaa5HTMT8aDW5JmTyr//AmvXmlsJN2pLR45YVCoIELvjXEke9+6l76yolyoTUU6IO0urjIGppy1pbYbj+TFzJsn99Vf5ssXiwM2boRcnrY3G4kg+1Ls3tfucOfJla+2EK6N1IODo45s0oQRBonSfbE6fpiP3hJITvcUBu+OlkiWB774Duna1JSbkCOFIAQcznD5NcSfZs3cC02YqG55xnbJX2B5+mCYzzzwjVy5Ak99PPyW9k5L46nNx4G/y2NJmIJOoX8qRWTJbNopvS0nhiYcyPdhVPI5c9zGAqE974IB82QBlrjSLXVuSDccqvl7Gx1AhUK6yMu7jaUvawS7H84MTbXvohVwEM6HoXi3Q6n7BnPOLIULJBj0pVIjGTNzs3s0fkhJI7D7jihalCao2hCwr4OykZhFu3aJ40e3bGXxOAwjHg2/CBKB7d544tPR04KuvSH6olaDw19YbbDaY2CXIzZPLC3XqUAKJfft45JvC4iSVg+rV6fjGGzzy33mHitWvWmX8PUZtKZQTgYh2r1ePR/68ecBvv/GURQolTxBPW9J6yHBMDo4coYUfjvhx4ToPhN6kT6svR5K8tWuBQYN4nts5cqgZxDlqVQcKjv5y5kzKYvvTT/JlA8ATT9BRa/t3AnbHSwsXUkgaRw3vYMaZpGYR1Icz70fOsVPIvfvImZxCK5PDrbVGDTpyBNVrBxl6bVOhQgUp8rlifuLi6Jyj3d95h45mm0AxOdLkaBvuzMRjxlBMjhnXXKO2JCbWImMrF5wZobl2UVq0AL79ljJDy0a0N/cigYy28bQlkQugTBmetq9cmXZ8qlWTL1ubpCbUJqnafpejhNEbb9DOEteiD2c4CvdnKRZ+69SRL3vlSmDNGuCHH+TLBkI70ZnQXSTj1GJ3vJSURMdQyAsgE2eSmkVQv/g83/wPPqDjyy/Lly0mqWXL8iQfEuUm/v5bvmxt/BlH07dpQ8cmTeTL1g6qbyfSdiNJ9JoW2bGDjvPn2xKji1a1hAT58sWigOE0+RZ3Uh991Nz1RhA7+sLdmoszZ4xfa9SWuJPgCMSup0wClQSHo/ZioAaOMvICeNoS96IMJ1pbCbVBO7e9c7jhauG0+Vq15MvUwrnwvn+/fJlaRP/FEcfcrJl8mVpE6R+9igJ2x0siPOfcOVtiQg4nJjWLwD24C0SmVu5BhkgOIhOtiy9H23B+rv4GGVdtpg4U6eBF+QmZcA/ozNq7a3HI4PWlSpE7tChbIhORfl9kIgwGjNoSd7KtH36gRCkvvSRftthZXrtWvmxuxIDR5jjLK9u3UzktGYsDnrYkdD5+nOI6Q6lmp/Zf4bD506dpIVXUwZWJq8tTqC8LpVi6pCTg1Ck65wjT6d6dXOg5yqwAvF4b3ItsYjLGUdXhvvtogZmj9i3ge8xkd7yUVQmh7trBDtzuvt26UZ1RDrfTYsWA114DChemzjeUVsS1kxiOQUbFipQQi8Otp0gR33GF1Tj82yTBPUnduZOOu3cbfIPJnVSR4TCrYNSWFiygI1eW3969eeQC7iWdQg0z8cVWeOQRebI8bUk7seZKpMaF1tuBo08rVUqNvZSNVt9jx/hd9GWizWLNkdH60Ud5vGQEIsnW5s00PpBJqO3oa6lVC4iN5ZMvMrjv2QM8+aT7a8E8XgpmQmi472AHdQeCp4f56y+KhxJ1DGVSvDgF648YwTvQ466HxtG5z5tH7srXr8uXnTs38Pvv9LnqdewrbG7Fca7IahcEOO4jBrqGkw+5dhWMGcGkScCAAbwP1GDCqC2J2DauRD6XLtHOEsf3KZTJly+zNTCOpy1pJ6WhNsDm7sc40cYvh3K7c3DjBrm1ci9chdKCjCccNrN/PzB8OLB0qXzZgBqLqvddDebxUjDjTFKzCNmz007k3XfzWPru3cDGjeSyJZtAxeVwuswCvAkYuDqwqCj6XPVcntq1a2dLNufAl3txwLQLusmd1P79qYQOR5kYmbtWsjBqS/nz09FKmRsjvPwyxb6PHy9fdqNG8mUGChEr+thjPPIbNKA+rHt3+7I8bUnrZcI9+ZCN6GeKFaPMnrJp2ZLaXSSCkwmNN+g8VNsdUJMTyuTbb8lTqWNH+bIBtY/ncLEO1GSJY+d99Wrg/feBIUPkywbU8YCevdsdL4XaQo8snElqFqFECZpA9ugxmEW+qL24aZN82dr6cBxfVJHs6bnn5MvWdlZ6wfR2ETUAOQq9JyTQzhKg3+6jRo2yJb9vXzrqZcKzi1ZfjjqsZmN+zMakRkfTkWPRR9j5Qw/Jl63FTFZuo7bEvSgj+jGR1EsmJUvSsXBh+bK54U4+JOJ0ZSRR87Qlrc6hNtDjtvd//6XjmDE88kM1U6tWX7EwJpNFi+g4bZp82QBvu3PHFosFMY7F1D176CjsXja+2t3ueIkrjjbYcSapWYwuXbqwyhcxYzKJilLPOVZkxWCdYzIjOqt77uGpBzp3Lh05YunEBBXQ73Tt2lKgUvwbzsBrgtWr6fjnnybfaGDQoNWdI8Mh98BR7JC/8orx9xi1JRGjJzJyc8HRNtxJn8Tk96235MsWcXmirFMw42lL3J44zz5Lx/feky87lDMTp6eri6cc7S523UVdTZlov6Oh1vaKQonIAB534i++oOODD8qXDfAuzIhFfS7mzKHjoUMZX7M7Xqpbl46hXLfXCiH29XOwS0RERGarYAuOh13evFRsnKMGoHCz5ihmzo0/l1m7tsQ5WcqZE+jUiQaOHIMM0+UPTMSkcsehiUQyXHGXc+cCkZHmErIYtSWODNyB4vBhOl67xiP/8mX6Ltn0KtPl4kU6nj7Nuysmw949bUnsngA8CwSRkdQmAwfKly3a+uxZ/pJRsjl+nLL6Ajzt/vPP1D4bN8qXrbXxUFiY0aJta44+vlYt8jjhCIkA1JJxHFmVA7Wjr+fZZne8VLgwJSj96CNbYkKOEA6rdjDDtWu0s3Hr1vv46KPQWh3kji+sVo0eeM88I192jRqUfOjWLeq4ZNQBDBTah53eIKONKNJqEZEZ94EHbInR5a67gN9+I1fxtDSe+rqmMBGTym3vwsWMI8kZADRubP49dm0pFNi6NbM1sI6nTXK5n8qwd09b0taNDTW3U22/y1X+hwvufixQHDvGU7WAC+62LlQIqFeP9x4AlUrjDkkJJHafcYUK0Tg1lJNhWSGEpioOdkhNBVauBNavzxnSDwwO3SMigC5dgC1b5MsGaPWrSxd399lQwN8gIzIy0pZ8sdrIFaNXrx65WW/YwCPfFBYnqRxUrkzH99/nkf/VV5QIx4x5GLUlDpd5PTgmYWKgy1VQfuVKYNAg9/AIWWgH6cH+/PC0Je2CLEeytvPnqaajae8KA2hDFYK93T3R6isSKMlk7Vpg9Ghg1y75sosUocVrIPSyqmoXNszkBTDK5MnA888Dg3nSm7jc5zlyeGQmdsdLkyZR/2UmjOZOwJmkZhG0HS1npj2OHSut7hxB+6YztZpEyOUYZFSvTkeODl2rr17bPGRzmZOz4Hh6OiBqZ3O0u5jgGXXjNpM4idvdlzsZyx9/0ADy6FHj7zFqSx9+SEeRhIgLDpvhtHeAdrC7dqXM0LLRZvXlfH7IaBtvtlSjBoUByOaee4CqVYEKFeTLLliQvEKA0JukCjspUICnZFTbtsC77wI1a8qXDQQuZwKn7KZN5ctfuRL47z9ajOTAV4bcUOG11zL+ze54SSQQzWo11J1JahaBO8OhSGIgVsFkIh4WDz7IsxK+bBkdBwyQL/vgQTUuhKPTFYP2hg3lyxb6Fiqk73ZzwebWgYjRW7jQlhhdzp9XY7i4XMQBdVfSLyZiUrWXcLhViTgxMYnnwkxmYqO2xLngo4UjKQj34oCA43MNVIbcvHnty/C0Je5FSG5CddDObe/nz/PIFXDmTKhVS75MgVZfjrYXi49cNV6FWzuHvb/0knyZWooVo+O992Z8ze546eRJOnJ4DgQzWcy7OevCneGQs0MP1CBj/375MrVJUjjahnPQ7m+QkSZSflpElCtav96WGF2469OatneT7r5589KxeHEr2vlGtPvUqcCUKfLlW8GoLXFnyP34Y3JDb9lSvuxz5+jIsSjDjfbj4ehr1qyhyXXt2vZledqSsJVduygZi4yJsB4c7XLhgppIhkP+yZO0WCgG1zIR7X7tGmUp59jF5uLKFWDvXjrnaPfvvyeX4vLl5cv25wEV7KxaRUeOHcOqVcnWOewd8O0tY3e8lFVxJqlZBG1nxTHA69CB4tA4XJ5KlQJataLVqfT00Op4tW3N8bArU4YG1PXry5ddujTVc/MWqF+aw4dLEtxJO0QSHMMLGyYmqXny8KfKDzaM2pIoPcO1i8KZ/DzUEt9o0dYV5Pg+PfWUPFmetqTVNyGBb5LKgdZlnuO5Xbo0jysu4N7u0dFyFiC8yZeNdpeQo91r1AD++Ue+XMBd39WrgRde4LlPKPLAA7w78CLvSHS0GoolCObxUjATQsN9Bztw76T+9RfVjORIG169OjBrFt1D7EZwwBn/B/A87IYPp4E7hxt0vny009a3r/5kbIvNTFOcbo/ck1ThufPZZybfaFCXBQuAYcPMxXUaViEIY9uM2pL4DnFl20xMJDdlDle2UEvAokW7Cxbsi4SethSofAwccLtucpI/v3oejH2OL7ifHykpQHKyu4eCLLTJ5fRKoYQKHO2+dy8lIBLeRLJ580066o1T7Y6XsipB/rhxkEW2bNR5hYcrLF/+jRspttNMHJoZON2JBZwus9zyuQYw69bR56pX27F58+a2ZHMkwRJw72CbdUEXsahGYlIBSj70wQfAtm1WtPPNI4/Il2kXo7YkdsEaNeLRo0MHykQ6aJB82c89J19moBDf1UaNeL63LVtSH/btt/ZledrSs8+qCf1CbbIk+rFKlYD775cvv21bavfPP5cvu3Rp1bMq1Npdq682aZgsPvqIMu926yZfdo4cwNNP03mwLyj5gqM03YIFNJEcNky+bMB3+JXd8VKofYdkEcIm7GCGvHnJ3axfv8GubIEyEcHcHCtUKSnqiiPHF1VkYnvySfmytZMlDm+PlBQ6crgSXr6s1tLU24GYOHGiLfljxtCxQQNbYnTR2glHJljTmVpNuPsmJpKbFkCr7bJ5/XU6csRDaTETg2bUlrgXZWbOpOORI/JliwF7KA4cufMCCHfiOXPsy9KzpUAscnLAbe8iJv3PP3nkh2rSJ6FvjhypLOVzRNwlV3gBp70Hqv+SGQIgOH6cjmPHypcN+M6ZYHe8pC1HlZUIwcelgx26dOnCKn/yZPkyFy9Wzzk6XTE5LVFCvmyh7/33u7s/yUKU3uL4WE+dUs/12t2uLXEOYIS+efLwFATfvp2OvXsbVcjj6AOx8ADwJjnjLq3wzjvG32fUlkTm2gkTjMsOFriTPgk6dJAvU5sEJ9gnenq2xNnXPPEEHdu1ky87UBmhOUhPV8tmcNiMKIFSqZJ82ULfHN4SMkiSz8GtW+okmMOd+Ndf6Vi2rHzZ3O7tHOFoWsaNo+OZMxlfszteEp44odgX2MGZpGYxIjgzgzDBHdeZIwe5sHE8j8LCSDanaysX/lyV7doS52pv3rw0aHzjDfmyATVBgmFMTFK5XZXFwEU7GZbJv/9SnHSBAsbfY9SWRKyPGPxywdHuhw7Jl6lFUeinTRv5ssWO/tatwR/n5mlLUVFq2SWuUBdFofwAshH6HjoExMTIl8/Jrl3qzhVHu//yC8kVpcxkIvrgpCQgNla+fE5EyTuAp5+sUoUWx21uDOqitRMOL6JATfD0Eh/aHS/lzQt06kQ/WQknu28WITUVeOUVICXlA3TowJNohwvuuM6KFSlGoUkT+bLr16fOXCRkKVJE/j240E6W9BYH2rdvb0u+cGnlcOspVgwYOZLsPjWVZwHCDGZiUrl3qvr3p6Peaq9dwsKAl182/z67thQKLF+unitKaK2Ic/fBMvG0Ja2dh6rbKeA++QgFQslmPNHqu3s3f2iETLjbumBBivPmQKv7pEnA11/z3CczsPuMy5+fZyEs2HF2UrMQCxYAkZE52HZQAP4MuRwd8E8/AR07Ajt2yJcNAF27kvwTJ3jkc+Gv3WfNmmVLflwcHbkyszdsSB37okU88k1hsk4qJyIzrnCXk81vvwHNmgHz5hl/j1FbClQ8FEc/Jhao3niDR/6WLcCoUbRzKBvtID3YJxyetqSd6HHUHb55k+pqcpSN0paxCLUJttZOONp9/Xpg2jSe+PGKFdWSOcFu755o7YSjNu24cZTHg2MnNXt2KjcIgCV3SmZid7z099/03ODwlAlmnElqFiFQafg5Bl9afTlq3HEnBfGV8c0u1arRkbNdvFGvXj0p8rkWNsRiDEe7f/wxHU3rbtLdlwNOe09Lowytixebc8Mzakvff09H7lqXHDZjOtmWSWrXBt57jzJDy0abTTnYJ0uetiQ+y3r1eOwmb15agOCYiBUrRnXCgdCbLAl9y5QhF1HZtG5NCz5Vq8qXDQQmZwIHWtkcE5oVK6gkINcuZ6gmOdPStm3Gv9kdL4kwnStXQrttzOJMUrMI3HVSf/mFjnXrypct9K1fn2cgIMpX9e0rX/aOHeqOIcfD7n//o6PN/k8X0e5ly6op7bXE2AySOnmSjtrEWLI4fFhNbsRh76IsgeGyEBZ3UjlKrYiHHUdGaK2XhpkkFUZtKVADGI5kW4FKgsMRM8r9/BDI2PnxtKVQTj4E8C5ycsK9KHP+PB05kgMBvH0NR1kbAXfyIfHcFuMa2XDae8uW8mVqEblH9DLx2h0viaSBkZF8+SSCEScmNYvAPcgIRMZQble/rVvly7xwQT3nTAefGTs/efLksSU/OpqO8+fbEqMLd7It0/Z+Wx8zMalhYTwZFPfsoePAgcBff8mVbdUOjdoS94C9TRtKsqO3Em4XEVM4eTKVQOBwxQsEHN+nhQtpci0jL4CnLQl9162j7MQFC9q/R6A4e1bNss7R7seP02LePffIly2+o4mJwZEXwAxxcZQQC+ALMcqTh6c8Wigvyty8CUydSud6tdnt8vDD5PnA5Ynjq+3tjpdCOcbbDiHUbTjYgdvd95VXgMqVeRIMlC5NMRBVqoRewhHuTK333kurgw8/LF92pUrAjBn0MNWjUKFC8m8qCe4OffNmOhp1aXVNTg3oUqKEmqk11LDatxi1JTGA4dgFBnhKaAm0mTbT0vgmqRx2M2oUr/znn5cny9OWtPqeOxdak9SdO9VzjnYvW5ZnIQxQ9b10CVi5Evi//+O5DwdabwSO8VKVKmq5EtkIfRWFdt2aNuW5DwfatuYY55UpwxM7LhA7nNu3Z8y1IXO8FIpjA6s47r5ZCE73lQEDqHYhRy3QJ56gzJi//AIcPChfPifck6UffqByHxxxOUWKUHKK4cP1k0odOHBA/k0l4S8zsV127aJjv34G32DC3RegzMeTJvEkBQlUPJQZjNqSKEHDNbBOTaXSB9zuVKE2yNDqmzt35ulhBE9bCuUdiFDTV4t2TB5q/wf34jIn2nbX1joPBbi/q/v2AXPmUMZmDt59l44ihEyL3fFSoEIugg1nkpqF4JykLl1K2Tw5XDSA0A2m53Y75XbtWbWKPlcR/6Plab1A1SCB+2Fn2gXd5CR1wADgrbdoB0I2jzwiX6bAajyUUVsSEyQrZW6M8NlnQHg40Lu3fNnNm6vnodqPvfyy+yBYFp07k7306GFflqcttWql1uwN1aSBjz4KPP64fPkdO5LeHPZepYrq4ROq9g7w5Ht4801q919/lS87b17gpZfoPNiTnHmibXdtZmtZTJxIXn8jR8qXDXj3OgPkjpdC7XO1gzNJzULcugUMHBiBEiXkyxYFrznKH6Snu7uwyOb11+lYo4Z82drOpHJl+fJdXqQM7XLhgrqDqtcpzpgxw5Z8EYvKkaRGqy9HiRvTSUFMxKRevKiWb+H4XEUx8MKF5cu2qq9RW+KOTxf11s+elS/7gQfU81AbZHC3+4gRdJw5074sT1vKlk11rQ5GLwIjMrnafexYOvbqxSM/1BeX8+e/4cquLBMRLvLdd/JlA6Hb7tp+UWYIgODSJTr+/bd82YDvXBV2x0vaZEyh9rnawZmkZiGyZwe6du3CGtM5eLB8mVOmqJnNOL6cojA1R+Zgoe/jjwN33y1f/rp1dBQTbZlovVP02r1Lly625HMmwhL63nMPT8ZpEYv6+ecm32jAfrVZcTmTPnEm2wKA7t2Nv8+oLd28SccpU0woZRDurJiBctd67z35MsXnmpoa/AMkPVvitHmx48OROTSUk+AAvGVcvvySjmKXXCZC37zcta4YuHFDXQDmsHcxweMue8dh88nJ8mUKFAUYNIjO9TwK7Y6XtGO8YO+DZeJMUrMYEWKrIIQIVKZWzpXwUBxk+Gt3u7bEmRG6QAFyTWzWTL5sALh82dz1ZhInccdDcWbIzZuXXKomTDCXzdOoLYnFKhGbKhPuB782np7D5pOTKaHUq6/Kly3aZt48tQQFBzL6SU9bWreOvBMAns94zx6SO2GCfNlC3y1bKJ4ulFi7Fti2jc452v3XX0kuR4iR0PfcOcBm5RCf8jk4f17tXzj6mfLlgX//paSKstG2C1dpIS60uutNhu2Ol7JnB9q1o5/s2W2JCimc7L5ZiLffBm7c+BCtW1OR8FCBO76wRAnK6slRk/LFF4FFi+hBeuFCaLW7v8lSJ+E3ahHh0qqN1ZOFeJCKLLmZvkhgIiaV296/+oqOHIO7XLnoIWoWK7Yk+3PlnqTOns17L1Gjj4NAJR+SIdvTlo4dU89Dzc1aq69wVQwVtJOMUNv50eq7cSNQsWLm6WIW7u9qvnx8OQG0C5v9+8uJUfeG7OeHv77F7ngpZ05aAM5qODupWYhZs4BZs7KzpuDmgHtn6fPPqS4iR+bgsDBKxtKmDbB/v3z5nPjbSR0rAposItpbG6snk+eeo13DoOjYTcSkctu7WCj5+Wf5sgFg6FAqGWUmvtCoLXGW0uKewIgB2Pvv8yQf2rePSvRw5AUoV049D/YJh6ctaT9XjqzQikJu0NoSQ7LQJjkLtQm21k446oFu2kRurRwZbB98UA0T4bB3zkVT7u/n6NFA+/Y89c3z51cz5HKGAwHy28mfPLvjpT59gLvuArp2tSUm5HAmqVkITvdKTrRffo4SN9zJKTjdK0UyJg73D38rss8995wt+aaTD1mEo91NPygs7qSGWkbo5GRa/Z41y9yijFFb+u039TzQgwxZ8rnsvXp1Wgz7/Xf5sps3pwESEPyTVE9bEvo2a8azOCASM3HILlsWqFaNzoO93T0R+lavDjz2mHz5LVtSFtsHH5QvO3t2dazB2QdzIPTNnx/46CP58pcsAcaP50v6xDle0iL7c9Xq26FDxtftjpdu3aJ444SE0OsL7OBMUrMQnLGXf/5JR4604aIzef55HrebQ4foqB0Ay2LzZnWwzvGw++MPOnIMAoSdVKmi75K7U1tp3gIiTmzpUltidNm6lQqZAzz2LrLJG82UbTUmVST1komQz7Eoc+2atfg/o7YksrSalW8ErTyOgW+g4tO5PGUCscgpo208bYnT3rVwDRxDPVMrV7uLfkbEqcuGs90DUQaMq58R5ei4ao1ytvsbb6jnsuVr+0W954fd8ZKQP3Zs6Ln+28GJSc1CcK5QBSIeinuQsWqVfJnaJCOhlgRHdIq5c+u3fXGb6ZD37qXjuHFqKQRZcLvMmn6QWthJLViQFghkI8pFffst8M03cmVbjYcyaktaO5T9uYaF0W6bovBkyBX6DhlCrlsFC8q/Byecg8eJE2mXQEbSJ09bEvouXEgJz4oUsX+PQHHmjJowiWNx4NAhYPVqnjJd2vJoQZEXwAQxMcDixXTOYe9icZmzDBj3eImD8+eB4cPpnMPen3hCPedc5NSzdbvjpUDlBQg2nElqFoJzJbxxY5poaGOXZFGmDCUgql1bvmxutG3N0e733AO88AJw//3yZVevThNIb25s2YM4xRy3y+yWLXQ0nGXWRExq5cq0GxaKDyKriwNGbWnSJP17ySBXLkpyxoW/7I/BzMCB5GYG8NillWRb3vC0Ja2dHD0aWpNUUWIM4AsX4ajfDaj67tlDScM4sk5zceGCes7R7uXK8WTHBVR7v3qVkhO+9BLPfTjgTrZVsCDfc1UrNzoaaNDA/XW746WsOkkNwbUWB6twroQPGEDulRwPvGefpRXfn37iSQrCCXfH8tFHFCPCUWqlVCngxAlKxiKKj2s5ffq0LfmBSh7B0e5z59LRdFZ5A7pky0Yu4kuWqPVYQwWriwNGbWnPHjpWqGCuxE0wwL1gxcmtW+p5sJeO9LSlUB7chbLu2sWAUNM9lL+r2hCUI0cyTw8rcNv7gQP0XD16VL7sPHkoKR5AORk8sTte4l54D1acSWoWgnOSOnMmMGUKcP26fNkADZJSUkLvy8ndsYh24RoELFtGn+uJExlfq1WrFs9NJcDt7ivIndvghUIHgzbw11+UGERMhmVSs6Z8mQKr7W7UlsRi9Jtv8kxSf/iB7vHpp/Jla8s2hNqgXejbvj1w773y5X/zDe1y9O5tX5anLXXooLpVhtrzQ+j71FPAM8/Il//hh+QpM3CgfNm1aqm7SaFq7wBPabrWrcnex4+XL7tQIeofAd668hxo210kDJPJ4MFA06bkISabsDCgaFHvr9sdL4XygpUdnElqFuL4ceDPP0exuIZeuULHrVvlywZ4J9itWtGxfHn5srUPiRo15MvnTJJw7hzFKwH6D7sFCxbYki9ifsqUsSVGF62dcMZbGY37EW6+Rtx9T51Sy+Zw2Hv37nTkiFmy+iA1akuc9p6QQN4a6ekUHymbWrXUiXWoDTK449x+/x2IjyevDbt42lKuXOokNVTbPWdOHpsfOpSSnXXrJl82ELhMrbIR+hYrdo0lWeP27WTv7dvLlw2EbruLcUauXO5JjmSRlETHn35Sz2XiK6TO7nipQgX1PNQW2+zgTFKzEPnzA126tGcNqOeovThsmFqQnXOSevfd8mULfZs04dmBEBn2OLLAirhLQL/d37OZXUaUtOAsn3P//VQvVTbCc+eDD4wq5HH0gVjwAXhXwjmTbQFAz57G32fUlkQtynnzyINAJlrduXYLApEh17BNmiBQ5aJkoGdLnDYvaq9y9DOh1O56cNr7F1/IlykQ+hYuXIDvJkwkJADLl9M5h70PHSpfpoA7M7E25lV2XeObN9Xxr96zye546b331Oz2obb4YAdnkprFGMrZwzCh7UxCbdAeqLITHPjbFbNrS5wDmIIFgf/7P6BePfmyAVoFB0xMlExMUoMuM7EJihSh7IwjR7qXi/GHUVsSCYd27KBBgUy43akOHlTthUP+5ctUmoAjUYrQd/RoNS44WPG0pZUr1Rg0jnY/fpzk6sWh2UXou3w5JWMJJRYvprYHeNr9l19oN0wbLy0Loe+hQ2Es8Yuck4yYGHURlePZWro0efpMnixfdiAzE8tuG20yPO1kWCBj7P3yy8ArrwDh4bZFhQwhlnrCwQ6ffQZcvdoFJ0/yuFhywT14zJePOtyGDeXLbt0aKFaMXKrOnaNsvKGCv3jaLl262JIvMrW2aWNLjC4PPkgJEoIGE5NUbnsXyR2EfJkLKPnzA506mX+fFVvirHPHwahR6jnH58pRzkIQSkk7PG1JlLoCgl93T7TtHhfHW19TNtrJI1f5NcM5AUyi1TcykhIUhgrcz488eeRm49YiShnevEkl0vr04bkPEPjnh93xEgBMn25bRMjh7KRmIaZOpTIxly9ntibm4O5033kHaNvWRDkRE+TMSclYWrcOvczE/nb0IkyntnVn0yY61q1rS4xX3nqLMpEGg/OAmZhUbnsXA4FBg3h2+KdOBd5+G5g2zfh7rNiS7AmHvzp3suR/9BFPnPSxY8D8+Tx5AYRLKxD8rmaetqS1E458DJxoy66F8gS7VCn58rduBVasAC5elC/7ySeBp5+mc05vFg64nx8jR1IfJvJVyKRkSeDzz+mc2945nx962B0v9eoFFC8O/PijLTEhhzNJzUIEIh6KA62+BQvKl8/tksvpXsmR1EHg72H3qs3Cd9zxVsnJtCIrO3YRsJFoxKS7L8d3ldPeb9yg1e8JE4Bt24y/z6gtabOQcq6Ec8br5ssn350tNZX6gpdekpMh15O33qIBJBD8k1RPWxL6vvEGjydLWJj/zJ5WqVIFqFOHzoO93T0R9l63Lo+X0osvUq6Hxx6TLztXLtVWOPtgDoS+xYqpSfJkMn8+MGQIJR8KtXAULZzPj3feyfi63fFSQgLV701MtCUm5HAmqVkIzi//oEF05Myk2qYNT/mMs2fpyOFasm6dWmOUo91Hj6Zj1aryZQt9q1ennWBP1q9fb0u+iOtctcqWGF1WrVKLpXO0+4sv0jFPHoNvsOju+8ILZrQyqApj3M/p08CuXXRuZnBn1Jby5VPPZX+uWnnVq8uVrZXPsTigjYHiiNEDVHvhXOSU0TaethSovAAc2UKBwLQ7B9ztLhLM6ZVHkwHneOnBB+XLFAh9w8N5ynQlJNBx+XL92Eu7cNq7NmMw507qE09kfN3ueEnI79uXp85rsOLEpGYhODvdQoXkyxQEKph+/nz5Mg8dUs85Ol3OVPNqhkPVRVTLfffdZ0t+TAwdBwwA+ve3JSoD2t3ToFjttTBJLVuWJwZNDO4++gh49139z9YqVl3NjNqStg+Q/bnmzKnWdeQoySG+T7//TvkBZO7qBWICw/n8GDiQamzbTIAJIKMtCX0XLSLXUI4dT+19ZBIXB2zcyCd/927KlM3hkRPKmYkPHFDDFTjafdgw8vThSIATyORDstvm6FGgXz8e2QAlUxRwLnLq2bzd8VKgar8HG84kNQvBOaGpXZsKJXMkZCpTBmjcGHjgAfmyueHuWAoVIlcqjnZ/5BHgn3+AEiX0X08MYr8T7kQv27fT0fDuyW19jMSkPvwwcP58YAZ3nA9qM7KN2pK2CLvsz7VwYZ44K4G2PeLj5U5SuQctffpQ/V6ue3XtKk+Wpy0JO7l2Ddi5k1xEQ4VFi9Rzjn6sRg2e+t2Aaifr1tH3VnZNUE6bP3mS9z7Fi7t/tjIRdnL8ODB7NtCyJc99tPeShXZxmauSQ2IiHWUvEGj13b4dePRR99ftjpe4Y42DFcfdNwvBGZPavz+lyH/qKfmyX3uNOq++fdWU9qECd8fy9ttUjkPmIE9w333kzrNoEQ00PIkX/rpBCHe7//knHYcMMaqPmKX6vzZnTiolsn07cOSINf1866J/LgOr8bRGbUl8/ytXpkzCoQTnwgn3oEU7vgr2dve0pVAe3IWy7tq647JrUnLDnReAE22SMxF6wUWwLHIa5fBhGqdeuSJ/Ebh4cUAk8BXhb1rsjpey6k6qM0nNQnC6a40cST+yaxcK4uNpJZwjCY6AM6MnwPOwu3qVfjhiQwAq4zJyJLk/eVKlShWem0ogULVGtQMxn5hw9wWAiAigaVNg/HizmvlHu3MSLIMMo7YkPtf33zcRD2yCv/8GChRwL9MjC23eDM5250DI/+QTSuYjmz/+oIWHn3+2L8vTlj74gJLIAKE34RDt3qgR0KKFfPndugGVKlHWf9k0bgw0b07noZwh99ln5ctv2ZISkXGEGJUsCXz8MZ2HcoZcjjwbP/0E1K8PTJkiX3b27KpHm5692x0vhVIZMJk4k9QsxJYtwIABkzO4IchAfGl27JAvG+CdYL/2Gh3FQEYmWn054gs5k1OcPavuXOl1iqtt+kYK2dpkOLLQtjtnMi/D7W5iknr0KLnOa+8jE22CMM5BhhndjdoSp73HxQGffkqJQTgW255+GihShM4DXaPPLtxxbl99RV4DonayHTxtKV8+4N576TzUdiDE51qoEHlYyGbgQOpvOnaULxvgDTEKRIbccuUusrhD79lDz9eXXpIvGwj9DLnFitHikmyEvl9+qeZmkImvpE92x0uhVAZMJs4kNQtRrBjQuXMLloedQNS4kslff6mTX44vZ6dOdOQobyM6q5YtacVaNseP01GUKZDJihWUzATQb/fWeil/TSB2ITnsUehbq5Z+ZmK7XL1KR7NF3o3EpJ45o55zxeWo+siVLfTNls1ctmyjtiT0Xb5cfjZVrUsi1yCAK3OlVt8PP5QrGwitJDh6tsQZ6lK4MB1FXU2ZBCozMRec7f7ll/JlCkS73313YRb5nItK8fFqDXKO+4wZo55z9WNc9q7tJ2/ckCv7yhVabPO8j8DueKl7dzXpmzNJdbhjGaPtYSThL6uZXbSdCeegnXO1NxQHGf52xezaEmeq+cKFgXr1eEoWAapNXrhg8A0mdlK5XZU5M+SWLEnxuv/8A9x1l/H3GbUlbaZWw21vkEDEQ128yCM/f35K9nLiBI9bqND3r7/UAbBs2bLwtKUlSygOjeNeAHD5MsnlSIQj9J09Wy1lFirMng3MmUPnHO3+00/U9mLBUCZC3+3bs4dcuY+dO4GtW+mco93vvRcYPpx+cueWK5t7vMQZa6wNOeUYLwHk9v/ss0DevLZFhQwhM0lNTk7G119/jVKlSiFPnjyoU6cOli5d6vM9HTp0QFhYmNef06dPu65dtWqV1+s2yX4qZxI//QQcONBFeqfLPbgLRPKIyZOBBQvky+3QAYiMBNq1A86dky+fE3/t3kVkCbDI8OF0FDvZMqlbl5I9jRwpX7YVzCRO4o49efNN9Vy2+2bRohTnZjam06gtcU7gudv9jz/07yWDbNnIrb1MGf7YetlJcGS3tactbdminofaDoS2bUJtsqRNtsXR7tmz02IkpwcUAEyfLl8+J9z9WI4c9Mzu1Elu+TJAzbh77hyFXsgmUEkDOcZLANliZCRQvrxtUSFDyExSO3TogAEDBqBdu3YYOHAgsmfPjueffx7r9NKO3ub999/HhAkT3H7Gjx+PvHnz4oEHHsC9IlBFQ9euXTO8pxKHn2YmMGkSxbrFxcmVG6h4KM9zWbz8MtC2LU9Sprx5qe5Xy5aAnzWVoMPfqmNERIQt+WLn4cUXbYnxyuefk4u7yMTLhSGbNLGTym3vohj7uHHmdjuN8t9/5HJqJr7QqC1l5iDDLkJm165AtWry5Z85Q27QHHkBtCWugiXZljc8bUn7uVavbl9+IKlXTz0PtWQp2s+yVCn58nfupN1ljiTzzzxDiZ+A0I3r5JANACNGkKv1tm3yZd9/P9C7N50nJ8uXz/n88Lc4YHe89M03NDkV+SqyCiFRJzUqKgpTp05Fv3798OXtQIS3334bNWrUQPfu3bFhwwbd9z355JN48skn3f62bt063LhxA+3atdN9z1NPPYXXRCadOwyu+BBud1+tvoUKyZfPnRSEM3lE6dJq/ULZ+OvQ27Zta0s+d5xbQgK5V8qOPQFolVeU/UlPp1V9n4iNVANGECjPBA57v36dkrFERlK7eOlmM2DUlgYPVnc2giXpk1n599xDuxEySUykCdiVK5QVevFiufI/+YRcuA8cCP7yOZ62JOR37syzAyH6r3vvld8XP/IIufctWRJ6u8BC32bNeFzQmzShUl0PPUQTVpnkzQtUrEh5Gbjb3dDzwwRC3xIlgJ495ckVTJ8OLFtGu52jR8vPKcEZfsXp7qvV9733Mr5ud7x08SLlILl2zZaYkCMkdlJnzpyJ7Nmzo3Pnzq6/hYeH491338XGjRtxUlt52Q+TJ09GWFiYT4NJSEhAaqgV9jIA15c/Rw61XiRHDT2h7wcfUPpw2YhMnr/+Kl/2ypU0wAB4Ol2Rwr5kSfmyhb41a5LbsieLbY6ERbt7WWOyxaJFqqsvR7trJ1+yd1K1D0+O7I+ccT8HDtAEFTA3CDBqS0WLqru/nCvhHGVWOBdlbtxQs1VyDaq5nh9aO5HRNp62FKi8ABzZQoHAZWqVDfcipNhB5aoFypn0Sdu/cH2f7r6bJ3ZRlLubOJFnF5tzUb9NG/Wc6/lRoAAtoHhid7wk5H/3nfxFmWAmJCap0dHRuP/++1GgQAG3v9euXRsAsMOgf1NKSgqmT5+OunXroryXJdWOHTuiQIECCA8PR6NGjbBVRKB7ITk5GfHx8a6f6yIdahDC9bALC1NT/HMQqEGGjPIHnmhNM9SSPgl9S5fWLxPz8MMP25J/9iwdv/3WlhhdtCVEgiFDrpWY1Acf5FmUEe3x5pu0EyETq7uRZmyJaxCTOzdlg376adXlTCZC3//9jxIcySQQhd65Bu3Zs1N7d+tG7sp28bQl0R6rVslPtsXN2bO8SXC2bqV2HzpUvuxQThq4eze5tQI87T51KtCgAW9GaC7PML17yWLnTuD77+mc47ndsqU6luFaHPBm73bHS5x5AYKZkJiknjlzBiV1torE3+IMBllGRkbi0qVLuq6+uXLlwquvvoqBAwdi7ty5+Pnnn7F792489dRTiBapAXXo06cPChYs6Pp5+navc+bMGQwbNgzJyckuX/SIiAicO3cO06dPx65du7BmzRpERkbi8OHDGDt2LBISEtyuvXr1KiZMmIADBw5g2bJlWLlyJfbs2YPJkyfj0qVLbtfevHkTI0eORExMDBYuXIj169dj27ZtmDlzJuLi4hAREeHqtFJT0zBkyBCcPn0a//77L7Zu3YpNmzZh/vz5OHbsGIYPH55B7wsXLmDq1KnYtWsXVq9ejcjISBw8eBDjxo1DQkICtm4dj759gapVlyA+Ph7jx4/HwYMHsWTJEqxcuRK7d+/GlClTcPHiRTe5SUlJGDlyJI4dO4YFCxZgw4YN2Lp1K2bPno24uDgMHjwYpUqlo3z5syhfPh2DBw9GXFwcZs+eja1bt2LDhg1YsGABjh07hpEjRyIpKclN/sWLFzFlyhTs3r0bK1euxJIlS3Dw4EGMHz8e8fHxHnECCsaNG4eDBw8iMjISq1evxq5duzB16lRcuHDBTW5ycjKGDx+OY8eOYf78+di0aRO2bt2Kf//9F6dPn8aQIUOQlpaGNWvUmOkrV65g5syZ2LZtG9avX4+FCxciJiYGI0eOxM2bN93kX7p0CZMnT8aePXuwcuVKLFu2DAcOHMCECRNw9epV17WzZ0/AY4+loVixUzh8+DAiIyOxZs0a7Nq1C9OnT8e5c+cy6D1s2DAcP34c8+bNw6ZNm7BlyxbMmTMHp06dwtChQ5GamoqIiAg8/jjw8svr8corpHd0dDTWrVuHRYsW4ejRo5gwYQISExPd5F++fBmTJ0/Gvn37sGLFCixfvhz79u3DpEmTcOXKFbdrta6vixcvxtq1a7Fjxw7MmDEjg94pKSkYNmwYTpw4gblz5yIqKgpRUVGYO3cuTpw4gWHDhiElJcX1nkWL/nPJPnPmDNauXYvFixfj8OHDGDNmDK5fv+4m/8qVK5g0aRL27duH5cuXY8WKFdi3bx8mT56My5cvu12bmJiI335b6JK/du16REdHY+bMmThz5ozbtampqRg6dCjSbi8/X750GZs2bcK8efNw/Phx3T6icuVziIhYgP7997H0ETduqDP47dt3uvUR4tq0NGt9RGTkEpfskydPufUR2ms9+4ilS5ca6iO6ddvhiqn9779IVx+Rnp6OiIgIpKdb7yOuXt2Nvn1X4n//0+8jIiIikJCQYLmPOH/+vKtt9u497+ojtO+Ji4uz1EesW7feJTsu7oxbHyH0Hjt2rOU+olOn09i3j+TPmzff1UeI95w5c0a3jxg9erTfPmL16uV47bV9qFVrEvLkce8jrl+/jjFjxuDw4cOG+4jdu3e79RH79x8EABw8CKxc6a73uXPnMGPGDOzYscNyHyFITU1x6yNGjx6No0ePYtGiRVi3bp3fPuLUqVOYM2cOtmzZ4uojIiIuuxaSli5d7qa3jHFE+fKXcN99EXj/fePjCKN9xKpVVBdy4ULytDIyjvDVR3iOI9LT01xtb2QcYaaP2L37lkv2pk2bDY8jjPYR+fMDrVpFIDIyGaNH+x9HmOkj5syZC4Am2qNHJxgaR5jpI05pfNpPnDjpdxxhpo/QlhU7cuSooXGE2T6iV69xiI4+hZ07/Y8jzPQREyZMBEDuuLNnH80wjjh8+HCGcYSZPkL0YwCwZ89ev+OIzJxrGO0jjMw1oIQAFStWVJo1a5bh70ePHlUAKH/++achOW3atFFy5sypXLx40dD1hw8fVvLkyaM0bdrU6zVJSUnKtWvXXD+rV69WACjbtm0zdI9A8uCDigIoytKlcuUmJytK1670k5QkV7agZUtFKVVKURYskC+b1qgUJW9e+bL79VPljxolX3716tQuhw7Jl60oijJhgqJ8+qmirFiR8bVly5bZkp0zp9o2spk2TZX9ww/y5desSbJHjFCU9HT/128ou0FZiZXK7ld3G5IfG6soa9cqypEj9vTUo2FDtW3OnpUre+NGVXbHjsbfZ9SWWrQg2VWrKsrly9Z0zCzeflttm6goubLj4lTZjRvLla0oivLJJ3y6y8bTlr7/XtV95kz59wvl5wcns2eruvfvL19+KD8/ODl6VNW9Wzf58oPx+WGUo0cVJTpaUQxOAUyRnExjJUBRXnkl4+t2x0ucz49gJiR2UvPkyYNknVRfSbeXXfLkyeNXxvXr1zF37lw0bdoUd999t6H7VqpUCS1atMDKlStdOyGe5M6dGwUKFHD95NPziwwSuFxDU1KAv/+mHy/NZJsLFygrMUcSHE6408HHxdEPV7tHRlIiHD1nAj3vBjNwuoFxJ8ERuhsu+WEiJhWg8jxPPUXfKdncf796HugMh94waktC5uefU/kJ2UyYQAlHOnaUL7tVK/U82DPkepP//ffA44/LlZ2WBowfT2WjfvvNvjxPW+rWTY3ZD7W4TqHvs88Cb7whX/7XX1O7i3qmMnnlFTV2P1TbHQCef16+/ObNgUqVqEyabCpWpJACgGfMEagyYJUry5UNUF/wyCNUw1c2uXKpWdv12sXueIl7LBmshMQktWTJkjhz5kyGv4u/lTKQ33zOnDk+s/p6o0yZMrh16xYStUW/QpQFC4ABA+ZKj3PTfmH27pUrW8AZTP/qq3TkWF/Q6ns7hJpFPseE79w5ICqKzvU6RV9u8EZYs8bW232ibXeOeGnRHobjfkxMUg8cUJN4cdj7sGFqNslgyZBr1JY4460OHQLefpvsniMJzosvqtllZbd7oMrncLT7jRtA+/bAxo1UFskunrZ0993qwgzn4I4zs33JkjxJcPr2pXZ/5RX5sgFjz+2bx24iNT64guyEvg88cBZ16siXf+AA1b196imehXfOXBWcC2LC3u+7jydXhdD3o4+oZJdsfLW73fGSdpoTaos+dgiJSerDDz+MQ4cOId4jldjmzZtdr/tj0qRJyJcvH14ymS4zJiYG4eHhQb1DapQyZYAOHRrAwMazKbRfmLfflisboNX11asz3ksWX31FR45BgOh0O3akVPmyuXqVjjVrypc9ezYN3AH9dn/e5hJz2bJ05Bj4inZv3Bh4/3358m/dDln64gtj9dwUE4mTYmK07zOvmxG4M7XmygUMGGD8fUZtSei7caP8wZ32c+Rqd67FNq28Dz+UKxvgzdQquy30bIlz0C4WfGTvMAOBTYLDgb9kW8lnkxF1fxR2NTOfovfzz20o5gfR7sWKGfO6s4PshZP4eIpHBXjsffx49ZxrkZPLy0rIT02VvxB57hzwww90rtcudsdLv/1Gu+SAM0kNOl577TWkpaVh+PDhrr8lJydjzJgxqFOnDsrcrjR+48YNHDhwABcvXnR7/4ULF7Bs2TK88soryOtlJnJBJ+3fzp07MW/ePDz77LPIFqpPCQ8mMaSw5XY9EBMxrnsFYtWRO8Mhd+FrvXa3a0uc7V64MPDww+RSxUEK5UjB7t3qhNUnYo5q4J/lrOUm4Gr7cuWAn38G/vqLdrCMYtSWhL6jRrlP5mXA7U4VE6PqLLvdS5SgxEAHDwKvvy5XNqDq27u3nAy8erJl4WlLixdTZl+OewE04FUUKjcmG6HvmDE8rqGcTJqkTmi8tXvyqWQoqQqSYpP0L/DBL78AJ0/y1AkX3//168Nw7Jh8+Zy7kWvWAPPm8cgGyBtk4EDq4wsWlCube7zE+Ww9d45+AP12lzH2fvxxyvh/B+yZGUZySXEe6tSpg1atWuHbb7/F+fPnUalSJYwbNw6xsbEYNWqU67qoqCg0atQIPXv2RK9evVx/nzZtGlJTU326+rZu3Rp58uRB3bp1Ubx4cezbtw/Dhw9H3rx58ZuMQJkgICICOHGiC/bvV33nZcC9qsPZoSsKkJQETJ7MsxL+wQfAY4/RRObcOeCee+Tfgwt/7d6lSxdb8kW8pU0xujRrRj9caB+ihh52Jtx9ueMLX3tNnWTLLsRepgzVcTOLUVsKVDwUR7uLODFA/gApZ073WGPZaNsjyfx8wiey66R62pJ28hhqsVxafXfv5ilJxYV2p8rr90nkUrDwuWTPTuXROFB33HJg+HCgTx+e+2jvxSGPy967duWRK7z8Dh+msZO30kjxUfFIv5WOQvULmZLPPZb0JdvueAmg0kVZjZDZHhw/fjy6deuGCRMmoGvXrkhJScGCBQvQoEEDv++dNGkSihcvjmeeecbrNS+//DIuXryIAQMG4KOPPsK0adPQsmVLbN26FdVkzugykfHjgX79KBZCJtyTVM6BaXo61Spr25YnEUvhwpQEp3lzYNYs+fI58dfu7uV7zCPizziS1AC00l6unJxkLJ6YftiZmKRyxxeePk3HOXN4Fk3WrgW+/JKKvRvFqC0FIh7K81wWQt/PP6d6rLK5fBnYtAnYs0e+bM54KNmfqactaWXaLFUYcJ56Sj0PtQm2tt295YxR0ugiJd38B79/P03ctTWxZfHii5SsCuBNvAcET14Ao4wYAfTsSXG1sqlVC/jzTzq/dk3/GiVNwc5nd2LX/+1C2k1zGSMz8/lhd7z0+edA9erkoZCVCJlJanh4OPr164czZ84gKSkJUVFRaNq0qds1DRs2hKIobruoALBx40acO3cO2UXwiA5du3bF5s2bcenSJaSkpCAuLg4TJkxAJS5/wUyAKx6K++Gp1bdQIT7ZXC4mnG6txYrJlynwtyLboUMHKfLNeNKLQY0RrlwBTpygwbtsPv1Uo5OZz9XkTirnZInD3hMSgNGjgf79KVGbUYza0ogR6nmoDe6EzAoVgPBwubIvXwYaNACefBLo3FmubIBirUQCGc5Jqgw8bUnYyVdfAQ88IPdeqan0PQoL48lG2qCBmhU61OLQhL6tW1NiLN1rRH9u4btcpw7leWjWTH5fUKgQ8OCDdB5ITzEZiLYoXVpNwCeTUaOAH38kF3TZXhWA/3Gqkqog7Voa0pPSkX7T3AcfKE+cTp0yvm53vHTyJLBvH09Sv2AmZCapDvbxl8TAKoULuw8eZSO+/N27Ay+8IFe2ti04dtyWLQNmzsx4L1ls2kTHu+6SL1u0+2OP6SdjmTFjhi35wuV0+3ZjD4zjfY5j3d3rkLjPf6btWbNoogTwDDI++kg9NyJfxKIaiUnVXvLyyyYVM4DpzMQm2LIFGDvW/T5GMGpLZcrwlRPRyrvvPrmyAd7kQ5cvq5nVuZNtcWYmltE2nrbEuSij1T0uTr58gHeRkxMj9m5nJ1VMkFav5t3t5HhuV6ignnP1Y2XL8niHCfl9+/LYvD971y5Um7WbNm3Uc65FztKl9bNl2x0vCfmffAJs2GBLVEjhTFKzEFwPu+zZ1XgojodFoDJLDh4sX/769fr3kgXng1TIrFIFKFIk4+v1bQZIiWTd77xDOxL+uLriKtKupSFha4Lfa7WuQkHhrmXB3bdePZ64WtEezZsDsbE8sj3P/WHGlrg8QsLDKVa/USOK35eN0Pfrr4EjR3hke57LhOv5kTcvuYe3bUt1me3iaUtC3y1bqN62TLgnjufP0+4J173WraNappwhET4Xw2zEpGqR/fyLjgb++IPOOdp98WJyba1VS80OLQvujNCcu5GbNqnxrt4+UzdvKpOfe8eOakk6rh1sb+NUu+Mlrb4ciTKDlZBInOQgB85ao+XKUZwCh/tpyZLkelOihHzZ3K7K3HFuuXNTnIJs90GAXAd79wZq1NB//ejRo6hsw8fN7MDaTBkXbpfZgwf17+UVE5PU//s/2hWTXSrKpYpGB7GbLQurAxijtjRmjBpTK/tzrV5dnRBwINojMZHc0GVGknD3M99+S2V/APnPj7vuolwJsvC0JdEeK1eSC7rMGHju+PHBg9UYY47PtV49+uFAtMfkyTQZ++wznWvETqqJMA5f95LF9u18sgEai23ZIl8uoNrJunWUaOeNN+TK51wQS9CsPxvZSTXyPPVk0yYgLc17nLRVhL4nT9Lzu3p199cDPV66U3B2UrMQXLtuCQmUhS01Ffj4Y7myAXLzrVsX+Ocf1XVWFqGcmRgAmjShzMELF8qX/cQTwCOPANu26ZeduEuij7GZiZ5Zl1mOdn/xRTqOHWvQpcrEJLVAASrfcvWq/J1OIDgz5Bq1pQkT6Fijhnsyn1CAcyLJbe9at74CBeTLl4mnLQUqoycHoTww1eaP8JUEB7Dm7usmh/FzDbWEVVWrqudLlsiXz9k2huxd+/wyaTcnT1J97SJFqJa3TKpXp7rpgHvOCoHd8VIgStMFI84kNQvB5a6VkEDuQpyVek6fprTk3h52VgnlzMQAcOgQtUuauSR3hlm8mJIvrFmT8bX8+fPbkh0Il1mANwlOlSpADgP+KGZiUgGa/D76KOCRA04K5cur58EyuDNqS0Jmjx48k9QFCyge9c035csWCXCA4FkcMCu/Xz9aGJNJSgrw338Uf/377/bledpS9+4UywzwtjtnzGuzZjxZ0Hv2BFq04Knx+s47auy+ryQ4AGy7+3ImgxQLkjJp1oySPu3aJV92jRrqWIwzDAjInLwAdtx933qLntn//WdeN3/cdRfl7wD028XueCmUF6zs4ExSsxBjxgB//BGJ//s/uXLFFyYtzd0NUiZcE+ycOdXBo5HJhlm0+j7xBJ98jgHShQu+k7EcPnzYlnzT8bomJqlaeRxlVkzH/ZjQffdudXLK8TCaPVvd/eVMgmNGd6O2xGnvO3ZQnG5MjOpSLJN27YCaNemcc1Adahmhz50Dnn8emDuXynXZxdOW7r1XLT3Dae8ciHavXFl+ZnuAsrTOmwc0bixfNmAgU6uknVSuHb3HHz8tfVEGUMvn1KxJ9i8bztCuQHgmPPooJWbSvUabOMmkAuLyr74Cjh+3oqFvRLvr2aPd8VLx4uq5s5PqcEdCOwQPo2BBuXK1X5jnnpMrG6C4yPnzM95LBrlykXyAd5L66afksswl3zP+QQajRlHmREC/3Y3UKPaFthwEV0zqK69QPJ1sRHv88IOaAMoQBnTfs0fNXBlqSXCEvLx5zSUfMmpLot137aLYTplo5XG1O9fgUStPLxO3LPkcyVhkD3r1bImr3UX5GcB77L4dOBcHAoHfECMbiZO6dVPPub5PxYrdLVewh3zAWNJAMyQkAEePZryPLLR1OrkWfXzau9ZrzOT9RXucOAGcOWPuvf44dUr1BNFrd7vjpREj1MU2ZyfV4Y7FbhpsPbjdEM6e5ZUfiAy53JmJOWpn+ftc7dqSVXdfI6unBQvS7gNX3KJQITLS4CTV4i4w14op1yT1vvuA//2PVsFLlzb+PqO2JPT9+Wdg504LChqQ7Xkui1OnyDUfkP+53ncfJXvZuVO/Rp9dhL6ff64uGMpCtr172tJ//9Euree9ZJAvH+msKMDmzXJlA2p7DByoLhiGCqNHA4MG0TnHTupvv5Hn1sGD8pPMiXbftOkWy44bZ18zbx4wbBiPbIAWxAcMAH75RX6iTCOLMlpbMWs3nB4nsbGUFdqbbBlj72rVKE+ITc/hkMLJ7puFmDgRuHSpC3bvVgtVyyBQ8VAc8tPSaAdl8mS5bSLo1o1KWmTPTu6zMjv1zE7a0aVLF1vyRYr/jz82mMTAxESvTRv3mmiyMW2TJibY3PG0L78MXLpE57KTR1SpQoMXsxi1Jc6+gNtltnNn4Pp1Opete548NHjhQqtvgv8KUKaQbe+etiQmqJ73CgW07bFpE/D00zyyOTCyuOxy3bTwuWTLppa+k43Q9/LlAvj9d0raqMetc7eQLW825MhvbigdqGReXPaul6lZBqJKwdatwLvvkjeXJ3ZiUgPV7hzjJYDGqVkNZyc1CzF2LMW6yQ7WD1Q8FIf8a9coPX7btu5Z8WRRogQwfTqVFRk5Uq7sQCZ90mv3CJvFJIVrzGefUSkdv5iYpAI0sHjgAZ7kQ2Zt3mr5HK5kWwAlS7GREd8r0dHkBi0y8RrBqC0FY2Zis/K7dweeekq+/OvXqW/nyAugXVwL9nb3tCUhM0cO4PHH7csPJFoPwVCNpwW85wVwTTgU8/GFx45R/LjsMloA8NprFCcNeLfJ1IRUbK60GdFPRZuWH8qZvkeNIk+ZEyfky27ShHbgAfdFDje07r4m/z/OsaS/Z5Pd8VLXrtR/LVpkS0zI4UxSsxCBiIfi3kmVXf6AOzujVi5H22iTaQT6c33//felyDca52ZmogcAFy9SggrZsScAoF0U5Uz6FGpJcK5fpzJRP/0ETJli/H1GbWnMGPU81AZ3Qt8aNeS7a509SzvkNWsCLVvKlQ0Af/8NV8K9YN/58bQlIbNXL1qQlMnVq0DRovRdEvFiMnnhBdpRAnjbnUO+aPdOnfRLcgCwNeF44AFyc2/fHrh504qG3rnnHjXRobd2uXX2FtKup+HmEfM3D4RHSPnyqreSTP74A/j6a2DWLCrnIht/4yU77r6B2knVC7mwO146eJB2mIUXVFbBmaRmIbhiL++9V1394hzc/fKL/NIQWn29ZZOzw5IlqsuK7LbJnh04ckT9nWvQXru2/iBjtPjQLSL0PXjQYPIIEy6zEydSeQW63pp+vvj2W0oOZFi+iUmq9nN85RWzmhlQhXGSunQplSzS3scIRm2palXV44HT3VeULJEJZ7vHxam1jLmTbQX74oCnLXG2e0qKOmjU9sUy4Wp3T3lcn6uvRUi3TK0mJxyi7NqUKfInqYCBdk/3OJqgZEn1nGuyVK0aT04GIf/zz1WvHJn4ypAL2HP3ff11jRymdq9enRZOPLE7XhLy336bnrNZBWeSmoXg2tHLnVuNhwq1nR+tvj//LF/+4sX695KFtk24Bu2PPqr/sGvWrJkt+WKQ0awZ7Uj4xcRE78IFzduYBu3+HqZumJhgi0uefx5o3dqabkbkP/00sG8fj2zAnL2bsSUuj5DcuYGyZYFnngGmTpUrG1D17d2bdvhlwh3HDPC1e8GCVE/zxRfVibYdPG1J6LtvH3lXyIR79/3SJdWtUrb8HDmAFStoh/x//5P/fDWUBMfGhEPvXrLYtg3o39+3bDtJn7Zto5qaDzwgv6oA53gJ4O1rVq5UJ3heZWt23826iH/2GU3egcBnJrY7XtL+q7Iz2wczTuKkLARn7azixan2lGx3XIDioSpWVGs7yiSUkz4B9IArX546Rtny69en+Lk6dfRfj46ORtmyZaXci9NllqPdY2IsJsExcG3z5kBUFKSXihJoH86ydyCstrtRWxo7Vp1Yyx5k1KvHUztPIPQ9cgQ4cEAdLMmA20X8yy/VBTfZ36eiRYHBg+XJ87Ql0R6TJlFMl1fXUwtwt/tPP5E3jue9ZJAtGyX1a9RIrlyBaI+hQ4Fy5YBvvsl4jZ2dVNPZ4U2wZo26cOrX7dTivbdutfY+fwh9Fy2iXWbZCQQ5bV7ryuo32RZgqe3nzwdu3aIFSZkIfffsoR1mz6RedsdL3GOaYMXZSc1CcLkNXbxI7r4lSgDffy9XNkCp5t94g9KqT5woVzb3IINz1TEpiRJrFCxIHWPOnHLlP/MM1b3dv1/fvaSk1mfJAmY7XdegIAjiOmvXpuOECcZcQ83E0xYtSgmNFAU4fdq6jt510T+XgVV7N2pLoqTFI4/QwDeUCFQ8FMcARuvKGuzlDzxtKZTbnbsf40RrJ+fOeblIQs1Lz3MZGEpsdFt3KzupnFSrpu7OzpolX36gvk9e3X1txKSeO0cZhCtUAO66y4qG3qlVS12Iadcu4+uiX7rw7wWcHmz+wR4Ib5lgxJmkZiG43H0vXAB69LBWesIox48DO3YA58/Llcv9xffW6aanpGN389048bv1FHlpaVQXcedOvk5r6VJaeFi4UL5s0wMwCy6znueyEDIfe4wnM/HUqRR7+cknVrTzTSDioQBe1/8+fShpimzWrQMeeojHzfq119TzQGeWtIuQOWwY8OqrcmXfukW7Su+/z5Po5fvvaVAKhG67N28OfPCBXNkpKZSH4b336Nkqu22+/JJi9wFju2JuO2QGCFSm7+bNvVxjYyf1ueeAJ5+kDMWyefJJdTEv1BbetfK8Lv7aWNh47jmq381Rc7hQITVru692OfjeQRzuchjJccmm5IfygpUdnElqFuKPP4C+fdfgpZfkyhVfnsuX+dzluCbYd92lusNwT1Lr1VPPE/ck4tKCSzgdYX2rTCubI/7k0iX1IarXNmdsps3dsEE950w+dPfdZrQyhum4HxMT7B07gH793O8jk7VryUWcQ77VxQGjtuQv7scOGzbQIGP3buDwYfnyP/pILSkSqosDHO1++DC54Q4frpalsoOnLVWqpPa9odbuQubDD5OnkkySkylL66hR5JmQlCRXPmAgU6ukmpdcSZ8aNTrhNXmdnfI5UVFU97ZiRQodkQ1nRYHAtLt7Jne3a7Q2Y/L/E/J79eJJdOYrpE70S2kJNMtOS0zLeJEPtOE/zk6qwx1J1apA69bl3WreyUDbUT36qFzZAPDdd6qbL0fSDrF6zznI+OEH4Nln1b+7ki6kWv+HtG1Rq5b8dPD9+6sJZPTa5hGRLcsitWtThmLAoLuvCZdZcWn79jy7M6I9fvvNYDIWExPsTZvUgQvXw4g7U2v+/MCQIcbfZ9SWhPwjR+Qnj9Am7+Jud073RJuVDnQR+hotF2VFNiDHHvVsiavds2VTZVesKFc2wLs44NkWHDbvLw+GnZjUjz/WyGH6PhUtWsTHRZpzi5MlgBYLZJKYqNYY5RjTaJPKcbW70WRbVkvQbNoEHD1qVjvfxMYCohSqr/GSa+xn0nNgzhxKdgg4k1SHO5j//vtPukxu10qtSwyH/ECsOmbodCXEs2j13b9fzZYrC3+fqwxbMpXMy8REL39+Ko3EkWwLUPUdN86YC7qVCTbA59bDZfP330+Jafr0AapUMf4+o7Yk9P34Y0puIhPufuzcOTXGWPbn+uCDtEMeFUXJzmQj9H3vPaqDKxPZ7e5pS4sWUew4IL/dS5YkmYpCpbRkI9rjl18o86lMPNtCts0PGaJmzPcX10kXmZP/999AdDT9yF54F22xbdt1r3kBZEyWPM9lMH487RRyyAYokeIff1BGaNklbgwtyqR7OTcAp6vy3r1qWJS38ZKiKKrOFsZrZcvSMzZfPstqhhxOdt8sxLx5wNWr72HHDrmFx0M5eURKCpCQQFnwhAukTL76ikor5M8PXLmiTprEQ83sapoW7kGGv8/1nXfesSX7jz+oPuqHHxpMYmDCZfajj+iHC9M2b9FVmeP71Ly5ulObK5dc2Y8+as2bwqgtBSoeiqPdW7ZUXcxkyy9QgLJxc6HVV3YZF9mfqactiQmqLPmBROiblkb5AWRm4vVsC9nP1thY7/dy/d3GRA+QO47RItoiJqYEvv7aS8JGGzuphhIzWYS7HwOAL77gkSueR8uXUz3Q8eMzXuNmMyb/wUC4KnueC9555x133S140em1x52Os5OahRg3Dvjmm+zYuFGuXM4OF+DtdE+doh2fd94BnnhCrmyAEnYsXUqxaG7xVjYKgQu43bX8fa7Dhg2zLFtRaMdHUYAff6SkA/7f5HH0w9SpFOvGkXHa9MPOxASbe5CxfTsdRa0+2Rw6RLZuJhO3UVvibJtAxXX+73/urv+ySE4mFzbt5EAW2u9nsLe7py0J+blzq1m5QwXh3gfwtju3fG95AazGpCoKubSePcvzXW3XTk2YxB1PG+zfJ0/GjiW3Vm0tclm89pqakdhbrG6wtruR8ZJ2Ymp2g+Ljj4GGDSm5X1bCmaRmIbjqpAZyJ1V22nDOWCuBXru7dlJtuPuGhVG5EpfMAH+uXbp0kSLbaNubcZkFyL1y61b5sSeAe6ZNU+1u0t03oC7oEkhMpLqO33xjLibVqC1pV5JDNVNrnTryk3mdOgV06kRJgkSGSZlMnqxm9Q32nR9PWxL69usnvyZoXBxQowZ9lx5+WH7bvPEG8PnndM5p7wDf8+PLL2khUvcaizupaWnkal2yJC12auPJZVCuHNCkCZ1zlELh7GuE7EqVgIEDfVyXko70VPNG9d13lHV+xQr5eTAAc8m2gsnNWivvvfcyvt6lSxc3F1+zk9Tt2ykr8eXLFhUMUZxJahaCK1nK/ferLlUcgzuhb0SE/JIcQt/EREoUJLttliwB/vzT/V4AbMUlCAoVArSJLLkGj3XrktuyJxEiS4AFtLqeOkVuv/4V8jj6YPRooFu325cz2GS/fmopF0533xYtzGpmQBXGhZkZM9TvqJl2N2pLjz1Gkzyz8o2glXfPPXJlA7yZiQ8f5u2DgcAscsrowzxtiXNR5uZNikUD+EqBccWPB2on1Wc/YzEmVatr//4USiMbv+1uI55W65nA9dx+7DGaqOqRnpqOLdW3YPsT2027zAp933gD2LLFhqJe8NvuNmJSW7XSvJVxvPTppxlfj4iIcN9JNenuK/Rt0YJC97IKziQ1C8FZxoUrxb9WJscgQ9tRffml/I5r2jRVf7fVU5HhzWYhcG2bcA0ynnpKvyZlK22Pb1E2ANSsCZwwUi7WhMvsyZP695KJmUUfK4mT2rQBOne2ppsR+U88QS6/HLIBc98lM7bE1Y/lykWeCc2aUUyUbIS+f/wB7NnDIxsIvWRbRYsCHTuSK5uM5ECetiT0PX5c/mSGezfy2jU1BpgjjnnpUup/v/hCfnw6Z6ZW7gn2li2qJ4jXHT0bO6mnT1MoSrlyQM6cVrXUx0i7p15Oxc3DN3F92/WgcpldvBiukj+G3KxN3r93bzWsi2sH21u7t2rVylZdYK2+HIsywYqTOCkLwbUSDtAD76OPKO5HNoUK0c5G3rzyZQcyLkfP3ddOTCpAn2nx4jwT+Hr1KM7tySf1X1+zZo3liaqldjexG8k9aD9zhtyJPe/lXSFxrf+LX3uN6hbKzlgpEO2RlESDYJlYHcAYtaXx46l8gFn5Rnj+eZ44K4HQd80aWhyoUUOebG5X5c8+A6ZPz3gvGZQtS54PsvC0JaHvH39QArsffpB3L+7nR7dulEsCkN/uuXIBzzxDdZk5EG3x++/07NZrd6vxhZ5tIbttFi4EDhzwLdtObCRAmbg5EO0+dSrw0ktqHXi3azySD4XB+ACCc5IaF6eeG2l3K4v8o0eT55y3XWariLYQeQE8E3GuWbMGLZ5WXaPM7qRyhwEFK85OahaCy9337Fl6kD72GDBggFzZADByJLmbjhwpdzADZPyyByzO7fbf7WT3vXSJJpL330+fgew4t5YtgQ4dqATQkiUZX69cubLu+5R0BSmXU3zKtjLIsFrGhaNDL1eO4qKmTKH296+Qx9EHpUvTKnuBAjyTpkAljzAj25steSJi22rV4qlLyQnnwgm3ve/apZ7LzgsgG09bClQcGrf8UBuY5smjnntL5hWsO6mG2l3b19n0iJJJ9epAeDidexsv2ZlgcybKNPT8sOFmfe0aUKIExY8bStZognr1KF737Fn9xHiVK1d2b3eToV7cC5HBijNJzUJwuWsdP07uQj/9JFeulqNHgfXrDbqFmiCzd1LtPNySk4GNG4ENGyyL8MuyZbSLoi3gLUhISNB9z8HOB7Hhng1IPJDoVa6ldheddBDspGpdoQ3VLDMxSQWAuXOBMmUo7kc22tqxwRJf6M2WvMn/+2/goYdMKGaQXbvIHcyGJ7tXhBsbEDztbhQhc+pU/aQgdkhJoUye33+vxu/bwdOWevUCxLyVc1FG73e7CH1feQXo2lWu7MREcmn9/nuaRMqus/3rr1QvGZA/4eB+bms/R5HlN4MONiZ6TZvSLrbsck4ATZDE5NRIuwdr8iFveQHc3KxNKvDII0CRIjyxtCVKUKgI6ZXx9YSEBFvZfUN5wcoOziQ1C/Htt0CfPlF47TW5ckWHfuGC6gIpG65d4EKFqB6XgLPTrVtX84KExEmcsboAEB+v7uTptXtiov4kNHFXIpRUBTcP3vQqO3duyg4okO0yq9W3QAEDsk1iOfmQgf9z+3bgn3/c7yOTQ4coDo1DvtUHqTdb8oQz+dCKFbRDu3kzEB0tX/5331HNZCB4drCNwtnXbN1KMe+//AJ8/bV9eZ62VLOmurPBuYOt97tdhL5168qv4331KoXo/PILlUo7f16ufIAvUyu3B5SQ/9JLx9G+vZeLbOykLl9OPzVryo9PB/yPl9z0tbGTyvX8aNECmD/fyzUSStD07au6c8vEl70nJibaqpMqdscBvrwDwYgzSc1C1KgBvPpqYZQpI1eu+EImJgL33itXNkADF65Be4kSqmyAz32lf3/33Rk7BanV99ExLY129GSvyn77req+rafifXrZlABDk8ns2akchNjV43L37dqV6rrJRug7aJB7hmV/GPmsly1Ta6EFQ9InMwh9ixQBRoww/j6vtuRF/pkz8ssfnD9Pu3ra+8hGLGpwTpZk73Rq5XNkhJa9Q6BnS1xeRGFh1JcB9CyRTaDaXe93GfjLg2E1kUz27JRsy/VepslS4cLeVzhluMzGxQHXr5tUzg/JyYBwJuBIPjRtmuatTIsyPhfDJOwCz5njHsIgg6NH1R1svf79vvvus7WTumEDxRgDzk6qwx3MOoZKwNxuCCLFP5f8QGTIzdDp2kij7ikboElNcrI1OUbk67WLN1syM5k0lczLhMtseDjtknMk2wJUffv08R5vpV5rbkDAGfMj4Bq0V61Kk6SffgIefdT4+4z2S0Lfli29r7RbhXs38upVtZ6jbPmPPw5ERtJARrhYykS0TatWwMSJcmXLdlX2tKXFiymfgee9ZFCtGpXPUhRaONHGYcpA6PvXX+6eJzLgzkz8999Uw1TvXq57WpzohYfThGDjRnr2lStnXU89hL579lzzmhfATnZfzjHTn3+qWeE53H3/7/+oBFu3bpT0TCZGPDZk7KR6nstg82Zg1CjvstetW+fe7iZ3UgHKhF66NN+4JhhxsvtmIVatAq5da4Pt280NIP0RKFczz3vJIDWV3FqnTqXEQ1qXChn8738UV1iqFK1u5s9Pf3d7wKUpCMtu3o8uUMXY9e4F+CgbIt7n47NKTqaB440bQKdOBpMYmJik9uhBPxyY3oFQvJwbkM/xfXrxRdWdNYfkJ8DTT9OPWYxmiQ6Eq5nnfWRRv7664CZbftGi+sk6ZKFtm9On+WTL+Ew9bWnQIMpkLUt+IBH6njwJzJoFNG4sX7ZAtk3u3+/9Xi5sTJYAtZyIbIS+27aVxzvveFkQC9J4WiP9mN3MxF9+af49RhBeCf/+C7RrB0yalPEaNzsx2XacC8D++rFWrVpBOW59JxVQJ8FZCWcnNQsxfjzw2Wfhupla7cA9qOaUv3cvULIkrQo+84z8QXv16lRuolYtj3grCZkBA5k8Qk/2WG9+tCJzsQ+FbtwAunQBbt4EBg+mSbxfDLgRa/nvP5owffONocsNY3pwF2ST1NWr6XjkCNm8bE6epInB5MnG3+PVljzgnEgGqh/r0UN125JJaiplljx7Vr5s7Q5hsMfTetqSkJkvH1Cnjn35gaRBA/WcczLDId9IXgCrkyVFocXlhASe72qHDuStIe6lq4PFndRATlJlxwIDwIQJwJgxqkuxTDp3ptq9gA933CBN+mRkvGQnu++HHwIvvCDfTTnYcSapWQiuOqncO3pa+bLrsHImBBHouVbaSVyglat9+HMO2vVkd+nSxcv7br/Rhz5a2Ubjrcy4EQOUxGvNGmD3bmPXm+Hdd7V6+b5WO6k2m/SJc7LEYfNJSVT/r2tXyu5pFG+25InW1ZSzn+HMCN24scFFGRMcP05ZWkuWNFgSySRLlwLvvEPnwT5Z8rQl8VkOHix/ceDoUaBJE/ou1asnf+D+wQeUnRjgLfcB8H2uP/3knvfB7RqLk6XLl4GCBen517+//FJdVauqWX0NxXXa2Enlem5XqQJERHi5xsZO6ocfUl+wYwctMsvGTLKtYHL31crTxksLunTp4h6TatLdd/VqYNEisv2shDNJzUJwJUupWZPqRQq4vvzjx6sPbNmyz5wBhg6VH9e5ZAkwbJj7vQC476RarJVarhzV/RK7HFzt/vTT5LbsSYTXJ6DHUQetDV6+TLtA/hXyL1cwbJj6oJBt79mykaty1aq31WF09/VW/sAOnJPU4cPhyh5uxh692pIHDRtSTJRZ+UbQyitYUK5srXyOdo+OBn7/3f0+suFa5JQ9SfW0Jc52j49XY0U3bDDYj5mEK348UDt6PuMLtQN1ixO9r76iBESy8TtesugNpShArlzuvxt6X7qCQx8fwpmxvjP1CX2fflrN4p4B7W6kyQ9eXN6ggbrrKRO/ybZslKDRlgHjWhxo2lR/nBoREWE5URig6tuoETBzpkUlQxBnkpqF4HrYFS7sHg/FtcPBMcjQdlQffkgZimUyYoSa/TXd28TUZmfJnam1aVPgwQczvt6uXTsvbxTv924I2peKFze42ynkGhgQHDqkfy+ZGG53k5NUIe/99+WU5PAmv3FjNYuwLKy643q1JR247D17dlrwadGCpyyE0HfIEPkuW9yuygBfu99zD8XtP/44leWw28972pJojwsX5O90ctdJvXlT3a2S/bmWKAHMm0c1ZD/80GC9ZxOItvDlKSOrBI3stomKokVxX7KtPsNz5KDF8Lp1gWLFjIcYJe5JRNw/cYjtFevzOkOLAxIyE2vvJYt58wxksLUYCwzQznLTpn7kW0TI82bv7dq1s7WTqtXXTEWBUMeZpGYhuFbCAXLDbd+eYjlkkzcvPUBz5pQvm9v1xluHbiczoCf588sfYADkvtaxI/DQQ/qvL1q0SPfvrv/HoLuv3u/6b/I4+oA7wc61a/7T/Ou/2f8lbdsCCxcCH39sST3/KtzWITZWftkiq5Mlb7bkyeTJcMXUy/5c33yTYqXnzJErVyD0nTaNktjJhNtVuWtXtaSQ7HavVo08caKiaOHE7iTV05ZEe3zxBZ8njrff7fLmm8Bvv9G57M/1rrvIU+PQIXLHLVpUrnzRFv/7H/DDD14ukpR8SHbbTJmi7pB7/Uxt5pVYv57KXrnVT/dBehLdULnl+15C32HD3MvFuF1jIyaVc0EsJkYtyWMk6ZOVdu/bl/pfMVmVhdDXW16ARYsW2dpJDcRCZDDiTFKzEFwr4adOUaxY8+YUUC8ytMli7lxKwT9qlOo6K4tMy5Arwd331ClyfaxblyZMFSta09EbHTuqrlR6bj2PPPKI/htNuvsCxtrdSp1UvXvZJSmJshGfOkVuN15dqlzKaPXyr3zlyvS5li5N7oSy4ZzQWF0c8GpLHnTrRscnnwQqVTIuPxgIVDwUxwBmwwb1XHZeANl42lKg2p1bfqgNTLXjAG2mXy1WJxyBfG5zxEZaQdzPXzvVqKEuWvfv71sWAFtxnZnx/LBT4/XWLQrTadCAPDhk0rgx0LMnhV48/HDG1x955BFbdVK5c1UEK84kNQvB5e67bx8lePjpJ7lytRw5QhOlAwfkys2sQYaMxEnXrwPLlsnfldGyahVl3Bs6NONrZ7z5nJh099X73ZfczM6Qq5XXtClQpIi/680/VJcsIbkyS04ItGWWArYo4wevtuRF/siRtNMvm2PHKBHOq6/Kl92ihXoeapmJhb6LFqm1L2WRlkb1YwcOpB09u3Gdnrb0008m4sdNwu3uK/R97TXaCZbJtWvk0jpkCLlCy46nHTFCTZgkuxQK93Nbq+8LL3jRwaI3VHIyubS+9JK5xEOutvJzq1dfpZJ6gEGXWZNtF6hnq9eydF4W+41QqhQtsnlbNLFD+fLqc0OvXc6cOWOrTirn4kAw40xSsxAffgj8/PNOtG0rV6748ty4wZcSnmuCXbQouSkLOFcG3dx6JOykciYEAegBKmJ09do9zNuNxbU+2rJwYffac4ba3cDkV08eV0ZowGDbK17OvbBtGyCqaHB8l+Ljgaee4pFvdbXXqy15kc9h84sXU1KKFSuAtWvly//jD6r9B4Tejpu/eCs7LF1K/UG3buTinpJiT56nLdWtqyZM4Vwc0PtdlvxnnwUeeECu7Lg4evZ99BHlBTh6VK58wFymVjsxqVyf65tvHsOnn3q5yKKrcmoqPfvmz6d+eMsWg28U9zNwL39ec3ZcZgNRq/rtt4HNm71cI8FVefBgtWa1TET/qNfuYWFh7hNTkyVoQtmrwg7OJDUL8eCDwCuv5JReokB8IQ8fppTwstOSf/kl0KcPncv+ct53H00IuDNXjhgBvPee5u8SXIWE7MuXaUfv5ElrcrzRqRO5+wL6nW6JEiX09RIPDh9tGR4OvPgirT4CBt19Dch1XXv7mh49KL5TJlpdR48mt1/fb/By7oXZs9XsfaGWBEfoW6yYucLj3mzJm/z4ePmZuI8fpx+Ab6U6EGXAtItusuBcEJM90dOzJc58DEK2t1qgduBclOGeYAMG2t3iRC88HHj9dfV3rud2Ph/JHqxmmdV+V7dtA65cMaiTQXfftDT1Hhyuyto4V65+jCvpk9D3n3+AjRvNvdcfR46obaPXLiVKlHCfYJvcSY2JoRh1wNlJdbiD2bFjh3SZ3A+7qCj1nOvLyTVo99rp2ky6oJUNkHuoSDggC38rd15tycSOp6nBowl33xw5KM2/0cyJZtC2e9euBjLBurWjf+UDsWLK5ZlQrRolfvrxRyqBYBSj/ZJo+yeeAMaNM6+fL7jbPSmJYqIA+f1M/fq0uLFmDZUBko3Qt2lTyjsgE9m7Yp62tGQJJdzSu5ddnniCJgWKQu6zBtdaDCP0HT5cTeQjC+64zgEDKEO53r1c97S4K1akCE0I1qwBIiNVd25ZiLaIibmMa9e8XBPgOqmu+/m5/vvvzdV4NTv+ePVVoF8/WsSuUMHUW/1iZDHMTXeTRsvpMrtsmRry5m28ZCcmFaBY48KFgz8vgEwYhnAOwcqWLcDVqy9h+3bg0UflyQ1kfIhs2WlptPM7eTKtzvqLLzRLjx5U+LpaNRqkinhAt1VYm+6+gkDHuT333HNe3igU8i77+nXaLbxxA3jrLeDuu40o5HH0wV9/0Q8HZu3dbEwqd6bWF1+kwuCAfPfN5s2t1Xb1aksehHLyofvvV70dZMsvXZp+uNDqe+QIn2y9383iaUs//kixxjJkBxqh75YttDggM0ad+7m9bZt/2W7PPpPuj4AatiAb0e8uWVIFzZvTZDjjReppIMrnGN1JNTQRsxGTCpB3GwdC97Fjabw0ZYrORTZiUgPhqux5H8Fzzz2HtNVqw1sZ9w0ZQj9ZCWcnNQsxaRLw8cf5pBcCDlTyCA7Z69dTCZcffqBEBnnyyJVfpw65ED7wAPDuu5oXbHS0rrdlVmbi20wW2xMZ3uffLffiRcoefPUqJe+oXNmIQh7y/bB+PfD88/IfqKYXB0y6+3JPxIT784ULQKtWcuUD9NmOHu29/IEe3mzJE85BBvfigNC3d2+exEzp6eQGzZERWruzwRm3D9j/XD1tScgrVIj641Cifn31PNSSPmnlaZO1abETkyp2sDl47z21b5TtMmvZ3sX8xu+iqH/Zdtp92jRg+nT54RYA1QXftInOtRnF3XQI0vI5/p5NkydPtlUn9YMPyCZjYqxqGJo4k9QsBHfcpbffZcqXHZvDnXxIK9utg5RUJ1XrzhroTrdLly5e3nj7PT7+LyuJWMyUoAGAc+eA//5TH3qyyJEDeOMNrV4m3pzJk1TtZ8ph82lpFJv+7rtqPLMRvNqSBxMnquehtpMqZL74IsXCy+TYMeDvv4GCBelHtv67dgGffUbn3M8Pu5MlT1sS8saOJa8NmezdS0mZwsIoudH583Llf/MN8OefdB6qSZ8GDqRJjS4WY1JjY6kfzpaNXKENJgc3zGOPqX2813aRtJNq1t3X6E5qjRr6Wfm1skgBY/cHSNc33gBatwZOnJA/UQ0LU0sXGVocMGmznBseWtl6/UyXLl1s1UldsIC8z7y5n9+pOJPULARX3GXt2sCMGervXCuyc+dSVjaZiI7lwAFgwgT5cZ3LltEOtvZeANwfDBbcnACqz5mSosZBcXW6jRtTnIsnERERXt7ocdRB6JqSQu7WaUbawIS7b0SEulvlr11S41NxeellpKcaa8B8+cgN6fHHb6vjTx+3yY9/5bWXeCt/YBXOBR8A+PVXNYu1mUGvV1vyoEULKscB8O78cMT8CPkcGXLXrlUnkQDPJJsrjln2ZMnTljgXIi9cAObMofOlS+UnDQT42p3bE8eIvcvI7vv++7QwJhszmYkDUT7HaEyqaPdmzTwqCujJgvV2v/9+93GfLPzau8WFDYAWCAVc/djrrwODBmV8PSIiwtZOqvhcn3lGHVNmBZxJahaC62FXogTw8svq71xffu4Mh2+/TYMOmfTtC2zdmvFedlxWPOEePLZsCTz5ZMbXO3bs6OV9/nc8xSUpKUDevAZLfpiYpGpzp/hrl51NdmLXs7twqr+/NL3uGPZMULyce0E8jLp3B377zZRKftHq2ry5/GQsVleqvdmSHtz23rq1/B0xrfxx44CdO3lke/tdBr7KK9ihZEnqY2rUAObNA+66y548T1sSbZGYSHFuMglEqAuXvVeoQIttZcvSs89rXUqLGHluB2ud1K1bgVmz6Nxr0ieL3lBFitBzr149evYZXbQyu5Pqc7xkMSaVe2Fj5kygTRv9e7nuacMLbcoU1Y2ba1Hf2+fZsWNH93a3WILm8mXyJMgqOJPULATXTipAX8xWrWgVKWdO+bLDwngmqZkV1ykjcZIge3ZqG9m6161Ln2elSvqvT/MWdCjmqAbcfb397lOugYvNxC4mbE0AAJwdf9aAEiQvJUW9h7/vk9nESW+/Te5xoqamTLS6bthgoHyOSay6zHq1JQ+mT1dX72Xb+6efUvvoJuuQgGj7v/6iyRiHbIHstunaleq8csiuXZsmBLt308JJrlz25HnaktC3bVvgk0/syfaEe7L0f/8HV51O2c/twoXJdfP4cVo4KVtWrnyhb5cuwHff6V9jdbGWe3FgyBAvHlBaLO7ohYWRq/K6dbRwYthbxmCdVKHvmDHwmn/Era2DaHFg7151V1z2Drbgm2+ARYsoB4lMhA0mJOi75E6bNs1Wdl9OV+VgxpmkZiG4YlKPH6fsuJ06UVB9/vxy5W/cSAPTUaPIjVMmsuOhPPE6WZKQOOnwYdrBbtaM7vPII9bkeOOzz4Dff6dEOMuXZ3z9aW81RsT/Y2An1dvv+u/xv0OrJ8/oZxqWzdgqyLlzNJDesoUG17Vr+1PGy7kXatYkV+UqVdSSJbLgtnerk1SvtuSBiPWpX99gsi2TcC2GAdbbxqxsQP7nunixes7hriwTT1sKVEZPbvkcu+OcaPXdssXLRRYnesHQ7rLyShjFNanxc6vq1WlX/MIF/TAdN1mw7u4L8I6XjGQmNluCBqDKFs2aAeXKmX6rT5o2pRI0Cxfql6J6+umnbdVJ5ezHgpkgf9w4yIRrJzUqigaPokYUB4cPU+xPdLRcuZn1sPP3gEu5nIKEHQk+ZV+5QnG6S5faVtMr69dTAek+fdz/fvy34zgyTL8WhZHJpKWdHxPuvpYGd9mNXaZ1p2rZEihVyt8btO81psyGDZQRs0YNYzoZhdverT5IDx48aOg6IXPqVMBg1RpTXLhAK+wc2Xeff149D/YMud7kr19PIQwcTJhAO3p24zo9bennn9XvEXdcJ9eiT5s2lPlUJpcv007bnDm0o2coL4AJpk+nZFWA/DqpgbJ3wHs/Y3VH7+pV2sE26ylj1N333XeB+fNvv0fyLnAgx0ve8gLY2UnNm5c8/U6fNq+bP6pVIy8oQL9dDh48KG0n1ZmkOtyRtGkD9Op1wPVFkoV20J6ezvMF4ppgFy+uJmIBeDvdJ57QvOAncdLe1/di2yPbcOPwDa+yRVtw7fykua1YqudJp5Jw7NtjyD3M21Pk9sHHw7RUKfcSJYY+VxOTVCt2EpbdWEOajpE2uZO6fTufS2t4OH2uzZrxyLfqklSgQAFD13Ha/Lx5NEGdP58yKcpm7Fjgo4/oPFR39DjafcYMkvv220CHDvZL6Hja0nPP0UIbELoZcl9+GahVS67sQ4coROeVVygZnLauqQxy5FBdt7mTD3F9rh9+eAy9e3u5yGJ235s36dk3eTL1w+vWGdTJYOIkwP94KVjdrEW7d+lCHnq619jYwb51C0hNpb54zx6LSvrAV/x4gQIFbO2kOu6+Dnc8NWsCL710U7pbqPjCrFlD8ZFnjYX2GebzzymOAHD/oqbdTMOuF3bh9FDry2I1a9IgqXDhjPJlIORNn+5er9PfQyL5BOV2Tz7tPce7kH3sGO3oHTpkX18tr7yiP7hLv3H7F29JSAxMJgsUoHjXmjVvX2piJ9VMhtx+/Xy4mnlgdpKank4DjRMnjMmnN/u/ZPRoKieivZcswsLIXVOULuIaZJQqRe75RrnLYLYcIT81Vf7Oz8GDarkirkFAIDK1tm4tfzLJmZlY9q6Yni0FIjNx9ux8nyt30kC932XgL8TI6mTprrt4M7WKds+d23uAtIw6qYsXmyifY8LN1VRmYhNtlyuXujvuS75VDPUzFpM+Aaq+338PREaae68/jhxRFzf12uWuu+6ytZN64gQt4nmTf6fiTFKzGEePHpUuk/thp42H1MqO3xyPy4su43SEfd8Nrp1ar4MMPzGpRlZNtW3x77/kviUTr67Kwu3Iy0qgGGwYGXSYiZN2yTPh7mtqcGewN9TaSLt2/uuwmk2cFAi3Hq5Be7VqVCamd29KgmMUo/2S0LdcOWDAAAsK+iAQMT9ceQEaNyZ32ZUryRVadgkdoe8rrwAjRvDIFtjtgz1taflyCouQIduTZ5+ljMFJSbRwUqWKXPmibSZNos/WGwk7EpByOcWUbG6X2T/+UGPIjcQXmpnolS1LHg/Ll9Oz7+GHLSrpBdEW585d8V4L1OJOqtXxktFJ8aefUuZgQP5Oas6cQPv29Nm2aye/3rOR57Ydd1/OZ+usWaqnjF67Hz161F13k4usefNSrHGuXGot2axAjsxWwCFw7NsHXLnSBNu3U/C4LAIZ5+Y2kBSTJBs7KkLX4cPJFcRvfKFJevakchaeyXX8Zfc1En8SKNcbz3PxYAhLD4OiKAjzfKIY2Em9dg1YsoRcn1q2JLdr/wr5lysYP55WfM1MUs3upHr7PeMbtNf6V95Q8giL3LgBdOyoZpeV/V1t185aVuJ6YlTlh0AlH+KYpBYpQnHkgPzPtXJlnkRSAqHvmTPArl08sgV2297Tlrp1U137ZH+u2bLx1NQVCH3nzqV2atQo4zU3Dt7Atke2ofAzhVFzaU3Tsr39bpdVqygLui/ZdkuxNW5sQTEDCJucMqUG9u1zL2kmkLGTClibpCqKgjDoP69SNGsVsmNSBV98Yf49RhD6DhxIHnlTp+pcY8NmOF1m/T0/6tWrh1tH1EyIZt19AeDPP+knK+HspGYhpk0DOncubMoNzwiZlXxIdLR2MustWEADjd9/p5jdggUti9KlSROaiJUr5+6e5HcVVjxEfPxrmdXufuMqDEwmjx8nd98rV2gF0pALuolJarZstCjzxhvGH6hGs/ua3vlRvJwbkC/7M711i1zPAdr96dxZrnyAUvBPm6bWGTTCLAMXB9LeOdx9U1Pp+Ouvai1AmSgKuUCnpoZW28jeSfW0JSH/7rsNZOIOMrR5DLx9pjePUaappJPmisByx3UakWe3nAgX77+vfke9TrAtxkZabXejbWXku2p1opeSosbsc/SRvXqpdeW9uuNarIyQaePU28yaNcvdZduku+8HH5C7L0cN72DGmaRmIbhczTJrR8/Vudq4H2dCEG/3AuC3TplZd1+93+3idQfb4CTVSJ1UMzFuYhfSaIbcCxcoe6Xh7McGXWjCw91dWc3spGb2JFX7OXKVEjlzhhYH3nnH+Hu6dOli6Lrx49V4Wu5+TDZC39dfl5+1OSaGYutz5CCXPLvJhzw5fBjo3p3OudvdrnxPWxLyZ8yQXyd1+3aK2w8Lo+RG3pK9WKVfP4pRB7zbZ/pNesFOIha93+0i5I0dC6xe7eUa7bPExKB91y7qh8PCyBVadrbWp59W+y/Zu5GWd1K18YwGPKxq1gSGDfMiy2JM6vXrlFyueXNafJedFyB3bspXARicYJsw2kCOl954I+PrXbp0sZU4adIkyn5+/bpVDUMTZ5KaheCKu6xfXy18DfB9+SMj6Uvquo/BlOy+ELpGRdHOz9WrlkXpsnIlxcxo7wX4fzgbieusXx9ITgYqVKDfuRYHmjYFfvhB83c/Ha2R2FFLCUFM7KQOHAi0bet+L38Y3Um95x5yl33mmdvq+NHHTkzqs88aUskwWtkck9Svv1bj8sz0AxEGCiCHhVGMW/v29HuoZmrlaPeFCylhkue9ZBEeTslqALXdLy26hIOdDiLthr2RquwdPU9b4lyIPHlSffbNnUthDLLxFz9udZLKHZNqyN61O0smnuNpaXDFir75pvzSdICqt9fJUoB3Uo1OioX8116TXz5Hq3u+fMDQocbfaxRTSZ9M6v5//+f+u0yEvE6dKKGiJxEREbYSJwk7adHCPXnVnY4zSc1CcCVLqVCBJgR58/LIF/LCw9VdFABqByVhJxWgTj021rosPb75xkvGN38uK2k+XrtNtmwURC9iorja/c03PSZL2l3VFO87qUZclePiyC5FjKRvhfzLFaxfr7rFGG0XozGpAsOeCW47o/6VEQ+jX37hTVLzxhuUXVImwqUVMDfZ+OCDDwxfy52p9d133f8PWYj2mDkT2LlTrmzuCTaQsd2P/3IcZ0aewdVVV23JLVWKBtNVqlAMWrFi9vT0tCVOV2VuLyKAb5JapQowciRQujQ9++6+246WOnoZWIiUVYJGtr1v3w78959v2VZ1L1+eFjPq1PEt39f9jOyk+lyUsbg4wL2wMW0a8N57fmRbTFiVPTvlwRDyuRY5vS3KfPDBB5Y9B7Ty9+yhUKasQtBPUpOTk/H111+jVKlSyJMnD+rUqYOlBvz3Vq1ahbCwMN2fTTrpOK3eJ5TgGtwJnnsOeOEFmkzKxNtKuIyd1ECtJnveS0biJAHX51qnDn2e996rrxvgZWAkNlINuPt6+13/TR5HH1jK1GoyY54lzwQDurzzDq2UusUwS0Kr68yZ5MYpE6uuyiNHjvR7TXo6LWYsXGhevhG++YZcqSIiaEAje+dN6Nu9OzBxolzZ3JOlTz5RvSmE7PRkOkm/Ze9mzzxDE4IDB2g32GA1Iq942pJo90aN9N3w7MA9WXrqKf9lJ9Ju0ozD7CS1ZElakDl5klyhH3jAhqI6CH3fegv49lsv11iMjeSOp/31V8pg61O2xclStmzk0rpxI/0fIgOyP4y66Iq2mTZN9eLyKSuIFgeiolTXcCPuvmZL0AAUbzxjBiVslInQNy2NYnc922bkyJHuO6lOnVRDBH123w4dOmDmzJno1q0bKleujLFjx+L555/HypUrUb9+fb/v79q1Kx5//HG3v1WqVEn6fUIBrpjU2FhaefzyS+DJJ+XKBoDdu2kFbMgQus+nn95+4fYX1eyKlJZAJo/wtpOq94AzEpO6Zw89TJs2pXbJ5b2kmyV+/JEy7G3aRJkaGzb00A36Ha1rt9DAg9Tb7/rvUdzl+7xWPTfs7mtwJ/XwYaB6dXoQTZgA1K3rTxkv516oW9eATItw27vVSeqLBmbkt26RqxNAtig7m23OnPTDBWesMffgUSTbcpNtILlbZuBpS5ylhbjb/eZN9Vx2TCo32rbwVj4n0BlyjWLku2o36ZPZRTCj96tWDShalMZNH31EZaN8yTIT18nd7ka+q3bbvVYt+pHNCy/QGOx//yMPheRk9zHZiy++iKS/NMnNTEZJBKJEWjAS1DupUVFRmDp1Kvr06YN+/fqhc+fOWLFiBcqVK4fuIouDH5566im8+eabbj9FixaVfp9QgCsmdfly4NVXacLEQa5cVMh4yhRg7Vr170Ymcv4IVBxahnODiZN8PUDOnKE2WbGCdq85Yt22bqWHnNvXQOsqdNvd98zYM9j66FbKMCn+Hx9taWnnx8ROqpUJgdGY1PR0mqAWKkSu0BUr+lPGy7kP9uwh13bZJZECmTzCjOytIqWjD7Ty5s1zj8GUxY0btNvWurV8l19tPFSwZ8j1RMiLjlaTscjof7XMm0e7+wkJ9uR42tIvv6jZw7mTPnF9rm++6X03UkxSzQ56L16kHewNG6zr54s5c2gRD/DRLhbdTgO52Kb93rrfVPsG47LPnqUdbNdiu1EMttWXX9KYAJA/0QuGRU6ru+9JSVS9oWBB+32MHrVqAR9+qP7uqf/WrVul7aQ6k9QgYebMmciePTs6a+okhIeH491338XGjRtx8uRJQ3ISEhKQ6mPEIes+wc4LLwDff38MHTvKlcuZmEKgN8E2klzIHyVKAM8/r5HJNEkNCwPcNvS9ZMt1YSAm1VLyIZPouRK7uSrf7mjPTz6P69HXKT5NyXidJxUqqFkrPeV7xcQkldPd16y9axcajKxa79hBLq2inIhMihenzK8iO3Gg3Nv9ca+nT7kf2Rw2P2sWTQamTaOdQ9mZK+fPJ5diIPR29IQ8bSF5GeEWALm233UX7ZK3akWLb3bwtKXXX1dLLYVqu7drp18jFbC+k7ptGz376tWj75Ps6KZ8+YDChemce7LEtfjw7bexGDTIiw4WJ0tXr9Kz7++/KRZYTCj9Yaat/G5ISFoc4Gt3WjDUv8jLuQHZ8fH0M3067TTLRrtR4Nk29957r60SNFnV3TeoJ6nR0dG4//77UUDkpL5N7dvFznboVVj2oGPHjihQoADCw8PRqFEj3RV7O/dJTk5GfHy86+d6EOeHfugh4IUXzkG297L4wsyfTzt6Bw/Klf/55+S2Anh88Q1M5PxRvz5NCMqX15EvASFv8WL3nWZ/DxwjE3Ahe+dOimsRBetl8eyzalykvxI02nJARtx9ixUDOnakmCtP+V6xsJP611/Gk9SYrZN65Qrt/vgtO2FyJ3XAAL7JTLZsQP78aj1grpXwsmVhqh5zmoEZIXf5nOho9xguziQ4nGEFzZvLd/3XW5hx9QM2bfTWLfcBqV2b17MlrnYP1KDd16KM1ZjUQCTb8psh12BZFU/y53eftHN9roriXbA/byhvaHWdNQs4dsygTiYmxVwZcgsUAAYP1shhGi/5ygkgowTNe+9RXKpMjhxxX3DwVC0tLc1Wdt+4OANJpe5AgnqSeubMGZQsWTLD38Xf4uLivL43V65cePXVVzFw4EDMnTsXP//8M3bv3o2nnnoK0R75yu3cp0+fPihYsKDr5+mnn3bJHDZsGJKTk10p8SMiInDu3DlMnz4du3btwpo1axAZGYnDhw9j7NixSEhIcLv26tWrmDBhAg4cOIBly5Zh5cqV2LNnDyZPnoxLly65XXvz5k2MHDkSMTExWLhwIdavX49t27Zh5syZiIuLc107ceJEpKWlYciQITh9+jT+/fdfbN26FZs2bcL8+fNx7NgxDB8+PIPeFy5cwNSpU7Fr1y6sXr0akZGROHjwIMaNG4ebN1U/++RkID7+OsaPH4+DBw9iyZIlWLlyJXbv3o0pU6bg4sWLbnKTkpIwcuRIHDt2DAsWLMCGDRuwdetWzJ49G3FxcRg8eDD+/Vf9RsbExCAuLg6zZ89GzNEYAMCtpFs4duwYRo4ciaSkJDf5Fy9exJQpU7B7926sXLkSS5YswcGDBzF+/HjEx8e7rk1IoNoB8+cvxMGDBxEZGYnVq1dj165dmDp1Ki5cuOAmNzk5GcOHD8exY8cwf/58bNq0CVu3bsW///6L06dPY8iQIUhLS8P58xcBAPPmzUVcXBxmzpyJbdu24WzcWdf/tDRyKW7evOkmX3RgJ2NPYuXKlVi2bBkOHDiACRMm4OrVq3SNpqOaOBHYsuU0IiMjsWbNGuzatQvTp0/HuXPnMug9bNgwHD9+HPPmzcOmTZuwZcsWzJkzB6dOncLQoUORmpp6+7NR5V+5cgXR0dFYt24dojZGuf6eeC2R5N8eF15PuO7yWog5GoPly5dj3759mDRpEq5cueKmy/Xr13H+PG2bREfvwNq1a7Fjxw7MmDEjg94pKSlIv/10Px57HFFRUYiKisLcuXNx4sQJDBs2DCkpKa73xMTQk3///q04eJBkL168GIcPH8aYMWNw/fr1DKUqTp4+iX379mH58uVYsWIF9u3bh8mTJ+Py5cseeqsj6hYtgMGDDyM6OhozZ87EmTNn3K5NTU3FxAlqlpy0tDRs2rQJ8+bNw/Hjx3X7iJuaQLSUlBSffcSVy1cwpd8U7N+/31Qfcfr0KfqfT57K0EdERERY7iMSE7fiiScS0LbtARQrpvYRnnrHx8e79RGrVq0y0EfEutrlrruA1q33u/qI9PR0REREID09HYMHD3b1EVu3bsWGDRuwYMECv33E2bPuVdInTpzk1kdEREQgISEB48aNs9xHnDtHz5KEhOuuPkL7Hm0fsX79eixcuBAxMTEYOXJkhj7i0qVLmDx5Mvbs2YPChaPQrdt+jB17Aq1aTUBY2NUMeo8dOxaHDx+21EekpNB3unXrW2jTZi1SU1Nx9fJVAEDkf5E4c+YMZs6c6eojFi1ahKNHj2L06NFITEx0k3/58mVMnjwZ+/btw4oVK7B//wG3dp8wYZLmu3YdY8aMweHDh7F48WK/fcSwYcOwb98+zJ0719VH/PrrOsybd+P29y89w/N4xowZ2LHDdx8RERGBK1euYNKkSW59RJUq+zBs2EwcPHgFAwb8g1q16NrExESMHj0aR48exaJFi7Bu3TqffcTQoUNx6tQpzJkzB1u2bHH1EcnJtwAAs2aloVu32W56i3HE6RgqEpqemm5qHLFixUq3dp87d57hcYSRPuLVVzejc+fbi5iK/jgiPU2dISXfcO9PPPsI7TiiePGLaNkyApGRwNtvL8FDD/kfR5jpI8RCx/Xr8V7HEfFX1GLEkf9FGu4jJk1yr0+yatUav+MI7ZgAAObPm++1j6hff4+rDnN6erqrj9COI/bs0qxoK8b7iLvuAtLTI9CvXypq1jyG/PnP+x1HiHYx0keICXxS0k23PkI7jriVdMul+uaNmw33EUOGuBeNPXDgoN9xhJk+4qOPtrrF/y5fvtJtHBETE+PW7mnJaab6iFmzhiI8nGzu7NlzfscRmT3XsDOO0PYRUIKYihUrKs2aNcvw96NHjyoAlD///NOUvMOHDyt58uRRmjZtKu0+SUlJyrVr11w/q1evVgAo27ZtM6VbIIiJUZQxY84q0dFy5f7zj6LQY4h+9u6VK79sWVV28+bq3+PGxCkrsVJZW3it7XtMnaooI0YoyrlztkW5MXs2yT11yv3vBzofUFZipbISK5VzMzLeVLx2dspZr7IXLHBv9//+k6t7/fqq7Jo11b9fXHTRpV98dLyiKIqyvcF2ZSVWKnGj4pTV4auVlVipxPSM8Sr70iXSv04dRWnaVFFWrfKvz8psdM/97+z3e21ioqJcvaooyckG5N7+X/a8vsf/xYqi7N7t3u7Dhvm+/mbsTdc91uRb41d+u3aq7MKFfV8b+2ss2ckk73ai5dIlRenQQZXft6+ht7ETGxvr95pr19zb/bvv5OrwzTfu8hMS5MrPn1+V/fHHcmVzU7Cgqvtbb9HfNlbYSLY32ZjteWPIELnPD09b0j4/XnrJnuxA8+CDqu4NGuhfs++tfa7+JT093bDszHp+CNLT0116r8RK5cSfJ+QqYIMXXlB1r1hR/5o9r+9Rn9MTjX8HzD4/BEe+POK6X9KZJK/XtW2ryi5SRP+aw18cdsm6uOiiYd25+fBDVffWrfWv2fncTpfuvsYYnng+P/73P0lK38bf8yM2NlbZ33G/S/dt9czPEVJT6SctTZLSIUBQ76TmyZMHyaJis4ak21s8efLkMSWvUqVKaNGiBVauXOnmEmTnPrlz50aBAgVcP/ny5TOlUyCZPRvo2PEeV2p1WQQqLieDbJHd10ZM1LRpVN914kRypShe3LIoXV55hTLt3X+/91qjnu42Rt2IMqvd3dxtRJ1UTbIkxYC779695Ep85Qq5Qt92QPCNgYRMgrx5gUuXqLD2558bkA3j2X3ttLti4GIz8bQ3DtIO0c2Ym74vvM3162oh8IQEC8k7DJCcTK7/8+cbf89iAwVbA5nRU7Z8RVGTdfz+O8W+hhJ68VCyEifJ/lw9bUnIu+ce4LHH7MkONNospN7axZU4CQiqJDh++zHP+wVRnN2HHwJvv03n3iIRZJXPMWrvRl10DcUuWozrTEoil9Y1a4y/xwy//045GQD3jOJa3NraRF+R2c+PxYsX+y/f50P2Rx8BXbtSaARHuEuwEtT/asmSJXFGJ4uC+FspC6kvy5Qpg1u3biExMZH1PsGI1RI06anpuLr6KtKS9Htr7gyH3h52MgZJKSmU5l9njUIaaWnUsWjLCejVST3550lseWgLbp29pbnQu9xADjLcZGuD/z1iUhVFUXU28CC1lADHoP1evgyMH09xP4Yw2BvedRfQpIn6u792d5uYGtDd66KM3rXJ/hcEtAhd8+ShxCayYxcBSgzy0kv0Y5QOohikD/LkoTJUuXPT75z2Llu+9nN85x3giSfkyQaAmBhKfBMWRu0jO9dfTAyVVgDU/0VW4iTZiwOetiTkLVqk1nqVxaZNlJQpd25KbiQ7H8Po0ZTxGPBujyImFTA/8PX1u12EvMmTqf5lhtc9YvLM2NGGDUCRImTv//5rzt6vrLiCpFNJPq954QWgS5fbenlTy0YCH1+/e8PopFjoW6sWMHSoPVmenD1Lz77nnjP8FlPkz0/JLAHv7R7sybYAevZl90jE2KFDB/fvp4nEfIpCz75//uEdqwYjQT1Jffjhh3Ho0CHEx8e7/X3z5s2u180SExOD8PBwtx1PjvsEI/6C6b1xduxZ7Gi4Ayd+O6H7eqNGwPDh6u9cD7vly4GpUzUvSNhJFbI3bKAdvcuXLYvSZe1aqvGqvReg39Gen3oeibsTcW3tNfU6H//bc8/RTmTVqhnly0DIe+EFoGdPzd/1VgNFB50O14TJ166heMnoiqBWlpHdyD//VDN6yq6TWrEisGwZlV0iffy8QWf33+flmuu9ZfR0iUsWXwL/crWyuTJCf/qpOsjQ3s8fI0aM8HtN7tzABx94SaImAe6dVAFH20+erHpq3LolfwJ/992ql4nrf5FUJ1X2YpunLXFmQT98GBgxgtp88mTg/Hn/7zGLv+e2difVzCQ1UDtLefOqC0tur3smjjHxud+6Rc8+AGjZ0vjOXuLeROxsshP739zv91p/i/rBupMqPte33/ZepsvuRO/mTSqR1qeP8fcaxVeGXACWMxNnz+5ef5zL3r/4Apg7l+xey4gRI9xtxkTiJO13tW1bqsOaVQjqSeprr72GtLQ0DNfMgJKTkzFmzBjUqVMHZcqUAQDcuHEDBw4cwMWLF13XXbhwIYO8nTt3Yt68eXj22WeRTfNNMHqfUMdfpj1vJJ+ipZtbcbd0X69endwq/a2AWUXoW6QI7f4IZOykCtmJiUCzZvIz5HburE7g072svLp2IW//P+kpxty3cuakWp0iKTVXhsPOnSlVvuvv2l3gFI/dFMX93BtC1/376TOdMsWfMto3+9d98WLK1goYt0ejk1SBYc8Et51R/8qIthk0yD3brO61SeYmqUL2jRuUXdmIS66SruDGkRuGdPcsG2C07buIbQsDcGdqff994No1NQOyDLS6/vcfsGuXPNkA/y4BkLHdZe2klioFNGhAIRGjRgGlS9sSl8GWOBdmuL2IAL5J6oMPUhmUUqXo2VesmB0tM+Kv3TPspJoYtFu1d+GllHIuxed1O3eqNdllu8xWr06ZWkVme8PfVe3Om4/3GLJ37UTPRGehvTQtTb69T55MLq1693P9zUZm4vXraRIJ8D0/vC28d+nSxXKdVG07LF1K9euzCjkyWwFf1KlTB61atcK3336L8+fPo1KlShg3bhxiY2MxSlPfICoqCo0aNULPnj3Rq1cvAEDr1q2RJ08e1K1bF8WLF8e+ffswfPhw5M2bF7/99pul+4Q6VndSRYfmbzBSrx7FAd51l3ndfOGt05VRJzXT4jp13H1dO8O3zK3QWv5c/fDYY+RiWbSoxws67r5uu9pCD4NxM4mJ5HbtE8XLuRes1EkNyx6GsxPO4vTfp1F9dnWElwn3fb3RyZJJ3d97D2jYUB3E+ELspBodaGgvGzsWqFRJrZnqjRN9T+DYt8dQbXI13NPmHsPy9X73RkREhN+J6q1btGOycqU52Ubp1Qvo3p1sPn9+ubK1ur71Fi3qab1PZMrX+90uXbvCVS/S093Xbixhy5b0IwtPWxL6PvIIxcGbiZX2B3e7P/kkuRT7km11klqxIvDJJ/TDgegXO3SghU6PYVdGd8cAxNO6Flb8TIi//JK8ZfTu5SkLMDcGyZkTKFmSPKzS042HXJh1912wgErriTJy3mTZcVWWbe8rVrh7y6WnZ5z0uY2dLCjwxhtUjrF6data6uPPYyMiIgIN0xq6frezKJOV6qQG9SQVAMaPH48ePXpgwoQJuHLlCh566CEsWLAADRo08Pm+l19+GZMmTcKAAQMQHx+PYsWKoWXLlujZsycqVaok7T6hhNXJjL96eLGxwKFD5BL64IOW1fPKgQPkjjtwIHUu3brdfkFCndRAxtN620n1dFtOv2VsJ3X7dopTaNKEar3KHlgPHkwuVVu2AOvWwVVf12edVAUw4+7r7feM15t7MBlKHuFJNuDcxHNI2JqAq6uuosRbJXQvi44GGjem2MuhQ2lxxrcu2tUJ/2o8+6xHki0fmHX3tWLvN4/cdDuale8Zm6NHq1at/F5z9Srwf/9H5888A1Su7F+uGfLlc/fUkEkg46H0freLXjiHrDqpsvG0JW1byI7n4v5cL11Sz2XHpHIj2uLKFXJ/9Jyk2olJtTpZ8vRa8nqdl8VlPVmkkLH7awn3vQaa8X4GJ5b3309ebZGRtKjn6d3iKSsQrspGMfS5ahc3LLR7rVruCclk8dJL5JXw1VdU6/zMGfcF/latWuF8pBoPEEzx48FMULv7AkB4eDj69euHM2fOICkpCVFRUWjatKnbNQ0bNoSiKK5dVADo2rUrNm/ejEuXLiElJQVxcXGYMGGC7gTV6H1CHavuvhniDj2YPRto2pQys3FQqBA96MaMoeQXLr3ulJ1UcS52rLU7qT4UOnaMYhPWrqWYMY4kOHv20Gf77rvq3/xl9zWyk2p6kGFyN9Jo8iFt+4ZlD3OPrfVCSgpNmMqVI9dQUZPO+028nPvg5ElyN/WXbdps4iRL9u7h3ildPkD10EzIXrpUjTmWzXvvUXIjkY1XFmKRB+DtZzjki+/r7t1qdmijHjZGWbWK+verV+3J8bSln39WB6Xc7c7lQtixI/Ddd/rXWN1JvXCBJjGyXc8FCxeqYRx67WInJtWyvQubNTFJbdjQtyzA3Hfg+HHavdYMVw1hdGL5yy/+d99lJR/isndvvwPWJ9gXLtAOtt1wAm80bKi6EqemZtR99erVUmJSAWeS6nCH8tRTwDffnHabcBjBX+wRdzIWrWw3N04J7mYlSriXP+HaSc2Zk9zN1Bc05x6DPdfumOd1XmQHot3dOkXtZyB2UvVsxEdHWrWq6j4IyHeZNTxJ1T4osqmTViPuVIbb3U0X/8rv2kVuT/HxFBvpC7M7qffdRxkahXulIXsXsg1kI7T6MK0qsn8ZkM2Vfn/GDODjjykucswY92zcdsmdmxaTRKIR8b/EfB+DqAeikHLVn7+7bwK12Fa4sJoQRNZO6j//UHmYRo0oSdvhw/bkedpSp07AZ5/Reabs/NhAyOvUyXu2bKuT1FWr6NlXsyZ9pnPmWNdTj+LF1QmB39hCBGZHz3NB2Bvic/399+OYPNmPLMDUGOTsWSAiAujdG2jfnvInGMLEDqJfrzmD8a2eBMree/SgRcKcOXWu0dqNifunplLbnz5NrtCy848A7mMCz7apWrWqrey+WrKSu68zSc1CPPgg0KzZUTRrZu59/gYj4gs0cSLt6G3fbl1HPT7/nOqWae8FwG33zkpsAkCDolWryI04g3wJCHlr1gDDhmn+rrcaaDImVSv7/feBbdukqOxCGxfpNunz4e7r9pqPxixThlL8i3gZ2TupohOPiAD27fMhVvPQCMseZmgXWOgaG0txS8eP+9dHfbP/S3r0oDgu7b28YTYmNUcOmhCYSXJm1EVOK69CBZp8GHH1BYCrBrbPuBfD1q4lnQWBSIJzYcYF3Nh/A9d3XMfhroex9ZGtXkt9+UKra+PG5l0J/aHX9rISJyUmumfFtdsH69mSVS8ifwRqB9uXzVudpGp1vXmTBvGy8ZlczkZMaoECQO3amrdKjkkV+t64kej9Gos7elpdx4/3/Xzyej8/hubP3q3qXrw40K+fRg7TeKlAAQq90LV7iwmrtLo2by4/Q+6xY+oOtuf9AOqXrNZJDQ8n+R98oC/7TsaZpGYxblrYHsgQd+iBtiO8fNlAEhyTjB1Lu0qe97K6oqYHV/IhrwNrvZhUkd3XYEyqti2GD6dahjLRjvW8tbsrE7Gem6yBB4jRDLlWY1KLF6eFE69oBkph2dRJqq8Ht7Yt/u//aAfOtzJezr1dbnAXGDCf3VdgKkOuCXffypUpzf/PP9PCUg6DWQ+M9EtC17Q0CgH4+mtjso0SCJcqT3vXhlKcn34e13dcx439OkFkfnj+eYqDWrGCSnXJTkgv9O3cmRZ+ADmeLFrZ3n43i6ctbdxIOQ1kyPakTRvgxAngyBF69nl1DbWI0HfpUvV/8CRY66T27UsLzIAxd18zk6UnngA2b6ZM2cOG+c8L4MKku29Kin5FAwBSJkuA+Qm2v/t16KB+/2W7+xYpQkmlBg2iZ1/FisbfawQjizLBGk/bvz8lOhN4fq43b950z+5rwt03WzZKglWhwu33ZqFJatAnTnKQx5kzwMWL1bFnj4E4Oi1+EhQFMpjeq9tpukKTDIt07w5cvAhUqWJZhC69epHLZrly7n/Xy+7r2rFKMdYJBzI+xPBOqkF330uXKL4tOZl2a+/xnTTW9ERv9mySXbiwH7HaQV12jWwDO6nefs94vbnFFO3l/j5Ts+6+cXHAr79SUizPe3nXx/hOao8e9GOWigZGO1pdr13TTwhiB85+7Pp1yqR87hz9nqGMS5riHtdtkrp13WsAykbou3Ah7Y536YKgrZPqaUvNmqlu87KfTZzJtgBV3x9+oD5NlNUSpKek62dbNwD3osykSWq8qxF3XyuLHc89Z+56o14hom1+/fVhTJhACxEZZGVinVRf99NUYjQ0SbXiCdGly+0+QDJC3y+/pPHBsGEZa+xa3ZzgTi7n73OtWLEiEtLURAdWkpx17Uq7qXpu0Hcqzk5qFmLhQuDNN0vjf/8z9z6jMamCzJgsWV3NHzOG6sMtX04dgOdk0i7t21PMz0MPUcyVC48JtvZvZmNSXXIyY3HAM6mWwfprmzZRe1y6RO7K/sqgmJ2k3n03Daa/+EJNZqArVmNDYdnDTMWkevs94xv8aeuOmfI5ZhMnXbpEE9Q8eSg+55tvjCh0+2jQCzUtTd3RM+pCuH79er/XBHIxTLb8tDR1gjpgAPD227fvofn+BGu2XE/S0z08G2y6+8pud09bEvLuvRd4+GF7sgNNzZrquV67aF19AXs7qZyZ7WXHpFrFdU8/fdmHH1KyKsBHAjVJO6lmkz75u5+hRU6LMak3btAOtudiiSwGDFBjRceN0/fKC9adVH/y169fb3knNSmJJu49elD8eJ48djQNLZxJahbCcgmaVN+Dp0AF03veSzdDrklu3KCVR+FOzEFKCmWW05YTcNPXI3GSNibVSNFub7/bxWu762T31V2hNvAgNRpfaHSHVsu1a1Six1epY7eY1GzGYlLz5yd3M4GppE/wPXmn1/XP9TAbkyp0LViQdq+N7AKZiUkFyN6bNKEyMUZ3O1999VW/1xQqBPzxB+kO8A8yZA7atbI//pjaBoCb+6GdGM/YWHIHDQ8n7wGjcW5GOX6cdvMA+l9khlrI7sc8bUnIW70a+Osve7I9WbeOXFqrVSNX6N275cqfO5dcfQH+SSrX92n6dC95KmzEpC5bRi6tFSpQ+5w8afCNBkMX2rZVF/Bk70Za3dEzWyf1iSeoRJodWZ4cPkxyzeY1MUrx4pTcT6DbNgF2szaKVl6TJhmrLbz66qvui/gmJ6n9+9PzLyslTQKcSWqWwnIJGj+xR//3f+4Pf66d1FWrgFmzNC+keTm3IHvXLtrR004kZbB5MyAW9r26zHpkHNTGpPp6gLRsCZw6pa62c+0svfSSOkAFoOvuq/vw96GP6UytbhM3///ogAFqPV1f9pghGYVYj/HR7jVrUpybWGk3vZPqb3dU83q9er7lu3bdjQ50TC4O0JtuHww8VD/4gHasPO/nj3Hjxvm9pkAB2hUXmVpDKQmOVletzbu5y9tw9/3nH7KV5GSKJZedBKdsWYqJAm63i8XyG3rIHjx62hJnFvQdO4A//6Ra3iNG6LuF2sVX/Lg2HhUwN0kNlCdO0aL6YRd2dlJv3KBnX2ws1ZSeP9/Y+4wmTgL8L+pbze4rw93XyLP1gw+8l+myW4Lm3DlaLOzZ0/h7jeIrQy5gfYKdM6d/zwQ7CHk//kiLKMWKub8+btw4951Ui9/VTp3ck3De6TiT1CyE5Z1UPyv8jz8OfPopFZG2It8f4gtatqx73UgZO6lC10OHKB2/t+QUVnnlFbUemjeXWdcET28n1ccDJG9emhCINuEatH/2mXudVN0SNB4uy25/8yF782ba0Rs92p8yXs69MH06JdXQ3ktXrPZBoWhkMyV9ct3HB+JzHD+edmq8Da7TU9NNT2yEKmfOUEyRobITwj4NPFQvX6Yfz/v5o4uJACeuJGei3T/+mNpHO9m2i1bX1auBvXtv/13jfmhnJ5V7Vwxwb3cZoRaCkiWBxx6jfAB//+2+k2IFT1uytDBjEO44N8C3vdvZSX3kESqJdO+9QIMGGQfVdhH6eluIzIw6qUYnqfv2qdnyjbjMmvnO1q5NO5LCm8Kw7qnGvnP+2h2wPtHT6hofTzt8Mpk40T0ExW/CLRP9XKlStKjUu/fttzJNUr21e5cuXdx1t1iCZvx42rDJKjiJk7IQpjJ6avDn7iuoWZNc8mQnkvA2yJAxUAoKV2WPnWqjO6kCrkH7Qw/R7lWBAu5/13P31c2aaGC1F6DyE4neM/1nlGXg/zQa1+mpr5GYVIHl75OiIAzeR8ydOtEA5tFH/chJ1nwOBj987WWDB9NCx8sv+3mPhRI0AqNtExER4XeimpREsVBi8Cjb3n/7DfjuO9oh8JdwyyzadnjmGeD114Fp0+TtpHLH03bvDkyYoN5LprvvO+/Qjyw8bUm0RcWKQNOmJupSGoB7caBWLd/2bmeSWqMG/RiKS7eA0Pejj6jU2O+/e7zuuZNqwv3Rsr0bjK/v2BGIivIt2+pOap48lERt1izyfLjrLmPvM+vuu2IFLQA1aaKzQGOi5qoW7vHS3LnAzJl+5Ft09xU8/zwtyDzwgPn3+sKfx0ZERARqp6p1k8zYO7ercjDjTFKzEEZ3fjLgETPpyYkT9NOnj/1VcD0OHaJYn/79aaAh3P2M7tr5IpBxnV6TD3lkxjW6k7p5MzB5Mq2Cjxjhp9SKBaZNo8njjh30wBZ16YzWSZUZT2snQ67sndR164DWrSlTbv/+BsofeN7fj/6vveZH3m1c5WcMyHS9x8rOj5BtYOXX6vfpzTff9HvNyZNqBtsnn5Rf/uDuu419h04PPo2k2CRU7FsRYQa357y1i3Znx05JF85BTFoauc9r72U3OygnnrakbQtRVuvahms4P/U8KvxcATkKWB8GcT8/tLGWep+pnUkqN0LfffuAK1cyTlI9+xM7SXBM10n1cy8jzw8zdUv18Fz89YvBiWXFikDp0lS6b+xYyhHgWQrM6iIT92TJiHy7fU+tWvQjm5dfpsSb331H5Zeio9WSMQD1SwcHHXT9Hkzx48GM4+6bhbDr7uutYxw1isqI9O9vXTdflC5NA6WICGDqVB29fOjmj0AG07s9+HRWYfXqpPrqhPfuJfe4TZvIFdroiqwZjhwB6tenuFQXeiUPhMom3X29/Z7xDdprze3o+fxMPbMRi8mDD91v3qQJ6oMPUtKUOnX8KePndx3i42kVvEQJ73WH3bJA/z971xkmRbG135nZTEZyTqIgKkYwYI7XhDnndFXMOcfPa7zqdY0XAxgwIGYEBREQJSM5s6QFFpbNeWemvx9nqru6uqq7umeWq+6e51mY0F19prq6qs4573mP5jMdZLHzE0kN6mn/ViOpjLXVqhXB8lNdJ5XJPfcAN99MZGcyWT1iNTa9sAnlc1W0n06JRAheyUQ0UhHn+jnADqQhIxx828uWkWMsaCTGTebNIyh0cXFy7Yhj6YknrPqFrF82PL0B+a/mo+iHIiQju8rJee21kLLyJ5OTumMHMHcusHZtMhqq5ccfrRrSOnVSdwlDLrdOuT1nvL7K0k4BI3pr1lD0+j//0T8H0DfO3nzTKv0DyPvmz8qQqzOPBTWw8/Iogn3AAcF085JTTyX23RYtiLQxJjhhvv32W4dTXLfvd0UN7z+rNBmpjUj22w+4447t9vxCDfGC++rkQCQrUmhlCiKpHTtSTq3ZTgNtMrKzhdq0MpY3Zqxqsvs2JCEIE1n03QZVdmP3ddF90CC7Z90XQ+4uiKS6GWS+c9x8GqnLl1Pkets2IqhQ9U0QI3WffWhTesEFidN0ztPoE/PQgE6fg/iH0KPthppnPv0UuPtu4PnnySHGom4qiZbqsxPtthsxnL7+Or0366RGuecmibqjDbl55Nvq1o1+S7JRJF5eeokiDgceCBx1lIIJ1oeIY+meeyi6AVi/JV5FN8CGRgggu6r24m23AZdeKrl+EpHUr7+mta9fP4I/fvxxEopKpFcvq+64p7EBf2t40E27X/b5t97aZLIru7XlR/e8PFr7br2VoNDff693nh/jjJ8jPR0EScB9G2q8P/44rX9SZEvAXODaWlr75s8nKHSqGdCZqIJBBx10UGCIe1MktUkahey1F3DyyYtw/vn+ztOtk/raaxTRmz49GS2dctdd9Mdfi9cLQGBv/kUXkUEwbJiz/VQIa2/ePCHXQhZJTXzGGx860chvv6WI3qxZKVHZlMMPJ6OGvxYgLM4B2X332IM2jxdd5GxfKj6NVLZ4vvkmwcWVzaoWCY0NzIYNxPLrxegpbuK9NvU33ECM2eL1HCry40Rz4GZmEhyMwZC0TpPdW4Ww9nbfnYw93ej+5s2bvdVoYKfM+PFE8S9eT62Q/2vYyIcMQ57LnSTcd8gQyjVOlfD9YOqfQuKkoiJiaWWS7BwsG0uikzMZkipedlVkSUmelqISNIWFhBBJtbiht5KJpLZsaXf6Birj4jKfsfZ27ixUNxYwksrr+sYbwJw5euf5MYq9GHKDOvi7diUiSFans6H2S506UQBB5pBMBavyscfS+pRK2biRItisnKHYN5s3b3Y8n7pGart2VD+Wpdo35aQ2yd9WIpGI73O84L78A7NpU+oXu5de4jYXKmMpyc1GUBIcL1FuMvhFQigwzsN9dYt2v/QSEQF4Qk99SH4+pwavB+fJjNfTF37ZfZnoQtCD5qT26kWOE+VxIvxGgziJ9UVpKUHBHn6YIIXqi3i8F7/W3PjyxEl+o29+xrtYIslNevcmArVHHqESSbqiMy+xfigqos3SOecAr7yifw0v8RudCTLn2MY7/6zUc3NZgJ3fKacQy/fhh1M0MpXCq3P77XR/rxkefOy5tQ8kPweLY2nBAmDhQvu1ksn/5eWqq4DTTqM1r1271PMCMH1nzAAqKuyoHyB1RqrsfbLy/PMWW7607SRyUk88kf5++AFYuZJ4GbREtu5KhOkbiag9YqmCzGqPd02I/SWXUKTQrf2gkNlu3ajsTKdORKTG51ymQnRK0/1ZocoPPkjsxEzEfo9EIs41VJPhNy2NgkzMMdOYIqlNRmojkuJiYPv27lixAthzT/3zTEia4snYlXkKKvKhZDcb114LnHSSAMlNgTzyCG1gRHp/WfkcGXGSn7zOhiQxSHUkdedOYN06yrfcf397aSG5Mrwu3gPs22+JDbZLF49mRX3ZW03ngOy98wSP9x7tpxLuu349QU6ZcZdquO9LL+npIUp7jfoXvK5btiSfu+jWvuy9Q3yUENi6lQi28vLovciQyxupQeYytmlvCOH7YeRIMoKvOY37PkkHYarzrcSxdMABnHHK2vYgA9SVtm3pr6GEz0nt3ZvmTF7+zHVSX3uN0CayawHJRVKZnHwy/emKbiSV9cW99w7GK6/YHbbmMQEjeqmAKruN240bab5xaz9ZB//119NfqoXpevvt5Fz6v/+jihE24Ye8D9V3ZSUH2fv27dujNFpqP8Yn0dkllxA/SFZWEA3/mtIE921EMmkScMEF/fxPLmxSUEzEuxIvH1d4QoNuNl5/naJtixYB998PDBiQpIKC3HYbLaIHHEBRDlNkBjYz9DQ3rLty0lXmpIrsvvx9cNFn4kRiC965k6DQsnwruzKK1wrp3p28vY8+SnmGymb54tqaxElJj3eP43XvaxAjdfNminC0aEEbXp1i7H6Ik5jMmUOEXrW1escv4pk+FPK/3mQ4jvcx59TXWwbqs88CV1whjL16vecmWYnXx33l0gLyPLRUwn1T7WwTxxJrv2dPikYAlv5+xvT/Qnhnsmw8pjKSuqucnOZnSeSkBhXbNVycTNdfT44BgHIjpRIwNzJov/vNp1W9BxCY+KyykiotrF6tf44fyc2lvVhFBe3NZKXpgs49u3K8y94vWrQocE5qaSmt1S+/TISKqS6R9meWJiO1EUlgdl/BEBGlIZPp3R78oJ5MXkpKyNu7c2ew83Wkro6uwZcTkNVJleWkprKMi1/h76MK7mturuOS7zQMvUDkQ5q/s7KSGKfdWKeDRFJbtCBmXya+SJ/gHQnWva886YvfOqm77UaRGS14oo+cVCaHHUaMqtu36x1/okYYsGNHglV37ZrQp4GN1FTmpLK2s7IoF/vMM+39yWDzQLDN+qZNBGndc0+C5Kny3Bafshi/d/sd9UUKymiJNG9OJCMM0m4YgoMwyRuR6nmMH0t8W3PmWLVeUwX3nToVeOghimLfdptV0zRV8vvv7vU6HUZqErUXG2r9GDfOzjZrXi+JSOo33xCvwVFHERRaI6WdREZYKJEbb7SPd5mkIjfSrX3HeT5rkB92GK19GRnubfmZb+bPJ56KU0/VPsWX9OxJayvTWRqBl6DQdGRX7pcOOcQZ7TzxxBOdOamaTqWSEhqPTz2VpJJ/QWkyUhuRBK2T6rWgn3QSwTLM41P48PNtzZhBi5MpAT2ZsvbXraMNRqqN1QUL6I+/FiD3BvotQXPRRZSPM3Sos/1UCGvv7LMp79L8XFYnVRaZ0DCwdZla/eakvvSSk9FT2m6AnNQjjqBN1223ebdP34uro9fx1uvBg11IUwJEUnVyfpwKJf7XgLdefTWRJrGyObpjcsyYMZ7HdOhA4/DOO+l9Q5aLAjTuawCDgO/3VEZSn3qKxsrKlQRNVEWwKxZVIFYRQ836Gu22IxFCmAwcSO9THUlNdYScH0t8WzYymRQRJ/36K619P/5IEPqVK73P8Stu+ePJRFJ3FTKhZ09ynDgkiZzU0lIixJs6lRBKfC6gq04S57BKvPZLQQ29wP3u0wF8111EqOhlpAapk7pqFUX07rtP/1w/4hpQCQj3zcigtck8tYHG+yuvUC62WMd7zJgxSbP71tQAt9xChJCNRZqM1EYkQcmBzAdJ8TwdfTTVcGOkDql8+Hld99yTFjxTrxREUpmuv/xCJRB++CFYOyo5/HDgn/+0XwuAnGCIGat1er+rdWugf39rA9BQ8JUHH7QMAwDacF8d8qEff6TJnJXmUJ/A6+U9wP77X+Ddd/lzFAeKC55GJJWJttNH/N7jeNY3X31FDo7mzRXNBiBOYrquWEERvS++0DjHB9x382aqAyhez0tGMNpCDXHr963vbEXeo3nabfHC50OtWUPPlvOY5DamVVUUGVu5Utjkauahq0Q7SiBLKdAUW7+nwEHIpEMHmtsHDgSeecYqWxJU+LGkMlK9Ulh0paEhhID7hj2ZnNSDDqIocM+etPZppIX7Ei9HpEPXXRyNdJvP1qyhOdK1/YCcGEcdRagHFo1sKLivG0opFSVotm3zLtPlVz76iCKGzMmWynzaPfck4/rll+l9Q+2XVON9xIgRgdl9eV1ffVUI1vzNpYk4qRFJQ8F9mfTtS5sw1aY6iCg3GQg+WfGyK/Pc4jLDFPQ7+HxI3Ugqk6D31Uv23JNyHxjdvCmacF9dqHJengYJjqF4rdE+ey9btIPkpDLRdvr4NFIZiZfXZj1IJJXvl+efB667jiLl7hdKnNuAdVJzc3M9DdWqKto8smiVbLyvvIa+bH9WezTf199E9OKLRHTWqZMLDDrgxpTXdcgQur9fvWd9yMN9U1EnVdnvbHz7MGaqqoB//cvaGIlw32RzaPkSY6kQfizx/dC7Nxlmkyfrr2le0tDrx377AX/8oW47mUjqkCH09+STSSjoIqxv7r6bjOB//cv+fTI5qYGdAzHFa0FOPdUeFY/HCVFg0yHg/qNlS4LMjhpF5UpatdI7T/d6rC9mzSLHw0EHAenpwkEpyqdN9XgfPZoc1+rrGfb5JoChefjhtPb5IQ/VEa9yUbm5uRgUszNz6j6vu8IZ9meVJiO1EUlDwX03bwZ27KBNnhebql9JSyOPJiuA3amTBbNMBbtvqibd6rXVyOqVhZBAWa8kjxB15/eofITM5XfNmEG1HQ85hLyPHTsG0VwtkydTPu2yZeT53XffhH4yuK8s2qZppMreO4/3tynW3TyKcF+dSOpPPwE33URe5CefpP53FdlC6yJXX+3RXkKC1EkNkj9uQqADGKm6z9PVGj962TILrbHPPs7SQnwfxCp9UO8mpFs3BSxRcY2kN3cyZw8QyOjTHu/sOfVhzFRW2nOhUg33TbXwY4nvh/JyYoUGvNc0XWnoTfvy5dbrVMN9G1pYX0yaRLm1XkbqLomkasJ9tdpPcv/hlxla95nr1o24AP71L/orLHQ63VJFPtSQeZ2y96KuQZxMBxxAf6mW4cMpUDNiBKUATJxo56646qqrMPvm2faTNJephu73P7M0wX0bkQSuBcro+hVPxosvUhmRV18NrptKQiGKKOXkkJHKY/FTEUlNhYdq5/c7MavfLOQ9nOf4TlU+R4TF8u91I6mzZwNPPw3MnWtFPVMtW7aQN583xHRL0Oh4e81jvW5fkpFU1X11ePM1clLLyojdcI89CC537LFeuogrjPvxdA7Qrx8tekVF8mOSjaTK3ssvlPhfY0ENGln66KOPPI9hbfXoQU6T554TvucMvVCGLiOXU555Brj3XnnZiaAb0/R0O3w4HocyJ3VXwH1tkVsfba9cCXz+OWy/PVniJCYrVhC5UbKlhfixFA5TusKwYfSeqZqqnNSG3jyy9v75T2KfFyUZI3XnTupzvlxJKmXSJODLL+m1TgkaPzneQcka/ZagAWhv49mWj3G0fDk5N0eP1j6FRDP6+cUXwNq13LGSQ4MSnzUkSSbp4vFevGc+nrelS8m56adkkR+5+GJaO7p2pWeqrs7+/ccffuw4R/d5bWjExp9ZmozURiT9+wMjRhRrR2qYiIaI4/vE19pMrQFECmlNQSS1fXuLEMTRvqZUra4CAFSvqXZ8x9pr3tyetO+AHfGbPs2oSqr6nTeKRfHqd6PeDlW23QcX3ffbj6CVLVokTvMBmdVZVHU3j0Eiqb77Xby2h/pr1tCCunYtEXpFFRVDeHZf3cV66FAifbriisRpOgazj5zUoE6fY445RrttHSKpcLr/pe2TT4DHHiNj4LnnFKUnFI4mL+nZkww8RvAiQmaTjaRqO2UCRFJ5GFv//lTeKZWR1GeeofrUAwZQWaopU5Jrjx9LaWkUBX76aXovGql+at3KZFdt2h94ALj5Zuf3yeSkvv8+9XmXLlSGjc/hT4UMGkTzPKCYZ8S+3xURPc09A7uPn32Wj3nzaBw5dAjIibF0Ka19l19OUGjd/EI/EHsbSZiHkfpniqSy9p5+mtY+B1omieg7K58zdSpBoVetSk5XlajSr44edrR1TDod5Jc4SfX+7yxNRmojkj32AE466Tdcd52/87y8zmxC/9e/KKI3cWIyWtqlvp6iVayeY6rrpN50Ey0ap5ySaCdIMyzSLJlwWHsrVgDTpnGfu0RSdaMqrC++/JJYT3/7zb/q5fPKMb3FdKx/Yr3ju6FD7Yyepk5iJFW1cfcwUh9/nIpTA6mPpDJ9R46k+yvbZACShZ9tYjXYEwsKKKInjbi5iYf+551nhwkpDexa/+O/eXNqm+W7ao13cWPvdmjiEHZ/deFsy3lco0K8cn54I5VtAvzIJ5+QzuL1eNGts6gSHs3CGxS2yGYAQ4fXde+9gWbNVAfSf0HqacrYcYHko5FbttAzKl4vqMjGkgNFxObsv0gkVUXGwhxVDDkQtE7qhg3EmJtqcUNvJZOT2qIF5Rib52qe6jeSumHDenVjKcjrfOEFfaeMn2eOf1aljpOAuvfsSYZ1hw6Jc1M83pmuffrQ/RVzaVORx1xdTXubVDMTb91KjuWKCvv1mKxYZjFxmc+rppHasych5xqK2f7PLE05qY1MWrdu7fscL3ZfEQ5WVuZfL5XU1anL26SC3ZcJ2wQEefjdCsMrS34IRp9ystKI6FVVUbSgTRvg0EM1lU7IyutXwqgzsP7R9ej1SC/bd6tWUdv8tZi+5uuoYGD73Lzqkj75zUllh++1lz1S7jhOQZyk0++rVlHZj1tuIdp59Qni+e4/QHfjGwTuy8TXeJdAuVXSrRvBlJ96CvjHP/T10ZmXWD+sX08RveOOs7NC23K5A4hWv6vmH03heQFUkdQg8NnTTiOY2UknUYkklZhw9gDGTDxOEb0uXYBLBvt7HnXaV733K/xYiscJmr96tb3tVOWk3nAD1bytqaG8v06dkmtPFPZ8/vEH5RYyXgAmbNxEciKI1kUDG6my98nKiy9aTN+e0TzA17047zz6++EHqt3J4Nxe4tdIbdFCTb4WdP+RCqiy2/UuuMBO+pTKSGr//oQyGTAA+M9/nJHOZMUTpSTq6mPMNjRk9p//tEfFxeu1atEKURAsKpwZRrwyrv28ZmURH4Pb8/R3lSYjtRFJZSWwdWtrrFvnrOHkJrpwX9X7ZMR1YtEszK0j551HG4DBg/2f6wYde+ghIBZzMh47FjgPeJ70O3GND7Dhqi+o12pfZaTG6+N23TXZfYuKCE4Zi1FUT8mmKmtL41aPH0809v36eTQrRFJ1clKTyqeVvRe/1ryvQYzUNWuI5v/jj+XXkuoTV49vUT74QE8PUbLEyucyPThdV692Oh94+HMQA1Jr88g36+N5W7OGjJklSxLNuBipQQync86hP09hDgcfJWj4fvjXvyhKfslLzjaDSirmMV74sVRZaWfxTHVOapcuqScL5IXpe+qphEoQ63iz+xjOIu9HMnVSUx2deeopq0SJjpEa5F6cfLLPHEMFIshxWOK4f/5zXzzzDEX6c3LsxwRFEwTeL2lGP5cvp5QOt/aTRUJceSX9pVpYvz/5JHFt3HmnnRAylYzQDYV6UL3PSs9CBSjMGs5MPK8+962nnkprnzgW/87SBPdtRPLrr8C55+6Fs87yd54u3Nc8PoUPv9sGRrcmp5u89BJtdvPzaWI88MAAOrpEUh9/nNhahw4VWGCF36HUXyNvxmwnQBfUba9Tfse3Z7sWr3vUUHunXXT/9FOKcm7fTlDoW27xUNRmMHv/UFZ38bnnKP+H1V1zNJtETqrqvfN48QT343XvaxAjddUqyrusqaH8HB6loBQx+qQhK1ZQ+zU1esfn5eV5HuPVL8lElmXtSTd3muygolRXWwYqy0dTESclG5l0kyA5qbJ+SSXcN9WbR34s8W317WvxAng5Xv8s0quX9Vo6HhO/I5zt30jdlZt2L8gpHZTa68vE9sy6ON2uuw648UZ6vX69Qv+AnBhB+91vnVTzUC+otY/7XlVFuaKMJTvV8uabxAS9ZAmViXE4ZVLICJ1qp4zX+rRh3QbztWmkaj6vO3bQXmb0aHK8N6Rj7M8mTUZqI5KgJWjMyVxx3v8qkpoK8o6CAvI8FhQEO5+/tmrTysq42IqDi7ltqgXTpS9TMekadeoL6ERSjajhMLitc7zbVuVaOU9QvHaRaJRK8zz5pJNpzxQx8ssMMpeNd/PmtOFlkuo6qdqkT7V6fS1rq2NHIjbxKrkCcIaND6Ns2DBiUuRZJt3kUA2cerduxLrL8mkdkSDeSA3yLOj0O/8cBPDid+xIjqsrroBt7PE5qUGMvq1bycN+/PHUP1OnKg4MkJPasSOx7rISIo4SNEnO96l2cvJjiW9r2TJgwoTE5ymKpE6ZQv1y7bWEmpk1K6nmHLJunbVuSI3UJCKpDW2ksvv6zTf2nGPzeklExT77jMqIXHopQaG1jSbNSOoDD1C+qHmso6+MwHNB0PHut7zbMcfQ+sfICW3Cr3s+5sqff6a1b/hw/XP8yMCB5NBv147eO/pG2Cftin7XFb69ffZx1pc/6IBE/bQwEEpL4Jk1eQ22bqW174knktfzryZNRmojEt38P1G8Cp+fdBJN6oFL3Lhdm7vkzJnA999zXyqMoyDtb91Km4Eg5Q9UkVTDIAOYscgpDT2XSKrb77rqKmDBAlqMxPZTIew+nneevfyBCFNUksloLKS6DLl+c1JfecVi9OSv52hXzEll4jKGTzuN4JuMzMsv3NdPTmr//s4i8qaKASKHXuRD8pMSl9AwUi+/nGDzhYWJczT1GjdunOcxvXoRE+w998jbttWNbSC4b9A8NNl4T2Uk9fbbaaxMmkTzDSPvcOgRIJKakUEIE4YyaehIarLrBz+W+LZsY57NU0lea8IEWvtGjiRUwvz5ybUnE1fyIRZJTYGR2lDMxAMG2CHX5vdJRMW2b6e+/vBDgp/rlr/TzUkF7A5Uxzwm6roLInq6zxxr/6GHiFCxZcvgbananjOHInq33659qi9RcSY4dPUx9WRk2COQDWWkvvceESqKqWPjvx0PAAhFQkBiTffL7rt9OxE+8aUY/+7SZKQ2IglqRHqRTJxxBi3QrF5kQ8F9DziAIKIOvVx08xLWF598QovpmDEBdFTkpMbj5Bk8/XT7teiN8Fqlv8vv6tiRJkIGCUum3yOtnJYQa+9f/xJgoXxujBhJ1bwnrC/GjiU20n//20NBn17r556jnCjxeo5mA7D7MtFGJojfexzPdJ0yhQgwOndWHBegBA2/yXj8caqp531S4n8Nr++qVfZ8KN25ZsSIEXoHQu1ss/VHEpHU+++nTQYrn2E/iHsZYHNXUUFRpXXrnM6eIO2K7aveW184r6crtvGu6YzSkbZtiYBlv/1oUz1oUHLt8WOJ7wcZO/GfDaosEzfnMovAB4H7HnwwcMcdZGwMGKDBC+BTvNAy5vhnv28X5BfqGqmbNgEbN1rvHcZSEvU6TzyRmPjPOy9xqu65mtFPHUdkKkrQrF2rKNOVhHz8MUWwt293Xg9IzrExZAildb33XuLUBoL7qvr9isuuoO/TQmYkNUid1GeftUqZNQZpIk5qRBIU7uvF7sukc2cymJTlDwKI0hMOpDSSqnqvJYoSNG5ti7ltQSKpTII6H6IVVgHOjA4Zju979SLiEQcNPK+7yO7rE+4LUP6J52LH/zaNe6QNmY2K98zdIcNLYOSAh/5XX0390b27+3FBIqkmcYxBuakXXACcfbbHOUnUSdV9nnJzcz0N1aoqgvWxkj+OjWMA+DMvr7xCZTj69LHgZg5R5WYbBpZfuhxprdLQ/7X+ztMSx1ZUkBF2yCHA+GdSF0nV7vcAcN/iYuCttyhXDJDAfZPc7D39tB31kKzwY4nvh732ojXql1+gRL/4lYYkH4pGCfq4bh29d81JDRBJPe44+nvxxaRVlQrri0cfpbXk8ccFgzWxboYyQvTs7oK8TiXJnyAHH2xfkxzXE9ZlP/uP9u3pr29f6ps2bfTOsyEvNCKpy5ZR23vuCWRmCgcJc5euNDRk9j//sUPmUwn3ZTJ4MK19trr1KRAvp8zod0ejP/ojFAlRNBX+I6mq939naTJSG5E0FNx32zYqO/Pyy/p1EXWldWtg3jy6xrPPUj4gI9lJxUYpJXmdig2P64QuGNhBStBMn061Vw88kEoh+E2mr9tiJWqGc5wz65IlxL67di1FyHbfncaQIwKkWvhdxpnfSdcv3Fd3MQ0SSf3mGyK/iUYJenPwwe66+CVOYrXQvMQGb9V8qANtqn3AfYNuYm644QbPY2bOtNAaffs6I8zJ5qSyXFc34fuZ74/6nfXY/hG5/3f/z+7mJsQ6T2zHfr6tTmqADYhOv9t092HM7NwpwP0F3ZONRqZa+LHE98OqVUB5eeLzFJWgaWg+hnnz7O8d10+COKmhhfUFi/o89pjwfeIehNPDiNXGkoqkBoLMapSgUb1PBelThw5WvVEvcfSNy/XatydW5Ztuovdr1zqrOaQikip7n6x43ddk4L5MBg8OVsXBS844g1Iu7ryTckc//JCit0wuvOBCzHtiXqBIakND8//M0gT3bUSSdCRV8WA88ABt8N5+O7huKklLA/bfnwywBx+knDRTrxSw+6bCM+iWk6q6liOPUwVHdfldP/9MeScLFxIUWgULVUntFo7yVuFVLiuje7vHHmSUice61UlNJUOuX+Ik3Uk9CLtvYSH1ea9eBIU+80wvZUTd9AbZoYcSAcOmTYpmawXdNSTIJsMsyxMgkqq7mL6tMXmwtgcNopzgd98VrpVkTiqTt96iTcb69TIl+AtyH3tEOdLT7SRVhgFlTmoq4L5ebKR+4L58hGDBAuDLLyXOnRTIpk0U/WFlS4IKP5aysoDbbgOOPJLeG0ZiPDP0y58Y7su3dfPNRJziOCYJ4qTSUoK0BuFh0JGff7bXjVRBN0PpDJKi33Zg8iFNdm6+vT32cEbHkomkLllC0euvvtI+RbK3UF9v2jTi2GBl75xj1ECyaQtMdjVDbjJkW3PmEILlssuCaucuN95IudHt29P6xGrMM/lszGf0IgLfkdSGjmD/maXJSG1E0q0bcN115f7rW3ks6DJSkFSLNJE+IEMdL23aAD17Wu+TMVIdUBSurTZthMLXQs0z5WTrog/rC22GXEH4SKpqc2PL45JEGYOy++6/P3kc2cbdj5GqY+Rpw31jgr6S36hqW3u8i015qL9pE5CXR1GUxYvV5XOCwH2POooikizYpDXefUBEg27aT2eJ225qeIz3ZCOpn35KZQ9uuolgeAxmab+I9VJVzkK28WDOhm+/TTQjQGZ3BdzX8dxqCuv3Fi0oArHHHtCu2QgA5fPLMWfwHBT9WCT9/oknCI3QowdBcr/8Uls1qfBjqXlzKjP2yisJXQ0oIdtBpCHhvvw9fOopQm84jkncx0h2xPZeR/79b1r72ralfn/99aTUdcghhxDLNxNVXiczUnd5rVGNOqmTJhVgxQpCdNmul0Ru5KxZwF13EcP3o4/qGatBrqdCzqWyjEtDRVJffJHWvgEDhAOSiGCXlNDaN3Uqta1R9SyQqPr96COOpu/TLLivLrtvY4b7NhmpjUj69AFOOmmSyY6pK+bCp9roJz6/7z6K6H39dXAdRamooHyl55+3XwtASiKpjzxCEZMLL6T3gTYZipxUvq0NG1xK0MQRKJLK+mLSJIowT5/uQ2fYI6myBXvIEOCgg5zXSwW77xFHEEHCJZfQe19lXDRuNWvv/feB2bOdmwyzKSGSqpOTyg4pLSWPqWf5Ip9G6lFH0bPKyuaoFqQgRmrbtnRf99470YbGeDfvr8aCyto7/HBi4eULsbvJ7NmzvfXwcA4EIZLi5a23SOcYe55lhp4C7quLIOA3MEp23yRInwAaO9Ji7/xQD8ACa2M79QEX3Pn9TlQurMSOsTuk369dS1EO8XpBRTaWeBTRn7nGq6otJflQikrQLFtmkdWkUmROTlNYTmq6v6gSQOObn1uCwH3d5jOm69Kli+UHeMFQ3XTg1o8nnrBHm5USIBdTyZkg/m4fY7ZPH3Li9U+k3TeUkTpwICFmxDIuyRBWsbY3biSn4bXXBtdTJjt3UgSbOZXFvlmykAplhyJyuO/2z7aj8NtCadt77klEig8+SO8bE9y3KSe1kUl3FzYWwzBQ8UcFcvbIQSQn4ZnVMAT5B2b+fKv8RCqkrMx6MElH7nUKyTsC15Dl9HCD+zo2GUJEJkhOKmt/1SrKGXvkEbvn2ktskVTJ9efNszbsAHefRbivatOXhLdXFL85qezwgw+WeGN5CVAnlbU9fTrl6V5+ORnD6uP9Lay6kKogOalMfOWnS5wTKmnfnmDnTzwBHH20vj5u85KpRuLyjN7/4IPtKQY24qQGKkGjhPhq5rrZ+l1VJzXAJHTqqRSJPP98gonLJGgklalTXEwRvTZtgLNb6j+PJqeB4pqpNvT4sRSN0saR1dFMNenTrbcC55xD12ndGujaNbn2eOHH3+rVZJiJedOpLEGTaoPjlVdo/VZej8tJBeDrXvzzn/Q3cSLBWw87TO88Xcc207Vz507y75OIRgaBbvq53rnn0phnfZ9KyOx++wG5uVQN4ZFH/KcYeYkXQ24yMOuGHu9nn22vTy3e547tO6Ia1WSgCiVoomVRLLtoGcIZYQyrGIZQ2N4BLVuS85pBiBtTJLXJSG1EUlsLbNoURufO8sW0ZEoJFh67EJ2v6Yw9/kuroW3RU0X7dpE3GRAefFWOZwA56SQiMdh/f//nqthP09KI4t8wPBhy40agSGqyeQq2SKpkc6O6rw7CFwUE0m2zXVpK8Jt4nFhsVZFOqzHFa4VMmADU19uh3NJmA+Sk+u53Rz+6n6D7PAWJHK5YAXz3HfUPkHripIkT9fQQJRqNeh7D67pwoZMVM1m4r1a/88NFYaTKrr14MXDNNVR+BkgYSymMpF59tcZBfPfU61+E7/eHH6ZoylkP6zsEvJh0U53nxo+lbdvsaRapjqT26eMkpUmV8P2y//60ntTXC8ckEUlt6Dy3O+6wXyOVcF8mJ55If9qiCfdlfXHJJQPx+OOUX2sjOUpBJNVsSgfN4sOwnDvXnk+fSrgvkwsuoL9UC9M1N5fYxK+5xp7Lnwzcd1dBlVXvY3WkvCySGi2LAjEgXh2HUW8glCm30g8/HPjjDwVS5m8qTUZqI5IFC4CzztofvXvL861qNtTQ/+trzM90CDJS8fBXLqvEmlvXoNdjvdDqsFbm524LaSo84s8+S7U6r7tOo1anSmLC/wnJzKTcisJCmlzCYcqJcOgbd1l0NCKp5qE++8Arkqrqe7cSNLp5wm++SfDwK66w16NTCn/fNQYYgym/+CJFOW68kXLqHM0mkZOqeu8pHsdrMxMHIE5asAC4+26CUs2apVf+wE8JGiabNhFcuWtXIq/xkh07CAoaq44hnBF2sOMC3v2eLHGSVl6nAu7rlaNZVkawc4Dy0bp2FcZekjmpOpJsJNX23ked1F0dSWVjSWyL5V/adNfMCftfSfv2APs50vH4J46kerWfDHFSYJ1Ua5UgV11F5dfefDOMpUslzoFdnNfpB+bqhQhJJpJaXU1zWWamhmM5gLz9NjFwn302OVNPOkkgnEtC94bMHwe872vJzhLkIMeWk8p+D+9wjtfFEc60Q++2bqWa5m3aABdfnFq9/+zSlJPaiMQL4md6vFUwNg/iJCZBHv7CLwtRPKkY2z6wF8xMNpJava4afxzzB4omykk71q8nzyODgwURr0hBNEo5V3yqlKNOqirK0ICR1Pod3MqrsVkz2xfgvsr74KKPV36h8wTFaw+57z76Ky1VNBugTmpODtCJQ4H5yqeVvRe/1nyekqmT2qkTwWW1asVJ7ruXHH000K8fwf91ZNCgQYhVxzCrzyz8ccwf0mN69gRGjLAcEI5+4iPLAeaghoT7Ml13353y62+7TW2kBjGwd+6kOezyywmSxyLlOrp7Se/eBGN76aVEMwJk1lNfluOruGaqI3qDBg1ytJWZSXP9/Pk+dfeQn3+m2o6PPkrcCayWbCqkeXPKE926ld7L+oVFxIOUoEl1BFvV/vjxtMY6nFViTqqPe/Hhh5Tacs89lO7iyQvAdNKE5b/wAvDGG0B6emJtFw2QJGCngca7jwgia+/002nt2203j7Z8PALjxtHacc45+ucwqdlYg/qietdjDj6YyoyxOtVeBnaQnFTV+2SF17VfP2c+be+evQEIkVSJkSpjXl+7lhi+H388tTr/FaTJSG1EImXI5SUxednyozTgviedRJsuViM1UF6nwtvOtzV9OvDDD9x3GpHUJWctQcmUEiw6aZH8uokmSkoo+qMyZtzErU7qxo3A5s32axmG3bBzI05ym4RvuAH49VdajPj2tfV2iazwbV10EeVepSVwF27ESbpwX7/MxH5zUl99lSLjDPnn5Zgx22X3yGXTcdlltHF88UX3tpX6+jBSu3YFIhH5ccnUSfXDxO0nknrxxZQTuXYt00vvGj/99BNq82tRt60O5XPLpcfstRfdV1aKwzWSGmASaki4r8wpw5+fbJ3USy+lsTJ6NMHBimQ+OYXuXtKsGRGdsbw/wxCeDw/jxi/cN9nN408//WS+lo33VOakfvYZzY1PPEHcCdOmJdeeTFQEOHwpnT9bJJVv68ADiVBRnMeSyUnduJHWvuefpzxd7c27IjVFJYYRT/wvfJFC2Gmq4b6s/UceoRJpInldMtFI1vbkycC++5LhpCO122oxs+dMzOgwQ+t4ZUAlCZh1Wpo9+ttQyIFx4yiH/Igj7N/PnT0XgJ3dlz2vYiRV1faGDcCTTxLJX2ORJiO1EYl2JJX35PBRM8WJl15KXvajjqL3QTyyqggWaysnhyCzQ4dy50hIEKrzqrHzh53m55ULKz2uS/+//DLlLgWh4VdtwkpKKPrDM+TSgc7zg8B9e/akjWPfvolD/fa7y4LNt/XKK9Q/zBMubvJsGyNNuC/r93ffJbbZZ5/10NVQvFbIAw9QiRtTFVXOb4CcVCaBSJ8k753H0//z55ODY8895ccFycFkbS9bRtGCL77QOMlHTuqCBfZoku5G4PLLL/eMuDFRbtpr7ePSr7D2nniCfsMhhziPUcEFvSI0rO26Ooro5ec7nT3WG/+6a0GV44rraYqK9MnT6SJB6PDSogVFew49lJ7ZffbxrZpNLr/8cuvaiUuqmIn/zOy+TJQkMtzvCBJJHTIEuP56Yvru0QNo1SopNe26cWoomYn/ByVodCOpO3YwmHVYfr0kIqmnnw789BNBimVty8QPvNjLAZwqqPKiRYoyXRIpm5FgcfJA43zyCUWwVeiBZHQ/8UQif2NrXkMhB1TP6wnHnEAvuDqpZmDII5LKrx+PPEI5u41FmnJSG5F4GqksYlKvmMg9HurWrYlcQIQ5aIliI+z64EsMouUXL0fZ72U4cNGBaL53c+t71YSdik2GIidVntOmWOBURpQPqnnfkVRVfl2irY4d6X9HJE80DlTjxUUfK6pMMOjBg72UleutEu28zgCRVCbajNDi9x7HX3EFLaYM8qRsNkBOKtM1P59yU08+mfJ/3E9K/B+nvg+5hGGDQgj/+9//4spjqYCzaqNdU0P9UlysuFaSOamvvUZIikGDKBdQKnyX+3DOMF3Xryf47MCBwE+3y43GVDATS8dkQLjvjh20eVy92rqWH0PPy0h9+207S3Oy8t///hcjRoygayYuWVVFEb2cHODHj5NzZvDSkHluZWXAaafZ2fINg5vvuTETJJJ65pn01xDC98Nzz9He4Lbb7HuDZHJSU2GkuhlMvXoxJlXSzRN26kP37t3pb9AgYih2wHElEiSSunEjOYC6dye4e5C2RAkKza/f6Q7zZfL44/ZSfamE+zLp35/Wvt69/Z/rJjKHGC8/fP8DeqEXRVLT1JFUo875o3aFM+zPKk1GaiMSZd0sJiySwW+Yot6bkcJC2kC+8grwzjvBdDPbFnTr0oUgVBUV1H5aGtXpEvVhr2s2EulT7aZaNBvUzPw+e3e55ZyKfCidEjT89UJi/8clky/3nUqmTqXI1eDB1Ec2FjwdcYmkpqURM6ZhUK5bZSXRzUcizmNVxoEO3Nc61l1V3VxXVXtKIzVq11cnJ/WzzygPLSOD4E6ejNA+jdSnnvJoD6RrMnBf6zyNa4nQTgX8WNae7vM0YsQIVCypMK8hM4Z/+AE46yx63amTc3OXLLuvDrO3CiKvG0k1jzFgj8Tu6kiqD2Nm0ybgllvsbfuCzCqceA0lzEAF7P0wbx5Bl71IrvxIQ24e6+qc8GGbkcrdwyCR1IYUvh+ee47+v/56wYGdRE5qYOeAJtzX874mATtl0qmTndvAVXzkkbZoQful4cPpPdsjKNtqYKgyAM9cVFX7XpHUIP0+aJA1JlMpp55K5e4eeYT+Xn7ZQhcCwKn/OBVL3lxCUVShBI0N7ithXm/o/PE/szTBfRuReEV+zAeGz0nViIxdfz1560aPTkI5FsESJqGsLCJI2HNP8sTec49TX1Ka/ouV0QwcK4+hbpvFXpvdW26kpuLhd8tJlV3PEUmNGYEiqV9/Ddx+O5W1GDYsgGdQFRXiJB4n47d7dy6CJS4Udc774HgtXtrv5s5QvNZs38sxY7bLxqFLv2/ZAsyYQRuM//yHIp/uyni8V8gZZxC8feVKSZP1hu8+AQKOdx95XEE37bm5uZ7lIVhbhx1GcLBvvhHUDFCSRyaffEL5xmvWSL7knxmFYSobO2lpdiZlw4AyJzUVzMTS+8rr7gPuy9pq04byAL/+Wvi9XvB1j0gqk507KfrD19YMIrkcFq5FC+DaaykiSbr6NLA9pCGNVP4e3nYbzfW2ayUZSa2ooD5ntRdTKZEI8OOPAoeEwuAIkpPa0HBf1l56ej26d1fn05riQ/dFiyin8Oef9c/xY5ytXEnPUJcuiWM9DL1dQT4U3eldYgzQcD54vXeRX38FjjvO+RylSh58kNKXcnKoRFpJif3777/5HgDskVQZcZIkktrQ5aL+zNJkpDYiadcOuOyyalx6qfx7L3ZfrzqpfshYHMLgvorJV2pgC5tnI24gVk473WhZFFUrrdXXhBQJ0qKFHdrXUJHU3Xaj/nfkcwFwLUHjoo8XvMRLbJtLRZTDRjjCDhcXklp/Tg2AoHc33EBeTVvbSmUVrxWiDfdNok6q7nj3m5O6fTuxVc6eTWViKiokOtSKP1BPl5NOItKLu+5iunif4wYLd+gVcDE9//zzPSN9XuM9WbjvZ58R5Peuu+hv8WLJQQrHjheM8IgjiMyIFXt3QGaTjKTq9HuyJWhatCAHwYEHQjv3nL+Wauw88gixQffsSX/vvaetmlTOP/9883WHDgQl/s9/EroIRqqfskoyaUi4L38PX3qJiOBsubV8JDXTv5H60EO0JnXuTKyqjL05FRIOA8cfD5xwgvWZsk5qRvKRVO11W9PhxtqfPbsMGzfaa+2K7QD+dJ88mWC+N99MEb2vvvI+J4hRrCLKTAVxkuq9SvxGUl97jcr1HXCA8H0SuhcUUN9Pm0a5tIzQMtWiSr867BBingtF3ImTZA7Exgz3bTJSG5F06wacfPLXSpIaGXGSDtyXPTD/93+0Gfv8c/+6mW0LG7yiIoL5/ve/9D6uWmTiMA1UgF5Xr6z21P3ll8ko+Oc/7b/Fl3jkpIZCBInesQNIT3fqYsSTK0EzcyaxnvpmlnRZsGtrKTrLw1XMPFI3uK9mrtoppxBJ1UUXJdrwWnT5PbzGTWKHjBkD/PILMZ9Kj1MY1To5P9XVFNGTMqm6Kuf+9cCBFKXdts1+PV6CGqmdOwPHHENlSlRtOy/GXUYzknrKKVQuRtXvokyePNk+diSbbS/nQLLESc8+Szrn5yfa82PoaUJIeWebkjk9CJoj0VQkQrnk0tq0AXNSZU5IXWcUf6zqmosX0zNaWWm/XlCZPHmy4zNbv/9FiJO8nDJsnQ6lhSzIrA+jm7VfVkYl0rTqVfsUqZOTvU8iJzUjg0r0qNpWiW5OKmtvxoxfvdsBfOnO5rFly4ip/MMPvc8JYpypjKVkdO/Xj5BDjAxS1ykTLbYiqTpr6+DBROzVsqXwfRJRYKbr/PlENpnqfOyKCnqWYixtTtBtycIlACCvk1rNwX0l7L6DB1Pd2P/7v8QxjQju25ST2shk4MCB6i9ZNFPB7quazNgDk59Pf4EefmYACRNYQQFBnczD+K/5TVfcQLTMmghj5THUbq51tK8SbRIciahKdCg3GTLPpmrS0YDMTplCf7fe6qQ9dxXD/tqIGwiFafKMxQgeY1OFjQ83uK8P1k8gIEOuRrtM12HD3A0lMSdVJ5LKVPnyS/o780yinVef4PFe0b7qPSAYZNAz3HnxzE/n21Yw2sqkZUtiCX3kEYrO6MrAgQOBGu6aLpHUWbMoorfHHgSvYpJsJNU3ZFYF93UxFPjxri7J4l/3f/wD6NMHuO46db8HjaSyfigupmhbdjZwUgqJk1Jt6PFrXCxGZFgMQhyPw1cU2Evuugu48EK6rzk5kohbEsKPv02b6P+uXbm1KsoZqQIRi440pIFdX08RcTcj1Syfk4D7+nlmH3yQ/iZNos37kCF65+k+p6zv+/eXF5JOht03UMqFjzzSc86h8c7GjKrfTX186H7EEfT31VfEDeJF7seEJ07i9xmieJamS0L3ho5GDhtG5b9U7Xft1BWVqLTXSdWMpLZrR45fVkKnMUVSm4zURiSxGJCXV46uXeWMctJIqkbuUUryOj0MPdl7RyS1zJrBouV2uK/XZuTww6mmpggv0REV3Dc7m/J1xciPY2J1gfvqeB1V773EAUONWYuHKp+WHccL7/nTJTiqrKRcKMOg+rrNmqmPdbSl8TsnTqTf4MWc6BxviXupEcG2zvFQpgGM1KCR1KVLKeI+e7a6badC3EuPSM38+Xp6iFJcXIyeGT2tDyTGMNO1thb47TeKZPOSbE5qMgy5XmkRs2cD991nRd0dkVTFNXSFwbddhdfdR04qH3G74w7aMJ14k/vvtQmLLCiNckHNJA3HYpY8D8rP22sv+7VSGUkdNMhKWUi1sH6Jxy3jt7KSjGHAymMOpf/5jNTaWlr7eHE8X8zIZpHUAMRaxx1Hf9qiiQphfXH99T3Qvj3w6afE+GtKCsmHtFIufEQQf/7Z4o8AvOG+QebK4cMtYiYdiRZxOakxKC0P1hcffghMnw6ce66932V7J11paCPVax6rLCeoCB9JlZWgkUVSmeyzD619gSpo/EWlyUhtRLJqFTB8+GFo25YIE0SREiepIGn8eal4+OPC/+yty3uR3VeMpFav8ob7PvUU1Sy76aYkCiQrNmGtWwNvvknMx0cdRf0yYQKQJstnCRBJTTofSrZ4pSdeS7pLlZPKR/V0N4D/939UaPzWW+Vj0XlxxWuFHHss/f/OO2TMXHQRGcOOZgPkpPoe747j3U/Qua9BjdTp04Ebb6SalJMny/vEeTHuMppwwqIiYidt08Ze/kAlNTU1ttXILZKqep/qSKr8GeDGtw923507Ce3Qti3lYrdv79KXDeUl54d6gEiq7b1G/Wzze49IaqpJQWpqrJA831b79gQT1VnT/iySk0PPUTSxtBmSexg0ktqQZCyu6wd7n0Sd1KCiS5p12WXUPx9+mIO8PKdDLJlIaiCG9QAlaJTvk8jrrKujv7Q0RUqBQmyRVJc15J13yBFzyy1UrmuffQQjlZ0bAc1BPoZMQ+aPA979Xl9Tj3SkU51UN+IkiQNx82bap7ZvTyzCjUmajNRGJJ7QSmZsqTZfHjmpqvdaYsiv4dq2ANuKltqN1LqCOtv3Mlm+nCJLfryCoph9pPAEx+MWYUosBkTESTrmEmVowEiqw3iyQV/V13OLpOrCfWV5bq7Cb858/NB77yUD4ZhjFEZqgDqpGRkEa62uJlib12Ln0NdDfa1Iak0wI5W11akT9YnWObwzSNNIPe44Kn0wfjzVYvWSXr16wSiQG4BMevcGrrqKcucmTbJ+y45xO1CxqCLpEjRaET2Vwe4BIWVt9elDudgAkPeY/2deJRUVNLc8/TR52u+6i9ihVe36MWYGDqT7uHEj5e47oMpe438Xw317cbta1lb79sQ9AABlc/QcaToyZQqwdi3NA3V1RCp12GFJNWlK164W4oQhTaRGaooiqanctPNt/fQTzZkiqoVtxhkzsZ9n9t13iejsxBOB886jyJKOw013LmPkXd98E0dJSdg7r9PHMArS737ySFn7F11Efd6xo3CAeK6Pfn/nHXJynnUW8MUX+ufxxEluzxxbkx57jIxUN4h4PBb/U8F9WXutW9N4FI34dm3aoRSl9KyyEjSacN+FC2ntO+CAJiO1Sf7G4mWkesF9VRPxiScSIcu0aRStTQbuqyIfat2aSkPY2A0FA5qH+9YX1duIlFSTGdO1poaiP5mZGtBTUXcF3DcWI9hNHW8rS6C9rpFUl4n05pvJLbAytQABAABJREFUuB49GvjoI/+TrqNPuL7n7+FVVxEhC4OYuOWk6sJ9/RqpfnJSDYOi4qEQwc746zmODRBJvf12+nvnHeCaazT6Xfxe00ht0YL6XSx/ADgjqX7rpPpi4lY5hiRy0UVEEMbKt6jUKptbBqPeQKtDWgEAZs6cidN7nG5dUrLZHjKE/n76yW6kLj17qVPlAMYH3zeGodBdYiQA8IykSse7qi8DbJ5OPJGMUyYXXyw5iLfhJbX4VNKmDTkaWCkkv5BZL3bfVEf0Zs6ciT322MPWtmrdSDaS+t//Ejkbk/vvT52RyoQfMzYkEU+c9D+A+258YSOKJhRh0FeDkNbcvpXk2zriCDJSRWHOTbPGq49ndtUqSumYOJEg6BdfrEdA5FXmynF4LAogzdk3MjSUpgQa7z5yMVn7jz9OREeipILdd+pU4JBDgH33JbSYm8Tr43YOBQ1Yt4ozwYy+p/kn2wqFiLgyHqe9WaqNVKbrF1/IHcDr1qzDbtjNzu4riaTK4L5M1+3bqTxaixbEP9AYpMlIbUTiWSeV5YUq2H1VE8LNN9P/V11Fi0cqI6nswc/Opo2YTF+mGw/3rd1Yaz/YA6r80EPAAw9Q5O2ZZ3yqziZ9g4yFUGKG3biRIie2DZLh1IWVz5GKyyQ8YAD9/f574lC/Gy4X7zB/D998kyZ3U4RFJgi7L2v/yy+JbOCYY+geaOmqYeTdcAO9ZgaeTp1UwzC0clKZ6JI+BTVSFywgFkLpMbXizfPQQWh7/XqK6HXqRF5x13N8RFKnTSPyNLe5xogZmH8QJa8eVnQY0tuk46yzzkJ0NscA6bLZVpVWsEkSkdTnnyc2RT6X0TpGPjd6jXt2WixGG41w2OU3Bpg/WfuRiHoDFjSSyoTv91Sy+2ZkUNTh8MNpU73vvr5Vs8lZ3ID2cg6kit3Xrd+TFcf6wV4nGUkdMoQitWvWAKtX+3POxuviWHf3OgBA0YQidDing+17Xk8lG3fCuRkkksqefb/9rkOcZBgUvQ6FgMzMDJSXa+R1+tD93HMpj3nSJGLlb6hIqrLfUxAFLi6mqgIyB6ooPNQXcH/mxo6lvjdrsouqxq0x79WWKBdeSH+TJxPSp6Eiqap+32f3fZCPfKlTySuSypOT3nUX1a1vMlKb5G8nnoyebPFOeMpDkZCvBT0rixY6m0GjKV7ESdIHX9AtXmn9sJoNNbZDvaDKkUhi8xVk4hK8s+YEJLTNPpMm/6uM6FQaS47GhbfCBqd5c2rTi/gpCNyXn3TXrydjSVtXTSMPoA2e2yYmSCSVb1u8no54RT0vvpgi+y1aqI8JmpPKLr1oEeVhH3qot5HqJyeV3zzG4/K5hu/zui11SG+TjlGjRuGi/hdJjzGPraN+YSmHrt0Y4Dl+4w0iBxo61IW1kv89qqiMJFLA+mHJEoLfdesG/HKhYk5KIp/Wdbzz99GHMbN1K8F9edInXwy5kjQSXrzqRMajcYTT9KvljRo1CiNGjKBzE7qVlQFHHkm6f/2k+73yI6KxlErI7LZtwJVXUv4fE5uRykdSI/6N1CuuoL8gUvpbqfnaNDI54fvh7bepb664wl5SxIykZvmPpIrjXbffdZjKYzGrvE1ammG7nilJRFJ3353+DjqI5l4vcj9Ati9SX4/1xc6d5NzfbTc7L0Aqyuf42S/V7xCMVJc15NZbgS1brD2kCu5rRlIDzPPdu9Pa16WL/3PdhB+Tzu8MrH19LbKQhRYHtTCJpKQ5qXXOH5WSfepfVJqM1EYkunBfgCAakUhEy2NeXk7EDi+/bOVb+Za48H9C+vYlsiHDsGqlXn11IhIhRlK5nNR4lZglr7gsN+nW1wd7+B0b1MRTxU8s9fXc9SQLnHLidllApk0jCN7AgcAPP9Dk60tvEXbM6dCmDd1XgEo4xOO0wYhEJAsmT5zkE+7L+iaVdVL5trzua5Cc1I8+AkaNoj666ioid9DVXfpeEC/4FBDcSA003vku0qyT6hVJZRKrpl3HiBEjsHPCTukxTD7+mDbtzZvTWOTrJDquEcDQ0yrfJIlkAfB05sn6JZXESTrPkyoK7CUrVhCsneVYiZFUXeKkIAbh2nvWYsvbW3DgHwciu5cepSUzUEk3+j8et+pIxzVqf+uKzngPKpWVtPbxuW3SSGpAuG8yUjyx2HztyI+HXc+77iLH0umn243UZCKp4njX7ncNuC/fVlpaBNFoaiOpTDp3pj8dcdxXl+tFIjQejzyS+v2XX+i1KSko4+Kn30UjVac+rWoeSwXZVv/+QG6u79M85eSTaS/wzDME+3/4YYuPoWhiEbK2ZiHSPILO13TG5n9vpi9k7L6SVAzf+6W/kei7J5vkLy+ecN+YcxNjaCzoZ51FpAWff56Ecsw4ECb/li0J5nvQQQRvuO46LirpkpPqaF4jksq/96W6ql6i0Db7TJYLGqQEzahR1B+rVgEnnSSHJ7orLrxVLNpdu9L93bDB0hcAjHDCC5gE3Fd3c+c3J5WJF9w3SCR17VrKi2zblvJSb73VSx+xo92PZ3LNNcRSzNdeYxI0J1Xs91TXSdV5nvj2WBHz3Nxc+wbShd132DBynMyc6aJIEov4+PEUVWU5mDYdFJBZLxhhOEzRDBbRMAy1QZFMPq3rPCbJZ9QR1laXLsCPPwLffiv8Ro++9oL7MqmsBAoL6X8mJb+UIFYaQ8UfFdr65nI70DZtCJlw9tnW97EUsvuKOa+pNFL5e3rttTTX87mdJvFQejiQkcqQCdGo97GiFE0ssvQUHcIgFMiXX1L9aNVck0wkVWu8S0QndYFvKzOzAm3bOqNjybD7LloEfPCBVQZMR/zkkZaVUTS4d+/EsV7rfIBIqp/x7oikauTTqu6rCfcNkJM6eTI5Sp58Uv8cP/Lii8SbYhiUgsWI2gBg80tklHa+tjPSW6c7kA+6kdSGmGf+7NIUSW1E0qIFcMEFdWjRwlrpYjUx5N2fh91O382+0UosgDqbES8svo6YE5fiGtK8HP5YISfVIYp2MzOJ5j8jgzZHgTxUCjgkP+FmZVmELFJPpuq6LpORG7xERxwLrWKDI0bg2XmR7AjilXE73Jf/HS66H3gg0fyvX08RDs9JV7NdXk/Ap2NGMyfVN/mQ2JSH/uXl1PZvvxH7NF/zzmwiYE7q6acTOmHePCLW0FrsAsJ9AUX7PEFXwki97LLLUDfVYhhzM1Ltc0HqDL0vvqC+f/VVqvf6/vtAgn+Ha5h7qTJMJc/y6aeTQbBwIeW7OvI6FdfQFR3nQ9CcVNZWs2bA8cfT65Wf6jmjAG8j9cEHqV/WraPx/vjjwCOPsJMT//uIwl522WXm6969iVCnuJgQEKQHp1sKc1KB1EY4+LbfflvyfZKR1OuvpzE+aBBBQk85Bbj7bu/z6grqULHAchqwZ5iXzEyLMV81B6cikurH2QZ4O5P4tgFgyZI4unWTHJREndRx42iMH3sscOaZBP0XmbhTcT1lv6eAOMnPeK/bUWd7r1OfNjcX6NkT2Htv4YAk4L4bN5KDraYGKCig36BM60hCZIjFivn0vHS8hKiWmf4saqqbk5pMMOWvKk2R1EYk7doBJ5/8iW3BK5lcgs0vb8b6x9ZLPe2OSJNE2APz+usEb9Bi2RNFEh0FiCl05Eh7lJYw+YZ9w6iIpHoxB370ERmnLAm9ISKp4TCVK6mqonsgy0kNUoKGTVyLF1NEj8HZ9BUX3nPdV1xM0dl//ENipCZ0rQd5SG0Gk3BPVHLhhRQJPv98+2/R0tXjHvFtjR4NfP+9CwGRuKmTOUDEcxLHRKMU0avwCvKIl/AYZLvtRg6lrVsTqkh0cUDsNDdJffoAp51GTgLSxfscG0xUE+572mkEze3RQ3IM78hJbHC/+uorKZJD1jbvHFBGBAM8x/feSzqvXZvQTdan/Pj2EUllwj9LSoMigKHD+qZZMxo7Ul4Afn4PwAJrc8r4cBqp6kgzmTmTnlE23g3JHOJH368kSa68YyPOj5kURVIbYvPo5YRkG9xkS9Bs2kRsrStW6J1XNqfM9j5W5e5BUKUZJRNJDYXoz3e/xxSveb24MfH9999Jj0kmksp0nTcPGDFCD3oaxLD0Ysi1PvC+PpP+/ankzyGHJE7VONcB93V55piuBx4IHH2004hMBu7L2p4zhzgwDj1U+1QtiUYpgi0b7yytJa0VxQVDGQn9E3ORF7vvkCFUcolFgZvgvn9Cqa2txb333osuXbogOzsbQ4YMwU8//eR6zpw5czBixAjstddeaNasGXr06IHzzjsPq1atchz7yy+/IBQKSf9muuLK/loyZMgQ2/tYJT088eq4dyQV8g02e2CWL6ccGlZ+wo+oIljr1hHU6f77+WPhnOgUkdT03VgGvvv1k4FRqEhTlJsM2aKhmnQ0jKUJEwga+v77GsraGpDokZCaGovi39E3id+YnkN9K5tUZe3LRJf0yWYoeeXAcV8fdxwZ2q1aKY4NkJPK2v/iCyqN5OkFF5vy/K30v9uYDAr3ZeIrAuEjkpqeTkQvDz5ItQz33995DN+3bPEeMmSIJ9yXn2dOOIGIWFRGajLkQ7pQZVVOqtsza9s4KjbJfu8lQCkRF1xAuellZVTL0NFuwEgqU6eqiiJ6I0fCM3JsO1+SOsKLq6GncF66Cb/GxeNUhoqHtMY0Ulh05d57aR4YM4bmyuuvT6o5m/CIjeJiIsKxlaCRRFIR1/9NQVNdRAeZDO5bVUXO6jFj1HNNMpHUf/+b2vvySystQkf8wn0POuhA+TEpIh8Sr6cSP4blOedQhFbFkJtMTuoppwCffgrceSetqW68AEzqC/WJk7wcM+zccHry0fdURyP32IPWvlmz7O0bhmE6Y1nQJJyRcMxIjFTZmtatG7FCs9I2jSmS+peB+15xxRUYO3YsbrvtNuy+++54//338Y9//ANTpkzB4YcfLj3n2WefxYwZM3Duuedin332wbZt25Cbm4v9998fM2fOxKBBgxzn3HLLLTjooINsn/WTFZv6C4phAKtWbUL37nsgJyfxGWeMisRJAOQwE4F2PCWQJ3aOok6qI69T4lnkiZOYpLdLR+3mWs+JePBg4JJLqFiyX1FFUVq2pDbFiVzmhQ2Sk5psPq0b3JffIIkeWfYbY5EYQghJcyjoQPW1a2vJ6wgQFNqTEdqwvy6dUYqiCUXo+UhPa8FKSEYG8PXX1B9iQW1HswFyUv1uMvzmpOrcV2akhtJD9Axr3vslSwjKunq1um2nQtxrD9jlli0a7fFw3wQj94YNG9Am3sa6pEut0bIyygnu21dOMkENa+ghnqJzX/nhokJQSJ7Z6dOB556zt53KSOr//Z/GQbzuAXJSS0vJCEtPBxZepG/oqepIi+3LNo+m89KHkbphwwazTuqsWRQx6cBVSImnMCd16NDkzncTPoK92270futWiwndZPflIqkA9VUo7J2LEHTTLo5b5mjipbgYuPRSGu+MpTyVkVQmRx1Ff7riF+57882tkJFBKLEBA7iDRIO7gSGzfozir76itbV9e/v1grSlkhNOAEpK9I7l69V7XY/1xTffEOHTCScItV7ZviQteCS1oYxU1X016g1Tb2akskgqewa8IqlMevemtY9na/67y1/CSJ09ezY++eQTPP/887jrrrsAUN7JoEGDcM899+A3voo5J3fccQc+/vhjZHBsA+effz723ntvPPPMM/hQgksdNmwYzjnnnIb5If9j2bIFOP304xCJWJ5ltskzYoY9kiGD+4I2DSHYF8BUPPwmrEtRJ9WTfCgOKdw3bbc083uZPPYYERjceiuRGQQSBWNgly5Wm6efTn3+wQdAlqhLTK2fH2OpIeqkhsMCRJGHWSceKwfTLGvDZQG54w5a+B9+mKDQvnQ1gAWHLwAARJpH0ONeO6Y0LY36G6AoR2kpcOqp1ka1em01QmkhZPXMcpTM0clJTdoj69NIlcJ9a60NXqw+pm2kjh9P0Z9//IPyc1QRZksXtSPDTaqriYUwO9vpgLCx+1bQDUhPT9eG+9oMvQaMpPrJ6/Ta/ObnA999R3C5yy6jjbtR5t+5k5QEhPtKjXfNUlMAZ6SqiKLc+p1t9Hzom84NOP5ZzcmhuSyuCc3+XwtvpDI+A5sBL4ukss81ysAFXT/EeyGLpMrWj1RGUgOLBiokEqFopGEAv/zSGjt3kmOMF/PcCNzXb4kEWj98RD89yYdSkJPqh39EhIO7PXPvvEMO7GefJcLATz+1G6km3FeRk1q7pRaRZhETVivTvSHyx/n2xfvK52w7IqmJZ8ArkrpxI6VFdOxI6LDGJH8JuO/YsWMRiURwHVe9NisrC1dffTV+//13bNq0SXreoYceajNQAWD33XfHXnvtheXLlyuvV15ejmgQyrs/uciglbwxKmX31fC6JRvRo5Pk7csiqTKonBE35HDfdunm9zKZO5cgcvn5AXRm19bY9PzwA/3V1MgXiSA5qUn3u4aRGgoJky53f9KyaSEIAvf1vdgZ8tdls8sch/Jyzz1UsojlGcaqY5jVbxZm9pqJeDRuNzR4A9xlAQuHqc9Z/ULPfhf72eMEnYgeywM2N3ia95611bEjGe7Dhnmc4JXPpBAGsR43TqIDD/dNGKnt2rXzNKL69qUcZgaccTNSk8nr1I6kKoxU2bXZPe3WjXKxc3PdjDb/E2h9Pf298AJBf2VM60HhvvvtR+09/zy9d5SgSZI4yW28q+pnu0k7LpGNtdW8OXEPVFQAOXzd0SThvlOnEqR17FiCQc+YkVRzNtlrL9J/xw772h2vj6NyWaU6kqp5b4OuHw4jVUKcxCNxPvtMXiLNEUn1cY/ffpsYmz/8kCJ6nrwATHcNmHpWFo33sWPJyQZIDJokInpB+t1P9JO1d9ZZtPaJ9UCTyUl99lla/666Sv8c0Ynhdp/PPJPSFlq3Thyr2KPIclKjZVHM6j/LdGA79AgAs/YjrH1WIo35ykykQQgIZ3pHUmXItBkzaO174onU6vxXkL9EJHXBggXo378/WvJFtgAcfPDBAIA//vgD3TWLRBqGgYKCAuylqNdx5ZVXoqKiApFIBMOGDcPzzz+PAw+U5yUAlCtbW1trvq/QnS3/ByKFU7FNXkzYeKhyUiWT8fHHE0FKXh5Fa5OB+4rXY21lZlJULBSiRcSodk7aLJIazg6bC6eZk6qyo5i3K04GZCSiAT0V21DkpLJ8KEc0UkacpFrkXCbSO+6gPIWJE6m2ZkPAfcNh2gxUVCSiP9xvrY5WIwMZgeC+XrknzuMN6etoidMxUVdHHliTTZm7Hn98zdoaZR1gt03Hk0/S39ix1P++SJ9k7xWSmUnQZZkhb0ZSGTGY5s33y0zsVktXJhdeSPlo27Yljpcdzj0jzEhdsmQJjo4dbV1HstE+7jj6mz2b+j4edzFSA2xAxDEpva+qSIxH/UXZeA9SG1kl++0HLF1KhsCmTYocPV53H3DfTp0ossTfU9VzIxUP4iTXyFKASOqSJUuwd4IW1LPfk4ymPPccoRNYv994I3DYYcm1KQpzFMZiNCbzHsjDphc2od1wMsalkVQN0RrvsvNEuK+EOIl3QqoiP2wOi2Qzq4HmsZDG5LRgATnA5swhWPGppxIyxFN3n1H0+vo6AJlKYymcHkasNpZUTmoQuK9XST2AUGIM8muTJJiJWfsLFtB97dNHzjxtu5w4PjSu50X6JCtBU1dQh3hlHNVr5dCshs5JZe198olFTAhYRrqRbo1t08iWRFLd6qSWldFeLyPDn6Pgryx/iUjq1q1b0VlS9Zh9tkUrEYrko48+Qn5+Ps5ntKIJycjIwNlnn41XXnkFX3/9NZ566iksXrwYw4YNw4IFcs8MAPzrX/9Cq1atzL8jE1WTt27dirfeegu1tbVm3bbc3FwUFBTgs88+w6JFizBt2jRMnDgRq1evxvvvv4/y8nLbsSUlJfjggw+wYsUKTJo0CVOmTMGSJUvw8ccfY+fOnbZjq6urMXLkSKxbtw7ff/89ZsyYgXnz5mHs2LHYsmULcnNzbYbSG2+8gfz8fCyctxAAUF1ZjfxNVjixtpL0FhekJQuXYOrUqZg4cSJWrlyJUaNG4fbby3HIIblgfBU1NbUYPXo0Vq5ciR9//BFTpkzB4sWLMWbMGBQWFtr0rqmpwciRI1FRTsZ9VUUV5s6di3HjxmHLli0YlwjFVFQUY/jwOLZseQ3bt2/Bt1/ZV6Si7UVm7kN1c2uSqs+hpP2aqhpMmTIFP/74I1auXInRo0ejrKwM69evBwDce28ZsrOBk05agZUrV2LixImYOnUqFi1ahE8++QQ7duyw6V1bW4u3334beXl5qK60rjdx/ETk5+fjjTfewB9/xJCTA/TqBRgG6fbdd99j+VJ7FD9WH0NdjZ2m3bwP1bWYMmUKJk2ahBUrVuCDDz5ASUkJcnNzccABwObNuejRowYAUFZWhokTJ2LatGlYtGgRPvvsMxQUFDj0fuutt7BhwwbEY2y1pP+2b92ON998E9FoFO+/P4p0i9Xjsce24swzx2LHjgWYMd0KFTB237yVeVLdq6uqMXnyZCxbtgwfffQRiouLTV0WL14CAPj442045pgKXHrpakyfPh1//PEHPv/8c4fesXproaupqjFfF24oxMaNG/HWW2+hvr4eubm5qKwkSOWllwIVFVR0ccGChZgwYQLy1li6jn1+rG18b92yFfHEqlhdVY1ly5bh448/RlFRkU2XyspKvPvuuygooF17aWkpFixYgLFjx2Lr1q22Y6PRKCZPmmzrl6WLl+Kbb77Bhg0bHHPEq69aVI/vvrsUP/00DYBzjjAh1hlWX+vMEbNnz0n0fwEeemgVXnxxjW2OMPs7FsMbb7yBLZvtc+tv039DXl4e3n77bcfctmPHDnz9dT2++QYoLqZ7lJ+/BaNGjbLNbaPeG2Xdv02F+PHHH5GTk4NNGyxEzHdffWe2y+aIvLw8fPfdd1i8eBEAoLKyCts2bYNMSopLMG7cOMydOxe//fYbvvvuO+Tl5WHkyJGoqamx6V1YWIgxY8agtpbG85lnLsPrr29GZeUXKCsrsx1bVVllXqO6vNqcI+bPnW9dPO6cI+bNo+/LysowZsw3WL16C9auWivVfcXyFZg3bx5mzJiB77//HuvWrcPIkSNRXV1t02Xnzp34+OOPsWTJEnOcx+N1ib6xH1teXo7vv/3evEa0Nqo1R3zzzTeYOXMm5syZgwkTfgCQiOZFrY1UwbYCbN26FWPHjsWCBQvw66+/Yvz48Vi7di3effdd69mNAbmv5qKoqAgff/wxli1bhp9//hklieS2zp034Pzza7Ft2w+mLmyO2r51OyZMmOA6R9TX1+Ott97CwIED8fXXX2P27NlYmphrY7F6c474aYJFuFhfW4/PP/8cf/zxB6ZPn44JEyZg9erVeO+991BRUWFrv7i4GB999BGWLVuGyZMn4+eff0Z5eTkAIBSKmX3DzxFr167F+PHj8euvv7rOEW+++SY2b96Mr776CnPmzMHMmTNtc0QoZJjtL/mR5s5ts2nsF5UW4adJ1m8qL9HbR0Qi83DqqbVo3nwjsrOBtWuXae0jRCOnsqgSX375JebOnYuZM2fi22+/xcaNmxL9YjjmiE8++QQLFy40N+gbtm4w23rt1dfMY8vKypT7iKoqWnOZoReLxWxzxG+//WbbR7z22muIx+OoqbbWjsqySs85olkzIu8oLi7BmDFjsHjxYkyZMgWL/qA5qD5Ocwbbv7BnbdSoUcp9BDAGH38M7LnnXAC0V8zLy8O3336LmTNnYu7cufjyyy/NfUQsFsOkiZNsfb52zVrpHMH6BQDeeWekbY5g+wh+nweQwcv0fv/997F69WrlPoIZS8XFBiZPBqZPr7PNEV999RU2b95s7iNyc3MdkdTlS5Y75ojKykrk5ubiyy+Bq6/+AWUJVNymTZvx888/m/uIBfNoL56/jX5DNBpFRUUF3nvvPaxfsx4ARSdlc0Q0movKynpcdNFXAICqqirMnj0bs2fPxtdff+3YR7D7WVBQoDVHlCfGwIQJP9jmiNVLiAAikhMxj504aSIAYNumbVi7di1qy61A15rlaxxzRH1iDi0oiOKGG4Bbb4065og/k63BjmX7iPz8fMcc4baP+OSTT7Bo0SJMnToVMP4C0qdPH+Pkk092fL527VoDgPHSSy9ptbN8+XKjZcuWxiGHHGJEo1HP41evXm1kZ2cbJ554ovKYmpoao7S01PybOnWqAcCYN2+elk67UrZvZ1kthhGP02cbnt9gTMEU4/c+vxtLzl1iTMEUYwqmGCW/lxiGYRhb3ttifjYFU4xohbrf7riD2r7vPv+6Lb1wqTEFU4xZe86yfT5lCrW555724+t21tn0Wn3bavP1/CPnm683vbKJ2h1gb5fJiSdS+3360P///Kd/3Wd0mmFer3JVpfn5ggXUZufOhpGVRa/XrzeM0jmlxhRMMX5J+4XOi0wx8t/Ot/0e9jez/0zP67/0ErV94YX+9GbXn5o1le75jBLzu3XrDCMUMoxmzeznRCuipm7f7vGtMQVTjAXHLpDq/luP35TXvvZa0rlvX/r/H/9w17Xw+0KzXb6/f+/7u+PYnTutcc7u67Rp9F3Vuirz3Lwn84zfevxmvv/juD/MvnDTncm4cdT2YYe5H7f1g622fin5tUR5bCxmGOedZxjnnmsYZWXqNlfeuNKYginG7H1mG1MwxZh3iN5889RT9n4ZNMj9+Gh11KZ70aQi1+ObNbO3/+GHzmMqV1ea7S2/YrlhGIbx6quvGlveseaa7V9ud5wXixlGNGoYs2dT2926GUbF0grp2Nv08iat/uDl228N49NPDaPI5ScW/VxkjcOuM8zPNzy3wdL9C6fuo0bZx3uLFoax6IxFUt3X3LPGt+4DBtj7/emnnceUzCgxrzE1a6p225s3G8aYMYbx8cfWc7XojMVmW3P2n+N6/szdZ5rHxupjju/jcbq3bE2yndt/pjmP68qrr75qvv7lF9K3Xz/DOOkkmu9Xv249j3P2c9fdS9j6we7r9dcn1ZxN8vIM4+yzDeO66wwjM9NaPxaespDGXxeaB5ecs8QwDMOYEqbfVLOlJnVKSGRz7mbbeF14ykLHMevWkb45OTR2Ro6keZlJrD5mnl+1psp1fMiErR9svHutH0ymtZxmXmvFNSukx/DrR7t2Jbb1g8m2D7cZUzDF+LX9r3QvOs+QtuUmW7YYxnffGcZv3kuNsWWkfR+24nq57tGopfvGjYZRUmIYdXX2Y7aOtq9H84bq71XF9WOvvbzPmbXXLNv1yhaoFzav9WP90+tprT7hD9pDZfxifle+uNy8Rlw2mSRk3TrDuOIKw7jzTm/d/UiXLqTz/Pn2z9l+78fWP5qf7fh2hzEFU4y5B881DMMwpmZPdR2Xo0fb+6Vly9Tq/meWvwTcNzs72wapZVJTU2N+7yXbtm3DKaecglatWpk5rl7Sr18/nHHGGRg3bhxisZj0nMzMTGRyVFvNdTi5/0diqy9oJOCQqpxUDgbMiwxmUpcIAj7/PPDii8F0UxEn7bUXwXybNQM+/pj0PuccICTAXxiMM5QRMvNQAe+c1FTk06po7UXiC/MzLp/FiBr0PgBx0vTplFDfvz/BHzUR75x+dugMr3vv3hbUpr6eXqen24/p0a8HilYWqeG+Gnkz2pAnHl3oAffl2xLvKw9zrFpa5chJNdt20ef994k9uFs3yhNJEIlq6S7qL0o4TFBlL+GJk2TXUKrid7z7zEnVal8C9x0xYgS2jLSitjLIYm4uEZz170/tRyJq2GqQXMNTT9U4iO8PBcRXdm1ZvyhhmUHmII1+D5qTOmcOwbh33936LO4D7uuARQu7Dn5+dEgAuO+IESOsa3Nz8IQJ9LruZPd75UcaEkJYXExrX9eu9vbZfMueHTZ/h9KIad1PXwURHeIkPq3g9tsJKn7ggUDbtok2uDXDnMMAbehp4HVbgziJXz/atGmFwkJn+2zcBMlJZdK5M5V00RHdnFRez2OPJRb3r7+2iARlbbmtR6IEyet0jA8XhnivfYEb3FfkCOAh8Lz07g28956n2r7l+OOpTFRuLkH/b7qJytOx1LOW7a10RZ44yTAMT7hv0iSZf2H5S8B9O3fujK2s0jcn7LMuYma4IKWlpTj55JNRUlKCCRMmeB7PS/fu3VFXV4fKykp/Sv8JxZaXI2zaxRI0ytp2kofj8MMpf278+CSUY/oIE2j79kQAcOyxwMUXU0mXykqnHsxYSWuZhrQW1i7IKydVZCYO8vC75aSytvkcC3GBg6FeMN0Wv//8h/ojL4/yRhMp2j4Up//M/AjF5qZXL8oDXrjQrmfe5jwALuy+LiuY382drS3upcxI5Q91M1Irl1YqSSTc+n3xYqL5z8mh/JPHH3fXPWhO6j330OaC1V2zNSEQJ4l9XbutFju+3KHM8Q7iHAD0jVS350lGnCTCCN3Yffffn5iy16+XL+gyvf3I9OnEwi3j1uP7WVknVbIJk453VZ3UABterfsqbOh0N6fssFatqC7lV18BCECcxK6rkvp6YoWu4zIfghAnMegYQKVbhg+350XG+Skjyc1eQxqpvKF34YU01+fkWGQrppGabhmpgD+DPoiw9iMtabDJiJM6dCBSo3fekfcNT7bHG6m6Yz8wM7HPEjSVlYXIzHQ6UdyMJS9ZtIjyaZcu1T9HNyc1EiEejJoaziEgHpqCnFQ/Rqofdl8vI5gZc5EcOkDJti5xXv7wA3DRRcBrr3nrHETef5/yoisqqEwM43Nlz0dRZZF5LE+cJJaQkzn9Gzqf9s8sfwkjdfDgwVi1ahXKBB7wWYnd2+DBg5Xn1tTU4LTTTsOqVavw3XffYeDAgb6uvW7dOmRlZf2pI6S6kpEBnHFGDGefLdm0xyAvQaPhdeO91YElLvwviGhgi3rVF1NuSKRlBJEWNIGF0kOINHdOZjJJivFNFVHh+sUWSWVkb+kaZBca0Uhd8iFV26aRqlg8bKRP3DF99uhDnwcgrzngAIqIs8fRs98NxWsXgwBwGkt8P1etrDKNPbNd9tal3/2SDzkVdPnKSDgyDODXX2nR2yZJu/SKpK69Yy2WnrUURROLbJ+ffTYZ1tdcY13PVVXhufEyFrSYiSUlaK655hrtEjQ2REgKI6nffEOsnk8/TTnNP/0kOcjFc+927csvJ8P6u+8Sx7g4pnZFJBXQN/x48rrhwyk6AL4tr02uh/Ph/vuB884DTj6ZjLD77+eVVJ+nkmvY4Aaw995kWL/6KtekB8mVH0kFEser7VCIjL0PPiDjz9zEcogc/n/dvjrnHJofTzuNInr/+pemXsxITayzMuKkFi3IqXz++XISHH4jHsrkHmifkVTfNV4VqCdZ2wCwdm1z1NRIWNDFtdPHfPPeezQPP/00vfZL+MRfX5RQiPZ5mZnqvnFjyPXUQxjvOs4BB7uvy/VY+088Qf1yzDH279l6wRwkqr2AbF1YuZKYuKdPB8rL9Rmh/Yo43pmR2r6rxWLFarsbdfYoKiDXvaGZif/M8pcwUs855xzEYjG8zdGI1dbW4r333sOQIUNMZt+qqiqsWLEChYWFACiZ/vzzz8fvv/+Ozz//HIcccojyGpTQbpeFCxfim2++wQknnIBwYEvgzyPNmwOnnvoexo61ymeYdVKjhn0CVxipbiVoPv6YFr733/evm8pjvnUrtTtxIqeChA3XjKS2SjMXz7S2aSYpkGpS/+kn0v/ii622feuu8M7yxkx5OV2nb19Ld5uRqtpsu8xGrP1168jw+PVX/7oDnDeYm+S3bKEI9uWXy6HKAJC3KY/0UJWgcenLG24gg+CssxKHevU7/72XYcVt7v79byqBwMi8+cibUWfYI7GckaqzkIZCZHh4VqsSm3LRnzFMh8PWIupVJ1XWZt02CkfVFdgJufbaizaOBx2kbtt+IeG9C1QLsPrmqKPI8OjZ071Ntun48MMPPeGoMqdMKkvQXHMN6czKUUkfPd6noXjuZZvfUMhetigeD+aYUgm/eVQuVSJ0LiALLIBAdVLF10x++onmgoIC+/UA9brgJrL657zucf53JxlJbUgYnsoJKc63QSOpzBm2YQOhoObP9z6Hbz+tZaIEmSSSatNPUvqO/YZQRgihCLcOahpMgSNLHogHwL5uy8YSgKQiqUzXRYuIofXJJzVOEnXV+L2yfgck+w8fuu++Ozk0EuTZWggo5sQI5yRulgbcd+hQSr/o1s3+PVsv2Niz1Tb3iKSy+7p8OZWI4euvplLEfmclaLaXbbeO4SKpopEq208NG0YOjTvuSBzTiOC+f4mc1CFDhuDcc8/F/fffj+3bt6Nfv34YNWoU1q9fj3feecc8bvbs2Tj66KPx6KOP4rHHHsOdd96Jb775BqeddhqKioocE84ll1xivj7//PORnZ2NQw89FB06dMCyZcvw9ttvIycnB88888wu+60NLccKtQmYR1OE+/LGq+14l3yrZcuoAHOPHgEUY80KD9/ixWRA7ruvcD2R1bwysWnPDpsTWHqbdITC8qLPoiQDo1BuVrmF1BZ1E7ywgAtsUSOSOmkS1Uc86yyrhqSnztwPlcF9y8spAtGmDXnF2fXM3xcGOnfrjEpUBjKwzWsrFlK3trza5TcZJ54otONWeoNb8HT6fcIE4JlnKNdqzhy34w3X97K2AXevqZeRyr5XbVgDwazhbSyww++/37nBkLURq6QH+dhjjwW+4Y6R6M3u66ZNFNFr1Qp4+TLF2AsQSdWJEijhZZplTVSoBLse/nU/9lhCJTz7LLDnnoqDxM2qTyM1GiUIJwAM4H97knBf1yiBBAHhJeIaB9jn35gPqLKX3H8/cMUVFOGsqlI4ZQIKP4/V1dH7jAw44IBBI6lBomJ8+26R1PJyWpd4qKzN+ZD4DeGMsLVGA9oG09tvA2+8QakQb71lGU2euvuA+4ZC8rHE6xkkGhkkKqYL962tJcOXjRn+eqaISC4fj8BFF9Hfb79RvrRXuT6j3jCvF2kRQbwqruUAVjnazEhqC44fxgAQ8p5nGhoy27UrUFhoOcTNrUTCidO2U1vzWDMntV4vkrr77vS3cWPD6P5nlr+EkQoAo0ePxsMPP4wPPvgAxcXF2GefffDdd9/hiCOOUJ7zxx9/AAC+/fZbfCvBVPBG6vDhw/HRRx/h3//+N8rKytC+fXucddZZePTRR9GvoVwu/wNZunQpevfubb63RUw14L6yCS0V3mSVx1w2ackiqaZnNj1kj6SyCcljEenfnwpJ779/AN0VOalt2pDh2KGDcLyYkwr1xsJNbzGf1tfExd0jE3qiiALb8mmZBzkSQklZCdKRHqhOKhNdI1WE+0ZaRMySQ0bcsG10Wrem6Lu0GRcj1TAM6ERSffe7+L2bncx955bXyRY2VZ1U0/kklpBaAqxYAWzfrm7bfiFBPw8jtbKSfoPb5kUG9126dCn2jXOeKBcYd0UFMG0a5av/+8LU5aRqbR75jbYiJ1XWR5MnA//9L5GlsLZTGUl9803vYxxwX81aqawfamuprBMA/MbXAvVydGhuHmX9bursEcHnhV/jJk4E/vEP+7xupDAnVVUDNBXCG0sdOwIlJfTsOiKpSRqpviGzGpHUzZtp7Wvb1u7kZMJHUnk8n66xl55Of0ceSX9aenPzO6BnpN5yC71/8kmqRSyem0wkNZk6qarrRaPW2sfGvBLumwTp06GH2nPHVcI7MCLNI6gvqNfKSf3lF8pRP/RQ2puZ7YlwXwCylAC3WqMNZaTW1FCfiOs2ez4q6ix8sd9IKpP27YkIS4P39W8jfxkjNSsrC88//zyef/555TFHHXWUbbP2yy+/aLd/yy234JZbbklGxT+9VFQAp51GFJaVlQkSBhYxVRAn6STZp+ThZx5z0fjkjKVw2IIoOYzZOmvizeqTBQDI7pdtGS+K5/7RRykCfOedRGYQSBQb1P79ydsIAFdfTYWYX34ZyBFyiQCXDaNGRC+Ic8AWSZWw+yrzaZnukRAyczIRRzxQFPiyyyjH6vnnaWH1zO8UjNS01mmmkRorjyGtlTWVZWcT0QhAUMKiItrIdOrksYEzuOv46PeGMlJd8wsF4iRHJLVOHkkdM4ZyoS66iCDibAPJpGZDDTJ7ZJpFx/3mMTLjlOXWAhKvuATu27ZtW9/GTDwe7LlRidY8ptjkekVS164l1uYjjqCUiLQ0wMgL7twJJAHhvqLxDsDG7usZSeWuU7GgAqtvWo1eT/ZC80HE8+A6j7ENqA+4b9u2VsQiHqe/WMxaP/zo/r8U1RzsiKQmAfcF/Oe5OYiTJOy+Mt1lOalBI6mBRNPhlpFB+dHhMLBiRQesWUPGqu3cxLhhDl4/z2yQPGbdSKobs73Ylql7A/a5OTYiQCSbFbVVHz9yJP2G996zHHsyI9WE+yLhpI6EtOG+DZXXqVo/mJGa0SLDPJZn99WJpG7YQA7mTp3sTM2NQf76iZZNoi1iCRoAniVo/MB9k8rLURgHysVOOM70zKaF0PaEtth3yr7o90o/z0jqlClUviU/X/q1nuoaEKKvv6brlJVJFgmoN9s6Eb1Aky7XfzK4L29g2MofsN8XASIZCVKqWoXuGvm04bBHHp3ZmP0180QCQH1RvfK0e+4BLriAmIkBj+gRZ6T6gST5Zch129DINhluOanmwi8aqQzuK/xepnuHDpSb+o9/WN8VjCnAzF4zsemFTWpdNSNaZ55J+o8c6fxOjKQahoGMjAzbmJRttPv2JZIXPkKQSuIknQi5rV0O0eE1B7C2d9uN8i/HjFEbE0HgvkzeeYciWB995KE79I2ZoUOBUaPshEZGzIdhwY2Zbe9vQ+FXhSj4sMA63a3fA8B9MzKszSD/rMZi9L5DDk/Brt2sVH79lQi3pkyhCNZvvyXXHi8HH0zO5MWLBSNVGPNmJDXyv4H7xmucEE7+nr7+Oq19thJGSUZS33iDovrjx1P0ql69BKjbVsxl7dpRu999B4QTBrQSMhsgGhnESNVl5OXbOu44WvvEtItkiJMeeYScwHffrXc8M9AiORGTH8TteldcQXBlxlMq9o0U7svmiABOzlQKaz89nZyQ7JllOakM9QS4R1JlyLQffqAc3f/7v9Tq/FeQv0wktUmSFzcjFTHYN4k+4L5HH021p8S2/YgX3DcUoo2SYRCM1igTjuMiqaFwCG2OagMAqA0n6uuqgn1cpDaI6EKIXEvQwGVj4dKXd91Fi9DSpcDMmT77nTtWxu7L9/vxxxPDbOvW3AIXDqG8shxZyFLDU9zsQa59LXXFnFTuktHiKMCNv6oqmtTT0iReTVXUV9TX5bBXXiFCpsmTiUTCd16nZk6qm7HklZOqgvu6jfeKPwiOVLW8ijtBaNcjonXhhRZRmEp3WxsGbWQ2btyI9jGL/VD2PJx1Fv2tXEl5aPyGveUhLdHt9m7Y8dkO7Bi7I6lIqusmRuznGEHNdeuk2vpdZfAH0L1vX8rVPfhgYMYMYMAA73Z14b69etFfFT8sAtZJZZtMfmOmA/f1E0nduHEjDjzwQFtbtrUvhZHU++6j/j70UDJQL7mEXqdCIhFCOwH2uUCcb5mz838F9wXofrKyIHxboRBFJR1t8JHUkA+HR0J+/ZWcAuvW0Rw8bBilALjqLe4tNMZUNFoLIMcZjUyCfCglOamKk/iPH32UcoIdIuak+tC9ro5grcuXE8t3hw4U7VQJT5rEIuY6/S6LvgOKSKrhXOtkc1tDw32Zru+/LzhkEtHkinoO7sv2XHWGAy7vBlWuqSEEGmClXvzdpclIbUQi5nUCdmNUSpwk1lmsjqN4SjFaHdoK4Uxq8OWX6btHH6WIYSAPVVz4PyH8xMIYeAGg0iWSahOPSCpr/z//Ac49lzbZCkI/d72ZcBvP6dMJZrrnngrIrAa7r9sCctRR9P+773Jta4qMOElW4zUUsue7Va1MfB4JoXO3zihGcSDdWftz5lBEb489iHZerbDwmnsvRlJ37CBIZVYWx+orjPe03dIQ3Wmn5bUZwi6b17Q0+mPQ1lRGUvl7OGkSXUMWZRaNVFWOtgMJkXhbUkIRvZwcq6A8Yzrm6976gfsaBkGIAatkg3RMSjYeQ4cORd0yK8nJbaPNb2DYPBVpFkGHczug5JcSqd46wu7jjTcCN99sJ2sz9ZL1Rzo8WUNl0cIgjimVsGiSLLpfvb4a1Surnc4Sn/U0bbZEXO9ZAQQjNbFptW0oEy8HDaKcXVtFOeZM9aHr0KFDOT3pfxsjtCbJlY4EiooFEJuTM0XESazecOvW9N433JeLZsWqYkojVSa2SCpA63Rc3xkRCEUkPJc6c0Tz5s2k7SeT13nJJVSCrbiYHBypzEnl21Khkxy6+xi07NCyMtrfeBGFMQMtkhOxWJxdosA//EBjhkXGRdUYQaYtJ1UWSZXsSW6/naoKrFtHY7+h4L7imGdGaOfenc3PGNwXhkUeaLbjUie1vJxSpYAmI7VJ/oYii6SaXhth06SC+27+z2bk/ycffV/si+53dJe2HyiSyrxholGsiPwoc1Ij9gO9clL5iYXlL/nS28U7a+bPGsLmVBJJVUX4dBY/ldfRVXi4r2Rzo5pwTX0iwKq1q9Ae7ZWRVJ2I4ZYtwNSpwGGH+TNS+X6JFovGJv3PsyqbyIHEb8zunY3yneXqa2j0ZWCPrMvxaWlWdDYjQ02Q4JWTqoqkMl3z8qjcSvfuFmOgzEiVRQ5VopMPJWsjVhHDlz98iVPip2hdRwZ9NB0tbLwGmIPefJOMvdNOoxIFUhH7I+qct9wiqYWFlv4z91Q4zpJgJpaNyRWXrkDpr6Xo/XRv+zmaxszmzcCCBcSmbIoPuK9tTqx2wtBnzyYobna2VaLHPDdAJPXLL7/ETTfdROdx89jFF1Mk4v6eXJpFiuukphJCuGIF5Y937Wof854laDR/E5tvDYPg59qolsS4CWeEEcoISaNB/HgcPx4oLSUGakYiyEdSAVqnjbih7TQIEhXThftu2EBIhObNgZycYgAdnfdVdDT7uO+HHUZ/BQWEULA9VyrdOcNSLBdoO86wv66vd6bTiHDfhiR9spWfYfdKMT7jccthysiwDIN4ElaPWI1ut3dT5qQC9vlMtp/KzKS/Tp0oINGsmbvufkUck0wY3Hdl3krsi30B2NOVGLeG2Y5GPi27XuBa7X8haTJSG5HYPeH0P/9A8IufbPMFALWbCT5bm1/raP+BB4B773VuNLSE6SNMvvvtB4weTXki339Pk+4JJ6g3co5IKlvcPYgGgnrC3QgNvPJpQ5EQ6Sc4COwKqq89YwZFDXv3Jii0quSHXHHrpYzdd599gOpqFw9yOIQDDj4AG3/aGAi26JsRWjBS+ffRIruRqmImBqzxHmkVQTg7bN9c8baZi6HwzjuUg7bHHmTQeJadEJtyGWPNm1MulJdol6BR5KTKxjsz9nlPru7GTmzL9b5KIqk33HADNjy+wWpL8jz861/A449TegG7nmikmpCyAIYej9RQio6R6pKTqqzX6XINHXGbx+q2J2rmbrPTceoaqT//TPWSjznG+iwWM8wS1O7OKMOO0JAYqQzSKhX23PqIpN5www3c9en/UIhKalVXA7fdyCFYkoT7JsWw7iHbthG0b8AAwcmZokiqeb7PjS5rP5QWQjg7jFhdzEGexM/Bt98OrFpFzkhmpEojqdC/H0Ei2Lpw31iMxkk4DPTu3QEbNrisg0kw5HbsSMaSlnAQXSOqNuZ5Pf/xD0pJ+eADit6axwicGEHK5+iOd1kk1YtVGbDf11U3rULR90XY+d1Os7+lOam8k93lGejcmWqnp1qOPJJSIt57j/LIL7mEEF1szhtyxBDzWDOSCiBaRuuu6fCROP3F8c4+awxGahNxUiMSmzctMej5zQJPgKMkTmKfc+cNHEiG6axZ5A33qp0lFdacsAnu3p1gDSefTJGfM89MFH1XbJZFI1U3khp0k+GYcHmmX65taX3EMKzFOQABzOOPU39s3kwQEH4T6ak3164sJzUcJrhsdjYZrGlptMkwF8tICHPnz/W4iMtXPvtdzEnl9a8vrheOTegYcrbP+jmcHkZGlwz7eQIpjkpmziRimkiESFNefdVdd4dhoznInnmGco5luVZBS9C4OQekkVQfOam6+bSySOrrr79udxJINhn19VQGpUcP+n/nTu5+skWfzXFJRLTmzydW7uXLJborjHYvCKnMyx5XbdZSXeNVYej5LUGTlkapEB99BGTGNcmHRIeEBO7reu0AJWhef/1183X79uTUHDKEIzKJ6j3nWvoFMJZ0hTf0/vEPmuubNzMcfeeIpGre16DCG6kM4suiRUy6d6daps89J58LHJFUDyioKIHK3mnOZfz6sX17ge0zsa0g0cglS6g0Ul6e/jlmn3uQHbVpQ2z2O3e6jMkkclL9jndbTqoG3JcJf1/rC6z1XWSWpg/ZxbiPJM/At98C11xj5XSmWr77jhx6BQWU9rYykRrFjNQZc2eYx/KpXrEye3TYLZ9WNFIbgzQZqY1IwmHghBMMnHSSFe1URlLr5ZsDM3LALZTRKHkfkxETsuGyQbMZerqRVM2c1MBwLbF/PGqN2nJSwyFvRkYXfbzyflyFu5yXB57dX75OKiLAQYcc5H4Jl1l0v/3I8cAItzwnXEN4zRtXxfqRVAYDCqWHkNlFYJXQjKT6Jdty9IPm4jJ1KpUtWb9eooNXJFWRk3r++RQJPuccppv13f8S7nvjjTf6KsaekUHOML4+MpBcJPWHHwit8fLL1D9jx0oOEvtDUqpL1kc33ECQx/fftz7bVZFUGRxO9t6r7bQ0ijZfdBGQbqjHiO0aYvpGlTOSev/9wJVX0l8oBFx3Hd+AvB03ufHGG83Xhx5KBsHLL3NzQUDipIqFFZg3dB6Kfy62zk/SyekmfNvvvEMl0np1c17AjKRmWGQsOnL66VSC6uabyQH81FOaegmRVACOSGq7dsC119J4kaWjsDnmzxhJ5ft91aoOiMUIMSM710Z+qHnzX3oJOOkkIDeXIno//KCvu2ncKC4VDpOh2ratOv3KobuPMet3v8RHUnXgvkxuv53WvhNPFKKmCUlr4Q73lRl68+fTc8TygJPds6rEsedIGKlHHn8kd0zIvJcsksp+px+4b2OQJiO1EUk4DJx++uv44Qcr54rH7tsMVgVxkmmk8hHYxMvvv6eInqzshKcwb79wvS1byCs1Y4adFETJouszkjptGtWPZQyEScN9FQy5q1bRdfbdl1uIw9ymWhVJdVGITVxbtlBE7/ff/ShuvZRFUtetowj2HXfInQOhSAiz5852v4bLAvbAA5SrxBb/VMJ9+U3GQw+RYWCWLeE2WI5IKt/XqXQOiLfQZYwVFFD0ulkzda6xYRhWJEJipMajcVN/MTfn4IOJ4v/gg+2/BeDgvjyiwidxEpMDDyTK/F69JAdK4L5vvPGGHSrvYaSan6UwJ3X4cNJ550779dx0l6ZFSMZORgbNuXweVFy1SQoQ3XM1llSRVJ8ssCpmYtdyTaJDotoZSf3iC3pGt29PqKsRBXaTN954Q/q52Tf8dOGjrwu/KkT5rHIUfOwsn9MQOamyfpdBAdmax+YCm5PJRSoraU1at45I1LzYcU29JJFUMSeVF61Iqsc67dAhgHPADfXEC++EfPvtN2xIKLMtCa+EX91XrCCn4e23a5wToLapqkRaMiVo+vYlwsa+fRNteZwaNJJ62GHkONl9dyFqCkIPyfrdiziJ9cPmzfS8sjI3qRbROcDmvCm/TbEfl+h/Fkk16w5LnvGjjyanxpVXWp81FiO1KSe1kcmZZ55pe+8VSVXCfSUkO8uWEaQiPZ1gFX7ENBCE53PGDJqshg2TRyNFUUZSFU90Vhb9zyDKDWGkhsNCkj4XSTVrhwVgyGXtT59O9UCPPZYYYbX0lsB9+UW7sJCgfb16CTXLGFQoHMJe++yFwm8KXS7irYc22ZZgpLrBfflNximn2L6yGTWZXdWRVNLJsJdHENqfOZOIGHbfnSBcWrrL3gtt19RIou/86VykRGak2nJKFZt7BwzaMLTgvro5qffcQ1Ea6XGSSOqZZ56J6peqXfVm/V5URBGatDTgif72DZffza5MfzeDwwGrjjmNVB3SJ4AiqTI/R5A6qUceSWyhL79MRh/PC2CS0glzjGs5Jv447nn66it6vxv/yMWBuh11qNlQg5YHtrSdK2OHF6+tFQX2EUkV1zgmViQVVj6txwa9dlst8h7IQ5d/djEh9rxB9sADZFz360fM8J756T5EykwsiZKysc/Y9sW6iyoJiiKSRVKZMcKktJTSf3Jy5PNYsjmp779PcOLly2ms9++vcVIAuK9qLIl1UgHSXSRulKrhMt5VomtYlpZSabpIRCOSGgDue9NN9LdoEfDaa96685FUtr7o5KTy8yRPkgQQk7utti6b3zxyUhsS9QBQjnF9PXDEEfb22Xxx0OF25Fk4I4x4VRzRcuoXFh2W7QX33Zf+Skutz1Jd5/XPKk1GaiOTmTNn4qyzzjLfe+akKiKpbpuMpErQGHbjwDOvUxC/kVQmPXpQ7pKs7ISbuHln27YluEqfPsI5HEOuGUlVGBOuUYpkJl1+QZDAfVWQWR7uu2HzBjSDmiJPZ7Ota6TaCakMuEVSO3Wi2m0Z9kApncsbqQLc19HXcVi7Wf44bhNTV0f5ke7Ki+d731NZPq2pFmdEmiVoEnm6NRtrkNaag0IJ42rpUmLzralJtMUirlVx69nmS9AojDKZZGVRaRvDcPdSi/0cq4hh1sxZ2Ce2j+t1mCrV1YSuyMgAHrs/AXtmEQafm11Z+66bR41IquzaEyZQtGrvvblzY5AaqUGiwJ9/7vJliiKp4TDlRQLAd10j5pNvGAaWnb8MJVNKcPDKg5HTn2NCEtMhWK60BInjJwrsJvwa9+WXRPrEOznjHlFvXgq/KMS297YhXhNHRieaUHgjkFtKUy78XNC3L+UwTvtOYqSmCUaqZiQ1aD6tzUjNSVxTiKQuX05rX+/elrMqlZFU1ubhh9Oflt4B4L533FECw+iCO+6gvGbzmMQzbs47gO9Iqq/9kmgUK86pqiIkWyRCkGJZ+yIKJ8hcuffetPZ5oYlkkVQduO+8eeQo32cfJ9w30jwira3rxe7bkPnjACFwYjE13HfV+lXYA3uYxzMHjU4klUlODtUHDoUCEpT+BaWR/MwmYXL55afj0kuBtWtpM++X3VeWk5oKD5WDtEaYSBybdr+RVMVE/PDDtGm/+27KXfItLjmpBxxAm1OA2t++HXjkEaA5H0llkBxVVEMjkhpo0uWOlbH78v2ugvu2adcGdbAzhurqfu65BPd95RXyDnpOuIb9NX8/xTpjrVtbkfzff6fF7oADgC5d4Eqc5DBAFJ7xpBk9XY6XOWXETYbNSM20IqkrrlyBgtEF6PtCX6s9YXP/xhvkAR8xgvJzsrPpcz4aHZQ4KRTSK6cgPjOxihh69OihDfflN3cqdt8gkVStCIfocJDkpMquvXgx1TM+7zxKLQiFAPym6MsUe8jNaKTI9BwA7hsK0XvR0ONZ33kjVWkISBxisk27qjSZm/To0cN8XVdHtQWrqhQ5qR7tsk12rDJmPhdu0NZUCt/vsVii3yWRVDZ/+4X7BmW2lxInCZFU2fphy0lNMpIaSDTnsuxsioa1bAmsWtUdCxbQemUzUmU5qZq6B1k/dCOpvHPZy8kZyWY3Xkttm4RCegSZfuqkZmQQCaFhAG+9RTW3X3gBGN7MaaQCsGrrStAWbuRDDRVJVbXP5ov23dvbjmcOmmipd07qxo0Ey+/UiRAbjUmaclIbmVRXR1BVxXl5+JzUOudD7mAHZbmqup5wXeG9rNwEzE/o0oieIH4jqd98QyVutm4NoDP0vbNffEHX2bGDOyZssRoGYfdNJoLtxe7L31PbfeXYfWOGB/OAyzioqbE2ji1bepShENsy7O/d2Czvv58IQn79NXEst8Fqc1wb+yVkkVSZKj7Hux/iJCXZFn8MIx1Jt5wcMICC0ZQrt+6BddalFCVo2rSh3FS24DEoFgDXEjS6xsI111Bk9aWXnN854L6VMdTV1dnzHCUGVJ8+xGC9xx7Wb1HlpIps0MsuWYZVN65y1VnnvgaF+7L7mpNDzpnvvwfSY/IBFgTuy+SLLyiXfPRo/uKJdgNGUg8/HHj9deD667k8NyEnVdYPsvfm5w0YSa2rsxxnvLGUn09zTs/mnGPNY840DdPauPWai6TOnEkpFgsWUHR/5kxtNT3lmGPIsTlpEtfvkrnOEUn1CfdV5S4qz9MgTuLbfvJJKpE2aBD3PYvmZQaLpL72GvDPfwK//aZ3PCAZi4rlq2dPIq379ltLIc86qdxnnnoE6Hdd4iR+vB98MHE+dLeXs3eQ7vlxDNxzD5FiPfus3vF+6qSmp5Pz9OabLRQU7xhnYhqprOslc4RbukhD5I8DTieqmJMajdgRX2Ik1YQ1S/a3Y8ZQXuozz6RW57+CNEVSG50YAEJWLlq9/ME2jVcNdt9hwygnpE1iz58U3BeJB1TIEQ2FgH//m6CVnToBRr6ekerlofXL1CqK7ibeZmCzaGQ45An3dVv47r6banEVFxPcr6HgvkOHUimHtm0Bo9wysCtrKpGFLPUlNKDKgRhyDdjHi7BxKy+nXOasLKehx7P7ZrTPwKEFh6LklxIsO3+ZY+FX6f/WW+TxXbSIGGB9kT7J3vNfcf2iNFJruE0G6z++e1xyUsUNEhPeSHVj93XLSa2upg1GKESva2spR0cUsV/jVXEUFRWhXbydUm+AjOqrriKH0r/+pTBSJSVoqldVY/tHxMqz+6u7K/PGtGB4GnBftxI0/HhXGvwB5s+ePQmRcMopBAdr3ZpI7AAu0hCwBM3AgfQHcGOSHwf886hYL0SxIXhcInpBStAUFRU52g6HLUdYmB/ecQOx6hjqCuqQ3SsbBWMKUDK1BLvn7o5wWth8luI1cWlO6nXXUZT8/POJjfS008jxmQrJyKB5F+DWjzrDEVkwUQSZiXm8Vu++pgLuqyJO4tcPkRkXSD6Sypi4y8spH3vffYG5XhXRNB0ovESjNIEp8zoDRFKD9LtubVO+3x96SNGWSLrnY76pqCBY67p15OBs1sydKFNaJ1Wjn2z7JWEOYUZqKByifmF7Wc1IakPBfVl7L71EfB7mOpLog7KaMtvxLJLKUEx8mk68Po4IR+VrcUcQy7dhAGec0Tggv43gJzYJL5FIyIQOAVDS1XvlpPKTAKs79e9/J44J8PCralTym7vLL7c+L0pxndSPPqL8ohNP9MjvEkXUg3v/ww8EEzroIAVUOQzPOqluBg1b/FmpDD/9boukMiNVAfflyTKLfkoszpEQunbvip3Y6XIRl68S361YQYZHt27AE0+4Kcyfa6+TKkKl8/IIUtmxI7DXXvbriUZNRocMK+dF4S0XpVkz+mNQWc9+Fzc4Gjmp4TCNyWjUuo55TGITGs4Mc7nbiudYUSe1qooiemlplIutNFJ9wH1rawlCDFCZEv732EQCkd9rr71Q9x0XAXOJnPERCHbv2eZNVoImVmFdUAXh5vW86CLguOMU+enivZTlpLrk09qM1BSWoCkupg27FCKeZCSVF6t9+3ztO5IqSRfp04fy6Pi83SAlaPZiDz0U/S44FFZdtwoFHxZgwIcDsPwSKo7b/sz2aHtiW6uUU61hPnd8pLKhIYRMWPsxmZEqsvtqRlL32Yf+Z4ZwoJxUBXGSlxMySE5qvC6OWGUM6W3SbcZYNCp3hjkbEHRIjIMtI7egaEIRBnw4AJEsO7S0eXPKvE5lJPWyywg6nJlJjg1fOakeZEcqJyQvZiQ1293gdWu/ooLguK1buxuptpxUdo8Ve7dolJzLtmfVUBupomPDqwTN/feTE7W8nHRP5bPKt5WRYefDYA6cfnv1s51jlqBJrL02Lok6A7z/n7UfjQJnn02vy8rU5IR/J2kyUhuZxOMxAGlSuC8vnuy+MtiRJgmO/ILcS0mtUXHS1YX78nBIGVurCcmIWblLvtR22ZTV1xPNP58PZcvr5OukukQ1VCyzTFS5i+6KJ/7nIMc2uKVqk8EW50gIy1YuQ0d09L6GRJiu27aRk2PvvfWNVC+4r1s+lCPyBlgQUTEq7rF4a29Mxe9djs/MJIr/jAyBEZoTE+6bGZJGUm2XUvTN1q0UdWvZkiJwfK1Z1xI0LoZN0DqpRtTA5MmTMSw+THkML7ZNjEYklcGtxM9FYWyVxx3ndAyY11MhJzxKsrB+qK+niJ5hAGOjYTST7NiSIX2SjsnEa3Gu1zVSN20CVq8mp48F9+WNTA7uK7apKvPB6bJgAc2/bdtK8twCwH0nT56MaxJJ6bwxc8stROx1eWnExu5b8CHB5JmBSickvucMU/bc8eOpISGEixaRg7BPH3skVRQHu69mTuprr9H/9fXA00/rR2V0iJP48fjrr8TIPWQIjSH6Hf4jqYtOXoSyWWU4ZMMhMIx0s33+eq56K9bqVddSGkDBCQXocl0XLFlC0MrOnYFotAhA15RGUk88kf4KC2m+1ymFIl7Pq+67G0JJNFL9OMX8jndbnVS2Jijm9vJyWvsASlkA3I3UUCgEA4YUxWEj9qyLI5wRRsuWtN6VlNDaFxQ9JxN+fIjtsvlixtwZ6H+0RUNtwn1LE3DfVpyRKjKxC/0uXvPvLE1GaiOTtLQIolFrgCtzIX0QJzG5/nqaXDIzHV95iiqSOmQI8OabFGmbNo1yGQ85RD1JO4xU/q0hvIc71ExLb80SNLb8E87QMxdnt01YHFKW2VmzyJvWrRvljHXu7EfxxP8hSBePQw6hRVTpHAgDhw07DGveW+N+GYWBrQWtlOmbeG0j2RE2bjLyIXO8cxssJqZ+mpHUt98maNkBB1DeWEcXO52uLe5w1Md26gRMmeLenrnJyAzbnDDSayvgvuJ4FyOp5n1TbM6k1+K+csu3khl6l1xyCdb/vl6pN0CkY7m5duIItmkXiZNskXZuA62cN0LAjTdKvxKUF97K5kmJYcbPM9XVrClVmElDD/EUxX0FoIb7ahp+X31FBt555/FwX3sEKZmc1HbtpIfY84p9RFIvueQSrg36PxQihMy2bcDwE8Joy+keaRUxN4qifsyYUuWkNiSEcP16WvuGDrX6PSZxKgdl92WSnq5HgsPEBvfNlhMn8c6BO+4A5syhHM9TT020oYikut3nyiWViFfGUZ1X7TBStfI6PTgH2H2tr6e1LyMD2HPPTli+3Nm+6WgOEEll0q4dcMUVesfqlo3h+/3iiwll9fLLwA03cG0lAfd1jPe4gdU3r0GnqzuhxWBnWE/K7uthYAN254O4R3VEUg3n/MZer398PTY+txH7/74/mu9D3oDWrYHvvvP+rX5l6FDS9/PPyTFz6qnA+efEzfXg3IvPtR3Pxj4bd5EWEZMMSmT4FfsdSH1O7Z9VmoiTGpnE44laVV5Gqo8SNHvsQaye69bRxBsIgsBvqrhr9u9Pxu8pp1Dez4knEjOxykMvQvlMiAncIxwNaaQ6GHJ54qSEfm41C1WT+i23EFSzoIAWoeHDfejNFtkQF83lJvn0dGC33SjP+Pjj6f7+8AO3WEZC+HnazxoXUnzMGZL8e2UzYk4q79MQ+s6N4ZBn93VcQzOSOmkSlbiJRoHJkykH0F15j/cKeestIiCaPNn+OW+kmga2ppGqcsrwRio477Uf4iT+Frk+T5K8xZEjR9ph/hIDqrKSYK05ORSZKS6GkjjJNj74KI/Gwr5yJbFyr1jh/E4VWfYqQSOD4al6Mkgk1TXCoYL7auak8vPYa6+Rk6ZF3MJXGnHDukYAuK9SPMaDSkZy+MMOHYDDDiPYP18nlZfMbk6vqkkQ6JGTmqyT0034eWzYMJrrW2W6GKk+4b5BRSeS2q8f5ebde68cYaWKpLqy2bNnrc4Itm5L0gz4dYUZP/x437IlX96+ok6qjixbRrXNGVlj1ZoqLDlrCcrmlCnPMQ2ZHHdG3h49CPmwciUZ23V1hFKwtZUEcZKIbIvXG8jPzcfmFzfLj+dzUj3gvjIkjldOKh1E/8ngviVTSxCviqN8Xjm++gq49dbU5YzzEg5TJYGZM2l/+vHHhBDhn4tRn4yynWOOfdZGTtgisVQgoGzrRwrnmj+zNBmpjUyOOiodRxzBsacpNirmIq2C+3Kfl5ZSRC8pzw6/IVFMmjbvmm4klR/hsqiO8PD7/g0uOakyZmI+J1UX7ptM/olS2OXC8pxUXioq6P7W1dmN1JNOOUn/OoLsvTfR/HfqlDjMa8IVv+fHiw+4L0+cZAp7qRlJTZpsS3N1+flnyvFctkw4n8tJlbHZ2o4Vnt+LLgL+8x9y9gDWb+HhvgAXjRH7wIXARuUJdxwnMXxHjBhhN/Q8irG3aUMecSOa2HAJOam83rZIqkuNvilTgF9+oejVySdb+bV2JYT3MWe7smvcfjttSp97jrumVBPJNTTEzemTbCSVb/uqq4BrrwWy44JTQwJ7BlyMVO6Zvf9+YvV87DGCPlpQP/c+VcmIESPM1yedRFGNf/9bQfoESHkZzEiqB7tvQ+ak8vPYyJFUIm3P7lHHcUHhvixv/7nnKKL35JOaemmw+3brBtx2G/FIyNZWZSTVjWyPq+McBGYtc6Dw+epmCRDuns6d2wNlZcAFFwhtxa0+MEVz7/DII7T2jRpFEb0vnipD4ZeF2DpSXWKA6WnqqOintDTq+27dXIj3RLhvEpFU1u9iJN3Um0VSs8MWYksjknrllVSy69RT1UaqIydVQpxkOpZq4pg+ndY+P4zQQYTfc/Brz42326E6bOwzieREzHVMjKTK0t6aIqlN8reU007LxdSpVDMSUEfwzE2Eit1XUkJg+nSK6L39tn+9bBMXd80tWyhytXChIhopiJI4CZBu/n7/nSKRhxxite1Lb81I6vTpdJ1DD+V+qw5xElwMkMTHRUUUbZszx4fi7LaHIC2yvXw5RbCffFJhYEdC+GHiD56XUS1IL7xANP/MWPJNPhR3Lkjme26TcdNNFP1hNe5SkZOqk/fjprubEbJ2LUWw+/ZV5xqzhdeWk6pyZAh9c8wxRB5x8MGJ7xNf2yKpsAxhP3BfXs8BAyivq2dPiU6SUhC5ubm+jFTzM3Y/XXLbbEaF4p7W1VHfHH00B8eVHSr2h2ad1ObNySHDGNBJUg/3dS3jErBOqswpI5IPqeC+KqcGf+1336VntKCAouU1NXa93dqRSW5urvRzWZ1UwNoQ7jNxH7Q+qjXpJ8J9a+JWfirv9FBs2lMh0n6X5aQm1jy/7L6FhVTiZt06Mpi+/15PL506qTb9GjCS6isnVXz2Y/Z5j/Uj3+/vvZeLFi2ccGizD/iUHZ/svhs2EPnhnWMJ7y7W+7apWmk3UnUMS1XfmE7OAJHU3r1p7ejaNdEWa1Mxl8giqW6OQiaHH06G6r77uhipwtong/vyRiprv7SUOAeysmjeT7Xw453lo4azwniNJYGz49Lt8384J2w+D+Jcffzx5ExipEms/cYgTTmpjUwuEFyCvuG+kkgqe1iWLaMoxNlnEzW/9b2BspllyNkjB+ltFckvEs8/QBDTa64hj5osr1MUt0iqbDJum0hO4uty+RFdI3W33biDZJFUr5xU2ceJz2fNopzUgw4CZs/W1DuhnEqHzZvJ2bDPPhZ8W4QqDzt6GDaO3OhxIfevtUmfXIwlFcmArPyBLCfVbySV3dfly8noaN8eWOVWglPsA5ffGo2S0yEeV28ybHAtCbzVdmnFuBI3jqKRarKaBoT73nEH/UlF4vi64IILsH3GduUxgHVfa2oomgcAN9banQ7SSCoPf/S4p4C7waEF99UkfTKbD0E5/+nKkCG04brvPiLB4XkBZDlbgLtjzHYcN49NmULXicfCyIY1RkJx+QY0mRI0NkeUD7ivuMYxkdV4BSzDL9IyYhl6bJ1jcF8ukmrUE1FUKBLCffcR7PyAA4D99nPWpExGZE4ZMcICWCgCv3DfoAa2zUhtRifXF9rpdYuLgaVLyTkjm+MDRVJj1r34+GOaB7ZuJceeVr9Lovy2+tDsWebGu2os8fqHwiHSW3OIqgxsMRrNS7wyYex5RFK3b6fnv1kzFydnnR3u68cp9tBD9LdhAyEfRK4HUWQ5qUrHFdfvts+94L5MB1kktdpCQvD9zhxhqTL0amoI4h4KUWkY1ja7fjg77BhLskiqCu576KGJAAfv6GkkkdQmI7WRyU8//YQLE8wjfC6RKCqCJFkk1Qt6Uz6nHAsOXYB2Z7XDoC8GQSa2DYmfvE5BXCOp8cSGKizMgrDnLvkRNyN1t93II8io/s1jZJFUl02YV0TPT15OPBpH/Y56a2EKcX0mgSqLkFke7vvHoj/Q1qIg8aU7E11GaEc0mbc7BDRAz57AK6/Ic6NlkVSzjIvPSKphEFOgF+mIqLtOCRrXOqmSnFRduO+KFbSRYTr7hfu6GWDt2wP5+Rr3UmL4/vTTT9gnZj0obpHUaNQqe3D9CfS/mWMsgT/zbKxG3EDZ3DKkt0lHdl+Lwlc7n1bhLPGqk/r995TneuSRzqZCGSF79CvAxmnqVJcvk4yk8pu7M8+kSMRoZKI7TAYo38RJ/DOrjIrxRo0PuC+/xn30EXDnnQT7lZbPATcnREIWmQlHmATAxu7L3keaRXDVVVY7Rx2lraKW8HPBoYdSPdb3b0nDbsJxfoiT8l/PR82GGvR5pg/iCceCX6gyb6S2HNoSAFD2exmipVGToXT2bOrzffe1OzmZiJFU04DRiKTG6+Lo0IE+69ED+OknTb0l846N1VxipN555waEw+1w1VWUFyzV32ckVeWUEfN6eWFw37SWiS274tCiIlr72ral/ufbN6+fGB+M9ErUu66wDmkt0szxJJPu3Wnty3t4PUpeVTu8pOy+GgilpUvJEO7Xz9m2TgkaNr/IIqkNkdcZj9Pax7fPw33DOWHbvATIc1LF+UeUUIj4MEKhxlF+BmgyUhud3H//Wbj1VqpH1beHy2bZq06qJJKqWuxqN9fS//m1asXi8td82zLYqShukdTiScVYfuly9H+jPzpeTJSsDz9Mxanvvptyl3yLqAdn6B19NMF8AeBf/yJCg5tvBppzkFnTg1xvLfyOzaNH9Mdrk1H6eym2f7odvZ/sjdU3rUbBhwUY9HXCWRCClN1X2e+MMCISQs8+PVGOcvlFzYbkHw8fTrkhr79O3nDP8gdiH/DtxuzOh44diVQKoI1dYSGRe3XpYvWzjThJFY30iGBrOwfE712OV/Y7f32e3dcjkioa8E8/TSV/Hn0UePVV6zeo4L4O49cFdhmJWGkEbiKbUwYNGgTjC8P2meM8wSkDAFFWjselBA0foajdWIv5B80HABxlHGUdwx3vmp8uGu2akdTffydm4lCIDFWjPo603xJjMSOMWK1emZwgkmxOqsxhxZ9pxA1rXOjmpErWD4eT05Af7yWDBlmO0MpKghGXlKhzUk2DIy3kiGSY8NqYHY4Zq46ZUcSGEr7fKyuJG6A+yRI0a+9Zi3hlHF1v7ArDoEKMyURSc/bIQc6eOahaUYWdP+xExwtoXfVytomRVC9DzzCsMaaq7e6pt8SBIoukNmsGHHggzWUbNuyOqVPJ2cwbqeY6wiKpfCkULz3E8c6GWLV6chXhviqnpBtpoHl9BveV5KTW5tfi926/I7NnJg5Zf4hSn3CYyBSbIYYSqJ9PWZ1U1ZzQogXwzDP0+vXX6e/hh4FzXErQ8PrLiJN4I1W2fqTKSFXxMTAjNZIdsc1LgL9I6qZNtE/q1ImQhY1JmnJSG5kUFYWxYwdFI9wYZavzqrHknCUonVZq+9wkVJLkpKo27ebC45ZXxC9gkjqp/KTLR/REcYuklkwrQaw8huIpxeZnH35Iteh27HDRzU1tzcjBZ5/RdTZt4o4JWx5kk9BHzNGBeuHWJY/Y8H8bkP9KPorGF6FqRRVgANWrKAqigvsqI9hMlwhQVqFmI7Qakn9cVER9bhg08arKUHi1Y36t8OQ++CDlGrJ8KzfiJL+R1IYwUlXj3Xa6hDjJbwmaFi2IrIaVJnDAfQNEUnm5/35CEjz9tORLiSFTWFhorzUq2fT06kWw1h49OD2FyLgMNsgbF1Wr5IWQdSOpjqi4Zp1U/r7+8gvw4xf1aImoHcmguIYf+eknyiV/7z3+4ol2AxqpRx0FPP88kcdYUQg+URJSAinZe/NzyfrhYOJWoGu8pLCw0NF2KATMm0dzzh7Z9jHAjB6ZkcobfLEyrj5qYvM7bx45INaupb6fO1dbTU859VQqQ/PJJ9wcXO88Tpfd1zAMEzYaq4g5IktBIqkA0G44Td6FXzn7PRymSPYbbxAcmolZ6znD/twqHbL8nqA2jtdeo3YXLtTTmW+bRw7JjNRBg4jf4euvgfp6cqyrILNBIqlKuK9GJNUrJ5Uf73vtBRx7rBMKLcJ9eb2LfiwCANRukAcUbruN5l+GZDEh8FKnomHPSfWIljdvTmzQIiO0J3ESS2eQcBoww19lpKYKMitzctpyUrPDtnkJcI+ksjmJ/bY336S178UXU6PvX0maIqmNTEIhNvjVG3sAqMuvQ+EXhc4v2GaEmziGDCH215wcmG3bhG2S3PLZFHVS+Un3wQfpOj17AsYKPSPVZuwx77gEqhyYqVVzU2aDzDJmwDC3wLGFn22200KWx1gxkd59N226WDFw1SaDLRTxmriTCY/bJKtg1nvvTU6Ntm0BY5Ole9SIIh3uWFcvQ0+Xmdhr4x6vj5uRhNJSYNEiGo+OjW8KclLffZfIdQoKiDXUbz6tTiRVB+5rI04yQBFxBdGZ2L7Y7yoj1U9OanExRWgzMihvsagIqJLYhLK8zvr6es8cxDvvpL/KSvofAFglFLdIKm+k8vc9Xh83I+racF+NSKrMGefodw6R4HAVB9g4MSKTSy+lXPLqaiIeAaCMpLo5KXk56CD6A7h5TNDXgKQfAHX+mUZOatASNPX1XHkcrt8ZL8Am4caaBkckZLFrMrggB7uzlZ5JvD7rLGDjRpqLn3+eouS//KKtqqs0a0Z/TH8AiEpggLpwXz4CGauKpSQnFQB2O2M3bHxmI4rGFyFeS/Mwv66yHD1eTENJN5LKO1DrDHzyCSGfMjOpz3v0oDnfVW+WqpJBaCVVJNV2DjOAhK8Mrj6zl4ENANGKKOq21SGnX45vuK8RN8zv0lqkmZ9Jj+XWj/vuoz9RxBI0/HokkvmIsmMHOdo3b6aIXum0DrgJW6V9xztLwjlh6x5rOJxslRySKEFjg/uyodYAcF++nYcfpr/MTKBqcqKvs8O2eQlwj6TG6+PIfyMfeQ/kYZ8f94FhtARA9/XHH6ms0NFHE/nT311cjdTS0lI0b94cEd710CR/aYlErE2ZLnGGTPgNzg8JkldWssER+VExP9oa5I7nN6vcJuPqq61jtqrqpLpEUt2YicePJ5KdoUOpeL22uMDbxo2jSNVRRymgymE44L7hjDBiiCGUzhmpim5jNetZTo5qwrXVvBQcBrZIqiSCHQ4TTJHJ1sQ9DkVC6NSlE3Zip/yi5sUVHyc+37SJInpt2wJPPOG/HfNr7p4uWkQU/7vvbuUYm0aqS06qG4MwLyzqywwwv/m0ujmpL79M8Ccx90SVkxrODDvIN1R1UuvrKY/RMGh8Mk99uFkY8Uou/07sE5dnuLycIMRZWRZxmjQaKXHs9OzZE7Uxy3vvZpTwm4xYYh5ylKDhfV6V3GaJg3nHqy0jlZ+zTj2Vog9iLrnYLq+nbp1Uc6hxG32xtrPfnFTDIBZ0vn1pndSAOam8KMvyKhyRfuC+XboQpHLgQPY5d4yPSGpPjlLak5mY0z2UFnKwa6qgpWzzq5tykay4RlIZ3JdFxhTsvrzREK+OY8AASrNo1SrRtqbu5tqRWGtbHtwSaa3TEC2JompFFZrv29wx3h1tMCNPN5LK5xtyJWgMwyqBp6t3OIPmSVVOKi/NmmWb1+HFZmRrRFKXnr0UxT8WY8jaIbj88mwceiitTwAQNxKGicJI5ZmTdSOpbs5fN7ivw8mvaL+mhvZ7IbTGTZDvJfnfE84OS/cZvNTW0todiQhOfeG+hJsJ/AMSpJ5Rb8CIG1baSq2Bx56lUmDZ2VRdgP89yQrfTk6ORVxXUWUZqT0FqnsHu282x+5bZ6D4p2JES6IonV6KeJyM1HCY1qf6eto7deuWGv3/zOIwUufOnYuHHnoI06ZNQ11dHX788Uccc8wxKCwsxNVXX43bb78dRx111P9A1SZJhUSj9QDS6OFPwkiVTehKEpy48L+sPcWGRBXp1K6Tym9OhLICfPt1dRQZ2+lhczn0dokcVFURSU1xsRwyGwqHrHxQEbboo0i4F0Ouea+4KK4tkuoB97W1xcF9l65Yik7o5KqbMlcyoWthIZWf6NEjdUYqv1CLkFlpCRp2ntjPHpEFXdIn54XUX2VnU9SqbVuxXAmnVo1lpPKRVKmRqijPU1pqEb3E6uLmvU9rnYa6yjproyv2gQtkXweqzLcZykg4YmLArFmzMDg22NJTlyG3nrrAvJ8S6LattAMP9aqOA7T2IyuLKP4NgwjUjjhCfm0V3NcrJ5V/nrp3B6orM/EGMtExUu8gcvPL7qvKh7IOSPwXEO6bn0+Rkw4dFHBfXjwi+ebn9QYMw0AoFMKiRRQZ6N6d4ISm8GPHRwmaWbNmYY899qDrcP3+2GPAtm3ASZUZaC05zwb35Vh9ZcI24EGjkToybx4wZgzl07MxH5Os2WIJGhXcVzRSP/2UXtfWElu2FwEcEzGSGgqHEGkZQbQkarGCc3PwggW0rg4aZNXF9htJtZH61cWDOQfYvMPusRhJTfTtrFnAeecRaU9ZWRGAFs5IKlf6SieSWr2W0muq11Xj3HPJ8C0pIQfwjte3AMvUOalmLdcQzDxorxQgpXPAMJx1UhOfh0IhO1eD9Hz634wCw7l3MI/l5sFQJOQJ9926lcrbZGfbnZy2tkNARvtEKQYBNSOWoBGJzjp0oDmsrs4KHHghucrnlWPtPWvR9/m+aLG/mqmIf+5t61PimYtkR2zzEmCH+4bSqe9NZE+9FT2PVcZs81jgfcdfVGy36LfffsPhhx+O1atX45JLLkGc6/l27dqhtLQUb7311i5XsklSJ9nZ5OIxDH24l0xkBu5551EOjS0fChLDSCYSzz9AG8YXXwQuu4wWuxkzaIOtnZPKzRhu+bRBPeG6JWhs7btEUk0jNcJBORW3af586o+OHckzeNddCh0lkVRz0efgvvxG4LjjiF3v66/lvzcUDuGoY4+SX5A/XjOv0zdkVvxack9lE7orcZKIAFDo/tZb5JFdupSg7gwKqa27y2/p14+YMSdMUB+jIk6SsTHqwH1jnGGb1jrNdo0gJWi8FlI+osF0HD58uCfc9957yZDhI/uqnFQV3Jdvl49QZGURZPOee+w5Sw5RwH296qTyyITCQmBncQgxJJ498Xp+5yDueEcZF0Pdp7pG6nvvEcLk6acVcF++Tc1IKt9Iz55Anz6SWpQBS9AMHz7cOo8bk2PG0LO7s0YOIAulOeG+XpFU3yRqPmTZMlr7xo7lnD4yI1WTOIk3Uvmxn5lJawgrx+YlspQJM2WEMfByxtI991Cdx8mTuTaSiKQatQHrpMbs11TlpFZXE4R7yxagS4IJzoEO44mfNCKpYkkUAGjdmup4n9G+0PEdL2b5mWYWQ64XQikUIvLANm0oJcX8PmaY55pwX8CGJrAdK+oijHemivT5tBluVlqDEl2h2C+xvuvxYA8M+moQMjqSkeooQSOw+9qcMtzrjAwqpfXzzxacXiUFYwpQ8nMJto/Z7npcOExpUYMGEbLwuuuI78R0KGeFbfMSYIf7hnMSSKDE2IzXWfrz+eNuhFh/V7Htah544AEMGDAAy5Ytw9MSxoujjz4as2bN2mXKNUnqpaaGPHrJwn35CaFPH6BzZ4oY9uxJpShsx+rAfbmv+OMGD6Z6i6edBlx4IbHsLVwIh1eUiRSuIuR98huPZD3hbpsyfmOqKuMi5qOZdeM0ioRffDH1R1ER5ehddpmHjpJIqi2ay+menU3RzU6dgIsuovs7dixsuXTfjf9OfkHbxRUf+9xkeOakSqLjMoZct5xU3UjquHEExa2oAGbO1CiB4MNI5eWTT2ijMXGicDrb4Ak5qSySYjtWAfflNxmmkRqyShyY/SlGEHwaqdJao2zscRGN0aNHS4kveCkqooheTY2VF5UTi9rakj0zKiNVtSncuBGYNk1R+1bsD012X1nfACEbw7d5rM9Iqoq0g7506mq+91knNRwGnnwSeOHJKNqhTn6sDyPV00nK6+4D7jt69Gjzdbt2tIb06sVFIxWXDUUkxEmKUhBiJNUVORBQ+Hls8GCa61ukRR3HOYiTNIxUN5IeL5EaqUK/DRgAPPUUkXjJHFZmJJU51nzkpPKRVF/rNutPzkFZX8TlL0tK0GzcuMGhO6+/bk4qnyO5ejU5mIuKYH4GuMB9uVQMr2sNGACsXElVBaqqKFpbXc3pwUHBeSPVrJvO7afMMkzROGq31SaOS5zL53VC/iybazZD53pEUvm2ZXDf1sNao93pHMOiMGbEOqm2HPKaOMaNAx54wF/OOOsvN8ZsgCDzixZRNYFFi6hMzK+/wsYfwc9LgD2SGslJ5NlyzxGLrPORVLFvGoPYtshz5szBlVdeiczMTFsEiknXrl2xbdu2XaZck6ReDjmkGQ44gCIHQancAfsGZ+tWglEpHxq23w1AnMSLrE6qI3IqMVLNaCXz8nITatKecJecVNnGtHxpBSqXVJp6iflofN04kWJdFK+8H/M4l5xUFdyXl6Iiur9VVdx5EeDCSy+UHm+/uPzjAQOAAw6wIK2e/a76no0JRSRV3Dy6sfvqRlJ9k22Jho3mIPv5Z8rxFBlDeaicmJPquLRwTy++mPJcDzvM+ixaaTEQsjbMXJ4AkVS38jn0A+g/M/8mamDEiBGuBpXYfrduCbKgaKIvxJxUri0+J9VG2MNtYurrKYI9Zw4wejSRsbC8JZsO4piQsdpKntf77wfWrKGokmlIAinLSWUibtp5fcWNpN86qaEQwUJHXB1DK0iSIyEZHy4wXXYvHniA+uXttymid/757AD/ugKgsZSQCy4gBM5zz3Fj0oXPwI3dlxcxJ7UhIql8v7/9NhkeB3SscRzHxr4ZSdWE+x53HDmYx4yhiN6TT2rqpRFJ7d+fiA6vvFLuiBRL0JjPrYpoSyBOCrJui84xAKjfqTZSw2Hg55/7YetWi4RMqr/PSOqNN9LaN24cRfTm7mxmfidbG8zyM80jaodqQjIzqe/79pX3Oz+eWZ1U+oL+s0VSE79x5VUr8XuX31G5rFJppLpFUs176xFJ5dfVM8+ktW/4cG68iQEJjxI0YiR1/HgqBfjbb9LLy3US6iXrCG9E8qk5/LwEyCOpfJ1U03lRGZfuJRtlJDU9Pd0G8RUlPz8fzRmVaJP8JeXUU3Mxdy7luSQF95XkLy5YQBG9t98WjpWUaXCIwmu+ZQtR/K9ZIxgcQSKpEjKMOXOAvDwymsy2fYjbpoyfdMeNA1bOrUPbB+ejcFyhqZcYRTG9vBFOb8VsxNqvrKSI3h9/KHSU5aSyz8KQEhosWkQR7NdeE5wDLJ82EsJHn3wkvyB/bcVi+t57ZHwdeaTVtntD8o9No0phpF5yCbFuMqPMjThJN5KqQ05hP160UtXHLlpEEexDD1V7TPl8KE+4rxAtO+MMgs0ecID1WTRhxIWzw1Zem6IEjW5Oas+elF8klj8ArHFm3ruYgdzcXM9IqnSDJN5Pc6xa5/PQRhXct7iYoNsHH+yxCRBvpWYkdbfdaOPYrp0dMitl902BkaoVSfVZJzXssckEoF0nlb/+v/9Nz+iOHVYOP2B/Hv1EUnN5PDgnZiTVJVXEhKB7ECeZpS2SdXK6iMwJKZYPAbhIqh+4b3UMGzfS2peXRzUpP/5YUy+Jkcrn0okim8dsJVwAf5HU2mA5qTIjNbrTCffl57GPPspFp05W5QJTB65knE4k1WSLrrZ0Lyig8mi3rt3d9ttEMY3UZhGtazFxi2AjZO8Hfl0Xj61cUgkYQOWySnTvTmSEfMk4A5La7lybbE72Ik7ix/vhhxOh4qGHyscbAMf+SFw/bEYqN2YAmo/btvXmIPGaB2TC9zvPpCzOS16RVDMntSKGE04g5vzjjmt8cF9bcsbQoUMxduxY3GZjLyCprKzEe++9hyPZrrJJ/pJy+eWXm6+TgfvCoEkhFAmZD8vKlbThOP54K/EdgF4klc+d4haqTz4hw/fiizUjqWJUAjCLbcvYfdkmevFiq20/4hZp4ifdLl2Aip112MKt1DzU1vyMy0n1KhLO2l+0iKjm+/ene+A4TpaTai7EIWkJmtWrgZdeIrZNxi4bjxsW3Dccwplnn4mlTy2VK2de3P1rbeiKop1QZgiokUfHw2GCiZ92GteMjDiJM/Rsl/TIp92yhSJ6mZlUJ1Fbd5c+YVDWUMhil3XYuMyLn+4/J5UJb+hFE8ZaJCfi3OiK19aE+958M/1Jhd0fLif18ssvx5pP17heh9883n47vT+1LoR0OOG+OjmpfCTVk3zIPFB4K8lJ1SU6A0LSSKpfuC8A7Lsv6XvVVVSGxiwHxrclGpA+4b6hEDn1SteHUIcIciQeCz9wXzO6pDL0PCLrKuHXOF4sI1txYsQaR2YERQX3TWyA77uPYP/HHEP5o507a6vpKVKnTOLZj7SMmDqI7L6IEUQznGafD2yb9qpgkFkjbpjPgFsktaSEjN8WLeTGkjKSqlrrBLjv558TjLW2lmpge9bZ5trmI1hukdRQSD2WbPp7RDcB2OC+KvIhgOakSJZ9U2DWSG0e8TTmN2+mmrRt2sgh6HyNbdu8w6Z77iaxNYDNk/HKuJnfWlxM0XfSXzGXsI8CwH1tnyuMVK8SNCLcl59nTKi1x5jXjaQWFpIjPBKxqi7YjNTMsGMs8bBzMZJq1FlGdqwyhhNPBE48MfG7Gxnc12akPv744zjyyCNxyimn4MILCcq3cOFCrFu3Di+88AJ27NiBhx9++H+iaJOkRsaNG2c+LL6MVEUNxlAk5NhkOCI/LHrntvniz+E3fNyCIa01GiCSKosgt25NeT8c+ZqeuEQOdtsN2H9/IsMBBJbRhF5iJJWH+3otSLrF2IOw+/IGAev3vMfWY20iRwcRYOKkiegGDw50j4lUF7qiiiaHM6lkDz+W+/UjkhcxNxpQLHiqTYbHYmoYxHzK6ObVynu8l7TtlnvCRyFs5BESwh9xc796NRGP8czBMY4mXzRS/cB9e/WiPE5P+LlAYGLEDIwbNw57x/ZW6g3Y54KXX6bXx7UMIx3Oza4N5qoB99XN+VH1hxfc95tvCGZ2zDHcmEdqIqmZmWoUhetYCwD3PftsYNOmTLyBHOyJcuexAYxUFWQ2aCSVX+NGjiR4+/DhXL8rnmsZ3FdZziUxdm6/3fps6FBtFbWEn4OHDye0zGP7ZGNPUO54/XaitmZjns9JN2oNR+0GEe4bKBrJjRlZTipbW3/6iYgUjzjCcnLKInrakVTe+VtroFcv6ztd+KaDOAmCkSqMx1AIuPPOP5CZOQxnnknPrkP/9JDUMea4dqLtWHXMsV+ylcuqjgNt7OdKI6mKe5WfT2tfr17AySfD9nsAyGts8+3xBm2dpTNgR560akXX+uPIBUhbY8jnEs4RDsAX3Dcvj7gBunZVG6niuu1FnCRDJnjuOzxy05nU19Pax1cUMAw73JeflwD3SGq8Pm5j9+XlueeIoVjLMfM3ENs0NmTIEIwfPx433HADLkuwsNyZqJret29fjB8/HvtIi8c1yV9FcnPPxaOPEmtrTx9Gajgj7Ejsj9dT4W6vxU4H7mvbkMQNR5RWfPjNiF6AnFQeuvHoo5RreffdBFf2K26bsuHD6Q8A3nwTWPpzBgajGfrCykl1I07y9C4rNneO42Q5qRzc1zRuPJwD1RutOpahSAj7H7Q/tsOd9U5lXJ5yCrHjjhxJUO4014rNUC7KIjwPAHr3phxAgCKchYUEoe3c2TouGXZfXeeASnTrpCqfJ66mrg3eKnNmC8/4XXeRwZSbS5v3UAgIJRZgPpKqKkHjZixkZFi1/9xEZPdFjFA8Fa9XWMd4GKmhEL2PijnGXpFUrj/4TZfMKZNKuO+kSZRjlZZGUOvSbVGkL48jlBZ2oj9S6CF3je4EgPvaDOz0kLPEkTgfulxDjFw5nJz8qT5K0AzlrMXiYpoDtm/3jkCIRqoRV2y+gaSIh3SFH+9FRQQPrakl/SItI6bOTHgkRbw2bpYr4T9jIjOWkjJShUiqF4laspHUICJ1bEui9c2aUfpPnz7Atm374ttvaU3hjVSenVjmGLNd1zCkkVQz0skdKxtXZiS1mXck1St3UVbflW/P5txjkdQap7EUDhM6bGOsFjVQzNesLSGSqtJ9t92Ahx8m0sb//pfyR2+9FTiPzfEKuK8MqeeA+wr9ztYPTyO1zrlnlB6nGO9m5DorbJuXAHlOKl+nmWf33bKF5rL27YF//tNd57+bOPBhxxxzDFauXIn58+fj008/xZgxYzB79mysWrWqCer7N5BNm6i0SI0AkfQSaV1JCdEAINkEaMB9+Q3Jjs93YHqL6djxxQ7l5pFNdGJdL62cVG5j9eqrRJDC4B9+RZcoZMwYIPfzbGwCl9wSkRjZ/GZbc0Hygmu5svsq4L6yfuddr6FICJvyN8kvaLu4/OP8fBqH8Tjl6gl1rrXbYdEDFSrgsccowsHyrWTESUFzUoOWzymdVopVN6xCtNTJ1KljLNm8+OxnGHJ9jahhh9InXmZmUm7qPfcAoVqLOEnMSXUY1JrGwgsvkGPgkUckX7LfyBEnrV+/3hPe2b070fy3b8/1TaILHSVoDPZ7DV9wXy+Kf0ckVWKkepWg+flnYPKbFeiIWpoDRHbfJJKNZs6kXPJ33lHrYl5H00l57LHA449TZMZG+iRZExzjwy2HmZV5UTg5g5agWb9+vXUe1/aECVQibZ+0Mul5Ygkat/5hG8glS4htvqCAInrKiHYAOecccuS9+iq38WX1jBMs3LZ5LM1yesrgiSq4byojqWI0MhwmCPoLL1C+t3n9JHJSjToDr71GBs2aNdLD5ZIYi7xxILvGYYdR+Z8vvwQqK8lxpuIFsBl73DHl88pRV1jn+JyPYFtwX05FSa1UswQNR5ykeq75eaZ3b1r7unFgJxvcl5934sL/sAwzE+5bFccNN5ABP3Zs4nC2TrjAfc1Ivwc5Vvv2VCv9/vuFvZ4X3JfNFwLcl+/LeG1curZ6wn1ZLrEH3FflHOAj1/y8BAiR1IRDySROqrVHUp9+msrbKNLt/9aijF8MHjwYgwcP3oWqNMmukDDz+hn6mxRAbvyx8wcPpmLsGYkay47Ij886qSXTShCvjqPoxyIYfQizGQpRDsT27WTUGLMVE5dLJNWccBTlSoKILrxN5jUNhUOOBdNWgsZjQbrzTsr9YXm1viKpHnBffpPRpw+w9x4xtFjJMXqGgcxmXjhXte4y6I2bqDYvJjyVu6elpbR5ad6cX4wM25iXbrA1I6kffkjRd4Dgfn6hygUfFAAAWh3RCh0v7Cgcm/hdLrBTFXGS0riJwyozJGxMAWsTEs4O2xZJ81z+2i7PcEEBwXBbtKB8sU2bLBIcWRtmFDxmICsry5M46amn6A8ArrkmoZ6KOClx7+K1cfsmkXPM2QiVNPqdDpT/FhsKwaMEDSBsvESYtst+qOjHIoSzw2g9rLX5WUUFsN9+MGsjvvQScPrpwNVXy8dwOCtMOVqajJVHH01/Nv0Rkq8JSeSkupbP8QH3zcrKss7j+j1R8hL5RkxaQCcUCdkjGS79w56Zww+n+eY//6G+Hzw4GCJHJm3aWLB8sU6qLJIaCoUQziTEk4zhVwX39ZWTqhlJFZlabW3EDIfBaEYjFRErkTjp7beJi6FLF4IUt25NhqWr7hLiJNU1mKQzQiiVo1ASSS2dWYoFhyxAKDOEI2uOtPMlCLmRABw5qaIwJxtfgkYnknrXXc7a6Ta4r24klTOWNm0CVqwgkrNbbwXyi3rhOqxGlgZxkqzUnUpsdVIV7L4OxwY/B0vYfb2izDLxG0kNh4EbbiAOlZwcYNutibU1K2yblwC7s4TBfVlENVYes54lgd135kyC+x5wgHed17+D2IzUadOmuR4cCoWQlZWFbt26oXMqGQKaZJdJWoJMIR73NlJDmSHT8+YWSZ03j95//nnic7FZWZkGsS3ea56YEGrza2H0ps/CYSp/wGQ9WwR1clKFjaGMCfa33yhSsOeeRMSgLZI83fL55cgZmIMxYyN45BFqVxaNRNhJdmMrQeORf8IYzWfPtv8WUWQ5qabeYUhZ98T8v7JZlZg/tNDSMxJC691aowQl8oua7ciVYgv1zp0U0cvOpqinuiH5xzK476+/AqeeChx4IDERAkD+m1sxf+xWC6YlyUl1XEOxaWNOga1bE6d5rbkq27HKeQG+3x9+mDYCfP4oABtxki0K7HL/2T02S5MYxK5sGEDnCgncly3OPnJSt28nCHGHDlQfkf89sjb4SGqbNm1QG7fg5F6Rs3CYHGPsKFUJGj4fFbCPExuxBrepHjaMoGaDBkkuLBrtMrivZAMpli3iayWLkVTVfawvqceiExcBAI6oPcIc+7GYFVFyoFkkYzjcLGGkBoCsinBfUXwZqcI9bteOcvj79098z/ejQe8dfSWRNtwDIy0XJYvkhBOoEhYRrDNcYaViCZqGZty0Iqn0vyySCsAyUj0iqbHqGPr2pVJ0JsmWhu62e8ZnTCgiqTInJG+0sTkgZ0AOiicVY/vn29Hp8k6u1+XrpMbjNA/ztUCVuvMMtiE4HU6SOSczM8P2e+i1YSevEyKpxZPIM2eW8RLmnMsvJ1b7gQMT7XHXc4X7csRJQZ2/PJGPrcykZL6I18VhxDioMhd9NwxyzABdcDXWwojKYDyJ/zXhvjU1wLp1QHq6AJlVRVK9StAIxElPP01pXZ07056D/Q438SpFZbbPzTMtWlh52Fu4/m4jLOT8s8uMU2as8rnSYp3UU0+lfdOSJdb+5u8sNiP1qKOOgqw+qkx23313PP744zjfLGrWJH8Fqa+vA5CpjKSG0iw68Zw9c1C5kPInZZ5Z8Xxl5IdNSm7POdcUmxDqttQpa1KqvKJ+4b7s4a+tpQnSr2dK3IRtH7Md28dsR3r7dGw+fR/k5bWw5UPxR4fCIRvkw/Z7+BI0mmyhSrivSySVh/tWLKjAjE4z0Pvx3og362Jrm486AbTgrFy1Eh1hjwQ6L674OPF5SQkRAbRuHcxI5eG+0YooIjkRGEbI1N3Mp11XjfJ1FtGLlN1XvGSS/e6luwxun5NDC0/PnmTsdeggOY+HyvEGtgoClsgdB6x+j0aBgw6i18uesyKpjhI04kaOG+/bP92O/NfyMfCTgcjskqnOH3colDiOi6QuW7YMfWN9pdeRCR/RA+DISWX3TiSdUMF9W7Wi/PRIhErRDBkiv67odJHCfSVGEN83Bx4IFGxqhf9DDgamOY1UZS4059So3VSL7L7ZtrZZ+7bPJE1FciKI7owiVh1D1aoqrL1rLXo+2BMth7SUXnfrVsrrbt/eDvcVUy0An0ZqYh5evJj0HTAAuOgi/gBn2zpG6rJly0zuDL7fX3mFyFj2r81CVyGWapZx4eG+LtETBiXU5QUIIrNmAePH03wgwn1lkVQAJsOvjPBJjKROnkyva2oo3zI93Vsn3mDg94qqnNRwmMjadu4kMp9OnWDrVzYHdL25K/Jz81H0fREql1Wi2UD7QmwzQGqD1Uk1eSwixKitKsn0yy/AjTcSY3ZpaQmAtnYjlRvTskgqXx4IEIzUmriJAqmsBJ75vzjWP5hnfe8SSdUhTvJChsnquwLWvGYLFtTaIbO8sRTh0B9xKJyKbO+mCfdduZKQCB072p2cKSlBUxNH9+4GevSgNg4+mNZArzHvxfJtXk/hHOCJk/h5CYCUOInBfusLOSO1ImbbBzfqEjQTJkzAvffei9raWlx77bXol6AlXb16NUaOHIns7Gw89NBD2LBhA9566y1cdNFFiEQiOOecc/4nyjeJf8nJsTY2sk1yOCtseu4yO2eaRmpWzyxULqq0HStOTCecQDk0DkNPhJhKRAYzqc2vxRFHUJ7CfvvRYldZSbkWfuqkmouIhKktWU+46jfV76jH1ne3AWhhn1j4gySRVD/ESUuW0ETbti3ljLVurdBRt05qvYH6gnqs+ucq/CO/I5Yvj5hedkfULwwcdexRWI7l8osy8fD4KvOYHSfIP2b9VT63HEuGL0GXm7ogfkJ/s23L2Sps5mTESZq6v/UWQVlPPplyJBkJg9K/pzLUJQv7/vvTfXUTGXGSG9xXBeNmEuPhvmIJGrEPuA3GsgsIX7fm1jXY6/O9tHN+ZOy+xx57LPKetDZrsr65/XbatD/8sNPpo8pJdRipCuKkVq08nCRmA/Lf4hVJ5TcxmzYB27dHUI+QHdavuIb5Mdcn1XnVppHK97FbXicTthGK18Sx/dPt2PntTmR0ybAZqTWbarD94+3ofF1nvPRSOp5/ntILvOC+fnJS2e+RRqwBedRaw5A69thjrXO4fv/wQ0IPPNs8E12Fc9gcaKtT6Ab3TWw+vZjtk5E5c2jtO/dcIGQYAEKIJ4yMrB4EHczokGE7x3QyecF9ufk8KyuxpmqIymAQ66Tyc8F991Gd8NdeAy7oV4SV11l10lh/5+yeg3ZntkPhuEJsenET9nxnT/t1eb6EOklep8a6bT4LkcSfQAnA9kNlZcDy5UDLlkDfvp1tvweQGNlCdNPVSOWM0GbNgDtujGHGgxa3gywn1UacxJ4/DbjvE09QzfobbwQeeCBxfQ7uqxNJtUXfq2LS9cNI/MPILs3PVXBfD91FJ2eQEjQiuy8SEVk23mbMkKrg1MmD5ZtJJEJpUVlZwNSplM+8337AYK5OKj8vAXLipHAz+t9Wv7feQDxGz78fqPLfRWxP04QJE5CVlYU//vgDt99+O0477TScdtppuOOOOzB//nykp6dj5syZuO2227BgwQIMGDAAzz777P9K9yYJIBUVFE1SwX15GvtIiwgO3XYohqwdgvT2zt2BUW8gGqUc0X79qM2BA50kONIyDaLwi0BiQqjfXo9Dh8Tx8MMEcbjkEnrwp03jNroaOammx00C9022GLtO3Ug7KybnfY6EnHBfrk6qVyT1hBOoP8rLiaDmllsUenjkpMpKl1R/tQ177knkN7feChx0TSv8yEVNQ5EQxn45VvHLuWt7wH11+13aTtjqr63vEPZ2y2tbEGORRpVzAJASJzmuqej3998H/u//KLq0aBERp7gBUJTGowfcfvx4IpH44Qf7536IkwBh8Rb6HQDiVYnojKROqg7ct2ZjDX3HbZDcFlIz4sDVSf30008d0Uix3/Lziea/pIT6fcnMeuyWiIipclJ1I6m8bN9OKQzS2rcKuK9XTqrUEw5I66QqjVRuvNTk1Vifc8e71RplwjZC8eq4uQEWjZpFJy7CuvvWYeVVK2339fbbgYdvqEFH1MhLHvlh9/UY/36g5rx8+umn5uu2bQk+3LEj5xCTGM5s3eBzUt0iqWzsNCTcl+/3jmXl2B3liKwsAwBk75GNvX/YGwM/HWg7hxlIOnDfQDqpDAYhkrr33mQYXXCBvW/yX81H7QaOJZ6LjHe+mgzCspllyusCZCT6dnKC2zOEJc8cdw2+3/Py1tk+A+xO7lC6JJIqrOm2PPjqGNavp7zOigrnc+caSW0ecRhm1euqsf3T7ea1DzgAmD8f+OILypXOz6f/zfY5+Cm9gE13mzOg1p4SEK+MKyK19ntvCutHIZKqeo6VDLn18jHnVoJGhPsCwNjPDDz1FDmqACBaFsXqm1ej9LdSqEQ3ktqtG60XS5cSedorrxBRG09Uxc9LgH4kFYDFvRDyN+b/DmIbah999BEuuugiZGRkOA7MysrCxRdfjFGjRpnvL7nkEizzylZvkj+VHHhgG+y5J+UAquC+TCItIsjomIHsPtlSmJURJdjNunX0gCpzIiWJ7c6DrJf8Alu3zYJlBWX3FUvQyCKpgT3hLsezr2ybdkEv3ikACJFUIedCFF3yIbc6qTzcl5fNL202j926FcjbloYKDngRioRw4803ul/YRfe+fSn/l0XdA0VSQ5ZxktHFmrPKFxAjo52ZWDhVlpMqigo+6wGp0hWvTfrPP1OO55Qpwnl8+QOWk2oYWsbNxRcDDz1EUDYm9dUWu6+jBI2475BsMJihI3XKyHRisDu2SMeAESNGuNYc5tsKhcjw6NczjrSEguamU4hqiAgAm5HKw2drKYK9YgXwyScEyWXRB7sOTiNMhxX60UfJmXHttfyYDCGcHRZWYbVzhJ+3ata7G6lm7rEskprYEMWr42YfiJGCquXEDFb4VaFtvN9wA3DnpbXoiFppjVc/cN94fRyxGEWwH38cZqmPs89mJwsnaNpVI1iyPkjflSuJcMsck5I+EeG+Rr2/nNSGgPvyjo0H+m3C25iHISgiPTPC2O2k3dBsgB225EBCSHQG6N4ffTQZk1OmUK7ek09662Q+P4KDQqyTOngwOfKuvNI+F7hVFIi0iNivIbsuYGNqTQbuq7oGP8989dVeWLuWopHmcZzzwlYnlc1/XCSVz+kE6B6cfz5B23/6CZg9C1iGFlaZUomRarL7SkrQzOo7C8suWIad3+4EQGSB++1HwQLZHCyW/nGQMwoRY14fPpLKOzlZ8w74tBBJNftc8Rzz4/3YY4FnnwXOHG451pUlaNhS5QL3BYBPPw3h4YcJRg8A6+5fh/zcfCw4bIFcIVhrpxdxEi+8gc10CGWGbPMSII+kqozUGHMueK2tf0OxLTGVlZUoKChQHrx161ZUVFi17Fq3bo1IROJObZI/rZx8ci6WL6d8NKmRyk3ebNGgL5xtxevjtgdl1SqK6L39tnCgT+IkfoHduKgOixaRRzBonVS3SOr8+bQ57dqVa9uHuHv3Ex7EEEFEvxm+Dodip00vkd235dCWyOyRid1O380zksrn0y5aJGc3NAzD6n8ukiojTuJl4ZoI7r85ig8/lBvYCAOvvf6a/GfbFJB//N13BKliuX9ByIdCYatkRKzcWvlKfiNPfDgMnHYacN9V1dgbdm9pMjmpfpmJdYxHAMh/LR8fHr4Ge+5h4Iwz1NGZZOC+l11Gm1GeuN2E++ZIStAoSq7wYkbjuE1Ghw4E42SMqrY2GLsvM4ijBnJzcz2v5WDI5Zh9mbEuRjVc4b5cNGnjRtqwDxmil09rNSLRUzIndOsG7LMPRfR431OkeSTpSKob3FcaSc3hIqmJPnAzyBz97kL65Jc4KRYjA/WxxyhCvn49zfWA3tiTSa6iToNlpEocmSySyoytOnf2Y7MsR5Jw37yH87D4tMXS/uedPtESOzZV5DJgYhqpGnDfZcto7du0iUrEvPGGt766kVSbTlzkhycy63F/D3sbEgI/8bpACuC+wpqX3iHddg2+3z/7LBd9+thTacR5R4xu8pHUWHXMAfdl7VdUAEcMz8RNOMBMR3EjTuLZfREH4hxZUeXSSsd5snnMxu4LONIjxH2YzUitjKFTJ8otbtmSa5P9Lzog2Nuw/X8duO9hh1F5tOOPFRwCnLjBfUV2XwAJyCzNAwMHAkeM7IVtcK9QYJbh0WRCZ/qz3xPn4L7ivOQaSS2yG6nHDY3h7ruppFBjM1JtOanHHHMMXn75ZQwdOhSnnnqq7cBvv/0Wr7zyig1X/ccff6BXr167RNEmSY1cy1Hkyrya/OTNGAQBKCOp/IOyZg1tgA8+GLjuOu44NiklNtJSeKVkIgWAt0dF8OLn5BG3QUBkhbnhEUlli0UcZv7EnonUl50J2zGlcF92/RBN7JUZ1djBJ8KEnNCgzO6ZOGTDIQCALa9vsTckCNsQrVlDEbKOHYFt28SD7K8dsJ6Q3Ehdg+Z4/vV0nLKBvLOiGtGiKK59/FrMvGOmO6TPo0O1J1zZ91wklTdSy+aUm22ffjpwWHoVFr/r30j1iqRWVFhMpEuXupAwqO6f8Pytf2I9CrY3x0qEkJEJc2yKG99k4L5M7CVo6PtIthPuy+d+G/WGPJJaaY+khkJEfMHILxz6CM+uETNw7bXXYv4L84WGhfO4TcyTTwJlWyM4HGlok85baexH2XUzfytfDkJRJ9V1TAqfxevjzj7x2M/wcN9IswhiZYIhrdrEKYzUcJjSLQwDOOMMcv6Yz6xHTqoZSXWJFPB9s2IFULA8gipEkCPLp/WIhou/x4+BrQv35dc4XixjyRp/psEhyUmV9Qk7h22A774bqK8nZMKTTxJDsa7UbK7Bhqc2AABKfy1Fm2Pa2L7n+z1Wau9YVa1PP3DfICgipZEqsPuWllJJqubNAaM+DiCMaGUM9cW0+d530r5oc6z997pF2kTipHFfEaNvy5bk/MnO1tCdc67w4ZnMbpmo314vLZ8jG0teNV554yNeFXdEUg2GtBXzOkHOiOKfi9Hq8FYWezcH9+WvVb3KojTO7E7GVl4e1QS3OcPiZPRseWuLZfAq4L5iJNVWa7QqjtGjrTYtUTgo2PhlcF8XJwQgd/6qSh7JdLdFUiVwXx4yu3kzUF6XgZgIBRFEF+67YQMwfDiNx/POs34PD68WxxKPAjRzUnPYJGVv//Rhdbh4f7rHjQ3uazNSc3NzcfTRR+OMM85A165d0bcvsS2uXbsW+fn56NmzJ1599VUAQE1NDTZu3IhrGFVZk/wlZNSoUbguYUH6iqRKnmVxk6H0agqGkjSXid9McYtUNGF8iJvHIDmptg1qfdyGAmjWjAwOXQIJUVeeFZlJC0TRt2M9unQh60XcMMcqYg6SBZvB6MPzyL+3HcMv7jJ237Ci3iFTgScx4HakdVvrMGrUKOwR2cNBQGETj4lUlyFXZuzy7Mi8kdq1shx3XV2L/kNoUmcLMy/8AuE3J5VXZfVqDf01ImN12+too2TqpDaWbJAt3khVXYcbAxs2UI3XrhxzjA3uK9ZJZRsHtqGXbCBZ/+61F+XjeLKECjUSjaiBUaNGYe/43kq9Afvm8YUXgLKydOyLdLRN51IChMiAowSNAu4rgypLSZ+EMRGvchqpsk3Y118T2uG44+xw30iziHM+1HBq8HDfdu2scQgQCZRbW8xIjVXHrIigG7SV6/dzzwWWLGmBF9ACR2ZFPeG+5vzIGYTmsfV2J6e4frhFUtc/sR5ls8uw1+d7IZJt70B+jXv9deDNN4ELL3TeV5uRKkRSVcRJaa3TUL+j3uw3HiLLEXdqyfaPtpuv6wqclVt5mPXjy7thDlrgOqzDUdjhGUnVYfcNFI3UjKR+/jlB2087DUBeFYDmKJlaakaE01rbtp4JRRLXkBGPCZFUvvTGwoXeetOJif+FSGpm10xUzK+Qwn1vv/0XtGhxIo4/np5dAPbyM3BG9GyXrI47HGPxhEEtMuQCQN5DeQCArrd0xe6v7A5ATpwEg9j4mbBxvGYNpXPssw8R+7Hfs+r6Vdgxdod5PBsnoXAIBrh9gVsklSOaC4WAhT9VY/Hxi9Ac5HjQhvuqnKncHLxtG0X4W2epjVS3EjQO4iTAzEW3c4S4iy5xUnU1rX2tWwOs4IlhwMbuy89LgHskVRR+D3PffcRD0lVkf/ubim2m6NGjBxYvXow333wTEydOxIYN5OUbMGAAbrvtNlx//fVolkgiy8rKwvjx43e9xk2SlHz55cV45RVg5EigqywnjntGvOC+YiRV5ZG1ebgEBjhTFBNXNBFlcJS14DYaKv1N1YWcVCAx+WQRzMwwiLly5UrnuV7CM5Xy7YezwjipZhtuuDUbPe/viTFjgClL2uNA1KE/aHGpL6w3GTqtE516e03qbpsM28LhI5JqcFBl2YReu6UWxx9/PDalbXKfwBVfnXgieTNHjaLNu2d+p6ydsLVR4Cfx3qjCGedXou3xmdi6FVixIoRipKMtLAhNMjmp0rwcty7QIE5icC12STeqebbpEXNSdSJwV1xBJRY++cRiyc1cEEMV7HBfsU6quQmVQfES9z8nx57rqhIZu+/xxx+PrY9vtR/nAvflx6SMqdkv3Feb4p/d+5YUAY2WRp3RQ8l9GDcOGD2a2B/79weyquuQURgnCJ/4/KnGHe/U2FaHWHXMYaA5zpHoYoP7JjaeOpFUfnMHhJC2W5q1yWXHKgz2cGYYsXoniZXr+iE6Z7i21z+6HgChTbrf2d123PHHH2++3rqVStwceaTT6WMjT2M5qcxJoyhBw4zUoMRD5m8xDGz7wIK91G6qlRyT0C0EFNakYSuyUZlY4FSRVD/svkaiv1NipLrUSY0nnsG6onpEixNGahunkeoK9xUIfYKIDaYuGKm87jk5RP7YqRNQVnYI3niDIrXMSPWKpPLPb6wq5oykEjEz7JlyIfADPv8/+ZaRKiFOMuIGKv6wjFTWJ7xjgx/vrHareTWmuzBfurH78g6/UAjo2zmOIljRXEfQg42BsNBPikhqp060D2vThvYF990HXHZhGFeya3qVoOH3d1HD8YwaHNxXRagoSpASNDZ4Owf35eclwD0nVZSCLXGUrCciuJtu8lD6byaOmS4nJwd33HEHJk6ciBUrVmDFihWYOHEi7rjjDtNAbZK/rqxcGcWyZeSJkT14oXAIrY4gV3z7s9rbPhdF9IQrc+j42lsqyJbi43pJJHXVbauR/yolLvnKSeXroyY2IE8+SVTtlc6UDi1R1WtlRD7RIlqUP/4Y+O+GzliNFuYx0Z1RJ7sv388ekVSdfChVJNXcWIfgMOwjLSLSiB4vddvqsGTJEnl/89c3aLHY+NxGVC6zOnnVKsqhjcUoF9CzKLWsC0L/z953h9lNXO2/0q3bm9frtuveCzY2mN4CCR8JpACBhCS0JIT8HNIT0htpH2kkm48SEno1vYQQIMYGbOOCjbtxL7ve4u31Nun3h+6MZkYjXUn33rUdfJ7Hj3fvSqO50mjmnHnf8x7JJkXaSDHsX/4SOO/H1XiGLTphE5hbLmkzVmXCSY4Ont2QZ4PUTeTeKLRt27rDcWbMeURSxRIFP/sZEE0YYzQT3RdweH8F+/vfDbryzTdL+iOq+6Z0bNq0yUrvFILUESMMmf/SUh7dZ3ekxY0dpyA1G7ovcbKTnUlb9JA7jQn0Xn0VePFT+zAefXztQ3qszWaDEDSxaCqxjRsNJOUf/0h/IJkTyK49NBhBNqxrAcvw+MAHjPywM8/knbtQZciywWMXpMqQv1zQfdtearN8tomp4cQ+1wceADZt0LAAhsPObW6kbwmHpErWR4IAEud9xw4DveruNhA9tzqSve/2on9zP/1dFqR+5jPAqlXp0kh03KY3D+2QVCe6L/NZaiBlmcdyiaSy4/288g5ciz2YqXZT9oIMSXVN943ruP12Q1SusTFzn6mRuSygcGteeHSYu8ZFFxm50Y8/DnR0GOOLK0GT4OcvS26kxs8xdjmpXMqF0FVK+wRfJ5VNZ+hZZ9b9phoCzHgfOdJYW0eOTFOF2fYjQt91a9/1mFU46YtfNETlXn3VOsZskdR0n9lNiKYHmtD9djd3fF2dwZD5wQ+YOZjpj7hmWzbxWYV1SU5qKs34squ2IDNWOMkpdclONJBFUjcJteVkSCpRXhfth/9XiPHjJXov7wOTcC6O23+zBYPGI9d1yc4XjIlg7n/mIjWQQrCYGR4yum9Sh6IAk40NP1d0X9t8BJtAjCCpimIs2vPrBlHzYKfZXzc5qYrpeNAuJayTuh+jSEFYRYqZJSOjIxjcPUhzcGQ7d4nDCauzwa4l5E82m3jf+IZB3SR5UH6QVJkcf3RsFHp6PlVVY5EbWxpHUXcSwaogkm1JTL1rKnZU7UAy4MT1Na65/9f7se8X+7D7u7txjn4O19dsxIcUVZEGqX0IYNtmIHFQ3r7lHJs+2I3JRx817vvIkcyxPoJUlgbWt7GPO9QpWCLOs0U4yQ5JlZSg4eukWtV9TacnPb5DZkBpZwcOGDvglZXGps/27TZOJKGAEtQ2qaO6uhqplH25GMCgbRIju8k6hOcpbOw4lqCR0H0zSfyTdkOVIcT2xaRBquw5sEgt269AsYTua/O+iznMg3sGUTS9CM3NBjMhEjHmhF/+EjjnHOC66+R9YXfrySaaGACrRSp1sD76UeMfYG46aACClUHr5qWIKqfvt7gZR/7mh+7Lft61rMuic1BdbW6usvd93DhAiwGt6U7KkFQapMbt6b6AucExdarR36efBj7+cSNdZPduy2kWa3+pnft98IB1w2HECOOfFtMAMm+n/yaq2hNzq+6rx3ToBToAJSc5qU51Us8KtGEeehBtjYJ8y2CZxPV0QNpEuu9vf2ukLsyaZaDkgYCRL+3Yd9Kuym9QUSRVkrvP1pVnrw+4R1LZd0IbtNKsAesSQTbBdF3n6L5sOT8WSaXMF2Yeu+kmsyzd2//gx4ubnFQtbhVO2rZNx9q1Cjo7gZ8/GEIDJuAq7EMRUtb7R2lB5KLGf90ru9HxsrFRRPwB0SzlogKAJS1HCGQzCSexSKprum+cb9Nuc4i971dcAZx7rpGPvWtq+poRhZuXAG9IKsmnVVVD7GxgQEf13jaMPK2Ejt//VrPMFE1NTfj73/+Od955B11dXdCEmUtRFLz22mtD1sHjllvjiiTb0H2VgMIHqJBMEDDOLyoyUDEA+Pe/jf+d6L62ZQTs6L4k0V81clxaq3qw+UETkfOj7kv6DpiTy+bNRt3RUaOM+lauTSynkbbI6AhexEg8s3gsPjWKQcWYY0LVIUckVdzlFO2HPzT+J4uzn5xUKNZ7FqmLQN+UdtoU4NZbgWsbd6Ll4RaM/cFEjLphFAKFAexZswepYAbamw50r+q2fpy+fF+fgegBhjK0bTOyAMwGSV2BKvzylhp8YIWJ0HL1aV0GqXZjkgga9fczhzo5eDbPj302BEll6b7/7/8ZIgyiGAvNowtnQFJVo0GOQcAsplu3Gv2O96aD3kJJCRqRVm/zuPWUjn37DIn/SZOAL32Jvx53rICkIgUEAgEkNX7DwykgtqP7WnJSxRI0Gei+qmqUcPjhD83nzDdg/OeEpEqdbGFThkVHLIGe3XgR5msinhSLGSheJJIZjQSMzQhiREVSRA0DhQFaUJ4NAlm6b6gqOyRVS2jce1NSYgR9VItR7Hv6cXEIeEJH34Y+FJ9QTD8jG7FG343/VUkAxCHwQgkaW7pvGY+kutEFkFl3WoG8/NxydC7plCKpxJJdSct+ZbbqvgAwZpThSEci7vvuFUlVFCDeauTbEuQ/UCpRtEYGuq8gnEQ3MnQDyVZVHd2re1A8rxhqUB7As3RfsjkDmBsPsiA1kO4Th6SyTBZkRlLZdyQ1kMJnPmMEMbzmKH8/QpUh81rpcR8oDiDZY24qkfcTkNN9ue8hIKlk/Dj1XRROQgrQmc2HPz0YQRJ1+DgOGkFqBroveb6sCJiW1OjzGhw0xLZCIcZfInmksk0Z8hEZCxmEk35ydT9+9LswJk0Cvvtd7lRb4/KJY5otzZ697+Xlphr0Dobuy85LgBxJtQ1SyXunGBuGu3crqMd+nHlREHNenJPhWxzbxt21DRs24JxzzsHAwACmTp2KjRs3YsaMGejs7ERDQwMmTpyI2tpau7aO2zFgyWQcQJEjkio1GySVO9eOJsdO8DJRBIfVkaX7AkCilZfmttRJlS1+orovwBUEB4wJcuNGvvC1G2ORVNbCo8PogIqd3VE0NPDO3eTbJ6PztU5M/MNEdC0TLqhaf7ZDyGiLZEKXIT/sgs8iqWTSs0NSxbbTzn6gMEAn1AMHDqAmWOPYN13XpRM7uff9/UYNSUVxDlIzlaAhFqwMQm83+y7bHLAVYBAv6fK+A8b30eIadE1HIOquLJe5UaLTIDUCDaMK4hg1KoyRI3m0lhzLCXewXRe6GygKINWTsqX7nnCCoUz6/JQgimHQfe1K0EjpvgFQByrZmYSuG45VplpussDl4L6DqE7xO81OqtEc3ZcVahJ211mxD7FNNoAdNgz41rcMp33BAuOfzEi7bJBqCdxl7yETzFx0EbDtjYm4GQOYWmR12N3kFgOm8y+jKtvldQLGHKlGDaSU5AhakFSGbti0N4UBPYjKSgndV3i17ajPokAc+T5FRUbdQl03yqKxaJisJi1gRcfbXmrjgtQDBw5gQfoBsvfmvvuAHVsUjEcRJqKPm5ekwklOdN8Bvvyap7xOXUfXcmPeH37lcNsgdcUK4I03gCmVGlRzRgZgn5PqVt0XANYuTSA8LIxYzFj7gi54dZlyUmUMpYZmBV0oQqUWRwUS0nxUwEOQmtTTCs0Kd9/fOfkdTPrTJIz56hh550mApcr7Tq7x0kvGWnTKKUBvbw+AGimSSp+BExrZr3HznB7T8c1v6FBUBYkE8M1P9KLtqVYEhEmD3CN2rKtFKpRe+Volo/uyZkf3dey7IJwEkGBJMRknKYCMSdfCSYwlmhMUCVy9GjjrLCNn/4tfNK5DS+Y4VG2QCScB1nli0vAEqk83fp4xAzj4Zh9CThReTecpxC4V0NnzKTU8onLzEsBvllvUfQVjlYnZDdrYfvvNrf8W42aLm2++GcXFxVi/fj0KCwsxfPhw3HbbbTjvvPOwePFi3HjjjXjooYeOVF+PWw6suNjIK9Y0K30MsA9SZTmp4vkLFxoTTWEhf1zGnFSHhX1uvAO13xyNM89R0dAAbN+qYQABFBHKFjt5ySghgDTAFmu8+i3GLpOdBwiFyKT6ss5d1UVVGP0lI0eyJ9LDnSdFUm1Quh07jP6WlBg5YzIZfldIqhikjoviHBzAKacqWPCbtHhD2tlnJ9GTTz4Z+wP75Z0jpsnRTs/F2GV/V61tR0ZHgPa0I6daF2tAsivrEUm96y7g8GFD6XTCBHINHWvnr0WqP4WTt5/M7eZnEk6KHYhRdeIT0Ynn523Cic+dKD9HQIIsz5cxWZAqEwhKDprPlrxPMnVf8frsM0m0J6BpIdq2Y16nZHf8pPknYU9qD/9dBadj0SJg+XIDeWcXahndlzw7C+WLvReMAzZypMEYyGjp00MVacXunpRlHpTNcex937kT2NMbRQwBIwdJnJ9s3gUxaCJCJk75tHYMBLUgTecl90kIatg54Uc/BP7+MH/f7ei+TsJJoulJHcGgUbJMajaMHNH5ZGmPgDEv0SaY+/7AA8Brr6n4QTpI5ei+pAQNEfNK6JRNQAJ6gM9JzSQaqGs64i1xREbwdLyB9waQbE9CjapGPewbjM3X1GCK2+BassTIz/vsJcxcQvqbpbovYI7/SMSgzboxz0iqruHvg2PxL4zEF7Abn8Z+ubIv4DonFTARPRPBNs5ldQ8sbZCxKewhin0/fBhYs8ZIW6irG8F9HwA8kwXOaGRqIIWAwl9Qi2kIFAQQCgHf/EgPtj+1z9JXco8I1VcJK8aaIo9h6PNmx/tf/wr8+c/AlVcClxbZBKkCRM+hwHGJQi6b18mfakv3FYWTWIs1xEy6NTOP9a3tAVCK9tc6jc+cGHISui/AK/4D/Phftgx4XV1tbZMxcVPQSTwpGDSo+cOHA++8Azz5JDB5vI5xpKtRlZuXgPQzSLOdyCaCGlSNdV0IiFm6L7tBm+zOkG71X2DcsHnrrbdwww03oK6uDmr6ThC67+WXX46rrroK3/72t4e+l8ctZ9bZ2QEAPJLKvv82k6Cdum9XlyF3fsIJRhmXBQuMXSruuAx0XyfE6mS04yc3DOIjHzGUST9w2xgsh8l/lOUVWbouE32KZxDtcGtCOQ1ikVERTiGXuBcaeEqH6Gx4KUEzd65BjxscBH7727TAhmBcEJPSTS+HEU4S71t0bBTlSGByqhuTJhniOpe/OQUvYqQpugLgueeeyyicBF2+658ThVxFsjkwJsJRZmUCCV5yUnVdR9uLbYg1mjuWf/qT4Tw2NAC7dhlBRwFS6NvUZ+QhC2h/Jvpm7wbeySZUtDfeAG65BXjxReYcZvHihJMAy7tFRBhkSConzJSukyotQUMcDUHdV0/pXBCRbE96zutkn90Lz73gWHIEMDZl1q0D2tsN4Y4lf+7EaAzwcwCjfml8N8HJYgJKO4XWlm0xPDb+Xaz8YYOk88Z/FA3SQdFI8yKS02SBJNJ0X3FjMMN4of3v5evTWhTQbfoClaf8AlYHjKNFx8xd/OuuA64bdQijMSCl+9rVSZXOAbJ0E/bvwnjofbcXzQ83O+YZA8a8RKyszCjVUFYGxPYaSqQ00JOp+zK5leSeBErNSYpSQxM6peAB8vVj59d3YsXIFRaBGIKilpxUgnBNmG78xQ7yqAgNOBIahiGGWvSjKF3vK1t1X8D6brgxt+q+c+YAX/0qcMEpKS4jATA3eCxGNiwzIKmAzfoBcDReSxtk3mH8gUBZwJzbJMrEu3fvAiCn+7pFUsVx3rBHw4EDBk3fVqmYNEVQ2zRCLvNlALOdM84w1o077zRqv7/3nkGhFWmklgCbbGqxlNmYpNYom9fJd1XyjMjElL6mBABh11WWMtv1RicAIOWEpIolaIRxQ4JUcu9eeCuMP/7RSHPhOm5jlk1BB1XpGTMMJfF33zX+/epXhvAWMTWicvMSYMw1E/93Isb9fBz3Tsgovyzdl10/iPDdf7NxM52maaipMeh75eXlCAQCaG9vp3+fPXs21q5dO7Q9PG45tTlzhqOuziiFQKkIDBXLE903oSORMKhCGzbIUSsAPN3XI5IKAPFGg9YmEx9iJy/bgMmm7zlBUu3UfUeHeREc+r0VTsHNgjAwv7otQeNUvoVbOFjqCiOcxO0sB6zKxAcPAjv6C9CBEIekfvGLX8ys7qvJxQbGjDHU/CIMyOBVfEhG942MjnD3nQZL7HkeclJbHmnBxo9sxLqz1ln6yYkPMSVwxB3cTMJJ3SsNJ7Z4vkFZJHmCr79ulIlh1zZ24VTDKsccsCCp6Q0FNjD79KcNcZ2JE833NZl2Xlm6r1iChjrvpOC9sIAnOhK2CoeiydC1a6++1lZ0h/7OOI+zZwOz6pKIQOPHgJCnJDpZHOU/ptO+xGLAnj3GWH/0DwO4cu8J+MZfiiEavR9RlQZ6REla/H6s3XKLQd+87DIhSC0OWOYnt3RfEqyx6IlI95W1paiKJUi17Nwzz5cqVKrAjTcCXyzcjzoMeEJSybgSv8/AgIFg/+53Bgtn1izgkkvIAfzx267ehq1XbUXXm138H4Rxw9Yi/MEPjGf64x+bmwl081CydrDUT+KUBktN5C9QxohOMXRx2fpBykr1b2OS1wF0vWX0v/S0UiiKgkitMQmKlF+Khid03ISduB+rcD6M2qq+1H2FIPWDnwpj4UJDkfinPzUc60zmFkk980xjM+/KcwcoVZncmkxIqnT8C8+Y5CqKQar4LsraYH2c0LAQ1/c9P96Dfb812EGKAtx77yxs2AB8/evMtYlwksucVJFpccElAdTVGTT3bXsD2IMiaIIfQN8/F2gke3xlpRGozp0rzMGim+FDOAkwFXIVBVBom3yQbzbA/VkaYMcbzPrA7Pw+PdWNz2EvzsJh4zMnJFVSggYw12Ey3h5YUoBvfMNAyd2Ypa6zA92X61a6XykmflRCCjcvEav9Zi3G/Wgc95lTkCrWeE11pxzT5f4bjBu648ePx549e4w/qCrGjx+PV199lf59+fLlKCcZwcftmLQPfvCv2LfPqPlFg1TGYfFC9xXVGQ8eNBC9v/1NOE6ok2oxmyBMCSnoRAjb1ibR1sa/nOwx9GcPSKqW0BAIGBL/b79t7LQDcuTHyeyQAi5Ygo6ffSuJ27EWZ6stnHPuWIKGfF87pzX9cSplIHoyVUkxl0fst0j3DRQHEKoKYRtKcE9DDZ57jkcjWST19ttvd4Wkyui+b79tqDPOnMks6A45iG5L0BjlBEwE+9xzgc+NbsYJ6DRP85CTeuhvRu3OwV2m+qao1Ar4C1LJ+0dEVIZdPAzrUI7rWubg+ut1aaDHLpwiksq9W4rpsLLP/StfAX7/eyMYoIspCUIKreq+pO+0LUaSn7Vke5K7L2VlhtLp8OGSL06OYxztv9/194xIqpj3IzqLgNVhdApSAdNx37jRoG6feioTzMjGo/lSUxEdVsAEkL+vkycbOW4jR/KbbVkhqX08kiqlWdshqVEbp5hci3m+SQZJBcxNFDc5qZnUfXt7jVSFb3/byE/fvNlAzKV9Tzc9sGOA/1i45u233265FgAgljKbUfl5j9J9mbFE6NQikkrqh3e/Y6ZqSOm+hPoqjKOeNcZ5Zacai0601iicaRukSmiGtjmpLtV9AWDtpgBWrQJaWgy2TFZBqoCkEmNZJWRzIFNOqiu6r2SjUIfiGKTK6L5ikLrvF/vQt6Wftv3ss7dj9myDyknb8YCkinVSjePM73D+b0fgOpyEWFmUP0bYJKRopA2SKqN3s3OB2AdLCRpZgB3TLGyT8kIN1dXG5rLCsMMAyXxJ5iVyDYlUQ6zBHPPsPDa1vwPXYi/ORqvxmcSHYPuu67plviAiU5Q6zVCVzzkH+BxOxj4IuWmMeUFSuX6R+058w6ixmWw7LwnGgRhpUOD04b348pf5dVuHAujW9If/NuNmug9+8INYvHgx/f3GG2/E3XffjfPPPx8f+MAHcN999+HTn/70kHfyuOXOFi1aRH8mO3xuglQ3aOTevUaJgt//XjhQs/mZtGOzExSpjeAh1OHUbw7D735nQ930i6TGdaiqIdZx8smmaIRvJFXY2Q6PCNN+6nEN42uSmIYeVBdrXFBkQRiYiTyTui9xiBobDUVVWV6RqyCVuW8kSN2IMtw5MA6PPapzmwMskrpo0aLM9UZ1e4cKABJN5k7q4KG47XFuS9BExpibA6oKfPjDwFeqD+BUmIwQL0jq4D5raQh2jMybZ+xaH240FwqyOJrH2yNjWlKjdMCqj1ShG0G8hxJs32qO9553e7HjKzs40SQlqBjjiO07s1apEdUiCCIaDfaYzSpLCRoGOQRA68VZkNTWBJJ9psjZ1VcbmyZ//rPke0s2dj5/3ectrARLwMM4pvX1wB8XF6INYf55Chs7loLu4m57vzXQS6WDsJSMjsogG8T5sTjGGXwZbtNHVifVri6ygMjQ0hQBI/gdMcIox7FmDXDvvfZtKaqCQAHvMToiqYRypwD79+rY3R5CPwKu1H1l6RCsyA77arjKp4VRo5m7pvBMv3zDl9H5Rqc18CZjGsY6x+X/C0gqwNzfEvNeBQoCqL7UEPhqfaQZN91kbPzU1Rlr31e+Yv3udghPqNqg+NkhqTTg9aAdQZFUJ7qvgPo6UfNFc4uk9vQY6RCte5MWWmi2wkkA8NidMSxdaojsTJoE1IYHMyKpMrpvaFjIyhIh/VF4f4kYeQ/d5KSKdVKNvxv/swF2oJS/J7ZIqs1aRd7RHTsMBPuJJwBF0Wl/LcJoQk6qLMDW41a67+O39KClxSh5JT5Xt3VSWWODVHaTk1UABmx8O6bv0jGTDtwpRZ88fwXYuVPHARQiZpvfZg3snZDUbdsMBPvyy815jKLOaR9PNpZkxiKpoWHGHPGxEe3461+N+V0Ea1Ld76Mg9Qc/+AEeeeQRJBLGi/61r30NP//5z9HW1oauri786Ec/wi233HJEOnrccmP19fX0Zxnd1+6dlZagYZBUJ7GUjMJJNoujoTJromJSuq/fnFRhAgqHjdwlUU01o8lyUgPGPS2JpjAcgyiLpPiC3IyJARzX1ww5qW7KH3AotoT6K6r7BgoDCFYEzYUnofPID4Ok1tfXu6P7Ms9I/C4xJghMOexUSgM91RpwRkZHMA59uAwHcMnFRnssygnAtsagrO+kbALfl3Q7KrB+vZGDEutkch09IKl9G/qg9WsIlgdRPK8YCulbUqP3vWtVDxrqG9C3uc9ao49FUtnC52HF4jgCRt7Mvn3AwICwIwvDAafOSwpc3im7kaUndMuCvfNrO5H85Eq88kA/7r9f/n3p+SQYDZpB9t/v+rsFYRWdHtaJ+e1vgd8sLsZhhPkASERSReEkEUlNO2HsM02lae6aJN2HjkPFdH4Isih+v3hLHC2PtUCLa3j2WWPzjk2L0JHeNRcRBqaLsYaYSWeL8/M1mVPGjzc2qt57zyh9cMLkJKZM0i1tUVNc5KQyz5fNSf3UlTquxkKsQQWCFS7qpErovmQO1BO6lKrsiAIDiAubWeKa8tSHnsL6s9Zj51d34o9/NNDx2/+sAQTZTCMQXGoFyUllxhK5vyzdV42qqPmMkRLV8UQr/vDbFP78ZwOF//Wvge99j+mXDZIqCu+QIHVwPz/X0PsQ1/A3jMfngyfhFTirqbtBUqnTToBFL8rELuqkNj/SjFuv6sCYMcD37y52Tfdlqfp2ys7EFkxP4ayzjJJxO3YAj49ejyB0x5xUGd23ZF6JVfQp/TdFAb51+T/xxaqDePxnXWZfskRSSTlolqocEO6JHZJqS/dNP+933zWoyX/+M9CdppV3LO2ybHDZ5qQKSKo4f7Ko3dM3teBvWI1qGIGmRYiTvtvCtRiTIamqCvQgiL0oRDOMd8OJ7gvdfiMWYMTOyPNn9nadhrxl487BP+nuBt56y0hZUIXxQN5J1vd2MtbHIkEqe99vuAG4rroRNemqw//teanckK+oqMD8+fMRChGVRgU//OEPsW7dOqxZswY//elPEQ6Hj0hHj1tubOXKa3HyycB//iMPUr0iqU75UPS4DHRfuyAsUsejYoqw2AF8wOEFSdXiGhIJw9n93/81dmMPHjSU2cTjtl2/DS2PtUibliGpgYIAFEXBVSNb8RhW4gdXD+ClVxQ8ilpsD5TyXctBTqqTk+GV7kvFc8LE6dA45IdFUj/xiU94Fk4ii94FFxgI9sENMfwV7+CvWAtVghiw7VhMsQac4ZFhTEcP/h924ZpPJNHRAezvDKALpjCBWyRVG9Sk15XVoks60X1tTEtoVESl9JRSI1eQlApI6ZYdUz3JSNqn7ymXk8q8W2rYVOplnaQPf9ioz7d0qVHo/etfTqGYiLEUqFwwocXM78/OEVpMkyodFsUSmLC1CfPmZfrixn9KwNwgueiDF5nXIgqlDnRfNsAOVjEOnuAgkCCUqhYLY4z8nZ3Hkh0Jej2LY0J+VU3nR6T7kmN2fWsXtly5BVs+vQX33GOUuFmxAhg9SkcNBhGCJq+Tmj6/5bEWrBizAgd+d8DoT/o50vIUvdZxNrBrAG+Wv4ktV23h7gNrspxUuimRNnbMaETlVgVA5rtoep7IgKTK8o/JHCJucoqbbXYMhExB6rAlhrBe4x2N2LMHWLkS2LuNF/DRkzpP93VCUhm6rxJRUH5OOcKjw0h2JtH+osnQEI2KjNkEqWTuCtcYPlXiML/ZQfOK4zqaEcWuZBE6EeKQXdHs1H11XadzL6nBSeMfh01Oy3dygaRu/fRWHH6+zbgG8/64pvtCMo7EeyimG6QddW3ASlGl5zAB3+x/zsbIL4xE3ffrLPNkGBoqIkmUlQGHnpyJv7WPweKfdtN2LDmpooBPhpxUFtEjprpEUjMJJ7GBXsfLxtjs3zNoj6Q6BNgyJJUt2zW1Ko5J6ANR38gknCSj+xK9EcAACb70JeCyy3T8B8NxLU7GXzHJ+N6ZStCwj1yY2sQglVUmpmw3yeC30H0d1H3ZeUxPGccl0hsmZO38xCc+YXs+ayzdN1RlvKudXQYtf2DAWLevD+/FqHSQ+r5CUs877zy89tprtgcvWbIE5513Xt47ddzyZ++804/Vqw3lNy9BaqacVEUBtDTNMd4i0DbZic+DcJKlXieRGmcPkuyGu+p7Qkc8blC0vvtdo16kzJofaEbTP5qw5cot0r/LqIvECaO1FDuSWPxSCHdiIjZoZXzfBLqvHyTVzIeSbADYBalJcwFh7xtxXtX0bp6S0ABmc4Dd5Vu+fLl04eE7wDt+ZNFbu9bYdezbG8MMdGMGegAJRY1tRzRFVSw060BxgIqbJNoSuPVW4JOHF+B+jDXPE8eJTZAqCp6QRUrGHkj1+UBSkzrNRy09zdi8IEGqktItSKfWr1nzMNm+M7cvUBqQ0n3Zvv/iF8CvvptAORJQIgb9kQ0mtJhm2Q2mn9tQn9r/aThGTz0FzJ8PfPObku+dYpyX9PhZ+7YpyGcXpFZWAjU1RqklNoAnTj5gRQbIeJMpHQNyum+yLU6bsEj80+Ps6b7k+zU/0AwAOPzkYQweMBwKVQVefDKFR7ESs9EtzUklDlPvu4bqc88qI4eROLtkXtH6rO/L8p804SG9Dvc9RiYFyyHSnFS2fYB3yE4Z0YtFiwxqOxGAo+PURwkaMoew6SKc2jS5tM10EDsk1AYURXUKmcCIjIPeFP4fduIOrMXpaEtf1DyH5qQqCh2TJEjlkNSICiWgYPgVw6EB2PpUFw4dMoS3duzgdQEoMifcE/EdJsiymFt2/fWGeNqnxx2mr/nYH4/DKftPsdwT2j8buq+e1On9JOPHun7YNmv5TpnqpGqkxzENJ6EDn1L3YxaMDbmMJWiAjCJqf380gL/8xVD61nWdc9TtKL90QzmgoOp/qjD1rqnGhnL6u5Dg9gK0YMnZm/Hgg4BCNkyYiZamXJC1xyHQk6n7Erqvgeil349SfiF1i6RS1kn6eHazrVhLYBQGUI6E75xUMUj92v8V46yzDC0PcQPPrgSNk3ASi6TOmAHcfjvwvZusitCZStCw1xY34GR0X7F9mdK45bkxGz/92/ux9xd76frArh+HHzfyaPveM3Lnyb1evny59TtITEb3/fG2OtTUAA8+aHzObox6LUMTb4mj8W+NlrSko9W4p/n666+jubnZ9uCWlhYsXbo0751iLRaL4bvf/S5GjRqFgoICLFy4EK+88krOz83mOseSFRQYCfq6bi4oXH6SXdAhmSO0hEFJHD3a+Nf2gqHEluxOIdlrvgBckCXb9HFJ9/2f0xL4BA5ifNQUzkh2mtexRYElH7MoMMCjYqxlolLIkFQySRJnINGegEICbCGosggnsd+B/Ghzf266yfgXjhlOtZbQHWlSMiSVdcoA04EkQaoe11BWrGMYYihEikNSx48f74ruyxpxBEg3YwzFjQQM8oYknylWVDRQEECiIoIWRNCyO0XzctjTxXPshJP63uVr7pHg8/HHjTprM2aAtp9kAlPL5G8XpCZ0DOw0xnLxHENJljj/etKKpKb6UlYHiek6udc1n6nB5L9MltJ9RYo4uefkubPPk3VslZA5TvS4NScVAA4hin+sL8d9f03g8GGDlbBrl+R7M84iud6YEWPo3+3ovk8+CTQ1AR/9qH2QKuZYESeLUkxFCrFA91WgQyOlXWB9/1l0gN0M4Y7RdCQ6+M96NxsbHorCBCNKeq4Q5570rSXjjQRlFEklQiDpdnbvBk47DfjIR4D3dgF3YwKewWjuPrAmRVLBOMZCeaEPj+jAX/6SFtsjQkjFQXofuDbsclJZJJXZMHCi+9ptzpF8NYIois80WG0GQVRcrjeJMRjAVPSgLF2/WpaTCpgIJ03RYAII8j1KTynFIAI4++FJGDXKEHyaMoWv+ZoJSSXjnNRIFDcdxo0zctDGaP1mMFMSRKjcpoQLzE1PMYBgg1a6ySEEqa6QVJaqz16XMBXI+0SOH9RwBg7ja9ObsAAdADKXoGGvY/f7T/4SxU03Afv3A/NOAK5Lzqf5hRZmAzEJ3ZftO8tMSLQmjFSV9O8qE1hb2CwZ6qQ65aSSMe82J1UM9MgGihbTkOxOYuCgsZ4qCnAJDuEhvI0vl+6zpfs65aRqcQaVTh/37p4Q3ngD6OoC/rasBPdjLDrTLCXr99T5vkv8s5TgKwLGfGey5tLnZihBw44PMd+ejneO7sv7BbIg1QlJXTVzFfb+eC92f9/YlWLZVVOW7sZdWINv4j3js/ScMX78eMs1ZCYLUtkSNLu2prBnMIqB9AvjFUnd/5v9eO+L76HpniZP5x0ps6xUdg4bAOzcuRMlJSV57ZBo11xzDf7whz/gqquuwm233YZAIICLLroIb775Zk7PzeY6x5KRures4ptvum9Sx4gRBk127x4d7c8aQaoGoHuFSY+RlT7h2nFB9wV0XHXOAL6CnZg/xkRqEy2mM+iV7ssuyvv3G+qbF1zAHxcotYva0ybJSSWT5JPtw3EjTsQdT0VpPpQi0FMtokISuq/d/fnDH4DbbgPirxo7dzoUq5qpV7ovCUKJExvX8fPvprAYK3AFDnDO7eDgoCu6L/vMxaBgYH8cj2MMHkMtBrud6DQ2zrZ4P6MqXtFrcAVOxVd+EaH3nTPxMjZfwVK/NB18LlhglFgoLtDo5kPfbnPjRERSHYWTGGVdAFCL0s5KUsOnPw08fsVBfA77jHZ7UxYHSSacVPe9OlRdVCWl+7JBwcGDwJ5dOhIwgxZ208JgSpjjhM13kyGpB0tKcDsm4Q+36kh2G++lBfUCOMosGXvxPvOdJt9NyrogxzAoc2g44/SS4UACvQE+FzxTTqqi6ajDAC7DAZyNVqsDwKADtsJJKaB3nTF2wiPDUKMql9dJVWOLjLQAO3Vf4jQTeiu55zRITf+9r8+gEa9aBWjp/Fj6LW2QVNGRA8zARnTO2I1A0CA1QO+D+N2JDR4cNJE3Nh1CgqQqilEWrbbWyDO07TtjRF1ZT+lIDaZw+NnDSHYnoVew4z3tjEqo0XYsHNJXaU5q+h0oObGE23uKHUjXYGU+tMtJpbUvQ+Sd54Ni0VJdDLKUIZC0y0llfydBYnmhhoqK3CKplhq26esWzSiin7lBUjPSfZkb8e5GBbtRTNFbWyRVRCXJdcl3YbqeaE1gYNeAuTlQbL4vFjaLRyT146cP4otfNJTPKUBa5jInVXjfiH+ixTRsuHADdn3LCJoU5mEWTCjISPeV5aSydVIpGskEev/3VjnuwXgzSLVR93Wi+wJGGZp9v96HZRPexoH1g2h9L2FFUiXqvmwJGvbaIjuNzBPfmd+Mf/8bOOss5vsSlpIk1chROCl9HwjLhc5juo7C3hgmoxejkUZS0/714KBV30JmbJAaqTNycpOD6XGoApd9UsE1OBkbUWb8zWNOKllPxLSJo9WC9913H+677z76wS233IK/iTVEAHR2dmLDhg246KKLhqxzq1atwqOPPopbb70V3/rWtwAAn/vc5zBr1ix85zvfcYTPvZybzXWONdM0M99KGqTa5DxkEh/qeK0D8TR1Q4eCrmVdqLyg0vidnfhkAZfNwhuti0JPv+iIa1TOPlQdoggUSy32SvdlF/x43CiLIlZYYh2U1GAKgahAyyG7hSySmg44mrUItqEUBw91QUmvXIoolOSC7gsd6N3Yi82f2IxxPxuHmk/z4hmd/24H0shJqj/FUXLtglS6IKu8c0CcV7XARFIJ2qaEFahBs/+dnZ0oCpjOh8xEKg7JaSH3vn9/DLdjJgDgO92HLee3vdiG/f+7n3sO1FTr4qVGVRro6QktXb5BNelnkOQZ2gSp7AYIYA0+e1b3QIGxaTewexBBm+OckFTqsKadhoIyFRWIoySQwujRwLSBDrSl34FUX8o+HwpWh8YJSVUUg755+HAx/oECTC8w74kSVKCn0vmvzE6+GlENp8sGSa34cBXwKKB1J9G9pA9ANfq2DwCIcMfJkNSejh4UoMD43AZJZS0T3ZciqYNmQAhYHQ8ytkeMAL78ZaC4N4ZJ9/diEowgM9lVzV+Y3j+T7kvEWpSgYgT2mo6edHmS0tNKkepKQU9XclNV4PqvB7EW8/G10B6cCVjRyPRDIpsi8UNxI6dQoPum+owaebpusk2Ig67BeIZ2NHkZ3Zc6xsI96jiso7kZKCkBkEyP1wx037Z/tmHjhzfSzzm6b/pZ9O/oR+r2vfj3c2MQKgli3jxjs9BszNp31oiDrqd0NN3bhB037kDd9+uQKEogmH4bUwMagAC0niTexDAcQAEWoAOT0cv3nVVVJwFXOrBVC9NJbLq5VkbHR6GUBIB0FZqtH9sE4CS+BI1bJJXQfYVAevlyg40QbYi6D1Jt6L7kdyVs1ule9/2DGPv9sXTtc8AnzL5nyEkl34HMt9pgCl0IAjWl6EIHypDMSU4quc9inVTAKmQmtmlBUoU15E0MwxMHx+D875mrhs5utAvCSV7rpH7txFZUXaShZFwJrp56GL3bBlA6TAW7+nlFUvWYjp71PdBgMOU0hpWkRlWreKAN3VdEUhXN+HuoKoRkB19mzIJG2tB9nYSTACDWGMOe7+/BClTh7HlRzJ2g4nzSZvr/TDmpbAoJp1MSNjdgZxT3Y2YahBgzLIV4YwzBdCeldF8XwkkkACb3RZPkQxMfr7Oz0/I3mbFsteI5xYiOj0Lfk25LAdUFIL3zSvclY4H8n+xJYutVW1E0pwjjfzY+c8WGITa1v78fra2taG010Jienh76O/l3+PBhRCIRfOlLX8Ldd989ZJ174oknEAgEuCK40WgU119/PVasWIEDBw7k5NxsrnOsWVGREVRomvnScdQvD3RfMikd+OMBbPr4JtShH/WVm/ATbEbnsk7zQPbdltVAs0EKA8UBzC/uwcdxEHPr4mjZk8BhhJGojGDYpYY4xpivMjRBj0gq61A039to9EXoCrurxSEKpO9C2QyAyetMT2Dxprg5iYrInyicJCtBowHbP78dAzsHsPWqrbSfBw8Cu9+JIbaiEx/HQXwMDZywAZAZSVUUvhQD6fvH5/bhT1iHi1ZuQuMdxr1hg18AmD59umcklSBbVBSEocamJDl2Tfc1oWtZF9pebLO2rciDVIVM8gkdStL6fNwGqaKR4PPuuw0Ee8dzXahCHJWIcaV0LII2No4lWxqAjIOL5g/iKSzHbWc1INFm7ObT4/s0q7Ik03eOwg1YSisAfJBqOqV8/Vs2uGUDX+JUs0hqwdQCTP3HVMxfNx+lp5Qa378ziZ4VXQCARHfKKmRCnBdGOGnc6HH0z3Y5qTfeaCDYrzw0CIUo3kLh6b7Mxo6u6xlzUsnfx4/R8JX+bfhUw3bu7yKSyt4PEUmlwXVKR+87RpBbcmIJys8r53Lrt+5Q8B5KMBAJ0/sguz9kvGkDmlG0Pe1IUbpkeg43Kdw6UgzVMdWfks+tijVvCzAdY3ED4qdvjcCIEcCvLzkMndKnnem+BEkmJhNO6ni5A02/3ouKn6zH2WfrFi0Du3WBGHXQkzotSxM/FEdpeSk9htDwUz0p/Bs1uAsTsRWlxniwQVLJe0MQbzWiIlhpXItQvBVVQdHsYvMc4rBnQFJZKnWmnNRnnzVK2rzWWmbWpMyAdtoiqYPmdyEbkWTsh8MGTfmkk5zbZr+LbU5qn0D37UnhQYzFufW1eBy1AFzmpArf01rexPifr5NqWN+mPhy87aAVYWIYHNx1he/SijDeRTk2rTWDVLaGt1iChkX0xL7L1H33/mgv1s5fi64VXfjqlCZ8CbtROTKA6surEZ2YTsdymZPKIqnpb2P83qfhFQzHFzAff9kz0p7uK6DAHOuJyUmltNP033d/bxdFyck1Mwkn2QU/lClCPkjo9Dcnui9XgoYZl6IvRjZuOv7dgd0/3I1UXwrP/LwLD+NtTE1vRso2RC0ie5KNWZJyEAgAJSU6wr1x7EcBHkQdXk4rcZPrT58+Xfr9LW0yPqdaoGLYR4eZX1kSpHql+5LNT8rE2dSHtufb0HRP01EXoAJA8MYbb8SNN94IwOBM33bbbbjkkkuOcLcMW7duHaZMmYLS0lLu85PTiR/r169HbW1t1udmc51jzTo7DdRN14HYwRj6EEBroBStaRnxsq5C9K00j6+tNfJNFVXBAALYAxM5O7wvjPV/G8SPvlGKCGbjbyftxum/H4P/nLUZK5YVYPvFe1F2RhnaW6PoQtqBXa9i3nhDBAUADh8Gtq5SsAX8vQeAwHoVp9YN4KwtTZgzsRBXfaMM/8JpuG5/Oz5/RwXUaxPYVhDAFpRiAnpRnJ7IDh40/hF7r6cIvUykMB59FiS18Q8HAYxCImGoQQLAwoXm3w+iAMtf11Awju/j7pYCdKIUNQzC2KgXIL4S6Cw37lVs3yC0aNohZRDXjRuB3m6V++6Bd1SEKoFQCJyU+c7uCNrSs3J0peGsnH46AETwDBTchJ0AgLdXViHSaPavc3MAu9Pt13RFUJX+XE/p2I5iFPQUYnAlaB+aewrRtRLoj4ZwQlro4k+/SuE/mIf5yR4EmbHx7LMbcUZsKh0RKSjYDj4dILEpgI6DERxGKUqRwAlEbZVfIwEAa7YEcHilOeYAoLcv3TeJvxqJRVDQaU7o8WAAb69WcChlLPSDuwbQVx4DUIHuQBjpVDR0DAToMwaA2CH+GYzGAM1b60YQB9MFv2OrgDLVKDNx+DDw8EkDeBRGQ52NxdiTbuPQnjA6mPb3N0VRggAK0js0hxFGC6II94SNXCKEkdoeQJEONPUWIYQAGu9oxBv392Jp/3AAwCloR9fmAKL9KnahFAWJAsxLmvexAVF0pdLB2gYV0Q5gb0cB2lGKrl0hDI8bzigZ833v9gCJIgAqdqIYSkqButYQO1JDKjRo2LwVOLAvjEMoRVNrFD0oRQIJpNYo0PoUhGA4vSOvHYmtW4F9JMbQDbEwANijF6H3nV6UnW5Qk9auBTb0FiKGAOLbAtirlSCJJF5/eh9qUYWJ6KMB+IYdARQx9/HNN4FNm4C339yBX55fiOa9XRin9WPdwQjC6Wv37whgG0oRHAwCb+o4qBVgDAYQKApAB7CxvwipNNoAAL0bVQyrA9pf68The7tQhwHEoKIZEexHEfrWKqhiiAt7W6JQEcGENN03BhVb2o3xoSrGfUMSiLypI4ZSlI8uxYRpAehpBeW9P92DRPtwAEHsRyFWrgQONEcRRsgcc6kgVq4Eth+KoC89pvSXEmg9YLxHhUEzKG9rSOHddwnrwXTudqMYXc0xBNJ+FRlzANC7J4RYewGamTE/Fn3UMT50UOfeB6KM3flaBxaiHaNRgIl1CnbtAjbHShCD2Z9IbwTaSuDAZhXlUBBK96ehP0TbrOgvRgdMtCu6LoXi67ej6Z4mzPznHOyqMBaHzq1BOncBBnIznUCXAPaphTgEINodRdm+MJpRiqbGCA7ujaMQpZiBbgTa4yiNBqC0DgJppD712XHA5eOw8Vf7EUMcE9FHneB164DNWgkSSCDYHkQSIfQejCD0o9kIdCcQGWGyAg6NrqQ/k3kskTAElCZPhqGYDOCdfWE0p8dxKqbR+xBcr6K6FqgtNoPUt98239GGBuN/PaahBDpGj9BQUqJiYMAoNSKzvh0htCKCcWl6eSxmfKf+XcA2lCIQCKC5owAtKMXhDQrGdCURKgtC1413M2kDyowfb4iW6UkdvQiiqb0AXcy72fVeELtQCrVbRTWASejFh9GIWejCLqUY0IFWRLAFpQi9F0Rgv5HTT1yupiZgzx5zHQq8DYQqzPYDfea62YkQ+mLGHR94rw9Ir0DbUIo56MS+n+0DAOxYn0DBDePpeXubImhHKToPRnBopVHfOho1AptmRNCWZnwcSo+T+KG4uTmQDmK2bgU27QujFaVoay3A4ZXA7o5CdKIU3btCGA0z4DuAAuxtLUDxvjBamHHciyCmoAe7f7kfalLDDhSj70AEVd+YiVjjILZcugXKgILgSiCxjUc8N27ifaXSVAm6oSPcHYYGFSeiA/+LdzFpXiVe2xLGTpSgslfDRrUI8fR7XIwEFhAkVVGwBSVIbAygJAQ07o+gKd1+uDuMIiWFkeinCuo724171Lu6hwbwO1GMAiQxJcGPOfL+FvUVIrES6NsSwHaUohxxqkybhIJVG1UcQCn2p9dZPa6JLGT06kFuzQaA3e2G79W9O4xZjWaQ2q8GsJWMIzWA7oMR7EMp3uwYhqpfxvCxHXsw66MlaEcYTek5UXkbiIzg269m9sU7EcKarUFUrwS0pPkOV8aK0PrwAIqXHcLSE7vQtbQLy5Rh+Ls+ARPQi1oMoLS/GIMrDX/pJz+ZgGh6+dm/3ygdJlpTWwEaUYrx6IUaVVF1SRVa/pSmVGsaDVL3oxClSGIMsxnz3nuGmJidnXyyGZzuaQqgcyXQ+kwczSjGyXOO0sot+lFsM2fO1M877zzL55s3b9YB6HfccUdOzs3mOoODg3pXVxf9t3TpUh2Avnbt2kxfb0ht8OCgvv+P+/UzJ/fpN9+s60tfS+pLsET/I97R0+Rf6b/f/MY4f/uXt+t3YI3tcUVqUtc0Tdc0Tf9O8Q7HNp9+2uzXQw/ZHwfo+q/m7NOXYIneeHej/j+Tum2Puwdv62tOXqPruq7/5CfObd6ONfqB2w7onZ26fvqUAR3Q9Qex0nJcIqHrrc+16kuwRD8PTY5tvrNol74ES/QlWKJ/vK6N+9uV2Kd/JNColyKu/+PSBvrd58+3b2/4cF1fd+46fQmW6M2PNuvzSntsj30eb9BrFxdqtsfNLe2hx71R9YZegZj9sdOT+qpZq/QlWKJfgX22x328to22+QKWOd6j89CkH37xsK7ruv7ww7rtfSdjTtd1/eHT3nNs89tX9dPr31+42nK967BbB3T9otIWetxPK53b/D4202N/gQ22x/0Nq+hxV2NPxjFHjv0idjoe+0cYz/0rcO5nZ6euJweM9/giNDoe25Aedt/8n079kmCjfj9W6lUYtIw5Xdf1N4e9qS/BEv20+Unb9oqimr4ES/Q1C4x37sILzb/NRKd+M7bQ3/f/fj99njU19n2cjG59CZbo75z9jr4ES/SxwxPS436JDfrSgqWux9wSLNE3fnyj/iqWOB57Gox3/RaHZw7o+uewR9//+/364X8e1u/F247Hfu3GpJ5KpPS/YbX+O6zXF+MtfQY6Hcfcr4o3O7b5q48e1l+PvG58/wfMd7gaA/ofsY7+vuyJAb39P+2ux1zPhh5d13X9Dz+TzwvfrDDnuH3/u0+//nr79gBdX4y36PHXnNrl+Iy+ha36A1ipz67qtz0uiiRtbwmW6GfU2K8HCozx+Xr4dXr82Wi2HXNbr9+q67quT5hg/32mTuXX1Om1cfo3dh678krj78vHLM845i6+2Fibl2CJviSwRA+HrfP3lTDWwFhrTNd1Xd+yxfm+fxL79bdGvKXruq7v3et87Dy066/Mfkf/xdcG9ZNOsj/uzjuN77Tn53v0W7Hesc0vYwf3nD5/Sof0uCVLzHtZX+/czzs+dIC2911spZ+/cN422zF3RbXzmr1jh3HteFtc/zT2Ssfl41iu/xVr9Kdq37HMc5Yxp2i6ruv6vt8az+sstDhe/+7gav3tGW/ro2A/5ifXGWN+5ZSVuq7r+uzZ9ut7NQbod181a5Xt+nEaWvW+bX26ruv62zPe1kNI2bY5P9yhL8ESfcvVW/QlzFj+E97h1o9PYr9+8K8HXY25S3CQ9vMZvGn5++xot3471uifxH79W9imL8ES/fb5zvPXb74f05dgib6sZJl+98Qtjsf+Ehv09Res12/CdsfjHvphp3TMyf79BJuM+Sbyun7/9+znOjLmdF3Xv/c95/v0N6zSezb26KlESp8UMPy///tWt37ieHN+VqDp2z6/jbZ56aXObfb36/rKqSv1JViif2RUO/18DPr0nd/ZqR+NFtzPJYG4s7q6uhyHynIbGBhAJBKxfB5Nb0UMDAxY/ubn3Gyu8+tf/xo/+9nPLJ8fOnQId955J6655hr87W9/w6JFi1BfX4/LL78cS5cuxbRp09DZ2YmBgQFMmDABb731Fi699FLcd9999NjPfOYzeP7553HSSSfh4MGDCAQCqK6uxoYNG/ChD30IjzzyCD32+uuvx0MPPYTzzjsPW7duRXl5OaLRKPbs2YPTTjsNL/3hJUz8w0ScFmrF7NlzsWPZvZiIiQiHNYwuHoTergMAlEIFscI4SkpK0NPTjfLyMtTX1+OswbMQgoZRMO+FUqwgqScR6Avg9Jr9UJSpqK+vR/VpH8Oof6eFJFQAIUBJ66cERwTxyiv/xMc+9lHU19djxIgvorpyEKF2q+JfsDaEzqQBiW6+aTPO0UdgC8YjVRFCIhxHMBiErutAIxCEjpa2FgwODmLTplWYMOEsdHd3obi4GLHGGJS4uRMbgobVy1fj3E8V46Q9hzACJRiBfpyNFmwtK0SkNIxkMomlS1ejbLexS1uBBKpLu1EyrBTd3V0oKSlFT08PIn1h6AM6WtqaaOZdaTiGYcO6UFpailRbJ87uasVAKoBWhFGjrMfatYcwODiIYHAi6uqqkNifpLuS0XFRdPd2Y/ToIjS3NCOCCDZv3IyywAyMSnOBw+PC6O3pRaQ7gjmJDoz5SDFaV7ci1BxCdVkvSsuDUFUViUQCYS2MVKuxc1aSNMWstISGGgyiIJKCMkyB3mA8/1RBCkUji5AK7sNJG07Cc7Ofw1mbWrEGlRgIBYBqQ3wrFAqjs7MDZRHdHA8ANz4AQK/SoQ6q0Pt0lCOBF596GZ+76HM4fPD/cH7llRjVPoCP4yDeRhVQCqilKnbt2oTm5jFYvHgxalLnW9o0BwjQ0b6b/hqOKhhW2IUitRhoGcQFaMZwxPAGhuGckkYg/fXVgX6MH6+hp6cHpaVl6O7oQrjD3EUsYDjpUWgYpQ4AmpEL3af3IdwRxthUH8bDLFFTjATtpxbUUFhXhO5uYwz0NfYhxOSIFSNpHKsCumbct3hFAqUVpeju7EL5tCj6y/qx8KV2vIJudKd3wFMFGiIlYSRbklCjKv72t3tx3WcvB4D07nRaqGGEirgWR7g/DK1XQ7AiiHvvvR9f//qn8aFVq/CRZAhapYaPJxrwz56RxrOLKAhEuwDUoD/ejxBCSPTvw5iy0dC6NAOsiAFIAoHhAejJfmAQaGozFAI7O7dg7NipiA324yNdh3DiYAdmRLowPBbDhsc2oPwL5bjvvvswduwiqK39UDQFyfIUgj0BIAUMFg6iOp1HlVSMneHRVSnEOmJQEybePkyJYbbeZar2lqkYFjLuc3d3N4qjJYgfjAEqkKpKobw1ASjAofZDUBHCSAwY6YWKDiWdyxmoCiDZnURFwoBjZ6MLc9CJw4ggUB7AQHDAGCfdXYgORFHSl0RLaxvalDYEUWaOzwD4dAYF2HtoI/YdqMbYMzoQetN4jh/BIXQjhGRIR2FtIfoO9aGAoUQHkjGMHh2D3qTR9pIlKYT1MLTeFIoLdSSCCQRjQax9602MCp8KxIGPoBHT0I0T0YEmRPHaCy9h1mfO5cccAL0s/d0ZbbswDAp3fX09CkLXYhRSgALohTqUoIKKMSlM+dhu4JdBes/271+L0aGZPJ0xAKAG0Nt0qEzJht6OvRiFycb4LFGh9ZjvwzaUYjQGMALNKE3EMGxYHKWlZehp7UGox6SGRoRckcpCY8wrIQXJYBKBgQC0sAZd1xFIsOiyYR9CE5omVqGtqxelpWXoP9iH6rixMLV3tuONN95AcfEMjAoWAgyiGKoJoy/VixEjCvHQQ49j3rx5OHToEErKTsCoA0U4FW0YiQGcXtyIQ8NH4dChd9HXNwl9PX1QEMTIon4oZYoxJ8cSCLQafYtOiKKtbQv0yETjQimgekQvQN73WArFvcDZg61AALjrobuw6KuL8OijD2Ds2E9hcHAQoVAImmZ852AwiFhfDKXtCfR3G3PTAw/cg3HjPof+zgEEOwPQAwAqAaUD0FPACH0QgY1dWKfFsKd5EOPHl6C3txcFBQWIx+NQVRWKomLLlvVobKzFquWrEMFk1ER7UTSqCN3d3SgqKkKsJwa13XhPi5ibV3FxBcomvYITBi5HQ0MXioqKMTAwgHA4hC1bNiMWa8W4cePw7rstGDfudMT2xtLzYRzFZSXo6+tDNBpBb5tZp7wgPZanoAeF/zmEC2tVbDhgpP2oDOWmqGIQNWovotGo0c5AAbS+FIJVQfQr/WhrG8SGDW+htrIWpajk1pkQNFyAZlQjhmrEEIwF8cgjjyAa/RBGFhZA6QeUMgXxcALRWASp7hSCZUHU19+JDw18yPjuiGNkYABKBGCWCgAGc2Fcsg/9W3QMxyDUYQEkgwmoCABNxncI1oUQgvG9O7o6jDGR2odRYKgdhem2FaBSN+nyfZv6sBAaXkE3utQgFCiUhlyBOJ558d+4qOYitHe0YyQGMFCaQlFlMQZaBhDoN0WVKjTj/UhEDebDZPSgKBLD1FgPPo4G/BPG+lGKBPbtbsLqZ1Zj9OiTMWxYEYoCRUg0J6BEVcSKB1EYKkTyUJIyRgCDHVFT1IvAQADQjOd30WADpqEH0xjWRLy/C7W1ccRiMRQWFhpjdLAAqd4UApVB7Ny6FgsBJPUkksk++iyVIhVxNU7nkeGhOGYnutDxShJFCJtr9jAN4cIw+vv76VoSVRnxKSQxumwQepEOPa5DOZxOqSkJIDmQQDSZQueJnTj5Tydj25aXcULBB9E6kPYpChUkixNIJlN46KFn8ZOfXI36+noUF38B1dUxRKMFSCSMd01VVSS7k1C7VYSgQ42q+L87/g9Xnno5nn4zhRH3bcU5o4rQgok077v7UDeNNVpatmPChDno7u5CUVGRZY7YtasRPc09CCKIUF8HJkyoQP/+PlQn41jftR6JbYmsY42nnnqKHnvjjTfirrvuwiWXXIJVq1ahtrYWyWQSra2tmDVrFl555RVcffXVXIx0xRVX4LXXXsOMGTPQ0dEBRVVVZoVxZ6nU0BSPnTVrFmpqaiy1W7ds2YKZM2fijjvuwA033JD1udlcJxaLIRYzFSzXr1+Ps88+G2vXrsWJJ57o+Tvny5I9SbxZaigVn374dPSs6cGGCzegaFYRxt8yHps+tgkAMPzTwzHjoRmW83fctAMNf2ngPhv1pVFI9afQfH8zxt8yHmN/MBYAoKd0dLzagQ0XbkB0YhSFUwtp/cS5S+ei/Kxyrp1YYwwrRq+wXPPM/jORbE9i4yUbzRyvk0ow69lZiIw0QkItqWFZaBkAoOysMsxbOs/SzrsXvouOlzu4z8b/ajyGXzkcb094G0pEwYhrRuDQnYdQ89kaTL/fzB1ofboVmz+xGQAw49EZGH7FcK6dDR/ZgPYX2zH2J2MpzWjEtSMw7R/TjO92KIa3J7wNbVCDElEw56U5qDi3gmtjWfEymstzRucZNBn/3QveRcerHZj+0HS0PtmKw08Z0grn6Odwz/O05tOw4UMb0Lu+F3P+NQeVHzJpaM2PNmPrp4w81pIFJehZY0z8geIAUr0pVHywAie8fAJeV14HAIz7xTiM++E4ev6u7+7Cgf81crJLTynFiSv4Mb35k5vRurjVcs+JnfDaCWh+sJnKnU97YBpGfGYENl++Ga1PtCJYHkTx3GJ0vt6JsT8Zi/E/Hc+dv+7sdeha1iVtu3BGIabcOQXrz1wPwFDCO3XfqdB1HT2retD+73bs/fFeAMbYIO0EygI4s/NM2s7ggUGsrFspNk+tYGoBBrYPYNKfJ2H0otFYqi61PRYAiucVY8E7C+jv22/YjkN3HbIcF6wK0lzDUw6cguiYKPd38kyIjfryKJSdUYatn96K8vPKMfe1udASGpaFl3HHLdy9EAXjC/Del99D4+2NGPfTcRj3k3HQdR1vFL4BbVDDwt0LESwP4q3Kt4zvOKkAC3cY/PYVdSsQOxDD/DXz0fZiG/b+ZC9GfWkUuld1o/edXsz+52ykelLYcsUWlJ9TjrlL5nLXb3uxDV0rulB+Vjk2fGgDfS7EVk5YicE9g5i3Yh62fmYrBncNYuaTM7H50s2Gs3VhJdpfase0e6dh17d3IdGaQHR8FIN7rOqIhdMKcfJWs+5H39Y+rJ6xGsHKIOavnY+3x78NtUBF9WXVaH6gGUpYgR7XMfqm0QhVhbD3J3sRKA4Y+cExnQaapaeVont5N2q/U4uJv51I29/y6S1oeaQFk/40CRUfrMDqGavp36Ljohjca/YxNDyE05tPB2AoMPZu7MWGCzfQd73qo1WY/cxs7P7ebuz/jblZTMbnW9VvIXHYcOgm/m4ietb2oOWRFkz840Qc/ONBxPbHMPH3E7Hrm5I6PzDmWi2mYcMHN3CfT39oOpIdSexYtIP7fN7yeSg7tQx9m/uwetZqhKpDOL3ldO6Y9lfb0fp4Kyb+biKCpUGsmrEK/VtND5w86/Xnrkfn653080l/mYSdXzFSEmq/W4sDv5XrPChhBWd2nwk1oqLliRZsuVxenxoAxnxtDA7+6SAKJheg6iNVOPjHg6i6uAqp/hQ6X+uUnnPmwJlU/G7Txzfh8DPGnDrqy6Mw5a9TAACr56xG30az/NSsZ2ZxeWHEdE3Hlk9tQdeyLsSb4iiaU4ST3jUTO98a/hYSrQmMvmk0Jt9mBOixphhWjDTWurO1s6EoCvcOn952OkKVIei6jnVnrEP38m4EigMY/6vxGPOVMZY+iDawZwBvT3gbaqGKs/rOop+3v9qODRdsQNHsIpy0wezj3lv2Yu+P9qLm6hpMvzdzztzuH+zG/l/tx+ivjsbkP02mn3ev6sY7C9+hv0dqI5j17CwUzyn2lOe2NLoUekzHKftOQbTOnA+3Xr0VzffblEdMi1qJNubrYzDpD5Po75uv2IzWx1sx6c+TuHuZGkjhjcI3pE2P+tIoNN7RyK0Z267dhqZ7mzDhtxNQ95067PvlPuz54R6MuH4Ept09Dft+tQ97frAHABAeEUbVJVWW+V+JKFzdzdkvzUbVhVVIdiXxZrmxrp8VOwtdy7vw7rnvonBGIU7ebMxzr6uv0+9b++1aHLjVRjMlPZeFR6TTSjrMzYNTG05FZFQEq09Yjb4NfZjzyhxUnl/JrfeB0gC0QWPzatzPx9G1dPqD07HjqzsspX4m/m4iar9ppsW1PtmKzZdtRtmZZZi3bB56N/ZizZw1lm6O/fFY7P/tfu5+iEbmSta2fnYrmh9sxsTfTUTlhZXGnDUshIJJBeheaezAjf/leBROLcTmy0wfTlbzfsGGBShmcswBoPnhZqoBQtoa+/2x6FjSgXfPM/j2NVfXoH9LP3pW92D2C7NR9WEjoWrdOevQtdTwN0ZcMwLT7plm+91Ea3m8BVuuMPp46sFTERkdQbIniXdOfoer3R4aHkKiJYHKCysx56U5rtt/o+wNpLpTKJ5bjPnvzMebFW8i1ZXCgncX0FJ4R5MF//GPfxzpPtjayJEj0dDQYPn80CHjhR9FteqzOzeb60QiEQ6FLS4++h4yAARLgtTR693YS52p6LgoL9bjoQSNltDoS1M4rZBrg4ojpMAJCXgpQaMEFURGR3DiihPReHsjgpVB1FxVw9e3s6l1x7UjU/eN61TwJFwdxojPGkFq2wuCQA/Td5lwkqwEDStKEhkZwYkrT0S8OY7SU0sRLLGKRpAcQOMX9g/pvmq6RbSILDhKWEGoOkTFSMRao7bCSeSeC7dGvE7hdPO5sqpzAFBfX4/zAudZvg93fYm6r67paH3KCGxnPj0TbS+0ofP1Tmh9GjZ+bCOCZUFMv89wmGSlTqgpvJIfEShQFAWlC0sRLA/ShZUTGBLbzOBDhYaFMLB9AKmeFCdSMOPRGeha0YWG2/i5w7W6b1w3FbZFAS0A89fOx9artkKNquhd32uUoHEQThK/D61dmBaASHWnqIBKuCaMQGEAs1+aja2f2Yrab5vOBXseK9xBS8Mw6r5K2NqBqg9XoerDVYbqoALE9scQa4rRfD5O3Tc937z0/EuoQx2n+Bs7FKOK3jOfmol3Fr5jeXahGp6BQd913RSGYWuRUoGNgIKxPxqLlkdbaJAVrApi4faF6N/Wj/ZX2tG9vNtaJ5V5b0QBGJmIF7FgWRDlZ5SjYEIBDYCoQIb46NOXYOvtxg7FzLESUum5B28zmCY1V9eg+T7eiU/1pmwFR5zqpDo928rzK1F5vrkJZiecJNaJlan7Epv90mwUzynG6jmrkWxLondDL0pPKs1YgoaIGOkpc47REzoa9jWgiNFOKJpdhME9gyiYVMCrs9sIJ1nqKEvuA2CMtZmPzUT3mm68c9I7SLYnoad0DO4fRMH4Aqm6L6vsywqckc2TVF8KocoQWh5tQffybqiFKhZsXICCcQXON4N8pQzqvqKqMxEdYwMYJ8uk7kv7UaCiZJ73coVKQIEOPaO6L/9H479gZZAqbQMSoRtBKZde00H87/Xq1zEFU7jSbuL7QUSFyIaSbZ1U1ezDmJvGcMElVdtlxpoW1+R9VkH9DrsSeYUzCjHljilYf9Z6o9yeRL3WaJhcTPgfxvwpW5+GXToMDfUN6G4zAkEScFvFrXgfw8631Po1GqCGR4ZROK0QI784Enu+v4duTEqfESNYZSecVDSzCEWzjbkgMiaC6suqLRsEADzVSWVV//WYLn23QpXmukTUfevr67Fo0SLpPeC+VqHVpwmWBDHziZlYM28N7Wt0fBSJloSnEjS6rnPqvrEDMaPEVVDhfPijyYJXX331ke6Drc2dOxdLlixBd3c3J2r09ttv07/n4txsrnMsGVms+zb0IdZooL/R8VFu8rCbSOzKuBAHzzLASa3FFL/gSGsf2jgjZGJSwyqn4ssfZD3eYjYBNllUglVBFEwxnIBkRxJaUqOlVtgFx1Hdly1BIziAxSc4b1xwDpIsANdMdVJyTeJUBCuCUBRTndWzuq9qdS5YK5puOntiAPupT30KLW+3wNF0/plrA5pRIiDdzbLTyijq0bOuh/487R/ToAQUaf0yYopqVfJjjTxTABRBBqzKl061oQHTCUn1pOjGhlqgYvgVw6mqKGtscAHANkhlNxRkQWrJiSU4eevJaPhrA3Ys2mGUoBGUJWV9p+UK0uMq0ZJA18ouunAGSgP0WVZdWIXTW0/n2iH3VE/qnJNEFltW3ddS55exYGkQ4VFhxBviiDfGTdEZts10H087+TQcvPegoSKc/owEc9FxUZTMLcHUv09F2/NtUEIKWh4yxl14uCD2wCg+0iA1qprzGqPwqSgKRv+/0RRRLD2lFKGqEMpOL0P3KsMBsygnkmcpC1KFYEb2TKMTopYglfaNIEIaTGQ3bfFDcfPZhxQE0mI7sf3GPF55YSVGfn4kWh5pQffb3ehda2xqyJxYRVWkQWq8OY7GuxsRrTUQLKdnS9sSxx+hJwtBDxekCvNI6UnGfS89uRTtL7WjZ1WPEaRm4HhRdV8mSNXiGqorq9HP8CtHXDsCNVfVWL4zN9cGrONf1neZkfcq0Z7A1qu3ouWhFsx8YqY8SE2/N+I1AkUBJONJYyNK17Hn+wYSV/e9OtcBKtdXDdw6ZhekknIwbHDnZJnUfS398GjkObgJUotmF3GId3R8FL3tpqq0JRAhbQqvhOjzhEeHUTK/BGO+OgbTx0zH1l9sNTYUU7oRRJO5L71BKgapdnVSg6VB6kNUfqgSrYtbKVhA7hf7zulx3aruC2Pcku8ilmYLlAUw56U5KJpdRIMpLWb2ofqT1QhWBBEZFaFtAaafw5ULZAK3EdeMQPeKblR/shqBaIBDKwNFASRjSds6qfQ9E1WVQwr0hM5taJ28/WS6kb/vF/vMYzOVoGHHJXNo4cxCFEwowMKdCxEaFoISUFA0o8iiPi4tQSPWSU2Pp3irueZrMU36brFllsjnn/rUpyzXkJmo7kusaGYRRt04Cg1/NjbFo2Oj6Hm7x1MJGm3A3PhI9abo+1M4vdDVfH8kzLFXAwMDjvmY+bbLLrsMqVQKd911F/0sFovhnnvuwcKFC6nibn9/P7Zt24bDhw97PtfrsceyESi/b2Mf3aGKjovyE4CHEjSx/TEDNQoYdEHucGax4ZBSGVNc5owEMgcPQPoYATmSHiNeMqFTukpoWIhSbAHBMWWRVMmOFVksOCRVUoPQyWzvP4ukMhNXqjdFJ3ZSjsIOSWXvtzRgFW6NuNnA/i4GjC+//LK7EjTMdVMDKYqOBcuDUMMq7Tsb8FEHLwOSygWpwn1XFAWRWmMxjo5jqLRi3OsCSQWM4JMEqaEq4zNSmoI1EUnVdbsolemCDVoDgAYkbAka+r2dkNT0MYf+dgjrTl2Hw08b8yNXsgXW94OWoEnoXFBGxrgW1xzRNtZkJTFYZ5HME5vWGekGSkChbRInqHCGMQZHfGYEZj42k5a6kX0XuqJpPJJqQU/Sv9d8roaWEWDbJc6fXRkLUmuUHXOqWF5KMg8UTDDnSRFJpfdd1y1jKH4obqJwIcWCRkZGRlB+Rjmm/HUKvSep3pR8A1CV9+3A7w7gvS+8hwN/OECvk9FskFRLkBpVEawKIlAcsLwzJNgvOdlA3rpXG889UwkaWic1aW6E6gkdnYc7ueMqPlCB8PCwlcVig6SKzzHTGCffR+vX6ObJ/lv3S0vQkDlUdAjZMjSp3hQNXsbclJniyxr7XNkgzS5IJeuHiHzbmWskNcsgVfQTZEFq+Xnl3O8F43kfRETC7DZmFVXhxkLB+ALMfnY2Ks6rwH/e/A/9nJZPE+Y+onxL/Akx0KM1apma6IXTC1F+jtl/ygIKmH1xRFLTRuYu+ntRAGWnliFYHDRLYsVMxs7kP0/G1DumWtsiXbbZEw4NC2HW07NQ8ykjH7ZgsnUeE/2DTEgq8bnYDRI2KGN/zliChllTYgfN9DsyJgomFtDrEWSVNdlmuKVOKkFSW813RRuUB6kskkrehZdfftn6HSTGBanC+zr2h2Ppz9Gxhk/jpQQNWx4v1ZtC7wYjWJfdk6PFLDPJ/v37ce2116KmpgbFxcUoLi5GTU0NrrvuOuzbt0/WRt5s4cKFuPzyy/G9730P3/nOd3DXXXfhvPPOw969e/G///u/9LhVq1Zh+vTpqK+v93yu12OPZSMDkaP7ZoGk9m0ydmEKJhRYFiVuR9QH3Vd0FBxNcPLs/s5dM67Tnc9QVcgIltKTIuuYZkJSxZp3gPcFmj2Xu88MFYf9bsnuJO0LcfC8IqnUCUg3e8KrJ2DSXyZZ8mXZ4D22L8b9bc6cOfabGuSamm5FUtM7vKHhIa7v7OTP0vfsTFEVztkj9f9Ym7tkLqovr+byjK0NOX8HEpCySCpxTGSF6bV+jR/nGRAhwBm1Iih6qjdFF0onuq+IpBJre8mgsodHOEvN29VJpfVLY7orJBWwCVI1K913dM1oep3ShUawOLjbmKOKZvALKLtxYkf31TXTOQwUBKy7+OnrBkuCGPfzcYhOiFIHDDCppJY6qbrpeCmKQscB4BJJHW9ulpDNB9IX+rx0a63d+KE4d8/JucTYZ0r+luqV10m1Q1IH9xn3O3YgRq+T0YTxp6d0aEnNEmQrIQXz3piHeW/O4xzrQGmAfv/Sk4zn3r3CCFIz0X0pipTi54uCsOlAV5xfgaJZcgfMLlXE8hwz3IdgWdAyD4ZrwnSOldJ9RSSV2Ygic7sSVixBSCZjxxxL+bVFUiv5QEHKdGLMLZLKBmSejGFgSa/LXKf0pFKOGhkZy4tfWuphk7Va4uNwmxTMPZq1YJZ5enrTi1Jgw5mRVMBk1iSazfUtPDLMB6lsHWEmrUKKpDKbipYglWEp0HaS5maj5TkxaCQg98WUsGLx/1hQgoxdOyTVrk4q2WSiqUtBhSL/AP8cnOi+7Ea4ElTouiG7JgDpfOCK7huTBKlMLVkOSWU24siznTPHXd4oZdhI7nu4OozZL83GqC+PQs1njfXKC5LKBal9KerDH81BKudhbdu2DWeccQY6OztxwQUX0OKz27Ztw/3334/nn38eb775JqZOnSptLB92//3340c/+hEeeOABdHR0YM6cOXjhhRdw1lln5fTcbK5zrBgZiH2b+ugLFR0fRarLHLiyYBSANNAjk7KMy845uizdV7Y7LnFGMiJ07LFp+ouXnFQtoZmoWHqRCZYFER+I8+hJhpxUKZLqkTbBLRwCrQeAJa8z1Z3i6L4AE8gIBeFtg1ThGhUfqEDFByosf2eNFYUBgNbWVowK2udrGxcVkIQBjdJlQtVpFDjtMHNBasqk79ma6oykAsYO6szHZzr30SWSmupJmeh7OnAlSIRoqd4UF+A7Xj5kXYxYCzB1FNmcNsCGbWDDLOhZbVCeMwapLui+XpFUjnqXYtpM97G3oxcKjKB12EeHYdc3TDGgwpn26L4tkqqbyIcMSWXfs9qv1aL2azxbxhZJFRyvUFUI8QZjPLtx1Fkklbyzlk0FzYrGxw7FaECuhBSO/g8IQWqJGaTaIamyDR0SqLBBUiYT76ue0qXzpBJQaOrAwB6TncVu8pSeXgolqGDgvQEM7Bpwj6SydN+EhuRgEgoUnPDaCag4z2FOY7UYHHJSM206KoqCUEXIDFJgjEsaOLPrnw3dl52/6QZkWdAVm4jrS0ChgjlskEaDVOG7ULpvRxKH7j2EnV/ZiVnPzLJdC4YKSRWfPbmHgaIAvT+RuggKJhWgb0Pa0Z5RhJrP1qDlkRbD74jL25D5MkrQpPGy7+3htsNQw6qRhz+gSVkkNEhtT1iZYwD1r0jeMWCMmbKzy8yD2HU/rACD7pBUke7L5TNKnoGFHcGwtQBI5wvpuipBUi3+hdh3oRmyPibaE9LrZApSObovo3OQyaRBqsQ3stB9088u3pKZ7sshqenPW1vtBSZZi9RGoBapFmYAsaoLq1B1YRViTcZmYqrb2Ix08iGIceuKDsqojIy2Vjc5Wowb4TfffDNUVcW6deswezavpLVp0yZ84AMfwM0334ynn356yDoYjUZx66234tZbb7U95pxzzpFS6tyc6+fYY9UKJhdAD+nQ+jSqMBkdF0X/ZkYf3QPdl5g0SGVpO+zEJ2EmyJ6dlyDVbqdO/Dt3TQFJBQxUMt4U55wsPzmpbpw71jgHKSBZjHTe0Ul2Jy1BKtlBdSucZF4wc/8KZxSif0s/ys4s4z5PpWyEWVjTwD1zFkkl+YR0YWXBR4a+Z2tK5iCVtTn/noP3vvgept7Nb7L5yUmlY0aCpALG7jkNUjMgqZkcOkoFZIWTnJgGNkEqQdldI6kJnUMOWbqvWySVDWyJcblh6flGi2sIIABFVVAwoYDLNxOR1MhoYxHX+jRLTip9lgLd14KkZljQKRVN3KUmjlf6OmQcANZ7IRuP0QkMkkpoXen/WLovQV+CFUEkO5JIdZmiXSLdV42qXO4pi6RKx54CuXBSen4g85yrzTbxkJRchMeOTstu8oTKQyg7qwyd/+nE4WcP0/fOzricVHa+SF8+E13ZLidVfLcy9QMwkBM2SA0ND0lzUjPSfXtTdGNEzHl2a2rUeDfYd44ESmKOMrn/2qCG7dduBwBs/dxWnNZwmrRtuyDVQnX3G6SqjN8gua5aoAKdxmfRuigXpAbLgph+/3SUn1uO7ddttyCplHYrQ1JtmFCpVAqhwhCS8SSa7mvCvlv2WTYa6Bygpd8dEUlNzyHjfjwO7a+0Y9SXjI3dgnEFKD+vHIN7B/nNq7CKFFKOOan02ML03Ja+JoukyvwQcdyx8yUgR9Jlc4WY3gVIgjqPdF/xOk6pFGy77Ca+EjQ3aUQ6OLGcIqks3ZfpvwxJdVsVJVgaxMIdCy25+7LjjM4bm1syUU7RRIYOYc+w69jRZtyTX7p0KW666SZLgAoYZVoWLVqE119/faj6dtxybGpQRWiSORgDZQGEykOu1H2dnLpInWQXhhVOYnM0XAonucqHEvrmSd03oVuQVELxS3YkseNrO9D0QBMfHLrNSfVK92WDVFbAhqXiMHOLFElNB3qu6b70Ipn7N+flOaj7QZ1FRn3MmDH8eJG0xSrvAXxOqkj3lfU7E93XSThJtMoLKnHKnlOsKEEmJLXSISdVCFLJwsotBhmC1EzUOBZJlSKYwun0fbB5hyzoo9gfhgXB5WAyqGhWOamE7ssgqWWF6Q2Q9FBgS36wCtOA8Y5UfKACSlhB8VxBlIxBBqTCScQysCiJM29L9yVIKhPAuEHg2Nxock+kSGp6/ETGROjzJWOPFU4CDOogRwF0Q/d12NAh980Vkips8OgpXSrCw6WUMPOd+P6Q53742cPeclKZ+SKY3nvPuIawjr8DkkoYH07GIidA+vumu+9WOAmwIql+jL5zDN2XahgI/QyUBizvgtP6lW8kNRPdl51Xw6PCPO00PR5YuiyxgT0D6FzWCQAommMNUrhNFKbvY8aMoetK+7/auTbJddSQuUmUaEtYxi3xG6Ljopj3+jzUXGmmFZzw6glY+N5C7prkvXODpKoRlacKs0iqZJPJFklNz2uyd07GumA3lwhzI5NwkuiHEX+LIqnC+s1e14tw0rxl8zD8quGY/pA8xScyxuqvuhJOSj97Lkjt08wNlAzCSWPGuM8vj4yMZHz/1QKVvi9u81JlaSTAMRSkJhIJFBTYK8kVFhYikXCXYH/cjk5rOaWFToJlpxqOoZucVCeJLYvCJtOOG3VfqSPlB0n1ou4b16wBR3rnuukfTWi4rQHbPrctI92XUhezQVLtnCnG4RaRVFE4yS+S6oYiEh0TxYRbJlgoIatXr+adO9n9F+m+/Rqly4Sr00iqLLhMfw1Huq8CaQmaXJoSMfPCMuakBkyHlqXV2Aonpc0TkirkQxmdFDud/s/mfciEpJJ7Kuakss5TNjmp9J1hclIb9jXQzwCg+rJqQDVQfNkO8cwnZ+K0xtOoeAQx1nHJFZLKPT/yNdKns4u7UwkaYqzjRRgF0pzU9PgJlASo40kRTqYEDWB9nhySaiecVOAwfmy+j9SEr6indLkID7sRyrRrF6R2vdnFlXqQtUfmPFHdN9Zv0OAyrSFuclKJuFsmE8WguE0ZSU6qBUllNqII6ukbSZW8c2TjQLzfiqJYruPkHOc7JzWTui87r6ohFQUTTX+VIEuUvcGsHft/sx9IARUfqkDJXGtpHLsgdfXq1fRdEZXc2XHC5aUK7xzLgLBcV1EsPlfGnFSV76tdeSdK/aZ/tM57Yk6qlO5bKB//s56bhfG/HE8ZVrYlaMjpQqxLnhfZWHdCUjOWoGHovmWnlWHGgzNMNXnBFEXB6EWjER4dpqJ8TsJJtKyTBEllgYtMJWhWrzZraufCFEWxT0uxMbvKAzIByKPFuFExb9483H333ejq6rIc2N3djb///e848cQTh6xzxy33dt4fzsMZXWdg/pr5mPHoDADuglQnSqRsp9mLcJIMafKak+p0ji2SephHUsniTNQlAfd031whqdJ+a/wCkOpOWYST8omk2tnFF19sT1UmpvHPXBvQ3CGpLui+FiTVb5DqcA/UiMoFqWJOaiAa4GqZscdSI1/Bbi8igxPMoiwUwWQdHrHdDJs2Xui+nLov4/xmk5NK36mAea3J4yYb7aXHfPEJxZj3xjzMfs7K6gHSrBDZ7i/juLDCSU45qTKjtMiU8E4RdCA9H3LCSYwyJ2A/D5D7X3FBGtEX6b6aqe4bKDbLBZHPlLDiLkjtcSecZBeUuCpBI8tJldF9bUq8iEFTdGzUQLo0oOM/HbbXDRQF+JQSIlKU0BENpkvoZBLfY//Mlk9l6cjD3SEMIkLJopgyuq8tktprndu9mqxWKmXeSJxRMa/e6bpDlpPqsk6qE5JKgor44Tia7mkCwKujctdl1zEmwL744ovNIPUQH6Sy7wcbpFpyUnvsg1RpXzIhqSyoGlG5/ooBJYeyyt4HZiOc/Z81GbUXAIZdPAxjvz+W1zBgTdjQs6P70q5kk5NqMy7tbPJfJuPUA6fSuVNK902/q1TULG4IIpKNaoD3Cdl7LaP7Xnzxxa765sXoZqrLIFVEUokdM0jqz372M+zatQvTpk3D97//fdx7772499578b3vfQ/Tpk3Drl278LOf/exI9fW45cAefPBBBKIBlMwvoQOce7Ht1hafSCpSwsQne0eypPv6UvdlStBQVIwk8jMqfG6Fk7hgyaNwkq0zRYAVCZJqm5MqCielnINUN0iqnT344IP8wiOhUMrovgRJpcJJkp1a18JJDvVpXZuHIJVQk9hJnSxIgeKAryDVLd0XKXOR4ZB7sYRM+ne7ceVF3deO7puLnFRFNVGELe9uMf7IjKGy08o4pMSNsY4LK5xkp+5rZ4EiUxFYqvYto/sGeAEsu02TBRsWYO7Suag4v4Lrs0zdl0VSWYVOju7rB0llqWk2QYkrRoh4iF1Oqg3dVyY8Rmo4iuJRrAWKTJoqi6TqCR2DfUaelaecVBu6r2xtkxm7WQEImzIu6L5EOIlV9yV0SK8m2xgSmTdc34XA1em6Q1Un1S4nldS+JmOWnR9YVVTAvNexfTHoCR3hEWGUn1Euv64Nkvrggw9S9gNhZtBzmO/shKTKjneyTEgqh6pGFB5JFTZ82flZen3ykQOSaqeOTZtgNzVZy0T3FfKjRVpxRiSV8Y9Ydo5bUxTFvu8wxw9VL46nA1SWWDNgbjqx1+Y2rdLHP/jgg6775taIz8NuSDmZNEhV/W+IDYVxPTvvvPPwz3/+E9/+9rfxm9/8hjtw7ty5eOCBB3DuuecOaQePW25t0aJFls/8lqAhJttt5hxd1l+X7NRlS/f1g6Rqcc2KpEpeVLZvWr8GLaFxzr9MVS4b4SRpv3U+2JTlpNJaZUOIpC5atAh7frzHbMqO7isiqYcF4SQHEZdMwkm5oPs6sQTUiErpprKcVMB4BvHGuFEDkjmWGrNYS8stZXDoWCVXKjLBBqBi98nOtc24Esu2iMbujLPiF+wOfzY5qTK67wkzT0DDkoasNk1IP43Ow1WdVNtm0lSqZGcSye4kDZzEDQeO7kvodelHb4ukVocp1Z2eByFITQdowZKg1fEMqdyYcApSpXOronAOoV1Q4ks4CWaOGXdNl0iq0SHjP9l8pRao0AY0A0mVKMjrCR2RQAQppHKSk5prJNUN3Ze8K34dR9nGkB3dV/aZ07txpHJSyZwx/hfjEWuIYdjHDVp4ZEwEwaogFFVBeGSYuzb5/oSu7zRXcesI0/dFixZh3eJ18nNYJDU9D8hyUmXXcLJMSCq7XqkRlWdxCRu+mdKQWB8DkPtimYJUNj2ENVE4yUL3FZFUke6bqU4q+bNuPy4zGV3rHHJSKZIa02wRS0s+LVMaiKRgyXzvbM2p/zKTbfwFK4LZr7t5NO7ObtmyBeeffz7WrVuHxsZGrFixAitWrEBjYyPeeecdfOADHzhS/TxuOTK2liw1F8JJtsGMYl2gxTa5RToPdF8/SGqyK0kdCZqTKqO9iUp94iRF3nmWLpZFnVTOWCoOM7cke6xIKlmc8qHua2f19fWZc1IFqjJXJ7Xame4rUsVFo0hc+rL5oPuyOalIgZYbYZETmhdsg6SKYjuiZQxSgyali9aUcxBOykj3zYAOkfO0hMYF2Kzzl4s6qVDNa21ct9G4joedcPkFzR8Jq0AqnORiqFDxpC4rKk4WdS5IDbpDUu36LNZCBowxZXE8BXVf4pzTfmdS91V5pyobJFW2wUM2obharjZ0Whn9lFI+JfMVEf1Si5hnqptOmpbQkBgwBaYc++4GSc0gMkbMKSeVUzfPRPfNhXBSlnRfETFkjQYDwvtkCVrzlJMaLA+i9uu1KO51jukAAMpDSURBVBhXQI8/df+pWLhzIR1XFuEkGWVWvK4NklpfX2/L0HGbk0qPzxGSygaSIt3XsqHlke6bFZLqVThJQFIdc1Jl+bxZ0H3pNdL3RJaTSjZiWSTVjnYuzvXsvEgqaUh97yzNc5AqQVKl/vtRZNydnTVrFubMmYNf/epX6Ovrw8KFC7Fw4UKMGDHiSPXvuOXYrr76astnmSibAGydutCwkFzSnfmMmwBkJWhku/05VPeVBSEkv4SlzskQBYtSn0D5pUqlAfki58ayyUkVhZO8IqnZ7KBdffXVtjQ+ek2dpyqnek3xIUsJGtZS8oWDM4IYpsdK3ui+jLNNxDNEJBUwdk+ldF9yGZt77Wa8ECeW0PachJPIAsk5Xul7HKzKLATDIVQS4SQ97l3dl1APdZ2hEDPCHiQn1U3w6Nh35h5zghwe6b4AEzgwGz8iOsCVJwnAQsVz1WcRSYUpthIoCVgcTyXsnu5rl5PK1r21q/XrCvmRIanpIDU63hS18kL3pYGKxPEiLIBAYYBfYwhqFteh6qqr/tsxiDiELNdIKqH7Cu9NTnNSJRtDXui+hCYvM1skVVGy2qil7WQIUmXvbaAwwNULFYWTpJRZ8bo2OalXX321VN0WgC3d1w5JzVVOKvteOKn7sm2JP9PPBOEkWd8Lp1pLDHJtpO9d4nACB287iNihGN8W2YTLlJPqVTiJ7FGx6VAeGfK2+bSQI6n03ot7ng4bkqTsmMz3ztZsNwhsTBqkHsX5qIDw2t5+++2orq7Gj3/8Y0yZMgXz58/Hrbfein379h2p/h23HNuTTz5p+Syj+A3sHWw7eX62HVa2/UggqbK+U+ntYSFTBEXmFIhIqhikMvl1w68cjuJ5xSg7q8x93+EOSbVT9xWFk5yQVPnFPXWVsyeffNKdcBLTh9jBGH3eBI2UOQF6Us+4OyiWWsmXcJKiKhy9ErAJUjPlpNqlHrtArMhCSZFUZsxY0CzyPjDHlCwwFC3dIEPcws2IX/hBUi3UQ+Z9UgJmTtC+XfvoZ1kZi6Sm3wU/wkmAjQPghKQG+LyknCCpJVYkNRfqvgAw+sujUXVxFQqmyvN+XSGpkrmVBqlMuR07pFJGP3UKUsl3DRQHuDZpkOqhTqobuq/rnFSv6r5CAM0hqdnWSRWCVC1u1kWXIaniMxA3OllzQqzsKLOejJwmdMELUiYKJ2WDpD755JO2m592wkl5R1KZ98KSk1pkj6Q65aQ6IaluNzU7XunAzq/txIHfHeDbIpe1Ufel1/EqnMTW884D3VdEUrW4Zglc7foOAPPemoeJf5iIYR8zqOky3ztbc0KCZSal+1b5m2eGyrg7e8MNN+C1115DQ0MDbrvtNhQVFeHmm2/GhAkTcOqpp+K2225DY2PjkerrccuBnX766ZbPuB1lu4ncZp6yW8S5IDWRIUiVCSflMCdVWoJmgKf6AnJ6VSYklaX7znhkBuavne8694SYKySVuW+J5gRFpkThJCckVWpZIFenn366qxI0XI1XkmtXFYQaTCMeNsJJ7OaG1NKnUZpXnnJSAfBlUFTegeSCVDZAICYENnbXcDLifLii+xKEmXke1ZdXQ4koKD+3POO1ZOq+It3Xb04q9z6p5jwxrNxYyLMNUmU0Kz8laAB5kCoiqewCryd0S3kIV332iqRmEE4iY9UJSQWASX+YhNnPzbZ9b1zlpEpuY0Yk1WVOqszxqv5ENco/UI5RN4ySI6nMs/JdgsZPTmqVOyRVqs4NxhFmhJNyRfelQlaKvE1fdF+HoAHII5LqJkiNmEEeIMmNlF3Xpu+nn366bQkWju5blRlJzVVOKismqAaFEjQOwkmy62fKSXUTWIvHUPXbTHRfgbnmVTiJLQ0j0wZxY25yUskGtR4zg2E3QWrZaWWo/XotXZNkvne25pvuy3T3mKL7EqupqcGiRYuwbNky7N+/H7///e+hKAq++c1vYuzYsUPdx+OWQ9u9e7flMzd0X9b5Y+kwtos40w6n0CpZ/6RiMl4CPR9IKjGWrucmJ1WkS4iTo1PAY2eZaMoikjq4z1CvRMBM0CcTqUXdN0OQ6qe/xHbv3p0xn1lU9yXGCseoIdUy7vSU7pnua0fLymhOzkvEirKLQgNEVCdUHTJVlgfcI6l+glQugLAJwNhxVX5mOc5oPwOT/zI547WkwkkC3ddvTio7jlkkta+zT/pdPBuLpJKc1AJrTqobZ8YJSaVBKjNnJLuSPOXR5aYJQRS4trzkpNbYIKl9Kbmauggq2zxDVwJwWdJ9HZFUybwRnRDF3FfnovrSal73QLKh5RdJZdcet0iqmBecSThJvLd0/s4h3ZdsZFLWTZlcICUXdF9AYHfkKSfVTZBKgzyRveFE92XV+Zn5ePfu3bbrihRJbTORVPEZ50zdV1gWnUrQZKzfzrC1ZG0XTM6sri4+EzL2M9J9RSTVo3ASx+zJMifVjbqvFtfMsjQiYu1irpf53tma3yCVndeOKbqvzEaOHImZM2di+vTpKCwshKa5g5WP29FpBQXWSccN3deu/p8t3ZdpM990Xz9IKjEWCcmk7gvAKo3vcwePtUx0X1a9DgAG9xtBarA8SINMGhz1p9D+ajt61vdw/bO/uO9uo6CgwHOdVGLi5oa4A+wGSaXPPb34+qb7OhgZ69WXVdPPOFQVwMjPj8T4X41H7bdqTUl4BtGm6pI2myVuHDpx59aR7kt+ZXdLhxsBtJtNCWkJGiU7JJWWwxDpvukxE9AC9LNsjL3HhO6rRq1Iqiu6ryxfSUA22PuZ7Ej6QlIrL6rEhFsnYPwvx5t977ZX91VCCiK1EQRKAiiaU2SrFAvdumlldIz/1e4ZukJRHOi+BeOZtcbmVnjNSeXQFQmSyrXjRTjJBul1i6RGx0Qx7d5pqLq4yuhPJnVfN3TfbJHU9D2hyr4Sqi8gofs6IKlUMVsytnOJpNqusx7oviKS6pbuy87HBQUF9sJJzDihImtMbWLRn8hZnVTB2PffSTgpk/gQYN5nEuxOuWNK5v4Kz0Sc6+kcKdxGtZDfnPaak8qVRPMwPri+p++Jk3ASWe/1uM5tMnktfyfzvbM1zzmpaSYbu6l2tNN9pb3TdR2vv/46HnvsMTz99NM4fPgwKioqcOWVV+KKK64Y6j4etxxaeXm59UMX6r6i85WCdUeGO95GOEkWsGRbgmYokVTLDm8OglQ71JhbQNhFO/0z6+CRRUXr07Dhgg0AgHP0c/JK9y0vL3dF95UiqcK4UQtVXhHXRU4qVfXNku6bKScVAGq/U4t9t+wDAAzuHeSOCVWGMPZ7BsOE0q5ZR09A3+yu4WRiTqyTcBL5nVWltdtMkhmX68MoE3M7/MSZ8ZiTyr0/DN03iCCSSOYUSWXpvl5L0AByB4DeD8npyc6kr5zUQEEAdd+q48oWOeakhlUES4OGoqmEiqgWqEb/dHmRd/G72z1Dv3Rfct/Do813nH0f2A0XmVidU5DKolrcGiOpE5iRjWODpLLmFkkFgBFXj0CqP4W259ukdYEB2G7usOh3tkgqfecEuq+UWg2J6JNDTqqTSrAdGunJbErQeEJSIwITxA2SGpS/t+Xl5a5yUjkEOH29YHmQKtkDPpHUqARJFY93KZwkfZ/TfxaR1Im/n4jhVwy3FVXjmhC+F0VSBVV7RVHovET6EygIUHTPMSdVFmAza4uTsJZj353qpDoIJylBBWpURSou77vMpL53luYbSR1xjCKpb7zxBr7yla9g1KhROP/88/HYY4/hoosuwosvvoimpibcddddx8vQHOO2bds2y2fci233rrGHsEiqzU4znZDgMyfVj7qvCxRYNJYqZ3EKVGsAbakF5pNmwlomBFik+xJj+ysr48L2z/baWdB9t23bxvdd0gVR3ZdY6aml3O8WSlVKoIlLzIKk5kndFzB2Uyf9ZRIAYOQXR9ofLxOwygXdV0RSHXJSyX1h61WS/F83xtW9Y3byWafAd06qDd23v7uffpaNyZDUQEHAeu9dMMMd6b6S25ns5INszyrfTN9JcBkoluekAkYAFSyWBAuqSQcmiCxnbpFUn8JJxLj5lEX1K0I44dUTMO/NefJxSQIVGZLKUgBVZo0RWRdK5rFkl5PK6g54DRRp+aZMdF+bEjSJNlNvwK5+bSYT3zmq7GuTeyYGr050XzKnyNo6anJSmWBMi2uekVS279u2bXNVgoYVfKJIqnBfc5WTajneZQkaqU/F9BtgUOeA4ipABazPxEKzZpcqgbHABtV+kdRs6L6ehZOS5vvLbQ64CFJlvne25lk4SRakHuU5qdxbdPbZZ6O4uBgXX3wxrrjiClx44YUIh93vJB63o9/OPvtsy2d2UvycsbvOzKTI5hbK2tWTAm1Ttv5lSffNBkktnGbKqwdKAtxOHzRkRFLJ98lHkGonnESMXQTtFtJ8Iqlnn302tH+aN8iNui8xQouj3RB2gPWUCyQ1fcqIq0fg8DOHUXJSibuOC+YUqLNjfcyiMSg/uxwFE+xpO3YCVoD9OHSl7lskD1SMX8QGjf/Yse3FOCSVER3hnF9mN9zJLOUw2NuiggYkpQWlGMRg9kXFmdO5nNQcIakWChtjyY4kh1h7RvbZvjPCSbKc1EwWKDYQCoLIcufnGUml50dUTPzDRAzuHkTxCcXc3yo+UGHfpENOqjjPkTVGpPu62uS0YRBRoSG4GyfcdcmYiTGBqUQ4yZbuS9gPijVnz63Z0n1tkFTxcz1mvPfid9eSmklDz4Ck5isn1c3mEhs86HE94yYhYB+knn322Ug0mZt94RFhWoaM+742SCp3jVzlpIrHs8GSA+PGke7L+jzwNu7tclKlgoHsJl5Y5d5ni3CSh5xUv36YG+EkWic1pnN0fa9Bqsz3ztacSujIjLB1jiW6L3dnFy9ejJaWFjz00EO45JJLjgeo/4W2ePFiy2deS9C4QVIByJE1t3TfXNZJdZg/WEdeURUqRET7ZrdYir/71OwBHL4rQ8WRTUJckBpSpe3kswTN4sWLzXsesGlLt95DtUhF4WQ+gLLkpHqg+479/ljMXzXfkivq2lwgqcSKZxdbAkbu+CFCUjnnQwiYyPtQeWElpt07DQs2LMjYPnc+G5wxfWedJ991Um2Q1I7WDuPDLN4j0k9ibJ1Uy7zmJv5yovtKztcGNdvNPFfG9n3AFOiwOG8uEBlKH5UhqSLyngWSmsl5rv16LSb/ZbInxgYZv66CVIJc+ghS7ZBUgjz6MddIqo1wErFAqaRskkujzrtLum9kVATl55Sj/Lxy+pmMPp0JYc5rTqoXui/z7LWYSzTSpu+LFy/mxlzpKaUYvWg0ar9by7EAaL810DlzyHJSHdR9M9J9GbYW+7+XzWsL3VdUcmfnRAFJZec2z0gqo2Ltl+7rhESKwknsZpgSUrj+uQlSZb53tuZEV5YZRVJHHqN030svvRTRaNTu2OP2X2CLFi2yfOYKSWU3w5hJ0SlnR6r2KpNnz7IETVZIqlCoWlxYLEGpXU5qNkiqzeKVCUkVFSVlwVM+6b6LFi2i31tRFWlbMnXfivOtKIq4QOkp3TXdN2vzEKRmMiqcxOTgZRJO8qLuS8xVCRpFwYirR6B4djG8mKxOqkj3zbpOqmL0j8wRVaUGsp5Tum+fvXCSJ3Vf1gGQUNhGLxoNAKj9bq2/OqmkScn7o4R5SpwbGivA1NXNBkl1EQy7dZ49mUMJGktaAKEGC3RfV/Mxe1uZ4/0yENh2MtVJtStBQ8yvaBJg3RhyougCxjOcu2QuTvj3CfQzmXgSQWQDpQEpTTuXdVKzyklVzc0vt2ikHQq8aNEiHu0rC2DyXyZj4m8m2vabXE+kyw4Jkirmr3sUTqLzvYd52BZJlbFO2HcurHD39kgKJ8n8JDL/sBtI5L1QggpPs3ZRWUDme2drXnJSdU039QKOIbpvFmS/43YsWn19vfXDgM3PjHHOCPOjkyCLdMKQbOxTdCLTuXbXyYSk2nwcGRux7DyKzoH48h+RnFRd5+6bElRQ89kaKtZDD7epN+poWcwA9fX15mKm2rQlij4BGPG5EdZu+KH75ihGdSxB4wZNYoxVWaaWAyRVpNdxAYRNkOrXqKOd0Hi6b9p50uI5yEkVNpYIkppLui+HpOaK7ktuB+N4TfzjRJy4+kRM+OUEX+q+5gmSPgQUbo5yOx7p5oBMqVW4jl0/XV3L6d3JkvIpWyssZT1snGmvATY7B9fdXIe6H9Rh/jvzXfRWaDMDkkrpvqIis7gO+RRNAiR03wxIKjEloFCnl5u/0pYx2M1lTqqoBeExCOE2x7JAUuvr67kAxG7zwA3dN285qcw74YSkSoPk9EdZIak2Oaky1gm3iRfi6b65EE7yysRxpPsSJJW5p+S98IOkSn3vLM1LkMoqvbNB6tFO9z26e3fccm5f+MIXLJ9xSKrdZMi8g9wAd1hMpUhqHoST/CKpsh1zS5Aq7rDZ0ZCyKUHjISd1xmMzUHFBhVTUwEKZtalRyl/Ee3+JfeELX0D3i91mX2Vt6eY9mnLXFOgpHcM+PsxymEX4yYNwUrbmhCZ7RlKJyjKbkyrLzWGv78KZL57Do6GOwklZoOOAEJwxfecQGrI34bNOKq0rnP6/JFqCOOJZ031l310qnOSR7tv8UDN63umROnFqUEXpgrQQmI86qeYF5X3gxEXcOroONDBLwG4TjLrJSXVbGsOLOc2lFmq7XXqKm/WD7R7z3ILFQUy4ZULm82XXldx3N0iqoioIVgbN/NEskFQ7dV83iIlaoCKVSDkiqXalbHKZk5oN3Rcwxp7Wp3HCSY4bKjZB6he+8AX0vtZLf7cNUtm1OssSNPlCUmXvYy5yUsU5yYKkyko9qcbPTkgqp+R9BISTxJxUwFzX/QgnyXzvbM1LCRouSE0LhioRxTF96Wiw40jq+8zuvfdey2eKopiBngu6b6AogNOaT8Pp7ac77/C5DVIlHw1FnVRpkJqJ7ss6HBrjxOeB7sup+6avGygJ2KruWSZKG9Ei7tpZBHr33nuv+b1VeVusMnHlBysx+kujpYGEhe7rJic1V7OXwy3wGqQ6Iql2j9mFM188TwhS7eqk5iBuZylQrJMkVffN4Iza1UkVg9T+rrS6by42HkSkUJKT6oruy9yH3TfvxsE/HETfpr70H23OyQJJlX13C5LqNq8tYKLhFhPvj834yyYnVQkpvp9lNlRD9voZz7VBUrMxWTvsmkfQGVn/Rt04iv4sY8W4NYu6bxoBzYSkAjYltNI2FEiqrAQNW0bGdZBK5p24nhWSeu+993LPwnbzgO13+npOta2dzDWSGrD216Lum0E4KSc5qTZ1UqWbA8TPTPeFDUQtufde1H190n2pkr2Dui/rm9Da2z6Ek2S+d7bmRd2XbB6oBSoKJhVgxHUjMO6n47Le1M63HQ9S32d24YUXSj+njoEbuq9q5KJmlCjPRjgpTzmp7GRSMNGq0lp+bjnfN4ecVE4EJgsnZ9QNhnNSfXk197kMSXW6DkmKZ/uXTyT1wgsvNIMNEUklPzNIqhNKZkGBU7q1rIRoQzC3+s5JZZDUXOSkhqvDXN1J2zqpOZjROTSIycFk6b5+c1Lt6L5hNb2zm2VOKmC9z7KcVK9IKnFO6E66HSqeRU6qGyTVa5Aq3egRkfcskNRsav/amoeN/VwhqTkLUjOI19E8N8m9rftuHf05djDmuw9+6b6AOX/JytB4QVJzWYJGFFtz1U7YnHdc5aSy4pHMxtuFF17IB1I2ZYHYftPrCYe6DQbcIqlUD4L0NyBB6DMIJ9nmpOZQ3VdG9yV9ySonNQfCSWxqi2hUyTesmuOJzP9B73RfO987G/NC9yUbT2qBCkVRMO3v0zD25rEZzjrydjxIfZ/Zu+++K/1cRDYsZpNX4GR2JUncfOaW1sZexw2Syi5AsiC19hu1OKP7DPq7I5Ka9L54yixaG8WZ/WdixmMz+D+km2TRSKfrxFvjfF9tVIFl1/Bj7777LoekSuuh6e4CbFlOaqbdwaEQTvJKWyPBtp7QoSWF/tuhTi6vUTLPLLFjR/fNxa6oG7pvtjmp4qZYajDtFOdiRRLaUMJWVM9rTqrlPbI7naUBe0VSZcJJApLqlkLrVMbFrXCSVzSS+9wn3RPwOJfaBLSuclLdCAZ6NCmS6oLuCxi1mGc8NgNKREHtN2t998Gi7ptW5XWT5yoTfiOWiTacrzqp3DqbLyTVJsB+9913ueDJDd2Xu56PYeUWSSVjnPQ3UBSwzCEZ66QyPgZg3UR01V8bdV+ZcBJlvaXPcZ2Tmm/hJAckVQkxudp9TE6qRyTVzvfOxryUoKFBqtfN0yNsx1Zvj1vWNnz4cOnndFfORQmabIJUKZKaZ+Ektu/srmjR7CLp8exLbBFOygOSSvplcVJJN3SYdcAc7j1RbjM/yC/dd/jw4by6L9uWhP7k1Pey08q4xc5SX1dmRyHdlw22qaOXISfV7TVYyq+tcFIukFQ7um+Y+TzmDkm1q5MqvrNKKsMmmZf+i0FYyIqkelL3lVDPbYMzG9aGaxNRTp9IKn3/ZDvskiCe/om9VhbCSdkgqf91dF82SM3AQBj+yeE4s+dMjLx2pO8+iBR7Eqxa8v5l50qYIMQobXiIc1L9BKnZIKns2B0+fLirIJXdLKH9Va3ooBuj828mJDX9HWmQKnm+GYWTWB8DZrCaDZJK6mtLy3URirILJFUJm0G+7LnLhJM8I6kuclKVsEL7ywonsWPczXO2872zMS8laFgk9ViyY6u3xy1rCwRsFirysd2I8OEIZ8rPoZajEjS2NDEBSZ3x6AxMe2AaorXyckvsBO0aSc2RkyPtBxtseqDC5ZvuGwgE+HHDInqSWodO92j4FYZzVnFBhXGeC3XfXOVS5FQ4iQlMqKMnoT35uUbxiWaQyjkfuc5JldB9FUWR9tN3ndT0uKFORUL4PRsTAz1ZfqRHuq9lLNp0k9u48uOoS4LUbHJS3QgnsQETW1IsG+GkIQtSjza6r6wdRkyHsEOc+ueFRSQ9X6D7enFOySauI93Xhjact5xUH5vBbGpCNjmpgUCAD1Jt0Gi2bfqMVcXVxoDfvpMxRINVSR6za+Ekge6bTU4qYK+qTFlvkpxUS5CqmJRa2TuRd+EksqHE1KDPhu5r63tnYZ7ovmSzykW5nKPJjgep7zNraGiQfp6J7psrJFVagkaWk+pB3bf68moUTitE6Sml8n6wfVcVDL9iOEZ8xloGhRrzVjjmpOaI7pupHxzd12kSFt9mSfkXi2XR7YaGBg6Bl40RdvLMdI/UiMrtpGcUAzgKkVRFMZEvKp6UKyR1LhOksveS/THHdF92N1zWT885qWSn3o6in2u6b8C47xbhJC9034R7ui873v0gqbJgOpucVDfCSexGQ2h4SPq5rWW58SI1wYcacc0IVHywAtPun2Y51Ha9cllP08vxbsyuHTJ/O9F9c2Wsuq+u66ZgiovxSMbawPYBHKw/yCmCZhJOykWdVLq5meU6y9J9pYieeF2bnNSGhgYu0MxUgobrr18klTBWMiCpFrqvJCD2K5yUDZIKpMeeRDiJMmhIYM3WoJUET2TMOtJ947rvINVOeIitjGCHpHql+9r53tmYF+EksvF0rCGpx0vQvM9swYIF0s895aS6ncBcCidlq+5b96061H2rzv4Atu9uaH5KmmaiS4JU9nc2AMzDey8VTnLo/9ylc7H3x3vRuaQTgLuc1GzovgsWLIByUDHbYZtKP3t28nTlOAZNJ2XIhJMc2vGDhqkFKrR+jSIYmZwkt7Uvo2OjqPxwJVK9Kb4+sQ+Wg5NRxcOkztO5ZbXqPOakUtq6Kp9vck33pY6zeF9cbCZTUY2Y1QGwe2/Y8e6rBIvwDimKkJPqtgSNE5Iq5q3ZIalurmXzuHKZkxqsDGLaPdYAVXYs/dwrkprHnFQgvW6EMtN9c2EcwhT3tmlCHNg9P9wDwBBwmvibiQBcCCflOydVdb9esXRfT0iqCqhBs+8LFizgAykb4SSO7pswAz0/Ks1ekVQyP6hFzkwX2VxtyV33g6RK3jVtUJMziAjdlwTYDjmpABAZHUGyI8ltnsmOJ6lOvum+Dn6eEjTXPnIdNaRyc5+bd8vO987GvJSgOZ6TetyOCXvhhRekn2fKSZUFIJlMmpMqQU2zpvtm6ockVzKjpd8Myw6bjO4byA2CZbF0k26Fk8rPKMcJr55g9i/PdN8XXniBq3smE07ygqQCMOleLkrQHI11UgFJGRryNez2f1xeQ1EUzHlhDua9Pk8qRuF0DS/GIYjMbrglUFXcoeMAAA3Qkpo93ZeekG3v+TaIY5aNcBJXToj+UX4ON979jE9J4OQ5TxTwnZPKbn64udZQ0H3d0jS567sRTjoCSKobum+2xtJ9qdIq3DmnIprV9UYX/TljCRo2J9XtOLV0IP0/W2baB0rGoWweclLFe/TCCy8gUBDAsEuHoeJDFbS+pOV8WYqQ6o9a6RZJJfe7/NxyVH20CrVft4ptcWifjDIr5CCLTBdX/fVC93VAUmUI38ynZ+KEJSdIU7PY75boMMam100BW7osM/6UACOcxCKpHum+dr53NuaH7nscST1uR7V9/vOfl37upQTN0Ub3zdwR5ke3O7GqIg/yWEEHn4pybk2Wk5rp3nPfL8/CSZ///OeRbEoCChAZFZEuRpzT7gZJZXbSibqerQ3BXOvH2SYLpZiTmg+H3miY+TEHgbtM3ZeWjAkrnKBEps0Z1lnVY7qFTiaOiZwgqWwAT+YR8Ra7uOWUSiVROrU7342z4GSKokAHP6+oIRVKUDGQba85qR7VfVnEwhXalwe6r6eNC7v16mjKSYX5HGidVL9BnAtj1X1pkKq4uyeiAxuqMseDWyTVzbxgZ05IqqfAiUFS6TNxOF2kzhIj/tKsJ2a56jcgIKk+AgK3SCo5LlgaxOxnZsv7lUE4KVCU3lAltO4clKABHOi+Yk4qYYmo8v4VTipE4SRrPXuA/25kbJLv47rvNkEe55OqzDNhc1IjzgG2aHa+dzbmtwTNsWTHVm+PW9Z2xx13yP9AkA27yckH3detum+2dN+M5oPWZefkyZDUfAWpNF9E102apJtrkfPyjKTecccdiI6JYv7a+Zj13CzIaKfc5OmGPcjSfYdIOMloTP5xTpFUO7pvFtRIowGbn/02x1KgBKclkxCHaOzxWkyzqlSLtQRzgY4z3SLOpwVJ9aDuy6JR9G82Yy/bINVuriIbH57pvrL3X0RSmfHH0n1dIak29yGXOamOSGoWdF8/G68Z28wUpJLai1mKIzkZQXX0GJ+P6ma+tASpw4wgVdd1ilZlQlJzsUEhDVK9IKlsTWcXeZZ0Q0jou62/JJqE7ivmk7s1r0iqk3ElaCTvsxikukGd3fRDj5kbnDImm6juS2p3ejFFUeh3Iii/5yDVTh2XRVLV3CCprseSBztegua4/dfZokWLpJ9nLEGjWCeajOYyJ1VW/DqXSCo3Sbod8bIgC9nv8HoxWU6qq1w6mSqw7cH++0fGUsm8EkRGRqQONqVLu6REs8710YCk+s1JBaxlHIYCSc0l3VdLWHfDMzk90rbIcIxJ6L6i45kD4UEu+CDziI9gmN4HD0iqGwEL54tarw+YGx95V/et8abum4+NF8t86tBUNiVouPVmiJDUIaH7MjmpXkSTAKv4DkFSUz0pusGUSd03Jyg6y7jyskGbNk5V3EWeJfV/hHFr5y9ZzpfQfYdK3ddNW4B8Y2TIkVSbOql+FWfJcyZIqiwv1/F8O+EkAUmlyHy/+f5yJWhcvF9ux5IX81KChggnHVf3PW5HtdXX10s/pxONmzIubtFItyVoyFzGKuwdaSRVpKsyuZLE8k33lar7esnrZM6zs2yQK3EscTRLwUn2TBFPuZh4c3nb84CkuhVOylZExTY/1W977O6ssBvO1dR0k/fHlK5haxbmUzjJTU6qF1RfGqTadDNruq8NukcQGa91UqVBs3grwirqflCHMV8fg0htxDzMzbVy+N7QJj3Qfe3Gy5HKSbW77lDSfVl1X6ro6TJItZQBifBIlRpVbZ1cWhIlG2aIrASNDySVBhVZIql2/pLlfEkJmnyr+7piCzDPQjbmSFBHBIF8Ial2OakSBhHNsw/zwalfdI88L99Iqh3dly17pCr0vaZIqkj3ddF/t2PJi3lR9z1Wc1KPrd4et6zt0ksvlX4+4nMjUHJSCUrml0j/Lss3zGRuc1Lp7l2eglRftC4SICZ5NcZsF08v5icnlT0v33Rfy1hSrT97vUee6L45Ek4yGpN/nE1OqtsSNEcd3VcmnJS+Dez9CI+Qi4hY2kt/Pz2mW+i+lpzUXDxTpgk7dd+jlu6bAUl1u6EhRaSISZqYcMsETPrDJM8iTUdcOCmLEjRHJCd1COm+0NMIKNwHAaIDS/qbKR8VyC2SStbZQ/cewuZPbubad2OscJIXJFXsu52/JL+o8R+bk1r5oUr355Nm3OakuhhDmUrQWJBUQX3dVX8l/dAGbfqu8n1h6b5+jI7rdL9zFaRahJMEJFUNqZ7pvp7Gkks7npN63P7r7K233pJ+Pvb7YzF/1XwES2wWIXbOyrG6L93pZCXsc7mIS4KnTEYDPRJkSbj/+ab7elX3paeRY9zQfbO4zZaxxDrYPpFUFrEeSrpvLnPrKJIqCCflpaYkgLwKJ5FHkG6WdXqK5xXDjcmQVFt13zzRfbNBUgka5eb8XCKp7L3wiqQ6vW9OY4R18rISTsom70k81ampLISTfKm+Z2rTLpAibMr0nDYUwkkAkOxK0yCzDVK700GqTZ1QALbiQ15MrJO67+f70L+l3/ibHyRVwt6QHm+TT2vnL0nbEPPAVaPG7/SHpmPhroWe+54JSS0/r9x1W4A7uq8fJFV2LDfXS/wC0q/iE4oRrAq6+i4yEzd4c6Xua6H7khI0gybd1yuS6mUsubX3Q07qcXXf95lNnDjR34nsrnOOhJO0pIbOJZ1IdZsUCnrukUZSBXqvGlaRQopHUoeI7gsd/oST3NRJzUJ8SBxLjnRft0gqs5N+NAgn+cpJdYGkErVW4CjMSXWi+zL3w1eQmuIdRi+omWtj56qQzXW8IKke6L5ZWwYkNRdBqpMDyubQeRZOUkDHS06RVIf3PKuc1COIpA5FTioAJDvTQapL9ESk8pL+umHE5AJJpZsFKWP9ih2Mme172Aymc07cpl6nYHY5qV78JSVgKJ+zSKqiKqj5dI3rNoDMSOrJO05Gx787MPLzIzO3lUk4qTgHOamS95Otkyrzv0jAHK4J47Sm07jatF5MHGtekVRbuiyLpCqKJcC3BKku3i/fvreDeclJPVbpvseD1PeZ9fX1+Tovm0CPMwaUOPDbA7RoOJC/IDWrnFQ3SOpQ0H39CCel8iucZBlL7Nwn5MT5ClLjGfqey7nWpnu+6L5EOEnMSWVZT1EVqd6U72uwxjkJObgnbum+foLUjHTfXJSgYeYqigaKdF8vwkn9ErpvLqnmrNkETn5zUmXmiKSWmsGwKzYL29+wYlC64W9zh7aTg5zU97O6L1Ej1RM6Ul0e6b4CEkWddxK8OCH0OchJpfO/piPRmvBcwowYTc9hhJP85KR68pcEuq/fuTgTkupUlsXSJZd032xyUlkLVgSR7EjySKqEycYhvD4DVCD7INUOiRT7Lgb4StC7uq9f39vJ/NB9jzXhpONB6vvMuru7/Z0oCUAyWSYkdd8v9/HHs0HqUabuSycptk5qvum+pA8souVVOCmPdF/LWGJBFUF4yrPYVsqFGEAub7tdkOpD1MiuBA0XPDFBai5zUnOBLsvovqRdQh8EDKqWq/aYnFSL4yLOJbnw3WVIqh+6r0Dx4v/ot3MZrilhIwBZ5KRK/2j/p1BFCJNum4RAUcBT/jvpWyqWg42XHJSg8RRgq7l5b4DMQepQ0H0B4/6nEqmc0X3puu0jr9OLsZuULIrKtu+qHYlwklPfI2MMwbBoXZT73Iu/JNJ9/W5kuc1JddWnCP9+Wq6VFk7KBkkFgCl3TsHg/kH0behD2/NtXE6qU53UbC1nQapNTqqoRsyeR+9twF2g7dv3djAyz7mh+3oVUTta7HiQ+j6zqVOn+jrPj4JoJnVfkUZ3NCOp0snAhzS+FyN9YIO1XAsnZeOciWNJthngm+6bzIyk5hLNUhQFuqRgbzZ0XwsCx4xDulAoOdjkUGx+9mnsWBeViUl+GAD7/HWxPZm6bz6RVHauIs6FiKR6oPvKclLzhqSyDl0WSKrfnFQAGHPTGFfXMBpjfmT6llN1X6d4Owu6r90YzMaOBrovkJ63ehm6r9sSNDZ0Xy9Iaq5K0MQa/AepMuEkp7Wu4vwKzH1jLorn8Btvnvyl9Ndm1X39GLshzua3+jGvwkl+kdRRXxwFANh8uSFyZVsnlRBbslS0p80J4zrnOak2/WWFk9y+W359bydjy8VlsuPCScftmLClS5f6O9FPoCc7zuFdGoqcVNfCSeKuKKHgDKG6r6xWqyfVSg0ZS9BkMwNYxpJkx1Qs4ZPRmBIEGSksRynd1w2SSoJfNeK9iLnF2NNzTPe17Kz70AXi6L6Cs5vvEjTEuRiqEjRZm808O1Q5qZ5Ncq+BHAepeab7DlWQquv6kNB9AdNxPtaQVHb+zwmSakc7FY9XFZSfUY5gKb/x5sVfyhWSyo5pNr/VV1sMYu9I9+1P3ycXmxFORsaZbZ3UHCOpXIkdtykK7PlsaovOLG6ZkFSmBI3bd8u37+1gnui+x2hO6rHV2+OWtV1xxRW+zvOjhOhE9+UmhLSxE0xOd5olk2RGY6m2YHJcJHVSc6UMKRoJXrgg1YO6L6fOanuw7+5Zx5LkPnvOSWVK0GTaHcypcFKG/ngxmpPqoO5LFrasqb4QkMMc031FRyNYbjhxlRdVum5PJpxEc33E+5uLIFui7uuFQkqPIfdBhujnC0hlnyUrnJTOFXVNZ/OZk+rVuP6yDnEOc1Id+2un7uthMy9frB3W9CTPahkKui/gHUm1y0l1oy6f05xUSZCqxTKjRcQ44aQsKLNe/CXLxqxfJJW5x9mispy4jwS9ZOcTbcBdQO9ktEYvUydVKpyUKySV+X5eqb4A73NyAEQGJFUJKQhVhwAA4eHuSrH59b2dzJe67/Eg9bgdzXbPPff4O5ENQNxO9pI5g0wEyY6k9Y/M8Uda3Vek2lIkdQiFk2RIqhfhpIwlXJBdUCOOJSnd12Perhe671AgqX7uDy1BIwgniTmpQJaoA7FcI6kSdV/S7gmvnYBRN47C9Punu2+PzUkVnN18I6l2Oale6L7Svw2FcBLTx5FfGImRN4zEyOsyK3qK5zpdI2tjN15YhziHOal5R1JzqCmgKIr02iIzJN90X+KIkvqmboNUccxb6L4O475kQQmUiIKy08s89pa5PhukCnRfMWh1MlY4KZvAy5O/xDCYgKMDSc1E92UDllRfKuu+S5FU9r6TjaE85KSS/FovxvaD87OEerGynNTCSYWY8dgMTH/Q3Vro2/d2MF91Uo/npB63o9kWLVrk78Qc0X2Jkzqwe8B6/BDkpHoWThLVfYeQ7us3J5VSpjIFeUBWDqtlLEmQ1HyWoBkK4SQ/ZleCRoak5jxIzcH34PJcBKel5MQSlPxfiaf2WCSVOkXEWfFA7XRt7Di0yUn1QvfNdI2cGtt35vqFkwox9Q73OU3Z5KR6MSlqjdzSff2UoPEinJTr+VsJKtYcN6Huc66QJDsj+eLx1rhxPbeOqbCvaaH7OmySlp9RjjO7zsxuTiOnpoBYIx+Upnok9YptjBVOyibw8uIv5WwuY87LGpWNyN9P+pmqQC1UofVrSPWlskZSZakdTnVSs7VskVRLkFqQ/jmTum/6vOGfHO76Wr59bwfzU4LmWFP3PbZC6uOWtdXX1/s6L1d0X7JDNbhn0Hr8EKj7+kH0AGe6b97Vfb3SfT0gqdk42+JYkt1nz+q+jHBGpv7ni7aYrVEkVaT7skAzofvmYrH2w3Jwao5RWJblFXk1aZ3UIS5BY0FSPdB9pZanldPPPCttx6e6r/cLmT8ez0mFbXt6cmiR1ECJMXgSrQkA7oPUkgUlGH7lcEQnGiq3VPBJczePZ11Oy4Hu68VkYm1+3lkv/lKuaj5zSGq2SsHMZo3dxggVT+pNWepYe74eg6RK6b7pn3OVk82O65wEqcSE3FxLnVQfc4Zf39vJbOu8Soyq+x6n+x63o9k+/elP+zvRhyMse5FTfSns/dletD3X5nh83tR93U6+IpJ6BISTxDIuUFz2n/Q9lnl3LZvgzDKWcoGkMjmp0t1BtpkhoPv6MTsklX124Rojj8VtPouTcc8wFzGvZOHOJvh1ClL95IpmviDTnh2S6oY270T3zfDe+A5CbJBUz+b0/fJE9z0SOanZBKm2aH6WljFIDeR2U0xmliDVpWOqqApmPDIDE345AQCz9gj0x3xZroJUttaoVGXWpXnyl3ywNWQmo/tm1VZ6LrB7JziFXxLr5ABJlW4OkL7kCEll5xlfQapkQwCQIKnCvfMTZPv2vR3MV07qMUb3PbZ6e9yytn/961++zssGjWStd10v9v50L5ofbLb8jRNOype6r1sUWAgQZSVo8l4nNd0sra3n8b67QlKzmAEsY0kSQNKcXrf3iFCVBXqc2C6QY0cvl0EqEU4SVWGZvpcsKMH0h6dj6t9zIEvPPsNcBKnMu0fFSrIYJ2xOqugEWd7zHDCRZBRUPyiHY6Bjcz8qPlQBABh146iM7Uuv6WOelbZzBOi+uUJSPeWkHmUlaOzaY+ezfFN9ATNIpeuXR8eU1ggmwkmaGWDn08gzSbYnKROlZKG39AKAF07KBkn14i/lCkll+0nXzyze2fCIMBAAQpUh+eXSuZxaH1MiLBdIqqT0Tz7rpHotPwOAyyHn0EhR3deG7uvF/PreTuYmJzXZk0SiM3HMqvsez0l9n9ncuXP9negnr9PjgsbVBcylRL+PfFo7JBVMWgxFhfItnJT05iDQADtuIrC2pUOy6Lo4lmS0nlznpCqq4qocgmdjuheqDlEEwo+JJWhkwklKQEHNp2p8X4MzHywHx+aYZ8WNIZ/mSPc9BkrQyP8o/3jm4pnofL0TlR+szHyBDO1mM68cCbov68gNVZ1UuznxSOekisYiqfmm+gLWGsZ+g1QxJzXfSCp5noP7jHSgYGUQMx6ZgY0f3ojab9a6boYVTsomJ9WLv+RnjpG2oyjGuVr2SCoAzHlxDhLtCYSq5EFqPpBUPaab76aEyZYzum+WOamAMdb1BO9vWNR9c0D39e17O1imnFRd07HmhDVI9aeQ6j5O9z1ux4A1NTX5Oi9XSKrj8UNQJ9U1VZkEWaJw0hCq+9IJKObxOgTFJAisg1OUjdNhGUtsUwQR9VgnlaP7yoSfcowa0qaY3d6ys8owd+lcnNpwqq+2yI6uUwmaXCuKmr/koD1mvNAxlCO6b8Y6qTlw4Lmdexu6b9bqvjYofrAkiGEXD/MfpLFjJB9BqpJbBsKQCCf5ofu6uHdDnpMa5/UN8mkESSWWbZBK6b75Yg2R66bbH9xvBKmR0REUjC/AyVtOxsjr3SlbAyZ7g0NSfXTdk7+Uw9QFS7pMFm0Vn1CMinMrbP/OBqn5QFLZ+z7s0mEonFaIigvs++PperkIUmWBXh6QVL++t5PRfuhMYM1Yoj2BwT2DSDSbm+7HmnDScST1fWay+qSujPWDcxSkkh0s+nuehJNkORGZjPadsB3JzmxKR6I9gdiBWN7pvuSaJOHds+hT3AxubWumZtF1y1iSBGG+kdSkvE6qoirQkYddfXZ8KwrKzyr33ZSIpEpzonK5TuQaSWXzdOLZ7+R7qZNaNL3I/4XoBc0fbUvQHK3CSRJqnC+zG1+5nqqY9rhyFznMSc2XcFJ0rCEOFB0Xdd03NyYNUpm6z0OBpGYbpNL0FoKkZqn66tbo/J/emCV1mb0aGYucyqyPvnvxl3KpVK4EBHQvj/c9l0gqWyeV/MzOtTVX1qDmyhwxiMCPaz8laADJhgwy56T6eYd9+94OxtV5TeiWeTfRYmWEHc9JPW5HtY0c6X43kjMfdF8nJ2v0otGY+/pc/vijCEm1IC8Mkrr58s1YM3cN+rf1G3/LF5JKZPT7PeZ1EiQ1Zp5n+72z6Lo4lmQOttecVFbdV0ph8UM792pZPk6CpNK6oHlGUnNegkZRzDI0BEnNAn3zUie1+MRi39eh12PzJMki7iHPkbZzFJWg8dyMXfCWa7qmjXBSLnNSHZHULHJSCyYW4OTtJ2PG4zM8dS+THRV039Lc0H1pTmq+lezJdYX2/Y4jVjgpG3TQi7/kZyPM1tLvQC5yUjNZ3nJSJeteri1b4SQACFUYNOjWJ1vNDwUkVWQ/+KEr+/a9HYzTj5Bs6sdb4pbPjtN9j9tRbevWrfN1ni+6r4OTpRao1vIT+VL39YMCC5M0i6SSfJnB3cb/+QpSKZLa7w9JpQFGULF907NZ/CxjiW2K5NN6RFIpTdiG7suNw3wJJ2XZbKDYXCxTfSnbnNScWY6DVIChQOUYSbXQqJhxEaoOITIm4v9C9ILmj8RZtTiQ2dJ98+U05mgjw/bcHK/4+RBO8pKTmpW6L4DCKYWW/M1s7b+S7pslwubaxM1hn4g8K5yUTd89+Us+NsLszKLsP8RIqt+5RzrX51HJOhd037of1AEA9v50LzqWdACAlfEjIqk+fD6/vreT2ZbQSZuoraGEHQCLo9SOB6nvM7vooov8negj0HOiNGYMUo8w3dcJSSWTAVVvzRPFn+4Ge8xJFYWTlGB+kFTLWHKi+3rc2GDpcXbXyFsJmmyR1IhKx0SqJyWtk5qvnNRcLUAWJDXHJWjoO8O8O8UnFufGoWHvs10JmqMUSeWe5bGApMruNbIMUr0gUtkIJ+XJZGsXm75wLNB9xTy9Yw1JZYWTskEHvfhLuURSc5mTmslkOam+hZMYJJXSW/P4Kmar7gsAI68ZiZqrawAdaLy9EQAsYyYXdF/fvreDcUGqpAyNSPc91qi+wPEg9X1nDz30kK/zuEkyB3TfoURSfQknieIdTJ1UEvzRXNF8IaniAu0xwM43kiqOJRnd16u4FHteJiQ1X8JJ2QZKiqJQdCbVawapQ5GTmjMklSx+EvELrxYsM+5Fsj1ppfsy46JkvvdSEzKT0X1znZM6FEhqNmPEtu9DhKRmk5PquwSNTcA81JYJSc1VjUgnyxeSeqwEqRxdOQsk1Yu/lMucVLYUW9ZtZbqUDEn1S/d1YM3kw3KBpAJA1UeqAACxxnRtXmG8i+wHP/OLX9/byRRFsYpUMibSfY81qi9wPEh939miRYv8neiDhuZ0XKAgYA1SwwrUQhVKSKHiMzkxPxQ64c1g66SSHXGCpOab7kvMt3BSnnJSLWNJgnJ6RlIzlKCRydnnxHIc6BHKb7InaX44FDmpOZrRLWM6i3bDo8MA0g6ASPdl7kPJibkJUqV5kiIzwg3d18kRyZffxQZa2cwrQyWclIecVL90XzYQOyqDVKHmdj4t2xI0pI9iTmrePUZh3PoOUlnhQ9kmoUvz5C8dpeq+mYzNSc02j5RDUrNQVXZruchJBdK1ZAHEDxlBXUbhJB9zs2/fO4M5laERkdRjTdkXOB6kvu+svr7e34k+HGE/SOrMJ2di5uKZWU04ln74QYFF5IWpk0qCPxqk5ml32SJ77lU4Kc7Qke2+dxZdt4wl1sFWmZ1seEBSg+Z9pv1n/+7jWbq7sM3PPo0gGXZIar6C1Fzl/1jezSycpMhoI8801hCz0n2ZZovnZy+aBAj3maj7+kA5jgjdN0dj5EjQffOVk+q2BA2LEuStdrULs1X3dVESLFcmIqlenVOx5BqlPw4xkuobkSebpCk9KwqrF38pV3VSAfM+0JSXIUBS2Q3VbJFUPSYXDMy1sZsv2fiMkZHGGhVvihs05QzCSX7eYd++dwZjARTR/huQ1OMlaN5nds011/g6z5fz5DUnVVVQdWGVn+45Ww6QVFlOKhU0GiokNQ85qdk4reJYko6RdBUWr6V/OMELyd+B3AVkRmO5awowkdRUT0qam5O3Oqm5QlLFRTiL7pIgNdmWNN+Z9FgJDw+jeH4xlEKFlgTJ2ph7cMzRfXOEpB4J4aR81Ul1W4KGC1KPQiRVGzQmtKFwFPNWJzXPois5o/uySGoWAj5e/CUvmytu2xqSnFSyVnWnzA9zgKQOtXCS3xI0ABCqMRR+tX4NqV5rbq44n/hhQ/j1vTOZqMTNmiicdDwn9bgd9bZ48WJ/J/qh+3pU981b7UE/ysR26r5DSPf1i6RKRYvygKRaxhLblkh98qjuSxw6i+VJOIlbSHOJpPYcozmpOURSgxVBiojEDho5PzQnVVUwf/V8bLh2Q+5QYDa/2E44ycX9P46kurkQ8yMzX+UyJ9VtCRoWLTyiwklB633ggtQhcBRzVYJGFE7Kl0ggvW6OgtRcIame/KUcqvta8gyHIie1xwxS/c4TbJ3Uoaitm6uc1GBxkAbr8UNxa1qK6Iv52ATz7XtnMFmdV2L/DUjqsdfj45aVnXHGGb7O84PWcAuOqAEkyUnNW+6Cj8DGTjhJS2h0VznfdF9LqQKvwklMjVLbRSeLGcAylliHVbx/Xsvn2ASp+RJOyjVllu5OM3TfochJzRfdNyvqmqJQNLV/s1FbmFViVBTF97wkNUmeZK6R1KGo0ZuXnNShEE5SATU4NDmp7Pc8GnNSKf0xqdP1YkiQ1OLskFRKIUzo0PXsFHI9Wa5yUkk/dUaZ2EffvcxLx7q6r51+gheT1UkdMuGkLHVMwiPTealNcUuALW56+Zmbc7rGMeYlJzWf+cH5suNB6vvMdu3a5e/ELIWTLHSJqJzumw/zhU7YCCexwVPekVQBjchGOMlW3TeLoEYcS04qyl5zUml5H9HyJZzEdSL7JjIhqUe9cFIO6b6ASfntXt0NACicXsj93fe8JDGZuq/lvrj4Po5033xR2NjxnY8SNLnut6S/2VB9AW+0yaOd7ssFqUOIpCoBhdsI8oukAukgj9B9852TKq4bPhF5rp8EIPRx273MS7lU9xU1HfKKRqZpsrlAUul4T+hmjmQehww7PrKh+wKMeFJTfpDUXK5xrIn548S0uIZkR5L7jH3Gx4odD1LfZ1ZUVOTrPF+U2YDEWSS/DyHd11eAbSOcRGqWAmbAOlRIqtcAm+6sBRwWnSy6bhlLbFs+6b4USWWDVBZdOkaEk9gSNEOak5qjZnO9gUSCVOIwFs3gx47feUlq7H2WCSep7oK1I4Gkyso4+WpniHJS6XgLmNfMdZDqtgTNURmkRq1B6lApbLJ5qVkFqQmGMnuM0X0BhlHkYw7zNC+JOhbZzJkC3XdI6qT25C4nFWA29I8B4SSAQVIPWZFUbj4J+Nvsy+kaxxjLemAtcTiNojK3hcs7PkbsmAhSY7EYvvvd72LUqFEoKCjAwoUL8corr2Q8b/Xq1Vi0aBFmzpyJoqIi1NXV4ZOf/CTee+89y7Gvv/46FEWR/lu5cmU+vtYRsZISn2Ue/OQCMi+HBUmVCSflCZ3wJSxjI5wkbX+oclI9CidRNUmnnNQsZgBxLDltZHjd2KA1aMOKLW08b8JJuUBSJSVohiInNVfOTK43kEgZGmJFM/kF2/e8JDP2fkhK0Li9R455jfnyGdm+5wNJzbGzS5EGVaFjOqt8VMBbTqpNCZqjJSdVSvcdIvEStgyN12fCfgc9oWdFmfVkuS5Bg+xqjXqZl3KKpLLCT1m2lclymZPKPi/KNDsG6qQCApIqCIWx84nfeTmnaxxjlH0mCCeRfNTQsBD9LNnNI6vHgh0T6r7XXHMNnnjiCXzta1/D5MmTce+99+Kiiy7CkiVLHHnev/3tb/HWW2/h8ssvx5w5c9DU1IT6+nqceOKJWLlyJWbNmmU556abbsJJJ53EfTZp0qScf6cjZTt27MDcuXO9n8g6T37ovkLAddQjqeKOrpgfyh57tNZJZYSTbNV9swj0LGPJIVjyS/dVQorhZCQl7eZJOCknOamSEjR5y0ll70OOmrXk4GR5TyKjIvTnUE0IoaoQ93ff85LEZHRfX+PGKUYdArpvVhsZYqAXUoz5INdzLEEaAkr+kFSHW31UlqBhVY5JQJoCtNTQBqlkDlKCiuccYRFJpfTHIS5BkwskNRs00su8lA9131y0lckILZzTgfA597DvHQ2a8jhk8hGkxg7FrEhq2LqmeLVcrnGs2dF9ibJveHgYiWbj52TX8SA157Zq1So8+uijuPXWW/Gtb30LAPC5z30Os2bNwne+8x0sX77c9txvfOMbePjhhxEOm7v4V1xxBWbPno3f/OY3ePDBBy3nnHnmmbjsssty/0WOEjvrrLN8neeUb2h7TtD+xZYJJw1FTmo+kNR8UaAs1/QqnBRncmbtzs3illvGEtuWeP88li3S+k2HTuvXoEOyG57L4ZInJHUoclKHgu6bbXBD6b6woqiA/3lJahK6r6+NKkWBElSk9eeGhO6bQyRVCRpBas6RVNLfI0T3Zec1lkZ7tNB9OXXfxNAJJwFmkOonKGafgZbQTHXfPHc9V3VSc4WkepqXxPZzgaTmoK1MJtuA963uy5w3FFTlYIWhyqsWqFm/V6xwkrgpw84nfueWnK5xjNmp+xLRpNBwZkP42GP7Hv103yeeeAKBQABf/OIX6WfRaBTXX389VqxYgQMHDtiee9ppp3EBKgBMnjwZM2fOxNatW23P6+npQTJ57O04uLFclKDxWvMSsL7YUiQ1X3NZDnJSjwSSqigKPzl67DsrnJQPdV9xLDnSfT3mpBJTIyo/jnxslri7sM3PPm1IkVQHBNt3kzneQGLpvmI+KpBbeX5Z7U4npXHHtuzG7VE0V8nM8v6ReSTX/R4CJNVtCZpjJSd1yOi+6TI0fpx3du3h6L7HCJLKBUtJ/8GSl3kpp+inB8p7tiZ9V7K5nFg+J49DJlAQwIkrT8S8t+Zlv0aNcFD3DWc/twx1CRpC9w0PD2PM18YAAOq+V5eXPuTTjvogdd26dZgyZQpKS0u5z08++WQAwPr16z21p+s6mpubMWzYMOnfr732WpSWliIajeLcc8/FmjVrfPX7aLVFixb5Os+PoEfGIFVVHNG3XFku1H2PRE4qwNNMvNYaZYWT8qHuaxlLbLAk3me3GxvCd1Sjqn0+9FEsnMQiqUQ46Ziqk5ondV8AKJxZaPm733lJasy4IM6F380Nu3duKJSlc42kAsibcFI+c1Idadcs3bdQRagmhEBZwFIndCgto7rvMYCkAuBphEOQGwkgZzmpbDvZqMx6mpeOUSRVNtdn4xfQTfIsEGwvVjSzCIWTrWuKV4uMNNYoaZ1UFizwOS/ndI1jzK4ETbLdANqClUFMuHUC5q+Zj/G/GJ+XPuTTjvog9dChQxg5cqTlc/JZY2Ojp/YeeughNDQ04IorruA+D4fDuPTSS3Hbbbfh2WefxS233IKNGzfizDPPxLp162zbi8Vi6O7upv96e3s99Weorb6+3t+JPoRHMgknAQI1aijyvFyOeDt1X+mxedxdZhdpr0hqvuukWsaSA9qeFyQ1h+PlmM5JHQIkNWu67yhnuq/veUli3LPMgu4LDD2SmjNKuM37ly/hpHzSfZ3eRy5IDauYv2o+tnxtS9Z9yMaOFuGknAWpxzqSmvAfLHmZl47ZnFSRJZbl8BzKGq+5NIKkJloTNFUql0hqLtc41qi6r5CWQkSSgmVBqEEVJfNL8v7+5sOGdCbXNA2Dg4Ou/hH0YWBgAJFIxNJWNBqlf3dr27Ztw//7f/8Pp556Kq6++mrub6eddhqeeOIJXHfddbjkkktw8803Y+XKlVAUBd/73vds2/z1r3+NsrIy+u/ss88GYATXd955J2KxGB2c9fX1aG5uxuOPP44NGzZg2bJlePnll7Fjxw7ce++96Onp4Y7t7OzEAw88gG3btuHVV1/FkiVLsGnTJjz88MNoa2vjjh0YGMDdd9+N3bt348UXX8Rbb72FtWvX4oknnkBjYyM9VtM0pFIp3H777WhoaMDTTz+NNWvWYOXKlXj++eexZ88e3HXXXZZ+t3e00+/8zvp38PLLL2P79u247777LP3u7u7G/fffj6aWJnpOLBWjP+uKDjWoor6+nlvQd+3ZheXLl2PNmjV46qmn0NjYiL/+9a/QNA319fXQNA1//etf0djYiKeeegpr1qzB8uXL8cILL2DPnj24++67MTg4yPXl8OHDePnfL9Nr7Ni1A9u3b8f999+P7u5u7tienh7cd9992L59O9d3AOju67YdA1u2b8HKlSuxZs0aPP3002hoaMDtt9+OVCrFtd/Y2IgnnngCa9euxVtvvYUXX3wRu3fvxt13342BgQHu2La2Njz88MNIqWYSQd9gHx544AF0dnZa+n3vvfdix44dePnll9Ha1goAaGtqAwAcbDxo+6bv3LkTq1evxjPPPIODBw/ijjvuQDKZ5No/dOgQnnjiCaxbtw5vvvkm/vnPf2LXrl2IRCLo6+ujx65bb27mtLe3c9fZtGUTOjo6uHZ7e3txzz33YMeOHfjXv/6FN954A+/t5JW31YiKwfgg/T2hmcWp9+7bi2effRb79+/HnXfeiUQiYXnXFi9ejPXr1+ONN97Av/71L+zYsQP33HMPent7uWM13RSNaGhswH/+8x9s2bIFDz/8MNrb27lj+/r68I9//AO7du3CP//5T7z55ptYt24dnnjiCRw6dAj19fWcum9He4dxr3ftpNdY9uYy7Nu3LydzRFOTOVY7OjuyniPq6+stQc6mTZsyzhGtra149NFHsWHDBixdupSbI/rifeib0IfwyDAeXvUwnSO2b9+Of//735g2bRo2btyIRx55BIcPH+baHRwcxN133409e/bghRdeyDhH7N6zm/Z7y/YtWL58OV7610vMoALX/uHDh/HII49g48aNWLJkCf7973/TOcIO8d6x03jXli5dig0bNuDRRx9Fa2sr124sFsNdd92FPXv24Pnnn3c1R8QTcXN8H9jrao7YtGkTlixZgldffRXbtm3DAw88gL7+Pr7D6e+RSCXw8ssvY9myZdiwYQMef/xxNDc3W/p95513Yt++fXjuueewcuVK+zkiPa/oio6169YCAHoGe+gc8Y9//IObI+rr69He3o6HH34YW7ZswX/+8x+89tpr2LJlCx566CF0dHTgjjvv4Lr+yquvcHPE+vXrsXjxYjQ3N+PlV825XVM03PfSfbjgcxfg2WefxapVq7Bq1aqczREdHR146KGHsGXLFrz22mu2c8SmLZtonwaShn/S1NCEzpZOen/YdpPJJO644w4cPHgQzzzzDFavXo2VK1fiueeey2qOIEGqHtJ9+RFJ3XByN63fhJ3vGXPXmrVr6LF+/AinOaKnpwePPfYY9+xfXfYqnSOWLFnieo5YsXIFbWOwL71+KPDsR9xwww0Z5wjiR4gBwM5dO33PEW2dbVxbz7/wPD3Hjx8hmyOIH2EJulRkNUfoquG7a0lTOMnJj/AzR2TyI9g5gj02kUjgzjvvxP79+y1zxKH+Q9AVHdCB/zzxHwCGL9Dc3Iynn3/afKcTA77miE9+8pOe/Qg3c8Rgyhjf8f44f1+aDcCsta/1iMQauZojFJ0W8cu/vf766zj33HNdHbt161ZMmzYNs2bNQk1NDV577TXu71u2bMHMmTNxxx134IYbbsjYXlNTE04//XQkEgmsXLkSo0aNctWPT33qU3jqqafQ39+PQMDqscRiMcRiZgC2fv16nH322Vi7di1OPPFEV9cYSrvzzjtd3S/RYo0xrBhtTPzz35mPknmZ5bSbH27G1quM3N+Sk0vQs6oHgLGze9aAkUT+RukbVPq87uY6TPj1BM99y2Q963qw9kTDgZr4u4mo/WZtxnO2XLUFLQ+30N/nLZ+HdafJEfVJf56EMV8Zk5vOCrZi7ArE9hvjq/LDlZjzwpyM55C+F88tRu/6XlReWInBfYPo39pvOXbGozMw/IrhvvomjqVd39mFA7caOeJ1N9dh/2/207+N+/k4jPvRuIxt9qzvwdp5a+nvpaeUYmD3ABUBKJ5XjN51xuQ75W9TMOrz7t7jTLZywkoM7jEm+5FfHImpd07Nqr2etT1Yu2AtwqPDCJYG0b+1H7XfrqX3Z8H6BSg+oTjrfgPAux98Fx2vGIFw+QfKMffVuVm3uenSTTj81GH6+8LdC1EwviCrNrWkBj2pIxC1zqN+5yWZbb58M1qfMDZqFu5ciIKJBdASGpaFlwEwJPlPbz3dVVvLRy43hDQEO7PvTAQKc6+Ytv7c9eh8vRMAMOlPkzDmq/7mle5V3Xhn4Tv098jYCGL7YiiYXICF7y3MRVcBAIf+fgjbP78d4ZFhTLl9CjZ9bBOqr6jGzEdn+m5TS2pYFlpGf5/zrzmo/FCl9NjWJ1ux+bLNAMz1I5djyY/t+NoONNzWAAAYfuVwtDzagprP1CDWGEPnfzox/ZHpqLmyJu/92Puzvdj7070oOakE81fN93z+8lHLET8Ux/x183HorkNovL0RY38yFuN/mj/KYO+mXqyZbaZYzV02F+Vnlvtq6/XA64AGlJ9Tjs7XOzHxjxNR+7XMaz9rXsbSls9sQctDps9wRtcZvmnn685eh65lXfR3p3cgWxPfNyWi4OzBs32390bZG0h1pxCsCiLZlsSsZ2Zh2Efl6XVHmy0rXgatT8P4W8Zjzw/30PWUvUeF0wpx8taTPbedr3lpw4c3oP2f7Zj6j6kYea3JOiVr+OT/m4zRN47O+XWHyoY0cWPatGm45557XB1L6LwjR45EQ0OD5e+HDh0CAFfBZldXF/7nf/4HnZ2deOONN1wHqABQW1uLeDyOvr4+S14sAEQiEQ7pLS7OjeOZL/uf//kffyf6oPva5aTa5lkOAYXOdW6kSPd1yknNJ92XpZn4rJPqlJOaDZfCMpac6L5uqcqiYE/EoU7qMSKcROsV5qq8iGjsK5QjCnQ+lLfVoGq74viel6QXMn+UCid5uPe2732+Xvl856Tmut+McFLlRZWYdv80lJ9dnlWTXkrQcCkl6e+Y07Hkw6TqvqljnO6rHVt0X9KWrulZCSd5GUt5qZOag7a8XivbuV6k+x79SYWmkb7TVCnVun74pfvma16iOakC3TfVbYA/ZB44Vm1Ig9QRI0bgmmuu8XTO3LlzsWTJEnR3d3NB4ttvv03/7mSDg4O4+OKL8d577+HVV1/FjBkzPF1/9+7diEajR33w6dbWrVuHujrvCl++Aj12sWbzdOwCr3xNZn7y0UThpKBiOEsS3sGQCSd5LOPipk5qNk6rOJa4XEC/dVJlTopdYJon4aSc5KSywkkjrE5SvnJS8yaclGdHw++8JDX2WUpUbY9q4SR2rGczr4gCNLJ6sTkw2p5qXGPEZ0dk36YizLUuhZPId87pWPJhR4u6b6A0d0EqKV2R7/xCS8DkoAWR0UgptgSfX+jFvIylYzUnlSg55yqopEFqFoJVR8qo6JNwL9h75DdIzde8ZKfum+xJ56QeQRG5XNhRv8dx2WWXIZVK4a677qKfxWIx3HPPPVi4cCFqa036Rn9/P7Zt24bDhw2aWiqVwhVXXIEVK1Zg8eLFOPXUU22v09raavns3XffxXPPPYcPfvCDUNWj/la5MpkIlSvz4+QxjhIXmNogqUOimOkDBSbn2TqseQxSufvmVTiJrZNqp+6bxT23jCUHgSo/itCA4WDZIql5Ek7KJZIKzaz5mi/hJK7vOZqmhqw8VNp8z0syY9ZqiqSSwAc4qkvQcM8yiw3wIVf3zTHCZieWZjlOshGa07HkwzIJJ7H1XPNplR+sRPGJxaj5rD9qMasaSkty5LnrOUVSBZVZP2udp7GUQ3VfLwrXuTCO6ZatHyZukh8jwkkAHPtO/Fa/QWq+5iUqnJSwQVJLjyOpebWF/7+9Mw+Posza/t3pLJ2ENSZhUTZBRFlUECJoQNxQHJFhcUVFnRdfncino6PiqOAMMy4o6jthIIgEiASEiOwSWcJugCAxaCRmIGxJgCQkhEDSZKnvD9JFVy9JV9VTVf1Un9915YJ0V1ed7tx9qk6d5YmLw/jx4zFlyhScOXMGPXr0wMKFC3H06FF89dVXkm337t2L4cOHY+rUqZg2bRpee+01rF69Gg899BDOnj2Lr7/+WrL9hAkTxP8/+uijCA8Px5AhQxAbG4vc3FzMnTsXERER+PDDD3V5r/6MkiyQtxIJr5lUrS78lCz94eGEY7Fa3BwBoG0JlPNyDnKzwD6tk8rSdOc/pdJ1Ul2XoAkL8r58iD8vQRN5RWiOnms9Mqn+XO6rF45JpIDL5MogAPXyPnuvutXqotH5b6lBuS/zv6NTuS9TrAAcS5X7mEn1l8mVjotGwMsSNDplUm2dbbh1/62KX+94Hw21DVem+2rtB1gtQQMPGT2tAz1OM6nAZT/p6WaqEtzKff3ja+kTbpOJnaeHhwShAQ2aJiWU4LBHrBhoRJzuy3kmlQvrFy1ahHfffRcpKSkoLy9Hv379sHbtWgwdOrTJ1znWUF2zZg3WrFnj9rxzkDp69GgsXrwYM2fORGVlJWJiYjBmzBhMnToVPXr0YPp+jMTRyysbBf10rssDiI/rnUlV0k/rWq5q9YNMqsySWYmj9XbiUWG6q5aaXEtXgWaAxosU59c6vw+NAmwmuwuyICgyCA0XGsSThR49qawuxJwvtFnu1xuK/ZInrgzElmYIrBYI9QKbcl8dlstSE3TplUkVPwfGN+stVguExpS4r0vQON4jUy0pwF/WSVWLx3JfjnpSxZu1KjKpcrTktn9OelIBdz+pal86B9gsaWqNV8d1q9u50Ue08kuS9YydoEyqjthsNsyYMQMzZsxocrs777wTzsOKt27d6vMxJk+ejMmTJys1kRtuueUWRa/zms1q6jUeLiAA/XtSFWWwXMtVnRard9u/Tj2pcoc+iXfWrN7/ZmpOIG5aauIC2+fPyPVOus17JtWfBycBl/tSGy40XFkYvKkgXg0a2O6WSdUqKGtEqV/yhHMm1bWMTYDAptxXK19l8ewzZeM6uMxDby4THJlU1r2uXkr83bbzUO7LUktK8NaTWl9dL3nM3/E0OEn3bGSYcl2x6I2UpSXX7xxHmVSW5b56B9hMcXTpuAxOAq58RkrLfbXyS556UoUGQazg4j2TypN8CAZ8//33zW/kCecyNJkDfAB4vCMFQJdyX0VZYA93Rb1eNGp4o0pJT6rYV3FJ20yqm5aayOgp7UltarovS+8lCQ4YBWTiVF8HOvSkalXuq/WZQrFf8oDzHWVP2mFR7strJlWrwUlG9aRKpvs2voallpTgdbqvzuW+apEEqfXu5Y+aHFOLTKqK3kg5WpI1lbo5DOxJVX0sV9v5SaQ2OZnYcS2m9OahVn7JU5BaX3WlnIj3TCof3pJgxnPPPafshUoCPS+lvN4yqVrdLVSbBXa8ztsJ2t+m+7pOqGuqJ1XNZ+6qpaYy1mp6Ur2VazMNFDTKpEoOocd0X0Ye3XVsvdZ38hX7JQ9IglRPE6dZZFK1wvmenRZL0Gg0OIn5jTpvJf6uh/dQrcNSS0rwmEmtFSDYL+uSl3JfcSBLnXClGkTrvl/XLgODe1LlaEniIy3qzk9u7UZa96Q6lbCyzqRyVe7r2irFMJOqlV/ytASNo8XIEmxRd6PHD+DbekI2SUlJil6nOtBzvuNtYCZVablvU5lUf1sn1a0XR6NMqpuWmsi2s5ru62sZoGy0CFKbWp9Mq55URrbbutm8H0MDlPolTziX+0pQUJrq8YJEw7MmqxsZvA9OkuyviV178g0staQETz2pzpkN3jKpzoOTdC/3VRgQAB5u1irQviwt+XhjxReM7EnlzXamuFw7eVxzW6EmtfJLjhsMZevLcOLzExAEQdKPqnWrjtbwXaxMyCYhIUHZC5sIQLy+xEvJlpGZVF8dpqc7mUZkUp3vgikN9JrqSVUTfLhqqanPWc06qd5udmgWOGmUSXXul2da7qtBn274teHSBzS+0FDslzzgLUh1fOaqy321POczyqR67UllPTjJUe6rYU+q3CVoWGpJCWYLUoVa/TKpbkGqmgtsR9uLikyqHC0x9cMM+1t9QcueVJ6CpKYyqY7rVqWDk7TyS46/3YWfL+Dwq4fRekhrcRk23vtRAb7ucRAMSExMVPQ6Jcu4eF3fMsz9wsJ1G6ZonUn108FJ4u8arZPqpiXnC2wP05F9wa3c19ZEua9Gg5NYnVTdMqnO63f6+eAkW3dpJlXriySlfskTrlMORYJc/vUBT99tLT8Lib61WIKG9QWjY3caTPcVkVnuy1JLSvAYpDYOMYFV+UWu3njqSdX8itG54krleZVFJlWOllhW+eidjXRbqksNOvfTssTxuYtDJz1lUhXqUiu/5JrZbbBfWVGA935UgCv5ECwYP368shcqWMbF01ALoIkSVo2u/dSu8erYh9dMql7lvkonE2u0Tqqblpz35XonWOl0X9dMqg6Dk7TKpOoRpLIKoMI6hnk9hhYo9kse8BakKsn6GZlJVRP4eS2bZHzGd2Tcw7uHN7OlTJzPHT4OTnL8n6WWlOCpJ9WRSeUliwo49aQaNDhJdZDKoCdVlpZ81awPmGq6Lz+J1CaHbYmDkxSW+2rllzytae4o96VMKsEd27dvV/S6oJAgtJ/YHtFjoxHc1jfheyvZMnKdVJ8V74eZVKUls032pKrwAK5aavJmgMJ1Ui1hFq83SPx9cJLk7jQgCVL9vSfVEmRBWKcwye9aotQveaTey+OOP4eMz17vTKpE61pkUhnb3uKmFog7HIde83sx3a/PPakeyn2ZakkBHoPUC409YuH8ZDYc76Oh1mkZLa2DJYZBKot1UuVoSUlbkdd98dyTqvPQJ5Y0Nd1XbU+qVn7JLZNaa65MKv9hNiGL6667TvFreyXLuxDxVsqr+zqpCtan9NiTakCQqnUmVU2g56Yl5+tKpdN9mxmcpFUmVZNAz+XkIa41CLYZCS2ywMDl4Un2E/bLv2h8kaTGL7nitSeVg0wqs7V0vVUyaPB3dOtfZoDPPakeBiex1JISnL/3ITEhl//juOblKJPqsdxX42teyd9TxdAk532pyaTK0ZLPyyb5Asc9qWYo93VeGUF8LlRdkKqVX3JtHxAuCZRJJfjl/Pnzuh3L21RWSXbQ2Tn609qDHjKp3k7QWpZAKVqCxlMWU4Ppvm5aaiKAlHVzwDkmDQvy3ofK8mN33i2rtUZdT2YclfsCgK2rU1+qxjfDWfolr+W+ATQ4SbfpvhqhpidVz3OcJ5z/bqHtQiXPcRukNuhT7suqksB5X6I/ULA7WVrieLqvJNBhbDuPg5M89aQ6PiOlutTKL7naI9QKpsqk8uMxCSZcuHBBt2N5u9CQTKzVI5PKarqvEZlU5zWulA5OaqonVcVn7qqlprJAcj4jSf9yWJDXkz/LC24tspFNBqkaDX1inUkVd6txcMPSL/E8OEnRDTUPuFUkOC5Ceble9HGKt6cgVc9znCdEzViBkOgQyXO8rJEKSINURwm95hk9i/vfU/G+GJSdytESy6F+epfMSpIFKm9EmGkJGk9takoHn2nml1zMabjUcGUJmqaWweMEnuRDMKB79+76HczLIAG9BycpufDz5GiNWIJGSSbVYxbT23RfFXc53bTUREZP1mfkpJsgWxOZVD8v93UrwxG8BE9qcbaX4WciyaRqfKZg6ZeYlvt6Ku3S8HqR1UW62zANDct9tcDXC35JT2qjf9T1HOcBMWtttSAoLEhyochTJtXhvxpqG660Kuh4zctqcJKIgo9ejpaYruGtc8msZBUB1plUTqo3gCu2a9GTqpVfqjlWI/ndOZNK5b4Ed+zcuVO3Y/lU7uun66S6BXpNZFK1PHF7DeibwNPgJC2m+7ppyfkzc9mvnDt6rks4eF3KyM8HJzWVSWWJJLBh+JmEd7vSa6h1yRZLv9RsJlXl4CRNz5qsMqmuN4kcF1icXDD6fMHvYckSPc9xnhCD1MZ/nbOpXGZS65ym++qoH1blvuL+FNguS0sMq3z0DvScb6gy70nlw+UAcA9SJckVleW+Wvkl1/OdUCuIS15RuS/BHXqO5/caXDiXlvjpOqlujprnTGoT66Sq+cxdtSQGMhbpfi3BFkT2jvR5v5IbGmEW76P9dRi0pWo/OgWpWpX7thzYEpZgy+WyX43PFEyXoPGWSXX0pKocnKRpwO5cjaDWr3hac5KXM76Py3l4uhHqL0vQOOyRBKkcZVIl5b6O6b5a96Q6H98PMqlytMTzOqlMp/uaqNxXch2jcnCSVn6p8187o81dbcTfGy41UCaV4JcFCxbodixPpViAdE09yTYaXfwpWSdVTibV36b7ul3UWb1f6Kn5zN205NTz57zfyD6RspZekPSkupb7+rg0hWw4zqRqVe5rjbDijoo7MPCXgZpnUpn6peaWoFHZk6rlWVPyPVV5E9z5uxJ29eXlhELbh3rb3K9QswSNnuc4TzSZSeU0SBVv/Ohovj9kUuVoieV0XzOtk8rj4CRPmdToh6MR3iMcUSOiFO1bK78UdnUYbt58M64adRWAxkxqpXkyqfyH2YQsEhISdDuW653Fvuv6omJrBdo/3f7KNjpnUn0enCSnJ1Wn6b6K1xrVaJ1UNy05EqkW6fFaDGgha7+ug5O8ZuS1GpzECCN6Ulm/D2ukPic5ln7J63RfR0+qgum+lhDLlT4lLa+5GGZSLVYLhMY7I21HtMVNt9yEFv3lfReNQtESNI2fl57nOE80mUnlqNzX4b+cg9RAy6TK0hLL5dH07kmlTCqAK7Y3XHKf7hs9KhrRo6IV71trv+RIaFBPKsE1iYmJ+h3MpWTrqpFXofvH3b0u2K1HTyrXmVRfj+NhcJIWPamuWpKU+zrtt+WtLWXt17Un1Wtg6ueDk9wyqQ1s9ut2HItGn4mOsPRLzfWkKin3dc6AaZkZkPgqhhfplmAL2t7VFiFtQpp4hf+gZAkax/lG13OcB8yWSW2obbjiuzjKpLKYkCtHSzxnUrXsSeWlDx7AlXJfD5lUtWjtl8Tvq/N0XxNkUvnxmAQTnnzySd2O5W1wkmQbvaf7+uh0PPWkGrFOqmS5HoWTibWa7uumJccxLNL9yg1S3ab78jo4yfUii7OeVD1h6Zeam+6rpNxXElxoedZ0dodq/YqPfZ1+ia+2e+i71fMc54ngqMvZi+C2l//lNkgNdi/31TWTqrD3T4RBNlKWlhhmUnXvSdVwui9P5ySx3LeOvd619kuOvyFlUgmuWb9+vW7H8uVuuC7lvs5+xtcbS36SSWUxOKmpnlQ1n7mblhyJ1CALao5fGYveoq+6cl+9M6laDU7SpdyXt2CkEZZ+yWu5r2NwkoJyX0lwoeVH7DJwTA1Ml8TQGUU9qY2v0fMc54mIHhG4IfUG9FrUC4A0SJXTm2803A9Ocs2kKvDrcrTEMpPKop9WDlr2pPLke5pagkYtWvslccmoSw2or2rMpOrUrqMl/IfZhCxuueUW3Y7li9P213Jff5nuy2JwUpM9qSpMd9WSeFwLEBp7ZUCLczbYFySaCLN4v9hmmUh1voDRqNw3vEe4ly3VHsjL/zmCpV9qdgkaGXIUlx0IafwONWh7wShZTkhlQMD0ollnlJT7OvyGnuc4b7R7vJ34/5AYTjOpnA9OYhEsydESz9N9JfMTGNvOle9pjOkaai/flWFpu9Z+SfJ9vdSYCQ7j6LP3Aj8ek2BCcXGxbseSnGS8lcrqUe6rINPkaUKd10yqToOTtFgnVY0TdtOS5cq/MY/EoPun3THgwADZ+21yuq+X/6tGg0DPdXBSm2Ft0DOpJ27efjObAzQi+Rw4PSex9EvhPT3fDBAHJynoSbWEON0s0fAzFhquBNhML9I504XPg5MslisVHI2fl57nOF/gfXBSQ22DqEueMqksspGytMSwFYXn6b5cr5Pa+N49LUGjFq39kuNaseFig9haJDdB4I9QJjXA0HUcuA99RbpkUh0XMgKUlfs6Bq4YPDhJcalyU+ukqjDdTUtOQWpQSBA6/aWTsv06B6mhQdL3zXKCouSgXv6vZpeuPVUWoOOkjmx27rJf8b883bV2gqVf6vNtHxyZcgSd3+wsfcLxPVZS7htyuTdaqBW0/YydhmtRT2ojzXzPLcGNfxdHObefLXnBbU+qc7lv47JOeuqIdbmvkvOFHC3xnEmVBKkMKzgAvnxPU0vQqN63xn7JcVPJUeoLUJBKcEj79u2b34gRsntStfwOBwGol5FJ9ZCxM6LcV0lPqqdyXy2m+7pqSUmmyiONF6iWkMt2e8uqaLaurkY9qZqdpDQIsPWGpV8K7x6O3st6uz2uZnCSJdipkoLHTCpn1yqS73wz3xsxSG38vPQ8x/mCGYJUsdxXxxY31edVBlNm5WiJaXm9zhNyNV2ChqdzkuNz12CatdZ+yfE3dA5SJQOxOIUfj0kwITs7W7djSUqxfAnwNFSj7DUSZWRStTxxK5nu62aPFd5vEqg4+blpyeLyr0Jch9V4HZbEWyZVIyR9jBzdtXZGF7/kuPmhsNxX/F5p+RE7L1Ok0q8EQk8qAHT4UwdE3R8FWxcbAH3Pcb4Q3DZY1AxP5b5ikFonXCn3DbBMqiwtcTzdl+kSNK628iN5JssWeUNrv+QISMUgNQgICubow/cCZVIDjPvvv1/X41msFgh13kvk9Cj3BXDFUfp44efpAs9roO1vPanNZVIdpc+O/yvEVUvOg5PU4Pg8xQDdS9miZqU4jHbr2pOqR881V3etndDDL4l6kRH8eepJ1dJPUSb1MnIC7Ov+7zrJ73qf45ojKDgIwW2DUXe2jqtMqsN/Scp9OepJZVF2KkdLPK+TquUSNDzdINPy5oDWfsm13NcMpb4Ad6cuQi2pqan6HtBxQWhwua/s5Seay6Q6Bb1a9hoomu7bzDqprG4MuGnJEaMyGhrhMZPqHGCw/Nj1yKRSkOoVXfyS43vsx4OTtOpJ5U4XKmzX/RznA46SXx4zqc6Dk7gq92WQ0ZOjJZbLoxnak8p6CRqefI+GZdZa+yXXTCoFqQSXJCQk6Hq85oJDvTKpHf+3I6566CqxJKw5PGbsnByYY/0pre8sS+5wKh2c5JJJZXVjwE1LCpb48IQYGIS5a4fndVL9aXq1v6GHX2LWk6rhWVOSSWU4IZQ3XajJAut9jvOFyBsjAQC2rr6df/wBTz2pupb7qmyXYJHRk6UlloPKdF4nlZaguYyWNwe09kuuPalm6EcFKEgNOBITE3U9XnMXdnr1pPb4tAf6ru7ru8NsJpMqBqkaDk0C2KyT6tqTymppClctiRfVrMt9vfT6MM1g65BJ1WXQE6fnJT38kuxqClzJgIVEh+gzPbah+U18JVDKfV3R+xznC70W9MKA/QPQ6tZWRpviM45zm1AriLrkqdzXTfMKdidHS6aZ7st6CRqOfI/HNeYZobVfonJfwhQ8++yzuh5PTibVny6wm5vuGxTZWIqqcZCqpCfVrWSliUyqmhOSm5YYlfs67BfLfXXIpGoR6Ln9vfQo9+XUo+vilxSU+0Y9EIXrk69H94+7N9u6wALnTKpaeM6kqhlCo/c5zheCWwejZf+WRpshC4/TfXX0L6ExoapezyLQk6MllvMSjFwnlab7OsFQ71r7JSr3JUzBN998o+vxmhs2otvgJJl4uivqMZOq8Z1lJdN93e4GuqyTyurGgJuWHMdQm0l1TPdtLpPKUi8aZFKNGJzkb2tE+ooefklJuW9QaBA6TOwAW2ebLkvQsMykyllr1N+QswSNK3qf48yKw3811DbomknttagXou6PQpd3uqjaD4tJrbK0xPL7pnM2UsueVH+6rmsOLW3X2i+ZtdyXpvsGGMOGDdP3gHIGJ/nThZSH8lhnB+bP5b569aS6akm8mGR0J9YRpHrNCLH86DUI9AwZnORP3yEZ6OKXHDebFF5o61HuS5nUy6gpndT9HGdSjMqktn+qPdo/xWBNSQaBnhwtaTrdV+Obj87XGYGcSWWxbJE3tPZLjr9hQ83lO0qUSSW4JC8vT9fjyRqc5EdZIE9lpUb0pEom8ypYPsdtHy77UXMyddOS43NiPd3X2wWrVt6LVbmvAeuk8nRB4IwefklJJlXyequ61/uEVj2pnOlCzQW/3uc4s+JxcJKOPalqYZFJlaMlzab76nCVrmVPKlc3yDS0XWu/5Hq9QUEqwSWtWuk7uKG5CzsuMqmOnlQnW8WeVB1O2o47ZErXSYUVmmRS3bRkcflXIeKNjTB37Ujeh1aDk1jtUqfBSWYo99XFLzVegCi98NBjCRrKpDaionRS73OcWXEOUsVyX450xKInVZaWGE731fu7KzlXqVxmSO+hTyzR0nat/ZLb9YZJyn05kg/BgsjISF2PJy7h4ENPqj/d7ffYk2pAuS9wxdn4HBB7GJzktSdVhQdw1RKz6b4uPal6ZFK1yEYa0ZPKq0fXwy95GoAm6/XN+DIWiGWVLDBJT6rc743e5ziz4tyTKupSx3VSVcNgGRc5WmI61E/n767zuSqQ10nVsidVa78kKdkGZVIJTjl8+LCux/OXdVJl00wm1RGk6nHSFjOpSgcnNTXdV0XmzU1LCqanesR1uq+XqYn+PjjJkJ5UP/oKyUEXv6R2HV/Hd13Lz1ijcl+/8q0+oMZ2vc9xZkXMpNYJYoaf53JfJd97OVpi2pOq1XnO2/E0nO7Lle9xfe8MIySt/RKV+xKm4Pbbb9f3gJwOTvJ4V9TpIjUoXJ8laAAgsl8kgiKDYOvi40LwHgYnabFOqpuWGJf7ik7W211llh+9BiWzegWpzvZydUHghB5+SbzZpLLcV9NMqkblvv7kW31BjY/S/RxnUiTlvvWNj/HkXxj0F8rSEsPsp5l6UnnyPVoG2Fr7JddMqtguxTkcyYdgwbfffqvr8WQtQeNP/XRNZFItoRbRqesRpPbb0A+DTwxGyFUhPm3vdrfb6nKXl9GNAVctiX9j1uW+zneVtTp565BJ1UzfWgXuOqKLX5I5gMwVPXpSKZPaiHN/n8zvjd7nOLMiBqmXnG6ccFTu66Z5BV8BOVpimv1k2N/qC5pmUv3puq4ZPA6dZITWfsktkxpqjvCOlqAJMBISEnQ9nvgl93Jy89tMahM9qUEhQbJLcNUQFBKEoLa+fzie1knVotzXTUusM6kepvtqNTjJND2p/FwPSNDDL6nNhOqxTirLTKrE53KmCzWTlPU+x5kVTzdgebrZwSIrJkdLLG+g6p1JlSx1x7on1Y+u65pFw3Jfrf0SlfsSpiAxMVHX48nKpPrRCdDTXVGjMqmyaa7cl9GNATctOa7hGZ3kPE331WyghBaZVKtFl+DADOW+evglVkvQaPoZ0xI0ANR91nqf48yK20026HNTlhkMAg5ZWvIyhV4Jhk73DeR1UjUs99XaL1G5L2EK/vd//1fX44kBkS89qf70nfIwRVa8cAqxyF4WRk88lax4LZlVYb6rlpiV+zY6V3GCsrdMqkaDk5hmaEN00LcJMqm6+CUPU7plocPgJE16Ui18ldwB6jKpep/jzIrHdZ45umJkEXDI0RLPmVSmPakMpiobhZZZYK39klnLfc3xLgifmTdvnq7HC+scBgCwdfI89Mdvy32byKQGhQZdyaT6451lGZlUNRevblpiVO7bcVJHxD4ei9jHYy/vzltQrUfQp3ZXetyEcT4ERxcEzujhl1QPTmrmhhsTtMik+pFf9RkVNwT0PseZFU9Bql+e77zBIJMqR0tMs58696RKsuZqbzJzXO6rZSZVa7/kui6qWcp9qSc1wPjDH/6g6/F6JfdC9TvVaHlLS4/P+2u5b3OZVHHtUg4yqbC6BN2Mbgy4akkMAlRmbVr2b4kbU2+88oC3wUB+Xu4LuNyh1iqbZYJMqi5+qZlJ480hfv81zEpq0ZPqV37VR9SU++p9jjMrHntSOQpSWQQcsrTEcA1vIzOpUOmCeB6cpGVPqtZ+ybU8n8p9CS7JysrS9XjBrYK9BqiA/5b7eror6pxJdTgEvwxSPayT6rUnVYX5blpy7IuxV/FWtujvg5MAtneovSGxnVOProdfCut4uaoj7OowRa/XJTNJmVQA6mzX+xxnViwWi/v5jSMtsVgnVY6WzLJOqlCvMkqlJWg8orVfMuvgJMqkBhhXX3210SZI4CmTKmYmnDOp/nhn2UO5r7eeVDWfuZuWGJX7uuF4PxaXfWuUSeW5J5Wru9ZO6OGXOk/pjDZ3tUHrO1orer0eS9Bo0ZPKoybUZFL97RzHM5YQC4S6K5r0y/OdNxiskypHS0yzn1oNCPSCc/+i2iCV50yqlqXKWvslt3Jf6kkleKS+vt5oEyT4bSa1mem+1paXzyJBkf73FfK41pcGmVRXLbEq93VFEhxo1X+pVbmvzj2p/vQdkoMefskabkXbO9siKFjZd1b8/mt50cXwY9Clh1YrnG9MycTfznE849aXypF/YZFJlaUls0z3Vfn14XmquJZDn7T2S2Yt96VMaoBx5swZo02Q4K+DkzxlUh3rdlrDrbjqD1eh05udEDs+Vn/bmsPV0TaxTqqak4ibljTKpEqCX60CMh2CVF16Uv3pOyQDf/NLHlHZ0+oLmmRS/alCxUfU2M6FljjBdWkSrrNiCkyXoyWup/s6fc+YZlI5Ox9pmUnV2i/R4CTCFNx0001GmyDBX8t9Pd3JbDu8Ldo/3x4xY2MQ3CIY3T/sbpR5TeL2OVrhfbqvis/cVUvhPcJhCbEg4sYIxfv0iFNwoFX/pVY9qR6XcWCMVn26euJvfskTepT7suxJ1SOo1go1Pak8aIkX/PX87BMMsmKytMRxJtUZlj2pvJ2PPFahMUJrv0RL0BCmYMOGDUabIIGHcl/Ht8QaaUWveb1w1QNXGWOUjzS3TqrXabkycdWSrbMNg4sG48alN3p5hTIk669q1X+pVU+q3uW+nHp0f/NLntAjM0mZ1EZUTCbmQUu8ICkhdB2I4+ewKPeVoyWee1KdCeRMqpZDn7T2S27XfSYp9+VNQoRKJk6caLQJEvz2Ti3Du6K609Q6qUEu70fFW/OkpdDoUMU9f96QDIDRKiCjnlRD8Te/5Anxb8lJJlWXzK9GqLGdBy3xgmQJLZ6GJgFMBifJ0RLT6b4GZlJZ9qTydu3ktjICQ/u19ksWi0VS8muWcl9zvAvCZ7788kujTZDAUyaVF5rKpFqCLMwCcN205LjYcM2kcnAC1DtI5a28yoG/+SVP8JpJ5c1/Aeps50FLvCAJUjnwt86wyKTK0hLH66Q64zzNWQk8D07SsidVD7/k/H2lcl+CSxISEow2QYLzRTzThezVYqJMqqQnlWEmVS8tOZf7atU7yvPgJDOsk+pvfskjzjdLNKLNsDYAGE0NV1EyazRqbghwoSVOkPS58Vbuy2DNSzlaYppBNPD6g+k6qbydjxhk372hh19yDkyp3JfgksTERKNNkCDJNLEcGqISnvsq3EpWXDOpjLKRemnJ2xI0XAxO0uOusgnKff3NL3lCj3Lf7p92x7UfXYuBPw9UvS+eM6lqbgjwoCVecO5J5e5mh6vuFXwP5GiJZfWVoZlUhj2pvGmGRfbdG3r4JUkm1STlvjTdN8AYP3680SZIkGRS1d7BYwnHmdQm10kNArPBSbppqdFe155UGpzUCMdadeBvfskTepT7BrcMRuc3OjPZF8+Dk9TYzoOWeIHnnlQWmVRZWnKeastxTyrTwUl8SYaJZryhh18yY5BqjndB+My2bduMNkGC32ZSOe5JdQ1CLUHSTCqrcl+9tKRHJlWXwUkaoVkJtI74m1/yBG+DiHjOpKqxnQct8YLrOqlc4Wqvgu+tHC3xvE6qBJXXYTxnUrWc7quHX5KU+4Zy9tl7gTe3Q6ikV69eRpsgwdmhUU8qG5ztdbvYCwKzcl/dtOSw3aUnlenfRasgNUSHAJLR39NI/M0veYK7oM/Rk8rhMC01mVQetMQLpsqkKvgeyNGS5Lyr1g8zzMrKhWlPKl+S0TSTqodfokwqwT0VFRVGmyDB2Qn4U7kvzz2pkpOEy/AUlplUvbTkNZPKMpjUqidVh8FJZuhJ9Te/5AnH35KXoI+7oNoZFT2pPGiJFyTrpHKmIxbVULK0xHBgENfTfTmuQtOyJ1UPv0RBKsE91dXVRpvgHT8t9+UtO9VsJpVRT6peWhIDbNd1Uln+WXjuSTVBkOrXfsmB4yKUk7OmGXpSlXzWXGiJEyQ32TjLpLLIRsrRklnWSQ3kwUlu030Zal4Pv0TlvgT3XHvttUab4JWI6yOMNuEKDNc80xvJScLlQtU1k6omINNNS87BgUbBpC49qVolUrUqgdYRf/ZLDqgnVT/UBNg8aIkXuC73ZZDRk6MllkuBGVrJVa/y9VTu6xE9/BJlUg3AbrfjzTffRMeOHREeHo64uDhs3LjRp9du3boVFovF409mZibTY/HCrl27jDbBjcGFgzHo0CCEtgs12hQRnjOpkn7apnpSVb4tvbTkHByIFwJaei7OglQzZFL90S+5wlu5rxnWSVXyPedBS7zA8+AkFhk92Vpi9Z3juCeV50yqluW+evgl50yqWYJUv1+CZuLEiUhLS8Mrr7yC6667DgsWLMDIkSORkZGBO+64w6d9TJ48GQMHSted69GjhybH8nfGjh1rtAluhHUMM9oEd3jOpDo7Wg89qZKAVQV6aclTuS/zk58OmVRdelI506oDf/RLrvCWmeTNXgkqhj7xoCVe4DmTyuIcLldLliDL5SBPbSbVwL5OpkvQ8OZ7XMt9GV5n6OGXJN9XKvfVnr1792Lp0qX44IMPMGPGDEyaNAlbtmxBly5d8MYbb/i8n/j4eEyYMEHyEx0drcmx/J2FCxcabQIX8Hw3UHIX1kMmVRL0qUA3LTkPUWGUBXZFUjKrVU+qVmhVAq0jPPglbst9ObHXGWv45S+9JUy+8TxoiRecByfxdh5kUQ0lV0us+sDN0pPKm+9xuxHDMELSwy9Rua/OpKWlwWq1YtKkSeJjNpsNzz//PH788UecOHHC532dP38edXV1uhzLn0lISDDaBD4wSSZVLFHUIJOql5bE9+McpLL+m2iVSdVhCRozrJPKhV/irHyW58FJLeNa4ppXrkG3f3ST/VoutMQJEv/luoakv8Ng2q5sLbEarmbg9UfLW1qq24GBpcpq0bInVQ+/JJb7WnS6Qa4Dfn35feDAAfTs2ROtWrWSPD5o0CAAQHZ2tk/7efbZZ9GqVSvYbDYMHz4cWVlZmh3L30lMTDTaBC7wOCGXF5rpSRWDGpVvSy8teepJZZ4x1CpI1eOusgnKfXnwS+JJnxd3wNk0YmeCgoPQ47MeiH4ouvmNXeBBS7wgKR/kLeBgkEmVqyXJzWAVWCxXbibr9bnfmnMrOr3eCT2+cG+FkwPPmVQ3X8nQd+rhlxzf16CwIG6rqlzx657U4uJidOjQwe1xx2NFRUVNvj40NBRjx47FyJEjER0djdzcXHzyySeIj4/H7t27ccstt6g+lt1uh91uF3+vqqpq/o0ZyIQJE4w2gQ+cAz3eTs7NTPcVT34qnZhuWnK2l7dMqs6Dk3g9MfHgl2xdbACAsE5+2EPvAZ4zqWrgQUu8wHNPKotgSa6WWPaBW6wWCA3q+1t9pUXfFmgxo4Xq/fDcKqVlJlUPv+ToQzVLPyqg4z3WhoYG1NTU+PQjCJdr4qurqxEW5n5BYLPZxOebYsiQIUhLS8Nzzz2HUaNG4a233kJmZiYsFgumTJki2VbpsT744AO0bt1a/Bk2bBiAy0FvUlIS7Ha7eAclMTERp0+fxrJly5CTk4Pt27cjPT0d+fn5WLBgAc6fPy/ZtqKiAikpKTh06BA2bdqEjIwM/PLLL0hNTUVZWZlk2+rqasybNw9HjhzBunXrsGvXLuzfvx9paWkoKioSt3399ddRX1+P2bNno7CwEN999x2ysrKQmZmJNWvWoKCgAHPnznWzu6SkBEuXLkVOTg62bduG9PR05OXlYeHChW52V1ZWYtGiRcjLy8MPP/yAjIwMHDx4EEuWLEFpaalk25qaGsybNw8FBQVYu3Ytdu/ejaysLKxYsQJFRUWYNWsWGhoakJiYiIaGBsyaNQtFRUVYsWIFsrKysHv3bqxduxYFBQWYN28eampqJPsvLS3FkiVLcPDgQWRkZOCHH35AXl4eFi1ahMrKSsm258+fx8KFC5GXl4fNWzaLf+NjJ46hpKREsq3dbsfcuXNRUFCANWvWIDMzE1lZWfjuu+9QWFiI2bNno76+XvKaoqIipKWlYf/+/di1axfWrVuHI0eOYN68eaiurpZsW1ZWhtTUVPzyyy/IyMjApk2bcOjQIaSkpKCiosLN7gULFiA/Px/p6enYsWOHaHs9Gm1o/KYLFgE5B3MuPyfUIzMzE/v27cPKlStx8uRJzJkzB3V1dZL9FxcXIy0tDQcOHMDOnTuxfv16HD58GG+//TYuXLgg2fbs2bNITU1Fbm4utmzZgs2bNyM3NxeLFy9GeXm5ZNuqqiokJycjPz8fGzZswI4dO5CdnY3ly5fj9OnT4rZp36YBAC5WX0RpWSkAoAEN2Lt3L1atWoXjx48jKSkJtbW1bt+15cuXIzs7Gzt27MCGDRuQn5+P5ORkVFVVSba9dOmS+Jn9+suv2LJlC3Jzc5GamoqzZ89Ktr1w4QLmz5+Pw4cPY/369di5cycOHDiAtLQ0FBcXS7YVgq7096xetRr79u1DZmYmVq9ejWPHjjHxEc6VIbm/5ar2EYmJibr7iE8//dTvfcQ3J7/BDdtvwK5eu5CXl4f09HRs27YNOTk5WLp0qd/5iC1btwAASs+WuvmI7du3IycnB8uWLZN81xx2JyUl4dixY1i9erUqHzF//nxdfERiYiJqa2uRlJSEhQsXYtWqVdi7dy9TH1FeXo7FixcjNzcXmzdvZuYj6urqMGfOHJw8eRIrV67UxEcovY44VXJK9C21DdLPzt+vIw4fOSzaXnOpRpGPWLNmjSwfUXOpBgCQczBHtY8Qr84tkLxGr+sIpT7i9JnT4udeWVXplz7i+PHjHn3EylUr4UzqklRmPmLp0qWa+4j8I/kAAHuD3fBYg5WPsAiOiFBjtm7diuHDh/u07W+//YZevXqhT58+aNeuHTZv3ix5Pjc3F71798acOXPwwgsvyLbl8ccfx4oVK3Dx4kVYrZdropQeyzWTmp2djWHDhmH//v3o37+/bNu05tChQ+jVq5fRZvg9DfYGbLdtBwC0m9AON6TcYLBF8tgavBWoB8J7hiMuLw5n088i5/4chPcIR/SYaJz4+ASCIoMwtGqo4mPopaXKrEr8NPAnhHYMRY8veiB3fC6sLa2Ir4xndoxDzx3CqeTLF2Q3fnMjYh+JZbLf/772X5yceRIAMKx+mCZ3lk9+cRL/feW/AIAbltyAdo+1Y34MrSG/xJ5TC0/h0MRDaHFzC9x64FajzdEN0hI7Dr9xGCdmXJ7H0XJgSwzYO8Bgi3yndHUpfnn4FwBASEwIbj9zu+x9yNXSrthdqC2pRZf3uqDb+/L7qZ3Z3mI7Gi40oO19bXFT+k2q9qUn1UersafbHgCArbsNt/33NoMt8h3HtYaDQXmDENEzgsm+9fBLjuuYsGvCMPjEYE2PpRe6lfv26tULycnJPm3rKLHt0KEDCgsL3Z4vLi4GAHTs2FGRLZ06dcKlS5dw4cIFsQdV6bHCwsIkGdgWLdSXS2jJyZMn6QTuCxwPTgKujMJvap1UtaWhemnJ1tWGIFsQInpFaLdOqlZDjfQu9+WsvMoB+SUN4LgnVQ2kJXZIltDirNyXxTlcrpZYltjzWq5vpnJflr5TD79kxnJf3YLU9u3bY+LEibJec/PNNyMjIwOVlZWSgUZ79uwRn1fCkSNHYLPZJAGlVsfyNxyZY6JpWAxdMBRHH6eHnlTx/ah0wHppKTQ6FLcdvw3BrYJRtq4MgMa9lxr1pOqyTiqHUgXIL2kBrxe5aiEtsUMy3Zezmx0sgiXZWmI0OR8As/O03vC8TqqWPal6+CXHklFmWX4G8HMJjRs3DvX19Zg7d674mN1uR3JyMuLi4tCpUyfx8YsXL+LQoUMoLS0VHyspKXHb588//4zVq1fjvvvuQ1DQlbcv51g8ExMTY7QJfMB7JtXhbBv9YpAt6Mq/Tr0uatBTS6ExoZcdL2+Dk0K0DxAkJ1JO4xHyS+xhOcSFJ0hL7OB6cFKQ+mBJrpaY3hjibMkrB5KbA7wN8tNwuq8efsmRQTVTkOrX033j4uIwfvx4TJkyBWfOnEGPHj2wcOFCHD16FF999ZVk271792L48OGYOnUqpk2bBgB49NFHER4ejiFDhiA2Nha5ubmYO3cuIiIi8OGHHyo+Fs/k5OSgT58+Rpvh94iTZAX+ThKAU+a0MZPXMq4lOr3eCW2Gt0FlZqVkG6UYoiVHqTLjv4nzyZTliVWXtcpMUO5Lfok9gZpJJS2xw5GZufyLcXYogsF6nXK1xHq6L6t96QqD9WmNQstMqh5+yXFTyRJmHp/v10EqACxatAjvvvsuUlJSUF5ejn79+mHt2rUYOrT5gS+jR4/G4sWLMXPmTFRWViImJgZjxozB1KlT0aOH+1pQao7FCyNGjDDaBH4IAlAP7hwtALdy36DgIHSf0R0AULmnsvFJdYcwQkus1nh137GX/6vdrc5BKq+ZVPJL7AlpF3L535gQgy3RF9ISOwI9kypbSwzXNuX1JhPP66Rq2ZOqh18Sy31Debxo9YzfvxObzYYZM2aguLgYNTU12Lt3r8c/9p133glBEMQsKgBMnjwZe/bsQVlZGWpra1FUVISUlBSPAaqcY/HMkiVLjDaBG1gtzG0E4gnOw4WF+H5Uvi1DtMSw50eCSYJUHrUKkF/Sgta3t0afNX3Qc3ZPo03RFdISOyRBKme+hUVPqlwtUSaV73keWmZS9fBLVO5LcE9CQoLRJvCDVgGRHrhkUj0+p9IBG6IlRpOJve3X7f9qd6tDkCr5LPi6JhAhv8Qei8WC6D9EG22G7pCW2CHpqedtHpXzeVuhX5StJYaZVF57Unku99WyJ1UPv2TGcl/eJESoxLFoLtE8vJbbAO6DkyTPMcqkGqElrZagMUtPKq8enfwSwQrSEjuce1J5LvdVeg6XqyXKpPI9OEnLTKoefslR5kvlvgS3PP/880abwA28joAHnEqVPV1YMBo+ZIiWNBqcxHMmVVLuy9lFgQPySwQrSEvs4Lncl0VGT66WaJ1Ul2sOzq6dtOxJ1cMvhV0ddvnfa8I0P5ZecCYhQi2LFy822gR+YFm6ozc+lPuqDcYM0ZLF5V/W+2W8bxqc5BvklwhWkJbYwXO5L4tMqmwtsWwR4rTdiEUvsGG4fNYsqwf08EvRY6PRL70fuk3vpvmx9IJ6UgOMu+66y2gTuIHrTKoOg5MM0ZLDZi3/JpwFqZLsKYdaBcgvEewgLbHD2X/xFnCwyOjJ1RJlUsGkF9gotCz31cMvBQUHIeq+KM2PoyecXtIQSvntt9+MNoEfzJBJ9RQkMXpfRmjJEZBpOTiJ555UXst9yS8RrCAtsYPnJWicr26VnuvkaonljW1ue1ItFlNkgQEwtZ/8kjI4kxChljZt2hhtAjfwepIAnE6WngYnMVpr1BAtaZRJ1WpCLg1O8g3ySwQrSEvscB6cxJtvYZFJla0lhhN5uc2kwsl23m6aulwvsfzsyS8pgzO3Q6jFZrMZbQI/cJxJbarcl9VdTkO0RIOTPBzEy/85gvwSwQrSEjsCPZMqV0tMb2w7AiYOr9J5vcHvphOG9pNfUgZnEiLUUlBQYLQJ3MBzT2pTg5PEyb8q73IaoiUanOR+DI2Wz9ET8ksEK0hL7OA5SGWRSZWrJfHcGuCZVF7XeNWyJ5X8kjJ4vPwmVDBkyBCjTeAHs2ZSGQV6RmhJq3VSzdKTyqtHJ79EsIK0xA7JdF/OfIvkvK3QDcvWEsPsJ6/ZSMDJdt4unVzboxh+9uSXlMGh/Ak1rFixwmgTuIHnk4Ros6dlAxiV+xqiJce5j3HGUKsMJJX7+gb5JYIVpCV2OPek8pZJdT73Kb3RLFdLNN33MrxeO7l+1iw/e/JLyuBMQoRaEhISjDaBG1iW7uiNaLuG5b5GaCko7LLLCrKxnpzk5f8qaT24NQAgrJOGi2s7Jww41CpAfolgB2mJHabJpCq0Xa6WmAZnnE7IBfgNsLWc7kt+SRkcyp9QQ2JiotEm8IMZThIaDk4yQkst41rimr9cg27/7MZ2xxoFqcGtg3FH5R2I+28cu526wKKszWjILxGsIC2xg+eeVBaDk+RqKfbxWET2i0SboW0UHc8ZXgM9AFey2LyZ7rLGK8sKK/JLygg22gBCX1588UWjTeAGnjOpTa2TymoJGiO0FBQchB6f9tD2IIz/3MEtNXazJsikkl8iWEFaYockSOXMt7AYnCRXSx2e7YAOz3ZQdjAXeC2ZBfgNsMU1XhvA/HMnv6QMDuVPqGHu3LlGm8APPGdSmyj3FQNYlXcJTaUljQYn6YIJelJNpSXCUEhL7JDc5PQ038CPcQ6QlAZLhmqJ0wm5AMeDk6BdcoL8kjI4vPwm1DBq1CijTeAGXu8GArhyQeHhwoLV0jpm0pIkMOXsz82z7Q7MpCXCWEhL7DDL4CSl5zojtcRzJpXnG/xarU9LfkkZPEqIUMHevXuNNoEfOHa0vmRS1QY0ptISz9lIE5T7mkpLhKGQltjBdbkvg0yqkVri+SY52e4O+SVlcHj5TaihU6dORpvADTz3pPqyTqraslZTackkQSp3tjdiKi0RhkJaYodkui9v5b4MelKN1BLPmVQzlPuy/tzJLymDQ/kTaqirqzPaBH7gOJMq9p02sQSN2vdlKi2ZpSeVR63CZFoiDIW0xA6eM6mS6b4KfbqhWjJBTyqPtmv1uZNfUganlzSEUkpKSow2gRt4drSizZ7ufjMq9zWTlnju63S2nbsAuxEzaYkwFtISO3juSWWRSTVSS1pl9HRBo75OPdAqg01+SRkcSohQQ58+fYw2gRvMcJLwuAQNozJmU2mJ55JZnm1vxFRaIgyFtMQOSbkvb+dBBuukGqklrm+S81zuq9HnTn5JGby5HUIlGzduNNoEfnCUzPJ4kmhqcJLF5V+FmEpLPAd6Jij3NZWWCEMhLbFDUu4bgJlUQ7Vkgmwkj9dOWrV5kV9SBofyJ9TwzDPPGG0CNzRZMuvv+NKTqvL8YVYtcVcyy3M/bSNm1RKhP6QldlgsFm6DJRbTfY3UEs+BnikyqYxvypBfUgZnbodQy5dffmm0CfxghsEFTSxBo/Z9mUpLHGdSJYEppx7dVFoiDIW0xBZHywhvmVQW66QaqSWep/ua4tqJse3kl5TBo/wJFSQkJBhtAjfw3JPaVBaYVSbVTFrieXASzwG2AzNpiTAW0hJbHMOTeAtSWWRSjdSStcXlk7c1kr9SLq4DbI3KfckvKYNHCREqSExMNNoEfuC4J1W8k9nUOqkq35eptMRzoOccX/OoVZhMS4ShkJbYIval8na1yKBX30gtXfPqNejybhe0e6qdYTYoxRTlvozPpeSXlBFstAGEvjz66KNGm8ANZsikegpSg2yNd8bD1DlhU2mJ575OngPsRkylJcJQSEtscQSp3GVSLZbL5+4GKPaLRmopvFs4uv29m2HHV4Mp+mkZX/eRX1IGh5ffhBo2b95stAn8wHMmtYnBSW2Gt8HVL1+Nru92VXUIU2mJwz+xA65LlRsxlZYIQyEtsUUMUjk8D6pdbo20pBBOh20B2gXYpCVlUCY1wLjxxhuNNoEbQmNDAQAh0SEGWyKfsA5hAIDQDqFuz1nDrbju/65TfQwzaYnrQM8E5b5m0hJhLKQltjh6Urmccm8FUAfFwRJpSRlioMdbVRKgWU8qaUkZFKQGGOXl5UabwA3dZ3ZHzCMxiBoRZbQpsuk2vRuu+sNVaHN3G82OYSot8Vwy63wy5c32RkylJcJQSEts4T2TKkBQbDtpSRk8D07SKpNKWlIGBakBRk1NjdEmcENY+zDEjI4x2gxFBLcO1jy4NpWWOA5Sne9W83ghCZhMS4ShkJbYwmtPKqA+WCItKcMMg5NYB9ikJWVweJ+DUEPXrl2NNoEwCabSEg1OMhRTaYkwFNISW8TpvjyW+6qcK0FaUohJ53mogbSkDApSA4zMzEyjTSBMgmm1xNt51QRBqmm1ROgOaYkt4jqpHAYcarNipCVlmKHcl7XtpCVlcCghQg1jxowx2gTCJJhJSzQ4yVjMpCXCWEhLbLEE81vuqzajR1pSBs+Dk7TqSSUtKYOC1ABj4cKFRptAmARTaYnjbCTXAXYjptISYSikJbaI5b4cXi2qzYqRlhTC8RI0WtlOWlIGjxIiVJCQkGC0CYRJMJWWzNKTyqlHN5WWCEMhLbGF68FJQeoyeqQlZWiVjdQDtWvreoO0pAxOL2kIpSQmJhptAmESTKUljjOpXAfYjZhKS4ShkJbY0mZYGwRFBqHFLS2MNkU+KrNipCVl0HRfd0hLyqAlaAKMp59+2mgTCJNgJi1xXTJrgkyqmbREGAtpiS1d3+uKzm91RlAof85FbVaMtKQMngcnOW5ssM6kkpaUwaOECBWsXLnSaBMIk2AqLXGcSeU6wG7EVFoiDIW0xB4eA1QAV65wFZpPWlKII9DjsLJHDE4ZS560pAxOPQ+hlLi4OKNNIEyCqbTEc8ksz7Y3YiotEYZCWiIcqO2NJC0pg+dMqlb9tKQlZXAoIUINx44dM9oEwiSYSkscZ1LNUO5rKi0RhkJaIhyozYqRlpTB8+Akrab7kpaUweklDaGUkJAQo00gTIJptcTbeZXnALsR02qJ0B3SEiGisr+QtKQMrgcnOfqYGU+zJi0pg4LUACM6OtpoEwiTYCYt8dzX6Ww7l3euYS4tEcZCWiIcqM2kkpYUwvE6qVplgUlLyuBQQoQafvnlF6NNIEyCqbTEc1+nCTKpptISYSikJcKB2oCDtKQM8XPn7VwKaBZgk5aUQUFqgHHvvfcabQJhEkylJQ7PpSImCFJNpSXCUEhLhIjjClehXyQtKSNqRBTCOoWh7Yi2RpsiG60yqaQlZVCQGmAsXbrUaBMIk2AqLXEc6DmfTHkt9zWVlghDIS0RDtROmSUtKSPqvigMPj4YUfdEGW2KbLRagoa0pAwKUgOMhIQEo00gTIKZtMRzTyrPAbYDM2mJMBbSEiHSeIWr9OYdaSkAUTlsyxukJWVQkBpgJCYmGm0CYRJMpSWeAz3n+JrTTKqptEQYCmmJcKA2k0paCjy0WuOVtKQMClIDjD/96U9Gm0CYBFNpiQYnGYqptEQYCmmJcCAuJ6Lw5h1pKfBQqxlvkJaUQUFqgPH1118bbQJhEkylJY4DPUlQzalHN5WWCEMhLREiKie1kpYCEI2m+5KWlMHpJQ2hlLvvvttoEwiTYFotcRakcp0FbsS0WiJ0h7REOFCbFSMtBR7idF8r23MpaUkZFKQGGL/++qvRJhAmwUxaosFJxmImLRHGQloiRIJc/pUJaSnw0KonlbSkDApSA4yoKP5GghP+iam0xHM20tlcTj26qbREGAppiXCgds1L0lIAonIitDdIS8rg9JKGUEpoaKjRJhAmwVRa4jgb6RxUcxdgN2IqLRGGQloiHIiBhkK3SFoKPLTKpJKWlEFBaoBx/Phxo00gTIKptMRxkGqGTKqptEQYCmmJEFG55iVpKfBQm333BmlJGZxe0hBKue2224w2gTAJZtKSWXpSec2kmklLhLGQlggHYqCh8EqXtBSAqOxj9gZpSRkUpAYY3333ndEmECbBVFriOdDjzFxPmEpLhKGQlggHarNipKXAQ6tMKmlJGVwEqXa7HW+++SY6duyI8PBwxMXFYePGjc2+buLEibBYLF5/CgsLxW23bt3qdbvMzEwt356uvPjii0abQJgEU2mJ43JfMajmwpt7xlRaIgyFtESIqMyKkZYCD616UklLyuDismbixImYOXMmnnzySXzxxRewWq0YOXIkdu7c2eTrXnjhBaSkpEh+Fi1ahIiICNx44424+uqr3V4zefJkt9f06NFDq7emO//5z3+MNoEwCabSEsdBqmgvb3Y7YSotEYZCWiIcqM2KkZYCD60yqaQlZQQbbUBz7N27F0uXLsWMGTPw+uuvAwCefvpp9OnTB2+88QZ2797t9bWDBw/G4MGDJY/t3LkTFy9exJNPPunxNfHx8Rg3bhy7N+BnvPTSS0abQJgE02qJt2DPMcCS8UlVT0yrJUJ3SEuEiMpMKmkpANGoJ5W0pAy/z6SmpaXBarVi0qRJ4mM2mw3PP/88fvzxR5w4cULW/lJTU2GxWPDEE0943eb8+fOoq6tTbLM/M3v2bKNNIEyCmbTE9TIuJsikmklLhLGQlggHoe0vL/sRGqts+Q/SUuChVSaVtKQMvw9SDxw4gJ49e6JVq1aSxwcNGgQAyM7O9nlftbW1WLZsGYYMGYKuXbt63ObZZ59Fq1atYLPZMHz4cGRlZSk13S/54x//aLQJhEkwlZY4DvAcJ1OeM6mm0hJhKKQlwkG3f3RDnzV9ED0mWtHrSUuBR9T9UQi/PhzRDyvTjDdIS8rw+yC1uLgYHTp0cHvc8VhRUZHP+0pPT0dZWZnHUt/Q0FCMHTsWX3zxBVatWoXp06fj4MGDiI+Px4EDB7zu0263o7KyUvypqqry2R4jMNMQKMJYTKUl6kk1FFNpiTAU0hLhIKRtCKL/EI2gEGWXuqSlwKPVoFaIOxSHqx68iul+SUvK0DVIbWhoQE1NjU8/giAAAKqrqxEWFua2L5vNJj7vK6mpqQgJCcEjjzzi9tyQIUOQlpaG5557DqNGjcJbb72FzMxMWCwWTJkyxes+P/jgA7Ru3Vr8GTZsGIDLwXVSUhLsdjsSExMBAImJiTh9+jSWLVuGnJwcbN++Henp6cjPz8eCBQtw/vx5ybYVFRVISUnBoUOHsGnTJmRkZOCXX35BamoqysrKJNtWV1dj3rx5OHLkCNatW4ddu3Zh//79SEtLQ1FRkbjtvn37UF9fj9mzZ6OwsBDfffcdsrKykJmZiTVr1qCgoABz5851s7ukpARLly5FTk4Otm3bhvT0dOTl5WHhwoVudldWVmLRokXIy8vDDz/8gIyMDBw8eBBLlixBaWmpZNuamhrMmzcPBQUFWLt2LXbv3o2srCysWLECRUVFmDVrFhoaGpCYmIiGhgbMmjULRUVFWLFiBbKysrB7926sXbsWBQUFmDdvHmpqaiT7Ly0txZIlS3Dw4EFkZGTghx9+QF5eHhYtWoTKykrJtufPn8fChQuRl5eH9PR0bNu2DTk5OVi6dClKSkok29rtdsydOxcFBQVYs2YNMjMzkZWVhe+++w6FhYWYPXs26uvrJa8pKipCWloa9u/fj127dmHdunU4cuQI5s2bh+rqasm2ZWVlSE1NxS+//IKMjAxs2rQJhw4dQkpKCioqKtzsXrBgAfLz85Geno7t27cjJycHy5Ytw+nTp93sTkpKwrFjx7B69WpkZmZi3759WLlyJU6ePIk5c+agrq5O8pri4mKkpaXhwIED2LlzJ9avX4/Dhw/j4MGDuHDhgmTbs2fPIjU1Fbm5udiyZQs2b96M3NxcLF68GOXl5ZJtq6qqkJycjPz8fGzYsAE7duxAdnY2li9f7mZ3bW0tkpKScPz4caxatQp79+7F3r17sWrVKhw/fhxJSUmora11+64tX74c2dnZ2LFjBzZs2ID8/HwkJyejqqpKsu3FixfF7/SOHTuwZcsW5ObmIjU1FWfPnpVse+HCBcyfPx+HDx/G+vXrsXPnThw4cABpaWkoLi6WbFtXV4c5c+bg5MmTWLlyJfbt24fMzEysXr0ax44dY+IjVq1aBQCoF+qZ+IjExETdfURZWRn5CBP6iPnz5+vuI8LCwjTxEeXl5Vi8eDFyc3OxefNmrnwE6+sII3yEEdcRnTt3Jh9hQh+h1XVEUz6iTZs25CMU+AiL4IgGdWDr1q0YPny4T9v+9ttv6NWrF/r06YN27dph8+bNkudzc3PRu3dvzJkzBy+88EKz+6uqqkK7du1w1113Yc2aNT7b/Pjjj2PFihW4ePEirFar2/N2ux12u138PTs7G8OGDcP+/fvRv39/n4+jF7t378aQIUOMNoMwAWbS0qmFp3Bo4iEAwJCSIQiNVtbDZATVBdXYc+0eWFtZEX8u3mhzFGEmLRHGQloiWEFaIlhBWlKGrtN9e/XqheTkZJ+2dZTzdujQQbKeqYPi4mIAQMeOHX3a38qVK5uc6uuNTp064dKlS7hw4YJbXywAhIWFSTK9LVq0kLV/vTl79qzRJhAmwVRaciqV5W1wkq2rDe2eaYeInhFGm6IYU2mJMBTSEsEK0hLBCtKSMnQNUtu3b4+JEyfKes3NN9+MjIwMVFZWSoLEPXv2iM/7wuLFi9GiRQuMGjVK1vGPHDkCm83m98Gnr/Tu3dtoEwiTYCotcdyTarFYcMOCG4w2QxWm0hJhKKQlghWkJYIVpCVl+P3gpHHjxqG+vh5z584VH7Pb7UhOTkZcXBw6deokPn7x4kUcOnQIpaWlkn2UlJRg06ZN+OMf/4iICM/ZhpKSErfHfv75Z6xevRr33XcfgoL8/qPyCdeyaYJQiqm0xHGQagZMpSXCUEhLBCtISwQrSEvK0DWTqoS4uDiMHz8eU6ZMwZkzZ9CjRw8sXLgQR48exVdffSXZdu/evRg+fDimTp2KadOmiY9/8803qKura7LU99FHH0V4eDiGDBmC2NhY5ObmYu7cuYiIiMCHH36o1dvTnQkTJhhtAmESTKslClJ1x7RaInSHtESwgrREsIK0pAwu0oOLFi3CK6+8gpSUFEyePBm1tbVYu3Ythg4d6tPrFy9ejNjYWNxzzz1etxk9ejRKS0sxc+ZMvPTSS/jmm28wZswYZGVl4YYb+C6lc2bevHlGm0CYBDNpybkPlbeeVDNgJi0RxkJaIlhBWiJYQVpShq7TfQOBn376CQMGDPDb6b4EQbhzOvU0fnvyNwDAHefuQHArvy8yIQiCIAiCMC1cZFIJdjjWIyIItZhKS9STaiim0hJhKKQlghWkJYIVpCVlUJAaYDz22GNGm0CYBFNpiYJUQzGVlghDIS0RrCAtEawgLSmDgtQAY+PGjUabQJgEM2mJelKNxUxaIoyFtESwgrREsIK0pAwKUgOMPn36GG0CYRJMpSXKpBqKqbREGAppiWAFaYlgBWlJGRSkBhiua8gShFJMpSUKUg3FVFoiDIW0RLCCtESwgrSkDBphGWDU1tYabQJhEkylJQpSDYW1lurr682lT8Jn6uvrUVNTw2RfwcHBsFqt1AIQoJAPIVhBWlIGBakBRpcuXYw2gTAJZtUSXZDqDystCYKAU6dOoaKigsn+CP6IjY1FQUEBs/1ZrVbExsaidevW5BsCDLOe4wj9IS0pg4LUAGPPnj24/vrrjTaDMAFm0hJdfBoLKy05AtTY2FhERETQ3zUAKS8vR9u2bVXvRxAE1NXVobKyEsXFxaiurkaHDh0YWEjwgpnOcYSxkJaUQUFqgDF69GijTSBMgqm0ROW+hsJCS/X19WKAetVVV6k3iuCS2NhYWK1WZvtr2bIlwsLCUFpaynzfhH9jqnMcYSikJWXQ4KQAY9GiRUabQJgEU2mJglRDYaElR89PRESE6n0R/FJWVsZ8n5GRkRAEgfrKAgxTneMIQyEtKcMiCIJgtBFm4qeffsKAAQOwf/9+9O/f32hzCILwgZKVJfj1j78CAIbWDkVQMN2/442amhoUFBSgW7dusNlsRptDmAjSFkEQhP7QlViAkZiYaLQJhEkwk5acexepj1F/zKQlwljOnDljtAmESSC/RLCCtKQMClIDjGeeecZoEwiTYCotUbmvoZhKS4ShUD8ywQrySwQrSEvKoCA1wFixYoXRJhAmwVRaoiDVUEylJZ2ZNm2aJPvftWtXTJw4UbJNfn4+7rvvPnEZlZUrVwIA9u3bhyFDhiAyMhIWiwXZ2dn6Ga4R5eXlRptAmATySwQrSEvKoCA1wLjtttuMNoEwCabSklNgSuW++mMqLfkhzzzzDA4ePIh//vOfSElJwa233ora2lqMHz8eZ8+exWeffYaUlBR06dJFDHodPxEREejcuTMeeughJCcnw263K7Zj/fr1mDZtGrs35oEWLVpoun8icCC/RLCCtKQMWoImwDh69Cit1UQwgbREsIK0xI68vDwEBV25/1xdXY0ff/wRf/vb35CQkCA+fujQIRw7dgxffvkl/vSnP7ntZ/bs2WjRogXsdjsKCwuRnp6O5557Dp9//jnWrl2LTp06ybZt/fr1mDVrlqaBqt1up+FGBBPILxGsIC0pg4LUAINO3gQrzKQlMXtKSVRDMJOWjCYsLEzye0lJCQCgTZs2kscdA4ZcH3cwbtw4REdHi7+/9957WLx4MZ5++mmMHz8emZmZ7IxmiHOAThBqIL9EsIK0pAzy5gFG27ZtjTaBMAmm0pLF5V9CV0ylJQ3ZuXMnBg4cCJvNhu7duyMpKcltG+ee1GnTpqFLly4AgL/+9a+wWCzi88OGDQMAjB8/HhaLBXfeeWezx3/yySfxpz/9CXv27MHGjRvFx3fs2IHx48ejc+fOCAsLQ6dOnfDqq6+iurpa3GbixImYNWsWAEjKiR188sknGDJkCK666iqEh4djwIABSEtLk/0ZWa1W2a8hCE+QXyJYQVpSBmVSA4zc3Fz069fPaDMIE2AqLVGQaiim0pJGHDx4EPfddx9iYmIwbdo01NXVYerUqWjXrp3X14wZMwZt2rTBq6++iscffxwjR45EixYt0K5dO1x99dX417/+hcmTJ2PgwIFN7seZp556CnPnzsUPP/yAe++9FwCwfPlyXLx4ES+++CKuuuoq7N27F//+979x8uRJLF++HADwwgsvoKioCBs3bkRKSorbfr/44guMGjUKTz75JC5duoSlS5di/PjxWLt2LR588EGfP6eamhpERET4vD1BeIP8EsEK0pIyKEgNMO6++26jTSBMgqm05Kj2paFJhqCllgRBQMPFBs32L5egiCBFOnvvvfcgCAJ27NiBzp07AwDGjh2Lvn37en1Nv3790KpVK7z66qvo378/JkyYID5nt9vxr3/9C/Hx8Rg3bpzPdvTp0wcAcPjwYfGxjz76COHh4eLvkyZNQo8ePfD222/j+PHj6Ny5MwYPHoyePXti48aNEjsc/P7775J9JCQkoH///pg5c6asILVly5Y+b0sQTWGqcxxhKKQlZVCQGmB88803kuEZBKEUM2mJelKNRUstNVxswI4WOzTZtxLiq+JhjZRXklpfX4/09HSMHj1aDFAB4IYbbsCIESOwfv161mZ6xTE99/z58+JjzsHlhQsXUF1djSFDhkAQBBw4cEBiszec91FeXo76+nrEx8djyZIlsuwrLy9HbGysrNcQhCfMdI4jjIW0pAzqSQ0w6EtCsMJUWqJyX0MxlZY0oKSkBNXV1bjuuuvcntN7YmRVVRUAacby+PHjmDhxIqKiotCiRQvExMSIPa/nzp3zab9r167FbbfdBpvNhqioKMTExGD27Nk+v94BBagEK8gvEawgLSmDMqkBRmJiIn1ZCCaYSksUpBqKlloKighCfFW8JvtWQlAE3/eGf/nlFwBAjx49AFzO8t577704e/Ys3nzzTfTq1QuRkZEoLCzExIkT0dDQfKn1jh07MGrUKAwdOhT/+c9/0KFDB4SEhCA5ORmpqamy7Dtz5gwFqgQTTHWOIwyFtKQMClIDjP/5n/8x2gTCJJhKSxScGoqWWrJYLLLLa/2NmJgYhIeHIz8/3+25vLw8XW1xDD0aMWIEgMsDnX7//XcsXLgQTz/9tLid8/RfB956cb/99lvYbDakp6dLltBJTk6WbZ/zsjkEoQZTneMIQyEtKYPvW7qEbBYuXGi0CYRJMKOWaHCSMZhRSyyxWq0YMWIEVq5ciePHj4uP//bbb0hPT9fNjtTUVMybNw+DBw8WB4E4lnwRBEHcThAEfPHFF26vj4yMBABUVFRIHrdarbBYLKivrxcfO3r0KFauXCnbxrKyMtmvIQhPkF8iWEFaUgZlUgMMx5IBBKEWM2mJBicZi5m0pBXvv/8+NmzYgPj4eLz00kuoq6vDv//9b/Tu3Rs5OTnMj5eWloYWLVrg0qVLKCwsRHp6Onbt2oWbbrpJXFYGAHr16oXu3bvj9ddfR2FhIVq1aoVvv/0W5eXlbvscMGAAAGDy5MkYMWIErFYrHnvsMTz44IOYOXMm7r//fjzxxBM4c+YMZs2ahR49esh+b61atVL3xgmiEfJLBCtIS8qgTGqA4egnIgi1mEpL1JNqKKbSkkb069cP6enpiImJwXvvvYf58+fj/fffxx//+EdNjvfiiy/iqaeewp///GfMnTsXbdu2xfz587Fnzx5cffXV4nYhISFYs2YNbr75ZnzwwQd4//33cd1112HRokVu+xwzZgxefvllbNiwAU899RQef/xxAMBdd92Fr776CqdOncIrr7yCJUuW4KOPPlL03qqrq5W/aYJwgvwSwQrSkjIsgnONDqGan376CQMGDMD+/fvRv39/o81xIzMzE7fddpvRZhAmwExaKs8ox893/YygyCAMrRpqtDkBBwst1dTUoKCgAN26dYPNZmNkGcEbVVVV4jI5rCBtBSZmOscRxkJaUgZlUgOM4GCq8CbYYCotOap9qSfVEEylJcJQ6DtMsIL8EsEK0pIyKEgNME6cOGG0CYRJMJOWqCfVWMykJcJYLl26ZLQJhEkgv0SwgrSkDApSA4xBgwYZbQJhEkylJepJNRRTaYkwFMcEYYJQC/klghWkJWVQkBpgrF692mgTCJNgKi1RkGooptISYSiuy9sQhFLILxGsIC0pg4LUAGPSpElGm0CYBFNpiXpSDcVUWiIMJSYmxmgTCJNAfolgBWlJGRSkBhizZ8822gTCJJhSSxSjGoIptUQYQklJidEmECaB/BLBCtKSMmgJGsb4+xI0BEG4c27XORy44wCCo4JxR9kdRptDKICWCSG0grRFEAShP5RJDTASExONNoEwCabSEvWkGoqptEQYypkzZ4w2gTAJ5JcIVpCWlEFBaoAxZswYo00gTIKptEQ9qYZiKi0RhtKmTRujTSBMAvklghWkJWVQkBpg7N6922gTCJNgKi1RJtVQTKUlwlCqqqqMNoEwCeSXCFaQlpRBQWqA0a1bN6NNIEyCmbQkZlApSDUEM2mJMJawsDCjTSBMAvklghWkJWVQkBpg1NTUGG0CYRJMpSXKpBqKqbREyMZisSAhIYHJvmgWJMEK8ksEK0hLyqAgNcCghc4JVphKSxScGoqptMQhW7duhcVigcViwddff+1xm9tvvx0WiwV9+vTR2Tp51NXVGW0CYRLILxGsIC0pg4LUAOOGG24w2gTCJJhKSzQ4yVBMpSWOsdlsSE1NdXv86NGj2L17NxfLr4SHhxttAmESyC8RrCAtKYOC1ABjy5YtRptAmARTaoliVEMwpZY4ZOTIkdi4cSNKS0slj6empqJdu3a49dZbmR1LEARUV1cz25+DyspKt8cuXLjA/DiE+SG/RLCCtKQMClIDjCeffNJoEwiTYCYt0eAkYzGTlrQgJycHFosFq1evFh/bv38/LBYL+vfvL9n2gQceQFxcHACgoaEB06ZNQ8eOHREREYHhw4cjNzcXXbt2xcSJE92O8/DDDyMsLAzLly+XPJ6amopHHnkEVqvV7TXJycm46667EBsbi7CwMNx4442YPXu223Zdu3bFH/7wB6Snp+PWW29FeHg4kpKSvL7n6dOnIygoCP/+97/Fx77//nvEx8cjMjISLVu2xIMPPohff/1V8rrXX38dLVq0wOHDhzFy5Ei0bNlS1Fd+fj7Gjh2L9u3bw2az4ZprrsFjjz2Gc+fOebWDCFzILxGsIC0pg4LUAOOrr74y2gTCJJhJS6EdQ4EgIKwTTQY1AjNpSQv69OmDNm3aYPv27eJjO3bsQFBQEH7++Wcxe9jQ0IDdu3dj6NChAIApU6bg/fffx6233ooZM2bguuuuw4gRI7xmFiMiIvDwww9jyZIl4mM///wzfv31VzzxxBMeXzN79mx06dIFb7/9Nj799FN06tQJL730EmbNmuW2bV5eHh5//HHce++9+OKLL3DzzTd73Oc777yD9957D0lJSXj55ZcBACkpKXjwwQfRokULfPTRR3j33XeRm5uLO+64A0ePHhVfa7fbUVdXhxEjRiA2NhaffPIJxo4di0uXLmHEiBHIzMzEyy+/jFmzZmHSpEk4cuQI9YsRHiG/RLCCtKQQgWDK/v37BQDC/v37jTaFIAgZVOVWCZdKLxltBqGQ6upqITc3V6iurvb4fFWV9x/XlzS17cWLyrdVw4MPPigMGjRI/H3MmDHCmDFjBKvVKnz//feCIAjCTz/9JAAQVq1aJZw6dUoIDg4WRo8eLdnPtGnTBADCM888Iz6WkZEhABCWL18urF27VrBYLMLx48cFQRCEv/71r8K1114rCIIgDBs2TOjdu7dkfxc9vMkRI0aIr3HQpUsXAYCwYcMGt+0BCH/+858FQRCE1157TQgKChIWLFggPn/+/HmhTZs2wv/8z/9IXnfq1CmhdevWksefeeYZAYDw1ltvSbY9cOCA+B7l0py2CIIgCPZQJjXASExMNNoEwiSYTUuRN0Qi5KoQo80ISPTQUosW3n/GjpVuGxvrfdsHHpBu27Wr920bE5pMiI+Px08//SRmQXfu3ImRI0fi5ptvxo4dOwBczq5aLBbccccd2Lx5M+rq6vDSSy9J9uPITHrjvvvuQ1RUFJYuXQpBELB06VI8/vjjXrd3HlR07tw5lJaWYtiwYThy5IhbGW23bt0wYsQIj/sRBAEJCQn44osv8PXXX+OZZ54Rn9u4cSMqKirw+OOPo7S0VPyxWq2Ii4tDRkaGuK1jqYcXX3xRsv/WrVsDANLT03Hx4sUmPwOCAMx3jiOMg7SkjGCjDSD0pamLDYKQA2mJYAVpqXni4+NRV1eHH3/8EZ06dcKZM2cQHx+PX3/9VRKk3njjjYiKisKxY8cAAD169JDsJyoqCm3btvV6nJCQEIwfPx6pqakYNGgQTpw44bXUFwB27dqFqVOn4scff3QL/s6dOycGh0DTC9ovWrQIVVVVmD17tpse8vPzAQB33XWXx9e2atVK/H9oaCiCg4NxzTXXSLbp1q0b/vKXv2DmzJlYvHgx4uPjMWrUKEyYMEFiI0E4IL9EsIK0pAzKpAYY6enpRptAmATSEsEKPbRUVeX959tvpdueOeN92++/l2579Kj3bZ1aSFVz6623wmazYfv27dixYwdiY2PRs2dPxMfHY+/evbDb7dixYwfi4+NVH+uJJ55AdnY2pk2bhptuugk33nijx+0OHz6Mu+++G6WlpZg5cybWrVuHjRs34tVXXwVwuUfWmaaWh7n99tvRrl07JCYm4uzZs5LnHPtJSUnBxo0b3X5WrVolbltbW4uwsDAEBblf3nz66afIycnB22+/jerqakyePBm9e/fGyZMnfftgiICCznEEK0hLyqBMaoDRr18/o00gTAJpiWCFHlqKjDR+WzWEhoZi0KBB2LFjBzp37iwGo/Hx8bDb7Vi8eDFOnz4tDk3q0qULAOC///2vJINZVlaG8vLyJo91xx13oHPnzti6dSs++ugjr9utWbMGdrsdq1evRufOncXHnctvfaVHjx74+OOPceedd+L+++/H5s2b0bJlSwBA9+7dAQCxsbG45557mtxPcHDTlzV9+/ZF37598c4772D37t24/fbbMWfOHEyfPl22zYS5oXMcwQrSkjIokxpglJSUGG0CYRJISwQrSEu+ER8fjz179iAjI0MMUqOjo3HDDTeIwaTj8bvvvhvBwcFuy8H40htlsVjwf//3f5g6dSqeeuopr9s5lqQRBEF87Ny5c0hOTpb3xhrp168f1q9fj99++w0PPfSQuI7qiBEj0KpVK/zrX/9CbW2t2+uc9eOavXVQWVmJuro6yWN9+/ZFUFAQ7Ha7InsJc0N+iWAFaUkZlEkNMOrr6402gTAJpCWCFaQl34iPj8c///lPnDhxQlLWO3ToUCQlJaFr165iL2a7du3w//7f/8Onn36KUaNG4f7778fPP/+M77//HtHR0VfWBvbCww8/jIcffrjJbe677z6EhobioYcewgsvvICqqip8+eWXiI2NRXFxsaL3eNttt2HVqlUYOXIkxo0bh5UrV6JVq1aYPXs2nnrqKfTv3x+PPfYYYmJicPz4caxbtw633357s8H3li1bkJCQgPHjx6Nnz56oq6tDSkoKrFYrxrpOziIIkF8i2EFaUgYFqQGG6zAJglAKaYlgBWnJN4YMGQKr1YqIiAjcdNNN4uPx8fFISkpy60f96KOPEBERgS+//BKbNm3C4MGD8cMPP+COO+6AzWZTbc/111+PtLQ0vPPOO3j99dfRvn17vPjii4iJicFzzz2neL933XUXli1bhrFjx+Kpp55CamoqnnjiCXTs2BEffvghZsyYAbvdjquvvhrx8fF49tlnxdd66kUFgJtuugkjRozAmjVrUFhYKH6G33//PW677TbFthLmhfwSwQrSkjIsgnOdDqGan376CQMGDMD+/fvRv39/o81xIyUlpcnyLYLwFdISwQoWWqqpqUFBQQG6devGJAAzKxUVFWjbti2mT5+Ov/3tb0abw5yysjJcddVVTPdJ2gpM6BxHsIK0pAzqSQ0wHnroIaNNIEwCaYlgBWlJGxw9nc58/vnnAIA777xTX2N0gpaTIVhBfolgBWlJGRSkBhhff/210SYQJoG0RLCCtKQN33zzDe688058/PHH+M9//oMnnngC77//Pu677z7cfvvtRpunCa7L1xCEUsgvEawgLSmDyn0Z4+/lvgRBEGaESjLd+emnn/DGG28gOzsblZWVaNeuHcaOHYvp06ejRYsWRpvHDaQtgiAI/fHrTGpVVRWmTp2K+++/H1FRUbBYLFiwYIGsfdjtdrz55pvo2LEjwsPDERcXh40bN6relld8WX6AIHyBtESwgrSkDf3798emTZtQWlqKS5cu4cSJE/j8889NHaCeOXPGaBMIk0B+iWAFaUkZfh2klpaW4u9//zt+++03ySRDOUycOBEzZ87Ek08+iS+++AJWqxUjR47Ezp07VW3LK88884zRJhAmgbREsIK0RLCC9dAkInAhv0SwgrSkDL8OUjt06IDi4mIcO3YMM2bMkP36vXv3YunSpfjggw8wY8YMTJo0CVu2bEGXLl3wxhtvKN6WZ7799lujTSBMAmmJYAVpiWBFeXm50SYQJoH8EsEK0pIy/DpIDQsLQ/v27RW/Pi0tDVarFZMmTRIfs9lseP755/Hjjz/ixIkTirblGbMOyyD0h7REsIKllmjMQmCjRSkzaSowoXMcwQrSkjL8OkhVy4EDB9CzZ0+0atVK8vigQYMAANnZ2Yq2dcZut6OyslL8qaqqYvcGNODIkSNGm0CYBNISwQoWWgoJCQEAXLx4UfW+CH6x2+3M93nhwgVYLBZRY0RgQOc4ghWkJWWYOkgtLi5Ghw4d3B53PFZUVKRoW2c++OADtG7dWvwZNmyYuL+kpCTY7XaxYToxMRGnT5/GsmXLkJOTg+3btyM9PR35+flYsGABzp8/L9m2oqICKSkpOHToEDZt2oSMjAz88ssvSE1NRVlZmWTb6upqzJs3D0eOHMG6deuwa9cu7N+/H2lpaSgqKhK33bhxI+rr6zF79mwUFhbiu+++Q1ZWFjIzM7FmzRoUFBRg7ty5bnaXlJRg6dKlyMnJwbZt25Ceno68vDwsXLjQze7KykosWrQIeXl5+OGHH5CRkYGDBw9iyZIlKC0tlWxbU1ODefPmoaCgAGvXrsXu3buRlZWFFStWoKioCLNmzUJDQwMSExPR0NCAWbNmoaioCCtWrEBWVhZ2796NtWvXoqCgAPPmzUNNTY1k/6WlpViyZAkOHjyIjIwM/PDDD8jLy8OiRYtQWVkp2fb8+fNYuHAh8vLykJ6ejm3btiEnJwdLly5FSUmJZFu73Y65c+eioKAAa9asQWZmJrKysvDdd9+hsLAQs2fPRn19veQ1RUVFSEtLw/79+7Fr1y6sW7cOR44cwbx581BdXS3ZtqysDKmpqfjll1+QkZGBTZs24dChQ0hJSUFFRYWb3QsWLEB+fj7S09Oxfft25OTkYNmyZTh9+rSb3UlJSTh27BhWr16NzMxM7Nu3DytXrsTJkycxZ84c1NXVSV5TXFyMtLQ0HDhwADt37sT69etx+PBhbN++HRcuXJBse/bsWaSmpiI3NxdbtmzB5s2bkZubi8WLF6O8vFyybVVVFZKTk5Gfn48NGzZgx44dyM7OxvLly93srq2tRVJSEo4fP45Vq1Zh79692Lt3L1atWoXjx48jKSkJtbW1bt+15cuXIzs7Gzt27MCGDRuQn5+P5ORkVFVVSbYtLy/H4sWLkZubi82bN2PLli3Izc1Famoqzp49K9n2woULmD9/Pg4fPoz169dj586dOHDgANLS0lBcXCzZtq6uDnPmzMHJkyexcuVK7Nu3D5mZmVi9ejWOHTvmlz4iMTFRdx/x+++/q/YRs2fPRuvWrVFQUIDTp0/j9OnTOHv2LMrKynDmzBlUVlaiqKgIFy9eRGFhIWpqalBYWIjz58+juLgY5eXlKC0tRUlJCc6dO4fi4mJcuHBBsu2FCxdQXFyMc+fOoaSkBGVlZSgvL8epU6dw/vx5ybYXL15EUVERKisrcebMGZSVleHs2bM4ffo0KisrUVhYiOrqaslrKisrcerUKZ/srqqqQnFxMSoqKlBaWorS0lJUVFSguLgYVVVVhthdXl6OsrKyJj9Dre2urq7GmTNncPbsWZw9e7bZv703u6uqqnD8+HEUFhaioKAAoaGhWLp0KfkIg3yEEdcR4eHhdB2h8XXE/PnzA+I6wvXzIB/hm4/QbQmahoYGXLp0yadtw8LCYLFYJI9lZWVh4MCBSE5OxsSJE33aT/fu3XH99ddj/fr1ksePHDmC7t2747PPPsMrr7wie1tn7Ha75M5tdnY2hg0b5rdL0OTk5KBfv35Gm0GYANISwQpWWhIEAadOnUJFRYV6owguuXTpEkJDQ5ntz2q1IjY2Fq1bt3a7LiHMDZ3jCFaQlpQRrNeBtm/fjuHDh/u07W+//YZevXqpPmZ4eLjH0p+amhrxeSXbOhMWFoawsDDxd38f7X/o0CH6ohBMIC0RrGClJYvFgg4dOiA2Nha1tbUMLCN44/vvv8cDDzzAZF/BwcGwWq0UnAYodI4jWEFaUoZuQWqvXr2QnJzs07aeym6V0KFDBxQWFro9XlxcDADo2LGjom15xlGOTBBqIS0RrGCtJavVCqvVynSfBB8MGTIENpvNaDMIE0DnOIIVpCVl6Baktm/f3ucyXVbcfPPNyMjIQGVlpWQg0p49e8TnlWzLM8uXL0dCQoLRZhAmgLREsIK0RLCCtESwgrREsIK0pAzTDE66ePEiDh06hNLSUvGxcePGob6+HnPnzhUfs9vtSE5ORlxcHDp16qRoW56hLwnBCtISwQrSEsEK0hLBCtISwQrSkjL8PkhNTEzE9OnTMX/+fADAmjVrMH36dEyfPh3nzp0Tt9u7dy9uuOEGcUoUAMTFxWH8+PGYMmUK3njjDcydOxd33XUXjh49io8//lhyHDnb8ozz50MQaiAtEawgLRGsIC0RrCAtEawgLSlDt+m+SunatSuOHTvm8bmCggJ07doVALB161YMHz4cU6dOxbRp08Rtampq8O677+Lrr79GeXk5+vXrh3/84x8YMWKE2/7kbOuNn376CQMGDPDb6b52u10y6IkglEJaIlhBWiJYQVoiWEFaIlhBWlKG32dSjx49CkEQPP44AlQAuPPOOyEIgiRABQCbzYYZM2aguLgYNTU12Lt3r9egU862vLJgwQKjTSBMAmmJYAVpiWAFaYlgBWmJYAVpSRm6DU4KFKqrqwFcXkbHH7nmmmvw008/GW0GYQJISwQrSEsEK0hLBCtISwQrSEvKoCCVMUePHgUATJgwwVhDCIIgCIIgCIIgOMTve1J5o7S0FOnp6ejatSvCw8ONNkdCVVUVhg0bhm3btqFFixZGm0NwDGmJYAVpiWAFaYlgBWmJYAVpSTkUpAYQlZWVaN26Nc6dOydZC5Yg5EJaIlhBWiJYQVoiWEFaIlhBWlKO3w9OIgiCIAiCIAiCIAIHClIJgiAIgiAIgiAIv4GC1AAiLCwMU6dOpbWaCNWQlghWkJYIVpCWCFaQlghWkJaUQz2pBEEQBEEQBEEQhN9AmVSCIAiCIAiCIAjCb6AglSAIgiAIgiAIgvAbKEglCIIgCIIgCIIg/AYKUgmCIAiCIAiCIAi/gYLUAMBut+PNN99Ex44dER4ejri4OGzcuNFoswg/oaqqClOnTsX999+PqKgoWCwWLFiwwOO2crREugs89u3bh4SEBPTu3RuRkZHo3LkzHnnkEfz+++9u25KWiKb49ddfMX78eFx77bWIiIhAdHQ0hg4dijVr1rhtS1oi5PDPf/4TFosFffr0cXuOtEQ0xdatW2GxWDz+ZGZmSrYlLTFAIEzPY489JgQHBwuvv/66kJSUJAwePFgIDg4WduzYYbRphB9QUFAgABA6d+4s3HnnnQIAITk52eO2crREugs8xo4dK7Rv3154+eWXhS+//FL4xz/+IbRr106IjIwUDh48KNmWtEQ0xbp164QRI0YI06ZNE+bOnSt8/vnnQnx8vABASEpKkmxLWiJ85cSJE0JERIQQGRkp9O7d2+150hLRFBkZGQIAYfLkyUJKSorkp6SkRLItaUk9FKSanD179ggAhBkzZoiPVVdXC927dxcGDx5soGWEv1BTUyMUFxcLgiAI+/bt8xqkytES6S4w2bVrl2C32yWP/f7770JYWJjw5JNPio+Rlggl1NXVCTfddJNw/fXXi4+Rlgg5PProo8Jdd90lDBs2zC1IJS0RzeEIUpcvX97kdqQlNlC5r8lJS0uD1WrFpEmTxMdsNhuef/55/Pjjjzhx4oSB1hH+QFhYGNq3b9/sdnK0RLoLTIYMGYLQ0FDJY9dddx169+6N3377TXyMtEQowWq1olOnTqioqBAfIy0RvrJ9+3akpaXh888/9/g8aYmQw/nz51FXV+fxOdISGyhINTkHDhxAz5490apVK8njgwYNAgBkZ2cbYBXBI3K0RLojHAiCgNOnTyM6Olp8jLRE+MqFCxdQWlqKw4cP47PPPsP333+Pu+++W3yetET4Qn19PV5++WX86U9/Qt++fT1uQ1oifOXZZ59Fq1atYLPZMHz4cGRlZUmeJy2xIdhoAwhtKS4uRocOHdwedzxWVFSkt0kEp8jREumOcLB48WIUFhbi73//u/gYaYnwlddeew1JSUkAgKCgIIwZMwaJiYni86QlwhfmzJmDY8eOYdOmTV63IS0RzREaGoqxY8di5MiRiI6ORm5uLj755BPEx8dj9+7duOWWWwCQllhBQarJqa6uRlhYmNvjNptNfJ4gfEGOlkh3BAAcOnQIf/7znzF48GA888wz4uOkJcJXXnnlFYwbNw5FRUVYtmwZ6uvrcenSJfF50hLRHGVlZXjvvffw7rvvIiYmxut2pCWiOYYMGYIhQ4aIv48aNQrjxo1Dv379MGXKFGzYsAEAaYkVVO5rcsLDw2G3290er6mpEZ8nCF+QoyXSHXHq1Ck8+OCDaN26tdhz44C0RPhKr169cM899+Dpp5/G2rVrUVVVhYceegiCIAAgLRHN88477yAqKgovv/xyk9uRlggl9OjRAw8//DAyMjJQX18PgLTECgpSTU6HDh1QXFzs9rjjsY4dO+ptEsEpcrREugtszp07hwceeAAVFRXYsGGD29+btEQoZdy4cdi3b5+49i5piWiK/Px8zJ07F5MnT0ZRURGOHj2Ko0ePoqamBrW1tTh69CjOnj0LgLREKKdTp064dOkSLly4AIC0xAoKUk3OzTffjN9//x2VlZWSx/fs2SM+TxC+IEdLpLvApaamBg899BB+//13rF27FjfeeKPbNqQlQimO0rdz584BIC0RTVNYWIiGhgZMnjwZ3bp1E3/27NmD33//Hd26dRP75UlLhFKOHDkCm82GFi1aACAtMcPoNXAIbcnMzHRbf6mmpkbo0aOHEBcXZ6BlhD/S1DqpcrREugtM6urqhFGjRgnBwcHCunXrvG5HWiKa4/Tp026PXbp0Sejfv78QHh4unD9/XhAE0hLRNCUlJcJ3333n9tO7d2+hc+fOwnfffSfk5OQIgkBaIprnzJkzbo9lZ2cLISEhwqhRo8THSEtsoMFJJicuLg7jx4/HlClTcObMGfTo0QMLFy7E0aNH8dVXXxltHuEnJCYmoqKiQpwit2bNGpw8eRIA8PLLL6N169aytES6C0xee+01rF69Gg899BDOnj2Lr7/+WvL8hAkTAMjTB2kpMHnhhRdQWVmJoUOH4uqrr8apU6ewePFiHDp0CJ9++qmYsSAtEU0RHR2N0aNHuz3uWCvV+TnSEtEcjz76KMLDwzFkyBDExsYiNzcXc+fORUREBD788ENxO9ISI4yOkgntqa6uFl5//XWhffv2QlhYmDBw4EBhw4YNRptF+BFdunQRAHj8KSgoELeToyXSXeAxbNgwrzpyPd2QloimWLJkiXDPPfcI7dq1E4KDg4W2bdsK99xzj7Bq1Sq3bUlLhFyGDRsm9O7d2+1x0hLRFF988YUwaNAgISoqSggODhY6dOggTJgwQcjPz3fblrSkHosgNI7IIwiCIAiCIAiCIAiDocFJBEEQBEEQBEEQhN9AQSpBEARBEARBEAThN1CQShAEQRAEQRAEQfgNFKQSBEEQBEEQBEEQfgMFqQRBEARBEARBEITfQEEqQRAEQRAEQRAE4TdQkEoQBEEQBEEQBEH4DRSkEgRBEARBEARBEH4DBakEQRAEQRAEQRCE30BBKkEQBEHoTNeuXWGxWGCxWJCQkGC0OX5Hdna2+PlYLBakpaUZbRJBEAShIxSkEgRBEIRKdu/ejWnTpqGiosLn18THxyMlJQXPPPOM+FhRURGmTZuG7Oxs9kYyoLi4GG+99RaGDx+Oli1bwmKxYOvWrbL2UVhYiEceeQRt2rRBq1at8PDDD+PIkSOSbbp06YKUlBS8/fbbDK0nCIIgeIGCVIIgCIJQye7du/H+++/LClKvvfZaTJgwAQMHDhQfKyoqwvvvv++3QWpeXh4++ugjFBYWom/fvrJfX1VVheHDh2Pbtm14++238f777+PAgQMYNmwYysrKxO3atm2LCRMm4N5772VpPkEQBMEJwUYbQBAEQRAEHwwYMABlZWWIiopCWloaxo8fL+v1//nPf5Cfn4+9e/eKwfkDDzyAPn364NNPP8W//vUvLcwmCIIgOIMyqQRBEAShgmnTpuGvf/0rAKBbt25iH+XRo0dl7Wfr1q1i4Pbss8+K+1mwYAEAID8/H2PHjkX79u1hs9lwzTXX4LHHHsO5c+dYvp0madmyJaKiohS/Pi0tDQMHDpRkj3v16oW7774by5YtY2EiQRAEYQIok0oQBEEQKhgzZgx+//13LFmyBJ999hmio6MBADExMbL2c8MNN+Dvf/873nvvPUyaNAnx8fEAgCFDhuDSpUsYMWIE7HY7Xn75ZbRv3x6FhYVYu3YtKioq0Lp1a6/7vXjxIi5evNjs8a1WK9q2bSvLZjk0NDQgJycHzz33nNtzgwYNwg8//IDz58+jZcuWmtlAEARB8AEFqQRBEAShgn79+qF///5YsmQJRo8eja5duyraT7t27fDAAw/gvffew+DBgzFhwgTxuezsbBQUFGD58uUYN26c+Ph7773X7H4//vhjvP/++81u16VLF9nZXzmcPXsWdrsdHTp0cHvO8VhRURGuv/56zWwgCIIg+ICCVIIgCILwcxyZ0vT0dIwcORIRERE+v/bpp5/GHXfc0ex24eHhiu3zherqagBAWFiY23M2m02yDUEQBBHYUJBKEARBEH5Ot27d8Je//AUzZ87E4sWLER8fj1GjRmHChAlNlvoCl6cIX3vttTpZ6h1HEGy3292eq6mpkWxDEARBBDY0OIkgCIIgOODTTz9FTk4O3n77bVRXV2Py5Mno3bs3Tp482eTrqqqqcOrUqWZ/SkpKNLU/KioKYWFhKC4udnvO8VjHjh01tYEgCILgAwpSCYIgCEIlFotFl/307dsX77zzDrZv344dO3agsLAQc+bMafI1n3zyCTp06NDsj/PEXS0ICgpC3759kZWV5fbcnj17cO2119LQJIIgCAIAlfsSBEEQhGoiIyMBABUVFZrsp7KyEhEREQgOvnLa7tu3L4KCgjyWzzpjVE/q8ePHcfHiRfTq1Ut8bNy4cXjrrbeQlZWFW2+9FQCQl5eHLVu24PXXX2d6fIIgCIJfKEglCIIgCJUMGDAAAPC3v/0Njz32GEJCQvDQQw+JQaevdO/eHW3atMGcOXPQsmVLREZGIi4uDj///DMSEhIwfvx49OzZE3V1dUhJSYHVasXYsWOb3CfrntTp06cDAH799VcAQEpKCnbu3AkAeOedd8Ttnn76aWzbtg2CIIiPvfTSS/jyyy/x4IMP4vXXX0dISAhmzpyJdu3a4bXXXmNmI0EQBME3FKQSBEEQhEoGDhyIf/zjH5gzZw42bNiAhoYGFBQUyA5SQ0JCsHDhQkyZMgX/+7//i7q6OiQnJ2PYsGEYMWIE1qxZg8LCQkREROCmm27C999/j9tuu02jd+WZd999V/L7/Pnzxf87B6meaNmyJbZu3YpXX30V06dPR0NDA+6880589tlnsteVJQiCIMyLRXC+xUkQBEEQhOZ07doVgwcPxr///W+Eh4fLDmbNTn19PcrLy7Fr1y6MHj3abX1YgiAIwtzQ4CSCIAiCMIClS5ciJiYGb775ptGm+B0HDx5ETEwMRo8ebbQpBEEQhAFQJpUgCIIgdGbXrl2orq4GAHTq1AnXX3+9wRb5F1VVVcjMzBR/79evH2JjYw20iCAIgtCT/w+2Ms09kYgC9gAAAABJRU5ErkJggg==\n", + "image/png": "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\n", "text/plain": [ "<Figure size 1100x800 with 1 Axes>" ] @@ -701,6 +725,7 @@ "diffData = inpData - outData\n", "diffDataMax = np.max(np.abs(diffData))\n", "SNRdb = pow_db(np.std(wgData) / np.std(diffData))\n", + "# Expected SNR = 11.96 dB for Ntap = 8, Ndft = 16, 'firwin', hpFactor = 1.0, 'noise'\n", "print('SNRdb = %.2f [dB]' % SNRdb)\n", "if SNRdb < 100:\n", " plt.figure(1, figsize=(11, 8))\n", @@ -736,7 +761,7 @@ { "cell_type": "code", "execution_count": null, - "id": "32c497c0", + "id": "8bd92167", "metadata": {}, "outputs": [], "source": [] diff --git a/applications/lofar2/model/pfb_os/up_down_sampling.ipynb b/applications/lofar2/model/pfb_os/up_down_sampling.ipynb index 6c2df95f4d37c7da34fe938fcdf9834f8ce3a327..afa3c5794f8053615e697a2856559629dc7a8d4f 100644 --- a/applications/lofar2/model/pfb_os/up_down_sampling.ipynb +++ b/applications/lofar2/model/pfb_os/up_down_sampling.ipynb @@ -18,7 +18,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 34, "id": "02689e50", "metadata": {}, "outputs": [], @@ -30,10 +30,19 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 35, "id": "acea4f0a", "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ "# Auto reload module when it is changed\n", "%load_ext autoreload\n", @@ -56,7 +65,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 36, "id": "55e0fe37", "metadata": {}, "outputs": [], @@ -73,17 +82,25 @@ "Nrate = np.max(np.array([Nup, Ndown]))" ] }, + { + "cell_type": "markdown", + "id": "8be7a01e", + "metadata": {}, + "source": [ + "# 1 Set up" + ] + }, { "cell_type": "markdown", "id": "a949b9ff", "metadata": {}, "source": [ - "# Waveform generator (WG)" + "## 1.1 Waveform generator (WG)" ] }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 37, "id": "e08b5ba2", "metadata": {}, "outputs": [ @@ -133,25 +150,17 @@ "plt.grid(True)" ] }, - { - "cell_type": "markdown", - "id": "4e3212c4", - "metadata": {}, - "source": [ - "# 1. Interpolation" - ] - }, { "cell_type": "markdown", "id": "15bf6804", "metadata": {}, "source": [ - "## 1.1 Prototype FIR low pass filter" + "## 1.2 Prototype FIR low pass filter" ] }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 38, "id": "0a69b385", "metadata": {}, "outputs": [ @@ -159,17 +168,18 @@ "name": "stdout", "output_type": "stream", "text": [ - "> design_fir_low_pass_filter()\n", - ". Method = firls\n", - ". Q = 1.000000\n", - ". fsub = fpass * 2 = 0.300000\n", - ". fpass = 0.150000\n", - ". fstop = 0.210000\n", - ". fNyquist = 0.500000\n", - ". fs = 1.000000\n", - ". Ncoefs = 47\n", - ". DC sum = 1.000000\n", - ". Symmetrical coefs = True\n", + "> design_fir_low_pass_filter():\n", + ". Method = firls\n", + ". Q = 1.000000\n", + ". fpass = 0.150000\n", + ". fstop = 0.210000\n", + ". lpBW = 0.360000\n", + ". transistionBW = 0.060000\n", + ". fNyquist = 0.500000\n", + ". fs = 1.000000\n", + ". Ncoefs = 47\n", + ". DC sum = 1.000000\n", + ". Symmetrical coefs = True\n", "\n" ] } @@ -191,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 39, "id": "ca83f348", "metadata": {}, "outputs": [ @@ -236,14 +246,16 @@ "id": "acca4f19", "metadata": {}, "source": [ - "## 1.2 Upsampling" + "# 2 Upsampling" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 40, "id": "5a402a30", - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ { "name": "stdout", @@ -252,23 +264,14 @@ "Ncoefs = 47\n", "groupDelay = 7.666666666666667 input samples\n", "groupDelay = 23.0 interpolated samples\n", - "PASSED: correct upsample result\n", - "> upsample():\n", - ". Nup = 3\n", - ". Nx = 80\n", - ". len(y) = 240\n", + "> Verify upsample():\n", + " . PASSED: correct upsample result\n", + "> Log upsample():\n", + " . Nup = 3\n", + " . Nx = 80\n", + " . len(y) = 240\n", "\n" ] - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 700x400 with 1 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" } ], "source": [ @@ -281,13 +284,32 @@ "tsUp = ts / Nup\n", "tUp = (np.arange(0, Nsim * Nup) - groupDelay) * tsUp\n", "\n", - "coefs = hPrototype * Nup\n", - "interpolatedData = upsample(wgData, Nup, coefs, verify=True)\n", - "\n", + "coefs = hPrototype\n", + "upsampledData = upsample(wgData, Nup, coefs, verify=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "ee8666c6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "<Figure size 700x400 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ "# First plot up, then wg, to show wg samples as well\n", - "plt.plot(tUp, interpolatedData, 'b-', tUp, interpolatedData, 'b*')\n", + "plt.plot(tUp, upsampledData, 'b-', tUp, upsampledData, 'b*')\n", "plt.plot(tWg, wgData, 'r-', tWg, wgData, 'r*')\n", - "plt.title('Interpolated data (Nup = %d)' % Nup)\n", + "plt.title('Upsampled data (Nup = %d)' % Nup)\n", "plt.xlabel('t [ts = ' + str(ts) + ']')\n", "plt.ylabel('voltage')\n", "plt.xlim([18, 22])\n", @@ -297,89 +319,61 @@ }, { "cell_type": "markdown", - "id": "c20dc5da", - "metadata": {}, - "source": [ - "# 2. Decimation" - ] - }, - { - "cell_type": "markdown", - "id": "f712ac3c", + "id": "854dbd8d", "metadata": {}, "source": [ - "## 2.1 Prototype FIR low pass filter" + "# 3 Downsampling" ] }, { "cell_type": "code", - "execution_count": 8, - "id": "3cd0658f", + "execution_count": 42, + "id": "860828a7", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "> design_fir_low_pass_filter()\n", - ". Method = firls\n", - ". Q = 1.000000\n", - ". fsub = fpass * 2 = 0.225000\n", - ". fpass = 0.112500\n", - ". fstop = 0.157500\n", - ". fNyquist = 0.500000\n", - ". fs = 1.000000\n", - ". Ncoefs = 63\n", - ". DC sum = 1.000000\n", - ". Symmetrical coefs = True\n", + "Ncoefs = 47\n", + "groupDelay = 23.0 input samples\n", + "groupDelay = 5.75 downsampled samples\n", + "> Verify downsample():\n", + " . PASSED: correct downsample result\n", + "> Log downsample():\n", + " . len(x) = 80\n", + " . Ndown = 4\n", + " . Nx = 77\n", + " . Nxp = 20\n", + " . len(y) = 20\n", "\n" ] } ], "source": [ - "# Use same specifications as for interpolation except support Ndown\n", - "Ncoefs = Ndown * Ntaps\n", - "if is_even(Ncoefs):\n", - " Ncoefs -= 1 # make odd to have integer groupDelay\n", + "# Adjust output time axis for group delay to align output with input in plot \n", + "groupDelay = (Ncoefs - 1) / 2\n", + "print('Ncoefs = ' + str(len(hPrototype)))\n", + "print('groupDelay = ' + str(groupDelay) + ' input samples')\n", + "print('groupDelay = ' + str(groupDelay / Ndown) + ' downsampled samples')\n", "\n", - "hPrototype = prototype_fir_low_pass_filter('firls',\n", - " Ndown, Ntaps, Ncoefs, hpFactor, transitionFactor, stopRippleFactor, kaiserBeta)" - ] - }, - { - "cell_type": "markdown", - "id": "854dbd8d", - "metadata": {}, - "source": [ - "## 2.2 Downsampling" + "tsDown = ts * Ndown\n", + "Dsim = 1 + (Nsim - 1) // Ndown\n", + "tDown = (np.arange(0, Dsim) * tsDown) - groupDelay * ts\n", + "\n", + "coefs = hPrototype\n", + "downsampledData = downsample(wgData, Ndown, coefs, verify=True)" ] }, { "cell_type": "code", - "execution_count": 9, - "id": "860828a7", + "execution_count": 43, + "id": "53d6535f", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Ncoefs = 63\n", - "groupDelay = 31.0 input samples\n", - "groupDelay = 7.75 downsampled samples\n", - "PASSED: correct downsample result\n", - "> downsample():\n", - ". len(x) = 80\n", - ". Ndown = 4\n", - ". Nx = 77\n", - ". Nxp = 20\n", - ". len(y) = 20\n", - "\n" - ] - }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "<Figure size 700x400 with 1 Axes>" ] @@ -389,22 +383,9 @@ } ], "source": [ - "# Adjust output time axis for group delay to align output with input in plot \n", - "groupDelay = (Ncoefs - 1) / 2\n", - "print('Ncoefs = ' + str(len(hPrototype)))\n", - "print('groupDelay = ' + str(groupDelay) + ' input samples')\n", - "print('groupDelay = ' + str(groupDelay / Ndown) + ' downsampled samples')\n", - "\n", - "tsDown = ts * Ndown\n", - "Dsim = 1 + (Nsim - 1) // Ndown\n", - "tDown = (np.arange(0, Dsim) * tsDown) - groupDelay * ts\n", - "\n", - "coefs = hPrototype\n", - "decimatedData = downsample(wgData, Ndown, coefs, verify=True)\n", - "\n", "plt.plot(tWg, wgData, 'r-', tWg, wgData, 'r*')\n", - "plt.plot(tDown, decimatedData, 'b-', tDown, decimatedData, 'b*')\n", - "plt.title('Decimated data (Ndown = %d)' % Ndown)\n", + "plt.plot(tDown, downsampledData, 'b-', tDown, downsampledData, 'b*')\n", + "plt.title('Downsampled data (Ndown = %d)' % Ndown)\n", "plt.xlabel('t [ts = ' + str(ts) + ']')\n", "plt.ylabel('voltage')\n", "#plt.xlim([55, 65])\n", @@ -417,74 +398,63 @@ "id": "b13c9442", "metadata": {}, "source": [ - "# 3. Resampling" + "# 4 Resampling" ] }, { "cell_type": "code", - "execution_count": 10, - "id": "3ec63947", + "execution_count": 44, + "id": "ed8a87a4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "> design_fir_low_pass_filter()\n", - ". Method = firls\n", - ". Q = 1.000000\n", - ". fsub = fpass * 2 = 0.300000\n", - ". fpass = 0.150000\n", - ". fstop = 0.210000\n", - ". fNyquist = 0.500000\n", - ". fs = 1.000000\n", - ". Ncoefs = 47\n", - ". DC sum = 1.000000\n", - ". Symmetrical coefs = True\n", + "Ncoefs = 47\n", + "groupDelay = 7.666666666666667 input samples\n", + "groupDelay = 23.0 interpolated samples\n", + "groupDelay = 5.75 resampled samples\n", + "> Log upsample():\n", + " . Nup = 3\n", + " . Nx = 80\n", + " . len(y) = 240\n", + "\n", + "> Verify resample():\n", + " . PASSED: correct resample result\n", + "> Log resample():\n", + " . len(x) = 80\n", + " . Nx = 80\n", + " . len(v) = 240\n", + " . Ny = 237\n", + " . Nyp = 60\n", + " . len(y) = 60\n", "\n" ] } ], "source": [ - "# Use same specifications as for interpolation except support Nup / Ndown\n", - "Ncoefs = Nup * Ntaps\n", - "if is_even(Ncoefs):\n", - " Ncoefs -= 1 # make odd to have integer groupDelay\n", + "# Adjust output time axis for group delay to align output with input in plot \n", + "groupDelay = (Ncoefs - 1) / 2\n", + "print('Ncoefs = ' + str(len(hPrototype)))\n", + "print('groupDelay = ' + str(groupDelay / Nup) + ' input samples')\n", + "print('groupDelay = ' + str(groupDelay) + ' interpolated samples')\n", + "print('groupDelay = ' + str(groupDelay / Ndown) + ' resampled samples')\n", + "tsUp = ts / Nup\n", + "tsDown = tsUp * Ndown\n", + "Dsim = 1 + (Nsim * Nup - 1) // Ndown\n", + "tResample = (np.arange(0, Dsim) * tsDown) - groupDelay * tsUp\n", "\n", - "hPrototype = prototype_fir_low_pass_filter('firls',\n", - " Nup, Ntaps, Ncoefs, hpFactor, transitionFactor, stopRippleFactor, kaiserBeta)" + "coefs = hPrototype\n", + "resampledData = resample(wgData, Nup, Ndown, coefs, verify=True)" ] }, { "cell_type": "code", - "execution_count": 11, - "id": "ed8a87a4", + "execution_count": 45, + "id": "d085cf51", "metadata": {}, "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Ncoefs = 47\n", - "groupDelay = 7.666666666666667 input samples\n", - "groupDelay = 23.0 interpolated samples\n", - "groupDelay = 5.75 resampled samples\n", - "> upsample():\n", - ". Nup = 3\n", - ". Nx = 80\n", - ". len(y) = 240\n", - "\n", - "PASSED: correct resample result\n", - "> resample():\n", - ". len(x) = 80\n", - ". Nx = 80\n", - ". len(v) = 240\n", - ". Ny = 237\n", - ". Nyp = 60\n", - ". len(y) = 60\n", - "\n" - ] - }, { "data": { "image/png": "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\n", @@ -497,20 +467,6 @@ } ], "source": [ - "# Adjust output time axis for group delay to align output with input in plot \n", - "groupDelay = (Ncoefs - 1) / 2\n", - "print('Ncoefs = ' + str(len(hPrototype)))\n", - "print('groupDelay = ' + str(groupDelay / Nup) + ' input samples')\n", - "print('groupDelay = ' + str(groupDelay) + ' interpolated samples')\n", - "print('groupDelay = ' + str(groupDelay / Ndown) + ' resampled samples')\n", - "tsUp = ts / Nup\n", - "tsDown = tsUp * Ndown\n", - "Dsim = 1 + (Nsim * Nup - 1) // Ndown\n", - "tResample = (np.arange(0, Dsim) * tsDown) - groupDelay * tsUp\n", - "\n", - "coefs = hPrototype * Nup\n", - "resampledData = resample(wgData, Nup, Ndown, coefs, verify=True)\n", - "\n", "plt.plot(tWg, wgData, 'r-', tWg, wgData, 'r*')\n", "plt.plot(tResample, resampledData, 'b-', tResample, resampledData, 'b*')\n", "plt.title('Resampled data (Nup / Ndown = %d / %d)' % (Nup, Ndown))\n", diff --git a/applications/lofar2/model/rtdsp/firfilter.py b/applications/lofar2/model/rtdsp/firfilter.py index 8ae1a6c419c7b24b005a570ab4d8c6de0fd0d819..843d306bf3cf7b49ef35d8d93c22016558816ee3 100644 --- a/applications/lofar2/model/rtdsp/firfilter.py +++ b/applications/lofar2/model/rtdsp/firfilter.py @@ -28,6 +28,7 @@ # [2] https://github.com/chipmuenk/dsp/blob/main/notebooks/02_LTF/LTF-IIR-allgemein.ipynb import numpy as np +from sys import exit from scipy import signal from .utilities import c_rtol, c_atol, ceil_div, ceil_pow2, is_even, is_symmetrical from .fourier import fourier_interpolate, dtft, estimate_gain_at_frequency @@ -179,7 +180,7 @@ def design_fir_low_pass_filter(method, . Method 'firls' does not support zero BW at fcutoff. With single fcutoff point error occurs: 'bands must be monotonically nondecreasing and have width > 0'. Work around: use a very narrow band cutoffBW at fcutoff. The cutoffBW band has to be much smaller than the transition band transistionBW, to avoid a flattened gain - around fcutoff, but also not too small, to because then the cutoffGain at fcutoff is not achieved. + around fcutoff, but also not too small, because then the cutoffGain at fcutoff is not achieved. Default force cutoffBW = transistionBW / 10 for 'firls' when input cutoffBW=0. For 'remez' method the cutoffBW=0 effectively, without work around, because 'remez' does support single fcutoff value specification. @@ -300,8 +301,8 @@ def design_fir_low_pass_filter_adjust(method, kaiserBeta=0, fs=1.0, resolution=1e-4, verbosity=1): """Derive FIR coefficients for low pass filter for exact fcutoff - Uses design_fir_low_pass_filter() but achieves cutoffGain at fcutoff by adjusting fpass or fstop, and - fpass < fcutoff < fstop. + Uses design_fir_low_pass_filter() but achieves cutoffGain at fcutoff by iteratively adjusting + fpass or fstop, and fpass < fcutoff < fstop. Input: . resolution: Resolution measure for frequency and for gain. It appears that at some fine resolution @@ -332,7 +333,6 @@ def design_fir_low_pass_filter_adjust(method, freqResolution = 0.1 * fs / Ndtft FP = fpass FS = fstop - result = False while True: # Calculate iteration nofIterations += 1 @@ -342,14 +342,11 @@ def design_fir_low_pass_filter_adjust(method, fIndex, fValue, fGain = estimate_gain_at_frequency(f, HF, fcutoff) # print('DEBUG: FP, FS, fIndex, fValue, fGain = %s' % str((FP, FS, fIndex, fValue, fGain))) if np.abs(fGain - cutoffGain) < gainResolution: - result = True break if fStep < freqResolution: - result = True break if nofIterations > nofIterationsMax: - print('ERROR: Too many iterations.') - break + exit('ERROR: Too many iterations (%d > %d).' % (nofIterations, nofIterationsMax)) # Prepare next iteration if adjustBand == 0: if fGain < cutoffGain: @@ -380,22 +377,18 @@ def design_fir_low_pass_filter_adjust(method, FS -= fStep # print('DEBUG: FS too low, decrease fStep: FS, fStep = %s' % str((FS, fStep))) - # Return result - if result: - if verbosity: - # Repeat design_fir_low_pass_filter() for logging - h = design_fir_low_pass_filter(method, Ncoefs, FP, FS, rippleWeights=rippleWeights, - kaiserBeta=kaiserBeta, fs=fs, verbosity=verbosity) - print('> design_fir_low_pass_filter_adjust():') - print('. nofIterations = %d' % nofIterations) - print('. FP / fpass = %f' % (FP / fpass)) - print('. FS / fstop = %f' % (FS / fstop)) - print('. fcutoff = %f' % fcutoff) - print('. fGain = %f' % fGain) - print('. fGain**2 = %f' % (fGain**2)) - print('') - else: - print('ERROR: Return iteration %d.' % nofIterations) + if verbosity: + # Repeat design_fir_low_pass_filter() for logging + h = design_fir_low_pass_filter(method, Ncoefs, FP, FS, rippleWeights=rippleWeights, + kaiserBeta=kaiserBeta, fs=fs, verbosity=verbosity) + print('> design_fir_low_pass_filter_adjust():') + print('. nofIterations = %d' % nofIterations) + print('. FP / fpass = %f' % (FP / fpass)) + print('. FS / fstop = %f' % (FS / fstop)) + print('. fcutoff = %f' % fcutoff) + print('. fGain = %f' % fGain) + print('. fGain**2 = %f' % (fGain**2)) + print('') return h @@ -494,5 +487,5 @@ def filterbank_impulse_response(hprototype, Npoints): hbank += hprototype * np.exp(-1.0j * 2 * np.pi / Npoints * k * np.arange(Lprototype)) # hbank.imag is zero if not np.allclose(hbank.imag, np.zeros(Lprototype), rtol=c_rtol, atol=c_atol * Npoints): - print('ERROR: hbank.imag != 0 (max(abs) = %e)' % np.max(np.abs(hbank.imag))) + exit('ERROR: hbank.imag != 0 (max(abs) = %e)' % np.max(np.abs(hbank.imag))) return hbank.real diff --git a/applications/lofar2/model/rtdsp/multirate.py b/applications/lofar2/model/rtdsp/multirate.py index 590977700280ba5e5210a89697214b7eedad61cd..3c0bd409e4df12827849eadcc803b86632c4229d 100644 --- a/applications/lofar2/model/rtdsp/multirate.py +++ b/applications/lofar2/model/rtdsp/multirate.py @@ -23,453 +23,911 @@ # Purpose: Multirate functions for DSP # Description: # +# Usage: +# . Use [2] to verify this code. +# # References: # [1] dsp_study_erko.txt +# [2] http://localhost:8888/notebooks/pfb_os/up_downsampling.ipynb +# +# Books: +# . HARRIS 6 title Figure +# . LYONS +# . CROCHIERE import numpy as np +from sys import exit from scipy import signal from .utilities import c_rtol, c_atol, ceil_div +c_firA = [1.0] # FIR b = coefs, a = 1 + + +def zeros(shape, cmplx=False): + if cmplx: + return np.zeros(shape, dtype='cfloat') + else: + return np.zeros(shape) + + +def ones(shape, cmplx=False): + return zeros(shape, cmplx) + 1 + + +def down(x, D, phase=0): + """Downsample x[n] by factor D, xD[m] = x[m D], m = n // D + + Keep every D-th sample in x and skip every D-1 samples after that sample. + """ + xD = x[phase::D] + return xD + + +def up(x, U): + """Upsample x by factor U, xU[m] = x[n] when m = n U, else 0. + + After every sample in x insert U-1 zeros. + """ + xU = zeros(len(x) * U, np.iscomplexobj(x)) + xU[0::U] = x + return xU + ############################################################################### -# Polyphase filter +# Polyphase filter structure for input block processing ############################################################################### class PolyPhaseFirFilterStructure: """Polyphase FIR filter structure (PFS) per block of data - Input: - . Nphases: number of poly phases, is data block size, is number of rows - (axis=0) in polyphase structure - . coefs: FIR coefficients b[0 : Nphases * Ntaps - 1] - . commutator: 'up' or 'down', commutator 'up' selects the polyCoefs from - phase 0 : Nphases - 1, commutator 'down' first flips the phases order - in polyCoefs. + Purpose of PFS implementation is to avoid multiply by zero values in case + of upsampling and to avoid calculating samples that will be discarded in + case of downsampling. The output result of the PFS FIR is identical to + using the FIR filter. The spectral aliasing and spectral replication are + due to the sample rate change, not to the implementation structure. + + The FIR data can be real to process real data, or complex to process + equivalent baseband data. The FIR coefficients are real. + + The PFS is is suitable for downsampling and for upsampling: + - Upsampling uses the PFS as Transposed Direct-Form FIR filter, where the + commutator selects the polyphases from phase 0 to Nphases - 1 to yield + output samples for every input sample [HARRIS Fig 7.11, 7.12, CROCHIERE + Fig 3.25]. + - Downsampling uses the PFS as a Direct-Form FIR filter, where the + commutator selects the polyphases from phase Nphases - 1 downto 0 to sum + samples from the past for one output sample [HARRIS Fig 6.12, 6.13, + CROCHIERE Fig 3.29]. + - In both cases the commutator rotates counter clockwise, because the PFS + uses a delay line of z^(-1) called type 1 structure [CROCHIERE 3.3.3, + VAIDYANATHAN 4.3]. + Input: + . coefs: Real FIR coefficients b[0 : Nphases * Ntaps - 1]. + . Nphases: number of polyphases, is number of rows (axis=0) in the + polyphase structure. + . cmplx: Define PFS delays for real (when False) or complex (when True) + FIR data. Derived: - . Ntaps: number of taps per poly phase, is number of columns (axis=1) in - the polyphase structure - - Map LPF FIR coefs to polyCoefs with: - . flip rows (axis=0) to have first coefs[0] at last row to fit time order - of data block with newest sample at last index. Flipping polyCoefs once - here at init is probably more efficient, then flipping inData and outData - for every block. - . No need to flip the order of the Ntaps columns (axis=1), because the - filter sums the Ntaps. - - Filter delay memory polyDelays: - . Shift in data blocks per column at column 0, last sample in data block - and in column is newest. + . Ntaps: number of taps per polyphase, is number of columns (axis=1) in + the polyphase structure. + . polyCoefs: FIR coefficients storage with Nphases rows and Ntaps columns. + . polyDelays: FIR taps storage with Nphases rows and Ntaps columns. + + Storage of FIR coefficients and FIR data: + Stream of input samples x[n], n >= 0 for increasing time. Show index n + also as value so x[n] = n: + + oldest sample newest sample + x v v + samples [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, ...] + blocks [ 0, 1, 2, 3] + ^ + newest block + + The delayLine index corresponds to the FIR coefficient index k of + b[k] = impulse response h[k]. For Ncoefs = 12, with Nphases = 4 rows and + Ntaps = 3 columns: + + polyCoefs = [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11] = b[k] + row = polyphase + polyCoefs = [[0, 4, 8], 0 + [1, 5, 9], 1 + [2, 6,10], 2 + [3, 7,11]] 3 + column: 0, 1, 2 + + Shift x[n] samples into delayLine from left, show sample index n in (n) + and delayLine index k in [k]. Shift in per sample or per block. + + shift in -->(15,14,13,12,11,10, 9, 8, 7, 6, 5, 4) --> shift out + delayLine = [ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11] + + For polyDelays shift in from left-top (n = 15 is newest input sample) + and shift out from right-bottom (n = 4 is oldest sample). + + v v + polyDelays = [[0, 4, 8], ((15,11, 7), + [1, 5, 9], (14,10, 6), + [2, 6,10], (13, 9, 5), + [3, 7,11]] (12, 8, 4)) + v v + + Output sample y[n] = sum(polyCoefs * polyDelays). + + For downsampling by Ndown = Nphases shift blocks of Ndown samples in + from left in polyDelays, put newest block[3] = x[12,13,14,15] in first + column [0] of polyDelays. + + Store input samples in polyDelays structure, use mapping to access as + delayLine: + . map_to_delay_line() + . map_to_poly_delays() """ - def __init__(self, Nphases, coefs, commutator): - self.Nphases = Nphases + def __init__(self, Nphases, coefs, cmplx=False): self.coefs = coefs self.Ncoefs = len(coefs) - self.Ntaps = ceil_div(self.Ncoefs, Nphases) - - # coefs = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11] - # polyCoefs = [[ 3, 7, 11], - # [ 2, 6, 10], - # [ 1, 5, 9], - # [ 0, 4, 8]]), Nphases = 4 rows (axis=0) - # Ntaps = 3 columns (axis=1) - self.polyCoefs = self.poly_coeffs(commutator) - - # oldest sample[0] - # newest sample [15] - # samples [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15] - # blocks [ 0, 1, 2, 3] - # shift blocks to next column in polyDelays - # put newest block[3] in first column of polyDelays - # polyDelays = [[ 8, 4, 0], - # [ 9, 5, 1], - # [10, 6, 2], - # [11, 7, 3]]) - self.polyDelays = np.zeros((Nphases, self.Ntaps)) - - def poly_coeffs(self, commutator): - """Polyphase structure for FIR filter coefficients coefs in Nphases + self.Nphases = Nphases # branches, rows + self.Ntaps = ceil_div(self.Ncoefs, Nphases) # taps, columns + self.cmplx = cmplx + self.init_poly_coeffs() + self.reset_poly_delays() + + def init_poly_coeffs(self): + """Polyphase structure for FIR filter coefficients coefs in Nphases. Input: - . coefs = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11] - . commutator: 'up' or 'down' + . coefs = prototype FIR filter coefficients (= b[k] = impulse response) Return: - . commutator: 'up', see title Figure in [HARRIS 6], Figure 10.22 and - 10.23 in [LYONS] seem to have commutator arrows in wrong direction. - polyCoefs = [[ 0, 4, 8], # p = 0, H0(z) - [ 1, 5, 9], # p = 1, H1(z) - [ 2, 6, 10], # p = 2, H2(z) - [ 3, 7, 11]]) # p = 3, H3(z), - Nphases = 4 rows (axis=0) - Ntaps = 3 columns (axis=1) - If Ncoefs < Ntaps * Nphases, then pad polyCoefs with zeros. + . If Ncoefs < Nphases * Ntaps, then pad coefs with zeros. + . E.g. coefs = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11] + coefs.reshape((4, 3)) = [[0, 1, 2], + [3, 4, 5], + [6, 7, 8], + [9,10,11]) + . Therefore for Nphases = 4 rows and Ntaps = 3 columns use: + polyCoefs = coefs.reshape((3, 4)).T + = [[0, 4, 8], # p = 0, H0(z) + [1, 5, 9], # p = 1, H1(z) + [2, 6,10], # p = 2, H2(z) + [3, 7,11]) # p = 3, H3(z), + Nphases = 4 rows (axis=0) + Ntaps = 3 columns (axis=1) """ - polyCoefs = np.zeros(self.Nphases * self.Ntaps) + polyCoefs = np.zeros(self.Nphases * self.Ntaps) # real polyCoefs[0 : self.Ncoefs] = self.coefs - polyCoefs = polyCoefs.reshape(self.Ntaps, self.Nphases).T - if commutator == 'down': - polyCoefs = np.flip(polyCoefs, axis=0) - return polyCoefs + self.polyCoefs = polyCoefs.reshape((self.Ntaps, self.Nphases)).T + + def reset_poly_delays(self): + self.polyDelays = zeros((self.Nphases, self.Ntaps), self.cmplx) + + def map_to_delay_line(self): + delayLine = self.polyDelays.T.reshape(-1) + return delayLine + + def map_to_poly_delays(self, delayLine): + self.polyDelays = delayLine.reshape((self.Ntaps, self.Nphases)).T + + def shift_in_data(self, inData, flipped): + """Shift block of data into the polyDelays structure. - def filter_block(self, inData): - """Filter block of inData per poly phase + View polyDelays as delay line if L < Nphases. Shift in from the left + in the delay line, so last (= newest) sample in inData will appear at + most left of the delay line. If L = Nphases, then it is possible to + shift the data directly into the first (= left) column of polyDelays. Input: - . inData: block of Nphases input data, time n increments, so inData[0] is - oldest data and inData[Nphases-1] is newest data + . inData: Block of one or more input samples with index as time index + n in inData[n], so oldest sample at index 0 and newest sample at + index -1. + . flipped: False then inData order is inData[n] and still needs to be + flipped. If True then the inData is already flipped. + """ + L = len(inData) + xData = inData if flipped else np.flip(inData) + if L < self.Nphases: + delayLine = self.map_to_delay_line() + # Equivalent code: + # delayLine = np.concatenate((inData, delayLine[L:])) + delayLine = np.roll(delayLine, L) + delayLine[:L] = xData + self.map_to_poly_delays(delayLine) + else: + # Equivalent code for L == Nphases: Shift in inData block directly + # at column 0 + self.polyDelays = np.roll(self.polyDelays, 1, axis=1) + self.polyDelays[:, 0] = xData + + def filter_block(self, inData, flipped): + """Filter block of inData per polyphase. + + Input: + . inData: block of input data with length <= Nphases, time index n in + inData[n] increments, so inData[0] is oldest data and inData[-1] is + newest data. The inData block size is = 1 for upsampling or > 1 + and <= Nphases for downsampling. + . flipped: False then inData order is inData[n] with newest sample last + and still needs to be flipped. If True then the inData is already + flipped in time, so with newest sample first. Return: - . outData: block of Nphases filtered output data with outData[0] is - oldest data and outData[Nphases-1] is newest data, so time n - increments, like with inData + . pfsData: block of polyphase FIR filtered output data for Nphases, with + pfsData[p] and p = 0:Nphases-1 from top to bottom. """ - # Shift delay memory by one block - self.polyDelays = np.roll(self.polyDelays, 1, axis=1) - # Shift in inData block at column 0 - self.polyDelays[:, 0] = inData - # Apply FIR coefs per element + # Shift in one block of input data (1 <= len(inData) <= Nphases) + self.shift_in_data(inData, flipped) + # Apply FIR coefs per delay element zData = self.polyDelays * self.polyCoefs - # Sum per poly phase - outData = np.sum(zData, axis=1) - return outData + # Sum FIR taps per polyphase + pfsData = np.sum(zData, axis=1) + # Output block of Nphases filtered output data + return pfsData + + def filter_up(self, inSample): + """Filter same input sample at each polyphase, to upsample it by factor + U = Nphases. + + Input: + . inSample: input sample that is applied to each polyphase + Return: + . pfsData: block of polyphase FIR filtered output data for Nphases, + with pfsData[p] and p = 0:Nphases-1 from top to bottom. The + pfsData[0] is the first and thus oldest and pfsData[-1] is the last + and thus newest interpolated data. + """ + inWires = inSample * ones(self.Nphases, np.iscomplexobj(inSample)) + pfsData = self.filter_block(inWires, flipped=True) + return pfsData + + +############################################################################### +# Up, down, resample low pass input signal +############################################################################### + +def polyphase_data_for_downsampling_whole_x(x, Ndown, Nzeros): + """Polyphase data structure for downsampling whole signal x. + + The polyphase structure has Ndown branches and branch size suitable to use + lfilter() once per polyphase branch for whole signal x. Instead of using + pfs.polyDelays per pfs.Ntaps. + . Prepend x with Nzeros = Ndown - 1 zeros to have first down sampled sample + at m = 0 start at n = 0. + . Skip any remaining last samples from x, that are not enough to yield a + new output FIR sum. + + Input: + . x: all input samples x[n] for n = 0 : Lx - 1 + . Ndown: downsample rate and number of polyphase branches + . Nzeros: number of zero samples to prepend for x + Return: + . polyX: polyphase data structure with size (Ndown, Nxp) for Ndown branches + and Nxp samples from x per branch. + . Nx: Total number of samples from x, including prepended Ndown - 1 zeros. + . Nxp: Total number of samples used from x per polyphase branch, is the + number of samples Ny, that will be in downsampled output y[m] = x[m D], + for m = 0, 1, 2, ..., Nxp - 1. + """ + Lx = len(x) + Nxp = (Nzeros - 1 + Lx) // Ndown # Number of samples per polyphase + Nx = 1 + Ndown * (Nxp - 1) # Used number of samples from x + + # Load x into polyX with Ndown rows = polyphases + # . prepend x with Ndown - 1 zeros + # . skip any last remaining samples from x, that are not enough yield a new + # output FIR sum. + polyX = zeros(Ndown * Nxp, np.iscomplexobj(x)) + polyX[Ndown - 1] = x[0] + polyX[Ndown:] = x[1 : Nx] + # . Store data in time order per branch, so with oldest data left, to match + # use with lfilter(). Note this differs from order of tap data in + # pfs.polyDelays where newest data is left, because the block data is + # flipped by shift_in_data(), to match use in pfs.filter_block(), so that + # it can use pfs.polyDelays * pfs.polyCoefs to filter the block. + # . The newest sample x[-1] has to be in top branch of polyX and the oldest + # sample x[0] in bottom branch, to match branch order of 0:Ndown-1 from + # top to bottom in the pfs.polyCoefs, therefore do flipud(polyX). This + # flipud() is similar as the flip() per block in shift_in_data(). + # + # x[0] is oldest x[-1] is newest + # | | + # x[n] = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11,12,13,14,15] + # (0, 1, 2, 3, 4, 5, 6, 7, 8, 9,10,11,12,13,14,15), x[n] = n + # newest + # poly poly v | + # Coefs = [[0, 4, 8], Delays = ((15,11, 7), polyX = ((3, 7,11,15), + # [1, 5, 9], (14,10, 6), (2, 6,10,14), + # [2, 6,10], (13, 9, 5), (1, 5, 9,13), + # [3, 7,11]] (12, 8, 4)) (0, 4, 8,12)) + # v | + # oldest + polyX = np.flipud(polyX.reshape(Nxp, Ndown).T) + return polyX, Nx, Nxp + + +def polyphase_frontend(x, Nphases, coefs, sampling): + """Calculate PFS FIR filter output of x for Nphases. + + The polyY[Nphases] output of this PFS frontend can be: + . summed for dowsampling by factor D = Nphases + . used as is for upsampling by factor U = Nphases + . used with a range of Nphases LOs for a single channel downsampler + downconverter, or upsampler upconverter + . used with a IDFT for a analysis filterbank (PFB), or synthesis PFB. + + Input: + . x: Input signal x[n] + . Nphases: number of polyphase branches in PFS + . coefs: prototype FIR filter coefficients for anti aliasing LPF. The + len(coefs) typically is multiple of Nphases. If shorter, then the + coefs are extended with zeros. + . sampling: 'up' or 'down' + Return: + . polyY[Nphases]: Output of the FIR filtered branches in the PFS. + . Nx = np.size(polyY), total number of samples from x + . Nxp = np.size(polyY, axis=1), total number of samples from x per + polyphase. + """ + # Use polyphase FIR filter coefficients from pfs class. + pfs = PolyPhaseFirFilterStructure(Nphases, coefs, np.iscomplexobj(x)) + + # Define polyphases for whole data signal x with Nx samples, instead of + # using polyDelays per Ntaps from pfs class, to be able to use + # signal.lfilter() per polyphase branch for the whole data signal x. + if sampling == 'up': + Nx = len(x) + Nxp = Nx + Nup = Nphases + # Filter whole x per polyphase, so Nxp = Nx, because the Nup branches + # each use all x to yield Nup output samples per input sample from x. + # The commutator index order for upsampling is p = 0, 1, .., Nup - 1, + # so from top to bottom in the PFS. + polyY = zeros((Nup, Nx), np.iscomplexobj(x)) + + pCommutator = range(Nup) + for p in pCommutator: + polyY[p] = Nup * signal.lfilter(pfs.polyCoefs[p], c_firA, x) + else: + # 'down': + # . Prepend x with Ndown - 1 zeros, to have y[m] for m = 0 start at + # n = 0 of x[n]. + # . Size of polyX is (Ndown, Nxp), and length of y is Ny = Nxp is + # length of each branch. + Ndown = Nphases + Nzeros = Ndown - 1 + polyX, Nx, Nxp = polyphase_data_for_downsampling_whole_x(x, Ndown, Nzeros) + # print(polyX[:, 0]) + # Filter Ndown parts of x per polyphase, because the FIR filter output + # y will sum. The commutator index order for downsampling is p = + # Ndown - 1,..., 1, 0, so from bottom to top in the PFS. However, the + # commutator index order is only relevant when the branches are + # calculated sequentially to reuse the same hardware, because for the + # output y the branches are summed anyway. + polyY = zeros((Ndown, Nxp), np.iscomplexobj(x)) + pCommutator = np.flip(np.arange(Ndown)) + for p in pCommutator: + polyY[p] = signal.lfilter(pfs.polyCoefs[p], c_firA, polyX[p]) + return polyY, Nx, Nxp def upsample(x, Nup, coefs, verify=False, verbosity=1): # interpolate - """Upsample x by factor I = Nup + """Upsample x by factor U = Nup and LPF. Input: . x: Input signal x[n] . Nup: upsample (interpolation) factor - . coefs: FIR filter coefficients for antialiasing LPF - . verify: when True then verify that output y is the same when calculated directly or when calculated using the - polyphase implementation. + . coefs: prototype FIR filter coefficients for anti aliasing LPF + . verify: when True then verify that output y is the same when calculated + directly or when calculated using the polyphase implementation. - verbosity: when > 0 print() status, else no print() Return: . y: Upsampled output signal y[m] Assumptions: . x[n] = 0 for n < 0 - . m = n * I, so first upsampled output sample starts at m = 0 based on n = 0 + . m = n * U, so first upsampled output sample starts at m = 0 based on + n = 0 . no y[m] for m < 0 - . insert I - 1 zeros after each x[n] to get v[m], so len(v) = len(y) = I * len(x) - . use coefs as anti aliasing filter, must be LPF with BW < fNyquist / I - . len(coefs) typically is multiple of Nup. If shorter, then the coefs are extended with zeros. + . insert U - 1 zeros after each x[n] to get v[m], so len(v) = len(y) = + U * len(x) + . use coefs as anti aliasing filter, must be LPF with BW < fNyquist / U + . len(coefs) typically is multiple of Nup. If shorter, then the coefs are + extended with zeros. Remarks: - . The input sample period is ts and the output sample period of the upsampled (= interpolated signal) is tsUp = - ts / I - . The group delay is (Ncoefs - 1) / 2 * tsUp = (Ncoefs - 1) / I / 2 * ts. With odd Ncoefs and symmetrical coefs - to have linear phase, the group delay is an integer number of tsUp periods, so: - - when (Ncoefs - 1) % 2 == 0, then the group delay is an integer number of tsUp periods - - when (Ncoefs - 1) % (2 * I) == 0, then the group delay is an integer number of ts periods - - Procedure: - - x[n]: 0 1 2 3 --> time n with unit Ts - - v[m] = x[m / I], for m = 0, +-I, +-2I, ... - = 0, else - v[m]: 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 --> time m with unit Ts / I - | | | | - h[k]: 11 10 9 8 7 6 5 4 3 2 1 0 | | | --> coefs for m = 12 - 11 10 9 8 7 6 5 4 3 2 1 0 | | --> coefs for m = 13 - 11 10 9 8 7 6 5 4 3 2 1 0 | --> coefs for m = 14 - 11 10 9 8 7 6 5 4 3 2 1 0 --> coefs for m = 15 - - y[m]: 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 --> time m with unit Ts / I - - Calculate y[0, 1, 2, 3] at x[0] - y[0] = h[0] x[0] - y[1] = h[1] x[0] - y[2] = h[2] x[0] - y[3] = h[3] x[0] - - Calculate y[4, 5 ,6 ,7] at x[1] - y[ 4] = h[0] x[1] + h[4] x[0] - y[ 5] = h[1] x[1] + h[5] x[0] - y[ 6] = h[2] x[1] + h[6] x[0] - y[ 7] = h[3] x[1] + h[7] x[0] - - Calculate y[8, 9, 10, 11] at x[2] - y[ 8] = h[0] x[2] + h[4] x[1] + h[ 8] x[0] - y[ 9] = h[1] x[2] + h[5] x[1] + h[ 9] x[0] - y[10] = h[2] x[2] + h[6] x[1] + h[10] x[0] - y[11] = h[3] x[2] + h[7] x[1] + h[11] x[0] - - Calculate y[12, 13, 14, 15] at x[3], see '|' markers between v[m] (is zero padded x[n]) and h[k] above - y[12] = h[0] x[3] + h[4] x[2] + h[ 8] x[1] - y[13] = h[1] x[3] + h[5] x[2] + h[ 9] x[1] - y[14] = h[2] x[3] + h[6] x[2] + h[10] x[1] - y[15] = h[3] x[3] + h[7] x[2] + h[11] x[1] - - ==> Calculate y[n * I + [0, ..., I - 1]] at x[n] - - y[n * I + 0] = lfilter(h[0, 4, 8], [1], x) # p = 0 - y[n * I + 1] = lfilter(h[1, 5, 9], [1], x) # p = 1 - y[n * I + 2] = lfilter(h[2, 6,10], [1], x) # p = 2 - y[n * I + 3] = lfilter(h[3, 7,11], [1], x) # p = 3 + . The input sample period is ts and the output sample period of the + upsampled (= interpolated signal) is tsUp = ts / U + . The group delay is (Ncoefs - 1) / 2 * tsUp = (Ncoefs - 1) / U / 2 * ts. + With odd Ncoefs and symmetrical coefs to have linear phase, the group + delay is an integer number of tsUp periods, so: + - when (Ncoefs - 1) % 2 == 0, then the group delay is an integer number + of tsUp periods + - when (Ncoefs - 1) % (2 * U) == 0, then the group delay is an integer + number of ts periods. """ - Nx = len(x) - a = [1.0] - - # Polyphase implementation to avoid multiply by zero values - # coefs = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11] - # polyCoefs = [[ 0, 4, 8], # p = 0 - # [ 1, 5, 9], # p = 1 - # [ 2, 6, 10], # p = 2 - # [ 3, 7, 11]]) # p = 3 - pfs = PolyPhaseFirFilterStructure(Nup, coefs, commutator='up') - polyCoefs = pfs.polyCoefs - - # Poly phases for data - # . Use polyY for whole data signal x with Nx samples, instead of pfs.polyDelays for pfs.Ntaps, to be able to use - # signal.lfilter() - polyY = np.zeros((Nup, Nx)) - - # Filter x per polyphase, index p = 0, 1, .., Nup - 1 is the commutator in [Figure 10.13, 10.23 in LYONS, 3.25 - # HARRIS] - for p in range(Nup): - polyY[p] = signal.lfilter(polyCoefs[p], a, x) + # Polyphase FIR filter input x + polyY, Nx, _ = polyphase_frontend(x, Nup, coefs, 'up') + + # Output Nup samples y[m] for every input sample x[n] y = polyY.T.reshape(1, Nup * Nx)[0] if verify: - # Inefficient upsampling implementation with multiply by zero values - xZeros = np.zeros((Nup, Nx)) + # Inefficient upsampling implementation with multiply by zero values. + # Verify that x --> U --> LPF --> y yields identical result y as with + # using the PFS: x --> PFS FIR --> y. + xZeros = zeros((Nup, Nx), np.iscomplexobj(x)) xZeros[0] = x xZeros = xZeros.T.reshape(1, Nup * Nx)[0] # upsample - yVerify = signal.lfilter(coefs, a, xZeros) # LPF + yVerify = Nup * signal.lfilter(coefs, c_firA, xZeros) # LPF + print('> Verify upsample():') if np.allclose(y, yVerify, rtol=c_rtol, atol=c_atol): - print('PASSED: correct upsample result') + print(' . PASSED: correct upsample result') else: - print('ERROR: wrong upsample result') - + exit('ERROR: wrong upsample result') if verbosity: - print('> upsample():') - print('. Nup = ' + str(Nup)) - print('. Nx = ' + str(Nx)) - print('. len(y) = ' + str(len(y))) + print('> Log upsample():') + print(' . Nup =', str(Nup)) + print(' . Nx =', str(Nx)) + print(' . len(y) =', str(len(y))) print('') return y def downsample(x, Ndown, coefs, verify=False, verbosity=1): # decimate - """Downsample x by factor D = Ndown up + """LPF and downsample x by factor D = Ndown. Input: . x: Input signal x[n] . Ndown: downsample (decimation) factor - . coefs: FIR filter coefficients for antialiasing LPF - . verify: when True then verify that output y is the same when calculated directly or when calculated using the - polyphase implementation. + . coefs: prototype FIR filter coefficients for anti aliasing LPF + . verify: when True then verify that output y is the same when calculated + directly or when calculated using the polyphase implementation. - verbosity: when > 0 print() status, else no print() Return: . y: Downsampled output signal y[m] Assumptions: . x[n] = 0 for n < 0 - . m = n // I, so first downsampled output sample starts at m = 0 based on n = 0 + . m = n // D, so first downsampled output sample starts at m = 0 based on + n = 0 . no y[m] for m < 0 - . skip D - 1 values zeros after each x[n] to get y[m], so len(y) = len(x) // D + . skip D - 1 values zeros after each x[n] to get y[m], so len(y) = + len(x) // D . use coefs as anti aliasing filter, must be LPF with BW < fNyquist / D - . len(coefs) typically is multiple of Ndown. If shorter, then the coefs are extended with zeros. + . len(coefs) typically is multiple of Ndown. If shorter, then the coefs + are extended with zeros. Remarks: - . The input sample period is ts and the output sample period of the downsampled (= decimated signal) is tsDown = - ts * D - . The group delay is (Ncoefs - 1) / 2 * ts. With odd Ncoefs and symmetrical coefs to have linear phase, the group - delay is an integer number of ts periods, so: - - when (Ncoefs - 1) % 2 == 0, then the group delay is an integer number of ts periods - - when (Ncoefs - 1) % (2 * D) == 0, then the group delay is an integer number of tsDown periods - - Procedure: - - x[n]: 0 1 2 3 4 5 6 7 8 9 10 11 12 --> time n with unit Ts - | - h[k]: 11 10 9 8 7 6 5 4 3 2 1 0 --> coefs for y[m] at m = 3 - - 8 4 0 --> coefs for v[n] at n = 12 - 9 5 1 --> coefs for v[n] at n = 11 - 10 6 2 --> coefs for v[n] at n = 10 - 11 7 3 --> coefs for v[n] at n = 9 - - v[n]: 0 1 2 3 4 5 6 7 8 9 10 11 12 - - y[m]: 0 1 2 3 --> time m with unit Ts * D - - Remove v[-3] = h[3] x[-3] at x[-3] - Remove v[-2] = h[2] x[-2] at x[-2] - Remove v[-1] = h[1] x[-1] at x[-1] - Calculate v[ 0] = h[0] x[ 0] at x[ 0] - - Calculate v[ 1] = h[3] x[ 1] at x[ 1] - Calculate v[ 2] = h[2] x[ 2] at x[ 2] - Calculate v[ 3] = h[1] x[ 3] at x[ 3] - Calculate v[ 4] = h[0] x[ 4] + h[4] x[0] at x[ 4] - - Calculate v[ 5] = h[3] x[ 5] + h[7] x[1] at x[ 5] - Calculate v[ 6] = h[2] x[ 6] + h[6] x[2] at x[ 6] - Calculate v[ 7] = h[1] x[ 7] + h[5] x[3] at x[ 7] - Calculate v[ 8] = h[0] x[ 8] + h[4] x[4] + h[ 8] x[0] at x[ 8] - - Calculate v[ 9] = h[3] x[ 9] + h[7] x[5] + h[11] x[1] at x[ 9] - Calculate v[10] = h[2] x[10] + h[6] x[6] + h[10] x[2] at x[10] - Calculate v[11] = h[1] x[11] + h[5] x[7] + h[ 9] x[3] at x[11] - Calculate v[12] = h[0] x[12] + h[4] x[8] + h[ 8] x[4] at x[12] - - ==> Calculate y[m] at sum v[n - p] at x[n] for n = m * D and p = 3, 2, 1, 0 - - Ndown-1 - y[m] = sum v[m * D - p] - p = 0 - - with: - [n - p] [p] - v[n - 3] = lfilter(h[3, 7,11], [1], polyX[0]) - v[n - 2] = lfilter(h[2, 6,10], [1], polyX[1]) - v[n - 1] = lfilter(h[1, 5, 9], [1], polyX[2]) - v[n - 0] = lfilter(h[0, 4, 8], [1], polyX[3]) + . The input sample period is ts and the output sample period of the + downsampled (= decimated signal) is tsDown = ts * D + . The group delay is (Ncoefs - 1) / 2 * ts. With odd Ncoefs and symmetrical + coefs to have linear phase, the group delay is an integer number of ts + periods, so: + - when (Ncoefs - 1) % 2 == 0, then the group delay is an integer + number of ts periods + - when (Ncoefs - 1) % (2 * D) == 0, then the group delay is an integer + number of tsDown periods """ - # Number of samples from x per poly phase in polyX, prepended with Ndown - 1 zeros. Prepend Ndown - 1 zeros - # to have first down sampled sample at m = 0 start at n = 0. - Nxp = (Ndown - 1 + len(x)) // Ndown - # Used number of samples from x - Nx = 1 + Ndown * (Nxp - 1) - a = [1.0] - - # Polyphase implementation to avoid calculating values that are removed - # coefs = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11] - # polyCoefs = [[ 3, 7, 11], - # [ 2, 6, 10], - # [ 1, 5, 9], - # [ 0, 4, 8]]) - pfs = PolyPhaseFirFilterStructure(Ndown, coefs, commutator='down') - polyCoefs = pfs.polyCoefs - - # Poly phases for data - # . Use polyX for whole data signal x with Nx samples, instead of pfs.polyDelays for pfs.Ntaps, to be able to use - # signal.lfilter() and to be able to prepend Ndown - 1 zeros - polyX = np.zeros(Ndown * Nxp) - polyX[Ndown - 1] = x[0] # prepend x with Ndown - 1 zeros - polyX[Ndown:] = x[1 : Nx] - polyX = polyX.reshape(Nxp, Ndown).T - polyY = np.zeros((Ndown, Nxp)) + # Polyphase FIR filter input x + polyY, Nx, Nxp = polyphase_frontend(x, Ndown, coefs, 'down') - # Filter x per polyphase, index p = 0, 1, .., Ndown - 1 is the commutator in [Figure 10.14, 10.22 in LYONS, 3.29 - # HARRIS] - for p in range(Ndown): - polyY[p] = signal.lfilter(polyCoefs[p], a, polyX[p]) + # FIR filter sum y = np.sum(polyY, axis=0) if verify: - # Inefficient down sampling implementation with calculating values that are removed - yVerify = np.zeros(Ndown * Nxp) - yVerify[0 : Nx] = signal.lfilter(coefs, a, x[0 : Nx]) # LPF - yVerify = yVerify.reshape(Nxp, Ndown).T # poly phases - yVerify = yVerify[0] # downsample + # Inefficient downsampling implementation with calculating values that + # are removed. Verify that x --> LPF --> D --> y yields identical + # result y as with using the PFS: x --> PFS FIR --> y. + yVerify = zeros(Ndown * Nxp, np.iscomplexobj(x)) + yVerify[0 : Nx] = signal.lfilter(coefs, c_firA, x[0 : Nx]) # LPF + yVerify = yVerify.reshape(Nxp, Ndown).T # polyphases + yVerify = yVerify[0] # downsample by D + print('> Verify downsample():') if np.allclose(y, yVerify, rtol=c_rtol, atol=c_atol): - print('PASSED: correct downsample result') + print(' . PASSED: correct downsample result') else: - print('ERROR: wrong downsample result') - + exit('ERROR: wrong downsample result') if verbosity: - print('> downsample():') - print('. len(x) = ' + str(len(x))) - print('. Ndown = ' + str(Ndown)) - print('. Nx = ' + str(Nx)) - print('. Nxp = ' + str(Nxp)) - print('. len(y) = ' + str(len(y))) # = Nxp + print('> Log downsample():') + print(' . len(x) =', str(len(x))) + print(' . Ndown =', str(Ndown)) + print(' . Nx =', str(Nx)) + print(' . Nxp =', str(Nxp)) + print(' . len(y) =', str(len(y))) # = Nxp print('') return y def resample(x, Nup, Ndown, coefs, verify=False, verbosity=1): # interpolate and decimate by Nup / Ndown - """Resample x by factor I / D = Nup / Ndown + """Resample x by factor U / D = Nup / Ndown x[n] --> Nup --> v[m] --> LPF --> w[m] --> Ndown --> y[k] - The w[m] is the result of upsampling x[n] by Nup. The LPF has narrowed the pass band to suit both Nup and Ndown. - Therefore the downsampling by Ndown implies that only one in every Ndown samples of w[m] needs to be calculated - to get y[k] = w[k * D]. Hence resampling by Nup / Ndown takes less processing than upsampling when Ndown > 1. - - Poly phases in up and down sampling: - The upsampling structure outputs the interpolated samples via the separate output phases. The same input sequence - x is used to calculate all Nup phases, whereby each phase uses a different set of coefficients from the LPF. - The downsampling structure sums the Ndown phases to output the decimated samples. Each phase uses a different set - of coefficients from the LPF to filter Ndown delay phases of the input sequence x. - - Resampling is upsampling with down sampling by phase selection - The resampling is done by first upsampling and then downsampling, because then only one shareed LPF is needed. - For upsampling an LPF is always needed, because it has to construct the inserted Nup - 1 zero values. For - downsampling the LPF of the upsampling already has restricted the input band width (BW), provided that the LPF - has BW < fNyquist / I and BW < fNyquist / D. The downsampling therefore does not need an LPF and reduces to - selecting appropriate output phase of the upsampler. The upsampler then only needs to calculate the output phase - that will be used by the downsampler, instead of calculating all output phases. + The w[m] is the result of upsampling x[n] by Nup. The LPF has narrowed the + pass band to suit both Nup and Ndown. Therefore the downsampling by Ndown + implies that only one in every Ndown samples of w[m] needs to be calculated + to get y[k] = w[k * D]. Hence resampling by Nup / Ndown takes less + processing than upsampling when Ndown > 1. + + Poly phases in up and downsampling: + The upsampling structure outputs the interpolated samples via the separate + output phases. The same input sequence x is used to calculate all Nup + phases, whereby each phase uses a different set of coefficients from the + LPF. The downsampling structure sums the Ndown phases to output the + downsampled samples. Each phase uses a different set of coefficients from + the LPF to filter Ndown delay phases of the input sequence x. + + Resampling is upsampling with downsampling by phase selection: + The resampling is done by first upsampling and then downsampling, because + then only one shared LPF is needed. For upsampling an LPF is always + needed, because it has to construct the inserted Nup - 1 zero values. For + downsampling the LPF of the upsampling already has restricted the input + band width (BW), provided that the LPF has BW < fNyquist / U and BW < + fNyquist / D. The downsampling therefore does not need an LPF and reduces + to selecting appropriate output phase of the upsampler. The upsampler then + only needs to calculate the output phase that will be used by the + downsampler, instead of calculating all output phases. Input: . x: Input signal x[n] . Nup: upsample (interpolation) factor . Ndown: downsample (decimation) factor - . coefs: FIR filter coefficients for antialiasing LPF - . verify: when True then verify that output y is the same when calculated directly or when calculated using the - polyphase implementation. + . coefs: FIR filter coefficients for anti aliasing LPF + . verify: when True then verify that output y is the same when calculated + directly or when calculated using the polyphase implementation. - verbosity: when > 0 print() status, else no print() Return: . y: Resampled output signal y[m] - Assumptions: . x[n] = 0 for n < 0 - . k = m // D = (n * I) // D, so first resampled output sample starts at k = 0 based on n = 0 + . k = m // D = (n * U) // D, so first resampled output sample starts at + k = 0 based on n = 0 . no y[k] for k < 0 - . insert I - 1 zeros after each x[n] to get v[m], so len(v) = len(y) = I * len(x) - . use coefs as anti aliasing filter, must be LPF with BW < fNyquist / I and BW < fNyquist / D - . len(coefs) typically is multiple of Nup. If shorter, then the coefs are extended with zeros. + . insert U - 1 zeros after each x[n] to get v[m], so len(v) = len(y) = + U * len(x) + . use coefs as anti aliasing filter, must be LPF with BW < fNyquist / U + and BW < fNyquist / D + . len(coefs) typically is multiple of Nup. If shorter, then the coefs are + extended with zeros. Remarks: - . The group delay is the same as for the upsampler, because the downsampling has no additional filtering. + . The group delay is the same as for the upsampler, because the + downsampling has no additional filtering. """ Nx = len(x) Nv = Nup * Nx - a = [1.0] - Nyp = (Nv + Ndown - 1) // Ndown # Number of samples from v, per poly phase in polyY - Ny = 1 + Ndown * (Nyp - 1) # Used number of samples from v + # Nyp is number of samples from v, per polyphase in polyY + Nyp = (Nv + Ndown - 1) // Ndown + # Ny is used number of samples from v + Ny = 1 + Ndown * (Nyp - 1) # Upsampling with LPF w = upsample(x, Nup, coefs, verify=False) # Downsampling selector - # This model is not efificent, because the upsample() has calculated all Nup phases, whereas it only needs to - # calculate the phase that is selected by the downsampling. However, it is considered not worth the effort to - # make the model more efficient, because then only parts of lfilter() in upsample() need to be calulated, so - # then lfilter() needs to be implemented manually and possibly in a for loop {section 3.3.4 HARRIS]. + # This model is not efficient, because the upsample() has calculated all + # Nup phases, whereas it only needs to calculate the phase that is selected + # by the downsampling. However, it is considered not worth the effort to + # make the model more efficient, because then only parts of lfilter() in + # upsample() need to be calulated, so then lfilter() needs to be + # implemented manually and possibly in a for loop [CROCHIERE 3.3.4]. downSelect = np.arange(0, Nyp) * Ndown y = w[downSelect] if verify: # Inefficient implementation # . Upsampling with multiply by zero values - v = np.zeros((Nup, Nx)) # poly phases + v = np.zeros((Nup, Nx)) # polyphases v[0] = x v = v.T.reshape(1, Nup * Nx)[0] # upsample # . LPF - w = signal.lfilter(coefs, a, v) + w = Nup * signal.lfilter(coefs, c_firA, v) # . Downsampling with calculating values that are removed yVerify = np.zeros(Ndown * Nyp) yVerify[0 : Ny] = w[0 : Ny] - yVerify = yVerify.reshape(Nyp, Ndown).T # poly phases + yVerify = yVerify.reshape(Nyp, Ndown).T # polyphases yVerify = yVerify[0] # downsample + print('> Verify resample():') if np.allclose(y, yVerify, rtol=c_rtol, atol=c_atol): - print('PASSED: correct resample result') + print(' . PASSED: correct resample result') else: - print('ERROR: wrong resample result') - + exit('ERROR: wrong resample result') if verbosity: - print('> resample():') - print('. len(x) = ' + str(len(x))) - print('. Nx = ' + str(Nx)) - print('. len(v) = ' + str(len(v))) - print('. Ny = ' + str(Ny)) - print('. Nyp = ' + str(Nyp)) - print('. len(y) = ' + str(len(y))) + print('> Log resample():') + print(' . len(x) =', str(len(x))) + print(' . Nx =', str(Nx)) + print(' . len(v) =', str(len(v))) + print(' . Ny =', str(Ny)) + print(' . Nyp =', str(Nyp)) + print(' . len(y) =', str(len(y))) print('') return y + + +############################################################################### +# Single bandpass channel up and downsampling and up and downconversion +############################################################################### + +def unit_circle_loops_phasor_arr(k, N, sign): + """Return array of N phasors on k loops along the unit circle. + + Polyphase dependent phase offsets for bin k, when N = Ndown = Ndft [HARRIS + Eq 6.8]. For k = 1 this yields the roots of unity. + + Input: + . k: bin in range(N) + . N: number of phasors + . sign: +1 or -1 term in exp() + Return: + . pArr: exp(sign 2j pi k / N) for k in 0 : N - 1 + """ + pArr = np.array([np.exp(sign * 2j * np.pi * p * k / N) for p in range(N)]) + return pArr + + +def time_shift_phasor_arr(k, M, Ndft, Msamples, sign): + """Return array of Msamples phasors in time to compensate for oversampling + time shift. + + The time shift due to down or upsampling causes a frequency component of + k * M / Ndft. With oversampling M < Ndft, and then after down or upsampling + there remains a frequency offset that can be compensated by given by mArr + [HARRIS Eq 9.3]. + + Input: + . k: Index of BPF center frequency w_k = 2 pi k / Ndft + . M: downsample or upsample factor + . Ndft: DFT size, number of bins and number of polyphases in PFS FIR filter + . Msamples: Requested number of output samples in time + . sign: +1 or -1 term in exp() + Return: + . mArr = exp(sign 2j pi k * M / Ndft * m), for m in 0 : Msamples - 1 + """ + mArr = np.exp(sign * 2j * np.pi * k * M / Ndft * np.arange(Msamples)) + return mArr + + +def maximal_downsample_bpf(x, Ndown, k, coefs, verbosity=1): + """BPF x at bin k in range(Ndown) and downsample x by factor D = Ndown and + Ndown = Ndft. + + Implement maximal downsampling downconverter for one bin (= critically + sampled) [HARRIS Fig 6.14]. + + The BPF is centered at w_k = 2pi k / Ndft, where Ndft is number of + frequency bins, is DFT size. The downsampling is maximal so Ndown = Ndft. + The polyphase structure has Nphases = Ndown branches, so the input x + data that shifts in remains in each branch. Therefore each branch can be + FIR filtered independently for the whole input x using + polyphase_frontend(). + + Input: + . x: Input signal x[n] + . Ndown: downsample factor + . k: Index of BPF center frequency w_k = 2 pi k / Ndown + . coefs: prototype FIR filter coefficients for anti aliasing BPF + - verbosity: when > 0 print() status, else no print() + Return: + . yc: Downsampled and downconverted output signal yc[m], m = n // D for + bin k. Complex baseband signal. + """ + # Polyphase FIR filter input x + polyY, Nx, Nxp = polyphase_frontend(x, Ndown, coefs, 'down') + + # Phase rotate per polyphase for bin k, due to delay line at branch inputs + # [HARRIS Eq 6.8] + kPhasors = unit_circle_loops_phasor_arr(k, Ndown, 1) + polyYc = np.zeros((Ndown, Nxp), dtype='cfloat') + for p in range(Ndown): + polyYc[p] = polyY[p] * kPhasors[p] # row = row * scalar + + # Sum the branch outputs to get single downsampled and downconverted output + # complex baseband value yc. + yc = np.sum(polyYc, axis=0) + + if verbosity: + print('> Log maximal_downsample_bpf():') + print(' . len(x) =', str(len(x))) + print(' . Nx =', str(Nx)) + print(' . Nxp =', str(Nxp)) + print(' . len(yc) =', str(len(yc))) # = Nxp + print(' . Ndown =', str(Ndown)) + print(' . k =', str(k)) + print('') + return yc + + +def maximal_upsample_bpf(xBase, Nup, k, coefs, verbosity=1): + """BPF xBase at bin k in range(Ndft), and upsample xBase by factor U = Nup = + Ndft. + + Implement maximal upsampling upconverter for one bin (= critically + sampled) [HARRIS Fig. 7.16]. + + The BPF is centered at w_k = 2pi k / Ndft, where Ndft is number of + frequency bins, is DFT size. The upsampling is maximal so Nup = Ndft. The + polyphase structure has Nphases = Nup branches, so the output yc data + shifts out from the same branch for each block of Nup samples. Therefore + each branch can be FIR filtered independently for the whole input xBase + using polyphase_frontend(). + + Input: + . xBase: Input equivalent baseband signal + . Nup: upsample factor + . k: Index of BPF center frequency w_k = 2 pi k / Nup + . coefs: prototype FIR filter coefficients for anti aliasing and + interpolating BPF + - verbosity: when > 0 print() status, else no print() + Return: + . yc: Upsampled and upconverted output signal yc[n], n = m U at + intermediate frequency (IF) of bin k. Complex positive frequencies + only signal. + """ + # Polyphase FIR filter input xBase + polyY, Nx, Nxp = polyphase_frontend(xBase, Nup, coefs, 'up') + + # Phase rotate per polyphase for bin k, due to delay line at branch inputs + # [HARRIS Eq 7.8 = 6.8, Fig 7.16], can be applied after the FIR filter, + # because the kPhasors per polyphase are constants. + kPhasors = unit_circle_loops_phasor_arr(k, Nup, 1) + polyYc = np.zeros((Nup, Nxp), dtype='cfloat') + for p in range(Nup): + polyYc[p] = polyY[p] * kPhasors[p] # row = row * scalar + + # Output Nup samples yc[m] for every input sample xBase[n] + yc = polyYc.T.reshape(1, Nup * Nx)[0] + + if verbosity: + print('> Log maximal_upsample_bpf():') + print(' . len(xBase) =', str(len(xBase))) + print(' . Nx =', str(Nx)) + print(' . Nxp =', str(Nxp)) + print(' . len(yc) =', str(len(yc))) # = Nxp + print(' . Nup =', str(Nup)) + print(' . k =', str(k)) + print('') + return yc + + +def non_maximal_downsample_bpf(x, Ndown, k, Ndft, coefs, verbosity=1): + """BPF x at bin k in range(Ndown), and downsample x by factor D = Ndown. + + Implement nonmaximal downsampling downconverter for one bin. The maximal + downsampling downconverter for one bin has the kPhasors per polyphase + branch of [HARRIS Eq. 6.8 and Fig 6.14]. For nonmaximal this needs to be + extended with the tPhasors per polyphase branch of [HARRIS Eq. 9.3, to + compensate for the oversampling time shift. + + The BPF is centered at w_k = 2pi k / Ndft, where Ndft is number of + frequency bins, is DFT size. The polyphase FIR structure has Nphases = Ndft + branches, to fit the requested number of bins. The polyphase FIR structure + is maximally downsampled (= critically sampled) for Ndown = Ndft, but it + can support any Ndown <= Ndft. The input data shifts in per Ndown samples, + so it appears in different branches when Ndown < Ndft and a new block is + shifted in. Therefore the input data cannot be FIR filtered per branch for + the whole input x. Instead it needs to be FIR filtered per block of Ndown + input samples from x, using pfs.polyDelays in pfs.filter_block(). + + Input: + . x: Input signal x[n] + . Ndown: downsample factor + . k: Index of BPF center frequency w_k = 2 pi k / Ndft + . Ndft: DFT size, number of polyphases in PFS FIR filter + . coefs: prototype LPF FIR filter coefficients for anti aliasing BPF + - verbosity: when > 0 print() status, else no print() + Return: + . yc: Downsampled and downconverted output signal yc[m], m = n // D for + bin k. Complex baseband signal. + """ + # Prepend x with Ndown - 1 zeros, and represent x in Nblocks of Ndown + # samples + Nzeros = Ndown - 1 + xBlocks, Nx, Nblocks = polyphase_data_for_downsampling_whole_x(x, Ndown, Nzeros) + # print(xBlocks[:, 0]) + + # Prepare output + yc = np.zeros(Nblocks, dtype='cfloat') + + # PFS with Ndft polyphases + pfs = PolyPhaseFirFilterStructure(Ndft, coefs) + kPhasors = unit_circle_loops_phasor_arr(k, Ndft, 1) # [HARRIS Eq 6.8] + + # Oversampling time shift compensation via frequency dependent phase shift + tPhasors = time_shift_phasor_arr(k, Ndown, Ndft, Nblocks, -1) # [HARRIS Eq 9.3] + + for b in range(Nblocks): + # Filter block + inData = xBlocks[:, b] + pfsData = pfs.filter_block(inData, flipped=True) + # Phase rotate polyphases for bin k + pfsBinData = pfsData * kPhasors # [HARRIS Eq 6.8, 9.3] + # Sum the polyphases to get single downsampled and downconverted output + # value + yc[b] = np.sum(pfsBinData) * tPhasors[b] + + if verbosity: + print('> non_maximal_downsample_bpf():') + print(' . len(x) =', str(len(x))) + print(' . Nx =', str(Nx)) + print(' . Nblocks =', str(Nblocks)) + print(' . len(yc) =', str(len(yc))) # = Nblocks + print(' . Ndown =', str(Ndown)) + print(' . Ndft =', str(Ndft)) + print(' . k =', str(k)) + print('') + return yc + + +def non_maximal_upsample_bpf(xBase, Nup, k, Ndft, coefs, verbosity=1): + """BPF xBase at bin k in range(Nup), and upsample xBase by factor U = Nup. + + Implement nonmaximal upsampling upconverter for one bin. The maximal + upsampling upconverter for one bin has the kPhasors per polyphase + branch similar of [HARRIS Fig 7.16]. For nonmaximal this needs to be + extended with the tPhasors per polyphase branch similar as for down in + [HARRIS Eq. 9.3], to compensate for the oversampling time shift. + + The BPF is centered at w_k = 2pi k / Ndft, where Ndft is number of + frequency bins, is DFT size. The polyphase FIR structure has Nphases = Ndft + branches, to fit the requested number of bins. The polyphase FIR structure + is maximally upsampled (= critically sampled) for Nup = Ndft, but it + can support any Nup <= Ndft. The output data shifts out per Nup samples, + so it appears from different branches when Nup < Ndft and a new block is + shifted out. Therefore the output data cannot be FIR filtered per branch + for the whole input xBase. Instead it needs to be FIR filtered per block of + Nup output samples, using pfs.polyDelays in pfs.filter_up(). + + TODO + . This code only runs ok for Ros = 1, 2 when Ndft = 16, but not for + Ros = 4, so need to fix that. According to [CROCHIERE 7.2.7] the + polyphase structure is only suitable for Ros is integer >= 1. For other + Ros > 1 the weighted overlap-add (WOLA) structure is suitable, so + need to add WOLA. + + Input: + . xBase: Input equivalent baseband signal xBase[m] + . Nup: upsample factor + . k: Index of BPF center frequency w_k = 2 pi k / Ndft + . Ndft: DFT size, number of polyphases in PFS FIR filter + . coefs: prototype LPF FIR filter coefficients for anti aliasing and + interpolationBPF + - verbosity: when > 0 print() status, else no print() + Return: + . yc: Upsampled and upconverted output signal yc[n], n = m U at + intermediate frequency (IF) of bin k. Complex positive frequencies + only signal. + """ + Nblocks = len(xBase) + + # Prepare output + polyYc = np.zeros((Nup, Nblocks), dtype='cfloat') + + # PFS with Ndft polyphases + pfsUp = PolyPhaseFirFilterStructure(Nup, coefs, cmplx=True) + kPhasors = unit_circle_loops_phasor_arr(k, Ndft, 1) # [HARRIS Eq 7.8] + + # Oversampling time shift compensation via frequency dependent phase shift + tPhasors = time_shift_phasor_arr(k, Nup, Ndft, Nblocks, -1) # [HARRIS Eq 9.3] + + # Polyphase FIR filter input xBase + for b in range(Nblocks): + # Filter block + inSample = xBase[b] + pfsData = Nup * pfsUp.filter_up(inSample) + # Phase rotate polyphases for bin k + pfsBinData = pfsData * kPhasors[0:Nup] + # Output Nup samples yc[n] for every input sample xBase[m] + outBinData = pfsBinData * tPhasors[b] + polyYc[:, b] = outBinData + + yc = polyYc.T.reshape(1, Nup * Nblocks)[0] + + if verbosity: + print('> non_maximal_upsample_bpf():') + print(' . len(xBase) =', str(len(xBase))) + print(' . Nblocks =', str(Nblocks)) + print(' . len(yc) =', str(len(yc))) # = Nblocks + print(' . Nup =', str(Nup)) + print(' . Ndft =', str(Ndft)) + print(' . k =', str(k)) + print('') + return yc diff --git a/applications/lofar2/model/rtdsp/plotting.py b/applications/lofar2/model/rtdsp/plotting.py index 83965c17648e3bcc915447f7b3708bea7703690e..a3b729d8fed92083ffa93379f28b1929bc527a16 100644 --- a/applications/lofar2/model/rtdsp/plotting.py +++ b/applications/lofar2/model/rtdsp/plotting.py @@ -137,7 +137,7 @@ def plot_iir_filter_analysis(b, a, fs=1.0, whole=False, Ntime=100, step=False, l return z, p, k -def plot_spectra(fn, HF, fs=1.0, fLim=None, dbLim=None): +def plot_spectra(fn, HF, fs=1.0, fLim=None, dbLim=None, aLim=None): """Plot spectra for power, magnitude, phase, real, imag Input: @@ -146,7 +146,8 @@ def plot_spectra(fn, HF, fs=1.0, fLim=None, dbLim=None): . fs: sample frequency in Hz """ Hmag = np.abs(HF) - Hphs = np.unwrap(np.angle(HF)) + # Hphs = np.unwrap(np.angle(HF)) + Hphs = np.angle(HF) Hpow_dB = pow_db(HF) # power response f = fn * fs # scale fn by fs flabel = 'Frequency [fs = %f]' % fs @@ -189,6 +190,36 @@ def plot_spectra(fn, HF, fs=1.0, fLim=None, dbLim=None): plt.xlabel(flabel) if fLim: plt.xlim(fLim) + if aLim: + plt.ylim(aLim) + plt.grid(True) + + +def plot_phase_spectrum(fn, HF, fmt='r', fs=1.0, fLim=None, aLim=None): + """Plot phase spectrum + + Use fLim and aLim to zoom in, to see slope in pass band. Note that -pi = + pi. + + Input: + . fn: normalized frequency axis for HF (fs = 1) + . HF: spectrum, e.g. frequency transfer function HF = DTFT(h) + . fmt: curve format string + . fs: sample frequency in Hz + """ + f = fn * fs # scale fn by fs + flabel = 'Frequency [fs = %f]' % fs + + # Hphs = np.unwrap(np.angle(HF)) + Hphs = np.angle(HF) + plt.plot(f, Hphs, fmt) + plt.title('Phase spectrum') + plt.ylabel('Pase [rad]') + plt.xlabel(flabel) + if fLim: + plt.xlim(fLim) + if aLim: + plt.ylim(aLim) plt.grid(True) diff --git a/applications/lofar2/model/rtdsp/utilities.py b/applications/lofar2/model/rtdsp/utilities.py index ea7862f2d4152b7d3dcf56330a70a118889d0550..d8dae69e01eca0ec0a2ce0aa0583a4d80b1c1a9a 100644 --- a/applications/lofar2/model/rtdsp/utilities.py +++ b/applications/lofar2/model/rtdsp/utilities.py @@ -27,6 +27,7 @@ # [1] dsp_study_erko.txt import numpy as np +from sys import exit c_atol = 1e-15 c_rtol = 1e-8 # 1/2**32 = 2.3e-10 @@ -36,6 +37,13 @@ c_rtol = 1e-8 # 1/2**32 = 2.3e-10 # Utilities ############################################################################### +def verify_result(result): + if result: + print('PASSED') + else: + exit('FAILED') + + def ceil_div(num, den): """ Return integer ceil value of num / den """ return int(np.ceil(num / den)) @@ -56,6 +64,11 @@ def pow_db(volts): return 20 * np.log10(np.abs(volts) + c_atol) +def is_integer_value(value): + """Return true when value is sufficiently close to its integer value.""" + return np.isclose(value, np.round(value)) + + def is_even(n): """Return True if n is even, else False when odd.