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Created February 26, 2019 17:20
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Fun with Continuous Wavelet Transform Spectrograms
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fun with Continuous Wavelet Transform Spectrograms\n",
"### using PyWavelets: https://pywavelets.readthedocs.io/en/latest/\n",
" - Calculations include the the spectrogram, the cross wavelet transform, the cross wavelet coherence, and the cross wavelet phase, along with the cone of influence. Could compute 95% significance contours in the future.\n",
" - These implementations are inspired by the pycwt package: https://pycwt.readthedocs.io/en/latest/index.html and a survey of methods by Matt Hall: https://github.com/kwinkunks/timefreak.\n",
" - Should really double check that the scaling or normalization of the power are correct, as there is a discrepancy with the STFT example."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from scipy import signal, ndimage\n",
"from scipy.interpolate import interp1d\n",
"\n",
"import pywt\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"from matplotlib.colors import Normalize, LogNorm, NoNorm\n",
"from matplotlib.cm import get_cmap\n",
"from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n",
"\n",
"import time\n",
"\n",
"%matplotlib inline\n",
"# plt.rc('figure', figsize=(16, 4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Example Waveform"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# use data from Matt Hall's github site: https://github.com/kwinkunks/timefreak\n",
"wav_data = np.loadtxt('benchmark_signals/tohoku.txt')\n",
"sampling_frequency = 20"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# downsample, so the examples don't take too long to compute\n",
"dec = 50\n",
"wav_data = signal.decimate(wav_data,dec)\n",
"sampling_frequency = sampling_frequency/dec"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"n_samples = len(wav_data)\n",
"total_duration = n_samples / sampling_frequency\n",
"sample_times = np.linspace(0, total_duration, n_samples)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1200\n"
]
}
],
"source": [
"print (n_samples)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Functions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### For comparison - the Short Time Fourier Transform Spectrogram"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"def stft_gaussian_spectrogram(x, fs, window_dur=0.005, step_dur=None, detrend=True, normalize=True):\n",
"# modified from: https://github.com/drammock/spectrogram-tutorial/blob/master/spectrogram.ipynb\n",
" \n",
" ###########################################################################\n",
" # detrend and normalize\n",
" if detrend:\n",
" x = signal.detrend(x,type='linear')\n",
" if normalize:\n",
" stddev = x.std()\n",
" x = x / stddev\n",
"\n",
" ###########################################################################\n",
" # set default for step_dur, if unspecified. This value is optimal for Gaussian windows.\n",
" if step_dur is None:\n",
" step_dur = window_dur / np.sqrt(np.pi) / 8.\n",
" \n",
" ###########################################################################\n",
" # convert window & step durations from seconds to numbers of samples (which is what\n",
" # scipy.signal.spectrogram takes as input).\n",
" window_nsamp = int(window_dur * fs * 2)\n",
" step_nsamp = int(step_dur * fs)\n",
" \n",
" ###########################################################################\n",
" # make the window. A Gaussian filter needs a minimum of 6σ - 1 samples, so working\n",
" # backward from window_nsamp we can calculate σ.\n",
" window_sigma = (window_nsamp + 1) / 6\n",
" window = signal.gaussian(window_nsamp, window_sigma)\n",
" \n",
" ###########################################################################\n",
" # convert step size into number of overlapping samples in adjacent analysis frames\n",
" noverlap = window_nsamp - step_nsamp\n",
" \n",
" ###########################################################################\n",
" # compute the power spectral density\n",
" freqs, times, power = signal.spectrogram(x, detrend=False, mode='psd', fs=fs,\n",
" scaling='spectrum', noverlap=noverlap,\n",
" window=window, nperseg=window_nsamp)\n",
"\n",
" # smooth a bit\n",
" power = ndimage.gaussian_filter(power, sigma=2)\n",
"\n",
" return power, times, freqs\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Continuous Wavelet Transform Spectrogram"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"def cwt_spectrogram(x, fs, nNotes=12, detrend=True, normalize=True):\n",
" \n",
" N = len(x)\n",
" dt = 1.0 / fs\n",
" times = np.arange(N) * dt\n",
"\n",
" ###########################################################################\n",
" # detrend and normalize\n",
" if detrend:\n",
" x = signal.detrend(x,type='linear')\n",
" if normalize:\n",
" stddev = x.std()\n",
" x = x / stddev\n",
"\n",
" ###########################################################################\n",
" # Define some parameters of our wavelet analysis. \n",
"\n",
" # maximum range of scales that makes sense\n",
" # min = 2 ... Nyquist frequency\n",
" # max = np.floor(N/2)\n",
"\n",
" nOctaves = np.int(np.log2(2*np.floor(N/2.0)))\n",
" scales = 2**np.arange(1, nOctaves, 1.0/nNotes)\n",
" \n",
"# print (scales)\n",
"\n",
" ###########################################################################\n",
" # cwt and the frequencies used. \n",
" # Use the complex morelet with bw=1.5 and center frequency of 1.0\n",
" coef, freqs=pywt.cwt(x,scales,'cmor1.5-1.0')\n",
" frequencies = pywt.scale2frequency('cmor1.5-1.0', scales) / dt\n",
" \n",
" ###########################################################################\n",
" # power\n",
"# power = np.abs(coef)**2\n",
" power = np.abs(coef * np.conj(coef))\n",
" \n",
" # smooth a bit\n",
" power = ndimage.gaussian_filter(power, sigma=2)\n",
"\n",
" ###########################################################################\n",
" # cone of influence in frequency for cmorxx-1.0 wavelet\n",
" f0 = 2*np.pi\n",
" cmor_coi = 1.0 / np.sqrt(2)\n",
" cmor_flambda = 4*np.pi / (f0 + np.sqrt(2 + f0**2))\n",
" # cone of influence in terms of wavelength\n",
" coi = (N / 2 - np.abs(np.arange(0, N) - (N - 1) / 2))\n",
" coi = cmor_flambda * cmor_coi * dt * coi\n",
" # cone of influence in terms of frequency\n",
" coif = 1.0/coi\n",
"\n",
"\n",
" return power, times, frequencies, coif"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cross Wavelet Transform Spectrogram"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"def xwt_spectrogram(x1, x2, fs, nNotes=12, detrend=True, normalize=True):\n",
" \n",
" N1 = len(x1)\n",
" N2 = len(x2)\n",
" assert (N1 == N2), \"error: arrays not same size\"\n",
" \n",
" N = N1\n",
" dt = 1.0 / fs\n",
" times = np.arange(N) * dt\n",
"\n",
" ###########################################################################\n",
" # detrend and normalize\n",
" if detrend:\n",
" x1 = signal.detrend(x1,type='linear')\n",
" x2 = signal.detrend(x2,type='linear')\n",
" if normalize:\n",
" stddev1 = x1.std()\n",
" x1 = x1 / stddev1\n",
" stddev2 = x2.std()\n",
" x2 = x2 / stddev2\n",
"\n",
" ###########################################################################\n",
" # Define some parameters of our wavelet analysis. \n",
"\n",
" # maximum range of scales that makes sense\n",
" # min = 2 ... Nyquist frequency\n",
" # max = np.floor(N/2)\n",
"\n",
" nOctaves = np.int(np.log2(2*np.floor(N/2.0)))\n",
" scales = 2**np.arange(1, nOctaves, 1.0/nNotes)\n",
"\n",
" ###########################################################################\n",
" # cwt and the frequencies used. \n",
" # Use the complex morelet with bw=1.5 and center frequency of 1.0\n",
" coef1, freqs1=pywt.cwt(x1,scales,'cmor1.5-1.0')\n",
" coef2, freqs2=pywt.cwt(x2,scales,'cmor1.5-1.0')\n",
" frequencies = pywt.scale2frequency('cmor1.5-1.0', scales) / dt\n",
" \n",
" ###########################################################################\n",
" # Calculates the cross CWT of xs1 and xs2.\n",
" coef12 = coef1 * np.conj(coef2)\n",
"\n",
" ###########################################################################\n",
" # power\n",
" power = np.abs(coef12)\n",
"\n",
" # smooth a bit\n",
" power = ndimage.gaussian_filter(power, sigma=2)\n",
"\n",
" ###########################################################################\n",
" # cone of influence in frequency for cmorxx-1.0 wavelet\n",
" f0 = 2*np.pi\n",
" cmor_coi = 1.0 / np.sqrt(2)\n",
" cmor_flambda = 4*np.pi / (f0 + np.sqrt(2 + f0**2))\n",
" # cone of influence in terms of wavelength\n",
" coi = (N / 2 - np.abs(np.arange(0, N) - (N - 1) / 2))\n",
" coi = cmor_flambda * cmor_coi * dt * coi\n",
" # cone of influence in terms of frequency\n",
" coif = 1.0/coi\n",
"\n",
"\n",
" return power, times, frequencies, coif\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cross Wavelet Transform Phase"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"def xwt_phase(x1, x2, fs, nNotes=12, detrend=True, normalize=True):\n",
" \n",
" N1 = len(x1)\n",
" N2 = len(x2)\n",
" assert (N1 == N2), \"error: arrays not same size\"\n",
" \n",
" N = N1\n",
" dt = 1.0 / fs\n",
" times = np.arange(N) * dt\n",
"\n",
" ###########################################################################\n",
" # detrend and normalize\n",
" if detrend:\n",
" x1 = signal.detrend(x1,type='linear')\n",
" x2 = signal.detrend(x2,type='linear')\n",
" if normalize:\n",
" stddev1 = x1.std()\n",
" x1 = x1 / stddev1\n",
" stddev2 = x2.std()\n",
" x2 = x2 / stddev2\n",
"\n",
" ###########################################################################\n",
" # Define some parameters of our wavelet analysis. \n",
"\n",
" # maximum range of scales that makes sense\n",
" # min = 2 ... Nyquist frequency\n",
" # max = np.floor(N/2)\n",
"\n",
" nOctaves = np.int(np.log2(2*np.floor(N/2.0)))\n",
" scales = 2**np.arange(1, nOctaves, 1.0/nNotes)\n",
"\n",
" ###########################################################################\n",
" # cwt and the frequencies used. \n",
" # Use the complex morelet with bw=1.5 and center frequency of 1.0\n",
" coef1, freqs1=pywt.cwt(x1,scales,'cmor1.5-1.0')\n",
" coef2, freqs2=pywt.cwt(x2,scales,'cmor1.5-1.0')\n",
" frequencies = pywt.scale2frequency('cmor1.5-1.0', scales) / dt\n",
" \n",
" ###########################################################################\n",
" # Calculate the cross transform of xs1 and xs2.\n",
" coef12 = coef1 * np.conj(coef2)\n",
"\n",
" phase = np.angle(coef12)\n",
"\n",
" # smooth a bit\n",
" phase = ndimage.gaussian_filter(phase, sigma=2)\n",
"\n",
" ###########################################################################\n",
" # cone of influence in frequency for cmorxx-1.0 wavelet\n",
" f0 = 2*np.pi\n",
" cmor_coi = 1.0 / np.sqrt(2)\n",
" cmor_flambda = 4*np.pi / (f0 + np.sqrt(2 + f0**2))\n",
" # cone of influence in terms of wavelength\n",
" coi = (N / 2 - np.abs(np.arange(0, N) - (N - 1) / 2))\n",
" coi = cmor_flambda * cmor_coi * dt * coi\n",
" # cone of influence in terms of frequency\n",
" coif = 1.0/coi\n",
"\n",
"\n",
" return phase, times, frequencies, coif\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cross Wavelet Transform Coherence"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"def xwt_coherence(x1, x2, fs, nNotes=12, detrend=True, normalize=True):\n",
" \n",
" N1 = len(x1)\n",
" N2 = len(x2)\n",
" assert (N1 == N2), \"error: arrays not same size\"\n",
" \n",
" N = N1\n",
" dt = 1.0 / fs\n",
" times = np.arange(N) * dt\n",
"\n",
" ###########################################################################\n",
" # detrend and normalize\n",
" if detrend:\n",
" x1 = signal.detrend(x1,type='linear')\n",
" x2 = signal.detrend(x2,type='linear')\n",
" if normalize:\n",
" stddev1 = x1.std()\n",
" x1 = x1 / stddev1\n",
" stddev2 = x2.std()\n",
" x2 = x2 / stddev2\n",
"\n",
" ###########################################################################\n",
" # Define some parameters of our wavelet analysis. \n",
"\n",
" # maximum range of scales that makes sense\n",
" # min = 2 ... Nyquist frequency\n",
" # max = np.floor(N/2)\n",
"\n",
" nOctaves = np.int(np.log2(2*np.floor(N/2.0)))\n",
" scales = 2**np.arange(1, nOctaves, 1.0/nNotes)\n",
"\n",
" ###########################################################################\n",
" # cwt and the frequencies used. \n",
" # Use the complex morelet with bw=1.5 and center frequency of 1.0\n",
" coef1, freqs1=pywt.cwt(x1,scales,'cmor1.5-1.0')\n",
" coef2, freqs2=pywt.cwt(x2,scales,'cmor1.5-1.0')\n",
" frequencies = pywt.scale2frequency('cmor1.5-1.0', scales) / dt\n",
" \n",
" ###########################################################################\n",
" # Calculates the cross transform of xs1 and xs2.\n",
" coef12 = coef1 * np.conj(coef2)\n",
"\n",
" ###########################################################################\n",
" # coherence\n",
" scaleMatrix = np.ones([1, N]) * scales[:, None]\n",
" S1 = ndimage.gaussian_filter((np.abs(coef1)**2 / scaleMatrix), sigma=2)\n",
" S2 = ndimage.gaussian_filter((np.abs(coef2)**2 / scaleMatrix), sigma=2)\n",
" S12 = ndimage.gaussian_filter((np.abs(coef12 / scaleMatrix)), sigma=2)\n",
" WCT = S12**2 / (S1 * S2)\n",
"\n",
" ###########################################################################\n",
" # cone of influence in frequency for cmorxx-1.0 wavelet\n",
" f0 = 2*np.pi\n",
" cmor_coi = 1.0 / np.sqrt(2)\n",
" cmor_flambda = 4*np.pi / (f0 + np.sqrt(2 + f0**2))\n",
" # cone of influence in terms of wavelength\n",
" coi = (N / 2 - np.abs(np.arange(0, N) - (N - 1) / 2))\n",
" coi = cmor_flambda * cmor_coi * dt * coi\n",
" # cone of influence in terms of frequency\n",
" coif = 1.0/coi\n",
"\n",
"\n",
" return WCT, times, frequencies, coif\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### A Plotting Function"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"def spectrogram_plot(z, times, frequencies, coif, cmap=None, norm=Normalize(), ax=None, colorbar=True):\n",
" ###########################################################################\n",
" # plot\n",
" \n",
" # set default colormap, if none specified\n",
" if cmap is None:\n",
" cmap = get_cmap('Greys')\n",
" # or if cmap is a string, get the actual object\n",
" elif isinstance(cmap, str):\n",
" cmap = get_cmap(cmap)\n",
"\n",
" # create the figure if needed\n",
" if ax is None:\n",
" fig, ax = plt.subplots()\n",
" else:\n",
" fig = plt.gcf()\n",
"\n",
" xx,yy = np.meshgrid(times,frequencies)\n",
" ZZ = z\n",
" \n",
" im = ax.pcolor(xx,yy,ZZ, norm=norm, cmap=cmap)\n",
" ax.plot(times,coif)\n",
" ax.fill_between(times,coif, step=\"mid\", alpha=0.4)\n",
" \n",
" if colorbar:\n",
" cbaxes = inset_axes(ax, width=\"2%\", height=\"90%\", loc=4) \n",
" fig.colorbar(im,cax=cbaxes, orientation='vertical')\n",
"\n",
" ax.set_xlim(times.min(), times.max())\n",
" ax.set_ylim(frequencies.min(), frequencies.max())\n",
"\n",
" return ax"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Test on some data"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['figure.figsize'] = (16, 6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### STFT Spectrogram"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"125.0\n",
"0.0031812191009521484\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"###########################################################################\n",
"# calculate spectrogram\n",
"\n",
"wLen = 50/sampling_frequency\n",
"print(wLen)\n",
"\n",
"t0 = time.time()\n",
"power, times, frequencies = stft_gaussian_spectrogram(wav_data, sampling_frequency, window_dur=wLen)\n",
"print (time.time()-t0)\n",
"coif = np.zeros(times.shape)\n",
"\n",
"###########################################################################\n",
"# plot\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(2, 1)\n",
"\n",
"ax1.plot(sample_times, wav_data, color='b');\n",
"\n",
"ax1.set_xlim(0, total_duration)\n",
"ax1.set_xlabel('time (s)')\n",
"ax1.grid(True)\n",
"\n",
"spectrogram_plot(power, times, frequencies, coif, cmap='jet', norm=LogNorm(), ax=ax2)\n",
"\n",
"ax2.set_xlim(0, total_duration)\n",
"# ax2.set_ylim(0, 0.5*sampling_frequency)\n",
"ax2.set_ylim(2.0/total_duration, 0.5*sampling_frequency)\n",
"ax2.set_xlabel('time (s)')\n",
"ax2.set_ylabel('frequency (Hz)');\n",
"\n",
"ax2.grid(True)\n",
"\n",
"# ax2.set_yscale('log')\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Continuous Wavelet Transform"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.34683966636657715\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['figure.figsize'] = (16, 6)\n",
"\n",
"###########################################################################\n",
"# calculate spectrogram\n",
"\n",
"t0 = time.time()\n",
"power, times, frequencies, coif = cwt_spectrogram(wav_data, sampling_frequency, nNotes=24)\n",
"print (time.time()-t0)\n",
"\n",
"\n",
"###########################################################################\n",
"# plot\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(2, 1)\n",
"\n",
"ax1.plot(sample_times, wav_data, color='b');\n",
"\n",
"ax1.set_xlim(0, total_duration)\n",
"ax1.set_xlabel('time (s)')\n",
"ax1.set_ylim(-np.abs(wav_data).max()*1.2,np.abs(wav_data).max()*1.2)\n",
"ax1.grid(True)\n",
"# ax1.axis('off')\n",
"spectrogram_plot(power, times, frequencies, coif, cmap='jet', norm=LogNorm(), ax=ax2)\n",
"\n",
"ax2.set_xlim(0, total_duration)\n",
"# ax2.set_ylim(0, 0.5*sampling_frequency)\n",
"ax2.set_ylim(2.0/total_duration, 0.5*sampling_frequency)\n",
"ax2.set_xlabel('time (s)')\n",
"ax2.set_ylabel('frequency (Hz)');\n",
"\n",
"ax2.grid(True)\n",
"\n",
"# ax2.set_yscale('log')\n",
"# plt.savefig('wave.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### plot short windows and normalize to whole"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# plt.rc('figure', figsize=(3.25, 4))\n",
"\n",
"# from skimage.util import view_as_windows\n",
"# win_len = 256\n",
"# win_step = np.int(win_len/4)\n",
"# window_shape = (win_len,1) \n",
"\n",
"# xw = view_as_windows(wav_data.reshape(len(wav_data),1),window_shape,step=win_step).squeeze()\n",
"# tw = view_as_windows(sample_times.reshape(len(sample_times),1),window_shape,step=win_step).squeeze()\n",
"\n",
"# # xw = xw/wav_data.std()\n",
"\n",
"# print(xw.shape)\n",
"\n",
"# idx = 12\n",
"\n",
"# ###########################################################################\n",
"\n",
"# # calculate spectrogram\n",
"\n",
"# ### need to input start time or whole time vector\n",
"\n",
"# t0 = time.time()\n",
"# power, times, frequencies, coif = cwt_spectrogram(xw[idx]/wav_data.std(), sampling_frequency, nNotes=24, normalize=False)\n",
"# print (time.time()-t0)\n",
"\n",
"\n",
"# ###########################################################################\n",
"# # plot\n",
"\n",
"# fig, (ax1, ax2) = plt.subplots(2, 1)\n",
"# # x = wav_data[idx]\n",
"# # t = sample_times[idx]\n",
"\n",
"# ax1.plot(tw[idx], xw[idx], color='b');\n",
"\n",
"# # ax1.set_xlim(0, total_duration)\n",
"# ax1.set_xlim(tw[idx].min(), tw[idx].max())\n",
"# ax1.set_ylim(-np.abs(wav_data).max()*1.2,np.abs(wav_data).max()*1.2)\n",
"# ax1.set_xlabel('time (s)')\n",
"# ax1.grid(True)\n",
"\n",
"# vmin=1.0e-6\n",
"# vmax=100\n",
"\n",
"# spectrogram_plot(power, times+tw[idx].min(), frequencies, coif, cmap='jet', norm=LogNorm(vmin, vmax), ax=ax2, colorbar=False)\n",
"# # spectrogram_plot(power, times, frequencies, coif, cmap='jet', norm=LogNorm(), ax=ax2)\n",
"\n",
"# # ax2.set_xlim(times.min(), times.max())\n",
"# # ax2.set_ylim(0, 0.5*sampling_frequency)\n",
"# # ax2.set_ylim(2.0/total_duration, 0.5*sampling_frequency)\n",
"# ax2.set_xlim(tw[idx].min(), tw[idx].max())\n",
"# ax2.set_xlabel('time (s)')# plt.rc('figure', figsize=(16, 4))\n",
"# ax2.set_ylabel('frequency (Hz)');\n",
"\n",
"# ax2.grid(True)\n",
"# ax1.xaxis.set_visible(False)\n",
"# ax1.yaxis.set_visible(False)\n",
"# ax2.xaxis.set_visible(False)\n",
"# ax2.yaxis.set_visible(False)\n",
"# # fig.axes(False)\n",
"# # ax2.set_yscale('log')\n",
"# plt.savefig('win12.png')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Practice changing the x-axis units and interpolating"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.26645469665527344\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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p9ikupmXv3rT0GgBwJ2bzsoRfdRW5tLu9EtrKE0+Qu7wbydAuCIc/IsIFQRAEQRC6ADU1JBSBli3hLCAPHnRuj2QJr6kh6++8ed5llpY692UaG027YhXhXA6LYXdMuO2i7o4Jb4slnNvE7eV2PP54aPvZOh7JHZ3L8bKE/+tfzjrixQ03UOK4pianBV8s4YJw+CMiXBAEQRAEoQsQiwg/cICW4UR4SopTMAIk6BgvKztb17ktTCAQWYTX14fOFe62hLPA9bKE29u8rNFLlgB/+UtoeyPh9zvr53bb1mr39fGqO5aY8PYSxwcOOK+7iHBBOPwRES4IgiAIgtAFYJdpoGURziLRLcLr6sJbwu24ZTvxGsPWdSDUEs7zfXuJcK7X3Q67HLcIt9297W1eQvi882jOb9tS3xIswnmqMi/XfLclvLUx4Uy8xTGHABQVOcvm9Y0bgW3b4lunIAgdg4hwQRAEQRCELoBtCY8UE661EY6RLOGNjU4LNQtSANi8ObRce05tu+6W3NGBUAEarTt6JEs4C2CeN33BgtA2h8Mtwt1Wb8Cci5cI7wqW8B49aFlUZM7HrmfsWJrfXBCEww8R4YIgCIIgCF0Avz86S3htrRGO5eVmu9YkDFmEA06hyII0MRHIzw8tl4V3enqoO3pLlvBwIpzrZ1FrC26tnSI8nCV89Ghaeg0chINFKy+9RDhvizRFmTsxW0dawrt3p2VhobcIFwTh8EVEuCAIgiAIQgegNfDII8C+fd6f+/0kgIHIItwWyLYlnMVkcrIRtrZQrKwEevYEhgzxFuFcX79+oe7oKSnkHu01RRnQsgj3soSzld4W5l6J2Xg/LyEdDhatbku2jVtYR7KE83u3JdwW7pHEcWumi+NrVVUVGhNuJ2oTBOHwQ0S4IAiCIAhCB7BkCfCznwE33uj9eW2tU4TX1XlnCG9JhKekGAFni8/KSiA7m1yYt24NLZct4X37hlrCk5NDpz0LZwkPBIw4dYtw2+rtFua2JTw93RzLZccyNZc7O7rdbhawbhfzSDHhbos4l+mVMM3vB3w+s/3FF+m8d+2Kvv2AGXxoaHC2raHBaRkXBOHwQ0S4IAiCIAhCB/D++7QMN/WWLcK7daOlV1y4LZDtOO9oLOHZ2cCIEWQJd1tTq6vJ2t2zZ2hMOM9f7hbhWVmm7QyL2owMOld2OweclnDelpZmttkinNe57HhZwrneSCI8Wku4lwj/8Y+Bs84Cduyg9yzIX345+vbb7WxsdHoINDbGlqROEISuh4hwQRAEQRCEdkZr4LXXaN2dTI2pq3NawgFvl3RbhNvi0hbhLVnCq6rMNGdMVRWJ/27dQt3Rk5PpZZdXX0/lcdvt8wDMZ7aF2ysJm1dMeFpaeEt4YSFlTC8pCb027uviJcLdc343Nzst89wW+/hwlnAvb4CVK2nJ93nIEFquXx++vV5wnW5LeCDgfe5TpwJPPBFbHYIgdA5xEeFKqWeVUvuVUuutbT2VUvOVUluDyx7B7Uop9ahSKl8ptVYpNdk65srg/luVUlda26copdYFj3lUKaVaW4cgCIIgCEJHs3o1TSkFhJ9Wyu2ODkQW4T17tizCbUttRYWxhAOhLunV1VRvZqa3O3pyslMM1tcDOTm07iXC+RwaGiJbwu1ttjDnz92W8CeeAN59F3jySVPn3/9O2cJtF26vpV2Oe4o1rjspKTQxW3MzvdzX28sS7s5cz9vdc6m3BJfd2BjqKu+2hDc0AF98AdxwQ2x1uPn+94H7729bGYIgtEy8LOH/ADDTte12AB9prUcA+Cj4HgDOBTAi+LoGwF8BEtQAfgvgJADTAPyWRXVwn2us42a2pg5BEARBEITOYMMGWn73u5SYzcu1OlZ39EgiPJw7ek6OmdbKnZytuprqTUsLdbtOSnKKUyB6EW4nMPOyeofb5hbhXG5uLi1ta/APfkCDHJwtPtw83/Y1cSeZs+t2Hw+ETqHmjglnF3gW4SyUW+NOz23ietwi3C6ruTl8sr9Yee454PbbW95PEIS2ERcRrrX+FECZa/MFAJ4Lrj8H4EJr+/OaWAqgu1KqP4BzAMzXWpdprcsBzAcwM/hZttZ6idZaA3jeVVYsdQiCIAiCIHQ47Po9ahQtvSzc7WEJ93JHP+4472nKWIS7Y79td/RwItxtVQaMO7ptyfWyhNsu6mwtTkkJHxPO+7MIt2Pb9+93XgsvEe5lCa+vd8ao2+7oCQlm3R2bHWmaNhbhLM5jSSxnl+e2hAcCoRb4PXtone9HJP75T2DVqtjaIghCfGnPmPC+WutCAAgu+wS3DwSwx9pvb3BbpO17Pba3pg5BEARBEIQOZ/9+ErH9gyYBd3Zrtha3pzt6ZSWVm5xMQtztjs4x4W4RHgh4W8IbGiLHhEeyhHuJcHfG9HCWcL4mPLBhX8toRLg7JpzLdieF43nX+Z4EAk4RHi47ejhLeKwi3J7mzW0Jt9vh9xsRzl4CkbjiCmCyR6CmHRMvCEL7ktQJdSqPbboV21tTh3Mnpa4Buaujd+/e8NnzSQhCJ1JdXS3Po9AlkGdR6Coc7s/i2rWjkJPTE7t2bQMwBgsWLMexxxr1WFOTCOB0FBTkw+fbi3370gGchM8/34Tu3YsdZa1ZMxDACDQ2FsPvz4XPtwgAsG1bJoATsXnzeuTkBABMxLJlq9HQcBDNzUBdXR4OHNgJn28nevYcj1WrkuHzfXGo3KKiKejTpx6FhTVoaDgGPt8nwbadjJKSUtTX56CgwA+fj3zrGxvPRHV1EYD+WLNmM3y+QgDAunU5ACbB7y8G0BeffroU1dWJAE5EUdEuAMdi1ap1qKioBnAySksLAAzAqlVrsW1bNwBDUVtbgYYGDZ9vNfz+MwAkoKioHD7fGqxfPwTAsSgoqIDPtwqlpSkATgEALFiwAVofQE3NyQBSUVfXBJ9vITZsoGsGAIsWLcfevX7s3z8RQHcAwKefLsfWrb0ADEVzcy0KCqrw8ccbAeQhKakBQAp8vkXYvXsIEhL6o7k5ARs2bIXWlQCmAAC2bt0Lny8fpaXTAaRh9eo98Pm2YefOMQD6oLj4IHy+1VE9L01NCk1NZwIAdu4swMqVJQDGAwA2b85HcXEjgNEAgI8+WoKlS3sFz68aPt+KiOUCVK77+1RVlQTgtEOfzZs3GAsW9MHcuV9A6Joc7r+LRzPtKcKLlVL9tdaFQVfw4Ngk9gIYbO03CEBBcHuea7svuH2Qx/6tqcOB1nougLkAMGrUKJ2Xl+feRRA6BZ/PB3keha6APItCV+FwfxbnzAEGDQJOPHEMAGDcuGmYMsV8XhzU2ePGDUde3nAUFdH7QYNGIy9vtKOsZctoOXp0XyxahEPXhS3PkyaNQ69etD5mzETk5Rnr+ejRxyEv7zhMmwa88AJw5pl5UJbp4rjjsjBiRC80NwOnn56HxERyxz7mmAHYtw/o0SMTeXl5aGoii++IEWTaP/bYUcjLI197ttoOG9YXH30ETJky/ZD1esSIY4PtOgHjSVNiyJABwW3jD1l4+/TJQX09tYG3paf3QF5eHt54g96npOQgLy8Pmzeb9vfpMxZ5eTh0Tk1NicjLy8MKS5dOmDANkyaZqdHomk3D7t203qNHOnr0SMepp5KDZXZ2CioqgOnTT8NbbwFpaQH4/Qk47rgRGDfOrnsQ8vIGHTr/7OzByMsbfCi+PzW1e9TPsO0B0bv3AIwZM+DQ+2OOGY4+fczn48efjL17+Rp1i1gHewoACNmPp1Tjz846y3s/oetwuP8uHs20pzv6WwA4w/mVAN60ts8OZjCfDqAi6Er+PoAZSqkewYRsMwC8H/ysSik1PZgVfbarrFjqEARBEARB6HD27wd696a5swFn9nHAuCzH4o6ek0Mu1ez+HCkxG5fP9Q8eTO7pdhxzTQ19zq7stku32x2dP+N22q7WXKftju41RVkkF/XkZFr3cnPna8Jtt68RD2Zw+zjOPJw7Osd7syu8UiYe3Yh/s09jI5Ca2nyoHHfsPJdrt7c17uh2uV6J2dwJ4bjOllzKy9wZnCwqKry3267vgiDEh3hNUTYPwBIAo5RSe5VSVwO4D8DXlFJbAXwt+B4A/gdgO4B8AE8B+AkAaK3LANwD4PPg6+7gNgC4DsDTwWO2AXg3uD2mOgRBEARBEFrC7/cWv23hwAGgTx+a/ovrsGGBxoIvI4MEolc76urIisuWXLcw9krM5hb5PYLzz3A2cd43LS00npwTsyUlhcZaRxLhfK52THi46cj4PJqa6LyTkmjdHiTgc3GL8MpKsw+vR0qgxusNDaaNnJk9KckkoPMS4YEAkJbW5FmuO9acr4k7MVtVFfDhh4iIW9y7E7OFOz97Py/cU5vZ2PPX22LePWAkCELbiYs7utb622E+OttjXw3g+jDlPAvgWY/tKwCM89heGmsdgiAIgiAIkfjRj4B//QtYsgSYPj0+ZZaWUtKsaC3hSlGSNK8pyhoaSMyyeK2vJ+HIws0rMRsLQS6/O4VCo7wcGBhMXcvi3n2sV2I2FoGpqVSfl8hlges1T7g7CRtgLOGJifQKBCJbwt3v7W08cMBJzNyWZW5nt250PAvdxERznuEs4SkpzVAq1BLO5+lOKOcW4T/9KU0FtnWrmS7OjTsBXCRLeH19qMdDONyW8HnzgA8+AJ591mkJt5/PmhrzvBzpvPkmcOaZR8/5Cp1He7qjC4IgCIIgHHa8G/S3e++9+JSnNQm9rKzwlnC3CAeMQHTT0EDi1xbhgBFutkAP547uZQkPJ8K9pihzu757WcI5FjrW7OgswpuaTFlJSdFZwuvq6HoHAuZcI1msvSzhLML5XNnjgAV9YqI+dC3cFmv33ON2O/n9zp3OpRduS3ckS3hDQ6jHw/z5wJ13hpbrFuE//znwj3/Q/vY1sgW510BQe7JiBbBlS8fWCdC0bRdeCNx6a8fXLRx9iAgXBEEQBEEIUlNj3HKLiyPvGy21tRSXnJVlhGE4EW4nC8vK8hbh9fWhlnCgbe7ogQC1MTXVKcKbm+nF7uheIjwtrWUR7hUTHi5OnK3RTU1Ot3eug0WhW4Tn5NA+fIxtiQ83T7jbZZ5FuN1mtzt6UpI+ZKnnsrp1C60nnCWck6pxIjimtBRYsMC0x76ekSzhdr1c14wZwB/+EHrNbEGtNdCvH61v2+Zsuy3WO9od/cQTgVGjOrZOAFi+nJYteRO0hY0bI4cECEcPIsIFQRAEQRCCbN5sEp21RoQ//jhw6aUkXBkW0rYlvCV3dN4/Wnd0ILrEbOFEOIu1tDQ6no9l8WeLU7uupKTwIrylmPCWLOG2xbdbt9BYaxbFfH379PEW4ZHc0SPFhHvFrLMlnAck7AEHtwjndrrbza7O27bBwc03A1/5CrBhQ+SYcPc84bZbfF2d89nbuhVYvJiepffec96n2lpTblWVs+22h8TREhPOngkcntEejB1r5mh//nlg1672q6u+vnOS6r39duw5NSoqQr8PRzoiwgVBEARBEIJ89BEtjzkGh6YJ8+LDD4FTTwU2bTLbtm2jeN/XXiPhw9givCVLeDzc0b0s4VxfOHd03s/tjm6Xabuj89LLEh4pJtwWtJEs4eyO7mUJd1ubKytJPHfvTu/5mNa4o9sx4dxmOwEeZYpvPrSPbQl3i32+p3ZsvZ1szm0R5fN77bXwlnClQt3gvcQ/n/umTcDnn9P6f//rtPL6/U5vArtMe/CnI93ReQAsHGvWmOekXz/gj3+MX918npEGHf79bxrYaA18brt30z268kqKP28rf/iDd6K/tDTgpJPaXn4srFgBfOMbwO23x3bcqaeGz49wpCIiXBAEQRCEw5KampY77bGwbh3wwANkjTzttPCW8Npa4GtfI6H98cdm+8qVZv0//zHrLKS7dTNi1t3Rd4tkID7u6OEs4Tk5tHRbwt3u6G5LeFvd0aO1hLvd0bt1M5+7RThPrZae7rSE87VkkcqCu76erMWNjaFx65Fiwm139JYs4UqZa+JOosbu834/WUIfecT5HFdUmHNISAh1jXdbwuvrQwcZuM3795sM9u4p6RoajNu52xJuC+9IorSqCvjTnyJPfRYLkQT/li3AxInAHXdQvcXFwG9+E5967brDWXG1Bi65BJh3dm8lAAAgAElEQVQwIbZyAwGgoMB57TnkZdcuut9KAS+9FHubtabY/699zfvzVatiL7MtrF5NSzvTfjRs2EDLlrL7H0mICBcEQRAE4bCjvh7o1Qv4znfiV+a991JH/LHHgL59w4vwxx4z6wUFZn3NGhKQQ4Y44325c89iKCMj1BLu3ofXw1nC2yrCExOB7Gxvd/RwlnAvd3R2ffeyNMeamM0rO7qXa7tt6a2tpbrT081ggJc7en29ubb2eYVLzGa32W0JZ3d0O3FcZqZThLNVnuvLzjbXme+p3w/Mng387GdAfr6xjFdVhZbrFuFuS7j7vR2PzudaVRVqCWexVFnpvIf2cxdJhH/8MYniiy8Ov08s2GLebg9gksW9/Xb7uMhzmeEGAnjwJNaY8dtuIxd32/XcdvdnN/i77iJR/cor5p4FApEHGisrk2NrTDvDv3t9+tD98/liO76sjL4HkZIWHimICBcEQRAE4bDjyy9J0Lz0Elmww1FbC4wfTx3bltixgyzgY8aQq2tNTWiHvKKCOssXXEAda1uEr11LCaX693eKCdsdHSAB6RYRXA8LV94/XEx4S+7oSjmnDnNPUQaQMOTyvdzRbQtsrInZlDJ1xTpPuJcl3J1kjd3p6+qc86Z7WcJZtLIQti3Hbmt9YmJoTLhXdnS3tTwz0+n2zkniOOEd3/vaWmd2dz5+3TqnCLfP274PaWlmMCAhwXlNmNpapwhn8eoW4QcOmPXWWsJLSmhZWBh+n1iwvzd2+wDT9gMHnG2yn722YFvCKyro2fjvf8O3J1pee42WdsyzHYrA4v7gQfo9u+wyGujTmp7F664LX/aBAyme2+1BmY6A8xDws11RQTkOzjqLktFFS2kpcOyxNJBp5zY4EhERLgiCIAjCYcfatWbddv128+GHJHAuu6zlTt2uXdQBBIDevWnJIoP57DMSKzfeSCJ83z7z2Zo15Kras2dkEZ6Z6S3CExKc2dHDxYRH444O0OfhpijjdrDwCOeObidgCzdFmVdMeEqKs5xwrueAU5g3N9N1cMeE2yK8rs4kN6utbVmEs0i1LeHuuPVIU5S549htd3S7LtsinZNDbeP3XHdjo9MS3r8/ra9ZY56Z6urQcu05y3lQgQcQ3CLcFni2CLct5IDTGuuOCbefO/sYrckl/B//cNZlP7fR8PLL3jkX7O9NdbXJzm+3qaTEOUhgT6fWFvg7WVVFFtyaGuDBB83nrRXhbMm2rbt795p1voYHD9LgIm/j2PP/+7/wZZeWpnpuj9c1iYbNm+n7+r//mftSVgYsWULrLbmm25b+0lLnfYiW+nrKD9Ceme3jjYhwQRAEQRDaheJi4L772seisXYtibcTTyT31HDYlqxICZXq6kgUsAjv1YuWbhG+cCGJtOnTgQEDjCX84EFyxRw/nkS4LXDcIjw9PbSzWF1Nokopsy07m0QUi1UmGnd0gPYJN0UZQPVxhzdad/RoLeEpKaYd4aYoiyU7Oovl2lrqtLMl3Bbh7pjwSO7obhHuFRPekjs6v1eK9nG7o/OAAV9rgD63LeHsoVBSEt4dPZwl3B6YsAW0/ez5/cbSWl/vHZfMdYZzR7ePKSqiAYOrrjLtBug7vmkTzbHtnnrNTWUlcPnl3nHMdphGTQ1w7rnA8ceb4wC6//YgVnuIcI5tPu4487lbhNfUkPeMzcKFtE1r4Ac/cP42bd9u1r1EeGKiuXepqSbHBA/U2GzbRvVUViZ5not9b9vboszJKX/3OyPCy8vNc9OSCLefXXsAKZa48rlzKT/Aww9Hf0xnIyJcEARBEI4StAauv95btD74IFm4HnooftPaXHEF8KtfUcbceLNhAzB6NPDVr1JnNZxL6rp1RnhGEuF79tCSRXhuLi3dGazXrAHGjSMLpW0JZ8v8hAkkECNZwiOJcBt2n2bxwUTjjg6QEOYOrt9PYjHF8l61LeFcRrjEbJFiwr1EeGqqU4RH447uNU+4OyacryUnlmMRnppq2sHHuN3R09PJym67o0eKCQ83RZmdHT0QMDH4bnd0wNw7ewCAxZ7fb56vigpnTLI9kMD3ISHB1GNbwt2J2dwinEVqXZ23CE9ICI0Jty3N9jFsqWVYhFdXA08/Dfz5zzT1lt8PvPmmdzwzH7N+vdlWVgYsW+Z8jqqrgQ8+oO9tdXX4OHX3YEJrsbOjczl22fZvgdY0QDB0qDnHQAA44wz6fVi4EPj734Gf/MR83pIIT0szvxslJcZTgH+/Vq0y13T4cGDkSKC21ojw2lqqf/58Z7sXLqRBj3i6qK9ZQ67mZWVG5BcXm+tWWWnupT2Q+a1vURuZ9eud18X2jti+ncJ+oslGz9fN/q3UGnjmmdZns29vRIQLgiAcZbz8MjBjRsdnIV28mATT4eQudqSxZAnw5JPADTc4O2TLlgG//CV1em6+Gfj+9+NT36JFtIwUs90SWpOVo7zcmYAoPx8YMQKYNo2e5XBZgHfvpucOiNwZ46RJxxxDSxbhbkt4YaGZR7h3b+rsBgIm7nHcOLKEV1Y6E2IBRjRFK8JZyLktfa11R8/IcFraY7GEh3NHT0qielqyhEeaJ5y3uS3hXu7o3MkO545uT1HmtoTzwEUkd/SWpiijfZyW8KQkM+Bhu6Pb7bUFM1+r2lrzfNniI1xMON8Djk1PSyMBzeeTmEjHxGoJz82l/aKxhG/eTEsWhrYI52N27iSBduGFJNbstlRXhw5s/e531Ibp053inzNmA/QbZQssLxG+eTMNXL34Is2JftllRpzddhtwwgmIiD0IwhZ5O9bdrr++nsQtQBnoATMQ5/eb9UGDzDG2O7qd9NG+HtyG/fvNM8Eid/JkuqZseQ4EgJqaxEPHLlhAbZoxw/mbce219L/P7WXefpumXLOprKSBg927qY3TptG1dHP33eSy/9xz5r5r7RzI4OeRn5GmJuDVV6kde/fS/iecQL+ZjB3e88EHwFtv0WBHS/B1s//X/vtf4Ic/jO74zkBEuCAIwhGC1sBvf0udDXtk2Wb1ahoRnz8/tmQp8eC112gO5k8+8f58165QwSOEUlREycO++CL2Yx9/nDpGu3YBY8eS6+iOHSTKu3cn1+qf/pQ6bD//OYlXd4biaHnqKSM2op0m58CB0I7iZ59RJ/Lee0cf2tbURB3aYcOokwhQJ91NQwN1oidOpPOLRoS73dHdgqGw0LiH2kJr+3YSeAMHkggHjDioqiLRkhQ0WrVVhIdzR+cOaDh3dNsVHfCOCY/WHb2lecKjiQm3y0hI8M6O7hbU3OH3ckcPlx2dRSpb+cMlZmN39HCJ2bzc0dkSnpzsFPfhLOF23X6/EYmRRDhbwm1XefsZYPHPdbRkCefz4eezZ09n/DrgFMPczvJyIx4bG+k/h78f1dWmnh07gOXLaZ0FKkD/PVlZTgu41sDvf2/e20LVzia+apVzYMC29PI6C9/HHqPfuldeMQkZH3iA6nW7OGttLNW2gGRR574vjH19uM32fyr/Bzc3m+fIdme31/ka2YkgS0tN3fb9BJxTIdbWOkU4QPfXPk/+LbPbV1lJ83lfcgn97v/hD3T93nwT+OtfaQ7zp5+mOeafeYaOWbiQklZ+9JH5r161yjk4we3nHBd8Lnw88957JlGd7S5vi3B29S8spEHXiRNpUOeRR2iwxX5e+Vrt2mWs81zf7t10j5csCfUq6kyOaBGulJqplNqslMpXSsU4bbwgCELXwHb3AqhTccIJFCdndwRWrKDR6Qce8J47dd06GiFnuJPU3nDHjIXYBx+E7lNcTLF3551ntmlNlo3WzgPNVpfO5J13KJO2OybP748+Tm/hQqd4fOghEqY//Wn01+aNN4BZs4B584BbbiHxmp9PrqNDh9L8u3PnkiC54QYSIw8/TJ0tOzFRtDQ00GDQWWcBJ51k7n1BAYkVL8sKAFxzDbkq2omIXn6ZlitX9jh0P/fsIREwbBjFZQ8bRm11U1BA1+jYY8lq3pIIT0gwlqvu3clqbIvwQIA6zG4RXlFBHcZjj6UyWCBy59ktsDMy4uOObmcx52VCgun82u7oXiLctoTb7ugs4r3mCQ/nju6eoixcTHhSEl1X2xJui+5w2dHZtZyFUDhLuC2EbXd023vAtlhHSswWLibcnZiNLeG2OzrfO3cogi3kbCs1i4i+felZ8IoJZ7HPlnB2g3cnngtnCWcRzs+tbQmvqzPXCAh1Rx8wgKad4kGDQICEJIux2lrzmR0nXVJCA3orVpj8DB9/bD53TwNoZxC3Bdnq1c5rZ89KwP8xLIbt+dD373eKNVvAlpUBN91Ert3Nzea7YGewLyoKTQwHmPAVu17bas6/NRUV5jg7RMUenGDX9MZGc08qKswzUVHhHIj79FOzXlVlPIT42jU0hA4eutv84otmfdkymmt88mRTNsf4AybG/ze/oW1//rNp/5dfOi3hvG4PZHDb//MfM8i3ahX977ix3fTz82np91PStTVrqP/zs59RPfPnm325jn//m57nOXPMoExjI/CvfwGnnEI5SroKR6wIV0olAngCwLkAxgD4tlJqTOe2ShAEITZWrqTOz9y59P4//wG+/W36g9y8mf5omLfeos73BReQ+LM7xR9/TH9Aycn0p9mjh1OEl5eTOAtnQQeovLVrQ5NEMVpTJ8vuRH3wAf0hbtpkEt3YInzfPuoEnXIKvf/8c+qENDbStCzHH08WVebBB4G8vNDM0kuXOq3oW7ZQ5/Wyy7zPw27zZ59Rh3LPHmfnJhp27Ihsvb/0UuCee4D77zfbystJ+P7qV8Df/kYDKu7kPhUV5KJ5110kSseMMR3xuXNJBC5ZEupK6EVREc3h+9//AlOm0Jy+r75K2b2feIKE7/Ll1FaA4gyffx44+WRyE3zqqdgHQl59lc7z1luBSZPIAqM1uacHAsCPf0znZs8hu2iRyXJ+991GfM2fT5ac5maFa66h+8fP2LBhtDznHLICuWMeufN4zDHRifABA4xwTEwkC6F9f/fvp/MIJ8KHDKH3bAnnTndVlXP+73i5o7vnAm9sdMZ82/N3+/3OzOiAM0t7NJbwaLOj8yABW/69BLe9jYWv2xJux4TztWFxaE9RVl9vErPZ+7hjwnngIlxitnAx4fYUZe7s6HZMuF2uW4Rz+/lepqTQbx0LPBZNbhHO2dFtd3TbEm5b9rkOFuG9e4dawu3M8m5LuC3kud3s4l9fT/XaQnP3buf3g4WxLZDnzaMBvbPOMtvsmQ3Yo6dfP1qy8AKMCO/Xj/6b7MEou46DB+n/75e/pPeBgBH3JSVOi7ot/HJzyWq+fTu1qbHRXBs+r0CAzuHyy53WZbucSCK8uDj0OwY4LeG28OTtBw86rfC2p489kFBYaNLS8/9Ic7P3dbSFv+2R9uGHtGxqMtvtTO1bt9L58v9jfr65Pl9+aZ6v+nrvuHr+fNEi+l8ZMYLunz0owdj31b5vPCCwdq25R0uX0u9xU1PoQOWWLc4BnkcfdZbTFfBOqXdkMA1AvtZ6OwAopV4CcAEATwfMqqqkQ6PtgtASdkxde7BhQ2/Hj6XQMrHek5ZEhVIkaJVyvngbQH8s3AFTisocPJj+WHr3JqG1bh11iGbOJKFTVER/xBUVlBn2hBNIPEyeTH8sNTVk0cvMJGF6xRX0x/baaxTbdOON5JL16afA7NnAvfdS3Nxdd5Eb2Wmnkevum2/SH+v551Nb772XOhyffUbusieeSO1pbCSB9NFHJOhfeIFGue+4g+osLU3B6aeTIL75ZvpTe/JJet/cTOd6wQV0XcaNI1GpFHVaLruMRtubmmg6m4MHaZ/160n45eVR4ppPPwXOPBO46CKq++GHaduCBdQ5vP9+uq51ddSuQICsrI8/Tuf2pz/R9tRUOm7aNCofoClTuPMKkEXmmWdoNP1rXyNx+uabwI9+BLz7LnWiduygrLZXXAF85zskDF9/nToX3/8+3dvp0+lcb7mFOv533kmi4JNPyK1v40YSjiy0HnyQRu8ffpjaClDnD6B9rriC7g1Az8A3v2lcCwE6h6efpnM7eJCOvf9+cuO85JLIz/K//03P5vr15IIOkDCeNCn8Md/7Hr1eeIGes88+o2fLzTvvkBVp1Ciz7aab6N6MGUPu7Fu3Upv37zcdw127aHDinntocGbYMOD00+mza68lS/j771PHfcsWer6XLy/EvHn9MXq0EVecNXnGDHouP/vM2dl3i/B584zV1I09PRmTm+u0KHEnO5wIP/FEes9Cxp53OBoRPnSoc1tL7uheIjzZGMZatIR7JWZLSzPfF6/EbLFkR2eLvB0Tbsdcc1lelvDERPqNCeeOHs4Sbu/jnqKMY8IjJWbzap87MZs7Jtx2R3dPSeYW4SwWevb0nqKLcxGwcMvIoOtQX+8cIOB52O1YdLclvFcvb0s4T79nW8J5+rKsLHrm+bnIyXGKoQ8/pPva3EzitbycRHJRkRGT9kAnJ4G0Leu2CGcvmWeeof8rr+RlJ5xA4mnwYPMZfxeVovO48ELzWWmpc3DDHuT8058o5vlPf4IDts737Wt+r5grrqCl/R32EuG2gOTP3a7kTDgRzvVWVDiF5eLFZt2Osy8qMj9mtiu/nUCP27V/v5nFYds28lJatsyIcMAMHpSUmN+d8nLqHyQm0n/mO+/Qs8JTMXKegMpKZ5JFW4RrTX2Vn/yE/ovCiXDb+8Ee4OFBiIULnd51v/sdWbeHD6f/5dxcal9FBV1jbiMbHWxvgM7mSBbhAwHYl3ovgJPC7VxYmI7LL2/3NglClIzt7AYIcca2SNkMHUqdjokTSehddhlZgwH6Q9m0CTj1VBKX8+bRH8ijj1LH8fHHSfi9/rqJe/vLX4Czz6YO6sMPU0KSQID+wH/0I5NQato06oTMmkWuwT160J+Y30+xYAAlXNm9ewgWLaIR7KQkOv711+n4c86hDsuXX5J4WbSIhLXfTyL91FON+yEL5rlzSWA99RS9lCIXt7vvpk7Tu++SsMzMJOGek0OClN3UBw+mwYmnnyb3tAceoAGGSy+lTtQ3vkGdsU8+IavvF19QJ/Cll8jC+/DDdG2+/nUSiZww7KmnqJPc1ERicNcuEofvv0/XPTubjmPBm5VFHYyvf506F2yBAag+7twqRW29+moSnOzazQIXoGu4eDHt2707dWi3bKHPZ82i7eefT9flm9+kY/LyqBNz223UserTx9S/ZQt1qq67jjrdc+eS+B7bip+VCy+kZ+OBB0JF+P79dP69epkO5a5d9HzOmkXtT042QrlfP3qmbdLT6dm/4AJ6f999NFDy4os0gJKbS9d30iQgL28zCgr644MPSJiMHk2Wa4CEd1KSEe4Mi/DBg+n+a03ftzEefnE7doSeo31ugBFNbhFeVEQdPRYJLOzsKY/ibQl3ZzEHQkW4OzGblzs6W4ntecI5oRK7PQNGALLlyS3CbXduttQrFSpok5JCLeG2+7ntjg6YdrGgjpSYze1K7ZWYzW2x5ozpPADA7viRYsLt7Oi2O3pTk2lvOHd0bn+PHuZ56tbNtJnjd3k/e2o2OzEbQM+Hlzs6//706kV12POE+/2h7ujsuVFZGTqAlJ3tjOEuL6dB45UrSQxqTaFERUXm+FgylHOcMg/kHThgzpEF2Qkn0O+7LWgLC+neZWTQfjywft559NvBFBUZYZ+aan4Tbg8GqXKiSj7Hvn1JVB44QNfJ/u7Z58Uit1cvEobTptF/N8+Y0NJAv+1RVl1N5+H3m98FDkMbOZJ+0xcvNokVbU+w4mIjwg8epPtVWem0hPNvwLvvGg8SgP6Xvvwy1C28Vy8j3L/6Vfo/+ec/6fd7wgTT3zj9dBrEZoFse2S453FnA8TQoXRuGzd6D1CEG7QAQu/HypUkuAEq77vfpf+OU06hwZeSErovnCB0yBAR4R2Fl13M8ZVQSl0D4BoA6NlzAObM6aAASeGwprXxqbHg9/uR4fYbFMIS+Z4ouL765pMw1nMqT0FrHk1Xh5K30IsOzMgIIClJo6lJHdpWVJSGbt0CKCxMQ2lpCkaOrAag8f77/XD88VWYNOkgEhObkZbWjA8/7IsFC3rjkksq8OabAzF0aAKU0rj99i/xv//1x9Kl3XHhhftw5pn78dlnk3DddQH06RNAVtYy+Hx0TldcAZx/fjLee68fMjMDGD26GIsXN+OqqwbgoYdG4sYbt2L06CrU1k5Gbu56+Hw0tDx2bCoGDJiA997LQLdujSgvT8ZFF23HtGlleOihkWhsTMALL6TB7++HYcOqsW1bN5xzTgGyswOYN+8YnH56AIFAAkpLEzBr1j5cffUOvPLKYMyaVYCamkT84AfTcP75B3HwYHdkZTWiqioZubn1qK5eiu9/X+PrX0/B7NnTUFubhKFDl8Pno1S0DzyQiHXrcjB0aDV6926A1sBTT3VDbW0iamoSMXnyQWzblomXX56Ca67Zg1deGYyZMwtx7bWbkZl5LP7xjyGYO5c6yddeuxLXXDP1kHAFgOHDqzBnzhrce+9oLF2ai1NOKcGPfrQdf/7zKPz4x9vw2GMjsGVLFgYMqEVBQTrmzQNmzdqH66/fhsREjaVLe8LvT8THH/dFQoLG9ddvRFpaM847LxtbtnTDccfV4JZbJgJQOPHEMpx/fgGGDCnBsGFT8ac/dUNGRgAvvbQcubkNqKkZjtdfH4Q77liFm26ahOTkZowcWY49ezLwxz9uxaBBZYfcDr/73W64+eaJ+NvfktCvXy3y85chPT0bwGTMnbsOp51mzLXXXTcZX36ZjbffLsS775JavPPOjfD5Wudec/HFx+Dpp4fihz/cjosu2oeMDOo9vvLKIADDUVICvPfep0hLa8Zrr9G2b31rGVaupN5keXkqgJMBkPvgtGmlOP74KnTrFsDAgbX49a9PwJtvAtnZjZg6dTEWL9aYMGEc3ngjEykpewCMRF3dEiQmVmPMmN2YN4/Sl1900V74fKanOWbMRLzxRiJmzjQZ65YuHYmcnF5YvnwxKiuzAEzB66+vw/79zoDJTZuysHv3FPTuvQU+nzFnJSePwbZtmfD5aGRs8eK+AEZj69ZlqK2txd696QBOwvz52wEMRXn5Zvh8hdi9m7avWLEROTn7UVAwGd27N8Lno1GfAweGoqZmEHw+E/9w8OCpqKgodpxTQ0MCgDOwevV2+Hxm8uX6+jNRWLgbixfvAJCHzZt3wOfbhV27RkLrXvD5yGxWUzMefn8ifL5VKCychNTUZvh8xoxWWEj36/33F2Hjxv4AhmH58k+Dv41n4MsvtyMQqAIwAevWrcTu3d0BDMVHH32C9ev7ARiFFSuWYO/ePgCGYf78T5Ge3oz9+yciIUHD51uDxMTTsX37PpSVNQIYhsWLFwI4Gbt2FSEhoQbAKHz++RI0N0/Frl37ceBAOmpqkrBrVwmAodi4cQeAIcjPXwNgAtav3wXgWOzYsRrARGzatBPV1QNRUlKMHTuqARyPNWvyAQxHfv5aAOOxfv1m1NePQFHRHjQ05KKgoA5ffFEEYBzWrv0ciYlTsG3bXpSVdUcg0Ig9eyoBDMHq1RsBjMGmTVTXxo1b0Ng4HM3N9aiqKkNtbSKSk+sQCGRh794iAEOxdi21d+fOdQBOOPR+377NAEZhzZqdAI5DUtJBADSS0L27H9XVGcF7uw/AQGzatAfAYOzfT8fv3n0AgUAWysurUFGRgcREjZSUOjQ1pWPv3hrU1fVCXV0ZgF7YvbsSQDaAA9i/PwcNDSlITw+gtjYJZWXNaGgoAdAHRUV+ABmorKTnd9++GmRlBQDkoLy8EUAyEhIq4fdnO74vWVn7kZaWi/nzKwD0REZGMYC+AICBAyvx5ZfO/Xv0aEB5eUrwO9WMxkYTDbtiRRWALGzf/gkSEs5Ac7NCamojlEoIXt9maL0VTU2jsG5dLTIzk1FTk4QdO+qQkpKA1NQmvPNOAoBU3HvvWhQUpAMYcaiujz9OOGTlHjKE2nb++QV45x0awWtqWonc3DFYurQBQDaU2g+gD8rKgClTyvDFFz0d55KU1IxAIAELF/qRmpqKs8/eh5dfPubQ5yNG7Me+fX0QjoQEjebm0M5Hr1412L0789B7HgDq2bMUQC4WLQrg2GP9qKlJQk1NBtLSmlBXl4i6ukT06lWPkhIyQffrV4XKyizs2NEEIDGkHmdbtiM3tw8qKpyjf/37H0RJCT2bo0bl48MPh6O6GsjKKkR5eSWAUcE203Pj9ujIzq5FdbUZ8du7txp33HEAwBBUV69FY2MOCgqOwerVBSCbKZGZGUBNjVOa8n8xAJx55j689RbtP21aKZYvz3XsW1W1Dz7fVmh9AjZtykBDQzpycgoA0L0eMqQYPl/4e9PhaK2PyBfoH/996/2vAPwq3P4jR47UgtBVWLBgQWc3Qehg1qzR+g9/0Pqdd+h9UZHWDzygdU2N1g0NWg8cqPWgQVq/9VZ05TU3a33uuVrn5Gj9y1/S0MH+/c59amq0XrxY608/1fq447Tevt189s9/0jGDBtXo8nKtn3pK65ISrT/7zAxFrF6t9dtvUzluTjuNj9f6Jz+h9V//2rnPnDlaX3xx9NfIPrcRI0w7Dhyg7bW1Wr/yitYbNtD11FrrsWO17t1b67/9Tevhw+l8mdJSrevrnWVv3qz1iy9qXVam9dKlWv/mN1pXVMTWvo8+cl5Lrek6AVr/+c/O88jPp/X166nOSFRWav3001rPn2/ONyVF6xtv1Lqqirb5/bSNr01mptZ33aV1U1Ns52BTX6/1tGlU3o9/bLaffbap58036br36aP11KnO45uaqB287yOPOD+/9VbafvvtZtucObTtggu07tmTrtWCBQv0kiWmnE8+cZZzyy1ap6ZqHQiYbeeeq/XkybReUUHXZvbs0HOcPVvrbt1C7/VPf0rfIeaJJ6juoiJ6X1xM73/wA1q+8QZt372b3j/1FL0fNUrrb33LlPPb3ysuvnwAACAASURBVNLn3NbmZq0TE0O/I83NWicnO69NIEDH/v739D4hgZ5TrbW+6ir6zjHnn2/Of9Ikrb/+dWf5c+dSWXv2UHkA3S+7Dn52ly2j3yRA6+pq57V45BFaLymhcqdP13rGDFrPytL65pu1vu8+2qemRusePbS+4Qat//pX2lZQoHXfvlpfey09V6ecovX999Nnd9xBy0WLaHnDDbRcvJju5y9/qXVaGi1feIE+u+ceWvp8tHz0UVr+9rf0LM+caX7jNm2i5/OWW+hanX++1vfeS5/9/e/Ouh99VGultP7e93boc8/V+sQT6TdszBitH3yQ9rntNlp+/DEt+fnm+m66iZYXXWSe5TPOMOt33ul8pvi7MHOm1sOGaX3ZZVqPHKn16NFaX3KJ1uPH0/cE0PqKK2g5fDgtr73WlDt0qFn/4Q9p2acPLZ98kpYDBmh9zjm0npxMS/t73revuQdjxtB3075HgNZXXmnW3fXZ53r88WYbf8eys+l9v35a5+aaNr7zjtl39GhaJiZqfeyxWk+ZYj4rKaHfb35/8cVm/fjj6Tm/5RZ6Bnl7dTU9b1z39debz2bPDj2XwYPN+qRJ9H2xz/lnP6PvJEDPufv4nj3NtbVfM2aYdT53Ls9uz1VX0fqZZ5rteXlm/bLLnHXx+qhR9H1ZutT8J3/xBT3v9v0GzOcA/Sfy+h//SL/1/P6tt0LPA9D61FO9t59yivO3w3623M9EVlZoWe+9Z9Y//zy0fP6dtO8bf38A85sCYIXWna9Vj9jEbAA+BzBCKTVEKZUC4HIAb3VymwRBEDwZPx749a+N23XfvpTUKiODXPM2byZ32W98I7rylCIX4spKWo4fb+IAmYwMSpJy+unOpFIAuQd///vAPfesR/fuFI+em0v7P/00ufdNmEBu0l5OG7Nn0/LGGymW/FvfAn7xC+c+P/85xZ3HilLkXn7KKTQlG7tvpqWRW/qYMXS+AMWBFRRQnPHWrdR+pmdPZxIrgFz/vvtdctk76SRyIc92GnVa5CtfcV5LgK5Tfj5dC/s8OLHY2LFON0EvsrLIfZDnvE5Lo/i8Rx+lz778ktzuGhqMy39+PrmxJ7Th3z4lhcIhTjuN3BB5uqllyyjEITubnpexY8lF/e67nccnJJAL4VNPUQjDddc5P7/lFnoWOFYeMPPGvvkmuaKz18pJVlCZ23V87Fhn0jaAXA953u/sbKrn+edNxvX776d78PzzFIbhvtcDBlDbbbdyLgswbr1cJz+L7ELMcw17uaMDxnW5vp6uqdsdXalQF0x2LeVnl2ORgdjd0bmd1dXUFp4qjGOyvaYoA5xTh7E7Op8HL7kdHMPsTsJmZx8Plx3dvkbu7OipqXQ+fj/tw/HefD72+fH9s93R+bpwAjl3Yja7bvv8tA6fmI3rVio0ht2dmM0OIbHnkuaY8MpKKofrtt3R7Vj0lBRzvrY7enKyeT4B+k9hbHf0xERnLDnHmdsu7wyHAEydSt8rjukdbWYPdMz5zPfDDhHh37yRIylPA2D+m/gapaWZenv0cF4fDqlqaqJrzPuNGEHXzt6Xk01+85uU22PQIMo7kpFhXPAzM+lc2P3fvk4ZGaYMDqsZPtx8PnYsfV8458m3vkWzVvBvuZ3jgZ/ftDRznrY33jHGmO7ITTFypFkfPJj6BaeeSnlLGDsnh92+gcbIjFmz6Bk66STqE7z/PoUV8LW3f1t52kfA3COA7p19fQYONL95NhwmZLftnHMoEWdmpvncPaOF3V4O+cnOpv+MgQPpvF95hcK6pk6la9C7twkv4ntk/47z8wY4294VOGJFuNY6AOAGAO8D2ATgFa31hs5tlSAIQuvIzDQdw2gZN46SlsyeTVNUxVrf3/8OHHec37FdKRKCbpHp5nvfo7k8r7+e/gRfftl04OLB5MmUhOt3v4u8X0ZG7NetvRg2LP5JHf/2N0r6B9CAxobgv9yFF9LACWccbiupqRR/XlZG2e03bqSO/xlnmA74ddfRNETnnht6fGIitee995wiEaCO0Zw5TpFqx6/bCeSUImG9bVvowAIfs2EDxQredRcNXtmd29/9jsT75ZfT8bffbuJFb7optN3cWeQkUJWVdC4sjFj4cfwld2i5wx0pJhww8Z8sotwiHKDj7PhKtwi3k695JWaLNE8411dTE5qwjst1J2bjeuwYbz7OHlTgbeGSsEWTHZ3LtK+5W4SzqLVjwu2kZvYxPEWZnZiNRTgPALDQ5fPgsu3zc09RZovwqirnHO7RiHBbdLGoqapyluv3OxOzcSb8lJTQucjLy+nc7QFSuz4Wrg0NtI/9PNrXMTHR+UzyfN4zZlAcOMPiB3AO9rIAOuYYitW97z4jrnr0oOSYgKmfBy7S050i3E7IZovszEwjrKZMoSUnRwRIFC9cSMkpbaEKUBw0f6/t3whbqGVmUm6L+fPNALk9yDB5slnPyaH/uaFDzfWz/yf5etkiPNfyprbbYAtpWwQPHEi/t4sWUdJQZuJEsz50qPmfscVw9+7mNzMz00xXeuutdE/svCb2YLX9nzV8uPM56tXLCGf7XOzneepUWk6ebL5X9v20ny8uKyPD3P/sbMops2cP7XvppWZAf+5cSmr3yCP0fTvnHNpu/9ba7c11eq93Ol2ka9I+aK3/B+B/Le4oCIJwhHLXXZ1Tb1oaWcGF9iU7m5LtTJ9OVuPJk8nC4/Z6iAczZlDZ8+aZju6pp1In8fnnqSMUrwEP7qgDoRZvuxNuM2YMdRg//JCSLTF2BzUtjQakrruOMjRPnEgeHbZVzqsdhYXUAa2spGtud0xzckwCKRZQqanU4fX7yXLqNU84EJ0Idyc5si24QGQRblvCw01RBpBo5cRlDJdrJ2bjssNZwlmk2oKeLbcsuNnS3tQUPjt6SooR4bW1Jvs44Jw6Kz3dJBeLlJiN37MlvLLSaeW2E7FFsoTz/bKzo9tTh3FdtlU+XGI2+ztqCzA7SZotwt2J2ZQyn3MyK66DrcT2/bbFpW0pTE93Ds6kp1Pbq6upbHvfSy810z7aA2X2YJ9tOf/Xv8hb6cQTzff44YdpOWECDSC+/TbNHAF4W8K7d6cXJy7r29cMmmRmGkHHgjcjg/73jj+erpHXrA5AeAHstoSnppL3ESf3yjRh24eEvxv+fbBF+NChNHjJ15fr4gzgdhvs3yI7iaT922f/1vIUn1xmdjYN9ti/o+E8rcaMIW8xO1HcsGGUdJP/w6dPp3wew4Y5f1969SKhv2YNCWieScIeoLn5Znp/661m2+TJlM/mxRedv20smLOyzLOclRXek4t/N776VefsDLYIz80lj6fhw+M3KB0vjmgRLgiCIAhHA1//Ok2TVlNDlpL2mEYxJYU64f/4B3WuJ0ygTuaQIU5XxnigFHXekpPJjTIaunUjN0oW4F/7GnWYOTSC6dWL5jGPBrYkcaZgFuE2ffuSG35CgvH2UIo68DU1Roi31hLuFuFsnY2nJZzd0W1LOLu5R+OOzqIinCWc3dF5ikfb6g04s6M3N9N+XBeLcNvSDBhLuC3CuR1uS7iXO7p7Sja27nu5wnO5HF6QmNgc1hLuFuEsuiNZwm0Bxm0+eJDOj++n309Cyp4mji3ubqEPhIpwu76MDHMdbEs4YNzR+bz5mc7MdIqhE04w6/Zzm5NDs1OUldFvxH/+AwfsScUzP9jTn3E5tiW0Rw/ar0cPugZ9+tB3sKyM9uc22QNIbLGPFvv620LNvn7nnkvlzphBFn3AOcBnw/fDHqhgQZyWZto8dKjxXgpnCbet2W4PtJkzybvIFur9+tE9q6hwCu+WPNF40IvXeWYTgAZKVqwILSMjw1ivBw40U8/ZbviDB9O0nTZK0e/0iy+SS/mzz9J2vufp6WaQKtZwMMD5PejVy1j5S0u99+8sjlh3dEEQBEE4Wjj7bFpu2uSMz4w3d99t3DFtd8j24C9/oc5uLAMK7Ap/1lnkNv/GG87OZay4RXhVlXfcOEAWTLuuzEwSDV4CKRYRnpnpnJIoVnf0hgYaBIgUE86W8Eju6LaF2J66zHYV97KEu129+Rivacvc84RzWfac6G5LOFuBvdzReeDAFu7sjm4LbNta72UJ5+nWvNzR2RJut8/LEs7XmkW5LYrtuFW+bgcPOqehc1vCGxqM+Pd6xiK5o6enm3rclnD7OqakGGHktkZOnUoDXYsXO63DOTkUpmLP222TlUU5JLy+11xOTo7TEg4AF11Ey0suMd/BzEwzSMfu4q3BFsu2a719XiedRPf/rLOM9T2cQPzFL2gfntISMII4NdV8z22xarvL9+1LLuFu8ep2qf/Pf4BXX13ssIqPG2fute2VEI0r9iefmHnbbXJzjas3QHHZPHMHPzv2YAHnZAHCW+Czsuh62vO1c3vtASSvmPOWcA8KMT17Or8jnY1YwgVBEAThMMeOgzzjjParp08fSna3fn37iv3WcsMNtGT31rbSvTuJEtsS7u7EcefTTioEGPfZtorwbt3I0s60xh2dLdHh3NHZEh7JHd3LEp6c7EweZotwLssWqyyso5knvCV3dLaE8/RItiWcr6c7cRmLeZ4XPTnZ1G0nZuO6+Hx4Hy939MZGp8Wa3bjdIpzd3r0SgNmu6Xwty8vpmbIt4bYI19qcD9fBc543N4dawm2RxPNrV1Z6W8LtZ4tFDE3XacjMpIEuN7boiRV+/m0RziLuwQfJPfqYY5xi7eSTqW1t8f6xxbBX2AjD12XNGqf7s5u77iLPJKUo4WRFhQkzSEw05dgC034GMjNpcIM57zzgiy9C82mkpgK9etGX/5pr6HeZQ2EAsooPG0Y5NMK55dtE+9/ByeoAMzAwezbwzDO03r8/uZy3lMsmNdV53vyfUlNjnulw4UeRsH9r7cEjpSi57b/+FXuZ7YGIcEEQBEE4zElKIqtxfT3F2rUnCQlOS0dXIjeXYlDjhVLUobRFuNuixOLGbaViCzaLLnccLmDcm+Pljs7WUYbd0Vk8tjUxmzsmnN+7s6OHiwmPJMIjZUcP546eltayJTw52emOzgMTXtZ6tzs6nw9bx/k6tpSYzRay7H7Obt783rYQ2m649oCGfU5sCbc9C7heFsh8Tfz+6EQ4r9vPne2ObovwaPM9sNhsDSyecnKMyOX44tRU46bdrx8JYRax8Qi/2bCBzt32ZvGa+QNoeSYLu01//CMtn3qKlraXhH2t7O+tbYEHgHfeCU6sFYH/+z+zXlxMy8mTgY8/pkG8cOfSVq69lgYJbFf5hARyX4/mvnDojtYmCefpp5vzbU1+k0jW7iefFBEuCIIgCEIcue22zm7BkcmAAc7s6O64TBbXXlMA+v1GdNkWwrbEhHu5o7O1urHR2QHlz1jsR5qizMsd3XY7t920w4nwujojEL1iwvl4tnoHAtQJ5xjwSJZwW+RyUjKeoozb4E7MxiLcnZiN3dHdAwXhErOxMI/GHb26mjwo3CKc6+ZBAxZFl11G5T/7LFl13a7hfI0bGowl3H4G7GkW2dWZk/DZwssePLJFeEaG85lxu6OzO7jtzu7FnDlUbjQCNRwcj52VRYOJubnAVVeF7sfPhu3G31bsuGrGLYbbAl/HlBQjvpOSgL/+NXSAw+t3IJaBhscfp0Ro48fTM2HHm8ebpCTzm1hcbL5rsbS3uNjkzVizhgZbqqspQR1n0I+FSC7sbfHUiDciwgVBEARBEMIwYIBJOOQVE85WSHfmXbaEt5cIj9YdHTBtcFvD0tOps8yW8Gjd0Vmcu0W43x86rVc4d3Qv67hXTHhtLbXFtsKnpVG73YLVdkdPTKR9bHdttzu67TJvDxS4RTiL33Du6LaXACdmS0oyceQ8aGAPcmRm0rXi82SxaYce2ILYbgdjJ8Xj8+PwBbcl3B0OEckSbj9bfC1ammP55z+P/Hk0sDhtbCQBGc7jhr9z7TELhE08rcds2U1LM6I4EAB+8pPQfdsq/s8/n14dTZ8+LQ/WeGE/f3zPOct9a7CnkevKiAgXBEEQBEEIw4ABlIEYIDHrFuHXXUdz1brnGc/IoHjleIhwv99kDY8lOzrXw1mB3ZZwpcxgQV2d89xackdnCzBgBF5VVei0Xrb7tJc7uts67uWOzhml+Tg7qRhjJzGrrjZtdVvC7cRs4Szh7phwtzu6nR3dbQnnRHI8AMAeBux2y+2wBxpsbKFuW8Ltdtj3yMsSDoSKcPvZSktzWsLDZUdPSTFzPl99dWhb442dKDAS111H30k7F0Z7EE8RzsncTjmF2t/cTJnB3fX5/a3LCC4YUlLIG8CO9e+KiAgXBEEQBEEIw7HHkrjcs4fEgdvVMSeHOnxueIoynkIrGhHu1eln8eT307qXOzqLRbcI5/LCiXAun93RW5onPJw7upcIdydm8xLhkazjdnZ0Lj8lha4Zlx3OEl5TY849OdncA3uKMndMeKQpytyJ2ZKS9KH2umPC7XNnwc/vWWRGEnfhMpVzO92W8HAiPCPDuKBfdJGzzp49TT0ZGU7XYfs6pqSQy3dVlfcAUbwJlwTOzaxZLcdIx4N4uqOffDJlFJ8wgQaU7r47dJ9duyghm4jwtnP99Z3dgpaRKcoEQRAEQRDCwLGin3xCy2hdYLOzSbywJdzuWLMgskW4ex5mxo7bBmJzR49GhNuWcK/EbI2NJNJscep2R8/MpH2qqkLd0TmbdySrt9c2d0y4XWY4Ec6CNBBwWsLdydyam2lbSzHh9fXOuc293NHdlnC7fbzkevheRhJ3trCO1RKekuKsY9AgYN064NVXnVb3/v2d7ug2bks40DECHAAuvphmOOBkZp0FW6jjLYYnTfL+jjO9epkp14QjHxHhgiAIgiAIYWAR7vPRMloRnpNDFtiKitCperws4eGEDm9nER6LO7pbhHtZYDMzzRRl4bKj2+IZCLWEJyRQOyO5o3tZve2yw2VHt0U4t9/LHd1tNeZj7OzhtkgtLQ2fPM62hNuDBJGyo3vF4rvbG40lHDD33OucWrKEM2xVHjcuVPglJzvd0W28RHhHkZoKPPZYy/Hn7c3cucCSJaFJGAUhnogIFwRBEARBCMOgQWQRW7CA3kcrwrt3JwtzaWloRl4WZbGIcLbmermjtzYmnMuvqQl1R+cs3HaZ4aYoA8hlvLIy9pjwlizhHGMNOGOq3ecTToS7xTFfT7cIb2ggse6OCbcHINwiXGszLZzbIu3V3mgs4YBxv/eyhLunoLPvWWqqyb7OMcjh8BrIAMgaa3tZHI0kJgLTp3d2K4QjHRHhgiAIgiAIYVCKEkBt307vYxHhAMV5ukW4UmY+ZyCyCGfBxvu2hzt6S5ZwLjOcJRwg4diWxGzhLOE8H7Z9Ply2O4mZLd7DiXC+niUlTnd09jBwx4TbgwQmRlw7LPXh3NHd7Q1nfXZji3B3TLjtUeEW/2lpQFkZrbc0LdXevbTkxGvMhAmdZwkXhKMJScwmCIIgCIIQga9+FfjoI1pvjQh3T18GkCCOxhLOgo1FeLzd0bt1o3nQveYJZ0u42x3dHRMOmBh4bh8LUY4Jd7u1+/1OF3W3JdzLqs2DCOEs4fyZ3+90R7fPyU50Zw8UuDOhA3QuXpbwxMTmQ+Wyu7yXOzoL/lhiwgHTxtTUli3h9vllZkYW4Xv2mLatX0/LadNo+fDDNF+zPaAgIlwQ2o82WcKVUpcqpTYopZqVUlNdn/1KKZWvlNqslDrH2j4zuC1fKXW7tX2IUmqZUmqrUuplpVRKcHtq8H1+8PPjWluHIAiCIAhCrJx3nll3W7XDwSJ8506gR4/Qz1srwuPtjp6ZacSzOzu6W2y35I4eiyW8pW1eIjySO7rbhbolS7h9THKytwhnKzfvwwMMSUk6RNy7LdJe7Y02Jry1lvDMTJMVun//0HIHDTKDSI8/TnMyH388vb/pJuDee53tFREuCO1HW93R1wO4CMCn9kal1BgAlwMYC2AmgCeVUolKqUQATwA4F8AYAN8O7gsA9wN4SGs9AkA5AJ6R8GoA5Vrr4QAeCu7X2joEQRAEQRBiYvx44NprgTPPdE7nFAkW4QCJHzfRinD33MluS3M0lnC2joaLCefPY03MZgvC1saEuzOm83zobouvfT5e8cxcji2s7SV/5p4vm481Vm5nTLhtqWcSEyOLcLfYjtUSzucVa0x4cjJwzz3OexaOWbOANWu85yoXS7jw/+y9eXRlV33n+9m6Kqk01qCay2WXyy6XbWywmewwiiHECRAnHWggPdCdvLjJg07e6tAhCb2STnezml5ND6ETwvMKNOQ1aUJIE5zECWESEAiOARuMh7LLc7nKNasklWZpvz/OPaWrq7O/V/rpHknl+n3WqlXS2Trn7L3PPvvs3/5NTvksSwiPMT4YYzxYUHQr8OkY40SM8XHgEPDS6r9DMcbHYoyTwKeBW0MIAXgt8Nnq+Z8EfqrmWp+s/vxZ4HXVv1/SPZbTTsdxHMdxLm4++tG5COmLoVYILwqS1WxNeG2QsPpzF6MJhzkNbO11awX7WnP0Wl9xmDNHV0J4rf93ozzhS9WE5+THUubotQLwUs3Rc1pb4wJhuKjfU5sGtX9bRF6X3l4thNdrwmEundxycCHcccqnrMBsu4Gna34/XD2WOt4HDMYYp+uOz7tWtfxs9e+Xeg/HcRzHcZwVoZEQ3tm5PCG8VsicnMyE19rjteeePJn9XZFwVnvfWlP7osBsyhx948ZMo56nUsuF3Vqf8Fqtcr12fDE+4UoTnpPfNz+/VvANYX57czeB+abm6cBsOfXm6PW+23k987rkmwaHDmX/33DDwnrX8v3vZ//fdJPOE97ZWU4O73prAsdxmk/DwGwhhC8BBSFFeH+M8fOp0wqORYqF/ij+Xl1rqfdYQAjhNuA2gK1btzKwlC1uxymRkZERH4/OmsDHorNWuNDG4uhoBXglAKdP38vAwOC88omJGzh6FAYG7mVo6FWcPn2YgYHHFlxncjIAr+a++x5jYOApHnlkH+vWXcLXvpZ5Ah45spepqb186UtfB17F4cPZ3wFMTWXnTk5CV9c0AwN/u+D6zz67B7gCgCefvI+BgUxtfvTo5UxM7OHIkVNMTHQyMHA3J060AS/j/vsPcubMbtraxhkY+GG1vZcyNLSPb3zjCWAvDzzwNQ4dihw/fhWjo32cPDnKxEQLAwP3cOrUtQwPd3Ps2DkmJjoYGPgOJ04c4Ny5TUxPt/HMM4f53veOAFmeqBMnjjAw8DBnzuwHdjM4eJSBgYM89NAG4EaA82NjZuaFQC/nzp1hYOD7DA0dAHbS2pq1/+zZdcDLq8/lEAMDhzl+/Cqmp3cB8OijB9m06Qxwc1VbP8bAwF0MD78AyKT28fERnnzyATKvR3jyyUf4xjeeAfoBOHz4YQYGjnDq1BXAHgYHn2Vg4CFuuqmH739/H1de+UMGBmaSY+emm/Zzxx27GR7+Gl/7WqRSeRUzMy0cOfIkDzwwCLwAgPvvv5uxsQrwwnl9sFweeeRy4DJOnHiSgYHHm3JNpxwutHnRmaOhEB5jfL3huoeB2n3fS4Aj1Z+Ljp8ENoYQWqva7tq/z691OITQCmwAThvusYAY4+3A7QAHDhyI/f39i2+h45TIwMAAPh6dtYCPRWetcKGNxViz/f/mN9/A/v3zy3fuzMzEX/7yfqam4NprL6W/f2FI6xgzH+kdO/bR37+PO+7INJV5X3zrW9nfvfjFrwLgwIHs7/Jzc9Pv3t7Wwv574IG5n1/xiut59auznwcGMm31hg1b2bgxu9+xY1nZvn0HaG+HnTu7z1/zscfgYx+DoaG99PTAG96QXehP/gS+/W3o7W1nZia7zu23ZymyNm7sZHg4O/apT8EPfpDVdd++S3nVq+b6Yu/eXfT37+JP/zT7/aabdtLfv3NegLO8Hjt2wEMPwdatm+jv7+dzn8vKOzuz9uem3tl1rqS//8rz1wW49toDvOIVc7/39nbQ398/Lyp+b28HN9wwF27oec/bT3//3AO+8car6O+/ii99Ka//Dvr7d9DfD7/4i5BvzqR4xSsyi4KNG7M+zCO+79t3GS960VxOsVe/+iXMzi7sg+WSB2j7mZ+5jP7+y/QfO6vKhTYvOnOUZY5+B/D2amTzy4H9wN8DdwP7q5HQ28gCq90RY4zAV4G3VM9/J/D5mmu9s/rzW4CvVP9+SfcoqZ2O4ziO4zgLCCGLjP7BD8KVVy4s7+jIBKvcfDtlVhxCZnZca45eH8Uc5gK31ZoQ5+fm9ysiZY6eXydPwQU6T3gejfu+++ancSvyCa83PYfs/6mpLDBbfd7t/D4nTmT/57mt8yB5tRsctWbwte3Lr1fbd31989uV/1zvd73wbxYGZqul3oWgPhd3I1pb57sz1PZbvdn7li1Lu/Zi+OVfzvrx9RY1nOM4i2K5Kcp+OoRwGPgR4C9DCF8AiDHeD3wGeAD4a+DdMcaZqpb7PcAXgAeBz1T/FuB9wL8KIRwi8/n+WPX4x4C+6vF/BfzaMu7hOI7jOI6zIlx2GbzvfcUR1fPAbI2EcMgEotro6EUCYJEQnt+n9v+ia+fU+4Tn161N0wXFQnieC/2xxxYK4fU+4XkQtvrI67V+2UWC8PHj2f+5wH/FFZmVwH//73N/mwvA+Tl5+1qqK97aZ7F589z9autb/3v93xRFR68lr8PBaujia65hWeR1r++Xrq75wnqzeOMbs3HZ29v8azuOk9HQHF0RY/wc8LlE2QeADxQcvxO4s+D4Y2SRzeuPjwNvbcY9HMdxHMdx1gJ5Sq/6QGZF1GvClyKEb9qUCa+L0YTXCl21182PK034jproQbVC+Lp1OkVZ7bFaIbxIE57f49KqpfrmzXMB6XLqA7PV/15LrglXwc+KUp0VRUcvqsO//Jfw5S/Da16z8N5LId84aG2dP046O5cfCd1xnNWhLHN0x3Ecx3EcJ8HWrVk08SPVqDXbtqX/Vpmj58JgSgjfvj37un8GgwAAIABJREFUP2W2XCvUpYTw/H61Kcrq84Rv2zYXbTxljt4oT3hKCM9//shH4M/+DK6+urgtte3JBez6COUAz3te9n9e3/la7mIh3GKOfsstWYT1/D5WaoXwXHtfW7fXvx5+8zeXdw/HcVaWZWnCHcdxHMdxnKWzdWvm/3zffdnvl1yS/tvlmKPnQnjq+kVCXe11R0bmfq7VhNfnCa9UoL8fPvc5eMMb5o7n/t+1Qnt+rPYatRrd1tb5v+d/s3Ej3HprcTvq/zZvd5EQ/oUvwJ13zm0WNMrFXdv2rK4LU5TBnItBbcC4ZlArhOebC7XHv/jF5t7PcZzycU244ziO4zjOCpNrpu+5J/tfCeHLMUfPhbbdu4uvnfJXrhXCcyGzpSX7V2SODvDhD8OnPgVve9vcsVx4nZhY6BNenye8/pycpeSrzvshF7CLhPDdu+EXfqH4filz9NpjLS3FmvDckiBl+m+l1ie82dd2HGd1cCHccRzHcRxnhcmFxHvuycyVl+ITXhQdfXg4+7+2DOZSpdVqUGsJAZ55Br7znfnHa4X7WoEzD7RWJIRfcgn87M/OD36Wnzs2NifIFpmj12vCa1mKEJ772OcCca6VXr8+fU69OXpLy1wb6oXwdeuysiIhPM8U1WxBuVYT7jjOcwMXwh3HcRzHcVaYXAi/7z6tBYfFmaOnhPDp6ex/Jcju2gUvetH8Y0Xm1jDn410khBeR/02tWXsuhNdGTG+WJrw+2nweuK2+X1LXr4+GXi+E59cpMt3/n/8T/vZv5wepawa1mnDHcZ4buBDuOI7jOI6zwtQGL1OBxmBx5ugpIfwtb8n+f+Url1a/VOCxdesyAXxmZnHCcX7u6Oh8gbYoOnpOvbBZFNk8xctfnv2f92kuwKrAd0UbAPXCd/5/UbT1/OeOjrn7N5PcmmEp/eA4ztrG99Qcx3Ecx3FWmNpo5b/zO/pvF2OOPjSU/V9vdn3LLZmw27JEtUtKCG9tzUzLYWma8PHx+UHYivKE59Sn3VqKJvxf/2v4h/8QLr88+/11r4MPfAB+8Rcb17G2HvXCeP5/bt6uoqM3m9wKIo+yfu+92UaI4zgXLi6EO47jOI7jrDDt7fCVr8B1183XihexHHN0WLoADvMF03pz9KUI4UX5vtvaFpqjN8snvKVlTgDPf/+N39Dn1N4v9+euF8JzDXhevpJCeG5in0eyf8ELyr2f4zjl40K44ziO4zjOKvCa1yzu73JNeIyNzdFVALKloMzRc628VQjP/68N1tYsn3ALRRsO9UJ4T0/2fx4kbSWF8JxUcD3HcS483CfccRzHcRxnDZObQI+PLz06uhUVmG18fO7nRhTl3K41UV9MYLY80nlZ1N4v38Sor2suhOeB3lKWAmVSm9PdcZwLGxfCHcdxHMdx1jC5EH7unM0c3YLyCbdqwvOfazXhizFH37dvcXW2Unu/lCY83wgoEsJXShOe+4Q7jnPh40K44ziO4zjOGib3Rx4dXX1z9FohfDECv9KEj47OXVtpwi+7bHF1tlJbx7z/Uuboecq3Wj/7ZvV5IzxFmeM8d1iWEB5C+M8hhIdCCD8IIXwuhLCxpuzXQwiHQggHQwg/VnP8luqxQyGEX6s5fnkI4a4QwiMhhD8OIbRVj7dXfz9ULd9rvYfjOI7jOM6FRq4Jz4VwFR29bHP0devmgsQtRgOcCswGmVa5Nnd4znJSlFkoMkdPCeGzs3N/+/u/D3/xF+UL4b/yK3DFFeXew3GclWW5mvAvAtfFGJ8PPAz8OkAI4Vrg7cDzgFuAj4QQKiGECvB7wI8D1wLvqP4twH8C/luMcT9wBvj56vGfB87EGK8E/lv176z3cBzHcRzHuaBYq+boixGOlSa89hpFmvD/8B/gl35p8XW2klsawFz/1ecJrzdHB3jXu+CNbyy/fh/6EBw6VP59HMdZOZYlhMcY/ybGWDXM4dvAJdWfbwU+HWOciDE+DhwCXlr9dyjG+FiMcRL4NHBrCCEArwU+Wz3/k8BP1Vzrk9WfPwu8rvr3S7rHctrpOI7jOI6zWuRC4rlzWX7olBDe0tI8k2UVmG25mvAiIbxIE/7+9zfOod4Murvnfq7NZV77e31gNsdxnOXQTJ/wnwP+qvrzbuDpmrLD1WOp433AYI1Anx+fd61q+dnq3y/1Ho7jOI7jOBccuSZ8cDD7v8gc/dy57HieQmu5pDThbW1zeavL1oSvFLVCeN5/MWb/1+cJdyHccZxm0HCaCyF8CdhRUPT+GOPnq3/zfmAa+FR+WsHfR4qF/ij+Xl1rqfdYQAjhNuA2gK1btzIwMFD0Z46z4oyMjPh4dNYEPhadtcLFPBYPHeoCXsK3vvUgcA1PP/0oAwOZviETCvsBqFSmGBj4ZlPuOT7eArwKgEceuZ+BgRMAjI6+gNHRLEz3gw/eS0fHoLzOo49mdQd4/PGDDAwc5eGHtwDXAXDkyGMMDDzFQw9tJfMwhO9//7tMTAw3pR2L4fjxduBHAM6PsZGRFwPdPPVU1tdjYxXglbzkJUcu6rHorC18LF64NBTCY4yvV+UhhHcCbwJeF2O+b8hhYE/Nn10CHKn+XHT8JLAxhNBa1XbX/n1+rcMhhFZgA3DacI+itt0O3A5w4MCB2N/fr5rqOCvGwMAAPh6dtYCPRWetcDGPxUuqzn47d14DwLXXXkF//1ykrpaWLGBYd/e6pvXR1NTczy984fPIL7t9+9zxl770Bl7xCn2d2r+/7roD9PcfOG/ODnDgwD76+/dx5kztdV/EC19orvqSqb133n+5dvzqq+f6+qmnYMeOXXzzmw9ftGPRWVtczPPihc5yo6PfArwP+MkY42hN0R3A26uRzS8H9gN/D9wN7K9GQm8jC6x2R1V4/yrwlur57wQ+X3Otd1Z/fgvwlerfL+key2mn4ziO4zjOapGbo+fCYr0ZeP57s4KywXyT8JR/eNk+4StFrTl6Tr05OsCePYvLje44jtOI5U5zvwu0A1/MYqXx7Rjju2KM94cQPgM8QGam/u4Y4wxACOE9wBeACvDxGOP91Wu9D/h0COE/APcAH6se/xjw/4UQDpFpwN8OYLyH4ziO4zjOBUUjIbyzE8bHmyuE1/qW1163LCF8NX3CiwTrIiHccRynWSxrmqumDUuVfQD4QMHxO4E7C44/RhbZvP74OPDWZtzDcRzHcRznQiMPClYUmA1gwwY4fbq8fNXL0YQvNjDbamrCFWupLo7jPHdoZnR0x3Ecx3Ecp8msW5cJgylN+MaN2f/N1ITX0mxz9KLI66upCS8i94kvq08dx7m4cSHccRzHcRxnjdPZuXpCeF/f3M/L0YTnf38haMIPHsz+v+aa1a2H4zjPTdbANOc4juM4juMourrS5ui5EJ77jjeLN7wBNm+GK+YCsSfzh6e4EHzCIeu7LVsWHn/+81e+Lo7jPPdxIdxxHMdxHGeNsxhN+K5dzb3nF76w8FizfcLz6622JnxwcH4wuk9/Gh580AOzOY5TDi6EO47jOI7jrHE6O+Ho0ezneuE3T7G1Z0/59ViqEN5S4/i4ln3C64Xtt71t5evgOM7Fg/uEO47jOI7jrHG6umB0NPu5XvjNjzdbE17EUoXwWi7E6OiO4zhl4EK44ziO4zjOGqfW3zvXfOcMDWX/b9hQfj1qhfClmmqvZZ9wx3GclcSFcMdxHMdxnDVOrRBeL2zngdMuv7z8etQK4bU+1IthsdHRa392HMd5LuJCuOM4juM4zhqnq2vu597e+WW//dvwpS/BzTeXXw9LGrT6TYO16BPuOI6zkrgQ7jiO4ziOs8bJNeGVynyBHDJB9nWvW5l6LNUPHOCv/xpe8xrYuzf7vZEmvMVXp47jPMfxvUbHcRzHcZw1Ti6E9/Yu3Qy8mVg04TffDF/5ytzvRSnKarXfq9k+x3GclcD3Gh3HcRzHcdY4ufZ7JYKvKSxCeD21mu4iTbjjOM5zHRfCHcdxHMdx1ji58L3a/tLNEMJhrj25hn+12+U4jrOSLEsIDyH8+xDCD0II94YQ/iaEsKt6PIQQPhxCOFQtf2HNOe8MITxS/ffOmuMvCiHcVz3nwyFkxkghhM0hhC9W//6LIYRN1ns4juM4juNciFx1Vfb/sWOrW49cCK/3S18qzzwDf/d3c8K4a8Idx7mYWK4m/D/HGJ8fY7wB+AvgN6vHfxzYX/13G/D7kAnUwG8BNwEvBX4rF6qrf3NbzXm3VI//GvDlGON+4MvV3633cBzHcRzHueC4+urs/+Hh1a1Hfv/lRmLv6pp/jdwPfLnCveM4zoXAsoTwGONQza9dQKz+fCvwhzHj28DGEMJO4MeAL8YYT8cYzwBfBG6plvXGGP8uxhiBPwR+quZan6z+/Mm644u+x3La6TiO4ziOs5pceeVq1yDjFa+Am26C//E/mnvdDRuguxs++tHmXtdxHGctsmwPnBDCB4B/CpwFXlM9vBt4uubPDlePqeOHC44DbI8xHgWIMR4NIWwz3sNxHMdxHOeCZP16+PEfh1tvXd169PXBt7/d/Ou2ta2+lt9xHGelaCiEhxC+BOwoKHp/jPHzMcb3A+8PIfw68B4yU/Ci5BLRcFxWbbnXCiHcRmbKztatWxkYGGhwS8dZGUZGRnw8OmsCH4vOWsHHIvzqr2b/X+TdsOr4WHTWCj4WL1waCuExxtcv8lp/BPwlmRB+GNhTU3YJcKR6vL/u+ED1+CUFfw9wLISws6oF3wkcrx5f6j0WEGO8Hbgd4MCBA7G/v7/ozxxnxRkYGMDHo7MW8LHorBV8LDprBR+LzlrBx+KFy3Kjo++v+fUngYeqP98B/NNqBPObgbNVk/IvAG8IIWyqBkt7A/CFatlwCOHmalT0fwp8vuZaeYTzd9YdX/Q9ltNOx3Ecx3Ecx3Ecx2kGy/UJ/2AI4QAwCzwJvKt6/E7gJ4BDwCjwzwFijKdDCP8euLv6d/8uxni6+vMvAp8AOoC/qv4D+CDwmRDCzwNPAW9dxj0cx3Ecx3Ecx3EcZ9VYlhAeY/yZxPEIvDtR9nHg4wXHvwNcV3D8FPC6ZtzDcRzHcRzHcRzHcVaT5eYJdxzHcRzHcRzHcRxnkYRMoeyEEIaBg6tdD8epsgU4udqVcBx8LDprBx+LzlrBx6KzVvCxuHQuizFuXe1KLDtP+HOIgzHGF692JRwHIITwHR+PzlrAx6KzVvCx6KwVfCw6awUfixcubo7uOI7jOI7jOI7jOCuEC+GO4ziO4ziO4ziOs0K4ED7H7atdAcepwcejs1bwseisFXwsOmsFH4vOWsHH4gWKB2ZzHMdxHMdxHMdxnBXCNeGO4ziO4ziO4ziOs0K4EA6EEG4JIRwMIRwKIfzaatfHuXgIIXw8hHA8hPDDmmObQwhfDCE8Uv1/02rW0bk4CCHsCSF8NYTwYAjh/hDCL1eP+3h0VpQQwvoQwt+HEL5fHYu/XT1+eQjhrupY/OMQQttq19W5OAghVEII94QQ/qL6u49FZ8UJITwRQrgvhHBvCOE71WP+jb5AueiF8BBCBfg94MeBa4F3hBCuXd1aORcRnwBuqTv2a8CXY4z7gS9Xf3ecspkGfiXGeA1wM/Du6lzo49FZaSaA18YYXwDcANwSQrgZ+E/Af6uOxTPAz69iHZ2Li18GHqz53ceis1q8JsZ4Q01aMv9GX6Bc9EI48FLgUIzxsRjjJPBp4NZVrpNzkRBj/Dpwuu7wrcAnqz9/EvipFa2Uc1ESYzwaY/xe9edhsgXnbnw8OitMzBip/rqu+i8CrwU+Wz3uY9FZEUIIlwBvBP6g+nvAx6KzdvBv9AWKC+HZIvPpmt8PV485zmqxPcZ4FDLBCNi2yvVxLjJCCHuBG4G78PHorAJV8997gePAF4FHgcEY43T1T/xb7awU/x34VWC2+nsfPhad1SECfxNC+G4I4bbqMf9GX6C0rnYF1gCh4JiHjHcc56IkhNAN/Cnw/8QYhzKlj+OsLDHGGeCGEMJG4HPANUV/trK1ci42QghvAo7HGL8bQujPDxf8qY9FZyV4eYzxSAhhG/DFEMJDq10hx45rwrMdzD01v18CHFmlujgOwLEQwk6A6v/HV7k+zkVCCGEdmQD+qRjj/6ke9vHorBoxxkFggCxOwcYQQq488G+1sxK8HPjJEMITZO6KryXTjPtYdFacGOOR6v/HyTYnX4p/oy9YXAiHu4H91UiXbcDbgTtWuU7Oxc0dwDurP78T+Pwq1sW5SKj6OX4MeDDG+F9rinw8OitKCGFrVQNOCKEDeD1ZjIKvAm+p/pmPRad0Yoy/HmO8JMa4l2x9+JUY4z/Cx6KzwoQQukIIPfnPwBuAH+Lf6AuWEKNb0IQQfoJsZ7MCfDzG+IFVrpJzkRBC+N9AP7AFOAb8FvBnwGeAS4GngLfGGOuDtzlOUwkhvAL4BnAfc76Pv0HmF+7j0VkxQgjPJwswVCFTFnwmxvjvQgj7yLSRm4F7gH8cY5xYvZo6FxNVc/T3xhjf5GPRWWmqY+5z1V9bgT+KMX4ghNCHf6MvSFwIdxzHcRzHcRzHcZwVws3RHcdxHMdxHMdxHGeFcCHccRzHcRzHcRzHcVYIF8Idx3Ecx3Ecx3EcZ4VwIdxxHMdxHMdxHMdxVggXwh3HcRzHcRzHcRxnhXAh3HEcx3GeY4QQ/m0I4b2G826opu1c1nUcx3Ecx0njQrjjOI7jODk3AD/R8K8cx3EcxzHjQrjjOI7jPAcIIbw/hHAwhPAl4ED12BUhhL8OIXw3hPCNEMLV1eOfCCF8tHrs4RDCm0IIbcC/A94WQrg3hPC26qWvDSEMhBAeCyH80uq0znEcx3GeO7SudgUcx3Ecx1keIYQXAW8HbiT7tn8P+C5wO/CuGOMjIYSbgI8Ar62ethd4NXAF8FXgSuA3gRfHGN9Tve6/Ba4GXgP0AAdDCL8fY5xamZY5juM4znMPF8Idx3Ec58LnlcDnYoyjACGEO4D1wMuAPwkh5H/XXnPOZ2KMs8AjIYTHyITtIv4yxjgBTIQQjgPbgcMltMFxHMdxLgpcCHccx3Gc5wax7vcWYDDGeMMi/77+95yJmp9n8LWD4ziO4ywL9wl3HMdxnAufrwM/HULoCCH0AG8GRoHHQwhvBQgZL6g5560hhJYQwhXAPuAgMExmdu44juM4Tkm4EO44juM4Fzgxxu8BfwzcC/wp8I1q0T8Cfj6E8H3gfuDWmtMOAl8D/orMb3yczDf82rrAbI7jOI7jNJEQY8r6zHEcx3Gc5yIhhE8AfxFj/Oxq18VxHMdxLjYueiE8hPBm4M3t6zt/YWrzFatdnUJmW9bROjNKS5xmpqWdmZb1iT803mBGlKnhMW28ZhBlyjZDta/RMLb2jZWKKGsTZVVPy51t5zg62TW/TLVhUpSdE2XWPlXPXj580THrxGnKA7VdlKmqqPt1p4vCpvRFN7SeTZZ1MJa+puhsdd6MHGhp1jOeLGupGxRT57awrutk9rPotGnxkJbThknxwozRkSzrEgN/nMQcysL21zIhB1sa1X51v3N0JcvUNdV5FfFSqHGoUOf1MJwsU+OpiJZzvcx2DZnHhOrr9nlu7/OZFR8m1QZ1zTYxaY/SmSxTfa2erXrPVPvWoYPgq3LVN63iI2Lt7ygWF6rf1P1S9Ww/t56xLvXhTaPGr+pP6/NVfa3qos5Tfa2ekerrpXyXalH9UsaYUH2m2q7aZ/2WV5ih/dx6JrqKr219B63fQdXfaj5U87bl/YT5bRg+0kbLusi6zmysDD305MkY49bkySvERS+E5+zZd1Uc/IUvrXY1ChnpuhTiLH2D99E9dpihzss4s+F5EOoGuxKM0u8+jBjLBo3nqbkm/R7a26fOk8IkWvhTZek1PuwWZVuy/z502QDvfbJ/fpkSpp8QZfeKsvQ6HjFfwtOiTC3aWsWie4+45EZRdp0oU+NQXfPmdFHH288ky36i985k2fXclyzrZDRZdi0PJMsGRSPUwuQAB5NlHXV1eWLgV9jb/18AOM725HnHRNn1/CBZNiYEjkNcmSwDuI/rk2Uv41vJsoNclSzrEYPmYXHetJjY1LNXQuq3eJnpmvdyY7JMjTUlGKpFYpuYLF7DQLLsFH3JsqL+bBn4B8z2/x+eFpPFfTw/WaYWgVeJd0KN0SPsSpZdwaFk2R4xiao2qOewUXyUR8XHdUSEANjG8WSZagPAEXYmy7ZwKlk2LOpzUoyZSSEcqPlwWOy6bk+0/9KBl/BQ//3J89RzUuNX9amaK1SfbedYskzNsX2cTJa1iv5U7VMbTOpbp56fGveKilgAqndCvfPW+UDdr1HbLx14CU/1372gTD2HRn2myh8lrbBUAvqVov3qW67GjKpnXjYzHbjj31zHjmvOsuPq7B36/M3v+m6M8cXJk1cIj3CaE9DCYRks0iO/e/IpACY6N1JhnN7RJ2mbHeZc1y5GNlw2/49Tc8p60oKqKusGUjLHdtKCeLsog7QWcpq0ANtI6F2OsK2u2+zzVMijvKzS4O/qEZpbWVbKDCAEbdUmJRSrNqjzGikuU+vSHwKJeNJjn91E99uLFydfGP0xfrLzjsKyh7kqKTjNUEkusJ5gb/K8HoalIF4vUOecpI8reTR5Xq0wVmH2vGDaw0hScNrIYHIB8gSXcwP3JM9LLUBu5B4OciBZT7UoVWVKAFDnHWdbskwtFDrFbpeuS3pDQNXTunhWQrjS/qTGGeh6NqJesJhklvWMcYCHk+PwNXyVe1IvL+lncYotYnPqVPL59nEqudhV1xyjk20J4ehlfJOHxbhPCVyTtCUXpZ2MJgXDTQxyMt8BLrhXSog7RZ8ULJRgqMaMWsjr8ZQumxEfOzW2UxtMgSg3tJQQrtqgBGYljCn6xByTeu6QjQtFyhpnG8flBkzqm3WMbdwotAapd3CGihTG1OZbik0Mmt75jQwm56YRetjJkcKyHobNm0gVZgrbv5FBnmBv4TkzVOS4UN8QteawjntVF/VdWsy7dG40e7+720fpXcb3qAxcCK9lrYSpS9YjMNq9gxgCnaMngMjI5kvnNOLTpJ/ouCgbI70BcZa0THUiVU+0AK603TZrz8ZJc6wj3SqEW+uSl4WCv1P9VobG3rpxoVAbXapMjQsloCtUvwjtekoAB/jpzs8ly5TmUi0g1Hmn6Et+nNU19wrTifoFS2D2/LFBNiYXnk+zJ7nYedHMd5P3G6xsTH5kH+BaufhQGlhVpgQAa5nShFvNktV57caFiRJGLIvVRnVRz08JMYNsXFCfqepYPMmWZL/dyw3J+qjnd4CHk2WjdCTH01F2Jdtxhdjo2pVYjAMc5EBSwFHvvFrIzlBJnqe0d6qeyqIGtKZRbQYprGNNCdpWrEKxnrdsJu7qmmo+UO+gcnlR5x1jW/Kep9iS3AhLbdRCtqGTaqPaLFDvvGKMTvmtS5WdZEuy39QGywwVWg113cggLcwW1udx9ibbrzZ/Qb9n6tkr1Ni2bmgt5js/MpJ989a3TbDO+H6VhQvhtawVIVwRAmNd24FA5+hx+o59n1PbX5AJ4lZBzOqLu5awWjE0ckm09qlV2FRCeBnPooyNC+Xzr/pbbTKo89RGgnZnXDOoD4kSjKwCqhQKZ+Z/pFqI54+1VWwL4PYJcV6nbSELeqGgFvl6gZFeeKprqjLZN8YFuRZubT746ppqk8G6kaCEtCItamawNmPuM9Uv1oWlWuSra1o3J5TptOpPe1m6nqrtj3KlWWBW9VGitBoX1nFvRc+/NmFEvYOqfeqa5ZSl37Mxo9WM0hJb33mF2qxUmxOqDdYNFkUHo7QwW/guqrY3qovVbUm/u0pgTtdVjXv13c3bP3uuN/u9fbyUZ7AcLhQRa2VYaXN0M4GxDduhBbqHniEQObn7BTAjdhHW0pNWGlal8VxaDJ/Fo4Q4qyZcsViN9moL4db3wdqf6tlbTdVV+5S/uNEKwLqYs5pVK7Mw+QGeER/R6brGx3j+WE8lXRe1IG9Px6ujvdMmpIHW9lt33VV/WxcK1vtpTXi6TJkSqsXshBBxtC9yOk6Ceg4d4n05VWAmG4hUmDFr9qzPQS0elYbVWk/1/KxuD+pdsgqFqn03cI80qbf6N1eMApDCIjCHhPZxMVjNcpVfvxJGFuM3W4Sqp9UPW80jKf970HEZ1Fyo6mndmLFaVah6qr5W35ZNDDLCNBsK2jkon3t6zs7KbePCOo+q+qh+U64r+Tz61Gi2TtrUdpZu4ztbFmtJNHOWyFjPdiY6NrHpxEEgcnL7DRDWiDrfGpW6+RvSdi0q2N8Qqym30oRbUXVZSzOA9TmVsZEg+mxyXAgqnbYbqkWwdedWaiDrBe0aWmfmR0UNsebYRPqare3i5RX9qSP+6gGqPup6R171t03wVdFdG/nzpevSfE24wrootWo8rebvZfSn9T1Tm0/W56f607oxY++z9DXVOLuP6833tGrJtQVBWrC3jN9AOWNGPUPtu642u2wuNtYNLWs9rZYj1jlGCbcKJWiqTTKFeg5q47SDMUaJhRvEqj/VmG9UHz0nWK1/bN8s7QaWtXF8JBuPne3jZjeYslhLS3BnMdSNn6FNV0IMbDr5EMxETm67sVgQV4KYMtlV74V1LFtNhMsYrVMsLQDaUq6bYjEB5GLB36nz1HNSkeOVcGt9vlahWNVFabutfu3qGQmFyuRI+iM7szndQKVltGrMrIv8ekG7lunK/Pkjhrlj6jy5IBWR/ZXg10jjYDUd1/6TaROJMgQ862JHoTSpnWKR+LRxAam0JnIzRFhkzFQWjotIYIaKeSFv1UQpDWQ6rJXdykH1p7J+sfaLdbGuzruJu2TEY+tzUu+Lvd+WLlS0MNvAfNqmLe0W11Tzj2qfmtOU9tn6XVL1PCPqqS2bbBtMqj91sD7bBotVCFdtV0L4Rs4wyHShJrlHZBLIym0abfXdVZYc6p1Q7df+4ulnmNdldjQSwiyb2s6sOa9jF8KXy0pflihTAAAgAElEQVRvqtSvgadhqPcK4mxg8+kHqRy5ixNbbmS2UieZKEHM2gartrcM4d3q195NOQHIVBsXK6AvRQhXa/Wy0rc1G2tgNoXqa/WMVH+OpAeU9tlLn2fd5VdYz5tpratnCOePKd9uqdU0jqVGmooeo5Cq/bdtlbVq76x+5toHVPmE28avVVuqUBYZE5WFC7ZIYII2KYiVoWFtpDWyXNPan9ZAU/YNpMXHj1hwz0rzNeHaB9Q2LmyacHt09OVoKFMoTX8Zft9WKwD1/Dom0veTllbG+ynUForV5FqxnPgmLcTC861B9xrVx2qNotDvrpqbG1sGnTu3nu6OMdrDSi9qG+NCeC1rJYhTWtm0QHDoPpWlL4u0Mty2h+6Jw+w+8jWG2y5lsPOauT9U84Jyo1K5qctA3U8Jk2qtrjTdgywvxVUK1adKq9tT8399e5ULVlrxpX2fu4znKax+/dagbQr1/bVmqjicLpq8Nt14c+CcURFMqtO2CKzXdtcyWpnf2bO0nD/W3mo05xXzj9IcvJjvylzZ9kjCajOh+eb/2lfXFvhK+cLZ/TVtkdOXk4YsRZEPaKSFMTplZF+rD6j1uWsrgOZvoKn7Kb9Ze/RsYXJeuZ6bhtKZDzp6bVYeOi6DTRNu9W9OlU0yI7V+CvV89bNIj9+iGArnzxPfkL5OW7pGhTVNVddpYWm107ZRpAT7yXa1WBHZJ2bSbXi6ks7NbY0FoFydehimJREno5GgrYV020aRasdSNx7fEX7YFA/ucP0k+955uXkDs0xcCC8TJUwr1HdbXHOyZSNn29bTM/UkvROPMcN6htv2ZpHTrZpw68aEEorVhoDRRNgctG0nWkun+saqmV6M6fgsC5+Zup9V221tnzUC+krPONa2q/4U8UzU4kMhtUJmf2ph5i0WH/Wmb7MEaQ63mLoolInad3hxKfcsQ9tdxv3smvD0YkMt6HQqmOZvXCiKtPItVXN0hTWITxnaV2tUX1VP1dfqPdXaNJup702n0zmds+vatHtWAUBp5lVmB4s2eLomdWPh/USZdpURLhrSUkW4fYjvWU+n0OqKGCALLKbm1UW0TzwHpYSxWjIoF6qZGdt83nlOjLNem+uRNT5G28zkvAwmtVTE4qHRBos124c1LkNRfcaAdyfPWDwfOjvBpq6hNecPDi6EzxFpvia8DCG8gSA2w3rOciXd4Wk2TzxA+9ggp+L1xHPiUZcQJdqMmocaaeVTz+8EaU3qMeAScU3rG6IUUUqeyeu5o+AaStv9rChT41oJm6oNVt9uhdWP3toGa/vSqX/Ni3yrEK4+eKouSvt8qs6PbIbW88fUgk0tAp990QZ23FUcIv3Kuw7zg5uuKiy7lgc4xBXJ65YRiKoiFmZqUWPN6a2wButRmq/RTlsAHKt2UmnX1UK+aMEUibQyI4VbpYmpH9u1aIsEoUk8nf6AjnalLU5kXAYR4FFpbdV7rYQ77Y/axrZEfuODmy/j6hNPJs9V85Py1bUKor2nRRu3pndPLZrbc8vQhKvxq7SsMqBme3qeDGJdtfF0emwHseaa6BOCqPgmb9wsPrwii4Y5Ireoy7SYz9X72Soee6U3fU3pfz8k5uwu/f0Is7HQVez5/JBDncXjYoZW3W9iQ6uzIjImjKbnw4lO8c0qmCtasBtB1jIz28KWjkHWz6rF4urwnBXCQwj7gPcDG2KMb1nUSVahOUUZvtZKUKmWRSoMcxktYYqN6w6yjmFOTL2Q6ZmEHbQ1+JoSVFa67Y3qmWrjHrQQZ31nrRrYvJ6zLKxzGfW0BuVTLCYPehFljBm12av6TNXTqAm3akOD6BdrGhVVVr9bPUPl/DGrpj8lgAPcc9M1ybKn2bOmdq/tvsE2jbZV66kWnsa4QXKToYxnVNRn09UUZdqPPr1AVAHWdF3S764SVNpb04sKtbmmnpE1I4BCCb17eDpZtvuEFkJloLiZ9AemXWhLZeArMe6VWf2kIQBZS4MUZWqOVRukSsuqxkxbu21uUuNXCcWVDeKaQuiXPsOifdrdJ31N9f1UyPdT9Jm0mhGbo62iz5QbWGU6M0wsqu8TvZck+62Rqbra8FHWDO1qPhTpSIv6pnlCeIXNnYOE2WYLectnTQrhIYSPA28CjscYr6s5fgvwO2TL/D+IMX4wdY0Y42PAz4cQPrvoG6/kWm8Jft+LLpt3zcDQ1JVMTm1gS8c97Nz0TU6dej6jYzsXnmezgrGnvrJq15WZs2qDVYsK2krA+vaoe+YT2CwLJ/oyhHBrv6m2W10DrO1TZTLAmihT1grGOAlW0+IyUJHa6xe5s7ScP6Y1/c03m2nk812Gz21RVO7l3s+KNXiXWgTbg4XZIvHLYIWir4sW1iOLyM2sUy6JzAZG7aSaY9RCXgo/m9NFVhNvhfT3V20X7Tu5s1ubeQthUzHTK+ZK8SyanUO8woz0N56Q/sZplDCmvnVtm42BMdU4VObhxqCu0i9XNEEJjeo5WD9Lsn2intJtR2xqqHq2NVoexOL66jnb/r2Wc7AYo+o5FfVNwL6crGV6toWt7YOsm3YhfLF8Avhd4A/zAyGECvB7wI+ShUa6O4RwB5lA/h/rzv+5GGPa7iPFSj4f672WErSt5SmIMDS2j562p9i69XuMj27m3MhORob3zv1hGZrwMlBmzlYt+bMNrqtQ56m+UcJfPoFNsdDEXK0hrK4UcjNUFYr9STWrKIH5hCjbIcpUXysT/qOiTAXzS2fdMQvTSihWWIXCQTYly46xbd7v3bRypnpsj4hiqNJiqTFh9S8DeyRahdZMNz+vtdWFQQUns27KWYOvSd/Rdts7UWQiPc4MGxmUC3nZL0aUmXPCUhuAoJo+lC6a2ZN+YXqG0iv5Sq9tPlDm6L3HRdvFe73lxAgTIvBn69JXaAD0tIoPqBByNp1If8962kU2gUQbK7MzdB0XJst96XF4plOokdXwFULx9j2iQ5W8pe53Ol0ULhXniXpuEeNXnjearqgUbsVcqGKjdAkzfTXO5DdLjXmxZ6NC8ETxjm2cEUEqxQZoI6QbhuibrvVCgCnom2ZpwiHQVxmipfnLhWWzJoXwGOPXQwh76w6/FDhU1XATQvg0cGuM8T+Sac2dBLOxjbNn9tHZdYyOrpO0rhtlfHwL01MqTHcVawqrMkaWmjPUm6pkyUbbbNYI4Srq+GLMvGdZKHSrCUS1QwnoclIyCuEKVRe1I682INRmyGKsDopQ/WndtBEov1kr5qBtdauBSMv5Y9bctwqr9hXswWNU+5VQvJaQmj2rCaY1bZTwn7RSJGgHZulg1Bycq6dinNDVaWoONWo11XumNKXWTTn5nql5UsiSsdLALcJowdQmrASsVm+tKvhlYjoIEdk3bWIN0CmEfqtm2poaSo5Ro3CrrtlqvKYUtFWfiWcrN83VNaXGXjwH1QbruBYoa5PhXrt4K8eaNeBtwRzbPCEc+lrPMja19r7tIca42nUopCqE/0Vujh5CeAtwS4zx/6r+/k+Am2KM70mc3wd8gExz/gdVYb3+b24DbgPYsmXri37jw/+rhJYksHa7Ok+tg6plj4/M8sUjM0zNQv/2Nq7ubSXMiH029UKtzaGzkEb1XES/FaLkJrVhoK5ZreslW0c4fKJuk0Rthyrh1ur6oBZmLUIYU/Oc1Vde+bGq56BkOLVmUdcs8OjI6dmW/sr2iJW8ClLUM5NeDUxV0hWdJR0UakrsMtRHz24d6Wa6O6u7zm+b/sK2jqcH4fh6+4fRnAtd9I1C9ZtCmVJGURcljK0X/V0R/T21Pj1mlL+tasO62fQEFFvSE1cUk1pR2djILjq6jyTPAWidTo+JKB77TIsIojYqJlElxKihLYbueI947pPpSW28LX2eGmcdKmCR2ott9Oqqb6+6rvpmqVW5ehZqTlf1TJw3MnEJ3RWRr1LdT00/VstEpVOxCkaqP8UGjDmzirqfWgOo9on7TXWmH9K6c6IRal2h+kUJ4epdUuNlHYyMXkJ3Z8FYFOvCmfX6GxjES9EyI14YayrhgvN+4affy4fFKYvlp3ZcyYf+y6+wuybg5c/89G3fjTHq9CsrwJrUhCcoepWSIyHGeAp4l7pgjPF24HaAPfuuir958OplVXBJWAUjq1azZu3c0jJFR8dxvvTsaf7s0a2cfvw64mxiKCgT4TL8ia2CrWI5uaJVBG2VX3yrKFNaleoH+EO/PMB7f6d/fpla/1ufk2z/E+minr3pMhVtXqxZZF2ECTjbRdkzouxBUabM0T+ULnrdP/zLZNnLeCBZ9kq+nix79em/TZYd25z+4qvAXU+wN1l2mGvn/d438GpO9X8NgO2iDddzX7Js00PpleX9V6ej+jbS7ihtsPJFVjl1lXbkCLuSZcqUW/WNqufDHEiW3TT69+m6PJYs4pnr0hHC7xMv2vNEG7YPpc0TR7ts1hNF5pLfG/gAL+x/vzxv01Gx4SEWuoOb09LdpruEZPSIqMw2USbM0R/qvyxZdvVD6WjkT12dvqGKDH/jUTEZqnkyHVNRCxyNrqvOTadhNpv7ShJT7MCxD9Hf+t70eeq7pNYyajyp9u0XZUqr+7ixLj8hyqzPQa1jdosy1T5xv6denn5fLv0b0QhVz5tF2RdEmXqXlGXldhj4/ofof37BWHwqfdrJF2lLWOW/rdww5JhRGxQF5zVTE96/7UPcd+bKJl2teVxIQvhh5k+/lwB6S3ypWJQjVis8myJG36/BbtncJdZxbOhmNkwfYkPXw7TvH+TkMzcwOa6kygKUgGo1AVeTjRKMrAJ6D1r4swbJU7uBqm/yPp1hYf+q2WgxEdcLWUS4/SLUzKEuKa1Bxez9hFhhqPYZg6jJawpzdCXAqRyZUigUfd0zkR68M63pRmyspF/eev/Q1qofLthNvNV7rYTXGSrSX1WmQ2lPC3/HhT9cvU98LUozrTYMlIk0lfQ1pX+6ElSMvm9qU0O1TwUxKkqdkzNdSX+0is5rmZ2VEYYB+c4H0WdtXaLTjCbCStBW3whlNaME1L6JdFyG4XbxAVUrKSVQqU0GkD7FIui69lNWC3mFaqMSDFNtqKCfr0K9n6qeqiy9P6iVIur5qvup+UfESZDuXNYUtWqc9YoyheoXVRd1nipTz0/12Vmy9V/R8xD32/JXIzz74+mXqWtICBvGiPqSgvOaKYRvnhiyZ/wpkQtJCL8b2B9CuJxMv/V24GeXe9EQwpuBN2/Zrt4AQRnCtJUlCKLd659mZradodF9dK9/mh2Xf5Oxka2MDW9jZHDv4i6iJnYloKu3yhp12+qn20gTXkbwucUI9rHg76z++dKfSBWKDrealUvXAPElVc/JaPJZBsqfWAlwygxYCeHtE8pMVqQH6hV5Pus6e5qZ88fM0cHF+6nMnGVkZhr4nCqbQWHaOCYKzXngRbqXijVAjmq70YdQpr8S+dNlGj1Zl6Wl8Eql4lk0yldV+bVb51f1jESfSQsQ0Qa1cO7cKq5p3WRotMlpPVct5JXAZTUFVpv/qf7egFkDK+tSRp9Zx6jVVN26OWGMSC4398WzlYE9jT7hsi7WayrOUZxNB+Tze/anG+xmqXZYn9MSy5oqhMchewDjElmTQngI4X8D/cCWEMJh4LdijB8LIbyHzKCjAnw8xnj/cu8VY/xz4M/37LvqF9ZMGncl2De5bDp2cfbUfjp7jtLZc4K2jiEmpzYyObEIrbh1EajW1c3PcpSRGukdDe6pZgC1dlbXVOflwkoLCwUXNYFIWcU68xinP/MzfEKUibqcFHZcwZjgQg1/MWvW+1PXojXhaVNRRasxEHRfb/rEbXVqjBNMs7V6TAVCUxsJ55TQ30DQ7jmbFqaVZrNdCTmdKpe0LZG2jPJ+Li0czbQK4b0iGlFCpFeVS1mmlDIGvVIL5NaiReVM9bg1BabKe2ydt9S+lNESZ9PTtsjMSgPZt1lMFkpDp+aYrwH7RLlayFs1vkpgVia9wjRXTr+psf08dD2t2mf1fJX1gO0Tou9nHReqzOqqqNabxo0Zlatetl3VU9VFlamxpIK2DZEt8YrOF23Y8f+e5dl/ITrH2n717NV5JWrCW5ilY2TCNeGLJcb4jsTxO4E7m3mvZWvCrSiBeYVT2cVY4dzQJUyOb6Cr9zA7Lv0WQ6f3MXh6P1JilIsW42gfF6+cNUDMOtJ1bSSflvGGKLkwv18ouLd5F8/qG1CGEK4aoeqpnLvFFyoqB3WBcfNF+fcqzHnCjXEZeoaE9rl3vlB8qkYTrqK4K02/SgWjzIulyXVWoTQqp26DqOspdPTwdIdrTXH6vLaKqKfZ+sWGNS+wmdQ1p7HPy9adduv9rP1SgmZabWaZtXeXYtfqqnuqayotqzXSt7KkS7UhZQKcozYLVloTrsav1QTcqvFcQ5tdau41Wzmo89T8Y3UvOlutT9G+sjjv5C91y011a1YE87MvKGtBx+NbLJUwk11/7aUJX5tC+EoyTxNeRuAvCy2kB8s60nKMKuskHQ26CzgHU5M9nD11FW3tQ2zoe5SO7mOcansBk4cSasEDwMHENXs6YFh9LRML7zhEMqLJSdLC0Tn0R89qAq/GhFHJKlFCuMQq3KpGCGcqq3mbrIsqU1F8FI0cwhID42ng+kTffAD4t8VFP/w/L+Gqf/CDwrK7uIkX853Csvu4npdyV2HZRztv491DtxeWTe+CVtU1iefUeh/J1+zq409y5sq5fnmGabbXbIsPCjOBkwl1zBk2zrtGLcOdPVx6VGy7W9PMqU0IlfNarCLUokUuaFQbxBCVecnVd0fMHWrDx7qRIJ+DyhEv5uzYBaF+WMxU73UOYsofeRuElMZpH8mppPVrMPG64rKZm6E9FZfuJki8upnAaAkI9jXg8kTZZtLBtO4l6VsajpMJzUXcWL1nEX2kw3WcRmvp1ILc6ousvvOpPgM4KsrUtzZVzxsoRxOu+kz5WqtPXQmWI/wuUKguQ4/Rs+hYAqnn+xhpv+nLycZ+Ed8kGSyt689nia8tLou/CuF9qUqStjy4l/Q4fDHwN4myu0gHHbwDHfBtivSYSmimt/zWCNO/Iq5ZhtuHOq/gGxKAjiZIqa3MZPVyTfhzlNSaxiqcq90aYxwtGWS4ZvDHWOHUsRdwbngnfdvvY8eebzHEXs4+fhWx3jn1UdIj6MwYaQFP2av0kX5TOtJFPaQ/Xu3iktXLmihDCK8kfm6ItTIlTAFmrZhqg3qAhs0eIFu1JCp7oxgU7yP5rl3xtvuTQs7L+FbykqrsX5z+RLIsKAFcLeb6SApOE/vna6drg2Gd7OxLapFVxPU9wo7y0sfVirQclH9zqzABVxp0qxWEwuyDL1BCuNxI0BdtOqFoyERgAqKIkB3Okp47Uwt14NxPpM3Tuh6aTWtL/1bcD2zz4S7SGxvKJHmbOG8X6QXyt8U1VbTjLnFNsGtZrRpfVWbV9qeuWZYmXGENAmiNDK+e3ztEucjOkNwIAt1nfeJ+6cQN8ApR9mqxuagE1G2k3+vLRVlKAM+vmXq+N4uy49V7FpWrcfbuBjnbZRBdQTM14S3Q0YTU3q3MZO9rkzThIYQu4CNkgWcGYoyfstfNubBQH3slhKvz6pK/dW/MnKeGBvfRue5ZNlz2ON27DjN6YienD103d4J5zaneRKO0bJ0wliOgr8EgD8WUsFug2i5nFVUXFf5ePSQ1noy7VhXbzowSxJRA1dEgFVcSJfyoj6Ey1a4rC3HuWKUz3dej1t2s5QhwxtgL0gxRnVeC3fVMa/qFkUK4mn+NmnAzZZijF43R2cTxxSK6U7lMdLWL+cdq6qseQxkmrZbgY43qomgUs0Bcd0q0Y51VCG+20L8cIdzap9bNCVUXhfEbIud0a1BXq2l8GUHpyghMZh2f46TnRetcAbquas6zPqeCZ98SoMMadLmGCrMNzdFDCB8H3gQcjzFeV3P8FuB3yGbsP4gxfhD4B8BnY4x/HkL4Y8CFcCul+oSrj2wZUZuta6vEeZEK507tZmJkE11bn6Fn11O0doxx+vHnMT3e1UCDbJVelZZcnBeFLdawqMsw5bwFzXi+TRsjyl7QiHUfRXa28t9WwrsqM1a0R4ynEtI/bRHjPlgXQupjKOaKBaa803PHOjek+2yyIvy+1SaDaoN18dgAGQlb0C404SqquhqGRfmw5+6nwnmni9TcoSK8qzEa1ZhRz1AsoiZFWWE8gKrgowLyWeMEqMCJm/rEXGH1D1Uo4xBlJmoVRqzpn5YTs0GYcj8jrrtX9Y3Kea3aoRb6qXpOok3crQKleM+GRBt6VRusabqUcsOYfs8cfE2NNevGnHXTxipoW5VFyg1hiGysFY0Na2BEsFtrWKOqF50XaEqGolZmsueiN4s/QeZk8Yfnbx9CBfg94EfJ0mTfHUK4g2yxmttfLGulftEL4RdcdPQy8pI30KhMz3Ry9tkrWd9zio4NJ9h1w9c5++wVnD12Bcxa3hAloKtIyda8Fw3ynlkXJ4rFBF9TRJamXQqiTKYFU6jNEtFAOSWVoQm3ojThtisqIU3mkbZK9laNw1IE+zh3TAcRS19U5slWNHpXSvGmsFkzqMB0Vs20DCBn9PPUPuEiD7y4nwjwLusi84SnNkpm0J8C47ur+kVuQFj9bcsIlqWwCj9WwaEBY2KRLyOHiPM6StCEDyXG2uwM5tRY1qBfY+I59aq6qI0iq2a6jCCHVm2w9TtYxjWtWNPBKU24dbMAyllbLHWsFWUJMlCZqgZmE22KMX49hLC37vBLgUMxxscAQgifBm4lE8gvIXNwsiaqBlwIn8+yurIAJTBbteTWFGVK9lGy1vkXIDA+tYUzT1zLpq0PsnHXI3T92DOcefhaxk5tY4EUuEVc82QiIhSghXCreqCR8C7qMya2kI3aH/nW5WWNPvBLuZ9ZflV9KjZSlFWCRI0L6wBWnS3qqVKUdaeLlCaxW5T1lLHStS6S6hcmM3PHVKqt7e3p91NGZhbz3XSDVKaFaazOF4rrCuFP+UUrIdXqE64009KCQGH8sitz+4l21WfiY2ddZRQJVHkUYNXVRrNrteEhrVHU3Gs9T00HylisjEjl6jPQSBgRz/6wqI/KhdEhztsr/OWPiX7bLsbTM4l5dDLCMbEk2W7Vj4k5Tz2KdaJws3GjSAn9HdYUier9VNpZYzpOc3DAMrRyakyoMtX2CdJ5wtU7/wfAW0W5NXtBM90GAvZ4BjWMDY7x4o/Aaf4OgNfesOisObuZH4XjMFkozg8DvxtCeCPw58up20UvhJdqjt5sob4RamFi3RCok607eo4zPt7H9Ew73V1H2HbDd5gc7Wb01A7OPn2g5g9VRa1psawRwBW70UK6qGs0plNroJjPrs3Cj0Apb6u1T9V5ViFcPXtreHuFqKe6nRDClW+3ysFs9jW2mmotNd1U9ZiKkK02IKQQIxjtEtploLfdqGEXWNOQyaBm5mjlaociXaSwRn8vA+kWUNS+tupx4+aL6jO54WGMwm+NWWDWYFl90MvQvIMULNR2uzUMpxIcpHZdtDF13myDuqjNAhVsap0SisX9xqzjUDyjKVFmzt+shCqrNthqjVJGKrUyvsmN6pmynFTXfGuDcvUpUEK4td+KzmuSJnxTZ4Xv/Bz80eyPnD/2sb9+YDGnFtmYxhjjOeCfL79mLoTPmaNfsYwUZRas2m6FErStWvLECzBNN4Mn97O+6xQdPcfZcMkhKt0TDB6/itmZ9VoTPijKhpU2VO2PN3KaUde0auaV+bTyDxWfr7xsloVfXGVybh676rOu+lR9go25uaXwrmZ29XzFeao/1ZDYmy5Svt1KSFVm7FEsWqQprGIpH99Yc0yct21CjBejD2Tvg5M8c10qFwz0dqf7W5kQj7Wn30/rc2o3qmqUGbvK524VRDeKCVi5DbRPGH2hRF3alearqH3rOZ+izHI/NX43HRV9reppDRSWHtb6/WykFUthFKbHxP2UkAbQK6Z09TVXTVQRTpRmWn0lpkTfpGa1abQiVQmUfeL5bhaacNUGNex3i+ektN0qfqVEVWaJaarOU0bQQWtsicVYMxZh3YBoNN/VfqNrUW3/X8A/FuVlpNhbqtDfJE34MjaXDzM/cdwlNPamXxIXvRC+apQRtM3q9201ca8Exse3MDGxiY6u43RvPEzXhiOcPX0Fw6f3EVP+4kKTKIOomfdeG6WpUkZeCqUNVsK7Wkbkr2RceP1o9cNWWLfPrRHJVzqVmqiLGodif6VlQ/qLqLRp1nRT0he3CR+oJSEeuxTSjIu5p65TCWVhWrRfmU8rE3CtCU+XySBqAumDXsLr2TORnpuUZrrVan6qWKrp4mzieC1laHesvqplaNqs9zNG0x9ahiZcaXyVo4XU+JZQZgnf2bKM+00ZYwVYpwNFo42UJNZvj9JsluGHXUanWYVwa5k1toTinxnPA3vQtqXSJCF8Gak+7wb2hxAuJ9s3fDvws8uv0RwuhNey0ubjK4lSYlgDT1dfjkiF0amdnD5+HRt7H2LTlofpeelTDD5zgHOnd7NA5ah2LWWAMSW83gR8L1G2jvR+9hC6kWqpYO041Y7Lqv9Ps7DOQj2rBHRzAnkr6othFcKt54mlkFHbvWt7OiSu0jIqIU2ZJA/3pjefNnWL9qnFjtp1r69KbYRStSHQSFOh9roSzb/0h8d59rq06kSZq5+qpFWNE0L7rMy11TNUPv+y38QCIVg1Q+J+XaeN/ttKPWlNA7TUiMe5m44SNkUOcVlPpd+wlllVumrNaI1WrtouFrrbb4AfiPzq8isoxq9qhlW4tV7TEg62R5SBVhkoIwi1WWJMuCmvuc5qRac02mocWrXBCqvwXobJubqm6jNr28dJRxHfTPql+ATwy8Z7WvVWiqL6N8kcfTGa8BDC/wb6gS0hhMPAb8UYPxZCeA/whWoNPx5jvH/5Naqtm3NhYZ0wrRsMS9Cgr+84xfjUVqZnO+lad5Qtl3+fjRzgnfIAACAASURBVJc8xNjQdk4/U5NfXH215eSmPmvfI/3Ze0KcB3a/aFVm9XvPr1lkj271e7fqAKzbthcIKviaKFPmyiq4kzWo16hwbdik8hcrlvpoW0VZTgmmhCev7pYfUJXeS6WcsubK1ppwm3+6jIC+nOi2KdRzUhuk1sWs1US6qKtzs0trCiSF1ay8jCBFCtF2pbXuNd7vrgfTZetooEU2+jebtbrGa1rqUhS2ZbF1kZTxaVWCjBgzUkBXwvRaWh6UEebCqrVW86tV2NxAtrQuqpMyG/+NBte1ZlOwUnS/pmnCG7tSxRjfkTh+J3Dn8mtRzFp6VVaFeYHZVjI6uqKMFGUKq6l6gumZLs6evYK29UN09Byjp+8p2joHGTxxgPGRrbBeqLtl9jJVaNWUNqKMXBSLEfpXSgi3LhXK6u8UVh2AGDPGCOjK5FxpSmX6JzEVj6k2lLEQql8M1OxGy1RNJbwqjczIlDA9KB9wGhVcT5qqz9hWezI9nVrsWPtbXVONJyXEWVMZLdVcOw9AVMbC2mpyXkaZQvTZsDWFlUBpidUXeTPmaB3mr5L1mpYyc+ZP7FOz1fZOvdcdQviTZvPG+5Virn2hoITw5fRZSghfTn9aXWatz6novCZpwoFyvhlN4LkwrJfFvMBszb74WjJvV8K7NXK6zIUdmJzewOSZXtrWD7K+4xTbL72b8bFNDM4eYGIoYZCl1s3DKnDXblHWKGCSWmZYsW4Y5F+9onCXK+0pZ8UoFEusxoTXpIv2itN2pIuUJrzD2J/DQupXQvgVGw4ny4L64KvJrv41OzZ3bHhD2oy793jzc4E3EmwnKun6KE24si7YMy8jSflsGhWqVKsmXHWb9ZrWfLuKpUYdz6fFMvxDldZImZxbM2eqa4pQCKfFcFGhNHuERKy+rEqQbmQarkKXWhOIlCGnWTXhZm23EdU++WVVyX/EOy8FezVXlCFsKlNuaxYCNU+Wkb1APQfrZuVmsroWubeo+bWRwKNi5qg5zxokr+i8FpqiCV/LXPRC+DzWSnT0MrAGXzMHbct/CExObeL04PV0dz/Nht5H2HHdtxk728fZI/uZGN7MPEdw9cJJf3H1uVceWMewp0VTiOjoi0q3VbS1aa1LGWnIVBvK0HGUoAlXQ6Y73QZpPixQWtsxOV7STIpd4nZjIKYFZTVDcVIIvRj7Rc27ytwctAWB0lqPinFhNVW30mbVdls9Scow7inD79J6v6WauC+mzLqYtfrDC39xpZ2UArPSkouF83ISVZaxxWvdxi3Ddssc4cT4fkq9h7qhEoysLihWIdwaPdw6LTdTM5tjndPURoLVx76LrG+K+txq2dToXOt5SzXVb5I5+vnNWyVDrBIuhK8WK7vO05QYtC2nu/0wEDg7fiXrZ07R0X2SHdd8m6mJTk4/ex3j57YAQWvClSx9UqXFUkuBy4AnRbnMSiqwRnnPOzWwtE+8NVxNGRE2lF6lDF2FYKcoE0OmY2Na260joKe/MioYmFXwm66kd8La15fhuyKwLq7Ejrvqs0Yoi4WnRfQu9SxUOrHRSvq97hT5zFvLyEF9oeS4VaR8BBtNIUpLYxXelTGVNVCaasel6SL1RbLO9CqntVWQHsYuMDcyc7ecZ92zSl2zpcH91FdQRY1XqLZvV2a7KsmE1WVCuTeo4IhWQVT1mVUza30/rfOr0oQrlNXMdrK6FgWaVS99I+ulxSTxKUKNNdVvRX3TTHP0NYoL4bWsFZ9wK1Zf8jKCtiXLWhgf3cr4RB/tHWfo6DzB9sv+nonxDZw9s5+xk9tIbldZv+jyxCcblFuF8DKwhpZRZWVsMlhD7ljD6ojNCqPfd9t6m2+3FZUySwn9kmYJVDWeEbLtRs27SjPWyEJA1Uf5WqsyJYSr56RcEWSaOWtKLSsrnULHGJXbLIRbTeOtArrYZJhSpr7GzRerZlp+IYSW3Gq71LGMc9X2sxJureFQ1SyT6rdG2+TS3s34nsmtffUuKUFGCakKq1+wNdibUsJYo7GX4dusUHVRQm8jTXgLxc/RauUA2hxdtcOq0S86r1ma8DVMqUJ4CGET2f7GGPBEjHGlxdKGzAvM1myswq3VR1tNKNa6WM3R1depLTt5YqaPieFNQAu93Y+ybed3mNzQw9lnr2D0zM6FN1CTgpQJ1Wf7euCQKFdYdQTqtcuvOcPCbUx1nvKLVtuhagvZ2j6pAzBeUy3nrkwX7RWnbUkX9bSlt/mt+aAnxddEaVi3C09PlddZspRcrXHuWOeoMSWaGLqDvekXu4dhDonnq/pGacK3i3GvBHtrxPXOThHM76zo02a5FNQiFklRLNpCGasFNacXTSOV6nHl/Ky01lZ/RbV4FBrBYSFod4hFcIeoizU6htXmybptOobdHkzJI3tlfq80rWJcWLaiZ9FKv91iPlynBBUxRneL89YJ6wkpyKjz1LhXc5N6z1Tb1bO9TpSpeqqlvQr/YfVdV+dZ3QIaCa8VivtVDdAj6L5RyzhV1/2iTKQ6LByHi9l0vcBpevNCCBuAdwPvIBO3TpAtz7aHEL4NfCTG+NVm39dKqYHZrFg12mpStG5/mLTdDWhZ+MvQ6D7a1g3Sse4EW/fdy8z0/YyPbOHU4ecTZ6vD1ByRRe0IPNLgZHWuVUhdjC1TUdiXZsd3bVSmKEMfY30O4muhPhZCALAK2gqrhlVG5LbaWK60hlWg2v4wVxkro3ODapeC9Hlqs0QhzepbxTth/UIbtU1SY2+simSpKXtC9biqjHp1rf6KRl9ya3TpDrHoLkUT3qA+VlTzrQK6FOIEvcon3mA9MYLeLOhVhUZhbJ06TwlNxg1Ss9m1eM/kRp9qnxIorUK/VZguI/q7dVNDoc5rtJml6qo2T639XdR+14Sb+Czwh8ArY4yDtQUhhBcB/ySEsC/G+LES7r08LgRz9JU2OS9DE154XmByZhOTQxtZ1zZMR9dJujYeZX3PCUbOXsbwmb3MdIsviZoUujvgaKrw+eg84tagbdYQKvn9zjW491JQX2erXkVhXe4tJmBdAZvEaco3TWjCVZqqMgKzqTKl0ZVCuMK4gaZ80OmyTXgq+vsenpaacIUyD+8T6lIVtO2oUB2oXO/qGXZuTtez95QYa2phLcrObUs/w85z4hmWkZt7qf6DufpR5K6WvqpqKjSaoytTbukIJO63+fF0mZqVy3A8UqxDfwXVsLDmOpFxPpQpt7jh3h+my1LP6WFgvxJklEZQobSTarNAJAIx+1ovRzub4NTm9GJtyzbx8qp+Uc9Bnae+g1bfdWtfq/lHzfUVMmG1qC1FfuL156awbohYN5+Kxrb7hC+dGOOPirLvAt9t9j3XLGWYo68lyvAlD4GpqV6mBntpbR2ltW2U3k2P0rvpMc717GboyOVMjRZ8TdVIlhmHDjc42aqdLWN/y6qVt3qurXT6MmMCFrkBI8rE5K60qEpTqs5TKB9lpbUNZWi069/Pmg/8ZHt6FTFjzJOthNej7DJbJaggeeqaStut6qpToqXHr4w4LwK6WTdS1DPsOi3eeavVhWKpGsFz1eNlWHmUEOjOGuViSphOr3R+iUaKUuvXxRrUTC7KjX7Rm8UaIRU4sTWgBQ4lqKgpzSrgqfvJDhVYfYpFX6v0kGwQQrhVa60wbmSaU7Cpa6rNQ8UM2begaN5bjha5jDgC6hkWvWeuCbcTQvgy8F9ijHfWHLs9xnhbWfd8zlCGtrtFnJt6gSF7AVKTbYW0dqSD9IemW5Rt5vxkNE0n09OdTA73sr79JF1bn6F722GmxrsYH+rj9NPP43yjDwDPJK55DZnVeSGXwLTylrMmIbEGUau9X/01rNe0GikqFpPrfKllqi5iS1ft9gpttzUNmRLuFOqabUAfJwvLHmcvNyacqR7fupPLn06Yeewi7fKvZv7TzNce5CbAwKajYxzamQgrX2nUxuKXfiODnEo8qG0clwKsdUNEacmVoK2uOSKEcKVBbxd91rfh4WSZ9NEWAnrPkHjPlD+11czbungu0m5NJI7XYs23q1TFyn97Q/q6+9fDI4k+bSXtp/29s2m56RrgrkTZZtKv/HHSWRnHSN+vF/tmgnpUStt9pVUQVUKxqowY972JZ9uyHq19vlGUPSXKlDCtxvaLRZl6B60Rwq3R2BXqPHU/9WzvAq5OlL0W+E6i7EWkFTgTaEuH1Dg8RhaGqIhtpNepu0hHSJ8mPd9PiLqAfr7qPGVdoDZBl2pZ0SxNeB5cdi1lpapSpsv75cD7QggviTH+dvWYmiZWH8sDWkv5vpWArspUGxpFZVEvf6psnHQ7RhaWzdLG6MQuxk5uo73rDOu7T9Gz7Sk6Nh5n+NRljJy+lNkn29Kj+Qn0tvuwdb++jHDB+QJ5lqUJyGXk5laYHfSNiK18le9bTOAt7bYI6FYtudJ27xI5SK4Vtre7HxerR2skpvoAKTXBUX6wNe2j3cloUovcxmQyMN2gCGE/Q8Xc37qs+RspCqUlV2UyD7xRG9yqFt1KSLWaS1p9rYuGy3I1I9Z83wqxuHtExL1M7RlDtsWZen2VJb565dU02SippHVGtwZfk4HLrJGZlYCnzkuN31bsga2sm1aqnqou1sj/Vr9oUU+ZYUMIaSqLRquqyy7S89rjpK3lnhL1UUHiRNunxaZNa2ozAHSKMutmSKN5VF3XGgF9qYGlXRO+LAaB1wEfDiH8OfCPS7zX6lHGzkoZgr0S3q1R1a1lCnFebG1lfGIr4xNbWNc+zLp1I2zaeZAN2x9hdNMuhg/vZXK4YHZQL/FJWH5O7yKszrq5wFwUmM2qlVdYr2n1VzeanFvN0ZXJ+brmC2lqgdEpNlVUWRlB4tRjiAXm6Pmx5eTtTqH84ctIBwd6I0WVqWdhjaquymQeeLWzqoavktSUIKoeRRn5xa0pylQ9rVpyhVFTU4ZdkxWr77Zqg/TrBrYrrZjVr9QYdVzeL0UjIXypQQcXgzWyuBr3KkGKwroZohB9NtqV/vb0Krcd4/1kmbK+E/0i22Dc4JWoebnBGFywDqghqEnBallRNP+24EL4Mggxxmng/w4h/DPgb9EhlFaFUlOUWSlDsLdGVVeo85Rsp15+Vc/zX/zAFL1MTfUyMbSZ9e2n6NrxDN27DjM90cH4yGZOP3XdXFT1reKaW9Fx2cbUUkIth6xqyJwZFgqeVh90q1+7ap81DZkqS5g5gw7Goz6IMhd4+qOnTISVNlT5b2/kTLIsZYoO0DMqnMWsMqrxnVebBcqXWvkBqjJzjvQGaIuF9PNVZuzqvFNihaw2IdonjIK2EihVei/reFICgDEfdlIT3mjsWjcgrItHIcB1CrNjaxA1a8RxNdOrPNnqC9hoq3KvCpSmTLlV2T5Rpr4TCnXNlBCwHrhBnGfNXa1Qms0yUoYZfQ2e2ZoulDE3xDVPVdKFvRuSkXf1u3u5KBNtP/kCkVZTfK9nKuIhWWNuqMBsimUIt0OXis2Ep42bCUXtr3GFWw6n6eWPwo+syXhbZQrhH81/iDF+IoRwH1nqsjXFvBRlzY6ObqWMdGJlYK1nE7XrM6zn3MRuRk/voL3jDO1dp+nue4bOjcc4d3YXw4OXMnVKfGWeRn+gZI5xq45gMWbmgYXLppVOmKiWbWWUiSWkekZq5Skm8Epr+hkpIU1pQ5UgpgR7VWaOgG4cLguCvcW5Y0ootkZ/Vz7fyoR/Oaj6KKzB3qyB91qtzVeaL+t3wmqeaNWuFwnvs4nji8W6IaCwav0E1kgdJdgZyf0VtU3bMJ+30nuoMqW1tprJqmumxn0r5aSqUqjvoNVSxRodXfSZcjFSc6jSFMs5u1H08BRGy4ljaudf7Gi1zQgB1TomWsnmxSav/4P49gxX0tZbvSrAwlLn2AtMEx5C+CngjWTbZb8XY/ybRueUkSc8fzX/pOZnyLwv3tvs+z0nKSOqehkCujVFmfpYqPNU7snZCuNsYfxcH62VUSqVSbo2HaZn81NMbN/AyMlLOXd6J3G27gZ9aOc8tQge3isK1au1mCQzZ1m4NCrDENEqMFtXGMZlonJoNJqjd7Yp83BbijJ1nkp7psqkIGYVHBT114xzxzYyWP/X51GLpDNiUTYoDKSU5r3RPVWZCr6mUKbqqm/U892j0jdYA6WV4dstyqJYkAcl/KiIwEUC8ySZf6QS7K3+r6rMGqBKoGw8rNHKZd5qUaYUrLuVlrhRROf6+BK1qAhBSsNsEZghW4GmUMJY6pWvoB+GNYK2Qm1sWMPQqGuKNpzZk/5eHxcjqlusfwYr6fleWSHJvhZT/bnN6UVs14b0glptMqg1wK4Jo8a+kSXDEEuPgH8KvXYS8+GwOnFcfLSWamnVJE34Yu4dQvg48CbgeIzxuprjtwC/QzaS/iDG+MHUNWKMfwb8WQhhE/AhYOWFcLIUZJGs+3aSfTJDXke04c/qspKa5JX2+y7DDEP1l3VDwGrifn7RGZiOXUxPdzE53Et72xna207Td9l9bN7zQybHN3Dm+AEmRvuAkOUPVxOcmqRkGm2rljxffi3G+bEZWM3Ry/BPF6iJ2LhAtgb1UlpNVaa03dbUZmaMQ6si0pC1VVY2f3qjciVoz4gOsPqoW8eFXFxahWnr5kwZ11QsNVp5JXG8FmugUet51oBuxttZ/betZWYTaLAHElP3tKZHUuepDkiNt0Z74lYtucLadjWgxDOaEAK6EkTV3JsK0JmVpTXhapPTuqnROiMWquIZqflcfj/Uc1DvUqMME6kAZo0mEjV3iT5VaxnzPFrEymrCPwH8LvCH+YEQQgX4PeBHyfIZ3x1CuIPsaf3HuvN/LsaYR1j4N9XzGlJGnvDzXhYhhHtijCpRw8XLSgd0W2lTe6uWXLHESLqRWu34GO1tZ2jrGGTH3ruYmu7g3OgeRvp2M3NY2A+pe6qP8CnxVY+LyZB6goU+0tZMr9bI6VajyBJW69aclWITpUfsoqgya4A1KaQpMzXriryEvM6VaZHWrWLbgFCLq1E6zdr3MWEXWIaWvEeoBZV2ZPuQ0BwoLbJVG6z4/9l78yhZrvpM8LsRuVSute/19vckIRDQyIAXbAM2A8c2xj12Txtsn3G7D0x3j+1u92GmfQZ32+P2aeg59AJtjt22wRh7gB7vyAZ5wRbCICMhCdCKlifp7bVnZlVmVS4Rd/6IzKqsqogvMn8ZN14+6X3n1KmqvHlv3Ii4ceN+9/f7fT926qRNxdR7pdZnv8sy2f5c6qZvYpOBnLsJ3yXGF1n8NjN4zkhVxcMWyFKBNenKlL0nWF+YxT4orn8NvJ/sghPnFzoODUgXMaJ9JRscZH+FdIZtcrLwozoZUJl68BzKzoER37RQGX6cvJPYRm09HbwwTowILWUL8DaK/G4HS4XXQv/hQJ1D1ohFn11TNm/7vXuiVEcPea1rre9VSp089PHrADyjtT4PAEqpTwN4h9b6/fCs5geglFIAPgDgc1rrh3rplmlTmzbcfrR4MceEx03QpVZyKXmnBl3l5RxvZlFtzkPrJHLpixgrPoXRwlPYLUyiWllEbXvuqLs6m1CYizR1Y2ed7TRq+RxASqal9Vg/DeQXV8FFdDyxPY188BTEXc4ZoWQK2cHX+kaxdpsAV42XuekDnDBLLeEM3EoefO/Fcd/SeGpWJh0XrE3pZkG/LvVuSB1TEBJ06ewqDehhvG+CkN6k1MIa5irKyk2EBkj7EnNWTbE3INssEeod1NPB1meWDYORaal3E31/Eqt1LRvcl2wteK1C0zUSMO8ldn6NdDCjzKVlayqdA2C1fx8CW1INMo+m2XWL0gYTkUPo1k4Dv/DJ+/b+f/MdRAT4IBZxcMvsEoDXk+//DIDvBTCqlDqrtf518l0AQ7VMu4k9DMtmwCBgRFtqCWdtjiJ4UhlBVwCeBQUHNSxgtzWFtNpEeqSETPYb0PoRNFpFlKvnsNOYBmDFn357j6D7CbMJRc0oYZbq6UpNsOR4wd5tYnX0/FywlZFZWJklnL2AqcCalISHuaIFHzAYLL73cJvW/mdOQvbKmMQatgN2rRZwhVpAGBiZlqq1S+8T25xhcZCUwMatB8DAyDQxjIjb9CvTIXUAM2JZ0jhzAulsTpXMmdWaZZFgeA7cAisV9mLjnmkhsHmNEV9pX6QuxCyUjZUxDCLeJQAP25GF9LDNUelGNRWCSxOR1boshKrgBM/nNTv46WXpKMdHZWFJagNwbAulCZ/jfgcw/pWAdhPgcxebZ9nzGaWQrIVIYsIL2RR+5ce+7cBnH/38471U9dvHCLTsaK0/DODD/fTNhDDbv+76d+bQ/9Ba/+eojxkZ4lYXD8KLIV7cQJ5wWlYn5TX/Mhcp7NRmsYMZJKwdpBObSCXLmBn7Khw3hWp9HtXGIhr1Mfg+i0JVbvrUqYC/AUN+JXFnnRWScFZGEh9ms1JrNyPTMlV1IzCwKHMOl6n9z2iKFYIdZAOvjQNbnAudkXdWxhZDUvV7Brq4lLpIm1DNlxJRaVx03OcQluonYki3MRloPfbeYQSVPX6M2IctkE1sbLC+SuNRJW2GvY+ZaJ10rAktt+w+MCKazsq8vkA2QNlcKJ1fqeVd+M6SXjNmlWfeA1KyWVlIQV3Svnotxa81gs9DOpYA+eZwv3HvUbqjyzjJJQDHuv5fAg1A6h8mLOHdq5vfBHfavQk/SCdo6fo/bsu7CXf7gdzY2+7qOotqYwFJawtpq4TCyAUUl16A4yTRaIyi0RhFqXwr9tgxmxyEKsN75+iX95EuWKXx4lJIYwPISpD5Us6RsqngImlsN1sMxO1Wrsm4p+5mZHZvkbF7OG7NVfufcTfD4APGvjkBbglnJFxqxWGbOvT8pWJhUgg9JCip6DfWrxcEDadESJvSdEzS1RA5XtxJHsXK9wbOPTR+mY1tNp6k1jt2PDa2g9p0Q9qUutRLNyeEz3WKXLNMlrhyC4VNpWXDBGnaUCZKx97JdO+w1QK09tdrMZEmDzCzeeqHqEi4JI+6hwcAnFNKnYKXR+lHAbwrgh7twYQw2/8ddZuxQCFeMhq3WjlD3PHiJoS1WZt9ubErNFFEE0Uo7SDZqCBtlzEyso5MZg25whXUmnOotubRaAZYyAF+TdlCocOXbRy1/jIXIC2N35aqd5EdXUXKWOqZ7yRlrwguypzdDCybwUpgGXNHl8YpSxcRbLe+Idwhb9nBD+9OOtip9bAF2VEJlNKeu8EOdf8IxvVYeLF4RpZCh4Ub0Nhu6XmYcDk3kBtXHPfNppF++2K3P2f9ZJt5UnIn3CiZIG1mSBkzWrPL2SRtJqVpqthYChsvTPCMgd0LNg6l1j1Juj+NwXLWS8BscGzQkHcISyE4NRK86LiSDd7g5lkkgje4mZs3I74s3CdVJzfXgPeL1E2f5UjPkmuWq7iwHO/30cLAauHeSyZcdfrVnojIHR0KzDnD+4pSnwLwRgBTSqlLAH5Ra/1RpdRPA/gLeKPlY1rrxyLo0R5MuKP/Arwk5b4rY6XUmwFktdZ/FvWxJVBKvR3A26fmDMhOMpggt3ELupkAuy5S64fQjV3DRkOPo9Eah4KDpFWBbTVQSL2AYvo5tE5kUN2dQ23Hh5BLLeEdjmPhKM9l9aimByNOUhJOSP9JUo2VMa0MEs84VpSRaakwG7cAyFgTtb4SMs1itBmxZ67ah4m2C2vvM2ksNRezi9/6wVPoBL+t2X1imzostVvssd0Gcl6LheD6jSe22p+zmFqpgJzUakSuWYaVEQInnHlBkhdwEi7Ms0zHi5SAA/GnymMIuhlNiLMJ0BssFWpkz5Jwk4yph6ezMtdxGurFBrCwTWkaMhOQuttTtOBtCPldOqm35iCQzvd+UD4aNRL0IPCmtX5nwOefBfDZCHrhCxND8BEAf6aU2gXwELxcSyMAzsGzg/01gP9g4LgiaK3vAnDXsbO3vNtAus94ISX20pzecYP1U7pqSYK/9NoTlYaNRjv4eFdPIYkK0qqMYu55jOafg+Mmsd08hlpzHg13FNghjsIsvrkzkfpZwqWLj11yAWxSxvp5jJQRqzW1hH9LcFH+jrXAsgViHpjFcmCZ1FXdBGlkpLAfq3U3GJlkQjaHiXYLCSy3d0FYPXY9J4kbB1uYhF1rrkgefA+nSH+YqzqL6aNaAWxxGXfcN1vUSBc8rJ+sTWaB9SOGu/BilJkFklkEWT8ZQZcKcJHjFYhnE0uFzm7tDnmXUR8WqQ0ijPidIuUbpMzEypR5XUiIbwlyIiMN35DGvEtfWWRRLA2/kSqgsywSTAGduo4zgVJyH1iqMfbeZRv/JtAiYz5hajNL6mnlc3+1JfcEPACFkAnw+sGEO/qfAvhTpdQ5AN8BT9e4AuD3ALxHay3NbWQeN4IqedwianETdGn6MqmVfDekXZ+yDiFv1Pct5GmrjGLqOYymz6PlZlCz5lDbnUW9MX60ETapdBY1frEwUus6A6s3TcqY1ZqVSWO7ieubVMmcuZVLFxjMSi6Np2ZgbTJ3bE40D5JwB/be91k9ds3kKWv46lEal8juPdvY4KnWiGp+nUxs0gWy1PosjcU1sWjr19W52f6cLfQYmDsvmwvZdREqcovjvk2AXU/pBsu5kGOyjRQTzjFRx8eGxatGKVDVS1kvWjP9woC1NG5NlSNCo11gBJ2RP74xzki4jP6wc0gkEGjpZS7uxWqIVV7KDqWbvD7Hcy2FejqC2dAv2dCQwJgzhtb6aQBPm2r/JYu43dhvFFV1qZU8D77ACkm1tkfIMQ6lHaR0BSlVRiH3PIr55+BqG81WAZXd09hpTEMjYcYdXVpGiC/OkrLbSBmzhJOyydsuB5Yxazezso4hOF6ckiZinZUqeTNISSqzzJaIbHw/lvA07L3vm9hIYMTWgS2PLySbM1NkoSRNM8fGKM1HK82jzcDqBTuHcEgVq9nCi7XpN29peASNWVTC5vsgmMiVTRb5zDAjdeyiYNyH3aNB0n69LKQ8CNJYvsoPyAAAIABJREFUa+kmEtuECLo26+Dnz663lIey47EUdEIPl2qRhEIZmO9ZzvLUrsyVm+ZBJ9elYQfXWyMuPDskZIutOdjxnCzbRdmBtoC6z9hYsYO1T1bmgWO1S4HlLAyO5TsfnyQbDX1qjmgoel16ho2hlQi/mSf8JuRE+0ZRVWdoQR5Pfqieho06xlHHOFBzkLK2kbQrSCW2MF14CFpb2HUmUXNnsFOdheP4LMM6T6TfzqZ0h5y9gBkJN6BWjrHglVDGCp68uet4sFVTSqbjjlNm5JbXiz5X6+F6GmrvM6mbofR6Mut6GFh/mCWcgZF+2qY0rRJD3HGzUoLD6jG/a7/r4sIjaNLjmbguBiy6Row2UtVttnAeJEWZidWn1CVb0k8F8QaMOOyDuU9PyJpU5LowzREG6aYy0zFh1mBKGAmJ49ogTDdFFiLGwPpCvbPSDrSlfDcbmIbLSed5ukFB7wVbr5D5go1R/4TcSnw9D8BqvnTc0W9o3Aju6FJICewwEfRB0pAFZekKiwmnKjisno0GRtHAKKqORgI1pKwKUnYZmelVYPoxtJwRNFpFlKu3oNEqwkvI3K7vFxPOIM2xfZKUMUs4LQtOoDpzPNhayCyJTPSKlUld1aUEnZWxl6wU7GXIYtPYIuKoJdza+2wSwbH53LOA5d7mRJu5L0rd/xnYxg3b8CnUg8eaOK2S1ErO6hlQAReDuYf7LeZG4anMMLDzk1pYpbHkwuNJF2ZNKdG+QMoYCa+C5xEPTk4hFy5jkD4TBK2g87dBLeji1JJsPJF7UZoIZhlMITxbDV7IMS2LrB08F7KwJU42g99Zdo7M9YQwMiLK+snALOHs/cHASD/rp2234MJCzT56/9n7asWewYwT/IAyMVG6qU6eiecn5gPLZnJHXbRcWHQd0zMSTUC4SWUaxki4UmpCa82kN24iTphwK4/bVZ2tqdnxwlJoS2PNe94UUGghhxZyqGEe1k4dKbuClFVBJrWCbHoFLXcEO60Z1DCLen3SPzUDc6VkTzIj4cxqLbSSp8Zk8dsmlMxNWG7jtpKbIO9SMNJrIo5+kGstj92X9YfGfUvJrVSIyYQ12ES6tH6NHAWEE1vpJoMUBjwS2N4ve51RSAk6Kzs2QLsmtBBi9g5huZ2Z5ZZ484rBiDYTPGOWcDanZdLB72RGfLn3ljTbRzBRYySOhXPFHbvOIN1QZoaGsXpwqB4QoipPQAXtmE5N+uhGg8YOrdNzn6xq8GbadYZJS/hXlFJfA/DbAD6ntQ42jw0LhmetK4N0zhjEah30nIaJnbF6QWU2gs8xjeDVSZq0yazkIPU67QrgOmnsYhq7mIbSLaT0FpKqgnzyEgozF6C1wp9eAqbmH0S5fguabh6A4hYJ5mqzSMqYyvmZ4CLrZPDqamYieHeV5e3msd3M2r1NymQK6HJiHy/ZZIRxBiuBsd8n8TyWA0xYGdQO7MrbcPauYw3ZQMX5bRQC728N2UAregs2sg5Ttw1ePTN3SZuo7kivN72/UiuciTIpEZWWSYXg+o1TngLINOFBmgucwcCGx+wCsBEwHc4CWA6oywj6BoINPstPA7NBacO+hOD47S8hWMsjLBe4lDBLV6bSsUbGhRNg2dPgKtkM6RFh2iwy1nIrQssHaZN1ZbYVbLJ3JoJrrhDXicPpMbvBNs2ZFVm6IcDe11NYp+0GrTtKGKMef0Eb7jNYxnqAVcT7XPv2NwEHhVrw+oiloJNuWrGUYmyt5ncPNXbF2gPdaKkE1lIsvvL6wSQJvwXA9wL4KQD/TSn1PwB8XGv9lMFjvrQh3UQYZMMv6B3E3gfSMtZPF8HnH2Y66FMdfQ8RWMk1Evtx5NpFsllFUm1ju7WGXPIacslraOkR7LjT2G1NY8eZgvZbhjErOfO4YlbyYF0vFMajt3Zzl+XoY7tpqhQDucBNgPVlC4XAzYQSxgLvUwPpAy51rS4SzjZKpOngMnV52hZG0BO2zFVd7P4mtXbHbSVn5N2E8UfaFz9ohIvVmcg1aiC2OYiAA8B6K7hZdjmZx+XsAql8DsHX7dWk3gKpB8jXJGyDe4g0FNgmYLouzAktfb1I5TOEG0yKGAWk4qUs/pdZdRmkVuQwBK1lmDbILDFCOLAD1x0ljAVe00ms4xr81zpjG8HXTIXdIuE4VGQ+ZOs/v00NDRWJO7qGQjMKt3YDMKmOrgH8FYC/Ukq9CV6Ksn+hlPo6gJ/XWt9n6tg30SekeSmliDv2nh0vjKCzaxM1F1MWmqqAJgr4iVvK+KWvn0YS20iqLeSsyyikL0JroIUsmrqAsj6LBkYBKE7CpfHieRJHlgqe3KWu49IYbUbQ2fGklmmpm1rcLu4sNo3tSDuH7kMJzp4nAiPT0nzfUrc3gAvy0HpC0bqQRmVlJtxrTRxPCqnF04/cue3P41azkR4vLLVQEOLe55MKB4Z5MrB2pQr3UgiflyCHGgXuIi3ui7SedPPJwGae3LNLKOgmnM9NiInSdYUwzjplk3er40BB+7ZNifYgm5XC5QrL517PHiXJUQmzeUk1hlP0y2RM+CSAHwfwE/CSovwMgM/A21f9fQCnTB1bjBvdHV0K9kC9GK5JWK7zuEN/etn0sAA3n0IdE6hjAtAaiUQNyeYWUs1tZJ1lZLEMx0phd2QKO5PT2B2dhJPyceci7ujMrXx2NnjXllk9mbV0ipQxgpc3oI4uJY00LtiAG7tUIZzGgxH3/sOoooFjuAiAX2tm0WaxhSxXayiIW6d0I4WVsfOnt0kaoy11g5YuvkxYGRkkK5BB5us+89T2BCGZTJL3QLCjK4S6/pCPCamle6Dn2kC7bNwwl+wgr2uHkyrq6mtCHJHVY9eTCcEJPRIY2Uplg9+7LEZbSsLZGoDFG7Myro1C1hXMc4tsRk/awYKouYoLq6VR3PA57iBzvYGNojSZDwv20TWexkgklnAv2dDweDB2w+R+8n0AfhfAD2mtu5PRfVUp9esGj3sT/cKEJdxEm9KNrDABOangmxTsqbO7fh+IRVNopT1xtx0AymkhubON1M4WMjsryD3nxRk5qRSauTy2Tp7E7sQE3HQamA6WY2Bu5ZRwEYLHLeEyt3Ipmeax3dELs5kg7ww8x3Y0lncb7t4GCRP/YUSbxksPAEbg2QKZWRbErvNSIhN3qjEGE3G6JmDAMk3PnRFtVkbeLcLsT2bSlzFIyV2Ypa2X92C/YPWkGwZBhNkBslXici7NbCCFtE1WT/i8sHmZvesY4TKh4yEFt67LvL5SZLyk2EJ0F56p16++ofeu+L1EztFv/eDCikSYTcGl68TrCZOv1VuDxNi01v/R4HEBAEqpHwLw/fASaHxEa/2XoZWG01vhpQUpeZfGdQNy8TUpQWdPXbLrOwvBfdFIoIExNDAGaI0kykhu7CCxXkN6cxMjD3uJCZrTOajKCJwzebincsDIwQssFUObIqmqeDqxYEVOqbVbagmXptQyEbueckg9ElsotSKzeofVcu2Wi/HV9rUy4R7NEPKGSpB2Cy1yTUdIahbSZoKJgjGLktRqbcJV3YS1W0p+2P31I7dW+3Npm4w0srme3SNhSqkkOV7GgKs6S1+WFFqJ6X3IgV9vqTu6VOVYKHgWeH8dICFNwSa1UEo9YxhYX4TPBJtDpbHdbEOdpdyUQhp2Rr3h+njvHkCYCKcD/82isLki7s1Mco4Jn/57MeGDu6Nb0EjJ80oYhUkS/pdKqX+ktS4BgFJqHMCntdZvDauolPoYgB8AsKK1fkXX528D8CF4U/9vaa0/ENSG1vpPAPxJ+7gfBBBOwm/iKKQbE2Eu4MMEE5sv0kVpur1v1QKQPbiHZWeCZ+JUVgOzI3AwAsfVUKUGrNU6rLU67C+vI/F3655PzlgC6tU5qDMjUCfSyCZl5JaJj7CXJSPFcbuOmykTWteJmxolhSbEeA6Xde+yx51HeoA2WS7etHShy9xITaQFGyaYWC30O0+q9udMA4NBatFmRNuAaJsUybhjqdmYZ/nDAfl1i/t6m4jDNqEHIPVikZYJ13FSSziDPJZcNmDYWoVZyVnaOkrQe+mUHwZ5VuLWivLpjxcTPpyCalHB5CtiukPAAUBrvamUCpuWO/g4gF8F8InOB0opG8BHALwFwCUADyilPgNvqLz/UP2f0lp39ih/oV0vHDct4UdhIod43DBF+qkCOsnIlwyebdMZ7wVllV2kiwdX/CPEX2mkezVgw8vjPWkDyGLE0XA2NJxVF61VB+4XytB/WwZsoHpcI3taI3NSI3MCsLrmO2a1ZtbucZpOLN4c4nI1dqm1m2wkEFfubJXkcZWSu6jikB3sk5DrkTpV6kYqXUBKU1yZiAlnMJG3W1qPWTwZYQ5I/wTAm8MOIwEvf5fUGipdWJq4f0LRNub9IQYjkxVSxizBK+DKP2zMsPvExgyD1PocVKbB5wN2fgwmNpjYXMgMjewchOcndQ9n1m4m3sVSibGUaNL3POtnmsTDg3nmhW0aW5ClzCX3kKUao2sS9kyQ59ovv7gLKxJL+DDDJAl3lFLHtdYXAEApdQLetBUKrfW9SqmThz5+HYBntNbn2+19GsA7tNbvh2c1PwCllALwAXg5yh8Sn8VLHWHx1C92SN3cLSIYRVZRiaTnMqOU3vt7r4xaWYPLkraD5DSAaQCwoJsarXWguarRWnOx/nkFwAKURmbJRe6Ui/xJF9bJJpJZ/0dWHqMts2jHbQmXpihjccgsHoy6oplwAe/Hoq27PovbopsAXyCbyCcshQnBKAaplcPEPZR6/vTrrtxxR2dETGq5ZGXByQSMXE8m2tYysWqTusIyDwGAL8ilXglxaxME3d+wdHnSfkpDLaRcxYCRgr3PqEK4MK2kqTRkQeBaLEIVd5LpI80W2wl0lMf8y4KOF7KRyaz2dFNAOn59cCNawpVSOQD3AvhFrfWfhX3f5HT2PgB/p5T6Qvv/7wLwngHaWwTaEr0eLgF4Pfn+z8DLUz6qlDqrtT4iBqeUek+nT1PT0/hl/eQA3YsJPW1j3MBg5yf2yRkArD+srBlcaDmkbMebbGdbLbxv/fLBMjIR912WADAPqHkX9RZweUvhQtnCpW0Ll7+YwNq9Cs9jHrN5BycmHJwYd3Fi3EFxRLerB8/gFuYDy7i7tkzpuknKyqTNLVJPfK01KWObVqyMjTNpvT7KtltLuOfSB0mFCMCebRNl0s1Ftvhg15SRRmb5krr/S8cFg/Ra96KB4QcfUrGNJdwz9UH5JoOUxBRIGbP2sjBEUqbJvXWF988i90iFcRh2n9gamZWxNhnxv0TKpBA8S9tYwj2bZF5kHgQMbG5i90n6fErnCtZPcjw3GVzIXLldckBNy4KPx9rcEa4d2KVm6xi6riBrRrjA9u4S7nkyYCyS++QQ4s9SeiV08CRrSd+Rh2798nYRGj8fiSU80RrF1Nr3Hfr0Dw/8F0UYdBv/BsD/13Pfev1iv9Ba362Ueg2Ab4U3Ln9Oax2s5hQOv7EdeEu11h8G8OGQPv4GgN8AgGNnb9H/Tt82QPdepJBau6XWHWk9U27zdIER3NlklriOjxC35Lb79L9a28SHpg4m8WZx2CNkSz5Lc3O325zrfBc44wC7mwk01hWqa2l89UoK91/wLlRuso7Jk1UcO7mG2ZMVFKd2oA49mVKXc+binhW6qkv7IlV/p6lZyMJSSd2cTQj8HCq7Z+2DeOPUe8PrMUjfNGEuj+z9zMoY8WXXdIOUXRHWYy69rB4bM8xyKx0XUrfVCVI2S8p8yO097gfxRuu9nBQz6ywT1mP3z0QZue9Ncm93hDoQzLqe6TcsoIPD4qGHcYyUnSZlbGNDGorA6jHCHDCe7kl/EG/U7w2ux8YoA+snu0/SDSZpqIVwPqjMBC+qSvZYYNkWuaAstRnzamOu6lJNHKmXYMEhaxyiwp+oA/d8/YN446uOjsUWuUfLRfZgAyUE34sFMrGNbQSvgZiHRHdfa400/uFv/5e2O/rglvBGooIrU38V9rWPY8AwaACvBPA4+gjWMO3Yk4a3jEgAuF0pBa31vcK2LuHglL4E/orrH8MSxzxMbt5Si5E09i7u1CRhTwCRjZUS7RGyyu9M0gr6yIQtTcXF6iX93rI2kJ5qIT21C9wKaBeolVPYWhvB9noaVx4ZxYUHvZV1ItlCcWIHZ161jLkTZcwsVZBOy2KtuZU8+nRiDFKXcwbqch43Xiypr4RK2GxxYpP5QjGCZ8IjUtomuy4m3PtNrCT8iGgaXuikVOk6jvCNXjFMKd+k5842rBYg3yhi9aS53qUx2lKY0HqIWwdiiCAVWOOkWLZuYpCuORz24iHQNgDlH1NdTzNLNz8e29hgLuJOIpiEU1rQvoVbu1m853/8Is6vL7Xd0aOICVfU6wGILAz6TfC20W4HsKOU+qzWxD0SBl8DSqn/COAfA3gM+3RNw/OVl+ABAOeUUqcAXAbwowDeFUE/3w7g7VNzCyF5Ol6isKPfEVBK1qZF+pIg984icUYAkLKD/QJZHLY09jlJyjoE3UsTftAyzFIsMGKfJmWs3p513QJy4zuYHi8D5wCtgcaWQmUjh/JGFqWNHB74y7MAAGW5mJ0r4diJNSwdX8PSiVWMjVf3rOU8LZhUOT16gTUaEy5UMo89vdcwKXLHrMAb1q5UpdYIpNeGrU2G6d6z6ZeRLT+r9Uz7c1bPhLp9zEsDpnJOph80TXigSUWYngZXSGdeHlJxMqlWAHuWgizTLri1WxoywTYLpPfJBITzFiOb0thumhaMXDQmIstc46Vg58eIbZYQWwCA4u80CdhajW16sH6wspZtoVQr4D2/90v45rVT+JE7/xKf+msViSW8WtrFf/nJu/f+/9YfOttr1b7CoLXW7wMApdRPAlgLI+CA2b3YH4KXK7zvqUEp9SkAbwQwpZS6BC/A/aNKqZ8G8BfwlmYf01o/NmgntdZ3Abjr2Llb3l03IjsaLRgRHabjWRaJeyak2CKBs5YibRKzPCPSrAwIEwSLnqB3iLZCAqlD7Uvb5OfPxMkC6ikgV2xgvFgFTnofNRs2Shs5lNrE/KEHzuCB+24BAOTzNRw/sYrjx1dw9sRFLC2sIpU62rYJEbUXBeIW2XqxgFybNCMPzLo3RESNQvpmN+WxIDme37V2Az6/ETFMlnAGaQaGBcgF36RlzJWbnYfExb0qrAfIvfPi3shlMNDmMKUNlZJwqTAbMxiYQNjxsqSv7JoygTkmTru6NYZ3f+KX8cLGAj78zv+A5cokNFQkmyH5sTTe+/HvPfDZH3zg/l6q9hUGvfcFrT/eU8dg9jVwHp70Rt8jS2v9zoDPPwvgswP26wD2LOHz88gWguM8hgWMiIrbFIpQmWiTEUZF6vm6VfdQL+yYjOCxSYzXCyf2FvJH4o4GJfb91+vdmp9MAdm5HSzMrSGFJrQGypUc1teLsCyNFy7M4vHHTgB4LSzLxcLsGk4cu4aTx67hxLFrmJ/ZQNqS7WbLVc5jZk1Si6fUfVh6esNExMIgtbIySNWg2fFuFAV0E4rODP0SvI4itdR7QupZYCrcSdAmS18mRZPcB5JRkz8r58Et4SwOm1nJpS7nEms3EGxd3w2px+YKE2kQpdZ16fhlXgekn+NMbyVHyrLB63PmsiwlvtI1B7PKM2TqwedH9WTqABwg4TNuEnWy1s7x1AbZNHErJ+44aXLMIFypTOGffPJXsLw1iY/+L7+EbzvxDXz64bdCQ0UizGbBpZZ9AuNh0CZJeA3A15RSn0fXI6m1/lmDx+wbHUv48XPn3u0OVdCmP6SkWNqmiTJGiplCNmuTE7FgEmqFbGpJibY4nVi7TEEf2ViI3KId0hd2n/i9dwAFTIxWMDHqrbTOnLyM3XoSlY0c1jZHsb5ZxP0Pvwxfuv+VAIB0qoGTi1dx6tgVnF66glPHrmByrLLnxs76eRMBiMqbrjv9yTDFkvdSLqknzffNCEncacGGKXWbFH7np9qfmzh36YZH3Kmo4vYEkI7dSZixhJvwYpFsoIV5ZbAyxn+k10wahmEi5IX1kx2OjrVgEQE7KxNf4+smQoodEjpXJ0YWcn5+JHoPYQKsLoI1NAKQClkf2C1hTDw5x8MU65PfeCueWjuO33/0LWi5Nn7y1Z/BxWvzuHhtHhbQJuGDu6MrrZFqiM7HSBh0N0yS8M+0f24YmCC4EpiwPkvrDROZtoTpHcLclRlJl1q0WX+Y1T7ZJcx22NrMSTjbaJD1JWoPiZF0E2Pz13B8/hoAL7Z8azuLtc0xrG2OYmNzFE+/sATX9d4Oxfw2Ti9dweljl3Hb0nM4s3QJxVx03io0ZydzKSOmKIe8nOnLSSoaFIfgTlAO0n4wCAmVimJJ3TOlC2sT7qAmvCekx5PWk5JNv2dCtT9nz4s0LphZZk2slIRtSuPFxWBjiZWtgFuKGcFjJJXde5ZpQEpug46XDjme1GtGupEg9WCSknChJVwa184Iut0iVtscsVoTwswgDmeSalmEvecc+I83cv9UGfT5TEhTZ7Lx1HVtmo6Nu5/8dtx78U7M5tbwzlvvxkxmE93LXhdWJMJsygVCw+pjDIPuhskUZb+jlMoAOK61/qap47wYwVT8hmWjYNjALNpS8h5Wl4FtUPRiYVY99K1XDOuYUQooFmooFmo4ffwKEnDguAqb5SJWN8ewtjmG5y7P42tP3gLgTQCAXKaG6bESvvUVj+L00iWcXryMmXzwi5SRaba/SoVHiLAMi4eyE2zzKRjKhFWzxxel1wH0RvalL+a4YxkBM+R9mDBMashRivL1YgmXYpjurdASbsJVnWIQTxXpRpgJJXfJOj8ZcjyGYfIoulG0CQjYBrfUMm1EZJVB+k6StlkUtgkMPGYuVmbws3/5f+Lh5dvwuvlH8P1nv4ikPtrZqCzhAEKzTsUZBt0Nk+robwfwQXhr3VNKqVcD+GWt9Q+aOqYE3THhyRtgNhqm+G1+PNmswQmqDC0kAy3FLixq7ebk3qQbvz7yPd6X6LUC4oYLC8oCJsa3MDG+hVvbopSNZgKlUh5rm6NYK41hvTSKT//V/7RXb3K0hDOLl3Bm8XL79yWMFTzXNUam2eTOvByYiilbzDkJmeJ6lm3omIgZPkxwLOzvmJsgr2HTrtC1kULaH+nGhon0SIyISkmMCZhQv2dWa6knA8shHneogRDMSs7AYsIpwsTJpNY96fiVuupLldNNWJHZWIs7LIL1k5VJz52UaTLOGmR+ZfHUUkVxzSzMJrwOwmxBa/C/dmHzK7F216WigwQpG7j7qW/Dv/ncv4TWCj/6ys/hjrlnvEKfJWx0KcqGFyZZ5y/By7F2DwBorb/W9qsfKnTHhDe0nxBe/GDia2G57gLbHCJraNx9kcZ1v1gQJkwXJ1zyVrACVkKpZAsL02tYmF7b+6zRTGC91CHlRXzzwgnc//jL0RGzHC+WcXrxMm5ZvIBT85dxeuEKpsc292LMgTD102CizUIm2Bowbctc3xojwp18lu+6H4LecQH2KztwQFLWj+W9Gw44gZUS9LgF7V7kliiKKD05dPtzE7GxUhfauEX3aLJdYV8Y2PFM5d4eJgtz0L0I8xBi18ZE2IeJkKaYSbiUaJuAlKBTrzZ2DoOM3e6N8m6w0JUQbltPk1zggpzm9WYSH7r7x/Cp+78fL194Gv/pH/0/uO/8q9Foc5pk6+g61YUVnSV8SGHy9d/SWpeVOkBsh9pcN6KGP/fJjRL37ZXLUoPxvgYPIWbtZvmwuSWcnT8TPJMpwHef3+FzNeEFwSBtkxFtl1xr1zcbhIfWoanKSgLT02VMT5f3rmejmcB6uYj10hjWSmN45uIxPPjEy9Ah5qlkA2eWLuPE/FWcmL+G2xaew7GZZaR85H9ldJkTdKbyaZO0fY2sbF6i6q4OX613W+bdBFCd2N/8Y2lGpO59dOqVpiSSxlaGbQoEQWrlkPZF6ulgIn2ZCfidu25/LlW+NxGnG/d1ySO4P2H3NqCvSRvBY9tBMLPYhTyvtXTTios6B4PFb0+SsqBrOgL5OGQEVoq4LfYMwg0Ipo3M4rA123Bm4RvS8TkIcxK2y84RNtASWK7raZlRr189nQeeeTk++Kf/K15YXcSPv+Eu/OzbPolkogXnwv4Ja5/0xJ4l/CYJl+JRpdS7ANhKqXMAfhbAlw0eT4Rud/QJI36P8UEqhsbA3cP7J8RemUx8jYG1yQg4wMm0NJ0aQy9k2i8mXHptGKSeFbxe8Pkxos3IO1vNdfqSSLqYnSphdqq0X6ulsFkpYr1cxEZ5FC3Hxt9+9U7UG97Kw7IcLE2v4OT8VZxauIKT897PWD74jc/co/jGU/T3T5x3lKVAggPY+y8+V1nYSWfb1ZzADQrbcQIXdHarFViWrruBbyK7BS4uwwis1DIvtdoPkVty7EJiw2S5ZJAuuk3Ea0rRQvC9kBJbdn5SchcGE+KIUkVySXq6sQHaNLERJrWSS72C4h73UXl2dcNEPen7YyT4mMz9nVns2cZ3Y4RvqCeYyCxpuJHe7+xKeQI/94n/A49fPouxXBk/9vq7cGb8Av78K2/w2uk6Ydv1J+FRpCgbZpgk4T8D4H3wpsVPwVOX+/cGjydCxx39xLlz7x6JPfdHfBhEnCy4ngkSLuuLNA1X2PFMbGz0JiKnj9wzaXy6iXOQgpF3V+gow+rZCRdTE2VMTZSBdoy51kClmkOpnMNGeRTrpVE8+M3bcO/XXrNXb7xQwfH5azi54FnNT8xfxfzUOiyL99FmquoGSDhVcRcG3B62oLuw9tK80Nzq5HD8pU1e9iEWeya6kzaRckoaw2xCPZwhblIcp4u00NobWiZtk8HExoWJ45kS8jOxsWFCtI1pDAQhSJG6AxOWaXbuUndtE0J3DNL5QOr6Lx2DUhgY82yTwQYA7U+4mWcBi5UPrWsz8r6DpmPjE1/5Qfzqve9Eo5XCm859BW848yAyjhM4bvyigT1TZ9nNAAAgAElEQVR19Ags4Z0wpiGESXX0GjwS/j5Tx4gWGlmxb1G0MONaLCNwvE2WY1E24qWu8YNYrKUWbXm98LzlCv25o8cNqYL/YbfyXusxWb6+resKyOV3MZqv4sTivo/ibj2JjUoRm+Ui1kujuLA8h0eePgtXe8dOJZtYnF3FiYWrWJpdwdLcKpZmV1DM76dNY4JuUrCYKEbCdyJ66zhIYJ36aw6GDMnHGkYO0tng653JBrebJvcpWwvOZUJT0wSnsZXHIksVnaXpmEy4D0dJqCx4581cL6kwg7DMBPlhkJ4DqydNOcQQtoKMW8VeStAlxrYwEi4VtmJTbdwp6KSE0oRTadw6HiY2Yw08D04CgPK3iDN3exVGd9imAKn20LN34N/97T/D0xsn8OaT9+M1809gIlPxYvyCl75QPtcmUkv4kAZDm1RH/1v4nLbW+s2mjjkoUmyE3ACQuitLlbVNxJlLLboMJlzKvXal1y366y0Fuxdxp8qTu7jL3myH73wi7WJmuoSZ6S53dlehvJXHZqmIzXIBm5UCvvzwHWg094lxIVfFwuwaFudWcWL2GpbmVrA4u4rsyMEVIbMiS63WrF5UlvfuXJ3seNRKPmRgqvlto38ACEGXdsbEW1jqph933vV+U3F1RAKlQmkmPCCkngxSUjhMLsKDrI9NeIDE7aliAtJzl7jUA2Ys0wwmXMClfZFuoJkQ1hO26STahl4/Ej6Ic2+f9+mpjeP4rw++C589/wYsFpbxm9/3y3jLqfvxycfeGpoeLAg3Y8IHw3u7/h4B8MMYrqi5A1CI3oo1TJZLqUK29BwYYZaScIZBRMukQnC83uCeAP1cCxMK6FISLo8zl71JmTs6s5JbvfTTAoqjuyiO7uJEW9lHa2C3nkK5kkepkkO5ksfa5hievbCIVmt/Ss1mdnD62BUszK1hcXYVx2eXMT+zhnSqv2lwB5nAMimx76ded65OaZtcUT549SjdnAiD9MXuZFmO+GDLe5a479G49rit3QxxW8L9LDUugBnIxblulNh1BhMbLFKEPZ5St2tGjpiFmdVjfWVtBomT2cJ6AD93aco3qYgaa1N6PaUaAwzS8UJAU42Rc6BCcKRemCJ5EFhs91Y2D8eysJU96urC3kkotvVYBOgm98+sL+Ff3/1zeOTaLUjaTbzp9P34rlMPYqU1jv/36bceSDSj+gyJ0VB8w7xXKAxtFhKT7ugPHvroS0qpL5g6nhQdYbbp+TkaOxw1homgM0jJNIOZvOTS43GrtJRoD5pfXPnkCY/7ekvJtLQvwwR6XZSFzEgDmZENzM1s7H2uNVDfsVGqFNo/eZS38njy/Ik9cq6UxvTEJhZnV7E4u4qluVUszK5ifmodiUT/1yYOEt5rPROW8EHaZC9vNtf3q/zaQbcgzWEknGALOtsOoIJDjGhL9y5MEDWpSr3fLdqFtxhni25pLK5U2Erqqi612A8TBrHsmUjhJY0blvQlbGFvIp2YKZE8CaQhIVI3fXLNGClmwmVMHVxKUB3hvW3ZpC9kPVJHGrrLW60bdjp4kknV6/T8nUTwhUsnGnhhYx4fufeduOuR74ZtuXjDmQfx7acfxkg7pWrDZ/2Y6nP9120AGBjRL2cjgUl39Imufy0AdwKYM3U8KTrCbCfPnXl3mIr2SxFxW6bNuMbLV5ZcfE62adNb2jd9pH2pi780HRwj4azNQVz8g9tk+gPBYSQ8L7lM0yDwuiggk3Uxlq0Cc9f2v+8qbFWzKFey2NwqYrNSxHMX5/H1J8/Cdb3+2ZaDmckNLEyvY2FmDQszq5if8XKjF0kgcpqsdpiFOUvisA+3WYWDArYCv9+BlNiHeSBJFeBNqNFLwXKutoiZg6aDIwtyZjlhkCrtMusPXXSztFF+9Zrtz6XyLVKXXROWS6lFUDq9Sr0qGMI2e6REW0o2pRsb0k0rE3Ybtgw1ES9uQgXcQBmzIrN5i5HbTtYPPzQIgWWCoQ07eK5PEcXxmh3s8cbESxtIBZJV6kmWLog2uS+tz+B3/+b78bmHvxMJu4V3fufnMJEvIZfeBaDQpKSZiLD6qKO7UbmjK8QfVtIjTO6dPQgvVEHBe8yfA/BPDR5vYNwoVro4YcYyHb2Lt5S8h4ERSmkO9V6um1+KMhNE24Qafdw5y/m9lxFtrqgf/FL3u0e2BUwUypgtrB/smWOhtF3ARqWI1co4SlsFPHNhEQ89cQu03j/G1OgmFmdWsTS9jKWZlfbPMkZzVaRU8EuNWW0ZefUTQum8rNlLm20I1EigNavXgk3vBRNYY4jbon+jQEy0panb+nWb76jcSm9R3LGcJsSkGKQq0VKEXc9hirVmkMTZhykuS0M0pDHT7FmKW6X/RQBG/tK27L1r20zDJfgmSfVdwrzauKbMfpnWwK/9+Y/goWdfhmevHoNtOXj1qSfx+lseQX7E8/LqGDwsMqC0RSzvft+HdTNFmRRa61Om2jYFExa8GwHDZH0ehEybEIqLO/c6+x6zGJrwLkiQ45lIM2dGbT8Y0tR17Oz6uUe2DcyMrmNmdB2ncXnvc8dVqGznUdoqYHO7gK2tLK6uTuLx86fQdJJ738tnqjg+cw3Hpq/h+MwyjrX/nh3fgGVpSlD7Ia8K7h5pZ/UYeWULkxZsFIi0OHNHY8rqbFHDiD8DO8dUXdYms3azNDKUFJuI32bHYzHarM0NUuZXz20fy0S+dqkVVaq4zmBCfdkUEZNeG2mbUpE86biXtikVJGRlJhL4mEiDaCDUQuql0yL3j1mm63aB9Cb6LChhm9FBKGALFvFWYxvgYZvxjVYCn//66/AHf/cWPH31BDKpXXzrrY/gH5x6HIWMf4hVwiWGKx9rN0NUwmxD6okOwKw7+v/MyrXWf2Tq2C9VmLAGDxPRNuEaH7bxIiXvWvjY7x/vaEz4MCHuvpmIXb8eIoC9wLY0xotbGC9u4RT2Xce1BrZ2stjYGsXmVhEbW6NY3xrFc1fvxE5j3wSWSjSwNO1Zy5emVrA4vYrFqRUsTq0cUWyPC2wTJU9c3RtIU+LL2o1E0OUQwvKWB4G6lUutz3GlBeulzETaM79+2vBc0m8UgTUTlnATXgCmrNImVpgm2pSGDZh4XqQp6EzEp0vnEQYDzyANvyHXM10n7uHZ4EbZhquTJh5orB6JwWYWdNtxYEH7bijU7Ewg0c4SnZL17VH83gNvxx/9/ZuxuT2KU7OX8NZ/8He4/dh5JG2He4gSop1sBZc1E0fXcVGlKDORRTIqmHRH/6cAvh3A37T/fxOAe+DtY2sAQ0HCO8JsM/Oz17srNxyk8bby48WbMssUOEG/Mc7DjGibIA57ANxwbSogn91FPruL47PLB8p26imUtovY2Cp6cedbRTz89K249+uvQXdWz7F8BYvTqzg+dRVLUx5JX5pexvzEGlIJ78V6lLx2K5QGL1pMKZnHjRvGHd2EtVu66Dbhqu5XZofUGQRStWcDaYdeFAhbO7NreqNMJcPkci71EJBea6nGgHBTI8WUzMnclBYIngLc64tuqrJNY1IvQazyLK494bhQrvbdUGhkiUv9oe+3XAv3Pv0t+MOvvQX3PP1atNwE3nDbQ3jnd3wWrzv7KP74/u/Z+y5bbzOizTaVbcsvJtxCwx3cEh4XCVdKWQD+PYAigK9qrX8nrI7JV4QGcLvW+mq7c/MAPqK1/icGj9k3uoXZWjG+Mc3kWZYdj1mmzZCKYMjJu6yfDaSMxEU7pD9ccd7a++vwtZeOT6kngGvgeWB9aSEZWCZNXyYdT1JRusiUPLvAhU48pNIuZtIlzEyWDnzecixUqnmUtvMobxdQ2s5jvTKK81cWsVPffzVZysXM+AYWplaxOLWKhelVLEytYml6BY5WewSbuYYxqzRVFR9gp5u1O0xglhpqxZGWMUiJtpRM3yB7GkZe/ybUrOPOzywlk72USyBVQGeQ9pONbRNOR1KrvIl+Sq3ywth1msqRNSk8XgHBlmKGbE1Wj4Ue2WQjoZ62oJU/UWfu9p33znPrC/j9b7wFn3zo+7BdzyGXquFbT3wdrzz1FKYKJSyvTeKute8+sO5h1m7qvUXgw8GhXYX6bgQx4WH6DQCUUh8D8AMAVrTWr+j6/G0APgRv5vktrfUHSDPvALAIL9DqUi9dM8k6T3YIeBvLAG4xeLwbCnGnf+LHM2F9leaYllnXWT7osL5I7wUj2lJ0W8kPW8xN3CV5LvDoyQ87v7g9EBn4eIneNV66oePAgrKB0eI2RovbAK4dqFdvJFFuE/TSdgHlrQIuLM/hG8+eRasr9jxpuVj4+nuxOLWKY1PXsDi1gvmJNSxMrWKiUIZij96ACLNKm3A5NwGpWrkY7LJJ3cNf7Bgm1+kbY1gP1k8TmwnSjQYTcdEM0mdQGvMvTfzDjsfi000o/0vDKYT3ls3ZDQNpyBjRZvHwTiIBKEXd2Q+jspPDn33tu/HHj3wPHrj4CtjKwbnpF3Dn0uO4ZfoF2JaL3ZFU4FrHT8m8F7BUcr7fdxUau9EbNgLwcQC/CuATnQ+UUjaAjwB4CzxS/YBS6jPwRtz7D9X/KQC3ArhPa/3flVJ/AODzYQc1OdXfo5T6CwCfgrcP8aMA/tbg8QbGjW4Jlx5PTsRkxJ4TbRMq54y82wMcM3i8cFIVDg2/6yu9T8Fg91A6LvjYlq282LuZH09Givm5x6u9wImmnDWlU03MpDYxM755sEC7qO2OoLRdQGm7AHf1dlx0NB5//hT+/rE74HYpt6eTdcxPrmFhoh13PrmKhUnv99ToJmzLu1bDlC4MkFvQ2aYAyxOerQZbR9gCK8EuW56UMaE0KeK2agad+yDWV2ZNk1oZGaSWcGmeZWm8PyMVg2RuNRGLLBWCk6agM5EnXEoa496Njruf0mvGxhK7t6Qem5dr2eB0YtL0ZU5CmL4MabRgo2SPHSnrjgev1kfwX+/6cTx+6QyeW16Eq21M5Ep488v/HnccfxqFEU97ptlO+srekZaf2bpzHklSRtTR/Yi91hYaUVjCFaBDxqTW+l6l1MlDH78OwDNa6/MAoJT6NIB3aK3fD89qfvAwSl3CfsxeT4sek+roP62U+ocAvqv90W9orf/Y1PFuNMQtJmWGaEd/vLjb9NoNNuVJCRfrK7NevhjA79PwkDET3ihSmBD5k8JWLgqZGgqZGo5NL+NY4TguTn0RQDvn+U4W5e3CnhW9XC3gyYun8JUn74Dj7r+4k3YTcxPre6R8fqLt6j65irnxNSRs75zD0qgwSOuyjQ3phgFN90ItGcFlCUKqmFWBOicYsBrFnoqLIW5yEDe5NWG1la5z2TmwTaJBjmmCGEosmwpmlPGlbcadk13aT+l9MEC062RDi1mtaViWHTzh1VlHybhmIVvee0f5vn9qzQy+/OSr8PlvvB5feuLVaLRSKGSquPPME7h96RnMja3tebL1szHtslRjpIylKIOfdd1VQASW8Eq5gX/7z+/b+/+Nb1/qteoigItd/18C8Hry/T8C8N+UUt8J4N5eDmDa9PsQgC2t9V8rpbJKqYLWOlgK9zojTuu0CWVmab241cqlkOYJN9VPk2nP+s0THrfSt9xKbiK1WfT33kw/pddaBhMpFxOWg/HcFsZzR6dxR1vY3smiXM2jvJ33flcLePbqMTz09MsOpFezLAezYxtYnFzB/OQa5ifWMD+xirnxdcxPriI/4q3ud5Chad8YpARdulBii5h6WraRYqdlqupG4mZNkOlhips1kd6LWa1NkHBpeisTLt67AEaF7TKYUHmX3IuwiVk6/Uo9JBjYM8/GaNTeA2GQPrsGUkkzETWmLG63SEfpqyV4gs2SVJw2HNhwMAZPD2azWsAXn7gT9zz+Wtz39Cux2xzBRL6EH3rt3yCdaGBpcrmnELIoU43ttUmuja9xXQPYHTzeLT+Wwr/96Hcc+Oy3/9PjvVT1O3jgglNrXYMnSt4zTKYoezeA9wCYAHAG3o7CrwP4HlbveiLOPOEmCIf0eFJyKz2eCS8AqfjYIHHd0hzi0jzh7DzMEGZ272XXW57vO3rxPClM5IdnYyks7jsIUY6JXs5ZKaCQraGQrWFpeuVAWVrXUauPoFQtYHO7iFK1gFK1iIurs3jk+bOoNw+uTgqZKuYm1rA4sYL5cc/dfX5iFfPja5gdX99TcpeC5YiXxplLxzZb7DFIBXDEAk4mhOD6FXvrqKObIO8mNhlMCNaZuA+mxkTcfTWVC90PDnjYBxuj0g0faTiFiXztw6RuLxSbTAtF21Lp4I1hNi8nctuBZWxTlXlLpXaBtS0bv3/32/BXz7weX710OzQsFNPbeOXCU3jZ3LM4OXF5LzQMzeC2ukE8zuXvHgLlt9zUiOS5tTRXbSe4BOBY1/9LAK4M3qN9mLSE/+/w/Om/AgBa66eVUjMGjydCd4qyPN0qjhZxW5EHtcz226YJF9pBLMHDtCnQy7234GLk0Ao1bhLOLJBMBZzV40r8wTueJsh7r5shh5EUbupI7x+DEh6P6V8crqeg9z6TPiu2clEYqaEwUsOxyeVDfbGx20ihXNu3nldqeZSqeXz9uVvwxcdec8DNXSkX08VNj5iPr2JhYg0LEyuYn1jFwsQqJvNlWJamlnA2nqRjjSnRputk00rock4JLFuss7LgNaKcjLHXar9q7Mn256xN6aJNuCA3ojYvVaKXErhBNASkyyZpX6UET5pGL6ifLfDluNTjhF1PKfGV6ggwsDal3gobpEzqil8kZex6kvOjtlly7kQ2hN73xKF6u04S9y+/Al+4cie+cOU1eKZyHMAZ3Db6HN648FXcPnYeC9lVqM61Ztc1akS59HcBoUj9kXYs9m4LxgMAzimlTgG4DE/b7F0R9GgPJkl4XWvdUG2/B6VUAsSMf73QSVF26tzpdx8mPS8VMDIitSTGHfM+iFu13MrKPAgGc2dW0H254XKXbFlfWJv83GXu4WzEMMsl2/Bh9aSx+XxDKxiDbsxEiX7uuzrwmZl+jqQaGEltYHbs4GohAQdaA9u7WZSqBZSrBZRqHlFfq4zh2avHsLV7cLWUSjQwP+65ty+Mr+5Z0RfGvXj0/Ij8rS7NIS5NQ2ZQeL5/DJNyuglX5htFkTxusCFvym4hDRuI05NDQ56mi0FKik1szjBIXcfjfs7YZgEbvyas+cLNSq2B57YX8IVrd+IL1+7El5ZfhaZOwlYOTuUu4x3HyziX/RNMpCr7lRoYjBBLnzO+COoPYc9YP+2EPP9KqU8BeCOAqbbA2i9qrT+qlPppAH8B78w+prV+LIIe7cHk4/AFpdT/BSCjlHoLgH8B4C6DxxsICkAu4jcKT5s1PDBB4ID407CZUVYPhkkXfwUXI4dmH6mAnJT8MQKbIFMHq2fCKm9CsM8EKZZ7Tsi8B/g442TycH86/1sISxXYf4rBFBzeVwWMZyoYz1SAqaP9bDk2yrU8SrUiNttu7qVaAc9fW8DD52874upezGx7bu5jq97P+Crmx9YwN7aG+fFVTKZLorRrLBaQ5riNOz2S1DVV6oIYpfCTghdnHHcqKobr4R4t2UwYBbd4S67NKLgVmREgKaQW5qi9C2zwmHfpuUstzOz8pKrxDGw+MBEvziD1cpB6sYQh6ByrCL7e9sFjLu9O4L7NV+LLG6/El9dfiUu7cwCA07lL+JaJx3BL4QJO5S8jZbUwMvLD2K1Vju6Ru+DE18SeuvQ94ddPF4NlZ+gDWut3Bnz+WQCfNXVckyT85+EFqD8C4H+DdxK/ZfB4A0MqABSEFwcJH+QpjTZwxJSytpk4+8FmNy/7STSmJ6kbv/T4rB6zWks9MoaJhMedvsxE6q+jlvB9d/RwrxL/+0SfFSLywlRYAY/42mhhJlPHTGYdmNwv6yix7jRSKNWKbZLuEfRSrYBHXjiHLz75mgOCcQCQTe5gfnQVC6MrWBhbxeLoivf36ApmJ9YwXdiE7RMwx1zO6UJCSiqk6aiGyeLbLznYhXe9onYtDitjkN4/Vk8a+xsmzMZIowQtxE+4hmUjxQInzFISLnW7looxDtN8YOL5NKG9YCA13XqtiL/fuAP3rXuk+3zVC0XO2Ls4nb+E10zdg1sKL2AiXTlYsfPa8XtVhhFw7n4YPdjxTJJwhfh1CnqEkcevneD8d7TWPw7gN00cI3r05/57vSAl9nGTAxMwcTxpXDAQZkUelIS7kY1H6TlKY5hNEF9GNl0D3hEmVNV5vXjV/RnxPQwFvaeUylRRLUKYWT2//KAdsHQnAJAixLeTr7RgtVDI13Asf22vrMOhtQZ2miMo7RT2fsq1AjZ3i3h25TgevPBy1JoHc7QmrSbmiutYKK7sEfTF0VUcz6xgsbiC+cIq0oeF46RWFTacpPHGjBxIBbFMwG910snNbCKntxTS47FFoYk0ciYWoYOoUpvwIDARpsBgQgxNmopLOg6l8fdxZxoYJpG/AT1ctAYu7czi/o2X44HNl+OBjdvxbJt05xI1vH7yUdw6+gLO5C9iLrMGK2x8ejFjRyGdYxDQXi9lbGnR7waFRjQx4Z33xhDCSLe01o5SalopldJaDz+zbSP9Eo0JZzARN2sCgwivDZOC9n59fWQ8mrDOmsiRniDymxJ35UH6Ir5mwhQc0tQdDIykMkjVTQ+LgSmtkWq0LeHkUdFKeM3IrbVD2lTk7ZJgQ6br0cpjF3l7F0v5VS+38aHzr7eSKNULKO0WsFkroFQvolQv4OrmNJ64dhpbjRx013OkoJFPVXF27BIWCytYzK9gyVrBfHYN89lVzGfWMZ6q7Lu8Sy3aUjE0qQumtJ8M/cYWdmL7TIivmSAxJq6LCZVzhkEs3SY2ROIeo0Fwwa+pUPTLCEx4h0gJrNRzRAoTMfZ93r+ma+PJrZN4qPwyPLBxO766cTuu7XqxVSP2Lk5kr+KtS1/GqcJlLGZXjnpa9RLZ6TdfsvswSLSoic0gv766iCYmXAF68HTjRmByb+B5AF9SSn0GXUsCrfV/NnjMgTCo9fKlBhN5qxmuR5txuzNz12oTbvMyyAlzvLne4ybTUsLMwMg0gzSNyJF6uusz0qYyEFsY2qaUWPTxKKUTTcwmNjCb2/B15225Fsr1/B4539wteKS9XsALlVehXM/DObSzMWLvYj6z7hHz3CoWOgQ9u7b3dzFVky+epRgm8bWge2smKskMpCTGhCVcet0GGWcmSJwJDQVJm2Euribc9E1cl7jFCk2MbRO54/vVq+jC8s4EHt64FQ9v3oa7r3wbLtdm0NJeg8XkNk7kruC1k4/iZP4KZkfWYSkAGdJg2DkEWXpNuZuzdqX30HBMOM00ch1hkoRfaf9YAAoGj3MT1wnDpPbMcD2IttT6zCBN4SV1keZWaylhNiDWZ4BoD+IiLUHcRJu26XNrmbV6Dyz/aJKUSdsEOJk2YRX0qZeAi8lUBZNWxXch5Wpgu5lDuZHv+img1MjjYnUGj26ewVYze0QvIZ+oYX5kFfOZNSxk1jCfWcX8yBoWMu3PRtaQCcpvJs3vK0Vc4nIdS7hUFEo6JqTpn4QpicRxwSYsnuzcw6xUJvJTszZZf6KO0U4AmBXUCyszIXjGxr2JzQLW5iQpk2ohmEiX1qM1f2VnDI9tnsUjG2fxyMYZPFo6i6vVaQBAympiNreG188/gmOFZRwrXMNYestf+FNqtU7AU0L3s/SGLFU0OSbzMmP1GNg6wvVrUyMSEq4V4Ea/bIsEkZNwpdTvaq1/AkBJa/2hqNs3BYX4Xahv4iiGibwDZtTYeb3O8bSPQnXc6u+DpVmLCyZcwE3ABNFWUmsag48lvCfixr4jjSELI2nsmNJhweqxsoAFpAWgmK6imKriGJaPfqEOOFphq5lDuVlAqZlHpZlHqZFHuVnAs9tLeGjzNmy3jq40x5IVzI+sYT695hH0EY+oz+fWMDeyjrmRdWTsQx2TpuUxYSXvt03VriMVuovTXRmI37In3XyREluGRMgxGaQiY+weRl3PgpnnRUqYpYg7jj5MPFAC6XXp8x25vDOBR0pn8UjpLB4rncEjpbNY3vV2FRQ0JtMlLORX8JrpJ3Asfw0LuVUkul/80vEivdbkfRXqns3WHWQpqqPUo44qT/gQw4Ql/E6l1AkAP6WU+gQOpTrVWseZNj4USqm3A3j77PyMkdjgGwHDlcZp6FLJB0KaoqwXRJsn3IBrPCG+1MJMjqcNCHuZIL4sbIW5PLF4avFwYZZiVtbPYkADPQ1Ftlgf5LFm7bL7K7XMS+NxWT/ZJsQOYENjDNsYs7ZxIo39RWVXvZZrodLKo9TyyHm5nke5lUfZyeOJyin8/cYdqLlHTfEZaxfHM9cwm1rHXHodc3ods8l1zCXXMZdcw1xqHRN2O0ZdarmVpk5i8LsPnTRbUiuyNEWXiWfXRF9Ym9IYZdZm2JJJmqOZ1ZMq40f9XDsA2GrWxHKSnQO7T9INWekGjHQT5QopY88EO3eGgLlCa+BKchqPVU/j0dpZPFI9i69u3Y4txxuYChpTiU0splbwLaOPYSG1ioXkKtJWc98bqo6j14/NTVIHwo5QZYl8xwcK4O9B9v4k6wEldFW3gjRAIogJVxqww7zqrhNMkPBfB3A3gNMAHsRBEq7bnw8NtNZ3AbjrzLmT7x4m617UGCbCLFd4j55MmsKgmwmqzzZulBh86uYtrGfEwiy9fVKhHukL2EQ/pZASYnZ+YeRfek2l9eIu60ICLiYSFUwkKt5C1mdB13ATqDh5lHQeFSePSiuHSiuPipPD+doSvla5FVvOUdf3lGpiJrGOuVSHoG9gPrnWRdbXMdNYR5ruJAUg6nRigwizsQWdlKSxc5C6cg+TSNwgbUq9EqTWUulmkCQLQVi8ahSCUoch3SRj4zBPyqTklh2PtRl1Hnsg1LOg5OTxzeYJfLN5sv3b+9nS3oWx4OBc+iLOJS9gIbuCxeQq5rCGtOp6qfUqICZ9D4QR2yT8LcbsPl3x4owAACAASURBVFgws1Ek3fDxW8tEFROuQ7wGryMiJ+Fa6w8D+LBS6te01v886vZNQpJz98WQC1zepkyR3ExfeEw0i2+Wgp2jNH57Hz7u6APkU44TzKJttWRvIRaHTa3ywyTiJCWFUkhjXP3q9dI/qcs5y1eaAF8oSIm/9M3H2pS61UsXXz73JIUWpqwSpuxgs4izq7DtZlFx8ii7HkGvtH+vN0fx3O4CKm4eTX3UTDJhlTGbWMe8vYbZxDrm7HXMJdYxO7KO2cQGZhIbGLe3YPW6i9XvuO/EhJsgYoyMSC3h0jRyjLyyc5cSvzA3YKmqvNQSLiXh7HjSePmg4zng11tKitl4Yv3cNlCPkWJpXDtrUzomevDk2NUpPK2P4Ul9Ek/pE3jSPYmncALLej9IfQS7mLPWcbt1HrPpdSzYq5iz15HqZnCdOSgIJkIUwtKF5RF87UxY36Xu//1uuGuE68L0giF2azcmzHajEXApbiT36TgxSMow2fG4EFoQSTdBzsPANyiGh2hLBc+GCcw9XEzQpYskKaT9vFFuHxvWpnav414oMUgXQsKpy7Y1Ru0qRpMBMerw3DF3dcoj6k4eFTeHSr39283jycZJfGX3FajqrE+XHcwl1zGd2MRMYgOz9gZmOn8nNjDdJuuTdoVnJGF5wqUY0lyxfSFui06YJWqY8pYzSOPFpTARu28CL4ZnouscKm4W51tLeLbz01zCU/oEXtBze+u9BFqYwQYW7BW8xnoCs9Y6ZtU6iqq6L5pmIv4+Xs1aM6nEwiD1MvMj2xG5o4ce+zrixfD43cR1wvVw844ag8ZuDwvYvUi4wbOtCWIvbZNZu5l1fWhn1+uNG//xDIeJcwyzOsR5vLjbbNfzMuY0kElsYLYT+Ooj5NPSFrbcHCrIo+JmseXksOXm2r+z+MbOOWy5Od9YdRsOpqwSZu11zFibmLbbhN3awIy96X2e2MSkXUKiO198AmaEyxjiTrUl3SSSEgcTBDVMjVyqgC4tY2DXW5qGzMQ1lcZaS8ehNN+3lOD1qNTuaoXLmMazegnPuks4v+WR7WebS1h1Jva+Z8HBhKpgVq3jjfZXMWutY06tY1KVPW8dJk4mfQ+wayYl4b1sxva7qWVqfRDlcmyILdhR4SYJvwkx5Km2ZJZgTsPkYQFmXNVZei9CivfOUh25Tuwc6fFI0LTUxZ3V420GFsUOmjeSxYsL26SCJWwviImn9K7ddxBs5j/cpsJ+vBbrC1t4mbrv0v4wsL5KhWwY2L1gx2MWSra4ZIskVs9nrCWUi3F7C+OZreB6Vpust3LYcjyiXnFy3v+7Hml/rHUalcYdBy3rG53qDibtMmYSG7BH5nA3fgYzamOftCc8wj5ll5BUjjzWmEFK7KWpmqRjd9hyx5sgm+y6SVXeJWm6EvCEAoPAzt2EhZJtekj7UiRlLHyDgY3RrpRvWgPr7ihecObxfGsBL7Tm8WxrEc+2juG51gLqXR3PbO9iOrGJ46lruNN+AlOJTUwnNjFhV2A3yITHzl3qhSR9Rwzi4i3JEx72TpZuLkapi9NrrH0YdED7Q4CbJPwmYkfcInFS8uqVSzcM4rWwS49H03sJLdrSlGFS0TapwBpLpUFFPMjpiV3ce8la5wcp8WPnd7isOy47boeEsPOTLlykQnHsHKVxngysnyZE6aSbJSHnl0CbrNuHyPohK4ejLWy7GVTcPLZaWc/K7rat624WpUYKf777BmzrzBFxOQUXE3YF09YmZuwNTFklTNub3k/776l6CdPWJsaUT65eqUXQxFRvIl2RFNLzS0MeOyvVs2CQ5sMOKgsLjRime2giX7v0/LrquVphWU/geWcBF9w5PK88sv18ax4XnHlsd23KKbgYtyqYtjfx2vTj3vPc9qDJ2btHn+ew2G1AnkGEjU+pbogJmHJ/jyv9p0Z0lvCbJHz40U9KqJuIH8ytOtEKLmsl2DBvomUFlzMCz4g/6ysjqR23awVN2+gH7NqwtA0N8gZLEoE1JqBMiS8hogmHzKBskmaEeRAhsaA2pbu2bOphw1d47n2RtCL2xXukCxOpdSDsEWDXm/WVXTepWrt0wcrArqn0dSVd1EiVxRkOXRcbLkZRxSiq+20qePfSBkbO/TB2n/5DOAmFqs5iS7eJum4TdZ31lOCdRXxDn8OWzsHxGQhJNDGpyphWm5hWm5hSbcLe+dtq/22VUECNb66ZEAozoRwuJU2DqBObULSWCnRJreRB5++C97MiPB6DNIRBOi4i8CqpYgSXMItLmMFFzOKimsMLeg4vYB4XMHfAom3DwTgqmFBl3KGexqRVwqQqY0KVMW5XDoalaHhzhAPunmbCNV46L5vKyR4UOx2mjs7A3svsHcL62m+60Sgt4SayFUSAmyS8C1GRnpcKpBbPuPNBszadRIJatBPCc2TEl/XV7RRqfaSNuFNxSYk2m7wp8WVgLzYTe2cmxNDYuUstnlLV5n4IerdFQbrAkBLtsCmZnYeUFEvvE0NEJLXnNqVq7CbqMbDx5Hd+7bFoQ6OIKoqoAljdJ+rAgfuuNbCLFLZ0Dts6g+16DlvIYhtZbLdJ/JM46f3fyvp6PqVRxxRK+4S96+9plDDd2sQ0vM+zh1d6Ju4fg1TF3FSOdOkmmYnnJc70ZWF9kVrzpXHmUedI78IuUriEGVxSHsm+pGY90q1mcRGz2FAHffaTbhPjqGASZbxWP4ZJlDGpy5hAGaP2FuzOokTjoIcY8xaTbpwy8i4dn1Kt5kFcx4PcrdmczTbGw+pGkHKzJ0QVEx6TO7pS6jiAXwWwBuAprfUHwurcJOFtKADpnZsk/DBophnpi9IWPg1CF7UkefqSrYaZfNEM5Hh7EeEukDg8+UgnEeF9skwoSDOYWCj0E/vcDamVXPoiNRFPLSVU7PvStF/sWocRW+kL/6gW2D5MuBOycWhCOd1EmAJb8Ehj/aReEH71OmS7x3l5T2BONTCjNumi29XADkbaJD2HbWSw1f69rTzyfs2dwhayqGFk3x2+a9zndA3TKGEKm5jWJUw1PHI+iTKmVGnv70m0LexBnTEhpGUiVn4QsDEjdR2XYpgUyaUbFwxCbwYXCmtqDFfUNK6qKVxRU7hqtf+2p3EJM1hVEwfq2NrBmKpgAhWcwUW8Fo9hDBWMt3/yjR3ZuDfh3m9ifctgwPuOfids45RpgPR7rO52g9DvezAqC3YPqc6UUh8D8AMAVrTWr+j6/G0APgTv6futEGJ9C4A/11r/d6XUJ3rp2k0S3sEQJ3O/rpDGFrLJzURqdRbazOqFLValsWnSybYzBjWOEpco8z73AnYP4yYcUeSKPAwTsbEmNkriFrPzO17nMxOxYIPUG4bdepNtShH3fTJh/WEwEDNsKSCHXeSwiz1VuIA2Ha1QQ8Yj7I0stlV2z8K+hSw2VBEX1By2dBY7nd2gQ9cohSYmu0i5R9K9vyeTZUx2/4/ywVzFQZCKxEmJvan0ZcyqKxXJM2GZZpDeCynZ7PMcNIBNFHElMYWragpXMe2RbLRJNqawjEk01cHdsIRuYRRbGFXbOIGreBW+iQlUMI4tjKGCgqryx1r6zEvXjSbWm+xas+NJN+nD5uUgSy+bJ9km9SCIMg49SnX08Hfbx+FZsffIs1LKBvARAG8BcAnAA0qpz8AbAe8/VP+nADwM4H1KqX8M4Hd76dZNEt6NF7kUfiDiXsjGnZInbCdN6FotXgz0Yk0bwdE4LlZPGr8knTClG1Ym3LWlkLqxm3heooyj6kA6rtnLmbXJruc2KRvELU4qsCYdT3GTd+nCrF8LcwdSqwM7Hitjlhi/97GLwWKUpZsFR2LXNQqooYCaf7ud/xOe2FwVI9hGFlVkfH5n8CyO4ev6Fmwji1ZnMjjUZhHbByzpe+Qd5fbnXvzslC6hiOpRzRJpSik2N+XBn23pClMqJCZ1D5e+P9lYNJEnvMf3hAML6yhiBZNYUeO4Zk/iqjpIsq+qSeyqg4MiqZvIo4ZRvY1JXcZpXMYotjCmtzGqtzCKbWSx6/FME1ZdqfeWVMlcuk4zwZwGsS4HWXrD3tds/mXXTXpt+jUIRWkJD1mzaq3vVUqdPPTx6wA8o7U+DwBKqU8DeIfW+v3wrOYHoJR6L4BfbLf1BwB+O6xrN0l4N4bJkhGEuBeBUgLHYIKES3eywyYFabzqoDFtfpOGiThlE26kDCbiEqUwsVBgMLGRYOLZPXx+3WNR6sZtYsMD4PfCRPoyE3OedKOPgV1vE8+11Gum3/R7HQ8hQyruIoQ8SzZcFFFDsUPYST3v9JLYtjKoIottZFBVWWxh//91FPEC5lBVGdSQge6WhW6LSSd0CxO6jEm3jCm3hCldwqRbxoRbxoSuYML14nDH3QomdRnFZjXYgMfIe5mUhcFEHDrbEGCQzAcuuOAZOz923UhfHFhYV0WsKI9cL6tJLKsJrOz9eJ+tqTE4qmvysAGlXRRQ88i03sa3uCueRbu5jdE2yc7r2sFHS0puTWRuYJASRimGKNUqgGCyyublBOQheXGdf0SW8K2tBn7h/fft/f/m71jqteoigItd/18C8Hry/bsB/JJS6l0Anu/lAC9aEq6UehmAfwlgCsDntda/Flopaku4iYEat5th3G2GwUTqEgbpolS6sO5MpFkcnVRN7CAzDBMRlVqDTRCOqMhtr2VSSC2lh+t1vwhtBM+TjBxZCH7hh8Wmsb6yRQabz9n1Zu6EcZNbNtYYOWLnLs07Lz0/aSxykCV8B9xyKR33bF42sYHmAwUgjSbSVhOTQfLaXffIhUJNjWBbZT3irjLYVllUrf3fz1vzeFSdQdXKoKH8H7SEbmHcqWDCrWDCKbd/vP8nm2VPSMtpk3ingnG3gmRncJqY16T1GCmOOk94GAnvA3UksG6PYc0ew5o1hmV7Eiv2ePv3xN7fa/Yhct1Gzq2hoGso6iqWnGt4mT6PoltFQVdR1FUU4P1t+02YUkujifVfmFdUEKQbOuy9I/U8ZAjjBFJGxsiqNDRUei+kG2h+829E6uiFXAq/8q++7cBnH/30471U9btCgVdUa/0ogB/pp29DScKjCJDXWj8B4J8ppSwAv9nTgV+qlnDp8eIWMwlzR4rbyjFMiHLi68BEKIIJV24TYzTuGHRpvTg2nrpd3aRq5WEeEJJ6YZAKiZlIwyY9ngmL/TDlsTUhfGlClyHuTeweMw1Y0MhjB/nOCjxk4dxAAjU1gmqbsFdVBlUrg5rT/szK4Io9jaeTx1G1RrBjBcemFJ1tj7S7bdLeJvCTbgXjbhmTTgUTzTaZd8rI6t2DK1q2uGYbTAxSd3QJQlxca24aa/YYVhPjWLPHsG6PYq3995o9hrXE2N7fFTvv20bOraHg1lB0q1hqXsPL6m1y7Vb3fufdGhJw5aSJIW5dDQYToUdS8h6l2GQHbKM6DH4aQmG4Htb8fkMKosoTnhK3cwnAsa7/lwBciaBHexhKEo4IAuS11itKqR8E8PPttjikEvaDiCnEiWEi7ybqMQzbZMNgBfwd1mZU6aiC+tIPYrIa7cGExV4KE3FyrE0TIQp+Zb1cRynpjTKGrFeYSD9jIm2N9Jk3oecgRdQbAmFzqwkNDOnCmkFKKhhCNntSaCGltzHmHPLbDiCvDhR21D5Br1r7f9esDKp2BmWVx9XUFKpWBjsqfUTIq4O0W98j5BNOBRP1NmlvlTHeqmCyVcZEq4KJlkfoR91t2P2+SE1Y3ttWzyZsbNoFbFij/3975xosWVXd8f/qvne4w73zuMBANIgjjyikCsfSoBWkRGIM4RmdUKIk5QdLKqk8TJVUYkxVjFb5IfmQx4ckSpTCVImBSIijmChBiFQ+oKBQMIWIAcsQppyCgdzLfc293Ssf+vTQc6d7dfc6Z+3effv/q7p1u8/pvc9+rHPOXnutvTaO1HfhO4s78JO5KwtFu61Qz+P5qZbCvdxjAmN7cxVzjWXMNlcwt7GMC46+gLnGMnY0VzDXWMYclrGj0aFcd+J9F3gjVkc8K7z3WUQdvHFTIpbOlQ3MNqzFuN8zxjuG9XpldntstPeCL4vfrf27AM4TkdcB+F8A1wP4QAUlOkaWSngVC+SLfA4AOCAidwO4re+Fc9nMPaf1Jqktnl7KtFlqa/+gUdU3P8y8ymaEXKeOZO51R/euafO2meWmZuVpKWmWVajK9bZtNst8p0uYd/Dh3V+83+y+5U5nlae74amF9bJO/ayIuHetdbPeAJfedMPuLd/2yojY4mlY1/hB8vQG9YpQjBxBqOpQzG10WNo3s+n+UwBrsq2lrNc7lPVCYW8r8c9MvxoHp8/BUn071urdfYJFm9jdWMR8YxHzjYWWu3xjAfMbC5hvLLY+Fwp96/widq4t9VbcO/ePB/BybTtenNqJF6Z24cX1nXhhehdenC7+T+3EkeldODK9E0dmduFIfeeJ1upDAE7/bYgqTm4r0I0VnLL2fzircQhzG8vHjrX+L2O2sXKiYj0MXgusJb/e/cVTR6K37herDl7F3juZFxHjox8NAItDpuk3Zk6th3ST7bKBONtM4YQNLzYjIl8CcCmA00TkWbQCrH1eRH4XwDfQ6r1bVPVgBSU6rmjjwlAL5EXkUgDvRWtY/PUev7kRwI0AsGfPaZjZvb+qshILr1UoYquJCHfIMhR1rNXnMXPKJnm0yuo9N0BZKs0zp+tZRLRZRFCviMjam+pem5nHzOsLWfT2kXWujAXA296pA/l4scpi1d3bLt7+tdJV6Ppfm5vHzCX7/TLjbTOv14HVZt57N/Nn4XYAu/v+qgnoEoAlrDeBpUYNS80aXt6o4+VGDUtaw3KjhqXGFJYap2KhsQeHGjUsNWp4uVFDQ3t31jZp4iRpYqbW+n9STTFTazX2QqOOlxt1LDbq2OjRyFNoYnZKMVtrYq7exPxUA2fWm5itL2Cu3sRs8bdz1xxOXnkJs/UmaseKUwewo/WXup8i7l3vczui7hF1SF33oDFObcc8Zt4xpP4SMZ6uOt/PfrYSJbx2xjxm3rqpff7+G8d9VdX3d0urql9HDx2yCsZJCR92gfz9AO63MlTVmwHcDADnnr1XV394Z4niZU7q9dsWEbOBUbN2EZavAR7SM+ftx+pTm+TROws+jNWzk4i9x71E7Mnudd/zDp697nTefvfeE5usJjNv3Y/VBwtZjPCMiXoLWdYfr8eCt029LstWFGVrsGNtM+cN2lY22GQ3huyHmXfvx+o377SvZ9XPkrXUu0FEbBNo4d0qroxL8oAecTPF36ntA0Y/aRM4WpvGcn0Gy/WWxX15qvV5WWawXpvG0doUjta2Ya02jaP1aSzWpgARzG2s4PTGCmY3VjHbWMHsxgpObrzyebaxgm3N9eNvrR51mHnPfqzedad7Ga8L652VOlihd3uvCFLv1BMRObzE0sCZa/Zj9UAX/aVfu1j3vUW/qOtVUsGETnPhxdZ7I0PGSQkPXyCfdJ/wCCUmYvYxdVAo7yxapJtPL7zrQwd52HZzL7LuVqssqQMxRch2xLrLiEBwXrzuvN5yDuN627meKvUawTLr1qzRsXedYITFxatQesvidc/0Limw5HfYsrQD9UQo4V7Xf++EXap4Dm0iniNRweyMsh6LII91zG9+SXq3wLSwYhOkXsLonQzyyoV3Yiq1UhwR28YiB1ftNs3ib9jZoDJblHnHAaMyBvbaRz0DxkkJD1kgLyJXA7j6Z07f01rjk4qcApelXvfsZRRB8CKs3YPkeT6OX3wB2G3qHZDnFOHeInWQuIg2i7gnvIPgYQZX6wAOF59TK+FlSL0vu1e2y6yJ70XEs9IbnKxKRW0DwPMw67fubLOakWfdOLdkKP3bjHZpGHW3rudlxVC2rHJaNEq8P6z6m48uq++NhFXrd3s2gIU+60w9WH1v1W/auV2at828MuqV+7rx/rTk0Jsu9b07XUYbawK9djS0L2qc875DrEnQodvGH1HtOBqobDvBqslSCU+5QF5Vvwrgq+fu3fvhyjspYqsUi9zWN3uIWqfSizJtFmHJ6PzNMPIYMYOcU7qI+qXekihC2YyIuL45XacsRlj2orxYEs98rzsnKKzBl5VnxEDQyvOo0Z7mgNWQC+t63ZhuAAtLfkXFwnt7WksW152W0ggHNGsou+68V/rd8lZZ3aukjP6NaLdeeZ6KmHG9VT+rzbY728XdZtbzx3s9K09vv3vbxbh3Iwzv1vPVmkgAgJOawOqQk4/TUzC9IKxnrPvdMyolnJbw4Ui5QP6YJXzPnr7R87oSMVjPyUo+CWS0v/ixh9sG0Hj++HMR1pGBylIhTe8A2Vl363re+nmtP94ZeS9V9d/0gBaf3B4/qZ08vEbrujEQ8g6ezes58zQHnsYAp8p5m90AXoA9sPaOtSJCS1St+I0qzwglzn2/BJTFk64B4CUjXWqWE18vau60FxHxSS1SO3N6JyAAYE6BhWEffOt2Hb31r9Z7ookqJFubQGPY6PGJyFIJT8kxS/hr9344aYSNSCvqkEQoWxYhM2wGqesH+JXNdllVT7SCmfFTAhT0iHaLUDa9eOvn9uZNLIdVNfWgk8gZdS2AGMUhwnnCm6e3vSOWlXoZtg5tWfS2S0S/56YwV51nmfs64n7JJV0Z41qEQpnaESn1JGBOq7ksvH1U5lmv6D6p1U/JTv6OHLpR20FASqL+MXk0E6+EH0fVo8gxUZgjrJPePFOnK0Okkqo4UWE1LalbQGFOPVmSg1IRSZVlKZvXKNrFe81xCZPgzXMUoTWqJsJDIKd71yKinKmVkX7XzGmiIUL5i5hI8M7Dp1amvYzL/Zn6GRrV73ncL9W4oytGY4wbBCrhnWTaSZ14rcgWXldfb54RVtsydfAq8JHu4YITle7U7uhbnRB3s8TWdYsqB0ll22oUu92lvmZqi5KFtyyp6zDsI03Qf6OECDfKCHd0K521c1BqZaTM9SLcXS28m2h40g0ii73IQ8Epl6dXfiOIGBpFPEe89LuPBN3bvIy8pK5/9/FtNUq49Mx/9Ey8Et65JjyXmRKvsEQo6Kldx1OTm4vKsXaT0bdhhDylJiKiqherzVLHbBumejLg71MPHqPYKvUYBzyK7ygGll4ithOO8GQw13E68+xHTveS554f9Lk4TJ79znnJaUctC++zN6fhZuq+rW/6X9X1qlWmB0jXtbAVBWaTGGNjFUy8En7cmvBMyEnBcQev2iJu5RGTEAO1jaaRg9SKdpWRkscNb1vnEKi9/fvUGz7kRoR1PXWeEWufI5S4buna1scIy7t3kG/G6rCL0xPv9sxeIuSlX9oIIpQ4SwmPsIR78dY9YndBb7uMYjKo6uulTgf0nhAqo3d6t4vz0n2XEEUV+6LSEj6hjEuwLC+WwpzrrFM3crL4eteEu6+XkTwRkgMRg6icXM69eaauQyoX91GRkwutRVR7Rlj0x0lx6kVEe+cUITz1pKOXccmztun/cdcbwcOwWsNVRYHZMmbilfBOd/RcZ0oGJcKKnFwJDbhemX7NUUGvEkuxz6nuEQFpLLxtHbFEI2Kw6m3P1MF/+pGTRSm1kppTWbzphs1zEBfgiHaJWOOaet2s14I+Tu7/XjzlFKRXbi35tazPqdege+957z2Rk8IcEfneXFpWA8S5fHGbITQRY5nh9xCvZouyUjdrMBOvhE+KO/pWiJ5N0jLJVvKI7cvMgUlGEx7ER05bXFnktOZ92H2kFfktbchJ0Uy9vd4oyGlJyLhYiiPI6VnhTeddYhMSSNW521C93j2QL2CP0S0FvAzuXZMi14RnzMQr4cdR9UxJ4mBo3jwtzNmwnEYfJfA+NCJmA9vnRE58SB41TBkRfREih95yJg4C6M4zoF2sc5ZMRHgPmO3i3Z2hz/nUXhBerLJYFp5uymYb71pOK501pPFG5Y6IlNxrTXi/R4i3rYctS1lyigVQJs/UUd5z6d9+shih2EdYilPXwSIn935znObM0xzHWEFk+41/HJbwRrPXOuxyVDseq1AJz1RfoRLeSa9OSr04LaOtxnLC6x5Tpl28CnrZvpAueXhdxy1yippvnYuYgIjw5PDOLoe4d1XUt52ubqknUdb71CH1ZIkZOMjZFxFuyREByCxS5tlPBFMFiRvkXE5W1Ihzg5xPmS6qjr2IuHdzcq22iDCkJjdAOZVi71jFGh9YeVrparXu48V+9Pu9paCbfeGdvAjcoozu6ONCr06KGOgFKADeNeHWzei9ESMU1FrNztc7q+dVGiOs5MdkTYD6EPXJaf947/UiZmVTE2GV9/ZDVVuFdLq69ZtEscq6ujb4NTuPe7eS8w6UcvJm8GLVfcb73ErsjdLt+dq2PnonQ8z3klUW49y0NQEcEePEOGfVYQb+IYmlcEW45lrXMyc6jXvJKzO9+lBg933EPR8xFLXqYL3LvRPOXhdpb5t5J44tmbDGKlY5+41xeo35pgGs93DzCDMGeZXpSmd86I6+5ekMzDappFYcvNdbN3YqMB9u1kum/O4HyQhR+p3Xi+hfL9ZAIfXEjPelZ8n2uHi4WG29etQ3GIqKO+F1/Uu9djZ1rABvu4wLY3IrhZSzX/f16vrUa2MBv8eUV9GOkPuQQKpOwfAaaMYlWLFb0Xb2u3trOufaK2t8ALRiZXTr41JjB6P+5viowutdOL+GxfW/aM149UKNc0W6HdNBC+ArYOKV8BwDs1kk30fbORsWMWAbhTKSfODZ7PG5BF7LkDdPi1HsA7+VMQcRTgtyTpQpp/W8iLA+pya1UpET46Ic5ERqZbpMF+X0fBrlEGAzpku9cdJa1hMRBTvi3bMl4hMF3ISNJgDt3j5lxszJ3xNdZOaPfv4trQ9O75fjbphM33sTr4QfR8qBWYCLcPJ9uyMCVxiEBOCairGGe19s7RnPk7T/7OfA1zPu8uTrfiycVj/rhT9jLNqLWL5hYfa7kc7rAeFtl6VN3l+de9Z75cVKZ8m5VU6gj98FBQAACNBJREFUZWHvRcQ6e29fmDENEgcW9J5zl6XiQXcp5S5xDIEIT4YIl12vbtCvOVNPlkQojRb9Ylb0IqJZvC7SFjkpt97nlnfsYGG9s7xtZuXZr/8639GdlFni5zbQOK9njcMzEsPKoRLeSSYzJanX8IYQMNiJmLFF0/8Aj2jvdp7dAm24rcjeh2n2kTOLPAOiQkW88M1JBsty4HR/95bFYpAJpG6YSrivKGF4LUruyRmnN4NFmbgbKRlW7ttBAr3rbc19cY2yRFgnU+90ktOuK2VIbaHzVtHrjW6lmwlY3+xNN04ykw3O8W2/tfm9tijLDmccqbp3LDMGskYlvINc3PRSW+jcuKe8Ki1FK8uINSroo4g6H5rm9ToDs9V6nBvyel4ruekCZATZcl/PILVrtXkvec1GibeRM7GUkU110B6ubkNRNlBhD7Lans7AG+DIq1B6cVvQI2S7S55jM9gscC/bqbYYAIImBAImkMqQ004ZqatfVSDO6OtFTFamJkJXGMX9YuHWJ4x65KJj5YSoWqvatz7twGwAfhPAwREXh5A2pwF4ftSFIASURZIPlEWSC5RFkguUxeF5raqOPCL3xCvhbUTkIVV9y6jLQQhAeST5QFkkuUBZJLlAWSS5QFkcX8bAY54QQgghhBBCCNkaUAknhBBCCCGEEEISQSX8FW4edQEI6YDySHKBskhygbJIcoGySHKBsjimcE04IYQQQgghhBCSCFrCCSGEEEIIIYSQRFAJByAil4vIkyLyIxH52KjLQyYHEblFRA6LyOMdx04RkXtE5Kni//woy0gmAxF5jYjcJyJPiMhBEflIcZzySJIiIjMi8h0RebSQxU8Wx18nIg8Wsni7iGwbdVnJZCAidRH5voh8rfhOWSTJEZEfi8hjIvKIiDxUHOM7ekyZeCVcROoA/hbArwK4AMD7ReSC0ZaKTBC3Arh807GPAbhXVc8DcG/xnZBoNgB8VFXPB/A2AL9TPAspjyQ1awAuU9U3AtgH4HIReRuAPwfwV4UsvgjgQyMsI5ksPgLgiY7vlEUyKt6pqvs6tiXjO3pMmXglHMBFAH6kqk+r6lEA/wTg2hGXiUwIqvptAEc2Hb4WwBeKz18A8GtJC0UmElU9pKrfKz4vojXg/FlQHklitMXLxdfp4k8BXAbgy8VxyiJJgoicCeBKAJ8rvgsoiyQf+I4eU6iEtwaZ/9Px/dniGCGj4gxVPQS0FCMAp4+4PGTCEJG9AN4E4EFQHskIKNx/HwFwGMA9AP4bwEuqulH8hO9qkoq/BvCHAJrF91NBWSSjQQF8U0QeFpEbi2N8R48pU6MuQAZIl2MMGU8ImUhEZA7AnQD+QFUXWkYfQtKiqg0A+0RkN4C7AJzf7WdpS0UmDRG5CsBhVX1YRC5tH+7yU8oiScHFqvqciJwO4B4R+cGoC0T80BLemsF8Tcf3MwE8N6KyEAIAPxWRVwFA8f/wiMtDJgQRmUZLAf+iqv5LcZjySEaGqr4E4H604hTsFpG28YDvapKCiwFcIyI/Rmu54mVoWcYpiyQ5qvpc8f8wWpOTF4Hv6LGFSjjwXQDnFZEutwG4HsCBEZeJTDYHAHyw+PxBAF8ZYVnIhFCsc/w8gCdU9S87TlEeSVJEZE9hAYeIbAfwLrRiFNwH4NeLn1EWSTiq+seqeqaq7kVrfPgtVb0BlEWSGBGZFZEd7c8A3g3gcfAdPbaIKj1oROQKtGY26wBuUdVPj7hIZEIQkS8BuBTAaQB+CuATAP4VwB0AzgLwEwDXqerm4G2EVIqIvB3AAwAewytrHz+O1rpwyiNJhohciFaAoTpaxoI7VPVTInI2WtbIUwB8H8BvqOra6EpKJonCHf0mVb2KskhSU8jcXcXXKQC3qeqnReRU8B09llAJJ4QQQgghhBBCEkF3dEIIIYQQQgghJBFUwgkhhBBCCCGEkERQCSeEEEIIIYQQQhJBJZwQQgghhBBCCEkElXBCCCGEEEIIISQRVMIJIYSQMUBE/kxEbnKm3VdsxzlUXtLiWyKyc4hrXSUin/SUkxBCCJkEqIQTQgghW599AK7o+6sTuQLAo6q6MESauwFcIyInO65HCCGEbHmohBNCCCGZIiJ/IiJPish/AHh9x/FzROTfReRhEXlARN5QHL9VRD5THPthYZXeBuBTAN4nIo+IyPuKbC4QkftF5GkR+f0eRbgBwFeKvPeKyA9E5HMi8riIfFFE3iUi/yUiT4nIRQCgqgrgfgBXhTQKIYQQMuZQCSeEEEIyRETeDOB6AG8C8F4Av9Bx+mYAv6eqbwZwE4C/6zi3F8A7AFwJ4DNovev/FMDtqrpPVW8vfvcGAL8C4CIAnxCR6S7FuBjAwx3fzwXwNwAuLNJ/AMDbizJ8vON3DwG4ZLgaE0IIIZPB1KgLQAghhJCuXALgLlVdBgAROVD8nwPwiwD+WUTavz2pI90dqtoE8JSIPI2WstyNu1V1DcCaiBwGcAaAZzf95hRVXez4/oyqPlaU4yCAe1VVReQxtJT/NocBvHqo2hJCCCETApVwQgghJF+0y7EagJdUdd+AabrlAQBrHZ8b6D4m2BCRWqHUb07T7Pje3JR+BsBKj+sSQgghEw3d0QkhhJA8+TaA94jIdhHZAeBqACiCpD0jItcBxyKYv7Ej3XUiUhORcwCcDeBJAIsAdjjK8GSRx7D8HIDHHekIIYSQLQ+VcEIIISRDVPV7AG4H8AiAOwE80HH6BgAfEpFHARwEcG3HuScB/CeAfwPwW6q6CuA+tAKxdQZmG4S7AVzqKP47i7SEEEII2YS0gpgSQgghZNwRkVsBfE1Vv1xRfq8C8I+q+stDpDkDwG2q+ktVlIEQQgjZatASTgghhJCuqOohAP8gIjuHSHYWgI8GFYkQQggZe2gJJ4QQQgghhBBCEkFLOCGEEEIIIYQQkggq4YQQQgghhBBCSCKohBNCCCGEEEIIIYmgEk4IIYQQQgghhCSCSjghhBBCCCGEEJIIKuGEEEIIIYQQQkgi/h+t/aUJ3XxVTgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 1152x432 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"###########################################################################\n",
"# calculate spectrogram\n",
"\n",
"t0 = time.time()\n",
"power, times, frequencies, coif = cwt_spectrogram(wav_data, sampling_frequency, nNotes=24)\n",
"print (time.time()-t0)\n",
"\n",
"\n",
"###########################################################################\n",
"# plot\n",
"\n",
"fig, (ax1, ax2) = plt.subplots(2, 1)\n",
"\n",
"ax1.plot(sample_times, wav_data, color='b');\n",
"\n",
"ax1.set_xlim(0, total_duration)\n",
"ax1.set_xlabel('time (s)')\n",
"\n",
"ax1.grid(True)\n",
"\n",
"spectrogram_plot(power, times, frequencies, coif, cmap='jet', norm=LogNorm(), ax=ax2)\n",
"\n",
"ax2.set_xlim(0, total_duration)\n",
"# ax.set_ylim(0, 0.5*sampling_frequency)\n",
"# ax2.set_ylim(2.0/total_duration, 0.5*sampling_frequency)\n",
"ax2.set_xlabel('time (s)')\n",
"ax2.set_ylabel('frequency (Hz)');\n",
"\n",
"ax2.grid(True)\n",
"\n",
"# ax2.set_yscale('log')\n",
"\n",
"\n",
"###########################################################################\n",
"# plot spectrogram again but ...\n",
"# change x axis to new units and interpolate spectrum to match on equally spaced grid\n",
"###########################################################################\n",
"\n",
"# fig, (ax2) = plt.subplots(1, 1)\n",
"fig, (ax1, ax2) = plt.subplots(2, 1)\n",
"\n",
"depths = np.sqrt(times)\n",
"\n",
"t2d = interp1d(times,depths,kind='cubic')\n",
"d2t = interp1d(depths,times,kind='cubic')\n",
"\n",
"nFreq = len(frequencies)\n",
"nNew = 128\n",
"lindepths = np.linspace(depths.min(),depths.max(),nNew)\n",
"times2 = d2t(lindepths)\n",
"\n",
"ZZ = np.zeros((nFreq,nNew))\n",
"for i in range(nFreq):\n",
" fZZi = interp1d(times,power[i,:],kind='cubic')\n",
" ZZ[i,:] = fZZi(times2)\n",
"fcoif = interp1d(times,coif,kind='cubic')\n",
"coif2 = fcoif(times2)\n",
"\n",
"# ZZ = ndimage.gaussian_filter(ZZ, sigma=2)\n",
"\n",
"ax1.plot(depths, wav_data, color='b');\n",
"\n",
"ax1.set_xlim(0, depths.max())\n",
"ax1.set_xlabel('depth')\n",
"\n",
"ax1.grid(True)\n",
"\n",
"spectrogram_plot(ZZ, lindepths, frequencies, coif2, cmap='jet', norm=LogNorm(), ax=ax2)\n",
"\n",
"ax2.grid(True)\n",
"ax2.set_yscale('log')\n",
"ax2.set_xlabel('depth (m)')\n",
"ax2.set_ylabel('frequency (Hz)');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cross Wavelet Transform"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"plt.rcParams['figure.figsize'] = (16, 8)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"# make some bad data to compre to\n",
"\n",
"noise = np.random.randn(len(wav_data))*wav_data.max()/100\n",
"bad_data = np.copy(wav_data)\n",
"# bad_data = np.roll(bad_data,0)\n",
"bad_data[500:700] = np.roll(bad_data[500:700],100)\n",
"\n",
"bad_data[200:300] = bad_data[200:300]+noise[200:300]/5\n",
"bad_data[900:] = bad_data[900:]+noise[900:]"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.5294685363769531\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"###########################################################################\n",
"# calculate spectrogram\n",
"\n",
"t0 = time.time()\n",
"power, times, frequencies, coif = xwt_spectrogram(wav_data, bad_data, sampling_frequency, nNotes=24)\n",
"print (time.time()-t0)\n",
"\n",
"\n",
"################################################################\n",
"fig, (ax1, ax2, ax3) = plt.subplots(3, 1)\n",
"\n",
"################################################################\n",
"ax1.plot(sample_times, wav_data, color='b');\n",
"\n",
"ax1.set_xlim(0, total_duration)\n",
"ax1.set_xlabel('time (s)')\n",
"\n",
"ax1.grid(True)\n",
"################################################################\n",
"ax2.plot(sample_times, bad_data, color='b');\n",
"\n",
"ax2.set_xlim(0, total_duration)\n",
"ax2.set_xlabel('time (s)')\n",
"\n",
"ax2.grid(True)\n",
"################################################################\n",
"\n",
"spectrogram_plot(power, times, frequencies, coif, cmap='jet', norm=LogNorm(), ax=ax3)\n",
"ax3.set_xlim(0, total_duration)\n",
"# ax.set_ylim(0, 0.5*sampling_frequency)\n",
"ax3.set_ylim(2.0/total_duration, 0.5*sampling_frequency)\n",
"ax3.set_xlabel('time (s)')\n",
"ax3.set_ylabel('frequency (Hz)');\n",
"\n",
"ax3.grid(True)\n",
"# ax3.set_yscale('log')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cross Wavelet Coherence"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.5753791332244873\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1152x576 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"###########################################################################\n",
"# calculate spectrogram\n",
"\n",
"t0 = time.time()\n",
"coherence, times, frequencies, coif = xwt_coherence(wav_data, bad_data, sampling_frequency, nNotes=24)\n",
"print (time.time()-t0)\n",
"\n",
"\n",
"################################################################\n",
"fig, (ax1, ax2, ax3) = plt.subplots(3, 1)\n",
"\n",
"################################################################\n",
"ax1.plot(sample_times, wav_data, color='b');\n",
"\n",
"ax1.set_xlim(0, total_duration)\n",
"ax1.set_xlabel('time (s)')\n",
"\n",
"ax1.grid(True)\n",
"################################################################\n",
"ax2.plot(sample_times, bad_data, color='b');\n",
"\n",
"ax2.set_xlim(0, total_duration)\n",
"ax2.set_xlabel('time (s)')\n",
"\n",
"ax2.grid(True)\n",
"################################################################\n",
"\n",
"spectrogram_plot(coherence, times, frequencies, coif, cmap='ocean', norm=LogNorm(), ax=ax3)\n",
"ax3.set_xlim(0, total_duration)\n",
"# ax.set_ylim(0, 0.5*sampling_frequency)\n",
"ax3.set_ylim(2.0/total_duration, 0.5*sampling_frequency)\n",
"ax3.set_xlabel('time (s)')\n",
"ax3.set_ylabel('frequency (Hz)');\n",
"\n",
"ax3.grid(True)\n",
"# ax3.set_yscale('log')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Cross Wavelet Phase"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.5037808418273926\n"
]
},
{
"data": {
"image/png": 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
@MiguelonGonzalez
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First of all, thank you all for sharing this material. It's being extremely useful for me!
I have slightly modified this code to adapt it to my case of study and I'm wondering if, with regards to CWT, I could visualize period instead of frequencies in the output image. Although it's being a little hard for me to enter into waveletes world, I think I'd have to make a deeper change beyond invertis y-axis, isn't it?
I'd really appreciate someone's aid. Thank you very much in advance.
Kind regards,
Miguel González-Jiménez

@aprovecharLab
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aprovecharLab commented Jan 29, 2021 via email

@MiguelonGonzalez
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Hi Steve!
Thank you for your response and that web-link, it's been helpful. I have already tunned your code: what I did finally was obtained the periods just by inverting the frequencies array, and then I plotted them on a log2 scale image for a better visualization.
What I'm hesitating right now is if, somehow, I could plot the arrows in the output XWT image using some of the functions you have programmed, like xwt_phase, so as to obtain a graphic like the one attached.
Thank you again! I hope you're fine.
Miguel
XWT

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