\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The 2-D spectral images must be processed to remove bias. Just as with other CCD imaging data, overscan should be removed and (for best results) the residual 2-D bias should be subtracted.\n",
"\n",
"For display purposes it is also convienent to transpose the images (if necessary) so that wavelength increases to the right, but this is not a requirement. \n",
"\n",
"The example data provided have already been overscan subtracted and transposed, so if you are starting with these, no actions are required for this step."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's begin by looking at the processed 2D image of the science spectrum, `spec_sci.fits`."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# load the 2D science image data\n",
"image = fits.getdata(os.path.join(data_dir,'spec_sci.fits'))\n",
"\n",
"# get the a pixel coordinate near the image center (for later use)\n",
"ny, nx = image.shape\n",
"cy, cx = ny//2, nx//2\n",
"\n",
"# create 1d arays of the possible x and y values (for later use)\n",
"xs = np.arange(nx)\n",
"ys = np.arange(ny)\n",
"\n",
"# pixel coordinates for each pixel (for later use)\n",
"yvals, xvals = np.indices(image.shape)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# this is a helper function to display images in this notebook\n",
"def show_image(image, lower=-1, upper=3, extent=None):\n",
" sample = sigma_clip(image)\n",
" vmin = sample.mean() + lower * sample.std()\n",
" vmax = sample.mean() + upper * sample.std()\n",
" plt.figure(figsize=(15, 3))\n",
" plt.imshow(image, origin='lower', cmap='gray', aspect='auto', vmin=vmin, vmax=vmax, extent=extent)\n",
" plt.xlabel('Column Number')\n",
" plt.ylabel('Row Number');"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# display the image\n",
"show_image(image)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"
\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the 1-D wavelength solution now solved for the middle rows using the arc-lamp spectra, we can turn our attention to the science image. A typical deep exposure will be dominated by emission lines from the night sky. These can be much brighter than features in our science target, and, as with simple photometry, we must subtract the sky contribution from each spectral band we wish to measure. \n",
"\n",
"We can use spectra spatially offset from the target to define the pure background (just like photometry). The quick way to do this is to define a background aperture (a set of rows) offset from the target aperture to define the sky spectra, determine separate wavelength solutions for the background and target apertures, and then subtract the value of the sky background at every target wavelength. However, this is often imperfect because the background and target spectra will have different spectral bins so we must interpolate the background spectrum to the wavelengths of the target spectrum. There are trivial ways to do this, but these can perform poorly near bright sky lines.\n",
"\n",
"Instead, we can use all the information available on the 2-D image to model the sky lines (see [Kelson 2003](https://ui.adsabs.harvard.edu/abs/2003PASP..115..688K/abstract)). Because lines of constant wavelength bend with row, each sky line is sampled in hundreds of different spectral bands. Using all of these (and excluding rows contaminated by target light, etc.) we can model the sky background as a function of wavelength on a fine scale and use this wealth of information to subtract the skylines from our target spectra. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Find the rows dominated by sky light (exclude rows with object light, bad rows)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To find the rows affected by the object traces, we can just marginalize over all the columns to determine the average profile and then note where this is significantly above the background average."
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# display the science image\n",
"show_image(image)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# compute the row averages and normalize so that the background is near 0 and the peaks are near 1\n",
"rowaverage = image.mean(axis=1)\n",
"rowaverage -= np.median(rowaverage)\n",
"rowaverage /= rowaverage.max()\n",
"plt.plot(ys, rowaverage)\n",
"plt.xlabel('Row Number (y-coordinate)'), plt.ylabel('Normalized Row Average')\n",
"plt.grid();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Notes\n",
"* the plot above should show peaks in the rows containing object light\n",
"* you may also notice a few bad rows (actually bad columns!) with counts significantly below the median."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Based on the plot above, record the row coordinates (`ys`) that are brighter that some threshold, say 20% of the profile peak. To be conservative, also include the 5 rows above and 5 rows below.\n",
"\n",
"Then create a 2D boolean mask that is `True` for pixels that are dominated by sky light and `False` for other pixels."
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [],
"source": [
"# find the rows with object light\n",
"objrows = ys[rowaverage > 0.2]\n",
"\n",
"# add some margin to object rows\n",
"ngrow = 5 # number of rows to include above and below object rows\n",
"newobjrows = []\n",
"for row in objrows:\n",
" newobjrows.extend([row + i for i in np.arange(-ngrow, ngrow + 1)])\n",
"objrows = np.unique(newobjrows)\n",
"\n",
"# mask to mark sky rows\n",
"skymask = np.ones(image.shape, dtype=bool)\n",
"skymask[objrows, :] = False\n",
"\n",
"# also exclude bad rows\n",
"badrows = ys[rowaverage < -0.05]\n",
"skymask[badrows, :] = False\n",
"\n",
"# rows with mostly sky background light\n",
"skyrows = ys[skymask.mean(axis=1) == 1]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the object traces and bad rows masked, we can also check for cosmic rays and mask these as well. To do this we calculate the median value and standard deviation along each column and then reject pixels that are more than a certain number (typically 3-5) of standard deviations away from the median. These deviant pixels are then noted on the `skymask`."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# median (unmasked) sky spectrum and standard deviation\n",
"medspec = np.median(image[skyrows, :], axis=0)\n",
"stdspec = np.std(image[skyrows, :], axis=0, ddof=1)\n",
"\n",
"# exclude deviant pixels from the skymask\n",
"pull = (image - medspec) / stdspec\n",
"w = pull > 5\n",
"skymask[w] = False"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# show the mask\n",
"plt.figure(figsize=(15, 3))\n",
"plt.imshow(skymask, origin='lower', aspect='auto');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Look at a small section of image up close"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"# cut out a small image \"stamp\" near the center of the frame\n",
"row = cy\n",
"col = cx\n",
"hwidth = 50\n",
"stamp = image[:, col - hwidth : col + hwidth]\n",
"ys_stamp = yvals[:, col - hwidth : col + hwidth]\n",
"xs_stamp = xvals[:, col - hwidth : col + hwidth]"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# show the image stamp\n",
"extent = (xs_stamp.min(), xs_stamp.max(), ys_stamp.min(), ys_stamp.max())\n",
"show_image(stamp, extent=extent);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Recall the vertical bands are sky lines that mark lines of constant wavelength. Notice that these do not run perfectly parallel to the columns. Rather, the `x` coordinate for a given wavelength will be a function of the row number. \n",
"\n",
"As the plot should demonstrate, the lines of constant wavelength are slightly tilted with respect to the columns and there is also slight curvature. Thus we can approximate that the `x` coordinate for a given wavelength will be a quadratic function of the row number."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Note\n",
"Because wavelength varies along a given column, if we simply plot the counts in each pixel against each pixel's column number then we get a range of values in each column:"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot stamp values against column numbers\n",
"plt.plot(xs_stamp.ravel(), stamp.ravel(), 'r.');\n",
"plt.xlabel('Column Number'), plt.ylabel('Counts');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Map out lines of constant wavelength (determine the wavelength for each pixel)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can model the change in wavelength coordinate in arbitrary units, `dl`, from the wavelength at some reference pixel in terms of the offsets, `dx` and `dy` from the reference pixel.\n",
"\n",
"We can then write down a function that takes our model parameters (the slope and curvature of the lines of constant wavelength with respect to the columns), the offsets in the x and y coordinates, `dxs` and `dys`, respectively, and returns the wavelength offset from the reference pixel (i.e. `dx = dy = 0`)."
]
},
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"def get_dl_model(params, dxs, dys):\n",
" return dxs + params[0] * dys + params[1] * dys ** 2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To see how this works, make a guess for the slope and curvature parameters and try plotting the wavelength offsets from our reference pixel (the one at `x=col` and `y=row`)."
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# pixel offsets from the refernece pixel\n",
"dxs = xs_stamp - col\n",
"dys = ys_stamp - row\n",
"\n",
"# parameter guess\n",
"guess = (-0.01, 0)\n",
"\n",
"# get the wavelength offsets and plot vs. counts\n",
"dls = get_dl_model(guess, dxs, dys)\n",
"plt.plot(dls.ravel(), stamp.ravel(), 'r.')\n",
"plt.xlabel('Wavelength Offset')\n",
"plt.ylabel('Counts');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You should notice that for the right choice of model parameters, the vertical scatter is significantly reduced. This demonstrates one way to decide on the best model parameters: find the model parameters that minimize the vertical scatter. But how do we measure this scatter?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Fit a spline to the counts spectrum above"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Given the data above (the wavelength offsets, `dls`, and the stamp count values) we can fit a spline to the resulting curve above and then subtract this off from the curve and measure the scatter. Notice that for every column we get a lot of samples (`ny` to be precise). Thus we can set the spline knots every pixel (or even closer).\n",
"\n",
"We can define a function that will return the best fit spline object (in the least-squares sense) for our data."
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"def get_profile_spl(dls, stamp):\n",
" # need to sort the data (and weights) so that the x values are increasing\n",
" x, y = dls.ravel(), stamp.ravel()\n",
" weights = np.sqrt(np.abs(y)) # not technically optimal for coadded data, but ok\n",
" wsort = x.argsort()\n",
" x, y, weights = x[wsort], y[wsort], weights[wsort]\n",
"\n",
" # set locations for spline knots\n",
" t = np.linspace(x.min() + 1, x.max() - 1, np.int(x.max() - x.min()))\n",
" spl = LSQUnivariateSpline(x, y, t, weights)\n",
" return x, y, spl"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets see how good this looks."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# fit a spline to the data and plot\n",
"x, y, spl = get_profile_spl(dls, stamp)\n",
"\n",
"fig, axarr = plt.subplots(2, sharex=True)\n",
"axarr[0].plot(x, y, 'r.')\n",
"axarr[0].plot(x, spl(x))\n",
"axarr[1].plot(x, y - spl(x), 'r.')\n",
"plt.ylim(-200, 200)\n",
"plt.xlabel('Wavelength Offset');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Notice\n",
" * the counts may vary along the slit (both because of real spatial variations and, more importantly, we have not accounted for efficiency variations along the slit), so there may be some biased scatter\n",
" * the parameter guess above may be imperfect resulting in systematic residuals (we can minimize these below)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Minimize residuals from the spline model to determine the best tilt/curvature model"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We need a metric to determine how well the spline fits the data. We could take a simple sum of the squares of the residuals or weight these by the expected poison noise to determine a $\\chi^2$ value."
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"def check_dl_model(params, dxs, dys, stamp):\n",
" dls = get_dl_model(params, dxs, dys)\n",
" x, y, spl = get_profile_spl(dls, stamp)\n",
" chisq = np.sum((stamp - spl(dls)) ** 2 / np.sqrt(np.abs(stamp)))\n",
" return chisq / (stamp.size - len(params))"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"115.56365736334747"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# see how good our guess is\n",
"check_dl_model(guess, dxs, dys, stamp)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we just need to change the model parameters to minimize the residuals. We can use `fmin` for this."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 50.174574\n",
" Iterations: 27\n",
" Function evaluations: 54\n",
"best model parameters are [-1.30240870e-02 -2.58517988e-05]\n"
]
}
],
"source": [
"# get the best model parameters for this stamp\n",
"params = fmin(check_dl_model, guess, args=(dxs, dys, stamp))\n",
"print(\"best model parameters are\", params)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can plug in these parameters for your `guess` above and re-run the cells to check the residuals if you want."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Find the lines of constant wavelength at other parts of the 2-D image"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The tilt/curvature between lines of constant wavelength and the columns can vary across the spectrum. So far we have only determined it for a small portion of the image. Now we can apply the same techniques to map out the relative wavelengths shifts across the image.\n",
"\n",
"To do this, we need to pick a width (number of columns) within which we can expect to get enough sky lines to do the mapping. Considering the left side (shorter wavelength or \"blue\" portion) of the spectrum, we can set the width at about 400 columns. (Note it is possible to vary the width across the image to take advantage of the extra wavelength information in the near-IR, but this is not required)."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 200, 600, 1000, 1400, 1800, 2200, 2600, 3000, 3400, 3800])"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# define the column centers for the stamps\n",
"hwidth = 200\n",
"cols = np.arange(hwidth, nx, 2 * hwidth)\n",
"cols"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As above, map out the wavelength shits along columns, one stamp (image section) at a time. It is best to use the sky mask we defined above and possibly some outlier rejection to fend off deviant pixels.\n",
"\n",
"Notice that the code cell below will keep track of the wavelength offsets for all columns, but really we only need the central columns defined above."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"col = 200\n",
"Optimization terminated successfully.\n",
" Current function value: 12.460472\n",
" Iterations: 25\n",
" Function evaluations: 47\n",
"Optimization terminated successfully.\n",
" Current function value: 12.985240\n",
" Iterations: 8\n",
" Function evaluations: 16\n",
"col = 600\n",
"Optimization terminated successfully.\n",
" Current function value: 8.974731\n",
" Iterations: 20\n",
" Function evaluations: 40\n",
"Optimization terminated successfully.\n",
" Current function value: 8.974149\n",
" Iterations: 6\n",
" Function evaluations: 13\n",
"col = 1000\n",
"Optimization terminated successfully.\n",
" Current function value: 8.949836\n",
" Iterations: 20\n",
" Function evaluations: 40\n",
"Optimization terminated successfully.\n",
" Current function value: 8.949836\n",
" Iterations: 8\n",
" Function evaluations: 15\n",
"col = 1400\n",
"Optimization terminated successfully.\n",
" Current function value: 9.830064\n",
" Iterations: 20\n",
" Function evaluations: 38\n",
"Optimization terminated successfully.\n",
" Current function value: 9.830036\n",
" Iterations: 9\n",
" Function evaluations: 18\n",
"col = 1800\n",
"Optimization terminated successfully.\n",
" Current function value: 13.252768\n",
" Iterations: 30\n",
" Function evaluations: 57\n",
"Optimization terminated successfully.\n",
" Current function value: 13.244209\n",
" Iterations: 13\n",
" Function evaluations: 25\n",
"col = 2200\n",
"Optimization terminated successfully.\n",
" Current function value: 18.253089\n",
" Iterations: 33\n",
" Function evaluations: 64\n",
"Optimization terminated successfully.\n",
" Current function value: 16.064570\n",
" Iterations: 15\n",
" Function evaluations: 30\n",
"col = 2600\n",
"Optimization terminated successfully.\n",
" Current function value: 20.732255\n",
" Iterations: 32\n",
" Function evaluations: 64\n",
"Optimization terminated successfully.\n",
" Current function value: 19.589293\n",
" Iterations: 14\n",
" Function evaluations: 29\n",
"col = 3000\n",
"Optimization terminated successfully.\n",
" Current function value: 29.310980\n",
" Iterations: 35\n",
" Function evaluations: 68\n",
"Optimization terminated successfully.\n",
" Current function value: 24.619517\n",
" Iterations: 18\n",
" Function evaluations: 36\n",
"col = 3400\n",
"Optimization terminated successfully.\n",
" Current function value: 35.508225\n",
" Iterations: 38\n",
" Function evaluations: 71\n",
"Optimization terminated successfully.\n",
" Current function value: 27.996282\n",
" Iterations: 17\n",
" Function evaluations: 35\n",
"col = 3800\n",
"Optimization terminated successfully.\n",
" Current function value: 33.152397\n",
" Iterations: 39\n",
" Function evaluations: 75\n",
"Optimization terminated successfully.\n",
" Current function value: 27.098936\n",
" Iterations: 17\n",
" Function evaluations: 33\n"
]
}
],
"source": [
"# reference wavelength offsets to the center row\n",
"row = cy\n",
"\n",
"# define a 2D array to hold the wavelength offsets for each pixel\n",
"lambdas = np.zeros(image.shape) \n",
"\n",
"# loop over each central column\n",
"for col in cols:\n",
" print('col = ', col)\n",
" \n",
" # slice the data\n",
" inds = np.s_[:, col - hwidth : col + hwidth]\n",
" stamp = image[inds]\n",
" mask = skymask[inds]\n",
" dys = yvals[inds] - row\n",
" dxs = xvals[inds] - col\n",
"\n",
" # initial fit\n",
" params = fmin(check_dl_model, guess, args=(dxs[mask], dys[mask], stamp[mask]))\n",
" \n",
" # check for outliers\n",
" dls = get_dl_model(guess, dxs, dys)\n",
" x, y, spl = get_profile_spl(dls, stamp)\n",
" model = spl(dls)\n",
" pull = (stamp - model) / np.sqrt(np.abs(model))\n",
" w = (pull < 5) & mask\n",
" params2 = fmin(check_dl_model, params, args=(dxs[w], dys[w], stamp[w]))\n",
"\n",
" # record\n",
" lambdas[inds] = get_dl_model(params2, dxs, dys) + col\n"
]
},
{
"cell_type": "markdown",
"metadata": {
"slideshow": {
"slide_type": "fragment"
}
},
"source": [
"Look at a few rows and see how the wavelength offsets vary with column number. We can fit a low-order polynomial to these."
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# just plot offsets for a few of the rows across the image\n",
"order = 3\n",
"for y in range(10, ny, 50):\n",
" p = plt.plot(cols, lambdas[y, cols] - xs[cols], 'o')\n",
" c = np.polyfit(cols, lambdas[y, cols] - xs[cols], order)\n",
" plt.plot(xs, np.polyval(c, xs), c=p[0].get_color(), label='row {}'.format(y))\n",
"plt.legend()\n",
"plt.xlabel('Column Number')\n",
"plt.ylabel('Wavelength Offset from Middle Row');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You may notice that the tilt (the wavelength difference in a given column between the first row and the last row) increases as we move to larger column numbers. Make sure the order is large enough to follow the trends without over fitting the data (i.e. there should not be noticeable wiggles between data points).\n",
"\n",
"Now we can fit for every row. We could do a 2D fit to all the data at once, but simply fitting row by row works here."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"# get the lambda values for the entire image (fit)\n",
"lambdafit = np.zeros(image.shape)\n",
"for y in range(ny):\n",
" c = np.polyfit(cols, lambdas[y, cols] - xs[cols], order)\n",
" lambdafit[y, :] = np.polyval(c, xs) + xs"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now for the fun part! We have wavelength values relative to the central row (in arbitrary units) for every pixel on the image, which means we can do some cool tricks."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"
\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To this point we have not corrected the data for pixel-to-pixel efficiencies (in other words, we have not flat-fielded the data). For many tasks this is actually not required, but if you have *good* flat field exposures available, flat fielding can improve the output data quality.\n",
"\n",
"The key for spectroscopy is to note that the CCD response is wavelength dependent (you wouldn't use a U-band flat to process an I-band image, right?), and with spectra there are many wavelength bins to account for. Just as with photometry, we do not care so much how many counts we get in a given wavelength bin, we can just determine the average number in each wavelength bin and then divide by this average to get numbers close to 1."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA4YAAADUCAYAAADA3T1sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9bci2XZvXte3n6zU2M+WkMzjjhCWmvUBaUwlG4IhUfrGCSAhTvxikpGaQfUgzNCTQoCLBl8BAiGKk/CCBiVn2Yk02WONjOCrhOJNiYI75XOfr3of7+h3n7/id67ju63nmvu575nmOBSfHce4va21rW9vatv9/W2vfj23f9zmXczmXczmXczmXczmXczmXczmXr99y8UULcC7nci7nci7nci7nci7nci7nci5fbDkTw3M5l3M5l3M5l3M5l3M5l3M5l6/zciaG53Iu53Iu53Iu53Iu53Iu53IuX+flTAzP5VzO5VzO5VzO5VzO5VzO5Vy+zsuZGJ7LuZzLuZzLuZzLuZzLuZzLuXydlzMxPJdzOZdzOZdzOZdzOZdzOZdz+TovV1+0AJ9l2bbtx91vb2zbNtu2Lb/3k+8+fuq7j526bt/3V/VfXl7O8/PzPD8/L69rfad+7mR1/YeW1tu69n2fi4uLw3fOr+T8ND18mqwrPZ3SB+dPXcPxnnuf/O8rXL+6byVzz19cXHxqm5bN/6/k5fv19fXs+z6Pj48n+3VqjD/Nnk6N9/Pz8wfpjnuqt7Zr+XztKfnal1PXb9t2NLfe1+f3ydRrquNT47Vqo/KeknllY6vyaXo6pZdT8vmaHkNe69R1fYjtnZLxQ2R435i8r/6vtHxonZ82Ru+T+33HP1S+1bx+X32fZp+r6z90rn8W5UPs4H3++0Pm5afV3XtWc5bzp+T5tFjxIe2eqmd1/6lyKn58JfKtyioWfaU+/X2xrf36kLjxaXIaC3xafDklx8q+Wt9XUu9KR6faqiyrOj5N/tX/7zv+1fimr/PyV/d9/8lf6U1fU8Twx1u5uLiYq6urub6+nm3b5urqai4vL+f6+nouLy9nZubq6upw7uLi4ojA8Xl5eXkA+ZeXl3N1dTXPz8+Hc8/Pz3N9fX1o9/r6+nDe5OEn/ISfMG/evJmnp6e5u7s7OK7Hx8eDHNz/8PDwypFfXFwcAJrrphgUX15eztPT09G9M6+DAHVynu/0uffQNx+7vb2dp6enw71XV8dmD5HhepONN2/ezOPj40EO65G237x5c9AnY/b09DRXV1dzf39/qP/6+nqenp5egXCOU6gHmZDbDhd5bm5u5v7+/tD+09PT3NzcHOrjvqenp4O+3Eeuob4GPO6pbK1n3/e5urqafd/nW7/1W+ft27fz1/7aXztcz7XY6f39/cFG6Bf9ROa7u7u5vb2dmTnYiu3VQYIxuri4OOj46upqHh8fj8aXpAc64nqP7cPDw6HN29vbeXx8PJznHhOSy8vLw3fbqucDumVcrH/ueXx8PBqr+/v7w7x/fHw8jC91cB9tMA7MTea+27EtX1xczMPDw2EucS39p5/0v3bz9PR0ZA8eJ65HdtdlWdGFx2Hf94MNcL1tF72gky9/+cvzIz/yI3NxcTFv3rw53Gc9zMzBL9am7S+Qy2SzZUWi0QX97jUFarY92yZ1rNqw/+RzdZ4xQqbHx8fDfMB23D/mDfXaL6/arj2eKqvYwKfnIXPUMcVjhY6wIeQh3s3M/NAP/dB827d921H7K4Bc+ayTyvz8/PxKDrdr+7B9YrPUg3/w/Le+/b/vw0bsFz3ebp+xsC93TKJvxKVTRIpxtlz20R0Hy0i9jR3IT/3Iap/COfsLSuNC58Gq78TemeN5T99WOqgNrPpi2TyPG6PtZ2y/2Mbl5eU8PDwcZKHeVXxY+SP7cdsxWM3jXfk6Z91Pin0Ael4lACqb7cJjazmQn/N8X9VFzGib9dnncrL8X1/NTZ/bVtJt275z27Y/um3bl7Zt+/5t237Nu+P/1rZtf2nbtu979/eLdM+/sW3bD2zb9n9u2/ZPfF6yfl6lQBeAVoddQG+yaMfv+7kGsgRJxGlcX18fSJKvub6+PgBkt0FdOGXq6zXUadJ2dXV1aAcHiUPkWgeGVWBBduQ3AD1FYqjbDtOkGRkAUA4I1S31mZRDUC07zh85GQ8Al4np5eXl3N7eHo236+Z+68+OlfMOnIwLY2m7MAB03xqw+KRvvt99tdzoERuhffr6/Px8CITYmwGO7Qu7QX7AjEGZxxqbQiZ0VlKKrTqgEnRubm4O9XHd7e3twe6wl5ubm0NfDTCsZwNH5LTttHhs6MPNzc1hjiIr9kMfOW/iY4JeYMh3z/ubm5tX8+b29vaQYJmZwzjapmdmbm5uXgVx+yqIJzqx/XEN7TvR1WRZdcQ57JPzjPFqLvh8/a7twufxhZxzPfZzvhdb8fzwuHMO+6C/9ifub+uyXvznOcs1FOzEdoju7avtzwvE7YOoh3s4x3fqu76+npubmyNf63voG3PPeuB6j6l1hV6ZY9/+7d9+ZD/Vq8fAejN5s614DDy+rpe+cU/jg/2P7ab+2Pp2cb2eM56D7od9hdt03LV9eR4wh6nD8Z1zJgv288Uo/lwlYkhUWDaKr7f+fL2Jq887PkGc3N/qtW1TrG+TLPtT7NN+nvZNwmy/4IKVTNYp8vd4S/XUvnh8emylj8rgNqxf67/JEY/Ttm1HiXAnhKxTY74SvxXhPpWwO5fPrnyezxg+zsyv3/f975mZnzszv2rbtr/33bl/b9/3n/3u7w/NzLw790tm5u+bmX9yZv6jbdteo6qvgWLyMPOSsbITaoYEB97snrMsOPOZT5xxM1cGsUw6AC9y0K6zs8jk7FYzyw7sltngFXlc9wrMQu6oH+eKnkwaaMdk9uLiYm5vb48AKiCbzHfJCXLYQeIkvfqGTOjLJNP6MGDyCmyDdskSQIT/b25ujkCJV8rQLwTMWdIGWQM/SJiDOnKcygJTL/32eYCorwVku+4CRAOMAn0D/oeHh6MxWBFA5OoKpzOVBnAOYJbBc4aCvq6vr48ACDbKOJrIoKuCQ88z2zf3oy/IksGOiS3fnWwxaTWIdhB25p7CiqHHy/ZIHxmDJo5s1wZWtnNkZMXSq5TMsfcBB9sI8liH9mvWc8lrs9T0xcfsGwxKLKPr6wqXbaFtMU+p2+S/vpM+tHie2+fTF8tsu/LqIf1xnQaRltPzdyVTiULnoD+R2fPHMpAUWulk5sU/eXXPSUO35dUyjxfz3Pc4Hq30z7Xue1fyncRyIs/3Wp/Ml+po5Zfo+/Pz89EKpWPWyn4ac6jbOi+ZMB5B1uILzyX+9/z0PLAMnlslStYL9tq4xie+3cQEva/msv09/aHwvStw1qnrpl7LhtzstvBjFcZkvrcx1mPyvpX5+maPbWW0z/f9juXdVVB/YTtrXKyu63utQ75zvftY+6mdrIjyuXx25XMjhvu+//C+73/y3fcfmZkvzcx3vOeWXzwz/+m+73f7vv+FmfmBmflHPr6kn2/xhJl5AYbN6Dgoeml95nibA4UsrB0nzsLbnry1xWRhtWLk+wxuG4DdFs4KB2WwayfrIIkOvCVwlekEWBLMkN9Ay8XOz32mdHuJQUEBEeNmmT12yLfKLFo238uYeay3bTtsuyQYFYAjz9PT0zw8PMzt7e1RMPA4ORPM6sIp4mfQ3QxowZ/Jp7fbGCwVCPk7wbN1YkM+DymjLw5A2HTJnPvv+VAiaTD88PBwRGhNPqynU6QZ+dnSZKL58PBwpAeDrgZY258DpG3R4AWyZRtuMPc8d7LGc93z9VTyxXLXb9EX2i9QnJmjhARk1vPSq122O9sXY9WdC6xWrjL4lcsgbgVKLPNqVdCgzOSyhNJztgmCjittQ5pWoGiViOLT9lx7sJ8DVFuG7vAoaHNdHWuuYc422QfIXBGE1WqG54IJlom3deV2TLQ87wzEC2RPAXPmP7bidhrPfLzJDeu5Y35/f3+U1CiApx+uy2SXcyvCx3nHID5XJK5k2YTD19eHUkhGN5mCPPaRxiIeD+q3Xks+PHaW11uTKSbpjtEr4rKKudXrqrhv2GD777jmPnTMLU/1W11XB7UvJ+m6pd8xywU7qM2B53zcdlsZT2E999vzrnihycHKeS6fbflC3kq6bdtPm5mfMzN/4t2hX71t25/atu0/3rbtJ7479h0z8xd12w/O+4nkj7tiEDJzvHXSK3x+toHr/Mwcf84QA0Ypq8lk4HJ/f3/kAKjfGaeZ42dpkNUBxHU4ADOxvZrVNtxP129QwGoR1wPSqANQTN0NTHaUPK+FHgpWnOGnXevtFMEhuANU7IQpABTqfHr65LlOF8vkQOPr3U+vwnhskevi4uLwPCJ/luPx8fEQYNxfbJHzlttBFXk7lgZ+yGFbgfjyDF/HwrIYaLstSLGBubO02IDniFepmD+2saurq4M+VjbtVUtvs+q23M7dfidQO/D5PPqnGNTyybx0Froghv76vO3L7aC/+gTrDp0b+Bq4GxSvQIfrYc7aBhljxoLvndcAN44bJHlFtZnwghuAU8cCf2sShi4Nag2grcf2d+VTuNaJA682eIxckM1+gbb4n7+Ovf9slwaozD/31fHABT2bEGBHKz35uh6jOBa5XZOK+nN/R48zLzsUbIcGpHz+zb/5N1/5G9dtQuExcTxYgXzGtnZnvXverGK2yZLbL3BHl9RRAlZCZZsw+bN+GufqX+2bsVk/KlICZr34GveT8yaOJv+UJqj3fT8klWw/9Be5baf1qZWz42US2tVz643+ObmNnZMM8Sf3Wk4n81bymXB5/L36y/Xefk4/XE8TVU5m0b4TFyWuTdisdEp9q/uNwVb2UpnP5bMvnzsx3LbtG2fme2bm1+77/tdn5nfOzE+fmZ89Mz88M7+dSxe3v7KQbdt+5bZt37tt2/d+JJE/WmEC4TgM1igG9s7Qcb8D4czrrC3HSrh67FQ2zs7NILRtGZwQOLmnQZ22TWrpn1e/Zl62rNFfBwDqBbhUf17RoH507ZUQk65uKSmxMQjxmPn5Eq/WmuhQJ4TRpNpBg2N+IN0gqNm0mZdn/FarVk0iGMA5WHc1EZ3aluyQTd4cJFnVc8D1ChRtdlui7c1zg2u3bTuQYQNstgnTN9dVW+WlSp4jJtkr4un/XS9j1CBlUL6yIWzS27k99wzG0Q+2U7LtsfacYuxPBWm3uQrmTjRYpx7HFdApIcQubTN82j6x4fo55CH7Tx8NDr26iL6YY9arE2+sVDK2jAk+AX17fD1u1GPQ9D4yTD+9cunnpT0nbCPunwFTiQNjZ935z9n4FeC1LlZEyCB/5QOcWHB8cv+R3frsCp19rG3DPrRkymDT/UNWxzATZ8vOMeyINpi/ToZaJvsx2ra9U2x/3Osk22pMGpfRXcm/V69LJCneVu2533s8th6LHnPsth06VnuF9fn5+ch+uNe7aVo3xY9deE7Rr/qEXtvVfd/n9lZ9rd36b0VYIKNuv8TWsdj2YnvDVk+R5RUBrY/v9mwnUn2dY4XxxYrYoRfbo+ef7/M4Wr/WTcfbY1LMYV93Lh+3fK7EcNu26/mEFP7+fd//wMzMvu9/ed/3p33fn2fmd8/LdtEfnJnv1O0/dWZ+qHXu+/679n3/rn3fv+vjSv9xip2DA+rMMQG0Q29gcMDos2wUB2Q7XcvBdS512hyj/ZJDPnFMBr92qivAbJJHn52l9/HKvupbyezd3d0RCamTbPbUW0tp4+7u7gAWu0pEdtqAo8G12Wm2D9G+V0uo19urSnj8RlNnPz0+/NGOyQD9KiEn0BpMuC8eH9qys//yl798ANYFI9ipA4oz/CWt1M84lDxwrXVMO96Gx/8NUIy1X0yDPV5cXBxIiZ+5K1Al8JscUfydFVvkRibLw5hzrcfL26MMxljd9HZIg0v6CFm1TTPnPDc9D5jL3S5JuwWwyMSniXX1gZ2tbIlrkdUgBiJvwI7tIJ9ffNOxsG05e8791O3nPSne2k7/XK/nOHos+Hx+flmxNkEq4KvvMNB0YQ7TlxLGkizPP1/r5EW3N3ue2Sbd/kouE7NVDFmRGfuGkon6IctUHXtM7EdL6Cj22e6TbRC5HFPfl5iFnHgMOM855mHJra9dkRFI04ogW8f1nZ7b6Kl9tE4cj9D7iog2/va827Uf9rgWV5zCLvYZtFfd9nv74/bdr/bH8aO26ZjiHRRcY3/Rwnlk7AuMXEp8+52xsy4d/08lYk6R4uql7Zlcr7Cr48+K0Ps6/828Tl6u+ncuH698nm8l3Wbm987Ml/Z9/x06/lN02T8zM//Hu+9/cGZ+ybZtt9u2/Z0z8zNm5n/+vOT9vIqN3tnaBgIDeSb46uUuXjXqW9kK3gw0/HyXz5+S2U6MtnwPE7s/74AsvERl5vUzbAYyDvwzr9+CZQeG40D+bu9wBtOk1c4LHeKom+ldvUAFWTw+Bp3NdHk8AAboihXHPitj3aL7mZdAbQK3Cr5uB/mbqeY8ILB18B1A27bbd/rTjKjBR20MQMqqq783eDgji54MDpxNZixcj8n7zBy91MYBi3tMqlaJipJt9NO33DWw1sYcANtv2yf1AkZcJ/1zcqhbsUrMXbcJa/UOQcXW/HIdy+FkgleHrTP66uciC1CxZxMtiLzHy/W7n+0r/3sOFfx7HEvuPNcM0FbHPWdq65Az2y/Ffq1k++Li4rCqVaBnku9YUH1QD2PjnQvWlfvHaojH1T7XclG/i9s3SexzpZbL/V7V6ZWozq0V2DeYX+1E8TY765c+etVrBeSRg/vbvomEZZx5WfG2L62uOt7W/cp+0G+LdeZxWZFgJ26aLOhcc2x3vcYHtjnryQXZV49huHhHUHVgmex3Oj6OAysiaz02+U09zImV3a0SH9RNH7Glle/ANj3WxhROTjX5YPLmXRqU+qzVaqJ1VUyB/kri6hdtU5VhRfRqY/Y5p/R5Lp9d+TxXDH/ezPzSmfnu7finKf7dbdv+923b/tTM/PyZ+XUzM/u+f//M/Gcz86dn5r+amV+17/vpVzP9OC7Osjhj6UkGYPZ2gD5ETTHQ9OpdJ7mzlXZKzay6fl9fwlZCWgfnNr0tD2fhfuLA7XzoT0kk9XKswLug4eLi5W2kDnoOXgQcy9DMKudWzpL2fc56LYFHDw10BuUmqiVhBTAN+l5J9j0OKoyrg7p/uoTrsCVAlGWmHgNXj7lXngi0JvbokPFY6c6v2feqzmo+Gfw5uHq7L4SVn05YAQ3Gy8kF3+8AbBJk4uc+Fkyi2yZ70KFJO31Gl4yRQa1tqwDUW2Rpgz57Wy7jBfFjzJ3IMQjiWstvXfVFMx4v2ut8oViP1m/bsA2WNNLXU4TRq4Nd4TGQRYfogesMzijchw4Nchhvjy1+zKC7pIZ+GiDiT+0Tmgiyvj3uTsBxbWV8fn55pmylP4+nCaZXjUokuc99NwnnvPvt60x4GANsqGSjOxDs6+xX+1IZy1h7Y5XeOkTG9mPmeKu07dT2WWBue7e+Hcu3bTsamyYsCsLRB/XYD5gQdmyoz3Ua5HOt3+rp+Wew73jreywPOvNYui3G3LKwa8L98RihdyeeS2r4bGLFurBvb/+41zGkZI1Sf9hVTxfa5foVxvJKI2ODXKuXg7kPqxVRy1ayZ19UOexLPG6Od07sFuc1OVQdn8nhxy2f2w/c7/v+x2f93OAfes89v3VmfutHE+oLLnVyOEoDdZ+/u7s7BJc6VQOMEoAGygasOtlOVIOybXvZ8mIQ6uv5bofi458GXPxsXYN/naUdTOvkh7CtI+4nqDuTT7sOtCvgs5IFUMIPNRvsGSSUnFp3Du7NzPp/k+ACfkiCAY6fZTLodkBAboN3QFazvc1aI3/fjmcy4TY5f3d3d9gKW2LfbZq+1y8HKXjlB7Mtv8EucvutoOjXz7E1eYE9Wv8G1ujHc8gkE/kdDLFdZLfNoGcDSILk/f390UuW6CsFOQj0zIOOm3WILOju8fHxaJtyk1Ju06RotXrLuCGzwXGBZclNP6mPOV2SY4DPNd61gFz1U5bd37EL2y8yetu7Qefl5eXB3zC+qy21tin7RCcwDLKsq1OJQH+nHwax1RvFK8QXFy9blk2aXJ9tCH9pGR4fH+fNmzeH+iBmTfhgFwbG9QHYY/tsf+Akl/vqOu3b6wdXBMCEpYkBx2eOVwcl28hAUtLEgzqISwbPtGeS4aREZXc88w4CCvOL862belxqY64L+e1fGte7e8Jkmj/bmcehtjpznCRBbuKPY4/rxgdyrWMvc9pz0v1gPltXM693aVGXk0TGAB7rliYlnIygXvtaj5HrX+nKOsc/dS47aeViMs299k9OwiGH58tKB8YV9nOe15yz/1v1tbZ6Lj/68rm/fOZcXoozPiZfJXcG3pRm3JvlMVGy011l8AiOXEv7nvwUP+Pkt8rRpkG+J7m3Xhg8O8N7KkM1c+w0m43yNpHVtqMVKV05E6+EVO4ViDVpvLq6OnqhRVfoeOurnazHyaWgw0CHsWw2kEBpRzpzvF3N+nS7DjR9Tgt5nC3HDvxMJWCwwILjnDNxoC8GSn1ekL404++xAUxZPs41Q+62fL1JqUmqx8uB0wHR2xoNAG3PfkFSs6t8t54MnLjv+fn51TMsXjk0ebbc6NifngcFKiZ8p65lJcMgm7fxcq3nJH21fXglplueTA7tOzoe9WtO6tRf1q7qbxmDFZm3XizbalcD7XGsiYoSdMtU/2R94VdWuz/crhMWJiAmT5W3vtaEwQkLJy/tJ034acv+yuNDMSlzQm8Ftj2XGicsk4sJGcX/M2f7XCayWd8kZgykua5xtatDp/TcGO44Tj1OAHq+rHToe1fxzdjgVHtcV5mbVOWa9yUL/L93dnic7a9MpJ2EdJz1Z2Onn522bpp48vfWudIZdu/Yat+60jHtrzBXya9lKLEu7jDuWWEHz5v6GWzdcdNjXf/o4n47cV1fjIwmsJWb/q1ij31M9Vo5S47P5bMrZ2L4BZZVwLChN9C5eBIyaQu63tdeyZuX7B3ETUgclHydV4T49HHqNyBxsKOdVabOwGPm+FlMg02cHM+1tb8FDzi3Bn7aMLFzQHTf3IdumzGA3ff98NyF++6s5SpAIF+zqtfX16+cp3Xie+7u7ubi4uJAWg0IOg4XFxdzc3NzcLj7vr964crMy+oCxGAVvNFxt3xeXV0dSBI6LEBD5wbHK3BnsupnfwqAaMvBuGPuum0HBuEmRRAI/86ekzDUYbvkmrZh0L1t22GrrOd29Wky73GxzVpP9N9bQS237c73YKceUwMBb1d2Ysl26eeJkY0x9Uqk5TNhYFxW86MFe2Z8PSephzrcL3TVN5vaj3XLt4lWv3sMSixsoyaY1TNtrO5h2/Oqj7YX38942a9WrurVY1UiY9DX+ctqc+OQbc5E274ImRr/6tebXDOYXdl3i1fm6Dfz00lO110g2t017qOL/ZnbtE173NCBfbHjvOe97c2687x0MUFiHptcnsIgXhl1QsjtV18lMo6dnSsUEyH7P/ud1l/fYzzk8fDOqm17eQneSo6O3Sl7NklcrR5a7/XpnbcmnR2DkqzGEL6vSJ2TNF2xd92Ws/1Edj9fXpxjO3UMch+MLfvdRLN6dD3n8nHLmRh+waVO2JPDztsEonvFcQwAVhdPXq5ZBfkGGxxcQYKz2p7sdlIcM0A2EXUQpF2v1hlo+WcP0IE/Kz9toZMSF7fLChWy+jf9CkSvr6+PtjA2mLAaw/8GU/zx3B194nrAaLOZ6No/XVDd+lyDA7ZCWyYTXeFysGLcHfTaZ9q4ubk5IuNch+7RgWUDdAOqPg2kIgvPBRqoYy9dqbS+nZ0ssedaB7Gnp6ejraaeXwW/DoSeG6ymdgXU+vAW34IyExLrnXF3dt82b11665OTE/TTL3xxcdLDsnfrOPVWFvsF14H+TJZOPevkuVw9VLYChlOJCo93V0MNOAs+upph/VNvV55MLAu0VoDVOxOsVycmrANv5+J4rzEob2a+pNt9Ze5aP9VnySh+pqtlvsc67zNxbd/JAuvY+qXuVUyjPca6RLP9R3b7O867nvp8J1Coq2Pt2Mu9btcEpeTQmKBJCc+99tvJrK46ex7Ythyb7cO513OAeGj57MdKlp3c844ISslQfS/9NmnwmHgXErpsEtvjbN3OvOwoWcVaZGFMOsZNjDWeVRfuH3pHL5T6BuzV498dNtZhd9Bgr8YdK11bZsdO+1QnHkrwa0OrJInbrA/zeNce0PupRM+5fHblTAy/oGKAsSJcBj8Gz90e4fo4P/PyQ8EFUyZKDpZc09dRz7x+gQQOqlvdSnJnXoJRnU4dSwPR8/MnL8Los1TWibcr2HE4YHgrpQMmxSsEDiQGafxvoO2H3FtnHSM68jZcX+tMqu+l3pubm0N/fY0BkrPfBAz0f39/f5ADHZnkUs8qKeGMYAEF/fKLfJzZM1ji0yurJn4FSzMvz9LZNrpt1HpwoG9WFjBD39iSWfthjEyOa68rIEtBB13VNUA0ATUBpM2np6dD3z3G6IY54bmwCsCum/YMpGy7BsW2C86tgDR68dws6GJ8qOf+/v4IpHSVrICNcTcYMhCi3tW215VfYIXX4JpxL9npHKt9co0BkH3jzBzZE7KSlOF621JX0myjFM9t26SvWY2nz3ONE1DuW1/64XmFDPhEy+9SP2Ybsl3Yhrnez2fWF9t+ud9bxT1nGZuSPvtIZPP32oJ1vyL0frPtChDbZj0u7rvjmom55wu2ZWJtf217d989hu2L9VuZbQf1540ZjFllof3K4QQm/zfJ4/aMN1wvspuk1y/bbutHbHs+53lav1RCvfpuf9u517nRcz7uJCb+1nMKfdB/69YkmrpOJYRsk6t4Sr3uD9fY75fQFWMakxYjee4UQzqhsJqb5/LZlTMx/IKKQXKdxszxm8/4n09P8pnjZ3CYbDgJkz2/EGE1mRtsV9lIA2qua4C3/J3UJbUOTAUi7Ssy4djYrmSnzUoN1+Noug3JjsVOsQHA4+Ug7TqprxlF3+N6AKF+AU4TADh/6umKH9eY5FsWtppZTgNOfhIDO4SAOWPq690nxo1rTVhMbhwQ+M0zsgEAACAASURBVDRIY2yo2yu2tOssKWPVgAUwtM0y/g5AzjY28cH//mkMngs1wCmYKjlCjs4J6mV8sCPslXu5//Ly8mgbr/tdsOx+dw5hR33+s3PQ2w25vsTDIMn2hq25rMDpxcXF0aplgSY/F9I+WN8GC012NCngVRjbR3cGdL5Sv+dcgXsBnUFVwRBj6/4y96mnPsKk1X6ntj1zvBpjXdAX23fHaFVoqyDPxOSUzPY1JaueE/SjZNb12Y/UVlyn5TAw5nqPCTbTrbsFo5WVuu3DmAeWqYB5lRD1eHh1nmSF+7aKl8iPLVrvtgnLvZo31t8qKbJazeVadNrn+ij2G34OunG+SZra6AqXNAbYB56y1xIm97OJAPsVEynqtOwec7DJKiHq+7qSiZ5N4o1fHN9qy8YzK91a5pW/4P++jKfJAOvbhNz27vFx/6oDt934bDzMOHcBwb7tXD5OORPDL7C8L7DUudjxngr4nbAOItzft81Rn1eiOGZQbkCwyn41m2cyYABrUGkSYkLm4EN/7FS8Ulhg6AwW15uEO3vJVkxnormW9ro66iwgstFP32dH6cDWHzEmMNDHbs8AXF1eXh6tFODM3Z5fBtM+ANQAySZ1zioawLQ0UWDCWJLiraq2nefn56OEhsfIMvT5H15s4kDCNc2adlWpSQmvlBisQdQYT2TzuDCG3u5qAF15ZubouUrbs/tTcOJ2/IIf+k09BUfeumQ7cDuWs9uROM8chRyvti56PliX3p6NDhnz+/v7A5i0za907jGjeA6jA+QpifMWbY+fx472DM4M2Ay8rDf7p9U1/m6dNRnRhA6fTgzZBmdeVuhXbZeQrgj7p5WSiu6kQFcl8NZv/RjHvLpccm35sSt0Rek96LfgHX15HG2zyN/6SkSpz4kJJ4dO9ac+uKs8+CH79s4Z6/0UOTF+sA007jZOGUNQ0InjjHVM/5ukWSWQbR8+X3t0fES3tiUTg5Ws/s68M9Ghnm657BwuWXT99/f3R9esSBB2Zn/rxI7ltn4dnzxu1sMqqVMs1v8vLi6O+uyY4+u4lv+7TdOyNelhsub7HYOamEEW3+PYYvmMi+wLz8Tw45czMfwCS0nDCkSYZBnYcsxByoF55vWzBj5n5+WMlIHtytmUPPpzBZQaUPZ9f0WOfM4B2yBnpSc7GN/TwLhtLy+VsI69lajkpVt07Oz8Ewu0XaBp+VyPV4Bp08SK1QxvnTPBsBP1KgR9ZwujyTLyFwx5fOtsV8S4gJ3jBmDo2wHdbwKF5JlQcW1/566gHzv12Pq5To6TIXegsW34JSK2KRPTfX/ZOmyC4b5ZbwZoJtcF1SZOBm0GFLb3h4eHVy9CQncG2thHAY77xcp0kwa067FvUqgEeAUySnK7bXDbtqOVU+4xuKY+xoet65bZL1Cx37N9nwL+yOqfoChY67x4fn4+gEPbU7fBrnzZCpg5ifS+1ZBVHzwmfg7WAIoEh/1OY0NtmWsMQNFLwacBmq+DDBnsOhHnYvvhf88h26P9ack0dTue+XjlLhGwj/Xcc99WNms98X9fZtR+WFbHixJ9J1yoa0UyfK46dYLNY9VtyBcXF0fziXs9t613+64mSP0YCn10rFnNzY4lxbG55Gs1RisbLn5qMqWxueSLtku+/Z1P47LqxjZrn8L/rXeVzDH2cqyrf6Pu+vTazYrg189w3akkk/169VqMWLmMH/oMeWO2x3A1B87lsy9nYvgFFztgOzs7q26RWDnlUxmqmRcn60BjMumJ158gqPO1U6KtBn3fa1JANsmBww6K/hbs9CUmJlIlAAQgQBMrFCaDJh8mwdZbiZ0zZwYczvCx+ujtgbTjsUAXHY/n55ff4eMP8rMCuc0iA9CQw4TfDtm65hr3k75t2zZv3749tOVxsU2acFj/6LpvG2Wl1qTDgaKAurZH3ZA3QLtXAmxL7jNJCfqHnv08I/V1ayf6pd6np5dn5ryKt5rHPmei53lbwMB8efv27ZKUcw/6u7+/P7q/BKXk3/O04N7P4tjmnSBBx5xjTLgfOzc4tN+yPj1+1htj0oSKbaQ6QS6D4eqi23Hdtm3dpMLzwiv4nj9c5+QX41yw7H56HO7v7w/JE4P9joX14URBSb59tLfX+rh9XAG0ibsTGyUDTkhi1x7r+lj33+2simVxUs7n+lINy8e9JhkGtl71tizbth22OLsO+25svSv5XuF1rOY+CDz1NtZ7VYvzK/Bseeujqx/HXf5M9qybJqS5xnZt+218wW+6Hx3PktrGtBVmsT+2f3ecK2F2vdg/Y2TS5rnhOWnyRzuda5bFuM7b+G1z9unFGdUB9Zb0um1jSGMkl9qJx8J+sH2hH/Wj1fMqlrk06WC/aHuqfPZb5/Lxy5kYfsEFB9xtS55AgGtnjDiH010FdDs+nGODoSdbVyUso6/H4TgTR+aRTztpZ0ZnXn4/imsBy+4XDgbdeDWKNn0Nxasp2/Z6BY03SVqmEgnu9Zg4MKGP1YPeduyroMfLL+zAudZEyW05eHGtAaJ1YkByefnyMwXenokO2CbmFVBWaDwu1jN9YnXPgX+lQwdUj1HJgYkyxMzj3UCBnLWLAjbbLzrxMfQxM/MN3/ANR7rHViHbzYiiO84hi4vnIrpkHAzkkcXbfxiT29vbA4hsIsVgD9mp27bklYFT2xCR3ds+r66uDvYCwHFwtt9xW8hTUGPZndgxmKxdc9zju1q9cvu+B1uxXzMANEDhj+v7xkn7HT/rV/Drn2tY2XGfhfMnP1eySiI0IViw5Fhg32mQ2NUpX+/56zGyPVuXjRMeLxNh+7HOEevIY0E9AEOTOfpmIlCQzjUeP+Q0WDeAXa1g4Q99nQEt591Gv/s+j5PHpMTI87G6WZHoyud6PcYlTCUBfPcLbjzezGnr1uOyGodVAmRFHFYx2OO+um6lhyYJOhaOD9al7dWxHp16XlTnXY2nPsfvJsZsO67DOnebJmbVT/1y5XMpgTThtp9sEsEYrW3bRrm3nybNTUC0H9UT30/16Vw+u3Imhl9gaUau2RoH/Wai/OC+j3tL08wcBQUK1/S19CWo1N0VEAcPOxe/Sc195BjBlVUWMlzdZoG8Dfx+HrAO3ACZuvi8u7s7fKcvdoLIiYyWxTrjOmffZ+YVwOhzOXySHbZz5X5ko06/jZV7Tb5drwNpwbaTAIy7s9MG1Rzjz9cwFiW23YLs8+ikMhVEX1xcHMaIwnh7HnheULefmXVQcpvI79VMA2JkYmWg5MdvtrUt3t3dHZGHEh7mDiuP9AsCaB1zTX/vkHpJcNjmbXvYIzoxIUMOr+xals4ndIsMb9++PdieC7pDN/60baCTvqiifsLzviADWy+Z8znqNAi1LRlUIasLdmvQSJKCNrwC72cl2x76sZ6tL5fKRVsGgk4u2c/UDxigu/BG3spZ303xarLjAvbTujzOTkhYx13ta2xzPR6T9tvA07Zkn29Ze71jnRMfJk1u3/JRnp9ffjvVMbbkhXlUIrV6ThTZ/b1tWwf2oyYQnh/4GMeMkgITF8cM6rc+Z+aoHx1L25/bsL5p3z9F5Xvt792G+2/f2Dfj+meM3Gf7O+OKFhN++zKPi/VdQm5sVj9jnfoPeRyvV7KtCKB1UkJZn1OS6TFCT1zvn2Pi833k03OIuuuH6tetn9p7sUOJ5rl8vHImhl9g8QSClDSb60nnN5HVGc0cO3X+b8bXE9Eg0W3xvx1gHZIDh8kBbRQc2zmRTbdj4rtXRQDd9KvZQTvO29vbIyeELgHb/F9StsryWefWlQOGAayPIYMJ6Iqou050ReA02SDoecXPQYp6Ab7o0MGI1T1ngAvO3TZvLKV9iIttk7ao23IwVtaBgUIBHPUgE7+NiB3S5vX19av2DLg55pUcv+jGIKjzijrpexMMtltkub29PejGgR2gfXV1Nbe3t0cA3rbjVQLGnz5hAyYIHEMfnhPuK5/oykkQB2vr6/Ly8vDGUJNrVq386vaCGWT3+K5AKec8j5108D3Mj27JbH/wQdWv55lt16DXum1SzCAYXbivtk2P4yqD7mQMfegqhXXQRMoKYFlG5ornQ5Mo9vMe+9qZr/N2WwPVJnZcb4F+Vzyt+1VioCtztpeSN68at1+u12Sq5JeETInESt+Wib6udEMxubC8zLdVfKYv6N46O1VWvtz+zrti/DbW4gjOO3a7z9iTgb3le99bZn1vXz5Gv00mHCNWfV3Va1ldv/vjeV0S72LC5eKEqPEbsuD7Xa8TTj1uezNZbT9ru+6X6/S8IhFTX+f2ua5z2z7KvtXJedfluWM5VuNT8riqx7JZhpLTc/k45UwMv8DSwGEgUAfsrKQn1szrLKuf+3BQoD4D1VNABjBVh7tyzBcXF69eHGIigrPh+8xLtrtbKr1i5+0+bpdzdlDN/uPsGpgN/giMOE+c+gqIW8+rDCZ9QUfUhwwmzl3d41gDpfuC7AB1b0GhLgc9fkIA3XDMoNmA2P/7jaUEVBOly8vLV2989Ns8PdbWRcEg1zSjagLRbHlXmJkzXgX3z2YYbPglEpy3fm1X6Njzrtlo+maizTEArp9RZKysy25Hpu/YvoO022AM6FOJsEEQhLYr5MhAIsEvM3FfuAbyznwv+aJ/6K0rAgX4nh9OBJhQNhlk2Wm34Jy+cm9fCmJbN3DxXGZMV6CywM+gBXszKOM6fKrl78o6xwyOnJSy/fv6EmrLV99pu3W/6kcaVxwnTFgNAPsiE9fTdtyHFcn0/SbPLcwXy9m6O74zx1vhrEfucSLN7XaliHqcOOHTY4k8jsnov0TEK7iNFdUl/7u/p1Yj/Rwkctevtj5/Otnnepogc3/xm9iKnytGt56/Jlv2le039XaHR3HKyrZK5L2a7cK87c+KOGHbYv+/Im5Ncltn7tuKHFduz+f2tckw+yruNSZ0fPAcYjw8331sRapXZLHEmGOus764+n1fguRcPrty1vIXWExoSg6d3TF5a+aZ864TIEhpoG4ANLCwIy7YsrMrufKEXmUVO/ntTPwyAzt+E1jkNABx4PX9dkDertdzOPlTzr2Aw9c1W10HZ2fNvXaY1oMDaQmuwYltxLq2bIyZV1Wox2DHgRY9oiMTTgfDEkT+L7AxgOBnJjhu8GzAU3AGqKZt271JewPVKkGAHvgO+TWZMfCCIGFP1iO65KVGfkGN5xTFpIIx9Bj5Gr7PHCdOKJ07rM5y/fPz6+cQPRbWsQGhgb4TLdTPGEC4V+Nv+7N9rZICtV0TcxM29GE/aZJUAOhSwOykTYF9bdAycU1BzarYD5Qw+nzlNAiy/VMM4OnLini1fuzNCTrfY39LvdZzY5F9rYFf/buTMpajxJd+uI0SpJVvrk7ss1ax0wkMio/Vh3blvaSpSSHG0LZuOW0HJerU1+L4sZIff+wY0mtm5ojUUDzuro+26usso9uhXcbTu2g6Dn7BjVcWbcvWXUkxunBi3H6iJNZ9sk5b8F382XZZbeXTfsr1rXCYfazPrfxb66G8z8c5PjXe2De777Wjkj33rX7PfTZZPIXpKmvHcTUHfM4k2nK6vnP5eOVMDL/A4sDirVh2+g2uJhguJlIG/9RLRp5snbfuIQu/WUZd3Yrml2YYzPh/AoUneZ2UAQAT3qtgBq1cj7MAAKMXkxjaOxVoHSgKzNE751aZXtdlcEQpaXZxfQANxgTw5uB0cfGyZdTbSwFUvLUQ3Tjwth3soOPBtd5K5aDFONke6YszyjNz2ObJ+ZUdeDxN5JpEMJBhLJyhdZLAoMJj4NXmvk2Neui/V+ZIOkCwbE8m8F4F7uvsu6LJefrCnPRLmAoiOl8MHqxbf9o/UKfnPvbCvC64pa3n5+fDC1AM8L26aVtjZXDVD+vBiQHqsx0hR0FHV2RZrXRBFtr23HEdTnCUvHlO2x/7OvsQZKI+xsBEfAWETLANzApSrRvrt6SB+k+BZI+L/Z79AteZNFsO+16Pv9s3ia/9WofYa3c+0L771znuVXwnLTomPta40jHtnCppsk+lfa5xghC7QYYmZyH+HZvGn97vxIjndXchFPTjS5sAO0U0unNjZo7ut7zcYxtlDqDHJmLcn5IWt1Ub8BzxmNWPtI+ds6eIeRNnyEQsaJ0rIma7qx03Yb2KWS3YI+2hZ/e/fUO3tGu/5zZWPmlFzHwcORy7HQMoJpLGiE3EFBN6HNw/+tGE0SoJci6fXTkTwy+wGDBRADJ9gNqTzJPHga6vDjfQwin7eRSu9bNlJlp9E6MdfLdnGbizjbFAwjIVdPe14g4MgBN/GphQT7d3EDyd4TT4py2TBpyeg7TJi1doVk5y5hjMdKxWGflVwERGvxHSAO3m5uZVULYN1PE2cBjgeNXUwBv9miQho/vvzCVvgOT39xrIHWgtj8e1IH2VtfT8MLAsEbDcBuDYSe3a+rTcyLgivZCjktkCfFY2DEBNTA0IsUGTTMaRFxNxTwOqQY7Bm1cPkNnbPQ0oVgDq4eHh6PfxuM5zszpnvhv8VVbsiO3Inruec1yLvCZCrt966xyhdO4W+Nuv2Eaoo2DU88pg3zstKCbmlJVfp5Tsltx4Xlh/TkaVNHZFwOfwO03+FZivEj1c72K5sEOPA/1d+U+XbrvmWseW3l//5GceLRM2zP2WhX7RVse09ow9OvYgi+NmAbgTefUpffHTKWC8In327at56cSu5yNz0Hq3ba9ksA82GXAffO9qlc5jgRzopluG3YZjympO4CtNtIxT3B7FevEcog77qdbf+bNaPXZsceyzDkwwHQtL/pDT/bD+Oy9WWGRm/bMvbZtP68d6cwxY6XDm9e4SY0NjixVJPJePW87E8AssnZh8pzQz7mBMKcCmDtfdVTW+n3KGrq8ZPwcSP0TvN3S6bZM4g2CcmdspYbRMBTQGXr7WRK5Eq7qklBgVeBAcvZXKZNN98rOPXQ0GlFAffeeFALYDO3VIO7LaVpDbzwiUqFqvfgYIEmiAAvEwMeGlJCvHj85o20DN52w3toWOj2UxCW1gNsiCkHLOoPn6+vqQhT513HK6TfRrwFvwe3l5eVhpt75XmVqDsRIJ+oPuui3VBIV6vCo2c/zmyc5d69Zv6PT2Wq6jXa9Corc3b94c+tKX45g4oydvy/UYV6Z93z+VMPle961ym+idAlT2M9TX7eaegwatHhcDPM89A/6Cs/qmmfWLQNAr35t8oHSroOWyHt1/fAE6MDisvgwiVyTI8nSs7Cup3+TMMc2A3cXz3PXXbpmvJci2Gdto7cn/c8x9sD+3XI3d1SHXFBjb55qg2NfarxQQ1x/bJ1D6PKOf77PMbsMxq28a9/c+f4+deAdK57zltZ+r/eB7bG/VL8c7Nz3nipfoq/2O9drVreqoiSrrZ0VYVhireIdjjo31bdzjsbLem+hZ+Rz6t0po2AZXY4VMp8afsa+/qx0gv2PZzDFuNKmtH3UMr887l8+uXH36JefyscpqKwhOoCtoXX2zA8BBASztdAGCnoB2BN5X/vDwMLe3tweZTPYIsF6VJNB4C6vbpX47PTsQ1zPzGmQ122/C16DC20cLvB4fH+fm5uZIJnTSIOQVVgdoZKafOMinp6ejNj2m3IOOkLEEsFlQdOZCIKTP1E2dyAKBg2R4W4/HAvnoO2DNgQ7C43sNsrgP+Zvt7rMjHusGc8a5bz7Fbum3STf9pz6vNs28/Ki0SaF16eup2wD77u7uiCwUCNOnh4eHefPmzeFnDWyzBdWcR5fdakZ/HeT9/fLycu7u7l4Fd6/iUdiu6NVu7GVFyi2XnwG6uLg46IJ6IeL87Iztr7ZgMLECuAarthe2lZ0iUdadf/oDnez7fpDbwIZnXj3/aLtA288XIbf9Gn2y3tEF/TaIsQ8sOLM/Rndtw+THfUAfHLOvWNkR3/1sd1fAsHv7fOukCUFkbCJkBcxXRN2Eviud1FnyTN3e7tj2DDJLcDoWBdUmw+7LSv+2UduibcD399l1v2yG+ksq6kt8rX07Y3sqydlxKpHui68aA+k3Ps/943ddad9j7nFoqd3YLot1Or7vizPItUq2lQDZRtrOKiZjP6t+cd7670q5r7Wv9NhRmKtNLji2NSlA3fS94+z5hjyOm/XJ1YnfH2Dcav23PffXMjtBRX2dQyvdncvHKecVwy+wGJjZ2B3kV1ki/vekhAg0WzNzvLJUQGIi0u0qqyyNCabBjMEQgdrPea0IYZ2SAyz9x+GWKDd72ACCXH2Oi2vsaLwKA3guaa+u+j9OzUEXZ+82LS/1OjtIn9wXB4KSVmeAC3w43q0yvdb2xjZVr2QVANMH+uP6/ZyI+2cyaDLhDKUz+r0WMmIbw67JdHr1D307SNkOTHitd68E2g4Bbl4Bo60VyEWvti8nNWxzyGfyRj1erTNpYLs2ffJqtJNEtvuS29Wq5OocuvZcMrG2n7Kdezx7rDboOdAEAnV6xbnXeZ7WfvAXnqudMwXAjLHBev2h7Yy6GAP3ydvAqcPXca31RP88Bw1GPW7c7/Ytf4G4dUM/DOTRU1cxrAePnYvHhnbeV+ovq08XzxGKE20F255zp8Ckx9HH7D/tJzy3a/P8X/2vyOrqs4kTryyZONJG/ZfxhEm1x6+YwnbTBK5lWcUPy2t84TFvQoQ2SxprJ54fxied6+jC+msfqGMVH5pw6hhZHkqfV21Z2VqJqq9pnFslbz2GrtNJshXxox7HVbe9wia1fZ9f3cd19cXGcpVtdZw+te7Wt9L5uXy25UwMv8DSN0S2eMI7cEOUvHTv1ZSZ1/v4HWwMfmjfdRgYVTb/nAPFzoF6DFRX2UI7QWeHcEB+db4Dj53EzMuzfsjawI28ZDGRD6dE3wv4fRxgeX9//2pFB8Bq4mqwaVLrrRNk26pjB/CuknGsNuOMoYO7ibvBjjOoBlAGZCvbJAg1k1cCzO/7GUx1RacAsySgYBjgRZ2QSuzI84FVLdt87RY7sN1Cags0uxJf/fo3JE8FQdsL9o1ekM+JFBNXjz/H7u/vj0C1QahBGv1x35vFpq8G3qt564RJ7dxjxXGvLmH/9mPul22+K2Bu36DA99r3eB4zftRvYGs7c59cGHMnrVgpqT8rCS2gdV9WZMYJE9dvUmDb8f3Yycp328+VPFsf+G2vKlkf9Im6C0gNektIrFvLTLEttM++x0kMz+Hq13UZbDcp4HY8TylOcFWW7vTwGHIdMbBkm/OW0Tpz3/nuxK2ToyvSR7HtNfni/tSW/fiJSbC/d664b5aTa1fnfZ3JYOM519R2bHO9voWxJua5vvrRyr6qp3KW0PHdftXkhv+7Ek69p0hn8VfbtF+kNCbVP5Ww2/f6PuMwHzeOQHcrXXK9+9/4T/v2pcWq5/Jxy5kYfoHFpMigEVAIIO22jJk5WmlhwvK/gSztMHGdJTZ4wBFdXLw8y7J6hqAkaOb4zaSXly8Pq7cvyGLn4gy3Qen7gphlr5NwxooAB+i3TNbF8/Mnb2Gs0zawQd9u01kyVnC43vLzrChb73i5wwpwuG47WmTzmyKRkdUbvx2yiQPrsdk3xoHvtqUmFdDb9fX1UQbXuofQIk9XYFaO/lQw9TYrt8N1yOP54uz3qm7bMmDaL9zpWNg+bGcGcdh9Qd0qi716cRHy8LwpZLM24LZLstyW6/PYct73GGA2I2sfUmDXFS+COX3qS1eoBxuhrT7PufIPJdf2Fasx8Xx1u00suW8ef88V3395eXn0lln30f7u1MoadZh4dww9D61nrme7v+WznPYVvq7XUif23S3Etink8BhVLvsU+0rXsSLsBa3Mge4C8TW01fFfzUv3x30xcXNcsX66urOab9WBx5A5ga/p3FutqNqvcf37rsMOPb4QLc/JJuvwxZxrse06Dq7G1OQVvZtgch1yW5f2S6tdRcUM1Yfj7spfWNfFUY3x1qH74Ps8N3qPz/tYfattDLk8/ym2S+6zn1n5jNpNkxaNV46J9f2VxUSPc/b5nnf1uR4T23gJfe3D42l/eS4fr5w1/AUXO95mr5zRMbCm1NH6rXWAc9dDkOhKERON3z9svQaz3o5HcZ1kYbtH3bI4iFKn+969+O6z68Tx2CE1A+eVogIJZ5t9TzOiyFun3qyhgRErFwaOBBpWIT2OBQkO6LYHEz7k8M9elIDjgLmnz0u5/7TFy1TswBugvALr8YOo3t7eHp7jvL6+ntvb24NdFjRjP93Cy9ivMpnYSQkPgYP+Q6S5329LfXh4OJD1vu1uBTId+JGFZ1gZ184djnsueattkzbooQSmCZB9349+JqMgzjrhr3WU6GFb/JlYuV1/Zyxsk5XddXq13rrq21pXoMHz1/2yXNapz1lWrjuVpHDyy76tfcFuDM7QYX24/ZT9qPvCd2R7+/btEWhnHndlzzZpu7WPcX9WpNj2UZJggOd+M44mcMhZ+6jP9pzjvG3GuuC+JiKQ9RThMMiujkkGcZ8BMPVTj1ezHGvsa0yYTF68kmu5LZdJC/93ZwZ9s25XmIHivrVf6Kbk30DcfXGCYjUXfX/jRZPI1jN9Ndi3jh1PrQ/vHFj5tCYRuMf9blLJiRr7Iq+ec98KgyFLdTGzfvM5hbZcH/V4bGmfslosoC3r0TiQ437sqH2xv7IOPU6eL56XHQvX2/nVuFYC7XaauDjVzrl8duVTieG2bdfbtn3Ptm2/f+vonsuPqqyyizhcnzMxWTnyOvCZOcq4OsA469sJa7BPvTgSZ1dPlWaJmyFyRsvgtVm+AnA7wDpfBwkyeyYDfmnPikRQVsSP4EE7JjXORBrYlLRZHw7u7iN1MCZevWJ1sWS8wQ/9GsgahPo5sdrgypYcPA1MmjmlP3wCuAxwIGAXFxdHLwLivm47pr9e0StIst5mjl+Q5IBsoP78/HxYbUEWy+pAaQDo/63vEn/bhW3Lq1fO1BYUoRP6bRk890yOuipE35qoWGVdS2pcf4mF5VvZjWXqtrn3tcGYex57XDtHX9xWGAAAIABJREFUXUxIPN8M2u1bPSeQm5V+EgQdE9ujEw7VJ31wYgb78Fi4HeR1UsD+0W+pbRKv245tn94+jHxehasdUACLtinmNHr2uVXShHrq31dj5jmOLjwHHYvwY4yJk22Wh/tNStBdbbZ68jn70JIT+mW/YpkZR3SJnlfJmYJzjq122NCm+32KCFkP1LUC8J6jBeRN+HB942RLk6wd5+rc15akl7h4LvQa22IT2PXT9pEttjljLtucdeJ7muDp9Saktun2w+0TM6y3FUFbJXT8aR2tzp3SgWWxD6Iu64k6PXdcD/c5tnZ+rUp1fqYiH7d8KjHc9/1hZn7BzPz9+5mqf6bFANOA0pPQwczg2MG0zwk5SNWBuW0fX2VjacurSYBRnDTFTspb6nCqpzKg7i9tOxgb1DWw+BkmX2snbb0UqNb5IQ9OzQGI8TFgaHauxIS6VttvuA+depx7fzPi1psBovu2CuAGhQWuJpG+xwSVvnsV1nbrzKjlMPHzShT3+W2v2K0Dn8kp4LZ2yjGvxGATvLSmMho4OpB1C27nyim79iqOEyrcQ93I0O2UHV/rwCCZ+wuQ3K8SGe4pkKxf4bMrF/Utq7nmeYCc6MT98bM+9WV+w2TnPf8bKBV49Nrq03ZA//Z9PyRjCvQvLl62anPcOzD4vLy8PCQZPC4FP+zKsNwlt/ipU/4Vm/VLMOwj7Ce9+tGdGH4e0+TAOndfHWc6/+vDVz535ni1x7r0OLl/XMccqZ7QnXXOuLoP3G8fTOwgjqx0WJvymCKj5bJfcJyxz3Bdq/ttF/VHfskW19nOPbffZz8G56sEiuuofaLTElqvInvcG4fRNeNhGy7+sS+3P2psW61emvjXBvtOBvebtryiXbxSUmeSdCrR4OucvFoVn7dsJdGMw4pgemy5pz7xlA5XBAw5HHv4M0GkOKFkGfh/he889q6H9v13Lh+vfOhW0v9iZv6ubdt+ylfb0LZt37lt2x/dtu1L27Z9/7Ztv+bd8W/Ztu0Pb9v2Z999/sR3x7dt2/79bdt+YNu2P7Vt2z/41bb9Y7kYwM0cBx87QE+ybunwROb8xcXFYXWkmUq/jMHFb32sfNzH66jr0EwwVplsB7+CuQJff66cAP0zkEFHbgMQ2BUa65GCs6suK6edubcFOSO5ytA16BLkvDq2asMyA7S9MkrfDKL2fT/a1mhAazLIXwGXnx00KfNKJsC1+iq4cYDlhTvO+rodzm/bdthu28BS0kIp2DboQI+244IQxtPgyyvr3uLpYOi6eSkJMnQLj23XRNHXoh/bnZ8TpBgMtG8rQmmAYXtZgRi+owNAHPWv5kpJckGCwbJ/EqeAjBc8oRfPV+pf9bv+08XtdDXTbWCHrrerG/V7Ban15bVbbMBj4T6WmNkfmBjb9u0j3B/a8Rw+ZQPeCYG8PucEV+V1AtJ20BdyuT78l+dxQaV1OjOv5tNq/rt/BrFcU5BJ8XdszGNZ+fh/RZoMck02PS62EW/h7rXI4XkFGWDMViuBnf8rwE57TlZ1zvo644hTOMH2XtLdsYGgUY+3OFqXTR6skjeWsauqJbDozImO1t8kySlbNlZxQrzksWOOjXmu14eVfJ4iiBT7LieDPM4lo4491qHP82lf4KScfY99kH2Y6/IYGwN4PrWeVb3n8vHKh/6O4V+ZmeuZ+b5t275nZv5vn9z3/d/+gDoeZ+bX7/v+J7dt+6aZ+V+3bfvDM/PLZ+aP7Pv+27Zt+w0z8xtm5l+fmX9qZn7Gu79/dGZ+57vPr5nCxDcAPbVywMRpRnrm9QqiAdpqEvVNlziSOuWZ168uN6DmWhxQs4smEa7XwHjVjvtUoEm9gBE7f65Hpw8PD4cMPXUbKNTBe9++g0IdoOWlz8hDXeiUMfUKgMETv11nEOBVtQI1nHhfzADJtI4pJpXI7jE0kOPFJ/SN9ry6xvjRprPzj4+P8/DwcCB2JqysqNzf3x+Rs+rSAcq65xpABWT17u7u0FfG4Mtf/vLhhTHOlEKaTUZ5RtABqkDTNtG5dXd394qQNTtbXa/qMwk1eTBIPjU/vaqP7Xc+0M5q1dK/dWoCgf12zLB32wAyWm/VQ0Gd9YWcbDvmvO2uq3V+ltkJiwJp20fb91zxm4d93IDMwH2VgUd/ltdjUTvwKojBc32pE2AmRiu/bdto31d6odRveBWkiaZub7VeDUz9HO4KdDbZwrXWpQl4dYa9Q3Ytc/vJirR10fG1rqzn2nP703PWS8ej86L/I0Nlasytr2lSyARnFdNqz/ZTJiy2WY97bXXmBV/YPl3PzAux7y6SzqkmcNzX1Rz0PdW/i+fnyke5rq4otx5jMxfin2Oo39XQemjPn/YZ9Q/IyrVNphjPrO6nTctYeXwv93kcG5/5vrIL5C1+tGy18caJzrlz+TjlQ6n3vzafEMOfNDP/0sz8pvx9atn3/Yf3ff+T777/yMx8aWa+Y2Z+8cz8vneX/b6Z+affff/FM/Of7J+U/2lm/rbtR7Fi+WOxeJIViHhVj8nQFQuu7+pLAxRtzRxvtfNk8+oZ1xVEFBz5/65i8mnHQB12bDi9gtjVahSOzoHfxHnmOMNNfX5JSjPvMy/PVvKm0AaBkrJm60wiCoopBECvxkGWTI5KRLn31PYhB1pIL321TbDaR3E/m5EDYBV8ORtZkLSSgx88rx4LOA36DJBp09eZoHqLosfH88T2BsnyeV7gwkq4wYnnhgN17e3i4vh3/WbmiKyu7jOZQnern0zpXHC7KzBhebEBr0ZTClC8ldIyAxq8Io7+u5IAwXTw5pyJKzpjrl5cvH67n0GbV1XtJ5hPjJVXvWjf88b6p90mP9wuslBXV9Zdr797i6dl8jbK+hnbh6/py2w69u1j/Y99Fjqn7dXWSve3W0J7v+eXV7wo9pMFngbtJhqrhEr7W9KPjG6T6yvTigwjD38GrMQjt4tu7MOcjHD/mH8rm+E+6nLCcrUts/GFMWzdbtc6K5inHybU9vf2rTMv2167iln7xK76cix/9zh4Hnjbv0uTO45TnX8l54ypfZhJDn/ozbtN/EI0k5niGLeHjH6EAr1wzrtmWo/lc5/d9xIu6nRxv1Y2cqouX99EQpM0nuNNPpTotS374srU/hozncvHL1/Jmuz2nr+vqGzb9tNm5ufMzJ+YmW/b9/2HZz4hjzPzre8u+46Z+Yu67QffHWtdv3Lbtu/dtu17v1I5fiyUAmCTtZnXGRmTP8qp4HiqvdbdTB3ZVwe1Pp/m726zq3F+i2ZffML93UrkDKsDIsfs8LwVxfcYgK+CPtcig7OiJt0GnRQHlQZ069agDIDRl0aYHBgA2JmWdJzS04p4l8DTPmNo3ZpgIJe3OM68bActae/3i4uLo9UXjwtEin4iowm2VxoJ0A2WkLyZF6LINlATVevn8vLy1QtnLDfy9S2DtTEDXYK/iZYDMvcbtPYNrAXefs7SNkfd/t8JE8bOJGRFzlfP2JiYlIijS+ugmWSusc4MHPAnqwSTCYATLp7rTQBYX7aVgjX6s/Kvnr83NzdHdWEzBo3Pz8fPRjkJVdswqV0BG+u6c555AFCuDJ77JcWOD32O61R8oW4XAzS37fucvGiiwmPkY+jXOupYWh7PgRJZ12X5vfXZxf6uxKvgufMLvbqvxEUnYahvVWe3/DcerXRhG3Uc7dwrEPdccvvI60cKsFnjjBI+r0wj/8z6JSfEmrZvvaFbt+nxoZ7Wa505nlpXnkvM2dVWZLfJp6/rYyi1nZIxy2s80f7zvX1tnFhd/2lJCPfb/sXtGHd4x451bV9RO3PbTlRYnlPX1z9UNu6tPzqVZDmXz758EDHc9/3ifX9fSYPbtn3jzHzPzPzafd//+vsuXYmykO137fv+Xfu+f9dXIsePheKspif9qjhImUTgiJrRbyloKpCn7efnl1Usy0lbDjoOzGQTnaXDWdhx2bni1L03H30UuNcp0BeOdUvdzGvnbwJYcsm9fo7GBXJWIGRCc3Nzc9jCB7mxo66D9NhYxwaGto3e4/HjHGNHH1ntQT83NzeHMYFslSCb5Dsz7vvdDwcy+v/8/Hy0lZNtruitL1EwsO5WwPaZ7Yu3t7dHwRNQ3vubGHDwNunmONtgDTgYd69oc08zwlyPXAAk25bBZMGuAQfXkiAoWCbx4XllG+KaErTq3eTdBOD6+vpgU07CFKC6UEdJosGmbcY/k2PZrq+vX23vrp5XRMW65NP+xf7ToK/JLfSFXN4e6TGuz2b+WY/2S/hL6wS7KFj1PPecQSeXly/P5rp9+xCTkCa4DHCdEGKeroAp86zxxqTHbdj/W/+9ln54TD32rsfzln6t2ncp8eTaEssVQbRvbLIAn9B4RbEf6QtNVjq0L7Tc2EO3aNoXeJeHY7Z9kYkS41Obt3583H332FJf/avjdV9+ZELWxAf3Gptw3nba5AWlP9dRXNA2T9n6KbLG/K1+rDNjrerD13kuuzQ5UMzGNW7P/bQ8q3vpT/2p8U9Jf3Vt27S/6hyuTuxzPe98zD7sVF/O5eOUr5TU3Wzb9nO2bfsHvprGtm27nk9I4e/f9/0PvDv8l7d3W0Tfff6Vd8d/cGa+U7f/1Jn5oa+m3R+rpcHcQbzBYeYYqNcp8VwOjstguJOzgcb34fC6+mQi1i2ZbBm0XAB0B82CU7+RzQ7Nsjn7Z6eDnti6ZnBekMXxZkWpw9s5V/da94xbwbeDrMGBQQXHmyU3MOM+6jNJXxEIO2yezWGsTHQBx/f394fxsfzuk4Grt12eGoMCStpuJrfJC+vEY0//IR9cQ91eBbT82BLk1EENHZiEPD8/H35f0UDAq8wG1J4fnrtOGhhkQchMiDxvaMeZeYPuAkDmPmQfEkvbXEvd1kmBge2mCRzbWv2PX1hiHfi+U77L1zP3eabVc6OE6JTNNFFl4gOR5ZwBLfdaTvRo8Ii+7ft8v+eCQQxteu4bPDkpY99V4urv7rN9KbK6TWzHdkPf7INLduqfsCP3eRVbaNuEgHocr1ag2KU+0OSB0rmA/jwe9jPMgerRWyVJ2lj++tr6OycXCuDpq18UZp0gI//bble22rHt+LlYFgN+jnubM+PTuel4U9vyoxCu23aBHjyX+PSLtIwrKmfJS0lW+2bbnTn+nT/7cidWSl78cjWOW0brsO3RZ/rZeW/bchyzHLZN19d2rBP7D5/j/m6dRp6+fMx1rFb+mtRx+8UG9cmOe9RlnFpCWJvgHl93Jocft3wwMdy27dfNJ6Tte2fmd27b9s9v2/bnt237Fz7w/m1mfu/MfGnf99+hU39wZn7Zu++/bGb+Sx3/F7dPys+dmf93f7fl9GulOAi64KhxHv5/5vj3+hpomh0v+Dcw9eTGQeEAmwFFXq5dZUGRwyRqBXpoh/YhkSVXDlCWo9tDTapdNwTCW3T8zI4JE7LiTB3sKH7ehH5zTfVfsOD++H9n3r0lED1u23Yghwbw3pJnIOfgZPm9dbNB1+PuPjp7vVrJNpi0nVn2bdvmzZs3R7buZIDlL6hAT15F8Tg7cWAQ762jXE+9tEN/vGKNDgrQXYffnutteiYCyFzy7XH3Nq6SCAPKkh1sw0TTqzvc7xdsNFu+KtiYiQt9ZP44IHsLGLJxnfWFHl1MRgysC9Yolpl+ul3fg02YyNlOCuyRxwTIJNt2U8DcFUn/dXXPcq/Ip+vlGuzBc8PXc4/7Y4COHXXOu2/UwRxw/SsAXILr4+jK8cM6s4+03/UYU6d16jEpoTO5pRiE42MLopu04p6+sGNFmrCFlY13N0GTRfix1fbUktOSyh4zYHdffM46RE+OEy6t1280dQyu37IMtmVfs9L7qm10iBwtK7JTcmRf4lhC+/ZPK9/MuFRHxib2DZWf440jjmfVF7LY3lqn68UOjcWanPU8pNR/Uk5tE16N8+qc++C/Ej3qrgyW1+17/q9s8Vw+TvkgYrht2y+fmd8+M988L1s8/8jM/B0z8899YFs/b2Z+6cx897Zt3/fu7xfNzG+bmV+4bdufnZlf+O7/mZk/NDN/fmZ+YGZ+98z8yx/Yzo+b4gnE/zOv3xrJOTu5ggNnoB2wKasAb4ADYCcgdHth5aawCsNxb/Fg5cbbWxwwLC8EqCsczr7OvADVBs9mI6mjBPfy8vLwULx16QDm7Xm0waeB+szM7e3tq+1f6K0OcgWSrEfuKRDuOBq4eyxdPwSP/vFD3hCA29vbg84KIBlHgzyOYyv8ODxj5DFw4Ht6epq3b98eOXtv9zQ4PwW4efbLoNdJjb4QAdn8vGEzlIwj7TtZYJtFHhNQ2u3WSusf3WBLNzc3yxUEE2WDTvrvYO15YBtx350QQF4y4Z5TjJlXEDweBrdcRz0GOpa74L72bD9hudzX2kQTA547TcZYbs9t69vkCTlsR7Z/rkf29tc69dhjP9WJ2ydp5eIEBuPq+u2jmnCzDdhH4WeddCkpw5YbIwqA0feKEPTeJqrwWU6+mTSZbNm2apvIynfqdX96v+e5fZXHq+15nPlesrsiMNYLdnAKBK/0b0LDOfulktTqn+/+o5AEwy+auJRAIX/ngu2p/qrznuPGE5WrWMY2twL/xSL4A+za9fV5c45V/9Vd52GTDp2DHLftWz7bQ+P7zLGfryzWqVciuc/t2sZXySDX877+zrz2cZbFc5Fr/ek5jB14fhkLWoYSTWPgkvVV0uBcPrvyoT9X8a/OJ8/3/Zsz81tmZvZ9/6vbtv2lmfnZH1LBvu9/fNbPDc7M/ILF9fvM/KoPlO/HZXGQbqaPYtBlcODA6EnrYOntAs2eexLPHD9Tcnt7e/SyD4KWAywOrs96uF7/DID7bABQp4K8BBx/d6aV9hwwnV2aef3yCmctC6yQwfq3w3Ld3l7pNzYCcEx+9/1lqyov9aFO9OkxsNzWVwmhHWvlhoggrwEdfbEe+bkFk3n07q2TTk4QNCCDvNnVwM9jjGw3Nzdzd3f3CohQB+26/yWtDmQGJ9at54GDVIHnvu+H3x9kPA0Am6FGJx4rAyA+WQFnpZZ+IbeDnX8qwoTB87sgxPbSYjDKzwX4Wsigkwvcg75MLAr+PGa2d465MC+ox3rovLLMXj3xWNrGPYbUZRviOmzEK2C2FftT/JnbLcFk7PwTHiYvHluvGrvtFbm23Zo8+j6/2MZjZznsywv6PHcdZ9o3J3JMyPocrQE5xQmKxpkSao5ZFx03JwjqMwtSff+KdJT8NME28/LYgce/RN5xbRUzfB/H6Wtjvq9zeXh4OHp239db98iw6ovl7ZznusZe5PWcrW5dj1+U5fvd7opElKxzn3EOOqNd/Grbtm5XRNZxb+ZlK3ttfGUj6LnXVN72tXqvbrjX+IZ70BFxtDpdPXs980IWV+PvT0qJP331b1Ubg3g8uL9+mHr+xt/4G/NN3/RNR/6uSYv6Y5fiO3xibfhcPvvyoVtJ/+6Z+dP7vv87Of7/zMy3fbYiff2UbhtoduRUBs4Anf9LEL2SZsfbbFmdPo6iYLA/xH5xcfHq2SoH0JK0meMA6NUlAwuAeLOw3MP/q75TR8G9nfeKkAEk/TZWgwTkxhlb1yYsHjvkMrlAfyU5DlJPT09Hr+z2ChCyrkARbRW4WVdepWOM7+/v582bN4c2/VKMZihpv4DIRIU+8gkpdv+68mBCDUmqrLZljnuMPb6WkRfgYL+ee8hA329vb49Wozqntu2TlVbbnPXS1aGSjr4N1Stp3O++udgn0C/G0IDFzx9SN6vDDvQkDGgLO0OWgk9AlYM38wVbsJ9xcSJm27ajlUPbtPtu/8d1rDD2jarUYVulv31uyEmdFYGB9BeEemy57/b29jDO9U0eG4NTJ7yQwyufK7BnPXilosepoyDceqnfdPKwdt253+SE/Y3rL5nlvtWODvsZA198puuxX+WvccqyVX/2cbUTF9vXajsnxfOf/+kPfr3+12Sf+1dJH/s0A3OPm22OY7Rp4O15iR/yuHjF1XFmFU+Ym32Mpbii49Qx9FiboNFXy2N7b5LMbTq+n9pCbbkbhz0v/d2JdMaWtmjHfqOy1U46B2u3q5XO9qUJOOOS9tltrUp3aXn3gY/zHTu2jI0D7veKSNcWVjiX4lX7ynMuH6d86Irh/zczf/u2bYcZuW3bN8zMT3937ly+iuJMrwOKg6RXQzrRmCAmLA4gzkTZmRnIu86ZYxLW1SkTHAhFszfOCPdZjK6G0K6DAtcAonuee/wj7CWiBie8bIR+U68zsI+PjwcC4dUbA1avdvjZO4Kq3wa6yvgBTByE7+/vD/d0pe7i4nWW0dlO9EH9vHwImQ0GvJLHeNBH3qRqYO8+WM/0ifpqh90aR8abDCcBdtu2efv27dzc3BzsiDH2CqUBHufRn+WEULq/nj/7vs/d3d2hrq5ucK9/XoPxRy/WjceCNg1iO5cso0HI3d3dEdDAtvpbgCY2jLOz0w6uHgvsyvPXqz4mdpaX4x7nu7u7w5ZeJ3GwU3TBy42sK/sN5gSFfiMzySL3uWQQ3Rj8cZ6Vcuu8hNJ67TxGjoIor0Y4yWE5sSXOM5eduDFot/+xz3Ddlgk9UtwXVv1rg72u/Wa13Ocoq7dI9n77FOSsv2a8vLK08hmdNwW5rGR4vF2H++jnCj0O1Gt/Rt+6IjgzR/PHRLT+FT0jD/MCO+1qCG13d4STMl2l7I6XEj7OlWj12UW/hbsJKOyB/r4vvjs+I6/vx979EqgPKdWDdVX99f/n5+ejpJnPrezGc6OEsStlHsPOJ+zE9sR1xWnosAlwZOqqJ/Jzj8fMdmsfaV07nvYeVsddkL+xd/VpO7X+Li8v55u/+ZuPsBj6KS7Ezqy3nrfOP9SOzuWrLx+6Yvg/zicrg//1u/+/c2b+m5n5xpn57z97sb4+yipzwnE7FGesGsDIFDb4G0DzfJlB1czxygGlgIJAblDlFTQ7cZOFAlbaMzBwFsuZMwfyZggpZOdM+prda/bO+uR/MpI4JTvWApWZ4zfe0Z5Jyyo7SJ1erUBfDuLNvneLllexuMeZuwIW67xjimwOGByjX9YV9dteSiRMmD22XingeRNnWpskMNn06qKTJNTnFaGu6NouXI9XaJzZ538A6KkfvC/Is905MePgVjCOHNVbVxoKxlltM5nodk7G3KsHyE1g9oo999h+Sr55ltbbym13nrt+kcvM6x+trq/zvPQxk0n3wfaMPXXVyT4L+zBh6xz3Cr3nDteb3NoGmmyw73PfSkAKujpvTKJNLr3S7f6aNDAmBowUA3lvMa59rIixZbR920fXt/uPdrCbFfCzry3AdXKugNrg1+O6qtfj5SQDxf6R/60f65vzvcdE1MXX1d7rB+iD67cf8QqV9d75WL/Qa9wX20Nlrs1TGI/aE3MTGVZbJj23Omb0ywTExMKliZbavPtXu3Ob9h8r3MFYeOXeK7Xox98pjgf1NS7d7mo7oZ2OhW1k5vg9FZ2H1GPswT2Wf0XAVn7LY+WEHeNqX3EK863aoBibcd+5fNzyoRr+zTPzMDP/+HzyrOG3z8w//O7Yb/k4on3tlzrzmePnTxzgSxBmXsChJ46DiSdnHb0n8Gofu7NazjRyL/L69+nqsBuQDcw4b+DtNtEFsgDsXC998NZDE1Jn2N0m/bVsffj/FLAvkUIHBQ6W00SwQNpg1wTTYMEB1wEY+ex8az8OuIAqAg/9cN18euWUewm4JnS2UbeFjh8fHw+rSB5PAxzsmM9m7h2MPFeoi3O2Z/R7e3t76Dd9tc0VGCNPiY+vMZD0POuWJ743kHk13GQL3Teo+7jHw8XX2w4aUG1jXa2gnto3Y89c86qex8N6Neikj15hKznwFjvLy32eM1zveVC78/WQIHRvos95+5RT2zGtpxWILPC176leCti4vj7GhM9zg/4XgBqw1lYK9OyP7ee8XdD6pjhpcCr5Zn9p27Cuq9NunzslvxMekKNuiXWytHOFdpoIYixWibIVyeV440iPVfeOTe6LX9JCHY1rFNsCvq86NHE3KbAM+KCusFkPK9Jh/WD79Rt+yc0psM/4OBnl79Zz6y9h9PiYNLvPTu50nDz+xIwmI9F9x6L4aeUHWkdtwj7TyQhf511c6L6YDN07zvudEa7r1Fy2L+qndV6i5x0wHku3U59g3fcajxMyrBIu5/LZlg8ihvu+/y8z890z88dm5svv/v7YzPyCd+fO5asodVgOnquMTbc+9GUKfPpvBRQK3Fw/geWUczZQxnk2SFGoqxno9m21naZZpToEg/NmuAqWupXG8tGH9z2b4dWOkrCZFwdb3bldg06POcWys51w27bDFjFe7gIIsL14tcRbqNyeQQL6Yyy7LbRg33KxNRedcQ31N7ixWm277iokP2dhQE4Qc7Kh1xg0G6S5vZIK+o3sBUUGBe6b7WnmZYvtatsq13KOraEOeAayBnMNhBS/wdMFf4C82A19WiUcDAopflNvXxpFP7zdx0EcfXVsrT+v0qMPbAqScwo4vA/Yd4xWKx4GMchZ26Xv9jsU23VlwZZ8jeePQSH+Gv37bwUY3SfO+7cvKwftGWxRJ77A86Ol8ajPaqO/JsHcjv1N54NXPwqk3T51mhR5fBojbX/Vb/2Rr/XWPgNxj0NJVmVvbHJyiPL4+HhYNa991A+v9Oftg7Z7/m+CbjW/kW9lH5ab457fxB5fS98d373LhH5bXttdSUVL4/kKV9gm20/Pf4+jiWqxTBMUxiElJZan2Mbjgd03uVGibPusrXVeOMm2Surz3ckFj+cKGzTeN1ncsSPm1P6q7x6jP42p9oU+z7g4JpzLxy8fvCa77/v/sO/7d+/7/o3v/n7+vu/nbaQ/iuLA5uB7KjvSB46pg0JmyA7DgQAn7RVH2ud4Ha5JEXV4Mvs48ngy02ZBvomrX0LD8ZUzaCDjGjtGP+9RQmAnioOt/Mi7CvomGe4vfUB+P+/mdtw2feDTZI+xNvnidtfDAAAgAElEQVTlmgb/rtSalDbT5mu89cXnHegdlKw/ZLu/vz8C2gYK9INn4mwbDbAPDw9Hq4rIZ/vudiXk4dpV0KFug0g+/fZJ24hXaPn/VNLDAdc2bR3b/m2PBbE+x3FvNWUF18HTNsZcgOAhl1cGkdmr7C1ecTMxKTjzNd1C1jHoDgDPU48jfWqWuZnzFTEp4MTGXL9JpknDilQZOK3IG22ZTLht/jeR8+onOy0M1lb+3WO9AlzVsVfybUsGhO2/56LrLTGr/ypIM2FF5/bZ9tVODNGW+0cdrtv6WMWklZ9z4sR+HBtzHau5bJ+I3XrM/DhFx5/6GBNksC3WZ/bPMtP/EsWSWs+dxtT2u/2nLe9a6cuxVuTONuGx93g7KUf/6leoo0Sj160IQhM41gey+3nH6mhVt+3N/eJ/rqH4vOuzLNadi/GIyTnFK/lOkFLqe9C3E++OwbZt19Hki8+5HeuVuW+9Wo/Gup7nTeD5nGU+pbNz+Tjlg4nhtm0/adu237Rt23/+7u83btv2kz+mcF/rxQFg5gXUN9AVTHdyFIwSOLz10tcZFNfZNhjXQdhZ+zqAJqsBDp7I4GDXrKfrN1im/qenpwPIpw8OVA46djYEb5wYAeNUgHTQrj4gDXZqBZWXl5eHh9/pj9/aRtv03y+t4bh1DhAwMKHty8tPHvZnFc/2wPXU79WeFUAsIWsWkmtKvJtZRAccQ49ODmCfOP6rq6vD7/w56JhwWEZvpzNpwPb/zJ/5M0dAGT0ahEJk0ZOvM8kvGEBW7sW+TMQKgJHP2WqTzc6VAiHbqV8c4eBcsEJ9tjXu494Sf4PDArEVwDSJLEgxSMMGad9JKJcSHydQvPtgdQ36NaC13OjU+qnf6WqPwXu3q3nVgv6u9EA7jFF9kH2744GPrZJZ6JBrvKJcgMjzRCYi3Ft5Pb8hCDPHiapT7dAnzx+D3RJLZMMuPJ62n/5fwLkC9Y1Prae+v0D7VBK2ANv1ltjaDzcm1Va6eoM9OgHVuHlKFuyd+fI+MF0i3FXlFdGpzcwcr6h5HllebBB/SVLTddon8X8Jx6mx8y6AFvtg66rbd9GzY8Gqvr6wBTmsD0rtsz6LueYdME3u+NMrsSv/bt+C3muD9v+N4eiicjvxYtxjm/W1na+2LdpzO75n5nhOua4zQfz45YOI4bZt/9jM/LmZ+Y0z88+++/tNM/Pn3p07l6+i2AEzUQ0OOwk8GewM6qQALQ7EBTur735LYcGQZW42z28vtFzb9pIZNwA26KGt6sJbO32NAR/6os0+98UxB1Zvp5s53rpqsIv87Y9XZLoSgkx9ZsyOHfCK7G/fvj0Cl97WSLC4vLw8etW6Vxj7Mpx93w9v1/RzBtZRnTHjwRvlTAL8nXHpmCBryZdXra3PJkN4O2uz0shP8HFiAHuybJz7lm/5liMw7LaQp8TB/2PT9McAi3Frdtd9dHBG567f/fRLeLoC2QQRY+o5RXsOsiVPzDUTmwJvX88qr8ED+sYmmXde0bKOPY4lYSvyWWJtQOAxZ/XCOjfZNvjEBpHJCauCIMvUnRJui6QaOi74ss7t02obyF1CbvK28pN+sY+JmFfBuqPA9my9218bzK/+PDe430mQvjUWHRVgup+OUdTtsoo9/t/jQB2eL41/3nXhuYAu+fTujZJ42xt1m+BSt0G35e5Lbhzj7YfsTzpvOF9c0Hm4irn+XNVrnXGN4xG+6lRSx/3ripWfj6Md74pgDF2If46R7p/9mvXV8V3p2uPIvDQZrE02OdT6Teiq21VywnNgRc7qH9Ezb4fmXvSOvVUXfhbZY4Vt+7jHDb24Lp9bbZHtGLTN/tkWjQs8Vsjpcyuyfi6fXfnQFcP/cGa+6d33PzszP/Du+zfOzH/wWQv19VIanFeBb+b42T/+HOjrqAFszYDZ2dOuyagJGtniApPVdpKZOXpuyO2a6BmYUV+dkPvoUkeLY3MA7IPZ7rvl53470W4XdBbRx5p1o7Sv3obmcenK3u3t7QFYrbLU1hNbNw1GGHuChf+8pZW+2RETSLr1xwAIIGwQa1vp2Lg964HrbAOQ4Kurq8ObOk3Itu1lGxP9rdzuEzr81m/91gOh9HZpxgC7L7GA9M/M4bf/kNukf2ZePTNkos5fCYDfcurkQPXqcZ95yRB7LKpPxgA7oK+QCbdlEtaxdNKhRId+G3A2S48OGF8SIfTD11I383KVoaeN+hSTIOTjnFcPugJOmwYiBjwGd10R7ko38rFTgrqfnp4OP3/D3PIcK1koYXH/nCCz/zH49JyFPNP3+ulTANpEo/GFsWMeULwTwnbguGRS7VVKzw3HJduH6yrBtu587Yr013/bb7kt5q2TaZ1r1NktpK6vuzOQyUTD9fHd49ut/h5fryyhQ8vme+qPTQisX+y2wNzfHftt0+5/5xm24edVDfqtpyYBVgS28hnrtNjfdbypz/6nscpj5XbxB7TBp22Rz46LcYH9YZOVXGOd+n9vD6UuxxGuse1Yb43dLdiq7ck2MHOM16xT5LR/dVkR9FMEv6U2fS4fp3yohn/mfPLCme/a9/1n7fv+M2fmH3p37Gd9LOG+1osnGMVOxdkmTzYH9JnX2y/shE18XEczoQ5c3dbzvkzSzDFIrlP05G+gMcAsqfF1bQ/dOQjNvH6Dn8EioNzk1f0CPFtv3rLIOPBZp+k+I5+znQbx7QMEiGMOIgaCbGHkmEmUwYG3EzuAmEgbYNCWXwTiH6Z3320jLSVdgA36ZSDhceBeBx73m3Gx3RvQQ1a81ddj5hW2guj3bd9Bxs6l2l63OlUnJX0GIZ4LjKETNgU26I8fV+c4Y8rvNZqcsROAdq0H+xADDnTd5ySbMCqY57c6OQdRnJmjFxFRkMVbkkz60K1/JwzbN3guifJ1lZHvp0iS6/X/ts1m5klgoBfbg8fw8vKT7d8mXiUsK1COLLYT+yH3rUDSxcTa19KP9xXPe/tl12G56mf8ZtuOxyk5TBzcnpMOnkMuJUCdm07+uS5vb+W7t7XPvJBexxj+sF/rGTturLe91lZMLKuvT0sm9150bKJiUmfdE/tWsQXdW8fMXRPGymF7c/9KlC2v2zaW8JzweY/1qt/ua+2l+Im+IadJM3WuCE+JGGPaR0BmjscQ+1sRIsd8l9V2VhfbqOV2sW9xP5r04N7qoX23Daz6Yn9d/Vd/ndce83P5uOVDieGXZuYv7Pv+v3Fg3/fvm5m/MDPf/zEE+3oodnImM5wz+CoQpTSLzr1PT0+HVRgHgwJRO1mCwipz1qyWg7/fWoZTABDwe3AlpXbyM6+dd7NfBkUuyOXAYPnoA6CU8vDwcLjPRIr2XD8F+dyeCQh9u7+/P9Tfratc67Fz5rAgyEkB2gMwexXZQZHzkDva6HUeU17+wrZOCIZXtlbk36VZZAd+QJa3ytKWQYeBr8kaq6X0xfbmaw3ykZd7ueft27cH+/SWQ9ugSQn3sQLblW2PYV805J9UoE5Wl6xDE4E+x8pxZ+yb3TegRaauTJnAentXV4Poj4O6V2e9ba6AvQAaHWBb3bK4AnrWG2PjObQiQwZA1jVjbJnrc2xnnmOdiz7mccbP0g9vuTRx8jzy3Kjf4T6DrAJu20T9B3XYz9feOn8MTAvQen8JSoHwitxTTCxW9fO//Z5tw3V3jng1Ax3408WE0nV4lwH+z/OX+uyn7M/bn4Jjk2T3qf20z6+89g8lXu1Xd6jYHlYvRfMcwD9U39zj1VX7Q9oqwVolwFtvEw0my42nK0LsuWayT39Nbqwrk3v00LaQzf5tNU8ch50AMo7qPKKP3uFS2/Q97TttNo4YO/m+Vfucb2KGcfJLg2xjvtbXG8/aHzTpZWzoOdX5W790Lh+vfKiGf/XM/NRt237Ftm1/y7u/XzEz3zEz/8rHE+9ruxTYlJTZoXrlxqTMjgqn0i1PXG8waRLp9gyETToJyM7U2zmQCa7DuLy8PHouxsG8oLhgj+v47OpV9YGDMZh0HTgVg2Y7OQdYwFjlMWArOOF7VzIMGO0s/RA+42NH+vz8fFgpsdNnS1azfThv2jIB6TMM+/7J6hKys2Jq/ez7y0stkLvjZjsz6CuZNNmgDT8DiB46DrYLiK63O9KfbnGmj5bRq6ArEgm5sv1XtwYqBVQGXbWLEjUHPxNTj9HM8dZNgMbKtptxtt4LaLgOG/eLd5CdOWtw4bloHeOfTEY8nt5RQAKiqxImC+6/+1sgbzmq94IPSJTvs7zOcDu5scq4W47Oq66MlCSb2HQMkXdFfP0cru2yc8V12h6tH+rxanZJqHXF/906SHv1ke1L6/f5gmp8YufWqtjOS4BtX96C7VUWb7FuG+im41eSQ0z0effJMcHj1F0DPu6EBfXYZmqjnj+V1b7F8cF9Qe8m3vUZBvqdE8jhmNRkTu2Q/tUe3H/7EuvR1/le9IdM9ku2NeaAd1V4vIyb+ngK99uHePw9RvbvTVo46bsqxSzum/XucXZxWyv/ZRzoMfL42M+VeFbvLcWZHdPV+FpnxRG1r3P5uOUkMdy27Ym/mfnv5pNnDH/PzPz1d3+/Z2b+1pn5bz8PQb9WS7MiM8cPbfuYv9tRURy0HZCp3/cYiDajZqDr4Es9XR10ht1BhwnezKSDjgHkzOuXgZi8Ncj4e4P4yoH5GpMsg38TGuRwEDARdVbbwbFglOPoygHIY40cfj6qwIgVJ2fvui1tBY5pz0HGpM6BygDO42rnXX3Rvp8j8vbQZkAtvwFKA4374oBs8OrVOnRp8mP7QTYDJMZmlXCgHv+OJMfdJwdnj5mJmsef+kv+Dc6R14Cm5N3jZ1vFrrxF2AS1W3bbB1b5qcvb0+s3KAYdjINXSB3Yu5pAsQ75hBxXH66vfqT+yH1dbe/FHktAV8WAvnqnbWzK7Xh17xSBsAzU5b6tfKDto3ONxFwJNX6jx0ueGW/7hyaK6iOpe+bldxc9Xu4rfqbjQekY+1rk8LOOPk7pG1upy4mqxjmTohJYEkj8b99vQmf/ZJ24Dc8lJx2bAKhvQjavYtqHWc/vS5qt4qALOmqiw9v2rdMSNLeLntDfiqBC2BxnTbRsuy4rXNN452sdp6tn46smAlpv49fMi826j7Zz+/72Hd/UeOk+9n7bevEffW/cLrZpH0qiW2fxZ3Wywm3FdbWb+sCSZo//uXzc8r4Vw+0D/kaf5/JVFAeGAmoTkJnXD0H7XiaaHU9BdTNFBSAlpyWSMy9bh0wcG3AKQg22nEEjEHb7SDNDzYhxv3WBTF21dP/2fX+1jW+1rcnkrS/MaCbN7XjVgXMGy3aedtQzx6+DdzaUlTHL4ODBeDgIdcwtk8fETpbxsD3Zxgyc+G4yCjChD1dXn/z2nkEZbz1twLeeC3hN6AmEkLQViScg8/KP2qKJK/K6HUALWyybmfY9DeorkGrbQ7d+zsrAxc+5GpB5TGwPBqW2KY+bCYr7bdtwcoKfgTEA9EuOTL5W4NVg2n21H6O+FmyI77Zjk+tut+Lau7u7I3vxmHo11TsqPN9d+kyQ54nJgfWPXgvEase+frUzYUVO65u9su1E0+qFQvZ5lrk+1vHBbfHZmOQ2LKNJVVeifF0JbPtpoku9KyDdebBaGe8ccfscK/hnjAq+rW/LZvJkPbZul7ZTHXX+uw8mEtSFrllpb1zv/yt8YR157loH+MZuX6/90F4Tvi7GGvVdthXriGuNCxwPkdcxyvJ1Vw99dUEXxj7ta309cpjod56Z0BU/2CfbziwPyQaPkeccfWJ8nHDoy8IcF1altsIx7ivG6b0r0my8xtg0jqEr24WPn8vHLevXIH5SfvPnJsXXabHDbZBp9pIJyOTwFgmumXn9Mw44NraGASo80Qz+aadA3IGhKxwGs14ZmZmj7/TZYMsA1USiDsGggMCHk/GbGC2r+2dAgxOmjwXOBJjqZ2b9IHhBaomtv1t31Ge9OItt4Oh2+N5AwvgDEA16GAvkcbAz6KW/T0+fvFnRQRvS4K2YtuHb29ujVWfIIdfd3t4efgrh5ubmAPD5HcYmGwh+3urIeJuguV8Oqg6KJsotBiKej9gHdfJiFdoBfFmH6NZ24rlAfZbZtmcg5npsE573DrBNAvhaE0sDAZNu25X1gbwrwmWi5OTC5eUnL1nBhgyMu9rqeeS+0Qb3QijZVkkfDXxcF33lRT0ee3Run2KbLpi2bIxJf7PV7Td51jqakHI23GNdn4duveUSH937DKTtb7zKWZBq34YOrTfryGNaMsQ2Po+r2+q4l3jZ7k4V21oJtp8rbZtNPpyapxyz7iqbYzZ9mXlZgXbfbCcef+a9E3Ouu4kD+uZYarK00q/7a1LhcSkBLOFuX0ukHeftu+yP63+dpLR+HaNX9mGduR0nrlc+mPu9RbR1+rqrq6ujF2p5jq+IcH2H9W+dWp/tx8qu0Glxhe2wW1odU2dev0CppfOkRG11vX1Jd5Qgc/XgWG6cxzn7zerxVAw/l8+2nCSG+76fieFHLkwKZ0sdBDjvFycQcB8fH4+2CDkbNDNHQblvpypQdpaN8558fp7LDhenjWPrS1xm1kGbfnniW/YSVM43M+VgugrYBcOc40U0BlqWwauE19fXBzJTYIDeqdurfs3C0bb7xv2QLveR9giKjLk/rXMHSgM6EywnDVhRqz6pB1LX1UUnFRw4kJWffODlNTOfrBSi2/+fvfuN0a1774J+7Zk5M+f55RelKEj5k1hIxYAxtVQlKrWlNqAR0RgTCASCYE0ENRg06IumISVRolZ9AQZCAX1RQ0L4E60mptg2NDSkFmxBY1oxhh8lLYoB0z5n5pyZ7Ytzvvd87u9Z93mG53fmKX2eWcnkvmffe691rWtd67q+32utvXdsLTJfXl4eyLyEPN9DGpM0yANMYvsZz77PJ3WugMXqHtA+1r/ntSKCx7Oz+1dBRK4mWrHNtgO/Rx8Cp1XiYJX9V6e5znmqPiJXki/98J8GAtp7jvsKlKwA5/wGvc5P6zs/Pz96UmqvVAtwYwsmOPK/DwbxeGToFd/U26sgghCTKbnOraxNyltv6j9/sUPt3rlofwWeJiAik2Oiv9N/mpxzPGIfkk+vT79yrb7Vz/RX4qVt9iqO8q5k0Ea17xWJ9P+Mo3JmDJI8sr34zm5XMqJemqApg31x5UyynZiQsY49RpaZe1Icf6z9qUvtL/NGgqhO0m4D91xnUsDdCxK01XjnuH11rCJn+t6gPzJYX2MNr42sHZ9iS46dZNU6HMsmT93n7o/1d9IrenCOp385R7/W80Aspp71PcF0K9+v7vQl+oFuS306zu4+yHUmQLWBXH/KD3ZiSdznHGudG0Oa1Oda9ftEDh+3PHhNdtu2s23b/oFt237Ztm1f7d9jCvhpLz2Zcmzm7QzRzBwB7M4Emq1MMHQbWxxNO5hsHdMJKpcTXOdlIO3gaWBI8NHRRCYdxamgGHDU5xgArUsA2jK5ctqg0+sNyCn9XsDU6bmSqJn7BxysAqLEL0G8wWZIkBnOXNfAKHXrvFOa9Hl+6jVraf35vVea0ycDYP5MZvi6iATMHA8INdCECKrLrAqHeNq3EJQeJ21tBVDyf+ruxIhPtHNVWeCUFat+JUZ+175cgXQ+RF8mNHJv1go0pT8+dbaDv20JMFzx86FQOd6y6TNWfsO+aYtdV3SY31YPvEm9Er6VfTp/8tspIu4WshWoaBDS4MNkS/vbyNsrUCbH1GuPffdB36U8vUXMPjYQ7qRZx5aMu23PzFvAUFtURq8J2Wkw2AmnBsLOs9Tr/Y6uPGQMUo+yuWsg1+U8daq+nRv6aQFq+uWukpzj3Hdbrtt6V8D/1Cp5yqmV0fbjjv+KzPb4SNTir5qUr+pvGYxxzqf2peoy54sPVm051o5Bk5BTSYLIp4/tRI5zKm3ajsesWx986rPrzjHrVR993irxkOtMYFj0xzk/uG8lo+0nlvvU1dRpfSus1r5UG7QecUqOvUt/tqdOJcA9F57K45UHEcNt2/7xef1S+/9tZr5zZv4n/v70Ywn3WSiSBgPXzNsZtRW4FSz2hIsDEDyunrKVVyvoCAwGKd7flDqcwKttAxLUXNP1dnsNvFYvatfhSS68LsWtM5KvXim1fh27L4zuAKdTC8EW/Ci7IDtkJHrpByEY3O7uXq/yhEg1kbUf2frS4+D9NiYLVsAyAaYz7gZO+9Tv1OugYFAXcIb8SRhiA8+fPz/oQSApKBRIqqtc26QsfXAFPKAuNiJpyXgK9HzCZn5//vz5MpiaUQ7RjEyOo7rvraINEkIUQqDUu0Te+eA11ul1L1++nKurqyNd9nhLKHpcOqkkyWl5mmSGBGvDsdfobAWuVkTP8wSLH3WdBE4507eMi8mClOfPnx/pIvNHn+guhIc8WbH7m4SOoN7xbIDpPFE32r7bGbWdJlY91itdqzdtukluA7votgmNhHi1XTAySSokcl7vOEosI2fHW/sTe8+YaBtNBmbu39WpDjuWpg53rPScaHK0ilH6domuvkP96COsM9fa58hszHDcexw7vvdcW805CUVjAsenCYFjb1z3WuVq/2f7bcNNDpVxlVDNavspEhef4f8WHzS3KhJmizL23FwRKON9XxecmN/6Pvm2y54DbXPOx5zf1xkj9BXq1+Smtrmad0/l/ZZ33WNo+S9n5u9/RDk+kyUrDQLBJl6ZYN7vNXP8EIQUAcJqFSH15+/58+czc7zS1QHGLSuCVAGDxM/AG5kEtA0SDFw96QUqOjIDu0B6JYdtSAQaNMU5xolnK1r0Hl24eiDJ8R6EHLu8vJwPP/zwiNAl0BoMtQMJhqtUZtRdXRJYZaXN7aaOh/ULOtxyd3l5OdfX1wfZkhmP/lO/gEGy47h38Mo5PpAmn8p9fn4+19fXh7bdDmX2P1t8exx/4id+4q37IGeOn4QZMjTzGsydn5/Phx9+OFdXV4dxzPZLQUEIbYjZxcXFvHjx4iiQtn4F/I5jxl6i6Bhl+6xzSFKtvXpv57Zt8+LFi4OM27YdXk0SuxM8xM6y/beTOlk9sW/6DY+n3+ou46K95lpXfWJPuc5VyJwTWTzf1WVl872TkjvJevcn+nWetNwme+7u7o5ewREZG1hbkoiLXtrP5bj6cazVnSU+y10R1nmKoOlzY6Npp6/1Gn3fCuCFJERvqxVM+20sS/9c+bQv6W/89suXL4/8f37XJnsV1b7GxzbZNOZJFHKNNu499rnG2GkyR901Ac53xyDnrGJXbwUUUHfsXo1hvvf/zkPlbN/WvryJfPqb0nHac9reTyUkeiwil23l/44Fku7U7VhLnPVf+m7n5rvmpXbneMaf6L9tb6Wn1kPil37c/nZJHPMWgJ4zkUX9tW60E9uP3sQp7e+bdEu8Pd7t2h/PfyqPUx66lfTLZ+bHZ+a3zMwvn5mv5e+XP45on/6yArUpkrnORMXRCLbjgFZbBp1EyZz1/viuXyLRsuQ67zExaKxk1unpJNoZRw9m7vZ9P7rXrPulY8yKTgCDoCCfZiMjcxOb6Mh35/U4uS03mWIdnWO0Wg0VTAo4Xd3KdSEvqyyagcD7TqMjV5iiW/sTIBm587tbgCNjg5jz8/v3VObT/khWtLWMqcE77QmUBeqOs/Zof8/Ozg5yJPC2LWq/ApPcRyhgSz96DpnBNBut7MpnokVApY4N0gZfAY3j4wM2Yn8zc3S/o3p69uzZoc+Of85z5SSkSztznggCu98Bduq3wYeBXr/jalD62rKdnZ0dPeHWbcsWf3OlV33q6xzDJvmpq89rWw2Zsa1esczvvZUrdi54zPyemSNbSZtNpmzXeays6sq6WseOUcsaebt/ztX8Hn15G4QgUZk8rv07DsrecqZ+6zTG2D/92YogpR3nt/1R/8ZFfWTmgLajnXQsc8zSt94JoG/oVWfris7jZ9zxYkkbq5gvQXc89QcmAuy/+utk0kqf8Rvqt2Od88H6U+yfdul8SpGwrIjOSp9e237DrcXGh+5v5Oy41cW51TYcH9U+4F31pR5lXM2BJtyRpc+XzPU4JYa2PZisT5uN/U7Z1BMZ/OTKQ4nh987Mj+77/q37vn/nvu/f5d9jCvhpLquJLQg30DpRUpqg9cRx4s68HTAlXgK8/K8MOos4LEH0atI2+IjzEIQkIOm0e7vL2dn9SpUER53c3b3ebhkQnz5kxan1qdNOvwXxjoM6XxG7AN/0SzLTdRh0DejqMnI3oO5AkoyhQDbyX15eHhHXtJs6zdiZCXWVJcVV1NhN+m3GtPuUrYkJCDkncrvy0jZngHEbrePYoHDbtsNKYwBEE0tJWo9/ViCzUhy503a2nEaOjJGko+eBSQh1oBzRraDIlcRck3Hx9QOrbUq5DzMEJHZ5ar4Kthz71GOJHQkk/T91tGzRg787P1JMzkhCJU0z9yRJgKb/yPe23QbW1tvkO7L2fG3Q1T4k36NHdwTM3Gf6s4XWhIgEIvKYNXcFQdCVNld+xfnpOU1sHYcmG3nAU/qwulddXfSK0LbdPyxI39JzuO1yRYK0NUFpJ63sW+qLHa4SOU3I1ItxNm000dDuoiMBvTsfeqdQrk+JrkPsjE0mX7y2iYkyCrz7gTPWk/+1EROV6YuYoomZ8vYWyY6vkdUEhvI2gcqYd3sSnswpZdYOUof3TpvMMr5pv51skwj1SrGyN4Zo7KN9SxzTRvvWU/Fv5V/V84r4OU9WGNN+au9NfHOsyXzaW41X+6pVUqH74t9TebzyUGL4W2Zm27bt27dt+23btv0G/x5TwE9zaRCcYkbegOfvvWrxrsliwDRQxPELmKxHZyIhmDnexuDKz8xx9jztSgZ7lVDnuJLdrUipXycUh9LZMB3uQ9ozwARQCTZXTkrnHsCdNkIuEqRt0+CZoOS9jAbLJpfRbYKf8hnAMj4rQJ160kbkdNtT1ysgSDH4NzCVwNhv5ehsZQf2fd8P7y2MjkwcCPYuLr1+K3cAACAASURBVC4OZFTy65j1ynF+E2jnSamCQT87yGubK4KY+hs4GmizHc5xMBirt5m3gbdA/+7u7qB7VyAdr05KeV6PdWw1n27NFJyEdJ4iNfZbu3LLc/TpKoPkNn3Q3hp4hMQ3WO6+ODYrIuF87W2QTTCjf8FX7DtzKr9LGPLZK6r6r55zjlOvxDQYlmymXudMr25ap4S/V0icXyuQaTJEX7Tqx8y9XTtOXqd9aPvpQ49d5Nf/WU8/ndI2tc8mtvoBk46RU1/QdWvbM/fJCv1rjqfutpP0x3nng68cx9UqoYmWVb+7ntUYO076vVN2atEHR6c9h60/8rQv73OjD32T/W3y2nMkfe1tlDP3q66J06sE0GprbPyyOlVnp/rTiaiOu02obK+3kdpuJ3Btv/Xv9d12jjfh1Z7bhtK+fij68nvLvvJnT+Xxy0OJ4VfMzJfOzK+Ymf98Zv4Qf9/6kAq2bfvWbdt+bNu2v8ixb9q27a9u2/YX3vz9c/z272/b9sPbtv3v27b9iod26Kda0Sk2wTPQOCEkBDPrh0msslQStnb0TsI4Uid4zjFApR2Bb+SJkwoQsn8GpjjxOMMme+mvBE15XZFqULvSi0E5MpjNt812/oKYHPP+q5b91atXR6t6yidBsw8C/dvb28MrBRwTtzl2ABWwGbA6K9xjIBjSPtRJtrPmmnz3/hOBqHVElxcXF0fvMMzYW0wqOHYCibTVWWyJ8rZtB5K3ArjRsdsNTwUjibyBtUFgZ9B96I92mvNc3VBvGdsc663frrRL9HI898ZK/h2jjPlqG/G23T9JNnKafdZuU1/GNoA2cuSY57UM6kQ7lkw7rtqgpM65kyf59upoAxbnRewjBFe9pH/OVccqOtK+Mv59X1nbbdpJSR/0JT3XW27JbAP91Xlp22RW+u55q1VudRM5VnNvJavn5DM+zeIcknzohwWhzq3I43XxHfoq9d4JmNTVJMwHvUSn9l+d6NsijzrUTnKOdTbZMmZJhHLPqmMeeW5ubo7e+6nempB2Qic+aUVQmuho052s0Ec2nnHu9vlNdN+VWFBnufbUCmTL0yTlIfPTa3teWbSvlJX9WV+Trq7buGDbwRxisrRtP4xjqd8kUBM7kwHqsnGqum29248mtbax0ssp/TyVxysPJYb/ycw8n5ntxN9Dyh+emV+5OP4t+75/xZu/b5+Z2bbtF83Mr5mZX/zmmt+7bdvpN3P+FC2CWYOEjjCgeGadOdZ5u7LW9Qr2T61qBNRJ0FqumeMVQYmYgLCdeq4z8KSsthDmmiYpTfaa0JrVzvmCBldG+px24hJ2PztrGhAe3TYhUs/eqN7b5DpQzxwnAXJfVQPt9E3Q3uOlU23dewO8/REcKue+3z/y3tWeduYXFxeH7ZmrgB+ZDGYpfY7AKnbmPaTJ9koq/G6dEobVNlFtYRWgI2fk8OEjPhxFEmdCwPkk6VoF1fRBQpwx0OZsM8B1BUoEkNqN9iJ47e2gKx+UNiKjdhY990qroEpSl6L+tT3tdbV9K9eqm5XPkeBHzhDZjJkgW8LVfiB6NWGUNhwXCWLLKonohFiDoNiZdqBM6Zt+IvptENYEsOdb+u+YrOR3bJOQWoFqz/HTdjqpZ52JPWlztZU64+e9xvbXdhpcZ07Gbjxf22iy4YqnthR7WSVRVvO4/aAEbnV/sEkhsYIJi94SLvHpMXSerDBAznd+rpI3+jCTWG0nPfYrX9DX5bz2DTmeMW2fqN9wLPSx1pd+mFxyTuhLTRy0nC2zOG21umz9PRdSRz8QzLZWMa9L+5Vur23E/1fk0cS+9Xd8aZygnH1+J4wd75VPeSrvrzyUGP7MmfkbM/P18/pBNF/G389/SAX7vn/3mzoeUn71zPw3+75f7/v+f87rV2X8Yw+89qdMMXvTE9gMZAO2laO0rpn77LYAwmy2QURildIT+FTGLLK4naedjJnXFAlUO+9TWy06c9X1SAD7fAmjwafJVdetLm1j27a3nv7Xq3W5NkFdh2Ym2jGTfDQISBGQGHgdj86sGZB08PkMkIn8OT8Jg/Q733urosE0bd/e3h6BkrzEufsRMKJ9ZHWygbigPX3PtepD8mp7rVPBzPn5+VxdXb21wqM+tSfrjE46oSFwD6DPdQGRPtG2AU/f19RgQABkOw2uGqjHJp0vrRPHfWb9wJgmXPqGJrjqfuXLGgSfImKxs5CpJl3OuRxrGTM+gn59VevWMbM43yQuKYJidyu0riW5JkCc37aZY67MrsC+fmFmDg+EUg79t/3oOhs0x371v+mLpFZ9NrlsH9QJKfvTc3y16qasPnjK9ntVPzpdxbwmPj3eOd+4pS2pN/vrfDdxZn2t9yYukdtxa3/j/7aVZJZzvVdjT9073nqOr881xj/Jpv50RVgkWe1zU3rc2nes5DS+RmeNgWITPdcaV3USYXW827YO50jmSUrjpK7Pdk1EeI07NLqP7Qtar/ZBXWbM2p7Vi76x46SxoBPXyrPCodapDk8R3qfyfspDieEfnZmfmJnv2vf9/9j3/f/y74uU4bdt2/YD2+utpl/y5tjPmZm/wjlfeHPsrbJt2zds2/Z927Z93xcpx09KEQwIhHSi77pXSwduAPAhJn2NDthspcSm/6w/dWSS6uwSSA2mmdAhqalr5m2AGQelUxFs58+AYyCKbDocgfOpVYB2YAEKTVLtu0HX/ndQ7sxw6sh9bHGY2Xra8hqsG+D2OOX81QqeK88hTRkTH6oi2JiZo99ii953IQh4+fLl4Z5AdZ8tTwGmjnPGujOpAf4Gg1wfHceGtNPUc319/RbA3ffX26tyfYPWvKqjdd5jJ8GPbk3EaNf5jC5Sf4Brb480GKa+2JbgJmPj/9FDnkyasTFBFDDf23JXdn4qAPe8W9mi/Y8MDRZMIml7rrw6xzJW0a/61vZjB45XAzzr7KROrulVaYtzNzLo8/SbJuGsS5CT/q9uFZBYxBb0TxLdTmhIcASb/WCQTuo4Xo6lyYLertcJsganxoOVjTi2zgvnb/rrarul/Xxvd21/3XM7MkWPJnlaTvXQ/t/En/W135s53o6fMTYOpQ39kaRGsmBfVjKYUMh50dOKvKsT7XxF5nOs68711tFj57hra9psxwTHO/U6f1sftpNrlc2+G0ObrJjkSj2OgXpWBya3VgQncaFt+1QCpPujX3Xud7yyH/b9XQkA/cAKI3YsbaxnvPD8Xp33/CQauu/+f0ovT+Xjl4cSw/97Zn7GzHz/tm3/8bZt3+jfF9H+75uZXzCv72H8a/N6y+rMenvqEqHs+/77933/qn3fv+qLkOMnrbRD7YBpdjbHZt79sILeDpXAvArOAc5muw30EqBt245WYVZBWWdkQG0CmeKkb0epg7BfBuR2EAZg61ePEhGDmCAn+uunlFmvYCw67YeGNLDS8fpC8bxDzjbTjqsnriZ09vTs7Oxwv2QHBPWZeldZUsc5dRr8o1tXuRyjPBzG9wGmrX7oSY9TgwlXof0tfZJEC1QagAXk9oNkHJvoWV07furOQHZ5eXmkq1OgRfvolRDnWAM5wU6InivY7T/yPduB09dVpnZFaBqM63tyLOfFXvMajPwf2eMrGnTpk3LcFSbna+Tr1as80daxEZx3YsJ52vrO75Encyh2o79poDtz/w4yAbL6S38Fmn3ftUBTmXOOZKOBX0qv0iizT/VtUqAMAsXVinLHB5MLrkqrnxDYVTJQeTuBpr9tAnx2dnYEoCU7q9XAtOsYqddcewq4Rt/6yfZXxkOJin3sMZWkWpwDbec5P+MgEVev2rhtrsbB+ntc2rfoz5rY6Hs91hhG35SyqtNtnKmz7axX3fLQt04oOS4di0PITI4qS+sohF3Z4i/8/e7ubn78x3/8yG7sr8TPhwXFB4i1ut/WIdFsEuinGLB/c9xWfV+RMe26cat9W2E8/bLnqqtOZtnv1fen8n7KQ19w/+/Oa2L2i9/8dfldH6fxfd9/NN+3bfsDM/Pfvvn3CzPz8zj1587Mj3ycNv5OLp2RyuTMUz4NVgkAvfoxs75R34dAdDDIpDcwdhBowpY2fVVEzhUYRa6Li4sjYCjgNXOrAzJwJ3DoNHy9QdoRVFgCNA0sAUXpUzvJkAfBfO7rS50NdNVXAsHV1dWRjO3EMp43NzdHJEU99HUC98gZe/Bc7WjbtsNL0lOvAcfMao41GGy7yfbQtoPoL9tFe6te+hrwnpVHwUjfA+LccFur9pN2BUkdSGJP2eopKUp/8pCG2KyZaWXqfkk6o2v1alv7vs+HH354OEeil9dsGAidvznPtg2gAekZo8wbnxIaG07dDRTz3d+cH87h3jqXkjmqvjNGsd0Ux8qVv+hRG9T/3d7eHn4XrEj+9Uc3NzdHYFHQrQ3ah/Tbc5sk6UMF6PEt0Y/23quYjl8D6vxv/53bAsVXr14dXtfThEo78EEkPf5NoCQ3K1+knO4MUKYmXLGvJlBp1+v83digrSj/qSLhzDyRUDpO6Yv9in+UeJugMQ43iYmuMpfz2qXWX8aoyVJKx9j0K3amvjoWRwZJXexa/+21HVcj32qVrAmTcXY1xhL7friNthmd5n/7KwnS/2dc8+eYRAcmfBxvx2yVnMk5JpS9Pz791k72fZ/Pfe5zJ+OpBK3nXM5bEbxXr14dkq8re7UPmecm9Y3dnmtcs03jgfO//WkTb+2siaXxxtV269Wn9hg8lccrD10xnJmTD5752Ou427Z9Kf/+SzOTJ5b+qZn5Ndu2XW3b9mXz+r7GP/dx2/k7tZhJ6yyKEyUBqLNwKZ11WmVzUiQ9uSYZ3SZSHYhmjkG7BE5H1hnpbXu9Ra+DlM49fTZrLRBI3alXgmBfU3orollXnWnOVafReT7VuTI0QWynqx57RaVXTR3LDq753q+z0OnanoFK4imAkGz0jezqUpl9kIw6iEwJirElbTtBqYGhwdc+NhAWcM8cv6tPmdq+QmB9omTqN5AbfLRhz9cGemwaKKRICqOnftiOc6jJaOTxOoO/AVkC0P30ybs9Z5oENuEXxHtO9OFv0YXj1aAkxaSXdfgwLfWQfuaJo9qP8iif8kjsBOdtzz3GzgN9QNpN36LjJAlWpN66e4UyOlglSDo+WEf6k8/ItUqiRIf2tX2SsvT2Qu2vV5Zji9bXuu0VaG3IOdI+qPtuHRmXJmWrGNl+zXjbsWzlB2NbAm5twdXR9nXxx+pXv9tJAT+b+LmC6qd+xJ0FrYfWXb47x9XB3d3rlTiTXq3rtsmem9qSxL7HVTygvdhvx2FlU+0XGxc5h5VfvXTpud/YSBlMGHmt88EknMccE9uwfQmv7a9WyyXEOWaCrolny9/xpPvZxG3li8WzjftOzVMTFMrwUYmgp/LFlwcRw33fz97195A6tm37tpn5szPzC7dt+8K2bb95Zn7Ptm0/uG3bD8zM187Mb3/T3l+a1/c1/q8z8z/MzG/d9/1TlyIwYHSGyODdmWpvCneS+mCL1d/MGmxk4pkxNEgbuM2GRabcKzdzeu986tEh2G+vVTcz9w8tMTgaIASzBoOZ+6cFtt4DDA1k6jQgIWOSumxb4rraJplr931/K1NvtrSdbmfLzZDe3t4ebTs9BcACNnuFVGCXc7L9M+RdotzB8vb29nD/ms46gCht5aEqPqnSDO62bUf3ImpjqdtPAX7a82E2kbuBh2OXug06Wclx7JwP2l3aSZE8eB+wuo79BqidSvRENw2ClbXBhbpaPXBF/5DVO7f+Katj4DgJtmMneTH7CjDk/JwTW/Ol7gK+TiqlrrY/gfjM8Y6A/Jb55GtH9DdtZyYSBFD6tug3yZPMR1cpGqxHFklBr0BoTyZA2taci4576rRNY4dgX+Kjn4h+MjdWmfuVjSQp4xzTzjpJ5b2KnZxK/Y5FSpN1dZf51HMkY+n5EnqLQDP+PtdHxlWSU5+W62fmrRW1FfmQTKb+XCtAl1RkrFOfq07RQ84xZgjatWn/d3y0M+0j9URHypk5bLvqWeJrXepfe7NuY63yr0jCCud0/ZKM6DH+w3mVayRQtue4GAP0ue0bXTXrmJq5aaxKW+Iy7Sf9OTWflMF5oMwrOTxnNSfVadrwmibE3b7H2wev5r/z1nn+VB63PHQr6Rdd9n3/tYvDf/Ad5//umfndjyfRT37RcWv8AoDO3Dd4mLnfcpZVBe8r6iDplgFBzcwcnZvgGPCRc5INDzBPcFkFgCauTvoOWIKsDtDpX28h0sno6NNWAM2LFy+OnJj9b8DW5Hr1aPzVNrcAb8dNcrAKZDnu/VAZQ2UVkJodjy24ktQZb4mlf4LLOOi0HfncrqLd2Ud1pd012Be4J5HwwQcfHNrMuAeAK+O+74ctisrvfWYGmGxFDIE1cNq/ZMHbJrPttRMOvoC+kzOSoOjVOeb2zIyX95OkzrY7xzHf7XvOW22/bHIsEdCeldMElMAjfRA0axcN+AR2/m4yRb+T0sDC8wT+thXSGXtdbW23BMC7oyDnSPBNNFmyYtlyaO/6NOeNWwl7lT6yCthiW/o+/Z3+07GRnOnjBXRtB66ipt+C05Re5e1Vj+5TP8CnSWvbYfc9ba4eyuNctE3jxKo++xP5eqU27aaYjOmtdxI0x8Z50XakDUq4Iqu+xD6lDYloJxmN100yJUcp6ikxJW3mFgD1pX4kb+33O6Gj/+w52PYTuYwd0W3mT1YxV8mDJlZNpCSIPUf698jc5zhmPb72wXZyzHmb+WgcMzmh3D1mytsyNE5a4RFxUPti4+0qDmV8HW/HJzpc3Qakzuy/STf7qJ6eyuOWBxHDbdv+9Dt+3vd9/7r3JM9nrnRWsYN5TyYneYoPMnDrYH6LEzZwddYymT+B44q05tjV1dURoIhz0YGndPbISd9gMvJIFALucx+Nusu1HXgCyLzPJc5WABXd+79BPfLkMyB35QibONnHXpVJ3Vn18vzOiK6SBQLW8/PzA5lZZfgkd+mr49tJhRWxtT6vbfCWzxDbJkdnZ2fz/Pnzw+PSzZQ3uTUzv5oH2oXBP2SvSVHqzTY/Qa1jc3V1dRSAYtvR7b7vhxWxfb9fDRaEuZXQ8Q956wCccVSW3uKszjPPUq/kvwlc20RnbiV66UMIkjJJsiOPNun9rrmmdxzo1/RnriSrl9yPad96rnoPrWAmyY7Ik3b1ARLzJhrRsSsiko1t2w7yNYFShlwrifa3nN++J3Uog3aQewrVhbp1nph0yv/GiBR1bNLGonz5P58rf+7ctc+RN/YowVPPDV49X/Au+Pe6fE+/vfc9YyPZ01a6372L5NT9gsam2Le2HbuzPhOCkdl7yS29OqmM+okep9a9tpzrklCL3B3PUzo+aK8dH7v/Yo7ozWRK5lXPvZwb3Run9HnK04koyajjobyNKVa7tFYEZUXOxB6eI/bLfNS/RcbEEudsY7eOF9pA5NFm2i5athxX39qU86cJatu8c9O51fPbsel4q6xe2/jkqbyf8tB7DL9mZv7pN5/57v9P5WOUBtgzx1vpMqkEZJ63Au0zc+RsAvbSVgJ9QHjA8czxdqcGWDPHGcs4q263H3HecuoEBC4Bca0THVkchsC6t9l6L5/1N5heBWkBZI73w1TSXwGHwc1+C1wN+LkuhC76DsizboliE9DYUOQU8Ap8274ce8FxHG7sYUWom/g7Fm6nVQe53q1feRhIXh0hQe0g4Gfk6qAlwQ9IMDBGxwE9tnFxcXHYVtuALnVrE23LbuXqFXbr7PmQz9iHcz0yNvhukhDZXDFw3FeJENvOnJK06G96RSIyqBNXFK6vr0/agsme9ClyuOqUftvnnBOgnISA9tygIdekrQZ78ZH6D32ORLFliZyucOs3V2DJYw12c9y5LYiKflb+33FwPgq2TGD12Od4PqPj1Jk2mog0wZeo+bu6lOCoD0mhY9FtSfz0CSlZmehVriZyK5Cqb1vF1tZ5J2H9rs9x3BIjta3031gX2ZoUSmRtVxt2zml36iz1NCk4pdcenxX+yDFl8Z5nSURf1+0ZPzsGth2eImvpexNVddeEd0V0Zu7voTeerOxE/9B4QP3YNxP31plYoq02lso5ym2iVVvqcVZHOb99e0rHjda/fWs/2PgyMndCZeb4PtfUvWpnZX9P5f2VhxLD737z911v/v6Xmbmdmbs3x5/KxyjtxMx+Ssz63CaTBufOrvR1Aq8ASLNPue78/Pyw5a/Bdwd/HZLOM7KsQHX+76ybDlcS2UGhV+dSAuJcRWrwp7Ps4wJ0QZbX6UgN/ILDzsDlHX4pvSrqGK3+MibRr2Qt9+ql366Idd/yXZBmIElb/bAQSVZKwJegy/6ZqTXACVwFagFJjovn+9AWg7tgSdtya6v3lJoQaYLQxCFypX+CJmVMmz2nlP9U1lSirs0YbJ3fkjeJgk/qlOSH8KVNybq7A5LEWJGlJjFuXzbI973EDQbThjbQZNzfBEQ996ODnudNLB1T++WYNXkOSejtltanfhyn9t0NkvKbCZnUI5HNtU0uJVvaqrKdAk3qQDKd4iqQhC1JxXxvctE+c0Vacs9xdKw8DfabrLYv7nOaHKe91kkn+FJP+tfJMeeibaqTFUHqlSvb6GRny9MgvGOwMdY22t76u3Xpi3J8lbDJ9R1P1E2TOm3IXUgtY8ZO/3GK3OS8jtmeo5/PcX1C6nVF2US59XXpuR2b65ij79f/dSz2aefRV2J4989iP5rA5TdxnPFNmXreK2NsVb9zShcrEpfxNNHUc7RtR+zUBLD73/I8lfdfHkQM933/mn3fv5a/r5yZXzQz/+/cv2LiqXyMIqhYTcaVk2hCZWDtICCRkNh5TheBUk/CPFZf8qYDaCATpxSZzcbPHAeOtO2WochofyU06U8D15AbSbAgJufY1wZFrZ+V40/7jpdAwH6pS8GdZELibta77UOyJZC9uLg4rMblXFdDXW0RrDbB9lUD0YPnSKbsc87LQyj6KaORXZsMCe3VBe9RiA4lA7nm8vJyzs7O5vr6+gh4rTKpjpUZf8l3+p9+a4eRJYDCbYTatcf8LToQZESW3uaT9noFMDLv+34Yp161ytxsctXkQtLouK/sWeBqfcpjX7Xt9NGEjSBvtWVsZe8Z116dzTi1rp2rke/DDz880lHkdM5nLqW9yNsJo8y/yND3ijXQ9XgD8IyHoKkBa9ru+toOBdsrIuFcFsSH6Ah4nSf6WAlMk3cJSAPvyKev76Ie2w/NHG+L00fGRlYrkJEjBFXbMlZKHKK/FQBfxTxLP7hkRcbUpX1TjiZ6Pb/VaZPiXhG23Y7TFmOuc0cyrM6a4Blzcm33p23W0smilX5TUlevqqdok9bduKGJsfUY31bnNG5brWo37mhfad8bR3l9jonnjOPRQy88tO21jzmFCyV5tq0etC8xjCRa3ShPJ4Ltc/f9XXbwVN5f+dgPn9n3/Ye3bftLM/Nvzv2L6Z/K30Zxr7tOxkkQpydgmFnf4K6D914SnUHq816ynP/8+fMjh75tx+9WSiC8vb09egdfgm0AkkF/3/fDDeJm3vf97W192Zalwxag5RwzTi9fvpyrq6sjojBzvE3q7OzsKHvsKt3t7e08f/786PreUturBT5R1GxYP/Exx9N3CY1O/vb2/sW4boU12MWZZpzNdKa+6D/376UuA9/FxcXhfX15KE9k6P4Y3CJL7t9bBfnYnyujbo+NnK5S5T4pSZBbaNJ/VyvyHkWJ6b7vBxKqzUeetJetjplPkcV765xXWTlP333IkPd39XbDjFk+Mx+dV+rAczM/2x9IhryP8sWLFzMzh225tnN9fX30FMm0px2m7diP79zrFX1XXHpcnWd3d6/f5xl9pngfrP3KuKRPEl+TOpLDFQnrh0e5Up058MEHHyyJWh4ME/m1U/ttP3NtdGGfXAmIzfXqY/yYCYVe1ZLw9HUNuCULmc+9ctbkpwFnZNYvp0+rVRt9pP4gvuhUMf4J6tVZlxCTvrev9eN8a+IR+e1LJ6KaYGlrq/joA7RWCQ715W/tvyNfEoOuYppk0KdH3t4iaSLW+OsujfQhfYzejEFNWtRfjqnXHuO+zvNMDjh/xEOSryZXjlH3WZ1pBxkPt4emOLY5V51Gz9q7vsiErf23fgnTipCbLOtj6tUke+rrOttuujjnVmPSCxCOk9eu+qXuG7/0XPL67qPt5Jqn8rjloQ+f+cY6dD4zv2Bmvnpm/r/3LdRnpcThx0n1RJu5B7BumdLB9QNlzMI0uAipy/E4xc4mzcxRHR3AJRtO6JXj7KyQoCTX5zxJQRO8zkLpvAMe1V30unpYjQE8T1Y1a+yL0FuH9kXwaFBy7PJybR1p+h2S2kHarXYhcoJU+2Pgvr29fetdh+mvunT8T+lWQGJ7GcP0ze13eSqkuor8ka/v+4nOr6+vj1YpejtMk9TYW8b0xYsXb4FF6+qHNQSICt7TB+9FFcgIFnNfojJq950xNrHT8zN6TL8i02oupT8r4h6bkrD29lIfJmK9gix9gSsCOdb96IRM6lwBDbdL6Ru8RzJzIOBYfTnnZo5XkPr+tZwfHaTO9keRM21Ef95r10kdwboJpdi85KBlFfD7tL4mMPpVfWLIUYq+X7tKm84Z44AE13HMeY5bj6Wky7hkfZGjt8tbmmAKDrWz9C3vUo39dnIg9hLQ7+rbirg4b7sP6rePGXt7HBzftKGeXIFtstOkJMd7jNpmMx4meBpoN9nJOOdck8lNUnNMEN/90z9lfOI/+omeytUJlCZLxkzHvn29hDnX9dbS9KntThyScTA2ps32u0mApRhfTRo4PiktR8+zJkTO49WCgn23zysbyNzJHPFck0a5Jv7Aum1f3+QYafvq19I4K3oSS+lfn8rjl4euGH7TzJwake96P6J89opgPCUBx8nm+avsYq5r4pOJFcIgqJ85doh5AMbK2Ti5Pd6ZpZWT6zp1EFlJ7D7EOQV4t3PTYa8e0oWcxAAAIABJREFUNpPPrJQIRNWZerVdgVMDLsmIY3jKATd4aPIehxtH6Dh7XoJP9Jwne/p02AaeqTd67BfUB5RqB00UJYf9Wyc0BGkhhCGFEo9sHW37DKmR+OS8zsKa1PB6yb1Z3CbnGZebm5t5/vz5YUztj8HQ1R4DqOAj57uicXFxcfSezwZBzjHHXzLgHDKL73zpB9IYQJ0bBv5OFJmoWK1+OxecT2332lNA9QoENeFMMdllO/a5/Z31C7Y9Vx20P7Kf0aVjFhtzRVf7tC3HMN+VZzX2jkt04K4An0Ca6yRKjqFjEj+gz2+SpB+KDqwr52TO6dN65cKySgSpZxMWbQsdK3p+2sf85j3Iad9+OI9SVvNKQpnSK70S494NoNwm9NTTinj1WHiNvi/24Nzo5KIr8/qWd9mKvs7SvskkicU4kV0Y6W+KvqljywcffHC0IyN90c9E3z13HauOxY6ZcuS6TtQ5ppYVcVslT1LSfxMjTZS6rORe4Yr00/o7mXrKPiTY2uqpedx2vUpe6Ks9pu4kisZR56Tztwlof38qj1ce+vCZmZmt/v76zHzbzPxrjyDXZ6Y4cZ2sK8Di+QEGbpUygOY+ipwnyDFYnwoSDWp669RqInfg70xQnE8D/PS3t4Hl+yqoGeQbCEfmznxF1pVjSz2uEnXpzKP6anDav0tg09ec22DXMbHNBvQz9/e6CbI6YyygybHosMGYD52xL3HkucYVxYxDglNAS5ITEu20q+0a7PKb4xSAmeubQBmUJLRnZ2eH69zSqNx5711IUX5v/RiEQxC0i+7DzBydl2MCNb/HXjuRkPY7SSFQl2g6dvqD29vbA6DKvav2oRNA3vMYna98wSqLq5yxBwHAyi/kOhMVAvz85hzV7zWId6eA+pAAmCRIMsKxz6erwKkn31dJrcigPI6/pYFU5kv3Vz+Y61LfagdG9Kd8riqfIs5NbtVf+9OZt3cmCC4biKevaa/nuitp6lD/1H75VF+MXw2mlW1FjkyWdB0db1aEWrtV3ta9tiCRy7X5bNsOEWhQbR/STsugLIJ052bX5/FOaulzV+Pj2DjnEyMyVnk3aK6J7MZ+k0w5ls9OIjRpExM4BvYzpWOb/TXJ0nOmiaS6dh63rE3SHB/1nnnSuy7c/ruy07b17nPqdW72+Oln1adzvzGoY+Q4KUf6tvot/T9Fop/K45WHPnzmbPH3s/Z9/3X7vv/oYwv5aS4rZ3rKyUqEBMICaF/q7cTSKQcI285q4s/cO5jOcLYz7SxyHOHM8bt2lDvnmokWLKf9zgDnuEEsfUt7LUsCr+2end2/jsI6JXGuXhkAV6sQ6sLAnD9Bd78eQZn3/f49ee1YI5MAUnksab/14vkJyoIEQa6BVeDVqxB3d8f3C6pjwUF0m/NXY5dxiO4FP6nHPkpo3cYXEJCVVeeEhNF5NXP8yPuZOegn5CrXu2Uq9uLL1g3YBup+LcmK4AoMAppMouS+R+1VsK3+s0obHfnwDeuU8PeL3lOX7wyUnHqs7yOM7jLHY9vqQNsX0DRAsl/ON+27nzTYuvV/7bOBe/q+WulJvZ0w62tzXH/aADIPi2rCoDwr33Z3d3fYut069Ji6zpi1/qIHdat/yrg6TyKDes7vTRitO3prOR0f7crESf5PPbaxkkvgqT56m6DjYizTx6VPkrIVGWjiku8d1/X9naCM/v0txyTR+vGOiRLVzKUeV/tofU04myibkPA846JEQfLjvNGvqyv70OR/dV3bw7ZtR/e39oqs8z71pZ0maurafnmOMhvDPF8/qUwZH1eh1XXjMsdSf2my2Tm5Si60b2xsad3KvkpOtT1JfE1GiTWtO21Zn7oyDnTbT+Vxyt/OiuFTec+lnZuOapVBESDoiFLX5eXlMvPYL4AW9DaAyHUGPwlZr6D4wI/I34Fb4prfOmDrXCQpTZ7aMatHg4mOLAFLxy0QUl8JeK4qGIyatHSgMUupU1PXOk4DbMYgwD0yNNlJwAuIDzHqIBUZ3cpnINEpO3YdBARF2k0HrZyXNkKoZu5XOdVX+p1z0q/obZVdbFAhMY4dhjS7ymhG8/b29mjLUvqfpIpAvYNb9GJGvwOtuss8Eowa6GJrjkHGXeAQ/QkEneunAKqgIPbpPNNW1VdvzT0/Pz/YpDacccix/HXgliBn9Ta2byJLIOxKcdtbSsbJRIAAY0XOrKPvQfM3QVjPmRW4z/85PwQ7Y5vtzK2bBr2t13zXZ+qnPXe1I0RQ3OQ17Xe9fW7PxSYvXW8TFGOO5CN1NaEOyI09aBdtZ006VnrQbvXXIajOQ3Wa49pLk5NTc1AdGWNyPG3b5x7r1XxrwqlvS4mvzjieWlVuQhQb7XHUx1m/+lUHkcV2I68Pu3Hni/bXcb/77s4ek1DqsMdJG5WwRu4c82FoHfM72dH9TV/SPxPL3gfdY9C+K2XV5iqZEt00EbfoK52L8RHv8tkpJgNOJWbUq+Nonx2zfK78e8veun4qj1PeeY/htm2/5yGV7Pv+770fcT6bJQCoJ7wPt5g5vp+wM4UGnw7gPUEla6knqx1mTW0jTqCDZM41wOngDML5jBMwMLTzFnB0wLOP1q2uPvzww/n85z9/AKISlsjoipv1u6oVpy14dNzi9A0cEq6Wu0FM+pm6DMI61Jzn/Wshg9Fhvx8ugTJPbTVTeXl5eSBCr169OqycmtGV/Pb4tjNvsh+9p48+VKfPzzjmfsn0tQGjbea3Z8+eHT0EJ3asDVlv5lrkyzkzc3jq6MuXLw8ASeKUsfFputqohLbBogmI6CQBOuOSYN1PzjT4595N7yl0q2X+77kvwHQbV+Zjz1UBWnQfoJNxdaxil/ZTn7QiubFhE0YpAtq03U8ftDRAa3/XYKIJkImIzMfI5cpBJzOU2TbSf32Mq76OnyvNyub8Sv322zkigHNMTQzmf1eJV2Q4ek9yxUROAzrjQYNNfXqOq7PMryQGfBBPVsm1abdmNxnVV0RP+mN3cbhC6nUCXX2yMS3Xek+X/Ulx7jkH1Wfky/GuQ5CvLqLTJpptg/m/SW3Hk5X80YF21PWrz/TFZGXqUJYmXD3/JH6Spo6pytpzwrYy7it/3YmP1G8cdRw6WS5ZNuknLjBRlHjsmDQh6/GL/7Nvjp9+WsyVzxVB7LhqvHC+afdtG/avkzrdTvyBcaXji7jOuGFZ4dun8jjlox4+8ztmTj50xvJEDD9GEVwILvNpcJs5dggNuOOQmph4zszxayk6c/r8+fO3rjWoGUxm3n43n/UJ3nNuHGQI6PX19VGQji6imya4Bv4GcmbBZmY+//nPH604GKxm7kFekx+dYBM39RI5JJIrRy0QSx+aLKxKCIjv+DM4S1TbcXcgkXiYbXf1tgm9OjMBsKp33/ejJ0nm2jx4Rd0YrCUJntcE7vb29vDqA4NHbK5Jt4mKJvbqKuAzdd7c3My2HT+0yDG137HjfI9OI3c/vKLnQ9oUEIe0SRpsLzbkSuzd3evthHlyrTLf3b3ectoJplN199xfZXEFYU0SGkxpnxL3+JBOWMUmOzmUFfToZfUKBAFqP4QkfeokmuPYcksQBVfagwC/V/0FQ+0vGtj4So5cL5kxDjhfY2P65O6H462OJBU+iVY57E8/BCS68JxOsqW4BVOiY1kRH2OheszvElvlaX/pGHasad/fSQj1GfvsVUP7lXM7fjrmTXLsV2TRhxgzrEOwrTwropE6bfdUEsf5uJLR0n1uOTummJDouWVCwhU0/VAnA1b9XOnbfmQMMx8kHG0n+kz1YgwzqbWac/ZfMpXESz+1tG3Hed99dSxNMFjin8Ry6U/bu0RuNc6xiVOYRB8R+zKxYRJTv6M/UtZT4/hUHrc8ZCvpduJv+HwqH6N09kSQ1c5eJ+lkFDxYnKgBY2aqBYQpOjOdUAemBoqr7Woz91sCU4fgdub+3hb7mvrflTlqh6T+Glhat+RO0BBH6Tk6xjjzbNXt4BTH7msCJFoZp+g/TlKw50pTig49dTU5ayLXY9oAscF4r2Qpl4C8H1bS9ZmJ7exr26cBVZKW9nulRnLXK0uOWfq7AkvRmXNCUpgAmfFc2X8DfEm5AW2VMPHTcVO2zqhq2xJlSU78waq/2qKfEhs/G/jnwTxpI+PTK9Pps/NZQNhgIde6PdYx93z7Ehm8v9NzMgbOudhlxtv2tcMeU/Vk8kydr/yKvks/m+LYZdz9fTWG2nTIfuap57ZNeU77sxT95Mzxdu6Z44eYdZ3GIueSMSzF1UDtzvmfsoo1q+Rfk9j48lzXtq7/sO1ObKyeSKkOTZqtgLi67dIxv8fWa43hkq5OTMRnrfyMBFcSJ6E+Bbb17bnOcyNjJwVWfckx53fbfnywc8N2M3c7IZFP7UvCb/yRyK/GODrrGKOe1IPyWlYEOdeuxrt/z3f12SQq52QMtHeLCbrWmwm76M5zVjhIHeScxqz20XjgOBknjaXikxUJfiKHj1/eSQz3xUNnZuZXzsz3zz0p/O8eW8hPY+lMVIOplARfwZJkK8ecTAa9mWPyo4NueSR0p8iFe/h1wJKPyNMAQaKUc+2nTlzHaV9tQ9lWGTVBXoCnWSwdmxku2zYQRY86sYCIAPcGhpJ5M4UZjwC9BjJpTxBjcMjLzB2LBD0Dbuo8ReoEyjk/IMPXhdieY6isHQgE064Yh1xIFPIwFcm19TWRzHja/qtXrw66tH+OrXbYREQQLLiO/bit5+bm5jCukmbnsnpJyfzx+LZtRw/BcYxWhCTHtWkDb/qrfbct2UbkbttwZc4xzRg1CJccWNf19fVbyZezs+N7eXJuzy/9Yuw749rbrBy76C3tJsEhMTCBo38UiEks2w/p8zJn7Etk7hVJs/P9wIgGgU0QXPV2DrbebU/CZBsZM+dG688tjpG13724Ii0ZV+VfFX2h4xiZ2qYiQ85pAC5ZN1GTYxL2jnEW54s6Ng7mz7EyhjkPG0RrS8aptCNJTel7EDvB0H2QaBn3jbFN6Fbx79QuAW1lpcfIpn2nffvRMTyydcxKP61XP7uS8VTC3ORfl7Ozs8PukY7Hyp6Ys+q79TsXOmanON4mGe1b48P0Tx8SHaX0GPTxd+lae3acGsOpI+dq/Kfyawsr39dzKb7BfjuHnsrjlAc/fGbbtn9027bvmJn/fma+cmb+zMz8sn3f/4XHEu7TXAwOToh24p3Z6pULA2ATxbQj4RPkCCZT4pTcdmhbrgrMvB04cl0HKsmlK1P2P38SmwY8rorlWkmHbbTTkuS1Y1MGs28NqpRTHaeu1K2DbyLcK1Le02i90eHl5eVhRUYyHhCVa6ILV0A8ps6iLwFe+iK4zbVp39+9pu1S0GNW0oCasT4/Pz96j2bazlj0NpvYWf7v4OP45li2tXpMItEPqzmVUc94ZrtpA+OZORCeFVgzOZHxcLXNwBiZHPveFtrbW21H2ZwP0XlKfksQThu5ToLkmKh3QVTbgn1z3kvOMy+0lc7aCxB8ymxvbRe4urqzsntX7fWFZqzjAxpw6UtWOm1gmT7003g7qdVxIb+vVt30ST3Pcp42kjYkYtbXSZG+l06Q65h0gsnxV06TXI5B96dLk1dfq5Pfu23tN9cpt+MQm+mxfJe9Wn/GaWUr6rtXX018qffInNiwsidJhr/ply09F7Qt50v0E9mV3zno/Owxsw0fWKZfUi7vU0yf24Y6nmrn3faKoOZ7YyCLvtdY1Dgs7ef3Jl6NfVYJR/Xs3G0itRqT1psl1+vbHPf2eSmOv7aVzyalYlXPTTvisf6tcZ71Rhbt0/ZP2fdTeX/lI4nhtm3/4LZtf2xmvndmvnZmfnBmftW+71+97/v3PLaAn+ZioFltKWpn25OwwWGK5Mjlf4OyDsLJa1DTodiOzmrfj1+tkPoDwnWaAoue5G5Vs79dOnh30OpAF8Ar2cunzrFJk2OkgzNYOGbtNPNkS/8EETpsx0nSmIzaiuBGP/3gH8cgMvsKCcexAVPrMd9dhcuq3srhq78OWE20OiHi6lECqedFRvUnmIsN9kMcWjc5Fhnz277v8+LFi7fIqSt0sTkBZoML7aFBdYh8ZFBnyhGbyEN0TABYZ+QzkWTd2ksneAQo+S06zHh770vbiyt7K32mCAT6N9s+Pz8/kO2Z+0y2/RDIa2s+KMgdAT2GtrkCi9pnVqQimz5gZv0gmp4DaS++IP/Hz/bDWgSFK9kCVnv7Yu/WMDGnfQqY7Y9E3hjT56Vt+3YK2M0cby/VjkwyxR5XW9m89zYl5/kQLkmxsa3BevpgLLC/+hhXKtL/Xv1Pe5nTkUmddQLC+4c7IeEYtD57DLULfeHKF+k/Y9vWYdzI+f0wPHUTOWLHrcP87nnqv/uuXN3/lS5SR8bIerxG2zS5mGtzbvSRetrHt79XFueAdty+K/YYuxO/eL64ZEXUWx/dV32f46KdGm9avp4z2mfXr66My46d/Vido69qAmtscHwdh6fyOOWdxHDbtj84Mz8wM//izPzlmfn1+75/xb7vT9tH30NxWX4FhDoIZfLEQZ8K+Lk2jqhX6maOs7QN4HOt26tS50qmLk0mO+vT2w7jHOxzBzzlX20LXJG5BOK+N2uVXb64uH+/WgdunZfBKOeZ4VwRyVwfneoIQ7JyXmf21HmTKYOc4KWDvkAy5NNxcDWoibPjKeDyiaghEdpf+ul2PvsXmZL5l2SHRBks1F2PnfYQm9DmBSOSYsdLsNqgS+J8d3f88JNeNbKPElxXEtLXtNm2EtLg1uSLi4vDPa6xhTylUcBmUkH7sF1XRlfgJ/Ken5+/leDRF2iP6Z9zw3FL//rBQJFntXVK+QQG+S7Zd5WngVWDXMdf4GTbuc65Z7KjQaAArf147zhw/szMW2RL2azPOb1aWbUPDcr0SepRgJ//VwkvV1gEx61rr/NhJ4K6Xl10O6k+wERB+8L2WR53Ds28PRecL61zY0naWCVtV6Qjnw2EjX8pK9Ka0r6nr00bXc9qNc6++pu+UJ+qb2sZ1U/bRfti/YNJgcYSymPf00fbW61u97gos/bUCaN86gvVb8dicVFk6cRQPzRHnTtmq/NOfdpP5Uk9+oomreok47D6fZVM6PYdJ/XRvi5FWRq/+F2f3bbQc1ubbxz6VN5v+agVw980M/Eaf8/M/Gfbtv1Y/T294P5jlnYCDbo8rmNKkNfpCnDMSuocV0Ao3xsQz7wNOtoBRCYfw95Z1xUgMzO3At4pK4cgyYqskuEGZA1Muy8Gsuvr65MO1j6rx9ThfVQGtybnPjwmT/JsILdKEKhXdWjpFRvtxzr8DPg3wLv3v4FS2okMvVocm7y9vT3cp6G9eo9dSKrgPud21ja6X72QPrbm2Ap2tJfIkbFpfeR8x0+Alv73k+TSp8hzipR0ljf1+Fj1nOf9K85Nv2cMbEOddzIl7XufW8slyfJT4th96mDegK7JryRJ/ZkUEACubD5PlW3Sqh8R4KUux17bim9J+9GR4+925JatCZA2KtDtbfr5PXr0KcACP+vINSmSgtWKsuXUQ4Jm5q3Vk9Z735uVubfymy3vCgx6fpPXJsHtd53TjnN0brLKWxw6uaRfbUKmb3G8V9e03XesbZuOjpr4SVQcd5/k27rtHRzqP9/1jW0bxgPn0sqvpH13I6WuTgI5Nq2fFTZQJ116Nd254fzVF2kPq36civfOz5ynXe/7/Q4J9TBzTLS1k+6H9rDqb9px90zPJ9vt5Er7DOfTKUyxKjmn+7/yQ+KF7ofn24dOFJ3Sh208lcctD73HcJuZnzYzf++Jv6fyMUo7DJ2noNgJLMjXsQluDQjeiyGQbsDi/znHCa2c3jOQepOhXckgYGpw3sEi/XLLnHWlrEByAGja6mxUgrxAVSd+dXV16I8BZuZ+y4Orb34POG/gsxozA58OuolK2jcjvQpiLZdgPoG+iWZ0YdIhfxI05XTMG4hn/DuACVaj18jmSqI20iTMVdZc52ePtQE95wWopO8JtgZRx9rxcm5lTC8vL4+yvj2ekgrHUaIouPjwww+P7N17R1O/W0slEDP34MS5rh05RyXe6X/GppMsudZ3UgqEepXCMfd/9eyDhyJ76jKR4xNtYyfq0zkh6O2EgqDZetTTyv81wNNXtt3kd22qyVf60tsMkxwJYdNPN0hXP2lXQuUqnXbbZEOSZjzo5FK/tkE/5xxtIqk+tIHMx5ZJ39NJnfb/Tez0fbbn+MbmewxSXwP0Ju6pyy3GXZrYNEjuWJtrJN0SwMiReuI7TGbqW+xX/+aYRf/O1fYdq6SudhZ5mkCtyEX/LknJ75HBnQ1iibSvLP1du5g5fiCavrV9p75AOduPmDx1bMVi9jfFscz5TX4ls8oR+z4Vd9Wd16z0YQxUnuioH2Jj6SSW9qXdO9atyybs6l1diqFWPuJdpPGpvJ/yUe8x/COfiBSf0ZLJuG3bWw8kWAF5J0zOW21fc8Ll5e4zx5ktwbbtNKhtoih5yfF8ei+aWw0/97nPvfXYbAFmO8OZe0IgAIuDSQBtwpM+ZSWht7nMHN/f4vY+247cOnv7GJ37HkZJp6RD8DQzb604pD0DV/ol2W6Qkb7kvNTRSQSJZmS6vb09vPvSm+IF+afAiwE8ROXy8nL5EJw8yfTi4mKur6+XdczMYWVRsiDIXtm8WzQz9rEjg0rf9C/IcsydF5GlCUR07BxoAnV39/qezOjEMRao5Fpt9sWLF0crVnlgjuPa/VFe+5OSuRDduip3c3NzBH4EnBmD6Emglv500YZjA7e3t4c+pPhwnlwnYE0d9i3nrxIqkhvb7jnRADLj6yqZxNHtiK4S53yLczjyuQojMYlfTrFd9ddkNfO2fYEkLz647VYyE5vt3QrtX5Q5etO3nZ2dHbYeOrdTGkBrJxnr1W6OyJ1zPBY5G4Aa/yL7KkHg9uyVDWfed7vKbjE229dcq59pPQiwM987IWpsevXq1VxdXR3NAeO4ia+Z+3se4zecyz1W6rJtW/2lH60fk3vOr1USxWSddZlM6Cd8q/+2MRMt+uTGFI5Dj2OKvkKfsdJL25HJiE6UWqcJrva/nttkML5cXTT5XfV15thOTyU8otsVsU2f+rfMl7Tffibn9EOXOoHRyaROjOjfW7an8v7LO4nhvu+/6ZMS5LNYcs+KIMYA26TNidYET/BgZrEfVLBy/qcyOToEs44BCMno9wqNAU/nJWkxWHS21oDRgT8OTEKsrDPzFtBLnTn/5ubm8I42+9xgowNDSvpjIM7n3d3rF453JlUwGUDW4+vqh5k99dFbXwUe6tZ+rbKuOvDUt++vV6UytmZCHY8GNKnXxEKPR9tck/rOAKev3a7JhF4dUn8+wbFJlADCxMCqfwY9x9mX2+eYdndzc3O0pTuyes9ewFzsLDaZ8/tBM+nzzH3ixGCfcwQXkcNrGnT3CnrIRXQmqFkR6ayeNtnRB2jLzrUmb9qk45Wx6kSJcrV8Jn6cAxKbltXx1/49zy2sDTT7gUYZ8/THlW99Z5Mf53qTrgbC+tLI22Q0xbGOfEkQNDnuxJM6Sr1JjN3c3CyBqbacurQdwXMX/f/M8esa4v8FkE0aOy7lWlcs264z53o1W99gP7QdY3ZiVACx8Vj5Qgajx/aL9sH7kXPMnQsZb+twDuYa50r7OwlRk4omRoJ5x8X5YBJ3FXu67taRdpTfjRWSX+dQjp96gFbHXmN+2jk1xl7XvjH+U/Jjva236ModH87pXJv4ouydVHG+t89q2dvGOjluaWyhTa9sTR0rh/aW85WtMV+O920PXvdUHqc8dCvpU3mkIsDxWMoKUOlk+tHODUZzfTvbLjr1/C9wFPicn58ftl3GGboqKQkza9cOQbJyisilmBUPIVUfBmSPNbELsLMvOnj7dHZ2/KCO3jooObQfyp3foiPHwTpCNiKf8ghsDeh52qEBJecIFDIm2QbVDjh1Jih3kBBYqK/0o99H9MEHHxzp3FWw1Oe4+Ft03jaS4JCVzgRgi4E456U/gsCcm2MrACyAj73k+pubm7m8vFwGb3XXYyio1oait6zum8zJNf0gD/UiqYs9qef8LuDLPFH+rEaZePHcztjm3LzTUSJ+d3f/lNCZez/VT92N3g3+q3nv3DKj7qdkSv+jvjKOJmZ6PHo+nQLF7yIF+s+UTpp1fySq0a96iG4zRwTEXtM+KEBulaTLb9FJrnP7Wn7XR6/enZa6c42r+voXgWR+089qmw3YBZjaY+ui/b5Er8fFdtrnOh97G2XkamKVcxwHbb5l7BU2S/el/WLm4CrB1T6327HPsWHn34pEKUN+kwhK1DMunme/Vgkd42P0v7ofOm0Z8zqm2LcmMj0ulsYOqzmuDbYtrebyKjll3E27tqFt26f021XPrr/tKDJ/VDGWdOJJrNp+VV9o0detdB2f6BgpywqzrvzxU3m/5RMjhtu2fev2+mE1f5FjP33btv9x27YfevP5JW+Ob9u2/Rfbtv3wtm0/sG3bV35Scn6SJYFx5vhme52WjkOnlADT78TzsfYrh6XT8S/gLGCuA2VkyFM0b25uDufm2j7XJ1K6TSLnG6hSX/rRWa4EP9uOztLX9EOgo46VVdndjiGoDVjv7KWOLuSkwZ46yCqcLwZXF4Kc6OLs7P4F4C9evDi0Yb9MKBig7IttBqxZIke2hOncBXraqeBbIBCd3NzcHL3yQOAfG3TM7u7uDnp+9erVfPjhh0dgP8mJ1C248rqMdT7zm2OesUifco7JlJyTa6+vr4+uu7q6OpLDkrGNbUf/zoW0aTIgen/58uVha63zxgdPxAbMnktsI4fy5becl22+mT8BYNHF9fX10bhqK/kenThP7UsAo+NvImX1YB6PxU60/XyP3hx/ZXNslStF4vLixYujOZM289n24NxN3fqWHnP9T87NnJNg9O8rmXPuq1evjgCz+tfP97xt4G598UHRQbeRz04qSe4E6I6l/scx158ZNRj0AAAgAElEQVRpqxLQVfH87k/7pgakrgKu7NZz3nXflURDnUU2bddr1Ju25vmNB7T/FQ6Q3NkfbcjEmW2KIWwnbTvv1XXqjg46Nq6u1Z46zotjck5Wor1W2dKvFUHLb9pKyxN/2Oc4Zk3m7LtkSbvqOd+rffZJjJM5Yl/FaKlD/fnbKhEmXkh9bTf6qciVY63XnlfOt/gC8YlxxXMcA8embcr5oD5WRPOpvJ/ySa4Y/uGZ+ZV17HfOzHfs+/7lM/Mdb/6fmflnZ+bL3/x9w8z8vk9Ixk+8mAGdefu+vpxz6lrPcwK7ytdEsdsLkPWvScbMMchw5VCClyJJ6sxjsrBxENu2Hb3ra+Xg44RdETQzL6gR3Jgp7K1OaadXOnLc1TPlMHgqQ4Bwjt/e3t/Llwxf1x8wte/7kU5C1HSigjq3DLW95LsZv8jr9t9eZTFIWo+66aRBzj07OzsQGlcqBaoNCO1T+vXs2bOje5+Uo0FL6z/2YTY1iYz0Nfba4yXISb2R01cLeH+cK+XRZ+pOnWZSs2LSKx2xy/TB+wIlVK44Rbb2DSG23vvqHIku0mbLH5ta+ZxVvyQc2pV1qJPe2pW+pUiq9n0/2pZt3dmm544J7cN2VyueAo/ct6WvWNln7LBXA7QXV768pys2ENln7h92lXpXvtL5HZ3E7rQ3+9WkyXPSvjak/LZn/1aAs/seHbYMfY1bzVf+ONeuHqgleFdPju8qkWpbPQdNmNhexyPnmzoKeG5/2+22H8y4ZB4aazyvE7qOU8vY+kw9qwTL2dnxi+VTn4kC40jmeF4jknFq28lnr6qq+97a2n1Vv9anjmJrfqZ08nnliyJbnxOfEp/TdpT6Y2udELHYtxU5VcednOj4p83OrG/R0D4cj/7fpGvkiD1kfHrFucmYcradeE3H2lVCRv1br3W3b3wqj1c+MWK47/t3z8zfqMO/eu4fcPNH5vX7EnP8v9pfl++dmZ+2bduXfjKSfvKlCZUArX/PORazPzPHTsuAp8ProCLIk3DoHM7Pz4+CgsFfp5gtaQG5HQxzfWffrGeVWUrfdEDdB8HX2dn9ipLB0G19KbYfINmrSacyul5voJK8NegOcW1yd3l5eQi+kvvoNVsbJSKRpYmIsqsryb+k0KDvMYN95PG6DljdngFRgmK9Cfxty46pwVPgKNjOuIUcOcZmPw1e0Z/BUXsKQZmZIxCw769Xm5yfDTaVK2Ob680mZxUv8uSakOTeailo6SdJGoCdv9p4vrvq5apkdJNzJCH+nj7mU9C9IjfOiRQBTv7cGrgaM+dUgwfnhXppotzgunXk1ly3VnnfVOoweaa8Derj11KPttQAVXkyZ83iS4LSz4yFDzNzDkXWtgntX902gG9Sbxsr0JjSSYzeeujqdycnc16Delef9em5/l3JDW1z1VbmQ9tSr5BHDsl3dOyqj+MkcbUu44p+P79Hnl4BigzGAXXc3/Wf3deZ4y2tPdbtn0wQpY7oyHgXcprvvfqVtnpV2/rUQa7t5IJx3jlq7DY+Rp/+ZuK256K+ph/q1/hJ/UkqlTOlfaLnqI/VeJyqQ5tre2kSrbxtu/rgFLGLsugTjQ2NERpfeLz9/LtI6VN5nPKTfY/h37fv+1+bmXnz+TPfHP85M/NXOO8Lb4596sqKFGVyCWicmL29xi0I/p+iUzWLaLs6yg5unelKtt66BaUhVKnHCS2oyf8CcPWSFTQdnEGhHbHBUecuCXQL3srJ6vgNMulbOznHzM+Z+9U5t5epr1wbQO49gJFVcuG218iaVZMGMG737EDvdjjBvmBV8GsQb7syGLRTD8Dx8/r6+iCztrFt29G2V/uqHQpyO5g5nuos/2dMI4NzLAmMTlZITto+O/BFDw1utL0AcOeG91kYhCUx6irjmfmRVUzbzhi7tSclxzsBtQrAAivnojL62eOmPPlsItYroZEtczcPQtLuvK4BkH1y3LJ63P7GZI5g1MSa4+M1sQF1qR6jjwZwK3KlTm1TX2dbsY302ziRd7KmxAf1DgjHL/MsthMimjGJXALp1N26VOcSgZS2o14RzDh6vLep6RMid2LTKgm0skd1H5LgOEZWddvbYfXfq7nmuLpirl7ar2Us7K9JiZU9OZYrf9yJERNRJuUk7R3fOyGhf4yOVv7KlbWer2KP6Nv4Zel79LUl45p677nWdScWGecynsqprakTbaQTBI6fmEibMGZ37FjZlNij9dnJgRRtbSWH/tq6uz771bg0x42t4rGeF92n6LaxYfdldeypvN/yIGK4bduf3Lbt39627SseW6A0uTi2tIRt275h27bv27bt+x5Zpvde4qB12DlukYyYqfL3mTnKYDlh83tvVbEYbJRJYiKR0YkLXpWjs2IBedb7rpv4A/5cFZOIxBH7aOvOeq4CvOf6v0FNUp4igHVFoVdRUgKK1IcBQWAZvTXxlED0KofBOqQqgSnbVFfbQdStxwTk+d8kQ2+FPZWIELg6JpKo6+vrQx9z3PdIRh/pa1ZQm7RHfwZhgVG2KBsUs/KaNnJ9g+1uK+PhaqskJDpJu87jBuCZC/ZhtQ2x9Zvz+qm1jm8TVQl0+p156Kprg0nb1d7zf2fUO4GjjWvT6itj49hGRwKk1Ol9g73anflrkqyTON0ngW9023NGOaMX+xuda4f6J891LJrMSfJ8SmX6JICVIOq3Vn5Tu1Gfki91mfObFOR4xxHHODJpZwJG9d4Jq/xm/Epf07bJMvWrj/dhUbY1cz+vtN1VPyXmyqd9GC/T/9SnnkxymKhckTABe8Zbv6/96q+MCfpe44ggPfp0DFbJF+OkfXWuuGLaen9X0V/luvTRh22lvthG+4XeyRC9OvfVcffXeO64RsZOiBk3Pa+J+Cny0nhMOxYDpK2WO0Xf0Hpo/7Xv+1sPq4s99sNtOpYnXrYtNMFsDNWyOQ6RTZ3rQ/QrPc+eyuOXh64Y/qqZ+U9n5n/etu3/2bbtj2/b9m9t2/YPf5Ht/+j2Zovom88fe3P8CzPz8zjv587Mj6wq2Pf99+/7/lX7vn/VFynLJ150HoK4OGwz4g1eUxq0xsmssmU6YQFtVvk609UBs8GNTlJ5DTY5L3W6PVNS2cBi1W6Agc4z/RJI61wMJOmfGfGMQd930kEuQan13qSjA7JOTyAQ8Jrr1X0H6IyV2bwAIIND24fyZoy1BUmqwNb+tS00Kcs4vnz58rDtMdcZDHKOxEfwOzNHwDHHBcPRU1bIUq8AW6CYlYPYi3o24AsaO8B3Nv7u7v7BLJboL7pOu84/bS6yZ9UvfbRoSz0XJBPai/0XHDQ5bJDoPYmpz9V9QaSrOG3rltht2snvPrBJ8pM22/7Vx2qepI3MqdiN5Ni69C/qa9/vV56iW8cqpbPqrqypF+e8BCWkwb515t1Vqdvb+63EGUuP5ZpVUa+Rs4lE/J/grFfa00bmu2SlbVdyJ0Bsu2mfqP9R9rYvCbHnWb/9bpKX4oNflG/m3hdEN03AOm43mXWV2HOdd7kuenDM9R0dS/TxK6Ds2DQ5St19rX5eO3C8UneTgdZn91H7bzwiiXAnifJJeHucUo+7FFZ1NMmQ6Of/9rXp/+Xl5VFCQZtqWXocxFPtX21TjJey8hHW6bhZnz7boo9xbHs8OmGjbXfc6RinzPa9E6j6jk5C9Fj051N5/PJQYvjHZuZH5/VK3pfM63sAv2Vm/vy2bX/9i2j/T83Mb3zz/TfOzJ/k+G/YXpdfOjN/c3+z5fTTVlYkaubeGQZExGnOnAYBK6fWdXZgy2ev+hgoGhymBKS7TSQOIAAi7c7cA0LJVs5tIqcDNTuubpooNSnrFS+J8N3d3YFgpO70sYNdrww0sOkxUXZ1nvM6KCWr3lu0EixzTAJ4cXFxkD86l8AqY/Tqy7E7Wxp9texNvKJTx+Ls7PVDXXJfX3QccibAchwaQKQ0kO6kQe6DzHa5Jn1pIzK4mqp9urUpQDvEL+2njoDqq6urw4qEAF+g4BMsrUMbVr8NnCNz6ndOpO38v7rXw7EPyWh7NYDHztrOJdXabZOWtNmAp+3H+SyIVq4mb+pK/xI9N+lLGxJEZc04RL74L/ttfRYJTErmmwDXOR8d2I9V/5rgr2wlfUj7vjKlZfdPm29gbF/cxpW5sRob41DGwnuTJY+Z35LE1BH7zvFetcz4pa0Gp71yY1JBW0l7glxlidyZv52c1M46btof50jOaRm1U+UN+dDX5jzbNE5m3jrX2zZ77Nr3ap/aUPfV69q+BPU9/vr49lOnCGCTBs/VlrwmtrRKKnXSpvXTbc3c+6gmI9660XO7fWxkcR4oT8/J9mfGq9aXfqxjXidU8lvbrH3quSUma0yQunvcO044l5VFzNTJBX9z1bfbfyqPWx5EDPd9/1f2ff/Z8/opof/qvH7C6I/Pa6L40x9Sx7Zt3zYzf3ZmfuG2bV/Ytu03z8x/ODNfv23bD83M17/5f2bm22fmL8/MD8/MH5iZf+OhHfqpVDLhVnupM8lWJMSJusoCNXFMXQm8kjwdYu+xX03wdrztyAREITye285foDNz/KROnYoOvJ1XEyFlX2WYdJCuCrTOBZYSkPRTcN6ruk34OyD7PVtOda4Zj95W4+sNehyauAX42n76ELkbWKaO9KG3NKaPAYOp9/r6+vB/6mkyGLkDGtJOb5ELWE8dWW08RTYCDNRHiH8Il0FMfaROt5YJcF69enV4NUXIiLr3ZfDRt9vD7EOO5Xez3PqAnt8JkCGvrh4JZJ1rZqfbrl2hzLXaeQMaSwP1jLf3/tg37TM2lLpTn9uJOmPcK1zaSr4LJqwn4+VvApleacpvXqesGTvryPXquImYO0BW/qnHUJ8cOaPfrFhYmlSm3QDN3k0huG3S4dxvAJlzOzHkXE0b7upo4J+Eon68CVcTAXWYNjIfor+c0z46yRXH3NLJQGOPyTZl1SYlJ/qm9Nm+5H+38HmvZHyOsji+GVOTSc6vlW2c+r4iZtF9E8r2YdqEPuuUL/V8dRF/uiKB0VWTkyYNGXdtVl13QttY3LFfkmYcUH/6kpnjbf8rkuNTeD2vd390wqwfNqTviL9o8tXPfnA+pc3uTzBGz/m2+dQjWYve1a168nf9r7axStDY7y6O01N5nHLx0afMbNt2MTNfNTP/1Ju/f3JmPv/m5594SB37vv/aEz993eLcfWZ+60Pq/alcnOSCoSYRgmd/y0R2NTElwVkQ1Vno/B5nEkegQ9ApS4BWq4E65Sa8OvuAdgO+jjy6Mfja96x+pS+97aYBj8HcOmfuM4DK2VmqBBdJieP3/Pnzg8OVrCQgPHv2bK6vrw8O2OAo6GuyHxAo6HZ7sXY0c0/OBKYXFxeHd0FlDCNf+imZlGgFZDm+l5eXR1sgc+22vX7Fhq/D6DHVzjtrarA69dTHllt71i7b1tzW1UBH8uzY5dwAe/UdMiPBFjQ3GPQBHBJDgUdvgZVYRPfOqzwsIvM3YDMktvuyWjUV8KqP6LPbNHnRK4WuDPf4hAhkHN3y57wRSDXYiz4FWWkzY+Fffk87Dd612wDzbIVuYiGBsaibJkqOX+TJ+0kjm34xOnf3QHTdW0b1L46Z/trXfuhXmrx3v7R19eeDvVxR92EqTSjiZzvxufJd2kHHOT/jr00u5dU+KT0G7XNaj51YUC59ceRzfq9WjAT4zmvHIw8Dyvn6SBM4nZzRru1vx1nP87v96LpMtqiDTqDYH8ehieepe9Cdv41b2p6cR9qW8cK2c32+t24cz8ivT1uNrwnfHo+ZOSQD7bMxyHHt5I5j32S262nSmSTqqaKvbXvXp/eKqmTcMWtCms/z8/PDe3Gd66f0lf50+40TVgmFlS6eyvsvD91K+jdn5ntm5j+amX9iZv7MzPyOmfml83pr6VP5GEWHYAAxSzozR5Mx17li00Qm5wiiBGOemzrdHuH2q35il8EhxboC9uIYdDCdKcrTBnUAZlQ9VyBr4DWbpVMXbK6yZzlfsiKIFUz5Xj2dlsA9Mt7c3Bw5X8dS0B85cp1BwU/73yDj7OzsaHvo1dXV4by2C0F6xlgyqD5Sv/V0EkGiFQfvakraS+ASWLrtp8H26olvFxcXR/cvqp/U07YV+Q2yDWwid/SWv2fPnh2e2GdW8/z8/ADcJVj5bKJmnbGBJmMSKzPD6Y+k0P44t5qo2p/osh884vfowpXMtO92xfwm+XUMVsAh86lLE2TBeerPmElk1ecKdEQXlp6zOS86cB41IMv16sDj6tAdEzmmvanzzKn0y/HVL/X1DcAzl5QnNtz+Ij6+bbfHd6W3XmnIb71iZWnCpa5mjoF7Jwd6DNJXSa+k2Guso+NHn9t67K14rqY4Fg2oVyuk6q8Jeq6xziZi6kpdrvph0sVt4RLUPBBLPevzu93ELuNmzvX69pP64raP6HSFV1ZxvwlW+pJr9J/tI51DjUEaF/Rc07cqR3QiKYp9uHrdvrn1qo/QF+qHPU+53pU4WM2H1NXJB3USvYj9cl3qtR/iFHGFdXpfZsuljvtYirhSe3wqj18eSgw/mNfbRv/WzPyJmfnjM/Mn9n3/c/u+v3rnlU/lI4sgSxLQDtWJncx2A/SUXobXEYSQWafEJKUDdTt9S/4PwPJY6vXPjJVZKgOHQVGimTrVi06qQatkJHLpfA1C+/56BdASAOO4zBw/QCVtf/DBB0fBs1eHBB693SnOPgGlwUj3NyQ8vwuWvV+lCWLAlTanLOonvzf5Fhjs+3649y1kMHWoL+0p9uuDYZL9b3Bm39N2VowlYznH8XCMm6Qnc6vecp0rN9qxq4yZR+mn901pQwZVkwmdGJI0CmYFrNH/apWkgXQAYoBT9JPSwCM2nbHyHszOPqfNyBzgm98ESA2I830FcLQ3bVZ5BbepwzmUvnciaKUjbarBaUC29+C0TO2jojv9Y+ysAaJ2b/9jg4Ld1GlSTB/Qq0ix6YzPitg63pHN8Xeu9DyOniQgkpD+7LgSu2gQf4pgzbz98DP1ok+N7Tbp8S91eY7+NO0YR9tPOO/VlX3sPhsz9H/GmMihTWgzbUOOnWTGMYhNOa963LSr6KxBfeyi57R1e99zE/Wca1+M/5ZeaUzJeJjMzlOrW0/9vTGJdTYx1pc4/zKGzt8U/4/f7fi17/vRw/7a3xlb00//F8sY7xw3SXyuVZ8rO2pMmOvUS9tkk3t1fWpc7aO+pcfDPuW6lvupPE55KDH85+f1/X8/ODO/fmb+0Mz80LZtP7Jt2x99LOE+7WVl5DpLS2858FwzcxaDbIqk0hUhJ6bBUIC3krOLAdJ6DdAeM8A24EuANAB6zQpA6EwFXQauBmSSwybDqxXSyJkAmHZDVgSPEpys6rQjV37vm4pzdaujK48JUpJQV2cca8c34EHA1YTc+17ckpR2vH7mfqVPIJFVt+hV8vDs2bOjbU2Xl5eHY6lX8CHZFThFZjO7AjjttJMGBqLeztIEueecW7tTl/aQrcPRlSUrj86DgMQAf23A8YscvsBc+fI91wbE+LqP9M/VQAGe458+N6lx3nm/lL9Luk2gxPekjnzP/Eid2kyTsZB3t9R2+70C174wNuaYmxwIeOs5nPZX4DNtNul27qdNfaV+Ifac8QmQXAEyAat2nTqbRHZcaZLfJEHi16T67u74CZASHueFdhj7FqS2jPmeItCWqPa1+d8xcPeK86fBevu4nOe2Ve135VO1oVWM9rfWs/NH4tHxSHuKbtrfmaBoUtTx0nuGlfFdCRSP6bu89SHt9FyxnAL8qbuJRfuI3nmxWkE2CSCh77HrOKEujTun9JO2Mjbta3ssfG1X2mw5JIxtUyZ7jN3vqktC3xhMH6hu+jdj6KmiT9UfWIelFzhWyQD7oW95Ko9THvrwmW/f9/0/2Pf9q2fmy+Y1SfxbM/OzZuZffkT5PvWlA1S+d5CWgDSwT7CS+ARUWdxDH+eiDII/SYXbYPx91Y+UFTjXsSS4Z3L3QzwSAFxxEyDEmXQA0lnEQdumhDdyen7fs+Nv6UM7t2T3DR6r+0AM9G5PzZ83vKePZt0Fh1mtim2EZF1dXR36IXlyjEwABBzEHgRu+TOIGTgENZ1wuLu7O3o4jWBRYj5zv7LV9t8Byf5EBpMFgmrBXN9X0wTZxMQqS53jsT1Bt4HTVVPtxVe0hMg4NyKbKy6OgUSiwULkyJxxbtkP7a/JZ35vkhDA3PZiUsktvo6LwCXzY7WbwDkkqM/9eBk7yW7GUZuwXoH3CmCqw1W2uolrE1L1oM9tO2+yGvnc6qd9KZ9A1/nQwOldqzxNVtW7dbR95bdOLPq56l+3Yb9jR73FURnUh8lJ9dIreitZUkf01XHlFEA28aXtGhf1ySs/1TIYS4xV6rHv8+uY0MVYKzFv/5zV7hWA7jjZticGaT3meM5VP5Jyx6gJnjI0RmhCo2xpI5/uOpq5T1BaT8e/7r9xKf97TdutciuL9fetAfpD9ZXfOwHffvmUPxePaMszbxMux8XYk/bEma3z1lHrs0ufJ+7qeaDcyqC+W+9P5XHLg4jhtm2/btu237tt2w/MzF+dmd85M3/Xo0r2GSiZmDrFBgEWJ7ZAcwXMBFkC1w6Ktiu4MFgKVOPs+l4wQYtAsp2VDnPmPsgENAogOrtuQMn13s+1yjx6XIevsxUwNDnOjeX2rZ10Vu8ClKNrfws4zriZoU77feO/5Gzf9yNgnRWNtg2POb7J6BoQmmRE/4ITHXX000/Gy/i2XnTg+b235aVfBt/entN6sM4mRbHREL7oOasvnT3WhhvwRQ6Dd9t7+hzAL8HzWvXexCm2aTJlRVgamNt+A23HN2NogHXclCE2GzBjcsXg3ll7vzdZFywKwJ1vvfUvbfb4pp7VSqL9zne3YTWIyjnKIbFKnzpB1OR45XNiIwKuZ8+eHT0wpxNWyhU5GlCrE/ugDCbQlEcd5GERzvnoXnvJdU0GjAsCvCbm0YNxYDX3YgPRcQPtjkn6/N4W6txsG1zprInWCvyaJNi27SjpZd/VT/re/W5A7BzwQWgmwdTlqXrctrht22HV2T5LeCQfFv24xFvfbZxPWelUXaSP+oz00boa++iPxUCZg/ol2z5FJFp/K3v0M7rsZJZ1m6hWD0lsqW9j0ClyJQ6JHCvyK+YRE7V8rYOeWxnzbndVj3FjhSdSt3Ou46KxTflbx8Y58Wn34am83/LQraT/9cz86zPzD7255sXMfOfMfOPMfPWjSPYZKD2xO6tjUPL/mWNC1tuuViQpE3MVuAWmbm3qve2u2IT4NEFagezUFxKQNjsrFiAnMOjskfKuiOjM8bYcgXDkim4EQwYZ27Qu5TegX11dHdoXBK3k6iCZfrx8+fLoYUEhJRL89KXvR9F5urXIMfaJssrSmV23/BkEVk+dlOhK7ATVHeCjz5DoANPOJK62UjUAdStw+txt+mAAbc25JyjIGMbOnVsS5hSTHKnDB+1EBusygPq/Y97bAFfzOucZ0AXEsfcc6+x2zy/nSMYg7Qh6G1R5bQPvJhT6HklR67XJce9aaD1YV/tJfc0KdHpdg1t15jzoOgWb9r13dkhAI1/qd8wEYoJnV4hbX22XDUCbiHcSLLL0bz1uGY9OCuSc7rP1OMfTbhI4SWopx0pX/SlBbfCtL2odqTttu+tKfLCsVjTjv51f2mXO7USGv7klP6UJ6EoniddN3FZ6sN9+etyxNlnT5+sjWkbtNH65/bPyrXDOaryavOjzlNFY03N0dS9r/2+s00c6fml7hatSVljCOrTLTiJ4vvU0Ucs56nG1Mpnz+nrxRZf2z41rlElb93/x1cp3tpzdlvKtZHwq77c8lBjezMx3z8w3zczXzMyX7Pv+dfu+f/O+79/zSLJ96ksbv5kbnesqqxYn01tzzFyt2hGsprh64RZEt3emxPmZlUp7kbMBR2eCBMP5s98NlnT49tW2bSOymUl2JTIy+nCNtGsAsw1XUdrZuaooQWvZDLjpR0CRTxHsoGY/1Yvb1ry/LcCts2zq0keJr0B75DHhYOBOW45rnoYpmO171bQJQYHBXTsVRErg8tfj0auivfUrYMV3bCqbZCRzIY9VF/R18HV7aINAV9cEGIKk8/Pzw6pm7KJXzdRlirZgH3Ot9uxq17Ztbz3xdFWc0yYTmjwZ6EMO2nbTfu531E4jkyvpK3AQ+QWdDcS7PxK/BlVeN3MPcOyPJbps+/8on9tELn3McWXO/9p29BXSZsyIrvSdnXl37uS3rBpmXE2irOTNUy1jC30/cMeK6EWSfAp4mtxIcVdK9CMhat03UZt5+/aIVVvp68pm9SPWLRlM6aSaffOa9gMdt95FMjqGNOnoa3tM9LHOiyYh6rQTQyvwv5LT+75XiQLjrr6562m5epu68VqSYxKnY08nM9POaqVOv2QbXbfkWcyWscgDw5y7KerWsTMJIjGyTbFi6ywy6Wc6GZFrxQI9T203NqYuVwm4/m0191vmtnuvsw9P5PBxy0OJ4d+97/vX7vv+u/Z9/+59328++pKn8lFFYCBgMyvfJCRF8mRwaMcaB7UiWzP3WWwds6sMAUEGngDFOAiBjc5lZo5e5aDjnHnb8TXoVAcz89YqpfrJ/wZa9Svx9CXx9rMJWa7rFY70Odf19hzHoPsieEjAkSjZHx8ssyJSrril37n30AdXqN9TAW51r0rssoGNAEvy7UqJpNUgol7bHgWRHfwMPJI0A7F/AQ+rrUsNJATarf/otOeUgdR2nz17dniQjrqLviQUnQyJnV1eXh7GLPX3O78kIre3t289zEBdqjuDrk9VTXud2NF2lafBuH1Un6tESAj3ClDqr2yr/dzKXrUzbUL/lTme+tWZ8uoLc137QXUTW7POHHectQNlWOm7V3b1Je0LbCfHe9fGzDHwjbxJmjVBbX+6AsmShvbHrZ+Z4/fMpY0usR9jTerSl+eY42YdymCJjbSdttz5jBz6RQQyFX4AACAASURBVAlyy2C8WAHYHk+TTNbXZLv/97wmUN2HFP1y2jSZoF/O2Jr86rLym6nLBE73deY+CdNJjNaVvitt9HbpLq6epo3Y7io+Z07OHNuSsW51XT9bQKLVT2dtX9z3lqrP9n8zxzs9ck58QZPBrOi7sr+S36SH9TTx1weIH1v/+u60oy9qX7u63uTKak46F5/K45QHveB+3/frbdt+9sz89nn9ovuZme+bmW/Z9/1HHku4T3vJpBYwSjQaUAvscs5qtau3XQlMvD8sQOfVq1fLexF0Gqsb5HsbiQ41Tj8vRI9jfPHixaHNmTkQNQG87QvkvccgxyQVt7e3h/YEKTrn9N331Olw+nzvm8pWJ1/iLhALQE9/smKWT8dbciLBlDyl3ui8yVXAif3MmOa1D/Y7Olf30X/6ZVBxxSp9uLi4OLyq4cWLFwf5Owu57/vRKxWik9ZbVktfvnx5SCKkn70Sa7IhK5rX19dHwSZ92ffXL+Lu7VWrrLT3WGlTKx1oE9GxundLXGRe6d/fMo7pr/Zn3elXv1A51zYAaru8vr4+zC/tz0SK9ehbbm5uDvO2yUpvgY4daPvqUeK+7/fbRJt4mDTp15ikzoyHq/eZLxZ9aLfnOSZP1LsJsJ6r2ox1O1ejMwmx86XrTR0+kTglMrWue55lbqqLPC237SttmKjJmEtic17m9tnZ2WEOdhImJTrV75nMiq7cldHjln7H/0jwjYV+NnCMf2mCEZ+zatcxiQySCImGJMtP/aAkOv40dbx48eKIDLia3g+tcsdHCIjn9hxUj47JzDGpi4+wz9FH7MZrVjFbHUVu43lKJ2Haz5o0W/nxU/58lZyILjqG2o/oz/FtW4huxGnajX66ZYrsjkFjj9WOiZS0o4/OufrhEDHntv1Xj8oXIu9vxl3n4Sop6LnaY2TWdrSXjyptC9ryEzl8nPLQh8/8/Jn58zPz78zrewq/+s3379+27cseT7xPdzErYvDNRBCIzNwHoQ5AEsEOXDPHpCL/N6iJs0lb19fXb2V3A8Bm7h1Jt2V2MeDc/rYz70A2c/wE0s6smZ1b6S7bo25vb+f6+vqIUOq8GvDkmrSXviXoNohL/1++fHmkl5yfewbVv3WqF52cmb78zdxnQPOb4E2Q5zinLse7A5e6yfUBG75uold4Xrx4sQyCaScPPsj2M8FsE9+bm5vDWIQgxo4bjEg6X7x4cQg+6iHj40qfAFQi0UR1lcVcZeD9nmtc3UrSxHtZWs/OF7d6ps1eWVH/jke+R9cSEbO1PZeb1Kon54XATVuzbcconz5QJucpy0pGbSjXnp3dv4D+1MvNe+W4V1cFb2nbFXltK+NmycrV3d3dYUVXgLPScdtu/I4rKYJgV+ei47ySI3UEoOcvdaRdH1ClnackYdUANWMV2dKv1RwMKbNNV1bUhfbcujR2eP+tcsUOeizcPZJzerU7YxodRs5T7UUm+9DgO9/zv9tw056g2r72io8683z7H11rI46hx2MbsZ8eu5ljMpZYpMzamnG651DfC2kfesyTdHZ+5XNlh/pLk2iRu8m3xXNbvxIVY5IrtU2IjG3ac8/zXKMckvwmgZFfezD2tK+3P9pxsF+vCqZ/2knPDQlft2EipIvztvug7w7eUcdtAyubMIa1fRh/nkjh45WHbiX95pn5GTNzNzN/4c3f3Ztj3/w4on02SgcOAVd+12kJDmbmyEkYqCw+8OXs7OwtANkPa5l5+0EpgpAUA4By2xe3uGULWAdjtzsY0FaZqfRBsKpjFpTYlhknwY26TcC9urp6a+usIDdy5voGEQEhFh1sP9zBjGpkzu/KF0DUelxl0CQp0U36LpAIcHJMDPpmU+1n5Ige7JsrAAKbtG/GM7q9u7s7bMNsXZgFFbipo8vLy6PVFUlyVngbUDuXVv3PHHHlzGRExjv60yYFUdt2v4qfds2oCiLSRn6T5DkfTWxkPrsavQLUgtgmB6sgK4ntOdv1d1KiM7sZM+tqYJLj6qUf+pO+BtRaGoA7h5XVzHkD9syHjI+EyVUFdZPfTGapv4x3z8nYueRQu2r9qfOMd4+f7WScbV/5nE+uVOS3HscmC/ndYyvbN6Y0iG7ysur7KmkhgW3SsLJtybjFXS8mq+xfA3fjUgP7BsmdsGvy8K7v9tfxXdlaZNIHaIdN7FMkAi1rrm1dNQFtG+ixTDKz7TX9ar+hLjM33kUC+jf10DaSOWcf1KU+yXnkeZKwTrY1kbLu6D73ditLiu23rea4c7nvmVZXzv2uS9uQwLUNdwwRX7TebSM2J67TH7Y9Go/tg5+tq6fyeOWhxPDrZubDmfmKfd9/yb7vv2Rm/pF5/XTSf+axhPsslF6R8rtA0cDsOT1RAlp0GHFYbj2auQdkvTIoeBMcZ3LarsG0nZ2AWPAh0BaoNokQQLXzFMB0IOxMaq7PFjyBZevSv+j65cuXh+1AK4fp1jMD78rpdTDIewdnjklVZHd7YQOi1J1zG1RF/xKjPDJfcthb5xwviWOvECcwngLN0VVWhfP/ahXNrUIhhY51xs/+p69uQTMg9ZY/CUG2pKWvDQBn7u/1y7v6mpitwLDkJr+lfxLCBp+xo9iziaH0N/3M9qzU61Y1yavFcYs+YluRW/CUY92fjGeT45Y/pX2Xsjlm9jnyrmTPdQ0oM97Rk34tth9ZYmvan7YX/5QEhvPVxJe6yf+uwMQvNYh3XpjU6/HR/ytn6lslAVfj8/+39/ZBum9Vfefa3ed2NwSEiwTKEisQVEajBihfKFGL6PiSOAlxRqdwUpHEqXJetGYyjhV1koxmhqTUSYwzNZMXJhKYTBh0NI4EjcKoxFhJBKIooCJ4pSID8ZZBEbj3dJ/TZ88fz/N5+vN8e//6XO7tPt2cs1dV19PP72Xvtddae631XXv/fs+oLfPDfLA+mbO+Dl04JiTots9l7F4dzDhCX44NyGMpmfW9Bt4+lgk6fLn9HJf58bwdtcdYvHsDuzQ4s8+0fUJOhuHdnyP9VdWp2Mh5/IULLdh8+gXHlFE8T8pxZpwe+UH7VWScn4wr7X8EAhirCXvLa7xV1jlC+hPucRu0S46QgNFzYDQPMk/iHvSC7Yx8ATaCHEZFGtq3zzSoS7vK4/Y7loeLRZaNfVIWMWwLI99v23Je6fFY17bnLDZ4DJMujh4pMLy/qh7ovb+DA733t1fVb1bVky+CsXuBdnZ2trbE4Jw8AXOSVm0/y1C17axwOmc5ZE9gkn4moxP9rB5nMM3gTTteXSMYO/lzMHPfThSrxg9AZ1VqlIjaedqh+6cm7HyQSd5vueUPyo8Cn+XhdjOgcm1VbT0jlzJBP36ex3pwQHQCsrNz8gylky6ccSYM+/v7w+cPDPRIAJyUcsyJayZHmfwS6EZFD497d3d3s6U0n4nMRBS+LAsntd4mk3IyuHDAdKWTIM2nbd026RVWB67RWD2vPedte27DW7wsT+63TCxHkn6DE48TfXvV1/Lj2RDf4yQgA7rnm5Me+hqBH/yZ73HbzN0sXrkQY5CEbP3m2QT2CbjSHx4fH28KA6kjt+HEmvmUIDhXqJ2EjmTC/55Po2QoAcvINr0t27bq4pK/+yVHyCz9MeRizkh3mSi64ONrLI/0/5mspw7wP/ZxtO9tdO4/7dZzwddYj/ZRHiv6doLOOLAH+IYfr7zZ31kGtg/bOO1kbLSsE5S4nYzXXlW2b/KcyJeoIDPHEQOKBCQZWzwXE7j4/5R1AkAodxxZBrTnuIa8R+AicyvatHwzD2JM7iP90/Hx8WaXzWh8+Qwl/dgn+BhjtK4yP3F7jMEFg8xFPFbbUOaf6fPtb3xuFCN9PleDPc+cy/p72vCki6FHCgzfX1XPaa19FQdaa/9hVT2nqv7tRTB2L1AG5qrxtogMYg4c3JMBBPKWTK7N6r8Dkre20aargN6W6qCWyeoo0UsAZCeWDiVllM4pgZyTQzskAnEGpbyGcSbI5DyrVThxJ4JJ5j/l7iq+dTGSGytD8G9HSZu87ITqJs6Wl/DwG4uWP/97ZcX85IpWJvy9963nAjOAOVFI0Odtd+gW/h0kjo6OtooLTn4yATXQcjKYOjJAy3F5bAACr3QS1F3scKUb+buCDrlQgy2xCp2JkQOi7QG904+fc7ONWWYeE+ddHPGnVzG8lTOT/6qTrenefkiCmXZiedgf+FhuAbZdoffRqgI0Sti4Z5Rs8d32arkjx6zGWx/8b3l7DtC+gUEmNaPENHXInLSdeMXdPBlMZAJs2dgPOXFji7rnhH0VZFtdSga5N+fuyM/b3uHBxxlXxgDPa/t+gxD69ZiyaFe1vRKcSbHnoOON2zK44lECgLZjWBYGPE+4xoWckW3b542ugwfO5zbOUWJtXSQZTFu+KesEMejD8STnlP0F12GzbjeBsimLYp4bviZBj+Nozn379RwzZNkb2Kf/og+KNFAWVVP+CZpGY7IsOQav6R8sBwO6lC+fCdSsj5Qhx/3JefdnHZnf1KGv873ma9LF0SMFhv+kVm8w/aHW2sOttYeq6v9e3/+jF8XcvUC5umAHQCI9SoKYbCMH4ER/BMLcl4/zTE1WmghWDuCZBHoScw+VQgJdJjNeOXI7S8mknUluIaUPJ6MESL+pMqtTWR21o0aWyJi2cgXEAMhJkcmJg+8h8UnQQ/sJ+Pz8E38HBwdbOkGfmeTZZqBM1LG5TGKxVRwztuKAllVz25u3pToR5Zjf8OlAxF9um7NNeLsgKz6Wt8flZBU92X4diLwtiyTP9p38IBNvy9vZOfkJC+43yORet2s+vboOqNzdPfkdylHC5wQW2cOPf0Q87c16Q2aeZ7YDb0eGH+wxwbrHlnK2jaSf8xtQE/gAREeJfCZRo+IFckFuCX5GBSvbEfLzSoV9LzrgJVN+mZTlaV7tHyie+BrPJc77fiej6TdzS2M+V+4VjxFYQe8Gd/7MGLaUvNt3ZlJIO3lNrnanjvydecp9OV9tK17dTV9J2wloDRRyNdD32nahfIma26OdlJ/nz0hfLtRahlzvFcHs+ywwuOTjLBMf8//IB73ZTv18s2XoPjJXoM+qk6IV55JHgzXbla/3NlzLGHsY+QV4NZAaydb9OLbmc93o0P3k9nTaSTvP/z1vsxBmWdj/Jo8jG7BN5apyFrTt9y3ftLu0Ffu4jB3I3QB6tGI86fzpkQLDv1JV76iqVlX7VXWw/v8dVfXfXwxrdz8xAdIBnRVwHbyqxvv2MylykHBQYBK7QmfwQF/Hx8ebhNK8mEgWcXhMYlfJCGYGsASBfDYiVwacKHl7Af24XScArGyl3J1k2fFkv66+eZsV56yrJRDPeT9/5Gv9psUERlW1ARVOVM0ncnHSSX8eix08ydBI77YHB5HckunqooNGPlc62pbpNrK6n6+2bq1t7Mjj9RtoCTLWt/uHLyf2lgvfDXw9XuSVwdL6MoCEd8Zl2/S4bXvoxZ+2WSdktkuDQ8ZgO+B+g4MlH8O1IzuzXfMSGMvX8z5BjeU7AjVcm+AceRqM2S6yCGZbzuTWMnRxxQnaaNXCc9GA1wWoTGi87Q+5j1ZVMzlKUJVgwfMxx+T55XmZ148SyLRtXuhkG8gXS2Xfnou+L+VmH52JJuSiIe3ndt4sCFCE8Yqq/V2+gZPxu7BkmVu+9DF6Q7aTfPiyXXjOIqfcXklfqX/k5Z0QBjcZ20ZbZZMsa8s4+802lnIR+wvrg/a804Kxex7mHDOlH4S3LEKO+EzQ4nsdRzJ2e7tn7sxK3iwL+4C8zmPzlmLbR26jzrkL5dgNOEdg3rw6rmYhxEDdtuaxZ5yiLftcztkXuB/HzMy9PEcyJ7OdnWXfkx47PSJg2Hv/3Vr9fuHXV9XfWf99fVV9Tu/99y6OvbubRk7Pic1Z1RxPPgMqbw1MJ+CJbmfsl884oPLdlR8nehCAKd/EybXeKuZKmLe1GTDYkRJgcKLe6ugkxY6W8bGvnyTWckynuBQcHdBogxUS3wMPjAfZWW7IisQhq6UjB8g4RtVTgyC2XtIX1WQHQXSdDtcJftqPx5AJhZN4+DWv/GaawTc2CvijbXh1EpQJrGXgRM42g64ScLIy66DE//7dQXTkAkW+pRTKAA3PnpMJepkrWSCwrC1L388xXoriZNtz20HZ4GO0SpSr32l/tlkDS/sTfFEmwZlcZuI3SpgtY4MI23Xy6r5to5af56RBOvPEwMbA1W8BNg9VtbWCYJ+YdmLb8q6GPGeZmb/01ZafgYBXYrLQYV/l89ZZ2oGLOrlybQDte2xjOZ9GRQYn6Ogy7cE2bNkZ1C/NOVOuSHCf+4cng4kEOkvznusNCnMl0dfnW3XhwWP0i8Hsy7NQwjXpy/jfsrccRwA1t79mscW6InaYB/yc4zo2koWVBFKe+5ZH2nTaMX3b/rjPhTrHaeRCbLD+kY3BTYLJ9O15fOQHfNzFFccuj9s2QB+jVTP7YMvR/GWelZT321c6fyJ/4X/G41XF5GOUw7ofyHMreUy/Oeni6JGuGFbv/bD3/sre+zeu/17ZVz98/5kXyeDdTCSGDogGc3aa3nrmhMT38d0vanDwT0DgqpgDsJ12gldXvPmfTycOBC6AnBN2nHUmoE4+aBNQmGPxc2mcI/m1o8bxG1jaMbo/JwD5sg8DHoMM+gXkIvfRA/Ho3NuWeBbQ53MrC20wLrZjWq7o3Hp0smi7sHzRF6sZ/t3BTNRydST1ltcgc55z9PX+mZUle7Dt5TNwTi5IlLBXJ8DYd277Ycw5f3wcXvgJDXSfgQw5wW+Oz2OxLTMGwClgOYsy/A6Y/YOTIWQy2kZFssQWZK51Yu8tvQbb+Ud7WaHm00kOSZjliL4y4MOPebHtW665HYt2MzGhXbeXNoWMnQQluGR+W3a04zliGeSY3ZZXwjz+BMR8epXO/cNDvlHYMcNbuuy38WWWCfzZx5kXXoCViRmyyyKXfYT15ft9zVLiaF0mZfJpeSVwMOCm+JUyTX5GvLlI4GKL7Sr17/+xM4/HOhvdl9cZXOV9I1mlXdjmEzSaT2SV+UmCB8ggM+Oo5WP79yrZCKxACd7S7/A9wRbXYM9ZHBvNd9qzL7T8PTYX1vxpPWQBIPOu5Ac+Ui65A8g8m3fzQpu2AV+TdBaQS/2lPXJN+ljnqv6eeesIsCb4zu2pky6GHhEwbK3d31rbjWOf11p7ba1++H7SoyBXwkg+HNDsNF3pIrA4yazadmA4LLYD2RmPgh6frhBDWd12QHJShiMy4PBkd8JHf97ClEkjPPt37whUfmMg1+VWI29hccCwE7KTTKDhhCzli4w8zgQHXGtH6J+LaK1tnq1LIJPJXa5Y0K6T70xOnCiPAGfqxat7bt8/meExWYcGFbw0Jyu4tqGsrCYfTl7Rue0OGiW/uc3KgSR15WTdRQU+86UWTuLRp9vPFQzaNyBwUoYs9vb2NitXTgAAWAAUePJWRcbqBBc5ASozUXdS7IQ5t8TlfGYOjircfDKHTLZn69JJtnVtHtCB56l15E94yO3D3Icuqk5WRqDclZB693UpR89D6/XWrVtbPwDPefpAr9alEz3/pIj5SZvO1XP6Q3+Wq/0X/RrM26/x5+IIMnJbTu7MBzpEbhynUJM8p0+2fbo/j91AJn0K/3tewgt+ZgTARgVL+0T69oqYyaty6d8SHNoORyuu1mPy6f/TX1pG9JmAivtSxqNV1JSP7d++3j76dkDXMSoBhfsyTwnU3JZ5yHzJeUCCPIoFo8LFWSCJ/ly4H/Xr7/jxLAhn/HJ7mRe56JUyh9Jv+jrHiLx31FauqKbNWGapf/NvO7U/H/Xr+ZIvQZvg8GLpTGDYWntma+2Xq+p3qurB1tqfaq09tbX2o1X1L6rqK2v1rOGkR0kZpDMB5BociR16PltEwLazZmWNAOWk2IGbBCQTGAcOKAGck8eqE0fm5DWDQh7Ln+0YBaysfOeWWfMxWlFxQjPigyCfwSVX/qyrBKMOrk6GveLEefpK/tGVt3VaNuaJF+I46eU6A1CcqwEiibBXyBwsAXzu1zJw8gy/JDGAl1HlcwRKaYN+Ehx7xcv9Webcizw4lknTyK6cdKddeL6RUObctD0ZYHqeGsDQtuewizLMB1dKAY7W/1LCaBs6PDwcrpxkcuL7XThBTrl9zYmciw6W5SghNN+2RY8j5631QJtZ6XeiYX/CPcjAiX2CUOvCxRZvo4Vfgy/bQwILxoqv8JZA2723FWc/FG0MUAzqDJYtE9tMkv2aE1yPNcGlx8i9fB/xhw4zsSUJt2/LQo59+GgMCZxcQEr5IFP7QL6730xqs/CxxEcWUnNlYwR+uGdvb2/TpseAXLgXX7y/v791/Ui30NJK61nxeATOUja0w/FRP9ybfjpjtFe9E5AjA/NoW/R3F1QStGAHox0E2L/j9EgOJhcELLuMI/aDXDfaqQLhk8/yn84NuCftagS80p7TpjOfzD7Tp/nTtp1zJOdBtmFdJY98Hx0btTnpfOh2K4bfU1WfUSvwd39VfX9V/XBV/cn1sRvrY5MeBbnq5ADrSeJzruiztYJ2RmDRCVzV9psxM6nw83kGh+bVqzN27gY35sdJigFTXksyn8khvGSi4H593ShhdX+ZzNhxpkzgJZ2rV3aRd441eTIISBBhmcKHV964xnbA2HNLKbw5qcyx0lcmtPBm3VbVVrJnHaQMRpVOyzT1l6s8S8mNE20DFGSbhRJk48IElMUTB0QHOLbNUd01ODPISlkgy5s3b26ALCsto2fB6MM2ysqrwS19OGEfFVtGwB2A7rmRNpgJGfbCWzS9ouokJ/VknXhFLP2Tk3f0Cf9OYujXfTkBzBXOrJA7Qcnk3/NtBEg8L60n+9zRKkmCIftS+LZ9co8TRV8D7621zbZz+wHzkitFmXQmmE6ezXvvfbOt3Kvm3DcCJC6YmTJxS/BqfrA76zFtzXZC+16B5BoSaPulpWS+6mT7fxYPzHeCNj4tmyVglXMvtwHbbnOLpeXqF8HlXEp/t1T4yQTbfti2aZsZxUu3Z7JeR9uMTewwSZ2mjY2AKMU6zzXzlXGGdkbgGLI8c/4iN/ttAzXbmMm7kOxvbRteEEgAnGB6JE/7Rcsh/Zt54rjHlMUJX+P/04583IVC88P/zt+sC+vQtpd2mnY+6XzpdsDwC6uqV9U/rKr/s6o+vqq+oKoOq+p7q+pZvfdvuFAO72KyU88EZimhYOsawTmDoYOIkznadjBLp2kHn5U1qqxVJw4aMOdkabQdKgNfBqVMuOwAM+C5+m6ecc4Orv7knpSXx8h5HBiJtZ8Xo69RddP3Oul0oLIDhmffkyub6Pnhhx/eBAz0AHgg6NiODPSzem1A1PvqlfroN5+ZyOfTkAXX0xYgyjrKJBEesBvG58DK+FwFJVk0mEs7cpJOGwZwuTJFYPJxxr+/v39qTnhrthMU/wC8wR06BGR6m5IDshMIVmtGlV4nQgaH2Bn6YE5nkSATlgQDyTu+A+DIG2ANnnKunjU22yKErSe/jNd2bVvK1TTsJJ/rNSBNf+q5Z74zEfWYuc7zP7eFYWvm2/PavGVCgyy8Umd+veKxBMxsJ062kC0/nzFabaV/+MN209+RjCfQyfHkTguuT74zPmHTLuA4scxYMurf10Cex07IIa/keFdAJr5eLXEx0z4v5wT82A8k7+lH+J7PqNn3+l548HhTNtZx6ssAxTtVMiY4xlq3I36yffdjPhL8E389niziccx+I/2ZbSv9n8GP77VfGPlQz13adHEh+bUfSJ5zq7tXAj0OfzfYN3hMnaTPdS5ioj/G7bHn/Ev7R5f4QssyZWPboz/7A9pyDmn7Mm8TDF4s3Q4YPrWq3tV7f2nv/euq6tfXx1/ce/+W3vv7L5a9u5uWgleCtXS6rkraKYwcCn04yYOYpCSDXGvnlACM+wxOsyKUVcrWTn48mTE4CKZT5vvIqYycDMGCMWYFd8np5+oCbWUikm/pzITRiZvbHYExO1rLYpRwWveAFcsdMEMS7eSTBBC50L9lQoKR1Xb4whacNPtNbR4D/fs4xxwA6Pfw8HALWLbW6nGPe9wpx+97LfvcIuZ+Uy/YOPLovQ+3LuZzT1kIcXLOs5eA5kxaE9x5TBl4newgW7YOcj3984wq1/LJXIE322tVbT2nm0mrecQOXaBIYJTVYJ8HoDlRM9ixnlyYGa2+eA5kFdtzzqt5mRQ5uRkVaDgOKEjQYeAPf+knkh/L2O3Zr2VhiWudkNtPuT/znr7WftvFKe5x0pXAPZM++PWqKceWnq2zLYwA4KjfbMPy9xiqTj/fmXx7jnll3oVUy30UA3y9i1ymJftycs0xtooCOK0n8+L56jFn4owcHK/TpyS53VxRqjr9aMeokJKyQj+WecZF63hk7+mnziLfn4Ao+7FOzJ+/Qwa+luWIX4M6F9ftm/w/37MdZIzvsmwdRx33INtR+t60IXwEsYH7XYTJnWCjLbyZ/zme566K/Es+nQeMCgppm5k7fTQ2M+nR0e2A4W5VfUDff7eqqvf++vNkorX2ntba21prb22tvWV97CmttTe01t61/rz/PPu8CuQkA3Iy4mDGJCVY5QoR7TlA8OmVkZxkVbX1imsmelbAsiqFUyeg8MPvoyDmtrmfY5nwuMJH+3bUWbWsOqmUjxIl+mI1xqusJGHI1E5pBExxYpYzsjGQ4RyrLE4iUh6WuZPk5MU/UQDvbFkksbVc7dT98hhk4H5sFyk78+VnFh1Mudc/QeHtMPBfdRJs9vf3t14AYTs0ZQBwoup7HKScFPKJ/ODZP/SOrpG5E0EDK8vBhRaOecXY21gzWTTo2tnZ2bxICflij5a9V6Zc7MiXk2DrCcycfIyq6/CEzbvg49UTKJN5y8o+gGv9kxBcQ5HBiYYTBdun/UnaLjLOBN5ysp333rdWZ9Gf27dcWJn3cRcr3JdXnWy/9ruWof2Ln/W1HLwbwX/2iP5ZiQAAIABJREFUm9kXMnEbnvcGTKlT895733ojqeceYzdgZCy0k8Au/Yxlhf7tE5J/85egzcdzTJDBOZSJb9X2M7O0bd051qXvNt8juZKk5xxMfXrejvTlOG27HvGxBOj8HLjnVcYi27DlYoDhMRNbDXzMr8dn/s17xnIX7rwK5nnkn8zKGOp+4dH3eru/xziyGXj3Cr1ztix+WAfwb54cuzI/cozy8eQhebN9uUCVADfHmbtSlgC4Y2buFLMO3Lb5GhULUtZ5v9vNeyedH90OGFZVPa+19kBr7YGqem5VFd/Xf79xTrz8sd77c3vvn73+/m1V9VO990+pqp9af7+rKAM95BU8aLQCwaT1BMmJR/LqpDKr4g6oCRpzAhpccd3u7skr9c1jJnV2Jr7WTsLB0AAkkwkDSe51Ml1VW9ckoON7Biw78UyERk7L99tBAshTvyQcBhcZ3EcVat8PmIAX65B2SOSRzVnbNhwwMjA58Llt2wCyMk+Mnzb9UgvzhcwMsnxfJrQGtwZ/8HXr1snvTxmQ8ewe30mI9vf3t8bixMAr3H4JzyhJhX906uSOz9QR882rPAkGnRhnsSZtBD2h15zHrm5nZdz6dYJmEJ3zO495m56fXW2tbVZX/fZOeKF9+xnklQl4gnbPgUyIM5nY3d09tXJs8JK7IxjH3t7exq48TtpcKiakH8zk3nMPAGogYF1Z5l4hzuQyfStt+9MJmVeobe/2a7Zd82tfm0kb1/p6A4ulpC5XfT2HHcu41kk97efbGn3/Er+tta3VWj9XmS+Tsmw8Vrdl+UP2r6k724oLnZZjJtMj0J/Jf443+8wC8yiW5IulUn8uwDDveEFOFmysP8vN9/Pd17mwm3aNn0odegx82id6BT1B2Kh4kTtvvMvH8yOBmu3BxcPcbZELBHzaJ6QenBemvWTM8fUpn5S/waOPZ5u0511ES5/0leNgrPZPmRtn3jJB4cXS6XfJn6a9qnpmHPP3i9LQi6vqRev/X1VVb6yqb72gvi6F7IRGKxZ2tE62q2prC1vV9tYPr4q5Lz79jFcmHU4a7fQyyeJnFkiY3I/H42ozAZuVNPqvOgFKKRMCZD6czrWunMFzOth0wPlqeVZdcguHk0BWPdwWyW6+qMZ6Mugw0OH+4+OT30DsvW+SZD9LlMGHlcKsbtqGvI0T2fh38vw8VurbgcXPQDBeePSbbK1LAqxXAI+PjzcJ9s7OztYqTK6QHR0dnVrRwd6sa6/i3bq1eg4O8IEO3UYmTr33un79+oYf/1yE5YHuvMKMHgCknO+9b8Zp8GoZO/HOYo3Bhws/CSoy6ct5yP2eN+bd8xXdYINO5rPynVtwswjl50SzkMKqqm3FL+xJ/+eXOTA3PAey0HN0dDRMUmmPZCx/Mgb+3L7t3zLLF4akz3UCz3Ueb+rHvHnV33bneZ2JW+rSOjSoXPKBvt7gJl++kudHvgNeE5Rk8oq9237yOToDI59LAJ268E6F9N/eTWB5Z9HMMYzxWmfwjL15tZkxeo7YJxuEOnm3v7CtpN/PPMHFKusrdcx43Z51xnz1Dh6PmevtT+Bh9AgLc524nvpN2STYMMBm7u/v72/5TMsbXm1j8Gf+rdeqk50gtq98Yy48eew5v+0zl3Yt0Z93X5h368Pjsq6z2GLQha6YG8jefSVoth4Yh+3R950F4vNef2L3Ll4wXxPUj3w3fdguJzC8WLodMPzZujjgZ+pV9frWWq+qv9d7f3lVPb2vn2Hsvb+/tfa00Y2ttW+oqo/JF+DY+RlMECwMUKq2K6RMHldZRkljbtUCVBAocguAEzzacnDIVSLzkonD7u7upnLosTrBd/t2NpDbzCqYA4GvcWCgPzs2quMkfV7Zc4BPUGyHnw6qtbYBFqOqFglJ1QmodQXbunPCeu3atTo8PNyADb/J0O3bgbpdv3wIHgC59OXx29Zw2F6Rc9UT0A+w4jlSg+Xj4+NNkuDEw2OkX9sQ/fCdZH5UvXcBwXZm3TuojJI+3vhoPXqFAtkDLFxMcFB3QcYyyK2Y2K8TkPQFtj9vzTJYqjpJAJ2w+ZpMZuAtq7cGpQ7MDu5ZoMkdCZBlvbOzU0dHRxs7QF/Hx8cbQO77bHvwYRvxyqTnH/aZhSEnG04sveUrk1PkhU5cELF/TT5oK+3QWwe9Pd8r+wZzyMA+b1TEwzZ771tFEeb4iBfrzTq2nezt7W3mt8dQdfoFGwbZ6MFJqOe045F1nAl7jhWevcJpoGY9OH5y3DodgeoES/ZRqcOUR/aBXtwH/pP/M8n3HIAfyyf78/e8znKir4wbBl1eNUt78XPsIztK2eWuEHZkpCw5n3pIn5Xg0n7OcvexlK1zB76nj3Fbyad5oo3R1nr77CwMmDfHCfpnro58l7/b9n08FwOsV+Rondt3QKPChPMix2jrM+3JMcT8ZE6F3KxDF3LSvzkOTWB4sXQmMOy9v+gO8fHC3vv71uDvDa21X3ukN65B5MurqtbA8mOG0llVbVccc9XPSdXNmzc3Vf50jv5ugMK9ThoNJEhi01lmQDCQw+mTKC+BMTsOEqLcFuJ2ncg5MDIev3QFJ+Xga5k5UXbyaEDh/h2AkBHnvFI7SthJyJAT55w85eqIx5/JUyYRbt+OneDCvQ7mgDYnaiQLoxeVZLsGh04iDd64H7lyLYlirspaLlmBxG4MxiDk6MSXIJQ8GngiRwMZ68AAxbZF/w6OXkXlGvNlGXkbVlb8kTd8wyNz28AlVx4dfOkfuTvpTwDgQlLafALzDPwZ3HOnwO7u7mZl137E89qrgPZZBhgek4Eh4/ZzlS7QZHJYdbIKmMmk5e+KtrdJu7pvPdh32j7sb0dgMRN3z8UcQyapvj71Bw8UulyEsZwYI/dzzEAO+03wjX7Sv9rODeStY9snbY6ST9rL2GNdMRavWNqGDAjsazzfR3HV/3t3QhY/lwoAyZ8BgoGwi3uWe64yuX3P4duR44v97NLPQeW8Rlaei+kLfK/9AIVBAw98mGVhP4RNZay3bhP4MAaPxzENOTM/PGZ0aPv3uFK/XlXOGICNICuPxXwmoeuUhY9bxnlf+uUlkIfs0IML0metajoHyjYta8fX1FUCRfvMkVzclj+5131MUHjx9EieMbxw6r2/b/35YFX9SFV9blX9dmvtE6qq1p8PXh6HF0Oe0ASPUdWKieAKrhNyU1aOsqro61212tnZ2az0ZNWQ++HT98EfzswOxwGb6x0YuT6ruE4avf0nwYp5IEnOhAOn7cTg6OjoVEXaAdCVq6raeqtcOlBkxjUAMYO74+Pjzcqpx8q4eIEMgcYAB8DHKidJoIGXQYN1cHx8vLUy7GqnE7VcrfV16cgdgLICaxDk/gzK7OSPjo428rYeMmiZN78gAD729/erqrbk5XttryMbGlVaHZz43yDDP0qNLC0nJ9e3bp1st/Icz+CKve7t7W1tYTSgtmxsD1xnn2C5GWA5ScBOcp6lndJe+qylKnXeY8CQPsgyQF7WncFBbpey7STwNY+5Zcy2gD9yYko/bt+JphOiHK8TapKklAf6t+yyEJT6s+y8eu05k/K3LA3k8TkZZ8xnJur23179sgxtO+bDhaQRiPIn/m20tYznmPGHlqHHb1m6bY9zaTutwbRtLBPlLBJ5TLkib5/Kd3yEQRFtpv9InY5AagLqjKcjgFS1/abhBLU5tlw5bO3kNyTtTyzzlEHVic/MXMBFluSZawy00Yn1l3Np5CssT8vIfGKDS8U8xgGftofsKwl+Us5pq7bnlEnaosl+eRS/PS9T5v7uAkPK0XJxMcqxxnkKMjfYS9mPcrukLBRNOn+6dGDYWvsDrbUn8n9VfVlVvb2qXltVL11f9tKq+tHL4fBiyA4tk/oMBA6EPp7XV51+Lsjk1Zx0EO4zgZr7ztUbgwmDL8jgws4Coso3quTS36hyaTmmI3ZCS/Lm6tPOzs5mi8tSkk47doquhPq+mzdvbj0zwvUE993d3bp+/fqpSqEDqINaPo8B/06MLcNMgjlP4uS+MlC6LTt5P+OXhYJMjBkXyaZ5NpDKwJo2g354lsQvjMlAk/rOgoDp1q1bW6up1ufongR46JLV4t5XzyYa8KJXf45s3UlM1clKL9cjU4MixmdQ1Hs/tbXR4MnyIAHDVgE43tpp/4NunAgnqGJcmVCmzXoOjeYo8vC47Juy/QSiTnrtU21jAGHfx/Uu1owSa68CWL/pZ50YuT0DVcvUK/hejRjJLBMhX4PusBd4Gdmf2/DzvwmY+N/AJIHKaFXAMnd/lof9W64AWZbpGywrPq1D9GJePJfMj3WQ+k4wNHp+3m35dz9HSTDkOG2wgQwoXGThJ8EcfCRAsa0YpI/8ZYLK1FnmBqb0jcQV35eyNu8QgNKgAl5GIM1xy21wzI/F+Bz/e267bbebxTfadEHT4xnxY9CURSX3u5Sjcd6riOl7bTfoMosFI0DuXA2yL0qe/D3HTTuOyzkXHeNsT+jctpLz3HaRvi/92qTzp0sHhlX19Kr6udbaL1XVm6rqx3rvP1FV31VVX9pae1dVfen6+11DTtIdWKCcWLnCdePGja3kypM/nSCfrHIQqDmXk80T3FVF+KraBpJM/KVtPa6q5xYdktjki3PmiVUUJ2CjHxjPAMW9lhPVYj/vw3jtJEnAR6DXAYRxplzQld9y5wBjnTnI2T7s9Fs7eYvjSF6pKwKwkzCPFTtCpk42GVsmQ+iR1dgEbwTXDHCpS+7zWylZLauqun79eh0eHm7GAG+2eduddZ0JifWdRQLri768ijQaH0CXPjxfeH7Tss+gnCCNhBnZeWWFPnPeGvhDfDcQclUYXWBnPHPslQzLKX2B7QTKVSAAnMEPx0c+wAUmzw33nwmXCxbw7OKHK9ej5zs9JkB/+jxk7G3CXpXlJVq564Exehy5pdNJtQGdE1Fo5I9zB0DGj1HSyrizAGc5ZjJL23mfbd/9eg5Z756f+Wye54T1ZrCV46Bdrh2BegoCLoAk2GHe5ctgaDMTevrlz88959gSfHHMuhytKI+uhX/so+okdsJbxuoEbBnfR8CFa12sSlBp4Iide2dOApLUG8fxc5YBbXqejwom8OIcI1fNacdzdARiMxexn8zt2TkGfx/lILanzMdSB/A8AlVpu/Z7I2DlvCH7zXysavvFYDnX3RY8jYDcaHypL4/J5Jjn+Jz3jgplk86fHslbSS+Ueu8PVNUfHRz/d1X1JXeeoztDOXHt2HM7kKsrmQzwP8R1flEAqy/0x//eGmXgYLDqNhO85UsGHDDs2B1cuH+0JcVOOQN5BmnIW5rsrJwgG2Q5SDqAjcAk51Ie3mqRCbwTwwSZJBLuNxMaB0v6Qn8EOD8nafk4CNG/QQIB347ZwckrLJCDrQFYBnPbq+3Zz6pY7tggBNDkzaJV2yuQo+fPbIfYCnyNtgJmMcZgm/OQbXhUJMm54+TXvNgOE8T5eRTmpe/JAIjMAJB+bhO+nFCPgC880qfna+ooV3QMkrxKlUCc855P0CjJsU4MpmjPYIN+/UZc7N22aP/n47u7u5stzE4gLR/69HNE5o379vf3TyWy6N12bVsbJYn2D362cpRUWbbYYRLXUtCyvG3TmZyhf9uTdWFeRn7fxzL5tL9gnLY9Ax+v8GahzcU9jwtwYn9s28hzCZJsy44bXDtKRDMeUuxJf2jfaR3YBunHY7esEkRVbecAHB/xnH7MuoFss1XbK6Vuz36R60a6ymKVX3rncyPbSrukDfTpOMQ58+lCDvfY5q0zt587evI+64e2U24uRjCu0bbZkcyRR+YEjkuQ9QNfJttgFiN8H/25GOG5nLqkTc9dzyG3bf4z18lj3OOcKdsc8TLpYugqrBjek5STNQOgA0BWttzG6Jxf0sIPiWcS6ARmBFCqtp+dMi8ko5m8kazkW+oMDBJs5vjs/A0oDUIAB5mMmk/v/c/E185+Kbg7ocvnw/zH84QGdpZd733zIhGCI9cl8DVfjI9PXz8Krr6XvkkwbUuZuDh58r1OXGg7q4hV4x8Wx7kbPOT4vJXNIHpnZ2drBdEgDuDjZxMNKCw3vttGswruoJsJa87PTEq4h+TMQNdg2v064TcA8fxxIpHg1TodzeXRKo3vZ6y7uyfP3Hnl13x5DiGDpUTGCa4BUFa+PW/se/Ja8+L/6S/fCJtbJz1eP2/KigBzEPuw71raesj8hVyYgGfLyH6U6+HXPjK3mtr2vMqeyaEBl+3H8mOcTpaZ5+k/skCSq9bWLXbPvZbBCECZ53xJk+cW88U8GtB4XttW4cerH8hrNDZvT+YaJ53EgKrxs1r4GPuItHUn2N594TazQMA11rVtwgk8/IwKLR5Xxtyc0yZ49jXJn8k2C99ZNLDc0n8kKHaeYN6dH6B350sJcA0UU1ZLxzN3sA9x/waFgOKcU84XMvZa7ubdPi799RKA4hxkn+ln1J0vuB3bRuolARmfvt/zEb9mWVnfaRPOD3KMjifpJ3IMky6GJjC8JMpJ4kSFQAcIG4GxURB2BXHkIEYT3NdlFccBGcrA5OodTtSgzQDMq3dZPYX/BKF2uP6NPyd48OgkE55I4LwahgNLZ1S1vTLJW19z5cQB0HLCgWW1FZl4+2GuINlRGpiN/ry9EVBip+ktaU6W8yU39OFkhPYcgA2s8wfC9/b2NkDDejWYzG0q2AJkW/HqqO8ZrQz7zWmttc1LaAzUPU+cNCQogw/bn7eUOinxGJzMIHPskz8nidZHVW3JGp45RtJhG2duuVp9Fnhwwu3x5bYhg1zGZnvz2G2/EEDC99HOKCHz2AwMkHWOgYTV9tv7yVtBcyyeV/Cdz6ymv0Dfo6KVt9siK9qzfYxWqeETP2A+vQWPMVhGIzv2jg/4cWLp4kEWRJgDjNcrzvRvO0t7sm/Oe81PJpfQ/v7+VnHEPtD6zuKAk3XkyvWM2XJjLPZDtjPzltuuGb9XZq2bTOyRtYGqfSb95xZs26nHMiLzbJvJeWjdOcbAh22Kdl0EyDk84sN5QYKZHJPl6sJU1fZOJMeAzA/s8xh77ggwaB/1M1pZN2/mh3GMtsy7D16EZH866mc0t20rXqk+izJOevycJ19yoQSden7SjvOKBGpZkHH8cg5pO6DNtJMkAz1k75zE1zhGONecdHF06VtJ71XKZI6Kvyeok+rcNogDIBmu2n6Vv50ox+xM7DS97c5vPvXzE1Buk8rqLP1mUKJ/j8FJK/fbCWUSn0HHAXu0wso5riXprjpJkhi3HSIycbWwapXU2BGTZI0qpbdunfwWWDo6g2kn+eaBZ/9GFWLkwNYcr65mX/yfz/Sl080V1lGQuHHjRh0eHm4VKOifMVhPviaBuPkzYDHI48fnLedcfXWVFvBwcHBwqjrreYZ9Ib/e+2YVyi90YazczzZEgix27nli28mElvE5yPkZ15Fte9UBwMxxb83Cf3i85s/2yhitr2vXrm290p52sHf4pa8M9l7VQKdesa7aBg5+RjrBK9f4XicO/JwAyTvPiDF+2/Lx8fEGjOQqnbftOtmwbVqn2IVXMuzbcpUDebjQkyuSHiM80ZYLeujX8hit4EKeS4eHh6fswL7Uq825omdwz1zPgpNXLtN/2A/QV9qD9ZuxyzbhOGbfPCrQ5G4Yy9V+x+dsA5aD7YA2bT8JzJCL/bGfhU9dJ9km3DYy8+4O+9sE2Qk0PK/xR8QFCnvpq+270lYNiuE1C3j+3z7YOscmXBhO/2JZjXSToN2FggQTeW0SfY+KkclHytk+MPWQ8sJGrl+/PixIpQ6yOMJ1GeNsg8xFx43swyucjGsJAMKz+6QPrsG/Z+EqY0TVdgxKkJ9ydLFr0sXSXDG8RMoJ7aodtFR5dQDMdpxsZWDxdVzrZ9ayCuwEAX68Pctglv4I3Ex4J0Uekx2Yt0Sl83MFylUlA6JMIrjPDo5kHhk46c+EgcDj3wzsvW9VUw1+CWisoBnMU8GzzP1pgGiZwRtjctWb8Ttxc/XPMrCe0A96JDAwHvi+7777NiumrDqnHlyJdtDgpRyuHtpGSerhxfJD3oCXHDsJFtXatAkKJZYBgBL90dfR0dEGZOzu7m79pMioDevt+Pi4Dg4OttrMOQH4zEKC5ZVJpMfL+FidytUFr9r47YjWk1+cRN+efzs7OxubTZBke3IRKJPZ0SqCecH2vVqfK6FZ+DK5LQoCtj/kw3nPtVwNx9ekbm2bbtur75Yj7dlfGnSm7ZqsZ2x+BBbdD+PIFcd8bsmJG/rmXq8gWMa5eo8vTLDE/LLs/NxnrppVrXZdJI8G9di0ZYi92X/DM3PP7eR8BWTYnnNFx7bpVeYEoda3rzWPtiGDVvrw/5adgaN1jez9kzgGo7arXOVfAj0ef8aH9G0Zl2jPvt9kH+wCjnMGjzdBs2Opj6dc3JfBqPlxrKdt6zKBrf1iAsy0K89v+/30A7anHEeOJbfxV9XQB2cfLto4xzKZb+cBeY1XExkX57Iw4OJPxgjLzvae5z3XfCznvGVofS/lxJPOjyYwvCTyBLDDbK0Nf3OravsBbAdKO1jIDtD3ZbLqqrcBlwMLCRfk58Oy+usJ74nt5Ovo6GiresR13raXwDZX55BfrmCcVQV0suQgkdVWg2EnY7kKAKjBYdNmVpadvHjlLgMagYJ2c0yZkCZotB1QUUZ2t26tns3yls9cRU2n70KBkyFoNI6dnZ0NSGEVz0UDJ+fI2cGINnyPX5iTbXAtx1xRdKLklVsHWYMMj4v7DSxu3LixWaVrrdX169c3Ok2bMY/QwcHBlr3Bi+dLzlXawCdgY5l0olfI/BisGYh6fvkYenZyZQBt0IJ9ITdXpmkfMMfWS9uWEwPL3FvA09aw5bS9XCFBvibPkUzMzX+uSvke+4mlVTuDqmzD83YEbDjvT690+37r1IDbfTMmr5oZ8GVxwrLke67+Opl2W/b/+ADrwfzSvue+VxQNTODd9yWogjJht0wtt9GKG+Q4kUk388Nj8Zh9Hltwu6Ok1vGE2Gc5pMwtL8bht1VnH16dMxB0+/iMLJLa7+R5j52x2hfTrm3NwMC8OGb5uOOSY2qOYVTcHc0325/7zvaWwEfOFfSQlHY5WiG23Jw3eA47p8gVP48lczbaynuSJ9/r+OIx+rz5c5v2AxznL3NKg8+0l+Q/6aydEpPOhyYwvGRycIW84sBk8Va1qtP7+53EkWinE3Zi70nq1+ubL1ek7BDSudEeDsXPuNg5w59XHM0D/NLnUgXXZMdlJ+sqpQN21YlD9bMYHgdtpFN0UGlttUXLjssrKgS5TDz98hm/XdJ6c8XbQIMAkUmj5WJZk5zwAiJ0SPvIOOXsZMzgHnJC7MTAvLZ2srqQzj/tFXkYTHrbHONG/qxIOpgSdB1w/CId7nWhwsCFtgyYPT7sPucJOmNFEjnwZxt0QcW/W+bkC3l7/F4R9DYqJw9pq+bBxwwSDHhzbtkucs76GS6+e75xjD729va2CjheMbIP45PjBoPWd4LWkQy8YpqUiZRBPO2MgKvnzsi32TfQ1ohP9GfA50LfKPG0/7dvdJEgk8BMrgzqkS9+wPZvn5Y+Oe3D19BX+oyMW/BtHrnH8cnz1XpgHAZ3Vdtbg21Lvt/zGZkyp8x/Agfrsepku53v45j/fM+IHIez4GM9emyOlfZJo2R6NA6DqKW4n3LP61xMdfHGMcrkAmOu5voadm04NtlPI48Ejtxv3RuQJmgZzReTiwom69yFFr4vAUrPK/sp+wMX1y0TimWpD7eVeaH9UMahBFuev5YLMrMMzXfaTRY8/eecdmk+OPZmPBvxcta8mvTYaALDS6KzDDyrMw5eTlaqTh7OdlKxu7v9Cvmq7SpLgiE7j5zsdsZ2tEx28wJv3u6UVSf+vIJkgJMVzVEV7HZydJJnJ5vOysHdAMLVYBPO0smUP9l66cSO4MYqaVVtnlOz44bXDGaulBpkjYCAx+lg6WeDsBUnwb7f/duufG5n5+SFN8hulAh7mwznslLo/3M7kcdhm8qtbxw3SPafgyT3OKlkvnC/K/eeR3wH3PuFJMjX225Hya315GBM206usm2/ZMir3bRNv/lsjO0GmbJ6Rz+ttc2qo583Qm5ZFUbnXo02IHK12PZF//CGvAGeh4eHG30bPPV+8nuiHLetQrnrIAsCtq1MdJeAj/XJp7f2WjbWrb9nUSL5ziKMC0v2C3mNfbQLG+bBKwvonDa8EuhP+5sRkF4a9+h4+ir7FJPBC3Zh+7U90G6uzNlfWsYpc/8/8nPwk4l3nku7yZ06169fH76MLOMtwCnbz6TcSX/K0gBtiexX7Bcs/xHQWmqrqrZ+z9PtpD5zdWpkA/gTxmWQMgLnCaAT7I5Az4iIada3Qan9lsducM53A8YsSHj8yCZBq8lj9dy3/OzPRoWMs2zYfZiPtLPRXLed2DdxjedC+q+cj54HmRv4b8TbpPOnCQwvmTLpT+fpyp6DOUQigCMjWfNLaapqa7tgJkrplNIZ5HXw6G1CdoJ5vZ0rRNteaciE0VVRn8vqW4LZDLweMwlXVW2tZEDeygR/7hcZOvnAGRposErnBBvevAprcDkC/ozB8mCcfDqAM94Ev36BxEgP/J+/c5iytezNU65AuqIMuTBQdbJSxTlvoTavtJfPy3GfAwU8uPKYya7Hf/PmzVOrSgaIfrGFV7qcjDspShsCzOUcRWYuJgDOsvINWMwV0AyY2KCvMxjw9kxfwziwEVen8yUgLgwAkLjWAMr8Z1HEczztzPyM5oH143EniEEPXsWhXX965dS8e0vc7u7ulo1kwcmFBANIH7d9enzYjscKSEjfkEAfcqEk5/MI5OXKRPJnf+NxMXcMABiHVzwzQXXSlwWBqtM/LURinauKLgS4LevFccc+YpSEck0C8PQjS4A244x9t3c+uO8EMj6WiXTy6i3rvi7vT4DmYknmEfgq7zCCUs/8PwKQCawJrCo8AAAgAElEQVRtO5mv5PxxjF7alZH+gXHZD45kbNn5HHZsnnO7I3MzZZ48M/aUg/mxLD0/HA/oy/MqC+Vpf1k4sI14fps8/0cvC0ofmfLN/52req55Ljon8RgS3JnnvH/k4yddDE1geEmUSU7V6QpaTgrITsIBdmdnZ+sNfK4w2YGNKi2ZwOckzoqNx+FKPvcbPI6cKhOc4ISTSqDqwGLHQwAfVQDtfEdJI8lKvip+lNhkEON+BzBXrbneCSnX2cFbRnbqTrB9ngDBfZmwjAKpVwnRES9tMTB3End0dLRJ/JG5QfDoWGurZ9Dow4ks7TIOJ8R+UY+T/KUqsFcF2cabiXjvJ1uEkZff5umfPLAuzSPAy6vlDtLo0c+5eYXL2y5zfiNbEtJ8UU/K2XZpEJ5zYSnBM/BgnLYbxmcQbQDByhhbZdHP6MfTveJrUOPXunsbmec7Y7VNeOzwCaj1qgjzZGkHg+ee7X2UcLmCb7l7K6X1mavXThbR0dIuD/Tl4yN/Rjvenkt/5gfymNCp7zMAsf4h6wP9pt91P/ZVmVQCqLPYYTtHBt7qarCawNW657gT7aqTldAleboIkEAn5Wjf5GuwY+aY5eZ5Ztl6K6dtbLTlNWV1uxW80TjtD+B3BDoNyh9p4o0u3DbHLTMXBujLcTe37iMH5DQCH/zPtRmnM6eyzdjfpU5HACgLDLZHb+233/V8sJwMmpNXb1G3rpZAr3O53AEEObZCBsSOcZ4zKb/RHHFMxpdZphlTRrK2zeDjRvJZAqaTLoYmMLxkcvBzwuNgNwpIkCurVSfgwkk4yZSfkQNQeqWKtr0lJ4O5t7zQt9twkm5e7eTz03yxlTPBZzohOx9XvTJAuYKVSaGTA45lIOq9b1ZfDbgM+hxsGXduvxs9y+NVXMuBBDdB5wgkVZ3eCpXB2sWD69evbwGFDD5+E54DiLe6OcjCx97eXh0cHGwClBPp3NbsgOEtbMiC8fPTFJkIUikeFVQyaLgiW7X9O2pLwcYrvLSB3JEz/BnUoQvuYYyj1dQMhPDg7XMubJDkJbhGj9ab7XyU1LjN1k5WKW2n1l0G6tZaHRwcbMnd/Lgv24nlkvMGHvlusJdgK8FvAnfLjnYNklI27jttw69uH4EI+1vLx37PiXEmzDm3l8Ck9T6yD8s6QZ13bIzA5wgo2g+nr069u4CVMjXw5Rr6TBBJe0tFkkzm/T19QW6XTB7Sfmw36d+84pUgJeMA93A85YVcrLuRLhIMuE3sw/4/fRP9UHg1JT8eQwKJjOM5X/2ZQDr9Nuccd7jPcSbBb/oS82ufcRZ4SF+wtLqaMkpbd/9VtbWl3PZadbpQZV7sMyzbBIf+eS3L1DnLaJy0m7pPUO34kzuZLB/rgP+J39Zpzi3id8b4LJqYr1E7vm8EriedL01geEmUk6zqdMAyeaKlk6067ZT5n8SYvrw1gW10rHBVnTzbkomeE1tv8ctnbXAs3iYI31UnK4i5fYp+vIKYwdHjtnPmtxd775sVr9yC4aTQ7TtApxOCDg8PN6skBGn4zBd32Nk7MDLu/J0wO1k7u1yRMeg1sPe11jv32OEeHx9vPUdhG+Ee+AQsAP4dMHw9fB0eHm6BRwAFSYz7N4DJJMH3+bcF0XHq4NatW1v6cRupB/iy3RssfehDHzqVrKaevC3TzwSSBHs7kAHyEhjJbUS2Awd1Jx359sGjo6NhQuU+7G8czCG2Xfo627W3nXlbK/emD0hghgz9wo/k0/4q50HO0SXg6lVlF3/gEx8zItszPKBffIf1aH/o+YaM4cEy8xzxPM5x3LhxYyupzxjhMRoMZaJoveRLwWjXP/1CG/Sdduv5x3UjUAqvnjvu20Ux7jPYzsTRq2XY3ggUJHDMxNi2lgWMnZ3VT+3YBzmxNZ9ZnMlYl/PN5/J6yKvV3Gu5eReKAY1jUBYk3W/qyL7Ic9v+avRsmwsUtmfPSfdpeduuHBfQqX1A6s4+Cv+b/iBBJPryytioEGJ/kXp2u84nlvSIbK2HBLaj+8yDfYv9iW0rwaHt2P35OHwj/9xqP4oX2YZ1atmYb19vH5DysW3Y/ybvKb9Rjjzp/GgCw0umdGwZ2PxsWNXp7QPpsD2BvFLilSqOeWUqeXKy7iqlz5nPBCJOMnBCdkhOSj0GV5jT8ZLMemXSwcQJR25x4P7cPuq+LF9XTjnGy0b8bCV/BgbWi18aNKpyukJumfrNc07EvI3QenQgccBwFZBnKrNCmYEjk2kHmtwyRqC3frPKmQEkk679/f2tLZ25usqWRoClE2qvasBngjTbzs7OzubNd54TVVVPetKTtt6wyb3mx8+RWnbowyszzD//mLsTvJSVV3SY+wATJ37YAvx7PO7fsrYN0meuUGfwtW/wClbODWSVgd/FhPQx3m6bq2MmJyI+5sKUV2ldxOA+t+0t0ozTvNEuPNnOqrYTe67J7Xrm24DWtur+cstyytw6RP9OYAGR3nFiu8bOsCcXh/BnTrY5bhnymQkkvORuDPedK9gJzkeA3+NLHbm9LD5ABvKOZeYh+8MfjhJev2zLel4CBhDzNCnnW+78cT+Ov7Rpnu2v0UXVtg7P4jWBpGVpUAxfvseFQuzBW4Np1wDZ/gn7sF/3GHZ2duojH/nIUE4J2HPu+5706Uv+xgUXt+12M+finMfkvCR35ozADjQq7oz0bX+e4x0VQ8y3c4X0r46LllPmBZnvjeIBPsg+bdSOiwqOI+lTkyY4vDiawPASKStJHPO5DPCZgHGcz7Mmix2uK5EZmEdb0ZzgECQJVl5VMh8GE8kXk95V0kyMXFk0wMlqrZNoBykDLidXBhGWedW204RPxjTSh4NRJpFVJ0EpK2P8z0qYeTQAWfozb5alx+XEiOtGW4MMop0g0Y5BkIELAd1A207eunXCYHuyrG/cuHGqemy9+DcEbctZdPB2nLS3DNq8/CWr7k54HVCvXbu29UZPF0xYyaOf5MPJODyNxmM+SPZ3dnY2b7N10GYctAdPToy9itZa2wBTA2fPURcg4Mc6zqq1gYYTcfr0SoQBjq/3fLF9QtYbq8i0bz14TnsOu5DB+RGQ9WpHJnFZ9Eofwf/2TTlnkRljZf6ZXx+z7cI3xQV0S1uWpfXhYhVAcqntEYgf+e+RH8zE2P4//Z99ov39yEel/FysSt7hFcDrxNJ+l35s11n4sJ+gAJZgrmr7ZXAuQhogjwCJ5YTPMZ8m24eTaI8tk/x8YVLmEeZpBFJod9SPx2FeDUpyXti+bKsGdcwt5wLXr18/1f8IFDnuZuzIFf8R8EVn5BKOYxlT+T56uZB9Kp9LACzJNg2Z79yazT2pj7T75Nv8Zp8G7D4GLwnynO9Zls69uNfgeORfl8Zn/paA4qTzoynhSyIniTkpncQxmfzGwJFDqRpXihKsOeEmgGY1MoOYg30GR6+eJeh0/1ACs+TH7VXVVuB0APEr9Z384ABJVlNWBmBeiaFfJ7l2qAlUnFxkomd9IHMHDDs6HGGuStEeztIyy6TICeVIbum4Rwk647XjHgVuJy9po/QP2DXgyQA0ki2gzomy5wP30Y4BlI9he/59TrdjIMH4/fye9QwAoX3esJkr+Mwl2yHEM5EGUyPbTwBGm9iM7cB27HYhz12/JCf7BRh7/hrk0qe3QaIfrzS6Ku7VQMazlORjv1nssE1mEkgfmaTQtotFnitelXahAB5ox/LLRLLqZCtjzjWT7Tr9kPmGXFCyfj1mf2cLfya81qXnjOW3s7Oz+dmVBJIjIGzwaX59n/Xla5wc+7xlktvZ7DcT1Fkno2JU6sBj6L1vxRfHM/vn0Tz0PMfW2I3imGw7IGanr4NsHy40pPwzoWe+ISPLIoFr+mt4QPec95xNoMc9nksj2xrx4JjFmN2HdZmFJ2z+aU972pbODCissxF4MNh33y6i+j7HAK6zn3Vs9ljRoeN4FokTrDofsA81IPW9lrvJ9mU/nvngSEajXNI27mszPjoXyescp9NGPK99r/MS2rIcRnxNuhiawPCSCUeTE8QJQQICBzc7SJJkvpsy8FfVqeTWbabDxZG5euZkO5PU3OZ6/fr1TXsjh+Vqs3l2MPXKh1c08lpWfwxWLFP+z5VPEmInz3ZurgR6q2ICPjt5EoiRjjPZcH+Wpd9c6Sr4KKh5m4116T8/Y8c1TqoNhEZgfwSysopnEGVgmXZqedmWkR865aUxBiAGeFUn23ZHc8HBxcGe60bgn+13Hvdoq4/tHSCXzwN5m1/yCEC3DVgPrB4jP9pKgMqfx91737wkh3s91z1fDNDcVv5Pwm/9MHbbO/w6efKfdbwU8EcgaQQCuDYTbI57VTx/FmU0nwwKqk6vftsf+LlZyMDT89lj4BlarnfBwMfyZTv2rekfs0hj3+w2l8Be6gvi/9GbZDPWpM89S1+jOZVzbiRX+km5pD+zf7Y+6D99r8eATKzrpQLA6CcZLDfLK4FW1faqo2WevLvNlKv1yvcEm9iT/Y75sK14vAZW+Vxpyiz9C+2MdhfZVqD0C8jX409AnEAjc5KUVeYno7Hns66AP88x920ZWJ6Z09jf+FjafBYY3dZI9+k7kgy0RgUX9+N7snic9pG5Y+YxjtUJgEc+0nJwDHH+sKTXSedDExheEjHJDfo8odL5VNWWI0/yvn63TbA4Ojo6lQCx3SaTez+zY6JtHEtWjrjHQYBjBwcHmzH42Ubz6gnvwODKFnxznytzXOs3GdqxJE/82Tlm1W2UeBnEuGJsQOmA62e5GIMDmZN7n0cG+VwdvNCPgU4Gz729veEbPFkZdZIOvyS6lrNXvSwvJ5PIxue8BdhJkH9DEl65llU327QTA8aU47Xtm5wseruadW05wpsBmQFoVlo55xU9tptyv22GNihO5Jsv3U+C5rzHPz/i+W7fAo+2V4MH/+ap53zaGv0aSOfct+5zDPY/TgDsV3h78milHxl522LOJYNxCPkkYLHfNX8jX5wJGm3t7OxsbdlLwOlkJq9J3nzOY0pA6WTY/fnnYtw+40PW3O8tvknJY/6Gnsdvfj0mdFlVWz7yduMySPKc8Wqvx5aglfsY92hXDmMwzwmSsSPzkODSerMv595MpLnH8yPlN5K/wRL9eH677bRXj8nj9zX4v1zlygIUvLgYZ7l6PDnfXLS0n6J/gwfPQYMxbzV0gdx+J2PCEnjALtyf9esik2P3CBByLvOinNu2e2SY71Wwfgz03K5traq2fLG3U49s1aB4VASw70NPGUfs87Mdn7e92B8uraSO5pyvyVXVSRdDExheEmXFJieoHTyT288bcW/VCcjJbaEGKXZsDjROfOmb6z15M7nmmEFF1fi3xEZJnu+vqq2XreTzglkZJgGyEx2tQNnZk3Ta+TvRcIDik37zBS0j2aecDJIAW3a4Du5s68lqmXk0SHJVPx2lgw9jph/bRwYaklsn7V4R5buTMdvWKCHmfFbfCbgO+talt09aZrTv5AHebZcGsIw1XwLkRCXthBWltJNMYh3kLXcC+tHR0Ua3OzsnLxmxjPJlSE4GuM882g6tE/Pn53V8v8eecxEb83z1Vl7367YdxJG1Ex3rKZN8Pv0GXuRkOY4SXa+OZdLieeC54YSPa1xph8dcpfEcyOKH5TcqHHj8mUz58QDO2ZfmvBj5zSxY+OVIjCHvdTGGc34eNhPQBBDmjd0Mtifbg19o43nstqwzzy3aS19rmZusbwPEJMZuu7INwFuO3ddloYd2zyqUWW4jQOc+fD3HUqcG9bkrZWSXyMWFHa8E0l4WnxO82i/lc+Oct21ZjgZiJuc55idlMyryniXHjM2Qn0G1DEYxy8DY4Nb9cM42ZDus2v5N5+Qtix2WZ47P/sy2ks+0U/gx2R+Zct5n35mjep65aDcaj8c88tX5v/nLPCV/+mo0vyc9dprA8JKICeMk0efszDOxdqJuMpCq2n5uzQmQKVde7PwzufY1Xml0u+Yrk8Ekt7k04TPJIoF1gsO1vLyE/5Gfq02Myc8XjmRPwPOYMzl2Rc5BGh0cHx9v/bh3AoME8E5UvOqZfLKixXev8DrAZULCPfmGPctzNJ4ERQaOrLY5mUdWrgo7WJlvP/9m8AP/tOFEzfOh9775UXT/cLyBgxNfeADAeJsngcfJOcDTFfubN2/W4eHhVmHBBQQnQ7RnQIJ8RslFJoUGn55XjJf+R4lgJlgcc8HJSTv/57ZX2jXAcTsUB+hvtAXL/3u1Gv0l7y4O8Jm+izk2SnSS5yV5OMEfrWpmwQkyuMgttLdu3dpazUhAuFQEgLdMZl1gQg5OtOEZG7NvsM+yLOx/sIMEAwbXHEs9O6G0XVm+uQMFe84CgoFotmWZjAoPLli4vaXCneNv+h2I87m6gd3ZP/q8xw8fvib5GcnMesMm0jbQIXoZrY7Zb/r+EfhI2VgGuaqVW2f5zDhmmbk9gy3riHsNWkcACT4TcObYRiC0avuxA2QOudCZfXulNPvhf/4yJ3Auk/MzizGj+J9zwz7UY6GdUTHTq7X2zQa0VcuFEet4VEQwP/jEzOsSgDrGuR/ac4HScpl0cTSB4SWRE55RpWn0O1+uzhMUMsBWjSupTnqyfwOldD6+xg4ot+c4wGaiZocI70uVficau7u7W2/tdGUvn3PY2dnZAIOlZK7qJPGin3y+Kp9vOTo6OvVMkgEx1y3p0c87GuDm1hmO+42cyCnBGEENvXiVIJNh5JhjygJD2kXakPtD/vwA/bVr1zbPABpgYCu+z4HRSQj3cSxfmOLtjz7upM5jSXuGH8jBiETH88hyZ9UP2/NPJNgOs5pLssbvMHIseUB3XunzOdudQavflOgEwomYx41sWOVhzPTplTTPF/pHf9hgJoEZ3OHdPHIvv71onXgLFOcNpvEjBum5E2CUSHFutMJg+7C8s7BivXjVjPGkfVmH3A/PCfASYHlu2FdkMgcf9gcuPrkfH8tVrdHzbVlMsO+1nl0cGG0By+KlZeSfybCs/WZYrs9CgRPhtHfrbymxtT7dTgIExp9tG7C6OOFVId+bOkjbsm3Y1xgwudjlxDmT+qrtbbcJmi0Tz+sE0ZY3ZFv0oyjwYn9hcGG7dHHBPi316Di+BGAcjz1fPKc5P5ITvmLENzykj4Kn1GPyzrxIO4Mv+y/0gm4z1jFHKDplkSlzHYM2j9/tL9mO87Uspvna9CUeo2Orv7uNUX6W8szcdQRWJ50/nX437KQ7Qk7A09BHFTqSY1ahuMYJO4Htxo0bG6dNUutJ6aoREzod6Y0bNzYvrYAnVojo04DDFTI7AfrJZMpj5X5/d8CgLwO0TNwyuDtI7O/vn3oeAZlY/sjs+Pi4Dg4OtgCkkzG3nSuLlrXHSbBx4s722dzKks4fOzEwH4FqByOvsmVAANBxvwGJbcBVQbb7cW5vb2/zchmTq9LIwqsRmYg5ObYt7e/vb1blbt68ufmtw6qTN4Va75kQZOWSuQPwYFwe++Hh4UZ+tmcnHugmAZB1C29+e6WfV3GQR/cGpk5UnCwhC+R63333bUC+x2y7437rifE6qCMLeLhx48bm50GcVCEfVntt95mAjQBmVqytN+Rgn+Rtvda9CwKjZ6XdDomo55mLB/DvuWV9omP6W9rC6Os8z9lSTD9OonJ12vrOAs9SAjYiJ372v9ZNFhbTRvy/t9J5lwnAeLQqOAKS/rkQ9GYbso3YP7gt+z7sx8eRnXcx+Hz6J8vbb528fv36ZjU7+07Ahp313jc/K5NkGxq1k6srHjefLkjRpvVrf08fFKVGAMeJP+24Pc8tzi0BMHYacJ39QRYe+T9fFpXxCN26r5wXKVv7bMswrz8+Xv0urvOKlLvJtuji3BI4s+7I16w3xpQvX7Jv8HwZ2bd1NMqhPJYEqI4LjlmWgWNy2m4CT+c9BsV53chGuc/8J08+NuliaQLDSyRPugQgOSE57pd5EJD9TBXOYOTcnNCkk8VB0U9usXLg43qAAcHTSRH9OxmDCMhZDeNc8ueXc5DQZDLta/3sDgHLCW1WrPhuMEzAHVX+4XP0Q+7I2Nt+SR6cpHs88Eyiur+/X621TXLe+8l2xiwEwJcDVSauJGFsr/UKCzbldm1L1n2eY1wAFK6BZ/iCHycMTrJtCwRDF0D8/GnvfSP33MKYiU/auMfMs09s9fW9Dv5OirGDvb29Ojw83JorJE7MC4+TZImXt2QRwcld3m9wWrXaRuw3/Gb133PKczvl4WCeRRYnEF6dywKCCd0lkLMsc9WJPvwcZiY56Re8skr7CRY9hgTY3O+xPPTQQ1svuBj5YY67wIXv8zOSHiM7Htg6a5m7r/Qt1oWLALkyaZuBDJS9CmQ/ln43+3fyZfBmO8j5Yju17zVARj5VdWoXhvlPGY/ihws9ed5Jswt5+JYsWmQ/t26N32ztlaQs9CT/llm+7Il5jRxHgCJBoX2Y+/GuBPsj2mdl7/DwcGtOQylrg5cs6CYwSttyPE0g6PPIIwsG2Ixlm8AmfV6CkaV+XfTKOGe5Uwxbkr/l4mfl055ybo1A5eHh4cbOEtznip3jhv0j+Y11kTbilXmP3zZLu+4Xe7Fe7UOwYx8zaOSTHMe+w/0vyWe0mLAE2iedL01geEk0mvz5G3pVJw7TDm/k0Ph0AkbQGG0DqNquvOEEvGqBg2cFEieBQ3S1OwOOExQnpDgKg6hMMiD6yBVOAJSf6UoA4/stb8soV1Zc7Uyy4zIw39/f3+KF4ORExCCbvghWWcklyAO2ndRY1zh6gzpAC4EgV3xGVUDrixVmPtEH23l771tvsHQQcBXZ35EXcvBqGbZ0/fr1jTwMeH3t/v7+MAhzzDKwPvgzWHUSAh9O5q0jZGA9WpZOcuDHiTmBGZBA206MsAOSBNpx8sjcIQHkfusqQRDXOIGmwODkx3wBmB2gnXSwiptbQQ3EDPhG7WE76ZfYYuqdDLSFDhMUs9Ubfqpq63/atV05cXI7169f35obBoMJjOHp4Ycf3hqD7dJjzUTTZJ0nyHL/S/cmkMi+RsdHha6RfjxWJ/zZlueQ+ck3/I4KDdhj8mBeLHfI/jXH6NWWXJVKYOFk1fIw3x5fa20zZzxeJ7z2AyTQjIGin8fvsToOj0CMx2qAaNngW/FzFOCsU4p6tqGM6TwikAWoBGDowzy4nfTb2Y51hyzzOV2P231at+jb/tjjzTicq6AZEw2KzKNzANrNe3MOJqhGRwaP6JN5w58LV/j75In7cz7AF21W1VYc4HyuciObtP+UDf1mgSWBZALCke/JAhZt+yeXJji8eLrywLC19hVV9T9X1W5V/f3e+3ddMkvnRqw6AOC8AugVIhIbO20+ud4AYwQ2mJg7OycvEPCkZ0ISsEnWcTSerExYB1wn0Tib0bOPBMlMMOxs7WS98mIgayBmB+lEZmdnZ3FVz1Upr1rt7u7W4eFhHRwcnNoq4/GQ9H7oQx/a/BQH7TvJwJE5EcvExEkPennooYeq914PPfTQVkAxcN3Z2amPfOQjWw7Xiaodv8GoExEHKBIeEt4E0K5AWi7uB/l9+MMfrt77BuywMsc9yObhhx8+lUy48ujA7ESN/nObHGCYVSRkyzHaR9bIA0ADgLTumZuMm5XXo6Ojra1mDlqMKVfDDaC96nF0dHQqyc1EyHOD++Engy9z3IUidJVz1Prwp+2ULVde3cOuPVdHRZksathuDLp9LbJDJy4OpZwPDg429vu4xz1uy2eyUptzz/KwD3MyAz9+Y2/6uQQ5nGM1Gr2mv6It24cTXGLACNRZttipCxEjQM/x1LUT2BH45F7G7+PoyMW3UVvwZ59hW2ZsltMoQU85uB+2S2LTyPXmzZt1cHCwOX87MnhAzsQ6z2v6dswyv94hkNcbNDI26xM+0h7sBx0LeCZ35CfsRw2Ws/DjVbBRAcPgKnWdhSbr1e0gx5FucyXJvsz+PsFv+jrLy8AmgX/6dvRM/EgfaGBvct+2TfflFV3LkccAbN9LYAl7zviShYzUgXUG5dgSbLmtUaEDcm5hnST/1nXO/fzMGGQ+c67lvJt0fnSlgWFrbbeq/req+tKqem9Vvbm19tre+69cLmePnVpbbQ/ihSm80IJkyS+F8Fv7cPD+P8FO1Un1x9szmHCs+nhiXbt2rR7/+MfXfffdV4eHh5vtjExmJ2S+1wkGwcpb/9L5tNY2K2K325+PXFyVs7NyJTQTY9rysz2MM8E1x2nXCXBua0kAjjwNoq0XB136IQlCZ5YR7XiFy8ETAEP1z6AxZUKbWYWFZwdE5JZVX/+UhsE+wQ4Z0e+1a9fqiU98Yn3cx33cVlU8A6fH7UTcBQvk4GTm8Y9//EZO5sM2CCA9ODjY8OXVVa4laURPzJMMrMxVA4Dj4+NT88jJWlZ6vbrsZBrgVnUCNAGwTlBYWWXldH9/fyvhz61rrPIjIxILbJsEyACVseT8cDJLe7bVLNDAQ9qubdU2STU473GyBP9OTnZ2Vr/BeP369a156ETVOmScaYvMy1yp85ic0BncwZ+3CcM7313td2XdtsNYGZ8TSdNSUjTyaVzHp8GBkznr2bylHuDd9yfYc79cb55GSbD9Q4JAxwhsi8/UCbx6Z8Fol8JZY81+lkCb+18CNrlbZFSoyVhBmy5YjewQW/GuAmSBHLIwYDJIZWy5WyhXwhyD6T8BtxN9j9f827fCMzHERY8EoujMANfj4Tr3lwAtdwl5PPSZoMjkeG795/jdPjHXcdKFPduB/WDOMesrczOOpa2aJ88dg0XLJX2zt5+62DbKA+0XDeIAwakX5sASn6bUxUg3k86PrvrrfT63qt7de3+g935UVa+pqhdfMk/nQpn4VJ1+cxMBLyeKr3Flxff4BR2jSZgJSSYnPpZBJ6s5/JEgjWgEqOzQMolwQHDyWVWnHLdlyXkDgkwe4MHkQE2bBCEcOHKxk08AZwdJW1kFtp4MVJzcACAAORwHEPg6gzr+9/uAp4AAABGsSURBVNYtxsI1rqaSMHt8JgcfPwjP5+i5wlxtSwCOfHJrqIOmEyjuGyW1uSLheUCCZf2bPxcNMlGkf/OauvV9nP/whz98CpA4ubPdW95OBK1769l2njbmBMSJhnmzfnyNx2uQlwUCZAuASntAlm4zfZx1xJ+THYMh/++27Mf8UqQEMLRrUE9RLef70lZDz23aMDDlftuf70uwmYAu5ZztQPZHfLdNZ9XfgMOga/T8ZtVJgSUBr/XqBNvJO/blee8V1FFB0cT9+b/vS4BpWWRhwr7MY/Fz0tyT4Mf6SLCYumAXgcGrxz0iy8HzyXPdhV8n6Bm/c3U4x+f5nbEbfbmAnDmC9Up/zhvcFjxkbMixp+7tnxynErz4fvNhmaa+fL/t2vIfgZDclgtY85xeIoMf+iR2pT2PAKhzAdpzoS3tx7JBR1kwSns0gPN4bPuWr/OEs9qkjZRt5ou20eQpr/G8HPmlSRdDVx0YfmJV/Za+v3d9bEOttW9orb2ltfaWO8rZYyQbvScVjiSDYCb/OIusEOFU9vb2TlWj+HQFnf74bmfuxNIranbwBid2xE7qvIJlAERbDiYGoJzzOOHXiVAmwk7qLUuqgZa55WtHyDHfwzk/oM79uZLgRMGBAgfJH4maQYoTA74zTldUkYudqBMdJ8MGeNhHPifjMd13332b3wfEJvwsWyZ7JOh7e3tbbz3NKvMoifPqUya8Ho/PYY8Gw/7f43Agsp6wOz8/yzmSMcZv+7f+PHeqqp7whCdsjR2ZuGhgudnWl0Ap/Od2xKz6oi/LcyRH25PnoG0+t2A7uC8lfDmPTB4rY2FuGqxx3nK3PG4nfyenCXABiO7fwM28cmxkp66wpx+zHHIlKOWCnOHLc8zPETnZNL85L7Bl5j02n2Nz8ue2sFP69gpxAi2v2BBrcu7Rh/2k7db2aV/v+yHAl+ePYwFtjMbo48gW32tZJxhLPzFKxj0XHFNN9k/wPYpvJPYuvLgw5nEmyDGwGxVJ7OsMFg2CLaNR7HR/loftPcFcxjv6tVxcLPScy/tGgHCkJ+5N/+aYRZHEvgsfM9rSbLu1rXs85AqOZejUMrSM/WiEwY+LilAWlNyn51GCT/eX8YfvGd9GW2ezuOX5blvw+H3/KP/JPGyk+yVQ6P8nnS9d6a2kVTXS/JbX7b2/vKpeXlXVWvtQVb3zDvD1mKn3vnmRwj1ET62q37lsJiYt0tTP1aapn6tNUz9Xm6Z+rjZN/VxtulL6GRUg73Ea6ecPPZqGrjowfG9VfZK+P6Oq3nfG9e/svX/2xbI06dFSa+0tUz9Xl6Z+rjZN/Vxtmvq52jT1c7Vp6udq09TP1abz1M9V30r65qr6lNbas1pre1X1kqp67SXzNGnSpEmTJk2aNGnSpEl3FV3pFcPe+83W2jdV1U/W6ucqXtF7f8clszVp0qRJkyZNmjRp0qRJdxVdaWBYVdV7//Gq+vFHePnLL5KXSY+Zpn6uNk39XG2a+rnaNPVztWnq52rT1M/Vpqmfq03npp82H+CcNGnSpEmTJk2aNGnSpHubrvozhpMmTZo0adKkSZMmTZo06YLprgGGrbWvaK29s7X27tbat102P/cqtdbe01p7W2vtrW3925Kttae01t7QWnvX+vP+9fHWWvtf1jr75dba8y+X+7uPWmuvaK092Fp7u4591Pporb10ff27WmsvvYyx3I20oJ/vbK39f+s59NbW2p/QuW9f6+edrbUv1/Hp/86ZWmuf1Fr7mdbar7bW3tFa+6/Xx+f8uQJ0hn7m/LkC1Fo7aK29qbX2S2v9/NX18We11n5+PRd+YP1iwWqt7a+/v3t9/plqa6i3SY+eztDPK1trv6n589z18enfLoFaa7uttV9srb1u/f3i5w8/Hvmx/FerF9P8RlX94araq6pfqqpPv2y+7sW/qnpPVT01jn1PVX3b+v9vq6rvXv//J6rqn9bq9ypfUFU/f9n8321/VfVFVfX8qnr7o9VHVT2lqh5Yf96//v/+yx7b3fC3oJ/vrKpvGVz76Wvftl9Vz1r7vN3p/y5MN59QVc9f///Eqvr1tQ7m/LkCf2foZ86fK/C3ngdPWP9/X1X9/Hpe/GBVvWR9/O9W1X+x/v+/rKq/u/7/JVX1A2fp7bLH97H+d4Z+XllVXz24fvq3y9HTN1fVq6vqdevvFz5/7pYVw8+tqnf33h/ovR9V1Wuq6sWXzNOkE3pxVb1q/f+rqupP6/j/0Vf0r6rqya21T7gMBu9W6r3/bFV9IA5/tPr48qp6Q+/9A733362qN1TVV1w893c/LehniV5cVa/pvR/23n+zqt5dK983/d8FUO/9/b33X1j//6Gq+tWq+sSa8+dK0Bn6WaI5f+4grefBh9df71v/9ar64qr6ofXxnD/Mqx+qqi9prbVa1tukx0Bn6GeJpn+7w9Rae0ZVfWVV/f3191Z3YP7cLcDwE6vqt/T9vXV2gJh0cdSr6vWttX/dWvuG9bGn997fX7UK5lX1tPXxqbfLoY9WH1NPd56+ab1d5xVsVaypn0uj9bac59Wqqj7nzxWj0E/VnD9Xgtbb4N5aVQ/WCjD8RlX9Xu/95voSy3qjh/X5D1bVx9fUz4VR6qf3zvz5a+v587daa/vrY3P+3Hn6vqr6i1V1a/394+sOzJ+7BRi2wbH5utXLoRf23p9fVX+8qr6xtfZFZ1w79Xa1aEkfU093lv5OVT27qp5bVe+vqr+5Pj71cwnUWntCVf1wVf2F3vvvn3Xp4NjUzwXTQD9z/lwR6r0f996fW1XPqNUqxaeNLlt/Tv3cYUr9tNY+o6q+var+var6nFptD/3W9eVTP3eQWmv/QVU92Hv/1z48uPTc58/dAgzfW1WfpO/PqKr3XRIv9zT13t+3/nywqn6kVsHgt9kiuv58cH351Nvl0Eerj6mnO0i9999eB+xbVfW/18m2j6mfO0yttftqBTr+Ue/9H68Pz/lzRWiknzl/rh713n+vqt5Yq2fTntxa4ze0LeuNHtbnn1SrbfZTPxdM0s9XrLdo9977YVX9g5rz57LohVX1p1pr76nV9vYvrtUK4oXPn7sFGL65qj5l/baevVo9ePnaS+bpnqPW2h9orT2R/6vqy6rq7bXSBW+qemlV/ej6/9dW1det33b1gqr6IFu0Jl0ofbT6+Mmq+rLW2v3rbVlftj426QIonrP9qlrNoaqVfl6yfvvYs6rqU6rqTTX934XQ+vmM76+qX+29f69OzflzBWhJP3P+XA1qrf3B1tqT1/8/rqr+/Vo9B/ozVfXV68ty/jCvvrqqfrqv3p6xpLdJj4EW9PNrKnq1Wj2/5vkz/dsdot77t/fen9F7f2atfNJP997/TN2B+XPtrJMfK9R7v9la+6ZaGeNuVb2i9/6OS2brXqSnV9WPrPxJXauqV/fef6K19uaq+sHW2n9aVf+mqr5mff2P1+pNV++uqoeq6s/feZbvbmqt/V9V9aKqempr7b1V9R1V9V31Ueij9/6B1tr/WKsEqqrqf+i9P9IXpkw6gxb086K2ekV4r9Vbfv+zqqre+ztaaz9YVb9SVTer6ht778frdqb/O396YVX92ap62/o5nKqq/67m/LkqtKSfr53z50rQJ1TVq1pru7VahPjB3vvrWmu/UlWvaa29rKp+sVbgvtaf/7C19u5arXS8pOpsvU16TLSkn59urf3BWm1BfGtV/efr66d/uxr0rXXB86etAOWkSZMmTZo0adKkSZMmTbpX6W7ZSjpp0qRJkyZNmjRp0qRJkx4lTWA4adKkSZMmTZo0adKkSfc4TWA4adKkSZMmTZo0adKkSfc4TWA4adKkSZMmTZo0adKkSfc4TWA4adKkSZMmTZo0adKkSfc4TWA4adKkSZOuPLXW3tNa6621V142Lx+L1Fr7zrX85qvIJ02aNGnSkCYwnDRp0qRJF0LrH9X9b1pr/7K19sHW2sOttXe11r6/tfZpl83fRVJr7ZUAsdbaP4hzHP8bl8XfpEmTJk2alDSB4aRJkyZNOndqrd1fVf+yqr63ql5Qq3jzrqp6alV9fVV9+eVxd8fpz7bWPv2ymbhoaq3tXTYPkyZNmjTp0dMEhpMmTZo06SLof62q563//xtV9ZTe+2f13u+vqi+uqrdxYWvtC1prP7leVTxsrb2ztfaXWmv3LTXeWnumVt7+nI5vbTmN676ltfaPW2sPtdbevu73ea21N7XWPtJa+7nW2nPUFqt+72mtfU1r7dfW1/2sr3sEtFtVf+2sC8Tjd+rYG9fH3ji47nvWK68fbq090Fr7qtbas1pr/++ax7e21l6w0NcLW2u/0Fq73lr7pdbaF8b5z2mtva619oG1Pt7WWvvzC/z+T2s5fbCqfuCjkMmkSZMmTbpidO2yGZg0adKkSXcXtdaeVFX/8frrL1XVX+y9b55t673/jK59UVW9oVbx6Peq6j1V9alV9bKq+oyq+tpzZO1lVfW+qrpVVX+kqn64VgXSD1TVfVX1wqp6xfrT9IlV9Y+q6jeq6nFV9YUL143og1X176rqT7fWPq/3/vOPfRhVVfVfVdXvVNVRVT2rql5dVe/X+T9aVa9prX1y7/1m3PtPq+q9VdWr6rOq6sdba8/uvT/YWvv8qvqZqtqrqger6t210sMrWmtP6b3/zQEfN6vqgao6PKexTZo0adKkS6C5Yjhp0qRJk86bPrVOCo//3KBwQH91fe1vVdUf7r0/p6q+e33uJa21zzxHvv5ZVT27qv7C+vvTqur/iT4/v7X2uLjvWlX9R733T6uq7zvjuhHdrKrvWP//XY+a89P07lqNBQB+UKutus+uFVirqvpDVfXJg3u/uff+6bUCtr2qnlBV37g+97JagcKfrapn9N7/SFX95fW572itHURbv19Vz+m9f2ZV/ZnHOqhJkyZNmnR5NIHhpEmTJk06b2r6/3Zvwfyc9edP9N5/d/3/q3X+s8+Nq6ofW4PU9+jYP1l/PqBjT4v7Pth757pfOeO6JXp1Vf1yVb2otXZez1a+vvd+WNtjYXwey9MH9/5AVVXv/RdqBSarVquCVVWft/78oqo6Wr/F9GXrY0+s1Uqr6Yd77+9dt3f8KMYxadKkSZOuCM2tpJMmTZo06bzpnbVaKbtWVV/QWmu3WTWsuj2APOv6Xf3/pDPu+f31583BMbdnYFu12uIK3TzjuiH13m+11v5SrUDoX7/N5Rc9lqSl8++r1Spu0q34/m9v0/6kSZMmTfoYobliOGnSpEmTzpV67x+sqh9cf31eVf311tqmENla+6LW2hevv755/fnH128yrar6T9TcWxa6eVD/P3vd7ouq6smPgfULo97766rq56rq+QuXMB7G8sl1sop33vQ16z6eWydbTd++/kQf76uqL+m9v6D3/oKq+pNV9X2991+8IJ4mTZo0adIl0wSGkyZNmjTpIuibqgoQ8W1V9YHW2i+31n6nVs/6fdb63HfUatXrk6rqgdbaO6vqW9fnXtN7f1sNqPf+cK1+DqOq6ltaaz9TqxW5XNG6SvTtZ5z7qfXn17bW/llV/au6uBj9t1pr76iqf1GrFcOPVNXfXp/7y1V1o1ZbeN/fWvvF1tq/qdXK4Hk+Izlp0qRJk64YTWA4adKkSZPOndbPC35+Vf23VfWm9eFPraoPVdWrqur16+veWFV/bP19p1Zv2Pz1qvorVfV1t+nmz1XVP68VsPzEWoHR0fbHK0G995+rqh9bOP3N63MfrpUMvrtWK4wXQV9ZqzeI7tbqZ0O+svf+2+LxC6vqdbWSK7+/+GO10smkSZMmTbpLqd3+sY9JkyZNmjRp0qRJkyZNmnQ301wxnDRp0qRJkyZNmjRp0qR7nCYwnDRp0qRJkyZNmjRp0qR7nCYwnDRp0qRJkyZNmjRp0qR7nCYwnDRp0qRJkyZNmjRp0qR7nCYwnDRp0qRJkyZNmjRp0qR7nCYwnDRp0qRJkyZNmjRp0qR7nCYwnDRp0qRJkyZNmjRp0qR7nCYwnDRp0qRJkyZNmjRp0qR7nCYwnDRp0qRJkyZNmjRp0qR7nP5/q410Ck+gkLYAAAAASUVORK5CYII=\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# load in the flat\n",
"flat = fits.getdata(os.path.join(data_dir, 'spec_flat.fits'))\n",
"show_image(flat)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice that the average counts vary considerably with wavelength and there are even a few line features present in the data (there is air between the light source and the camera, and air can emit and absorb light!).\n",
"\n",
"Since we know the wavelengths for each pixel, this is no problem. We can fit a spline to this profile (which is marginalized over slit position) to determine the typical number of counts in each wavelength bin and then divide each pixel by the appropriate value from the spline fit to normalize the counts."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [],
"source": [
"# fit a spline\n",
"x = lambdafit.ravel()\n",
"y = flat.ravel()\n",
"weights = np.sqrt(np.abs(y)) \n",
"wsort = x.argsort()\n",
"x, y, weights = x[wsort], y[wsort], weights[wsort]\n",
"t = np.linspace(x.min() + 1, x.max() - 1, nx)\n",
"spl = LSQUnivariateSpline(x, y, t, weights)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot the spline\n",
"plt.plot(x, spl(x))\n",
"plt.xlabel('Column Number')\n",
"plt.ylabel('Counts');"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"# normalize the flat field \n",
"normflat = flat / spl(lambdafit)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show_image(flat)\n",
"show_image(normflat)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"You can now divide the science images by this normalized flat to correct for pixel-to-pixel differences."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"# flat field the 2D science image using the normalized flat\n",
"image /= normflat"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"
\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We want to measure the light from our target, not the night sky, so lets make those sky lines disappear! We can do a 2-D spline fit to the sky background pixels to create a sky model. As above, we have about `ny` measurements in each wavelength bin, so we can set the knot points along the wavelength direction about every pixel (or even less!). We do not expect strong variations in the sky brightness along the slit, so we can simply fit a low order polynomial along this direction (which we will approximate for now using the y-coordinates)."
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"# function to fit a 2D spline\n",
"def fit_sky(xvals, yvals, image, ky=1, dx=0.5):\n",
" # select knot points in the x (wavelength) direction\n",
" tx = np.arange(xvals.min() + 2, xvals.max() - 2, dx)\n",
" \n",
" # select knot points in the y (spatial) direction\n",
" ty = [] # if there are no knots, the fit will be a poly nomial of degree ky\n",
" \n",
" # fit the 2D spline\n",
" return LSQBivariateSpline(xvals.ravel(), yvals.ravel(), image.ravel(), tx, ty, ky=ky)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"# use the (unmasked) sky background pixels and fit the 2D spline\n",
"skyfit = fit_sky(lambdafit[skymask], yvals[skymask], image[skymask])\n",
"\n",
"# evaluate the 2D sky at every pixel\n",
"sky = skyfit.ev(lambdafit, yvals)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAA4YAAADUCAYAAADA3T1sAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4xLjMsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+AADFEAAAgAElEQVR4nOy9eXTUVdb3+6khqUolqVRlnuc5IQMJJBACBAQShhBEZQbBAXGCtlH0EVps27bVbrWdsVUQRVBQENEwB0RCCAkQMockZJ7noVKVVKXeP+g6t73vvc9dz7vuet53rc53rSzB1K9+v985++yzv3t/90FiNpuZwAQmMIEJTGACE5jABCYwgQn8+0L6v/sBJjCBCUxgAhOYwAQmMIEJTGAC/3sxQQwnMIEJTGACE5jABCYwgQlM4N8cE8RwAhOYwAQmMIEJTGACE5jABP7NMUEMJzCBCUxgAhOYwAQmMIEJTODfHBPEcAITmMAEJjCBCUxgAhOYwAT+zTFBDCcwgQlMYAITmMAEJjCBCUzg3xzy/90P8P8nZDKZ2cbGBolEwvj4OCaTCZlMxtjYGCqVCoDx8XHxI5PJxOccHBzQ6/UYDAakUqn4jFR6lzsrlUrGx8cZGxsDQC6XI5VKGR0dRSKRMDY2hlqtZmRkBLlcjkQiYWRkBJVKhVQqRafTAWAwGLCyssJsNmP5p0JUKhVKpRKdToder0cqlTI2NoaVlZV4RisrK4xGI7a2thiNRkZHR7G2tsZsNjM2NoZcLreMATKZDL1ej1arpb+/n+HhYWxtbQGws7NjcHAQk8mEtbU1RqMRa2trDAYDtra29PX1YWdnh16vR6VSifcZHBzExcWFgYEBFAoFAwMD4vuGhoaQyWTY2tpiNpsZHBwEQKPRiPGUyWQoFAp6e3sxGo0olUrs7e3p7OxEoVBgZWWFTqdDJpNhbW2NVCpFr9djNpvFe1ueQ6lUotfrUSqV4vulUqkYI4lE8pu5tcy1ZcykUilGoxGZTMbIyAhSqRSJRIJGo6G7uxuVSoVOp0OlUok5t7OzE/cyGo1oNBp6e3tRq9V0d3fj5uZGe3s79vb2WFlZMTAwgIuLC93d3ZjNZmJiYujs7KShoUHYq4uLC729vWg0GoaGhpBIJOIdLXaj1+uRy+UoFAokEgkGg0HYXn9/P97e3nR1dWFnZyeex2AwYDAYsLa2Fu8nk8kwGo2oVCrUajWDg4PY2dnR19fH+Pg4Dg4OmM1mJBIJnZ2dyGQybGxskMvlDA0NYWtrK+xqdHQUhUKBSqX6zZqx2Izlc5Z1J5FIhA2azWYxhnK5HLlcjtlsZmRkBKPRiL29PWazmdHRUeRyuVjDQ0NDaLVa8Y4Aw8PDWFlZYTKZGBsbw8HBAaVSiclkwmw2Y29vz/DwMF1dXbi4uGA0GjGZTJhMJoaGhtBoNOKZe3t7cXV1RafTYW1tLb5naGhIXOfk5IRer6evrw8nJyfGxsbQ6XSMj4+j1Wrp7u7GxsZGrF+LHVrWJcDo6CguLi4AtLe3o9VqxRzI5XKsra2Ry+UYjUYx1mq1moGBATQaDX19fcJ+rKyshD+ytrZGoVCI9WIwGFAqlWJMh4eHUSgUGAwGxsfHsbe3JyAggP7+fqqrqwFwcHBgbGwMvV6PlZUV0dHRFBYWYmtri0KhELZoWfMqlYrOzk5x7ejoqJhfg8HA6Ogotra2SCQShoaGsLOzY3x8HDs7O+ETx8fHxfN6e3vT0tKCnZ0d1tbWdHZ2Ctt3dHSks7NT+DWz2UxfXx8uLi7o9XqMRiOOjo4MDw8jl8sZGBjA2tpa+GFbW1uGh4cxGo04OTkxPj4ufJlEIsFkMqFSqejp6UGtVov5sMyDRqOhq6sLJycnRkdHhR83GAyYzWZMJpOYF8u93N3daWtrw8PDQ+xJo6OjwpZ6enro6+sTa8vOzg6VSkVNTQ1msxlHR0fxPMHBwXR2djIyMoKVlRWtra0A+Pn5UV9fj0wmw2Qy4eXlRXNzMxEREdTU1CCRSFCpVNjY2NDS0gKAs7MzEomEwcFBvLy8qKmpwcbGBrVaTXt7OyqVCmtra2FrljkwmUzY2NgA4OXlJe47NDSEs7Mz4+Pj9PX1MTo6iqOjI0ajUexVarVa+FwbGxvGxsYYGxsT7zMyMoJCocDa2hpbW1tsbW3p7e0VvqWvrw+lUvmbvdMyL3q9HplMhk6nw8/Pj5qaGhISEmhsbESj0dDY2IharWZ4eBi9Xo+DgwMKhQKlUklTUxMKhQKFQoG3tzcNDQ309PRgb2+PRqNBqVQilUppbGxEp9Oh1WqRSCT09PSI+baxsRG+ydPTExsbG0pLS7Gzs0Mmk9HX14e1tTXR0dG0t7czNDQk/NDIyAhOTk6YTCYcHR3p6uoSsYdOp8PW1hYbGxvhwyy+WKfT4ebmxsDAAP7+/ty8eROz2Ux8fDzV1dUMDg4SHx9PYWGh2IvHxsaEXZtMJnQ6nfBz/xoPWWw1Li4OgBs3bqBQKBgZGSEqKorS0lLx3kajkfHxcWJiYn7jZ/v6+mhoaEAikQifoNFofjNuHh4ewj6USqVYtyMjIzg6OtLd3Y3JZCIhIQFAvIvFH1p8oNlsxhL3qVQq2traAMT6i42NpaioSMRnGo0GnU7H6OgoUqlU7Dnd3d24uLgwMjKCwWBArVYjkUjo6+tDLpej1+uF77P44n/1RRYfaG1tjZOTE/X19UilUlQqFf39/cIvWOzcsmeaTCZsbW3FmhgfH8fa2prIyEjxzhZYYpOEhATxOzc3N7y9vcXfZTIZKpWKwcFB7O3tRawgk8lQq9UEBgaKz9rY2IjxVqlUNDU1iXtZ5s6yv4yOjorfOTo6Yjab6e/vF8/7r7+3xGYajUb4pt7eXuzs7PD19aWqqgqj0QjcjSElEglKpRKJRIJWq+X27duEh4czMDBAW1sbbm5uNDc3i+93dnamq6tLxM4WPzE4OCj2ablcLuKfqKio39jQv9qgZb8DUCgUNDY2/iZW+dfYw/Jfyzvq9XoA7O3thW/x8/OjsLBQ7B//OneW77PYj0QiYfLkyRQXFzNp0iRGR0cpLS0Ve5Jl7AACAwOFX2xqahLxuGWflsvlxMbGAlBaWmp5ti6z2ezCfxGy3bt3/1ev+T8Wb7755u6IiAjc3NxQq9V4e3vj7e1NT08PU6ZMwdHRET8/Pzw9PfH19UUikeDp6Ymnp6fY6KdPn05gYCD9/f0EBASQkpKCWq3GysqK+Ph4xsfHiYiIICwsDC8vL+RyOYGBgYSFhYngft68eXh6erJ+/Xq+/vpr9u7di4eHBx4eHsjlcpKTkzEYDKxevZrh4WFCQkKEc4qMjESv1+Pl5UVcXBw2NjYMDQ3h5+dHSkoKrq6ulJSUcPLkSRoaGrC1tcXT05OUlBSWLVvG0NAQZrOZtrY2RkdHmT17NjU1NUyfPp2mpiaSk5PRarXU1dURFhbGvHnzKC8vF5tzRkYGNjY2eHt7C6dxzz33MDQ0RGhoKA899BA3b97Ew8OD8fFxAgMDaWtrw2w2s27dOvLz80lJSUEqleLs7MzkyZPx9fWlsbGRTZs20draSkpKCkNDQ0yaNImxsTEiIyOprq5m5syZ1NbWsnbtWq5evYpWqyUlJQUrKyuGhobQ6/UEBwdja2srFqjRaMTd3Z2+vj7mzJlDcHAwo6Oj9PT04O/vj0wmw8XFhY6ODgICAoiKisJsNqNUKgkICMDOzo6oqCja2tpYsGABcHcBWltbM2/ePFxdXdFqtWi1WkJDQ0lJSRFju3PnTn788Ueio6Px9PQkOjqa0tJSkpKSUKlUhISEEBYWhrW1NTdu3CA+Ph6dTifIfGhoKKtWrWJoaAgHBwc0Gg2LFy9GqVSi0Wior6/nvvvuQ6FQkJSUhFwup6+vjyVLllBZWUlUVBSDg4PMnz9f2JbBYCA0NBRfX18SEhIoKytDqVQCkJycjEajoaqqCq1Wy+rVq9HpdKxevRqpVEpnZyeLFi2ipKSEhQsXkpaWRn19PbGxsbS0tLBp0yZ6e3vJysrC29sbiURCXFwcw8PDLFu2DHt7e6ZMmUJhYSErVqwQ5DAmJoaGhgamTp1KZmYmvr6+9PT0IJfL8fX1pauri5SUFGpqarC1tcXe3h4XFxdcXV1xd3dHr9czPj5OQEAASUlJKJVKAgMDuffee7l06RI2NjakpKSwdetW9Ho9/v7++Pn54eXlhUqlYtq0aVy9ehVbW1tSUlJwcXFhypQpNDQ0sGTJEubOnYudnR1arZbKykqWLFnCnTt38PDwIDw8nPj4eBISEpBKpVRWVvLSSy8JApaYmEhvby/d3d0sWrSIsrIyXFxcWLZsGR0dHTg7O9Pa2kp4eDgKhYLk5GTq6upITU2lvLycwcFB3N3dkUqlBAYGEh4eTmdnJz09PXh7e9Pf38/MmTNFksJCLmJjY5kzZw63bt0iKCgIV1dXpk6dyty5c6mpqSEpKQkrKyvs7OzEcwQGBuLv78+aNWtobGzEz8+PhoYGdu7cKci1i4sLP/zwA3v27KG1tZWsrCyKi4sZGRkhJCSEpqYmTCYT9957L2q1mq6uLi5evMj06dM5c+YMDQ0N5Ofn89VXX1FYWIijoyOTJk3i9u3b/O1vf6OoqIhp06bR2dlJe3s7qampmM1mNm7ciL+/P4ODgwQFBdHZ2UloaCgymYyuri4OHDhAbW0ter2emTNn0tbWhlQqZefOneTl5dHf34+VlRW9vb0kJSURERFBW1sbtra2TJ48GaPRyKZNm1CpVGg0GpYuXUpJSQlyuZz169dz+/ZtZs6cSUVFBd7e3uh0OqZOnUpFRYUIfL28vAgICMBgMLB161b8/f25du0aWVlZbN26lZ9++glAkPXdu3fz5JNPcv/99/Phhx/y3HPPUVBQwKZNm/jpp5/YsmULjY2NrF+/nosXL7Jw4UKcnJxYt24dBQUF2NjYsGvXLlpbW1GpVJSUlKDT6Zg8eTI7duwQJFOr1aJQKEhISODWrVsAdHV18corrzA2NsbTTz/Njz/+iK+vL8uXL2fXrl3s2bOHP//5z3z77bc8/PDD5Ofn4+HhQXx8PHK5nMbGRgIDA9m7dy91dXWMj4+TlZWFvb09/v7+PPzwwyxZsoSDBw+i1WqRyWRkZmZy7do10tPTqa2tJTExkdu3b+Pp6cnAwABpaWm0tLTg5+fHtGnTsLOzIzo6GolEwty5c6mrq2NgYAAPDw8qKysJDQ1l4cKFBAQEkJqaSmBgIImJidTX1+Pu7i72zYCAAFpbW3n44Yf5+uuvefrpp9m+fTvDw8N89913ODg48OSTT1JTU0N9fT3x8fH4+fmRn5/PH/7wB7KysggKCsLf358pU6bg4+PD9evX+f7777l69Sp1dXVER0dz6tQpMjMzqampYfny5fzud7/j0qVLuLi4IJVKkcvl1NfXU1RURGFhIQ8++CAjIyNs2rSJLVu28N5777FhwwaCgoK4ffs2ANHR0Tz//PPU1tYyMDBAT08P69evx9XVldTUVDo7O1m8eDHR0dHk5uYik8mYNWsWvb29bNy4kZMnT9La2orZbCYqKooXX3yRr776CrPZTEtLC+3t7fT29vLVV19RXl4u1rCfnx87duygqqoKBwcHuru7GR8fZ9q0aYyNjbF27VrmzJlDUFAQWVlZxMbG0tPTQ2lpKWfPnhVke9euXahUKt544w3efPNNnnrqKUJCQrCysqK8vJzNmzczPDxMREQEvb297N69mxkzZnDhwgWGh4cZHh4mNTWV6dOnM2fOHGpra5k9ezbXrl0TpKSlpYXNmzezatUqsrKy0Gg0tLW1MTIywooVK7h16xajo6PExcXR19eHm5sbCxYsIC8vj/fee485c+Zw9OhRoqKicHBwwGQy0d3dTWZmpiC0lqTJnDlzWLJkCe3t7SQmJqJSqairqxPBeUpKCh0dHdjY2ODg4MCsWbPw8/MjJCSE8PBw4c8bGxsxm82sXr2apKQkfH19GRwc5N5776W8vJzg4GAAnJycGBkZYXBwEB8fH5ydnVmxYgW5ubki+WOB2WzmD3/4A0eOHOGdd94hOjqa0NBQoqKiOHfuHAAvv/wyRUVFeHt7o9VqUalUjI6OsmLFCkwmE/X19bS0tFBdXU1xcTHz5s2jurqa2NhYSktLmTt3LgBhYWG0t7eLgkZUVBR79uzh0KFDItk2bdo0XFxcaG5u5o033sDa2pqqqiq8vb158sknuXz5Mo6OjgwNDTEwMMBzzz3H1KlTeeyxxzh06JAYU1dXVzQaDWlpaZSVldHc3MzixYu5fPkyAwMDjI+P8/jjj3P58mWWLVuGn58fxcXFPPvss7i5ufHuu+/y8ccfs379eq5fv87IyAg+Pj60tbWxZMkS/Pz8uHDhAps3bxZj+cUXX3Ds2DEWLlyIWq2mtLQUlUrF1KlThe9paWnBYDDw8ssvk5mZSWlpKdeuXWPFihUcOHBA2B7cTfhakvMtLS28/PLLjI+P/2b+xsbGmDJlCjY2Nvj4+NDU1IStrS319fWYTCb0er3wbRqNhv7+fqKiotixYwenT5+mt7dX/Lz88svExcVRV1cn7CQ0NJQjR47wwgsv8P777zM8PAxQvnv37k/+q1xK8t/1D9xLJBIfYD/gDowDn5jN5r9LJJLdwCNA5z8/+h9ms/nnf17zAvAQYAKeNpvNp/6zezg4OJhjYmJEhtKSCbBkF41GI1KpFJPJJKozAwMDSCQSPDw8BGGwVH4MBoPIBt64cYOgoCBKSkqIiori2rVrKBQKfHx8cHJywtramqGhIUZHR9Hr9ajVauRyOadPn+b48eN89NFHjI2NYWNjQ11dHXK5nN7eXsLCwqiursbe3p7o6GjGx8cFqSksLEQqleLj4wPczTgUFRUREBCAp6cnxcXFNDU1MX/+fA4cOMCiRYv49ttv2bhxIyaTif379/Poo49y+PBhnJyc8PHxITo6mm+++YaAgAAkEgmNjY1kZmZy+PBhkRGsqakRgb+DgwNwN6tTUlLC0qVLuXz5Mk5OTty4cYPo6Giam5sxGAyEhYWhVCpxcnLizp07dHV14ePjQ3Z2NrGxsYK4yOVyYmJiqKmpob29neTkZOzs7CgoKECpVGI2m5k8eTIjIyPo9Xq6u7tFIGs0GikvL2fZsmV8/vnnJCYmUl5eztjYGBqNBg8PD/z9/WlqauLChQtERUXR1NSEs7MzoaGhnD59GicnJzw9PYmJiRFZtVu3buHj40Nvby96vZ6uri50Oh1ZWVmMjIzQ39/PtWvXSElJobu7m87OTjw8PBgeHqanp4f+/n4WL17M999/zwMPPMClS5eIj4/n8uXLzJs3jz179jBz5kzc3Nwwm82EhIRw7do1zp49K8j67du3WbJkCT/99BOOjo64u7vT1dVFaWkp69evp7W1lZaWFsLDw0XwdPz4cby9vampqeGee+7Bzs6OsbExenp6yM3Nxc3Nje3bt3PkyBHi4+PRarVYWVlx+/ZtcnNzmT17NuXl5Xh4eHDhwgW2bNkCQH19Pbdu3WLmzJncunWLxsZGGhoamDVrFlZWVly5coWoqCjc3NzIzc0lIiKCgIAAysvLRQXakqVXKpXU1dXh6OhISEgI4+PjGAwGTp48iVqtJjU1leLiYlxdXWltbSUkJISUlBR++eUXSkpKAHjyySeprq6moaEBtVpNbW0t999/Px999BEKhUJURW1sbFAoFHR0dNDW1kZCQgLOzs6YTCZ8fX0B2LNnD3A3KEtNTUWpVHLo0CH8/PyQy+X8+uuv7Nu3j7179+Lv78/ly5eJjIwkJyeH6dOn09bWRm9vL0FBQYSHhyOVSikrK+PGjRtoNBra29sBuO+++/jyyy9ZsmQJg4ODdHZ24uvry8jICP7+/hQUFFBSUkJwcDC1tbVkZGTw008/MWPGDFxcXLhx4wb9/f34+PgQEBDAjRs3aG1tJT4+HpVKxYULF3jhhRfIycmhvLycxx9/nDNnztDb20tMTAxHjx4VQU5ISAgymYyysjKkUin5+fmsXLmSVatW8f7773PmzBlsbGyYP38+jo6OzJgxg6qqKvbs2cPWrVv55ZdfyMnJ4f7776evr4/a2lqcnZ0ZHh5mYGCAqKgoFixYwMcff0xDQwPvvPMOW7duxcbGBnd3d4aHh6mvrwf+r+rp6tWrRfDx66+/olAoRLLm1q1bZGZmYm9vz969e1myZAlSqZSioiJhW/b29hQUFADwwQcf8NFHH9He3o6HhweBgYFUVFRgZ2dHV1cXdXV1AHh7e9PU1ERMTAxJSUmcPn2a5ORkMjMzOXLkCA0NDcTExHD27Fna2tqEkiQ8PJzY2Fh+/vlnWltbiY6OZtOmTVRWVnLhwgWqqqowm81kZmayYcMGli9fTnR0NCUlJaIS7+XlhZubG0VFRZhMJoKCgtBqtTg5OXHq1CkefPBB9u3bh5+fHwsXLuTixYuUlZXx3nvvkZiYSG1tLW+//TYFBQXcd999HDlyhNmzZ2NnZ8f169cJDAzk119/RS6XM3nyZDo6Oqirq8PX15ddu3bx/fffU1ZWhkKhYP78+Rw9evQ3Wfh77rmHs2fPsnTpUn744QfWr1/P+fPnUSgUeHh40NnZSUBAAACvvvoqCQkJvP322zz//PNkZWVRVFSEXq9HoVCwbds2Dh48iL+/P6dOnaK9vZ3t27fz17/+FYAXXniBxsZG4fNlMhmzZ8/m5MmTNDU1YWNjw7Rp07h16xYPPPAA2dnZFBUVMW/ePKRSKffccw/Z2dmcO3eOtLQ0RkdH6e3tpaOjA0dHR9ra2kSV3VI1nzRpEr/++itWVlb09/fz5Zdfsm7dOhISErCzsyMyMpKamhq8vLzYu3cvANu2beOdd97hnnvuIScnB5PJRFxcHE5OTsyePZsTJ05w9epV0tPTGRsb49y5c6xbtw6z2cyBAwd48cUXaWpqwmw2Y2VlhYeHB9nZ2dy4cQM/Pz9cXV3Jy8sjJiaGuXPn8uGHH7Jw4UKKiooARDAPEBwcjE6nQy6Xs2vXLtzd3WloaOCJJ57Ax8eHlpYWZDIZq1evJjo6mu3bt4u5/eKLL/jb3/5GWloaIyMj1NbWolAo+Omnn1i1ahU6nY6cnBzWrFlDX18fBw8eBBC2u2vXLpYuXcqbb76Jh4cHFRUVlJaWkpyczOHDh4WtL1q0iJ9++olHHnkEs9lMXl4ejo6O/PLLL8yePRsbGxuys7PFc+3bt49PP/0Uo9HIlStXOHXqFPv27aOurg6FQsHFixeZNWsWFy9eBO4SqZCQEGbMmCFsCSA8PBwfHx/OnDnD9OnTaW9vp6am5jfx4cyZM/nll1+E73/mmWfYsWMH06ZN4/jx42L9paSkIJFIgLuE6LvvvuPxxx8nNzeXs2fP4uzszMqVK7ly5QqFhYWsX7+esrIyQkJCKCsro7+/X/gbuFu5HBwctATqZGVlIZPJ+O677/D09GTdunW8/vrrAKxdu5avvvpKJDSvXbvGwMCAUCT97ne/Y9GiRTz99NOMjo6yefNmFixYQExMjLhfXFwcQUFBNDc34+HhQWpqKp999hmNjY0iPoW7RKKqqgqAGTNm8OuvvwIwb948zpw585uxW7NmDQcOHGD79u2YzWa6urpoaGjghx9+EAoegBUrVjA8PMyJEyfIyMjA29ubK1eusHDhQt544w0Auru7cXJyEtckJiYSHR3Nvn37fmNz/3e8/vrr3Lx5k4MHD6LRaHjyyScJDAxk06ZNxMXFUVFRQVxcHKGhoezfvx+4G7cmJiaya9cuQXqDg4OFSsbJyYmAgAB0Oh1JSUls2rSJ9PR0fHx8kMvluLm5CdL99NNP8+677xIVFUV7e7uojP/r+Pn5+VFXV/ebaqtEIuHgwYNUVFTQ0NDA3r17mT17NhcuXCA6Opri4mIkEgkrV67k0KFDwkaOHTvG9u3bWbt2LY2NjXzwwQecPHkSs9nM66+/zvPPPy+q4hs2bOCLL74gOzub/fv3c+3aNQwGA42NjYVmsznxfxrM/w/8d/YYGoHfm83mCCAZeEIikUT+83dvm83muH/+WEhhJLASiALSgQ8lEonsP73Bv0gOjUYjHh4eNDQ0CPmLZaG4uroik8kYHBzE0dGRsbExIX+xELP+/n5aWlrw9fVFoVBgb29Pfn4+wcHBjIyMEBgYiJ2dHSMjI9TV1QmZoEV6NjIyQnd3N97e3mLzKywsFDLExsZGZs+ejVqtxtnZGWdnZwoKCmhubhZyA0tmz2QyceHCBa5duyZkLrm5uQQGBpKSksLt27cJCwujo6MDT09P9u7dy/79+9mwYYPI/AYFBZGbm8t3332Hj4+PkJwEBARw9OhRFixYwOzZs3F0dBTBi5eXF0NDQwQHB1NcXExSUhKjo6PExMQQERFBZ2cntbW1zJo1i/DwcLq6urh58yZXrlwRMp/h4WGio6Px9fUlJiYGpVJJRkYGNTU1lJaWkpKSwvnz50WAcvXqVeRyOYcPHyYvL4+cnBz8/f0pKSmht7cXe3t7FixYwJkzZ9BoNOTk5BAbG0t3dzcymQwHBwe++uortFotTz31lMi+9Pb2UlpaSnx8PNu2bcPZ2Zn8/Hza29upqqri5s2bXL16laamJpRKJW5ubsyePZtPPvkEa2trjh8/jlwu55dffsHf35+Ojg5GR0dpbGwU2bljx47h7e1NUVGReF4PDw++/PJL4G620VJt/utf/8rZs2fx8vLCbDZTWlqKWq3m5s2bDAwMcP36ddra2qivr2fevHn88MMP1NbW4uPjg5ubG6dPnyY7O5uNGzcSGRnJPffcg1arpbCwkLa2NoaGhti5cyceHh48++yzhISE0NnZyTfffINOpxNy4qNHjzIwMEBlZSWJiYmUlZXx7bffcvDgQZEhi4iIoKuri7Vr12IwGIC7UrK+vj6GhoaIjo7GwcGB4uJi4K7j9/LywsrKitHRUVGFAbh9+zYajQY3NzdmzZqFTqejuLiY+fPnExQURH19PVeuXOHs2bPk5ORga2tLSEgIu3fvpri4GBsbG7q7u3F1deXQoUO4uLig0WhYsWIFoaGh9PT0MDw8TFJSEmNjY+Tl5dHU1LTgNasAACAASURBVERPTw9Hjx4lLy+P0NBQ1q1bh1wu58qVK7z99tu4ubkRHx8vKgdff/01Fy9eJCMjg6ioKI4fP87MmTOprq6mqKiI9vZ2QZYuXLjA2NgYS5cupa2tjRUrVjBv3jzOnTvHxo0buXPnDgUFBRiNRrKzs7lz5w65ubmkp6eTkpKCnZ0dW7Zsobu7my1btvDggw9y9OhRADZv3kxsbCy+vr44OjqSnp5Ofn4+M2bMwMHBgdraWvLy8pDJZPz44480NDTg7u7OnTt3mDdvHo2NjdTX12M0Gjl16hQ9PT10dHTw6KOPsmbNGpYuXcqrr77K559/jp+fH0NDQzg5OfHiiy/y+uuv4+7uTm9vLyMjIwBcuHCBM2fO4OzsLGTm999/P9nZ2Wzbto1HHnkEuVzOo48+KiScsbGx1NfXU1ZWBtwNlHbu3ElxcTGnT58WZMNgMJCamkpBQQFz585l2rRpIoD48ccf0Wg0PPfcc7S2thIXF8fg4CBubm5oNBpefPFFVCoVZrOZW7duUVtby+rVq5kyZQrW1tZs27aNdevW0dTUxLJlywgMDOQf//gH9fX1tLe38+WXX4pk1LVr12hsbOShhx7i3nvvJT09XSS8li9fzpo1a9BoNDzzzDPI5XKcnZ3RaDTMnj2bgIAAXnvtNaKjo1m0aBEJCQl8/vnnBAcH4+LiwvXr1wkLC+PNN9+kr6+P+++/X7Q5HD58mOnTp3PkyBE++ugjkeE+cuQI06ZNw8fHR1T/IyPvbp2VlZVIJBIh1dy2bRsPPvgg+fn52NnZ8eWXXzI0NMRjjz1GdnY29957L8uXL+f999+nubkZKysrZs6cSWZmpqh4XrlyBYC8vDyys7NRKpWEh4dTWVlJRUWFSLgA7NixA4PBwDfffCMIeGVlJU1NTUilUvbv3y+k059//jn29va4ubmxb98+cnJyMBqNjI2NIZPJaG9vp6urS8jTjh49Sk1NDVVVVVhbW5OUlER1dTWurq78+c9/prq6GqVSiZeXF+3t7XR3d9PV1cX27dtFgGXxUVZWVpw+fRqZTEZwcDBSqZR169bx3nvvsWnTJi5evMhHH32Ek5OTICEWuwNYsGCBqHAolUrOnTvHsWPHROXHaDQK0uHn58d3333H5MmTeeutt9i3bx8JCQl8+umnvPHGGzQ0NDB37lz8/PyE3507dy5vv/222I/Hx8dpb2/H39+fefPmkZyczOOPP46npycqlYrz58+zZMkSYQ+NjY2YTCZGR0fZt28fVVVVeHh4cO3aNTFPs2fPpquri1OnTjFz5kxR2b506RJ37twhODiYq1evCkLl4+PDAw88AMD3339PQkICKpWKS5cu4eDgQHx8PEajkbi4OCFhO3HiBABNTU18+umnVFVVUVBQQEJCAj4+PmIf8PX15cknn+Tq1avY29vT1dWFRCIhPT2dQ4cOoVQqKSkpwc7OjtOnT4trxsbGWLRokSCFGRkZAFRUVAipX25uLvb29ixdulTYHkBDQwOrVq0CoK2tjU8++YTo6Gh8fHxYvHgx165dQ6VScfnyZYaGhsjNzcVkMtHX18f333/P2bNnefXVV/n5559paGjg5s2booJYW1tLVVUVfX199PT0cPjwYfF8gYGBrF27FoDMzEyOHTvG8ePH8fLyIjIykr///e8A+Pv789VXXxEeHk5oaCjnzp1j4cKFmM1moVJRKpUsWLCAsrIy1q1bR1lZGX/84x/FO1qKIEeOHCEvL4+jR4/i4uLCvffei4ODA4sWLRKfjYyMFOSlurpa/Pm+++4jOjoauEu4ExISRHuGxVddvnyZKVOm8Kc//Qm4S0a9vLz45ptvuHjxIomJiWRnZ/OPf/yDyMhIQQofeeQRvv76awBmzZol4qy8vDzWr1/Phx9+SFtbG7t27QIQkuHe3l6hqMvMzKSvr48TJ05w48YNdDodFRUVoh3LyckJFxcXnnrqKSFfvnDhgnjvRYsWMW/ePJYsWUJycjJyuZyenh46Ozt55JFHeO6554Qvqaio4MEHH2TNmjVi/yotLcXf358dO3aIKm5QUBCASOK89dZbAILgXrx4kY6ODlJSUoC7EtaMjAySkpKAu6TTkoy55557sLe3B+76YotdeXl58dprr/HWW2/h4+ODl5cX27dvJzExkS+++AK4m3Str6+ntbWVxsZG/lfx30YMzWZzq9lsvv7PPw8C5YDXf3LJUuCQ2Ww2mM3mO0A1MPU/u4dF42wp89fW1uLh4cHo6CgdHR14eXkJp2/JxMNdRz8wMCDkHQ0NDbi4uBAUFMS5c+dEf0xcXBwymYzKykqmT5/O1KlTcXJyEkRCq9Wi0WhwdHSkoaEBnU5HfX09b7/9Nl1dXWg0GpqammhpaSE1NVUQyKGhIRobG4mLi6OkpAR7e3vy8vKE866rq+OFF15ALpczZ84cKioqGBsbo6SkhMrKSlxcXIS2vquri40bN5KWlkZlZSWVlZWMjY0hlUqxtbXF2toad3d3jh8/TmJiIl1dXcTHx9PS0kJlZSXOzs74+vqSmJhIa2sr3t7e6PV6mpqaKCkpIScnh+PHj3Pu3DkSExNxc3PjypUr5Obm4uDgQENDA2NjY6I6a2NjI2SOe/fuFZuqq6srkZGRFBUV0d/fL+RzERERSKVS2tra0Ov1NDc3c+PGDZKTk4WO/5dffmFwcBCdToePjw9ms5nAwEBxPy8vL5RKJXv27BH9XoGBgcTFxdHT08N//Md/cPbsWWJiYsTC9ff3x2AwEBQUREREBGq1GhsbGxISEjh69CgqlYrFixcTEhJCb28vU6dOJTAwkLS0NCZNmoRKpSIrK4ukpCQKCwtFNlmtVpOSksKXX37Ja6+9xuXLl4WEFu4656amJrZt20ZrayvTp09HIpGQlZVFQEAAQUFByGQyuru7KSgoICcnh7q6Orq7u4G7RPrKlSui98DV1RW9Xk9LSwvFxcW0t7dja2vL7du3aW5uxtPTk4KCAk6cOEFHRweBgYFMnTqVmpoaRkZGOH78OAkJCWzcuJHExESRydXpdGKD7+rqIjU1laqqKhobGxkZGSExMREHBwecnJyorKzk/PnztLW14eXlxejoKMXFxaJaUVRUxPDwMAaDgfXr1/Paa6+h1Wo5ePAgaWlprF27Fnd3d1auXEl4eDj9/f088MADgog0NjZSUlJCUFAQc+bMISAggK+++oozZ84ISaXJZOLFF1/E1dUVPz8/rl69yv3338+GDRuEPLuvr4/4+HgWLVrEzZs3yc3Npa6uDoPBwMWLF5FKpXzzzTc0NzeTmJjImTNnaGlpYcuWLRgMBkwmExUVFaxbt04E6L/73e9Ehc7T05OQkBCUSiUrV65Eo9GwefNm0Xt77NgxBgcHmTJlCnV1deh0OqysrHj44YdJS0sjKiqKM2fO0NPTw5UrV0QAvXHjRqqrq9mwYQMhISEEBgYSExNDR0cHCQkJhIaGotPpRI/e4OAg33zzDfb29sjlciIiIjh58iSXL18GIC0tDbVaTUVFBcPDw/z444+0tbVx/vx5jEYj7777LnA3sdHZ2UlaWhqRkZHcunWLmzdvYm1tzaOPPkpMTAy///3vSU1NJS4ujk8++YT09HRycnLIyMgQZKa5uZmXX36ZmzdvAnD9+nUOHjxIaGgonZ2drFy5EqVSye9//3vMZjNpaWls3boVg8HAxx9/zAMPPEBxcTFarZb29nb6+vro6+sTsiNAKAvc3d25ffs2PT09lJeXA3c3z2PHjrFlyxbCw8O5cOECpaWltLe3U1ZWJvqcT548yYkTJ7C3t6epqYnz589TXl7OqVOnsLKyIjk5GW9vb2pra+nt7eXSpUtERUVRUFBAe3s7r7/+OoWFhfzxj3+kuroad3d3/v73vwtZoLu7Ozt27CA8PJx9+/bx0EMPkZuby5QpU8jIyOD5558Xvglg2rRpopJVV1fH/v37CQ0NZcqUKVRUVNDc3Mw777xDY2MjU6dOZfLkyWzatImlS5diMpnIyMjgxo0b5OXlAXerp1OmTCEoKIjr16+jUChIT0/H29tb9K/5+PgwZcoUfvjhB7y8vEhNTWXevHnIZDLKy8uZP38+q1at4tChQ/T09JCRkYG1tTVWVlZotVpWrlyJk5OTGOuYmBja29tFpt7SyyiXy8nLy2PBggVYW1vzxBNPMGPGDBITE2lra6O1tZXq6mpRNe7p6cHJyQkbGxvOnj1LVFSUIG4lJSW8+uqrREVFERcXR3R0ND09PaxduxY3Nzf0ej1Tp07lgw8+4KmnnuKJJ54gPT0dgPPnz1NbWwvcJXirV6/G1dWVX3/9lUcffRSAoKAgFi1aRFZWFidOnMDKyoqzZ88KcnT+/HlcXV1pbm4WKoWdO3cC8NRTT9HR0cHNmzeZOnWq6F1bvHgxUqkUOzs7Nm/ejLOzM5MmTRL9UVlZWTzzzDOkpaVRUVEhguuHHnoIuEsIVq5cSXJyMhs2bGDXrl04OTmxdu1aPvnkE2bMmEFCQgIHDhygvr6e2tpaTp8+zdKlS3F3d6eiogK1Wo1OpyMwMJB58+bxpz/9iU8++QS5XC76nlQqFcHBwfj6+nL8+HGOHj1KQ0MDkyZN+k0sptfr+dvf/saiRYvQ6XQUFhby5ZdfCuLY0NDA/v37RT/YSy+9hFqtJigoiKlTp3LhwgW6u7sZGhoSPd+zZs0iIiKCAwcOiPtY1vuiRYuYPHkyvb29pKenExYWxpo1a5g5cyavvPIKgFB4paen09XVhVarxdXVlQ8++IDIyEhKS0vR6XRIpVJu3rxJfHw8n376KS4uLixevBiAn3/+mZkzZ3Lx4kWRbLUoaUJDQ4mIiGBgYED41uHhYfr6+tizZw9eXl4cP34cgNmzZ7N+/XpSU1NRKBScOnUKg8HAo48+SmxsLPv378fBwUEkOB5//HEGBgZ47bXXxFp66aWXyMjIIDk5+TdjHxUVxWeffSb+/vrrr3Pr1i06OjrIycnBbDZz9OhRjh07BtxV0Fgko2azmdzcXG7fvo1CoaCiokL0uH7++ecUFxeLNbtnzx4Rx8DdZEBsbCxPPPEEbW1t2NjYkJiYKPr6vLy82LdvH0899RRTp06lsLCQ2NhYPvvsM2JiYti/fz9///vf0ev1vPLKK+zfv5/U1FTgLll6/vnnSUpKYnBwkCVLltDd3c2HH36Iq6sru3fvxt3dnZKSEvLz8xkYGMDV1RUvLy9u3brFSy+9BEB6ejqVlZWcOXOG4uJibt++Lcjkpk2bmDZtmlAHurm50dTUxM6dOzl58iRKpZI//OEPlJWVYTQaeeGFF8jIyODcuXNcvHiRJUuW4ODggEQi4ZlnngFgyZIlhIWFMXXqVD766CM+/vhjPv30U65du0Z2drbgLO+++664RiqVUlNTw8DAAM3NzaxatYo9e/aQmpqKnZ0d8+fPx97enubmZo4dO8YjjzyCt7c3Dz30EPPnz+f8+fOiOv2/iv82KelvbiqR+AO/ANHAM8CDwABQwN2qYq9EInkfyDObzV/985rPgGyz2Xzk/+17tVqt2XKAhJubmyizAuIgDIscxiLRcHR0FFKW4eFhdDodjo6OYsL0ej3W1tbU19fj4OCAu7s7Op2O+Ph4zpw5Q2hoKB0dHVhbW2Nvb09HRweTJ0+mvLwcnU5HWVkZS5cupbS0FFdXVxoaGggJCcHW1paKigpGRkZobm7GxcWF2NhYTCaTkHr5+fmh1+t58cUX+ctf/oLBYGBsbExUjeCus7t+/bpYMFVVVURERODp6UlHRweHDx9GqVTi6OhIZGQkdnZ2nDlzBg8PD+Li4ujs7MRoNOLp6cn4+DgXL15Eo9Hg6elJT08PIyMjpKSkYGtry40bNwgLC+PgwYMEBAQwdepUfH19efXVV8nKyiI3N5exsTEWLFiAwWDAy8uL999/H7VaTXR0NKOjo3h4eNDf309BQQERERHo9XqmTJnCr7/+yoIFC9BqtYyOjqJSqdi/fz/Lly/nl19+QavV0tLSgkqlElpuX19fZDIZgYGBHDt2TBxoMX36dNEIr1Qqyc/Px2g0EhsbS0NDA8XFxQQEBFBaWiqkhgaDgaKiImbNmiVkWT09PTQ3N6PRaLC2tqasrIzJkycTGBhId3c3OTk52Nvb4+Pjw5w5c2hoaKCjo4P6+noWLlxIeXk5eXl5+Pr68thjj/H888+Tnp7OpUuXmD9/PrW1teIQoOHhYebMmUNOTo440MPSmJ+enk5DQwNeXl4MDg5y584dACHZ7enpYdasWVy+fJmHHnqIw4cPi83dEuzPmDGDQ4cOERwcTFVVFZ2dnfj5+aHVavHx8RE9X5bKtkXu6eHhwX333UdVVRUXLlxg0qRJdHR0IJVKCQgIoLa2ltDQUGpqakQf1KpVq7hx4wYZGRl0d3dz9epVIQtLTExk3759eHt7ExYWxo0bNxgaGmJoaIg333yTgwcPYmVlJZz6+fPniYiIEHPV2tpKfn4+qampXLp0ifT0dCQSCWfOnCEtLQ2FQkF+fj7h4eFUVVWJgKK5uRmz2Ux7eztLly4VGcmwsDDRxF1dXU1kZCTTp08nMjKSP/3pT0RGRnL69GmmT59OdHQ0jY2NZGdn4+HhgZOTEyUlJYSHh4vMYkVFheifNRqN4oAHi8Rv4cKFHDlyhN7eXhITE4mMjKSjo4OkpCT++te/Mjw8zGOPPcY333xDb28vycnJtLW1MTw8jKOjI0lJSZw7dw43NzeysrJoamri+vXrODo64unpya1bt4TNu7i4iF5gjUZDZWUlPT09Qmp133338fLLL4sExMjICJ6engwNDZGdnY2fnx8ajYY7d+6IallCQgKurq48//zzxMbGikDSIimyBLr5+fnY2NiwaNEiDAYDvr6+2Nracvz4ceLj44Uf7urqQq/XU1xcTEtLC1qtFgcHByIjI1GpVNy6dYstW7awdetWli1bJg7G6u/vB+4GmJWVlSKbrdPpePbZZ5FIJOzduxcvLy9u3rzJ5s2bOXfuHGFhYXR1dTEyMiJUIjdu3CApKYnly5dz+/Ztvv32Wx544AGuX79OSEgIt2/fpq+vj7CwML777jtWrFiBWq3mH//4B8uWLRPVXbgri7IcavLggw+ye/du9uzZw+bNm4mLi8NoNFJRUSEOyxoeHiY4OFhUa7u6ukTF5rPPPuOhhx5i8uTJZGZm8tJLL4lElkajYceOHZSXlwvZlKOjI1OmTOHUqbsdFxbieuTIEVQqFUlJSbS2tlJRUSF+v2XLFrZv305AQAD5+fksXryY06dPU1VVRXx8vDhoAe7KybRaLe+//774fxbJ8cqVK7lz5w6zZ8+mr6+Pzz77DLVazdjYmAgYfXx8+O6770R13EIuLeqYP//5z/zhD3/AxcWFgoIC4uLiUCqVQomzfPlyvLy8OHLkCBkZGRw4cACZTEZraysZGRlMnjwZW1tb3nnnHdasWUNSUhJDQ0M8+eSTqNVqOjo6SE9PF60g9957ryAsr7/+Ojt27MDJyYmwsDByc3NZtmwZ06ZN47nnniMjIwN7e3skEgnZ2dm4uLhQU1NDcHAw0dHRojIjl8vZtm0bzc3NVFZW4ujoyIYNG0Rla8mSJfT29uLo6Eh+fj73338/7733HsnJyeTl5QlVycmTJ4mLiyMnJwcfHx8qKirYunUrw8PDHDt2jGeffZbm5mZRbZJIJGzZsoWff/6ZzMxM3n33XSorKwkLC6OwsJBly5bxyCOP8Pbbb6PT6ZgxY4Y4bM1yyJtGo+HUqVNs2LCBH3/8ke7ubtauXcuBAwcwm80YDAaWLl1Kf38/Wq1WHKRh8RPvvvuukAE+8cQTfPDBB3h4eIgeKMs7wt3q+Lp169Dr9TzyyCMcOHCA4eFhJBKJkC3CXXVBYmIiJ06cED1Vlu86efIkW7Zs4bPPPmN0dJRZs2aRn5/PSy+9xKVLl7h48SLe3t4cP36cmpoaXnnlFaysrIiMjMTNzY2vv/6a9vZ2rly5QmZmJuHh4Tg5OXH58mWSk5Oprq4WknxLy0xycjJKpRKtVsuhQ4fQaDQUFRWRmZkp+ioBysrK2LlzJ87Ozmzbtg24m1hLSEggOjqal19+GRsbG0GoLa0UWq2W+vp6IS88ffq0SL7s2LEDPz8/5s2bJ9Rslr2hs7NTHJqYlpaGVCoVB5kZDAZOnz4tlFqWFoHExEQmT56MRCLhtdde44UXXgDuFlYWLFgg5K4WhZbJZGLTpk1Cov3ZZ5/x8MMP8+mnn3LlyhV+/vln2tra+OKLL4iJicHFxYXCwkJxSM/ChQv5+uuvhepo+vTp6PV63NzcyM7O5uOPP2ZgYIDc3FxeeuklTpw4IfbpuLg4bt68ibu7OydPnmTt2rVMnjwZNzc3Pv30U9566y2OHj3K8ePHCQwMFD2GgYGBuLq6ct999/Hee+9x+vRpHn30UVQqFe+8845435kzZ2I0GomMjOTHH3+krq6OGTNmcOnSJSQSCfPnz+f06dNCDr9lyxY++ugjALZs2cLAwAA///wz9vb21NfXI5FISEtL491332XRokU0NDQIJeO1a9eYNm0a69at44cffhBJfk9PT1pbW1Gr1bi6ugq568aNG/H09KSsrIxjx44xPj7Orl27+Mtf/iIq9nBXjaVWq2lpaUEikVgOJvs/XkoKgEQisQO+A7aZzeYB4CMgCIgDWoG/WT76/3D5/8RiJRLJoxKJpEAikRRYNntLJayzsxN/f3/8/f1F0KJUKmlraxOnMnp6etLV1SUWlZWVFS4uLri4uGBtbY2XlxdarRZAZNTa2to4deoUQUFB4pAMhUKBWq0WJxk5ODiIky1tbGyws7MjJCREnJRkOYCis7OT9PR0ZsyYIfrdLJUWy6lHBw4cwMrKShzEMjIyQmlpKW1tbZhMJuRyOVZWVtTU1JD+P7h776Aqz7bt97fovYP0Liy6CIgURUURBI0mGjGxPjGWGDV+qT6xG9OMmlhiLIklGo0VYgkWEBBEOlKkK703KVJlfX/4rut9nr2/vWe+d2a/e/a+Z5xxGGXBWvd9Xdd5nsfxO8LDSUhIIDU1VRRHjo6OoqP69OlTwsLCaGpqoqqqShTFKSkpaGpqMmbMGPr6+oSG2szMjJ6eHlRUVIQ019DQkA8//FD4cGbPnk1+fj7W1tYMDAzw6NEj4uPjOXnyJLa2trzzzjuUlJTg4eHBjRs30NTUxNPTEyMjIwwNDSkvL8fKyor29nYuX75MQkICEomEkJAQTp06RX9/P3FxcRgbG+Pp6UlVVRV6enoUFBTQ3d1Na2srnp6eODg4IJPJsLCwoKqqira2NoaGhrCwsMDW1lYcPCdMmICDg4PofDc1NQkSZ3FxMUZGRgDk5+fT399PSEgINTU1SKVSXF1duXfvHoODg+zYsYPp06ejpKTEjRs3WLBgAW1tbVhYWKCgoMDjx4/x8/MjKChI+HByc3OZO3eumJyNjo4K03FCQgLl5eXs2rULd3d3oqOjmT9/Ps7OzvT09FBRUSHofV5eXhgbGxMZGcmcOXMwMTFh3rx5yGQywsLCCAwM5NSpU0yePBlDQ0Pi4uKwt7cnNTWVCRMm8PLlS3Jycqivr6e4uJi///6bgYEBtLW1cXV1RUlJiU2bNqGkpERdXR1SqVRAJoyNjZFKpTx79gypVIqmpiazZs3CyMgITU1NLly4QHd3NzU1NRQVFREQEEBiYqKY7MiLQltbWyZMmCCkbufPn8fNzY0XL17w6NEjBgcHGTduHLGxsfj5+VFeXk5DQwNbt27l8ePHfPHFFyQmJlJcXMzWrVsZGhoiKSlJkOOqqqooKSnh4cOH1NXVUVxcTFZWFlVVVXzyySfiQK6rq4uXlxf29vZ4e3tz9epV1qxZQ39/P3fv3mX+/PmCVFlYWMiGDRsYN26cIASGhYUxdepU8vLyaGxspLCwkJSUFEGie/78Odra2kycOFEYzuXENXmRfvr0aaZMmcIXX3yBhYUFixcvxsDAQBT+Y8aMoaamBjU1NSZPnkxHRwfbt2+nqKgIAwMDCgsLBVH30aNHYpORS3H6+/sZN24cAQEBjBkzhsDAQF69esWWLVuoqqoiPj4eTU1NQf3cvn27eD0bGxsUFBTYt28f5ubmfPbZZ8JncuHCBc6dO0dhYSFz584VHtLvvvuO/fv3c+/ePW7cuMGRI0e4dOkSIyMj+Pj4UFFRQWZmJvPnz8fY2JgFCxbg6emJu7s7GhoaQpZYUlLCRx99hLq6Otra2vz++++MjIyIzrC/vz+jo6NERUWxcOFCpFIpN27c4OLFiygpKeHr64uzs7Pw45mbm9PU1ER+fj4+Pj74+/szMjLCtGnThEduZGSE8+fPk5KSQlFRESkpKbi4uFBdXS2InoODg8ycOZPr168LL9e6detQUlLi5cuXvPXWW8jBbm+++Sa+vr6CvCsnJ2/atImYmBjx9fT0dFpaWvj999/R0NDgo48+Yvfu3djZ2bFjxw4kEomYHso76HK5kLOzM+bm5pSWlgqfsJaWFleuXGHmzJliD7C1tWXXrl14eXkRHh7OsmXL+PLLL8nIyADgyZMnGBkZCcAMvD7QfvPNNxQUFBAXF8eWLVswNTUlODiYrq4urKysBDX2xIkT1NXVERAQID5TIyMjnjx5gp6eHvB6QpGUlERjYyOKioqChPzHH38wYcIEsrKyCAoKori4WPgNra2tqa+v5+bNm9TU1FBYWCgmnioqKuTn5zNmzBh27tzJiRMnOHDggKBynjt3Di0tLaZOnYpEIqG8vJzR0VE2btxITk4OMpmMzz//HHjtr5LLu2pqaggICODFixeYm5sTHBxMSEgI3d3dVFZWcvfuXVxdXYmPj8fb2xs/Pz+ampowMjLi+vXrDA8PY2RkRHh4OCYmJuzZswdXV1eysrLo7++nqamJQ4cOAf8pmWtsbOTUoWfyWwAAIABJREFUqVOYmpoyc+ZM+vr6WLVqFdHR0WhpaXHy5ElUVVW5cOECBw8eZNKkSUgkEtzd3TEwMKC6ulp4nKRSKXv37mX+/PksXbqUX375hc7OTjw8PIiPj+fq1auUlZUJAJq7uzs2NjacOXMGJycnUlJSRIGWnJzM5MmT8ff3F9L15uZm5s2bR05OjigKg4ODMTU1xdzcHHhdwJmYmLBq1SqhTJBfAwMDnDp1inv37vHWW2+JpofcN2xvb4+jo6OQ87733nv4+vrS19cnvLvPnz/H1dUVqVRKUlISc+fOFZ9vb28vJSUluLu7ExERQU5ODuXl5ZSUlLBjxw6CgoJYuXIlQUFB7Nmzh5s3b3LmzBkcHR05d+4c8NoWoaqqSl5eHmVlZeTn5+Pi4kJ8fDwRERE8efIEBwcH/vrrL65evYqKigrOzs5ERERw7949URRaWloyYcIECgoKWLNmDS9fvmThwoX09vZSWVkpADDa2tr09vaK9ygsLEyAzuSNArkt4fHjxxgaGnL8+Gu2yOjoKFKpFHt7ezw8PFBRUSE6OlqADXNycoiMjEQmk7F69Wr+8Y9/IJFIuHbtGjExMYKYvnv3bmJiYkSDSlVVVTw7bW1tjIyM8OOPP7J8+XLRxD548CC7d+/mxIkTTJgwARcXF5qbm0VD8Ny5c5w6dYrBwUGxJvf29tLa2oqpqSnKysqsWbMGmUxGSUkJM2bMYOvWrWJK/+TJE549e0ZTUxNhYWHMmDGDixcv0traKkBMctAYQFlZGU5OToyMjHDmzBmWLFlCc3Mz27Zt4/jx46Io3LFjB+fPn6e/v5+oqCiqqqqYN28eAD09PeI+UFRUxMDAgL1796Kjo0NycjLW1tZcvHgRW1tb7t27x+rVqzl69Ki4jxMSEvDw8KCmpgZLS0shN120aBGLFy/mr7/+YtWqVUgkErZs2cIHH3zAW2+9hbm5OYqKihgaGop6Yc+ePVy/fl3Ifb/66it8fHywtbUlNzeX4OBgpk2bxpEjR4iNjSU6OlrYP/4r139rYSiRSJR5XRSel8lk1wBkMlmzTCZ7JZPJRoET/KdctA6w+pf/bgk0/B+/p0wmOy6TyXzlVfG/wktUVFREgdPZ2YmmpiaWlpbC4yQnTnl4eJCbm4uJiYnA5w8MDDAwMEBLSwvNzc1CnmViYoK9vT2mpqaYmpqSmZlJXV0ddXV11NfXMzQ0RF5eHsXFxVhYWAiZi42NDX19fWL0bmVlxZUrV4RpPDs7Gy0tLQHrGBkZEfp4BQUFIZPy9vZGKpUSERHB4OAgxsbGWFlZcfr0aby9vUlISGD58uVIpVJMTExwcXEhMDBQHFhmzZoFvDY5ywtHTU1NHBwcSEpKoqioiMbGRqZOnYqpqSmlpaWkpKSQlJRERkYGysrKhIWFsX79eiE1NDIy4uOPP0ZbW1sQEuUgkOrqatHdf/jwIRs2bKC1tRVLS0uGhoawsbEhMjKSkpISEhISMDc3p6uri7KyMuLi4uju7sbQ0BB/f39MTU3Jz8/Hz8+P58+fo6Ojg4uLC2fPnuXZs2c0NzeLQs/ExITq6mrhaSstLcXe3p6ysjKePXtGdXU1Q0ND2NraUlFRwZgxY3j77bexsrKipqZGwApsbW0ZHh7GxsYGDQ0N+vr6cHBwQFVVlUOHDgn0/sDAAEuWLMHf3x8rKyuSkpIIDQ0VE0WAmJgYQkJC/g1tL0f1+/j48PXXXxMQEMC6deuora0lPT1dNBHkC6Kfn5+ggtnY2JCcnCxiLzo7O0lISKC5uZlr166hpaVFRUUFd+/eRVdXFyUlJWxtbTE3N2fNmjXCv5Keno6npydSqZShoSEcHR3x9vbmwIEDGBoakpKSIoBD6enpQssvlUpRVlYmIyODuLg4qqqq8Pb2ZsKECRgYGFBbW4uysjIlJSWMHTuWqKgoWltbGR0dpaenR0geDh06JAiSz549ExOFs2fPkpaWJibblpaWVFRU0Nvbi7OzM52dnaKQuH79OpmZmSJ2pKuriy+++EJ0YW1tbXFwcBDTQ19fXyZNmkR2drZowNjb22NmZsbw8DCWlpZoa2sLSuvg4CCZmZnMmTOHo0ePCmhTX1+fkKf39vayePFifHx8xDMlhw5MmzaN7Oxsenp6CAgIYOrUqdjZ2Qmq7rJly2htbSUvL4+tW7dSWFjIunXrmD17NiEhIRQWFgqT/YULF/Dy8kImk+Hr6yuIarm5uaSkpGBtbY2CggLu7u7ivpAfiFVVVampqUFRUZHjx4/z1VdfUVpaipeXF0NDQ9y6dYuUlBRmzJiBj48Pnp6eeHh4sHz5ctavX8/ixYvJzs7GwcEBa2tr3n33Xerq6li3bh2//fYbv/76KxoaGri6urJ27VpevHiBvb0927dvZ+/evezatYuzZ89SVVUl5M5nz57lwIED5OXlkZmZiYGBAd3d3Xh4eAji76RJk3jw4IGASwUFBbFixQrOnDlDQUEBQUFBNDY2YmVlhY2NDTo6Ojg5OXHy5Ens7OxYsGCBkOUHBwcDr2mHdXV1fP7552zbtk0cUGxsbJDJZCxatAgdHR0WLVok5PSmpqbY2Nhw69YtcX/cv38feA3Aefz4MVpaWqSnp7NlyxYiIiJYunQply5dYuHChTg6OrJ06VIGBwfp6elhx44dwtd2/vx5enp6uHTpElKplFWrVpGTk0NVVRXh4eH4+vpiYWHB7t276evrIz8/n4SEBOB14R8ZGYmenh4bNmxg6dKlpKamIpPJuHPnDnPnzuXw4cOMGTOG9vZ2UVhZWVmhqKhIcHAwR44cYcqUKTg7OxMaGipkevb29ly5cgV7e3s2btyIsrKygLYsWrQIVVVVvvnmG9TU1CgpKSEqKoqrV6+SkpJCdnY2GzZsICIigtHRUQ4cOMD48eMxMzOjqqqKgIAAFBQUcHJyorOzU4AeHBwciI6Opq6uDgcHBxobG4UMzt3dHXd3d9TV1UVjRktLi9jYWBwdHZkzZw7btm0Th8/58+dz/PhxId968uQJFRUVLFmyhG+++Ub4gv744w80NTU5duwY7733HlKplC+//JLQ0FA0NTU5fvw4H3zwAV988QVOTk6Courg4MDVq1cFHXTlypWEhobS39/PhQsXOHz4MGvXruXLL7/k4cOHjBs3jpycHADh5ZL7lzw8PHj77bfJysoiOTmZ7du38+DBAzw8PASMYnBwkPb2dhYsWCAaA2pqatTW1vL06VNRSMmbjxs3bmTPnj00NDSIqYy8+Sn32vv5+XH16lWGhobYsGEDTU1NQsYnbzBWV1dz9+5dSkpKyMrKQktLi6NHj6KoqMiWLVuQSCSkpqbS2NjIl19+CbyWXra0tODs7Ex5eTkuLi7k5ORw+vRpPv30U86dO4ednR1Tp06lp6cHS0tLlJWVWb16tdins7KysLGx4c6dO0gkEvbu3UtAQAASiYSgoCDy8vLw9fUV0QNpaWlMnTqVbdu2sWfPHoaGhnj48CGOjo44Ozvz4MEDZs+ejaqqKvv27aOzs5NNmzaxaNEiZs+ezcuXL3FwcKCrq4urV6/S2dkpvHV5eXls2rSJxsZGqquriYqK4s0338TR0ZF169ZhY2PD8+fPycvLw8bGBng99ZSft8aPH8/YsWPx9PTk1q1bKCkpsXjxYqKjo0V8mIuLC/C62SOPupDfo+Xl5Rw7doyxY8eyadMmsrOzUVdXRyaTMXPmTEpKSkhNTWXdunVkZWURFxfH1atXkUgkrFmzhp9++gmJRCJAe++//z5vvvkmnZ2d4pzyySefoKurK+6tv/76iyVLlgDQ0tJCbGws8+fPJz4+XkiwBwYG+PjjjwFISUkhPT0ddXV1/Pz86OzsJC0tjaioKD7++GMxvJGT7nt6eti0aRMAoaGhlJSUkJSUxK5du1i7di1OTk4kJiYybdo0fvrpJ0JCQjhw4ACHDh3i9OnTYh+YNWuWkOHLbV/m5uY4OTnR1dXFkydPsLW1FRLarVu3Ym5uzvHjx1m9ejV79+7l008/5cCBA+zbtw9lZWUBrKmvr0dbW5vDhw+zZs0aMSRZuHAhiYmJ9Pf3o6urKzy08LowXLlyJd988w21tbWUlpayb98+pk+fLjzR5eXlyGQyRkdHMTU1pbKyktHRUWbNmkVUVBSTJk0ScuIrV16LJVesWMHJkydRVlZm/vz5SCQScnNzKS8v58MPP2TLli1CRfhfvf7bCkPJ6zL6V6BYJpPt/5evm/3LP5sHFP7H3/8CoiUSiapEIrEDxgIZ/3evIafddXd309fXJ7rMra2tKCsriwNeT08PL168QEFBQZDITExMBGlPnq9mYGAgMgmNjIyED6eyslJkZslfr6OjQ3TJ9PX1sbe3Z2BggIqKCi5evEhsbCzd3d1oaWnh5+fHq1evcHNzE/lbVlZWaGtr097eLvyP8k6XnZ0dy5cv5/nz5zQ2NpKcnExxcTEaGhr88ssvVFdXM2HCBG7duoWnpyd37tzh2bNnVFZWkpyczOjoKH///Td6enrcvn2btLQ0kXXT1dWFtra2wJDPmDGD5cuX097eLjJtrKyshPH77t27tLS08MYbb4iMmCNHjmBtbS2kuvJIjtDQUExMTLhw4QL29vYsWbKEnJwcRkdHycjIoKSkBENDw3/D+efm5tLR0YFEIsHHx4eAgABKS0vp6+sjNjaW1tZWCgoKmDRpEv7+/tTX1wuaopGRkQANNDQ0iOzJuLg4Xr58KXwDgYGBqKmp4ejoiEwmw9TUlPj4eFpbWxkaGqK1tVUQVfX19SkqKhKZddevXxcSZEVFRZKTkwVQRk6w1dTUpL29XYAsLly4gLGxMYcOHaKzs5OgoCDu3LmDjY0NS5Ysoba2FlNTUxITE5FKpXz22WdUV1eLCfbFixeZNGkSMTExJCcnY2ZmhpqaGmVlZVRXV9Pd3c3AwAC1tbV4e3tTXl6OtbW1wEdHREQICVlJSQmDg4N4e3vT2NjIxYsXBZq6qalJ+AfkxLywsDAGBgYwNzdHU1MTKysrUSSWlpZy8+ZNFi5cKJouKSkpAscsz+Gys7MThFYNDQ3haZLnIH377be8ePFCkH137dpFWFgYUqkUc3NzTE1NRdZlYGAgOTk5KCkpkZSURElJCfn5+QwMDIhNRlNTU+j6X716RWpqKlOnTmVkZIQpU6bw9OlToqOjOXXqFI6OjsKnFh8fz65du4SvNigoiKSkJCGf7Onp4ciRI2hoaIgmxbvvvktZWRkffvghra2txMbGipyma9euoaSkxJYtWzhz5gy2traUlZVx9+5d7t27x+LFi8nNzaW9vZ20tDQBzpKj23/88UcUFRUpKCggMDCQ+/fvc/bsWeFjnD9/Ps+ePeOtt96itraWWbNm4ejoyOzZs3Fzc0NNTQ0tLS1MTU0JCAjAz88Pe3t7DA0NycvLo7W1FYlEgpOTE2+88QaBgYFMmTKF2tpaUTQrKytjZGQkjP7y7xUXF0dPTw/Nzc1s2bKFxMREqqqqCAkJQVNTk7a2NuGr6u7u5siRI/z222+888474uDj4+PDt99+y/Tp0wGIjo5mZGSEuro6nJyc+PXXX1m9ejX19fX09vby8ccf4+zsLDqnBw4cEL617du3ExcXJzJBJ02ahK6uLo6OjsTFxfHLL7/w4sULMjIyhJ9GrmK4ePGiaHK8fPmS9vZ25s2bx9DQEEZGRly4cEGst3V1dWKS9ODBA1RUVMTPLz9Y5efn09vbS1paGgYGBhw7dkxEFDg4OHD27FlcXV1JT08nLy+P0dFRwsLC2LBhg5DsBQcHs2/fPq5fv052draQFk6fPp0jR44wf/58vLy8+OabbwBEvufUqVNxcXHh9u3bTJkyBV1dXWbPni0AFX/99Re//PILLi4unDhxgjfeeINjx46RkpJCVFQUw8PD9PT0oKenx759+1i8eDFaWlpEREQQExPD+vXruXTpEpcuXcLS0pIvv/wSVVVVIiIiSExMxMTEhJ9++okzZ85QUVHB0qVLOXHiBDExMXR1dfHJJ5+QlZXFjBkzUFJSIiEhgZaWFurr6+nu7haHmdraWgGLGzNmDJs3b8bDw4Ouri6am5s5cOAAJiYm3L17l4qKCkEElcvs1dTUCA8PZ926dURFRYnIpcDAQFauXIlEIhHEYFtbW3x8fMjMzKSrq0vQPzMzM5kxY4aYiB08eBAHBwf279/Pvn372LlzJ21tbcLvbGFhgUQi4csvv+TSpUtUVVXh4uJCdnY2ERERGBgYYGFhQWhoKO3t7UyZMkX8rAcOHMDMzIzY2FiuX78uYnzkcKvDhw9TVFREYmIiM2bMECCq+vp6PvnkEwwMDDh79izHjx8XOYNSqZTz58+LKc5ff/3F48ePefbsGW1tbVy8eJH8/HxSUlKEDLCxsVFM/wC+/vprVqxYAbyeGnZ2diKVStHS0mJkZISGhga8vLwEhCQiIgKJRML333+PjY0N27ZtA14Xl/KGSUFBAeHh4Tg6OhIfHy/gIYcPH2br1q3Y2Nhw7NgxZDIZa9euFSwDPT09+vv72b17N1evXiU2NpaGhgZOnz4tsj1fvnyJo6MjaWlpxMTEkJ6ezhdffEFXV5cAws2YMQN1dXV++eUXNDU1RfPpwoULqKqqoqioKKJq1q5dK/Ivzc3NRUHt6uoq4GpyD352djalpaU4ODiwZs0aLl26xNSpU4U8Mj4+nosXL7Js2TJycnJobGyks7OTP/74g5s3b1JXV0dsbKxYR0pLS3n58iV6enqCrv/bb7/R1dUlIkFcXV25du0aEolETCetrKyIi4tDQUGBc+fOcf36dUJCQigqKhLqt1evXlFTU8OJEyc4dOgQNjY24rw3YcIEhoeHsbOzE/eBHGIUFxfHtm3buHPnDo6OjmKqKF+n4HX8hIeHB2VlZdy4cQM1NTVyc3M5ePAghYWFWFtbc/78eUZGRsjOzubKlSt8//33XLp0iR9++AEfHx8SExPZtm0boaGhlJWVERISwuzZs9m4caMA+5w9e5a1a9dy6tQpMjIyWLJkCQ0NDRw5ckRk3p45c4by8nJxD69YsYK5c+fy66+/cuHCBdHU3r9/Py4uLkyePJmoqCgOHTqEvr6+8PLW19eze/du3NzccHJyIj09XcjDu7u7sbCwQFNTk6+//lq8Z9OmTePkyZMCDDNu3Dg+/vhjfvnlF/Ly8njjjTeoqKgQUl5ra2vy8vL44YcfuH79umg+Njc38+uvv7J8+XJ0dHQ4ffo0R48exc3NjcuXL5OYmEhqaqrwmR88eJChoaH/U9zJ/8713zkxDAKWANMkEknef/yZBXwvkUgKJBJJPjAV2AQgk8mKgEvAUyAOWCeTyV79X3xvcWloaGBubo6hoSEtLS0oKSmho6ODmZkZbm5u4uDe0NAgPGkSiUQEfKqrq9PX1yeCp9va2jA3N6e4uJiBgQE8PDwYN26c8C/K9cDTp0+nsLBQSIVKS0vR0tJi6dKlFBUVMXXqVGxsbIR/QSqV4ubmhpKSErm5uQLprKGhgY2NDU+ePCErK4v4+HgeP35MbW0tBQUFDA8Pi3DaoaEhli9fLsKae3p6xDQlKysLJSUl1qxZQ2ZmJp9++qnwOXp7e/PgwQMaGhro6+sjISFBHGJ6enq4ffs2HR0djIyMYGNjQ05ODjY2NiJXbPbs2cJT+eDBAzZv3szp06cpLS3F0NBQ0Erl0QPjxo3DysqK77//no0bNxIUFERoaChjxowRi4O8Wy/HXCclJdHW1ibkZkpKSjg7O6Orq4uWlhbwetTf2dnJ6OioeE15RqL859DW1sba2poJEyaIz7e8vJympiZOnjxJRUUF7u7u+Pr6UlZWRkZGBmvWrGFoaIjCwkLGjh1LcXExPj4+4kA7efJkFBUVeeuttxgZGaG+vl7cP5qamvT29jJt2jSMjY3x9fVldHSUFy9esH79epSUlPj9998ZGBjg66+/Jicnh7feeovu7m4yMjIYGBjgr7/+4tixY9jZ2VFdXU1gYCA9PT0sX76cnp4eMRWVSqUEBweTmZlJW1ubQMrPnj2b8ePH4+bmxsuXL6mqqqKgoEBQeNvb21m6dClTp04lOjqaV69e8fHHHzM6OkpnZydPnz6ltLRUSDOHhoZ4+vQp3d3dDA4Osnr1avr7+/H09MTR0VHk18khTRkZGRQXF4sJeG9vLzdv3hTPxYsXLzhw4IAwWb969YrCwkJUVVUJCQlBX1+fkpISXr16RVtbm5jQyCmKcvKqnAo3ZcoUJk6ciJWVFdOnTxdwmc8++wwPDw8cHR25fPmyOCjJISgLFizA0tKSoqIiamtrhd+jr6+P9957j46ODj7//HOcnJy4f/8+BgYGfPfdd1hZWYlpfnZ2Nv7+/pw9exY1NTWxYb/99tvC/7Rz507c3d1xc3PD0tISmUyGv78/e/bswdbWlqlTpwp4071790T8iKKiIseOHUNJSYnnz5+LMG85rXFoaAg3Nzeqq6txdnamv78fNTU1kpKSmDhxIiEhIQQGBiKTyaioqBAHsIaGBiorK9m+fTvvvfce+/fvp7OzU8iT5Q2uqKgosUlmZGQwduxYsrKy6OjowMfHB319fSHFLyoqQiqVUlhYKDbiY8eOYWlpyezZs4VUE17Ls3R0dMjNzcXX11cQRdPS0jA1NQX+Eyoh//3t7e35+OOPsbW1JSAggOTkZIKCgoRfbmhoiEWLFpGWlkZqaqrwWJqYmBAREcHkyZNpbW1lcHBQEJDnzp1LSkoK//jHPxgzZgzbt2+nvLycmpoaKisruXr1qih2/fz8sLGxITw8XMj05cTBM2fOMG7cOGpra1FTUxPyaAsLCxoaGkhMTCQ8PJyGhgZxqJH7s6Kjo7GwsODOnTt8++23NDQ0cPfuXVRUVJg8eTKAkDadOHFCxLDIvVpy9Hxvby9//vkn9vb2QuZ7+/ZtAf9499132bp1K0pKSixbtox3331XTPs9PDyQyWTcvXuXixcv0tLSQnx8PIsXLxbPuhwQ4+npiba2Ntu3b+eTTz4RslVVVVUBPUtOTuazzz4jLCyMr776CgsLCzZu3Eh7ezvTpk1j//79lJSU4ODgwOjoKOHh4SxcuJBly5ahqakJwIMHDxgeHhY+cjm1srq6WkxPrl+/jlQqRU9PDwUFBaRSKWfPnsXf35/Nmzfj4uKCkpISN2/e5ODBg4JGeu/ePfG+SSQSLl26hKenJ2VlZcTHx6OlpcWFCxfw9/fnwIEDREVFsWHDBvr7+9HX1yc0NJTZs2ezZ88e/Pz8OHnyJG5ubvj4+Ij3ePny5TQ1NWFlZUVaWhonT56ko6ODCRMm8Pvvv2NtbS1gaps3b+bly5d0dnYybtw4VFVVaWpq4sGDB/+279ja2mJlZcXixYsxMTHBxMSEzz//nB9++EGQO0tKSti1axcaGhpijXr69CkZGRnMmTMHmUzGsmXLgNekUbnUUL6OhoeHM3nyZIyNjZHJZGzevJn3338fiUSCvb09paWlTJkyhdDQUMzNzbGzs+PRo0f8x5lNRFEUFxdTXV3NiRMnWLBgAQUFBdTX1zNu3DiWLl1KSkoKhYWFLFu2jODgYF6+fCka748ePcLAwICLFy8KP6Q8G7Wjo4P29na+++474etbvny5yH3t7++noaGB69evo6ysTEBAALW1tSxcuJD33nsPPz8/Hj58iL6+Pv7+/qiqqhIYGMjs2bMBePToEc3NzaSkpGBra0t3dzeRkZF0dHTw888/4+HhwaVLl4SlIiMjA0tLSxoaGvD29qakpARtbW3h+5VD8oaGhnB2dmbu3LmCpuzq6kpVVRV5eXkoKioK65F8nZTJZKJIlMuo+/v76e7u5vTp07x48YLi4mI6OjqQyWRERESgpqbGvXv3WL9+PYmJiURGRtLd3U1MTAxaWlqEh4dTWVlJQ0ODiJ5Yv349T58+FXuTuro6L1++FCCVOXPm0NHRAbye6MkVMq6uruzdu1fI0RMTE9m6dSstLS1cvXpV5JWuWLGC1tZW7O3tuXPnjgAQWVpaMnHiRObNm8fChQt5++23uXjxIi4uLqIQtba2FryPCRMmEB0dLcjd1dXVHD16lEWLFnHkyBHGjx8voD9qampoamoK+N8///lP5s2bh0QiEYC0bdu2ibiOxsZGsrOzhWxXRUUFQEwXLSws2L9/P9euXWPlypUEBwfz999/iwzWnp4e9u/fz4EDB0QtIv9cSkpKkEgkNDc3M3nyZDEtvX37Nj09PeKzludox8fH89NPP+Hr64umpiYmJib84x//4P3332fv3r2sXr2a7OxsdHR0qK6uFg2mxYsX4+zsLGCFM2bM4L96/b8Cn/l/6tLS0pIFBQXR3d2Nurr6v00QVVRU6O/vx8XFhcePHzM8PCwmgXKynJ2dnfDaeXt709zcTHd3tyBUysfFcu/P8+fP0dfXJyAggO7ubpqbm2lsbERVVZWBgQHc3d3x9vampqaGmzdvYmNjg4GBAcrKyjx//hxLS0sUFRVpaWkRXkErKytGR0dRUFAQlFQ57Mbd3Z24uDi0tbVpbGzE3NxcZDb29vbS3NzMmDFjsLW1JSEhQWCgvb29KS4uxtvbW4ASpFIpSkpK9Pb2YmlpSXd3N++//z6ZmZkkJCQIGaKrqyuDg4PY29ujpKSEnp6eoKrJx+aXL18mKSmJwsJCRkdHyc7OpqWlhfb2doyNjXF3d+fy5cuCRJqSkkJgYCB2dnaUlJQQHR3NgQMHkEgkmJqaMnv2bGJjY8U0My8vj8WLF1NSUoKxsTEzZ87k2LFjBAYGCkzxwMAAfX196Ojo8ODBA5ydndHX10ddXR1zc3Pi4+Px9/cnMzMTa2trnj9/LjIoOzs7ycjIEFKt7u5u0YGfMGEC7e3tQtIlN94HBgbi6OhIZ2cnrq6uHD58mODgYFRUVMjIyBAbgZ6eHpcuXeLgwYOsW7cp31kJAAAgAElEQVSOFStWcOrUKdzd3amoqEAqldLY2Cikqr29vWRlZaGoqIiOjg6dnZ1ERkZSX19PW1sbjo6OdHV1CV/D8PAw06dPZ8yYMcTGxtLb24u9vT11dXWEhoZSXl7OlClTqK6uRkFBgfb2drq6uhgZGcHW1lZIlhUVFUXgt7+/P6WlpZSVlfHBBx9w5MgRIVexsrJCWVmZzMxMFBUV8fV97WuWy/zkhNMNGzaQlpYmiLvyPLLCwkKsrKwoLi4WYJ/a2lqCgoLEJPPhw4eYmZnx4MED4S9atWqVuL9aWlooKysTfraWlhYGBgaorKwUMvK8vDyBeT9//jxaWlpoaWmRnZ2NjY0NM2fOJDU1FT09PRoaGnBzc+P69etMnjwZLy8vsrKycHd359ChQ0RFRVFYWIi/vz/u7u78/fffAuSRn5+PiooKHh4e3LlzR6wF8qmtiYkJurq6jI6OkpOTQ3t7OyoqKtTU1ODr60tUVBQHDx4kICCAkZERnj9/LoLWZ8+ezaNHj4iNjWXKlCnY2tpy+vRpNm/eTHl5Oa9evaK7u5vq6mo0NDSIjIzEzs6OtLQ0Tp06JQ5g8+bNo6mpSWzuysrKtLS0iOJi8+bNolM7b948Hjx4QEBAABkZGQwPD+Pt7U11dTUlJSXU1tbS3t6Oj48P2dnZLFy4EA0NDUxMTIiNjeX48ePExsbyww8/oKWlJQ5XtbW1AkQxffp0VFVVKSoqIjw8nF9++QUtLS3ee+89fvrpJ8aPH4+ysjLp6ekAIids4sSJnDx5koGBAZG1J/dAq6qqinD20dFRhoeHKSkpISgoiCtXrmBqakpQUBAxMTHY2dlRUVHB/PnzKS4uxsTEhIcPH2JiYoK2tjbKysrA62JTfnAwNTVlzpw5lJaWCr+vra0tK1as4Pz58wQEBKCrq8tXX33FvHnzsLW1xdTUlI0bN6KpqYmysjK7du0SPsu8vLx/K3LDw8NZvHgx77//PhUVFQJ2AK8bGJcvX+bPP/9k7969fPjhh/z444+MGzeOly9fcunSJfT19f8NFGNkZISbmxsTJ07kjz/+QENDg/Hjx1NeXk5WVhYymQwfHx9sbGywtrbmjz/+oLW1lXHjxolGkIaGhoBYyD22cj+7kZERqampSCQSFBUVsba2Fv6cq1ev4uvrKzxGZmZmQsoeFhZGTEwMHR0d4hmLj4/n7bffpqmpiYqKCgHDmj59Oo8ePRJqmry8PJ4/f87KlSvJzc1l+vTpXLp0CQMDA0HBfvHiBWvXriUpKYnm5mb+/PNPvvjiC86fP4+xsbHwREVERPD3339z5MgRnjx5InxaconhlStXsLCwYP369ejo6PDBBx+gpqaGp6cnnp6enDx5UoCH/P39SU9PJzQ0lISEBEZHR/H396ehoQELCwtxHxsaGjJx4kQSEhKws7MTEmxXV1ch1Zs4cSKKioq8ePECIyMjampq8PLyYnh4mNbWVlxdXSkuLv436Ij8srW1FbYDeYPlXy8vLy/xuxYVFRESEkJ0dDRhYWEoKChgYWHB0aNHWbBgATExMXz55ZfCJwtw//59cnNz2b17N93d3fj6+uLj48OtW7dEVmNKSgqTJk0SDUu5hPTAgQMcPXoUT09Pfv/9dxYuXMiff/4JvD7wh4aG0tXVxdGjR8VZa+3atZw+fVo0IXt7e+no6BDZcQ8fPhRyV7n1RT71HBgYEKAaeYaivNnk6OiIkZGRmHomJiZiZWVFbW2tgMJZWVmRnJyMt7c3zs7O4jP96KOPRDTPq1evkEqlSKVSsrKyGDt2rMiaVVVVpba2Fjs7O+GHmzdvHidPnhTvp4qKCnZ2dkJt1tTUhJqaGtXV1VhYWPDjjz+yatUqOjs7RW7puHHjRI7lsmXLROEtv1pbW/nuu++4cuWKyA5esWIF+/btE2v/8PAwu3btwtnZmbfffvt/mRkohwfJFU1yxZG5uTlLly7FzMyM77//ns7OTj799NN/i8x4//33qa6uFuojc3Nz1q9fL/aFzs5Otm7dSn5+PvX19bi4uDA4OMjatWt58803OXPmjGheyAveuLg4cnNzWbRoESUlJQQHBxMVFcX+/ftpa2tjdHT03+BG8+bNIzU1FWNjY/z8/Dh16hR2dnZcvnyZDz/8kDNnzvDhhx9SV1cnAJWmpqaMjIzQ3t7Om2++Kc7z8iixf/Xv+/r6Csr3vXv3BNfgf3VJpVJqa2v56quv2LRpE6tXr+bYsWOkp6cza9YsMcGUyWT4+fkJAKaxsTE1NTVkZWXx22+/AXDhwgVxboyLi8Pa2prU1FT+x//4H0LxeOfOHTGpzs7O/i/BZxT/9cH///q1e/fuHerq6mhoaAg6Xl9fn3hQzczMaGlpQV1dXfgr+vr6hGSvtbUVZ2dnTE1NKS4uRkFBAUtLS9ra2tDW1qaqqgp9fX2BHpdHVMg32jFjxjA0NIRMJkNFRUVMneTQGnV1dUZGRkhKShI5gNbW1ri5uYlFa2BggI6ODmHKz87OJigoCEdHR06fPi38KNOnT6eyspLOzk7U1dVpbGykv78fCwsLbt++TWBgIC0tLbi7u1NXV4eWlha6urqCXhoSEkJFRQXPnj1DR0eHsLAwSkpKuH37NhMmTEAikSCRSFBSUqK5uRk7OzsKCgoEAXBkZISIiAiuXbvGL7/8wtWrV1FVVRWLaG9vLzU1NURFRXH//n1MTEwEmKehoQFbW1tiY2PR09NjdHQUXV1dTExMxHva0tIisiYdHBxob2/H1dWVxMRElJWV6e7uFr6EzMxMvLy8aGpqorKyUlDu5ORZDQ0NmpubUVVVRVNTk6GhIZycnGhoaBCyGkNDQ169ekVQUBAZGRl4eXmhoaFBZmYmTU1NGBgYoKCggEwmE7TWxsZGKisriY2NFdEi8smrXEr55MkTAgMDcXJyore3l9LSUhYtWkRPTw9hYWHiICT3no6MjLBr1y7U1dXJyspix44dnDt3TkxzOjo6qKysxMHBAR8fH3x9fUUguKGhIQEBAYyOjhIREcH169dZv3499+7do6ioCDMzM6ysrMR9KZ+uJyYmCvmUrq4ujY2NKCkp8eWXX7JhwwaMjIxwcHDgxYsXREVFce7cOYKCgkQ25ejoqIiFUVNTw8XFhYyMDMrLy3n27BmmpqaMHz+ec+fOMXPmTEEp8/PzEwG8ciliWVmZoNfKsfU1NTXcu3cPc3Nzmpubqa+vx87ODlNTU6qrq+nr60NZWZm2tjYMDAx48803BZymvr6ekJAQmpqayM7OxsLCAj8/P/r7+0lPT0dBQUE0iMrKypgxYwZpaWkUFBRgYGBAdHQ0CQkJqKioUFBQwMSJEwWxtLW1FS8vL54+fYqOjg4KCgqYm5tz48YNIiIiqKioEPeukpKSCJ3t6Ohgw4YNDA8PU1NTQ0dHB25ubly7do3IyEi6urrIzMwUodOTJk0S60ldXR09PT20tLTQ19fH8+fP8fPzQyqVcv36dSwsLISMuKmpCU9PT0xNTUXHWC7bk/8udXV1REZGkpaWJiI45s+fz71794iKiqK2tpaTJ09SWFjI/PnzaW9vp7OzEzc3N5SVlens7OTcuXNkZmair6/Phg0bUFFRIS8vD3d3d9GBdnBwoKCgQFBSi4qKUFFRwdjYGDs7O2pqalBRUcHKygp1dXVBVouKihLRFElJSSxcuJCpU6eip6fH9OnTUVRUFES+trY2pk+fzsOHD5k5cybe3t68ePGCiRMn8vDhQ4qLi5HJZILm19raSlVVFVVVVdja2lJTU8M777yDvb09BgYGImZDT0+PqqoqVFRUeOONN4iLi+PDDz/k0qVLjB8/HhMTEw4fPsyZM2dIT08nOTkZFRUVTpw4wb59+xgYGBCeWLkyoaurCx8fHxQVFampqSE5OZmGhga6urooLi4mOTlZhNo7OTnx/PlzLly4wLZt2zh9+jRDQ0P8/fffXLt2jWfPnrF48WKysrI4evQoCxcuFCTqQ4cOYW1tLeATct+Uk5MTqqqqpKamcuLECdEtv3btGh4eHuTk5Ih83+TkZIHkT0pKYtmyZRgbG5Oens64cePo7+9n8uTJqKqqIpVKBZEzMjJSPNOBgYFUV1dTWVnJuXPnaGhowMzMTEBW7ty5Q09PD0uWLEFZWZmkpCQUFRXp7u7GxsaGzs5OnJycxPP/9OlTnjx5wurVqykoKMDFxQVdXV2SkpKIjIwkJiaG/Px83njjDbKysggPDxcTlMjISJEte+vWLfbt24e+vj6TJ0+mvLwcCwsL9u3bx88//8z9+/e5desWEydOpLe3l/Lycmpra8X0feLEiYyMjNDY2IiGhgYtLS3s2LGDH3/8kRkzZvDq1Svs7e1xcXFhxowZxMTECO++jY0Njx8/5tatW/T397Nq1Sq0tLS4desWa9asoa6ujsDAQG7evImpqSkGBgY8e/aMrq4uEhMTxZq5c+dOAFEw/fDDD8hkMvF1JycnVq1axZUrVwgPD+fAgQO0t7eLZpFc1fHq1Su0tLTo6OigoaEBd3d3BgYGaGpqYufOnXh5eZGbm0tWVhbBwcE8fvyY6upqBgcHGRgYYOfOnZw6dQqZTMbx48eFAiQ9PZ0bN26gra2Np6cn//jHP0hOTkZbW5tDhw6hoKDA3r17ycrKwt7entDQUAwMDPjoo4+4efOmkKyPjo4SGBiIh4cH/v7+bNy4kc2bN5OSksLixYvFvpyZmUl4eDiRkZEEBgaSmppKTk6OyNpctmyZAIuZmJhgZ2fH22+/LQiwCgoKGBkZMXXqVFpaWnj06BFvvPEGn3/+OZ6eniJL89GjRzx//hw3NzcUFRVJSEgQJHQtLS26urrYuHGjyJbNzc0VCo9Vq1bh4OBAZmamgNjIp8ju7u48ffqUdevWCUXEvHnzePvttzl16pSgyHp7e/PZZ5+J8++ePXsIDw/n0aNHBAcH4+TkRH9/v5jQyX3s3d3dPHjwgLy8PDZu3IilpaWIQdm5cyempqbU1tbS0dFBfn4+zc3NfPTRR0yaNAkfHx8MDQ3JyMggNzeXf/7zn+zcuZPS0lI2b94s1iNtbW2R9ejo6EhqaiqnTp0iJiYGb29v5s+fz8jICA8ePMDExITMzEyMjY15/PgxMTExhIWFUVpaiqKiIhUVFbzxxhscOXKEyMhIpk+fzrlz5ygqKmLs2LFCtlpXVyfyTuVRGE+ePMHY2JjFixdjZGREUlIS5ubmfPjhh+Lsd/bsWYyMjGhpaaGgoICNGzdy48YNXF1d+fvvvxkZGWHTpk3ExcUJeFFDQwNXr17l888/Jzg4GA8PD6qqqhgeHmbHjh389ttv3Llzh5MnT7J+/XqR8XjhwgV+/vlnXF1dRQZxbm4uMpmMtLQ0rl+/zpw5c6irq+POnTvMmTOH1tZWzpw5I87dqampopH0wQcfIJVKuX//PpWVlbS0tAiafmVlJXV1dY07duw4/r9bS/3/qjA8cODADkNDQ1G9y/1uZmZmmJubC92xjo4O3d3dAlTT1dVFTU0NqqqqqKqqYmtry8DAAG1tbRgZGTEyMoKSkhJ+fn7U19ejoKAg8q7+NTtOXV0dR0dH0cmXyWQCZaykpIS+vj7JycmEhYUJ/5dMJqOsrIyGhgaKiorw8vJCKpWKg5ZUKmV4eBglJSWGhobo7e3lnXfeoa6uTmQLdXZ2YmJiwtDQEOnp6djb2zNx4kRhbDU0NBTxEy4uLvT29tLQ0MCMGTPEYnv58mWGhoZE59nd3R0zMzNevnzJ4OAgZWVlWFpaYmJiIg7Ycq+SRCJBRUWFadOm8fvvv1NUVISjoyP+/v709/eLsbyVlZXIYlFXV8fOzg5dXV3a2toESCYmJoabN28SEhIiZFx1dXU0NjYKCeDYsWPp7+8nNjYWc3NzAgMDycrKQk1NjdDQUAwNDRk7diz6+vpCxz137lz6+/tFt7upqQk9PT1MTU3x8PCgr69PZGQNDAwIb1J1dTV6enp4eHgIIuG0adMYHh5meHhYyGc1NDRITk4mICCAV69e0dLSwuDgIDY2Nmhqav4b9UtLS0sEj7u7u1NWVkZ/fz9lZWXo6upy+fJlli5diq2tLefPnxfRHENDQ+Tm5vLBBx/Q0NBAXl6emD57e3vT0tICvPbnyKlpx44d49NPP+Xx48cir1PeKbWyshLy18bGRvLy8lBQUKCnp4fGxkYePnzI2rVrxURa7jlQU1Ojp6eHR48eoaamhomJCSMjI/T19VFZWUl+fj7m5ubifRgYGMDQ0JCXL1/S3NyMs7MzVVVVdHV1oaioyIULF8TkctKkSVhYWFBdXU1vby/37t2jqqqKuXPn0tHRwf3790WEgLa2NlKpFC8vL54/f05gYCCtra3cvHmTBQsWcOLECe7cucOdO3dEVqC+vr4An8gpk4aGhsJoL6cyymQyCgsL0dPTQ0lJCVVVVWxsbEQHT0NDAx0dHTHdfPXqFT09PUKiJi/MgoODSUtL4+nTpwK3bmZmhrKyMo6OjpSWlmJmZiZef3BwkNLSUpycnEhKShKgHjnFcPLkybz11lv89ttvQubu4eFBYWEhurq6wGsJy8DAAGpqajQ0NJCTk4OWlhaDg4PMmjWL9PR0oqKiuHPnjqAwXr58WTSM5JEXMTExKCsr4+7uzo4dO7h+/TpTp04lJSWFmpoaTExM2LlzJ1FRUQQHB3P48GFGRkbQ1dUlPT2dxMREWltbxToo/9zd3NxYuXIl5eXlVFRUUF9fj4qKCq9evcLZ2Vk03nR0dMjLy2PKlCnExMSgqakp4DqxsbH09/fj5eXFpEmTaG9vx9DQkKamJiZMmMDdu3eZMGECOTk51NbWsmDBAj7++GNqa2sxMjIShzsdHR2srKyE5F5FRYXS0lIBfaqoqMDZ2ZmNGzcyNDTE77//TlNTk8it+vXXX1FRUcHHx4fq6mr8/f3p7u4WwI1nz56xY8cO3N3dCQ0N5d69eyxfvlx8PleuXBF5nteuXaOjo4MffvgBqVQqpmWRkZFi0uTr68vZs2dpampi4cKFODg48NtvvxESEkJISAhbtmzh2rVr5Obmkpuby44dOxgeHkZLS4vg4GDU1dXZvXs3kZGRhIeHExoaiouLCxUVFQwMDFBSUkJiYiKzZs0iODgYNTU1jh8/zrhx47h8+TKLFy9m7969pKen4+vri4qKilDXdHZ20tPTQ1FRkfBlyjMgR0dHuX37Nm5ubnh4eODm5oaOjg4TJ07k66+/ZmhoSORzJSQkYGFhIfywz549o6GhgZaWFhwdHamtrUVVVZWVK1cKSZ2VlRVPnz6lpaWFrKwsIReWZ7/K81rlsTXTpk0jIyODnTt3cuPGDUH4lWfA/vzzzyxatIg333yTgwcPcu3aNerr6xkZGcHJyUnEVjx48ED87s3Nzbi6ujJz5kw+++wzlJSUSExMpKysDDc3NxQUFPD39ycjIwMnJyf09fUJDg4mNTWV+Ph4vvvuOzo6Opg7d64o/uQTbBsbGy5duoSxsTH6+vo8fvyYKVOmMGnSJKKioigrK8Pd3V3sAe+99x6TJk3izz//FDj8PXv2sHfvXqKjo8nIyBDr3sSJEzEyMiI9PR19fX1ycnIwNzfn/v37fPDBB+zcuVO8fkBAAJMnT8bAwIDZs2cLe4y2tjZz5sxh0qRJhIWF8d1332FoaIhUKuXhw4coKysze/ZsPD098fLy4ubNm4wfP54tW7ZgaGgoGjuWlpZiCvPjjz/S09ODTCbjm2++YeHChaSlpWFoaMi3334rYFJ9fX3o6ury4MEDgoKCyMrKwtHRkSVLlvDZZ5/h4OBAcnIyfn5+GBkZ8dtvv2Fpacno6CghISGsWLGCK1euMHfuXDIyMli+fDnnzp0TOcryae306dPp7u6mv7+f6upqgoKCkEgkJCQkkJ+fT1RUlIi66O/vZ3h4mPfff5+nT59SV1fHuHHjiImJITo6WvgRTU1N6ejoQEFBgc7OTqEm+ec//ykmnjKZjHfffZfc3FyMjIxEM08e03L58mX2799PfHw8+/btE89IRUUFLS0tdHZ2oqenx40bN4QKQEdHR1hV5E3pDz74AAcHB1RUVJgxYwb9/f3U1tZy8eJF4uPjBYE5PT2djRs3smDBAtavX/8/2TvPqCjP7l9f9JE60oZepYhIVYrYwILdGHus2KIxia/G9FcTNcZojMZomrGjEgWDJQqiBESqovQm0jsMTXqT88Ez9zrv13etcz7815mPWcnKMPPM89x779++LrHaEhoayr59+zAwMBBnwxkzZjBq1CgRrW1qaqKsrIzk5GQxISssLGTu3LncuXNHfN8VFRUkJCSgoaFBSUkJb7/9ttiRTUhIQF9fn/fee49nz56RlJSEhoYGc+fOZfTo0ZiavsGWtLa2Mm3aNOzt7dm0aRPnz5+nurqawsJCIiIiuH79OkuXLhXqkN7eXmbMmMG4ceOE8ktbW1tAJQ0NDbl48SKZmZnI5XImT57M9evX2bhxo0indHZ2imfAmTNn+PTTT0lKSqKtrY13332X8vJy/vnnH7q7u0lNTWXlypXk5ubi5+dHUFAQFhYWmJmZoa+vT3p6OmZmZnz//fdCXZKfn8++ffsYN24cY8eOJTo6msOHDwsdm5OTE6dOneLOnTvU1tbS39///wvDvXv3fm1mZiaiCBoaGhgbG9PT00N1dTVFRUW0trZiYmKCjo6O2A+rqanB399fTKIkEgnFxcUYGxtTXl5OT08PXl5e5OXlMWLECNzc3AR2f2hoCAsLCyoqKjAwMKCmpoanT5+yaNEiLC0tefr0KWVlZSLypYgHlpWVYWpqKsbRipuCQmo5NDTE0NAQxcXF5Ofn09DQQE9PD7Nnz0YulxMZGYmlpSVaWlr/sUunuElWVVWhrKxMbm4uY8eOFRHamzdvip0dBdEuODiYrKwsKisr2bVrF+Xl5WJXQCFgDw4ORkNDQ4B92tvbRfEdFhbGn3/+KZbsHRwcyM7OprCwUMRkFSTO5ORkHBwcKCsro7W1lbq6OrKysjA2NmbEiBGUl5cLbYaxsTELFiwgJSWFgoICUZj29/ejrq5Ob28vfX19ZGZmMmbMGDo7O0XERiHj1tLS4q+//hJOu7KyMqGmyM7OZsSIEQwNDaGioiJij+3t7QwODrJ48WLKysqYNGkS5eXl1NTUiImzwrG3ZcsWjI2Nkcvl6OnpifdTW1tLT08PY8eOpbq6mpycHHp6etDV1RWUXBMTE/r6+kQ0QkVFRTgVc3JyKC0tFbqUnJwcmpqa2LBhAz/++KMoaJSUlMSeZGtrK3K5nICAAIyMjARoRvHgUYBftLW1ycjIYHBwUIiYzczM6OnpwcbGhr6+PhwcHISH89GjR+JArygSk5OTcXNzQy6X4+TkRFlZGY6Ojjx58oRt27aRnJws4tnNzc1YWFigqakpsvk9PT1YWFiQnZ3N0qVL/8Ol1drairm5OaampvT19eHl5UVLS4tw5jU0NAgScFdXFzKZDENDQ65evSq69IoCS+GQbGlpwc3NjfT0dCorK2lqamLixIlip1dxPS1ZskQIrTs7O8nLy0NPT4+hoSE6OzspLS2luLgYU1NTqqurRbHs4eHBo0ePGDlyJG5uboLC+tNPP7FhwwbS09Px9/fHysoKExMT8vPzBTq+qqpKiOhdXV2F6mbUqFHs3LlTXDeOjo6Ym5uzZ88ejIyM2L59O8+fPxfF6ePHjzEwMEAmk3Ht2jVUVVVxd3ensLCQoqIiZs+eza1bt8QkTwG08PDw4P3336e3t5fU1FTRFGhubhYTnxs3buDl5cWFCxc4d+4ceXl5FBQUkJKSIu55igmdwhF17949LC0tkcvlAgb26tUrVFRUKC8vJyAgAF1dXZydnfH39xeph6qqKvLy8tDQ0KCmpobMzEwA9PT0mDBhAjdv3sTa2pq6ujoB+Vm2bJk4BCt2FcPCwsQ0/dmzZ/z111+COqxwyY0aNYrU1FTa29uFDsXPz09oi6qrqykrK+Px48c8efKEL7/8koqKCnbu3ElGRoZ4NoSHh1NRUcH169cFHn7OnDnY2tpy//59nj17JijDY8eO5aeffmLMmDHIZDK2bNnC0aNHMTU15csvv+Ty5ctcvnyZ1tZWbt26xeHDh4mJicHd3Z2qqirKy8v55JNPeOeddygtLcXJyUnoNV6/fs3XX3/No0ePOHfuHF999RUDAwO8fPmSlpYWBgYGqK2tpbi4mJaWFhobG8W05McffxS0zEePHuHj40NkZCQBAQFoa2ujpaVFaGgoy5Ytw9zcXGhg5s2bx/DwMPHx8aL5dePGDSEMHzt2LJ6enmhpaeHg4MAff/whXLO3b98mODiY+vp6LCwsyMjIYGBgQMCtHBwcePHihdi/AUR6wc7OjlevXqGjo8ODBw9QV1dn7ty5pKWlceLECaKiooRKKDs7G09PTxISEnBxceGPP/4A4Ny5c6xbt06A5EaPHs28efNobW3F09OT7777joaGBlGIpaenU19fT2dnJ5s3bxYxtHXr1pGQkCAadzdv3hSeXgsLCzw8PPjll1/Q0NAQDRwbGxsiIyORyWSkpKQIOjC8IeYqVAyJiYnU1dWxefNmHBwcaG9vp6ysjN27dzN9+nSuXr3K+vXrWbRoEbdu3cLDw4NPP/2U6dOnM2PGDJYtW8bg4KCI7CqAQB0dHUydOpVnz55hYWFBS0sL06dPRy6X4+bmhq+vLydOnGDfvn1i0qwA4CkmiVevXqWqqoo7d+6wePFiLly4wA8//EBbWxtFRUUMDAzw1ltvkZqaSmdnJ5cvX+bs2bNMnjyZkSNH8uTJE+HL/fnnn4mNjSUsLAypVEp7ezseHh5s27aNoaEhpFIpq1ev5tdffyU+Pp67d+8ilUrJz8+nrKwMV1dXkYwqKirixx9/xNfXly1btlBYWCiotIGBgTx+/FiQOPfu3YuPjwv65oAAACAASURBVA+mpqZoaGiQnJxMSUmJ8DkHBgaKKL2iiVpaWkpRURFffPEFL168wMTEhJ6eHkpKSgR19N69ewLINzg4SPn/VpQlJSVhaGgo7hN9fX0ihtzW1sbYsWPJycnh8OHDQid09uxZEeOHNzHaV69ekZCQwODgINeuXSM8PJzBwUEkEgmbN28WyYzvvvuOcePGcevWLeG63L9/P6dPn2Z4eJj+/n4MDAyYN28eHh4evHz5UsBL5HI5mzdvpqCgAFVVVVpaWkSC5PPPP0dVVRUjIyOePn0qJtTBwcHCw+jh4UFJSQnl5eUYGhoyadIk8byWSqXMmTOH7OxsHjx4wMmTJ7G0tGTOnDl88cUXbN68meLiYqKiopg5cyZTpkzhzz//REdHh1u3bvHo0SM+//xz7t+/z6ZNm7h69SoODg5IJBIAkpKSRCpj165dfPPNN1hZWREUFMTRo0fF86qmpoby8nKsra1Fw0LR+M/KymLfvn2sXr2anp4etm7dyubNm9HW1ubixYsi0VBbWys0R4AA0MycOZPt27djYmIidDz6+voEBwdTUVEh7um///473377LZcvX6a5uVkoqLy9vcnNzeXVq1ccOXKEJUuWsGXLFn744QexerNw4ULi4+MZPXo0V65c4eeff8bd3V0xgPivCsP/5x7D/5svdXV12tvb6erqwsDAgJaWFuGJUVNTY86cOSKO0tzcTF5eHiYmJlhZWYlOkKmpqegYDw8PY21tjUQioaWlRYBpiouLCQgIEA8nRWGmiGxOnTpViJfT0tLQ0NBAR0cHfX19TExM8PPzw93dnVevXonJlq+vLxs3bhSELAcHB0xNTXFwcGDWrFk4OjoyPDxMQkIC5ubmzJs3j87OTrq7uwkKChKd7aVLl2JoaCgOXV5eXlhaWnLixAlxGFMUMCoqKkgkEo4cOSLcKXv37iUhIUEUchEREejo6JCSkkJycjKDg4NoaGhgZWWFkpISBw8exMrKipCQEFxcXLhx4wY3b97E1NSUwMBA/P39qa6uZubMmTx//hwPDw/y8/OxtbVFVVUVc3Nz4VyprKwU8TEFcfLPP/9EU1OTBQsW8OjRI6Kiorh+/To3b96krq6OjRs38uLFC0aMGIGRkRFDQ0MiZ11YWMjJkyfZvXs3BgYGzJ8/n6qqKrGXN336dPHvu7i4iC71lClTsLKyorCwUOydqqioYG5uTlVVFf39/WIfobGxkfz8fKZPny5iJAofm5ubG9evX2fevHkAHD9+HD8/P4aGhqiqqiIxMZG4uDj8/PyQSqXMnDmTsrIyVqxYgYuLi4gPZWdnY2lpybZt24iLi2PhwoUMDg7i7OyMsrIyI0eO5MaNG5SWltLd3c39+/dJTU3Fx8eHLVu2CAy4vb09BQUFDAwMiJiWYheyoKCAnp4eTExMGD16NFVVVXz77bfY2dkxefJk1NXVRdxMX1+fnTt3oqOjw6ZNm0Qc5sqVKyxbtoySkhIWLFgg3HnW1tY8ffqU1NRUnjx5gq6uLhYWFiQnJ1NdXc3Zs2d5+fKlOEgppv4KeE5GRoYQ81pbWws/qYGBAWpqasTGxlJYWMiYMWMoKipCJpNRVVWFt7c3vb29HD58GIDU1FTc3d1xdHRk/vz59Pb2MmnSJDo6OqiursbMzIzo6GjxOQB88sknKCkpUVRURHl5uVhmz8/PJygoiKlTp6Ktrc2VK1fENSCVSrl58yaNjY0YGBggl8tFRzIqKgpTU1MR5autrUUqlYr91nv37on4i6mpKVpaWkL74e3tTW1tLSEhIVhbW1NfXy90KYmJiYSEhNDZ2Ul4eDhSqRQdHR0KCgqwt7dHT0+P8+fPY29vL+Aq69atw9vbm61btzJ16lT+/PNPAgMD/2NXQltbm3HjxrFt2zZxaN2wYQOTJ0/m8OHDNDU1UVBQIHyi7e3tLFiwgO3bt9PR0SEk2fBmkn3gwAFKSkro6+vjyZMnhIeHM2LECAYGBtDT00MmkzFr1iz++usvlJWVWblyJXv27MHHx0eQJc3MzDA2Nqa6uprS0lKBnVcArRYuXCgIrAodwODgIEePHkVFRUVE5pqbm1FWVsbd3R2JRMLChQtRVVWlvb2dW7duMXHiROzs7Ni9ezezZs3Czc2Nn376iSVLllBZWcnixYsJCAgQ7iyZTMb69evx9/dn2bJlPHr0iJKSEi5evIiBgQGdnZ1CTaJIncTFxREWFoaXlxd1dXW4ubkRHx8vnGZZWVls2rSJ6upq5syZI/ZEly1bxqFDh0hKSuLBgwcsW7YMPz8/sQJQW1sr3qeSkhKLFy/myy+/ZOTIkTx+/Fh8t7q6ujx8+FBMPRWT+4kTJwrtQWZmJn/88QeFhYWsXbuWoKAgYmJiWLhwITo6Ojx8+JCwsDD279/P4sWLxbWzZcsWfH19aW5u5syZM2RnZ3P79m0mTZpEaWmpgMtYW1uzZMkSbty4gZaWFg0NDQLEFh8fL1QRysrKlJaW0tjYiFQq5a+//hJd8oULF7J+/XrCwsK4ceMGO3bsEKCJbdu2UVFRQX19PU5OTtTX1+Pl5cXs2bMJCQlhxowZSCQS3n//fbq7uwVMJSUlhf7+ftzd3cnMzBQFneJaTkpK4sqVKzx8+JDCwkJ8fHw4cOCAIChKJBK8vLxYtGiRQM3b2NiIe3JfX5/47c+fP18AzOLi4hg5ciSBgYHcvn2bDz/8UPjt8vPziYqKYnh4mJqaGkEm1tXVJSQkhOHhYTIzM7lw4QJnz57lww8/JCQkBFVVVbS0tHj9+rUosmfOnElWVpZoMJuZmXH27FkBdNu3bx87duzgyJEjAOTm5mJoaMjXX39NVVUVd+/eZfHixaxYsQJ7e3skEgk//PADqamplJWVMTQ0hLW1NVKplJMnT9Lf34+zs7PYMTcwMBCFkZmZGcnJyeTm5rJp0yZx/9XU1BSHbAXcxM/PTwD23NzcOHv2LNOmTSMhIYGSkhLGjBmDvb09rq6uPHr0iIyMDKqqqtDW1sbOzo64uDjWrFmDhYWFgH/09PSwb98+4fdVPPMyMzMFrbuyspKLFy8K+JGNjQ0nTpwQ4DwF/M7ExIRz587h5ubGpEmTuH37tlAT/fXXX7i5uWFqaoq3tzfNzc1oa2tTXFyMnp6eYEvo6+sDCJJxU1MTH374Ic+ePRMe3MrKSv7973/zxRdfYGlpycaNG7l58yYVFRW89957REZGEhwczMSJE/nuu++YPHkyCQkJAOzcuZNffvkFJSUlPvvsMwoKCoT7UklJid7eXpHw2rt3L5aWlnz11VdkZ2czf/58YmNjGRoa4q233uLatWtMmDABeLPrqaCsb9y4EWNjYwwMDITaSyKR4OHhgVwuJy0tTQDtfH192b59O7m5uRw6dIjLly/z8ccfM3/+fDZu3Mh3333Hxx9/zNOnT4U31svLi9OnTwvmBIC+vj4ymYy7d+/i7OxMXFwcP/30k2hYVVZWEhsby5w5c/jtt99wcHDg4sWLHDx4EBUVFW7duoWamhqWlpbU1NQICu2ZM2co/99+0IGBAaZOncrs2bM5duyYoC+HhIRw48YNhoeHBf11eHiYn3/+WUSpCwoKsLW1FbuVra2tGBgYEBISwhdffMHOnTtpb2+nuroaPT097t27J76vjz/+GEtLSxYsWMC8efOEY/ro0aMEBwdz7do1MjIyRIJG0ez6b17/oyaG33zzzdeKPTZFoaenp4eKigrKysoMDQ3R2tqKvb29oJ/V1dUhkUhoaGhgzJgxdHR0CFy3trY2ampqdHR0YG5uTmtrq/D+PX/+HCMjI6qqqlBRUcHR0REjIyMxXZBIJLx8+ZJNmzZRVlZGT08PcrmcSZMmCXBGU1OTKCZTUlLEg6i7uxtvb29KS0tpbm4mOTlZRD4fP34siKFyuVxIyW1sbCgsLOTmzZtIpVLu3r3LqFGjaGpqYuTIkXh6etLb24u+vj6enp5it00x5SwoKBCwFcWERldXlwkTJogbq4+PjxCP+/r6IpPJuH37NseOHWNwcJAlS5agmNhqaGigq6tLWFgYixYtoqKiAj09PWpra0VcLCcnR3RbRo4cyYMHD3BycuL27dtYWVkxcuRIJBKJoDUGBgZiamrKsmXLhLcwLi6ODRs2MDg4yMDAgJj2urq60tDQwPjx4wGE3mD06NEiztfa2oqamhqPHz+mvr6e1tZW9PT06OrqoqGhQTgqXV1dxedhbGyMubk5z58/x9bWVhy6f/nlFwCxb6Gjo8PQ0BBaWlo0NjbS1NSEpaUl9fX1gsRnbW0t4nAtLS3U1dUxZ84cBgcHyc/Pp7i4mOfPn7Ny5UpUVFTo7++nv7+fvr4+4ddsbm4WcVRPT0/c3NxITEzEzc0NeIPOd3Nz4/bt23h6etLa2iqmBgpi7suXLzE0NGTx4sUiDhsVFUVaWhpFRUVs3bqV2tpavL29ycnJEft47u7uDA0NIZPJ6OnpwcjICA0NDR4/fsyLFy+QSqUYGhqip6dHWVmZgMIooDxdXV0sX76c3t5ezM3N0dTUpLW1lfr6eiE519bWZvTo0Xh7e5OSkiIcoo2NjaxevZqamhquXLlCbGwszs7OdHZ2CrfVtGnTWLZsGTKZjIKCArKzs5kwYQJVVVUUFBSIf64AQPn6+rJ161YOHz5MdXW1iKMuX74cDw8PDAwMxL6Wwrf18uVLVq9ejbKyMjExMbS2tmJqakpaWhr5+flUVVWJnWdFt7+yshJdXV20tLTE7ltjY6OYRP6foKGmpiYMDQ2JiYlBWVkZHR0dioqKRMHY0NDAggULcHBwoK6ujhEjRqCrq8tbb71Fe3u72J9USOUVIKupU6dy9+5dYmNjmTx5Mh0dHWhra9Pa2kp7ezsuLi5MnDiR2tpaDAwM0NLSIioqirlz54rY1J49e/Dw8KC6upr09HQ++ugj2traqK+vJzc3l4qKChobG+nv76e0tJRDhw7x8OFD2tvbRTRq+fLl/PLLL+IhrOim37hxA39/f8LCwoiPjxcOzpycHIyNjWlpacHBwYHW1lYh8lXskmppaREREcGSJUsIDQ3lwIED4nculUqFZHzkyJG4uLjQ398vfgdqamrk5eXx7rvviu58UlKSmEKamJgIEFNycjIPHz4UjsXAwEBCQ0OpqKjAw8NDxCdra2uZN28e+vr63L9/X/wNXV1dzJs3j8rKSvr7+5HL5cKlp9hLvXr1KhcvXmTfvn3MmTOHS5cuERoayqVLl4Sked++fQQFBQlXb1NTE83NzUJ2PG7cOK5evYqJiQnh4eFER0fz3nvvUVJSwtatWzl//rzQJyUkJGBjY8O9e/fYtWsX8fHxIqal2Md/8eIFL1++pKioCEtLS3bv3k1OTg6qqqpERETg5OSEvb09LS0t+Pv7ExMTw86dOwXIx9ramra2NlHApqSk0NHRweTJk4mKihIieWdnZx48eICpqSleXl4YGRnR1taGs7MztbW1vH79GolEQk5ODi4uLpw5c4b+/n6uX79OY2Mj33//Pf39/ezYsUNMnlVUVOjq6mLVqlX89NNP7N+/n59++ok1a9ZgbGwMvCkSMjIymDp1KpcvXxbaAHt7e+FC27t3L8XFxWRlZfHRRx/xww8/IJVK+e2335DL5ezatYuLFy/S0dFBWFgY3t7eTJs2DRMTE86fP8+SJUvo7u7GwsKCiIgI4uPjRQMgODiYS5cuIZPJaG9vZ+zYsdy9e5dFixbR2NhIYWEhf/zxB/Pnz+fo0aM0NjZibGzMtGnTOHr0KC4uLmLPqq2tjb/++osDBw5QVlbGP//8g6mpKW1tbeTl5Ylrt6ioiPnz59Pc3CwUSMnJyaSlpRETEyMAJZWVlYSFhTF//nyGh4dJS0sTpN99+/bR2NjIw4cPWblyJU1NTRw8eBADAwMuXbqEv78/ZWVlVFZWihUFBVHSxcWFRYsWkZ2djampKfX19VRUVHD+/Hn+/PNPoUYYGhrCz88PLS0t7OzsOH36NHV1ddja2uLh4YGFhQUmJibcv3+fly9fsmzZMt577z1u3LhBd3c3jo6O2NnZ0dXVJUjnMpmM2tpajh07xu3bt5FKpcAbEqiPjw+vX78WUcI9e/YQEhJCVVWVgKu4ubmhp6dHZWUlXV1duLm5MW7cOKKjo0Vc3cfHh3v37hEcHIyvry+//vorysrKaGho0N3dLbRDSkpKYqcN3kzHf/75Z4qKinj16hX//ve/+eabbxgYGODDDz9k586dXLp0ic7OTqqrqzl27BjHjr2xwdnY2AhP4r179+jq6qKrq0v89uzt7UlLS+PgwYPY2dmxfv16IiIiWL16NVKpFIlEwr1790hISODs2bOYm5vz+vVr7OzsCAwM5MGDBwQHB4tG8q1btzh+/Dg6Ojo4OTmhqqpKeno6qampdHR0kJGRwZw5c/j999/FmVhPT4/m5mYmT55MYmIiTk5O/P7773h5efHee+8RHh5OXl6eUGFERkYyYcIEXr58KeL0YWFhvP/++yLFpXjGJSUlYWdnR39/v2hu+Pn5iefZnDlz+Pjjj/Hw8CA1NZXu7m6OHDkiPMbJycl0d3ezb98+vLy8mDt3Lo8ePcLd3Z2SkhLeeustpkyZIprj6enpwhPZ09ODkpKSmKLCG5iZiYkJDQ0NREdHU1ZWhkQiISsri4ULF7Jv3z7xPpSUlNiwYQNOTk48ffqUlJQU4A2I0tTUlPv374uU3p49e0QiqLi4mKNHj6KqqkpYWBi9vb3/f2KoIGspqnqFg02xYyiRSJBIJMTExFBbWys6x2ZmZpibm1NTU4OKigoTJkzA0tKSrKwsobxITU3FxsaGlpYWWlpasLS0pLi4GCUlJTo6OpDL5WRlZfHixQvU1dWpqqrCyMiIhIQEQS5csWIF4eHhqKurU1xcTGZmJpqamsTExAj0c29vL729vTx+/Bg7OzvRvR8zZgy9vb1iPzEzM5Px48djZmaGsrIyPT099Pb24uLiIoicdXV19Pf3o6mpKZxqMpmMjo4O0ckdGhrCx8cHd3d36urqRLRz1qxZpKenExYWxtKlS1m1ahX29vYA+Pv7M27cONTU1Fi1ahXwpsA+fvy46LYpCnQ7OzsRjfXz86O9vR1dXV2xdzhy5EgRq5DJZFhZWQFvsNu9vb28ePECTU1NrKysqKio4OXLl1RXV+Ps7Exvby9z586lvr6ey5cvixibubk5iYmJ6OvrU1FRwa1bt8jMzKS9vV1AH5SVlampqUFbW5udO3eKokJB6rSwsBCTV319ferq6kQk2NPTk/r6emxsbCgqKhLuLC0tLSZMmIC/v7+IHSn8jAqpb15eHm1tbZw5c4a8vDwcHR2pqKggOTmZ+/fvA3D//n3S0tIYHBxk5syZJCQkoKWlRUxMDDo6OjQ2NlJSUoKWlhbjxo0jNTUVLy8vhoeHaWhoYMaMGejo6LBr1y6Ki4sFRVJRcNXV1TFr1iyuXbtGZ2cnGzZsYMaMGdjZ2dHW1kZNTQ2TJk3CwcEBMzMzjhw5QmZmJleuXBHxaF1dXU6dOiXkuXl5eSQmJjIwMIClpSUTJkzA29ubkpISlJWV8fLyIi4uDplMJoBJc+bM4c6dO2J/Vy6Xo6amxogRI2hraxNqDhUVFTGpjIiIoLW1la6uLr755hucnJy4cOGCOABlZ2eTkpJCXV0dd+7cITExEZlMJgTTKioquLi40N7eTmpqKra2tjQ0NDBx4kRyc3P56quv8PLy4uTJkwQEBPDHH38QHR3NyZMniYyMFJ5NDQ0NsfN75MgR1qxZw9q1axkaGiI2NhYLCwsh2zYyMqKjo4PffvsNS0tLcnNzKSwsRENDg4CAAIyNjdHQ0GDLli3U19cTGBgoIqVWVlb09fWxevVqoqKiyM/Px9LSEmdnZ2xsbLC2tsbHx0eQP1NTU0lNTRWOS2dnZ9GdnzVrligm9+/fj7e3N4C4/8CbKdLQ0BAGBgbCVZeamkpiYiLm5ubY2toybtw4KisrWbp0Kfr6+lRWVrJy5Uq++OIL7t69i0wmY+vWrSK1oK+vz8SJE7l27Ro5OTls3rxZRMKvXr3KmDFj+PjjjzE3N2f58uUiTmpkZMSKFSu4dOkSFRUVwlM2ZswYMeVbsGCBEElfuHCBTZs2UV5ezrZt24iMjOT9998nPz+fnJwcNDU1GT16NBkZGZw5c4aAgADKysoICgpi6dKlmJubY25uLpQMly9fxtPTE0tLSxYtWsSOHTuQy+Viwp2YmAjA6dOnkcvl/PHHH3z55Zc0NzejoaEh3JSKrnFbWxuWlpZUVFRQXl4uPGn19fUCMqG4j0RERKCmpkZVVZXwQX700UesXr2a2tpa5HI58Gaqpbh2i4uLhcNOU1OT/fv3iyiloaEh5ubmrFmzhlOnTpGUlER3dzdhYWEcPHiQlpYWli5dSnp6Om1tbcTFxYmJoZOTE4aGhmRmZqKqqkp0dLSAXlRXVxMeHi6cbvBmEtXV1UViYiIXLlygu7ubtLQ0hoaGWLNmDTk5Obx48QIdHR1KS0uxtrYWWH8rKytcXFy4d+8ev/32m2gIREVFUVBQIHQP9fX1YrfW3t6eq1evIpPJmDlzJqmpqcIdBrBmzRq+++47/P39KS8vx93dXUymvvrqKxYvXkxsbCz+/v5ERkaSm/tGpfz3338jk8nEnn5ubu5/uI0jIiKEC9bExISffvqJhoYGTp8+zQcffICFhQUjRowAYGBgQFw3np6ePHz4kJiYGPr6+pg9e7b4TStE9a9fv0ZDQwMjIyOSk5MJCQnh7NmzaGpqYmNjw4IFC3B2diYpKYmFCxdy9OhR7ty5Q3p6Ordu3eLtt9/m0aNHtLW1MWfOHHx9fWlra2P9+vX09/czYcIEvLy8sLe3Z9KkSezcuZPQ0FDkcjnq6upIpVIxqVNSUuLJkydYWVmhpaXFyJEjyc7OxsXFBUtLS9LT00XhePnyZaRSKUeOHEEqlWJra0tGRgbq6upcu3ZNTG7gjVNTSUmJ5cuXCzVLcXExjx49IjExUaSyYmJixLPP2dlZTHlmz56Nubk5UVFRlJWVUVxczMWLFzlw4ADt7e1MnDiRGzdukJCQQEJCAsnJydjY2BAfH09eXh6urq7I5XJqa2vR09PD1taW4uJi0ez64IMPuH//vkinjBs3DiMjI2pra9m2bRvBwcGCN3Dz5k0x/bpz5w5HjhwRQvQ1a9aIpkZycjJ///03Ojo6Yn9ckVZ48eIFKioqeHt7i8l/R0cHmzdvZteuXSQmJrJq1So+/fRTbty4IbQRdXV1DA8Pc/nyZaGgUpDzZ86cyTvvvMPw8DDTp09HR0cHJSUl/Pz8xP3LxcWFsWPH8tVXX4lr9fbt26iqqorfuAJImJuby4ULF4Qf2dLSUlwnCxYsQFdXl97eXiorK4Wq4b333iM2NhaZTMbevXtpaGgA3vgOFVHYkydPsnTpUvEcGj16tJhs79+/n+HhYezt7UUTEsDX1xdNTU1xLa1Zs0bsXt6+fVusUSjsBIr75ZMnT/j8888FOCojIwMvLy8qKioEGf/+/fui2a/4fyclJeHh4UFFRYVIfSk+H8WKgJKSEjo6OsAbb6His1EkKT755BNMTU05f/488IYIDvDZZ5+xbds2li9fDsCuXbvYsWPHf1gE/Pz8iIyMJC4uDiUlJfr6+li/fj379+9HW1ub27dvC43FmjVrkMlk/Lev/1GFISDIfe3t7QKNb2dnx+vXrwVdMygoiP7+fmQyGbq6ukilUgYGBtDR0UFbW5vk5GRaW1tF0aWmpoaJiYlYBlYsIyswuwYGBnR1ddHd3S2Kuo6ODkpLS/n11195++23ycrK4tdff8XHx4fGxkb09fWZMmUKbW1tBAUF4erqysiRIzEyMsLd3R0LCwu6uroYP348xsbGwqMYExPDjBkzWL58OQMDA3R2dopDtKqqKsbGxhQVFTFt2jTs7OyAN3FQBeU0Li5OQBwqKyvp6+sT0JUZM2YQGBiIsrIyf//9N8HBwcyePZvU1FSuXbsmDi8KXLdEIuHixYuEhIRw7NgxjI2NhTjeysqKrKwsSktLBXFUQRQ1MDCgoKCAn3/+mbq6OgYGBqiqqhI7M7t37xZRRG1tbWJjY4VAWFFkVVdXY2NjQ2hoKB0dHYSEhKChoUFZWZkAUXh5efH69Wt2797N+PHjRae/paVFiMDlcjlHjhyhtraWHTt2kJubS319PX19fQQEBGBmZkZlZSVqamrIZDK0tLS4du2auDkrpPaAGN23t7dz//59Fi9ezMSJE7G1tcXZ2Vns8AUEBBAYGEhZWRnZ2dnI5XKmTp2Kvb093377LStXrmRgYAAbGxtGjx7N6NGjRcxVQcBTUPIuX76Muro6Pj4+qKqqkpycjLa2NoaGhqxbt44pU6YAMH78eAwMDFBVVaW+vp7i4mIBWrhy5Qq3bt3in3/+wdHRkYyMDOF69PT05Ouvv2bp0qXs3LmTrKwsNm/eTENDAyYmJkilUoGLVnj2bG1tyc/PR19fHxsbG8LDw4VGory8XDRaFJPd3t5eUlJSkEqlSKVS0djp7+/n1atXyOVyTp8+jampKR4eHjx79gx1dXVcXFyIjY0VxNWJEyeydetWfHx8GDNmDNXV1SxcuJBTp07x1VdfcfDgQSIiIlBXVxdRwcjISLHQrxAZT5gwgbS0NEGzKyoqEuLtpUuXkpaWJhpKEydOZM+ePXz66af09vbi5eWFp6cnEomEvr4+EYcNCgri/fffJyoqitmzZxMYGEhdXR1NTU1oaGiIaPXKlSupq6vj9evXFBUVceLECREPU1BA5XI5GRkZqKqqYmZmxtWrV5kwYQKurq4sW7aMadOmiV1TQER5amtrRUHm4+Mj9oY++eQTPDw8eOedd3j+/DmmpqZ89913xMfHi8aU4j5w4cIF0tPTxaFCXV2du3fvYmJiIhQNN27cJq/uSAAAIABJREFU4Pfff2fz5s2kp6fT1dVFeXk5Cxcu5OnTpyQnJ/PLL7+I/ThtbW0+++wzzp8/T3x8PNra2nh5eREaGiquTRcXFx48eMDQ0BCampqoqKgQHx/PtWvXGD16NBYWFgJcMmXKFKKiopDJZJiZmXH//n18fHzIz8+nrq6Od955h3PnzpGVlcW0adO4efOmgBKUlZXh5uYmYnPHjx9n0qRJDA0N8e6779LW1oaXlxc+Pj7AG/T9sWPHeP78OZqammRnZ7Nz504SEhKoqKigu7ub3377TbgpDQwMUFdXp6amhjVr1jB69Gjc3Ny4ePEienp67N69m4iICBYtWoS6ujpr1qwR8nAnJycuX77Mp59+KlItn3/+ufDJjh8/XgDVuru7aWxsxM3NjZUrV+Lo6EhcXBz19fUsWrSIc+fOoa2tTWZmJqWlpVy+fBkrKysBzlBVVaWxsVEUEr/99ptQtQCiAz8wMIC9vT1vvfUWo0ePxtHRkZMnT/LixQsmT56Mp6enIAa/fPmSn3/+mS1bttDY2IiampqA34wYMYK///4biURCamoqSkpKuLi4MGnSJAwMDIiPj8fCwoLTp08zZswYIYNub29HKpUye/Zsuru7cXJyws/Pj48//lj4DT/++GOysrLIyMjAycmJtLQ0oqOj+de//sXr169Zvnw5/v7+zJ07l1WrVomDXVtbG8rKypw7dw4dHR1KSkro6ekRkc26ujra29vp6+tj4cKFLFy4UOwLzpo1i6KiIhITE3F3d8fU1FT4S589e4arqytWVlYoKyujoqLCjh072L59O6WlpaiqqhISEkJsbCwAaWlp+Pn5UV5eTmdnJ35+fixZsoQvv/ySP//8E1tbWwHNu3r1qgCEDA4OAm/ifXfv3mXu3LnY29vj4eFBcXExEomEuLg4qqqqSEhIIDAwkOHhYWbNmiWmFgolgI+PDx0dHWzZsoWgoCCePXsm7pUbN24EEMXJoUOH2L59O9euXROE9oaGBqytrUXcGWDr1q3Am4N1VVWVKDza2tr4/PPP2bFjB/PmzRNxz46ODgoLC4WWRaE6ef36NX///TeFhYW8evUKR0dHVqxYIeKsimbpihUr/iMNpqmpSVtbG5mZmVRUVODn58f48eNRUlJi+vTp/Pjjj2hpaXH8+HHhPZ45cybOzs4UFxfT0NBAVFQULS0t7N+/n+PHjwta9Ny5c/H19WXFihVkZGTQ1tbG/PnzaWxsJC0tTfxNpqamZGdn09XVRUJCgni2AOJgb2Zmxj///MPw8DBXrlwRBUthYSF79+4F3jSCFOCzuro6vvjiC5SUlKisrGTJkiUANDQ0CCF9bW0tU6ZMITQ0lFGjRglf3/DwMJcuXaK7u1skSBwdHcX5WgHAkUgkREVFCaUaIGKpU6ZMEYMVIyMjfvjhBzZu3EhHR4eIZo4aNYqAgAAmT55MeXk5n376KeHh4ZSUlKCpqcknn3yCr68viYmJJCYmsmPHDuEZlsvlYrUnNzeX7777joqKCt5++22hLTIwMBAgublz5/LRRx+JtQ+Fu1Gx43/t2jX+/vtv0dg6cOAA9vb23L17F1tbW9H4rqurE6kYT09PobhRFOT37t3jxIkTvHr1CkCAGSdMmMCNGzfYtm0bmzdvpre3l5CQED7//HOuXLmCkpIShw8f5pdffkFdXZ358+dTWlrKkiVLUFdXJyMjg8DAQFJTU8VeKryBzCn0TIpkRWxsrGiUKrRL/83rf1RhqKGhIQoTBb46JyeHiIgIZDIZ6urqdHR0oKSkhJOTE/39/WIR/9WrV5SWlgooh5aWFhoaGiLyplicNzY2Fn4ReCPSVFZ+8zGOHj0aGxsb/Pz8hIbiyZMn5OTkiF2KwcFBxowZQ2lpKfn5+fT29goIS2ZmpogRxsXFUVFRIR6IQ0NDPH/+nFmzZvHjjz+irKyMnp6eWDKVyWQCOz1lyhRaW1spLCxk/PjxdHV1YWNjQ39/P56enuTm5tLe3i6iZm1tbSxevFiIyiUSCXPnzmXEiBG8fv0adXV1PvvsM6qrqwVN0NLSklu3blFbWyu8M9u2bcPT05OIiAi6urrQ19dn3bp1jBgxgpSUFObMmYO3tzdJSUlMmzZNCFYVnXUNDQ1GjBjB7du30dLSwtbWVhwCSkpKUFJSEt673NxcXF1dCQgI4MWLF9y6dYuSkhIWLVqEg4MDMplMoIYjIyMFaVZNTQ2pVMrPP/9MdHQ0EolETF5Pnz6NsbExVlZWvH79Gmtra8LDw9HU1GTUqFGio2dubk5GRgYffvghMpmMO3fusHPnTsrLy4mMjKSvrw83NzfCw8PF56xYHE5KSqKoqAhNTU2mT5/O+PHjkUqlREVFUVtbi7u7O1988QUhISGMHDmSEydO0NbWRlRUFP39/cyfP59Ro0YBb3xBWlpaODk5ieV8JSUlCgoKBCE3Pz9fwFTa2toYN24co0aNEntEvr6+jBkzhj179qCkpISWlpYgTmZlZSGXyykrK6OlpYXCwkJKS0u5evUqr169EsVgfn6+OIw2NTVRV1eHubk5SUlJNDU14ejoSFdXF3Z2dtjZ2dHd3U1wcDBqampiOjs4OIiDgwMlJSWoq6sLTcyzZ89oampCV1dX0Dbd3d1RUlJCJpMJvHtlZaXwe+bl5WFlZUVwcDArVqzgyy+/FHHlNWvWIJfLWbhwoShuFNEqCwsLfH19SUpK4vLlyyLyY25ujp6eHqtWrRJRQMWDWCGV37FjB8PDw0yYMIFFixaJGHpGRgYjRoygoKCA6upqZs+ejYaGBufPn2fevHno6OiwZcsWsrOzaW9vRy6XU1hYKBo3iv3HKVOmIJPJ8PT0pLa2VuzRqqmpoaury9dff01vby/V1dXo6OjQ0dEhUN5lZWW8++67JCYmMmrUKCQSiYhJLVu2DBcXF0FZ3L59O/r6+ri5uTF16lQRW/X39ycgIIAVK1YQHByMVColPDwcZWVlAgICMDc3RyqVsmLFCubPn8/KlStxdXUVvs7q6mouXLiAra2toEPv3LmTVatWYWZmRnd3N9u2bcPCwoKysjJKS0vZvn078OYBl5+fj7q6Oh4eHiQnJ9PZ2cncuXNxdHQkKyuLb7/9VhDtGhsbGR4eZvLkycTFxfHvf/+bwMBA1qxZg7u7OzExMYKKd/bsWWbMmMGdO3ewsLBg1apV9Pf3Ex0dzdKlS/ntt9+oqalBTU0NMzMzDA0NcXBwoK+vD2dnZ9566y3i4uKIiIhg+vTpzJ8/n46ODtHVffbsGceOHWPs2LE4Ozuzfft2JBIJs2bNor29HSsrK4yMjFi3bh3vvPMOH330EY2NjURGRmJtbU1oaCiTJ09m9erVFBUVMX36dMzMzHj58iW6urrEx8fz3nvvERgYSEpKivDBAkRHR7N8+XLhky0pKRH7kHv37uXJkydYWlri7+9Peno6kydPxtjYWCQfampqhJfO29ub9vZ2PvvsMxFzu3//PlZWVjQ1NZGSkoJCFWVkZMT06dOxtLQkMjJSKD28vb1xcnJi7969zJo1i/LycjFJ0NPTY/r06djZ2eHg4MD58+dF5Lu4uJgLFy6gra2NlZUVOjo6KCsr4+/vT2trK2FhYQKKolAKKf7GU6dO8f333wNvVFAdHR2sX7+e6dOnM2/ePJSVlTl9+rSgwF65cgUnJyd27tzJokWL0NHRYePGjXR3d+Pq6kpPTw9ZWVncuXOHGTNmYGZmJhRIiuSIVCrl0qVLKCsri13gyMhILl++zMGDB4VPs6SkhGfPnlFbW4uOjg4TJ07Ey8uLnp4eVFRUWLlyJV1dXWL/d9OmTfzzzz+CyLx69WrU1dWF6urEiRNoaGhw9OhRUdQCYtf+7t27hIeHU1NTg0wmo6ioCF1dXaZOnSqUVwsXLvwPr92pU6fYtWsX8Ka5qMD079u3j7KyMrq7u3n48CEAz549E5HcgIAAli9fzsuXL4UAvKKiQqSOQkNDiY6OBt4coO3t7QWAQzHZvXPnDoWFhfzyyy+MGjWKffv2sXbtWp4/f86iRYvIzc0lNDQUZWVlDhw4QF1dndhxS0lJYe3atdy+fZuZM2diYmJCbm4uPT09tLW1oa2tjVwup7+/nzNnzuDi4iL0Bk+fPuXKlSv4+Pgwa9Ysli1bxrhx4zh69CgWFhZIJBL6+/uJiYnB3t4ed3d39u3bx6NHj7CwsGDNmjVUVFTQ0tKCkpISiYmJREZG0tTUxLRp01iyZAmHDh2io6ODzs5O/P39RTE7d+5cjIyMRPrnxIkT1NbWsnr1apSUlPjXv/4lGtGLFy8mJiYGX19furu72b17N/b29tTV1TFmzBiGh4fFb0MxYXJ3dyc6Opr169dz/PhxVq9eza1bt+jv7/+P793Pz09oghQDAV1dXcrLy/Hz8+PkyZO4urqyf/9+hoaG0NHRYdy4cezatYs7d+6grKxMXV0d9fX1uLu7c/bsWXx9fbGwsGDv3r04ODgItY3CEgBvtBzd3d1IpVIiIiIoKSkhJiYGQ0NDsrKyxHt0dXVl3bp12NjY8Nlnn/HNN9/g5+cnrpnOzk4kEoloUl+9epX4+Hi6urpobGzkyZMn4sy+YsUK0tPT8fb2xsfHR+jh8vLyRBTf1taW0NBQuru7AQQ9enh4GCMjI+Li4pgyZYoAPCopKYnCLDk5mZEjR9LZ2Ulzc7NwOh86dAhzc3NBeldSUkJfX1/QYz08PKirq+PMmTNiNUVRv4wbN46goCACAwNFMnL8+PEUFBQQEhKCj4+PmKb+N6//UYL7ESNGDCt2ABUFjQIGMTQ0xIsXLzA0NEQulyOTycTFO2rUKB49eoSjoyM2NjZ0d3cLFLKDgwM1NTUCVa+In6qoqFBdXc3kyZMFobG4uJjBwUF0dXUxMzOjrKwMHR0d8vLycHJywtjYmO7ubuRyOZ2dnSxatIhTp04xffp0ioqKBPrf2tqa9vZ2MQZva2vD39+fvr4+JBIJkZGRAisfFBREQUEBampqWFlZUVxcLND9GRkZQsKuqqoqlAiK6Vp0dDT+/v4MDw8LSmtVVRWDg4MC7yyTycjPzxd7cAqAh0KpkZeXx4oVK0RxERISQnR0NG+//TaXLl1iypQpNDU1CR2EglDZ0NCAqqoqY8eOJTU1FS0tLRGp8/LyIj09nYaGBjQ1NQVKe2hoCBsbG6qqqvDw8EBfXx9nZ2fCw8MJCAigoaGBwsJCXF1dxWThn3/+YfPmzfz666+iA6dwibW0tLB27Vrq6+t58eIFtra2nD9/Hm9vbyQSCYWFhaxcuZKcnBwhs83IyMDU1BS5XM6iRYt48uQJN27c4Pvvvyc7O5uqqioRD/Hy8kJTU5PHjx9z/vx5Tp48yePHjykvLxcuK8UeWVBQEFKplNjYWFEIDAwMiOt1YGCA7Oxspk6dSmNjI83NzTQ3N+Pm5iYmcJaWlrS0tIjvcubMmQBir0AhTlV4lZ4/f05jYyMTJkzg1atXIkIFMGPGDFRUVBg7diwXL14Uu4T+/v5UVFQwODhIb2+v2LedMWMG169fx8PDAw8PD27cuIGRkRHe3t7cvn2bt99+G3jTcdywYQOxsbGkpqby9ttvc+fOHTw8PHj48KEoehXRNwWh8NWrV8THx2NtbY2enh5aWlpiQbuzs5P29nZaWlpwdnbGycmJyMhI8Z5tbW0pLCzEysoKNTU1goOD2bt3L1OmTCE3N5fAwEBmz57N2rVr+fbbb8nKykJHR4ewsDB6enp4/fo106ZNo6CgQGheampqxJ4EwLFjx7hz545YeK+oqEBDQ4PZs2czMDBAV1cXz58/x8LCAmdnZxFHT0hIEJFOd3d3PvnkE9FYUsBRiouLMTQ0JD09nVWrVpGUlER5ebnYd6yqqhLFsoJ66OvrS3p6Ok1NTairqwsn59ixY7G0tBRESYWbbvPmzcTFxVFaWoqDg4M4XDU0NLBnzx6GhobYsGED169fZ9q0aZw+fRpbW1tev37N/PnzOX36tLhXzJ07lytXrjBmzBgsLS2xtLQUdMSOjg4+/PBDbG1tOXbsGLq6uri5uTF27FiePXuGVCoV13ZmZibvvvsuWVlZODo60tHRQWRkJEuWLMHc3JyysjI0NDS4fv268M/a29tz/vx5cdiYNWuWoH4qouOKuKWiWdjT04OVlRUSiYT6+nqMjY0xNTVFKpVSX1/P7NmzefDgAWVlZYwdO5a2tjaKi4tZs2YNX331Fa6urmzYsIFdu3bh6uqKg4MD//zzDykpKURERFBUVMQ777xDREQE58+fZ9q0acJ7qdjLVTQPbt26RWxsLNu3b0cmkwmfJcDvv/9Ob28vBw4cYOPGjYSGhor4Z2pqKvb29mKPz8DAQOzOKlyMhoaGnDx5kuvXr3PixAmsrKwYHBwkPDwceDMtUFJSIiAggKSkJDZu3MjZs2f58ccfhYP0119/xdDQkOXLlxMZGcnYsWMJCwvD1dWVpqYmtm3bJtyur169Yvny5Tx79oyBgQE++OADMWnR09MjPj6e4eFhVqxYQU5ODrW1tWRlZbFu3TqKi4vR1dUVDsTq6mo6OzsFnKawsJClS5cSHh4uRPOK1/950IQ3CZeKigqCgoLIzs6mpKQEU1NTamtrgTeHQwWFsqmpidDQULZu3cr06dMxNDTk7NmzAMI9aGpqSktLC3/++ScJCQncvn2bmpoanJycWLt2rYDDVFRUYGdnh6OjI1VVVdy/f59r166xfPlyjIyMaGpqwtzcnA0bNnDgwAHxfv/1r38RHR2NVColNTWV77//XuizKioquHnzpnguKhrUZmZm6OrqsmzZMmbMmMGkSZPE9/n5559TWFjIsWPHBGTt5cuXAqajrq5OcHAwL1++xNraGiMjI4qKinjw4AGbNm3iypUrzJo1S3zGDQ0NYjpqaGgoGqCA8MS+++67xMbG0tXVxZ07dzh16hRXr16lr68Pe3t7Zs6cyebNm6murmbWrFlER0cLN5+iSQ8wceJEHj9+jJKSEgYGBnz99df8+uuvjB07Fm1tbcFxqKmp4cKFCxQVFTFmzBhyc3PZuXMnx48fF59rSEgIL168ID09naCgINLS0mhpaSE0NBQXFxemTZsm6KS1tbU0NDSQnZ1NcHCw0DGtWrWKDz74QMCh5s6dy8WLF+nt7cXe3p7Ozk4xBbtz545IJSlWeJqbm3ny5AkWFhYoKysTGBhISUkJBQUFfPbZZ3z00UeEhISIqGFmZqa4t69fvx54E5mHNxFLxcRQcT1dvXqV0NBQ9PT0uH79OqampiJKraKiwgcffMCPP/7I9u3bMTY2Fv+94jmgSI0oaKGKqbXi/uDn50d2drY4By5cuBB9fX3a2tpwdHTk8OHDIlnh6urKxYsX6evr45NPPhGFWVRUFJ6enmRmZrJ161bOnTuHiYkJq1at4tChQ+LvWb16tfj+pkyZwrhx4/jhhx9Yu3YtBw8eZMuWLTg4OBAUFERbWxtff/21GOK4urpSWFiIRCJBJpPx999/c+jQIdzd3Vm8eDE5OTn/i733iqv6+tduB7333pQOUgRBQVEQ7ALGEms0Gk1iiVgSkx2jfw3ExKjRNCPGFls0auyKWCgCAlKlSO+9997Phe+a5+zb99ztz/bagmv9ypzz+zxjMH36dPGckEziEhMT+eqrr7CwsOD06dMsXLiQbdu28d5774mDA0tLS9zd3fnwww+JjY3l+PHjyMnJ8Z///Idvv/1W3HcXLlzg5s2bPH/+HHjXrZ48eTLq6upcvHiRq1evkpCQwIoVK5g1axZjY2NcvXqVb775hpqaGszNzZkzZw5WVlbs3bsXKSkp8RlL0l8S6M/MmTNRUlLi6dOnLFy4EF1dXRITEykuLv5fwf2hQ4eCvby8BADC0dGRsrIyBgcHaW9vp6WlRSwqOzo6hJQ7NzdX9IAkEsmMjAzmzZvH7du3mTRpEsPDw8jJyWFubk59fT1DQ0PY2toiIyODvr6+yB1LVAcSkfvOnTv5999/hXT87du3ODo6Ul5eTmlpqciWSwht2traZGdnk5mZKTLonZ2dAoRQVVVFf3+/oA6OHz8eCwsLYmNjycvLIzAwEBkZGaHeMDc3R15eHikpKUH0y8rKwsbGBikpKXp7e5GRkaGiooJx48aRmJiInJwcfn5+op/Z2tqKlZUVzc3NlJSU0N3dzevXr3F1dRVUu97eXgwNDQWi+fXr16JY7ebmhqmpKTY2Nujo6FBbWyvcVxIYzKJFi7h9+zbGxsakpqbi6+uLo6MjdXV1dHZ2Ym1tjYWFBSoqKri4uNDU1ER7ezttbW00NTWJjZyTkxNhYWE4OjoKWElJSQmLFi0S/bWqqiocHR0ZGhqivr6e4eFhnj17hre3N3l5eSxYsABdXV0CAwM5e/as6Hu1tbWJcrzkc0xLS2Pu3Lk8fPgQeNdzlUxlR0ZGuHz5MsbGxuzdu1eQ1xwcHHBycsLQ0JDU1FT2799PeHg47e3tYjIZGBiInJwc9+/fx9bWVky0Xr58iZKSEq6urvT09KCmpoaDg4NQE8yYMYPk5GQRXUlLS8PS0lLoUUpLS0VkOTMzk127dgnyn8TN19HRgbGxscA4L1u2DHNzc7S1tQV5sqamhvr6euTk5MSU59tvvyUpKYkXL14wc+ZMpKSkiIiIQFNTU/TyJHJYCwsLsbj38vKipaWFZcuWUV1dTUNDA6amphQXFwvgirKysoglKykpiUmk5OdwcHDA0dGR0dFRiouLmTZtGkZGRgQEBFBdXS1O5lpaWsR90dLSwvjx44mLiyMlJQVbW1suX76Mj48PIyMjJCUlcfPmTZKTk5GSkqKwsJA1a9YwOjqKsbExmZmZAmU+MjKClpYWz58/F5JoS0tLEaFTV1dnbGwMVVVVJk2ahIKCgojEtrS00NTUhLKyMtra2hgbGwsQ08DAAMPDw2ITl5aWhqurq1DyrFu3TpAkX716JbysWlpa9PT0EBcXh4+PD9LS0oJgmp2dTVVVFadPn+bAgQMcP36cjIwMpk2bRk1NDXV1dezdu1f0YDs7O5k3bx4xMTEMDQ3R1taGu7s7sbGxFBcXU1hYiJ2dHQBr167lt99+Izg4WJzKx8fHM2nSJFavXs3atWuJiYkRyplDhw6RmprKwYMH+f3331m6dKmYBktIx3/99Rf5+fnMnTuX4eFhXrx4gZaWFi9fvuS7777Dw8NDJCLCwsJEHFACdLGzs+PChQssWrQIKSkpWltbGTduHJs2baKjo0N0SLS0tKivrycrK0scLsnJyQlXnYTmqqioyNu3b2lubkZBQYEJEyZw8uRJnj9/TlFREUVFRVRXV2NmZsadO3dITEykqKiIp0+fEhQUxD///IOuri7t7e3cv3+fXbt2UV1dzZs3b3j27Bl+fn40NzczZcoUAS87e/YsWVlZHDhwgN7eXuLj4+np6cHZ2ZnY2Fih+5F47Pr6+rCxscHFxYXU1FSSk5Px9PRk3759PHjwAE9PTzo6Orhz5w4HDx6ksLBQTN0lm5qAgADxd4eHh1NXV8d//dd/kZeXx6RJk7h27Ro///wzVVVVwtv45s0blJWVxSHpyMgIhoaGuLu7U1RUREJCgkhcKCgoAFBYWCgAYsuWLWPRokVER0djaGiIj4+POCSUl5ensbERdXV1vvzyS/Lz83F2dkZHR4elS5dSVVXF5MmTyc3NBd5RCyWOzVOnTvH48WMB1ZCTk2PHjh2EhITQ3NzMnj17aGpqEr6+wMBAEhMT2bt3L3///Tfwbnr25s0bli5dip+fH3fu3GF0dBR3d3c0NTUxNzdndHSU8PBwcRA8YcIEfH19WbJkCRcuXBCUYE9PT+bNm0dVVRXjxo1j4cKFvHz5Ent7e2RlZRkbGxNri1u3buHm5saJEycYHh5m7ty5FBQU0NLSgoeHB5988gnDw8O8ffuWyMhItmzZwvnz5wkPD6ezs5O9e/fS09NDamqq6PqnpqYKl19jY6PQedy9e1eoBSSHT3v27GHDhg3cv3+f//znP6xevRpjY2MKCwtxc3MjKyuLvXv38vr1azIyMpg8ebIEfEF5eTl5eXncvHlT+Cw7OjrExBTeVS/09PTYvXs3CQkJxMTEEBQURHJyMjNnzhQHsObm5ty/f5+WlhZSU1P5448/uHnzJklJSeTn51NRUcHy5ctRUFBg+fLljBs3TkSfx8bGWLJkCVVVVcJLXFJSQlBQEKOjo+zfv5/t27cTFhZGXFwcurq6zJ49m/r6elJTU9HQ0GDz5s3k5eXh5uaGjIwMOjo64rrU1dXF0dERR0dHnjx5woYNG1iwYIFQ2kio8k+ePMHExIT3338fLS0tsa40MDBAS0uLtWvXcujQIeGkPH36tJiSvXnzhr/++otPP/2UsrIy7ty5I4YIPT09ZGVlceXKFYaHh1m9ejVqamriPpNEpS9fvszWrVsxNzcnJiaGtWvXiuqVr68v/v7+4r3l7OxMTEwMycnJTJ8+naVLl7Jx40YmTpzIkSNHcHV1pbW1lUePHrF582ahGtHW1iYnJ4ebN2/S2tpKZ2cn4eHhWFlZkZGRQUBAAAcOHGDHjh3U1NTg4OCAq6srg4OD/Pbbb1y4cIH333+f4OBgTpw4gZmZGaWlpcybN4/ffvuNrVu38vPPP3Pz5k3U1dWRkpJi27ZtgkabkpKCrq4uCgoKFBUViQObmJgYbt26xbZt29i0aRM2NjZ8+OGH5OXlERAQQF5eHr///jvDw8NERESwYcMGzMzM2LlzJ+Xl5WKfEBkZSWhoKFu2bGHNmjUcO3ZMwNkkm8KxsTHy8vL46aefUFdXFwowNTU1Hj16xMGDB9mxYweZmZn89ddfKCoqMnPmTJ4/f861a9dEvFpdXR1/f3++//573N3dcXNzIzQ0lNbWVtra2oiOjgbedRC7urq4fv063t7eHD58GC8vL3Jycv4XPiMnJyeOLCYlAAAgAElEQVQ2b5IXpKKiIiMjI0IwL+nkNTQ0ICUlJRwuWlpaAtoxODiIqakpVVVVbNy4UVC/KioqRDdreHiY4eFhQeSSvBjc3d3R1dWlu7ubwMBAtmzZArzLdEdHRws/kYqKCqWlpeTk5GBpacmECRPQ1tYWxFJzc3NcXFxwcXERPsXVq1dja2tLW1sb7e3tLFu2jOvXr1NeXo6VlRWzZ88mJiYGDQ0Nurq6BOK6ubmZ8ePHCziPu7u7uPA0NDREF6OiokJMifT09BgaGuLevXvU1taioKAgss7Tpk0Twnh5eXk2bNiAp6cngYGBbN++HVtbW7FRkUhWJbFOQ0NDdHV1kZaWRlZWlrdv32JoaMirV6/w8/NjeHhY9E0kWfzq6mqKi4sBRE+mpaUFKysrjIyMMDMzo6OjAzs7O16+fMnChQuJj4+nvr6e6upqrKysePv2LS0tLaSnp6OkpIS8vLx4ORoaGmJmZiY8lVlZWSQkJJCamoqcnJzoWMbHxzNhwgQR0ZAsJCWZ87y8PFRUVCguLmbfvn3U1dVhbGzMwMAA77//PioqKgwNDVFXVycePgsWLODx48dIS0sze/ZsMc2wtrZGTU0Nb29v4epqaGjAz8+PjRs3kpyczPjx4ykqKuLWrVvo6+sTFRVFQkICdnZ2rF69mqKiImJjY4VHMT8/n/r6ejIzM8UBQ2dnJ5aWlhgZGVFeXo60tLSg3yopKSEtLc3r16+ZPHmyQOOPHz+e1tZWTE1NgXcqgO7ubp49e4ampiaffPIJysrK2NjYsHDhQlpaWsRhQl9fH+np6QwMDIgIdX9/PyUlJZw7d46SkhI8PT2FSmXZsmXcvn1bAFR6e3uJjIyksLAQOTk5pk+fjqenJ0NDQ0hJSaGoqIiOjg6ampo8fvyYuLg4mpubefToEZGRkRgbG9PW1sbhw4cF+ltGRoaBgQFxOBIdHU1cXBwyMjKsXLkSNzc30tPTCQoKwsPDQ0Sy1qxZw8SJE/nPf/6DiYkJ1dXVQm/j4uIiJvUqKipIS0sLjc73339PXFwcampqTJs2DWtra/F5dHd3o6enh5KSEm/evEFOTo7R0VER9R4eHqagoABpaWkqKyu5d+8eVVVVVFVV8dFHHwlvVmRkJH19fcydO1e4xiQvZh8fH7777juuXbsmOoG2trYUFRXx2WefISUlxaFDh8SG3dbWltDQUMLDw5GTkxPPMllZWaytrUX3uq+vjwMHDrB161aCg4PZuXMnfX19+Pj40N/fT1lZGcXFxaxduxYZGRlKSkrYu3cvz58/FwvFiIgI2traaGlpYefOnRw7dkw4JiVkSVdXV+rr65kyZQoXL17Ezc1NnBwHBgZy7do1EhMTCQoKQl5eXizEOjs7iYiIoL29HXV1dUG1XLp0KWVlZdy6dYvR0VEhvH7y5Al1dXU0NjZSUFCAg4MD0tLSGBsb88svv4g4u8SbtW/fPh4+fMjmzZuBd9G69PR0WltbKSkpQVtbW3xWampqJCUl4e/vj5eXF2lpaWzYsIGmpiYAPvnkEzQ1NdHR0aGsrIypU6fy0UcfsXr1apYuXcqjR4+4du0a7733nkCaSw4PAVavXs2ePXv48ccfaW5uZt68eZw8eZKnT59y5coVDhw4IGAZcXFxgqqdmJhIY2MjBgYGIkFw584dfH19WbNmDbt27QIQFD0bGxssLS05evQoEydO5JNPPuH7779n+vTpTJ06FScnJ0G4VFFRYf78+XR2dopp85o1azAyMmLv3r1cv36dO3fucPjwYbZs2cKNGzeIjo6mpaWFuro69PT0kJaWZty4cdTX17NgwQLhWpOQX21tbTl9+jTm5ubMnz+fdevWYWpqioWFBY8fP8bc3BxTU1PxHJcc8pw9e5aQkBB8fX0ZHh7m6tWrQnR+4cIF1qxZA8CDBw/4448/gHcTAH9/f7777juys7NJTExEXl6eFStWUFNTI9IbHR0dfP755xw6dAg9PT3s7e3x8/OjoKCA9vZ2QkNDRS/IyMiIoqIirK2tRS/dysqKI0eOsGTJEoqLi3F1dRXTvuTkZEJCQsTkd3R0FE9PT65du0ZycjJdXV0EBwdz7do1EhISmD59OqdPn2bq1Km0trZiZGSEuro6M2bMYPz48bi6umJsbCyUDPfu3WPSpElMmDCB6upqwsPDMTY25s2bN4KWumfPHgDRq586dSqlpaWcP3+erq4udHR0AATU5uTJk6ipqbFkyRJSUlJQVlamoqKCnTt3ims5NTWVCxcukJmZCbybHFpZWVFeXs7ChQtFt8rExISMjAxSU1OZN2+eeIdJ1n+AOGzauXOnuKcqKiqYM2cO4eHhghOwcuVKrK2tMTQ0JDAwkJ9++gkvLy8RhX348CH19fUkJycTHh7OwMAAXV1dwm08NDQktAkSHUtNTQ3a2tq8ePGCjIwMVqxYgaqqKlJSUrx8+ZKmpib6+vp4+/YtycnJbN68GXl5eTEckPSLHRwcxIZ87969eHt7Y2VlJb4ngEePHlFVVcWUKVP4+++/kZOTw9PTk23btnH16lXy8/MxMjLixIkTKCsri896586dVFdX09jYyLFjxzh58iRv3rzh+++/F3AgCczJ1taW5uZmZGVliYiIYOHChRgZGeHl5SXW06OjoxgYGGBra8u4ceN47733GBsbQ1lZmdraWuzt7dm4cSMnT54UHU8JhfyHH35gx44dqKqqYmRkhJ6enui6t7e3s3//fjQ1NXFycmLz5s2cOnWKyspKZGVliY+PFzT22tpa3rx5Q3d3N7NmzRLXQVdXF9ra2sTGxgqexPbt24WqDqC8vBx7e3tiYmLExHLTpk3o6+tTUlKChYUFra2tuLi4sGnTJjF0AMQmXvIdwjuq9fz580lNTeX58+fIy8uTmZmJgoICQ0NDwDsIjaqqKrKysnz//ffU1dWJKsXPP//M33//zUcffcTJkycpLS1lcHCQf/75hwMHDgAwbtw4uru78fb2xtvbm2XLlv3/6hj+j5oY/vjjj8GdnZ00NjaK6Gd7ezvl5eUMDAygra2NtLS06JHJycnR1NREWVmZiK1Ipm2SUrskm93S0oKmpialpaVYWVkxMDCAu7s73d3d4uZvbW0lOTlZ9NOKi4sFKGTu3LmUlpZiZGQkUMeLFi0S/S3JIiUyMlL0JGpra5kxYwalpaUMDw+jpaVFZmYmM2fOFAv5gYEB5syZIzxXkhdeR0cH+vr6NDQ0YGtry4sXL4RTTUNDg/LycgoKClBTU6OsrAxtbW0xFVu5ciVnz55ldHSUqqoqdu/ezT///IOzszMzZszgr7/+oqysTEzKZs2axfXr19HQ0CA2NhZPT09BYnV1df1vHZfy8nKB6y8uLqaqqgp/f39kZGTE4rWvr090WpKSkpg2bRra2trU19cTEBBAc3Mzurq6qKiocO3aNRwcHERnQhLTa2hoYPr06XR1dYnYVmNjI7q6uuJEtrOzEwMDA5qbm0UfaPXq1YSHhzNz5kyePHmCpqYmjY2NfPHFF7S0tLBy5Ur+/PNP4N1Jp46ODsrKyrS2tlJfX4+3t7foPqxcuZKysjJyc3PJy8ujo6ODTZs2iQW6xMlnYWGBk5MTf/zxB9ra2piYmIjPSUlJibi4OPT09DAwMEBOTo7y8nJMTU3R1tYWkQ6Je2dwcJBXr16hqqrKq1evmDJlCoODgxgbG5OSkoKPjw/Z2dmMjY0J2p8EdGRsbCwUJufPn8fKyorGxkY8PDyEV0zSsRgYGMDb21uAGiQbPHd3d8aNG0d6ejrNzc0YGxsLGI5kUSdReTg5OYmTrtbWVpycnJg2bZrYiNna2vLrr7+yYsUKysvLRQxq/PjxdHd34+HhwW+//SYAJl5eXqSmpqKqqkppaSkff/wxDx48YNKkSairq9PS0iL6eXfu3OG7774jNTWVKVOm8OrVK+bPn4+6ujqurq5IS0vj4eFBYGAgOTk5ImJ16dIlZsyYgbKyMjExMSQkJJCSksL8+fMJDw/H0NCQpKQkampqWLZsGVVVVdTU1GBjY8PmzZuJioqirq4OeXl5srKyhLbA0NBQnNpLCInS0tJERkYye/Zs9PT0cHNzEy9ha2tr4uLi2LVrFyUlJWLzbWBgQGFhIcPDwxQVFREQEEB6ejqysrLo6uoKce+DBw8YHR2ltbWV2tpanJ2dyczMJC8vDy0tLZSVlQkLC0NaWpqYmBjU1NTYv38/L168ENHyTz/9lNzcXI4ePYq+vj5JSUksXryY2tpajI2Nyc/PR1tbm5aWFs6cOUNTUxNNTU14e3vj6OhIY2MjnZ2doluWnZ0t7of09HQWL16MqqqqOCiTKG/U1dVRVFTE39+fkydPium9m5sbz58/x9nZGQ8PD54+fUpJSQlv3ryhubmZnJwcli5dypQpU5g4cSLR0dF8/PHHhISE4OPjQ1ZWFlu3buXOnTu4uLhgaGiIjY0NsbGxrFmzhmnTpjFhwgTk5eXFJFtbW5sbN24wNjbG119/zalTpwgLCxM/i4RufPz4caKiokhLS6OhoYHQ0FA8PT159OgRb9++xdLSEi8vLw4fPkxycjJnz55FSkpK9L7ee+89zp07R2trKxkZGdjb2/Pdd99x7tw5zp8/j5+fH9bW1piYmPDrr78ydepUGhoauHTpEvPnzxfi5dTUVKZPn05VVRXTpk0jIyMDJycn1q1bR1BQkKCSSsjZkkW1np4eOTk54hn99ddfo6CgQH19vZhwKygocP/+fcLCwqiqqqKpqUnQtM3MzFBQUODatWs0NDSITXVhYSFmZmaUlZUREBBAUFAQDx8+5OzZs+zatUuI1H/66SdKS0vp6OjA39+fZ8+e0d7eLnxv9fX1PHz4EENDQ44dOyY2ElZWVrz//vusX7+euro6enp6hDx948aNBAcH8+WXXzIwMCD0BQEBAfj6+vLgwQOUlZUxNDQkMzOT+fPni7j6lClTePHiBfr6+hw4cECQXsPDw8nMzGTnzp1CzaCrq0tFRQXS0tIoKSlx/fp13N3d6erqIiEhgYyMDJ4+fUpjYyNmZmZUV1fT1NRERkaGSEtoaWnh4+NDZWUld+7cYfHixWRnZ9PS0sKKFSuoq6tj586dREVFcfnyZT744ANu3bpFcnIyvb29PH78mF9//VX0RufOnSvWOxLVQlpaGlZWVqipqaGgoICMjAy7d+8W4BwlJSVBRVy+fDmvXr0S3tiNGzdy48YNurq6CAoKQlNTEzk5OS5fvkxTU5OY6HZ3d3PkyBHRcZaAQaZPn86///5LfX09RkZG9Pb20tHRIdZKn3/+udA53L9/n6+//prQ0FDs7OxIT09n7dq1oiPf39/PrVu3ePLkCSEhIWJaKUm6LFiwgPz8fKGeOnfuHLq6unz11VdcuXKFt2/f4uXlhaGhIYWFhWLNVlVVhYWFBYsXL2ZsbIynT5/S0NAg+rMXL14UdZW6ujq6urrYsGEDDx8+JDc3Fz8/P5qamrCxsSExMZHly5eLDWZZWRkODg588MEHqKmp0dPTw5o1a7CxsWFwcBAHBwcWLVpEW1sby5cv5+HDh2hpaXH69Gn++ecfJk+ezOjoKG/fviUwMJCvvvqKmpoakY65evUqN27cwMnJifHjxws6spGRER9//DFpaWkCalZeXk5jY6PQov3111+YmJiQn5/PsmXL+O233+jr62PhwoVcvXqV1tZWAgMD8fPzY/fu3fz0009MnDgRCwsLDAwMWLhwIe7u7sIrHhwczO7du2lvb2fmzJnIyMiQkpKCh4cHr1+/JjAwkBs3btDW1sb27dt58eIF6enp2NnZcfPmTfr7+zl48CARERF88cUX7N27l/Lycmpqajhz5gxOTk6YmJigp6fHlClThD5pwoQJNDc3c+/ePQ4fPsyCBQtoamrizZs31NXVoaGhQV1dHfAOcGNoaEhzczMhISFkZ2dTXFyMv78/+fn5dHV1ceTIEY4dO4aHhwe9vb3MmDFDpBVGR0eJi4sjJCSErKwsoqOj2bZtG1VVVSxcuFAQ9S0tLUXN5uHDhwwMDPD48WOsra0xNTUlLS2Nnp4empqa2Lhxo1iDnD17VtQP6urqUFZWZmRkBD09PRoaGpCWlpZMy/+vJob/ozaGx44dC/7/IoXV1dXR0NDA0NCQoaEh5OTkUFVVFZAHCXJ+6tSpokfY19cnoDOtra0MDg4iKyuLuro6cnJyQkrb2dkpiqwSUaq2tjZjY2P4+voiLS2NqakpGRkZTJ06laioKAHVkET2JBtXSZRCXl6exYsXc+/ePQwMDEQ8wtTUVHgQR0dHxeSpsbFRkAYjIiJQV1cnNTWVpKQkJk6cSH9/v1iUy8rKCsqUjo4Or1+/ZtWqVXR2dlJYWIi1tbV4MfX19dHZ2YmGhgbz58/n7du3WFtbo6GhgZGREdHR0UJk/t1337F3716OHDlCc3OzOAWbOXOmQMFXVFQIJYWXlxfS0tJUV1ejqKjIkiVLePXqFRUVFSJq4ujoyJ07d0RUVrJpcHV1xdHRkfj4eGpqahgeHsbZ2VlEJCWbxa6uLiwtLZk1axZxcXEUFxejr6+PrKwsg4ODbN++nePHj6OrqyvKwyoqKuTk5CAnJ4etrS0jIyNUVlZibW3Njh07OHXqFB4eHkRGRuLk5MSiRYvQ0dFh3rx5pKSkMDg4KAT3urq6WFpa0tHRga6uLv7+/iQmJpKQkEBXVxdOTk78/fffonhtaWkpQCg2NjbIycmhq6tLa2srjY2NODo6CkdZRUUF5ubmgiQrIXVKumYzZ86ksrKSwMBAWlpa0NbWprq6mpGREVxdXYUSZcqUKRQWFmJpaYmzs7OY+ikpKREWFiYmfq2trdy5c4eOjg42bNiApaUljx8/FooXSSzbzs5O0EHHjRtHVFQUJiYm2NnZcevWLaZMmUJCQgLGxsZYWlrS1NSEtrY2t27dEte1JDIiiZzW1NSwceNGEhISUFNTo6qqivr6emxsbJCRkSE3Nxdvb2/xArt37x5KSkpiUfLvv/8yefJk4ZrLyckhMDBQEEB///13WlpaGBsbw9vbGzs7OyIiIvD09KS5uZmamhq6u7vFYY0kttvX10dcXByXL18WkuUrV67Q398vqJcbN27EyMhI9Gz7+vrIyspi5syZmJubs2nTJmbMmIGhoSGDg4OoqKiQmprK5MmTUVFRoa+vDwMDA+EZTUpKore3F39/f65fv46np6cgbdbW1mJmZiaoc5KujKKiInfv3sXLywt5eXkmTpwo7n03NzfMzc2Fz0xOTg4ZGRnMzc3JyMigq6uLSZMmCfDArFmzePToEbt37yY8PJzTp08jKytLSUkJRUVFQqorUV04OztjYWEh6Hvu7u7MmjULDw8PIiIixLUicUJJnkv6+vqkp6dTV1cnFgKS2HVZWRnZ2dnMnz+f0dFRMjIy6O/vJz8/n1WrVtHe3k5PTw+urq6kpKSgpqbGzp07xbN/0qRJNDU1UVlZSXR0tPCl/ec//+HHH38UTsOGhgY8PT0FfXRoaIiKigrR+U5ISGDJkiW0t7dz6dIlvvnmG27dukV2djb//vsvs2fPFr0jY2NjsrOzRTTrwYMHxMfHs2LFCh48eEB7ezt+fn6CHNne3s7r16/p7+8nOjpanFBbWlqiqKhIaGgoLS0tZGZmoqOjQ2VlJa6ursyePZvff/+dkpISpk6dypo1a3j8+LHQ6ixZsoSXL1+ydOlSzMzM+P777zl8+DB9fX0kJydTVlYmDnSGh4eZMmUKpqamAlO/fv168vLyGBwcJDMzk9bWVjZv3oylpSUeHh68ffuWlJQU/P39yc3NFfHYqqoqKisrKS8vp62tDS8vL1xcXJg4cSLm/8ezBu/6e/r6+hw7dgwrKyt8fHxwd3fn559/pr29nbS0NIqLi1m2bBmPHz9GT08POzs70VuX9JdWrlyJlJQU586d48GDBwwNDVFdXY2BgQELFiwgPj4eWVlZWlpaxLXz8ccfo6yszM2bN/nggw9QV1fn3LlzTJs2jVmzZrFlyxYmT35X0/Hx8WFgYIB9+/YxOjrKvHnzCAoKYuXKldja2orNu0QJZGpqirOzMw4ODmKa7e3tzcSJE4mPj0dDQ4Nvv/0WFRUVSkpKyMrKwsPDg7a2NgYHB/H396empoahoSFu376Nuro669evJzExkY0bN/Lee+9hYmJCSEiImOY8e/YMR0dHZs6cyf79+3n9+jXwLm52+/ZtnJyc6O7uZs6cOQwMDDA2Noa9vT2LFy+mp6eHsbExDAwMePXqFS9evKCqqkpMJSXAoMbGRj788EO8vb2Jj4/nypUrHD16FBUVFQEy8/Hx4eeff2br1q1cvXqVvLw89PT0WLVqldgg79mzRxwaf/jhhyxYsICSkhI++eQTSktLSUhI4K+//hJApJGREQoKCkhKSqK0tJT09HQAvLy8KC0tRVNTU1xTQUFBAPz5558iYbJnzx5qamqIiIggNzeX8ePHk5mZSXV1NcHBwVy6dIny8nKKioowMTFh6dKlnD9/nsbGRnx9fUlKSuLUqVNERERgYGCArKys6IFLNlrr1q1j6dKlXLt2DWlpaaqqqkTCys/Pj4iICCZPnkxkZKTQSK1evZpHjx6JSW54eLjQSuzZs4dFixbx66+/cuzYMfT19Xnx4gWdnZ3CQayurk5ycjIHDx7k4sWLfPfdd8TExFBcXIy2tjZ9fX0cO3aM8ePHs3btWs6fP8+JEydQU1MjLS0Nb29v7t69S3BwMF988QV5eXmMjIwQEhLC9OnTuXjxIk1NTbx8+ZKwsDB6e3tRU1MTvvDXr18TFxeHlZUV8+fPFxt7Sa+7qamJkydPYm1tzaxZs8TaKiUlRfAOJJNqCRhn9erVnDlzhoGBAZqamhgbG6Ovr0/oWcrLyxkaGsLV1ZXGxkbc3Nzo7+/H2dmZ9PR0amtr6e3tJTs7m76+PvLz83n27BkaGhoYGxuzadMm/vjjD2bPnk1lZSUFBQUCXDV16lQqKiro7+/nxIkTpKenY2VlRXh4OH5+foyMjHDr1i2Cg4NZsmQJXl5e9PT0YGdnR2FhISEhIcJhKNFaSOKqxsbGosoUGhrK2NgYISEhWFhYcObMGVasWMGzZ8/Q09Nj5syZ3L59GxcXF7766ivWrl2LtrY2ly5dElA/iSajvLycs2fPcuXKFUxNTfH19SU7O/t/N4YhISHBrq6u9Pf3Y21tLUTlGhoatLe3CzfQ6Ogo9vb2NDQ0MDY2hoaGhjgxlEwKOzs7KS8vx9bWlt7eXjo7O1FSUkJFRYXu7m7xe6ytrcnOzkZaWpqGhgYh39TS0qKxsZHi4mIBr5CAOiQbNh0dHczNzXF1daWvrw8TExPhhfPx8RGLOTU1NYGp7+3txcDAgMzMTMaPH4+cnBwZGRl4enoiLS3NyMgICgoKIqLR0dFBfHw87e3tKCsrY29vj6WlJfn5+bi7u2NpaSlOlbq6ugTgJiMjg4kTJxIXFye6URJfj6mpKbKysixbtoyysjLa2tpYu3Yte/bsYf/+/aSnp+Pg4MC4ceMEYCY6Oprh4WGMjIx4+fIlJSUlrFixguvXr/PBBx9QUVGBtbU1KioqmJiY0NHRIRbRs2fP5pdffiE/P5/KykocHR3FtE1fX59r167R2Nj43zyQbW1tFBYWYmtrK2K6EtpoRkYG69atY2hoiJcvXzI6OioW9S4uLlhYWFBaWoqamhpaWlrExsZSVlbG27dvRbFaWVmZFy9eYGxszNu3b4WSIC8vD1VVVWpqavD19SU9PZ3i4mL+/vtvRkdH0dfXJysri+XLl+Pq6kpHRwcuLi5ikSNxflVWVmJvb8/48eOpqakRUta+vj4cHBzo7u4mPj6eadOmCQTzrFmzCA4OFgoIyamgh4eH0EtIOg8HDx6kuroaLS0tSkpKBMSgoKCA27dvU1tbS0lJifBkKSgo8Pnnn7Nv3z6mTZtGe3s7enp6pKWloaSkRFRUlJhOSbp7b9++Fd1FyRQ+KCiIt2/fiqnSnDlzUFZWRkpKira2NpSVlcnIyBA9ysuXL/PRRx8hLy9PWloahoaGArAi6c4qKirS29sriHQS2Ivkl7GxMU+ePMHKyoqGhga6urrw8PAQE6Pc3FxSUlKor6+nuLiYnJwc5s2bh5SUFBoaGhQXFzM4OIimpibt7e2cOHFCeBuNjIzIz8/nwoULREZGsnbtWlJSUsjLy8PMzIyWlhZBzu3s7OT169d4eXlx4sQJ7t+/T11dHV5eXoSGhqKpqSleggUFBcI39vDhQxYuXEhqaiq3bt0Sm8C+vj4eP37MqlWr+Pfff/npp5/Iz89ndHRU9B4dHBxwd3cXaQVVVVXx98rJyZGSksLAwICYXC5atEi4pXbs2MH69etFzDYwMJDQ0FCOHj2Ktra2kPNK4FcGBgZcvHgRbW1t1q9fz5o1awQdsbW1lYsXL/LXX38xOjrK06dPmT17Nrm5uVRWVjI0NCSgGGpqauzbt4+oqCjWrl3LmTNn2LdvHw4ODhQWFopDIYkMvLKyEm9vb06fPk11dTWTJk0Snb2ysjKsra3p7u6moKBAHCKZmpqio6MjiI1jY2NYWFgQERHB3Llzyc7ORldXl/z8fFpbW+nt7cXHx0ccaBw/fpz09HQOHTpEQ0MDmzdvZnh4mNTUVNTU1NDQ0EBKSoqvv/6amJgYbt++jaysLNOmTWP8+PFER0ezYcMGnj9/jqWlJV1dXWzZsoUrV66wdetW8WJ3dnYmKioKV1dXVq9eTUVFBZGRkaSkpAjCZ1NTE6dOnQLg5cuXrF69GoDz588jLS3NwMCA0LMUFBRgampKYmIipqamfPDBB2hqahIVFcWJEyeor69n8uTJnD9/nqVLl/LNN98QFBTE33//zeDgIDNmzOD169c0Nzfj5uYmOlw2NjbY2NggLS0tDhPa29sxMTFh0WWlqEEAACAASURBVKJFaGtrC7euurq6UOuEhobyxRdfiAjW0qVLKS4uFv3E0dFRvLy8eP36NT4+PuTl5VFSUkJOTo7omycnJ7N+/XqOHj3K+vXrxX3/7bffcvLkSZqbm+nq6qK+vp7p06cTFhaGgoICvr6+uLm5sXv3bsLCwpgxYwZZWVmEhYWRlJSErKws/f39pKWlMTIyQkREBJaWlpSWltLY2MhPP/1ETU0Nf/75J5s3b6ampoaqqirWrVvH4cOHaWpqoqioiPLycuLj46mqqmJsbIzq6mqeP38u+p+XLl3i2LFjfPDBB0ybNo2RkRGUlJTo6enB1NRUYPnXrVtHREQElZWVQsVw+vRp6urqGBgYoLm5mV9++YXa2lrS09OpqKgQVOCxsTGampqEsqu8vJy7d+/S09NDbW2tiPTl5OSQk5ODvLw8xsbGVFVVsWHDBpKTk3n16pUAaXz22WeEhoYKmnRGRgZjY2OsWrUKNTU1YmJiOHPmDLKysqSlpfHtt98K0N/bt2/F9/bgwQNevXolYqa3bt1CVlYWOTk5wsLC8PT0ZNeuXfj5+XH79m2UlZWZOnUq586dIyUlhcbGRkZHR0Uqyd7enri4OEEyf/nyJZcuXcLa2pre3l5u3LgBwMDAAPv376e4uJiysjLs7e05cuQIRkZGjIyMMGXKFFGdkLhuFRUVUVZW5ssvv2R4eJjk5GRsbGzo7u5GWVkZWVlZ2tvbKS0t5ddff+Xw4cNISUlRUlJCdnY2jY2N3Lhxg6CgIJ4+fSri0+Xl5cjLy6OqqkpSUhKbNm0iICCAsbExmpubKSwspKmpiU8++YSKigpiYmJYv349ycnJ2NnZYWFhwS+//MLdu3cJCAgQ64eTJ08SGBjIoUOHuHfvnjjcOHLkCJWVlejo6BAWFsakSZPE9DI4OJioqCiRJhscHBR1Gck1KgG2DAwMMH78eHbs2EFJSQm7d+8mJCQEDQ0NFBQUyM3NFQCY0NBQ5syZQ0JCAocPH8bd3V0kbTIyMli+fDl1dXVs3LiRoqIitm3bJtYgko2VJK5+8uRJ5s+fT2FhIV1dXbx69YrIyEgCAwN5+fIlIyMjghJsZWUlwHvwjkwsEcM/fPiQY8eO0dbWRlFREX19ffz2229ifVBfXy8OWj777DNRA5CsaT/44AOCg4MJCQmhs7OT9PR0ioqKxGEKIIA227dvx97ensLCQsrKykQ1CSA4OJi+vj7S0tIICAggOjqa48ePi7RLTU0NDQ0NHDt2jIGBAfbu3UtOTg4tLS0i+dfd3Y2+vj5dXV2kpaXh5eUlqTD8b8dQXl6e+vp6urq6SE5ORl1dnaGhIUZGRnBzcxMFYH19ffr6+lBSUkJbW5uuri6kpaWRlpZmaGiIyspKIcuVRBusra3p7+8X6Pzy8nLxMlNVVRVEUQkuPi4ujpKSEg4dOkR+fj7Z2dn09/djYGAg4nxxcXECDJCRkYGGhgbjx48XWovBwUExRtbR0UFRUVHAM6ZOnYq1tTUeHh7MmDEDNTU1JkyYgIKCArKysowbNw4dHR1xqiOBbRgbG4uX3uPHjykqKkJPT4/Y2Fjk5eWFFH7GjBmkpKSICJCUlBS1tbXMmzcPJycnUlJSCA0N5eTJk+Tk5PDkyRM2b95MUlISkyZNIjExkdjYWGpqarh165bwQOno6AiP36NHjwgICODGjRsoKirS0dEhHp4NDQ3cvHmT+/fvk5WVxXvvvYeCggJ9fX1cunRJ0CpjY2MJCAhg69atyMjIICsri5KSEoGBgQwNDTFx4kQMDAz4559/yM3NpampiZqaGu7evYuhoSHTp0/nk08+QVZWFl9fXyGDlZWVFdNKSUn5xx9/FBv0u3fvEhQUhKKioohLDgwMkJ6ejpaWFmVlZRw8eJDdu3ezadMm4uPjMTc3Jycnh/DwcI4fPy60KLm5ufT19VFRUYGmpiZz5syhp6eH4eFh7ty5w8KFC1FSUmLixIm4urqKlz4gEO2SBeOWLVuorKxEVVWV+Ph42trauHDhgognW1hYsGfPHrZs2UJHR4eIQE+aNImNGzeiqKjI559/TmNjo9j8PXjwAG1tbUFne/HiBa2trZibm/P69Wvq6+vFdERyvcTFxdHU1MT9+/fx8vISQup//vlHaGVycnKEkLm8vFx0vyRRJmlpaVatWsWJEydITk4Wm+D79+/z5MkTzMzMUFJSYmRkhK6uLi5dukRTU5OYfLq4uLBlyxaUlZXFi9bCwgI1NTVOnDgBIFyn8+bNY9q0aQCYmZkRHh5OQUEB2dnZmJqaEhAQQG5uLi9fvmTWrFlYWVmhq6srDjyio6MFVGNsbIzU1FRBNZbEZp2dnfnwww85e/Ysw8PDmJmZMTo6Sn5+PoODg4Iwm56ejqWlJXp6ejQ2NoqJc09PDz/++KM4mIiPj+ejjz7it99+Y8eOHezcuVN0VFVVVXF0dKSwsJAXL16goaFBYmIikZGR2NvbU11dzcmTJ8WzRIKIj46ORkNDA3d3d0ZHR7G0tERKSgoPDw+OHj3Ktm3baGpqEmRlJycnQkJCxCZz5cqVaGlpsXXrVtzc3LCwsKC9vV34qyQd6ZkzZ4oURWtrK4sXLyY1NVVIp7/55huMjY2FL6+6upqnT5/i7++PvLw8np6eTJgwgaqqKubMmYO2trbwtsXFxQnipKqqKleuXMHMzIzm5mbk5ORwc3MTh1SSjfPg4CAWFhYiJu/u7k5BQQGVlZW8ePGChoYGEfsbHh5mzZo1HDp0iNraWgYGBoiMjMTLywsZGRmSkpKwtbXl1KlT7Nq1S/ws0tLSLFiwgD/++ANpaWnMzMzQ19cnJiYGeXl5njx5wrp16/jmm2/46aefuHv3LmZmZigqKoqDsc8++0zQ/IyNjfniiy/w9fXF3t4eQIBS4F1PMSAggNevX4sFvK2trXCKxcbGAohOCrxz3g0MDAAQERHB/v37+eyzz0TE/5dffmHLli1cuHCBBw8eYGpqKnpAT548ISUlha6uLqZOncrMmTMpLy/nhx9+IC8vj+HhYbKzs/H19eX69eu0trYKUbiBgQFmZmb09/fj6urKy5cvOX36NN3d3QJS8uzZM5qbm5k4caLYtFy9ehVtbW1++OEHMjIyWLBggfj/p6WliU19eXk5KioqhIWF4eTkhKysLLdu3RIL9czMTGpra4XwGiArK4szZ85ga2vLjBkzBOk1NzdX0D5LS0uRl5fn9evXmJiY8PTpU5YvX87KlSspLCzEwMBACNs9PDx4/PgxbW1tWFtbU1ZWJrQOR44cIS4ujujoaB4+fCigRgkJCeTm5gpCqZqaGh9++CEfffQRMTExYmL2+PFj0as7d+6c+AxWrFjBiRMnhG7Iz89PUGIlkAwJ/n7GjBl4e3uzdetW0tPTSUtLo66ujosXLyIlJSXSMpLPprGxkZKSEh49egT8v/2qvXv3AgiFgYuLC/COZipRW/j6+rJr1y6+/vpr1NXVkZeXFzG8WbNmieeY5IBlbGxMKI+kpaXZunUr2trafPnll2RkZFD+f/y4kuebxOHs6+vLjh07sLCwEH07SV3iwIEDREZGoqysTH5+PqdOnWJ0dFT002xtbXF0dKS4uJjQ0FB6e3sJCgrCxcUFNzc3fHx8UFZWxt/fH3V1dVRVVYV7GRBJFgkZs7i4mIULFwo9hAQ8o6qqiru7OxkZGRw5coSmpibs7OyQkpLC0tKSefPmERYWxv79+5k9ezYAr1+/xs/Pj3HjxnHp0iWhG1q2bBn5+fkcO3aMWbNmcfToUXEttLe3i/vj0KFDopP85Zdf8uzZM8bGxvjjjz8EPXPOnDls375dHDTBO5Kz5Pvctm0btra27Nu3D2dnZ1atWoWXl5foAFdVVQmY0osXLzh79izGxsb4+/tTW1uLnZ0dd+7cEYklyaZ29+7d3L59mzNnzgjXLsDnn3+OiYkJX331lSDqV1RUMDY2RlBQEObm5jg4OBAbG4uKigrwzgEqAb8BnD17lpycHDZu3Ai8E863t7djYWFBYGAgO3fu5NWrV0JaL/lz9vb2bNu2jbGxMYqLizE2NhaTcVdXV2pqapg7dy7wTk8RHR0tYvhmZmZ8/vnnpKSk0N3dLXyMEsqslJQU06ZN4/nz52hqalJSUsLHH38snIcAFy9e5Pr16wAUFxdz4MABenp60NLSYs+ePQwNDbFkyRLOnDnD1atXUVBQEM/N/5tf/6Mmht9++22ws7MzMjIypKamYmFhIUSdUlJSpKenC7eh5ITNzMyM7OxsjI2NaW5uFlCN6upqioqKxDRRAiaRl5dnZGSEsrIyXF1dBZWqqqpK0L7Ky8uZMmUK2tra/Pnnn2KzJ5HJJyUlYWFhISZ+Q0NDKCoqoqamJh7uJSUl5Ofno6KigpmZmdiwjYyMYGJiwsjICGlpacTGxpKTk4OrqyuvXr2ipaWFWbNmUVRUJGAovb292Nvbo6GhwbNnz8QETV9fHy0tLdra2gTl8tGjR6JDNjIywqJFi7C0tBRTWInvxsHBgYaGBhHP+PHHH1FRUcHU1JS6ujpqa2sZGhrCzMyM9PR0tm3bRk9PD2FhYdTV1QmEuIyMDD09PRgZGTF79myioqLQ0tISWN+ioiK0tLSQk5MjNTUVRUVFvLy8sLGxob6+Hg8PD0xMTOjv76eqqgoDAwPa2trQ1NREQ0MDGRkZgYpOSkpi1apV4oaXLAafPHnC4OAg+vr6/Pvvv/j4+PDkyRN0dHQEqdTIyIjOzk4KCgpoampi3rx5TJ48WcTZli5dip2dHc7OzpSWllJYWIiqqiqZmZncvHmTyMhIjh07Rm5uLl5eXkLgPnnyZBITE8UU+ODBg0RFRfHhhx/y8OFDvLy8UFZWFi/fp0+fIi8vj5KSEl9++SUJCQk0NTUxadIkmpubxfedlZXF2NgYly5d4vLly4wbN07ENyTC79HRUd68eSPw2rW1tUJILJmga2lpsWjRIoqKiiguLmbq1KnY2tqKjXBNTQ3KysqMjo4yZ84cKioq8PPzEz2Q+vp6ZGRkKCoqoqSkBDk5OdEVmzVrllg8ubi4iO6rrq4uAwMDVFZWMnnyZGJjY1m6dCmDg4NiUyaR0Uo6J5K+lIqKCkVFRSJOOjY2JqS3srKyNDQ0MDo6SnNzs/g3JPCdhoYG5s2bR2FhoSAvShY7AwMD+Pn50drair+/P52dneJ6l0ScVVVVqayspKWlhVWrVlFfX09paakAEaSnp+Pl5SUWEpIIuYKCAjo6OgwODvLmzRuCg4Oxs7PjypUrIhY9ODgortn+/n5sbW1pbW1FR0dH9KOdnJyYMGGC+H/GxcWhqKgoADv5+floaWkxOjpKWFiY2EhVV1ejoKBAUFCQiOc+f/6c8vJy7t+/z+LFi/n3338JCAigvr6e8vJy5OTkOHHiBEeOHOHFixd89tlnQpNSWVkpKMNaWlrIyMgQFRWFtbU1n376KcePH2fWrFnk5ubi4+ODt7c3P/zwA0uWLKG0tFS48CIiIggKCqK5uRl5eXkePHhAZWWlIEiXlZWxYMEC+vv7uXPnDsbGxtja2gqY2Pbt27l27ZrQZEg26vfu3ePo0aOie5iYmEhISAhaWlriehocHGTmzJn8/ffffPPNN6SmpgqYiZSUlNBr9Pf3CxCMZFO1YcMG+vv7CQ4OZtmyZXz77bfcvHmTcePGYW1tTVVVlZiW/PLLL6ioqJCYmCjuwba2NuGT09TUFP2ZmTNnAu8Wu2ZmZjx9+pS+vj5WrlwpKNW3bt3Cw8OD9957j9TUVOFVlRCmGxoaOHToEKWlpSxZsoSWlhYUFRW5fPkyd+/e5fLlyxQUFPDnn3/y+++/k5eXR1BQEOfOnaOgoIBVq1YhLS1NRkYGQUFBZGRk0NjYKOLqU6ZMoa2tjbS0NCFRl1QY0tPTmT17NlVVVQQGBqKrq8vEiRNFHUJy3UZERDAyMsLY2Bjr169neHhYdLm2bt1KQkKCSJgMDQ0J5U9DQwMLFy4kOTmZ/fv38+eff7JhwwY++ugjGhoa6OnpYcOGDVy5cgVvb28KCgqoqanh4cOHouPe0tJCTU0N8C7+bGFhwa+//sr333/PwYMHhUs0IyODkZERenp6WL58uYh+FRYWsnnzZgoKCgSETTKVPnjwIN3d3Xz66acC5BQbGyvozZKNsqKiIs3NzURFReHu7s7s2bMZHh6mvb1dOPRu377Nxo0bUVJSYsqUKVhaWvLgwQMATp48ybZt27h+/brQI5SUlIj3bUZGhnBoSqBZ69atIz4+nuTkZDw8PERHGGBwcJBx48YRFBTEiRMnUFdXx8bGhvb2diorK0XFZmxsjDt37vD8+XM6OzvF+y06OhodHR0sLCyoqKj4bx7YlpYWrl69iqysLCMjI+Tn56OqqkpBQQHwDsImSa709PQQGRlJe3s7qampIl3w7NkzdHV1Ra+4u7ub1NRUsaieP3++WEeMHz+eBw8eoK6uzqRJkygvL8fLy0uoHiwsLPDy8kJWVhYzMzOKiopobGykubmZrKwsoqKimD17NqWlpbx69YqRkRFGRkZISEjA2dlZdKDPnTvHzp07sba2pqWlBX9/fyoqKqiqqsLMzIyhoSHS0tIoLy+nu7ub/v5+nJychL9TEm3Nz8/n/PnznDx5EhsbG65du4axsbFYp0q6w5I44pMnT8SztqOjQxwUhYaGkpeXR2RkJB0dHXR2dopkmOTdsnbtWsLDw5GVleXjjz/m+PHjREZG8vXXX9PY2EhISAguLi68evWKgIAAsrKyePr0KWVlZdy/f188N2JjY8Uz7Pnz57S1tbH+/2HvTaOjqtZF7afSVfq+byqVjoSk0jeEJKQREggJIK1BAXELCiqIoKLbjRIR9tHtPopyFBQQARVUIEgriLQJIZAAaUgCaUhDOhLS9828P7g1v+3Z995zzxnj+8Y37rg1xhqkqSxWrTXXXHPO932fZ8kSPv/8c5l26uHhQX5+Pr6+vly8eBEhBIWFhbS1tfHSSy8RHR0tz+mCBQsA2LVrF7/++itnz55lzZo1vPvuu/T39/OnP/1JLlBXV1cjhCAqKopHjx4xc+ZMOjo6JHjsww8/ZOvWrVLj1tPTw/DwMNbW1jQ0NNDU1MRbb73FV199hY2NDdu3b8fZ2ZkvvviCtLQ06fH8+eefmT59Ovv372f27Nm4uLjQ2toqM+IiIiJkJkxfXx+bN2/m9OnTTJo0iaKiInp7e6msrMTFxQU9PT1Zm7p8+XL09PSwsLCQE3cdHR2OHj3KkSNHiI2N5f333yc0NJQ33niDuLg4ent7MTc3x8TEhNzcXI4cOUJ5eTlr1qzh999//78RQyMjI+rr62lvb0etVsuBqNYHlpSURHNzM5GRkbImsKOjQ0YoAgICCAkJoaamBisrKyZMmEB4eDiVlZWSdKotXPf09KS8vJwrV67Q09NDc3Mz9+7dk8jv69evy85t0aJF6Orq0t3djYuLC9bW1piZmcnQr5WVFUZGRtIT6OzsjLu7OyYmJlhbW8uHb2RkJHPmzOH27dvo6enJ6JKPjw+9vb3SnXfy5ElZKK0tSLWwsJBAEG1npvUqXrp0iZaWFgIDA1mzZg3GxsZyIJmZmcnAwAB37tzhs88+49ChQ3z33Xfs378fQ0NDIiIi6Ovrw9fXFwsLC/bt20dvby+RkZGSOOfl5cWxY8cwMjKSBCdt2o2ZmRnDw8OUl5dL1HJ9fb2ssRkaGqKvr4/S0lKio6OJiYkhOzubtrY2SktLuXnzJtu3b+fcuXO4u7uTn58vr8fNmzf56quvuHHjBgkJCXh6elJSUiLrG1UqFTk5OURGRtLb24tarcbb25uNGzdKUMbAwAD6+vrk5+dL4pivry/t7e1cv36dxMREuru72bBhA/fv3+ezzz4jOzubSZMmSfz/4OAgiYmJKJVK4uLipGdHoVBw4sQJxsbGyM7Oxs/PTw4qsrKycHZ2llFof39/9PX1WbFiBW5ubhJb7OXlxejoKHV1dfT29lJcXMzY2JhsX5MnT2bq1KlYWVlha2vL2bNnqayspLy8nIqKCjo6Orh8+TItLS1cvnyZ1atXS8ri2NgY6enpcuXO0dGRzs5O8vPzKSkp4ebNm/j6+lJYWMizzz4rUzv27dtHcHAwmzdvxsjIiIaGBkZHR6V/Tlt7+OjRI1pbW+UD6vjx48DjlWZtyvX+/fsJCAjg8uXLdHR0SNz70NAQx48fl15RLao8IiKC5ORk6VT77LPPpBKkpKRE0nWdnJyIjo4mJSUFIQQpKSnSkebs7MyTTz6JEEL6TS9cuCBT3CorK7l06RI//PADJSUlXLt2je+//x4dHR2Z4uXg4EBOTg42Nja0tLRgZ2eHnZ0dGzZs4PDhw+zZs4cZM2ago6PDkSNHaG5u5vbt23R3d8sHd0REBP7+/kRGRpKbmyvrtB48eICRkRG3bt3CwcEBR0dHrKysyM7OJjg4WA6w4uPjJRLdx8eHadOmMTQ0xKNHj7C2tubZZ5+Vg0lt7Vxubq7MuIDHtRbbt2/n/PnzEvzU29vLrFmzePrpp9HX10ehUNDc3ExHR4ecsDs7O+Pt7c3o6Cjjx4+XMK709HQcHBwICQnBxcWFzz77jJ07d6JUKuVi18qVK6mtrcXNzY1t27axevVqMjIyGBoaws3NjaamJnx9fSX8RVtTo6+vz6uvvspvv/1Gbm4uJ06cYOrUqdLNqNFo+PHHH1m0aBE//vgjubm5XLhwgYSEBEJCQigqKiI/P5/g4GDu3LnD77//jlqt5q9//SvDw8N8//335ObmsnfvXj7++GNZdtDZ2Ym5ublMX965c6d0iP74449s3ryZOXPmEBYWxooVK7C1tSUkJITR0VGuXLlCWVkZkydPlvTGd955R5670NBQTExMUCgULF68mFdffZWcnBx+//13urq66OjoYOHChezatYuqqiouXLhAXl6evA4qlYoJEybIhb5/XAWvrKyU4AKAOXPmUFFRIWl5qampnDhxgh9++AFnZ2fmzJmDQqHA2dkZeBxZ19aIamXqZ8+eJSwsTOqLysrKMDc3Z9KkSdjY2FBaWkpiYiL/8i//Ql9fHx988AGFhYVcv34dpVIpU3EjIyN59dVXyc7OliCJ0dFRTp8+TX19PZMmTZIlA9rFJG9vb44dO4YQgs2bNwOPs4jWrFkjsfc7d+4kOjoaf39/GTXYsWMHp06doqCggFu3bgGPo86PHj3i0qVLTJo0iebmZlavXk1kZCS///47QghGR0d5+umnqa+vBx5PoGpra7lx4wY6OjrcuXOHzs5Obt68yY4dO8jOzmbcuHHcvHkTU1NT7t27h1KplANf7fUKDAxk0aJFaDQarl27BiAniR4eHtTW1uLi4sLnn3/O9u3b+fTTTzl27Bjr16/n888/Z9WqVcycOROFQiEJqlo/3MWLF3n++efx8PBg4cKFXLt2jYCAAA4fPoy/vz9paWn8+OOPlJeXy0kHwPPPP8/mzZspKSlh6dKlcmLp5eX1B2ekoaEh9fX1zJ49m8TEROzs7PDy8qKtrQ1jY2NWr16NWq1m7dq17Ny5k7fffhtvb28qKirIysoiKyuLl156idTUVBkljIiIYMmSJfKZ5unpSVBQkFwoW716NcHBwfzyyy9MmjRJqluMjY3JyMhg9+7dXLlyhd9++42NGzeSmpqKrq4ufX197Ny5U2ZmadOFy8vLMTY2pre3l5SUFMbGxqSeq7e3l76+Pqqrq1m8eDGhoaESDFRdXY2Ojg5WVlYyjVtHRwcTExP279+PqakpjY2NmJiYYGBgQEREBK+99hp+fn7cvn2bc+fOERISQkdHB4DkEGg/59y5cxkdHZXZaePGjZPRNO2ru7ubwMBAUlNT+eCDD2QmwUsvvcSjR48k9XjGjBmsXbsWgKysLK5evfqHcfRf/vIXDAwMZFrxqlWrsLa2lqnjJ06c4Pr16/KZpYXcbd26lcjISGpra9m5cyfwmGD84MEDed6EENy6dYva2lqcnZ2l79jNzU0u5mopyNp7SwjBqlWryM7OJiUlhddff51vv/0WR0dHOV4JDQ3F0NAQR0dH7t27h7GxMfv27SMpKYkLFy4QExNDUFAQwcHBeHt7Y2VlJcf32jKyqqoqbGxsiIiIwMDAgLKyMubOncvnn38udTIKhYJvv/2WjRs3SjXY0aNHCQ8P58aNG7J/2LZtm6yL/OCDD3j77bc5cOAAlpaWBAQE4OrqysSJE2lpaeGvf/0rP/zwA5MmTeLrr78mJSWFL7/8EkdHR0xNTZk2bRrp6els3LhRZh5u2LCBN954g48//pjy8nKZPVBRUUFkZCSHDx/mv/r6PypiuGXLlo1eXl6EhoZKupCfn59M07S1taWzs1OuEHR1deHs7MzIyAitra3U1dXJCZdSqaSurk4COuBxGL2np0c6s1xcXFAoFHKy19LSQkpKCjU1NXR2dmJlZcXatWvZtm0bt27doqOjg4GBAQICAujq6sLAwEAW5zY0NKBSqTA2Nubu3buYmZnh6+srP4e9vT1DQ0MUFBRgbW1NQUEB9fX1NDU14eHhIYte+/r6qKioIDw8XNbbaUETQgg8PT1lpKiiooL+/n5iYmIwMzOjoaFBrpwWFxfj5OSEg4MDZmZmnDp1imeeeUamGWg0Gk6fPk1YWBg9PT1yQOHv74+NjQ0zZszgwYMHf2jc2oJ7LaXN2NhYkkNnzJiBUqmUonstdMXU1JS6ujpZaHvr1i0sLS3p6+tDqVQSHR0tb/Bdu3bh5uYmJ9oPHjzAxcWF7OxsBgYGZEQyNDSU33//ne7ubhISEtizZw+enp5UVFRQUFCAi4uL9IxpYUSenp54e3tz4sQJLC0teemll/j222/Zvn07KSkpWFhYsGDBAvT09PD395erfqGhoTg4OBAdHc3KlSvZtm0b3t7epKSk0NPTw+LFtoElmwAAIABJREFUizl//jwRERESMDN//nwCAwMpLCzE3d2dw4cP4+LiQldXlwTmODs7U1FRgUKhoK6uDiMjIxnF8vLyorCwkKqqKlmnoKenh4GBAePHj5cQh6ysLJ5++mmam5spLS1l5cqVMo3q3XffZceOHZw5c0bSMPX19bGwsODhw4fymgQEBPDgwQPpbquqqkKhUMgUQnt7eylj/uWXXwgJCaGrq4uzZ8/S29vLU089hampKZaWlgQFBVFVVUVbWxuvvPIKJ06cIDIykra2Nh49ekRsbCympqYUFBTQ0dGBp6cnly5dQl9fX0KHtDjs2tpavvrqKy5cuEBNTQ39/f1YWFhw5coV1q9fz6FDh3jllVe4evUq9vb2MpI9MDBARUUFN27ckICp8PBw1Go1CoWCrq4uli5dyoMHD5g4caKk686fP5/vvvuOV155hZGREXJzc2VUOCQkhHv37jE0NISnpyfXr19n2bJltLS0SBqqjo4OkZGRLF26lBs3bkga35UrV+jo6MDCwkK69QDa29vx9/cnLCyMAwcOyAWirq4ubt26JaFRAQEBNDU1kZ2dTXd3Nw4ODhgZGcmV6m+//ZY5c+agUqnQ0dGhtbWVRYsW8cwzz/DnP/+Z7du3s3DhQpYvX46uri75+fls376dX3/9le7ubnR1dQkJCcHAwICEhASOHTtGV1cXly5dorGxUfaPkydPZvLkySxZsoTly5dz8uRJ3N3daW1tJSAgACsrK06dOiX7Fa2rNSIigm3btrF//34WL16Mvr4+KpWKGzduUFxcLJHrJiYmWFpaSj2PluDb3t6Oi4sLe/bsITw8nLKyMgYHB8nJySEoKIja2lqWLVsGIPtiNzc39PT0qK+vZ8KECRI88dxzz3H48GGUSiUqlYru7m709fW5c+cOFRUVFBUVMWXKFMzMzDhy5AjTp0/n1VdfZWRkhGvXrtHZ2cmkSZMkfdrW1pbly5dz8OBBBgcHWbt2Lbt376a/v5+ff/6Zuro6Dh06RE1NDadPn+bNN9/EyMiIyspKWVcVEBCAiYkJo6OjKBQKtm7dihACa2trQkJCOHjwIDU1NSQmJnL69Gk8PDxYvny5jDBkZWXR0tIiF8pefvllVCoVb7/9NjU1Nbi7u3PlyhUePnzI4OAgHR0dHDx4EHg8uDx27BgJCQkEBgZy9+5dxsbGJGGxr6+PtrY2TE1NmTJlCvr6+uTl5WFjY0NMTAz79u1j3LhxhIaGypV7ExMTxo8fDyBrW319feVzLT09HY1Gw9mzZ6mpqWHWrFmMjY2RkJDAL7/8QkdHB5mZmQghyMjI4E9/+hMlJSW8+eabJCUlUVZWRmRkJKdPnyY0NJSUlBQyMzPlhK+oqIjFixezc+dOqqurGRgYYNOmTZiZmTE4OEhpaSn19fX09fUxNjYmSzTu3buHWq3Gw8OD33//nbq6Ot5//30uXbokn5nvvPOOBGQsWLBAqpm0E4ioqChOnTolI3XXrl3Dx8dHEiAPHDhARkYGdXV1shawq6sLIQTjx4/ns88+Y9++fdKDqwWadXR0sGDBAgYGBli4cCE///wzGRkZDA8Pc/XqVQwNDWlvb5cKruLiYhwcHNi+fbtcRNB6JoUQ3Lt3j7KyMszMzPDz86Ozs5MXX3wRPT09OQEtKyvjnXfe4csvv+Qvf/kLx48fJzg4mO+++44lS5awYcMG1q9fz88//0xlZSUHDx5k69at/PTTT1RVVfH999+TmZlJcnIyNjY2vPDCCxw8eJAlS5ZQU1PD008/TXFxMY2NjWzZsgVzc3NaWlq4ceMGzs7OBAUFcevWLenr1fZHM2fOxNbWVhK3L1++TF5eHseOHWPatGlkZWWxevVqjh07hq2tLadOnZLAnICAAP7+978zODhIfX09165dIzg4mNzcXNrb2ykvLycjI0P2TyYmJmRlZeHj40NgYCAPHz7EzMyMWbNm8e2339Le3s7Ro0dJSEjA29ub6Oho+XwoLCwkKCiIrVu38qc//YktW7ZgZWWFg4MDBw8eJCYmhnPnzlFYWMiMGTPQ1dXlp59+4vbt2zg6OrJ27Vq6uroYHR1l5cqVTJw4ka6uLubNm0dKSgovv/wyOTk55Ofnk5mZSX9/P6+++irXrl2jurqa0NBQnJyceO+997CysuLEiRN88sknXLlyhaVLlzI2NkZfXx9bt26lsbGRyZMnk5+fz/PPP8/169dJSkqSJSNeXl709PTQ1tZGRUUFycnJfPbZZwwMDLBy5Uqys7Npbm6W40xDQ0PWrVtHcnIyR48epbm5mczMTPz9/WloaMDOzo6dO3eybNkyRkdHCQgIICgoiMOHDxMaGkpNTY2ECDY2NhISEsLevXtZtmyZLN+6cuUKarUaGxsb6fkdHBxkw4YNvPvuu3z11VcsWLCA+/fv093dza1bt7C2tubPf/4zmZmZkmgcERHBe++9J8crDx8+ZP78+YSEhFBdXc3KlSt59OiRXOx4++230Wg0dHd34+7ujre3N+fPnyc+Pp6QkBB27NjBxYsXOXnyJHv27GH//v2sWLECAwMDMjIy2LZtG2q1ml9//ZUNGzYQHBxMdnY2GzZskOPNF198EUtLS1QqFeXl5f+liCFCiP9jNjMzM2FrayuSk5OFu7u70Gg0Ii4uTkRFRQmNRiNCQkJEUlKS0Gg0chs3bpzw9/cXarVaLFy4UHh7e4ukpCQxZcoUkZKSIhwcHMSUKVNEQkKCWLBggfD09BQpKSniueeeE3FxcSI+Pl5oNBrh4OAgZs2aJWbNmiXUarXQaDQiNTVVJCYmCkDExsYKR0dHMWXKFDF79mzxyiuviNTUVDF79mxhbW0twsPDxbhx44RGoxEzZ84U69atEzExMWLy5MkiJiZGpKSkiIiICDF16lTh5+cn4uPjxYwZM4ShoaFwd3cXSUlJIikpSaxcuVJEREQIV1dXkZqaKtLT00VSUpKYMGGCCAkJEdHR0WLJkiVCoVCImJgYsXDhQjF37lyhVquFv7+/cHNzE76+vmLatGkiNjZW+Pr6iuXLlwtzc3ORnJwsEhISRHR0tAgODhZOTk4CkNtrr70mQkJC5PdOTk5CrVYLKysrYWVlJVxdXUV0dLSIiIgQr776qkhNTRVxcXHCwcFBzJs3T9jZ2Ynnn39eAMLLy0vo6uqK5557TsyaNUuYmpoKd3d3kZCQIF588UVhZ2cnUlNThaenp0hNTRWurq4iODhYAGLZsmVi8uTJYsKECWLu3LnCz89PACImJkaoVCrh7OwsfH19xYwZM0RERIQIDg4Wvr6+ws7OTkRHR4u0tDRhYGAgkpKShLu7u0hMTBQWFhbi2WefFdHR0eK5554TgNDT0xOpqanC29tbWFtbi48++kh89NFHwtbWVl5LQOjq6gpAODg4iH/9138VAQEBAhCmpqYCELa2tkJPT0/+XLtp9w0IGxsb2Y5WrFghvL29RXR0tHBxcRHTpk0TarVaAGLy5MnC3t5eAEJfX/8PbUm7LzMzM5GYmCgCAgLkNUxLSxOGhoYCEFOmTBGAsLOzk8dibGws4uPjRVRUlABEXFycWLhwoVixYoVITk4WSqVSrF+/XkyZMkUkJycLQLY7QEybNk0899xzIiMjQ2g0GmFvby8WLVokAKHRaMTKlStFUlKSiI2NFbNnzxaLFy8WsbGxwsrKSqhUKuHr6ysWLFgg7O3thUajEWlpafKeMjQ0FEuXLhUpKSkiLS1NREVFiZCQEGFpaSkAYWJiIj9HbGys/Do5OVkYGRkJb29vERERIfz8/ERMTIywtrYW48aNk+fD19dXxMfHy/al3RwdHQUgwsLCxAsvvCACAgLE+vXrBSAWLFgg3xcXFyfCw8NFRESEUCgUAhBqtVrMnj1bTJ48Wb7P29tbODo6CrVaLZydncW0adPE0qVLRXJystyvra2tWLdunfDy8hJBQUEiJiZGpKWlCY1GI9RqtXjmmWfE7NmzhZubm2w/2vawbt064erq+ofPYGJiIlauXCmv1z+eH+2m7cO0m0qlEm5ubsLR0VHY2trK++sf73vt1/Pnzxf+/v7/tE9bW9t/au8ZGRnCy8tLPPPMM3IfcXFx8verVq0SCQkJwsDAQOjo6AgHB4c//L1GoxE//PCDSEhIEJ999pkARFBQkADE888/L9zc3AQgXnjhBQGI6OhoMXPmTKGnpye+/fZbeU1VKpUwNTUV/v7+8nqtXr1auLm5CXNzc+Ht7S0sLS2FQqEQ6enp//TZ/mfbxx9/LAB5D2nvxejo6D+8T9vONBqNSEpK+t/at52dnfx82vtcu3l5ecmvtffEP27+/v7CwsJCAPLff7xHIiIihKWlpXjyySf/6W8NDQ1FamqqsLW1FZ6envIYYmJihI2NjdDR0ZH9nEKhkO1dpVIJPz8/kZKS8k+fAxAvvvjiP/VB2uOzt7cXenp64m9/+5sICwsTKpVKbN++/X95frZu3Sq8vb3FCy+8IPuDnJycP7zH0tJS9l2A8PT0FIAQQsifx8TE/OF+tbW1FRERESIuLu6f2kJsbKxQq9Xi2WeflZ9De060zxD4f/pbQFhbW8s+08nJScTFxYnZs2eLp556SgD/YXvT9qmAfCb8+0173La2tmLp0qUiIyNDnm9TU9M/3JdpaWny648++kjuU09PTzz33HPCyMhIhIeHC0DcuXPnf3pcs2bN+sP3AQEBsq3o6en94Xf6+voCECtXrhTjxo2TP9f2Cdrjs7CwENbW1kIIIUJCQkRycrLw9PQU7u7usu/+xy09PV2OT1JSUkRCQsL/8NyoVCp5Tby8vMRTTz0lIiIiBCAWLlwo72GVSiWsrKxkW7G3txfz5s0TOjo6cn9WVlbC29tbKJVKMW3aNKFSqQQglEqliIiIEOnp6SIqKkp4e3vLvuY/s2nvLUC4uLiI9vZ2+b27u/sf3qtWq8WTTz4p6urq/rf2bWFhIYQQsp/VXmftpu33te319OnT8nqlp6cLc3PzP/Rt//454OLiIsLCwsRf/vKX/+VxqFQqed7+oy0+Pl74+fkJExMTec3+R/fCv28fK1eulG3DyclJeHl5CRcXF/n7f/zs4eHhwt7eXt4z2vv2H/cnHq+oyH//M1taWpp8ZmvHjv++jdrb28sx4b/fPvvsM2Ftba39/Y3/ylzq/6iI4QcffLDR19eXyspKHB0dGRkZQUdHh7GxMQwMDBgeHkapVGJlZYW9vT1jY2OEhIQwPDyMWq2mtbWVgYEBXFxcUCqV5OXlSU+Sl5cXOjo6ODg4UFRUxKNHjzAwMGBoaAgvLy+sra25fPkyLi4uGBgYyJQ7rZy4v7+flpYWfHx8sLW15eLFi6hUKm7evMnKlSul8sDX15eqqir6+/u5cOGC1EmEhYXR0dGBs7Mzrq6uMlLk4+Mjcc/u7u4UFRWhVqspLS1lYGBAUsdMTEywsrIiJyeHsrIyEhMTsbKyoqenRwp1a2trcXR0pKioCD09PZnOpaWw2tjYUFFRQW1tLe7u7vT29vLee+/x66+/Ao9dUp2dnUycOJGJEyeSnp5Ofn4+U6dOpaWlhejoaFQqFRcvXiQwMJDy8nIiIyMlkEILMvDw8CAlJUW+Vwu50EZxdXV1iYiIoKenh5KSElxdXdFoNDQ2NmJpaYmrqyu+vr6cPHmS4uJiFAoFGo0GS0tLoqKi6OzsREdHBz8/P5RKJdOmTaO9vV3KhQEcHR1xcHDg0aNH5OfnS6qZjY0NDx8+pLGxkeHhYRISErh+/bqEdVy7do3ly5fT0NDA9evXAYiNjeXtt99GT0+Py5cvc/PmTZ5//nkcHR3RaDTk5+ezfPlyGhsb8fPzIzAwUGo5tF4rLy8v/P39pYOwt7dXIvirqqoYHR3Fx8eHgIAA6RgsKSnB0dGR77//XnqIJk6cSEVFBRqNRioRVCoVKpWK6upqCeawtrZGo9EQFhZGWFgYBgYGKJVKfHx8ZPvr7e3lxo0b3Lt3j6lTp3LmzBmGh4fJzc3ljTfeQF9fn4KCAnmttHJgZ2dn9PX1JRG2paVFrqJp6W/5+fl4eHjQ29sr0ye1dZ5KpZLm5mZmz54t/WkWFhacOXOG2NhYib62srLiiy++oKKigt7eXoyNjfH29iY+Pp5Vq1axb98+mTZaUFAgnXPaFfvQ0FDi4+O5dOkSo6OjWFpakpycTF1dHQEBAVRVVfHEE0/g6upKREQEZ8+exdXVlZkzZ3Lz5k0mTpyIp6cnOTk5CCEoKytj1apVFBcX4+7ujq+vr4z6ayNVnp6eREdHY21tjYGBAb///juFhYVkZ2ezevVqCfaxs7Nj/Pjx+Pv7k5ubi6urK5MnT+b+/fscP36c9evXU1xcjEqlIi0tjZGRESwtLbG0tKShoYEdO3bI1MfZs2fj4eEBPE6H06aEa3UOixYtorm5GR8fH/z9/SWV9u7du8THx7NkyRJ0dHSwtrZGrVYzf/58Ll68yFtvvSV1BTY2Nrz55pvY2dlx7949wsLC5P2xYsUKHB0d0dfXp6ysTNZmLVq0iO+++4633npL1iaVlJTIFEt7e3tsbGxITEzE09MTPz8/CTi4du0ajY2NWFtbS1fV9OnTqaysJDIyklu3buHj48OFCxcwMTHh119/xd7eXnrOHBwcqKmpYc6cOTIF3cXFhcbGRgIDA9HT02Px4sXExsZKIJFWPj537lwyMjLo6elh3rx5PPnkk5SUlMg03e+//x5bW1uUSiW+vr50d3ezYMECAgMDsbOzIzs7m40bN/Ljjz9KQXhXVxdHjx7lwIEDvPHGG1y9epW4uDhqa2tZsGABJSUlvPXWW7z00ksSynXixAlqa2tRqVQMDQ3R0dFBamoqZWVl7N69m66uLqqrq3nllVd4/fXXGR0dpaKigsWLF3PixAkqKir47bffSEpKoqOjg+joaNRqNbGxsTQ0NLBq1SoMDQ1llPall17C0NAQNzc3dHV1JSysq6sLLy8vqR1qbGwkNTWVpqYm7t27h4mJCc888wydnZ2Mjo7S09NDWlqadMEplUoGBwdJS0vDxMSEkJAQnnjiCRwdHdm1axddXV1cvnyZ6dOn09LSglKp5OzZs5w5c4bu7m46OjrYvXs3o6OjGBgY4OjoSEVFhaS6BgcHU1RUxNy5c3n06BHh4eHcuXMHLy8v3n//fbKyspgyZQqHDx+mtraWEydOyBq03t5ejIyMWLBgASYmJpI0qPWztbS0yGwhQN7b586dY968eTLtfNmyZWzatInPP/+cpKQkjIyM2L17N6dOnSIlJYXy8nLWrVtHU1OTFLT/40ub5qxlJkRHR7NhwwbOnDlDU1MT+/btkymMS5cuZXBwkJSUFOzs7MjJyaGuro64uDhaW1sZGRkhICCA2tpa1qxZQ19fH2VlZRw+fJiCggJeeuklUlJS2LFjB56eniiVSh48eIBCocDAwICpU6dSUFBAZmYm9fX1PPXUU+zbt0+OE7q6urC3t5cgnPb2dqnUiI2N5bXXXkOhUPDdd99x9epVPv/8c/bs2cPevXtpbW3Fx8eHlJQUrl69Snp6OvPnz2fLli0YGBhgYWEhn5XFxcUUFxezYMECLl68yN27d+ns7CQ2NlbqqXbu3MmJEyeYNWsW8+bNw83NTabyax29Wj1MUlISGo0GNzc3fv31V2xsbFAqldjb2/PEE08wMjIi3Xfa+sqKigqCgoIIDAzk+PHjeHh40NnZKVOK6+rqeO+99ygpKWFgYIBly5bJNH5tVB8gODiY5uZmPD09SU9Pl5E47XgFkK7ntrY22trasLW15ebNm3R0dBAUFERbWxsFBQWcOnUKW1tbCbjTjrva29uBx3VuWiJ+RkYGLi4uUhMTHR0t28jQ0BBDQ0PU1dXx6aefsnPnTlavXg08TuF2d3fH2dmZ4OBgFi9eLF23gATsWVlZ8fPPPxMWFkZvby/ffPMNiYmJmJqaymeQWq3G2tpaKkdGRkbw9fXliy++wN/fn4sXL8qMnrq6OpKTk3FwcKCtrQ0jIyMJUgT4+9//zvXr12lsbGT37t1MmjRJZoppHYCRkZHEx8dz9uxZGTHXEsm1KpoXXniBn376SSol5s6dKzOWtEAnPz8/5syZw8mTJ2ltbZXXKSIiAmdnZ9LT0+WYVq1W4+XlhZ+fH3fu3GHOnDl8/fXXnD9/ntbWVtzd3ens7AQeQ428vb0lgEub4VFQUMCVK1eYPXs2mzdvpqGhgQcPHvzfGkMAfX196SnTaDQYGxtLeIMWknH37l3KysooLi7m5s2bDA8Py8mTNmWlsbERBwcHOYGsqqqirKyMe/fuyZ8ZGBhQVFSEjY2NVFV0d3dTXl6Os7OzpBxqvVQajQYfHx/p3MvJycHd3Z1Dhw7R399PYGAg/f392NnZoVAoCAsLY/bs2SxevFh26lrSkJaidv36daqrq4mPj+fevXs4ODhw8+ZNHBwcJG1s6dKldHd309/fz7JlywgPD6euro6WlhbUajVjY2Po6+szbdo0QkNDmT9/Pi4uLsTFxdHS0oK+vj4DAwOUlpZKwqCXlxcuLi5Sag2wZs0a0tLSuHjxIsPDw/z5z3/G3t4efX19DA0NOXPmDHv37mXKlCn09fURGRnJtm3bOHfuHHZ2dvT29lJXV8fJkyf59ttv+eabb6Qi5MaNG9KtV19fz8mTJyW8Y+LEifz44480NDTIzvGHH37AycmJ5cuXy+Lx9vZ2jh07ho6ODl1dXTQ1NZGfn8+HH37IgwcP8Pb2ZurUqRQWFjI2NiaLg6dOnUpiYiIKhUKmVk6ZMgVXV1d27dqFq6sr9+/f58qVK1y4cIGsrCzpkFuyZAlXrlxh5cqV5ObmYm1tLQfwg4ODFBcXy1qegIAA7t27x7FjxwgJCWHcuHE4OjqSlJREQEAAhoaGpKam8vDhQ1xcXKSs2dLSEh8fHx4+fMiNGzdwcnIiKyuLGTNmSGBFbW0tQgjy8/MJCwvD1NQUJycn+vv7pa5j2bJleHt7A49TlydOnCgHcvb29pSUlFBVVUVRUZEsol+wYAGhoaHy7ywtLUlJSeHo0aPcvHmTsLAwWYw9a9YsYmNjUSqV9PT0EBQUhEqlIj4+nr6+Pm7cuEFcXBz5+flYWFgghKCzs5NVq1aRlJQkcdGBgYG4ubmxceNGBgcHmT59OhYWFkRHR1NUVER4eDh2dnbo6Ohw9+5dSkpKCA8Px8rKCi8vL+nNa21tJSoqirq6OglnMDAwAGD69OnEx8ezd+9eli9fTkdHh6x17O3tlYqEpKQkurq62L17t6wPuXPnDgMDA2RlZTEwMEBfXx8RERG8/vrrnDp1ivHjxyOE4OTJk+Tk5ODr6yvTfurq6njw4AF6enr8/PPP9PX1ERISwoYNGzh48CBeXl4IIbC0tKSkpITffvsNGxsbBgcHyc7OliS7r7/+mtHRUaysrNi/fz/GxsaUl5eTl5eHo6MjX3zxBRkZGVKToF2AiIqK4plnnmHhwoUyZfzjjz/G2dmZ7u5u7Ozs2LZtG6mpqcBjGNLf//533N3dqaurY+7cubJepby8HFNTUzw8PBgeHubtt99m9uzZxMfHc/HiRZYvX84nn3xCYWEh9+/fZ8qUKYwfP56ysjJJXHz99depqanB2dlZ1rH5+vrKyY5SqWTt2rX88ssvnD59Wt4PIyMjjI2NyQF5UlIS/v7+/PnPf2bbtm0YGxtz//59lixZgpOTE66urrS0tLBs2TKMjY2pqKhApVJhaGhIY2MjQ0NDDA8PMzw8LGmDeXl57Nu3Dzc3NywtLSUJb+/evfz222/MmDFD1r82Njbi7+8PwIEDB/jhhx9Ys2YNb731Fnl5eeTk5EhIFTyuTXz22WeJjIwkICAAQMI0wsPDCQgIkI7Iffv28fTTTzMwMMCKFSvw9fVl3bp1pKWlceXKFem0TUlJkbW3o6OjTJo0CQCNRsPixYvR09Nj06ZNFBYW8sEHHxAVFcVbb73Fvn37eOKJJzh37hw//PADO3bskO6wgYEBCgsLCQwM5JNPPkFPT48nnnhCLiLa2dnh5OQk1Ujt7e1ERUVRVlbG6OgoKSkpJCcn8/XXX0tQmImJCe+//z5qtZqIiAisrKxQq9VkZ2fj7e3NwYMHuXv3rnSSJScnM2fOHG7cuMGjR4/YunUrkyZNIiYmhtu3b2NpacnevXsxMzPjwIEDmJmZMWPGDN58801mzZrFwMAAU6ZMkeTZefPmsXDhQgYGBjh+/DjffPMN9+7dQ09PT6aZ19bWStp5VFQU69atIywsDIC//e1vUj20du1aenp68Pb2lhClnp4erKysyM/PZ8KECXz44YccPnwYJycnoqKiZF3ZG2+8wfDwMG+++SYmJiY4OTlJuvbMmTOZPHkyfn5+3Lx5k19//RV9fX3q6+tRKBTcvXuX+vp6mVZeWVnJiRMniI6O5vjx45w/f55Tp07JmrOxsTGGhoZITU3F09OT6upqFAqF/L2vry+enp6sWLECExMTWltb8fDw4Mknn+S1114jNjaWzz//nMuXLzMyMoKuri5+fn5ER0fz5ZdfymNyd3dHCCG9s1ZWVnIxLSQkhOzsbI4fP84rr7xCS0sLQghZ16avr8+CBQuYN2+ehIIVFhayb98+NBqNLGPIysri3LlzKBQKrKys2LdvH6+//joLFy4kPDyc3t5eOjs76e/vZ926dTg7O3Po0CE2bdpEUVER169fx9bWVvqvQ0ND+bd/+ze6u7t57rnnePToEfHx8cydO5ehoSH6+/v56quvCAsL49q1a9jY2LB8+XJu3LjB5s2bqaurQ6lUAo8X3gIDA7G3t2fhwoW8+eabHDx4kLy8PF566SUqKip4/fXX5eQCkDV5e/bswdzcnKVLl2JtbU1mZiavvfYagHQxv/nmm9TW1qJQKFi0aBHz58+X48W+vj6mTZtGWVkZL774ovRuazQaXnnlFfxTn4SLAAAgAElEQVT9/RFCkJWVRU9PD9XV1QC4uLjw/fffo1AosLGx4ZdffuHTTz9FqVRiYGBAVlYWXV1dNDQ0EBMTw2uvvcaECROIiIigqamJ9vZ21q9fL2nHX375Jfr6+rJ2WPvMX7JkCWfOnGHVqlUcPXoUFxcXvvrqKwoKCvDw8GDNmjWyD1y0aBE//fSTVF05OzuzZMkSZs2aRU5ODsPDw9ja2kpQo/a1a9cuOf5xc3Nj8uTJKBQKxsbGZFs3NTWltbWVkJAQFi5cyL/+67/y5ZdfoqurK/dz/fp1bty4wYcffsjRo0f55ptv5O8UCgVFRUUEBQXh4uJCSkoKTz31FAsXLuT06dPU1tYSHBzMjh07qKqqAiAuLo6JEydy/vx5VCoV+/btY8WKFXKRWqsa+emnn4DHygztpHXChAlcuXJFQqEWL15MTk4OM2bM4L/6+g8jhgqFQj8zM/OnzMzMWZmZmUf+/xxh3LRp08bw8HBGR0elo7CyshJLS0uJ0dfT08Pa2hpPT08JfzEyMsLGxkbCLVxcXGhra6O7uxs9PT3GjRtHZWUldnZ2NDU1YWRkhL29PY6OjgQEBHDnzh26u7sxNTXF2toaa2tr6Zw7c+YMubm5ssBfizOfOHEiarUaY2NjWSeoBcxokdraFdzm5mbKy8vp6OhA/d99g0qlUjZuQAJzqqurSUlJoa6ujp6eHq5cuUJMTIzsrM3MzOjr6yM8PJyoqCjy8vLo7OwkKioKIyMjubKiJSxpCa/W1tY4OTkhxGMZblVVlRx8nTp1igMHDrB3716KiooIDQ3lzJkzLF++HDc3NyoqKjAyMqKjo4O4uDg5wCosLEShUDBu3DjpYmxoaMDT05ORkREaGxvp7e2lra2NCRMmkJaWxs8//0xsbKyE56SmprJlyxYWLVpEX18f0dHRtLe3MzAwQGxsLLdv3yY8PBxXV1eqqqqIjY2lublZrjA9fPhQ+h4Bjhw5QkpKiqQ++vj40N3dLev0Fi1axJ49e5g5cya//PKLrK/RagWGhoZITEykt7eXd999l6qqKqKioqQgWvv/aSM4rq6uUnxfW1tLaGgoGRkZXLx4UUq6KyoqaG9vp7e3l5qaGiZNmkRjYyM+Pj4MDQ1RU1Mj0eFubm54e3tjYWHB8ePHuX//PgkJCTg5OUkvn7m5OUFBQQAolUosLS0xNDTk0KFDUqQNjzvwrq4uqdrQ09Nj2rRpHD16lOnTp5Obm0tdXR1jY2Pk5+fL2tvo6GgsLCwwNjamtLQUKysrGdltaGjAx8eH3NxcnnnmGcLDwxkeHubgwYOybXt4eBASEoKFhYWkmmppom5ubty4cYMJEyZQUFDA7NmzKS4upqamhpKSEjw8PDh37hwmJia0tbUREhLCiRMn0NHRITw8nObmZurq6vjtt98YGRnB2NiYR48esW7dOg4cOEBJSQnOzs6YmZkhhMDLy0suSigUCvLz8xkZGZGwot27d2NsbEx8fDw+Pj5cu3aNrq4uWWNVXV3N1KlTOXLkCL29vZiZmUnf2507d0hLSyMxMZHR0VGuXbvG0NAQhoaGXLx4kZ07d1JXVyclvTU1NTQ0NBAaGoqLiwtmZma0tbXJLAgtrMjX1xcbGxtcXV3x8PDg+vXrjIyMEBsbS3Z2Nq6urjzxxBO8+eabdHd3c+bMGTIzM3nxxRfZsmULMTEx+Pr68tprr1FeXo5CoSAtLQ2VSiWjTPr6+hgYGDBlyhRef/11/va3v9HQ0EBbW5tU88ycOZPCwkLMzc154YUXOHXqFAcPHqSyspL+/n6mTJnC3r17pQPNzMxMet+WL1/O2bNnOXfuHMPDw9y+fZs//elP3L59GzMzMxwcHKSG57vvvpO1pZGRkdy/f59p06ZRV1eHubk5sbGxqFQqfv/9d86ePcvq1at5/fXXGRoaYv/+/UydOpVXX32VkJAQ/vrXv9LW1iYJo0qlkpMnT9Lb28u9e/cYHh4mIiKCGzduoK+vj76+PiEhIezfv59r165JcEBeXp6sdQ0JCaGqqkp+PzIyQmlpKQcOHGDXrl0AzJ07V+ojtFS98+fP8/7770sCY1lZGR0dHXz44YdyUhwVFcWWLVu4cOECAwMDmJubo1ar2bhxI/v27ePIkSPExMTQ2NhITk4OEyZMIDQ0lCNHjqDRaDh27BiHDx9m/vz5xMXFsWvXLjkw0fpZHz58SFtbG/39/VKo/PLLLxMZGcknn3xCd3c3ycnJ3Lp1Cz8/P9asWcPp06cJDAyks7OThQsXSqCZthZ51apVlJeX4+joyLhx47h9+7as4+7v78fAwAA/Pz+6u7sRQjA4OEhTUxMhISFy4dTZ2ZnBwUEcHR2pqalBqVTS3t7Oa6+9xpkzZ7h69SqOjo4ApKeno1arGTduHNHR0fzyyy/yHhkaGsLf359/+7d/Y+XKlbzxxhsUFRXx8ssvU1paytq1a1mwYAFqtZotW7YwMjLCzJkzuXXrFg8ePCAoKIi8vDyio6O5c+cOx48fp6qqCi0hPS8vj+HhYT744AMaGxtZunSppHbX1dWxadMm6uvr+fTTT3Fzc5ORyPDwcC5cuEBmZibV1dWcPHmSWbNmIYSgpaVFHrf2eRgWFibbk1ZZcPz4cXR1dXn33Xf58MMPZf3h2NgYQgjUajWXLl2S/fiVK1fw8fEhMTFRLvAsWrRIHktOTg4uLi5yodnQ0JDy8nJOnDhBZmYmvr6+bNiwASEeK3uampp49dVX2bJlC62trdKVd/36dUxNTeXnKi8vZ2BggODgYC5dusS4ceNIS0tj8+bNHDp0iI0bN1JUVERxcTHl5eXY29uzYcMGRkdHOX/+vKQylpSU4O7ujpGREfPmzZMwoNDQUPbs2UNCQgJKpZLffvuNsLAwZs2axdy5c2U0T1tXqnXgeXp6YmJiwpdffomfnx+Dg4OyxtbAwICRkRGioqIwMTFh1qxZFBQU0N7ezpkzZ1CpVHKCOnv2bAYGBnjllVf44osvGBoaoqWlBT8/P3JycrCyssLNzY2AgAA2bdokI4UAmZmZnDt3jtDQUE6fPs21a9e4desWR48elfC16upqxsbGyMvLQ1dXV7ohN2/eTG1tLdOnT8ff31/Wy7m6utLd3c3EiRNpamriypUrMmqrhSxevXpVAuD8/f0pLS0lPT2dr7/+mnPnzpGRkUFra6t0qPb397N//37eeecduWiTkJBAcXExg4ODhIWFoVQq5aLOtGnTpO4pODiYgoIC9PX1pQ1g/PjxfPLJJ7i6urJv3z5qamro7e1FCMH58+fZuHEjH330EW1tbezZs4e6ujq6urok+TMvL4+mpiZefvllTp06hb29Pf7+/hgaGrJ161YmTpzIxx9/jI2NDS+//LIkzWv7+4aGBqke0jonDx48yCeffCIzNX766SeysrLkeK62tpaUlBQ2bdpEQUEBN2/epKamhh07dlBYWMjo6KhclDA1NZUR9UePHpGXl8ecOXPIzc2lra2N+vp64uLiqKmp4amnnuLZZ5/lL3/5CxqNBm9vbzw9PdHV1ZUu3Pb2dmpqamT95X/Xxvy/I7jfuHHjWGZm5leAUgjx5X/2P/j/8vXhhx9u1LpktClTWlywNj1T65Tq6upiZGQECwsLurq6MDc3p7+/H2dnZ5mSYGpqKj2AFRUVdHZ2yhB1e3s7jx49QldXFwsLC8zMzLC0tKS1tZVr165ha2tLY2Mj9fX1cpLq5eUlw95a15ZCoaCzsxNvb2/y8vJQKpXymA0NDfHx8cHJyYni4mKUSiVNTU14enpy/vx5nnzySelInD59uiRUnjp1isDAQFQqFQEBARw6dEiCXLSE1W+++Yb8/Hx0dXUl/OPq1auYm5tjZGSEn58farUaFxcXVCoVZmZmtLa2YmlpCTwGNWiF8+np6YwbN04OAisrKwkPD6egoAB3d3fOnj2Lr68v5ubmckKpdRJpSZqxsbHk5eUxMjLCwMAADx48ICkpCX19faKjo2lububw4cNyotrU1MSECRN48OABbm5uODk5cfHiRUpLSyWVVPuAaGlpkZ6ZwsJCqquriYiI4Mcff6Srq4vx48cTHh6OSqVibGwMXV1dGY2srq5mcHCQ4OBg6bDp6+vj0KFDrFmzBiMjI3Jzc2VR9O3bt7l37x5FRUVs3LiRkydPSiWCNj3Xy8tLdsrd3d0EBQXJKKAWHFFXV0d7ezu1tbWkpaVRUlKCRqOhvLyc1tZWnJ2dGT9+PH19fXR0dNDW1sa4ceNoaGhAX1+fyspKRkdHUavV1NTUSNGrhYUF5eXl+Pr6cufOHenGhMewh7t378q/mTFjBiEhIXR2dsqUkcbGRuzs7GhtbZUE1MTERPr6+rh8+TL19fX4+PjQ3t4uJ6EeHh4ydaalpYWmpibMzMwICAjg+vXrZGVlkZGRgZGREdXV1RgZGVFQUICbm5uUIZuamqKrqytlw05OTtjb28v0Gq303dzcHFtbW9zc3IiKiuK7776jo6ODqVOnkpeXR11dHcPDw3z00UfY2NhQV1fHO++8w/r161mwYAFdXV1YWloSGBjI5cuXpYPQxMSE9vZ25s6di729PYmJiZSWlrJo0SIKCgo4e/asTNVWKBQ8ePBApt/Z2tri6elJY2Mj48eP59atW9Itp6urKwmxWp2NVqbe2NgoParV1dWkpaVhbm5OQkIC2dnZPPHEE3JAIISgoKCAgoICYmNjJbVyeHgYU1NT5s2bJx90BgYGPHz4kCeeeILS0lIJQsjOzqarq4tz586Rk5MDPHYtdXR0sHPnTrZs2cK1a9fo6enBwsKCwsJC3NzcJKWyuLgYHR0dqdxpbW3F29ubwsJCCQ44dOgQYWFh1NTUcP/+fUnn/frrr2lqaqKxsVFKp7du3UpeXh5ff/01Bw8exNXVFX19fYKDg/ntt98QQtDc3ExPTw/Lli3jwYMHPHz4kMTERA4ePIhCoaC0tJSysjKcnJykfNrd3Z1/+Zd/oaSkRPatWvCBpaUlvr6+nDlzhpaWFnJzc5kyZQpeXl5YWFgQFRUlMyBu374t6ZRawt4HH3wgtUfx8fF89NFHnDp1ira2NiZOnEh2drYk7Wlf2oF9SEgIzz//PKdPn+app56S0VknJye5Qv7RRx/JCYmHhwdDQ0MkJSXJ7IK4uDjeeOMN4PHA1czMjJ9++glTU1NWr15NdXU1SqWS77//HktLS7Zv3058fDwHDhyQg7C+vj5qa2uZOXMmJ0+elJMqFxcX4PHq9YYNG+T56+npQaFQSELt2bNnOXLkiJwYajNN2tvbpby9traW1NRUCgoKMDc3l2Tb5uZmFi1ahLe3N1999RW6urqUlpZiYGBAYGAg9+7d4/r161RWVpKeni6R85aWlty8eZPe3l6ZJrtx40a++eYbkpKSaGho4OrVq/j4+LB//345KdO2mV9++YXExERKSkoICAhg6dKlvPXWWyQnJ5OZmcmqVas4cuQIZmZmkmZtamoq6cUNDQ1YWVlx4cIFZs6cSWlpKcnJyezevVtOJGfNmsXw8DBVVVXyPr5z547sG+BxtKKpqYkHDx7Q1dXFO++8w+eff878+fNlJPHkyZM0NTXR0NDA/PnzpRZh/fr1fPHFF/z4448yipebm8vSpUtZu3Ytx44dIygoCEdHRwnj+Pbbb/Hz82PixIkyKpyUlERbWxvz5s2jv7+fxMRE/va3v1FbW8utW7dobm7G1dWVc+fOSSd0RUUFQghJC/3yyy/ZtWsX/f39fPzxx+Tn5zNx4kQuXbpEZmYmJSUlMkqzdOlSMjIyOHbsmBzcHjp0iMzMTF544QUuXrzIxo0b+fTTT7l8+TK1tbX09/fz8OFDLCwscHR0ZPfu3Wg0GnR0dLC1tSU/P5/33nuPDz74gO+++47e3l6qq6txdHTE3t4ea2trKisrpRPY19eXvLw8DA0NGRkZQaPREBoaSl1dHffv30epVHL16lV0dHSkt1gLS9MqfrQLKT4+PoSHhxMTE0NAQADDw8MMDAzg7+/Ppk2bcHZ2ljA3beqihYUFHR0dcpI1PPzfaHvvqCjPtW3/GHrvSC9SpElHKWJBEMFu7LESW4wpGo0xRZOYbRITE2NJjDXWbcWGEUVQFFGkgyC9996ryHx/mLnXfn/r/fa333et37PWLHCcxswzz3Nf13Wex/lKxIzIpmHvv/8+33//PcePH2fSpEk4OTlhYmJCdHQ0s2bNEtnKioqKuLm5oampiZqaGk1NTZibm6OgoEBubi5NTU3Y2toiLy/PnDlzSEpKoqCggPXr1/P1119z8eJFTExMSE5O5vPPP0dHR4ejR49y4MABDh48yIQJE1BUVKS3t5edO3fy/fff8+DBA27fvk16erpQWOTl5aGlpYWKigoffPABv/zyC1ZWVsTExGBmZsbMmTOpq6sjKCiIf/7znzQ1NdHW1saLFy8YMWIEYWFhDAwM8OrVKy5evEhYWBgXLlwQjYkrV66wadMmDh8+THR0NF1dXQwNDQnJaWhoKPLy8pw8eVJEeaxZs4ZPPvmEqqoqOjo6qK+v58qVKyKGKTExEXt7e7q7u7GwsKCsrAxHR0eWLl3KihUrRDSZp6cn9vb2qKqqoqWlRXNzs4As3rp1i8LCQmHlePHiBWvXrhVxSTExMezbt48FCxZgamrKP//5TwwNDUlOTsbIyAgfHx82btyIrq4u7u7uBAUFUVhYyLlz5/j2229FMfry5UtMTExEcSlT1shI8W5ubuTn5///KiW9AdhIJBKT/+kTyDaJRGIhkUgeSiSSPIlEkiuRSD76+3o9iURyXyKRFP39U/fv6yUSieSARCIplkgk2RKJxOs/eR5ZF1dRURFA5BAaGRlhbW2NiYkJVVVVDA0NoampiYqKCmZmZlRWVtLU1CSyvmQTATMzMxQVFXFychJFkp6envAHDQ4OioWqbPFoaWkpOgKmpqakpaWJiaGtra0gjtra2qKhoUFvb68gohYWFgqCYX19PS9evODFixcsWLCASZMmMXbsWF69eiXye0aNGiUoRfv376eyspIJEyagpaWFh4cHBgYGTJs2jcrKSkH7y8zMxNvbW2CiZVRUExMTXr9+TWpqKl1dXZw8eZLGxkYaGhq4desWqampxMXF0dvby+jRozExMWFwcJCtW7fi5+fHkydPGDlyJMbGxpSUlKClpSX04pmZmUJHb2VlhYKCAj09PeTm5vLxxx8L32F1dTXm5ubiACGjwKqoqDB9+nTh2zI0NGRoaEiM2tvb25GTkxMY51GjRtHU1ISWlhYODg7k5OSQnJz8X5DIsiw/V1dXUlNTefbsGXV1deJA2tPTw/Pnz8nPzyc1NZXGxkays7NRVFTkq6++EsXI8PAwDg4O1NTUEBwcjLu7O6ampjx9+pTAwECsra1JSUkhKSmJ8ePHC5zzgQMHkJOTE40GWT5dQUEBT58+xdDQEBcXFyHVam9vF1OHjo4Ojhw5gpGREeXl5UyaNInW1lZcXFyQSqXo6ury6tUrXF1dKS4upqSkhKKiIkJCQli5cqVYlMskUfX19cLfV19fT2ZmJkePHuWHH35AQ0MDLy8vRowYQX9/v/jeaGpq0tDQIA7IM2fOZPTo0cTFxQkKqox4mpOTIzIr/f39+frrr+ns7CQ4OBg/Pz+Kioqwt7dnaGgIQ0ND4E2oa319vXiu9vZ2rl27xtKlS0Vn1tDQkJs3b6KnpyeKg/7+flpbWzlx4gRz585l/fr1lJWVoaenh5WVFaNGjeLp06fk5ORgZmbG5s2bGTNmDFlZWaxbt05IZ4eHh1FWVubRo0dMnjwZU1NTmpqaGDlyJFKpFCMjI6KjowVB1NHRUciEbWxsaGxsxMDAgOrqauTk5DAxMRGd9qCgIMzNzTEzMxNRCuPGjRMT7Y6ODuF31tDQEJhsVVVVEhMTUVFR4fjx43h4eAi/c2VlJVu3buXcuXPY29vj4eFBQUEBBgYGREVFiU53eXk5qampnD17llevXgFvwtC1tLSERFQqlZKQkEB3dzeFhYXs27ePvLw8bGxs0NfXF9LhtrY2NmzYwMWLF1m9ejW9vb04OzujqqqKoqKimCrLgux9fHyQl5fH+m9KcmlpKf7+/nz77beia71lyxZGjBjBp59+yqJFi5g/f77IM9PV1aW1tZUpU6bw4YcfYmFhwYkTJzh48CAvXrxgaGiIxMRE8vPzMTQ0ZOHChZw5c0YErwOYm5sTEBDAwoUL8fHxYXh4mKioKGbOnImFhYXwc7m6urJu3TqqqqrERMrb25uEhAQ6OjqYO3cuCxcuJDExUUiCjh07Rl5eHvLy8mzatIkJEyagra3NkSNHqKmpEdE9sm3JkiXo6ekREhJCYWGhkKP29fVx9uxZ4SH94osvqK6uJiUlhcLCQgBu3rxJUlISv/76K4qKihw9epRbt25x7do1vvjiCyZMmIC5uTkffvghLi4ufP3113R0dJCYmIilpSUVFRVs27aN9PR0QVTU1tYWckkNDQ0sLS2Jiori/v37XLhwgdevX3PixAmWL19ObW0t1tbW+Pv7i0nipEmTUFdXR0FBgaioKNFolAWJ29nZCaVASkqK8I3q6+uTn5+PiooKP//8M3v37kVbW5vu7m42bdrE5MmTRQZnYGAgISEhPHv2jIaGBoyNjUUskGz/lkql3L9/n8bGRqqqqnB2dha5rMbGxiIaZOnSpdTX16OoqCg81I6OjkilUlRVVcXnJAtfP3PmDAsWLEAqldLZ2UlMTAx3797FycmJvLw8MaWdOHEiycnJjBw5klu3btHX18c333yDvLw8JiYm6OjokJeXx9y5c9m4cSOrVq3iwoULGBgYCClgY2MjUVFRIg93+/btODk58ccff3DlyhUhNUxISOCLL75gxIgRLFiwAC0tLQBWrlwpjs8ATU1N7N27lzFjxgBv1CLKysriGHHx4kVmzZqFrq4uFy9eRCKREB4ezt69e0XcArzxaV2/fh0zMzNcXFxYt26dkLVt2bKFZcuW0djYyNOnTwXV8/Dhw3z33XdMnz4deONjCwwM5NGjR6ioqLB9+3YkEglZWVno6uoSHh6Ourq6yOPdvn278HzLvjcmJiacPn2as2fPsmTJEkEi1dLSIiAggNOnT4vP+Pz581RWVhIdHc3hw4eprq6mpqaGnTt38vjxY7S1tXFzc8POzo533nkHS0tL+vv7GTlyJEFBQULC39DQwLhx44QfThYVpKWlJRpmGRkZouEmWy+eO3eO5ORk9u/fT0hIiGjkJSUl0dnZiaGhIcXFxeL4pKCgIDL7ampq6OvrA97ETqxduxZfX19BL4U3EQVnzpzB1taW06dPY2NjQ3p6Ovb29mI/aW1tFVTzoqIiYmJiWLJkCfv376ejo0M8f3d3N9evX6ezs1MoHPbs2YOlpSVtbW38+OOPhIeHc+nSJYKDg1FTU2Ps2LFIpVIWLlyIqamp8PDLviOrV6/Gzs6On3/+GXgzWCgpKeGtt94iMzMTBQUFAMLDwzl37hxxcXFin9LV1WX69OnCP1hTU0NoaCju7u5cv35d+HpdXFxEBuDQ0BBKSkrU1tayZMkSqqqqsLGxwd3dncbGRlasWMGmTZt4++23CQ0N5eTJkxw5coTTp08THR0tpvFtbW3cunWLNWvW4OHhIewsCQkJnDlzhunTp/PgwQPhS01OTkZbW1s0VsPCwrhy5QoffvghoaGh4phSUVFBREQE06dPZ//+/SxcuJCOjg6GhoY4evSo8Az/8ssvSCQSNDU18fX1ZceOHSQkJBAaGsrEiRP59ddf2bp1K+fPn2fatGn89ttv1NXVoaioKDyy/5vtPy0MGwFFIFMikfwukUh2/uvlP3yMIWCLVCp1AvyAjRKJxBnYDsRJpVJ7IO7vfwOEA/Z/X9YB/89p5atXr0SwqqxbHR8fj42NDYWFhUJa5OfnJ8JLc3JyhK9PQUEBS0tLlJWVxYQsJSUFFRUVJBIJGhoaqKurMzg4iIGBAX5+fgwPDyORSCgvL6e1tRVAeFzq6uq4f/8+xsbGPH36lMbGRhobG8UU0tnZmZiYGMzNzcnKysLT0xMXFxeR0eTo6Eh+fj6KiorcuHGD58+f8+DBA4GTdnR0JDk5WQBt4E2XWGYyjomJ4dixY9y6dQsFBQXc3NxEh7e/v5/k5GTc3NzEJFIGaomIiCA6Opr333+fhIQEJBIJampq+Pv7s3btWiG/lRW7f/zxB59++ine3t60trbi7++Ph4cHUqmUxMRE5s2bJ3IaTU1NxTTP0dERGxsbXr58iZycHAkJCSK3UEtLC1dXV6ZMmUJKSgo1NTWcO3cOOTk51NTU0NPTE9NCGWRo4sSJKCgoUFRUxOvXr0Um3L1795g0aRKjR4+mvr4eLy8vHj58SF5eHgC9vb0sWbKEgYEBWlpamDhxIgMDA8TExDB16lQsLCxQVVUVsQRycnJkZWXx+eefY2RkRENDA0ZGRgKmUFFRgbm5OVFRUUIqnJuby5QpU4iPj+evv/4SUuLTp0/T3d0tDP6ygN3Q0FBWrlyJk5MT1dXVNDU1MTQ0hJGREW+99RbNzc1MnDiR+Ph4goKChKRESUmJoqIigoKCWLBgASUlJairqzNmzBgkEglff/01hw4d4vbt20gkEkaMGCHCg62srEQe02effSYW3k+ePKGmpkYsbNXV1SkvL8fPz49x48Zx4cIF4cny8/Nj2rRppKWl8fDhQ1GoNzc309zcTF1dHdeuXWPfvn08e/ZMZHfa29tz69YtampqyMvLw9XVVRRL6enpXLlyBRcXFwwNDUVnLDs7m+joaObPn09sbCzR0dEixy81NRWJRMK+fftISUmhu7sbV1dX7OzsMDY2FrEcfX19KCgoiG7nxYsXGTlyJE1NTTg4OBAWFia+v9evX6e+vl54l2RxNkFBQdjY2PDbb7+RkZGBhYUF3t7eAOTl5e3dUpsAACAASURBVNHc3Ex7ezu5ubnAGw/Cw4cPGT9+PPHx8bS0tFBYWEhTUxP3798X+7QsEyw/P18guEtKSlBSUkJPT4+CggKys7NZsmQJFRUVGBkZUVVVRVVVFX19fSQmJpKZmUlfX5/IMdy2bRtLlizhp59+4ocffhC+qDNnzlBZWUlJSQmfffYZDx8+ZMeOHRQXF6OkpERpaSmzZs2isbGRjz/+mIKCAqRSKUlJSZiZmeHs7CyC1CdMmEBfXx/l5eWMGzeOLVu2IJVK8fT0FA2YESNGYGlpyVtvvcW9e/dobm7G0NCQ4OBgEhIScHR0FL5nLy8vcnJysLOzw8nJSQSTf/3117x8+ZLg4GAxhU9OTqampobRo0dTUVFBSUkJvr6+GBkZoaurS2BgIIcPHyY7O5sjR47w+PFjli9fLiS3fX19TJ8+nXPnzuHh4YGcnJxY+JaUlBAZGUlgYCAzZsxAXV2dUaNGUVhYyMaNG2ltbSUnJwd7e3vGjh2LpaWlmNI/e/aM1NRUfvnlFyHNnjNnDvr6+tjY2ODi4kJ6ejqvX7/m1KlT3L17F0NDQ2JjY0UD5NSpUwwNDYlcvlmzZpGQkMCff/4pjlHq6upERkby1VdfsWfPHpqamnjy5Ak3b95k9OjR1NbWkpSUxMcff0xSUpKIEYE33l0ZvOCbb77B0tJSwKYWL15McHAwhYWFbNiwgRcvXqCtrS2mzPb29rx69YqXL1/y6NEjNm/ezLJly8jPz0dHR4cNGzbw8OFD0QSRRSmZmpqSm5tLamoqQUFBWFlZ0dLSwowZM7C3t5d1vUXwvaOjIykpKdTX15OXlyeC72VS9qysLPr6+qiuruaTTz5hw4YNpKWlcebMGZYuXUpXVxcGBgaMHz+er776CltbWxYtWkRISAj37t0jOTmZw4ffLDVki7iLFy9ibm7OokWLuHXrlgDS9ff34+Hhgbq6Ov/4xz+YMGECy5cv5/333yc/P18AtGT5yjLwjb6+Pra2tgwMDLB//36Ki4vJycnh8ePHmJqaMnnyZMaOHYuhoaGwMfT39xMTE0N/fz/5+fm8//77zJ8/n8zMTBYsWEBAQACXL1/mxo0bdHV18emnn9LS0sLixYtZtGgRAHv27EFXV5cdO3Zga2uLsbEx7777LvPnz+fBgwd89dVXIo80MDBQNH/27t1LQ0MDBw8eBGDFihX4+flhbm5Obm4uMTExoviwtrbm3Llz+Pn5ERcXh7u7u9hPNm7cKPI1i4uLOXv2rJhWyzY7OzvCw8MpLCxk8+bNqKur093dzQ8//MDZs2cZHBxk7ty5VFRU8PDhQ9rb22lqahJ51cHBwdy6dYvAwEAiIyNZtmwZUqkULS0tDA0NcXNzY968eVRUVODh4cH69ev5+eefaWpqwt7eHgsLC/Lz8+nr66OiooJTp06JqaLMhiNT/sycOZP6+noh75XZFmSWh7q6OrZu3cr169cFEKugoIDLly/j5uYmQDt5eXmoq6uLgv6nn35CIpEglUqZMmWK8ErGxsYyd+5ctLW1+eabb5g7dy4+Pj6iILO1teXrr78WkCkvLy+R6+nn50dhYSFTp04FEJJ8Hx8fJBIJxcXF2Nra8vDhQ0JCQvD19WXZsmX4+PhQUlLCV199JdbFO3fupKysjDVr1qCvr4+Ojo6YeL/zzju4urrS0NAglHNWVlbMmzePSZMm4eLiQkREBEFBQdy+fZtffvmFrKwsNDQ0UFRU5Ny5cwAYGBgQEhKClpYWU6dOxdjYmA8++IChoSEAMjIysLe3JzMzE2dnZ8LDw0lNTUVFRQUnJydMTU2FOuTChQuMGzcOJycnli1bxtq1azl+/DiHDh3iypUrzJw5E2NjY3bu3El4eDhhYWEUFRVx6tQpHB0dGTFiBMePH+f+/fucP3+e1atXA2+GUD4+PrS0tAiLx9q1awEEHMrb2xtvb28x3Dlw4AAqKipER0fT19dHQ0MDN27cYMOGDUJ6GxISwrp168jPz2fy5MlIpVKWL1/O8+fPWbVqFePGjePjjz/mt99+Y/r06VRUVIhoMoC4uDhUVVV5++23/18l0/91k8ge7N/eSCIZ5g0K9b/dpFKp/P/t//7NY94EDv19mSSVSuv+nkjGS6VSB4lEcuTv3y/8ffsC2e3+b4+prq4unTBhAt3d3UKm1dbWhouLC729vfT39zM0NISJiQkZGRkoKytj/Xdwvby8PFpaWjQ1NdHV1UVjYyMhISGkp6eLBY3Mn1hRUSH8hrKwZ0VFRfLy8khNTWXcuHHo6OgQEBDAsWPHGBwcRFVVVYyVX79+jZ+fH+np6bi5uQnAgYy4qaWlxYQJE0hLS6OgoAAdHR3U1NRwc3MjNTUVfX19ERy+bNky4uLiyMnJwdraWhy8PD09iY6OJjg4mOrqah4+fMi4cePQ0tLCzMyMkpISysrKMDAwwNXVlc7OTioqKkSWlL29vfBbyWALzc3N+Pn5ic7xnDlzCA8P58WLF9TV1WFmZsaDBw+wsLAgOzubpqYmDAwMMDAwoLe3l9WrVxMbGyuKV0tLS1paWmhoaGBoaAgPDw8GBwepra2loaEBT09PXr16hUQiQV5enps3b+Ln58fQ0BClpaVCrtXc3ExnZycdHR1ERETg7u7OyZMn0dTUJCsri7Vr11JQUCBkXNbW1vT399PS0oKNjY2QHioqKooJiaqqKrq6urx48QJ1dXWRTaikpISOjg4tLS2CRCqb8tbV1TF27Fh0dHTIzs4WXlATExNyc3MJCgoSFMOuri6ysrKwsLBAXV2d8PBwLly4gJWVFYsXLxahzzJaWENDA59++il79uzBxcWF1NRUXr16xbvvvkthYSF5eXmEhYVRUlJCYmIi69at4+rVqzg6OlJUVMTkyZNpb28nMTERJycnRowYQVVVFfn5+djZ2ZGUlISRkRGTJ08G4MKFC8CbRUFMTAyqqqpMnDiRq1evAmBlZUV9fT0PHz5kypQptLS00Nvbi4uLC+3t7YIGV11dTXt7O3V1dYSFhVFfX09ZWRkvXrxg5syZdHZ2Eh0dzaRJkwSN8OTJk0Imp66uzsDAANra2uTn5zN27Fj8/PzIz8/n3LlzuLq64u/vT2xsLD09PWhra6Onp4eTkxMxMTHMmzePvXv34urqCryhAsqCZw0MDHByckJXV5fe3l4yMjKYOHEi169fJzY2ll9//ZXbt2+zb98+IiMjcXR05J133hESITc3Ny5duoS9vb0Iah8cHGT8+PEcPHiQwMBALC0tSUhIwM/Pj/j4eOBN57ampoZp06aRlZXFxIkTuXPnDitWrOD58+c8fvyYNWvWcPz4ccLDwzE0NBRFx8iRI6mrqyM/P585c+bQ1dVFW1sb6enp2NjYUFpayurVqwWIw83NDXl5eeLj48VUVOYjlXnaZIHQMr9Qeno6q1atYsGCBRw6dAg/Pz+6u7sxNTXl5cuXpKWlYW5uzpw5c2hoaCAlJYXy8nJ8fHywtramvLxcNKRkoI6IiAgePHjArVu3mD17Nr6+vnz++efMnDmTJ0+e8P333xMfH4+7uzuHDx/G09OTvr4+Fi1aRHt7O1u2bAHe+J1evnyJRCKhra1NHKNldNc5c+Zw7949pkyZQk9PDw8fPmR4eJiFCxdy+fJlNmzYwL179/D19QUgLS0NgKqqKs6fP09ycjLFxcU0NjZSW1tLSEiIoIlKJBLc3d2xtLRk37597Nmzh08//ZTZs2eLabK/vz9RUVG0trbS0dGBiYkJurq6aGpq0tfXh5ubG7t378bBwUEU11OnTsXR0ZGCggLu3bvH8uXLxX26u7spLS3l1q1bGBkZCYXIrl27BFjjgw8+IDw8nMzMTJYvX46ZmRkff/wxw8PDfPHFF8jJyXHz5k1cXFzQ09Pj0KFDXLx4kd7eXnR0dJg3bx6hoaHExMTw7rvvkpmZyQ8//MDvv//OsWPHcHV1FQ0qY2Nj8RovXLhAQEAAT58+5eDBg2zevJnw8HAeP36Mq6ur8GpZWVmhq6tLU1MTPT09fPjhh9TV1XHgwAGmTp2KnZ0df/75J2ZmZujq6gr6n4WFBfPmzeP+/ftoaWlx//59Ojs7mTdvHsrKyly4cEEAPz744APq6+u5ceMGg4ODfPfdd1y5ckUE1o8ePVpk844dO5acnByRA5uWloa3tzdSqZQ//viDDRs2IJVKCQwMJDExEalUyldffcWuXbvw9vamo6OD7du3c/z4cVJTU5k5cyYvXrxATU2N7Oxs5s6di4qKCnJycsTHx1NdXc348eNJSEgQgLny8nI+/PBD+vv78fb2Zs2aNRgbG7N48WIqKiq4fv064eHhWFtbo6SkxLFjx+jt7WXz5s08ffqU58+f4+HhQWZmJqNHj8bIyIi4uDh8fX1JSkrC39+fkSNHiuN4XFwcV69e5fDhw+JzDgwM5OXLl0KiZ2Njg5ycHMXFxVj/nc8oa6ABfP7555w6dQpXV1fRKI+MjMTd3V3Iqt99911hC4mNjWXhwoXs2rULqVTKqlWruHPnDk1NTcyZM4fp06ezdu1aTpw4werVq1myZAltbW0oKCjw6NEjurq62LNnD9u2bWPVqlV4eXnx22+/CcCWkpISioqKJCQk8Nlnn4kw8zNnzghlxtixYxk1ahQvX74UhOzPP/+cpKQknJ2deffdd7Gzs8PAwICPPvqIuXPnMnv2bHR1dcnOzqaiooKhoSE6OjpISEggMTGRnJwcFBQU6OrqIiUlRWRMZ2dnM3/+fKysrHj58iX/+Mc/8Pb2Zvbs2VRUVJCfn8+IESOorKzEx8cHb29v4uLiWLp0KT/88APr1q0jPT2dFy9e8MMPP/Dee++J9z40NJRt27YJCMrg4CDl5eX09vaSk5NDZ2cnR48e5cSJE7S0tDAwMEBfXx/bt2/n+++/Z82aNZSWljJ79mx+//13Zs2aRVdXF0eOHGHXrl1i4njx4kXh5ysqKuLmzZvs2bOHWbNmsWnTJlRUVBgYGCAhIYHNmzeza9cusrKyePjwocjOS0tLo6amhoCAAEaNGsXjx4+prq4W62/Z1G3btm3CL+jk5MTkyZM5f/486urq3Lx5k2PHjjF69GiRrzh37lxu3LiBlZXVf6Hyqqur09PTw4wZM0TeqpWVFbm5uUybNo3IyEhGjhxJQkIChYWFwrsqs1L9+OOPWFhY4Ofnx8WLF3n06BE7d+5ETU2NO3fuIJFIxHlt/vz57Ny5kx9//JG8vDwCAwMpKyvj1q1bgp4MiCJt8+bNKCsr89FHH2FqasqECROYMGEC6urqREVFUVRUxPnz5ykqKuK9995j8+bN5ObmoqGhgZaWFj4+PqipqfH9998L+E1BQQGBgYH09fUxefJkfvrpJ65du8bJkye5ffs28KawvnfvHt7e3mlSqdTn3xZj/832P6GSSv7N5X+0SSQSa8ATeA4YyYq9v3+O+PtmZkDVv9yt+u/r/r+PtU4ikaRKJJLUwcFBKisr6e7uxsDAgJqaGqysrCgqKqKlpYWKigoKCwtJSkrCxsZGhKLKOvSFhYV4enqiqKiIgoKCoBa2tLQwcuRIent7BSDGwsJCRC3cu3ePu3fvoqKiwsSJE+no6CApKYl79+4xd+5cAgMD6ezs5OXLl4waNYpJkyYhLy+Pra0tdXV1goA5ZswYTE1NUVFRITY2ViwkZBSrjo4OdHR0SEtLo7i4mFevXnH+/Hns7e2ZP38+mpqaaGpqIicnJ/D2GRkZ9PX1ERwcTEFBAa9evaK4uBhFRUXGjx+Pubk5ycnJjBgxAhsbG6Hbl72PMr22qqoqDg4O5OfnExgYyJQpU8TrLCoqIjIykufPn+Pg4CCmJoODg6xfvx4vLy/MzMwoLS2lo6ODyspKIQWdM2eOkPPKyckJL6aJiQmVlZXk5OTw8uVLYeZ++fIlXl5euLq6smLFCuTl5YWXMiQkhOTkZNra2vD396exsZHQ0FCuXbtGd3e3QHSPHDkSOTk5fv75Z+zs7Bg9erSg/L148QJVVVWMjIwwNjYWEra6ujpmzJhBa2srAQEBVFZWinDz6upqPvzwQ6ytrUlOTiYvL481a9aIKalMrvfBBx9gZmYmiFdbtmxh3bp1dHd3i+7ml19+yRdffEF0dDTOzs6kp6eLxsG9e/doaGjAy8sLTU1NQkNDOXXqlCjuo6Oj6ezsZNKkSezduxeAp0+fMnLkSI4dOyb8ZllZWaioqIjAenNzcywtLbGwsCA9PZ3W1lax+Dxw4ACurq64u7tz5swZRo0aJfDkNTU1rFixQpDWjI2NMTU1JScnh4aGBo4ePUpRURGJiYn4+vqyf/9+lJSUKCsrIzg4GCMjI/T19dm8eTNubm6Ul5dz5MgR5s+fj6qqKjU1NVRVVaGqqkp3dzczZsygs7OT0tJS2tra2LZtG6amplRWVtLc3MyaNWuEZzYpKUm8J/r6+ujq6iIvL091dbXwCPj7+6OpqUlSUhILFizA3d0dIyMjgoOD2bp1Kw4ODsyYMQMTExNevXrF5cuXCQkJEQu/V69eERAQQHV1NevXryc7OxsFBQXhEZKXl+fgwYMoKysTHx8vfM5vvfUWTk5OhIWFUVpaSlFREbNmzaK8vJzOzk7CwsJ49uwZYWFh9PT08ODBAyFLl/miZBQzPT09BgYG+OCDDzA1NUVNTY0bN26QlZUl3ovXr1+Lz3fOnDkEBwdTWVnJkiVLgDewAQcHB1RVVfHx8cHT0xM1NTVKS0sJCwvj+fPnxMXFiRMSQENDA69evRKS+fDwcGbPns2XX36JsrKyWLTa2NiQlZXF4cOHGT9+PNOnT0dJSYmff/4ZdXV1zM3NsbGx4ezZs1y+fJkjR47w5Zdf8uLFC95//32uXLnCn3/+ye7du5k9ezbl5eUEBwfj7+8vmkOpqals3bqVsLAwAf2Sl5dn2bJlDA8P89FHH/HkyROsrKxQUlKiurqa2NhYbt++TWtrK/39/bi4uLB3715UVFS4evUqEydO5LvvvqO4uJjx48ejqqoqTtZ5eXloamqyf/9+Zs6cyc2bN2lububmzZsAJCcn4+LiQkVFBUlJSURHR3P58mWGhobIzMzE3d0dc3Nz4M2iZnh4mAMHDnDv3j1MTEw4e/asAOV8+umnxMXF8csvv7B161Y2bdok5PRjxozhk08+QSKR0NzcTEREBD/99BMODg4CyLV7926cnJzIzs7myZMnxMXFERkZKZpP8+bN44cffiAmJgY3NzeioqLo7+9n0qRJWFhYsGrVKpycnPD390dbW5uWlhauX78uJP7m5uasWbOG+Ph4NDQ0UFBQoKOjg+bmZlJTU9HW1iY9PZ2enh5KSkrQ1tZm27ZtxMTE0Nvbi6OjI5GRkURERNDQ0CAsFt7e3oSFhbF3715BW3Z2dsbLy4tLly7x8OFDQkNDKS4uRltbm4MHD+Lj48Pg4CDz58/niy++EGHrMjptUFAQlpaWJCYmsmnTJlpbW3F2dsbb2xsPDw/Onj1LRkYG9+/fF2Q/meTU2toagO3bt6OhocHq1atpb28nICCAhoYGgoODaWlpYcuWLVy/fh1DQ0Nqa2uZNWsWEomEJ0+eCMpwf38/vr6+REVFcfjwYSIjI1FWVmbLli10d3dz584dvL296evr4/jx4+zfvx8dHR0WLlyIkZGRIO1mZmZy8OBBcnJysLW15c8//+T58+dIJBKSkpLElBveSN9kssOEhAQ2bdpEbGwsGhoaHDhwgJEjR5KVlYW5uTmenp7o6OiQmZmJRCLhyJEjdHd3k5qaSl1dHfLy8kyfPp3Hjx9jaGiIs7OzkLrLycmxa9cunjx5IiIuVqxYgUQi4ebNmyJuSUbZBHjy5AnwJnJDRu8NCQkB3silL1y4wKlTp7h8+TI7duxg7dq13L17F3Nzc/r6+oiNjRXy8/3799PY2CgmU3PmzOHs2bPk5+ezZcsWGhsbuXfvHkVFRZw+fRp/f38aGhrQ1tZm7ty5ODo60t/fz/nz51FRUWHVqlUYGRkxadIkampqOHz4sIjBePToEVVVVQJIaG1tze3bt6muriY6Opp58+bx559/kpGRwYQJE9i8eTOmpqYEBgaSlZVFVlaWgNCEhITQ2dmJq6sr58+f58SJE0ilUtavX49UKmXatGkEBwfT3t7O6tWraW1tFbAnV1dX9PX1MTAwEOvI3t5ebt26xfPnz7G3t+f48eMoKysTFRVFYWEhAwMDREREEBkZyaNHj7hx4wYAixcvlgWjM3XqVN577z3y8vLYvHkzz549Q01Njbi4OMaPH09fXx/Tpk3js88+IyYmhsLCQvbu3YuhoSEjRozg1KlTXL16VTRxlZWVRVEYEREhjvl1dXW4u7sTEREhIJBLlixh7dq1+Pv7k5ycTEREBPfv38fKyopp06bx7rvvEhERgY2NjVCuGRoa8vz5cyorK+nv76ezs5P09HT6+/tJSEhg586dHDx4kOLiYnR0dGhqaiIlJYWwsDBGjhwpVHeTJ0/m0aNHaGtr8+WXX9LV1SVe99WrV0lLS+PcuXMUFBTw66+/kpKSQkREBPb29qIglE3QJRIJJiYm7Nixg3/+858APH/+nIULF/L06VMBvdm4cSMSiYRff/2Vrq4uPDw8sLS0JDY2lnPnzgn42I8//siGDRt48uQJEomEsrIy1q9fz3vvvYeTkxMXLlwgKSmJiRMnimbq/2b7jwpDqVQq9+8u/5MnlEgkGkAksEkqlXb+u5v+dy/lv3ltR6VSqY9UKvVRUFBATU0NJSUlFBQUBFjDyMgIQ0NDent7MTU1xdvbW8gQZTIUVVVVpFIpWVlZGBoaoq2tDbzJsNHU1KSsrEx0mTMyMujq6hKwmalTp+Li4oKysrLwv7m5uTE8PMy+fftQV1dHUVGRyZMnC89Dc3Mzenp6WFhYUFVVhZ6eHhkZGUilUvT19RkxYgSdnZ0iSgLeAHOMjY1ZsmQJBgYGzJgxg8WLF5OTk0NMTAzt7e0oKCjQ3d3N8PAwd+/excLCQlBPR40aJXx5EomEjIwMioqKhIa9sLAQLS0t8d4pKChgbm5OR0eHyN4xNDTEzs6O/Px86urqSE5OpqCgAHV1dXJycjA2NkZBQQEfHx+BK759+zZ6enpkZ2djZmbG3LlzRTbcRx99hIKCAqWlpfT39/PkyRNUVFQwNjbGwcFBLOb09fWxtLREXl6e6Oho6uvrKSgooLW1laqqKjIyMujv70dFRYUbN26QkZFBd3c3KSkp6OjoUF1dLfLAZCjqDz/8kOHhYWpra7l69SqVlZWCyCbzOKampjJ16lQBwDE3N+fkyZNMnDiRvXv30traysSJEwUtSgZCiYmJwdbWFnhzsL137x7r16/n+PHjAlCUmprKhQsXePvtt8UJYffu3QQEBODp6YmRkREaGho0NjZiZ2eHvb29iObo6enB0dGR0NBQ6urq0NTUZOzYsULCMXXqVGF27u7uBt6cgF1dXWlububhw4dMmDABLy8vnJ2dsbW1JSgoCE9PTxHlkJqaKoA8r169IjMzU2QvybpXMlnnkydP6OrqoqmpiTFjxjBlyhQxLTU0NERVVZXQ0FAaGxsZGBgQWZAvXrxg3759lJWVMXPmTMzMzMjMzKSkpARPT0/mzp1LQECAkF9XVFRQUFBAZGQkly5dIioqipSUFKRSKbm5uYwbN47bt2+jr69PVlYW/f39uLq6oqysjJubG2VlZQQEBNDd3U10dLSAmfzxxx/k5+dTUFBAUlISfX195Obmoqury4YNGxg9ejS+vr788ccfQsL2/PlztLW1MTExwcDAgKamJsrKyrh69Sre3t64ubmJiIJZs2YRGhqKtbU1qqqqyMvLs3v3bpEVWFRUxMDAALq6uuTk5FBYWIiHhwdmZmYEBwejpKRET08Pq1ev5u233+bJkycUFxeTlpZGbm4uv/32G/7+/qxevZqff/4ZX19fOjs7UVNTIy0tjZaWFnR1dcXnpKSkxLp168jNzaWmpkb4kQ0NDVm8eDEjR47E1NSUjo4OlJWV+e677/Dy8qKyshKAb7/9lhMnTqCgoEBOTg4tLS3k5OSwaNEizMzMSEtLo6qqiosXL+Lr64uKigqnT5/G0NCQv/76CycnJyZMmICpqSmqqqqUlJQwefJkysvLOXToEBYWFmzbto0RI0Zga2tLZGQkN2/eRCqV8tNPPxEdHc3ixYtRUFDg559/Zvv27dTX1zN+/HhBtI2LixMTidraWpydndm/fz8WFhb09vYSGBhIS0uLKJIbGhq4e/cus2bNora2lrS0NNLT0+nu7kZPT4+hoSHS09MZGBhg0aJFWFtbMzAwgI+PDzY2NoSFhWFqaiqogx4eHgQHB7NixQpUVFSws7NDQUGB9957j7i4OAwMDOjv7/8vWWQyEqS8vDwzZszAzc2NyspKPv74Y7Zt28YPP/zAvn37WLlyJUVFRaxcuZKsrCyUlZVFEXDt2jWqq6uFX3HVqlX4+fnx9ddf4+7uzvz580UG4rhx4+jo6MDLy4vs7GwmTJggpmxOTk4EBgZy79499uzZw9ixY4WcPiMjAy0tLaKjo3nw4AGRkZF4enoCb6wFDg4OrF27FgcHB7y8vEhNTaWnp0d4umWeosuXLzNt2jQyMzORk5MTr7uoqIinT5+yaNEi3nnnHUpKSsQEddy4cSJrb+vWrezYsYPRo0fz6aefcuzYMU6ePAnA6dOn2b59OyNGjKC6upre3l6kUinNzc3ExsYSFxdHbm4uK1asoLy8nF9++YXs7Gzu3r3LuXPn2Lhxo8gfO3ToEJGRkZiZmfH++++LKQJAQEAA27ZtY+/evcIbeezYMdzd3dHX1xfSywULFmBpaYmuri4mJiYYGRnh5+dHXl6ekHFWV1czevRoLC0tsbOzE7K1hQsXsmjRItTV1fnll19EEPX69et59OgRR44c4datW7I15wlGZgAAIABJREFUEcrKyly8eBFbW1suX75MWVkZ69atE8Ty69ev4+3tLc7p9vb2jBkzhtjYWHJycvD398fd3R14I7fX1NRk6tSpFBYW4uLiwocffsiiRYuwt7enrKyMY8eOAZCbm0txcbGwSgQHB3PmzBna2tqYP38++/btIz4+nuDgYLEPdHa+WQZKJBJcXV05dOgQnp6enDx5EisrK95++20kEgmVlZUsX76cvr4+li5dym+//UZycrIorA0NDQkLC2P27NksW7aMP//8U1CVJ06cSHp6Ok5OTmRkZNDS0oK7uzurVq2iqamJ4OBg0axRVFTEy8tL3Of169eEhYWRnp5Ob28vQUFBghgZFhbG8PAwKioqHDx4kH379nHnzh0CAwNRV1cnIiKCSZMmce3aNVFYA3z99deYmJigoqLCsWPHKC8vR1tbm46ODpydnUlNTQXeTJyioqKEFcTW1pYlS5aI7+6tW7e4f/8+Tk5OnDx5kkuXLjE0NIREImHWrFk4ODgIz7C8vLwouFNSUrh48SJlZWUMDQ3x9ttvk5ubKxqBq1evRiKRUFJSwtatWwkMDCQgIIBVq1Zx+fJldu3aha2tLb6+vkilUiwtLcnMzBTfPTU1NQIDA0UsmYeHh8iCdXR05PXr1yxdupS2tjaGhoYEsNDf359PP/1UAMw2b97MwoULOXXqFD09PRQWFpKSksIff/xBaWkp3333HU1NTVRWVmJnZ4ePjw/BwcH4+voKorEs4uLbb7/l0KFDAOzYsYOenh4Rp/Xy5UuMjIxYuXIlP/74o2iA7969m+joaDZt2iS+DxEREYSGhjJ69GgAfv31V1pbWzE3N2f+/PlYWlqK/Vk2aT1x4oRQn8ngPyUlJcJzKdtWrVqFp6cnhw4dorq6Gi0tLR48eMD3338vGj6///47N27c4J133uHq1atkZWVRX1/PnTt3mD59On5+foKn8b/d/qdFnZJEIvGUSCTu/5snk0gkirwpCs9LpdJrf1/dIIPa/P2z8e/rq4F//cvMgdp/9/gKCgpoampia2srCJoyUpoMhdvR0SEWRiUlJaJAzM/Px8HBQeDi3d3dGRwcpLW1lfb2dvr7+0lJSRGh3+PGjSMyMpLW1laam5sFsCYvL0/IC62srDh9+jSFhYViUmNlZYW1tTXNzc08ffqUwsJC+vv7sbS0JDQ0VPgJWltbcXR0pLW1ld7eXvT09ETHpb29HVdXV8rKysjOziY1NRUHBwfU1NSEFEMmXevo6MDJyYnk5GQGBwfp7u7G19cXc3NzPDw8kJeXZ8yYMaiqqlJRUYGjoyN1dXXCryXzochCXdva2qitrSUsLExIjMrLy+np6RHhutXV1Zw9exZzc3MxKZB1ApOSkjhx4gTTp0+npKSEjRs3CklIeno6AQEBpKenk5eXJ/xUSkpK9Pb2Ultbi5mZmTiZDQwMMGvWLNGVraysZHh4GBsbGzGtePnyJTo6OpiYmIjCx8HBQeCh5eTkcHFxwcrKivT0dBobG4mJiRHZN8uXL8fAwIDs7Gxu376Nvb09NjY2wojf3t5OWloaurq61NbWUlpaSk9PjwjhHjduHHfv3iU0NJSBgQG6u7vx8fHBwMAAd3d3hoeH+fXXX2lraxPeyvLycqKjo2lubkZZWRkfHx80NDTIzc3Fzc2N9vZ23N3dSUhIoKysjLi4OBETIMuvzMrK4vLly/j5+Ym/ccOGDVRUVDB37lyam5vp7u6mo6ODXbt2oa2tTW1tLR0dHejr6yMvLy8Ksry8POrr65k5cyaNjY0sWbIETU1NzMzMqKiooK+vT4BRmpqakJOT48GDBygpKQlJSWlpKXJycigoKODu7o6mpiby8vJ0d3ezevVqFBQUeP78uZiiFRcXIy8vz6NHj6ioqMDHx0fI+4aGhggKCiIoKEjo6L29vYmMjKS+vl4Qw2QSora2Nm7fvk1GRgZZWVl88sknYkokg5TIQFPW1tYC2vLs2TPR8SsoKMDMzIwdO3agoKAg8uwyMzOprq4mLS2N+fPnY2ZmRnh4uLh/cXExhYWF3Lx5k9LSUkErlUgkvH79Gj09PTQ0NPDz86O4uJjJkyfj7u6Ot7c3paWl1NXVUVlZSVRUFBKJhFOnTnHnzh0cHR0pLi5GV1eXxYsXM2bMGIqLizl48CDffvstBQUFTJ8+nadPn7Jp0ybk5eW5d+8eysrKZGRk4OrqSlBQEJcuXUJVVRUPDw/2799PSUkJly5d4sKFCyxfvhxfX1+Gh4f5/PPPaWhooLCwkF9//ZVDhw4RHBxMc3OzIMBt3bqVyZMnc/PmTXx8fHB1dUVOTo7nz5+TlZWFq6sr+fn56Ovri+bVuXPnCAoKor6+nqamJuHLMzc3Z3h4mMePH+Pg4EB6ejpLly4lNDSUjz76iLFjxwJvSKhbtmwhMjISY2NjLl26hKOjI4WFhRgbGwuSoImJCenp6RgbG6OqqkpPTw9paWm4uLjg7OzM7t27+fnnn9HS0qK1tZWWlhb27NlDUFAQY8eOJSQkhJycHDQ0NJBKpdTU1LBhwwYxsdyzZw9RUVFcvnyZjRs30tDQQGVlJbGxsXz++efs2LGD2tpaAT5bs2YNzc3N9PX1UV9fj7GxMTo6OnR0dBAaGkpPTw8HDhzg4cOHmJub09/fz+7du7G3t2f//v0kJCSgo6PDxYsXxQSypqYGb29vFi1ahLm5OXl5eejo6LB69WoMDAx48uQJ9+/fx8jIiMTERO7cuYOKigoJCQmcPHkSPz8/PDw8APDy8uLw4cN88803eHh4iAJd1mTauHGj8OV3dXWxatUqdHR0uH79Ou+++y6mpqaCdpuens77779PcHAwmZmZpKamMjg4iJWVFWFhYWRmZgpS419//UViYiJDQ0MCApGdnS3yRi0sLJg6dSrz5s0jJSWF06dPExMTQ2dnJxEREWzfvh0tLS3s7Oy4ePEiXV1dAniiqakpbAFxcXEsXLiQcePG4eXlhbm5OTk5Ofj5+XH06FF27txJZ2en6Pzb2Ngwb9483nvvPbKysgCYMGGCCLSWAczCwsIYHBxkzJgxXLt2jfr6embMmMH48eO5dOkSnp6eFBYWiglFcnIy77//Pnv37uXp06e89dZbYtqhqKiIvr4+U6dO5dq1a+zevZutW7dy9OhR1q9fL6KeJk6cKHKP4U1joKrqjdhK5j9btmwZa9asoaCgQDAKfHx8OH36tCCNu7q64uzszIEDBzh37hyZmZno6OgIu0FMTAyjRo3i1KlT+Pr68ttvvwlo3ZdffolUKuWDDz4A3kQdrV+/nufPn+Pl5cVbb71Ffn6++E6NGDGC+Ph4CgoKMDc3F5OW6upq/P392bdvHx4eHvT39zNz5kwcHR1RUlIScRaxsbFERETQ1NTEyZMnmTJlChUVFURFRVFcXCzgHxoaGgI+Mn36dFasWEFjYyPPnj3jxo0bHDx4kJCQEO7fv091dTWTJk1iaGgILS0tfv/9d9TU1FBQUBDTGtn5rb6+ngULFvD48WMWLlyIs7MzixcvZsOGDSxatIgxY8bw+vVr3NzcePXqFQ4ODhQWFhIYGCgI4bm5uQwODuLi4kJubi4HDhygsbERJycnAEpLSykrK2PWrFkMDg5y9+5dioqKCA0N5csvv8TExITvvvtO8DKSkpKIj48XlGgtLS0hbfTx8aGurk549HR1dTl06BBbt24VuccyD396errIED558iRtbW14eXkRExNDXFwc8fHx7Ny5k4cPH4oJdUREBIGBgQIcp6ioyJMnT6iqquLKlSucOHECPz8/BgYGaG9vx8fHh9zcXOzs7MQ6cWhoiB9//FGsBWfPno2enh6XL18G3mTRBgQEEB0dTXx8PM7Ozjg7O2NtbS0idpSUlHj8+DHnzp1j2rRpJCYm4unpKQLnNTQ0aG1txcnJCVdXV+7cucO5c+ewsLDgr7/+Yv78+WzZsgUtLS3hvV64cCGxsbEiE3Xu3LlIpVKePXuGpaUlx48fRyKRYGlpydWrV0V03LZt2wgKCsLOzg4tLS3++usv+vr6RH7s+fPn+fbbb8W+b25uLiCW77zzDvX19VhZWTF37lyGhoZQVVUV1HN5eXlqamqAN6qTlStX4urqyp49ewBENN//dvuPC0OJRLKZN0VbKnBYIpEskkgkpRKJZOl/eH8JcALIk0qlv/zLf90CVv79+0rg5r9cv+JvOqkf0PHv/IWAoNxlZGTQ3t6OnZ0dr1+/FpIHBwcHjI2NUVNTw9HRkeHhYbE4/tfMJNm0qLKyEiUlJaFn9vDwYGhoiNbWVhEGHRAQQHt7O42Njejq6qKrq0tKSorAyMbGxpKYmCgWSa9fv6aoqIja2lq6uroIDw9n5MiRAsQxevRo9PX1mThxIp2dnYwZM4bu7m5iYmIICAhARUWFvr4+urq6MDMzo6qqitGjR5OWlibyqnJycpBKpUyYMEF4gLKzs0V4d0VFBXl5eSK6ITU1laysLEJDQ4E3O9XmzZvR0dHBzMyMqKgo8vPzGT16NFpaWrS1tZGbm8vt27dpbm7G0dERBQUFYcRXVlbGy8uLuLg4/Pz8RC7OgwcPWLlyJatXrxawk7/++ov6+nqcnJxwcXERWUYyk7TMP6ijo4OVlRU+Pj7k5+eLjKjq6mqePXtGe3s7qqqq2NrakpubK6JJgoKCBPb/zp07DA4OEh8fj7e3N4GBgeTm5pKRkSFIf/Ly8mIxW1ZWRmVlJTExMdTW1jJq1Cjk5OSYPHkyFRUVhIeHi9DjkJAQhoeHsba2xsLCAj09PV6+fCmIWRoaGvzjH/+gtbWV169fY2JiwoEDB7Czs8PT0xMvLy/h86mtrcXW1hZra2tx0vb09GRgYIDk5GTs7OyEx8DFxUXEOXh7e7N8+XKCg4MJDAykuLiYu3fv/h/m3juqymv/130WvbOkIyBSRAQUkKIiKEVExIZdY4uaaHZiYcckGlMkRo3bbTSWWIixxt4VK4oiIkoVkN57kd7rOn+41zxn3zvuPfv8xj13nHcMhxkYFWGt951zfj+f52FgYICFCxcKHUpiYiI+Pj78+eefvHr1SnSAPD09efv2Lenp6eJBnpqaSltbG/7+/qSnpwtkvIKCAtHR0VhaWvLpp5/i7u4uBMNyFYdcSt7U1MSjR4+QSqW0tLQI544cVvLs2TM6OjpQVlYWp/KLFi3i6dOnQnB87Ngxurq6WLJkCWpqatjZ2ZGRkSE2OX19fZibm4sTUHm/a8WKFYLAK39vrVq1ivLyclxcXFBXVxdaCkVFRU6ePImpqSlr164lODiY2NhYMjMzWb16tfAJHTx4EH19ffT09JgwYQJ79uxBJpMRGxvLnTt3kEqlBAcHY2FhgZOTE1ZWVtjY2FBSUoKlpSVtbW3MnDlTLOTNzc2FQmTv3r2EhoYyaNAg7ty5Q05ODvDhwS6fUrm4uGBiYkJiYiJr166lsbERExMTysrKCA0NpaCgAGtra969e4eBgQGPHz8WxMWgoCC8vLwYOnQovr6+3L59m8jISNasWcPPP//Ml19+KYAGDx8+ZNu2bQQEBKCoqMiNGzfo7+/n4cOHjB07Fj8/P9LS0ti6dStv3rzh559/FjJrebRNRUUFMzMzXFxcKC0tJT4+XqDWjY2NRWzf1tZWRDR9fX2RSCTi95w6dYrPPvuM9vZ24daKiYkRBNPnz5+zaNEi3rx5g4aGBjExMYK6O3ToUGbPno2Xlxe6urpCNO7u7s706dP5/vvvyczMJCwsjOXLl/Po0SNSU1NRV1cnPDycmpoavvjiCzHtNDIyoqqqisGDB7N06VISExOFZBo+eFAVFBSQSqViwT5jxgy2bt2Kubk5fn5+JCYmEhMTg729PaqqqoJyu27dOtFbXbNmDebm5owcOZK1a9eirq7O1q1bBUG7sLCQTZs2iWnLpUuXsLOzIykpiaqqKnbv3k1aWhrW1tbiWWhhYUFDQwM1NTWsXr2a7u5u8b2VAzvevHkDQHJyMqNHjxakvJKSEtFXGzp0KK9eveLJkyf4+vqioKBARkaGiDjK4U5Tpkxh6tSprFmzhv3795OcnCwWLkOGDMHa2pqMjAx0dXVxcXGhqqpK9Fmrqqpwc3Pj5cuX5OTk0NPTg1QqJT8/n9LSUu7evYulpaWQWAcEBIgDVYlEIqZzx48f5/Tp0wQFBeHh4SHuXZMmTWLVqlXExcVx7tw53N3d2bRpk3i2FhQUiAks/HcqaWpqqpi6HD16FB8fHy5cuCAOLsePH09nZycxMTGMHz+e06dPc/fuXaqrq0XSZd68ebS3t4up8YEDB2hoaCAuLo6oqCgGDRok4FbyzuTUqVNJTk7G0dGRmpoaqqurkclkFBcXo6CgQHd3t9gQzJkzBz8/PwC2bNnCxYsXuXTpEm5ubgJU0dXVxbt375g3bx4SiQSpVMr169fR19dn79694gCgqamJiIgI8vLysLKyYsmSJQQGBvL69Wu++uoriouLGTx4MM+ePUMikbB9+3bxNQsODhb0zejoaDEFgg80Y3kVR54S+Pjjj1FXV6exsVEcmEqlUqKjo1FUVBTutuzsbPz8/ISKRP56aG9vJzQ0FFVVVWxsbAgJCUFfX59Ro0Zx+fJlTp06xUcffcSXX34p7oeBgYFkZWVx584dfvjhB1JSUkhNTaWnp4fFixdTVlZGTk4Ojx49Aj6AYfbu3cuCBQtYsWIFn376qaCjyqdoAFZWVmRnZwtmglwv1NPTQ2dnJ2VlZbi4uNDb28ukSZOYPHkyNjY2rF+/Xvhnra2tef/+PT/88AOxsbHcu3eP6Oho0XfMzs5GVVUVQHgsjxw5IsT0mzZtEocFS5cuxc/Pj9evXwOIA6rPPvuM+vp6FBQUaGlp4cyZM5w9e5Zjx44xbtw4wsLCKCwsFPTOd+/eUVVVhaamJl988YX4flZVVREbG8v06dPp6uoS01c3NzcCAwNFp/X9+/dUV1dz/Phx3rx5I8ifkydPFp7eSZMmMWzYMG7dusWePXuADx3hmJgYkpKSMDQ0xNfXl/fv3zNq1Cg6OzsJDAwkOzubCRMmYGho+G/pgo0bNyKTySgpKeHp06fY2dnh6upKYGAgGRkZgvqur6/P9OnTUVJSYsaMGcIluXfvXqRSKWPHjqWpqQlFRUUGDx7MV199haGhIRoaGsyaNYvjx48jkUhIS0sT9Fb5nuTzzz8nLS0NDw8PGhsbqa6uJiYmho0bN4qvoRxm9+DBA3bv3k1eXh5v377l5s2bIlre39/PqlWrOHPmjKguuLi4cPnyZVJSUtixYwcAPj4+Yr3/X7n+px5DAIlEsgL4HVDlQ8SzHNgJbAeUt23bdvH/+Xd/uMLDw72B/YBmeHj4mvDw8LXh4eGlwCVgc3h4+PeAAbBh27ZtneHh4fnAOOAAHwiln27btu3/dWK4a9eubfL4RkdHh1jseXt709XVRXt7O8bGxqLrIz+dMTMzo6WlBZlMRm9vLxUVFSIC1t7eTnNzMxYWFujq6tLV1UVNTQ11dXV0dHSgqamJoaEh7e3tdHd3U1lZiYmJCQ0NDbS3t1NdXc379++xtLQkMTERqVRKR0cHQ4YMwdjYmPLyctLT0/Hx8SElJQVlZWUBwFFVVRWQEIlEIjqQcudNQ0MD2traGBoaoqenR11dHRMmTEBBQYHW1lYRPVVWVsbW1hYNDQ3x5zY1NWFkZCQetvINn1QqJTMzk9zcXIyMjHBycqKlpUXInuUfe/LkCYaGhkilUry9vYUoXE4vlEcf5ZOp+vp6DAwMuHz5stB6JCYmYmRkxJgxY7h8+TL5+floa2szcuRIfv/9d9TV1VFVVcXMzAxNTU1BW7S1tSUpKUnEfV1dXdHW1qaqqoqkpCQGBgaYNGmSoH06OztTWlqKlpYWcXFxqKurY2VlRXJystCHvHjxggkTJqClpUVfXx82Nja0t7ejqKgoqJ+mpqZcvXpVEEE7OjowMTGhv7+f58+f4+bmRkFBAXPnzuXOnTtCbq2vr88PP/zAqlWrCAgI4P79+6ipqaGnp4e5uTl5eXmoqKhQVlaGm5ub+Pzi4uKEJD04OJiTJ0+KRd2ECRNEhLegoIDExEQcHR2Ji4sToJyWlhYRVZK7H+VyaGVlZfEat7a2JiEhgfb2dsaOHSteB3l5edjb2wt9xcyZM8XExcXFBRsbG9Flk2+udXR0RGSxv78fY2NjOjo6GDNmDPfu3UNJSUkIffX19bGysqK7u1tEfJYvX05JSQmRkZG4ubmhpqaGlZUVmzdvpqysjMrKSoyNjTl16hRDhgwRvlA3NzfS0tIYPHgwioqKlJSUMHHiRHJyckQktq+vDw8PDzIyMrhx44b4mqiqqtLW1oa9vT2LFy8mMjKS1tZWZsyYgUwmo7W1VQiD6+vr2b59u4iSmJiYEBMTQ2FhIb29vSxatIhz584xbdo0IRKWO8+UlJREFLGgoIBFixaRlZUldAHySXdvby8FBQU4OTkJ5YpcuyPfdA0MDAglhBwzXldXh5GREYsWLaK3t1cczNjb26Ovry98bSUlJWRmZpKamiqoepcvX8bQ0JC2tjYUFBT4448/OHLkCOPHj+fdu3fU19cTEhLCq1evWLp0KXfu3OHXX3/l+PHjpKWlUVtbK3x8cgqqPD759ddf8+DBA4YOHUpOTg5Tp06ls7NTvL719PRITU1lzZo1pKen09jYyOPHjwXxztPTkytXrmBmZiY6qyEhIbS3t5OZmcnZs2fFffzt27dMmTKFFy9eUFVVhb29PYqKijx9+pQ1a9agoaFBe3s7WlpavHjxAjc3N0xMTDh58iTq6uqMHTsWMzMz8vPzaW1t5enTp8LB2t7eLsTQL1++pLu7W7jp0tPTMTc3Z82aNcTFxaGsrExhYSFz5swhKCgIMzMzzp49S1xcHBoaGqxbt06AI8zNzenr6xOL7V9++YXTp0+joaGBgYEBjo6OmJmZ0dTUhIeHBzt37hQghpUrV5KWloavry8TJkygqamJgwcPsn//fhYvXszdu3fR1NQkNTWV27dviySEgoICISEh7NmzRxAeX758KaY4f/vb30Rkad68eRgaGvL06VMMDQ0F8VMe75f7BwMDAwXsq7u7m6KiIpqbm3F0dBTUvvj4eFatWsWLFy/o6uqitLSU8vJyWlpa8Pb2pqCggFWrVtHZ2Ymenh4aGhoCHd/f34+Ghga9vb2EhYXx7NkztLW1ycjIICEhgfnz5/P48WOhDKiursbc3JwJEyaIg6T/8Tl+5coVwsPDUVFR4c2bNyLSK48pyqdue/fuFfcweUcwPT2ds2fPin6+n58feXl5nDlzBi8vL0aPHs2LFy9QV1dn6dKl7Ny5ky+//JKqqiri4uJwcXGhrKwMW1tburu7ef/+PaNHjyY9PZ0ZM2ZQVFTEggULePnypfARygFvCxYswNLSkvHjxxMQEEBhYSHbt29n9OjRbNmyhdjYWK5fvy76bXZ2duKQODc3l87OTjQ0NEhNTaWjowM3NzdBCG1oaGDlypXExMSI6d+wYcNYv3498+bN49dffyUoKIjBgweLJFZCQoJwR9bU1IjajqmpKU5OTjx//pz+/n527NhBe3s758+fF9HTzz//HAcHB3bt2sWcOXNwdnYWtZqqqiqampro7+8XDsJHjx5x7Ngxtm3bhqamJl9//TW3bt3izJkzvHv3DkVFRXx9fYmKiuLrr79m27ZtODg4iBqL/Hkjry5ERkaK73tBQYE4lJRP7+Pi4li4cCHKysoUFxeTnJxMZ2cn8+bNo6OjQ9y/XVxcqKysxNHRkfPnz3P79m38/PwoKSmhoaGB0NBQzp07x8DAgIh4y2sR5eXlTJkyBX19fc6ePcuff/7Jr7/+yqJFiwgICMDAwIDDhw9jamqKlpYWMTExghPg5OSEg4MDe/bsISQkhPT0dIYOHcqhQ4cYN24c586dIyAgQIBpbty4gbW1NS0tLaI3qqKiQmBgIHPmzEEikfDkyROWLFnCgQMH6O7uFvcoeQTY3d2dGTNmcPnyZerr67l69SrffPMN8OFQwtTUVMARdXR0ePbsGQMDAzg7O5OYmMiWLVvo6emhoqKCoUOH0tLSwqBBg6itrUVNTY3o6Gi0tbXJzc1l9uzZGBoaMnv2bGJiYpBIJMLbe/fuXaZPny4oqXLad39/PyoqKowfP56WlhZ27txJeHg4fX19YlpZUFDA3bt30dbWRiKRoKenx+vXrwUpuLy8nJSUFKKiosT655dffqG8vBx/f3+ioqKYNm0aR44cYdGiRYIKX1VVhbu7O0+ePKGnp4eJEyfS0NDAkydPAERqcd26dRw6dIjbt2+zZcsWjh8/zsuXL7l+/bo4QJk5cyYDAwNkZmby119/AR+sA1FRUcKxamJiQmdnJ6mpqQQGBlJbW4uysjJ9fX1yLdL/Vo/h3/nQ7/tO/gGZTPYeqABc/pM/QCaTxcpkMolMJhslk8lc/vXjnkwmq5fJZAEymWzYv35u+Nf/L5PJZJ/LZDIbmUw2UiaTJf5P/zEKChQXF1NWVsaIESNQVlamurpadOyUlJSorKwU/TkLCwtKS0t5+fIlAwMDaGtrY2dnh6mpKVVVVZibm2NnZ8eQIUMwNzenurpaUAClUikNDQ0oKCiI+F1LSwt2dnYoKSkxcuRIbGxsyMrKYteuXZSXlxMSEoKysjLW1tZUVlbS1NSEmpoaLi4uREVFCRm7lpYWXV1ddHZ2Eh8fj6amJra2tnh4eFBUVER2djaOjo5UVFSgoqIiNrQjRoygv78fBYUP31ZbW1scHR0xMDBARUVFSJT19fWFU83IyIhRo0bx7t07mpqauHnzJtOnT6e8vBwNDQ0ePXqEnp6eiMwmJCTQ2NiIlZUVRkZGREdHs3//fvLz87G2tsbd3Z23b9+SlpYmPr/m5mY0NDREJ6uoqIiEhAThcezp6SE4OJhlIQiNAAAgAElEQVS1a9eipqZGUlISRkZGDBo0iO7ubuGKnDRpEqqqqrx79w5VVVUKCwsxNDTkwYMH4uair68v3JF6enqCFiv/vStXrqSlpYX8/HwsLS3R0tIiOjqaoKAg4uPjaWhoIC0tjZaWFpYuXYq5uTn5+fkUFhaSlZWFm5sbQ4YMobW1lYqKCq5evUpGRgYGBgY8evSICRMmUFtbS1NTEzNnzkRDQ4MXL16wcOFC4SCUTw9CQkIE1ezt27fiNZqYmEhhYSH6+voUFBRgYmLCy5cv8fX1xd/fn7S0NHbs2IGKioqYgqxYsYLMzEy6u7v55ZdfSEpKQiqVEhcXR1NTE/r6+qioqAgoSGdnJ3l5eeTm5tLY2MjQfzk+nzx5IjY9Xl5e3Lx5k/7+fgoLC1FTU+Po0aPk5eVx5coVIiMjxWTcwcEBCwsL3r9/z4MHD1i4cCGLFy8mKCgIVVVVQaIbN24cQUFBWFlZYWFhwdOnTzEzM6O7uxsHBweePXtGd3c3Q4cORVlZGW9vbyQSCS9fviQpKYn09HSKi4uZN28eNTU1dHV10dzcTHR0tOjqNjQ0COrXnTt3mDVrFr29vdy5c4fXr18THx/P2rVrxdTXx8eHadOmcfPmTbKzs2lrayM+Pp6EhAT++usvJk6cKLrAcuLx2bNnefz4MYWFhWKj1tjYyMOHD7GxsSEhIQFFRUUGBgYYGBgQpGA5POLNmzd0d3eLXsL8+fNRVlbG0dGR+/fvM378eIYMGUJVVRXt7e0oKyuTkJCAq6sr5eXlXLly5d86pZqamqioqJCcnMw//vEPkpOTmT9/Pm1tbbx9+5be3l4MDQ0xNjbGwMCARYsWcfDgQeG0kkcC5TG2n376CfjQFVm9ejUHDx5ESUmJiIgInjx5wogRI9i0aRNubm5UVlYSFBTEiRMn+O2330SkVg79iYyMxN7enhkzZgBQVFRERkYGbW1tKCsrk5uby3fffcf79++ZN28e7u7uTJo0CTMzM9zd3fnkk0/48ccfhYZm2rRpnD17Vvg3CwoK6O/vx8jICBMTEwEWk7tM5SAiecQoISGB1atXU1dXx/nz59HW1hb3b2dnZywsLBg1ahS1tbWsXr0aFRUVLCwsmDJlCl5eXixcuFBEF3Nycpg1axa6urr09/eLDaOlpSVBQUGUlpaSlZXF7NmzhVuvra2NoqIirK2taW1tpaSkhLlz5yKVStm6dSsSiYSWlhbMzc0xNDQkNjaWc+fO4eDgIHQCdnZ2BAQEYG1tzcSJEwWoJj4+nkuXLrF27VqOHDlCXl4eLi4uWFlZ8fHHH4skRmJiIhEREZw4cUKcWvv7+2Nra4uRkRHnzp1DR0eHDRs28PTpUy5fvsynn37KihUr2Lp1K5999hknT55EV1eX1NRUrKysKCkp4dixY7x+/ZqbN28KlYp8Snnnzh2SkpL4+eefkUqlwnuoo6NDf38/+fn59Pf38+rVK8rKymhtbRV9d7mqBD5QdPPz88VBhIWFBUOHDiU3N1c4xT799FMKCwuRSqXcuXMHFRUVXr58yYMHD6iqquLRo0dMnz5dxPU8PT0pLy/HwMCAysoP588XL15k/fr1tLW1YWNjw/PnzzEzMxNT/NOnT+Pl5UVlZSXHjh2jpKQEmUzG6NGjxcGYuro6e/bsYc2aNSxdupTe3l5WrFhBWloaU6ZMYe7cuWK6N2vWLBQUFEhJSRGJACcnJy5cuCB6oX19fXR3d7Np0ybmzZsnFpwSiYSZM2eya9cuzMzM8PHx4ZtvvqG9vV2oDfLy8oR6RA4x0dDQoK2tDTc3NxobG3nw4AEvXrxAVVVVbIy///57ZDIZO3bsIDQ0lIsXLzJixAhKSkrw9vYmNDSUy5cvC/dpXV0dQUFBbNu2jc2bN/Ps2TN2794toseLFi0S9/VVq1bx+vVrMfmaPXs2o0ePRlNTk9raWnG4npaWhoWFBe7u7ty/f1+kvlavXs2mTZsIDg7mu+++Q1tbm3PnztHW1saaNWtwdnbm3Llz3Lhxg4cPHwptRHl5Ob///jtFRUW4u7vz6tUr0e+MiYkhISGBhw8f4uXlJTY1gIBvyT286urqLFy4kPv37wsvp1zRlJWVhb6+vjjUHT9+PCtXrkRRURFlZWUyMjL4/vvvmTJlCrt27UJBQYHKykrmz58PgL29PYsWLeLq1atERUXR3d0t4oGrV6/Gzc1NSNllMpmgYhcWFjJ9+nQMDQ25dOkSBw4cYPPmzeTm5rJ27VoB05NfY8aM4d27d0gkEgwNDcXGavTo0ezYsYPJkyfzyy+/AB/AWvfu3aO2tlb4qlVVVVmxYgWbNm1i4cKFpKeni6j0u3fvxMTuyJEj2Nvbi9SIPOHz9u1bjh49ysaNG9m2bRsPHjxg2bJlADx9+pTQ0FAeP36Mv78/o0aNwsDAgP379+Ph4cHLly85cOAAERER1NfXExoaioODgwDS3b9/X0wv4UMf+OjRo1y4cEHEQ7W0tPjtt9/E93rnzp3s378fKysrxowZQ35+Pg4ODly8eJGYmBjOnj1LcHAwK1asICwsjPXr11NfXy/eT6tXr6atrY2VK1fi5uZGS0uLmO4lJSXh7+/PvHnzOHXqFK2trUIJNX36dMLCwggMDGTnzp10dXWJie+WLVuQyWSUlpZiYGCAhoYG/f39JCQksGTJErZv386oUaNYvnw5+vr6/6bO+K9c/+nG0A7IlMlkO/8vH68HjP/Lf/v/x1dvby9SqRQdHR0BeAFIT08nJSUFJSUlampqUFFREZ5BmUzG4MGDUVZWRlFRkezsbCHIzMrK+jf4jHzjJi91Ghsbo6KiIuAR48ePF1OcwYMHCxz2qVOnmDhxopjS3b9/HycnJwGWMTQ05KOPPkJRURENDQ0hgJdvXOrr61FSUkJBQYG4uDjq6uq4cuUKUqmU169f4+zsjLu7O+fOnSM5OZne3l40NDTIy8vj8ePHAvbR2dlJRUUF6enptLa2ijipoaGhiI5OmDCBjIwMpkyZQkREhDgZlE/T9uzZQ3R0tFAIKCsrs2XLFoqLi9HT00NbW5slS5YwZswYUlJS6O3tpbi4WJAofXx88PT05JtvvqGoqIj4+HhiY2Opqqri6dOneHl50dnZiY2NDSNGjEBLS4vk5GQMDAxoaGgQn6N80SRfQL18+RIrKyuGDRsmpOFVVVUYGhqSk5MjOhu3b9/GxcWF+vp63r9/T19fHyYmJqLvMmzYMD799FMGDRrE69evqaurw8fHB1NTU7y9vUUcuLS0lOLiYjQ1NTl58qRwcvX19XH06FEhLJ02bRrjx4/H1taWmpoaMdX09/cXsACpVIqamhpv374Vm/qCggJKSkowMTGhu7sbLS0tEdextrZGT08PY2NjsrKyxClUTU2NeFhPnjwZVVVVcnNzkclkSKVSCgoKBDl30KBBODg4EBgYSFVVFUOGDBFOxMrKSrZu3UpxcTFhYWGMHTsWRUVFMjIymDx5Mo6OjoKYW1hYyOvXr2lra6OsrIyOjg7u3btHfX09J06c4NKlS4ImWllZSV5eHunp6SQlJQmJdnp6Ovfv3xcuInV1dYqLi5FKpfT399Pc3ExOTo4ABMina1ZWVmhra+Ph4SF8Xvr6+iJqKvcG7t69m5iYGJYsWYK6ujpKSkpMmzYNJycntLW1KS4u5vr16wK73traiq+vr4BRDR8+nOjoaCoqKrCysmLDhg0MHTqUESNGiAXvnDlzmDBhAqGhoejr6zNy5EgGDx7MixcvGD9+vIA9DRs2jDFjxqCpqcnjx4+RSqUUFxfz9u1b0W0NDg6mtraWzMxMhg4dKqasJSUl1NTU0NzcjImJCfv27RMLfzlNsrm5mV27djF69GgsLCzIyMgAPsT/Ll++jKurK2ZmZhQVFaGiooJEIuH+/fvY2NgIz+bbt28ZN24cACEhIQI2UVJSwqZNm8jMzPy3tERYWBhFRUXY2NiwfPlyXrx4gaGhIS9fvqStrY3+/n7Ky8tZtWqViPQoKipib2/P559/jpWVFRcvXuTevXu8ePGC1NRUdHV1SU9P548//iAyMhIPDw/8/Pyoq6sTmiFNTU1ycnLYsmUL6urqfPvttyLC9dlnn/H48WOuXr1Kc3MzgwYNIjMzk59++gl9fX2OHz+Ora0t8+fPF+TduXPnio6Ivb29IGoODAzQ2dmJgYEBp06dEpqPkydPkp2dzbx582hqamL69OksWLCA5cuXU1RUhJ6eHjU1NeL+YGRkxGeffcbIkSM5f/48O3bsYP369YLSWlBQIPxljx49Ijs7m4GBARFjU1dXR1dXl/nz5xMeHk5ubi5//fUXGhoaqKqqsnbtWmQyGbt27aK3txd7e3uhQpFPiFpbW5k1axZv3rzBzs6OVatWER8fz40bNygrK2PPnj1MnTqVK1euYGRkJHq7a9euFRCx5ORkFi5cyLRp0zhz5oxwTiopKfH48WNSUlIIDw8XXdfo6Gj8/Pz44osv8Pb2JiwsjKamJkaMGIGDg4OItcoPVWtra8U92tLSksrKShITE4Wepre3l927dxMZGYlUKiU9PV2AseRpkQULFmBtbS28ecOGDROHInI43J07d4iIiEAikfDs2TM++ugjNDU1SU9PF5HaAwcOEBgYyLt377h586bw2AFcu3aNs2fPishpeXk5EomEzs5OHB0dUVFRQUdHh8LCQqEBGjRoEFKplJSUFN69e8f58+extbXlwIEDJCUloaGhgY6ODrGxsSKB5OHhwbNnz9i5cyd+fn58++23Ij4m31QCYvFpbGws7nsbN25k06ZNwAca4ogRI2hubsbLy4uLFy8Kd+tHH32EoaGhoFU3NjaKdc6RI0cYOXIk48eP58aNG4wYMYL79+8zffp0cfAxduxYqqqqiIiIQCqV8vDhQ27dusVXX33Fvn37MDExQVVVVdBLZTIZGRkZnDhxguHDhxMRESHAUn/++SdLly4F4O9//zt6enoCbiX3Ly9YsECoZpYuXYqSkhK//fYbKSkpODs7M3bsWCorK7G2tqavrw+pVEpPTw8XLlygqKgIJycnPDw8GDFiBD09PURFRTFv3jwuXryImZkZpqamSCQSamtraWxs5NChQyxatIjIyEgkEglbtmwhICAAVVVVzp07h7e3N05OTsTHx2Nvb09xcbFQcqSlpbFp0yaysrL49ttvRbJm+vTpRERECOK2nARaUVEhemdff/018AEAJJ8Qyome8nu4PMI4d+5cAHHv/vrrr0Wc8cmTJwLWIpFICA4OFl/jiooKBg8ezL59+5DJZCxZsoTr169jaWnJt99+i6KiIl1dXXzyySfMnz8fCwsLzMzMmDVrFpMnT2batGkoKyvzz3/+U+iXfvvtN1F7unDhAsbGxqxatYply5aJrrSRkRHp6emCxH7lyhV++uknzpw5I2BLjY2NdHV1cerUKWQyGU5OTigrKxMWFsapU6eECko+6Hj8+DHFxcX09PTQ3d0tesYAvr6+hIWFYWlpKd4zLi4uRERECIjcnDlzGD58OFpaWlRXVwMfNnOvXr3i2LFj7Nixg7Fjx/Lnn3+yfft2dHR0UFdXp6mpiffv3+Pl5QV8OKgJCgri119/ZenSpZw8eRJnZ2fa2tqwsLDg3r17dHR0AB8GOHLh/atXr2hsbOTbb78VVPyysjIBn1m4cCGHDx/G3d2dI0eOcPToUTw9PYmMjCQ9PZ09e/awceNGbt26JSA4/5XrP90YtgP6EolE+AolEok6YPOvX/s/4pLDLAYGBjAxMUFPTw99fX2cnZ0ZNGiQOAEbGBigqKgIZWVljIyMUFRUFITEnp4eFBUVcXFxEQAaeWfM3NwcDQ0N4WeS0wXb29tFv0FFRQVra2uBcwcICgoiKipKeKO8vb1pbW1FW1tbyF8HBgYElKGiokIAT+QxUXnPA6C7uxsfHx+Rb46KiuLkyZP4+vqKyUBbWxtOTk4YGBgIF5i6ujqlpaWMGDFCFOVVVVVRU1Pj9evXpKenk5CQILo6Q4cOxd7eXsRCuru7xYlTUFAQwcHBeHp6smvXLqytrTl16hSNjY2kpaVx7do1Jk6cKPDsVlZWREdHc/fuXc6cOcPPP/+Mo6MjTk5OmJmZYWlpSX9/P1VVVTg5OeHp6UllZSWvX7/G3d2dtrY2ent7effuHTU1NTg6Oopop9wVVl9fT319PYDYHMpkMhwdHYXTUh677OrqQldXF3V1dTQ0NDh69KiIV8iJq2pqatjb21NWVoaZmRnPnj2joqKCgYEB3NzcKC8vp729nY8//pjFixczZswYFBUVmTFjBh0dHfT19XHq1CmhFwkJCWHQoEE8ePCAXbt2oaamhqWlJeXl5WhpaeHv74+7+wflzN/+9jccHByorq7G398fRUVFPv/8c6qqqqisrERPT0/41fr7+ykrK0NTUxNLS0sGBgbIyspi//79BAUFCSeTvHPr4OAguolPnz7F1dWVy5cvM2zYMJqammhtbWX8+PGUlJTw/Plz2traaG9vJyUlhdjYWPr6+rC1tUUikeDu7o6Ojg43btzA19cXV1dXIdfV09PD2dmZzs5OFBQUUFZWxtTUlLa2NmbPns2wYcMwMDBg+PDhSCQSqqqq8PPzQ1lZWfx848YNSkpKRGnd1NSUyspKrl+/Tnt7u+gYmZqaEh0dTW5uLgYGBmKyv3z5ct69e4enpydZWVmYm5vzzTffUFpaSl9fH3v27KGgoIDMzExqa2tJTU1FTU2N4cOHc+rUKW7dusWhQ4fYsmULXl5eJCQkYGZmhp+fH0VFRXh4eLB48WIxBWhvb2fRokVcuHBB9JliY2PR1dVFR0eH5uZmLl26xOeff86CBQsoKCgQvTcrKys+++wzCgsL0dHRYebMmQJ2UFlZiaWlJQkJCbx+/ZrFixfj7e1NYmIidXV14nRQDlxJS0vj5cuXKCsrM378eC5cuEBAQABXrlyhqKiIZ8+eialgcnIy6urq6OjosHLlSrHxNDAwoKSkhK1bt2JlZYWpqSn6+vr4+PgwMDDA6dOn8ff3Z9++ffT19fH27Vvq6urIyMjAzs4ODQ0N3r9/Lz4P+T1aQUGBjo4OVFVVOXToELGxsbx58wYXFxdMTU2ZOnWqIDquXr0aLS0tduzYQUpKCk5OThQWFhIcHEx5eTkfffQRw4YNo7m5mTFjxvDgwQNKSkq4dOkSO3bs4PPPPxf/fnV1dTZs2ICCggJ6enrY2Njw+PFjjh8/Ljx0kydPRlFRkdTUVDQ1NQkJCSEgIICoqCgRPVZTU2PdunVs376dadOmAR+8nq6urmzYsIHTp08TGBjIxYsXcXR0BBAAkN7eXs6ePcvs2bNRUlLi5MmTDBs2DD8/P+zt7amoqEAikbB48WLMzc0JDAwUf8eNGzeIj4+nvLwcd3d3pkyZQnZ2NoMGDcLAwID+/n4hwz548KDYeMkPBOU4/Js3b/L06VPU1NQE0GLdunU8fvyY6upq0tPTCQkJQUtLi8jISOFG9PT0ZP/+/ZiZmXHt2jW6u7vR0NAgMDAQbW1tYmNjOXPmDKGhoVRUVAiAT19fH8+fP8fBwYGsrCyRWPjhhx9En0kOXXj79i319fXo6enR0tLC+fPnGfovcf3w4cO5ffs29vb2mJubY2NjQ21tLUOGDOGbb75BXV2dlJQUfv75Z7y9vZk3bx4WFhaMGTOG69evY2Fhwbhx48QESiKRCKWFi4sL586dQ1tbG0tLS7Zu3So2WpaWlqxYsUK49eLj4/nxxx8xNjZGU1NTTHj09PQ4e/Ys6enplJSUiM0HfABN/PTTTxgbG3Pu3Dk2btxIeno6U6dORUdHh/Xr1/PkyRM0NTXx8/MjJCREHFLLD0337dvHvn372LRpE2ZmZmJKCIjeI3w4CIcPzIX9+/ezZ88eHj9+THBwsHit5OTkiDoDQGRkJB0dHTg5OeHs7Exrayu///478GGSLHeohoWF0dXVhYODA+vWrRMqKoDBgwdz5swZent7qa2tFWom+etEDvuTx6qdnJwoLi5mxowZQjq+e/du1NTUWLZsGWlpaURHR9PQ0ICnpye+vr50dXVhY2PD3/72NwGg2r17N5WVlcycORMvLy/evHlDdXU1v//+O+np6URHR5OXl4eJiQkAjo6Owo8r5ywYGRmJFIZcp6WhoSHWjD/++CN+fn5cvXpVqLCKi4vR0dFBTU1NQNGWL19Of38/Pj4+aGpqYm1tTVJSEvfu3WP69OniPpqSkoJUKsXFxYWEhAQRL3348OG/rWldXV2prKzk8OHDbNiwAWNjY6KionB1dUVBQUEkxgAePHhAYGAgw4YNA2Du3LkcOHAAX19fVq9ezYgRI4Si6OnTp7x7904kRp48eUJYWBiVlZUEBweLde/3338vdCK//vorN27cQEtLiy1bthAWFiaimDo6Opw4cQJFRUWamprQ1NQkLi6OOXPm4OLigrKyMgUFBXz77bds3bpVvNZHjhwp4rvJycmcPXuWsWPHsnHjRqHC2rVrF1KplAcPHrBhwwaOH/+QjBwxYoTgHPzyyy+sXLkSR0dHrK2txRp98+bNqKurA/Ds2TPBLJBvDuXdYW9vb4yMjPD29sbf31+YDCQSCQcPHiQ7O5uoqCi++uorjh49ip6eHtHR0YSHh5OYmIizszN//PEHqamp4vuxYMECJBIJdXV1NDU18f333zNhwgTOnTvH5MmT0dPTY/Xq1ezdu5fvv/9egK58fX0JCAhg3759REREYG5uTmhoqHh+Lly4UKhe5DCxrq4uurq6UFZWJi4ujk2bNv3fXkv/K9d/1DEMDw+fwIfI6ERgKB96hnP+9d9P/pOO4f8f165du7YtXbqUt2/fUl5eTk1NDT09PXR1dWFlZUVzczPV1dVisW9ubi4gGMrKygKJb2xsLCiR8pvou3fvGBgYwMLCguLiYhG/q62txdXVlZcvX2JkZCSIpDo6OtTX1wvXnVQqFVng+vp61NTUMDc3F5vXK1euUFZWxrhx4xgYGEAikZCZmSke/HZ2dsCHQndeXh4ODg6iI6SlpYWuri4NDQ10d3djb29PUVER5eXl4t86MDDA6NGj6ejoQEVFBS0tLdE/SEhIwNjYmJKSEnx8fLCyskIikeDp6UlFRQX37t3j9evXGBsbk5ubS2hoKHV1dVy4cIHOzk4aGxsxMzMTbqPnz5+jr6+Puro6mZmZdHZ2oqKiIm6WAQEBGBoaEhMTQ0BAAFKplNjYWOGUq62tRSaTiWhPQkICtra29PX1oaKiIjo9jY2NuLu7097eLjL3VlZW1NXVcf36dVHIf//+vVBRzJw5k6ysLDIzM8nJycHKygpDQ0OhupCfjv3444+itxEfH093dzcGBgYkJyejpaXF+fPnGT16NKNHjyYvL0/ExLS0tASddeTIkWhqalJdXU1LSwthYWGiJD958mSePXsmCKsDAwN0d3cLUb3chdff3y98WydOnMDe3p7m5mZKSkrQ09OjqKiIkpIStLS0MDY2xs3NTRAsg4KCaGlpwdXVlSdPnjB9+nQyMzPp6ekhISGBvr4+amtrMTAwwM/PT/Sq5FG25ORkqqqq8Pb2FpOflStXitiQHIIBHzDLjo6OqKuriwdWdXU1xsbGJCcnY2hoyMOHD6mursbU1JSWlhZ0dXV58+YNI0eOFK9fJycnMjMzRfzZw8OD+/fvC3LlqFGjaGtrQ1tbm+7ubhoaGmhoaMDFxUWc1BcXFwvXoTxuUVxczMiRI0X0ZmBggPz8fIYPH05TUxPDhg0TZL+SkhK0tbWxtbWlq6sLAwMDampqsLOzY/To0Xh4eFBQUICRkRG///47+vr6/PLLLzg7OwtQ0/Dhw3nz5g0ymQxLS0sKCgrIyMhAVVWVZcuWiSikVCrlzz//xN7enlGjRnHs2DGGDRtGR0cH9+/fZ8SIEcKzqKKiQk1NDX5+fqiqqpKdnY29vT3v379HQUFBkNyqq6spKysTC9e4uDiKiorExLOnpwdTU1OysrI4fPgwsbGxHDhwgEuXLomOdE5ODh0dHSgoKLBp0yba2tq4ceMGjY2NjB8/ntraWr777jv27NmDg4MDXl5eTJs2DR0dHSZOnCi60fr6+sybN483b97g6upKUVERBgYGoj8mp8+2tLSICWZZWZkgxd24cQMNDQ2mTZvGiRMnUFNTo7y8XBBvx40bJ0A33t7eGBsb09nZibOzMzt27GDKlClMmDCB+Ph4TE1NmT9/Pj09PZiYmFBTU4ODgwO7d+8WACw1NTUiIyOZOnUqJ0+eZMaMGbx48QIfHx/hO5NPOHV1dcXHc3JyRLRaKpWira0t4oNz587l1KlT2NnZCdXF5cuXaWpqQlVVVQCTHBwcsLW1FTCkR48ecfv2bY4cOcInn3zC0qVL+emnn8TE7/bt23R2djJz5kxaW1uZNm0ampqa5ObmcunSJUJDQ/nhhx+YPXs2AQEBYvElPyTKy8ujo6OD2NhYNm/ezN///ndMTU1JSEigt7eX+fPnc/v2bYKDg0U/SFdXV0RpLS0tqaioEAcq2traLFq0iKKiIqqqqsjNzaW+vp4pU6bQ399PZmYmgwcPFkJrBwcH6urqMDAwoLu7m6qqKrS0tDA1NaWkpEQcrOrr64u0jDx+ZmlpyfXr1/H19UVTU5PY2Fjq6uqENy0/P59PP/0ULS0tbGxsUFBQQFNTk4cPHzJx4kRBpj5+/Dje3t6kpqYK8IOlpSWPHj1CVVVVEIenTZvGq1ev2LNnD3p6ety+fVvQLP39/Xn79i2jRo3C1dWViIgI/Pz8ePToEUpKSpSXl2NoaCggSjo6OpSWlmJtbU1WVpbYkCUkJGBhYcEff/whAB7yDuehQ4eoqakhMTERQ0NDeX9I6G3S09NFl+rUqVPs27cPAwMD7t+/T3h4uDh4c3Z25sCBA/zzn/8U7wn5Ari+vp6enh6OHzOAUPAAACAASURBVD9OSEgIXl5eGBkZsWfPHrZt28a0adOIj4/n+vXrHDhwgE8++YRTp07h6urKggUL0NfXF2mf4uJiPvnkEzw9PUlPT+fQoUOkpKSQlJRET08PxsbGaGtr88033zBu3DhSU1MJCQnBx8eHc+fOcfz4cR4/fkxcXBwymYyIiAhu3rxJbW0tRkZGbN68mYqKCgGROnHiBJqamvT396OkpCSUBvJIn5zW3tTUxMDAAEOGDMHExISAgAAGDx7M4cOHRTJH/kyVT1eLiopob29HJpNx/PhxpFIplZWVqKqqoqurS35+vvBNd3R0MH/+fKGHyM7OJjc3F3NzcxHzlNOpCwsL6evrw8fHR/iT5Wqt8PBwdu7cKRymI0eOZPPmzWKSLu+nDhkyhJCQEC5fvsz9+/cJCgri2rVrbN++ndTUVLKysqisrOTSpUt0dXXR09NDUlISISEhWFpaMmvWLHJzc8Xa2MrKiszMTExNTUlKSuLWrVuoqanR2NgoRPLBwcHU1NTQ0NBAaWkpiYmJFBUVYWdnx5o1a6iurqa+vp5PPvmEqqoqUWkJDAwkOTmZ4uJi6uvrsbW1FZ2/+Ph43Nzc0NPTw9/fH1dXV3x8fDh+/Djjxo3D3t6evLw8NDU1uXbtmuBCyJNgWlpaXLp0SSTBfv/9d7Kzs4WlIDs7m6NHj/LVV19x+PBhmpub+eGHHwgNDRV8h6qqKn777TeioqLw9PTk/fv31NXVidf4s2fP+OuvvyguLsbV1ZX29nZWr17NkSNHePTokdDMLF26lPDwcFpaWoiPjyc/P5/t27cTHR1NZmYmHh4eTJkyBTMzMy5cuMD58+cJCQnhu+++w8vLi99++43Ro0fz9u1bCgoKCA8PZ8iQIZSWluLj48OePXu4cOECnp6eXLt2DfgwfHry5AkaGhrEx8cLFVNeXt7/1o5hONALTOBD13Aw4PGvj/38v/qX/u+6Ojs7xQm8oaEhqqqqDBo0iIaGBqGFcHFxES4zc3NzBg8eLLowMpmMiRMnCsR5TU0NSUlJlJSUMG7cOBFrMzU1ZdKkSchkMvr6+igqKhL4546ODvLz86mtrUVPT4/S0lKOHTsmxNpBQUH4+vqir6+Pjo4O6enpdHZ2snjxYiwsLJBKpWLRExISInp7cghGRUUFUqmUS5cu0dHRwZw5c1BTUxMPG4AzZ87Q1NTE2LFjKSwsRElJiZ6eHl6/fk1hYSEbNmygo6ODoUOHCjJiR0cHjo6OFBQUoKWlxe3bt8nNzSU2NhYvLy82bNjAyJEjcXFxEX2k8vJyzM3NWbBgASEhIRQXF2NiYoKzszNSqVTceF1dXbG0tBR00gcPHiCVSlmxYgVTpkwhIyODrVu3ir6IkpISZWVlQg0RHBxMcXExKioqVFVVUVNTw+TJkzExMaGwsJDIyEjGjh2LsrIyVVVV1NfXs2XLFlxdXUlJSRHgHDlO3cfHB21tbfz8/MjIyKCsrAxdXV3GjBlDVFQUZmZmnDlzhhkzZpCdnU1dXZ2IF9va2uLm5oa9vb3oJMyaNYukpCTc3d0ZNGgQurq6KCkpERkZKWLFkydP5uOPP8bd3Z2hQ4diYGAgIEByCqlEIuH169fk5+dz9epV0VOSl8RHjRpFfX09VVVVFBYWMmvWLJYtW8a8efOYM2cOZmZmnD9/HhcXF9asWYOZmRmRkZHU1NSwf/9+rl27RldXF7dv3xYxWFtbW1pbWwUIZMyYMbS3t6OhocGoUaPQ0dGhoqJC+IiuXbtGfX09w4YNQ1tbm/7+fqG0uHbtGjdv3qSsrIy4uDhycnKwtLSks7NTaF5mzpxJbW0tKioqpKamsnDhQp48eUJjYyPKysq8ePFCvPfy8vKIjY1FT0+PkydPMmbMGCEebmlpoaOjQxAMa2pqUFRUFMqRcePGsXPnTjIyMlBRUcHS0pLMzExMTEwIDQ3FzMyM4cOH09XVRVtbG1paWmhra5OTk8Py5ct5+PCh8A7m5OSQmZmJtrY2p0+fZurUqWRnZ9PQ0MDChQu5desWzs7OZGRk8M9//lNspIOCgnB1dSUkJAQ7Ozu8vb354osv+PPPP/H396e5uZmHDx/i7e1Ne3s7paWlzJgxg4qKCmxtbVFXVxdTTjkNTk413bdvH/DhpHPMmDHY2NiwadMmoYKxsbGht7cXNzc3PDw8mDNnjvBJBQcH09TUhK+vr5jgR0VFYWNjw6BBg3j58iWXLl1i2bJl/PzzzyxYsICuri6cnJzYunUrt2/fZty4caxdu5aioiJiY2P5xz/+QVRUFBcuXBAHF4sWLaK7u5vjx48L15f8ASefGC5cuBAFBQX27dtHdnY2dnZ2NDQ0MH/+fFJSUvjyyy/Jyspi3bp1LFy4EH9/f7EZ1tLSIiIigs7OTpYtW0Z5eTn19fW0trairKzMlClTOHLkCHZ2doJ6vHfvXnJzczl9+jRmZmbcvXuXtrY2HBwcRFqgvb2dQ4cOMWfOHE6dOiV66k1NTSxYsIDnz58zffp07t69S1hYGHPmzEEmkxEcHExVVZXo1ly6dImwsDARSZJrj9LS0igpKeHq1auCtOvh4YGxsbGgyg0aNEhEgSIiIlizZg1WVlbY29tz4MAB1NTUGD16NBKJRPxITk7G399fbKj+x1PlpKQkcagIH6aPubm5REREEBoayrfffsv48eNxd3dn+/btHD58mJycHPF+kUedZsyYwZdffsmDBw8EdEhFRQUrKyuMjY05fPgwd+7cwcLCQmiV5OAPBwcHVq5ciZOTE6ampigqKmJkZERiYiJ5eXk0NjYKSmBrayu9vb3CEZmWlkZwcDCWlpZYWFhw69Yt4UOTQyxmz54N/Hdh+saNG/nHP/7Brl27GDx4MHFxcSJdkpSURFNTE3V1daIWERsbi5KSEsrKynz22WeMHz8egPXr1wMf4mEbNmxAV1cXmUxGfn4+Y8aMISkpSSgM1NXVMTc3R0FBAWNjYyZOnIi6ujp+fn4cPHhQPOPlAviKigr++OMPUZd4//49y5YtE8A6BQUFUlNT+fvf/05VVRW2trZCti2Tybhw4YKYmDo5OTF9+nSB/1+3bh0ymQx7e3vOnDlDXFwckZGR4mukpqbGwMAAvr6+YpEu13dcvXqVWbNmcfDgQSQSCatXr8bIyEh0//Pz80lPT6evr4/S0lLxvgKws7OjsbERJycnnj17hqWlJfv37xeHiCtXrkRPT4+h//JArl+/XsBoLl68iIeHB8uXLyc/P59PPvkEiUQipoXjxo1jwoQJADx58gQbGxvWrVuHoqIiurq6xMTEsGPHDvT09FBQUODWrVvk5eXx/fffi0nz3r17SU5O5u7du+zbt4+srCyam5v59ddfsbKyYsqUKbx//x5FRUXc3d0JCQnB2dmZ2NhYJk2aJHrLb9++5c6dO3h6eqKoqIhMJqOzs5Ndu3ahr6/P3bt3iY2N5csvv8TZ2Zns7GxWrFjBuHHjmDt3LkuWLMHT05PCwkKcnJwwNjbmo48+QP7d3d3ZsmULZWVlTJs2DUNDQwICAoQ3Wb4BPn/+PBs2bGDw4MHY2tqyefNmhg8fzh9//MGnn37KpEmTKC4u5uzZsxQWFvL8+XPgQ+rs9OnTAAJYA4iOfUVFhUgqyH24EomEvXv3sm3bNiwtLXFwcEBTUxN1dXXi4+OZNm2agDY5OztTUVEhHNlz584lIiICZWVloRTR1NSkpaVFwNvS09MFeGX48OFCMzMwMICqqip9fX3o6uqSkJAg1j0XLlwgJiaGiIgIAerz8fFh9+7dTJo0SVRAJBIJNTU19PX1sXnzZl68eMFPP/3EiRMnuHnzJqWlpairq7Nlyxb09PR48OCB2BPMnDlTuBDlVaFHjx4RHx8PIJy/L1++5PHjx+K9KU8cACxZsoSCggKxyU1JSWHMmDGir+zp6SmgX83NzTx48IA1a9YwZcoUAAGJUldX54svvhCvd/llZGREXV0dNTU1wIfJs1xn8V+5/lPBfQLgDzwHOv/14zkQ8K9f+z/i0tLSEg45PT09LC0thaxU/kAYNGgQqqqq5OfnU15eTkJCArW1tQwMDIjNjr6+Pv39/Zibm2NmZiZ8cyNHjkQmk6GpqUlSUhLl5eWoqamhoKCAtrY20dHR6Onp4efnh76+PkpKSshkMkHkO3DgABkZGcL90t7ejpGRkZgYqaur8/TpUyz/G3PvGVT1ue5hX1Qpi96RptJBRBEBQQQrqKjYojEaa6IxaoxmZ5tEozEx7pCdGI0tmqixYQUb2BFBBKRKkSq9l0VdVFnvB8965j3fzrvnnJn3P+OXJDNgWKz1PPf9+12Xra2AwcA7ZcPDhw+RyWTcu3cPQ0NDfH19RUHf3d0diUSCjY0Nurq6TJkyBUtLS0HWUsB4mpqacHNz49WrV2hpaeHi4oKDgwPKysqib2dpacmIESOYN2+eOFwlJSVRXV3N27dvRZdMQfd89uwZ3t7e3L17l0ePHqGnp4ehoSEqKipER0fT29uLg4MDTU1N5Ofn8/jxY5qbmykrK6OpqYnNmzdjZmbG33//jZGREUVFRQwMDGBhYUFNTY2gWg4bNkz0CpcvX05cXBxmZma8fftWuP/kcjllZWWUlJTw8uVLHBwc+Oabb2hsbKS9vZ329naam5vF5DQ3N5exY8fS2NhIXV0dpaWlvPfee1y6dIm2tjb6+vro6+tjzZo1GBkZMWzYMGxsbNDQ0KC+vp4DBw7w/PlzysvLGT9+vOg1dnV1IZVKsbe3Jy4uTmCZ4R3uvKKiAmVlZRYvXix8a4ODgwQGBhIUFCS6cUZGRtjZ2WFpaYmOjo7YtnV3d7Nw4UJUVVWpr6/n+fPn3Lx5E6lUKuJCN2/e5MaNGyQkJAgZ+qxZswgODubMmTP84x//oKKiAgsLC1pbW/noo4/Izc0lMjKSlpYWhg0bhq2tLR4eHkilUuBd7EJxOCstLRUHoQ0bNmBra4uGhgb+/v64uLhgamoqtuuDg4PiIHX9+nW8vb25f/8+EomEwsJCVFRUhIy+paWF+vp60b3t7+/H1NSU0NBQ7ty5g7KyMqNHj8bb25uOjg4CAwNxcnJCU1MTFxcXJk6cyJgxY6itrSU/Px8PDw8AiouLMTMzIzExkZSUFMaOHSt6de+99x6PHj0SW5CioiJCQ0P5/vvvOXXqFB4eHqipqVFRUYGpqSkzZ87ExsaGUaNGkZ+fj7OzM69evaK9vZ0dO3Zw6tQpXr58SUZGBiNGjODevXv4+fmRkpJCTEwMS5cu5e3bt7S1tTF8+HDhyKuurubMmTMCZqGuro6vr6943RUWFlJaWkpZWRlffPEFr169Ijc3l5KSEmJjY0lISODIkSOiM2JoaEhxcTHDhg3jxYsXmJqacu3aNTIzM9HU1GTJkiVcuHCBmJgYDh8+TH19vRCsv/fee/z999/88ssvYvOYm5vLDz/8QGBgIL///js//vijUNz4+vqiqqpKSEgIS5YsYdu2bbi6utLZ2Ultba0gKpeXl4tUgqqqKt3d3VRUVJCRkYG7uzsNDQ2inz127Fg8PDywtbXl559/pr29nZMnT4p4l4WFBT/99BNnzpzh8OHDvP/++6JTrNj+vPfee/z888+8evVKxO309PREJ0oikRAYGCgGTe3t7aiqqvLNN98IWI+6ujo+Pj7o6+vz9OlTAR/S09MjNDSU1tZWzp8/T2xsLGfPnqW6uloMHGJjYxkaGiI8PBxTU1N8fX3R0NBAQ0ODzz77DC0tLV68eCHir5cvXyYrK4vRo0dTUlLCrl27sLe3Jz8/nxEjRoh40qpVq8RBWy6Xo6enJxxbNTU1+Pj4iIOVYsCluLg6OTlx584dVFVVhUYI3sFUFN2wrKws2tvbkclkREVFUVxcTHx8vBi8wLvOmpOTE15eXoSGhgqVjqGhIXK5nKamJrGB2bRpE87OzqxYsUJ8HvT09KCrq0tISAh+fn4oKyvj6uqKj48PNTU16OjoYGZmxvHjx3F0dKSiokJoTezs7CgoKKC0tJScnBx0dXW5fPmy0DQp4lyKC0FjYyNWVla4urpy/vx5fH19ycnJEdv0x48fCxftmTNn+Pe//y0OXocPHxYwjPDwcEFBdXR0pKGhQfSS1dXVWbJkCZaWlsJj/K9//Yuenh727dvHli1bCAgI4OXLl8hkMqqrqzE1NQXe+Tj379+Pi4uLiItNmzaN06dPs2zZMoyMjEhPT8fX15fs7GwSEhJE9MzExARPT09yc3OFDkTxvqekpERBQQHwjnKooaGBhYUFurq6WFhYMHXqVO7evcurV68oKSlh+PDhpKWlCQ+d4jl16hRr165l0qRJLFmyRCQTFKTszz//HCMjI+RyOaWlpSxZsgSpVEpJSQlWVlZs27YNuVyOqakpnZ2dNDU1ER0dzeTJkzl06JAYftfU1GBgYCCGKefPnwfexT8rKipISUkhISGBOXPmsHv3bhwdHbG3t2fXrl34+PhgaWkpBuT+/v6irnP9+nVBht6/fz/vvfceM2fO5Ny5c6xfv56dO3cyevRoEVVXUM6fPXuGrq4uKSkp7Nq1izt37jBz5kxUVVXZsGEDK1euJDMzU1Cf6+rqyM7O5t69ewQEBPDxxx+Lfn1VVRUaGhokJSWRlpbG4cOHefPmjYDhXblyhf3732E8XFxcUFJSYvv27dy+fZs//viDR48eoaqqSkxMDLt27WJgYEAoHhQ+yRkzZnD16lVSUlKYOHGiqL+sXLmSly9f0trailwup66ujlWrVjF58mSRElFSUkJLSwtHR0eqqqoEKG/GjBni9+n48ePMnj2b9PR0UlNTWbt2LQYGBiLaXFlZyfr164mLi0NbWxtVVVVevHjBtWvX2LdvH5s2bWL06NF4eHigo6ODsbGx6JO/efMGAwMDNm7cyGeffUZDQwPHjx8nPj4eHx8fTExMCA0N5auvvqK7u1sMbgoLC0lMTBTJL4lEgpGREX/99Rfh4eEYGhrS09MDvHOdHzhwgJ07d/L1118jkUhwcnKivb1daJ1sbGwEdf7PP//k448/pqKiQrhgFToQxaNYEsyePVuQfOGdh1Lx+6jgdJw+fZoTJ05w79490R1XVAcqKytFXW3Xrl3C56zoHIeHh9PR0UF2drZgiCieiIgIZsyYwaFDh5DL5Tg6OvLhhx/ynz7/Y4+hXC5PksvlU+RyueS//gTL5fLn//FX/j94+vr66OnpEa7Bvr4+DA0NGRoaora2VrjSFBsdQ0NDEX9TUD0VGP/y8nI6OjrQ1dXl+fPndHR0CAFzZ2cnISEh6OvrY2JigrKyMhKJROSoe3p6hBvm/Pnzwl9mb2+PioqK2OAp+m4ymYyhoSH8/f0FxW/Dhg1iopqbm8vUqVNxcHAQ7rWAgADc3NzQ1dUlKyuLwsJC8Uum2H4oDnkKfYCTkxOWlpbExMTQ3NzM6NGjycvLQ1tbG11dXWxtbTE1NRWXu/7+fjElq6mp4dy5c5SUlKCqqsqsWbMIDAzk4sWLVFZWirhoXV0dHR0dmJqaYmNjI8TbZmZmIusN7974Xr58Kfw1injJuHHjCA8Pp7u7m9TUVBISEuju7sbAwICsrCxKSkr4/vvvMTIyIjs7m76+PmxsbMTPTlNTk6CgIGxtbXn8+LGIgw4ODorivIuLCwEBAWzZsgVDQ0MWLlyIn58fnZ2dSCQSVqxYIdxOysrKVFZWkpmZSVJSEg0NDTx58oQ5c+bw/PlzsrOzBdVNAS25ePEiI0eOZGBggMrKShYtWoSjoyPR0dE4Ojri7e1NY2Mjtra2LFq0iNzcXHp6eoiOjsbc3JyzZ8+yePFikpOTaW9vx8bGBh8fH6ysrIiNjRVb8IcPH5KVlYW1tTW9vb3I5XI0NTV59OiRuMhMnz6dDz/8kN7eXtra2jh//jzfffcdu3fvpqamhqioKIaGhvjrr78AsLa2pqGhgcePH+Po6EhnZyd5eXm4uroyduxYYmNjGTFiBHl5efj7+9PX18fPP/9Mf38/nZ2dXL58mTdv3tDZ2Ymnpyetra0CMGNiYoKVlRVdXV3s3r0bHR0d0tPTheg7PT2dkJAQnJycMDQ0JCEhAZlMJjQFcrkcFRUVzp07R1xcHPr6+jx8+JChoSGKi4u5d+8eTU1N1NfX4+TkRFpa2n/TsDx58oSenh6GDx/O0aNHOX36NH/++ScPHz4kLCxMTKJbWlpQU1Njw4YN2NnZERcXJ1DhlZWVLF++nKKiIiorK9HX18fY2Jjdu3ezc+dOjI2N2bhxI9bW1tja2nL9+nVSU1OJjY1FV1eXhIQE/Pz8aGtrE7L3p0+f8tFHH4lItr6+vuim3b17F1VVVdzd3Zk2bRqenp4YGxuLyX9ubi5NTU3iIH306FGOHz+Otra2eF968eIFFhYWaGho4OXlhUQiQVdXlz/++IPKykpSUlJwd3fHwMAAf39/tmzZwpMnT4Q3bMSIEQwODmJnZ8d3333H0qVLGTNmDCdPniQ2Nha5XI6NjQ3379/HycmJx48fY2Zmhq2tLSUlJdjY2HDlyhXOnj2LsbGxGCI8efJEDL80NTUxMzNDX1+fqqoqQV/NyckRvYy8vDxMTEwwMDCgp6eH6upqrly5wosXLwgLC+Orr75CLpfj6+tLf38//v7+HDlyRChwbt68yfjx4zExMcHR0RE7OzskEgmenp40NDSQmppKRkYGVlZWlJaW8ujRI9GrfP36NTY2Nnh4eFBeXs6SJUuYPXs2xcXFqKmp8cEHH3Dr1i00NTWZNWsW5eXluLi48Omnn/L+++8TFRVFfn4+SkpK3Lx5k+DgYKHf8fT0JDg4GAcHB0GOvnDhAlOnTmXfvn18//33yOVyjh8/LpDrig44wIEDB7CyssLW1pawsDAAfv75ZwYHBzl16hRSqZTk5GRiY2NZsmQJ3t7eLF68GC0tLdra2nBzcyMkJIRx48bR0tLCpEmTaGpqQiqVis8aOzs7XF1duXnzJnp6epw4cQJNTU2hq1H0YktKSujp6SEyMlJ47gIDA1mxYgUXLlwQQJzq6mocHBwYGBjA2tqaxsZGVFVV8ff3RyaTiTTH48ePBflbQdDcsmULlZWVuLu709LSIuKKdXV1KCkp8ezZM2JiYpDL5cTHx4v0yYoVK7h27Ro2Nja899571NfXU1BQwLNnz/D09ERJSYkxY8awfft2Lly4wL1790SU/O+//8bOzo779+8zcuRInj59SlRUFCEhIbS2trJx40YB7xkYGKCnp4fm5mbWrVsHwOLFi1myZAmXLl1i8uTJjBo1Cl9fX3Gg/eGHHzhz5gyxsbEUFRWJKKSVlRUVFRXk5eWxfv16QTFXbPQNDAyIjo4WX8fb2xslJSVxaFZcCpOSkvDy8mL37t2YmJiQlpbG8OHDuX//Pn5+fqSmpoqev62tLX5+fkyaNAmJRCI+s1VVVdm4cSMmJia4ubnR3NzMtWvXcHd3F/+NkpIS8+fPJygoCAMDA8zNzcXld8KECTQ2NnL+/Hns7OzYtm0b5eXlWFlZERYWRm1tLRKJBFdXV1xcXETiQuGXnjhxIn5+fpibm3Pnzh0kEgnV1dWUlJRw9epVdu7ciZubG9u2baOrq4tPP/2UuLg4hg0bRk1NDampqSxYsIA5c+Zw4cIFbt26xb///W9qa2t5+PAhFy9eFD87S0tLZDIZzc3NZGZmoq6uzg8//EB5eTlnz55lzJgxlJWV0dXVRVtbm+ggZ2VlERoaKpIPAwMDnDhxQnAKFEMbBwcHxo0bR35+Pk1NTeIyqwDm5eTkMH36dK5cuYKSkhKHDh0C3g1vDAwM2LJlC/fu3QMQ57yCggIePHggXsuNjY3o6uri4ODA6tWrcXBw4P3330dJSYnffvsNTU1NXF1dBQcA3tEvk5KShDP5+++/R01NTQwhIiIiiI2NZenSpWLZoRhgyOVyxo8fz+3bt1FTUxPv8xYWFuL18euvv2JnZ8fEiRMpLCwUwxnF59OaNWsEqGn16tUiBaC4YK9Zs4bNmzezc+dOtm7dysyZMykvL+fgwYMYGBjw9u1b5s6di1QqpampiaioKJydndHU1OT06dPi+0hMTOT48eP4+flRVFTE8OHDsbe3Z8+ePbi4uIjqha6uLjKZjM7OTvbt28fWrVspKSnB09MTuVxOdHQ0p06dEswFxdAyMzMTQHy+wbueqo6OjvC+Jicns27dOuRyObW1tdTX19Pa2opUKmXPnj2UlZWhp6dHR0cH7u7u3LhxgyNHjvDll1/S1NQkepJyuRwfHx/s7OxEuqGvr48///yT//T5H3UMAZSUlIz37t37xd69ez/du3fvkr1797rs3bs3f8+ePbL/+Kv/Lz8//vjjHg8PD6qrq0W00t7enqysLFRVVQUMoby8XAjt29vb0dDQQElJCQ0NDbE9VFFRob+/n/7+fmxtbUVZWSaTIZVK0dXVZWhoiKamJrq7u/H09KS5uRknJyecnZ2FT+2HH35gaGhI0E2VlJQwNjZGKpUikUgEkKaoqIiOjg6x4dPR0SE/P1+4A/v6+sR2QlVVlczMTJqammhvb0dTU5PRo0dTUFBASEiIWHG7ubnx/PlzMZlpbm4Wmx7FVGhwcJAZM2bQ3d3NwMAAvb29VFRUUFpaSmNjo/BJ9fb2YmNjg6enJ52dncycOZMzZ84QHx/P48eP8fHxwc3NTSD5q6urcXFxETh4uVwuOmEGBgaoq6uLKGhfXx+jR4/Gx8eHsrIyjIyM6O7uJjg4WPQnFU6zwcFBxo4dS2trK0ZGRvT29orIcE1NDcrKytja2ooPcIWnztvbG4lEgra2Nk+ePBEXoKSkJEaNGiU2KmlpabS1tTE4OMibN2/EdDwrK4sFCxZgampKf3+/oNY2NDRgZ2fHrFmziIqKEpN2iUTC9OnTaW5uFj2Nrq4u9PT08PLyor6+nvT0dHR1damrq8Pbk3FXfAAAIABJREFU25ve3l4SEhJobm4WOhSF6uGvv/5i3rx5qKuri55hYmKi2PgaGhqioaFBZ2cnurq6dHZ2MnHiRFRUVCgvL6e8vJzOzk5xcJg+fToJCQnCoaWmpoaDgwP9/f2Ul5ezbNkytLW1xWFLW1tb+CTb2towNDQUhD4FgTYoKEgcXBITE8nNzcXOzg4TExOhYHjz5g3Gxsbi8vvgwQNGjRqFtbU15ubmPHnyBH19fbS1tXF0dERTU5OysjKcnZ0Fgcze3p6ioiL09fWxtLQUnlFlZWWkUinq6urk5+fz4MEDnj9/TkpKCr6+vjQ2NjJ//nwuX77MxYsXuXTpEv7+/nR3dzM4OMi1a9coLy9naGgIfX19YmNjWbduHXfv3hXQptTUVBGf0tTUFLCkFy9eUFhYSENDAzKZTACsSkpKmDhxIgYGBlhaWqKnp0dBQQEDAwOMGDFCwAOys7MJCAigsbGRiooKvLy8ePHiBYsXL6axsZFbt27R2toq+sPBwcHMmjWLGzduoKOjg5OTE9OmTRPqCQMDA9FTsLKyErJzAA0NDSorKykuLqarqwsNDQ3c3Nx4+vSpIJnm5OSgoqIiYFb3799n7NixFBcXExERIYiJU6dOpaKigosXL/LNN99gZWXFzJkzhZKmqKhIEIa1tLSQSqXU1tbS0dGBq6srKSkpTJ48mUuXLjFu3DjS0tLQ1tbm9evXLFy4kLq6OkpKSqioqMDGxoa//vqLw4cPY2Njg6qqKikpKQwODmJhYYGxsTFyuRxdXV2am5spLi5m1apV6OvrU1hYiKqqqgAtGRsbEx8fT2lpKSNHjiQyMhINDQ36+/uZMGECfX19GBgYcP36dcrLy2lsbKSkpAR7e3skEolwkWpra6Otrc3cuXMZP348Fy5coL6+no8++oiuri6ePHkiXpMKMJqFhQWmpqbk5eVx5coV3rx5w4kTJ/D19eX777/nX//6l/Di/fnnnzQ3N1NSUkJVVRX37t1j4cKFfP755+Tm5tLS0sKMGTOYMmUK586dQyaT0dPTw+nTpwWN+erVqzg5OYnfi4KCAqysrEQqwsfHh4kTJwpa49OnT0lJSREgr1mzZpGSksLLly/p7Oxk//79JCUl0dPTI0jIis73F198IXr5it/X1tZWZDKZGGDdvn1bXDqzsrJwcnIiPz+f1tZWxowZIzbbZmZm+Pr6Mnv2bO7evUttbS1qamoMGzaMadOmIZFIxCVZXV2dCRMm8OLFCxwcHIiOjhaDoTdv3nDr1i0xXFQMhn788UdOnjzJ2bNnuXv3Lk+fPsXS0pKGhgZ++eUX1NXV0dbW5sqVK8ydO5fp06cLlcHOnTs5e/Ys1tbWuLu7C3/hyZMnMTIyYuLEibi5uXH+/HnMzMwoKChgcHCQgoICcnNzCQwMFEOmtrY2jh49yieffIKvry+Ghoa0t7eTnp7Oe++9x82bN9m8ebO47E+aNInff/9dXJRkMhl37txhwYIF+Pj4iN7Rzp07hWt06tSpxMXFYWxszK1bt7CysiInJ4e3b98K0roisj5q1CgqKipobm7mo48+IjU1FRcXFy5cuMCXX37JN998Q2hoKD4+PiQkJFBbW4uHhwd9fX3Mnj2bq1evUlpayuvXr5k7dy7Hjh0jICBAbAz9/Pzo6uri/v37NDQ0EB8fz9q1a/nll19QVlYWrtBjx45x5MgRtm/fTlhYGMuXLyc5OVmQujs6Onjw4AFz5syhq6uLgIAAZDIZ27Zt4/333yc9PZ2GhgaRClI4BLu6usjPzxepnf379+Pg4MDUqVOpq6ujtbUVTU1NsTkcM2YMEomER48ecePGDW7cuEFZWRlz5szhzp07BAYGUl1dzYQJEygoKKCiokLUcmQyGV9++SUtLS04Ozujo6NDW1sbrq6uREdHM2rUKBYuXIi9vb3oy3///fecOXNGdNUAHjx4wLfffitcrLm5uZiYmDBt2jTha+zr68PU1JS2tjYSEhJwdnZGV1eXtWvXYmtri4mJCU1NTcTGxjJmzBg0NDS4ceMGxsbGmJubk5GRQUJCAtu3bxcU2YiICEaOHEl+fr4gHn/66afs3LlTEFT379+PmpoaS5Ys4erVq0yePJnOzk5GjhzJ3bt3xWWppKSEzz//HFVVVby8vEhISGDChAmUlZUJ3VJtbS11dXW8ffuWZ8+eERERwfjx45k3bx4nT55k/PjxvHr1CkBQ8NPT04mPjxfchZcvX9LV1cX48ePx9PTk7du3ZGVlkZqaSnBwsKB3K1y6im3x9evXWb16NXK5HDs7O0aOHElsbCw//fQTBw8eZNGiRbx48UJwSlasWEFkZCQ5OTnU1tbS2NjI+vXrSUhIYP78+QAi2jw0NMSyZctoaWlhcHAQqVRKa2srhw4dwtzcnG+++QZbW1saGhpYtmwZmpqaDA4OYmtrS2trKw4ODiIy+49//IPCwkIGBgbERr68vBxTU1NSUlIIDg7m0qVLmJubc/369f+7jqGSklIAUArsBhb8159vgdL/+nf/v3iUlZWpqamhq6sLgPLycuFBUvifVFVVRTRvaGgIExMTQQEtLi4W/SUNDQ2BttbR0REXkLq6OuES0tfXF04pZWVlBgcHycrK4unTpyQnJ4teXEFBgZCwt7W1YWlpKaIcDg4OggyprKzMpEmTsLOz4+XLl9jZ2TF8+HCGDRuGVCplcHCQvLw8DAwMxAVIQQRrampicHCQxMRElJWVaWxspLm5GQ8PD4qLi6mvr6e3txcPDw8cHBxwcHDA0dGRuro6bty4gaWlJcbGxgwNDZGRkUFLSwu1tbUEBQVRWVmJkZERNTU1tLW1MW7cOFJTU9m5cyf19fXcvn2b1NRUUfqPi4ujqamJnJwcwsLC0NLSYsuWLZSUlKClpSUK+bm5uYwZM4aQkBDa29v59ddfxZSroaGBnJwcXr16RVVVFfr6+lRWVtLf309tbS1GRkZkZmbi6ekpStWrVq0ScIqPP/6Y6upqRo0aJQ6JI0aMYGhoSMAQFFN9ZWVllJWVKSkpYf78+RQXF4tLsbe3t+heNDY2EhMTg6GhoVAJeHh4UFdXx+7duzE3Nyc4OJjw8HBcXFyora0V1C+At2/fEh0dTU5ODnfu3CE8PBwHBwfc3d05ePAgt2/fxtTUFGdnZ06ePImhoSG6uro8fPiQgIAA8Rqwtramq6uL7du3iynv69evhctNAecoKSlh+vTpAoTj4OBAQkKCINy6uroyf/58Vq1ahZeXF35+fmRnZ4v+q7Gxsdj2mpmZ8erVKwoLC6moqEBDQ0NQefPy8rCwsODSpUtCDj5nzhwWLVqEuro6JiYm+Pn5oaamhrKyMm/evCE4OJj79+8TEhJCTU0N9fX1jBo1CiMjI2xtbSkuLub69es0Njbi6OiITCZjw4YNGBkZMTAwgIqKClVVVXR3d1NVVSU2aJ2dnaIfuWnTJlxcXIT+Ytq0aTx//i7k8PTpU7744gvRI1ZccrZu3Yq9vT25ubliy21iYoKXlxeJiYk4OzsTHBzMsmXLSEpKYvLkyaSmpgqS2ZgxY8jJySEvL0/Ebtrb20XEXVtbG1NTU+Lj43n16pWQwSvopfr6+hw6dIjW1la2b9/O1atXReTVycmJa9euiQtqXV0dP/74I+PHj2fKlClkZGTQ0NCAXC6ntbWV6upqqqurkcvlLFq0CDU1NRwdHSkpKRHDpvj4eAG6Wrx4MbGxsXR0dBAeHo6fnx8SiYTExESkUinFxcUkJyfz22+/4efnR3h4OBYWFnh6evLll1+iqqrKrVu38PHxITc3Fz09PRYsWIBEIhH4/yVLljBs2DAWLlyIrq4ugDhcFRYWMm7cOBwcHASQoaOjQ8SybGxsmDhxIpMnTyYjI4O+vj4mT57MrVu3ePnyJT09PQwNDfHmzRsR5fx/+63s7e25dOkSq1evJiQkhOnTp7Ny5UpMTU2ZMWMGUVFRjB07loCAAKKjoxkYGGDy5Ml8/PHHNDc3c+DAAY4dO4ZMJmPZsmXMnDlTVA+UlJTo6upi3759oj8LCJVBf38/bm5uGBoa4u/vz4wZM3BycuLFixeUl5eLy8+qVavo7e1FR0dHREPhXSfw7NmzfPLJJwQGBhIQEICnpyfffvst8M7PpQBNLVy4EHjXU3rw4AEBAQGCEvzBBx/Q3NxMamoqra2t4gL6z3/+k08//RQrKyv6+vq4e/cu9vb2PHr0iOPHj2NgYICpqSmjRo3i6tWrXLp0CT8/P+bOnUtoaCjr1q1j165dXL9+nZiYGBYtWoSqqiqqqqoiltXa2kp2djY6OjpMmDBBdNwyMzN5+/atiBInJiayePFiZsyYwZ07d4iKikJTU5N58+YxdepUpkyZwrVr17CysmJoaAhlZWX6+vq4desWenp6rF27lkuXLnH8+HFBi1y0aBEJCQmCZt3f34+SkpLon8pkMtra2khKShLpi8HBQV6+fCn6/d9//z1lZWXs378ffX19QSuPi4sT7ynwLsZpZGTEzZs3iYiIYN++fQJQM3z4cBFjLioqoqamhvT0dG7fvs2OHTuESksikRASEiI2NT09PXzwwQeCULp69WqOHz9OXV0dW7ZsYceOHVy7do1ly5axadMm8ZrR1NTEw8MDQ0NDgoKCRCrCwsICGxsbEcUcN24csbGxWFhY0N7eLhD/v//+OwBLly7FycmJ6Oho7O3t2b9/P19//TVdXV2UlpYSHBxMZGQkBw4coKSkhDt37lBeXs6RI0f49ttvCQgI4Nq1azx9+pSLFy+ipaVFZ2cnU6ZMEZsvQPStnz17hqmpqehY3blzh8zMTPLz87l8+TK5ubmCqnz79m2cnZ3R1tamurqawsJCUlJS2L9/P0NDQ+jp6TFt2jS8vLwoKSlBLpcL2rHiPXn06NEcOXKEN2/eiFiluro6Q0NDtLW1UVJSwtmzZzlw4ABTpkzh22+/RVtbG5lMRlZWluitfvbZZ3R3dxMbG0tQUBBxcXFi4BAdHc3169fR09Ojt7dXAPUKCws5fPiwSIRt2LCB7OxssTmDd71MgOzsbLEpOnPmjCCQAnz44YdYWlqSlpZGQEAABQUFhIWF8d133zFy5EiOHj3KpUuXOHHiBNra2nh6emJnZ4eOjo5Ifvj5+bF+/XoWLlxIWFgY7e3t4vdBEf/+66+/mDp1KlpaWmhra7NixQra2tpE3PTu3buEhoYKkNq+ffuAd9UYeKeVO3bsmBjmubm5kZycLKLxjx49Yv78+dTU1PCPf/xDDBu9vLy4d+8eGhoa/Pzzz8A76IqRkRGXLl3CxMREdJh7e3tJT08XoDB45wm1tLTkn//8JwCjRo3Cy8tLqCCOHTvGjh07KC8vp7m5mZiYGLFpLywsJCgoiGnTpqGlpSXSb25ubpw+fRpDQ0M+//xzVq9eLbq9CvenoqtpamqKu7s7Xl5ezJs3j6CgIDw9PYmIiKCiooKbN28SEBDA3Llzyc/PJysrCxUVFRobG4XnU9G5ffz4MaampuzevRtTU1P09fVFH/i3335DR0dH9A3/k+d/SiW9BSikGMWAFDAEhgHj9uzZc+I//g7+F5/9+/fvMTMzQ01NDS8vLwC6u7sxMjLC1NRUTOL09PTo7u6mvLwcJSUlBgYGMDc3R0VFBSsrK3HAUGwNAaRSKe3t7YJoNTg4yMDAADY2NlRXVwv5uULYrph+KKbERkZGtLa2YmpqirKysogxGRgYCGhNeno6Dg4O9Pb2YmRkxKhRo0hISMDFxYURI0aQkZGBsrIyzs7O1NfXo6KigomJCX19fVRXV2Nubk5vb6/wo9jY2IjJmre3NxUVFYIEODQ0RFVVFZaWllhbW4sPtaamJjw8PBgcHMTX1xc7Ozuam5tFR0hNTU1EaBVbg2PHjvHTTz/R399PcXExdXV1qKmpiS7L4OAgcXFxIrowbNgwJBIJ9vb2uLq6EhcXh91/eeE6OzsFtEUhiZ01axbPnz+nsrISHx8f0f3Iycmht7cXLS0turu7ycnJwcbGRoB0FNL4UaNG8fr1azIzM/H29ubVq1dIpVKMjY2prKzk4cOHAvbx9OlTPD09BdykvLwcf39/BgYGqKmpYerUqaSlpYmIi0JsHhQUhKmpqRhM3Lt3D0dHR0HtU9AD09LScHNzo76+nqSkJB48eEBVVRVOTk4EBgaKmBa8K10XFBQIWttff/0l5NgeHh7ExMTQ0NBAc3OzkKrb2dkxb948ampqGDt2LPn5+RgZGZGXl4empiZubm5ic6OsrCy8iNevX+fFixd89dVXSKVSGhsbuXjxIkFBQejr69Pb24uFhQVSqZSRI0dSWFhIYWGhIKNu3LiR5uZmGhsbkUgkQnmgkMXPmjWLqqoqZs6ciaWlpdi2v337FhsbG3R0dGhpaSE7O5ucnByampqYO3cuXV1dWFhY8ObNGyQSCcnJyaxatYrW1lbR/1VMhYcNG0ZjYyMymQwtLS1iYmLExUhbW5vS0lK2bt2Kh4cHZ8+e5c6dO4waNQpPT0+qq6sFrTM6OlqU6v/++2/s7e2xsLAgNTUVY2Njuru7BUkzNjZWxLK7u7uRSCQYGhoyYcIEAgMDKSoqwtfXl+rqajo6Onj+/DlBQUG0tbXh5+dHR0cHL168wNDQEE9PT6qqqnj9+jVNTU1kZmaira0tLvQzZszAxsYGa2troVRQoNHPnj2Lr68v5eXllJaWiqK94mD09OlTIV5vaGhg+vTpxMfHY2pqio6ODhkZGVRVVREeHs6dO3coLS3l4MGDrFmzhpCQEPLy8ggPD+fly5cinWBpacm5c+dEgf7kyZOMHDmSoqIiuru7aW9vJy4ujvfff1/Edry8vDhx4gQymQx7e3txKFyzZo2IlDc3N3Pnzh1cXFx4+PAhnp6e+Pv7U1BQQH19vYiGKiLy586dY9q0abx48YKamhq6u7uxtrZm6tSp5OXlCdBIfHy88FsqADf19fX8/vvvfPXVV4K+efnyZdzc3Ojo6BAXqeHDh5OXl4enp6foEd29exd3d3eCg4O5ffs2e/fuRSqVUlRUhLOzM01NTWL45ODgIAYGT548EZ3MP/74A3V1dVRVVQXVMTMzk0OHDqGkpERNTQ1ubm6kp6ezdOlSHjx4QF5eHqdPn+bp06fiwu3r64u2trboVcK77s3bt29ZunSpcNOmpKSwd+9ewsLCuHnzJmVlZfj7+wunrZaWlvBcDh8+nB07dqCpqYm1tTWjRo1CKpUKAIxCWaHYMg4ODtLR0cG6devIzMwUepfq6mrGjRtHeXk5ixYtQldXl2nTplFdXU1nZyf6+vpoaWnR0tJCUVERUqmUgYEBYmJi8PHxISsri08//ZSHDx/S2NjIvXv3xGfcmDFjxPBJQYlVbMkbGxspKysTA1E1NTXy8/P/m+M0KyuLgoICrl+/zmeffcZHH31Edna2qA8kJCSwaNEiMjIyGDt2rLgI7N27l88//5zXr18LN6TCQSiTyUhLS8PR0ZHRo0ezevVqNmzYQGxsLI8ePSI3Nxd9fX18fX2prKwkLCyM27dvc/fuXYqLi2lra6OiooLCwkIcHR0pKipi6dKlGBoaUlJSQl5eHrt27UJHRwdtbW3c3d3x9/fnypUrAPz555/MmjWLw4cPC1doT08P5eXl5OXlYWZmRkpKCkZGRlhZWZGdnS1gZI2NjWRkZLBy5UpWrlxJTEyM2FpVV1dz6dIlKisr+eKLLwgICCAnJ0dslgGhz5o4cSJff/01ZmZmZGdnc+LECRobG0lLS2PixIlUVFSQmZmJvb09U6ZMEU5CxfeXmZnJnj17iIiIYPXq1cA7BZWid/rhhx+KC/CePXuIjo6mpqaGlJQUtLW1GRgYYNWqVfz4449kZWWJDaGJiYnQWQwfPpy1a9cyZcoU7t+/T1paGoaGhqipqVFYWIiFhYUghKenp/PmzRt8fX2FJH3q1Kn09/dTVVVFYWEhrq6uVFdXM336dDQ1NSktLeXo0aP89ddfJCYmsnLlSiZNmsSJEydIT0/H2dkZdXV1ysvLWbFiBS0tLSQmJvL48WOhuNizZw979uwRA5jS0lLevn2Lubm5IPAq3nNyc3NZtWoV6urqxMTEEBkZyfPnz3FxceHrr79GKpUSHBzM+vXrMTc3x9LSkvPnz/PBBx8wbtw4Vq9eTXV1NT4+Pty6dYvi4mIOHjzIgQMH2Lt3LxEREchkMkJCQnj9+jULFiwgMjKS/v5+oqKiWLp0KXv37sXa2pqMjAwRzbaysiIuLo7JkydTWFjI7t276ejooK6uDplMhqamJps2bRJppjVr1rBlyxYBRVq0aJGAnSnOkxUVFYLcrDirxsTEcO/ePUFZ1tHRYdKkSWLIl5aWRlpaGhMmTGD27NmUlZWJKpmCAbBhwwaUlZVJS0tj7ty5VFZWcuDAAc6cOYOKigqrVq0iNzeXN2/eMDQ0xNKlS1m7di3p6ekkJyfT0NDAnj17MDc3Z8eOHQQGBrJs2TKOHTvGrl27RIw0KyuL3Nxcrl69yvr164mPj+f999+nsbGR69evExERQUtLC+PGjSMxMRFTU1NGjhyJTCaju7ubI0eOIJVKiYiIIDIykrVr14q017FjxygvLyc/P5+ioqL/UyqpE++AM+PlcrmzXC53Arz+6585/3/9ov9Xj2JjqKGhwcOHD0W2uaCggI6ODqqqqgTqXiHLlEqlBAQEkJqaSldXF48fPwYQU1sFoVFfX1+g0E1NTTE2NiY3NxeJRIKJiYnwDkqlUjo7Oxk9ejQWFhYsX76c6dOnY2trK2TTipIrvCuoXrlyBTU1NaysrASIwMrKiu7ubuzt7enp6SExMREPDw9BRGxraxOTteLiYmxsbETZW1VVFT8/PxHLs7GxwdDQkK6uLvFhPGLECIqKisjKyuLly5eixKyurk5sbCxSqZSCggJu3LgBQH19PU1NTQKhHh0dTV5eHh0dHXz33Xc0NjbS0tLCq1evsLCwEK6rVatWMWHCBIyNjcWHM7wTDicnJxMTE0NnZyfZ2dnU19fT399Pd3c3ZWVlpKSkMDQ0JND5kyZNEpO58vJyJk6ciLu7O62trbi5uYn89tDQEP39/YwePZrc3FwBmWlvbyc7OxtTU1OkUqmIDyuKzQpS29OnTwV2fsKECSgpKYkpbnp6ulBsfP755yQnJ6Ovry/iaZqampibm6Oqqirw+87Ozqxfv5579+4xcuRI7O3t6evro729neHDh2NpaUlVVRVZWVkkJSWhpqbG7NmzGTFiBBKJhKioKHJzc9m8ebPQNHR3dzNixAhaWlowMTGhubmZWbNm4eHhwQ8//ICpqSmJiYlIJBLU1dWxsbFBX1+f7Oxs1NTUxOBCQVgbPXo0Li4uPHnyhOnTp9PW1sbixYtRVlbm+vXr3Lx5EwsLC3Jzcxk+fDh+fn6MGDFC0ESfPXuGq6srBgYGFBQUiK6YqqoqFRUV3L9/XzgvFcODwcFBUlJSRIzmk08+4aOPPmLkyJGCgtfZ2Ulvby9Tp05FIpEwZ84cNm/eLLL3f/zxBw4ODrx+/RolJSWsrKzw9PTExcUFAwMDNDU1xWR2xowZgmQ3efJknJ2defr0qVCqGBgYUFdXh6enJ2vXrqW0tJQPPviAkJAQuru7+eCDD8Rw4NixY+jp6bFjxw6xddHU1BTgHldXV/Lz8+nu7iYmJkbQixWx7Y6ODkaMGIG2tjYWFhb4+voKN6ODg4Mg/AYFBVFRUcHHH38sNCyKaKmHhweRkZFcvnxZuEnt7OwwMzNjYGCA0NBQ2tvbgXfdUQcHB4YNG0ZaWhrZ2dkAAtKiwJEfOnSImJgY4J0Ha+LEiUKVo4BRRERE0NbWJmBECv+UlZWVoKhu3LiRwcFBbGxsaGlpwcjIiEOHDuHh4cH8+fPJycnh3LlzLF68mBUrVjB+/HjS0tIEXXjq1KkMHz6chw8fkpaWxpMnT/Dz82PcuHEC5qCrq4uamhoZGRm8fv2abdu2MWHCBGbNmkVWVhZXrlxh3bp17NixA2tra1xcXIB3QuzQ0FA2bNhAeno6gYGBfP755yxdupTi4mKRlnj79i3ffPMNra2tZGRkMH36dNF70tLSEoh8BZwJ3vWoQkJC8PDwICkpSUiJc3JyKCgoECCzq1ev8vjxY7744guqq6s5evSocHTK5XIMDAwoLCxk+fLlQhS9cOFCJk6ciJKSEufOnWP16tVERUUBEBMTQ3l5OT4+PmKTuGjRIjZu3CjSI5WVlVRXVzN27FjWrFnDsmXLOHXqFP39/Rw+fJgJEyawf/9+HB0dBRpeLpfzxRdfiM1Kbm4u8fHxJCQkABAYGEhCQgIBAQFiw19fX4+enh6WlpbMmzcPPT09mpub6erqQlNTk+joaNrb24mJiWHevHlCoWRjY8PYsWMJCQlBW1ubI0eOiLRGV1cXdnZ2ZGVlCXru4OAg2traODk5kZKSQnt7O3///TcymYwPP/wQuVxOf38/eXl54pA1cuRIAbFRPJs2bSIiIoLt27ejoqKCo6MjEomE0NBQANzd3cX/cycnJyorK4XOSUNDg/v37xMdHS22P4q/R11dndiGb926VaiXGhoamDlzphhw1tfXMzQ0RFdXF2vXrkVNTU0QaS9dusTcuXP517/+xZw5c5g0aRIWFhaUlJRw6tQp9u7dy7Fjx1AM+MPDw5kyZQphYWEiobNq1SrhO/T19SU3NxeZTEZ7ezuDg4NMmzYNfX19Pv30U6qqqhg3bhy2trZs3rxZdLwAvvvuO/79738D8Pr1a+Li4hgxYgSA0DV9+eWXAOzfv581a9bw4MEDFi1axK5du3j48CHOzs7MmDFDEHMVyQLF4+rqKvD+AM+fP+fMmTOCapuens6CBQvYu3cvr1+/xsfHR+jCHjx4gL6+Pi9evKC0tJTdu3ejrKxMeHg4c+fOpaioiAkTJlBXVyfOdV2ePdKcAAAgAElEQVRdXXz77bfExcWJjrhim56cnMyJEycYGBjg66+/JiMjAy0tLSIiIggPD+f06dNERUURHByMr68vz58/RyqVYmBgwOLFi3F0dBTqABMTE3R1dUU00dDQkKSkJMzMzPDx8eHNmzfExcWxevVqkpOTiYqKIicnRxCHly5dSk9PD9evX2flypW0t7dTW1srNqphYWE8ePCAM2fOcOnSJWbPns3x48dRV1cnIiICJSUlbt++TWVlJXZ2duzbt4+oqCgiIiJYvnw58fHxxMfHs2rVKoqLiwVYcfny5fj4+Iif8cKFC/n7778pLCwUBOXff/9dLFDGjRsnvMQhISFoaGhQUlKCr68vhYWFDA4OoqSkxK+//kpYWBgbNmzg7du3/PDDD9y7d090KXfs2MHAwACnT59mxYoVbNu2TShatm/fTnZ2NmPGjGHdunWoq6vj7+/PokWL0NfXZ+HChURGRnLq1Cl27twpVCNffPEFdnZ2BAcHc/fuXbZu3UpGRgYuLi6cO3dO1IYkEgkbN27k8uXLdHZ2UlRUJLgkxcXFqKioEBwcjK2tLSkpKcIjnZ2dzYYNG1BSUuKTTz4RP7u8vDzu3LlDWFgY+vr6fPTRR6ioqNDQ0CC2wrW1tQC0traKIbSRkRFRUVHExMSQmJhIeXk5jo6OhIeHU1tbS2RkpBgCKpJ6Cg6DiYmJ+Pv8J8//9GL4GiiTy+WZin8gl8uzgDIg7z/+6v/Lj0JL0N3djbm5OVVVVfT19aGqqgq869YoJiWDg4PU1dWhpaVFQUEBXl5etLW1MXv2bCG5VXQJy8rKxOVKJpORk5NDcXExRkZGwnWio6MjLooK5PvEiRM5c+YMdXV1IjappKTEokWLePnyJenp6YwdOxZvb2+sra1xdnbGzs5OOEkU/UcFSbWpqYnz58/T1NTEyJEjaWxsxNnZGW9vb1pbW1m+fDmqqqro6uoil8tRV1enra0NIyMjpFKpoF+2tbVRV1eHl5cXEyZMQEdHh8DAQExMTBg3bhzz58/HzMwMc3NzhoaGSE5OZsyYMRgYGDBlyhQcHR1RV1cnKSkJZ2dnMZHW1NTEzs6O7u5uVFVVRVa9trZWkBMV03YAOzs7lJSUxKTD0tISMzMznJ2d8fX1RSKRsGrVKiGvTUpKorOzk0mTJokIsKK3FRMTg62trfDYVFZW0tDQgJWVFS0tLdTU1ODu7i4IlsOHDxc4dAMDA1RVVUWWfdy4cQLNrXhDGDZsGNOnT2fq1Kk8e/aMFy9eiA+30NBQIiMjiYqKoqOjg97eXgEKmTdvnthIL1++nFmzZtHb28uWLVuYPXs2w4YNw8jIiCVLluDr64u+vj7BwcG8evWKhoYGzM3NWbx4MQkJCdy4cYNp06ahqqqKt7c3DQ0N4qAwffp0kpOTuXjxIqGhoRQWFmJkZMTt27eRyWT09fVhbW3NhAkTePjwISkpKdjY2GBnZ0dKSgq2trbC95WWloafnx/Xr1/HysoKOzs7PvzwQy5duoShoSGvX79GT0+PoaEh5s2bh1wuF1MsBURk0qRJNDY2oqKigo+PDzKZTPj6FJdRa2trQkNDhTbi+PHjtLS0MGbMGFpaWsQ0vqGhgdjYWO7fvy+Q8S4uLjQ2NmJubs6zZ88IDAwUww8rKyv+/PNPpFIpv/32G3FxcXh6egLvNgQbNmygqakJbW1tVFRUMDAwYNasWYI03NHRwdGjR5kyZQru7u4CPHT+/HkuXrzI5s2b8fX1paWlheTkZAwNDXnw4AEymYzGxkZev37N3r17aW9vR0lJCW9vb5KSkmhpaWHs2LG8fv1a9M6Sk5MZPnw4BQUFLFu2TGCxV65ciYmJCdXV1TQ3N3P58mXh5RwcHBSX8l9++QVjY2M6OzsxNzfHwMAACwsLvLy8hE+xvLycqqoqKioqUFJSYtmyZfj7+wtc+eTJk/Hy8hLUw9zcXFxdXZk0aRJJSUlCKDx37lxsbW2JiooSg5HY2FiioqLw9/dHVVWVkpISNDQ0OHbsGO3t7YSGhhIXF8ehQ4c4dOgQkydPJikpCUdHR9TU1Hj8+DHFxcVcu3ZNbL2HhoaAdxGxSZMmYW9vT3x8PG1tbUilUoaGhigrK+P58+d88803BAQEMHbsWNLT0/H39ycqKgo3Nzd2797NxYsXWbBggXiNK4BVb9++5Z///CcHDx7k2bNnaGlpERkZKSL+c+bMITc3V2h+Zs2axbNnz2hsbOTcuXOsXbuWPXv2oKKiwj//+U8++eQTAUxRSOPXr1//3zDwwcHB+Pv7C/1HfX09Fy5cYPz48ezevRtXV1eKiorYunUrtbW1jB8/nlGjRglheVdXFxUVFWzatElE8nbs2MGvv/5KSkoKZ8+e5dNPPyUrK0t0Zo8dO8bZs2cZGBjg3LlzmJiYCFKek5MTP/30E0NDQ2zevJmXL1+yZ88eHj9+TGJiogDifPfddwwMDAgUe2trq3id3r9/X4C/3N3dmTp1KuXl5Tx48IDa2loKCgpEP7O+vl4cLhXdGkXcVCKRiJikoid6+vRpnJ2dsbe3F+/9tra23L59GwcHB3JzcykuLiY2NlYomMLDw7ly5Qo//PADSkpKWFpaii2zmpoaZWVljBw5kk2bNonLTENDAydPniQqKorMzExu3brFBx98QHt7O+fOnUNJSUlcNM6ePUtHRwf6+vqEhoYybNgw9u3bh0QiESRNRfzb0NCQ9PR0du7cyfLlyyktLSUsLIxNmzZx//59mpubMTAwEBes8PBwEd0rKSkRaaKenh4CAwPx9vbm2LFjBAUFERsbC7wT2+fl5dHZ2Ym1tTUeHh74+vri5OSEmZkZUVFRlJSUcPPmTa5cucKjR484ePAg3333HV9//bWgNevo6HDmzBmGhobExu6XX37hxo0bYiu9adMmtm/fzrlz57h79y7JyckiVu/t7c306dPFRUmR2AoKChJOPj8/P0F01NXV5cMPP6Suro779+8TGRmJXC4nPz8fFxcXIfxev349K1eupKamRmhUtm7dSn9/PxKJRGzAXV1dxfehq6uLRCKhq6uLVatWcePGDeGdjI+PZ/PmzUIx8dVXXxEUFERISAhHjx7F3d0dOzs7tLW1Wbp0qdAcJSYmsmnTJlJTUwkLCyM7Oxtzc3NCQ0Pp6+sjMzOT48ePU1VVRX19PZ999pnwUyuqSf39/RQVFXHjxg1aW1uZO3cuBgYGxMTECF1DXV2dOM8qBunr1q0jMjKSuLg44ZY2MjLC399fqEuWLVtGSEiIuABFRkZiZmbG6NGjxWVr7NixXLt2TSQjJBIJZ8+eFdvzwMBAnjx5QlJSkjhDwDt4ISCgRkuWLOHgwYPo6Ohw7Ngxtm3bRnFxMerq6qxdu5YRI/4f2t4rqsqzbdc+Jh2kd0GqCNKRqqggYsMejYoaS+wajV0TjbG9MbEkmBiNLbE37B0boNJFQAWk9w4ivcNcG7zzHuvbWP//rXd86xljbmQjAwbCnPd9Xed5HFaMHz+eyspKbt++TWZmJr/99hs6OjpYWlpy4cIFAgICiI+PZ+nSpdy7d49NmzaxYcMGcfmXxSJlXcCzZ8+yYcMGAH799VdUVFTw9fXlyJEjmJiYcOzYMWpra5k6dapI+g0ePJicnBzx8zxw4ADu7u5C2SFLuGhra6OioiI237LNv2wwFBYWxsCBA0lMTGTbtm3Y2tqSnJzMtm3bePHiBcuXL8fR0ZGVK1dib2+PVCpl586dvHjxgtjYWBwdHUUKTl5enufPn3Px4kVmzpyJvr6+UG7V1dWxa9cuNDQ0yM/PF9yLFStWsGfPHgoKCoiKiuL27dvExMRgZWUlYqqywYhEIqGnp4enT5+Kz57/5PnvXgxXA/0kEsnXEomkz79fXwOmwLf/8Vf/H35k4As1NTUqKiqQSCQoKChgamoqokGymIBsa2JtbY2hoSEFBQXo6OiIDzSZIkF2+FRQUKCyshJHR0fKysrQ1dXl06dPAsrR3t6OkZERxcXFdHZ28vnzZ16+fMn48eMxMDAAevHJffr04dWrV6LcKyMGyvpAycnJvHr1ClNTUwwNDZGXl+fs2bMoKirS2NhIYGAgGhoaFBUV4efnx+fPn2lra6O9vZ0nT57Q3t5OfHw88fHxyMvLk5+fL3xvBQUFaGlpYWlpKYAlsk2JvLy8iGMmJSWJDZySkhILFy6ks7OTlpYWsUJ3dXVl4MCBuLq6smfPHsrLy7l79y66urp4eXnR1NTEuXPnBLFSQUGBKVOmMGXKFIYNGyYOtzLSq7u7O/Hx8WRmZuLh4SGiL6dOnaKzs5OysjIqKyuRk5PjyZMnQoxcWlqKl5cXxsbGxMTE0NHRITx4Hh4eWFpaUltbS//+/UlNTSUrKwtra2siIiJITU0lJiaG9+/fU1ZWhqmpKdHR0SgoKJCeni6AHA4ODjQ3N7N//35evnzJmDFjROHX1dUVW1tbenp6GDZsmKBLRUdHc+nSJS5evEj//v3Zu3cvsbGxuLi4UF9fT3JyMg8fPqSzs1NAkXJycmhvb+fp06cMGTKEoqIiOjs7UVZWpqioCDk5OS5fvoyPjw/bt28nODhYbMWTk5Nxd3dHVVVVbBLV1NTQ09MTyP13797x6tUrAgICGDRoEM7OzqioqIitpVQqRVtbGwcHB9ra2pgwYQKXLl3C1NSUFy9eiNK4LHYkk5gPGzaMkpISJk6ciKenJ8XFxWzatEk4EePj45GTk+PTp0+0trYycuRILCwsaGlpwdraWkhsOzo6MDExIT09HU1NTbq7uxk4cCB2dnZoa2uLYr1MMK2np8eXX37J4MGDSUxMFDCgx48fM2bMGL7//nu++uorcfm/f/++6AG4uLhQVVVFd3c38fHxvHr1Cn9/f1JSUkS5XE9Pj++++46uri42b94M9E5m//jjD9ra2nB3dycuLo7k5GQMDQ1RVFRk8+bNTJkyhe+++w5VVVUaGxt59uyZ+F2UueFk5DRZDM3Ozg59fX2mTZtGdnY258+fR0dHh/z8fPz8/AgICCAzM5PBgwdz6dIllixZwv3797l06RLl5eVoaWlRXV3N9evXMTMz49OnT4SHh1NTUyNQ7oDo3u3atYuioiIePXqEt7c3JSUl+Pv7ExcXx7NnzzAyMmLy5MkcOXJETDXfvXvH3r17+eKLL6iqquLFixeYmpqyf/9+3rx5w/v375FKpcydOxc/Pz+ampowNDTEz8+PmTNnkpCQQFFREUePHqW2thYNDQ3c3d3R0dHhzJkzGBgYkJGRgZGREf369UNbW5t9+/aJQ0B0dLS4+FtYWDBy5EgRR4qJiSEuLo6kpCTRhwsPDxdy67KyMtzd3bGxseHcuXPcuXOHv//+m99++w0bGxsmTJjA8+fPKSkpwcLCggcPHuDq6sqsWbM4deoUKioqFBQUsH37dtasWcOJEycYOnSoOKD/9ddfAu7x008/UVhYKCI9rq6u5OTkYGFhwe7du6mpqWHmzJkAlJaWYmBggIqKCnfv3mX9+vWMGDGCd+/eoayszJ49exgxYgRSqZSZM2cKUfukSZNYs2YNCxcu5OPHjwAEBgYyb948pFIpR48eRUVFRfjV8vLyxPu1TAHg6uoq5NaA6A83NDQAvRecnJwcxowZQ1FREQoKCuzYsQPgvzh3CwsL+eeffxg+fDjJycl0dXWJwayCggITJkzAwcGB6dOnc/fuXe7cuYOWlhaKior8/fffFBYWEhYWhpOTEzNmzOD58+eEh4fT1tYm3qNl/XwZJfX69essWrSInJwccnNzOX/+PD4+PsyYMUN0urdv346JiQn+/v6Ehoby888/M3LkSHp6eli/fj0eHh6MHj1aaHIkEgl1dXVigBgdHc28efNQUlISigno7YoXFhZy8OBBbGxsiIqK4s2bN9TU1AC90Bd1dXXRdx43bhxlZWX8/fffGBsbc+nSJdTV1TE2NubQoUNoaWlx5coV9PX1xQUbYMyYMWLbKUsPubq6MmjQIFxdXYHeQVdzczOzZ8+moaGB3bt3Ex8fT3t7OxoaGgCC0p6bm0thYSHv3r1DSUmJq1evoq2tzbZt23jy5AkODg50dnYSFxcnNB7QuwWXSqXo6+uzfv16Tpw4gZ2dHa2trRQXFxMeHi5UMDt27CApKYnm5mZmzpyJsbExHh4e7N69m759+9Le3o5EIqGhoUEMpvLy8ggODha6g+zsbLEJe/PmDRKJhBMnTjB37lxCQ0NxcnJCWVmZ06dPo6yszLhx49DU1CQ2Npbq6mocHBwYOXIkKSkpwqu8efNmHB0dhXJLU1OT5uZmjhw5IlgQ9fX1/PLLL9TX1wvlk0yfIktFREZGoqCgIABampqaAmx49OhR2tvbKS4uZteuXXR3d1NTU0NERIQAg6xbtw4jIyO++uor5OXlxbDL2dkZBwcHMcCU9fVkwJSHDx+K4e7ff/9NV1eXACDKnp6eHoYMGSLIpteuXaOrq4vx48ezY8cOtLW1aW9vJywsjMDAQDw9PZk8ebJQY0gkEt6/f8+ePXsYPHgwu3fvFqRz2dPa2sr9+/dZt24d6urq+Pv7A72ePVnywNzcnGfPnlFRUcHkyZOJi4vD19cXJSUl7t+/z7x589iwYQO3b9+ms7OTFStWYGRkxP79+5kyZQqZmZkEBwcDvakV2TlX1k+XPTk5Ofj5+bF8+XKGDBnCw4cPqaioEMNdGU1ZTk5OEKHPnTsnfmZeXl5YWFhQUlJCV1cXSUlJQO8FUpagkUqlxMTEkJOTg66uLjdv3hQD8s2bN6OkpMTUqVMZOHAgt2/fZu3ataIXPGXKFB48eCDSCVevXsXc3JzExESqq6uFVmfNmjVcuHCBR48ecePGDRITEwkLC2Pz5s309PSIz2noHeI6OjqSkZFBSkqK6LDr6OiwePFioHdRERgYKAA4/8nzf7wYSiSSbtkLeA1oAKeBhn+/TgNawKv/+Kv/Dz9SqZTExEQaGhoYMGCAIEtpaWmRkpKCh4eHQNFraWmhoaGBoaEhRUVFoqegqKhIR0eHgC3IJvTJycliFe7l5cWHDx9wd3eno6OD0tJSurq60NHRwcHBQXRSZNERJSUlqqurBbrW2dmZN2/eoKamRkxMDCkpKdja2jJw4EAGDRokpKdNTU00Nzejq6tLTU0NAwcOFMj2jo4OUlJSSEpKErJxCwsLjIyMRMepp6eH+fPnI5VKaWhowNraGltbW9E5evPmjfDURURE4OXlhaKiIioqKuIPRUtLi9jYWKqqqnB1dcXIyIiYmBiysrKorKwUWWYZbEEWUZFF6mQdksGDB/PkyRPmz5+PgoICiYmJtLW1oaOjg4eHB4qKiowePRp1dXWSk5OxsrJi/fr1Ipb3+fNnDA0NqaysRE1NTRBG29raePjwodCFFBcX4+vrS01NDffv3xcydhmhtri4WMQkrays0NPTE9teiUQiUP7FxcW8evUKXV1dDh06hKurqyBi5uTkEBgYyNu3b2lsbCQsLIzffvsNVVVVAbvR09OjuLgYMzMzvLy82Lt3L6qqqty4cYMzZ84wbtw4PDw8sLGxITk5WXQVZs+eDYCioiLTpk3jw4cPgkZrampKc3MzcXFxqKur8/LlSxFPVlZWFhvza9eu0dHRIf79GxsbKS0t5dOnT2LLp6mpKehd0Iu8VlVVpba2lqNHj/Lw4UNu377NhAkTsLe3F245mQvq7du3fP78GU9PT969eyf+3z179ohOn6wPM3fuXIyNjYXD7eXLl2LjUFRUJC6PampqREREiBiVkpKSgCMUFRUxcOBA1NXVBQ5b5vbS1NREXl5exI369evHrVu3+Pnnn9m0aRMtLS2EhIQwe/Zsrl27xpUrV/j999+B3ujL2LFjmTVrFt3d3cydO5cFCxZQVFREcXEx69evF0MfR0dHIbTW0tLi8ePHWFpa0r9/fxYuXMi4ceN4+vQpLi4uXLx4kc+fP7N161Y0NTUFwl1GMKupqeHo0aPY2NgIr56lpSVVVVVi2pmSkkLfvn35+PEjV65cwdHRET09PRYsWEBra6uIIE2aNEmQy2SU0JycHPF+k56ezr179+js7OTixYs0NDQwbdo0duzYgY6ODq9fv8bLywtbW1tMTEzQ09PjyJEj7Nu3j127djF48GCsra3x9vbGzMwM6J0+y+AW1dXVaGtrM3nyZE6dOkVVVRWHDx+ms7OTe/fucfr0aQFyGDJkCBs3bsTa2pq0tDSeP3+OioqK8MQNHz6ctrY2zp07h7y8PDExMQKw8fbtW+zt7VFQUMDR0REjIyOOHDnCmjVrGDVqlOiiqqmp4e7ujry8PMnJyUyYMIGdO3dSUlJCSkoKX375JV5eXigoKHDjxg18fX15/vw58+bNo1+/fnh5eeHn5ye8p7Gxsbx//57g4GC2bNnCkSNH2LNnj4AayB4tLS0kEolwFwKsXr2a3NxcVq5cycWLF/n6669xd3fn2bNnSKVSJBIJAwYMwNDQUAAmjh49yrJly6ivr2fJkiWikzl9+nQsLS15+PAhGhoaaGhosGPHDq5cuSKk8bIDXl1dHcrKygQEBAiqsGywB71uvi+++AKpVEr//v0B2Lp1Kx0dHQQHB9PW1kZiYiKzZ8/m6dOnQgS/d+9e6urq+PLLL7GxscHExEQcMp88ecKoUaOIj48XiqExY8ZQW1srhlw2NjZMmzaNqVOnYmlpydSpUxk1ahT+/v4oKysjJydHU1MTtra2tLa2kpGRgZWVFXFxcYwZMwZtbW3k5eWBXsiFvr4+gwYNorS0FGtra+bMmSO6uD/99BP29vZ4eHhw5MgRdu7ciaWlJdXV1ZiamuLk5MTu3btZsGABL168QF9fn4kTJ7JgwQJGjBgh3JYyCmplZaWAvcm0UE1NTcjJyREXF0dPTw/v3r3j5MmT7NmzB3d3d2bOnMmqVauIiIhg48aNJCQk4O/vT2FhIY2NjZw9e5bvv/8e6E08vX79mtzcXP744w+0tbXFz6Curk4AodLS0sT71+rVq0VsuL6+Xrz3yi51ss3Ob7/9RkFBAdOnT+fMmTP861//wsDAgLCwMGbPns2sWbPIy8sTqSYNDQ2xdf3xxx+BXp9yaGgoZmZmODg4CECfiooK06ZNIzo6mnPnzrFgwQIMDAwIDQ0lJCSE/Px8gd+XndNkG0XZzxIQqZv+/fuL7rHscD558mRBv5VtgXbt2sWNGzcwMTHB2tqa7du3M3r0aEaMGMGlS5fYsGEDv/zyC35+fuTl5QkY2Llz54iMjCQiIoIbN24gLy+Pubk5I0aM4ODBg3R0dBAQEEBwcLCgZE6cOJGtW7eiq6vLwYMH8fb2Flqv8vJygoODCQgIwM3NDQsLC6ysrHBxcaFPnz50d3djZ2dHXFwcx44do6KigubmZpycnESn0cLCgs7OTn755RcAcblwc3Njzpw5TJgwARUVFQICAvj2229JT0//L5tj2WNpaUlrayutra2sWLFCxJ5lF0LZ8+OPP7J9+3b27duHpqYmQ4YMARDQtJ07dwrdgexzJD8/n9u3b7Nu3TouX76Mrq4uDg4O/PPPP0yePJk///yTDRs2CACim5sbVVVV2NjYMHXqVFGxOnXqFN9//z16enpYW1sTHh7O1q1biYmJwdzcnMePH3Pw4EGx0ZfBdjQ0NPj666/ZuHEjUqmUM2fOsGbNGh48eMD169fZuXMnTU1NjBo1in79+hEWFoaXlxc9PT04Ojpy/fp1NDU1+eOPPxg8eDDXr1/n4cOH2Nra0tDQwNy5c9myZQsfPnwgPj4eZ2dn0Y9va2tj5MiRaGhosH79etH/lkgkdHd3iyoU9A6kZAPS69ev09HRgaWlJT///LOA33377bfCY5iRkcGyZcsIDAxERUWFKVOmiGG0mpoaUqlUuGZ1dXX5559/WLRoETt27OD8+fNAL9CnoqKC1atX8/jxY+7fvy9i3//J83+Ez+zevXsXIPn/eQGwa9euPf/xd/A/+PzrX//aJfNOZWVlCbJb3759xYZQ9g/Z3t4uJmkywIWSkhI1NTWYm5tTWVmJsrKyoPvo6uoycOBAGhoaaGpqQllZGQMDAwFSqaysFL0umWBbVsL9+eefcXJyEpTIt2/foqenh46ODtXV1Tg7O3P8+HEMDAyEjFdLSwtnZ2fCw8MZOnQo/fv3p6WlBXNzczo6Oqivr6eqqgoNDQ0UFBQoLS2lra0NT09PXr9+jYuLi0C5W1lZUV9fj76+Pjo6OrS1tZGdnU3//v1pb29n4MCB9PT0MGDAAHGBTEtLQ19fn9zcXKZOnYqioiJNTU3U19cjJydHRkYGQ4YM4erVq6xduxYnJyf09PQEUamiooIlS5aI71UqleLi4kJISIhQhUilUgH1aWhooLS0VHiPrK2thVpDdrG3tLREX19fbAy2bNnCzp078fPzE5AcBQUFIiMjWb58OeHh4VhaWoo+oUwwnZiYSFVVFSkpKWhra6OgoEBAQAAKCgp8/vyZz58/M378eEpLS7G0tERPTw97e3suXrzIuHHj+PDhA/n5+YLk6uPjg4aGBm/evMHY2Jjy8nK8vb3x8fHh06dPvHnzhitXrggstZycHPfv38fe3p7Hjx8TFBSEkpIS8fHx5Ofnk5yczJs3b8Rhtb6+nszMTNrb27G3t+fdu3cMGTKE2tpaWltbsba2xt3dndTUVOzs7ET/Z8SIEcTGxopBSENDA97e3kRGRqKpqUlpaSlSqRQzMzNUVVXJycmhtLSUlpYWPDw8sLOzE/AGS0tL+vXrx82bN3F3dxcqi+rqakGvbG5upn///oL0V1JSgqmpKQ0NDfj6+lJeXk5RURFubm64uLhQU1PD8+fP0dfXZ8iQIVRXV2NnZ8f79+/R1NSktbWV27dvY21tTZ8+fejo6CA9PZ2qqipmz55Nbm4uffv2paamBjMzM54/f46joyM2NjZ8+DqBVCkAACAASURBVPBBFP1lNEHoJZ6ZmJhw8uRJnj59ypgxY0TEIzo6Gnd3d3Jzc4Uapba2lp6eHo4fP46VlRUdHR2sW7eOJ0+eICcnx86dO7l27RrFxcW8ePECX19fHj58SGtrK2ZmZuTn52NhYSEGSLJDzLp167CzsxOTv2fPnnH//n1KSkoYNmwYjx49wt7enu7ubrKzswVwICsri4yMDPT19bl79y6jRo0iIyOD9+/fIy8vz6hRo5BIJGI4MmrUKMLCwggKCiInJwdLS0uioqJE5FTmhVy+fDmnTp3Cz8+POXPmsGDBAvT09FBWVubQoUMEBgaSn5/PiBEjOHPmDPLy8mhra/Px40euXbtGS0sLqampmJiYcPPmTezt7TEzM6O4uBh1dXX27dvH3r17KSsrY8CAAaipqaGrqytk8Fu2bOHKlSu0tbWhqqqKubk5paWlaGlp0dnZia6uruhWjRs3Dnl5eXJzc0lPTychIQETExOcnJwoLCxER0eHuLg40bu2t7cX0vuZM2dy9epVwsPDqa2tRSKRiCSFmZkZvr6+pKenC1iLhoYGhw4dYvLkyTx58kR0Q/z9/enTpw+nTp1i/vz5nDlzBk9PT3bs2MG0adO4c+cOW7ZsISQkBDc3NwoLC1FXVxfI83HjxnH27Fnevn3L0qVL+frrrzl9+jS3bt3CwcGBhoYGsYnKycnh+fPneHp68unTJx48eEBwcLBwMKqrq/P+/XucnZ3JycnBysqKwMBAPnz4wJ9//omuri5JSUnIy8ujpqZGUVER3377LfX19Wzfvp3MzExWrFhBSEgI1tbWfPr0icbGRkJDQwU4RF5env79+6OioiLANDJS8tWrV0UXPjAwkPv377NgwQJ6enqIiIggKyuLiRMncvPmTYyNjcVFoLi4GAsLC+rq6khJSRE1g/nz5xMZGSkuHUOHDmXSpEmcOXMGf39/Hj58yKZNm7h+/bpw71pZWXH79m3q6uo4e/as2IL+8MMPVFVVceDAAQYOHCj66Kamppw5c4acnByCg4Px9PSkvb2dtrY2Dh8+TGtrK1VVVRQXF9PR0YGuri5DhgxBV1eXwYMH8+bNG7Zs2YKWlhb9+vUTEXxNTU369++Pi4sLoaGhBAUF4evrS1xcHAoKCkilUlpbW0UUX05OjkOHDjFw4EDKyspYuHAh0Huh69u3r1AYmJmZ8eLFCyIiIigsLCQvL0+wCIYNG8Zvv/2Gk5MT33zzDRUVFezatQtPT0/Gjh3LqlWrMDc3Jz8/n8ePHzN16lRmzJiBpaUlHz9+ZOvWrRw+fFhA6WTD1FWrVokkTltbm+hv37hxg7FjxwrVRVFRESEhIZiZmQlN15UrV8R2NzU1lbNnz3Lw4EEePXqEtbU15eXlHD58mD///JPo6Gg0NTUFOXbKlCncvn0bNTU1Dhw4IOorISEhQG/XecWKFRgbG2NnZ0dLSwvBwcE8efIEZ2dn9u/fj4+PD42NjdTU1FBeXi68iseOHRNwpLFjx2Jvb8/JkydJSEigrKyMkpISARkcNGgQFy9e5Ntvv6W1tZVffvmFhIQELl68SGVlJXZ2doLUKYsn2tnZUVxcTFRUFK2trWJz6O3tTW5uLsXFxXh5eZGXl8f169cJDAykra0NZ2dnenp6hKohJSWF48ePC1WPvr4+Hz58wMLCghs3btDU1MTnz59pbm6mpaWFXbt2ERgYyIYNG3j27BlTpkxh1qxZ3LhxAyUlJQICAmhvbxeDbeiFE/7www9oamoKhoSZmRk///wzc+fOJSMjg02bNolhpY6OjqD8Xr16ldraWtGVf/nyJVVVVaJmUFxczJo1a2hra6O2tlbAZ0JCQvjyyy8xNzdHVVWVjo4OoaVau3Yte/fupaWlhatXr5KcnMysWbM4fPiw2F7W1dXx559/snv3bgwMDDh79iyHDx8Wv1ORkZGoqalRX1+Pp6cnZmZmxMTEIJVKSUpK4vPnzzx+/Jhnz56RlpaGoqIid+7cwdfXl4KCAsaPH8+xY8eYOnUqMTEx3L17lwcPHjBy5Eiampp4+vSpWAC9etW7E+vfvz/Pnz8X3twvvvhC8BC2bt3K6tWrWblyJSkpKbi4uODp6cn69etF7UimQtuzZw+ampo4OTlRVFREW1sbnz9/ZtmyZezcuZOXL18KWE5sbCwHDhzg06dPnDlzhvr6elxcXDh16hTQO7j9N9joP4LP/H9dDAFe/ndeu3btevl/+4X/Xzx79uzZNXz4cCorKwXEpL6+XhxgysrKqKurw9XVldLSUkEQ7devH/X19aSlpaGrqyu2IoMGDeL9+/doaGigoqKClpYWb9++FZ41GxsbSkpKKC4upq2tDSMjI+EzNDAwQElJSdCzZBP86upqysrKRGzCyMiIjo4Ouru7cXZ25v3792LiEhUVxdq1a0lLS0NeXp709HQyMzMxNDTE2dlZbM7Ky8sxNTVFUVGR0tJSjIyMRNxFV1dXvIm9e/eOsrIyXF1dxc8lLy9PTJSVlZUxMzMjKioKa2trcSiVeQVbW1vx9PSkX79+KCgo0NbWRnh4OAoKCjQ0NKCqqkpzczO1tbV4eXlx69YtmpqasLGxobOzE4lEIsr7ffr0QUdHBzMzM2JjY/Hz8yM1NVXIa+3s7CgrK8PZ2Zns7Gy0tbVJT0/HyMhI+P4yMzNRV1fn1atXNDY2Ci2JhYUF9+7dY8iQIWJSXlFRgYuLC3l5efj4+FBcXMykSZPo7OzE1dWVhoYGzM3NuXPnDqqqqmIDZmRkhL29PceOHUNbW1tMlnNzc5k3bx59+/YlJSUFBwcH5OTkRDRYXl5eCMubm5u5du0aa9euFQRZGdhDhii+ePEiEyZMQCqVcvv2bTw9PampqSEzMxNfX1+UlZXx9/fH0NCQpqYmvL296e7uFhPspKQkHBwceP36NdOnTycqKoo+ffowcOBADA0NuXXrFr6+vtTV1XHgwAExkZaXlxfUwOrqauGDnDVrFosXL6ayspLa2lpiYmIYNWqUIMV+/PiR4uJi1NTUCAsLw8TEhLS0NEpKSsjOziYnJwcfHx+ysrJEvGzSpElUV1fz6tUrEfnr6uoSvVh/f39yc3Nxc3Ojq6uL4uJiRo0aRUJCApWVlSQmJuLj48OwYcOIjo4mKSmJlJQUenp6KCkpYciQIbx8+ZLa2lpsbW158eIFr1+/pqKiQsBhHBwcSE1N5fLly2Kr3traSkJCAlOnTqW8vBxzc3Pev3+Pqqqq6Oi5uLjg4uJCRESEiObGxMQAvd2M58+f4+bmxsWLF1FTUxPqm4qKCoqLi0UHUFtbG2VlZX744QeKi4sJCgqipKSEcePG8fnzZ0aPHs3z58+FHLq6upoZM2Ywf/580tPTGT16tIjMenp68vbtW5YtWybol6dOnWL48OHIyckJD2Fzc7P474aGBuF0fPLkieg1yiJqsbGxeHl5MX36dJSVlYVTc/PmzezevZuGhgY+fvxIVVUVlZWVrF+/XsQz29vbUVVVRV1dnevXr4vhl4ODAz///DPe3t4YGRmJyF12djbHjx/n7NmzXL58WQxoMjMzBTm0u7sbFxcXTp8+TVBQEO/fv+fu3bsYGRnRt29fET2cPn06Z8+eZejQoZiamhIXF8fkyZPp7Oxk6dKlPHjwgLS0NDQ1NdHW1mbAgAFMnz6dvLw80TdycHAQnrexY8eSkJDAp0+fcHNzIykpSWyta2traWxsRCKREBcXx507dxg9ejTu7u54eHjQ1dUlEO/Z2dkEBgaybds25s6dK2JIsl7ZxIkTUVRUJDc3F09PT968ecOxY8cwMzNDU1OTq1evcuvWLd68ecPMmTN59uwZAQEByMnJcffuXZ48ecJXX33FrFmzKC0txdbWVmDZY2NjefToEQ0NDSgrKzNjxgwUFBSIiIjgwoULQsYu+xuU/T0PGzYMXV1dCgoKWLVqFS0tLaSlpdHS0kJQUBAvX74U/3Y//PADCxYsoKOjg+rqas6cOSPE5S0tLbS0tJCeno6+vj6rV6/GysqKsLAw8vLymDhxIjU1NSxfvhxlZWUxAFu8eDFv3rzBysqK8vJyDA0NBT1U1u1LSEhAU1OTcePGER4eTmJiIkeOHGHYsGEsWrSI0NBQ3r9/z969e8WFrqSkBCMjI3JzczEyMkJNTY3z58+zYsUKcnNz8fHxEYdumYewra2NmpoaLly4wNOnT3n79i0NDQ188803ZGVl4eDgQHZ2NidPnuTmzZtkZmYSEBAgADaampocO3aMbdu28fXXX5OYmCj0WOnp6axevZrq6momTJiAtbU1oaGhmJub4+rqys2bN7G2tubMmTM8f/6crKwsACZMmEBrayv6+vrs3LmTO3fusGDBArKysmhtbaW8vJyAgACBxrexseHx48d0dXXx/fff09TUhLa2NhEREXR0dPDp0yfS09OZPHky3t7egiHw8eNHNm/eTFtbG5GRkejp6REaGoqPj4+IwgHo6+sza9YsseUqLi7m9OnTJCQkCAXSX3/9RUhICH/99ZeASV2+fJmVK1eipqbGN998w5w5c5gyZQrTpk3j9u3b9OnThwkTJvDPP/9w5swZdu3ahZaWFiUlJURERDBx4kRmzJjBjBkzCA0NZd68eWRlZeHh4YGcnBwxMTGYmZnx8uVLZsyYQUJCAkpKSnh6eorUSnFxMdHR0fT09Ihhf58+faipqUFZWZnx48dz4MABjIyMmD9/Pvv27SM3N5eEhAS0tbXJzs4WMBRnZ2daW1sxNzenqakJCwsLjh49iqamJr/99htSqZTjx4/z9u1bQUjt06ePoKGOHj0aiURCVlYWx48f59WrV6xfv14MErdu3UpSUhLbt2/H1dWV/Px80tPTgd7tqSxx0r9/f9GdPXr0KO/evWPSpEkCtrh06VLhz5aRUwsKCvj+++9ZsmQJJiYmqKmpkZWVhbu7OyUlJfj5+XHmzBlBMLa0tGTTpk0MHDiQX3/9laNHjxIbG4uDg4P4f2SJqbq6OgoKCpg2bRr+/v4cOHCA9PR0XF1dRezb2NiYuLg4pk2bRnl5OXv37qWjowMvLy9OnjzJkSNHkJOTEx3G7OxstmzZgru7O2vWrKGzsxNHR0ecnZ1RUlKivLycqqoq8vLyKC4uRiqVYm9vj5KSEqampqioqNDW1kZWVhbffvst169fJy8vj2PHjpGVlUVXVxctLS1kZGTw4sULQSl//PixqKgFBQVhZmZG3759KS0t5ccff6S9vZ3vv/+ehQsXEhERga+vL5aWlvz0008cPXqUx48fc+nSJZydnTl06BDbt2/n06dPFBUVkZqaKtgEiYmJREVF4evrS2JiIs+ePcPOzk5sC2NiYjh+/DiJiYlcvHgRRUVFGhoaKCoqYteuXaxbt47AwEASEhL+Z6mkUql093/39X/7Rf9fPfLy8tTU1IhptqmpKebm5jQ2NgpBuoWFBa9fv0ZVVZWKigry8vLIzc1FWVmZhoYG+vbtS3l5uZii6OnpCXH4mzdv8Pb2pl+/fqiqqoqDuY2NDZb/dg+WlZWJeF97ezsdHR2cPHlSkBdllzCZ+0bWr7OyshKCexkyfMSIEaJzIBNXd3d3k5CQwKNHj5BIJPTt21fELWRuMtkmydzcnLq6Otzc3Lh27RpeXl7k5uaSm5uLs7MzhoaG+Pj4YG5ujomJCU1NTWL6/vz5czo6Opg2bRpZWVmUlZURFRVFZmamKF53d3cLcEBDQ4OY0slcOqNGjcLd3Z0PHz5QWFiIsbGxkJNWVFRQX19PfHw8gYGBREdHo6ysTGVlJT/++CNSqVT0QaVSKerq6jg7OwuHn0yIPmDAAGxsbP6L1N3IyIjvvvsOd3d3wsLCqKioYMKECWRkZJCdnU10dDTm5uaoqKiIC3pXVxcvXrzA2NhYdGy0tbWFFDcwMJCFCxdiaWlJY2MjS5YsISIigoSEBMzNzXF0dERHRwc9PT3xOycTeNfX17N37150dXWpq6tj0qRJQvpuY2NDbm4u27dvF4f4+/fvc/78eT5+/Iifnx/379+ntrYWeXl53r59i7KyMrdv3xaS98bGRlxcXEhPTxfdDzc3NyIjI7l58yYnTpxg2bJl2NnZkZSUxJw5cygsLMTNzY3s7GycnJzQ19cXk74RI0bQ3t7OTz/9REZGBi0tLTg5OfHXX3+J7amhoSH9+vXju+++E2Q6IyMjoNeR5eXlRWhoKF5eXhw/fpyWlhYuXbpEU1MTAwYMYPXq1ZiZmTF06FCKiopobGwkMzNT4NJl2+8HDx6QkZGBioqKgLHILk5BQUECib19+3bc3NxwcnKiurqayspKgoKCWLNmDa2trURHR4vO4r59+3Bzc6Ouro76+noBqEpPTxcwi6+++go3NzdOnDhBZmYmI0eOREVFRQi2P3z4wOTJkzE2Nubt27ds3ryZoqIi/P396ezsBBDbrp6eHoYPHy5ItLW1tbi4uNC3b1+am5uJiYkhJiaGrq4uERuWObCkUin379/nu+++Izk5mSNHjjBx4kTk5ORED072niHrcr5+/Zpr167h7u5OXl4ezs7OPHz4ED09PXR1dYmPjxcbXllMyMXFhaamJrKzs9HS0iIwMBATExOxad+8eTN6enoMHz6cY8eOERAQwJgxYygoKCA0NBQ3Nzeqq6u5cuWK+Ht58eIF169fp66ujk2bNok4Xnt7O1ZWVqxZs4aQkBBWr16Nk5MTVlZW6Ojo4O7ujpeXF8OHD2fSpEmkpKTw119/CeiAjNrZ0tJCeHg4ixcv5syZM8yYMYO0tDQGDBjAiRMnSE5OJi4ujpkzZyIvLy+kxHJycrx48YJDhw7h4+ODmpoaPT094u/1999/p7q6WkipFRUVWbhwIZ8/f0YqleLm5oaWlhbe3t6oq6uL9xPoBXRoaWlRWFhIUVER0DtRDg4OpqKiglmzZrF27VpSU1P566+/gF7fYEBAAHPmzAF649UnTpzg/PnzhIaGMmnSJFavXk1NTQ2RkZGcOXMGJSUlnJ2dkUgkDBs2jFevXolNvp6eHhs3bqSlpYXCwkKamppITU3ln3/+4cOHDxw5coQ+ffrQ3NxMTU0Nbm5uLF++HOiNJL19+5ZvvvmGvn37YmBgwM6dO5k1axY2NjZiiDl27FjWrFnDpEmTKC8vF2RY2aD5/fv3WFtbY2RkxOHDh8U2V7Z9NjY2FsOrVatWkZOTw7t375g1axa//vqroHTq6ekRFhYmNpQZGRm8e/cOe3t7KioqyMrKYuTIkXz+/JnNmzdz8OBBqqurkUgkgqhdWVmJnp4eDQ0N3Lhxg4aGBo4cOYK2tjbr1q2js7OTMWPGCBm9DApRXl7O6dOnBcxl//79qKqqir6St7c3J0+eZPz48ZiZmVFUVMS2bdt49uwZb968IS0tjXv37qGiosKqVas4cOAAr1+/5ptvviE4OBgHBweePHnCwIED+eGHHwgJCWHx4sVkZWVx6dIlNm7cyNSpU4X/LTw8nCVLlnDz5k2eP3/O999/z82bN8nJycHAwIApU6ZgY2ODmpoax48fZ/To0fT09LBixQqOHTvGp0+fqKqq4ty5cwLmo6SkhKWlJfPnz0dVVRU5OTmWLl1KdXW10FQsW7ZMHLB9fHxEr724uBgnJydaW1vZtGmTOIfJoB2enp4cOnRI/E6YmJgA4OHhQW1tLQB37twhJiaGJUuWALBmzRpBuxw0aBCnTp0SRM2jR49iaWnJ9evXUVFRAXp7sLLvpaysTGzxioqK+OOPP0hNTRW03P379zNhwgS8vb356quvqK6uZubMmSQmJvLHH38QGRlJbGwstbW1IuKpo6MjLnzbtm0TKa358+fTv39/CgsLUVZWxtzcnD///JMXL15QV1eHs7Mzv//+u/AVhoSEYGBgwPLly3FxcWH79u1s3boVQ0NDZsyYQXh4OLt27aKrqwvojdsOHz4ciUQiuqj//PMPzs7OzJs3j8uXL+Pr6yvUVrJLuaGhoaAhz5w5k2+++QZra2sA4uPjiYqKEokTHR0d2tvbaW1txcjICH19fRwcHGhpaeH27dukp6cTFhYmdFnQCzn5/fffGTp0KNnZ2Rw4cIAff/yR6upqjI2NUVVVJT8/n3Xr1rFp0yYiIyN5/fo1+/fv5969e/Tv35+DBw8yZ84campqGD16NFKplJqaGmbNmsXp06dJTk4mKiqKfv36MWPGDAoKCnj06BGjR4/myJEjQql15MgR7t+/LyokJSUlhIaG8uzZM4YPH86gQYPE9y2RSBgzZgydnZ3CpWxnZ0dubi6ZmZk4Ojpi+W9vuKurK7GxseTn5yORSNDW1mb//v2kpKSwf/9+3r59K86Nly5dwsPDg3/961+EhIQwZ84c4QYOCAhg0aJFKCgoEBsbK4jT8+bNo7i4GAMDAy5evMjGjRsF+TsoKAhtbW0SExMBxGBaNkh3cnJCKpWKzq6uri5SqZSQkBCx5Dl16hSenp7/xXH5f/v8d+EzSCQSOYlEYiuRSIZLJBK///31H3/1/+FHXl6erq4u0fEzMzMTJFIdHR1sbGzIzMwUQmltbW18fX1FPEi28ZJtMGR9tj59+tCvXz/8/PyorKwkJycHDQ0NXr16RVlZGW1tbSgoKIiNgOzSUVVVJX7pz549i4aGhlBf+Pj4UFRURGtrK9nZ2aSlpZGWloa/vz9BQUGio3H+/HmqqqpQUlIS3j9TU1MxYZFdtHp6elBTU6Orq0uoGezs7FBWViYzMxMNDQ0KCwtFtFJTU5OysjJRzD1//jxtbW1YWFigp6eHsbExnp6elJeXiy2qDJihpaVFQUGBuJjExcVhbW3N2bNnqa2tpbq6WsQ2DQwMGDx4MN3d3Vy9epWGhgZqamqwtbWlublZbE0BLCwsGDp0qPCwycvLM378eNHhkHUtfXx8MDMzIzs7W0jYraysmD59utiUyuha/v7+2NrakpGRIUTrHz9+RE5OjtbWVlJTU0lPTxeFcyUlJQYMGEB2djY1NTUiV5+SkkJcXBxubm7o6OjQ2tqKvb09KioqnD17lunTp2Nrayu6oVFRUfzxxx/o6+uTlZXF48ePBbXx5cuXbNy4EX19ffLy8jAwMCAxMRGpVIqnpycfP36kpKSEyZMnA73kOW9vb0JDQzEwMMDBwUHElaOjo8nPzychIQEDAwPevXtHS0sLcnJyODo6MmjQIL744gtOnjxJdXU1JiYmfPvtt8yePZvU1FQUFRWxt7envLycwsJCBg0axIsXL7h8+bLw+2RlZVFXV4eBgQG3b98WIAJLS0vxMzY0NGTkyJFMnDiRIUOG0NrayuzZsykvL+fatWtIJBK+/vprjI2NRfyzq6uLJ0+e8OWXX2JkZERXV5dw+1VXVxMbG8vYsWMFet7f319sB9vb2ykvL2fQoEGYm5sTExNDZGQkgwcPxszM7L/Q/TZu3MiwYcPQ09MjLy+PmJgYLCwskEqlPHnyhM+fP/Ptt98SEBCAmpoa+vr6REdH8+nTJ6Kjo/nuu+/48OEDN27cwMHBgcjISEEFliHBd+3axdChQ8UhwcnJiYkTJ9Ld3Y2hoSHR0dFERUWRlZVFY2MjaWlpmJubi95mcnIyUqlUxNajoqLw9vbG29ubwMBAAgICxIdnfHw8pqamrFmzhpKSEkFQy8jI4NChQ8JNmpSURFJSEt3d3WzatAkbGxsyMjLEYWfQoEHi57py5UqePn3Kjz/+yOPHj4VANyIignHjxpGamsqiRYt49OgRCxcuRFtbm9GjRxMVFUVZWZmAQsyePRsdHR3u3LmDvb09X3zxhQBd3bp1i+LiYiZMmEBVVRWnT58mJSWFzs5OcRn89ddfSUhIEHHT8vJyenp6SExM5MCBA1hZWSEnJyeAWuHh4Wzfvh0PDw/69u3L0KFDefPmDb///jvx8fFMmzaNrq4uEROUbUkGDx7M9OnTKS0t5cOHD//lQ7epqUm8ryclJWFsbExtbS0//fQTcnJyREZGoq6uzq1bt8jOzhZgH0dHR2pqamhpaWHTpk34+vqybds2zM3Nefr0KTdv3uTy5cts3LiRlStXis+tjIwM5syZw4YNG5g1axbLli0jKCiIoUOH8uuvv3Lz5k0uXLjAzZs3hdD+4cOHPHjwQGy+mpubefLkiUgazJw5k5UrV+Lv78+oUaO4ffs21dXVWFpaCsG1tbU1+vr6YiiZkJDA58+fqaiowM7OTrwHQu8BPC0tjY6ODoYPH861a9e4du0at2/f5uHDhygqKgpFy6pVq2hvb0dJSQkLCwsyMzOFqDkgIIC+ffuKzn1iYiIaGhrcv3+fxYsXc/fuXTo6OvDx8aG2tpbFixczePBg0eXr6urCyMgIPz8/5s2bR1NTk1BZeHp6smzZMuG3k0gkgmgruzg0NjYyffp0goKCRKw+LS2N1NRUQQCvr6/Hx8cHa2tr1q9fT3x8PE+fPmXBggV0dXWJ7k5cXBxWVlYUFBSwbt06Tp06xaJFiwQl19bWlpaWFqKiovDz86O9vZ0RI0Zw8uRJfvrpJ4yNjdHQ0ODPP/9k6tSprFmzhufPnzNz5kyCgoKIjo4mMzOTLVu20NzczJ07d7h79y4nTpwQ7rnp06czYMAAqquruXv3LgsXLqSpqYnNmzcLsN7ff/9NZmYm6enpxMfHExQURGNjI62trdTU1PDs2TNUVVWZN28eNTU1REdHo6KiQn19PfLy8uJ3xdnZmfPnzws3dL9+/bh06RKpqalkZGQAvYA9GblYJlqX9RYtLS1Zv3490Hs5/P333wX0Rta3nTx5sujnuru7i63k8OHDGT58OKdOncLV1ZWQkBBByQUE9CM3N5eenh6Sk5PFdrm1tZV169YRGRnJtGnTyMjI4NOnT0yfPp3W1la+/PJLdu/ezfjx4wWYRVFRkaCgIBQUFDA3NycwMJCVK1cyZMgQhgwZIiLGJ0+eJD4+noCAHvT9EgAAIABJREFUAL766ishPL958yYWFha4uLjg5+cnVCZ//fUX6enpXL16lfb2dnR1dXnz5g2TJ08mLy+P7Oxsli1bJrrCK1asQCqV4u7uTnFxMWfOnGHhwoVCkyJbQshgNfLy8sTGxrJ79266urpEP08qlbJ8+XLU1NSIiori48ePQu0WHByMjo4OwcHBNDY2cvfuXebOnSu+B9mQVCqVcu7cOTQ1NRk6dKi4jN67d0+Q7qOiosQ5OCQkhAMHDvDbb7/x6NEj5OTkCAoKYseOHRw4cICcnByUlZWxsrJi8eLFHDx4UPyb3r17F1VVVbZu3coPP/wAwNmzZ2lpacHCwkKoqg4dOoSjoyNNTU188cUX/Prrrzg5OTFp0iShPtq+fbv4GTg6OhIeHs6zZ8/YsWOHoJlOmDABbW1tMjMzCQ8PJzg4mJUrVyKVSjl16hRfffUVt27dEl1IX19frly5QlhYGDdv3hSf3bJUVVhYGBKJRNSq9PT0OHXqFH369GHkyJFcuHCBNWvWUFNTw+zZs7l+/TpHjhzB0dFRUH2fPn3K1q1b2bJlCz/99BNubm7isldVVcXRo0cFeOy7775j27ZtSKVSli5dyooVKwRN9j95/lsXQ4lE4gPk0KutiAQi/rdX+H/81f+HH3l5eTGN/vDhAxUVFXR2dpKdnU1LSwsJCQnCYRcbGys2AO3t7RQUFODp6UlZWRlaWlpUVVWhr69Pd3c36urqpKSkCDLj2rVr6dOnD9ra2tTW1op+zdChQ1FXV8fS0pKkpCRRTvXw8GDQoEFAL0mprKyM4uJiJk6cSGFhIZ6enkyaNElcCmQHlZqaGoyNjQWJsaamBolEgrm5OUpKSri5uSGRSETcLz4+nr59+wrRcHNzM4qKipiamuLj40NUVJTIr6enp2NtbS1irU5OTmhrawtAiZWVFffu3cPDwwMLCwtGjBhBbW0txcXFeHp60tXVxdSpU/Hz8+Pw4cOsX78eNTU1Kisr2bdvH4MGDWLfvn1kZmZiamoquhU+Pj4iGrRo0SL69+9PR0eH0IE8fvyY/Px8NDQ0+PDhA9euXWPgwF5VZnt7O/369aOlpQV3d3diY2N58OABX3zxBbW1tVy/fh3Lf3vcZIeIxsZGoHeSpqCgIGIVpaWlJCcnY2BgIA6C1dXVLFq0iKVLl2JoaIi5uTkFBQWibzd69GiKi4sZPHgwtbW1gi6lpKREcHAwe/fupaGhgcbGRubOnUtgYCDLly9n+fLlXLhwgdLSUpYuXYqNjQ27du0iIiJC6CBkUJKuri7hnWpra+OPP/6goKCA169f4+npSUFBAYqKioIa6eDgwNChQ4Wio7CwkKysLObMmUNnZyc+Pj6CKtnd3Y2tra0gWUmlUry8vESeff369eTk5DB06FDhtpKTk8PDw4P379/j6OhIS0sLdXV1mJmZkZqaSlJSkpDNv337VhD0ZJqQyMhIGhsbqaurE0RD2d8T9FIytbW1qayspLCwkOvXr4tNsr29PXZ2dmKLdP/+fUHm7e7uRlNTE11dXRoaGrh06RJOTk7cunULT09PbGxsiIiIoKmpiaCgIAwMDGhsbCQ3NxdVVVWmT58O9AJuVFRU+OWXX4iMjKStrU1so69du8a4cePYsWMHT58+xcrKinfv3pGamsqSJUtwcHCgq6uLyZMnc/ToUc6fP4++vj6LFi1i1qxZJCQkCJ+bu7s7AQEBuLq60tTUhLy8PHfu3KGsrEwMRGSX2vz8fKRSKQsXLmTVqlU4ODiIrqJsqvv582exCXr06BGRkZEsXLiQX3/9lebmZuzt7cXBsKOjQ5CPL1y4IC6B+vr6lJWVoa6uTk9PD6qqqoJaOGXKFLExO3r0KLa2trx//56nT5+ipqaGgYEBLS0tmJmZ4erqSnp6Ot3d3Vy5coXS0lLCw8Opq6vDxsaGpqYm1NTUaGxsZN++fRgbGzNmzBgWLlwoICYyWfekSZMoKCigsbERDQ0NcchVUVHh1atXtLS04Ovri7m5Oa9fv8bW1hZra2sUFBQIDQ2lqqoKf39/zM3NmT59utjKbd++HRcXF+Fr7ezsRElJif79+9O3b1+kUqkYeJ08eZK8vDyUlZVZunQpHz58IDk5mR9//JGSkhLMzMzYsWOHQNvHx8cze/ZsoqKi2LRpE5cuXaK+vp709HSOHDlCYGAgysrKfPPNN6xdu5bJkycTGhqKVCrlwIEDtLa20tPTw7Rp01BSUuLDhw9ERUUxdOhQ8vPzmTFjBnV1ddjZ2YktzsqVKxk4cCBffvklT58+xcnJie7ubgwMDDAwMGDz5s2kpaXh4+MjpuK7d++msbGR4OBgmpubKSwsZPLkyZiYmDB9+nS8vb1Zvnw5UqlU0HPHjh3Ljz/+yJgxY8SwNTk5mZycHPEet2LFCmbOnElubi6ampqEhYXR3NxMbGwsxsbG+Pn5iWHM5s2b2bZtG6qqqnh6emJvb8+ECROEE0zmE1RQUGDDhg08ePAAgIkTJ9LV1cXq1atpbGzkxIkT9PT0CGm9o6MjJiYm7Nixg9bWVjQ1NYFeL159fb3oowcEBCCVSgkLCxPbg23btpGVlfW/2HvvqCjPfX3/Gpo4FAEpiiCoVCMKKiiIXaMYTNTE3qKxxJZoNLaIRkkkEY019ijYMBqVCIKiIggKCCJFuvTeq1Rhvn+45zlx7yQ72fvs8zu/dXKvxWKY8s7LW5/nU+4LT09PUUWhqqpK165duX79ugjYxcbGYmtry/r169m4caPASQQFBZGSksLSpUtZuHAhS5cupaamhsTERFasWIGhoSG1tbXY2Njg6OiIq6urOM8NDQ1ZunQpQ4YM4bvvvsPCwoL+/fvTr18/1q5di7W1NQMGDGD79u3U19czYcIEfH198fb2Jjw8nG3btokB+vr163Fzc+PUqVPIZDJOnDghXLc//fRTdu3ahYeHh8gKTp48GU9PTwoLC+no6GDv3r1UV1ejo6PD9OnTxTF1+PBhZs2ahYWFBRYWFuIeLpVKcXNz45NPPhH7KTw8nEuXLiGTyUTfY2NjI2lpaejo6FBVVcWYMWOYMWOGmMx99NFHrFu3jsTERNra2vj222+RyWQi+y7Hl6SnpzN58mQ2b97MkCFDiI6OBl5nUlVUVHB0dMTJyYmJEydy6tQp7ty5w+TJk5k3b54IKg4fPpzW1lYmTJhAnz59hOPqkiVLMDY2pqOjg0GDBrFx40ZGjBghsBD29vaYmpry/vvvY2lpydixY5k+fTqWlpaUlpaKLKTc9XrTpk2cO3cODQ0NUZHj5eXFzZs3cXNzY/DgweTm5mJubs7mzZs5evQoUVFRZGRkiAmjTCZjzpw5gh8Mr4PE69atw9nZmXfffVdU6wCUl5eL3tAdO3YQFhbG6NGjBfqjV69evHz5UrQd7Nixg0ePHtG/f3/mzp3LjBkzkMlkTJo0idmzZ5OYmCgCh8+ePaO9vZ2+ffty+/ZtunTpgq6uLvDaodjHx0fcz11dXbG1teX06dOoqqry7NkzQkJCOHPmDAEBAezcuZMbN27w5ZdfMmjQIBYsWMDQoUNFO4M8u7dmzRrRtjRp0iQuXrzIiRMnBE83Pj6eCRMm4O3tzRdffIGrq6voNZaPe3bv3i08RRITE9m4cSMvXrzA29ubpqYmVqxYIQIQz549w8LCghUrVtC1a1f09PTYvn07J0+e5O2338bQ0JCOjg66dOmCnp4eK1as4J133hGQ+88//5x79+6RlpbGhAkTkMlk9O3bl6VLl/LDDz+wc+dO1q9fL5zp3dzchPvu6dOnaWtrY/LkyWzcuJGYmBjBk87Pz2fr1q1vvL9Hjx4cOnRIbItvvvmG1atXi2NBX19fMG7/FUnkkYbffZNE8gwY8Bsvy2QymeK/vAb/jVJVVZVNmjRJ9FsBovRFQ0ND9BlUV1cjlUoF87CtrY2amhra29vp06cP+vr65ObmiuivvARNXoJZW1tLSUkJxsbGqKmpCYMKuWW8fPKWkZFBTU0N6urqFBUVYWtrS+/evYWpgpKSEjk5OaI8YcyYMfz888+MHDmSoKAgVq5cSWlpKY8ePWLcuHFcu3aNd955h5qaGlHidezYMTp37sy0adMoLS0VpZ3ygVpDQwMffPABaWlpREdHY2VlhaKiIh0dHTQ3N2NlZUVhYaFI1cNr6PVbb71Fnz59OHr0qOgxlIPBb9y4gaKiIjNmzKC1tZV9+/bx6NEjFi5ciL29PStXruTo0aM8e/Yae+ni4kJZWRktLS1oaWlhaGjIoUOHMDIyYtiwYQK3MWXKFA4cOEBJSQmqqqqMGDECHx8fXF1dqauro7W1lX79+nH37l2mT58u+rf8/f157733MDQ0pKqqCkNDQ8LCwqirqxOuTlZWVowcOZLKykra2tq4fPky6enpjBw5Ent7eyIjI4mOjuaDDz6gqqqK7Oxs3nrrLXR0dHjx4gXKyso0Nzcze/Zsjh07xqBBgxg+fLjo2ZNPXk1NTWlubkZFRQV7e3suXrxIZGQku3fv5tKlS2hpaQnWX3V1NcHBwWzevJno6GhevnyJvr4+/v7+ODk5MXjwYFJTU9HQ0BAZoFevXhEWFsaWLVvw9PRk8eLFwv22e/fupKam4uTkJLb10KFDOX36NPX19QLefPLkSezs7MQ5ERoayvLly1FWViYuLo7w8HDMzMxELb6CggKJiYk0NDTQrVs39PT00NLSwsDAgKioKNTU1HB2dqawsBBnZ2e8vLzQ1NTE1NSUmJgYXr58yYgRI8jLyxMg4LCwMCwtLQWD0dvbW8DdFy1axHfffYeCggIzZ84UzEf5BFZevlRZWUljY6MInsiz4tXV1axZswY/Pz/279+Pt7c3zc3NSKVS4uPj6d27N+np6VRWVjJhwgScnJx48eIF9+/fJzo6Gg0NDczNzcXxlJubK0qU7t27J8oCS0pKhLW8oaEhwcHBooQjPT2dUaNGERAQgIWFBZWVlTg4ONDa2oqurq4whoqOjmbQoEGkp6ezd+9evvrqK8zNzZk4cSI3b95ERUWF6upqnj17hqKiIhoaGqxYsYLg4GAKCwsxNjZm9OjRBAYGoqmpSWNjI0pKSgwcOJAzZ86IyWufPn2orq7G0NBQONZu3LiRQ4cOoaenR1RUFP379ycpKYnevXsze/ZsMYGXu/Pt2bOHJUuWEBkZSX19PU+fPiUrK0u47Jqbm3P48GHgtWX/jRs3xL5KSkrinXfe4fvvv2fjxo188MEHbNu2DX19fRITEzlw4ADPnz+nqqpKlD7duXOHbdu2sXPnTqRSqcD3pKen06NHDzQ1NfH29ubBgwd89dVXojdVX1+fmJgYARa/efMm69ato6mpSWQYr169iqWlJV27dmXy5Ml8//33ACxdupTbt2+jrq6OqqoqWlpaDB8+nOzsbC5evIiSkhKLFi0iIiKC5ORk5syZQ0REBOfPn+f48eN88803xMXFCaixrq4uDg4O1NTUYGJiQmZmJh4eHnh4eDB27FhRFjRw4ECRUcvKyuL06dOYmZmJfjRPT08mT56Mv78/c+fOFRw8W1tbHBwcxP3h8uXLSCQSEhMTSUhIYMeOHXh4eDB9+nQAZs6cycGDB9m7dy/vvfceERERokdOXV2dL774gqqqKtEDa2Njw+nTpwW7UCqV4u/vL8o4t2/fjpOTE/r6+mzZsoWhQ4fSrVs3rK2t0dDQoKCggMzMTGJjY9m/fz/Dhg1DU1NTcAIfP37MtGnTkEgkKCgoiAqQrKws4So4ZMgQUdXT3t5Oeno65ubm1NbWcvDgQby9vXn16pUowZZIJLx69YrQ0FDi4+NxdXWlsrKSQ4cO4ebmhqqqqhhQx8fHM2LECPbv309QUJDoFR04cCAymYzFixejoKDAqlWraG9vZ/DgwSxevJgzZ85w8+ZNUlNTWbRoEXFxcezbt0/YyQ8fPhxfX18kEgkffvihCJjq6elhbW1NTk4OS5YsoaioiKSkJC5dusSWLVtEiWhOTg4xMTGCCRsZGUljYyOKiorcvXuXgQMHkpaWxpYtW8jMzBR9YM3Nzezbt09kWbZu3cqkSZNwdnYGYM6cOSxYsIDs7Gx69erFxIkTKSgoQCqVcvPmTUaMGEGXLl3w9/dn4cKFb4yvzp07h6urKzo6OuK558+fo6WlRWBgIEuXLqVXr15kZ2fj5eVFXl6ecHHcsWMHy5cvFz3x8uN+x44dNDc3ExgYKPrLFBUVefjwoQjeyXX37l0xRgFYvny5KKWE15xPefWFPBBfUlJCt27dKCgowMjIiGXLlgku668pNjaWgQMH/ubrcmVmZgo3X/my/4jy8vIwNjYWk/nfkkQioVOnTsK9+5+9VyaTUVZWhr6+/j+8fuLECZYvX86DBw8YPXr0G68pKirS3t4u/h46dCiRkZG/+j1eXl7CHEmu1NRUXr16Rb9+/ZgyZQq+vr7/dH3/ryg6Ohp7e/vffU9WVpa43/2rkh/3vyaJRPJUJpMN/rPL/KMTwwZABnwKZP3tsZBMJvtfYT4jlUplI0eORFFREVVVVcEfMjY2pri4GF1dXaRSKZmZmWLAVFZWJlxI+/TpQ0NDA9nZ2VRUVGBpacmrV6+QSCQiUlxdXc2QIUNIS0ujuLgYY2NjkpOT6dmzp0AoODg4cOnSJdTU1Hjy5AkWFhaMGTOGkJAQOjo6hOGNnZ2diHppaWmhrq4uJqFaWlrcuHGDOXPmCJfJTp06CUMTiURCfHw8vXr1om/fvjx69AhtbW26dOlCZGQkBgYGAtou57M4ODiICWN7ezs9e/YkLi4OBQUFevTogZaWFoWFhURFRTF8+HCKioqwtrYWwMycnBzGjRvH6NGjuX79uphQFRUVcfz4cc6fP8+oUaMEX8XJyUnUacuRHXKenZKSEsuWLePGjRvCNMHT05OdO3cyaNAgAgICRP+THHmhoaEhzCLkk3E5+66iokJc4Orr68nLy+Ptt9+mpqaGtLQ0GhsbGTFiBDk5OezYsYMvv/yS999/X/Q+Pnz4ENO/MQ8fPXrE4sWLSUtLIzMzk4EDB4r/IS4uDgMDA1RVVQX+oq2tjeHDh5OYmEhwcDAff/wxQUFBFBcX88EHHxASEsJPP/3EokWLyM3NFf1v3bt3p6SkBCUlJbKyslBTUwNAT0+PtrY2mpqaMDc359mzZyJLJ+c9yu3kXVxcyM7OFhgFPT09CgsLmTJliihfVVRUpLa2lqFDhwqHtqdPnxIWFsb69esJDAxER0eHHj160N7eTmRkJJaWlhw5coQFCxZw584dVFRUWL9+Pb6+vhgZGaGrq0twcDC7du1i165dAgRvZWVFU1MT8Nr6etCgQaJX9YcffsDa2prCwkL69OkjzscnT57Qt29fTp06xaxZs9DQ0CAoKAh9fX3U1dXR19cXHKjY2FhcXV2xsrIiOztblERLpVJUVVUpLy8XWegvv/ySefPmcevWLSZPnoy1tTX+/v7C+jskJITGxkaMjIxQVlYWZTPbt2/n8ePHnD59msOHD+Po6CiydMuWLePjjz+mqKgIR0dHNm/ezO3bt4mJiSE9PR0rKyv69+9Pe3s7BgYGHDp0CGVlZRobG5kzZw4lJSViIDV69Ghqa2tpaGgQhj/yniZ572hSUhJSqZT169eL9TU1NSU7O5uOjg5yc3MZNGgQioqKBAYGYmhoyMqVK7l//74okfPw8CA1NZVz585hbGws+oXPnj3L+PHjCQwMFOy/7Oxsxo4dy6effkqXLl0YP348OTk5mJiYCASQtrY2O3bswNnZGXd3d1atWiWiofr6+nTp0oWmpia6du3K48eP6dGjB9OmTaOhoYHt27fT1NSEvb09L1++FMeZurq66CmpqakhPDxcOCHb2dmRkZGBgoICQUFBNDc3M2/ePB4/fszQoUP55JNP8Pb2FoERbW1t5s+fz1dffSWyav7+/hQXF9OvXz9u375NcnIyra2tDB48mDlz5uDh4SFK73V1dUW2smvXrkRFRaGpqcnAgQNJTk6mvLycbdu2MW3aNMHI/fjjj9m2bRsXL17E0dFRIArc3NxwdXXl008/5eHDh7z33nvifNbW1mbp0qWiDCw4OFhk92fOnMnq1auJj4/nxYsXGBgYEBYWRltbG8ePH6e6uprHjx+jo6PDlClTWLZsmQBmy2QyzM3Nqaio4MyZMyxfvpwuXbpw/fp1+vXrh4uLC1OmTMHLy4t9+/bRvXt3AgMDcXZ2ZtOmTaIs/ezZs7i6uqKqqkp6ejpOTk5if8vLtaZNm4aWlhaTJk1CRUWFEydOYGdnR0BAAIsWLSI8PJx58+YRERGBo6Mjfn5+vPXWW9TW1tKlSxcyMjIYP3486enp5OTkMHHiRO7cucOECRO4du0aANbW1sTFxTFs2DC0tLSoqakRJkbyksempiZaW1s5deoUx44do2fPnuTl5RESEoKdnR3nzp1jzZo1nDx5EldXV9GfL5FIOHnyJH369CEtLY05c+YI19S/l7u7OwYGBvTu3Vtw++RujjY2NgKdUlFRIbIpAPv372fdunUMHz5c3MvlxkpyxjGAv7+/AFb/Ui9evKCsrAwnJyfgdeXMmTNnMDQ05L333gMQkyy5Dh06xCef/DZiWr795YgjgJCQEEaNGsWzZ88wNDQUeAMnJ6c/1K8kR1UUFxeLPsS/l3xC9EfGnb88H/6vad68eYI3+s+UmJiIjY3Nf3R95PcoS0vL33yPfIL6v1F/ZvL+Py25Sc9/Qv/pieE9wFQmk5n9Kyv3P6UuXbrI5P19MpkMPT09ZDKZcIkrLCzEwcGBoqIitLW1qa+vp3PnzmKydefOHaZPn46qqiq3bt3C1NRUmJrU1tZibGxMp06daG9vJyIiAktLSwGeNzY2FmY0Fy5cEMYxq1atYuXKlVRVVeHs7Cz4ftOmTSMiIoK2tjbmz59Pamoqjx49or6+HjMzM8Hj6tmzJ35+fowcOZLm5mYcHBwwNTXF19eXZcuWERQUhJaWFgUFBZj+DaAtLyloaWkRA/MXL14QGxuLlpYW/fr1Y/z48aLnoKmpCSMjIzQ0NOjo6ODRo0esWrWK58+f4+zszJYtW5g7dy5FRUX89NNPuLm5kZGRQWpqKt26deOnn35i9OjRtLa2Mn78eCorK+nfvz+enp6YmJjw8ccf8+mnnzJt2jT09fWFQYb8cXZ2NgYGBpiZmREQEMCGDRsIDw+npKSEGzduCMi5ra2tsCKWSCQEBATg4uJCYGAg1tbWArgaFRVFcHAwAwcORFVVldzcXA4cOMCaNWswMDCgqqpKZAe1tbXp6OhAQ0ODa9eu8cknn3Du3DlMTEwoLi5mwYIFBAUFMXPmTEpLS+nWrRsHDhxgzpw5XLx4kdGjRwun1uXLlzNw4ED09PQ4ceIEEomExYsX09rayqVLl5g6dSoJCQm4urrS2NjI1KlT2b9/P1OmTGHr1q28//779OrVSwwCu3fvTv/+/Tl//jzZ2dmMHj2ampoaunXrRkNDg7C2nj9/Pt7e3qLHKSsri5KSEoYMGYKysrIoKW1sbERXV1cYVVy9ehVra2thVNS5c2fy8vJoaGgQA0xTU1Pi4uIwMzNDJpPR0dGBvb09DQ0NJCQkMG7cOKqrq+ncuTO3bt1CU1MTNTU1nJycyM3NxdfXVyxbXgYh70NtbGwUy33+/LkwSpHDmx88eEBHRwcDBw6ko6ODgIAAamtrhRGH3H1UPsj55cU/LS0NHx8funfvzvLly3n48CF1dXVMmDCBkJAQYdIhv9FFRUVhb29PWFiYgPbKVVRUxMWLF/n888/56aef+OCDD8RrL168oKSkRETk5aqvr6e9vZ3o6GgR5ZZXL8hZZr9UamqqyDrL1//3bsLynhy5o+QfUXNzszBtkOvp06c0NTXh7OwsTBc++eQTSkpKuHLlyh9a7h9RU1PTG6DkX6qoqEhwMuUw4L+XPMPx95IjZ0xNTf/U+sTFxeHr68uiRYtEHw78F8/TzMzsN6Owf1br1q0TVvv/qtzd3UUp9l/6S3/pL/2l//+rpqYGLS2tX32tqKgITU3NX70P5eTkYGpqSklJCRUVFaJyydHRkYiICFauXMn777/PuHHj/qMTQ1PgPpAGBPAacC8kk8nO/dkv/k9IXV1dNn78eEpKSnj16hWqqqpoaGgIno28hlwOrJbjB+zt7UUGqqWlBUNDQ3JycigvL8fJyYmnT5/y7rvvkp+fT0xMjICz5uXlYW5uTn19PWpqagKMbm5uztOnT7GwsOD06dNMnToVfX19YW7Ts2dPioqKaG1tpVu3bvTu3RuZTMa5c+fo37+/iIbq6+tTUFCAjY0NKSkpjB49mujoaPr16ycmrPIexfLyctTU1MRv+WSvpKQETU1NunfvjpeXl+iNSElJQVtbm4KCAhQVFSkpKSEqKoohQ4ZQXFzMhx9+SElJCTk5OTQ1NQlnV3lP5Z07d7h8+TJeXl7C/vjGjRvCLU9BQUFwmgoLCxk7dqywk29oaKCpqQlHR0fWrl0reiyLi4sxMDDg5MmTfPTRR9y5c0f0VcjRI/KMV2FhISoqKly9elUYUgwdOpSIiAh69OghYMoNDQ3o6OgInl1AQACtra2Cm5eamioG+gUFBVRVVYkB+vnz5/noo48oKCigra2NnJwc4UhrZGREa2srsbGx6Ovr09zcjLa2NoqKirS2tiKVSgUOQB4xhv8qbXny5AnKysrY2dnx/PlzYSVdVlZGW1sbVlZWKCkp0dHRIXp3OnXqREdHhyjlaW9vF2yet99+G/jtAbT8e/+I5KUJ8mhyXV0dmpqaVFdXo6CggKam5j8thflPSJ5J+Ev/fZLfYP6vKSsri6qqKgYP/tP3zL/0l/7SX/of0fbt29m16/cx4RKJhNbWVpSVlf9j6zFhwgTu3Lnzby/n9yZCv6bq6up/y0QFYP78+Zw/fx6AmJiY37zmh4dSBZZnAAAgAElEQVSH/0OANyAggEmTJv3De+XBdfmk7fr169TV1bFo0aJfzZrGx8eLgDcgKhWWLl36m+vd3NxMU1MT2trafPvtt2zatAl4HbwsLi7mxYsXVFZW8vTpU1avXk1qaipbtmzBx8cHd3d3evTowd27d/+jE8MpwCWg06+8LJPJZP80ZC2RSM4ArkCZTCbr97fnvgSWAuV/e9tWmUwW8LfXtgAfAe3AJzKZ7J8elVpaWjJLS0vKyspwdHSkubkZdXV1Ghsbqa2tpbW1FQ0NDTIyMjA3N0dVVZWqqirMzc3Jz88XeAcVFRU6OjqEUYvcffLly5cMHTpUsAQfPHiAjY2N4B7KzW4MDAzo1q0biYmJbNmyhR9//JGGhgaUlJQoLS3FzMyMPn36EBoaioWFBQYGBgwYMIDY2FgWLFjArl27mDFjBjU1NYwYMYKqqiphGGJra0tBQYEY/Muhl7q6usTExNDc3Iyjo6NwaJVnE+TlLW1tbf9wAWltbUVFReUfSmDkkhtB/MqORyKR/KlJxx+RvF/OyMjoV0/W31qfPyv5cfCX/tJf+r+n37re/aW/9Jf+vP6dUsLf++yvjVnk+r3+qv8NOnLkyBumIP9M6enpAl0g1y+3jbwkWz5ma2xsFLiyXwb57Ozs0NLS4vDhwyKbVFJSwt27d5k/fz4bN27E2NiYTz75hGfPnvHs2TMWLVrEjRs3mDp1KgBPnjyhU6dOwlX2yZMn2Nvbc+DAAdauXfvGOnp4ePD1119jY2PD7NmzmTBhAgoKCuTl5SGVSnF0dCQnJ4devXpRW1tLYWEhnTt3Fl4IJ0+exM3NjfDwcGE0JG9BmTlzJoqKiujo6HD69GnxnU+ePMHBwUF4Wjx58gSpVIpUKuX+/ftoaWlRXV0tDLVWrlzJvHnzmDFjBgcOHEAikWBra8tnn32GoaEh+vr6bNiwgcTERF69ekVtbS3vvvsu7u7u2NraCg6hu7s7ERERBAYGAq97L8vLy/Hz8yM0NPSNfebq6kpCQoJobVq7dq3g48qdyb28vAT+ZvXq1SQnJ9OrVy8sLCyEW/mDBw/47LPPSEhIwM/PDwsLC+zs7Fi2bJlYh3v37nHhwgVUVVXx9PQEYM2aNf/SxPCP1SDBPkD1n77r9+UFHAH+Pru4XyaT7f3lExKJpC8wC3gLMATuSSQSC5lM1s7vSO5SZmRkREdHh3DnlDfw6+jo0NjYKMxlunbtSktLC0lJSWRlZYkSzFevXtHU1CRKq8rLX89bzczMqKysJDMzk9raWszNzdHS0uLZs2fCGMHKykoYxhQVFWFgYICioiJNTU306NFDWKbD64uakZERaWlp1NXVoaGhwbJlyzAzM+PkyZPY2tri6+uLjo4OI0aMICEhgUePHgnH1IkTJ/Ljjz8yYsQIVFVVRZ/aq1evuHbtGu3t7bi6ujJ06FBSUlIoLi4WPVX29vZkZWVRV1cnLhzybOT169fp378/urq66OnpUV5eTmFhIVlZWYwdO5Zbt27R0dGBmZkZN2/e5MyZM/j4+DBt2jTRr5Cfny+g5w8fPmTy5MmCXdTQ0ICjoyONjY1oamoKmLEc39C7d2+Ki4u5ePGisDZva2vDxcVFmPz8sq7+/v37xMTEsGnTJh4+fMjly5c5evQoZ8+exdLSEicnJ9ra2qirqyMqKopJkybR0NAg1lUu+UW5vb2d+Ph4Bg4c+EYJnDwbV1lZKdhS8obuhIQE+vfvT3Nzs7Dblhu3AIwZM4bg4GCamprYvXs37u7u4nvlGcN/R79XqvdnlJeXJ5hs/67OnTvHggUL/luW9Zf+9+jmzZsCpfL/tQoKCvj222+F6c0flZ+fH7m5ub85aPu1AdrvKT8/n9u3b/9uBPhf0VdffcXatWt/c/B779490e/2Z3T48GGBNujevTt2dnbCLOz31N7e/g9Bx8ePH9O5c2dh+PF7kvfU/9KUITc3941yXkC0gCgrK/9qluHu3bsMGzaMtrY26uvrRQn5pk2bKC4u5ty518MM+bX6l31v3377LZ9++qkoq3748KHAIsDrSH1jY+MbJivwXz10P/74IzNnzvyH/y0yMpIuXbpgbW39xraSq7y8nOfPnzN69Giqq6uF8+Avt4E8WCkPtmZnZ5OQkCBMaVpbW0V5f2xsLIsXLxbLb2hoYNmyZVy6dIldu3axffv2N9bv8OHDdOvWTeC3kpKS6N69O1ZWVsTGxor7Yk5ODjo6OoI7KFdlZSX5+fmUlZXRt29fjIyM2LdvH6NHj37DsGXTpk2sWLGCLl26kJmZyezZs8nIyBA4gz179hAdHS3K5eXsvitXrmBsbMzx48cFm669vZ3p06cjkUj44Ycf0NPT4+233xbnw4ABA8jKyuLFixdUVFSQlJSEmpoawcHBfP311xw8eFDcaz///HMiIyNxdXVl9uzZgrGnpaVF165d2bx5szDzk0qllJWVMWnSJH7++WeUlJSYM2cOJ0+eZMuWLWzbto3Gxkbi4uIEH7S4uJiJEydy69YtgTOKiYkhLi4OKysrvv76a9zd3dm3bx8hISHs2bOHly9fEhsbS11dHbdv38bGxob9+/e/MRmUt0VZWVmRmprKqFGjGD58OAkJCZiamrJixQoWLlzIuXPnkMlkghv54MED5syZw4oVK2hvb+fLL78kJCSECxcusG3bNuH4umHDBnGtmzp1KitXriQ4OFgwpG1tbbG0tMTBwYGpU6cyYcIEzM3NOX78OOPGjcPd3Z2rV6/S0NDAhQsX8PPz49atW7S0tNC3b18UFRVxcnLi6NGjDBgwQHA+09PTycrK4uDBg5ibm7NkyRLa29s5dOgQ8fHx5Ofno6qqiqGhoRiDyvsu5Q7V8+bNIyAggL1795KcnIyhoSEGBgaEhobSs2dPgoODmTp1Krdv3+bYsWM4ODiwaNEigoODUVZW5scff0RNTY2KigoGDBiApqYmK1asoLy8nPT0dDERNzMzw9jYGEdHR9LS0rh69SpaWlpcunQJc3NzJk+ejIuLC8uWLSM6OpqMjAyxnvX19ezatYu7d+8SHx/P2LFjqaqqIi8vj59//hmJRCLYt3fv3mXjxo3Mnj0bV1dX8vPzuXjxIgBDhgzh8uXL7Nq1i5iYGPLy8nB2dqZHjx48f/6cCxcu0LlzZ4FnmTx58j9co/6o/ijHUB+oAsYD5kCvX/z8IUsdmUz28G/L+CN6D7gsk8laZDJZNq9RGQ7/7EPyAbkc3lxaWkpmZiYqKiooKSlRX18v3BknTZokjBLk9rja2toCW/DixQvMzc1xcHDAxMSEbt26UVpayv3799HR0UFDQ4OSkhIxySsvL6e8vJzc3FyKi4spKSmhsbERQ0NDoqKi6NOnD7GxsSgpKeHi4kJxcTFhYWHExcVRV1eHioqKcJ1sb29HQUGB5uZmcnJyaGtrw9fXl6SkJNra2vDx8SEgIIDTp0+jr6/P4cOHaW1tRVFREalUyrFjx7CwsBDrePjwYTIyMoiNjUVFRYWYmBg8PT0JCwsjJCQENzc3cnNzycjIYPfu3QIDsHXrVj7//HMSExOJi4vjzp07woq9ubmZzp07Y21tzXfffcfatWvx9PQkKCiIn3/+GYCJEycSHByMvb09tbW1hIeHExgYSGJiIg8ePODTTz+lubmZ9vZ2QkNDycjI4MmTJ/zwww+Eh4fTp08fAaeVSqU8fvyY48ePc/LkSa5fv87evXsF/y8iIoKFCxdibGzMxx9/THFxsTAg2Lp1K2fPniUuLo7Gxkb27NlDREQEWVlZIvLl6+srwPbPnz/n/v37wGtDgJSUFG7evImenh5XrlwhLCyM7OxsampqaG1tJSQkhJaWFr777jvKyso4c+YMFy9epKCgAHg90NiwYQORkZE8evSIefPmkZ6eTkVFBVevXqVLly7k5+dz9OhR0tPTAYQ5CLweYMyZM4fY2FiOHz/Ovn37iIqK4sqVK2IA9M033wCIz8fExAjzHn9/f4GHAEhOThb7KCAgQJw3AAoKChQXFwOwYcMGDh8+TElJCdXV1cDrC93z589JSEigtbVVfO7evXtUVlbS0NBAVFQUMTExAo0hv/HLgdNytbe3k5iYKAwZ4uLi3rBYTkxMJDExkeTkZOC1E1xZWRnwehAmH8jm5OSIz/j7+9Pa2kpAQMAb35WdnS0ey/fL06dPxXb77rvvxPaC/7qWyG9EwcGvqTy1tbUAYhvJJbeNzs/Pf+P51tZWse1+S3KTB7lKSkre+Ds6OpqHDx/S0tLyxvO/3Ke/Jfn15Nee/6Xk0U9ABHDg9f6G1/tKvr/fffddMWgJCgp6Y3Ll6+tLS0sLra2ttLW1iefl7npBQUFi+8Pr4+bXJJ9AAFy6dEkYaMmVkJAgyuUPHz5Mfn4+eXl5XL9+naioKCorK8V75RDsX6q5uZlhw4Zx9epVYXJy9+5d8vPzKSkpeeNY+HtlZWW98XdHRwcSiYSlS5eK48zHx0f8zw8fPuT8+fOCORUaGsq1a9fYunWr+PuHH37gxYsX//BdZWVllJSUkJeX9w+Of2vWrEEqlYp1yMzMxNHRES8vL54+fSrKrj08PHj69CmlpaVisrBmzRr27dtHcnIy9fX1PHv2jOvXr4v1l2+zsrIy/Pz88PHxESgeOY5HDjVXUlIiKSmJhoYG7ty5Q3l5OcXFxaJ3OC4uDi8vLyIjIwkICMDOzo6DBw9y5swZTp06RVpaGpGRkeTn53PlyhUaGxvx8PBg+/btLF26lLa2Ng4dOoS3tzc3b94UTr9yd++MjAx++OEHAHbv3o26ujpHjx4FEPvW29ubvLw8wsLCmDZtGosWLaKyspKamhomTpzIuHHjyM/PJyQkhOTkZDp37kxiYiJNTU1MmTKFkJAQJkyYQHJystgPJ0+e5NKlS3h6ejJ8+HBSUlLo27cvZ86cEZMFueSA86CgIG7cuIG2tjZhYWEcOHCA6upqTExMhLnUt99+S15eHuPGjSMpKUl4IBgaGnLv3j22b9+Ora0tH330kVh+a2sr6urqaGlpER4eLliOM2fOFCxlS0tL0tLSmDRpEg8ePCAjIwOJRIKOjg43b94kMDCQsrIy6uvrxbVazrKD1wEhW1tbjh07hoqKiphkPX/+HIlEQmpqKhKJBA0NDbZt20ZwcDCJiYno6uoikUgICwsTQHk5bD0wMFA45l66dImWlhZmz54t7rfyiajcHC0tLY3Hjx/z1VdfCWTQlStXiI6OprCwkNDQULy8vBgwYADz58+nb9++KCgocO/ePfT19bGxseH69et4enpiZ2eHq6srnp6epKen4+fnh4qKCurq6ly+fJmsrCxu3rxJdHQ03bp1w8vLi6CgIK5cuUJRURFNTU0MHTqU77//nvDwcCQSCcePH+fIkSOUl5cjk8no2bMnqamprFy5ksGDBwtX14KCAtatW8fGjRuRSqUoKyuzdu1arl27Jra3/Le/vz+hoaHs3LmTI0eO8OLFC0aNGsX7779PcHAwp0+fZu7cuYwbN4758+fT2NjIl19+ySeffEJubi4jRowQTFKJRML8+fO5cOGC6Hvet28fSUlJSCQSVqxYwYIFC4SpEYC2tjZpaWnMmDGDvLw8LCws2L17N35+fgL18cUXXzB+/Hjmz59PUVERampquLi4CLzZ+vXrycnJISsri+HDh2NqakpbWxsVFRXs379f7B8vLy8mTpxIR0cH9fX1GBoaoqmpyZYtW2hqamL9+vXMmzePiooKlJSU+Oabb/D29ub27ds8ePBAuBF369aN6OhounTpwo0bN8S6yB2EV65cyZw5c4SRXkVFhRg7LVy4kGHDhrFq1SocHR0JDg7m1atXhIeHM2fOHJYvX86RI0fw8fFhx44dfPfdd4SFhbFr1y5OnTolHIr19PTw9PQUWDBlZWUmTpxIcXExd+7cITMzk8DAQJSVlQXpoKmpiS+//JJVq1aRnJzMrVu3+Pzzz+nfvz8aGhokJSWJnvXLly+TnJyMj48PZWVleHh4iAxiSEjIv1WC+0dLSX/g9aSwt0wme/XP3v87yzEF/P+ulPRDXvcsxgDrZTJZtUQiOQJEymSyC7/4/kCZTPbTryxzGbAMoFOnToMmTZpEUVERvXv3Jjo6WrhtlpSUYGVlhUwmIzIykuLiYlxdXWlqaiI7O1sYzaSkpCCVSsWB6ezsTFJSEkZGRsTFxYksUGNjI1KpFAUFBezt7Xn+/Dm6urooKSnR1NREdHQ02traTJo0ibq6OsLDwwUHTZ7ul4PfT548yaxZs+jo6CAvLw8VFRVqa2vp1asXTU1NpKenI5VKaWtrw8jIiNzcXFRUVHBwcCAmJkYYx7S3txMcHMzo0aPR0tKira2Ne/fuYWNjQ3FxMdnZ2SLCKB/8pKen069fP0pLS6murmbMmDEkJCRQW1vLjBkzePLkCdra2sTGxmJkZERNTQ2dOnVCTU0NR0dHrly5QkxMDNra2mzbtg1NTU1kMhlXr17FyckJExMTAgMDKSwsFDfWjo4OUlJSGDJkCKqqqiI6m5CQgK6urnDcdHJy4uXLl1hZWRESEoKlpSWDBw/m5s2b9O3bV2AKVFRUKC4uxsTEhI6ODvT19bl48SK2tra0t7cjkUhoa2vj5cuX2NnZUVpaSmRkJF9++SUHDx4U/MLMzEz09fUFFywhIQETExP09fW5ffs2n332GaGhoVhaWnLy5ElWrlyJtrY2z58/p0ePHoSGhtKvXz969erF48ePGTt2LDt37sTKygp/f3++/vprsrKy0NXVxd7eHqlUiqenJxMnTkQqldLQ0MDLly9JS0ujtbUVHR0drK2tUVRU5Pz588KEp3///uzYsQMbGxtUVFQElqKiogIFBQUCAwOZO3cuLS0tREZGkpOTw6tXr5g2bRq5ubm8//777N+/n4qKCgYNGkRUVBR6enpIJBJMTEyorq7GwMBAHMddu3bF3NxcZGr19fXR1NTk5cuXGBsbo6CgwI0bN9DX18fExAQdHR2kUqnAo+Tl5dHY2IiqqipTpkwhKSkJW1tbcbOVZ2Grq6upqKhg0qRJxMfHo66uTltbG6WlpcKe3cTEhKamJmpqaqirq8PIyIi6ujokEglGRkbifBk5ciRnz55lzZo1PHv2jOfPn+Pi4oK7uzsrV66kT58+vHjxAm1tbQICAujXrx+PHj3C3d2djo4OVq9ejYODA2pqauTn56Ojo0NmZiYXLlzg4MGDYr+kp6eze/duduzYgaGhISNHjuTq1av4+/vTp08fTE1N6datG2ZmZly9epVNmzaxYcMGbGxsWLFiBWvWrGH58uV06tSJEydOYGZmJlyJ8/LyMDU1JT8/n4cPHzJs2DDeeecdbt26hVQqpV+/ftTX11NYWEhGRgbvvfceFy5coLq6mgEDBtClSxf8/PwoKSnB3d2doKAgDAwMMDQ05MGDB2RnZ3Pv3j0yMzNZvnw5b7/9Ns+fP2f16tXY29vz/fffo6+vj5mZGU+fPuXrr7/m22+/5cCBA+zcuZPq6mpWrlxJZWUlEomEWbNm8c4777B3717i4+M5ffo0aWlprFixgokTJwrXVhcXF/r37095eTn19fVkZWXh5ubGo0eP6N27N5WVlTx8+JChQ4cyfvx41qxZw9tvv8348ePJy8vjm2++wcHBgdjYWCZPnsyiRYvw8PDA2NgYZWVlbt26xZQpUxg/fjzLly/HwcGB1NRUIiIi2LBhAw0NDaxYsQJzc3N69OiBi4sLly9f5tmzZ3h7e3P9+nXCw8MZOHAgXbp0ISUlhUWLFtGrVy/c3d15++23Wbx4MUVFRSQmJqKhocHixYvZtWsXFhYWzJo1i8WLF+Pi4sL06dM5ePAga9euZe3atSgrK4uSoiVLlhAbG8t7772Hv78/b731Fm5ubqSnp7Njxw5Wr15NWloa7e3tzJs3j61btwo27sCBAzE1NeXs2bMcOnQIW1tbjIyMWLNmDSUlJfj4+JCcnMzcuXPx9PTk1KlTFBYWMmzYMPT09JgxYwZz587F0dGR0NBQzpw5w4cffkhZWRkmJiZMnTqV9evX8/z5c9GXnpyczPnz55k5cyYSiYTLly/j4eGBuro6Bw4cIDMzU2A2SktLBYoBXgdy9PT0MDIy4vz583h5eYmAU0NDAxoaGgQHB6OhocGwYcN4+fKlcGQdMGAAOjo6FBYW0rNnTxQUFDh58iQzZsx4g6/q6uoqjo/Vq1dz5MgRJBIJlpaWZGRkEBERwbp169DU1MTGxoYbN25w9uxZxo4dS2trK6NHj6Z3796oq6sjk8mQSqV4eHgAryd2n332GTt37kRVVZVNmzbh5OSEjY0NGzZs4J133mHChAls2LCB+fPn07NnT1pbWwkNDRXBNg8PD9ra2sjMzOTly5e0tLTw1ltvERISQkREBLNnz2bIkCGYmZnh6+tLVlYWZmZmqKqqcvPmTXJzc7l8+TJqamrcunWL+fPnM2zYMPr160dlZSVLlixh69atNDU1cfHiRVavXs358+dFH1JqaipZWVkMGjSI+vp6zM3NOX/+PPPnzxfmXfKe98TERKZOnUpYWJgIesmN3r744guBg9m8eTN37tzBxcUFiUTCyJEj6d27Nzk5OYwePZqUlBRqamooKyvD1NSUa9eu8ejRI0pLS6mpqSEuLo7W1laOHTuGRCLB3d2dkpISjh07xhdffEFGRgY+Pj5ikjRlyhS6dOnCmDFj6NGjB4sWLSI/Px9TU1MGDBhARUUF0dHRuLi44Ovry6RJkwgICGDIkCGMGDGC+Ph4+vXrh5GREa9eveKLL77Azc2NqVOnsmLFCiwsLASftb29XZh5VFZWEhsby9atW9m2bRtvv/22MDWUY8ZycnJwdHQkJCQEa2trQkJCMDQ0FGiVBw8esHv3biIiIrCyskJNTQ1fX1/GjRvHzZs3mT9/Prdu3UJBQYH+/fvj4+PDkiVLqKqqEkFiT09PTp8+LQzZamtrWbVqlcgOGRoa0t7ezubNm1FXVycjI4Pk5GT8/f0ZMmQI06dPx9fXV+xTgFmzZpGTk0NkZCTbt28nLi6OhIQEcnNzuXXrFlu3buXZs2diH8iDI+fOncPS0pKCggIBcP/mm28Ew3vNmjXU1dUREhJCcHCw8OsAWLJkCaWlpfj5+bFr1y727t1LXV0dx44dE1k2f39/Dhw4wM8//8zAgQNJSEjg7t27wGunXLkB3t69e9mwYQPz5s2je/fuJCcno6+vT3t7O87OzixdupRp06aJoPPkyZN58OABCxcu5IcffhAYsq1bt2JjY0O3bt1oamrC0tKSqKgoVqxYQVpaGlKplClTpnD9+nUCAwN5+vSp8BtxcnKitraWpKQkZsyYgYKCAkeOHKFr16507doVBwcH9uzZw7hx49DT06OkpIQRI0Zw/fp1OnfuzKtXr2hraxNlswkJCbi5uXHgwAEePHiApaUlzc3NIjA+btw4gZiRyWTcuXOH/fv3c/v2bXE97dOnD5mZmf9SKekfzRhWAHpArEQi2SuRSLb/8ufPfukvdAzoA9gCxbwuWQX4NWeLX53BymSykzKZbLBMJhsst/uXSCQUFhZiZmaGtrY2ubm5NDU18erVKxG9d3Jyory8XJia5ObmkpKSgq6uLl27dkVHRwdlZWVCQ0MpLi4mJSUFPT09FBQUkEgkmJubU1BQQHNzM0+ePKGtrU3Uavv6+ooy0z179nD8+HEaGhpoaWlh2LBhlJWVoaamRkBAAKGhofTp04ecnBzi4+OxsrKivr4eS0tLNDU1qampYdSoUYwePZoxY8agq6uLtbU1ampq4nHv3r15+PAhdnZ2FBQUoKCgQEJCAjExMQwZMgQdHR1mzJiBvb09NTU1KCkpiQOtoKCAwsJCampqRBllRkaGKD9taGgQLEcdHR1UVFSoqakhJSWFR48eYWBgwMaNG7G2tmbv3r2EhoYKG/WcnBy+++47geHw8PBAS0uL3r17M378eBQVFWlubiYvL4/Q0FAx8IPXYGJ1dXUWL17M3bt3sbGxwcbGhpKSEkxNTWlpaSEqKopz586JuvOffvqJvLw8/Pz8GDduHLW1tUilUgoLC8X/IJPJxPeePXsWY2NjeZOuiM7b2NiQl5fHgAEDaGlpISMjg8LCQlGilJWVhYqKCmFhYXz00UdiG8XFxVFcXIy3tzcaGhrs27eP4cOH8/LlS9zd3QUjrK6ujqdPn9Lc3IyBgQHl5eX8+OOPlJWVCYaaTCajsrKSsLAwjIyMWLBgAdOnT+f27dts376dvn37kpGRgaamJgoKCoSGhpKUlER6ejpFRUX4+vqSkpKCgYEBdnZ2uLi4UF5ezoABA/D29qZHjx6oq6tjZ2eHVCrF1NSUnj17YmJiwqBBg3jy5AlJSUk8ffqUAQMGsGfPHmpqaqisrCQmJgZdXV0aGhp49OgRWVlZ6OjooKmpyU8//URlZSU5OTm0trZy+/Zt7OzsqK2t5dGjR2RnZ3Pp0iUCAgIIDAzE3Nycuro6AgICePr0KSNHjiQvL4/y8nLOnDnD/fv30dPTE9bzVVVVBAcHExwcjKGhIVlZWfj5+dHS0oKtrS0aGhoYGRnh4+PDO++8g5GRES9evMDJyYmUlBTWrFmDs7MzLS0tnDhxAh8fH+zt7WlsbKRr166Eh4dz7Ngx9u/fT2xsLNu3bxduulKpFBcXFywsLDh69ChBQUE8evQINzc31qxZw9mzZzl37hwpKSn06tWLoKAgBg0aRGxsLLGxsTQ0NIhBfO/evZk7dy4SiYSysjK8vb3Jzs4mNTWVFy9eEBERwU8//URKSgo3btzAxsaGgIAA9uzZw/PnzwkNDcXX15cDBw6gqqqKr68vnp6epKamilL0I0eOYGRkhJ6eHmFhYZibm6Ouro6Xlxd9+/YVzKsjR46goqLCs2fP0NXV5dq1azg5ORESEoKPjw9fffUVm6lHqvEAACAASURBVDZtYtGiRdy7d4/IyEh0dHTIysrC3NycBQsWMHLkSMzNzcnJyRG2+teuXSM+Pp41a9aQnp7O2rVrcXV1pbCwkPLycioqKggPD6exsVH0dly+fBkTExPi4+OJiIige/fuokxx9+7dbNmyhWfPnhEXF0dubi7a2trEx8eTkpJC586d+fHHH1FUVMTT0xNTU1P69+9PVVUVpqameHl54e/vz1dffYWysjL29vbMmTOHhoYGxo4di0QiITg4mOHDh+Pg4IChoSETJkxgxIgR3L9/X/DjWlpasLa25uzZs4SGhvLRRx8hkUjYsWMHq1atwt7entDQUMErW7t2LSdOnBCDw9zcXCwsLPj666+JiIjg559/xsvLix49egiHYHkEWs4MlV8Tg4KCsLGxIS4ujuDgYGprawkKChKw7aVLl3L58mWuX7+OtrY2Fy9eZMSIEbi7u1NZWUl4eLgoGbx//z7V1dVER0djZ2eHn58f5eXldO7cmcuXL2Nubo6VlRX6+vqCFWhqakpUVJTI6Mqvd7a2tgQGBlJfX8+oUaO4cOGCuJ4UFxfj7u7O1KlTuXfvHhYWFly8eJHTp0+Lnhx9fX0yMjLQ19dHR0eHyspKysvLmTp1Khs3bsTBwUEEmZ48eYK6ujqZmZlYW1tjbGxMXV2duFY2Nzfj7e2Nm5sbdXV1zJgxg/nz53Pt2jWcnZ2ZNGkSp06dIiMjA2dnZ3E+DxgwgKdPn3Lw4EFReirPmBUVFaGkpISysjIqKirA62xqTk6O4JYePnwYExMTWltb6d27N3l5eUyaNIkhQ4YAr9me169fx8zMTHBs5UHKDz/8kLlz53L27Fl27txJ3759kUqlqKmpkZWVRffu3Rk5cqTIdh0/fpxRo0YBrytc9u/fT1paGrNnz0ZHR4eioiIkEgmqqqqsW7eOmJgYNm/ezOTJk3n16hUJCQnk5+czb948EWAaOHAgO3bsoKKigtTUVDw8PN5wYJ4yZQqjR4+mqKiIgoICNDU12bdvH3PmzBGThpkzZ9LW1sbSpUt5/Pgx6urqBAYGcvfuXSoqKvj4448ZNmwYe/bsYdasWdy8eZPMzEyGDh0KvJ50nDlzhqlTp+Lu7i56C62srFBWVqZHjx5IpVIWLlwoWJsA3bp1o7q6murqamxsbETwXUFBgfDwcN566y3B24uKiqKgoIBNmzZx+vRp8vLyOHv2LBkZGRQUFNDa2oqfnx+HDh3i/v37FBUV8eTJE0aNGsXu3btpbGxEIpGgp6eHoaEh9+/fp1+/fjg5OZGamsrgwYOxsbHB3NycWbNmUVVVha2tLc7Ozpw5cwYTExNRvdS/f3+qq6spKCggNDRU8K2PHz9ObW0tLi4unD17lnXr1mFmZoaRkRGLFi0iLS2NAQMGcPv2bTEp3LVrFzo6OpSWlrJu3Tru3r3L48ePMTIyom/fvjg7OwvH9/z8fHFcVlRUiOxS165dycrKQklJiWPHjmFlZcWmTZuQSCQ4OzvTv39/Bg8eLFjMvr6+ovrA19cXExMTwep88OABZ86cQSKRYGdnR8+ePXFzc+Ott97Cz8+Pfv36oaenR0REhMhQpqamYmpqypIlS8SxraioyIQJE0SZZXR0NM3NzcLlfNCgQdy6dYsrV65QWlpKWFgYERERqKiocOHCBUpLS7l+/bqoEPHz80NHR4fp06ejr6/P9u3buXv3LgsXLuTOnTu0t7czbtw4evfujaenp8j83bp1iyVLlhAYGIiZmRkDBw5k3bp12Nra8vjxY6qrq3Fzc+PKlSv4+PiISpIxY8YgkUiYM2cOc+fOpXPnzoKhLpFIaG5uFoGVqqoqTExM8PDwYMqUKdTV1bFgwQL69u0r+h0BgYNavXo1X331FRcuXKCkpIQxY8aICiy5L8m/oj/aY/g5rydmb/3t5+/1+7ZJvyGZTFYqfyyRSE4B/n/7swD4JdjDCCj6Z8trbW2lqqoKbW1tiouLkUgkpKSkoKSkJExn5P15paWl6Ovrk5SURNeuXenVqxfh4eHU19ejra1NSUkJ1tb/j7n3jKrq3te2r0Vb9F6U3gVEUDqCgr2jWGKLbSfRkKaJiSU7iTUxO2bHmGisSRRj16iowYYIAooixUVv0ntZ9M56PrjX/5wznmecd4/zlvHOMdYXQZauOZnzV+77ut0FwEapOVdOtFtaWsS2wt7ensHBQerq6hg5ciS2trY4OTkJn2NNTQ2mpqa8ePGCt956i6GhITQ1Nenv7ycxMZGFCxcKiuqzZ89EtllAQABVVVXIZDI8PDwIDAzk9u3bzJ07l/DwcJKTkxk5cqTwWTx48IBZs2ahoqIitprNzc0oFApaWlro7+/n+fPnQtqRk5MjfIRJSUn4+fnx4MEDNDQ0OHHiBPPmzUMikVBeXo6DgwO9vb2Ul5dTWFjIkiVLkEqlFBcX891336GiooJUKqW2tpa4uDjCw8Opq6vD3NxcUGJ7e3s5duwYAQEBeHh4oK+vj0wmQyqVMnLkSC5evIibmxu6urrcunULIyMjNmzYQHBwMOrq6ty5c4cpU6aQlpYGvI4YmDp1KtevX6e+vp5NmzZx8uRJampqhH+woqKCwcFBMjIyGD9+PEVFRYL6qfScKPXskydPJi4ujpCQEIyNjcW1IZfLWbFiBW1tbVhbW4vt6Y0bNxg9erSQQzY3N9PW1oaqqip5eXk4Ozvz+++/ExAQQEpKCmPHjsXe3p779+/z9ttv8+677zJ27FgxMTpw4ACenp4UFhaKrbCxsTFpaWlkZGTg4OCAuro6Pj4+aGtriyl7dXU1M2fORCKR0NnZib6+PtnZ2VhbW4smTVVVVYRIP3/+XGykjx49ir+/PyUlJdTX13PixAmsrKyIiIggLS0NJycnJkyYwPTp0/n1118ZHh7Gy8uLpKQkysrKsLS0RC6XI5PJmDx5sviaq6srpqam4sEXGBhIZmYm9+/fx8zMjDt37uDt7U11dTVGRkYYGxvT3t7OuXPnqKioQCqVYmZmJjIry8rKGDNmDEZGRlRWVjJ69GhiYmLw8fHB2tqaiooK4uPjKSwsxNbWluDgYLHB2b17N99++y19fX2MGTOGrVu3olAoRN6h8vowMDCgra2Nqqoqzp07h6amJmvWrCE2NhY7OztsbGx477332LBhA8uXL0ddXR17e3tkMhmLFy8WWW/m5ubcvn0bd3d3/vjjD0aPHk1JSQm1tbXIZDLCwsK4ffs2/f39LF68mHXr1hEZGUlTUxO9vb20trbS0dFBeno6jo6OIvvS2dlZSNyTk5NJSEjAzMyMDz74gPDwcORyOcbGxmRkZDBv3jyam5tFY9HZ2cm2bduIiIigp6cHmUzGxIkTKSkpITc3l9LSUtatW8euXbvo7+8nMDAQf39/Dh48yJYtWzA0NOT58+eUl5cDr7cHTU1NzJo1iw8++IA33ngDHx8fpFIpQUFBoqiQy+XivlVQUEBaWpogKt+7d4+hoSE++ugj+vv7uX79OhEREXz77bckJCQQGRnJ4OAgXV1dVFVVYWpqyqhRo7CxseHs2bMsX75cgBI++OADtm3bxurVq4mPj0dFRYWPP/6Y4uJiQR+dOXMmkZGRNDc3c+/ePZYtW0ZzczP19fWoq6uzZMkShoeHqampoa6uDgcHB2H8NzMzIysrCyMjI548ecKsWbO4e/cu69ato62tDS0tLdzc3CgtLcXe3p6enh6ePXsmnk0bNmxg586dZGRkiKJn8+bN6OjokJOTw/79+1mxYgUrVqwAXtshMjMzGRoa4s6dO+jp6XHs2DGGh4e5fPkyb7zxBps3bwbA09OTK1euCM9cTk4OGzdu5IcffuCrr75i+/btpKamcvz4cTEgMjMzo7m5mZSUFDQ1NUVUSENDg5B/fvzxxwQHB3P37l2WLl1KX18f8+fPF43gvn37MDU1paSkBDU1NY4fP05rays3b95k3rx5hIeHo6qqSnZ2NosWLSIiIgIfHx9cXV1pb29nYGCA0NBQnj59Sn5+PqNHj0ahUJCenk5ycjK2trakp6eLKJe4uDgWL17M06dPhaLH0NCQvLw8FixYwPDwMB9++CFZWVlYWlrS29vLRx99hIeHBxUVFfT29tLX10dfXx+urq4YGxtz+PBhrKyseO+990hPTyctLY3Q0FBkMpnwhwOoq6vzwQcf8PjxY2QyGc7OzkIy/Z8z59atW8edO3fo7+/n6dOnqKiokJKSgo2NDampqaxcuZLe3l6xEU1KSuKNN94QmaNqampMmzaNW7duoaOjI5RBf/75Jw0NDWzYsIGXL18ikUiYMWMGjx8/5q+//kImk/H3v/+dVatWCTp4fHw8nZ2d/PLLL+Tn51NWVoa6ujoLFixAKpWiqakpVBeNjY3s27ePWbNm0draKkiOyoFhRUUFt2/fRlNTk/j4eDEs3LVrF87OzqSlpXHkyBGioqKws7Pjjz/+YOvWreTm5uLp6ck777xDamqqkMsmJSVhYmJCT08Py5cv59SpUygUCj744AMiIiJITk4G/kOar6SHJyUlkZWVhUKhQFNTk5kzZ6KnpydyoJVDWwsLC8aMGYOhoSGhoaF89913Qh3V0NDA4cOH+eWXXzhz5gyOjo709PRgbm4uBp4GBgYiI1gikXD58mXBNFDmVG/bto1nz56hUCh48eIFGRkZfPTRRzx69IiioiLa29u5ceMGX3zxBZs2bWLPnj18/PHHlJeXY2VlRWJiIoWFhbS0tLBjxw4SEhIEzVwJ9tuwYQPwGjpTXFzM8uXLaWxs5JdffiE6OhpPT09kMhkSiYTm5mays7OZOnUqf//739m5cye9vb389ttv9Pf3i7iqxsZGJBIJnp6e7Nq1i6SkJAHhUsb/LFiwgDt37rBhwwZxbSclJbF8+XK6urpoamoS97EvvviCxYsX8+OPPwKvN5BmZmY4OjqK+tHMzIzU1FSuXbuGh4cH9fX1pKenM3XqVBoaGoiIiKCqqoqDBw8SFhZGXl4eS5Ys4fnz5wQHBzN9+nSxzFH6k9PT0wkJCUEikQhYjb6+Ps7Oznh7e2NtbU1fXx8jRoxAoVCwZcsWPDw82Lp1KyoqKshkMioqKti9ezd2dnYsWrRIyO+VXsDPPvtMZIZra2uLrGMLCwvu37+PiooK7e3tfPDBB9jb27N582b27NmDRCIRjWt8fDx6enp0d3eTkJBAeno6vr6+glMBMHfuXNLS0njw4AFvvvkmvb29fPHFF+Tm5qKhoYGDgwN9fX0cPXoUeM07uXjxIt3d3QDMnz+frKwsLCwsqK8XbdX/+FBVGlX/u2PXrl07eL3F+z++du7cuevfebNdu3YZAit27tz5C4BEIhm5c+fOzn99bR2gsXPnziu7du1qBXbs2rXr9127dtkCHwPbdu7c+d/qXv/xj3/s1NXVxd7ensLCQqRSKW1tbaIRam9vx8fHh1evXqGhoYGBgYEIz+7o6EAqlaKlpYVcLsfW1hZDQ0NycnLo6uoiIyMDNTU1FAoF5ubmyGQy7OzsRLB9a2srcrkcPT09Ro4cSWJiIgMDAyQlJQlZp4uLC1evXkVdXZ3BwUHRcCp9G0pJlra2NnPnzqW+vl6sotPT04mPj8fY2JiWlhZqa2uZN28edXV1ZGdnC9mfpaUlN27cwMvLCxcXFzIzM1EoFEilUgoKCsjNzUVXVxdvb2/a29txd3cXU4pr164hlUqprKxkzZo1ZGdnI5fLaW1tpbu7m9bWVtTU1DA3N8fX15eenh4sLS2pqKjg5MmTSCQSHj16xPr16xkeHkYqlZKcnIyZmZmAAvX29qKqqoqenh5paWk0NDTQ2toqQpGdnZ0ZP368aNDHjh2LhoYGgYGB/PXXX6SkpODh4cHg4CD9/f1oaWnh7e0tIDnKeA3lZ5uSkoJUKsXNzY2YmBjRfLu7u1NSUkJNTY3YLBkYGCCXy8nPzxe6/7y8PFxcXDA1NeX+/fu0trZSVFTEjBkz0NPTY8yYMaipqZGRkSE2t/7+/hgbG4vgeScnJ3766SfRnMfExIh8PmVTnpmZyQcffCA2JA0NDSKmwv5fgeYvXrygpaWFrKwspk+fLuAFvb29lJaW4u3tLaQyyo1OaWkpra2twk/78OFDXrx4gZGRESoqKrS0tFBXV0dISAi1tbViu25tbU1qaqqQYWVnZ/PZZ5+J35OnT5/i6elJbW0tDQ0N4vOWSCTY29vz5MkTJBIJjY2NyOVynj59ilwuZ+rUqTx//py+vj7y8/Pp6Ohg3rx5wss2f/58dHV1UVFRQU1NjczMTKqrq4mKiqKrq4vOzk50dHS4d+8ezs7OBAUF0dLSQkdHB7q6utTV1VFfX09CQgLV1dXMmTOHvXv3UlBQwMDAAFKplKVLl6KpqUlrayteXl7Y29vT0dGBmpoacrmcO3fuiAdkSkoKERERDA4Okpqayl9//cXp06e5ePEi48aNQyKRCM+tElplYWEhJrLnz5/H0NAQfX19ent7SU1N5ZtvvuHWrVtMnDiRiooK9PX1sbCwYMmSJWRmZvK3v/2Nuro6JkyYwG+//ca2bdu4fPkyRkZGPHz4kPLycrS0tPDw8KCmpgZzc3N6enpwc3Pj1atX4n2U8Tt9fX3k5eUREhJCVVUVhoaGYvI+Z84c3n77bYKCgoRnq62tjevXrxMTE8PkyZO5d+8e1tbWvHr1igsXLiCTybC1taWxsZFvvvkGS0tLEhIS0NfXJy4ujpSUFIKDgwE4e/Ys6enpnD59mp6eHuzs7DA0NKSvr49FixYxefJkvvvuO5YuXUppaako3BobG6mpqcHd3Z2AgAAePHjAb7/9hoODg/CM37t3D3hNKX758iUKhQK5XI6TkxMODg44ODiwc+dOVq9ezaVLl9iyZQs9PT20tbVx+PBhpkyZQmFhIatXr+by5cuMGjWK8+fPExoair6+Pr/99htGRkYsW7YMVVVV2tvbmTVrlhg09vT0IJVKWbFiBXv27BGSr2XLltHa2kpjYyPu7u6MHj2aX3/9lQMHDiCVSpkwYYLI1b148SJTp07l8ePHbNy4kYiICL7++muys7N58uQJHR0dnDlzhm+//Zaenh7y8vJ4+fIlWVlZXL16lePHj3PhwgW6urqwsrLC3d2dEydO8OWXXzJ+/HhsbW3ZvXs3r169YuTIkejo6BAWFoaOjg4+Pj6cOHGCFStWYGFhIbzzbW1thISEcP36dczMzLh48SJ5eXmoqKjw7bffUlxcjI2NDcuXLxdZnRYWFvT39zNnzhw0NTW5evUq7e3tnD59munTp+Ps7IyxsTEPHz7E3d0dqVTKpUuXRHOQnp5OQEAA+vr61NfXo6amRmJiIrNnz6a5uRk1NTUGBgZobm7GxcVF3BeV2ysNDQ0mTpwoJvU5OTmkpKSQmZnJxIkTefjwIQEBAfj7+4tN/r59+5g7dy7u7u5YWVkRFxeHVColMjKSwsJCNDU1yc/PZ9euXdTU1BAbG8v48eOxtLREJpNhaWlJS0sLfX19TJo0CS0tLYyNjfH39+fp06eMHj1aMAja29v55z//iYmJiWh6QkNDsba2RkdHhx07dhAXFyc8dSEhIZw6dQofHx9iY2M5ePAg3d3dDAwMiNzbGzduEB0djb29PY2Njfz66688evSIuro6nj17xvnz57l8+TIxMTEAhIWFER0dLTJknz9/ztixY4mOjqaurg5XV1cCAgIICQnhyJEj9PT04O7ujpGREVFRUZw5c4affvqJO3fu0NHRwVtvvcVvv/2Gr68vL168wN/fn3Xr1vHo0SMA9PX1effdd7l9+zbJycloaWnx+eefU1payvfff8+zZ89ENnJCQgKamppIJBISExOFR9jQ0JCoqCjgtb/b1dWVoqIiJk+ezMmTJykuLiYsLAyFQkFcXBzNzc0UFxdTVVVFZmYmS5YsobW1lW+++YbQ0FCMjIzw8fGhtbWV5uZmduzYQVFREYcOHWLnzp309PRw/fp1AgMDBcxPoVAIq0RQUBCPHj3ihx9+4OOPPxY+QgcHB8rKymhoaEBPT4/IyEieP3/Oy5cviY+Px8PDg66uLjQ1NZHJZALIZ2lpydSpU8UyQldXl+zsbHbtel1St7S08P3334uadWhoiIyMDFpbW1m2bBlXrlwR35uamgq8Bt1t3LgRV1dXrKysePnyJTdu3BByRV1dXWbOnElBQYGQziuv1XfffRdPT0+qqqr4888/UVNT49ixY3R0dIjzofQCymQyPvroIzQ1Ndm7dy9DQ0OsW7eOzs5OqqqqMDMzIzo6moiICP78809qa2sZPXo0169fp7GxUXjZlTX2xIkTuX//PhYWFsTFxfHJJ59gamqKjo4OmpqaWFhYIJfLKSoqYunSpTg6OmJlZUV7ezsnT54kKiqKmpoaEU+nbBYPHTqEi4sLR44cYeXKlSQnJwt/6/Lly3Fzc2PNmjWUlpby7NkznJycWLx4MX19fSxcuFDkXNfV1QnJ+I0bN9i3bx/+/v7cuXOH9PR0ZDIZn3zyCYsXL2bt2rViQLB161bkcvl/sTVNnjyZ/Px8Nm7ciLW1NTNmzOCnn34iKiqK77//npiYGFasWMHg4CDJycl4e3ujUChISUkBXjeumzdvZvLkySQkJNDX14eJiQmVlZXcv3+f6OhohoaGyM/Pr925c+fxf6c/+8/HvyUlVSgUKv/d69/5GRKJ5DzwBBglkUiqJBLJW8B3EolEJpFIXgKTeN0AolAocoBLQC5wB3j//4pICojcN+VWTFk8KW/glpaWPHv2jP7+furq6ujt7RVblO7ubszMzNDQ0EBLSws1NTUhCfP19cXKygoHBwch7xgaGqKiooLW1lZKSkro7OwUE4DMzEwGBweRSCSsW7eO6upqjI2Nyc/PZ/PmzVhbWzMwMCBklBoaGmJiNWLECExMTPj9999RVVXl8uXL9Pf3M2XKFKZNm0ZQUBCZmZkEBARQXFzM7du3mT59ugjDVspp9fX1efjwITY2Njg6OqKuro67uzuLFy9m3LhxFBYWYmhoiEwmw9DQkJ6eHmbNmoWjoyMuLi5CSqiqqoqpqSnt7e04Ojpia2tLeXk5J06coLW1FR8fH+RyOX/99RdyuZwDBw6Iba1ys+jo6IiRkRGjRo3C0dERNTU1UlNTWb16NQ4ODjg7O+Ps7IypqSm1tbX84x//oKysjOLiYvLy8jA2Nuadd97BxsZGTFMBEWytBKk0NTXh7u7O5s2bcXNzQ0VFBR8fH/z9/TExMcHPz09Mm0+fPo2GhgZ5eXncuHGDV69ecffuXeRyOWvXrkUikeDl5YWDgwPnz5/nxIkTgpI2d+5coqOjBSjHxMSEOXPmYGBgQFBQEAEBAZiZmaFQKGhvb+fatWuYmZnx008/cfToUczMzNDT08PX15dx48YxatQo5s6dS1tbGydOnKCpqQkdHR3mzZtHfn4+MTExLFiwAHV1dTEJu3LlCh4eHkKGYWdnR0lJCd3d3dy6dYuWlhZWrVolznNpaSkJCQmiYHdzc8PBwUFIL4uLixk3bhze3t6MHz+e27dvs2nTJlpbW3F3d8fLy4u+vj709fUpLy/H0dGRyspKampqyM3NpaKigqKiIvr6+mhpaWHTpk1kZGTQ0tIiTOBaWlo8ePCAxsZGUWA3NDRQUFCAqakp33//PZmZmTQ0NGBkZCQ8sDY2Nvz+++80NTXR1taGjY0NEydOpKCggOTkZAoKCsjKyiInJ0fIlidNmsTNmzc5ceIEYWFhrF69Gjc3NwoKChg/fjzq6uosXryY8vJykpOTKSsrQ0tLC4VCwf79+wkPD2fs2LFs2rSJFy9e4OXlxdatW/noo48EZS49PZ0jR44gk8nIy8sjICAAY2NjGhoasLKyEnIrFRUVYmJixPV/4cIF8vPzSUhIQCqV4u/vz7Vr1zh9+jQ5OTmcOXOGESNGoKenJ3xT6urq9PX1ERkZKRQPr169EjmnycnJNDc3Y2RkhKGhIQ4ODujr62Nra0tfXx8qKiq4ubkxdepU0tPTqaio4PvvX8OgY2Nj2bx5s3j4rly5kvDwcAoKCrhy5QqVlZXcvHmT/Px8XFxchLdV6TNxd3cnNTWVgYEBIiMjaW1t5a233iIvL4+IiAjmzZtHaWmpkI49fPhQbP4tLCyEmkBVVRUVFRV6enoYP3482trazJgxg9TUVLq7u8V2PScnh56eHpYuXcqaNWvQ09MTxMNz585x8uRJTp8+LeAcHR0dAo5x6tQp3N3d6evrY2BgQAywPvjgA2JjY5kzZw4///wzw8PDoiD466+/yMvLo6SkhJSUFLHZUTYzcXFx2Nvb4+fnx6lTp2hpaWHSpEn09/dz7do1rl69yr59+7C0tBTNy4gRIxg3bhwKhYKCggISEhJ4+vQphw8fxtLSUnhxrl69iq6uLllZWcTExGBubk57ezvfffcd+/fvp6amRmzMurq6MDMzE+CkH3/8kYsXL+Lk5MS0adMICQmho6ODhoYG0ZgdPXqU77//nh07dpCcnCyK/l9//ZXFixdz+PBhVqxYgY6ODt7e3sycORM/Pz/Onz/P/fv3MTExEVLsgYEB4aV+++23kUqlvP/++xQUFGBtbY2amhrjxo0jNjaWW7du4evry4QJE9DW1sbNzY2enh5OnjxJR0cHnZ2duLm5cfHiRfT09Dh79qyY8MtkMvGsV17z6enpPHz4EIVC8V+gTBEREfz000+oqalx+vRpYR+YMGECISEhHD16lJs3b6Krq8vIkSOxs7Pj3LlzPH36lKqqKtavX4+JiQmampqsXr2a3t5eLl68yN///nc6OjowMzMjJSWFtrY2mpqaOH36NLdu3WLJkiUoFAq0tLR46623hMLB0dGRzs5OfHx8uHnzJiNHjuTp06doaWmRkpKChYUFtra2VFZW4ujoSG5uLtXV1URGRnL8+HGkUqmws/zzn/8UOHVQcwAAIABJREFUXnalLG1wcJCjR4+yaNEiMRS6d+8ejY2NwmemBDmtWrWK69evi8Gxuro6e/fuJT4+nrVr13Ls2DFReCtVSjNmzBCQpB9//JHMzEzmzJkjPm8VFRX8/Px46623iIuL4+TJkwLqpoydam9vp6ysDBUVFbS1tYVC6ezZs6SkpODl5cWkSZMAxM+2tbVFS0uL+vp69u/fz9atW4XiRyaTica0ra2NLVu2CFWRjY0Ny5YtE9Lc9PR0ysrKhJQzKChIDJiKioo4e/YsDg4OVFVV0dnZiUwmw9PTk5ycHPbu3StqxqSkJDZs2IClpSXt7e1cunQJAwMDRowYQUxMjPDKAmzatAk7OzvS09N59uwZS5YsYcaMGULBdvDgQfbv3y/8ogsWLABeA+UkEgldXV1s2LCB+vp6rly5gpWVFb6+vmI4+58/p8ePH3P16lWx2X748CEqKio8fvxYDP6WLVvGV199RUhICMXFxXh6erJjxw4kEgm6urro6OgISu+XX34pNqVnzpwhKSmJvr4+1q1bh4uLi6DFKiF+lZWVNDU1oaenx/nz55k6dSpXrlzB398fS0tLTp48ycGDBxkeHsbf35+MjAxcXV0ZGBggPT2dvr4+nj17xocffsj169dFDIZyw3j79m3gNSPD0dGR06dP4+Pjw+zZs8nOzqahoQEHBwfc3NwYN24cjx49EnL1H3/8UcBgVq9eTUREBOfPn+fKlSt0dHQIT/+qVat49uwZJiYmDAwM4Ofnx4sXLxg5ciQLFy7k+PHj2NjYiOvy559/ZnBwEGtraxHxUVFRwZ07dzh69KigG/f29jJmzBiOHj3KqVOnSEtLE1LhCRMmcO7cOXJycpg4cSIDAwOcO3cOMzMzVqxYwYULF3jy5Alr167ll19+4Z133uHhw4dcuHBBnH8lKXzDhg20traKOvl/cvy7HsP/24dCoViuUChGKhQKdYVCYa1QKH5VKBSrFArFGIVC4aVQKCIUCkXtf/r+rxUKhZNCoRilUChi/7ufrTwGBgYwNDTExsaG1tZWhoaGGBwcJCAgQOh9tbS06OzsxMnJidraWoaHh4mPj8fCwoKXL1/S1NSEtrY2hoaGaGhoCLiDcotTXl5OdnY248aNw9raGk1NTfT09NDV1aW5uRkDAwOh1/bz8+P333/Hw8NDRFpcuHBBbNakUimjR49GVVUVW1tbVFVVUSgUohErLi7mzTffxNzcXGyxsrOzhaxGGcbe3NyMuro677zzDpWVlSxevJjGxkba2tp49eoV1dXVQnpmZGQkmue+vj7U1NQYGhqisrKS7Oxs/P39sbW1RV1dndmzZ+Po6Cjwza2trbS0tODg4ICJiQllZWVERUURGhrKnTt3SExM5MMPPxR0v/nz53P27FnRPP/+++80NjaKouvYsWPU1NTg5eXFwYMHmTVrFuPGjaOsrAxPT09mzpxJUFAQ+/fvZ9KkSTx58oSWlhacnZ1pbGykvr4eKysrrKys6O7u5uXLl/T29nLo0CFkMhn19fXo6OhgYGBAb2+vkOfOmjWLTz/9VEgapFIpenp6LFmyhMDAQGQyGQ0NDdy7dw9NTU1xPRUXFwsf5ptvvom1tbWQcw0PD4ssx4KCAhobG6mqqkIqlRISEsL8+fMZGBggODiYTz/9lPLyciHVMDQ0pL+/H0tLS6KioigqKsLS0pLW1lamTZuGm5sbR44cYe7cuaKAaW5u5tKlS4SGhnL37l3Mzc3Ztm0b+vr6hIaG4uLiwoYNG9i8eTMtLS0MDQ0RFhbG2bNnCQ0NFb7OrKwsOjs7uXfvHqqqqmLSt2bNGqqrqxk9ejR5eXnU1NRw69YtOjo6hETZxMQEJycnIiIiMDY2FtTdq1evcvfuXVHw29vbExAQQFhYGJMnT2bq1KkMDAwIOeu1a9dQU1Nj+vTpZGRkUFdXR2lpKQYGBkyfPp2amhqsrKy4c+cOd+/eFQ2us7OzQOUrJ7YWFhaCfPvOO++QnJxMXFwcKioqhIWFoa+vT3t7OzKZjDt37qCjo0NBQQFWVlY4OzsTGxvL8+fP0dfXF9PH6upqfHx8ePbsGR0dHWKCamBgwMSJEykrKyMiIoKGhgamT5/OkydPxL9zxowZYtgUFxfH22+/jaamJkuXLsXLy4tLly5RWlrKjBkzsLCwICgoCGdnZ3p6erh69aqgNXp4eFBVVUVeXh4ff/wxlpaWZGZmYmRkRFdXF7t37yYuLk6g7uVyOUlJSQKCU1VVxYsXL3j69KmIiomMjOSzzz7jvffe4x//+AcpKSn09vZy4MABGhoa2Lp1K8uWLSM0NFQUckrowcOHD0lMTBQP6tmzZ7Nnzx727t1LdXU1Bw4cIDs7W2wzN2/ezNq1a4WkcO/evWhqarJr1y4cHBwICwsTw6je3l78/PxobGxk48aNdHR00NjYiJ2dHWlpaYwcOVIoKrS1tZk/fz5GRkZMnjwZc3Nz5s6di7OzM/b29pibm2Nrays8ze7u7gwNDREeHk5wcLAoenJzc/nb3/6Gl5cX69evJzo6mqioKLS0tHj58iUaGhpYWlpSWFjIy5cvUVNTw8nJiU8++YQdO3bw+eef8+LFCyZPnkx/fz/x8fGEhoaiUCjw8PDg/fffJz4+nurqajZu3EhFRQWampqEhIQIaqympiY5OTlEREQQEhLCjBkzWLVqFVFRUcyYMYMffvhB5HyNHj2aTZs24ezsLIjREomE5cuXM2XKFFavXi2kmgsXLsTT01N4p8PDw9m7dy/l5eVi+xweHo6NjQ1z5szB2NiY4OBgMShJTk5m1KhRlJaWCrgBvC5C//jjD+7evcv8+fNJTk4WXrGuri4MDAyEl7qrq4uLFy+SkJDAypUrhd/r7Nmz2NjY4O7uztWrV7G3txcgEqWqJjY2Fk9PTwGZSkxM5NSpU+Tn59PS0iL+n/Hx8QLzP2nSJBITE7GwsOCrr74iODiYlpYW0tLSKCkp4fjx10N0pVTv5s2bXLp0iXv37mFkZIREIiEoKIjjx4+TkZGBoaEh0dHR5OTkYGhoyGeffSZ4BImJiejr64uGqbe3l6dPn5KWloadnR0zZswgJyeHNWvWkJKSwubNm4mJiRGwn87OTiERU3r4PTw88PDw4OXLl4wYMQJjY2O+/PJLnj9/zuXLl1m/fj02NjaMHz+eQ4cO8e6772Jtbc2+ffsoKCggIiICdXV13n77baZNm0ZZWRmPHj2is7NTDGl/+eUX/Pz8MDAwoLq6mra2NqKjo+nq6kJfX58NGzZQXV1NS0sLISEh4tyampqioaGBVCrF19dXNDIAVlZWpKWl4e3tTVBQEBYWFkyZMoXLly/T09MDvGZA2NraUlpaikKhIDU1lfXr12NgYEBUVBROTk7Ex8ezf/9+Tp8+TU1NDZMmTaK4uBg9PT1yc3OprKwUQ/DHjx9ja2vLq1evRPD3v2pINm3aRH19Pb6+vgwPD7NhwwZu3rwpAH2rV68mJyeH/Px8KisrmTNnDn19fejp6TF79myWLVtGcnIywcHBfPbZZ2J49OjRI44dO0ZqaqpopqqrqykvLycqKooLFy5w69YtZsyYIWI7lJl95ubmqKuro62tLeTff/zxB9u3b6ewsJDr16+jr69PbW0tfX19KBQK9PT0MDIyYu/evXz66ac0NjZSUVEhzomyCdi+fTujR48WnnDl/VqZnVddXQ28htT8/PPPaGtrEx4eLqKuRowYwZ9//klTUxNeXl4oFApBzX7zzTeZO3cuK1euFFR3eC3ptLKyAl57TO3t7YmNjeXChQsUFhbS19cnyNE1NTVs27aN5uZm8vLy8PHxIS8vD11dXWJiYvjhhx8AGDNmjPCXfvzxxxgZGeHk5CSarPfee0/E44wZM4aYmBiqqqrYvn27eF6fOXMGf39/CgoKhCe0t7eXjz/+mOjoaPr6+rh06RLwumnMycnh1atXYhj69ddf880337Bw4ULCw8MpKytj06ZNaGhoiG1nRESEkNr29fURGBiIq6srixcvRqFQ8M0337By5UrgdaPf29vLTz/9hL6+Pqqqqvj7+wtw27Rp0wQh2MvLC01NTZKSkjh79iz37t3j888/58KFC7z33ntCkfTtt9+KhcCBAwdYsmQJFhYWXL58WVxb/5Pj3932PfxvXnH/43f/f/hQKBQoFApqa2vx9fWlrq4OVVVVHj58KDYdyqlge3s7tbW1dHR04OzsTEdHB2FhYTg7O9Pd3Y2WlhYSiQSpVEpeXp7YuikJpz09PVRXVzMwMEBrayt6enpiKuTv7/9fHhTd3d1CxqBEfi9dupQbN26gq6srYAuGhoa8fPmSuro6fHx8MDExEZLJ0aNHk52djaOjI8HBwfj5+XH//n2Kioq4fv06urq6yGQy7O3tGRoaoq6ujrCwMKytrVEoFHh5eREZGYmxsbEoQAsLC4XXLygoCG9vb5qbm+nq6uLFixc0NzdTU1NDbW0tKioqggiZmZnJ3LlzxfRYKR2ZPXs2xsbGYvr7xx9/sG7dOrS0tBgeHsbPz4+AgAAGBwcJDAyksbERXV1dTpw4IfyeWVlZAFy4cIGzZ89y+fJlxo4di6amJtu3b0dVVZXGxkZGjhxJZWUlu3fvxs/Pj5aWFjw9PUV+jqamppgK5uTkUFdXx6RJk7C3t+fixYs8efKE7Oxs8cCztLTk8uXLDA0NkZiYKLxdg4OD2NjYoFAo0NHRQSqVkpmZydOnT1EoFNTX11NXV8esWbME7Cg+Pp7a2lpCQkKQyWSMGjWKmJgYfv/9d4GGb2pqory8nEmTJlFSUiK22UeOHKGsrIznz5+La0/5YDh27BgDAwOMGDECFRUVVq1axd27d3F1dSUnJ4cbN27Q39/PkydPePnyJaGhoeTm5jJ+/HhkMhmFhYWYmprS0NCApqYmM2bMYNSoUcLDAzBx4kTu3btHRUUFBw4cwMbGhuzsbFJSUkhMTMTQ0FD8XpSWllJdXU12dja1tbWEhobS3NxMZGQkycnJrFixQkQs7N27V3g5q6qqOHnyJJMnT6anpwc/Pz9WrlzJF198gbe3N9ra2tja2tLS0kJ6erogjFlYWKBQKBg9ejQZGRkMDQ0JE7yamhr6+vo8ePCAadOm4eDgQF1dHXV1dWJjpIQUffLJJ9jb2zN//nzu3r2LhoYGwcHB7NmzBycnJ0pLS5k5cybW1tb8+uuvTJw4kRcvXois0GnTpmFlZYVMJsPExARnZ2cMDQ0pKSkRagUl9CgvL0/4ezo7O7l+/TpxcXH09fWJLZilpaUAHCkUCm7fvk1OTg6jR4+mpaWFpqYmEhMTcXJyoqWlhf3792NnZ8fIkSOFnFTp1xgcHBSbX+VW+vTp09TX1/Py5Ut0dXWFJPHQoUPs37+fiooK6urqUFdXR0tLiydPnhAUFMQPP/zAvn37iI2N5Z133mFoaEhcT3v27BHSq+PHjxMfHy8mlmFhYYwdO5apU6dy//59kpKSUFNTIzIykra2NmJjY3n33XeRSqW4uLjg4+PD6dOnsbe3JysrC1dXV+rq6kSMgJ+fH9bW1pSUlAhYVFFREXK5nCNHjojiqKGhQYQxv3jxgrKyMubPny82fMePH6ekpITLly+LXDgNDQ2OHDmClZUVBw8e5IcffuDnn39my5YtpKSk0NzczOjRo/Hz82PUqFFMnDgRVVVVbty4QWhoKLq6ukyYMIE9e/YQEhJCYGCgiKU5c+YMEomE3NxcZs+ezdDQEDY2Nhw8eFBIzfft2ydiLaKjowXK39jYmKysLAFbUSgUAp3u6urK5cuXhb/y9OnTGBgYMDw8LEKrV69ezdSpU9HX1xdN0IkTJ1i/fj0zZszA0tJS+KR7enoEuCA1NZXW1lZyc3MpLy9HIpHwxRdfMDQ0REdHB25ubmzbto3o6GjGjh1LUVERo0aNorOzkz179lBfX4+uri4XL16kpaWF4OBg+vr6ePnyJQsXLmTOnDlkZmaipqbGqVOnGBoa4vHjx8JLpoT6ZGZmMn78eJGnNzg4yKRJkzA2NhbZf0ry6dDQEEeOHBHAEYlEQnx8PBMmTEChUHD69GmuXr0qJGNhYWEkJSURFRXFkSNHBOJ9586d2Nvbs3jxYhYtWkRnZyfl5eUcOXIEFxcX4HXxt3r1asaOHUtdXR1BQUFER0dz5swZDAwMmD9/PrNmzRIbz4KCAgH5eP/993njjTc4e/Ysnp6eVFZW4urqypQpU3B3dxcbYEtLS86dOyeGzbW1tYJoXl5eTmdnJ8ePHxegth9++EHkKn755ZecOHGC2NhYTExMOHnyJMuXL8fMzAx/f38BcPv111/ZuHEjw8PDuLq64uDgwKtXr/j++++xsbHhzz//RCKRCMDN9u3b2b17N15eXvj7+5Oens7SpUspLi4WaiV4DUCB197+1atXc/78eQwMDNi/fz/Lli0TMTdr1qwRNYO2tjZjx44VhbHy8zIxMSE4OBhLS0skEgl+fn6sXr2akpISqqurxXUQHByMra0tenp6wOuw7yVLlrBp0ya0tbWxsLAQskrl4Hzs2LEkJyeTlpbG+vXrGT16NFeuXBG2GjU1NWpqakSU2NDQkJBszps3D1dXV7S1tXF3d8fa2hoXFxfRjHd3d2NoaCji0qKjo6murkZXV5dRo0Zx69YtxowZQ0NDA7Gxsaxfv55r166xcuVKsQFqa2vj4MGDaGhoMHnyZKHu6OzsZMyYMTx9+vS/ZK1KJBLef/99goKCSEpKIiUlBXV1dTHESUxMJDw8nOzsbPbv38/06dPx8/PD0tKS5cuXo6WlxfTp00lKSmLixIns2rVLeASVGbFKZkd0dDTDw8NMnjyZ4eFhtm3bxsaNG9HV1eXTTz8lPT0dLS0t1q1bx6RJk8S968cffyQqKoqHDx/y4MED3N3duXHjBoGBgUJhd/v2bRYvXkx0dDTXrl1DX1+fAwcOkJCQgLGxMR4eHgCifg4KCmL+/PmUlZWxdOlSDhw4gFwup6amhu7ubtzc3P6LoqympgZdXV22b99Ofn6+8E97eXnh5eWFRCIR9iB7e3v+/PNPjh8/joeHBxcvXhT3RqVFy9XVlblz5wL/EWHl6OgoVGeVlZXi8/v666/R0NBAT0+P9vZ2xo0bJ+qj2tpaTE1NhcxcWdMrm+9du3bh5eXF7t27MTIyIjk5mbt377Jw4UIcHR0FeOry5csMDAygpqYmzv3/5Ph34yqGeQ2fUdJClX9JAigUCoXq//Ev/n98aGlpKXx8fOjv76enp0foqTU1NdHS0hLFZXV1Nb29vbS3t6Orq0tvby+ampo0NzczZswYGhsbGRoaQiqVMjAwQHl5OYGBgVRUVKBQKLC3t0dLS0v4DoOCgigtLUUqlWJkZERhYSE+Pj5cu3aNadOmkZKSwqxZs6iurqawsBALCwukUinm5uYkJSVRXl6Oh4cHcrkcMzMztLS0KCoqwt/fH0NDQ/Lz8xk3bhzPnj1j3Lhx5Obm0tjYyLhx4yguLqa5uZmAgABkMploAjs6OrC3t6e0tJQRI0aIqYmmpiZGRkbo6+uTlZVFZGQk3d3dyOVyWlpayMjIwMTERIBahoaG6O7upq+vT9xgnzx5go2NDdevX+fIkSN8//33YntaXFzMwMAABgYG+Pr68uTJE/Lz8/nuu+/IyMhgeHgYuVwuPIdnzpxhzJgxpKenExUVJUAfSj26Ek6ioqKCqakp169fZ/ny5cTHx1NRUYGFhQW+vr7CeKvMj6ypqWHs2LHo6+uTn5/P0qVLuXPnDra2tsLv+dtvv7FixQqkUqnw9Pn7+/P777+zaNEiCgoK0NTURFdXV0CE1NTUsLOzIycnBw8PD9LT09HR0aGvrw8XFxdcXFx4+vQpb7zxBpcuXRKyrdraWjw8PHj16hVqamoYGhri5+dHZ2cn48ePJzY2lqGhIV68eEFISAg6Ojp0dXURHBzMtWvX8PPzo66ujvLycpycnNDU1KSsrEzIacvLyzE1NaWurg4vLy8SExPJz89n9+7dJCYmolAoCAgIoKuri59//llIghctWsTVq1fx8fGhqalJyCmCg4MF5tvLywt4TcJSEtoGBgY4cOAAu3btQltbGxsbGxobG2lvb8fb25uamhoyMjLYvn27gDqpqqqKzXx3dzfBwcGCCBgWFkZmZia+vr5IJBLu3LnDwMAAixYtEhsjJaDJ0NCQqqoqsrKyRERGaGioQM8nJyczODiIm5sb8fHxrF+/nnv37vHWW2/R0NBARkYGI0eOJDAwUGSxAbi6uuLr6yvyESMjI8XvbG9vL6tWrSImJgY1NTVRrLm6urJgwQJ27NiBqqoqOTk5TJgwgerqatTU1HBxcSEmJgYjIyPmzJlDSUkJjx8/xtjYGBcXFzQ0NERMilQq5dWrV3R0dBAYGCjQ1EoMfGlpKbm5ueLh6Obmxo4dOxgxYgRqamps2LCBq1ev0tjYKJQI8DpjtaioiAkTJjA0NCQyCw0NDfH29qajo4OcnBz6+voYOXKkyAC1t7cX/tG0tDTGjh1LZmYmCxYswNramkOHDjFp0iTi4+OF1254eJiCggK2b98ucrTeffddMQQqKChARUVF3AdNTU2F1AfAy8uL/Px8LC0tWb16NYWFhQwNDXH58mXmzp0rmuDQ0FAmTZrEjz/+yJtvvomtrS3d3d0UFxcjk8nw9/enpaWF+vp68bkog9KtrKzIy8sT2W9yuVxIzyIjI0lLS8PExAQNDQ0BIFESq93c3FBVVSU3NxdjY2MBmFHCIiwtLRkeHmbt2rVUV1dz+/ZtMV1WV1fH1dUVT09PLl68iIqKioDXXLnyH0lMSmmnioqK8PYogS5r167l1KlTPHr0iPDwcOzt7bGzsyMhIYGwsDC2bt3K7NmzAZgxYwZdXV2oq6sLr5sSnOHs7Czez8/Pj+fPn4vJtVwux9PTk66uLv75z39iZGSEiYkJNTU1fPXVV8TFxZGcnMzcuXOZOnUqN27cwMbGhu7ubuF/Mjc3F1E2jY2NNDc3U15eLtDyo0aNYvz48Tx//pzs7Gzs7e2ZMmUKTU1NrFy5khEjRhAVFcWYMWPEZtjT05Njx44RFhYm4DMZGRno6Ohgbm6Ou7s748ePRy6Xc//+fRITE1m5ciVXr17Fw8OD2bNnY2Fhwc2bN7l//z4KhYIrV66wePFiLCws8Pb2xt3dHQMDA169eoWJiQkHDhwgOjqaNWvW4Ofnx+LFi/n6669Fk2xgYEBnZyeHDx8mKyuLxMREYmJiBLRLmY1XUVGBXC5nypQp6OjoUFxcLAZNK1euxNHRkb1792JnZ8fMmTPp7e0VSpC6ujqcnJyIjIxEJpMRHh6OnZ0dU6ZMoa2tDX19fSQSCSYmJsKbpwTGwOvMSoDk5GQhI922bRuJiYno6emhrq5OeHg4hw4dEnCizMxMiouLUSgUAnq1bt06Tp06hampKWPGjOHZs2dMnTpVxBUpj40bN2JjY0N+fj5FRUWkpqbS29srlFtSqZTw8HBCQ0OZNWsW6urq9Pf3I5FIeOuttygrKxM5wqGhoQKMp/TzJSYmCpKmXC5n7Nix1NfXM2XKFPLz87GyshI50EVFRSxZsoSuri5++uknAQpSVVVl0qRJVFRU4Ovry/nz59HT0+Ptt9+mtLSUtrY2ATozMzOjpKSE5uZmmpubcXR0FLCurKwsqqurkUqlzJw5U4Sxnz9/Hk9PTxITE9m3bx8XL14UDeVnn31GcHAwpaWlaGlpCZVHaWkp6urq5Ofn/2+1rTIqxN7eXuT2KmsMZQ0vkUhwcnLCz8+PhIQE9u/fz86dOykpKWHjxo0ixis3N5eAgAAWLlzI1q1bMTMzY9WqVcyePZvvvvuO+/fvExkZKc5pWFgYCQkJ/PXXXxw5coSUlBSmT5+OiooKCxcu5MsvvyQ3N5e3336b/Px8dHR0uHv3LiNHjsTNzY0PP/yQN998kyVLlnD69GkAoqKikEql5OTk0NbWJnyEaWlpNDY2imfN9u3buXHjBrm5uQQGBtLa2kphYSEvXrwgKioKFRUVVFVVMTExQV9fn7S0NNra2qitrWX58uW8evWKp0+fcuzYMTZt2sSWLVvYuXMnhw4d4sMPP+THH39ERUWFJ0+eMDg4yNq1a/ntt9/Q0dEhPT2d7OxsfH19KSgoICwsjB07dhAQECCuy2nTptHf3y+iKpTZvcpzYmRkJJIQlEkDZWVlNDU1/W/nWPm5VFVVUVNTI4ZiWVlZZGZmIpVKiY+PZ/Xq1f8l83bSpEno6+uzZcsWQkJC6O/vF3LqpKSk/1fjKhL/9Ur41ysLGAKG//Xn/784lMHwypudlZWVgLAoG8WsrCz09PQwMTHB0NBQTH6UVE3lL6uenp6AeigLWgcHBywtLcUWoLe3V+TYxcfHC4S4MidMVVWV1atX4+joSGxsLBUVFRQUFGBgYEBDQwNyuZyOjg58fX0pKSnB0dERhUIhGp6ioiLy8/Px9PQU2vb+/n5GjRrFwMAAEolEmPV1dHTo7OzEzMyMvLw8DAwMaGxsFLAOOzs7AgMDyc7Opr29neTkZOzs7IiLi+PmzZu8ePFCSAYcHR0pLCzkwYMH9PX14ejoiJubGzY2Npibm1NfX8/z58955513ePfdd/H19cXMzExIf5RkpObmZtzd3QHYsmUL3d3d2NraCmlsW1sbU6ZMYXh4GE1NTX7++WfGjRvH48ePaWlpQS6XM2rUKFRVVamvr+fSpUvMmjWLqqoqNDU1BcXO0NCQ4OBg4U0IDQ0VeGupVIqHhwdtbW1UVlaKYtjMzAxVVVVKS0tF1pKFhQW9vb3Y2tqSk5MjpHuPHj0iMzOT4OBgRo0aRXl5OQsXLqSyspIRI0awYsUKli5dKoojQ0NDYmJi+PTTT5k9ezYODg7Aa8mDj48P3t7eYnCgqqrK1atXBe1z1apV5OfnC8ldVH/QAAAgAElEQVSMMnhW2RyrqKhQXV1NR0cHjo6OwgeqhMb09PSI62Lfvn3ChFxXV0diYiLnzp3DyclJGOT19fXx8vLC1dUVLS0txo8fT1NTE7dv32bWrFncu3ePw4cPU11djaWlJaqqqixbtgw3NzdiY2MpLCyktraWzs5OmpqaBHa+vLwca2tr9u/fj4ODAzY2NgJ0ExoaiqWlpfAX+vr60tDQwMDAAPHx8aSlpSGXy1mwYAFyuZyEhARqamoEHl5LS4tPPvkEb29v1q5dy8iRIykvLxfRH+bm5lhZWYlieMSIEZSVlZGTk4NcLsfFxUX4FcaOHcvSpUuFt8Pc3JyWlhakUina2tpER0djbW2Nra2tiJeJi4vD0tKSgYEBcnNzOXz4MBoaGpiZmaGtrU1hYSGdnZ0sWbKEP//8E7lcjr6+PgkJCVRUVODo6EhJSQlGRkbk5ORgZGREUVGRoMXV1NSgqamJlZWVQFsrM4tKSkpITU0lLi5OhJBPmDCBoKAgfv75Z9rb26murqa+vp62tjakUilOTk5MnTqVuro6YmNjRbNjYWFBQkKCkGbOnz8fAwMD4PU2ZvLkyTQ3NxMYGEhISAiVlZVs2bKFqqoqVq1ahbm5udim9vX1UVpayrVr16ioqBCbk5UrV4rNy3fffYeDg4Pwe48YMQIDAwM8PDzw9PTkjTfeoLS0lE8++URAMcrKypBKpYSGhpKXlydyaTs6OsjPzxeDhfz8fGpra3FyckJbW1sM6pR+ceW9/9atW8THx4soBV1dXVxcXMSWorGxkfnz51NQUMCoUaNEsTh//nzc3NwoLy8nLS2N5cuX87e//Y3w8HBOnDiBs7MzgYGBInD+3r17VFVV0dzcLDZZn3/+OTk5OVhYWPDmm2+yceNGIR386quvCAwM5H8x955hVV773u49pUjvbdJ7bwqIFHvFir1rNFFTjL5mWWKJ0WQlmqwkrkRNTNREjYkSCyK4bRQRFJSOSO8IUie9l/l+YM9x3nXO+bDfdfa5zpnXxTcVnDzzecb4j9/vvm/cuMGePXtYtGgRy5cvF12rZcuWIZfL+eOPP5g7dy5hYWFYWVnR1tZGUVERJiYm2NraMm/ePEGOVXTvZDKZ+P81NDSwdetWAA4dOgSMAp8kEgmurq68fv2ajz/+mG+++YaUlBRSU1M5fPgwjY2NLFmyhMzMTF6/fg2AtrY2EomE4eFhHBwckEgkqKiosGXLFqRSKcXFxUyePJkNGzbQ1tbGnDlzBDFW0Qv18vLC399fnBYnJCRw8+ZNTp8+jZ6eHnV1dchkMp4+fUpSUhKzZs0iJyeH6OhoMjMzCQ4OxsnJiaCgIDo7O1mxYgUqKio8efKEsWPHkpGRIbQH169f/5eTTIDly5dja2uLk5MTfn5+XLx4kYiICA4fPiyckZs2bSIwMJCMjIx/OSFTKGwUVODKykpu3LhBYGCgIJbL5XL27t0LjA5ipk+fjo2NDYsWLRKnAcnJyaSlpQkfY2VlJbGxscJNO378eDGcfPXqFVu2bGH+/PmsWbMGXV1d8vLycHBwENeKYiM6ZcoUFi9ezK+//oqzszNr1qzh999/R0NDg5ycHHp6eigrK8POzo6TJ09SWVnJzZs3uXHjhvCzHT58mLKyMjw9PXn48CEeHh40NzczadIkvv/+e+rr6wXcBkYXxK9fv6a3t1f0v7766is8PT1ZsWKF8MV+8cUX4nNhYWEhdBcK5RLA/v378fAYheBnZWXR3d1NSUkJq1evBqCtrQ0AX19fpFIp2dnZpKen8/LlS8zMzPD392fhwoV8+eWX1NTUEB4eTmpqKoaGhixatAhlZWV2795NfX09Z86cERC5srIyGhsbKS4uRllZGQ0NDQ4dOiQGpMuWLROfoY6ODgIDA3nvvfe4dOkS2dnZov9pamqKmZkZV65coauri99//534+HjGjRuHra2t6NwmJiZiY2PDO++8839RDEyYMAFAxKXd3NxYuXIloaGh/PXXX8yfP59Hjx7x6aefAqOKgqGhIUJDQ7l16xaTJ0/mxIkT2NracujQIWbPno1cLqegoICDBw8yZ84czp07R0JCArNmzeL58+eYm5uL9AcgCO/z5s0jLS0Nb29vsWFZunSpcJWeO3dObAoVAMGsrCyxtkxLS+Ptt9/G39+fkZERUlNTGRgYQEVFBWtra6ytrUVUdP369cDoabCCe6AYrsCooiIuLo7BwUExsL1y5QqNjY3MmjWL0NBQhoeHcXR0xNPTk23bttHb28ujR4/48MMPBRcjMzNTaIgqKiqYP38+SUlJgv4No8TQrq4u3N3dOXjwILGxsSxduhQYXdcqns+bNm1i/fr1YviiuEaXLl2Kr68vK1euZGhoiKGhIYyNjVmzZo34zHzwwQcYGhqSkJBARkYGGRkZ1NTU0N7eTn5+PjCaVlCkv7y9vfH19UVJSYnU1FSys7NFpLW5uZlnz579i6vyf/f1X4XPTJXL5dP+l6/xgDvQyv+hmPj//KUAw6iqqqKvr4+SkhK9vb00NjaKiZSGhgYtLS1iI/bmzRuB/ldIX0tKSsTJjp+fn/C6vXnzhjdv3qCqqoqOjo7onhkbG7NkyRJcXV0JCgoSGx1LS0vCwsLw9PQUP4+Hhweurq4MDQ2RlpaGvr4+vb29olA8f/58fHx8xMNSV1eXkpIS+vr6cHBwAEYz9StXriQnJ0cU4xUT7IqKCiwtLXn16hVTp05FV1eXlJQUnJyc6OrqYu7cuTx9+hQnJycyMjJ48eKFiAYqvGaampri1CEnJ4e+vj5evnwpPICrVq1iZGQEHR0dNDQ0+PjjjykrK+P169diY9vT08PTp08ZHh5m8uTJ4oTrH//4B05OTkybNo1bt27R0dFBQUEBampquLu7U1tbS3h4OD4+PigrKzN+/HhUVVVJTU1l/fr1JCYmkp+fz/DwML29vdjZ2dHV1SXikTdv3kRTU5OgoCDU1NQYN24cJSUlwOhkvKOjQ3Tg+vv7BbVUQbHMzc0VZLb169eLjbEiptfY2EhYWBguLi4sXrwYPT09vvrqK+rq6mhqasLBwYFXr14hlUp5+vQpzc3NArKhcFvV19djbGwMjEZD2traGD9+vJg42dnZcfPmTUJCQhgcHMTS0pL29na6u7tFDLq9vZ3q6mq2b9/O3bt38fT0JC0tjfr6elJTU9HU1OSPP/5ALpfT2tqKn5+fACT4+vpSWVlJeXk59fX1+Pn5YWNjw/Tp04X3SPF7WbFiBdbW1hgaGvLw4UP6+vpITEwkKSlJxMgcHBxwd3fHwcGB5ORk0tPTcXZ2pq6uTtwIY2JiBJXtzz//xMrKCmtra549e0Z/fz9paWmEh4fz7rvvYmVlhampKVlZWQLONG7cOMrLyzExMSExMZHDhw/T19dHTU0NRUVF1NbWYmdnR1xcHLm5ueK0bc+ePfz5559CE6NAxpeVlZGQkICTkxPa2tps2LCB1NRUvv/+ezw8PNi+fTunTp3i+PHjZGdnU11dzapVq9DR0QFGp3QKqq+6urp4ILq7uzNu3DiCg4MFEVaBy1ag0Nvb2/nqq6/Q1NSkoaFB3MBNTEwEpjoxMVGkBeLi4khOTiYkJERQlBVaARMTEwEPOnr0KFu3bmXFihU4OTkxNDSEk5MTERERdHZ2UlNTI1DiChfW22+/TUxMDDdv3hSYcgAlJSXU1NR46623BMggKCiI8+fPU19fz6ZNm1i5ciURERFMmTKFTZs2kZiYSEdHB93d3cDoIqWmpobk5GQKCwv54YcfhKsxNzeXwcFB5HI5pqambNiwgZaWFmxsbDh58iS3b99GWVkZmUzGlStXcHd3Z926dURHR3Ps2DGcnZ0ZGhoiIyODS5cu0d/fz61bt6itrRWRf4X25PPPP8fe3p45c+YwYcIEiouLSU9PF3FTV1dXcQqrgH8FBwdTXFzMo0ePSE1NFcOWmTNnMn78eBISErh16xYymQw1NTXKysooLS0V70tRURHt7e1IJBIqKys5d+4c9+/f5+OPP+bYsWPCNfXjjz9SXl5OfHw8z58/F9CHlJQUent7SUhI4OTJkwwMDHDx4kX8/Py4f/8+Xl5eeHh4sHz5cuzt7RkcHCQvLw8YXTTJ5XKuXbtGT08P5ubmIqrp4+Mjps4ymYyVK1fy008/IZfLcXJyoqqqil9//ZXOzk4cHBwoLCwU3ZXIyEh0dXX55z//yYoVK4iPj+fOnTv09/fz6aef0tjYKGBZCimzsrIyp0+fZu3atTx48ICGhgZBpG5ubhZDTMWC7quvviIiIgIzMzMBjsvJyaGtrQ0/Pz+SkpJobGzk8OHDdHR0CF3U69eviYmJ4csvv6StrY25c+cil8sZGhoiNTWVmTNnMm7cOJKTk9HU1OTPP/9ELpfj6elJZWUlCxcu5Pjx47S3t/PZZ5+xcuVKQYIEMDY2RllZmQcPHpCeno5cLmfdunWMHz+eoqIiACwtLfnxxx9JTk7G0dGRrq4uwsLCGBgYwMLCgm3btomOtqIf9/PPP6OsrIy6ujpKSko0NjbS29sr4EQKwnZeXh4HDhygubmZxYsXEx8fz9WrV9mzZw9+fn4sWrSI1tZWNDQ0GBgY4NixYzx+/BgdHR2xEdm7dy979uxh7dq1VFVVkZubi5OTE9HR0SKaOX78eIKDg4mIiEBVVZUvvvgCGPXJ1dXVMXv2bPbt2ycqNM3NzYSEhPxLjScqKgq5XM6UKVN4+PAhu3btIi8vj0uXLgktxbp163Bzc0Mul4tTFoDU1FS++uorAGpra7l37x5yuZx//vOfFBYWMjIyQldXF4cPH8bV1ZVp06Zx8eJF1NXVRRXI3Nycn376ic8++4wHDx7w7rvvUlBQICLns2bNIisri76+PpSVldHV1eWDDz5gwYIFdHR0iEFuZ2cn+fn52Nra8vHHH4sF+sjIiBhOGBkZYW9vz+PHj9myZYs40err6yMpKYn6+noCAgKYNm2aqC50dHRw9+5dJBKJ2ESdP38eDQ0NBgcHxWYQEGql2NhYdu7cyYIFC7CxsRGbiqqqKrS1tTl27BizZ8/G2NiY7du3k5SURGRkJLdu3UJTU5Pdu3djaWkplBKKwfLDhw958uQJLi4uIm1WV1fH5s2b0dfXJzg4GBsbG/HzrF69moaGBuLi4jA1NRWeT0UC4cGDBwKkt2nTJsLDw/nuu+9YvHgxPT09XLhwgfT0dKKjo2lra8PIyIjh4WEuXbqEqakpx48f59KlSxw/fhyArVu3EhYWxrNnz9i3b5/YrCm0Jnp6ety+fRuAwMBAvLy8hE4jLy+P4eFh8vLyKC8vF87b77//nk8++YTDhw9TV1dHdHQ0R48epaioCC0tLby8vJBKpSJGfezYMT744ANu3rxJbGwsK1as4JtvvkFdXZ1Zs2aJmtWzZ8+4cuUKKSkpeHp6snDhQn755Re8vLwIDg5mx44dAoKoOFU+efKk+D22tLSwevVqoQFpbm7mzp07DAwMCFrsnTt3RO99zpw5ItGnWG8DopakuEb+nde/DZ+Ry+WlwCvgw3/7u/83vxQ+Pxjtm3R0dPD48WOUlZXFlFxDQ4OamhosLCyEdF5BVDMxMRGidyMjI5SVlamvrxcT75GRERHXq6qqQktLC2tra9LT06mpqaGrq4uUlBQqKysxMDCgtLSUsLAwkpKSqKurIzs7GxMTE9LT0+nt7cXb2xt1dXUsLCzw8vIiOjqau3fvipKwwkdSVVXF8PAwLS0t9PX1MTIyQkNDA8uXL8fQ0JA5c+bg4eGBk5MTampqIgKVlpaGo6MjQ0NDVFZW4u7uTl9fH1OnTkVTU5PQ0FAOHTqEpaWl6ExaWlrS2tqKnp4e3t7enD59mpGREdTV1Xn58iWJiYnk5eXh7OwsOknLli0jMzMTR0dHuru7CQ8Px9TUlKlTpyKVShkZGWHWrFnY2tpy6dIlQQ308fGhra0NHx8fDAwMaG1tRUtLi7FjxyKTydDR0eHjjz/G1tZWwE3s7Ozo6ekhICCAnJwcpFKp8CIpMvxlZWUkJycLT+Ts2bNpbGykv78fVVVVlJSUaG5uZvfu3YSFhQnXjQKXnZqayp9//smtW7fw8fGhp6cHLy8vYmJihOsvJydHSJ4dHBzQ19fH29ubp0+f4u7uTkFBAa9evSI9PV3g4RMSEjAxMRF90QULFqCpqYmenp4AiSj6kSoqKqSmpgqRaV1dndAg+Pv709/fL0ica9asIS0tDZlMRkdHh/h/9vX14enpiZWVlaCFSaVSbty4QVdXF4sWLcLX15fr16+TlJREREQE7733nnA/NTQ0cP36dXR1dUXUVdHjmDBhAtXV1SgrK+Pv78/t27dxdHQkNDQUqVTKw4cP8fT0xNzcHDU1NUET1dbWZmhoiJGREZ4+fcrIyAiJiYmoqKjg6urKjz/+SE1NDceOHROxURMTE9LS0ti8eTMdHR0CGmRsbExeXh5OTk7k5+fT2tqKr68vH3zwgZg8Pnr0iMDAQBISEmhvb2fixImiBzN37lx6e3uprKwkPz9fwIP8/PxIS0tj1apVHD58WEzyf/zxR5Hfz87OpqioiDNnznDp0iUiIyOZOnUqNTU1lJaWcvbsWXR0dAT9bPr06Xh5eQlipCJSbWhoSFhYGCEhIaSlpWFpacnt27dRUVEhPz8fS0tLAGxtbXn48KGIhSsiQ4re39/+9jcOHjzIgQMHsLS05NmzZ7i4uJCbmyuuccVp+IEDB3j58iUwikOXSCQYGBiIk6AlS5bg5uYmojSK+8qLFy/Iysri9evXFBYWio71oUOHePr0qaAmKxZWCl+Xubk5XV1djBkzhtTUVKZOncqKFStwd3dn69at6OjoUFtby+vXr3F0dGT69OmsWbMGLy8v3Nzc2Lt3L1FRUWRmZvLll19y7tw5IiMjiYqKYtmyZURFRQkCo729PdnZ2cTGxpKWliYm8z/99BMJCQlCFl9YWIipqamAm5iYmAh414sXL2hraxOyZlNTU37//Xfu3LlDSkoKMTExSKVSsrKy6OnpEdNtxTDm+fPnBAQEUFhYKAAKp06dore3l5SUFG7dukVfXx+BgYFIJBKcnZ3F6b2xsTHh4eHMnTuX1atXExYWRnFxsTiJsbOzY/v27WKgd/78eUxNTYUyBUYXFArKIEBaWhp1daMa4LKyMgHEUfQ5vby8MDMzo6WlhaCgIHR1dfnb3/6Gjo4ONjY2HDhwAENDQ8zMzHBxceHBgweCjKugve7evZsXL16wcuVKgoODRRRMQU48d+6cIOqOjIywYcMGEdErLi5m3rx5dHR0EB8fz5IlS3j27BkaGhpcu3YNe3t7HBwcuHbtGsrKyjg7O/Py5UtWrFhBX1+f8HcC4oTk/v37lJWVYWFhgYmJCadPn+batWusWbNGVBVg9LRdT0+Pc+fOAaOLqpiYGJEsyM3NBUZPFhWAMBiN7R05coS7d++KqFh6ejoJCQk4ODhQUVFBS0sLV65cEQC4nJwc7O3tsbe3Jy4uDm1tbU6ePCkcp/X19SxfvlwMKY8cOcLMmTNpbm7mk08+AUYXv1FRUTx48IAlS5bw+PFjBgYGOHnyJE+ePOHnn38GRt2WZ8+eZeHChSQnJ3Pz5k1gNJJ4/vx58vPz8fX1JScnh5CQENTU1MQptIIi2t/f/y8x782bN4vn4qlTp/j2229FZE7xniiI7KdOnRLvfVNTk+hiK/6cIi6pgIIoOnTr16/nq6++YuLEiWzbtk1cY99++y0A6urqXLp0iTlz5gh3rVwup7u7m8uXL6OhocG0adNYsmQJEomE/v5+fv75Z3bu3Cn0AA0NDezcuZP6+nq2bt0qfpbY2FgA4QL28PDAwMCAvr4+oUFSSMc9PDxESqSoqIjh4WEBHdLQ0OD+/fsicpiXl0dGRgY///wzgYGBYjgol8spLy8nLi6OPXv2sGvXLvbt2ydOxWCU8qn4HG/ZsoXMzEw6Ojr44IMP2L9/P1OmTCE2NhaJRMLChQvZv38/27ZtIzAwkF27dtHe3s6OHTvw8fERjj5AdLdXrFiBTCYjIiKC33//ndevX2NtbQ1Aa2srz549o7m5mSVLlogob35+vogxKzbxBgYGXL58WdwHFVT6hw8foqmpSWtrqxgArFmzBm1tbdFHHhwcxNbWFmNjY5YuXcqmTZvYuHEjv//+O19//TUbN27kwIEDXLp0iZUrV/I//sf/EL29uLg4kXwICgoSSjhPT0+RUILRFNyBAwfo7u5GSUlJDP+1tbWxtbXFz89P0JDV1dXJzs4W15y/v7/YXAJi86yI8ZqZmXH16lV0dHR48OABH3zwAXl5eTx9+pRt27aRkpLCzp072b59u6h96Orqig07IE6g6+rq+Oyzz4iOjmbNmjVMmzaNNWvW8Mcff5CXl8e+fftEna2vr4+LFy+ioqKCjY0N3t7eogeruO//u6//KnzmyP/p65hEIrkCTAb0/+3v/t/8UrimhoaG0NPTQ11dXThrZDIZra2tjIyMYGFhIXplysrK6OvrCyBKS0sL2dnZWFpaoqKigpaWFsrKykJ/YGRkhKWlpeg59fX14efnh5GREc3NzWJipaKiwtKlS7l37x5dXV309fUxefJkNDQ0aGpqYsyYMRgaGqKrq0tOTg4NDQ0EBAQwMjLCwMAAdnZ2jB8/nvz8fEHG1NDQICsrCx8fH9EBMDExYWRkhPLyckFTVURhFRefws8WGxuLu7s7jx8/Fu4nxXsxffp0jh07Rk1NDU1NTejq6vLy5UuuXLkiepNGRkYiI62IV7a1tTFhwgQ0NDRITExky5YtVFZWMn/+fIHQ1tTUJD09HVVVVTZv3oyVlRX6+vqiI6CmpkZVVZXYKNvZ2QknXWdnJ0VFRUyaNInly5fz5MkTXF1dhaajp6eHgoICli5dyokTJzA0NMTKygonJyd6enowMzOjsLCQ5uZmurq6iI+PR0lJif7+fkGcrK6uxsDAgOzsbMaNG4eRkZH4vcvlcszNzfn++++RSqX4+Phw+vRpJk2axKpVq1i8eDHa2tpC1aE4DWlraxNTmwkTJrB27Vo8PDyYNGkSWVlZ+Pv7C1l9T08PampqFBQU0NfXR3JyMoODgyIKVFlZSUtLC+np6QwNDeHl5UVnZyebNm2isrKSR48eMW3aNHx9fbG3txciZy0tLSorK2ltbRURl+nTpwuYR3JysvC26erqYmdnR3Nzs3jgDQ8PC8CJYjLc0dEh4rkrVqxg+fLlQsibnp5OZmYm69atEx2jcePGCRy44sFgZmbGvXv30NfX5+DBgzg6OrJu3Tru3r1LUFAQenp6lJaWsnLlSiwsLJg+fTrV1dXU1NSIEz4PDw8xXdXU1CQwMJDOzk76+vq4ffu26GH4+PgQFxfHyMgIGhoaxMXFiW6NnZ0dUqkUNTU1Ll26RHt7O4cOHSI3NxeZTEZpaSkBAQG0tLQIpUxISAhhYWFkZWXh5OQkKMgw+iBtbW0VC43Tp0+LmHZkZCSFhYWEhobi4uIiyu+9vb2ig7NixQrGjBlDeHg4NjY2lJSUoK6ujoODAyUlJYSGhmJlZcW8efPQ0tJi2bJldHd3U1ZWxieffEJbW5sAoqiqqlJSUkJRUREPHjxgeHhY+Alv3bpFeno6Z86cYdasWTg6OjJz5kxMTEw4e/YsGzduJCMjg7/++kuAe7q6uoQTTwEqmj17NjKZjAMHDvDmzRtRuldoGMzMzLh58yYymYz58+eLjafC1Xn58mWWLl0qekOurq74+Pjg4OAgUg+KjcDSpUspLCzk4MGDaGpqsmzZMkJDQzEwMCArK0soYRSLRCMjI4yMjAgJCREbJhcXF3Et+vv7C5qxq6srX331lbi+1NTU2LBhA01NTfT39xMTE8PixYvp7+/n+fPnWFlZMTIyQmhoqFAHaGlp0d7ezvbt2+nt7UUul4uBo76+Pvv37yc3N1f0l4yNjUUk0c3NjebmZgwMDJBIJNy+fZv8/HzCw8PZunUrKSkpwChY5MCBAzx9+hRXV1cePnxIQUEBXV1dYvim2PAoaKE2NjY0NzeLf2Ps2LFIJBI+/vhjbGxsyMvLQ1VVlRcvXjB9+nTy8/O5cOGCoDOXl5eTk5NDZGQkEomEW7ducffuXaKiosTEXtEPVoAvLl68SEBAAGFhYWhqapKWliZikAqNikwmo6Kign379mFlZUVZWRlnzpzh7t27BAQE0NraKqLSs2fPxsrKiuHhYfz9/QX4QUFojYqKEh3i5cuXi4m7lZUVDQ0NwvGooqJCZGQk8fHxXL58GYlEwk8//STcaArZ9rZt28TPrfgdKWASUqmUR48ekZWVxdixY9HS0hK9KQX6vra2lu7ubpSVlQWZ2d/fnx07dhAXF0dhYSFaWlrMmzePtWvXsnjxYjHAUldXx8/PDxMTE2bMmEFeXh4VFRVcuXKFH3/8EQcHB6ysrDh69CjJycnitHLWrFlCFwKIzn5WVhaPHj3i4sWLeHt7c/v2bbS1tcX3aW1tpa6ujr6+PjHUNjY2ZubMmcDoRlsRGVZWVhZd5YULF3L69GmWL1/OyMgIP/zwAwBnzpwhPDxcxOL7+/sxNjbGycmJ9vZ2sVabN28ev/76K4CghMvlcpSVlcVQdO3atQQHBwMIh2B5eTkffvghGzduZPbs2QD89ttvgurs4ODA999/L0i/CqVFdHQ0MTExKCsrY2VlRVFREYWFhfz++++Ympqyd+9efH19RS9cMTyYNm0aN27cEH3t3t5eYmJieP78Oe3t7cLxrKhBKOLLCo5DcnIyU6ZMIT8/n7Fjx4rItKLLbWFhIZydmzdvJjs7W0RpFVRVGO2TP3v2DDU1NUxMTNi7dy9mZmbo6Ohw+PBh5HI5H374IX/729+orKxk//79VFdXC4bEkiVLuHLlChMnThTE3WvXrrF+/XouXbrE9u3b2bBhgwnTlyoAACAASURBVBieBQYG8tZbbwGjEejIyEju3bsnrpG8vDz09PTYv38/AO7u7mzfvh0bGxsiIiLIy8sjLi4OVVVV0UNWKDWysrIoKirC3d1ddPIrKyv58MMPWblyJYaGhpw6dYr8/Hw+++wzMjIyOH78OIsWLWLnzp2cPHmSW7dukZCQwN69e5k0aRIzZswQw8Dw8HCys7NxcXHB19cXGIUZ7tu3D1NTU2BU73DmzBlaWlpYuXIlT548wdfXl23bttHY2IhMJmPGjBnI5XKqqqqYOXMms2fPpr6+Hjc3NxYuXCg+A/fu3WPJkiWsXLmSOXPmcOrUKdTU1ITgXhFfjYqKoqamBm9vb1atWkV3dzetra1IJBIWL14MwC+//IKamhoLFy7ExMSEuLg41qxZQ2dnJ8XFxRQWFlJQUCCqOH/++ee/aJc+/fRTFi5ciKOj4/8j0f1/VXCfAEwBpv7n12TAi1H4zKOjR49e/bd/gv/G1+eff340ICAAQCD6FRdCX1+fiHQppLqGhob09PSIDpuhoSEymYyJEycKQXdQUBAFBQUYGxuTkpKCi4sL+vr6VFVVYW5uzps3b4RkesyYMUIlIJFIqKiooKGhQUyGBwYGUFNTIygoiLa2Npqbm5FIJAQHBxMcHMyNGzcwMzNj7NixREVFiRimiooKcXFxlJSUCB+PRCJBSUmJ4uJiQapTbDA0NTUpLi5maGhITMNTUlIYHBwkNzcXf39/VFVV0dTU5MKFC1haWpKbm8u4ceNoa2sTSg8FdVHRt3zz5o0Q9+rr62NmZkZJSQnd3d0i/vrw4UNkMhljxowhPj6eKVOmCAmyYmGtp6eHlpaWiHxJpVJxUtjd3S3ij4ODg6ioqFBVVYWtrS2///47M2fO5P79+3z77bfExsbS3d3Nq1evaGxsZNWqVbS0tJCUlIShoSEqKircu3cPc3Nzxo4dS2trK3K5HFVVVczMzEhJSUFVVVVAD1RVVenv7xdF9q6uLuzt7eno6KClpQUHBwfq6uro7e1leHiYb775hszMTIqLi2lqauLw4cMUFxcTGhpKVVUVAwMD6OvrC3eiAvBRW1uLjY0N8+bN4+bNm0yaNImuri4RQVX0lNLT0xkYGKCyshIbGxtBPc3NzRWuG4VOQoG3VlwXir6ilpYWkZGRwuWoEEQbGxuTkZEhTokVKHCJRMLIyIiYtikosrW1tdja2lJfX09ZWRl6enq8evWKa9euMWHCBJydnZFIJEKUa2hoSGlpqYAMKVDgFRUVoo8aEhLCt99+S2hoKP/xH/8h/Fbq6uqkpaXR1dVFVlYWubm5YqLX2dlJf38/qamp2NvbY2BgQGJiIkZGRkydOpVnz56hp6eHgYEB9fX15OTkMDAwgKOjI97e3uTn59PV1YVUKhVah/j4eBYuXEhdXR3u7u7cvn0bNTU1+vr6MDExEa6w+Ph4ZDIZtbW1HD16lPPnzwuqq729PStXrqSrq0sMUGbPnk11dTUjIyMiln7nzh3y8vLYtGkTqqqquLq6IpfLUVJSorOzk6CgINrb25HJZLz11ls8f/6cgoICpkyZwp07d9DT06OgoABDQ0OSkpIE8rqkpIT333+fa9euicmmTCZDWVmZmTNnYmxsTGFhIY2NjQQHBwsKYlVVFfPnz8fU1JRbt26xZs0aamtrWbt2LWpqauTm5hIYGEhBQQFr164VHSclJSUiIyMxNDQU/VAF2e7jjz9myZIlHDlyBKlUyuzZs4mOjmbz5s00NzdjamrKo0eP6OvrE4tVPT09oR95+fIl9fX1Qho/duxY5HI58fHxgm7c0tJCYmIiw8PDFBUVsX79ekGEra+vZ+fOnURFRZGVlSVqAYpnwrp169DU1CQqKooFCxZQWloqKIGxsbFYWVkRERHBjh07mDdvHikpKQLgBKO9ovLycrGpunDhAn/++Se7d+/mk08+YenSpQQGBqKlpUVhYSFmZmb8+uuv2Nvbs3nzZsaOHUtsbCwqKiokJyeTn5/PwYMHuX79Ol1dXezfv19Exjdu3Ehubi5r1qxBRUWFM2fOsHXrVszMzHjx4gWnT5/ml19+wc7ODltbW8LDw3n9+jUODg58+eWXKCsrM2HCBA4ePMhvv/3G2bNnuXbtGrm5uVRVVZGamsrmzZvFwsfY2Ji6ujru3LlDXV0dAwMDxMXF8d5776GhoYGBgYF4hlZXV5OUlCR6s3V1dejo6FBfX4+Ojo6IdJWVlaGqqoqtrS23b9+ms7OTZcuWcfv2bbKyshgcHBTPFW9vb9LT05kwYQJKSkooKSkxNDREU1MTzs7OaGtrY25uTmZmJlpaWkLpoLhXwOgm4OXLl9y4cUNshJOTkzE0NGT58uVkZGSwfv167t69y65du3jz5g0fffQRW7dupampid9++42Kigr09fX5xz/+QUdHBzt27MDNzY2BgQEOHjzIzz//zJ49e4QDeGhoiO+++467d++yadMmAZdRkKH7+vr4+eef8fPz4/333yc3N5ecnBxu3brF3LlzuXLlCpGRkbx584ampiZsbW0F3bu3t5fi4mKePn2Kra0tmzdv5vbt25ibm+Pq6sqcOXPYtGkTCQkJPHv2jC+++ILU1FRiYmJYvXo1/f39ODs7M3XqVLZs2YKOjg6BgYH8+OOPGBoaEhgYiJKSkri/29raivuJ4npPSkpi0aJFHD9+XLhGIyMjRRxw+/btnDlzRnARvL29RYxz/fr1VFZWkpWVxRdffEF8fDwTJkygvb2dH374gcuXL1NWVsaxY8eoqKigoqICGKW4ZmVl0djYSHt7uxDO79q1i3PnzhEeHo6RkREnTpzg6NGj6Ovr4+joSFJSEsPDw8hkMjEsLC0tZfLkyeKe8fjxY6ZMmYKDgwPZ2dk0NTUxYcIEMcRvbGzE1dVVwAs9PDwoLCzE2NiYsLAwMjMzmThxoohyqqmpiT5ib28v+vr6aGlpERISQnV1NS4uLmIjNDg4SGlpqfACNzU14e3tLeT1hoaGhISEsG7dOtzd3UlKSsLS0pJvvvmGsWPHEh0dTXFxMZGRkTx9+pRPPvlE9Hu//vprdu3axdtvv83cuXPp6upi/fr1wh364sULPv/8czQ0NCgtLeXatWv4+fkRHx9PcnIyO3bsIDg4mNjYWDGAOXHiBK9fv+aPP/5gw4YNvHz5ksHBQW7dugWMdi6vXr1KYmIiP/zwAyMjI+zYsYPy8nJ27NhBRUUF3d3dgqrb3t6Op6en0LjcuXOHkJAQZs+ezZUrVwQnQUGFVuiWoqOjOXLkCMeOHROaCcVnq6Kigo8++gipVMqdO3eQy+VMnDiRnp4e7Ozs+Pzzzzl27BhXrlwhIiICY2NjfH192b59Ozt27MDZ2RlfX18uXryIvr4+1dXVSKVS1q9fz6FDh5DL5Tx48IAjR45QV1eHkpISly9f5ocffhBd/tLSUiorKzEyMhKu4E8//ZS4uDiCg4NRVVWltbUVXV1dYmNjMTU1JSgoiJaWFmbPno2mpiavX7/m7NmzPHnyhNjYWMLCwvD29sbLy4szZ85w4MABli9fzurVq6mpqSEoKIipU6fy5s0b9PT0OHLkCNnZ2VRVVeHm5kZNTc2/Jbj/r24MP2V0E/i/fjUBd4AdR48e7f7f/cb/b7y+/PLLo4pTQA0NDQHl0NHRYWRkBAMDAzQ0NHj16hXGxsbU19cLMqm6ujpjxoyhurqaoaEhrK2tKSsrY3h4WIA35s6dS1FRER0dHWhoaGBkZISPjw9aWlrU1NQgl8sZM2aMiE5paGhQWVmJhYWF6G1ZWloKkqWPjw+lpaVIJBIiIyMFpbC2tpbp06cjlUrJy8ujuroaCwsLDA0NsbCwEEQjRTRRR0eH4uJiAgMDuXPnjpiOKisro6qqyuDgoEBn6+rqIpVKaW1tFVMtRUxIQQPr6upiaGhIeBPt7e1pbGzE2NiYuXPnMjIyQm5uLt3d3Xz++efixq5wYD169AgHBweCgoKIjY3F2dkZBwcHgTF2d3cXE2TFIkYRh3rx4gXNzc1YWlqKEz89PT0cHBwYM2YMT58+FbGq9vZ2NDQ0xPvy8uVL1NXVCQoKorm5GS0tLXFTsba2xt/fn56eHtzc3EhNTRUakRcvXmBpaYmLiwtqamoYGBiISZaWlhZPnz7F1NSU3t5eAgMDef78uTh92LhxIwsWLODu3bukpKQwMDAAjJ5eK4i3ik7SlClTBICoqKhIgEQ8PDxQV1fHyspKaFLmzZuHj48PDx8+FOjzwcFBhoeHBV1WoVBQ3AzV1NTo7e0lICBAoLIvXLjApEmTSEhIQFdXl/T0dGpra8nMzMTNzQ1tbW1BaVT0l+bPn09kZCSLFi2io6NDxJdlMhlTpkwRm2tAUGHPnTtHS0uLOFk0Nzenp6eH2tpaXF1dcXBwoKGhgVevXmFmZiZQ2C0tLWhoaGBpafkvAw8NDQ10dHQICQkRkcuAgAABd3jnnXe4f/++6O11dXXh4eFBamoq5ubmSKVSjI2Nqa6uxs7OjsLCQiZOnEhZWRnjxo3DyclJ9IsU9Nr6+nquX7/Ohg0bGBgY4NWrV1y5coX29nb++OMPceo4adIkZDIZGRkZTJ06FSUlJcLDw0X89cWLF/j4+PDXX38xZswYVFVV8fDw4M2bN2JTn5KSwsyZMwUCe/r06SQnJ9Pb20t+fj6lpaX09PQwPDzM3LlzuX79OvPmzRP9Z4VjysXFBS0tLd68eSMmlwMDA1haWhISEoKDgwOXL19m8uTJmJmZ4ezsLHQBbm5ueHl5cerUKeF3vH//PhEREaxbt46QkBDi4uJ48eIFvb29wgWbnp6Ov78/MTExmJiYiHJ9f38/f//73/Hz8xNRQIVqJTs7GxUVFfbu3cuVK1fEcGjSpEm0t7eLfoednZ1YKCtihDKZjF9//RUXFxdsbW0pLS0VHazw8HC8vLy4ffu2SEcUFBSgqqrKl19+ycuXL2lpaWHGjBksWbKExMREoqKiuHbtmiA6amlpER0dzUcffURJSQlpaWnMmDFDwH5kMhkBAQGUlZWJzcU777zD0NAQDg4OfPbZZ9y9e5f333+f48ePk5qaSm5uLh0dHURFRfH111/j6emJiooKcrmc8+fPs2TJElRVVWlubmbjxo14eHjQ0NBAXl4eFhYW5OXl0dvbyxdffEFtbS39/f20t7fT3t7OrVu32LFjBz09PWzYsIHExESam5vJzMykvb2db7/9lpKSEjQ1NUUscOLEibS1tTFx4kQWLFiAjo4Ovr6+GBgYUFJSQkJCgnCajh8/nnv37nHnzh1x+tba2sqTJ0+wtLSkq6sLFxcXxowZQ2hoKBkZGVhZWYmOb0hIiEiOSCQSmpqasLa2Fh2qPXv2iBhyWFgYBgYGrFmzRtCvnz59ilQqRVtbGx8fH4aGhqiursbQ0FDE79auXSsSHwEBAWhqajIyMkJFRQVSqVREppOTk2lpaWHatGkMDw/j4+NDV1cX8+bN4+rVq0gkEhHfjIuLw9bWlurqaqytrdm2bRv/+Mc/+OGHH8TnWKFNGRwcJDs7m6ysLBoaGujs7GT9+vW0tLTg6emJVCoV1O3a2lr09PQEIO7GjRvk5eWxefNmXrx4waFDh+jv72d4eBhDQ0OmTZsmTi0Uw2UrKyt0dHRQVlYWsLPvv/+enTt3kpyczK5du0R0TF1dnXv37nH69Gny8/P5+9//zvTp0/niiy+ws7MjNTWVkJAQEhMTWbJkCSMjI+L0q6KiAg0NDVJSUjh27Bi5ubn8x3/8B+fPn8fIyIjBwUG2bduGkZERMTExuLq6IpFI2LlzJ8eOHeP777/n4cOH4rQiPj6ezz77DAcHB+7fv8/169fR1tamrKwMHR0dPvjgA5qbm+nv7xd0WT8/P44cOcKePXvw9vamvLycCRMmsHDhQhITE4mIiBD3laVLlzJ+/HhMTEwoKysTEdO+vj6++OILCgsLaWpqYvbs2aiqqvLkyRNBJ+7r6xODp7a2Njo6Onj9+jWlpaXY2try4sULHj58KN77s2fPcv36dd68ecOiRYuoqKigv7+f4uJioU3R19fHw8MDQ0NDuru7GRgYEAmsrq4u8vLy6O/vJygoCBUVFTw8PBgZGSE7OxsLCwvmzJlDTEwMbm5uJCUl4ezsTGhoKJmZmVhbW5ORkYGHhwfGxsbk5+czMjLC0aNHhV6ioqJCxJsVHWtfX19u3LjBokWLCAoKIj09HSMjI9EFVbg5FSksBSzpyy+/ZPLkybi7u1NWVsaJEyc4e/YsysrKGBgYCMDZ+fPnGR4e5sMPP+TUqVPMnz+fwsJCVqxYIWCPCQkJTJ48mffff5+bN28yefJkzp49K2KcsbGx+Pj48Msvv6ClpcW+ffv4888/gdHo6YULF4iPj6eoqIji4mIRWZ43bx5Hjx7lwoULdHV14ezszODgIH19fTx+/Bjb/1ROKCKW6enp4mRUkY4bGhpCR0eHrKws3NzceP36NYsWLRLpGm9vb5GCgtFTvcePH5OWlsaVK1f4/PPPqa6uZsGCBUilUhExPXjwIN988w23bt0SBHrFYPbdd9/F0NCQjRs3snbtWubMmUN8fDwLFizg888/p6+vj7feegtvb2+2b98uXOs//fQTOjo6tLS04OPjw5UrVwTp+NmzZ0RFRYn483/aF/6tjeF/FT4z5v/my0wul6+Ty+X//nnlf/NLEfVoampCR0eHrq4u3NzcGDNmDCMjI1RXV9PQ0ICKigodHR2ChKSgUHV3d4sbRklJCfPmzRPkseLiYlJSUigpKcHAwABlZWUaGxupq6vDw8MDCwsL1NTUiI+Pp6WlhZ6eHpGpLy8vZ2BggAkTJvDkyRNGRkYwMTGhs7MTCwsLNDQ0mDFjBr29vUInkZaWJqTcCrTx2LFjRd792bNnzJo1C2NjY1xdXTl8+DDx8fG89957WFtb09HRgVQqxcnJCRMTE7y8vDAwMGDu3LkYGRmhq6uLrq4uaWlpODk5UV1djUQiYebMmWLhvnjxYqRSKXV1dVRXV5Oamkp/f784SVNWVub48eNcvXqV7777TtBZL1y4wODgIA8fPhRH5YqTCXV1deGBcXV1RV1dneLiYkGMUhSIHzx4QGNjI6qqqkgkEk6fPk1RURGurq7Y2NgwefJkmpqaMDIyIjc3V3RejIyMkEgkYpEkl8sFdKW9vR01NTUaGxtxdnZm37594hRPTU2NJ0+e0NTURFNTEwCRkZGkpKQglUrR1NREKpUK5HBERITwNBUXF7NgwQLef/99cRLX3d2Nh4cHjo6OxMTE0NHRIRYXYWFheHl5YW1tjZ+fn+iwNjU1kZGRQVJSEqdPnyYlJYXOzk7mzZuHp6cnSkpKeHl50dPTQ1RUlIjd9PT0/EtmX3FTUAiFFTSrnJwcFixYgLGxMXp6ejQ3N4vhyeDgIAUFBQI+smnTJvr6+tDU1ERbW5vW1lbGjx/PgwcPhAphZGSE4uJiZDIZ77zzDtOnT8fW1pYbN27Q29srNjC5ubnk5eUJV15zc7N4wCuULA0NDdTW1uLg4CCif3l5eSQmJopr/vTp0zg7O5Ofn091dTU+Pj60trbi7++Pmpoaf/31F+PHj6exsZHc3Fz09fW5evUq3d3dLF++XJDimpqaePXqFXl5eWLgcfXqVRHLyszM5N69e+L9DggIICQkBBsbG2QymRhu7N+/n5ycHMaPH09GRgb+/v7MmDGD1atXi8iiokOrGCQolBQNDQ3cu3cPX19fUfDX0NAgNjZWnDIpxMv37t3Dw8NDiJ4VEXdVVVVxuuzv78/kyZO5ffs2Y8eOpaSkhHv37uHq6iqobTU1NVRXV7NlyxaKi4vZuXOngD01NDSITuiiRYtobGxk48aNKCsr891332FgYICamhofffQR6enpxMbGMnbsWPLy8sjKysLY2Jhp06YRFhZGRUUFDx48YNGiRQwMDAgYTWRkJL/++itaWlqCunv9+nXhIzMwMODatWvCHamkpMTVq1e5ePEi9vb2DAwMiA1kTU0Njx49wszMjK+//po3b97g5OSEjo4OUqkUFRUVvvvuO4yNjdHV1cXMzEzIkx0dHRkcHBTxbkWCYM+ePYSGhuLn50dAQADDw8M8e/aMvr4+vLy8WLBgAdOnTxe02/Hjx3Pz5k1mzZrFsmXLsLKywtDQUPRmXrx4IdIZeXl5/6JfGRoa4ptvvmF4eJiCggI+/fRTEUH+66+/ePr0Kebm5mKRJpFIaG9vp7a2lg8//JDdu3fj5eXFtm3byMjIEPAoxdCws7MTAwMDVq9eTU9PD4sWLeKXX34R2oG9e/cSHR3NlClTkMlkpKWlMX78eDw8PKiqqmLixIk4ODiwY8cOtLW1uXHjBo2NjURGRpKamsrFixcxNzcnIyMDqVRKbm6uAPn4+vpy/PhxIiMjGRgYwN3dHV1dXaHoSUtL47fffhNT8okTJ/LJJ58wNDREVVUVb7/9toDlKKiBbm5uPHr0iJ6eHoqKinj58iWdnZ00NjZy584dtLS0aGhowMTEhLlz5yKVSomKikJDQ4PCwkLGjBnD3Llz+frrrwUhd9WqVaSmpnLs2DGWLVsGIDrIUqmU/fv3Y29vD4zG+qZNm4a9vT0zZszAwsJC1CLWrFnD2rVrRZzyyZMnREZGCv2Rj48PxcXFVFdXM336dBwdHbG3tycqKgqJRMLWrVs5deoUcrkcOzs7oT5ydnbGzc0NZ2dnCgsLKSwsxNDQEG9vb27evMnu3buRy+Xs37+f2NhYAaeLiYlhxYoVHDt2jNWrV/Pdd98RERHBL7/8IoZNP/74I2ZmZiQlJfH8+XOCgoKQyWT09fUJ2XlgYCCRkZHU1dVRWFiIVCpl1apV/PTTT1y9epXw8HAsLCwE1wFGVRW//fabWNTPnTsXHx8fCgoK0NfX58CBA+Tl5aGlpcXXX3/Nw4cPCQoKQi6X09XVhZqaGrGxsSLGqK6ujlwuFwPet99+WwBZ7t27x5YtW/D09CQzMxNzc3OuXbuGqqoqwcHBYtP5888/C4CchYWFoEKPGTOGgYEBoqOjyc/PF4kADQ0NXrx4QU9PD56enmITsWzZMhF5/+GHHygpKaGnpwcDAwP09PRYt24dz58/586dOzx+/JiIiAisrKzEJmLmzJl0dXWxcuVK1NTUKCwspLu7G0NDQ+bNm4efn5+oQBw/fhwTExPxPFZAgoKDg+nv76e3txcDAwPeffddHj58yJQpU6iqqhI06ylTptDQ0MCDBw9oa2ujurpaDPT8/PzYvHkznp6eYm3m4+PDwMAAt2/fJjg4mLfffpsDBw4Aox5uGFWchIaGUl1djb+/P0ZGRmzcuJHLly9z6dIlJBKJqJsolD6ZmZkYGRlRVFTEH3/8IfRQSUlJuLi4YGZmhkwmY/fu3cyZM4ebN28KSKHCE7hz506CgoJobW1l7Nix/PXXX+jp6XH8+HEB3oNRcFFycjKvXr1i9erV+Pv7C8+j4lVaWsq5c+cICgrCzMxMnCr6+/vT2NhIeno6AQEB4j66dOlS1q9fz6JFizAwMEAmk3HixAmMjIyIi4vD2tqad999Fz09PTQ0NIQzMSMjgyNHjjBu3Dg8PDzYuXOnqKApTAEFBQVIJBK6u7vJy8tj2rRpXL16lZkzZxIeHk56erroTzo4OIjuqQJoWFxczJQpU9izZw8ODg7s3LkTGN38BgUFsXDhQv7d178Nn/n/40sikWBra4uOjg5lZWVYW1ujoqIipjUKP6CWlhaAWHBaW1ujrq6OmZkZvr6+4kTk5cuXZGVl4ezsjIeHB3Z2djg5OdHR0YG2tjaVlZX09fWRkZGBgYEBnp6eODg4UFpair6+Pn/99RdXr15FSUmJwsJC6uvr0dfXx8XFhd7eXjQ0NKivrxcPQYlEQllZGb6+vujp6ZGamsrg4CBSqVSIxaurq8XF3tnZSVlZGVVVVZw4cQJVVVUKCgp4+fKlgIqUlJQI1L8ijldQUICjoyNxcXGsX7+eR48eIZFIiImJEdNVmUzG69ev0dHRQU1NjQULFuDr60t0dDTW1tZIJBKcnJyorKzk3Xff5aOPPiI6Opp169Zx8uRJMjIyGDduHAsXLsTd3Z1nz55hZmYmJmydnZ1oamrS1taGubk5jx8/xtHREWVlZeLj4/Hz88PAwICBgQGxIVP48kpLS7l06RKurq6kp6eL6ayRkRF1dXU0NDTg7OyMkpISnp6eLF68mMmTJ5Oeni7K8GvXrhVC5gkTJpCTk4Ofnx8dHR3k5eUxNDTE1KlTBVp5+vTpuLq68u233yKVSgkICKCuro4JEyZQXl4uoh7h4eFCn3H37l2mTp1Ka2sr//znP1FVVaW+vp6CggJxvbm7u6OioiJUClu3bmXr1q0sXboUZWVl3N3daWpq4tatWyLK1dbWxq5du9DT00NZWZm4uDjGjx8vNgf5+fkMDQ1x//59QkND6erqwsfHh8mTJ5OXl4dUKmXdunVMmTJFbC7feecdAgICSEhIENjumJgYSktLKSgoYPHixfzyyy/Y2NhQXFxMdHQ0paWltLa28urVK+7du8fz58/p7Oxk7NixPHz4EAcHBwYHBzE2NsbR0RF/f388PDxYsmQJAQEBbNq0iezsbDENe/PmjXDLKbyUSkpKuLq6oqenx7Jly9DR0UFbW5uioiJBxktKSsLIyEioGRTCYS0tLdasWSOmzuvWrWN4eBhXV1fKy8tF5LO8vBxra2u2bNkiHhQzZsygu7sbTU1Nbt68KTqfMPqQTkhIICsrC5lMJvyWTU1NxMfHC//TnDlzhIvvxIkTTJs2TZze29rasmzZMh4/fixQ5t3d3Whra4v7yMqVK1m5cqWINFVXV1NeXs7g4CBFRUUsWbKEa9euiRNuBRrbzs6O6upq9PT0uHTpEg8ePABGH/C6urqcOXOGuro6cT0sXLhQDM3q1cJZcQAAIABJREFU6upEL8ff358NGzZw/vx5tLS0kEqllJeXMzw8jJqaGmfOnCEsLIy33nqLlpYWCgoKMDExob29nZs3b5KUlISdnZ2YOvv4+BAREfEvGO05c+ZQWVmJVCpFJpOxa9cubGxsaG9vR09PD3d3d1xcXOjs7GRkZIQVK1aQm5uLo6MjbW1tpKSkCNG7qakpenp6+Pr68uTJE8aMGUN5ebmInS9evBgVFRUcHR1JTk6msrKSy5cvU1hYKDQdjx49En/HyMiINWvWiNO4oKAg/idz7x1U5d3361703nvvvQRQEBVQUFGiWGJFjCW2aGJNok/eFGOq0ZjEFNM0tseK2AUFO0iX3ntf9N6LnD8867f3s+ecd/Z55n3n7HuGyR8ZxVmsxX3/vt/P57rq6upQVFTk8OHDPH36FEdHR7GhUFRU5ObNm9y5c4d169YREBAAwMjICEuXLhXUOQMDA3Jzczl9+jQDAwP09PSgr68vovsAVlZWuLu7k5GRwbp164SPUOqxnTdvHkePHqWtrQ1PT09KSkoYHBzk2LFj3L9/n3/84x94eXkxMjKCoaEhN2/eZMmSJRQUFIjejZWVFTt27KCiooLCwkLs7OxYtmwZDg4O4jX8/fffuX37NtbW1qLvZWRkJLbt9vb2ODo64urqSlpaGkpKSigqKmJoaIilpeW/pCzy8/NZsmQJd+/excnJibKyMm7evElbWxtWVlai43n27Fn8/f1JS0ujtbUVd3d3kpOTxT1LCsPS0NCgo6OD8PBwqqurmTFjBl9//TVFRUVIJBIWLVpEd3c327ZtIz4+npMnT7Jp0yYxiNu5c6fo0IaHh7N27VokEgnvv/8+KSkpbNu2DSsrK959910sLCzYuXMne/bs4cSJEwQGBnLlyhURf5s0aRJTp05leHiYpqYm9u7dy+TJk5k3bx7Xr1/H2tqaP//8k/T0dCorKwkPD6e4uJilS5fy4Ycf0tnZSX19PRYWFgwODpKTk0NdXZ2IGwYHB/P1119z+vRp5OXlOXbsGBs2bEBGRoZvv/2W119/XQitZWRkiIqK4sCBAwQFBZGVlUV1dTXXr18X8UopIdXS0hJ1dXWio6MJDw+np6dHUB5TU1MBhKtzeHhYOJ5nz57NG2+8QUlJiYB2Sa87d+7w888/i+767du3+fbbb2lubuabb76hoqICKysrbG1tmTNnDvfu3eOnn34Sg31p/efdd98lKCiIzMxM0e2+cuUKwcHBAsiioaFBfn6+8MJqaWkxMDBAU1MTy5cvZ926dWzduhVFRUV27dqFkZERGRkZeHp6Ul5ezt27d/nwww8ZHBwUyRYdHR1BMDU2NiYiIoL29nZaWlrYu3cvcXFxvPHGGyxfvhxfX1/09fWZmJggMzMTPz8/du3aJf786dOnWb58OeXl5Xz55ZciWmpgYMC+ffvo7+8nNTWVlStXcvbsWTHMdXZ25uuvvxavqbSf39LSIrq8HR0d3Llzh7lz5woI0Z07d/D29ubkyZPY2toyf/584RG2trZmZGSEiYkJzM3Nyc/PFx26hIQEtm7diqenJ0lJSVRUVIjXWF5eHnhF0PX29kZFRYXTp09jaWlJbGwsQUFBrF27FgBZWVmamprEM8TGjRsF8MrOzo6WlhZ+/PFHwsPDheqkpKSEoaEhWltbhfLoo48+Ep9LDw8P0R+eN28eO3bsEMPGJ0+eYG5ujrOzM6tWrWJwcBA3NzcOHjxIe3u7GNhKn7GlWq+EhARUVFTEM5lEIuHbb79FVVUVf39/QfjMy8ujoqJCDOA3b95MSkoKXl5eYnM9ODjInj17BP1eeu/8/PPPefDgAU+ePMHR0ZGrV68SHh7OiRMnWLlyJaWlpSgpKaGmpsbdu3epq6tjfHycBw8ecOPGDXJycnB3dxfv5+LiYqytrZmYmMDHx4eenh6Sk5OZPn06jY2N4vsHBAQQFxcnPsf/zvWfHgxlZGQO/+98/dvf/b/4Gh0dFdQhFRUViouLKSwsJD8/X6D/9fT0kJeXF7ETKflwaGiItLQ0njx5IvDZAMrKyqKc3t7eLihHCgoKeHh4iI1Ieno62dnZeHh4YGRkhJGREQ4ODkRERGBqaoqLiwt6enoUFhaSnp6OnJwcaWlp2Nraoq6uTmZmpqBg3bp1CzU1NdGjqa+vx8jICE1NTYaHh5GXlxdESXV1dbZs2cJrr73G4OAgAQEBBAYGYm1tzcyZMyksLBQxVIDS0lJaWloERObWrVsoKSlRVFTEvHnzqK+vp6urC1lZWQoKCtDQ0GBgYACJRCKipE1NTcjJyQnZ/FtvvQW8+jCcOXOGgIAAzMzMuHPnjpicrVy5ktzcXOTl5ampqWHNmjX09vbi7u4uJql2dnZoamqKLaqKigrd3d1UVVVRUlJCc3MzOTk5LF68mMjISJYuXcrg4CBKSkpiA9rV1UVWVhb+/v6kp6eTmppKe3s7N2/epK+vjxcvXrBu3ToKCwvZtm2bcC4GBwdjZGSEq6sr9vb22NjYoKioSFVVlZikpaenC0rmnTt3xIRTConx8vKiqKhIyIXDw8OF3FoaxdTS0sLc3Jzi4mJ+++03ZGRkRO9NW1tbTPfS09MZGhpiZGSE3t5evL29MTMz4+LFixgaGvLNN9+gp6fH8PAwlpaW9PX1CcemNH4Cr3pmZmZm/Pbbb4yNjaGlpSXgNYmJiXh5eVFZWSncWX/++SexsbHk5uZiZWWFnJyc2F7NmjWLoqIiGhoamDp1Kt7e3qxcuRJFRUVCQ0OZM2cO6urqhISEsHfvXrFp7O/vZ3x8nPr6evEAPDAwwI0bN9DS0qKnp0ccloaGhsjIyBA/S2dnZ+7fv4+ysrIQLqempgrSWUFBAWpqaiKim5WVRVtbGzk5OSxZsgR7e3saGhpET1jar5HSPuvr62lqakJfX58//viD6dOnCyqdkZERX3zxBUlJSaioqHDx4kX27NnDF198QVpaGqWlpcJ7VFZWhoWFBbNmzcLDwwMDAwMSEhIYHBwUnqfOzk6CgoK4f/8+xsbG3LlzB2VlZaGb0dLSYt26dVhYWJCTk0NWVhaZmZlUVFSQlZWFgoICT58+xcDAgOzsbEECbm5uFuAFaUfP3d2dxsZG3N3dmTZtGvr6+vj4+IjYU1BQEGpqamzfvp1NmzahoKBAX18fSkpKxMbGIiMjw5MnTwTsSnoozczMFJ6/3bt3ExsbywcffEBTUxPOzs7MmzeP6dOnc+PGDcbHx3n8+DFdXV0sXbqUnJwcwsPDWbNmDY8fP2b69Ok4ODiQlJTE7t27aWhoIDU1ldbWVkpLS7G2tqawsBBbW1tqamqQlZXl8ePHhIWFcePGDZydnUlISBBT2itXrtDf309sbCzm5uZs3rwZHx8f7ty5w5YtW2hsbCQkJAQVFRUh7fbw8KCrqwtDQ0NsbW2xsLDAy8sLFxcXXF1defjwIX5+fqxZs4Zr165hbm5OZWUlysrKZGdnY2VlRXFxsRBJ3717l5UrV/Lzzz+TmJiIj48PgIjUwytC3sDAAO+88w7r169HW1ub2bNns3TpUnH40tDQ4Pfff+fx48fiff7bb7+xatUqHj58yMWLF3FyckJNTY2LFy8yNjbGmTNnCAoKIjIykmvXrgklUWVlJSkpKcyfPx8zMzMKCgrw9/dn+/bt7NixQygyoqKiBJQmKSkJgLfffltsb5KSkvjkk0+EPuHp06eiI9Xb24uKigoeHh7MnDkTZ2dngf6/ePEiH330EaOjo7z11lvs3r2bkpISnj17Rk1NDdnZ2YSEhKCsrExvb6/Qa0gkEtra2khJSaGrqws7OzuUlJTYu3cvy5cvJzs7m5cvX6Kuro6Ojg5Pnz7lP/7jP3j33XcFWdHR0ZFnz55hamqKgYEBg4ODdHd3Y2hoKKiEUmrl2bNnuXz5MvAKdtLe3k5NTQ1xcXGkpKQAr4iEJiYmQhckVSe9//77ODg4sH79ehYtWkRWVhZFRUUMDw9z69YtXFxc2LJlC/39/VRWVlJXV8ebb76JqqqqiF12dnYKXYWWlpaQvFdXV2NqakpHRwcHDhxgypQpPHv2jHfeeYegoCB27dpFdHQ0y5cvF8ALgK1bt9LQ0EBQUBBz5syhtbWVJ0+eoKOjg4aGBiEhIYyPj1NbW0tbWxsFBQWsWLGCrVu3oq+vL96vfn5+aGpqMjIywvXr17G1taWrq4u1a9cyNDTE5cuXxSGiqKiIq1evsnjxYkJDQykrK2PBggV0dnYSEBDAxMQEM2fO5Pnz51y/fp0LFy5gaGgoth2urq78+uuvfPHFF4I2bW5uTn19PT/99BP79u1j+fLlYrixdu1aoR7R1NSkra2NyspKnj59SnR0NH19feTk5PDkyROcnZ3R0tJi4cKFAroXERFBVlYWhw8fFl0+a2trUlNTsbGxobq6Wqi0fv31V/T19TEwMKCuro6KigpcXV2xsbFhypQpQouWl5cnHsrt7e2RlZXF2tqauXPn4uDgQEVFBV1dXWITO3nyZKKiomhraxP1HmNjY06cOCG2mMnJydjZ2QkH9IEDB5gxYwb19fVcunSJxsZGFi9eTHh4OKdPnwb+h590zpw57Nixg5ycHHJzc5GRkSEwMFBQSkdHRxkbG+P06dO8+eabfPLJJzx//lxs4qQDh61bt/L++++jrq7O48ePxWGuvLycpKQkXr58yfXr11FTU8PW1pZVq1Zx69Yt5OXl+fnnn8nNzWXTpk38+eeflJWVISsrKzzQUVFR7N69mytXrjB9+nSqqqrw9/fn6NGjqKiosHnzZvr6+rh37x4///wzb7/9Nl5eXixcuJAFCxbg7e1NRkYGqqqq5OXlsW3bNnFvzMjIwMLCgomJCUZGRtDX16e+vp7e3l7Gx8dZvHgxDQ0NXL9+nbt37xIVFYWUVRIfHw9AdHQ0U6ZMobS0lEWLFpGdnS0AVhUVFVy4cEEA2wDxeZg9e7aACUkBlU5OTvz888/U19ezYMECQkNDaW1tFUkUADc3N6Kjo6mrq0NFRYX9+/djZ2dHWFiYAEH5+flhYGBAUFAQ/v7+5ObmkpeXR2JiIsePHxfDiX/n+k87hgcPHrwPTAWm/Wdfn3322ef/9r/gv/A6cuTIZ1IyoKGhIRMTE5iYmDAyMkJFRQVaWlooKChQW1tLZ2cnJiYmZGZmMmPGDLHlk4ruVVRUxHYQXuHiq6qqxGFAOkVpaWnBy8uLrq4uWltbsbGxEXRCXV1dJk+ejEQiEYXoNWvWMDExwdDQkIgxqaioYGVlRXZ2tui9ODk5MTQ0hK2tLa2trTQ1NaGrq4ubmxuVlZXY2NjQ0NDA2NgYiYmJIraUnZ3N8+fPkZWV5cmTJ2zcuJHbt29ja2srSF1SncXkyZOxsbERQu2cnBxxaJEqKYyMjMQNW3qzzszMpLe3FyMjI6ysrHB0dCQuLg4HBwfs7e3FBk4KB3n58iVFRUV0dHSgqqoqpnUGBgYMDAyIbqeFhQWlpaUsWbKEhIQEPD09xUOumpoaFhYWvPHGG2Kbe/HiRQGZ6ezsRFNTk+TkZMLCwkT/TlFRkezsbCFSXbx4MZcvXxZCcQsLC/r7++nt7UVbW5uqqiohFXV0dBSRLG1tbYyNjYUfR6rW6OnpwcHBgW3btvHy5UtxY9LT0yM1NVVQ6V68eMHo6KiAu0i9aa6urty6dYuQkBCePn1KcnIy5eXlYqs9MDDA/PnzRb+yoKAAfX19Wltb8ff3Jysri9DQUFRUVCgvL6e8vBxnZ2fxCywpKYmRkRG8vLyora3F3t6eqKgo8YAv7dsaGRnh6OjIzZs3KS8vZ2RkhO7ubmbOnMnExASqqqr4+PhQXFwsMORmZmZoaWnR3NwsgC3S6FZbWxuWlpZie1JfX4+JiQm1tbUUFBSgoqLC8PAwq1atoqWlheTkZKqqqhgbGxN0s0ePHglhvYODgxB529nZMTw8jIaGhjjQGBsbY2ZmRlVVFRoaGpiYmCArK0t+fj6lpaVioKKrq0tiYiJaWlpUV1fj4uKCiYkJ/f39TJo0iczMTCQSCTk5Obi6uhIXFyfANHV1dcjJyfHxxx8TEhKCuro6f/75p+iAqKur4+LiIvL+a9euZfr06eTk5ODi4sLw8DAeHh60t7ejpKSEqakpvb29zJkzh4SEBKZPn05/fz8tLS0oKSmRnJwshOXSXqnURfry5UseP37MlClTkEgkZGVl0dXVxYoVK7h16xb9/f1Y/9+Ki4mJCdzc3NDW1mZ0dJS1a9cyMDBAV1cXq1evprKyktdffx1dXV327dvHjRs3RNz9+vXr5OXlsXPnTsbHx7lx44ago7548YLg4GDi4uIoLS3l4cOHvP7661y6dInHjx+Lrc7ly5d59uwZgOhna2ho8Pbbb3PhwgXKy8tpa2sT8WvpQb26uprAwEDk5OTEJre/v5/GxkZ0dXWxsrLi+fPnrFq1ShAPpVRqJSUlLl68yLJly/jjjz+ws7MjOjoaOzs7WltbKSsrw87OjvT0dCIiImhsbCQ3NxcFBQXRQW5sbKSrq0tUC6R98/HxcaZOnSoUOGlpaZw4cYKbN29y/vx5ZGRkcHFxobi4mMbGRg4ePMjw8DDu7u7Y29uL92B6ejpr1qxh0qRJfPXVV3h4eBAdHY2trS0vX77E29ubffv2cfToUX755Rfg1SFBGoWXuh2lEUR3d3du377NH3/8wblz54iMjKS4uJiIiAhmzZolonV6enpMnTpV0AOLioqIjIwUiqelS5cKvUdzczPh4eGcPHlSkDpNTU0xNTWlubmZoaEhZGRkhAYpOTmZmJgYMUm3t7enpqaGrKwsvv/+e6Kioqivr2f//v0oKysL+JBUO5GXl4eJiQnTpk2jpKQEb29v/Pz8xPDUxcVFDIaMjIyQlZUV5NeKigrmzZvH6OgoH3zwAb/++iujo6PU19eLjXdUVBT29va0tLQwZcoUJiYm+Oc//8nw8DDw6tC+fft2HBwcqKqqYt26dbz33ntYWVmJqoKrqyu+vr64urpy7do1VqxYga+vL0VFRWhra9Pb20teXh5KSkrCvbZnzx6hU3J0dOTBgwdoamoSHR3Ns2fPROxa2g03NDRETk4Ob29vWlpaqKio4M6dO+jq6vLw4UNCQ0PZtWsXv//+O2fPnuWXX34hLS2Nuro6Dh06RHh4OF988QWrVq0SoChpzL2qqoqzZ88ydepUrl69ipubGxMTE2IYNz4+TmZmJu3t7cCrLdDQ0BCNjY3Iysri4+MjdDozZ87EwsKCsrIyDh48yC+//EJCQgLPnz8nIyOD1tZW1NXVqampobGxkV27dqGvr8/KlSs5c+YM+/bt44cffuDhw4dUV1eTmppKaWkpvr6+uLu7i83rjh070NXVRU5OjoULF9Ld3U1wcDC///4706ZNo7Ozk+rqambPnk1wcDArV64kNjYWeXl5CgoKhP/Q19eX8+fPC4/urFmzRBdzxYoVlJaWChp3f38/69ev58cffxSsB11dXXR1dQkICCArK4vz588LqKCKigo6OjpYWlrS0dGBnJwcRUVFbN++nZqaGtLS0rC2tqa/vx9LS0sxYHJzc0NeXh4rKyvKy8uprKxk4cKFzJo1i+DgYODV9jQ2NpZnz56xatUqRkZGWL16NQ8ePODkyZN8//332Nvb88svv/D777+jpaWFn58fx48fp7S0lJUrV9LQ0EBeXh5nzpzhiy++YO/evfj6+vLJJ5+ItI6zszPXrl1DTk5OLEFcXFyIjY1FXV2dxMRE4e3t7Oxky5YtPHr0iJycHJYtWyaef3V1damurqa4uJjKykpmz57NjRs3yMzMpLW1lerqaqEWy83NxdTUFD09PXbs2EFISAhPnjxh4cKFVFdXs2LFCpYvX84//vEP/v77b27evEltbS1ffvmlUAclJydTUVEhlGM5OTmYmZkJJgW88hGWlZWRm5uLu7s7g4ODnD9/nsLCQnR0dEQ6UOpbloL/VqxYQUpKCllZWcJ9XldXR1dXFx0dHaJf2NLSwvHjxzl48CD37t0jOzub5uZmPv74Y7755htSU1O5efMm7u7uonf+4MEDKioqMDU15fbt28TExODm5sa6des4deoUxcXFvPXWW+zfv19UlgCR3rl9+zY1NTU0NDRgaWnJO++8g4+PD7/++itWVlZUV1f/t3UM/1fojPSL/+m//0dcUtGms7MzqqqqmJqaCv2DFP4iPRwaGxtjYmKCrq4uFRUVmJiYUFNTg4eHBzY2NhgbG/PixQucnZ1xdnamt7dXONukB0Zp30j6AVJWVmZ0dFRAFEZGRnBwcEBFRYVFixYxNjbG0aNHqaur49mzZ5w6dYr+/n5iYmKIj4+nra0Na2trFBQU6OrqYs6cOeJDOHv2bAEJqK+vp66uTkzGNTQ0mDx5MoDoeVVUVDBp0iTu3LmDo6Mjly9fpqOjAx0dHRwcHKirq6OhoYG2tjZRmJdGleTl5QkKCkJLS4u0tDSqqqowMzNDRUWFyMhItmzZgoaGBgEBAZw/f57PP/8cHx8furu7UVBQ4Ny5c7i4uIiHY+mNICQkhIyMDIaGhtDS0qK9vV3AVMbHxwkMDMTS0pIff/wRdXV1cUOvqalBTU0NKysrPv30UwoKCpBIJGzYsAE3NzcmTZokDgnSg5+LiwtycnK8ePGCgIAAtLW1sbGxQUlJCWdnZ2xsbBgdHUUikSArK0tfX58on6urq+Po6CgAL/X19fT19YnpkZeXl/AeGhkZcejQIdTV1RkbG8PQ0BAvLy9UVVUZHh6mqKiIsLAwWlpaSElJEQhs6U2rsbERa2trOjs7CQsLw83NjbS0NGbNmoWioiKOjo4i8tLX14e3t7egbErfc0+fPhXeLm1tbRISEujo6ODUqVNs2rQJR0dHNDU1cXR0pK+vj9mzZ+Pn50dNTQ11dXXiACsrKyu2gdOnT2fz5s1icp2eni4mWlK8fWZmJg8fPqS+vp5vv/0WZWVlqqqqkJOTE6CMxYsX8/vvv4u4khSO09bWhpqaGqGhoWLroKOjg4eHh8BZb9u2DTc3N0ZGRqitrUUikQjthrW1tdhUdnd3ix6IFHkeGBhITk4O1dXVfPrpp2zYsIHExERycnJwcHAgODgYb29vHjx4IAYnt2/fRk9PD0dHR9TV1YWG4vHjx6SkpGBpacnq1avJz8/no48+orS0lGXLlgmKXmlpKRKJhOfPn4texbFjx4TaQE1NjdTUVLy9vcnMzOTOnTvU1dXR1NREeHg4fX199Pf3o6mpyaRJk9i9ezfe3t5UVFSwdOlSTE1NRcKgpaVFQCoUFBSwtLQUEaw5c+bg7u6OjY0NpqamNDQ0oKqqSnR0NFpaWhw6dIjR0VE+//xz/P39ycjIEJqbAwcOEBYWBsDhw4eFdzEvL4+cnBysra0JCQnh1q1bREZG0t7ezt27dxkYGBCgBammRgoQ0dPTY9euXQCMj4+TkZGBjIwM//znP4mIiGDBggXs379fuDa1tbVZtmwZdnZ2PHjwgNLSUkpLS+nv78fHxwclJSVCQ0NRVVXF1dUVWVlZ5s+fz+rVqxkdHcXOzg51dXUCAgL4+OOPCQ0NJSsri/fee4+KigrGxsbIyMggJSUFb29vgRcHxPstLCyM119/HQMDAyIjI3F3d+fly5csXboUDw8PAR6S+hDv3r0rCKYrV66koqKC9evXs2XLFgDOnz+PpqYm9+7dw9/fn9deew0vLy9OnjzJs2fP2LNnD11dXWKQkpWVRXZ2Nh999BFTpkwhJiYGZ2dnIbF3cHDgxo0bREVFYWtry8mTJ4WIuqmpieDgYNavX8+yZcvIzc1l7969fPjhh4SFhZGens6xY8cwMjIS0VLpA+vatWsF/EKKi//ggw+EJ9Da2pqBgQEyMjL48MMPRby/oaGBwsJCNmzYwK+//oqOjg4WFhakpKQgKyuLm5sb+/btIywsjFWrVlFUVERWVhaXLl0iICBA9NsiIiIE8Gr//v08ffqU0tJSTE1NGRsbo62tjdDQUOrr6xkbG6O4uBhTU1MxUIuNjaW7u1sc9OTk5NDS0hKb4oiICPE6PH78+F82bNLDdkBAAE+fPsXT05MVK1YwOjqKlZUVXl5ewhv88OFDYmNj8fT0FO/b9vZ2/vrrL9HzbmxsZPLkySxduhQ9PT0sLS0xNzensLBQbCTv37/P4cOHhUDe2toaDw8PMjIy0NHRob6+HmVlZbZt2wZASUmJ+GxLt2xOTk4EBAQIT/EHH3zAzp07kZGRIT4+XqRHzp07x+nTp3nw4AEuLi4CpmFqaoq7uztxcXH09PRQUVGBs7MzbW1t1NbW4u3tLWoS0sieuro633zzDYmJif8SJZX2+wsKChgbG8PIyIjt27eLyDq86khNmjSJK1euYG1tLRy/AFpaWiLxIe3XrVy5UiQcpEmw2NhY/vrrLy5cuEBiYqLoXzU0NGBoaMjY2Bi6urqUlJTw6aef0traiomJCZqamuzYsYO6ujqmT5/Ojh07WLVqFbW1tVy6dAk9PT3R5zM0NBS07h07dvD1119z5swZWlpaqKuro6SkhIiICDHIkvbuUlNTaWtr47333mPXrl0cPnxYcCyk91hp9aCkpISzZ8/i5eVFdHQ0BgYGwCu9wv+8tJF6LI8dO0ZoaCgxMTEcOHBAaD6+//57jh07xsmTJ6murqampoYnT56wYcMGAPHMCVBQUMBnn33GO++8A8CsWbP48MMPxTBn8uTJ/+I8fPToEc7Ozhw6dAiAnJwc1q1bh7W1NRKJhKSkJDw9PXF3dycgIICenh4MDQ0ZHx/H1dWVoKAgTE1NWbVqlfg7t27dSk5ODl5eXgwODjI0NCQcs2fOnBFDaw0NDY4cOcKWLVt48803OX78OPBqU5yamoqRkRFnz55l/fr1zJw5k7GxMVasWIGrqyvt7e0YGhqio6MjoqT37t2ZOlSTAAAgAElEQVTjvffeIz8/X7iTN2/ejIuLCz4+Pmhra4ufvXRTf+nSJYyMjJg7dy579+5FRkaGiIgIEd2UKmuMjY3FpnDu3Lnk5eUhIyNDcHAwgYGBvPXWWyxcuJAlS5Ywc+ZM0tLSuHfvHgA7d+7k4sWLVFVViWcdqXt906ZNzJw5U1CCg4ODWbt2LW1tbfj6+nL06FHKy8u5evWqiDQvWrRIsDL+nes/PRj+P0FngHlAJv/jUHj33/7u/8XXy5cvkZOTY2RkhK6uLgGUMTY2FmLqkZERLCws6O3tRSKRoKWlxfj4OBYWFoSGhhIfHy+mXd7e3rS2tuLk5ERbWxtmZmZ0dnaSmpqKlpYWtbW1lJWV0dnZiZGREUNDQ4yPj5Ofn09FRQW9vb18+eWXAj7g5OQkHtomJibYvHmzAN54enqio6Mj1sTq6urExMQQGxtLZWUlUVFRNDY2snnzZhwcHKisrMTa2prh4WEhj/X29qa4uBg3NzexvZkyZQqampri0JyUlMTTp0/R0dGhvLycuro6Af6wtrYWPQcpsbWpqUm4xjw8PHj8+DEXLlzAwMCAtrY2Vq1aRU9Pj8DzSqeK0gcJaQ9GKl6X/ixsbW1FiVpLSwsLCwuuX7/O2NgYJiYmeHt7MzY2Rm9vL4aGhhQVFZGcnCw2n/r6+tTV1eHt7c2VK1cErUpBQYGIiAhSUlLQ0NDAxcWF5uZmlixZQn9/P83NzaLX6evrS3d3Ny9fvhTTcF1dXXp7e7GyshKEUj09PZqamti9e7fY9mpra9PU1MTg4CDTpk1j7ty5uLu7o6+vz8jICAYGBnz44YcYGBhw9uxZUdB/7bXXOH78OAsWLCA8PJz79+8zODgoyHbj4+MsXboUiUQiiLNycnLs2bOHtrY2UTqXdhHa2tooLCzE1dUVS0tLFBUV8fb2xsXFhcDAQF68eIGZmRkVFRVkZ2djb2/P3bt3RSepubkZY2NjGhoaaGpqQk9Pj/j4eFpbW2lubiY5ORlzc3Pk5eXp7e0lMjKSjo4O/Pz8qKurw9nZmZaWFv766y8qKysxMzOjtLQUT09PcbM3MjLCxMSEwMBAysrKuHfvHm5ubqirq7Njxw4xhd68eTOdnZ3CmXn27Fnk5eWprKzE2dmZ1atX4+DgQFdXFydOnCA5OZnk5GQhEXdwcOC1116juLiY6OhoXFxcCAgI4NixY5w6dYqlS5ciLy+Pubm5eN2++uorZsyYQUtLC0uWLCEwMJDCwkJef/114ZDs7+9nx44d1NfXs337dn766ScWL14s3HDe3t58+umnguI5ODiIvr4+K1asYNOmTTQ2NnL06FGampqwsbFBVVWVU6dOoa6uzpQpU0RkTOqxrKurIyoqitjYWBISEtDQ0KClpUVEax0dHZk9ezaPHz8W3crq6mp6e3vJzs4mPj6e9vZ2CgsLkZeXZ+PGjeTl5WFvb09cXByKioqYmpry22+/CbfU8ePHBWRgz549TJ8+HXg1eFi3bh0zZ87ExMQEfX19zp8/j4ODA7du3WLz5s3Y2Nhw5swZMjIyiIyMRCKRMDExwU8//cSLFy/w9PTk2LFjwCsJcVhYGIGBgTQ3N4sHGyl5Ny0tDX19fWJiYsjMzAQQfXF3d3diYmKAV5jy3t5elixZwvnz51FWVubWrVvo6uqipKTE2NgYDx48wMDAQFClMzMziYiI4I033uCLL74AXm3k582bJ5x2d+/eFWoddXV1hoeHiYmJ4eTJk2RnZ3Pq1CnxM7e3t8fKyorvvvsOJycnlixZwuHDh/nkk0/Izc3l+vXryMvLY2lpyf79+5GVleXSpUs8f/6c8vJywsLCUFZWJjg4mO+//x4bGxsAwsPDWbRoEV1dXZSXl6Ompsa2bdtYvHgxR44c4fHjx9y9e1e8Z7755hsMDAzo7e0VuoBJkyaxefNmduzYwdWrV/niiy+IiIjg3r17yMjIsH//fr799ltsbW2Jj48XjkRZWVkyMjL49NNPmTZtGmpqalRVVYkNd2ZmpojHSgFpurq66OjoiHje6dOn6erqoqamhlWrVqGtrY2Tk5O4nz558oSWlhZBE5W63qSdKVtbWyorK7l165aILb548UL0VD08PJCVlaW/v58FCxYQFRVFUFAQ9vb2KCsrExUVxYYNG5iYmGDjxo24ubmJOPKLFy+Esqm2tlYI4d3c3Jg2bRqlpaWEhYVhY2PDixcvWLFiBfCqJ5qdnY2SkhLvv/8+FhYWVFdXo6qqSmJiIrdv30ZJSQklJSWMjY2ZMmUKQ0ND4n4WExNDZGQkp06dYmRkhPLycuTl5Zk7dy779u3j4MGDwoFXUlLCqlWrsLCwENvQmzdvCs2MmpqaqG9ItQtjY2PiwCndkGzYsIE1a9awdetWdu/eja6uLm+++SaLFy9GR0eHkydPIisri4WFBe7u7uzevRtNTU0sLCwoLi5GX1+f77//Hj8/P95//31mzZqFgoICb731FnPmzGFkZISWlhaGhoaor6+np6eHQ4cO8fbbbwuycX5+vhCFP3r0SNy39u3bx/379zl37hybNm0S/2Zpx/XMmTOYmZlhb2+PjIwMOjo6LF26lMLCQvGQP3PmTIaGhrh+/ToDAwMMDAxgZWXF0NCQ+Mzu2bMHZ2dnQT6WHsQ2bdrE/fv3ycvLIz4+npKSEtzc3EhMTBQQtuTkZJE8cnFxYenSpcydOxctLS3htsvLy8Pc3Jyamhr6+/tpamqivr6e9evXc/PmTX755Re0tbWZNm0as2fP5sWLF+jp6aGpqYm1tTVhYWH8/vvvxMXFCTH6/3q1tLRgaGhIbm4uAFVVVVhYWODm5sbg4CDDw8Ps2bOHVatW8cknn4jf3c+ePaOxsRF4JZ338/MDXg38Tp48yaFDh5CRkSEvL08cYuAVvEQKIDp9+rQ4QB46dEgcZOLi4iguLubMmTNYWloSGBjI+Pg4AQEBvPvuu8JnbGNjw/Xr1zl27Jj4nQXw119/ERYWxtjYGNbW1uzdu1f8v48//lhsyDZu3IixsTHnzp3j0aNHZGRk8MEHHxAVFcXQ0BD3799nwYIFJCUliYN8aWkpWlpaGBoaoqysTGdnJ7m5ueKzLK0fyMrKisGe9LninXfe4ddff+Xs2bNYW1sLhYy0dx8eHi6ejaSXp6cnPj4+wnvt6uoqhsXwalO5Y8cOUbm4du0aT548AV4Na6SXFKozdepUWltbGRwcxN/fn/j4eDZu3IipqSlvvvkmjx494sKFC8Jg4OrqSk1NDe+++67oHEu72//u9b+lqwCQkZHxPXjw4DngY8AUSAQiJyYm/o/pGP7www+fOTk5oaWlJTyCRkZGjI6OMjw8jIKCArKysjQ3N+Pq6kp3dze6urpoamoKPLyXl5coZff399Pd3U1RUZHwor18+RI7OzuampqwsLAQMYvh4WF8fX1F3ExOTo6BgQH+/vtvGhoaUFZWpq6uDldXV4GPl5WVFWQiqWfP0tKS9PR0+vv7cXJyEhN9Z2dnIiMjuXDhAtnZ2bi4uGBsbIy6ujr6+vpcuHBBAAHKyspQUFBgfHwcJSUlNDQ0iIiI4MqVK7i4uAj58vDwMKampsjKypKVlcW0adNQVlYmMDCQuLg4zMzMCAoK4sWLF+IhuL29HQ0NDfz9/Xn06BG2trYUFBSwbds26urqcHd3x8/Pj46ODqFb8Pf3p6WlhZs3bxIYGEhNTQ06OjqMjo6SmJiInJwcK1asEJ0pBQUFcnJy0NHRYXBwkJqaGszMzFBTU8PAwABXV1f6+vqoqKggLy9P+GkCAgLIz89nypQp9PT0kJKSIvD9ysrK1NTUUFZWhr6+PqqqqoKYKO3CSKfkvb29DAwMoKmpyaxZs0hKSsLAwACJRIKdnZ3w+Dg6OlJaWoqGhgYPHjwgMDAQU1NThoeHee211xgYGCAvL4/p06cLgbKcnBwGBgbIyMhgaWlJXFwc2traBAcHMzExQXJyMr6+vrz55psC0FNVVSV6bpMnTxZ0z4aGBhQVFZkxYwb5+flYWloSFBREdnY22dnZvPPOO4JOWlhYKDqC5ubm2NvbM3XqVAC6u7tZu3YtTU1NqKioEBAQIEAoaWlpgpqrpKTE06dPUVZWFkRNKysr0TmSyo7b29sF5ElGRgZZWVkRfS0vLxdbI3t7e0pLSykoKKC7u5vBwUFCQkJ4+fIlw8PDohPX2tqKsrIyycnJdHR0sHz5cubMmYOqqqrY0kuL9QkJCYIS3NPTw6JFi+jp6WHr1q2Ul5dTVVVFfn4+JSUlVFdXU1RUhJycHPX19WJj39TUhImJCdHR0ZiamqKhoSG6C9LLzc1NwFuk1FUpOKe1tZWZM2fS0NBAdXU1g4ODTJo0CQMDA5KSkigvL0dJSUng5ysrK+ns7GThwoWC/rhp0yZiYmIYGhrCzs6OmJgYpk2bxv3798UAycbGhpiYGOFSlGpmIiIiiIuLQ0ZGhs7OTp4/f05rays1NTV4enri4uLC3bt36enp4dy5c0RERJCYmEh8fDx9fX2cPHmSuro6rK2t8fX1FZ9dKUgoNjaWGTNm0NjYiK+vL+vXr2fKlCnigW3x4sV89dVXIr708uVL1q1bx/Pnz9HS0hKT5pGREerq6nB0dOT58+dkZ2ezfft2zp07h4yMDJ9++ilxcXGsX79eSMqnTZtGTU2NOBA3NzejrKyMs7MzDx8+xMDAQMSCtmzZgomJCXFxcSKqKO1vSw+Yvr6+lJeX09jYyPPnz+nr68Pc3Jxnz56JWKOfnx/Z2dnAK+DX6OgoNjY2HD9+nDfffJOTJ09ib28vqKKrV6+mv7+f+vp60tLS2Lt3r4Bapaen09zcTGtrK2pqavT29nLu3DmOHj2Kn58fT548oaKiAh0dHZGoaGpqIj8/n6ioKI4cOcKMGTNEr/LAgQMiYmhkZERdXR3Hjx9n7dq1WFlZiQe8y5cvc/fuXdrb24Vc+x//+AednZ2sX79eiNBdXFwYGBgQB7HIyEjKysooKirCwcGBoaEhkYbJysoSPZmGhgaUlJQ4ceIERUVFuLi4iN8DXl5eIr7t5eXFtWvXBBUyNDQUiURCTU0Nvb29GBgY4OHhQUNDA2vWrOHly5eYmpoyZ84cSktLKSsr49KlS4yOjooO4OLFi4WCYO3atSQkJJCZmcns2bOZP38+dXV19Pb2iki2mpoarq6uhISEsGnTJjIzM9HT06OtrQ1bW1sUFBSorq4WB8RLly5hYWGBoaEhCQkJHD58mB9++AGAxsZGXr58yZ49ezh9+jRhYWHi95q5uTmenp4oKSnR0NDAV199hb+/P/b29kJs7ufnx9KlS0lKSsLOzo7t27czNjbG33//TU9Pj3CkTp48mZycHCQSCVZWVrz//vsEBQVx8OBBtm7dir+/P76+vmzbtg1jY2Pmz5/Pzp076e/v5+eff+bAgQP4+voKnYGqqqoYyDk5OXHt2jUSEhJob2/HxsaGuXPnkpKSQlhYGBkZGUxMTLBr1y4sLCzQ0tISYBppeiUyMlIQRW1sbPjkk09ITEwUxOiMjAycnJzEBn3evHnk5ORw9OhRJk+eLFIK0t5jQUEBHR0d2Nra0tDQILaCNjY29Pb2CmfcihUruHbtmuiL9vX1UV5eTlpaGvPnzycqKor169cTFhYmhrYWFhaiIpCcnIyysjI//PADmpqaaGtr09LSQmVlJQYGBrS3t+Pp6SmUN2fPnsXe3h5NTU1u3bqFj48Penp69Pb2oqenR2NjoxhoS+PgZWVlTJ8+XUR2ZWVlRUJHXV2dr7/+mnXr1tHY2EhHRwcSiYTPP/+cc+fOcf36dY4cOcK0adOEaqqqqopTp06RkpJCfHw8X375JV9//TXff/+96MuNjY1hZmaGtrY27u7umJubc+bMGYaHhyksLOTPP/8kJyeH/v5+tmzZwqVLl3j77bfFwW/RokUkJiaKuL5EIuHBgwfMmDEDMzMz1q9fT01NDc3NzVRWVrJkyRLU1NRwc3Pj8uXLwvNcWVnJ0NAQ+/bto7GxkYaGBiYmJvjtt9/EhrKjo4Nt27bR0dFBc3OziKIrKytz8eJFMUjduHEj06dP57vvvkNGRobe3l6am5vZsmULVlZWREdHExoaioaGBleuXMHAwAAVFRUaGhq4cOECM2fOxNzcnIcPH3Lz5k0KCgo4dOiQGKIaGRlRW1sr9GXl5eXAq4TUkiVL8Pf3F9wCR0dHfH19OXjwoPCJTpo0iRkzZtDa2sqPP/4IwGeffYa8vDzPnz/n22+/5e7du6ipqVFdXc28efO4efMmt27d+he6vYeHh3CRqqioUFBQwF9//YWrqyt2dnaiH6qkpERtbS1NTU3Mnz+fhoYGnj9/znvvvSeSO8B/j8dQRkbG+eDBg38A3wE2QB6waWJi4j8+++yzuv+v3/C/8zp8+PBn3d3dyMrKCnqh1Cco9UBJt1bd3d1CaF5WVibeaJ2dndja2pKdnS1k9R0dHRgaGoo+W29vr4CeDA0NIScnh46ODhKJBID+/n7RcTp8+DCdnZ3IysoikUhITU0lMjKSJ0+eiD6hgYGBcLApKysjkUjQ0NBAXl6elJQU7OzsmDx5MklJSeJmn5mZKZxx6enpzJ8/n4sXL6KioiIoTRYWFhQUFAhinvQhb9q0aVRXV6OoqEhraytGRkYYGBiIrkBsbCwTExOoq6sTGxvLn3/+SUFBAVZWVtTX12NmZiYoYFIwT2NjI2pqaujr63P8+HGysrIEfdXFxYXy8nLee+89nj17JjyN8vLyKCkp4efnx+XLl8Xh+dmzZ/j5+YmDkLq6uqB3OTk5UVtbi6mpqSh2X7t2TZBUdXV1yczMZHx8XPxZTU1Nbty4gbW1Nebm5nR3d+Pk5ER/fz8TExM0NTXh4OBAYmKiABO4uLiQnp7O8PCwQM1bWlrS1dVFdnY27777rtg+9vX1MWPGDCorK8nLy8PFxYWbN2/S2dmJgYGBOHRICX3S7LuqqirGxsbC71VeXi6Q4B999BGurq6Mj48zPDzM2NgYw8PDPH36VCCPtbW1GRkZYXBwECsrKwEqkaLVz58/j5ycHH19fXR3d9Pe3o6amhpqampkZ2fT0dFBTU2NEM5LM/Gpqali8/LWW29hYWHBH3/8QWhoqDjESel5WVlZTJ8+HVVVVZKSkkhLS8PExISAgADU1dVZtmwZPT094rBtamqKl5cXGhoa1NfX4+XlRWdnJ0uWLEFeXp62tjbi4+MpKyujq6sLOTk5HBwcBIRIV1dXOKNSUlJITU0VlDozMzNMTEzIzs6mtrYWRUVF/v77b1RVVbl48SLy8vIYGBhQU1ODhYWFgBA5OTmxePFicnJyKC4uxtHRUURppHALRUVFJBKJKJPPnDmT1NRUhoeHmT59OsHBwfT395OUlMSyZcsECa2oqEgMaMzMzEhPT+fIkSNcvXqVqqoq4dzz8fEhKiqKuXPnigN8V1cXM2bMoLS0lMjISOLj48VnsKurCyUlJeTl5cXrtGrVKtLT01FUVMTFxQV4FSuVlZXF09OTKVOmYGxszI0bNwSp9dGjR2RnZzMwMICMjAxTpkyhu7ubGTNmiIhpSUkJnZ2dmJqaUlxczPDwMFZWVmRlZZGSksLIyAiWlpYsW7ZMbP9jYmLo6emhtrYWfX19oqOj2bBhA0uXLiU3N5cXL14Ir+vAwACHDx9mYGAAExMT4VKLjo5my5YtnDhxAhUVFW7cuEFiYiIODg7Iy8vT1NRERUUFISEhYmtUX1+Pqakpb7zxBoODg/j4+Ij+8Lx58+jv70dJSYkjR47Q0dFBeXk5ZWVlglqsra1NSEgILi4uousi/V0ojQ329PRQXV2NkpISEomEr776StyDZsyYIfQagYGB/Pnnn8jIyDBr1ixCQ0O5f/8+2trayMrKUlVVxRtvvEFQUBAzZ87k2bNnrFmzhjt37mBpacm9e/fw9vYmJCQELS0tPv74Y7777ju2bdsmNnrBwcEkJCTQ1dWFsbExf/zxB59++imJiYm8ePGCmpoagoKC8PHxEVHkjIwMMjMzuXLlinC4tba28t133yGRSLC1tRVAsNbWVrq6upiYmGBsbIx169aRn59PfX09s2fPFjGwjRs3cuLECUZHR3F3d0dDQ0N0iZ8+fYqdnZ2IpHV1dYm6Q1NTk+iIOTs7U1hYiI+PDw0NDdTV1ZGYmMjY2BglJSW0t7czNjaGubm5eEiSRgulh+WVK1fi5eUlPJGNjY0YGxszd+5c4uLi8PPzY2hoCE1NTZ4+fcrChQs5ePAg/v7+og9fWFjI4OAgM2bMYOvWrcArVP/s2bPJyspCIpFQWVnJ559/zpdffomZmRk3btzgm2++oampib/++ouenh5kZGRISEhg/vz5oo+bkpIi4GpDQ0M0NzeTnZ3NihUryMnJ4fr16wwNDaGuro6pqSmVlZWUl5fj4OBAQkICS5YsQUtLi0mTJhEdHY28vDw7d+4kICCAtrY2jh07xuzZs/nkk0+ora3lyJEj3Llzh8uXL/Ptt9+ioKAgBsDSn62ZmRkyMjJMmjQJOzs7ampqiI6O5uDBg1y7dk1svPbv309+fj4ODg5MnTqV48ePs3r1akpKSli3bp34DEyaNElEoUtKSggJCaGlpQUHBwexEfP09OTOnTssWLAAX19fYmNjAcT2R7rpCg0NZcmSJUyePJnz588zadIk/vnPfwIQExMjaJ12dnZIJBJ6enpYvXo17e3tHD58WABkysrKUFJSIikpibKyMhYtWkRvby8FBQW4urpiZmYmoF5SSKB06C/dwEskEmbNmsWlS5fo6elh2rRp5OXlER4eLvzU0kOztKZhampKQUEBycnJFBQUkJaWxujoKM+fPxfPJ6Ojo/+iu9i4cSM//vgjW7ZsEf690NBQLly4gJ+fH5mZmWzfvh1FRUVsbGyoqqri008/FRFtExMT4ffMyMigqKiI+/fvi3j1L7/8wv79+5k7dy65ublcvnyZvr4+bty4wYoVK3BwcCA3Nxdzc3Ps7OyYMWMGISEhxMfHM23aNCYmJvjjjz/Q0NAQiQV4BWpZv3696FpqamqKzZl0E/7VV1+xePFifHx8GBoaor29XRDe//jjD3p6erh69SpXrlyhs7OTn376idTUVGRkZIiMjOTy5cvU1dURExODkpISx44dY+PGjSL5J1V1mZmZ0dXVhYqKCvX19UxMTNDa2oqcnBzDw8NMnjyZAwcOCMBSVVWVSCp4eXmhpqYmesabNm0iISEBAwMD/uM//kM8D2hra/PXX3/h7u5OVVWVSAJWVVUhIyPDZ599Jmj/Hh4eHDx4EGNjYzHA3rVrFxMTE1y4cIGDBw8SFBREZWWlSHedP3+erKwsduzYQVpamgCbDQ8P4+XlhUQioaqqCmdnZ2bOnImXlxcPHjygsbERLy8vKfTmv/5gKCMjcxL4HXAFKoGdExMT73z22Wdl/69/6P/H6/PPP/9s8eLFjI6Oio2KkpIS4+PjDAwM/MukvbKyEm1tbeFOk5Ite3t7CQoKoqOjg9LSUhF9lEaSmpqaGB0dpa2tTcQU5eTkMDEx4f79+2hpafHGG28I2Ep7ezsbN26koKCAhQsXoq+vT21tLXJycrz++us0NjYyODhIRUWFcCR1dnYKt56LiwstLS08fvyYtrY2Ojo6GBwcFJPspqYment76e3tFZsp6cbl6tWrzJkzh7a2NoaGhoQM/syZM8ybN4/BwUG8vLzIyspidHSU0tJSgoODRTyoq6sLAwMDbt68SVBQEJ2dnaIbIKWG2traMjo6SmRkJB999BE7d+5kypQphIWF0dzcLLYIDQ0N9PX1CViEdNtnYWFBW1sbEolExHYlEglBQUEYGhoikUjo6uqiqKiIoKAgbG1tRbSiuLiYJ0+eoKysLLY+FhYWKCoqYmBgQF5eHo2NjTx79gwPDw+ampooLy+npKREdEQVFBRQU1OjpaWF1atXMzY2Jg7X9fX1BAQEMG3aNKGw0NfXJzAwkHPnziEnJycOZ1LYgFRQb2NjI/5+KblQerjIz8/nrbfe4vr16zg5OaGnp0dQUJBA1+fk5AgPZ3t7u3j4UVZWxtTUVBxwZGVlKSwsFBOslJQUFi1aJHo1w8PDuLm58fz5czF1lk7CBgYGRJxZGl8cHR3F2NiYtWvXEh0djaamJmlpaSL+YmhoSGJiIhs3bhTkMQ0NDWpqarC0tMTGxobw8HARObOysiIlJUUcXnp6ejA2Nuby5cuC6KuqqoqHhweFhYXEx8cLyq+/v7+geKalpdHT04ORkRE6Ojp0dXVhaWlJUlKS8BLW1NSIKae/vz9WVla0tbWJSOfY2BhTp06luroad3d3kpKScHNzEyCNmJgYRkZGgFexm5MnT+Lt7Y2SkhLXr1/HxsaG9vZ28XAo3TJJS/UKCgqkpaXh7u4u4nrSmGt5eTlaWv8Xde8dVOW5t20ftEUV6b2LICKIAioIKGJHsGAvMc2o0WgSE0sSE4lGsxN7iW6NvcSOQhQUQVF6bwJSpIP0rvT1/eFe1/fud76Zp8z7zLzfmmHGwogs7nWv67p+53kcQ7GxscHOzo6EhATxnLu5ubF+/XrevXtHZmYmLi4u4jr18fERNNghQ4ZQW1tLZ2cnxsbGwpm6ZcsWoWDJysqiu7sbIyMjnj59iq2treidamtrk5SURHJyMrNmzUIqlRIfH8+PP/4ohMt5eXmoqqqKKcKCBQu4cOECW7duZezYsXR2dmJrayvk6TI6cX9/P5WVlcjLy7N06VKGDx/O3bt3xaR07NixWFtb88UXXxAQEEBra6sQq8sW3lu3biUvL09c97NmzcLc3JzPP/9cTL1knsnKykqmT5+OjY0NVVVVjBgxgoGBARISEsR9zMzMjMzMTLKystDQ0BBxsqKiIgHuaGlpwc/PT0Sw29vbaWlp4csvvxRxzY6ODhFRllu6XmsAACAASURBVB249Pb20tPTQ0tLC+vWrSMlJYW7d+9y/fp1Ojo6WLx4MeXl5djY2HDixAl27NhBbW0tz549Y+vWrTx8+JDAwECOHj1KRUUFADExMejp6WFiYkJ4eDhNTU1s2LCBa9eukZSUxMKFC7l06RIRERHU1NTwwQcfiNez7L0jOjqa7777DoB3795hZmaGu7s7jx8/FqmDFStWsG7dOk6cOEFsbCwWFhaMGDGC3t5eent7UVdX58WLF0RFRREUFERSUhISiQRlZWUaGxuJiIgQyPf8/Hy8vb1ZsGCBEGz7+vpibm5ORESEiE1bWVnx6tUr1NXVSUhI4LPPPhNda2tra6qqqnB2dubRo0d4eHjg7u5OZ2cnz58/R1NTE3V1dSwsLEhOTsbW1pYFCxYQERGBubk5RkZGIirW1tZGeHg4CQkJ+Pv789tvv2Fubs7s2bM5fPgwRkZGyMvLi6jy119/zbJly3BxceGnn37i2LFjoi9XXl7OmzdvsLS0pLa2lgcPHohEiww2M27cOJKTk4mKiiI+Pp5Tp04RHBzMo0ePqKuro6mpiaCgII4cOUJgYCAhISEEBQXx8OFDtLS0MDEx4fHjxzg5OREXF0dcXJygM2tra/P48WMsLCyYOXMmEolEuD1PnDgherrx8fHs3buX33//nRkzZhASEsKsWbPERFMGRcnJyaG3t5eqqiq+/PJLBgYGcHFxwdvbW9CeFRQUyMnJobCwEGNjY3x9fQkODiYtLY1169bR1dWFu7s7r169Eqosc3Nz6uvrqa6uBkBbW5uEhARMTEy4du0aTk5OnDlzhoaGBlpaWigtLSU6Opp58+YxceJEtmzZIv6/svWJkpKS8CXL+v3jx48Xnt+uri5GjBiBsbExlpaWfP/99+jp6WFoaEhYWBh9fX2CF6ClpcXnn38ueBF9fX1Cc+Ls7Ex/fz83btxg+fLl3L59m9evX+Pt7U1mZiaGhobMmzePvLw84uPjMTMzo7W1lcLCQgwNDVm4cCF6enokJydTX1/P6NGjqaqqYsKECbx79w5FRUUGBgYE9djb21usKczNzdHT0yMiIoJJkyYhJyfHo0ePyM7OFoqk4OBgpFIpmZmZ5Ofn8+bNGyoqKujs7OTzzz/n+PHj7Ny5U2web968ib29PStXriQsLIwrV67Q3NwswFznz58XSQNzc3N+++03hg4dSlpaGidPnuT69eskJCSQk5NDVVUVL1++FCqM/zXCL5uehYWFsXjxYpGikHk5c3NzKS4uFl3rMWPGMGnSJHR1dZk0aRKhoaEoKSnR3d2Nm5sbr1+/pqGhgY8++og9e/aI9cEnn3zCpUuXAKioqCA0NJQ3b96wZ88eTpw4wdGjR8WgIC4uDisrK1JTU5k7d64gqubk5LBmzRpmzpzJ119/zcWLF/nss884fvy46HaamZlx4MABkpKS2LlzJ5mZmWhqavLo0SMmT54srACyDvLDhw/R1dVlzpw51NTUICcnx+TJk8nKyuLhw4esWrUKqVQqaMYnT57k4MGDzJo1i/j4eExMTETq7euvvxb33ba2NlEHCw8Pp7e3l4KCAj744AOmTp3K1q1bBQxz0aJFjBo1SqTObGxs+PPPP3n06BE///wzJ06cwMfHh9LS0v8R+MxHgMK/fq0LHJaTk6v/3z7+rxHcy7L7spiS7I2goqICFRUVurq6UFRUpKqqCm1tbRFTeffuHS0tLVRXV6OhoUFkZCTt7e34+PjQ1NTE0KFDqa2tFSV0Ozs7PDw8qKioQENDQ2zkZs6cSUVFBbdv30ZeXh6pVMqIESM4cuQIlZWVZGRkkJycLBZvUVFR4uYBiMXukCFDxAZSWVmZiRMn4urqirm5OdbW1qJjV1RUREdHB52dnejr6/P8+XO0tLQICAggLi6Ojz76SGx0enp6KC4upqKigpUrV1JUVISioiKPHz9m8eLFWFpa4uXlxcWLFxk9erTY0M2aNQsPDw/Onj3Lu3fvCA0NBaC/v5+6ujq++OILUlNTOXr06L9N5WSnxwsWLODNmzcMDAzQ0tLCsGHDuHfvHo2NjYwbN461a9cKWJCTkxNlZWWMGTOGU6dOkZOTw7Nnz1BVVcXQ0JDnz58THx9PS0sLnZ2dSCQSsQlITU1l7dq1KCgoCOy3r68vb9++FZ0mGaJ7woQJTJw4kQkTJgg5s7e3N1euXKGyspKpU6dy584dJk6cKAABo0aNwtnZmaqqKnp7exk3bhy1tbW8e/cOCwsLLC0tef36NVOmTKGtrY3s7Gysra0Flhrei3MXLlwoYmubNm0iNjaWmJgYHjx4wP3794UwXU5OjoKCApSUlJgwYQIODg5oaWlhaWmJs7MzKioq2NjYsGPHDlRVVbl69So+Pj5cvXpVKB42b97MjRs3cHZ2Fj5KTU1NPv74Y9TV1ZGXl+fHH3+ktraW5ORkmpubef36NUeOHMHR0ZEhQ4bQ29srIDhVVVUEBQUJIXBkZKRYPFdWVqKlpcX169dpaGjAyMgIc3Nz3r59y8uXL0lNTcXIyAhFRUXs7OwICQlBQ0MDCwsLQkJCaGlpwdbWlry8PCZOnChAPc3Nzbi7u2NhYYG5uTnTpk3D3Nyczs5O/Pz8cHZ2xs7ODnV1da5cuSKk6bW1tVRUVGBjY8OuXbuIjY0V09Fnz55x5MgRdHR0SElJwc3NjdzcXKqrq4Xkvbu7m3v37tHf309AQADx8fF4e3tz//59enp68Pb2pr29ndevX7N69Wohm1VUVMTU1BR7e3usra0FpEkG5lFRUeHly5cCZDVz5ky2bduGg4MDPj4+4uDJxsaGJ0+eoKenx61btwgLC6OyspKmpiYmTJhAYWEhtra2xMTEoKSkxPjx45FIJAQFBZGSkiJiU56enrS3t5OamkpbWxsBAQHo6upSVVXFyZMnMTQ0xMPDA3Nzc3bt2kV6ejrjx4/nxo0bAmh19epV0UHu6+sjOjpanNTLkNheXl7Cf2VhYcGkSZMIDAyko6MDPT09enp6mDBhAn/99ZeA4owYMUL0WSMjIxk1ahS5ublMnTqV3NxcBgcHuXLlCqqqqmJB4+bmxsaNGzl58iTPnj0jJCSE4uJi0WFrampi7NixeHl5kZaWxqhRo6isrERXV1dE0X/99Ve8vLyYP38+GhoarF+/XkwpfvzxR+7cuUNVVRUjR47kww8/ZOnSpdTV1YkoqqWlJa6urqxfv57c3Fy0tLSYO3eugAYNDAxgb2/P8OHDRa9m586dzJ8/n7t37wLvQUV5eXnA+zjrxx9/LJ6P6dOnM2/ePKEY+uOPPwgICOCbb75BXl6ey5cvc/78eXJzc1myZAmhoaEkJCSImgC8n6BkZWVx5coVlJSU+O677wgODub69eviPi3r+aanpwvEf3V1NT09PURFRYl/y9bWllevXuHg4MDmzZtZtmyZAI11dXXx+++/09fXx9q1axkcHCQ6Olq89t3d3bG2tmb27NloaGgwefJk7ty5g0Qi4fXr16SkpNDU1ERkZCROTk4oKipSXV1NXV0d/v7+9PT0oKGhgZGREV5eXlhZWVFZWcnChQvF/aq7u1vg5WXXooqKitB5nDp1imnTpuHt7U16ejpxcXFUV1cjJydHVFQUlZWV3Lt3jzlz5hAREUFZWRmXL1/GyspKdBCXL18uIGKfffYZS5YsITk5WVz/Z86cARDXsIx2bmJiwvfffy9cwg8fPsTLy4vKykqKioqYPHkygYGBjBs3jnXr1vHpp59SWVlJSEgIEydOJCgoiNu3b9PS0kJraytXr14FEL3qDz74gFGjRvHNN9+watUqTp48ycqVK4mJieH7779n4sSJVFZWCoVBU1MTH3zwAbdu3SIkJISUlBQsLCwEFMXZ2VkQJVtbW3F2dqa6uhpra2tKSko4efIkNjY2qKurI5FICA8Pp7y8XFwr3333HUFBQaxdu5Zp06aRlZUF/L8QID09Pfr6+vjyyy/57rvvGD58OPv37+err74iJCSEAwcO0NraSkFBAd3d3aLflpqaSk9PDwEBAYwbN054oWfNmsUvv/wiqiE//vgj4eHhvHnzhnXr1mFtbS0ii2VlZZSVlYmJ6f79+7l9+zaGhoZs3bpVHPp0d3cLjdbx48cZHBzE3t4eS0tLWltbxdqsoaGBFy9ekJiYiKGhIT09PTx9+lQcesoUHUOGDMHDw4Ouri4mT54MvI8gP3jwgPnz53PmzBlevHhBbGwsdXV1QpUme07v3bsnYo0AH3/8MVKpVKhtZAeaO3bswMvLi507d2JsbMzChQuZMmWKeA3LAGDBwcEYGxtjbm6OlpYWZmZmzJ8/Hzk5OYYOHYqysrIgpS5evBg1NTUAzMzMWLduHadOneL27dv4+Phw6tQpQT2WdS9lv4+OjgbeK6Fk5EwZxDA7O1scjs6ePRsFBQUiIiJ48uQJFy5cEN271NRU9PT0xHPS1NTEli1biIiIYOfOnVy8eBFlZWXRr543bx41NTUMGTKE7OxsJk2axOHDh5GTk+Pp06doamoKQNxXX33FgwcPyMrK4tixY3R0dLBw4ULy8/Opqqri0qVL6OvrMzAwQEREBGfOnMHV1ZW+vj5RzyktLSU0NBQTExOampqQSqUcOXKEnp4eESeV9Qnl5eX56quvUFRUZNmyZRQWFrJu3TomTpxIfHw869atExNAQFBl09LSmD59Onl5eTQ0NCCVSvn+++959eoVf/75J3fu3CE/Px9HR0cAioqKMDExEeyC/87jP9JV/PSvX8oBKoDa/9fH/y26iuDg4F3a2tp0dXUxODiInp6ewNdLpVIhIq2trUUikYhTYmVlZeTl5dHW1hZTISsrKzFVHDp0qJh6qKqq8vr1a16/fs3YsWNpaWkREUhra2vhlGtvb2f69Ok8ePBA9Jqam5txc3MTpyUyYIC8vDxKSkpUVVXR19fHmDFjGBgYEHEXWedJNomqq6sT3T8jIyNMTEyA93QyJSUlcnNzhR9q2LBhAo7z9u1bxo4dy+PHj0lLS0NRURFnZ2e6urpEjGLGjBkiYipzmtnb22NqaipExdOmTUNXV5fq6mq2b9/OtWvXuHz5Mn19fYwePZpZs2aRl5eHlpYWCgoK6OjokJqaSkBAAFZWVujr64t47R9//EFTUxMFBQUYGxtTU1ODvr6+GJXLdCOyXlxhYSGWlpZIJBLgfURBXl4eQ0NDSktLUVdXZ+jQoULsrKioyNu3b8nOzkZZWZn09HQmTJhAa2srt2/fFlMcExMTSktL0dLSEifQOjo6aGhoCJLm9evXsbKyEhFSGUCjsLCQ6upqvv76azo6OsjLyxOKDlNTUzQ0NCgtLRUOP4CGhgaSkpIICgpCXl6etrY2li5dipWVFXfv3uXrr7/mxYsX1NfXo6urS0JCgrhGZc6gESNGiMMBQ0ND0V2RURyTk5MxMjLCzMwMOzs7UlNTiYqK4s6dO+LNbt68eeTn54vO0/z582ltbRXfQ2dnpwCyyG7ANjY2ODs7097ejouLi4g8NzQ0sHDhQhHPPHLkCF1dXbS0tLBx40bU1NR48OABI0aMYNy4cYSFhREaGoqKioqQE8sE8EpKStjb22Nubi5w9jU1NVRVVWFnZyc23DIipL29Penp6eLNMCMjA2dnZ/bu3UtYWBjr168XcvvCwkIyMjLQ1NSku7ubv//+m6amJgwNDRkcHERHR4fc3FymTZuGnZ2d2BSpq6sTHR0tNAB6enp8/vnnSKVSOjo6cHd3Jzo6ms7OTnJzc9HV1cXMzIzY2FgWLVrEo0ePiI+PR11dncHBQdHNcnR0JD8/n+joaJSUlBg2bBgZGRkYGxszfvx4NDQ0SEtLw9zcnObmZtFTkYGqlJWVSUxMpLS0FHl5eVpaWli6dCnh4eGMGjWKxMRE+vv7mTFjBpWVlSQmJoqJXV9fH5MmTeK3334TsfOsrCwmTZrEjRs3mDJlCvn5+Tg7O4sp+YEDB5CTk6OrqwsTExOxCOro6BCxw6SkJFJTU3F0dOT8+fO8efNGeDozMzORSCQYGRmJn9/ly5cZM2YM7969EzGhb7/9li1bttDW1kZdXR3z5s2js7MTJSUlhg4dSmpqKnl5eSLG/vDhQ2xsbJBKpZw9exZTU1NevHiBkZERXV1dXLt2jYGBAYyMjMTPaOrUqWzcuJFhw4bx119/ER4ejqmpKUpKSvj7+3P27FkiIiKws7PD3t5eEO5k94Dnz5/T1dUloqKXLl1i8eLFhISEoKWlRWhoqFBAJCYmkp6ezqZNm7h//z5jx46lsrKS1atXC+3F1KlTxXNx9uxZmpubOX36NJmZmcTHx/P5558TFxdHcnIycXFxLFu2jNTUVHR1dSkqKuLHH3/khx9+QCqV8urVK3744Qeam5s5efIkEomEhIQE/vjjDw4dOoShoSFxcXG0tbWhoqLCkiVLGDFiBPHx8SgrK3P06FHKysoEsTQ/P18Irh88eEBZWZnQschSFpGRkYwZM0ZMr8zMzBgcHKS9vV0oIp48ecKcOXOEIL6zs1P0M3V1dSkrK0NBQUHAf8zMzEhOTsbJyQk1NTXKy8vJyclh2LBhdHR0EBQUxIkTJ9i0aRMLFizghx9+IDk5mYMHD3L58mVaW1sZPnw4AE5OTnh6eoqOnEQiQUlJSTjGdHV1MTIy4uDBg3R0dHDw4EHRI7p16xbV1dUEBwcjJycn0iDZ2dlCAt/Q0MDq1asZNmwYioqKXL16lYcPH6KiosK2bdsoKSkhMDCQIUOGYGNjw40bN0hKSiIuLg5FRUVxf5RFsMvKyqiurhZQuaSkJA4cOEBBQQFnzpxh+/btAoQhO6grLi7G1dWVs2fPcuPGDXGfPHjwIBKJBE9PT0FqlWkk/v77byF3z8jIoKenh927d3Pq1CkOHjyIg4MDv/32GwkJCRw/fhxtbW309fUF0E22jnz8+DHZ2dkUFBQQHx+PpqYm7e3t/PTTTwwZMgQDAwPRuZw5cyZmZmY8e/aMX3/9lVu3biEvL8/IkSPFoYmysjIrVqwgNjYWqVQqtGKVlZUCoBcdHU17ezsSiUQcuPX391NSUkJVVRW5ubn09PSwatUqFBQUBLAkNTUVeE9KPnr0KHv27MHAwICcnBwqKyvp7+8XiaGnT5+SlpaGlpYWI0aMQF1dnfT0dHp6eli4cCHXrl2jo6ODESNGoKGhQW1tLX/++SebNm1i9uzZPH36lJcvX1JVVSU2Sh0dHQI4Jbv32traivrIrl27+Pjjj5k7dy69vb1MnToVT09PVFVVRUJjcHCQH3/8EYDY2FieP38u4qU5OTnU19eLOpTs/ePFixeCgJuYmMiSJUtIT08nLCyMtWvXCqJ7cXExR48epba2lp6eHkGsHT58OB0dHfj6+uLh4YG8vDyVlZVCti7r886bN4/Hjx/T1tYmVGcXLlxg3759hIeH4+7uTmtrK3fv3hU0WZkHMDg4mN7eXp4+fUp/f7/4Hv/xj3+wefNmsrKyWLZsGadPn6ahoQFdXV3y8/NxcXEhLCyM0tJSPDw8xDWwceNGkpOThXJi3LhxJCYm0tPTI2CBJSUlbNmyBW9vb4yMjHjy5AmRkZGMHj2a4uJi2trauH//Pj/88AMpKSkcPHiQ2tpaXF1dOX36NJMmTSI4OJhvvvmG8vJyLl26xJEjR1i0aJEAsB04cICMjAz6+/uZNWsWxcXF9PX1sWnTJj777DM0NTVxdHRk5syZ1NfXC4ft/v37KSkpEWm64OBg1q1bh4ODA2lpafT29hIdHY1UKuX48eNMmzaNESNGkJaW9n8+ShocHGwFZP1HH7t27br/X/3C/xOPAwcO7BoxYoQoyDc1NaGmpkZnZyeGhobU19ejoaGBpaUlb9++RSKR0NfXR1tbG4aGhoLiU1NTg5aWlugXPX36FAcHB7HwkcVvpFIpaWlpaGtrI5VKycrKEhG2wMBAwsPDUVVV5datW3h4eDA4OIiuri5tbW0YGxtTUlKCnp4e/f392NraUlNTg62trYiq1dXVMXv2bExMTCgqKhKOG1khWEtLCw0NDYqLi1FVVRVULEVFRSQSCatWrRJkvsrKSpqbm+ns7GT48OHo6OhgYmIiIC4KCgrIycnx7t07lJSU0NLSIiMjA0Cc2BgZGQnptuxUfO3atbx69UqoEGSbsvv37xMQEICSkhJKSkqYmJhgaWnJkSNHkJOTE+RTmcx08uTJIpYmu2FbWFgIabubmxtPnz7F0dGR5uZmNDU10dHREcJhgPHjx5OZmYm9vT1mZmbcuXNHbPIbGhrERk02eenr68PY2Fig9uXk5FBTUxPdpJKSEtF7CwkJwcnJSTgwu7q66O7uRltbG3t7e+B9jEYmPh4zZgyamppYWlrS3NxMS0sLpqamWFhYiFPBjo4O4XSztbWloqKChw8f8vbtW/Lz81m0aBHV1dU0NTUhkUhobGwUyHZbW1vS09ORSCSiNxgeHi6mPHp6etja2hIbG4uenp6IG8s2Ivr6+igqKiInJ4eCgoJYcNnb2wuYC7w/oRs5ciQvX75k1apVpKWliVP7VatWYWBgQGlpKZaWligoKJCdnY2NjQ1NTU3IyclhYGBAQEAAd+7cYfjw4YLaVlZWhrGxMR0dHaJIXVdXx5AhQ2hpaSEhIYGmpiZBH9TX16e+vh4nJycePHhAf38/c+fOJSsri8WLF9PQ0CDUBZcuXWLSpEno6+vz+eefC3R2Tk4O5eXllJaW0tjYiIuLC319faSmprJlyxYePXqEoqIiKioq4oDi3r17aGtrU1hYKBZ8slh5SUkJ3d3dnD59Gl1dXXR1dSksLOTdu3e0trbi4eHBnTt38PT0pLKykgkTJqCrq4tUKqWkpAQNDQ2hz+nu7sbPz4/c3FySkpLQ1tbm008/JSYmRsSaZs6cSWdnJ5WVlWKi3N7eTnJyMkpKSmIyXF5eTkNDAw0NDQwdOhRdXV16enoEUGHMmDF0d3dTXFzMmzdvKCgowNvbm3nz5onenby8PGlpaYJkGBoayvjx48nOziY7O5s5c+YwdepUnJ2d2b9/PyNHjkRVVZXMzExiY2MxMzOjt7dXRN/fvn2Ln58fAQEB9Pf3i+5ebGwsK1asEKCXnJwc5s2bJ075R40axfLly+nu7qajo4MvvviC6Oho4f168uQJX3zxBXl5eZiamjJt2jQUFRXZvHkzU6dOFcAKQ0NDmpub+fDDDykuLkZBQUHQ7n766SdevXpFTEyMSHh0dnairq4uUgKyw5K+vj6SkpJYs2aNoCz6+fkJB6mamhoRERFi0vP69Wu+//57srOzeffuHY2NjSQlJTF//nzGjx8vpp/37t3j7du3lJSU8NdffxEbGyv678rKyiQlJXHz5k22bt1KeXk5O3bsoLCwkBkzZuDq6kphYaE4VX/+/DkLFixg/Pjxgjwq69rp6uqyd+9ePD090dPTIysri0WLFpGdnY2BgYE49FRQUMDCwgIVFRViY2NxcHBAW1ub/Px8njx5IroveXl5BAQEUF5ezvz584WP8s8//8TFxQUdHR2SkpLIyMigvb2dwcFBZs2axenTp3F2dqawsBALCwt8fX1RU1OjsLAQe3t73r59K9I4Mmec7Jr29vbGxcWF+vp6njx5gkQiobi4mKSkJJ48eQK87wZ//PHHnDt3jkePHvH48WMRjS8sLGTfvn38/fff7Nixg/r6egoKChgYGEBfX5+LFy+yf/9+nJycWLNmDfCejDswMEBwcLBwpbm6ugrYyeHDh4mMjGRwcJDDhw+L6NuCBQvo7Oxk5MiRHDx4kPb2dkaPHs29e/dQUFDgk08+oba2ltTUVG7evEl1dTVpaWns2rWLhIQExo8fLzx8NTU1ODg44Ofnx/nz57l16xY7d+4U0JLLly9z9OhRNm/ezKxZs4SHUNZZTE9P55///Cdqamp89tlnbNiwgeXLl2NiYsLYsWNFgqOhoYEhQ4Zw5swZ7t+/z+DgIIcOHeIf//gHZ8+eZdasWUgkEszNzRk7diyjR48mJSVFbA63bNnCzZs3hVZq+/btjBo1Cnd3d+Li4qiqquLWrVsMDAygqqrK/v37uXnzJsHBwQwMDAhA2c6dOzl37hwxMTH4+vqSlJSEubk5bW1tNDc38/HHH/PmzRsaGhrw9fUVaSMZnGby5MlERETQ1NSEtrY23d3ddHd3U1FRwfDhw7G0tCQoKIjRo0fz3XffsWLFCtTV1amursbPzw9LS0vU1NSoqKhgxowZrFq1isuXL4s+oYmJiei7l5WVYWtry6hRo0hPT2fVqlUsX74cW1tbhg4dio+PjxDbq6mpCVbE69evWbhwIU1NTdjZ2ZGVlSW6gMHBwfzzn//E0tKSFStW8OWXX1JWVsaePXtQUVFh9+7d3LhxA6lUSnBwMOfPn2fr1q2UlZWJg8l58+YRHx8PIA69Zfolmc5D9r3U1taK9XFTUxMff/wxK1asQFNTk7q6Orq6ujh8+DCpqanMmTOHo0eP0tPTQ1lZGbt37+bvv//G2dmZxsZG5OTkCAkJwd/fH1dXV4qKiti7d6/o/ff397Nx40aUlZXR1tbGzc2N6OhoAgICKCws5NmzZ2hpaREUFCRSFy4uLqxfv57Gxkbmz5/PjRs3qK+vZ/369TQ0NGBqakpiYiJ2dnaYmpry4MEDsaFNSkoiODiYP/74gyVLlqCoqCg6jr6+vlhaWhIaGsrKlSt59uyZWO9LJBKam5vZuXMn1dXV1NfXMzg4iJOTk6BmT5s2DQcHB65evcr27dtZvHgx06dP5+jRo7x8+ZK8vDy2bdvGo0ePGDJkCNbW1ujr6zN27FiioqLYvn27iA0nJCRw5swZkQRaunQpN27cYM6cOaiqqnL48GGCg4Px9/enpaWFEydOcPz4cX744QfgPexmx44djBw5ksTERKqqqv7PR0mlUulH/5mP/+oX/Z969PT0hmriPgAAIABJREFU0NXVJaKfampqlJSUoKSkhEQiEb05FRUV3r17R3t7OyYmJvT19dHf34+1tfW/ESu7u7uRl5dnxowZIoZmaWkpfF337t3D2NgYZWVl7Ozs0NHR4dGjR4wePZqIiAgMDQ1RVlbGzMxMqAfevn3LmDFjyMjIwMrKivLycrEQk0ql4pTHx8eHGTNmCK2Aq6srTk5OuLi40NTUxPTp0/H29kZVVRV5eXlqamqIjIwUiOvXr1+TnJzMpEmT6OzspKWlhdraWrq7u8nNzaWxsZGoqCg0NTV58+YNLi4u9Pb2Cilta2srTk5OzJ07V9CPoqKiMDc3Z9iwYRgbGzM4OEhpaSn79+8nOzubkpISSktLaWpqwsvLi+fPn5OXl0dVVRVdXV3s27ePwMBArKysqKioEC+mtrY2GhoaSE1NRUNDgxkzZmBvb/9vGOyBgQF8fX0FRXX69OmUl5fz9OlTnj9/jpKSEgUFBfj4+NDY2Eh4eLiIeUZHR+Pv74+tra3wBJX9S54t6z/JnIQtLS28efNGADAGBgawsbFh4sSJFBYW4ubmxpQpU8RNo7a2lrq6OgYGBnjy5AkhISGMHDkSdXV13NzcSEhIwNDQkI6ODtLT09HX1xdgkNu3b4sb2q1bt/Dz82PJkiVcunQJDQ0N7t69i0QiYWBggMLCQlxcXLCxsUFHRwd9fX3mzp0r1BmyBeTdu3epqakhNTUVAwMD1q5dKybYDQ0NWFhYsHHjRkFgTU9P59WrV3h7exMQEMCVK1coKysTG2nZJr+np4fm5mYaGxtJSUlBVVWVf/zjH2RkZDBkyBCampoYNmwYZWVl6OnpUVdXJ6bQBQUFuLi4kJqaKl6HCxcuxMHBgZkzZwoqbmNjI8OGDRMi5OHDhxMfHy+6uWZmZpiYmIjSfm9vL/7+/qSmptLe3k54eLjY3FlZWbFjxw6mTp1KSUkJFRUVyMvLCy0FvF/sxcXFoaqqyoEDB9iwYYPwhm3bto2+vj4WLlyIlZUV9fX1REZGcujQIf766y9cXV1xdHREWVmZvr4+4uPjqa2txcPDg6CgINasWcOtW7cwNzfH0NAQLy8vHj9+TFRUFCtWrGD79u3ExMRw4cIFzp8/T0ZGBvLy8rS3t2NnZ8fg4CB79uwhNTWVmTNnUllZKSAbq1atwt7eHisrKyZNmkRAQICIOiYlJfH27VtBD+zp6UFNTU1oOoyMjGhvb0dJSYm2tjZCQ0NRVlbG2NiYrKwsMjMzefjwoYiApaamsn37dsaNG0deXh5mZmb4+Piwc+dODA0NcXFx4enTp1hZWeHm5ia6Tfr6+vj4+ODt7c3w4cOxs7MjOjqahw8foq+vj4GBgYhcyVyJ9fX1aGtrC0DFsGHDkJOT49y5c+IwYtu2bfT39zN16lSeP3+Oi4sLAKtXr8bOzo6ysjL6+vq4ffs2e/bsITMzEz09Pc6cOcOGDRsELERGgp48eTI7d+6kqamJDz/8kDt37uDm5oaCggLKysqcPn2a3t5eDA0Nef36NVVVVcD7Rdbq1avx8vIiMDCQ/v5+xo8fz/z589m4cSM6OjoMGTIEOTk5Ro8ezejRo8XkDsDIyIjdu3fj7OyMra0ta9asEQRNf39/Ojo6qKmp4dixY5SXlwPvp1H+/v4sWrSItWvXUlJSwubNm/nll19EBFpNTY2tW7eyb98+BgcH8fX1FaoJLS0t0tPTUVVV5eLFi5ibmyOVSsnPz+fChQtoaGigrq7OxIkTWbBgAZaWlqSkpPDFF1/g7e1NZWUlZWVlIj558eJF9PX12bdvH9bW1nz66aekpaVhY2Mj9DIPHz4UjrnVq1fT3d1NSkoK6urq+Pn5YWtri5WVlejBSyQSYmNjSUxMJDMzE1dXV7q7u7GzsxMAtz/++IO9e/fi4ODAihUrCA8PF9oVWR/1ww8/ZM6cOZiZmbF161b09PSIiooSG4gLFy4IH9knn3zC2rVrefPmDSkpKRgZGeHm5sbLly/F2sLT05OVK1fi7+9PTk4O1dXV4lotLS3F2dlZOHllHTQbGxsKCwspLS3l9u3bLFq0CA8PD/7++29Bdk5OTiY3N5dFixYhkUiYM2cO/v7+fPfddzQ2NgookKurq6Amt7S0cP36dQB2794t+lyyeoqjoyMFBQXCfejo6MiFCxfo6uqivr4eZ2dnfv/9dyZPnsy7d++IjY3l3LlzREdHc+bMGbExkZOTE0AybW1tli1bBkBcXBwZGRm4uLgIwIzs8+Xk5DA0NMTNzU1032/fvk1ubi4vXrwQscdFixYxe/ZsVq1aJTp2gIhkHz16lF9++UW4Fpubm5k3bx7Lli0TruWcnBwRqfXx8aG8vJyoqCjCwsLo6Ojg2LFjwPtIpqamJl5eXiQmJuLv78/Lly9RUlLi8OHDHDp0iKVLl/L48WOMjIyYNWsWBgYGGBgYoK6ujrm5OXFxcfz00/sA3bNnz1BQUKC6uloAtCwsLCgtLeXPP/9k3Lhx7Nu3j9GjR2NlZYWqqioREREi8qutrY2xsTErV65EIpFQVFTEhAkT+OGHH9ixY8e/rWk9PT0ZGBhAV1eXU6dOsWHDBpYsWcKvv/7Ktm3b2LdvH3JycgwODnLy5EkmTpyIi4uLoNQWFxfj6+sLIDynZWVlInEhlUqZMGECbW1thIWFkZ+fz4QJEwQxc+PGjQQGBoqkiux+t2DBAtrb2/nggw8A0NHRYf78+Tx+/JixY8fi7u6Ol5cXvb29TJ48ma6uLr799lvc3Nyw+per8/bt21y6dAk7Ozs2bdqEtrY2YWFhwPtNYEhICBKJhKFDh4r/vyzy6+HhQW5uLmPHjmXRokXU1dVRVFSEtra2mBJ6e3szYcIE5OXlCQwMBN47XsPCwrh16xb6+vqCwi0nJ0dqairv3r3D2tpakES3bdvG8OHDOXToEBKJRCQPm5ubgffR8bCwMKqqqrhz5w6bN28W17LstRcVFcWLFy+4dOkSN2/eJCUlhYqKCt69e8exY8cEvCc3N5dr166xYcMGpFIpK1euRFtbm7KyMq5cuSL6lgCdnZ1icBMbG4uPjw9qamrIyclRVlbGmzdv6O/v57/7+E/rKv7/8Pj11193KSoqiglKRUUF6urq9Pf3C6qahYUF9fX16OjoiBeUvb09cnJy4lTTxsYGVVVVIcgsKCgQGwoZPl7mCTQwMBB6iTFjxuDi4oK8vLwAk+zZs4eDBw+Snp4uTtbk5eWxs7MTX8vQ0FDcaGTZ74yMDCE9b2trIz09nc7OThQVFcnLy2PSpElkZWXR2dkpqJDu7u4kJSVhZWVFW1sbDg4O4uRFRUWFr776SvR9srOzmTJlCjo6OpiZmdHf38/g4CDW1tZMmDABRUVFscnJyspi6NCh2NraCohNe3u7ANCkp6cjJycnNoC5ubnihDkzM5MxY8bw6tUrBgYGqKqqIicnBzs7O548eSJy7h4eHhgaGqKjo0NPTw/a2trCR6mpqSlG5T09PVhYWAgaqImJCXPnzqWoqIhXr16RmZkpoBTz5s0T0cesrCwUFBSoq6tDKpVib29PW1sbUqlURCRycnJwd3enoaGBsWPHChCI7CReBqp59eoVtbW1WFtbI5FIUFFRQSqVoq2tjaKiItra2piYmAg4z8uXL6mpqWHWrFlERESgqKjI8uXLuXv3rjio0NXVJS0tje7ubvLy8rCzsxMno6NGjaKvr09Md2UqCdkNRqaYiImJEUTc2bNnY25uzu+//86BAwfESWdRUREPHjxAWVkZiURCV1cX69evp6uri8uXLwtQxpAhQ1BQUEBJSYl58+aJqYmWlpYoSefm5iInJ0dJSYnogMrUI0lJSUycOJHq6mpBGFyyZAnt7e1oampy7do1TE1NqaqqQlVVlcHBQQwMDESftLCwEG1tbaysrMjMzKSsrAypVIqqqirx8fFYWFjw8OFDGhoaqK+vF4shd3d3xo8fz6NHj7hx4wYeHh7o6OgIOI+ysjIbN24kJCQES0tLiouLmTlzJoWFhYwcOZK6ujoWL17Mvn37UFFRITc3V5wq3rhxA3gPp2lubsbU1JSBgQEKCgoICAigrKwMDQ0NIYP38vKivLxcxJ5lB1KhoaGsWrVKCOBl0/SmpiZcXFyIiYlh5syZwuPV2tpKZWWliI3/+eef1NXVIS8vT3JyMjNmzBDTAUdHR7S0tIT/sqysjPnz51NWViaIrnFxcSgpKdHQ0MBff/0lFlWyXtaUKVM4fPgw06dPp7GxkerqalJSUjA2NhZyby0tLcrLyxkYGODSpUviHvXpp5/i6OjItGnTRExcVVWVwsJCQdk7fPgwb9++Fb1S2RTpwYMHLF68mJSUFMrKyti8ebO4h1+/fh0/Pz/Gjh1LSkqKcE3KiL9ZWVloaWmJukBHRwfm5uaUlJTwySefoKOjg4qKitCdJCcnM3LkSHp6eli8eDFRUVEUFRUhkUiwsbHBy8uL2NhYdHV1mT17NnJycgIgZmJiQnR0NA8ePBDy9qdPn7Jnzx5iY2Px9vZm586dwl1aV1fH559/Ljx3z549o7y8HCUlJeTk5Pjzzz/R1dVl1KhRdHZ2snLlStE7uXTpElOnTuXgwYMcP35cvM7Gjx9PQUEBGzZsQFVVFT09PZSUlCgqKiIuLg4vLy+MjIzQ0dFhYGCAX3/9lfDwcJycnHj58iWTJ09GKpVy6tQpgdw3MzMT8dFXr17R1dXF1atXuX79Om/fvsXX15exY8eKAwdra2vq6+sZOXLkv+Hx7ezsqK+vp7i4mIULF4rFio2NDWlpaeJwQyYGT0lJ4fnz5zQ3NyORSMTGQldXl4qKChITExk5ciSampp0dXXh6uoKQGJiogALJSYmMm/ePA4cOMCIESME3fGbb74RyiN4Tx9sa2ujurqa1NRUQkJCqK6uJjAwkL///puZM2fy999/4+npycmTJ/n+++958eIFtra2+Pj4oKury5YtW/jpp5+4efMmFRUVpKam4uvrKxZuMh+oo6MjT548QSqViutHTU0NR0dHVFVVeffuHTY2NigrKwvoVllZGSkpKaxZs0bAaA4dOiR66l999RXTpk0jNzdXAEEMDQ1pbW3lq6++EhuLoqIijhw5QlVVFTo6OgQHB3Pr1i3OnDmDioqKSDZpaGgImuvcuXO5efMmgYGBPH78mODgYLZu3cqBAweYNm0aX3zxBZMmTaKiooI5c+ZQUFDAgwcPhK5D9igpKWHdunWcPXuW+vp6rly5ws8//4ynp6foyu3evZva2lp+//132trayMzM5NdffyU3NxdbW1sOHz7MTz/9RHh4OKWlpcTFxaGiokJRUREhISFYWVmRk5ODRCIRBG4fHx+8vLzYvXs3ly5doquri1GjRtHU1ISJiQmNjY38/PPPpKWl0draSmNjI9u2bePNmzc8efKErq4uoaCqrKzE0dGRlpYWKisrRWdXVVWVb7/9FhMTEzw9Penv70dJSQl9fX1UVFSwsLCgv7+f+Ph4obWRAf5kccfu7m4KCwvx8PAQEUbZoc7t27fFzxoQLs7Lly8TGhrKkydPCA0N5cqVKwwODmJlZSVqJrKIakREBBs2bGDv3r0MHz6cjz76iM7OTjQ0NERku7GxkY6ODkHKlA0p+vv7MTAw4ODBg/z1119oamqSm5vLpk2bUFBQoKamhnnz5nHo0CFmzJjBTz/9xLlz5zh79ix79+5FT0+Pzs5OUf2QSCT88ccfBAcHo6qqSmRkJMeOHWPKlCm0t7dTWFjI4OAgHR0dmJiYkJuby+HDh7lw4QItLS2cOnUKdXV18b0ZGhry22+/MXv2bPT19XFzcyMyMhJTU1Nyc3OxtLRk3LhxIl3n4eFBQkICS5cuRSqV0tTUxLp161i0aBFPnjzBw8MDPz8/nj17xo8//igit6amplhaWrJ27Vq++OILAgMDxZoiOzubjIwMRo4cyalTp4RqQlVVVRB0HRwcOHToEPn5+WzYsIGCggKWL18ukneDg4N89NFHfPjhhwJgM3HiRM6fP4+CgoJwnJ84cQJA0GJ37NhBcHAwYWFhODs7o6qqirOzM6dPn2bJkiWcOHGCbdu2ERMTA0BxcfF/a2IoJyu4/k8/5OTkzgFzgHqpVDrqX3+mA9wArIAyYLFUKm2Re7/lPgLMBt4CH0ql0vT/6GuoqqpKZSd3r169YtSoUQwODiIvLy9O2xobG1FRUcHa2pqamhoyMjIwMDDA3t5exDCHDh0q8r39/f34+fnR0NAgFnglJSU4OTnR1NQk0OzDhw8XWP66ujr8/Pxoamrin//8J8eOHaOmpoY3b96QlpbGzJkzqa2tJT8/n+nTpzMwMEBlZSWNjY0MDAzw0UcfERISwieffMKuXbsEJVVDQ0OoAhQVFUlPT2fIkCGoq6uLzoPs5hsfH4+Xlxd3797Fzc1NnGKYm5sTGhoqeiMODg5CAF1cXEx/fz8aGhoiSy8jsi1atIi3b9+SlJSEiYmJkK16eXnR39/P5s2b+eqrr7Czs+P58+d88MEHdHd3k52dzeDgIDNnzuTWrVuipGtqakpZWRna2tqi6xAVFcWUKVPo6+sTHjwPDw/evHlDa2uriLBOmTJFUJj09PTw9fXl4cOHeHt7U1BQgJubG/fv3/+3zf3EiROxs7Pj3Llz2NvbExUVxdq1a3n58iXe3t7k5+dTWFhIXV2d8FRWVlYSGBgoYDYyPPrjx4959+4dfX19GBgYMGPGDDIyMtDX16e5uRlPT09qamrE6by8vDz+/v4kJiYKX5/slDE5OZmOjg4cHBxITk7Gzs6OMWPGEBoaiqamJr6+vpw5c4aFCxeSkJDA4OCgEJq7urqipKREYmIitra2uLu7C8mxjBxnYWGBjY2NwGRLpVIRIRk1ahRaWlpIpVKBDFdSUqK/v5/Ozk6srKzIzc1lxYoVpKSkUF9fj52dHQYGBlRUVODk5ERSUpKQyBoZGbF48WKOHTtGbW0tQUFBhIaG0traSnd3Nxs3biQ1NVVglU1MTAQgIjIyUnjxCgsLBchDFqttbW0VUKSmpibhnFJVVaW+vp7s7GwxtUpISBDdjeLiYjw8PMQEX0b6NDMz4/79+2KzaWBgIK59T09Pnj17RnNzM+3t7fj7+zM4OMizZ88IDAyktLQUAwMD0S/W0dGhr68PVVVVbG1t2bt3L25ubmhqav4baXX+/PmUlpair69PZGQkrq6uAmagpqaGqakpLS0tVFVVkZWVhaOjI3l5eSxcuJDOzk6cnZ1JSEgQUKD+/n4RITQwMOCbb77h6dOnDBkyRPQSPT09qaioIC0tDQUFBcaMGUNtba2IvcsWCv7+/kRGRmJlZcXmzZvF9NvFxYX+/n5cXFy4efMmKioqjBo1ColEgp+fHzt37qSxsZGPPvqIsLAwNm3ahJ+fHwMDAyQlJXHv3j3k5OTQ1dVl8uTJ7N27lzVr1hAfH095eTlbt24VG9y2tjbxWoiIiMDGxgZTU1Py8/NZtmwZoaGhdHd3k5+fj42NDe7u7nR3d4sp8jfffCMAOe7u7gK4lZiYiL6+Prq6unh5eZGfn09xcTFdXV0YGBhw69YtXF1dCQsLY9euXaIbPWzYMACsrKy4fPkyVVVVaGhoiKnhzJkzMTIy4sKFC2zevJkjR44A8Nlnn3H69Gl++eUXvv/+e+Tk5HB2dmbKlClioirrfjc3NxMYGMjQoUOprKzk2rVrXL16lW+//Va8r8kw6oA4GPz000/R0tISkSYZ3GThwoUcO3YMLy8vAEEe/eWXXyguLubq1asUFxejpKSEsrKyeJ07OzsLsBhAe3s769ev5+rVq6ipqbF69WoyMjJISkrC0NAQCwsLTE1NycrKwt7enoSEBM6dO8fRo0cpLS2lvLwcV1dX1NXV6enpYejQoeTk5ODi4iLuM5s2bSIvL4/u7m6srKxEFF5fX5/8/HymTZvG6dOnWb58OYcOHcLOzg4/Pz/y8vIYOXIkJ0+eZPfu3QCkp6czZswYdu7ciZaWFsrKyuJADxASeNn7YFJSkgAoASImGBQUJHDx2tratLS0AIiDocDAQBobGykuLkZHR4cVK1aIyRQgSM9KSkqoqKgwevRoTExMmD59OhMmTEAqlaKmpkZTUxNjxozh4sWLTJgwQWiUurq6KC0tRVFRkZUrV3LixAlBIrSysmL+/PmcOnVKxKz/VzG5TNkkm/YfPXqUI0eOUFJSwpdffomFhQVff/01fn5+REVFiQm1RCIhNTWV+fPnY2hoSFlZGZaWlvzzn//E1taWyZMnc+bMGRG9lzkQZZ3B5ORkSkpKuHnzpujOZ2dni9pHeHi4SEw9f/4cExMT/Pz8xLRWpmL59ttvcXJyYtasWRw/flwowXp6erCysuKzzz6jp6eH4OBgfv75Z9E7g/dQqsbGRkFNVVNTo7S0VEySjh07xtGjRzl27BjHjh1DU1OTiRMnYmBgwJMnT5CXlyc7Oxt/f3+io6PR09MTvfyamhqxPpo+fTo1NTV0dnZiYWGBsrIykZGRAGzcuJH4+HgyMzPFtPRfPS9Wr15NTEwM+fn5qKioiKSPuro6KSkpODo6smvXLvz8/Ojs7BTXkuxn6+/vz+zZswkJCWH79u1ERkaSnJyMRCLh0aNH//b5pqamVFdXC+WS7O8DAgIICwsTn7dz5052796Nl5cXr169or6+HgsLC5qampg9ezbnzp1DU1OTFStWcPXqVdasWUNKSgr9/f2Ym5tjYmKCRCIRKQiAESNG0NDQwIoVK4iPj6e6upra2lpiYmKYNGkS8B6q4ujoyMDAAPX19TQ3NwsYDUBgYCB5eXls2LCBzMxMLl68CMBHH32Enp4eP/zwg6B8yyBt+/btIyYmBicnJxFV3rJlC69fv+bWrVv/9lyOHDmSkpISHBwcqK2txcXFRSRtent72bFjB/v27RPPI8DTp0/x9fXl+++/58GDB8JrOzg4yJIlS1BRUcHIyAgfHx8CAgLEz2P//v14enpy/vx56urqmDt3Lp2dnYJ9smfPHnH9enp68vDhQ+bPn09NTQ2tra1ER0ezbt06WlpaBEDK0dERNzc38bzEx8dz+vRp8fdBQUEoKipy584d+vv706RSqRv/xcd/RCX9P/m4AMz83/5sOxAllUqHA1H/+j3ALGD4vz4+A07yn3hIpVIGBwepqqoSMS9VVVW0tLQEpEFGp6uoqKCyshJbW1sBWxkYGKCtrU1QQ83NzZkwYQK5ubnU1dWJxWNra6uIZcbExKCvr4+CggITJ07EwsJCjNA9PDwoLy9n+vTpvHr1SgAN4P3kUabUaGxsxNPTE1NTU+bMmUNKSgoKCgoic/3y5UuamppoaWlh5MiRNDU1UVhYSGNjo+iYFRcX09zcTExMDDdu3EBdXV10LG1sbMSUQEYw7erqwszMTCDwBwYGUFNTE9HXwsJCwsPD6ejoYNy4ceTn5zM4OIi/vz9KSkoYGxvj5uaGvb09zc3NbNu2DVtbW1xdXQkKCuLZs2e8ffuWgoICAWsYPnw4QUFBGBgYYGRkxLRp07C2tubevXskJSWxdOlSFBQUGDJkCA4ODtTU1PDw4UNKS0vp6OhAQUEBd3d3MjIyePbs/+HtvcOiuta+/8/Qy9Db0DuMgAzSBVSwExEk9g7RaBLUE1POYxJNMzFqTDQxiZrq0SRqbJForERFVFQUsCKKFEFAmnRUYL1/kFlHT3mf8zzX7/fu69oXw2aYPXvttdda931/ywkGDRqEiYkJv/32GyNGjMDOzo74+HhycnKYPHkyS5cuZdy4cTg4OJCbm8vdu3cZMWIE169fJyEhgR9//JHCwkLKyso4deoUvb29mJmZYWNjw7Bhw7C1taWkpESKwGRnZ9PT04MQgoCAAKAP/mZhYSEtQgoLCzl37hz79u3j888/Z8CAAURGRvLNN99IA21tFebOnTssWLCAlpYW2X88PDz49ttvGTVqlBSdmThxouR92tjY4OnpSVhYGE1NTSiVSnx8fKiurpaE/T/++AMPDw/c3d0ZOnSoNJWNjo5m7ty5ErqhrSq9/PLL/Pbbb0RFRaGjo4ONjQ22trYolUo0Go20z9BoNBQXF6Ovr09FRQUVFRUy4REUFER8fDzbtm2T/kq3bt2S8GeVSsW1a9dQq9Xs3btXVh3c3NxYt26d5BZq4RqPHj2SbdnR0cHkyZP57bff6OrqIiEhQZpgazl0Tk5O0ow5MjISKysr6uvrJaTC39+f8PBwLl68KD2VXF1def7550lJSaG9vZ3q6mqcnZ0pLy+nrKwMNzc3AC5fvsypU6cYMGAAqampksAeHx9PTU0NO3fupH///nR1dZGfn8/EiROprq5m9OjRDBkyRApOFBcXS44g/F2p79y5cwQEBMhgRatMO2DAAJKSkvD09MTCwoLKykqys7NRKBT4+PigUqmYMGECRkZGBAcHs3jxYsrLy/n5559lFXfz5s2EhYVhb28vfUcfP35MVFQULi4uQJ/v2IEDBwgNDcXZ2ZmMjAy5aO7q6uLatWu0tLSwadMmKZRkaGjIsmXLmDx5Mvn5+fz222+S91VdXY2Liws7d+4kMTERXV1dTp8+TW5uLr29vWzbtk0ufmpra7l69So5OTlSwTQ7O5vPPvuMKVOmcO/ePYqKimT118zMjEWLFvHee+9x5coVmehIT09n7NixUhxh586d3LhxA1dXV6APhllUVMSePXtYvnw5b7/9NgEBASgUCl599VXCw8P58ssv8fPzo6SkhKysLB48eCANpz09PQkODkapVKJUKgGkouaYMWNkUBgfH8/9+/d56623sLa2Ji4uTo4Xn332GdHR0Tg7O+Pn5yfbv76+nsTEREpLS3FycuLRo0d8+OGHTJw4kdTUVGl9UVFRQXd3t0y+FRYW8uGHHzJ37lySk5MxNDTkyJEjQB+k0sPDg4SEBHp6epg5cyazxhjwAAAgAElEQVTvvfceAwYMAODx48esWrUKgOHDh2Nqasry5ct54403GDNmDCNHjmTkyJFAX1CVnZ3NgwcPpGDIwoULuXjxIgEBAZJLv3r1anp7e+WCuLm5mezsbOrr6zly5AhBQUEcPHiQhIQE7OzsWLt2LXp6eiiVSq5fv05QUBC2trZ0dXXR0dHBmTNnZHUiPDwcPT09Dh48iJeXF1euXGHKlClcv34dCwsL2tvbOXz4MP3798fBwUGaic+cORPoswO5evWq5IFq+7darWb9+vVcuHCBtLQ0Dh8+zLBhwwBobm7m66//nmyfO3cuubm5suqVlJQEgJmZmbS5KCoq4qeffuLIkSP89ttvGBoaMnLkSJKTk7lw4QKhoaEEBgZKMR6t93FZWZm0n4iJicHHx0deP/QlYAcPHoyvry9LlvQtk65evYqpqan8flrLGm3FKSMjg5KSElJTU7l16xavvPIK0Ce2EhQUhK+vL8bGxtTW1pKens6zzz7L119/LdEZ0JdY+/bbb1EoFBQWFnL9+nXy8vK4ePEiw4cPl/A96KtqbNmyBQMDAwoKCsjPz0dXVxchBPfv38fAwICFCxcCkJWVxezZs/Hx8cHa2prFixejUChISUmhsrJS0me0sNaKigrOnTtHQUEB8+bNk20/atQohBDS/uHixYsoFAqJmtFe5+eff46rqytZWVkkJydLisT9+/e5fv06JSUlTJ48mc2bN0tUmZY/GhUVRf/+/fHx8eHIkSNcvXoVlUpFdnY25eXljBgxAnt7e7744gtMTExITk4mNjaWDRs2yKTJc889h5mZmaxUtrS0cOrUKdra2qQlWkpKCuHh4Vy4cIGzZ88+BUlsbm4mIyMDXV1dyZ0OCgqSmgI+Pj4oFApef/11LC0tgT57Hy8vL6BPxEcLJVUoFBgYGLB8+XKmTp1KaGiohCHevXuXzs5Odu3ahYWFBS+88IIcU7TQRKVSSV5eHlVVVTI5k5ycTHp6uvRrPnz4sLQhc3R0ZMWKFYSGhhIUFMRnn31GZmYmO3fuBPp0DAwNDeW1GhsbU1JSgqOjo1RxFkJQWVnJxx9/TFhYGBkZGejp6bFixQoAuUbJzs6W3uI7duyQuiEKhYJff/2VoqIi/va3v/Hw4UNGjBhBQkICZ8+eZfz48QwbNoyFCxdy6tQpZs6cKUWdfHx8+PLLL5kwYQJ/+9vfJCJGq358+vRp6Ues7ZfaQFSLSvj22295+PAha9asYd26ddTU1DB8+HB5n6qqqvj88895++236e7u5scff5QV7LVr17J582YJq7527ZoMCgHOnz9PZWWlvL/29vbs2LGDtLQ0/rfb/7PAUAiRDTT+w+EUQHuFfwPGPXF8i+jbcgFLhULh+N+dw8jISC6UlUqlFGG4dOkSfn5+mJiY0NzcTE1NDc3NzVKm2cHBQRrOOjo60tPTIyEC2oCup6eH0tJSent7GTFiBB0dHZiamtLa2oqZmRnOzs6cPHkSCwsL6ZV3+fJlXnrpJc6fP4+NjQ0FBQVy0NYaIIeEhODp6clvv/2GiYkJlZWVHDt2DH19fe7cuUNubq6Uzy8qKuL48eO4urpiZ2eHSqXCysqKjo4OdHV1JVRTm4lyc3MjOTkZpVIpOUmNjY2oVCoZeN24cQMfHx9sbGzk4NDW1sbgwYMZN24cvb29NDY24u/vT29vL7m5uTx+/JiQkBAePHjAd999R3FxMRUVFejr63Pv3j12795NaGio5BNERERQWlpKfn4+H3zwAQYGBrS2tvLw4UNu3LiBSqWipqaG2tpa/vjjD3755Re5+PLx8aGgoEBWv1QqFQEBAdjb26Orq0tvby8uLi7s3buXs2fPYmhoSFBQELW1tTQ1NVFUVIS/vz+BgYHk5+dz+fJlIiMjGTx4MImJibi7u2Nra4uzs7NU2WxtbaW6uho3Nzfu3LlDWFiYhDhaW1tLcnt4eDjjxo2jqKiIlJQUzMzMGD16NEZGRixcuJDU1FRqa2vp6upi7Nix/OUvf6Ffv37MmDEDHx8famtrpUiMFnJqYGDAiBEjuHDhgsyIXblyRQZZJiYmzJ07F1dXV3p7e+np6cHV1ZVZs2ahr69PYWEhY8eOxdDQkIKCAtauXSuV51paWigoKKCpqYnTp09TUVHByZMnWb58OYGBgfz44490dHRw/fp1uru7pahDUVER/fv359ixY1K2vLu7m1u3bsms5LVr17h9+zYnTpxAoVDw4MEDBg0ahFKpJDc3l8DAQB4/foy5uTmDBg2SfoQrV64kJSWFiooK3N3dKSgowNPTE0tLSykEpFKpKC0t5fnnn5d2CZWVlfTr14+srCxu374trS60VVNtZvPdd98lIiKCgoICTpw4wbVr10hJSaGoqIgpU6ZQVVXFjh07iI6Oln1ZS9bXJoZ0dXVpa2vj/v37bNu2jWeffZaSkhJ27dolfQaXL19Oa2urtFfx9fXl2LFj2Nvb4+joyLlz51CpVFRWVuLp6UlaWhq9vb08ePCAL7/8kqKiIs6fP8+JEyd48cUXuXTpkrRr0dXVlZYOCQkJaDQavv/+e/bt20dWVhZvvvkmN27cYMiQIUyaNAkhBBUVFTQ3N9PS0iJhoXfu3OHs2bPU1dVx9+5dmenW19dn+fLluLq6yqA1Pj6elStXoqurK4UYdu3aRWBgIHFxcURGRgKwY8cOVq9eTVxcHAUFBeTm5nLo0CEiIyOJjY3l66+/ltXbkydPsnHjRqZNm8b69etJSkpi7969tLS00NDQQG1tLYaGhkRGRjJ9+nR0dHRoaGggNjaWyMhIOVGeP3+e6dOn4+npyfjx42XWu7Gxka6uLgmPNzU1Zf/+/fJeurm58eqrrzJx4kQ+++wznJ2dJS9OSznQQuWHDh3Ktm3byMzM5NChQ7ISX1FRITloycnJPH78WIojaMermpoaTp8+zZdffsns2bOJjY3lyJEjUhAgLCwMIyMjnn32WY4fP05HRwczZsygvLwcjUbD3r17qa+vx9DQEH9/f44cOYKZmRnR0dF8/fXXhIeHEx4ejrGxMSqVio8//pjly5dLCCj8Hc6ovXaAyZMnc/r0afl9MzIyGDlyJN9++y1Hjhxh2bJl7NixAyMjI4YNG8aFCxcApPiUdtwuKSlh5syZxMbGUlZWBvQlyLQJ1dLSUoqKiqisrCQyMpJBgwaRkZEhq1UTJ05kzJgxJCcnc+vWLUpKSvD4U/VXK2tvY2NDTU0N+fn58l5ev36dtrY2DA0NycnJYfv27TQ2NrJixQry8vI4ffo0SUlJ1NXVMXToUNavXy/N0FeuXElMTAwajQZ7e3syMjJ4+eWXuXHjBgsXLpQwP39/f27fvk1ISAgRERFSfObq1atkZmbKxMmcOXPo6uqira2N1tZWGeSr1WqioqIoKSnB3Nxc8vIOHz6Mo6MjFy5cwMrKioiICBobG3F0dGTgwIF88MEH3Lx5k4kTJ3L8+HGqq6u5cuUKnZ2dJCYmcvjwYfT19aV9i7ZfPnmfHRwceOutt6TCtq5un9PY3r17KSkp4b333pPzXEtLC6amppw7d44BAwaQnZ3NvXv3ePHFFzE3N38qIN6wYQNBQUH89a9/ldfo7u7Ou+++Kyvx8+bNk2rEWm/OkSNHEh8fL5FWOjo6snoVFxeHvr4+JSUlmJiYSK7gtGnTZCAyf/584uLiSEtLY+jQoRQVFTF06FBJ9dAmPaZNmyZ1EJycnJg/fz579+7l+++/l4iIkSNHUlVVRV1dHV9//TUhISH09PSwbds2pk2bxpYtW9izZw9paWlSfO769esSmtvV1cX48eOBPjiv1ncvLS0Ne3t7xowZI9c8bm5u/Pbbb6xevZqff/6ZgIAAMjIyqKqqklZn169fZ8yYMTKprK+vT01NDRYWFkRERDBw4EBJDwCkKuvhw4cZOXIkmzdvZv369ejr67N69Wpu3eqzFq+urpZV7rKyMok00Gg0EuoshOCTTz6RY0NVVRXl5eUsXbqUsWPH4uDgwPLly2VCKzg4GOjzQQwMDGTgwIHMmzdPCmlp4a2LFi3im2++QaFQyCKLNmlbVFTE3Llz8fX1Zdu2bbS2tjJv3jzp+6itFmrnlFWrVvHBBx8wYcIE3nnnHeLj4wkNDaWgoEDargUEBMh5SKvAf+/ePZydnQkLCyM+Pl72q+XLlzNu3DhWrVrFnj17mDVrFvX19Tx+/BhfX1+ysrJIS0vD2dlZFkO0gbDW91zLMY+IiCAkJIRPPvkEGxsbJk+ejL+/P93d3XzyyScyKHz77bfZsWMHa9askb6GWq7/gQMHWLlyJQB+fn5UV1fT2toqqTk+Pj5ERkZSWFhIeno65ubm8lo+/vhjhgwZIq1jXn75ZY4dOyapCyUlJSQlJT3Vf/7HmxDi/9lOH2T06hO/P/iHvzf9+XM/EPfE8Swg/L/7fCMjIxEXFyeCg4OFi4uLSEhIEJMnTxaJiYlCrVaLgIAAYWpqKkaPHi00Go1wd3cX0dHRQkdHR6SkpAh7e3vh7OwsNBqNSExMFOHh4SIyMlJYWloKExMTYW5uLhwdHUVISIgAxKhRo0RsbKxITk4WGo1GODs7i9DQUDFkyBDh5uYmAAGIwYMHi9TUVDFjxgyRkJAgoqOjRVRUlACEkZGRmD9/vlCr1SIxMVGEhoaKGTNmCG9vb6FSqYRKpRIBAQEiICBA6OjoiLS0NGFqaiqioqKEi4uL8PLyEu7u7iI4OFh4eHiISZMmCUB4eHiI4cOHC1NTU2FmZiaSkpJEeHi4GDZsmDA1NRVxcXEiKSlJjB07VixYsEAMGzZMhIeHi//6r/8SgAgPDxcxMTHys1xcXERYWJgICAgQQUFBAhA+Pj7yGr29vUVQUJBwdnYWgHBychITJ06UnxUdHS1MTU0FIKKjo0VsbKwARFxcnFAoFMLJyUmkpqYKpVIpRowYITQajVCr1SIyMlLo6OiI8PBwMWvWLDFkyBDh7e0twsLCBCD09fVFYmKiGD9+vPDx8REGBgYiPT1d3kNbW1vh6OgoAgMDxeDBg4Wzs7OYO3euCAsLE9bW1vI7mJiYiJiYGOHq6irCw8MFIIKCgoSPj4+Ijo4Wzs7OYvbs2fKatX3Ay8tLJCQkyOuOj48XycnJIiAgQAwfPlxep3aPi4sTfn5+8vfo6GihVqtl2wwZMkQAwsXFRUyfPl0kJCQIQERGRopRo0bJ+6E95uDgIOzt7cWsWbNkP3/yfDo6OsLAwEAYGRmJ4OBgERgYKADh6OgoTExM5LXY2NgIe3t74e7uLtvFzc1NKJVK4efnJ//PxsZG2NjYyL5ramoqEhMThZmZmVi4cKFwdnYWOjo6IigoSOjr6wt3d3fx4osviqioKDFhwgSh0WiEra2tbIOxY8cKY2Nj2a5BQUFCV1dXGBgYiPDwcOHi4iJUKpVISUkRUVFRIj4+XraBRqMRS5cuFZGRkSI1NVVMmDBB2NraChcXF3n948ePF4BwdnYWCQkJwsLCQgBixYoVsq201zZ+/HhhY2Mj76VKpRKASE5OfqpNn+z72nuRlJT01Pnc3d1Fenq6SExMFB4eHkKlUong4GChVCr/6R7Fx8cLFxcXMWTIEGFrayveeOMN2Te0baL93tp7p+37Ojo6ckwBhFKpFAEBASIkJETY2dkJQMyePVsMGzbsqTFp2LBh/3RN2vuu3RcuXCgAkZ6e/lSf/1d7YGCg0NPTe+qY9v0jRowQCQkJst8AIi0tTb4OCwsT+vr6wtLSUujr6wtArF69+p/OoVAoxNSpU4WTk5MA5PVpd39/fzF48GDh7e0tFArFU3/Tjlk6Ojr/9hq0u3bc8/f3F5GRkUKlUgkfHx+h0WgEIExNTeV9f3IMfHL38vL6l99f2xefPK69F0+2r7Yf/bvdysrqn47NmDFDREZG/tPxefPmyddP9iPtHhwcLABhb28v+9CT98re3l44ODiIwMBAYWxsLMeq0NBQYWdnJ5ycnERaWpqwsLAQoaGhAhCurq5Co9GIkJAQkZCQIJKSkp5qk5CQEDFmzBgxd+5c4e/vLwwMDJ56LmxtbYW1tbVQqVRi9uzZwsnJSc532r6jp6cnfHx8hEqleup/ly1bJgBhbm4uj9nZ2QljY2Ph4ODwf73nT+5PjtNpaWli7NixIiQkRPj7+8vj2jFUuxsYGAhATJw4UQwbNkyOC9r9ye+pPefo0aNlv4qLixNz5syR71EqlXIOmDlz5r98Tr29veXrt95669/2mSf7l7Gx8VN9KD4+XsyfP1+kpqYKQMyaNeup/7W1tZWvR48eLcLDw4W7u7t8HoUQ4vLly//Ur5RKpfz9yT71j+32n+wJCQn/9v5px/3p06f/y7//45g7ffr0fzoGfWNuXFycCAkJERMmTBAeHh5PtS/0zXv29vZCqVQKDw+Pp9Y80DcnaOeUqVOnCo1GIxYvXiwA2b7a++3s7PzU99COK0/uU6dOla+11x8XFyefZ9G3SJZzIyC2b98uDA0Nn/qcxMTEf/rso0ePPrVGMTU1/acxIi4uTnzyySdPHZs0aZKcc7S79nto1wSzZs2SbfLkd9bu2jYyNjYWxsbGTz1D2jXYP+5eXl7y+XuyT2r7pXatrV3/Q99Y+o9zxb+690+e/3/aN//d3PhkfwwODpbn/ce2g75x9slrGjlypFAqlU+1oXZfsGDBP/V/QGzYsOEfryHvfxOr/UcVQ4VCsU+hUPxFoVCE/Cfv//9gU/yLY+JfvlGhmKdQKPIUCkVeT0+PlAM2MjJCR0dHiooEBQVhZ2cnKxUKhULyvwYNGsS1a9cYPXo0kyZNwsHBgYaGBkxNTeno6MDExITg4GBiYmKk35pKpcLMzIySkhIaGxulhL02++Xv78/kyZPZt28frq6uHDt2TMIu1Wo1Xl5eTJ8+HS8vL65evSoN27XqpFZWViQmJkrVPisrKwYNGsSJEydISkqivb0da2trurq6UKvVDBgwAAcHB4QQBAUFERgYKMUttNBWIyMjPDw85HEXFxfy8vI4cuQIra2tPHr0iIaGBiwsLHjw4AF37tyR/9uvXz+6u7vp6Ohgzpw5Es4Gfea+arWa0tJSoqOj8fHxwcjICFNTU5ltzs3NlT5Jd+7ckRYHlZWVWFhYSEy1v78/ra2txMTEMH36dO7fv89f/vIX/P39aWpq4uTJk7S1tfH48WNeeOEFBg4cyKlTp7C2tpacm66uLtrb22lpacHW1pbhw4djZWXFpUuXsLW15cGDB1RVVTF27FjCwsJobGzE3t6e2tpaKisriY+PJzY2VlZ/29raCAwMlIqtM2bMoKCggBdffBEfHx/u3r1LcHAwgwcP5sSJExgZGfHw4UMePHhAfHw848ePp7W1FTs7O2pqaqivr8fa2ppJkyZJDz9zc3M8PDzo6ekB+sxks7Ky6OzsZNmyZUBfZScuLo7KykrUajXXr19n5syZUsyguLhYZtC0IhHOzs4EBASQkJCAgYEBhoaGzJ8/H3t7e0JCQtBoNLS0tJCeni5hbMHBwSQmJlJRUcGQIUOkF6JWSEILM1q0aBHt7e2o1Wp8fX358ssv6d+/PxMmTODq1aukpqYSFBQk+b1Xr17F19eXmJgYPD09JT+gs7OT7u5u5syZI4n4I0eOJC8vj379+qGnp8fdu3fx8vKiqKiI6OhoWS0vLi4mLCxMcnYdHByorKwkLS2NNWvWYGtrK+0qACmi9Oabb1JdXU1KSgrx8fFMmjSJX3/9lcGDBxMZGSkFjyZNmkRmZiaWlpYSOql9JrQVE63R+WuvvYabmxsZGRn4+PiQmJjIwYMHaWhooKOjA29vbyIiItDT0wP6YFALFixAX1+fQYMGyb5x7do1EhIS0NHRYcSIEQwdOhSVSsWrr77KqFGjiIiIYNiwYURERNDb24u7u7uEq6nVatLT06VI1pQpU2hqakKhUNDc3My4ceMICgp6yvw2LCyMSZMmSaW19evX8/3333P69GliY2MxMjIC+mBlGzduRKlUsn79eoYPHy6hTCqVivfff58vv/ySV199FejjXyxYsEAqRWozmFqRn9TUVLy8vKiqquLx48fSsywuLo4VK1aQlJRERkYGGzduJCQkhGnTptHZ2clzzz0HINuxvr6eKVOmYGtrS29vL0FBQRgZGTFnzhwMDQ1Zu3atVDqdN2+etI2BPvgb9FVbtNCbM2fOkJ6eTnt7u1QkfvToEVVVVSQkJKBWq+UzkpiYyOuvv44QAi8vL1544QUMDAwwNjaWnBro439FRERgZWVFVVWVhNhBH39FC0VMT0+XvDxttaKurg7o4zBprXm0VYElS5bw9ttvExQUxK5duzh//rz0StWKe33zzTdSSdTT05O4uDgJR5w6dSpRUVEIITA0NESj0dDW1iYFO4KCgujp6cHKyoqKigosLCyYO3cu0MdZGjlyJPb29mzfvh0LCwuGDBlCbGws8fHxDB06FGdnZ27evElXVxfJyckEBQUxZswYCgoKaG9vl5DnIUOGMHHiRBISEqT4mZ+fH42NjXK+VqvVGBgY8Ouvv7JkyRJiYmKIj4+nX79+WFpaUlRUhBCC999/n2+++QYvLy9MTEzw8fGhtbVVyspr4ZlCCD7//HMA5syZI6uDf/vb3yT/d/fu3bLvBgQEUF1dzbFjx/jll1/IyMjgmWee4fDhw9JL+OrVq+zcuZOOjg4sLS0lzNLDw4NDhw5RVFREXFwcISEhJCUlkZCQIKtaFhYWsqqrVqtxdXXFyMiI1tZWAgMDqaurIy0tTXKtCwsLsba2ltdgaGiIq6srubm5bN26VQrCWFlZSRhmTEwMw4cPJywsjIkTJ2JhYYFCoZCc0b179xIaGiphdtBX6fvuu+8IDg5m3LhxEko7cuRIWaUDCA4ORgiBg4MD69atw8bGhpCQEFkl9PT05K233gL6eFBa/pa9vb3s61OnTiU9PV1SbqBPzXbVqlWcPn2aL774Ah0dHTw8PHjvvfdYsWIFb7/9NvX19bi4uGBkZERKSgpTp05FCEFISIhE9UyaNInp06dLtfGioiKWL1+Om5ubrK6qVCquXLnCwIEDaWpqwtbWFgsLC+bNm8ewYcNITU3lr3/9q9QcGDhwIPr6+qjVavr164ednR0ZGRlcu3YNHx8f2traSEhIIDY2VlIZNBoNQ4YMob29XVoVaccIbZtr+6eHhwfbtm2T/Sg5OZn4+Hjq6urkHAh9KslaI3UtfPbhw4fExsYCfby+gwcPSk/vxsZGjI2NGTFiBMOHD5fn/fbbb3n++eeZPXu2hFLq6+vz6quvolarSUlJAfooAFrFU21VHPrG1//6r//i0aNHbNmyhYSEBH7++WdSU1PJzc0FkL6wPT09vPDCC1hbW9PZ2Qn0qYY6OTlJyzLtfdFuzc3NBAcHk5KSIqG2zz//PIMHD5ZrfpVKha2tLXp6elhaWrJ7927JN9Y+40VFRaSlpfHhhx9K+KdarSYuLg4XFxeJhBJCMHjwYJYuXSrVzOHvCq/Qh67Rih5qNy1Mf+fOnXKuMDY25tatWyxbtoyXX34ZPz8/+X5/f38mTZqESqWS8+2MGTP49NNPqaqqkmqt2u9UXV3N+vXrcXNzQ6lU4uLiglqt5sUXXyQgIIBNmzZJ4Zr/zfYfic8oFIpe/h6YPQCygePACSHE5f/4ZAqFB7D/CfGZm0C8EKL6T6joCSGEv0Kh2PTn623/+L7/2+crlUqhlYe3trbmxo0bEjL54MEDdHV1JaxBa7aso6PDw4cPUSqVmJmZoaenR1lZGTY2NhgZGVFVVYWnpyempqYUFBTg6+tLXV0dJSUleHt7U1dXh76+Prdv35bmphYWFlIF75VXXmH27Nk8ePAAY2NjhBDo6+ujVCoxNjaW3nIhISE0NjYyYsQIfvjhB+7du4e5uTlubm7079+f0tJSjIyMaGtrk0IUhoaG3L17F1NTU65duybFMgIDA0lISODEiRMYGhoihJB8v9Gj+2iew4cPp6amhsLCQsk37O3tZdeuXVLavL6+Xno/Ghoaoq+vLxdVZ86cITo6mn379jFy5EiOHDlCcHAwTk5O2NraUllZKVVfT548yfTp0zEwMMDAwIAff/yRoUOH0tbWJk3fJ0+eTHFxMTY2NnR3d7Nx40ZUKhVvv/02p06dIisri9jYWPLy8tDX12fIkCH09vbS2dnJH3/8QVhYGNbW1rS1tVFdXY2hoaG0IvD19cXb25vGxkbp5ZOTk4Ouri7+/v5cvXqV2bNnI4SgoKAAGxsb3N3d2bx5M6mpqQQGBtLc3MypU6eksfitW7cYO3YsN2/exMDAgLa2Nu7cucOMGTPIycnBxMSE8+fPEx4eTl5eHmPGjOHQoUN4eHgQGRmJn58fGzZsICMjg9OnTwN9gg+WlpZ0d3dTVFQkeXlaM3A3NzcMDAyk+a52saA1hG5ra8PGxoampiaEELi4uMh+3tLSgqurK0VFRZiZmZGYmEi/fv04ePAgv//+Ow8fPpRw4rq6OskTHThwIN7e3nKgc3BwwMzMjPv37xMUFMTDhw+xt7cnOjqaW7duSQuMhIQEVCoVly9fxtbWVsIaGxoaGD58OGfOnEGtVnPnzh26u7tpbGzE09OTxMRE9u3bx+3bt4mJieHMmTMEBQVRV1eHnZ0dDg4OWFpaYmZmRnt7O21tbVL6PTw8XHolVlVV8dFHH/Hiiy9SUVHBxIkTsbKyoqioiPj4eMkv1sJDlixZIqXif/nlFz7//HO+/PJL9PT0CA4O5tKlSxL2k5eXR3JyMjdv3mTNmjWcPHmSPXv2oKenh7OzM9XV1RI6U1BQQF1dHf3798fCwoKioiKsra2l8EdlZSVVVVXY2dkRHBxMYWEhOjo6hIeHo6OjI829q6qqSExM5Nq1a3h7e/PDDz9IBU1tkJ+ZmYm7uztnzpwhMDAQV1dXOaFMnTqV7du3MwESm3oAACAASURBVG/ePDZt2oS9vT3379/H2dkZR0dH6d3o7u7O8ePH+fDDD1mzZg3vvfce5eXlVFRUcOjQIaKiouju7iYyMpLNmzcTGRnJgAEDWL58OVOmTHkKhqb16ioqKpJJh/nz51NbW0tVVRVZWVksWrRIBjI6OjpUVVVhZmaGm5sbe/fuJTw8nJycHOkDpR0LNRoNtbW1PP/886xfv579+/ejp6dHZGQkXl5eEkKo7UPQB5vSLkhOnDhBTEwM+fn58r5qFw+Ojo5Mnz6dnp4e1q5dK03ET548ydq1a7l8+TJ//PEHra2t0hf25MmT6Ojo8ODBA1577TVpE7Jy5UoUCgUfffQRS5cupaenh8LCQjQaDdbW1jIYDw8Px9XVlb179wJ9C+fdu3djbm5OYmIiO3bswMTEREIHhw0bxvDhw3FwcODChQts2LABtVrN999/L/la9+/fx9/fn4MHD7Jp0ybmz5/PuHHjcHZ2lkIhZ86c4aWXXqKgoIDFixfT2dmJjY0NH374IQALFy5k3759ODk5YWpqSlZWFl5eXgwYMICioiIsLS1RKBTk5ORgbW1NUFAQ5eXlqNVqzp49S//+/bGysuLYsWMoFArp1WZsbIyfn5+E8f/+++/Mnj2bAwcOcPPmTTZt2sTevXul2m1iYqLk8RgZGdHS0kJZWRkeHh6Ym5szYMAANm3aBPQt8ObPn094eDjvv/++FKraunUrrq6uhIWFsXfv3qfEZ0JCQmhrayMmJgYhBFu3bkWj0VBQUIBCoWDBggUcOXKE4uJi0tLS+Oyzzxg7diwWFhbcunVLBnelpaWMHz+ejo4OBg0aRHd3N88++6z0snR0dMTd3R1HR0dsbGzQ1dVl9+7d0putuLgYMzMzbty4ga+vLzY2NkyfPp1Zs2YRHR0tRaPi4uKkVQj02QXo6OhQXl7Op59+yrJly3j11VclZDA9PR03Nze+/fZbHj9+LC2xwsLCWLt2LS+88AIbN27E29ubkpISFi9eLLmdeXl53Llzh82bN/P++++jr6+Pvb09np6e9Pb2yufrjz/+oK6ujv3797Nu3TrmzJnD6dOnMTAwYNKkSZw5c0aKFwkhyMrKkmIzpqam7Nq1C+gLkJubmwHIzMwkOTmZpUuXsn37dtra2sjIyKB///6sX7+erKwsmpubeffddykqKpLt19nZyTfffCOtDCwtLaWFiFbZ18jISPLy33vvPQC2bt2KEIKysjL69etHXV0dn3/+OZMnT0aj0TB79mwKCgooLy+XiS7tvKtN7mrpPDt37iQgIIDe3l5qamoYMmQI+/btY8KECRw9epShQ4fS09NDa2srjY2NjB49Ws6z2k2bXJwxYwZeXl7s2bMHa2trsrOzWb16NXl5eVItW8sRdHV1ZeLEidTV1clgMTQ0lEuXLvH++++zZ88e8vPzUSgULF68GENDQ8rLy9m2bZs8b2RkJOfPn2fFihVs3LgRHR0dysrKiI+P58SJE3h4eODv78/hw4eZP38+mzZtQgjB0KFDefToEadPn0alUqHRaDh8+DDV1dVs2LCBTZs28dlnn7Fp0yZp9aH1Eba2tpbP1tmzZ2lra5PeiHPnzkVXV5eMjAwSEhK4ceMGNTU11NTUyKSamZkZL730EuvWrSM9PR21Ws0XX3xBbW0tra2tvPzyywgh+Oyzz2Sxp6KighdffJEdO3agp6dHVFQU+fn56Ovry3VZbGws3t7edHZ2snPnTn744Qc+/PBDlixZwty5cxk1ahQqleop3p920yZXtdunn37K6tWrpeXG8ePH2bNnjwxyPTw8EEKgVqupr6/Hzc0NFxcXamtriYuLY9GiRUAfrFebeNq3bx979+6VsP7U1FQ5jwD/v4rP7AZq6avkWdHHAVwL5CsUirr/6Umf2DKB2X++ng3se+L4LEXfFg00/3dBISAl783MzAAwMTHh3r17PHz4kI6ODqytrdHT05PEb2dnZ0xMTCT5t6uri5aWFvr3709TU5NUNNVyypRKJYWFhdTX1xMeHo6TkxM2Njb4+vpKM18zMzOam5upr6+nvLycY8eO4eXlRWRkJA0NDQQHB0v7Aq0xvY6ODsbGxri6urJv3z4GDBjAlClTCAgI4NatW9KvRKuWp82A7dmzB0dHRwIDAyWPx9vbm4qKCmxsbHB1dWXgwIGMGjWKoqIiHBwcyMvLo6enh9dee43Lly/T2tpKVFQUZWVl0jBZmyk3MzMjJCREiu5oNBoaGhq4fPmy9M4DJCdAa/yZmZmJq6srpqam0sj70aNHkuS9cOFCjh8/zuXLl/n999+xsbHh4MGDlJSU8OjRIy5cuCDl1g8dOsS+ffsYNWoULS0tpKSk4O7uTldXF0eOHKGrq4uUlBRKSkrkIBEXFyd99bQZtZ6eHslP09fXZ9SoUTzzzDM8evSIWbNmcfDgQTIzM7l8+TKPHz+mqqpKSvp/8MEH6Onp0dHRga2tLZ6enixZsoTy8nKuX78u+1BbW5v06rOwsJCTanBwMAcOHMDDw0Ma4G7duhUDAwPeeecdqSpbWVlJV1cXQ4cORalUYmtrKytYN2/exMbGhvb2dpydnfH29sbExARHR0c8PT1pbGzE1tZWmjTX1NRw5coVbt++zZUrVyguLmbOnDn4+vri4uLC7t27WbNmDceOHSMiIgLoy4rr6uoSEhLCvn378PT0JDs7m1WrVknis4GBAQMHDsTHx0eqXVZXV7N7925UKhU6OjosW7YMPz8/Dhw4ICu4kyZNwt7enuTkZPT09GTVTwhBWFgY06ZNo7i4mM2bNxMfH4+3tzd+fn6MGzcOS0tLnnnmGRk019fXU1tbi7OzM93d3eTn5zN8+HBKS0s5cuQILi4uBAYGsmfPHtzc3AgJCaG4uJjm5mZ6enq4ePEip06d4ujRo7S3t/Po0SMyMjLkQiwoKIhFixbxzDPPSG7xzZs3MTU1ldldbTudPHmS8vJy7ty5Q0tLC4WFhYSHh5OYmEhdXR35+fkYGhrS0tIihW/69evH1atX6e7uxsnJiTfeeIOKigoqKytxdHSUVi33799n586d5OXlUVZWJgVitKICY8aMkWNHY2MjZWVldHd388orr1BVVcW5c+dITk6WdiqjR4/m3LlzzJ8/Hzc3Nzo7O6mqqkKtVtPU1ERSUpKsRK1duxZ7e3s2bdrE6dOnuXv3Lq+88orkQe7fv5/79+9jaWnJV199hUajYfv27UybNk3KmLe2tlJTUwOAm5sbAwYMIDc3l/z8fCwtLUlLS5NiWCqVioMHD+Lk5ERFRQXbtm1j48aNREVFERUVxaFDhygoKODSpUtSJXTXrl1SeW7WrFn89NNPuLq6kpOTw6RJkzhy5AhRUVG0t7cTFxeHoaEhWVlZlJaW8sYbb3DmzBl0dXXx8/Pj8ePH+Pj4yOBy69ateHh4oKOjw8qVK3F2dsbf359PP/2U5cuXk5uby+XLlwkLC+PUqVMMHjxY+khevXqV3bt3yyRSa2srBw4cYP/+/WzZskVa/TQ2NvLCCy8wYcIE8vLyKC0tlXNZQECAtCB67rnnEELg5OQkTY+zsrJ444038PDw4PvvvychIQE/Pz9iYmKk9dJXX33F0aNHWbx4MfPnz8fV1ZXs7GwmTZrEwIEDWbRoEWvXrqWiogIrKyu++uorNm7cKBeacXFxrF+/nsGDB9PS0kJ+fj5RUVHcuXOHgIAAmpqa8PLywtfXF1tbWwICAvDz86OiogJra2uioqI4ffo0Fy5cwMnJiaioKIyMjJgwYQLjxo2TIj9ZWVnExMRIK54hQ4ZI3u+ZM2dQKBTo6urKgHDUqFE4ODgQGRkpef85OTl8+umnnD17loyMDD755BMGDRpEWFgYOTk5bNmyheDgYB4/fszOnTuZNGmSrF5BX1Cj5clv3boV6DOufu2114C+gG/37t1MmDCBzZs3Y2FhQWRk5FPKvtr5d9KkSVK4RMv51nI/Q0NDyc3NxdbWll9//ZWenh4WLFiAEH3m1teuXUNPTw9fX1/MzMywtLTk7Nmz+Pj4kJ+fz6uvvsrs2bP59ttvZVD4+uuv097eTn19PbNmzWLZsmW0t7fzySefMHHiRABeeuklSktLqaqqQkenb9l38+ZNMjMzSUhIIDs7G1tbW0JDQ3nvvfek6MeFCxcIDw/Hy8uLzMxMTE1NGT16NFVVVeTk5MjqOsDSpUvZu3cvTU1N2NjY0NzczJo1a8jMzGTt2rVybKmtrUWhUEgLnOzsbBkU+vj44O/vLwM2rez+/v37iY6O5tGjR+Tm5rJr1y65ELawsJAJsIcPH1JQUICenh6zZs2S4mS2trbcvHmT7OxsDA0NGTZsGHp6euzcuZOlS5eyZcsWvvrqK+bOnYu+vj79+vXDyMgIXV1dLl68CPQFHq+88gqmpqaEhoaSlpZGeXk5lpaWNDQ0kJKSQr9+/bh58yY7d+5EV1cXOzs7/P39JW9cmyDz8PAgJiaGw4cPY2hoiJGREdXV1cycOZOoqCjZn/r3748QQlp+jBgxgtLSUuLj4/nrX//KwIEDpX8k/J1PXF9fT3FxseQH2traEhUVxdtvvy21Dpqbm/n0009ZuXIlzzzzDABvvPGGFF8CePPNN5kzZw5lZWUSjTB8+HCCg4OlFsXevXuZMWMG0MdlHDFiBBMnTpRCfRMnTsTLy4v3339fIlPOnj3LyJEj2bdvHy+99BI7duxg3rx5KJVKrK2tKSsr4969ewQEBHD16lX09fU5fPgwa9eu5fjx47z55pukp6fLZ2Dy5MlERUVJDuAPP/zA9u3beeaZZyT37qeffmLfvn2MHTuW/fv3c/HiReLi4njnnXcoKytDrVazadMmzp8//5TwT3t7O8XFxVIoKj09nX79+jFnzhxmzpyJm5sblZWV0kZH2w+hL6h8//33ZVX1s88+Iy4ujuHDh3PgwAH27t1LdHQ0p0+fRgjBggULKC8v5/Dhw5ibm7NkyRLu379Pb28vn376KatWrWLr1q18+eWXLF++nPj4eBobG3nuueckCubOnTt4e3vLSv7/ZvuPAkMhxEQhhBN9KqHP0acw2k5foGj9n3yGQqHYBpwF/BUKRaVCoZgDrARGKBSKW8CIP38H+B24A9wGvgFe+k/OoS3LCyG4cOECNjY2ePxpCKuFyDg4OODv74+5ubm0saipqUGpVHL37l1pch4YGEh7e7uE2lVVVdHZ2Un//v0xNzdHqVTS0tKCmZkZXV1dNDQ0UFJSQlNTE3Z2dmRnZ9PS0sLrr79OR0cHLS0tUpggNTUVZ2dn9PT06OzslAGsQqHA09OTo0ePkp2djbGxMWq1GgsLC0pLSzlw4ADV1dWUl5fz6NEjnJ2dZTXm3r17xMbG0tHRQWtrK2VlZRw8eJDc3FwyMzMZPXo0CxYswNbWFkNDQ6ZMmYKHhwe5ubncuXMHX19fLl++THNzM3p6ehJC0dXVRU9PD9HR0bI8b2dnR3FxMTU1NRgZGTF69Gh0dXXp6uoiOztbKuidPHmSiIgI6Q0YExODv78/ubm50iZh2rRpUuY3IiKCoqIi6R8XFhZGZmYmo0aNor6+nocPH/LFF19gZGREYWEh3d3dsuo6ZcoUzMzMKCwsZOvWrdy9e1dK3wMUFxfT09NDQEAApaWlNDU18eDBA6ytrbl27RqxsbG4u7sTGhqKvr4+nZ2dPPPMM6hUKlJTU7l48SJ6enoUFxdLaXatAXxWVpbMPufl5WFlZUVzczPJycm899571NfXExQUJAVnnJycMDc3Jzw8nLCwMC5fvoxGo6GyspJbt27x6NEjfHx8MDQ05ObNm9K8PisrC319fU6cOEFbWxu1tbVs27aN3t5e6QlXWVkpM9P9+vUjMDAQb29vFi1axLx58ygsLJSw5vHjx2NiYoIQgqSkJIKCglAqldIzMSgoiPHjx5ORkUFYWBijRo3Cz8+PmpoaWR0YOXKkrJb+9ttv5OXlsW3bNmkjcOXKFXR1dVm7di1KpZLDhw9z48YNlEolt27doqKigoaGBurq6rC1taWhoYG8vDwJ3Tt69KgMmMvKyqQS6a1bt/j999+5fv26rIq6uroSFxfHxYsXqamp4bvvviMnJ4fk5GQmTJhAQ0MDt2/fpqGhgX79+uHt7Y2dnR337t0jMjISS0tLNmzYgJGREYGBgXh5eeHi4iLvX0xMDAMHDiQzMxMbGxtu3rzJiRMnpLqara2tVEDWiguoVCqmTp2Krq6uzFjn5uZy7949hg4dKlVGp06diqmpKV5eXlRXV6Onpyc9SbUiGK2traxbtw5ra2smT54sPTDj4uJkP7906RK1tbX4+/szaNAgKRuvFYaxt7fn7Nmz6OrqYmxsTGxsLCdOnCAiIoKTJ09KcayYmBgsLCzkQj83N5fOzk5GjBgB9Ilnubm58eOPPzJ69GgJj//pp59oaGjg3XffZdSoUXh4eACQn5/P0aNHGTVqFO+++66U2X/w4AFHjx6Vsv2HDx+mra1Nwg2Liopob2+XvqLt7e309PSQkJBATEwMixYtorS0lC1btrBhwwYMDQ3x9PTkl19+ISsri9GjR/P+++9jbGzM7du3pcjLRx99xIgRIzA1NeX06dNERERw7949VCoVDx48oLOzk99//12KimjFwbq6uli0aBGdnZ08evSInJwcWlpa2L9/P6tWreKjjz7i0KFD+Pr6yiRCamoqKpWKZcuWMWvWLObMmcOsWbPo6Ohg//79eHl5ERQUJANDrex9SkqKHP+XLFnCa6+9hqurKxcuXECtVqNWqzl58iQLFy7k7NmzZGZmIoRg9erVPHz4UN6X+vp6Dh48yN27d2lsbGTIkCEyCXb06FE0Gg1NTU0899xzJCYmygW81tpJK/oybNgwzp07x+LFi1m+fDnz58+ns7OTS5cuMXDgQCIiIqiqquIvf/mLVPmdPXs2HR0daDQabt68SWFhIXZ2dmzbtg1LS0u8vLwYO3Ysly5dksJH/v7++Pj4cOLECfz8/Ojs7KSyslLON4WFhZw8eZKOjg4ePnwovT7ffPNNBg4cyOuvvy7H6pUrV6Kvr8/jx49xdXVlzJgxErWzZMkS5syZw7hx47C2tub111+XiKJ58+bR2trKmjVrZP/VBj2ZmZk0NDTw008/8f3338v1x/z585k5cybbt29n6tSp3L17V3rk1dTUsGjRIumnqFWnLikpYc2aNSgUCh4/fiwF4tzd3RGiz0y7rKyMadOm8fDhQ0pKSiS8FfpgZVp5f4VCIf+m0WhYt26dVAb+4osv2LJlC2PGjGHQoEEA0m7Lx8dHIoRsbGw4f/48dnZ2ODo6StVTIYSkaOjp6UkonVb6XwjBzp072b59O7du3UJHR4cbN25QUVFBWFgYU6dOJSwsTMKna2tree6551ixYoW0UdKOoTY2NhLOn5WVxZ49eyguLubAgQNMnTqVAwcOSI/SKVOmsHr1apqbm1Gr1bz0Ut9S8a233qKsrIza2lru37+PWq0mNTWVyMhImpqauHnzJh0dHSxbtozt27dTUlJCYmKiVK7s378/vr6+3Lt3jytXruDk5EROTg4zZszg9OnTNDU1sWHDBmmPYG9vzy+//EJJSQl2dnb4+Pjg4+Mjx6vS0lKSkpK4d++erKyVlZWxdOlSDh06RE1NDVu2bKGiooJ33nlHBsqrVq1CoVBgZmbGt99+y9q1a7l79660zFm3bp28P9px5Pnnn5dQ7cuXL0u1Ym0COD09HR0dHQoKCoiIiGD69On8/PPP1NbWygBeS0k5fPgw33//veSefffddxw7dkzSVg4fPkxVVZWkmdTW1rJq1Sqqqqpob2+npqaG4OBgrly5gkaj4fPPP5cw9T/++IMXX3yRbdu2ce7cOb777jva2tpYuXIl4eHhXLp0ia6uLnp7e3nhhRfIyclh8eLFhISE8PDhQ3744QfKy8tJSkqSnpB6enpSfEqrpq/dent7+e6776RY1OPHjzl48CC9vb1ERETg5+fHu+++S2pq6lMQ1jFjxjBmzBg8PDw4d+4cwcHBMpmv9YBtb2+XgaYQgv379zNhwgSEEJLOs3HjRrl2v3TpEv379wf6FFW1UGPtfAN9FIO33nqL7du3c/LkSYyMjNi5c6f0QL50qc/Bb8mSJVhYWEj4tRCC+Ph4mcz/32z/KcdQ78/KXSp9yqFjAeWff+74t//4xCaEmCqEcBRC6AshXIQQ3wkhGoQQw4QQvn/+bPzzvUIIkSGE8BZC9BdC5P2H58DOzo67d++iVqvp7Ozkxo0bGBsb09TUhJ6eHt3d3VRUVEjIoZbDpO2AN27ckKa7jY2N3LhxA3Nzc8zNzfH396eqqorS0lLu3bsnTTktLCxoaWnB2NhY4oP19PSk14mnpydtbW0UFRVJ6wVAKjcGBgaip6fH8ePH6ezsxNLSEg8PD44fP46Hhweurq7cv38fa2tr+vfvL9U+DQwM+Pnnn+ns7GTkyJHU1dXxwgsvEBISwu3bt0lOTsbS0pKkpCTq6+v54osvpFKfrq6utG3Q09Ojvr6ewMBAcnNzGTZsGLt27aK0tBSPP73hKisr+eOPP3BxcaGxsZGkpCRGjRrF2LFjiYiIwMjIiNDQUGkIC8iMxf3797GysmLt2rWcO3eO8PBwNBoN5ubm2Nvb8+jRI65cuUJvby8tLS1UVFSg0WjIyckhKiqKhoYGaaqr5db5+Pjg7e3N/fv3+eWXX6isrOTSpUuyqtne3k5gYCC3b9+mo6ODyMhI9PX18fHxwcrKCltbW+7evYujoyORkZHk5+fT3NxMbGwsQgi6u7vlwH78+HEMDAxk8KVSqSR+3c7ODlNTU9rb2xkzZgwzZsyQnpfff/89W7ZsoaenB0NDQxlcFhQU0NjYSGVlpeTMffzxx0RHRzNnzhxycnJwcHDAyspKwh4fPnwoJxhnZ2fu3bvHoUOHiImJoa2tDY1GQ15eHomJiUyYMIHW1lYqKipQKpXU1dXJ6i5AdHQ0SqVSmshqB1o9PT1UKhVXr17Fy8uLxsZGtm7dyo4dO7h79y46OjoUFxfT0dFBUFAQhw4d4uLFi5LrMHLkSNl+2snFz8+Pe/fu8eyzz1JfX4+JiQm3b9+WnzNz5kwCAgI4c+YMNTU1sgpiY2ODsbEx7e3tREVFcfbsWVQqFQkJCdTX1/N/mHvPsCqvtV37pEnvvTcBpQiiFKWpqIi9t8QYY4lZqWYlUd/EQhKTqMtUEzQSjTF2jQ1FEAQpIlIE6b333mEygf2DPcd+17H3931rr2O/+/ieP/4AnJPJ84wx7vu+rvNSVFREVVUVTU1NbGxsUFNT49mzZ4yPj2NtbU1nZ6eYCDx+/Jhvv/2WoaEhnJ2dWbx4Mba2tlRXV6OtrY2SkhLNzc309PQwd+5cNDU18fPz4/Hjx5SUlAiZpSz76+LFi/T39+Pn54eDgwMw0bVvampiaGiI9PR0Ghoa2LVrFy4uLoIOV1VVxfDwMEVFRdjY2HDt2jXRNZYR0IaHh3F2diYjIwMFBQVBxS0rKxMHdh0dHerr6+no6KC5uZnc3Fx++OEH4dWIjY0lICCAvLw8qqqqyMzMxNLSEg0NDZ4+fUpHRwf9/f3ABOpaRUWFyMhIdHV1xcZ09+5dwsLCqKysJCQkBCsrK9LT07l58yYGBgYYGxuLQ9+LFy9EJM25c+doa2vDzc2N27dvY2xszKFDh/j66685e/Ysn3zyCQcOHEBFRYXTp08THR0tvFQSiQR9fX309fUpKysjMjISHR0ddHR0cHBwoL29HQsLC/766y/RzNm1a5fwaiQnJ5OVlUVxcTFr1qzh6NGjvPrqqxw9elR8dv7+/ty/f5+tW7fS2dmJsrIyNjY2SCQS0tLS8PPzo7OzUxSpAwMD7Nmzh+LiYqRSKXZ2dpw+fZq33noLFxcXjI2NiY+P59VXX0UqlaKuro6Ojg5aWlrCWxUbG4ubmxtdXV0cO3aMOXPm0NnZSWlpKYWFhcTExNDQ0ICpqan4/PX19YUqY/HixSLcuaKigv379/9TZuvt27exsbFhzpw5pKamEhgYyEcffSS8RGlpabi4uLBx40bho5QVXl1dXWhra1NeXk5VVZV4zlauXMnkyZM5fvw48vLy9PT08PDhQ/z9/YXEKiIigpcvX2JiYkJPTw/5+fkoKytz69YtkW/Y0dGBo6MjpaWlTJkyBRMTE1JSUoQiREVFheTkZCwsLFi9ejXTp09HW1ub5uZm4uPjUVNTE5mvCxYsEDwA2ToQFBRESkoKa9asEYX47du3qaqqEt5WiUTChQsXuHXrFurq6nz22WecO3dO+JgKCwv56aefOHLkiMjnTUxM5MWLF0K629LSgqWlJdXV1Xz88ceCtujg4ICdnR33799n5cqVhIaGEhQURGlpqfBvPXr0SGD67ezshNRr48aNKCsrs2PHDn777Tfa29vR0dFh/vz51NXV0dfXx9mzZ6mpqRFnhvT0dOrr68V0QBY9IDuQyuS0ZWVlnDx5EpiQp50/fx5LS0sKCwuZPn06gYGBYl86c+YMQ0NDzJw5k9bWVmJjY8nIyKCxsZH+/n4yMjKQk5MTkj1nZ2eqq6vZsGEDBQUFmJubC9m+q6srIyMjmJiY4Ofnx/PnzxkfHycgIIDLly+L9VI2kdm2bZuIyQKora0lKiqKtWvX8ve//x1TU1NWr179T38Hc3NzFi5ciLW1NVeuXGHOnDmiYZeZmcmcOXOEhFZBQYGTJ0/S2dlJVFQUEomEkZERsrKyBLk+NDQUmGjqpqWlAQgKuEx9JPNS//nnn0gkEmHJ+OSTTwgICMDIyAg1NTX++OMPnJ2dWbduHTt27BDqoStXrtDW1sYff/xBY2MjcXFxpKWlceDAAQIDA6murmby5Mn4+PiwePFiQUCdOXMmO3bswN3dnUOHDmFmZsbOnTspKytj06ZNwnMMEzTKb7/9uPpOgQAAIABJREFUFgMDA3bt2kV3dzcLFy5keHhY2F1kBZ6SkhIXL14kIyODsrIyoqKieP78OVOmTGFgYEBMx0JCQtDU1EROTk4oAABWrFhBS0sLqqqqKCoqivUiJiZGFGT79+9HUVGR+/fvM3nyZPz9/UV+ooyrkJmZiY6ODjk5OZw9e5a7d+/S398vZK2y+9nX15fly5cLiq/MX97f309DQwMnTpygvLyc8+fPY2ZmRmFhIXFxcWKfA9i9ezfd3d0kJCTg5OSEh4cH+vr6KCsrY2RkREpKCs3NzYJXIFMZHDlyhAMHDvDnn3+KhsWVK1cAWL16NRkZGdTU1LBkyRIRQeLo6MiNGzfEfX7gwAHi4+MJDQ0lOztb7A0mJiYMDQ2JeKqNGzeye/du8WzIGgL9/f0UFRXR2dnJhQsXuHfvHjo6OuzZs4fJkyfz/vvviyZOQ0MDqampov74dy6Fw4cP/39+U1hYWC/wJhNTPQMgBYgADgIfHD58eOzffgf/B68jR44cVlJSEvAYmd/P1NSUiooKlJSUhDFV1tEdGBhgZGRE+GYmTZpER0cHCgoKqKurC8CKvr6+kGHI5FuKior09vaSlJTEwoULmTRpkpC3GBkZYWhoKLxVMs28lZUVzc3NaGtrY2ZmRmtrK1paWmJBbWxsZPr06aLQdHV1JT09HQ0NDQwNDTEwMCAvLw8zMzMRW2Fra0tCQgJDQ0PCV6KtrY1EIkFHR4dLly7h6emJiYkJCQkJuLq60t7eLvDcDx48wM7ODkNDQ6qrq3FzcxM+Lh8fH5SUlFBQUBBSw97eXtra2oSePSQkhEmTJjE4OMiyZcu4e/cuqqqq6Orq0tjYyMjICN3d3Xh7ewuddkhIiPBXmJubi87q+Pg4GhoaAuG7YcMGHj9+jK+vL2lpaQwODorOlCzHLDQ0lJ6eHubPn8+TJ09wdHTEzc0NKysrRkdHBaK7paVFSL8KCwvR09Nj3rx5tLS0oK+vj5+fH6dPn8bMzIw5c+ZQV1eHRCKhp6cHRUVFWlpaMDU1RUdHBx8fH3JycrCyskJdXZ1169YhJydHa2srvb29dHV1Ce+ljY0NOTk5DAwMIC8vz8DAgAh/t7Ozo7KyEicnJ1RUVPjjjz+oqKhgZGQETU1NIiMjkUqlhISEoK2tLSbVDQ0N+Pv7o6ioiLu7OxKJRExsJ02axOLFi3n+/DnKysqEhITw4MED+vr6MDc35+XLl4SEhKChoYGKigqtra1s2rQJPT09uru7RXj4uXPnmDt3rvBgJSUlMWvWLBwdHUlLS8PV1ZX8/HycnZ2RSqVCplNcXExgYCB37tzBw8ODhIQEAQOqrq5m1qxZVFZWoq+vLwqurVu38uabb3Lx4kUhr66qqhJY876+Pqqrq0X3VyKR4OnpSX9/PzExMairq6Opqcn69esFICI1NZXZs2dTUVFBUFAQAwMDNDc3c/fuXZEx+ueff4qJmq+vL+rq6ty7d4/GxkbGx8fFfWJqaoqPjw/Dw8P88MMP6OvrU1BQgIGBAfX19RQUFKCpqUlNTQ0rVqxAIpFgaGhIamoq1tbWmJubo6qqKkLsu7q6GBoawtramurqalJSUnBxcUFfXx9dXV1sbGxIT0/H2dkZJSUlcnNz8fX1xdDQkAcPHlBTU8PkyZMpKirirbfeIj8/X8APCgoKqKioIDQ0lPHxcaysrGhqasLc3JytW7diZ2fH8+fPRX7p+++/z8mTJ7lz5w42NjYiq1VLS4vt27cTERHB8ePHGRsbIyAggJycHJKTk9m0aROLFi3C09OTBw8esHTpUr755hvi4+P54IMPcHJyorKyUmSM2djY4OjoSG1tLRoaGlRUVPD+++9z/fp1vvvuO6Kjo9HX18fHxwcnJyemT59OVFQUL1++JDs7GwsLCzZs2MDIyAjp6enIy8v/ExBlfHwcHx8f7OzsqKqqYsOGDQQEBODu7k5rayv29vaMjo6SnJxMbGwsu3fv5vr166Lhc/r0aaZPny5AJvPnz8fc3FzIsTo7OykoKGDWrFkEBQXx22+/sXjxYkpLS/n1119FBpbMdyhDpy9atIg7d+7g7++PgYEBJSUlmJiYIJVKmT17Nt7e3mRnZ4t8s+DgYH7//XdMTU0JDAzk3r175Obm4ufnx7Vr19i0aRMSiQQLCwu+/fZbQkJCcHFxoba2lsOHDxMWFsbTp085c+YMUqmU1157jZGREZ4+fUp6ejrd3d1i2nzu3DlSUlL48MMPefLkCUpKSiImRNYpl72mTKY+NDSEvLw8bm5uNDQ0sHbtWlF8lpeXU1dXR0tLC4aGhjx69Ag3NzdhU3j48CFff/01T58+ZXh4mPz8fHx8fFi4cCFHjx7F3d2d8vJy8vPz8ff3F2uEubk5UVFR1NTU0NLSQmlpKaGhoRQUFLBixQoKCwupqKjA0tKSX375BR8fH/7+97+zYcMG4X0eHx/H3t6ezMxMHjx4QGhoqIg8ePLkCWVlZYIZ4OjoiJGREa+99how4clftmwZTU1NJCQkCK+SpaUlg4ODXL16FSMjIzQ0NARI5fHjx8KfX1BQgLe3t2geKysri7Vr2rRpHDp0iLlz54r81+LiYhQUFIQUuaWlBU9PT/Hcdnd3U1NTw3fffcfVq1fR1NTkp59+ErLj0dFRNm3axI0bN9iwYQMXL17k+fPnVFRUMDY2xooVK2hubkZFRYV169Zx48YNGhoaROi47AoLC2NoaIjjx48zNDTEokWLSEhIYMGCBRgYGKCkpISlpSXHjh0TIenz588nLS2NBQsWkJ+fz+7du7l//z4bNmwgKSkJmJiE/fzzzxw6dIjs7Gwx2ZHt+z/++CNbt27lvffeIyoqCmdnZ2bOnElaWhr19fXcuHEDe3t76urqOHPmDJ6entjb25OTk0N6ejqdnZ1s3LiRtLQ0oqKiOHHiBB4eHmIf/uijj+jp6RFr8d69e7G1tSUjIwOpVEp9fT0uLi4C7Hb58mUOHjzIvHnzSEtLo6CgAH19fSorK0XDUxaCbmBgIJQ/UqlUNKrOnz9PcnKykIzevXsXCwsLvL29ycrKEjEXUqlUQN7efPNNsrKyWLNmDX19fQQFBTE8PEx7ezspKSnU1dVx6dIlpk2bhkQiYfXq1Tx48IDvv/+esLAwysvL+eqrr4iJiWHWrFmi8e/h4cG1a9cYHx+nurqaxMRELl++jK+vLy0tLVhbW5Obm8vWrVuRSqVCtvv06VPeeecdkWnb0NCAqqoqsbGxrFq1CjMzMxISEggODiY8PJzGxka6u7uRSCR0d3fT3t7Oxo0b6enpISMjQ6g0PvvsMxQUFLhw4QLNzc0CRiMvLy8yfsfHxzlz5gyxsbFUVVWhrq6Ok5MTa9eu5cKFC7S2trJ+/XrS09MJDg4WYEiZjeOzzz7D09MTPz8/cnNzaWtr48cff+TFixei2XLlyhU++OADCgoKkEgkxMTE8N1337F8+XJCQ0Px8fERPue+vj5evHhBQUEBW7dupbi4mO3btyORSMRaAVBQUEBHRwdz584VueJaWlqcPXtWcDeqqqrIyspi2bJlXLt2jbGxMf7jP/5DxLrl5OQQHh5OcHAwV69eRU5Ojvr6ep49e8bw8DApKSnk5ORw8OBBnj9/LhqJ/f39jYcPH/4f2TP/4vWvFoZfMiEb7QH+AmKAmPHx8bz/vxSFAF988cVh2UHNw8ODhoYGGhsbMTY2ZmhoiN7eXlxdXSktLeXly5dMmjSJ5ORklJWV0dHRoaenR1C1ysrKMDIyEpLFsbExiouLcXZ2xsTEBG1tbaqqqsTEq6CggO7ubqRSqciyGR8fZ9WqVdy+fVt0lYyNjTEyMhJ5M7IuvmzDnjx5MmlpacIIW1JSwvDwsPCU3b9/n/HxiZwUFxcXnj59ikQiYc6cOYKgKpNPyP7v9vZ2cWAMCgpiaGiIuro6XFxcqK+vZ2xsDGNjY54+fcr8+fO5d+8eTU1NGBgY8OTJE5SVlamvr8fZ2RlPT0+Ghoaora1FQUFB5IidOnWKgwcPUlxczKxZs0QAa2VlpZDPyaiMsrzE8fFxmpub0dDQQE5OjurqaszNzVFWVhYwnNu3b9PY2IiLiwvV1dU4OjrS3NyMnp4eIyMjgkJrY2PD48ePGRsbIz09XUiCzM3NhaepqamJuro6QkNDGRoaIi8vj66uLmpqalBVVeXatWuic5mUlCRkxMPDw2hqajJ16lT6+/uprKzkwYMHIlMuIyMDW1tbbt++TXp6OkNDQ1haWnL79m0WLVqEr68v7u7uYtTf0dFBSUkJwcHBoghvbGzEwMCAgYEBLl68KPxdy5Yto6KiAmtrayEXKisrQyKRoKGhQXp6OhYWFlRVVdHT08OiRYswNjamr6+P3Nxc1q9fz82bN7Gzs8PT0xN/f38qKyuRSqXU1tZSVFSEra0t8fHx2NraEhsbKyAq5eXlDA4Okp2djZGREWNjY/j6+vL8+XOGh4fp6+sjJCSEkpIS/Pz8sLOzQ0dHB3d3d0ZHRzEzMyMtLY3Ozk4UFBTQ09NDKpWioKCAlZUVRkZGmJmZMW3aNCIiIsjMzGRsbIyBgQExtYmMjMTAwIDnz5+zbt06HB0defnyJf39/SQlJWFvby8O8xUVFVhYWJCYmEhwcDBfffUVf/zxB3p6eoSGhqKhocHDhw8ZGRnBwsICqVSKoaEhampqfPDBBzQ2NvLHH38IudDmzZspLS3lH//4B7q6uhw9epTly5cTFRVFaGgo3d3dODo64uXlRUxMDDNnzhTesaysLFxcXBgaGqKkpARTU1Nmz55NQ0MDZmZmvPLKK8yYMYO0tDQMDQ1ZsmQJGhoapKWliSw3WXDypUuXsLa2RktLSzy7e/bs4eLFi3z++ecij1RWfFlbW6OgoCBAIN7e3gJIEx4eTl9fHw0NDaLRkJmZiY+PD/Hx8Vy5coXa2loCAgJQVFTk2rVrrFy5kuTkZEpKSmhoaGDnzp1oaGgI8q7Mv/f777+TmZkpilRZFqmCggJZWVm4urri7e3Nr7/+yrp161i8eDFxcXGC6CxrZJWWllJXVycyDg0NDfnmm284deoUnp6enD9/XuSbHjp0iOjoaAYHBxkYGMDPz08U+SoqKgwNDXHixAl8fX25f/8+Li4uREdHs3LlSiIiInBycmLVqlXY29ujr6/P6dOnCQ0NJS4ujvLycpYsWcKpU6fIyMjAz8+PkpISQTdetWoVN2/eZMmSJfz00088evSIdevW8eqrr9LY2IiqqipmZmYUFBTwyiuvMDg4iLW1NTY2NpSXl3PkyBFB0ZV5BS9dusT8+fPZt28fcnJyIusqMTGRPXv2sHnzZnbv3i32BTc3NyFbGhkZ4c6dOzx8+JD29nZsbW15+vQpDQ0NnD59WpB9PT09UVBQYMWKFQwPD5OVlcXbb79Nbm4uhoaGaGlp0d/fz/DwMG+99RZjY2PCR56amoqVlRWtra00NzezYMEC6uvr8ff3x9XVlaSkJExNTTE2NhZS5ISEBMzNzfHz8xNQrtTUVAERi4yMZGRkBHV1dTw8PNDR0WHy5Mm0tLTQ3NyMpaUlGRkZtLe3I5FI8PX1JTg4mPj4eBGGnZWVxbFjxygoKKC1tVXI265fv86PP/5Ibm4uOjo6lJeXo6qqyurVq4mJiWHz5s3k5+cjkUiYPXs2ioqKhIaGioDt3NxcCgsLSUxMxN/fn6amJry9vVm6dCnTp0/HwcGBtrY2ioqKsLa25vPPPxdQIxnQSlVVldu3b3Pjxg0BLuns7KS9vZ3Ozk4yMzNxdXXl+fPnAv4UGBiImpoatbW19PT0MDg4yKJFi9i8eTNRUVEYGxtTXl5OXl6e8KyFh4djY2PDBx98QGRkJB9++CFhYWFkZWURFxcnspBLS0tpb28XWauyPNxvvvmG/v5+AX+prKzkr7/+4sqVK3z55Zc0NDQQGRlJW1sbW7dupaqqSnAAenp6gIkg+vv371NUVERaWpqQmoaFhQnSure3NzU1NYyOjiIvL4+2tjaRkZGEhYXR2NhIYGAgTU1NzJgxg8jISHE+8PDwEET4vr4+FixYICZ8NTU1TJs2jcrKSrF+v3z5En9/f9544w3eeecdLCwsKCwsxMPDg6KiIqKionjjjTdELl5qaqp4DXd3d3JyctDR0aG3t5e8vDxaW1sFZE1BQUFYBuzt7SkrK6OlpUU036VSKUuXLhW5zzILjYGBAStXrqS9vR0jIyN6e3sxNzenpKREWDt6e3t59913mTx5soDiPHv2jHnz5hEREYG3tzd6enqiGD958iS9vb3U1dURGBgoCOIyzsW9e/eYPHky8fHxuLi48MUXXxAWFoajoyPvvfceiYmJxMTEsGvXLmpra3ny5IlY41JTU7G1tRX07cHBQfz8/IiLi2PTpk1s2bIFqVSKtbU1KSkpggzf2NjItm3b0NDQEETogYEBnj59yrNnz5gzZw4VFRXs3buXly9fUldXJ2BwMKH+++677/Dz8+PMmTM4OzuTmJhId3c3169fZ8+ePfz888+0tLTw8ccfA+Di4oKWlpaw+Jiamops8F9//ZWuri4ePnxIXl4eTU1NDA8PU1BQwIcffsj58+d5//33SU1NpbGxkVmzZhEREcHChQtJTExkxowZxMbGUlxcjJ6enshp3LZtG+Pj46xfv57ly5cLuNmHH37I2bNn2bFjB01NTezevZvjx4/z3nvvUVdXx8WLF9HS0qKrqwsdHR0iIyM5f/48ra2twn+4Z88eSkpKuH79Op9++il2dnZkZWUREREhitSsrCxRS+zYsQN7e3sWLVrEw4cPZcOof6sw/FfhM0uZ8P/lAq8C54BSOTm5Bjk5uWv/uy/6X3XJDrSycbiGhoYAVAwNDaGiokJTUxO6urpYWVmJbpmtrS3KysoitFtW1IyPj6OlpSV8fFZWVnR2dgr6l2x609nZiZGREQ4ODgKQoa6ujry8PMeOHWP//v1C011dXU1xcbEAzwwODmJmZoampiYzZ85ER0cHIyMj5s+fz6xZs4THY3x8nO7ubt577z08PT3p7e0VhyGZWbW1tZXc3FyePHnCihUrePnyJZaWllhaWgoPoo2NDf7+/ixcuFDI12Q0URmQYtKkScJ30dHRgaWlJV5eXlhaWjI8PCzgKObm5ty7d4/58+cLWqssqNvFxYXKykqsrKzo6uoSxM/Hjx9jYmJCYWEhDQ0NLFmyhBkzZjA8PIyuri6mpqZCBmdvb8+8efOYMWOGkAQnJCRQUVGBmpoaTk5OqKuro6CgIHwBnZ2dBAUF4eDggLe3N48ePRL+UR0dHczMzMjPz6eoqIjZs2fT3t6Oj48Pjx49QiKRsGnTJtTU1EQxIoPtDA4OoqKigqqqqphaycKoQ0JCyM3Nxd7enqVLl+Ln50d5eTmrVq3i4cOHfPfdd5w+fZoTJ04glUqpq6tj1apVSKVSEaNgbGyMVCqlubmZP//8k++//154L3R1damtrcXKygorKytWr17N5MmTWbt2LYsXL6a5uVnIRnt6ehgZGSExMZHly5cTHx/P0NAQ/v7+NDQ0cOfOHQYGBlBVVUVdXZ3AwEDi4+MxMzPj7t27uLq64unpSUtLCxYWFpSVlTF//nxUVVVpbW3FyMhImPkHBwd59OiRaHrIYC6y4lImFTt48CAGBgaiQJN5aadOnUplZSWVlZW4urqiq6srQr09PDxoaWkhKChIFJQvX76koaEBe3t7KisrcXFxIS4uThCIFy5cyL179+js7OT58+csW7YMf39/dHV1uXv3LqmpqYyOjmJgYCAOSlKplOrqarZv385vv/3G3Llz+fPPP9m0aRP19fV89dVXHDt2jNzcXL744gt8fX1RUlLi1KlTvHjxggcPHtDT04OHhwfJyclUVFSIA8LY2BgaGhri86uoqODFixcCPnXz5k1RdN2/f5+IiAjRDJo9e7bA7wMEBgZiamrKs2fPWLdundhY4uPjOXv2LFZWVrS3t3Pu3Dmam5vp7u7m2rVrPHv2jJqaGgICArh9+zbLli0TPuL29nYePHiAl5cXdXV1aGpq8vHHH7Nt2zaWLl1KbW0tK1as4OjRowwMDIhJpAzyExISwtWrV1m+fDmZmZno6emRl5fHvXv3uHTpkgj7lQWeL1u2DHd3d6ZNm8b+/fu5fv06T548oaamhpKSEgHjUVZWxtrami1btnDw4EFaWlo4efKkKKiWL19OfX09lpaWhIWF8c4777BixQrU1dU5c+YM7u7u+Pn5ER0dzcWLF3nzzTcZGhpCQUGB8+fPs3r1alJSUoTn7ObNmzx+/JjExEQWLFgg4CpbtmwhKioKa2trMeFbs2YN3t7eeHp6cv/+ferr60Uo8U8//cTly5fp7u5maGhIWBW8vLw4dOiQAPjAhMx+zZo1mJqa4ujoiKenJ8uWLRN7mYzcFxgYyKFDh1i9ejXNzc2EhoZy6tQpPv30Ux48eCDgHF999RUdHR2Ehoayc+dO/Pz8MDQ0JCQkBHl5eXR0dMSU/eTJk1hbW1NWVkZ9fT0WFhbY2dkRFBSEhYUFEokES0tLYVlYsmQJqqqq6OjocOLECerq6vjb3/4mPHJ37tyhpaWFy5cvk5eXx/Pnz7GyshJE6uHhYXR0dARtWwZtkRFZYcJz5+TkxI0bN2hqahJQjqGhIaysrFi2bBkbNmxgcHAQVVVVJBKJOMBNmjQJY2NjIiIiOHz4MN988w1HjhwhLy8PDw8P0Qxtb29HXl4ed3d3li5dioGBATNmzEBZWRmJRMLdu3fp6uoSNOWysjLk5OS4du0aq1atYsuWLWRmZvLLL7+IcPbR0dF/OpgCgthdU1PDxo0bRXyLrOhavnw55eXlQp4IEzEXVlZWmJqaMjo6ysDAAOnp6SK+YXR0lBMnTvDuu++yZ88e9u3bJyZOMBHwHR8fL6aVMTExyMnJYWhoSHt7O5s3b8bDwwMPDw82btyIqakpXV1dArAkkyaPjo6ipaUlbDJhYWFkZGTw9ttvM3XqVI4dO8by5cu5fPkysbGxwusmk2O+++673L59Gy0tLebMmYOjoyPy8vK88847zJgxg1OnThEeHo6hoSFvvfUWAQEBHD16VPjf3n//fUxNTfn55585c+YMp0+fpqysjLKyMnEvKCgo0NDQIIrR/fv389prrzE0NISxsbGYSsruK4AtW7aQkJDAqlWrKCwsRFFRkVdeeYUffvgBiURCfHy8CGbPzs6mt7dXNMCtrKzIzc2loKBAqBoCAwPFdD06OlrEYCQnJ2NtbY2trS1JSUmikSyz0FhZWTE8PExHRweNjY34+fmRlZVFUFAQdXV1FBQU8Pbbb4t9Urb+y6wf2traPH36FHl5ec6fPy/OqZqamsTFxTFz5kwxyQ0PD8fJyYnx8XHefvttnJyc+Pnnn1m0aBHLli2joaFBKEtGRkbw9/fn5MmT/PLLLzg6OvLTTz8JBRdMNMv37duHmpoaK1asIC4ujt27d3Py5EkiIiJ4++236ejooLq6mtLSUs6dOydiWWAC/uLl5cVff/3FkydPBOMiLS2NHTt2/BPESU1NjZ6eHmbPni3urx9++IGuri40NTWxtrbm6NGjKCsrixD4ly9foq+vz7Fjx+jv7ycnJ4f58+dz/Phx8Tna2NjQ2NjI/v37eeeddygoKODXX38lJCREUHVLSkoIDw9n1apVxMTEoKyszN69e8W69uGHH4r7dcqUKezZs4eqqioWL14sPN6y952dnU1eXh6ff/45xsbGFBYWcubMGQHW09DQoLm5WTzHnZ2duLm54enpSUZGhogMuXjxomg+AeLceuPGDSoqKli6dCnh4eHMmzePw4cPIy8vL2KF/p3rX4XPPBgfH/+P8fHxQMCWiSKxBzAB1vzbr/5/+FJQUKCpqUmQGLu6uuju7qa0tBQtLS06OjqEB25gYIC2tjYxSVRTUxMTLX19fbS1tcVhu6urC11dXVFIxcXFoaioiLGxMcrKysyaNQsHBwcxcm9oaKCqqgp5eXkcHR35448/hC/q2bNn9PT0MGfOHLS0tIQktaWlhdraWurr67G2tubhw4eUlpZib2+PgoIC+fn5IoNPV1cXJycnQT7y8PAQOP2lS5eydOlSTp06hbKyMoWFhdjb2yOVSomNjeXRo0ckJSWJKA5XV1devnxJZWUlO3fupL29HW9vb0ZGRgSF7vnz50RERFBTU8PVq1c5cOAA5ubmZGRk8Nprr/Hrr7/i7OwsqEweHh5IpVIhARobGyM4OBhra2tGR0dRVVWluLgYR0dHsrOz+euvv8jLyxMEqpGREbS1tXn06BGxsbF0d3czdepUysrKWLRoEUuWLCE/P5/U1FThx9DU1OTy5cuEhobS3NyMgoICd+/excnJifb2doqKipBIJGhra6OpqYmBgQESiQQvLy+qq6txcnJi2rRpaGhooKWlhbq6uvCayoAWN2/eFFEjRUVF4uAr67QbGxvT1NREVlYWRkZG+Pn5icwzmPA3yaiQsgmDuro6aWlpWFhYMHPmTEZHRwVKfv78+fT19dHV1YWHh4cAkpSVlWFtbU1FRQUDAwO4ubkxc+ZMVq1ahaGhIaOjo9jZ2REQEMDAwAAODg6cOHGCjIwMxsbG+Oijj4iKihLPgyx7UgYW0NTUpLW1lYKCAvT09EhLS0NfXx+Y2By6u7sxMDAgODiYnTt3cu/ePYqKitDQ0CAwMJDZs2cLcmVoaCiZmZm4ubnR0dFBRkYGc+fOJTc3l+joaExMTMjJyRH6eJmENC0tDU9PT6qrq7l69Sre3t74+PjQ2tqKsrIyS5Ysobm5mdHRUSoqKmhsbMTOzo7y8nIRBSH7/GSxENOmTWPu3Lm4ubnh6upKcXExysrKmJiYsGvXLoyMjKisrGTVqlUC5Z+enk5dXR3R0dGEh4fz9OlTsdEODg4KD2dhYSHq6urCvzh58mRg9zp+AAAgAElEQVTk5eWZO3cut27dIi4ujkePHokpcX5+PpaWlvz888+8++67NDQ04O7uLuAR2traIspm+/bt3Lt3Dy0tLUJCQqioqBC5hTExMWJ6J/NdVFZWCmqyjo4OBgYGlJWV4evrS0dHhygC3nzzTeEdPX78OLa2tty7d4/s7GwhBX348CGbN28WEKHe3l5++OEHQY+TdbVlTY4NGzYI+bWrq6vwkxYUFBAVFcXy5cvJysrC2dkZLS0tkZNoYWFBa2srN27cIDg4mHXr1gkaKoCWlhbTpk2joaEBLy8vPvvsMywtLamvrxewA1neY05ODr/88gt2dnZIJBLa2tqYPn06Xl5eLF26VMSGDAwMCJWHs7Mz27dvFx5VHx8ffvrpJ3p6ekhOTmbq1KkUFhby6NEjpk6dyrvvvktZWRl6enrigPPJJ58AE5614eFhvLy8WLduHbdv32bnzp1s3LiRVatW8dlnn3Hs2DEWLFjA9u3bKSkpESTMO3cmwNw7duxg5cqVJCYmCulpXl4ecXFxqKurExERgampKXv37mXKlCn4+voSFRXFpk2biIyM5NSpUxgZGTFlyhTs7e2Rl5dn3759XL9+nTVr1pCYmIiSkhK3bt1iaGiIiooKbG1tkZOT48mTJ4J0KZs+rVmzhldeeQWAWbNmkZmZKbLw1NTUePLkCWlpaXz11VfAhM/v8ePHDAwMiOI0ODiYzMxMzpw5I/x3ysrKvPrqqxQVFVFQUMCmTZtoaWnBzs6OsrIy3N3d6ejo4OLFiwLOY2hoyPPnz1m9erWAbVlYWIhYhH379lFUVERhYSH+/v44OTkxODhIX18fEomE8PBwLl26xKeffsr27dvZvXs3w8PD+Pr6snLlSoyMjFBWVhbRToCIhzEzM0NOTk5ERjU1NQk/2N69e4mJiUFLSwuYKJJgIhcUJoiR06dPJy8vjyNHjnD16lU0NDRwdXXl008/FfI0AwMDZs+ezcaNGzl16hQw4W0LDQ3FwMBATEwOHz5MXV0dXV1dwEQO3q5du3j8+DH5+fkitgHg7bffZtq0aTQ3N3Pr1i1iYmLIzs5m2rRpuLm5UVxcLOI4SkpKgAkf6muvvYaFhQV9fX38/PPPfPLJJ9y9e1f4smUN6aioKPF33717N8HBwejq6nLz5k3WrFnD06dPaWlpEY2RpKQkkbPo4ODAuXPngImGiKwhNzY2xjfffMP4+LjIoiwsLCQ2NhaA33//nevXr/Pbb7+hp6fHxYsXSUxMZGBggNDQUHR1dent7UVOTo4LFy6gr6/P6OioaIbm5ORw4sQJ4U0tKysjLi4OGxsbhoaGMDc3Z+PGjZw/f56rV69iYmJCdHQ0jx8/5saNG1haWmJra4u1tTWHDh36pwzZNWvW0NnZiZ6eHmvXrmXFihWYmpoKW0B0dLR4XRkgTDY1lV3j4+MoKCgwc+ZM+vr6kJOT4/jx42hra3P//n1evHhBf38/nZ2ddHd3IycnR0ZGhlBVrFmzRjT6v/zyS+E5hIloLH9/f+zs7MjOzubMmTPARJG9bds2PDw82LRpEzU1NXR0dLBq1Sry8vLYsmWLaHhNnz5dKL1mzpwp7vcZM2bwyiuvYGxsjLq6Om1tbaxZs4bVq1cjJyfHli1byMjIoKmpicuXL7NkyRIiIiJYsmSJaKLIvJA7duxAS0uLTz/9lPfff59nz56JYl8ikfDdd99RXFxMU1MTe/fu5cKFC3z77beoq6sLf7WscSMj5b/33nt8/fXXxMbGoqGhwdDQEMrKysJfLGtmyCIfZI2axsZGampqOHjwILdu3RLZwI8fP+bFixd89NFHopmrqanJ3LlzeeWVV/4JuHTy5ElCQ0MpKSkR55S7d++ybNkydu3aJRoYsksGwenu7iY9PZ2amhrxHn///XeuXLkiVAayZ7a/vx9VVdX/ZXzGv3r9qzmGrwB+gD/gzP8IoJeb+BuOK/w//ez/zUtTU3NcRuqUTSHMzc3JyspCQUFBZKWpqKhQUVHB6OgoTk5OlJaWoqury/DwsCAeGhgYoKamJhZrJycn4c1QVlamubkZAwMDampqWLBgAWNjY9y8eRMjIyPhz3v27BmxsbF8+OGHdHd34+HhQWFhIQoKCkICKZVKxaYl60J0dXWJUPspU6YIQMPIyIgAwtTX12NiYoKcnJwICJdRQ/v7+6mursbW1lZgrMfGxnBwcCA/P19MUU1NTSkqKqKuro5PP/2UiIgIQSPr6elBV1eX3NxcFBUV0dXVRV9fn+TkZOTk5AgODqa1tVXIIAIDAykrK6OiooLh4WHq6+t5/fXXKSsr48WLFyxZsoTY2FhcXV2BiRv7xYsXNDY2MmPGDJENuXPnTtLT07GxsaGlpYUrV67g6+tLW1sbg4OD9Pb2oqioSEdHBwcPHmRkZITw8HABJXBychJGfdlUrKSkBEdHRwEh0tXVRUVFhfj4eOHdlJeXFwX/G2+8wc2bN0XouIaGBqOjo8KzKpVKuX79Ourq6qxcuZKmpiY2bNjAuXPncHBwoKWlRRC1ZLLkgoICLl26xLVr1ygoKGDnzp2oqqqSlpbG6OgohYWFWFpaEhQUhKmpKeHh4Wzbtk0UiTJ9emxsrKCbyaSTbW1tWFtb09XVhaKiIgEBAfz+++9iw7e2tkZRUZGkpCSUlJRE7tujR4/E1+rq6lBQUMDX1xc7OzvOnTvHmjVruHr1KgMDA0ilUl599VXy8vJEjIu7uzvy8vK0trbS1NRESUmJuOeGhoZYsGABN2/eFBl9nZ2dDA0NUVZWxpw5c+jv72f58uX89ddfZGVl4e/vL4h2soB5WczM4OAgJiYmQjI7OjoqZLayqIG6ujqUlJRwcnKirq6OZ8+eUVVVxf79+zl16hTa2trY2NiQkJCAqakpjY2NvPPOO+Tn5wtZ2oIFC+jo6BANJll+2n+Oufnss8/Q1tbm/PnzAioUHh4uvD6lpaXo6elhaGgoIiG6u7txc3MjKipKSDxlkqHo6Gja29t57733hBwnISEBRUVFrKysRL5fW1sbb7/9NtnZ2bS3t9Pe3o6BgQEmJiYUFRVRVlYmIlJk0yg5OTlhmpetcbm5ufT09DA0NMTq1auBCRqgTGZz48YNUlNTRWdz3rx5Al//3XffsWzZMo4cOcKFCxd45ZVXqKur4/bt25iamjJ//nxx8Hn11VdxcXHh9OnTbNu2jQsXLuDl5SUKkvHxcebOnYu6ujoaGhpkZGSwevVqqqurqaqqIi4uThA5IyIicHNzE5JnBQUF2tra6O/vZ82aNZw+fRpDQ0O2bt1KXl6e6NYDpKWlcejQIR4+fMjKlStJS0vDwcGBSZMm4eTkRFpaGl5eXgwMDIgsx9raWlJTU5k1axZVVVVCXqukpCRAPV9++SUXLlxAWVmZAwcOoKCgwKuvvioyK/X09Pjiiy8wNDTk3XffJTs7W6ytUVFRIivs+++/54MPPhAZYUuWLKG8vFzsB7JIFDk5OZYuXUpZWZnwjSUlJeHj40NPTw+TJk1i9+7dnD59Gi8vLwoLC8VkKj8/n5UrVzJp0iSOHTsmMr1KSkpwcHAQkw8NDQ3q6uqYN2+ekBn+7W9/E1lmY2MTzhFdXV22bNnCqVOnxGRRRpOMiopi7ty5jI2N0d/fz759+7h48SK3bt1i7969/Pbbb6xYsYL6+nqePHnCli1bkEgkpKamUlxczNq1a7lx4wazZ88W/m7ZfqCvr09LSwvt7e0MDQ1hYmJCbW0tXl5e4ve8fv06M2fOxMnJidjYWCHtXLdunZjK5OTkiHPD2rVrCQ8Px97eXkTdXL9+nePHj4tDpY2NDbdv3+aNN94gMzOTzs5OAgIC6OvrIzY2luDgYGpqarhz5w5fffUV+fn5vPXWW6Snp5OQkMChQ4e4ePGimPoODAzQ39+Pt7c3kZGRqKqqCu/40aNHSU5OFp49LS0tqqur8fX15dtvvyUxMZHTp0/j4OAgDq8XLlygrq6O3377jatXrzJv3jzhi3ZxcSEvL09k9KmoqCCVSpk7d67wS0VGRjI8PCyAYbNmzSI5OVlM+WSh9rJr69atApAjJydHamoqcnJyojn19ddf8+OPP4rGDkzANEpKSkQxU11dzfDwME5OTrS1tdHX1yempkuWLOGXX34hNDSUs2fPEhAQQFdXFx0dHfj4+KCpqcnFixcZHR3F3d0dS0tLAbZRUlIiPT2d+Ph4NDU1ee2117hw4QI9PT28//77NDc3C793bm4uubm5vPXWW0LRlZqayurVq9HV1RWZrLJ7X2ZzkU2enJycyMnJwc3NDQ0NDaRSKdHR0bi6utLU1ISdnR3a2tokJCTQ2toqGsUy9Ud2djaLFy8mMzMTVVVVuru70dDQ+J8+b5golmS+M1kMl7e3t1AanDp1it27d7No0SKmT59OS0sLra2teHl5ceDAAfE7bNq0icuXLwt/+4IFC0hMTBSDBn9/f/T09Lh79y4AQUFBJCQkICcnh5OTE7q6ukImnJ+fD4Crqyt5eXl4enpiZGREbm4u9fX1Ih8zNzeXn3/+mfDwcGxtbTE2NhYcDwMDA7Kysnjrrbc4ceIEN27cwNvbGzk5OaysrDh//jyJiYkcOnRIfBb79u0jJiaGrKwswsLCOHToEG+++SZpaWnk5+cTGhqKkpISqampODk5icIJ4NixY3zyySd88cUXHDhwAB0dHd577z0+//xzYKLBIlMKnj17FlVVVYyMjDh16hQhISEsWrSI6OhoNm7cyOrVq1m/fj3btm0TzQ2Z1es/X7/++ivx8fGMjo6iq6uLg4ODkNCnpKQQEhJCdHQ0RkZGKCgosHz5cqEi+M/5kpMmTRLr7dGjR9m7d6+AHwI8fPiQv/3tbzQ0NBAYGEhMTMy/lWP4r3oMc4AZgDETxeAQkMyEpPTQ4cOHa/9ffvz/2vXFF18cNjQ0RFNTE1VVVVFtt7a20tDQgI6ODq2trWhra4tOurq6Op2dneJrMmmFRCKhq6sLdXV1MbWRQWdkiHxZ90emle/v76e/vx8FBQUGBgawtrZGKpWSlJSEtrY2tbW1zJ49m/7+fsbHx3FycsLa2lpEM6ipqXH79m0WL16MpqamMOzKDqmenp6oq6tjZmZGW1sbZWVlwkvX3NzM2rVruXfvHkpKSqiqqjI6Osq5c+dEQSkLHm5vbxdRDy4uLsKHaWlpSWVlJX19fTx//pzQ0FD6+/vJz8+nr68PMzMz8vLyxAZQV1cnApLPnDmDiYkJ1tbWJCYmCojEy5cv0dTUpLi4mNraWpFrmJSUhLm5OW1tbUJOaWRkREVFBdHR0YLEKZFIGB8fF+RYCwsLfHx8UFdXF8Hbzs7OdHR0iO6/uro6K1asEPLSsbEx1NTURCCvrMPU2NiIlZUV2tra9PX1iYmwLAy+sLAQJSUlLCwsmDp1qoDKlJeXY29vz6RJk4iNjcXc3Jy8vDxUVFQEyrmrq0sElr/zzjt8//33ZGRk4O7ujra2NnFxcbi7u9PV1YVEImHWrFloa2uTn5/PlStXcHV1paWlhfHxceGXNTY2RlFREQUFBRobG5GTk8Pc3FzIlmWghqdPnzI2NoahoSEZGRmCxuvp6Sk8OfHx8fT09LBw4ULq6+uxt7dnx44dogO3du1aJk2ahFQqZdq0adja2nLr1i0x3dbV1cXR0RFbW1s6OzsZHx9ncHAQCwsLhoeHUVFRIT09XdyLTU1NvHjxAkVFRYaHh5k/f74ADmlqauLg4EBKSgoGBgbk5OSgr68vplLd3d3MnDlTBBhbWFhw6NAhUlNTqauro7m5mdraWsbGxnj58iVtbW1oaWmhoKDAwYMHxUFY5uHbuHEjJSUlYhrR0NDAtGnTCAoKEu9x06ZNJCUlMW/ePPLz86mpqUEikXDlyhWSkpKw+e/B2rIJz+joKM+ePUNeXh4zMzNycnJoaWlhdHRUNItSU1PZvHkzjx49YvPmzWhra4tnWEtLi9LSUrKzs8Wa1NHRweuvv86DBw+QSCSYmZlRV1eHs7MzFhYWpKSkEBwczLVr14S53draGj09PXGf5uXlYWpqSnJyMqampqSnp1NbW0t/fz/Tp08nMjISW1tbge9WVFTEw8OD/fv3C9m4bJo7NjbGP/7xDwwNDbGysqKkpARXV1dOnDhBf38/c+bMYWxsTOS+ent7k5OTQ2ZmJo6OjsTFxZGbmyuKa11dXQoLC9HV1WXx4sUUFxcLKaKssJZFyxQUFNDQ0IClpSVqamoEBQWJKcWzZ8/w8PAgJCSElJQUnJ2dSU1NBSakPjLYl0zaGB4ezoMHDzA3NxfP9OPHj+np6RETfFdXV5SVlXn27BmTJk1i2bJllJWVoa6ujqWlJdu3bxeHheLiYuHHk0qlIjdTJqv39/dn2rRpwm+koqKCubk5KSkpXLhwgQcPHvDjjz9y7do12tvbhYzYxsaGBw8e0NTURFhYGN7e3iJe486dO3R1dYlMw+DgYKRSKRcuXGD27NnU1tZSWVmJm5sbxsbGeHh4CCrkG2+8QV5eHuvXrxdRN9euXePWrVtYWFgIumB5eTne3t7cuHGDoqIi1q9fj6OjI729vbi4uHDt2jXc3Nz+KQ9YVlz39PTQ2NiIsrKykKZ5e3tz+/Ztpk6dSkVFhfCqyXzwsveakpLC2rVruX//Pi0tLaIxqKSkRFFREdXV1Tg7O6Ovr09RUZGIdHB0dCQiIkJYLnJzc7G0tMTHx4dt27YhlUqprKxEW1tb5ArOnTuXlJQUPv/8c77//nuMjY2FJDohIYGBgQG+/PJLurq6OHXqFB0dHdy8eZM9e/YgJyeHjo4O6enppKenA4jsNBmaXwbtkPn5tmzZwp9//snw8DC2trYEBQXx8OFD6urqCAoKwtjYmGfPnmFjY0NDQ4OgPcfHx+Pp6UlsbCy3bt2itLT0n6R3YWFhrF27VqgyqqqqiI+Pp729nSdPnojpyLp164SXW5b7LMvtW7p0qeAmfPXVV+Tl5REdHc3f//53MYH88ccf6evr4/79+7i6utLW1kZ6erqYdI2NjREYGMiZM2ews7Pjo48+wtDQkPXr1/Ptt9+KCA8ZIDA2NlbAN8LCwuju7qa+vl6AZmRxP0ZGRiK2KDs7m5ycHExNTent7cXU1JSWlhZSUlKIj4+nu7ub/v5+URTJFEEAUVFRTJ48mcePH5Oens6LFy8EgO7+/fssXboUIyMj/vrrL4yMjCgrK+P111+nsLAQGxsbWltb0dXVpa+vD3t7e6qqqkTkla2tLXp6esI2I5FIyMvLw8nJCWdnZ2FhysnJwcTERHgAx8fHOXLkCKdPn6avr09IrMfHxwkLCxP/hoWFkZycjJqaGpmZmYyOjnL06FERlRUZGQlMWKpevnz5T5EnCQkJ7Nq1i8zMTOH5mzRpEv39/XzzzTd8/PHHREdHExYWxpw5c6iurhY04h07dhAUFMTChQuFOs7U1BRlZWUuXbpEREQEzs7OVFVViailr7/+ms7OTkxNTRkeHubQoUO4ubmxfft29PX1KS0tpbKyEmNjY2HdCQgI4Ndff8XW1paDBw8CE5My2eRr+vTpYiK3ZMkSIWNOSEjgzJkzXL9+XfArnj9/jpKSEubm5v80gZs8ebLIaVVSUsLFxQUzMzMyMzMJCAigoKCAqqoqZs6cycWLF4WVxcTEBD09PbZs2YKOjg47duzghx9+4Pr168yYMYP+/n5BLZaTk+PTTz8lKSmJrKwsTp8+zb179zAzMxPnkwsXLjBr1ixKSkro6OgQcMvr168jLy8vCLllZWWMjIzw8OFD6uvrkUqlPHnyhNHRUe7evYuioqIgkwLCH6ysrIyvry/Pnj37L/UYSoBE4DAwB9D97/ESX46Pj6f8777of+VVX18vsvbGx8dF5ayvr8/Y2Bg6OjpoaGhQUlKCpqYmw8PDODg4UFxcjKmpKYWFhUIKJjOfe3l5CWlBe3s7pqamYnS/cOFCzMzMhJFYpnu3tramrq6Ob775Bk1NTQICAtDU1BR5iIaGhujr69PU1ISSkpII8JwzZw7nz58XHevGxkY0NDQIDQ0lLS2Np0+foqSkhLe3N+7u7mRnZ1NRUSEKFxMTE3p7e3FwcKC0tJTt27eTmJiIp6cngYGBTJ48mZ6eHoyNjamqqqKsrAw/Pz9u3bpFfX099fX1DAwMiElDZWWlILfV1tYyefJkkcP1n6U2a9euJSoqitbWVmBibH/lyhUaGxvR1NTExMSEOXPmiCyy119/XeTFyWiLycnJtLS0CGldR0cHTk5OuLq64uvrK6Qgzc3NTJkyBR0dHUGHVFBQYNmyZUyZMoWamhr27dtHZWUlGRkZ1NfXMzw8TF5eHkVFRdjb2zNjxgy0tLTEVFhHR4eGhgbmzp1LZWUlSkpKQkIqC0XOyckRhW17e7sImtfX18fZ2ZmYmBi6u7tZsGABCxYsIDg4mB07dnD//n1UVFRE9mNTU5O4P2Qyv2vXrlFYWCjgNzKZSWtrK/fv36e5uZkLFy4InbqmpiZqamq8fPmSgIAAIiMjiYuLE5uhl9d/Y+49o6o81zXci96l916lCShIEwsKihVRDPaSaNQsS4xJ1MRE0USzoibR6ErU2DWoMYItImABEUIRlCJNkKJU6b3NeX645nv2/rfPGnuPceYY/HGoMJhzfvN7n+e+r2ss3t7ezJw5E3V1dUJCQpBIJCgpKZGamsrUqVPx9vbm0aNHlJeXi6kZvOtj5OXlCdmyvr4+jx49EuL1gIAADAwM6OrqYvv27RQWFvLgwQMCAgIwNzcHEFHBoKAgNDQ0RP/Gz89PvJZLS0uZNGkSxcXFxMbGiknYkiVLGBoaElvXV69ekZKSgo6ODpMnT8bNzU1ErWVbFZlkWyZELysr48mTJ5w9e1aAfGQRsK1bt6Knpye6bSUlJf8tTm1iYsK5c+fw8PCgoqKChQsXAu/ife+99x6NjY3cu3ePM2fOMGnSJNasWUNtba2Ic8popQsXLkRdXR2JRCIiTrGxsQKiY2pqSnl5Oaqqqjx79oy2tjahY5FFg2XPjcz12d3dzYMHD8jJycHOzg4vLy+mTJnCp59+iqqqKnp6eqJLPX78eCQSCcHBwZiZmdHQ0ICXlxcRERGMGzeO9PR0hoaGhC8sLy9POOYMDAyYM2cOz549Y2hoSBBtN2zYQFNTEwUFBSJGKpteW1hY8Ntvv2FlZSV0HPAuxtbc3CyGFb6+vly6dAk/Pz8KCgooLy+nr68PDw8P9PX1sbW1FZuh6dOnk5uby6ZNm4RyRjbcWLRoEWZmZmLa39vbi6Ojo+gY3b17l+LiYvLz87l8+TLPnz9n69atLFu2TNzUjRgxgp6eHtFz1tTUJCwsjNzcXHGY9vb2pqKiAjc3N548eYKXlxdVVVUsXrwYd3d3Nm7cyObNmzExMRE9x66uLmpqarh27RqNjY2sW7cOJSUl9uzZg7y8PAUFBaxatUoIkmVRKx8fH86dO0dPTw9aWlriJvG7776joaGB27dvIycnh7W1NRMnTmTnzp2C9qulpQUgKLUrVqwgKioKT09P5syZg7u7O9euXWPChAl4eXnx008/0dbWhr6+PitWrBAAo4CAAEaNGsXNmzc5cuQI1tbWLFy4kCtXrpCcnMybN29ISUlh7dq15OfnY2VlxZdffkl7e7tQ5gwNDTF16lRGjx7Njh07GDFiBFZWVrS0tFBZWYmuri5r1qwhIyNDUMJfvnyJoqKi8N2tWbNGIPxTU1PF1kV2cykvL8+WLVswMTFh/vz5JCcns3PnTgHskV1HDx06xI4dO9i7dy9mZmYiaSOVSgVR++LFi0RERDB27FguX76Mg4MDX3zxBVZWVsTGxooOXX9/vxggHj58WPSanZ2dBY3y5MmTnDx5EnV1deDdtum3335DR0eHvr4+vL29MTQ0JDY2lvLyciwtLXn79i1Xr17F1dWV58+fc+fOHQYHB6mqquLy5cvs3LmTP//8k5ycHFRUVATuftWqVZiamvLhhx+yYcMG0tPThd9s7969fPHFF+IwPH78eB48eCA0UpWVlfT09NDX18e9e/d49OgRtra2pKamiv9fIpGQn5/Pvn37SExMZMyYMRQWFjJv3jxxPV66dKmIy505c4a6ujpCQkJwcXHh/PnzXLp0CR8fH6ZMmUJERATJyckirvr3338L0JLstWtvb8+BAwdob29n8uTJlJaWsnTpUmbOnMm8efMIDg7G2dmZKVOmkJaWRm5uLr6+vvj7+7NkyRJUVVXFJissLEzA63p6eggKCqK4uJjGxkbevn3L7NmzcXFxYfbs2fj4+CCVSlFRUeG7777jzZs37Ny5k3PnztHX14eDgwM//vgj6urq+Pv7i4GqzJ9dUlJCfn4+r1+/xtnZmRkzZhAaGkpdXZ0ggQOMHz+eCxcusGDBAgDGjBnDr7/+ypIlS7C0tMTf3x/gv0UBZfc7Xl5evH79msLCQmJjY+nu7mb9+vXi+YZ3HtDy8nKuX7+Onp4eu3fvZsyYMdy6dUs8T5s3b6apqQk5OTk6OjoE6VLWl1NSUhLbXpl8PSEhgcOHD/P8+XNGjBhBZWUl8fHxLFmyRJB6ZSm0hQsXoqGhwZ07d4Q2ISMjgxkzZgDvNspmZmakpaXh7u5Ofn4+27ZtEz7PTz/9lBs3bhAaGsqHH37Itm3bxNbPxMQEJSUltmzZwrp161i2bBlr1qwRcc+qqipmz55Nf38/BgYGwP8bTT148CAbN27kgw8+ICEhAS0tLfbs2YORkREJCQkipmxnZ8fp06d58OABGRkZKCsrc+bMGaGcy83NFZ9tgYGBqKmpiecT3nXIpVKpiHYDLFiwABUVFWprazl27Bi9vb28fPmSnJwclixZQl9fHzNmzGDEiBEYGhryr3/9i76+PuTk5Pj777+Bd0qV/6rLkqXYGhoaRMVCT09P1Nj+08f/9GCoLTBTtZIAACAASURBVJVKg6VS6R6pVJoilUoH/uPv+H/4kEgk2NnZUVFRQUpKChoaGvT39/+31a6ioiLy8vIiWqqhoSEIpbKYwn/N7Y8ePZrKykoUFRUpLi6moKAADQ0NoWAoLS2loKCA7OxstLS0GDlyJMbGxqiqqqKoqMjAwACKiorCbfbixQsRobx9+7b4dzLUbWdnpziUDAwMkJWVhZubGy9evGDcuHG4ublRWlpKdnY2dnZ2rFmzBldXV7q6usjJyUFVVRUlJSXa29sJCwtj7ty5Qi3R29srYlNpaWnMnj0bJSUlHj9+LPqS7733ngAmfPrpp/T29vLixQvc3NzEYePq1ascOHCAv/76C3h3CLa3txdOuJCQEHp7e5FKpdja2vLy5UsUFBTIy8vDwcEBGxsbET00MjIiNTVVbHLr6+sFSVFeXp7y8nLevn1LaWkpTU1Nwj95/vx5MXGcNm0aRkZGjB07lubmZsrLy1m6dCnt7e20tLSIN31eXh56eno8efJExPQKCgrIysoiOTmZiRMniihkXV0dixYtEjEcExMTqqqqhMMwMDCQ1tZW9PX1qauro7m5GRsbGyEAl8EA3r59i66ursiv5+fnIy8vj729vZhKr1q1ColEgqWlJRkZGXz77bcCsKClpUVYWBjd3d2sWrWK4uJigoKC6OrqIjAwEF1dXR4/foyPj4+gjso2WidOnKCgoICOjg7Ky8sFMn7RokVIJBLRBejt7aW+vh5FRUXs7e2Jj49HS0tLuC319PSwtLRkxYoVeHt7U1xcTF9fH/X19VhYWGBsbMzq1aspKSmhoaEBR0dH8vLy0NTUpL29HSUlJSQSCWvXruXKlSsCzSzb+igoKDBz5kza29vJzc3F2dkZY2NjAgICUFFRwcvLC29vb0HwKioqorm5mYaGBv766y9GjRqFg4OD2D7LencnTpwgLS0NR0dHli5dSkJCAgMDA5w7d47x48fj4uLCmDFjAJg0aZLwgd27d4/S0lLGjx9PVlYWxcXFjBkzBmVlZTQ0NMjPz+fu3bt0d3czdepUQRSWSCSMHDkSW1tbRo4cyfXr10XEe9OmTTg4OODi4kJLSwvnzp2jtLQUf39/jI2NiYiIQFdXF6lUyvr166msrOTZs2fExcWhpqaGp6cng4ODFBcX4+3tTWBgICEhIXz//fe0trZy8OBBHj16RG1tLRKJhNDQUI4ePUpXVxeHDh0iJCSEUaNG4ebmhqamJs7OzsjJyaGrq0tvby+zZs1CV1eX5ORkmpubefv2rRiy/fTTT0KHY2FhQW9vL3V1dbx48QJ4V5g3Nzfn5MmTfP3115w4cUJscDQ0NDA0NBTvi6CgIG7cuMHYsWP55JNPmD9/Pra2tnzwwQdUVFSIqFJsbCzV1dX09fWxbt060XEeMWIEurq6ZGdnExMTw6effipirpWVlQwNDaGpqUlQUBCLFy8GEPoImXJHds2SxaBlKY/KfwuxZTGiESNGoKysTF1dHbq6ujx//hx3d3cuX77MhQsXBAFV1q+7c+eOcGW6u7uLaNaNGzdYv349Ojo6YhsaHR1Nfn4+8K6DVlRUhFQqFcOZrq4u0ftRVFRk+/btwpG7fft2wsLCePjwIampqUyYMEHQGwERk7x//z5mZmYcOHCARYsWMXnyZPz9/UlOTkZfX19cG0tKSrh8+bKAOuzevVtcNxwdHYUo3cHBgZaWFtTU1JgzZ46ASWhoaPDJJ59gZmaGl5cXmZmZTJ48GXgHXJGpGW7duoWJiYnY/vz2228MDAyI7pbMp9bb2yuGNRYWFnR0dGBjY8PWrVuxtrYmLy+PvLw8SkpKSEpKQk1NTRCcFyxYwP79+9m9ezchISGcPn0aZ2dnysvL8fLy4vr16/T09CCVSgXEpampSaRqnJyc6OvrE6+9hoYGkpOThYwaEBuXZcuWER8fD8CRI0fYu3cvjo6OuLu7895772FpacnOnTuRSCSsWrVK3FN4eXlhaWkpftdlZWUsXbqU8PBw0tPT2bFjBxEREXh4eDBy5Ej09fX55ptvsLGxEbTeadOm4e7uLu4lFi9ezNGjR1m1apX4Oa9evcqePXsoLi6murqa2NhYQkJC+Oabb1iyZAnu7u48fPgQPz8/LC0taWtrw8zMDF1dXSQSCVKplJ07d+Li4sKFCxdobGwUN5syXc65c+eEXgHgo48+Yu7cueTm5vL48WOsra25evUqGzdupLm5mfz8fCZOnIi9vT2+vr40NjaSmJgoDiy//PKL2IDBu0OJk5MTSUlJVFdXi5vibdu28fTpUwIDA7GxsSEtLY27d+8KZciaNWsIDAzE2NiYN2/ekJiYiK2trWALyBgAsoSVLBnw8OFDAQupqKggJiaGcePGERoaioaGBtu2bUNdXR0FBQWamppITU3F1taWDz/8EC0tLfLy8oiIiKC6upqLFy+Sm5srlgcyndjvv//OP/7xDw4ePMiUKVNQV1dnxIgRODs7MzQ0xPbt2wFYvnw5tbW1yMnJsW/fPlxdXQWBftKkSVhYWDB37lz+9a9/ERISwrZt21BQUBAHsfXr11NfX09WVhY5OTmoqamJ5yksLEw4AmfNmiV8k8ePH8fa2lpca+BdGsbPz48PP/xQyNZLSkpwcHBg165dIs0kg8xs375dLAGGh4e5desWoaGhVFdXM2rUKAIDA0WX09PTUyxEXr58ycaNGzE1NeXgwYN0dXWRmJjIiRMnmD59ukh2/PTTT8THx9PW1oalpSUXLlzg448/xtXVFT8/P+Tk5Lhz5w4lJSW0t7ezaNEi0a0sLCzE3d2dU6dOsWzZMi5dusTUqVOpr68nPj6eTz75BE9PT16/fi0+V2REfFdXV37//XeMjY0JCgrizJkzNDY2cuLECYaGhti8ebP4nckiyFpaWmIQ8/TpU7FgcnV1JTk5mZUrV1JaWkpMTAyqqqo4ODgwMDDA2rVr2bFjB3/++Sc2NjbAu6iwVCrF3NyclpYW5syZQ3NzM99//z2FhYWMHTsWOTk5ZsyYwbx580TM/D95/I+ipLt37x6Wk5Mzi46O/jo6OvqL6OjoldHR0e7R0dGFu3fv7vyPv/v/8uPAgQO7vb29MTc3R0FBQeDUlZSUBDm0t7dXSIg7OjpoampCXV0dZWVl3N3dhRKgs7OTlpYW5OXlMTQ0RE5ODm1tbeTl5cXWy9TUlBEjRghPHrybKA4ODorpc319PRMnTqSxsZH+/n7s7OxQVVVl1KhR1NfXo6+vj7KyMpqamrx48QI/Pz88PDzo6emhvr4eT09PMjIycHFxob6+npqaGjw8PARBq6ysjOrqauF7kW39ZBHTmzdvUllZKW7o+vv76enpwc7OTgB4vLy8qK6uFh6+qqoqIYm3t7enuLgYZ2dn1NXVxQ1DUFAQQ0ND/Pzzz7S1tTFx4kT++OMPjIyMMDAwQF9fX8Smuru7yc/PZ2BgAAMDA/Ly8hgeHmZoaEjE1WT4c0VFRQEF8vPz4+XLl6irq6OhoUFbWxvNzc2oqKjQ1taGsbExDQ0N5OTkCIhGX18fY8eOpbq6GiMjI5ycnASOXIZjnjFjBq9evRJUStn3cHR0pKOjQ2yVq6urMTExEc+1DMYhLy+Pu7s7cXFxDAwMMHr0aBITE7GyssLExITk5GTs7e3Fm9/Q0JCXL1+ira1NREQEZWVluLu7o6ioSE9PD42Njbi7u/P69WvU1dWJjY0VdF0lJSWGh4fFFK+9vZ2amhrc3d0pKiqitLQUc3NzRowYQV1dHWZmZlRUVAjnUXNzM5aWlowZMwZFRUVmzZrF1atXMTExEZ2DrKws5s+fz7Rp09DT06Ozs1PoMK5fv05bWxszZ84UnrWuri7x2pF172TaiN7eXsrLywVAoqysjK6uLjQ0NLh+/TqzZ8+murqa2tpaenp6ePnyJd9++62QZ1tZWVFdXU1iYiIVFRUigmVvb4+bmxvJycnU19fT1tbG/PnzcXNz4/Xr11RXV6Ovr09nZyeFhYVi4jlp0iSys7NF58PV1ZWKigoePnxIWFgYZ8+eFQRLVVVVUlJSMDY2xsbGRrzejIyMePv2rcDf+/n5YWNjI0S2cXFxhIeHC4KbiooK9fX1FBUVYWRkRE1NjZi+uri4cOvWLUEVkw00zp07R0VFBSEhIfzyyy/4+flRWFjIzJkzhe7iv5L4rl+/Tm1tLbNnz+bVq1f4+/sTHBwskPwyyE9wcDCGhobcunULCwsL0TuJi4sTnYaoqCgRa4qMjBQfiKtXryYvL48FCxbw9u1bpFKpoBD7+PiQnp4uEgITJkygt7eX+/fv09/fz7Fjx3j79i21tbVcunQJBQUFXF1dBdAqOzuboKAg0tPTycrKYtasWbS3t3PlyhVmzZpFeHg4qampjB07loCAADIzM3n16hXbtm3j0KFDKCsrEx4eLmJlMvBYS0sLcnJyTJgwQVBxZ86ciYqKCgYGBlhaWqKnp8fbt28FSVdTU5PKykpxbXz48CGqqqpERkZiZ2eHj48Pb9++xcbGBmNjY1JSUpg+fToJCQkcOnSIixcvIpFImDZtGmZmZlhbW/Po0SOCg4Opqanho48+4ujRo7i7uyORSKitreXy5cuoq6vz6tUrWlpaOHLkCK6urrx9+5aUlBRcXV1ZvXo106ZNQ0NDg+3bt3Pq1Cmx3X3x4gWpqal0dnbi6upKX18f6enp6Ovrs3HjRi5dukRCQgLbt29n5syZ5ObmEhwcTFJSEnv37hVRShkdWiqVCleoLL7V1tYmbpy9vb2ZN28emZmZuLi4YGNjQ0lJCUZGRty5c4cPPviAa9euERISwtu3b0V/srOzk7Fjx3L48GGamppYtmwZKioq9PT0iMj506dP6e7uZvr06SgqKootlUQioaOjA319fRH7unLlCqNHjwZg7NixmJiYoKCgwKRJkxgzZgwPHjzg8ePHgl4tLy9PUlISHh4e4vO+o6ODH374ge3bt7Np0yYBukpISKCvr49ly5YxPDzMkydPWLFiBTk5OSQmJhIbG8vTp09JTEzkl19+wcHBgcmTJ5OVlcXEiROFekNeXp7Ro0djaWnJqVOn6O/vZ+7cuSLq//jxY9E9+/bbbwWl3N7envb2dkaMGMHPP//MlClTuHz5Mu+//z7ffPMNP/30E5999pn4eW1tbXFycmLhwoXs27ePEydOcPz4cWpra4mOjkZbW5sDBw5gZGQkkjk3b94kKSlJELe/+uorsUFTUlKiu7uboaEhCgoKSE5OFgOLlpYWPv30U9zd3bG1tRVIfFk0taamhurqapYvX8769etpb2/H1NSUjIwMEXVfu3atGPC2trYKsq+FhYW4cV+0aJGgfba2toru4bp16ygpKcHe3p6BgQFOnTpFU1OTIJZPmzaNsrIy1NTUyM7OpqWlhUWLFmFlZUVUVJToO1paWvL06VNmzJhBfHw8kyZNwsXFhW+//ZbW1lasrKywsLBARUUFDQ0NhoeH8fb2ZnBwkNjYWD788EOKi4tpa2vDzs6OyZMni8RHfn4+KioqJCYmMnfuXLq7u2lubub+/fuEh4cTGxuLgoICkZGRXL58mf7+fqqrq8nPzycwMFAchmTy9OjoaNasWUNhYSGFhYXcv3+f0aNHc+DAAbFFXrBggfB07927l927dxMXF0d0dDRaWlrMmDGDw4cPs3LlSmbMmEFaWhq9vb1cunQJHR0d8vLyeP78Ob6+vqxZs4YLFy7w9ddfExAQgJ2dHSUlJfT09LB3714cHByEamh4eFgMWb755hs+/vhjjh07RldXF6mpqYwePVrUR27fvs2HH35IaWkpNjY2oh/t7e2Nrq4u2traPHnyhAkTJlBTUyN8u+vXr0dNTY379+8D7wT1Ojo6LFmyhDdv3vDnn3/y6aefMnXqVM6cOfPf+nk2NjZ4eHgQFxdHfn4+y5cvJzo6mp6eHiQSCTNmzODnn38WHk5fX1+++eYbPvroI6qrqzE2NiY4OBhvb2+io6PJy8vj/v37Ygs7PDzM4OAglZWV4lo6YcIEFi5cSHR0NA0NDTQ3N3P16lV+//13li9fzpUrV4iMjCQ5OZkLFy4wYcIEEce/evUq8fHxbN++nZKSEr744gsiIyPZuXOnqBt9++23APzwww+UlJQQExMjhqzq6up4eHhw8+ZN4Q//d0f0/y5KKicnZwfkAp8AE/799QmQIycnZ/v/9Zv+Xz1kKoCmpiZqamooLS1FXV1dbFBaWlooKSmhubmZ3NxcrK2tBYFRJjWFd9NaQ0NDdHV1hUS1r6+PpqYmEbWQ0Uz7+/t59eoVpaWlaGpqihtDNTU1nJ2dqaio4M2bNxgYGGBtbU1vby+BgYG8evWK+fPnC9qcRCJh4sSJAverqamJlpYWvr6+BAcHiyy9jo4Oqamp1NTUUFBQQG1tLRoaGlhYWHDnzh2CgoIE/ObevXtYWVmJHiG80yLIYBVSqRQnJyeeP38ufkZdXV0MDQ3x9PTkzZs3wvvn4OBAWloampqaAkTj5OTE+PHj6e3t5csvv0RLS0tMxf744w+cnZ15+fIlS5cuJSoqSnzwySh6Mv/N27dvef78Of39/WI609vbS0xMjOhSurm54e7uLiadnp6eKCkpYWJiwpQpU9DW1sbKyoq+vj6KiooYHBwkMDBQUCQnT57M8+fPRV67q6sLT09PlJWV2bBhAw4ODty+fZuWlhZMTU3R1dWlra2NR48e4e7uLgAoMry8DC4QFhbGs2fPaGlpQUFBgWvXruHq6oqysjK9vb0YGRnh6uqKvb09O3bsoK6uDhkgqaKiQpBvNTQ0KC4uRkdHB4Dc3Fyam5sFPGb27NkMDg7i6emJsbExZWVl6Ojo4ObmhqmpKQYGBkLkLYM+nDlzBnNzc16/fs3jx49FKfzw4cNcvHiR9PR0jh07xsiRI3n8+DHp6ekC3BQREYGTkxNmZmYEBQWRlZXF8PAwpqammJqa0trayuDgIHZ2dsjLy5OWlkZRURExMTHU1tYSEhIiSJ0WFhaiT5uRkSE6g+PHjycwMJCuri50dHQYMWIEenp6pKSkEBUVRWRkJPfu3cPX15fXr19TUlIiYjteXl6YmZnx7NkzhoeHKS4uFjecrq6uglJ65swZxo8fz40bNzA2NhaHzPnz5/Pjjz/i5OSEh4cHhw4dwtramtbWVrq6uvD29ub58+d0d3fz5s0bnJycKCkpISgoiNevX1NWVoaFhQWHDx9GKpUyNDSEtrY2RUVFlJSUkJ2djY6ODj/88APV1dW8fPlSwKqCg4NF5PPq1ascOXKEKVOm4OPjI+h5LS0tfPnll2RlZQmUvIGBARMmTGBoaAhfX1+hZZFtME6fPi3gPTKPXmZmJmlpaUybNg17e3tUVVUxNDQkIiKCadOm8f7775OXlyciRenp6WLj9M9//lMQep8+fSqgWQEBAbz33nts27YNJSUldu/ejZWVFePHj8fGxoazZ88yduxYsrKyaGlpISQkhGnTphEbGyu2xS0tLcLfGRoaKgAcsq/o6GgWL14seraNjY1oa2tz/fp1Zs6ciZeXFzY2NiQnJ7N06VLOnj2LoqIiISEheHp60tvbS1lZGUNDQzx79oybN28ikUhEqqKmpoa6ujqOHz+OoqKiuC59/vnneHh4CDx6eno6p0+fJjU1latXr1JVVSUgCEFBQVRVVYnPnrt37xIbGyuUO9nZ2XR3d5OSkiISKSdPnkRXV5eZM2fy7NkzoYEZHBwkPT1d9CZlXcsvv/ySKVOmsGrVKj777DOePn1KdHQ0Nv/2HsqqELLo+tatWwW9cuzYseTl5REbG0tMTAzfffcd8vLyguo3btw4xo0bh0QiISIiAh8fH7S0tFi0aJHoxkmlUlxcXHBycqK7u5uPPvqIFy9eoKqqyt69e/Hz82PdunVCA/XixQtcXFyEf1BZWZk9e/bg5eWFRCLhyJEjVFRUMGnSJPT19dHQ0EBfX5+uri6Sk5Px9vbGxcWFgYEBWlpakEgkVFdX09nZSXR0NKGhoeTl5aGhocHr16958uQJjx8/Jj4+niNHjoibTFmnrLS0VGzjy8rKxKFDFnMeHh5m3Lhx7Nq1CwcHB27cuMHevXv5/PPPOXToENu2beO3336joqKCefPmCUemg4MDH374IWfPnhXeUT09PQwMDLCwsCA/P5/79+8zODiInJwckyZNIigoCAUFBXbv3i027gcPHmT16tWCiF1aWir6YQkJCXh5eXHt2jVOnjzJyJEjhQc2MTGR2bNnc+jQITZv3szRo0c5f/48oaGhwvU6f/580QmX9cq//fZbvvrqK2bOnImlpSV1dXUkJCQwatQoKioqUFFRYdGiRTg5OfH06VMqKirYsGEDgNDjXLt2jczMTDIzMzlx4oRwNltZWTFq1ChR05DpMmS/L1tbW5KTk5kyZQpBQUEcOnSI/Px8QZsFiImJITMzU/jsGhoakJOT+28OaBMTE6RSKeHh4WRnZyOVStHR0RGwLxkxft68eSxdupR58+YRHh7O5s2bBeHUzMyM8PBwHj16xM6dO4F3Eczk5GSePHmCi4sLHh4elJeXc+rUKW7cuCEOhf39/dTU1HD37l3y8vKEWsrW1pYtW7YwZcoUnj9/joWFBX19fWzatIn79++L+6Fr165hbW1NT08PHh4eordrY2NDcHCwiEIvX74cZ2dnHj58KPqDtbW1LFmyRNCXZfesX331Fc7OzuzatUv07+/evcv27ds5cOAAu3fv5u+//+bixYvid+3n5wfAwYMHRXohPj4eV1dXiouLmTFjBnPmzMHZ2Znly5ejr69PUlKS2NafOnUKdXV1goODuXDhgujZAqIzN3r0aOTl5fn666+ZO3cu+/fvZ+nSpfT19XHz5k06OjqIjY1lypQpHDhwAA8PD+Lj44UHcuXKlSIGeuXKFeGtTEhI4B//+AcaGhqsWLFCgKD++OMPampquHDhAiNHjhQDB9m1LDg4GCMjI3x8fJgzZw6Dg4Ooq6sLwNXWrVvR0NDg+PHjgjZ8584dUUWTPQcXLlwgMTERZ2dncb8fFRXF2bNnkUql7Nixg5UrV2JgYEBhYSHHjx+nra2NY8eOMXPmTGbPns2dO3eQk5MjIiKCwMBA7ty5w/Xr10lLSwMgKSlJ0OATEhLYvXs3L168YPz48aSlpeHp6UlBQQFHjhzBwcFBfG53dXXR3d0t1Bb/yeN/GiX9BjAEJMCzf39J/v1n3/zH3/1/+SG7qdDU1GTUqFFMnDgRa2trdHR0qK6uRlVVlbCwMFRVVbGzsxOFdkdHR/z8/FBWVkZLS0tMz7KyshgcHMTZ2RlTU1McHByoqqoS+gd1dXUaGxuFwwTe0dra29vp6uqirKwMS0tLPDw8xGRWXl5e4MwTExNF9KC5uZn09HTevHmDjo4ONTU1mJqaUlBQQElJCYqKitTX12NkZISioiJhYWH09fXR2tqKpqamoErFx8ejo6MjJKeWlpY4OTlhZWUlNm+y6EJfXx+GhoYEBweLnHRfXx82NjbCK2hoaEh/fz9nzpzB1NSUpqYmIb6vqanB2NiYTz75hDt37tDU1CQm2l5eXty4cYP6+npu3ryJiooKHR0ddHZ24uHhQVJSErW1tWLq0tfXh1QqxdDQkB07dghB8pgxY3BxceHo0aMUFBSIqNHIkSNF4busrIxRo0aRl5cnaI5FRUWCHujh4UFJSQmZmZlIJBJ8fX1JTU3l5cuXtLe3Iy8vz8KFC5k1axbq6urU1dWJKFNfXx9Pnjzh1q1b3Llzh8DAQBISEoTI/cKFC2hra7Nv3z5GjhyJRCKhra1N9DSWLl1KbGws8+bNo6ioSBSvi4uL2bx5M1paWjx69AgbGxs2bNggLj6+vr4UFxeLw2tubi79/f1kZmYycuRIHBwcuHPnDurq6hgbG5OTk0NhYSE9PT189tlneHl5sWnTJh49eoSFhQWmpqZ0d3cTFxfHTz/9hIeHB25ubtjY2DB58mRRgJbFQVNTU3n8+LG4EamuriYzMxMFBQVevXpFY2MjBgYG9PX1YWpqiqKiIiNGjGD69Ono6Ohw7949FBQUkEqlqKmp8fz5cyZMmICzszOTJk3C0tKS+Ph40tLSiImJ4e+//xYuPGtra/r7+4mNjcXf35/a2lpcXFzIycnBwsKC7777Thxwx48fj7GxMdOnTycuLg5zc3O0tbVFVBzedRtGjx4tyv8pKSnC1+Xr68uTJ0/YunUrEomEOXPmCIfSihUrBL1TTk6OQ4cOoa2tjbu7O9ra2rx+/ZqhoSF8fHzQ19cXh40lS5bg7OxMeHg4x48fFxqFly9foqmpiY2NDe7u7mRlZTF69GgiIyNFd3Xr1q1oamrS1dXFkydPRGw9NDSU7Oxs5syZIzqEFy9e5PDhw5iZmdHe3k5PTw8NDQ1iO1RdXU12djY7d+7k4cOHpKSkEBsbi5WVFRMnTgTg1KlTyMnJ8ejRI4aHh1FVVcXT05OzZ89y9uxZAXWSddUyMjKIjIzE2NiYFStWsHXrVrHBrampYc+ePezZswdPT0+8vLyYPn06SUlJfPTRR5ibm7Ns2TIWL15MaGgo5ubm7NixA19fX44fPy42B3fv3mXKlClcv36doqIi1q5dK2TJsu+TlJREeXk5vb29uLu78+OPPzJ58mTy8/OJiYnh119/xdPTk6CgIO7evYubm5vQUDx9+lR0iE6ePCl0Am5ubpw8eRJ5eXn++OMPsYGVSeV1dXVxc3Pj0KFDJCQkMGfOHBHN2rJlC/fv3xdu1zdv3rB//36MjIyEJqGvr0+kRt68eYOXlxe7d+/G09OTlStXEh8fT0hIiFAihIaGMn/+fDZt2iR6Pb29vTQ1NYnI+aZNm7h+/To+Pj7cvXuXbdu2cfLkSQFgsrGxYfny5XzzzTeYmJgQFRUlwDyhoaF88cUX4j0SGBgohmKyTrAsmvT8JT2RhAAAIABJREFU+XOSkpLIzs6mr6+PX375hS1bttDT00NiYiJ+fn5MnDhROIMzMzPp7u5GWVmZffv2YWpqip2dHevXr8fOzk7g/mWDChmZNCMjQwCdVqxYwapVq0T30cLCQvS8i4uLKSwspLGxETMzM4qLi0lNTWXfvn3U1tby/fffExsbK6KXsrqDLKYuS9TIFAw5OTn4+/vj4+NDT08Pf/75J7t27RJAC0BQB7u7u3n58iV//PEH48aN4+OPP8bMzExs1mUJBU9PT+Lj4zE0NCQ9PZ0JEyZQWVlJTEwMTk5O6OnpsXr1aj777DPi4uK4efMmEydOpKioiOrqaqZPny5AOWlpaRgbG/Pw4UOioqIoKytj0aJF4t7H0tISExMTkpKSSE1N5csvvyQ0NJSgoCDgnfdsx44d6OnpAe/AI7L4t4WFBbW1tYIweubMGcLCwujs7KSsrIxPPvkEOTk5IiMjmTdvHkpKSgDo6emhoKAg4HEqKioCdrJw4UKhobl16xanT5/m/fffx9vbm/b2drS0tHByckJLS4uhoSGkUimrVq0iNDSUyMhIpFIpISEhrFu3DoDBwUEiIyNpbGykt7cXOTk58TrR1dXFxMSEgIAAGhsbaWlpISUlhTVr1rBkyRKWLFkiKiZJSUksX76c0tJSFBUV2bFjhxi2yt7LTk5O3L17l5iYGLy9vdHR0WH79u3o6+tTXV2NiooKNjY2KCgo4OLiwtSpU8UwuLCwEH9/fywsLAgICEBLS4unT59SVFQkBqJaWloUFRWJe5gJEyZQVlbGmjVrKCgoYPv27WzZsoXz58+LQ9GSJUuYOHGi6EHW1tbi4+PD3r17kUql7N27l6KiImbOnIm/v7/oyskO6hs3bsTX15fp06ezfv16FixYwIYNG5g+fboYTmzduhWbf7tiy8rKWLt2LW5ubgQFBdHX10dwcDDwDnIzMDDAhg0byM7OJisrC3V1dcaOHYurqyteXl6Ul5cTHh4OQEtLCx0dHeKwP3nyZPT19fHy8uLZs2f84x//4MSJEzg5OTFt2jSsra3x8fHhs88+E2RtOTk57OzsxGsPED3rmzdvUl1dzdu3b9HS0kJVVZVJkybx1VdfMWnSJPH35eTk+PHHH/nmm28IDw+no6ODvXv3kpOTw927d0WPr7y8nNDQUHR1ddm/fz937twhLS2N9957j5s3b4qBeVZWFkFBQURGRuLi4sLixYuJjIwkPj6e/fv34+Pjw+rVqzE1NRXv1dmzZwvlir29PYCIfHp5eVFXVyeUW9OmTcPZ2RlAeGLHjx8vYtdDQ0NiICL7ueEdgGbUqFECzvOfPP6nuooGQBPwlUqlhf/+M3cgA+iSSqXG//FP8L/40NDQkMocesbGxnR0dNDf34+CggIGBgakp6fT2NgoCsGy0qampqaQ+r548QJra2uxdWltbcXe3p6amhohde/p6cHQ0BAzMzNu376NiYmJODAZGhrS1tYmcPt3795l1qxZAiIRHBzMn3/+KSYpWVlZoodkYmJCf38/GRkZeHh40NnZyfDwMFVVVfj5+QlVgQxN29jYyMKFC8nIyCA9PZ333ntPHFo6OzuJiori1KlTKCsr4+/vz+XLl9myZQuxsbG4u7vz119/CYKnrq6ucN8kJCSgqKjIjBkz6OrqIi8vT2xE7OzsuHjxIsuXLxc3jLL/Y/ny5aLA/vz5c9ra2ggKCkIqldLe3o6joyPZ2dmMGzeOmpoa8vPzmTlzptgs6ejo8ObNGyZMmMDw8DCnT59m0qRJKCkpUVhYiJ2dHa2trdTW1mJmZiborEZGRpibm3Pt2jXCwsIoLCykvr4eAwMDMeHNzMxk48aN1NXVkZOTg7W1tYiyJSYmMmHCBCZPnsz+/fsJDg6mrq4OR0dH7t27JyTIeXl5zJgxg9bWVmJjY9HU1BQTs7i4OPbt28fx48cpLi4mPDyc5uZmBgYGxEbDz88PiUQi/GxDQ0PMmTMHRUVFUlJSqK+vx93dnXnz5vH48WMhc7W3txdwEllcsq+vDyUlJYqKinB0dMTR0ZG2tjahsVi/fj0VFRVkZWUxMDBAf38/S5YsITMzkxcvXvDVV1/xyy+/CGCGo6MjWlpa1NTUUFlZiaOjIw8ePKC9vR1LS0va29vp6Ohg7ty54tDV399PWloa69evF/+uoKAAZWVloXApKysjICCAO3fuEBUVRWFhIWPGjOHx48fU1tbi7u5OYmIiUVFRyMvLo6ioSG5uLsbGxty/fx93d3d6e3tFyf/OnTsoKyvj6uqKoqIi2dnZWFtbs3LlShHBmThxIikpKcjLy1NaWsr69et5+vSp6NTdvn0bOzs7hoeHCQ8P5+jRo2zdupW7d+9SUFCAvb09AQEBtLe3c+vWLczNzbGxscHc3JzExET27NnDP//5T4yMjBgYGCA0NJSAgAA2btyIq6uriPdqaGjQ0dGBm5sbcnJyqKqqkpycjJ+fH8PDw/z11194enoycuRIzp8/L5Qn69atIy4ujoiICOzt7Xny5Ilwd8o+hPX09Hj27BmvX7/G2tqayspKuru7WbBgAb29vWRnZ4tDQGZmJuvXr6e8vJyKigrKy8s5f/489fX1Ase/YcMGuru7qaiooLm5mYKCAqZPn45EIhGDroaGBpqamoiKiuLmzZt4enqiq6vL+vXr6evrE9RBW1tbNDU1Rf9KFhfy8PBAQ0OD3Nxc3NzcKCkpoa2tTThQ6+rq6OzspKamRgCxZFvWvXv3snbtWoKCgqioqMDGxgZNTU0SEhIAOH78OEeOHOGDDz7g9OnTTJs2DQUFBb7//ntUVFT45JNPGBwc5ODBg0KjU1hYSGdnJ+bm5uKQMjQ0xKNHj9DQ0GDevHlcuHCBe/fuER8fz+PHj6mursbf3x8FBQVyc3NF51ReXh51dXX+8Y9/8MMPPzA8PIyPjw/y8vLiZlXmvVuzZg3x8fGcPXuWhoYGfH190dLSQiqVYmdnh4mJCSNGjCAjI4OamhqBVYd33ZV169axdetWDh06hEQiwcTEhPfee4/ff/9dKD0iIiLEdF1HR4ePP/5YbCM1NTWpqqoiJSVFKCFsbW25d+8ec+bM4dq1a9y6dYs1a9ZQX18PvNsu2tnZCaK0s7Mz165dY/ny5SxYsIDff/+dmpoaOjo6hN6msrKSDRs2cPToUTQ1NXF1daW+vp7q6mqxlY2NjaW0tJSPP/6Y8vJylJWVefToEVOnTiUjI0O8v2RJHwsLC+7fv4+SkhI7d+6krq6O9PR0qqurCQsLQ0NDg/PnzzMwMMCUKVMEEOfnn39m48aNeHt7U15ezubNm1FRUaGlpYWDBw/i7+9Pbm4uixcvZvLkySLG3NDQQExMDGFhYWhra3Pt2jUxmZeRAF++fClu+MrKyjhw4ACff/45u3btIjo6mu3btwudxPLly0lLS2Ps2LGiR56RkcG9e/fYsmULaWlpaGtr4+zszJ07d/Dx8UFHR0fc6MuUJitXruTs2bPi3kemIJA9HBwcWLZsGbt27WLWrFkYGBjw+++/i4GYoqIiSkpKKCoqYmRkRHZ2NoaGhqipqYlKxr59+1i1ahVycnLCpStz5skefn5+4nUG0NPTIw7SAD4+Phw7doyDBw8Kj9+hQ4c4f/48CgoKWFlZsWrVKuFZDQgI4McffwQQG8fGxkY8PDzQ09NDRUWFlJQUJBIJo0aNYvny5WzatAlPT08MDQ3p6+vD2tqap0+fEhoaSmxsLDU1NcjJybFz504KCgq4ffs2Tk5OAljW3t7Os2fPBI3WzMwMRUVFfH19OX/+PABXrlxh5cqVjBw5koKCAlauXEl1dbXooefk5Ih+97Rp0ygsLGTfvn1s2bKFRYsW8euvvwrHcl5eHpMmTcLc3JySkhJxY6+pqcmjR4+Eq052UH3+/Dk2NjYoKyuzYsUKrl69iqWlJVu2bBFeSJnT9eLFixQXF7Nnzx7s7OxEHzwiIoLRo0fz1VdfsWDBAkJCQjh//jwpKSlcuHABBQUFli9fLqBMq1ev5ueffxbJt+LiYoyMjAgMDGT8+PHk5OTw5MkT5syZw5EjR1i1ahWZmZm0traKVE9ISAiXLl0C3m3rZJs62dC/v7+fx48fC/7EmjVrOH/+PIsXL8bFxUV4YXt7e1FTUyMoKIixY8fi5+fHuXPnRBqlqqpKXNtki5i+vj4kEgnXrl0TByk5OTkcHBzQ1NTk2bNnaGpqIi8vz+LFi6mvr8fKyoojR46gqamJk5OT2Jxv3rxZALVkve+TJ08yd+5cpk+fzuDgIF1dXUydOpUZM2YIfYiMbaKpqcnt27fp7OzkxIkT/PXXXwwNDbFixQpaWlq4ffs2T548YfPmzWRnZ2Nvb095eTmrV68Wiprt27ezZ88eQUH29vYmJyeHmTNncv78efT19cU1YNq0aTQ0NBAaGsqBAwf+T3UV+4CXUqlU2Dd3797dGB0dvRgw37179/8vtobffffdbhUVFbGdkhG3NDU1efPmDdra2gQEBNDU1CR6C/r6+hgZGVFZWUlLSwuampqoqamhpKQk4m3KysoYGxuLA5kMcf/48WOGh4dpbm7GxMREiJ1NTEzIyMhAUVGR0NBQ/vnPf+Li4iIoUFpaWjx48AADAwNUVFTQ0tISPTwXFxfCwsIE6ESWHx4eHsbNzU1cAMrLy9HV1eXSpUtIJBL8/f2Ji4sT0VZ/f38KCgoICgpCTU0Ne3t78UZ0dHSkvb1dxDvi4+Oprq5m1qxZNDU1YWJiQlZWlvA6Xb9+HUtLS16/fk1kZKTo+RUXF3PixAl8fHyEHNfc3BxlZWVBfZVt5WTORi0tLeGYbGpqoq6uDkNDQ/FlbGzMjRs3mDFjBnl5eaipqVFWVoaCggLFxcVCdyDruCgrK6OiooK2tjavXr2iu7sbHx8fHjx4gLW1NQEBASQkJDBy5Ejy8/OprKwUmGtXV1cuX77M6NGj0dTUFOXf2NhYwsPDqampoampicbGRnx8fGhqaiI/P19s7WRTz4cPH9Ld3S0ONi4uLkKr0d7eTnNzM11dXcTHx9Pa2ir6nTLpu6KiItXV1bS1tbFz505yc3O5fv06ioqKeHp6kp2dzdOnTzEzM2PMmDE0NjYyf/580Q+VkS/r6uqEYPf169eMGjWKnp4exo0bx/z58xkYGKCkpISxY8dy5swZJk6cKNQc165dw8zMDD09PWpra0lJSWHGjBkifjg4OEhbWxvFxcWoq6uTlpbG8PCwiDg/ffoUOzs7Zs+eLd5Dubm5SCQSbGxsRJ/KzMyMV69e0dTURHV1NWZmZuKA6+XlRVlZGTY2Nujq6qKnp0dXVxe2trY8fvyYoKAg5OTkkEgkgkqoo6NDfX29UNCoqKhQWVnJwMCAAOVYW1tjZGQkyF1PnjxBTU2NlStXcuDAAfz8/Lh69SpeXl4YGhri7e2NvLw8NjY2vP/++8TExODu7o6hoSFubm60trbS3NyMs7MztbW13L59m1evXqGhoYG3tzevXr3C29ubuLg4QV1VUFCgr6+PqKgo0WeztLRETU2Nixcv4uHhQWlpKSNGjKClpYXFixdTVVUlFBg6Ojo0NjZSVFREfX290IHI4qU6OjoMDQ3R2dkpuqC6uroYGRnR09ODvLw8CQkJbNq0CXNzc6Kjo0lMTARg69atmJqaCjdla2urcJLKPIE6OjrY2tpibm5OXFwc8+fP5969e5SVleHs7Cyoez4+PigpKXHt2jWmT5+OpaUlXV1dosN948YN9PX16e3tFQCk1NRUMQi7fPkyw8PDdHV1UVFRgZycHEFBQULrUVlZSXh4OJqamrS0tIiEh5aWFoqKisIbeePGDZSUlIRA3MLCgvr6esrKyoQoWEar1tTUJD09XUS7w8PDhQYkIiKCbdu2id+Fu7u7qB+YmppSVlYmHIcrV64UB2B9fX2qqqooKCigra2NI0eOkJmZycDAAG5ubmRmZvLFF19w6tQp1q5dS1paGhEREWhpaXH37l3a2tpwd3fn448/ZteuXQLI0dTUxJMnT9i9e7cYciQnJ2Nqasrz58/Zv38/QUFBAh9fUlKCh4cHhw8fRlVVlYyMDK5cucKNGzdEp7Szs5P4+HhOnz5NVlYWEokEMzMzEhIS0NPTEzE+2fU1IiKCX3/9lQkTJtDR0UF8fDxTp07l3LlzorMfGRnJ8PAw6enp+Pv74+TkxKhRo0hLSyM0NFRcx/X09MRGsru7m+LiYqZMmUJzc7MYIspgUoGBgTx8+JDRo0cTEhLCDz/8gKOjIyYmJujo6GBqaoq2tjZffvklLi4uvH79moCAAOrq6nj27JnorVtYWODr68vu3bt58OABenp6LFy4UKQfCgsLBSX6ypUrNDY2ClVJf38/5eXl7N27Fzk5OVatWkVPTw8vXrzg+PHjODk5UVNTg4KCAvfv3+fIkSM0NjayaNEivLy8OHz4MIaGhnR0dDA0NMT06dORk5MTqgxFRUXc3d25fv06BgYGREREiI6fvr4+U6ZMYdy4cRw7dozo6Gi2bt1KWloakZGRRERE8Oeff/Lq1Ss2btzIxIkT+fXXXyktLRWRe6lUyq5du3j27BmzZ8/mzZs3TJkyhaqqKnGtCgsLIzU1lbi4OEpLSzl69Cj79+8nNjZWiMl7e3v57bffePHiBZ6enhQVFfGvf/2LwMBAYmJi+PPPPzEzM8PPz4+NGzfi5+dHcnIyt27dYs+ePZSXl/P5558zZswY4uPj6e3tFe7N7u5unJ2dCQ0NFZ/z9vb2GBsb8+jRI7q7uzl06BC3b9/m2rVraGtr4+vrS1NTE+np6eTn56OpqcnatWuJiIhg5MiRrF+/ntLSUqqqqggMDKSlpYXHjx+Tm5tLZ2engGXJFBwlJSXY2dlhYWHBunXriI+PJzo6+r8N6WQgkZaWFlasWIGioiKjR48mIyOD2tpa9PX1Wbp0Kbt27UIqldLa2kpZWRljxoyhqakJVVVV6urqeP36tfA0NjQ0sGnTJuTk5IiKiqKpqYm3b98SFxfHokWLxAFaltZZunQpycnJtLa2EhgYSFJSEk5OTlhbW+Pi4iJe9/AOYjV//nyioqK4ffu2SHj09/fj7e3NH3/8wa+//kpISAgdHR3cunULAENDQ+HRlN3nJCUlCfiOp6cnmpqanDt3jp07d/Ly5UtxgJNIJIwePVosLWRDfhmUz8zMjKSkJD7//HPa2trIyckhNDSU6Ohojh07RlRUFDExMSxcuBB9fX1aW1v54osvKCsr46uvvmLv3r2Ehoby/fffIycnx+TJk8nLy6O9vZ3CwkLCw8NFWig6OpqjR49y7NgxLl26RGtrKxUVFZSUlODk5ERYWBh//PEHAwMD2Nraiu1jZWUlhoaGnDhxgq+//hpHR0eePXvG+++/z9q1a4F3acWnT59SUlIi1BSTJk1CTU2NQ4cOsWDBAvz9/amurmbs2LEMDg6yc+dOSkpKiI6O5vTp07x584akpCQcHBwoKioSG/2PPvqIM2fOcPDgQWJiYvjkk0/4+eefCQsLw8TEhMjISDFkg3ccg+7ubq5duwb/Ycfwf7oxrAJMgSipVBr77z+bB1wBaqVS6X8eZv1ffKiqqkqdnZ3FIePRo0eiy2NiYkJubi6jRo0SBMyamhosLCxQU1OjsLAQLy8vKioqhFiyu7sbLS0tPDw8ePPmjbjpksFkZP5CT09PsrKyBPHU0tJSdGOcnZ35+++/hUvO0dGRnp4egYq3srLi9evXODg4oKKiwosXL5gwYQKvXr0iICCAp0+f0tnZiYWFBQ0NDXR2dlJVVSXW7+Hh4VhYWBAXF4eOjg66urq0tLSIC9D/w9x7R1V1tmu/vyW9996RXgQBEbugiEixYay8thhjTKyxp2iMGuNrjNlJjEajRo0mRMUuCmIBBRTpgtIWSO9NOqzzB+96vm+fccYZ+3vH3mecOQbDMtC1mGvOZz73fV/X75JvNIYPH46HhwcPHjxg/PjxGBoacvPmTcaOHUt/f78YnysoKHDv3j2xQZRHYejq6oppprq6Os3NzYSEhAh0/5dffsnZs2extLSkpaUFTU1Nurq6CAoKIi4uDl1dXQGoqaurIzAwkJcvX+Lh4SFy+eQB6OHh4aSnp6Oqqoqbmxv3798XxEw9PT1R9CgpKXHq1CnGjRsnICFv375FWVkZT09P4uLiGDlyJM+fP2fy5Mnk5+cLQ/Lw4cOxsLBAU1OTvr4+0tPT8ff35/bt20L6V1xcTFtbGyoqKhgbGwvt95gxY3j69ClNTU24uLjQ3t5ObW0tmzZtQiqVkp2dTUFBARMnThTnrKenRwTJent7C/IeIDyI+fn5NDc3Y2RkJDrF8uuuqqpKyK6MjIyoqKhAIpEIaZE8rNrQ0FDQuOSyEH9/fzIyMsQENy8vj6lTp9Lf34+trS2PHz+msbERdXV14XuR09P09fUxMTERHlULCwvy8vIIDg7G3t6e58+fY21tze3btwXxTSqVEh4ezvnz50VY8tmzZ/H29iYrKwuZTCZyEFNTU3F3d0dFRYXi4mIkEomA/YwaNUo0QPT19UlKSqKhoUFIAu/evYuCggL29vbU1dUxZswYSktLGTZsGCUlJVy7do3Ro0dz7tw5vv76a4yMjKiqqmL58uXcuHGDtLQ0IiIiUFRUFPfljz/+yJQpU8T5LSgowNTUFAcHB7q6usjNzcXV1ZXhw4dz/fp13nvvPXJzc4VUVp6tKZc279u3D6lUSnJyspCo2tjYYG5uztmzZ1m3bh1paWlYWVkRExPDxo0bqaysxNTUlD/++ANdXV2KiopQUVFh/PjxFBYWoqysTFFRETt27KCyspLy8nKUlJTw9vYmNzdXdNnv3r0rAE0ODg64u7ujq6uLubk5NTU1vHr1ip6eHjIzM/H29sbS0pL+/n4++eQTPvroI8rKylBRUWHFihVoampy6NAhVq5cyalTp4S398KFC4SFhSGVSmlsbKSmpoYdO3Zw4MABJk2aRHFxMWvXruXRo0fcvXuX0NBQ2tvbBZXX3t6emJgYAKZOnUpTUxPv3r3j9evXfPDBB1y/fh1bW1scHR1xcHBAIpGQn59PQ0MDfX19AjKydu1aIVXPzs5m48aNDAwMkJaWJq6fmJgY1q1bR2JiooibuH79ugAxvXr1isjISHE/jxkzhl9//RU7OztaW1vR19envr6eFStWoKurK0Aa+vr6nDhxAmNjY1auXMnFixdRVFQkKCgIqVTKvXv3BIb+4cOHTJo0iUOHDmFra0tAQIAoxgBx7szNzYV/PDc3Fzs7O9TV1Rk5ciQSiYSkpCQOHDjAnj176O7u/k8ZaRKJhMLCQhwcHPDw8GDy5Mn8+OOPwFBQe2lpKdOnT2f8+PFiEgkwbdo0ysvLUVRU5M8//8Td3V10vRcvXoyxsTG//fYbdnZ2IhJKV1dXkBufP3+Op6cnnp6eXL58GXt7e4Gvl2eSpqenCx++s7MzVVVVWFtb09jYiLKyMqampjg7O5OQkCByUltaWoTSQh7FEBYWhoGBAWlpafT19Qn5n/z9btmyhXv37lFTUyOkevIw7bS0NKqrq8X3yn2Hg4ODaGtr4+joSEpKCr6+vpw+fZoRI0YwZcoUgoKCOHr0KNOnTxdU5JEjR2JtbY2uri4WFhbMmTOHqVOnCkVSTk4OkZGRxMfHs2bNGmJjY0Um7IYNGzAwMCAmJgZdXV08PT0pKCggJSWFjz/+mOzsbO7cuYOlpSWjRo3i6tWrjB07ll9//ZVNmzYREBAg8gPnzp3L06dPqa6u5ocffmDdunUMHz6coKAg1NTUuHDhggDeFRQUsHbtWnGvaGpqkpubK5pfI0aMEB5QT09PMUUKCgoiMTERMzMzrKysCA8P54svvmDcuHFMnz6dzz//nFWrVvHrr78ik8mwtbWlra2N5uZmAgICaGtrE3mIHR0drF+/nlevXmFtbc2pU6coKSkhISGBzz//nOrqarZt20Z1dTXnzp0DhjInJ0+eTExMDMePH2f27NkcOXKE7777DjU1NXR1dbl58yazZs1i8uTJbNiwAQsLC0aNGoWzszOKiors27eP6dOnC1XF9u3biY+Px8TEhAcPHjBq1Cju3LnD1KlTRTNt3LhxbN68mTlz5vDy5Ut8fHyEDNDAwIDOzk5aW1sxMDAgOjqa7u5udu3aBQzJoSsqKigoKBC5seHh4axYsYJFixahra1NXV0d3377LWVlZQwODvLzzz//p4B0b29vXF1def36NS9fvmTlypU0NTVx9epVtm7dirOzMytWrOD8+fN89tlnojjfvn07qampPHjwgOXLl2NhYUFZWRnnz58XNpHAwEA+/vhjMUA5c+YM2tratLa20tLSgkQi4csvv2T37t1ERESImDW5Ak2+x+zt7WXTpk2MGTOGwcFB0tLSxPuXF15yQJSCggK9vb3U19fz6tUrWltbWbZsmZCXFxcXc/36dVxcXHjw4IEgHM+aNUsUyPr6+pw+fZr9+/ezYcMGYEhCGRAQIKI1fHx8KCgoYMyYMcTHxyORSPD19eWXX37hl19+4dSpUwDMnj2bp0+fUltby969e4mLi0NNTU3Qcv/++2/WrVvHsmXLOHDgAF5eXri4uIi87R07dois7V27dmFsbMy5c+dYsmSJGATJ48LkEtuBgQFKSkrw9vZm586d+Pn54ebmRnt7u1D0jRo1CgUFBebPn88nn3yCpqYmf/zxB6dOneKf//wnAwMDLFu2TFDiQ0JCBF1aX1+f3t5eUlJS/q2J4X/VY3gDUAT+lkgkXRKJpBOI+de/v/Z/+qL/U4fcQCqXCXl7e4tw7by8PNzc3ADEdEVHRwctLS0aGxtRU1OjpaUFFRUVJk2aJCArGhoaDA4O0tjYSHd3N/b29iL/zszMTEwP5R2QtrY2MjIy0NXVpaGhgfPnz+Pq6oqrq6tYfAYHB3F0dESBRaVEAAAgAElEQVRbW5vy8nLR7ZfHIMihMrW1tdTU1CCRSOjq6gLAw8OD0NBQCgoKmDp1Kk+fPkVFRYX6+nqsrKwEUS8kJIS5c+eSmpqKt7c3LS0tXLt2DR8fHzGZmTRpEh0dHTx//pzu7m5KSkp4+PAhYWFh5OTkkJiYiLa2NpaWlnR2dlJfX4+xsTESiQR/f3/y8vJEDMOePXswNDQkNDQUbW1tKisrGRgY4OrVq7S3t6Ompiby/ORkKDnJzM7OTvgGdXV1uXPnDgYGBqJzsmHDBlxcXMjKyqKiokJMBJOSkoiMjOTevXs0NDTQ2NgoqJ3a2tpC+qKpqcm7d+/o6Ojg2rVrTJo0CQUFBZSVlUVguIGBAVevXmXatGmUlJRw69YttLW10dbWJjc3l/r6ekF+7OnpwcvLi+XLlzNixAi8vb3x9vbm22+/5dGjR+jq6rJw4UKCg4PR0tLC19eX+fPn8/jxYyZNmkRmZiZ9fX1MmjQJe3t7AUZYuHAhjY2NLFy4kGfPnnHjxg2mTZtGb2+v2LAMGzaM8+fP093dTU5ODuPGjaOoqAgTExPWr1+Pjo4OGhoaHD16lJqaGrq7u0lMTCQkJAQ9PT2GDRsmHq7yCer06dMJCAhAW1ubgIAADh8+LPL1Ojo6yMzMFECP2tpa+vr66O7u5tq1a6ipqdHe3o6zs7MgyTk4OIiQYl1dXSEn0dHRYdy4ccyePRtjY2OKi4vFPaijo0N4eDgtLS0oKyvj7u5ObW2toEmWlZVhZ2cnvGIXL17E3Nycvr4+tLS00NbWxtTUFENDQ54+fYqpqSkrVqxATU1NNCCkUil2dnaMGzeONWvWMH78eExMTHjx4gVJSUmUl5ejoaFBQkIClpaWyGQyfvvtN2xtbRkcHKSkpAQTExMiIiJIT09n7ty5pKSkMGnSJObOnYuJiQlRUVEimiEgIIBdu3bx8uVLFBUVqaysFHERZWVlqKur09rayowZM0TDIC4ujpKSEn7//Xc2b95MX18f06dPF4hvuX9n4sSJHDhwgJqaGp4+fYq9vT1FRUXY29uTnZ2Nnp6e6MjLC8LCwkKKi4upr68X4b2ZmZliAz9jxgwSEhIICwsTwcs9PT3iZ581a5bIavr222+5e/cus2fP5tatWygqKnLo0CEiIyM5cOAAnZ2dAvOvr6+Pra0te/fu5c6dO4SGhpKXl4elpSV///03hoaGhISEUFJSQllZGR9//DHnzp1DQ0MDV1dXUlJShJf3t99+Q1tbm7dv36KmpoaDgwOnT5+msLCQwMBA4aM5deoUP/zwA87Oztjb25Oeno6Hhwf//Oc/8fb2FpRReZTLhAkT6O7u5vfff6epqYmmpibi4uKwt7fH2NgYVVVVwsPD8fLyYu/evaL5VlBQwJdffsmWLVvYsGEDBw4cwMXFhcHBQV69ekVcXByTJk0ScSp3796lsbGRwMBAVq1axapVqxgcHKSnp4fZs2ezYMECtLW1GTt2LIAIT582bZpoWGpqauLv7893330nfFbyBqUcJlNWVkZhYSFjx44lLy8PCwsL1q5dS11dHVFRUWJzu3v3bn755RdgqOkj3zzeuHGDI0eOCJ/KhQsXaGxspK+vj66uLtLT0yktLaWsrAxbW1tRUMj92wYGBqJxNX78eNzd3Rk3bhxjxoxh4sSJ2NraiueusbGxyJtcunQp165dQ0FBQcjc5AHRysrKKCoqYm9vz61bt0Sm38SJE4XEUL7OHDt2jKysLGpra0VkVG1tLQkJCejo6LB06VKx+XZ2dqanpwczMzPCw8OF10hLS0t4cbOystDT02P+/PlERkYKf7d8I//kyROWLl2Ks7MzSkpKlJaW4uzsTHt7OzNnziQ6OprVq1fT1tZGY2MjJiYm3L59m5ycHFavXs3jx49pa2sjISEBKysr4uLiuHPnDnp6etjb2/Pw4UOcnJyE5zMuLo7a2loOHDgAwOXLl6muriY0NBQ7uyEeoKGhIcOGDeOHH36gsbGRUaNGYWxszPjx4/npp5/EJHXFihVERkaSlJQkiImBgYGiKDx48CASiYSFCxdy6dIl/P39UVVVxdDQkI8//pjMzEwOHjyITCbjxIkTrF27Vpzb5uZmbt++TUpKCo6OjsAQHCMqKorvv/+et2/fcurUKfLy8vj888+JiYmhtrZWyMAVFRXFvsfQ0JB9+/Zhb2/Ptm3biIiIEPLApKQkmpubmTp1KsbGxly7do3FixejpaWFra0thw4dIjk5mSlTplBQUEBtbS0aGho4OTkJiripqSlPnjzBx8eHmpoakpOTiYiIIDk5WUjuw8LCUFVVFV7xuro60fTX1NTk9OnTtLW1cfDgQTZu3Ehubq74eaRSKRs3biQ5OZnExETx2S5ZsoTffvuN9PR0ARuRD2xkMhn5+fmMHj2an3/+mfHjx6OsrMzVq1fZsmUL3377LStWrAAQPl0VFRViYmKoqqoSMtr29nZiY2NFkT1hwgRev36NTCbj9OnTjB8/XvgilZWVRfQEDJGLc3NzsbCw4PTp07S3txMVFUViYiI7d+7k8OHDIvbJ2NhYePvl+yP5dbt48WI+/fRTTp8+zZkzZxgYGKC8vBwFBQVSU1PJzc3Fx8eHqqoqcV1fv35d+ARv3LiBv78/Fy9eRFtbm+XLl9PW1ibuURiSdZeXlzN27FgsLS1RV1cnISEBiUQigGUffvgho0aNws9vqF6S30tPnjzhyy+/FERwmUyGubk5R44cQUNDg8jISAIDA0V8SnNzM0eOHKG+vp6bN2/i4OCAsbExhYWFPHr0CIlEgq2tLYsWLRLRRiYmJuzbt49vvvkGAwMDduzYAQxZOc6fP09UVJTYc54+fZorV65QXV1NQUEBUVFRODo6UlJSwnvvvYetrS2LFy8WDTYPDw9mzJiBm5sbjx8/FuvYv3P8VwvDz4E8QAKoAKr/+n0e8MW//er/zYdEIqGxsRE7OzusrKxobm5GVVWVsWPHYmdnJ3II+/v7RaRFV1cXysrKjBkzho6ODvGwsrCwQF1dna6uLlpaWnB1dSUwMBBTU1OqqqpEt1hbW5vHjx/T399PbW2tkEtWVVXh4OBAR0cHfn5+XLp0iYKCAiwsLOjr60NfX58JEybg5OSEg4MDLi4uKCsr8/btW1xcXPD29sbGxkZ0dru7uwVOXF44ZWRkYG5uTl1dHb6+viQkJKCgoICmpib19fUkJiZib28vTPdTpkwRXTA9PT3S09N59OgRs2fPxsHBgebmZnp7e7l+/Tq6urqsXLkSOzs7UlNTycjIoLu7G21tbWQyGbm5uZiZmdHR0cGnn37Khg0bsLe359mzZ0K69+rVKxGyLpFIWLVqFXPmzMHb25umpibs7e1xcnKioqICa2trVFRUxOdibW0t0N/Hjh0jJyeHCRMmoKKiwp07d0SkR3NzM35+ftja2mJjYyNkInLQzPDhw0V3VyKR4OHhISI05AChlJQUkQHm5eWFk5MT7u7uggL6j3/8A0VFRdrb25FIJGJ62tjYKLqB7e3tAtTj4OBAe3s7Z8+excDAgPT0dM6ePcv69etFiLkcAjBt2jSSk5PR0dHh66+/5r333hMFlTyrrL+/n4aGBjHltrCwEAWKuro6dnZ23LlzR+TmyaWrysrKREREEBYWxtOnTzEwMODx48eMGDGCmTNnimbDiRMn6OjoYPTo0aJDJc86k3daa2trmTdvnvDaDhs2TDyEOjs70dHREZNIQ0ND+vr6qKurIy0tDQ8PDyF5GRwcpLKyEjc3N+bMmYOnpyeLFi2itbWV2tpaRo8eTW9vr9hIv3v3jvz8fF68eCGAEfKMpdraWnx8fCgtLcXIyIiMjAw6OjoYN26cIO51dXVx+vRpIaOS5z+ePXsWGxsbrl27JnwABQUFrFixQhS2r1+/Zvfu3eTk5FBbW4u7uzsNDQ1cuXIFTU1NkpKShLTr8uXLortYVlbGmDFjsLOzY968ecJXIs/HLCsrIy0tjc7OTu7du8eJEyfQ1NSkrq4OPT09ent70dHRITY2lvDwcCZNmkRBQQE6OjoYGBiQl5fH8OHDRSSMgoICx48fx9ramvPnz5OZmUlvby/ffvstDg4OYooul6+ePHkSFRUVvv32W8rLy6muriYlJYWPPvqIUaNG4e/vz5QpU5BIJIwYMULAHGxtbYmKigKGwuPlpDoY2jh/+OGHhIWFAUOwCB8fH9LT03n48KGYTvv5+fH27VsyMzOpqakhKCiI7u5uEc5uaWlJfHw8KSkpVFdXk5iYSFVVFW5ubmzYsAGpVMrx48dZuHAhd+7cYc2aNezdu5eioiK+/vpruru7yc3NFU3ArKwsGhoa+Mc//oGJiQmrV68Wnqi7d+8SHR0taLRyHL9UKhVdcQsLC4YNG4ampiZfffUVT548Yffu3Zw5c4b4+HhsbGzYvHkz/v7+XL58mZUrV+Lu7k50dDRJSUlIJBJBc2xvb8fX15fExERcXV05efIkN2/exN/fn48++oiBgQG8vLwIDg4mJyeHiIgI3rx5w6JFi1BTU8Pe3p6LFy/S0tJCWloa9fX1xMfHs3z5chobG6mrq+P777/n77//5uuvv+by5cucOHGCxMREPvzwQ65cucLatWu5fPkyv/76K3fv3iU+Pl5kbk2cOBE9PT0cHR3Zvn07aWlprF27lgULFmBvb8+bN2/ENEMuyX/x4gVSqZT29nY0NDSEAmXcuHGoqqri6OhIZWUlhYWFomiWQyhevnwpQGYjRowgKipKZChKJBIBdBkzZgzjxo0jJSWFmTNn4unpKXw88tzi7Oxsjhw5gkQiYc+ePezZs4clS5agoaFBWVmZiLiIiopi0aJFjBw5Ulyr7e1DiVvl5eU0NzcDQwHc1tbWNDc34+/vz8DAgJADy+Eoctl3dXU1T58+pb29XeD9P//8c06fPk10dDTz5s3DyMiIjo4ONDU16ezsZNWqVQLstX//fvGzLF68GAUFBTo7O3FwcEBBQYHo6GjCw8Px9vYWALyMjAyOHz/O9u3bhSdPfl/OmTOHjRs3itgmGPL6qaioMG/ePFG4Gxoa4ubmxueff87Lly+Jiopi4cKFlJSUiJxTOQ0S4MGDB2RlZVFWVsbLly+pq6ujsLBQeKzkxWB/fz+AaHjNmDEDExMTkpOTkUgkzJw5U0yjCgoKWLlyJSoqKly4cIHOzk4RE/G/r/Wtra3ExMSwc+dOFBQUSEpKws3NjYULF/Lnn3+ybds2EZ0k/zwvXLiAhoYG33//PfPmzWPVqlUkJCTQ0tJCe3s7kydPFk2RAwcO4OnpKbx8MDRo6OjowNvbm5UrVwIwc+ZMMYB4/vw5lpaW2NraYm1tjZmZGSEhIRw7dozMzEyOHDki1BrNzc3Y2Nhw+/Zt3N3d6erqwtHRkcHBQTIzMwVM6euv/5cr6+TJk6iqqtLT08ODBw8ICAigpqZG3D+HDh3ijz/+EOdJJpPR0NDAmTNnmDdvHrGxseI+kUs45Z+RjY0NVlZWSCQSIiMjWbZsGZ9++imNjY0EBwdz4cIFMYmbNm0anp6eJCQkCJ8bDDVOIiMjkUqlojB89eoVkyZNYtasWeTn5zNs2DD2799PXFwcH374Iebm5piZmdHW1oZUKsXCwoJly5aJ5+i+fftwc3PjzJkzWFtb89NPP3HixAnmz5/PwMAAysrK2NjYMHfuXH766SdevHhBZmYmNjY2qKio4OLiwrRp08SAxdfXVxTZM2fO5PLlyxw+fJhr167x4sULNm7cyMaNG5k3bx6urq4MDAxw7tw5lJSUOHHiBHfv3mVwcJDOzk5OnTrFTz/9JJQc4eHhNDc3U1ZWJp6rAI6OjowYMYIPPviA0tJSjh8/zqFDh4Ah/sGaNWvEZyYnRGtoaLBjxw5+/fVX4SUdPXo0TU1NdHR0sGPHDuHtjYmJEbC/4OBgnj17hqWlJdHR0bS3twsPtByq9u8c/6XCUCaTNQN+wArg2L++VgCjZDJZy7/96v/Nh0QiYeTIkRgZGVFaWiqKuurqaqysrETAs7a2tljApf8Kr5d3GlxdXXn8+DFNTU3Y2tpibm6OgoIChYWFlJaW0tLSIuSi+vr69Pf3C0CNvb09rq6uWFlZ4eLiIpDZv/76K8OHD0dLSwslJSW0tLRQUFAQhnJ5sLJ88ih/4JeWlvLq1Sv6+vpEcKs8PFseFNzf3y8meVpaWjg6OlJcXCw2jvLQVjke29LSEkNDQxwdHenp6WHu3LkCBqGvr4+TkxOqqqqoqalx7949cnJyyMzMFJOd4uJi1NTUhBnXzMyMP/74g56eHqqqqrh//z6PHz+mvr6ef/zjH1y5coWbN28KAEBfXx9FRUUUFhZSUlJCcnKykNQmJSWhoKAgvGEGBgbU1dWJDDQ9PT3Cw8MZGBjg1q1bgoA3Y8YM0bX7888/WbRoEc7OzsLXZ2dnJ7IAg4KCRFGYn5/PwMCAmPBFR0cLKI62tjbv3r1DT09PTHnlmHuJRIKVlRWPHj0SBMyJEydiYmJCS0sLd+/exdHRkZEjR9Ld3c22bdvQ0dHhxx9/pKuri66uLiZMmICPjw+//PIL06ZNw8bGhsjISJHFJvfbyEEzNjY2xMXF4ejoiJOTE/n5+aIgq6ioQCaTiXM0btw4rly5QkVFBXFxcQwODqKkpISJiQn29vZcvnwZbW1tEQ1iYWFBVlYWmZmZzJw5kx9++EFkf1ZXV6Ovr4+amhqxsbEMDg7i7u6Oi4uLyL58/vw5SUlJgsDm5OREUlISxsbGaGhoiGsUhrT4M2fO5Pnz50ilUry9vTlz5gzDhg2js7OTrq4uNDU1kUgkODk5oa6ujoWFBcHBwdTW1mJubk51dbW43wYGBuju7mbEiBHIZDI6OztJTk6muLiYiRMn8uzZM6ytrUW3Th5+7O7uTn19PV5eXmhpaVFQUMCbN2/46aef8Pb2xtfXl+DgYBHPYGhoSH19Pfb29vT09GBpaSm8ukePHsXW1hYrKyuR/XT8+HEuXrxIU1OTaALIw6Fzc3OxtbUVDSB9fX0++eQTNm/ezKxZs5g5cyYODg6kpqaSkJBAWloaLi4uBAUFcf/+fbG2NTY2kpiYiK6uLqGhodTU1LBgwQIWLlwoGhjyPDQ5OCYnJ0c0LgCsra0JCwvDy8uLuXPnkpmZiZKSEgkJCezZswdra2vy8/Px8PAQ+ZirVq3i7du3HDlyRHT0o6KiBHV24cKFzJ8/n8bGRpqbm5k4cSJnzpwhOjqaFy9eYG5ujouLC69fvyYhIYEFCxagoaHBkiVLsLGxQUdHh4yMDN68ecOhQ4c4cuSIUECoq6sLOakceqOgoMDp06dRU1NDS0sLBwcHAcuYO3cuz5494/r161RWVnLnzh3xnpOSkqirq+Ply5doaWlx//59Fi5cSHt7O05OTpw8eZL29nZBgQ0PDyc4OJjKykpkMhk2Nja8ffuWS5cuERsby9u3b3nvvfeIj48X0ysY6nRv3boVPT09DA0N2bhxI6WlpchkMnFPxcXFCUCGvAkXHR3Npk2bWLt2rZgMzp49W0zFYWhzmJeXJ7JSq6qqmDdvHomJiRw8eJDp06czc+ZMYmNjmTp1KhcvXmTatGk0NDQwbNgw3N3dqaurA4ZywszMzHBzc2Pt2rXcvn2bTZs28eDBA5qamujs7GTZsmWEhYWxcOFCHj16xKJFi5g8eTIJCQlMnTqVV69eERsbi5GRkfi/CgoK6O3txczMDBMTE9LT03n8+LGQNFdWViKVSsnLyxP4fSMjIywtLQWW/8KFC5iZmREREcH8+fNpbm5mzJgxPHjwQCg7rl69SnJyMiNGjGDz5s3k5OQwefJkvLy8aGtrQ0NDQ8jmN2zYwK1btzh16hRKSkrY/iv3TH54eHgIb1ZaWpqQpamqqtLS0kJmZib5+fniPqqoqBDdf3n+HsDYsWNZvnw527Zt4+7du+I8pqSkIJFIuHjxoiAWysmks2fP5ptvviEgIABdXV3hj8vOzkZRUZGtW7cycuRIJk+ezNu3b9m4cSOjR4/Gz88PHx8f+vr6+O677/jxxx85duwYPj4+vHjxgh9//JFPPvkEFRUV9u7dK5QGfX19eHh4oKenx6VLl9DR0RFNankzVZ7Rqq2tTU1NDZqammRkZBAXFycIy3JpbkpKCnv37hWQNRgCiDQ0NIiICjMzM7Fhv3XrFg4ODiL259y5c6KAOX36NB4eHtjb2wNDNFX51Ke7u5sxY8aIafqjR49QV1fn9evXeHp6AkMSW1tbW1JTU/npp5/EPeTn50ddXR0+Pj6CtpmRkSFUYPKsOjlB9F+ZcDg4OKCjo0NSUpJQAsgLkpiYGFHQuLq6cuTIEXx8fCgsLGT69Omkp6cTFBSEgoKCWHvlec4w1Bjw8PCgurqa7Oxs3n//fUFrLy8vF1Ci/31tiY6ORiKRCHK2PB4FQF1dnbS0NP7jP/6DS5cuMW/ePEJDQ4Gh4uXKlSvi/z558iTPnz9HQ0ODiRMnEhISwtGjR5k7dy4///wzoaGhBAcHs2/fPi5fvoy/vz9jxozh8ePHWFpa8uzZMyQSCfr6+uTl5REbG0tKSoqglIeEhDBs2DDx/APIzMwkNzeX/fv3s2PHDpKTkzl79iylpaUcPHiQ9vZ2ZDIZtbW17Nmzh/Xr15OUlMTSpUvx8/MjJCSE69ev4+npyYcffoi7uzvFxcU0NTWRl5dHSUkJOjo64lzdunWLH374gV27duHi4oK1tTW///47+/bto7q6mvDwcAGnUVJSYvXq1Xh5eaGiokJYWBiLFi3Czc0Nc3NznJycxPQ6JSWFJUuWoKmpKSwBcgrs8uXLgSESa2hoKC9fvhSxT83NzUJdVFNTI7y/MpmMs2fPIpPJRF72gQMHxN4W4I8//mBwcJB58+bx5s0bMjIymD59OjU1NUK19cknn/DvHv8l+AwMhdzv3r07c/fu3bf/9ZX5r+B7z927d9f92+/gv/E4ePDgbgsLCyErdHFxQVtbm4GBAWpra1FTU6OrqwuZTIaKioqAgHR1daGnpye+LygoiJ6eHhFAX1lZKfwH1dXVeHh4UFdXR3t7Ozo6Ori5uaGqqioetu/evSMlJUXQRE1MTDA0NGTcuHFChpeWliYmVra2tsL43tLSgrOzM25ubiK+obm5mfDwcHJzcykqKkJfX194ymBos11WVoaOjo7IrdPW1hZSJwMDA3p6erCzs6OkpISmpiYqKioYOXIkhYWFGBsbi0wtBQUFGhsb0dTURFFREZlMJmh98qw9PT09ysrK6OvrIycnByMjI+zs7MjJyWHKlCk0NTXh5+cnfI82NjaoqqqKfEE/Pz/a2tpoaGjA09MTRUVFpFIp1dXVwtepoaGBqakpfX19wrh99+5dpFIpra2twnPp4uLCw4cPWbRoEe/evcPIyIjk5GThlbGwsBCh5x4eHgwMDGBubi7iQ+QFpb6+PtnZ2ZiYmFBVVYWjoyMDAwOie62iooKVlZWYREskEkaNGkVubi7u7u48ffqUwMBAkUEnBwZdu3ZNLL4nTpwQIdvJycm0tLTg6emJsrIyhYWF6Ojo0NTUxE8//SQ6l6mpqUybNg0rKyv6+/tRUVHh+fPnvH37lry8PIHATk1NJTU1lRcvXtDY2MimTZtEtEp8fDzDhg2jpqYGf39/njx5IqIvZs2ahZqaGjY2NmJRkm98LSwsmDhxIvfv38fQ0JCBgQFMTU3JzMzk9u3bdHd3k5WVJeJb5DTFsrIyVq9eTWVlJTY2NvT29pKUlMTGjRtJSUlBQ0ODJ0+eYGBgQEtLiyDtyacCERERxMXF0dLSwsSJE7l48SJSqVRMG+QbwujoaHJycrCzsyM5OZnXr1/T0dGBiYmJmNJoaWkJjLm8IMjNzeXdu3dMnDgRd3d3kpOTmT17NikpKXz11VfExsaSnJyMl5cXU6dOxdbWlrKyMjIzM+np6aG3t1coDYYNGyZgUIGBgfT392NlZUV0dDQZGRm4uLhQU1NDaGioKHoGBwfJzc3FwMCAlJQUVFRUyMnJEQWt/Lzl5+cLCaqSkhKvX7/mxIkTVFRUkJWVJXLKtLS0mDJlCgMDA/zyyy+CJCrHxaupqfHu3TsmTZqEVCqlv7+fiIgIPvzwQ2pra/nss8/49ddfSU1N5fPPP+f999/nxo0bjB49WkxApVKpUEKsX7+e2NhYWltbaW5uprm5GWdnZ1RUVLhy5QoqKircunULFRUV3N3daW1tJTs7G2NjY5HrNzg4iKurKzY2NsTGxpKVlYWDgwNFRUUEBQUJIrG5uTkPHz7k0qVLyGQy4XuSE1ZTU1PFdWRsbMxff/1FeHg4NTU1vP/++3z66accPXqUmzdv0tDQgKqqKjo6OuIad3Z2JjAwkL///putW7cSHx+Pt7c3Z8+eJTg4WEicdHV1aW1tFQHRDQ0NzJkzh8TERLy8vNiyZQvHjh2jrq6OgoICIU2TFxTFxcVkZ2djamrKnTt3MDQ0FA9uW1tboRz55ptviIyMxN/fn+zsbLKzs3n79i2JiYncuXNHBI4fOHCAI0eOUFZWRlBQkKBrf/fdd8CQLLSuro7Vq1eTlZVFSkoK2dnZmJmZkZaWxnfffcfly5e5f/8+vr6+SKVSAgICKC0tpbKyko8//phdu3YxcuRIpk2bhrq6Oi0tLaiqqnLv3j1KS0uxsLDg0aNHtLe34+/vT29vL+fOnRP+6aqqKrKysujv7xdFzv3790XRHhgYKCAfEomEzs5ORo8ezatXr0SuZmVlJW/evGHs2LEiC/PBgwe8ePECX19flJSUUFZW5t27d4IAqa6ujru7O3FxcXh7e/PmzRuKi4sxMzMjIyMDmUzGF198wc2bN7l+/Trbtm3j4cOHgjJcXl6Oh4cHRUVFbNmyBalUSnFxMSNGjBBF6JQpU1i/fj319fXcv3+fjo4OTpw4QVpamoQyRSEAACAASURBVJBxtbS0EB0dLXLyYmNjuXnzJqqqquK5rK6uzq1bt4RHc/HixSQlJQlozebNm+np6aGkpAQfHx8uXLggCtRXr17h4eHBJ598QkBAAFFRUQLgkZCQQHl5Od9//z3v3r1jzpw5FBcXM3fuXCIjIzl58iRNTU2CFD5r1iy+//57NDU1WbFiBVevXuXIkSPIZDJOnTrF4sWLUVZW5uzZs4wZM0ZI9OTe+OPHjwOwZMkS4uPj0dLSwszMjGPHjmFsbIyzszNSqZQVK1agr6+PmZkZv//+Ox999BEXL14URWJRUREHDhygvb1dUEoLCwtpa2tDW1ubxsZGLl26xO+//87cuXOpqKiguLgYdXV1xo4di4mJCZ2dnTg5OfHkyRNh04iMjBTTXXkz+N27d7S2tqKrq8urV68wMTHBzs6Od+/e4ePjIxrgMpmMwcFBLCwsOHXqFAYGBigoKBASEsLz588pLS1FWVmZbdu2kZCQgKampgCztbS0oK6ujq+vL8rKyqxZs4ba2loyMzO5c+cOs2bNIigoSBQA5ubmYi1paWkRXsc1a9YQFBSEtbU1BgYGrF69moULF3L16lVx7nbv3i08pzCUWZ2VlcWdO3eEvPDNmzfs3r2bU6dOMXfuXEHF/v777zlx4oTIfW1oaBC+3s7OTnbu3MnatWuxt7cnPz+fyMhInj17RkVFBW1tbRgYGJCamkplZSUqKioMHz5cENKXLVsmPK4JCQn4+/tTXl6Ora0tbm5u6Ojo4O7uTlNTExcvXqSiooJdu3ZRVFREZmYmW7du5T/+4z+4d+8eKSkpPHz4kKtXrwqKbllZGc+ePcPIyIisrCxcXV0FU6Guro6lS5cye/ZsNDQ0+PTTT0XjUB6P1d7eTmVlJW/fvqW5uRkvLy8BpayoqBAT8qKiIm7cuMG6deuQSqUcO3ZM0FAdHBx4+PAhPj4+nDt3jt27d2NkZERiYiKamprcvn1bqIbMzc355ptv6OnpISkpif7+fhEX1NbWhrq6Ovn5+ezcuZPffvsNPz8/YmJi2LZtG62trQwODopm6rBhw0ST8dixY8THxzN//nzKysrkEuL/0YB7PYlEovB/+7vREonkOkPB9/+/OPr6+kRWnIqKCrq6ukilUrS1tWlubhbVvDysUllZGQUFBfFQkof/yi8CNTU1kVvj6ekpYDLyjq65uTnd3d0YGxuLUNr29nbq6upEmPvNmzeRSqU0NzeTmZlJdXU1JSUlWFtbY2trS0REhBhX19fXY2lpKWib8jy8srIyrly5IjaTRkZGSCQSQkJCRAZRXl4eDg4OPHr0SBCV3N3dMTExoaKiAjMzM549e4auri7Kysr4+PiQkZGBsrKyyC/U1NTE19eX169fo6enx4sXL3BychKjebnPy9TUFHNzcyH/kkgknDhxgsmTJ5OWlsbr16/R0tIiNDSUZcuWCUCGPLfI0NAQRUVF8V7u3buHkZERK1asQE9Pj5SUFFRVVSktLUVJSQk1NTUCAwMJCwtDRUWFuro6AQFJS0vDyMiITZs2MTg4SFFREVpaWgQEBIgpppmZGVu3bsXLy4tr165x584ddHR0CAkJQSqViqlyT0+P8CCeOXOG9PR0Ro4ciYWFBd3d3aSmpmJkZMTz58958eIFCgoKuLi4kJqaSklJCTU1NYKE19XVhaqqKh4eHlhYWCCRSIScLSMjA1NTU0H4lMlk1NfXk52dLZoWL168QFtbG19fX65cuUJaWhodHR20tbWxb98+5s2bx/jx48WUNCIiglmzZjFixAhGjx7NmjVr8PHxQSKRYGJiQmNjIyNHjkRVVRUDAwPa2tr47LPPuHbtGjExMeIBIN+gjxw5UshnJ0+eTG1tLR0dHbx+/ZrQ0FBMTEz4+OOPcXNzIz09ndraWpqamkhMTMTW1pa7d++Kz3vYsGE4ODhw5MgRrK2tqays5MMPP8TV1VVEQMydO5empiZMTU1FFIaWlhY3b97Ez8+PwcFB6urqMDY2FsGvv/zyC87OzlRXV+Ps7Iyvry/+/v6CIpaWloatra0AApWUlGBvby/u85qaGr766isWLFgAIMLjw8LCcHFxITY2lsOHD/P3338LCV5raytTpkwRDQ051MXExIRZs2Zx8eJF8vLyuHz5soBz9PT0EBsbS05ODjdv3iQzM5Nx48ahq6vLvHnzGD16tAgkf/nyJW1tbaK5YGhoiJ+fHy9fvhSym7t37zJ8+HBGjx4tCr38/HxSU1N5//33Wbp0Ke3t7UyaNEkUIuXl5UJ2Wl1dzYULF3j06BFlZWWEhYVhYWEBQENDA1evXuXkyZOkpKQI6WhoaKiQ4zU2NmJubs66desoLi5GJpORlZXFwMAA0dHRxMXFsWbNGqytrenr6yMjI4Px48eLydTmzZuJiooSUSaWlpasWbOGvLw81NXViY2NFZ14eWGnoaFBd3c37u7uBAQEMGzYMGxsbCgrK2P9+vUYGhrS39+PmpoabW1t6OjocPjwYebPny/kpN7e3gQEBDBz5kz++usvVqxYweDgIAUFBRgaGoqcutzcXBYvXkx/fz/bt28XU11TU1MOHz5MWFgYY8aMEdI3Nzc34at59uwZZmZm1NXVERISIryE8mlUdHQ0I0aMoKysTMjYent7uXr1Ko2NjWISJc/QXbFiBUVFRXh5eYmm2OvXr5k9ezYbN24kJCSEH3/8ke7ubuHh+uCDD8TkraSkBH19fb74YsjxMXXqVP766y82bdpEYWEhe/fuFTI0PT09AgMDCQoK4oMPPmD16tVMmTKF3t5eBgcHGTduHLt27WL9+vUoKipy69Yt2traePnyJXfv3uXUqVPY2Nhw/Phx2tra8PDwYOnSpZiZmXHr1i2kUim+vr5s27aN8ePHExsbi6mpKcOHD6ejo4Px48djY2ODu7s7EyZMEGv/nj17SEpKIi0tDUNDQ3bs2MHevXuJjY0FhiZ6gYGBbN26lQULFvD8+fP/NGEaNWoUWlpaZGVlsWbNGhwdHVm7di0AOTk5VFVV8fXXXxMYGIiVlRXe3t789ddfPH/+nO+++45169YxMDBASkoKAwMDaGhocObMGRYuXIiioiI///wzlpaWwn/37NkzYRmYP38+APv372fTpk1kZ2cLeJGOjg4RERGsWbOG1tZWoqKiuHLlCsHBwUyaNIkJEyawZcsWpk+fzubNmykqKmLDhg1oaGiwceNGJBIJFRUV7Nu3j/Xr12NnZ8fJkydpaGggMjJS7IvkZMfW1lbu3r0rPKzBwcEMDAwQGhrK119/jZ+fn4jmkkcFSCQSbt26RWNjo1gj5NmhTk5OFBcXM336dPFaH3zwAYmJiRgaGgrJqpWVFQ8fPsTf358FCxagq6tLSkoKr1+/ZtWqVQQHByORSAgICEBNTQ0fHx9kMhlPnjwRMC+5XFFu1XFzc8Pd3Z2NGzdiZWWFkpISiYmJjBgxghcvXnDgwAFWrlxJd3c3sbGxKCoqYmNjQ1VVFTNnzhSe4YqKChQUFPjyyy8xMzPj+fPnglKtpaXFzz//TEtLC2VlZeIe37ZtG7Nnzxb+cwsLCx4/fsyhQ4doaGjAx8eH6OhoCgsLuXPnDvHx8cTFxZGens7YsWOFp9nPz48//viDgwcPkpmZCQyBZuTH0aNHUVJSEtCUO3fu0N/fT0ZGBnl5eaxevVrIPeX05sDAQAGj8/PzEwHvg4ODwqsnl2lHR0cDQ1mHhw4dQiKRcObMGWJiYjAzMxNU6E8//RQfHx+2b98umBJyWfTRo0d5//33OXr0KDCU5+rt7Y2KigrTp08nJCSEqKgoFixYgImJCVeuXBHRXTU1NeTn5zNr1izi4uL46KOPBK8hLS0NiUQi5N7yDMLx48fz0UcfkZ2dTWBgIMuWLeP3338XqqYpU6YwduxYXF1dmTdvHjY2Nrx7947vv/+eHTt2CLJxWloa+/fvx9XVFT8/P0aNGgX8rzgYNTU11q9fLz6LgIAARo4cSVVVFQsWLGDs2LEcPnxYrDF9fX188MEHBAcHM3z4cHbu3ImVlZWgbstkMrZv3055eTkDAwNkZmaSmJgIDEmWra2t0dHR4cCBA8I7q6mpydu3b5k9eza9vb1s2bKFkydPkpWVhZGREdnZ2Vy7do2VK1eKOBAdHR12797Nrl27sLS05N89/l+ppBKJxBa4DrgDLcBy4ClwChDuVJlMpvD/8M//Pz80NTVl6urqwjzc3NyMmpoaenp69PX1UVFRQXt7uwizl49+5d24trY2MY5XU1OjtbWV7u5uUagZGBigoaGBjY2N0NYXFxczMDCAs7MzlZWVGBgYiAywBw8esGTJEgoLC0WRJZ9aaGhoiDgGudTN3d2d9PR0pk+fjp2dHfX19Tx69EjIGnx9fTEyMuLFixeYmZmJzfq4cePENM7a2pq0tDRMTU0FzXLRokXExcURGBjIyZMnhZRMHkxubGxMXV0dfX19FBQU0NfXx6xZs6ivr+f169c4ODhgb2/P06dP0dbWFrI6CwsLnJ2dsbCwIDMzkz/++IOIiAhevHiBo6MjRkZGPH36FD09Pby8vCguLsbExEQssvKN+OPHj6msrMTR0ZGCggJgSO7x8uVLysrK2LBhAy9fvkQqlaKnp0d7ezv19fU4OztTXFws6Jbe3t5YWVmhoaFBfX09L1++FDK+yZMnc+XKFZSUlHB0dCQ5OVlMMPz8/ESWkYGBAf39/RgYGGBvb09paSkKCgrU19fj6ekppr1+fn4EBwdz7tw5Ro8eLcimdnZ2Ajbi6+uLqqqqyGt88+YNiYmJREREYGxsjJKSkjB1JyUl4eTkRGlpqfB1KSoqoqOjw/jx47l27RpSqZTQ0FAePXqEVCpl4cKFPHjwgKqqKmbMmEFpaSkTJkygvLycyZMnk5mZKWIivLy8uHz5Mvr6+vj6+pKRkUFXVxc9PT2YmJgIWJCLiwuhoaGcPHmSQ4cOsWvXLgHw0dPTQyqViswueYSFnDA5ODjI+PHjqampQV9fn7/++kvIJ0aPHo2SkhJNTU00NzeLXEz5tFYuVzQ0NOTq1asoKyszevRoMjMzBbk3JCSEP//8Ezc3N8rKypg6dSra2trCNwtDcpwZM2aIBdTZ2Zl3796J69HY2Jhnz56J6eKsWbPw9PTk4sWLjB49mgsXLrBw4UI6OjrEFFRXVxclJSUOHTrE5s2bsbOz4+LFiyQlJeHr60thYSEqKiooKiqKvK3e3l6Kiorw9/fn1atXwu9YXV2Nubk5ixYt4vz58/j5+VFaWirkgAADAwPY29vj6enJ6dOn8fX1xc7Ojvz8fAHVam5uJigoiMrKSiorK2ltbeXbb78VRvfGxkY6Ozvx9fVFQ0ODp0+fUlpayv79+zlz5gw2Njbcu3eP3bt3k5eXh7m5OUePHsXBwYHS0lKkUqnYJI8cOZIbN26IwPIffviBnTt3CmmmHMzw6tUrBgcH2bx5M0uWLCE6OhpfX180NTWpra3l7t27rFixgrS0NOFXlm/63N3dcXBwoKCgQNB65QVUcHAwUqkUV1dXbG1tRW5dbW0tra2tuLu7M3z4cAHyevjwIbNmzRITTbksUEdHh7i4ODw9PQW6Xp4xOnbsWJYuXcrDhw/p7OwkISEBdXV1PD09GRgYEGtrdnY2GhoavHnzBicnJ5SVlUlKSgKGsuRkMhmXLl1iwYIF5ObmcuHCBTZv3kxYWBiHDx+moqKC+Ph43nvvPUaNGkVcXBzr1q2jt7eX+Ph4ent7effunVC8TJkyhZiYGNauXcupU6coLy8XE4tNmzaxfft2TExM8PLywtHRUcjl/P39hUpg8eLFxMfHExAQwM2bN0UQspWVFfv37xcbRHmAs42NDa9fv2bt2rVkZGTQ399PWloaDg4ObNy4kYsXL1JSUkJVVRXKysqsWrWKv//+W3ivPDw8aGpqIiYmBl9fX7S0tCgpKRFKiaVLl9LY2Ciacfb29qSlpREWFkZNTY2AUsk3hnJPTVFRkfAf5+bmimblnDlzePToEc7OzhgaGtLW1kZ9fT0tLS2MHTuWY8eOiUaTvb09lZWVIs8SwN3dnfb2dqZNmyYKdPkzqKWlhcTERMLDw7l58yYwRMdcvnw58fHxeHl5sXnzZpSVldHR0cHIyEisXerq6hw5coSxY8cK6W9ERAQ3btzA19dX0BkVFRU5evQoK1eu5M2bNwwODhIZGYmenh7Pnz8XXmp1dXUhKX769CnXrl3jm2++YcKECTx9+lTke3722WfCq5aQkMC9e/fEREROH21vbxeE15UrV1JXV4eqqiptbW3ExcWJ9yyTyXjw4AFHjhwhIyMDiUQiVDZLly5FT0+P8+fPk5ExNB+ws7Ojt7eXqqoqAPT19UVBdfDgQSZNmiR8qmFhYbz33nsMDg6ioaGBhoYGW7ZsETCpgYEBJk+eTGJiImvWrOHvv//GxMREWECUlJTo7+/H0tKSgYEBAZKRB6cDAtAiB+ZlZGTQ19fHzJkzmTZtGjExMcLbJpcqp6SkCB+gnp4elpaW9Pb2cvDgQQIDA9HQ0KCwsJDFixfT3t4uGgEymYyoqCgUFRUF7dfNzU14Nj08PDh//jyqqqqMHz+enJwcNm3axNGjR2lubmbGjBlcv35dNLfkUnMHBwc8PT159eoVnp6e7N69m/j4eFJTU9m+fTtffvklMKQSeO+995g+fTrZ2dls3bpV5ExGR0czODjI+fPnxbm/desWMpkMX19fhg8fzgcffEBCQoJ4rn399dcC3iOVSgGE/15XV1dQ5H18fPjiiy+EZFSe+yyHZWVnZ9PX18fq1as5fvw4p06dEvnaysrKdHR00NvbS1ZWlpA1d3V1UVRUhJ2dnSA0y9eL+fPn8+effwqi95s3b8jJyeGLL76gpKSE6upqcZ3MmDGD06dPI5FIyMrKwsvLiyNHjvDPf/4TGxsbMTGUN/5hyI+7aNEikREJ4OvrS3p6uvizhYUFlZWVnDlzhg0bNjBixAgeP36MTCYjKSkJU1NTIiIi+Pzzz3F2dsbPzw9ra2vmzJlDR0cHJ0+e/E/Zo2vWrOHYsWPAEPOhoaFBWIq++uor5s2bx86dO8nOzubTTz9l5cqVSCQS4WuEIaL1/v37MTMzY3BwUG7p+e/PMdyzZ88JYDJDoBk1IBgI+tevEqAPOLN79+4b/6cv/D9x7N+/f7eTkxNZWVkYGhqiqqqKkpKSyJqxs7PD3t4eFRUV/i/a3juoynPt2z4WvZcl0ntH6UWxIGABLChYUGOLGmui2Ul2iklMLEk0Rk0sscaKJRoNYgVREQVFFESUDoIgvcOit+8P97rm2e983/c875557hlGYca1cMF9res6z/N3HCUlJRgYGJCYmCik4RoaGmRlZeHv7y/GgeRz5wYGBpSUlODr6yvQ/PJcn4KCArm5ucyaNUts6rKyshgyZAj37t1DWVkZfX19NDQ0aGtro7q6WjjpDAwMBNClvb0dVVVVES6We54kEonIE3Z2dnLnzh0KCgoYN24cd+/epaCggL6+PqqqqgRm2Nramv7+fmxsbKisrGTMmDHU1dWhoKAgaFhJSUno6Oigq6uLgoICKSkpIt+UmZlJSEgILS0twqE3MDAgcPc2NjacOXOGH3/8kX379qGhoUFAQADnzp1DRUUFiUTCnTt30NLSYsyYMTx8+BB1dXVxYAsMDKSlpYXS0lI6OjpQVFRkxowZuLi4UF1dTU9PDyNHjiQrKwsFBQWSk5NZtmwZeXl5zJ07F11dXUxNTZFIJHh4eODl5UVRURFBQUFER0fT29tLfX09fn5+jBs3jmPHjmFgYICJiQkaGhooKCiIrEpHRwd2dnZoaWlRX19PZGQkbW1tGBsbo66ujqamJu7u7kKcGxISQnp6Ojo6OlhYWHDv3j3c3d2Fj09OV+3p6eHBgwdYWlry8OFDFBQURMb09evXaGtr8/jxY2xsbFBXV6e3t5esrCy+/PJLGhsbBdwoJyeH5uZmwsLCiImJwcTEBG1tbXp7ezExMWHixIncvHlTdPja2tq4e/cuLS0t9Pf3k5KSwsDAADU1NRQVFbFixQoxomZgYCAUI69fv+b169dYWVmJPJmcZNrV1UVNTQ16enqMGDGCkydPoqmpSU1NDUpKSqiqquLt7c3jx4/x9PTkzJkzODk54erqyuPHj5FKpWRkZKCnp8fAwAAjRoygurqa6upq3NzcKCsrw9vbm+TkZExMTIiIiKCzs5OmpiaGDx/O69evycvLY+HChdy8eVNkROSkx//qu6yvr8fZ2ZnW1lYcHR1paWmhqKiIjIwM2tvbefHiBT09Pbi6uqKsrMz9+/cZOXIkFy5cEGM5ycnJYpTFw8ODrq4ulJSUSE5OprCwEKlUysKFC+np6SEzM5OOjg7Gjx8v1p60tDTxnKqqqqipqfH69WvCwsJoa2sjIiICExMTLl68SEtLi3BIenl5ER4eztOnT6mursbExIS+vj6ysrIYM2YMOjo6dHZ2MmzYMC5cuEBNTQ3Lli3j+vXr4rA1bNgwpFIpc+fOJSUlBR0dHZydnXFzcxNvJJ6enuzbtw+pVCoq3lpaWrS0tNDS0kJISAgXL17Ew8ODv/76C6lUKgol165dw8XFhcDAQI4cOSLcmP39/TQ1NfH48WMOHz4sQF0pKSlERUVRXFzMwoULycvLY9KkSZw6dYrW1lZCQ0PR1dWlqamJMWPG0NTUhLGxMa2trXz00Uf8/vvvorAh96QuXLiQtLQ0WlpaiIqKErnP9PR01q1bh76+PhYWFuTm5lJRUUFDQwOOjo709vaKHJKzszPJycksXbqUV69ecfr0adzc3Lh06RLLly8nKSkJDw8PJBIJr1+/xsHBgZcvX6KsrCxopvJNhXykfWBggLlz53L8+HG6u7v57bffUFBQ4Pz58yxYsICysjIqKirIzMzkp59+EjRJAwMDKisrWbRoEXFxcQQGBpKens7Tp09ZsWIF3d3dwgXX2dlJeHg4CQkJfPDBBzx69Ihly5YRHx9PRUWFUKUYGBhQW1tLZ2cnDx48oLKyUuTtoqOjBVxBDujq7u7G0NCQ3NxcQS6Wq3PS09MZM2YMe/bs4f333+f69esEBQWhr69PQkICw4YNw8nJCUVFRaETktOpbW1txQH6k08+IS4uDjMzMzo6OtDS0kJRUZHMzEyeP39ObW0tFRUVTJo0ievXr9Pb24uBgYEAsXR0dAhNREVFhch1P3nyhJycHJ49e8Znn32GtbW1UB309/cLAqGNjQ2FhYWUlpaKw4uXlxfvv/++yE9988039Pb2cvbsWTZt2kRoaCh5eXkUFRXh6urKoUOHmD17NkZGRrx8+ZI3b96wePFiUlJSqKuro66ujqamJt6+fYu/vz8ymYzTp0/j6+uLhYWF+D+UlZVRVlaGhoaGWMPt7e2xtrYmISGB6upqVFRUaG1tZfbs2QwZMoSsrCxiYmJYuHAh48aNIyAgQHQMrKysiIuLo6KigpiYGHbt2sW+ffuoqamhtLSUtLQ0LC0t2bRpE7t378bf3x+JRCK6pk+fPiUsLIyysjKKiooYGBhg8+bN+Pn5sWfPHtra2vj+++8pKyvDycmJI0eOoKyszMOHD7l//z6//fYb+fn5GBkZceXKFcrKyoSf+enTp6SkpBAUFCSyyAMDAyQkJJCYmMiLFy8YNmwYd+/e5f79+/zyyy9UV1fj7e1Nd3c3Fy9epK6ujgULFuDp6SkKzrm5uWzfvp0ff/yRmzdvYmFhgaGhIaGhoSxbtozdu3fz5ZdfYm1tTWFhIVpaWkyYMIEbN26gr69PbGwsFy5cID09nUWLFnH48GHq6uro6OggICCA33//nZqaGpqbm8V0loGBAZaWluzfv59Ro0Zx4cIFvL29aW9v5/Xr1yKCYmpqKvgFeXl5Yuqjrq4OPT09tLS0KCgooLe3lwMHDnD06FE0NTWpr68XRa4///yTCRMmsGXLFjQ0NDA3N2fTpk2oq6szbdo0MjIyWLp0KSoqKsTGxpKWlkZJSQl//PEHly9fprq6mvv37/Prr7/S2dnJihUr2Lx5M+rq6kyZMoWIiAja29upr69n//79VFVVERgYyN69e/npp5/IyckRRQ145/D+9ddf6e3tZfTo0aSnp6Ovr89nn31Gfn4+f/75J5qammRnZzN58mSxz96zZw9ff/01BgYG/Pnnn7i7u4v/oxxa5+HhQUZGBvv27WPSpEkMHz5c+Fz37NlDTU0Ntra2YlKgrKwMAwMDsS968OABkyZN4unTpxQWFuLl5UVNTQ0ffPABmzdv5tChQ0yePJlp06Zx8uRJ4Ru2t7fn+fPnAj717NkzsrKyRIFo/vz5tLa2Ym1tTVlZGRs2bCAnJ4fOzk4uXLjA8ePHef78Oe7u7qxdu5bW1lZWr17NunXr+Pvvvzly5AizZ88mMzNTqGEOHz5Mf38/R48eZd++fTx79ow1a9ZQUlJCTEwM3t7enDp1ivfee49jx45x584djh8/LpzcCQkJZGRkCFbC/PnzOXjwIBkZGZiamvL8+XN5tvQ/GiX97w6GewFN4AzwEvAHLIEeYC/vvIbn/2+f9H/r2r59+yZHR0eUlZWRSqXo6elRVVWFsbExKioqVFRUCMqT/AaVt5oNDQ1pa2tDR0eHrKwsLC0tqaurw8DAgIqKCqytrdHS0kJFRUV4W8rLyxk7dqzIffT19Ynum6WlJY6Ojqxbt06EtXt7e3FxcUEikWBsbExtba0YD/Dw8KCkpIQpU6agp6eHgoICra2twLsQcXl5OU+fPmX48OG8ffuW0aNHk5OTw7Rp0xg9ejSvX7+mpaUFIyMjNDU1sbS0RCKR8PjxYwICArh79y7Kysp0dHSgqqrK48ePcXFxEYhgOeRFntmRe860tbWFqN3Q0JCqqipu3rxJRUUF6urqHDhwgPr6epFPU1NTY8GCBQL0rmNKfQAAIABJREFUAdDe3i4ymIWFhZiamuLv7096ejovX75kzpw5vHz5EhUVFa5fv87UqVPJz89HT08PQ0NDHBwcqKysxM3Njfr6ejFuJ/+Zvn79mjt37vDxxx+LA2hwcDAlJSV0d3cLqbJ8VLeoqAgfHx8xZtnS0oKioqII+1ZXV1NaWsrbt2/p6+tDT0+PFy9eCHptcXExtra2GBgYUFRURGRkJKdOnRKH7ICAAAoLC+ns7MTAwABNTU16e3txdnamt7dXLFhyCJI8l9Tc3ExISAh1dXW0t7dTXl5Ob28vT58+5e3bt9TU1GBnZ8ewYcOorKxEIpGQlJSEmZkZrq6upKeni1HdxsZGent7iYyMBBC5SW1tbZKSkujo6BCQJg0NDXp7exk6dChWVlZi7PTEiRN4eHgQHx9PV1cXtbW11NbWYmVlRWNjI8rKynz88cckJCTQ2dlJV1cXampqYnHS1tamq6sLHx8fXr16RXBwsIAp1dbWMmLECGbOnEl6ejqdnZ08f/5cgHAaGxspKipi5MiR5OfnM378eJqamoiNjWX06NFiNt/c3JyGhgbs7OyYNGmSeKOSC5R/+eUXBgYGsLGxwc3NTYCOPD09efv2LfX19RgYGODp6Ymenh4lJSWMHTuWkJAQamtrhVLCzMyM2NhYZDKZ8BnKLx0dHczMzGhoaMDBwYGSkhIkEgmzZs1CRUWFSZMmifFLeFdF9vPzY+/evdja2jJu3Djh85RvBjQ0NHB2dqa5uVlkgy5duoS7uzvFxcVMmTIFS0tLiouLuXfvHjNmzBCVUz09PYYMGcKNGzcE6r65uZnOzk5UVVVxd3cnPDyc33//nYKCAuGPKysrIzc3l7CwMEG9dHd35+XLl3h7e/Po0SMWL16Mm5sb+fn5JCUlcfLkSTw8PATkoqSkhOjoaGJiYsSoc3NzM1evXqWhoYHLly8L6XxhYSFubm6i0GBvb8+NGzdQUVFhxIgRNDQ08Ndff7Fw4ULMzc0ZP348z58/p7KykgcPHqCqqkpnZyfl5eU8fvxYVJjla8Jff/3FkiVLmDlzJvX19Zw6dQo1NTV6enoYN26c6OpqaWkxfvx4Hj16xMSJE6mtraWgoAAbGxuqqqrw8fFBSUlJjJKPHz8eLS0thg4dioaGBsePH2fPnj2MHTuW9PR0zMzMaG1tJSAgADs7O7Huyqcynj17xs8//8zt27f5+eef6e7uxsXFhUuXLjF79mxSU1MxNzent7eX1tZW3rx5Q1tbG76+vqirqwu69rBhwzhz5gwRERF0dHQQFBTE8ePHRQZaKpWK4md3dzfz5s0Tih4FBQWWLFlCbW0t7e3tNDY2iiz0mjVraG9vZ/ny5dy+fZukpCTCwsKEOLykpARDQ0NsbW2Fl1NFRYUJEyZQWVkpDgOPHz8mMDCQuLg4NDU1BdAsIiKCIUOGEB8fj5qamsjeTpgwAQsLC9ra2kQnzd/fn6SkJLq6uoRDMicnh7y8PFRVVRkyZAhKSkr4+fnh5eUlcppxcXF89tln+Pn5sW/fPq5du4aamhpKSkp89dVXnDx5krVr17J8+XLy8vK4desWGhoaort47Ngx0bGZN28eO3bsIDg4GH19fXFQyMrKwt3dnZycHCoqKqiurmbbtm0CVlVZWUlaWhpv374V4/GVlZWoqqqioKDA+PHjqaysxNbWlh9++IHFixejq6tLeno63t7e9Pf3C4/t6tWr+eSTT/j++++JiYkRlE55piwqKoojR47wzTff8PfffwsqqxyMdv36dSHzvnr1Kv7+/sC7Lv/w4cNRVlbmvffeIyMjg7KyMrq7u8X6pqysTF5eHikpKRw6dIjIyEiSk5MFJVxZWZm0tDSqq6vZtGkTTk5OHD9+nIaGBuzt7dmzZ4/w/BkZGdHX18fixYs5deoU3t7eZGVlsWHDBpydnfn222+xtrbm5MmToqBWX1/P1atXmTlzJocOHRKE5qVLl+Lk5CQeIzMzk/fee49r166RkpJCQEAAERERTJkyhYcPH9LY2IilpSWpqakYGxtjZmbG48ePKS4u5scffyQrK0vI2uVde7kyR1VVVTAi5Jl8ed7L0tKS1tZWvL29ycjIwN/fn5ycHBwdHYXiaPr06cTExNDU1MT27ds5c+aM4A2MGjWKc+fOYWtri5OTEy9fvkRXV1fQdSMiIti8eTPW1tbCpzt79my2b9+Or68v2dnZBAQEEBsbS1hYGEZGRixYsIAffvgBqVTK8uXLhf7r66+/FnASOehIHhdKSkqiqakJCwsLNDQ0WLlyJVFRUYwZM4by8nJ2795NV1cXVVVV6OnpiXWyq6uLs2fPEhISgpeXFxcvXuT777/nzz//FBNk48ePZ//+/VhZWeHq6srt27dFAVAO8aqvr2dwcJCYmBhSU1NZunQpOTk5vHr1ShTeamtrRQfa3Nyc2tpaEhISuHv3LjKZTIyBDh06VPAp5s2bx/bt2wkMDOTVq1ccOnSIvr4+QkJC8PT05OHDhyKju2TJEi5evMikSZOwt7dn48aNgvnQ3t5OSEgIubm5fPPNN5w7d44tW7Ywd+5c4dmVnyPk0Bx5l/7SpUukpqZiamqKTCZj8eLFPH36lHnz5rF582aOHTtGTk4OdnZ2TJw4kcTERIyMjIiPj8fb25sZM2bQ1NQkipzOzs7IZDJ+/vlnrly5Qn5+Pv39/RQUFLBx40YxuVJfX/+/kjE0AAoHBweXDA4OLgYK/vX1GYODg/8cHBys+r99wv/NS04Plfvs5ELwp0+fYmRkhIaGBjU1Nbx584b+/n6MjIxoampCVVWVu3fvUl5eTltbG4aGhgKbnJ6ejoWFhQiM5+bmoqamJkYoKysr0dfXF1WwyspKgSDOzs7GyspKgBE0NDR4+PAhdXV1PHz4kHv37gHvPEq1tbWirS0niAIi16Curs7UqVOF+L61tRUbGxsxv15XV4dMJsPNzY3u7m4SEhIoKChAR0eH3t5e2traRCA1OTkZqVTKixcv0NbWFk4WPT099PX1kclkTJkyRXQys7OzxThteno6QUFBdHR0MH36dKytrUWHRlFREWtra44dO0ZxcTGdnZ2oq6uLPKF8czJ+/HgxIrF06VIePXpEeHg4paWlaGhocPv2bTFmJvc4Kisr09XVRUdHBx0dHVRXV4ssUElJCQCHDx8mLy8PbW1tzp8/L8AXAQEBKCoqoqSkRGFhIcbGxsTHx3Pt2jVu377N27dvkUqlIgAN7xDNrq6uGBsbU1hYKF4HuZ9MTtP75JNP6Ozs5Msvv8TQ0BBPT08OHDhAR0cHBQUFTJs2jaFDh1JRUUF8fDyKiopibOfSpUssXbqU0aNHM3v2bOzt7XFxceHKlSv8/fffImwv1xTY29vT19fHw4cPxeHQ3t6e7Oxszpw5g7u7Oy9evBAjHgMDAyQlJaGurs64ceNQUlLCzc2N1tZWMRKjoaHBo0ePKCoqoqWlRRQ1YmJiWLp0KTo6OqxcuRJ7e3u0tbWZO3cuDx8+xNPTk/7+foHELi8vx9fXF0dHR+rq6kSuR57lMzAwoKOjQ1DRxowZQ3p6Ot3d3bS1teHp6Ymuri7t7e1MnjwZFxcXnJ2dRbYlPj6eFy9e4OrqSlpaGm5ubrx9+xYDAwOCgoKor6+nr68PKysrodr4/PPPxaYxMzNTODNHjRrF9evXxQFFjt2XE18zMzO5f/8+Bw4cICgoCHV1dZqampBKpaxfv57m5ncgZk9PT7S1tbGyskJDQ4OcnBzevHkjgAjd3d2UlZVx8eJFcSiFd10LeTdOJpPx/Plz4uLi0NXVpaqqiuDgYOrq6kQm2MLCglu3bhEWFibAGnp6epiYmIiOalVVFf7+/gwdOpSlS5fS29sLQEdHBxoaGjg4OIguaEVFhcjarlixgra2NvLy8pDJZGzbto24uDji4uJYvHgxz58/x9zcnPv372NlZcXp06eJjo5m9OjRvP/++5w7d46vvvqKNWvWcPfuXQDhJCsvL6e/v59Ro0axbt06li5dyuTJk3nx4gVbtmxBUVERAwMDTp48CUBiYqI4TJ8/f541a9agpqZGQ0MDe/fu5datW4I6raCggK+vL+3t7ZSVlWFkZISysjKzZs1icHCQSZMmERoayi+//CKqsJ6enpibm9PZ2YmOjg7FxcX09fWRmJhIaWkpRkZG5OXlYW5ujrOzs6iCy/Ufbm5uZGZmCgechoYGZWVlXLlyheDgYJKTkxk5ciTJycnMmDGDR48eYW1tTVRUFGZmZpSUlHDixAnWrFnDjRs3uHz5MuHh4Zw5c4ZXr15haGjI+vXr2bJlC83NzZSXlxMbGyt0Ir29veJ+++6773jw4AEGBgbU19cTHx/PZ599hqOjo6DtyWm9JiYmqKqqYmhoSHJyMqWlpUJMn5qaKgiO7u7u+Pj40NzczK1bt9iwYQO1tbVERETQ1NQkRvtkMhl2dnYoKSnR2dnJw4cPycnJYe/evTQ2NpKSkkJ2djanTp0iNjYWU1NTsrKyKC0tZebMmbS2tvL3338THh7Ohg0baGpqorOzk6ysLAoKCvDx8RGb+LNnz4rDn5yUWV1dDbwjh9rY2JCUlIRMJuPs2bPExMTg7+/P559/zqpVq0hOTsbNzQ0LCwsGBwd5/PgxBw4coKuri8jISFauXElvby8BAQHY2toyODjIH3/8wZw5c0S+SUlJiaCgIBobG2lpaWHXrl1kZmaioqIiRN4zZ85kxIgRHD58mNTUVBQUFAQ5FN4RKA8ePEhjYyN37twRKhO5/gAgNjaWs2fPoqamhkQiISoqCplMRm5uLrq6unz//ffExcURFRVFUVERhw8f5v79+wBcvHhRaATkmonFixezceNGXrx4wYcffkhoaCiqqqr4+PgIbYurqysODg68evWKkydPYmZmhoODg3DPHjhwgI8++giJRMLdu3cFaKW2tpbU1FQSEhKwsLAQezCJRML169c5e/YsBQUFVFRUsGLFCsFs+PTTT5k/fz7t7e3Au7xeSEgI+/btE65E+Wumo6MjXrcNGzbQ2dnJjh07CAgIYMeOHWIUNiIiAhsbG5YuXcqZM2cYOXIkrq6ufPXVV3z66aeCtuvt7S0mmKRSKSkpKTx8+JC4uDjBbUhLS6OhoQGpVCo6ZXJg0rBhw0hJSUFLS0soAlJSUpDJZLi7uxMfHy+mrezt7bGzswPe5Y6/+eYbfvrpJ0aOHMnXX3+Ni4sLDg4O9PT0EBsbS0VFBZqamoJYKv8ZDg4OCir8rFmzKC8vx8LCgi+//JIVK1YI+i28o3yeOHGCo0eP0tbWRkpKCnv37hXvt3p6emKMPCAggN27dxMTE/NvBYYRI0Zw69YtEemRk2avXbvGp59+ire3N1euXOHkyZPi9Rk6dCgJCQnMmzdPaEQOHjxIXV0dBw8eRFNTk2XLlmFhYSGaHcHBwYJtUVNTg4+PDwMDA0RFRaGtrY1EImHnzp00Nzdz7NgxvvjiC/z8/EQnGyAvL4+TJ08SGhqKr68vcXFxgnFhb28vaNO6uroUFRXR3d0t7jX5vqy1tZUxY8aQkZHBV199RVFRkTjU/tes+ZAhQ8TYqrGxMVu3bgXeZcbT0tJQU1NDX1+fmzdvkpubK+i9Pj4+wukq38+mpKSwe/dudu7cKX52t2/f5vz580K3lJGRIUjvu3bt4ttvvxXF6L/++gtfX188PT1ZvHix6NjK1VFy8J3civCfXP/dwVARaPwvnzf965fl9n/8jP8vl0QiKZVIJC8lEkmmRCJ59q+vSSUSSYJEIin815/6/93jKCgoCLCKfMREPqr54sUL1NTUUFBQEKS/mpoaQewcPnw4Q4YMETnC9vZ29PT0cHJyory8nNzcXJydnYXsPS8vD0NDQxQUFNDU1BSPJ88tWllZERISIgAFxcXFFBQUYGVlJZC3QUFBODs7U1RUhEQiEUoEJSUlcfCUV4MHBgbEGKSVlZVwLFlYWNDY2Iienh6qqqoC362np4eDgwOrV6+mo6MDIyMjUc1wdHREXV0dCwsL3nvvPaZOncrw4cNpamoSHqvr169jaGiIhYUF+fn5ODg4kJ+fj5OTE/r6+v82bimnI0mlUqqqqti4cSPV1dVi7n7EiBHEx8fT39+PTCYjKysLU1NTcUiRjwX5+fkJwmlOTg5OTk4MHz6c58+f09DQwOPHj4VTxs7ODlNTU7777jumT5/OypUrGRwcxMPDg/b2dpydnens7MTNzY2enh5u3rzJyJEjCQ4Opri4mG+++QYnJyfCw8Npa2ujt7eX2NhYkpKS6O3tpaWlhfj4eO7evSs2JEFBQaSkpODi4kJmZia3b99mz549gira29tLQkICDg4OKCsrs3r1alFtl2cp4B0Wu76+HhMTExITE5HJZNy5c0cI7uXOo7S0NDFiCQg/pYqKCjk5OfT19TFjxgzg3Vy8TCYjODiYyMhI5s+fj7a2Njk5OTx+/Jjjx4/T29tLRUUFISEhxMXFiapqUFAQAwMDSKVS/Pz8uHbtGsOGDePOnTscPHiQc+fOkZOTg4ODAxcuXBBKFfnr9tdff+Hp6UlNTQ0WFhbo6OgwMDCATCZDWVkZXV1dMjMzhUBYKpVy/vx5JBIJu3btIjc3l9evXwsgj/zNqqqqSszaOzk5ERkZiZKSkvDsmZiYcPXqVcrKyujq6uL27duMGDFCCF+dnZ2FP09ONI2PjxcLrJ6eHrdu3UImk1FWVsbly5eZPXs2FhYWqKioCMS4pqYmt2/fZuLEiUilUhEqv3r1Kq6urqSkpGBlZYWHhwchISHo6uqycOFCMdIsH4+ura3l/v37bN26VWRyJk2ahIeHB3V1dSKvGhISwj/+8Q8sLCzE+IyxsTE3b96kv7+fhIQE6urqKCsrE25MeY7Xzs6O3bt3i9E6KysrJBIJVVVVwvc5fPhwqqurmTNnDrW1tbi4uNDZ2Ymtra1A7g8ODvLbb78JgvHWrVtFZ3Xq1KlER0djaWlJdXU1wcHBwqE6efJkLC0t2bp1K15eXqSmpnL16lV8fX0JDAxkyZIlaGlp4eLigrq6OvX19cyfP5+lS5eyevVqTp8+jYWFBRs3bhTkuqysLAIDA6mqqkJJSQklJSVKSkpE3qq/v18UcW7fvs2cOXM4dOgQhYWFeHp6snv3blEYMTc3Jzs7m9u3bxMSEsKMGTPQ0tLCwMCAmpoaUaHW1tYWKiP5yLf8Z2ZnZydgZI2NjXz88cc8evQIX19fIiMjMTMz4/jx4yIrdPbsWcaOHYuCggKhoaGcPXuWsrIyJk+ezMaNGwkNDcXY2JiwsDDs7e2JiIjg2bNnqKmpkZmZyeXLl4mKiuLLL78E3ukvtmzZwldffUV9fT05OTnie/3iiy9Yu3Yttra2nDhxgu3btyOTyVi2bBk///wzmpqahIeHs23bNlasWIG1tTUxMTGUl5djampKdna28Ep+/vnnNDU18fTpU548eUJlZSXFxcW4uLgwd+5cLl68iLKyMgsXLkRFRUXknwMDA5k2bRq//vorERERhIeHY21tjaqqKn19fVRXVxMeHk5TUxNXrlyhvr5ejL3LQU0+Pj709PSgr69PX18fpaWlVFRUUFlZyapVq1i8eDEvXrygpaUFDw8PUaxpamoiNDRU0FkTEhLYt28fampqojgrhyDJC7NmZmY0NzdTWVnJzz//jJGRkSgeAmRlZaGqqkpmZqYo7sgPbnLVweHDh7Gzs2PVqlWEhoZiZmaGi4sL9+/f59SpU6JDV19fj5WVFT4+Pjx79owzZ85QWlrK6dOn6e/vJzAwEDc3NxITE7l69arIvk6dOpXLly9TXFxMU1MTn3/+OQcOHODhw4cMDg4yffp04f4LCQnBw8ODK1euEBoayuHDh/n++++RyWQsX76co0eP8ssvvwgAmEwm44svvmDSpEkC6rFgwQIA1q5dKwAmc+bMYcOGDbx584auri5OnTrFyJEjuXHjhnhvGzp0qKCZr1q1CnV1dfr7+9m+fTvOzs7k5OTQ09ODpaUlgIBDrV+/HldXV+Lj4/n777+Bd5TNgwcPir3RlStXqKqqEuPJmzZt4sKFC8yZM4f29nYUFRVxdXWlpaWFqqoqPD09aWlpwcrKCnhHTJXJZEycOBEvLy98fX2RSqWYm5tz+PBhoSSTk1aXL1/O9OnTiYqKorq6mqNHj9LU1MSZM2eorKzE1NSUxsZGVFRUaGlpQUdHB0VFRQHKi46OZsqUKRQXFzN8+HC+/vprtLS0xEHm5cuXNDc3ExgYiI+Pj5j0AQTJVv73oKAgXF1dqaur4+jRo1hYWDB69Gju378v9BQASUlJYv1++fIlY8eOZXBwEDc3N7F+DQ4O0t/fzyeffMLg4CAhISFkZ2ezbt06Ro8ezfz587G2thaP6eDgwLRp0/j777/Jycnh22+/xdnZmYULFwKI4ueqVavIzs4WP2P5Y8iLMgD79+9ncHBQxKXs7e2ZMWMGe/bsQSKRkJKSwps3bwgODhYqqVOnTrFmzRqGDh2KoqIi8+bNw93dHW9vbyZOnEh8fDzl5eU4Ojri5OSEnZ0dTU1NODs7k52djaOjI97e3qSmprJq1Srxe9fX18f06dP55ZdfePbsGb/99ht79uwhLS0NW1tbioqKhOT+/PnzbNiwARsbG2bPno2qqirwrlMvb0j19vayb98+wsLCmDlzJqWlpWRkZAhPrHwibs6cOZw9e5bhw4cLKJg8xhIXF0d8fDzR0dEsXbqUWbNmsWbNGkHald+H/f39rF+/Hng33vvs2TN++OEHBgcHUVZWZvbs2QJG9p9c/xMqqZdEInktkUheA54A8s//9VH8Hz/7v1/Bg4ODnv8lKPkVcHdwcNABuPuvz/9/r56eHoyNjSkpKaGjo4OKigpqa2sF4ELuNGlra8Pa2hptbW1UVFRE61xZWZmamhrq6+vp6uqiqamJuro6ioqK0NHRoaioCHgnTdbU1ATeVS1sbW3FoUueJVRWVubt27d89913QjVgbW1NX18f165dw8TEBDMzM0pLSwkICMDY2Bhra2shz1RSUqKrqwsVFRXxmOfOnaO6uppLly7h5OSEn58fPT09RERE4Orqiq+vLwoKCqIyK8+4jBo1ChcXFzGCKiceWVpaUlZWJhZ6OZ0pJiYGDw8PEhMTKSoqYsiQIXh6ejJ69GjWr18v4BRNTU2kpqZib28v3D9ymbqRkRFSqZTx48dz+/Ztpk2bxqxZsxg7dix+fn7C0ffgwQMxj25jY4Ofnx+NjY04OztTWFiIvr4+ra2tosMph77IHTVBQUGoqKhw79499PX1xQG6oqJCEMfki31/fz+5ubmYmZkJfHNSUhLm5uaCILly5UpSUlJE1s3Ozg6pVEpERARxcXEMGTIER0dHNm/ezJIlS+jr6+PXX3/Fw8ODvr4+VFRUqKurE37B7OxsduzYwcWLF5FKpcybNw9nZ2eUlJSYNWsWnp6exMXFYWVlxalTpwgMDOT333+nsbGRkSNHMmPGDMrLy/nggw9IT0+ntbWV5cuX4+fnh4+PD0+ePMHGxobm5mYsLS3Jzs5GJpOxZ88esrOzhVTby8uLu3fvUllZKcLv9vb2ArhkaWkpqncaGhoUFBTg5OSEs7MzysrKYlxGHoSXj1SpqKjg4uKCi4sLZWVlQuvy999/09fXR21tLenp6UyfPp3Dhw/j4OBAY2MjbW1tlJeX4+fnh4GBAdra2lRVVTF58mRWrVpFZGQkdXV1jB8/XtyP7e3tVFZWUlJSQlZWFmZmZhgYGGBkZIS5uTkKCgocOnSI/Px88vPzsbGxYdu2bTx8+BBNTU3Gjx+PjY0NkydP5ttvvxX6Dl1dXVRVVdHR0eH58+fk5eWJToD88eVksE2bNjF//nwsLCyETmXEiBEkJSWRnp5OXFwcTk5OwivW3d1NQUEBampqojMq11qkpKRw7tw5UlJScHR0xMjIiEOHDnH06FHOnTtHfn4+I0aMEO41ExMTPD09GTt2LNu2bcPBwYHY2FhCQ0NJTk5m69at2NvbI5VKUVZWZsmSJdy8eZOmpiasra1FzriwsFCQfOfPn091dTV5eXncu3eP999/H39/fyIjI1m/fj21tbXMnz+f0tJSvLy8sLCw4MaNGygoKHD58mW+++47Wltb2bp1K/39/djZ2bF27VoGBwc5e/YswcHBrFy5kiVLlpCXl8eiRYtYt24dWVlZyGQykpOTyc3NJTExkerqanbs2EF9fT2nT59m165daGhoiLHnrq4u9u3bh7OzMyNHjmTIkCGEhYXh6OhIRkaGoEb/4x//oL6+ns7OTsaNG8eaNWvIy8tj6dKlvHz5UiDf5eNLhoaGYkRORUWFKVOmkJqaysaNG5kzZw7KysooKSkRHh6Ourq60BbJZDJcXV1ZtWoV3d3dzJ8/n6+++or8/HxCQkIoLS0lOjqaDRs2kJCQINar1tZWFixYwK1bt1BQUKCwsJDQ0FAcHByQSqWig9rV1cXWrVuZNWuW2DjIMfyTJ0+moqKC4OBgoqKiCAwMZMeOHZiYmCCRSBg9erTItHl7e3Pw4EF6e3t58+YNaWlp+Pj4sHTpUoyNjYF3m43Ozk6UlZVpbm6mq6uL2NhYkVmTH8ZSU1NRVlbmo48+ErRS+XjXkSNHUFdXx8/Pj4KCAsrLywURsLS0lO7ubnHPGxkZCbiZnp6e2NDk5+dz4cIFcnNzCQ4Oxs/Pj9bWVlH0iI+P5/Tp05w+fRqAwsJCoaIC0NfXF47bqKgo4J0OpLi4mJSUFEJDQ4VHTF717+/vF5vnW7dusXPnTgoKCjAwMKChoYH29naUlJSQSCTCO7ZhwwaePHki/HaTJ08We4KEhASuXr3KmTNnAFiyZAmffPIJAPn5+SILm5mZKUbTd+zYwZs3b/D39yc7O5vAwEBB0ezu7mbBggXY2dmJbv8vv/xCZ2cngYHTLgy2AAAgAElEQVSBrFixAk1NTQYGBhgcHBRqkoiICBwcHJgwYQK///47CgoKrFq1SkC9jh49KhzBR44cETTKX3/9ldjYWJycnLCyshKdSHkeXFFRERcXF65fv46zszPe3t4oKCigra2Nk5OTmL6QF8D++c9/oqioSEpKihgV9/X1ZXBwkN7eXtEB/uyzz+jp6cHR0ZHw8HBu3bqFmZmZ8Nxu3LiRzMxMDAwMWLhwIZcuXWLu3Lls2rSJx48fU11dTWpqKnPnzuXjjz+mq6sLMzMz3rx5g5GREZ9++qkAAr169YrGxkbq6+uxtbXFwcEBDw8PZs+ezY0bN5g2bRplZWUcPXoUQHitd+3ahYGBAVFRUdy4cQN/f3/s7OwoLi6mvr6eJ0+e8N1337F161Z27tzJ6dOn0dTU5MmTJ7i7u3P37l1sbW1paWmho6MDNzc3bty4gVQq5dChQ9y6dQuJREJBQQESiQSJRMJPP/1Ef38/EolEwNamTZsmHHmAoJ7LO3KxsbHU1dUJcryceAzvgEAtLS3i8ZOSkrh8+TL79u3jzZs3/PXXX3h5efHll18SEBAgnlv+Wo0fP17oEQD6+vpYs2aN8Ghu3rwZDQ0NSktLWbRoEXPnzmX9+vXia9u3byclJYVx48aRmJhIfX09mpqaPHv2jLCwMHG/ynkVysrK5OTkCL/gxYsXhW5JXmCQw3BMTU0xNjYmOzuburo68f7b2tpKZGSkgAItWrQIJycnPvroIyZPnoyFhYXwdcq7goODg0ilUnR0dPjwww/Ztm0bEydOJCYmBldXVwAuX76MnZ2dYAtkZ2fT1NQkPNW1tbX89ttvGBkZiSmF3NxcUQzesmWLODTL92EAP/74I2fOnEFTU5ODBw/y0UcfCXo0vOsa7t27l23btjFu3DhMTEwEoEkO1ZLD7P6T639yMFQBrP/1oco76Iz1//Hxv3HNAE796++ngIj/7h/IF3gFBQWBwW5ubhZuPzlNycXFha6uLlpaWkhMTMTZ2VlUpQwNDQUlqa2tDXd3d6ZOnSrygwBWVlYMHTqU169f4+joyNu3b6mqqhK+KTnpMzk5GQcHB9HFmzFjhhhP8fb25tatWwQHB3Pnzh0ePXrEixcvUFJSorq6moSEBPLz8xkcHKS+vh4zMzO8vb3R1dUVwIykpCQMDQ2Jjo5GJpORlJSEpqamyCnBO7HmyZMnycnJQUdHh+joaFxcXGhvb8ff319kQgoKCpDJZLx8+VKgwj09PcUYprKyMi0tLVy6dAl9fX2BMi4rK2POnDkiuyJ3LKWlpdHT00NJSQkhISE0NzfT3NxMdHQ00dHRuLq60tfXh46ODtbW1lRXV1NfX09sbKxwxfn7+wtaq7zqfP/+faqqqhg7dixqamqoqqqSnZ0t3EMZGRm0tbUxdepU9PT0qKiowMbGht7eXjIzM0UWbt26daxcuRI/Pz/Ky8s5evSo8PLJb1pdXV2Ki4t58uQJ+vr6zJo1CwMDA5KSkmhububZs2fo679rZH/xxRcUFBQQFhYmxkRSU1ORSqWMGDGCEydO4OXlxZMnT3j79i2mpqYUFBRQVFSErq4uioqKIrvy4YcfsmbNGp48ecKIESPw8PCgoKAAe3t7nJycSE9Pp729HU1NTXFw9vPzExlAOVjF09OTDz74gCFDhvDs2TNWrlyJTCYTI8XBwcHC4ymnoj179owhQ4ZgaWlJUlKSoFvJcwByomtVVRWKioqigi4nw+3cuZOVK1fi4uKCp6cnKioqAlok96G5urri7OzMokWLuHnzJsrKypiamlJRUYGGhgbd3d28ePGCyZMnC+9XcnIyRkZG2NvbM2HCBN68eYOZmRkWFhYiz9PU1ERwcDCmpqYMHToUqVRKcnKyGOuUvyF+8cUXDA4OEhAQwPjx40lJScHJyUngqFetWsW8efMICwtDS0sLmUzGiRMnaGpqYvbs2Tx//pzGxkaRg0xLS2PevHlYWVmJ+/nKlSv4+fkxffp0amtrMTc3RyaTCXLj3LlzBdVS7jY1MzNj1apVODo6iqpyQUEBQ4cOpb+/n87OThQVFVFXV0dLS4tr164RGRnJjRs3aGtrQyqVoqqqSlFREfn5+XR0dPwbzCYrK0uIx1NSUhg1ahTwLvNYVFTEwoULWbduHampqTg6OpKXlyc6AWFhYejq6opuVUBAANXV1Rw6dEgcDBUVFdm/f79YT//5z3+SmJjIkSNHGD58OFFRUXh7e3Po0CE2btzIxIkTcXZ2Fs6/jo4O9uzZg5OTE++99x5mZmbo6uqK6Q83NzdmzZrFH3/8QU5OjgAXqKurC7JkR0cH8G5USF54OnHiBJMnT+bXX38VGSo3NzdevnzJqFGjWL16NevXrycmJgZVVVWRJ4d3HZ5r165haWnJ4cOHWbhwoeiMDR06lOHDh9PX18fHH38sNh0mJiaMGDFC0FqvXLlCQUGBuJd37dolCHibN2+mrq6OsLAwLly4QFpaGidPniQ8PJzFixeLka6YmBjgnbB7//793Lp1C1VVVXbs2MGFCxdQU1PDy8uLmJgYBgYGxEbIz8+P+/fvs2XLFr744gvMzc1ZsmQJnZ2dmJqakpqaiq+vL6mpqYSFheHl5cWrV6+IiIigoKCA5uZmMT6enJzM4cOHGT16NI2NjURERNDT08P9+/f5/vvv2bp1K729vezdu5eCggLc3Ny4ffs29vb2+Pv7M2nSJN6+fcvp06f54YcfyMjIEEAuDQ0NlJSU+Pjjj/n0009FV/PatWt0dHTQ3t4uhPP+/v4EBwcLuvHkyZMpKirim2++AeDp06eEhIRw4cIFPvzwQ9ra2qivr6etrY07d+5gZmYmOuPy71lOAW9oaBC5vurqavGnnp4eX3zxBRkZGXR3d7Nt2zbg3YFh7969WFlZcfHiRbEXCQ0N/bec3vLly1m/fj2ff/45VVVVODo6ig33zJkzmT17NhMnTqSnp4eCggK0tLTIz89HS0uLFy9eYG5uTmJiIlFRUdy9e5f3339fAOjkBObq6mqUlJRobW1l165dDA4Ocv78eWbOnElJSQmtra309fVRXFxMdXW1ICQmJCTg6urKl19+SVBQEKtXr6a6uprCwkIePXrE6dOnOXXqFIqKivz44484ODhQXl7O4cOHefToETKZDHhHVgwKCkJDQ4OioiLMzMyYOnUqUqmUjo4OKisruXv3rpCZSySSf4tvyIFncXFxfP3110JXsmTJEvr7++no6BA8gTNnzvDLL78QGBgopoTq6upYvHgxJ06coK+vTxyUjY2NaWpqAt5lKoOCgujq6iI5OZmMjAwaGxv54Ycf0NHR4fz58zg7O2NqaioiEa9fvxYk7pcvX4o4joODAwMDA7x9+xYjIyPs7OywtbXF19eXoKAgrly5grW1NYsXL2batGnMmTOHEydOUF1dzdChQ4Xbefjw4Zw+fZqQkBAiIyMpLS0Vv0vyrmJ0dDQffPABp06dYmBgAAsLC9EpHBwcZPny5Zw+fVroT2bMmEFxcTG3bt3izJkzbNu2DRMTEw4cOEBTUxNHjhwhMjJSENKPHz8OIApe0dHR7Nixg507dxIdHc3g4CCjRo0iPT2dgYEB+vv7xSHm2LFjGBkZcfjwYZqbm9m0aRPt7e1YWVnx9OlTXr9+zaxZs3jy5AmDg4P89NNP3Lp1iwsXLqCgoMAff/xBe3s7Bw8eZNOmTUyfPp2KigrkTvI7d+6QlJTEq1evmD17NsbGxvz4449s3ryZsrIyAJqbm9HS0kJTU5Nhw4bR1dXFkCFD8PLyoqenB3injJEXaKysrLCzsyM7O5unT5+ydu1avv/+eyQSCd7e3uTm5hIZGSmaH/LplPfffx+ZTMaxY8cAOHnyJBUVFcydO5dHjx6RmJhIS0sLDx8+5NGjR9jY2PCPf/xDRE5u3brFkSNH2LlzJ8uXLxfvGYsXL8bS0hI3Nzf27NkjiP9yQvf+/ftJTU3FyMgIeFewXrBgAV988QUPHjwQY9Vz5syhubmZlJQUfvrpJ/7T67+DzwQDb/67j02bNp36/3yQ/8G1efPmj4E5mzdvXrl582Y2bdqUvnnz5h8GBwe/Bdi0aZNs8+bNWzdt2vTz//lvJRLJys2bNx/evHnzSolEYurn5ye6furq6hgaGlJTU4OZmZlY/Ht7e9HS0qKtrY2hQ4fS1tYmpO5y8It8BEKe1ZKPeMoPC6qqqmJzXlZWhoWFBe3t7YLwmZGRgaOjo6COFRQUUFhYSFFREZaWlqI6K6/Gqauri8OZfARST0+P+vp6JkyYQHx8PPX19VRWVmJpaUl6ejrz5s3D0NCQoqIiHB0diYyMpKOjAz09PQICAnjw4AGampqCbtjd3U1YWBgNDQ1i4ZdjvOXoZ7maQA6SkYeLKysryczMxN/fn/z8fDEaJ89XFRYWEhQUxKtXr3j16hXGxsYYGRnh4+MjchDd3d10dHTg4ODAo0ePRGajsLAQdXV1pFIpjx8/xt/fH21tbXEYkufQIiMjqamp4cGDBwwfPlyM1si/j/LycjQ0NIQUW01NDTU1Nfr6+ujv76e/vx8FBQUqKysJDw8XQA75GJO2tjadnZ2MGDECa2trAZOxsbHhwYMHIq86ZswYHBwcuH//PtXV1VhbW+Pj40NERAQ7duzA3d0dNzc3KioqBE3w66+/JioqSnT90tPTkclk2Nra0tfXh6mpqejgZWRkMHr0aCF/P3bsGObm5oL+Kc+E6ejooKKiwpMnT2hoaMDb2xs9PT1BzxszZgxtbW1cvnwZQ0NDVFVV6e7uJjU1laqqKqH+MDAwEK+vPIhdWlqKmZkZI0aMEN3LmpoaFBQUxEbdw8MDGxsbrl+/Tnd3t4DsGBsb4+XlJbQdcriBmpoaZWVlaGtr4+joSFxcnAD+XLt2DQsLC0EVlVfVQ0NDBU2vvLxcjIM9evRIdHOfPHmCmpoavb29Ikvh4uIiaHz29vaUlZXx5MkTbG1tqaqq4sGDB9TV1QnZcXZ2NqqqqqSkpKCpqUlJSQkODg5MmTKF06dPo6amRlBQEKdPn0ZbW5uysjKUlJQYOnSo6Kg7OTmhoqIi7qObN2+ioqKCu7s7XV1dODo64uLiInLITU1NqKioMG7cOAF4kUgkvHr1iqKiIlRVVZFIJEKQ/OLFCyEgb2hoQCaTCX+pk5MTDg4OdHV10dvbi62trfBwqqurC7KsjY0NsbGxYmxJU1OTQ4cOERoaKiAkiYmJHDt2jNjYWMLDw7l8+TKpqal0dHTg7u5OZGSkGJU/dOgQs2bNwsXFBXNzcwYGBkQWZ+/evXh7ewuIw9atWxk/fjxv374VP9vy8nL09PTo6+tDQUFBrJ11dXXY2NjQ0tKCVCpl7dq1KCsrc/78eQwMDJg1axbXrl3jww8/FDS5CRMmcOfOHbEWjxo1ivr6etatW8fAwAAODg54enpSUlKCv78/qqqqVFZW8vjxY3x9fVFVVcXZ2Zm9e/fS09PDxIkT0dXVFb8bS5cuJTMzk8zMTEaMGMGwYcPEaPL48eNRUFBg3LhxAPz555+CODd9+nRmzZrFzZs3iYuLQ0FBgZ6eHuLi4hg/fjx1dXWEhobi5OTEokWLaGhooLS0lDt37tDe3o6lpSV//vknBQUFPH36lAMHDqCjoyOciYsWLeLu3btoa2szf/58HB0dKSgoYP/+/WKEu6ysjEuXLuHm5saZM2ewtLSkoKCAgoICUlNTee+99zhy5AhFRUXMmzePU6dO8cknn6Cqqsqvv/6Kmpoa/f39ZGRkoKamxqRJk0SnbtGiRVy/fp3w8HBR5Jg+fTo3btwQWdh58+Zx7do15s2bx/z588nKymLGjBl0dnYik8mEaqihoYHAwEDu3r3Ljh07ePnyJT4+PiKvLi/Irl27lhs3buDu7k5hYSH29vacOHGCmpoapkyZwr1794iKiuL999/n8uXLNDY2Mnr0aDQ1NcnIyCAtLY3BwUHGjRuHlZWV0Eu9fv2a58+fk5WVJWAoERERvH79mlOnTjFr1ix27txJSUkJOjo61NfXc/PmTV6+fClGXhsaGigrKxP6FVdXV2JiYpg2bRpbtmxh7Nix4r14xowZ/Pzzz2L6ID09nblz53Ljxg2mTJkiiqttbW1MmDCBZ8+eYWxsjKqqKgUFBaxatYpnz56RlpbGsWPHyMvLIycnh927dzNq1Cj++c9/UlRURF9fH/fu3WPkyJGkpaURFhbGs2fP6O3tFQX1q1eviuLRypUr+e2339DR0eHcuXN4enri6+uLjY0NbW1tgnMwbtw42tvbWbZsGf7+/qxZs0bk2BYuXEh1dbUotkulUgEckqtkdu7cKbKT8jX7s88+Y+7cuXh5eVFaWsrHH39MQ0MD+vr6dHd3s3r1ahITExk9ejQ3b94UvtCysjLy8/MZNWoUr169Ii0tjX379hEdHc2yZcsYOfL/Ye+9w6K80779c6TjgBQBQRCkCEgVEQEFESkqGtBALMRYkhhLrElsUZONsUWjMdaIGrvRWKKioqjYQQURARVRehXpgvR5/2Dv72p2ky3P7vO+v/3lOg4PFWaGYea+77na5/z0xcbGBjU1NSIiIjAzMxNWSgsWLCA+Pp6AgADS0tJEsaetrY1cLqe+vp7u3buzc+dOpkyZIrxyJaun3Nxc0UAPDQ0lOTmZwsJCMeG/d+8excXF7Ny5k5CQEPbu3Uv//v0ZPHgwt27dYt26dTg5OREbGys8JKFd4zljxgzy8vLYs2cPpqamaGho8O233+Lo6CjkOAsWLGD06NGcOnWKyspKpkyZwrZt21BRUeHatWvU1tby8uVLzp49S3JyMgUFBQKMVFxczKxZs7h69SqBgYEC9CRNz8rLy3F2dsbR0ZEtW7bwzTffMH36dNLS0tDT0+PSpUukpaURFRWFnZ0ds2bNEpT34uJiIiIiGDFiBHV1dezevZutW7cSHx8v8jNfX19cXFxITExk4MCBwlJn1apV4to+bdo0Xr58iaqqKsHBweTl5TF//nz09PR4+vQpAwcOFE32kpISqqur6datm/DK/fHHH9m8eTMJCQkEBARQWFgodLR9+/YlLi6OiooKHB0diYmJQVNTE1VVVdTU1NDQ0EBDQ4P6+no8PDxQUVGhR48e9OzZk4yMDHr27Ck+O06cOEFOTg7R0dFMmzaNzz//XBB7tbS0mDx5Mo8fP2bBggVcvHhR5Mbnz59nz549PHjwgM2bN2NjY4Ompibu7u7ExsYKqVtubi7Q7iNZXl7ORx99xLp169i3b584Zh4+fEhBQQGBgYE8efLk3w+fUSgUfgqFYuDf+/PP/tC/Ef0UCoUbMASYLpPJfP/ROyoUiu0KhcJdoVC4SxjxDh06oK+vz9WrV2lpaUFZWVlMDPX19dHW1hZEyMrKSpqamoTPVVJSEubm5pSVlaGiooKSkpJAnCsrK6OkpERISAg1NTVvFJ2WlpYC+9/c3Iy5uTlaWlrMnj0bHR0dxo0bR69evdDX1yc4OJhLly4JSwlPT0/kcjkDBgzg+fPn9OnTR+gJKyoqSEtLw9ramnHjxtG1a1fh/SQVBOXl5RQVFQmqVENDA9nZ2WIMLvkOFRUVidG9s7OzSNADAgLo3LkzgDjB1NXVxWuWn5+Pnp4e6urqJCYmYmhoiJ6eHq6urhw7dgw3NzfCw8O5desWtbW1TJs2jbKyMuRyOUuWLOHGjRsUFBTg7u7O/fv3MTMzw93dnZCQECwtLRk0aBC3bt3i+PHjdOvWjZSUFFJTUzEzMyM9PZ3MzEysrKw4cuQInp6e2NnZkZSUREhICDKZjIiICJydnTEwMBD2F3p6etja2pKTk4O6ujr5+fnIZDJqa2vp1q0bR44cITMzk6qqKmFj0rdvX4qLi7l//z7V1dVcunQJhULBw4cPcXR0JDk5WRRi8+bNo3fv3kyYMIGCggIBAPrss8+4ceMGBw4cwN7eHlVVVYyNjYF2H6fKykrhG2ZqasrVq1d5/PgxDQ0NqKioCH1FWloaRkZGrF27VlB11dTUSE1NZcCAAdjY2GBhYSGKvpycHEpLS4F2+IfkcbNp0yZcXV0xMTERnVxLS0tcXV3p2bOnELe/fPlSrI4oKSkJkEnXrl159uwZmZmZGBsbk5+fj5aWFgYGBlRUVAhNQ5cuXWhqakJfX5+bN2+Sn5+Pra0tCoVCYKdTUlLIysoSU7Ju3brRsWNHcnJyGDZsmCAUZmdn09TUxLNnz4T5uJR8S8J0yZzYzs6OGTNmUFdXR+fOnYWm8fbt28TExJCWloaamhrPnz9n8ODBuLu709bWJgo2aZVNmhIcPHhQUFF1dHSYNGkSWlpagqS2a9cu5HI5Xl5e9OnTByUlJa5evcq2bdvYvXs3K1euZPTo0djb22NkZETXrl1FEn/06FGKiop49eoVFhYWODs7i9V3Q0NDAbjQ0tLCxMSEhoYGgbi+fv06Ojo6QicIiILs5s2bJCcnc/78eVxcXBgwYAB37txBT08PPT09Xrx4gbq6OvX19Rw7doxhw4Yxffp0ZDKZ8AI1NTUlMDCQhQsXsnLlShITE4XuR/L4KioqwtTUFCUlJQ4ePEhZWRnnzp0T5uUnTpzAw8OD1NRU9PT0GDJkCFZWVhgZGeHl5SXWYIKCgvD19RUr1NKa7JMnTwgJCRFE46KiIlxdXXn58iXh4eEC2mRnZ4dcLue9994jNjaWu3fvUlhYKFbU0tPTkcvlgr63efNmDh48yN27d9m2bZsgBEoaNiUlJRITE4mJicHCwoLvv/+eL774gjNnzpCSkoKxsTGtra0cOnSItrY2fHx8qKurY8CAAYwaNYr8/Hy+++47Fi1axO3bt8Uaa48ePfj555/R1NTk3LlzWFhY0NbWJnStRUVFnD59Wvi7fvvtt0ybNo2zZ88K4vOBAwdwd3dn8uTJbNmyRfh13rt3D5lMxr179xg9erQgV2/dupU1a9aItbExY8aQl5fHxYsXmT9/PgYGBnh4eAgDdFVVVXr27Mmnn36Kg4MDNTU12NraMn36dOrq6jh58iQDBw4kPz8fc3NzMcGUKMmXL19m+/bt6Ojo8Pbbb1NRUUGnTp24ePEiH3/8Mdra2piamnL+/Hl69+5Nc3OzOOcGDBggKMC//PIL+/fvR09Pj5ycHDIyMli9ejUzZszgxYsXKCkpIZPJ0NDQwNHRUegDO3bsiK2trXgvv/76a65du0ZkZCQODg58/vnnrF69GgsLC+FNLBmyy2Qyjhw5wtWrV8WWQVtbGzk5OUyePBkfHx8UCgXLly8nJSWFqVOncu3aNb788ksUCgXDhw/Hw8MDJycnjhw5wqVLl5DJZBgbG1NdXY2ysjLvvvuu0GYuWbKE8PBw7t69S//+/YWdQHBwMFVVVWRmZtKhQwcqKiqYPXs25eXlWFhYsGLFCnR1dfHx8SEyMpIePXrg5OSEm5sbP/zwAydOnODBgwecOXOGW7du8fPPPyOTyfDy8mL27Nl8//33DBgwgNOnT+Pn5ydkNN7e3qIR4evry1tvvYWXlxeXL18WILoFCxbwww8/oFAoGDJkCMnJyWRnZ/P9999jZWXFgQMH6NixI/Pnz2f48OEiLzt06BCmpqaiCaytrU1VVRWLFy8WP2f27NkcOHCAhw8f8v777/PDDz+IRkxCQgLTp0+nc+fOjBgxgnnz5nHixAlMTEw4duwY0A7cmTdvHnPmzBEUcE9PT3R0dPD29mbUqFFER0cjk8lYuHDhG1sVO3bsoEuXLowYMYKKigo++ugjGhoaePz4sdAdx8bGUl5ezpUrVzh79ixhYWGMGDGC/Px8tLW1qauro6SkhPv37xMaGkrv3r158eKFoNrb29ujr69PQEAAq1evRlVVlbCwMHx8fOjZsydpaWlcv34dMzMzZsyYISyuAGGvIk0F7969i1wuZ+/evQwePJiJEyfi4+NDS0sLM2bMQC6XY2lpydixYxkxYgSmpqaEhYWJInDFihVCk9arVy+qq6uFnY1kWwTtK4oNDQ18+umnVFVV4e/vT3Z2Nk5OToSHh7N6dftsZtmyZdjb25OZmSmAOJIHZ2NjI7m5uRw6dIihQ4fyyy+/oFAoBIzKxsaGPn36MGjQIObOnUtZWRkGBgacP3+evn37smnTJoyMjBgyZAhnzpxh4sSJBAcHs3z5chwcHPjss8+wtLQUmnTpczAjI4Pm5mbU1dVRVVUlLy+PtWvXvuE/CBAeHs7JkycZNGgQY8aMQUVFReQo/v7+jBw5kq5duwoon7GxMRMnTiQgIED4Aefm5nLy5EmKiorIzMyktraWPXv+Mh9LSkpCJpMRFRXFzZs3aW1tFRt3OTk5VFRUsGbNGvH+vnr1CjMzM+Li4li0aBF/+tOfePHiBcuXL2fbtm2kp6czcOBANm7cCLRvpUybNg1obx4EBwcDCAr9ypUrhRzmX4l/ZJX0Px4KhaLoz38/B04AHkCpTCYzBvjz38//3uO0trbSqVMnIQJ2cnKiQ4cOQnje0tIiEtvMzEwMDQ3p3LkzXbt2FbYF9vb2Ype6tbWV7OxsKisr6dChg/CZq6io4NWrV7S0tODk5ET37t3FlLFLly6YmpqKgvTtt9/Gy8tLJG+5ubnCHNnc3Jzi4mJhM6Cqqio6JqqqqgJQIvnerFu3DkNDQ3R1dencubPwrlm2bBn6+vrcuHGDoKAgWlpakMlkomCUbA7U1dXR0tKiY8eOwuDbycmJa9euoaGhgZubGwUFBSIRdXBwoL6+nn79+lFXV4e/v7+YWA0fPpzi4mImTpxIx44d8fT0ZNCgQRgZGXHu3DmUlJSoqKhAV1eX8PBwMakcNmwYWVlZQrMpkWODgoJwc3PDwcGB9957D1VVVTEJ1dHREVPe5ORkdHR0GDJkCNeuXRMQC319fQoKCrCyshKAjba2NpycnFBWViYgIIDZs2eLY8LDw0N0/BwcHIi11hAAACAASURBVARkZ+TIkfj6+gqdpq6uLgqFAhsbG+FlOGDAADZt2oSbmxsXL17k7bffZsiQISQmJpKWlka/fv2wsLDA2NiYSZMmUVNTIzqclpaW3Lp1iyVLluDk5MT48eP57LPPePDgAQ0NDejq6jJv3jzRUa2ursbR0ZG8vDyqq6vx9vYWeiNdXV2Cg4MJCwvD29tbrJFGRETQ0tLCDz/8wJAhQ9DW1kZXV5eUlBSB4B80aBCxsbEYGBhgbW0NIPzYYmNjaWxspFevXqxatQolJSUKCwtRU1Nj8ODBeHp64uLiQmhoKCYmJowePRolJSVaW1vR1tbGwMCAyspKampqMDY2FkWltbU11tbWdOjQgdbWVgYOHEinTp0EtGjo0KHExcXRu3dvDA0NGTx4MCUlJQK7Hx8fLybGkil6YWEhbW1tPH36lNLSUlpaWtDU1GTYsGE0NTUxbtw4Xr16ha2tLU+ePKG6upr333+f999/n1evXgnt2meffUZ5eTmbNm0SU16Jjis1IyQPPx8fH9TV1TExMSEvLw9PT0+cnZ1F0jV79mzy8vJYvnw5ixcvpq6uDmtra4YOHSom9Dk5ObS0tBAfH0/nzp3p3LkzGzdu5NChQ+Tm5tKhQwcsLCzw9PTE1dUVZ2dn7O3tKS8vx9TUlHnz5tHY2Mj69esJCgri7bffxsTEhIKCAsrLy3n//feJjIwkMDCQlpYWysvLxYepqqoqcXFxjBkzhlGjRhEREUFxcbHQeS1cuJCnT5/i5OTE9evXkcvl3LlzRxRCgYGBXLlyhUWLFolk+u7duwQGBmJubk5OTg7vvfce6enpaGpqEh4ezs2bN7l9+zbe3t4CM96rVy+uX7/OnTt3iI6OZvTo0ZiamtKrVy/hQxYVFSU+4MzNzRk/frxIbNra2oTuLDIyknfeeUcQEm/cuEFycjKamppYWVnh6enJjRs3+OKLL8TKsre3t7BGePjwIXPmzGHHjh3cunWLK1eusGrVKoqLiykuLsbCwoIZM2aItTeFQkFmZiYPHjwQa75JSUmEhYXh6enJgAEDBLXZxMQEFRUV0RAaP348Xl5eXLlyhYsXL1JeXi46wQDr1q3Dz8+PVatWMXHiRDFxXbJkCQUFBQBs3rwZdXV1oTOTivapU6eKtdczZ84IauHFixc5cOAAbm5uItlPSUnBwsICU1NTSkpKqKmpEQ3Vixcvsn37dm7cuEFAQADQTi2VwCKHDh0SHm0TJ04kPj5eGM67urqKKeWgQYOw+DO5Ojs7W5iBd+/eXawzHzt2TNgrREdHY2pqipmZGSkpKURFReHm5oalpaUgdkM72fe9997j1atXdOnSBUdHRyorK3n69Cm6urocOHCAnTt3snz5cjZt2kRkZCSOjo44ODhw5swZcc3T1NQUgKs9e/ZgZ2cHtDfmpJX76upqgoOD2bp1K8nJyfj4+DBp0iRh/ZCWlsb9+/cF8VDy8OzcuTP79u1j9uzZYtWre/fuuLu7k5GRgaurK5cuXSI2Npbnz58TEhLC/fv36dGjBy9fviQlJYX+/ftz+fJlqqqq2LFjB1ZWVqipqXH8+HGhcxo5cqTwgezXrx9DhgyhubmZAQMG4O7uTs+ePdm8eTPDhw+npaUFGxsbgoODuXz5MkVFRVhYWLB161b69evHs2fPhL/ykCFDWLVqlWjGrV69mqSkJOrr69m6dauYYgJs2LBBUDQ//vhjYmJiUFFREb6677//PtXV1Xz99dfieiw1Y+/cuSP8VZWVlYWdRmxsLHfu3OH48ePk5+djZWVFQ0MD48aN4+OPPxbHiIaGBvHx8aKBunHjRpYuXUp9fb3Ik5KTkwkNDeXFixcEBgbSpUsXXrx4wYkTJ5DJZILG3KdPH1xcXBg9ejS7d+9GJpPRtWtXvL29ycjIIDk5GQcHB2xsbERzX5KPFBYWEhwcTENDA2PHjsXCwkI0WU+fPk1ERITQo3l5eeHu7s7jx48pLCwkICBAeIUCJCYmimJ85cqVTJo0ibq6Ok6fPo2+vj4VFRXs3LmTu3fv8uLFC3bv3o2WlhYaGhqcOnWK77//nvLycrZs2QK0m6YPHjwYhUIhzmupqTtjxgzu3r0LwIABA0RBJQ0zJBBRt27d0NLSYunSpXh6elJTU8OiRYtYv369oKhmZGSQnp5Oa2srrq6ueHl5ieuHFCYmJlj82f7h3r17fPjhhzx8+JCFCxdy/fp1ZsyYIajZc+fOFcCYefPmifVgiQ2gUCgYOXIkN2/e5PDhw0KDr6Ojg6urKxs2bGD27Nnk5+dTWFgItDex161bh5ubG/n5+VhYWNCnTx/OnTuHtrY2tra2jBkzRjxfZWVlpkyZIjSV/fv355NPPhG/S79+/XB0dBTWVABGRkZCBvbw4UNkMhlffPEFgYGB7N+/n2XLljF37lymTp0KwN69exk1ahRRUVEUFhYKXb4EcMzKyuLWrVsCNujp6cnPP/8MtOusX758ydatW8V1wdDQUDyXfyX+rxeGMpmso0wm05L+DQQBacApYPyfbzYeOPn3HktZWVmYWUs2EpIWqrW1FU1NTTQ1NXn27BkGBgbY2dlRV1cnTsLW1lbKysoECU1K1A0MDNDQ0BAY3M6dO+Ps7CxE99euXaNfv34UFBSIiZ6HhwcpKSl8/fXXlJeXY2BgIDrGUkf9woULGBoaoqGhQWpqKlpaWri7uzNjxgwAAXBpbm6mtLQUb29vYc3QsWNHzMzM6NevH3l5eSQmJoqpRvfu3ampqaFbt240NzcTEBBAfHw8Y8eORUVFhcLCQgYPHiw6uNKqXlJSEkZGRvj5+YnEWgK1GBoaYmpqirm5Oa6urqIjnpuby4IFCzh79ix79+6lrq4OIyMjwsLCSE9PZ+jQoVhYWHDmzBmePHnCtWvXRBc2NzeXiooKcdGXTgJJCyH5zCQmJmJra4uKigo2Njbo6+uTmprK6NGjCQ0NRU1NjXv37mFqaoqOjg4PHz7k/v37ZGRk0NjYSHl5OQUFBdy7dw8NDQ3hFShpSmpqamhoaMDV1ZUXL17w8uVLunfvTkFBAfn5+Xh5eaGlpUVubq6wM1i6dCnSGnZVVRXFxcX06tULNzc3nJ2dKSgoID4+nvPnz3Pu3Dlyc3OxtbUlOTmZxsZGbt++zePHjzEwMKC6uhpdXV3hQVlWVkZpaSlNTU2oqqoil8tJSEjg4sWLwmtM6kq3tbUJrHOvXr1QKBSUlZVx8uRJlixZwoMHD4SmURI/T5s2jYMHDwrrg4qKCiIiItDU1OTevXsCEhQXF0dkZCRDhw5FV1eXmJgYUlJS3tCevXjxQkyEHj16hLKyMurq6iQkJIiVT2dnZ3r06IGmpiYGBgbk5uaSlJTE7du3CQgIIDk5GRUVFV69ekVWVpbo3N69e1eQLENCQnByckJFRQUrKysMDAzEh35JSQl9+/YVv4u0+rN9+3ZOnDhBeno648ePx8zMTKyNPH36FHNzc0F38/T0xMPDA2dnZ8LDw6mvryc9PV3AHJycnNi9ezd2dnbs2rWLW7duiTW8QYMGkZycLPwShwwZgq+vLzNmzBA0S4VCgZWVlZhsGhoasmPHDkJCQkhOTqZbt26kpaUxdepUrKysKCkpISAgAC0tLVFAGxsbU1FRgYmJidCCfPzxxwwfPpy6ujoxGb548aIQ2m/dupWGhgZBVJVW5KXpdENDA7a2tkRGRpKTkyOuO9BeXI0ZM0boIPbv38+kSZP48MMP2bp1K7t27WLz5s08fvwYX19fVFRU2LJlC01NTezduxc9PT2uXLnCmTNnqKurY+HChaSkpHD//n1sbW15+vSpgKYEBQWRlpbG4cOHyczMFOu6/fr1Y9GiRYKKJ02VVVVVaW1tpaSkRHh3ff/99yIxnD59OmpqamhqavLdd98hk8nYunWruJZJkBgJhjFx4kThEdbc3IyOjg4LFixg9erVwvRdS0uLqqoqoVF3cnLC3NycrKwscnJymDdvHqtWrUJdXZ1r165haGjI5s2bxTEQExMDtOtUrl27xvz588nPz0dJSYkdO3YwYsQIFAoFc+fO5cqVKyxevBhlZWV0dXWJi4vj2bNnNDQ0sHTpUg4dOsSrV6+4dOkS1dXVlJSUkJiYCMCHH37IqFGjuHHjBpaWlsyZM4fFixdTUFBAa2srI0aMYPbs2bi4uHDmzBm0tLSwtLQkOzub6dOnM3LkSDIyMujYsSNTpkwR182mpia2bNnC1atXRUJsaGjI0aNHGT9+PLdu3RKNTHt7e/E4zc3NBAYG0tjYSGhoKJMmTUIulwuPN2nDJDo6mrfeeovOnTsTHh7OF198gYuLC+Xl5Tx//pyUlBRaWlro1asXd+7cwcHBAXt7e7EV8vPPP+Pr6ytsAsaOHcvEiROpr68XK+UaGhqMHj1agOSkz10PDw9sbGzIzMwE2rWDhYWF9O/fn+zsbB49esSyZcv47rvvUCgU/Pjjj/j7+3Ps2DGampo4dOiQSNQ++ugjamtrGTlyJOPHjyc7O5vQ0FCh9R48eDDZ2dk4Ojqyc+dOIiMjuXfvHpqammzbtg1nZ2dOnDhB3759hb2FQqFgypQprFixgkOHDrFixQr27NnDxo0bWbduHdu3b8fR0RF9fX3OnTsnAF+JiYm0tLSQmpoqJm8SRTYyMpLCwkKuXLnC9OnT8ff35+233yY8PJz3339fGGmPHTsWBwcHJk6cyCeffCJWa4cNG8bIkSPx8/Nj/vz5DBw4kA0bNlBXV4efnx+NjY2MHDkSJSUlrl+/LpJtNzc3lJSUmDVrFmvWrBH5W3JysoCzzJo1i9zcXGbOnElJSQkmJiaEhYUxbdo0EhISBKFy6NCh9OjRA21tbby9vbl06RIffPABRkZGnDp1iu3bt3PhwgX09fVRUlISoDozMzNycnKIj49n2bJlXLhwgeDgYBwdHbl27RqlpaUsWLAATU1NXF1d6devHx06dBBaVQlAJw0H1NXVGTFiBB06dKCkpIQ9e/bQ2tpK7969uX79Oubm5kydOpWHDx+SmprK8+fP0dfXFzlNv379uHr1KqdPn349N+bs2bOUlpaKlcMNGzYQHBxMaWkp33zzjWhATJgwAV9fX5YtW4ajoyMjR47k0aNHxMfHI5PJWL58OXFxcezfv5/JkyeLhizArl27hE3GpUuX+Omnn0hKSiIhIYH79+/j4uICtDes5s6dy5w5cwgICGDPnj2sWLFCeLyam5tjYmLyhr793Llzotny4YcfAu362+rqak6cOCEgacHBwcJDfPbs2fTt2xdoL0a3bdvG6NGjCQkJwd/fH5lMRlNTE9988w0ymUw0xtevXy+ueba2thgbG2NnZ4dCoSAsLExsX4WFhQlbNgsLC6qqqrh8+TIbNmwgJSUFJSUlNDU1hcd2fX095ubmfP7556LYkjSrcXFx5OXlceHCBZ4+fUpsbOwbNcmDBw9IS0vjzJkzKCsrExgYyIwZM1i4cCGampqicFdWVubw4cN8//339OvXj4SEBNFYTUxMZMKECSxdupSjR4+iUChwd3cXmw+jR49GQ0ODqVOnsn//fiZMmMC+fft49OjR71RLvx//1wtDwAi4IZPJUoA7wBmFQhEDrAICZTJZJhD45///bqioqFBWVoaLiwva2to0NjaKnWxJ6K2hoYGJiQmdO3emubkZJSUltLW16dKli/CMq6qqQklJCWdnZ/r06YOKigqtra0CnyutcBobG/Py5UuBGw8NDUVbW5sbN25QX19PXl6esDyQfHvy8vLw8fGha9eudOvWTejjJDrclStXqK2tpbCwkMLCQiwsLLC3txf6SGmKJZfLSU9P5+bNm5w4cYJp06Yhl8vJz8/H3t4eT09PysvL8fb2FvvKaWlpwlNQTU1NUJc+/PBDSkpK0NTUFAam9+/f58GDB5iZmVFWVoaHhwfKysoMGzaMFy9esHPnTjp27MjNmzcZOnSoIHe6uLjQ3NxMUVGRwNUnJSWhoaGBh4cHHh4ehIWFsWPHDoHUlRJrSYty5coVIXQODg4mMjKS27dvi98vIyMDKysrqqurycvLo6mpSQAspGnUq1eveOuttxgzZgzdu3dHW1ub2tpa4uPjycjIYMiQIQQGBlJfX8+ZM2e4f/8+ffv2RUdHh6qqKtTV1QWdERCrwyYmJgwdOhQ3NzdGjRpFQ0MDJiYmeHt7v3EcvU5KbGpqEkjlmTNnEhYWxpUrV8SHc1VVFV5eXjQ2NoqLkrOzs5jaJSQk4Ofnh4uLC/X19fz4449kZGQIewCpEy7ZEzg6OhIQECDef0tLS/T09AgMDERbW5vr169TUlKCQqHgzp07wlri/fffx83NTRQYH330EUpKSigpKVFbW8uMGTMoKSnB1NSUhIQEjI2NWblyJY8ePeLZs2e4u7ujr69PREQEo0ePRkdHBy8vL7Zs2cLTp0/x9PQUujd/f3+hW6qtrRVF35gxY9DV1eXFixf4+vpiYGBAZmYmz549IzIykuLiYp49e0Z9fb3w5ty3bx9qamr4+fmhr68v9u+NjIwIDQ1l3Lhx1NTUMHbsWC5cuEDnzp2ZOXOmoJ/l5+ezZcsW+vTpQ9euXYVmcc6cObi7u9OrVy+WL1/O8+fPhQ/lN998Q6dOnXB3d6e6uhobGxthyeDs7MyLFy94++23iYuLIzAwkMGDB2NsbIyFhQW5ubm0tbWxevVqEhISmDVrlujQHzt2jC5dujB+/Hixbnvx4kXMzc1pbGzE2tqavXv3IpPJMDIyEiuQvr6+wmJFAtO8++67NDQ00LdvX6Kjo0WS/e677xIREYFCoaC6upq5c+dy8uRJvvrqKwCKiopQKBTY29sTFBREVlYWCoWC6OhoQWjOzs4WhL4rV67Qr18/nJ2dhefp7du3GTp0KI6OjvTq1YugoCC6dOmCjo4Ow4cPR1tbm8jISCoqKpDJZNjZ2REQEMDSpUvx9vbm8ePHyOVyoa1VUlKid+/epKenU1BQQM+ePXF2dmbZsmVs3LiRtrY2scYv6UGGDRtGS0sLZ8+eFZOhW7du0aNHD+bPn4+SkhIRERH069ePNWvWEB0djZWVlZjajBgxQvjF9u/fHxsbG/z9/Tl//jzz589n+fLlWFhYMHDgQJSUlIQ2aNOmTXzxxRfk5uaye/duFixYwLfffsuJEyewsLDAyMhI+OpevHiRb7/9ltjYWFJSUrh9+zbR0dGoqalRXV3NBx98wPHjx1EoFFy9epVRo0bx1VdfceTIETZv3oybmxuGhoaMGTOGSZMmkZiYyL59+zA1NWXPnj3COubJkye89dZbyOVyQSN89OgRa9asobKyUpCqv/rqK959911WrlzJy5cvSUxMRC6XY2RkRHl5OcnJyVhbW6Ojo0NraytVVVXY2Njw9OlTxo8fj66uLkVFRZSUlKCrq8vnn3+OXC7H2tpakIbHjx+Pn58fcrmcgIAAysrKMDQ0ZMmSJSQnJ/Ptt9+SmprKlStXcHd3p0uXLpSUlIi15uHDh9OzZ0/h3StNgu7evcvChQtFY8vLywtlZWW+/fZbAOGrJ62IQjtdtKqqikmTJgkT8cmTJ/PRRx/x6aef0r17d1xcXJg0aRJLliwRK37S+9zQ0MDq1avFlN/BwUGsZa9ZswZnZ2eam5s5ceKEwNYXFxczduxYdHR0eOutt3j33XdRKBSUlJQIWqmVlRV9+vTBy8sLb29vHjx4gLm5uZh0vv322wBC3x8dHc2OHTuESXh6ejqzZs0C2tH8J0+eFJYHnTp14sGDB7zzzjt07NiR0NBQDA0NSUpK4ty5c1hbW7Njxw46dOggEmHJxsTe3p4//elPgkydkZHB0KFDUSgUTJ8+nVmzZrFr1y527tzJgAEDuHXrFgsWLGDEiBGoq6sDCEsd6ZiWCgZXV1d27tyJqqoq3333HRs3bhQTYQnbL63tLl26lAULFjBz5kxu3LghzlupAbZhwwbhtfvq1Sv279+Pubk5EydOxNDQEFtbW5ydncX0ODc3l/fff1+8h5J3Za9evYS+Mjk5mSFDhjBs2DC6devG/fv38fHxISAgACMjI5SVlfH19WXSpEnMmTOH6dOnY2RkRK9evbCwsGDo0KG8evWK27dvM3bsWNTU1IiMjOS9995j+PDhjB49mlmzZtGtWzc8PT3FMSrZFZmbm9PS0sKwYcMICQkhLS1NAJdmzpyJq6ur8AK0trZmwYIFgmEh2QBJx5o0fID29UMrKyt++eUXzp8/T2pqKtOmTRNr65I1A7RPF2/fvk1kZCSbNm1CSUkJIyMjgoKCiIyMZOzYsYwfP56vv/6asLAw1q1bR2FhIQqFQlgzjBgxgsGDB9O3b19GjBjBF198QUZGBleuXCEoKEgUhRkZGYKsOXDgQPT09LC3t+f06dNkZWWJ5xcVFcWGDRuIj48XRGELCwvMzMxwcHBgypQpJCYmUlhYyCeffCKsmF69eoW1tTV9+/YVet4VK1ZQUFDAgQMHcHR05NtvvxWbWbNnzyYxMZFFixYJQ/q+ffty8OBB1qxZw7lz51AoFISEhIhz+eDBg8IX2c/Pj9raWiZPnkznzp0FvGfatGn4+/uza9cuevfuLRqEa9asYeHChTg4OBASEsK9e/fQ09NDJpMJica+ffsICAgQFhrjxo3Dy8uLqKgoTE1N/17J9Jshkw6+/4ZQU1NTSMmdBJRpbW3F0NBQTKXa2toEfVQykJY0JBLNTYK1ALi4uNDQ0MC5c+cwNzenoKAAdXV1dHR00NfXp7KyEgMDA3755Rc+/fRT8XOg/WQ8duwYERERaGtrY2Njw7lz51i/fj0HDx7EyclJTK0kobP0nB8+fEjnzp2RyWT0798fVVVVjh8/TseOHfH19SUqKopp06ZRVVVFXFyc8F7Kzs4mPDyc3NxcSkpKBPnwl19+wdLSEjU1NR48eEBTU5MwiLazs+PmzZuCttelSxf69OlDQUEBBgYGNDY2UlZWRltbm3h+kkns+vXrcXd3p7W1lczMTAEgMTMzQ1lZmdLSUsrLy5HJZDg5OQn9Y319vUDGP378mA4dOog1s6dPn4oJnGRK36NHD6EZAkhISMDLy4u4uDisrKzIz88X+kx9fX2cnJyIiorC2dkZdXV1XF1diY2NxdraGjs7O0HSkhIMOzs74uPjqa+vx8/PT9Bapa+npqaKbvS1a9fw9fXlxIkTjB07lsbGRnR0dDhz5gw2NjZiFXfixImUlpayaNEiFArFGx5x0v54ZmYmW7Zs4datW3Tq1ImRI0eio6ODs7Mzly9f5pdffqF///506tSJ0tJSsZppY2NDz5492bt3L87OztjY2HDo0CEsLS2xt7enY8eOREdHM3HiRFasWIG7uzuFhYWYm5vj7+/PoUOHCAsLo6amhqKiInJycrC0tCQjI4NPPvlEwC7y8/MJDg5GR0eHx48fY2xsLGwr4uLiRAdfS0tLrLLev3+fxsZG5HI5/v7+1NbWoqamJnzHampqkMvlhISEYGxszIULF4R/FrQbV2dkZPDq1SvkcjlyuVzYwZw6dQpzc3NBqywtLeXChQt89dVXPHr0iA4dOuDm5sb58+d59eoVBQUFWFtbU1VVRceOHcnPz6etrY2FCxdy+vRpoY+dOnUqLi4u9O3bl7t373L48GECAwOJiopiyJAhVFZWMmzYMLy8vIQ2NTMzEz09PcrKynBycmLfvn2sX78eiz+bmj979owpU6ZQVFQkVjW7dOmCj48P0dHRyOVycY7W1NSgqqpKQEAAAQEBrFmzhqKiImbMmMGpU6cE+Q/aV+YleJBCoeDZs2eMHz+ep0+fkp2djYGBgbDAqK2tRUlJSWiri4uLycnJQUVFhebmZk6fPs1PP/2Er68vJiYmwF90LdK6pNSFPHr0KLNnz2bXrl306dOH9PR0rl69Ks6bjRs3smnTJi5evIi7uzvW1tb06dOHFy9eCMrxokWLBKnVwsKCwMBAsU5WVFQkkgl7e3uGDh1KTU0N8+fP58GDB0ILLZfLycvL48yZM3Tr1o1Vq1YxZ84coZszMDAQ6H3JlubMmTNs2rSJqqoqAeqQzse2tjZMTU1FJ9ff35+YmBhKSkro1q0bCQkJdOrUicDAQHx8fLh48aLwcz19+jQaGhosXbqUoKAgPv74Y7HeJoG5Ll68SGpqqtCXR0ZGcvXqVdavX8+jR4/o0aMHgwYNEtY/UsLRvXt37t27h7W1NdOmTcPY2Jh169YJu4hFixZhaGgo6MLKysr88MMPZGRkcPToUS5dusSpU6cwMzPj6dOnmJiYUF1dzdq1a1m4cKFYCd+3bx9Llixh+PDheHl5oa2tzYYNGxg4cCB/+tOfOHPmDNu2baN3794sXLiQL7/8kpSUFH766Sc2bdqEu7u7sBj58MMPuXHjBoaGhowYMYLjx49jbW1Na2sr77zzDnl5eXzyySdERERw4cIF5s2bxy+//MKgQYPEFsj+/fspKCjA1dWVuro6xo0bx7179zhw4ADdu3cXMAhpwnLkyBE0NDTIzs5m5syZVFdXExAQQEREBHK5nGnTphERESGSXcmQOyYmhsOHD+Pv78+PP/4oViY/+ugjTp48iYGBAd7e3mzbto2mpiZmzZrFoUOHGD16NICAnRUXF3P48GEKCwt577338PPz49ixY4I4unjxYr7++mvCw8P57rvvhB/irVu36NOnD42NjUL/uWfPHq5fvy405/r6+rz77rtcu3YNdXV1bt26xVtvvYWlpSWHDx9m9OjRrFq1ivnz53Pw4EHGjh2Ln5+fmDBBuwZp6tSprFu3jk8++YTo6GgsLS2FfruoqIg+ffqgpaVFYWEhVVVVmJiYYGtrK2xNxowZQ0tLi6DKShrz/v37Y2VlJaZKknUDIKA5Li4uQsvu6uoKtK82XrlyhbFjxwrmQ2ZmJsnJyfj7+xMYGEhmZibp6emEhoaSlZXFbtUDzQAAIABJREFUgwcPyM3NpVevXsTHxzN//nwKCgpobm4mPT2d58+fExgYKNbJob24qKurIzc3l5iYGD799FNsbGw4deqUoMxnZWWRmZmJmZkZ+vr6qKqqinxKahKfPXuWiooKli5dyq5du0ReaWdnh62tLSdPnhRkWk9PTxoaGmhpaRH0dTc3N7788ktmzpyJnp4ez549Qy6XEx8fz5EjR9i5cycaGhoi15Hy8qioKEaNGsWqVat49OgRCxcuJCYmho8//lhAuaSpk0wmw8LCgiNHjtCnTx9iYmIYOHAgampqZGVlUVFRQZ8+fQAoLCxk7969LFy4kLKyMt599122b99Ot27dePz4MXZ2dgIi+OLFCzH1q66u5tatWwwZMoQLFy5gamqKkZGRMFeH9ib68ePHMTMzw8TEhNLSUk6dOsWMGTPo3r07t2/f5tWrV8hkMgG5WbJkCY8fP8bLy4udO3fSs2dPHB0dhecwtOuaXy921q9fz5w5c0TRtXr1aubPn09bWxuLFy9mxIgRNDY20r9/f7HqevToUcLDw8XxKR2Tzc3N2NraCrmZ9Dkzd+5c3nnnHRoaGvDz8yMnJwcLCwuioqK4cOEC33zzDVlZWRQXF2Nra4uHhwcA8fHxQlc/YMAAjh8/jr6+PufPn6e6upqCggLhXf3ee++hUCjEc3w9JF/TTz/9lDt37ojGx6lTp3j48CFubm707NmTkpISKisrCQoK4sSJEyQkJPD8+XN+/PHHpNcsAP/h+K8qDLW0tBTDhw8XRtodOnTg+fPndO/encrKSjQ1NYWPWlZWFlpaWrS0tNCvXz8ePXqEkZGRKAgMDAxoaWlhx44d7N27l5s3b1JZWYlCoUBZWZmOHTvS0NCAjo4OEyZM4K233uKLL74gNTWVvLw8VFRU8PDwICAggBUrVmBlZUVpaalA4dbX16OtrY2mpiaGhoZoaWmRnZ1Nly5dOHz4MPb29oSGhnL69Gm0tbVxdnbm8ePHZGRkMG7cOI4ePYqKigpyuRwtLS00NTUJDQ0lKSkJbW1tkpKSUFdXJzMzkw8++ICjR4/i6+tLUVER3t7e3L59m5SUFMaNGycohY2Njfj4+Ig1w+DgYDFZys3NpbKyUoim/fz8qK6uFhYL5ubmYrK5du1a/Pz8ePLkCaqqqqJLbmpqSnZ2NiUlJZw5cwYDAwOcnJxwdnbm+vXrODk58fz5c0FiNDExQVlZmS+//JIJEyZw7949rKysaGlpoba2FhMTE16+fEltba14XpKmyNramuTkZJqamgTGu7y8nEGDBlFXV8fTp09pbGwUhDSJAPnWW29RU1NDc3MzCQkJuLm5kZ2dTWNjI7du3cLT05Pdu3ezefNmjh07houLC8XFxXh4eAhSWUpKCgEBATg4OHDkyBFiYmK4evUq33zzDTdu3MDe3p7PPvuMhoYGdu3aJcAO0dHRBAUFidWWZ8+ekZiYKCAb/fv35+7du9jZ2XH06FFcXFzo2LEj3bt3JzMzk8DAQE6fPk18fLxYi6ytreX58+dUVVXR1tbGixcvmDp1qjgX7ty5g5aWllg3O3/+vNBUTJ8+ndmzZ6OsrEx6errw/cvJySE3Nxd1dXVUVFQYOHAgVlZWQo+1efNmwsPDcXFxwcTEhKysLAoKCoR/2YoVK5g/fz779u1j0KBBLFy4kNGjR6OmpiYmXIaGhly+fJmmpiaCg4NJTk6mubkZaP8ArKysRE1Njbt379K7d290dHSwtLQUHn1nz54VuOacnByysrLIy8ujS5cuAu0/ceJEFi9ezK5duxg+fDgFBQX4+PiQnp5OS0sLn332Gb6+vsLzUbJMqKysFA2EtLQ0HB0daWhoQF1dXdidSF6lcXFx6Orq8sEHH1BVVUVZWRk2NjZMmzYNR0dH7t+/z6effio0Xo8ePcLiz36mkZGRPHv2TBT4UtIgaeskimFLS4sALJmampKYmIiWlhZhYWHI5XKeP39OUVERa9euZfbs2cTHx4uOsZmZGfn5+b97XZVIyQYGBpw+fVqstKipqdHU1ISlpSWxsbEMGDAAb29vDh06hLGxMd99950o/KSYNGkSfn5+BAcHo66uLrxlod0nTdqcAAgLC2PVqvZFEWljwtTUlKNHjyKXyxk8eDAbN25kxowZNDU1CV8yab3q0KFDhISECIiYqqoqAN988w2JiYl07dqVYcOGoaamxqlTp+jRowcWFhbcuXOHCRMmUFNTw8OHDxk5ciQbN24kNDSU7777jnHjxqGtrS0agNBOlZZWOx8+fIiLi4sglL4ea9aswdfXV7wmc+fOZd26dVy6dEnotV4P6dzJyspizpw5wnBegkc8ffpUJDpJSUkcOHCAyspKfvzxR6Kjoxk2bJh4rMOHDxMaGoqGhgYKhYKLFy+yYcOGN9bXYmNj6du3L0eOHOGDDz743eNCSqqKi4vR0NAQmqvevXv/5n2k8wTg66+/ZvHixbS1tVFfXy8sQqTkTfLGffr0qSB8Sgnqy5cvkcvllJeXo6+vT1tbGx06vLkAlZSURO/evZk8eTIrV658I3ldtWoVCxb8xRo5MTFRTAP3798vzLulkNb6pfj1ayvFggULxDH7eigUCsrLy+ncuTMPHjzgyZMn4n2Dds1QQkLCP/S6/U/it573b4WUrHbv3l3IWH7vdv9MbNu2jSlTpgBw7do1jh8/znfffQfA/PnzBejk78WvC4b/r0dqaqqgo78ed+7c+auvvR579+7lvffe+5vfkwoVaAfHLFmyRIDGpCguLhYDkf9UbN++ncmTJ/9Hf4YUzc3NqKioALxx7ZAiOzub7t27/+b9o6Ki6NSpk/BD/Udjx44db1w7pevQ6yHlCfCX6+DfiuPHjzNy5Eh27NjB48ePWbt2LZ06dWLVqlWCGG5nZ4e2tjbLli0TU8vm5mbmzJnD5s2b/ygMDQ0NFevWrcPOzo4VK1aIbo80mVIoFOjr6/P8+XNh7q6qqoqOjo6YYkgaNxcXF6qrq/nxxx8BmDx5MtXV1XTs2JEHDx7w9ttvo66uTllZ2Rt+IdOmTcPQ0JDnz9tZOZJvTmtrK0pKSigUCoyMjLhw4QJTpkwRPn1RUVF07dpV6B7d3Ny4dOkSo0aNYt26dWKSVFJSIjo0rq6uFBQUcPXqVWGT0bVrV2H0fu/ePUJCQti+fTuDBg0SesUzZ85gYWEhYDPp6elYWFjQo0cPoWOxsrJCS0uLiooKNDU10dHRISkpSbxG9fX1pKWlCTJSREQEO3fupKysTEzwzMzMROJ8/vx54fEmJfK5ubkYGxvT0NBATU0NVlZWAsNfWVkpuosAS5cuxcfHh8rKSgIDA0VxHhsbS3BwMNevX8fHx0fg77W0tEQXBtp3wktKSrC3t2fixInCly4nJwdNTU0ePXpEWFiYuIDk5uZibm7O/v37efLkCbNmzSI1NRU/P783jrmpU6eydetWkThcvnwZf39/8vLy6NatG9HR0Vy+fJmuXbvyySefcOPGDby9vYF209nKykqsrKzIysrCxsYGQEwEoX2aUVdXJ4xqpe9raGiI6ao0RZWisbHxjfUPKTIyMrC1tf2rr//69lKS9dNPPzF69GiRhP2teP170v2kY12KrKwsLC0t/+b9X4/S0lKMjIwEmv7vxb+aEFRXV79RkPy/FlVVVWIF6I/4z8TixYvx8fERNDdo73Rra2v/W3/O2bNnGTp06L/1Mf+IP+LvRVRUlFjR/N+I2traNz6j/pF4/fr9xzXvb8fDhw/p2bPnP32/f+X9+E/GyZMnCQ0N/ZcaCFJIm1qAIJn+o5GcnEyvXr3e+JqUp0gTRylebwLFxMQwePBg0az69fO3t7cXWj6pALx48SJRUVEcPnwY+Os8JSMjg7a2Np4/f86AAQNEjtqzZ0/S09PF7YqLi/nll1+YOnWqKBB/+uknxowZw4kTJwgLCxMTzPz8fDIzMxk0aBBr165lx44dbN68mUGDBv1RGHbq1Elx8+ZNHB0dGTFiBAUFBVhaWpKbm4uHhwcPHz6kW7duVFVV8ejRI3R0dAR5MyMjAw8PD0pLS2loaBAeV5IR8bhx47C3tycxMVEg8fPy8ujfv/8b1f7UqVMFsCYhIYEjR46ISVFoaCglJSVoa2vToUMHXF1d6datGzk5OTx69Ijs7Gy8vLyorq5GLpcTFhbG9u3b8fT0pL6+ntLSUjw9PWltbeXZs2f4+PgAv10IPHr0SHgDSUCJX0d2drbQEMLvd41evnyJpqbmX3VmpcT/n+lGSkAYqWsixf9G1+rX8XuFzx/xR/wR/53x6wnl642kf1f8uyY9f8Q/Hx9//DGbNm36ze//T5LUP+LfG7Gxsf8jiuLvhdSk/m+NXx/Hv85nIiIiBBjpn3kcaLfNkKBW/2pITXZA0PqlRj78pRBramqirq4OXV3dN57Py5cvuX37Nq2trQQFBYnHff0xtmzZwrRp07h79y729vaoqKiwe/duHBwcxCppfHw8pqamnD17lsmTJ7N9+3a8vb1xdHSktLQUFRUVAeSRGvzQXsjdvHmTsWPHimv5683l0tJSjh07hp6eHiNGjODTTz8VthLQPlQaNmyYkDqEh4ejo6MjdKDS5k2nTp2orq4W78H+/fuxtLSkpKREkMljYmLo37+/2E48ceIEZmZmLF26lJs3b7J7924UCgV79+4lKSmJ77///l8qDP9fgM/820Iyy4Z2aqc0UQkICKCtrY1evXqho6ND165dsbe3B9o7D6qqqsKnT1NTU4BWXj8IfX19uXv3Lh4eHsISwdPTkx49erzxHEJCQggPDxekKECAKBoaGujVqxd9+/bFzMxMUMMsLCwYNmwYY8eOpUePHrz77ruEhYUB7QeVmpoanp6ehIaGYmRkhImJiTghgL9ZFALid/ytohDaV7ReX0/4vaJMLpf/VVEIiGnQP7Oioq+v/1dF4d/7+f+p+KMo/CP+iP9/xb179wS+XIp/d1EI/I+LwpaWln/q9v/q7yDZcPw3xe8VhWvXrhUG17+O1tbWv/nv34r9+/f/3dv8s+/jPxMPHjz4ze/NnDmTgoICfvjhh3/psaV1V0n//XpInrt/L77++mvx79/a1Bg/fvwb/3/9OL5w4cIbWrNfh4T8T01NBdoLDclaID8/X3gD3rhxQ9zndc02tBNspXj48CHQ/rqmpqZSVFT0V5YLkmdwQ0OD+JpCoRDPYf369QDCXkayK4F2KxTJf/XGjRsUFxdz/PhxRo0aJTwaX38dpONYJpOJNeWoqKg3btfY2AiAv78/FRUVjBw5kh9++IHa2lp+/vln7ty5I+BHkiWGvr4+MplMrFQ3NTUxZswY4ccXExPDhAkTKC4uRiaTMWXKFOLi4oR9xMmTJzl+/Djff/89KSkpyGQynjx5QmVlJWvXrqWgoIBly5YJmczdu3fZt28fXbp0QVdXl5kzZ/LVV19x584dUlNTGTduHMXFxaSlpbF27Vrxu8nlcvT19QkKCmLo0KHs37+fdevWUVJSIm6joaHBzp07OX/+PB988AF79uyhrKyM5cuXi/fm+PHjZGRkkJCQIKZtH3zwAXPnziU2NpbZs2fTtWtXNm3aRFFREWfPnmXlypV8/vnntLS0CEDOnj17WLp0KbNnz8bHx4fnz59jZ2dHc3MzampqbNy4kWvXrvHo0SOUlJTo27cvkyZNYsKECQLy1bNnT3FeNDY2ilXyGTNmkJWVxZEjRxg3bhw//fQTI0eOxMrKipEjRxITE4Ouri4RERFoaWlx584dJk6cyPXr17l//z4KhQJjY2N++umnN3TG/2z8VxWGr6+vSRAUPT09amtrhS+QBDaRVhXV1dWpqakRfkWSfYNcLhcmwdB+0bG2thbC6qCgIHr06PFXRZmKigoFBQXExcWJFUwHBwcMDQ3x9/fHzMyMyspKGhsb8fLyIjg4mKSkJGJiYnB0dBSrfhJ9U/odgDe6OZJdwK8vcL8Vr38wSUjuP+KP+G+O39PE/BH/2fh1IvW/Ef/o9Eci8Pbu3Vskcq+H5JtYUVHxu9dXyVPvt0LaNvmtWLduHfHx8b97G8kbD+DgwYO/e9vXIzo6+ne/L0kd6uvrAcRnzP80/tZny681rHl5eb95/4KCAsrKyv7HzyMuLo6hQ4f+VUFWUlJCWloatra2bxQDr2uzJE+96upqhgwZIr4u0U1fj8rKSvFaXrt27a++f+rUKaD9fZw3bx4pKSlUVVXx7Nkzcb/XPSxfL7ak47mhoYFvvvmGa9eukZmZyaJFi0TB8OGHHwo6b0pKipC1SJTGkJAQfvzxR4KCgrhx4waXLl3iT3/6EzU1NcBfiqDY2FiampqYMGGCsBMCRKESFxf3xu9VXV3NyJEjOXv2LA8fPhRroGPGjGHu3LmCJQCIjaqtW7eKnwt/Kf7i4uLQ0tJi06ZNXLhw4Q0N2vXr1wkKCsLBwYFjx45x//59Fi1a9MZzGTRoEDExMXTp0oUrV65QUVHBlClTSElJwczMDCsrKzFpkV7T06dPU1RUJM7v8PBwkpKS2LBhgzivpU2sw4cP884775CW9n/Ye8+oKq+3X/da9F6kKF0QFAVEVOzYY4xKLDFRY0lMsSQxsSf5WyLYu1ETewXBDgoqShEE6b3XRe+9d9gfHMzzus8Ze4+9P77jzE8osFw+z7PmvMvv/l2pBAUFcenSJV68eEFxcTFKSkoCZdLV1SWciLdt28bVq1fx9fUVnhK//PILRUVFgoWroaFBRkYGlZWVLFu2jNWrV5OQkCCuzYDb665duwQ6ayBBz83NJSAgQDhJD8ShGzduRElJCWdnZ9TV1Tl48CASiYSnT5/S2NgIQHh4OOfOnRMzzWvWrCE5ORl5eXnmzJmDqqoqT548QVVVlfnz53P16lWmTZvGrl27SElJwcrKilOnTvH555+zcuVKDA0NRZE/ISGB4OBgSktLiY2NJT8/n6CgII4fP46joyNff/01Fy9eJC8vj76+PsrLy6msrBTIj4EE2dDQEGdnZ8LDwzl48CDJyckcO3aM+vp61qxZQ2JiIrdu3RLO0WvXriU7O1uY0tna2qKqqvrRfOBPP/3EnDlzcHV1RU5OjqNHj+Lg4EBHRweRkZGMGTOGLVu2oKOjQ1xcHF5eXhw4cABtbW0OHjwIfCiQvHr1ChMTE86dO8e0adNwcXEhODhYcGoPHDjA9OnTGTlyJH19faiqquLu7k5ZWRnr1q1j1qxZdHZ28sMPP/D3339TXFxMZGQk3d3d+Pv7c/36dXx9fblx4wYXLlwgMDAQWVlZfHx80NbWZt26deTn55OcnMyECROIi4vDyMiIXbt2AR9m8zU1Nf+X86j/u/XfKjHs6uoiNDSU8+fPiwNKXV1d2Ol3d3ejqqpKZmYmtra2FBcX09DQgLGxMSkpKQIbsWjRIjIzMxk6dKh47QG30oyMDNLS0khJScHb2/v/VXW8efMmqampaGpq8uTJE6KiooiPj+fly5cUFxfz4MEDent7aWlp4erVq1y8eFFslu7u7vz0009ER0fz+vVr4QCWkZHBw4cPOX36NAUFBZSUlJCcnExTUxP37t3jwoULvHz5kh9//JGSkhJRrcrOzqa/v5+EhAQxKymVSlFSUiIoKIiIiAhSU1MJDg6mpaVFVD6rq6spLCwkJSWF2NhYioqKePXqFYGBgQJtUFJSQktLi2iZD7iLhoWFERYWxpUrV8TBUFJSgq+vL69fvyYuLo5t27aRmprK/PnzaW5u5v79+/z1118EBASIAfzOzk7i4uLEplJUVERWVhaBgYFIpVKePXtGbm4u7e3tohJYW1sr7kN2djZ9fX2UlJTQ3t7O0aNHaWhoICQkhMbGRtzd3UVVceAg2LlzJ9XV1eTn54tKYE5ODh4eHtTV1dHe3i4O7qamJu7fv09RUREdHR0UFBTw7t07fH19RZU5PT2drq4ubG1tSUlJwc3NjcrKSgoKCnj48CGAcM589uwZHR0d5ObmigpnV1fXR5XSiIgI2tvbRbBTWVkprnFvby8lJSVERUWRk5NDXFwcZWVlIvCDDxXTkpIS8fqAeP0LFy7w5s2bj6qrDQ0NAIL51dvbS2VlJaGhoYKjl5qaSkxMDJGRkTQ1NfH8+XPRfUhNTSU8PJzGxkZycnJoa2sTspT/Oaiura0lLy9PBIXNzc3k5uaKny8pKSEhIUG8dmRkJElJSYSFhX1UsU9PTyc1NZXq6uqPKmb5+flkZ2eLP5eVlYmvm5ubSU5O5u7du+J9p6amfpQUDBjfDFjkD4DD/1fr/6uSX1VVxblz5z4KkP7r+p8r47du3SIwMJCAgICPqsmPHj2it7eXjo4O/P39efXqFRUVFUilUnENQ0JC6OjoICUlhdevX3/0un5+fh+pDgYYhgPrfw5yBwKW/7r+a0dmgN/k4uICfLCeH0C1hIWF8e+//wqTk7y8PHJzc4mOjv7fdqqCgoJERyAjI4O+vj6CgoLE97du3SocTQc+n35+fly6dImkpCQAjh8/ztWrV7l58ybwoQI9ZswYIiIiePnypTBlqa2t5fbt2zx9+lQYhAxw3KRSKW5ubgQEBJCamkpPT4+4h1ZWVowbNw6JREJ0dDQHDx4kIyNDPDMAnp6edHV1kZ6eLp7D7du3M3nyZPLz8wV3zM7ODoCYmBh+//33j67F119/zeXLlz/6u6amJqGSgf8nmRgwXvvqq69ob28nNDSUQ4cOifvq7u6Oo6MjO3fuBD483zU1NeL7ubm54vr98ccfZGdn09DQQFlZGefOnRPvIy4ujkuXLvHXX3/h4+MjnB43bdpEamoqkZGRdHZ2cvXqVWJiYjh69CiKioqUlJRw6tQp/vjjD7Zt2yb+raioKBITE3n69CmHDh3i9evXVFRU0NfXx8mTJwkICODBgwfcuXOHlJQUfvzxR1JTU1m2bJlwXIyOjubYsWPizAK4c+cOp06d4scff6Sjo4O9e/dia2uLRCIhJyeHdevWcfDgQW7cuMHUqVO5efMmmpqawkTC39+fHTt20NjYyJAhQ8SZXlRUREhICHfu3BFGF56engQGBjJv3jyxBxw/fhwnJyd6e3tF4BcUFMT9+/e5cuUK5ubm3L59Gy0tLQIDA1m0aBGLFy+mvLyc3377DXt7e/T19YWipr+/H3l5eVpbWxk5ciS5ublcuXKFSZMmAR/2uylTpvDpp5+yb98+zM3NSUxM5NSpU3h4eHD79m22b9/OkCFDWL9+PXPmzOHw4cMsWbKEp0+fcvnyZezt7dm8eTPOzs6Ehoby6NEjJBIJQUFBuLm5ERMTw9OnT3n+/Lk4K86ePcukSZMwNzdnyJAhnD59GolEQnp6OoMGDcLHx4ecnBwyMzNJTExk3759BAcHk52dzfDhw0lLS0NXVxf4oLSKj49HIpEIPmJdXR3y8vJIJBKBP1i+fDnXr1/n9evXVFVVcfbsWV69esWjR4+YO3cu8+bNIycnh9evX/PHH3/g4uIi7oOamhorVqzA1NSU6upqgfL666+/yMvLE0nrxo0baWtro7W1VXxWmpub+fXXX4mJiWH58uVcuXKFsrIykRBt3LiRiIgIiouLyc3NZcGCBYSEhCAvL4+fnx+pqanU1taSm5vLxo0buX37NhUVFdy/f59Lly6xfv164ENhYOvWrZiYmHDhwgVsbGx4/vw5fn5+HxV0JBIJCQkJGBoasn79eu7cuSOkhRMmTCAjI4PQ0FAA0ZWCD8WIgXsrlUrx9/ensLAQJycn0tPT6ezsJDQ0FHd3d7S0tLhz5w6tra3ExcXR3d39kWxyII65cOECJSUlWFlZERAQwPbt21myZAkVFRWkpKRw9uxZ6urqxH4ydepUoqOj2bt3L76+vnz99dfCeXP//v1s2LCBP/74QySgBgYGQkopJydHeno6Ojo6jBw5krS0NCG1HFhSqRRzc3M2btyIjIwM/v7+jBgxgsuXLxMREYGVlRXz588nNzeX4OBgxo0bx8qVK+nq6qKzs5Py8nLU1NRYunQpq1at4vz585ibmzN69Gh0dHTo7+9n9+7dWFpaijNQIpGwd+9ejh8/zvz589mwYQNBQUEEBwdz5swZNDQ0BJ7k6NGjjB49GiMjI9zc3Dh37hyenp5s2bKFrVu3iudBUVGR8+fPs3XrVqEEfPHiBR4eHgwePBiJREJ7ezsPHjwQBa7/myU7AOn+77COHTt2QENDg6KiIkpLS+ns7KS7uxszMzMyMzNpbGxEVlZWsLNqa2vJyMjAysoKBQUFqquraWxspKysDBUVFQoLC/n222+5ePEiGRkZIhkqKioSINMBLpmjoyNeXl7iYNXT0+PNmzfs2bOHzMxMYdVfXl5ORESECILb29tJTk4mKCgIiUSCtrY2GRkZSKVScnNzkZWVJS0tjfLycjo6OsjOzubFixcUFhby8OFDRo8eLaxwi4uLSUxMxNjYmKamJuLi4rh586Z4j9ra2nh7e5ORkUFcXBy5ubk4OjoKTlx5eTkWFhYcPHgQbW1t0Z4ecAFMTEzk9evXZGZmUlNTIwK7GTNmcOHCBfLz80ViU19fT3Z2Nk+ePBE2wHl5eUyfPp2oqChhZjPAgJORkSE5ORk7OzvS09Px9/fH0NBQOKDeunVLgNCLi4vp6OggKiqKqqoq0tPT8fPz4/3792RlZaGgoEBnZyeRkZEkJyfT3NyMp6cnQ4cOpa+vj5cvX6KkpER7ezuRkZFIpVJu3LjBtGnTePjwIYMHD+bMmTO0tbURHx8v3A67u7uZMmUKDx48QE9PD2NjYzQ1NfH29kYikQiQaXJyMqGhoZiYmKCurs6OHTuQSqXU19cLZ8qIiAgqKip4+PAheXl5mJmZUVZWRmBgIPv27UNeXp6amhpSU1MZOnQoR44cobe3l0ePHonN1MzMjOPHj9Pc3MzNmzd59+4dhoaGDBo0iLi4OF6/fo2mpiY+Pj5kZmaoAS3sAAAgAElEQVQyZMgQ/vnnHzQ0NETR49ixY7x48QIHBwdRvZo0aRLbtm0jISGB2tpa5OTkKC8v5/3797x7946+vj50dXXF/evp6cHNzY22tjba2tp4//49jx49orW1FUdHRzw9PYmNjUVBQYHY2FgKCwsJCgriwYMHhIWFUVlZiaKiIrGxsTx+/BhNTU3OnTuHhYUF9fX1BAUF8fbtWxwcHHjz5g1VVVW4u7tTWlpKU1OTYD8OQKIbGxuJjY1lwoQJvHjxQmAcjIyMBLT+wYMHItlPSkri8ePHJCcns2jRIv7++29ycnIwNzfn9OnTwpH4xx9/RCKRCKi7oqIiampqKCsrc+DAAeGKe/nyZby8vNDX1ycgIICQkBCqq6tpaGjAxMSEkJAQYmJi0NbW5uzZs+zYsYPW1lZSUlIYN24c9+7dIyQkhLq6OhQUFOjr6+PUqVNYWlqKDkRwcDBxcXG8ffuWoKAgrK2tOXToECdOnGDcuHF4eHjQ1NSEsrIySkpKjB07Fnd3d1JSUlBVVUUqlVJWVkZfXx82NjZ0dHR8JKke4LvChyKBnZ0deXl53Lp1i5KSEmpra2ltbRUD/SEhIRw8eJC5c+cyatQoVqxYwZdffkl4eDgjRowgLy+PjRs3cufOHX788UeuXbuGkpIS5ubmqKioAB+KOTo6Oty5c4fMzEwCAgKorKwUVe93797R3d1NQEAA8fHx5OXlERMTIzoUQ4cO5fjx49jY2NDV1UV/fz/Z2dnExsaSkJCAqqoqQUFB7N+/n76+PlRUVKivr2fJkiV4eHhQWFjIq1ev0NPTo62tjadPn/Ly5UtcXV2JiopiwoQJ5OXlUV9fz+XLl5k4cSKXL18mJiaGY8eOcfXqVc6fP09ZWRm2trakpaUxfvx4srOz6ejooLe3lwsXLjBr1iwuXbqEj48Py5cvZ8yYMRw+fJjff/9d4CD+/PNP/v33X0xMTGhtbeXBgwf09fXh5+dHc3OzkIwtWrQIOzs7zMzMOHPmDFlZWfz222988cUXXLx4kb179xIQEICPjw/v3r1DXl4eXV1dIiMjefDgAU+ePOHmzZusXr2ahw8fcuTIEQ4fPoyrqys9PT0cO3aM4cOHU1RUxPHjx2loaGDMmDGsWLGC+vp6cnJykJWVJTk5mf7+fuEAbGVlJSDwvr6+KCgoUFZWRl5eHu/evaOwsJD09HTq6uqwtramrq6Op0+f4unpSXZ2NqNHj8be3h6pVMqlS5cEx09OTo6SkhI0NDSES/adO3fw8PDA19cXQ0NDzp49i6ysLN7e3lRUVFBUVCQCp+rqaiZOnMjIkSOFm+7WrVspKyvDwMCA8vJyVqxYwbVr14iJieGXX37B1NSU9+/f88knn3D27FmeP3/OlStX2LJlC3V1dURERLB06VJmz57Nzp07ycnJYfv27axZs4bdu3fj6enJ2LFjuXXrFl1dXUgkEnx8fIRpmKmpKdeuXWPw4MGkp6fzySef0NHRwcqVKzl9+jR2dnaYmJjg5eUlmHFhYWH8+uuvREVF8eTJEwwMDLh586a437/99huxsbFIJBIqKytJTU3lhx9+YO/evXR2dmJubo6lpSWenp5s3bqV7777TqCBZGVl2bp1K9u3byc2NpY7d+4QEBDA0qVLKSwsFOZ6K1euJCoqCgMDA3R1dZk/fz7Dhw/n+vXrLFmyBFdXV+rr64mIiGDRokXExsZSX1/PtGnTOHbsGN9//z2zZ8/m8uXLwgl6yZIldHV14evri52dHf/++684J3///Xd27NiBnp4ed+/e5dtvv8XBwYH9+/cze/ZsSktLOX36NH19fQIh09bWRnJysnCVrq+vJzU1lYkTJ5KWloaTkxNWVlYUFRVx8+ZNNDQ0qKmpQVVVlezsbDIzM0lISCA7Oxt7e3sROxYUFKCpqcnRo0fZtWsXFy5cQFZWljFjxuDr6ytc7yMiIpgyZQrx8fECxwEfCnGzZs0iJiYGCwsLduzYgZycHI6Ojnz++efExMRw7do1vv/+e8aPH4+ysjLZ2dkcPHgQWVlZ7OzsKC4uZsyYMcjJybF8+XJcXFyYMGEC4eHhJCQkMHnyZCQSCY8ePRKxQV5eHuHh4fj4+PDZZ5/h6uqKpaUl586do7+/n2PHjqGqqoqWlhbTp0/n/v37yMjIsH79elxdXbl58ya3bt3C398fc3NzvL292bVrF+PHj6etrY3FixeTkpLCrFmzuHHjhmA/l5SUMHPmTHJycqioqOD8+fOkpqYKFq++vj6bN28WCKEB9rWXlxexsbEUFxdz9uxZ/Pz8kEqlhIeH09vby5s3bxg3bhxHjx6ltLSUlJQU5OTkhPR0wFhmAMWUl5eHh4cHo0aNYu/evRgYGFBSUoKpqSnNzc3Y2NhQW1vLrVu3cHd3F/LO3377jYcPH+Ll5UVdXR329vYEBwdjaGgoeNVhYWFkZWUxkFPl5eVx/vx5Nm/ezKpVq/j999/ZvXs3cXFxfPPNNygqKjJ58mRCQkKwsbFh4sSJ1NXVERkZSVhYGK6uruzcuZPU1FQkEglycnLs27ePHTt2MHz4cNTV1YmNjUVTU5Ndu3bx8OFD5OXlGT9+PMOHD8fGxobk5OTyAwcOXP0/zaX+WyWGrq6uB/T19ZGRkUFGRoaCggI6OzuRkZGhtrYWGxsbDAwMkEql6OnpIS8vLzAFUqkUTU1NNDQ0yM7ORklJCT09PZqbmykoKKC4uJiKigoBHu3r68PMzIxXr17h4ODAlClTuH//Pq2trejq6vL48WNUVFR48uQJ169fx9jYWAC9y8rKsLe3R0VFBXV1dVJSUtDU1CQqKgpdXV3y8/Npb2/HxMREYDQGuif5+fmoq6vT29vLiBEjSEtL48svvyQwMBAHBwdaW1sF7PfFixd0dXWRkpLClClTiIuLIy0tDVNTU8G2GugUBAYGMmjQIMHvUlBQID8/n/r6eszNzfn3339xcHCgqalJdLmqq6upr68XfMcB1ERVVRX6+vp0dHRQXl5ObGzsR6yi/Px8ent7GTduHEVFRbx9+5b09HT27dvHo0ePGDx4MJ6enlRWVqKhoUFkZCRWVlaMHj2avr4+0tLSUFBQIC8vD0dHR/Lz8+nu7sba2prQ0FDy8/MZNGgQUVFRaGpqfuTGGRQUhLu7u2AuwocZzLa2NtLT0+nu7iYqKoqZM2dSXl7OnDlzqKurE1xMdXV1AgICBIT84sWLWFtbM3v2bFpaWnB0dERBQYHCwkJmzZpFUFAQDQ0NbNu2TXAg6+vrUVZWJiYmBk1NTXp7ewkJCSEnJ4fAwED++ecfent7BT+tp6cHfX19+vv7KS8vJzg4mLlz54qOoVQqZfr06QwdOhQtLS1KSkpQVlamq6uLhw8fsmjRIjo7O7G3tycgIEAArQfs4C0tLRk1ahRfffUVdXV1Am78+++/i4LFlStXSEhIoKWlhYqKCjo6OggPD2fevHn4+/vzww8/UFJSgqKiIgUFBVhZWdHS0kJycjLt7e2i6xgTEyNYfunp6RgbG2NkZISRkRFFRUXo6ekRERHBrFmzhGOurKwskyZN4rvvvuPLL7/k3bt3/P3336SmpqKvr09jYyMeHh7Cgt/Y2JhBgwaJxEUqleLt7S0QHfHx8Xh7e1NXV0dnZydWVlbU19fT29uLoaEhdnZ2jBgxgri4OHbu3Mm2bdvIyspCWVlZcB0HpNxhYWHExcXh6enJkCFDKCwsxMLCAkdHR9TU1IiPj8fKyoqwsDB++OEHbt26hZGREcnJydTW1lJdXc2GDRuwsbHBwcEBX19fdHR06O7uprKyEn19fdrb22lvb6e1tZXdu3cLdMjo0aOpr6/HysqKyspKjIyMcHJyQlNTk8ePH6Oqqkpra6tQC2RmZhISEoKWlhZlZWU4OTlRWlqKtbU1ly9fFo5vXl5eODs7s3btWpSVlUlMTOTEiROMGDGCjo4OVFVV+eyzz2htbaWiogIjIyOePXvG0KFDMTU1xdLSkkWLFuHv7y/c3RQUFPjss8/Q19dHQUGBUaNGoaqqyqtXr6itreXx48f09fUxcuRIUlNT0dDQ4NKlS8yfP5/s7GxGjhyJtrY2ZmZmPH/+nOzsbNra2pCRkRHBQUpKChoaGoSEhJCfn4+CggJWVlZs3ryZW7dusXLlSoqLi5GTk0NTU5P79++jq6tLa2srdnZ23Lp1i59++glFRUXevn2Lo6MjBgYGdHZ2Iicnh5ubG4D4rB85coSFCxeyY8cOpk2bRmhoqGDlTZo0iXv37pGSksK2bdsEC2zy5Mno6+sjJyfHli1b8PHxQU1NTTDqdu3aRWhoKEVFRcybN4+EhAQuXrxIWloabm5uLF68mNLSUnp6eti0aRO//PILRkZGjBgxAjs7OxYuXEhGRgYvX75k7969fPnll1RXV4uKvKKiIkFBQYwdO5aOjg7S0tJwdnbG1taWTZs28eWXX2JsbExBQQHBwcEcOnRIFKNmzJjBL7/8wp9//ikwQY2NjaxZs4ZXr15hbm6ORCLhzZs3TJs2Tcjbjh07RltbGxs2bKC8vJznz59TVlaGjIwMDg4OBAUF4eDgQHFxMRYWFsIErrq6muLiYqZOnUp/fz+Ghoa8ePGCyspKVFRUMDU1FXipXbt2UVpayrJly1i/fj3Xrl3j+PHjPH/+nO3bt9PW1saLFy/Q1tamtLSU8ePHCz7gJ598QlFREba2tpw6dQoZGRkcHR1paWnhzZs37Nixg/j4eKGKcHNzY9CgQUKV9M033xAeHs7q1auZOnUqY8eORU9Pj5KSEpYuXcp3332HRCJh27ZtuLm5oaOjg62tLYMHD2bq1Kn89ttvlJaWkpGRQXV1NX5+fowfP54rV66goKBAWFgYXl5e7N27lz179tDV1cXcuXNxcXEhKSkJKysrHB0dcXBwwNzcnIULF3LgwAH6+vowMDBg7ty5GBgYMGfOHL777jtaW1tZvHgx0dHRVFVVERwczIIFC1BXV6e5uRlHR0f2799PSkoKr169wsXFhVmzZjFu3DhaWlooLS3l2bNn3Lhxg8WLF3Px4kV2797NiBEj2LdvH319fWzYsIG9e/cKZ0wrKysSExM5ffo06urqODo6YmNjQ1lZGV5eXkIdU15ejp6eHkFBQXh5efHbb7/h5OTE/fv3ycvLw9TUlCNHjrBgwQJcXV05cOAAbm5uZGZmYmFhwfr161m7di0LFy4EPshXnz59yu7du4mJicHU1BQ7OzuamppQVVVlzpw5+Pr6sm7dOiZNmsSoUaOIiIjAzMyMpqYmAgICGDp0KEOGDMHa2ho/Pz/Bnzx27BhHjhxhz549Imarq6tDUVGRS5cu8f3339Pc3IypqSlSqZTY2FhaWlrQ0dEhOjqa4OBgzM3NKS8v57PPPsPDwwN3d3dmzpzJ2LFjcXNzw8XFBWVlZcaOHYujoyMeHh4sXboUGRkZOjs7cXZ25qeffuLAgQO4uLgwefJkmpubhdlhVVUVjx49Eo2SMWPGYGtry759+9i8eTMuLi60tbVRU1NDUVERixYtwsXFBS0tLdLT03FxcaGwsBAXFxesrKzo6+ujs7OTXbt28d1336GkpERDQwNff/018+bN49NPP8XT05P29nYmTZpEZmYm6enpzJs3j3fv3uHl5cXjx49pbGzk5cuXqKqqCoVOcXEx796948cffxQS0l9++YU7d+5w8eJFvLy8MDIy4uHDh2zatIkvvviCoUOHMmrUKN6/f4+cnBxZWVmMGjWK+vp6gVgrLCwkODiYpUuXoqGhwZgxY/D29mbw4MHEx8cjLy8vVGXBwcFERESgrKyMqqoqcnJyJCUlERgYSGZmJvChkJOTkyNMG/Pz86mqqsLW1lY4lx44cAAjIyNMTEwIDQ1l1apVVFRUEBQURG9vLy9fvhTnxYYNG9i0aRN79uwhMDCQpKQkNm/ezOrVq5k+fTrXr18nICAAPT09dHV1MTU15caNGzQ2Ngo5uqysLEuWLOH69ets376d0tLSAVn1/58Ynjhx4sAAt6utrQ1NTU20tLTo6upi0KBBtLS00NHRgba2NjIyMigqKtLT00N1dbUIpNPS0rCwsKC8vBx1dXUMDAwIDQ0lKysLMzMz4TI38DsNDQ3Iy8uzePFigoODSUtLIzc3lxkzZiAnJ4evry+zZs1CIpFgYWFBbm4uWVlZWFlZiQ+NkZERdXV1zJ07F3l5eVRUVOjs7ERXVxdDQ0NKS0tJSkrC2dmZzs5OERhERkYSGBiIhYUFWlpa4sDs6+vD1NQUGRkZjI2NsbS05MqVK9jb25OUlISKigqpqakMHz6cxMREIiMjkZeXp6mpicmTJ4vuo4aGBhUVFZSUlIj/e0dHBxMmTMDY2Jjw8HAMDAy4ceMGgYGB9PT04OjoSHZ2Nq2trZiZmZGVlcVXX33F06dPhe587dq1uLm58e7dO+rq6ujp6WHKlCk8evQIa2tr2tvb8ff3x8bGBkNDQ8zNzfHx8aG0tJSYmBhmzpyJvr4+OTk5qKmp0dTUhJaWFlFRUXR1dWFsbIyqqiqlpaXMnj2b3NxcXF1dUVNTw8HBQVTNExMTUVNTw9/fHyUlJUaOHImfnx8ODg60t7ejoKCAh4cHjx49oqqqCh0dHe7du0dMTAyKiopUVFSwefNmYmJi0NHRoaGhAX9/f6ZMmUJYWBh5eXlIpVIxIzLgNpuZmSmq/S0tLeTl5WFiYkJ4eDiDBg3C29ubWbNmERERQVBQEM7Ozly5coWmpiaamppYunQpgwYN4vbt24wePZqsrCyio6NJTk7G0NCQx48fiwLHQKfQzc2N2tpaZGRk8PT05PDhw4KVWFZWRn19PR4eHmhrayMnJ8eoUaN4+vQpVlZWFBcX09jYyDfffENWVhaWlpYUFBRgYWFBQUEBubm5JCcn09PTQ01NDU5OTri6ugq2nKWlpbhXA0lxa2srTU1NWFpa0t7ezs2bN5GRkRG8pZycHHE9hgwZgp+fH+fOnSM+Pp7KykqqqqpElTkkJARLS0vs7OywtLQUv5efn8/3338vuIh6enpUVFSgpKSEvr4+GhoaKCgo8Pfff9PR0YGCggLv37+nsbGRV69e8fLlS0aOHImBgQEKCgoCJTNo0CBRSCgsLGT27NlIJBISExOxtbUlLy+PjIwMMjIykJOTw8/Pj/T0dIYOHYq+vj4pKSm0tLSwfft2FBUVefToEUpKSnh5eaGrq4uMjAxxcXH09fXh4eHBiBEjaG1tpbS0VBxIr169Es/jL7/8QmdnJwkJCVhYWNDc3CwSkYcPHzJ8+HBaWlrw9PTk999/R0FBgfj4eGbOnMmyZcv47rvv6Ovrw8LCAjk5OUaOHImysjJz5sxBWVkZDQ0NJBIJ7u7uZGRkcPXqVS5cuEB/fz8//PADmzdvxtTUlJMnT5KRkcH69esJCQlBTk6OtrY2amtr+fbbb4W0W0tLi5ycHNzd3QWPcaBbJ5FI8PX1paKiQpgcaGlp4evri5+fH/X19cTGxiIjI4OTkxNv3rzh33//Zfz48eTk5Ijqqrq6upBZNzQ00NDQgLu7u9jjHj58yPLly/H29mbmzJkcOHCAlStX8vTpU2bOnImvry8tLS0EBATg5ORETk4OZmZm3Lt3j9raWu7evYuvry95eXns2bOHly9foq+vj7y8PD09Pfzzzz/s37+f4OBgmpubefPmDT/99BPKysqCIymVSvnnn38YPnw4sbGxTJ48GT09PVatWoWfnx9eXl54enpy4MABuru7CQkJISQkhBEjRrB161YuX75MfX096urqpKamsnfvXkxMTBgyZAi3bt0iNzcXOTk5lixZwtChQ1FSUhLdv4CAAN68eYO9vT379u1jyZIl6OrqUlFRQW1trWCpysvLM2PGDHp7e0lNTcXR0ZHKykquXLnC4MGDWbBgASkpKbS2tlJdXU1lZSXDhg0TM2sPHjxgx44dKCkpiQ7wlClTBCC8p6cHc3NzpFIpfn5+fP7551y+fBkbGxtevHjBrFmzhLR0yJAhSCQSioqK+P3337l9+zbJyckoKipibm6OrKws3333nUhi8/LymD9/PocPH2bcuHH09/dz+/ZtZs6cyY4dO5g6dSpBQUG4urqyefNmlixZQnBwMJ6envj6+hIQEEBGRgYWFhZijxqAxLu7uxMREUFCQgJNTU2MGTMGRUVFESjW1taiqalJbGwsX375JZ999hmrV6+moaFB7OMBAQFs3LgRLy8v/vrrL5YsWUJTUxPTp0/n6tWr1NfXM2HCBN6/fy+C7LFjxyKVSkWHyN/fn23btmFqasqIESNQVVVly5YtossZHR2NjY0NZmZmjBkzhrNnz7JkyRIePHhAcnKyUBkpKioSEhKCrKwsCQkJfPvtt5ibm/Po0SNMTU1Zt24dsrKyXLhwAV1dXbS0tIiNjUVHRwdLS0vmz5/PzZs3+eGHH3B3d6etrY2dO3eSl5cnpMBKSkqEhYURFBTEkSNHCA8PF+7tlZWVbN68mfv372Nvb09ERAT9/f2oqKhgZGREeHg4ERERqKiosHPnTmGY4uLigrW1tYhf3r17R2BgIB0dHRgaGqKtrc3cuXPp7e3l+fPnDBs2TKhESktLefPmDR0dHURERDBx4kRu3LiBhYUFqqqq3L59m/Xr11NXV0dxcTG2trbIy8sLl82RI0eSkpKClpYWU6ZMYdy4ccTHx2NjY4OCggJXr16loKAAExMT2tra+OSTT5CRkaG6uprOzk5aW1uxsrLixo0bNDQ04OLiQnJyMlevXmXr1q1UVVVx/Phxce7FxMTg6elJT08PUqmUBQsW8PjxYzFK4+LiwsiRIzlw4ABpaWk8efIEMzMzVqxYwdy5c5FKpbi6uiIrK0tlZaVIJnV1dZkxYwaffvop+vr6eHt7i/m31NRUEeO4urry1Vdf0dDQwJ49e1i7dq0o0lVUVBAXF8fs2bPp6enh2bNnREdHs2nTJq5fv05vby93795FX1+fyspK7t+/z61bt1BRUWHq1KnIysri5OTE/PnzcXJy4ujRo+zevZunT59y4cIFJBIJBw8eJDw8HA8PD6RSKfHx8djb23Pt2jXa29uZPn06vb29aGlpoaurK2TiLS0tZGVlkZmZyb///isA8VFRUWhra7N7924KCgpITEzE399fFCfev38v9sji4mKOHDnCiBEj8PLyorS0FFVVVT7//HOqqqrQ1tYmJiaGHTt2AKCrq8sXX3wBgKOjIw0NDXR1dWFqakp/fz9FRUXo6uqya9cuJBIJNTU1ZGRkYGZmhqKiIuHh4SgrK3P48GGGDRtGZ2cnSUlJFBUVsWzZMubPn09wcDD9/f0cPnwYCwsLoXRQUlIiLi6Ozs7O/+vE8L/VjGF7ezuKiooYGBgIKLOCggIqKiq0traipaVFbW0taWlpyMnJYWhoSHNzM0pKSlhYWFBVVcWYMWPo6OhATk5OdPO6u7txcHCgvLyc2tpa0XEccD4d0NcPyM/a29t58eIFSUlJHDt2TMyhVVRUCNmgra0t+vr6aGlpkZKSQlpaGrW1tQJ0PZC4wQfLYD09PSorKzEzM6O8vBxZWVkWL17MxIkTCQoKoqWlhYyMDGpqatDS0hKzeiUlJURERKCgoEBJSQkqKiro6uqiqanJ6dOniYmJQV9fnylTpgjznQEmYm1tLVZWVsyePVvMlA10Q69cuYKenh5dXV1ER0cza9YsEYwtWLCAtrY2AgICKCwsJC8vj+HDh4sE5tq1a6SlpdHU1IS2tjby8vLU1tZSV1dHdnY23t7e9PT0MHHiRHx8fPDz86OhoYHw8HCsra1F52PEiBFiHlJNTY1BgwZhbGwspLZGRkacOXOG9PR0tmzZwvDhw/nzzz9RV1cnLS2NCRMm0Nrair29PSNHjhTzBDU1NZSXl3P79m1RSOjs7KS6upp169ZhYGDAokWLKCsrIyMjQ3Rznj59Sk1NDWFhYQwbNozMzExMTU2xsrJCT0+PS5cuUVJSgqamJp2dneTl5REWFoa2tjaNjY2YmJhw5MgRdu3axdu3b7GwsODdu3ecPn2aoUOHkpeXh7GxMR4eHmzfvp0///xTBGKtra2Ym5tz9+5dampq6OzsJDU1lZ07dyKVSrG1taW0tBRlZWX09PSIjY3F39+f2tpaPD09efnyJbq6uty7d4/Gxkaqq6v59ttvcXNzY82aNYwcOZK9e/fS1NRETU0NDg4OKCsr8+DBA7KysqitrSUxMVEE8Z9++ikzZsygtraWlJQUJkyYQHJyMhoaGoSHhyMnJ0dKSgp37tzBx8dHHJg1NTVipk4qlQo0THd3N99//z2Kioro6elhZGTE6NGjSU5ORkVFhby8PPz8/MjLyyM/P190i3V1dYmKiqK6upozZ86gpqYmmJRqamrExsayZs0a3NzcaGxsRENDA3V1dUaNGsXkyZOpr69n//79WFhYMGzYMI4dO8azZ89ob2+nra2NhIQEqqur6e7uxtDQkPDwcBwcHIiNjUUqlXL58mXRjcjMzOT169eiC/XkyRM8PDywtbUlOzsbdXV1Nm/ezMmTJxk1ahRaWlqoqalRUlLCmDFj6O7uZvz48VRXV2NlZcXr168xMjIiIiKC0NBQFi5cyPPnz5GTk2PBggViKP/69evk5eWhoaHB9evXaWpqwtzcnK+//hp7e3tu3ryJRCL5yATj+PHjQn6VkJDAvn37WLFiBfv372flypWYmZlx/vx58fMDxYQlS5bw2WefceTIETEL/fr1a9ra2vj888/JyMiguLiYkJAQvvjiC3bs2MHTp09pbm4WXU97e3tiYmI4efIkf//9NzNmzCA4OJjMzEy0tLQoKCigq6uL/Px8goODycrK4uXLlyI41NPTo6OjQwSAy5cvR09Pj59//pkhQ4awa9euj5KM6upq1q5di5qaGqtWraKhoYE///yTmTNn0qAuzckAACAASURBVNLSIuTY+vr6rFq1Cj09PWbNmsXOnTs5ePAgb9++5cyZM7i4uODj4yP26LNnz7Jq1SoSEhJwdnZm8uTJtLe3M2/ePObMmYOFhQXm5uY4OzuTmJiItrY2CxYsIC8vT8h1B1ZVVRWbNm3i9evXmJmZceLECY4ePYqXl5fAbDQ0NIhOxtatW7lw4QKVlZXs2rWLx48f4+vry6FDh1BWVubNmzf09fUhkUg4efIk1tbWlJaWcvnyZcrKyli0aJHowsOHORZdXV16enqoqqrCzs5OdB/j4+P59NNPcXJyQiKR4OrqSkNDA4MHD+bXX39FIpEIdm53d7c4Z5WUlCgvL0dOTo7m5mby8/MJCwsTipH6+noCAgKYMGEC/f39yMjIUFpair6+viiGamho0NLSwsWLF1m+fDnt7e28f/8eFxcXdu/ezbx58ygqKqKqqoqGhgZWrlxJR0cHDQ0NzJgxg5kzZ5KYmMjatWt59uwZxsbGeHl5CYc/a2trDhw4QEtLC9ra2rS2tjJu3DjxWZs3bx6DBw+mpKSEuro6qqqqRLDc3NyMtbW1cBgfPnw4gwYNwsTEhKysLOFY2dPTw7p166isrCQnJ4djx46xePFi7O3tqampYciQIUycOJHOzk4yMzP5+eefSUhIEEqMhoYGTp8+TWdnJ9OmTRMzuY2NjcTFxfH8+XP8/f1pbW3FxsYGb29vXrx4wbNnz/jiiy8wNzenuLgYJycn1NTUUFdXFyYnA8zdyspKwsLC2LFjB8+fP6ekpETY9w/MvPv5+YkZp3///ZewsDDy8/OxsbGhoqKC8vJyTExMhJJLXV0dqVT6EUPO09OTGzduIJFICAkJITAwkKFDhzJ79mz279+Pt7c3rq6uuLm58fPPPwMfVECTJ0/m8uXLyMjIMGnSJJYsWUJqaionTpwQM+dLly6lp6dHFOOnTp2KnJwcixYtIiAggIKCAg4fPoy6ujoFBQWsXr2akJAQtLW1qa6uZtu2bWzZsoVx48YhlUpRU1NDV1dXzAW/efOGlJQUSkpKGDduHJGRkYJBqKioKJ7nly9fEh4ezn/+8x9u3brFokWL6OvrY/Hixejr6zN+/Hh+/vlnVqxYwZw5c/jjjz84efIk8GFWTkNDA29vb1xcXMSc2aRJkxg0aBDZ2dls2LCByMhI9u3bh6WlJfv27ROsvYG1YsUK8fVAt/X27ducOnWKtrY2pFKpmEFvb29HIpEwceJE/Pz8KCsrQ0dHR6gVFi1aJFxvB/ZnW1tb/vzzTzFrPWfOHPT09EhKSmLjxo1cvnwZdXV1srOzaWxsxMzMjLa2NgwMDFBVVSU6OpopU6Z8ZGL21VdfERISwps3bzh27BjHjx/nn3/+ITExkZqaGurq6jAzM8PT01Oou6Kiovjmm284ffo033zzDXv27GHnzp2MHTsWHx8fEhMTOXv2LAUFBXz++eeMHTsWiUTCoEGD6O/vZ/v27Rw6dAiJRMLo0aM5evQo8+fPF4okPz8/nJ2dhW/HwPqvz/TmzZt5/vw5R48eZcGCBcjJybFmzZqPnFcLCgpYvHgx06dP59SpU8yfPx8bGxuOHDkiOu1Dhw5FIpHQ0tIi1G4AEyZMEHs/fJDhSqXSj37m/3T9t+sYDsiwtLW1UVBQoK2tDX19fWpqaqivr6e/v19gHAYA5xoaGrS2tiIvL4+BgQGamppiDqevrw9jY2OioqJoaGjA0tJS6NC1tLSERfGQIUM4ceIEFhYWQkJmYWHBnTt3GDt2LEZGRmJO0MrKip6eHvr7+8XMhry8PA4ODjQ0NIgNvKysjMrKSt69e4eFhYWQr/X19dHe3s67d++YPXs2NTU1Aug+MCxcX19PdHQ0enp65OTkMGrUKOTk5FBWVhYMQVVVVRwcHOjs7EQikVBeXi6Cr+joaNERqq2txdjYmNraWhISElBWVmb58uWkpaWhrq6OkpISo0eP5vHjx9TW1nL27Fnk5eVRV1enr6+PnJwcJk6cSGZmJnJyckyePJmpU6diZ2dHd3c3dnZ25ObmUl1djby8PM+ePcPJyUl0DJOTkzE2NkZHR4fy8nKSk5MpLy9HRUWF4OBgJk6cyOvXr3F2dsbLy4vJkyeTmppKfX09JiYmgmcZGBjIihUrhLFNTEyMkD/Jyspy584d5s+fT1ZWlqjotLW1MWPGDKqqqlBSUuLx48fIyMjQ39/PV199xfv377G2tubu3btMnDiR1tZWWltbKSgoIDw8nLq6OiwsLIiJiWHy5MlCHiovL09WVhaLFy/m8ePHGBgYoKOjQ2NjIzNnzuTo0aPY2Niwdu1aIiMj6e3tpaGhAU1NTZqamlBRUSEmJgZ7e3tKS0uRlZWlra2NYcOGkZubi0QiwcDAAA0NDXx9fZGRkaG9vZ2KigpxCAzMtyoqKgr7Zjs7O44dO0ZlZaWQGfr7+xMUFISNjQ0zZswgLCyM06dPM2zYMHR1dYmOjub9+/f8+eefNDU1UVZWRnp6Oi0tLRgaGqKhocH9+/dFtdDS0pLi4mI8PT1ZunQpvb291NbWIisry/DhwzE3NxcD3cnJyVRUVKCoqMiwYcPw9fUlNzeX58+f09TURENDAykpKUyePBkZGRnCw8OxtLQkLS0NZWVl+vr60NTUxNjYGA0NDe7evYuDg4O4fsuWLSMoKAgFBQV0dHTw9/fn008/xcPDQ8yCTp06lYSEBHbv3o2mpiYjRoxg1KhR5ObmipkEPz8/Uc0bMBjYtm0bPj4+QhGgo6NDZWUlWlpadHd34+3tzc8//yw6M4MHD6auro6FCxcSFhZGZ2enmP3r6enB1taWjo4O3r9/z8yZM0VHU01NDQ0NDdLT0+nv7yciIoInT56gqanJrVu3cHZ2RllZmTVr1nDr1i1kZWVZunQpx48fx9XVldzcXE6cOIGGhgbTp0/np59+Yu7cuQQEBDBixAgyMzPZtWsXL1++ZNeuXYwYMYLPPvtMzNKpq6uTlJREQUEB+vr6nDx5kgkTJpCYmEhhYSEbNmwQnbOB/UdFRUW4wX399dcicUxKSqK7u5umpiZGjhxJe3s7f/zxB1OmTCElJYXAwEC6u7vp7u7GyMiI5uZmvvjiC4KCghg2bBhSqRQtLS0yMjIwNjZm4cKF3Lt3jz179nD+/HnGjh3L8ePHSU5OJjExEWdnZyIjIxk8eDAnTpygpaWFy5cv89tvv7F69WpcXFxQV1envb2dnJwcysvLKS8vx9fXV8yl/Prrr6xevZo1a9aQkpLC27dvsbGx4cqVK2hoaJCamsrWrVt5+PAhqqqqQtIWExODhoYG1tbW9Pf3c+bMGeCD8115eTknT55k2bJl5ObmcubMGWJiYnj58qUwVxmQnEqlUgYNGoSysjJXrlzB09MT+BD81dTU0N/fz9y5c0lNTWXMmDHC9OO/jkwkJiaK7s2rV6/YsmULQ4YMwdnZmVmzZvHkyRNWrFhBaGgoSUlJJCUlMXPmTCorK5k7dy537tzBzs4OPT09/Pz8RBLT2NhISkoK+/btw9vbm5qaGjw9PVFQUCAnJwd5eXmCg4P59ttvMTY2xsDAgNjYWMzMzFBWVhbjDosXLyY7O1t0wktLS/H29mb79u1cu3YNVVVVIXm7efMmT58+JSgoCHl5eTIzM+nq6hLy04SEBAoKCggKCuLQoUMsXbqUoqIidHR0SE9P58KFCxw+fJjOzk4ePHhAfn4+1tbWvH37lrt377Jt2zaWL1/OTz/9hL6+Prdv32bIkCG0t7dz+vRpVq1aRXBwMImJiaSnp6OqqkpHRweHDh0S8nFLS0vU1NRYvHgxn376KVevXqWuro7Ro0eLOWlDQ0OhEIIPycX79+8xMjIiJyeHadOmcfDgQYqKipgwYQJPnjzh/PnzZGVlsXv3bt69e8ekSZPYvHkzZWVleHt7ExcXx7BhwwgNDUVLS4umpiZkZGRobGwkNzeXvLw89PX1MTExEdK5gTnbcePGoaenx6hRo3BwcODKlSts2rSJ8+fP09jYiKurK0lJSVRVVbFx40bU1dXFPZaTk8PW1hZPT082b95MX18f6enpPHv2jKioKPr7+1m0aJEo4nV3d5ORkYGhoSFhYWHExMRgZ2dHWloa48aNw8HBAR0dHZ49e8a6det4/PixKJ6dP38eS0tLZGVlKSsr49KlS3z55Ze0t7fT29tLUVGRKCRNnz6dFStWIJVKsba2prCwEENDQ06fPs2yZcsoKChAWVkZQ0ND1NXV6ezspLGxUUDKo6KisLS05NWrVwJndu/ePUJDQ4W0/cWLFzg5OREQEMB//vMf3r59y7Zt2zh//jy1tbV8/fXXZGdnEx8fj6GhIT///DMLFy7k9u3bfPPNNwwdOpSdO3cyadIk/vnnH9zc3Pjkk08YP348PT09aGtrs2fPHq5fvy7mfk+cOEFcXJyYx2xqaiI7O5tt27bh4uLCV199xcyZM+nu7ubu3btC6rpnzx4CAgKYOHEie/fupbu7mx07dlBfX88XX3xBWVkZs2fPxtHRkXXr1lFdXU12djY7duwgIiJCPE+WlpYkJCSgqKiIrq4u//zzD3Z2drx//x51dXVu3rzJtm3bSEtLQyqVYmJiwu3bt/nxxx9xc3OjuLhYyHNXrVpFVFQUq1atYtSoUTg7O2NlZUV4eDhOTk7Ex8czZswYXr16ha6uLubm5oIsMHLkSK5evcrjx49JTEzEzMyM/fv3o66uzokTJzhy5Ajx8fF0d3cTGBjI69evhYrwhx9+IDo6GkNDQ/bv38+UKVPw8fHhyZMn2NnZkZmZKWT+A66p8MF47a+//qK/v5/IyEjWrl3LqFGjePjwIY6OjrS2tuLu7o62tjbOzs7o6Ohw6NAhJk+eTHl5OcXFxcTFxdHc3Mz169dxcXHhxYsX9Pf3U1ZWRklJCRUVFfwP9t4rrKpzbds+KZM6kd67dFBRAQFFERv2FozRxCTGxBaTmJUs23rVqFGjMYktyxpL1KXRKGJDRARRehFBkN57mdRJh/lt+M/n+Nfut/kdr7seBwqMOcZ47vu6zrOtrY2tW7dib29PZWWl2Dr//fffODg44O3tTXR09P9GSffv3/+DlpYWampq1NTUiKmwsvPW09ODkZEReXl5qKmpUVxcjIGBgYAfKOlRtbW1WFtbo1AoaGlpEdHTsWPHUlxcjImJCTY2NgI57ePjQ15eHnK5nOTkZIyMjESRXE1NDS0tLfLy8ujs7CQwMBBDQ0MuXLiAnp4e6urqyGQyMU29du0azs7O1NfXI5VKKS0tZcKECaSlpaFQKKiqqqKnpweFQoGjoyOtra2ip9HR0UFeXh6NjY3Y2tri5+eHiYkJJSUl+Pv709TUJEA4VlZWAqAjl8vx9PTE1dVVxNyUkJeCggLMzMyorq5mcHAQNTU1pFIpL1++xMTEhM8++4zy8nLOnTtHQEAAHh4eNDY2MmbMGIqLi4XfpaSkREwms7OzKSoqorW1lbKyMm7cuMH48eOprq5GQ0ODTZs2CYDI2bNnqa2tJSAgQEAcFAoFvb294mv29vZSUVHBo0ePcHBwEIVpZRT3zz//JDo6muHhYTo6OvDy8kJPT4+mpiZaWlqQSCQ0NDRgamqKQqFgaGgIT09PGhoaWL9+PXfu3KGlpYWoqChmzJhBUFAQd+/exczMjLS0NLq6utDW1qa3txcjIyNu3rwpYkMGBgYcOXKE69ev8+uvv+Lt7Y2FhQUxMTFYW1tz9+5dli9fjpmZGaWlpWhqavLVV18xe/ZsAXuxtbXFx8eHxMRE3rx5g6+vL729vTg5OZGXl0dlZSU2Nja0traK67mjo4Pu7m5KSkoYM2YMrq6upKamYmRkRFVVFWPGjKGnpwdLS0uam5spLCzEysqKwsJCQkJC6OzsZHh4GIlEQlNTEzo6OuIle/LkyUyfPp3BwUHRqdDT06O3t5fffvuNuro6Jk2ahJubGwMDA9y7d4/Q0FDa2tpwcHAQAwp9fX1BBVa+mHV2dpKZmUlmZiZGRkbU1tYSEhJCU1OT2HxGR0czcuRIQVBVRnxUVFREry00NJSVK1eybt06vL29RZxSGcG1t7dHT0+PxMREuru7KSoqEjEvTU1NMSGfP38+Li4u1NfXs3jxYnp6esjLy0NLS4vu7m7y8/OZP38+MpmM6dOnc//+fYKCgpDL5URFRTFmzBj09fVFDPzo0aPU1dWRkpLCiBEj0NHRwc3NjezsbCIjIwWWXTm8MjMzIzExEWtraw4cOEBUVJSYvE6ePJmgoCCSk5O5evWqeJDK5XImTZpESkqKiJOOGTOGt2/fEhISIiLc6enp7Nq1iw0bNmBvb09jYyOffvopDx484NChQ7x48YKHDx+SmJjIiBEjUFVVFQdufX196uvrGTVqFFFRUTx8+BAfHx9OnTrF8+fP+fHHH/H392fEiBFkZmayb98+0S1SgoJ6enpYvHgxJ06cEMTFx48fo6Ojw/Xr10V/UQl0cHV1xdfXF11dXdFD8vf3Z8WKFRQXF/PBBx8QHx+PpqYm0dHRYoOtTDAoKXU//PADbW1tqKurk5WVRUlJCdbW1jQ3N+Pt7c3EiRM5dOgQVlZWXLt2TfxcR4wYgYGBAVZWVmRlZVFeXi6IkO+99x6JiYnk5eVx/fp1jIyMyM/P58iRIxw8eJCNGzeKg/2zZ89YuXIl2dnZWFpaYmhoiJ+fn4gGXb58WYC1bGxs+Oqrr7hw4QLbtm3j8ePHmJubCyKtu7u7OAiHhYXx8OFD/vjjDzHgW7duHRYWFgKw5O/vz99//42VlZWAxgCif6NMToSEhODp6cmtW7f4+eefmTRpEjk5OeKgumnTJn766SeKi4vR1NREoVCgr69PbGwso0aNQiqV4ujoiJmZGbdu3eLMmTMiqaOM1Cn760uXLhUpCR0dHby9vfH29kYulzNixAjGjx/P/v37GRwcxMPDgydPnrBnzx7kcjmPHj2isLCQsWPHisGgcqN+69YtTExMMDExwdDQkKqqKvr6+hgcHKS8vJw9e/bQ2tpKaWkpz58/F5TBxMREbGxs0NTUZPbs2YKsWFNTQ1dXF59//jkVFRUUFhYSGRmJk5MTw8PD3L9/n87OTq5cuYKhoSFTp05l3759/PTTT8ydO5fPP/+czs5OEZVW3ssfPnzI119/TUxMDM+ePWPs2LF4enoKaXZbW5vo8SsPq0o69ty5c7GxseHAgQOiS29oaCgIywEBAYwaNQqZTMajR484deoU6enpzJ8/HyMjI7HlmDFjBg8fPmTkyJHo6Ojw7NkzDAwM6OzsZM2aNVy6dInk5GQOHDhAf38/VlZWSKVSUWHYs2cPJ06cwMHBgby8PIKDg/n777+Ff+3+/fskJCSwceNGrl27hpWVFU+fPmX//v0iRpqamkpWVhZlZWXs27ePtrY2sZkdPXo0BQUFrFmzhtjYWF68eEFKSgr19fWsX7+e7OxsmpubcXJyYsKECeJwFx4ezpEjR3j9+jVRUVE0Nzcjl8tFpO/MmTP4+PiQkpLC9OnTkUgkZGVlMX36dAH16uvro7Ozk+joaLS1tbG0tMTa2pquri5mzZrF7t27BYVVOfAAqKmpwdLSkpUrV3L58mX6+/vp6urC0dGRmJgY2traGD16NMuWLWPJkiUi4n78+HFBRVcO//39/UlJSeGnn37C09MTGxsbzM3NiYiI4N69e2RkZNDQ0IBcLgfeEY/7+/vZvXs37e3touOnjI+GhoZy9+5dtLW1ef/999m7dy/nz5+noaGB77//npMnT+Lm5saGDRtISUlh2bJlwDtqsLa2NsePH8fY2JjGxkb27dsnwH8FBQWCs2FgYEBmZiYhISGcP38ed3d3wsLCOHfuHI2NjfT09NDU1MTs2bMFbC05OVnAxYqLi5k4cSKGhoZ89NFHmJiYsG/fPpKSkrhz5w5tbW20t7eLNJ65uTmxsbFoa2vj7u7Oq1evRCoIEFqJvXv38vDhQz755BNOnTrFli1bOHHiBJ9//jnPnz9neHgYW1tbli9fzvPnz9mzZw/37t1j+vTp7Nixg1u3brFp0yamTp3K5cuXOX78OMHBwYwYMYLHjx+ze/dudu3axcaNG1EoFFRXVxMTE0N6ejqLFi0iIiJCVKrg3UZ2xowZAuyWn58vhqNjxoxh586drF27Fm9vbz766CM0NDT44YcfCA0NZcaMGbS3t+Pr68vChQvJyMggMTGRly9fkpiYSF1d3f9GSVVVVXFxcaGpqQkPDw/Kyspobm6mu7tbvAj09/eLqJGDgwOGhoaiU2dnZ8fEiRPp6+sT8VCpVEplZSUDAwMUFBTQ3t6ORCIRuP1JkyZRXV2NRCJh2rRpzJ07F0dHR1paWnBwcKCnp4fe3l5Gjx4tboatra2EhYVRXV0tYnixsbG0tLQwfvx4cnNzMTU1xdjYGFdXV/Hy3NTUhKurK4ODg5iamtLe3k5UVJSgkhoaGuLk5MT8+fPFRjIrKws/Pz8OHTqETCYTE5W3b9+KqYOenh6NjY08ePAAdXV1GhsbMTIyorW1VXzA1dTUaG5uRiqV4u7ujouLC42NjUydOpXh4WEmT56MhYUF9+7dw8rKivr6evr6+hg3bhwymYwHDx7g6OjIjBkzUFdXx9XVFXV1dczNzYVrSE1NTdDs1NXVSUtLY9KkSQKcI5PJMDc3x93dHWNjYzQ0NNDW1iYxMZEpU6Ywbdo0CgoKmDRpEkFBQURERJCRkYG9vb0AAyj7VTo6Omhra1NaWsqSJUuoqqpiwYIFouCrfDCeOXMGe3t7nJycCAsLY9SoUTx79ox58+aRlZWFo6MjBgYG2NvbC7COt7e3oHJKJBKB/P7Xv/6Fu7s7T548YfTo0RQWFqKjo0N2djZv3rwhPz+fpKQkQd8yMDCgvb2dtrY2Tpw4gZWVlXgh7urqoq6uDm1tbTGk8Pf3F8CMkSNHMnXqVPz8/MTXLSwspKKiQhx6AAoKCsRk7dSpUwQEBKCiooK9vT3z5s2jtbUVS0tLsrKyePToEe7u7ly+fBlLS0sqKytJS0sjKCgIeOejsrW1Zfr06URFRZGYmCgOJ9XV1fT29lJbW8vg4CBxcXGYm5sjl8sxNDTE1NSUtLQ0oqKiePnypdiMjh07lvj4eDo7O3Fzc0NDQ4M1a9bg6elJSEgIrq6u1NbWkpWVRV9fH8HBwbS1tREVFcWqVauYOnWqiDC3tLRw9uxZNm3axO3bt6mpqUFHR4eysjJcXFyYMmUKDQ0NREdHo6mpyZdffsmuXbsYHBxk5cqV1NfXk5KSgp+fHx4eHujo6BAYGChw3+np6ejp6XHnzh1MTExELFoZmRsxYgQff/wxLS0tbNu2jeDgYGxsbCgqKqKmpoaxY8cKhLnyYVdQUEBQUBCnT59GV1eXkSNHim24t7c3V65cISgoiB07duDu7k5RURG5ubmkp6cTEhKCg4MDISEhwkuWkJCAvb095ubmLFu2jE2bNhEWFkZhYaFAn69bt45Vq1bx119/kZaWxvjx4zEzM+Pvv//m/PnzaGlp0dDQwJgxY/jPf/6Dq6sr06dPFzqNtrY2lixZwps3bygoKEBLS4sPP/wQY2NjvvnmG2JiYqitrWXFihXo6enx22+/8ebNGwHuaWlp4eDBg9jY2ODk5ERUVJRIAdy7d4+srCxGjBjBd999x7Zt2zAyMmLFihVER0czevRogXy/cOECRUVFqKqqEhsbS3BwMF1dXezevRsDAwM+/vhjVFVVRX9t586dlJSUYGJigkQiwc3NDYVCgZqaGnV1dfT09HD79m3hcFu4cCE9PT3AO+T7lStXuH79Ou7u7qipqbFv3z6WL19OYWEhMpmM8PBwxo4dy86dO/nxxx+5fPkyERERYhChVC6MHDmS7u5uOjs7AbCysvovvYmXl5fo/EVGRlJaWirudwByuRx3d3dycnKIi4tDX1+fa9eu4eTkJATjo0ePxsvLS3z9H3/8kaNHj1JbW4uRkRHh4eGUlZWhq6uLpaWlGA589dVXIp4cFBQkHHXR0dFkZ2fj6+vLvXv30NDQwMLCguPHj7Nw4ULCwsJwdnamoKBADPeUce/t27czefJkdHR0GDFihDjA19fXc/v2bYqKivDz82P06NEMDQ0xNDTEv/71L9HZPX36tBikvn37lh9//JGFCxcC7yTemZmZzJw5U1RJbG1tiYiI4MmTJwA4ODigqalJYWEhN27cAN4pbCoqKrh48SL6+voiEdTS0kJVVRWWlpY0NDQwc+ZMnj59ysiRI8Xvp6ysDF9fX4aHh2lvb8fQ0JDm5maOHz9OVlYWU6ZMwc7OjlWrVvHy5Uu8vb3R1tZm8uTJfPHFFyKOqq+vT0VFBSkpKcK3VlJSgoGBARYWFowdO5aCggICAgI4cOAAenp6nDhxgqioKBGzHBoaEtHhjRs38v3334tIt56eHhMmTBDd4sWLF4s+5+nTp4XqQ8lIUHocZTIZOjo65OTkEBoaKlyPq1evxsnJCT09PUaMGMGePXt48uQJy5Yto7OzU2w+ld3QnTt34ufnx4oVKwCYMmWK+DwBBAYGCiWFl5cXbW1t7Nixg9mzZ/P69Wt27NhBdnY2ubm56OrqUllZSUJCAufOnSM5ORlbW1sWLlxIaGgourq62Nvb4+/vj729PQqFQpCMPT09MTMz48aNG+JQl5qairOzM9HR0dy9e5eZM2cikUiIjo4mLy+Pq1evUlBQwI8//oijoyMjR45EoVBgYmLC6tWrGT9+PJcuXeLNmze8ePGCTz75hJqaGsLDwwkPD8fU1FRA1TZt2sScOXMIDQ3lvffeo7W1FR0dHQHfg3d6plu3bjE8PExhYSG2trb861//Ij4+nsTERKHnUQITp0+fLj4js2bNIjw8nM2bN6OiooKFhQXbt29HKpVy+/Ztzp07h7+/P59++qlQSujr65OQkICKioro3ZimhgAAIABJREFUyn7yySf4+/tz+fJlysvLsbGxQaFQiMjijRs3aGtrE917e3t7pkyZwuHDh6murqauro6amhrmzZvHxo0bmTlzJlKplNjYWAGnW758OdnZ2fzjH//g66+/xsHBgbCwMAYHB9m7dy/r168XXey6ujpCQ0P5+uuvsbOzY968eQQFBTFnzhySkpKYMWMGbW1twu+3ZMkSHBwc2Lx5My9evODGjRs8fPgQuVzOpk2bmDFjBosWLcLX1xe5XC4i2QYGBhw7doyhoSHU1dUxMDBgwYIF1NXVERgYiJWVFQ8ePKC6uppRo0ahUCiwtbVlcHAQKysrYmNjCQ8PB+DAgQMUFxczbdo0tm/fzqtXr9i+fTtBQUHcvn1bqG6UW95r166Jn7ujoyM7duxgzpw5ODk5IZPJOHjwIE+ePOHs2Xdnv7///pudO3fS0NDAokWL+L/98//UwbC7u5ve3l7hpDEyMsLFxQUvLy/RP3v9+jUqKiqoqqqKCKZSIq+mpsbTp0/R1dUVWHLlpFj5MDAxMaGgoIDGxkbhWuvp6aGkpIScnBwaGxspKirCxMQEe3t7vvvuOzFlGhwcRCqVUlNTQ1ZWFlZWVoSFhWFraytifsHBwWKqlZqaSnl5Oa2trfT19WFjY0NSUpKYbuvp6WFhYYGhoSH9/f1kZGTQ09NDeXk57e3tVFVVoaGhQXx8vBCR2tjYCFKkr68vZmZmjBs3jvb2dvr6+qioqGDMmDFoamri4uKCXC6nqKiIvr4+nJ2dsbCwoLCwkKioKNTU1IB3Ww1tbW3g3QRT6YDU1NRk8+bN9PX1sWPHDsrKysjPz2fs2LE0NjZiYGDA8PAwnp6enD17VtAi4V2nxdbWFltbW4Ec19fXx97entbWViorKzEyMiItLU10E1+9esXy5cuxtrZGS0uLuXPnig1nbW0tBgYGSCQSwsPDaWhoYHh4mAULFojDQmpqKvHx8aSlpfHFF1+gUCjo7u6moKCA8PBwLC0tOXnyJA4ODuzcuVN4y3R1dSkrK8PAwICHDx8yd+5cTE1N8fHxQVdXlwcPHrBixQrOnTtHdnY26urqQnGip6eHTCbj7du3zJs3Dy8vL5KTkwkJCUEqleLv74+rq6soMCsP7o2NjSQlJVFTU4OqqiojR44kMjKSL774goqKCmpqakRvKz8/n46ODr799lvRlZk5cyZ5eXmYm5sLfcOWLVvE9tXU1JTw8HB6e3tZsGABlpaWlJWVYWxsjLa2Nu3t7fT396Ours7Vq1cxNjbGx8eH9vZ2tLW1mTp1Krm5uUgkEoGXVxJtlQeD0aNHCzHyqFGjxAN7+/btuLq6MmLECOrq6igsLKS8vJz09HSGhoZ4/PgxOTk56Ojo8NdffwntQGNjI/X19SxcuBBzc3NBxOvv70dLS4vS0lLWrVtHZ2enEENHRESwevVqEYl2d3fHzs6O5ORkCgsL2bJlCy9fvkQmk9HW1sa1a9d4+fIlT548oauri+joaIyMjNi+fbvolwUGBiKRSJBKpUyZMgWpVEpOTg6tra2CtHjq1CkaGho4cuQIFy9eREtLS0yBf/zxR8LDw2lsbEShUAhn1pIlS6iurmb8+PEAHD9+HA8PD169esXWrVuprKwU0T/lZlVPTw9VVVVBMFZqaH777Td6enr48MMP+eabbxg/fjwDAwP89NNPImp75MgRjh8/zurVq0lISGDatGn8+uuvQmB8+vRpLCwsiI2NJTIykrKyMoKCgigsLOTBgwdC2bB582YqKir4+++/Rf/Z3t6ezz//XIAOiouLaWhoEBqaMWPGiPvMiRMnRP9R+fPs7e1l3bp1/Pzzz8hkMq5fv055eblQDkRFRZGZmcm0adPIy8sjOztbdFlu3LiBgYEB+/fvx8/Pj9DQUMrLy8Xv6+7du7i6uhIeHs6lS5dwc3NjwoQJ5OfnExAQwP379+nr66Orq4vMzEx2797N2bNn+eSTTwDYunUr5eXlzJ49m9OnTwtHX0hICLt37+bQoUNoaGgwdepUFAqF6EWmp6cLZcu4ceM4ffo0hw4dQqFQiHjoxYsXycjIQF9fn2XLlnH//n0WLFhAQ0MDFhYWwDtH56VLl1BRUeHt27ein+Ts7Cwcij09PcyfP59ffvmFsWPHAu/k5Eo8f0VFBU5OTmzevJmuri66u7tFJ27Pnj2sWbNGQDQsLS1xdXVlyZIlJCQksG/fPoHXX7t2LdevXyciIoKvv/6aJUuWYGhoKCLfN27cwM7OjvDwcORyudiqKImYo0aNIjY2Vvj9IiMjee+99/jggw+IiIigsLCQx48fY2VlhYqKCiYmJmhqarJ+/XrgnTbKzc2NoqIiAgICKC4upqOjg0WLFjFr1iy0tLSQy+UiYq78HpXqqtWrVzN27Fiys7PZsmULHh4erFixgrq6OhwdHbl+/TorV64kOTmZP//8ExUVFaRSKUlJSfz111+Ym5vz888/Y2dnx/vvv8+aNWsoKSmho6ODO3fuMHPmTCwsLNi1axeWlpYEBgZSXFyMlZUVOTk5GBoasnPnTrKzs0lKSmLDhg3i77u6uiguLmblypXs27ePgwcP8u233+Lt7c3vv//OkydPmDVrFn19fYwePRojIyOOHDkiXIhNTU0MDQ3R2trKiBEjuHr1KvPmzRM+QYlEwpdffik8dZs3b2bDhg14e3sTHh7OZ599JiB3bm5uGBgYiOjvq1evCA8Px87Oju3bt2NiYiKSWVKplJs3b/Ltt99y7tw58vPzUSgUPH78mK6uLkaNGsW6devw8/MT7xhnzpwRL7rKA+b69esZM2aMOKx/8803jBs3jtWrV+Pj4wO8G4TZ2tpSWVlJXV0d0dHRghng4+NDeXk5zc3NNDQ0iGeVrq4ufn5+FBQU0NTUxBdffCHAXo6OjmRmZooOmzLyXlxcjLW1NZcvX8bFxYWgoCB+/vlnQblW0jLv3r0r0hweHh5UV1eLAd6qVauwtrYW77LK/iCAu7s7y5Yto6ioiPT0dNasWfNfDtjz58/T1NQknu2zZs0SJHSZTIajo6Pw2v3/HbUuLi788ssvwm25Y8cOTp48yciRI9HW1mbNmjW8ePECX19fQkND2bdvH97e3kilUtTV1dmyZQsTJkwQmol58+YRHBxMYmIihoaG9Pb2cu/ePRYvXszGjRtxdnbm4cOH5OXlkZaWRlFRERYWFhw5coTg4GD6+vpEYkp53ZWXl4sEitKfqqGhwccff4yrqyvDw8OEhYURExNDa2srt27d4r333iMvL4/BwUFUVFQ4ceIE4eHhTJ8+naNHjwLvXIh+fn5UV1dTUlKCuro6Dg4OlJeX09jYKIYSpqamrF+/nuLiYo4ePcro0aPR1tZm1KhRzJgxQyS1Jk+ezGeffUZgYCB6enoUFxczYcIE0Y+Ni4sTh+4TJ05QVFTEuHHjhAt9YGCA+Ph4nJ2d2b59O3PmzOHEiRMEBQUJNoPSIamlpQUg+sBKf+nBgwcxMjIiOTmZc+fO8X/75/+pKOnhw4d/GBwcFP0VJfhC6Z/p7u4W0c7Ozk50dHTo7u6moaFBbNy8vb1FrtzV1ZXu7m5xcenp6aGtrS1oanZ2dkJloOygGRkZ4ejoKNQCd+7cwcbGBlVVVfr7+7G1tRV0xsDAQKqqqujq6qK1tZWOjg4UCgVSqRRNTU3y8/PFobK7u5u+vj4hMTc1NUVHR4exY8eSnp4uyssSiYQJEyYI8tmzZ8/EwUgJ4TExMaGlpUX4aq5cuUJlZSWOjo54enqSmprK8PCw6K4MDg6Km/fbt2+ZNGkSH3/8seheuLu7o6OjQ2RkJOXl5cjlciFaVZIcnz9/Tnd3txCLPnr0CG9vbyIjI3FzcxNunlGjRqGpqcm0adOE4D4gIICysjImT55MQUEBEomEsrIyfHx8yMjIEL3QlpYWcYjV1dUlISFBQHdWrVpFU1OTUGf4+fnR3d1NfX09/f39oq/X2tqKu7s7GRkZGBoaYmJigra2tvAvLl++nLS0ND744APOnDmDlpYWXV1dNDU1kZqayoYNGzhw4ADa2tq4ublx6tQpioqKRPH56tWrBAYGkpiYKFQJzc3NWFlZcf/+fSHVnT17NseOHRMqgNbWVpYuXcrdu3fR1NTEwMAALy8vNDU1SUpKQi6Xi4n70NAQRkZGQug9MDCAmpoaCQkJLFiwgL/++guFQoGLiwt9fX04OTmJG6Sy39HY2Ciu7/v379Pa2srMmTOJj4+nt7eX0tJSMQBR/nu5ubmsX7+egYEBMjIymD17Np2dnWJT29DQgK6uLlZWVhQXF+Pj48Pvv/+OXC7HysqKhIQExo0bR0tLy385EZV6lcTERAICAoQ+xtHRkTdv3oiNS319PbNnzyY1NRUdHR3u3LnDZ599xtWrV0lJSRHoaCVNzsHBAVdXVw4fPizAMdu2bUNXV1fEzA0NDcXBf3BwUBA6s7OzBU1SR0cHVVVV1NXVGRgY4P79+8TFxQlYz8mTJ8nLy8PDw4P//Oc/wjPU19dHd3c3ISEhrFq1iuPHj6OpqYmampro2yqFyxMmTOD06dOix+Xn50dERAQ6Ojp0dXUxd+5c9PX10dLS4uHDhzg6OuLr6ysw5M3NzfT39+Pv74+mpiZLlixhzpw5rF69mosXL2JnZycOML/99hvHjx/HxsaGly9fkpycjLOzMxUVFQwMDHDy5EnmzZsnMPenTp3C1dWVixcvMmXKFDQ1NSktLWXWrFk0NjaKLUxRUREjR45k06ZNDA4O4uLiwoIFC5gwYQK+vr50dXWRnJzMlClTGBgYYHBwkF27dvHhhx8ilUqxs7MTD/P+/n7c3NzYv38/Dg4OYgjQ2NjI69evaWtrw8LCgps3b7JlyxZUVFQIDw/H2NgYqVQqCNTt7e1CH1FXV8fZs2dxdHSkpqYGFxcX4uLi8PPz4/fff2fRokXo6ekRFxeHmZkZDx48YOzYsVy7do0ZM2awfft2jh49SkFBAbt370Ymk7Fw4UKROFmwYAGpqalYWFhQVlYmYl0ODg6cPXuWRYsWYWFhIfozygFMYGAgixYt4ttvvyUyMhIPDw86OzvR19fnzz//5O7du3h6ejJ27FiePn3K7NmzMTc3Jzk5mY0bN+Lu7o6WlhYSiUQMQdvb28VUurS0lPLycpydnQX048CBAxw8eJCrV6+SmJhISUkJ5ubmTJ48WWgolBTihQsX8uTJE27evCmm4V1dXchkMkpKSti6datwx5qamlJRUYGXlxfTpk0TgwJ9fX3WrFnDkydP8PDwIDU1ldbWVjQ0NMRnXS6XM2HCBOrr61EoFAQEBFBXV0dFRQVDQ0PU1NTwwQcf8PPPP5OVlcXUqVPR19fH09OTnJwcHB0dBUE1MDBQ0BS///57BgcHWbt2LeXl5eJ7tbGxwdbWluDgYN6+fSsGcllZWezdu5ebN28yZ84c0bN88eKFGApVVlaKwWNcXBxOTk4i9iaXy8nLyxPX/4MHD7C3tyc3N5e///4bd3d3urq6qKioQENDg8DAQBG3zsrKEoooZQxYKdT+n//5Hw4fPoypqSlDQ0MYGhpy9OhRUlJSABg3bhz5+fl0dnZib29PSkoKH374IQUFBVy6dAlDQ0MCAgIwMDAgLCyMMWPG8N5773H//n1yc3ORy+UcOnSIadOm4eTkhK2tLbdv3xZdqtjYWCwtLZk0aZJ4zvb09PDo0SPu3LlDcXExM2fOZM6cOZw/f56WlhbWrFnDwMAAGzZsoLu7G5lMJuLHcrkcc3Nz3nvvPYyNjSksLBS+wvLycrFdfP36NTNnzkQmkwnYnfJemJaWBiCUM8okhvK5v3PnTjIzM/n888+RyWTo6elhbm4utFVWVla0tLRw9+5dbGxsmDJliujPSSQSpk+fzsDAADU1NZibmwvFiYqKCt7e3gI4aGFhwcuXL2lqamLy5Mk4ODggkUi4desWzc3N6OjoCGdpQUGBeKfds2cPCoWCr776isWLF1NcXIynp+d/pdoA7t27x7/+9S9x8Ozt7RW008uXL/PXX38xb948fv75Zw4dOsTbt2+xs7Nj9uzZJCcns3btWq5cuYKnpyeWlpZIpVJ27NjBrl27aGpqQqFQMGbMGF69esW0adNIS0tDXV2d27dvo6mpibq6Orm5uezdu5fk5GSWLVvGpUuX6OrqEvfW06dPs2vXLhF1r6+vR09PD6lUKuifsbGxLF26lM8//5ySkhK+//57FixYwOTJk7l8+TK9vb3s2bOHrKwsEhISOHv2LImJiRw6dIi5c+eSkpJCQ0MDwcHBXLp0CU1NTe7fv4+/vz85OTmcOXMGOzs77t27J5ghOTk5KBQK8dlWkqXDw8ORSCSMGjVK6M6U3XpTU1M++ugjXrx4gYODAxMnTiQ8PJzk5GSqq6spLCykoaFBbN2fP39Oe3s7XV1dLFy4kPT0dG7dugW8g0StWbOGSZMmkZ+fj42NDdeuXWNwcJDo6Ghu3rzJV199xe3bt/noo4+QSCS8ePFCnDumTJkinu2A2L5u376dmJiY/+0Y/vjjjz/Y2dmhpaUltlHKzLuOjo4gmylhNFpaWqioqGBjY4OamholJSUMDg5iYmKCurq6WOm3traiqalJc3Mz1dXV2Nra0tzcjImJCa2traiqqooIjLq6Ovn5+VhbW+Pv709CQgJmZmYUFBTg4OAg6GU2NjZUVVUhkUjIzc1FR0cHQ0NDcnNzRXG6qqoKW1tb6urqGBoawtXVFUNDQ+HHCwoKIi4uDltbWyQSCaampshkMs6dO4etrS3Ozs60t7cL+EVeXh4TJkygtrZWAGVevnyJtbU1hoaGokyt9JsFBweTm5srulBSqZQ5c+agp6fH1atXxSF79+7d7N+/X9yYfXx86O7uZu7cuTg5OYmieEdHBzNmzKCiogIHBwehBGloaKCiokK81JqZmSGVSnnw4AHvv/8+SUlJmJub8+zZM5ydnbGxsSEtLQ0TExP8/f2prq6moaEBdXV10SVVRqCUkYJjx44JuIGtra04/CgjqW/fvkVTUxO5XE58fDxOTk68efOGxMREEVNR9qnMzMwENQsQolF/f3/S09MFhaqpqQlLS0sqKipITU0lICAALy8vnJ2dxc9f2YfJzMwUcaabN29y7do1QkNDaW1tJT8/nxUrVvDo0SPU1NQYOXIkpqamREREMHfuXMrLywkLCyMjI4O8vDz09fXFBFR5nStjdAUFBfzyyy88efKEkJAQkpOTaW5uFtdbZ2enyLtnZGQgkUhobW1leHiYtrY2QSn09PSku7sbExMT8vPzGR4e5uOPPxaYfx8fH+Li4rCwsODJkydiOm1jY0NMTIz4TLz//vskJiZSVlZGQECAUKIYGxuTmJhIW1sb06dPp7GxEU9PT0GnnDFjBnfu3GHs2LECEqWlpUVZWRk5OTmkp6czdepULl68yLJly0Qs0M/Pj9bWVqytrXn16pXoxwDCy3blyhVGjRpFY2MjXl5ePHv2jPr6erKzs/n222+5fPky+vr6jBw5Ukx4leTD9PR0Nm/eLCJf/f39lJeX4+npyaNHjxgeHhb9Lh0dHdTV1dHV1eXp06eYmJjQ2dmJQqFg6tSp4kAqkUi4efMmXl5eKBQKJBIJGhoavHr1SrgX7969S39/PxKJBGtra9ra2igsLCQrKwttbW0mTpyIg4MD/f39TJgwgbNnz3L27FnhTerr62PJkiWkp6dz7Ngx2traaGxsxNnZma6uLgwMDDAzM+Pw4cP88ccfouMTFRXF/PnzaWlpEUqOXbt2kZycTF1dHcPDwwwMDAhtS1NTE0VFRfj6+jI0NMTBgwfx9vYmPT1dvBTm5uaSnJzMq1evqKuro7q6mg8//JD8/HweP35MY2Mjd+7cISsri++//x41NTW0tbUFPGTGjBn89NNP7NixAycnJ44ePSruy76+vhgYGFBXV0dbWxumpqZYWloK5YmyS21lZSU2J2FhYWhra4stwxdffMHBgweBd/4oExMTli9fzj/+8Q+++eYbsrOzuXDhAqmpqWhoaGBlZSU0LRUVFchkMoFkv3//PvPnz8fLy4vy8nKePn2Kvb09VVVV2NvbU1FRwdWrVwHo6OggPT2dxMREJBIJRkZGREdH8+9//5uzZ88il8v55ZdfuHTpEqqqqrx69YqXL1/i4uKCTCbD1dWVuro6EhMTGRwcFELqe/fusWDBAhITE1EoFDQ1NRETE8OsWbNETNrNzY158+Zx4cIFJk6cyIULF0Qf+/Lly0yYMIG9e/eKdEVdXR329vYUFxdTVVXF3Llzefv2LeXl5eJ60NPTE/FTPT09DA0NUVNTIzU1lb6+PiZOnEh1dTWenp7CAZuQkICuri7V1dU8ffpUVBKUkeuWlhYqKytZtWoVnZ2dhIeH09bWRnZ2Nnl5eSI2GRcXB8Dhw4eZP38+iYmJqKio8PTpUy5fvkxMTIyAhsydO5fnz59ja2vLiBEjhKJE+flMSUkRmwZlv9zd3R0HBwchkL969SonT55k165d4hDT09MjPldKbUJfXx+lpaWoqKgwb9485s+fz4sXLzA0NGRgYED09+bOnftfFMTQ0FAuXrzI06dPmThxInp6ekgkEqKiopg1axa9vb2kpaVhaGhIWFgYtbW1ODg4kJWVJdI46urqDA0Nic9Zamoq6enpjBo1ih9++IGhoSF8fX2pr68nJyeHixcvYmVlRUFBAR0dHdja2rJ27Vq0tbV5/vw57u7uyGQy/vnPf4pu6fXr1wkNDSU1NZUdO3ZgYmIiSKVKNUJQUBAhISHIZDJkMhm3bt1i7ty5SKVSKioqCAgIYNmyZQwPD1NSUgKAoaGhIJWnpKTg5ubGkydP2Lt3r6CbL1y4kLi4OFxdXXFwcGDmzJns2rWLgYEBAD788ENUVVWJi4tDLpfzwQcfkJ+fz4gRI9i2bRu1tbVcv36d9vZ2nJycsLCwoK6ujtLSUkpLSwVsqa+vj6VLl/Lvf/+bmTNnUltbS2ZmJu+99x5VVVXExMQITZWRkRHl/5/39/HjxxQUFPD111+Lwzy8iwfeunWLbdu2sXPnTuHDXLlyJYODg6LWtGzZMvr6+rh7967wb75+/Zo//viDkJAQ8Xv75JNPKC4uZs+ePUilUjIyMti6dSupqan885//pKKiAn19fc6dO0dgYCCVlZViiOXq6sqNGzfw8vIiIyMDhUJBTEwMd+7cYc+ePfT19REQECDIypMmTeLChQu0tLRgYWEh4H/KJJmrqyuffvopmZmZaGhokJWVRX9/v9BrxcTEcOvWLSIjI9HU1GTHjh3AO8BLfX09hw8fpri4mGPHjnH58mVRs+rt7SUwMJC2tjY2bNggBuEFBQVUVFRQV1eHTCZDoVBQVFTE0NAQCQkJVFZWMn78eJKSkjA2NiYyMhJ3d3fi4uLQ1tbmxYsXPH/+nPfff59vvvkGqVSKQqEgIiICPT095HI5e/bsEc5cZb0JEEDJ7u5uQVaNjo5GJpOJOPXq1avp7OyktLSUwcFBampqGB4eJioqip07d3Ls2DEuXrzI48ePiY+PZ/HixbS3tzNx4kRcXV1Zu3Yt3d3dANTV1VFeXv6/B8PDhw//4OHhQWtrKzKZDKlUKiItmpqa9PT0CIddS0uLcCgpb8b6+vrisCORSOjt7aWhoUGgt5V0w+bmZgwNDamvr6epqUnIfv39/VFXV6epqQl494sZN24cAwMD/yW7rq6upqqqitLSUt68eYOHh4egGyqBHkqVhlLEbmRkJGIRmZmZmJmZ0dHRgUwmw9TUFC8vL2JiYnBzcxN9M+UFoqmpiaenJ/7+/gwNDaGjo0NbWxseHh64uLjw5MkT5syZg7q6Oq9evcLW1lbk25U9w/z8fEGxe/v2raCnxsfHc/jwYRFdDAoKoqGhAUNDQzIyMgQ8Q/lC39HRgZmZGePHjxey1/j4eObNmycOfubm5ty4cUNs6oqKijA2NhZ9xpqaGvT09NDQ0EBNTQ07OztxKNfT02Ps2LEYGBjQ2NjI+PHjGRwcZPTo0eIm0NzcTGpqqthk3b9/Hw8PDwFk8ff3p6GhgebmZoKDg/Hz82NgYIDm5mZ0dXVRU1Ojt7dXwHvCwsIwNzfH3NwcTU1NATvy9PRERUWFwcFBli9fztSpUwXhTClzLisro6qqChsbG/T09DAxMSEiIoL6+nrevn0rrs+nT5+yZMkS1NTUKC8vp7u7mw8//JC4uDjy8vLo7u5mzJgx9Pb2Mm/ePCIiIpg9ezbZ2dmoqqqipaVFZmYmnp6eXL9+nYCAALq6ulBVVRUTptevX4uYcmFhIbNmzRLeS1dXVxITE/nkk0/o6+vj0aNHLF++HAMDAzw8PFBRUeHs2bPMnz8fbW1t4uPjKS0tRSaToa2tzdDQEI2NjaLbqaqqSl1dHX19faiqqmJqaoqZmZlQVlRXV4u+Rl9fH9HR0cInWFlZSX5+PiYmJqK7p6GhwcSJEwVFdvz48QJJr+xH1dbWiriQ0gVqZmZGZGQknp6eDA4OUlxcTHt7OzY2NtTW1tLb24uBgYHoD+vq6ooDfHV1NfHx8eIa7+zs5Pjx45w7d46qqipBIW5vb2fevHkkJSXx0Ucf4ebmRm1tLcXFxWhpaZGbm0tmZia9vb24ubnR0dGBtbW12Fbl5ubi7u5OVVUVenp6DA0Ncf/+fXx8fAgKCqKkpITg4GC6u7vR09Pj2bNn6OrqEhwcLOLj4eHhDA8Pk5ubS0VFBQUFBfzzn//k5s2b6OnpMXr0aPLy8hgYGKC+vp7Xr1/T09PD27dvhSM0IyODq1evcvToUfz8/Hj27BnBwcH4+/uLh9O1a9c4f/48o0ePJiUlBXV1dUpLS5HL5QQFBWFkZIRUKiU+Pp4xY8aQnp6OjY2NmNQ6OTlRXV0tpMmenp7iEN/S0iIK+VZWVowbN465c+cKBYe9vT2dfIdeAAAgAElEQVRpaWlIpVJkMhn6+vq8ePFCQLwWLVpEbGws9fX1HD9+XHS837x5Iw4SbW1t6OrqkpWVha+vL7Nnz+bKlSt0dHRQXV0tQDTKgZKBgQG5ubk8efKELVu24OPjQ3x8PHK5HA0NDVxdXTl06BCampqkpaWxefNmdHV1cXZ2pqysjIaGBlpbW6mtrUVTU5Pu7m7R4w4MDMTb25vk5GQUCgWbNm1CTU0NPz8/hoeHiY6OZsGCBQwPD+Pr68t//vMfbt68SX5+Pra2tsLvplT4zJgxg8ePH9PT04OjoyOzZs0SLyb5+fl0dXUxffp0qqurWbt2LX19fWhoaJCbm4ujoyOXLl0Szy/l0Eu5EdDV1eXZs2eCKuvm5oazszNWVlYiSv706VPxcmRmZoaVlRUeHh788ccfzJkzh+rqakpLS1FVVUUul1NbWyuGn5MnT0ahUIjEy7p163j9+rXoYmppaZGens53331HZGSkGHIqB5XOzs4EBwfT0NDA/PnziYmJ4dq1a9y5cwdNTU0KCgqYMmUKBgYG/P7777i4uLB06VJOnDjB7du3mTZtGi4uLkgkEtLS0tDQ0BB07La2NsrLy4XwW1kv+OCDD2hpaeHKlSvAuyGCsnaiRPhv3bqVrVu3cvHiRRoaGlAOtm1sbMSA5MWLFwQEBLBt2zZevnxJUFAQBw8exNjYmO7ubn744QcKCwspKioS//fY2FgiIiJoaWmhpKSE7u5uXF1dxTW/YMECFAqFGPR1d3ejra0tttlyuZyEhARmzJjBpEmTxItyYGAgMpmMqVOnEhsbS0VFBV988QVJSUkkJiZy7do17O3tKS8vF5/7f/zjH+Tn59PU1ER9fT0+Pj48f/4cTU1N/vjjDzFEjYqKwsvLi6+//ppHjx7x6NEjjIyMaGxsJDk5maysLDw8PMSLcUlJCb/++itRUVF0dnaioaGBoaEhS5cuJTY2loGBAaKiosjIyGDmzJkCaCaRSJg/fz579+7F2tpa+KV1dHTEJlAikfDw4UNmzZqFhYUFnZ2dQk00b948zMzMSE9PR11dXYDIlPHwkpISCgoK0NDQwNHRkf7+fsaPH09HRwepqal89tlneHh4UFFRgYqKioj9jxgxgr6+PmxtbcnLywPg2LFjpKen09vbS2pqKo8ePeLXX3/F0dGR999/n99//x2FQsGePXs4e/as4AgoN9fp6emilhETE8PBgwdZsmQJYWFhfPnll8jlckxNTVm9erUQqltYWODm5sarV6+orKxk+fLlLFu2jP3791NUVERtbS3Nzc0MDQ2xZ88euru7aW9vB2DhwoUUFxdja2sr0nTKLrYSALhhwwaePn1KVlYWxsbG/Pnnn+J7lsvlaGpq0tHRwfHjx4mMjBQ/h4iICM6fP8+9e/cwMTGhsbGRjz/+WDijlQR75VJH+f9qbW3lwoUL4t5ZXl4OgIqKCh0dHeJ9pKenh+3bt3Pu3DlBmh8aGmLLli3ivVsJbezt7cXGxobk5GSGh4dZtmwZiYmJYsM7Z84cOjs7KSgowMvLS0B2LCwsePPmDZ999hmhoaHY29uTmpoqzjBKnyggkgrwLjYtk8lITU0V7k7lYFBVVZXbt28TGRnJhQsXqKys5P3331fWD/73YLh///4fRo0ahba2Nrq6usINplAo0NPTo6urS2w9lC94WlpaNDc34+rqirOzs4ivdHR0oKenh4qKisDe9/T0iG5UTU0NPT09mJqaYmBggKOjI66uruTn5+Pi4kJDQwMBAQF8/PHH3Llzh/b2dlxdXSkqKkJdXR0nJyfMzc2Fwy4/Px9dXV00NDRELA8QL6nKyb/yodzZ2Sn6Zo6Ojpibm1NWVkZ2draI21VUVKCtrY2KiorYeg0NDaGhoUFPTw9SqZTk5GSWL1/Os2fP/ov2aWhoKAiXSmSv0pnm7e1NRkYGra2tfPrpp5ibm1NcXExoaCheXl4sX75cEEIjIiJob2/Hz8+P0tJSenp6BOpaSfvavn07PT09aGlpUVNTg6amJhUVFSxdupS4uDjKysoYM2YMz58/R19fn9evX9PQ0ICmpqaQkSYlJWFqaoqDgwPt7e1UVFQQHx+PpaUl1dXV9Pf3U1paioaGBvBu41VVVYWRkREDAwPCQdXT00NqaqpwUmZmZtLU1CQmtUrEvEwmIyMjQwirq6urhXtSLpejra0tNBPu7u7s2rWLkpISMjMzaW9vZ/z48UilUnx9ffH09KSmpgZDQ0OhX/Dz8xPOLuXv2cbGRjxMlF1PpQ5DVVWV/Px85syZQ1RUFBKJhJSUFAYGBvDy8qKyspL29nY8PDxISkpCTU2Nzs5OAVFwdnbGycmJuro6DA0NxQ1rwYIFTJkyRTiqYmNjMTY2xsDAgIiICNra2sSQRLm5MjAwQFtbm6KiIubMmYNMJkNNTY3CwkKCgoIE6r+xsZFJkybR1tYmhPHq6uqip6ik2yoUCgoLC0WszNbWVnQM8vPzkUqlwDuPlJaWFtnZ2cIhWVdXx9q1a7l79644jHd1dTF//nzy8/P/q9eTkZHBrFmzaG5uZvbs2dTU1JCenk5raytDQ0M8ePCApKQkEhISWLp0KYmJiSxatEjI5hcuXMjJkyextrYmODhYdFr9/Px48eIFdnZ2wrOmoaHBpEmTKC4uFi8ByviftbU1xcXFrFixQrz8KjeuSrel0iHa2dlJV1cXUqkUS0tLMjMzMTc3Z/bs2bx48QINDQ1u3rxJX1+fcChlZ2cjlUppamoiISGB6dOni019YmIiCxcu5Ntvv2Xq1KlERkbS0dHBtGnTWLNmDZGRkWRlZXHmzBkWLlzI9evX2bp1K9ra2jQ0NODl5UVISIggEpaXl6NQKHj9+jUdHR08efJEpDYSExOFkiYxMZHly5fT1NREZWUlM2bMEBWA9PR0kpOTMTY2ZuPGjeTk5FBRUUF6ejoTJ06ksbGRNWvWcOzYMYaHh8VUtqOjAx8fH7788kvhe1NTU8PJyYnXr1+Tl5eHt7e3cJ56eHjQ1NTEmzdvMDc3F0MxgJycHLS0tMRAIDs7m8DAQNE13LZtG8PDw6KPY2dnh1wuJzg4mK1bt7JkyRKmT59OdnY2Hh4e2NnZ8csvv+Dr60t8fDy1tbVCEr948WLOnz/PyJEj+fe//83mzZu5fv06r1+/Zv369WJw9Mcff5Ceni7cek1NTTQ2NnLt2jVu375NYmIiFhYW4vMUFxcnuueXL18mNjaW9vZ2Zs6cKUA2OTk5NDc309LSQnx8PLm5uYSEhDBnzhwcHByIiopi3bp1xMfHY2FhgZGREc3NzdTX11NaWsqvv/4qBo/5+fk0NjaioqJCbW2tiOPX1dWxdOlSTp06JeJQ6enpFBUVMXPmTDGIVUa/jYyMyMnJETWFmpoaUlJSBFhK+eIVEhLCRx99xJkzZ/Dw8BCgs++++w4nJyeqqqpITU2lo6ODyspKLC0tSU1N5dChQ7S1tYlecWtrK3v27EFXV5c3b95w4sQJysvLUVFRITExkerqao4cOUJGRgbGxsaUlJQQGhrKyZMn+eabbwR05NGjRwJSNjQ0RHBwMI8fP6ajo4N169YxcuRI5s+fj7W1NaWlpUKx4u3tTVdXl9h+t7W1sXjxYm7cuEFycjKpqamie79nzx68vLz46quvWLBgAWFhYezbt4+VK1dy//59Zs+eLeB7Si9mb2+voDFbWVlRVFQkYCd5eXkYGhqKLVRpaSlJSUk4ODhgYmJCdHQ0g4ODxMfHc+rUKfT19bl9+zZyuZwTJ06IeHVKSgqjR4/G2dmZiIgIxo8fLzrvyhh6R0cHW7ZsobW1lbS0NOzt7ZFIJOzevVukZAoKCujs7GTVqlVkZ2eLiH9vby8aGho8evSIZcuW4eTkhI6ODvHx8SQnJ9Pa2soff/xBeHi4GPgpFAr6+vpYsGABBw4cEJqOyspK4F2Pz8/PjxEjRvwf7t47qMpz3f/+LMoC6b03YQkICCuwhCUgRXoABWuILUTssZAYozum6k5vxli20RSTrcYSaywxxl4SGypixYYFC4qiUgSv3x/81v3Gs/d5z8yZd+Y9c56ZeyjrWU+5y9Xu6/p+cXNz49y5c1RWViq6JVPA/+zZsyowXVFRgVarRaPRKBoQaCc4N9Xg3r17lz/++EMhhK9Zs4Y9e/Zw69YtQkJC2Lt3L4DKIjly5IiyaTdt2qTKVEQEk72u0WhwcHBQjoLpaGhooK2tjT///JPFixdz7tw56urqVPD3p59+Atq5C+/cuUN5eTmbNm1SwacXX3yRyMhIBZbyxRdfKNAhEwr0qVOniIqK4saNG7zwwgvKkYH2lN0zZ85w/vx53njjDR4+fKhozEx0axUVFbi4uPDkyRPa2tpwdXXlzz//pFevXkpPAMopBHj++edVcPPMmTPcvHkTQJU/FBUVUV9fT7du3WhoaCAtLY3169eTm5tLZWUl9+/f58GDB8optLe35/nnn6eiogI/Pz8133Nycti3bx9dunShurqad999l+DgYB4+fEhdXZ0C59q9e7fq0wcPHlBRUaGe1TQeEydOZP/+/eTl5REbG8vFixe5cOECbm5uLFu2jK1btyqH2nTU1NSo32/fvk1jYyP29vb8+eefCkDONH4pKSkcP36curo6CgoKFHfqw4cP/8qR+N9yDFXU6H9Ds7W1leTkZElLSxODwSDp6ekSGRkpxcXFEhMTIwUFBfLcc8+J0WgUnU4ncXFxotfrJT8/X4qKikSn00laWpoYjUZJTk4We3t7ycvLk4iICElISJABAwaIl5eX6PV6MRqNUlBQIEajUSIjI8VoNIq7u7uMGDFCxo8fL1FRUVJUVCQGg0HCwsIkIyNDkpOTJT09XcLCwqSoqEj8/f3FaDRKbGyslJWVSWRkpPj5+UliYqLExcWJpaWlWFtbS1xcnGi1WtHr9ZKbmytRUVGSl5cnr7zyigDSoUMHMRgM4ujoKBMmTBCDwSCABAUFycSJE2XEiBHi7e0tBoNBBg4cKM8995zk5eVJYmKiODk5CSAxMTGi0+kkLy9PjEaj5OfnS1ZWlgCSmpoqWVlZkpeXJ8OHDxdnZ2dJSUkRQHr27Cnl5eWSnZ0tBQUFEhsbK0OGDBFAsrKyZMiQIdKnTx9JSEgQQOLi4qS8vFwmTJgggCQkJIi7u7u88MILYmtrK4MGDZL+/fuLv7+/BAQESF5ennqXgIAAKSkpkcDAQDEYDBIVFSWABAYGSlRUlOj1eklISJCsrCxJS0uTyZMny6hRoyQ/P1+NbXx8vAwdOlR0Op0MGDBADAaDuLq6io+PjyQmJkpoaKhotVpxcHCQzMxMmThxorz66qtiMBgkKChIoqKiJCAgQIxGoxo7QACxsbGRuLg4CQoKkpKSEklOTpaXXnpJfT5ixAgJDAyUlJQUCQwMlOHDh0toaKgYjUYJDw+X2NhYMRqN6vzIyEgBJDQ0VPz9/QUQnU4n0dHRMmDAAAEkODhYQkNDxdbWVs13QFxcXGTEiBHi4+MjAwYMkIEDB8qAAQOkX79+Ym1tLaNHj5bMzEwxGAxSUFAgQUFBEhoaKiNHjpSIiAiJjY2V4uJicXFxkQ4dOkhaWpqMGDFCSktLJSIiQj1jVlaWmJmZSU5OjkRFRUliYqIMHDhQiouLZcKECRIXFyfm5uYSGhqq1kBqaqqUlpZKXl6eBAcHS3Jysjg6OkpQUJBYWFhI//79ZerUqdK/f3/p0KGDpKenS0pKiuh0OtHpdBIRESF2dnZiMBgkJiZGEhMTJT4+XsLDw8XPz080Go2MGjVKAAkLC5PZs2dLbm6uuLq6ipOTk0yaNEnS09PV3AIkJydHrK2tpaysTIKCgsRoNEpoaKhYW1tLv379pH///mJubi4DBw6U0NBQyc3NlYKCAnWf4uJiGTJkiNjb20tWVpYEBweLo6OjpKenS0REhDg4OIi5ublotVrx8/OToUOHSkBAgJSVlUlCQoJah6aWlpamfg8PD5fg4GABJC8vT3x9fdW80Gq1ar3/tXl7ewsg0dHRAsikSZNk2LBhkp6eLtbW1gKIra2tAGJmZibDhg2TgICAf7kOIEajUQYNGqTWm16vFzc3N/W5tG87SHR0tOh0OiWT/nqNkSNHCiAffPCBTJkyRQAxNzd/6pzMzEzx9vYWvV6vntEkN1xcXCQvL09KSkoEUH1gak5OTuLn5yclJSUSEhIigGg0mn95Fzs7u6f6xdraWtLT0wUQg8EggYGBkpeXJ+7u7uLs7CyAhISEiJmZmSQnJ6s+MI2R6Tp/bdHR0f/Slzt37hRAxo0bJ3379v2XvgPEy8tLAHF1dZWePXuqvv93Y2KSpab5YWlp+Z+eZ+qHwMBA1Tcm+f1fteLiYklNTZWCggIJCQmR5ORkJcu8vb3Fzc1N4uPjn1pL06ZNk9zcXNFoNGqcxo4dq+aGr6+veHp6ir+/v/j7+4ubm5t6T9P4urq6ir+/v2RkZKh1DEivXr0kIiJCrK2tlWwzGAzSv3//f3l20/+++OIL0ev1/2V/RkZGioeHh5pvQUFBAkh5ebmSebNnzxZApk+fLo6Ojuq7pjWo1+slIiJCQkND1WemufzGG28IIKWlpWJlZfXUvV1cXGTYsGECiFarFUD1l6mVlZX9p2u0T58+T/0dGBgogEydOlV91/Tub7/9ttKZqampAkhERMS/XOM/3tu0XiMiIsTHx0fJD1PLysqS7Oxs0Wq1ygYAJDc3V8aNG6fW3l/bX8fjyy+/FAsLC3F1dRVPT0+Bdnm3a9cuyczMVDq6pqZGzZO/rmlAHB0dJScn51/uEx4eLllZWTJ06FApKipS8tHUXnjhBfHx8VFjmpubK4AkJydLdna2JCQkyNSpUyUyMlIGDRqkdK5JTr/22msC7XLO3NxcsrOzxdLSUoYNGyZGo1FGjx4tgwYNEkCys7MFkIyMDDEYDOLl5SXr1q0TS0vLfyuzAJkwYYL6voeHh2RkZMhLL730LzJ09OjR0q9fPzl58uRTMiYoKEi0Wq1ERUXJhQsX1Gf29vZPjUFiYqJERET8i04REXF1dVX2handv39f5s2bp+RPdna2jBgxQjIyMsTPz09KS0tl1qxZYjQalYwIDw8XKysrmTVrlgQFBYlOp5OioiKJjY2VhIQE6dOnj+h0OsnPz5d58+bJ1atXZc6cObJo0SJ136qqKpk0aZKMHj1azYHk5GQpLi6W+Ph4SUtLU3I7JSVFbG1txcHBQRwcHASQV155Rcn3999/XwYNGiTr1q0TQK1D0xzTarViNBpl4cKFMn78eDV3qqqqnuqLTz/9VABZsGCBWt9Go1E+++wzsbS0lAkTJoidnZ1ak83Nzeq7S5YskbCwMCVf9+7dK66urhIcHCybN29WtrhJXyQlJUlwcLAMHTpUrX/TZ6tWrZLCwkKTzXjwv+NL/f/uzP1/2aysrCQ5OVn69esner1e/P39JTs7W3r27CnZ2dkycuRIKS0tFScnJ8nOzhaNRiMGg0ESExMlKChIgoKCJCUlRWJjY8XX11eys7OVQ6DT6SQ9PV3Cw8PFw8NDDAaD+Pv7i4eHh5SUlChnQKfTib+/vzIYDAaD9OzZU8LDwyUyMlJGjhwpBoNBfHx8JDg4WAYOHCj29vYSEhIimZmZotPpxM3NTUJCQsRoNEpqaqo4OTmJo6OjxMbGSnp6usTExIijo6M4OjrKsGHDxM7OTvr27Su5ubnKyAkODpbCwkLJyMgQrVYrpaWl0qtXL4mKihJzc3NJT08XHx8fiYmJUUrI5ACaFIubm5vo9XqlYP39/SUoKEjS09MlMDBQKa6CggIpLS19apHo9Xrx9fWV9PR0KSsrk5ycHAkODpb09PSnjCtLS0txdXVVzpZer5e0tDRxdHRUCtXa2loSEhLE1dVVAMnPz5fi4mIJCgoSg8EgZWVl4uPjI56enhIbGytBQUHi7++vlLmPj4/0799fEhMTJT8/X8LCwsTc3FwCAwOVcnN3d1fjVVhYKBERERIUFCTu7u6i1+slJSVFSkpKpG/fvhIdHS2urq6i1+vl1VdfFVdXV7G3t1f9blIofzUYAImPjxej0fiUURYaGqqMEZMRZXJ8g4KCZMSIEQLtBprJoLSxsZGysjIBxMrKSnJyciQ5OVni4+PFy8tLbGxsJDk5Wfz9/ZWBYFJ6JqFmumdxcbEMHTr0XwxtaDco7ezslDA1NU9PT3nllVckPz9fLC0tldEVGBgosbGxyogzGaEGg0GSk5MlOjpanJ2dJTY2VuLi4sTV1VXCwsIkPT1d/Pz8nlLwLi4uqo+dnJwkODhYRo4cKePGjXtqjrm7u0t8fLzo9XpxdXWVwMBACQ8PF2g30E3j4uDgoIIrpu9nZmaq321sbJ4ybk3j1qFDB/X+kydP/pc+Mr1jXFycMgY9PT2Vwk5PT5fo6GixtbUVMzMz5QBaWVmp58zLyxNPT0+xtLQUX19f8fLyEp1OJ4WFhQLtDohJef713l5eXuLt7S3u7u6i0+nUWJvGPjw8XPR6vQpU/TvDzNSysrL+7Rzw9PSUwsJC8fX1VXPa1P76PCa5YTKUPvjgAwkODlb9b1qLn332mVLMf5UDJvkRFxcnBoNBrX2TcW66V1BQkLi4uEhmZqZyGkz3d3V1lZiYGGVY29jYCKCe4T8qfb1eLy+99NJT8yAoKEgFLvz8/ATanaioqCh1PZMh4u7uruam6f9z5swRFxcXZViaAjoLFy5U88va2lqmT5+uvmNa4ybD3LS2/+M8+6uMNY21yRjx9/eXxMREgXanyiTPTGvNzMxMye7a2lr56aef1LUSEhLEaDRKRESE9OrV6ymjOy4uTrKyskSj0UhQUJBYWVlJfHy8/Pzzz9KrVy8JDAyUoKAgZXiXlJRIeXm55OfnS25uruj1eomOjpbw8HCxsbGRpKQk0el0Sgbm5eVJ3759JTw8XIqLiwWQd955R42R6Z0NBoMUFxdLeHi45ObmKgdNp9Op4Nz48eMFkEWLFslbb70l8fHxEhoaKjqdToxGozg4OEhKSorSoSZDKj09XUpLS9X8FhFlvAPy8ccfS3l5uXquhIQEaW5ufipIk5qaKt7e3jJlyhSJjo4Wo9EoLi4uMnz4cHUdUz98+OGHotPp1JqBdgfOaDSKpaWlsjF8fX2fCsAYjUb5+OOPZevWrU/Njf79+4terxdHR0c5efKkbNq0SUpKStQ4/vUaixYtEmdnZzEYDDJp0iQpLCyUsrIycXR0lOLiYsnOzpaysjIZOnSo/PDDD6qPzp49q9aih4eHWFpaSnBw8FPO4a5du5ScTE1NlaioKPnnP/8p0K5nIiIiZM+ePTJx4kRxd3dXa8RoNIrBYJDg4GCJj4+XwsJCCQsLEycnJ2X45+bmSmJiohQVFSnD+r333hMRkdLSUrG1tZVvv/1WZs6cqZw7W1tbGT16tPz+++/i7u4uJSUlalydnZ2VLDb1U58+fcTDw0MFQwwGg4SGhkpCQoLo9Xq15oxGo0yfPl2Sk5NVQDQsLExSU1PF3d1dFixYIIAMHTpUXn31VQkNDVVzKywsTAoLC6W4uFj0er1ERUXJ0KFD1Tz5jw6AiIiPj4+y6wDlUJnG/q9zwcbGRjnGcXFxMnbsWBERiY6Olp49e4qIKKflr0Gpn3/+We7cuSPZ2dni4OAgRUVF6vPy8nIRkad0r8nmMclpEZEPPvhAhg0bJq+99poKUmdlZamgGCAbNmwQEZF58+aJl5eX5OXlSVJSkri5uSmdO3jwYBER2bVrl2zcuFF+++03+frrr+Xs2bNiYWEhIqIc9uXLl4uIqHnSt29fSUtLk8GDB0tOTo7o9Xr56xEUFCQiIra2tqLX68XKykrs7e0lNzdXPv30U/nwww8lIyND3Nzc1HdcXV2lf//+6m+TPhIR2bRpk1hbW4tWq5V/d0ydOlVeeukl2blzp8yaNUsAeemll2TWrFmycOFCEREZP378U9cuLS2VmpoacXR0VP/Pzs5+6rz3339f0tLSRERk4MCB4uDgoD4bP3689OnTx7RO/luO4f8qugpzc3Pq6+tVSkZycjLXrl1TaGKnT59mw4YNhIWFceXKFcVZ19TUROfOnTEajTx69Ii2tjZ8fX0V4MXFixcJCgpCq9UqdLyGhgZcXFywt7dn9+7d2NnZYWlpSX19PS4uLlhbW2MwGDh48CBnzpzh+vXr3Lx5kwMHDtCpUyfi4uJwcnJSqZnOzs6ItKdymlLE9u/fT3NzM/b29gqcwNbWFn9/f7KysrCxsWHz5s0K7W7Tpk04OjoSHx+PhYUF9+/fp7a2lsGDB3Pt2jUOHTpEZWUl4eHhiIhK85k5cybW1tY8fvyYXbt2ER8fj5ubG3fu3MHMzIz9+/ej0WioqakhJCSEhoYG+vbty7lz5xT5tE6nIzg4WPHueHl50djYyLZt29i7dy+bN2/GycmJ48ePq1SBoKAgoqOj0el03Lhxg/3793Py5Emqqqqws7NT/HihoaG4ubkRGRlJeHg4R48epampScGsV1dXc+PGDW7cuIGvry8XL14kJSWFtrY2kpOT0Wq1qt4N2uGH7ezssLa2pri4mNDQUJXad/v2bUXW+ujRI/r27Yurq6tC9Tx79izHjh2jrq4Oc3NzNmzYgE6nIzMzE41GQ3R0NLGxsYrryZQOOm7cOJWW3Nraik6nA9o5ckJDQ1X95IABA4iNjcXX15e2tjYuXLhAnz59uH79ugIkMNWpBAcHk56ezpEjR6ivrycnJ4cHDx7wzDPPcO3aNczNzfH29qaoqAgvLy9GjRpFSEgIISEhFBUVERcXx8mTJ7GxsUGn02FpaUlmZibQzs+ZlJREREQEY8eORa/XM3bsWEaPHo29vT1z5szh4MGDjBkzhsrKSrRaLZcuXcLMzExBc2s0GgICArh48SJ79uyhtbWVwMBAxRM3bdo0heCF7coAACAASURBVDYXExODp6cn0dHRGAwGtFotZmZmpKamkpycTHNzM3v27GHp0qVkZGQQExNDp06daGlpISQkhPr6euLj47l06ZJKy46MjKShoUHNn+DgYEJCQtTcc3FxYejQoRQUFODt7Y2VlRU9e/YkIyODgwcPsnHjRv72t79x//59xcc0e/Zs3N3diY2NRafTUV1dTUlJCceOHePOnTskJyfj6+uLhYUFgOLF6tixI/369VMp6yak3bi4ODZu3MiNGzcUiqcpNXvdunUKCc7Hx4fff/9d8TBNmzYNOzs7njx5wq1bt+jduzeWlpYAWFpaUlNTg52dHb6+vixbtkyl0gAUFBQA8MYbb/Dzzz8zefJkmpubFQw8tAMZmNblunXrFBKgl5cXc+fOJTw8nIqKCnx9fYmOjubWrVvodDpFzDxnzhy6dOmiOBhNgAMffPABHh4enD17lsrKSvz9/YmLi+Pw4cNER0dz+vRpDh48SM+ePRk9ejQ6nY4hQ4Zw69Ytpk2bhpubm0KVNtVqT5w4kQsXLvD48WMFMJWQkICTkxPjxo2jtbWVtLQ0VYc3ZMgQ9uzZQ0VFBXv37iUzM1Nxj128eJGrV6/y448/YmFhwZQpUxRwydChQykuLsZgMNC7d2/eeecd0tPTOX/+PNAOoT5//nzy8vJUetj3339PSEiIIuYuLi6mqamJt956qz0yC4qDavfu3bz33nsMHjyYmJgYgoKCOHLkCO+88w5jxozh22+/pbi4mPT0dEXd88orr/Dcc8+RnJys0EJNaWz9+/enc+fOdOnShSdPnijaDxMIBMC7776L0Whk3759vPbaa+zduxc3NzdeeeUVAM6cOYOzszNhYWGKvsHR0ZEdO3YoILHCwkJ1ro+PD2vXrqWuro5NmzYBEBgYCKCof4YMGaLSzVtaWrh16xanTp1S9CCrVq1SiNDffvstL7zwAl5eXor/9vbt21RUVBAUFIS1tTWenp7Ex8czbtw4RIQhQ4YwdepUFi9erMDGmpqacHd3V0i/Jv0UGBjIs88+y+uvv87t27fJzs4GICEhgYiICESEsrIy9Ho9er1eQcGbUJbLyso4f/48tbW1XLt2jXXr1uHh4aHIvDUaDRMmTFDp2h07dmT58uW0trayb98+8vPzmTRpEu+//z5WVlZERkaSkpJCSUkJBQUFvP/++6xYsYKRI0cC7VQkixcvpqWlRRlxP/30E2+88QY//vgj4eHh5OTksHjxYhYvXoxIO5jQtWvXmDlzJm+//TbBwcFUV1ezbNkyXFxcSEpK4oMPPuDkyZM8efIEJycnvvvuOwYNGgSAiKDT6Xj99dd57bXXGDlyJD169GDKlCno9XrWrFmDiJCcnIxIO/3K9u3befz4Md7e3oi0c1bGxMSQmJiIl5cXoaGhbNy4EREhJiaGAwcOUF1dTffu3RU6Y3l5uSKiN9GQffTRR3Tq1AkRoX///gCMGTOGwMBA5s2bp9CXRYT169czZ84c0tPT6dChA9bW1vTr14933nmHsrIyoqOjWblypXpuU8quCdHU3NwcrVZLTEwMH3/8MY6OjnzyySeEh4fT0NCguKs7deqk9MmtW7e4fv06Bw8eVCAm4eHhXLx4kaKiIoXybZJjra2tuLi4sHLlSt555x3y8/OVXDD9PHXqFKtXr34KZdzFxYXi4mJFN2Vq4eHh3Lt3T42Zj48PAL6+vqxduxZoTyU2UdiICHq9nl69eikE7ri4OIWAv3XrVpUm2bdvX+bPn8+0adPo2rUreXl5NDY2EhAQALTT9CxcuJCqqiqioqJIS0ujZ8+epKSkICKEhoYq2fj222/Ts2dPtmzZwtmzZxUVyciRI1VN7oMHD+jatSu//PILZWVlbN++XXGP3rx5k82bN7N8+XI+++wzFixYQHp6Ort376alpYUtW7ZgZ2endJ3puHjxIitWrGDatGkkJSWxfft2VXbQp08fJk+eTGVlpeq3xYsXc+fOHZYtW8agQYM4evQoSUlJ/PbbbwDk5uYycOBAvLy82LJlC9DOafvRRx8B0KNHD/Lz8+nXr59K4z1x4gRJSUlMnz4daK+fXLZsGdAOqmMqlzEB6Gg0Gjw8PNi6dSuZmZn87W9/45NPPlE2X0ZGhqLO8fT05Msvv8Td3V0BpP13jv9VjqEJHdTa2prGxkYFLx8QEKDq7VJSUtBoNNjY2BAXF6cK4588eYKbmxsPHjzg4cOHqqawqqpKwUffunULNzc3XFxcFNBJdHS0Ihuur6/Hzs6OsLAwOnXqhJWVFR9++CHdunWje/fuxMfHc+fOHY4cOcKuXbtoaWlR9RgnT57k0KFDBAcHEx0djZ2dHdHR0TQ0NODv74+NjQ3JyckKmGHr1q1otVpaW1sVumpoaCjbtm3DxcWF7t27c/78eQICAjhx4oRCRgwPD+f27ducP38eJycnWltbmTBhgir4d3Nzw9vbm+bmZgYNGoSLiwthYWE8//zzxMfHExQURI8ePZTSr6iooLS0lI8++oj8/HwF5+zs7MyYMWOwsbGhra2NUaNGkZOTw/Dhw+nfv79CSczNzcXR0ZGsrCxF4B4cHIyzszNXrlwhMjKSR48eUVdXR1tbGw8ePCAgIECRtF+9ehU3NzeF9Lh582agPTffy8tLAcKYHAYXFxdqa2uxsbGhubmZH3/8EQcHB2W0mEAZnnnmGYUC6eLiwqNHj5TAfOWVVzAYDOh0Ok6cOKE4jTIzM2lra1Ocj926dSM6OpqioiJ27drFkSNHqKmpoaamhtbWVmJjY3n06BG7d++mc+fOPHnyhJUrV1JVVUV1dTU6nY7Dhw9z+vRprl69ilarpbm5mV69ehEcHKyMcBOIw7Zt24D2/Pni4mIuXrzI6dOnuXPnDvfv3+fzzz8nPDyczMxM1q5dy8WLF1X9zq1btwgLC+PUqVMMHDiQuro6du/erXLb6+vrOXHiBMePH6d79+6MGDFC1ZCFh4cTHR1NVFQUXbp0ITMzE61Wy7lz5/Dz8+PevXtkZ2fz4MEDjEajAkf5+OOPsbGx4ZlnnuGXX37B3d2d+/fv4+Pjg4uLCwUFBcycOZOmpiY6duxIdXU1YWFhqlbh0KFDpKens2TJEqysrDh58iSJiYn06dOHLl260L9/fzIzMzEajWi1WrKzszl9+jRWVlYK7vy3335j/fr13L17l/j4eNauXatqBxYtWoSNjQ1JSUloNBosLCz45ptvKCgo4MiRI3Ts2FHVInbt2pWMjAyampo4fPgwXbp0UTLp2LFjNDQ08NNPP+Hv74+Tk5OiVTl06BDx8fEKYOrx48c0Nzej1+sZMGAAAQEBPPvss7S0tPDmm2/y6NEj9u3bh6WlJenp6RQWFpKcnMzs2bMJDg5m9OjRxMfH069fP4KCgvjll18UB2aHDh0YMWIElpaW5OfnM336dDp16kR1dTVGo5HU1FQAVReRk5PDggULsLe359VXX+Wtt95SKHAmZNjKykqOHTtGp06duHDhggJbuHTpEmvWrKGqqkrRKXzxxRfcvHlT1fEkJydTVlaGubk5d+/eJT09XQWKli1bxty5c2ltbSUuLo7o6Ghu375NUFCQqqt95ZVX+Pjjj3FxcSEmJoZx48axe/duevTooeTlvn37+Pnnn1UgbsCAAaxfvx6tVssXX3yhuFO//fZboqKiGDt2LHFxcUybNo20tDTu3btHfX09I0eOxNzcHF9fX3r27MnRo0f56KOPaGpqYtq0aYgIM2fO5O9//zsXLlxg7ty5+Pj4kJ6ezrlz5+jbty8FBQVq7k6YMAGAWbNmUVBQwKxZs5gxYwZTp05l6NChvPLKKyrg8Oabb/Lyyy9TXl7OZ599Rnl5OevXr2fmzJmICElJSWzevFkRTpuohQYPHgy0k0aXlpayf/9++vbti4gwa9Ys5s+fzxtvvKHI4Kuqqnj55ZeJiIigrKwMEWHv3r0KPdjV1RVXV1cmT57MF198wYYNG5gzZw5r166le/fuuLm5qTq0hoYGxo0bh6OjI2fPnmXMmDFMnTqVzMxM7t+/j1arZezYsVy5cgUXFxcyMjIoKyvj8OHDPHjwgLFjx6LRaCgtLeXSpUvU1taya9cu9u3bp+qQX3/9daysrIiNjVWAPoApe4iQkBC8vb35/ffflWHu4ODAgQMH2LRpEx06dODi/+WvDAkJobi4GKPRyK+//kpDQ4Nawz/88APvvvsuPXv25PXXX1f2xv3790lLS6Njx46KRLuyspKQkBDa2tpUveOoUaP47bff8PPz4+rVq/Tq1YspU6bQvXt3Jk6cyM6dOxFpR3itqqrC3NxcIX9fuXKFAwcOYG1tzaVLl1i4cCFTpkyhvr6etrY29Sy9e/dWRPP/7pg+fTqHDh1i+vTpzJo1S1GyXLlyhaVLl7J37178/PyIjIxUNb3/8bh06RI9e/Zk3759uLm5ER8fz4EDB/jll1+eOm/Dhg0sXryY5557jh49ehAVFcXHH3/M8ePHATh9+jTvvvsuAF999RU6nY7169dz//59bt26xYoVKwBULRu0O+o7duygqKiIGTNmoNFolGOYmJjI2LFjcXNzU9yJqamppKen88EHHyjD2srKihEjRrB//35WrVpFc3MzY8eOVTV9O3bsYP78+dy4cYNu3brh7++Pl5cX//znPxXa8KRJk9i0aRPXr19n27ZtrFu3jlWrVmFhYcG2bduIj49n9erVPP/88yxZsoTdu3crOofVq1crGfv111/TsWNHTp06RVNTE+Hh4ezcuVPRG2g0GjQaDQAODg7ExsYyY8YMVqxYQWtrK4cPH2bVqlWKl7Rnz54sW7aMnJwcrl27pt5n5syZaDQahUy+d+9e4uLiaGlpYe7cuWg0Gi5dusTixYvRaDQ8efJE8e126NCB6dOnc+HCBTQaDampqWzcuJGbN29y+/ZtmpubaWpqUqiuJoT/nTt3smHDBh4/fsy4ceNYvXo169ev529/+xtbtmzhzTffRKfTUVlZSWxsLDNnzsTW1pbGxkZOnDihqJ9Gjx5NZGQkn332Gfb29gwfPpwdO3awfv16Bg4cyJEjR5gwYQKBgYE8fvyYlpYW4uLiCAwMRKvVcvToUerq6njw4IHqTxNlz9SpUzl69Ch/+9vfaGtrUxsFGo0GnU7HzZs3iYuL4+HDhyqwZQqY7dmzh8bGRjQaDStWrOD8+fOEhITQpUsX9u3bx/Lly5k8eTLFxcWKnqWtrY3du3erAGFsbCwlJSXque7fv0/Xrl2xsLDA29ub5ORkXn/9dfbt24fRaOTevXs4OjqydetWhbqfl5eHubk5Y8aM4ejRozz//PPcvHmTiRMnUlNTw1tvvfWfyoP/6vgf7xhqNJpcjUZzWqPRnNNoNFP+3859/Pgxjx49UhDQjx49wsrKioaGBszMzKiurlb8dE1NTZw9e1ZxMQHqp1arxdvbG3d3dzw9PXFxcUGr1XLv3j2uXbvGgQMH8PLy4uTJkxw9ehQfHx9yc3NpbGwkLCyM8+fPU1NTQ35+PpMnT1bQvbdv38bKygo7OztycnKwtrbG39+fkJAQFXXSaDS4u7vj5+enns8U7Tc5LyZAgYiICLp160ZdXR3Z2dn4+vrSpUsXPD09qaurIzU1Fa1Wy4MHD1S0tLq6mr59+5KamoqIKNhlV1dXEhMT6dSpE7du3SI4OJhFixbh7u5OZWUl//znP/H09OTQoUNUV1cTGRkJoBDVJk2axMmTJ+nQoQNZWVncvn2bnTt3EhoayvDhw+nWrRutra0qovh/x5ZLly7R1NREZWUlNjY2uLq6EhYWpkCBTMW0zs7OCjzG3d2da9euERAQwHPPPad2KXv27ElLSwtFRUXY2dmh0Wg4fvw4tra2BAYGMnjwYHbt2kVUVJSi8wgMDCQ4OJiwsDBGjRrF3bt36dq1K9bW1lhZWXHhwgXOnj2Lk5MTfn5+qrB+8ODB7NixA1tbW+7cuYOXlxcvvvgiZ8+eVcAv/v7+mJmZ8d1337F3716ef/55Ll++rMhLL1++jFar5d1338XBwQERobW1la5duxIVFUVkZCT9+vUjJiaG0NBQNBoNvXv35tSpU2zcuJGGhgY8PDyUgnzmmWf45JNPFGAHQNeuXenYsaPiw6qrq8PNzY1u3brh7u6uILM7d+7M2LFjcXJywtzcnIyMDAYPHszrr79OS0sLEyZMULvVpsjkmTNnsLS05N69e3Tq1InKykqampqwsLDg0aNHFBQU0LlzZ6ZMmfIUeFJ+fr4iuS8sLFS8jCY0PhP1wZUrV/Dw8KBjx45YWFgosKdt27ah0WhwcnJi9erV9OvXj5SUFBwdHWlqauLo0aMqgDJq1CgaGhq4evWqAnHZtWsXkydPxsLCgujoaFxcXAgODlYRv/DwcA4ePMiaNWvw8PBQO+Qffvghv//+Ozt37iQ2NparV6+yadMmrly5QnR0NM7OzqSlpaHX63nw4AFFRUVkZGQQGxurUBqPHj2KiKjdPBsbGwIDAxkyZIiijDABDtXX13P27FlCQkLo0KEDW7duJS0tjTNnzjBnzhzOnz/P9u3bOX78OGPGjMHX15eqqio8PT1Zvny5Ik8G+Pjjj2lsbMTc3FyBXAF88sknytk3GcIvvPACd+7cYfbs2Rw4cAB/f3+OHDnC8uXLOX/+PJ9++ikODg4YjUZ69+4NoKDu165di4ODA99++y0ODg54e3tz8eJFtfY/+OADDh48qKLQpl1HU8TexHFpMuRMgAHHjx9n7dq1rFixAoPBwJEjRxgxYgSPHz9WSMgnTpzg/v37VFdX07NnTwVCs3btWr7++mtaWlr47rvvKCgowMHBgU2bNvHNN99QW1vL2LFjuXfvHv/85z+xt7ensrISPz8/IiIiSE9Pp62tjba2Nr766isWL17MvXv3cHFxwcnJiYyMDKCdS2zs2LFcvXqV1157jfT0dAXY1KdPH1avXs3GjRtVBocJQGL9+vWMGzeOr776ipKSEtzc3Dhw4AAvvPACtra2aDQaBg0axBdffKGCABs3bqSoqIhNmzYRGhqquLlMgGkdO3ZkzZo1LFmyhFdffZW9e/cqCpDp06dTWVmpjMHhw4ej0Wj48MMPWbhwoeIimzNnDjqdjsbGRmW8/f3vf+eNN95Ao9Fw8uRJxowZQ11dHSLCoUOHOH/+PAaDQZF+m9Crx48fz8GDB3n8+DGWlpasXLmSTz75RCFvmwyfL7/8kuvXr7Nx40ZsbGw4fvw4NjY2XLhwAU9PT8zMzBSg0vDhw2lsbGTr1q1s27aNefPmkZCQoIwtjUbD0qVL+fXXXxER9uzZw5EjR7hy5YrqJ41Gw8KFCxXn4q+//kpOTg737t1j27ZtLFy4kMDAQKKjo9FoNGrXZeXKlSQmJnLgwAE0Gg1ffPGFAqfZvHkzx48f59VXX2XWrFn4+fmh0WhISkri2LFjrFy5klGjRinKBF9fX3r37s3du3cJCgpi7ty53Lhxg6SkJFpaWhQ10fXr14mOjqZTp0507dqVRYsW8eOPP6LRaHjmmWewsLCga9eu6r0CAgLo0KEDMTExzJ07l0WLFjFw4EBGjx6Np6en4jXcsWMHS5cuxd/fn4MHD3LgwAElCzUaDePHj0ej0TBjxgy2b9+u0If1ej0tLS0cPHgQjUajdnPs7e05c+aMQk+0srLi8uXL1NbWotFo+Pbbb3n55ZeVQfzTTz9RUFDAuXPn2LFjB5WVlWg0Gg4cOMDHH3+MRqPhm2++4fr161RVVXH58mV69erF/fv30Wg0PH78mE8//ZRLly4RHh5OWFgYZWVlaLVaevXqRXJyMrW1taxduxYLCws6depEZmYmQUFB1NbWsmDBAtzc3AgMDKSgoICzZ8/y9ttvs2LFCuzt7fH29qaqqorQ0FCmT59Oa2urQhqvrKzk1VdfVfrFZIfduXOHlJQUpk2bxtatW8nNzVUE91ZWVgrQpqCggFWrVimd5eDggLu7O4AKSEJ70MYE9DR58mTCw8P54osvsLOzo3v37jQ1NdG/f3927tyJXq9Xmx83b95UfHgm5M3U1FTFfwpgbW2tOBH/+OMPKioqqK6uxtXVle3bt1NfX6+yAs6ePcv8+fPp2rUrY8aMUTzbxcXFfPbZZ9TW1ipqEUdHR+zt7fnuu+8oLCzkhRde4Oeff2bHjh2cOnVK0e5899131NXVqQylJ0+e0KVLF5ycnLhx4wZfffUV0dHRrFq1isuXL1NUVMTOnTtJT09n06ZNbN26lZKSEjp37swvv/yiUH/PnTvH3LlzaW5uBmDevHnY2toydepUoJ1iypQhZGtrS1tbG9OmTSM7O5ukpCQOHTpESUkJUVFRKnvOhEY9YsQIRISVK1fS0tKiODy7devGkiVL0Gg0lJSUYGlpiYgwatQoSktL2bZtG0ajkW+++YYjR46oXeHhw4dTUlLCzZs3GTRoEOXl5ezZs4cFCxawYcMG1q5dy549e5TNHhISwvLlyyksLFT2X1JSEtDOY/jLL79gZvbfd+/+RzuGGo3GHJgN5AERQIlGo4n4z843UU3cv3+fa9eucfToUa5fv86jR4/o3Lkz1tbWREZG8uTJE7y9vQkMDMTb21sRkx48eJAHDx6g0+m4desWLS0tPHr0SPHCeXp6KiSvDh06EBQURGNjI97e3ly/fp0TJ06o+9XX17NhwwacnJwUyp69vT3m5ua0tLTw5MkT5eCYyEIzMjKUMr127RqNjY1YWVkRGBiIl5cXZmZmim8oJSWFO3fuqJ2dxsZGFeW5f/++4lRqamri6tWriiC8R48emJmZsWvXLoV8WVRUxJ49e9i6dSuOjo7U1NRQVVVFSkoK69evV1xtjY2N6j1v3LgBwIcffoi/v7/a5Vm+fDk1NTV4enri6uqqBP7QoUMVCfL8+fOpqqpSBtijR4+4du2aSkP85Zdf8PPzIzU1lcuXLzNw4EBEBE9PT6ytrRVh/OHDh1m4cCHXrl2jpqaGq1evUlJSwsWLF3F2dub27dsUFhYqqhFTmsf169c5deoUt2/fJjExkfPnz7N//36OHz9ObW2t4mcyOaePHz/GwcGBw4cPK0Sst956i9raWtzd3Zk4caJCvzRB3Q8aNIiNGzeya9cuevTogV6v57vvviM0NJQtW7YoJEudTkdNTQ337t3DxsYGDw8PLl68yNKlS1mzZg3/+Mc/ePTokULBHTNmDK6urnh4eKDVarl16xZr165l27ZtbNmyhXfeeYc///yTuro6xo4dq/rXxcWFffv2ERAQwI4dO/Dw8FC7L5WVlaxfv57Zs2crYvU5c+YQGhrKggUL+OOPP3j55Zepr69n+/btaLVaZsyYQVZWFrW1tWRnZ6vdu5aWFo4cOYKvry+7d+9m165dfPbZZ8THx+Ps7IyVlRUtLS3o9Xp8fHyYMGECK1euVDtCNjY2ODg4kJKSwr179wgODmbJkiVYW1uTnp7OkydPyMnJUc7jnDlzcHV15cGDB1haWmJmZkZsbCypqaksW7aMiooKLCwsKC4uprGxkZSUFEUMvWrVKtzc3Hj48CE3btxQqX5mZmbk5OQwadIk3nnnHTQaDW+++SazZs3imWeewdzcXCncadOm4eLiwuLFizl27BgbNmxQRMqrV69m5cqVpKSk8Ouvv3Lu3DliYmKIjo5WJLqmXa4FCxZw4sQJ/vjjD9ra2rCysmLz5s14e3uzdOlSpSQ7d+6snEwT2pwJ1XjHjh3s3buXixcv8vbbb/P48WNFFG9CwFy8eDFbtmxRqHPff/89+fn5FBYWKr682tpaFi9eDMCPP/7I1atXuX37NlVVVVhbW/PJJ588BT9+/Phxdu7cyeeff06HDh349NNP2bBhA+Hh4Vy4cIFTp07R1taGl5cXH374oeLAjIiI4OTJk6SnpyukzBUrVuDu7s6QIUPo3bs3R44c4fPPP2f37t1otVoGDBigUvdTUlKYO3cuPXr0wNHRUTlpjx49ory8HHNzc6qqqujevTttbW0cP34cf39/ampqsLCwoHfv3rz44ov07duX2bNnc/fuXQYOHKiCdUuXLqW5uZnTp09TXV2NtbU1wcHBnDp1iq5du3Ljxg2WLFmidjDq6uoIDw9n4sSJDBo0SPHz9e/fnzFjxjBlyhRaWlq4c+cOR48e5bfffntKeaemprJ06VLefPNN5s2bR1ZWFikpKUD7bo2IMG/ePMaPH8/ly5cZNmwY5eXl5OTkMGzYMLp168ZLL70EtKdMHT58mGeeeYbKykrefvttxR/65ptvcuLECS5fvoxer6d79+5Ae0C0urqa27dvc+7cOb788kusra3p0qULzs7ONDc3ExAQgL29PeHh4Zibm2NpaUlZWRlLlixh8uTJnD59mpkzZ3LkyBH27t2Lp6cnOp2Ovn37cvr0aYWI3KNHD5KTk4mJieHs2bM0NDTg5+eHVqtlypQpJCUl8cMPP6igYWRkpEoVvnbtGsXFxcTExCgkY9OO8ZUrV1i0aJHqUz8/P9577z3Gjx+Pt7e3InCPjY1V54wdOxZXV1eWLVvGn3/+ibOzMwEBAcTFxdG5c2c+//xztV727duHRqPB3Nyc3bt3K+RHU1lKUlKSIpwGGD9+PMeOHWPhwoXMmjVL7RwDzJ07F2hPD/X09MTX11ftAK1fv57IyEg2b97MihUryM7OVil7L730Ek+ePOHFF1/k1VdfZdy4cQpZc9q0aeq9ampqaGpqwtvbm9TUVEaNGkVkZKRCmvXy8sLPzw8XFxciIyN58OABe/bsYdiwYSpwMXToUP7880+2b9+OXq/n0qVLbN26lfT0dEJCQsjPz6dTp04AylEzGAzY2NiwcOFCHj16xOHDh1m3bp3a/YP/B01yy5YtXLlyBWg31C9dukT//v2ZPHmy4hKOiIhQRPdRUVGUlZURGxuLhYUFIqJotJycnBQ3XkNDA++//z5teMNR3gAAIABJREFUbW0cPHgQX19fYmNjcXR0xMHBgXnz5rF8+XLMzMwwGAzU1dXh7OzM+vXrMRgMFBUV4erqyurVq3n8+DHW1tbExMSwbt060tLS2LNnDy0tLfTq1YsrV65gNBoJDQ1lxowZREZG0tbWxu+//87q1avVbm9YWBitra00NzcTHBzMs88+qzKYHj58SGxsLL///jtDhw7lH//4B7t371b99c033xAeHq4cDFtbWyZOnMiBAwewt7dnzZo1aDQaKioqVBqjycn48ssvKSkpQUTo3Lkze/bsoUePHixbtgxzc3N69eqlyNEDAgKYOHEi7u7uyil1cnJi3bp1TJo0ia5du/LJJ5+wZ88edu3axXvvvceDBw9YtWoVL7/8Mq2trVy+fJnjx4+zaNEiHj9+zOrVqzlx4gT5+fnMnTuXHTt2KCRxW1tbNm/ezIgRI0hISGD+/Pn8/e9/p6KigoqKCjIyMnjppZcwMzOjsrKSJ0+ekJycjMFgIC8vj+nTp+Pq6sqTJ09YsGABmZmZPHnyhMDAQIqKiigvL8fV1ZXQ0FBGjRpFcHAwly5dUvO1vLwcJycntm/fzueff86sWbN466232Lx5M/X19Yr+6c0331Q72iZu4k8//ZQlS5ZQV1en3gfaEVRNqc6mXcjk5GQ2bdpEYGAgIkJpaelTO/5Tpkxh5cqVXL16lTt37iiH9quvvuK3336jR48eajzGjRvHtm3bePjwIYWFhSxatIjExEQ++OADJXNCQ0PVzvF/5/gf7RgC8cA5ETkvIi3AUqDXf3ayiWvu9u3biAiurq5YW1tz7949FSE8duyY4tcyMzPj7t27+Pj4cOvWLWpqaoiNjeXmzZu0tLQow7uhoQF3d3fa2tpoaGigQ4cOPH78GAsLC/X7Xwnmnzx5gqenJ62trYoM1bQdX1VVxbFjx1TdY2trK6mpqQQHB/Ppp58SFBREcHAwAFFRUYSEhCiensuXL9OlSxflNDY1NVFbW4uDgwMHDx5UqYAANjY22Nvbc+nSJRWxS0tL4+7du3z//fd4eXlRW1tLQ0MDtbW1ZGRkKMEaEBCgeLuKiopUPZ9pgl69elVN6unTp5Obm8uBAwc4dOgQ0dHRnDp1iocPH+Lk5MTSpUs5ffo0xcXF2NnZYWNjw6BBg/D09KS2tpb6+nqqqqro0qULZ86coaWlRZGRt7a2EhERwQ8//MCJEycIDAzEzMyMK1eusGTJEqZPn87gwYNpamqib9++iuohMzOTiooKbGxsqKioYPPmzWzduhWj0ajez0QYbKIsMUXYGhsbqays5NChQ1RUVNDU1ISzszO//fYbt27dwmAw0NjYSElJCb169cLHx4cDBw5w+/ZtkpKSuHDhAsnJyXz66afcuHFDEUfn5eWRm5vLrVu3FM+TiaR5zZo1zJs3j7S0NEpLS9WO9+PHj3F1deXEiROKlgDg2LFjVFRU0KlTJxwdHbl79y6WlpYEBgbi6elJQkICd+7cITY2lubmZn7//XdsbGwUxUSHDh1UND4tLU1xDZmiqZs2baJPnz789NNP3Lhxg6ysLESEq1ev4uDgwN69e7G3t2fHjh1cunQJc3NzHBwc2L9/P4cOHcJgMGBra0tKSgr19fVMmjRJcQJaW1uzceNGFQwwpbu1trZiZWWlOILu37/PpUuXaG1txc/Pj86dOxMcHMyaNWtUDaPRaGTp0qU0NTWxceNGLl26xIkTJ1i2bBnh4eGMGTOGGTNmcOLECc6dO8e1a9dYuXIl5eXlypC6fPkyzzzzDDU1NaSkpCj+J51Ox/bt23FycsLe3l7t6ms0GpydnQkNDeXChQvY29tz8+ZNevTooYzm6upqLl68SEhIiOKq7NevHxqNhocPH3Lx4kVOnDhBr169lLKIjIzE2tpacad6eHgQEhLC8ePHycjI4PLlywQGBioS36qqKry8vEhOTsbMzAwXFxfa2tpwdHSkqqqKtWvXcv36dRwdHfH39+fMmTMqBe/ZZ58lMzMTW1tboN0R9PT0pFu3bgC8//77lJaW0qdPH3x9fZk/fz4XLlygc+fOTJo0iUmTJqn6oXv37lFcXEx2djY//fQTDg4O6PV6VqxYwZ9//kl8fDxlZWWKUzUyMpK7d++q+mwTdPc777yDi4sLqampZGZmsmHDBjw9PZkxYwYAYWFhdOvWjaNHj9KzZ08OHjyIs7Ozkv2hoaE0NjaSlJREQkICzs7OxMbGkpiYyPPPP8+oUaNwdXUFUAGGr776CkdHR86cOUNeXh5JSUncu3ePt956i9mzZ3Pu3Dnee+89bGxsiIiIYM2aNQQEBGA0GtmxYwf29vYUFRWxdetWAgMDsbW1RUT44YcfuHHjBt9//z0NDQ04ODgQGBjIpk2b+OijjygvL+fKlSv4+Pgwe/ZsoL1W5csvvwTaodfT09O5fPkyX3/9NQC7du3CxsaG06dPc+zYMZqbm1m4cCGnTp1iyJAhqsb8woULpKWlKfoVJycnNcZvvvkmGzZswGAwYDQa+frrrxWhNMDbb79NUVERYWFhHD16lH/84x9oNBoiIyPx8/MjKCiIy5cvs2XLFlXjbGlpqdJqd+7cqRzq+Ph4/P39uXbtmuLjam1txc7OjhkzZnDo0CFu376NnZ0dLS0tnD59mvLycjw8PNiyZQv19fXcunWLixcvotPpuHbtmsruMOmKhw8fAu21SB07dlQUEKbMEACDwYCfnx9NTU2sWrVKBSlv3LihovUbN25U9b/Z2dlkZ2ezefNmSkpKSEpKYtu2bWi1WpYsWYKNjQ0Ar7/+Og4ODlRUVKDT6ejdu7fKODKltJnk9ejRo3nxxReJi4vDzMyMjz76SNU/GY1Gxb8aGxuLwWDgueeeo7CwkA0bNnD8+HH279/P/PnzGTlyJJcvX2bRokUK1v769ev8+uuvqsatqKiIqqoqlappCnLu2LGD69ev89xzz/Hzzz/zxx9/KJ1n2qVZu3YtUVFR7N+/n/Lycl5//XW+//57oqOj2bRpE87OzsyfP589e/Zw/fp1qqurOXbsGN7e3qSkpNCvXz8lU3/77Tfee+89JWdNzuO4ceOA9qyM4cOHs337diwtLdFoNKru7fDhwyxbtozNmzdz584dqqqqePDgAX/++SedO3dWdXGmrKANGzbg4ODA7t27uXz5MnV1daxZs4bp06fz/fffq+DCqVOnCA4O5rPPPqOoqEg52yNHjkREsLGxYe3atWpt19XV0alTJ5VhduTIEZYuXYqvr68Kjt2/fx9LS0vmzZuHw/9p787DqrruRo9/f3JQCOAs4EBEmYJgFQe0SbRqJn3tbRJMW7x5bJIO2tvhJpfWzK3wmqYxw5s8jb01iW9iehuNqYnRaBySKA5PxYkIaoiCVBAVUBnFKOBZ94+9z84pL5BXA3ICv8/znOfsvfbisM75sfZh7TXsnj255ZZbWLFiBZWVlZSUlJCUlERycjL79u2jd+/eTJ06lQkTJpCQkMCWLVsoKipiypQphIeHk5yczJtvvkm3bt2YO3euM3c5MzOTG264gREjRjBz5kz8/f3Zv38/4eHhpKamsmHDBmbNmsXatWsZNmwYq1evZvfu3aSkpBAUFERDQwOvvfYaOTk5pKenU1pa6txyKiUlhaysLMaPHw9YI4yWL1/+L8OS7777bsCaYvDGG2+wdOlSXC4X69at47nnnnPOMYDzHRMbG8uwYcMIDw/nscceIyEhgXHjxvH444/zj3/8w+ndKiwsZN68eTz++OP8/ve/54knnmDFihXO8N7c3FwWLFjAzp07+d3vfufExxjDhQsXmDx5Mt27dycpKclZ12Dfvn2MHj2a0tJSXnzxRQDngovnIhjglLuqqora2lpSUlKIiYlhzJgxTJ061Tk+YMAANm7cyJIlS9i6dSthYWE88MAD/OY3v3FuV+O5RZOIeO4f6PwtgzUPNiQkhPHjxxMdHU2/fv2ora0FICIigsGDBzNq1ChSU1NZtGgRFRUVZGZmEhMTQ2xsLDfffLPTI+kZFhwVFcWQIUPo1asXNTU1XLhwgfz8fG6//XbGjh3rzNW8Gj59H8OMjIyJQGh6evpae38YEJ+env6hJ4+IzM3IyHglIyNjbrdu3QZdf/31DB06lLy8PAYNGuTcZ2ro0KHOTVxdLhcul4vQ0FAuXbpEeXm5c4+94OBgZ45CUVERbrfbucmqv7+/88+qp1dv1qxZhISEOCdqzw3aBw4cyJw5c5g8eTKnTp3i/Pnz1NfXM3z4cPz8/Jz7CR46dIjBgwdTXV3N5cuXKS4upnfv3s4NohsbG4mPj6empsb552/79u3OfI/a2lrOnDmDMYYTJ06QnJzMiRMn2L17N1FRUQQHBzs/W1BQQH19PXV1dc6Qzvr6emJjYykrKyMyMtIpa1hYGJcvX6akpITrr7+enj17EhERQXl5uXMD+KqqKjZv3kx2dja9evUiJiaGyspKhg8fzqFDhyguLqahoYEjR46QmJjIsWPH6NWrFxUVFfTo0YORI0c647MbGhooKyujT58+ziI/ni8Et9uNy+Wid+/ezj9at956q7OgTVBQELm5uYSHh1NQUMCBAwe48cYbaWhoIDg42Lk/0JkzZwgKCqKmpoYjR44QERHhXPm7ePGi84+H2+1m+PDhzrwvt9tNY2Mj+fn5lJaWOgsxZGdnM336dLZt20ZpaSkDBw50bjrscrmYPXs2Bw4cICUlhTFjxvDcc885n/99993HmTNncLlcJCYmUltbi5+fHxs2bCA3N5ebb77ZuWjRrVs3fvjDH+Lv74/L5SI6OtoZIrR161ZCQkIIDg6muLjYmZ/a0NBAVFQUpaWlJCQksH//fmJjY6mvrychIYG//OUvToNo5MiRhIeH0717dxoaGrh48SLBwcGMHDmSc+fOcfHiRWe4TFFREUVFRQwaNIhjx47h7+9PeHg4jY2NJCYmcvToUWpqaqipqaGyspKysjL2799Pz549CQ0NZc+ePdx1111cunSJHj16sGvXLgYNGkRERAQul4vGxkaysrIYPXq0M/fM02Oak5PjnBiPHj3qXAQ4efIk8fHx7Nu3j1mzZjFgwABn8YTDhw87DSbPPQGnT5/OmjVrcLvd1NXVOe//1ltv5dVXX8UYw0MPPcTSpUudxX/ee+89oqOjCQgIcBaZioyM5OTJk2RnZ+N2u6murqZnz54EBgYSGhpK37592bt3L8nJyaxYsYKbbrqJiIgIIiMjCQ8P5+TJk+zZs4dx48aRmZlJamoqJ06ccBr6RUVFzoUMsP656tmzJ8HBwYSGhuJ2u53h4Tk5OSQlJTkNJM85rKysjMuXLztXi3/2s5+xY8cOevfuTW5uLv379+fZZ59l8ODB7N69G4D169ezd+9eqquriYyMZNGiRc4/tVlZWfz85z9nx44dZGZmUlpaSkVFBcHBwYSFhREVFcXYsWMZMWIEX3zxhbNQFFhDXMaPH+/cI3bz5s0MHToUl8vFJ598QlBQEGVlZZw4cYLS0lJmzpxJcXEx+/bt45577nHmYg0YMMA5d/Tq1Qu3283DDz/Mn/70J9atW+fMOTx9+rQz1Pvjjz8mKSmJoKAg+vXrx8yZM6mvryc0NJTNmzfz+eefM2fOHHJychg7dizXXXcdtbW1VFZWMmHCBA4cOEBwcDD5+fkUFxeTlpbGBx98QF1dHVVVVVRVVZGWlkb//v05evSoc3P27OxsAgMDmTp1KhcvXsTf35+XX37ZuXfpqlWreOWVV3jppZcYNWoU/v7+vPLKK3z++edUVVU5ixF5rm7PmTOHTz75hJEjRzr3qszJyeH8+fPExcWxadMmtm3bxvDhw5k4cSIul4uKigr++te/Ooub9OjRg5MnT/L8889TX1/PggUL+Pvf/05ycjJlZWUEBAQwb948ZsyYQXl5Oa+++irZ2dlERkaSkJDAqFGjmD9/PocPHyYsLMxZMM0zPLikpITIyEhyc3MZMmQIUVFRFBcXk5eXxyOPPEJwcDCRkZHMmDGD9evXExISwrhx46itrSU+Pp7AwEAOHz7MxIkT+d73vsfly5dxu93OtIiPP/6YBx54gA0bNpCcnEyPHj0ICgoiNDSUJUuWEBgYyPvvv4+IkJaWxq5du/jb3/7Gd77zHc6cOcOnn35KUVERq1evpqysjOTkZN566y3OnTvHsGHDqKiooKCggJKSEo4fP05cXBwFBQUsXryY0aNHU1JSwsqVK9m0aROlpaWMGjWKCxcucOjQITIyMnC73SQlJbFlyxbq6+sJCQnhwQcf5OWXX+bgwYMEBwcTHR1NUVERBw4c4I9//CNpaWns3LmTxMREJkyYwKpVqwgICODpp59mzZo1hISEsH//fk6dOuUMjTt37hyBgYH8+te/dkYqZWRksHjxYh566CFKS0tZs2YN5eXl3HvvveTl5TkjSLKysvDz82P79u2MGzeO3Nxc5/vi6NGjLFy4kJSUFPr168eYMWN4/vnnuf/++8nMzCQgIICNGzcyYMAAZ5jrtm3byMrKIjU1leXLlxMeHu7U7TNnzpCTk8Px48fZs2cPCxYsoK6ujpUrV3L8+HHi4+PZv38/Q4cO5cc//jE1NTV8+9vf5rrrriM2NpZjx45x2223UVtbS2NjI6tXr+btt99mxIgRFBYWOusr5OXlUVJSQl5enjOcdtmyZezcuZOwsDByc3Px9/cnJibGmQ5QUlLCrl27ePDBBwkMDKSystKZf/6Tn/yEIUOGkJubi9vtdhaV2bRpE2vXrqWhoYHCwkLy8/NZuHAh7777LvHx8VRWVjrn9wsXLtDY2Oj0Rp49e5a4uDjuvPNOzp49S3Z2NoMHDyYxMZEXXniB06dP88EHH/Doo4/St29fADZt2sTixYtZtGgR8+fPd4Y4zpgxg27durF9+3aWLl3KHXfcwQ9+8ANyc3OZNm0aW7Zsoaqqij//+c+8+OKLzt90fn4+4eHhpKenk56ezqBBg1i/fj1Hjx6lqKiIhIQE53x28eJFZ/RIt27dCAkJobCwkMbGRmJjY1m8eDGnTp3irrvu4u6776a6utpZ8yEiIoJjx47hdruJi4ujX79+PPPMMzQ2NlJSUsLYsWPJysqioaGBW265hYqKClasWEF5eTlLliwhIyODmJgYUlJSWLVqFbfddhuHDx9m3rx57Nmzx7k/8w033MCTTz5JQEAA5eXlfPe73+XUqVPs2LGD1157jTFjxpCRkcH06dOpqanhpz/9KR999BGTJk1y7vHt7+9PaGgoy5YtY8qUKTQ0NDB79mznO3337t1kZWVRUFBAXV0dn332Gb/4xS+YNGkScXFxLF68mHfeeQdjDHFxcc6Iin79+mGM4amnniI6Otq52FNTU0N6ejppaWmkpaWxcOFC5s6dy8GDB52RS++//z59+/Zl/vz5ziivNWvW8MILLzBt2jQ2bNhAnz59CAgI4Pz58zzzzDP07duXyMhINm7c6OkZvar7GIrnqpkvEpHvA3cYY35q788Bko0xv24hfy1w5BoWUV2Z/sDZji6EapHGx7dpfHybxse3aXx8m8bHt2l8fFtz8RlqjBlwpS/kapvytJsSIMJrfwjQ2sDZI8aYce1bJHW1RGSfxsd3aXx8m8bHt2l8fJvGx7dpfHybxse3tWV8fH2O4V4gRkSGiUh3IBVY28FlUkoppZRSSqlOxad7DI0xjSLyK2AT4Ae8bow53MHFUkoppZRSSqlOxacbhgDGmA+BD78yo+WKJ1mqa0rj49s0Pr5N4+PbND6+TePj2zQ+vk3j49vaLD4+vfiMUkoppZRSSqn25+tzDJVSSimllFJKtbNO0zAUkekickRECkTk0Y4uT1clIsdF5KCIHBCRfXZaXxH5SETy7ec+drqIyJ/smOWKyJiOLX3nIyKvi0i5iBzySrvieIjIfXb+fBG5ryPeS2fUQnzSReSkXYcOiMi/eR17zI7PERG5wytdz39tTEQiRGSriOSJyGERedBO1/rjA1qJj9YfHyAiASKyR0Ry7Phk2OnDRGS3XRdW2gsLIiI97P0C+3ik12s1Gzd19VqJzzIR+adX/Rltp+v5rQOIiJ+IfCoi6+z99q8/xphv/ANrYZpjwHCgO5ADjOjocnXFB3Ac6N8k7VngUXv7UWCRvf1vwAZAgInA7o4uf2d7AJOBMcChq40H0BcotJ/72Nt9Ovq9dYZHC/FJB37bTN4R9rmtBzDMPuf56fmv3WIzEBhjb4cAR+0YaP3xgUcr8dH64wMPux4E29v+wG67XrwDpNrpS4D/ZW//Alhib6cCK1uLW0e/v2/6o5X4LAPuaSa/nt86Jk5pwHJgnb3f7vWns/QYJgMFxphCY0w98DZwZweXSX3pTuBNe/tN4C6v9L8aSxbQW0QGdkQBOytjzHagoknylcbjDuAjY0yFMaYS+AiY3v6l7/xaiE9L7gTeNsZcMsb8EyjAOvfp+a8dGGNOG2Oy7e1aIA8YjNYfn9BKfFqi9ecasuvBeXvX334YYBqwyk5vWn889WoVcIuICC3HTX0NrcSnJXp+u8ZEZAgwE1hq7wvXoP50lobhYOCE134JrX9BqPZjgM0isl9E5tppYcaY02B9mQOhdrrGrWNcaTw0Ttfer+zhOq97hiqi8ekw9rCcJKyr6lp/fEyT+IDWH59gD4M7AJRjNRiOAVXGmEY7i/dn7cTBPl4N9EPj026axscY46k/f7Drz4si0sNO0/pz7b0EPAy47f1+XIP601kahtJMmi632jFuMsaMAWYAvxSRya3k1bj5lpbioXG6tv4CRAGjgdPAC3a6xqcDiEgw8C7wkDGmprWszaRpfNpZM/HR+uMjjDGXjTGjgSFYvRTxzWWznzU+11jT+IhIIvAYcAMwHmt46CN2do3PNSQi3wXKjTH7vZObydrm9aezNAxLgAiv/SHAqQ4qS5dmjDllP5cDq7G+DMo8Q0Tt53I7u8atY1xpPDRO15Axpsz+wnYDr/HlsA+NzzUmIv5YjY63jDHv2claf3xEc/HR+uN7jDFVQCbW3LTeIuK5h7b3Z+3EwT7eC2uYvcannXnFZ7o9RNsYYy4Bb6D1p6PcBHxPRI5jDW+fhtWD2O71p7M0DPcCMfZqPd2xJl6u7eAydTkiEiQiIZ5t4HbgEFYsPCtV3QessbfXAj+yV7uaCFR7hmipdnWl8dgE3C4ifexhWbfbaaodNJlnezdWHQIrPqn26mPDgBhgD3r+axf2/Iz/BPKMMf/hdUjrjw9oKT5af3yDiAwQkd72diBwK9Y80K3APXa2pvXHU6/uAbYYa/WMluKmvoYW4vO510UvwZq/5l1/9Px2jRhjHjPGDDHGRGKdk7YYY+7lGtQfV2sHvymMMY0i8iusP0Y/4HVjzOEOLlZXFAasts4nuIDlxpiNIrIXeEdEfgIUA9+383+ItdJVAXABeODaF7lzE5EVwBSgv4iUAAuAZ7iCeBhjKkRkIdY/UAD/boz57y6YolrRQnymiLVEuMFa5XcegDHmsIi8A3wGNAK/NMZctl9Hz39t7yZgDnDQnocD8Dhaf3xFS/GZrfXHJwwE3hQRP6xOiHeMMetE5DPgbRF5CvgUq3GP/fz/RKQAq6cjFVqPm/paWorPFhEZgDUE8QDwczu/nt98wyO0c/0Rq0GplFJKKaWUUqqr6ixDSZVSSimllFJKXSVtGCqllFJKKaVUF6cNQ6WUUkoppZTq4rRhqJRSSimllFJdnDYMlVJKKaWUUqqL04ahUkopnycix0XEiMiyji7LN5GIpNufny5FrpRSqlnaMFRKKdUu7Jvq/h8R2SUi1SLyhYjki8h/ikh8R5evPYnIMk9DTETeaHLMk/58R5VPKaWUakobhkoppdqciPQBdgH/AUzE+r7JB/oDPwbu6LjSXXNzRGRERxeivYlI944ug1JKqaunDUOllFLtYTGQZG8/D/Q1xnzLGNMHmAYc9GQUkZtFZJPdq3hJRI6IyBMi4t/Si4tIpFfP2/1e6f8y5LRJvt+KyHsickFEDtm/N0lE9ohInYjsFJE4r9fy9PodF5Hvi8jndr7t3vn+G/yAP7SWwauM6V5pmXZaZjP5nrV7Xs+LSKGI3C0iw0TkY7uMB0RkYgu/6yYRyRaRiyKSIyKTmhwfLyLrRKTCjsdBEXmghfI+Z39O1cDKK/hMlFJK+RhXRxdAKaVU5yIivYAf2Ls5wMPGGGdumzFmq1feKcBHWN9HVcBxIBZ4CkgEZrdh0Z4CTgFuIAF4F+sCaQXgD9wEvG4/exsMvAUcAwKBSS3ka041cA64S0QmGGN2f/23AcD/Bs4C9cAwYDlw2uv4KOBtEYk2xjQ2+dkNQAlggG8BH4pIlDGmXERuBLYC3YFyoAArDq+LSF9jzAvNlKMRKAQutdF7U0op1QG0x1AppVRbi+XLC487vBuFzciw854Ahhtj4oBF9rFUERnZhuXaBkQBD9n7ocD7TX7njSIS2OTnXMAsY0w88FIr+ZrTCCywt5+56pL/VwVY78XTAA/AGqobhdVYAxgKRDfzs2nGmBFYDVsDBAO/tI89hdUo3A4MMcYkAE/axxaISECT16oB4owxI4F7v+6bUkop1XG0YaiUUqqtidf2V62COd5+3miMqbS3l3sdH9dmpYL1diP1uFfaB/ZzoVdaaJOfqzbGePJ91kq+liwHcoEpItJWcys3G2Mu8a/vxfP+vN9LWDM/uxLAGJON1ZgEq1cQYIL9PBmot1cxfcpOC8HqafX2rjGmxH69y1fxPpRSSvkIHUqqlFKqrR3B6ilzATeLiHxFryF8dQOytfx+Xtu9WvmZGvu5sZk079fzbtiCNcTVo7GVfM0yxrhF5AmsRujTX5G9vd9LUy0dP4XVi9uUu8l+6Ve8vlJKqW8I7TFUSinVpowx1cA79m4S8LSIOBciRWSyiEyzd/fazzPslUwB/qfXy+1r4deUe23Axa5jAAABp0lEQVRH2a87Bej9NYrebowx64CdwJgWsnjej+e9RPNlL15b+779O0bz5VDTQ/azJx6ngFuMMRONMROB/wG8ZIz5tJ3KpJRSqoNpw1AppVR7+BXgaUQ8ClSISK6InMWa6/ct+9gCrF6vCKBQRI4Aj9jH3jbGHKQZxpgvsG6HAfBbEdmK1SPXtEfLlzzWyrFP7OfZIrINyKL9vqNfFJHDwD+wegzrgP9rH3sSaMAawntaRD4VkWKsnsG2nCOplFLKx2jDUCmlVJuz5wveCPwG2GMnxwK1wJvAZjtfJjDV3u+GtcLmUeB3wI++4tfcD+zAalgOxmqMNjf80ScYY3YC61s4nGYfO4/1GSzC6mFsDzOxVhD1w7ptyExjTJlXGScB67A+V8/9F9djxUQppVQnJV897UMppZRSSimlVGemPYZKKaWUUkop1cVpw1AppZRSSimlujhtGCqllFJKKaVUF6cNQ6WUUkoppZTq4rRhqJRSSimllFJdnDYMlVJKKaWUUqqL04ahUkoppZRSSnVx2jBUSimllFJKqS5OG4ZKKaWUUkop1cX9f+obHDAlammiAAAAAElFTkSuQmCC\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show_image(image)\n",
"show_image(sky)\n",
"show_image(image-sky)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice how well the object trace stands out now. Analogous to the sky lines, the object trace is slightly tilted with respect to the rows. Thus to extract our spectrum we need to map out the y-values where the trace is centered as a function of column number."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"
\n",
""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can sum the counts in the sky subtracted image above to create a counts spectrum of our target. As with photometry we need to define an aperture (or a construct a probability map) to mark which pixels contain target light so that we can reject neighboring objects. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Locate object trace"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There are actually two object traces in the supplied Keck/LRIS data, so let's simultaneously find the centers of each of these. The object that makes the lower trace is actually a galaxy, but we can approximate its distribution of light along the slit with a Gaussian function, and we can do the same for the other object. Thus our profile model will be the sum of two Gaussians. "
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"def get_profile_model(params, ys):\n",
" a1, cy1, sigma1, a2, cy2, sigma2 = params\n",
" \n",
" p1 = np.exp(-(ys - cy1)**2 / 2 / sigma1**2) \n",
" p1 /= p1.max()\n",
" \n",
" p2 = np.exp(-(ys - cy2)**2 / 2 / sigma2**2) \n",
" p2 /= p2.max()\n",
"\n",
" return a1 * p1 + a2 * p2"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have our model, we can make a guess at the parameters and check by eye how well these represent the data. Change the guess until the model is a reasonably close match to the data (this need not be perfect)."
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# get the median for each row\n",
"profile = np.median(image - sky, axis=1)\n",
"\n",
"# starting guess for the profile model\n",
"guess = (80, 35, 3, 80, 155, 3)\n",
"model = get_profile_model(guess, ys)\n",
"\n",
"plt.plot(ys, profile)\n",
"plt.plot(ys, model);\n",
"plt.xlabel('Row Number')\n",
"plt.ylabel('Median Row Counts');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Of course, we can improve the model by minimizing the model residuals (or $\\chi^2$/dof)."
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"def get_profile_chisq(params, ys, profile):\n",
" model = get_profile_model(params, ys)\n",
" return np.sum( (profile - model)**2 / np.sqrt(np.abs(profile)) ) / (profile.size - len(params))"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 2.529312\n",
" Iterations: 307\n",
" Function evaluations: 495\n",
"best fit parameters are [ 79.16951747 36.25870806 3.46038831 89.8573188 154.96099859\n",
" 2.70733517]\n"
]
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# fit for the best model\n",
"params = fmin(get_profile_chisq, guess, args=(ys, profile))\n",
"print(\"best fit parameters are\", params)\n",
"\n",
"model = get_profile_model(params, ys)\n",
"plt.plot(ys, profile)\n",
"plt.plot(ys, model)\n",
"plt.xlabel('Row Number')\n",
"plt.ylabel('Median Row Counts')\n",
"plt.grid();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We could fit a more complex model that accounts for the vertical shift of the traces with column numbers, but here we simply divide the image up into sections by wavelength and find the Gaussian centroids in each of these."
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 0.367322\n",
" Iterations: 500\n",
" Function evaluations: 792\n",
"Optimization terminated successfully.\n",
" Current function value: 1.700793\n",
" Iterations: 744\n",
" Function evaluations: 1165\n",
"Optimization terminated successfully.\n",
" Current function value: 1.234982\n",
" Iterations: 373\n",
" Function evaluations: 589\n",
"Optimization terminated successfully.\n",
" Current function value: 1.788430\n",
" Iterations: 319\n",
" Function evaluations: 507\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/rquimby/miniconda3/envs/astroconda/lib/python3.6/site-packages/ipykernel_launcher.py:8: RuntimeWarning: invalid value encountered in true_divide\n",
" \n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Optimization terminated successfully.\n",
" Current function value: 3.196958\n",
" Iterations: 312\n",
" Function evaluations: 511\n",
"Optimization terminated successfully.\n",
" Current function value: 2.523173\n",
" Iterations: 333\n",
" Function evaluations: 522\n",
"Optimization terminated successfully.\n",
" Current function value: 2.492250\n",
" Iterations: 411\n",
" Function evaluations: 641\n",
"Optimization terminated successfully.\n",
" Current function value: 2.796160\n",
" Iterations: 241\n",
" Function evaluations: 395\n",
"Optimization terminated successfully.\n",
" Current function value: 3.513546\n",
" Iterations: 284\n",
" Function evaluations: 461\n",
"Optimization terminated successfully.\n",
" Current function value: 3.351843\n",
" Iterations: 335\n",
" Function evaluations: 523\n",
"Optimization terminated successfully.\n",
" Current function value: 3.292683\n",
" Iterations: 260\n",
" Function evaluations: 428\n",
"Optimization terminated successfully.\n",
" Current function value: 3.055589\n",
" Iterations: 306\n",
" Function evaluations: 498\n",
"Optimization terminated successfully.\n",
" Current function value: 3.677066\n",
" Iterations: 316\n",
" Function evaluations: 504\n",
"Optimization terminated successfully.\n",
" Current function value: 4.826438\n",
" Iterations: 316\n",
" Function evaluations: 509\n",
"Optimization terminated successfully.\n",
" Current function value: 5.742012\n",
" Iterations: 326\n",
" Function evaluations: 525\n",
"Optimization terminated successfully.\n",
" Current function value: 4.313411\n",
" Iterations: 414\n",
" Function evaluations: 649\n",
"Warning: Maximum number of function evaluations has been exceeded.\n",
"Optimization terminated successfully.\n",
" Current function value: 7.576802\n",
" Iterations: 358\n",
" Function evaluations: 568\n",
"Optimization terminated successfully.\n",
" Current function value: 5.602267\n",
" Iterations: 347\n",
" Function evaluations: 554\n",
"Optimization terminated successfully.\n",
" Current function value: 5.480194\n",
" Iterations: 324\n",
" Function evaluations: 539\n",
"Optimization terminated successfully.\n",
" Current function value: 10.099938\n",
" Iterations: 259\n",
" Function evaluations: 415\n",
"Optimization terminated successfully.\n",
" Current function value: 11.131615\n",
" Iterations: 402\n",
" Function evaluations: 622\n",
"Optimization terminated successfully.\n",
" Current function value: 8.053041\n",
" Iterations: 349\n",
" Function evaluations: 557\n",
"Optimization terminated successfully.\n",
" Current function value: 4.445564\n",
" Iterations: 346\n",
" Function evaluations: 549\n",
"Optimization terminated successfully.\n",
" Current function value: 7.903159\n",
" Iterations: 308\n",
" Function evaluations: 494\n",
"Optimization terminated successfully.\n",
" Current function value: 14.308329\n",
" Iterations: 310\n",
" Function evaluations: 501\n",
"Optimization terminated successfully.\n",
" Current function value: 7.948063\n",
" Iterations: 358\n",
" Function evaluations: 575\n",
"Optimization terminated successfully.\n",
" Current function value: 15.219055\n",
" Iterations: 365\n",
" Function evaluations: 580\n",
"Optimization terminated successfully.\n",
" Current function value: 12.668802\n",
" Iterations: 432\n",
" Function evaluations: 691\n",
"Optimization terminated successfully.\n",
" Current function value: 19.912402\n",
" Iterations: 388\n",
" Function evaluations: 617\n",
"Optimization terminated successfully.\n",
" Current function value: 14.685714\n",
" Iterations: 362\n",
" Function evaluations: 570\n",
"Optimization terminated successfully.\n",
" Current function value: 7.018478\n",
" Iterations: 392\n",
" Function evaluations: 629\n",
"Optimization terminated successfully.\n",
" Current function value: 5.290746\n",
" Iterations: 405\n",
" Function evaluations: 634\n",
"Optimization terminated successfully.\n",
" Current function value: 29.500694\n",
" Iterations: 373\n",
" Function evaluations: 589\n",
"Optimization terminated successfully.\n",
" Current function value: 24.769067\n",
" Iterations: 675\n",
" Function evaluations: 1030\n",
"Optimization terminated successfully.\n",
" Current function value: 11.970685\n",
" Iterations: 357\n",
" Function evaluations: 591\n",
"Optimization terminated successfully.\n",
" Current function value: 11.319956\n",
" Iterations: 429\n",
" Function evaluations: 674\n",
"Optimization terminated successfully.\n",
" Current function value: 11.521581\n",
" Iterations: 383\n",
" Function evaluations: 615\n",
"Optimization terminated successfully.\n",
" Current function value: 16.942808\n",
" Iterations: 374\n",
" Function evaluations: 594\n",
"Optimization terminated successfully.\n",
" Current function value: 13.074247\n",
" Iterations: 460\n",
" Function evaluations: 717\n"
]
}
],
"source": [
"# fit the profile centered at these columns\n",
"hwidth = 50\n",
"cols = np.arange(hwidth, nx + 1, 2 * hwidth)\n",
"\n",
"ycenter = np.zeros( (len(cols), 2) )\n",
"for icol, col in enumerate(cols):\n",
" stamp = (image - sky)[:, col - hwidth : col + hwidth]\n",
" profile = np.mean(stamp, axis=1)\n",
" params = fmin(get_profile_chisq, guess, args=(ys, profile))\n",
" ycenter[icol, :] = params[[1, 4]]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets see how the y-center of our target's trace varies with column number. We can fit a polynomial to the trend and use this to estimate the y-center at any column."
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# fit the relation with a polynomial\n",
"ind = 0 # which trace 0 or 1?\n",
"t_order = 3\n",
"trace_c = np.polyfit(cols, ycenter[:, ind], t_order)\n",
"fig, axarr = plt.subplots(2, sharex=True)\n",
"axarr[0].plot(cols, ycenter[:, ind], 'ro')\n",
"axarr[0].plot(xs, np.polyval(trace_c, xs), 'r')\n",
"axarr[0].axes.set_ylabel('y-coordinate'); axarr[0].grid();\n",
"axarr[1].plot(cols, ycenter[:, ind] - np.polyval(trace_c, cols), 'ro')\n",
"axarr[1].axes.set_ylim(-0.5, 0.5)\n",
"axarr[1].axes.set_ylabel('Fit Residual (pixels)')\n",
"plt.xlabel('Column Number'); axarr[1].grid();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The typical residuals should be a small fraction of a pixel. \n",
"\n",
"**Note** we are fitting a Gaussian model to a non-Gaussian (galaxy) profile, so the center value may be systematically offset.\n",
"\n",
"Now we can get the pixel offsets from the object trace for every pixel in the image. To properly account for non-linearities along the trace (i.e. the pixel scale may be 0.1 arcsec per y-pixel on the blue side but 0.12 arcsec per pixel on the red side) we could use the second object trace and the relative wavelength information, but here we will simply assume a simple linear relation."
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [],
"source": [
"# position offsets from the object trace (defined to be at slitpos = 0)\n",
"slitpos = yvals - np.polyval(trace_c, yvals)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Spatial profile of the target"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, determine the spatial profile of the target and stretch this over the whole 2D image to make a weight map for later use.\n",
"\n",
"The brightness of the target will vary as a function of wavelength, so to determine the profile we can normalize the counts in each wavelength bin using the counts at the trace center (or our approximation there of)."
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [],
"source": [
"# subtract the sky\n",
"nosky = image - sky\n",
"\n",
"# normalize to the pixel brightness at the trace center\n",
"yinds = (np.round(np.polyval(trace_c, xs))).astype(int)\n",
"normed = nosky / nosky[yinds, xs]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Fit a spline to the normalized profile"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [],
"source": [
"# get 1D arrays with the positions along the slit and the normalized counts\n",
"pos = slitpos.flatten()\n",
"counts = normed.flatten()\n",
"\n",
"# sort by slit position\n",
"sort_inds = pos.argsort()\n",
"pos, counts = pos[sort_inds], counts[sort_inds]\n",
"\n",
"# fit a spline to model the spatial profile\n",
"t = np.linspace(pos.min() + 2, pos.max() - 2, ny // 2) # spline knot points\n",
"profile_spl = LSQUnivariateSpline(pos, counts, t)\n",
"\n",
"# remove outliers and re-fit\n",
"diff = counts - profile_spl(pos)\n",
"sample = sigma_clip(diff)\n",
"w = ((np.abs(diff) / sample.std()) < 5) & np.isfinite(diff)\n",
"profile_spl = LSQUnivariateSpline(pos[w], counts[w], t)"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot the target profile\n",
"plt.plot(pos, profile_spl(pos) )\n",
"plt.xlim(-40, 50)\n",
"plt.grid();"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calculate the profile for every column to make a 2D profile image."
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [],
"source": [
"# create the profile image\n",
"profile_image = profile_spl(slitpos)\n",
"\n",
"# de-weight negative values in provile_image\n",
"profile_image[profile_image < 0] = 0"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"show_image(profile_image, upper=50)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extract the target spectrum (basic version)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We have located the target trace, the sky background has been removed, so all that is left to do is sum up the counts in each wavelength bin in some aperture. We can pick any size wavelength bin we like, but at this phase it is common to use the native pixel scale to set the binning. If the target extends over many pixels in the spatial direction or the tilt/curvature of the lines of constant wavelength is large, you may have to take into account the changes in wavelength with row number. But for the supplied data the change in wavelength is not significant along the short extraction window, so we can simply sum along columns."
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# select which rows to sum\n",
"w = (slitpos > -10) & (slitpos < 10)\n",
"ymin, ymax = yvals[w].min(), yvals[w].max()\n",
"\n",
"# calculate the sum\n",
"spec_basic = nosky[ymin:ymax, :].sum(axis=0)\n",
"\n",
"# sky background\n",
"skybg_basic = sky[ymin:ymax, :].sum(axis=0)\n",
"\n",
"# plot the extracted spectrum\n",
"plt.plot(xs, spec_basic)\n",
"plt.xlabel('Column Number')\n",
"plt.ylabel('Counts');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Optimal extraction"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Analogous to PSF-fitting in 2D image data, we can weight the extraction using the spatial profile we calculated above to limit the noise from pixels that are dominated by the sky background. Instead of fitting a model to the data however, we will simply calculate a weighted average in each wavelength bin. Using our basic extraction above we can determine the bias between the sum and the weighted average and then use this to re-scale the weighted average, because ultimately we want the sum of the counts from the target, not the average in each wavelength bin."
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# calculate the weighted average (for each column)\n",
"spec_opt = (nosky * profile_image)[ymin:ymax, :].sum(axis=0) / profile_image.sum(axis=0)\n",
"\n",
"# calculate the bias factor needed to scale the average to a sum\n",
"bias_factor = np.median(spec_basic / spec_opt)\n",
"spec_opt *= bias_factor\n",
"\n",
"# same for the sky background\n",
"skybg_opt = (sky * profile_image)[ymin:ymax, :].sum(axis=0) / profile_image.sum(axis=0)\n",
"bias_factor_sky = np.median(skybg_basic / skybg_opt)\n",
"skybg_opt *= bias_factor_sky\n",
"\n",
"# plot the extracted spectrum\n",
"plt.plot(xs, spec_basic, label='basic extraction')\n",
"plt.plot(xs, spec_opt, label='optimal extraction')\n",
"plt.xlabel('Column Number')\n",
"plt.ylabel('Counts');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"If you look closely you should see that the basic extraction is noisier than the optimal."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"