mirror of
https://github.com/saymrwulf/prophet.git
synced 2026-05-27 22:46:02 +00:00
409 lines
1.2 MiB
409 lines
1.2 MiB
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {
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"block_hidden": true
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},
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"outputs": [],
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"source": [
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"%load_ext rpy2.ipython\n",
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"%matplotlib inline\n",
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"\n",
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"from prophet import Prophet\n",
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"from matplotlib import pyplot as plt\n",
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"import pandas as pd\n",
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"import numpy as np\n",
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"import logging\n",
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"import warnings\n",
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"\n",
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"logging.getLogger('prophet').setLevel(logging.ERROR)\n",
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"logging.getLogger('numexpr').setLevel(logging.ERROR)\n",
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"warnings.filterwarnings(\"ignore\")\n",
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"\n",
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"df = pd.read_csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"block_hidden": true
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},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"R[write to console]: Loading required package: Rcpp\n",
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"\n",
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"R[write to console]: Loading required package: rlang\n",
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"\n",
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"R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
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"\n",
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"R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
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"\n"
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]
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}
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],
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"source": [
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"%%R\n",
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"library(prophet)\n",
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"df <- read.csv('https://raw.githubusercontent.com/facebook/prophet/main/examples/example_wp_log_peyton_manning.csv')\n",
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"m <- prophet(df)\n",
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"future <- make_future_dataframe(m, periods=366)\n",
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"m <- prophet(df)\n",
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"forecast <- predict(m, future)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"You may have noticed in the earlier examples in this documentation that real time series frequently have abrupt changes in their trajectories. By default, Prophet will automatically detect these changepoints and will allow the trend to adapt appropriately. However, if you wish to have finer control over this process (e.g., Prophet missed a rate change, or is overfitting rate changes in the history), then there are several input arguments you can use."
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Automatic changepoint detection in Prophet\n",
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"Prophet detects changepoints by first specifying a large number of *potential changepoints* at which the rate is allowed to change. It then puts a sparse prior on the magnitudes of the rate changes (equivalent to L1 regularization) - this essentially means that Prophet has a large number of *possible* places where the rate can change, but will use as few of them as possible. Consider the Peyton Manning forecast from the Quickstart. By default, Prophet specifies 25 potential changepoints which are uniformly placed in the first 80% of the time series. The vertical lines in this figure indicate where the potential changepoints were placed:"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {
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"input_hidden": true
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},
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"outputs": [
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{
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"data": {
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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"m = Prophet()\n",
|
|
"m.fit(df)\n",
|
|
"future = m.make_future_dataframe(periods=366)\n",
|
|
"forecast = m.predict(future)\n",
|
|
"fig = m.plot(forecast)\n",
|
|
"for cp in m.changepoints:\n",
|
|
" plt.axvline(cp, c='gray', ls='--', lw=2)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Even though we have a lot of places where the rate can possibly change, because of the sparse prior, most of these changepoints go unused. We can see this by plotting the magnitude of the rate change at each changepoint:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {
|
|
"input_hidden": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"deltas = m.params['delta'].mean(0)\n",
|
|
"fig = plt.figure(facecolor='w', figsize=(10, 6))\n",
|
|
"ax = fig.add_subplot(111)\n",
|
|
"ax.bar(range(len(deltas)), deltas, facecolor='#0072B2', edgecolor='#0072B2')\n",
|
|
"ax.grid(True, which='major', c='gray', ls='-', lw=1, alpha=0.2)\n",
|
|
"ax.set_ylabel('Rate change')\n",
|
|
"ax.set_xlabel('Potential changepoint')\n",
|
|
"fig.tight_layout()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"The number of potential changepoints can be set using the argument `n_changepoints`, but this is better tuned by adjusting the regularization. The locations of the signification changepoints can be visualized with:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 3,
|
|
"metadata": {
|
|
"output_hidden": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%%R -w 10 -h 6 -u in\n",
|
|
"plot(m, forecast) + add_changepoints_to_plot(m)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
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"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"from prophet.plot import add_changepoints_to_plot\n",
|
|
"fig = m.plot(forecast)\n",
|
|
"a = add_changepoints_to_plot(fig.gca(), m, forecast)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"By default changepoints are only inferred for the first 80% of the time series in order to have plenty of runway for projecting the trend forward and to avoid overfitting fluctuations at the end of the time series. This default works in many situations but not all, and can be changed using the `changepoint_range` argument. For example, `m = Prophet(changepoint_range=0.9)` in Python or `m <- prophet(changepoint.range = 0.9)` in R will place potential changepoints in the first 90% of the time series."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Adjusting trend flexibility\n",
|
|
"If the trend changes are being overfit (too much flexibility) or underfit (not enough flexibility), you can adjust the strength of the sparse prior using the input argument `changepoint_prior_scale`. By default, this parameter is set to 0.05. Increasing it will make the trend *more* flexible:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"metadata": {
|
|
"output_hidden": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%%R -w 10 -h 6 -u in\n",
|
|
"m <- prophet(df, changepoint.prior.scale = 0.5)\n",
|
|
"forecast <- predict(m, future)\n",
|
|
"plot(m, forecast)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"m = Prophet(changepoint_prior_scale=0.5)\n",
|
|
"forecast = m.fit(df).predict(future)\n",
|
|
"fig = m.plot(forecast)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Decreasing it will make the trend *less* flexible:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 5,
|
|
"metadata": {
|
|
"output_hidden": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%%R -w 10 -h 6 -u in\n",
|
|
"m <- prophet(df, changepoint.prior.scale = 0.001)\n",
|
|
"forecast <- predict(m, future)\n",
|
|
"plot(m, forecast)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"m = Prophet(changepoint_prior_scale=0.001)\n",
|
|
"forecast = m.fit(df).predict(future)\n",
|
|
"fig = m.plot(forecast)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"When visualizing the forecast, this parameter can be adjusted as needed if the trend seems to be over- or under-fit. In the fully-automated setting, see the documentation on cross validation for recommendations on how this parameter can be tuned."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"### Specifying the locations of the changepoints"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"If you wish, rather than using automatic changepoint detection you can manually specify the locations of potential changepoints with the `changepoints` argument. Slope changes will then be allowed only at these points, with the same sparse regularization as before. One could, for instance, create a grid of points as is done automatically, but then augment that grid with some specific dates that are known to be likely to have changes. As another example, the changepoints could be entirely limited to a small set of dates, as is done here:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"metadata": {
|
|
"output_hidden": true
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"R[write to console]: Disabling daily seasonality. Run prophet with daily.seasonality=TRUE to override this.\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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AgLS0NCLbIBBLqADA9+/fqYdlZGTINCyF9fLly1atWnl4eFhaWp44cYLpcBBinowSDj8/P+pSk1KbSGmFhoZu27bt2bNnTAeCQF9fn7pJlp/q0aMHubNXr14mJiayjEpxHTx4kGxfuHCBwUgQkhO0Jxw8Hs/b2zsiIqLETaTMtmzZMnz4cB8fnz59+gQHBzMdjrLjcDgXL160tbUFgEWLFpF5Rp06dR48eDBz5syVK1fu3buXyRAVCk7nQUgKSyKR0H0OsVi8bNmypUuXqqurF98EgO/fvxNLETZo0IDuGQpqamoAwOfzaT0L3dTU1BT9EnR0dPr06XPz5k1i09nZmfqNUCGoqqoKBAKmo6gQdXV1sVis6Fchn3+Ijx8/kjN6Tp482bdv398dyWKxtLW1s7OzZRUaLarAm5KGhoZQKCwoKGA6kPJjs9lsNlsoFNJ6FnIU+d+SxaBRNptNXWpSahMA4uPjz507BwDu7u516tShNRiiMLOiL33J4XAU/RLg16+ANWrUIBNQRUH8bzMdRYVwOJwqcBXyeQmtW7fOzMx8/fp1Gb9HKdzrX0oVeFMiLkHRi/ez2Wy5XRpCLsLq3Llz586dASA7OzsrK4vWc2lqarJYLKnSlgpHS0tL0S/B0NBwzpw5RAlLGxubKVOm0P2nr3Sampq5ublMR1Eh2traIpEoLy+P2JRIJFevXn38+PE///zj5OQkh5/ixbFYLHV1dfIS5A0x06f01zaLxapevbrCvf6lVIE3JV1dXT6fr9D9NBwOh8vl0n0JhoaG5XugXCQcjMjIyHjz5k2jRo1MTU2ZjkVJmZubp6amZmVlVatWjelYEADAoUOH5s+fT7QTEhK8vLyYjQchVJUowDcYOrx+/bpp06aDBw82Nze/evUq0+EoNcXNNiQSyZ07d86fP//z50+mY6kcYWFhZPvBgwcMRqJwMjMzZTAeDiGFJqOEw8fHh3qHUmpT9shCRgBw9OhRBiNBimvy5MlDhw6dMGFCw4YN09PTmQ6nEhgbG5NtPT09BiNRIN+/f3d2dm7SpImxsfGrV69+dxifz583b56RkdGECROkSpsgpCSUtIcDoQrKyso6cuQIuXnt2jUGg6ksCxcuJFbOs7OzW7JkCYOR5OTkvHjxQiG6jjZv3hweHk60//e///3usF27dh06dAgAzp8/v3z5ctnEhpBcUdKEY+LEiWR7xIgRDEaCFJRUeW8NDQ2mIqlExsbGR44cSU1NDQoKql27NlNhREdH169f397evmHDho8ePWIqjDKill5NSUmZNWvWunXrMjMzpQ6LiYkh21gHDCknJU04WrVq9f79+9OnT798+bJ///5Mh4MUj4aGxpo1a4h23759HR0dmY2nKtm+fTvZ3rVrF4ORlIWzszPZfvbs2dGjR/38/IqPt7WysiLbY8aMkVFwCMkT5Z2lYmBgQK3ZjNDfmjFjxqBBg7Kysho0aKDoFQhK9+3bt40bN2ZmZjo7O8sgtaKWLRKJRHSfroL69u1748aNBw8exMbGHjt2jNh58+bN3NxcTU1N8jB3d3eRSBQREdG8efOpU6eW/pwFBQXfv383NTXFdfJQVSKLSqNll52dTfcEYqzDIScMDQ0zMjLEYjHTgZRf1avD8TsuLi7kum5Xr17t2LEjrVFFREQMGTKEaAcGBvbr16+Ug+WnDseVK1eoXRepqallfCBRhyMtLY3Y/PjxY5cuXYh2SEhI27ZtKzdOmlSBNyWsw1FG5a7DoaS3VBBCZZSTk0NdRVYGgyqsra2fP39+8ODByMjI0rMNudK/f//p06cDgK2tbUUGEW/evJlsb9mypRIiQ0g+KO8tFYRQWWhra1M3zc3NZXDSOnXq0L3KQaVjsVje3t7e3t4VfB5qt5ks14jh8Xh8Pt/AwEBmZ0TKBhMOhNBvff78edeuXf369cvOzlZRUbGzs8ORT3TIy8vz8/N78+ZNly5dhg0bRlYjdHJykk0Au3btIibrurm5bd68uRxV7UUi0ebNm588eWJmZjZ//nx9fX0awkSKDRMOhFDJ8vPzO3XqRG6+evXKxMSEwXgUQn5+PpvN/tvBnosWLdq6dSsAXL58ee3atREREZGRkW3btpVNf1JmZiZZGiQoKMjJycnGxuZvn2Tv3r3kvK2cnBzqVCOECDiGAyFUso8fP1I3nz59ylQkisLHx6dOnTq1atX627EXRLZBuHv3bvPmzT08PGSTbQBAdnY2dbN4EZGyePLkCdk+ceJERWNCVZGyJxyRkZFDhw41MjKaN2+e/E/AQ0iWpEZRNGnShKlIFEJ0dPS2bduItq+v77dv38r+2JEjR5JtYoFZWapTpw5RYZZQju4NALCwsCDbLi4ulRAWqnKU/ZYKOQb+0KFD7dq1Gz58OLPxICQ/9PT0goKC9u/fL5FIBg0ahAlH6aTW00lLSyv7uNcNGzbk5eWdOXNm1KhRM2fOpCG60rBYrAMHDly6dInH4w0YMKB8wy8mTZqUnJwcHR1tamrKbF18JLeUug6HSCSi3pOeNWvW4sWLaT17ZakCU96xDoc8KGMdDrplZmbOnz//woULAwYMWLt2bY0aNcr+WPmpw8Hj8czMzIh2jx49jh07VsaRHFJ1OBRUFXhTwjocZYR1OMqDw+EMGjSI3LSzs2MwmCopOjr60qVLKSkpTAeCfovP5y9cuNDIyGjy5MlJSUmMxLBhwwZieZHLly+vXr2akRgqTktL6/37976+vhs2bDh48CAWCUVIirLfUtm8eXOrVq2+f//u6OjYoUMHpsOpUvz9/ZctW0a0iYrOzMaDSrR169YDBw4AwJkzZ8Ri8Z49e2Qfw9evX8l2Ob7o5+bm7tu3LzExccCAAe3atavU0P6OgYHBhAkTyv3whISEgICAxKy8uVM869evX4mBISQPlD3h0NLSIooDokpHZhsAcPToUV9fXwaDQb/z9u1bsn3u3DlGEg5ra+vg4GCiXY6MYfLkyWfPngWAHTt2hIWFyWxyR+XKy8sjq5ifOrT3w4cPWMoCVTHKnnAg2VBXV2c6BFQyKyurM2fOEG2mVjEdP368trb2o0eP2rVrR52vURYFBQVEtkG4efOmgiYcb968oW4+e/asV69eTAWDEB0w4UB0OXjw4NixYwGgW7dunp6eTIeDSjZ27Nj8/Pzw8PAWLVoUX1RdNthstru7u7u7ezkeq6KiQt1UuILopNq1a1M369aty1QkCNFEqQeNIloNGDDg/fv3t2/fPnnypKmpaekH//z5c/r06UZGRl5eXuWrO4TKh8VijR07NjAwcMGCBdTl1BUIuVLaiBEjmnTrU/rBcsvExISszunq6pqQkCBXUwgRqjhMOBCNDAwMWrVqVZbh+uvXrz9+/DgAnDhxQnHnKaDK5ePjY2RkZGRkdOPGjVIOs7a2Tk1NTU1N3bx5M4ejwL22w4YNO307EgBOnjzp4uIi+4IcCNEKEw4kF758+UK2v3//zmAkSE7cvn2bLNw5cuRIWa6bWg6pqak+Pj4zZsx4+PBhRZ7n/q1gsh0UFCRVdBwhhYYJB5IL1DnJrVu3ZjASZfYyMYfpEIpIlQaXquMpb6ZOnbpt27agoCBHR8d379797rDc3NyrV6/ev3//d7dL1DV+uauFxTxQVaLA3Y+oKvHy8lJXV3/8+LGFhcXEiROZDgcxr3v37mTb1tb2j8OAGJSRkXH79m1yk1h9rfhhWVlZjRo1Itpubm7UBdtInax7GNYwSUtOAoDp06erqanREzJCDMCEA8kFLpc7efLkyZMnMx2IUsvO+pHCyTU2NmY6EACAevXqhYeHnzx5Uk9Pb/To0UyHUxo9PT3qZuPGjUs8jDoSJSgoaPny5QYGBlLHXD51jMg2ACAmJqZSw0SIYXhLBSEEALBy5cpBVv+0bNnS3t6eXOPm8+fP48ePd3d337t3r+xDatGixcqVK2fNmiXnJbDYbLa/vz+xwESbNm26dOlS4mFS3RVcbgnf95L+LbqRRBZDQ7J06dKl4cOHe3p6lnJrDJUPJhwIIUhPT9+xYwfRfvHixYYNG4j2woULL1y4EBwcvGTJEvn//GNwDMrFixeJouwvX778XXLWr1+/3r17E+0FCxbo6uoWP6azTdGKTuPGjaMhUlSa6OjocePGhYaGXrx40draWiQSMR1RlYK3VFCliYmJyc/PNzc3Z7MxkVUwWVlZ1E2i6qVAIKAOTYiKirK3t5d1ZH/vZWJOG1NtGZ+UerskNja2xGNUVVUPHz78/v17XV3dWrVqlXhM5+49fXcejLx3p3PbliNGjKAlVpmIjIz89OlTly5d6tWrx3Qsf+HFixfUze/fvytuKTk5hAkHqhwLFy4k1gDr06fPwYMHpeo/liIzM/PkyZNisdjV1bV69ep0xlghqampmpqaWlpaTAdS+Z4/fz5v3jzqHkdHRwBQVVXt0KFDZGQksTMnR47msMgbDw+Pw4cPE+1SSpKz2ew/rmLYycqmk5WN7HOmSrRjx46VK1cS7Zs3bzK7ot5f+eeff6ibNWvWZCqSKgm/iaJKkJCQQGQbAHDjxo07d+6U8YF8Pn/cuHHe3t7Lly93cnIqx0qhNImJiZk1a9b06dNfv34tFAonTJjQokULMzOzgwcPMh1aCbKzsydOnGhkZDRixAhqRZPSpaWlrV692tHRsXfv3tHR0eT+0aNHDx06lGhT33A/fPhQiTFXMb6+vsuXL3dzcwsICHBwcHj69Gl4eHhBQcFfPQlxS0hYUHD/VvC1a9fkvPRIKchsAwCCgoIYjORvmZub79+/387OztHRMTw8nMPhMB1RlYI9HKgSkGMMCWW/8RkdHX337l2iHRMT4+LicvnyZcZ7EbKzs62srIj28ePHt23bdv78eWJzwYIFw4cP19DQYC66Emzbtu3cuXMAcPPmTRUVlYCAgD8+RCQSTZw4MSIioviPevToQbap8y9YLFYlxFpFqaurT5s2jWjPmDGD+JS1sbEJDAz8q1eLUChcNmPCk3t3AKBnz55Hjhwpe2eh/LC1tb116xbR1tZWsK6agQMHDhw4kOkoqibs4UCVoE6dOsOGDSPatra2NjY2ZXygkZERdfPVq1fUQQNMoa7YDsWW8czNzS3xUQyOWIyPjyfbV65cKctDvnz5UmK2AQCjR48ms8ApU6aQ+3k8ntxW3yooKIiNjeXn5zEdCHz//p38Tn/79u2wsLC/evj71y+JbAMAwsLCoqKiKjc82SBL6VhZWU2aNInZYJD8wIQDVcj169d9fHyuXLmybdu2a9eunTlz5ujRo2WvVmRmZjZr1izqHnlYP6x+/frUzSFDhpBtJyenEgeaMFujkzqWc+rUqRKJJDAwcPz48Zs3b87Pzy/xITVq1CjlCWfPnk3kVYaGhuSRDx8+XLNmTeVFXWm+fv3az2mIpaVl/44tXjx5wGwwUp3wf9snr67+S3eIvPWllZGtrW1cXNyjR49OnTplYmLCdDhIXuAtFcUjEAgePnzI4XA6dOjAbC93YGDg3LlzibaPj0/5vsosXrxYLBYTVRcHDRpErS/JFGNj44CAAGIMoKura1RUFDGbcdCgQfLZ1+rs7Kyurh4REdGiRQt3d/ejR48Sf5cLFy4kJyevW7eu+EN0dHQOHDhATLycN2+enp7ekiVLyJ/GxcXNmTPH39//9OnTycnJ5H75XOZm69atUU8KVzA5E7j/n44ll8GQjcePH9etW/fr168AYG9v37Nnz796eMNmLRyGul05HQQAo0ePbtWqFS1R0k9LS6thw4ZMR4Hki/ImHHl5eYr47SE/P9/Dw4O47+Dq6krWTmBESEgI2Y6IiCh33+nSpUvHjRuXn58v1bXAIAcHBwcHBwAIDAycP38+sbN27drU3g65QgYMANR7JQcOHCgx4QAAR0fHvLw8kUjE4/GKd3icOXPG399fathj586dKzXqinrx4sWWLVuePn1K7mF2SXeiigO5eejQoT+OwLh27dqoUaMAYMmSJTaunumpydo6ur0cBtn2Ha+Xu0gAACAASURBVDDeZQC94SIkW8p4S+XBgwdGRkZ169b18PBQuMUY79y5Q45yOHnyJPFFiinUwswlVjEqu/Dw8JkzZ86aNYv6fVoekKMZAICciSPnmjZtSrYHDRr0x+NLvO1CDMTp168fdWdeHvODJEh8Pt/e3v7atWspKSnkTsvutgyGJFXF4Y8vZh6PR2QbAODr6/sm6tm6xXNOHNwdeuX84qlj//33X7oCRYgJyphwkF/4rl+/vn//fmaD+VsVvENcuRYtWkSUHOjVq9fixYvL/Tw7duzw8vJ68ODB0aNHyfdfOdGsWTOyPXjwYAYjKbtp06Z5eHgAgJOTE3WC4u98zBJb9epL3WNlZeXt7Q3FXmBPnjyp1EgrRGo5WQDo1rP3Nt9lvczr/+9//2MkpLZt21I3/7jgnFRG8vbl8xeP75ObFVzpHiF5o4wJR2hoKNmmfjdSCD169OjTpw/R9vT0/F29QtkwNTU9fvx4UlLS8ePH69atW+7nOX78ONl+9uyZVNVLWcrPz9+5c+ecOXOuXbtG7Jk2bRqRAw0ePLgsH96ylJGRMWbMGCMjIzc3N+pEFXV1dT8/v9TU1H379pVlkdWzRw/eDb0OAA2btnj48GFqauq5c+dat24NxQYtduvWrbIvovyKv+Tuhd0kGhs2bCDrlclSmzZt9uzZY29vP2DAgLJUcahXrx510FLnHr9UDGvQoAEtUSLEEGVMOLy8vMi2k5MTg5GUg4qKSmBg4N27d+/du7d27VqmwwGojF4WjtovM1MqeHemIhYvXrxixYrDhw+PGjWKKFatrq6+cePG1NTUPXv2yNt4ez8/P2ISbEhIiI+PT/meJCcnx39D4WNj37/9+PEj9afPnj2jbsrDkF6SqqrqnTt3yC6oVu06UH9KzcBkafDgwceOHTt48GCLFi3+eDCHw9m1a9fs2bOnT58eERFRu159n+2Ffa4TZi+2sLCgOdgi7969GzFihJGRkbe3d8UXEGF20haSW8o4aHTt2rXm5uaxsbF2dnbm5uZMh/PX2Gy2hYUFj8djOpBKM3b63HnjC5eN8Pf3Z3DqzZEjR8h2SEgI2ZkknxISEsh2+V4Pd+/eXb16NXXP668p1JsrtWvXpv60WrVq5TgLfVq2bHnv3r2wqI+pKckNmzZbNHkMOV2F6KGRT9TVXoyNjRcvXly9evW0tLSXiTmdrHrMWrbm/Zto/erVJRKJzP4XVqxYQZTq2r17d/Pmzd3c3GRzXqRUlDHhYLPZCtexUbX906nr+/fvX7161axZs9LrQ9Ctd+/eN28WdsvLf4d27969r169SrSl1oAoC5FIVHwxtk7Wvwy6bN68uaur68mTJ4nNzZs3V+7EqJ8/f/r5+X369MnKymrChAnlW/avZp16BobGm1ctJrMNAOjWrdu9e/eo42fpVpFF4559+/HjRw4A7Fy38uKJIwBw7ewJPbbA09OzMkP8PbIwKAC8f/9eNidFykYZb6ncuXPHxcXFyMhoy5YtTMdSCapG76X3Wj9nZ+dWrVoxe5/I29ub+Ax2c3MbP358KUe+ePFi+PDh7u7uV69eZepPMHz48ICAAE9Pz+3bt8+ZM+dvH56ZmUnd7NHb4VzE82p6+lKHUddsIzOPyuLt7b1r167g4GBvb29y8bNyeHT39rVz0rEdOnSoQsHRifqaIduH/bcQ2Qbhb6uUVgT1Oxi1tj1ClUi+ejhYLBbdXYgikYic6efr69u+fXty1QzFQv6iZPBLowkZ+ecPMacO7SV2btq0ycXFpVGjRoyE1KxZs7KsNZWfn0/2DQQHBwdcDK3boBEwsdrIgAEDBgwoZ7UGIyOjXr16kWOoR06aXk3fAH69igMHDpCdKADQu3fvyr1G6m/70aNHY8aM+eNDhELh27dvDQwMiNs9xKsoK6OEmutcLleWfxEWixWdxAMAqX6O4j0fRFTUf2EAEAmFh/23Ug/Lzs6WWfx+fn4NGzZ8/fp1hw4drKyshELh9evXeTxev379yn4frSq9KSko1n+YDqRk8pVwcDgcdXV1Wk8htRhEXFycnZ0drWekA5fLJX9RqqoCun9ppZBIJAcOHLh7926rVq2mTZv2V7XU1NTUiDJNebm/9BDweDwGr6gspAYkfv4Y06hZCwCQ87CLCwgI2Lx5c0x8Qr9Brk1aFBa1pF4FtaddS0vLzs6ucq9x6NChp0+fJtoWFhZ/fHIej+foPIxYbWT58uXz5s1jsVgcjqirrf3G5QukDp46daos/yKqqoWLu546ders2bMcDmfSpEn29vbF/0OJI4mdLxJ+qqqqAoCKqqrUE5blF1JZ1NXVuVzuzZs3b968ef/+fXV19evXrwOAl5dXQkJCWXIO+XlTKjcOh6OioiK3n9ZlwWaz2Wy23F6CfCUcQqGQz+fTegpDQ8OePXuSfZWdOnWSq1pGZcRms8mw+Xw+g5dAVjc/e/ZsQkJC2W+IaGlp5efnE8vMNmreqm0Hy6jIRwDQo0ePZs2ayeEfRSAQXLp0KTc3d8CAAVIDTRo2bUG8buUw7NIZGhquWrXq0edUACAuISM15cLeUwKBYMSIEVKjWHg83ty5c3V1dctSTKyMVqxYwWaz09PTDWo3GD169B9/gSdOnCDXNlu5cqWnp6eGhoZQKNSppnc8+MGt65d0q+n906lrWkrSYJtOGhoasvyLEL/AuNgP5Ip3wcHBsbGxfD5bKgzqq4XP57NYLHV1dbFY7DF55mH/LdDCFkybQpi/eY9+Mos/Ly9v/fr1RFtqAcWrV6+W5S8uP29K5aaioiIQCOj+DKIVh8Phcrl0X0K5F/SWr4RDNvbt2+fn55eZmenu7t64cWOmw1Fs1Cra+/fvL98IjMcRt4lso0WLFjt37lQt9lWPcWKxeMyYMcHBwQAwZ86cT58+3b59e/v27Twez8rBpXY9eanIXhFCofBb3Ocda5e/jHwEANu3b4+JiZkxYwY5ipYQHBxciQmHsbExMQr1ZWIOUQU8Ly/v7NmzeXl5Tk5OUosJA4BUqXXqBE4jE1PXMYWLlJrUqs3UwgVfP8dSN799+wYG9ah7qKM3Xr9+7X/giLau7sgJ04DN8Zg8Q7td75DoOCFHZcm0m2YNm8go6FJLwv/tNHXiAisyhBZVVcqYcJiYmKxYsYLpKKoI6iyAchTiJN6bVs0p/Eb49u3bc+fOyeF61nFxcUS2QQgPD3d0dDxy5Ehubq48DNqt+Jv7v/FfRg+QLgr+6NGj/v37JyQkjBw5kry3Qut6N2KxeOzYscSwksWLF79//55aPn/nzp3U/9zx48eX+5sWfZqb/zJdqFGjRjEZBSUeGR8fT9SPB4D3r6N9tu9nsVjRuRq5BvUbGGiYNSx/Jb1y0NTU9PLy2r59OwBYWVlZWloS1VpdXFzIIEuXnZ29atWqDx8+1G5mPmzsJA5HGT9cUOnwNVEVMPhlwsvLKykp6ciRI05OTuVL4yRiMXVTlmVGr1+/fuTIETU1NS8vr3bt2pVypNSXvN/d0laIb3U8Hi8lJaVu3bocDic0NPRe9Ie2HTqfOOBf/Mh69eoBgKqq6tq1a729vYODg52dnadNm0ZTYC8TcxK+xlMLAYeHh5O9KQ8ePKC+wC5fvmxpaUlTJBVhVMNkR9CFi8cD1dQ1ho4aT2QbJb4wqMv0PIq4lZaSrKdv8PnTxzSJlig1K9uimo6uTKueLFu2bMiQIampqZ07d1ZTU5swYUJ+fr6JiUlMTMyXL18sLS319aVnMFEtXbp03759AAAhIVyuCtnbhBBJ2RMOhfiEKAXjX681NDQ2bdq0adOmcj8Di822tu8bEXyd2JRZQbPY2FhiwREAuHLlytevX0vphDc0NPT29iaqeY4YMcLa2lo2QVaiGzduBAQEZGRkREVFAYC1tXX9+vUDAwOJn5o1ku69NzExad68OdFu0KDBsWPHaAosKSnp9OnTGQUcO4dBZwL3UX9UvXp1si1VApWsa/4yMYe8B5fKK3ibmpuYLRjW2oiRf+2IkOtEd53L6PETZv9hdSGp0uyigoJVc6d+1+sCpo2TEhMnOPdt28Fy/UrvOnXq0Bjxr1q2bEm29fT0AGDv3r1Lliwh9jx69KiUFecLsw0AAHgT9ex3hyFlpuwJB5IHWtpF/Qf+/v6rVq2SwUlfvXpF3YyLiyM/X0s0ffr0MWPGFBQUUDv5FUVqaurIkSOpeyIiIqjjb+I+fZB6SFJSUnx8PN3VzzIzM8mSoDcvnP747jX5o+HDh1OnrHfu3Jlst7PsWuIaMbueJH7Lyq+vL+vRG69fv96yZUtSxs/HdwuHW546tK+dpVX7LqVNube2tp49ezaRrHv/b/uIftYAAIO7AUcVOJzUpMSQy+dZfB59qV5ZkNkGABw5cqSUXszRo0eThU+atJDfMq+IQZhwINlJSUk5dOhQQUHBiBEjDA0Nyf06lBsWPXv2lE0wUlXtqUMTxGLx169f9fX1pW6d6OjoSD0J4z1MZfTly5dyPKpmzZqVHomUBw8ekG1qtgEAcXFxIpHoTWo+0VHRpEmTixcv7jxwWFtH12XMhBIn/gnFYr5IIv79+Ec6CASCEkc5pCR9L/H4h+Fh3l6eALBy5cpFixb1G+3FYrEun/yv3hebA1xVYBWWZAwODpZlgfPSEaN6f8fX11csFicmJurVNMP7KahEylhpFDFCIBBMmjTpf//735YtW9q3b08tiOLsMf6fTl2JNn1DBKQQtwns7e2tevUNDQ0lywbk5ua6u7t36NChUaNGR48eLfsTFggEF4ICFy5cSB2FICdK7LwhFqAHAOpsiPqNmwGAjY3NqVOnZFBKwdjY+Hc/evjw4adPn6h7unTpMn/1xikLlhkal7yKnljCEgglQrFME46vX7+WuL9951+6N4jclMfjEdkGACxfvpxcG69wuEbN5sDmAJsD7MKvgn379mU229i5cyfZLr0sm76+vp+fX1BQ0MQ5i4vXFEEIsIdDoSnK12vCrVu3qKPk7t+/361bt/evo18+fdygSdMNew4bQbaRkZEs58Ta29vb29tL3ew/efIkmTHMmjXLzc2NWOBDIpGsWrWKmMN57ty54gVqd21YdfnUMQA4cOAAkcrI6DLKQEdHJyIiYteuXek8vkOvHiwWq1u3bnXq1OkxdExGWmo1PYNA/60f373W1tEdN2N+jZq1ZDb6oUOHDp6envv37y/xp0ZGRv8KSnv4y8Qc6uexWCIpkEhEsu3hkBpj4TzKk8tV6e04xNi0hP6hpKQk6uad5+961WwKAH0HDb1148r9ZqNAJAQA07r163W31a9utGHlUjpj/zMXF5fu3bt/+/atVatWf0xAAwMDDx8+nJCY3Lh5y/GzFrYx/ev1fVDVhgkHKr+0tLQ1a9YkJSV17dp1ypQppX8VCwgIoG7Wq1cvNDR0qpsrsTl+1sI1i/96NRA6SI1aFQqFRA5048YNct2ywYMHJycnSz2QyDYIN27ckEHC8enTp8mTJ0dFRRmZmO7b7d+1a1epA27durV7924A6NOnz9ixY7dv3y6VXWloapnUUufz+T37D2xobgFCwbljAfUaNm4xwaP0/vNKtHbt2q9fv5Kzjge4uBO/yZnevv8K1P7qqcQSiUAo/nXaE+3U1NRCQkJWrtsoEgrtBw6x6tW3lIPr1av3T6euLx7fJzbNLToSDVU19fZdrO5ncoDDAoBstkZSzwWrnZqYmDA/pL1GjRplWVLx1q1bRA1AAEhPTX4UcSspKYnD4dAcHVIkSpdwJCYmSlUTUvSJKgxauHDhxYsXASAkJKR69erDhg0r5WBqkex27dq1adNmzpLl5J7op4/pi/OvODk5rVy5kmiPGzeO7HGJi4ujHhYfH08d0g8Alt1tH4UXXqOZmRndcQLAwoULiSknqUmJTk5OV5+87Vi/6LXN4/FcXQvzudu3b7dv315i1ABKesGfOxawa/0qcJgPX57BuzsgFuV8/+zr6yuDSyDs3bt3/c79WZmZPfsPrNew8dSFKzhsNovNBoDw4Gtrr59TUVGZOnXqH+fBisUgEMm6hwMA2rZtu2Lz7j8eRnRJLvDdeO7owbzc3H5DhpG9IHm5uVtXe4PXKWBxASCnACCbgUqdUVFRHz9+7Nq1azmG7zx//lxqT1jUJ3sL2a3WSzhx4oSXlxcALFiwgEyAkJxQojEcGRkZQ4cObdSoUbVq1cLDw18m5rxMzLl6Jmj8kD7t2rUjy/qisiOyDUJkZGTpB1PTEWKgRjW9ouken2LeEGs3MK527drv3r3bvn37qVOnqIVTpZbQLF5T1XPGgg5duwOAi4vLhAkT6I8UwsPDqZsJX39Z4SUhIYG6+eHDhyO7t/Uyr9/LvL7Uoq+71q8CAOCqwj8OYDsJAPbu3UtTzCX69FMyZOS4sdPn1mvYGIhF19hsAPgW99ln7tSwsLAbN24MGDDg2rVryd8Tfvck0658SssrEEskIlnnG3/H0NhkwuzFM5aubty8Fbkzl5cDAMBiA0cFAIDF4gtKvZlEg927d9vZ2U2ZMqVNmzbR0dF/+/BOnTpJ7TEyKXmoDX0yMjKIbAMA1q9f/+LFCxkHgEqnRAnHnj177ty5Q7SJkVCxMW83r1ry5eP7b9++bdy4UarPH/2Ro6Mj2S69cBYArF27ds6cOU5OTjt37iQWOB3uOcWiczfip+mpKR4eHuQYOmYZGhoOGzbMxsaGepOoefPmHTt2JDfPnz9PlGUkmTVqstb/UGpq6s6dO2WzcpVUl1KtemZEGk18k5YqCaqlpRW4azPRnjZtWkZGhvTTsdigpg2qGgDQu3dv+sIuu88fYqibo0aNcu/TbaJL/8VTxhRfy/5bliCLLwIAkYzvqfwq4WvcxROHnz64++dDKaobGXfo1gNYbCBfcmxZ34wgBxEDwF8NlyZYWVkt8N3UqHlLoxqmHbp233PqKlvmlyB1o/Pff/+VcQCodEp0S4VawvL27dtLAOI//1JK6PLly2VZHVtOyMOI0TVr1gg46sLsjE6dOg0fPrz0g7W1tRcuXEjdU93IeJnfroFdiqanenl5tW3bdvHixcTK4/LGvIvNkydPyM2FCxcG93GW/bsqyc/PT0NDIzQ0VMfAyGvxSjW1X7IcFRWV58+f79q1i8fjjR49WqrDIzk5+RtfVVNTEwDmrFjnt2Jh4YRMNsfYtCa1+gKDqhdbSwUAYmPexsLbJ/fu8Pn8a2HhWto6o6fONjIxFUkkYpEEABjs4fjw9tWUYYVZuJvn1LHTS+7Sz83JOX7Q/1vc547devQbXHjbi8vlUpMMroqsJ3rY2NiQy7aVbyUauwGD7AZU2jo75dCoUaPu3buTPX/U2i1IHihRwuHs7HzgwAGiTdzba9HWgnpAkyayWyqpaqhRo8bclesrMgJGS/uXyhYfP378+PFjdnb2kSNHfvcQBrmMHp/48fXVq1fJPWKRWDYJR0ZGxqpVq1JSUho3brxkyRJiZImqquqGDRtKST0zuPrkrR9qXcvu3bs3atTobVrhkpJ9B7uGXb0YRfTns9ntLLuVXgOtcvF4vOP7d6UkJXbr2Zvs8SLUrGNWygMXLy4s5ZmalLh+z2GJBApEYgAQiSW8ApGWCgOJYNjVopuMQft3/i7h2LFuRfClswBwL/SGmppaL4dBAPDwTii0m04eI5bIejbsuHHjiISjbcfOEycqZCENFRWVPXv2BAYG5uXlubu7U4v9EAQCwdKlSwMCAoilGGrVqsVInEqLI1fLmAkEAuryj5WrZs2agwcPbtasmZeX17Bhw5JzBNo6umYNm7yOepbH49nY2Kxdu5apFSb/lqqq6reMXyZTmOgwM/E9OUdQvlNramrGpWZJJJIuNnYZaakCgYCX/ZP40adPn+bPn1+pYZam7JeQwhMO7t1j165dxOaIiV7tLAs/IA+9SJawwFRbtdy/kNLNnz//+PHjnz9/joyM1NDQIIdPXrp0ybmv7WH/rRwul5zyAADJOYLkHAFQXhiampqtuvfX0NTs0MV6nc9ybW3t5ByBioqKRCL5kZkR/DE9jVMNdAzhZ4rX4J6tG5tV+iX8jpeXV9ChAx/eRIdeOX/7xhVNLa0GjZsRN7M0NLUKCgpeP//D8KDEhG/9Bg87G5tL9G1k5QouvfxqqZPbrF4J1UhpQvy2Y15FEWvtAoBF5252AwqXM8xIS925buXVsycS4uPMLTqumFW0PKG2brWuNnbq6uqvXjz/17RoGASLBSPaGMvy/7pRo0bdBo3UraYnFotjv6d0bf8Ph8N5+PDhtm3boqKiWrZsWfqNwuJvSsDE+5Kmpmbnzp2tra2J0uxStm/fvm3bNgCIiYlJTEyk3hQGADU1NZFIRN9nkAyw2Ww2m033JRA9o+VQ9Xs4Hj58uHPnTqFQ6OrqOmjQIHNzcxaLRU59tLbvZ23fD2epMKhRs5artu4ND77mM3cqscfBwYHZkEpEdCQYGxt//vz5/v37NWrU0DRrnZ+fT/w0NiPPWEvlH9oGyZ04caIokpcvicbPnz/HjRtHtAO2+7Xr1FVqqVIpterWGzd9HgBUr170gs/L5a2cPfldh+kgFABHtW6DJk1bmsts6pZEIjl37hy5+e1L7Ialc7/FfSbiBIBx0+cNGOrOz8/TNzSKjXk7Z1zJd+6qGxuLJYWl5ITAzsnjew7ubf7kCa1r2xbnNNzjTdRTYgDHkJHjyP07168Mv3kVAB5H3NKvbtitV597oTeIHzVo0gwAeDnZD+/ehnZe5ENkW72s0KPwsL2bCrvEhJlJw4YNIz+SX716JZ/9jn/l/fv3ZPvixYu/KwCDaFLFB43m5uY6OjrevHkzLCxswoQJHz4ULhghDwMgEFV3+37r1q2zt7f38PCQ5Ywh4pVADrQEymvjdy8SHR2dPn36/PPPLx/tIjHQOhtz1KhRZJucDiA1RC7x369xsR+kBlr+UfSzJ1FPHgKbAxwVYLG+xn9ZMXuSRFbjLkus3XJ8/y7qprFpzTr1G2rr6LbpYDl1QdFU6olzFrfvYt3Vxm7vmWtsNueXiuZsNgCEhYXRFfdv6FTTW+sfeDzk4fWn7zt260HuJ7INwvs30ZPnLu3RxwEAhowc5+g6EgCinz0hy5kTxBKJzKf3wuO7d8j23r17ySEdAHDjxg1qiRoFfQul1usbPXo0c4EoqSrewxEf/8tEwTdv3rRt25apYBDh2LFjV65c0dXV7T3cs2HTorEC48aNI7+vM0IsFl+5cuVpzBftIQ7UVTFv37799u1boyb/NG1V9NX/ZWIO2cN8dM/2J4m6b2NMoj8YLhlgUfKzV8yKFSu0tLQ+fvzYsWPH8ePHEzvr169PHSL3MDxszcKZAGDb13HR2s3EzFLig4GIWSQSPrwdyufnN3AdSK4Lwyc6aVgs4KoCALC5j8Jv/Rv/pW2tNnRcSHGhoaHD3NzTUoqSJ8vuPUUi4bWzJz9/iGnbwbJ77/7kjwa5j+5oZZOa9L1Z6zbqGppDR41nsViqqqp5/3U1FWJxAICRO/QsFsuohnRPl22/gbeuFQ7vaNmmXY2atZZu2L50Q9Esp+qGxlIJBwCIQdYZR+16ZmTbwcFBaum+0jvSXyT8pCmqckhISDh//ryenp6zszP1TtDw4cOFQmF4eHizZs2mTp3KYITKqYonHFL/MBYWtHwYlJsS1hyLjIycOXMm0T537lxIVCzxuSgPPL1mEzUu/f+3OiIiIokHJ7YdfvbsGTmbf/X2A5bdbaUe9eLx/UM7N4GzTw5L/fb9hwv60vI5ra2tTZYjI3G5XH9//7Xbdse8fikRS25fv0zsv3X90sDhHi0pY6JfJuZIJBKfudPuhd0EgLWLZsXGxhIdnAnxXwAAWOzC9TtYbADQ1Jbdy7JNmzYHL4ROdXf69iWW2GNoXCNgx6YTB/wB4PKpo3l5uX2chpLH16pbr1bdetRnyMoX7nuc+MuTstmD3Ef36dOH9ugpfuYLT75OG9++hPtqUxcu19LWTklKbNO+U59BLuT+f+O/RN4Lr2PWoFd/R5exk079+iiRzKf3uoye8P1bfOiVC1169Fq2bJmZmdm0adN27NhhY2Mze/Zsqe4ouX37SkpKIr9Y3rhxgzrFl8VieXh4eHh4MBSasqviCYeamlpERMTWrVsFAsHYsWPr1q3r4+Ozbt06AFi4ZnMvByemA1QW5HuT1KLwb6NftGjTLimnoJo6l5H3r+yfWZdOHsnOyurV34lam/zs2bNbt26VOjj06nmphEMsFgVfPAvum4CrClwVYLGzMtOhTgmj1WhiZGSkqaUTeS9car9IKKRupqcmP7gdSmQbhOkLlg52H9O8dRttYtkwsgIEmzPGa051oz+Xsq5EmtraZLYBAD8yM1KTihKIRxG3qAmHFF5O9pcfgpBPv5QVUdPUnjphuYyXPUvNFYbEZpaYcFTT05+xdLXUzg9vXk0ZXjhCYtTkmcM9p506/pZ6gIyXvQUAdQ3NhWs2L1yzGQB+AkQn8ZYvX758+XK5zS1KRL0TdPPmzcTERFNT2Q0fRqWQly+X9GnevPnu3bsPHjzYrVu3yMhIItsAgHWLZ+Vky1EfoCL6q/u4xMEdOnSg7pzh4bxi1qSdjxLuxmf95nH0WrtwZsB2vzOH909y/WWkakpOCXUeqaVRCYd2bA65ch70a4GGLnBV9Y1qyPijGgAuHD8ktceyuy11ynfM65euPS23rv5lGbCrZ46PG2T/5F5474HOXW3t4b9+psatzN3Hy2jBXirqEEsLy27qlN77mrWLJvQKCwrItkQi2ea7zLFz6xmjXXPz+dRnk/1HNXFS0d8M9Qy7VjSHNtB/S/GHyr5Ge6VjZKiH1GzYatWqyT4GVKKqn3BQSRWey0xLZSqSqoQ64vKPWrdufejQIerCZvdvBSenpcp4SXFCenr6k3t3yM0BLu5Eo6utPfXzj2DRuZvb+ClSO2PfvwUAYLOBYZs6OQAAIABJREFUowIclUYtzEHmqNW+DWuYrN9zZOWWPVxuYeflu1dR09x+25MXdGDnqnnT7t8OAfivM4DFTB2zcdPnec5cYNvXcfbytQ5D3cbPXNClRy8AsOkzwG38VADIy81dMXtyH4smvczrv4l6BgCvnkdeOnkEAIDFBu4vS82JZftyIl7/YgmIJJAvLLoRkpWZkcuTnilKKlySHgAAOlnZFE8vUlNSKjvSchKJhFevXj19+vTPnwrwJa1Xr17kTZOtW7eWbw7nX72toTKq4rdUpFCX0zSqYTJmYC8A2BRwso2D9I15OVd8fJac9HmWJYz+/ftXa9SWXB0UAFKTU84ff5RdW0UyZmLbWro0x1hE6qtP5x69pi1akcvjEZ8Ea/0PnT1y8OmDiBlLV1nbO1TT0y/+DKpEcU+iZBaLzeYyUA2lfRcrspC2veMQqdpZR/x/uTHUrlPX5MSEhK9xxOarZ0/zBAXQrDt5gEgsEUkkHPpvRiQnJy9btuzcuXMeHh6u0xaqqWsMG1tUncKkVp1V2/ZRj794PJCcSnrYf+usZb4/MgrnwQKLXZQwAQAAI7XNxRKJSCIZfe7Dtn4NjTQ5G5cvuHnxDABMnLN46KjxxY8fONzj9YunTx9EAID7+KnFe2WyGe2Czc/LPXP4gH9SvK2t7YnzV+6GFi519OnTJznvM2CxWH5+fr6+vlwul8y8kTxQrh4OY2Pj6Ojo+fPnd7fvl5qcROycPcaV2ajKQs5zbYlEEhcXV8LyHL+ho1vNwfm/ggq1WuTk8eM+f9q/dcPl08dKfVwl43K5vjsPEu0GTZp9/xovEUvI750dunZftzswNPrLAJeRJWYbAOA5c35HYgkMrgowtIrHpLlLiUXj7AYMcp8gfTeE2oUDAEM8xpErlAJAXi4P9GuDTdHHYcJPwfiLv5T8p8mKFSuIChyHDx8+fsAfAPLzcnk52b87Pi21aBrLs4d3R/S1XjXnvw6nYuOOJRIG7qqIxBKhWJJXIM4Xiq+dO0lkGwCwx29NdtYP6pFZfNG/PwU6utXW7Q48GfZo2cXnL9Ua3rp2WeoJTUsttEq3netXHdq56ezZs1OnTiWzDfh1hARJ6g0qLbfgYzoDq91SqaurY7Yhb5Qr4RCLxQUFBRMnTqzfuBl1v0DmCzPC3+QQcp5tCAsKVs6e3KFDh6ZNm54O3AcAfD6/xCOpF7Lcb+e63YGL120Bp2WgXxN0jaB63bcvpVe4plsnK5v5qzcCwOcPMTvWrdi/dcMfH0L0tUaEXJ8/YeTeTWtdxkxkcTjEN2xGvlgTi8aFRn9Z4LtJajkVAHD28CTbK7fs6WRl09Wm6H5W3foNC+8H/YcvEiemZvQyr79s2TIxnfnTmTNnyHZc7Mf9BwMcNl0a2MV8x7oVJR5vbdev+E5La9sZS1fbD3Qu/iPZT/EQS0AkBjFIRBLJldNB1B9JJVIn77/ddONF1o9MAKhuVCM9X/Q1M/9YinTfnljCluX/vtS5rp87WeJh2sVmMBUP8l78z1Ov0yoxtorLzc0NDAzcsWNHYmLin49G9FCihIPP548cOdLCwqJhw4Y/Mor+Gbrb9yNWplBQr5Jz0/MK/nwcbe6G3SCnP+zxW+Pq6lq7dm37/gPfvHlTyqNYLFbHbj1s+w3kqKiAqgY07wEdBjdtKaPaD1SP7xZ9YztzuEyVB3dv9F01Z8qDO6H3bwXP9XQjv0v/1ZhBGYh++jjl+7+t23UY4OK+/dj5rrb2ADBw2EjPGfM7WdsOGTlu+5GzDi4j4dc7QQUFQgDw9/e/cOECsUcoFG7ZssXd3X316tW83w9K+CsTJkwg201atDoRdBT0agLAhaDA1y+eFj/e3KLjjqALIyZ6NWnZmtwpAXB0HdF/qFvx42XcwxGdxLv4Pl0skQjFErEYPr57XfgDgzo1TGvXqFm0GOHUgzdOPXwbHfViiHW7xH+/AoBYwsrmC3ma/w03FhfWpWZ20Gi3niWsGOzs7GxjY/PHNEgkkTC7Zq8UiUQyduzYuXPnrly50tzcPC1NvpIh5aFEPU6XL18mxw1cOH544/5jD26HGtYwJYcKMq584zBOvk7pVrdan8Yl9/nLQF5uLnXz1q1bAPDiyYP169cXX0O8ODZXRSQGFldNz6hG38GOfzy+0tWuW1T9urt9CV+jpbyMfPRLXqJrTDaJhEPG42mePribmvS9fRdrI5OiuX8SsXjX/3zOHztEbL56HjlpXuEsFRabPWzcZGJhe01Nzf7OblcuvvvlGf+7QxEbWzhVdffu3b6+vgAQHByck5NDTvWqiGXLlhkaGr569apBm46t2rY/ePICuVbqz19vQJCatWpTx6xBTvbPD28KJ1c3adEaAEr8aJPxmrGfMvOef88BAKFYIpJIHIa6FXZyuK51rpdDTtCVSCTvP38DIzPIywKAmxfPjJ46WySW/KB+ZxAVELOUGVz2FgAmzlkMANSp1ACwZcsWDucPw4ovxaS/SeYxG7yUb9++UcvO3rlzx9m5hF4xRDclSjik+vkbNW/VtmMXpoKRUpGOUzHNRbX/qKuN3aYVhevOm9SqnZRQOBUoIye/+HVFRkaeP38etKuPHF9Y5k8klgCwJBxuZmZm4K4tnTaukVnkhKGjPJ89uhfzKqpZqzaeMxf88fivlIoRYFgPhqwit2T/Jrts2TJ/f3+iHXAxtE79wgKp1y+cJrMNwr9xX6h1XUkllLP8b6KKtbU10YiMLFo+7cCBA5WScKipqc2aNQsAXibmiMWiFm0t3v6XcLRtb1niQ3JzcgZ2+WUe0JHdW18mZCVUbwkGTaUOlvE/hUQCApGEaExxHwSJ76169eFyVe6qaYhZuWKxiFhVmMViAZsNHFVgc4DFUlFVBQAxQGbxhIOrKigoAGCs89W0dt0Vm3dfO3eS/O8GgPT09Jo1a5byKAB4npjzKT3fTF+N5gD/gtRCbkZGRkxFouSU6JZK3759yXZ/5+HaOroAIODzt/gsMTIyGjdu3Ldv35iL7i9QP8UPvUjOLRAx25NfTd/g/L2oRWs3r9kVMGluUbEHqYXEhAUFb6Ke9evXb9++ffs2r1vx31JtYmJ+AYcLLM7Xz59kGHihEwF7Yl5FAUDM65f7Nq/P/s3Xa1Kb9kVLegJHBVSKhk3IuBtfIpGQ2Qb8Wtfh49vXUgffvn7Zc3DvuZ5u1JpaUOIM0v96OB4/fkw0WrZsSf7Qza2E+xcVxGZzxs6Yr6KuMWPp6vN3X/yuzmlU5MPiO6MTMtK165CbZF+CjHv0ReLChAMAiK6au3fv3s7UFIpE/ls3/29Z0Wd2g6YtgKsC+rXUJx1wcHYDgJ9ZWT9yqQmHEERC8nmYZWFZNOmpY7ceUtlGiXNHxWIQiMRCeeri0NXV9fPzI9qenp5kJo1kTIl6OAwMDL58+XLv3r0sllbT1oWFb88eOUD0fF66dEkikRw8eFAGkfD5/EePHqWLNRo2ayH170pd+UJKiR31Z9+mVVPjyn58nBQd3Wo9+xcWe9h86NSLx/cbNGlOjBggXAgKlBoMeOvapfk+GzlF5RNYwGZ//SLrhCPrRyZRQpsQEXItL5e31v9Q8SOFBQUvnjxQU9do3a7D5kOnbl44XU3f4NmXlE+UEZcy/kNIVdLU1NIh263+sbh8qrCic3WjGla9ep84WHiZXiMHnwgp+uQuqYejMOF4/rxwDO+MGTN+/vy5Z88ed3f3ZcuWVeY1AADArc8/Tr/JYLE551U7dFXR+t1hWtrEBbKAzSYHOgCLDZyibgAVNghEAAAisViW97bEEspia5bD4MlpyM+Btv2AxYbe00Men57JzyeG9BoYmSSIeSo6Oiocrm41vf95z7uZzIUubgDAYoFEAiAqIHK+JcfDffo0aWPa+venpV2NmrUCLobevHRWt5p+f+dhZXmIGCQCkUSe8g0AAA8PDzc3N5FIpKZWctfL58+ffXx8rly54ubmNmLWMtXfHIYqQokSDgDQ1tYePHhw1PfsvLzCKVvUT7jLl6WnpdHh58+fY8aMiYiIAIAhI8dNnre0+DGlv1Emf0+4dOJwTk62w1A3sZglEInlqiJh63YdWrf7pZzowe1+Qft2FD9SVU2tQCQq2mZxEv/9FhcXZ2ZmRnOMhaKioqaOGSu1M/J+eEZqioGRMXUnn5+/fMYEotxFz/5OC9dsat2ug7q6esjzmJVPiiYgyP4P4f2/HT7zpoF2dX3nxQ7ORRlez/5O2VlZTx9G1DCt7TF5xqo5RetUpSUn/chI1zOoXhhz8STpvy/W7dq1IxpqamqrV69evfqX4tz+/v537txRVVWdPXu21Nq5fyszX5jKKxCJJek84avXr1vXr0X9/fP5+WFXLvzITO9u39/M839xqT+A9wNCdxb+mMUGDuV9TCQE4ACACGgvJUL9P/0lbzNtCvq1IekDsDnA5oCqJqioJX77ataoCQCIAQrEwGGzRQAvnz6+GZ8HDQr/X7gsKJBAy7o13nyMBY1qqZo1J40Z6fgmUkVFpdjJZadO/YaeM+aX/Xiih+NT/Nde43fbGuTv8FsnJ7cwSi/LsWLFiuvXrwNAUFBQUFBQ5+49x06f18ZUvpbfUnTKlXAU17CjTciN61CQD7+uAE6fa9euEdkGAJw9cmDU5JmlLJRVvLtSIBBsXDb/xZMHAHD1zHHunMsCkUSuEg4pb1++KDHb2HvqSnJOwYa7X4t2sdkAILMZQ/n5+XZ2diX+SFdfuoT580f3yeJaYVcvjJoys2adegCgb2gMUJRwyL5eavfe/Tta2bz8mrr5ZZ7UC8nJbZSTW+FL2qxxk5dPH5E/0tDUfPcq6vShvfkaBjpdh0rdWmWxOR2tbLq0bzt58uTfnTc8PJzs6rhx40ZKSkpFFi4RiyUCsVgkAV5ers+COZD+dYHvJrsBg14m8VrX0Fy7cCYxdPHgto0W664nqabkx1NuGP1ahEOQl8PV0hOKaZ8lQfxvkv+h1LOxVdWbdu7R9R+vgLc8EVEUjs3xHNw7JCr2yXeeQCgWSyQCEbBA8iHmDdRtAyaNiQdyWKwCkNixY98kvgejBsTVxcfHN2rUiNZrqVxikAhEYgFoQNv+t/aMWlVNc/v27X9+GKPCwsKIbIP0MDxMJBLVbxwgDwUVqwylSzheJPykvjNGa5v3XbA1/+kVy39alfL2SqO/fJv+8uULkW0QRCApEElScgrifvDl8x/jbth1qT3n777Qqaanp6f39EtyTHJ2UY1INqfvYNc/DkmrLPHx8SXuX739gNTXIKFQeO3Mceoe7n93gqQGQGTzRadep7m0+mUpBzpkZmb6+/snJia26d6nfRfr7wnf8vja2T+zqNWyqabM937z4umnmMK1wfp3bFH4g3aO8DUP1H65iyEBWL3jYNuapb2c3r37ZWJLZmamgYF0llZ2YgCBUAIAxGczAKxfMttuwKDlYV8Gc95SJ0qkp/2fvesOj6J6u2fKJpueEEhCCSX0TiD03kGK9CIqVUWkqSAoCkhVQKSJCkgR6R3pgdBDJyQQWijpIYW0TdndKff7Y2ZnZzeVQKKf/M6T58mUOzN3dm5571vOm6Q3chbODVZZ3QWepcGLJW3eUrvviKDSvBodiwOl0YBQYG2kCifGv/jhYipLUwB4kfCGzHVZleCcqfCg2LK0XhCqVK2OANPPS9EVKlSwfljxQ7GBzv5pbbuuPQsqbgYvEkEAQIG1gcAB+PfHoBqNxmHDcrEWWZHm/Q+vj7dO4FBj/rnINIPQwrfpO0O6ldhs3adPn3379p07dw7A8HET7B3ytFjnCqv5mBAYRXL6aWo2L75b2/0N1vNNwZBtQTg4fcGy/ds2+dSoVbdh46Xzfshu+L6ZBIKikxNLLnlEpUoWKc5HT5o2fOx42tJNL+Jp2Lqff7h2IUB9cMCI0QpZZ0x0pPpUqp4/cD+xBASOqVOnHjt2DMDOnTur9/04zMYbHj792zTae+6mYitRg2HY33YfTX6ZNKSjhbVLJmXPgQJ1Zi1btlS2O3bs+DrSBgBRJLJyiKJlYcLGft35+xmZmX9ut1CPUTQLluQucIgCaMbBXkvTtB5CCTvwZmfr1buJL5M4IwcHV1AAo5ECf0p7eopiqlFU+ZZqnQCKYm2kQzYMRVGoVqtW42ZJt40A8OW8ZVqtNZlb8SE1+eWTh/cZhlE8ruZ9OUFaIUi7BcbTjdr/WF5D0Yz0aerVq1ds9X0ziImJyfV41z4DSrgm/3m81QLHtWhdKTuNULLeTQ4ODtu3b79z5048Z6MEMeZEXh3byclp9k9rZVJnigZACDEI4r+NckqBoPbSAJZ+O03aqORTPSKbQWPVbEcz1y6eFQShwED/NwKtVrt25+EdG37lOMM7A4dLqcKssH6FtbQBYMIM2ZTww6wvj1y/rw6LRYm4DhiNRknakBAWE4/GLaQ5+HLAqV4KZ3wOMDkowEFbpD1jKDmyd9fmddfc7IYPH+7mlju/S8OGDSVTt4eHx+TJk4v+MgAAkah+NJoGMGzq3INPs0AzUDWGWvUbwt6e0RsFmoVHVSQ8VcoDkq8l07VuxUdJ2Q8Ss0qsWxsM+oVfTQ40eqH5YOUgJxCwGlkYoiiX0p4LdhylaUYE4dUCB82A0RCTzKTVMOu6VrFl6Ko1aty+lwigaq26KCmE3rk1ZfRwVPHDE4tooIS4WEXgKBCZRnMPYGxsP57+7fSp/4Tm+FXg7e2t3h06dGiaQSxXsVL/90b/U1X6r+JtEThydcMUCflHPC41Gk3Tpk2LzL3h26wlANjYo66cc44XCcfz/2D+tpBb1/f+uQGE9B8xyrd5a/WpmvUaHjXZI1xLlVY4XiOehaF8HQuLEk23aN/pXkJ2ib1FjTr15yxfq+y+iIk6cXCPQa9v0qJNo+atWJa9et5a2gCwbPZXU2cvunvr2pFjx1GzrdXZEiBYtHZzkTK50AyAI3u21ahbv3rt3NeUlxNRr/vQeydlyupSZTySLdOeaRha4EUAm35ZAU5/5syZHTt25OVV07Vr165du4aFhQUFBVEU9aq2MHVzVffBMVO/aVOzvN6l/MHD90FRcC2LtHgYswE8vBuMmiFMpQZ2leoR74Vflk84lqR9mEZJOjQNTXHAmMZea6/HPUjMyrmQKKYOcvLgnsCz/mhr6QHGaNRtW1+97dFUl4oZOp4XeHNiXtoqz63Ac1XctFD51Ag5Y4iKDfu3bYJbOXQerxY4fJu1qujzCh4kAoiyxGA1tgM/GPvv4XFOTU1dunRpRERE27ZtP/74Y8W2zrLsrl27vvzyS47j2rdvv3r16pAXb4ZO93+wwtsicOQKkcAo/qs9Lq0gyShOLq69Bg47eukmWpjtjhdOn1xz/cX6lctKvlZpqSlKArzAc6d3nbnqXsZTOduz3+DkxIQHd++4lXK/fS3Q4kpL67tLqTJTRlvEQRQ3MnTpz8MeeVX0eZylqevIvd9Tjs7fs2V9k5ZtPpn2bdc+A/z/3m911YmDe2rVb5SdlYmabdHCOvNfyWia/P39J0+eLDtSSHGhFIM+X4f5r/l0aJ/TIc+lYjzHMSyrDKxXo3Vle31SulZj9+THXfv037T6p2tGC2WShqZkwwBNA7hw4cL9+/cbNWqUVzX27NkzYYKcQe3YsWNNmzbNq6QVguMyDPrsDz6eceLA7jZdenj0/1I5dSTT04sqXY6AsdFSRp50+AhXdlQX4sIe3MOQxbBzFghYrT3LUB17Nj8bEMEwmXIgrMiDsWUoMBQArLsVN7tjxULW53WQnpoK5HAlsRQ4iI1dii7r3SHjMXCeRUwNqwExS6hZpvSw3au5hSZk3kvIsnISKvZFBcUo5qr6jZvVqt+w/3ujNDkkhoinYdvW/8IZjb0GDfNrZcFpIar4SP5tQ+usWbN2794N4OTJk46OjiNGmDmmO3XqFBQU5OzsbDAY8koF9T+8Pt4i4q+cEAjhBPEfJ7F4VRzcvuVlYkKtBo1t7FRDD80c3L4lMDAw7+veMBQNjRVb17PHD6UNXVrqohmTuzaquvmX5TY2NqMnfeldqYrFLSw1/I6ubhtWLlm1cHZkpIVjRDEhJCSkX+uGn3/++fBp3y+/8Hz1ojnqs7euXPp4YA//v/c3b9fpnQFD5/78m/rsHyuXGPR60AxY62D9kuGbatSo0RdffCHv0HIcBCo1hJ0zAIM+mxCy8MclPZrU6NrQJ8BECCYSEvrSkOVZ5/1PJlWrVbdS1eqqT0AAsIyy+JZnnfwTkUvpXiW8KofNrk2/nziwG8Cl0yduXr2sHNcZhLPPUneEJIgAaNqxVJnxM+Y6SdUoUwX2LgBlFIlAwItEJMTAywtqLiMV5zfGhT+lKQrArdiMlGwh53PfCNTqSS8pT4q1wMGqHU0IzT58kYp3puVIbEuZfWhEgTbJKBVdbWu428PK2FTMGPTBWNA0aAb958DexdnVdfTEL7V2dlbFeI4b279bwLFDF08fnzl+ZFT4M/VZQRAVPpJ/ioojVzoyAJK0IeHq1as5C0jYuXNnlwZVujSosu+vjfjX5878/4W3V+CQeHqkELV/ui6vgEtnTq75Ye7VCwEP74Vw6orTNP4hh3ArTxR3D1m9sfmXnwOOy9QmF0+f+P2nxT6W1Nr1GjdT78ZERZ05evDwrq1Tp0618vwoDsgcnT5+aPhOVlbW+VNHcy127ULAhBmz23Tu3rVPf+WgLj1t8y/LK1T2yelxmQuPVvHAx8dH3pKIKCgKNCuZpSKjon7YvPesSxu4eAJYNHOq0WAAkJ2tj42Nux54sX+bRoHnTo+e+GXjlrJJiKVpABqGoqT6m+bF7777TtrIddhVB3y9KldE1HPzRBWp2uYE8jQx88aTmGwDRwgMnPAo9O5tSSKhaVqjBWAUiCCQkfsfPY5K4JRpjYi4dTAq/AmjeJEWQt30+tOJvZOTVLd8yvAiESkGDGMtl8DMekIT0dVV9pi5cv7M1dOHAVw+d7pkJrzguIzaDXwbt2wLmkHZmtA6C4LwTtNaA9o1XjRjitFoCLl1/dG9EAAvYqPVF0osvQBEUVw0c6qaWUfNhfZvwLvvvqtsN2yYe57IFy9eTJo0Sdr+dcn88KePS6Jmbw3eXoHjZTYPQCD/QBrr18HDe8HyFk0T9eBFMQDatrV2KSgB3Lh0Xr378cCeC7+aLAi81cAUcOyQlLxeQpd3B3foZ5k2zzRkX7x4sQRo5uXc6xQNRpP/UkyarafOtk7yEh0ZkTOqmS+e9hQVFTVp0qT3339/+3Y573ndunVr1qwJmNfWFGvTte8gr/IVPx3/6ZnMMqBZRR7a99fG5MSEuNhYsHLExOGdW4MfPknPlGOIbBgKgIamGCXEAABw8uTJ+Pj4vGr10UcfKdsTJ058pTfya21WxVevZ86QwoskNT3NKIhSHTiRnD1l8pA1eTwQQgRCMgxisi7D/AkIAVCnYWNGYTfP8dDimLwbNW0p1y1vEALaRsvYWGsL1HCw17IsAyBDl/7dpHGxTx8D2Lt1Y/iTkpvz+n8wlmY1oOk2XXpcPS9nOws4fnjKB4O+GD30s/feXfLtNKOlxaFqTTnE+l7QzYBjh6x+h3/QqpLzWy9cuHDo0KFdu3adOnXq6NG5O4SevROm3n0RHZ1rsf+haHhdH47ExMR/CYtcgZDanxRj9ixFP+t0uHRcIP+AxFGYgY/nuI2rl0U8e1Law3Ps5OnOrm4AaptI2a06dgWf6j+fvZFXTEGxIvSOdTLxsyf+btO5e4MmzXKGeEiY9v2PlG/vDdcsmTAoswq6BNg4xo0bt3//filLlnolXLNuw/7vj/zh6y+UI3/9vnrCjNnZhB3+yZQdv6/MtcKAHJbJ8UJq8ku8aUP79OnTpXSXJ0+ezLZ182vVFkDr7n0ePXqkCGoE6D30gyk9GsOzmqTtUOSGP1Yu+ePvALfunyhEFzcDL9x0b43yss5JIoeo5KIFEJNuVL9aPlaVjh07hoWFhYeH16hRw97e/pXeqPu7g2iavnXlok+N2om1moc9TFFOGQXRrDqizV4FoGjR5HEpz2RmUnMCUfSpUdu9jCcTISeLKZkANHsHh0HrLvg/TkzLdyAxCiKlsc3Hx8deQ0tiX0JcLADZt4NmIp8/RdvGSrHic+O4cfn8vlOXSJU+tnYOA0d9cmm3eXkQ9kBmWjt1eN+pw/ukbRe3UhO++i42KmLd8sUAqV2/kZSRTn3PEg6eS0hImD9/fnhcQrVadT/8dIrVWU9PzzVrciEhVMOnRi31bp2Gr0Wh+z9Y4XUFDj8/vyZNmowaNapnz57/LP/uK8EoED0nDw8nnqRwIlb1+rewZgWeO33y4B4nF1dnF5fdm+U+z3Pc9PlLAbTu1G3i19/fvHxeKF/nhuqqMp7l3NyLnf4hV0gpwq2gS08bPHKcnb3dqcP7M3UZUeFP1WcZVqMXxGzTJ6jjYf8oMcuhVOmardvTNP31l1NKwLO9adOm3y37Zf6ec2Dk8MXBIz8qW8G70zvvOjo529jYKnTg+7dtGvThuF8f8i27j+wY8fTsiSPyLay06AIncQ8EXQ9sX9eC5OM1YTQa1cm17wffkgSOHu8O3rhqmVo4eP7sKSCxWdCgmPp+Le+eMEl1Pb802DAQWdg5o9mgnuXp47BRMs/RRADwbYeKyy5FxaQblVf75ptv8ueBcHV1zcerNFco0nbXPgMkqoO11yzyyYHRqNOjuFTzTUt4hqi76h9cEEHRRGGwgMAD4rPHDwBUcbNzsmF0RqHEQjzissQ0sYDRz2DkRDq/8bZxOafxTb0AeFf2AQAiAABF123UOJ+rXhOK+PLkYejXn46Cd31U6WvkBVutfaeefQOOH87n2rSU5MrVan4y+B1p92ZomM34jUbLMrevBTat0L24ap8Ds2bNOnjwIICr5wPc3Ev7fj5BOVVIQc1Wq93hf+Xwrq0Cz/ca9J6z6z+whPsP43VLQ+YRAAAgAElEQVQFjmfPnp0+fXrr1q1Tpkzp37//yJEj87KNSdDpdEuXLjUYDDVr1hwzxjqNRYlBFIniSp2YySVlGvMvX2J48jB09mRZTa1mcDp5aK8kcADoN/zD4WM+ufQ08cap50qBf0R1GRKfGZtu7Nl/SGJ83NbfVqlPterQRZee3rJDt75DPzx74u+FX5mpGipVrX76yIGku/HG8q0BUCKfuH851fZjWzt7KWtaERZwoijOmjVrw4YNAA4dOtSqVasCLwmOy6heuy6oC+bFNCHOLm4ODo4AgiwDanie40Ri4MnMH1d16tXvQUjQ9vW/mJVMBKAAgYNGC4oqpQrSeX0YDAZbW9uOHTuePXtWOlKjjmyA+HvPNsCCrHbFtoN1+n18Py5NUgy0fW/C3fPHkJ0OABQt0iwoFm5l2ab929XljgdEKe/uqNVMb1fehqGM+mzAbFIpXfrNS7FR4c/uB9/meY6IxLd56/IVK1k7vjAadSiHWMm3Wh2/9Gwu0UgpzVwkRBBh/nYCJ/nrBl0P7OzX/Gq04/nnaSW2vC5M5xMLSv1KAw4aBoDGxmbrsfNL950LAT6dMce9oOb0RnQeIbeug2GhdQRAKPry+TMzFv3UsmOXtJSUVh06v9e9Ta5XZZjCagDAxo6yd7GyY3075ZPWNY+UGPeXJG1IeBx6N/9fJq+zZTy9xk6eXiz1e+vxugIHwzDdu3dv0aLFtm3bZs6cuWnTJh8fn9WrV+c14h85cqRt27Zdu3ZdsmRJRESEFdtjiUEEFL4/Qv4xb+qcuBd0S9lOTX6pbOdkc7LydS12H8vc8Cgx63pMxv3EzC8mfN68XadNq3+6deVi/SbNvl2y6ui+nVvW/gyga58BH463IIaKeBoW8TQMohfKtQZA9BmJ14+h2Yf613AoOnjwoCRtAHj33XcTExMLc1U570otOnS9atRAFNH6/T07/gK34cHdYM9avn/v3qYU6/TOu2UrVBQfRhx5/PJZavaU9p09vMqpBQ6WJjyh5JTihfNVLAyuXLnSt29fAL17954zZ46rq2tGRkanTp2atu8EgDMaZSFPbVxr+M6D7HSUsQHNgqK23k3u9vmSU4vGA6BZlhMIaIDR8Dx35PyVspXaxxHG9ApM8wpOAOwd7ACzSaV+/foABEFYs3jOwR1/durUacaMGUpStyLg3LlzowcPVh/puPjglbgssKqhn7GklgeVLdAGiiXEopkLBGZaMIGTpv3p40a0bN/ZddgcqD5EcftdFm4AKSDeJPjGlYPhmb2HjGBZtmyFih279w65GuNVwRzZ+8bfQn3DKtVrom4XtJTHmW0bfu3qV7djjz7SbutO3S4HnLK6/Lulayy0mxQtgIGV7EjRly5dKjGBY/DgwXv27JG26/r6FVj+H+QuejvxugLH9u3bd+3aFRQU1Lt37yNHjrRp0yY4OHjw4MFPnuSeZ/zFixfNmjUDUL169bCwMEngSExMfP78OYCyZcs6Ozu/ZpVyhZIdg6ZpABRFq/2nQ0OCJtzYuuCbaZ6eb3JtWpj6WKFmXQvzxJjJ0+7fue1dpeqoz75QX3LkYdKWW7HqkqIIlmVL0qrFsixoOiGTi04zsCxbr1GTn/6Q/RmTkxIlaQOA/9/7u787aOWfew9u36K1s2vcovXCGVMA1TQpfQhR1BuN0jsW4S2iLX27BEHI3xBwJ1YnPat63fpXg+JB0/DtjdAzSI3bd9zfvlQXvPcTDs5DVhqA75aupiiKUNAZxCyOsCwbePYUfPugnGzupYkIMLQpJHb6Jx+2qXO+du3aeT6+cJCkDQBHjhxp2rTppk2blMoDIEoArlrgYDSEYsBopKW/nhO0LnLOepGY9BaMBqJwzauzg60j9LKQlJKUwBkr2tk7aBgWgG/LNpq0uNEjhkrUGnv37j24408AAQEBAQEBqRLzRJGwY8cOqyNXQ0L11hnYLeZmTiCcCC53mVouSb+MFMNkuqor58907DkRYCiGkdqSuu+oW5fUDIrQ3qz6rzKU0BRV5Ki36OdP1vzxe3payphJ0wBoWHmkYlk2NFGvfqhVhYvc8dXdrWmrdr43I4M0JrdWmnke9rBy1eoAgmJ1X8z98enD+4ob+Ngp0z/4RF5FbD16bs+WDYLANx04du7NbOtn0IzWy6fExqUlS5bwNg5x0VG+zVr1GfweRVHKo3P+SjlHmzuxOoZhcg7O/4+8BRiGoWn6X1vh1xU4AgICJk6c2KlTJ4WO2tfXd9Eia39+BT4+PgEBAY6OjpcvX1ZCKh48eLB+/XoAH330UWGU4UWAnZ08sEqBfKyli0B8XNyev9fr4qNKJkO9uj5WaNa63YwFy86fOmar1Y6Z+GWt+rnbpzKMKalWHAMUZWdn5/CKmVmKjNvRaXZ2dgzDcgIRATvLYH0iWtSN54xtO3dr0bYDAF16mrXAIRUmAs3YSfcpwlv07dt3/vz50vaAAQPc3QtIK6P8/skvJTUSpXhT1m/a6rnGFqUqwNYRWWkduveyt7efdPB+ql7gRBEUY2dn5+FVDpUc4SHHAxuzM2DnIhoNkCpO0deuXfPzK3iBVXi8fPnS39//7NmzLhWq9R48nGU1dnZ2YydP/2PVUgtXEskYwdhIdhaRZu4rYU0Sr6VURuAYjW22MoeLQlpK0s/ffzN/1TobDQug1+ARl3b8evz48apVq3bs2NEqaMjW1jafNN/5w8nJyeqIVRaSnOBFwomEy1eNIKbEIuiIsutkywKE1dg8SuFh2T7VrUtqBq/a3qTGb3HIrOuSScheGYRIXqJPHoZKN9fa2gCgNRrrZ+WosJ0dX7SOr359Ozu+VcfuQVdNFDgdxnHlG0qP/j7g3rpB9X7etHPVojlXzp/p2W/wh59MFhgbnYH3crKtUaferB9XAAiNz8DNEKtHfDjh83ZdupfYuOTg4DBzwTKrI9JGzl8p59en03QajSZn2y6x+r8+pAnu38PuaoXXFTgUPbYaQ4YMyat8r1699u3bt3Pnzpo1aypDT7t27dq1awdAp9O9zuIpH+h0svJQq9WmpST//vNKVO5tPk0zAE6cOBEVFZVzQCzW+uRE174Du/YdaCqmy7UMLwhGy/BLo8DrdLrzD3QloyHU6TJSXibdvHpTBy+NjY1VPZ3d3NU62Mjnz2YsXtHat15UyNXH90N6DRqWlZkV4VnbxL1AANAAxWqk+6Sm5je1xMTE3Llzp06dOlWqmGnEKleufOzYsQMHDnh5eY0ePbrAViT9/uFPHx/dtxtNBwBmpqYufQeufSyApqWJvEf/oTqd7t6LdK2G0XPi07BHP13fXKteQ5rOEhXNP88BkhuBAJoBTXt7e79+Sx47duwff/whbWu12sEmS8TTxw8//uJrAMPHTXjm3SEoiU/lTNfQDFizA4RI0bTCnK2SS1hbLWjGyJuakMBBFK9dOqfT6USeB7Bg6c8IDQDI4cOHd5256lnLbEN59913MzKKotuPior6/fffc7m2EAmTjbzI5U+pZqlX8PTwRNSLjKxMnc765urWJTWD8w90eBXPoZydl+Nk+ZWGWKDpJHeYTELZmVlSL5CiTzOzsnMOAlYdRKfLyL/L5AXpRaRrdboMThAUyUnjUSWTtpUezYtiekZm5bLl56+WR3uO5w/fiw9NyPq6nZyF5GbghZnzfsCwH60e0X3AcJ1OV7TqFQ1WX0d5tE6XYTU8ql9fAs8TjuOMRmuXvpKs/2tC0tAUN1lqkV27Spra/PHjxw0aNBg6dOiKFSteX+dcNKz/+ceQ2/csBA5TN3N0LInZWjKdPk/Rv8zi/coX5YkiUaWAAlBSEYAKdGmpgzs2RcvhaNLPyPNEFCnVfGY0GoaOHt+iXSeGZe9cv7J2yTz0+/bcL3/gnr9UYOAHYx8ZTJOkKAIQeY4vBNmX4tYAYMOGDWomn6ZNmxaGWlttt74VeFE1DVOg6K5DRms8fQz3HoG1leSP21cv+rVqa+T5LF0aNHbh4U/DD28AETFgrjkLhjEL++eCEE3r4ZxXrQ/Gf+5SvbHVQ4sgCC5cuNDPz+/58+fdu3dXh/Pt3rxOEjgAGFiHND7d4jJGo1SMEDRs3ubxMW90/Uw9EQqCSNGqBiNwICQtJRkARREA6D4F0aFIewHgycP7zdt2XLLur0tHdpcqVWrWrFmv+iIADAaD2vOjZr0GEosUUACDhYQCpA0AlsHtDE0BKA72uFwdKYy83Jj1GTqJ7PWVIXDSKwRdD4yJDC9fsbLEOloCfq/KG6mNQTwoQYTOKOwNTRQIOfggqXt1t9ql5cjnGJ0xVc9zpjWPKAozx49EhVzyzPH/jqSSBbq/SAX+H2ky/p+ipIm/KleufOjQocWLF1eoUKFs2bIl/HQJD7Nt4dff4hBFN2/X6dSpU1QhFltvCjdjdGeepRRcLjfkjEkpSXkjOC4j6PoVQCJishEEMToyXDmb+CKuV9Pakz8Y8NPcmaxGI0ftU7Sa6TnoSVRsosklVnoXIgqEKtD8rfgxANi1a9drvohXeW+L2c7R3f95+pY78ZKWQnKcZFnN3dvXeV4AawOGRakK+FBx1ZRbi4Zlm5Z3eqdJjca+jQC8O2LUa1ZMAsMwgwYNmj59eoMGDdTu1W269FC2BZIjRILRqGWLM7FctS//cKpsMRkQirFIL5ydDkMGgOSkxFiFqdr0varWrA3gcsCpw4cPb968ecKECTmXgAUiLMyCT8ksbagelA+4guYt99JmNqBvflghiZElxvqampIMAAIPgSuobB7gjYrT8ZOH92FSSBUyF+Ab8SdV/1wStVpiJnfscQrPi5eevgxLzFLO/nEz7uzzNGXMyZR0MLkJjv9feJx5jrt6PuDG5QuiKN4Lujlz/Idd2rVauOr3fxdV6v9/lLSGw97efubMmSX8UCuUqu6L7FLqI/X9Wi7sM6qE3ZVFFJ3kNOcoVMIdWw7ZlcQImpGi1UVROPj3sb8emRMtLpLcNdzKg6Lh7IEylZEYDiC9Xh9oTJ9ACj0QBQJk86K9Jj8hWG1eLbJ0SAi5F3ST54y37es4NHQxV7frZ9BnGHmR0dgIoFGhriPDb9+wdvuGtZh6ABKJgp0TeA5dPpMCCKXbeZUrt3jKZgALzkcC+uIIUZ48eXJ4ePjBgwebt+s0bspX6nexLmoZ4pGclpGt0xF7F4vwAYqymMGj7uH0LwAIEQ2ZOtCugDzjzV+9obSHV1LCi0M7/5TK+vv7nzlzpmfPnq9U//Lly+d1qnL1WuEFKYDz/0VpimrfpefIyYP3bFmflZnh//eBG5n+6PRJakoKypeEhVQO6hF5CLxsVisAxNrycmMfHpyTNiXPcQavpuF4VS1aThnlpWVsV+iLjJeZRl1GBg82NTPz6P6Lfb7+VFJkCgR6XhQI4UXC0pSTi6tL7VZplVvkfEpEqt7bxTrf0L8NBoPh20ljbwZeBNCxR2+ZaKdRr7NxQhv/4+27vfMP1+8/hLeI2lzy6r9z/UpMdCSlsfCpYTUl52JjVmCKJFZn+O5MeBFuklO8KGHVZYMmzfqPGCXNSTRrczGecAL5demCtWtWpdt7oXpLZcxdtXUfhi+Fa1lb3x4VBn4BoM+Q9ytXr81oZfWsVmv36fRvy1XwBqAzFKAEV/Nnf/LJJ0WoOSFk8cypn48aMv2j9y9cvaVnVfyYrC00tilp6YI0GTQfnOFeQz5F07KrgeRbWqstHGSBiaGInVZ265PV4MVAXevk5LR+/frExMSFa/6ooMqBl9si3nImYzXZBoMhjxgP822AXoOGu5fxHN2yKhJk9rD23d5p2b4zAGLZukTVG2ZnZ9+7dy8tLS3/+ru5uSnaqcmz5i3ftKtZmw4Axkye5uwm/5JFVi9qGOpFTOSYfl3+Wrd6/7ZNNy6fl8wTpw5bZ/pF8YTIOrq4AoDAyX8FgRIFWDpWIztdoktxcSslSfOyhqOkFhIPQoKCb6qpBHHlyYsDN8J4QQRNg9U8DXv89PED6ZRICCeQyBR9/w2BXRpUmTVxbJrWHT4qgyaRNW9zz0bGpP9bWI4ABMdlLF68uEyZMr0HDLkffFs6eOnSJUnaAGBB60ezMZHPc73P/1A0vBXp6W/fvt29e3cAbTp3v3TmJJoPQbmW6gJRkeFZGWWAEtVwCAQvs7iXWUXRweZM2FHyGWE+mzGHuhK1/1EqofDrjbjG5RwObNuMsjVAM+g+BVunIu3FyE+n1mnY2O5eqL2bm0BIjbIVNoc8B/C1fzihWGlI8ipbbmC/9scPhgF8hkHwdMwvoKtOnTrh4eEPHjyoWrVq0Xjco8OfKfyJKSnJcPUxn2M14DVmkwRjI4tNNGMOv9TY2tlpM7P1ip8ESxFlppQSkRRykngjHAAFf3dGA1ZD8p3Mq9ao/fmYg7XqNQRQr3bNeg+N99IwZMynIwfJ7jLuHh7lKlSMjY4EUKlSpc6dO0v1d8pOaN68uVRm586d0vG80Lt379Mh5uG7QRM5dd/1YzILLUtT+Yei5AWWQmDASSQmmA8REUBmVlae1+RAYT5HnsIKRQHoXMX10c270fYuCn+rdCaX5iBZT9SKEJP8kZaSfGD7luFjP5WE1wK/7xuRnwLP+s+e8jFajYBHE+UgJ4oQRNgwUr4h0IzGtDATCYyiqM/Q63kC4NqFAMcOH2SoExlKUhdrA4AvmQTKhUPgWf/ly5cDuHbx7LWLZ/2DnwXHZURlWAh/TVq2vXXlIigGNOPXqmUed/ofioK3QsPx44+y7/SlMycBC+u7hKSkxA0rl5RwrURCjAIRVDUhorh60RwpM/Ld2+bVxqWItGjTKiE5MWHWxLF/rV+rvhVFUTqjsPxysecZUud93nUv8cFLIwBCYOBFQUS95u3gVEYysrh7lgWw5dcV65YvFkUYRZETiDITi4QoShpamtxpADh7/tyx/bvS09OtH6yCg4ODn59f0aSN4LgMmlGN8tYpxTUKg4W8SzNwK4eRZodNEVRmVhbFmPOiaW00SlZx2VexBJVNBZvSpNkiX9Rt4CtJGxJKl3IB0KFnX1uT5ubO9auStAEgIiLipRxLbMq4CwCQItsLg4f3gpfN/mrVwtmxUREwpVijKKpgV448wJIczhOiCKB8paq5X/CmISmA/KqVWzC2X+XYy6ozhBJz0S0RlceG6ZD5O6anphBRfHwvGEBabrFOb1xJc+boQSC37sCaOOYZjYt7GXtH2T4liMTIE06kFJ/rjIwMsw81AIG31ZhCpf5NXhBRiosSACA7KwtAQ7/mHXrIMQSDPhj77dLVzSYt82zWvXajJrnmbfgfioy3QuAICLBMIZYzkTTFxMcW+2xtBYEQTiRqp7CA44cVS/nno8yhxSeepNyLl4eYrb+vuubQCDVay+d4IwBa5A28eCO2eOkUrYa5e/GZz1LMDAq/LV98j3NBm5GgGYpmlDlp9+Z1gkiMAjGKoiRwhNy6/vjBfdN1JPFFzNXzAQxFAWTn6SvL584cOXJkZqbZs+LNDq/lK1ZWaFvd3D0szlE0WBuzZp9hHZxdy/nUso47oBki8XZIN8mKT/57pSQmRoQ9gmXEkFpEe7PIzsq6diEgK7MQi/h8BQ6KAstYzPX2rGSnN7+FXm9B6KTX6602Co/EF3ET3+t34uCew7u2ftirA2c0Sq4DhDPwhldQSKgxrK47ru9VdmvXb9TAtwmAFp265nPVm/oux8JS9LwIICUpoZxH6cUzpprP8ZzI5WZQsHIvFQV1lE3vwe+tWjR72+8rAWxd/0t0RLFr9V3c3IEcA6OU0cbUHdLSdauXLJDrK9lwaVZR0tRv0txiFSdwNhr5VEkqOBISEtYtX7T0u+l3rl/JtYBvczPPU/N2newdHADQNPPtktUb9p/cE3Bt8qx5Ts4uNtWaiu6VjDYOiy8Ue9rqtwpvhcAxbtw4ZfvrxT/71MwRvkXTnuUqlGidAJFQRoGoe2NcTDTcvZVdKRDf/2mqUSDKFJaclAhbR9ibEngKPACBM6BkOzZktap5Trp2/QYYG2hsJYFDPXiJIJwgcoIYfPf+Nxv2fzFviU4hYxAEXWrKt5PGtuAeIjoU3vUBXLp0KTAwEMWGSd/M27D/5Nqdh7UO1ip0WmPh4JZZ3je2cgdJM2wGxagTsYaH3owPlPniHoTcRh4mFavprWiznXSVLj1t46qlfVrUnTVxbNij+wVeZeVGagXCc9cvBcTHxihH7G0YWBK0N27eqkZdOYFLxYoVvb3lVjpq1CiljBKunD/uhwSpd08c2B3/Ig4ABJ7X5+CpLBzKuDkvX7elbZee7bv3Wvnn3tXbDrwzYCgAUiLj2/obcTHpBgDrli34+tNRWRkq/ZzIQ7TQZJhy3XIQebOQYSLhkOBZrsLfu7ch4RkSn4Fmzp88WphqREc8P3v2bP7awbzw3kcTXNxKWWs4aIZSt/x6XQOpqgBG7nsUrzMCEEBpbO36Dv1gyrfzaza0ZLsXOGOW3MJfKYWeIAgLFiwYPnz4p59+GhsbW/AFlhj18YTdm9efPLR32rj3nj56gBwSf4069ffu3Tts2LBhY8Z/ZcpOJaFytRqKd5RIiFEkSRncrWJexRUfipvOv2h4K3w45s+f71qxRkxkePO2Hf1atom+HvPstkVTdnYrNW7EjBLg1VcaQWhCZlKmkReJenIq27g99LWxYRyAhn4tQm5db9Ss5eqrMa5ajRLE2KZzj8u30i1yVgEahuZKMAhQfrJILEIkuk8FbwDDgmJEiqpaq97TxHAA1evUeyIrjCkd63g9W4te02E0rYxNQ23Ws2AYy8JDzkrv4uISFRXl7OwcnlVkRXsuCLoeOH3cCACdevadNm9J3P79qOCqLiBaeVy6eILTW2sIGMZiMacW9IiINyf5GY3GlStX3rlzp0mTJhMnTpQMWAAWz5x6/dI5uVAhSCwKoKISuOjnTycMXz7qsy/6DBkBwF7DABCJ+Sqtnf3jUDmQNTIycseOHSNHjgTAlqu541Rg6J1b3Vs2qlWrVm53t0bFKhZmjpULv8P7K6RqWM3NeSJnGAghtes3imvfKSsjw6t8BZhjSkuiR4jEZDUg5NaVSzM+HoH+SyEKoGkInIkMRA5LoYkgUIzTi3u0p08WU1rKl6y10ehNaWK69ukvh2JlpiD2EWq0yXTM081LGU8O79q6auFsafvGjRuVK1d+pVdwdXOnaTqXtsQw5kFF6wgbu8QXcekGgaLltsHxQoBzK49k47PHtyx4OLJSWZYYWAe8okll8+bNK1eulLYNBsPGjRsLf21KSsqNy+eV3TvXA51dXNPTUg7t3Hps3862XXp+Mu0br3IV2rdv3759+/znY8krlgDsW7EkLzm8FQIHy7I9+pnzReXMrcXxgn1BlC8hISF79uwpVarU6NGjXV1d8y9cIHbeTbyXkAVLe3/5ytWcHpEuI0bdvXUj+ObV4JtX/Vq1E9pM5wQhJD7TyZbpWMW1a5/++7ODwpRpWOAAODnYJ+vFN5UzrJCwnlVt7UDTMlkFwVPRFa5eSE8MSzaaxyzGBoRQNENYlcBERAB1GzW+FqmNotzAsKM+eH/NmjXHjx8HMOXbBdIs+EYgSRsAAo4frte4CaiCopNYDUQhx0BsOX+rpS5RwJuLLFi6dOmKFSsAnDp1ymg09hw5EUBq8kuztIFCChz5gudAxLSU5JULvvXwKte8XUcNTQBsXPMTHXu/Ws06w8dNcHGzCCNXM52X8SrboUfvWoWQ1KUhvkr1ml/MWbz8+6+tXyH8NngD6nUtOKZU4EDR6pgWGxt2/vSJgWf9Afzy4/e7A64zsEHOJlqIGhYlU7HSvokIICkuVq4kYcBzss+owEtiq2A0wNZe578erd6Dtgy0DgAlcoYO3Xq6pNYqW95bau3fLV0zf/pEiAI8fDwaeOTxZDMUaQPAn3/+OXv27HwK58SdG1dSXibltDVbNGRGA5o+73/MIDQxu8HRTIbGJSMrFaVMGmKBB8Ni3xzvj354CCCHPS5/3L17V9l+1UQTVsPyo3shvy5doOxePH2cojD7J7P3283Ai49Cg+s3bqb4LysgBEaBEEJo9k0ueP6Ht05+23I7LviFQhUs96dsvSE5Kb/8ok+fPu3cufNvv/22aNGi8ePHF+3RaplaJDDyBIAgkqOPk3mRZHNicjYHik1oOPTJM9lqezPwgiCIRoGExGddjUg7e+Jv/7/32zmqqAU4vQOfqdVoUOLOWdaPYzS0xtasDGjYExXqw70S+n6jKsOCZmiGNRspMl4iPeGD8ZPbdO5RqUpVUNSfp656VKsnSRsAVi74ludzWfi+qsIwJSVFnboaQFJ8QlnvKnmVV17KwhUuV5gU45Wr1Xin3xAAP12J1hmF1/feuHfvnrIdHCynRHFycbEoRFEAGAosna8aIx8EH0PISWnz/KmjAK4EnAJwN+hW8I2r+/7auPz7rymK6trHzJUnxXwVGe8MHHbitokHrPkQ2NoDwPObeH6zUMRZlg4QFIWUpCRJ2pBw/eJZWcPx6u67+XyyXE9lZugMBpOXhkxhJwBSiCwPgbdhaQCKB6VccyJCFGTeDsAYee/c3q1Va9YZ9OE4yVG3ffdeR2886DtoCAD6FdPWFImfhkLZWnAqk18RmoGt429nQowcZ86rQFGQurOp4zMUAdBvxMiHIXLi6x0bC+tNDKBFCzOZRz4pMnIFRVErtuxp3rYjgOFjJyjBaAou+B9Xtg/v2jpz/IebVv/0xeihp48ctCopiIQXiUBKLiz5LcFboeFQI/RFxrOXJonbtOwAzbiWKpXPVefPmzV1Z86cSUxMLFMm386ZA1ajlSASyQFCIPjtRlzjso5XotMP3X9pFMnNRA72zjDKDnQiKKNIGCLeuXXjzJbpABzHroFLRQAgInjDIP76WaYHSiRkP/TOrbPHD7u4ufd7b6RVfASlsRVF0bzglkI8JJ2HAlZDE1EgKjfG2Ie1E6/2+2oDRfBUBc8AACAASURBVFFSoIqDk2uWymMUAJeD1/JVJ/K4uLgGDRpYHWzTuXvQc/u4pHwdFRkWYr4Ch2C2xIc/edxYAwBPX+rT9YKTzeuujdSK8apVZUsEY+WQQdMAWIamisDFwhsgCEiJlSjMAZT1rgjg/p2b6NBI+ZSBZ/0FgZ86e1H1OvXjoiPHDBsoUcjfvnr5wLZNFEUNeH9Mw3fzc8+0AhHF+NiY5m07Xrt4Fn79YWMPAIRAFCBwSkwpS0EQSS4BvZKGw9SuCM/9/L0Fl6BLKXdRiiktzh7Bcxyr0RzcsUWkTR7cUkuQLGoCD0IQFWJ4eB6DF9IQAQYAOD2S0yFwSHyOeG+UrwNGg1OrkZUWdPWy5HoiwdZW6+rkBGQV5qtO+/7HZXNmSNtqx5pckbP7NGrW0rbNcEOFRvlfqPGoxJWqYMUaDEaj0TpwtNws7bS2GUaR1+uVQN9b1y4TQgopBg0dOjQjI+PcuXM+Pj5ffPFFYS5Ro0ad+gM/GDtm8nRnF9cdf6y1Ott36AcAguMy7gXd3LHBHGB1wf9Yl9791CUV3dj/BI43i7dO4BBAlBQAlMRnRETQzJMH92vUzTMCSk0sjRy6uyJANHFEEkJ4EQIBL8AgEE4gLE116TPw9NZfALTu1C0Q4AQiUGLGyyQAKF0pIzMT0ipX4BwcHPuPGHUhIB7FH435POzRlA8HSduPQoPFnt9YnJbShilgNKAZl1Kl0yw0BJQIaY40jT5EfBAS9PWno9buPCxRKwqi2LZL9zWL50jnew4Yamev4uYqEg4cOKDefW/cZ+269axWq67w/ElBl1IFxJSaTEISPMIvVnFt9TzVWGC0KiEkLjqykl35fNrS119/bTAYtm7dOmrUqBkzZjwzTROlPb2S4l+YKsgAsKEpAK8cMSIFZ5rqX7FK1SEjPwJQsXKVSJhjFvxatWUYlmHYASNGAyjLZE2dOjUqKurChQtSgcBzp3u1fpBXPieDwfDHH388fPjQx7dlxx59sjIy5k+fKNnam7XpcINmZJGCiIi6ixMr0e9bU+30ANScFrL3hshDVKlmBR5ErFilauTzpwDcPTyvnT/jbnAAHN6gV5N6kr5y/sx3k8bB1ath7w9euNYyWyKkX5I30EF/i5WbQGMLYxaiQ/HwQna5WnD2AACBw+bPAODBOQg8vGoAsmqkSo2aVg/V5ggXygs9+g9p3KLNi5iogZ1b2r96f2FZ1qtCxYiCZALaxhbEaG3zohmtkzNnkNWQGcmJcCx1ZNdWuHujdGVUaQKKLrzShaKocePGqd38C4/09PRZn40Juh4IYPDIjzq9827AsUMAKvlUq1K9VrVadfq/PxpAVPizqSMHqy90dLIIQ1seGJ2aLb9OCdup//N4iwQOzmiMjYrgOVbJy0A4A1hbCDwo+va1y/kIHJ07d540adLq1asB7NixQ6MpSM1eENTNmBdJZJpeZxSMIhEJ4URq2EcTRwzqr9dn+9Ss0/3PUJ4QmgIYDcr4YMgicPLM4mhn5+3l5ujkTNPxyIOS4Q16wt4MvKBsXz0fULPbDPVZQizDL2mmfI8xzk6OaUmW8yDNWvhAEBHA4/t3nz68T9NOAARQZcp4Pnz48NSpUzraoVnbjq9fc1tbi9iTURM/p2kGQGZmVsG5PfN3KbCMLzi+d0dEUzuUrxsTHeXtUi2viwwGw5wpHweeOw1g4tffz/liQq7FnJ2dly9fLvEUAYAptGfKrPnfTf5I2rbR2hsBlim8Gl1Fqi3w6liJRWs3S/r85m3aR0ab6LqB8Kdhl06fUBK4zJgx48iRI1Y3PXo5aGQeSo65c+fKOaV37BAFITUlWfHsu37pHNN0irwQJgS8EYmqEFDJ+mAhcPCgGQg8QJlfRDCCEF26THX6MiH+yN4duPUY/ecUR0ZDQsh3k8YBQJWmwWxlOxs32TAt8L5Nm3+94RdRFFxcS409+DjLYEyVks4fW4bRv4ICRQjDstJU5lmuQooNazRZWAZ9MGbQBxazbExkeMzTaMClkJx+HmXLeZQtF5YmIq0oXd6rQsWImEzpDfPifKVttIxACTnchjhB1ag4A7ZPB29A/BNE3UWVJp99Pe9VK1M0HDlyJOh6IOxd0WHsni3LD10O7tZ3YFZmRvO2HRRGGQBqiiMA9Xz9PpwwVX3kUqQ5PW/J5sT87+Nt8eGIiYzo6VdzbP9ut66p4i0l7h2BA81sWPHjh706ZFoq89WYPXt2YmJiYmJily5dXr8+asGZEKy9FnfheaqkeiGECCK8q1QtU6XWupvxcnkCbcW6ePcbMAxMoZs2LE3TFIAuVVxL2WushPE3ywARHJdRvmJl9ZG0lByZ5yxHomzWPjGLsx68GOv4Aul//ItYE7WiCMDd3X348OHN23WS1kav+SJDhw71a9VO2p48a54kbezevD5GlXOuaNDG3sXzm8puxLMwKQDn4K6t+Vx14MABSdoAsGbxnFfNhdayQ5dfdx/p0X9wqc93aNw8AQj6TEFfOBILFd8USxE1A8SLGNkVtLx3JcCs4UiKfzH3i08fh8refDmlDQBVqluvzhXI0gYA4Pql83pL9k8zD5vk+iBVRjav8NbsWFJS1nv+SHxuTgVr1IM3pkj6PwUxD8rwyfsfvAzKreUUpmvkVcBo0ANAhXpw8QSjESDXv2fprDnTp5QqXaa0h5fGxsZOa+vt5ogMU62ICJ4jvJE3GgDMWPhTfGy0MTtLcemo26jJ1QsBWSaZMuD44ZG9Ox7dsQlStHyRXiF/6NLTNqz4cdGMKedPHQNgNl3l7UbDi2BttTnFEc5CJiJ48Vjaatq6DYByKiZ+FGe4pqxHsXdBpUYY81uygfi1atuua0+1tIEccVLLNmz3suREEEVi5M1v9I9YVYqPv+efxdsicOza9Ju8ZRpGKcrUtQQeGi3qdo6Nivjqq6/yuMEbhpU2wiiIBsHcyqUmnpDBnX5qntQFhgXNqIkj63o4DK1XGsDgemUqONsUHw2H1PRbdugyZNTH0pF5K9a9iCsgSj49XZf0MjnHYXVAqXm2q1G3fiG5nIsAR0fHRWs3bjhwcvPhM08ehH4zYfTaH+etW75IlpBI0R+pf3QF0aEWhzg9AL0+l3Rk0s8oiqIVWUJhBA6r0adazTrd+g7KYuwzORFA+onf0k7+lselllBN4bw+E6KgyHw+NeS4VkmKtRIfQ+/IPoC9evXKeVerMBY1evfurWx7V/bp9I6ZrqNpmw4KSX+nnn2HjP5ENvwLHASOAZF6qLnFSB329t9IT6CIqfEcWoCokOq161k81ZhV1h6JmVyszvzbXohIj0wtKE1cQbDV2rXv3guN+8CnKRgbmHwXajqJYpa8Ms7OyjLqs/tUc9o0Z0qvwcN7Dx7h6VUOAicFBEH5MUVRfiNR/P7Lz+Z9OaFvq/ppKckAzkhujFw2gNC7ZuaS+wlZSUVKhpATK+Z9s3PjbwHHD8+f9tmNy+czdAo1Tp7BybzJ88wKFmoAVVD4jQtnkZszezFNpX369GnSsg0oBhTDOpU6dzZAkaHVqOfrN37aLADN2nRYtmE7m0NdLRKiFqH+QWb2/57M8VYIHPcTs17QJiZsZRgVRRgycX0vBCNs7NByOIDw8PCSqZJVG+YEwgmi0m/3hiY9TsoWYNG9CcWAZtUCh7s926qibH20oSlCcssdmgNFbsQURX38xdenQ56fDnnuXcWnwIBMnhTAcal2gDDq9VIikmJKe0vTTOWqNXZvWX9s/67rl87t37apnHclE10DjyIb+3PWlssGUK9x01wKA7t27fL09Jw1a5ZypOeAoY6Or6YAl/LPfTF6qN5gmj4NWTBkqfOB0XnZWEReLkYIHl+GKFSoWKlDj95rth+UUv5CGRQsbUnV68gz+uLFi4cNG1alupl1QwpgyWtNNnfuXCm1bJfe/b0r+8THxmw7eanbuwMbt2hz49I5IokTotimU7fqtes28msGyHEons7axjUqA6AUfg5jNu6ehGCEKGho09SYmQpCfFu0tpI5BKMBllQcZ56m3E3IU4VZeMxY8JNPzXr2Lm6Obu6c6fYr5n0zoF3jZ48fPg971KdF3aiHdxd9/tH+bZuO7tlxZM+2tJeJcl43IgI4smc7ACQ+x+0jeHJV4guWcPH0iYZlHZ21LABJW0arPsTu0KRr0WaFfxGgfCNJsSHh9tXL5t9JzFOgKXCEoQBndRQVEQFwHFcyE6ejo+PCNRu/nL+UtdHygrDlt1Xv92yn8MeoMejDcadDni9au6lRM3OqFJ7nN65eNnP8SANnkdLn/6/f6L9QXnkrfDguRaTR9bthz68oX0dZkRDOAJHHpT9Rsw0gCyLt27cvgfoQQmKjImFrdrIzioRRTRA3onWNyzp4u9iqGz5hNKBptcelek5RsniUAH0ZgPKVKts5RBQQX89oChBKVA4QZct709EvUMzd+2VCvLKtr9lJ9g8QOFAFOYfmhRzaEc/S7vFA6y65ZG/XZ2eps90OHvmRb/NWTVsXtsmlpabcuHS+tIenexkPOeSPUrkrEtk4KB2QU3iof39RAM3YsoxBKpaZjMDtqNqsa59+IzpbJBaX2tLk7xYJd09fv3SOoqjWnbrV8/W7c/3Kk4eh/bq0Xb169Z1Y3d4/NwTfvOpV3nvkpxYmcCtUqlTpzz//vPIkfs7UT+ZPnwignHfF2KhIaLRo0FNuxOG35m35DCkxsHWA30QIHMPQdTwcykWfuc20FDkjbFkAdlpttv8v0rvY2doaMzLB2kifoFa9hrs3/a5+bujNK/AboF5ep6Qk3465V5epXrlqDeSNAodpG1vbMmXLv0zKNAqEKA2AiAAO7tjCcxwA7J8DUfh7t6z90mdlwJ4FES3WyxkvEXIcIcetbg7go48+8vf3hzEbQO1GfspZUSRvis2sWZsOCqGLayl3jufl6UCKrylS6l4NQ6UnvjTviyIAwytaDF8HrEZT0acGf/8RKJnHbN60zzYfDsipxsiJXRt/27TmJwBo+Kna8isQUjKDaoEoZDXuxOpe1UpbYvjvCxyiKD68fz8tXb98086Z97RalkmXViXK8loammkGwNixY4ujDlZD2J3rgampqfA0CxycQARVBzeKJN0gJmby6kBHQSQ2do5GFf+jKKhXtAAgEMIW6AX5JkDTTJmy5SLT89XuSgagfJAUgeRoABO+mk3RNCOzQwLFJpur3VCSa3WHjR0ACDzNsEXUmxLRq7x3GU8vxRMtPjwMnr65uivqLHO4V6paXUrRXhgkvogb3k1OA9G1t4kSwyxwEEBkVCoOwZgNhgWr8pYVONCM1sbGkJUNjVYS9VxdXOuo0rZJkNqSnYNjJd8mHmXLNWjSzMnF9e/df61c8B2A35Zh48aNFf06Dh750eCRHxWy/jcunQu6Jmc1i42KRPk6qN4atWTHGlzYjJQYAIpJReDFO9dCrp//Ex+0VBwdynh4tBozPjkpsUaXblEal5OPDXrIM73GxqaRX4s7N6+aH8kZoJJfR266GJOQhPtnzy+duHTDNt9m5pwahUfks7CZ40cmvIizGbaY9q7LqzqjVI1j+3bWbuBrfhEFD8+jYkNo7JAal8/9m7ft2L57LwAdO3bcf+H2lYcRSx/C2dVdKSAQ8G9IIh8/bRar0QSe9a/dwHf9zz9gyCJUqEeDMAzNCZw1nX/hoKFpjYOjWYlEBAAaW7u8r3iTkAaNgBNHQNcCoaQh/UVM9N3b132bty7oajxQTFeWo9a/Kdnt/3v8900qM2bM2Lplc9jDB19MngiKMbtYG7Mh5VWSxA6KXvzrZnd3uW8Xq89Ohi7ditRPJEQtWxgFcvTRyw23XlhdaDXAHdq+edZnY6QsGJIKvZB94428WnKy2T8jz+VQ/uukkBMIPbPDP3DA+6MB0Ch27oQxk6cpOUHMbIkCp2EK1xGs60Zatu301/ELP2/e3aqDyZWY0wOIiYrMebWDk7OLSuHcuIU8CBbmc5w7aXbV9D9yoGwFb8DkkCSFQkTdqx4rhxHRFJXT45KVPoXIyceJCGCcb+mLf67489eVujRzVlJJ4LgY4D9hWN85Uz/p39b3RWz01QtnlQL79u0rsMJqBMdlaGxUE1gZH1RugiqNzXHUip6ANyDob3DZyHiZ9PxRemIcDi+SrFQ0ETQadtzUGV8tWNazRcOQv7fopawlhAD4btI4o1WaNE4PlUtQjNEG9i7SJOR/eH8hq231aeZNm5jwIg6AkeMMnGBBfGJqGw8sk8XIuHUIqXGIf4JTq9SHXVzNvi/f/LhqweoNtrZyVI6zq1vVGjWh6hEBz1INgvimQm8q+lSbt3LdF3N/kCtM0QBoiF5eXrZFjcITjNlarbZR05YAqtas3WvAUBSbkTQvREU+lxJWK2Mskzd336N7If5/H0h8EQegao068lHLwfn/r0nlX4j/uIZDEITNmzejXld4VsXghbxaHRl+C5e2AqZZmqb9WllLwcWkSfNt3hpB5/MpQAgxCCRnQ7cQJwQORLx28exvyxY2aNIsAdUB5xJLpxIan5mRkQFXJ4Dg/rnSlaolOngXfJkVRBFA6TKe0p5EInw5Mq1qKW0+YZ5FkJaUS25evmC26SqipyHTIHBwLVvgfViK8GoFEs81bt4yOSlx4VeTg5W1tSgCuHHlUtta3vaWzhm//7QwTaXkSE9N8fAqV8j6a+0slolx0VHmVxCMICI4fQVb4SFAUdDQlNbZKS3dwtjv7OyUnMV5GuLTUjJh7yLVc9lY2aPzUWjIwjV/SNuS8KrE0QA4dWifWmIQNPYAYiLD//x1ZXZWZpfe/dt1zcWEpEazth1bd+p2OeAUgDL9pyYaWTAaSmNrilAXK1etHv40DITg7Hp8sArX9+HZdQB4chVtR0HgRc6QkpS9fcOp8Cdh7mU8nj++D89m0rXSPRirAChOD0A0yeCMRiMINtJc4uRsydaaL9TtzayjomhiFS+tEvbLVqgYF51D4hSFarXqNKo8Tp+VdT/49rPHDwGkpZql9r93bf18zHD1FfIqwjQOrL4Wq2VpoVzRR6ScfefymZOmh9EA+CydRxmtt7dLYGRRksDpn97W3/Nv2rDKsbWbbGxt/Z+mHr0YJQlIJWaV8Kle+7YBCjtZxx596vvKNqkHIUF//b762sWz46Z8NWzsp/u2/qFwn6/defi9jz/Tc8LNLPsISyVxyQscrzTE/UvMPYXEf1zDIY9BogCNFoyGUJRZISkKMGTKG4Ct1qFIlMBFgaOTc8Wq1fMvwwkil/9SRuClMe7i6eO//Ph92L1gADwnohgCYnMe/OZ0BFy85GoYsxKjw4t0b1Kles2kxARpZ2Dd0mXsNduCExMy3owfvho8z98MvHDbpNUHVAJH4HZc3ZX/5VLTYBmLFmKrYct5e69aNDtYrcknIoBzJ49+/+WnalJ2IopH9+5QX75u+eLZkz+SeIoK/F5deg9QvD2atGyrrn9nbYwUKXP68F4ALE1pGMrBzq5MaXf1HRxYalj9MuP9yuJlpJrvS8K1CwEKlYX8lqoJVaPRvP/JFGnbt3nr98dPJoSsmDfrzNGDgWf953054dG9XFzz1GBZdu7Pv63be/yv4xeq1a7vWbFKKc9yRGUSqlqzjrk0sUjXDiJIHpfJiQkbVy0LOHZoz5b1EAXweiQ+kwwuPfoP6dZnoMUjJYHD9MVoVgNWA5pp3KL10NGfmB6LxEzux4uFTUEue872mm5O16yqpbKVi7QBQOCdHB1r1/dt0KS5JG1Y4e7tGxxnbvkNyzrKdlLTLyGKMArim53/aPNqngaAa7u9gndPbFYoOTgXZKfj2Y0TB3ZL0c6m+hevTcKq7zRv31naqNOp/+JN+2YtWUXRNABCyKT3B1y7eBbAhpVLbgZeUGdaOb5/l62ttv3QMdFeza3uzwv4H94U/uMCB4DNmzeDiGBsNHb2RK0UV7bOrbchRlpTKGXPm5rISUEhHpxIChA4jFlq53ZpgI7OdaQrBgiKW5nAu7mVsrZYFxKi+Dzs0W9L50t7d8+fTIwIA/Dzgu+MhtcNX1SDMxpnT/5o5viRh3f9ZT6qDLUiZ809kCMyUNK40ERUW1UEo/78iSOXTp+wKEpkl6BbVy49DzPPK2IO99LbVy8Hnjs9fdwIKRIy/6ZlZ2+/6JeNmw6d/nnTLgdHJzAa+MiBMNd3/Q7eAJi8GRhKw1BV3Gw7+LgpBwEkxsUMq2FvZ6+VGcRz1MfRlKNHWlh37CV7ilSqWt2xdos98Q6zDgXtPXdz6fq/vMpVSEtJlkQlCfeDb+dTeQkURfnUqOVV3lsk4ASi5wQ14eyZY4fMRZMikKkKqBZFiDwETq1FsBOzkRiOrVMbNmn63bI1TVu3+8mS4FzyuDS7OVEUq3Vo0aFbv+EjXUx5DI4/SZl7NuJWXGFDV75f8VuPfkPoKk00pbysz6m6QOde/dbuPNypZ9/WnbqZC9zcH/TLtPnTPls0c0quN3ct5W7FKCi1OkVtKYJwIrl7//Hs77796/fV2VkFMK8UZrAaOmY8APSZCQdXADBmh9299eM3+XkB5wdTo7p6PgAmgUPRKut0eTozvsEFkpLwOdyrRbxjZWn7hc6wZvFcdbHwJ48Vbh4AElfH0b27hBxzovAaYfOvj/xXjzlP3Yl9rSCm4sZ/X+Do1avXqhU/M7ZaSu1AB2IecKND3R3tCi+Fv37fiEozFMiYaxRyD3k3I3A7buzr/94oeVcUAdhbcvQWH8x2WYFLSUooosBBRJjC8wghC76aJK1Kb1+7cupwwV4ChVTkBMdl3L19wyLDqgRJYJKIKKRkWgpE60BZG4YCoLXRqEUT/uahUxuXK/QVpmtllyAArm5mHQPDsCM+nojcEP7kcYFvAYCiaXtHx89HD73gfwylvNF9snRcl2YiaxEFAMbMDH1G2rNrAaG/zQBM3BWioM/K+HbS2IpVquYqcCzdsI0ySWCSwMGUrzV5wWoAEU/DVt41hEQmZhpF11LyG1kRbyhBsxLy/y6CSIyCpTxtNaafWIGEZ6qzAngOsQ+rvLyjHMsOv4cTKwB8NnNOtz4DzuTIv9WkSROoZ2uR8CK5ejt49vyF86dNlMI7szlBZxALvwRnGHbavB+1jo5sDkfI6rXr+bVs29CvxZjJ06d+t7BGnfrf/LiytIdKLtFnQG/9s5T28FS2u/YeYH5jQjZv3rz2x7kAOCNnegUYjMLNNDbQ6Ln5l+Vrl7wBBs96vn5HroXCuz4cZPH0cWhIsEqUlGpT2NuZSs79/JPQO7dSkhIAhATdMhoMKxd86+PjU758+QPbNr9+tfPC1ecvF+6VrdVZBsPdO7cB8Bw3ZuedQydPq0s2atayw5AxKF8XgG+zVgM/GAsgKzs7Z7Taof9j76rjo7ja7pmZ3Y0LEZIQHBLcXYIGh1KguAb3AsUpFIoVdyla3N0TnOAWNDiBEHddG/n+mNnZmdlNCJT27dvvPb/+ymZmdmxn7n3uc89zTniynv5Pxhz/JvzLORw8/tiymfFtxtA0RK9hWtbg0llpDOlk/ct/AUadeqs1fqaH/rwRl1EPxujk4tK+W59je7fzl+Pg9GdNXnLB43u3x/XvBqBZu45sqSBhKZ+cZ3MUC8oRfPUd0LJDFwAMP/vAq7aTpJTDyEOcqjyxf9ftaxdd87n3HT7W0/vzxAsAKku/TYIQhtdGPRgaFGuuKeU4iuAYhoHEJo2jjQBl0Gbbamx14oPz+CyyUhwci8v2bOIgDx43RXF6QSN/qt+0RWJ8XOFiJfu2bSQuz0Wmk79whqEP7dh668p5kqKgtkWxaijb2Nwyiv0BxwKgddl0VrL29dOYJ/dQH2BoqGz4CuSnD+7RNN2qfcfLEWlGo0r8zeo0bCqt2nBm0m31aeffIvSayYKVpNKztOHPHj/bfrxIcb8OPfvZ2NptOHhmx/qVBoM+oGmL8qZpcj7UiHjzasboRTcunx85cuSIESNm/Dj6xqWQ6nUbjJo6y7dwURYwMCwtfcDlXVr1ug2kOvqCQFZ2auMK3tlPC8ZFy5Q3B3dqdfzGY8u6xy49+9y/HCfGEsK/pRtApQk9s/RTxLtCxUowLAwM+6Upf5ZVaGsCwPAJP1co4x8d+cHO3kF0/zm2d3tOO/ErW75Ow8AOPfqGPwl7dO92pao1akhKlnbt2jVhwgS4eMO/x5OwB6hfBADDcQwIqDT8k3nm8L6fZv4GgOW4l4naMp5faTlEEAQISnja+R9CVGohCHAc8lq0wkkb1YXTx0epffDdlPOnjycEb3l0V5h2XLNgVmDb7/GNaAeK0Pbw2fPp9iZLAUp14cxx3+RnRoPeYBOAii3x4iri3gAIbNuhuH/pp1xqwPiVfYvShYoWpyjVq2dP7J2cLXnuh54ntvHPzdrzf8g7/v0BR2Ji4oN7d+HbXBa6mggQPPTpKayLE/4uAg5vfPxnIUQYzn2GjRnw48Q1D5LOvU2zOr8rvaivS8/QRuP9m9emjRRqhkNOHCb8+gnreDMOOg+sC0VxP2MEx9ao13D4hOkAVGp1q45dz/ABB0E2aG5FzhLAuXPnVswRzL1SU5LmrNqcl/OvULVGo5ZtL5+VaHKLU1on5lcv5HovRmv2KWWMjF4HNaQBhzYjDY5umSmJsHOCnWn+nmUBZGbIc5gcC+DnxWsalbRiZuZXpjyvT7V0y95DO7cQJPlD7wGi4lZO2Lf19y0rFwt/tJmAfAWgcbAScPD9BEvj1n68uyNoVNAG2DiIKY32dSvC3hX+9VwbdhNjuh/6DATAPySPYjJPblqmy/ZGxRY60XidJBmGPHfsMB6eABATFTl2xjy1Wt2weevSFSsrlKEBrF88l48YVq9eHRYWdiM0FMC9G1cXTB3XcfbWhKQkA62RPgzN2nWoX6vGL2OGAKher8G96+Zoo1ZA49s396BUADh2y6rFsIZbVy50Hzhcaj4OYNKgnui5lH8jMJVjtgAAIABJREFU7t0M5TgXAFBp+LDS1s4eJk3JL2VFsJyV97dQkaKzJ4y8cu4UgD7DxvQZ9iOA6nUD7t24ZnUnIyfPLFe5GoCa9RvVCmjs4uKSmmoOskNDQwHhWfrwKSpNz7jYUMIYhFLxNjfifM2HVP3P517XfrnT3dOrU58BLq75rL7mioVpKck79x9O1nOdWzYi1WphJoKVCMzzcQZjBENbCTgkagIC5MSgqA8RKJEfAAhSjDZ4pKelAcpnhj+9P9n8Rkd+hF8Z018ECGr7uuUAMLIhStbmC4Xy+xQ4f/LI+ZNH6o1fSRaqVLREcQAhJw4vmPYTfEqhex3L3f5z8hv/XRRRS/z7p1ScnJyEaXWL3k78y9ZGzXJ5Uen8NhDnI3KUg8wLOK52wyatO3YDYO/goKIo/DUvhtFg+HnUQDHaEA4u/ksbwNJI/YzMOWDh0cAYwbF3r1958fRRJR/HSj6O42bM403k5675w7dwEav7uHfPbFxy68pFlmX4iZXcAymCJKctWPn7gdObDp0NaNbKxsbWxt6BXzV50qR5azavXbqwCsszBzkVr3mvyNkYsvHyGnSZ0GcDHC+NVaNO/b7Dx/r4yptOlgVA5FyJx6Ni9Vqzlv8+c+k6MTeQC+7fDDX/obaBxgG8zj0P8Uk26HBpAwxa4UGgDQUvzNdQEEpkxc2yU5GZnJqYAKBT7wFn77+sVKO22IpV8nFMS00RmSjiHZQe8dTBPcEnDgV1aDFn2oReLQNWzptxJfg0a5qT4jhOmp94+jxc/Pz88cPlN6M+pWgV48iE6Mia9RvxIrYKJbS4mCi8u4vsVOkL61dW5rPo6OziV6Z8ZGRkaGjovn0m/i/HAtDrDbTROHmkSS+EIEFSPQaO4JNPLDgDy32pmr7V5GPY7et8tAFg+7rlPC+n15DROe3k3avwnFYBKF26tHgJKN1g/Z1omNsNAiRZv2mLIT9NBRCTYQgJe52WnnHu2MHdm9Ysmj5eup+c3guWZeZOGn3kxqMrOs+RZz+KM7y+BQvPWLK2YpVqgGg1RVvXHmUsmU9G5eQLf/7ycp5aDZoUKFT424oOiC2Ao0s+2aMle4DVIKlylarG854MHkWu376fla3N0DM71q9cMO0nYTNr+FZia38p/ivsV/79AYeNjU3RwoWVS5+G4IUw1Ve/aYtCRYoC4P6umlJxuoT8ExHChF9/m7Nqs5i8FYxI/gJzw0f3bsvy2zC/lioCuHcYD08h7q15pWUQJY68pYh4gLQ4AGLlCEGSRQoXBODq4ZnTyVSuXFn8XCugMZm7lav0lAmiRKky+Tw8r4Wc0bPQ+wm92m9TxjSvXPLG6UM1vG0AgDbSeq0wqpOCoXFqEQ7NQORjimPVJAFg1rK1vYeO/q5bH9mWHAu59sCZV8kXzpxaNe+X04f3MQwNgOO4kwd2zxw7dMvKxaJfVy7w8ZWUHBOkysZOZecgLljw+7bf1m+v06gpwOHhSbAMWNbNw7NLv0ErV6/z9PSyUVHIToNWUujICRYqh3ZsFotTRFSuUVsgW4rtL0lBpZHqEyybNRUVmqPxYADH9+6YPX7E4hmTxFvdsHlrccuCRWRTTgzLcBbT5GF3bvJVuJkZ6U5yHpJAcMlIRIZZwtK/bPkRk37hPzdt8329xs0A2NralipVyiwPw7EAtFpteGQc+q0Vv1vUr3T/0UKvzLIw0F+c4VC8ZPyrl5Ysc48LfxwGoHyV6ttPXba6E75cQgrpyHXYsGFBQUEmXhGRrmdOvDRffq2GzWYuW1+gUBEAtyIzzn7QiT/NrSsXP0smBRDz6dOD569h4wiNPdQ24g8dFRlRqlyFzLQUsAxoPR9taCgKAKFoHi2t9RgjONbNM795iaA4QM1ctv7ApbsjJ88c/+vCGUvW/HX1gGKJigD/egjoCwAEySe3Sor697W7wb9eZLq+/8Fn29YuExbKFTjE0/ybpUQs8Vnq6D8/1ODx759SAdCsaZONcmfTgT1+eH0siWHKdezRr2L1WtMvRAA6hv2MFfk3QUJsDMsKkwu0Tgubr5p5ZZlHd2+1KG8OpASZzr/gxdBoZNnU1p26N+/QZcwDACDBISMJ2alwNocIKoIwyk+DYGmOpJTjoatbkZUCoIp/UXGZnYoEcPLQ3uCkiCatv+NzzlK0adNm2MTpD25dd3RyDho57kuvRSisyFcA9XoKizgWwM4Nq+DojsFbhWqIhAhkJKDa98I2YnrAqAPLUiR0mWmwdZo2csDPcxdWrxuwZs+xEd3bS3coHTSvuvnRsGMpEiLAsXHRn4JG/hRy4vDy2bydyrnkpITxsxZYnqo0dzp80i/3b4YmxMUAAEHSINSU+UcpXsKf0KbdvHxB+PvuIcS99atRbfC4qQAoKoEigU9PcWmDee/adGQLCfy0lOR87rIIr02n7r/fWgBIB4gEA0L6ehgNBqhsRONiAMHHDzk4OjVo3rpC1RpjZszzKVQkPia6QWDLIiX9g74TuoHvuvQKhjUVeY6ljYanD++N6dvZ8lYAwIPj4se6jQL7j57g4pqvxfed9Tqtm4cnSVGVPAW9LLM7AcsA+KRX3UtTkQ4u4g/i6mHuEVkODAcC3Oln0c3L+KjIz3eEln4iGorQ0ZzCg5Q2qZAVKFRk7potq+bNiJWbvuauBWJjY9OuXbuPmQz/o35K1295YA4jpCxXFhwoNUjzKd29fiX0wjmvAr5d+g12cnaxmoTP5+6BBkHwLApKDYKSVGyx92+Gvgt/gsgB6DIfalvQRoNBC42jiuCMnDxJrEBUuIsuoWnbDgdEjfmYF/j0tPuwn+pV9SII4vsefXO55G8COwdHQNL1ungJ1fskRWpsWYIys2pIkrJxMHBkZpZpe4d88Cop3RtlklH4b0hw/Hfg/0XA0bZ1q427ZJaeR3ZtLW1jHDhmUqGixSET2MmtxfnqKNJoMIi6STFRn0AIjWMuPkmfAWMMPnkgsIyvqFZJfYnSaN7xKCazQtUaTVp9x5t3FPcvnRQfe+PKRTg1A9CnnMum1S8BWU0gS+tBymIUjjZAZQOG5u08TNsJ5xoebs4t26spAGeOHkTU82N7t284eEZaA8Lf/069+nfq1f8rriU9NWXOhFEgSKhtIXbYcsYlGCN0mUh4jyfBqPa9cMLSCTiWMWRn8gmAh7dCj+/d0Xvo6FLlKubLly8lJUW8LumQiGFYtByLu4cQfvlN+DMA0ints0f2Ww04eKSlpa1bND/q4/tqdQPOHtkPggBJgVIbWc7kiw6SIIxSkc1X1wHk9xGkFCiCsFWrsiXzEZ37DDywfROOzgZQs36jEqXKMPJJBY2NBiYyDSAQbDmApw6YYdJWEnFk9x9Hdv+xfNuB8lWqD/zRbLy862zorasXPL0LRH/8YDDQhEqjaMDLVKhUp2HgQvl0QE5o/UN3hqbnTBwVdvdWalJi8/adJs9ZAghBjKenZ1hY2IEDByJop11GPI3PTtHSBKUWx+dSpe0Xz54A+TkOS69/ckdGrXK5sXcB0Cz3wKIRsFWR/u52ZSsUrlS9tqjIUqFaTXGDmE+Rimijet0GfUeMS0tJ3r5uRUJsdPV6DfsMkVUwhYWFdezYEbZOGP4DAEVRj/TXYlgQag3FEAxQK6BxtToBv/40nF8V/TFi+uI1Vi/E3sGhVMWqLxOyoFKDUokZjj5DR727fxYAMpPBMqZqZBqAiiKNkowGRYBRuK68vpEWfvnAbclh9NlFnNV7niQUdrVtViKvfHaO4z59+uTk5OTq+sUUeOWIi1I75XPz8Cv9niRZjpAlMAiKAdKzsjkxmvCri5rmeJcioKYIPhv9j5pSESPI/5ashhT/LwIONaUMI5LiYq6/uRX98cPGw2chzkdYe6j+JEknMTFx9OjRISEhVWrVGz5xejG/UsVLlcUTvuSPE4plPqfJYQWMERx75dwpMeDwddaoSOJThr6Eu63l5pZXIT6sn706giSnLljRY9CI3RvXXDxz/N2rF7dv3cSoZgAal/ZtdPTshVPHQh+9eC2eml5H2NvIRoHiZLDEXUzswuPj400L2NfPHwNe4g25d+Oasuj0TyDs7i1UboP8JeBV0kwIlUQSAEAbcXM33t6GrRNgskOTBxygjSK3TpudBaCSj+OKFSv69Okj7vDssUPNfxooHIEgobHjkwH2Do6Ql6VINToteXNBQUHXrklYhwM2ClQ+SU+vy876sae5opKHOFNDEYRGRTVv18HWS69Wq7/v0denYOEeg0ZcPHNcrda06dRVpVIzjEz15PThfbwRidBASydWpCCVAQePW1cuKIgpXgV823frMy6o2+P7tzHmiHxzDiDadupm7+iYx3KRn0cOkBJLg48dKlWuYoWxw8UNfH19x4wZc/pl8q7DLwEY5RxPsU+6F5155+lLlMoPAJT64plTnw04ItP0868qVcLUFLG0VXEA0xevPnlgt0Gvb9Wxi7RsePX8XxRfuXfj6toFvzI0zU+s3Lh83tunwKCu34kbXLlyBTA/nEaaNUiuQdr/sRxnZDiCpM4/fg9gw9L55p0En/6Z46zOX1y/GJwQp1PZedEwWzoTBOFXpryeTTq6ZztgetQ/PUX4ZXSeY8zOgsZRWE5STOJHqG1h52Lmk1rTq9BQJABdnsWzDAbD4MGDT506BWDevHmDBuXVrIeH8gmi1JRa8/7NS4AAQcDeFa4+gp0NQUKl4UCYaQUkKeXGkuDUFKk1svgnkUb/2/Hv53AAsJIp5VgA79+8zMrMgKld/SvmI5YvXx4SEgLg4e3rf6xZCuBSsMAsA8MPIPJYUCo/t+QoZKWWkzTr35V293ZUz7788a+Q6QRQtKS/4FAKcw9EEvD2LeRbuGjMx/fmTRkjoUi3GnUw6kAbNKLwK8zNU+vWwnz/H2uXXecLDUwDkYJFin7DSyBJEkWrwLeMbBpLEXAwNFgaHCe6iAGcjHGpTdMwOhiycGM3aGPz9oK6ZatWrbp16ybukNceEI7Azx8TFICSpcsC+L5HPz5J06TVd8MmTM/phIODg2XRBgBbR9g4Krr5O1cvJMYrbXcKFim6eeWiqcODUhNjCKMu+NiB4/t20DTNV5Q4ubi279andadudvYOsEDEm9e8fQkICnYuPFEDAFx94CPpkk0Zju+7yVLlXhZFKwBomn58/7bwLSkYGkCxEv4A2nbuIV3j7JrPt3BRwQtNDmkZC4DoyA+W24j2OAoBPbGzPvEiiSpRw7S1iqA+P/piOM5gMS7JTEs1GgwAXN3cew0Z1X/0eJ+CFqQxC9y4FCKlcYTdvSldW6JECUAScLDynJk04ABnYDiG425EptMsV0QiYVyjXkOr0cbbl+G/jBmSnJwkRBumx4nTZT26cblRy7aOPI2GY8EYoc9G5BOXo9PpbFM1Fv92n1yA6Bfm5ovjrMp1JEZ9gHyG0RLSkfqJEyf4aAPA1KlT9bkKAFoO8ZU8PJJKTUk1t1flmqCuaS6VJEFpePFZfoGXbxHpZB9r0Iodx2dlk/6BOPcm5VXiZ/y8/378vwg41HIqkCD0BKjU6uSEeAAEx0EisPMNERdn9kPnfat5y00AAjPRcipUAbEjlOLEfE161N3rlyMjzPpIFEkCMObwbvx5YtF3XXsDgHN+dBIUhwx6bdTHiDkTR2XyxEOOA20AQ7NKGy0t1vdxcXZydLADOJP5J1ekhN+8tVu7du3Kb/Us7L4oYgGga9CQOo0Cn8Rlf6vyoZKlywpkdWmNH8d5evkAEGZ8GIMwSmKMMOqcHR1UBNyNSe4R1/kxa8n08CH1SxYqXHRCm2pHrj2QGp2np6cDpkGWj/+byBjTEQBKyEm8fPYkJSlRpVKV7zq6z/bbUxes4MslMtLTwp+E8XQ/8Zfad1yuYcrfGYv6lzNHrOiynz95dM+mtXdCLyeuHxFz4zh/Vsf2br9w+rjlxgpUqVWHl+kEScLJHaUFVgRZOsC9WVDdxs38SpcTToakANAsvXKHINTWskOXVh27Wu7TZHRCKEnFRp0bqSvh7wfgolRsFEhPTYn6GGHVC62y3Os1oGlLy21I0/SoIuBIN5FkWY4jJByUUhauuZZgWVgGHNqsjCO7/8jlW4PHTRE/O7uYpwnyuZsLp1s2lF1RmzZtKleuLA7YjfKRu/QPlgXNchyHBVc/xWYam7fr2KXfIAB1GzcbOp7nCZmfqKcP721asXD66IEAX7ihkdZ+48isg3N/fPsyPDODf5IZMEYVRdVu2LREfmfztKkgJceCY8yTwpIsIJ/G45ES9wkS+bXP4kVUkvRPnU6Xxy8KZ2HZVvBGbgAAla1DnSYt+o0YBxAgSEGMh6RQpzs0dllZmdJQngSnNvUbzN9VT/ANcTsyPTzx8/Thvxn/LwIOpRWoqXyLNhqD2gfeuBRy+fQxAF2a1X374vm3PXT79u3Fz6UrVAYkI7zMJEQ+likq8iI8cggmn4qAg2MNev2lMydWzp0hLrNVyaye8og8BiI0TTs4OXr7FnQv4kf6CNSqvm0azRo3HDC7isOoVdbL8ZInRl270u4l3exUJEGBBVCzbsDGg2ek/uzxsdHCfggSQL8R4wiC+Pl8RFzWtwkEvX0LueX3BqWWkRY5LiEupmqteqD12DQQSZHITgMA2oB1vUmO0aipBvVqL5g4nC90fPPi2c1LwY4Oji3a/+DpJdO3HjZsGGCSNi8XGME4gY82CAIqNZ+2uRpyunPjGn3aNHoZGfcpXRi9Pbxzo0P9yqN6dmhXu5z0CSxQyGKgzAdMcrx6+sjyYqM+RgifdBl4fA7PBEqp1WSAYlptZO/OXXr0BgCSlIY4LIgKNeqM+2X+6xfPTGt5B/DIAoWK8EWt42ctsCKzBhAE0WfYGEUVAAAHO9sdXStQBJGSlHjeQi2Uh2+RYtI/V2w/OHLKL9XqBPDpmTIVq/BMLBFarXb37t0XTgmWsIqA492b129ePAPAcgQjYUGuWTTXmIPwtggG1qrnOe7j+7fWNhegVpsDXF5Cm0fZStWatG5fq0GTvsPH9O0ryxKFhYWFhYWBNiD8MgCFTKBiSoX/YGRZhmUJkhw8bur5x+9/XbGhiNyw6d6Na2P6dt67eZ1QF0pSoCgZa02XCXDmRCZD40NYUVtDlZp1WJYB/x9MbRHHIvIJPoTxcYa9rW2vQSOWbNl76OqDQWMlGvNGPYBLZ0/zr48lFI2PVAy+W7duUnflvIDlLDI6JCU2uTQIUqXOSE9D0Do4m7jDJIkqbVGyTiYne7OcHR00pp6DyeuM0D8I7D/S5/bfH3AYDIaD+/bKFslNGf5Ys1QcWO/auNpyDy9evJg1a9by5cst5S8/i7Zt2x45cqTXkFG/LF3ba8goAEGjJwjrDs3AhfUIl1XHqS1+EFqfLZyzFKbzf3j7ujAcAWxVJP6yCq5dG1bt2bQuNupTUkKC6FYAlhXkBMSAQ5+NtFhezo8HBc7Nw3P9/pP9Asp6Oqg1FOnq7AJg2ZbdCnVIe3tHaeE+328x3Oc8ZfKMs69TfIuXsnNyJTUSmgvHAChVoRIAZCbh5ALEmzoPWq9Rqxm99umDu1LftXvBRwu7ylixBoNh6NCh7dq1A1DQR1AX5aRGGCaxJh7RkR/OHN7/9vWrkKs3ABzesUVcte8Pcy1J+259eBlWs7EZScmGpPzOOXbE5JkFclAuAYCUKKRE8R9rBTR+/ujB5KF9AysWW7dwdk60iXr16wMQ6hckR0xJThYUCwpXhIs3KArAvetXh3RuLQ1lOI67Enx60/IFt69eFBcG9hrq8/MJxYGy0tNWzP4ZgFqTo5bliEnTf1m6rm3nHv1Hjd97/ma5ytWKlvB38/DgCTThjx9uWrFQ3JhhmH79+v3444+blwtUXD0tD9YJ6uLNuwBYRexAkLFyDVNLWE+tc6xCO0REcmLCpCF91iyYJS4RSo0AABobm6m/LZ+7enOfYWNIeShmchXm8OYmLGYKGBYpWuGixDMyfk5O8GrIafMf1dpDY6fkyHMsgH1b1gt/nlpoc3vXm9N/rFs0J+zOTWGGBRwMWjw8CVqP9/fx9g4ff7BGfaEiRStVr+Ximq9dl55mHrRRByD86aN5k3/MS6oyn7vHy5cvV61atXv37hUrVnx2eynSUlMuScX9ePBBMwCA5fDo/t1DOzbDzgl2orQ0AUqNWp1RUib59VODolVNgfjf5sKNb0cFZdl/ou3cvz/g+O2331YuXyZbpM8SSPgAAJKixH7OYFBOGcbHRAcEBKxevXru3LlzJ43+ivR+/fr1+40YFxDYis9eVK4p0DyFg0pbfIY26iySYALjUgw4OMn/UaVWPUeTboGtisI3reASH/3Du7buWL8Sto5wzo/8xaSeWwAKFinGd9sqgutY0t797g6ErBZPUqMivLx9SpYuB4AiCTVJ2KoJirBIOwHF/EuLRiTF/Uvz1h4sx31RnJ7L67ruTkxspoEhCFb62HMcAH7Iy8O/TPneQ0f3HvrjHycuxkdF6jMzXj97LDOAiHszob5EGAPYvXv3oUPCnMKn0GOliEQADMtpjeypl/zAjujYW6aclpae9iGDWRCmPX/yqLQ7YSSpLLVGM37WgvOP3y/aaPKcI0j5kDQLiR/qNWzyffc+Jfwlbqs5YPm2A6XKVxzduxMvrHJo55ackgoqkgRgX6s9mgyVHvHR/bt3r18BgCrtUKyaKQVNJCXE92nTSK8T5oz3bf199vgRe7esnzZywNmjB/iFWQYmKdMihcCxwccPcRzn6ORcsZrSqNPJ2eWnmb/VrN84ILDlmOlzewwaIbqTpKeZ5UNSJaPn169fX7x4EZC8WQrWiGexc+rKsCw9ICmZ3ok1WBlAg/Pw9JTqjkixZdXi+zetK40CiHz/JqdVtWrVCggIAIQMgQIRqbqRp94A+P1e7M1IYbzBcZ8pppAZu9TqAhcvxQZNWrWT/Z2RqM+W2NrxFjy0ERyDSxvMIuiMEYAuM23+5DGxUQKjNrBdR4HPzs/NEeT9m6EJsTHIA9zc3Lp169asWTPSIh+WOw5t3xwbHaVcSlLSvFomS6HpMBCULFNIqUGp1SY+EwkOQCl3ey9HjZMNhb+g+u9vAMP95+VDLPHvDzjCw8OV1mL7pyJaKMWs07Bp9wHDTQI1ZKDJIVOE1ND83o1rM8cOzeNrYxVZRmb9BVMCnD+o1ICUMXK0RYvMhxoMTQpeoCSAwDbtHRydPL18+PlaHrZqvtbmGz9kWZkZaxf8CgDNRuK7Kajxg2QlB+DTh/f8tdB6bVp0xIgx44sWL8mfMwB3B1tnG2GITBJQU6SditrVubTKojXp0neQKHDZZ6jgqMlyWHMr5l70n436Y6Mi9UZDSlqagZYrrLNs576DHB3NYlNFSvr1HT627/Ax8THR4FiRMVqhqkAwrFCt5rQR/Y/v22HeeayMs/ny0T0AWp0uKkO/9YFA4nHK5+ZfrqJ5I6E6V33t/JkW7c23tD1PlJHD2TXf4asPxkyfqyRAMEZsH3X9wtnM9DTa+JnpgO4DhpevUp02ylJlm1cumjl26Lt37xQb82w5LdSexeRVQkrpRhUADNjAW3+9e/2SX/nk/h3xGzcuCYYsV8+fM1iyBzkWAEEQb148E1ilAIBu/YfOWLL2SGiYyAihjUZpWr6GxOqzTsMm4mdzLWVOJp+UilTbAEhOkkl1BU2ZzxBWim5EBL9JWXrDIgXCMFkZ6Xq9MIAx6PXJiQniyqT4OOX2Erx58VynzbY612BnZ7dt27ahP037rkMny7U0K3BXo9P1MZIYLvRiCJMzCf2H3gPMExaKHhcA0G94riaxLCOIfZm6XzsHRzHgwIeHSIu5GiKwjlQq1cQ5iz3ye5vqqykAovPfX4HU5KQLp49aqfgjVWgmKTl28oBfXZDyqUmScsznobYVAg6K4ACQBLqU9+hTyQv/AOGvrwDLcZ835Prb8e8POPLly6eYj2jesi3/oX23PrNXbWrYvHVA0+YA+o+eVKFazaFDh3p6ei6ZOZln8HkV8JV+9/rF4DV/wqQxKt3w0sHE8+c4tUZjfmMBoWhFZlvKQJ+FByec7O1sNCoAvMbl+eOHsjIzEuJipgzrJxZA2qn+kmDcLIVJaaC2kzEuWbYRfzNNNaXPHt77dfyIiNfhgMAjc0yNmBsoZPspglBTBEnAw96K8ncxv1IjJ88AMGbG/PqBAg2Q4fAhTRcvp3Gk6ZiojBz7V2mS4+br2JnjhgVWLNarVQOaZmhWKh/I32eucat2/Ub+VKVWPQDV6tTvO3wsv97btyBYBqwwATf1txVHrj2sXjfgyf07t69dWjl3xq2rFwFU8nFs00bu/MJLTkV+ZFmIlr8sCFmJr9Bhk65u7gGBrbafujxz2fo9ITcrVleO8nk4u+bzt2Q1mh6V6xdDAtspK2MB/Lpy456Qm5PnLVu378SAHycAUKnVAYHmQtzIiHcXTh+fMmWK4ot8oTjHQWlZLDboBMGfPwDYOUNjD4kiqp2DufjF3SQ9GXoxBBaVIBq1etXOwwBS5N1/QGAracHwleDTLav5d2pY7ZcxQ/je/fsefWcuW9+l3+BfV2wweyYD3t7eM2bMAExkGmtgOLxI1BrkUy37I6lL73ObM80wMGl6xT45MEZtZsbV4NMArpw71bpG6S5Nas4YPYhP9vAPVS5oW6tcp4bV5k8Zy1jQBDZt2rR+ydzj23+3+kV+9oTlOIPEBG/XpnWbJbNLCtg7Os5a/vvZ+6+Wbt2nsrGRu2cDAEkSP/QdKF3yfXeBWeJftgIu/o6Pj6T65fb29qZ5FuDqH0iKdHI2B+6REe8S42NF9vHwSTM0NrIjflt9zF0bV8dFR1mShGDjAD8JIZd/aC0kZDiCMpgsYY3aLACbls2HqWDunxZw5OXW/S/g+M9gxowZ3wU2hN48VRF8/ECFqjWWbNk7auosANmZmS8ePwSwZc3Ssf268LnxM4f38XyOKjXrdh/RpZsDAAAgAElEQVQ4XLrD0PNnRf+OL31hWA6c+EpwrNFgEMbQMFW9y+tWVCQ8PTznd63nmT+/miIJwqQpIhm9Xb8UnJaa8seapa8f3YGcUD3z0odMw5+dx/P09qnbuBlgqlOX9hkce/nsSXdPL6Fxp/WxH9+ZT4+hwRizM82K2tV9HasXcMpFztHezh6AvWmSiOM4juMMDCdKtrMsc+7YwTlbDq48/0TxXas/x/5tG0LPm2o9eFq+CIMWMS/AGPO5efgWLrJww46eg0clJST0atUgsGKx8yePFihUpH4hBzw4iY+PJsxe5OntY2tnL/XiunBKqKqoUKHCpUuXhg4dKqww6gDY2DkwMFdRMgzOHtkvbOBTmnD2hEpNqtS8y1eBQkXqN22hYKFKkaZjFl16bbFY2PnlcycaNm+tKCsFULVWXU8v78C23/uJis7A+F8X9Bsxzq9MOXHJxYsXaXnvS5l+JGXRkzTDQVJChoMkQZLTF68Rh7D9R43n6cC1GzbpPfRHAFdDzkR+eA8LUBTJF76Wq2RWla1au16JUmWkm80eP4L/cP1icPCxg/zn+k1bDB43RUoz5DFq1Kh9+/YNGjMROYCmmSkh77PVMg11PcPlbuHMspzSJJZh+A74+sXgXRtXz54gjKRvXD7PTyR17jNgyE9TNTZWpHGkOH/yyLFjsgqdjIyMefPmAYA+y+pXaIYXtJV3KiS1/4+NuR9LpVZXrFaTotSchYYKRRCNWrSVLunQs9+5h6+PhIat3Xu83w/fwZAtrUZJSogHQ0NIynL5fQpUrV2fX8UwtI3GBjAlaElSmpHKHbm3q2lpaVevXj13/4Vim+SEeDTsL/AwpPGBg9wZkU/LWSRCsnR6c+TG0ABOHdyt1+v4WifLxNzfILo18uSbxOyv5MvfjcowMOxfYHTxZ/HvDzi8vb2nTJnsaytpSzj2yYO7x00at7euXkiIiQIAkpIS3z6+E2ZYB4yeMHHOEnF5fu8CLPuVvTgrIarZ2tryi4TSMr64Q+7iQeu0CbFRrm7uFDhdeipHG9MS4wHZG3Xu2MF5k0bv/H3V2ycPAMRFm33U7kVlpuu/3DjeAjMWr/GbvNereBkXDy8beyfzCo4FkJQQB4POLeJaUIF0fHoKALQB2nTQBtBGqSZBDV+nGgUdc3FSEBXY9Hrd8+dPL76MAWBgWJG0tWn5gkXTJzy8d+f+7VunDu3JaT8iEuMkkx1y/iMYI/ZMBMdRKhWAK+dO7dqwKuKNMCnw29SxCXGxM7sHnt+59vzJo/ysh1qjkdIDzxzZf87U+ZUvX3727Nlz5swBAIMOgIeXDyuxBPyYrnOr3Ej4Zs1OXPEaoDQsh9fPZRq4OSEh2/BRY6FvYUpn8WGQZcBh1WvGwdGp15BRQaPMsp4tWrRQlJaI7YKSsSsXAXP18Gr20xJKbbPhcLCUx1CgUJF5a7cGh72Zs2qzm4cngPDHD5VCpQAArSl/Zu/oePDyvSE/TR0x6ZcZS9ZKCcWKYCg9VZmHqOIrCx3Gjx/ftWvXjYtmQ5cBa8jWarU6XZZWRo+g2c+whVjF3eBzk4wRHBt64dzWVUukG2ekpQEgSDIzI92gNzPGivuXXrP7WLf+Q/uL5HEAwJ49sofZINbL5HQJ2dmpKUkvnz+VLSVJLx9fkUWeC6xe6Y51K54+uNvmh+78n936D/UtXJSiVLwKu7dvIWFWRTpX9ekJTi8BAJaNj4n+Y80SAFtWLm5RxW90nx+cnF34R9S/fJVCcun3r8Pbt29LlizZqVOnXi0DxFePR8MWbeHsBScPQE6xV8ujPV53hLJ4FKUzLEY9Ti6AQUtRqr/OMiIXpOmY365FRmcav3q4+Nu1yMg0A/PP4578+wOO27dv16lTJ+rdK8DUT3McAJ1WILhxHBD3GrQBbjLKWOWaZtJyMT+z3EJ8bDTvzJRHSGNho6Tp1GVnAkBaHKJMExAvruLlNUhpHIwRHBd8/FD1pFDD69tgjNBn4f4xZydzrx9256bgJkrrAYQ/eyyuYrkvc8LMKW2jUqujOEfWzplmIYwD+EZHoguefHjR1gXThSW0Aet6gzHa29oULiqrafRzt29Xyg3WUMnHkc/+RH6MaFOjzOjRY+ZfegeBfi8cSBjAkSRIatmsqRFvX+V+RfXNCg2Eclhjajd3rl8J4N2rF4rvxlirIP1x+hwPSR7CnD4BAAwZMuTsg9eDR48FwLAyjuH1jxmuDU0BAZ9rIQiQ1NOHd3O/BINev2vD6nWL57GW89Om21IroDGAkqXLrdhxUIzwylWu9ur5EwDvX7+0vFE16zca/+vCgKYt+vXrt2jRIsVa0pThUGZlpRkOIIMmQjg/hsMra2GTNNwpWbYibC1FxjhnF3Os4Orm3rnvoA49+znK/dtUKlXrTt3EPxvkwNAUTpimt23bBgAsI/SFliBImmYsFWteJmaHfkhL01lp5fc+SQiLyZLdDcYIxminUSkpYgCARqZ5210bZIVvFavVLFW+4sAxk3oMHO4mMSlMS5NZ6Lm7uwv6NLQBlrwuAAT58/7raVr5Kod8cfHxf6zO4aolsJprP31o9/rFczMz0vdfuH3oyv2BYyaJqziW9fDyAssgMxEpEmtohkZihCCCDoScOPLi6aPdmwQ99Yz0ND73+er50+mjBvIl37ciMyLTcpPzygVbt24VPy+aLovYXPO5SRxhch5l8eYAlhYW0lEQx+LV9Uo1aqtUKnEI9HfqiKfo6LufMhjmi32MRbAcDAz7vyqV/wCEoQMnCkcKPY0YT8RFf0L4ZWQmo80EOHkMGD2hQbNWo6bO6mCav4SFPMaX0qcB3IvOPP0q+cAjybvK9xYJ7wRXLdqI6HDcOYCzS83bxL7G47M2tnaGxChhtoWlcWWzl8kpQwaWBeDm6WNewFnXa/8sLMMOhoOBYQ2sKU1n0OLTM8sXm1fS5C8PHGujVhajeNqrmpfMhxxw58oFALufpqBIZUEKEOA4vHr+nB+3CfRAggRJQmN/2bIKTn4VtRs2WbRxZ8eeQVZMbE0BR1xsNABL8gRfWaOAd4GCFarUEP90dHZWbMCxbHZKAoCL71M3PTDnVziOK1SiVPW6AcL58+IWBKVwWrfE1tVLtq5e8uj+Hc6CAKGiCACeXt7dBw7jl5SrVO2PExd46sCzsPtj+naeOjxoUKeWAzu0WPjzeEWNVcvvOy/4ffvq1at9fHwUeyYJznTaihUU+Ll/ggTAmKaoFs+aOqxr2yUzJ8d8+mh5CUaDYf/9CDQZqlhOgvMwMTwq+TjmorI/dvrcGUvWDp80Y+eZqwrVDQUo6eA1h/kIQZvBgjX5MCZrx+P4ESetFI+EJ2S/T5GJUNnZaPK5utYr6YWzy8WF8+fPnz9//q6zoQVN2iHCLw4A8PYt1GeYmZhZM6Cx+Llo0aKKI65atWr//v0/L1xlZ2ttRoak3mkKwdFDtjBwOEo3jPmkFF+3BGuVUcuxAK6cO+Xsmu/Zowfzp4zdsHR+WmpKdlbWtJEDxg/oAZZF7CucXiz7FkNjQxAfFXXo2U/JkxUKAMmbVy4M6dIGwNk3KWExOfwufwL7tv5uHlFIvQgs8VmLTo4F8Ojurcj3b/m5xb/ZS4VhOYYDiy8r0JOCV6j7B+pw/Pu9VJz4ZIAoFKHSgGM79R7Qua9Q35HOq2vwEQmlUjA2eJQoVbZ+YEt+OOvmmd/ZJccu0xJpKcnH9m4PocrD1VvHyONoHuK58XwOfgDBMiBJpMfh+UXvTo1PHtgD3wY8RbyYX+nX4U8tjiPssHBxs+Ehw30zw3qG5YysZLxLG7BfyTQEMGb63JE9TZU+LGPUZZO5OnBK+5j09PTzJw6j3WQ4ecA5PxI/iATV86ePn5/Vd//FO0GjJtwMew4be3gWQ88lzq6frxiqUquep2/Rw/ctpJlMb2OFKtUBVK8bMHXBijOH96WlJLt5eFaoVjM7O9Pe0UoX2G/kuNSU5Ie3r1ev20BkmPKIiIhoVaMG/Ouj7cTI5Axne2VXIVBAxMkdkvIqYC12lECY2lMUxAIwadcmxMVeCT5d3hQGcSz3UFJadSf0Mv8h+Pihjr2CrEZRlqBy8vdxL4TeK3BohpKdR5Kvw5+9Dn925vC+Bb/vqFanvrhGr9dNGNjjraowaim9f9UkQebNSIggSSmHNLctCaJQoUKRkZEAr2RlgtQ4kBRN6WQwMqzOSOgZ9mlcVrn89tJhBsspCRx2NhoNRbo6ORZysYk0mVH7+fmJdrV8yO7oZJauKlrCz9k1H0yP/cAfJ2qzMq8En27fvr0wGSe/kMaNG7vFZK7YrVAj5AACJEmpKJWdvSzkV9tCpXZ1d13483g7e4fOfQd6WxT6JmTTv139aN2l0pSBf/744YzRQvO4/48NAc1aCU+RXDSox8ARUR/ff3j7OikhnnNy9i9XIWjUT4yRtrJPUXrLaPzSQncp+vfv//vvAot24hxZ3MNJbeT4ahpVjsoun4Hp9JIS4kkPd1iQRv+6bAe/Z57vyXFfP5XDgqPZ/5FG/xMYMWJErVq1zHrVADhW2iA2bNEGAB+hB373g7V9gCAIN5MOcXJC/NY1n09a8mBZdu6k0dvXrYiJ+hQTE5OSZpIAB5q2/k6QkhTOzSBEHsL/adACIfzM4f1vXjwX5ow5NilBaZwhgGMB3L5+DQDLcW+StRzHPU/IVqSIYzMNXyF5y3Iw0JIRsnwAYWdvX71ug/GzFpSuUNnMcmAZRDzwZqwrDFoiKSnJvFuCkjHJSRLAtrXLPL283TtPQakAaOwJjV1M5AepuLsIRYZGZ+9GBg6zuCTW3dNr2MTpXYIEr5Amrb5btHFXucrV7t24tnXVkm6BdayO130LF120ceeJW8+W/7FP0aCvWbMGAAzZAFiCytbJUsfm5kOMHghi5Kr9799H5HJb8vGJd6sVm6bbFf3RPPujkFOTQkGGqOTjqGA/iMgxTLSxh8YOPZcKrt8ifEqL7Lx1i2anp6aIaxZMHff80UPeK0t+8pyt2rI4+htAiDYAaCVsBtbkIAgIgtYWMLKcgWYZDtMvfojOkPH1WIuCHTVFqClCm5UpfQIfPpQJsVfycXTSmO+kIsPk6uY+ffGa84/fb968OX/+/MgRpm+xDABC+NEJmuPUtvayDQkSJHXu6MHg44eO7d2+5JfJllWy6Tr6bbKlXrhZ3WfZH/vD7tyQrrvGOxwBSPyAROFJc/Pw7Dl4xPTFa/zLVcxIT8vMSH9w6/qZQ/ucXFz3nr8ZFBRUvnz5+k1b9B3+IyAkFeo1aa5Sq400fe9m6Io5P/NiMF+E4sWLv337dtHGnTvPXmv+naxguHq9BpIMRx4sI3KChKRy6tAe/j346qmNrwPLgeE4huO+erjIdyn/Czj+A/D29j527FjNeg0JAAYdstPadOwipUyXqVB5w8Ez+T3cAXQbYE5vjDn9NkNSBZeUEC9+1mblNSUYGRn54NZ19P8djm5mUW2DFkkfJ89e2KB5G0BIrniE7WtS2Q8QHxaj+Oi/fPYEAGgDDDpwnCVpTgDLwjRB8C5FN/18BIA/wmJvfZKRyK5FpB0PT1J89bMVNxzk8bI84NBmZ09bsIKXxRz440TBnUSbnnn7+N09K3PZrRTv3783F/WSZCvJtD3f3Z46uKdDQJWkxCSobKDScAR5ZPe2oO+a5qSaLIJlwVp02D6+vvsu3OrUq7+UakDT9In9u8Q/c5mysbO3t1yo5YlBJrEjhpO9XwzLNWrZjl9lXlqj07VbUktvJQaNndysXUcr9X4wD8UUPiDLtwlaW+269KrTqCn/uV6T5v5lyyNvoHKUViQEDQMFF692NxQXUiwRb17NnTSaY1kARoPhKt9dyacwCECjIjUW8cafcWYW0aJFC+GTLlMkWJCCzl5uHGoDwxlYjmE4I00vnzN9xuhBvL/awWeJWiMrMkb5QjEXG1VFL4c3105J91CjRg3FPjt0MEv78J71X3SNd0IvZ6SaHm/GCIAzCa7QLCdWcpoheZgf3rkRHamMmFmr0r20MBKrUb9hhao1ihT3U25ggeTEhKWzptI0HXz8kLgw/EkYAI/83gsXLrx06dLMZeubtWkPwLdIia5BQ8bN/A3Au1evboVePbF/1+ShfcPu3Mxp/znB2dm5Sq163hYGgR17BvlXqAIABKDLgNY62fbzkEzHpCQlmTgcf2vPzXIczfLKXV+5B/6Ec/LV+g/inzWlolKprBox/Hnky+eqSUn2LVa0j8ObW1cN29ev6DlwhJOLCz/Cs7OzK/LxZfynNI2NrZ2dYHbwJkVnJFV2dkLD2rB56+sXg/nPlWvUFjdzcLDitylCmJp1yAddhjngoPXYNnKLalj/kePioj5dCjmDT88SH127GMb1Hz3+xNGjCQAYIwjSzd3j152HR/bqCAC39iHqGSoLZLTOfQa+e/bQxsZm/PjxBw4c2LNnD/+e+JeraGdnR6lZPcMBMDAgKZV4tgAotZogjdIlnwWrVIG2nNtHdOSHyt4+AMpXqVa2UtUrwadwcDoApnShnI5la2srvXvu7u6Ie434d8hfHCRVs0GTMzdNA2XpeFSozlWLg5hXzx7nkm/XarPPnTwElZIqoVGrLU/Mcgyay41SqVQEQUgvoV69evv27RM7OSXNkyRL+Je6fPaELHpQqb0KFrZ6lDcvnt2/db1kqbIj5ywv/Tp51Q1Z50ESRD4PjzJNW1SoWqNb/yEqialbjboB118LaTCWYe7fvk6AqFq7noJ75ODgoFarKYqy5CTZ2+dsmsXrnSsCOJVauuT+zdDIiHelylUQXueKrVCgtHQKgwKrIlWlPB1rF3bmr128jXZ2n6G68e/swyghjCYIQqPRSC9h7ty5586dAyA4BZIUAJIPZhmjMlSSgGb5hp7V6Q0P791G4ocbl88fvnJ/5+MEBw0pBtxqimRodtX3ZThtVsuhZvltNze35s3NNbp2doyDg0O3bt0ePnx4+vRpFw/vlu071S1p1vesW9JBvATk0JKcOrgHJYWyETA01OaYieNg5U7xXmWmJ7Bw0eK28kdLrWGt9EP8BATL0gaDnZ1di/ad3r0K37Vxjbh+3/kbj+7difoQsW2dmbBy4dTRxPjYVh27njks2AdWrFZTcYFnXyQCqFYvYHTDPvzCpKRE2DvDxRtpsQ9uhUpF26Tg78bDqHTLJJzlExJ291bIiSMZ3oEgXFQE6E/P8OAYBm3BV4A1Zzi6BQ1hbWwAkCqVnZ2d4hFV/F5WTzWPEL/L71mlFpLJOx4n9FGpaxb6AkMZgiAIghAugCBz757+fvyzAg6apnP3I/56sIyKJJLjY2euEnIYH96+nrFkbVYWBUCr1WpIDoBWq9dqhWaRYbmsbJ1WLbycTVq3t7V3eHT3VqlyFRq3bKc1Fbnwe5CCTxWI45gJsxctSiBBqQm1jVD7zjIA9mxe12PQSFs7ezC0yIcoWKREQvRHpESBUoMgk+NjR/bqmN/bJz42BkYd3t3D+/sAPL28D2zfxH+lY8eOo0aNGjNmzKkY1WvAr1wlrVar1er4gMPIsDq9UTzbjLTUR/fvJpOO6WkeubhXSMFxiMm0+FEsOFleBQqKR2nYos2VYGHkV7VWfXG5FDY2NjqdLivL3E9UrFixcf16l2JfI39xOLidPH8VDqYoQRpwCJJZlNjDuef3ToiPWzpz8tWQMzXrNxo2cbqUV7h4xqSzd56gmxVBJKsnNnnest+mjgVQp2HTJq2/s7oND1tbW51OJ30AhGS+6eYo2nUjzdRr0mLzysXyehnCv3wVy6Pcu3Ft8lChja47bsVzW+WgU0MRbi4eM5etB2A00kZjjmN3nt5h+WZlZVEEQTAMY3l0Qy4unQLjUt50UCoUKA19JuLf8iSk/t8369x3UNlKVXoNHrUz1gleJaWb03odnW10LKBpWVx4bMTbmMsNF09bulnlAk4Gg0H6rZcvX5q3NuXMSIaGGjZqleWjLCU06PnJc4KEsydSY0Hrnz8OY1kvrV5mQQCQy2ZOPXtgu3RHycnJ79698/ISelx/VyorKys4OHjVqlUA8PbtwukTGx45YHlFBEHY2tpmyfOmOp1u48aNz8Luo4TJfdckOpzLzfFuOdCjcbunC4Nq1m/0Q5+BnMX9TExIsCJjZdQhIwGM8eGdm/z2QaPGt+3ck8/2te3cwz2/T5PW7aM+fpAGHAAe3b01YPQElUr97lW4m7tHucrVsrKyoqKiLly44OXl9ejRo5D74ag8ODMrS6vV6nXawac+wNkTnkXh6I7TS6SNhgLir6xoYC0TsW9ePBvR43sA6FIaBV00KrKIf+m3dw/h65AW585mlAxo3LFXULU6ATci0wHo9QbpmSieWHGhZV+QR4jf5fesNb2qLxKy3iVmVPD4AjIKSZI0SN70R2eks/KcjP8ifNF4VYp/VsDx14EiYNRmZSWb1Qyvhpyp4GXOittSBIBVC3/11Rj7jx7v4p6ftajLr9sosG6jwJwOkdOUxK0rF1F+MCgNR4p3W9jtpMG9nsvdt5/cvw3agK3DELQOBMUnEuJjYxq3bJcQF/P04T1+iZtH/gSJwsSqVauGDx/eplOP5bdizRKEDAe5ukBmRnqH2VvhUQSZ72dd3zR7xUYiD1Po71N1k0MilEslFd6Fi5ccPnG6VLe4QbNWK7YffHzvtn+5ilK6TO4gCCIuNhruvgBQrsl9yc0vVr/N+5gXeHsHgKOzSyYff5AkgGETpxf3L71x2W986v5O6GWNjQ3fDfM4e/QAfK0wJYkcZg0C235fr0nzzPQ03jj+iyB06jmUvzMMChcv2XTswgvxsvfO6ubnTx4WP0d+iNAVL6bYgNds/Yug4HCQBCH2UpTGxhppn0Ch8shfHDb22Ci4xhzYthFAnUaBcK2jLAlhjGCMMR8jgM9n76XIy3xEpUqSCSaT3qghK63w86NZNXsohWkYRho80SxHEAQIEk2H4eYePD1fskxZJjLJqDfA9P4atZmwdT57RG4JCQBwtqhaevDggfj5Tuhlo9GozplkI8XEiROFCjvx+aD1yEjIPeBITM/M1mor/Lx3XhcrkrVhHxImr9iMKu2UK1ga20dBbtbq6e3Tf/R46Va+hYuMn7Vg8S+TpAtvXAp59vDeu9cvAFy7cC5j8eLx4yXfcsiHyoPv3bi+933IpuULMHy32tmNBcWQqnZderbs0PkzdyEPEEQBILCAmxa07dT2u6g6xaZZI9Z/Fg2rlJ3evBQgxPr89BnfqD6KyfwmU36fhegRaGS4L5XSiMkwjDsjEOTpf57y17+fw8Gy7Pjx408f2m3IzpSOy6vXbSBNwyZ8egfgadj9c8cODh4ypMvWm+w34gpdO39GGBGKw3SOAzByyi+KaGPcL7+Z3TtZFs8u4JWga3np7AmpOEG7rj0VR1m7du3tKxdgmr1jJbMD2aYxxMPb12HvCkc3kNStKxejrOlMWIJmOJ2Vgm7zozx2+rxbVy/+PGrAukVzRPuucpWrdR84PO/RBo/njx7waiJQaSCRXo4w2jUYPmf5tgOn7jwvYRLNVNvYnn/8vlOv/gDiYsymTaEXzkn3WbN+I6sECCrn7trO3j6P0YaiAVq5ciWQo6i2kWXfJmVfMBRWMC4Za6GPk4ur+Dny4wedQdnNqCmStFprkDfk3nSS8goOteReESRFWOomAaDUUNmAVI5hbl4+r7aRKuJzgBBwaDS5db2WhbJ5bO69vLyWLjXVlosvFMd9vHwoKV5JuCZYWjE/yHEcSEpt51SibMX5G3Y/zLBlOY6RJKUYbSYOTLOUx1i6dKnlyK9aNXNtTq2AxnmMNiCVAhN1PhgjNg6wLsthAs0inVY9SdBHvLEiURNy/zn8rb2SprukkCOzRMsOXXiqFg8v34J7t6znow0eGzfKpU5ZFkC6zrhpk6CgY2QAlaZeYMthE6ZTFpXeIqyyyqwO6nwLFQGAOt1h4wDgxO8LN/w8okRJf0CSiM2lSlYOJ3nI+B/icAgfpMPFCefeX4lIi8+UkWHjM43hCbIKAC3NiNTD2CyD4R8Wc/z7A47jx49v27YNLCtlAxXzKzV0/DTpZplJcYDA5kvL1KbraKtVSdlGNln7Bdqdj2Iy6zQMBEFAMsVOEeTGw2fbd+ur2HjprMkvnojWbgziXiMhQlx76+rFcTPnj/914baTlzt07zt84gzF1+OjPgHYcj/uYWzmzStmW/Atq5asXzwXgKOTs0CAcPZC20kKeaWcwEDm12A6PeFO1m0U+PxGyNHd225duXhox+bt677MUVqB6nUbCIxLSi0dd3IcVBrb8lWq29jaiVMD0mG2dGSmKGyW0ddNIAgQf6K3tgqzOmQOo5K3KbqfL3wQfgIJrDZn3foPFfw2wc8iyfp4ikAxV5v6RYVfMHcRi6+AhiLcJH43KpKAqYyU4XKwTOZ/MpJC94Wwl8w6V+/gXaykOcPBm4YwtJ2tpmgJP/H8v+HJAzh61OSCK1Z+8VGgxU/D8WqhFlDb2ddr2yXbu+yme7Esy3HSmJVjESlT1p84e1FUVFTv3laM95o1a7Zo0aKmTZs2/67TqGlfYMMkltdKek1etzBXjgv/K1CqObdTLBXM1LZ2lnY24iGq1QkoUryklbVyjPtl3qCxkyvXrNOxZ5ClYLky5OJPvkRNBPQDeAUaDcPh+qULrWuUXvzLJF61OU3HLL1uYYyXN9Rr2iKgaUtUaSv433LsjcvnV8+bAUgkR3NMCykfZcUwpGg+u6KuNsGvU57EfXFl31dD+oyKjcPbFN22sLjbUbIKgJuf0g8+l5kQsSwhWiTqaFZD/WVZ0K/Cvz/giOalvlkWtFB36ubhuXbP8aIl/aWbFeBnXnlagIlRL+0JjAbDmcP7Jq/ZNefoHctis1xKPIZO4iMD8w/P0IZBHVveCb0iVQHi8fLZo4bNWw/5aap7PudW7dr3HjpaunbpzCmVa45sqqgAACAASURBVNT2LVwEAGcRs6ckxQOIzTSEvXh3YPtm8wqSOrh909sXzyvXrOvi5gFKDUd3B7/qeTRvZK3Wc5uO/l23Pu/fmz0y+HEVTdMJsTG5GFfysOxmqtauJ9hLUippiAbTb7Fv6+8vnj01LUFYRBz/EzVu2W7Oqs0dewaN/3VhvxEybYxs1yKooLTbUJN5mU36Mmg0mrZt2wI5Dqf0NMeAIEilUee+JwnP4pVTre6eXgs37Nx/4XbVflPhWUz6/KhIQk2RhVxsupb3xJcg73GJiiTmBxYV/+QdfCiTo5t1UGqoNCBVcC8MG/NRqLo99Bonc3qP7wNehU5sXr6Vv4e1HX2D+OnqVVPJJWeqh8+pt6aNVnsjA8MFv0ndFhZHcyyruGrJH01at98TfKN5+x80OTOi+vXrt3fv3l2b11vWVuSC7t1NXFHRmYiPlnJPspMUVBoQVCxjp7A10BpZ70JFKY3F7DvL8Ifo1l+pzGb9CCTVNWjI4k27h0+aIVooi5g2bZqUOSvecAcXNwDmWneSBHD2yP5r588BSNIab36yXleSe/VcVLphx+lL165fN5dBcRyAl0/DAJhtqqxXyXKWP70it+dpr6ru6xSVYYhI/Qy16KuhuEAdzUq9KsU+iGU5A63UHmVZMCykCuispJzwx9oy59F/Av79AUdgYCAAvLmJSxsQsgZAcmJC8PFDihbNv0xZAF4FCwEQx6AnXiS/M8kLzp00esmWPc/ff3ocdn94t/YG0zj7swWl+X0sWhmOBTBtRNCbF8+2n7qkWMmwbOe+g/7oG/DToD7dBwxXGE4u/mWS0WCIj41Zt0ipFJScIGj8xcTGw1ZydSQFICM97VnY/bTUVL5j0Bs+42YOIDYqctqI/j/27WplnalPLVWugp+feRq+ZOly7169aFnVr3vzui2q+Il+NHmEPinaZLNHKLSJoqM+LZw+YeOy36TpikmXouOyhAup3bDJ8EkzWn7fWZGnzbL3QpHKigOpv0IsNg8QbkUOY1CW4xiWBUEqJKcexGR+SLXOlXbzzM/61YVvWelCXgHCUjo19076S7vwfHbm26gmhePm9gW+CMvCipORO5oKTf/t/R5Znwq7Kg1L845cLofjuAKinJqoqmfureURE0sLZkZy0CxnYDkDzdGMRYwlCSgvnj62/4/fU5M/U5i9efNmT0/PwIrFNm/enPuWIqpUqWK+BI4DY+SHvuVKl3JUy38IlpFdFKUGSep0ulW//aqX2LgsuxkV/DaVU5BpeFVyjgVwaOeWL6UMqNXKMGvnzp27du169EjM1Ao79PAuMP7XhaSY2zM9IckJ8eBfjZxz/1Yb2MyM9NW/zfxl+fq9rw3ovcL81HEsgIRPH3D/KK+IYzaoUowELOU6WOb21Ysn9u86sX/XmxeCWr+NyuzfJm3t/yL5r5A3qevumAWpY9MND2MyT71KZjnOYEErZMF9TNMNPm62dWQlg0Orptz/Wfz7Aw5/f/+QkBD7lAhEPkGykLW7dOa4dJvkhPiw26EA2vzQEzBnOK5GpL5K1ALIzswMvXAOVdujaFWQ1NuXz+/fCkXeYIUTblpy41LIzg1rpHbhABq3bAfATk0C0NjYzFiyRro27M7NbeuWK7y8TUcSXqdw0huNBpmXk1SVWvXKVqp6/UIw70ICSk2z7Munj6zsBNDrdb9NGRtYsdjYoK63r13KXQHiTujlKVOmjBo1qmb9Rj0Gjug5eOTO383CG186w1KhQgWhjbDA6xfhwccOoscSOJjJDQxISyUCBSi1xlJzUEMRIi/yG85HPHnyBMhtDMqysLyfegN9Nyrz+Iskqx4TtvYO9nJlWzVF/hkCRx4vNp+tSmW6RRoVSRDQWLBeZMNBwbCeUgQcJKWSCT/wiUaW9rEQwczpbL/014mOjo4WLQz5PiY9AcmRAPDpGVKlNA4O0eGIVtro8DAyrJHhjIpf05QPEHFk97YfGlVr3Ljxhw/WSVERERGTJ0/mP0+ePDkiIiIvVxEWZjJs4i3gGSNY9oc+A1e0L1u5gHwylDFC6m7P/wok+eDOrWCJw5meZrMNrKw54vdMG/jX+daVC+9eSwp88oBfTS6+Injb2wIFCkybNk04BADgw/t3Br3efGxTiVmdRk21RjY+0/ilIlfrF805untbxLs3BpBQacyvlXCBXKXscEFyVJw1U4QX/FrZEmNMZMSKOT+vmPPz0C5tL509AcBORQFgc1SmMeMr/MMtv8twnE4SoIdGZqy5HbP1QRzDwciw0gxHVIYhTctkG1jp9tJkdC40tf8U/v0BB4Do6OhifqWkS9w8zLp+er1+xYxxD25cA7BlzTIAIIUxqIEW3k8bXo2DIKDS8CNs0nKAmQOsvEeSBiv42MEeg4aPnvZr0zbfd+wZtHzbgYbNW3Mcl5wQz7KMNjvbUnvq/asXJUqVFlRKre2WBmXrbO6i6jRq9uuKDRobG3snJyE9QBAgqGhrMpoAFkz76fypowASYmMAWBIgeJ8U/pOdg6Odnd2MGTPmrd3af/R4jY2NwWDuNS+fO6mwN8sdvXv3lslRS8E3KO6FYCdpbQnys46Ijx/es3TNUCe+7V4hF23Hr4SQV5d3SNLX3sCwnEWgwIB4mZB1/EXS5JD3ilUvnj56Ff48WydLR6lIQkMSSpeabw2CEKgbJEHYqsn1bf34oZ4UakWLxnM4SApV2sHbDwSJ/2PvOuOjqL72MzO7m7LpBRKSEEILNfTeAqE36SCCICiIAiI2BBRFRUWlijQBpYmAdBSpUkIPEHqHUAPpfXenvR9mdnZmdjbZQBLy/vX5kF/2Ttk7OzP3nnvOc55TtjJIKk/uTqNNWDrik2/nOoroPb/xFxgoizRxrEiHEiqeHFwm50WBZXDtMK5qS15aWN7C2alWOKjTcfHixc8//1zzPA8fPpR/fPDAKbKCjD/OCmaBq6vr6Pcm79m++bKq4J9QYkmCcBcICuWqJabbQnUcz1tUHnmpPLXVJ/f8MkiS0NmpU6fEr0i6AwCe/vPis6SfMjSi0mvj3vt1xz9BIWF7bqUtOpXIFJKYuWvLBpStDI8Am5krwHp3qlSvaa3oazUslOaFi55y0esUziHJEwYA2L9zKwBXHYmCAllFCJZXkKRolrOwPMvxQuKhfLhbfiZx/510muXkXg25C8RRIt4LxP++wXH//v1hw4ZdOhcnb3xl1Fjp/6tXr8bGxoqPqTgfiz8LB2LfnzuSEh9TlG7kOx+CJKHTg6QCg4Ib2LGlHEHLw6F4eDetXt5z4NCPv5791kef1qrX8MaVi++PfHlATJOOdSv3aFpz7pdTVUdfv3zhyw/GN4/uYPdN1gxAjmdkd7ZCZA1BFnPA8Dd0BqsTmySjGjTW7PDFM7LhjCBhH/RlxDG3WZuYpq3bqjZGd1Ik3X020U5T3DFIkmzZOtrBNgW9RgKbbypR0pPEy+fP2dlM/NNbl5qEaEiFPicmTZrUunVrVflQ1myL/lq01TIIC8tbWNDWSzHl5V48e/rSubixP/ySmpFpu2TGAsBAEjrSRnrVnKGLxG0jkDb0JEGBqOTvStn5ZjSCLEJdvYgGCIxAQHn0nMzxvEIAjedGjBjZJt+Kr88Jg8EQEWHNIhYW8YplvezuCJsccG5olqdZO4as6mwyPHnyRLNdkaYL1K2rDvBpon379mFhYQBw4xiS7+L+hUFh3OX4M99OmZiqyrWxDw0ITqamA11rRQsNx+9n0RxvVvkDBf6K9Yq69Xs5vFLhspRff+dDVctXX30l/CMaTDyPE+sBwOiH8rbfwTugzCtvjBXoaAzPm1iOZbnzFy44ICRroEOPPmjUF1WaCWOy7R3nuMYto6fPXXL/7m0xYGTzcCjePleD3pyTJaqsCqDN8pfX4OICq8FRYokqnNLApVmeZlmW5zmOp1n+Zpop9p7IG2U5mFlOHmehWV7OFHZ+VVxi+N83OG7cuKFq+X3vMfl7JZbKtFY1BBRr+vgzJ7/79AMAL48cE1m7LmVwLxsavnL7AeeXApwG41LRkp2VJTFC5n316ZiBPeJP56d1nZaSvGfH5o2r7ILBeRnCG0WzCprn0XuZf1xOBuDi4lqhSjWh0eDm7h9YVn0GAIBQX0qAsXl/Q+fx6j1YMZNw2uxFcl1wAe279+rW92V5C6dVv1sT9+7du3P9svY2rzLo/pHKXQ8gOzc/9vjqPcfhp+TQ8LxQpMa+58+P6tWr//HHH3ahYtuIxjv4UhawsBzLcUcSMu8lJHRvUnPCsP7vvNoPzQbBq4yMcckA0FNEeW/Xcl7PWpvKaVAUIXydMHDZWxc6UlMLhIDOAJ9gBEeC0qnLzvF8mXJFw2XLx6iy1TG3ViCybZOvVWmzjYxpB/uCbQCQk45sbcaGXMVcDg8Pj7Nnz06YMOHdd989d+6ch1ZFQHssWbJE1JE79QdSH4I2Na9V6dql84B6xeJq0Ovt454E4eHj5+0n0nK/PXL/QYZdtpk0GXPsB1/MfPfTGcJP6rypOmjkmK8X/Sp9/PTTTyX3Ut++1lonws8r6SwLbTLHL8chKzuH4fiJB1MG9+vlZFjnzQ+mlg0N17kaBY1EWaSSn/HTiuZtO7gYXMBzYGikP8bdOMSuVlUP5s05sOQqnEOn/sBJmzLbK6PGwRrd1hjGiwcqD6jAJWI4ngM4nj/zKHv/HbG0BcfzFoanWV7Sxdl9K23uMZv/LP/CmS8E//sGR+3aak3rO8oHukyZMmPHjhXfinLV4ebd4SVZCTeSOnM8NjU5iWWZJ48fswT5JCXti2Xrne9A/iEVAMf+2du1UbWZU99/Z1i/bb+vcv7Majy6ikv7AKhGyYR0082UPADL455YrHc8Hw/ha2Pfk/7PMVss9g+JKRPmnA+//MGR1dVnyGvS/z0HDnV+ap8xY8ZDrWJsAODhb6hQx77CZyqjz6UdXsw1MghhUYomlgbLtGqnzlt5BjhSMg4KVk6oBWXrQFzHcCyH7448+G2D7OlSenR0JACMrB/0YavQblX97M+jmi2e2c8hHCXceKOBdNGR0Bq/SJ7TmOoAUHpUbYEGvdXBLJ4HzzaWyvsVvktOombNmh9++CEAsQKz/HGXm7/bvsa9ePAsHNjEGi/vo8vYquZrA3j55Zdff/11R/0JDQ2dMmXK5MmTQ0KcNbZOnjxp+8CzLi6GYwf3hgoSusre9qgX0aWmxmlpDgl37zx59HD6e29lZWalpKWpFdsEa+P+BRxY0rxt4d4IhmFiD+xZOvubOzeu/bz57x+W/bZud+y4ceOkHfr16xcbGwtAVNahdPKH4enTJ1JN44yMDJoDCAIGt6TUtFF9O+c6oY/p7eNbMbI6dHqrKWN9ODnuj1XLAHj6+IrmZvI9HFyOE+ul302IFfYz3kfCWYVzyJQtGSU/LF9XsWo1SAYHX0KTt71HnOZ4mhNXqTRrS1TheN7CcQzHsxy/+2aaheVpls+TaSaVwtn9f19pNDAwcOPGjf362WyIyJpRqn2aNWv246GbANCoL1IfRNaqu+eKdZIgSAA+fn6/r1iSnu4LYzkEVDhqzk5NeuoX6BQJQM02krlwjR4eOdkiZUFeA8lJtGnT5uDBg8ovYwDYq2YIz+jmq8kSC53h+M3rVvYe9Kr9aVu067h+/8kHCXduXLqw8OAVUHYr6XvxI6q7d+yp1hGREF6pyqo/Dx4/uL9sSGizNjHOX1FmZqZDiR5KD16Dcbng5CMzG9Spsq/mQX4BZXV5yfIJ3+jmpqNQJkjcv1DTmLBz/ryw3NzcxAdy8qCQXwCC53jHpdhpliMIEkKBDNlsQpAUL/v9PdxcszmiaZin7vnWLk5etRBSqV/O861GwdJHGzg29UmizssfpB0ZXsxY4VQGB8mzIRUqyl1oRdthOXx8fACAZcGYoWJKSshOBs+BY8FYNEKHmtByrf+0blv/mGaF7WH+yMyUl7rlzHm5K+Yvrd+0xaARY3ZkeEiPIEngzKafOQBVX1KdwcywW3f+tfW7f2DORrXXaKEUi3QVBIHsNB3BlS8fOvmt+Z5eBRTseHgvYdu6lQB6DhoaFBI6bcLoE4dEsZ8lP8xYtnl3WEQl1SFVq1Zt3aHroUt3ACuV1YqUlKQP3v3io48nd+jRh2Gtz4l1n9vXr9Sq17DAn4jjCY6gQOqULjRu4Xdfduv3ssHFYJVfEt8oF4OBBs+B0JEEw/Fdur+07Z9jyQ+voHJT4cDIGrWaxdR/mvi4TcdudRqKUq3uegqFCakUSpDUfjCx/yJaJn1jYXnJ18JxYj1YlsfiU48jA9xUGWGlL6JSGm2gokebNm0WrN3apmPXFu06zlu5sUxwOdUOP/30k20YIqkfv7Xp84RVqjp/9aYpb49cNnemyKymdCApeb6ZJiTWsdo0tjp4ff39JWvjGTB8+PBly5Z169ZN3lgnKgpaQ6IoP8rBTFtnM4JYklXVkYiZX0BgVIPGBEWCtKuaAYDnuvUVc2UdvVrBoeV7vzK8eXR7jfRNx4iOjrYzOKwXQ1IsD9gxLvMszN5b6SvOJmpeC08QUglvgUKlp7QZlwWOEU4OIgaDQXEJVsIaYV+nVLZOZXlYGI5hOY7n23TpKbZ6BhCUjpDpkfh4uK0bUK1Aa6Ookm4E644ixEWe2thjaWQ+ZVIeahwp0KspvUpMxd3Vxf1ZqzAUFi+//HKZ4HLYuwD34oU7UqFyZKuYTgr3gPD//YvY86OTpw0I1NA+OXMi1nnygZOwpcVCoL5yAM4cj123fGF2hq1eNEebb125eMeaw6kAQaJqS3R+BwO/AUEq7oWwrN/8GbPxs8auKSpRInvkZmcP6x79x+rlf6xePqx72+MH90vWhoBDUgl7JTw8PUHnAVBFQuEfjpe/O7x3FwAPL29xbqR0whj7+/JFqjisZgIIx/O8ytrgxCTmuzevd+83GGe34+EliaURWj5cT5EAONoEwGDQJcduwbXDwhtK8uyro8eOGPf+xGlfyyWSBe0sDSqesnv5bC0U7H3P8vg4x4uMjdRcmpPVmqQ5Pt3EmllOvrN6hVAK8K8wOABE1or65PsFn89ZLKg3qkZkT09P230mKDmHo33PvuUrVj4VexCwcjt0eoOLW3CoXZKIA7Cs0lvLWFwMLt37v5KWoq4RL6BarToNHTNSg0PCfttzLPZG4ogRI9q0abNzp6I6tmKQkuHgnl3toyJohpFzCBidW57jYASA5CeJWikqAMd5+zolGlZYjBo1atQ7ikoN8ngEq5UIarLQiVnmY/eyJvypEYvJzsqSbCyeoQFwFpOeooqPTvXo0SPQJpxYb9PwtuTi2G+c2Y5roiT6sTxohmVY/kFqDnQuCAjHwG84HrzM4GMZxse15LySFEHoSEJip1IEoTAfWRpxWxC3xcHBelAGlYHoQpF2FemLCxcuXHj6+BGS7sCSB55bsGbLz5t21W7QRGEOCgM2Y8YTNdNLEyQBTfGun2d/+8EHBYiCFxbDhsk8iCqlDTnvVWBwc5y2a1BngN5VZDnIXZXCs8dxsOQ+vVPwtd+4oihMMm3CaNUO3r7aXis9axK1g1UgKVB6wdfF2KIAhGDVHju47+LZOI2jlGB5Xp3zdTcO6Y8B0BY6vFKVTUtmD4rQRbF323TqtnjDnxQJxpQH8JbcHADpKSld+w6SZMF0qsfbCgoEHMSgi0OKg7dLLVGZOizPZ5qYMdtv3ZNl0VtYfs6xh39fT5PvWfrsjX+NwZE/pk+fbpuBBOUiKzgOOVlZAFC7o1XOgbAwzJUL5+xOowGWZWZNV6aZ3Is3717w9LHWuhBo1/Wlz+cuJh2nPDZv11EIpbdu3VqVbteu60uxf2/VPowUUskV4Akyf7P9ptkdPmpvEDi2TgONulBFhRbtlCEYOQHCLrsVACidiWbyGE7NwAc2r/nlysXznDQksTQA2pTrZiDyV/x95ioeEFIVeB6xq8V1FUuDY3HsNw2WgD23g6Q48CuvmxDZUoxKEHIBNL4ISWCLFy8eOHBg7969jx075mgfioCesnmD+tcMqBYg80/cPI60hw2aNndwsN7eN9YwxOPj1oVQ23wepKVZB19TNsw5ru7uAJKfJlpvhCA8Kitd5AQ42nwx7qTmpl9//dWUT4ndwqNGjRpxcdZJN+UeUmRJ7PLe5qTBlAWO0a6xQulB6V3cPaRUfxGCwcFzAIx2Bedg9woE5Sua0jKmU6de2mXY+vTpo6JqStAZDMPGTNjy28pVS+bbWq36HBxbANM8NU9DABmHVwqCK48f3gPg5eP7+tgJs5as/OS7HyOqVH1y9wabmw6WBW3CjaPXz8eNmvhxo2YtdRQBwOjmoilcIVjIjnQ4nkd7QxMFxm4S0s2jt92wcAr5DYbjTTSbp+QclcLZvRR26QVg5syZnLTcJCmjLJyZnJz07vABABD9OrwCpX1WL5oHJ3D+9IkzJ48qmszZeHz95JF/NPfPzszYuXEd7UAG1MPT649VywbGNJ03Y5r91v1/br1x1kF6i1cAOo63t3jz19rJrdRCrdHJsWDpypFiqsvzuO4bhPlotqufSHkkQpsDQeSYzDSr1uADsODbzxVhAJYGYCAxvG7QwNoORcGdjK042i0qKsrb1w+wuusfXxN9AKoFqKgdqXE5ZpZHWG3UaKvSKyN5Lh/9bGf6LOH48eNTp07dv3//rl27OnTowDDakTWSJPQyZ1DbCB9/mXbh1N7NVqxc3UXOsFYcTKniKQD0FBHkUezJNQJatrR6xU+sb6x/GhZREUDzth1EGqkoPWl9ZpxMpGK0RTgEOF+YzUmUL1/+pUFDAeDSPlzca9sgd3hs+gyPruLBJUFGWQVCZ/AOKEvq9ep3x2LCid8FOuf231cXGA8qWy7k/ekzhf/bdu4u37TpYNxnsxe5uLhqcqi7du369ZyfNIkvBnejm9H448r1Yg0UASQFoFmbmFp2oukqvLn95gN7oTzrFz26lzBj0oRNa1YIBRZysrMmDBuQsWw8EuJF2ZLt34SGhXl4er00cIi3hycEdTstq4KUFYwtARTITjXRnJkDx8GiXGJZOFtSleCqKYVZKv/7pNECYTabN27ciMhW4meSysmx0bUOHDiQm5kLCPkCpLSPKIpVEBIfPlDTDvJ9t08e+ceRLQIgO0vs2O8rFrds2fLIETu1U0eqWZ6BcPOxJ0Bo1Rm3wdsvQJf5VDEXsbThmcIRztAtBSjOzrHOpHhYGM5EMwRJvv/3nU/bhHlZgw6NWrQ5JR9nGQuArzpXrRLi8ZzRzXyMEhcXl14vD/v1p9niHJadiuux4rXIIYx6PKdhRVF6lKshCnfKQHBMUQ0gV68qtDWTkpLE5HBVRwjoCUIuaSp3vUXVa+jnrr+bkOH4e/JVJgVQDGXbJHh5eW06dObg7p0kSeXl5iyf932r9l2CQkJdDHqzoDxB6YXYRJuOXU6ciXfKO6HMsG3Usg1FUccP7gcwe/ZsSrOI7vNh3OTpdRu3+GfXtuOH9pslD4qQ7amTqcwxZiRqlIflSYrmeNp+tuRZxK6RPrEsq9PpHN0L0cIe81rnXv0BZGVmpKelCTkm4yZ/7uWrkS0lR6PmrairZ1hCbY1xHLIzM1C/hzyP7O3Jn0e4WKIaNi4wtY1mObPZAih34zkAMd1eWr1kPoD9f27Nycoa+ub4v7duvBx/RrxwlgbP167faMX8Hzy9fUJa987JIGHwJlIerP9pw1EXZsDw0XKen/DQllhabIFfZGF5HQ8O6pxtmrMJ0xtIwszypdCd8J/BYacOSShCKrmVWsJMY/c8RcVOgmzQvBWcQEryUzXXzm6FZPTwzMnWLlyUDyZOnBgZGXn//v2IiIjTp0+L3lcH3ktCZ3BxdbMfUmceuf9q3bJNQrWzHliO56Q5j+dAkCTPGV3dCzvtSQNZnWCPAm0OhVXO2SkaaYLS0xwPlr6cyCRlZHu5ir6TPkNeO3XoqbRXRHj5ic1DqgU61PvSDKM8g7+0Rp16gPVG29bQSvlRAm5ubtksYy+7buVaqg0OnqWfjXpiP5E0a2ZLqWjbtm1QUJDmgRRJ6GUa8LDGswWQVh1SkiDyj83ZDinZFZeXj2+PAUO++nC8oFG9bvmiljGdzJZgWS03HoBO72LKyQYAjlVzG1UwZ8sZCfWatOj/6uu+dKqPj4+3dwFZHs8MiiIP7v5T0ZSVhMwn8AsD5FEhbScNzXIa8v+yUah2/UZOqgpdvRj/64LZp2IP9h48/JvpnwYHBz+FpzMHElqPB8vzZcuF+gSUSZe9Ap4+fnVrR9jvbA+Og4VhoVPcLy8vr5lLl6yY94OtzxfOAZCEjgQfrV6nuyDJG/79J4Ij0f+rxGUTE01Zp4F7d27NXLJaev1LuEJ9gbE9C8cTBHhe7XSRZ8zqKcLMQlMk58WiFNpAJQ2CIKZOnWqbD0hKYSKQlBiKJmX6RSTVe7DDpFA5/APKqJewPA/A6CG+qMEhYeXKVyhsn7t3796iRYtvvvlmzZo1X375Zf/+1gCqumyY+EjypI7Vikc8TMtZHf90gaxWkIQ9t9LNLMcTkuQUDYCjzaaczGIVsFOQKxhaHmxWQD68kpSF4cwW2kLTc7761JQn0jMbtWhTpYZN3DA7M626Y2ujqJCdnb1p9Qqxh3IVS+WtYc15ppwsbXNKUCzQ6VUhMM/sxD41ioarGxkZuXnz5r59+44ZM2bhwoWOMokogtBTiudG7uEQjhL2cepbObbkWWwMwwjWhoCE2zdxYRfi/7SxJoF9O7fYisrmA57DsXWibiYAwN3dfdWiuXPmzDl79mxxdJ5l2QXTJn76zij1hrM7cHqL+ArYHjAHeqmazTLz97PZixx1QMXkGDu4l0Cf37z2l1u3bml6xTSh0yKlsRwIgtAbDHLDetHuuEuJTpn4HHj7mF1memrCjetlZUI4gUHBAGK6WnOGOU5PEbQ8x5CxIPEGYHtDzxyPlRerUSN1RAAAIABJREFUEvpeKAfH87A6BA9HPploPM+zvEYEmeF4ye4Xyzs/a7ml4sO/xeC4ceXi1HEj20dFLJ//g/3WEydO2CYwklKZCJ6+/uXCwhWNJPnG9tsZ5oLjvh169Klep4HtszW9TXJpPH54/8blC85fSLPomOlzl6xdu1Yqd2qxWEaMGDFmzBjAjvvG2i6K1QoNmix0toW9kZz31nZ1Wdf5xx9ef/DURgIXixHQBGPOn3H5nFAEO2iB4q5Fd1C28AQppBdduXg+/tRx2wbpveXYpMePLp49/QxdKpTbf8aMGScOHxC+UeGBV92aY2uZ3T8KQm0aUMoyCggP8m8boU18eQa0bNly0aJFs2bNCg11yOKMCjI2D/Oq4OsqtQi2pvUvAIT5uDQPde73YelnLjj3zFCt3avVrov0RKQ+hCUP/yy1ES2lorL5lJ+QomBW7Nj428qFc1evXt2/f3+xdEiRIjY2dvPmzdrbrLkVdRo0bt+9d70mzes2LID0YINVKRhA2XKh3gXFRASoiD6LFy/OysqKCjIe2LX9p2+nH9i13RERZOnsb0y5Gp5Xjuc/3nM3Fy5ywzrdt3LcLW1CvfpwDvYxO/D8mqULXhs7sUOP3gDad+81Ytz7AAKDgjcdOjNl5rx2XbrpCDvjjGMAhQCOj+w3ER5aefQ5MduSaymW2iqx9zKF+uR6ishnlGU5DQNI/vO7UOTQumXc9P8ZHC8IYwb2EEKty+d/b58yzvM87p3D7VOAOksFQFZm5qOnquqsRA5l3L5lk+Z3ZaanHdi1XZjbdHp9/Q6SIA/vqPKTACnVVnhJNPH5nMXN23YQhtHs7Oxhw4aFhISUKVNm4cKFgGJWIwiQhCyBW3Osp/TZOblJmbkpuZZdm9e3j4poHxWxbvnCK+fPmsxmm2gHrBM8y7Tzy+1fMz/GpTPqlvnsoLDs78Zh02dY/a6aga/J7aAokBSiX78PH8n8N1usdglLg+OuXtAukFuEsBXmVlXxUDmfbh7H/QuKQmJyaBkc508d+37aR6phvfg4EADebBT8RsOgDpVsVo4wCArrJ+FOhXga6jJ3nTmbQZdP9lUxYvT7k6X/q1SrAVgrup3ZbjMvWAaMRVQ6d+Q8Z2jwPCVLvbl5xaZ+sX//fq1jngt5eVoJpQKEpwuIP3Vs747NZ08cPXf8qMOdVZCNQlVrqoWYHUGn07XuYKtrHR8f//XXXy9ZsuSrD8dvWrPiqw/H//ijWsuEZdnp06f/vmKxo0Hv0tMc3l0ZiiIpd09tAV/1yTVvE8/du33zQcKdj76atff8nUkzZksqc14+vm0796hdqbx/zn2pXF/Z4JCa9RqAZfDrWDDmilWrtWjb4ce1Wwjrcq5OsIfwrzx+sTQu8cDddOSLAp0cmukt+26lnUvMBqAjCU23kACO5/MPYpIEMaxu2UJpIJUM/hUGhypdLS9RXZMzOjoajAVpDwFBh0N5nwIjMGS2+qSU7pef5tpL8CYlPu7Tuv5XH46fMKz/ou+/ArAt1ppAy9qVdZChbuNmjx/cA9Cqfef01JQho8Zp7kbI7IYlS5b8+acyuCub1Uie5ywFMeFIKisnNyU1LSU5+ftpogDGz3NmjhvSh+OVaagsAyCkjH/HttGCDJSTKOyMSFrL2QIAxyEvE09vazMu1SBAEC4hVQ9keP14XKT0WqR8H5YGz3koMwCLY7a2PWyiyqHMw6GQnBIYHg6cZELBTxV4ftfm9bevXSnK7hYSJEkQBCHUqZfcFXq9U2RJDzd34kX4eM+dtHm8juzbDQg/u129m0WvgjHbCn3Zg6XBcZEOZuhKldQ6m88PW2avPThWzLvmlCEVZ6gGLC3kfzZv22HCVA2Zdkd47/NvQ2Tx3zt37siVjg8cOKDaf+3atfPnzxd7KwNhfSksLG9wU7+DcSeOJdzKTxokLzf37IlY7RmXV/iP7dEj0n9K17qSeMy0WQsvCYIfKfcB1G3U9OuFv1SrpSi2J5JGZV/HavJwiwKc9QbqKVJdirkwkC81SxX+FQaHq6tr0zbtpI/R0dGqHUaPHj1rxe9NGjcBUDY0XM26cHGHwT72T4Ak9+3YLGWOCJAHjDeu/JlhGIuLp/gQiZWgxZetQYMG8gPPnRTlEA7v3bVpzYrV8tx0K1q26zTny6mT3nx16dKlABITE9V7yKwZ1mJyJsVDpAuQFIKr2lyUrh4glBqj5pxyiXHLBzeoUUabBuF82Y78d3OhyFpl3A2Cde8oHuF4VtC7eWRZuByrbyZPmv6zkpH2sHZBuXbPj7ZtreVzeaV9eWgFHsjkIIV254teW+kgd27ZkhGK1b2hCYogDCQh93AA8HdQaF6F1hHezco7tXgtYsimigcJtwFbZFOA0cNTrzfAkivaiPZvjcTw4Lng0HCpuV6T5o1bRgMYM2ZMnz59irzjCQkJDrfxHFiLrW+QR4UKgimbzctesW3f9LlLnIynCDB6eEZ3suXE1qpVKyAgQPoYaKfBevmytRCjcpXFWx2WDMfnmtQSAKeOHRnZu+O924og78Wzpw/s2p6Rnpb8NLFHu+YfbDqjTarg+XpNmguv+bmTx+Z99emapT/mKgWdq1SvtfPk5aV/7Fq185/jh/ZHWOtZAmjQtKX6hNYgrzykwnFgeV5LBsRZOPJ/SE+lntQqxew0SqFvQ8C/JUvlvc++XbdsYWpyUude/Zo2bZpj55mIatD4pnvyiROPy1eq+uSaUtRLWQXAhhZD5/62be7c2Ru2/+3rL754BqH+e8VGuBMHnqNI0j2ogpmloTOI06R1+Fu+fHlCQsJHH3105UrBa9ZKlSq169n/VOzBI/v/BnD66OG8vLyePXtKVTH79OmzadMmxQSWz1pNDp0BLAGORd/pWDkemU8REI4eH4OUFWDkeXBM1ZTTFDG84BPmiwLnSB1JzOlaqffayxaAd8C4JMFzguvb7r2ysJxQzRnAlt3/ZGRz8DQCwONrdTPPhpR/x/meFGo3CW+99daWLVsSEhLECh3SHbl/AXUFHXoeIKwGh7N1dIXlNYDMdMer3uKHQBF115NtIvwlKk/c0YNwaaF5OyQQ4KOCPGo5sFaLFW06dRNZNUBqchIAlS6nbUEshepU6SpCMtGVf5ByLzPD2KhFm7s3r4dVrDTpyx/8AssUn9kXHR39/fffa2/jWNBmXD1kizZKVpF93pMK9y/gwOLXNjArtu61L4CSP4aMHlfOx+38+fNRUVETJkxITU29++jpsYP7OnXqNG2aWhyoRYsWP//8MyCbSIUfVlbVhbETCxXWez/N/OLDL74T6lX9POfbdctFZutLg4bC3QcRDaCFylWrT5+71MXV7cqFc++/PlhovHnl8rRZP8l3c3F1Cw4N696kptTSpHW7VjGd2nXtSdPqMdOqwyHzcPD483ra3XTze82Lpu6xBElerLKfWxV/t1/OPnmGk5AkUQpFzQX8WwwOX/+AMR9+AsDV1dXRPl4GHQDSLjvAocERHAmfYCTeOLTnz5esVdA69ux7/NC+0/XHYtX4CePH79j4W5q5HAwMdAawDLKSkZNWp2GTabMWlitXzmg0OmNt1KtXb9euXSRJBgZ+IzUuXbr0+PHju3bt2rt3b+XKlbt27Xrw4MEUuTyfJQ+0g5CKfG6QLo0gRJeGzgCDm4KQxdLguH/+3jlu8nQnl0TPnFMqdoqEniJ8ygSJWa1KTwB3YgPKVoGHv/3YamE4MyUuR1beZOBp1RTiuYxU7ariRQs/P78pU6aMGjUKHIez20VikNhvYQ3KgNKD5/0CyqTybP7ztA1W31ilqtWLqefOQLgvFEm+3dgmVODt7Q1TAVMdwbMvypvasWffKtVr3bp2pUbd+q92bQMADy/j4AqNXa0iDdDRSoODhs6A05thzok/lWGxmAEkPXl84+qlJs5VcHw2NGnSZN26dcvWrH/88P7FM0pSKseCY/CnaI4MHTO+QuVqO3LYs/fz4GIs6MScYFf98/fOoW+OL1SX9AaDWIYXABAUFPTF/J8B1An2MBqNqoVc9+7dZ8+e/e6779oWDCwNkpLHQzmSUvN0y1VDtTanjx4cENNk+/FLLq4ukrUB4PC+v0F4aIgO8zwIokKlym7u7gBOHbHFeg7v/YuhaZ1Slu36ZYVYe79XR9ZrrK2ZKyqNKguaZJmZXIvTqwWnIY1zgUZ9j0j/ZzM4DGSpdXD8O0IqcG6d6uOmA2DwKxteqwEgS2h0ZHBQeuhdQOkIWQjG3cNjxk8rDG5u89duaxYdM3fGNBh9rYxLGic34Oz2+NMnkp8+AZCVpYg1tu7QpdfLivKtzaI77Nq1a/fu3SRJJicriKsCaTwiIqJt27bt27efOnVqSkqKYmK+ewZbvgCgJt5b+e02kBRICgQl6AoPHTPB4K78uayOmUvnCi5wUCSgSFJPkuUrWpdfKk/A5QPIShbLXqtAELkm2mSxAGAM7rgnUTh53wCHXNeiRa9evYa/PdHd6BYe6ItsmZUjy70cNXHSt0tWij58J6AnieCQsDEfTK3TqGmxdNo5BLjryxjVweWYbi8BAsvHoZNZX+IiHJC99RFVItt371UutPyET74EAEsuHl4CIGckAABLgzZrqL/IcrMFa0PAKccafUWFmJiYN4YOUlsbsBUFBBASXmHVwnn3b9/8rlfdwMDAAn5mWTjJ07twSU+aYdP8h9YhQ4bMX73JxaqQSwnUGXnQyv6RCamBSo2Ff2d9PolQBrhTk56CJDVMW9YCoP+rI8RzlA+Xb9TZicAGllVoz5QJshnQqssUuErnn+Suu5AkfhXPW7SkjTVRqEWX4OEgCJAgnrnokI569mOLG6W1X8UGTf1dAHm5ubvW/wrgcEJWQkA9MLJQriNzUSfU4KZaxXSWN5MkxYNw9/RKTU6C0RckZTM4pOrwDA0gNDS0cuXK0oHuFO+lfC+iO3WVqB4qq7VTp06xsbGRkZHdunWrXLmyyNiSx0o5FqYsAGDtGJdaVTxAkqjdATXaXczWEXqD+hCehSyPBsVMIKDAG3REcqJVIMReF/zkBpz8Q/NYhsfpo7Gnjx4iXL2886zCXxw38DV1xaliAkEQQ0aP6988qnfXjooNsih709bREZUj69Spq13ayg7hZf169ujed+jIou9uYdCvZsCAmoGq4czdxRWAt5en3vHSyt3NtVjlW5xEt74vS9FPAL0HD1/6x67mbTsAiKxZBztm4tYJmHOVM6I1K9tuggkNr1jcNBqWZQcMGKCx4f55/Clm+D9MuAvglwWzTh895OpiIB0xkcUziouHWvUadumtXQClaKHT681WaRxWMNfyN7IpPXyCMWQOgAN/bQfw3meiZ7d2/YaAWptRBEMDCC4n1nxp16Vn71eGA2jYvPW8VRoDRXBo+bGTPhP+H/PhJ2rTUwbhaU83MTdS8wDsv5NuZnkLy+Uv0/xsEJS7dCRBEKKKxjMQOVwpUlcK3jVN/OsMDkfYvnzuP39ts33mmIIZl5RocGRkpF48e3rahNHTJoyOP3U8y8xyHM9wiKgcWbVJOwCgTWDMeHABWUkAGrZo3betWP/s5k0bN2rXrl0rV66Uf0N6mrg+Tk1N3bBhQ52G4uq2cePGn3zyyeLFi6U9xeQIuSeA5ymOxu+T1DmlLG3Q2TlshHc4shUa9b1Ge5tVakH34nFwecv2nStUqlLAb1JEoEhSTxEWk3UyVno45q/aEODtKZpTGgfrQOmWL5idw3AVQ8oCIMF3eqmvvOR0CeCVKH8yS+kR5TmAhznP/e7x0HIhprzcIDYVmz935my6s1sauxWQiVcyoEio5DR0FEEShIue1Os0qPXCZ4OuVKy6CJKcv2pThUpiNfYfv/nswF/bp89dsivu+rVL8chKxrHfELsatDAvitozsJhw4W+VR61bv5e79x9c3B3OyHCgHM+xyFBzxs+dOp6dkSZ3fmjASmQ2enrZJ9k9G/K3uk7FHrKFVGgTds12JIgsgtLDzQse/ohsBUpHEESnXv1+XLt1/urN0Z17ILIV2o/ROIqx6AjorPMzQZJvfzRt/upNDEOPH9q3fVTE7OmTWeXP0mvwsL3n7+w9f6fvkBEP7yUcO7hPrvclQU8SHgYKVmtgwfFHDzJMNMcrhcULgXx8HkIuTIC73tdNzIrVW5NjnbfX64d4TW3jbDHzEkYpGANKEPm8GLdv3y4045IgBYPj1wVzJgzrH7t/d+z+3e99NOmtbdc4gOV5nV7ffeQ7AECbsHAo9i5E6gMAH07/jnRu9H1jUG8AOTk5I0eO/OSTT+JPH2/QoMGWLVv27t3r6uoql2QQPSVy2UGeYxkGDy+rcy9Zx3rhOgN0epYn1E4dcw4eXzuyd9e29auFhuJe2FEkWpT3ql/WWptUmKohWh7hFatUiqyej6IJKN31Rm+B487uWAMeBh3l7V2i+REsy3z27phZn32saBU4iRwztoEfSZJLZn3z99YNDsvfyMFzV8+fWfjdF8XU20KBJNWKyQaKWN030lVH6klCZ7ciE1ISosPcK3g7pE+VJIJCwwT/ooC1Py8A8PjhffEzx+JuHLZ+CUh6UDQ4BnsWSB6OiCrVdp68/O6nM+wd9UUOPz+/OnXqFLwfAGDdsoVpSU9Yi0kraVwEyYuE2ROH9q/RSoUrWmRmZi6f950id/fyAXWKuLqLlM7FDSSJmDff/GJ+VmbG5LdeGzv4pXFDej+6nwB3Hxg1aGSBgf7rB1aXaxJmpqeNG9JHyv7bufG3Pdu0lZP27tgyrHv0J+Ne79q4xrVL59XdIYgJzUJgtQY4HjTL87y6fmxKHj1l7115S2ELyf544lGGiQEwoFbAoNqBFEkYKMJFZ00+d+DrsDdE9CQR7FlCJRILi3+XwZEPIiIibG+FOdcmqp0/dAYQVFpKEjqOg8ENAHQumXkWnse29WtTk57m8HpXHQGOk/ibUQ2btI2qKJ2gXr16js7dpc+AxYsXjxo1atGiRVKdtri4OIPBIAh/DRtmk1fnOFmaZf4al8kJlhQHWn6UHpTevs67dAaFiKcTeGa7hCSIesEe7wwf+OGX39dp2NSmOsDSACgC1WrXzW/McveBTxAYCx5dgSWHZyzcM69HnglXL8QfPbBH3lK3UTOBseFudG/X5SUA235fBTiXqMLS4PnTRw+zzuQ5FzOMesrdzkNWxkMvZsyShDqswtIAPG4cKONR7NOzk1CJp2VlZgSULSvfjOwUAGBpMbSqNG0//PJ7F1c35/PAnwePHz+2Sck5Rr2mLTr3HgBY330HkqkEz1G8TTQvJSmpSDurgaNHjwIAb7UwhF8ydhUeXMznKEJvcDV6uXt6N2zZdufG304fPSy0/7FqebU69TUZo5mpKQZe4cq9c+Oaaq/ERw9ULaa83A2/Ll3xo01+evOaX+z7I3gZhCGEBW9hedhFqjNN7NXkXM3LkZsd9iZIholNSDfdTTcduJ2enMvAKrakI4kNg6q76SgABEHoraWLVIfb+xRLgyvREUpx10oWU6ZMqVXXOvebMvHgImJX2e+mtjJJChQ17O2JiGwFN28AIMicPBOAXds2ff7+20+yzEEeLgFlbVT2V94YKz9BWflIp8T5uJOLFy/evHnzN998I2+X8t3bt29/9uzZ1atXnzp16sSJE4A1fVQYKG0al4rhMjh+HZ7e0ub3CUEiTQY4AKBSZA1HvS0qCIM4RYAiQJBkx559p836CfsWCSOUQUfCSpIoF+IwJ83FLwiQtC5Yc3ZG3BG1KlGxgrQrHHru1LHa9Rt6eRjLBpUT7EVBfVm8ZfmbHQwNjmvetoNc5vJFoU6Q8euOFezbSRI6itSTpFoWjqUBsHbZhi8Qr455R/7xmykTP5vwpmIP4XYwtEggVRooQnmOkoE85OoIjVtFf7dkdfXadQGA48BYwDKE1hPFMxb66G84LcqlR3fqVqSd1YCfnx8APLyC9EdidSEA9+KRl6nckZe/AjQHC8MwLJuXZ8qTy6JXbBzRpL3BqPRWcixY2pyXO+nNYeuWL2JoWrAF7TN+m7aJUbX8MG3S4h9mPJEZImmpKfZXQcm0vzgOggKHijTK8nw+qjr5uDoO3k2fcej+h7vvcjwsLAcZvdqopygCBGGT5VCZFwRB2FddKaX0DQD/GRwSjEbjK6+/LX4wZSMvEwnn7Hcj7LgdpM6wY8MancGlXtNWTWK6eoVWEidskrp09nTC0/Qq/q5kjk07QeXGHD58uPxjeLiNXC1wwQS0aNFC+GfKlCkVKlSQ2kNDQzt16mRrsZhwbidos9LDoRh6fPz8HJZ9JykNg8MqOVWhctX+w97QOKoYQFG2hbKXj+/ObVtq16oFwM/To11FHz0JhqYf3bvrSFfRzFOAzeBA3NY7f8zhnBe9eG5UqxnVTqoXZUVaUiLJ89L4MGri5IbNW4neI7tZTQ4DRTaPbvfupzOKq7uFhGZlKR1BGChST6miKiLjsm1njbmt5IXLBMR069Vj4BDp44mD++OOHVHswdJ4dAW0CSwNU6acc1Clei2fwohlPSdq1aqVz9bOvQeMnfTZp98vANCxZ9/ozt1xYDHun/f18dZpak2yNHIzYcrq1u/l735e06b4DY7GjRv3GjwMB5fh6W2SZxWCHIqOKeO8lJ7jYbHQ3/+4MKC8jVaPmjFnHmcry7LzVkFF/uLZ0z/P+XbV4nnCBr+AwG8W/dq4ZZvyFSs3b9thzq8bVBKiHMfKdRoF5OVoWAauOhJWC0OSHFVpjQpqYPn+GNpgOZgYjuF4FjzN8VDmc1EUoSMJPUkKL53q1RNU+OReD4IgqNJXJFbCfwaHDcHWFbOvu8HmA1SCMeep4qMcj4N/72RY3lSu5gXXqpm1XxJrGJIUgOQ8xnxuV+66T6T9z8edlB8eExNz7ty5mTNnTpgwoUGDBpK2YGRkpHy3N9544+HDhw8fPpwwYYJm53fu3AkAPNczIEdHEnh4GYlWSUplPcmcjHQx/U8TlJ0MidV2uXvzulArsgTgqqOEl1yAi6tbYGAZAHqKmNw6jCCIlKQnBeaUiporHIusJGSn3Lx6OZ+dixYESU7+Zs7i9TsFJUoBD27dSH/66OmjB4JL//cVi08fPSw8ZpQ4MWtXZPL19e7Rf7A8vaIEUFhr4O3G5dpF+AQZDfJFmJ4gAv18m4e4lwsKyufY4oOjq6hVV1s5SgTHYt1Hoqfw/kX8IUpala9YecZPWgIexQZfX999+/ZVqSHqqasisD36D67buNlP306f/t5bu7dtfO+zb3du2zpo8BAPN1c7D4cgdswIHrWHCXfqNiyh/Oqxkz7bdvRCTOfuHu5urm5WHo+KgKVKnSNIkCRIKiGoycp9spRgksw1WZSOBWsIyXrCJ7evShsbNm8946dflm/ZM33uklr1Gqo6RmqJHbi6a2jTCcUc8izc3zfTpNwUTpmlwoJnOSw9nZhDF25hw4G3sDzL8hwnLjrkFgQJ6ClCTxECPUXF5NCRhJ5UWCEGknghBQScxH8Ghw3CrZzRoUKdapVlQUflHGDPuBSeWpK4oiufG1gVehfRp0VSAB6l5xzavEYlf84pXW8hISGvvfba+++/HxdnU7m4ds0WgBw+fHi3bt0MBoPB4JAK1KhRo+XLlw99c3x0lx6enh64dgg3rXwLaehhaQD3bt3AiQ04pZ1TCnunvSyGffv6VfXW4sG3HSpElVXoF5EkCIKQQphlg0Pc3d3yzyQSk/GswgMP7t4uru46QKVqNWK697J9jtuCuM1Z6Wk3r15iGGbjyp8BMaQi6NBruMFZGkD/moGV/dzUm0oZapRxf6VOYL9a/gZZsNmgo7y8PKZ3qPTCpYhUZQXbdek5YPgbAJq2aVelek3tYwRHIG+TJV30+44SNvsAREVFLVy3bfVfh3bs2LF+/Xr5pkvxZ17v0+nPTb8f2vPX7OlTejSt+ehewpO/lqbvXWHJU2aCSBk3PA/g3KnjgmaxgOLmo7h7eKQmPclMeWqS/AfqYgUMoSa6EiBJ6F3S0mTJWQRJs1qWiszgKF++EAkac37doGoZ0l9Dot5NTwG4n2n+OS5RcmzI/RmnHmatiX/KcNxfN9NScgpBtLqdZkrJpS0sx8gqzsuJGhRF6ElCTxF6knChSPkyDKItQsmtED2l5nSXKvxncNgg3OZq/m6eHh7gedAmxP8pFiyQwNJqYTyxuixhJUBYJ2ySAqVjXTyFVFgJbTp100xRcXFxcdSxoUOHFtj577//fsSIEasWzZv42sC0pKeK91laTDBW/SJzDsxO06dl3v4SU51SvVcQRLVJENYfnyDJFjUr4czWfE7Cs1Z6BM8CCK0QUSx9zRcXz5y2fchNR3YqeJbneEp6BoThkjGDo3nGzmHD0gDahLn5ur149oYzqBFoHF4/COLAR+gpgiqV6y2CJEdNnLz3/J0v5y8LDa+ovZOSfB1SPtxgfUlLPhgUFBLWpEkT1SiR/ESdGfv1lIkHNqzIit+PS3sB9WID9y8gQ0zVfvxQzaAsVpw9fhiZSXhqNfrVqXM0r+GtJEDpy1tzmNF5Aty8Gdj5X2Uejiat2k6ePNnuPA5Rq15DITN25c5/Pvzy+5Xb97/66qv2u7nqCAA0xzMsLzGOLSx/1srMeJhpuZ6cxwGs04JgAtbEPz14N4PmeJbjJZeJIqRCEHqSNJCEi47cMKi6q05x+XqK0FHQE/8ZHP8PQQorM5LQUURIWDg4FvsWqQMr8X9W9FNm95E6kRYsGBySBB6pg4c/wZhgFqnLVWvUHvbWuxOnfe2oAxs3brRv7NWrV/5xXAFnzpyxfeBZhWNGugRLbjCbGibQRJwnNNw6jrtnWrTtMG3WT1ENGjt7VFGDIqAnSXl4ctSoUbicLxVU4nDwPACjxwuoHKa2ch5crJd3tUr1mgRJTvjkKwBgLFj0KhiLdmIUywDYvGp5yfT2+eHpQjUL9YQ1uqwntWXzSibFw0kHqYo8AAAgAElEQVS8OuadqjW0asCe3Y4T63EnDkBwaPmF63YIzS+w525ubu+9957wf4NmLTv07KvaQSwmnJWEuK2ATGJL+Oefn5FyT2jwDyhGUXYVWJYBxyHpNvb8CKBcWLg6pHInDrdPaxxJ6UmdvmVMJ1//ALJyE3j4MZzK4GDA0rDkCjHiytVrent7a5ynIPgHlunYs2+VGhojbZ1gD6OeAkCzvEUWRknIMH19SMymFrRHeR40xxXK4GB5WFieZnmWt9Uvlr8yFAg9RdQN9ni/Rai7nqQoQh5UGVy7TKvy3mU9bJ7vukEedYM9ne9ACeP/x7KpSFDgMCHcSJIgKvi4hnSOWfnn/Mz0NGliJgAeWDjpze1JbjeuywpokRSqtQEASgdexrikdPAMcGNzW/fqn5aSHF6p8ohxH+SfuN+mTZsLFy5MmjRp586d3bt3HzhwoL+/f8OGDZ1xR+vlZ+ZYpeQoZ62ZRIefXXtcKMPofJ3ShHN4cHHaji2aIc8SAynQo2TrG1//AFuunb3yIOQGB9cyplO5sHCNfYoZkTWjpP+Hv/1u3cbNa9ZtINzQ7v0Ht2rf+dGDe+Ne6S167wlSWTZMZFwm3FIn+JU8nC+OQ8mCzV6uOqPhRT42ziAsotLMpat7tRAZhR6e3tlZGQBw5R9pn7c++tTdo1RYSJMmTerXr9+6P/flZGV99eE41dZW7bsc3vsXABsZWe9qyyqXDQvVajsr7/H8oCidfIVjMZvU40/CObAW1OmszrEgqbtUmQYDp342O7Tz8jMcy6gNWMYsEvzjtgAIDS/Ai5mVkb7h15+TnjyK7tS9Set2ABIf3p/1+cdnjsfWb9pi8tezawZWsz/K3UASBDiel9MzeN5WQpbjeCHBpLCCYBzPWxh1sXu5U7BdRZ/4JzmuOjLC1xWi/UGyDKcjCYbjW1Xw8nHVVfRz/ergfY7nCQJNy3u1rOBjsahr8JYS/IsMjgIh5D5RBLpV9TuwK1Ysy2l9RXnGAp2hfMVKVLLSjWlwQ6d3AECnV8x8pA6egaH+3u+/OdP5PgQFBf3yyy/P0PlJkyZlZ2cfPnwYsDc4GDAWGNzAc8cP7Rcb81HNUoHnuvYd9GKtDVjrlKqCUTMX//rhaQYsDcqgHolMWeC5hs3b3A0I6Dp6/Cudmr8QGoFI1AAA3LlxbchoRa0sb18/b1+/LbHxozZfyTFZck0WnpWVDWMZWPLw4FK9ho1Kss/2KNSaXniPhFyVukEeoxu9GLqokxAu7af9u6WW7KyMCpWr+gUEnjkeKzWuWjj35pVLfYeOdDcWWBqt2LF27dr589WaXbN/WV+tVp3cnGye547s+9tWKZBlbMm91ll/zAdT8xHzLg6EV4hIuHNL+J+haaXBwYPnwHFiXUMVvMpeeJL71o6bHKDcygMEdn6H5ARwDHj+pUFD23ezUaY0TeQfPv/4yN5dAPZs3zxrxe9RDRr/smCWcKPPHI9dMvvbjqs1SMEUQRgo0sxwnDoVVvyHA4QEE7kVooKmsc7xPG239pMHRXrX8E/JoxnrOSmC0JOECdBTBMPxpNgIPUmYWZ4iiOeoaV8S+M/gsEGYzEiC4Dnurz9+F1ulp4FloDOQIGhzLsFzvGRYGCQ2H6F4Hyhdw5juAcEBe7ZvSkl62jKmU4HW9/OgRo0amzZt+nXbnp0b150i2YDQctDl3L15DQD+nosWQ1GpseIl55yrU8qxrWI6TXhzSAG7FT8EXSmVHyOiUhWcvkKBZ+1LleZlAsTpowdx90nYBxNflIIFy9gYZAyjZpPxHPf31o2X4uPYOyk5cENYbYTWgl6M2ekpwuDm+lpw0ksDNEg8pSckoYKrjpzSJmxNfFIeWILQkCoqhT1XlTG7e/P60DffMbi4HD8oGujXL1+4fvnCo/t3P/pq1ovooA0sy9pbGwBq1KlHUTpvg5/ISWfM2LcI9boTLu68kJW2fJRQ5eDnzbtLrEaBhDqNGic9TRSiy+lpqQoOB8uIYmtPbyHYzsGg06fmmBhSDxCgDIqjKD0ynoClF2/YWbFq9QJXFBzHCtaGgLijh6MaNM6RVdC8cv5sWlqau1aiio4g7PP6JPuD521B7EIpDHKcaKnIoRrl2lX0kb6odpA7gKspuXqKzKM5wkoD0FOEmYWBIuRlB0rhi/Yfh8MGA0X4uet1JFYumnvmhHVxI3kC6Tw9aybBHtnzFy+vTqKXpQ/I3QAkVa5Gg+vH93875b2f53w7vEe7+1YDv5hw+PDh90cOPvDXtuxfJ9YPD5y36o8W7ToCQHICGLNNdUcA71SdUleDrmOPPi/cvQFAR8FVT1JKF4dozgviKCpWiilL9OI8urprvaJCDUrwVRT1HwEAXfsOUm39/Zcl30/76K9N61PO7sPZHbi0T8q7IQi4u7qElC/fa/Aw+zIkJdP/Z/6WthE+FAkdocFfe+GDoGYHatdv1LmXokZaemryx1/PeX3CR/JI3J7tm4u9fwVBk3I+aOQYyaS22bjxfxI8R/LWXBsrXdQ/sOTYGxIql/EJcpM9DXJ1c6E2ZNId/DVb40hKz5M6luN5EJDp6YlZLTw7acbsSpE1nPFfqsax8EqVAQil+wTcv3t77Nix6sPEYzUapeiJnLdRqKJunFr2VsjFU7RU9HWVktRGNQyu5O+qIwmBKGot8EZIsmClmjL6n8EhhwtFrh9QjSCIVYvmSY02liJtoucO2PnHuuwjv+O8LaNMI4/U2v40y3w7ziYodGTf39p7FhG2b7eJ2Gxas6Jns1qpSU8/n7P4j4NxarFzWFP+CoKeIkvJA9yvZuBnbcPHNlGIPAp0Adacp659w7FIvCEZWGpZpxJEi3Ydf9m+f/I3c1bu/KdJq7aqrRdUZcczn+LRFQAkx2h6dP4fgSKIMh4Gf/fSImeePwiCeH/6t81kSpTN2rQ3engOGvGmq5ttvesXEPgieqfg2BIEMWuWwssSXrHy6+98KH2UFynkOYY1m+Tv/uDX3/b0ehZa5TND6HnXqn4D6ttMN6/s+0g4K/xPSCR3LSY7odPnWSx5JhNIUs7wcDXoAYz/+HNKR9EFURakpOjF63c2bdMOwMDXRrft0hNAlz4DO/SwpcJu375dkwChOQxKdoaiDFdhDA57woeBJPKv00YShJ4kXHRkhK+rQSeqgblQJAA9RVIvOv88f/wXUtFAi3YdY60xXVdXVzGfnecA/pcfZyE9DWmPHB8tIqhZ9+Q8Vp4TW9wZ/MHBasXlKxfOTZswOrBssEvTV83WQSekfAW9weVuThrSH6FsZa0z2UCBLyUGh59WXqgLRfrSaWm02Zq1b00gOrAEDI0wkbAZUpzBrAIRGh7hKJrm6+ev+Jx0F/sWokpzsIzBxfD/gnHpCK0reEdHeAd5lIoiUk66VT794ad9f27NSEtt06lbmeByQmNwaNjt61eE/yOqRDo+uuQwdOjQgMj630yeeDn+DICxH38mbdr/59afZsqK/AnieHmZsIi5cpWqFXt1AnswDHNo987szIzpc5c+fpBwaM9fl87uA6tDREMA/LHfRZVCLWIZzyPXbAapU835BGPxS7k8b/an4Lkmrdt9OW+pM/WIK1Wr8eX8ZcL/EsmjcavoPdttdd005Y4okgTU9pDA4cgys2aZ4XAn3VQlwM3TiTf328P30/LUbuYRDcrWLKMR05H1BHqS0FFY+pIYF4sqa/ywVejEv27rKYLQrFlRavCfwaGBIaPGPbh7O+H2zTqNmib7+ORk0YBoxFqZpAXnlNLGgKQcy7hx4+d/MBJAuy4923fvXazdHjVq1Pnz53fs2KFqT3ryGLk5YESDI7Jm1P6/tgHAjpkYucQhk4PnQRAeLjpX+1r2pQY6khju+3B2uhGkDiRluxbBSWsdvx4m3ElJeuIf6LBszYvCiHHvp6WmnJCYvBAfMxe9Tk8SdYM83tRiXL7wqIQzGFT7xTgDngcsy5Ak6RcQKBcv7/fq69LyQ8X5fYEoFxY+b9UfWRnpRk/PeiHeAOIfZzMMM2OSUomYNoGk8PAyDoqzbPyp4206dhX+dz7z6DnxztC+9lVYbf6MG0eRm6FoUYEywC6qa87Nzl09Vfj/xKH9CXduVpAUO5Qo8H2J7tT9xuWL639Z0qVLl0mTJml3QWsi53me5/n5xx+dS7T9hsvjnrjqyG5VC9a/P/kgy94b0rCch6dLfkMuRRB6ipRzNfQUIcRcKvm5BhhLtU+xpA2OjRs3CmXGsrOzGzdu/Nprr5VwB5zBhl+XJty+CSD+1PFynViRIqpQtiiYGJSSkU146DvFRPc4d9NiNssds8UEo9H40UcfRUQ1nj/jU/U2gbHB8wA69OxTplzIumULrTx2WkPOXGjXGUaH59UuW+w9fx40bNEat06CtYAkIVFHhQixbMHk7evv8BTFACeHcr/AMl/9uMxiNn/xwdhj/+wF4OXtlQl4GN14HqR95dUXYW3k840lNmMVE+SXRlssn74zSkhY2Ltj85fzl+kNBgC16zf649CZhFs3KlSq4uXj+8L6qgUV1zUl6Yn8o7vRI3fzdDQbJI9EVIqsrjpJcT9Rly9f1rA2AHCcmNanrL2gAYqyL0nGKlXynkdlhyCIURM/HjXx41aR5cxms9msUfbBUWj54N3MXIbNk1XYtnAc41xUheNhsWeMFhQTIQkNdS+hnu37LUK9XP8zOGTo169fv379ACxYsKBLly4l/O3OwGI2iw4AAEDi/QTKL5jl4WZ07/XG22uXLgCc8nDA6ONKcIJiZglYGwC2bt36+uuvC//Xb9rixpVLWRlWVWCORW66UKExrELF+k1bhISFb9mx/RasikA6Oy8iy0BnsGSlqdtL2QrbP7As9v6EgAqoUA8VGlgvhJcUzQHMXLJaKND6opD/xGxwcfli3tLERw8IEP5B5YZsvOZCESwPe+9oqfrl/8dw7dJ5KQ827tiRa5fOS9U3vH18Jcm70nwLEh/cl38c/f6U2Z9/jOtHpcl60Ig3u/QZoHFkcSIlRaP+KmBdBelchIVQZK061246Kj6gNQfLVn1RDRoHltXOvi6q++XIDvgu9kGgu04upMHzzlZxkyrdK76ooBi2q45015Oqgik6kjBQhH2p+tKGFzMK37t3z83NLchazykjI+PRo0cAfH19xYJbxQaSJAmC0Jx+KIoC4OqmKFrBWfK4vGzK1SO0fPigtk1Eg0NYPRdA6SPKeOgpuzLlAJ5/8iNJ0v4kGzbY6gK4Gz02Hz6zZe2vW39fff/OLXAc7l/AkZUADu356+WRYzr36r9n337AWmSB0qkvh6UB1GvYxP4Simry1ul0nJavSPNHcwSKomZMmzL5rddgzkF5gbTBWz0c/NSZ82Jkqfnyr37GTsugeRdUfQNQt5yn/KMjhFizITa8XHPkpms8eBc9pTqkyM0mkiR5ns/ntBRFybc2CPM598iWRihsKtT9KvJLIAgi/xvRIMxH1SJ1WDqKoigvpbfA28e3mF5eewh+rEKdWd436S6EhleQ79O0VXSNOvUFngeA1X8dkrQ3pGeyCOHoLjRqpKEi0zKm05EHuWBo6FwE06FB0xbXrt8AoNS+cwCOdTEYJEfE+biTAC/k6RTqlYTykSYIQvXAS0epyJgEIbq8aY6nOV7l0uB5wpmXgrPPUQH0lPqtV+GVusHVynisOvtEvhsF/DG4lruBIkmSJElh04tdZWnixXRo48aNb7xhK3R++vTpefPmARg/fnx0dHSxfrWQVKZ5J4xGcfKbtWztxJGDxdbNn6PdaLZCPR3lExRcrs/g4ZvW/iJq1Nh7BZQI9nYz2skE1Q8tAoq45rvtJjOV3Nzcvby8X31z/Ktvjuc4rmn/N6QkDr+AAKPRuHbZwvOnjqHRWLFdWGrYwBvdXHOAMmXLGuykZDw9i2a0sv9xrO2FSmVH+649299NeffLH2KFdGUhCdCU7edt7DlAvZ4rkt9fAEmS+nylY41GTv51zl+XQU8ObRDaPNxXRRotql9egvAg5VMU0GjkVF8qXYV0aYW6X0V+CQBIksznEuwhdVjqTKtIT6PROGTU2NVLfgQwdPS4mnXqaR5bHP1/hjPLf3PhQKORi6hc9fPZC6e9OwbA57MXenn7SNYGAD//AOmNK6a7oDmuenp6bo09t+HXZQxNh4SHX4g7FVohYsiosZtO3fjxxGMA4LlPvpvfqWdfysV9FaAjUHD6HEtzymJvHh6ewtie/6W1ivQ88yDD0SOt0+koirIva2U0cjpKWTWNJAVpUY7jGbvHn9LpHQ1ucnBajhCju5vRmN+q2wi08zDWCfM3GhXPvPwLhdeh+J7VZ8YLMDhycnLy8vLkv0VMTExMTAyArKystDQNH34Rwt3dnSCInJwc+02ZmaLHO6pRs3c/nTF7+mQAMGUJGaQ8x2VmZr41aVrrTt0+W7gy3V5pSgEeIJJvXsrMrKDakJZWuNlUE0aj0f4SxowZs2XLFuH/fsPeyMy0laj9qE+rb6e8B6BZm5hW7btkZmbevHrZxuEAwOoUBgfL5GQkeZYNy83ONNn5EovkEgICAjIyMjQ9HNKNKBSmvv3636cvzrkCMQnwwcXmqUfOn6lYobKCSlYknRfg7u6em5ubzw6Zmdnyr3P+ulqX9wo3gjXlZJoU7UXYeQEeHh4sy+bl5TnaQXUJkF2F1F6o+1Xkl0AQhKuraz6XYA/7SxAah499r+/QkQA8vX3kr48cRd5/AARB+Pv7F2roky6hTrCHcGCEEfGPs1vEdN57/o6w6dzJY/JDPnhjSI26DQa//pant09xXIXmoCSgedUQ49iJwv9d+gwCwPEILFO2TBnmaQ6zbNPf4aHBeSYTSYJiLSQ4FOgeYGlaxrQYN/nz7OxsyH6NfGD/SAs/XZ1gD5qmNTkcmZnZKn6JjoRFKlFlZ3HkmEyOnh85NJkeOdk5mShYmNwFyFSNDgCsZp+Q2Vscd1lAQMAzZly+AIMjLi4uKiqq4P1eKLr1ezkoJGzZ3JnXL18Az/r7+kihtVr1Gg593bjgdDIHOEzxYGjoDFyGupZjsaJ+/fr37t3bHXelXKitrKWADj36tGjXKScrMzBITJ2NqFINljzsmo0GvQGAVT4JLA3aNEIfTxIF140rJdBTRKs6NeZcuawjeIbnAOxYv2bH+jU/b/pbsjlKcwBejgG1SroGesmg9P/+Khrm/2tEVFWodl6KP3Mp/kzyk8QpM+c5OqQEcPzg/k1rVqQ8TSzT4iWqQjsAgWXLAtiy9pdf538PkmJHLIZXAYF1kmM5qwVQr2mLlwZplHgtWlBKeoSOIkGLHbAnfibnMHfSTEL1E01kmNjFpx/b8TcABwpj/zN4ARd36tSpunXrlvz3FhYNmrX8ad22vefvdO3dv1G4/8h6tqTKbg2rfd+3PgS1O01mNccAqFXVQdnrYoObm1uFSlUNWpXu3Y1GydoAcOHMSYDH5QNgLaDNaqVOlgHPBWjxsEpyzihsTVFhTGBMeXJCWeyB3Q4P+A//SjzzM1x6DCZneuLt4zt/9aaW7TvJk2sO7NqezyHFjUf3E6aOG3nm+JGE2zdPHT7w+M6NKn4uBoo4fnD/gm+nAwDHOlPIuqIncHSN8H9LQU+5mCGRRoUIs7wiPG1nOPxzN33t+SQ4RpqJOf4gy57Agf91Lc4X4OGQyiv/fwFFkJ4GMirIFiLTkQST/AAAz9CgeK0UDxpAoFvpzVDKk2IB22agfF1UaoIK9axcLR4s7esX0LR16xfXwWeBSOxiFVZgQBnRbCo9s8V/KIX4/57iq4nqUfVMubmiehAApZJ3yePWtcu2D4nXEbtqdPR7OrLq9g1rbO0cqyhWpQXCnN2onNGz+kttu/SQ68MWHyQHh44iWYbTy5ht9lQMC8szHJ+ax2jKFQJgOZ52UFW2tEg7Fw/+t82pwsHRhESRGmGTB3du4P/au/P4Juq8D+Df30wmSZP0sgdQagtSKqWVWu77WhAtiyDLtaLI8hJeHIqgu+z6ALsgy6J4rKDILqyu4sGz6CIoKrJIRYWHcxGWS8uxgoLSlkJp0yPJzPPHtCFNQo+QyUwmn/dfk2bafKe/Ob75nUTeM2rXkuTFoK98dyLIIQZPz/6Da7fKL9PxHfTNFybBQESMkZHn2qSmtGubpsryquRTEE2v54gSuM7XDpGjyj1pyqB7RvgdpaIFza2/USVhasqHhmkmF6ZhN4vL5Tyw+0vPn9w7Ts2FGDM6ZF9/UVVOZw96VrvKBJ43CTw1MGOmy1l47Mj+XV/s+HhzANO0+y33Rk8Gd5OKkZNnE29owgyHS/rvlapZW07daAdR8l6SnogMHKO6IUs3qbn3lpBBwtE4I88En5EarVPTiG6QcLic5KymmsoeedrtqjJi3MSJUz2WKRJdUUaBiHhGksNhvHj8kQ7e/bY0exK7MUY/75DkOcfo7PlPyT3ntRa51uKJNBHy//ddJPmTTRtUiUTWKjVt/vKVnnNmbHh9zeXiS8NGjnH/JLlVK6OBFxp47tbNYUhELyz63eWiS4rFe92k3BY5yRYiEgwcY2QR+CjDDZ+eoiRVOcUapzjzw1MlPpOXX650FpZU+k4OJo8H1HUFBxKOJpiQk/SLjt6d+I7+ey8RkctZu7ayJ5eTaipz9q7o3K1HqGIMxC8enOLezmnbunPrGCJyVtkdVRXfHjsyefiASo8hGCG+QQfwcS6X89PN753+5nhW5Sn6qfa7xX19884WfhPs6ADCxr3j61Vp1FT5GdoQMpcuXlg6b3bRT9d703/03vpxg3s89cTMxxb88U+v/H3u7/90peinymtXea6BGg6Hu5PWubOnVy77g9JhE1HX1ra4KIGITDz7y4j2y+5q2y21oXuUwyW5JLpYXnOt2rtLylffXX3riJ8kSYiAhENzE4NoUIzZz3+JOaqp5CQZo4gkclZfXzaMaodlpqamhi7EgMTExf/jsz2ffbQ5ymIZ8vPRlcy44+zV2jobSSSi098cd0+2qCl+m9tf+tMftrz7jryd1SnvxJHatSj/+earv35qeYgj9Cu3lU0fXQQCyz4jpFJBa2bPX2KOsm54/a/yy8HDR6pYEDs+3nyjt1b8ccFrm7f/z8xf0S+fIytzOJ28JdbfOA6JSS7Jo5PWV9u3KhKrD3kmDo5Ru1vMROQ7rSdjzN0PtEYUJYk4ifl21XCJVOP0PjC5LVvgRblhRZc9iggJR8Duvnf0umF9aNwy4gUyRpHBVNfRQ5If2N36DPD9La3dcxOSWoybPE3erpEzcafD/QWiRYrWcyZP7myDiEpLit3bfqf6AGgurV28vvHc6Ck17fHfDbx7+PHDhzrm5mV2vCNE8fkj+BtA53bm25NERAc3UUZPat3RwJHLd8CKyxll4O0eDdl9h9wd9Di9yF8VeMYYu951w7cPh+AxOYfDJTEiidHFazUp0cYo4XpjgkjeHTgMHGOMjBzbMC7LxOu52QEJR4CSW6Vs2nX48P69u6+Ydp0vKzda5LEqnERmgUtOSx9wV3e1Y2xemix3U4mNjbm6cz2d3vfbpc/faHkC7cvJ6/rjD7XrSoy6/yG1wtDaIwoapZtaKC+ZHe9QN9WQ3T1q7L4vCw7+31e+b+X/YkLHTnlERN9+RS3bk+gUeK7aT/2AY3RmTNc+4zdZL18uKUpJTZtcN6WY0nhWmxm4X3pijAw8c6+N4hQlRszASav3X5jYKTm/bvHYVfsufFNc6aj/LUjgGWPEcazhdWJ1AAlH4GzRMX0GD+1D1O3s1T/v/qHC4WKMmQUuP6f9rzp7r4Su4rOnifdQE8/dFm8WJdPvnvpDt9aamxO3US++8e6ch8YS0YC78uf+funkRx7/7tS3HTrlxWpshc/AIHcBHbDaopetfv2706dcLtdba176avvWPoPv6tgpLyUtve/gYft27azdz1FFNfby0hKyel+8PJMSYiw52e1ynn0pxMHzHBP466N1vcavCly9tdMkiSSSXCJVOUXPFdqKKpxFFQ6HR49RxpiBY1wT1onVASQcQcBzJPCMHCRwJHCMY6SFarHmPqIEnq0Z2f6RLacMPkNytPm080qkcvK6bj9y1ulwGASBiFqmpLbUapOQ5/9Tr1+pvWjzFGq6cI9fI+R/Y17rLocvls9/esX6V1/59vh/qqurevb/GeO4k//5una/fe/RT4U0cBoRcSSJxIiIkSQRc1VXrVjyP9X3DR0z6eEQB88x+fbungHMK+HgBI4jqtcI5JLIIUqei8fKA2I9hxkIHAk8x+m9u6hM/eeiNjVrCKic+ZJ8zvGcb6IaRnerRYPTc1s0vuyQZhkaXE0Nbl4YncyB8b32dX/Iqnjrry+tW71iz84d61avWPeXFUTU4Y66GahdDjr7b9r8R6LaWZuJSJKXZnQ6SBL/8txSsQkTkgYXzzijR8LhNQe5gSff2RNIHq5S135SVuUUJanGqz2F4wSOBJ7pe1JzWQQcovLyWtoe7ZlCRALPBJ7x4VwzlmgRwrdmr7SkeM0Ly5Yv+PWhvbuo7smhtaeF1uIJCg3+n0HjTp085t4+880JIurRb9BjC5Z07zswNb0tSSJdKyIisaZuKTWng4jo87X0/TEi74XdQ3AG8hwZec5dec1RvftknFmINfEGn2oKpyidulz51XdlRDR186nvr1Z79xjlSahtrAnXG2/ToUklCKIELivRQkQCR3dn3NI7TdMdIMJlwFUAt49nF/5m31efE9G2D/65+h8f5rbqGfywIDL4XiaSJD399NNff/211WqdP39+u3bt1IuuIWHRSJfbypaa3nbvlwXyy5S0dHljxLgHRox7QBLFmb8cWVj4LZG8TIREUl1Vxw/HqaZy0ow5vnOaKY1nLLeVdVRW7ZxMXs3m93dKijHxiwvOec3oJUl06GK5S5L6psfUiCI5OK8djBxLjTW1iTMnWmprZ923vsDu1XemRPsueKsRSDiCozNTAQ0AABM/SURBVHZFH57PTDQ3sEgg3LwbJSIV5dfkbEN2aO/uMYORcISU30dduNd8uON/9913X3jhBXm7srJy/fr16gUVOO0Ux0OzHq+pqflww1sjxj3wq1n1FthiHNeld7/CE8do7z8osy+ZrES1C1Rl3J712Lz5WZ1UWP6T5yjKwN9Wd3vnOc7AMXf2wDFqG28e0SHh3aPey7Y5XFJxhfP3O75zSZI8P4enezJvGZZxSwtbRLQFo0klOASeY4wZecZ8qsVCP0endu4pQSQfVAOHZrHWeyutbYbX74Kb0+ncsGHD8uXLDx06pHYsYeP48esLj23fvt3vUp8acaMTXt2xcl4/sVitjy1Ysv3I2ccWLLHYvN99cPrs3G49aNfb5HKS6CSXgxxVdO7wqaOHDu3bFaqo6+EY8xyZMjwzflRWwvV3iSVahJEdbvH9RYdLKrE7jl2qEEU/S8ve2yEhQrINQsLRsGYtG/b3+zK7p9paRfusHAshwRhbse69Hv0GEdGkGY/1HDC40V+JWPPnz581a9azzz7bu3fvPXv2qB2Odnle/n379nVvjxgxQq2lDSOEyWR+ctmfiYgkV+30xy4XvbeQRFdoFk/xNbRd3F3t4twvW9qMqTG185jxrLYPKe+v52eNKDlckijKQ1Su9xiVO3xE1DMYTSpBkxpjnNbVe+VDrdHZd32vOvzsO7ssXfWaivE0SiOTgr/22vX/0vvvv5+bmxusvxwWHQgCM2TIkNWrV2/ZsiUtLW3OnDlqh6N/icktN+8+MvPDwgpRqKm228trH9UD7x7htWdobmvpcd5t5e4KD4Hn5Lpt3t8it5IkOSTJJUmiRJ4VHALPnKLEImE4bB0kHN6Ce+7q4AGvg0PQOHW78bZqFeQsWcc5x5gxY8aMGdP4fhqgg1KoKL+24+PN1660chmt0dHRMcbWd82Y03PAYC1MmSpzD4N1D2r1W8NBRDVOUZQkr+YUgecqHSIfAYNT3JBw6JPfLAGpQzhSotQ++OCDe++9l4hGjRo1derUoP/9cBkJBZp18ftzD+YPICJKyaLswRUm28S7+1vPRZcWF0mSpJH2LPcMAjZj7Wr1N6qtcLhEiZhXvx8Tz26NNRkNTToWfVxTSDiaRx+lTrr4AhQJFMoRe/XqVVRUVFVVlZiY6HK5KisrlfgUAE8NnMy+99WP/vm/tVsXTlC7HlRT+fYjw+UfjJs8bdrjTyoYaJPxHHGMiZK0bGjb1Bgj1U0/yhh5dSl2SUQ+rS0Cx/39vsymfJDnQFnP/1LYPY8iqsPKzUINASgn9GeX2Yzx26BR9eowTu+hU9e7Nm94fY17O2SD8vx+Cs9q55g2G+pNP+o7/ZdfzF+HjyZ+dLN20A4kHBEhjM7ISKa/YtLfEUGw+J4bnj8ZMXbi9TcunDSVnAlNVM3CMzLKI03q0qO6heab9GDlFOguemeKpqedRMIB4U2v844A3CTPSyPsLpPkVilb9h57auVa+WV1VZX7rY65nVUKyhtXt4qWO3MwcOzl4RlWU+MPVo6xwBaRCOv+eUg46mm0lbHR3UA5kfBv19Mx6ulYwlqYFoQ5ymK1+on8wemzQx+MX+4mFc/n6O2JUU1ZFUXgI2o8bC10GgXQqDB9TgAES3q79p4vf7Pk2Tu79WqR0pq0cXUYOGbkOfJpHPG3aqw3I+c/4dDCcSkHCUek8NtiGkbdm5tF3xctQNNp/1poIMK4WxKeXfvW+2+/TkSj7p/cuWefkEXVFJ1aWJ/sd+vMLae8qjR4njHmPQjWi8AH2KQS1pBwKEj7lzoAgJbl9eiT10NbeYabwLP2CeaBbWNNglcNBzNyrNpn2RRPKdHG2xMtQQwmLL5Aog9H4yI5bwiXY5fjdLmce78s2LNzh8PhUDuiwIVd/z6AiMUYWzAgja9fV8FxjVRgMEZt4s0zugc+ya/fu4T27xuo4YhoYTdvTANE0bV47ozdn28nooJNP1u3bp3RiIX0ACDU5M6kgsiqnf4rOQTOz7riTaf9xOJGUMMBOsEV/1fONojos88+O3DggLrx3KTwvacARDieMQPHBO6GlRwCx/ER+eyNyIOGpgmvZ55XfQaqNwBAFWOyEzsmWwS+dtCsL4HXyGowoYaEo0nCsbUs0mRlZT300EPy9oQJE7p06aJuPADQXProwDSgTWySRRB4Jvgb+coxJnDUlLk69Ad9OMB/9+ZwvOyfe+65WbNmuVyujIwMtWMBgEYEfJPR/t2JZ0zg/NdwCDyLNhksxkj8to+EA4jCZEhVU7Rt21btEAAg0rWONaXFmk5driKqXVHW/ZaRYxM7JfdrE6NedKqJxCQLAABAOfnt46d0binPtOHVsCLwjL9xf1J9Q8KhCH20RIYpl8u1ZcuWN998s6SkRO1YACBCtY03z+ubSkTuhhV52XoDz5q2mqwOoUklcHqaxILqt6qEdbY0c+bMjRs3EtHjjz9+7Nix5ORktSMCgLAn3yE9742N3vzlsa/uhEPgmVOUWttM8eYIffJGaqIF/uigYqa0tFTONmRbt25VMRgACEC434XcjBwb0CbWInA8I8ZI4Dki+v2gtKwkP5Oa6+D22ygkHKArUVFRni9jY2PVigQAIhxjbOHANIFjBp4zcExgjIgitj2FkHCAr7DOss1m8zPPPCNvjxw5Mj8/X914ACDC8Twzcsw9D9jNTGoe7iK0JSmIdNaTQwemTJkyduxYu93eokULtWMBgEA0MFA/7L4RyUurcBKZDey3/W61CJH7PR8JR/CF3fWgP9HR0dHR0WpHAQBAPDGBZ7xIPMeGtotTOxw1RW6qBQAAoLQRHW65PSHKwHOR3JgiQ8IBAACaE15VxQ2MMbkrI75ltNEicEZDpCcc2mpSMRgMBoOyIQmCQERWqzW4f7Z3hvXQD2XydtD/uC9BEELwKUqzWCySx4y/YUcQhHBf81EQBJ7nuXDuN88Y08EhUEjuG4pS4qbkeV+V5bVWcEZwnudNJlMDz6CoKJfnMUZFudzb8s99A5aZBKHbrXGTu7SOMvF+/3KwjosxxnGc0o/RgGkrLKfTWV1drehHWCwWxlhFRUXQ/3JlZSUR5bayKfHHvVit1hB8iqKioqLsdrsoimoHEjiLxWK329WO4qYwxlwul3zqhinGmNls1sEhhPsVrdBNKTOO9+w9WlHh/4EdFDzPV1dXN/AMyozjPY/R86xzB+b3VByQbhMlMog1fs/TID41eJ43GAxKP0a9Zh9oOm0lHAAAADrTJs58o7fCq+XoJiHhCJqIOm8AAEJJgzdY3SyyHTJh3PAJAAAA4QIJBwAAACgOTSoAAKBdGmxMgcAg4QAAAAi1CEyk0KQCAAAQuAhMHQKDhAMAAAAUh4QDAAAgOFDb0QAkHAAAAEGDnONGkHAAAAAEArlFsyDhAAAACKnIzFSQcAAAAAQoMlOHwCDhAAAAAMUh4QAAAADFIeEAAAAAxSHhAAAACCZ07PALCQcAAAAoDgkHAABAkOW2sqGewwsSDgAAgNCJ2EQECQcAAAAoDgkHAAAAKA4JB+hEcXHxlClTkpKSpk2bdvnyZbXDAQBAT456kHCATixZsuTDDz8kovfff//pp59WOxwAAKgHCQfoxKVLl9zb33//vYqRAACALyQcoBPdu3d3b/fp00fFSAAAwJdB7QAAgmP27Nnx8fEHDx7s0aPH/fffr3Y4AAC1clvZDl8sR2cOJBygEzzPT548OT8/Pz4+nuNQdQcAoC24L4NOlJaWjhs3Ljs7OyUlZefOnWqHAwAA9SDhAJ1Ys2ZNQUGBvL1q1Sp1gwEA8IT2FELCAbpx5coV97Y78wAAAI1AwgE6MXz4cPd2ly5dVIwEAAB8IeEAnbhw4YJ7++DBg2VlZSoGAwAAXpBwgE5IktTASwAAUBcSDtCJ4cOHDxgwQN6ePn16bGysuvEAAIAnzMMBOmGz2d555509e/YkJCRkZ2erHQ4AANSDhAP0w2g09u/fX+0oAADADzSpAAAAgOKQcAAAAIDikHAAAACA4pBwAAAAgOKQcAAAAIDiQj1Kpbi4+IknnkhOTiaiuXPnpqSkhDgAAAAACL1QJxxFRUX5+fnjx48P8ecCAACAikKdcPz0008XLlx4+eWXs7OzBw0aJP/QbreXlpYSkdFoNBiUDYnjOCLieV7RT1EaYyzcD4GIeJ5njKkdReB0UAqMMY7jwvooGGPhXhDyVRDWh0C4HLSB4zgtHwIL8ZIT+/btu3r1al5e3ooVK8aOHdupUyci2rp16/Lly4lo3rx5w4YNUzQA+drGQhuqYyzU5x74QiloBApCC1AKTRTwF0XV/r8FBQUlJSVjxozx/OG1a9eqq6sV/VyLxcIYq6ioUPRTlGa1WsP9EBITEy9fviyKotqBBM5isdjtdrWjuCk2m83lclVWVqodSOAYY2azOdwPISEhobi4WO1AbooObkoxMTHV1dVKP4MUxfO8wWBQ+hASExMD+8VQj1JZv3794cOHiejcuXMtW7YM8acDAACAKkLdh2PIkCF/+9vfNm7cGB8f37t37xB/OgAAAKgi1AlHUlLSk08+GeIPBQAAAHVpa7XYEHSvLS8vlyTJaDQq+ikhoNl+yE10/vx5q9Ua1kehg275V65c4ThOEAS1AwmcDkapSJJ0/vx5m82mdiA3K6xLgYhKSkoMBoPSIyUVxXGcli+HiOuU+8orr9TU1MyZM0ftQCJdr169tmzZkpCQoHYgEW3JkiXp6emTJk1SO5CIVlZWNnjw4AMHDqgdSKSbO3fukCFDhg8frnYguoWpzQEAAEBxYVx3FJjs7Gyn06l2FECjRo0ym81qRxHpOnfujEom1QmCMHr0aLWjAOrVq1daWpraUehZxDWpAAAAQOihSQUAAAAUp88mFbvdvmzZMqfTabVa582bx3HcypUry8vL09LSJk+e7HQ6PV/a7fbVq1fb7faWLVs+/PDDYb26h9Y0XBDyPs8///ysWbPMZrNXuagZt740qxS8dtbBeC6NaFYpyC8PHz68Y8eOuXPnqha0HjWrICRJWrt27aVLl2JiYh599FE8HW4Sv2jRIrVjCL5t27YlJiY++uijP/zwQ3Fx8Y8//sjz/IwZM/71r3+lp6cfPXrU8+WBAwesVuv06dO/+OKLhIQENGkHUcMFwfP8kiVL9u3bN3bsWIPBsHv3bs93Y2Ji1A5fJ5pVCl4733bbbWqHrxPNKgUistvtq1atslqtvXr1Ujt2XWlWQRw8eLC6unr69Ok1NTUmk0kHQ5fVpc8mlfbt2w8cOJCIbDabIAiFhYU5OTlElJOTU1hY6PUyKSnp3LlzpaWlxcXFcXFx6kauMw0XhNVqXbx48R133CHv7PWuelHrTbNKwWtn1YLWnWaVAhG98cYbXktNQVA0qyCOHTtGRCtXrqysrMRaHDdPnwlHZmZmQkLC/v37d+/e3a1bN7vdbrFYiCgqKqq8vNzrZUZGxpkzZ5YvX24wGOLj49WOXVcaLgiqm6ZG3tn3XQiKZpWC185qxq0vzSqF/fv3t2jRAiMmlNCsgigvLz9z5syECRP27t176NAhNePWBX324SCitWvXlpeXL1iwwGKxWCwWeTHJyspKm83m9XLDhg2TJk3q2rXrxo0bP//886FDh6odu640UBBeezb8LtyMppeC184hj1TPml4KmzZtMpvNhw8fPn/+/Keffjps2DA14tWtpheE3KSVnJzcr1+/06dP5+XlqRGvfuizhmPXrl0Gg2Hu3LlWq5WI2rdvf+LECSI6efJkRkaG10uHwyGPDRZFEVN0BFfDBeG1c8PvQsCaVQpeO0OwNKsUli5dunDhwlmzZuXk5CDbCK5mFURGRsapU6eI6OzZsy1atAh9tDqjz06jH3/88dGjR3fu3Ll9+3aTydSrV69t27Z9+eWXiYmJ/fv3T0lJ8XyZnp7+xhtv7Ny58+rVqxMnTgzrifS1puGCkPcpKCjo37+/wWDwKhd1I9eTZpWC187p6enqBq8bzSoF+WVFRcWRI0fQaTS4mntT+uSTTz766CNRFMePH89x+vyKHjKY+AsAAAAUh3wNAAAAFIeEAwAAABSHhAMAAAAUh4QDAAAAFIeEAwAAABSHhAMAFPHMM8+sWLFC7SgAQCuQcAAAAIDikHAAQNA4HI4ZM2a0adOmR48eR44cIaKysrLJkydnZWX179+/oKBA7QABQDWYVRMAgubVV189efJkYWFhaWlpp06dunfv/vbbb4uieOLEie3bt2/evHnQoEFqxwgA6kANBwAEzc6dOx988EFBEJKTk/Pz84mod+/eO3bsWLhwoc1me/HFF9UOEABUg4QDAIKG4zj3ehPymiC5ubl79uxJSUlZtGjR6NGjVY0OANSEtVQAIGjWrFmzYcOGrVu3Xrt2LScnZ968eWVlZU6nc/HixRcvXszMzCwrK2OMqR0mAKgACQcABI3D4Zg9e/a2bduSkpLuueeetm3b9uvXb8KECUVFRbfeeuvUqVMfeOABtWMEAHUg4QAAAADFoQ8HAAAAKA4JBwAAACgOCQcAAAAoDgkHAAAAKA4JBwAAACgOCQcAAAAoDgkHAAAAKO7/AWOJ18pRN8ybAAAAAElFTkSuQmCC\n"
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"%%R -w 10 -h 6 -u in\n",
|
|
"m <- prophet(df, changepoints = c('2014-01-01'))\n",
|
|
"forecast <- predict(m, future)\n",
|
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"plot(m, forecast)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
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"text/plain": [
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"<Figure size 720x432 with 1 Axes>"
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]
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},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"m = Prophet(changepoints=['2014-01-01'])\n",
|
|
"forecast = m.fit(df).predict(future)\n",
|
|
"fig = m.plot(forecast)"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.8.10"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 4
|
|
}
|