{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Forecast skill distribution analysis\n",
"\n",
"This notebook presents different methods to evaluate and visualize the skill of a forecasting model."
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib.patches import Patch\n",
"from matplotlib.lines import Line2D\n",
"\n",
"import seaborn as sns\n",
"\n",
"import modelskill as ms\n",
"\n",
"my_color_dict = {\n",
" \"dummy\": \"#768082\",\n",
" \"model_1\": \"#ff6700\",\n",
" \"model_2\": \"#004E98\",\n",
" \"observation\": \"#55a630\",\n",
" \"other\": \"#2d2d2c\",\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" lead_time model_1 model_2 observation\n",
"date \n",
"2023-01-07 1 13804.10 12663.04 14319.96\n",
"2023-01-07 2 13302.96 12898.16 14319.96\n",
"2023-01-07 3 13388.44 13505.24 14319.96\n",
"2023-01-07 4 13014.56 13444.72 14319.96\n",
"2023-01-07 5 12845.50 13086.09 14319.96\n",
"2023-01-07 6 12801.62 13413.75 14319.96\n",
"2023-01-07 7 13003.76 13204.51 14319.96"
]
},
"execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def path_to_file(filename):\n",
" return f\"../tests/testdata/forecast_skill/{filename}\"\n",
"\n",
"matched_model_results = pd.read_csv(path_to_file(\"matched_model_results.csv\"), parse_dates=True, index_col=0)\n",
"matched_model_results.round(2).head(7)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We depart from a dataframe containing matched results from two models; each model allows us to forecast the value of an arbitrary variable _X_ up to 7 days in advance. The `lead_time` column in the previous dataframe represents how many days in advance did we forecast the value of _X_. To see how to generate such dataframe, consider visiting the [data wrangling notebook](../notebooks/Forecast_data_wrangling.ipynb).\n",
"\n",
"Our goal is to assess which of the two model candidates (`model_1` and `model_2`) better represent an underlying observed system. When comparing models, we often want to have a simple benchmark model to guarantee that our candidate models improve other naive prediction methods based on simple heuristics. For instance, a model that is commonly used as benchmark is a model that returns the mean of our available observations. `modelskill` provides tools to generate such a naive model by using the `DummyModelResult` class, as can be seen below."
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"observations = matched_model_results[\"observation\"].drop_duplicates().to_frame()\n",
"\n",
"obs = ms.PointObservation(observations)\n",
"mr = ms.DummyModelResult(strategy='mean')\n",
"pmr = mr.extract(obs).to_dataframe()\n",
"\n",
"fig, ax = plt.subplots(1, 1, figsize=(12, 3))\n",
"pmr.join(observations, on=\"time\").plot(ax=ax, color=my_color_dict)\n",
"ax.set_xlabel(\"\")\n",
"ax.legend(frameon=False)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, we proceed to merge the results of this dummy model with our matched results."
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"pmr.index.name = \"date\"\n",
"matched_model_results = matched_model_results.join(pmr, on=\"date\", how=\"inner\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Finally, we include the results of the model at lead time equal to zero to improve the visualization of the change of skill with the horizon increase. Notice that, for all models except the dummy, we are copying the values of the observations since we are assuming that, at the time of the forecast we have already observed the value of _X_. The dummy model is excluded from this operation since that candidate is only used as benchmark."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" lead_time model_1 model_2 observation dummy\n",
"date \n",
"2023-01-07 0 14319.96 14319.96 14319.96 15237.57\n",
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},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"observations_ = observations[\"observation\"]\n",
"dummy_ = matched_model_results[[\"dummy\"]].reset_index().drop_duplicates().set_index(\"date\").sort_index()[\"dummy\"]\n",
"\n",
"lead_time_zero = pd.DataFrame(\n",
" {\n",
" \"lead_time\": 0,\n",
" \"model_1\": observations_,\n",
" \"model_2\": observations_,\n",
" \"observation\": observations_,\n",
" \"dummy\": dummy_,\n",
" },\n",
" index=observations.index\n",
")\n",
"lead_time_zero.index.name = \"date\"\n",
"matched_model_results = pd.concat([matched_model_results, lead_time_zero]).sort_values([\"date\", \"lead_time\"])\n",
"\n",
"matched_model_results.round(2).head(8)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the previous dataframe, it is straightforward to generate the following skill table. Recall that we want to analyze how the models performs for different horizons (from 1 to 7 days ahead), for this reason we pass the column with the lead time as `aux_items`. Then, we can filter the results by model and by lead time."
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
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"
794.870
\n",
"
5.060
\n",
"
\n",
"
\n",
"
3
\n",
"
observation
\n",
"
374
\n",
"
-384.350
\n",
"
1184.790
\n",
"
950.580
\n",
"
6.030
\n",
"
\n",
"
\n",
"
4
\n",
"
observation
\n",
"
374
\n",
"
-446.930
\n",
"
1323.600
\n",
"
1080.360
\n",
"
6.850
\n",
"
\n",
"
\n",
"
5
\n",
"
observation
\n",
"
374
\n",
"
-491.980
\n",
"
1412.620
\n",
"
1166.210
\n",
"
7.390
\n",
"
\n",
"
\n",
"
6
\n",
"
observation
\n",
"
374
\n",
"
-523.710
\n",
"
1475.760
\n",
"
1221.850
\n",
"
7.750
\n",
"
\n",
"
\n",
"
7
\n",
"
observation
\n",
"
374
\n",
"
-545.460
\n",
"
1521.410
\n",
"
1267.010
\n",
"
8.040
\n",
"
\n",
"
\n",
"
model_2
\n",
"
0
\n",
"
observation
\n",
"
374
\n",
"
0.000
\n",
"
0.000
\n",
"
0.000
\n",
"
0.000
\n",
"
\n",
"
\n",
"
1
\n",
"
observation
\n",
"
374
\n",
"
-1281.480
\n",
"
2020.670
\n",
"
1512.510
\n",
"
9.260
\n",
"
\n",
"
\n",
"
2
\n",
"
observation
\n",
"
374
\n",
"
-1186.980
\n",
"
1967.200
\n",
"
1459.470
\n",
"
8.910
\n",
"
\n",
"
\n",
"
3
\n",
"
observation
\n",
"
374
\n",
"
-506.580
\n",
"
1669.490
\n",
"
1256.730
\n",
"
7.790
\n",
"
\n",
"
\n",
"
4
\n",
"
observation
\n",
"
374
\n",
"
-773.380
\n",
"
1810.800
\n",
"
1323.620
\n",
"
8.100
\n",
"
\n",
"
\n",
"
5
\n",
"
observation
\n",
"
374
\n",
"
-1268.830
\n",
"
2069.900
\n",
"
1510.860
\n",
"
9.170
\n",
"
\n",
"
\n",
"
6
\n",
"
observation
\n",
"
374
\n",
"
-770.870
\n",
"
1832.630
\n",
"
1337.590
\n",
"
8.180
\n",
"
\n",
"
\n",
"
7
\n",
"
observation
\n",
"
374
\n",
"
-1176.300
\n",
"
2048.960
\n",
"
1488.200
\n",
"
9.040
\n",
"
\n",
" \n",
"
\n"
],
"text/plain": [
""
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cmp = ms.from_matched(matched_model_results, mod_items=[\"model_1\", \"model_2\", \"dummy\"], aux_items=[\"lead_time\"], obs_item=\"observation\")\n",
"\n",
"metrics = [\"bias\", \"rmse\", \"mae\", \"mape\"]\n",
"sk = cmp.skill(by=[\"model\", \"lead_time\"], metrics=metrics).sort_index()\n",
"sk.round(2).style()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Plotting skill\n",
"\n",
"Now we can directly use the plotting functionality from `modelskill`, with minimal extra formatting, to visualize the skill table as follows. "
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def _format_ax(ax, xlims, ylims):\n",
" ax.set_xlim(*xlims)\n",
" ax.set_ylim(*ylims)\n",
" ax.set_xlabel(\"Lead time [days]\", fontsize=12)\n",
" ax.set_ylabel(\"MAPE [%]\", fontsize=12)\n",
" ax.legend(frameon=False, fontsize=12, bbox_to_anchor=(1.25, 0.7)),\n",
" ax.tick_params(axis=\"both\", which=\"major\", labelsize=12)\n",
" ax.set_title(\"Skill by lead time\")\n",
" ax.figure.autofmt_xdate(rotation=0, ha='center')\n",
" \n",
"fig, ax = plt.subplots(1, 1, figsize=(8, 5))\n",
"sk.mape.plot.line(ax=ax, color=my_color_dict)\n",
"_format_ax(ax, xlims=(0, 7), ylims=(0, 10))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Notice that, in this case, we have chosen the MAPE as the skill measure. \n",
"\n",
"The previous figure suggests that model 2 is not better than the naive approach, on the other, hand model 1 is a clear improvement. Still, the skill of Model 1 decreases with lead time and, as we get close to the 7 days horizon, the three models have very similar performance. It is worth mentioning that the trend in model 1 is often observed when analyzing forecasting models, as the most recent observations contain more information about future values of _X_.\n",
"\n",
"### Skill as a distribution\n",
"\n",
"The results in the previous section are generated by computing the skill aggregating errors per lead time. However, we might instead be interested in how the skill is distributed rather than evaluating it as a single value. In order to do this, we define the following function, which extends the matched results with three new columns: `error`, `absolute_error` and `percentage_error`."
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"def generate_melted_error_df(matched_results):\n",
" melted_model_results = pd.melt(matched_results.reset_index(), id_vars=[\"time\", \"lead_time\", \"observation\"], var_name=\"model\")\n",
"\n",
" melted_model_results[\"error\"] = melted_model_results[\"observation\"] - melted_model_results[\"value\"]\n",
" melted_model_results[\"absolute_error\"] = abs(melted_model_results[\"error\"])\n",
" melted_model_results[\"percentage_error\"] = 100 * melted_model_results[\"absolute_error\"] / melted_model_results[\"observation\"]\n",
"\n",
" return melted_model_results"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Next, we define a function that, given the extended matched results, plots the distribution of errors by model and lead time."
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"def plot_error_distribution_array(mmr, my_color_dict, diag_ylims=(0, 20)):\n",
"\n",
" def plot_skill_quantile_by_leadtime(df, ax, color=None):\n",
" for interval in [25, 50, 75]:\n",
" sns.lineplot(\n",
" df,\n",
" x=\"lead_time\",\n",
" y=\"percentage_error\",\n",
" estimator=\"median\",\n",
" errorbar=(\"pi\", interval),\n",
" ax=ax,\n",
" linewidth=2.5,\n",
" err_kws=dict(linewidth=0, alpha=0.15),\n",
" color=color\n",
" )\n",
" \n",
" ax.legend([], [], frameon=False)\n",
" ax.set_xlabel(\"Lead time [days]\", fontsize=12)\n",
" ax.set_ylabel(ylabel_dict[errorcol], fontsize=12)\n",
"\n",
" def plot_model_comparison_with_violinplot(df, ax):\n",
" sns.violinplot(\n",
" data=df,\n",
" x=\"lead_time\",\n",
" y=errorcol,\n",
" hue=\"model\",\n",
" split=True,\n",
" gap=0.15,\n",
" inner=\"quarts\",\n",
" ax=ax,\n",
" alpha=0.9,\n",
" saturation=0.7,\n",
" bw_adjust=0.6,\n",
" common_norm=True,\n",
" density_norm=\"area\",\n",
" cut=0,\n",
" palette=my_color_dict\n",
" )\n",
" ax.spines[['right', 'top']].set_visible(False)\n",
" ax.legend(frameon=False, ncols = 2)\n",
" ax.set_xlabel(\"\")\n",
" ax.set_ylabel(\"\")\n",
"\n",
" def create_empty_plot_with_legend(ax):\n",
"\n",
" color = my_color_dict[\"other\"]\n",
" rect1 = Patch(facecolor=color, alpha=0.45, label='25%')\n",
" rect2 = Patch(facecolor=color, alpha=0.30, label='50%')\n",
" rect3 = Patch(facecolor=color, alpha=0.15, label='75%')\n",
" line = Line2D([0], [0], color=color, label='Median')\n",
" ax.legend(handles=[rect1, rect2, rect3, line], loc='upper right', title='Error quantiles:', frameon=False)\n",
" ax.set_axis_off()\n",
"\n",
" ylabel_dict = {\"error\": \"Error\", \"absolute_error\": \"Absolute error\", \"percentage_error\": \"Percentage error [%]\"}\n",
" errorcol = \"percentage_error\"\n",
"\n",
" models = mmr[\"model\"].unique().tolist()\n",
"\n",
" fig, axes = plt.subplots(3, 3, figsize=(12, 10))\n",
"\n",
" for i, model_i in enumerate(models):\n",
"\n",
" df_ii = mmr.loc[mmr[\"model\"] == model_i, :].copy()\n",
"\n",
" plot_skill_quantile_by_leadtime(df_ii, axes[i, i], color=my_color_dict[model_i])\n",
" axes[i, i].tick_params(axis=\"both\", which=\"major\", labelsize=12)\n",
" axes[i, i].set_xlim(1, 7)\n",
" axes[i, i].set_ylim(*diag_ylims)\n",
"\n",
" other_models = [m for m in models if m != model_i]\n",
" for model_j in other_models:\n",
" j = models.index(model_j)\n",
" if j > i:\n",
" comb = (model_i, model_j)\n",
" df_ij = mmr.loc[mmr[\"model\"].isin(comb), :].copy()\n",
" plot_model_comparison_with_violinplot(df_ij, axes[i, j])\n",
" elif j == (i-1):\n",
" create_empty_plot_with_legend(axes[i, j]) \n",
" else:\n",
" axes[i, j].set_axis_off()\n",
" \n",
" axes[i, j].tick_params(axis=\"both\", which=\"major\", labelsize=12)\n",
"\n",
"\n",
" plt.tight_layout()\n",
" plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lastly, we execute the previous function calling the matched results as follows:"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"melted_results = generate_melted_error_df(matched_model_results)\n",
"plot_error_distribution_array(melted_results, my_color_dict)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The previous image shows how the errors are spread at different horizons. In addition, the models are compared in the upper right subplots. It is easy to see that model 2 presents a significantly wider distribution of errors, even though the median is low enough. These results suggest that model 2 will miss the target more often than model 1.\n",
"\n",
"This conclusion can be further validated looking at the violin plots where it can be seen that the distribution of errros from model 2 has always a longer tail than model 1. Interestingly, it can be noted that, even though model 2 distribution is wider than model 1, after lead time equal to 5 there is a shift and the median of errors is slightly lower in model 2 compared to model 1."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Focused skill\n",
"\n",
"All previous results have been computed using all available data. However, we might be interested in finetuning models to specific cases. For example, let´s assume it is critical that our model has a good performance when the value of _X_ is above a certain threshold. Then, we can filter the comparison with `modelskill` by doing:"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"threshold = 15000\n",
"skill_high_values = cmp.where(cmp.data.Observation > threshold).skill(by=[\"model\", \"lead_time\"], metrics=metrics).sort_index()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"where, the actual values used for the skill assessment are depicted in the image below."
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(14, 3))\n",
"observations_.plot(ax=ax, color=my_color_dict[\"other\"], zorder=0, label=\"\")\n",
"observations_[observations_ > threshold].to_frame().reset_index().plot(kind=\"scatter\", x=\"date\", y=\"observation\", label=\"Used in Comparer\", ax=ax, color=my_color_dict[\"observation\"])\n",
"ax.axhline(y=threshold, alpha=0.7, color=\"grey\", linestyle=\"--\")\n",
"ax.set_ylabel(\"Observations\")\n",
"ax.set_ylim(12000, 23000)\n",
"ax.legend(frameon=False)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now, it is straightforward to repeat the previous analysis."
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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JzvXmAwpYJwiCIAgijnfffRfl5eVYsmSJ2aUIR+zJon6Sl3iyCAB9fX345JNPcMIJJ8Rd+H7+85/H6OgoOjs74XQ6405iAe0u6FFHHRX9ftu2beCcY968eXF1BAIB00fFFx0TxapM613PQ3I6ncKv9+effx6rV6/Gn/70J0yYMOGg3ktUZsyYgRkzZgAATjvtNACayHTxxRdHl5/usIplaGgIjDHU1tYavrfdbofdbs9/0akoAddSqQhqougXqfYl4XA4KgSJfAzhEN1ZxTShSpB1DSS3n+oh/7GPM8aSXpdqOetT+vSfSfVYomMr9nn9Nakei/25xYsXY+fOnXA6nfjFL36BL33pS5g5c6bxH1lASKwiCIIgCCJKOBzGD668EhJj2LZtm9nlCEemEz/9BFJVVXDOkxwa+glpqpPTVKiqClmWsXXrVshy/Ej2ysrKcf0NpYqZd8sPlfX+wgsv4PLLL8dLL72Ek08+edzvU2ocf/zx+NnPfob9+/dj6dKlcDgc2LVrV9Lrdu3ahTlz5qCsrMyEKlMjvBBUAoIaII7bJtW+RN9fhEIh4fclQueTRZaVCPlkOnPmzIHVasWWLVswY8YM2Gw2hBUFQ0ND0dc0NTWhu7s7+v3evXvh9XrNKBcAMGnSJJSVleHTTz/F3/72N/zkJz8xrRZqAyQIgiAIIgrnHFysG5Mly4IFC/B///d/cSfO//d//4eqqipMnTo17iRWx+l0Ys+ePdHvlyxZAkVR0NfXhzlz5sR9TZo0qah/j9mIdAFiBGNM2PX+ox/9CBdeeCEef/xxnH766eP/I0uQTZs2QZIkzJ49GxaLBWeeeSbWrVsHt9sdfU17ezs2bdqEc88918RK4ykV11Ip1Cj6/iPVuhZpX8IYE74NUJf1RFrTlZWVuPzyy3HDDTdgw4YNcLvd6DpwIE6EXLlyJR5//HFs27YN//znP/G9730vSdQsJrq7dPfu3VAUBeecc45ptZCziiAIgiAIIej3KPj++q6i/J5pBf8tWsjzo48+iv/8z//ElVdeiU8//RR33nknrr32WkiSFHcS29DQgIkTJ+K2226Ly5eYN28evvGNb+Ciiy7CQw89hCVLlmBgYAAbN27EscceG21xyoXt27cD0IJf+/v7sX37dthsNixYsCBff3rWqIFRuN77XdrXsHAYDIBfkhCSxn+fVQ2Mjvtnc0HE9f7888/jpptuwqRJk9HR0YGenh4AgMPhEHai13j4zne+g+rqahx//PGYOHEiBgYG8NJLL+GFF17ADTfcgKamJgDAmjVrsGzZMpxxxhm4+eab4ff7sWrVKjQ2NuK6664z+a+IgYvddgWI1RqW6hgSCmmT8yQpAFkezuvvyutxJIUQJNK+xGazweP1RnOMADGOIXodf/j98wiHw+AckCSW5CLL5+/KlR/96EcYHR3FV7/6VXDOUVVVFedqe+ihh3DppZfiX//1XzFlyhQ89thjSSH5xaampgb9/f244IILTHWaklhFEARBEITpaDkdyaPkC8E0jGVLFZKpU6fi9ddfxw033IDFixejvr4el19+OW6//fboa2JPYquqqnDdddfB5XLFvc+zzz6Le+65B9dddx0OHDiAhoYGnHDCCeMSqgDEZZFt3boVv/vd7zBz5ky0traO6/3Gy8SJE7E4i9d99NFHCIcVTJjQhMmTJx/07yw0Iq73//7v/wbnHN3dXVi9ejVWr14NALj44ovxy1/+8mD+XKE44YQT8Oyzz+JXv/oVhoeHUVlZicWLF+M3v/kNLrzwwujr5s+fj82bN+Omm27C+eefD4vFgpUrV2Lt2rVRQUsMxHayABDGbWN0DNmzaxc455gwoSmvbtRCHEcSRT+R9iW60ycYDApzDAHi18HevXvh9flQU12N6dMKd0sq1/VeWVmJ3/zmN/jNb36DK664Aps2b8bxy5bh0UcfBQBMmTIFb775ZtzPDA8PR/8/a9asJGfgihUrkh675JJL4oLQU+3bN2/enPRYqvUWVhQoioLLL7887d9WaBgX3RNZAEZGRlBTUwOXy4Xq6mqzyyEIghAG2j+Ocbgui1AohM8uOx6SxPABZVYRArBy5Up0dPXiom98HXfccYfZ5aRk6dKlCCsqXn7pRcydO9fsclLy7//+79ix62Oc/dXT8cMf/tDscg4ZCnGscDqdOOmkkxAKh3HrLbfgG9/4Rl7eN5+EQiEcf/zxCAaDuOqqq/Dd737X7JJSsmTJEgQCQVx22aW4/vrrzS4nJZ/5zGfg8/vx71/7WlRIFo1TTjkFnZ2dOP3005Mma4rChRdeiK1bt+KLX/wifvazn5ldTkquuOIKbNq0CUuWLMHvfpfeVWwGoVAIV111VbS2ROGz2FBmFUEQBEEQBCEsDocDnHNTA2cPBcrKysDBxQ5IJpIIh8Nml5AWkdoAjeHCL0fRWz51Z5XIy1FvfxR5OeqIWuO7776Ln/3sZ/D7/TjyyCPNLofEKoIgCEJ8tm/fjtNPPx0zZsyAw+FAfX09TjjhBPz2t79Neu22bdtw8skno7KyErW1tTj33HOxf/9+E6omiOJzzDHHoLKyMuXXc889Z3Z546KiogKcg8SqNGSz3jXRD/D5fCZXS2SNIC12mRD1wltH9KB6i8UKQIypikb7kv/5n/+By+USejkCpSGeirw9rlixAjfeeGNkGIV5Ie86lFlFEARBCM/w8DCmT5+O//iP/8DUqVPh8Xjw3HPP4Zvf/CZaW1uj+Q27d+/GihUrcNxxx+HFF1+MhuaeeOKJ2L59u2BZJIJz2IUEHBq8/vrrhifqxchrKgR2ux0cHB6Px+xSMmJWukY2672srAycc/j9/mKWRhwkol94g4shsmRCZEeQ1WoBhxg1Gu1Lvv/976OtrU2IGjNRCjWWxmfG/BpJrCIIgiCEZ8WKFVixYkXcY2eccQZaWlrw1FNPRcWqVatWwW63Y/369dHskKVLl2Lu3LlYu3YtHnjggWKXThBFZebMmWaXkHcYY1A5SkKsUhTFlN+bzXq32WzkUCsxSsElApRAjYILahaLdkkugtvGaF9SVVUFSZKEqDEtpeBG5KUhqIlwz5LaAAmCIIiSpbGxMXqSFw6HsX79epx33nlxIbczZ87ESSedhFdeecWsMgmCOEg4J2fVwcIYAwdlf5UUJXBRK4ojKBMi12ixWGld54lSqBEoAYEXAAQ4npGziiAIgigZVFWFqqpwOp146aWX8Oabb+Lxxx8HADQ3N8Pn82HRouTR1YsWLcJf//pX+P1+lJWVpXzvQCAQFzw8MjJSmD+iZDD/JIUgYnG7R80uIQMcqqqaXURaKLOq1KBg8HwgukNNkhhKYl2jNISgUqhR5O1RJMhZRRAEQZQMV1xxBaxWKyZMmIBrrrkGP/7xj6PjsgcHBwEA9fX1ST9XX18PzjmcTqfhe99///2oqamJfk2fPr0wf0SJQFIVIRruUbHFKs4hvFgFcIyOiu9QIzREF1k0xBZZZFkGIL6AQY6g/CF8GyCAUEj8dQ2Y19quQ2IVQRAEUTLceuuteP/99/Haa6/hsssuw5VXXom1a9fGvYYxZvjz6Z675ZZb4HK5ol8dHR15q5vIP3fffTcuueQSuFwus0shikQoFBL+IqQULjZFX4ZEPKWwTYlcoyzLABdbUNMRXggqkeVYCjUqivg1iiCgUhsgQRAEUTLMmDEDM2bMAACcdtppADSR6eKLL0ZDQwOAMYdVLENDQ2CMoba21vC97XY77HZ7/osuVbh2R02/Ky0af1i3DsGQgj179mDZsmVml0MUAT23ymazmV2KIWbfhc4Gzjk452nFe0IQKMfooNG3c/GFILGXow7VmB9K4Vihi5NmnhuTs4ogCIIoWY4//niEw2Hs378fRx55JBwOB3bt2pX0ul27dmHOnDmGeVVEMqXRflIaJ6VEfhB9kh1HaVyAcHD4/X6zyyCygpws+aA0Ppu8BGoUf10DpbCuNcRvGzd/WZJYRRAEQZQsmzZtgiRJmD17NiwWC84880ysW7cObrc7+pr29nZs2rQJ5557romVlh5c8FHfOmafSBHFg4OLHQ5eIi0ynKMkJisSGsJvU+QIyguiO9R0SqHGUjh3AUpjWZpdI7UBEgRBEMLzne98B9XV1Tj++OMxceJEDAwM4KWXXsILL7yAG264AU1NTQCANWvWYNmyZTjjjDNw8803w+/3Y9WqVWhsbMR1111n8l9Revj9flRVVZldhiGlEWhN5AvRnVWA+Sf22cA5F345EhrkCMofVGN+CIfFr7EUzgs4p89NNpBYRRAEQQjPCSecgGeffRa/+tWvMDw8jMrKSixevBi/+c1vcOGFF0ZfN3/+fGzevBk33XQTzj//fFgsFqxcuRJr166NClpEdnBeCq1CpeFkIfKD6NskR2mEl6vkrCopzL5YzERJCGolIgyUwvFMVcVfjoqilEQun+jrW4Q4CBKrCIIgCOG59NJLcemll2b12qVLl+Ktt94qcEWHPpxD7JarCKVwB5XID6Jvk5yXhlhFzqoSglrs8gbVmB/MFi+yJRwOw2q1ml1GWoRf3wKIvJRZRRAEQRBEEhxcePcFB4lVhxdccDGoNHLeKLOqlOAlsY8z+4I2EyXh/kKp1Cj+9kjrO3+YXSOJVQRBEARBJFEqF7SlcCFH5AfOgUAgYHYZhpSMs6oEhGhiDOEFUHJ/5Y1SqFFRxK+xVIZdUI2ZIbGKIAiCIIgkVM4xOjpqdhnp4ebf9SOKBxfeWVUCwgK0NkASq0qD0nCPkvsrX5TCcuS8NNa36DWWxmfb/BpJrCIIgiAIIgnOOdxut9llZIRzbnYJJc0TTzyBiy66CMPDw2aXkhUii0GiB8DrlMJURWKMUhBZqMb8YLaLJVtKYVkKX6MAeVCZ4DB/mySxiiAIgiCIJDjnGBkZMbuMjJBYdXA888wz2PrBduzZs8fsUjLCubhilcViEWJyUjaQs6q0MPtiMRMiXNBmQ2nUKLZ4AWj74dJYllTjQSOAe53EKoIgCIIgklA5SkKsMvtE6lBAZBEoEVFP7svKygDBM7V0SiWPjoAQF4vZQDXmB1UVv8ZSafsshRrF3ybNd3+RWEUQBEEQRBJc5XC5XGaXkRYuwInUoUJpiCziTtsrKysD57xklqPweXREhNIIihb1cxlLKSxHXgKtYYD4y5LcX/nD7BpJrCIIgiAIIgmV85LIMSqFE3vREVkESsTsE2cj7HY7OFASmVUlMTyBAEAhzPmkVI4VpbAsxa9RfPcXfbazw3SxauPGjbjsssswf/58VFRUYOrUqTjrrLOwdevWpNdu27YNJ598MiorK1FbW4tzzz0X+/fvN6FqgiAIgji0KQmxqkTunooOR2k4qwBx17furPL5fGaXkhEOkFhVQph9sZgNiiJ+jaWwHDlKQ1QrhRpFPVbEUgrL0ewaLdm8aGhoaFxvXltbC0lKr4c9+eSTGBwcxNVXX40FCxagv78fDz30EJYvX44333wTK1euBADs3r0bK1aswHHHHYcXX3wRfr8fq1atwoknnojt27ejqalpXDUSBEEQBJEM5xxOp9PsMtJSKoHWwlNCWUvBYNDsMlJSVlYGoESWo0rOqlKiFPZxiiK+MFAK4gW4+G2fpRKob7bIkpESaPkUQTzNSqxqbGwEYyynN2aM4b333sNnPvOZtK/76U9/igkTJsQ9duqpp2LOnDm47777omLVqlWrYLfbsX79elRXVwMAli5dirlz52Lt2rV44IEHcqqPIAiCIAhjOAeGhsQWq4DSaV8TGc55SbSviZzfozurSmE5ckkmsaqEMPtiMRtKoUZAc1dlMlKYjfAOMF4CNaI0ahT+cyPAus5KrAKAyy67DNOmTcvqtYqi4N57783qtYlCFQBUVlZiwYIF6OjoAKCpt+vXr8dFF10UFaoAYObMmTjppJPwyiuvkFhFEARBEHlmxO1GKBSC1Wo1u5SUlNIUO5EplawlkdsVLRYLOC+N5chkG1wu8Sd9EhrCX9CiNJw2gLYsRRerxF/fpeEIKoVtUvTlKMINoqzFqm9/+9s4/vjjs3qtoii45557xl2Uy+XCtm3boq6q5uZm+Hw+LFq0KOm1ixYtwl//+lf4/f6oBTuRQCAQd3JTCqO4CYIgCMJseCS3StRWe5HFi1KiZLKWBG9X5CiN5cgsdoy43eCc59w5QRQfs50N2VAKNeotTaLefNERX8AojRpLYZukGjOTlbT8yCOPYNasWVm/qSzLeOSRRzBjxoxxFfWDH/wAHo8Ht912GwBgcHAQAFBfX5/02vr6+oy5Gvfffz9qamqiX9OnTx9XXQRBEARxOCF6yHqpiCyiwzlKYjlyzsUWq0pkOTKLDeFwqCRqzZVsBzddcsklYIwlfc2fP9+kyo0hYSBPcPEnxAGlsSyFr7EE1rUIeVDZYPZyzMpZdfXVV+f8xuP5GQC444478Nxzz+EnP/kJli5dGvdcurs/6Z675ZZbcO2110a/HxkZIcGKIAiCIDKgqqKLVYDX6zW7jJLGarWCwye8cMGYBAjuXOIAvF5x69NhFjt4CHC73SgvLze7nLyS7eAmAHA4HNi4cWPczzscjmKXnBGzLxazQVXVknDqiS4OlIqAUQo1mt2+FsvevXvxwAMP4Pvf/37c47QcM5N1G2AxWLNmDe655x7ce++9uPLKK6OPNzQ0ABhzWMUyNDQExhhqa2sN39dut8Nut+e9XoIgCII4lOGcw+VymV2GIZxzEqsOkoqKCvQNjQgtAgEAk2Rwrgpfp9cn/vYoWexQgxwjIyOYOHGi2eXklWwHNwGAJElYvnx5sUvMmVK4oAU0wUqWZbPLSIvwwp8AgdbZQDXmxgsvvIBt77+Hx4JBVFZWag+WiPvL7BoPKmHO5XLh0ksvxcSJEzFhwgRcfPHFGBoaGtd7rVmzBqtXr8bq1atx6623xj135JFHwuFwYNeuXUk/t2vXLsyZM8cwr4ogCIIgiPEhchugxWIF55ymmh0kDocDnHN4PB6zS8mMZBG+Tq9HfLGKWexQVX5IZrhmM7ip1CglsUp0xK+xNASMUtgmRVqO+iAYt9sd9zgtx8wclFh15ZVXoqurC08//TQeffRRvPfee7jiiityfp+7774bq1evxu23344777wz6XmLxYIzzzwT69ati1vJ7e3t2LRpE84999yD+TMIgiAIgkiAMQbOxR1KIssSOIfQYlV3dze2bdtm+sleOqxWa+lkf0lWodc3oAm8ok+oZFY7OD80xapU6IObjjnmmLjHfT4fJk2aBFmWMW3aNFx55ZVZ3XQPBAIYGRmJ+yokqsoL+v75oFQEDKoxP4h8TNMRqUa9PTaxJs4F/2wL4PTLqg3w008/xVFHHZX0+Jtvvol9+/ahuroaAFBbW4tvfOMbORXw0EMPYdWqVTj11FNx+umnY8uWLXHP6/bcNWvWYNmyZTjjjDNw8803w+/3Y9WqVWhsbMR1112X0+8kCIIgCCI9zGKHysNCX9CK3qb4jW98AwODQ3j6509lPVG52OiipOgiEBCZYjfizvxCE9FdauniKcyGWWzgPPku/6FK4uAmAFi8eDEWL16MhQsXAgDefvttPPLII9iwYQPef//9sVadFNx///1Ys2ZNwevWUVXxxYtSaGkCzL/wzgbhayyBdS2aeCpJqf1Boi9HgJu+HLMSq5YsWYKbb74Zt9xyS9y4z+rqajQ3N2PJkiUAgObm5pwPzq+++ioA4I033sAbb7yR9LyuOM6fPx+bN2/GTTfdhPPPPx8WiwUrV67E2rVrhR2pTRAEQRClCrPYwcMhoS9oOQCnc9jsMgwZHh5GMKyMOyKhWHCURhsgs9jhdjsRDodhsQgVuxpFD/0XW6yyQz1MnFVGg5uuueaauNedcsopWLJkCc4//3z8/Oc/T3o+lmIPbhL/glZD9DpFyN/JBqoxP4jkWpIkCWDJYeW0HDOT1ZF+06ZN+O53v4vf//73eOqpp/CFL3wBAHDttdfii1/8Ir785S/D4/Hgrbfewo9+9KOcCti8eXPWr126dCneeuutnN6fIAiCIIjcYVY71KBb+AvaUY8HwWAQNpvN7FJSw4FgMGh2FRkR3bEERLZJP4fb7UZdXZ3Z5aSEQ/zQf2Y5PNoAjQY3GXHOOeegoqIiqcsjETMGN5XCpD2zL2qzoRTEgVKo0Wy3TUYEaF+LRR88EFuTaO4vt9uN9evXY8WKFXGPm11jVplVn/vc57B161ZcdNFFOPXUU/Gd73wHw8PDuOKKK/DKK69g1qxZWLBgAV577TVcffXVha6ZIAiCIIgCw+TSaBVSORfaucQhfoYRAHg8HuEvNpm1DFzg0H+gNCZUam2Ah/ZwgnSDm9LBOTds2TETsy8Ys0H4GkugfQ0ogeUIsYSg1JjfvhaLJlaxpJpEWo7PP/88fvTAD3H//ffHPW52jVnvjWVZxs0334ydO3eira0NRx99NF544QV86Utfwo9+9COsXbsWp5xySiFrJQiCIAiiWDAGyBbhL2hVVWyxCjzZ+i8iYUWB3+83u4y0SJYyqJzD6XSaXYohnEP4lkqtDVDc4QkHS6bBTUa8/PLL8Hq90bxckRBdSAaoxnzAIV6NqcQK0WpMhUg16gJ4olglUo39/f3gqoLm5uboYyJsjzk3/M+ePRtvvvkmfvvb3+Kqq67Cr371Kzz55JOYOXNmIeojCIIgCMIsSmT62sDAgNllGMJRGmKV7rRxOBxml2IIszqgqqKLVeI7ljTXZGnklOVKNoOb2tracMEFF+DrX/865syZA8YY3n77bTz66KM45phj8K1vfcuk6lNDWUv5g2rMjVdeeQU/+tGDePjhR+IeF6lGI0SqMVUboGitinotie3GZteYtVj17rvv4rXXXoPf78fnP/95XHjhhTjttNNw/fXXY+HChVi9ejWuueYaIa2zBEEQBEGMA9km/IW3qootVgGlIVapXMuCEnlojWRzkLMqDzDZCo7SmACZK9kMbqqursbEiRPx8MMPo7e3F4qiYObMmbjqqqtw6623oqKiothlZ8Rsd0M2UI35QaQan332Wfg9o0mZ0SLVaIRINer6SLzww4WqUauNR4U1HbNrzEpZ+vnPf44vfvGL2Lp1K9ra2nDxxRfjO9/5Durr6/GLX/wCr776Kn7+859j6dKl+Oc//1nomgmCIAiCKALMYsOI6JlVqiq8WGX2nclsKAlHUMRZNTg4aHYpURJbJ3XRT3gkq/Ci2njYvHkzOOeGXwBQV1eHdevWoaWlBV6vF4FAAHv27MEDDzyAmpoak/+CFHCxLmqNKIUahd8XC7au9eUVW1OpOP1EWo6yLANM7Mwqo+Vldo1ZiVU//OEP8dBDD+HNN9/EH/7wB7z55pt45plnohkRK1aswM6dO3HmmWfii1/8YkELJgiCIAiiODDZikAgKGxAuGS1Q+Uc/f39ZpdiCOdiBb0awUsgw0h3VomSUbZp0yac+IUv4MUXX4w+VgqiH4BDVqw6VBF9HyLaZDMjzL7wzgaRatQdQYlChkhCkBEiLUe9tS5xuYlUo15LXJecAK2KWYlVTqcTRx11VPT7efPmJU1jsdlsuOuuu7B169a8F0kQBEEQRPHRp4aJOt2M2SqgqmKLVYD5J3vZoHIuvFjFbOVCtX1u3rwZSiiI3//+99HHeKk4q2QLiVUlRCmIA1RjfhCpRk24SHYEiVSjESLVqItViecCItWo1xKfWWW+0y+rzKovf/nLuPbaazEyMoLy8nI8/vjjmDdvHmbPnp302vnz5+e9SIIgCIIgig+TreBcy7YRsT2GyVZwyUpiVR7gqvgiC5Nt4EwSxlmlE7t+S2XKHpNt8HjEFKGJZITfhwjgwMgGqjE3tPa1BNcc50LVmArRnH6JoeU6ZgtBsaQWq8zfHrNyVj355JNYvnw5rrrqKlx44YWQJAl//vOfC10bQRAEQRAmok8NE7qtyepAb2+v2VWkRaQTUiPUBMe8iDDGALlMGLEqVWtHqTirmGyFz+cz/UKEyA7x9yHmOzCygWrMDYtF87UkDgkRqcbHH38cJ5ywHO+8847ZpeSMSMtRpFpiycpZVVtbi1/84heFroUgCIIgCIFgFhtUwcUqyVaBgcEhhEIhWK1Ws8tJiUh3eI3gnMPlcpldRkaYtQwDA2IErKcaR87BSsRZZQFXOQKBABwOh9nlEBkQ9UIyFtFrLJVgcJFq1MQqsYPBf/WrXyHsG8Xu3bvjHhepxlR5UEJuj7xEnVUEQRAEQRx+MIs92gYoKpK9HIqqCjUhrvRgUDmEd1YBmlg16vEgEAiYXUq0RSbuZF62CSdWDQ8PJwsJkgWcAz6fz5yiiJwoBcG7FGo0+8I7G0Sq0chZJVKNKWsRrC1V1Ba7WPQa4wLWYX6NWYlVDz/8cM4W+4cfflj4DAmCIAiCIIzRA9ZFu/iORfSQddGyM1IhWcugcg6n02l2KRmRrA5hatWcVSz+Qs5iF0r0e/PNN7HypJPw1FNPxT3OImKV3+83qTIiF0R3LQHmX9RmpESylkSq0WKxAIwJLValRqx1rSgKwHnUjasjUo1GgprZ5y9ZiVU33HAD2trasn5TRVFwww03oKOjY9yFEQRBEARhLpqzSmyxSrKVQ1VV9PX1mV1KagS7w5sSJgGyTZgsqHQwaxm4KsY2qd+Bjj2ZZxY7XCMjwogLW7duBVdC+NOf/hT3OJMt4OAkVpUApSB4AyWwnwPVmCu6uCKyWJUqOxAQq0Z9+cWJVYKdG6Q6ZokgnmaVWcU5xzPPPIM33ngjqzc1+48iCIIgCOLgYRY7VMEDoyVbBVTOMTAwYHYphoh2ofnee+/hmWeewU033TT2oKUM/f3iLkMdFnGBieBe0ltkEsWqUGgEPp8P5eXlZpUWRa8taRpVxFklQjslkQHBLmqNKIUaRdsXJyHYutb3cfG5fGItR1mWoSBZbBGpRl2sis/V5ELVqMGFa1XMSqwCgJ///OeFrIMgCIIgCMGQIs4qkYO3JXs5wkK3AYp3Qvroo49i90cf4uWXX44+JtkqMDQkdlA9MNaaKoKAqjurYk/mJYsdalDLiRJBrNJqS24/YZIEgCMUCplSF5EL4u1DEhFNwDDC7AvvzIi1rvV9XKKzSqQaLRYLgkDSvkykGrXlx6Pin45INaYKgQc3v8asxCrxP9gEQRAEQeQbzcUCocUqZiuHqortrAoGg2aXEIfWQsfjXDWSvRyKdwiDg4OYNGmSecVlgMk2cA54PB6zS4kErLMkZ5UoYhpgnEMCJpOzqoQohWsxqjE/iFSjnsuXWJNINVqtVoCxOLFKhPa1WEKhEMATnVVi1ajXEn+sMF88pWmABEEQBEGkRG8DFKHlygjJVg6VC+ysElAQ0O+cxrZNSLZKqCrPeaBOsdGdVSJMqEyVlcKs2mdGFIE35d1yAExKnUVDiInZF4wZ4eZf1GaiVNxfItWYMg9KsHVts9kAJN8UEqlGrTYerRUQb3vUjxWihcCTWEUQBEEQREqYJAOSVWixikkWcMkqpLPKarWCc/FCrDXhIsERZK+Aqqrii1WSOMHg+oVc7Ml86TirJHCe3DpDiIlIF7VGlILwSTXmhlF4uUjbYypnFTgXajkGAgFwIE6sAsRa1/o6TbyxYXaNJFYRBEEQBGGMxS7+lDirQ0ixqszhAAfg8/nMLiUOrX0t/oJDLquConJ0d3ebWNkYqqpicHAw6XEma8HgIizTJAEIuvMLQji/gDRiVSSzyuwLESI7SmE9iSRgpEQwR1AqRHPb6IgsVukCUKLwbrYjKJZAIABwDrvdHve4SDWGw2GAx+dqidBOSWIVQRAEQRCGMGsZhpzOlGONRUGyVWBwyCncBZ0t4qwSIV8pFv1kNHZ5SfZKqKqKrq4us8qK44477sApJ38Jr732WvwTTAaHGBfvqYQg0SZoGopVSHaFEWIiyvaeCaoxDwjmCNL3H7FuG9G2R02sYkltgCLVqEUBJIhVgq1rvZbEEHizaySxiiAIgiAIQySrA4FAQAgnixHM5oCqqnA6nWaXkoSI0xS1k1EWL1YJ5qx64403wEOBZPGMSYAg7WspxSpZnEytKDxZrGKMCXHXnMgCcgTlDaoxN1KK3QJMiIvFYrGkDFgXqUYjZ5XZQlAs+vKLC4Hn5teYk1jl9/vx1FNP4ZNPPilUPQRBEARBCASzlEFVIXQroGQrh6KKGbLOOeB0DptdRhz6yWjsSSiTreCyHQcOHDCrrKzQLpq4ECJLqvByPQC+VJxVIjsmiTHMvmCM5eOPP8Yrr7wSLwYI5hJJhWiOICNEqlGrhSeEbou1ri0WCxiSl5tINepDVsrKyqKPibY9ahMLeUKulvnrOiexqqysDFdddRX6+voKVQ9BEARBEALBbA6onAvpWtKRbOXgnAsrqA0PDwvhBNLRMqtY0kkos1fiQFdXSQgYqfKiio2iKADn8WKVbAXnEKb10zhgXftHBNGPyIxI+49LL70Ud6+5Ex9//HHc4yLVmBLOha+RQ6zlqAuSia1hItWo73/j9mWCrWu/35/SWSVSjalaFUXYHnNuA5w9ezZ6enoKUQtBEARBEIIhWcugqmKLVczqgKpyIUPWAUDlPGVYuFmkclYBWiug1+sTQvTTL0BEFs5StU0w2QYOcXLKDJdf5OHEyU+EeIjmwAiHw+CqGnWLxD4uOsLXKJhDTd/HJYZui1RjSrEKYtWoxShwOByOsQcFaLGLRdSJhTkfoa6++mr88Ic/xMjISCHqIQiCIAhCIJjVAc45hoeHzS7FECni/hJBZEmFonKhXOl6S0eSWGXXcqtECFlPFQIPAJyrAFjSnX4z0FwH8dOTmMUKlQNer9e8wmLQxCqewonGwSCGQ43IgGAukVSI4MDIhGg1cs5TZkGKVKPeGpaYYyRSjUYh8CLV6PP5kpejAC12sei5WnEtnwIIajkf6T/66CMMDAxg1qxZWLlyJSZPnhwfLMkYHnvssbwWSRAEQRCEOUjWMoQFbwNk1nKoqljupVhUVUVPTw8WLVpkdikAdLGKJblupDJtImB3dzeOPfZYc4qLkCo0FwDAVTCGhAwVcwgGgwBPuBPNJIBJwjirdLdB4vLiXBOryFlVGph9wZhEoshZAoIaIJaAcdddd+FPf/wjfvHss9HHRBNZUk6xg1jrOlV2ICDWcvT5fNo+N+ZzI+q6jsf8dZ2zWPX4449H/79u3bqk50msIgiCIIhDB2YpE99ZZS0TOldLUTk6OzvNLiOKflKfOC1Jd1aJ4ALTBaDEceSIXJgktiqYgVZb4t1yAJJVGGeV0YUcIkKlCA41Ij0cKT4HJpPKjyecoJaIYILan//8Z/BwAB0dHXGPi7Qctayl5GBwkZZjOBwGR8K+TLB1rTtcExHpc62v61hEWNc5H6EoiJEgCIIgDh9YJLNKZLGKRcQqEWtkjEFRVaHEKv3ubpKzyl6BkMrR29trRllxaGJUsrOKcwWMIVkgMoFgMAgOJIXmQrIII1bpgmSSE42rAGNCONSIDAh24a3B4q4JRRTUUiHeckyAc6GWo9/vR1LWEsRajqlaFUUQWWLhnKcwLYn1uU7trDL/c03eX4IgCIIgDGFWO1TOhc6qZJIMSFYhnVVSWRUUFWhrazO7lCSSxCqrQ5gweJvNBrDkE2WuhAGwZIHIBPSMjySXl2zF6KgYbYDhcDg5hwQR0Q9iiH6EMbojTqSLWgAAQzRgXZIk4S68E5EkSTgBIxH9JoJINerta7pYxZgkrKCmHxOkyHIUqUbwZBGIpWpzFwwRahy393fDhg3YsGEDBgcH0djYiC996UtYuXJlPmsjCIIgCMJktOlmEFqsAgBY7HC5XGZXkQyTAFulUGJVqkBaIDJVUSSxCixFG6DmrBJGrAKPa5EBACZb4fWJ4azSW4qS2v1UzXFFYpXY6CKLUBfeAAAWEQkEFtRi0AU18ZbjGLIsgwtWo+YQHROrJFkCV1WhatTa12JrlKGEw8Jsj5oDMVmskmRZqOWYSlCTJMn0GnMWq4LBIM477zy8/vrr4FybgBIOh/HDH/4Qp59+Ov7whz/QgY8gCIIgDhEYY4BsE16sYhY7hocFFKsAyOW16B/og9vtRlVVldnlGMIkCZBtQoh++rlkkrNKDYMJ4qyKzXOJrZPJFgQDbiiKYnqbnX7BlnRurqpgjNE5u+BIkgyuKsJceEeJcVxIkgxVVUy/qE2HJMlQFXEEjCgxAoEkSVDCYq1rrX0tRgiSZIRVVaga9Zbr8vJyANo5CxNAZNHRJwEmIkmSUMsxpaAmmS+o5dwGeNddd+HNN9/ED3/4Q/T29iIYDKK3txcPPPAA3nzzTdx1112FqJMgCIIgiAKyf/9+bNiwIXU2pWQVZrqZEUy2wev1JoWGi4DkqEVY4WhpaTG7FAC624anDtcWRJi0Wq1gjCWHDathMIYkN5MZaGPnUzirJCs4uBC5VdrEwuRWRb0NUISg+nyyceNGXHbZZZg/fz4qKiowdepUnHXWWdi6dWvSa7dt24aTTz4ZlZWVqK2txbnnnov9+/ebULUxuthp9gVjKvSaZFkGuJg16siyLKhDbQxtXYvlrAIQ10YsW8Rb116vF+DxEwtlAUQWHY/HYyBWiVOjUai/LID7K2ex6vnnn8ett96KG264AU1NTQCApqYmXH/99bjlllvw3HPP5b1IgiAIgiAKy2WXXYYbrrsWn3zySdJzzGLDyIjbhKqyh1lsUDkXUlSTy2uhKCpaW1vNLgVAmtYwaC1sHo/5IoveWpQonnJVy6wSQazS20+SapEt4BzRNikz0ScWJjnRVAVgh55Y9eSTT6K1tRVXX301Xn/9dTz22GPo6+vD8uXLsXHjxujrdu/ejRUrViAYDOLFF1/EL37xC+zZswcnnngi+vv7TfwL4pFlUbOWxpxVsixBhBH36ZBlSTiRJRFdUBNvOY4JLQwMTDI/xygJzqOZX4DWrihKjaOjo+ApXEuyLI77Sw+pT0QWYDnm3AbY2dmJE088MeVzJ554Iu6///6DLoogCIIgiOLidrvBVSXiFklAssKb6nGBYLIVHJrbpbq62uxy4pDLaxFUxRGr9JPPlM4qySLEujYUqxQts0oEkUV3ViVOymKyFZzz1J+lIuP3+6MTC2Pr4eqhGbD+05/+FBMmTIh77NRTT8WcOXNw3333RfN1V61aBbvdjvXr10f3F0uXLsXcuXOxdu1aPPDAA0WvPRWSqM4qNrYfkUrAtSRFXEtmX3inQxLQoaa3AcYikmsJ0GrkPP44IZJrydBZJYBrScdoEqAky9FBCmaRs7OqqakJu3btSvncrl27om4rgiAIgiAODZhsQSgUEvpEH7IF4Oa3XgUCgSRRSnLUIKyowoSsG7WGAdq0J8WgJaCYGIXAgwsmViWMTAcAJonjrNLdX0nZWVwBDsHMqkShCgAqKyuxYMECdHR0ANCchevXr8d5550XJ2zPnDkTJ510El555ZWi1ZsJrcVORJGFRVuu9TZAsy9q01EKbYAS01xLYi3HVAKGOI4gI0RyLRmJVSK02Olozqrkx2VZRigUSpocXExyFqu++tWvYtWqVVi3bl3c43/605+wevVqnHXWWXkrjiAIgiCIIhJjo497WLaAcy7ExbcRukBg9on+tddei3PPORvvvvtu9DHJ6gCXrOjs7DSxsjH0u6gpQ8oZM/XEVEd3VCWJVaoKQAyRxev1gie0nwCRzwvE+LwY3THnqnpIZlalwuVyYdu2bTjmmGMAAM3NzfD5fFi0aFHSaxctWoR9+/alXXeBQAAjIyNxX4VCZJElTqwS3LVUCrlagICh2ykOBZIkC1aj2K4lfaJiIiI51PR28UT0CZVGmVbFIGex6t5778URRxyBf/u3f0N1dTXmzZuHmpoanHvuuZg1axbuvffeQtRJEARBEESBSS1VAWCaK0OoE9QEGBPjom7Lli3g4SCGhobiHmdlVWhrbxdCCDLMWgKSsj/MIhQKgSO5TU1v90jZwlhktHWZ6mpOE05FaAM0mkQFgZZjofnBD34Aj8eD2267DQAwODgIAKivr096bX19PTjncDqdhu93//33o6amJvo1ffr0whQO7YIWMF+ET4UuKMuSGPvedDDGwJjYNQJiCRiaGJl6ip0oNerDQhKRJUmYz4zhNMCI+0uEcwKjcztZ0sQqM9d3zmJVXV0d3nvvPTzxxBM47bTTMHPmTHzlK1/Bz372M/zjH/9AbW1tAcokCIIg8o6qACE/4HcDniFgpBdwHjC7KsJUUkxfA8BK4GIEktghv5K9Cl6vD8PDw2aXAp/PBw4kZS0BmhhktZnvWtJbFZMcVFxzBCW1tZlFiusMJlmE+bwYfh44B2MpnGuHGHfccQeee+45PPLII1i6dGncc+lE2XTP3XLLLXC5XNEvvb2wEEiyJFwbYGKenCRr34tUYyokWTBHUApECgYPBAKp29cs4ghqRkKQbLEIU6N+cygREVxLOkatfvpn28xlmdPtFJ/Ph5NPPhlr1qzBd7/7XXz3u98tVF0EQRDEwcI5oIYBJTT2FQ6O/T8hkBIAEDLfCUCYCGOp21+YNklJhJMqQ5ikbfJqiu1aACR7JVQfR09PD+rq6kytRR/1XV5envykqsBmNb81TNsOk8PLAQAsvZhQNIzuiEtazpAYd/aN7tprjwsj+hWANWvW4J577sG9996LK6+8Mvp4Q0MDgDGHVSxDQ0NgjKW9+W6321O30BYAEdsA9c9eYq6cSDWmQiRHkBEi1WjUQqy5lsSo0UgIkiQZ/pD5U22BNMsxIlaFQiHT29qNtjn9+GCmgJqTWOVwOLBr167DwjJMEARREqhqRHwKxotSSghQUtujCSIdKS+wmeZaElqsijQxCitW2cqhco6BgQGzS4me4FdUVCQ9x5UgKioaTKgqHl1QS9mqKADayXvq/avuRBTCIZH2ECCA4Fcg1qxZg9WrV2P16tW49dZb45478sgjo9c0iezatQtz5swRZrsTcRpgslDMIAskshghUqC1ESJMX9PRjhPJj0uyBcGgGDUaC0ESVFVFOBw2XbfQW9oTif1sp7xxVETSTQPkJme95ez9PeGEE/Dee+/lrQC3240bb7wR/+///T80NTWBMYbVq1cnve6SSy6J9BvHf82fPz9vtRAEQQiJEgKCXsDnAkYHAFc3MNQO9DcD/fuAoTbtsdEB7TVBr/Yzh5BQtXHjRlx22WWYP38+KioqMHXqVJx11lnYunVr0mu3bduGk08+GZWVlaitrcW5556L/fv3m1B1CcJYypMSxhg4xBWCAESvu0XIf0h1p5fZyqGqPCnLyjwMAtaVcEoRq9joE5T0WkJeF5zvPgM16AO4+et5dHQ0tTsViDoRzRarDDO1xl5h+nIsBHfffTdWr16N22+/HXfeeWfS8xaLBWeeeSbWrVsHt9sdfby9vR2bNm3CueeeW8xy0yJJWhug2DcKSqTFTrTw8hTIAi1H49BtCaGQGNtjMBhMuYeTIyKLCMtSm7SXOmA9+rzJ6G33iWg1mtuGnLPU+NBDD+Gss87CpEmTcO6556KysvKgChgcHMRTTz2FxYsX4+yzz8bTTz9t+FqHw4GNGzcmPUYQBFHSRN1RoRQuKXJHAcCTTz6JwcFBXH311ViwYAH6+/vx0EMPYfny5XjzzTexcuVKAMDu3buxYsUKHHfccXjxxRfh9/uxatUqnHjiidi+fTuamppM/ktEJ7VYVUqIevEtWcsQ5rygk8NyIkWQOuccUAJC5I/qJ/hJ7RFMAof5LamaWGXgrGISVIxNSzMLo4skDW3dm11jvnnooYewatUqnHrqqTj99NOxZcuWuOeXL18OQHNeLVu2DGeccQZuvvnm6LGisbER1113nRmlGyLSZLNYYve1IrWvGSEJFLodJcGkJlLAulH4tyRJUJQwFEUxvY3YKFdLiplQabZWYLSPFUlQMxoGUnJtgIDmrAoGg7j00ktx6aWXory8PO5khzEGl8uV9fvNnDkTTqcTjDEMDAykFaskSYoeZAiCIEoKJWzQqhfSgs6JtPz0pz/FhAkT4h479dRTMWfOHNx3331RsWrVqlWw2+1Yv349qqurAQBLly7F3LlzsXbtWjzwwANFr72kiExLcg4NQmXDUDxDCPY3w9+5A/bqSrGdVZHzVSGyjFLALDZwQcQqznlqEUMJgYGjpqam+EWlgMcI9dbyGlSfcCl8re8BHvPFKo/HYyyMMgaAmy4EpbowD/pGEf7HbyFXTwIXPYduHLz66qsAgDfeeANvvPFG0vP6Ops/fz42b96Mm266Ceeffz4sFgtWrlyJtWvXCndTQ8T2tcT9rCSJ4wgyQpYtwtcoyRICAkwRBZA6vxJjOWqhUMh0sSrdFDtAjPZZo+OAFl5u7qQ9nXQTC83OzMtZrDrvvPPyeiIo6kklQRBETiS5oxK+yB11UCQKVQBQWVmJBQsWRCcxhcNhrF+/HhdddFFUqAK0myInnXQSXnnlFRKrssDsC+zxo33GhD2vkK3g3PgOZvFJ3iepIR8kiZkeAA+kEdSY+aO0gYizynC/Hh9AbRZGbTyA5v4CDj2xavPmzVm/dunSpXjrrbcKV0yeELF9LXHbluQScFYJNGlvjPjjlSzLCIfD4Cmcr8XGaP8hyXJ0QqXZ2W5G2YG6yCLC+jY6DojgWtLRMyITkWPWtVnkJFYpioJbb70VTU1NppzI+Hw+TJo0Cf39/Zg8eTLOPvts3HXXXaivr0/7c4FAIO7ukgh3NQmCKEFUJX6aXmzLHrmjio7L5cK2bduirqrm5mb4fD4sWrQo6bWLFi3CX//6V/j9fsOTKzpWAACDoiioq2+A29IAuaIejop6cCUIuPaZXVxW6JOpRINJFnBww7vVRcXg5JkHfZAYy3heVRSMWuwid8zNbucxOrnXEEM41Vpk4h+zOSpRsexC+Fr/Ae7uF2N7JNIiaotd7PYtUvuaEUK2ASYgxQgYNpu5U1mNWuxEylrSWp2TH5cl80WWTEgCDeLweDxxTmYdSYB1nZNYxTnHggUL8Oqrr+IrX/lKoWpKyeLFi7F48WIsXLgQAPD222/jkUcewYYNG/D++++nzc66//77sWbNmmKVShBEKaOEk3OjdIHKKEyXMIUf/OAH8Hg8uO222wCMjSFPdaFdX18PzjmcTicmT56c8v3oWKFRss6qhDHqwhEJ3TbbyaK1cqYWWdSQF5LE0NjYWNyiEutIU6PmUDNf9NMD4FPCxRCr0k8sFM3pRxghmrMqZY6RkK6leGRZhk8Q15IRsiSBR0QWIcSqFGjta2KILMbuL3FqNEIfniBCjSMjIymvcSSpxNoALRYLJk2aZEpmxTXXXBP3/SmnnIIlS5bg/PPPx89//vOk52O55ZZbcO2110a/HxkZwfTp0wtWK0EQghPrjAoniFLUrlcS3HHHHXjuuefwk5/8BEuXLo17Lt1JaLrnDvdjBWMMnKefDmZ2W1N6OBgTV6xiggSDG90tBwA16IXEGBoaGopcVTzayHQDkSXSTun1eotcVTyayGPgUOMqGFhyOHyRMZqUBUSWI7gmuhFCI1rAOk8hxoqYq5WIJGktxOFw2PTPphG6syoYDJo+ldVoP6wFg5vfig2kmWIXydUSoUYjZFmcXC2Xy5W2DbBkxCoA+PrXv45f//rXOP300wtRT06cc845qKioSJr0kYjdbk89npkgiEMTzo0FKcqPKnnWrFmDe+65B/feey+uvPLK6OP6BbbusIplaGgIjLG0U84O92OFJElQVdXghhQT7mPT090NhbNoCLyv9T1YqypMD3zNhNmCn+ZIMmoDFMNZpQlRRmKVBSo3X2RJJ/qBqwCD6RfE6aYBMosdnOvZW4TISJJkusgdC0/hYpUkCYGw2K5cWZaiQwXM/mwaoS9TEda30bFCvBqTYYI4mbVaUt8kFWk5Op3OyHEr/mafCDXmLFYdd9xxeOGFF7By5Uqce+65mDx5ctJKOPfcc/NWYCY458LeRSUIooDoglScEBXzf+KQZM2aNVi9ejVWr16NW2+9Ne65I488Eg6HA7t27Ur6uV27dmHOnDmmh4GKTNq2CFYqY+6ZsO0dopAqx0hHjWRWie2ssgnhCErnWuJqGBIgSBuPkVhlgyrIdEoiPaK2AcbuayVJgqKI3WKn5e9wIcQBI/S2KxHWt+GEOAEEDJ20weAQo8XO6AaVSOva6XRGPrvxj+vrumQyqwDgoosuAgAcOHAg5cQNxljRTmZffvlleL1eLF++vCi/jyCIIhM3YS+hXU81/yBJFJe7774bq1evxu23344777wz6XmLxYIzzzwT69atw4MPPoiqqioAQHt7OzZt2pS2XZzIQKSFTSSxatLkyejz28ZC4LkKDO0W3lll9g22dAIGD/kgSZLpzqr07Ws2IRxB6VxLUMJgjJkujqdzfzGLHarKtfYPQmgkSUJQwGDw2H1tbBCz2SKtEUzSrsRFEAfGSJiqGMkxEkUISiU+ihQM7vV6UwaD6+tahOWoiVUGuVqCZFYNDPRHMqviz5/0qYpmnvvlLFZt2rQp70X85S9/gcfjgdvtBgB8/PHHePnllwEAp512Gvr7+3HBBRfg61//OubMmQPGGN5++208+uijOOaYY/Ctb30r7zURBFEkVDV1mLkSpAl7RJSHHnoIq1atwqmnnorTTz89qf1bv2mxZs0aLFu2DGeccQZuvvlm+P1+rFq1Co2NjbjuuuvMKL3kSHUXUBtzL8ZJlSEi5WmlNBaIEQAfCAQM7/SqQS8c5WVwOBxFriqe9CKL5ggyW6xKd/LOIzdTzBar0oWnM2sZVE5iVSkgSbJQNwo0eIJYxaJ5UKKKVfoUOxEEjCgJuzlJoBrH2rETxSpxBLWxYPD4GmWBBDWjz65+LmD2Z5tzjt6eHtTYJYwkrFIRQuBzFqu++MUv5r2I73//+2hra4t+/9JLL+Gll14CALS0tKCmpgYTJ07Eww8/jN7eXiiKgpkzZ+Kqq67CrbfeanoAHUEQGVAV43Y9EqSILHj11VcBAG+88QbeeOONpOf1i+/58+dj8+bNuOmmm3D++efDYrFg5cqVWLt2LZqamopa8yGFJINzMYJAMyFqCwrnKhjTHIBmkm6KHg/50VA/sYjVpCbdibGWtcSjNzjNIq1YFXFWlZeXF7GiZNJNLJSsDqiRCamE2EgSi+YJmi12R+Hx+zKRRBYjmMSimVWiIlKLXXT/IWBrmE40GDzJ/aVlVpktBAG6Czf5cVEcak6nE6FgAFPLLRgZSXT6mf+5HvcZk8vlwpYtWzAwMIDTTjsNdXV14y6itbU142vWrVs37vcnCKIIKOFkMUoXqFKMQyWIXEjVdm7E0qVL8dZbbxWumEOcVGKPPoEtndAhAgyiiFUpakgRSmwGaYPBlWDaIQTFQjt5T+esguliVdqpmUoIEoPpYpVRngsAMJsDqspTDqQgxEK/YFQUxfT9xxg8LqRcb7sSQRwwQlt2XJgaU+1D9BwjEcQqt9udNrNKhOVoFAzOIutahOWo3eRL5VAT4zPT3d0NrqpoKpexP8FaJUnM9O1xXGLV3XffjR/+8Ifw+XxgjOH9999HXV0dvvSlL+GUU07BzTffnO86CYIQgagglaJtjwQpgjhkKZUx9xzmT9szRFXBYL6zyiizinMVUEPRrDczMRpHDgBMkgHJInQwOFeCQjir3G634eeByTZwJpFYVQLEttiJNMUutt1PyBa7BGJztURFkphgLXZiC2rRYPCExyWBMquiQfUJN9KYAC12gJZDDlXBhEoLgPjlxQRw+uUszz/xxBNYs2YNLr/8crz22mtxB8EzzjgDr732Wl4LJAiiyChhIOgDfC5gdAAY7gIG24C+fcDAfsDZAYz0Ap4hwO8GwgESqgjiECCdyKOFWpvfepUNoopVPJKrYXYAvJGziishMECIaIWM7aaSTeysJSUMJoCzShP0Uh+fGWOApQwDAwPFLYrIGREuGJPgHHa7PfotE8CBkQlRnCxjpBKCxlx0ZjMyMhI5bsUjkotucHAw5TWISMtxLPsrHomJ4VDr7OwE5yomViSfm0hME9RKKmD98ccfx7XXXosHH3wwqfC5c+di7969eSuOIIgCoYRTu6PCulWVIIjDjVTjyHWYtQQmh0XqVlVBxXOuAAymOyMMQ7eVkBBuICBDqyK07XF42NxtMV27qSb8mT8N0Ol0akNMDGpltnL09vWnnPhFiIMoF7XxJIhVAlzUZkKk9jVVVVPu4/TPoQg1asd7gzZAQdb14EB/yssWxpjpU+x0NNGPJ+2GRdkeOzo6AFXBlKrkcxMRasxZrNq/fz++/OUvp3yuqqoKw8PDB1sTQRD5IFaQCicIUyRIEQSRgC7ypMpEkawOcMHDmPWJheKKVWK0AUZbEhLgqgLGEHcBahaaoJZGrLKUYcQ9DEVRTHOqpc2sUsOwl9lNd9ENDQ2lbD/RkWwVCATccLlcQmSVEalhArU0ReHx0y5FarsCtOOZoijxuVpMnPY1o+EHIgWsDw8NGQpBgPk1ejwe+LxelFsZEm/B6AHrZtcIxORqJcAi7ZRmi1Xt7e2QuIqmFM4qVopiVU1NDXp7e1M+19raigkTJhx0UQRBZEkqQUr/lwQpgiDGQaoLbGYrh8q52C1DTJv0ZHb+gxE8IqKZ7azyer3gSM74gKqAwfz6AONgXx1mtUP1qxgZGTmoAT8HQ6aA9TK7ua4qAOjv79emUBqkfki2Cqh+jv7+fhKrBEYXMMQS4nncjQ3GxKrxO9/5Nnbt3Innfvd89DHGtDwoEWocHh5OLWAI4ggKhUJwj6Zu+xdlXestgDVlMnwJs180QU0M91d/X6+B6Kf9a3aNHe3taCpnkFPc1JAE2B5zzqz60pe+hAcffDAuZJUxhnA4jCeffNLQdUUQxDhRQkDQq2VIufu1DKmBVqB3byRDqlPLkPI6gcCoJl6RUEUQxLjgKZ1VzGKHCgl9fX0m1JQlIoXnphIyuArGzHdWGd3R5xBjWiEAjI6Ops9Qs5RB5dxUN792oWZQo6qgrMx8h1pfXy/K0pi7JHsFVJWjp6eneEUROSOKgBFL4udTtDyobdu2IejzaC1OEUTKWhoYGEidByVIG+DQ0BCgqii3phYwAPNdS4ODg+BcRW2KnZwoy9Hj8cA9MoJ6h5h5UF6vFwP9fZhSmfq8RITlmPMZ01133YVly5ZhwYIFOOecc8AYw+OPP44PPvgA7e3tePHFFwtRJ0Ec2qTKjtIfI+GJIIgikspZwxgDrBXo6uoyoaLsYJIMzrMI5zaLSMC6MGKVwBlFLpcrffuatQzcZLEqHA4bH565GjcpzQx8Ph9cTicml8s44E39GqmsCoqqklglOJojyHwnSzzxGz8TLTMwTR6UCDX29/dreXIJMEkM95cuBNWUyfAHEp6MiKdm16i3OdeUSUgcJCHKuu7s7ARXFUystMDpFO8z09HRAa4qmGQkVknm15jz7bM5c+bg3XffxdFHH40nnngCnHP8+te/RmNjI9555x3MmDGjEHUSxKGDEgb8o9qkPWdnZMpei/Z/d5/mkAp6yCFFEETx4cZtYFJZFXr7+rXwawFhkgUc3DhAvEgYOYK4IJlVWotdioskiNHaARhnfOgwqwOqyrWLFZNI6+DjqukOta6uLnCuoqnCeHuT7JVQVY7u7u4iVkbkit7SJMJnE0i9j9PzoMx2sgDG+2ARXCI63d3dBs4q8zOCAF0IUlFbliLDUpC21OHhYUBVUWNPXaMI22NbWxugKphclbwfFsHp19nZCXA1ZX3AmFBeUs4qAFiwYAHeeOMNBAIBDA4Ooq6uDg6HI9+1EUTpoypAyD/2FfZrjxEEQQgJN3SESGVVUN0DOHDgAGbPnl3kurJAtgI8zbQ7s+EqIEAb4MjICBJvhIRHBzCy7WVYLUyINkr9rj5D6h42yeaAanLg/1gI/Jj7K+wfxfC7v4BkdZg+Xa+zsxPQ75j3pz7v0J1VIjsmiTEBw+y2q3SIJAQZLSeRpioeOHBAux6Q44UWfbdhthCki1U1ZTLgSuEIEmAaoMvlAgdHlV0GEL/ORXAtAdpgOq4qmFHtABB/bBUh+0t3fk2oSK3jiDC45qDOmOx2O6ZMmZKvWgiitFEVIByIF6dUcU8sCIIgkuDccBqc7KhBeJijvb1dSLGKyTYonGN0dNTkSoxyjLSTPbPFKpfLpY3RTnxCu/4Qwjk3MDCQlbNqcHCwiFXFk6mdMl3mVjHQx5FPrCwDkHqdMqsDKmRN2CKERb/wNnubGiOVswoA50LUqLXopm4DFKF9DdA/nyoS9XhdwDB7OWo3DDhq7RaIKgRp7eIqKq0pcjYFqXHPnj2AqmBGbep4BbO3x+7u7shxIn1mVUm1ARIEAe0AE/QCHifg6tba+PqbtVa+0QEt6JyEKqKU4FxrUQ0LmvdDFA0jsUpy1EJRVc3WLiDMYgPnXGtzMwnOueEUO80pZH5mVaopVJbKRtQsvwicm99GCQAD/X1pu+B1Z5WZYpUm+iUsx7JK1H7+MkCSTHeotba2gqsKphq0dwCRCxF7Fdra2k2/OCaMEcm1BMBgspk4riWjz54IF946bW1t4Dx5WUmCrGu9FbsmRRugKMtxZGQE4ByVNoMaBcj++uSTj1FvR8pWRRGWY1dXF6CqaCpP7WIWYd9j7hkTQZQCnCc7phS6oCcERlUBrmgXpKoS+T7ymJrwL1fHngeAUU/69yYObTg3bOuXy2sRVFW0tLQUuagxFEVBKBRCWVlZ0nOSVZsQ53K5TKhMY3R01FCs0h83O8toaHAg9cWmZAUH4qY9m4HX64VndBRlFmbgBwIkmzbFbmBgoKi1xaJdzBmsa8kCf1IqcXFpa2sD46rhHXMd2VEN10gvhoeHUVdXV6TqiFwQbxaCcXi5CKKnNmRD3Bp9Ph96urtSC/ICCBjA2JCLKkFFFkAXq1RUClrj4OAgeru78Zk6I9eS9q+ZNfb29qLCCjisEkYCqTLUtH/N/MyQWEUQsejCVKw4Faagc8IkONfEJq6OCU9xolPMY2qM8ETbKzFuuKGYItmroHBmqlh1+eWX4+OPPsRzv3s+6TkWmRBnZuh2KtfSGBxggCynvoNZDILBoKHzjEkSIFlMdaYBYy2AdQ4ZPX6DF8lWcMmCvr6+otYWS19vj6FYxSQLvD6DEXxFoq21FRPKGaxSeqVDctRC8XWjtbWVxCpBESHbJhOiCEFARKxKVUfEbWN2jfoEtnIrQ+IuLpJnbXqN2bTYmV2jNiyEw2FJsY8TQGT58MMPwZUQ5jWkdqszmL8ce3q60eAwvoGmD04o2cwqgih5QjHCVNivfU8X+kQhiHUyxTmeEv5FghuKIIpIupMmJkmAvRrN+/drmUcm3O7fuWMHeDiQMmOHWcqgQjLVbdPX15dywhMAIZxVQ0NDgKqiwsaQstlPskUC2M1jYGAAnKuoKzMWqxhjgMWB3t7e4hYXwe12wz0ygoZyGUMpjNbMYoPPN4pQKGQ4XbOQjI6OYqC/D4trMp/my+V1UPo5WlpasGTJkiJUR+SKnm1jdmtYWiKHAxFqNMrdE6GlCdAnxIUxucqKlgQjqwiOIEDbhzBwlKUQqyDI9jgyMoIKK0vpPNSFIDNr3LVrF7gSxtyG8tQvMHnSnt/vh9vlwhHVxjfQRNgeSawiDh/CwQTHVIDEAGJ8qKqWSRbndooVoWLdThF3FImghOBoQlX67VQur8PISBf6+vowceLE4hQWRxoxzWQBA9As9TA8qdNqN3NKnC4E1ZbJ8KUQgpi1DIMmOtOAMUFNG5lufIyW7JXo6x9AMBg0nGBZKHRnxORqC4YGU7QbWWzgYS3s3wy3UltbW8a8Kh25vA4BRcX+/fuLUBkxLoRrA0zG7OmXsfh8vpQ3XvQKzXYEaZ9PFVOqLEliFQRxLXm9XjgsLOWmJ8pyHHY6UWVLvd2JsD3u3LkTTA1jTr0NvaPJOcZajeY5/QYHBzUXc1k6sUr718x1Pa7be/39/bjllltwwgknYN68efjoo48AAP/93/+NDz74IK8FEsS4UEKA362FnTs7gb59wGCrFobudQIhHwlVRDKca6JmyK+F5PtcgGcIcPdp246zExhsA4bagOED2mPuPm078wwB3mFtuwt6I9lmoUjQPglVxKGBXF6HsGJOblU2d/aYvQLdPb2mhVt3dXWBq+nvkpp50hdtsTM4OWXWMoyOekydCKiNTOfayPQ0SPZKqCo3RZzcv38/oCqYVpXaNSVZtQB4p9NZ5Mo02tvbAVXBZIP6YpHLtcEJzc3NRaiMGA8M5jowskEU1xKgCS0GKfAAzHctdXZ2ap/PFHlyDGIEg/t8Ptjl9EKQmccyzjmcQ4MpM7UARNe1Wdujoij46MNdmF4loTyVOw3mu5aiEx/TtAHq0mRJOataWlrw+c9/Hi6XC4sXL0Zzc3P0pGbnzp3YsmULnn322bwXShCGKOExp5TezpfhYoE4zOBcE41UJebf2K/wmBuKIA5bMp946he2LS0tWL58eRFqGsNoHHksclkNQh4Xenp6MH369CJVNkZHR0dkP5JCaBHgBH9gYEBzLTlkYDh5fyfZyqF6BzE0NITJkyebUKGW+8W5imp7eqFFKquC4lbR3d1d9HW9d+9ecDWMGbUVAJL7AJm1DKqq5afNnj27qLUBMc6vDOHqAMBkK7itUhuxTgiJ2Q6MbGBgQmQtAWNT4hIRQWQBgAMHDoBxFY0VMoB4x40oNYZCIViYQSafADW6XC6EQiHUV6afYmdWjS0tLfB5RjF3UhrXr8muJf3mVW1ZmmNtKTqrbrzxRtTW1mLv3r3429/+Flf8F77wBbz77rt5LZAg4lAVIODRXCzDXUD/fmBgP+DqAjyDQNBDQtXhBOeaeykc0LYL34jmnHP3A64ezQk11K656pydESdUv7b9+Fyaeyrk096DhCricCeLcxG5vA6KomqZG0UmG7eU5KiGoqqas8QE9Par1EimuyOGhoYibYAGd3pt5aZP2Us3hSoWqawKqspx4MCBIlU2xscffwymKphZY+SsKofKudZmYQIHDhwAuIpJWYhVACBXNKB/YNDU9Z4v3G43brzxRvy///f/0NTUBMYYVq9enfS6Sy65BIyxpK/58+cXv+gMmO3ASMY40FqEGvVw8EREWY59fb2oszPIKVrVRJgQBwDhUAiy0XCGSNaSmTX29fWBqwrqHUZiFUwNBv/kk0/AlTDmNBiLVcxk19Lg4CCgZmgDhPnrOmdn1YYNG/Dkk09iypQpSSdckydPRldXV96KIwgAmvjkc2lChJIiyZQ49IhOwVM051zc/1WAx7ijCIIoGlJZNcIqN0UMMhpHHosupu3fvx+f//zni1NYBM45WvY3G2dWCdAm43Q6Ac5Ra0++ow9EnFWqiv7+/uIXFyE6hcqWXqySy6oRVNWii1WKouDjjz7E9CoJZammUEFrR1VUbtq0wq6uLkhcRUO5jEFv5u1NrmhA2NuFPXv2oLGxsQgVFo7BwUE89dRTWLx4Mc4++2w8/fTThq91OBzYuHFj0mPCIYC7IY40gdYi1Ki5M3lS8Lb+rZkX3pxz9PX2Ypph65UYghrnHAZdgJHlam6rYldXF8BVTKhMfcPA7O3x008/BVfDOKK20vA1Zru/9AzLGoObV4AYrs6cxSq/34/6+vqUz3k8HlOn3BCHGEGvJlL5R0GZP4cQSjgy+S6hBU9RSIQiCFPJvJ9lsgWwlqPNBLFKawNM/xq5vA5Bk/J3BgcH4R5xGT7PJBkqeER0MwdNrFINXUuSrQIqN09kAcZaeDKJVbqLLtVkyEKyb98+eD2jOGGy8R1zyV6OkEl5WgDQ3d2F+jIGi5EzIgG5sgHhHhV79+7Fv/zLvxS4usIyc+ZMOJ1OMMYwMDCQVqySJKno7czjwWwHRjKpHEHiiFX6kAZICY4RZn6ros/nQ8DvR3VN+hwjs5cj59ww199sIQiIyeWrNBCXTV6O+/btA1QFMwzct4D561pvA2wwcKcB5tcIjEOsOuqoo/DWW2/hlFNOSXrub3/7GxYuXJiXwojDFFXRHFQ+F7moShnOteywkF8LLOcRMUpNvpNPEERpweyV6O7uQTgchsVSvKHCfr8fmdQqyVENhUv49NNPi1NUDPv37wdXFUyokDGQalcnyQDPrp2xUGQSgiR7BcImOoIArUarBNiMbutHYFYHVGYpustv+/btgBLC/EZjB45kr4TKVVPEKlVV0d/bi5lpQ3PjkSsaEFBUUz43+UaEKWB5RzRnVSoYhAgGB/QhDcZ1mLkc3W43wDkqDPbBIogDGRFge2xtbdUmnlZbMORLvsFt9nJs2b8fEx0Mdkua/bDJrYr9/f1aG2AasUqEdZ2zDerb3/42HnvsMTz22GPRKSfBYBAvv/wynnjiCXz3u9/Ne5HEYUDQp2UM9e8HRvtJqCo1ONdyo3zD2nocbNP+9Q5HJuMFSKgiiEME2V6FUDhc9FYxv9+f8YSJMQmsvB579+0ruijU0tICKAqmGdxJZZIMDl10M4fR0VFYZRg6biR7JRSVo6enp8iVjeF0OlGVJpNWhzEGZq9CW1t7UU+kd+zYAR4O4egmu3FtljKokE1ZjsPDwwiFgmgsTz9NMRbJXgmVWTQ3wGGEz+fDpEmTIMsypk2bhiuvvFITOjIQCAQwMjIS91VIRHCyxKIJASzFY2LUODw8LGzAuj6p0GEkYghQo1YGg5GEIsL2uHfvXligYkJF6htmzESRxev1or+vF1Oq0t/MY4beteLQ09ODCitQlkZQE2Fd53xL9IorrsD27dtxzTXX4LrrrgOgBatzzvHtb38bF198cd6LJA5RVBXwj2iCBolTpUc4qIWTByMTGCmgnCAOC5i9AqpHC+Eu5sQ4j8eDbFoVLZWN8LuasXfvXixYsKDwhUXQw9WnVNmwfTDF/lCygHMenaBsBl6vF2lvotrKwcFMa18DgKHBATRkCFfXkRw1cI92Y2hoCA0NDQWuTOODD7ah1gZMrJDRmmKiIhC5KLZVoLu7uyg1xdLf3w+e6W55AowxMEctmvfvRygUgtWafhLjocDixYuxePHiaEfI22+/jUceeQQbNmzA+++/j8pK46yZ+++/H2vWrCl4jUNDQ3C5XDj2uCUARGoDRFQNGBwchHN4GPWRz58INeoTRXUpoLu7G4wxTJ8xE4C5NYbDYXDOYUn4eO7btw+qqsLjdoPD3GxDILIPS3G4HRocwBuvrYfVYjFtOYbDYezbuwczqqWUN15GXC68+sorkCXJlOV44MABcK5iYpoBFx7PKP740ktgEjOlRs45ursOoLHc+Fg7OhqpkZm7PY7Lv//UU0/hsssuw2uvvYbe3l40NjbijDPOKPk+d6JIhPyaQOV3g7KoSohwUFt3IZ/moqJcKYI4LJGsDqgqz8qBkE+MxpEnIlc1ITy0Fx9//HFRxaqOjo5IhoYFgHYDZt++fQgrKhTPEIK9WouVmc6qYDAIazqxijFwa7lpw3K8Xi88o6OYU5Od0CI7aqB4D6C9vb0oYlVvby96u7uwrMGasd1Msleif2AQgUAAdruxCyvf9Pf3A1xFXVlup/hyRT2Cbhc6Ojowe/bsAlUnDtdcc03c96eccgqWLFmC888/Hz//+c+Tno/llltuwbXXXhv9fmRkBNOnTy9YrSI4ghLRuv54/AOJj5mE3mqXRESAMbNG/aJfMtp/CNLFmiqgPtVrzKClpQV+nxez0+QG6phRY3d3N6AqaDJwfYnA8PAwPKOjWFCXuUazc97GvRSXL19eEqGEhCDoLiqfSxM6CPFRwmPiVMhPbXwEcciT3Vkys5aBc661WhQRbUocR6YzaEvlBPgUBR9//HGRKtPo6upClS2NpZ5J4JybK1YFArBkEllsFejt6y96JhmgiUGZAl9jkcpqoCjadMolS5YUuDrgww8/BFfCmNeY+SJJsldCHR1Ab28vZsyYUfDadPTQXKOR7kbIjlqEhzlaW1sPC7EqFeeccw4qKiqwZcuWtK+z2+1FESDr6+sxYfJkVFRUABBDCIrCGEKhEBoaGlBb3xB1oolQo2d0NO77yZMnQ7ZaUVVVBbMnm+mDyBJrmDNnDlwjI6iqrk75vBmkOlLUNzRixclfwl9ff920Gj/66CNACWNOferPYHVNDb5y5lfx2h9fMaXGnp4eQFXRVG58/KyoqMS5//7veOWlF01xqHV0dICrCialcX9VVlbinK/9O9a9+EJpilUEkRUhf2Sin5vaxERHVcaEqZBPE6sIgjh8iDkzdQ4NQmXDcL77DACgYt5JsDXNxvA/fgs1MIpyuy2SvVE8oqG5LP1FuFReAwWydkJbRPp6e9CYEGo9Z84c7O0egVxRj7LpS+Dr3wOfz1fUumLhnEPO0GEnlVUh5BlGX18fpkyZUpzCIhw4cABcVTAxyzvSsqMGQVXVXG1F4OOPPwZXwphTX57xtZK9EsqIlv9VbLEq1zZAQGupVFS16IH1osE5F3KyuZlBzKlhccK77v4SocZAIP0NAVNbmiwWgDGE1dQX/6JMflQUBVbDGxvM1FbFnTt3gishzGuoMnyNmdtjX18fOFfRkCE3UG+1NGM5tra2AqqCqdXpRXcRPtc5i1WSJBlanxljqK2txWc/+1ncdNNNOOmkkw66QKIEUVUg4NZEqpB5d5CJDKhqgjhl3oQqQiAEuJtHmEW2/QcMHNwUsUrLIcl0AihBKm/Anr374Pf7UVZWVvDafD5fxvY1JlvAYW5mVbpx5DqaI0hFd3d30cWqtrY2QFUxKUMwrY7kqIaiqujs7CxwZRq7d+8G1DBm12XprDIhrL6vry+tsyroG0X4H7+NOhR1Idq7ZzMsUE3J2RKFl19+GV6vV7zOEYFa7KIwlrAvE6dV0Wi4hgiTIu12OxiAgGIgVgnQqggAoVAQFYYZ8OYuxx07dsAhqZhuMMwEMLd1NtM+WMfM5djS0gKuhjG12jibDxCjBTlnsWrVqlX49a9/DbfbjTPPPBMTJ05Ed3c3XnvtNVRVVeGrX/0q3nrrLZxyyin4y1/+glNOOaUQdRMiEgpEXFQj5KISEc7H8qZCPm19EYcXXNUcdFwFFAWAov2rKgAPawKmezTj2xCHPnX1DXBbGlC18LS4x2s/dyFCw10I7f5L0U9eBgcHtW00C8OIXNmI4LAT+/btiwYoFxI9I6XSYBw5ADDJAs7NzazKBqmsEorCTREt9u/fD66GMaPaiuFA5rvNzOqAyixFc1btb25GYxlDuTWz80ayVyDMVe3CpYjk2koZhUlQFXMnQeaLv/zlL/B4PNrnEpoj7uWXXwYAnHbaaejv78cFF1yAr3/965gzZw4YY3j77bfx6KOP4phjjsG3vvUtM8tPQhcwzHbbJBIOjznwGTPXbROHwbFJv/A2s8by8nJN6AunGc4Abvpy9Pv8sFuMzSmAOcvR5XKhpXkfjm2wGud+wXxnVfat2NyUGpubmwFVwfTq7IZplFTAen19PSZNmoRdu3ZFe6gBLTH+lFNOwdSpU7F9+3accsopuPfee0msOtThXGvx8w2Ti0o0OI8RpvwRccr8O15EgdCFKP2LK1orJ1e1vDFVJRGZSIt2sWH+nWcjnE5n1s4/ubIRyuCn+PTTT4siVunjyMvTjICGJINDCzk3i3TjyHUkexXCXDVFtNizZw8s0JxViWJVyOuKtqUCY46gsH8UBw4UPhDe6/Wit6cbi6uzdH3ZK6GY4Kzq7u5GhQVwGAhqNkclKpZdCMka7zisXf5NuP7+bNEHJxSC73//+5pLL8JLL72El156CYDmKKipqcHEiRPx8MMPo7e3F4qiYObMmbjqqqtw6623xl3fiIAuYJjttomHpdyXCVFjmg4gsykvLwfA4AsZLCcBXHThcBihcAhlZemXoxk17tixA1wJYX4WuYFmtc72dHejzs5STiqMxczluHfPHjSWMVSkucEGlKiz6sc//jEefPDBpB15ZWUlrr/+elx//fW44YYb8L3vfQ/f/va381YoIRjhYGSiH7mohEIXp4L+iHgowEkDcXBwrglPsSKUGhGgdIFKUUDrmsgL2ZzMqwoYY0Ufb+90OuPGkfd0d0PhLHWuVtALu0VGS0tLUWoLhUIpx5HHwpgEILF1prgYjSOPRRdZiu2sCoVC2PPpbsysljOe5MfCmAznsBNerzdyIVgYOjs7MwbSxiLZK6CqXJvOVyQ45+jsaMfENOPI0yLbtEEGJU5ra2vG16xbt67wheQJbd8htrNKksy/qNWRZYMdsQD5OzabDVarFb5w6jZ6ETKrNKewigoDwVs/TTCjRk2sCmN+Y/p9vVkiC+ccPT3dmObIvA9mkjmf6+HhYfT2dGNJTeZjGZMk09tScxarOjs7DU9QLRZL9A7S5MmTDXuGiRIl6qJyaYIIYT7hYIxzyk/CYamRTVueKoClnjhsSBpHngKuhMAYCioMpGJkZCRrZxVjEhRVzeqiNR9kHEeuI8mmOquyGUeuiyy9vb3FKSrCnj17EPT7MHda6jvm1vIaVJ9wadLj9qkLobpb0NfXh1mzZhWsvs7OToCrmFiZnUjLZCu4ZC1qG+DAwAD8Pi8mN4xzfpJsw8iIO79FEQeN/pEVSqxiCfUIIATpGE0x1fxp5rY0McZQXlEJr2fY8HlABLGKG7tuGAO4Oa2K27dvh6SGMa8hvbPKrOU4MDCAYMCPCQ2ZWwDN2h4//fRT8CyzFzXMaVXUyflodtRRR+Gxxx7DV77ylbidQTgcxmOPPYajjjoKgGZDbmpqyl+lhHmEg2NZVHThbC5KaCwQPeSn9SEy1JZHlCJJobnJcCUAxljRW2USx5FPmjwZfX4bqo87O+7x2s9dCABwbfl10QQX/U6+mklMY5LpN/IyeZaYbAWXbUVvX9uxYweghHFUoyOnn5NsFVBUXnCxShtHrqCpIofAfms5enqKJ/q1traCqwomV43P9cgk2fTtk0iGSeZnLaUi9saGxCTTBIxEmME0R305mi2oVVRWwjdskFklQI2Dg4PgXEVNWWrBhZkUph8KhfDRh7swq0ZCWbqWe5i3HHUH7sQsHLhmub92794NKGEcUZf5HI5Bq7OkMqvuuusunHfeeZgzZw7OPvtsTJw4Eb29vfjjH/+IAwcO4A9/+AMA4K9//StOOOGEvBdMFAnOgcCoJlIFizvxiYhBCSeIU+HMP0MUDs6hpZwqMa4oassjDiUyi1VqwAsLY2hsbCxSTRrBYG7tc8xWju7u4gguVqsVjDGEDSY8jRUlxbXOFJtQKAR7Fi12zFZRVJEF0O6YcyWEoxtrc/o5yeaAyrmWaVZAenp6wLmKxvLsT50lewWGnEMIBoOw2bK9iz1+WlpaAEXBtOpx/i4mIRSm4SuiIYLbJhWpMqBEqFFiRu1rkhBB9WVlZRgxKEEPqjdbrIKqorYs9b5OMql9bc+ePQj4vJg3zZ7xtQxay3uxRZb29nZAVTClKvNNF7M+15988gm4EsaR9VkeJxgrLWfVWWedhfXr12PVqlX4yU9+ErGUM3z2s5/Ff//3f+PLX/4yAODpp5/Oe7FEEVBCmkDlc5FrxwxUJb6tT6E7nAWDq2NfauQLiiZIqaomQnEOIOZ5ckIRhzpZOKvUkBeyVHyxKpyj44NZyjA66oSiKMYZJnnCbrcDYAgomfYRzFTnSigUhJxFHBSzVcA9OlDwHCgdzjm2bd2KxjKgqSK3U1NmKYPKOYaHhwtTXITe3l5AVdFYnv22JNkqoHoG0d/fj6lTpxawOo19+/aBqwpmpBnpnhauwGopbhYdkRnGJNPb15Lg8dlQIrm/VINzNUmQSXt2ux1BgxL0fDIza+zp6QG4iiYDYd6saYA7d+7M2n2rueuK376mu1unVmWZB4XiL8fdn3yCKivPemJsyTmrAODUU0/FqaeeCq/XC6fTibq6uqJnVxB5hHMg4NEm+pGLqnioiiZG6V8hn9ZySeQGVyMh5CriMqDAxzKfOAcQcUBxTkIsQaQho1jlG4EkSZg8eXKRKhofTLaCqxx+v7/gLYuVlZUASzPhSUeSTXNWcc7h8/lQZs8c/CrZK6AG+9Df34+ZM2cWvLa2tjYMDfTh8xNydwQxqx2ccy1npYD09PTAwjiqs1h+OpK9Auqoit7e3qKIVXv27IEMBdOyHEeeCFdV2Gy5tWEShUc3MIkQXj4Gj8sw1t1MItRoeGPDxGDwWGRZhmo0DFAAF11XVxd4RJgf8KY+XzbD/fXhhx+Cq2HMzcIRZNZybGlpAdTs9sH6wJNi1uh2u7Htgw9gkzg6RsL433Yv/rzbjS/MKMcZ8yoN6yypgPVYysvLSaQqZaIuqhFqLysUqgqoISAc0v5VQtqyDofIpZNIrODEY51MMQKTqn+vAqouOpl/YkQQhw4so5ii+kcwadoEOBzFvag1yiExRJLAOYriZCovLwcYgzeUYb9uYmaV3++HqihwWDNbqyRbORSVY2BgoChi1datW8GVMI5pytzekQiTLNo9twJPWezu6kKjg2UO0Y9Bso/laRWacDiMT3d/ghlVUk7TFOPfJIjq6gn5LYw4aMxyYGRCc5Rq6O1rZrY5A9qFv8+XegiUJIBrKRNM0sLLzVyObW1tgKpgcpUlpVglmbQ9fvThh6i0qFlNZJVM2h73729GrY0Zh9PHwExw+u3ZswcAhzWHY4QkmRtfMC6xSlEU/OUvf8Enn3yStENgjOGOO+7IS3FEgfDrWVQesys5NOA84o4KjglRajgiTIl7QCw4cQHjBi12PPYxEu+KgqIAw+3AQBsw0g24+zVXZWAUCPsBL7n7DmtY+hNQroTAgqM44oilRSxKw2jCkyGqAsZQlKwgWZZRXl4Obyj9cZVJMgIBcz5j+jTFyixOoiVbOVTO0d/fX4TKgG3btoErIRwzoTr3H5bkgotVPp8PA/19WJhFa0cskr0SYZUXJay+tbUVAZ8XsycdxPauBFBTU5O/ooi8IFJ4eRTO425YmJVjlMjo6Kjh1FhRRL9wOAyjfHBdUDNzOe5vbkaDgxmGmJshVo2OjqK9rRULa60ps9ISYSZsj36/Hwc6OnF0dfat4sVusdu9ezcaqipwzWfLMaPGiguOrcEFx2r7/N7R1IIUK7XMqsHBQZx44onYvXt3nC0sdsMhsUpAlHBMFhW5qHImKkjFCFFKeOz7wxFViUy1i5l0pzvJSHwqLj4X0N8CDHcAIz2AZ0ib3hnyAaFAJPw9y4MhrbbDnnQnJYrXCVmSMGfOnCJWpJFr7hRXwmBgRRGrAKCiohLewQyh5JIF/oC/KPUkMjQ0BM7VrNrYWIyzqtBwzrH1n/9ErZVjchZ3zM2gs7MTnKs51yfZq6CoKrq7uwtU2Rgff/wxuBLGnIbc3WkAwMNBMK6gvr4+z5URB4ueB2W2aykOrmrtzxFEcAQBkXDwNJlVImR/eTweOCypBRezs7+cTid6e7rxmVrjfZ3Wvlbcdb1nzx5wNYwjarNrcdYdsMWssaOjA/2Dg/C4ONpdobgWu5VHpO5EYyyzmz2ffPrpp+BqGLPrsm8VL3aNieR8VnDbbbehrKwMbW1tmDlzJv7xj3+gvr4eP/vZz7B+/Xq89dZbhaiTGC8Bj3YhGxjN/FoiJkMqRpBSg9q/hxOcj023U8JjYhSPTL2jaXeFRQkCwwc095OrCxgdGHM/hfwRFx+tA6IwpLtrqXgGYZElzJs3r4gVaTCDCU9GqCEf6hrrcndkjZOKyko4M2hVTLIg4HdDVdXo3eliMTAwAHDjCU+xSNZyhDjXLvwKTFdXF/p6urG8Kbs75slwgOUuZuaC1hYTxpQcp+xJZZVQVY4DBw4UqLIxdLHqyLqqcf28GhiFLDHhs+gOR0Rw2ySiD9jSYYLU2NfXB65qonzilY8ZbptUDDuHUGPQji2ZHKa/a9cucCWE2XXG+zozluP+/fsBRcHM2uziB5hU/MmPLS0tADjkHI5jTJKKWuOnn36KMknFxBxuvDBW3BoTyfkMbsOGDbjzzjsxZcoUAJoV8Mgjj8SPfvQj+P1+XH/99Xj++efzXiiRA0pYc1X4XDRNLhVKOJIfFUZcwLkSxmFz8R/Xohce+5crgKIevm6xQhJ1P7UDI70x7icvEArm5n4iiELBkVZECbsHUGaRMH/+/CIWNU6CXjQ1TS/ar7Pb7Qgo6Y8hTLaAq1rQeaFD3xPRp9kZTXiKhdkcUNXiiFUffPABuBLC0ePIqwIAKAoYEBf2nG9aWlrAldyDy5lsBbeUobOz8GLVhx9+CCtTMDNL50Eiit8NSZIwadKkPFdGHCxMEiMPSkfrqonf1+nHDbNr7OzsBLiCSZUW7EvoytbdX2ZOZPX5fHCPjGB2TWpx3exWxffffx9cCWHhBONMajPyoFpaWsCzDC4HxvKgillje3s76isduOPz1Uktdi3O1O3/xcyDCoVCaGnehyOq5dyyF6USc1Z1dnZi1qxZkGUZkiTB4xnbE5x55pm44IIL8logkQNRF5UHh43oYkR00p4uTMUIUodDe1psax5XNCeUqgA84oo6HJZBoVGCgPMAMNgKuLoj7ien9vkTzv3EAMkCWKyApQwoqwLKaoCqJqB6MtA4G6idCsgy4PEBz/6n2QUTJpLuol8Z7YejzI4jjjiiiBVFfncODlc15IPEg5g+vXhilcVigZIpX91igxrU8jeKLVYdOHAAnCtoqpAxEkhfqJ5ZVQyxaseOHeBKGPMbx+cI4koQjDFUVY3v57OhubkZUBVMr87dpcfKqtF5oFPLqSmQyy8YDOKdd96BBSq63NlNeEpE9Q1DlqSiBOoTuSFSMHgolHpAEBOkxa6trQ1cVTCpKlmsEsGhprcUT6hIvS/QRQSzluO7774LOxTMS9NObIagpouQk7PMDWSMgUlSUWvs6OgAcmwXL2ZmVWtrK0KhIGY15eYQZqy4yzGRnI+ajY2NcLlcAIApU6bgww8/xL/+678C0PIQclXe3G437r77bmzfvh0ffPABBgYGcOedd2L16tVJr922bRtuvPFGbNmyBRaLBStXrsTatWsxe/bsXP+MQ4dwUBOo/O7Dzw2j5yPFClG6Y+pQDjbXg8nViAjFw/EuKWrRyw96EPmBXUD/fmC0T/uchQNiiH1MBmQLYLEDtnLAXgVUNADVE4H66UDDEYCDgnKJXOFxE57inlEVcJ8TxyxZVlAXS8rfzbnhhKdU6NlaxRTVJEnKGPnGLHZwzjEyMoKJEycWpS6d1tZWQFUwpcqCkQwh70ySAdlWFLFq586dsDMFM2rGt02pIT+kAotV+/btQ7mFo96Re6uhXFaDgGcY3d3dBRNP9+zZA845rAehhSm+YdhkhhkzZuSvMCIvSJIkRB4UEGknTiH2iOKsam5uBhQF06ocQE98LSLUqNUXxnSDlmJm4rrev38/Wpv34XOTbLDKxs4bM5bj+vXroYSCGPAq+N92d1SMv+wztVi1sR/MmnzeUuyspc7OTshQ0VCeW8B6sWrcu3cvoIQxoyY3FzOTmKluxJwPa0uXLsVHH32E008/HaeddhruuusuVFdXw2az4dZbb8Xy5ctzer/BwUE89dRTWLx4Mc4++2w8/fTTKV+3e/durFixAscddxxefPFF+P1+rFq1CieeeCK2b9+OpqamXP+U0kVVgYBbE6lC5gS1FhXONZdKyB/ftneoClJxLXq6QypyJ0tRDj9RspAEvUDnDqB3t5YR5XFqj6lm7JRzcD8RRKFImPAUizI6CAsDjjnmmCIXpTmR1Bzu7CnugaJna4XDYVgzxFAxq9Ze53Q6i1NUDPubm1FjA6rsWe5DLGUFnwbo8/nQvHcP5tVZYMlhlHYsPOiFLLGCnQcGg0G0t7ZgdrU8rkwtubwWirsVLS0tBROrPvroIzRUleOqzziynvCUiOJxwm63FdWNSGQHE0Bk0env7wdPccNOimQEmV3j3j17MKGcwZEiE4pJkuntlB999FEk4LoSXe7kOswU1F5//XWo4QBOmJ7e9WvGulYUJafWNaC4LXYA0HXgABrKWE7HsmLW2NzcDK4qmJFjq7jEirscE8lZrLryyis1VRjA3XffjS1btuCiiy4CABx55JF47LHHcnq/mTNnwul0gjGGgYEBQ7Fq1apVsNvtWL9+PaqrtdHGS5cuxdy5c7F27Vo88MADuf4ppUfQN+aiOtSdM+GANsksGADCfjGcLIVACUb+1mDEIaUeuiKcWQy2aO6ogRbA3VtcdxS5n4hSI2HCUyzh0T5YLJIpYtXQ0FBOn9nwaD/KLTIWLlxYwKri8Xg8KMugA0lWR9Ha62JxuVzoaG/D4hwmAEm2CgwOOQvavrZnzx4o4RCOrB//xEY1MAqrxDBhwoQ8VjZGe3s7evr64ZKzn/AUi1Rei7CioqWlJdqJkG8++eQTcDU87uXIOQf3DWP2vPlFd00SmZEEmgbY39+v3URNGHhhRkZQIv39/Rjo78Uyg/2cLIDot2PHDshcwew6m6FYZYagFgqF8Oc//RGVUhjHT00fYs4YA2PFawNUVRUN9XWYX+5JEuMB4K6VTbjznZGkn5OK2L4WCoXQ19uL+RW53VAuZovd/v37ATWcczu7lllVQm2AJ598Mk4++WQAQFNTEz744AN8+OGHYIxh/vz5OZ/QZHOXKhwOY/369bjooouiQhWgCV0nnXQSXnnllUNXrDpcwtIPG3EqFPlbAzGZRsRBEfQCnbuA3k+A4c4iuKMYYLEBtop491PtVKB+FrmfiJKGc24YsK64++GQZVPEqp6eHsMJT6lQRnowYUpjUSebOYcGUWNLb61itnIoKi+4YykRLRcqhLk5iBnM5oDqG8Lg4GDBWhb1toQjspzwlArFPwJZkjB16tQ8VjbG/v37AfBxO7/k8joEVTUyKaowfPLJJyiT1KzzXBJRA6OQeBhz5szJc2VEPtAnxIkgVmltgBxIOM2RZPOFIH0i5myD/ZyZLXaAdtPg4w93YX69xbDNzixn1YYNG9Df040zZjrStgDqsCI6gjweD7iqojyTdTkBVsRg8N7eXnA1jAlZDDCJRSpii11rSwuqc3FXR5AkOafM0HyT81Ht17/+NU4//XQ0NDQA0MSmY489FoB251MXlfJJc3MzfD4fFi1alPTcokWL8Ne//hV+vx9lZWUpfz4QCCAQCES/HxlJVl+FgnNtRL1vBAh6Mr++FAkHtLa+oP/QFqdURROmwn4tX4xa+MbHYDtwYEeMO2qksO4oSQYsDqC8RmvBmzAHmLYEqGwozO8jCAFINeEplrC7H7V11aa0CXV0dACqgknVFuzLoFYpfjeksA+fXXryuNq2xoPH44F7ZARHGkx40pHslQipqjaZr4hs2bIFXAlh8aTsQ90lWwUUjyasFUqsirYljDOvCgBUnwuTpk1AeXlml9N4aG1tRX2lA6tymPAUi1RWBYWzaFdCvgkEAti/by+OrLHk3Cajo3iGit42S2QPi7RdmR1eDgDDw8PgXAVLUKtEENQ+/PBDcCWMeQ3l6HAlCwD658OsGrds2QIlFMDiI1JfrwIRE0eRW+w45/jNb34DFvbjtHnZtVMXszXM7/cDnMOehYgWSzHzoLq7u8G5iqYcnVXFagMMhULo7OjAkZW530xnEkMomPlYVyhyFqsuvfRS/P3vf4+KVbG0tLTg0ksvzbtYpdvl6+vrk56rr68H51r+g9Ed1Pvvvx9r1qzJa00FIRSITPNzH3qOm8NFnOKq9neGA9qXiUp0SRH0AZ07I+6oA4B3SHNHKWEUpuU1xh1V2QjUzwQmHwNMmgfI429HIYhSJRgMpt0vcyUEFhjBggUnGjqvCokuakyrsmYUq8LDXbBaJHzmM58pTnGImUCVYQqQVFYJReXo7u4uUmVaC8WmTRtRISmYk4OzSrJXQI0Ia4Vqp2xvbwfU7Cc8JcKVEFhwFLNnfzbPlY3R1tYGqAqmjmMSIKC1ebCyGuzf3wLOed4F1H379iEcCmL2pPELfopnEBZZwty5c/NYGZEvtH2uGAHrIyMj2k31BEQIL9+1axeghjGn3pZarDI5s2rTpk3g4SCOn2o8DEKSJIAVt8b33nsPH3+4EydMsRlOKUykmK4l3XlkzdHdWsw8qO7ubkBV0VSR46S9ItXY09MDJRzE5IbcjxNSkacqJpLzkZen2EHp+P1+yAVsf0l3gE/33C233IJrr702+v3IyIg4AZKqomXo+FyauHGocDiJU+FI7lTYD4QP4VbNg2WoQwszH9hvojtqMVB5GA1jIIgs6e3tTXuTRHNeMBx11FFFrGqMvXv3QuIKplY7gO70J3ah4U6UWyxYtmxZkarTspegKphZm37KjmSxg8s2HDhwoEiVaS2APQc6cdLUstyCX+0VUFWOvr6+gtX2xhtvQAkF0efJfsJTLMVwBHV0dMDCxjcJUEcqr4N79AD6+vry7lLTtr2DbKX0DKKMnFXCIoIQpOPxeJDqJqLZLXaKouDDXTsxo0oybBczM6je5/Phnb+9jckOjmkZhO9iB1r/4he/AA94cd6C7LsHiikEKZEp57l2YjNJKlqLXVdXF7iqYIKgziqtPhUTx+Gs0sWqQtxsyYasxKr29nZt5HGEDz74QLPkxeDz+fDUU08VZOSt7uJKFUg6NDQExhhqa2sNf95utxuO4jaNgEe7WPeP4pAISz9sxCk+Fooe9gOhEA6J9ZcvBlqA9q1AfzPg6de280K6o2QbYK/QQssbZpE7iiDGSW9vb8oJTzqKZxCySRezqqri092fYGqlBFuGNgDOORRXFyZNn4AjjjiiSBUC27dvj2RCVWG/M/3JMbNXobWtDaqqFsWltm7dOvBQAF+caTzMITw6AOe7z0S/r5h3EqSySoQ4L2jLYi4TnkJeF5zvPoPq485BsL8Z/gM7ITlqCy6ydHS0Y2I5y6rOsH8Uw+/+Aoi8tmLeSbA1zUawvxl2hw379+/Pu1i1d+9ecEXBzBwnPMWieIZQ31iHxsbGPFZG5AvdESRCG6DekpWIvi8zq8Y9e/bAM+rGCZONz/8kE9sp//d//xdetwtfObI84wU/k1jRaty1axfe3/J/WDLRglm1OWQaFjEYfOx35vZ6uYiOoM7OTi2qIIO7OhFJkhAugqDW09MDcAWN5blfH8WK5WYM4MhqiT777LNYs2ZNJP2f4Yorrkh6je64ynUaYDYceeSRcDgcmr0zgV27dmHOnDmGeVVCoYQ0B5VvpPSzi8LBSCD6IS5OATET+yJfh7s4NdIHtL0P9O8DRnoiDqkgCrJcdHeUoxqongJMOBKYfhy5owgiz/T19WnTSI3C1T1DsJskVrW2tsLjHsFnJ2Y+yVK9TshqACcsX160O4Ccc7z//nuokFVMr7FmFKskRw18Ps1lM2nSpILWNjg4iDff+AumVXAcMyG3m3aSvRKqqmonuQUgFAqhvq4WCyt9OU14ioUHvbDaCjehcnR0FC6nE0fUHNw0RCbJUFQV7e3tOOGEE/JUnca+ffvAuJLRrWEEV8JgATfmzVtsyl1zIjMiOau0DODUYpWZLXbbtm0DwiEsaDJ2GJo5sfCNN94ADwVw4ozMgnAxXUu//vWvoQZ9OGd+bU4/V8w2wPFSzBD4zs5OyIyjLtNI4AQkJiFQhEl7AwMD4Or4HMJMksC54GLV1772NSxcuBCcc3zta1/Dfffdl9TXbrfbsXDhQsyaNSv/RVosOPPMM7Fu3To8+OCDqKrSen3b29uxadMmXHPNNXn/nXlDVSNh6S5N3ClVDitxKhRxTQUL26YmMr5RoP2fQM9uwHUA8A0XaFkkuqNmRNxR88kdRRBFZHBwMPL5NhCrvE5YLRbMnDmzuIUB2Llzpxaa22hHSEkvioeGD8BmkXH88ccXqTotr7O7swMnTLJn5b6RHTUIj3agra2t4GLVc889h5DXjdMXV6YVIiyVjaj53IVxj3HOoUIqmLNqdHQU4CoqrNkJJNbyGlSfcCkAwFFRD8esZXD98wXU1tgL4uoHxkJzs81xsZRVovpfLgNj8Z+jqsVnIbDrj1r+VZ7Z39yMieUMdsv4XHqKzwlZYjQJUGD0gHURxAEt3zD5cbOdVVu3bgVXQjhmQq3haxhjkclmxa3R5XLhnb+9jVnVDNOyGCZRrIyg3t5ebN64AbOrGRY05Xgzo4hC0HiRiuj+6uzowAQHg5xrrpYsQVHCBW+xczqdAFdRU5b7cUJiWmaeWZ/trI6+Rx99NI4++mgAmsvqjDPOSBmwPl7+8pe/aJN03G4A2ujRl19+GQBw2mmnoby8HGvWrMGyZctwxhln4Oabb4bf78eqVavQ2NiI6667Lm+15I2gL9Lm5y5NsUMXp0J+7asU/4ZsUcMJE/vMt1kXhWAQ6NoBdH0IODsAz5C2znme/35JBixlgKOG3FEEIShOpzMy4Sk1qs+F6XOnm9JSr7fYHdVQhQ/70mc7hocPoKLIYtXGjRvBw0Esm5LdNDq5vA6KqqK1tRWf+9znClaXy+XCSy+8gFpLGCfNyn4KoA5jDLCUFywMXr/ozdTaaYQaDoAFRrBw4YqCtVMeOHAAUBVMrDi4u8lSWRUUlaOrqytPlWm43W4MDQ5gSQ7Or6BvFOF//BbVS85FsL8ZvratKHfYMXv27LzWRuQPPWBdhDbAQCAADp50rGAmTtoLh8PY+s/3MakcaChP/1koZoudzoYNGxDyefCvR2d3jGBFyqz64x//iLDfg68cl/5mRiqKn1kFyLnWKBenRq/Xi6HBASweh7tVv7GhqmpBc79HR7XYIaM8t3SYLUTnvFQvvvjivBfx/e9/P+5u00svvYSXXnoJgHbHctasWZg/fz42b96Mm266Ceeffz4sFgtWrlyJtWvXoqlJkIteJawJVL4RrXWslIgVp8KBQ1uwUZUEcUrsOwMHhaIA/XuBzg+AgVZgdAAIevL/NzMJsDqA8lqgdjow+Whg+mcA2/gDXwmCKB6JE56cQ4NQ2TAUzxACvXvAwj7MnFkY90omtn/wQbTFLlas6unuhsIZFM+QlmHUuQOSbMHso2djwoQJRamNc47/+Z83IashLJ2S3f5OKq9FUFHR3Nxc0Np++9vfYnR4EJcurIR1nIKQZK9AX/8AFEXJ+4m0dhHBIeWamhtBcffBIktYtGhRXuuKRc8hmVh5cFETksUOLlnz3lLZ0dEBriqYUnUQYhpXYJFZUTPeiNzQHZvFCotOh8/nM86s4uYIah9//DFGhp1YPjXz51QqYui2zptvvgkeDuALM4xzA2NhrDgtdg8++CDCwQCm11Tjd7tccQMuLvujJqx/6zO1KX+2mCHwiqKAA7kHrDOGYKjwNR44cEBz4OaYVwUAksSi7bOFFKv0z22ZJffjLZPME6KBcYhVgBYS97vf/Q5tbW3aHx8DYwwbNmzI6f1iw9vTsXTpUrz11ls5vXfB4VwLkfa5gKAXJZNndDiJU1yNiFMRgUo5BMUpZ6fWtte/X8uRCoxq7Yx53R4ZYLUDZdVAzRRg4lHAjKVARX0efwdBEGZgdAECADwcgCwxU6bo9vf3o72tFUsarBlb7DhXYUEYn/3sZ4tUnRZuve/T3Vg+xZb1HUvZUQtFRUHFquHhYfz+d79DrSWEU44cvxOe2SsQ9g1jaGgo7zcGVVVzbI/XExUe6YPVIuPYY4/NX1EJHDhwAFxVcw7NTYm1HL29+Z2s2NXVBagKJlRm3zZvc1SiYtmFkKxlcFTUQ/E6IQd6SKwSGBbJg9I/M2aitROlmAYYyTU2Q6z6+9//Dq6EcNzkyoyvZWBFXY6Dg4PY+v57mF9vyej60mGs8DV2dHQgFArBLo+vhZgxQFGKsxwDgQDAOew5Ci2SJKUdHJMvuru7AVVBU5brNxbGNJG30Otbn6iYqzsNGHNWmbX/yXmpPvvss7j88stRX1+PefPmJbUEcIOT3UOOcFATqPwjpSH0HG7iVDhmYl/Y/DtRecEzpE3a6/0UcHVpDr5wvgPfGSBbAXslUD0JaJoNTF8K1Bf/IpUoNAyQZUCyaK2asgWADLD0bVbEoYk24XdsX1JX3wC3pQFyRT2s9TOgOpsxZcqUotel5ZAEsXBC8h3zSZMno89vg1xRD0dFPZi1DFLXP7FkyZKi1ffnP/8ZaiiAf51ZlfXPMEkG7FXYt6+5YDkVv/vd76KuqvG22QGAZHVA9XAMDg4WzMU+3j8/7O6FwyJh4cKF+S0ohvb29nFNeEqFZC2Dy+XK6xRIbcKTOq6LJB3F50JNbTXq6uryUhORf3Sh3uw2wHA4jIE+4wy7YrWvJfK///u/kNUQFmYxRKLYweCbN2+GEvTjX+Zm32nAJFZw99fOnTvRUF2ByxfaUg64+P2/TQMAvH8gdd4yk7SspWLg8XgiYlVu+01dPC10HlR/fz+gqmgsz90ZJdLwBCMY09xfZjk7cz66Pfjgg/ja176GX/3qV6ZkV5iKqgIBdyQs3W92NekJByN5U77DQJziYxP7wgEtGL1UHG6JBH1Axzag+2NguBPwDkdypPKsZksWwFYBVDYCjbOAaUuAprmaeEEcGjBJm+wmWSNilAywiCglWbTnUxEq0c8OcVAYheYCgBoYhSQxU8Sq9957DzwcwsKJmcWg8EgvKixy0cSqUCiE1197DTUWBUsm59YmJlfUwzncjcHBQTQ2Zp4OlQs+nw8v/P73qJYPzlUFAJKtHCrXxCqR4JxDHe3HrKNmoba2tmC/p729DXVl4w8vj4VZyxAODMPtdqOmJrt2oEwMDg6CjzM0F4jcYA64MXPmcTQJUGQEEau6u7sRDhnHnDCpuK4lQPsMfLRrJxY0WLJytzImFbXGv/3tb+DhID43LfvPvCQVvsbdu3eDq2HMqc/sRkuFJElQiiSwjIyMAFBRactNttDzoBRFgcWSB3esAUNDQ5H98Dgm7RXps2232zHkCeLSPx6Iit9XLa/Hv0wvx7f/3AV3QIXCuXbNkFRjcdxfRuS85tra2vCTn/zk8BKqgt6Ii0oLJxMW3e0V8h3a4hQwJk6FIl8ir5dUODuBln8AfXuA0T5tG8v3OmOyliNVUQfUzQCmLASmLAZsNGXvkECSNTGKWSICVOz/ZWMxiiBSEAwGU4bmAppYZZGkgk+uS4Rzjv/7v/9DlUXFrNrMmTyKuw8TpzZh8uTJRahOu5vvHOjDmbMcsOQYpiGX1yHsOYDm5ua8i1WvvfYaRob68bV55QflqgIAZrFB5TwSzppfom2A4yhRDbghqaGCuqpCoRC6DxzAUZX5uYnDZO2UOxDIn3tVz5qrto+vRh70QoKKadOm5a0ms3G73bj77ruxfft2fPDBBxgYGMCdd96J1atXJ71227ZtuPHGG7Fly5a4LFzRwubNzIOK5ZNPPgFXw6iyS/CkeN6MCXF///vfwcPBrDMDi5UHBWif9ff+sQUzqhgac3A/FiMPqq+vD1Czn3SaiLYci7M9Dg8PAypHlS2381o9D6rQYpU22ZajYhzh5XoeVKE/2w6HAwAb19WyVGqZVUcffXTBxhgLhRLS2qz8I5HsH4EJerVaQ6mtmocEajjiFAtoQlWpiHGDLUDLe0D/PmC0X1tX+XRJMQmw2AFHLVAzFZg0H5ixRJu8R5Q2sW4ovVUv+i+JUUR+8Xq9hplVasADWWJFCy3XaW5uRl/3AfzLRHvGvCo16AMLebBw4YlFc4isX78ePOTHilm5u5fk8nookZD1fE8EvOWWWxDw+7CgaVLOobmJMIsdKufRac35ZCw0N/f1pbj7YZWl6KTqQtDV1QVVCecnrwoAJBmc87yKVXp7zHhCcwFN9JMlhqlTp+atJrMZHBzEU089hcWLF+Pss8/G008/nfJ1u3fvxooVK3DcccfhxRdfjE4ZP/HEE7F9+3Zxhjch4r4wKQ8qlh07doArYcxttGH7cPLzxc6DAoB3330XXAnhM5Ors3p9MfKgdHbs2AG/dxRLZubmvGWs8PlAw8PDAFdRZR/fuSRjxcmDAoCBgQFwrqIuR+cSYwzghV+WWn43h8M6jjwoVpw8qNraWtRXOXDPF2twVGO84ejnX9Vc872jYVzxxkDSz7Ii1WhEzkfg++67D9dffz1WrFhxSB3cAETC0kdjwtIFJrZW0cW08aC39umtjKKHovftA1rfAwaatYl7eW3dY4DFBtirtBypCXO1YPOa4rociDwjWSJilKTlhDF5TIiSLOMPciGIcWAUmgsAatADq8WC+vriDlN45513InfMM4/7VkYHYLUUVryIZWRkBO/87W3MqmaYWZu7W1WuqENQzf9EwJ6eHgQCAdhkNm63TRySDPBIm2ie8fv9Wg7JONxfimcQVouEo446Ku916XR2doKrCibmS6yK+BbzecKvT1S0jneiot8NSWJFcyMWg5kzZ8LpdIIxhoGBAUOxatWqVbDb7Vi/fj2qqzWhY+nSpZg7dy7Wrl2LBx54oJhlZ8QMISiRv//97yhjCubUl2H7cIpaiiCyxMI5x3v/+Aca7BxTq8QJL9f55z//iUHnCF7xSVhxRAX+t90bd/Pg0S2DsJZVpCqy4DXqN3XGe6ZZDEFNp7+/H+Aq6hzjEKtQnPa1odEArv5LTzTAPLHFLqxyQE5xrhBZAYWusaGhAYwxOH25C96sSDUakfMR+Kc//SlcLhfmzZuH4447Dg0N8XcUGWP405/+lLcCi0LIH2nzc+c/GyjfqIrm9vK7S8ddlC1cBYJ+IOzTHFSirQtF0dr22v8JDOwHPIPatpOvOiUrUFYBVDQBjbOB6UuAhiMoR6pUibbjRXKionlRkcdIjCIEQVEU9Pf2GD7Pg140TmvIWyh0trz99ttgSgifmZy5vSPsGYBFlgsqXsSyadMmhHwenHh0ZiEtFVJZNRQVaGlpyWtdH3zwARqqK3DJMeMLzU2EMblgwaperzZBeTx5UIpnCA5Zwrx58/Jel05fX18kvDxPx2CuAmAFbUfJFb3F91ASq7JxVobDYaxfvx4XXXRRVKgCNKHrpJNOwiuvvCKeWFVkISiRjo4OtO7fh6UTbJANPrLFFIIAbf/pHOzHiRNsWTtqtSl2xbl+2r59OwAOW467EKkIuVqyLANgCKuAdRy7OMaYlh2Yx4ERRugtiw057ouL5QiSI9dpnCNn9U8PLy/0Njlp0iRAktHvHY9Ylf8bLbmQ8xFz586dkGUZEyZMQFdXlzY2N4aSCmj0OIGQMzJRTXDCwYhIJXhuVq4oIW1iX8gXCUYXAEUBej7SJu8NtABeZyRQPx/LPeKSctQCddOBaYuBaUspR6rUiIaXx7blRZxSujOKIEqErq4uhIJpjoNhf9FbYgYGBrBrx3YsaLSgMoucCtXjhCxJmDNnThGqAzZs2AAeDuJfpo+v5VqfCNjcvD+vdX300UfgahjzGsYXmpuMdtwrxMWIy+WKtKHkvr9UvE5MnDohb0HlqRgYGABXVdTmeDffCK4qYAywWjPnr2XLwYTmAmPDE4qdR2c2zc3N8Pl8WLRoUdJzixYtwl//+lf4/X6UlaVu3woEAnHtnFoAdGFhkmTqxPVNmzaBh4I4fqoDg97U3Q7FFqt27doFroRxdFP2OcqsCOHlgCaIfrhrJ5ZMKsPDp2qfr8SbB/+1vAE/3Z48sItJDGqBxYu6ujqAMYwEFDSMY5qoLgQVY5vs7e1FhRUoG8c0QKDwIktFRQXqqxy4N02LXYsziOs3OFPUKAG88MtxypQpAJPQO5p7p1LJtQG2trYWoAyT8AwCUr5O6ApEyAd4R4CQ4G2J2cJVzTUVjuRPqSa29ykK0Lkd6PgAGGoDfM48hrUzLUuqvA6onwFMOw6Yvji1BZQQBBYRmyQAkX+jLihprGWPXFGmcCiG5oqCfsJfUyYhMZmIKyEwNZzkoi4077zzDtRQAMdPzS40V/E6UVHhKIpDxOv14h9b/o4jqlnGcNp9+/YhrKhwvvsMAKBi3kmwNc3G8D9+C8XrhFOuwfDwcN4m2ul3oPOVs8RVBQwoiBvI6XQCKkdNju2KXA2DBUcxe/bSvNcUi9vtBjjPSizNCiUExhiqqjJPtsyW8vJyjDc0FwB4JI9u4sSJeaupFNCnW6Zqba6vrwfnHE6n03B/cv/992PNmjUFrTERBnMzqzZs2ABJDWLZlDq8sc944EIxL2g/+eQTcCWMI+uz/0wVq52ypaUFPq8H8yaP77y/0Ou6sbERkCQM+sYrVo0JQXKBO0B6errR4BjHfrhI7Ws1NTVgjGEkkPvv0RZj4VsVZ8yYASbJ6BpNFkczobu/SkasIoqAnkflH9EcVaVONBzdb87kPiUItH2gCVPOdsA3HFmueRKlrGWaKNVwhBZuPvlYat0TBhYJKk8UoKSIO0qO/5cQlkMxNFcUtm7dCq6EcdQkO/45GP+cGvRBYqzoeVX6uO9lUzI7Zzjn4AE3Zi9cWJRWxa1btyLo8+IzR2YnpBnBmARF5Whvb8+bWOVyucC5mjeBhStBMMZQWZn/G3v9/f1aaG6OziXVNwJJYpgxY0bea4rF79cc1eMNL09EDQVgtVoN3Trjoa6uDvVVDtz1rzVJ7pJMobmANjyhsqqyIOu3FEjXDZLuuVtuuQXXXntt9PuRkRFMnz49r7Ul11McF0sqenp6sGvHdhzbZEVVGnFZbw0rFi0tLWBcwbTqHNyKRVqOn3zyCaCEcWR99q4vHcYY1CI4bRiT0e9RMG8896KKJAQFAgG4XS7Mqs79uooVICcwFRMmTACYhMHxtNgVqUaHw4GJk6fgQPee3H84sq7N2v+MS6wKBAL45S9/ic2bN2NgYABPPPEE5s6diz/96U849thj6e71eDlU8qjMCkcPBoH294ADO4HhTsDrApQ8tXgyKSJKNQCNs4Dpn9Um75EoZQ5SRHhiMWKT7oiSSYA6FDlUQ3PNhnOO/33nHVRbFRxRW4Z/DsafMPGQD5JUXLEqFArh/ff+gamVDBOycAjxkA8SDxX8YlFny5YtGBwewcsfS/jC/2fvvsPjqK7+gX/vzGxfbVXvVrHkXuJKM6aZYkJJaAYSahJKAkkIvdhphCTkhTfvD9LABIxNh9AJxaYbjI2xjXuTLVnF6tJK2jbz+2O0q64t2pnZtc/nefyAVluOZnfnzpw599xC86hNc8vKyrCrth32WRcNeA7H3MvgPbQVYs0XqK2tHXY6UjwYkw99E1X7Kfm94Bgb0NcnUerr6wFJhDvGZFWwpwM8xyE/Pz/hMQ0Wd9PcYUj+LqRnuxPaLiM9PR2McWiOo2kuIPejy84++o7ZQ5WioQqr/pqbm8EYGzWBbDAYYDDEnoQYE5UTQf2tXr0aUsCL+fmjJ+jVTlbV1FTDbWTQx7BIg1oxhqq+SpyxV1IyMMWv6+fl5QEch9o4poUBfdU2Sm/L5uZmQJLgiGPVwtC+VukYc3JyAI5HgyeObalSjABQWlqKT/btQJdfhFkX/fYMJdRSJlnV2NiIhQsX4ttvv0V2djbq6+vDSxq/8soreOedd/DII48kPNAj2pHQj0rN5ui+LmDfl0DtFqC1pndFxARVoDEO0JkAa7pcKVU8G8hSp2HvUa9/HyjGevtBDVMRxVGC8Gh0pDbN1drmzZvRUF+LE3OMGG5BMdHfA8aY3N9CJVu3boWnox0nFER3Mij2Ji9yc3MVjky2YcMGMEjQx7kCWwhntCIgSqitrU1QZPJJNBiDN5iYiiDR1wWBY/KUkQSrq6uTk1UxNs0VvR3gOab4+x2a+hhP09zBJEkC/F3Izp409sD6CZ1wxtOHRBKDQLBHrgo4ypSWlsJkMmHz5s1Dfrd582aUlZUltAIuUbQ6WVyzZo1c6ZoXeRxQK0ZJknC4vh6FcUwPUyPG7du3g0cQRY44etQxQFJ4kanQtLC6eJNVgCq9ltrb29HY0op3OiR8dlBeGGTwRQNfUALTDXO8oFJFUEFBARjHo7Yz9gIJNVfaKysrwycf8DjQ5kdlegx93hgASZ1VFYcTc7Lq1ltvRWtrK7766itMnToV+n6NoRcuXEgnArFI9X5UoeqpQI+yzdH3fwF88yrQ1Sw3ZE8ExgE6M5CWAWSUAcVzgPRxiXlu0g/razoObmhFFN+vJxT1gSJjlIpNc7X2zjvvQPJ7cWxBGnY3D92PS/4ecBGqDBJt06ZNQNCPyvRhlvQeRqhJtBr9qjweD3bt2I7jCs349UnySX60TXMHY3oLRFFCY+PwU7Ti4Xa7AcahpTuInLSxV5aK3k7wCjXgrq2thdPAIMSY9BO9Hggcp3iSxWazwZVmwrLjbZiUOXCfEalp7mCSvxscxIT3hgqdJB3qiP2EU/R1gWfsqJwaLQgCzj77bLz00kv44x//GO4jduDAAaxevRo///nPNY5wKAZtKqs6Ojrw9fqvUO7k4TBGSiyrF6PH44Hf74fdEusKcQyiqGyMwWAQO7ZvQ0EaF/P+DVCn+is7Oxu8oENdR7wzUBgASfE45YIYKbyARCzUqqxyOp2wORyoaa+O49HqnfuUl5eDcQKqWmNLVqkZ43BiTla9/vrreOCBBzBz5swhzd/y8/NRXR3PG3UUkSTA6wF62lKvH5WazdGbDgBfPgk0VWFM1WaMBwxmwJoJZJYDxXMBlzpTRY4anNCXdOKFfqviCVQFRVSVik1ztRQMBvHuf/8LmxDElCzj8MmqQA94Tt1k1fbt2yEFAyh3RTe9SvR6wDFOlSbR3377LYIBH8anj32xDE5vgihJ8jSHBMnKygIYh8auIHLSxr7qnNjdBovVnPBpoJIkob6uFgXxVEX4POA45ZMsLpcLjHFo7Rn71eRgdxt4jkv4VNXc3FzoDEZUt7fG/FjJ1wWOY0dkZdVbb70Fj8cTnvmxdetWvPDCCwCAM888E2azGcuWLcPs2bOxePFi3H777eH+hunp6fjlL3+pZfjDY9o0OF63bh383m7MLIxcacZUjNHj8QCSBIsu9hNppauWqqqq0NPlQUl2/OOE0gkWnU6HzOwcHK7ZHtfjmUpVS16vF257Gi6rFHBu5cDp6KGLBlsaenDfxyNfXFRnil0ZNn52EAFRiilBqdZ2BIDx48cDvJysioWa1V/DiTlZ1d7ejqKiomF/5/f7EQhouLpbMhODgLcD6O7QdgW8WIkBuQLM71W+OXp3G/DFCuDQ5ti3EccDeguQlgVkjQfGzQfsR9dSzMoJVUfpepuV9/v/0JQ9QpJIKjXN1dL69etxuL4Wp+UbRzy4kvxeMIV6Fo1k3759MHASMqK8Yq7kVLXBtmzZAgQDqHCPvSE1E/SQJAmdnSOvrBWrvukIAUwZY+5OkiRIPW0onTo9oX2WAPlquc/rhdMZ+wWNUNN/pVeolPuQcPH1IRlE7G4Hz3EJbwovCALGlZRi/+YvIUqxVR+IXnWSflq47rrrUFVVFf75+eefx/PPPw9A3r8UFxejsrISa9aswW233Ybvf//7A1aOPRK3Sby+/PJLSAE/pmdFU+mq3vFgaAGEWPpVAX39d5QUuuAyzhlfskqtvlo5OTlYv2crgqIEPuYKMHWqlkJ5hbgq1KBOXy0AGDduHNZ/9iEOdQRQaI/lQpF6/aCKi4uh0xuwr7UtxkemWGXVuHHj8Pnnn+Okk04a8rsvv/wSFRXU32eAoB/obpdX91M4k58QajdHDwaBr18A9nwa3XRITgAMVsCWDWRVAiVzASsdVIwZVUeRI0BKNs3V0LvvvgvJ78VxhY4R7yMGesAxqJqsqqmpRpaFizpBEmoCr0Zfra1bt/YulT72yiowHhKYXCGQIIWFhUAc08ICnY1o+fQx2KafB9/hPeip2QSdIx88RJSWliYsvpCmpiY0NrfgwzYJX9fKUyaj7UMi+XuQZrMOaEOhhLFMsRss2NUMPc9h3LjEtxsYP348tn/zFeo7AzFV04k+D7gjdBrg/v37o7rfd77zHbz33nvKBpMgiU4YR2v9+vUwckGURLPPUzFEv9+PxpY2vNYh4czxaUMWuvj7Vy3Qm7VZ5XL79u2QxABKncm9ymZGRgYkcGj3xr4qq1r6pvJpHEgEpaWlYJyAg23+GJNV6tHpdBhXUoqqLetiu7ihcU1CzMmqSy+9FA888AAmT56Ms846C4D8QVq3bh0efvhh3HXXXQkPMiX5e+RKIV8K9KMKNUf3dwMBhZujh+z6CNj8utyHKhK9Fag4EZh8Nq2+F69wfyhBTkZx/RJRVB1FjhCp2jRXC8FgEGtWr4ZDJ6JylCltUsCnamWVz+dDR3s7itOi39dLAXnFOjWSVd9+uwVOA+BKwIE9Ywxg3JCWCmNRVFQkJ1jaI/fMikT0d0MvcKisrExAZAPJ/eDi60MiBXrgdCrfTD8vLw86vQHV7dFfhQ70dKL108dhm3F+OOmnTy9FsKcDZp5TZLXs8ePHg3E89rX6Y0xWdUHguCMyWUUSo62tDXt27cQUty7qyha1elZpNSUpGjt37gTEOJurq8jlcgGMQ2tPMO5kldLvN9973hcYQ58xNT6TJSUlAMejuj2+3spqfW/Ky8uxY9N6NHiCyI5iteX+UmY1wNtuuw2ffvopzjvvvPCB4aJFi9DU1ITTTz8dN910U8KDTBmSBPg88sp+/ngb1qlErebo/dXvANY9A7RWI+J0Ql4P5E8H5l4G6M1qRJf6+ldHCbq+KilOkJNVhBzhUrFprla+/fZbNDbU4eRcw6gJAykoJ6usVnWuELe3twOSCKs++n2W6O+BTqdTPBHZ1NSE+tpDmOlM5AlIYhvUpqWlwe50or7jYEyPE6zpsM+9DABgsrhgKp6Nrr1rIbS0KZKs6urqgtuehksrBJw3IcY+JEG/KslTnU6HonElqN76FSRJiruyRYIEsasZBeMLYbFEt2hALCorKwFewL4WH44piP54SfJ6wB+hPatIYmzZsgVSMIAKt7JVjPFyO2w4q1BCoV03ZKGLH89yYvnWYRIHCl+blSQJO3ZsR46ZwSgk97G30+lEc2cPfvlOfXg65eAKV29QAq8fZmxV6Rq3yWSSV7gNxDFOqngdvri4GIzjUdMRXz8otchN1uUVAaNNVqkxdXY0MSerdDod3nzzTTz77LN44403UF9fj/T0dCxevBgXX3wxOC65v5iKEEXA257c/ahCzdH93XJjd7Xi9DQDa/8N1G+X+3aNhnFAeikw93LAoc4S5CmFqqOIYpj8meJ1gDHmYUE1R2TTXI189tlnkIJ+zModPQklBfzQ6XSKT7kK6e7uBiQJJiH6/ZkU9MPqsCg+Tebbb7+NqfF7JJIkAWIw4VNP8/MLsH39gTElWAAg2NEAg15QJFnl98sH9LH2IZEkEQj6w4lopZWVlWHnpvVo7AoiwxJ53ygYrbAdcxUY48JJP9HrgadpNyYosB0BoKKiAowTsK8ltmo60ecBx3EJb55PlKN2ZUN4nxdDjz61Ygzt2+IpuFEyxpaWFrS1NGN8Qi9qKCOU9BchQfO5XiNIS0sDGAePP3kr6QAgMzMTJosFh9oPax3KqMrKygBOwP5WH+bkmWJ6bMpUVgHyDuLiiy/GxRdfnOh4Ukuy96MK+vtW7lO6OXp/Ph/w9bPAvrXytMJI0rKA71wgV1Id7UKVUFyodxRVR5EE4gWA0/clpgRdb0Vev4Mqlrhmz4lGTXMTZ+3ateBFPyZnRkiUiH6YTbEd0IyFz+dDY0sbXu+QcFa0fUjEACwW5StwQ/2qytwJei0xAMZYwivCMjMzsVlk6PSJSDPEObVDFCF2NWH8jEnylW2FxJpLk4J+MAZFKpSGU1ZWBvACDrT5o0pWDSfQ2QiB5xXr6ZqWloa8ggLsrdoa0+NEXxfSs13Q6ZL/pJpoY/v27YAYQEmUjcLVTHdwHAcwBjHGE2ilq0SqqqogiUHk2ZL3wl9IWloa3HYrfjzVgFNLB46roQrXdTXdeOCLoceFalXbOBwOMMbQ7k3C8+x+GGMoKCxC1eb6MV8oUlJ5eTkYz+Ngm0qzqhIg5m/Szp07UVtbiwULFgz53Ycffojc3FyUl5cnJLiklaz9qNRujj7Y1v8CW98BeqLo72C0ARNOAyadrnxcyYbrl4DiBXllvVBiKkl3biSFhJJPoYRU+Gddyn++jsSmuVro7u7G1i2bUergYdKNngSXggGYTOpUsQCIr3+TGFSlF9m2bdsAMYDSBF0xF/09ivTayszMBBiH5u5g3MmqYFcLBAQxderUhMYWEncfkqAfjDFVk1WhKRPfyY0vaRfsPAyB5zBp0qQER9ensnIC3t21Dc3dwej7qfm7kZVVplhMJPXt3rULDj3gMCZfv1hBEMAABMfQy0gJhw4dAkQRmZbkX6zFarUCjKEriauWHA4HGMejpWfsfRiVVlBQgO0b16HNKybldwaQm+rb7A7sb63ROpSoxZys+sUvfoHx48cPm6x67bXXsHPnTrz66qsJCS7peDuTrx+VJPUlpwLeyFPtEq1mC7D+WaC9NvJ9BQNQNBv4zhJApSkl2mG9q+n1Vq8wARCoQookSDjh2b86St9blUefLzK6zZs3w+/rwcTcKA6mJXUSQf3F3IdECkIQlL+KvW3rVmSYWNwJoMEkn7yKYaKnYTkcDjR39uDnb8fRh6RXsKMegsBj8uTJCY0txGg0xtWHJFRZZTar08uypKQEjONxsC2+prkAEOhogEngMHHixARGNlBFRQXefVPA/hYfXFFUwklBP5jop2pTMqKenh7UVB/EBFtynnSHKgLjaWWkpJaWFkBK3mRFf/IUO4Yuf5JtxH50Oh3S0zPQeHiY/oVRUmv6Wn5+PsBxqO8MJO37zxhD+fgKfPVxNXxBKXyMkMxiPrpbt24drrnmmmF/t2DBAjz99NNjDiqpiCLg7ZCTVGpXKo1EEuUElU/F1fv6a28A1j4BHN4d+bU5HsisAOZdDliPwIMixslJKCb0JaXC0/aSfwdAkhjj+qqjeN3AxBSXnIMgSQ2bNm2CFAygMj2KPiSSqEoiKCSuPiSSFK7UUUpLSwsaDzdgZgJXdxK9HeA4hpycnIQ9JyAnq4Cx9SEJtDfAxHOKJavknlPyVMVYSEE/OMYUnZrYX25uLgwmMw62R7Fy8TAkSYLYeRhF44tht9sjPyBOct8qHntb/ZgZRQWY5OsCxzGkp6crFhNJNHWPKWtqaiCKQeTFsMKkmuRkFUMgmFyJlo6ODkiSFNMiIVqx2WwA42LeD6stJzcXmw/uRlCUwMfY51BNBQUFYByP2s4AKtKTt7KurKwM6z5Zg4NtfpQmqAenkmI+Am1raxtxVSCTySRnlI8EwYCcoOrpSI5+VJIoJ6f8PfI/tfpPhfi6gXUrgQPr5amGo2KAPQeYvQTIVqahqOo4YeDUPZ6SBiQR2MCEVDgx1fs5I0QBW7duBYIBlEezwpMkqZqsirsPicIXB/bv3w9JDKDAnrhtEexug8BxyMvLS9hzAmPrQxIS6GyA3W5DcXFxQmMLcTqdYByHNm9sFUtS70VDtZJVHMehsKgYVVsOx9WHROxpBy/6MW2aMtMpQyoqKsB4AVWt0fUhEX0ecIxRZRUZUU1NDSAGkRnj8vZq0el0AItjKrHCRFFEc0c37v7ACx03fGVryLx89fpBDsdms6VEP6j8/HxsXMvQ1B1EZpy9A9VQUFAAcDzqOpKkuGUE48ePB+N5VLUeocmqvLw8fPnllzjllFOG/O7LL79M+BVC1QW8cj8qr0frSOQV+/yhBJUGUw+DQeDbN4Ed78tTICMxO4BJZwEVCxUPTRmsb6oer+urluJ4mrpHxmZwY/P+CSpCVLZjx3Y4DdH1IWFQt1GoTqdLyj4k8ombiKwE9iEJdrXAyHMoKSlJ2HMCoavlLO7Vk6SgH6ynHRPnH6fYCs9OpxM8L6ClO8Y+JL1N6dVKVgHykuQ7vvkKrT0inNH2g+oVaK+HIChXoRaSkZEBh9ONvS0Horq/2DsFlSqryEjq6uoAUUSGOTmTA3I1LUOSFVaFL+5otHBaTOTm5TzavcndD6q4uBjgeBzqCCR1sqqwsBCM8ajpiH/auBrKy8vlFQHbfADU6f84FjG/4+eeey7+8Ic/YP78+Vi4sC8psWbNGjzwwAO4+uqrExqgarye3n5UGn9hQyv4+bqAgEYf9qr1wMYXgI4olt/UmYCSY4CZ35N75qSCkRqcc8m7AyQp4AhubE6OHB6PB7U1NZgaZYWQBOWrlvoLHegHYsyzKN2Torm5GZIkRt+8OgpBTzOsNguys7MT9pxAXx8ST5xTO4KeZgg8w4QJExIaV3+CICA9MwuHa6NYkKUfKRgAY+pVVgHyCQh6p3bEmqwKdjTAIPCKNaoPYYyhorISn6+uQpdfhDnSwgm+LvCMo2RVilFz6fiGhgZIkgi3ObbPvNrL28czOikZo8PhgNtmwS9nmzG/YGBvvVBla8jqfR58UjfyeafSq8oJggCH04mWtvj7QamhuLgYjOdR3e7H9Gx1e2jGIjMzE2arFTUdDVqHMqrS0lLwgg77W5OgMCcKMZ+d33vvvXjnnXdwyimnYPz48cjPz0d1dTV27tyJiRMnYunSpQqEqRBRBLrb5dXrtOxHFVrBz9elXRzNB4EvnwKa9kfRh0oAsicC838ImJTrwTBmgxNRoSQCVUmRmISa5fMAeLmBORf6LzU2J6nlwIEDkMQgctOiH/7VPPnQ6/UAY/DHUlnFWHyrCMags7MTkCRYEtSHRBIDYD1tmDBnfsJPRux2Oxjj0OmLb5sEO5vA8xwqKioSGtdgBQUFWLdvBwKiBCHKPiSS6AcDg8GgXj+QoqIiMI7HoQ4/JmbE9rqB9no4TUaUlSm/6l5lZSU+//A9VLX6MSFCnKK/CzoFmvuTI0d9fT0gBuFOYII+kQKBAAAJfJIdemVmZgIch8NdYxmT1LtAlJmVhf0N+2N/oIrXYOWFLoSYF7pgKvd5Y4yheFwJdqyvi6G/lvoXs00mEwqLx+HTr77Exc9X44+nZeGTA114eVu7fN6cZGJOVtntdqxduxb/8z//g7fffhtVVVXIyMjAsmXLcPPNN4/YzyoptVYDFo3mCwe8fT2oRI0SVN2dwJdPAjWbATHSDoABrkJgzmVA+jhVwovKkAbnfF9VC1WzkOEwri/hBL4vEcU4+fMT+h3j6HNEjjjV1dWAFEROWrSVsEzVZFW4aW5MySq+98RFOZIkobmjG3e9n5g+JHJCiKGyMvF9HR0OB8A4tPXEV50d6GqCkefkqQIKKigowJeMQ11HAPn2KA+Qg0EwBlVXqAxVVh1qj+0zJgX9QHcLpsyeH165TEmVlZVgnIB9rb6IySrJ1wOOMbjdbsXjIokiqbovrq2tBQcp5mpCtWL0eDyAJMEoxJ6tUjLGUHK7pn3ss2OUrqwCgOzsbGz7GvD4xLguxqjxfhcUFECnN6CqNbZKXACqt3guLy/HlvVrUdcZQJ4t+v2+2hWJ48ePx1frvkQwhtdVO8aQmJJV3d3duPrqq3H99dfjnnvuwT333KNUXOpQs3G6JPUmqLrk/4rKXgUeUTAIfPMysPsjOZZILG5g2rlAyXzFQ4tIZ+irlKIG5yQknFjq91+OH5R46n8fSj6Ro1fMfUgYgyiqN1aGeiTFkquSGIPPF11j6XiFkiOxHqvt3r0bgaCIoKcZvsN70FOzCfr0UnAmB3QKrbZnt9uh0+nQ0hPFGD8MsasVOkFAUVFRgiMbSL5azuNguz/qZJXU27NKzcqqcePGgXE8qttjaxMR7GyCwDPF+1WFVFZWgvEC9jZHPkkW/d3gOLl3GEkNjKl74eDggQNIN7Goqx4BdWNsamqCJEmwG2NMsDAGUcFK3MLCQhjNFuxuboz7OcKr4oqiYn0DQ3JzcwHGo94TQIk++nYuoaolNY4PdDodSsrKsfebLyBKErhoj+MZAyCpegxTXl4OxgnY3+qPKlnV/71W0/jx4+GyWXDbPCsK7TosmWLHyeMsuP7toZ/bUIwpkawymUz4z3/+g5/85CdKxXNkkcTe5ujdcoN0LVcV3PMp8M1/gK4oll/WW4CyE+QklcLLgUekM8h9sXQmSkwdFVjfFDs2wn/DiSiePhOExKiurg6SKCLDEu13R/kpdv2FDoZiySkzxiuerHK5XHDbLfjpDBMWFA9sSBprHxJAXm3PwPOKJDIYY0jPzEJzTXyrM4vdrSgoL5SnZCqorKwM4AQcaPNjfkF0j5HEABjUraxKS0tDRmYWDhzeE9PjAh0NEHgOkyZNUiiygQoKCmC2pmFPS+R+KZK/B3qLXtXtSMZKvURQS0sLDjfUY6Yjtgk4aiarQqsVpptjS1wzhphXm42FIAiYOGkyNnzyQVT944YTGv/UqlpiHI+6zgBKnDHs81WMEZCTK9s2rkN9ZwA5adFd3FBzO4ZUVlYCPI89zT4cW2iOeH/G5OIvtRNBpaWl8sWiNj9m5UY3yywlklUAMH36dGzZsgUnnHCCEvGkPknsm97n74Hq9Yf9NewG1q0EWg5GjoPXAXnTgNmXASaNp3Lq9L0JKjMlI1Le4OQTP/Dn4SqiCCGKqaurA6QY+pCo0A+qv56eHkCSoOdjyFZxPHp6lF0xN7QkdU2MS1KXlZVhV207eIsLJosLpuLZAIC2dauQnulCfn6+EuEiOzsbX+/ZFlM/KACQAj6wQA+KigoViau/8vJyMF7A/tYY3rveyiq1kyxl5eX4tGp3TFNlAp2HYRZ41ZJVHMehonIC3v3vAVz0fDX+NEofEinghdORperiCWRsGFOv+uLbb7+FFIwxeQGoWom7d+9eSGIQ+bbYE2pKxzhr1ix89dnH2HrYG3UiYAAVK1nksY1DbYxjW6iySq0EhlyxxGNfqz/6ZJXKMQJysorjddjTEm1lszaVVaHK5uoopqtqVf0VEnOy6g9/+AMuv/xyTJo0CQsWLFAiptQjBgF/V2+CStkD5oi624DP/w3UbY3cC4txgHscMPdywKnMAXPUBB2gN/dWUNGqfCkjnHzqv7pib98w1rvqIiEkaRw8eBAWAUgzRJus4hTvB9VfW1sbJEiwxnA1mnHKV1bJVyEF7GsZ+4rBor8bzNeJqVOPUSxZkJeXh/WMQ1NXEFnW6PfDQW8HeI4plkTrz+VyIT0jE/sa90b9GCmofmUVIJ+AfLr6Xexr9WFyZnSvHew4DFe6Q55mo5LKykq8+9//Ru75FvTBbk/iBXLIEGpWLX355ZeQgn5MyrTF9Dg5EaROjFu2bAHiSKgxFSrU5syZg78LOnxd2xNXsooxBgnqJAcKCwvDC0jEQu0Exvjx4wFenl53TJSVuIxTP8liNptRUlaOPVvXRzVlUatEUG5uLnR6Aw51RD6m0WI79hfzmeT111+Pzs5OnHTSSXA6ncjJyRlwsMUYwzfffJPQIJNS0A8EQlP8lD1IjhyLD1j/ArDvs95qrgjSMoEZ3wMKv6N8bKPhhb4EFZ98qw8Q1reSIscPXFUx1MiersoSkjJ8Ph+q9u1FYVosFYxM1WSV3FMrCHe0PbUAME6Az6/sEsxOpxMFhUXYsXdLbD0zhhHsOAydwGPKlCkJjHCggoICgHGo7QzElKwSezrAcRzy8vIUi62/ispKfPzuHnT6RFijqFiSJLnButJTFAebMGECGC9gT3N0ySop4APzdWDixO+oWr1UUVEBt92Kn0wzjNqHhEFKrQWRCJhKVa6SJOGjDz+EkQVQ4Y51ih1DUIVVzf1+PzZv+gaFNi7maXaMU347Tp06FTaHExtqD8XVJJ2BAZKkyvudk5MDnd6AmiiSFv2FEhhqVV6PHz9e7gUVwwWj0HZXszocACZNmoQv1q7Fhc9V4y+nZ+OTA114aWu7vHr4IBwnv9dqJ4J4nkdeQSHqdm+MeF8G9ZKnw4k5WeV2u5Genq5ELMkv6JOTQb4uQIWdcUTbPwC+fRPobo18X0MaUHEyMOkMbftQUYIqeXBC70p4Qr9//MAEFSHkiLFr1y74vD0ozYilL4W6Ddb37t0LiEHkpsVQOcPJqwEGg0HwCo5vs2bPxou7tmFfix+lrviTJaFeRhMnTkxgdAOFVqQ61OHH9Ozot6Xo7QTPMWRlZSkWW3+VlZX4+P13sLfFh6lZUcQZDAJgqierJk2aBMYL2NUU3cXJYFczBJ5DRUWFwpENVF5eDnA8qlpHr5JgjFGyKsUwps6Fg927d2PD11/DyEuo7QzgkwNdeHV7B44rNOOqmQ5c9cohePwiDJa0IY/lGKdKYmDLli3o6uzAgoLYF1oIVagp2bxcEAQcc+xxeOuV51HdHkBBtKud9grFpca2FAQB+YVFqN35dUyPk7ejeokgh8OBzKxsVNXvjvoxjKm3HfubNGkSwAB/FFWGoRjVvCgYkpOTg73fboQ3IMIwyqqaHMcBKr7Xg8WcrFqzZo0CYSSxgLevB1WkaXVqqN0GfLUKaDsU+b68Xq6emr0E0McxZzpROEF+fb1p2KwyUUC4B5ROTkjxAsD6TdPjBKqKIuQo88UXXwBBPyZmWCLfOUSlk4+QUK+UmJJBvQd7Pp8PJpNyY938+fPx0nOrsL62e0zJqmBnI0yCssmqcePGAbyA6vbYjltErwcCx6mWrApVLEWbrNKqsio7OxsZmdnY2RBdk/Wgpxk8z8lN5FVUXFwMxguobh+9Xwpj8nQVktyam5vR1taG6qoqeDweOFSYuvnOO+8AkgSjEN0xYlNTE1paW7Hi8cfQ1dWlyr5j7dq1kAI+TMsemjAbTm1tLRhjcozd3XA6HAgGg4qutHfCCSfg7df/g68OdUeVrNq9ezdEUcSKxx9Dd3c37Ha7amNvYWEh9nz7NTq8wYgtApqbGrHi8cfQ09ODtLQ0VY8PxldU4KOqXRF7B7a3tWHF44/B6/XCYrWqngiaNGkS3A47Ts+XwhWu8/NNuOX9vkVPPJ5OPP3Ecvh8PljMZk0SQVlZWQDHobk7iJy0oduzs7MTzz29Av5AACajUZOEGhBHsuqIJ0lygsofSlBpk0UcoPMw8PmTQMNOQIoQD+OAjHJg3g8BW6Y68Q2H4wGdUa6iEtRbYvrowAZWRIWn5fWvkFJ2qVtCSOr56KOPwIJ+TIuh0gaQh0U1SJKEDevXw21E9A3gATCOgyRJih9IzZs3DzqjGetq2nDhpPhPGoOdjcgblwuHw5G44AYpKCgAx/GoaY+tj6bk6wLHmGoV9JWVlWCcgD3NUfZL6T0mUztZxRjDlKlT8dyzW3Hhcwfx50WjT+0IdrXAwHEoKSlRNU6TyYSc3FzU1OwY9X4MTNHELlGG3x9bX6FYSZKEd//7X+TZdXj8uznQ8wxLptixZErf/u6ZC/Lx/LdteHb38BW3apzQrl27FrwUwKSMOCqrIP+dfr8fOp1yMzyOOeYYCHoj1tV04LwJsfX+Cl1MVvr9DikqKgI4HrUdgRj6WaobIyBXjr7ysh8/eLkG/9M7ve7V7R2oHK1aXIVjg8FKS0sh6PTY39oZ8b4M8hJoam7HEJfLBTAO7V4ROVHkfbVKVsV1Rnv48GHccccdmD9/PsrLy/Htt98CAP7+97/j669jKyNMCpIoT+3zNAFttUBnI+D1aJuo8vmAz5cDz9wAvHIHUL9t9ESVLRdYeDNw6T+A036lTaKKcXJyypoO2LIBs5MSVfHgeEDQy9vSaAMsLiAtA3DkAs4CIL1Y/q89R77d7ARMtt7EoJ4SVYSQIQ4dOoQPPvgAHT1+NHcHsXJzGy5+vhr/90UzuvwiLn6+Gk9+0zbkcWqsnBSyc+dONDc2YGqmIbYeH0w+uFb6QMpqtWLO3HnY2ybisCe+1xL9PWCBbrlZrIKMRiNy8/NR0xHbcYzo6wLHqZesysnJgc3pxL7W6KbXSWIQjDFFTzJHMnXqVAAMviimdgS7WsHznFzhprL8/AI090ijN1lngMFAx2fJzuVyobyyEpdddTXyCgoVP6Hds2cPDlbtw8xsQ9QrsrrdbowrKcVlV12N4pISiKKo6L64s7MTW7dsRrlTgCnKflU5OTnIKyjAZVddjfLeqblKb0u73Y5pM2ZiZ0sQHd7I++GysjJkZWfjsquuxsTJkyFJ6iUw8vPzwRiPuijGNZc7HZdddTWmzZgBQN0kS1lZmTy9Ljj6Pthmt+Oyq67Gd+bOBaB+IshgMKC4pBRV7YERm/lbLFZcesWVmHfccZok1AB5aiVjDO3e4Y/xrFYrLrz0Mhx/4kJIgOIL2Ywk5sqqffv24dhjj0VbWxumTZuGvXv3wuuVr9xt2rQJa9euxfLlyxMeqCK8XQB6epuSq7es5YiCQWD7u8C2/wI97ZHvb7IDE08HJpyqfGwjYRygMwA6s1xJRVPLosfr5GSeoJf/UdNyQohC3nzzTUCSYIhyakdIPM1h4/XJJ59ACvgwIyeGaYpAeJ+pxsHeySefjE/XvI8varqxeHx0U1D6C3a1QFBpelhx8Th8vGsruvxi1E2IJX8PbPY01SqXGGOorJyAtWsORhenJB9Uq11ZBcjJKrfTjsVFGHFqR4jY046svAxNqpdycnIgRVgJkkGbhB+JH8/z6O7pVvQ15Ol1/rhWsAPkGENVS4KgzOSdLVu2IOD3YlIc/aoAgO9dpVqNE+9jjz0W6z//GJvqvTi2MPppt3KMUvj8WmkFBQXhyqpohd5rtWIE5GSV2+nAqbnB8D54yRQ7tjT0YPPHQ8+bBV6ABKgaY0hxcTF2bd6ANq8Ih3HkarVQn00tYrRYLABj6A6MfkFSEARAklInWXXrrbfC4XDgq6++QmZm5oADhuOOOw733XdfQgNUVHcrwCVBGXT1RmD980BHfeT7CkZg3Dxg1oUa9n9ivVP8THKjdEquRMAAQSe/X6HkFE8VUIQQdUiShDdefx3ZaTo8/t1smHRcTFM71ExWsWBsDcGBvvjUWNZ9wYIF4PVGrD3oiStZJfZW3BQXFyc+uEGKi4vxMcejpt2P8ihX9ZL8PXC58hWObKDKykq8+cYbuPylKKZ2iEFwjCnaSH8kFRUV4AUd9jZHWHlSkgCfBwUFU9UJbBC32w0whtaekZNVYKBkVYrheR7BYFDR6Wtyz0A/KtMdcT0+lAjq6elRLFG7bds2NLW04/lvOby6vQMA8LN5LhxTYMa1rx5CR2+VSJdfhN48dBEBrjfJ0tMT2+p38Zg3bx7+V9BjU31PjMkqXtUkS35+PhjHoSGGiuHQe61mkqW4uBg6nR4H2qIo6ID8XkPlhFpI/6mVkZJVWiXU5L6FDD2B0Y+dQuOtGt+Z4cScrHr//ffx6KOPIjc3d0gzsJycHBw6FEXjbwK0HgK+eBJo3Bu+UjgijgeyJgDzfiBPCdNEb4JKZwL0xnBDWzIYA3T6oYkpSugRQjSye/duVO3bg3k5hqinTYRJkry0ssI6OjqwZdM3GO/iR22cOjx5WWU1GpS6XC5MnT4DX3+2JqpmtIMFu9ug5zj5QFZhRUVFYIxHbWcg6mQVgl5Fe2kNZ/z48VFN7QAASRKhM2iTZDGZTBhXWoZ929aPWnEo+rrAMfmYWAtOpxOstw/JSBigScKPxE/QCeEki1LJqpqaGug4CRnm+D4bgk6uZFHypHbfvn3ya8V5GqLT9SXUlFZRUQG7w4XNDdUxPU7QyZUsaiUHsrKyIOj0qOuM/vUEQfn3ejCdTofC4nE4uH1DVFXfOkG993qwzMxMMMahpWf04xJB0Kn6XvdnMBgAxuCLMPYKgqBagnfY14/1AT09PXJDrmF4PB5FV1ZIeb4u4IsVciVVMFIpHQMc+cCcS4FMdVeTGSCcoDJRgmowxvUlo8KJKZrGRwhJLp999hmkgA/z8mOcXgcAkFQ5qd20aRMCPi+mFsZWVdWfWhVgCxYswNdffIYNtT1YUBzbNhV72sFzDPn5ylcvFRYWAnz0UzskMQAmBZGWFnvF2FhUVFQg3enASTlRTO2QROgE7SqCSkpKsGvzBrT0iHCNsAiA6O0EzzHVVlQczGq1ylM7/KNfCKXj9dQS+tx3d3cr9h1tb2+HVRf/vjR04t3drdx0xbq6OrgtOqz6Xg6EQRdS/vnd3PD/v7GzA8u3Du1VFDrxVjLGEI7jMGPmTKx+qxot3UE4o1w4RCfoIAHo6hp9Vc9EEQQBOXl5WPt1PS5+vhp/PC0rXOFa5tJDTm8PekxvQk2N7dhfaWkpdm/5etR9cIig00GSJNW2Y39utxvgOLRGSlb1Jni1iDE0Oy7ShaJQjGq/1+HXj/UBFRUVeO+993DqqUP7JH300UeYPHlyQgIbbM2aNVi4cOGwv/v8888xb948RV53zIJBYMtrwI41gC/yqgAwu4Api4HyExQPbUQ6Q2+CykwJqhCO701K6fslqLSahkkIIdHbtGkTpGAAE+JYOQmSqEqy6ttvv0VTazue3cLh5W2xTu2QD7TUSlYdd9xxePgvOnwdT7LK2wGLxaxK9VJhYSEY43GoI7rmslLAB8YYbLYYV64ao6KiIugMRuxvbY14X0kMQtBw4Za+qR3+EU+UQisqZmRkqBydLDS1ozvC1A6SWnR6+cS7s7MTmZnKLKKk0+kQFOPfj+p0OkiS3ARdKa2trbDoMCRRFS1d7wm6kjH2N23aNKz575vY1ezDnLzopkYKOjnp5/FEmHKcQPn5Bfh6wwZIUfZw1un04c+jmkpKSgCOR3X7yPvgEJ1OTvqpuR1DrFYrAIYu/+jbU6fTq/5eh+j18swff4RFQ7SMEYgjWXXttdfiF7/4BXJzc3HppZcCkJvUvfDCC3jkkUfwf//3fwkPsr/f//73Q5JWSiXIxmT/F8DGV4DOw5HvqzMDpccCM74PaFWWrdPLCSqdWU7MHM04HuAN/abz9VZMEUJICqqrq4ORlyIe2A1LklTpbbN3714AUnxTOyT5uq9alSIlJSXIzM7FptpdMTegl7xdyCkdp0piLTMzEwaTCbUd0V0NlZNVoYNs9QiCgNKycuzeuBZBUQI/2kmoJIan8WghKysLjOPQ3D3y1XLR3w3GMTidThUj62M0yovdeKOYVklSh5wcUDbJ4nA4sMcvryQZTzJIrtRQNoHh9XoR4+zrAXQ6napJlokTJwK8gN0xJKv0evUTQfn5+XBZjfjTqe4BFa7rarqx/Yuhcej1ekhQL+kXMm7cOLDeZNXUrNErsXV6OcmidoyAPG0cDPBGaF6uxXsdEjq2C0TooKDVex0S84h//fXXY+PGjfj5z3+OX/7ylwDkq4ySJOHaa6/FD3/4w4QH2V95eXnyVlE1HQC+fBJoqkLE1QU5AcidAsy9TF7VTwuCTq6e0pnkeI5GnNBXLSUY5OQUf5RuC0LIEamzsxPmeHdrkqjYqk791dXVIcOqx7PfyxmSyIk0tSN0JVitZBVjDLNmz8brL+5BTUcA+bboknmSGASCPYpVRQzGcRwKCovwxdqaqKZ2SEEfOMbkFYJUVl5ejq1ff4kGTwA5aaNsT0nUtDF4eno6wDi09Ix8AiL5e8Az7ZJVoakdgQjJKlGM0C/1CJdqMzYMBgMkSOjo6FDsNYqKirDuEw6HOgIotMf+PdMb5BNvJWMEMKYF3A0GIyRJQnt7dE26x2r8+PFgnICq1uj7/egNcnJA8e3Yj9xknUd9Z3Tvvd4gJ4LU2o4hoerWQ+2Rp7cbDAZ1Po/DkI9jGCIULfV+r6H6dgRCY0Xkyip973bUIkYgjmQVAPzjH//AVVddhddffx0NDQ1IT0/H4sWLccwxxyQ6vuTX3Sb3oTq0GRAjfXEY4C6S+1C5x6kS3hC80JegOtqqhXihr7dUKDF1tFeREUKOeBaLBYfj7T2uUrKqo6MDaToWX8VR7yIlajaMnj59Ot545QXsbPRFn6zy94BjTO5loZKCggKs/RwQo1gpUQr6wRg0SVaVlZWBcTyq2vwRklXSgFWo1RZe6nuUflCh6ZRq9/4K0el0UU3tONqTVSGpMmPDYDAAkoTWKKbLxqu8vByME7C3xRdXsiqUCFIyRqPRiKYxfHRDCYy2trbEBTUKh8OBjMwsHDy8J+rHqLEdBysoKJCTQB1+AJErwEIxqrUdQwoLC8E4HrVRNIMPvddqbsdYqf15HPzacoP10b9QgiCAY5xm2zHqI9Du7m688sorqKqqQmZmJs4++2z89re/VTK2Yd1www24+OKLYTabMX/+fNxzzz047rjjRn2M1+sdsCTkmDODwSDw9QvAnk8BfxQN0SzpwLTzgJK5Y3vdeB2NCSpeN0xiivpvEUKOPhkZGdgaADw+MfaV9lRKVvn9fghcnJfLRRGMQZU4Q6ZMmQLwOuxu9uGkkuiSO6K/GxxjIy5So4TCwkK40kz4zQJHxKkdUjAAgCm25Pxo+vqQRLjoJwVVfZ8Hi+ZKtBTwgdNgOmVIKMbRVniSJCAQiH6Z+iNZUs/Y6MdgVD6BIe/XBOxs9OHEGPvxAerEaLVa0eWXE/BcHBc35Bih6ol38bhx+PLA7qinVxpV2I6DhZJVdZ3R7RfUeK+HYzKZkJ6RidqmvRHvK1cEqfteh/h8PgAS9Pzox1y8IEDgBbS0tKgTWD9GoxEMgDdCf0PGGPQGQ3Inqw4dOoQTTjgB+/btg9R7dc5ut+Ott95SbQdvt9tx00034cQTT4Tb7cbu3bvxpz/9CSeeeCLeeOMNLFq0aMTH3n///Vi2bNnYg9j9MbDpNaCrOfJ99VZg/AJgyne16UPFCfIKfnqTnKg5YjF5OmMoIaXr/S+tyEcIIQDkk7EP3xWwr8WHyRF6PAyhUrKK53lEuLg3IkkSATBVkxglJSXQ6w3Y1xr91VDJ3wNO5V5GoavQhzoCqEiP0JhcDICx3p5HKpP7kAiobovQDF7jaYChqaajFapJoh+Msd5G5+ozGOT3efTKKomSVSnGZDZBlCQ0N0dxDhKn8vJyGExm7G6O78TZbDZDUjhGl8sFEQydPhG2OJpXmUwmSJKEpqYmBaIbXn5+Pr5gHOo7A8iLohLXqFGMHMfjUIc38p0h72cY41SNMSQ3Lw+bq/dETFjyPA+D0aBJjH6/H5CiS04aTEZNYjSb5YXUugORF2ExmUyaxAgAUV1ivfvuu1FTU4O7774bb7zxBh566CHo9Xpcd911SscXNmPGDDz00EM499xzcfzxx+PKK6/EZ599hpycHNx6662jPvaOO+5AW1tb+N/Bgwejf+GG3cDry4AV1wJr/z16oorXA0VzgAv/F7jwIWD6eeomqjgeMFiAtAzAni33wjqiElVMTkYZbYA1HXDkydMqHXnyzyabnLSiRBUhhIRNnjwZjBewo8kXx6MlVZJAZrMZXfGeO/dOA1QzWaXT6VBcUorqjmD4Il4kkr8HjDHY7er1qQz394hiRUBJDICBhZMdasrOzobeaERtpKv6GiergsEggNGbwEtB7ZJ+QO/VcsZGvVougSqrQm644QYIggCbzYZFixbhk08+ifgYr9eL9vb2Af+UZjLJiaDGxkbFXkOn06FywkTsbw8iEKnZzjBMJjmhpmSMmZmZAOPQ1BXf3HajyQQJysY4WF5eHsDxaPBE953T6XQQBEHVGA0GA7JyclHXGd12ZYzBYDSoGmNITk4OghJD6yi9A0OMRhMOH45isbME6+mRpykahcjnpCaTCY2NjapPzQ5Na+8aZVp7iMlsQkdnJ7q7o1uwJZGiOrJ79913ceedd+Kee+4BAJxxxhkoLS3Fd7/7XdTX1yMrK0vRIEficDiwePFi/O1vf0N3d/eIpesGgyG2gy9PM7D2SaB+GyBG+NIyDkgvAeb+AHDkjn5fRTBAZ+yd5mc8whI1vckpnVGewkiJKEIIidm0adPAeB22NUbf4DVMElXpBeVyueANyivnGGJdElASwaBuzyoAKC4uxo5vvkJrjwhnFCstioEecEw+dlFLcXExGMejpiOKRKUYBGPQpCdUqBn8oW0RTnzEoKY9q3w+HyAButE+oqI8nVKLpB8QWoWKoWe0qR1S75X/o1hSzNiIgam3aqm+vl7R1ykuLsbGLz5BY1cQ2dbYLgDo9HrwPK9ojLm5uWAchwZPAOOcse8LOI6D0WhCfX2DAtENLzs7G80dXVi6pht/PTMnvNBFkUOHkU7FTWaz4u/1YIWFhVi7dzv8QQk6PvL5ltliQV1dXcyr4o5VZmYm0Lsqa6RVjs0WM1qbm9HT06PqBYSenh65x2KU27GzvR0tLS2q9rTU6XQwGo3w+DwR72u2WNB0+DAaGhrki2AqimovVFdXhxNOOGHAbSeeeGJ4p6lVsgpA+IrmmL8kQR/w1XPAvrVAIIoD+rQsYMYFQOH0sb1uvHR6QGeWk1TsCOrFpDPIiSmdERCOtOQbIYSoz+l0oqCwCLv2bYntoLJ3fFWjYqn/wWdOWmxjmiSK0Ol1qh4sAwN7fESTrJL8XtUbbzudTqTZ7DjUXhvxvpIYBAM0q1zKy8vDrs3r0eUXYR4mGyRP95Q0SwIB6L2qLMEwSh8SSRQh8LxmvbXkXlmjXy2XEOqpcvSaMWMGZsyYEf75+OOPx3nnnYcpU6bg1ltvHTVZdccdd+AXv/hF+Of29nZ5f6AgnudhNJpQV6dsAiMnJwdgHBq7AjEnqxhj4QSGUvoagcdfGWixWlBXV6takiV0nhzLVHeLxYrm5mZ4vV7V9nl5eXkAkxOB0UxXtFitaOjoQEtLi6q9GNPT08EYh5buyFVgFqsVzY2NaGhoQGFhoQrRyeTKKgmGKJJVVqsVdb05FTWTVQBgtzvQWR+58sxisYbzPmonq6I6IgwGg0OqlkLZSS3LiFtaWvD6669j+vTp8WdLt78HvPhLYNX1wK41oyeqjDZg+vnAJX8Hzvmd+okqTpCnutmyAGsmYLCmfqJK0MvTFW1ZgKsIsOcCZqecsKJEFSGEJERFZSU6/dGVzYf1Jqs4FRankE+Qom/uOoAUhE5QP8GSm5uL5s5u3PFePQ60+bFycxsufr4ab+/uHPb+UsALTuVpgIwxFBWPQ61HRDDStB5JBGPq9v7qL/QZaBxhek8omaZlsip0tdww2tQOKQhBp10TeKPRCJ1OB49vtO+6dNQnq4YTmrGxadOmUae7GAwG2Gy2Af/UYLFacOhQjaLThYxGY+8KYfEteGGxWNHU1KTYdKGioqJwH754WSxWeL1eRXtr9ZednY10pwOnl1nDC108c0E+Ti8beREGi9UKURRRWxv5QkOixNpk3Wq1QpQkHDp0SOHIBnI6nQDj0OGN/D0IJVnUjjFUhStEkayyWK2QRFH1GAHAZrcjmrfbotF7DcSwGuCOHTsGHMDI8/aB7du3D7nvzJkzExDaQEuWLEFhYSFmzZqF9PR07Nq1Cw8++CDq6+vxxBNPxPekz/4UiFRBKhiAolnAdy4FtCg9Z5xcZWSwyLGkOl7XO62vd2ofp0HzeUIIOcqEDkLrPdFVAQEIT69TI3khNwLnUNsZwIzIdx9IEiFolKwCgGjP6aSAT/XKKkDetpu+ZGjqDiLTMsp72ZucVHs6ZUhGRka4uq7QPvz7yVgSJKsQKVklQq/TbqoiYwx2hxMdozTJlmga4IgSNmNDAWlpNtR11ODw4cOKzWoJnd/Fs9IeAKTZbGhpasShQ4dQWlqayNAAyNU/OoMRB9ta436ONJsNdYdqUF1drUoli7xv49HYFV3zcgCw2WwQJQnV1dUoLi5WLrh+cnNzwXorq6JhTbNBEkVUV1dj8uTJCkfXx+FwAIyhzRu5sirNZoPYG6Oawv0No/gapaX1vddqczgc2OGLfDFLq+0IxJCsuuKKK4a9/fLLLw//f6icMrSjS6SpU6fi2Wefxd/+9jd0dnbC5XLhuOOOw1NPPYXZs2cn9sUYD2SOB+b/ALBmJPa5o6Uz9k7zM6Z29RQn9CWmdEaA1+5qIyGEHK3S0tIAxtAdRSPNEAnqVVaNGzcO4AVUt8V+tVwSReg0qGQJXS0/KScYvlq+ZIodq/d58P82Dq3SlgJeMAbVk1WhJuu1HYFRk1VSb6N6rZJV8tQOhtae0Y4htesFBciNteWeVaM0WJckzbZhiN3hQH3d6A3WqbJqqITM2FBQmt2GQ9UHceDAAcWSVc3NzYAowmaIb79v6z2pPXDggCLJKkEQUFJahj3ffIGgOPpiB6PGKEk4cOAApk2blvAYB9Pr9XC53Ghq7Yj6MWk2OREU06JgY5STkwNwPA57ojuPD73XasYYel35eCbylaK0fu+1mkLVj9EkfdP6fWfUZrfbAcZFbLIe+jxqEWNUR3fLly9XOo6Ibr/9dtx+++3Kvog9F5h1CZAzQdnXGQkvyBVUOnPqVhxx/MCG6MKRtBohIYSkplC1QEwTO1ScBlhUVASdTo+qtjhW1VKpCfxgWVlZvb1dojvpl4I+8Bwnr8Cjovz8fLDeqrpoqPF+D0e+Ws6hfZSpqoxhxMV01CC3vpAw6hoAkgh+lJ5WanA4HNjtlyCOtFKlRNMAFZmxoTC73QFRFFFVVZX4C/W99u/f3zu92QcG+UT7Z/NcOKbAjGtfPYQOrwiPX4TBMnzS3eawQ5QkVFVVKRIfAEyYMAHbNq7DoY4ACkaowhyNzeGA1Lsd1ZKZlYW9dfuivr/NYYcoiti/f79yQQ2SlZUFxjg0dUdXdWlzOCBKkqoxAqFV7Dh4orj4Zrfbw98ZNckV6Szy9HsA1rQ0MED1GIG+C5mdPnHUxJrJZIKg02kSY1TJqh/+8IdKx6EdkwOYdCZQeZI2r8/xcmLHYAb4FEzsME5uhK4PJahS8G8ghABgAMelbqKcjKq5uRnN7V343Uc94aqQyCcg6iWr9Ho9xpWWYf+WdRAlKbYpKJKoSVNwk8kEu9OJxo7oyuKlgA9Wu1X1ZFBo2fT6SI0pNJ7+FLpa3jnKCQhj2lZWRXW1XKPkaX92ux0SOHSNUHkgQdues8lA1RkbCWJ3OCCKEvbtiz7pEQtJkrB92zbwDOFEVaxCCTWlYgSAiRMn4mVewK4mX1zJKnk7KhvjYJmZmdgaxIgLSAxmt8lJPzVjdLlc4HgBzd3RrRxssVjAcZyqMQKA2WwGA4N3tBVPe+kNBhiNRtVjDLVPCERRzM7zPCxpadi7d6/CUQ0VGnc9fglp+pG/84wx2Ox27Nu3D8FgUNUx7uiek/X9BwGbeo1O+zA5uaPv7UOVhPPiR8bkyil9v+opQoiKepNKYHKymON6pwqzvv9nnLxfYSP9PNzvevdDhjgqW0jSkw/UIlSEDCZJYEy9SpuJEydix6b1qGmP8Wq5JGnYFDwX+w5HVxYvBX2w2TIVjmio7OxsMMahsSu6q+VaJavkK7zcqI3BGbStrIrqarkkaVadFiJP7WDo8AaHT6xRzyp1ZmwkmM1uhySJip3U7t69G82NDTi30oYb5w5d3e2f35X79D3/bRue3T3899SalgaOMUVPvKdNmwbG67CjyYuTSmKvVDUajdDpDdizZ48C0Q0vVInb3BWE2R55/8ALAqxWq6oxCoIAp8uF1pa2qO7PGIPNZsfevXtVTWCYTCaAAd3RZIIgJyerq6vR3d2t2vhhNpsBxtAT5RKQdocDjfX1aG5uVnVlRbnSW149Nk0/+ufS7nCg5sAB1NTUqLqy4tGdrFK7kkln6O1DZUqhPlSsN+5+yamUSq4RohUWZSJptKTSoJ81PgEiqSkYDGLLls2YkGHAI2flDPn9iCcgKk4DBIApU6bgled12N7ojfFquXbJgaysLGwNAB6fCEuEAz0EfbBaR179SSlutxu8oENTV3RXy7USulreM8oJCGNM015CoQo+/yjJKgna96wKV6n5RNgMw8TC2FGfrEpFOp0OFqsVu3btUuT5P/nkE0gBH6ZmmeN+Do7jYLM7sHv3boiiqMi+uaSkBFabHdsa6+J+DqfLiQMHDqiWwMjIyAAYh6buIPKjHN8cThcaG9RNYLjcblTXRZ9odLpcqDl4UNUEhjwGMHijXN3E6XKhtbkZ+/btw8SJE5UNrpc8VZGhyxd9jA21tdi9ezfmzJmjcHR9jEYjGIuuSs3pdOHg/v3YtWsXJauOKLwA6M3yPy5FNrfOIE/t0xnl/9IJMkla/SqCGOv3c7/bBtze7zGD7xfV7Rj4GiMlneg7Q5LI1q1b0dbchFNyY62ElQAw1RJBM2bMAOMFbD3sxamlsSR1tEtWZWdnA4zH4a4ALKOsGCxJEhD0a5Ks4nkeLrcbLY2tUd1fGqnPkcJCV6K7RzloZoCmyarQCUjPaAf2knZN6kPkz5k8DdA2zNdegjKLIRHlKZnAeP/998GJfnwnd2zJm1ACo7q6WpGTWp7nMW36DHz87hto6wnCboz9++ZwqpvAyMzMBOPkZFW0nC4XGupqsWvXLsydO1fB6Pq9ptOJHX4gIEoQomhe73A5cbBK3QSGwSAXTviiTVY5Xdgtiti1a5dqyapQdWvnKJXC/TmdLoiiiJ07d6qerAKi25ZOlxzj7t27cfLJJysfXK8UyZ6kGMbJ1VN6c2pMk+N1fav16YzUs4bEj3FyUpYX+v4bqiyKJxE0+H5DbieERLJ69WpIAR++kxvbKnSSJIFBvcqq4uJiuDOysKVhX3h14ahouPpaVlYWwHFo6gqi2DHKHaUgGCQ5IaOB9IwM7KnZPfqdere3VsmqUHXDaFd4ta6sslqtUZyAxPDZVYjZbAZjGLlKjXFHfc+qVOVyu9FQV4udO3di3rx5CXveqqoqbN2yCdMydZGrRCNwud04WLUfO3fuVCyBMXPmTPznlVdwxSs1ePiMHHxyoAuvbu/AcYVmXDXTgb9/1QK9eeSLAy63G3t27cTOnTtVSWC43W6AcWgbdbXTgVxudziBoVaySl7oQt7HOaJIArrd6eEY1UpgMMag1+vhC3qiur+z33ZUi8PhAGMc2rzRvd8utxvB3oSamvR6PcDk5GQkWmxHgJJViaUzyUkqnSm5T6R5oS85JRjlnwkZzeAkFMcPTUpxQnJ/7gk5ComiiHfeeRtmLoDp2TGe5Pcmq9RKBDHG8J1Zs/D2f/ajrjOAnLRopwJqlxzIyMgAYxyaI1wtlwJ+MAbVVwIMcTgc6AkA/qAEHT/6ttIqWaXT6cA4bvQrvAyaNlgPrVjY4R29r5bWPavkbcTgH+ljyVi4WTxJLaGT2h07diQ0WfXmm29C8ntxYtHY91Ghk9rt27fjlFNOSUB0Q02fPr23uia+x7vcbojBIHbs2JHQuEbidDoBxqF9lH3HYKH3evv27QpGNlCoIsgTZbIq9F6rtR1DDEYjfN3RVlY55cUDVNyOLpdLTk56o5tunWazged5VWMEQmMVQzSttUwmEwxGk+oxUpZirARd7zQ/S/L2oeKEvqopnVGupCIEAMCGJpzC/8/3/UzT2ghJSV999RUOHTyAk/ONEZMUQ0i9K5+p+P2fPXs2Vq58Gj95vRZ/PTP6q+VaJQdCfUhaIlwtl0Q/GJhmzcHlEyWGdm8QbnNyHvqFqqa8gc6R7wNtk1VOpxOMMbR5R6lKiqUqUCGCIF88Gq23Fk0DTE1ykiWxyYFgMIj//OcVmJgfs/PGXrno7k2yKFmBMXHiRGRnZaJYaEOhXYclU+xYMqVv0awfz3Ji+daREwWO3n2iWkkWu90Oxhg6YsiuWdPSIAiCqpUscr87Dh1RTl8zGo0wmtRPYBgNRvg7o0tW8YIAm82OnTt3KtZHbTCr1QqdXo/Wnq6o7s8Yg8PpxJ49e+Dz+eSKpyTkcrtQU1OD9vZ2+bOiAjoDjQcnAMY0wJYFpGUBhrTkSlRxvJxAs7gBRx7gKgDSMuSYKVF1lGC90zuNgMEKmByANR2wZQPOfMBdDGSUAVnlQPo4+TNiz5E/Jxan/FnRmwFBT4kqQlLYSy+9BMnfg5PHxXO1XAIYVF1pb9asWYi2f0KYhquvuVwugOPQ1hPhwD4YAGPQbBpguCIoyhMQregNhlETLIwxTZNVoak8zd3JPQ0w9H0YqUhO6/hI/CxWK3R6HbZt25aw51y7di3qD9Xg+AITDDEtGTs8vcEAi8Wa0BgHMxgMKC0rx762IMQ4qkF5nofNbsf27dtVSdyGVjvtimEfzBiD0+XCnj170d3drWB0fcJJtZgqwNJRV1eHlpYWBSMbSKfXRzV1LcSV7kZ7RwdqamoUjKoPYwzpGZloHXWsGMjlToff78fu3RGm7GvI1TvtU83kJJ2FRo3JU/ys6YA9GzDZkyfxwzh5lUGLqzc5VSgn0kw2OdlAjiCsr1JuQBIqq/e9LwIySvsloQoBRy5gy5Q/HyYbJaEIOUo0Njbig/feRZEVKHfHPhZIkqjqNEAAKCwsRFlpKcY59eGr5c9ckI8b57pg1nH48SzncJFqlqyy2+1giNxEVQr6Ne23FOpDEssUFC0YDcaIiUotrzgbDAbY7Ha0xtB3hpBECiUw9ldVoasruqqNSEIXNU4pTdw0ZZfbjcOHD+Pw4cMJe87BysrK4BcZGj3xfR9dbjc8Hg8OHDiQ4MiGClXVxnQhBnKMgWBAtQSGPA0wtgsb7nT1Exh6vR5+Mfqku9udDjEYVDXG9PR0tPqkqKfWu9PTw1N81SInaiVEm6PWIkY6W41EZwDMTsCRI1cq6bRr7NmHyXGYHXI1jKsQsGfJCTRKTqUuTpAb8ust8ntpcQ9MQqWXyEmojJJhklB2wGCRP6/UIJ8QAuDll1+Gv9uD08ut8VVSiCIApmplFWMMEyZORL1HQpc/2oNl7ZJVodXhuiPEKonyyZRWySr5avnovZaSgd5ggH+UkznG5N5WWsrIzELzqJV02ldWyf2opBGvScW0gAFJOu70dASDwYQ0Y25ubsbHH67BuDSgxJm4cwiXCs2Y8/LyAE5ejTUeoSSLGtPsQlNzfTFUAwF9lSxqTlcM9ayKlkuFaZ+DCYKAWPJ+Lg16a7lcLvhFjLrCbX/udLmPmprb0e/3yyvYRrHyI6DNdqRk1XB4ATDb5Qoqa4acBNB6mp/O0JucygbcRXKSyuyUk1Z0wJF6eB1gtAFpmXIiKrM3CeUuApx5cpLK6h6YhKJG+ISQKAUCAbz4wvMwMR9OKIpz6pkkqj4NEADGjRsHcDxqO6I8AdHwxNtolMdgb6SjZjEQXsFIC6HKqmRPVul0Oox+XM80T1alp6ej0zf66klaJ4JCK/2N3KZOuxU0ydg5e5uDJ6JK5O2334a/x4OTShK7+IMazcFDK67FO73Z5VKvgTljDDzHR9XIuj9XurqN4OWeVSymberq11BfLYIgjHphY7D+CxOoJdxkPcpKXLtD7qOm5nb0+/2IpbIq1EdNze1IZ78hHC+vkGcwA3wSVCcJenmlPp1RjoumbKUuxvVrcN+7CiNVPxFCFPTpp5+ivrYGZxSZYIyzB4kkiZpUsmRlZYFx8gp7pdE8QNLuxJvjOHAch0gXy0NTKrVKVvVN7RjloLl3qoKWSQydTofRitQY1E+eDib3rWKjTgXUOlkVulquG+lqOVVWpTSnywVRFLFnz54xP9f7778PBHw4rnC4Kdbxc/Y2gk9EjCMJjU2BOGflJnI7RkOCvMJuLOx2B8CYajHabDYwxkWc2t6fxWqFIAiqxQjI40AseT+9wQCz2axqP6i+hU1E6KNY4IbneaTZbNi9e7dq1a8+nw8SRhkrBmGMweFwYt++ffD7/aocHx7lySomJw/0Zu0rlHihL5GhM1EyI5Xxevl91Jt6E47aNYMlhByd3njjDUh+L04uccX/JGIQ4NSvZJF7e8TQZF0SNU1gMMYiJqsgBuVDDo2qgsKVVaOegEhgTNtEiyAIo29LDSr9Buu7Wi5ipON7rRNBPp8PgARhhBMkJkmab0cSP7vdAQBjPvFub2/HN19vwAS3AJshsecdFosFgk5QNDkgV4UAQpyh6w0GmMzmhEynjESSJHkluhh3DTzPIy1NvQRGaBpgLFW4jDHYHQ7s3btXtQQGz8depeZwuVBbW4uOjg654b3CwtPvfSLcpug+pE6nC3WHalBbW4vc3FyFIwxd2Bh5rBiOw+VCe1sr9u/fj/LycgWjkx3d5Tr2bHmqld6kfqKKE+QG2dYMeXU2Z4HcKNtgpURVKmHcwJUXM0qB9OK+JvyUqCKEqKynpwcff/Qh8i1AsSP+Sh5JCoIx9ZNVcr8dRHdQL4kAU7ev1oCXlyQEg8FRpluF7ieCaTiFLXTQPGqDdUn+nZZJDJ7nR+1DkgyVVU6nE+A4tHtHKOeIY2WyRPP5fJAkjHw1X+MELxkbnudh7ZfAiNeOHTsQDPgwISPxx6qMMdjsduzbty88LTXR2traIEkirPr4T2cdDidqa+vg8XgSGNlQoW0QS1IgxO50oL29HQ0NDYkOawh5GmBslVUA4HA64ff7VWlWD8hVzbF+8h0OJ0RRwt69exWJaTCr1QowFkP/TXk7iqKoWoyhhG+0lVVAX4xqVdId3ckqNRNUHD8wqeEqANIyAKM1eVYVJJEJBjkJZcsC3MVAZpmcbLS65d5SlGgkhGhs586d6OnyYHr2GE9AJDk5oHaCpb29HZIkwqyLfIgiiUFNYgwJLXkesTlpbyJIqyl2oavlo52AyCe9TNNpgDzPR6xS06qZfojNZgMDQ5d/pEC1n14nnxhLEEYs/ZJXNiSpy+awo729Ha2trXE/R1VVFRAMosCmTOLS7nDA5/OjtrZWkeevq6sDpOirVoZjd9ghSaLiSZZQBUsUw9oQdocDoqh8jIA8lhqNxpgSLIBc7SeKkqrJKjHGRK3d4YCownsdYrVaAcTWrN7msKv2XgN9Y0UsOVS7yjHSZRWlME6eAqbvndZHq/SlHo7v6xsWmtJHvcMIIUlu9+7dgBjAOKdp7E/G1O+zVFtbK5+AmKM4Aentq6VVL6ioT0AkOfOnVSLIaDTCYDSi0zvKUvcaJ/6AaE5AtE2mAZCnj8TYgFht4WmAI+eqNPvOkMSw2e1oqKvDwYMH5Wq/OPh8PjS1e/CXz7tR5NDjkwNdeHV7B44rNOOqmQ5c9cohAMD/nZWN/2zvwLt7PDi11BL1ia3Nbke1VIUDBw6goKAgrhhHc+DAAfCSiAxL/KezNpt84n3w4EFMmDAhgdEN5PV6AUgxVbCE2Ox9yYHZs2cnPrhB0tJs8DQdjukxNrtd1URQNL0iB7PZ7ZBUTLKYzWaAMfREuRog0PdeHzx4UMHI+oQr2WP4XNrsDoiSeolJSlYlDJOnfIV6TgkGWqUv1QiGgU3QKcFICElBPT09aGrz4OG13Shxju0EhIGpXoFRVVUFThKRbY18iCKJAQDarbIXOgGJ2DxV48oqQD4p8zQ1jnwHjVZ/7C/iCQjTvrLKYrEAjKF7xMoD7acBRjwB0XBlSpIYVqsVkiiirq4OU6dOjes5TCYTwBBzhUq0rNY0iL0xKmH/vn3ItLCRKwijYEmzQpQkxaq/QsKLHsQxDdBqTYMkSYptxyGvl5aG5vrYHmNJ6/s8qoHjODDE9tm1WuX3Wq0YQ8kqbwzJKqs1TZXP42CxfCrNZnmFabW2IyWrxkJn6JfY0LhBO4lNaPXH0Cp9VDVFCDlCJPQERIOqpb179iAr2hOQYACMyZVDWvD5fFGdgEiSBA7aJlosVitaRjkBkadUqp+c7C/SCQiDtgk/ILoTEK0TaiEjfSoZaBpgqrNY5BPvsfQxKi0thdthx1mFEgrtOiyZYseSKfbw75+5ID/8/1fPdOLqmXIF1/PftgFRrMVmsVggSRIOH46tSica7e3taGluwkzH2E5lLb1JP6X7QYWrHeNIrFksljG/17EwGo3ojiHBAgBWixWSijHK+9goFjfpx2gyASrGKO9jGbzRLhYD+XhLEARFvjPDCY1VwRiOFzmOg9FoVC1GSlbFgtcNWrEvOQ5GSCS9VW9C73Q+nZH6hBFCjljl5eVwO+xYlD/2ExC1T2pbWlrQ2tKM7zij20dLYgCMY9omq6Ka2iEfCGq5SpzZbMahUU5AJDGg6ZRKILoTEK0TQfJnbbQTEHWWHB9NpBMQRj2rUp7JbIYkSWhqaor7OSoqKpBmd+DLmlpcMT3xn1uT2QxRktDYOEpFZ5xqamogicGoKnBHYzaNfTtGI9TfUIhj9xV6r5XYjsMxGo3wjbB+xEh0ej04jlN8O4ZfT6cDGBCMIVvF8zwMRqOq2xGMwRfjsoVGk0m9RJAgAGAxr6xoMpvVS6ip8iqpihcAY5rcCN1VOKiRNm26pDVgpcUCuQm6qxCwZcrvJyWqCCFHsIqKCrjSM/B5dQ8CsTZ1GISpPF0odAKSE+UJiNRbWRUqS1dbX4P1CHdMgublJpMJ3qA08uphQXm1Kq0Sf0DfCchon1utk1UGg9zmYcRklSRpHqPcd4whMMIJCAPT7DtDEkOv10OSJLS3t8f9HAaDASedfAoaejhsbvAmMDqZ3mAAJAmdnZ0Jf+7GxkZAEuEcQ3N1QE6ySAA6OjoSE9gIQlNzWRwLMPA8D57nFV+xMMRoNEKURt8PD8YYg06vV3w7hoSmq8fYBx46nU61GA0GAxgAXwyVVQCg1xsU+c4MR67Ej636C5D3P93d3eHVBJVEGZf+OEFORFnT5cSUs0D+f4OVVnlLWkyulDI7AXsOkF4CZJQAjlzA4pQrqWh6JiHkKKLT6XDmWYvRFuDx6YFRGmpHSc3kRVNTU8wnIIwxuY+QBqI+AeltsK5lEsNgMECSGEbMsYgBMKZdlRoQqupi8I9y4Kz1NECj0SifgIxYpSZpHmPoBKRnhDM5xnrvQ1KWXq9PSCLooosuAmcw4cWt8Se9RqLT6RRLBHV3dwOSBGM8pUr9hBJBSicHQlVrUpw97dROsoBh1P3wcNSMUd5/sZgTQTq9QeXtGE8iSIfu7u7elfqUZbFYwGJcsRDoS5arkVQ7uqcBcjygN1ND7VTCCX0r8+mpkT0hhAzn0ksvxbPPrMKz37bi2EJz3A1o1U5eeL1eQIqiYXk/jEGzZFUo+RSxP5gkgkHb5uWhE5CRDu6loB8Gg17T1QAjXeVlSdBgPTS1wzvSvAlJ+2RVWloaGGPwjJisYpSsSgHNzc1oa2vDtBkzsX/vHny7aROKS0sxZ/4xeH7lSgB91Z3xmjBhAo5fsBAf/vcNfFPXg2nZse3vm5qa0NLaipbm5iExPrviKUCSxhzjcOQqTBbVNLDa2lowxoaN8bkVT4EXBEViHBIvMGK14+7duyGK4ogxGkwmxWMMCV00GG6saG5qxIrHH8NZ5543JM6G+nrY0tJUiTHUO3C4hS7a29pGjPFQ9UFkZmaqEmNoyvhw29Hj6cTTTyzH4mFirNq3Dw6HI3wxTEkOh0Ne3dY79LU6Ozvx3NMrsPi884fEuGvnTthtNlViPLorq5wFgC0LMNkoUZUsOF5OHBqscrWUNUOumHIVAhmlctWUPUeumtJRU3tCCBlOdnY2Lrr4EjR4Bby2I/6riGr3tgklAnpGOqIfBmMMaSodIA8WOqiPFK7Uuxqg5skqjNwYXAr6YLVY1Q1qEKvVCoChc8SrvEzTbQj0XdEfscG6JGq+0p7L5QIYh9aekZNVNA0wxTG5E96I03pjcOONN0IwpeGJja1jnjreX+gIPRExDhY6yW7pSUwCR4kY+4u3yiaEQfkYQ0Jjvj+Oz4KYwM/PaNLS0gDGjTJWjEyt7Ri+sBHD8UyIBKiSCHK5XADHoTXO75EaMR7dlVVEXYyTK6N4ndwPjNf1/tzv/yn5RAghCfGjH/0Ib735Bp7fVoXjCs3IsMQ+5DOoW4GRnZ0NcDwaPNEfOHGM9SY51BeqBOqKdDAqBjVvat3X7HWEA/WAHzabNkm/ELvdDjCGTq844lJ2WierDAYDGMehZ6RkFdO2NxkAuXKAcWjqHv57xKBdnzcSPZfLhcycHDhdLjhdLsyYNTv8uwuWXIrnn16RkO9DeXk5zjnvfLz4zAq8u6cTZ5RHvx9wu91wuNzDxnjJD6/A08uXK/KdLS4uBuMEHGjtiXjfnJwc8DrdsDFedtXVePoJZWLsL5SI7xqh2rGsrAxt7e0jxvjc00+rtu/ru2g0dB/ncqfjwksvBYAhcWZmZ0OnUydGh8MBxhjavSJMuoGDhc1ux5IfXjFsjHkFBQiq0GcJkMcqg8GA7sDQXmMWixWXXnElOI4bEmPRuBK0tTSrMo5kZ2eDMQ6NXUPHCqvVigsvvQwGo3FIjOXjK9BQV6vKZ/LorqwiCcT6Vks02gCLC0jLBBx5gKsIyCiTG52nFwPOPLmizeKSq9r0ZvmxlKgihJCESUtLw89/8Uv4eBP+taElrudQu7dNcXExDEYTtjdG3+yXMQabzaZgVCOTr+6OVgkkk8QgAKb9FDswdI+UWBN9mlWohbjdbjDGjVgtwaB9zyqO42CxWEaeYgdtm9QD8sk543g0dA7f80TLPm8kMfw+H5DA9/HGG2+E3ZWJVVs60e5NTLVSwO9XbJq20+lEUfE4bG30j6kaTBRFBANBxb8PRqMRBqMR7SNUO0YS8PtV+86GptiNmJAfgd+nXowZGRmjJuRH4vf5Vb24ZbWmxdwPyu/3Qa9XZ0p+ZmYmOF6Hek9s/bH8fr9q4wglq0h0+k/PMzkGTs9LLwGyyoH0cYCrALBny43pzQ65Yb3OQKsnEkKIBs4880zMPeY4fFUfxBfVsTdbV7u3jV6vx+w5c1HVLo14oj0Yx6BZsornebhcbrRGOGCWRD84DVctBHpPGBlDt3/oCYgkBsHEgGbbMSQrKwvghr/KCwA6vS7cqFhLaTY7PL6R+mpp26QekKsO0mw2HOoYKVlFlVWpzufzgSFxJ4tOpxPX3XADupgBKze1JeQ5fQlOqA123PHHo1sS8E1d5Oqqkfh8PtX6HmZmZaM5jmRVMBhEIBBQLREkv87IVWDDkSQJfr9PtRgzMzN7x4rYkiw+n0/VZJXNbkfnMGPuaPw+H6xWdS4c6XQ65BXkjzhWjMTn80Kn06sy5Z0yCESensfr5Qonkx2wuAFbtrwiorsYyCyX+0W5CuVV9myZcs8oY5qcwOJpNikhhCQjxhjuvPNOGNKc+OeGtpgOPgGA5zjVT7xPP/10MJ0B7+2Nbpluxpg8fUwjWdnZONwtjd5kPeDXvE+QzWYDG6EKTAr0gDEm94HRUG5uLhjHo36ERKVelxz9RZ1OJ9pHTFZpX1nFGMO4klIc8ogIDvO5ZBpOnSWJ0eXxgHEsoc2iv//972P8hMl4b78Xe5p9Y34+j8cDjiU2xv7OOusscDoD/rsnurFiOF0eD5iCMfaXk5ODFq8U8wp2XV1dCX+vR2O328EYN2zT7ZH4fD4Eg0H5goMK8vPzRx0rhhMMBuHt6VYtRkC+cNDpA6It/pMkCV1dXcjOVi/G4uJxaPUhpv5fXR4PcnKyFYyqDyWrjnhM7gWlM8nJpSHT80r7Tc/Ll6fnWd190/MEPU3PI4SQFFZYWIhrf/RjtIp6PB3jFXOLxaJ6JcvJJ58Md2Y23t7TFVVyjec4TaevFRUVwScyNI9SXSUFfZo2ggfkBAsYh7YRpvhwDJonq/Ly8sDxAg6NcAJiNGrX86s/t9sNrwh0DzNNhiE5EkFlZWUIgkNN+9BtSdMAU5+nsxMcYwk98RYEAbfedhuYwYJ/rm+JvMppBB5PJ1iCY+yvsrISU2d8B1/V+VHTHl8fIk9nJxjHqZLAKCgoABiH2o7YYu1S4L0ejbxAAxtxrBiOx6NujG63G0aTGbUxVAR1d3UBKsYIAOnp6RBHXTRkIL/Ph0AgoGqMpaWlACfgQFt0n0tRFNHTrV7Sj5JVyYhx8rQ7TpArngSDXMGkNwN6izwVz2iTq6BMDnnVPItbnnoXmp7nLOibnpdR0js9L2eY6Xna9n4ghJBE6+zsxM0334zc3FwYjUZMnz4dzzzzjNZhaeqHP/whyiom4Z29PTH1g0pLU/+k22g04tLLLkcX9FGtZGi32zXtY1RaWgrwAva1jHygJ/p7IAiCphU3oWkTTSNMseM4Jie0NGQwGJBfUIiDwyRYQr9PBqF+Kc3DbMtkmWJXUVEBxgnY1zq0QoZjSIqEmtZSeaxoa2sDx3HIz89P6PN+5zvfwRmLz8audob3o6xuHUl7qzIx9nfFFVeA6U14fmt7XI9va2sFx5SNMaSsrAyME1AVZVIgpK2tDUzh7difPFbwI44Vw2lvbVX8ve6P4ziMKylFTaeIaHOqbW1t4BhTLUZATlaBjTzuDtbWpu52BOQFFhjHR/257GhvB1NxO9L8rVEx+aiDMTmBNOLPXG/1EevtzTTM7UN+5kZ+bkIIIXE7//zzsW7dOvzhD3/A+PHjsXLlSlxyySUQRRFLlizROjxN6HQ63HPvvbjyh5fj/33ZggcXZUHPjz7eaDlV6OKLL8bKp1fg1Z37cVqpFU7T8MkoxgCn06FucINMmDABjBOwu9mH2XnD9/eS/D1wZzo17beUm5sLxjg0eAIocQ6dTscYJ19R11hpWRn279iCtkG9XRjUbfY/mtCqlYeH6ZfCadjwv7/KykqAF/Dh/i4MXlqRKqtkqTxWtPauFlZSUpLw57755pvx8Ydr8NTmOszJM8FujO9iQEtLMziOQ3l5eYIj7LNgwQJUTpqCj7/+EudP8KPQHltT6taWFnAch7KyMoUi7DNhwgSAl8eKE4qi//61tjSDVylGoHeFOI5Dg8eHyvToLhC0qLgdQ0pKSvDthi9wOMrVg1t7P4+lpaUKR9ZHXuyCG3asGE5rS6vq23H8+PFgvID393YgmtRQi8rb8eiurHLkyn2YXEVyb6b0EnlaXEaZ3Kcpq1yeIpdRKjcPTy8G3EXyY5z58qp2jly5obgtS+7lZE2Xp9FZXHIFk8kuT6kzpsnVTHozoDfJVU2CXl4Fj+PlG8GoGwABAABJREFUJBclqgghZEzefPNNvPvuu3jkkUfw4x//GAsXLsQ///lPnHrqqfjVr36FYDAxqxyloqlTp+LSy3+IWq+AZzZHng7IMWg2bc1kMuG662+AlzNi1QixSpKkeb8qAJgyZQo4QYdth0epWAv0aJ4Iys7Ohs5gHHZaGCAnWdxut8pRDVVRUQEMUxGUDI3LQ/Lz88EYN6BfCsdx0PEceJ5LimTV+PHj4XRnoCFoBmewICcnJ/w76lmV2mOFJEloaW5GYWGhIt+JjIwM3PDTn6ELRiz/ujXu52lpakZ6erqiFZuMMdx4441gBjOe3tSKLr+ILr8YdV+o5qYmmExG5OXlKRZjSEVFBfQGI7Yfjq0fWHNTE3hewLhx4xSKbKD09HSYLVbUxDDFrrmxSfVEkFypxmN/W3Tbs7mpCRzHK5o8HSwnJ0e+sBFlQq25qVHVxCQgtzKYNvM70LkK4MjMw4wZM0a9f0tTk+JJ6P6O7soqvVmeXkcIIeSI8PLLL8NqteKCCy4YcPuVV16JJUuW4IsvvsAxxxyjUXTau/766/HxRx/h1e2bMTvPhAkZI1811brH0jnnnINnn3kG729aj0+qDwGAvES5IFfX+Hw+cEnQFDwtLQ2VEydhx4bPsafZN6TcX/J1g5P88tQxDfE8j+JxJajasm7YXjTJMA0QkCuCGM9jZ2PfCUhmZiasZoMqJ5TRKCgoADgeu5t7EKpauuqqq5CVlQWz2YwTTjhB2wAhT5l87fXX0dwsV+Dk5OTg9ttvB5AcTeC1lipjhSiK8HkHJsI7Ojrg9/sxZcoUxV73+9//Pt566y18/MUnOOFQN2bmjlzVKIrBITH29PSgy9OJE44/TrEYQ4455hjMmjMP6z5dg8tfqQvfzvSmcDWrJElDYgwEAmhracWxxx6jylRyg8GAyVOn4etPV2NLQw9qB/XmE4eJUZQkNDc2YfLkSapVljLGUDyuBDs21A2zQMPQGAGgqfEw8vPzVb3gUV5eDnACdjb50L96dLj3GgAO1zfA4bDL+2+V5OfnA4zDnpa+sSIkdAzTX0N9PQwGg6oJNUEQsHz5EwNu+/jjjwGEVsscGiPP83KloBrxqfIqhBBCiAq2bNmCCRMmQBAGDm9Tp04N/36kExCv1wtvvwOc9vahPTC+973voba2Nq7YQpUNY3n8iy++GNdjQ4xGI5b9+te46oof4uEvmnFKSd9UhG8bvAB04HkeZ55xOrZv345TTjllTK83FjzP4+577sH//M//IBDoO6hPS0vD1KlTMb68HDt27pSnO2ls/vz52PrNBtz6QQsAgOkMEAQBbrcb1roGcMyg6hXnkYwfPx47Nq3Hazs6MfjAmWNM7q+hMTlZpcO3zT4wQQ+e53H//ffj+uuvV/UkYzSFhYUQdHrs8/jBBB4GgwEzZ87EzJkztQ5tAIvFMmC6n9PphNmol6f5HOXV/Mk+Vjz22GMAGGoOHMCzK54ach9BEDB58uS4nj8aPM/jnnvuwSUXX4RH17dgUb+efFt6x4qQhrq6YWPkFY4xhDGGO+64A3//uwt+f1+caWlpmDlzJhhjaGlqGj5Gnlc06TfYnDlzsOHLz3Hfx/Jnhgl66HQ6MMbg6egYNkZO5RgBuWppy/q1eHV7B0ITsRhj8Pb0DB8jx6keY0VFBRgvYFerD0wQIAgCGGMQRXHYGBnHYf68uaru+woKCqA3GHGwKwCm42EyyQlUjmN4/ukVQx/AGObOmQOdLrbprIkmx8jhleefG+63mDRpomoXMylZRQgh5IjR1NQ0bA+P0BSspqamER97//33Y9myZYrFliymTp2Ka3/8E/z9kf/DMzv7VwHpwAQdnE4n7r//fs3i62/KlCl4/PHHh/3d008/jc7OzqSoBgr1uQmdwFosFhx33HE47rjjcPDgQfA8nxTJqtmzZ+ON117FDo8IpuOQnZ0Nm80Gq8kAq9WcFNMAMzMzcevtd2DPnj3Q6/U444wzoNPpFOnNE6+0tDT85aGHsXfvXgiCgDPOOEPrkKLy85//HKeffnrSJP20lOxjhcPhwLXXXoP9+/cP+3uLxYJFixYpGkNpaSl+9OOf4JG/Poxndg0dK9LT03HjjTdi+/btwz7eaDTi7LPPVjTGkJKSEjzwwAPD/u7GG2/Exo0bh/2dXq/H9773PQUjG+jiiy8Gz/MDxorjjz8eHo8Ha9euHfYxgiDgkksuUS1GAJg1axZefeVl7OoSwfRyZebVV1+N1atXD3t/nudx+eWXqxqj2+3G0l//Bnv27IFOp8PixYtRVFQkN4gfBsdxqm9Hs9mMR/72d+zbtw86nQ4LFy7E5s2bYbFYIA1T4cwYw/nnn69qjMO54IILIEkSRHH4VQwXL16sWixMGm5LHeHa29tht9vR1taWFH0FCCEkWaT6/nH8+PEoLS3FW2+9NeD22tpa5Obm4v777w9PhRlsuKvlBQUFKbstRiNJErZt24bOzs4BtzscDowfP16jqIgaamtr4ff7YTAYkJWVhcbGRuzYsQN5eXkoLi7WOjxCVEFjRfS2bt06ZKxwOp2qTlUi6mtoaIDP54PBYNB8Gjs5elFlFSGEkCOG2+0e9op4c3MzAIza5NpgMMBgiG7lm1THGMPEiRO1DoNooH+jbUBuppsM0/8IURONFdGjseLoNFKFEiFqOrpXAySEEHJEmTJlCrZt2zagxxEAbN68GQBU6Z9BCCEkudFYQQghyY+SVYQQQo4Y5513Hjo7O4c0Iv/3v/+N3NxczJ07V6PICCGEJAsaKwghJPnRNEBCCCFHjDPOOAOnnnoqrrvuOrS3t6OsrAyrVq3C22+/jRUrVqiyPDUhhJDkRmMFIYQkP0pWEUIIOaK89NJLuOuuu3DvvfeiubkZlZWVWLVqFS6++GKtQyOEEJIkaKwghJDkllKrAXZ2duLuu+/Gc889Fx5Ubr/99pgHlVRf7YoQQpRC+8c+tC0IIYREQmMFIYQoI6Uqq84//3ysW7cOf/jDHzB+/HisXLkSl1xyCURRxJIlS7QOjxBCCCGEEEIIIYSMUcokq9588028++674QQVACxcuBBVVVX41a9+hYsuuojmlxNCCCGEEEIIIYSkuJRZDfDll1+G1WrFBRdcMOD2K6+8EocOHcIXX3yhUWSEEEIIIYQQQgghJFFSprJqy5YtmDBhAgRhYMhTp04N//6YY44Z9rFerxderzf8c1tbGwB5jjkhhJA+of1iCrUzVExoG9BYQQghw0tLSwNjTOswNEVjBSGEjC7esSJlklVNTU0oKSkZcrvL5Qr/fiT3338/li1bNuT2goKCxAVICCFHkKamJtjtdq3D0FRHRwcAGisIIWQk1FScxgpCCIkk3rEiZZJVAEbNxo32uzvuuAO/+MUvwj+3traiqKgIBw4cOKJOxtrb21FQUICDBw8ecQcO9LelpiP1bztS/y5AHkwKCwvDFwKOZrm5uTh48GDCKgdS4XNDMSYGxZgYFGNiKBljWlpaQp8vFdFYQTHGi2JMDIoxMZJxrEiZZJXb7R62eqq5uRkARj2xMhgMMBgMQ2632+1J+2EZC5vNdkT+XQD9banqSP3bjtS/CwA4LmVaGiqG4zjk5+cn/HlT4XNDMSYGxZgYFGNipEKMqYjGCopxrCjGxKAYEyOZYkyZs5EpU6Zg27ZtCAQCA27fvHkzAGDy5MlahEUIIYQQQgghhBBCEihlklXnnXceOjs78eKLLw64/d///jdyc3Mxd+5cjSIjhBBCCCGEEEIIIYmSMtMAzzjjDJx66qm47rrr0N7ejrKyMqxatQpvv/02VqxYAZ7no34ug8GA++67b9ipgansSP27APrbUtWR+rcdqX8XcGT/bVpLhW1LMSYGxZgYFGNipEKMpE8qvF8UY2JQjIlBMSZGMsbIpBRan7yzsxN33XUXnnvuOTQ3N6OyshJ33HEHLr74Yq1DI4QQQgghhBBCCCEJkFLJKkIIIYQQQgghhBByZEuZnlWEEEIIIYQQQggh5MhHySpCCCGEEEIIIYQQkjQoWUUIIYQQQgghhBBCksZRk6zq6OjArbfeitNOOw0ZGRlgjGHp0qVahzVmH3zwAa666ipUVlbCYrEgLy8P55xzDtavX691aGO2ceNGnHXWWSgsLITJZILL5cL8+fOxYsUKrUNLuH/9619gjMFqtWodypisWbMGjLFh/61du1br8BLik08+wZlnngmn0wmTyYTy8nL85je/0TqsMbniiitGfN+OpPdOK52dnbj55puRm5sLo9GI6dOn45lnntE6rAGSfYxMhbEuVcesZBt/UmkcSfbxgPbtqYXGirGjsUI5NFbEj8aK+AmavbLKmpqa8I9//APTpk3Dueeei3/9619ah5QQjz76KJqamnDTTTdh4sSJOHz4MB588EHMmzcP77zzDk466SStQ4xba2srCgoKcMkllyAvLw8ejwdPP/00Lr/8cuzfvx9333231iEmRE1NDW655Rbk5uaira1N63AS4ve//z0WLlw44LbJkydrFE3irFy5EpdffjkuvPBCPPnkk7BardizZw8OHTqkdWhjcs899+AnP/nJkNvPPvtsGAwGzJ49W4Oojhznn38+1q1bhz/84Q8YP348Vq5ciUsuuQSiKGLJkiVahwcg+cfIVBjrUnHMSubxJ9nHkVQYD2jfnlporBg7GiuUQWNF/GisGCPpKCGKoiSKoiRJknT48GEJgHTfffdpG1QC1NfXD7mto6NDysrKkk4++WQNIlLe3LlzpYKCAq3DSJjFixdLZ599tvTDH/5QslgsWoczJqtXr5YASM8//7zWoSRcdXW1ZLFYpOuuu07rUFSxZs0aCYB09913ax1KSnvjjTckANLKlSsH3H7qqadKubm5UiAQ0CiygZJ9jEzlsS6Zx6xkHH9SYRxJ5fGA9u3JicaKxKCxQhk0VsSHxoqxO2qmAYbK2I40mZmZQ26zWq2YOHEiDh48qEFEyktPT4cgHBlFgStWrMCHH36IRx55ROtQSAT/+te/4PF4cNttt2kdiioee+wxMMZw1VVXaR1KSnv55ZdhtVpxwQUXDLj9yiuvxKFDh/DFF19oFNlAyT5GpvJYl6xjFo0/8Uvl8YD27cmJxorEoLEi8WisiB+NFWN31CSrjiZtbW3YsGEDJk2apHUoCSGKIgKBAA4fPoxHHnkE77zzTkp+6QdraGjAzTffjD/84Q/Iz8/XOpyEuuGGGyAIAmw2GxYtWoRPPvlE65DG7KOPPoLL5cL27dsxffp0CIKAzMxM/OQnP0F7e7vW4SVUW1sbXnjhBZx88skYN26c1uGktC1btmDChAlDDkCnTp0a/j2JT7KOdakwZqXC+JPM40iqjge0b09eNFYoh8aK+NFYMTY0VowdJauOQDfccAM8Hg/uuusurUNJiOuvvx46nQ6ZmZn4+c9/jv/93//Fj3/8Y63DGrPrr78eFRUVuO6667QOJWHsdjtuuukm/P3vf8fq1avx8MMP4+DBgzjxxBPxzjvvaB3emNTU1KCrqwsXXHABLrroIrz33nv41a9+hSeffBJnnnkmJEnSOsSEWbVqFbq7u3H11VdrHUrKa2pqgsvlGnJ76Lampia1QzpiJOtYlwpjVjKPP6kwjqTqeED79uRFY4VyaKyIH40VY0NjRQJoOglRI8k4xzpR7r77bgmA9Ne//lXrUBKmqqpKWrdunfTGG29IP/nJTySO46Q//elPWoc1Ji+88IKk1+ulb7/9NnxbMs0DT6SWlhYpPz9fmjp1qtahjEl5ebkEQLr//vsH3P7QQw9JAKR3331Xo8gSb9asWZLb7ZZ6enq0DiXllZeXS6effvqQ2w8dOjTs5ykZpMIYmcxjXbKPWak4/iTbOJKq4wHt25MXjRXKoLEifjRWjB2NFWNHlVVHkGXLluG3v/0tfve73+HGG2/UOpyEKSwsxKxZs3DmmWfi0UcfxY9+9CPccccdOHz4sNahxaWzsxM33HADfvrTnyI3Nxetra1obW2Fz+cDIK8S4vF4NI4ycRwOBxYvXoxNmzahu7tb63Di5na7AQCLFi0acPsZZ5wBANiwYYPqMSlh06ZN+Oqrr3DZZZfBYDBoHU7Kc7vdw14Rb25uBoBhr6ST0SX7WJfMY1aqjj/JNo6k4nhA+/bkRmNF4tFYET8aKxKDxoqxo2TVEWLZsmVYunQpli5dijvvvFPrcBQ1Z84cBAIB7N27V+tQ4tLY2Ij6+no8+OCDcDqd4X+rVq2Cx+OB0+nEpZdeqnWYCSX1lrkmc1POSEJ9IwYL/W0cd2TsTh977DEAwDXXXKNxJEeGKVOmYNu2bQgEAgNu37x5M4DkWl45FaTiWJdMY1Yqjz/JNI6k4nhA+/bkRmNFYtFYMTY0ViQGjRVjl3xbiMTsN7/5DZYuXYq7774b9913n9bhKG716tXgOA4lJSVahxKX7OxsrF69esi/RYsWwWg0YvXq1fjtb3+rdZgJ09LSgtdffx3Tp0+H0WjUOpy4fe973wMAvPXWWwNuf/PNNwEA8+bNUz2mRPN6vVixYgXmzJlDB8YJct5556GzsxMvvvjigNv//e9/Izc3F3PnztUostSTqmNdMo1ZqTr+JNs4kmrjAe3bkx+NFYlDY8XY0ViRGDRWjF3yrY+poLfeegsejwcdHR0AgK1bt+KFF14AAJx55pkwm81ahheXBx98EPfeey9OP/10nHXWWVi7du2A3yfblyAWP/rRj2Cz2TBnzhxkZWWhsbERzz//PJ599ln86le/QkZGhtYhxsVoNOLEE08ccvsTTzwBnueH/V2qWLJkSbisOT09Hbt27cKDDz6I+vp6PPHEE1qHNyannXYazj77bPz617+GKIqYN28evvrqKyxbtgyLFy/Gcccdp3WIY/bKK6+gubk5aa6mHAnOOOMMnHrqqbjuuuvQ3t6OsrIyrFq1Cm+//TZWrFgBnue1DjEsmcfIVBjrUmHMSoXxJxXGkVQbD2jfnvxorEgMGisSg8aKxKCxIgG0bJiltqKiIgnAsP/27dundXhxWbBgwYh/U6q/vY8//rh0/PHHS+np6ZIgCJLD4ZAWLFggPfXUU1qHpohkb1oYjfvvv1+aPn26ZLfbJZ7npYyMDOm8886TvvzyS61DS4iuri7ptttukwoKCiRBEKTCwkLpjjvuSIoGhIlw6qmnShaLRWpvb9c6lCNKR0eH9LOf/UzKzs6W9Hq9NHXqVGnVqlVahzVEMo+RqTDWpfKYlUzjT6qMI6k0HtC+PTXQWDF2NFYoi8aK2NFYMTZMkpJ0zURCCCGEEEIIIYQQctShnlWEEEIIIYQQQgghJGlQsooQQgghhBBCCCGEJA1KVhFCCCGEEEIIIYSQpEHJKkIIIYQQQgghhBCSNChZRQghhBBCCCGEEEKSBiWrCCGEEEIIIYQQQkjSoGQVIYQQQgghhBBCCEkalKwiqnriiSfAGMNXX32ldSgAAMYYli5dOup9Dh06hKVLl2Ljxo1Dfrd06VIwxpQJLg5r1qwBYyz8L5rtfMUVV6C4uFj54EbR2to6IO4///nPmsZDCCGEEEIIIUQ7lKwiJIJDhw5h2bJlwyarrrnmGnz++efqBxXB//t//w+ff/45JkyYoHUoUUlLS8Pnn3+Ol156SetQCCGEEEIIIYRoTNA6AEJSWX5+PvLz87UOY4iJEydi3rx5WocRNZ7nMW/ePOzfv1/rUAghhBBCCCGEaIwqq0hS2rVrF5YsWYLMzEwYDAZMmDAB/+///b8B9+np6cEvf/lLTJ8+HXa7HS6XC/Pnz8d//vOfIc/X3t6Oa6+9Fm63G1arFaeffjp27twZMY41a9Zg9uzZAIArr7wyPE0tNHVwuGmAxcXFWLx4MV5//XXMmDEDJpMJEyZMwOuvvw5Ango5YcIEWCwWzJkzZ9ipel999RW++93vwuVywWg0YsaMGXjuueei2najeeKJJ1BRURHepk8++eSw91u2bBnmzp0Ll8sFm82GmTNn4rHHHoMkSeH7XH311XC5XOjq6hry+JNOOgmTJk0K//z8889j7ty5sNvtMJvNKCkpwVVXXTXmv4cQQgghhBBCyJGHKqtI0tm6dSuOOeYYFBYW4sEHH0R2djbeeecd/OxnP0NjYyPuu+8+AIDX60VzczNuueUW5OXlwefz4b333sP555+P5cuX4wc/+AEAQJIknHvuufjss89w7733Yvbs2fj0009xxhlnRIxl5syZWL58Oa688krcfffdOOusswAgYjXVN998gzvuuAN33XUX7HY7li1bhvPPPx933HEH3n//ffz+978HYwy33XYbFi9ejH379sFkMgEAVq9ejdNPPx1z587F3/72N9jtdjzzzDO46KKL0NXVhSuuuCKu7frEE0/gyiuvxDnnnIMHH3wQbW1tWLp0KbxeLzhuYN56//79+PGPf4zCwkIAwNq1a/HTn/4UNTU1uPfeewEAN910Ex5//HGsXLkS11xzTfixW7duxerVq8PJxc8//xwXXXQRLrroIixduhRGoxFVVVX44IMP4vo7CCGEEEIIIYQc4SRCVLR8+XIJgLRu3boR77No0SIpPz9famtrG3D7jTfeKBmNRqm5uXnYxwUCAcnv90tXX321NGPGjPDtb731lgRAevjhhwfc/3e/+50EQLrvvvtGjXndunUSAGn58uVDfnffffdJg79GRUVFkslkkqqrq8O3bdy4UQIg5eTkSB6PJ3z7K6+8IgGQXn311fBtlZWV0owZMyS/3z/geRcvXizl5ORIwWBwxFhXr14tAZBWr1494PZgMCjl5uZKM2fOlERRDN++f/9+SafTSUVFRSM+ZzAYlPx+v/TrX/9acrvdAx6/YMECafr06QPuf91110k2m03q6OiQJEmS/vznP0sApNbW1hFfI2Tfvn0SAOlPf/pTxPsSQgghhBBCCDky0TRAklR6enrw/vvv47zzzoPZbEYgEAj/O/PMM9HT04O1a9eG7//888/j2GOPhdVqhSAI0Ol0eOyxx7Bt27bwfVavXg0AuPTSSwe81pIlSxT7O6ZPn468vLzwz6FG5yeeeCLMZvOQ26uqqgAAu3fvxvbt28OxDv77a2trsWPHjpjj2bFjBw4dOoQlS5YMmLZYVFSEY445Zsj9P/jgA5xyyimw2+3geR46nQ733nsvmpqa0NDQEL7fTTfdhI0bN+LTTz8FIE+3fOqpp/DDH/4QVqsVAMLTKC+88EI899xzqKmpiTl+QgghhBBCCCFHD0pWkaTS1NSEQCCAv/71r9DpdAP+nXnmmQCAxsZGAMBLL72ECy+8EHl5eVixYgU+//xzrFu3DldddRV6enoGPKcgCHC73QNeKzs7W7G/w+VyDfhZr9ePenso3vr6egDALbfcMuTvv/766wH0/f2xaGpqAjD83zz4ti+//BKnnXYaAOCf//wnPv30U6xbtw533XUXAKC7uzt833POOQfFxcXhKX9PPPEEPB4PbrjhhvB9TjjhBLzyyisIBAL4wQ9+gPz8fEyePBmrVq2K+e8ghBBCCCGEEHLko55VJKk4nU7wPI/LL798QMKjv3HjxgEAVqxYgXHjxuHZZ58dUC3k9XoH3N/tdiMQCKCpqWlAwqqurk6Bv2Bs0tPTAQB33HEHzj///GHvU1FREfPzhv7u4f7mwbc988wz0Ol0eP3112E0GsO3v/LKK0Mey3EcbrjhBtx555148MEH8cgjj+Dkk08eEuM555yDc845B16vF2vXrsX999+PJUuWoLi4GPPnz4/57yGEEEIIIYQQcuSiyiqSVMxmMxYuXIivv/4aU6dOxaxZs4b8CyVeGGPQ6/UDElV1dXVDVgNcuHAhAODpp58ecPvKlSujislgMAAYWFGklIqKCpSXl+Obb74Z9m+fNWsW0tLS4nrenJwcrFq1asCKflVVVfjss88G3JcxBkEQwPN8+Lbu7m489dRTwz73NddcA71ej0svvRQ7duzAjTfeOGIcBoMBCxYswAMPPAAA+Prrr2P+WwghhBBCCCGEHNmosopo4oMPPsD+/fuH3H7mmWfi4YcfxnHHHYfjjz8e1113HYqLi9HR0YHdu3fjtddeC68it3jxYrz00ku4/vrr8f3vfx8HDx7Eb37zG+Tk5GDXrl3h5zzttNNwwgkn4NZbb4XH48GsWbPw6aefjph8Gay0tBQmkwlPP/00JkyYAKvVitzcXOTm5iZkWwz297//HWeccQYWLVqEK664Anl5eWhubsa2bduwYcMGPP/88zE/J8dx+M1vfoNrrrkG5513Hq699lq0trZi6dKlQ6YBnnXWWfjLX/6CJUuW4Ec/+hGamprw5z//OZy0G8zhcOAHP/gBHn30URQVFeHss88e8Pt7770X1dXVOPnkk5Gfn4/W1lY8/PDD0Ol0WLBgQcx/CyGEEEIIIYSQIxslq4gmbrvttmFv37dvHyZOnIgNGzbgN7/5De6++240NDTA4XCgvLw83LcKAK688ko0NDTgb3/7Gx5//HGUlJTg9ttvR3V1NZYtWxa+H8dxePXVV/GLX/wCf/zjH+Hz+XDsscfizTffRGVlZcRYzWYzHn/8cSxbtgynnXYa/H4/7rvvPixdunTM22E4CxcuxJdffonf/e53uPnmm9HS0gK3242JEyfiwgsvjPt5r776agDAAw88gPPPPx/FxcW488478eGHH2LNmjXh+5100kl4/PHH8cADD+Dss89GXl4err32WmRmZoafY7CLLroIjz76KK677jpw3MCCzblz5+Krr77CbbfdhsOHD8PhcGDWrFn44IMPMGnSpLj/HkIIIYQQQgghRyYm9Z8TRAhJaWvWrMHChQvx3nvvYcGCBRAEdfLRv/zlL/Hoo4/i4MGDQxrZRysQCKCqqgplZWX405/+hFtuuSXBURJCCCGEEEIISQVUWUXIEeiUU04BAKxbtw6zZs1S7HXWrl2LnTt34pFHHsGPf/zjuBNVra2tcDqdCY6OEEIIIYQQQkgqosoqQo4gHR0d2LFjR/jniRMnwmw2K/Z6jDGYzWaceeaZWL58OaxWa1zPEwwGBzRbLygoQFZWVqLCJIQQQgghhBCSQihZRQghhBBCCCGEEEKSBhf5LoQQQgghhBBCCCGEqIOSVYQQQgghhBBCCCEkaVCyihBCCCGEEEIIIYQkDUpWEUIIIYQQQgghhJCkQckqQgghhBBCCCGEEJI0KFlFCCGEEEIIIYQQQpIGJasIIYQQQgghhBBCSNKgZBUhhBBCCCGEEEIISRqUrCKEEJL0PvjgA1x11VWorKyExWJBXl4ezjnnHKxfv37A/a644gowxob8q6ys1ChyQgghhBBCSKwErQMghBBCInn00UfR1NSEm266CRMnTsThw4fx4IMPYt68eXjnnXdw0kknhe9rMpnwwQcfDHi8yWRSO2RCCCGEEEJInJgkSZLWQRBCCCGjaWhoQGZm5oDbOjs7UVZWhsmTJ+O9994DIFdWvfDCC+js7NQiTEIIIYQQQkgC0DRAQgghSW9wogoArFYrJk6ciIMHD2oQESGEEEIIIUQpNA2QEEJISmpra8OGDRsGTAEEgO7ubmRnZ+Pw4cPIycnBueeei1//+tdwuVyjPp/X64XX6w3/LIoimpub4Xa7wRhT5G8ghJBUJEkSOjo6kJubC447uq99h7ZFWloajRWEEJJAlKwihBCSkm644QZ4PB7cdddd4dumTZuGadOmYfLkyQCADz/8EP/zP/+D999/H+vWrYPVah3x+e6//34sW7ZM8bgJIeRIcfDgQeTn52sdhqY6Ojpgt9vR1tYGm82mdTiEEHLEoJ5VhBBCUs4999yD3/72t/jrX/+KG2+8cdT7vvjii/j+97+Pv/zlL/j5z38+4v0GV1a1tbWhsLAQBw8epBMQQgjpp729HQUFBWhtbYXdbtc6HE21t7dTsooQQhRAlVWEEEJSyrJly/Db3/4Wv/vd7yImqgDgvPPOg8Viwdq1a0e9n8FggMFgGHK7zWajExBCCBkGTXsjhBCilKN7kjkhhJCUsmzZMixduhRLly7FnXfeGfXjJEk66vuqEEIIIYQQkiroyJ0QQkhK+M1vfoOlS5fi7rvvxn333Rf141544QV0dXVh3rx5CkZHCCGEEEIISRSaBkgIISTpPfjgg7j33ntx+umn46yzzhoypW/evHmoqqrCkiVLcPHFF6OsrAyMMXz44Yd46KGHMGnSJFxzzTUaRU8IIYQQQgiJBSWrCCGEJL3XXnsNAPD222/j7bffHvJ7SZJgs9mQlZWFv/zlL6ivr0cwGERRURF+9rOf4c4774TFYlE7bEIIIYQQQkgcKFlFCCEk6a1ZsybifZxOJ1566SXlgyGEEEIIIYQoinpWEUIIIYQQQgghhJCkQckqQgghhBBCCCGEEJI0KFlFCCGEEEIIIYQQQpIG9awihBBCCCGa6PL60drpA2OAK80Ig47XOiQSQTAooqm9W+swCCGEHOGosooQQgghhKhGkiS0ebyoauhAdaMHnT1+dHT7UdXQgdpmD7z+oNYhkmEEgyIa27uxr6EDLZ1ercMhhJCU8Mknn+C0007D+++/r3UoKYcqqwghhBBCiOICQRGtHi/aPD4ERWnY+3R0y4krq1EHt40qrZJBMCiixeNFq8cHcYT3jRCtXXPNNaivr1f1NbOysvCvf/1L1dckA6XC+/7iiy/iUG09VqxYgZNPPlnByI48lKwihBANFBcX4+abb8bNN98MAGCM4eWXX8a5556raVyEEJJoPb4AWjq96OwJQJKiS3Z09vjR2UNJKy1Rkoqkkvr6enyzdRc4g1WV1xO9nZimyivF7sQTT8T06dPx0EMPRXX/J554AjfffDNaW1sVjUsJ9fX12LlrF6xWdd73zs7OmB8TGvf6j3+xvkdHK0pWEULidsUVV+Df//73kNsXLVqEt99+W4OIks9IBwDr1q2DxWLRJihCCFGYJEno7PajxeNFjy/+aX2UtFIfJalIquIMVtjnLFHltdq+XKnK6ySbl156CY8++ig2btwIr9eLSZMmYenSpVi0aJFmMVmtVnzv4ktUea0Xn1mlyusQGSWrCCFjcvrpp2P58uUDbjMYDCPe3+/3Q6fTRbwtGvE+LhlkZGRoHQIhhCRcMCiircuHVo8PgaCYsOcNJa0sRh3caQYY9XQIm2iUpCKERPLRRx/h1FNPxe9//3s4HA4sX74cZ599Nr744gvMmDFD6/CSEsfJbcKjrSwmfajBOiFkTAwGA7Kzswf8czqd4d8zxvC3v/0N55xzDiwWC377299i6dKlmD59Oh5//HGUlJTAYDBAkiQcOHAA55xzDqxWK2w2Gy688MIB89BHetxwnnjiCRQWFsJsNuO8887Dgw8+CIfDEf79FVdcMWTK3c0334wTTzwx/PPbb7+N4447Dg6HA263G4sXL8aePXvCv9+/fz8YY3jppZewcOFCmM1mTJs2DZ9//jkAYM2aNbjyyivR1tYGxhgYY1i6dCkAeRrgaKW/NTU1uOiii+B0OuF2u3HOOedg//794d+vWbMGc+bMgcVigcPhwLHHHouqqqoRn48QQpTk9QdR19KFvfUdaGzvSWiiqj9Pjx8HDneipsmDHl9Akdc42vRvnN7c4aVEFSEKOfHEE/HTn/4UN998M5xOJ7KysvCPf/wDHo8HV155JdLS0lBaWoq33nor/JgPP/wQc+bMgcFgQE5ODm6//XYEAn37Po/Hgx/84AewWq3IycnBgw8+OOR1fT4fbr31VuTl5cFisWDu3LlYs2ZNXH/DQw89hFtvvRWzZ89GeXk5fv/736O8vByvvfZaXM83VpIkIdlzQIFAANXVB7By5cph3yPGGF555ZUBtzkcDjzxxBMA+s43nnvuORx//PEwmUyYPXs2du7ciXXr1mHWrFmwWq04/fTTcfjw4fBzhM51fv/73yMrKwsOhwPLli1DIBDAr371K7hcLuTn5+Pxxx8PP+akk07CjTfeOCCWpqYmGAwGfPDBB4ndMFGgZBUhRHH33XcfzjnnHGzevBlXXXUVAGD37t147rnn8OKLL2Ljxo0AgHPPPRfNzc348MMP8e6772LPnj246KKLBjzXcI8b7IsvvsBVV12F66+/Hhs3bsTChQvx29/+Nua4PR4PfvGLX2DdunV4//33wXEczjvvPIjiwJOwu+66C7fccgs2btyI8ePH45JLLkEgEMAxxxyDhx56CDabDbW1taitrcUtt9wS8XW7urqwcOFCWK1WfPTRR/jkk0/Cg5DP50MgEMC5556LBQsWYNOmTfj888/xox/9CIwxAH2DWrwHIoQQEq3Obj+qGztR1dCB9i6faleOKWk1dsGgiMNtlKQiRE3//ve/kZ6eji+//BI//elPcd111+GCCy7AMcccgw0bNmDRokW4/PLL0dXVhZqaGpx55pmYPXs2vvnmGzz66KN47LHHBhzT/upXv8Lq1avx8ssv47///S/WrFmD9evXD3jNK6+8Ep9++imeeeYZbNq0CRdccAFOP/107Nq1a8x/jyiK6OjogMvlGvNzxWPv3r0IBALo8SbvCqUfffQRPB4PTjjhhBHfo2jcd999uPvuu7FhwwYIgoBLLrkEt956Kx5++GF8/PHH2LNnD+69994Bj/nggw9w6NAhfPTRR/jLX/6CpUuXYvHixXA6nfjiiy/wk5/8BD/5yU9w8OBBAHLD+pUrV8Lbb3s+/fTTyM3NxcKFC8e2IeJANdSEkDF5/fXXhzQ1vO2223DPPfeEf16yZEk4SRXi8/nw1FNPhafDvfvuu9i0aRP27duHgoICAMBTTz2FSZMmYd26dZg9e/awjxvOww8/jEWLFuH2228HAIwfPx6fffZZzH20vve97w34+bHHHkNmZia2bt2KyZMnh2+/5ZZbcNZZZwEAli1bhkmTJmH37t2orKyE3W4HYwzZ2dlRv+4zzzwDjuPwr3/9K5yAWr58ORwOB9asWYNZs2ahra0NixcvRmlpKQBgwoQJ4cfrdDpUVFTAbDbH9PcSQkg0RFHqnernhT+gTAVVtDw9fnhoemBMgkERzZ1etHXRdD9C1DZt2jTcfffdAIA77rgDf/jDH5Ceno5rr70WAHDvvffi0UcfxaZNm/Daa6+hoKAA//d//wfGGCorK3Ho0CHcdtttuPfee9HV1YXHHnsMTz75JE499VQAcjIsPz8//Hp79uzBqlWrUF1djdzcXADycevbb7+N5cuX4/e///2Y/p4HH3wQHo8HF1544ZieJ15dXV2w2fUQg/H3RlRSZ2cntmzZgpzcPGRnZ2PKlClD3qNo3XLLLeHeYDfddBMuueQSvP/++zj22GMBAFdffXW4GivE5XLhf//3f8FxHCoqKvDHP/4RXV1duPPOOwH0fQY//fRTXHzxxfje976Hn/70p/jPf/4Tfk+XL1+OK664InxOoiYa0QkhY7Jw4UI8+uijA24bfHVl1qxZQx5XVFQ0IOG0bds2FBQUhBNVADBx4kQ4HA5s27YtnKwa/LjhbNu2Deedd96A2+bPnx9zsmrPnj245557sHbtWjQ2NoYrqg4cODAgWTV16tTw/+fk5AAAGhoaUFlZGdPrhaxfvx67d+9GWlragNt7enqwZ88enHbaabjiiiuwaNEinHrqqTjllFNw4YUXhl87Ly8P27dvj+u1CSFkJD5/EK0eH9q7ky/JEUpamQ0C3GlGmAx0iDsYJalIIgQCATlBYLNpHUpK6n/MyPM83G43pkyZEr4tKysLgHwcuW3bNsyfP39AkuDYY49FZ2cnqqur0dLSAp/Ph/nz54d/73K5UFFREf55w4YNkCQJ48ePHxCH1+uF2+0e09+yatUqLF26FP/5z3+QmZk5pueKRyr0gNqzZw+CwSDMZjOCvQm1we9RtPp/dkKfk8GfnYaGhgGPmTRpUrhnVug+/c9hQp/B0OMMBgMuu+wyPP7447jwwguxceNGfPPNN0OmKaqFRnJCyJhYLBaUlZVFvE+k2yRJGjZjP/j2aFbQi2bw4jhuyP38fv+An88++2wUFBTgn//8J3JzcyGKIiZPngyfzzfgfv2bvIdiHTxVMBaiKOI73/kOnn766SG/CyXqli9fjp/97Gd4++238eyzz+Luu+/Gu+++i3nz5sX9uoQQMhxPjx+tHh88Pf7Id9ZYlzeALm8nJa36CSWpWj3qTdMkR66bbroJn332Of7zn1dQWFiodTgpZ/DCQIyxEY8jhzs2Dn2HGWNRfZ9FUQTP81i/fj14fuBqqoNnRsTi2WefxdVXX43nn38ep5xyStzPMxbeJJ76F9L/PRrp/RruvRx8TgIMf74x+LbB5x+RPm/DPe6aa67B9OnTUV1djccffxwnn3wyioqKho1dadSzihCSFCZOnIgDBw6E50wDwNatW9HW1jZgilu0z7V27doBtw3+OSMjA7W1tQNu698Dq6mpCdu2bcPdd9+Nk08+GRMmTEBLS0tMcQCAXq8PX0mJ1syZM7Fr1y5kZmairKxswD+73R6+34wZM3DHHXfgs88+w+TJk7Fy5dG5jLLS6lu60NzRg44uH7z+IFUkkKOCKEpo7fRif30Hapo8KZGo6q/LG8DBxk5UN3ai23t09rQK9aTaW9+Blk4vJapIQqxduxa+QHDAAjhEGRMnTsRnn3024Lv72WefIS0tDXl5eSgrK4NOpxtwjNvS0oKdO3eGf54xYwaCwSAaGhqGHFPG0qKiv1WrVuGKK67AypUrw20wtNDR0YFk36uVlZWB4zh0d3WFE0KD36PB5yS7du1CV1eXqnF2dXVh3bp18Hq9mDJlCmbNmoV//vOfWLly5ZBWLmqiy02EkDHxer2oq6sbcJsgCEhPT4/peU455RRMnToVl156KR566CEEAgFcf/31WLBgwbDTCEfzs5/9DMcccwz++Mc/4txzz8V///vfIVMATzrpJPzpT3/Ck08+ifnz52PFihXYsmVLeNnd0Cp8//jHP5CTk4MDBw6Ee2DFori4GJ2dnXj//fcxbdo0mM3miL2kLr30UvzpT3/COeecg1//+tfIz8/HgQMH8NJLL+FXv/oV/H4//vGPf+C73/0ucnNzsWPHDuzcuRM/+MEPAMgrCZ588sl48sknMWfOnJhjJgN1dPsgtfcMuO3/s3fm8VHU9xt/5th7c5OQAHKJoIigAgqeiFIVb7S1rVaRqq14g0fVFlHxqBWPaks9qsKvVmu9qnjgiTeCHHKfIYSEnJu9d3bu3x+TCTl2k91kd2aSfN+vFyI7s7OfndlkZ555Ps+HoSnYWQY2loadpWFjaNhtDGwMDZo2vqefQMgUoqS1+vWVVjHdaeWysyjKdcDtsHX9pF6OJCvwEycVoR+i8BEEVxtz407hI1l/jblz5+LJJ5/EjTfeiBtuuAE7duzAvffei3nz5oGmaXi9Xvz2t7/F7bffjqKiIgwcOBD33HNPm7av0aNH47LLLsMVV1yBxYsX45hjjkFjYyM+//xzHHXUUZg5c2ZaNb366qu44oor8NRTT2HKlCkt1wAul6vNDVUjCIVCgApwXAzL33kbDJ19H04kkt5x93q9mDBhAjZv3oy6ujps3ry5wzGaPn06nnnmGUyZMgWKouDOO+/s4H7KNq+//jr+/dp/cO3Vv8VNN92Eq6++GjfccEPLVHWzIGIVgUDoER999FFLVpLOmDFj0s5M0se23njjjTjllFNA0zTOOussPP3002nXNGXKFLzwwgu49957sXDhQpxxxhn44x//iAceeKBlnTPPPBN/+tOfcMcddyAej2POnDm44oorsGnTJgBam+Brr72Gm266CePGjcOYMWPw17/+FdOmTUurlhNOOAG///3vcemll8Ln87XU1BlutxtfffUV7rzzTsyaNQvhcBiDBw/G6aefjtzcXHAch+3bt2Pp0qXw+XwoKyvDDTfcgN/97ncANOvwjh07DL8r05+QFRWcIIETOi5jGV28av67lahlRjglgZAKHC/BH+ER6WUOqlThBAlVjVKfFq2ISEXozwwcOBATTHjNbDJ48GB88MEHuP322zFhwgQUFhbit7/9bUtAOwD85S9/QSQSwfnnn4+cnBzMnz8fwWCwzXZeeuklLFq0CPPnz0d1dTWKioowderUtIUqAHj22WchSRKuv/56XH/99S2PX3nllR3CvbNNIBAARVOIx3kUFhQYlpuV7nE//fTTUb63At999x3OOOOMDsdo8eLFuOqqq3DKKadg0KBBeOqpp7o1LbAnNDY2wuHJbanrV7/6FW655Rb8+te/htPpNLSW1lAq+TYjEAj9gJdffhm33HILAoGA2aUQegmhUAh5eXlYu20fvDmZCZJlmWYnFtssYrX6NxGyCEajqirCnAh/hAcvWnOSUrboS6KVGSJVJBzCxCOGIRgM9vugbf27or/si4kTJyIuSHj5xRdaht8QCGbw2Wef4YabboEkK7hj/i0tExWtxh//+Ef8793lGH3YoXjzzTfNLqcDqqrimGOPRTjGY/blv8Kf/vQn7N+/H8OHD8eaNWtw7LHHmlYbyawiEAgEAsEgJFlBjJcQjApoCHI40BRFRX0Yuw4EsbcuhKrGCOoDHPwRHtG4CEGUiUOCkHEkWYEvFEd5bQi1/li/E6oA3WkVxf6GCGJ873STSbKC+gCHvSSTqs+hqioef/xx3HnnnR2me1mJJUuW4Pbbb2+TN2o1XnrpJcyfPx979uwxu5SkvPbaa7j11luxdetWs0tJyjvvvINbbrkF69atM7uUFvx+P5RWv/dWrFiBW265Bd9//72JVXXOl19+iZtvvhlffPGF2aW0EI/Hoe9GWZbxv//9D2eccQbGjBljqlAFkDZAAoFAIBAsgSgpECVNzGqPje3YUmhjiCOLkB5xQUIgKiDMiUTYaEZvD3TaGRTlOOFxWt9pJckKmsI8gjHS7teeDRs24J577sGmTZvQ0NAAl8uFMWPG4Prrr8fll1/eZt1169bhjjvuwKpVq8CyLKZPn47HHnsMI0eONKn6gwSDQSxbtgyyLOP444/HrFmzzC6pHSokScJzzz0HUZJw1FFHteRmWo2/Pv00REHAoYceirlz55pdTkIeffRR8LyAsrIyjB071tRajjzySOzbt6/D4/F4HKWlpcjJyTFdwNAJBAJtfge++OKL2Lx5MyiKwtSpU02srC2ta3z99dexcuVKRCIRnHbaaSZWdZBQKNRSY2VlJe677z7Y7XZLTBgnYhWBQOgXzJ49G7Nnzza7DAKhWyQTsiiKAstQHVoKtb+ZJFsj9CdUVUWEE+GP8ogL/c9BlSpxQUa1L2pp0YqIVF0TCARwyCGH4Fe/+hUGDx6MaDSKV155Bb/5zW9QUVHRkvWzfft2TJs2DUcffTRef/11xONxLFiwACeffDI2bNiA4uJiU9+HfnwVVbV8/qSqKOA4zuwykqOqUBTF8vtRUa1R4wcffABR7Og2nT17Nurr6y1Ro47P54OiqC037Ww2GxQLfh61n2cVDMNAteDnMRgMtgxUGTFiBO644w68++67bULgzYKIVQQCgUAg9FJUVYUoqRAlpcMyiqJa3FcHJxbqjiwiZPV1ZFlBMCYgEBUgyR0/H4TEWFG0IiJV6kybNq3DIJRzzz0Xe/fuxXPPPdciVi1YsAAOhwPLly9vyZmaOHEiDjvsMDz22GP485//bHTpiekNYpUKRKNRs8voFBWw9H5kWRugcpaocdiwYQkfLyoqQqPPZ4kadZqamqCoKphmsYqmaaiw3udRUbTvYF1Us9rnMRAItGmn1LHCfjRfLiMQCAQCgZBxVFWFIMmIxrUA7fogh6rGKPbWaRlZdYEYhH6YVdTX4UUZdYEYyuvCaAzFiVDVTXTRqrIhjAhnTqZV60yqQJRkUvWEAQMGgGW1e/SSJGH58uW4+OKL2wSiDxs2DKeddhrefvtts8rsgNUuagHtu6X1R1GFaomL2k6xuOjn8bgtKbK0hmEYy+1H3VnVBovVCGhilYrmfQgAFhN427dT6ohix1gKoyHOKgKBQCAQ+hmqqiIYFRCMCvA4bSjw2vvEVLT+TIQTEYjyCTPPCN0nLsg40BSFw6Y5rbyu7P+cECdVz1EUBYqiwO/347///S9WrFiBZ555BgCwZ88ecByH8ePHd3je+PHj8cknnyAejycd187zPHieb/l3KBTKzpsAAJUIQT2FoijLC0Esy0K1+H4EYLn96PP5OjiCVACRSMScgpIgSdr3si6YA9aqMZmzClAhy/JBkc0EiFhFIBAIBEI/JhoXEY2LcNgYFHgdyHHZSGh7L0FR1OZWPz5hKyghc/Bi9kUrSVbgC8cRipEA/J4yd+5cPPvsswAAu92Ov/71r/jd734HQLvABYDCwsIOzyssLISqqvD7/SgrK0u47Ycffhj33Xdflipvi6paz1nVHhWwXEZQa2w2GxCLWX4/ohcca6sJk42NPiT6VWm1z6Msy1BVtBF9eF5zy1rhfMvv93d0qEG7sclxHLxerwlVaZA2QAKBQCAQCOBFGbX+GPbWheGP8AlPXAjWQJRk1Ac4lNeF0BDkiFBlILpota8+jHBMyMg2JVlBXUD72QtGiZsqE9x9991Ys2YN3n//fcyZMwc33HADHnvssTbrdHaR2Nmyu+66C8FgsOXP/v37M1Z3e6zYYtfh46mqlnKJKIqCV199FUuXLgXP873CWQVY81gnwio18jyPUDgMiu7o+olGo5b6PaoH1tvt9pbHdCHICiRrAwTMF1CJs4pAIBAIBEILkqygIcjBF44jz21HgdcBliH3tqxAjBfhjwiIxs3JUCIchBdl1PhjaIrwKPQ6kOO2d/2kdhAnVfYYOnQohg4dCgCYOXMmAE1kuvLKK1FUVATgoMOqNU1NTaAoCvn5+Um37XA44HA4Ml90Iix0QaujomPblZVq3L59Ox5+5M9QVBWHHnooAGsJA50RjVrHtZQMs8ULHT1cnbK7ACXeZpmsKOB5Pmkrr9EIgnYTQm/31InFYnC73SZWpuH3+7V92U6kt0JrKhGrCARCVli6dKmhr3fllVca+noEQl9HUVT4IzwCUQFeJ4sCrwNOOzltMBpBlBHiBIRiIglLtyC6aOUL8yjKSU20EiUZTRGeiFQGctxxx+Ef//gHysvLMXHiRLhcLmzatKnDeps2bcKoUaMsc5FrNUeQoihAhzxrazmCYrEYJFnRpuWKB4V9K7m/khGNWr9GSZIgCEIbl5AZ6K1rtM0F8G3FKr1d0So/x4KguXAdDgfica1WKwhBOvq+ZJh2YhXMFyfJrVICgdAvefjhhzF58mTk5OSgpKQEF154IXbs2NFmndmzZ4OiqDZ/pkyZ0madefPmobCwEEOHDsVrr73WZtnrr7+O8847L+vvhUDIJqqqIsyJqGyIoKoxQlw9BiDLCgIRHpUNYVTUh9EU5olQZXEESROtKuqStweKkjapsaI+Qtr9DOaLL74ATdMYOXIkWJbFeeedh7feegvhcLhlncrKSnzxxReYNWuWiZW2w0IXtIB24dreWQVYS1BrHX7fGivVmAxRFNsIbFbEKuKk3+/XMp9srg7LrFKjjp5P1V7gs0qNmkstwQIL7Edyi5RAIPRLvvzyS1x//fWYPHkyJEnCPffcg5/97GfYunUrPB5Py3pnnXUWXnrppZZ/t/6iee+99/Dvf/8bH3/8MXbt2oWrrroKM2bMQFFREQKBAO655x589tlnhr4vAiGbxHgJMV6CnWVQ4LUj1223RDhoX0BVVUQ4ESFORIyXiJDRS9FFK1+YR2GOA7luO3FSGci1116L3NxcHHfccRg4cCAaGxvx3//+F//5z39w++23o7i4GABw3333YfLkyTj33HPxhz/8AfF4HAsWLMCAAQMwf/58k9/FQazgbGhNJBJJeFFrpRY7SZIShm7zPG/6ZLOuUFUV8XhcC4W3KHrbZ0FBgal1BAKBZmdV4pZc3cFkBXiehwq0aR+2Umuqz9cE0Aza2yat0OJLxCoCgdAv+eijj9r8+6WXXkJJSQnWrl2LU045peVxh8OB0tLShNvYtm0bpk2bhkmTJmHSpEm45ZZbUF5ejqKiItxxxx2YO3duS2YGgdCXECQZdQEOjaE48j0O5HvsYEiuVbfgeAkhTkCYE0mofR9CkLSBBb5wHJKsEpHKIKZOnYqXXnoJS5cuRSAQgNfrxYQJE/B///d/uPzyy1vWO/zww7Fy5UrceeeduOSSS8CyLKZPn47HHnusRdCyClYSq8LhcMLPciwWs8xkM82ZZM3JZl2ht33m5OSYXUpyLOL2C4VC2meO7djqZzVnVTweB1TA5TroArOKEC3LMvx+v9ZOKberxwLHmohVBAKBACAYDALoOMp65cqVKCkpQX5+Pk499VQ8+OCDKCkpAQBMmDABzz33HPx+P8rLy8FxHEaNGoVvvvkG69atw5IlSwx/HwSCkciKCl84jqYIjzy3HfkeO+w26961tgp6DlWYE8kkvz4OOb7GctVVV+Gqq65Kad2JEyfi008/zXJFPScW4ywjBAWDwYSiuqJojqDWF+NmIUkSVACJ9pbVxSorBuq3R1XNd9sAmlilqCoo1pFAmrRGjTrxeLxjG6BFjnUoFIKsKKBs7g5ilRXcX+Q2KIFA6Peoqop58+bhpJNOwrhx41oeP/vss/HKK6/g888/x+LFi7FmzRpMnz69JQ/hzDPPxOWXX47Jkydj9uzZWLp0KTweD6677jo8++yzWLJkCcaMGYMTTzwRW7ZsMevtEQhZR1VVBKI8KurDOOCLguMls0uyHIlyqIiQQSAQukKWJcvkGCUfcW/+Ra2OJEmJjFWWuPDuCiu0XXWNNfZjJBKBqgIU2zHo3Urh5YB2TFWgjeBsFWeVPlWRtnecSmiFAQ/EWUUgEPo9N9xwAzZu3IhvvvmmzeOXXnppy/+PGzcOkyZNwrBhw/D++++3BLAuXLgQCxcubFlv4cKFOOOMM2Cz2bBo0SJs2rQJy5cvxxVXXIG1a9ca8n4IBDOJxEVE4iKcdgYFntSmo/VVSA4VgUDoKXqOkdnT1wDA5/NBUVUwHUbcW0dkkWU56TKr1JiU3iCoWeRYR6NRzXHIJBCrYI0adbQctQ5jNC2Rq+Xz+aAoKiibs6PGa4EaiVhFIBD6NTfeeCPeffddfPXVVxgyZEin65aVlWHYsGHYtWtXwuXbt2/HK6+8gvXr1+PFF1/EKaecguLiYvziF7/AnDlzEAqFkJubm423QSBYjrggo0aIoTEcR4FHC5qmafPbWIyA5FARCIRMwnGcJc4f9AvbjhGF1hFZtDZAFRTaC2rWqTEZVhNZEmON/RiNRrXjzCYIo7eAyNIaVVU7hP5b5Vj7/X6tndLm6iBWqTA/qJ6IVQQCoV+iqipuvPFGvP3221i5ciVGjBjR5XN8Ph/279+PsrKyhNu79tprsXjxYni9Xsiy3GLb1/9WFNLyQ+h/iJKC+iAHXziOPI8d+R4H2D4Yxk5yqAgEQjawkshSX1+fUIC3wkWtTmfOKqvUmBSLiSzffvsttmzZgl/84hctj6mqNfYjx3FaGyDdUc6w0ucRQMLplFY51j6fD6qigra50OHMxQK/e4hYRSAQ+iXXX389/v3vf+N///sfcnJyUFtbCwDIy8uDy+VCJBLBwoULcfHFF6OsrAwVFRW4++67MWDAAFx00UUdtvf888+jpKQE559/PgDgxBNPxMKFC7Fq1Sp8+OGHGDt2LPLz8418iwSCpZAVFU1hHv6IgByXDQVeBxy9PIxdlhWEOREhTkBcSH6BRCAQCD1Bz8o0m7q6OsiJrrxV1TI1yrKMRAnrqoVqTIbVRJYbb7wRcUFqN3zIGvtRz4FCArHKKkIQ0OyqSjSdEtb4udYzqxh7x+EIVvg8ErGKQCBkhSuvvNLsEjpFn9Q3bdq0No+/9NJLmD17NhiGwaZNm7Bs2TIEAgGUlZXhtNNOw3/+858OI4Xr6urw0EMP4bvvvmt57LjjjsP8+fNxzjnnoKSkBEuXLs36eyIQegOqqiIUExCKCXA7WBTmOOB2JLDxWxQ9hyrMiYiSHCoCgZBlVAtdeNfW1iZ0iVvholZHluWE0+EA69SYFAsda0BzBMmy0ibg3yrHmuf5xEIVrFMjoDvAEgu8VqixqakJiqLCliBgHRZw0RGxikAg9Eu6usB0uVxYsWJFStsaOHAgKioqOjy+YMECLFiwoDvlEQj9ghgvIcZLcNgYFHgdyHHZLDGePREkh4pAIJiFFRwYqqqi+sABS7c0AUg6OdEqTpbOsFKNiqJYWmTheR6gkrizVevsR31qYXusIqjpQxNoW0dnlRVcdESsIhAIBAKBYCq8KKPWH0NjiEZ+c66VFcLYBVFuafMjOVQEAsEMrHJR29jYiHg8+YWr2Re1Ogcnr3XoA7TEfuwUC9WotdlZN58sHo8DVLL8S+vsx0gkAsXCol9jYyNUmgWYxNlfZv9cE7GKQCAQCASCJZBkBY2hOJoiPPLcduR77LCxxuZakRwq49Hv3lvVVUcgmIqqQhAEs6vAgQMHICdxlaqAJWoEkl9cW6nGzkjmDDOaaDSa1EVnhf0Yj8c7bQO0Qo0AEA6HEzrUrFJjQ0MDwCZyVcESx7rvjeMhEAgEgik0NTV1608qUxI///xzzJkzB4cffjg8Hg8GDx6MCy64AGvXru2w7rp163DGGWfA6/UiPz8fs2bNQnl5eTbeMiFLKIoKf4TH3rowapqiiAtSVl9Pz6E64IuivC6M+iBHhCqDiMRFVDVFUdUURSRujYs0AsFKWMHdAABVVVWQFQW009txoYXCy3meTyqyWKXGZFjlWAOdOIJgjRo5Lg7QydoArXOsQ6EQkiUHmF2jLMto9DWBShCuDljj80icVQQCgUDICAMGDEjbGUFRFFavXo1jjz220/WWLFkCn8+Hm2++GWPHjkVDQwMWL16MKVOmYMWKFZg+fToAYPv27Zg2bRqOPvpovP7664jH41iwYAFOPvlkbNiwAcXFxd1+fwRzCDeHmbvsLAq8DnhdmQtj13OoIpyY1DFAyA7RuIRAlIfQqr2yIRhHMCqgwOuA20FOUQkEAJa58K6qqoIsK2DcuYDga7PMChe1Osna1wDr1JgUixxrwPqOoBjHgWKcCZdZpUZAE6vUROcXFnAtNTU1QZIk0E5P0nXMrpGcCRAIBAIhY8yZMwdDhgxJaV1ZlvHggw+mtO7f/vY3lJSUtHnsrLPOwqhRo/DQQw+1iFULFiyAw+HA8uXLkZubCwCYOHEiDjvsMDz22GP485//nMa70YjxMuwuBSxNWSJHqb/CCRK4Jgl2lkGB145ct71bbWOiJCMUIzlUZhEXZDRF4uDFxPtekBTUBTi47FrovsNmbBsooWtivIQaf8zsMvoFNK01wVihNUxzVqmgnW3FKpqmLXHhraNNX2v7GE3TUGGN/ZgMvUar7EdNrGr7mFWOtSRJEEURFJPTYRlN01AtUKNOKBRKKPrRNG16jQ0NDdrPtCOxWEVT5tdIxCoCgUAgZIxrrrkGxx13XErryrKMRYsWpbRue6EKALxeL8aOHYv9+/cD0E5eli9fjiuuuKJFqAKAYcOG4bTTTsPbb7/dLbGqPsghKmtflzQNsDQNltH/UGBoCjaGBsNQYGnSXZ9tBElGXYBDYyiOfI8D+R47GKbz/U5yqMxHkBT4IzxifGotnZwgg2uKweNkke9xwM6Sny2zifGaG44XlaRiIyGzMAxjGddSdXU1FFBg213YsiwLVVFMv6jV0bKW2ooDLMtCkWVL7MdkMAwDxUL7UWtfa7sfGZaFJEmm16gfY4rp6LSmaRqyLJteo06i/QgANMOYXmN9fT0URQVtTyJWMUSsIhAIBEIf4YknnsDw4cNTXp9hGDzxxBMYOnRot14vGAxi3bp1La6qPXv2gOM4jB8/vsO648ePxyeffIJ4PA6nM7FtnOf5NieyoVCowzqKAgiK0qZ1qTUUBTAMBRtNg2VpMBQFG0uDoSlN3KIpEiKdIWRFhS+shbHnum0o8Dhgb+XCUVUV0biEUExAlJcSj+AmZB1R1kSqaLx7uWPRuIQYL8HrsiHfYyeCsAm0FqkIxsIwDGQLiAMAtBtDNk+HCWw0TUNSFMu4lhI5WawmYCSCYRgoFqoxGAx2aF/TnX5m1xiJRKCqAMXaOyyjKAqMBVxLOsFgMOF0Spo2X6yqq6uDoipJnVUMw5gu8BKxikAgEAgZ4eabbzbkOTrXX389otEo7rnnHgCAz6e1JRQWFnZYt7CwEKqqwu/3o6ysLOH2Hn74Ydx3333drgcAVBWQJBUSZCCJg0d3Y7EMrTmydCGrWcwirYbpoaoqglEBwagAj9OGXJcNMUEiOVQmIykKAlEtD6ynOqGqAuGYiAgnIs9tR57bTn5ODIATJPgjRKQyE12sMlsI4jgO9Q2NoJ0dv18ZhoEkiqZf1OoEg8GOjiCGgSiKposDnUHTjKXaAHVHEN3qBhvdHGhudo16nhbFOhIut4JrSUf7PALtv7IYC7iWdGcV60gwNAHaz43ZNRKxikAgEAi9jj/96U945ZVX8PTTT2PixIltlnXmXOps2V133YV58+a1/DsUCuGQQw7pebHtkGQVkqwmvQBkaIBJ0mqo/T9xliQjGhcRJRPlTEVWFASjWstlps1sqgoEogLCnIA8jwO5LhtxKmYBTpAQiAiIi6Rl1mxoxhoCRk1NDRRFAe1JkBHEWEPA0PH5mjpmLTGMJbKWOoOx2H4MBAKaI6jd71gruJYCgQAUVQVlS+yUt4LIopNsP9IWcC3V1dW1ZFapasdzUiuIfkSsIhAIWWHlypWGvt60adMMfT1C6gSDQdxyyy344IMPoKoqzj77bDzxxBMJHVCpcN9992HRokV48MEHccMNN7Q8XlRUBOCgw6o1TU1NoCgK+fn5SbfrcDjgcCS+S2cksqJd8HfWaqi7sFi2+W+GBkvruVmk1ZBgPKqqIhgTEIwJULJsxJEVoCnMI8QJKPA44HVmbkJkf4aIVNaDoa0hstTU1EBWVDDO3A4XtUyzI8hs9xeaa/AHAh0et1KNyaAZLbzcKjX6/X4oqor2Iy7oZpeamei10UnEKpqmTa9RJxgMQlFUtI/WZGgGgmBujVoboArK5oYqRDosZyzQqkhuzxIIhH7JwoULQVFUmz+lpaUty1VVxcKFCzFo0CC4XC5MmzYNW7ZsabONefPmobCwEEOHDsVrr73WZtnrr7+O8847z5D3YnVuuOEGHDhwAC+88AKefPJJrF69GnPnzu3Wtu677z4sXLgQCxcuxN13391m2aGHHgqXy4VNmzZ1eN6mTZswatSopHlVvQlVBURJASfICMdE+CMCGoJx1PhjqGqMoqI+gv2NEdQ0xdAQisMf4RHmBMR4CYKkkOwmQkZRVRWhmIAqXxT+SPaFqtZIkoqGYBzVvmjKwe2EjnCChJqmGGr9HBGqLAbNWGMaoCZWKaATtAtZSWRpaGiAkqD92yr7sTMoWMPJotPU1JR4X1rAWdXY2AhF0USWRNA0bbprSafFWdUOmqEhiubux9raOoB1g0ri2KcZGpIkQTHyi70dxFlFIBD6LUceeSQ+/fTTln/rFmwAePTRR/H444/j5ZdfxujRo7Fo0SLMmDEDO3bsQE5ODt577z38+9//xscff4xdu3bhqquuwowZM1BUVIRAIIB77rkHn332mRlvyzR27NiBMWPGdHh8xYoV2L17d8uEvvz8fFx22WVpb/+BBx7AwoUL8cc//hH33ntvh+Usy+K8887DW2+9hUcffRQ5OVq7QmVlJb744gvceuutab9mb0VrNZSBJBeeLEOhwEscKYSeEYmL8Ed5SJK5AqggKagLcHDaGBTmOOCwtfcCEBIRF2QEojw4MiHTsjAWaQOsra3Vsm2cXsjxtsNHrNS+pgdGU2zb7zbGYm2A4XAYv/rVrxCLxbBkyZKWx63QYqfT1NSUeIqdBWrURUmbww1V6ihAMgxreo06TU3+Di2AQHN4edw8QU1VVdTW1YJKEq4OHPz9I4qiaZ0HxFlFIBD6LSzLorS0tOVPcXExAO0X+JNPPol77rkHs2bNwrhx47B06VLEYjH8+9//BgBs27YN06ZNw6RJk/CrX/0Kubm5KC8vBwDccccdmDt3bren3PVWjjnmGNx///0d7lzm5uZiz549Lf/es2dPp+14iVi8eDEWLFiAs846C+eccw5WrVrV5o/Offfdh1gshnPPPRcffvgh3n77bZxzzjkYMGAA5s+f36P315eQZM2R4gvzxGlFSJsYL6HaF0VDMG66UNWauCjjQFMMdQEuaRstQROpav0x1PhjRKiyOJrIYr4jSM+2oRKMuG99QWs21dXVzRk8CbK1aPPb13QqKiqwd99+HKhtwM6dO1set0KLnU5joy9h7qAV3F8tU+zsiYPBNdeS+fuR53lEYzFQNleHZQzDQJJE087B/H4/eF5I6JbUsYLIS8QqAoHQb9m1axcGDRqEESNG4Je//GWL2LR3717U1tbiZz/7Wcu6DocDp556Kr777jsAwIQJE/Djjz/C7/dj7dq14DgOo0aNwjfffIN169bhpptuMuU9mckXX3yBt956CxMmTMA333zT8vi8efNw6qmn4uc//zlmzpyJ+fPn45Zbbklr2++99x4A4KOPPsLUqVM7/NE5/PDDsXLlSthsNlxyySWYPXs2Ro0aha+++qpFjCQcJBQTcKApBlEmF/aErokLMmp6gRiki2mN4TgkE9sXrAYRqXofNE0DMN8RVF9fr2UE2Tu2XdE0DajWcFYdOHAAsqyAceZ2WGYFR5AOx3EJRQqKoiwhsiTL/gI095fZNR44cAAKmKQB61Y51nq2VqI66ebWO0kyp4W9rq4OipL4Z1rH7BoB0gZIIBD6KccffzyWLVuG0aNHo66uDosWLcIJJ5yALVu2oLa2FgAwcODANs8ZOHAg9u3bBwA488wzcfnll2Py5MlwuVxYunQpPB4PrrvuOrz88stYsmQJnn76aQwYMADPPfccjjzySMPfo9Ecf/zxWLt2Lf7yl7/grLPOwq9//Ws8+uijmDt3LsaMGYOPPvoIqqri1ltvxYwZM9LadjqB/RMnTmzT3knoHEFScKApigE5Lnic5LSA0BFBUuCP8L0uFyocExHhROS57chz20G3nx3eT+BFGf4IaffrjVjFtVRfXw+wTlB0xxZbiqJB0ZQlxIH9+/drQfCuXCB2oM0ymrGGgAEA8Xg8oWvJKlPsmpqaoKoqKNYOoG2hVnBWVVcfAOyepMNkGIYBJ2quJTMHzui5X7TNBQgd22fVZteSzWZ8JENDQ0OzC7ELZxXMFaLJWSmBQOiXnH322S3/f9RRR2Hq1Kk49NBDsXTpUkyZMgUAOnzBtf/S04O+W//7jDPOgM1mw6JFi7Bp0yYsX74cV1xxBdauXZvdN2QRGIbBH/7wB/ziF7/AddddhyOOOAJPPvkkLr30Upx++ulml0dIgqIA9UEOuaIdhV47mSZIAACIsiZSReO9S6RqjaoCgaiAMCcgz+NArsvWbz7fvCgjEBV6nchIOAjdLA6ZL1Y1JA2zBjQHhiybL4ZWVlZCAQVboiB4mjbVIdKaeDwOFYlCt63RBtjY2KgJGXY3IEfbLGNMrjEajcLX1ATaOSDpOjStCUGyLINlzZM7WkQ/uwtouxtN/9nW3JJKF84qbT+aebxJGyCBQCAA8Hg8OOqoo7Br166WqYC6w0qnvr6+g9tKZ/v27XjllVfwwAMPYOXKlTjllFNQXFyMX/ziF1i3bh1CoVDC5/VVRo4ciRUrVuAvf/kLbrrpJsycObPFlUawLqGYgBo/aQvs70iKgsawNmWvNwtVrZEVoCnMo8oXRSRu/sVgNuFFGXUBDgeaYkSo6uVQzW5AMy8WOY5DJBoF1UW7kNluG1VVUV6+F3DkQput1xbaAu1rOvF4vL1hCYB1atQDzJO1fZpZY1VVFWQlcaunDsPQ2uRkk/dli7MqWfsszKtRP8aUo5Of6+YpmiSzikAgEEyG53ls27YNZWVlGDFiBEpLS/HJJ5+0LBcEAV9++SVOOOGEDs9VVRXXXnstFi9eDK/XC1mWW7589L/NHPtqJN9++y3uvvtuzJs3D2+++SYuv/xybNu2DaWlpRg3bhwWL17cb/ZFb4UXFdQ09R2RgpA6sqI5qaoaowjHxIRtKr0dfbhAVR8S4nSISNU3MVscaGxshKJ05cAwX2RpbGxEMBQC4y5IuNwKgpqOIAgJnVWMRULgGxoatKmKSUQWWZZNO5fbt28fZFkB7c5Luo7mWlJNd9Lp+5FOELBOM7SpLb6NjY3NOXSdTANsdn+Z6ZokYhWBQOiX3Hbbbfjyyy+xd+9e/PDDD7jkkksQCoVw5ZVXgqIo3HLLLXjooYfw9ttvY/PmzZg9ezbcbjd+/etfd9jW888/j5KSEpx//vkAgBNPPBGff/45Vq1ahSeeeAJjx45Ne/pdb+T555/HqaeeirVr12Lfvn248sorce2116KwsBAvvvgi3nvvPTz//POYOHEifvzxR7PLJXSC3NwW2ESmBfYLVFVFIKq5jgJRoU+KVO0RJQX1QQ41TTHEe3mWkyApRKTqw5gtYPh8vqTh6jpWEKvKy8shyQoYd37C5VZpsQOanSoJJ+1ZQ1A76KzqKGTQzTlGZglBlZWVmrPK1ZlYZa5rSUcTetUkop82ac+s/ejz+boOWDdZUANIZhWBQMgS06ZNM7uETqmqqsKvfvUrNDY2ori4GFOmTMGqVaswbNgwAMAdd9wBjuMwd+5c+P1+HH/88fj444+Rk9N2HHJdXR0eeuihlimBAHDcccdh/vz5OOecc1BSUoKlS5ca+t7M4pFHHsHixYtx8803A9BcVqeccgoeeeQRFBYWYtq0adi4cSMWLVqEU089FdFotIstEswmGBMQFyWU5LvA0uT+Vl9DVVWEORHBmABJ7gcKVQLioowafwxuB4sCrwN2tvd8zntr8D0hPSja3Alx+kUtZe/oDtGxgli1Z88ebRKguxCKEOuw3Ao16kiSBBUdmxWtkqtVX18PRVHBOjqKVQxNt+QY2e12w2urqKiAJKuwu/KTrqO3r5l9vPUQc3ui/WhyjT6fDyrNgGKSh7trkz7NzawiYhWBQOiXvPbaa50upyiqQ4B6IgYOHIiKiooOjy9YsAALFizoQYW9D7/fjzFjxrT8e/To0ZpjIxBAYWEhAMBut+P+++9P6FAjWBNeVHDAF8WAXBfcDnLa0FeIxEX4ozwkqX+KVO2J8RJivASvy4YCr93S4iwRqfoXZgsYLe1CXQSsmy0M7N69G5KiwOUpSCJWMZYQgoDkriS6WQiSZbllEpsZ1NXVQVZV2O0etG/2011LZu3Lffv2QQHV6RQ7bT+aV6NOQ0MDVIoGxTo6LDN7PzY1NQGMs9N1zK4RIGIVgUAgEDLEmWeeiXnz5iEUCsHtduOZZ57B6NGjMXLkyA7rHn744SZUSOgusgLUBTjke+zI95Bpgb2ZGC/BH+EhSCQ7LhERTkQ0LiLXZUeexwbGQqIVEan6JxRlrlilO6uYTp1V5gtBe/bsgaxSoJ15AKo7LKdpCrxFfnZkWdZa7Nt9l9K01nYlSZKpYlVtbS3AOoEEv/8oEwUMVVVRUbEPcOR2eh6iiSzmOoIATfRDEpFXP9amOauamkAlyNJqjRXaKa3zDUwgEAiEXs2SJUswZcoU3HTTTbj88stB0zTeffdds8siZJBAVECtn4NEQvJ7HXFBRk1TDHUBjghVXaCqWgusluFlfm6b0JyvVe2LEqGqH2IZZ1Un2TYUTZlao6Io2LlrFyhnXouY0h4tGNwaPz/Jwsn1tisz96WqqjhQUwMqSfC2mW6bpqam5hD9/E7X02s0MxhckiTU1TckDTCnKPOOdTweB8fFQdk6d1ZR1EHx1CyIs4pAIBAIGSE/Px8vvvii2WUQskxclElbYC+CuHG6j6IA/oiAMCci32NHjsvYfBZBUhCI8n1uaiEhPczOrNJDojsPWDfXWXXgwAFEIjEwniFJ17FKix2QXESxQttVU1MTOC4O2lmWcLmZLXb79u3rMlwdsMZ+bGxshCzLoF2J2xX1XC0zagyFQlBVFXSC9sTW0Iz54ik5yyQQCAQCgZAWrdsCC7ydn+wQzEGUNZGKCB09R5JVNIZ4BGMiCjwOeJzZPX0mIhWhNZojyDyHSENDA1Ta1kUQMwVBMO/zumfPHkiKFq6eDKqV28aqYhVFme8Iqq6uhqyooB05CZfTlNZiZ0aNVVVVkGW1udUzOVRzi52Z+7Gurq55PyYRq0w81sFgEIqqgrJ1IVZZ4PNI2gAJBAKBkBEef/xxrT8/zec0NDRkqSJCttHaAmOkLdBCSIoCX5hHtS9KxI4MIza34x1oiiIuZP7kvXW7Hzl2BB2aoky+6K5PmrujQ1F00tY2I9i1a5c2CdCTXKyiKQqqau6Ft46iKEjUXGyF9rWqqqpm91JuwuVmZlZVVlZCVhTQSWrToU1ssdOpra2FoiignUnEKtq8FrtQKKRN+OzKWWWBzyMRqwgEAoGQEW6//Xbs27cv5fVlWcbtt9+O/fv3Z7EqQrbhBK0tkDPxrjoBUBQV/giPqsYoQjEBJscs9Wl4UUGNP3P5X4KkoCEUJyIVISGUic4qQRDga2oC7Uicu6ND09TB0HAT2LNnD6QuxCqqOXTb7CB4oDmwOsGuomjK1NBtoFkQkhXQSVrtaFoLNjfjM3ngwAHIigrG2YVYZYE2wNra2k6dVXpAvBn7MRKJQFUBiu28tV2vkbQBEggEAqHXo6oq/vnPf+Kjjz5KaX0z78ISMousALV+0hZoBqqqIhgTEIoJkMmPlKHEeAkxXoLXZUOB1w42zcmBoqwgEBUQ4cydWEWwNhRlnlhVV1enuUPcnYtVrdvXWNb4y8s9e/ZAodikoeCANVqadGRZhppArdJDt808P6qoqICsqHC68iBFGjssN7NVsaamBgooUJ3kpwEHRRYz92OLs8rhhap2rIOiKdOOdTgchqqqoJjOz9d08dTM/UjEKgKBQCBkjOeff97sEggmEogK4EUZxXlOMGleuBPSQ1VVhDkRwZgASSY2KjOJcCKicRG5LjvyPLYuP/tEpCKkA01T4E0akNCVO0SHbr6oNUOsEkUR5Xv3gnLlt4gUiaBMdAS1Jx6PJ3RWmela0tm7d28r4S+BWNXqWBtNbW0twLo7Pc6ANY51TU1Ny8+OHA91WG5mi100GoUKFTSbPIcOsIZDjYhVBAKBQMgIxClFAJrbAptiKM51wWk3N8S2rxKJi/BHeUgSEamsgqoCwZiAcFxAntuOPLe9wwWVKCsIxjSRirRpElKFoqiEzgwjqKmp0SYBOhOHbetQlHkukaqqKvC8AMY7qNP1dGeVFc5VeJ5PmFlldsC6KIrYU17eqfBHNx9ro2tUFAUNjY1duqoA7VibHbBeW1urDSZI0mpHwTxBjeM4rQ2wk6EJQHONJhzr1hCxikAgZIWKigpDX2/48OGGvh6BQEiOJKuo8cdQ4LUj30PaAjNFjJfgj/AZyUkiZAdFAfwRAWFORL7HDq/TBklRiUhF6Db6NEBVVbt0lGQaLSNIgS3JZDgdXWQxw4FRXl7enFdV0Ol6FEWZFmjdnlgsljDfy2xnVUVFBeK8ACZncNJ1KJMcQcFgEIIggnZ2LVaZmQelU1NTC3TSlmrWfgR0sUoFRXchVtHmC7zEo08gEPolw4cPB0VRHf5cf/31AIDZs2d3WDZlypQ225g3bx4KCwsxdOhQvPbaa22Wvf766zjvvPMMez8EghXxRwTUBTjIFriT3VuRFAWBKI/9vkjGAr0J2UeSVTSGeFQ1RVHtiyIcI0IVobuYl7+jTYZLwVlFm1djeXl58/S6rsUqqNZwVumZQe0xO2tpx44dzcJfUdJ1zKoxGAxqAgvr7HJdM/OgAE0MCgSDnQ4moCnz2inj8bjm7GM69y3RFsj+Is4qAoHQL1mzZk2bL4jNmzdjxowZ+PnPf97y2FlnnYWXXnqp5d92+0Er73vvvYd///vf+Pjjj7Fr1y5cddVVmDFjBoqKihAIBHDPPffgs88+M+bNEAgWJsZLONAkk7bANInxEsKcCE6QiMjRiyGtmoSe0jrbhmGM/R1aXV0NBVSX0wDNdLJozioVjq6cVTQFwNyWJp1AIAAloVhlbvvatm3bIMkKHN7ipOuYFVQfDoehpDDBDjDX6QcADQ0NzeHqnTmrzBOCBEFodlZ1/vtEzycjmVUEAoFgMMXFbb+IH3nkERx66KE49dRTWx5zOBwoLS1N+Pxt27Zh2rRpmDRpEiZNmoRbbrkF5eXlKCoqwh133IG5c+di6NChWX0PBEJvQZJV1AZiyPeQtsDOkBQF4ZiISFwkoekEAgFA2/Byo9m/fz9g87Rc/CfDzLBoLRCc6XQSIGBuje3x+ZoS3oTQ3V9milWyooLxFiZdx6zwcr11kmJSEavMdQTV19drjsTO2gCbJz+acawFQWguovOfa9IGSCAQCBZAEAT861//wpw5c9rkQaxcuRIlJSUYPXo0rrnmGtTX17csmzBhAn788Uf4/X6sXbsWHMdh1KhR+Oabb7Bu3TrcdNNNZrwVAsGyqCppC0yEqqqIxiXUBTjsb4giECXT/QgEwkH0i1qjLxhjsRgaGn2gXbldrmtWeLksy9okQGde1xPiLBKwHo/H4Q8EEi7TBDVz2tdEUcSWrVsBVwEoOrmfhTKpfY3n+eZQ8K7dhWYLkw0NDVDUzsUqM2uUpGbHdlciNEWbKp4CRKwiEAgEvPPOOwgEApg9e3bLY2effTZeeeUVfP7551i8eDHWrFmD6dOng+d5AMCZZ56Jyy+/HJMnT8bs2bOxdOlSeDweXHfddXj22WexZMkSjBkzBieeeCK2bNli0jszh3g8jueeew7btm0zuxSCBdHaAmPgRfPvbpuJKCvwR3hU+aKoD3KImTSankAgWBs9dNvoVhwtr0oB4+xarKJoCqpqfI21tbXgOB6Mu/MWQMC8/die2tpaKIqSsAWLMrHGPXv2IBrjwOSUdLoeTWviqdE1iqIIQAWorsUqs8P0GxsboShqp5MLdXHVjBp18akrx6TeOkvaAAkEAsFE/vnPf+Lss8/GoEEHxx5feumlLf8/btw4TJo0CcOGDcP777+PWbNmAQAWLlyIhQsXtqy3cOFCnHHGGbDZbFi0aBE2bdqE5cuX44orrsDatWsNez9m43Q6cdNNN2HFihU44ogjzC6HYEEOTgt0IM/dtaW/r6CqKqK8hAgnghP6t1hHIBBSwyxH0P79+yHLCmhXXpfras4q4x1Be/fuhawooF35Xa5rdh6UTmVlpdYi5soD5EibZWblQQFadqskKWC7EKsok2rUA+kpdD0Rkza5fc3n80FRVdg6Eato2rzPY6Jw/0SY+XnUIWIVgUDo1+zbtw+ffvop3nrrrU7XKysrw7Bhw7Br166Ey7dv345XXnkF69evx4svvohTTjkFxcXF+MUvfoE5c+YgFAohN7fru5N9hZEjR6K2ttbsMjJCU4QHDztoigJNaa5phqJAgQJNayccNIXmfxs7Vrw3o6pAU5hHXJBRnOvs0/tOkBREOBGRuACZdEASCIQ00C+8zXFWqWBTEKv0bBvN/WIcFRUVkGUFjDu/y3Xp5glxZjur9u7dq03cy8kDIu3EqmYBw+j9CGhilSjLcHXprDIvTB8AVHQttOjuLzP2I9AsVikqaLsr6TpmuuhShQSsEwgEgsm89NJLKCkpwTnnnNPpej6fD/v370dZWVmHZaqq4tprr8XixYvh9Xohy3LLF6T+t9kZCUZz880345FHHsHZZ5/d60W6uCCB4lM/4WEo7QteE7coUJQmYjEUBYoCaFoTthhaW0ZRlPac5v/vb8R4CdX+KEpyXXDY+s60QN1FFY6JiPfzlsfOUBQFYU6CAhW5LhsYmiRUEAit0S8Yjb7w1hxACuwptAGaJWBUVFRAUhS4UnBW0c1td2YJGDo7d+6EJCtgPUVApLrNMk1kMc9ZJYPt0qVG04wpn0eWbZYtUnAFmSXw6jQ1NUFRVVC25GIVTTOmiacHp4p2vi/1nxkiVhEIBIIJKIqCl156CVdeeeXBL0EAkUgECxcuxMUXX4yysjJUVFTg7rvvxoABA3DRRRd12M7zzz+PkpISnH/++QCAE088EQsXLsSqVavw4YcfYuzYscjPzzfqbVmCLVu2oLGxEcOHD8f06dNRVlbWRoihKApPPfWUiRVmD1nV/5N+SDZN4aDA1SxyaWKWJnTprq7WIlhfcHVJktYWWOh1ILeXtwUKkoIQJyAaF9HPNOq0UFUVEV5EOCZAaf5RicVFuJ025LhsYIloRSAAAJjmi1qjxYHq6mrNHeLM6XJdXcBomTJmEJWVlVAUpBYCz5grYOhs27YNCsWCdno7LNMD1o0+1rFYDLv3lIP2DOjypplZ+9Fms2m1KV2/rpkONUATq0DbEuaS6ZgpqDEMAwpdtwOa7VADiFhFIBCyxPDhw80uoUs+/fRTVFZWYs6cOW0eZxgGmzZtwrJlyxAIBFBWVobTTjsN//nPf5CT0/akra6uDg899BC+++67lseOO+44zJ8/H+eccw5KSkqwdOlSQ96PlXjmmWda/j9Ri2VfFqt6gqICito9oYsCmtsUtbZE3aGS2NVFW87FpKqAL8wjLsoYkNO72gIVRUWUFxGKiRAkolB1RYwXEeI6Tj1UAUTjIhGtCIRW6OKA0ReMVdXVUFl3pxfcOgxjzkXtvn37oNo9KdVotoABAOFwGHvK94L2FgMJspdoxhz3165duyBKMpiCAV2uy5gkYDidTgCAmopYxZjrCPL5fADr6HQdhjHv82iz2bSPn9K5g4+xgMBLxCoCgdBv+dnPfpbwroLL5cKKFStS2sbAgQNRUVHR4fEFCxZgwYIFPS2x19Lf2h6tQIuhqyUUqfNj4LKzKPA4LCcKReMSeCmKgXlu2FlrCxW8KCPEiYjxxEWVCrwoIxjjuxT0iGhFIBzEjLYrSZJQU1MDKoH7JxFmtNjF43HU1tWDdhamtD7DmONQa83GjRshSjLYgoEJl5slqO3YsQOSLIPxFnW5rlntlB6PR5vyJ3f9umY6glRVRZM/0GkLIGBuW6rdbgcFCqrauVhlVstna4hYRSAQCARCP4QTJIiygqIcJ2yMtYQASVJxoClqybZAWVEQiUsIcyJE4qJKCVFWEIoJ4IT07s4S0YpAOCiyGNli19DQAEGUwLi7bgEEtBqNbgM8cOCANgnQk1oupi4OGN2q2Jp169ZBlGTY8sqg8NEOy/VjzfO8oXXt3bsXsqzA4e5a+DPjWAOaWEVTgCp3/bp6jUbvR0BrqRRFAbQtv9P1zPi51nE6naAoAHLn38lajebsRx0iVhEIBAIha3z22Wf47LPP4PP5MGDAAJx++umYPn262WURmpFkBQ3BGPI9DrgdNrPLaYPV2gI5QROoYryUSr4rAZrDMsRJiMaFbjS2HoSIVtaCFyU0Rcy7eOlv6GHIRl7U1tbWQlEU0I4UnVUmXHjX1NRAUVQwKWRqAeaJLK1Zu3YtJAVw5ZRA4Pd2WM6Y1Aa4d+9eyIoKJqXsL3NEFq/XqzmrpK73jVn7EQACgQAUBaBszk7XM/PzqItVXbVUavuRZFYRCAQCoY8hCAIuvvhifPDBB1BVFSzLQpIkPPLIIzjnnHPw5ptvaj3zBNNRVKApwkOUVOR5rOViArS2QEGKoSTPZXhboKwoCHMiwnERkkQUqlRJFJ6eke2CiFZmoSgKooKEaFyEJKuIp+mSI3QfMy5q6+vrISsqaHtqYpUuDhjpwKipqdGcVSkKama5lnTC4TB+2rgRlKcYFJP4/IdhGKgmOFmqqw9o+WRJ6mqNWa6lg2JV169r5rEOBALaJEC2a7EKqtbOajQulwsABTUFZ5VZDjUd8g1PIBAIhIxz//33Y8WKFXjkkUdQV1cHQRBQV1eHP//5z1ixYgXuv/9+s0sktCMcF9AY4iyZNyZKCg40RRHmjLlYi/ES6gIc9jdG4Y8IRKhKgxgvoi4YQzCaWaGqNbpoVeePwR/lIVnwM9tXECQZTREeNX7tmLYPxSdkH4ZlAVU19KK2oaEBiqKCcrhTWp9lzRHUtBo9Ka3PsKypF97r1q0DL0hg8wclXYdhWQDGiiyqqqKmtjbl/ciyrCmtYTabDU6nA6qUQhtg87E2QwgKBAJQVRV0V84qE461jtvtBk1RQBf5X0zzsTZjP+oQZxWBQCAQMs6rr76Ku+++G7fffnvLY8XFxbjtttsQiUSwbNkyPPDAAyZWSEhEXJRRH+RQmOOEnbXetMDGEI+4qKDIm/lgeElREI6JiPDERdUdUg1PzyTEaZUdVFVFTBCbXY1ECDQbltUu14y8qPX5fNoFtz01scoMQa2xsRFKGjWyrLnOqtWrV0OQZDjyhyRdhzXByRIOhyEIAmhHikH1rNYaZsZ+zMvNRV0k2OV6rBWcVV2IVayJ4qnb7QZSyP+ioE0jJc4qAoFAIPQpqqqqcPLJJydcdvLJJ6O6utrgigipIikqGoIcorx5uR6dEeFEHPDHMnIRraoqovFmF1VDFIEocVGliygr8IXjaAhxpgkbrZ1WTRHitOouoqwgGBVQ49cchUSosgYsy0I1+MK7qalJcy11MdFMx4wLb71GOo0aAfOcVatXr4ak0mByipOuY4boFw6HoaoAxTpSWp810bXk9XqBFALWzRSCgsEgVKVrsYqmaVAwp0aXy6VNA+yiDRAAWIYlYhWBQCAQ+hbFxcXYtGlTwmWbNm1CcXHykzWC+agA/BEBTREeqgXTxPW2wEi8e6GfoqzAH+FR5YuiPsghxpP8nXRRFAWBqID6QCztKX/ZQkVzGyIRrVJGVVXEeBGNIQ51gRjC8ey1bxK6h97SxHGcYa8ZDAY111IXF9w6LKOJLEbWGAqFoFI0kELOEqCLfsbuR52mpibs3LULdM5AUHRy1zJrwrGOxWJQVTWlvCrAnGOt43a7QSlyl+vp7Wtm1BgKhZozq7rOAGVY1pQaXS6XFrDeRRsgoDnpzKhRh7QBEggEAiHjnH/++ViwYAGGDh2KWbNmtTz+v//9DwsXLsRll11mYnWEVInxIkRJRlGu03LtVaoKNATj4AQZA3IcoKjO2wJVVUWUlxDhRHBC1ye7hMSoqopIXESYs66ooYtWHC/C5bAh103aA9sjKwqicQkxXoRk1QNJAHCwfc1IJ0uLEESndqlohtsmFAoBjL3L3/06ekaQGY6g9evXQxAV2IqS51UBAGuzGX6sJUnSprVSqf2OZG0205xVbrcbqiJq4lonx52madAMbUqNoVBIa6HtImAd0ALMzahRmwZIAakIfwwRqwgEAoHQx3jwwQfx7bff4uc//zk8Hg9KS0tRV1eHSCSCo446Cg8++KDZJRJSRJQVNARiKMxxwmGz3mlDhBPBi3LSaYGCpCDCiYjEBcjEaNMjYryIENd7QraJaNURXpQQiUuIC80XqATLw7KaOBCLxQx7zWg0CtC2lIUgXWQx2hGUqpgGADYT9qPOTz/9BEmWYc8t7XQ9M5xV6bqnaZoGRVGmCBh2ux0UAKgKQHWeq8ma5FrSnFVIyVllVo2aWAWoStfOKtZmM+VnRqd/f2MTCARCFlm5ciUoikIgEAAAvPzyy8jPzze1JqMoKCjA6tWr8fe//x0zZ87EsGHDcPbZZ+Mf//gHfvjhh36zH/oKsgo0hOKGTeNLF1FSUOM/2Baou39qmmKo9kURjBGhqifwooz6YHNrXS8RqlrT39sDFUVFOC6gNhBDQygOjghVvQrWZnzbVbpCkO62MfKiNhbj0quxOfvLDHFg8+bNEBUVTM6ATtdjWeOPtS5cpOKyAQCKokwTWez2ZgEoJUeQOTVGo9HmtspUxCobolHjhSBd9FPVrr8LbawNMROdVUSsIhAI/ZbZs2eDoij8/ve/77Bs7ty5oCgKs2fPztjrXXrppdi5c2fGtmdVOI7DiSeeiK+//hq/+93v8Nprr+GTTz7Ba6+9hmuuuQYOR2ohngTrEYwJ8IXjUCzYNqQoWltgrT+GysYIGoJxxEXS7tcTrBCenkn6m2glSDKaIjxq/FEEowIkotj2SnRHkJEX3vF4HOgkW6k9NhNEFlEUO81/ao/m/jI+x0iWZWzbvh2UMx9UF+IaRVFgbTbjxSpQKeUX6ZglBDGMdrzVFOR2m401xREUiUS06lLIAGNtLDjO+Br1/YgUxCrWZoMsSRDF7mWE9hQiVhEIhH7NIYccgtdee63Nl248Hserr76KoUOHZvS1XC4XSkpKMrpNK+JyubBp06aWyTu9nZWbq1HrN88CbTU4QUJ9KAbRohe+nCCjj2sQWceK4emZRBetavugaKUHptcHY83DA0Tiourl2Jpb7Iy88OZ5IW0hyGhnlSAKKecsAVr7GsPQhgsYNTU1iERiYDxFKa3PssaKLHl5eaBpQJVSz05ibazWKmowFEUhxc5UsDabKTVyHJdyCy3L2sDzPCTJ2O9ZmqYBUFr4ZxfYbJoj0axWQCJWEQiEjKL/QjPjT3emlh177LEYOnQo3nrrrZbH3nrrLRxyyCE45phj2ryvRx99FCNHjoTL5cKECRPwxhtvtNnWBx98gNGjR8PlcuG0005DRUVFm+Xt2wD37NmDCy64AAMHDoTX68XkyZPx6aeftnnO8OHD8dBDD2HOnDnIycnB0KFD8dxzz6X9Po1m6tSpWL16tdllZIQ3v6vAH1/5EVc/8xWufuYr/O7vX+Om57/D3f+3Go+/sxH/+Xo31u5uQCxuzRa5bCDJKuoDMcR4c+60EbKDqqoIc1q7WCQu9AuRo6+IVqKsIBgVUOuPoinC9wknXHf4/PPPMWfOHBx++OHweDwYPHgwLrjgAqxdu7bDuuvWrcMZZ5wBr9eL/Px8zJo1C+Xl5SZU3TlmCEGiKKYlBDEMA5oyVghSFBUpKxfNmJG/s2/fPsiKAtqVn9L6DGusEOR2u+FwOKAIqTulbKw5OUaKoqSirwDQRF6O46AY/HtdE6tSE3ptdpsprakHr5dSENRM+P3T5vVNeVUCgdBn4TgOU6Ycb8prr1r1A9xud9rPu+qqq/DSSy+1TKh78cUXMWfOHKxcubJlnT/+8Y946623sGTJEhx22GH46quvcPnll6O4uBinnnoq9u/fj1mzZuH3v/89rrvuOvz444+YP39+p68biUQwc+ZMLFq0CE6nE0uXLsV5552HHTt2tHF1LV68GA888ADuvvtuvPHGG7juuutwyimn4PDDD0/7vRrF4sWLccEFF6C0tBSzZs2C1+vt0fbC4TAeeOABbNiwAevXr0djYyPuvfdeLFy4sM16s2fPxtKlSzs8f8yYMdi+fXuPatCRFRUxXkKMl1AfjGNrVQCf/HSgZTlFATaGhsvOINdtx8B8F4YO8OKIQ/IxdIDnoP26l6MCzRfFKvLcqQfxEqxJbwtPzzQxXkSMF+F22JDjssHG9I77uRwvIcqLhra8bqlswt/e7Sj+WIElS5bA5/Ph5ptvxtixY9HQ0IDFixdjypQpWLFiBaZPnw4A2L59O6ZNm4ajjz4ar7/+OuLxOBYsWICTTz4ZGzZsQHFxscnv5CAMw4CiKEMFDFmRASq9y0SGZYx1sqgqqBQutlvDMMY7gqqrqyErChhXbkrr2wwWqyiKQllpKep37k/5OazNhlgk3OVUvkwjiiLEeATBVf+H3GNmQWjYA65yHZz2jp9Vlj0oBHk8HsNqFARBm6SZAjab1ioYi8WQk5OTzbLaoAl4qYm9LGu8s7PN65vyqgQCgWAhfvOb3+Cuu+5CRUUFKIrCt99+i9dee61FrIpGo3j88cfx+eefY+rUqQCAkSNH4ptvvsGzzz6LU089FUuWLMHIkSPxxBNPgKIojBkzBps2bcKf//znpK87YcIETJgwoeXfixYtwttvv413330XN9xwQ8vjM2fOxNy5cwEAd955J5544gmsXLnS0mLV1KlTIQgCrrrqKlx11VVwu91tTmgoikIwGEx5ez6fD8899xwmTJiACy+8EC+88ELSdV0uFz7//PMOjxmFqmoT6ARJQTAmYn9jFD/ubgRWHVyHoSnYWRoeJ4sCrwODCzwYUZqDcYcUIs/bdSinlYjEBYiSjMIcB5h+PmmtN8KLMoKx/uvEaU9vEK1kRUE0LiHGi5AMzI+LcAIeefMn1AY4QLTm5+Vvf/tbh3b7s846C6NGjcJDDz3UIlYtWLAADocDy5cvR26uJiJMnDgRhx12GB577LFOv7uNxoxA6+7kEtoMzloCRaWUXdQam914R1B9fT0URQVrT00wsdnsiHExQ4WgsrIy/LR1J1RFTqn902a3QVYUxONxQ8+vBCF1B3trIchIsUoURVApilW6oGb0Z5LneQQDfqihCJyDxkFo2IP4/g2wsR0/bzabDapKnFUEAqGP4HK5sGrVD6a9dncYMGAAzjnnHCxduhSqquKcc87BgAEHJ7Zs3boV8XgcM2bMaPM8QRBaWgW3bduGKVOmtDmx0IWtZESjUdx3331Yvnw5Dhw4AEmSwHEcKisr26w3fvz4lv+nKAqlpaWor6/v1ns1iosvvjijJ1nDhg2D3+8HRVFobGzsVKyiaRpTpkzJ2GsfObQA/jiFEKe5F2Q53dPjjsiKCk6QwQkyGkM8dh0IYeWWmpblFACWoeCwae6s4lwnDin24vDBeRhZlgu7xdxZvCSjIcihwOuEw2at2giJEWUFoZhgeibVlsomfLGpBtPGlWHcsEJTa2mNFUUrXpQQiUuImzDN74WPt2PVTmt/7wBImAvp9XoxduxY7N+vOUckScLy5ctxxRVXtAhVgPY9c9ppp+Htt9+2lFgFGJ9j1FBfB1mlIEebtAvZ6o2wDzgU7kNPALd3FXI8HV3sRmcEURSFdH8QbCbkGDU1NUFRVVD21M5RWbsNclgLtG6ZfpdlhgwZAoamoMRDYNwFXa5va3bbcBxnqFjFcRxsrjzknjAHAODyFILNHwxx+4cda7SZ02Iny3LKLbQ2m/HDE9D8eqn+6GiiH3FWEQiEPgJFUd1qxTObOXPmtLiZ/va3v7VZpve7v//++xg8eHCbZfpku+7kZd1+++1YsWIFHnvsMYwaNQoulwuXXHJJhztH+t0hHYqiDO/BTwdZlnH33XejuLgYBQVdn/SkgpktZr8/ayxcno5tjE2ROLZWBrCnNoSaphj8UR7RuARBUqB04/PQGhWAKKsQZe3i9EBTDD9VNGH5moPr0BRgY2l4HCzyPQ4MzHdh5MBcHDm0ACX5xp086kiKisYQhzyPHV5n73KH9ScURUGIkxA1OZNqR3UASz7cikhcE8s27PUhz23DzeeOw9AS49ohusJs0UpRVMQEEZG4ZMo0v2+31WLZF7sgW3ACaKoEg0GsW7euxVW1Z88ecBzX5kaQzvjx4/HJJ58gHo/D6XQm3B7P8+B5vuXfoVAoO4W3wqyw6HQwWghiWSZthx/L2hAVwxBFscO5VbYIh8NQFBUUm9okZFuz2yYajRomVg0bNgwMTUPmgimJVaztYI2FhcbdZIhEIlBTmLIHHMxaikQi2S2qHemcr+rDE4yuMRqNIic3H1LJBDCeQrg8hbCXjgG3/vWONdoPHmszIGIVgUAgQGsT0EWiM888s82ysWPHwuFwoLKyEqeeemrC548dOxbvvPNOm8dWrVqVcF2dr7/+GrNnz8ZFF10EQPtCbR/K3htRVRVjx47Fe++9h7PPPtvw1+c4DqWlpWhoaEBZWRkuvPBC3H///V2eUKV7AVLodeKksaU4aWxpwuWyLGNvfQTbqwKobIyiIcAhyAngBBmSnHpIaDIUFeBFBbwooCkioLwujO93tHU+sLTmzvK6bBiQ48SQAW4cVpaLMUMK4bJn3gGlAghEBQiSigKPneRYWQhVVRGJiwhzAszUHfY3RvDX5Zvhj3Rs5wjGRNz/+nqUFbhw2wUTLNUSa7RoJcoKInERsbg50/zqAxwefesnBGKJ226GFntQmXCJ9bj++usRjUZxzz33ANDaygEk/E4oLCyEqqrw+/0oKytLuL2HH34Y9913X/YKToDRQlBxSQl8krvlQtY1fHLLMteIKUD9xg7PYVkbYpEIJEkyZBowy7ApTTNrTesL79YDb7JJLBaDCoBKUWTR266i0WjGbvh1xbBhw8AyNORYAEhhaKEu9BktYIRCIYBOfT+akbXEMAygpiai6p9Ho2sMhUJQVBW0rWsBlWVJwDqBQCCYDsMw2LZtW8v/tyYnJwe33XYbbr31ViiKgpNOOgmhUAjfffcdvF4vrrzySvz+97/H4sWLMW/ePPzud7/D2rVr8fLLL3f6mqNGjcJbb72F8847DxRF4U9/+pOlHVOpwrIsSktLTXkveg7YuHHjAABffvklnnjiCXz22WdYs2ZNp0Hvmb4AYRgGo8ryMKosL+k6EU7AtqogdtcEUN0Ugy+subN4Uc6Ik0FSVEi8hCgvoS7AYct+P1asrwYAFOc5cd+vJ2alpTDGixAlGUW5TrAkx8p0rBCeXh/g8MR7m9AQ7Ho8eo2fw/yXV+HwIXm46bxxlmp7zaZopaoqOEFCJC6aliEmyzKefG8LtlUFEi73OlnMO/8oFHso3LjM2Nq6w5/+9Ce88sorePrppzFx4sQ2yzoT0ztbdtddd2HevHkt/w6FQjjkkEN6Xmwn2Gw2hAIBKIrSPHY+u3TnZordbm9puzIiLFoTBdKbwmtrNdnMKLFKvxGaShYUoAkYRrddjRgxAgxNQ4gFUlpfP9ZGilWqqqLJHwBlS+x4bI/Nbo7IYrfbUxerbNoNGaNFP7/fD1VVQbNd70ubXRP9iLOKQCAQTKZ1dkV7HnjgAZSUlODhhx9GeXk58vPzceyxx+Luu+8GAAwdOhRvvvkmbr31Vvz973/Hcccdh4ceeghz5sxJus0nnngCc+bMwQknnIABAwbgzjvvNKSdwAh++ctfYtmyZTjnnHMMfd1bb721zb9nzJiBY445Bpdccgmef/75DstbY8YFiNdlx+TDijH5sOSTp6p8EWytDGBffQR1gRgCMQExXoLYQ3dWQzCOm5//Hot+PRFFuZlvGxRlBfWBGAq9zoSTegjZxwrh6cGIgMff24hqX/ILhtJ8lxba3Y7tVUHMXfItTjx8IK46Y0w2y0wbXbRy2Vnkuu09Eq0kRUGUkxDjBZg5jPH9Hyvxzg8VCX+v0BRwyQkj8bNjhgAAuKixbSvd4b777sOiRYvw4IMPthlaUlSkWUd0h1VrmpqaQFFUp0KGw+FoiQAwitb5O0aERauKkvakPdam/Z6PRqOGiFWVlfsgykrCXK3Y7q/hdXe8EDfDbZNOhhFw8FgbWeOgQYPgdNoR4fwprc+yrOFZS9FoFKIogLblp7S+Wc4qp9MJKKlNZ2VZ1pRcrYaGBi3039F1bIvWlmp8rpYOOXskEAj9lq6cT63b+iiKwk033YSbbrop6frnnnsuzj333DaPXXXVVS3/P3v2bMyePbvl38OHD+8wte76669v8+9EbYEbNmzotG4rcPTRR+M///kPpk+fjlmzZqGsrKzDnepZs2YZUstFF10Ej8fTZVumGRcgqTCkyIshRckdYYIgY/uBAHZWB1Hli6IxFEckroXBd+WkESUFf1i2BjefNy4r4daKCjSG48h12ZHrtk5LV1/HCuHpnCDjif9tRHldOOk6hw/Jw00zx8FuZxCLC3jsnU2obOx49/bb7XVYtbMeFxw3DDMnDc1m2WnDCRI4QeqWaMXxEmLNzzeT3TVB/PW9LYglqWP88EJcf/YRHVzHVua+++7DwoULsXDhwpabSjqHHnooXC4XNm3a1OF5mzZtwqhRo5LmVZmF7sAwYrKZoiiaMzpNB5fNZje+pakbAetmtF2lg81mhwpj3TYMw2DkiBFo2LAtpSmEutvGyP3Y1NSkZX+lGFSvfx6NdgS5XC5AEVNaV3d/GV2jLlZR9hTEKrsNKoizikAgEAh9iCuuuAIAUF1djZUrV3ZYTlGUdrfRIFRVNaR1wgzsdgbjhxdh/PDkQRMNQQ7bqgLYUxPC7toQ6lq5WFQAT763GRccNwznHTcsKzWGOAGirKDAY++zx8EKWCE8XZBlPLN8C7buDyRdZ3iJF/POHwd3qyB+t9OOBb+ciANNUTz57iY0tcu0khUVb62qwPtrKzHn9DGYOCq5G9EMUhWtFEVBlJcQjYuQTA4t5wQZj761AfsTCIQAUOi1485ZE7LivMwmDzzwABYuXIg//vGPuPfeezssZ1kW5513Ht566y08+uijLS6gyspKfPHFF506cM2CNVBkkWVZ+/2RtlhlbNvVEUccga37GhLmarlHnQwcWNPhOa1FP6PQpham/rPO2tiWSXtGMmLECKxZvwmqEAPl6FwQ1QU1I/djY2Njc85SakOcWJvx7i8A8Hg8oFQFqiJ32fpps9lNOdY1NTWQVRW0vWvhmzXJodby+qa8KoFAIBD6NF988YXZJbTwxhtvIBaLYcqUKWaXYhrFeS4U57lwypFaYPAb35bjo/VVbdb53+p9qKgP48Zzx2WlBk6QIMoyinJchk9U6+tYITxdlmU8/8kO/Li7Mek6gwpcuOWCo1DoTe5aGVTowaOzp2BLZRP+8dE2cEJbUZsXFSz5aBtyXbtx47lHYsTA5O3bZpBMtOJFWXM8CpKpUxh1/vXFLqzcUpNwmY2hMOeMwzttT7YqixcvxoIFC3DWWWfhnHPO6eCo1b8H7rvvPkyePBnnnnsu/vCHPyAej2PBggUYMGAA5s+fb0bpnaILQUa4G+LxuOauodO7TNRFFqMuarXMqvR+mlpPsTMKLWw+9TqNFv10hg4dCoamIHNB0F2IVbqAYeR+bGxsTNkNBGjta2ZkLeXm5oKiKKgS32WtNhvbEqZvJNUHDgA2d0o5ajYSsE4gEAiEvkayqYk94cMPP0Q0GkU4rLUVbd26FW+88QYAYObMmWhoaMCvf/1r/PKXv8SoUaNAURS+/PJLPPnkkzjyyCNx9dVXZ7ym3solJ47EiIE5WPLRtjaP/1TRhLv+bzUW/XpiVlp+JFlFfSCGAq8DbocxY8P7OlYIT1/6+U58s7U26eXYgFwHbjnvKJQWpHaRAQBHDi3E09eeiC82HsB/vt3T4f2FOBEP/ncDSvNduP1Ca00OBNqKVqKsQJKtMTxj7e4GvPDpDohJcsxOHluKK6ePNriqzPHee+8BAD766CN89NFHHZarzeLG4YcfjpUrV+LOO+/EJZdcApZlMX36dDz22GMoLraeSGek20Z/DYpJ7zKxda6WEWgu3TTFKhOylvTJiKk4bbT1baa4bTSxioYSDwIY1Om6NhOylurr6yErKpguhDQdm91uirMqPz8fNAWoYhzoQqzSJu0Z61oSRREHDtSAdqSWK2ezm+P+0iFiFYFAIBCyRjAYxKpVq9DY2IiZM2f2aAzzddddh3379rX8+7///S/++9//AgD27t2LvLw8DBw4EI8//jjq6uogyzKGDRuGm266CXfffbchobS9iYmjirHoMg8Wvrq2TTtSQzCOG5//Hg9fflxWBAAVQFOEBy8pyHfbu8zGICTGCuHpb3xbjo83VCV1c+W77bj+nLE9cj+dNn4QThs/CP/5ejc+3Xigg5GiNqBNDhw9KA+3nKvlX1kJs/OodJoicTz65k9oDPMJlw8pcuOOi8a3ac3sjSRqO0/GxIkT8emnn2avmAxipLtBH2tPMellONpY7QaE1TOrjL7wttlsWlS9qgBIwcliUq5WWVkZGIaCGO96eALb7P4yWqxSVBW2FMUqo51+Ovn5+aAoCooY7/Joa59HY/djVVUVJEkC7U0+qbo1tmaBlzirCAQCgdCneOCBB/DII4+A4zhQFIU1a9agoKAAp59+OmbMmIE//OEPaW0vUdh8e956661uVts/KS1w469Xn4A//Gs1QrGDgaCCpOC2pasw/4KjcPiQ7guMnRGNixAlGUU5TjAkxyplrBCe/tHaSrz9wz7ISVQqr5PF7352BI4YmrnPzqUnj8IlJ4zAko+2Y8PejlPcdh4IYu5z32LqmBLMnn5YrwoDzyayLCfdZwDgsjO4+dwjMWpQvrGFEdLCSGeV3+/X2q1s6YXMG5mrdZB02wCNv/B2OBygqGZnFdO1o5g1sOWzNWVlZaBpGgrftVhlxqS9uro6KIoC2p584ExrzGpfKygoAE1TUMWuf1a1Y23sfty3bx8kRQXjSk2sohkGFMwTq8jZIYFAIBAyzt///nfcd999+O1vf4v333+/pfUC0KYmvv/++yZWlx5OOwsbQ4PpowYgu53B43OmYlRpW/eLqgKPvbMJK9ZXZu21BUlBfSAGXrSG+8SqqKoKXpQRiAqoD8RME6q+2lKDuf/4Bm98X5FQqHLaGFx31hF48uoTMipU6TAMgxvOORJ/vXoKhhUnvmD5fkc9rvvHd1i+Zl/C5f2JT3+qwnX/+C6hUEVRwPmTh+Hpa08kQlUvgGWNc7L4fD4tyDrFqWs6RrfYqaoKNU1nrt5iF4/Hs1RVR+x2OwAKUFL7va0Lk0bWCABFRUWgKQqK0LUoYUY7ZW1tLRTQKYuoLGvOfiwoKND2o9j165pR4969eyHLCmh3at/RFEWBZVnSBkggEAiEvsMzzzyDefPm4dFHH+0w9e+www7Drl27TKosfQq9Dni8Wu6AqqqQVRWyrEJWFMiqCkUGJEWBoqiQVQWyrFoiQDld/nDJ0Xj1q134bGPb0OX/fluBvXUR/P6ssVl5XVkFGkJx5HnsyOnlLUiZRFIU8KKEuKD9bebguLW7G/DSZzsRFxNP8LSzNH558qEtAf7Zxu2040+XHotafwyP/29jh8mBiqrinR/24YO1+3Hl9NE4fnSJIXVZhf2NESx+ZyMi8cQXx2MG5+Hm88fBTtxnvQYj29dqamqgKCrYFDNtdIwWWWRZBoX0xCqbCe1rdru9xVmVCixjzhQ7h8OB3JwchIKpOYKMFlkOHDgA2DwpRwcwJghqgCZWUVRqziqKosAYLASVl5dDlhXYUxSrAIBhbYaLfjpErCIQCARCxikvL8eZZ56ZcFlOTg4CgYCxBWUIiqLAUhRYGugse0ITrlQoigJZUZv/QBO4moUts8fWJ+JXpxyGkQNz8fwnO9o8/uPuRvzpX2uw8FfHZq29KhgVIIgKCjwO0HQftbF1gqKoECQZcVFBXBRNDUzX2Vbpxz8+3oZoEtGDoSlccNwwzJw01ODKNEoL3Hh09hRsq/RjyYptiPFt6xQkBc9/vB2vfbUbN507DiNKrTU5MNMIgozH/rcR5XXhhMvz3DbcftGEtILuCdaAYbWpYUZcMFZVVUFWFNidqbVb6RjtthFFEUghsLw1upPFSHHA4XCAAqCm6qxiWcCgY92enBwvVF99l+sZfawFQUB9QyNoZxoCC8OAoijD92NeXp7WBiglzgdsD8Mwhta4e/duyBQD2pm6GM2wDHFWEQgEAqHvkJeXh7q6uoTLKioqUFLSt50ONE2BBgUwnXfby7qYJWuuLEUBJEUTufS/jda0jh8zEIMHePDAf9a3afWqCXC4+YVVeOSKyfC6suOA4gQJoqygKMcJWxf7ri8gSDJ4UUZckCFIsmUceXvrQnjm/a0IxoSEy2mKws+OHoxLThxpcGWJOWJoAf56zQn4aksN/v3V7g5CXzgu4cE3NmBgvgvzLzwKhd70snh6A//9dg8+Xl+d8DPE0BQuP3UUTjbI+UbIPNpEOWNElr1790JRKdDO9MRdxmAhiOcFgErve8KM9jWHw6H13abqrGrOMTJDHPB4PCm1K+o3rYyqUXP7KaDdabr9TGhfy83NBU2lLlYZWaMkSdi9Zw8oV35aw21IGyCBQCAQ+hSnn346Hn30UVxwwQVwOrULQ4qiIEkSlixZktR11d9gaFrTszr5NlZVtVm4Mq71cEiRF09efQLuWvZDm1aiuChj3ourcMesCRhVllo4Z7pIsoKGYAwFHidcjr51miIrCnhRBifIEEQJFjBPtaHWH8OT721CYyjxSTZFAScdUYorp482uLLUOOXIMpxyZJkm3Gyo7jA5sC7A4Y6XV+Owslzcet5Rlpsc2B0272vCko+2ghcTT4U87rBiXHvmERl/XbYfiMlWQhdZeD61C+Duoqoqdu3aDdWRAypd1xJjTI06MS4GiklPeNYFNaNqBACn05mWs4phGEA1bj+2Rms37XrCLEVRYBjGsBoPHDgAWVHTcgMBMLRGHa/Xq7V9Solv9rTHSGdVRUUFuDgPJmdQWs9jGJa0ARIIBAKh73D//fdj8uTJGDt2LC666CJQFIVnnnkG69evR2VlJV5//XWzS+w1UBQFG0M1dx121nqoQFYBWVaaBSw0tyKqkGSlZXmquOwMnrz6BCz6zzpUNBycDqSowCNv/oRfn3Iopo8f3P031gmKCvgiceTKduS6e2+Olao2t/YJCuKi5hqzIk2ROJ783yYc8Ce/czpp1ABcM2NMr5iy9/MTD8WsKcPx7IrtWFfeMVx8V00Ic5/7FlNGl+Cq03vn5MAgJ+DRN39CXSDxMRuY78IdF09AXoZdkAwF5LjtgN2an+W+ilFBzNXV1QiEQmA86f9uN7J9TZIkCIIIiknfaWOkoAbomVWpO6sYhgFFG9++BgB0GpN5jRRZqqurISsKmHTdfiaILJo4SaUuTrLG1bh9+3ZIsgLWOyCt57Esg3A0AlVV03JkZQIiVhEIBAIh44waNQrffvst5s2bh7///e9QVRXLli3DaaedhldeeQVDh5qTcdOXoWkaNNBp+5yqqlBUFZKsIhDlUxJP/njpsVj6+U58vbW2zeP//moP9taF8dsZh/e09KSEOAGCJKPQ60jrJNpMRFkTpgRRQVyQLNPal4hYXMDj725GRX3yUeVHHlKA688d2+vCuBmGwdyZR4ITZCx+56eE73HVznqs3lWPcycNw/nHDzOhyu7x/Irt+GFX4lwZh43GdWeNxbhhhRl/Xa/TjlwXC5qmEU2xxYWQGRiGgYrsC0FbtmyBJMlgc9Jv1ddbFY0QgsLhsHbhzDrSep7mWjI2GPygsyo1sQoAWBMcQYAWWo9UA8wNrHH//v2QFRWsK93WVGPzoABtv7A2G9QkA0naw7IsOINq3Lp1KyRJgSNNsUoPqxcEQWtrNRAiVhEIBAIhK4wdOxYfffQReJ6Hz+dDQUEBXK70RmETMgtFUWAoCgwNFOe60BSJJ53w1porp4/GiIE5WPZF2ymO3++oR1VjFH/8xdFZc6fERRn1QQ6FOU7YWesJJoqiIC7K4CUFvCBZMji/PYIg46n3N2NHdTDpOoeW5uCW88fD1ctb5Vx2Bn/8xbGoD3B4/H8b0Rhue3GlqMC7a/bho/X7ceVph+H4MQNNqrRrvtlai/9buatNllxrZhw9GJeedGjGX9dpY5DncfSLHDmroossgpBaa1F3+emnnyDKChzdEKt0QS3bNQJAMBhsFqvScw5SFAWaZgypUcdutwMUUnZWAQDNGFujzurVqyEJIuRoE4SGPeAq18LtSLyPaQPFqsrKSsiykn6Omkn7saG+DrJKHdyP+9fDkeT8hWEYSKKoZXJl+abcli1bIKmA21OU1vNa//4hYhWBQCAQ+hQOhwODBqXXH0/IPjRNoSjHCX9UQIwXu1z/lCPLcMgADx5+4ycorcKA9vuiuPXFH/DIbybB7cxOy56kqGgIcsj32uFJcuJsJLzYHIwuShCk3tMOJcsylny0HRv2dmyN0xlS5MatF47PePtYZ+j38bMp85Xku/DIlcdje5UfSz7chmiiyYGf7MCrX+/BDeccmbVMtu5Q64/hL29vTBp4P2JgDm6/YHzGM7hYhkKey9HnsuN6I7oQlG1xYO3atZAUCu40nReAJl4YlQfl8/mgqCpoe/qTLRnWWNeSNg2Qgiqn1hYGADRtjrNKURQc/I3cOSzDGlZjRUUFVMYB2pZmRhnDIM6Zk7WUKq1FXj3jNRvwPI8tW7eCchemnUen34zkeR45Oem13vYU8u1DIBAIBEI/haIoFHodYGkKIa7ru48jBubiyd8ejzuXrQEnHLxLHOMl3PLPH/DHnx+NoSXZOZFRAfgjAgRJRb7bbmhugqQo4EUJcUH7uxeYp9ogyzJe/nwXVu2oTyoIleQ5cev5R6E4zzj3IwXA47Qjx6WdjoY5CdG4kFXR6vAhBXjqmhPwzdZavPLlLojtgtwicQmPvPkTSvKcmH/BUSjKNc8NKssynnhvM7ZXJXbAeZ0s5p1/VMZ/5mgKyHHZ4XXaDM8nISRGv1gUxa5vLHSXQCCAHTt3gs4pSftiFjDWtdTY2KgFbndDrKJp2nBnFUUBqpq6s4phaFPEqpKBA1HP2cB4CuHyFILJKYay+/OE6xrlWhJFEZX794NypX8DgWEYSJIxriUdRVFQUFCIEJ3fsh9tA0aA3/S/JDVqeXSiKGZVrNqyZQu4uAC2YHjazzXSNdkeIlYRCAQCgdDPyXXbwTIU/BG+S6HA7bTjyd9Owf2vr0e1L9byuKKquP/19Zg9fTROGluatVqjcRGiJKMwxwk2SyefitIcjC5q+VOSRYPRU+HVr3fj840HOkzG0yn02nHjueNwyACvYTW1FqmYVscw36M9FuEkRLIsWp00thQnjS3Fm9+V46P1VR32T30wjjuXrcGo0lzMO9/4yYHvrd6Hd9fsS3jcaIrCz08cgRlHD8n463qcNuS5bL0mI66/QBvQBvjjjz+CF2Swpd0fnMEwxghBNTU1UBQVjN2T9nONFqtsNhuA9DKrGIY1XBjgOA7xOA/Klpr4TTM0eANcS/v374cgiGC8+Wk/VxdZRFE0rH0tFotBhQqKsaW0Pt3cXp3t471+/XqIkgw2N/3zM70NMJtieTKIWEUgEAgEAgFuhw0MTcEXjnfpHGIYBvf9ahJe+Hg7Vu1sG/T88uc7UVEXxuWnHZa1WgVJQUMghsIcJxy2zJzKiLIWiK63+PUy81QH3lu9D8t/rEyab5TjZPH7s8dizOB8w2pKJlK1hqFp5Hns8BokWl18wkhcePwwPP/JDvy4u7HD8t212uTA4w4rxm/PGJ31yYG7DwTw1PItbZyLrZkwvBBzzz4i43U4WAZ5Hrslc+EIB11L2bxYXLVqFURJgiO/+yIozTCQpNTb3bqLFritwN4Ntw3NZHc/todlWc2hqKZ+04NmaEP2Y2saGho0B5IjNbea7lrK9oS43bt3Q5IVMJ70h0bQrUQWo8SqSCQCRUXKeWqtBbVssmbNGoiSDEdeWdrP1b9viLOKQCAQCASCaThsLIrz3PCFuJSCwq/+2eEYPtCL174ub/P4yi012NcQwT2/OCZbpUJWgYZQHHluO3K6ka+kB6PHRQW8IELu7epUM59vrMZ/vy3v0N6m47Iz+O2MMTh6RPqZNN0lFZGqPbpoleNiEYlrolW22i8ZhsHvzxoLTpDx+P82Ym9duMM6q3c14MfdDZg5aSguPH54xmvgBBmPvrkB+33RhMuLchy446LxGW9LZGkKuW473I7UXAAE86BpOmsXtKqq4vvvV0Gi7HB70wtfbg1FZa/G1lRUVEBWAdqZfgssk8X9mAhtSiKgpiNWGez+AoDa2trm1srUXLZ0c6uoJEkt7rFssGvXLkiyAlt3xKrm7xsjj3djYyMURQVlS030o2k6666leDyOtevWAe7CtHO/AO1YGyGoJYKIVQQCgUAgEFqwMTSK81xoDMUhptD+dsaEIRhe7MWf397YpmVpb30Yt7zwHR694vistlAFYwIESUGBxwGaTn53V1W11j5eVMAJUkrvrTfxw446LFu5C7yY+H05bDQunzYKU8dkr0WzPRQAr1NzSaUqUrWHpmnkuu3wOrMvWrnsDO75+TFoCGqTAxtCHScHLl9TiRXrq3DFaZnbl//3xU58uaU24TIbQ+HqGYdj4qjijLyWDgUtlyrHRXKpegvZFDAqKytRWVUFJm8QKKr7LaBGiCyqqmLHjp2AI69b2VpGC0EtLbXJerETPodBXIx1vWIGqa6uhqKoKQuANE1BbRZZsilW7dixA5KswJnmBDsAYOjsZ721J12HGm1AjevWrUM0FgdbNKJbz6dpyrQ2QNKQTiAQCISs0NDQgLvuugtTp07F6NGjsWXLFgDAs88+i/Xr15tcHaEzGJpGca4LLntq97RGDcrHY3OmwGFre1oRiUu48YXvcKApsVskU3CChPoQ10GAEmUFkbgAXziOGn8UDaE4QpzQp4SqjRU+3PT8d3j+kx0JhSqWoXDpSSPxt9+dZJhQRQHIcdpRWuBGnsfebaGqNbpoVZrvRq7Ljk50yR5TnOfCw1ccj9svGg+Ps+PPgCgp+OcnO3HLC99h94FAt19nza4GXLfk66RC1alHlmLJdSdnXKhy2VmUFriRa/CgAkLPoGgqa61hq1atgijKsBUc0qPt0Ez2XUtVVVUIhsJguyFeAMa1Kup052eMpmkoitI8nc8YqqqqICtK6mIVc9BZlS1UVcW2bdug2jzddATRUJHdGttTXV2tOdQcqYp+2vdjNmv85ptvIEoybIVDu/X81i46oyHOKgKBQCBknL179+LEE09EMBjEhAkTsGfPnpbJNhs3bsSqVavw0ksvmVwloTNomkJRjhP+KI9ovOuLjzyXHX+9eioWvLoOdQGu5XFZUbHg32txzc8Ox/GjS7JWryQraAjGkOOyQ1JU8KIEqa/09iVgd00Qf/9gK0Jc4mPD0BTOnnhIVlrWkqE7qXJcbNYCug86rWyIxEVE40LWWjjHDM7HU1efgG+31eJfX+6GKLW9cIzEJTzy1kYU5zlxWxqTA30hDn9+6yc0RRK7Ow4p8uCOi4+GK8OORDtLI8/tgMNGcql6IzSdvRyjH374AYIkwVPQ/XB1ILs16vz0008QZRlM7sBuPZ+maQjx7AeD6+iCUzqONT10W5Ik2O3pt7l3h4qKCsiKAqc7P6X1aSr7IktdXR3q6hvA5KSfswQY02LXnsrKyrTy1HRBLZstvl9//TVElYErp/s/MwARqwgEAoHQR7jjjjuQn5+PH3/8ESUlJW1Otk466STce++9JlZHSIcCjwMsTSEY67ptgmEYPHj5ZPz9w61Yt6dtWPXzH29HRV0Il548KlulQlGRUp29mSpfBH99b3NSoYOigNPGleHXp2Yv4L49NAV4HNkVqTq8ZnPWktdpQ5QXEeGyJ1qdeEQpTjyiFG99txcfrd/foQ2xoXly4MiBObj1gvFJRSZZlvG3D7dhY0VTwuUuO4Obzz0SowblZ7R+kkvVN6AoGrKc+kS5VJEkCatXr4FizwXt6NlUUJqiIEmZr7E1+lQzZzemmgHafjTSsdRyzNJwWNGU1mKXjeOdjL1790Kh7aBtqYnuuqCWzRq3bNkCUVLA5nTvRhdFZ7/G9lRUVEBRANqVm9L6uqCWrRrLy8tRsW8/mIJDWvZHupjhUNMhYhWBQCAQMs5nn32GJUuWYNCgQR2+gMvKynDgwAGTKiN0hxyXHQxNwR/hU5rMNvfssfjgx0q8taqizeOf/HQAFQ0R3Dnr6GyU2afxhTg8/u7mNq619kwZXYKrTj8s6xPrdGiqOZPKaZxI1aEGmkKOyw6PI/ui1awTRuCC44fihU92Ys3uhg7Ly+vCuPG5bzFp1ABcM2NMm+PwyYYq/PfbvVAS5NZQFHDBccNw7uRhGa1Xz6XyOm2d5rkRegc0TWXFfbFz504EQiGw+SN7vC2aZiDL2W0L++777yFT9m5NhwO0/SjLspYrZMDvLZ7noaoqkEa+ltFtVzzPo2JfJWhXQcrPoSgq66HbGzduhCTLsHVTrNJ/7xm1H1VVxc6du6DavaDo1GSWbIfAr1y5ErwowV7Y/e8XiqYA1VjRT4eIVQQCgUDIOPF4HIWFiU8ko9GoaRe2hO7jdtjA0DSawlxKYsDMSUMxoiQHj7+3qU2u7K4DIcx/cRUevnIy7AaJKr2Zr7bUYPmafUmdVAAwfnghfn/2EYbtTyuIVO1pI1oJIiKx7IhWDMPgd2cdgSuE0Xjy3Y3YU9txcuCPuxuxdk8jzj7mEEwaNQCPv7sJkXjii6UjhuTjlvOOzLjA6LKzyPPYwVrk+BB6Dk1nx1m1bt06Lc8mt3utVq2haApSFsWLvXv3oqrqAJj8wd3OW6NbuW0ME6uAtMLgKYNFloqKCgiiCDo3dbEq244goLnlUwFcOd3L7dOn2BklsjQ2NqLJ7wfjSd31px/rbLn9vvzyS4iyCkdh9/PoNPHUWKefDhGrCAQCgZBxxowZg08//RQzZszosOyrr77CuHHjTKiK0FMcNgYD8tzwhbmU8qCOGFqAP195HP74rx8htMr7CcYE3PTcd7j/V5NQkp9ay0F/Ykd1AK9+tRvVvlinTrbDBuXi1nOPyuq0xdZYUaRqD01TyHHa4XXYEOFFRDkRUhbGB7rsDO665Bj4Qhwe+98mNATbZuCoKvDBuv34YN3+hM/Pd9tx20XjUVqQ2sSoVLExNPI9djhs5BS/r0FlKQ9q8+bNECUFnryeD2CgKRp8Fi9oV65cCUGUuh0UDWj7UVU1ISibU+x0YrEYVFUFzaSePWVEHlRrdu7cCUlW0gqtz3aOEcdx2LxlCyh3UcoupfZQlOYIMmo/6pMLGe+AlJ+Tzf3Y0NCAnzZuBJVTCpp1dHs7ujBM2gAJBAKB0Ce45pprMG/ePAwaNAiXXXYZAEAQBLzxxhv4+9//jmeeecbkCgndxcbQKMl1oTEcbyNAJaPQ68TT10zFPa/8iMYQ3/K4JKu4+19rcMPMI3D0yMxOO+uN+EIcln6xCzuqg5C7EFeGFXtx6/nj4HUZE7zbG0Sq9lDUQdFKaw/MjmhVlOvCw785DrsPBPDMB1uTOqh0GJrCb6YdhpPGZnYyI0MBOW47vE5jPhME46EoKivOhs2bt0BhHKDsnh5vi6IpKFkUqz7//HMIsgpvD8QqmqIAqIblVkWjUagqQDGpC2PZdtu0RxdZHJ7URRZdwMhWjZs3bwYX58EWjOj2NrQ2QOOO9fbt2zXRLw2xioLWTpmNGr/66ivwggzbkJ61mNMGfx5bQ8QqAoFAIGScuXPnYsOGDbj11lsxf/58AFqwuqqquOaaa3DllVeaXCGhJ9A0jeJcF5oiPDih6zttDMPgkSuOx1+Xb+4QLv3MB9sw89gIZp3Q/RPS3oogyHjlq934cU8DeLHrk8BBhW7cfO6RKU+d6ylGiVR6IDknZP4il6IoeJ2tM62yI1qNGpSPJ68+Ad/vqMX/fbE7oZB7/GEluObMwzP6uhQAj9OOXAPD7QnmQGchGDwSiWB/VRVoT1G32+paQzUHg2cjD6qqqgobN20GlTuoZy6R5rqMuvAOh8NQVRUUm56zysj2te3bt0OW1bRywPTphtnaj1p7qgI2r/vtqXqNRu3Hbdu2QZJlOLrhrMpGjV9//TUESYK7B3lVgPH7sTVErCIQCARCVnjuuecwZ84cvP/++6irq8OAAQNw7rnn4oQTTjC7NEIGoCgKRTlOBKMCwvHUJvDddO44vPvDPry7Zl+bxz9Ytx/7GiK49YKjslGqpZBlGSvWV+PTn6oR4rrOdsl123DmMYNx5jHddxKky0GRKrvB3E4bgwKvA84WsUqCP8KnJNylS2vRKiaICHNiSq2s6TJ1TCmmjinFOz9U4KO1+yEpKkrzXfjDxRMy7oRz2hjkeRywMUSk6g9kIw+qsrISsqyAycnPyPZaX9RmWqxasWIFeEGCfdChPdqO0S1NkUgE8WgI/E/vIvfYSyA07EG8eiMYdyGSSW5aoLUxGUGKomDbtu1QnXmgmNSlAZqmsjohTp/66OhBe6p+rI0UqxTGBdqeent3to61KIpY9cMPUBx5YJw5PdqWHqZPxCoCgUAg9CmmTJmCKVOmmF0GIYvkeeygGSAYTU2wOv/4YRg+0Iu/Lt/S5vEt+/244+VVWPSbvhm8vqG8Af/9rqLTaX46DhuD4w4rxq9OOtSwPCpAayXzGCBS2VkaBV4H3I62p6EuOwtXIYtIXIQ/ykOSMi8mURQFj8MOtz27otWFxw/HhccPz/h2AYBlaOS77XDayWl8f0JrA8yskFtVVQVZUUC78jKyPV3AyIbb5qOPVoCXVeQWDe/RdrLdvtaeUCikBayn4VwzssbKykqEwmGw3jRviGSxRlEUsX7DBsBV2EMXnXH70e/3o6r6ABhvepMLKWSnxk2bNiEcicGWf1iPt2V0W2pryLccgUAgEAiEHpHjtIOlaDRF4p0GguuMH16Eh38zGQv+/SPEVkJBU0TAzc9/j0W/nmhYq1s22d8Ywb9W7sLeujC66jxjaApHDMnHb6aNMvy9MxTgbZ6kl02RysZq4d9eZ+fZLV6nDR4HizAnIhDlkeHrcwBtRStOkBDiREjZeKEMQuu5VA5bRlq2CL0LiqKhqpn9jPp8PkRCQYD7GtzeVQAAz+jTYC8eicAP/4IqHcwZdI+cCkfZWMT3b4DXkdg1pQVaZz4jaPfu3di+YyeY/EPSaqdLBJ3l9rX2BINB2Jxe5Ey9ChTNwuUphGv4ZPB1O4F93yZ8jpFtV1u3boUoK2DSnLhHU9lzf23btg2RKAc2f1SPtqO3UxrhotPzqtIJVwcOCkGZ3o8//vgjREkGmz+4x9uiKW3yIwlYJxAIBEKfgKbppBdTFEUhPz8fkyZNwp133onTTjvN4OoI2cDlYFHMuOALcUjFqFKc58JT156Ae/5vDfyRg64sUVLwh2VrcPN54zBuWOr5GVYhwgn415e78VNFE8QuAugpChhS5MFlpxyKUYPyjSmwFUaJVCxLocDj6FKkag1FUch1a8JWMCYgxAnIxrUlRVFwO2xwO2yI8aJlRSuP04Y8l80SuVQ2lsaAXKfZZfQ7aDrzAeuBQACA2uKS6SnZElk+/vhj8KIE+9CeiReA8S1NkUgEKsWkNdHOSGfV1q1btXB1b3piVTYFtfXr10OS5B7lVQFAs2nJkP14UKyyxn7csmWL1kaZO7DH26IM3I/tIWIVgUAgEDLOggULsGzZMoTDYZx33nkYOHAgampq8P777yMnJwfnn38+Pv30U8yYMQMffvghZsyYYXbJSSkrcMObk954eSu5HhKVoqqAP8Ijxmf2LpmdZVCc70ZjKJ7SBb+dYfCX2VOw+J2N2FYVOFgfgCff24wLjx+Gcyf3LBjUCGRZxtur9uGrrbUp7dNCrx3nTR6Gk4/s4Yl4NzFMpGIo5LntyHF13wlE0xQKvA7kum0IREWEOQFq5rv2AMCSopWDZZDvtUYulcNGI8/tgMfJIhI2PruEcFDAyJRoyfM8HJ5cOMadD7bdRXb+8ZcnfI7zkKOB+o2JK8xSu9Bnn30GUaHgLOh5dp/m/jK2DRBpTAIEjBWrtm3bBllRwXiK0npeNmvcsGEDRFmGJ7dnU1M1R5Ax+7FloqI3/f2YafFUVVW8++67ECUFwdWvAOjaMRnZ9AGShQ5kO0y/M4hYRSAQCISMU1hYiNLSUmzatAkez8Fx2JFIBDNmzMDgwYOxYcMGzJgxAw8++KClxSqHjYbD1vcylAbmuxCI8m1cTZmApWmU5DrhC/PgpdROvuZfOB5vfFuOj9ZXtXn8nR/2oaI+ghvOOTKjNWaKr7fU4L01+9CUwj50O1icMrYUF00ZBsakTC6jRCqGBvI8DuT2QKTquE0aRTm6aCUgkkI4fXdpLVqFORGiCaIVy1DIddnhdqR3kZsNXHYGeR47XCQjy1ToVu1CmXfYZcpZlfmWpoqKCuzcvQd0/pC0AsCToQlqxoSXA9p5D5j0Whf17K9s1yjLMrZs3Qo489Pet9kKL1dVFe+88w5ESYG05lUAnQsttCs/eY0GHusdO3ZAoW2g7J6uV25FNkS/cDisvWc6M+caJGCdQCAQCH2Kv/71r3j00UfbCFUA4PV6cdttt+G2227D7bffjt///ve45pprTKqSkO9xwGFj0BDkMpoLRNNam1BThAcnpObeuuTEkRgxMAdLPtrW5vENe3246/9WY9GvJ5om8rRm94EAXvlqD6oao13mc9lYGhOGF+LyU0dlfBJcOjAU4HXb4bFnV6SiaSDXZUee256117ExNIpznchz27PiDmyNLlpxvIQQJxgiWlEAclw9c6NlCreDRb7H3ifF+t5AU1MTgsEgJhxzLCrK96CivBx5+fkZvahlGEaTqZTuXYT6fD74AwH4m5pQUb4Hu3bsQF5ubkZr/P777yGIEmyDuueqqqmpAUVRLTVu3bQJOTk5hrlEwuEIqC6cVbt374aiKC01/rRuHTxeb9Zr3LdvH6LRGBhvag7mJl8j/vXiP3HOhRehumo/AE1cyiS1tbXNQkv3ZIpQMNhSY2VFBYDsO4I4jkPFvn2g3YUp/d6ORiN45eWXcO6FF6GifE/Ga6yurkZuXgH4/MPgPrTtBO5kjknvUTPBrX+95d+RSASvv/IvnHvRLOzZtSvjNaYKEasIBAKBkHGqqqpgsyU+OWNZFrW1tQCAsrIyiBkexU1ID5edxaAiDxoCccTFzN01oygKRTlOhJrzhlJh4qhiLLrMg3tfXQu5VSJ5QzCOm174Hg9ddhzyvMaLPr4Qh2Vf7Mb26kCbuhJBU8CIgTn4zWmHYUiR16AKE6OLVNkO5KaoZpHKYwNjUKaSnaUxMN8FTpDgj/DgxeydRLscLFwOFnFBE62ELrLIuovbYUOe27h9mAyPk0W+xwE7a37rIaEdGQ4vz8/PB0VRUMR4xrYJZPai9ocffkA0HAS96yvEdn8DoOuWJm7fj/Ak04ey5AhKhKIo4DgOFJOf/pOzFF7emm3btmnh6mnmLAHaFLtshJfv3LkT3tx8yAOP1lpOW5FIaBEDB5LXaFA75d69eyGKMpj89HM2qSwE1dfX10NWVNCOzJyDZMtFlwpErCIQCARCxhkzZgyeeuopnH322WDZg181kiThqaeewpgxYwBodzyLi9M/SSJkFpamUVrggj8iIBjLbFtgrtsOhkHK7YalBW48ffUJ+MO/ViMUOyhk8qKC25auwm0XjseYwfkZrTERgiDj1W/2YPWuBvApiHgD812YNXU4Jh5q/ueZpSl4XDZDRKqcZpGKNUlgcdlZuApZROIiAlGhy1D7nuC0s3DaMy9a2Vm6WRwyz8FEUYDXZUOe226JfCyC1k5fUlaGgsJCFBQWwt/kR2N9XUYvGAsKCkBTFFSR69bzi4qKkF9Y1FJjNBJFddX+jNa4adMmADRAde9zWVZWBsZma6lREERU7NltyIU3z/NQgS6dVaNGjUIwFGqpEaCwY+uWrNe4Y8cOyLICe4oT7AqLBuAXl10GADhk+DAENvgzLgTt2rULkqyA9XRvwEpuXh5+feVsAMDwkYfC19CQ9f2o15xq7pfH48Vls68CTdM49LDRqKupyeh+jEajUFW1R5MzvV4vfnHZ5XA4nRh9+OGo3l9JnFUEAoFA6Bvcf//9uPjiizFq1ChceOGFGDhwIOrq6vDOO++guroab775JgDgk08+wdSpU02ulgBod84Kcxyw22j4wvGMTl7zOOxgKBpNkTi6MCYBAOx2Bo/PmYpH3tiA3bWhlsdVFfjL2xvxixNH4mfHDMlcga1Ysb4SK9ZXtxHKkpHrsuGMCYNx5jGDLdGiaJRIBWjCRr7HOsKG12mDx3FQtJJSGUnZTXTRihclhGJiytls7WFpbeKhmblUNA3kOO3INVFwJKQGnYUR94cccggYhoYQC2RkexSthZdnqsbGxkY0NPrgKDsC3rE/67A8WUuTa9gk4MCahMuysR+TEY/HtTa5NFvaKINq3LlzJyRZgasbwhBN01lxf1VUVECSFdjdBT3ellFZS7t27YKkKHB0dz8iszVyHAcVKuhutlK2x6jPYyKIWEUgEAiEjHPBBRdg+fLlWLBgAZ5++mntDg9FYdKkSXj22Wdx5plnAgBeeOEFkysltMfrtMHOMqgPchl1qTjtLIrz3PCFOEipKFYA/nDJ0fj3l7vw+aaaNo+//m059taF8buzjshIbRv2NuK/3+5FXaBrd4HDRmPSocW47JRRsNvNF6gATfTwumzwGCBSWblFjKIo5Ljs8DptCMY0l2A2bwQ7bCyK89IXrfRcKq8zuxlincHQWg25Fmg7JKRIFlqaRo4cCZahwMX8Gdme9vsnc62KlZWVkBUFTAaECx2KoqHCmPydeDyuOavSDLo2on1NVVXs2LETqj2nS+dXIvQJcZkWMGpqaqCoAO1IL6g8EXSWplO2Z/fu3ZDl7n1OsyGosSyrtWmqmXnf2TrWqUDEKgKBQCBkhbPOOgtnnXUWYrEY/H4/CgoK4Ha7zS6LkAJ2lsagAjcaw3FE45nLo7AxNIrzXGgIxSGlGFb961MPw4jSHPzzk51tHl+zuwHVr0Rw7y+P7ZarqcoXwb++2I3yulCXbi+GpjBmcB5+M+0wFOe50n6tbGGkSOV2sCjwWlOkag9FUcj3OJDjsiEYFRHiBGQ4A7gNB0UrGWFO6DT7zWVnkeexm+ZiYhnNzZVjolBG6B66AyOTGUE5OTkYPHgwtu6pbrmp1BMyXWMgEICiqKBsmfu9q2UEZT5rKRE8z2uW4DQn7WXjWLfH5/PB19QExlParednK8eopqYGsLlbBJKeQFGa+yub+7HHol8WXEsul0u7K6Jk5n0b6UZsDxGrCAQCgZBV3G43Eal6ITRNoSTPhZBNQFOEz9jFPkPTKMl1oSmSeqD71DGlOGSAFw/8Z32bgPMDfg43/3MVHvnN5JSm7cXiApat3I2fKpq6dI1RAAYXufHLkw/F4UMyd1c/ExgpUjltDAq8Djgt4iJLB4amUZjjQI7bhkBUQITL7jAHh42Bw+ZKKFrZGLp5sp45p94sSyHfrbm5zJ4ySOgedPPFe6ZdIscecwx27NoLhQuCcef3aFtUhmuMRCJQVfQoe6c9mhCU2aD6ZGhtgACVbhtgs9smmzWWl5c35yx1LxtKF9QyXWMgEARlc2ZkW0Y4qxoaGjTRzzuoW8+nKRpQM1tjXl4eaIqClKHBCUa6EdtDxCoCgUAgZAVZlvHhhx9i27Zt4Li27VUUReFPf/qTSZUR0iHXrY2urw9yGcsBomltUqA/KiDGpyYgDCny4smrT8Bdy35ApJXbKy7ImPfiKtx18dEYUZrb4XmyLOOdH/bhqy21iPJd32Us9Npx7uRhOOXIstTfkEGwNIUctw1ue/YFB4eNRoHXAZe9958q2hgaxblO5Lnt8Ed4xFL4HPQEXbQSJBlhToTTTsPjMH6KJaC5JPM8mkhF6N1QFAU1C46giRMn4o23/gcxUJ0BsUr7vZSpGh0OR7NDJLOTagFjnFV6dlC6jhs9DyqbNe7Zs6dHLZa6oJbJGmVZRiwWA8Vk5gaRLp5mcz9u3769R6Kf3jqbyRoHDRoEhqYgxMMZ2Z6RPzPt6f1nIAQCgUCwHD6fDyeffDK2b9/efIKtiRytL7CJWNV7cNgYDCp0oyEYBydk5qKBoigUeh1gaQohLrVJgS47gyevPgEP/Gcd9jVEWh5XVODBNzbg8mmjMG2cdnfzm621eHd1BZpSmELodrA48YiBuGTqcEsEpbeGoQCnwwa3nYGdZbIuUtlYGgUeBzzOvneKaGdpDMx3IS7IaIrEwYvZvUtsZxkU5ZjzeXLaGOR57HA7+t5x7K9o7UKZD7Q+4YQTYLcxiDRVwjnoyB5ti6bpjObvuFwuUKCgyJlzRVIG5RgBQCwW66azKvsZQXqQuaubYlU2nFWSJEHVNp6R7WX685iIrVu3QpRk2HK6NwmYykLA+sCBA2Gz2RDlghnZniaekjZAAoFAIPQR7rnnHjidTuzbtw/Dhg3DDz/8gMLCQvzjH//A8uXL8emnn5pdIiFNGJpGaYEb/giPQDQ1cSkVct12sAwFf0Qb8Z0Kf7r0WLz82U58s622zeP/WrkbH/xYCX+064wiG0PhqGGFuOy0w5CXQguhkbA0BafdBpedNqxtjGUpFHgc/cKB47QzGFToQTQuwR/lMzpIwGzcDhZ5bnuvbNskdA7dHNKdaXfDwIEDceTYI/D92o1QZbFbuTs6NE1l1BFUVlYGhqEgxUNdr5wiDM1ABSCK2W0LBoBQKARFVUHZHGk9LxsT4tqzd+9eKApAuzo6klNBd39lcj+ybPP3XYZyB4zI/tqyZQskWYHT2z2xShfUMlmj3W7HqENHYvVP2zKYRZddp18yiFhFIBAIhIzz2Wef4d5778WgQZrLhaZpHHroofjLX/6CeDyO2267Da+++qrJVRK6Q4HXAYeNQUOIy9ikNbfDBoam4AvHuww715l9+miMLM3Bsi92tXm8MycVTQHDS3Jw+amjMLQkpyclZxyWpuCy2+C0M3DYjBMaWIZCvqd/Zhl5nCw8ThZhTkAgKmSszdUMrDylkZAZ9PydbFwwTp8+HWs3bILo2wd7yahub0cX1DIlYAwdOhQ2lkUsQ9MKgWZnlUEukUAgAFVRQbPpZTDpAoYgZO7GUHv27t0L1e5J2/Wlkw0hiKZpsAwDNWPB4JkX1FqjKAo2bPgJqj0HdDdztrIlqB1xxBFY+9PmjGTR6Z9HIwTeDq9t+CsSCAQCoc9TVVWF4cO1liqaphGNRluWnXfeefjkk09MrI7QU9wOFoMKPRm9MNYmqrnBpjGh7JQjy3DPz49GV08pyXPiurOOwHPXn4K7f36MZYQqlqGQ47SjJM+F0gIP8jx2w4QqhgYKcxwYUuRBjsve74Sq1uS47BhS5EGB156p7hNDoCjA67JhcJEHJXkuIlT1cehmR1A2xKozzjgDTjsLoWFPj7aTaUeQw+HAYaNGQYk2QM1QbpUmqGVPwGiNz+eDoqqg7ekNmcm2syocDqO+oQG0K7/b28iGgEFRFAYMKIIqxDKzvSzvxz179iAQDILN637GJc1kR1AbP348bAwDKVjT420Z4VBL+tqGvyKBQCAQ+jwDBgxAMKj1yg8aNAibN29uWdbU1JT2F144HMYdd9yBn/3sZyguLgZFUVi4cGHCddetW4czzjgDXq8X+fn5mDVrFsrLy7v9XgiJsTE0BhW6kePOXNuYjaFRnOeCjUn99GTEwFw8+dspcLVre8pxsrhoynA8e92JeOg3x2HiqO5Z9DMNy9DIdTULVPmaQGVnjXNS0TRQ4LVjSJEXee7+LVK1hqIo5Hs08U7bL2ZXlByK0tpnhwzwoDjXSUSqfgKTpYtaABgxYgSOOPxwKMEqKBLf7e1kQ8CYMuV42CgVUqguI9tjGOMuvOvq6iArKqjuiFVZdARpeVVqjxw32RIwSkpKAJFryTrtCdl2BK1btw6CpIDNLe32NpgstfdOnjwZNpaBGDzQ423pmVXEWUUgEAiEPsHEiROxZcsWAMDMmTNx//3341//+hdef/113H333ZgyZUpa2/P5fHjuuefA8zwuvPDCpOtt374d06ZNgyAIeP311/Hiiy9i586dOPnkk9HQ0NCTt0RIAEVRGJDjxIBcR8Yu7hmaRnGuK60pdG6nHU9feyIumjIcZx4zGE9feyKeuPoEnDNpqCUC03WBamC+G6X5buS6jRWoAE3gyPdoDqJ8j6OlpYjQFoamNcfZAA+8Lmvld9G0dgwPGeBBUY4DbG+ygRF6TKZb7Nozc+bZsLMUxMa93d4GzTAZF1n0AHjR1/26WmNkS1N1dTUUFaAdnrSep39vZUtQq6iogCwrPROrmOxMLBw6dChoKFD4SNcrd4G+H7N1rFevXg1RksDmD+r2NrL1eTzkkEMweHAZ5EB1j4U/mtHciMRZRSAQCIQ+wQ033IC8vDwAwAMPPIDS0lJcccUV+OUvfwmGYfDUU0+ltb1hw4bB7/fjyy+/xMMPP5x0vQULFsDhcGD58uWYOXMmZs2ahffffx8NDQ147LHHevSeCMnJcdkxqNADls2MAELT2qRAT5ph3+dMGoqfn3hoB5eVGdgSCFTpOMYyRWsXToHXAYYIHCnB0jSKc50YXOQxfaIe0+yGO6TIS45hP4ZhmKzmGJ155plaK2D97m5vQ3ctZbLGSZMmYWBJMcTGcqgZCEpkGBZQ1azmQelUVOwD7N6W6X6pQjPZzawqLy+HrChgXN2bBAgcFIIyXePo0aPBMjTkqK/H29IdatnYj7IsY/XqNVBsXjDO7kcL0Fn4mQG0m4knn3QSWFWEHK7v0bay/bunM8i3HYFAIBAyzhlnnIHf/e53AIDi4mKsX78eP/30EzZu3Iht27ZhzJgxaW2Poqgu25UkScLy5ctx8cUXIzf34HSbYcOG4bTTTsPbb7+d/hshpIydpTG4IHMX9hSlTafLc1trUl9n2FkaeW5NoBpookClk+O2YQhx4fQIO0tjYL4LZQVuOA0Mvge0CY1FOQ4cMsBL3HCEZidL9lwipaWlmDRxItRwDRQ+2vUTEqDnamXyopZlWZx91lmwqQJE//4eb09vX8u2s8rv96PR5wPjTl8QYmgmq4JaeXk5JFkB7em+WEVnaariEUccARtLZ6TtM1uCGqBNAfQHgmALhvRoO/qxzsbn8aSTTtJciU2VPdqO/jNDxCoCgUAg9AmWLVsGn+/gXTGKonDUUUdh3LhxCIVCWLZsWcZfc8+ePeA4DuPHj++wbPz48di9ezfi8XjS5/M8j1Ao1OYPIT1omsLAfBcKvJkTmHJcdhR6HbDqZbqdpZHnsaO0wI2SPDdyXOYKVIA2GW5wkQcDcpxEpMoQTjuDskI3SvJcsGU5I8rG0ijOc2JIoQe5JFeM0IweDJ7NC8azzz4bDjsLobF7OY9MFtoAAeCiiy6Cy2EDX7O1x9syyiWyc+dOSLICxlOY9nPpLLev7dq9GyrrAs06ur0N/Vhnej8eddRRcDkdkDKQtaQf62zsx++//x6CJMNWcEiPtkNn8fN43HHHwetxQfBV9Gg72c5Q6/S1DX9FAoFAIPR5rrrqKuzZk3iq0N69e3HVVVdl/DV1caywsOOJYWFhIVRVhd+ffPz1ww8/jLy8vJY/hxzSsxOQ/ky+x4HSAhcypdm4HTYMyHWBscg1u4NlkOexo0wXqJx2S4hCbgdLJsNlGY+TxZAiD4rznGAz/IF02GiU5LkwpMgDr9NGRCpCG/QLb57vfgB6V5x++ulwOWw9E6uQ+QvvUaNGYdLEY6GGqiFzPbuRpIss2dyPALBt2zZNrMpJf7hHNgW1cDiM6uoDoD1FPdpOtj6PLpcLR0+YAER9UMTkNxhTIVuCGqCJVaKswJbX/bwqILvuL5fLhROmTgXNByDHw93eDkVRYBiGOKsIBAKB0DfoLMwxHo9nNfS6swu8zpbdddddCAaDLX/27+95u0F/xmVnMajIA4ctM6caDtv/s3ff4VGVaRvA71Omt2TSE1IIoYqACgIiVemwFBUUXQUsu6BrX7sSxLXtsuq3u7pWYFXE7q6sglKCK0oHQaWXgLSE9J7MzPn+mGQgJsBM5pyZCdy/65oL5swpz5yZ5Mw8ed7nlRDrMKueIPCXUSchqj5BFecwwWbUR0zvIJNeQrLTjIQoJqlCxWrUoU2MBU6bIeikrEkvITHahGSnBRZjePtjUeSSZVnz6obo6Gj0vvRSoCK/RUMBJVm7JMu1114Lk15GzZFtQe1HkrWtWmqwbds2uNxuyNaWJau0Sqjt3r0bLre7RRVfp2o4j1q81v3794deJwY9fE2rpF9ZWRl+2LoVgiUeghxcJbnWQ+wGDRoEvU5GXUFuUPsRw5Ss4hWRiIhUcfDgQRw4cMB3f/PmzU2G3VVVVeG1115DWlqa6sePifH+lfDU4YcNCgsLvVPTR0WddnuDwQCDoeUl8dSULIpIijajsLwWpZXBf8jRSSLi7SacKKtGrSv4RrtnIsCbIDMZJJh0su8DZSQx6EREWw0BzZxI6hEEAQ6zHjajDiWVtSiprEUgky6ZDTKiLHoYQtwLi1qnhj/yaF0RNGTIEOR8sxp1hbkwJHUJaFstkyxDhgxBWmoKdu7bBU96zxYPYZMkWfMKNUVRsHnzZnh01oBnAgS0raLbuXMnSouLgYrNqDnyIwDA0mEw9HGZKF77DhTXyWPq49vjdL+dGhrVaxHj4MGDMfevL6DixH4YEjq0eD+SLAOK+udx3bp1qKl1QY4Prl8VcLJqSav3Y//+/WHQySgrOABjStcW70eSZM1/9zSHn26IiEgV8+bNw+zZs33N0GfOnNlknYaKq0BnA/RHu3btYDKZsG1b07+6btu2DVlZWTAajaofl85MELxNog06EQVl1Qh2MidRFBFnN6GwvAZVtepOoywAMOplGPVixCaoAG+frGirIeyz1JGXKAqIthpgM+tQXFGLssrTV2wIAmAx6uAw61kFRwEJxTBAoKGqRUJF4cEWJKu0SwTJsowp112Hp5/9M2qP7YCxTfcW7ScUwwD379+P/BMFkO0t+8OcLHt/t2uVrFKgQAxwhsJf0/L9mJaWhs6dOmH1d6tRV3QI9osmojZ/L6oPb4U+th3M7S5D8dq3AQDm9oNOux9RFCGIguoxbty4EWUlRUDVBlQf2gzg9Ak/c2ZfSLb4M+5Py2RVTEwMenTvhm++3wDFVdviSjBJEpmsIiKi1mvSpEno2rUrFEXBpEmT8PTTT6N9+/aN1jEYDOjatSsyMjJUP74syxg7diw++eQTPP/887DZvFMJHzx4ECtXrsQ999yj+jHJf1ajDnpZQl5JFeqCrIryJsCMKK6oRXl1cBVbDQkqk16CUSdH9IxrOllElEUPq1EX7lCoGbIoItZmhN2kR1F5DSprTiZTBcE7WYDdrAt7A35qncQQ9VpKSkpCp44dsW7LT1A8bgii/5V/sixpUsnSYMKECfjnP1/FkSM/wpDcNaDYGoQi6bd+/XrUujyQo1rWz0jLhNqOHTsgm6Ng7zO1SWuEqN43NLpfW3AAnsI9Z4hRu/M4atRIfPfdd1DcwQ3XlET1E0EbNmyEAiHohF8DUYMYT3X55Zfj+3UbUVd8GPrYti3ahyRJZ5ykSCtMVhERkSo6d+6Mzp07A/BWWY0ZM8Y3NE8NX375JSoqKlBW5m0S+fPPP+Ojjz4CAIwaNQpmsxmzZ89Gr169MGbMGDz00EOorq7GE088gdjYWNx3332qxUIto5dFJEebcaKsGhXVwVdFRVn0kCSgpCKwhFVrSlBJImAx6mExyDDqOVysNdDLIhKiTKipc6OovAZ6WYLdoouIJvzUeoVqFjsA6NOnNzZv/RGu0uPQBZBwkSQZWs5YaLPZMGHCeLz+1nzUFRyAPq5dwPvQOskCAGvXrkWdywVLVEqLtpdkWZPXura2Frv37IFgcgY9gUND1ZJWr/Xw4cPx1xdeRJnggGRxwmRxwpTRy/d4dL+bAQB1xUfgPlOckqhqjBUVFdi1exf0cVmwdRvT5PFfJ/wAwFV+4oz71LKyCgD69euHOXPmQPnxv3D0mtJ8lZrHA518+vdEuHpW8apJRESqu+mmm1RNVAHAjBkzcM0112D69OkAgA8//BDXXHMNrrnmGuTl5QEAOnXqhJycHOh0Olx99dWYOnUqsrKy8M033yAuLvAmp6Q+URQQ7zDBaTNAjcnObEY9YqxGnG1XouBt+u60GpDstCDGZoTZoIvIRJUkAjazDonRJqTF2RBjMzBR1QoZdBISo81w2gxMVFHQZI367zSnV69eqK4sQ9mWz+CuKETVgfUoWv0mKnbmQPGc/g8Noahauvbaa2Ey6FG27b8oWv1m0/hctajc87/Tbu8dYqddhVpdXR3Wrl0Hj94O0WBt0T60qqzav38/amrrIFvV+Xwma5hkSUxMRN8+vaGUH4e7uuUzQKqdCNqxYwfqXO4WzfJ4OpKsbbKqU6dOEEUJitt9xgmQzkSWZVZWERHRuePbb7/FwoULkZubi6qqqkaPCYKA5cuXB7S/U5u3n8kll1yCZcuWBbRvCj2HWQ+DLCG/tAoud8s+PDUwGWTESSYUlFbh1F2JAmDU62DSSTDqpaD/kqwlSQTMRp23gkoX2bESUeh5Z1/TfhggAPTo0QMCAI9yppqVpkLRDyo1NRWDBw3ERx9/DMUTWHyA9gm1rVu3ori0DLqorBbvQxAEiBokgnbt2gWX2wPJok6ySosYTzVmzBis+t93qD2+G6b0S1q0D7WHr+3atQsulweyNVa1fcoaNy8XRRHXXjsZH3zyHwiSDFNGryZVau7qUlRt/uC0+5AkCXV1dfB4PCHt58k/8xARkermzZuHAQMG4IMPPkBRUREURWl08wTbZZvOCUa9hGSnGSYVqob0soS4KDP0sgizQYdYmxFJ0RY4rQaYDHJEJn9EEbCadEiIMiE11opYmxEmfWTGSkThFYpZ7BrYbDb07t0bstEK0RwFU0YvRPe7GZaOgyCIp691aBi+pnWMV199NRxRThiTuniHiJ0an6yHOav/abdt6P2l1ZCm7777DrV1LuicqUHtR9Jg2NWBAwfgdnsgmaNV2Z8WMZ7qiiuuQJTditq83S2uCJJkGTU16sX4yy+/wO3xQDRFqbZPrYcBAkDPnj2hlyW4So62aHuthqaeDSuriIhIdc8//zwmTZqEBQsWwGBo2fTSdH6QRBGJ0WYUldegOMDeU78miyLiHWaVItOGKAJmg7eCyhTh1V5EFDnkEDVYb3DhhRdi09af4Kkq8Tu5IUnePzxoPVyob9++SE9tg+1790Bp2weC5P9XWkEQNE0OfPvtarg8AkyOpKD2o0VD6wMHDsDl9sBodqiyP0mSmlTOq8lkMuHKK6/Aex98DHdZHmR7QsD7kCQZNTXqncfDhw/D7VEgGW2q7VOSJbhcLrjdbt/PkNouvvhi6GQRVSVHYEjsFPD2p/7+CeXM2qysIiIi1eXm5uKWW25hoor8Fm01IN5hwrnY2kcUAYtRRrzDhLRYK+LsRpgjtNqLiCJTKBusA0DHjh0hS+JZm0OfqmF4UF1dcDO4nY0kSRg7dgx0ogd1hbkBb69Vs+j8/Hxs37EDgj0RghTcrK2iKKp+Ho8dOwZF1EHUmVTZn1g/NExLo0aNgkEvoza/+VkJz0aSRNTWqhdjUVERFEGCIOtV26ckSVAUbX+227ZtixinE67S4y3aXqxPooW6suoc/EhIRETh1rlzZxw/3rILIp2/LEYZyU4L9HLr/3jy6wRVvMMEi5EJKiJqmYYvi6GqrOrUqRNkSYK7vMDvbRqqlkLxhXb06NEw6mXU5u0OeFutKqu+++471Lrc0EWnBb0vLSqrjh07BqiUqAIaqpa0fT/26tUL8bGxqDuxv0VDASVJgtvtrVpSQ3l5ORBkIvLXvNVU2lZNCoKA7t27Qagth6c28Gq4hoRaqH7/NGj9nwaJiCjiPP3003j22Wdx+PDhcIdCrYxOEpHsNMNqUvfDYCgIgjdBFecwMkFFRKoKVdVSg3bt2kGWRLgrCwPaThTFkCSr0tLS0PWCLvCUHIbiCux4WlQtAcDq1atRW+cOul8VoE3VUklpGQRZvYp3tauWmiPLMq64YghkTw3cZYH/EVTtqqWamhpAUHeonlQ/jFXrn+0LL7wQOlmCqywv4G29MWrX6+102LOKiIhU949//AMlJSXo0KEDevTogZiYxjPPCIKAf//732GKjiKdIAiIsxth1IkoKKtBC/uqhoQgACa9DItRhlkvQxSZmCIi9QmCAClEiSAAsFqtSElJxs/7jwW0XagqqwBvA+6Nm7eirvAg9PH+z76nxSx2brcba9ashUdnhWQKvieU2tVfdXV1qKurgyCp12tJFE9WLWnVawkABg0ahIWLPkBtQS5ke2JA24r1VUu1tbUwmYKvKtPr9YCi7iRBoiRqPgwQ8I568A3tjUkPaFtJCm2yvAGTVUREpLqtW7dCkiTEx8fjyJEjOHLkSKPHWWlC/rCZ9NDLEvJKq+ByRU7GigkqIgqHUPQIOlVm27bYvmsfFFet3z16tKpaas7AgQPx4kv/h6oAk1WSBudx+/btKCwqhhyVqcr+JFFCdYiHXAVKkr191Orq6jRNVvXq1Qt2mwXHCg8CbXsHtK0keuNS6/XW6/WAx6XKvho0DAPU+uemIVlVE0AfugaiePK1DiUOAyQiItUdOHAA+/fvP+1t37594Q6RWgmDTkJytBlmQ3j/viYIgNlwcohfQpQJVqOOiSqiCFJWVoYHHngAw4YNQ1xcHARBQHZ2drPrbtq0CVdeeSWsViuioqIwceLEiL82iaIIl0vdL8pnkp6eDkkU4a4q8XsbIYTJqnbt2iE5KRGu4l8C6mekRUJtw4YN3n5VUSmq7E+UvK91S/o0NUeWZUiiCHjU6d0E1A9NVbRPshgMBvS85BII1cUB91sSJVHVJEt0dDTgqYOi9nmE9okgp9OJxIR4uCv870PXQKqfDZDJKiIiIqJTSKKIhCgToizqzb7jj1MTVKmxFiaoiCJcQUEBXnvtNdTU1GD8+PGnXW/Hjh0YNGgQamtr8cEHH+Ctt97Crl270L9/f+Tn54cu4ACFqh9Ug4yMDEiSAE8AySpJDN0wQEEQ0LdvX0hKLTyVRX5vJ4qi6sMAN27ciMryElTsXI6i1W+iaPWbqM33Jj+L177jW1a0+k3UHP3ZjxjVrQgSBAF2ux0el3pN20PZR61Xr17QyxJcJUfOvvIp1E6oJSQkQBIEeGorVNkfENqqpY4dO0Koq4DHFdj7X6j/3MNkFRERnRNqamrw6quv4rrrrsPQoUOxe7d3xp5///vfEf/Xa4pM0VYDEqNNkDT+9GLSS4i1GxolqCSRH5mIIl16ejqKioqwatUqPPPMM6dd74knnoDBYMDixYsxatQoTJw4Ef/973+Rn5+Pv/zlLyGMODCCENrKqrS0tIArq0RRQF1d6GK8+OKLoZMl1JUc9XsbUZTg8ajXd0hRFGzdug2ACAjqXCtEUYCiKKrNYgcAyclJQG2latVaDUPs1IzxdC6++GLIsgRXaWBN1huSfmr93CQnJwecwD0bURQARQnJz3aHDh28EydUBDZxghSmYYDsWUVERKo7ceIEBg8ejJ9++gmJiYk4fvw4ysrKAACfffYZli5dipdffjnMUVJrZNLLSI6xIK+4CjV16n3ZMOklbw8qg8zEFFEr5U8/RJfLhcWLF+PGG2+E3W73LU9PT8fgwYPx6aef4rnnntMyzBbzJoJC92UxNTXVO+NbdSDJKm/T7VDp0aMHdJKEqtLjQPIFfm0jigLcbjc8Ho+vOigYv/zyCwqLimFMuRCWTkOaPB7V+4Ymy2qO7zpLjOomWQAgJSUF4obNUGorIRgsQe9PEIWQJTA6dOgAo0GHygBnsmuohFbrPLZv3x6SKMFdXgBddPCzPgLqV9GdSVZWli9ZpXMk+b2dIAqAEprE5Kn4aYyIiFT3wAMPoLi4GBs2bMDBgwcb/RVv8ODBWLVqVRijo9ZOFkUkRZthNwc3LNCokxBjMyAtzoLEaDNsJj0TVUTnuL1796KqqgrdunVr8li3bt2wZ88eVFeffqhUTU0NSktLG91CRRTFkH5ZTEhIgF6ng7u6zO9tBFEIafVXamoqohx27wxnfmpIUKl1Lvfu3QuXxwPJGnP2lf0kqJxkAYBOnTpBlqSAztWZNAyxC8V70mAwoGOHDlAqCwPuT6ZAvfPYoUMHyLIIVwv6Pp1OQ5I9FOcxKysLkiQG3LfKm1ALTfVXo+OG9GhERHReWLx4MZ588klcfPHFTf7S3aZNG/zyyy9hiozOFYIgIMZmQJzDiEDySw0JqtQ4C5Kc3oQXE1ThZTHqEGUxwKDTbjYpUodeluCw6JEQZQ53KC1WUOD9kuZ0Ops85nQ6oSgKiopO3//omWeegcPh8N1SU9WprvCHIIpwuUKXrJIkCSnJyVACSFaJQmgTaoIgoHPnThBqSqH4WdEl1Ccw1IrzwIEDcLs9EE1RquwP8J5HQN1k1QUXXOCtqglwKN3pCBrEeCZZWVmQ4IEnkOSpIKpaEZScnIyE+Di4S4+pNpxS7eTpmWRkZMCg18EdQI83ILQJtVPx0xkREamutLQU6enpzT5WV1cX8r/M0LnLatQhKdoCnXz6jzQGnQjnrxJUMhNUYWc365Eeb0NKjAXxUSakx9uQleRAm1gLYmxGmA0ym9mHkSAIMOolRFsNSHZa0C7RjowEGxKizLAFWdUYCc40ZPBMjz388MMoKSnx3Q4dOqRFeKeNy6PiLGT+SE5OAlxVfs9+JoiCqv2g/NGuXTtIIvzurSXA2yNIrTiPHz8Oj8cDyWhTZX/AycoqNc9l9+7dYTYZUFeszh8MG35OQvV6Z2ZmequCAki0eGNU77UWBAE9L7kEoqsKnppy1fapIDTnUafTIbNtWyiVRQFWqIX2tfYdN6RHIyKi80Lbtm3x/fffN/vYunXr0LFjxxBHROcyvSwiOdoMi/FkK85TE1TJTgscTFBFBEEQEGUxoG2CDYnR5ibVVKIowGzQIcZuRJtYK9ol2pEWZ0WcwwSbSQdZ6+765zFBEGA2yIixGdEm1lJ/7m2Ic5hgNekgnSPnPibGO1SrocLqVIWFhd73aFTUabc3GAyw2+2NbqHiTVaF9stiYmKid/azGv9mP2uIUa2qE394Zy0U4akq9mv9hkSQWlUiBQUF8CgKBJ1Jlf0B2iQwTCYTel5yCVBZAE9tZdD7C3UCIzU1FZIowFPt/9BbLZJ+PXv29M5MWKROojrUVUvt2rWDqLigBDCjYUMVXagrq9hgnYiIVHf99dfjueeeQ9euXTF69GgA3ovx+vXr8dJLL+HRRx8Nc4R0rhFFAfEOEyoMLuh1InTnyBfrc4UoCoiy6BFlMQSUcPJW98gw6mUABgBAncuNqlo3qmpdqKpxozaEw6LOJZIowKSXYTLIMOklGHSSXw3KW7t27drBZDJh27ZtTR7btm0bsrKyYDQawxDZ2QmCEPIvi4mJiRBFAZ7ackimsyfmTq22kaTQDO1t06aNd9ZCP4eHiSpXBFVXV0NRAEHWqbI/oP48KuonggYNGoT//vcLFH+/AI6ek1GbvxfVh7dCH9sO5naXoXjt2wAAR8/JqDn6M870jEJdWZWcnAxJFOEKJFmlQYyXXXYZ9DoJhTuWo3Lf97D3mHDG81h9aAvO9JtVENWt9DubU5usiwar39uFqvrrVPwkR0REqnvwwQfRr18/TJgwAQkJCQCA4cOHo0+fPujduzfuuuuuMEdI5yqLUWaiKoJIooBYuxGZCXbE2k2qVEbpZAl2s7dvUkaCDe0S7UiJscBpM8Ckl8+LhEtLyJIIm0mHeId3yGW7JAeSYyyIthpgPI/OmyzLGDt2LD755BPfLLUAcPDgQaxcuRITJ04MY3RnJghCSCuWACA2NhaiKECprfJr/Yb3USjjbEiouWv87GWkcowulwvePal37VF7+FqDIUOGQBDgd3+vMwl1siopKcmbOA1g+J0A9WNMTk5Gh/btAY8bUOE9FOqfmfbt2/uSVf4Kx881wMoqIiLSgE6nwxdffIH3338f//3vf3H8+HHExsZizJgxuPbaa1WZKpqIIpcsiXBaDXBY9JonQSRJhEUSYTF6awAURUFNXX31VY0LVbUuuD2h/YAdCfSyBJNB8lZP6SXo5POjgf2XX36JiooKXyLq559/xkcffQQAGDVqFMxmM2bPno1evXphzJgxeOihh1BdXY0nnngCsbGxuO+++8IZ/lmFurIhJiYGoiAEMGws9F9q4+LiIAoClACHtqkVo8Fg8D5rjwsQ1e3npvZ5jI+Px7Bhw7B81WoIsgGmjF4wZfTyPR7d72bf/w1JXeDZc+wMe/MOVQzVa+1wOGAwGFDmZ+IUQMPbUfUYhwwZjK0/bYfUbjAkixMmi/O059GY2gM1xblnDTJUP9veHm8iaiuZrCIiovOUIAi49tprce2114Y7FCIKEb0swWkzwGbSha1S59Shg9FW79DB2jrvsMHqOvc5O3TQqG9ITHmTU+dKj6lAzZgxA7m5J78Yfvjhh/jwww8BAPv370dGRgY6deqEnJwcPPjgg7j66qshyzKGDBmCv/zlL4iLiwtX6GcVjsqqqKgob9VSXbV/G2iUHDgTq9UKnSzD42eMan/xttls3l5drhpIsjrJKi2TAyNHjsS3369Fbf4eGNt0b/mOQvxaC4KAxIR45O89EtA2gPoxXnHFFXjln6+i8sQ+6GPbBrWvUF8pk5OTYbWaUV7uf7IqHD/XAJNVRESkgV27duHo0aMYOHBgk8dWrVqF5ORktG/fPgyREZEWjHoJTqsRVpN6PVvUpNdJ0OskOOrvu92ek32val2oqQttQ+hgCYIAo85bOWU2yDDqOHNigwMHDvi13iWXXIJly5ZpG4wGQv0+dTgc3iSZq8av9b2D10JbASaKImw2GwoK/ExWqVzJEh8f7238XVOu4oyA2iWrhg4dimeefRYFebuDSlYJYaiiczqdwM79UBTFrz+IaBVjhw4dkNk2Az/s2AfFXQdBCuLaF+JEkCiKaJ+VhaNrNkJRPL7m6WfinUGTPauIiOgccO+99+Lf//53s499/vnnET/Mgoj8YzbIaBNrQVqcLWITVc2RJBFWkw5xDhPS4mzISrIjNdaKWLsRFqMu4hI/oijAYtQh1m5EaqzVG2+cFbF2E8yGyIuXtCGEvAYDsFgs3iF27lr/NghTRaXZbALcdf6trHKIaWlpkEQRnqoS1fap5Wm02+0YPGgQxOpiuMqbzooZyaKjoyEobu+QS39odB4FQcDIkSOhFxXUFR4Mdm+qxBSIdu3aQRIUeKr8b1YfDkxWERGR6tavX48BAwY0+9jAgQOxfv36EEdERGqyGnVIi7OiTawVZkPrSVKdjiAIMBlkOG1GpMRYkJXkQHq8DQlRJtjNeujk0H5k/nUz9KwkR30TeSNMhvOnGTo1FeoCQJPJ5D1uIA25ldBXgJlMJkAJbHivWjF26NABsizCVZavyv5OpdV5HDNmDAx6GbV5u4PbUYhf66ioKG8PNX+HpdbTIsYRI0bAqMY5rBfK89iuXTvIogh3AH2rAIXDAImIqPUrKSmB1dr8dLgmkwlFRUUhjoiIgiUIAmwmHZxWA/S6c79Zt0EnwaCT4LB477vcnvqG7W5U17lQXate3yudLMJskM+7ZugUoDDkKA0Gg3cYoJ+VLOFKowYycYvaFWpZWVmwWsyoKDuu4l61PZOXXXYZ4mKcyM3fA6Vt7xYlwMORM3c4HBBEAUpdNeDHkEstqxEzMjLQvduF+HbtJnhqqyDqTS3aTzjOY1ZWFiRJhKuiCIg9+/rh+gMJK6uIiEh1KSkpWLduXbOPrVu3DklJSSGOiIhaShAERFkMyIi3IjHafF4kqpojSyJsZj3ioxqGDjrQJtaCGJsRZkNgPaMMOglRFgOSos3ITLSjbYIdCVHm+iqu8/P8UmSS5frahgjv6SaKYthilGUZl1x8MVBVFMCsieGl0+kwdOiVkN01cJWeaca/yOJwOCAK8LuHmtZGjx4NgyyiNn9PuEMJSGZmJmRJhLsysv94zGQVERGpbvz48Xj22WexcuXKRstzcnLw3HPPYcKECWGKjIj8JYoCnDYDMhNsiI8yMYnyK6IowGzQIcZuRJtYq2/oYLzDBJtJB7l+Nj5BEGDSy3DaDI2GGMZHmWAz633rEUUiURS9tSkRnqxyuVxh65cFeCuV9DoJdYWHwhZDoIYNGwaDXkZd/t5wh+I3u90eUMP/BloNXxs+fDgsZgNq83YFva9QDrGLi4uDzWplsoqIiM4/TzzxBNLS0nDllVeic+fOGDp0KDp37owrrrgCaWlpyM7ODneIfouxmxBjMyLKYoDNpIPFqINRL0EvS5BEgb1j6JwjiQJi7UZkJtgRazdBYjLFbwadhCirAUlOCzIT7chMtDdqhh6JzdupNQn9e8f3BTrCr3UulwvhG4QIDBgwAAadjLqC/WGLIVAXX3wx4mKcqCvMbTWzodrtdm/D/7rIqKyKjo7GwAEDIFQVwV0RSP+n8BIEAZmZbYGa0oh+7dmzioiIVOdwOLBmzRq88MILWLJkCXJzcxEXF4fZs2fj7rvvPm0/q0gUbTXAbjeecR2PR4FHUeD2KPB46v+tv+/2eODxwPuvgib3I/lDAp1fdLKIaIsBDoueSViVsGqKWjuPx4PWcJWqqakBxPBVf6ampuKCLp2xZuNWeFw1EGVD2GLxlyzL6N//chz64GO4KwohW2NatJ9Qfo6x2WwQBAFud2QkqwDvUMAlXy1DTd5umNv2Dnc4fktLS4O4diOU2opwh3JaTFYREZGqqqqqcPPNN2PmzJl4/PHH8fjjj4c7JM2JogARAloySsoTQGLr1PtuT2v4+kCtgV6W4LR5KweZpCKiU3krlgAIkZ14ra6uAcTwfrUdMWIEvv12NYpXvwVHz8mozd+L6sNboY9tB3O7y1C89m0AgKPnZNQc3wl/0llaJ4L69++Pjz75N1xFh1qcrAqlhmRVIJVVWn9a6t+/P2Kd0TiYvwdKxqWt5jqalpYGSRTgriqB6Eez+nBgsoqIiFRlMpnw73//G7///e/DHUqr0DjRFVi2y9OQ4DpNYqu5Sq+G+0RGvQSn1QirSRfuUIjIb6H9/V1XVwdAgRBQsir015iKygoI0pmroLU2YsQIPP744/C468IaRyB69eoFvU5CWfFhGFN7tGAPoX2tbTabt8G6uzag7bRM+un1egwfPgzz3l4IV8kR6KJSNDuWmlJSUiCJIjzVZX4nq0I9GoDJKiIiUl2PHj3w448/YsCAAeEO5ZwmigJE37CHwBJdlTV1KKuqQ3lVHZNX5xmzwdvs22xgkoqoNRGE0H9ZdLlc3t7qfg+x81aVhDLOuro61NbWQZD8rA6pL3xRO8aEhASMGjUKS5evAiQdTBm9YMro5Xs8ut/Nvv8bEjoCuSfOuk+tz2N0dDS6dO6E7zdug+JxQwhoKGXoX2ur1VrfYD2wZJXWRowYgfcWfYDq/L0tSFaF/jwCQFJSEiRJQF11KYBkv7YJdYyRXc9JRESt0rPPPovnn38eq1atCncodBpmgw4JUWZkJtqREmOBzcTGz+c6m0mHtDgr2sRamagiaqVC/WWxttabFBBE/742NoyA8ng8WoXURGVlJRRFgSAF9ntNixhHjx4No15Gbd7uoPYjaJRQa06PHj0gC0rADcIbhruFJVnlb2VViM7jRRddhKSkBLgKDkDxuAPaNhznEfAmq0RBhKfm7D2rwjWykZVVRESkupkzZ6K8vBxDhgxBdHQ0kpKSGo3hFwQBP/zwQxgjpAaCIMBi9M5yqCgKyqu8FVcVNS42fz8HCIIAu1mHaIsBel34mg8TUfAEQYCiKN7ETIi+PdbW1nqvBYKfvz/C8MW7oqIC3hD1fq0vCAIUaJOsGjJkCOxWC/LydsOYelGLX6dQJjAuvPBC6GQRrrLjkG1xfm/XEGMoE5MGgwE6nQ5KnX/JqlDFKIoihg0digNvzoer9FhA1VXhOI8AEBcXB1EU4KmtPPvKYYqRySoiIlJdTEwMYmNjwx0GBUgQBNjMetjMeng8CsqrvYmrSiauWh1BEBBl0SPaauCMdETniIYvtW63G7Icmq9xLpcLCuD38DDxlBhDpbKyEgr8r6wSBAFQtPnibbFYcMUVQ/D+x5/BXVEA2dqyz0JCCM9j586dIUsiqsrPPizxVOFKstisVpw44UeCBfD2WlOUkMQ4ePBgzP/XO6g9sT/AZBU0S56eiU6nQ3RUFEoKzn4uxfqedUxWERFRq5eTkxPuEChIoijAbtbDbtbD7fagrL7iqqrWFe7Q6AwkUUCUxYAoix4Sk1RE55SGoXihTlZ5D+5fhVBDI/aQJ6sU+J2s8n7xVjSLcfjw4fjsP4tRm783iGSVCAWhOY9paWmwWMwoLy8IaDtBDH1iEgCsVgtwvNSvdUOZPO3RowdindHIzT8YUPXjqT/XoeZ0RuPA8f1nXa+hGtH3+yBE+CmGiIiIzkiSRERZDUiNsyIz0Y44hwlGPYeURRJZEhHnMKFtgh0xdiMTVUTnIFEQoShKSL8wejwe1JdW+bW+WP+7J5QxVldXe6t/Jf8SeA3JAa1i7Nu3L5xRDtSd2N/iqmRR9FYEheI8SpKErHbtoFSXBBSvWJ9QC3UCw2w2Ax7/ZlwM5ftRlmX07dsHkqsSnqoSv7cT66u/vDNvhlZUVBTgqjnrpI5imBJq/CRDRESayM/Px8MPP4y+ffuiffv2+OmnnwAAr776KjZv3hzm6KilZElEtNWAtDgb2ibYEGs3Qi8zcRUuOllEQpQJbRNsiLYa2CSf6BwmhSERdHLYj3+/W0RRhKKENsaamhoAgCD6l6zS+jzq9Xpcfnk/SHXl8FQVt2gfDUmWUCUwMjMzIcEDT02Z39uIUniSLN5klX+vXUOFWqhivOyyy6DTSagr/sXvbSTJ+xkq1Ek/ALDZbBCgAGdpCh+u15rJKiIiUt3+/fvRvXt3/N///R8EQcC+fft8Hya3bt2K//u//wtzhKQGnSzBaTMiI8GG9HgbnDYDdDI/WoSCQSchKdqMtgl2OCyGkDVbJqLwkeorhxpm6AsFRVHOVnTRiDdGxXfNDwVfE3g/ZyyUJAmKom2MAwYMgF4noa7wYIu2lyUZChCy85iWlgZJEgKqCGpIsoTy/QgARqMRUDxQlLP3T5JlGdD4tT7VJZdcAr0swVVyzO9tJEkK6Wt9KrPZ7NfsilKI348N2LOKiIhU98ADDyAqKgobNmxAfHw89PqTM/RcfvnlmDVrVhijIy0YdBIMOhNi7SZU17p8Pa5c7tA24zzXmfQynDYDLMbApmgnotalsLAQJSUl+CU3FwBw+aDBEOuTLNXV1SGLQ5Kk+pqqpimrgoICFBUX45233vTFKMveL96hjNHtdntHKjYzVPHo0aMQBKFRjA1JPy1j7NOnD/Q6CWXFh2Fs0/2M6+7Zswcej6dxjLIU0iRLWloaJFGEu6oUuujm1yksOOGLEQDate8Q8tcaAEwmk/c96W5aiVRaUtIoxo5dugAIXZIlOTkZCQnx2H3o2Gn7VlVUlOPd+fN8tYpdunUP6Wt9KqPRCAGA8qtKtfLycnzw7ju++LtffAkAJquIiOgcsHz5crzyyitITk5uMr49KSkJR44cCVNkFApGvQyjXkacw4TKGm/SqryqDm4PZxQMhCAI0EkiDDoRBp0Ek16GycCPbkTnK53O+/NfVVUVsmM29KqBn72MZFkHKEpIYzzZBN6/yipZJ2ueZHE6nejYoSPWbfkJisfj65PlL1nWQUHoXuvk5GSIoghXdQDDAOsTaqF8rYH6BIsgNEmwNKehii5UMQqCgB7du2PvgcVQ6qog6M1n3UaWxJC+1qcyGAzeEb5nGwYYptean3iIiEh11dXVcDqdzT5WUVFx8sMvnfPMBh3MBh3iHQoqa7wVV+XVdfAwcdWILIn11Wki9LIEg06CXhY5vI/oPOV0OhGflIRBV1zpW1ZUWAhFUVBRURGyOGRZRn3pRZPHYmJiEOWMwdCRI33Lftz6AxR4Z+gLlTM1BU9KSoKk02H0uPG+Zbt37ABCcB579OiOTT9sg7uyALI17rTrZWVloaS0FOOvmeRbdmDfPkBRQnYek5KSIIkCPDXlp13HGROLSddf77t/5JdfsGfHjpC+1sDpq4EAwO5wYMpNU3338/Py8POPP4Y0xg4dOkCWRLjLCyA6myarLBYrrp86zfdZuKS4GFs3bw75eQS8P98ChCZDKq1WKyZdfwMMRiMA78/zprXrQh4jvy0QEZHqOnbsiGXLljX72DfffIOuXbtqctycnBwIgtDsbc2aNZock/wjCAIsRh0So81ol2hHstMCq1F33iVjRFGASS8jymJAvMOE1FgrspIcyEy0IyXGgli7CXazHgaddN6dGyI6M53OW21TXn76hIIWx/QmBvybBUyv1wOKEtIYA/1dqdProIQgxm7dukGWJbhL8wPeVqfXhyTGBtHR0dDr9fDU+J/A0+lD/34EvNVAggDAj5npGt6PZWX+V4wFq3379pAkCe6KAr/W1+l0UBSENMYGvp+ds1RO6vV6KAjteQRYWUVERBq49dZbce+99yI5ORnX1/8Vrra2Fh999BFefvll/P3vf9f0+E8//TQGDx7caJlWCTIKnCAIsJp0sJp08HgUlFd7hwpW1rhaPM13pBEEAXpZ9FVIeaumJMgS/05IRC1jMBqhKApKSvxvgh0svV7v/UKr+JesMhi8MZaWlmoc2UmBDlVsiFHr89ipUyfIkojqihMwBLitwWCAAoTstRZFEQnxcTix/7jf2zScx+LiYu0Ca/a4BsDPYYB6gyHk78e0tDTIooCqav+OaTAaoSC0P9cN/E30SpIEURRDeh4BJquIiEgDM2fOxJYtW3DPPffgvvvuA+BtrK4oCm699VbcdNNNmh6/ffv26NOnj6bHIHWIogC7WQ+7WQ+329MocdVa6GQRBlmCXuf916CToOMQPiJSWUOyKpTJgYYJUvytrApHjA3VXx4/ZocDQhdjeno6jAY9KioKA942HOcxLi4O2H3gtI3Bf81gNAJhSladbhhgc+uG+jympKRAkiR4qvxL7EiSBFmWQ34eAdT3lVXO2u9NEAQYDAYUFRWFJrB6TFYREZEmXnvtNUyfPh2LFy9GXl4eYmNjMWbMGFx22WXhDo0ilCSJcFgMcFgMcLk99TMK1qK61r8vSVqTRMFXIXWyakqCKDIpRUTaM5tMUBQFBQX+DS9Sg3fIlXDWBswNzGYzFEVBfn7gQ99aSpZlAP5Xf5nqYzxx4oSmcel0OmS2bYsTP+z0OwHUoOG11jrGU0VFRUFQPIC7DpD1Z11fr9dDEMWQvh+BU4YBetxnTbKIogiD0RjS96PBYEB8XCyKDxf7vY0xxDE28Hg89TNpnv29aTKZkZ+fH/B7ORhMVhERkWqqqqrw2WefITc3F/Hx8Rg7diyeeuqpkMdx++2349prr4XZbEbfvn3x+OOP4/LLLz/jNjU1NY2m5A11qTM1Jksioq0GRFsNqHO56xNXdaip0z5xJQiCbwY+b7Nzb8WUxCF8RBRGZosFikdBXl5eyI7pq2Jx+1ftajKb4Qlxsso7VBGAx7/KKqPRCAhCSGJMT0/Hhi3boNRVQ9Cb/N5OkmXodLqQnsfo6GiIggBPXTUkP5JVgiDAaDKF9P0INDRY9w4DFKSzx2kKQ4xxcXHYlXvM7/VNZgsKCgrgdrshSZKGkTVWW1vr/Y949mOazCYU5OejvLwcNptN48i8mKwiIiJVHDlyBAMGDMD+/ft9fYccDge+/PLLkA3JczgcuOuuuzBo0CDExMRgz549+POf/4xBgwbhv//9L4YPH37abZ955hnMnj07JHFSYHSyBKdNgtNmRG2dG6VVtSirqkOdy78vJmfSkIxqmIHPoBOhk0P3QZGIyF9GkwmCKODYMf+/BAdLFEXIOh2UOv+SVTqdDjqdLqQxNlTa+DMsDPAmWUxmM44ePapxZEBqaiokUYSnuhRiAMkqALBYLDhy5EjIKlnsdjsEQYDirjn7yvUsFiuO5+Whrq4OOp1Ow+hO8iYbAbhdgB/JKovVioL8fJSVlYUsyeJ0OiF46vxO8lqtVpSVFCMvLw9JSUkaR3dSTU0NFAUQ/EhWWaw2nMjLw7Fjx0J2HvknQiIiUsVjjz2Gw4cP47HHHsN///tfvPjii9Dr9ZgxY0bIYrjooovw4osvYvz48ejfvz+mTZuG7777DklJSXjggQfOuO3DDz+MkpIS3+3QoUMhipoCoddJiLWb0DbBjrQ4K6KtBr+alsuSCItRh2irAYnRZqTH29A+2YGMBBuSnBbE2I2wmnRMVBFRxBJFEWazOeTXJ6PB4PcQOwCw2mw4dOhQyCbMMBqNAAS/EwMAYLPZcOzYMdTV1WkXGLz9i0RRhNvPZtunstrtKCsrC1mlt81mgygCiqvW/23sNrjqXDh+3P/G7MEymUzepJrHv9fOZrdDURQcPnxY48hO8iX+XP4l/qx2GzweT0hjBIDq6mrvz6kfySqbzQaPJ7TnkckqIiJSxddff41HHnkEs2fPxsiRI3HnnXfirbfewtatW0P6IebXoqKiMGbMGGzduhVVVVWnXc9gMMButze6UWQz6mXEOUzITLQjNdaKKIsBOlmESS/DYdEj3mFCaqwV7RLtyEy0IyXGgjiHCXazHgadxAboRNTq2OwO5OXno6KiImTHNBj0UNz+J6tsdjsqKytDNoTtZA+jAJJVdjvcbrfmib+kpCRIogBPdXnA29rtDngUBbm5uRpE1pTFYvEOr3P7n8DzJoI8IYsR8PZFCyROm90Bjye0MdrtdogC/E5W2e12eDwKDhw4oG1gv1JdXQ0AEMSzV8XZHA54QvxaM1lFRESqOHbsGAYMGNBo2aBBg6AoSliTVQB8f91lcuLcZTLIiI/yVlylxlmREGVGlNUAk0FmrykiOmdERUfD4/Fg3759ITumXq8PqLIqOtoJj8eDvXv3ahjVSSd7GPkfY1SIYkxMTPQmq2rKAt42KjoqpOfRV7EUQLIqOtoJd4jfj2az2Tvs0+VfnA3nMZQxWiyWgM5lw/tx//79GkfWWFVVFRQIgHj2z0lRUaF9PwJMVhERkUrcbjdMpsb9GLyl+YDL5f9fO9VWVFSExYsXo0ePHr54iIiIWqOGZNXu3btDdky9Xu9383LAG6M7hDEG2rMK8DYTD8V5TExMhCiK8NQEXgkXFe2Exx3a84iGWfb8FI73Y0sTQaGM0Wg0BvSedERFQVGUkMYIeJNVEP1rY26z2yGKYkhjZIN1IiJSzc6dO+unkPZy1w8b2LFjR5N1L774YtWPP2XKFKSlpaFnz56IjY3F7t27MXfuXBw/fhzz589X/XhEREShFBMXC4/bjZ9//hkTJ04MyTG913X/k1UxsbHwuD34+eeftQvqFAaDwfufAHpWOWNj4fZoH6PZbIbdZkNJceDDAKOdTkBAyM6jXq/35qoCHE4py3LIYgTqe2sJ8LsRvMlkgslsxk8//aRxZCed2kdNkA1nXV+WZdgdDmzfvh0ejweiH5VOaqisrPQ7WSUIAqKdTuzevRs1NTUnf+40xGQVERGpZurUqc0u/+1vf+v7f8OsNu4A+l/4q1u3bnj//ffxz3/+E+Xl5XA6nbj88svx9ttvo1evXqofj4iIKJSioqIhiGJIv3jLsgwo/ierLFYr9AZ9yGL0VrEIUAIYqmgwGGC1WvHTTz9pPtteYmICDuXvCng7SZLgiIrC9u3bQzLbnnf/QkCvtSAIcMbEYO/efSgvL4fVatUuwHpWq7W+ebn/wxVjYuNw/Pgx5OfnIy4uTsPovPR6vbePWgDvyZi4WBw+eBAHDhxAZmamdsGdorKyEpD8f1/FxsVh35492LlzJ7p166ZhZF5MVhERkSrmzZsX7hDw0EMP4aGHHgp3GERERJoQRRExsbHYuXMnysrKQjKFvE6nAwKY2U8QBMTFx+PQoUPIy8tDfHy8htF5k2miIAQ0fA0A4hIScOTQIezfv1/T5EB8fDwE949QPC4Iflax+LZNSMD+vXuxfft2zZMDkiTVN6r3P1kFeGMsKijADz/8gH79+mkT3ClOJqv8q6wCgLiEeBw7chibN2/GsGHDNIzOy1ulFlgftfiERBw8cACbN28OWbKqoqISQgDJqviEBOzeuRObN29msoqIiFqPm266KdwhEBERnfMSk5Kxo7AQW7ZsQf/+/TU/nizLEAIYBggACUlJOH70KDZu3IiRI0dqFJmXIAjQ6XVQagJLViUmJeNQbi42btyoaXIgLi4OoiDAU1sJyRjYTMMJSUnYs2sXNm7cqHlyoKVDzxKTkvHztm3YtGlTSJJVOp0OZpMJpZX+J6sSk5KxZcMGbNy4MSTJKl9LjACq1BKTkuB2u7Fx40ZcddVVGkV2kqIoqKqqgiD6n/BOSDwZYyg+97PBOhERERERUSuRmJQEl9uNtWvXhuR4kiT5ZtX1V1JyMtwhjNGgNwRcWZWYlAS3S/sY4+LiIIoClJrKgLdNTEqGJ0TnsWEoZKCvdVxCAhQgZK81ADgc9oAqq5wxMZBkGWvWrNEwqpNkWfY2qw8gWWWz22E0GrF27Vp4Aqxua4na2lq4PZ6AhgGazGbYHQ5s2LABdXX+D8NsKSariIiIiIiIWom4hASIoojVq1eH5HiSJAX0pRsAop0x0BsM+O677wJOfrSELMtQAozRZrfDarNi7dq1mn7xjo2NhSh6K6sCZTQaER0Tg40bN3r7C4VCgO27ZFlGfEICfvzxRxQWFmoT0684HA7AXev3+qIoIik5Gbm5uTh06JCGkXl5qxEBJYCkkyAISG7TBidOnMDOnTu1C65edXW1t1+bKAW0XUqbNigvL8fmzZs1iuwkJquIiIiIiIhaCUmSkJicjP3794fki3fD8LBAkk4NX7yPHz+O7du3axWaj04XWBP4BimpqSgpKdX0i3dsbKx3GGBdy5JNKampqKmp0bwqKJikYkqbVLjdbnz77bcqRnR6dru9Plnlf8wpbVLhcrnwv//9T7vA6klSQwIosHOakpoKl9sdkhhra+uTfYEmq1K9r3UoYmSyioiIiIiIqBVJS0+Hy+VCTk6O5seSJMlbbBNgMigtPSNkMQY6Y2GD1PR0uNzaxuh0Or3DAGurWrR9qM5jQ7JKCLS0CvXn0eUOyWsNADabzVu55Hb5vU2btDS43aGJ0ZusEgJuVp+S0gaKomDlypXaBHaK2tpaKAoCrqxKSEyCKEnIycnRvGqSySoiIiIiIqJWpE1aOtweD5YvX675sXS6+p42ASaDktu0AQQBK1as0CCqxlqarEpITIIsy1ixYoVmfYKcTmdQlVXOmBgYTSasWrVK0+GKwSQe7A4H7FEOrF69OiTDFe12O8QAZwQ0mc2IjYvHhg0bUFRUpGF03mpEbwuwwM6pTq9HYnIytm/fjsOHD2sSWwOXywVAAYTAklWSJCGlTSoOHjyI3bt3axNcPSariIiIiIiIWhGj0Yj4hERs2bIFx48f1/RYDTObBdoTSpZlJLdpg9179mDv3r1ahOYjiiLQgmSLKIpITUvH0aNH8eOPP2oQGRAdHQ1BEKDUVbdoe0EQkJbRFkVFRVi3bp3K0aknPaMtKquqQjIU0GKxQBAAJYC+VQCQ3rYt6urqNE+g+oYBtuA9mZ7RFi6XC8uWLVM5qsbcbjcUnGysH4j0tt4Yv/76a/UDOwWTVURERERERK1M23aZIflSq9frvV9oA5xtDwAy2oYmRm9yoGWVQRmZ3hi/+uordYOqZ7PZoJNleFqYrAJOxqh1cgAA0ILkBaD9eTyV1Wr1JgBdASarMtuiLgTnsSFZ1ZJqtbSMDHgURfMYfZWELXi9U1JTIQgivvrqK02HAjJZRURERERE1MqkZbSFx6NonhzQ6/X1M5sFnqxqk5YGAFi6dKmmX2q9wwBbtv/E5GRIsoyvvvpKk6GAgiDAbrcHnFg5VVx8PIxmM1asWIGWKhUAAHgZSURBVHGyMXaEiYqOht3hwP/+9z+Ul5dreiyz2exNVrkDGxZpsVgRFxePdevWoaCgQKPoTq1WCvw9aTAYkJicjB9//DEkEyi0hCzLaJOWhgMHDmDHjh2aHYfJKiIiIiIiolbGaDQiITkJP/zwA3755RfNjqPX6wEBLaqs0ul0aJOahr1792LXrl3qB1dPkqQW9axq2DY9oy2OHT+u2ayADocdCKC/0q8JgoCMtpkoLi7G999/r2Jk6mqb2Q6VlZWaNzE3mUzegqAAk1UAkNGuHWrr6jSt9vMlq1qYQG2b2Q4ulwtLly5VMarGTsbYsu3bttM+RiariIiIiIiIWqGGL7VaDhnyVlYJUJTAk1XAyS+1WlaABTMMEPAmMLSM0WKxAJ7gmqO3bdcOdaEYZhdEBVzDa631EDaTyeR9TwYwG2CDjMxMuN3u0CSCWigtPR2KAs1/ZgQAClqW5E1u0waiJGlaNclkFRERERERUSuUlp4Oj6LtUECj0VhfxRJ4YgAAUuq/1GrZ30an07W4sgoAEhITodfrsWzZsvpZ0tTlTVa5gnr+zpgYWCwW5OTkoLq65f2vTsfXZymIpJ/Nbke0MwbfffcdSktL1QqtCYPB4G2w7gn8tTKZTIhPSMCmTZuQl5enQXTeZFVLZgNsoNPrkdymDXbt2oV9+/apGlsDXxP4Fg59lSQJqenpOHLkCLZt26ZiZCcxWUVERERERNQK6Q0GJCWnYPv27Zr1t2lIVrUkMQAAUn1/m4MHD2rW30an0wEed4uTQaIoIi2jLfJPnNBkKKC3EghAC88hUD8UMLMdysrKNBkKKIr1qYEgE4oZmZmorq7GqlWrVIiqeUajEUDLmv4DQEZmO7hcbixfvlzdwOoFW1kFeM9jnculWYy+iRNaWDEJnKzs1GpIJZNVRERERERErVRaRgZcLpdmyQGTyQQg8GbWp0pLz4DL7dYsRm+lTXBfvNPrz6MW/ZZOJvxaHh+g7Wut0+m81UBBVKgBDTG6Ne1b1RBrS4empqWnw+3W7mdGDW1SU6Eoimbn0WAwAAjuPZmYnAxRkpCTk6NJ1SSTVURERERERK1Uano63B6PZl9qG2Zea+kwQMDb3waKgpUrc9QL7BRqfPGOT0yEJElYtWqV6l+89Xo9gqkEahATGwuD0YRVq1bB7Q5uX7/WEGOwCTW7wwG7w47Vq1drMlwRqK+kA1o8hM1kNiMmLg7r16/XdLhiMHR6PRKTkvDTTz/h2LFjqu/f26Q+uCS0JElIbtMGubkHNRmuyGQVERERERFRK2U0GuGMicGWLVtQWVmp+v69ySpAcde2eB86nQ7xiUnYuXMHCgsLVYzOq+GLd0tmh2sgSRKSUlJw6JdfVJ9dUafTeZtZB1H5BXiHl6WktkFhYSF27typTnD1vMPCENRQxQYpqWmorKzE1q1bgw+sGbIsB1VZBQApqamoravD+vXrVYzMK9jZABukpKbB7XZj3bp1KkTVmF6vhyxJQSWrAKBNahrcbhfWrFmjUmQnMVlFRERERETUiiWnpKC2thabNm1Sfd/BzLx2qqSUZM2+eFssFogCoLiC++KdnNIGbrcba9euVSkyL51OBwhocSXQqZJTUuDS4DwajUZvQi3I1xkAklJSNHutAW+yChCCSgYlp6TA7XJrm6wKUsNrrfb7EfDGaDabg0rwAkBSsnY/10xWERERERERtWKJSd4vjFpUslgslvrKquC+1Hpj9GgSo9VqrR/SVBPUfhKTkjQ5j7IsexusB9kPCgASkpLh0SDGhuGewb7OgHd2RY+iaFtZBQR1PmNi4yCKAn744QfV4mrgTVYJaOlsgA3sDgf0BoNm59Fut0FxtbxiEgDMFgusNht++OEH1YfPMllFRERERETUijljY+H2eDSZbc9btSQENQwQAKKdTkCAJjHa7XYIggBPXXDJKpvdDlmWVY9RkiQAAhQVklUmkwkmsxnbt28PPrBTeJOS6iSrZFmG3e7A9u3b4VGhmqy5/SPIZvCiKCLK6cSePXtQWxvce7u5fQMIOnkjCAJiYmJw6NAhTXprWa1WwBP86+2MjUVxcTGOHj2qQlQnMVlFRERERETUihkMBpjNZuzevVv1fZ+srAruC70kSbDZ7ZrE6HA4vAk1V3ANvQVBQFR0NPbu3Ye6uuC/xDdo6LGkRmUV4E38HT16FGVlZarsD/C+h3Q6HRRXcAm/BtExTpSWlWnSHLyhsirYZvDOmBjU1tYiNzdXncDqeZOTCLpnFQBEO2Pg8XiwZ8+eoPf1aw6HA3DXBh2nMyYGbg1iZLKKiIiIiIiolbNYbcjPz4fLFXzPoVP5htgF2Q/Kuy8bysrKUF5erkJkJzmdToiiAKW2Kuh9WW02uN0uFBQUqBCZl7fHElRLVlmsNiiKomoiSBAEREc5VEtWWa02KB4Pjh8/rsr+TnWyZ1Vw59NqtcGj8nkETk1OBj9jo9Xmfa21OI92u72+T1lwiWitXmsmq4iIiIiIiFo5i8UCl8ul+mx7J5NVwScxzBYLFEVBXl6eCpGd5HQ664cBBp+sMpst8Hg8qsao1+sBBF8J1MBitcCjwXmMjo4GgqxOa9DwWufn56uyv1PpdLr62QCDS1aZLRYoKr/WwCmzP6owBNJi0ea1BoCoqChvkrcuuNdcq59rWdW9ERERERERUVAKCwtRUlKC7hddjAP79uKnrVuR0a4dLu17GT54520AwIRJk/HTtq3YtX072nfqDI+iQFEU1NSoUxnTQKfTwWwyobSy8X4LCgpQVFyMosJC/2Os//KudoxxcXGQRAGe2kqIBptv+dGjRyEIQkAxivUzuakZo16v9zbdbiZZtWfPHng8noBiNBgNgKKo3mvJ6XQC7tpmk2qFBSfwzltvYvT4CX7FGRsfDwXqv9bAyeTfr89naUlJQDEmJCYBgOrn0Wg0AoIAeJpWOVZUlOPd+fMwxs8Yk1LaaPJaA/XJKkGA51fJqvLycnzw7jsYM2GiXzG2SUuHAvXPIyuriIiIiIiIWjnRm2OB261O9c6pHA67KpVVgihAgfoxRkdHQ5IkKDUVQe9LqD+RasZoNBrr+36pM0RTgPoxAkBMTIy395cKFWoQtIkRaEj+qVCpJkCT96PRaKyvrAr+9RY0PI/R0dHqvN4CAEVRfQgyK6uIiIiIiIgiiNPpRHxSEqKdTkQ7nbioZy/fYzdMv9n3/0v7XoZL+14GAPjfypUQBMFb1aGyqKgoYP+RRstiYmIQ5YwJKMY1q1dDAFSPUZZlJMTHoehQ4z5TSUlJkHS6gGLctH49oHKMFosFApqfaS8rKwslpaUBxfjjDz8AGrzWCQkJ3gq1ZpJ+zphYTLr+egDwK86d27ej6MQJTd6PBoMBQH2lWkOWFoDd4cCUm6b6HeP+vXuRf/y46jH6ZlZ0Na00slisuH7qNIii6FeMhw8dwtEjhzU5j06nE4LYtLLKarVi0vU3wGA0+hVj3vHj+OXgQZhMJlXjY2UVERERERFRK1dZWemb6l5tUVFR3inug+wRVF3ljTE2NladwE6RlJQE1FXCWyvTclVVlRAEUdUY7Xa7tzeQSv2gqqoqIWpwHhMSEiCKAjw1wTfAr9LwtZZl2TtzYZCVVVrFqNPpYDIZg25cDpz8udbiPDqdTu8wwCAnJqiq9L4f1f7dw2QVERERERFRK1deXoaYmBjodDrV931yuFBwyZay0jKYTCbY7XaVIjspKSkJIhR4aiuD2k95WRkkSd1kVVRUVH0DeHWSVWWlZRAEAQkJCarsr0FycjIkUVQlWVVeWgZBEFWPsYFJhUqjstIyiKKI+Ph4FSJqzGG3B/3zAnjfj6IgaBJjTExMfYP14JJVZWWlEDSIkckqIiIiIiKiVqympgYV5eXo0qWLJvv3VmAgqNn23C4XSkqK0blzZ4ii+l9Dk5KS6oewtTzRoigKCgsKkJWVpeqwK18vqCATaQ0KTpxAYmKid/Y+FSUnJ0MUBbirS4Pe14kT+bDbbUhJSVEhsqasVkvQ+yg4kQ+9Xo+srCwVImosJiYGUKHP24kT+RBFEZ06dVIhqsYa3pfBJngL8k9AkiR07txZpci8mKwiIiIiIqLzSnl5Oe6++24kJyfDaDSiR48eWLRoUbjDarH8vOOQRFHbZJUoBvWltqDgBACo/oW2QVJSkncIW3VZi/dRXFQEl8ul+nmMi4uDJInN9oIKVEVFOaqrKnHBBReoEFljKSkp3sqqquCSVbU1NSgrLUWXLl00SUwCgM1m8zUfbwm3y4WiwkK0b9/+5OyCKoqOjobgqWt2Bkh/eTweFOTnIy0tXZNqRIfDAZ1ODurnWlEU5Oflwel0eofiqojJKiIiIiIiOq9MnDgRCxYswKxZs/Dll1+iV69euO6667Bw4cJwh9Yih3IPQpZl9OnTR5P9x8XFBV0ZdCj3IGRJQt++fVWM7CTfELYgklW/HPTG2Lt3bxUj8/YwSkpMgEeFiqVDuQchafRaG41GVeL85dAhSKKo2fsRaGhi3vLtjx45AiiKZu/Hhp+ZYBJB+Xl5cLlc6NtXm/MoiiJiY2KgBNGzqrioCFVVlejbt29QycPmMFlFRERERETnjS+++AJff/01Xn75Zfzud7/D4MGD8frrr2Po0KH44x//qMkU8VpSFAW/HMxFTEwMLrzwQk2OERsb661aauEXb0VRcDD3ACwWC3r16nX2DVrAWxUUXHLgYO4B6PV69OvXT8XIvNLS0iDUVQbdFPxQ7gHIkoQBAwaoFFljGRkZQG15UBVBB3MPQJJkDBw4UL3AfsVut0MMIjlyMPcAZFm7GBua1Vfu+67F+9D6tQa8P9tCEJMSHDxwALJGrzWTVUREREREdN749NNPYbVacc011zRaPm3aNBw5cgRr164NU2Qtc+TwYdTU1OCKK66AJEmaHCMuLs7biNntatH2J/LzUFFWhkGDBsFgMKgcnVdiYmJQQ86Ki4pQeKIAffv21WTIVUZGBiQRqCs40OLKpYqKchw7ehQ9evTQrHF5WloaJFGAu6qkRdvXVFfjl4MH0b59Ftq2batydCdFR0fDoJOhk6WAh/G5XC7k7t+P5ORkTYZTAsCll16K9NRkpMVYkJqcgO7duwe0vdvtxr49e+F0xmiW4AVO/my3hKIo2Lt7F6xWCy677DKVIwNk1fdIREREREQUoX788Ud07twZstz4q1C3bt18j5/ui1dNTQ1qak42TS4tbZp0uOqqq3D06NEWxZaUlIQ33ngDAJB37BiWL1161m2Ki4ugk2VMmDChRcf0R3JyMmxWC6AAsiT6pqgvOJHvV4ylpSXQ6XSaxmgwGJCSnIzqmlzIkuRrkF5SXOxXjOXlZdDptDuP7dq1g14no25vDgBA0sm+mRvLy8v9irGyogKyJGHixImaxAh4k2qyKMJVUdAoWVBTU+1XjNXVVRBFERMmTFB9WNipbr75Zm81nSThN7/5DZYvXw6Xy+VXjDU11VA8HowfP16zBO8ll1yCZV9/3WjZRx99BABY+fVXAM58burqalFXW4OxY8do0lOrQVxcHPQ6CQKERufim5Urz5r8dblcqKysxORJk2C1WlWPjckqIiIiIiI6bxQUFCAzM7PJcqfT6Xv8dJ555hnMnj1bs9gAwGq1Ijk5GUeOHEFBfp5f2/Tu3Uez5uqAtz/Q4s8/x4kTJ2C325GYmIi2bTOxb99ev2Ps2rUrevbsqVmMAPCXv/wZ27Ztg9VqRc+ePdGhQwds3brV7xjbtWun2ZCrUaNGoaSkBFVV3v5AZrMZl19+Of7zn/8gPz/f7xhTU1MxdOhQTWIEvMkqnSzBVZQLSS9DFEW0b98e+/bt9zvGxIQEjB49WrMYAe95uPXWW33327dvj63btvkdo9PpxPjx4zWKrnkdOnTA999/j4L8fL/WdzgcuPrqqzWN6YYbboDRaISiKJg4cSJWrFgBo9GIovoJEc7GZrVi8uTJmsQmKIrS8gGKRERE56jS0lI4HA6UlJRoMhyAiKi1au2/Hzt06IB27drhyy+/bLT86NGjSE5OxjPPPIOHHnqo2W2bq6xKTU1V/Vy4XC7U1tb6vb7JZNK0iqU5bre70bk4G6PRqNnMcKfj8XhQXV3t9/oGg0GzSpvTCTRGvV7fpCpQTXV1dXj55ZdRVFQEk8mE6dOnIzY21pdki4QYm6MoSkAx6nQ6X2VbKFVVVcHfFMz5HiMrq4iIiIiI6LwRExPTbPVUYWEhgJMVVs0xGAya9Vw6lSzLIf+yHyhJkmA2m8MdxhmJosgYA6TT6XDXXXc1WR5JMTZHEISIjxHwJpYjXaTEyAbrRERERER03rjwwguxfft2uFyNm4Vv27YNgHe4GhERhReTVUREREREdN6YMGECysvL8fHHHzdavmDBAiQnJ6N3795hioyIiBpEdm0pERERERGRikaOHImhQ4dixowZKC0tRVZWFt577z0sWbIE77zzTsh7FhERUVNMVhERERER0Xnlk08+waOPPoonnngChYWF6NSpE9577z1ce+214Q6NiIjAYYBERHSOKS8vx913343k5GQYjUb06NEDixYtCndYREQUQaxWK1566SUcPXoUNTU1+OGHH5ioIiKKIKysIiKic8rEiROxfv16PPvss+jQoQMWLlyI6667Dh6PB1OmTAl3eEREREREdBZMVhER0Tnjiy++wNdff+1LUAHA4MGDkZubiz/+8Y+YPHkye5EQEREREUU4DgMkIqJzxqeffgqr1Yprrrmm0fJp06bhyJEjWLt2bZgiIyIiIiIif7GyioiIzhk//vgjOnfuDFlufHnr1q2b7/HLLrus2W1rampQU1Pju19SUgIAKC0t1ShaIqLWqeH3oqIoYY4k/BrOAa8VRETNs9lsEAQh4O2YrCIionNGQUEBMjMzmyx3Op2+x0/nmWeewezZs5ssT01NVS9AIqJzSEFBARwOR7jDCKuysjIAvFYQEZ1OSUkJ7HZ7wNsxWUVEROeUM/3l5kyPPfzww7j33nt994uLi5Geno6DBw+eU1/GSktLkZqaikOHDrXog0Mk43Nrnc7V53auPi/A+8UjLS3N94eA81lycjIOHTrU4sqBX2sN7xvGqA7GqA7GqA4tY7TZbC3ajskqIiI6Z8TExDRbPVVYWAgAZ/xiZTAYYDAYmix3OBwR+8EiGHa7/Zx8XgCfW2t1rj63c/V5AYAosv2tKIpo06aN6vttDe8bxqgOxqgOxqiOSIqRVxgiIjpnXHjhhdi+fTtcLlej5du2bQMAdO3aNRxhERERERFRAJisIiKic8aECRNQXl6Ojz/+uNHyBQsWIDk5Gb179w5TZERERERE5C8OAyQionPGyJEjMXToUMyYMQOlpaXIysrCe++9hyVLluCdd96BJEl+78tgMGDWrFnNDg1szc7V5wXwubVW5+pzO1efF3BuP7dwaw3nljGqgzGqgzGqIxJjFBTOOUtEROeQ8vJyPProo/jggw9QWFiITp064eGHH8a1114b7tCIiIiIiMgPTFYREREREREREVHEYM8qIiIiIiIiIiKKGExWERERERERERFRxGCyioiIiIiIiIiIIgaTVURERPXKysrwwAMPYNiwYYiLi4MgCMjOzg53WEFbsWIFpk+fjk6dOsFisSAlJQXjxo3Dxo0bwx1a0LZs2YLRo0cjLS0NJpMJTqcTffv2xTvvvBPu0FT3xhtvQBAEWK3WcIcSlJycHAiC0OxtzZo14Q5PFd9++y1GjRqF6OhomEwmtG/fHnPmzAl3WEGZOnXqaV+3c+m1C5fy8nLcfffdSE5OhtFoRI8ePbBo0aJwh9VIpF8jW8O1rrVesyLt+tOariORfj2I5N/tctiOTEREFGEKCgrw2muvoXv37hg/fjzeeOONcIekildeeQUFBQW466670KVLF+Tn52Pu3Lno06cPli5diiFDhoQ7xBYrLi5GamoqrrvuOqSkpKCiogLvvvsufvvb3+LAgQN47LHHwh2iKg4fPoz7778fycnJKCkpCXc4qnj66acxePDgRsu6du0apmjUs3DhQvz2t7/FpEmT8K9//QtWqxV79+7FkSNHwh1aUB5//HH8/ve/b7J87NixMBgM6NWrVxiiOndMnDgR69evx7PPPosOHTpg4cKFuO666+DxeDBlypRwhwcg8q+RreFa1xqvWZF8/Yn060hruB5E8u92zgZIRERUr+GSKAgCTpw4gbi4OMyaNSui/nLcEnl5eYiPj2+0rLy8HFlZWejatSuWLVsWpsi006dPHxw5cgQHDx4MdyiqGDt2LARBgNPpxEcffYTy8vJwh9RiOTk5GDx4MD788ENcffXV4Q5HVYcPH0bHjh1x44034uWXXw53OJpbtWoVBg0ahMceeyyiKgVamy+++AKjR4/2JagaDBs2DD/99BMOHjwISZLCGKFXpF8jW/O1LpKvWZF4/WkN15HWfD2IlN/tHAZIRERUr6Hk+Vzz6w/vAGC1WtGlSxccOnQoDBFpLzY2FrJ8bhSQv/POO1i1alWr+7B7PnrjjTdQUVGBBx98MNyhhMSbb74JQRAwffr0cIfSqn366aewWq245pprGi2fNm0ajhw5grVr14YpssYi/RrZmq91kXrN4vWn5Vrz9SBSfrczWUVERHQeKikpwaZNm3DBBReEOxRVeDweuFwu5Ofn4+WXX8bSpUtb5QfEX8vLy8Pdd9+NZ599Fm3atAl3OKq6/fbbIcsy7HY7hg8fjm+//TbcIQXtm2++gdPpxI4dO9CjRw/Isoz4+Hj8/ve/R2lpabjDU1VJSQk++ugjXHHFFWjbtm24w2nVfvzxR3Tu3LlJsqJbt26+x6llIvVa1xquWa3h+hPJ15HWej2IpN/tTFYRERGdh26//XZUVFTg0UcfDXcoqpg5cyZ0Oh3i4+Nxzz334P/+7//wu9/9LtxhBW3mzJno2LEjZsyYEe5QVONwOHDXXXfh1VdfxcqVK/HSSy/h0KFDGDRoEJYuXRru8IJy+PBhVFZW4pprrsHkyZOxbNky/PGPf8S//vUvjBo1CudS94333nsPVVVVuPnmm8MdSqtXUFAAp9PZZHnDsoKCglCHdM6I1Gtda7hmRfL1pzVcR1rr9SCSfrdHXq0hERERaerxxx/Hu+++i7/97W+45JJLwh2OKh555BHccsstyMvLw+eff4477rgDFRUVuP/++8MdWot9/PHH+Pzzz7F58+aIHnoTqIsuuggXXXSR737//v0xYcIEXHjhhXjggQcwfPjwMEYXHI/Hg+rqasyaNQsPPfQQAGDQoEHQ6/W4++67sXz5clx55ZVhjlIdb775JmJiYjBhwoRwh3JOONPP+Ln08x9KkXyti/RrVqRff1rDdaS1Xg8i6Xc7K6uIiIjOI7Nnz8ZTTz2FP/3pT7jjjjvCHY5q0tLS0LNnT4waNQqvvPIKbrvtNjz88MPIz88Pd2gtUl5ejttvvx1/+MMfkJycjOLiYhQXF6O2thaAd0apioqKMEepnqioKIwZMwZbt25FVVVVuMNpsZiYGABo8kVp5MiRAIBNmzaFPCYtbN26FRs2bMANN9wAg8EQ7nBavZiYmGarpwoLCwGg2aorOrNIv9ZF8jWrtV5/Iu060hqvB5H2u53JKiIiovPE7NmzkZ2djezsbDzyyCPhDkdTl156KVwuF/bt2xfuUFrkxIkTOH78OObOnYvo6Gjf7b333kNFRQWio6Nx/fXXhztMVZ0601hr1dBj6Ncanpsonhsfvd98800AwC233BLmSM4NF154IbZv3w6Xy9Vo+bZt2wAAXbt2DUdYrVZrvNZF0jWrNV9/Iuk60hqvB5H2u53DAImIiM4Dc+bMQXZ2Nh577DHMmjUr3OFobuXKlRBFEZmZmeEOpUUSExOxcuXKJsufffZZrFq1Cl9++SViY2PDEJk2ioqKsHjxYvTo0QNGozHc4bTYVVddhddeew1ffvlloyEqX3zxBQDv9PStXU1NDd555x1ceumlTKKoZMKECXj99dfx8ccfY/Lkyb7lCxYsQHJyMnr37h3G6FqX1nqti6RrVmu9/kTadaS1XQ8i8Xc7k1VERESn+PLLL1FRUYGysjIAwM8//4yPPvoIADBq1CiYzeZwhtcic+fOxRNPPIERI0Zg9OjRWLNmTaPHI+0DUyBuu+022O12XHrppUhISMCJEyfw4Ycf4v3338cf//hHxMXFhTvEFjEajRg0aFCT5fPnz4ckSc0+1lpMmTLFNwQmNjYWu3fvxty5c3H8+HHMnz8/3OEFZdiwYRg7diyefPJJeDwe9OnTBxs2bMDs2bMxZswYXH755eEOMWifffYZCgsLI+Yv7+eCkSNHYujQoZgxYwZKS0uRlZWF9957D0uWLME777wDSZLCHaJPJF8jW8O1rjVcs1rD9ac1XEda2/UgIn+3K0REROSTnp6uAGj2tn///nCH1yIDBw487XNq7R8F3nrrLaV///5KbGysIsuyEhUVpQwcOFB5++23wx2aJm666SbFYrGEO4ygPPPMM0qPHj0Uh8OhSJKkxMXFKRMmTFDWrVsX7tBUUVlZqTz44INKamqqIsuykpaWpjz88MNKdXV1uENTxdChQxWLxaKUlpaGO5RzSllZmXLnnXcqiYmJil6vV7p166a899574Q6riUi+RraGa11rvmZF0vWntVxHWtP1IBJ/twuKEqFzJhIRERERERER0Xkn8rp6ERERERERERHReYvJKiIiIiIiIiIiihhMVhERERERERERUcRgsoqIiIiIiIiIiCIGk1VERERERERERBQxmKwiIiIiIiIiIqKIwWQVERERERERERFFDCariIiIiIiIiIgoYjBZRURERBFl/vz5EAQBGzZsCHcoAABBEJCdnX3GdY4cOYLs7Gxs2bKlyWPZ2dkQBEGb4FogJycHgiD4bv6c56lTpyIjI0P74M6guLi4Udx/+ctfwhoPERERaYfJKiIiIqIgHTlyBLNnz242WXXLLbfg+++/D31QZ/GPf/wD33//PTp37hzuUPxis9nw/fff45NPPgl3KERERKQxOdwBEBEREZ3L2rRpgzZt2oQ7jCa6dOmCPn36hDsMv0mShD59+uDAgQPhDoWIiIg0xsoqIiIiapV2796NKVOmID4+HgaDAZ07d8Y//vGPRutUV1fjvvvuQ48ePeBwOOB0OtG3b1/8+9//brK/0tJS3HrrrYiJiYHVasWIESOwa9eus8aRk5ODXr16AQCmTZvmG6bWMHSwuWGAGRkZGDNmDBYvXoyLLroIJpMJnTt3xuLFiwF4h0J27twZFosFl156abND9TZs2IDf/OY3cDqdMBqNuOiii/DBBx/4de7OZP78+ejYsaPvnP7rX/9qdr3Zs2ejd+/ecDqdsNvtuPjii/Hmm29CURTfOjfffDOcTicqKyubbD9kyBBccMEFvvsffvghevfuDYfDAbPZjMzMTEyfPj3o50NEREStDyuriIiIqNX5+eefcdlllyEtLQ1z585FYmIili5dijvvvBMnTpzArFmzAAA1NTUoLCzE/fffj5SUFNTW1mLZsmWYOHEi5s2bhxtvvBEAoCgKxo8fj++++w5PPPEEevXqhdWrV2PkyJFnjeXiiy/GvHnzMG3aNDz22GMYPXo0AJy1muqHH37Aww8/jEcffRQOhwOzZ8/GxIkT8fDDD2P58uV4+umnIQgCHnzwQYwZMwb79++HyWQCAKxcuRIjRoxA79698c9//hMOhwOLFi3C5MmTUVlZialTp7bovM6fPx/Tpk3DuHHjMHfuXJSUlCA7Oxs1NTUQxcZ/4zxw4AB+97vfIS0tDQCwZs0a/OEPf8Dhw4fxxBNPAADuuusuvPXWW1i4cCFuueUW37Y///wzVq5c6Usufv/995g8eTImT56M7OxsGI1G5ObmYsWKFS16HkRERNTKKUREREQRZN68eQoAZf369addZ/jw4UqbNm2UkpKSRsvvuOMOxWg0KoWFhc1u53K5lLq6OuXmm29WLrroIt/yL7/8UgGgvPTSS43W/9Of/qQAUGbNmnXGmNevX68AUObNm9fksVmzZim//siVnp6umEwm5ZdffvEt27JliwJASUpKUioqKnzLP/vsMwWA8p///Me3rFOnTspFF12k1NXVNdrvmDFjlKSkJMXtdp821pUrVyoAlJUrVzZa7na7leTkZOXiiy9WPB6Pb/mBAwcUnU6npKenn3afbrdbqaurU5588kklJiam0fYDBw5UevTo0Wj9GTNmKHa7XSkrK1MURVH+8pe/KACU4uLi0x6jwf79+xUAyp///OezrktEREStE4cBEhERUatSXV2N5cuXY8KECTCbzXC5XL7bqFGjUF1djTVr1vjW//DDD9GvXz9YrVbIsgydToc333wT27dv962zcuVKAMD111/f6FhTpkzR7Hn06NEDKSkpvvsNjc4HDRoEs9ncZHlubi4AYM+ePdixY4cv1l8//6NHj2Lnzp0Bx7Nz504cOXIEU6ZMaTRsMT09HZdddlmT9VesWIErr7wSDocDkiRBp9PhiSeeQEFBAfLy8nzr3XXXXdiyZQtWr14NwDvc8u2338ZNN90Eq9UKAL5hlJMmTcIHH3yAw4cPBxw/ERERnTuYrCIiIqJWpaCgAC6XC3/729+g0+ka3UaNGgUAOHHiBADgk08+waRJk5CSkoJ33nkH33//PdavX4/p06ejurq60T5lWUZMTEyjYyUmJmr2PJxOZ6P7er3+jMsb4j1+/DgA4P7772/y/GfOnAng5PMPREFBAYDmn/Ovl61btw7Dhg0DALz++utYvXo11q9fj0cffRQAUFVV5Vt33LhxyMjI8A35mz9/PioqKnD77bf71hkwYAA+++wzuFwu3HjjjWjTpg26du2K9957L+DnQURERK0fe1YRERFRqxIdHQ1JkvDb3/62UcLjVG3btgUAvPPOO2jbti3ef//9RtVCNTU1jdaPiYmBy+VCQUFBo4TVsWPHNHgGwYmNjQUAPPzww5g4cWKz63Ts2DHg/TY87+ae86+XLVq0CDqdDosXL4bRaPQt/+yzz5psK4oibr/9djzyyCOYO3cuXn75ZVxxxRVNYhw3bhzGjRuHmpoarFmzBs888wymTJmCjIwM9O3bN+DnQ0RERK0XK6uIiIioVTGbzRg8eDA2b96Mbt26oWfPnk1uDYkXQRCg1+sbJaqOHTvWZDbAwYMHAwDefffdRssXLlzoV0wGgwFA44oirXTs2BHt27fHDz/80Oxz79mzJ2w2W4v2m5SUhPfee6/RjH65ubn47rvvGq0rCAJkWYYkSb5lVVVVePvtt5vd9y233AK9Xo/rr78eO3fuxB133HHaOAwGAwYOHIjnnnsOALB58+aAnwsRERG1bqysIiIiooi0YsUKHDhwoMnyUaNG4aWXXsLll1+O/v37Y8aMGcjIyEBZWRn27NmDzz//3DeL3JgxY/DJJ59g5syZuPrqq3Ho0CHMmTMHSUlJ2L17t2+fw4YNw4ABA/DAAw+goqICPXv2xOrVq0+bfPm1du3awWQy4d1330Xnzp1htVqRnJyM5ORkVc7Fr7366qsYOXIkhg8fjqlTpyIlJQWFhYXYvn07Nm3ahA8//DDgfYqiiDlz5uCWW27BhAkTcOutt6K4uBjZ2dlNhgGOHj0af/3rXzFlyhTcdtttKCgowF/+8hdf0u7XoqKicOONN+KVV15Beno6xo4d2+jxJ554Ar/88guuuOIKtGnTBsXFxXjppZeg0+kwcODAgJ8LERERtW5MVhEREVFEevDBB5tdvn//fnTp0gWbNm3CnDlz8NhjjyEvLw9RUVFo3769r28VAEybNg15eXn45z//ibfeeguZmZl46KGH8Msvv2D27Nm+9URRxH/+8x/ce++9eP7551FbW4t+/frhiy++QKdOnc4aq9lsxltvvYXZs2dj2LBhqKurw6xZs5CdnR30eWjO4MGDsW7dOvzpT3/C3XffjaKiIsTExKBLly6YNGlSi/d78803AwCee+45TJw4ERkZGXjkkUewatUq5OTk+NYbMmQI3nrrLTz33HMYO3YsUlJScOuttyI+Pt63j1+bPHkyXnnlFcyYMQOi2Li4v3fv3tiwYQMefPBB5OfnIyoqCj179sSKFStwwQUXtPj5EBERUeskKKfWeRMRERHROS0nJweDBw/GsmXLMHDgQMhyaP52ed999+GVV17BoUOHmjSy95fL5UJubi6ysrLw5z//Gffff7/KURIREVEkYGUVERER0XnoyiuvBACsX78ePXv21Ow4a9aswa5du/Dyyy/jd7/7XYsTVcXFxYiOjlY5OiIiIopErKwiIiIiOo+UlZVh586dvvtdunSB2WzW7HiCIMBsNmPUqFGYN28erFZri/bjdrsbNVtPTU1FQkKCWmESERFRBGGyioiIiIiIiIiIIoZ49lWIiIiIiIiIiIhCg8kqIiIiIiIiIiKKGExWERERERERERFRxGCyioiIiIiIiIiIIgaTVUREREREREREFDGYrCIiIiIiIiIioojBZBUREREREREREUUMJquIiIiIiIiIiChiMFlFRERERESt3ooVKzB9+nR06tQJFosFKSkpGDduHDZu3NhovalTp0IQhCa3Tp06hSlyIiL6NTncARAREREREQXrlVdeQUFBAe666y506dIF+fn5mDt3Lvr06YOlS5diyJAhvnVNJhNWrFjRaHuTyRTqkImI6DQERVGUcAdBREREREQUjLy8PMTHxzdaVl5ejqysLHTt2hXLli0D4K2s+uijj1BeXh6OMImIyA8cBkhERERERK3erxNVAGC1WtGlSxccOnQoDBEREVFLcRggERERERGdk0pKSrBp06ZGQwABoKqqComJicjPz0dSUhLGjx+PJ598Ek6n84z7q6mpQU1Nje++x+NBYWEhYmJiIAiCJs+BiKg1UhQFZWVlSE5OhigGXifFZBUREREREZ2Tbr/9dlRUVODRRx/1LevevTu6d++Orl27AgBWrVqFF154AcuXL8f69ethtVpPu79nnnkGs2fP1jxuIqJzxaFDh9CmTZuAt2PPKiIiIiIiOuc8/vjjeOqpp/C3v/0Nd9xxxxnX/fjjj3H11Vfjr3/9K+65557TrvfryqqSkhKkpaXh0KFDsNvtqsVORNTalZaWIjU1FcXFxXA4HAFvz8oqIiIiIiI6p8yePRtPPfUU/vSnP501UQUAEyZMgMViwZo1a864nsFggMFgaLLcbrczWUVE1IyWDpFmg3UiIiIiIjpnzJ49G9nZ2cjOzsYjjzzi93aKorSorwoREamPv42JiIiIiOicMGfOHGRnZ+Oxxx7DrFmz/N7uo48+QmVlJfr06aNhdERE5C8OAyQiIiIiolZv7ty5eOKJJzBixAiMHj26yZC+Pn36IDc3F1OmTMG1116LrKwsCIKAVatW4cUXX8QFF1yAW265JUzRExHRqZisIiIiIiKiVu/zzz8HACxZsgRLlixp8riiKLDb7UhISMBf//pXHD9+HG63G+np6bjzzjvxyCOPwGKxhDpsIiJqBmcDJCIiIiIiaoHS0lI4HA6UlJSwwToR0SmC/f3InlVERERERERERBQxmKwiIiIiIiIiIqKIwWQVERERERERERFFDCariIiIiIiIiIgoYjBZRUREREREREREEYPJKiIiIiKiCJSRkYEXX3zRd18QBHz22Wdhi4eIiChUmKwiIiIiIs1MnToVgiA0uY0YMSLcoUWM+fPnIyoqqsny9evX47bbbgt9QERERGEmhzsAIiIiIjq3jRgxAvPmzWu0zGAwnHb9uro66HS6sy7zR0u3iwRxcXHhDoGIiCgsWFlFRERERJoyGAxITExsdIuOjvY9LggC/vnPf2LcuHGwWCx46qmnkJ2djR49euCtt95CZmYmDAYDFEXBwYMHMW7cOFitVtjtdkyaNAnHjx/37et02zVn/vz5SEtLg9lsxoQJEzB37txGFU5Tp07F+PHjG21z9913Y9CgQb77S5YsweWXX46oqCjExMRgzJgx2Lt3r+/xAwcOQBAEfPLJJxg8eDDMZjO6d++O77//HgCQk5ODadOmoaSkxFd1lp2dDaDpMMBfO3z4MCZPnozo6GjExMRg3LhxOHDggO/xnJwcXHrppbBYLIiKikK/fv2Qm5t72v0RERFFCiariIiIiCjsZs2ahXHjxmHbtm2YPn06AGDPnj344IMP8PHHH2PLli0AgPHjx6OwsBCrVq3C119/jb1792Ly5MmN9tXcdr+2du1aTJ8+HTNnzsSWLVswePBgPPXUUwHHXVFRgXvvvRfr16/H8uXLIYoiJkyYAI/H02i9Rx99FPfffz+2bNmCDh064LrrroPL5cJll12GF198EXa7HUePHsXRo0dx//33n/W4lZWVGDx4MKxWK7755ht8++23sFqtGDFiBGpra+FyuTB+/HgMHDgQW7duxffff4/bbrsNgiAAOJlEy8nJCfg5ExERaY3DAImIiIhIU4sXL4bVam207MEHH8Tjjz/uuz9lyhRfkqpBbW0t3n77bd9wuK+//hpbt27F/v37kZqaCgB4++23ccEFF2D9+vXo1atXs9s156WXXsLw4cPx0EMPAQA6dOiA7777DkuWLAnouV111VWN7r/55puIj4/Hzz//jK5du/qW33///Rg9ejQAYPbs2bjggguwZ88edOrUCQ6HA4IgIDEx0e/jLlq0CKIo4o033vAloObNm4eoqCjk5OSgZ8+eKCkpwZgxY9CuXTsAQOfOnX3b63Q6dOzYEWazOaDnS0REFAqsrCIiIiIiTQ0ePBhbtmxpdLv99tsbrdOzZ88m26WnpzdKOG3fvh2pqam+RBUAdOnSBVFRUdi+fftpt2vO9u3b0bdv30bLfn3fH3v37sWUKVOQmZkJu92Otm3bAgAOHjzYaL1u3br5/p+UlAQAyMvLC/h4DTZu3Ig9e/bAZrPBarXCarXC6XSiuroae/fuhdPpxNSpUzF8+HCMHTsWL730Eo4ePerbPiUlBTt27MCll17a4hiIiIi0wsoqIiIiItKUxWJBVlbWWdc52zJFUXxVRGda3ty+mtvmbERRbLJeXV1do/tjx45FamoqXn/9dSQnJ8Pj8aBr166ora1ttN6pTd4bYv31UMFAeDweXHLJJXj33XebPNaQqJs3bx7uvPNOLFmyBO+//z4ee+wxfP311+jTp0+Lj0tERBQKTFYRERERUavQpUsXHDx4EIcOHfJVV/38888oKSlpNMTN332tWbOm0bJf34+Li8OPP/7YaNmWLVt8iaeCggJs374dr776Kvr37w8A+PbbbwOKAwD0ej3cbndA21x88cV4//33ER8fD7vdftr1LrroIlx00UV4+OGH0bdvXyxcuJDJKiIiingcBkhEREREmqqpqcGxY8ca3U6cOBHwfq688kp069YN119/PTZt2oR169bhxhtvxMCBA5sdRngmDRVHzz//PHbt2oW///3vTfpVDRkyBBs2bMC//vUv7N69G7NmzWqUvGqYhe+1117Dnj17sGLFCtx7770BP6+MjAyUl5dj+fLlOHHiBCorK8+6zfXXX4/Y2FiMGzcO//vf/7B//36sWrUKd911F3755Rfs378fDz/8ML7//nvk5ubiq6++wq5du3xJvcOHD6NTp05Yt25dwPESERFpjckqIiIiItLUkiVLkJSU1Oh2+eWXB7wfQRDw2WefITo6GgMGDMCVV16JzMxMvP/++wHvq0+fPnjjjTfwt7/9DT169MBXX32Fxx57rNE6w4cPx+OPP44HHngAvXr1QllZGW688Ubf46IoYtGiRdi4cSO6du2Ke+65B3/+858DjuWyyy7D73//e0yePBlxcXF4/vnnz7qN2WzGN998g7S0NEycOBGdO3fG9OnTUVVVBbvdDrPZjB07duCqq65Chw4dcNttt+GOO+7A7373OwDe4Yw7d+70KzFGREQUaoLiz4B9IiIiIqJz3Pz583H33XejuLg43KFQK1FaWgqHw4GSkpIzDsckIjrfBPv7kZVVREREREREREQUMZisIiIiIiIiIiKiiMFkFRERERERgKlTp3IIIBERUQRgsoqIiIiIiIiIiCIGk1VERERERERERBQxmKwiIiIiIiIiIqKIwWQVERERERERERFFDCariIiIiIiIiIgoYjBZRUREREREREREEUMOdwBEREREdH5asGBBSI930003hfR4RERE1DKsrCIiIiIiasYzzzyDXr16wWazIT4+HuPHj8fOnTsbrTN16lQIgtDo1qdPn0br3HvvvXA6nUhLS8OiRYsaPfbBBx9g7Nixmj8XIiKi1oSVVUREREREzVi1ahVuv/129OrVCy6XC48++iiGDRuGn3/+GRaLxbfeiBEjMG/ePN99vV7v+//nn3+OhQsX4quvvsLu3bsxbdo0DB06FDExMSguLsajjz6K5cuXh/R5ERERRTomq4iIiIiImrFkyZJG9+fNm4f4+Hhs3LgRAwYM8C03GAxITExsdh/bt2/HoEGD0LNnT/Ts2RN333039u3bh5iYGDzwwAOYOXMm0tLSNH0eRERErQ2HARIRERER+aGkpAQA4HQ6Gy3PyclBfHw8OnTogFtvvRV5eXm+x7p3744NGzagqKgIGzduRFVVFbKysvDtt99i06ZNuPPOO0P6HIiIiFoDJquIiIiIiM5CURTce++9uPzyy9G1a1ff8pEjR+Ldd9/FihUrMHfuXKxfvx5DhgxBTU0NAGD48OG44YYb0KtXL0ydOhULFiyAxWLBjBkz8Oqrr+KVV15Bx44d0a9fP/z000/henpEREQRRVAURQl3EERERER0/mlNswHefvvt+O9//4tvv/0Wbdq0Oe16R48eRXp6OhYtWoSJEyc2u052djZKSkowbdo0DBs2DNu2bcPixYvx97//HRs3bmxxjBR6paWlcDgcKCkpgd1uD3c4REQRI9jfj6ysIiIiIiI6gz/84Q/4z3/+g5UrV54xUQUASUlJSE9Px+7du5t9fMeOHXj33XcxZ84c5OTkYMCAAYiLi8OkSZOwadMmlJaWavEUiIiIWhU2WCciIiIiaoaiKPjDH/6ATz/9FDk5OWjbtu1ZtykoKMChQ4eQlJTU7P5uu+02zJ07F1arFW63G3V1dQDg+9fj8aj7JIiIiFohVlYRERERETXj9ttvxzvvvIOFCxfCZrPh2LFjOHbsGKqqqgAA5eXluP/++/H999/jwIEDyMnJwdixYxEbG4sJEyY02d/rr7+O+Ph4/OY3vwEA9OvXDytWrMCaNWvwwgsvoEuXLoiKigrlUyQiIopI7FlFRERERNQMQRCaXT5v3jxMnToVVVVVGD9+PDZv3ozi4mIkJSVh8ODBmDNnDlJTUxttc/z4cfTu3RvfffcdkpOTfcuffPJJvPTSS4iPj8eCBQtw6aWXavqcSF3sWUVE1Lxgfz8yWUVERERERNQCTFYRETWPDdaJiIiIiIiIiOicwWQVERERERERERFFDCariIiIiIgoJAoLC1t082eWxBUrVmD69Ono1KkTLBYLUlJSMG7cOGzcuLHJups2bcKVV14Jq9WKqKgoTJw4Efv27dPiKRMRUQvI4Q6AiIiIiIjOD7GxsadtXH86giBg3bp1uPjii8+43iuvvIKCggLcdddd6NKlC/Lz8zF37lz06dMHS5cuxZAhQwAAO3bswKBBg9CjRw988MEHqK6uxhNPPIH+/ftjy5YtiIuLa/HzIyIidbDBOhERERERhYQoirj55pvRpk0bv9Z3u93405/+hPXr1581WZWXl4f4+PhGy8rLy5GVlYWuXbti2bJlAIBJkyZh5cqV2Lt3r6/pb25uLtq3b4977rkHzz33nN/Pp6GB8N79+2Gz2fzejojoXFdWVoZ2bdtyNkAiIiIiIopsoihizZo1uPTSS/1a3+12Q6fTYcOGDWdNVp3OkCFDcPjwYezcuRMulwt2ux033ngj/vnPfzZab/jw4di/fz927drl976ZrCIial6wySr2rCIiIiIiopB44YUXkJGR4ff6kiThhRdeQFpaWouOV1JSgk2bNuGCCy4AAOzduxdVVVXo1q1bk3W7deuGPXv2oLq6+rT7q6mpQWlpaaMbERGpj8kqIiIiIiIKibvuuqvJUD1/tomNjW3R8W6//XZUVFTg0UcfBQAUFBQAAJxOZ5N1nU4nFEVBUVHRaff3zDPPwOFw+G6pqaktiouIiM6MySoiIiIiIjrnPP7443j33Xfxwgsv4JJLLmn02JmavJ/psYcffhglJSW+26FDh1SLl4iITuJsgEREREQUFjk5OSE93qBBg0J6PPJfSUkJ7r77bnzxxRdQFAUjR47ECy+80GwFlD9mz56Np556Cn/6059wxx13+JbHxMQAOFlhdarCwkIIgoCoqKjT7tdgMMBgMLQoJiIi8h8rq4iIiIiImpGdnQ1BEBrdEhMTfY8rioLs7GwkJyfDZDJh0KBB+Omnnxrt495774XT6URaWhoWLVrU6LEPPvgAY8eODclziXR33HEHjhw5gjfeeAMvvvgi1q1bh5kzZ7ZoX7Nnz0Z2djays7PxyCOPNHqsXbt2MJlM2LZtW5Pttm3bhqysLBiNxhYdl4iI1MPKKiIiIiKi07jggguwbNky331Jknz/f/755/HXv/4V8+fPR4cOHfDUU09h6NCh2LlzJ2w2Gz7//HMsXLgQX331FXbv3o1p06Zh6NChiImJQXFxMR599FEsX748HE8rbHbu3ImOHTs2Wb506VLs2bPHN2NUVFQUrr/++oD3P2fOHGRnZ+Oxxx7DrFmzmjwuyzLGjh2LTz75BM8//7xvBr+DBw9i5cqVuOeeewI+JhERqY+VVUREREREpyHLMhITE323uLg4AN6qqhdffBGPPvooJk6ciK5du2LBggWorKzEwoULAQDbt2/HoEGD0LNnT1x33XWw2+3Yt28fAOCBBx7AzJkzWzzLXWt10UUX4cknn0RdXV2j5Xa7HXv37vXd37t37xmH4zVn7ty5eOKJJzBixAiMHj0aa9asaXRrMHv2bFRWVmLMmDH48ssv8emnn2L06NGIjY3FfffdF9TzIyIidTBZRURERER0Grt370ZycjLatm2La6+91pds2r9/P44dO4Zhw4b51jUYDBg4cCC+++47AED37t2xYcMGFBUVYePGjaiqqkJWVha+/fZbbNq0CXfeeWdYnlM4rVy5Ep988gm6d++Ob7/91rf83nvvxcCBA3HNNddg1KhRuO+++3D33XcHtO/PP/8cALBkyRL07du3ya1Bp06dkJOTA51Oh6uvvhpTp05FVlYWvvnmG18ykoiIwovDAImIiIiImtG7d2/861//QocOHXD8+HE89dRTuOyyy/DTTz/h2LFjAICEhIRG2yQkJCA3NxcAMHz4cNxwww3o1asXTCYTFixYAIvFghkzZmD+/Pl45ZVX8Le//Q2xsbF47bXXcMEFF4T8OYZa7969sXHjRvz5z3/GiBEjMGXKFDz//POYOXMmOnbsiCVLlkBRFNxzzz0YOnRoQPsOpGH/JZdc0mh4JxERRRZBURQl3EEQERER0fmntc0GWFFRgXbt2uGBBx5Anz590K9fPxw5cgRJSUm+dW699VYcOnQIS5YsaXYf2dnZKCkpwbRp0zBs2DBs27YNixcvxt///nds3LgxqPham3379mHGjBnYunUrXnzxRUyePDncIQWstLQUDocDe/fv9/W/IiIioKysDO3atkVJSYmvH2EgOAyQiIiIiMgPFosFF154IXbv3u2bFbChwqpBXl5ek2qrBjt27MC7776LOXPmICcnBwMGDEBcXBwmTZqETZs2obS0VPPnEEkyMzOxdOlS/PnPf8add96JUaNG+arSiIjo/MZkFRERERGRH2pqarB9+3YkJSWhbdu2SExMxNdff+17vLa2FqtWrcJll13WZFtFUXDbbbdh7ty5sFqtcLvdvibjDf96PJ7QPJEwW716NR555BHce++9+Pjjj3HDDTdg+/btSExMRNeuXTF37tzz5lwQEVHzmKwiIiIiImrG/fffj1WrVmH//v1Yu3Ytrr76apSWluKmm26CIAi4++678fTTT+PTTz/Fjz/+iKlTp8JsNmPKlClN9vX6668jPj4ev/nNbwAA/fr1w4oVK7BmzRq88MIL6NKlS8Cz37VGr7/+OgYOHIiNGzciNzcXN910E2677TY4nU689dZb+Pzzz/H666/jkksuwYYNG8IdLhERhQkbrBMRERFRWATbQ0prv/zyC6677jqcOHECcXFx6NOnD9asWYP09HQAwAMPPICqqirMnDkTRUVF6N27N7766qsmvYuOHz+Op59+2jdLIABceumluO+++zB69GjEx8djwYIFIX1u4fLss89i7ty5uOuuuwB4q6wGDBiAZ599Fk6nE4MGDcLWrVvx1FNPYeDAgaioqAhzxEREFA5ssE5ERERERCHhdDqxcOFCjBgxAgCQn5+PhIQE7NmzB5mZmY3W3bFjBzp16hSOMP3GButERM0LtsE6K6uIiIiIiCgkhg8fjnvvvRelpaUwm834+9//jg4dOjRJVAGI+EQVERFphz2riIiIiIgoJF555RX06dMHd955J2644QaIooj//Oc/4Q6LiIgiDCuriIiIiIgoJKKiovDWW2+FOwwiIopwrKwiIiIiIiIiIqKIwWQVERERERGFxF//+lccP3484G3y8/M1ioiIiCIRk1VERERERBQSf/zjH5Gbm+v3+m63G3/84x9x6NAhDaMiIqJIw55VREREREQUEoqi4M0338SSJUv8Wt/j8WgcERERRSImq4iIiIiIKGRef/31cIdAREQRjskqIiIiIiIKCVZKERGRP5isIiIiIqKwOHDgQEiPl5GREdLjERERUcuwwToRERERUTMyMjIgCEKT2+233w4AmDp1apPH+vTp02gf9957L5xOJ9LS0rBo0aJGj33wwQcYO3ZsyJ4PERFRa8HKKiIiIiKiZqxfvx5ut9t3/8cff8TQoUNxzTXX+JaNGDEC8+bN893X6/W+/3/++edYuHAhvvrqK+zevRvTpk3D0KFDERMTg+LiYjz66KNYvnx5aJ4MERFRK8JkFRERERFRM+Li4hrdf/bZZ9GuXTsMHDjQt8xgMCAxMbHZ7bdv345BgwahZ8+e6NmzJ+6++27s27cPMTExeOCBBzBz5kykpaVp+hyIiIhaIw4DJCIiIiI6i9raWrzzzjuYPn06BEHwLc/JyUF8fDw6dOiAW2+9FXl5eb7Hunfvjg0bNqCoqAgbN25EVVUVsrKy8O2332LTpk248847w/FUiIiIIh6TVUREREREZ/HZZ5+huLgYU6dO9S0bOXIk3n33XaxYsQJz587F+vXrMWTIENTU1AAAhg8fjhtuuAG9evXC1KlTsWDBAlgsFsyYMQOvvvoqXnnlFXTs2BH9+vXDTz/9FKZnFh7V1dV47bXXsH379nCHQkREEUhQFEUJdxBEREREdP5pTbMBDh8+HHq9Hp9//vlp1zl69CjS09OxaNEiTJw4sdl1srOzUVJSgmnTpmHYsGHYtm0bFi9ejL///e/YuHFji+NrjYxGI5YuXdpoWGVrU1paCofDgb3798Nms4U7HCKiiFFWVoZ2bduipKQEdrs94O1ZWUVEREREdAa5ublYtmwZbrnlljOul5SUhPT0dOzevbvZx3fs2IF3330Xc+bMQU5ODgYMGIC4uDhMmjQJmzZtQmlpqRbhR6zMzEwcO3Ys3GEQEVEEYrKKiIiIiOgM5s2bh/j4eIwePfqM6xUUFODQoUNISkpq8piiKLjtttswd+5cWK1WuN1u1NXVAYDvX4/Ho37wEeyuu+7Cs88+e94l6YiI6Ow4GyARERER0Wl4PB7MmzcPN910E2T55Efn8vJyZGdn46qrrkJSUhIOHDiARx55BLGxsZgwYUKT/bz++uuIj4/Hb37zGwBAv379kJ2djTVr1uDLL79Ely5dEBUVFaqnFRF++uknnDhxAhkZGRgyZAiSkpIaNa8XBAEvvfRSGCMkIqJwYc8qIiIiIqLT+OqrrzB8+HDs3LkTHTp08C2vqqrC+PHjsXnzZhQXFyMpKQmDBw/GnDlzkJqa2mgfx48fR+/evfHdd98hOTnZt/zJJ5/ESy+9hPj4eCxYsACXXnppyJ5XJBDFMw/yEAQBbrc7RNG0DHtWERE1L9ieVUxWERERERERtQCTVUREzWODdSIiIiIiIiIiOmewZxUREREREYXN8uXLsXz5chQUFCA2NhZXXHEFhgwZEu6wiIgojJisIiIiIiKikKutrcVVV12FL774AoqiQJZluFwuPPvssxg9ejQ+/vhj6HS6cIdJRERhwGGAREREREQUck8++SSWLl2KZ599FsePH0dtbS2OHz+O5557DkuXLsWTTz4Z7hCJiChM2GCdiIiIiIhCrl27dvjtb3+L7OzsJo9lZ2fjX//6F/bt2xf6wALAButERM1jg3UiIiIiImp1fvnlF/Tv37/Zx/r374/Dhw+HOCIiIooUTFYREREREVHIxcXFYdu2bc0+tm3bNsTFxYU4IiIiihRMVhERERERUcj95je/wRNPPIFPPvmk0fJ///vfyM7Oxrhx48IUGRERhRt7VhERERERUcgVFRVh0KBB+PHHH2GxWJCYmIjjx4+jvLwcF154IXJychAVFRXuMM+IPauIiJrHnlVERERERK1UTk4OBEFAcXExAGD+/PkRn6BRS3R0NNatW4eXX34Zo0aNQnp6OkaOHIl//vOfWLt27XlzHoiIqCkmq4iIiIiITmPq1KkQBAG///3vmzw2c+ZMCIKAqVOnqna8yZMnY9euXartL1JVVVWhX79++N///off/e53WLRoEb7++mssWrQIt956KwwGQ7hDJCKiMGKyioiIiIjoDFJTU7Fo0SJUVVX5llVXV+O9995DWlqaqscymUyIj49XdZ+RyGQyYdu2bZBlOdyhEBFRBGKyioiIiIhCSlEUVFZWhuXWknatF198MdLS0ho1Av/kk0+QmpqKiy66qNHzev7555GZmQmTyYTu3bvjo48+arSvL774Ah06dIDJZMLgwYNx4MCBRo//ehjg3r17MW7cOCQkJMBqtaJXr15YtmxZo20yMjLw9NNPY/r06bDZbEhLS8Nrr70W8PMMtb59+2LdunXhDoOIiCIQ/5RBRERERCFVVVWFPn16h+XYa9ashdlsDni7adOmYd68ebj++usBAG+99RamT5+OnJwc3zqPPfYYPvnkE7zyyito3749vvnmG9xwww2Ii4vDwIEDcejQIUycOBG///3vMWPGDGzYsAH33XffGY9bXl6OUaNG4amnnoLRaMSCBQswduxY7Ny5s1FV19y5czFnzhw88sgj+OijjzBjxgwMGDAAnTp1Cvi5hsrcuXMxbtw4JCYmYuLEibBarUHtr6ysDHPmzMGWLVuwefNmnDhxArNmzUJ2dnaj9aZOnYoFCxY02b5jx47YsWNHUDEQEZE6mKwiIiIiIjqL3/72t3j44Ydx4MABCIKA1atXY9GiRb5kVUVFBf76179ixYoV6Nu3LwAgMzMT3377LV599VUMHDgQr7zyCjIzM/HCCy9AEAR07NgR27Ztw3PPPXfa43bv3h3du3f33X/qqafw6aef4j//+Q/uuOMO3/JRo0Zh5syZAIAHH3wQL7zwAnJyciI6WdW3b1/U1tZi2rRpmDZtGsxmMwRB8D0uCAJKSkr83l9BQQFee+01dO/eHePHj8cbb7xx2nVNJhNWrFjRZBkREUUGJquIiIiIKKRMJhPWrFkbtmO3RGxsLEaPHo0FCxZAURSMHj0asbGxvsd//vlnVFdXY+jQoY22q62t9Q0V3L59O/r06dMoIdOQ2DqdiooKzJ49G4sXL8aRI0fgcrlQVVWFgwcPNlqvW7duvv8LgoDExETk5eW16LmGylVXXdXoXAQrPT0dRUVFEAQBJ06cOGOyShRF9OnTR7VjExGRupisIiIiIqKQEgShRUPxwm369Om+aqZ//OMfjR7zeDwAgP/+979ISUlp9FjDzHYt6Zf1xz/+EUuXLsVf/vIXZGVlwWQy4eqrr0ZtbW2j9XQ6XaP7giD4YopEbrcbjzzyCOLi4hAdHa3KPtVMfBERUXixwToRERERkR9GjBiB2tpa1NbWYvjw4Y0e69KlCwwGAw4ePIisrKxGt9TUVN86a9asabTdr+//2v/+9z9MnToVEyZMwIUXXojExMQmTdlbI0VRmj0foVJVVYXExERIkoQ2bdrgjjvuQGFh4Vm3q6mpQWlpaaMbERGpj5VVRERERER+kCQJ27dv9/3/VDabDffffz/uueceeDweXH755SgtLcV3330Hq9WKm266Cb///e8xd+5c3Hvvvfjd736HjRs3Yv78+Wc8ZlZWFj755BOMHTsWgiDg8ccfj+iKKX/JsozExMSwPJeGPmBdu3YFAKxatQovvPACli9fjvX/396dR9d8J/4ff32SkKWRKzehxJa2SKOprVQYtdTaiLF0BqXUWkXnq9TQWCKhtbW+34lpbaNlVLVUDYOqU0R8q4woqrVVK2JJG4SsTULi/v7oz/02Tags7ueK5+Oce07zeX+W10fPaU9e3u/3jY+/7Ubvs2fPVnR0tKOiAsB9i5lVAAAAwB3y8fGRj49PkWMzZ85UZGSkZs+ereDgYHXp0kWbNm3SQw89JEmqXbu2PvnkE23atEmNGjXS4sWLNWvWrNs+73/+53/k6+urVq1aqXv37urSpYuaNm1a5u9lhn79+mnlypUOf+64ceM0btw4derUSZ06ddLrr7+ulStX6sSJE/rHP/5x22sjIiKUlpZm/5w7d85BqQHg/mLYSrJ4HgAAAABKYdWqVYqIiFC9evXUu3dvVa9evdC+U7179y7RvS9fvqwqVapo+vTpioqK+t3zb9y4IR8fH3Xr1k1r1qy54+ekp6fLYrHowMFD8q5UqURZAaA8yszIULOmTZSWlnbLv+S5HZYBAgAAAHC4QYMGSZIuXLigXbt2FRo3DEP5+fkOy2Oz2eTiwsITAHAGlFUAAAAAHC42NtbsCHbr1q3Tzz//rNDQULOjAABEWQUAAADABG3bti3ze27dulVZWVnKyMiQJB07dkzr1q2TJIWFhenSpUvq37+/+vXrp7p168owDMXFxelvf/ubHnvsMQ0fPrzMMwEAio89qwAAAACYJi0tTfv27dPly5cVFhYmX1/fEt8rMDBQiYmJRY4lJCTIYrFo2LBhOnTokJKTk5Wfn686deqoV69emjx5siwWS7Gex55VAFA09qwCAAAAcE+aOXOm5syZo+zsbBmGofj4ePn6+qpDhw7q1KmTXnvttWLd78yZM797zvr160uYFgDgKOwgCAAAAMDhFi5cqOjoaA0bNkxbtmzRrxd8hIeHa8uWLSamAwCYiZlVAAAAABzu7bff1vjx4zVv3rxC3/pXr149nTp1yqRkAACzMbMKAAAAgMOdPn1aXbp0KXKsUqVKSk1NdWwgAIDToKwCAAAA4HAWi0XJyclFjp05c0ZVq1Z1cCIAgLOgrAIAAADgcB06dNC8efOUlZVlP2YYhvLy8rRo0aJbzroCAJR/7FkFAAAAwOFmzJih5s2bq0GDBurVq5cMw9Dbb7+tQ4cO6ezZs1q7dq3ZEQEAJmFmFQAAAACHq1u3rvbs2aPg4GAtXLhQNptNK1eulL+/v/73f/9XtWvXNjsiAMAkzKwCAAAAYIoGDRros88+U25urlJSUuTr6ytPT0+zYwEATEZZBQAAAMBU7u7uCggIMDsGAMBJsAwQAAAAAAAAToOyCgAAAAAAAE6DsgoAAAAAAABOg7IKAAAAAAAAToOyCgAAAAAAAE6DsgoAAACAKS5duqSIiAi1bNlS9evX19GjRyVJS5Ys0aFDh0xOBwAwC2UVAAAAAIdLSEhQo0aNtGDBAhmGoR9++EG5ubmSpCNHjmjBggUmJwQAmIWyCgAAAIDDTZw4UZUrV9apU6e0e/du2Ww2+1jr1q21Z88eE9MBAMzkZnYAAAAAAPefHTt2aNGiRQoICFB+fn6BserVqyspKcmkZAAAszGzCgAAAIDD5eTkyGq1FjmWlZUlFxd+VQGA+xX/BwAAAADgcEFBQdq+fXuRY7t371ZISIiDEwEAnAXLAAEAAAA43IgRIzR+/HgFBARowIABkqRr165p3bp1Wrhwod5++22TEwIAzGLYfr2TIQAAAAA4yIsvvqhly5bJxcVFN27ckIuLi2w2m0aMGKHFixebHe93paeny2Kx6MDBQ/KuVMnsOADgNDIzMtSsaROlpaXJx8en2NczswoAAACAKZYuXaqhQ4dqy5YtSk5Olr+/v8LDw9WqVSuzowEATERZBQAAAMA0oaGhCg0NNTsGAMCJsME6AAAAAAAAnAZlFQAAAACHc3Fxkaura5EfNzc3+fv7q2vXroqNjTU7KgDAwSirAAAAADhcZGSk6tSpI6vVqhdeeEETJ07UwIEDZbVaVbt2bT3//PM6f/68OnXqpM8//9zsuAAAB2LPKgAAAAAOZ7VaVa1aNX3zzTd64IEH7MczMzPVqVMn1ahRQ4cPH1anTp30xhtvqFOnTiamBQA4EjOrAAAAADjcggULNGHChAJFlSR5e3trwoQJWrhwodzc3PTSSy/p4MGDJqUEAJiBsgoAAACAw50/f14VKlQocszNzU0//fSTJKl69eq6fv26I6MBAExGWQUAAADA4YKCghQTE6O8vLwCx/Py8hQTE6OgoCBJ0o8//qgqVaqYEREAYBL2rAIAAADgcDNmzNCzzz6runXrqmfPnnrwwQeVnJysDRs26MKFC/rkk08kSZ9//rlatmxpcloAgCMZNpvNZnYIAAAAAPefzz77TJGRkfrqq69ks9lkGIaaNWumGTNmqEuXLmbH+13p6emyWCw6cPCQvCtVMjsOADiNzIwMNWvaRGlpafLx8Sn29cysAgAAAGCKrl27qmvXrvr555919epV+fr6ysvLy+xYAACTUVYBAAAAMJWXlxclFQDAjrIKAAAAgCny8/O1detWHT9+XNnZ2QXGDMPQtGnTTEoGADATZRUAAAAAh0tJSdFTTz2lEydOyDAM3dxK1zAM+zn3SlmVlpGhfLYCBgC7zMzMUl3vUkY5AAAAAOCOTZkyRR4eHkpMTJTNZtN//vMfnTp1SuPHj1f9+vV19uxZsyMCAExCWQUAAADA4Xbs2KHx48crICBAkuTi4qJHHnlEb775pjp27KgJEyaYnBAAYBbKKgAAAAAOd/78eQUGBsrV1VUuLi7Kysqyj3Xv3l2ff/65iekAAGairAIAAADgcP7+/kpLS5MkBQQE6Ntvv7WPXblyRXl5ecW6X0ZGhiZOnKjOnTurSpUqMgxDUVFRRZ578OBBdezYUd7e3qpcubJ69+6t06dPl/hdAABli7IKAAAAgMM98cQTOnr0qCQpLCxMM2bM0KpVq7R27VpNnjxZoaGhxbpfSkqKli5dqtzcXPXs2fOW5504cULt2rXTtWvXtHbtWr333nv67rvv9NRTT+nSpUuleSUAQBnh2wABAAAAONzLL7+sH374QZI0c+ZM7du3T4MGDZIkPfLII4qJiSnW/erUqaOrV6/KMAxdvnxZy5YtK/K8yMhIubu7a/PmzfLx8ZH0S3FWr149vfXWW5o7d24p3goAUBaYWQUAAADA4Tp27KiRI0dKkqpUqaJDhw7p66+/1pEjR3T8+HEFBQUV636GYcgwjNuek5eXp82bN+vZZ5+1F1XSL0VX+/bt9a9//av4LwIAKHOUVQAAAAAcbuXKlUpJSbH/bBiGHn/8cYWEhCg9PV0rV64s82f+8MMPys7OVsOGDQuNNWzYUN9//71ycnJueX1ubq7S09MLfAAAZY+yCgAAAIDDDRkyxL4M8LcSEhI0ZMiQMn/mzXLMarUWGrNarbLZbLp69eotr589e7YsFov9U6tWrTLPCACgrAIAAABgApvNdsuxnJwcubq63rVn32654O3GIiIilJaWZv+cO3fubsQDgPseG6wDAAAAcIizZ8/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"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(8, 5))\n",
"skill_high_values.mape.plot.line(ax=ax, figsize=(8, 4), color=my_color_dict)\n",
"_format_ax(ax, xlims=(0, 7), ylims=(0, 17))\n",
"plt.show()\n",
"\n",
"filtered_matched_results = matched_model_results.loc[matched_model_results[\"observation\"] > threshold,:].copy()\n",
"melted_results = generate_melted_error_df(filtered_matched_results)\n",
"plot_error_distribution_array(melted_results, my_color_dict, diag_ylims=(0, 25))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In this case, we observe that, compared to the dummy model, model 1 underperforms for longer lead times. Still, the tails of model 1 distribution is always the shortest. Depending on the application we might want to go back to improving model 1 to ensure a better performance for all horizons."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"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": "3.12.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}