diff --git a/causalpy/pymc_experiments.py b/causalpy/pymc_experiments.py
index de84774d..8ed09d96 100644
--- a/causalpy/pymc_experiments.py
+++ b/causalpy/pymc_experiments.py
@@ -238,6 +238,8 @@ def __init__(
# TODO: check that data in column self.group_variable_name has TWO levels
+ # TODO: check we have `unit` as a predictor column which is an vector of labels of unique units
+
# TODO: `treated` is a deterministic function of group and time, so this should be a function rather than supplied data
# DEVIATION FROM SKL EXPERIMENT CODE =============================
@@ -303,18 +305,17 @@ def plot(self):
# Plot raw data
# NOTE: This will not work when there is just ONE unit in each group
- # sns.lineplot(
- # self.data,
- # x=self.time_variable_name,
- # y=self.outcome_variable_name,
- # hue=self.group_variable_name,
- # # units="unit",
- # estimator=None,
- # alpha=0.25,
- # ax=ax,
- # )
+ sns.lineplot(
+ self.data,
+ x=self.time_variable_name,
+ y=self.outcome_variable_name,
+ hue=self.group_variable_name,
+ units="unit", # NOTE: assumes we have a `unit` predictor variable
+ estimator=None,
+ alpha=0.5,
+ ax=ax,
+ )
# Plot model fit to control group
- # NOTE: This will not work when there is just ONE unit in each group
parts = ax.violinplot(
az.extract(
self.y_pred_control, group="posterior_predictive", var_names="mu"
@@ -330,7 +331,6 @@ def plot(self):
pc.set_alpha(0.5)
# Plot model fit to treatment group
- # NOTE: This will not work when there is just ONE unit in each group
parts = ax.violinplot(
az.extract(
self.y_pred_treatment, group="posterior_predictive", var_names="mu"
@@ -340,20 +340,41 @@ def plot(self):
showmedians=False,
widths=0.2,
)
- # # Plot counterfactual - post-test for treatment group IF no treatment had occurred.
- # # NOTE: This will not work when there is just ONE unit in each group
- # parts = ax.violinplot(
- # az.extract(
- # self.y_pred_counterfactual,
- # group="posterior_predictive",
- # var_names="mu",
- # ).values.T,
- # positions=self.x_pred_counterfactual[self.time_variable_name].values,
- # showmeans=False,
- # showmedians=False,
- # widths=0.2,
- # )
+ for pc in parts["bodies"]:
+ pc.set_facecolor("C1")
+ pc.set_edgecolor("None")
+ pc.set_alpha(0.5)
+ # Plot counterfactual - post-test for treatment group IF no treatment had occurred.
+ parts = ax.violinplot(
+ az.extract(
+ self.y_pred_counterfactual,
+ group="posterior_predictive",
+ var_names="mu",
+ ).values.T,
+ positions=self.x_pred_counterfactual[self.time_variable_name].values,
+ showmeans=False,
+ showmedians=False,
+ widths=0.2,
+ )
+ for pc in parts["bodies"]:
+ pc.set_facecolor("C2")
+ pc.set_edgecolor("None")
+ pc.set_alpha(0.5)
# arrow to label the causal impact
+ self._plot_causal_impact_arrow(ax)
+ # formatting
+ ax.set(
+ xticks=self.x_pred_treatment[self.time_variable_name].values,
+ title=self._causal_impact_summary_stat(),
+ )
+ ax.legend(fontsize=LEGEND_FONT_SIZE)
+ return (fig, ax)
+
+ def _plot_causal_impact_arrow(self, ax):
+ """
+ draw a vertical arrow between `y_pred_counterfactual` and `y_pred_counterfactual`
+ """
+ # Calculate y values to plot the arrow between
y_pred_treatment = (
self.y_pred_treatment["posterior_predictive"]
.mu.isel({"obs_ind": 1})
@@ -363,32 +384,28 @@ def plot(self):
y_pred_counterfactual = (
self.y_pred_counterfactual["posterior_predictive"].mu.mean().data
)
+ # Calculate the x position to plot at
+ diff = np.ptp(self.x_pred_treatment[self.time_variable_name].values)
+ x = np.max(self.x_pred_treatment[self.time_variable_name].values) + 0.1 * diff
+ # Plot the arrow
ax.annotate(
"",
- xy=(1.15, y_pred_counterfactual),
+ xy=(x, y_pred_counterfactual),
xycoords="data",
- xytext=(1.15, y_pred_treatment),
+ xytext=(x, y_pred_treatment),
textcoords="data",
- arrowprops={"arrowstyle": "<->", "color": "green", "lw": 3},
+ arrowprops={"arrowstyle": "<-", "color": "green", "lw": 3},
)
+ # Plot text annotation next to arrow
ax.annotate(
"causal\nimpact",
- xy=(1.15, np.mean([y_pred_counterfactual, y_pred_treatment])),
+ xy=(x, np.mean([y_pred_counterfactual, y_pred_treatment])),
xycoords="data",
xytext=(5, 0),
textcoords="offset points",
color="green",
va="center",
)
- # formatting
- ax.set(
- # xlim=[-0.15, 1.25],
- xticks=self.x_pred_treatment[self.time_variable_name].values,
- # xticklabels=["pre", "post"],
- title=self._causal_impact_summary_stat(),
- )
- ax.legend(fontsize=LEGEND_FONT_SIZE)
- return (fig, ax)
def _causal_impact_summary_stat(self):
percentiles = self.causal_impact.quantile([0.03, 1 - 0.03]).values
diff --git a/docs/notebooks/did_pymc.ipynb b/docs/notebooks/did_pymc.ipynb
index db4c790a..71437e0e 100644
--- a/docs/notebooks/did_pymc.ipynb
+++ b/docs/notebooks/did_pymc.ipynb
@@ -9,7 +9,7 @@
},
{
"cell_type": "code",
- "execution_count": 15,
+ "execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
@@ -20,7 +20,7 @@
},
{
"cell_type": "code",
- "execution_count": 16,
+ "execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
@@ -30,18 +30,9 @@
},
{
"cell_type": "code",
- "execution_count": 17,
+ "execution_count": 3,
"metadata": {},
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "The autoreload extension is already loaded. To reload it, use:\n",
- " %reload_ext autoreload\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2"
@@ -56,13 +47,101 @@
},
{
"cell_type": "code",
- "execution_count": 19,
+ "execution_count": 4,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
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+ "\n",
+ "
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+ " \n",
+ " \n",
+ " \n",
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+ " unit \n",
+ " treated \n",
+ " y \n",
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+ " \n",
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+ ],
+ "text/plain": [
+ " group t unit treated y\n",
+ "0 0 0.0 0 0 1.037235\n",
+ "1 0 1.0 0 0 2.180333\n",
+ "2 1 0.0 1 0 1.181521\n",
+ "3 1 1.0 1 1 2.573195\n",
+ "4 0 0.0 2 0 1.237781"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"did_data_path = pathlib.Path.cwd().parents[1] / \"causalpy\" / \"data\" / \"did.csv\"\n",
"\n",
- "df = pd.read_csv(did_data_path)"
+ "df = pd.read_csv(did_data_path)\n",
+ "df.head()"
]
},
{
@@ -74,7 +153,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 5,
"metadata": {},
"outputs": [
{
@@ -355,12 +434,12 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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",
+ "image/png": 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",
"text/plain": [
""
]
@@ -375,7 +454,7 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -386,12 +465,12 @@
"Formula: y ~ 1 + group + t + treated:group\n",
"\n",
"Results:\n",
- "Causal impact = 0.41, $CI_{94\\%}$[0.29, 0.54]\n",
+ "Causal impact = 0.41, $CI_{94\\%}$[0.28, 0.52]\n",
"Model coefficients:\n",
- " Intercept 1.06, 94% HDI [0.99, 1.12]\n",
- " group 0.20, 94% HDI [0.11, 0.29]\n",
- " t 1.01, 94% HDI [0.92, 1.10]\n",
- " treated:group 0.41, 94% HDI [0.29, 0.54]\n",
+ " Intercept 1.05, 94% HDI [0.99, 1.11]\n",
+ " group 0.20, 94% HDI [0.12, 0.28]\n",
+ " t 1.02, 94% HDI [0.93, 1.10]\n",
+ " treated:group 0.41, 94% HDI [0.28, 0.52]\n",
" sigma 0.10, 94% HDI [0.08, 0.13]\n"
]
}
@@ -407,7 +486,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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yLC666CLat29Pv3796Nu3b4FaexMTE92tb3n908tr+TMP/CpIX1wX13M633NPT08nMTEx1wF/hXlMgD179gDkqyU+ISGBBg0aUK9ePZ588kn+7//+jxdeeIEXXniB2rVr07ZtW3r37s2ll15a4F8T8qNWrVq5bnP1+6xatWqe4dbVbz0jIyPH7SkpKTz22GPnHQmnoC2xrtfz7bff5u233z7nsgkJCfla54XuGwW1d+9eABo0aIBlWfm6T1G9nnkpzP733Xff8corr5CSknLW9Z48efKCa8uP7L8IZBceHk5iYmKe+7mrBf/M/dilQoUKVKhQIc95rv3mwIEDOW4v6GuSmJjoXrasDNUqZZfCtpQ6Z46z7WmPPPIIN9xwA3PmzGHlypWsWrWKKVOmMGXKFFq1asWkSZPyfTCO0+l0T5+tJTG7vIb3CgkJyX/xHlLYx3Q93zMPXMxL9l8MRowYwaBBg5g9ezYrV65k5cqV/Prrr/z666+8++67fPnllx5v7T7Xl6aCdp958803+eOPP2jYsCEPP/ywu+uBK6TdcMMNrF692t0ym1+u17NDhw7nHcawSZMmBVp3SVbUr+eZCrL/xcXF8eyzz+Lv788jjzxC3759qVmzJqGhoViWxbfffsuzzz5b4NoK63z7an6/4BRU9udX0l4TkZJGYVt8UkREBEFBQWRkZLBnz54cfQ9dXK2GeQ0hVqdOHUaMGOE+tfK6det49NFHiY2NZfz48YwdOzZfdURGRhISEkJaWhqPPfYYlSpVuoBnlX/Vq1dn9+7d7NmzJ8+uBa7hEYODg6lYsaLHHrdmzZrs3LmTO++8M89hFc+lSpUqDBs2zP2T8rZt23jqqadYvXo1b7zxBv/5z388Vqen/fbbbwD897//zXNfc/2MXlCuVst+/fpx++23F7q+7Ip733C1rO7cuRNjTL7CX2FfT9eX1bO1Ku/bt++sj5nf/W/GjBkYY7j55pu58847811baZKcnExycnKerduuXypq1Kjhvq0wr0lERAShoaGkpqayY8eOfHWBEimtdICk+KSAgAD3aaRdQ0WdafLkyQDu4cbOpXXr1tx0000AbNy4Mcc81z94V//E7Pz9/d3jy7oCRHHo1KkTcPbn/sMPPwAQExPj0ROUuIaE88RzbdSoEXfccQdw9tc8Kyvrgh/HE5KSkoC8u98sWLCAY8eO5Xm/8z2Piy++GDgdZjyhuPeNli1bEhkZSUJCQr4PGizs6+lqfd62bVuueYcPH2b9+vX5Lfus+5+rtry6Z6SnpzNz5sx8P0ZJNm3atFy3ZWRkMH36dOD0fgSFe02yfzZ+9913+a7rXJ+3IiWVwrb4LNfIEl9//XWuo+6nTJnC7NmzCQwMZOTIke7b//jjD5YvX57r5+bMzEwWLFgA5A4ArpbxrVu35lnHmDFjCAwM5LXXXmPq1Kl5/pS9efNmj/6THjlyJAEBAcyaNSvXP82FCxfy7bffAjBq1CiPPSbAHXfcQYUKFfj000/55JNP8uwTumfPnhw1LVmyhHnz5pGZmZljOWMMc+fOBXL/E3e95lu2bPFo/YXVsGFDAPc40i7bt2/nueeeO+v9zvc8+vXrR6tWrVi3bh1PPvlknv2yk5KS+Prrr/MdPop73wgICHCPjvHMM8+wfPnyXMusW7cuRx/gwr6ervA2fvx4kpOT3bcnJCTw+OOP59mfuKD7n+uELj/++GOOPuPp6ek8//zzuU6qVVq9//77OUa4cTqdvP766xw4cICaNWvmOHC7sK/JPffcQ0BAAF9++WWOEYpc9u7dS1xcXI7bzvd5K1ISqRuJ+KxevXoxevRoPvjgA2677Tbat29PzZo12bFjB+vXr8ff35/nn38+R19X1xnZIiMjad68OZUqVeLkyZOsXbuWo0ePUr16dXdrl8sll1zCJ598wq233kqXLl3cB9E98sgjREZG0qJFC1577TWefPJJnnjiCd566y0aN25MZGQkSUlJbN68mQMHDjB48OBcQwMWVnR0NM8++yzPP/88jz32GJ999hkNGjRg37597r6u9913Hz169PDI47nUqFGD999/n/vuu4///Oc/jB8/niZNmlC1alVOnDjBtm3b2L17N23atHEPV7Zp0yZeeeUVypUrR/PmzalWrRrp6els2LCBvXv3Ur58ee6///4cjzNw4ECWLl3Ko48+So8ePdw/d99+++3uoFacxowZw9ixY3n77bf57bffaNKkCUePHmXlypV06NCBatWqsXr16lz369+/P+PGjePzzz9ny5Yt1KhRAz8/P/r27Uu/fv3w8/Nj3Lhx3H333UydOpXff/+d6OhoatWqRWZmJnv27GHz5s1kZWVx9dVX56sl2hv7xi233MKOHTv45ptvuPnmm2nevDkNGjTgxIkTbN++nT179jBp0iR314TCvp7Dhw/n+++/Z/369Vx66aW0bduW1NRUYmNjqVmzJv3798/Vul7Q/e/qq69m0qRJbNiwgX79+hETE4O/vz8rVqwgLS2NkSNHnnUYz9KiVq1atGjRgquvvppOnToRERFBbGwsu3fvJiwsjNdffz3HqEmFfU1at27Nyy+/zNNPP80LL7zAhAkTaNmyJcYY9uzZw99//829996bY/i/833eipRECtvi0x544AHat2/PF198wdq1a1m7di2RkZFceuml3H777bRu3TrH8ldffTUhISGsXLmSrVu3kpCQQPny5alZsya33HILw4YNy/WB7hqP+o8//mDWrFnuFrLRo0e7lx00aBCtWrXi888/Z/HixaxatYqsrCyqVKlCvXr1GD58OJdeeqlHn/v1119P06ZNmTBhAqtWrWLTpk2UK1eOXr16MXLkyDyHtvOEjh078uuvv/LFF18wb948YmNjycjIoHLlytSsWZMrrrgix5eKvn37cuLECVasWMGuXbtYu3YtISEh1KhRg7vuuovhw4fn6B8KcOONN3Ly5El++ukn5s2b5x555oorrvBK2L7kkkv44osveO+99/j777/Zs2cPdevWZcyYMYwaNeqs/a2bNm3Ku+++y4QJE1i7di1LlizBGEONGjXcp0ivXr063333HVOmTGH69Ols2rSJ2NhYKlasSLVq1bjhhhvo27dvriEjz6W49w3LsvjXv/5Fv379+Oabb1i7di1btmyhfPny1KlTh6uuuirH6bcL+3pWqFCBr7/+mjfffJMFCxYwf/58qlevzrBhw7j33nt58cUXc92noPtfhQoV+OGHH3j33XdZuHAh8+fPJyIigu7duzNmzBhWrlzp0dfOGyzL4q233mL8+PFMmzaN5cuXExYWxsCBAxk7diyNGzfOsfyFvCZXXXUVLVu2ZOLEifz111/MmTOH4OBgqlevzvDhw3MNI5qfz1uRksYyOjxYRESkzIuPj6dfv37Url2b2bNne7scEZ+hPtsiIiIiIkVEYVtEREREpIgobIuIiIiIFBH12RYRERERKSJq2RYRERERKSIK2yIiIiIiRURhW0RERESkiOT7pDbHjh0ryjrOq2LFiiQlJXm1BtF2KAm0DbxP28D7tA28T9vA+7QNvC8/J1MqNS3bfn6lplSfpu3gfdoG3qdt4H3aBt6nbeB92galg7aSiIiIiEgRUdgWERERESkiCtsiIiIiIkVEYVtEREREpIgobIuIiIiIFBGFbRERERGRIqKwLSIiIiJSRBS2RURERESKiMK2iIiIiEgRUdgWERERESkiCtsiIiIiIkVEYVtEREREpIgobIuIiIiIFBGFbRERERGRIqKwLSIiIiJSRAK8XYCIiEh2xhh27Yb9+yE4GBo1hIoVLW+XJSJSKArbIiJSImRlGX7+Bb78xrB//+nb/fwgpoNhxHCLdm0VukWkdFHYFhERrzty1PDMc4bYOPt6cDDUqwspKbB3HyxbDsuWGwYOMDz8oEVkpHfrFRHJL4VtERHxqgMHDfc9YLdmh4XBnbdbXH4ZhITYrdh79xq+/tbw0y/w+x+weYth3LtZVCjv5cJFRPJBB0iKiIjXJCcbHn7UDtq1asHE/1lcd43lDtoAtWtbPPKQH+PesahcGXbshBtvTmL7duO9wkVE8klhW0REvMLpNLzwsn0wZLWq8O5bFrVrn71PdquWFhM+tmjWFJKSDA8+YoiPV+AWkZJNYVtERLxi8lT4aykEBcF/XrGoXu38Bz9WqWzxxmsWUVH+HE2ABx42HD2qwC0iJZfCtoiIFLvDhw0fj7dD8n33WjRpnP9RRiqUt/jfhxWoUxsOHIR/PmNIT1fgFpGSSWFbRESK3dvvGlJToUVzuPLygt+/SmU/XvuPRfnysH4DvPJ/BmMUuEWk5FHYFhGRYrV0mWHufPD3g0cesvDzK9zY2XXrWLz0Lwt/f5j1J3zznYcLFRHxAIVtEREpNsac7j5yzdUUqPtIXjq0txg7xl7Hhx8ZVq1W67aIlCwK2yIiUmwWL4FNmyEkBEbc7JmzQV59FQy8BLKc8NwLhkOHFLhFpORQ2BYRkWJhjOGTT+0gfPVQiIzwTNi2LItHH7Jo1AiOHYNnnjdkZipwi0jJoLAtIiLFwtWqHRoCN17vmaDtEhJi8e8XLMqF2wdMvjtOYVtESgaFbRERKRbffm8H4KFXea5VO7vatS2eecpe75QfYcZMBW4R8T6FbRERKXLbthtWrbZHILnmas8HbZfu3SxuHWlPv/aGYctWBW4R8S6FbRERKXI/TLFDb8+e5OtMkRfitlssOnWE9HR46llDcrICt4h4j8K2iIgUqeRkw8w/7OnrrinaoA3g72/x/DMWNWvAvn3w+D8NaWkK3CLiHQrbIiJSpH6ZbrcyN2kMrVsVz2NWqGDx6r8typWD2Dh49l8Gh0OBW0SKn8K2iIgUGWMMP//qOjDSwrKKvmXbpVFDi//82yIoyB4J5ennDOnpCtwiUrwUtkVEpMjExsGePfZwf/37Fv/jt2lt8fILduBeuAgefsyQfFyBW0SKj8K2iIgUmV+m28G2Tx8ICyu+Vu3sunaxePM1i/BwWLMWRt1hiFuvwC0ixUNhW0REikRKimHOHHv6skHeCdoubdtYvPe2Ra1acOAg3DvW8OHHTlJSFLpFpGgpbIuISJGYPQdS06Be3eI7MPJcmjS2+ORji759ICsLvvgKbhxh+O4Ho9AtIkVGYVtERIqE6wyOgwcV74GR51KunMW/nrV45SW7lfvoUXjnPcPQ6wwvv+Jk/gJDaqqCt4h4ToC3CxAREd9z6JBh7Tp7un8/79ZyJsuy6NkDOneC6b/Bdz8Ydu+B336H3343BAVBxxhDz+4W3btBZGTJ+KIgIqWTwraIiHjcn3PAGLv7SI3qJTOsBgVZXHUlXHG5feDkgoWGhYtg/wFYtBgWLTZYFnTqaLhlhEXrViXzeYhIyaawLSIiHjfrT7srRv9+JT+g+vlZtG8H7dtZjB1j2LbdHiZwwULDps2wdBksXWa4/DLD6LstKlQo+c9JREoO9dkWERGP2hNvh1R/P+jT29vVFIxlWTRuZHHrSIsJH/vx7ZcWQwbb837+FW69w7B1m/p0i0j+KWyLiIhH/TnbvuzQASIjSncrcO3aFk885se4dyzq1IFDh2DM/YYtWxS4RSR/FLZFRMSjZs851YWkb+kO2tm1aW3x8QcWLVvAiRP2mSgPHlLgFpHzU9gWERGP2b3HsH0H+PtDjx7ersazKpS3eP0/Fo0aQcIxeOoZQ2amAreInJvCtoiIeMy8+fZlh/Z2OPU15cpZvPqSRYUK8Pcm+OQzhW0ROTeFbRER8Zh58+3weXFP3wvaLjVrWjz2sP38vvwKtmxV4BaRs1PYFhERjzhwwPD3JrAsuNjHupCcqXcvi969wOmEN98yGKPALSJ5U9gWERGPmLfAvmzTGipV8t2WbZex91qEhEBsHCxe4u1qRKSkUtgWERGPWLDQbt3tdbHvB22AatUsrh5qT0/4VK3bIpI3hW0REblgycmG2Fh7ukc379ZSnG663iI0BDZvts86KSJyJoVtERG5YEuXQ5YTGtS3DyAsKyIiLK69xp7+RK3bIpIHhW0REblgS5bYIbNrVy8X4gU3DLMIDYUtW2HlKm9XIyIljcK2iIhckKwsw1/L7OnuXctOq7ZLxYoWgwba01N+VMu2iOSksC0iIhdk/QZIToby5aFFc29X4x1XXWl/yVi4CA7pNO4iko3CtoiIXJDFp7qQdO4EAQFlr2UboGEDi7Zt7HG3f/pFYVtETlPYFhGRC7LkL/uyWxnsQpLd0Kvs5//Tz5CZqcAtIjaFbRERKbQDBw3btoOfH3Tp5O1qvOviHlApEhKO2aOziIiAwraIiFwAV6t2yxZQoULZbtkODLTo38+e/mOWWrZFxKawLSIihebqr921S9kO2i4D+p8+UDIlRYFbRCDA2wWIiEjplJFhWLXanu7axbu1FIXt27czfvx4Vq1aRWpqKnXq1OHyyy9n2LBh+Pnl3VbVNBrq1IH4eFiwEAZekve6P/nkEz7++GMAnnvuOQYNGpRrmUWLFrFu3TrWr1/P33//zYkTJ2jXrh0ffPCBx56jiBQ9hW0RESmU2DhIT4fKlaBRQ29X41mxsbGMGTOG9PR0mjdvTs2aNVmzZg1vvfUWsbGxvPTSS1hW7tZ8y7IY0M8w8TP440/DwEtyL7Nr1y4+/fRTLMs65xknn3vuOU6cOOHR5yUixU9hW0RECmX5CjsoduxInsGztHI4HDz33HOkp6dz//33c+ONNwKQkpLC/fffz59//knXrl0ZMmRInvcf0M9i4meG5cvhWKIhMuL0a2OM4dVXX6VcuXK0bNmS+fPnn7WOPn36UL9+fZo2bYrD4eD+++/37BMVkWKhPtsiIlIoy1bYlx07+E7QBpg7dy779u2jSZMm7qANEBYWxsMPPwzA119/fdb716tnERUFWU5YuDDnvGnTprF69WrGjh1LuXLlzlnHU089xfDhw+nQoQPh4eGFf0Ii4lVq2RYR8XH79u3j6quvpl27drz55pt89NFHzJ49m6SkJC666CLuvPNOevbsCcCff/7Jl19+yfbt2wkNDaV///7ce++9hISE5Fjn/gOp/L3hW5xZf/LKv+N59RVo2LAhV199NZdddlmuGtasWcOsWbNYvXo1hw4dIiMjgxo1anDxxRczcuRIypcvn2P5lStXcu+99zJ48GDuv/9+PvzwQ+bPn09ycjJ169bl9ttvp1+/fkXyei1evBiwW5bP1LRpU2rXrs22bdvYt28ftWrVynMdvXpabN5sWLDQcPkQ+8vI0aNHGTduHDExMVx66aUsW7asSOoXkZJFLdsiImWEw+FgzJgx/P7777Rs2ZIWLVqwdetWnnjiCZYtW8bXX3/Ns88+S1hYGJ07d8bpdPL999/z73//O8d6EhISuOeeO3E6PsTfP4H27dvRtm1bdu3axYsvvsjrr7+e67Hfffddfv75Z4KDg4mJiSEmJoaTJ0/y+eefc/fdd5OSkpJnzSdOnODOO+9k4cKFtG3bltatW7Nr1y6eeuoppk2bViSv05YtWwA7WOclOjoagK1bt551HT172JfLV54eleTNN98kPT2dxx57zIPVikhJp5ZtEZEyIjY2lpiYGKZMmUJoaCgAv/zyCy+99BL/93//R3JyMuPHj6dZs2YAHD58mJEjRzJz5kzuvvtuateuDcBLL73EwQNbsfyHccON/+C+e+1W76NHj/LII4/www8/0L17d7p27ep+7Ntvv53WrVvn6DqRkZHBm2++yY8//sjXX3/N7bffnqvm+fPnM2DAAJ555hmCgoIAmDdvHo8//jgTJ07kyiuvzLH86NGjWb16dYFel6effjpH/+uDBw8CULVq1TyXr1atGgAHDhw46zob1D89KsmSpRAcuJA///yTO++8k3r16hWoPhEp3RS2RUTKCD8/Px577DF30AYYPHgw7733HvHx8dx2223uoA122Bw4cCDffPMNq1evpnbt2mzevJnFixcTGNgMp99YunT2dy9fuXJlnnjiCW655RamTJmSI2x369YtVz1BQUE88MAD/Pzzz8yfPz/PsB0eHs4jjzziDtoAvXr1Iioqis2bN+fqytG1a1dq1qxZoNelTp06Oa67WtnP7Drj4rr9bK3xYB8wenFPw1dfw+w5J4lb+xr16tVjxIgRBapNREo/hW0RkTKiZs2auVpV/fz8qFGjBomJiXTu3DnXfVyt2UePHgVg6dKlAGSZiwkJ9qN1q5zLR0dHExYWxoYNG3Kt69ChQyxcuJBdu3Zx8uRJnE4nAIGBgezZsyfPmps2bUrFihVz3V6/fn02b97M0aNHc4TtkSNHnu3pF7uLe1h89bVhwbwPyUg/yHvvvZfjS4OIlA0K2yIiZcTZukW4Wrrzmu+al5GRAcD+/fsBcDo+IiX5I3r1yvux0tPTc1z/6quveP/993E4HAWq2dVl40yu0TlcdXlSWFgYycnJpKWl5TnfdXtYWNg519O8GVQov4GEw1Po2PFSYmJiPF6riJR8CtsiImXE+cbCzs9Y2e6TsFhtaNasNg3qn/9x4+LieOeddyhXrhwPPvgg7du3p3Llyu5W3iFDhnDkyJFC15TdpEmT2LlzZ4Huc8UVV9C2bVv39erVq5OcnMzhw4dp0qRJruUPHToEQI0aNc65Xj8/i2pVFpNw2MmWrdsYPXp0jvm7du0C4NNPP+Wnn36ia9euJaplXkQ8Q2FbRETyrXJlu/Xbz78nTz01nMaNzh+G586dC8A999yTa1jAtLQ0dxcVT1iyZEmBD5Bs3759jrDdpEkTtmzZwt9//51nX/NNmzYB0Lhx4/Ouu04di783QuKxLaw+lvcyu3btYteuXQXuay4ipYPCtoiI5FuVqp2Aj/Gz5tOwwfB83ef48eNA3l1CZs+efc5TlhfUBx98cMHr6NatG9OnT2fOnDmMGjUqx7xNmzaxd+9eGjVqdNYxtrP755N3sHDJ7Tgc8PUXFnXrnP5y8sILLzB9+nSee+45Bg0adMF1i0jJpHG2RUQk3xKTWmD5dcSRuY433nidkydP5lpmy5YtLFmyxH3ddVDmTz/9lKPP9o4dOxg3blzRF11AvXv3platWmzZsiXHmSJTU1PdY4hnP7Oky5gxY7j++utZv369+7awMIs2re3pv5YWbd0iUjKpZVtERPJt1WqDX+BzVIl4iMmTJzNz5kyaNGlClSpVOHnyJFu3buXgwYNcf/317qH/hgwZwldffcXChQsZNmwYzZo1Izk5mdWrV9OrVy/Wr19/zjGri1tAQADPP/889913H2+//TazZs2iRo0arF27liNHjtC3b988z5IZHx/PgQMHch1Y2aWzxcpVhiV/Ga67Jv990D/55BMWLVoE2EEf7Jb17EMk/uc//6FKlSqFeZoiUkwUtkVEJF/S0w1xcWBZlXjjjY9Zteon/vjjDzZv3kxsbCyVKlWiVq1aDBs2jAEDBrjvV7FiRSZOnMh7773H6tWrWbhwITVr1uSuu+5i+PDhXHPNNV58Vnlr3bo1EydO5H//+x+rVq1i69at1K5dm+HDh3P99dcX6MDNrl1g3AewZg2kpRlCQvJ33/j4+Byt5GCP7Z39tqIYjUVEPMsy+ewsd+zYWY7sKCaRkZFer0G0HUoCbQPvK6vbYNVqw9gHDZUrw48/WAUeKcSTStM2MMZw3Q2GAwfh/16x6NbVe6+bJ5WmbeCrtA28LzIy8rzLqM+2iIjky6rVdttM+3YFH5KvLLMsiy5d7OklSz13MKiIlA4K2yIiki8rV9mXHdopaBdU1872a/bXX3h09BURKfkUtkVE5LxSUw0bNtrT7dp5t5bSqH07CAqE/Qdg925vVyMixUlhW0REzmtdLGRlQY3qUEvnXimw0FAL13lz/lrm1VJEpJgpbIuIyHmpv/aF6xhjv27LV6gbiUhZorAtIiLntWqNfdlO/bULrWOMfblmLWRkKHCLlBUK2yIick4pKYZNm+zp9uqvXWiNGkKlSEhLg7j1519eRHyDwraIiJxTbBw4nVCzBlSvppbtwrIsi5gO9vTylWrZFikrFLZFROSc1q6zg2Hr1l4uxAe4+m2vWOHlQkSk2Chsi4jIOa2LtS/btFar9oVytWz/vQmSk9W6LVIWKGyLiMhZZWScHl+7TSvv1uILqla1qF8fjDl9kiAR8W0K2yIiclabNkNGBkREQL163q7GN3Q6NSqJ+m2LlA0K2yIiclZr19mXrVtpfG1PcY+3vVynbhcpCxS2RUTkrNadOjhS/bU9p20bCAiwT92+d6+3qxGRoqawLSIieXI6Devi7Gn11/ac0FCLli3s6eUrvVuLiBQ9hW0REcnT9h1w4gSEhkDjxt6uxrfo1O0iZYfCtoiI5Mk15F+LFhAQoG4knuQ6dfuqVeBwKHCL+DKFbRERydNa9dcuMtFRUL48nDhpj7ktIr5LYVtERHIxxrDu1EgkbXTmSI/z97fo0M6eXqF+2yI+TWFbRERy2X8ADh+xR81o3szb1fimGPXbFikTFLZFRCQX1/ja0VEQEqJuJEXB1W87bj2kpChwi/iq0hG2jdHA/yIixej0+NpeLsSH1a5lUbsWZGXB6jXerkZEikrJD9vGELRkHM45r4MCt4hIsXCfOVIHRxapjjp1u4jPK/lhOysT69hOzJHtkJXp7WpERHzesUTD7j32dKsW3q3F17nG216xwsuFiEiRKflhW0REitWGDfblRfWgYkW1bBel9u3Azw927oJDh9S6LeKLFLZFRCSH9Rvs0NdCrdpFrnx5i6bR9rRO3S7imxS2RUQkh/WnWrZbNFerdnFw9dtetlwt2yK+SGFbRETcsrIMG/+2p1s0924tZUWnjvaXmpUrwelU4BbxNQrbIiLitmsXpKRAaAg0qO/tasqGFs0hNBQSk2DLVm9XIyKeprAtIiJuri4kzZrZpxSXohcQYNGhvT29bLl3axERz1PYFhERN/fBkepCUqw66tTtIj5LYVtERNx0cKR3dOpoX66LhdRUBW4RX6KwLSIiAJw4Ydi5y55u3sy7tZQ1dWpDzRrgcMCatd6uRkQ8SWFbREQA2Pg3GAM1a0KlSmrZLk6WZdHxVOu2hgAU8S0K2yIiAmTvQuLdOsqqTu5+214uREQ8SmFbREQA2OA+OFKt2t7Qvv3pU7cf1KnbRXyGwraIiGCMUcu2l1Uob9GsqT2t1m0R36GwLSIi7N0LSckQFAhNGnu7mrLLNSrJcvXbFvEZCtsiIkLcqVbtqCgIDFQ3Em9xj7e9ErKyFLhFfIHCtoiI6GQ2JUTzZhAeDsnJsGWLt6sREU9Q2BYREXd/7eY6ONKrAgIs2rezp5ep37aIT1DYFhEp49LSDNu22tNq2fa+Th3tLzwab1vENyhsi4iUcZs2Q5YTKleG6tW8XY10irEv49ZDSooCt0hpp7AtIlLGZR/yz7LUjcTbate2qFXLPnX7qjXerkZELpTCtohIGbdeJ7MpcVyt2xoCUKT0U9gWESnDjDHErben1V+75Ojo6retgyRFSj2FbRGRMuzQYTh6FPz9oGm0t6sRl/Zt7W2yZw/s36/WbZHSTGFbRKQMc/XXbtQYQkLUjaSkKF/eovmpXxqWr/RuLSJyYRS2RUTKMJ3MpuRynU1y2TK1bIuUZgrbIiJl2Ab3SCRq1S5pOnW0L1esAodDgVuktFLYFhEpozIzDZs22dNq2S55mkZDuXJw4gT8vcnb1YhIYSlsi4iUUVu3QUYmVKgAdWp7uxo5U0CARUwHe3qpupKIlFoK2yIiZZROZlPydXafut3LhYhIoSlsi4iUUTqZTcnXqZN9ufFvSD6u1m2R0khhW0SkjMresi0lU/VqFvUvAqcTVmoIQJFSSWFbRKQMOnbMsG8fWBY0a+rtauRcXKOSLNOp20VKJYVtEZEyaP1G+/Kii6BcOXUjKck6neq3vXQ5GKPALVLaKGyLiJRBOplN6dG2DQQFwqFDsGu3t6sRkYJS2BYRKYN0MpvSIyTEonVre3rZMu/WIiIFp7AtIlLGZGUZNpzqRqKW7dLhdFcSdSMRKW0UtkVEypiduyA1FUJDof5F3q5G8qPzqSEA16yF9HQFbpHSRGFbRKSMcQ3517wZ+PurG0lp0LABVKkC6emwLtbb1YhIQShsi4iUMa6DI5urC0mpYVkWnWLsaQ0BKFK6BHi7ABGRUs04CYj9gcCNP+F3dCtkpmLKVSOrXlcyYkZhIusXetV+B+IIXPUZ/vErsFKPYoLK46zWjMxW15IVdWnuO2SmELT4XQI2/4518ggmtCJZDXqT3vMhCI10L+Zq2b6kyo+Ue/MpnJH1SRk5DfyDCl2rJ1jHdhK04hP8dy/BOnEIAkNxVm5MZrMrcLS6FizvtA/5b5+D/95V+O9bg9/B9ViOVPe8tIH/xtFi6Lnvv2sxgWu+wu/AWqy0JExIRZw12pDZ9iayLup29jumHydoxUT8t/2JX1I8/wqBW3vXYe2uvpA+CoLLF/45bZ5BYOwP+B3aiJVxHBNamaw6MWS2vwVnjZa5lrcS9xC06L8E7FoCGScxFWqSFTMcWg4HP/9cywfPeJLADT+S2fwq0i99pdB1ivgCy+Rz0M5jx44VdS15c2QQ/Ps/CQoK4nif5yHAu/8MyrrIyEjv7QsCaBuUBO5tkJlCyNTRBMTnPUSE8Q8ibfDrZDUZUODHCFz9BUFzX8EyzjznZ0ZfRvqg/5wOOsYQ+v0t+McvB8AZXg0r5QiWcZJVuRGpwydDQDDHjxsGXW4oF3CceVdfhn/aUVKHfkxWg54FrtGT/LfMJGT6o1hZGXnOd9TpRNrQDyAwDCje90H4uE5Y6cfznHe+sB007zWCVn5y1vkZMaPIuPjRXLdbx3YQ+v1t+J04mOf9HGE1SL/+E0xkg/NUfwZnFsG/PUbgpul5zjaWHxm9nySz3c2nazl5mNDPh+KXchTjF4AJjcDv5BEAMltcTfrAl3Osw2/fakK/GQ7B5Ui5dTomvErBapR80/8D74uMjDzvMupGIiJSSMGz/pUjaGdVboSjfk9MQAgAVlYGIdMfxkrYXqD1+u9eQvCcl91B2wRXwNGgF86KddzLBG76laAl407fZ89f7qCd3udpUu6eR9qV79nzjm4j4O9fAPh7k738ox3ewz/tKI5G/bwetK2E7YRMf8QdtE1ACI76Pcmq3Ni9TED8MoJn/ctbJbqZ4Ar5XjYgbnKOoO0Mr2Jvx/Cq7tuCVnxCQNzknHd0ZBA6dbQ7aBsssmp3IKt2B5zG7mMfkHKA0KmjwZH3l5OzCVoyLkfQdlasg6NBL/fzsoyT4Dkv47/7L/cygWu+soO25U/q8O9JuXsBGR1us+etn4KVmG3wb+MkePaLWBgyut6roC2CwraISKH4Hd5E4Maf3Nczoy4ldeTPpF39Mak3fInxs3vpWVmZBC98q0DrDpr/mnvaBFcgZeSPpA39kJRbfyWrVjv3vMAVEyDVbtXyO7j+dC3NrwQgq2EfTHDFHPPXb4DG5TczpNo3GP9g0ns/UaDaLoSVFE/gknH47V2V4/bghf/FysoEwPgFkHrDl/brOPInMrN1lwnc+BN+hzd5/PHPJ6PTXaQO/YgTo5fk//XKyiQo23Z3VqxHyq3T3dvRWbGee17Qwrfg1PMHCFz3LX6Ju04/fp+nSL3+C1Kv/4K5oU+6b/dL3EVg7Hf5fyIpCQSuGH+6xFrtSLn1V7umkdNyfJHIvg+69h1n1SicVZsC4Di1jwH4Hdrgng5Y9y3+hzaSVbkxmW2H5782ER+msC0iUggBG37KcT2zw61g2a2OzmrNyarbxT3Pf/tcSEvO13r9jmzB/9BG93VH9CBM+ZqnVhSUI8BYWRkEbPrNde0sazQ55q/fYHii1b/xtxxkdrwdk621vEhknCQgbgqh340kbMIlBC95Dys14fT8tGT8t89zX82q1xVntVNHbloWme1vybG6gI05X/cLfvx8yOx4B1kNLobQiHzfx3/XIvxSjpxeR6trT/exDi5vXz/FL+UI/rsWu69nf44mqByZrYe5r4d0u54TmeGnl92Q/9cjcPNv7i81gN1V5FQ/fVO+Bo7oQafrP7QB6+hW+4qV176VvQfqqfmpxwhe9DYAGX2eBj8dFiYCCtsiIoXiv3+Ne9pg4azWLMd8Z/UW7mnLmYn/ofXkh1+29QJkZVtPXtdddWR/vMAN0+x52+dgpdsh31mjJcYYah75hZgqy0kPrU1GxzvzVVOBGSf+uxYT/NtjhH/Yk5CZT+EfvxwLg8GCgNDT9R+Mw3KeDoDO6jmHSHFWa27fx7X8/rUeffyi4n/GdnSesd3OfJ7u5R3p+B3++/RyVaLAP9B9vXnLQLafbOK+7nd4Y767kvjty/naZVU7Y9+qdkZN++yanKeW8zu82V2bK+QbLPdzC174X6y0JDKjLiWrXud81SRSFuhrp4hIIVjZfuYnNCLXSB5n9lW1ju2Eel3Pu16/Y7tyXDfZ+vfmdd21fFbdzjjqdLL7Ns95icBlH2OdalnNqtwIR/Rg9u48yT0N3gAgs8/jEBhy3noKwkrYTuD6HwnY+DN+Jw7kmJdVJQpH0yE4ml6GqVDr9H0Sz/18CQiCkAqQlmQvf2ynRx+/qFjn245hOa+7npeVFI/ldJz1fgEBFs6w0/uW5XRgJe3BVG503pr8znyty51v37Jrymx7IwGx3+GXcpTQL6/LcYCko8VQTMU6+B2IIyBuMiYwjIxej5+3FpGyRGFbRKQQXC3GgPuAyOzOvM1KP5HP9Z4x6sWZ68613lPLWxZpQz/INvTfYUxYJRwNTg39FxCMteAdqoUeYl1KNxo2HYB18jCBa77E70AcYLd+Z7YdnjvwnktqIgGbphO4YRr+B9blmOWsUBtH9GAczYbYLbT5eL55v5ahWCTlufyFPn5ROd/zMoF57x/Z9yv7fsG51l2hUihk252s9OPkZ1ixM9eda986s6YM+0FMeFVSb/iaoIVvErB7CVZqEs6IegTEDCe95U1gjH1QpHGS3vluTPka+B3aSOC6b+0vHUFhZNXrSmarYRpRTMokhW0RkQuV5wiqnjrxyJnrOcd6T7Uq5tWyaCVsp/GRSWQ6A1gS8U8aHdtF6Lc35+hXzK5FBMROJvX6LzCR+TuPe8jP9+cYkcWERuKIGkhm0yE4a7U/S3/fcyjga+nxxy8yZzyH/I26m/t+QJXKJkfYLjRjcnb1P0dNJqIu6UP+S3q22yIjI+HYMQLiJuN/YB3OiHpktr/VHsbx14dztNAHbJtNwKbppF77qQK3lDnqsy0iUggm6PQJRSxHWq75liM9x3UTXC5/6z1zuTPXnWu9+TuxSfCcl/HHwZfbR1CrZUOC5/4bv5QjmODypIyYSsqIqZjg8vilHCF4bv5PQmJlC4POsCqk93qC9Isfw1m7Q76CrgnK+XzPfN3s206/Bmc+3wt9/KKSq84ztuPZ9o/c98v9eoQFFm4fyL7PAufft4Lysc+mJRO04E0A0nv/E4yTkFnPYzkdZFVvycl7FpJ26asA+O9bTeCaL/JVq4gvUdgWESmEHGeGTEvKdZCadeLQ2Zc/B+cZy1knDp9zvc58tED7b55JwK7FHEqrxkebRtOqaTr+u5YA4GjcH2fVpjirNsXRqJ+9/K7F+T7ozlG3szuU+aUcIWTG44R/2IPg6Y/Zo4xka93My5mvi3Uy5/PDkZ5jJJczl7/Qxy8qZ/4ykGs7nsx7/zAV67qHjbTvd8brccZ9swjI94gyufatM2o48/qZy+claPE7+KUm4GjYh6yGvfDfvxrr1HCUmW2HY8Iq42h+Jc5T/eQDts3OV60ivkRhW0SkELJqtnVPW5gcYw0D+GUbfcT4BeYa+eFsnNnWC/YQbDmuH8w5qknWGcvnkplG8Pz/APDf9Q9TvnI4VcOT3COAmPBqp+ssVx2wR0+x0hLzVW9m13s5efcC0ga9huOi7hjLDyszhcC/fyb0x3sI/+higv/8F357V+bZTSGrekuM3+nRNvwOnvk6bsjRep1Vs41HH7+onLldcu0fZ9uOAcHusawB/I5ugexn1czKwO/IFvfVbSebQh79uvPirJXztfM/eJ59q1bbc67PHNhA4NpvMP5BpPe2x/+2Tp7ulpT9AEz3vpVtvkhZobAtIlIIjuaX57getHKiO8z5HVyP/55sZ5Zs2MseUeOUgPVTKfdmM/df9mWdVZqQlW0YwYBNv2Ed33/qQTNy/Axv/ANxZDvpS16Cln2EX/I+9gV24Le9Q2jZwu6y4BpOL3uodrVIGixMUHheq8tbYAiOZkNIu2Y8KXfMJr3HQ2SdGh3DSj1G4NpvCPv2ZsLG9yNowRtYJ7O18oZUsF+fU/z3/HU6iBpD0MpPczyUo9kVnn38IpJ1UXecYZVPlxj7PbgOmkxLJjDuB/c8Z1hlsi7q5r6e/TlaGScJXHf6xDWBa7/FykxxX5+6/XIOHTr9JSJ4xpM59q3sMqMGYbINIxi4+gv3LxhW8j4CNs84XX+1ZphsZ/DM8zn+8k8sk0VmzChMRF0gZ5cWKzUx2/SpfasAZ+AU8RU6QFJEpBCcVZuS2exyAjf+DEDAlpmETrocU76WPabzqe4Lxj+Q9O4PFGjdGRc/SugPowB7BImwSVeRVasdfgnb8EuKdy+XGXMHhFU663qsxN0ErvgEY/kz8eBTALRsbkFQOM7qLfA/GIf/tjnQ/X7Awn/7HPu5VW8BBQnb2Zjy1cnsdCeZne60h4Pb8COBf/+KlZaI3/H9BC0fT1bNNmQ17u++T3r3B/DfMQ8rKxPL6SD025vJqtMR6/g+/I9uO/18m12Bs2q0xx//fEKmjXEHdFdodAn66wMC134D2GNnp/d7zp7hH0hG9wcI+eMZAPyS9hD26WCc1VvidzDOPXQeQEaPB3OMpZ3Zepg9SsypofqC5vzbHYSzn/1yf8ZF/LBrGPVXwmWnz0dzdmGVyIy5naClH9ol7l9D2GeX4azUCP99q3OMoJJx8aPnXFXAhp8wu/7CWb4mGZ3udt+eVbMNxj/IPuHShmk4ogfht3+texjBrDod81GoiG9Ry7aISCGl938+R3jwP7qNgJ0L3AfDGf8g0ga/nq8xkLPLqteV9N7/xFj2R7SVnkzAjnk5g3b0YDK63nvO9QTP+TdWVgaZba7nj1g7pLY41Zslo8eDGMsfv5OHCB/fn/Dx/fA7eRhj+ZPR86EC1Xs2zhotyej7NCfvnkfq5e/gaNQvR5cRF1O5kf06nQqcliONgJ0LcgTtrDodSe//XJE8/vn4Hd6I/4F1+B9Yh1/SnpzzkvacnpetXgBHq2vJ6HDb6WVPHiFg+9ycQbvDKBwtr8n5gAHBpF71AU5X1wsM/ntX4r93pbtLjbNcdWZUep9MZxDLV+S/e0xG13vJzHamSL+keAJ2zHMPC2gsP9L7PEXWucaEzzhJ0ILXAUjv9UTOIQNDI8k8dbKkgJ0LCP+gO6HfjbRrDq9CZsyt+a5VxFeoZVtEpLACw0i9diIBcZMJ3PiT3ZfWkYoJr0ZWva5kdByFiWxQqFVnth9BVq12BK78FP+9K7BSEiAonKzqzXG0vDbHqbXz4r99DgE75uEMrcSO+mNJTIKgQIg6dfLBrIu6kXbNBIKWvOfutpFVO4aMrmM8f/Y//yCymgwgq8kASD2WY0g4l6wml5AychpByz/Bf/cS+2C9gFCcVZqQ2ewKO5D6+RfZ4xeVjF6PkVW/O4FrvsZv/1qstCRMSEWcNduQ2fZGsi7qnuf9TKUGpNzyM0ErPsF/65/4Je8F7LHDsxr3IyNmFE3+LgdfGVasBKfT4OeXj9FX/AJIv+xNshoPICDuB7vfdsZJTFglsmrHkNnhVpw1Wp5zFUFLxuF38jBWo4vJirok93PuNgZneBW7df7YLggMJ/OirmT0fLhgY7iL+AjLmPwdMXLs2LHzL1QUHBkE//5PgoKCON7neY3P6WWRkZHe2xcE0DYoCUrbNvjtd8PLrxhatYQP3vONHzRL2zYoCpmZhsGXG1LTYOL/LJo0Kd6hDrUNvE/bwPsiIyPPu4xvfOqKiMhZrV9vt6m0aO7lQsSjAgMt2ra1p5ev9GopInIOCtsiIj4u7tTgHi1blJSzKYqndOxgb9MVK4tvWEMRKRiFbRERH5aSYti+w55Wy7bviYmxL9eshfR0BW6RkkhhW0TEh/29CZxOqFYNqlZVy7avaVAfqlSBjAyIjfN2NSKSF4VtEREfdroLiXfrkKJhWRYxHezpggwBKCLFR2FbRMSHxZ06OLJlc7Vq+ypXv20dJClSMilsi4j4KGMMGzbY0y3Usu2zXC3bW7ZAYqJat0VKGoVtEREfFb+XXCezEd9TubJFo4ZgDKxcdf7lRaR4KWyLiPgoV3/t6Gh7TGbxXa5RSdRvW6TkUdgWEfFRcXE6mU1Zkb3fdj5PDC0ixURhW0TER62NtS/btFartq9r2wYCA+HgQdgT7+1qRCQ7hW0RER+UlGTYudOebtXSq6VIMQgJsdzbefkK79YiIjkpbIuI+CDXCU7qXwQREWrZLgtiXKduV79tkRJFYVtExAetXWcHrtatvVyIFJuOpw6SXLUGHA4FbpGSQmFbRMQHrTvVX7t1K7VqlxVRTaBCBTh5Ejb+7e1qRMRFYVtExMekpRn+3mRPt2nl3Vqk+Pj7nz51+7LlatkWKSkUtkVEfMyGjZCVBVWrQI0a3q5GipN7CEAdJClSYihsi4j4GHcXktZgWepGUpa4+m1v3AjHj6t1W6QkUNgWEfEx7oMj1V+7zKlRw6JeXchy2gdKioj3KWyLiPgQh8O4T9PeRiORlEmdOtqXy9VvW6REUNgWEfEhW7dBaiqUC4cG9b1djXhDxxj7F41l6rctUiIobIuI+BBXf+1WrezRKaTsadcW/P1h3z7Yu1et2yLeprAtIuJD1qxVf+2yLixMp24XKUkUtkVEfITTaViz1p5u19arpYiXne5KopZtEW9T2BYR8RHbtkFyMoSGQtNob1cj3uQ6SHLlKp26XcTbFLZFRHyEa6i31q0gIEDdSMoynbpdpORQ2BYR8RGrVtstmO3bKWiXdf7+Fh3a29Pqty3iXQrbIiI+ICvLsPZUf+327bxbi5QMnWJcp25XNxIRb1LYFhHxAVu2womTEB4OTRp7uxopCVynbt+wQaduF/EmhW0RER+warV92aa1+muLLfup21eu8nY1ImWXwraIiA9YvUb9tSW3rl3sy8V/qWVbxFsUtkVESjmHw7B2nT2t/tqSXZfO9pevpUvtcdhFpPgpbIuIlHKbNkNKCpQvD40bebsaKUnatLbHXT+aYPfrF5Hip7AtIlLKufprt20Dfn7qRiKnBQVZxHSwp5f85d1aRMoqhW0RkVJO42vLuXTtYu8XS9RvW8QrFLZFREqx9PTT/bVdLZgi2XXpZF9u2AiJiQrcIsVNYVtEpBRbFwsZGVClCtS/yNvVSElUrZpF40ZgDCxb7u1qRMoehW0RkVLMdXbAjh3AstSNRPLmGgJwyVK1bIsUN4VtEZFSbPkK+7JjRwVtOTv3EIDLICtLgVukOClsi4iUUseOGfdwbh3VX1vOoUVze2jI5GRYv8Hb1YiULQrbIiKl1IpTp+Bu3AgiI9WyLWcXEGDR+dSBkgsXq2VbpDgpbIuIlFLLl9uhqVNHLxcipULP7vYXsoULvVyISBmjsC0iUgoZY073145Rq7acX5fOEBAAu/fA7t1q3RYpLgrbIiKl0K7dcPgIBAVC61berkZKg/Bwi/bt7OkFi7xbi0hZorAtIlIKuVq127SB4GC1bEv+9OxxqivJIrVsixQXhW0RkVLI1V9bXUikIHp0sy/j1kNCggK3SHFQ2BYRKWXS0w2r1tjTHWO8WoqUMlWrWjSNts8mOV8HSooUC4VtEZFSZs1aSEuDqlXsYf9ECqJ3L/vXkDlz1bItUhwUtkVEShnXKbe7dNEp2qXg+vS2L1evsU+MJCJFS2FbRKQUMcawZIk93a2LgrYUXO1aFs2agtMJ8+Z7uxoR36ewLSJSiuyJh7377PGSO7T3djVSWvXpbX9Rm62uJCJFTmFbRKQUWfKXfdm2DYSFqWVbCqdvb/tyzVo4elSBW6QoKWyLiJQiS/6yg1FXdSGRC1CjhkXzZnZXkrnqSiJSpBS2RURKiZQUw5q19nTXLt6tRUq/vn00KolIcVDYFhEpJVasBIcDateCunW8XY2Udn1625dr18GRIwrcIkVFYVtEpJRwDfnXVUP+iQdUr2bRqqV9gpvZc7xdjYjvUtgWESkFnE7jPjiyS2cFbfGMAf3tfem339WyLVJUFLZFREqBTZvhyBEIDYV2bb1djfiK/n0hMBC2bIUtWxS4RYqCwraISCkwf+Gps0Z2huBgtWyLZ1SoYNG9mz2t1m2RoqGwLSJSCixYaF/27KGgLZ41+FJ7n5o5CxwOBW4RT1PYFhEp4fbEG3buBH9/6NrZ29WIr+nUESpFQmIi/LXU29WI+B6FbRGREs7Vqt2uLZQvr5Zt8ayAAIuBl9jT02eoZVvE0xS2RURKuAWn+murC4kUlUED7X1r0WI4lqjALeJJCtsiIiVYQoIhbr093aO7d2sR39WwoUXTaMjKgj/+8HY1Ir5FYVtEpARbvMQ+6UjTaPskJCJFZfAge//66ReDMWrdFvEUhW0RkRLMNeRfj+4K2lK0Bg6A0BDYucs+hbuIeIbCtohICZWSYlixwp6+uId3axHfFx5u0b+/Pf3jT2rZFvEUhW0RkRJq2XLIyITataBBA29XI2XBlZfbv6DMm68DJUU8RWFbRKSEWrDINQoJWJa6kUjRaxpt0awpZGbCbzO8XY2Ib1DYFhEpgRwOw+Il9rSG/JPidOUV9v427SeD06nWbZELpbAtIlICrV0Hx49DRAS0bOHtaqQs6dcHyoXD3n2wcpW3qxEp/RS2RURKINeJbLp3A39/tWxL8QkNtbh0oD2tAyVFLpzCtohICWOMYcEie1pdSMQbrjh1oOTChXDkiAK3yIVQ2BYRKWG2bIWDByEkBDp28HY1UhY1bGDRpjVkOeHnX71djUjpprAtIlLCuLqQdOoIwcFq2RbvcB0o+fMvBodDrdsihaWwLSJSwsxfaF+qC4l4U++LIaIiHDoMfy3zdjUipZfCtohICbJvv2HbNvD3g25dvF2NlGVBQRaDB9nT03SgpEihKWyLiJQgC0+1ardpAxUrqmVbvOuKIfY++NdS2L9fgVukMBS2RURKkPkLXWeNVNAW76tTxyKmAxgDP/2qsC1SGArbIiIlRGKiYV2sPd2zu3drEXG56tSBkr/+CpmZCtwiBaWwLSJSQiz5C5xOaNIYatRQy7aUDD26Q+VKkHAM9/jvIpJ/CtsiIiWEupBISRQQYDHkMntaB0qKFJzCtohICZCWZli23J7u2cO7tYicachg+wvgqtVw4IACt0hBKGyLiJQAy1dAejrUqA6NG3m7GpGcata0aN/OPlByxkxvVyNSuihsi4iUAAsWubqQgGWpG4mUPIMutffL6TMMxqh1WyS/FLZFRLzM4TAsOnXgmfprS0nV+2IIC4N9+2DtOm9XI1J6KGyLiHhZ3HpISoYKFaB1K29XI5K30FCLvr3t6em/qWVbJL8UtkVEvGzBqVFIunW1R34QKalcXUnmzrcP6hWR81PYFhHxImOMe+xidSGRkq5VS/sg3pQUmDc/w9vliJQKCtsiIl60bbvdBzYoCDrFeLsakXPz87Po38+e/nV6uneLESklFLZFRLxo/gL7snNHu0+sSEl3SX97P52/MJPk4+pKInI+CtsiIl40b4EdVi6+WEFbSoeGDS0aNYTMTJg7z9vViJR8CtsiIl4SH2/Ytg38/aB7V29XI5J/A061bv8xSy3bIuejsC0i4iXzF9qX7dpBhQpq2ZbSo18f+3LtOkhIUOAWOReFbRERL5k33w4pvdSFREqZmjUtWrTwx+k8/aVRRPKmsC0i4gWHDxvWbwDLsk/RLlLaDOgXDJz+0igieVPYFhHxAtfY2i2aQ5XKatmW0ueS/kEArFoFSUkK3CJno7AtIuIFrtbAi3sqaEvpdNFF/jRqBFlOWLjY29WIlFwK2yIixSwpybBmjT3dq6dXSxG5IH16nTp9+zy1bIucjcK2iEgxW7TYbg1s3Ahq11bLtpReF5/6srhiJaSkKHCL5EVhW0SkmLlPZKMuJFLKNagPNWvaJ7hZucrb1YiUTArbIiLFKCXFsHy5Pd3rYu/WInKhLMtyn5Bp8RK1bIvkRWFbRKQYLVkKGZlQpzY0bODtakQuXLeu9i80i/8Cp1OBW+RMCtsiIsVovqsLycV2q6BIade2DYSGwNGjsHmLt6sRKXkUtkVEikl6umHxEnu6Vwnvr71jxw6effZZLrvsMnr27MlVV13F66+/TmJiYr7X8fLLL9OlSxe6dOnCGtfwK9k4nU4+/vhjhgwZQq9evRg9ejRbtuSd1hwOB8OHD+fOO+/EmIK3nrrqOJdffvmFLl268MILL+R5e/a/3r17M2TIEEaPHs17773H9u3bC7xeXxEUZNGxoz3t2r9F5DSFbRGRYrJiJaSmQpUq0Kypt6s5uxUrVnDbbbcxc+ZMypUrR/fu3QkKCuKHH35g5MiRHDp06LzrWLlyJT///PM5W+8///xzPvnkE8LDw+nYsSNxcXGMHTuWkydP5lr2+++/Z8eOHTzyyCNe+0WgTp06DB48mMGDB3PxxRfTsGFDduzYwRdffMFNN93Ec889l2ftZYGrK8mSv9SNRORMAd4uQESkrHCNRdyrJ/j5lcyW7bS0NJ599lnS0tK4/fbbufPOOwEwxvDee+/x5Zdf8vLLL/P222+fdR3p6em8+uqrNGzYkPDwcGJjY3Mt43A4+OKLL2jSpAkTJkwgKCiIGTNm8Pzzz/Pjjz8yfPhw97JHjx5l/PjxXHXVVURHR3v+SedT69atefbZZ3PcZoxh0aJFvPHGG/z+++8cOnSId999l4CAsvXvtWtn+3Lj33D0qKGyzooq4qaWbRGRYpCZadynaO/Tu+QGkTlz5pCQkMBFF13E7bff7r7dsixGjx5NzZo1Wbp06Vm7ewB88sknxMfH89hjj501dO7bt4/jx48zYMAAgoLs035fcsklBAcHs3nz5hzLjhs3joCAAO6++24PPEPPsiyLHj16MGHCBKpWrcrq1auZPHmyt8sqdpUrW+5fa5Ys9W4tIiWNwraISDFYsQpOnIBKkdCqpberObtNmzYB0LZtW/z8cv6LCAgIoHXr1gDMnz8/z/tv3bqVL7/8kiFDhtC2bduzPs7x48cBKF++vPs2Pz8/wsPD3fMA1q1bx2+//cbo0aOpWLFioZ5TcahUqZL7V4Dvv//ey9V4h3tUEg0BKJKDwraISDGYM/dUF5Je4O9fclu2U1NTgZwhODtX4M2rZdvpdPLqq69Svnx5xowZc87HqVGjBgC7d+9235acnExiYiLVq1d3r+/111+nadOmXHHFFQV/MsWsX79++Pn5ER8fn69+7b6m66njT5cvt3/JERGbwraISBFzOAwLFtrTfXqV3KANEBERAcCBAwfynL9v376zzv/hhx+Ii4vjvvvuO28rdOXKlYmOjubXX39lzZo1JCcn8/bbb+N0OunevTsAU6ZMYcuWLTzyyCO5WtlLovDwcGrVqgXYo7mUNVFNIDISUtMgbr23qxEpOcrWERwiIl6wchUcPw4REdCmtberObd27drx2WefsXjxYhITE93hG+DQoUMsP3X6y5SUlBz3O3ToEB9++CHt27dn8ODB+XqssWPH8sADD3DPPfe4b+vWrRs9evQgKSnJPSxgixYt3PPT09MJDAws9PM73/B/FyoiIoL4+HiSk5OL9HFKIj8/i5gOhj9mwfIVhnZtS/YXS5HiorAtIlLEso9CUpK7kAB07tyZ6OhoNm3axIMPPsgjjzxCgwYN2LZtG6+++ioOhwPIfUKe1157jczMTB577LF8P1aHDh347LPP+O233zhx4gQtWrTg0ksvBeD9998H4N577wVg+fLlvPnmm+zYsYPg4GCuuuoq/vGPfxAcHFyg53euLwLx8fGsW7euQOs7k2sM8LJ6wqJOMRZ/zDIsXwF33eHtakRKBoVtEZEi5HAY5i+wp0vyKCQulmXx6quv8vDDD7Nx48YcI5JUqlSJO+64g48++ogKFSq4b589ezYLFixg1KhR1K9fv0CP17BhQ3egdtm4cSM///wzDz30EBERERw6dIhHHnmERo0a8corr7Bjxw4mTJiAZVk88MADBXq8M4fuy+6XX3654LCdlJQEkOP1KUs6xtiXf2+C5GRDhQolf58XKWoK2yIiRWj1GkhKhoiK9mmtS4OaNWsyadIk5s2bR2xsLOnp6TRo0ICBAwcyd+5cABo0aOBefuFCu0P6smXLWL16dY51uQ6kfPPNNwkPD+eyyy5jyJAhZ31sYwyvvfYajRs3ZujQoQBMnjyZjIwMXnrpJWrVqkWfPn04fPgwkydP5p577iEkJMSTT7/QTp48yd69e4Gcr09ZUqWKRYP6hh077RF4+vb2dkUi3qewLSJShOac6kLSsycEBJSeVr6AgAD69etHv379ctzuOkFN+/btc90nLi7urOtzjZ2d1/2y+/nnn9m4cSMffvgh/v7+AOzcuZOIiAj3wYcArVq1YurUqezZs4cmTZrk70kVsVmzZmGMoV69elStWtXb5XhNp46wYycsX27oWwp+zREpagrbIiJFJHsXEl8IHUePHmX27NlUrFiR3r17u29/9tlnz9o9Y/To0axevZoPP/zwnONugz329gcffMCgQYNo0ybnzwDp6ek5rruGKCwpo5QkJCTwv//9D4Bhw4Z5uRrviomx+PZ7u9+2MabM9l8XcSkZn1IiIj5o7TpITIQKFaBdW29Xk3/btm3LFW4PHTrEo48+SkpKCmPHji2SrhsfffQRGRkZufpwN2zYkJSUFPeJdBwOBzNmzCAoKIjatWt7vI6CMMawePFibr/9do4cOUJMTAxXXXWVV2vytratITAQDhyEPfHerkbE+9SyLSJSRFxdSC7uUbq6kHz55ZfMmzeP6OhoqlSpQkJCAuvWrSMjI4NRo0Zx2WWXefwxt2zZwtSpU7nvvvuoXLlyjnnXXnst3377LU8//TSdO3cmPj6eHTt2MHLkyGLtr71u3TpeeOEFwA78SUlJbNq0icTERAAGDRrEI488ctZT1JcVoaEWrVsZVq6C5SugXl1vVyTiXWX7E0FEpIhkZRlcZzTvXcJPZHOmXr16kZCQwJYtW1i3bh3ly5enS5cuXH/99XTo0KFIHvONN96gfv36XHvttbnmVa5cmbfeeot3332Xv/76i3LlyjFq1ChGjRpVJLWcTXx8PPHxdlNtcHAw5cuXp0GDBrRo0YLBgwfTsGHDYq2nJIvpYLFylWH5CsM1Q0vX/i/iaZZxDQp6HseOHSvqWvLmyCD4938SFBTE8T7PQ0CQd+oQACIjI723LwigbVAS5GcbrF5juO8BQ/ny8PNUq1S1bJcGeh9437m2wabNhtvvMoSGwm8/a/8vKnofeF9kZOR5l1GfbRGRIvDn7FOjkHQvXV1IRDyhSWOoWAFSU2HDRm9XI+JdCtsiIh6WmWmYPdeeHtBfQVvKHj8/C9cojytXebcWEW9T2BYR8bBlyyE5GSpFQvt23q5GxDtiOthfNFeszFdvVRGfpbAtIuJhM2fZ4aJfX/D3V8u2lE0xp1q212+AlBQFbim7FLZFRDwoJcWwcJE9fckABW0pu2rVgpo1wOGAtbHerkbEexS2RUQ8aMFCSE+HOnWgabS3qxHxHsuy6ODqt62uJFKGKWyLiHiQqwvJgH7oNNVS5p3ut+3lQkS8SGFbRMRDjh0zrFhhT6sLiQjulu2t2+BYolq3pWxS2BYR8ZDZcyDLCc2aQt06CtsikZEWjRrZ06s0BKCUUQrbIiIe8sefri4kCtoiLq5RSVasUsu2lE0K2yIiHrB3nyFuPfj52UP+iYhN/balrFPYFhHxgD9m2Zcd2kPlymrZFnFp0xr8/WH/fvtLqUhZo7AtInKBjDHM+N0OEZfo9OwiOYSFWbRobk/r1O1SFilsi4hcoHWxEL8XQkOhdy9vVyNS8mi8bSnLFLZFRC7Qr7/ZAaJvHwgNVcu2yJlc/bZXrgKnU4FbyhaFbRGRC5CSYpgzx54efKmCtkhemjeD0BBITIJt271djUjxUtgWEbkA8+ZDahrUqQ2tW3m7GpGSKTDQok0be1qjkkhZo7AtInIBXF1IBl1q6fTsIudwuiuJupFI2aKwLSJSSHv3GdasBcuCSwd6uxqRks11kOTatZCZqcAtZYfCtohIIf02ww4MMR2gejW1aoucS6OGEBFhd7vasNHb1YgUH4VtEZFCcDgMv063pwcPUtAWOR8/P4sO7ezpFRoCUMoQhW0RkUJY8hccPgIRFaFXT29XI1I66NTtUhYpbIuIFMK0n+2WucGDIChILdsi+dGhg325YaM9bKZIWaCwLSJSQHv3ZrF0mT19xRAFbZH8qlXTolYtyMqCNWu9XY1I8VDYFhEpoB+mpGOMfWBknToK2yIF4T51u4YAlDJCYVtEpAAcDsPkqWkAXHWFgrZIQanftpQ1CtsiIgWwYCEcPWqoXAl6dPd2NSKlT/tTI5Js2w4JCWrdFt+nsC0iUgA//mSHg8sGQ0CAWrZFCioywqJJY3t65Wrv1iJSHBS2RUTyadt2w8pV4O8PV1yuoC1SWO5+2xpvW8oAhW0RkXz6/gc7GPTvF0SN6grbIoWVvd+2MQrc4tsUtkVE8uFYomHmH/b0iOEh3i1GpJRr0xoCAuDAQdi3z9vViBQthW0RkXyY9hNkZEKzptC2TYC3yxEp1UJDLVq2sKeXa1QS8XEK2yIi55GZaZj6o/1T93XXWliWupCIXKgO7e33kcbbFl+nsC0ich6z58DRBKhcGfr08nY1Ir4h5tSp21etAqdTgVt8l8K2iMg5GGP49tSBkVdfZREYqFZtEU9o1hRCQyEpGbZu83Y1IkVHYVtE5BxWrITNmyE4GK683NvViPiOgACLdm3taZ1NUnyZwraIyDl88ZXdqn35EIiIUKu2iCfFtHcNAahuJOK7FLZFRM5i49+nT2Jzw3UK2iKe5uq3vXYdZGQocItvUtgWETmLL0+1ag/oDzVqKGyLeFqDBlApEtLTYf0Gb1cjUjQUtkVE8rB7t2HeAnv6phsUtEWKgmVZdDjVuq2uJOKrFLZFRPLw1TcGY6BHd2jYQGFbpKicHm/by4WIFBGFbRGRMxw4YPjtd3t6+I0K2iJFKaa9fblxI5w8qdZt8T0K2yIiZ/jsC0NWln3wVquWCtsiRalGDYs6tSHLCavXeLsaEc9T2BYRyWb/fsP03+zpUbcqaIsUh04d7ctFi9WyLb5HYVtEJJtJp1q1O8ZA61YK2yLFoWcP+722aLFO3S6+R2FbROSUffsN02fY02rVFik+bdtAeDgkHIMNG71djYhnKWyLiJzy+alW7U4d1VdbpDgFBlp07WJPz1+olm3xLQrbIiLAnvjTrdq33aKgLVLcena333cLF3q5EBEPU9gWEQE+Hm+3anftolZtEW/o0hkCAmD3Hti1S63b4jsUtkWkzNuw0TBnLlgW3HOXgraIN4SHW7RvZ08vWOTdWkQ8SWFbRMo0Ywzvf2i3og0aCI0aKmyLeItrVJKFi9SyLb5DYVtEyrS/lsGatRAUCKNuU9AW8aYe3ezL9Rvg6FEFbvENCtsiUmZlZRk+/Nj+h37N1VCjusK2iDdVrWrRrCkYAwsXe7saEc9Q2BaRMuuX6bBtG5QLhxHDFbRFSoKLe9rvxdlz1LItvkFhW0TKpOTjho//Z/8zH3WbRYUKCtsiJUG/vvbl6jXqSiK+QWFbRMqkTz41JCVD/fpw9VXerkZEXGrVtGjeDJxOmDPP29WIXDiFbREpc7ZvN0ydak/fP8YiIECt2iIlSf9+9nvyz9lq2ZbST2FbRMoUYwxvv2fIcsLFPaFjjIK2SEnTt7c97n1sHBw4oMAtpZvCtoiUKfMXwMpV9lB/Y/6hoC1SElWpYtG2jT09a7Z3axG5UArbIlJmpKcb3nvfbiW78Qa7b6iIlEyX9Lffn9N/Mxij1m0pvRS2RaTM+HSSYf8BqFYVbr5JQVukJOvbB0JCYPceiFvv7WpECk9hW0TKhK3bDF99Y08/eL9FaKjCtkhJFh5u0be3Pf3LdLVsS+mlsC0iPi8ry/B/rxuysqDXxdCzh4K2SGlw2eBTJ7iZDSkpCtxSOilsi4jP+3EabNgI4eHwwH0K2iKlRetWUKcOpKbB7LnerkakcBS2RcSnHTxk+PDUmSLvucuialWFbZHSwrIshpxq3Z76ow6UlNJJYVtEfJYxhv++bUhNhVYt4crLvV2RiBTUkMH2UJ2bNsP6Dd6uRqTgFLZFxGfNmQcLF0FAADz6sIWfn1q1RUqbiAiL/v3t6R+mqGVbSh+FbRHxSQkJhjfetP8x33wTNGygoC1SWl17tf3+nTMXjhxR4JbSRWFbRHyOMYbX/2tISoZGjeCWEQraIqVZVBOLVi0hKwumTlPYltJFYVtEfM6s2fZp2f394eknLAIDFbZFSrth19rv4yk/ahhAKV0UtkXEpxw5anjzLfsf8a0jLZo0UdAW8QUX94R6deH4cZg6zdvViOSfwraI+Ayn0/DvVw3Hj0NUExgx3NsViYin+PtbjBhuf3n+5jtDerpat6V0UNgWEZ/x/WRYthyCguCZpywCAtSqLeJLBvSHmjXg2DH46RdvVyOSPwrbIuITtmwxfPix3dJ1370WDeoraIv4moAAi+E32e/tz78w6rstpYLCtoiUemlphudfNGRmQo/ucNUV3q5IRIrKZYOgdi1IOAbffu/takTOL8DbBYhI6ZGWlsakSZP4448/OHjwIBUqVKBLly7cddddVKtWLd/rOX78OIsXL2bhwoXExcVx+PBhgoKCqF+/PgMHDuSaa64hICDvj6fdu3fz2WefsXLlSo4cOUJQUBBBQfVIPnEJVapdwxOPBmFZatUW8VWBgRZXXrGdd98Zz8cfrmbihBTq1q3L5ZdfzrBhw/Dzy3874sqVK7n33nvPOr9FixZMmDAhx21Hjx5l0aJFLFq0iA0bNnDs2DFCQkJo0qQJQ4YMYfDgwfoMkhwUtkUkX9LT0xkzZgxxcXFUqVKFnj17sn//fn755RcWLVrE+PHjqV27dr7W9eWXX/Lpp59iWRZNmjShRYsWJCYmsm7dOjZs2MDs2bN5++23CQkJyXG/devWMXbsWNLS0qhfvz69evVix44TbN++BniHiuELKFfuXfTRJuK7YmNj+eiDMRhnOljNqVatJomJa3jrrbeIjY3lpZdeKnDYrVOnDq1bt87z9jO98847/P777/j7+9OsWTPatGnD4cOHWbt2LatXr2bRokW8+OKL+Pv7F/o5im/RfyQRyZeJEycSFxdHq1atePvttwkLCwPgq6++4p133uGll17igw8+yNe6QkNDufnmm7n22mupUaOG+/bdu3czduxY1q5dy8SJExk9enSO+73++uukpaXxj3/8g5EjR/L3JsM/xhj8gw8THvwPtmxZzYwZMxgyZIjnnriIlBgOh4PnnnuO9PR0rr1uLD/+fAMHj8J/X0/low8f4M8//6Rr164F/gxo3bo1zz77bL6WrVixIvfccw9XXnklkZGR7ts3bNjAfffdx+zZs+nUqRNXXXVVgWoQ36U+2yJyXpmZmfzwww8APPLII+6gDXDTTTfRuHFjVq9ezd9//52v9d1yyy2MGTMmR9AGqFevHv/4xz8AmDlzZo55KSkpbN68mZCQEG6++WaSkw3PPGfIyIQe3aty663XAPY/PBHxTXPnzmXfvn00adKERx6+icGXgjHwznuhPPDAwwB8/fXXRVrDQw89xK233pojaAM0b96ckSNHArk/v6RsU9gWkfNat24dJ06coE6dOkRHR+ea37dvXwAWLFhwwY/VpEkTAI4cOZLj9oCAAHdfzMxMwzPPG/YfgFq14KknLffPxhUrVrzgGkSkZFq8eDEAffr0AeDe0RYRFWH7Dli5OpratWuzbds29u3b55X6zvb5JWWbwraInNeWLVsA8gza2W/funXrBT/W3r17AahcuXKO24OCgmjbti1paWnc84/PWbkKQkPg5X9ZpKcdYfLkyQQEBDBo0KALrkFESibXZ1HTpk0BqFjRYuwY+4v2J58aataMAgr+WbRnzx7ef/99XnnlFT744AMWL16M0+kscH1n+/ySsk19tkXkvA4cOABA1apV85zvGonEtdyF+PbbbwHo2bNnrnmPP/44t98+lo3rPwRrBg2jGzJuXAqrV6+mSpUqvPHGG9SrV++CaxCRkungwYNAzs+iAf1h/gKYOx82byncZ1FsbCyxsbE5bmvUqBGvvPJKvj9THA4HkydPBvL+/JKyS2FbRM4rNTUVINfoIC6u21NSUi7ocaZMmcLy5cspX768u+9jdpu21CM18wOwngSzibVrdwJgWRbt27enYcOGF/T4IlKyuT5jsn8WWZbFY4/Cxk2GffH27SdPnszX+sqVK8fw4cPp06cPdevWBezW8w8//JC4uDjuv/9+Pv/8c8qVK3fedX300Ufs3LmTWrVqcfXVVxf0qYkPUzcSESkR1qxZw3//+18sy+Kpp57K1Yo+Z67hxReXk5V+CxEVHYwbN44///yTKVOmcOutt/Lrr79y1113cezYMS89AxHxlgrlLZ572sLv1Ih/a9bm737R0dHcd999tGzZkooVK1KxYkViYmL46KOPaNu2Lfv373e3Vp/LH3/8wRdffEFwcDAvvPDCWRsmpGxS2BaR8woNDQXsk9rkxXV79lFKCmLbtm089thjZGZm8uCDD9K7d+8c8+cvMDz3QhKZ6U/j7+/gs8/epEOHDoSHh1OrVi3uvvturrnmGvbv38+XX35ZqBpEpORzfcbk9VnUupVFu3b27ctXhDF7buFP5e7v78+IESMA+Ouvv8657IoVK3jxxRfx8/PjhRdeoGXLloV+XPFNCtsicl6uIfoOHz6c5/xDhw7lWK4g9u3bx/33309ycjJ33HEHw4YNyzF/4SLDs/8yODIXAcm0a9eC6tWr51pPv379ALuFXER8k+u9f7bPogrlT91u1eDFlw2LFhc+cLu6lRw9evSsy2zYsMHdUPDkk0/Sq1evQj+e+C6FbRE5L9dwVps2bcpzvuv2xo0bF2i9R44cYezYsRw5coTrr7+eO+64I8f8aT8b/vmMweGARg3sf6Jn6zsZHh4O2KeCFxHf5PosOtuY/q7Pom5dG5OZCU89a1i4qHCBOzk5GTj7sSo7duzgwQcfJCUlhfvvv18n05KzUtgWkfNq3bo15cqVIz4+ns2bN+eaP3v2bKBgR+AnJydz//33Ex8fz5AhQ3jggQfc84wxfPQ/J6+9YXA6YfAguPYaeyitzZs3k5WVlWt9GzduBKBmzZoFeWoiUop069YNgDlz5uSat2nTJvbu3UujRo149d+16NsHHA546hnD5CkGYwoWul2PkdeQp/v27WPs2LEkJSVxxx13cMMNNxTi2UhZobAtIucVGBjItddeC8Brr73mHp0E7NO1b926lXbt2rnHvnX5/vvvuf7663n//fdz3J6WlsbDDz/Mtm3b6NevH08++aT7pDQpKYbnXzB8fqrr9ahbLZ58zKJ7964EBQWxb98+Pv744xxj4O7atYv//e9/wOmTXYiI7+nduze1atViy5YtOc4UmZqayuuvvw7AjTfeSECAxbNPWQweBFlOeP31MQy45HrWrInLsb5vvvnGPZygizGGqVOn8s0332BZFtdcc02O+QkJCdx///0cPnyYm266KdcvciJn0tB/IpIvt912G8uXLyc2NpbrrruONm3acODAAdavX09kZCRPP/10rvskJiaya9euXGdT+/DDD4mNjcXf3x9/f39efvllAJKPw5o1cPIkWBb886lnGDLYDuFVqlThvvvu48033+Szzz5j1qxZREVFkZSURFxcHBkZGXTr1o3LLrusyF8LEfGOgIAAnn/+ee677z7efvttZs2aRY0aNVi7di1Hjhyhb9++7s+AgACLJx+D+hfBO2/v5cTxA7zwchqv/tsQ1cT+XPnmm2949913iY6OpmbNmmRkZLjPQOnn58dDDz2UqxHhP//5D3v27CEkJITExEReeOGFXHVGREQwduzYon9BpFRQ2BaRfAkODmbcuHFMmjSJmTNnMn/+fCpUqMBll13G3Xff7T6xTX64+kJmZWUxc+bMPJcxwJDBz+a47brrrqNhw4Z89913xMXFMX/+fEJCQoiKiuLSSy9l6NCh+Pv7F/o5ikjJ17p1ayZOnMj//vc/Vq1axdatW6lduzbDhw/n+uuvd/9KBvYY3DfdAF9MgoQEOHAA7rzbcPVQw6hbLW666SaWLl3Kjh072LFjBw6Hg8qVK3PppZcybNgwmjdvnuvxXZ9faWlpTJ8+Pc8aa9SoobAtbpbJZycmr41d68gg+Pd/EhQUxPE+z0NAkHfqEAAiIyM1jrGX+do22BNv+M9rxj0ubtcu8PSTFhUrWue+oxf52jYojbQNvK+0bYPERMMbbxnmzLWvR1SEO263GDLYbgUvjUrbNvBFkZGR511GfbZFxCscDsMXXxluGWUH7ZAQGDvG4j//LtlBW0RKp4gIixef9+O/r1vUrw+JSfD6m4Ybbzb89IshM7PwwwSKnIvCtogUu81bDHeNNnz4sSEjAzrGwKSJFsOutfDzU9AWkaLTMcbi0/EW999nERkJ+w/A/71uuH644atvDMePK3SLZ6nPtogUm/R0w8TPDF9/Y48QUL48jL3X4tKB5OhnKSJSlAICLK67Bi6/DH76Gb782nDoELz/oWHipzB4kOHaayzq1tHnklw4hW0RKRZr1hpefc0QH29f79MbHhxrUamS/pmJiHeEhFgMuw6uvAL+mAXf/WDYvgMmT4UpPxq6djFcf51F+3ZqEJDCU9gWkSJ1/LjdXWTaz/b1KlXg4QcsevbQPy4RKRmCgy2GXAaXDYYVK+H7HwyL/4LFS2DxEkOjhnDdtTCgn72sSEEobItIkTDG8McseO99Q8Kpg+WvuBz+cbdFuXL6ZyUiJY9lWXSMsft1795t+H6K4bcZsG07vPp/hg8/hqFXGq66wqJyZX2OSf4obIuIx+3ebQ+xtXKVff2ievDIQxbt2uqfk4iUDvXqWTz8gMWdtxt++RV+mGL36574GXz+paF/P8Oway33CXJEzkZhW0Q8Jj3dHs7vi68gMxOCguDWkRY3Xg+BgfqHJCKlT4Xy9olxhl0L8xbYXUzi1sOM32HG74a2bezQ3b0b+Pvrc05yU9gWkQtmjGHRYnh3nGHvPvu2zp3goQcsatfSPx8RKf0CAiz69YF+fSzWbzB8P9k+Qc6atfYB4DVrwnVX2/2+w8P1uSenKWyLyAXZstXw3vunu4xUqQL3j7Ho3UtH74uIb2rR3KJFc4t/3G2Y8qN9APj+/fDOOMP4iTCgn+GSARatWqJzB4jCtogUzo6dhs8+N/w5G4yBoEAYdh2MGG6pVUdEyoRq1Szuucvi1pGGGTPtLia7dsO0n2Haz4bq1aF/X0O/vhZNGqsBoqxS2BaRfDPGsH6DPRbtnLl2yAbo2wdG32VRs6b+kYhI2RMSYnHVFXDFEFi5Cv6YZZg7Hw4ehC+/tk+aU7069Ohm6NHdol1bu1uKlA0K2yJyXgcOGubOg99nGrZsPX17r4vh1hEWTXQ0vogIfn6nhw58+EHDkr/gjz8NS5fZwXvyVJg81VAuHLp0MfTsbtGls/p4+zqFbRHJ5fhxw4aNELfesGw5rN9wel5QkN2SfcMwi8aN9A9CRCQvwcH2sSu9e1mkpxtWrIQFCw2LlsCxYzDrT5j1pyEwEDp2MPTqZdGjG1SsqM9VX6OwLVLGGWOI3wtxcRC73hAXBzt2nu4iAmBZ0KY19OltMaAfVKigfwYiIvkVHGwPDdi9m0VWlt2YsWCRYcFC2LMH+2yVfxn8/aBdO0PvXhZ9e+uz1lcobIuUMenphr83QWyc3XIdFweJSbmXq1MbWraEVi3tfxJVfORsaUeOHLngdTgcDhITEy+8GCk0bQPvK4ptUKVKFY+uryTy97dHKWnV0mL0XYYdO2HefJg737Btm326+BUrDW+9A127GC69xKJrFwgK8o3P4LJIYVvExx06ZIjbAHFxhtj1sHkzZGXlXCYoEJo2PRWuW1i0bAGRkb75wR4VFeXtEkTkLBISErxdQrGyLIuGDaBhA7jtFov4ePvAyll/GrZugwUL7a4n5ctD396GgZfYQV2jmpQuCtsiPsThMGzdCrHrT4frQ4dyL1e5Mu6WlZYtIKqJzvAoIuJtdepY3HwT3HyTxbbtht//MPzxBxw+cno4wVq1YOAAw8ABFpGR3q5Y8sMyJnvPzLM7duxYUdeSN0cGwb//k6CgII73eR4CgrxThwAQGRnpvX1BgJzbICnJPm1w3HpDbBxs/BvS03Mu7+8HjRpDqxbQsqVFqxZQvXrZbRmpVKmSt0sQkbMoay3b+ZGVZVi9xh4Nau58SE09Pa9tmwD69c2iXx/17/aWyHx841HYlgJR2Pae9HTD5i2we3coq1ansOFv+8CaM5UvDy1bQMsW9s+NTaMhLEwfwi4K2yIll8L2uaWlGeYvtIP38hXgdNq3BwRAt64w8BKLLp3sAzKleOQnbKsbiUgJdPKkfdDM1m3w99/2AY07dkCWEyAlx7IX1cvW17ol1Kur0wOfy+bNmy94HRERETo4z8u0DbxP26D4hYRYXNIfLulvceSoYdHiUKb+mMLWbTB/AcxfYAgJsYcS7N7NPrCyso8c3F6aKWyLeFFammHPHti+A7bvMOzYYU8fOJj38pUioVWrQBo3ctA0Gpo305isBeWJ0Q4iIyMJCNDHpzdpG3iftoF3ValscevIUK68PI2t2wy/zzTM+tPu371gkT20IECjhoZWLe1uhNFR9khTF3qMTkaG4fhxSD4OJ0/aQ8W6+klYFoSFQblyUC7cni6r3RZd9C4RKULGGJKS4NBh2LcP4vfC3r2GPfGwd6/9oXg2VarYR6hHR0HTphbNoqFqVahUqYK68oiIiFvjRhaNR1v84x77LL+LFsOixfavotu2238//mSnYX8/qFnLULMGREZARASEh9u/iPr52V1TUtMMqal2//CTJ+H48dN/ycchLS3/tfn5QWSkoVpV+/+afWlRrar9P61yJYiMtMO5r/4qq7AtJYLTaQ/yn5EB/v52/zP3n+t6IARmuwwMtJf1xjdmYwwnTtjjUycmnv47fAQOHjIcOmSfmvfgodwHLJ6pQgU7VDdoAA0b2MNANaivg11ERKRgLMsiqok9wtRtt1gkJNgHz6+LO33CspQUiI+3/3LK1yF82R7LPkYoPNwO8C5OYz/GiRPgcNjh/ehR++9cj+XvDxERhsgIe72hIRASCiHBEBJin73Yzx/8LDvA+/vbof2yQRAQULL/X5b8sO0fiImsjxUaAv6B3q5GisjUH+G/7xTsjQ72mz0wwOQK4q5Lf3/7TWmdenNinX6jWtkuXX85lgUyM+2wnJFx+jItHZKTc49VfS6VIqF6Dahb2x7aqU5tqFPH/jlPoVpERIpCpUoWvS6GXhfb/2eMMRw9Cjt32Y1DiYlwLNFuxXZm2cHY8oPQUAgLtfuIh4VBhfJ2w1D5clC+gn3d1Rp+NsYYMjLs/5dHj9qPd+gwHDliOHwEDh+2/xKO2cE8KyuvUH4+hrp1LNq3u6CXqciV/LBtWWR0vZewyEh7rxCf1KKFPYKG65uwwwGOLPvN53CAI9O+npmZ837GQEam/ecNYWFQsaL9M1xkRahcBapXs6hezR5er3o1+2cynflLRES8zbIsqlSxu3Nku7XIHis42P4fWLUqND3H42Vk2F0ujyVCQoKdBdLS7e4q9p8d3LOcYJz2l4IsJ1SKtGjRvEjK96iSH7YBLKvMd673dU2jLT4cd/5tbIwh61TozjwVwrNfZmba4dx16XDYgdxpTr1BDWDsN6o5demaZzi9jDk1PyjI/gsOznlZobwdsjW8koiIyIUJCrLcoTxvpft/bekI2yKnWJbl7ssd6u1iRERERM7D7/yLiIiIiIhIYShsi4iIiIgUEYVtEREREZEiorAtIiIiIlJEFLZFRERERIqIwraIiIiISBFR2BYRERERKSIK2yIiIiIiRURhW0RERESkiChsi4iIiIgUEYVtEREREZEiorAtIiIiIlJEFLZFRERERIqIwraIiIiISBFR2BYRERERKSIK2yIiIiIiRURhW0RERESkiFjGGOPtIs7n+PHjrFy5kg4dOlC+fHlvl1NmaTt4n7aB92kbeJ+2gfdpG3iftkHpUSpatk+cOMG8efM4ceKEt0sp07QdvE/bwPu0DbxP28D7tA28T9ug9CgVYVtEREREpDRS2BYRERERKSKlImyXK1eOXr16Ua5cOW+XUqZpO3iftoH3aRt4n7aB92kbeJ+2QelRKg6QFBEREREpjUpFy7aIiIiISGmksC0iIiIiUkQUtkVEREREiojCtoiIiIhIEVHYFhEREREpIgHeeuB169bx7rvvsnr1ahwOB1FRUdx6660MHjw43+vIyMjg448/5qeffmL//v1UrFiRPn368MADD1C5cuUirN43XOg22L17N9OmTWP9+vWsX7+eQ4cOUbt2bWbPnl3ElfuWC9kOxhjmz5/P7NmzWbVqFfv27cPhcHDRRRcxePBgbrvtNoKDg4vhWZRuF/pemDdvHj/++CMbN27kyJEjZGZmUrNmTdq3b8+dd95JgwYNivgZlH6e+J+QXVJSEkOGDOHQoUP06NGDCRMmeLhi33Oh22DKlCk8+eSTZ50/adIkOnfu7KlyfZKn3gdHjx7lo48+Yu7cuezfv5+wsDDq16/PlVdeyU033VRE1cvZeCVs//XXX9xxxx0EBQVx2WWXER4ezsyZM3nwwQc5cOAAo0aNOu86nE4no0ePZuHChbRt25ZLLrmEXbt28f3337NkyRK+++47KlWqVAzPpnTyxDZYsWIF7733Hv7+/jRq1IgjR44UQ+W+5UK3Q0ZGBnfddRdBQUF06tSJHj16kJGRwcKFC/nvf//LrFmz+PzzzwkNDS2mZ1T6eOK9MH/+fNauXUvr1q2pVq0aAQEBbN++nR9//JGff/6Zjz/+mK5duxbDsymdPLENzvTCCy/oNNYF4Mlt0K9fP5o1a5br9tq1a3uyZJ/jqW2wceNGRo0aRXJyMr169WLgwIGkpKSwbds25syZo7DtDaaYZWZmmv79+5uWLVuaDRs2uG9PTk42l1xyiWnRooWJj48/73p++OEHExUVZR566CHjdDrdt3/11VcmKirKPPPMM0VSvy/w1DbYvXu3Wb16tUlNTTXGGNOyZUvTp0+fIqvb13hiO2RkZJj333/fJCYm5rr97rvvNlFRUeZ///tfkdTvCzz1XkhLS8vz9sWLF5uoqChz9dVXe6xmX+OpbZDdjBkzTFRUlPniiy9MVFSUGTVqlKfL9ime2gaTJ082UVFRZvLkyUVZrk/y1DY4fvy46d27t+nSpYvZuHFjno8jxa/Y+2z/9ddf7N69myFDhuT45lu+fHnuueceMjMzmTp16nnX8/333wPw0EMPYVmW+/YbbriBunXr8vPPP5OWlub5J+ADPLUN6tatS9u2bQkJCSnKcn2WJ7ZDYGAgo0ePpmLFirluv/vuuwFYvny554v3EZ56L5ytq07Xrl2pWLEiu3fv9ljNvsZT28AlISGB559/niuvvJJevXoVRck+x9PbQArOU9vgq6++Yt++fTz88MM0bdo01/yAAK/1Hi7Tiv1VX7ZsGQA9evTINc912/nCQXp6OmvXrqVBgwa5fpayLItu3brx7bffEhcXR0xMjIcq9x2e2AZy4Yp6O7g+VP39/Qu9Dl9X1Ntg9erVJCUl0aFDh0Kvw9d5ehs899xz+Pv789RTT3H8+HHPFOnjPL0NNmzYQGJiIg6Hgzp16tC1a1ciIyM9U6yP8tQ2mD59OpZlMXDgQLZv386iRYtIS0ujYcOG9OzZk6CgIM8WLvlS7GF7586dAFx00UW55lWtWpWwsDB27dp1znXs3r0bp9NJ/fr185zvun3nzp0K23nwxDaQC1fU22Hy5MkAdO/evdDr8HWe3gYLFy5k9erVZGRksGvXLubMmUNkZOQ5Dxor6zy5DaZNm8bMmTMZN24cFStWVNjOJ0+/Dz7//PMc10NCQrj33nu56667LqhOX+aJbZCRkcHmzZupVKkSn3/+Oe+++y5Op9M9v27duowbN47o6GiP1i7nV+xh23XASvny5fOcX65cufN+QLrmlytX7qzryP5YkpMntoFcuKLcDvPmzePbb7+lUaNGXHfddYWu0dd5ehssWrSITz75xH39oosu4s0336Rly5YXVqgP89Q2OHjwIC+//DJDhgyhf//+Hq3R13lqG9SpU4dnnnmGHj16UKNGDZKSkliyZAlvvvkmb7zxBqGhoYwYMcKjtfsKT2yDpKQksrKySExM5P333+fRRx/lyiuvxOFw8M033/DBBx8wevRofvvtN41SVcw0zraIj1m3bh0PPvgg5cuX5+2339bPhsXo8ccfZ9OmTaxatYrvv/+eBg0acOONN/Lzzz97uzSf9/TTTxMQEMBTTz3l7VLKrE6dOnHzzTdTv359QkJCqF69OldddRUTJkwgODiY9957D4fD4e0yfZarFTsrK4sbb7yRUaNGUblyZapXr87999/PpZdeyt69e5kxY4aXKy17ij1su1qdz/YN7cSJE2f9Zufimn+2lmvX7Wdr+S7rPLEN5MIVxXaIjY3l9ttvx8/Pj/Hjx9OkSZMLrtOXFdV7ITw8nNatWzNu3DgaNmzIs88+S0JCwgXV6qs8sQ2mTp3K/PnzefbZZzXkayEU9f+EJk2a0KFDBxITE9m2bVuh1+PLPJmNAPr27Ztrvuu2uLi4wpYphVTsYdvVnzqvvkeHDx8mJSUlzz5L2dWtWxc/Pz93H6czuW4/W5/uss4T20AunKe3Q2xsLKNGjcLpdDJhwgRat27tqVJ9VlG/FwICAujcuTMpKSnExsYWej2+zBPbYMOGDQDcf//9REdHu//69esH2H3po6OjufLKKz1bvI8ojv8JrgMkU1NTL2g9vsoT2yAsLIzq1asDUKFChVzzXbelp6dfYLVSUMUetjt27AjYH35nct3mWuZsQkJCaN26NTt27GDv3r055hljWLx4MWFhYeoneRae2AZy4Ty5HVxBOysri/Hjx9OmTRvPFerDiuO9cOjQIcAejlFy88Q2aNeuHddee22uP9dZ92rUqMG1117LgAEDPFy9byjq90FWVpa7NbVWrVqFXo8v89Q26NKlCwBbt27NNc91m04u5AXFPbB3Zmam6dev3zkHbt+zZ4/79oMHD5qtW7ea5OTkHOvRSW0Kz1Pb4Ew6qU3BeGo7xMbGmpiYGNO2bVuzYsWKYqvfF3hqG6xbty7P9c+fP9+0aNHCxMTEmJMnTxbNkyjliurzyBhj9uzZo5Pa5IMnP4vO5HA4zKuvvmqioqLMiBEjiu5JlHKe2gYrV640UVFR5rLLLjNJSUnu2w8dOmR69uxpmjZtarZv3170T0hysIwxprgD/tlOSbp3714ef/zxHKckfeKJJ5g6dSqvvPIKV199tft2p9PJnXfe6T5de8eOHdm9ezczZ86kdu3afP/99+q7dw6e2AYJCQn83//9n/v6tGnTCAkJYeDAge7bHnvsMW2Hc7jQ7ZCYmMgll1xCUlISPXv2zLNFu3z58tx6663F9ZRKHU+8F6Kjo4mKiiIqKooaNWqQmprKpk2bWLFiBYGBgfz3v/9Vq+o5eGIb5CU+Pp5+/frRo0cPJkyYUNRPo1Tz1PvA9Ve9enWSkpJYtmwZO3fupEaNGnzxxRfUrVvXG0+vVPDU++DVV19l4sSJ1KxZkz59+uBwOPjzzz85evQoDz30kPuEZ1J8vHIqoS5duvDVV1/xzjvvMH36dBwOB1FRUTzyyCPun/3Ox8/Pjw8++ICPP/6YadOm8emnnxIREcG1117LAw88oIB3Hp7YBikpKbnOaHXmbWPGjNG2OIcL3Q4nTpwgKSkJgAULFrBgwYJcy9SuXVth+xw88V546KGHWLp0KcuXLychIQE/Pz9q1qzJ9ddfzy233EKjRo2K+FmUbp7YBnJhPLENRo0axZo1a1i8eDFJSUkEBgZSr149Ro8ezW233ZbrTLeSk6feB0888QRRUVF8+eWXTJ06FcuyaNasGf/617/0pd9LvNKyLSIiIiJSFmicbRERERGRIqKwLSIiIiJSRBS2RURERESKiMK2iIiIiEgRUdgWERERESkiCtsiIiIiIkVEYVtEREREpIgobIuIiIiIFBGFbRERERGRIqKwLSIiIiJSRBS2RURERESKiMK2iIiIiEgR+X+RxIzbGwh38AAAAABJRU5ErkJggg==",
"text/plain": [
""
]
@@ -420,6 +499,13 @@
"ax = az.plot_posterior(result.causal_impact, ref_val=0)\n",
"ax.set(title=\"Posterior estimate of causal impact\");"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
diff --git a/docs/notebooks/did_pymc_banks.ipynb b/docs/notebooks/did_pymc_banks.ipynb
index 87591dee..27bac3a4 100644
--- a/docs/notebooks/did_pymc_banks.ipynb
+++ b/docs/notebooks/did_pymc_banks.ipynb
@@ -82,7 +82,7 @@
"outputs": [
{
"data": {
- "image/png": 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",
+ "image/png": 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eZdKkSXlWZ/pU3ri7/Q9VwLlt2BZuRGfAFhyKLTgUc6MXwGZBE3fsVviOjURJuY7u7C44uwsAVaPDFljr35HvMKxBoeB1//O+hBBCuBetVuGVYWS7Gkm6ES+7X9BOZ/9hI+c/bVy+fJkJEybg7+/PTz/9xLvvvssvv/xCeHg4DRs2zHSsVqvFbDY7u2SHzJgxA4A2bdrc128KAgICaN++PW3btqV3797s3r2b1NRUvLy8MkbgbTab0+p86KGHAIiIiKBDhw53PTYv7p8f3Ghisigw/g3S5tCnSe32DUn/20bS08tIbfsR5hpd7euD2yxoLxzAsOdHvP98iSJTmuA9pyeG9WPRxqxCSfLcn2CFEMLTtWqp8Mlohdt/81+6NHwyWnH5OtuLFi3KmAt8u/Rl9ooWLUqVKlXueh2bzcaHH37IjRs3eO+99wgMDOTjjz/Gx8eH0aNHEx8fn+n4YsWKkZCQkLHpjCskJyczadIkli9fTqlSpXjmmWfuenxaWhoHDx7M0p6SkkJKSkqmByeLFSsGwKVLl5xWb4sWLShdujSrVq3KtPZ3uvTVSPLq/vlBRrZF7ikKasmqWEpWxVL3SftygzfO/2fkew+a66fRxh1FG3cU9v8MgM2von3KSbkGWIMb2pcblBVPhBCiQGjVUqF5M9xyB8kdO3bw6aefUq5cOerWrUtAQAApKSnExMSwf/9+NBoNb7zxxl0XUwD46aef2LdvH48//jjNmtmnVgYHB/P666/z8ccfM3bsWD7//POM48PCwoiOjmbkyJHUr18fnU5HSEgIISEhefI5Fy9ezI4d9g3skpKSOHv2LPv27SM5OZkqVaowZswYSpUqdddrmEwmXnjhBSpUqECNGjUIDAwkJSWFrVu3cvXqVfr165fx36lixYoEBASwdu1aDAZDxoOdvXv3zrJJUE4ZDAY++eQTXnnlFUaOHEl4eDjVqlUjKSmJmJgYTCYTs2fPvuf9ZVMbUbgoCmrxYCzFg7E81N3elBSHJnbvrfAddwxN/Bk08WfQH14AgM23zH/CdxhqiaoSvoUQwo1ptQqheZMjc2Xo0KHUrVuXiIgI9u/fz9WrVwH7FIlOnToxePDgey6Fd/jwYX788UeqVq2aZX52x44d2blzJ6tXr+aPP/7g8ccfB+wbydy8eZNt27Zx4MABrFYrgwcPzrOwvXTpUsA+vcLHx4dSpUrRokULWrVqRcuWLdHp7h3zvL29GTp0KHv27GH//v1cv36dokWLUrFiRV566aVMSxFqtVrGjx/Pt99+y5o1a0hOTgbs28Y7GrYB6tSpw6xZs5g1axa7du1i9+7dFC1alMqVK2famfNu93dniqqq978IpuC6E5bgu1/+/v4uuW+eSL1h39UyPXxfOoJis2Q6RPX2ty81GByGtVxDbAEPgsazfj70qD69jXLlCn637dwWHxODeo9RloLOk/u0sJI+9TzSp57HVX2akxF1z0ououDwKoa1ysNYqzxsf21ORnvhoH2Hy9hItBf22x+6PLEW3Ym1AKiGIljLhmSMftsC64BOlhsUQgghhPuSsC3cg94Ha4VwrBXC7a+taWguHbm1zXz6coNntqI7sxUAVWvAVqburaknZeuDIev6pUIIIYQQriJhW7gnrQFbUAi2oBDMDZ8DmxXN1eP24H1uD5rYPWiSr9ofwozdA7tAVbTYSj+UMefbGhwK3u77wIQQQgghPJ+EbVEwaLTYAmpgC6iBOaS/fcWT+NMZ4VsbG4nmRizaS4fQXjoEkTMBsJashq1cmH297+AGqEUDXfxBhBBCCFGYSNgWBZOioPpXxuJfGUudJ+xNN87bp538O/VEc+0k2qvH0V49jv7AbwDYilewb7Lz706XavHysuKJEEIIIfKMhG3hMdRiQViKBWGp2dXekHzt3/D979STuKNoEv5Bk/AP+iOLALAVCfh32kkDbMENsJV6ABTZ60kIIYQQziFhW3gunxJYq7XDWu3fNUJNiWjP77sVvi8dQpMUh+bYSvTHVgKgGov/O/JtH/22la4JWr0LP4QQQgghCjIJ26LwMPpirdwCa+UW9tfmVDQXD/77kGUk2vP7UUwJ6E6uR3dyPQCq3gdrUP1b4btMXdB7ufBDCCGEEKIgkbAtCi+9F7byjbCVb4QZwGpGczn6P1NPIu3h+8x2dGe2A6Bq9dgC62RMPbEGhYDR8V2zhBBCCOHZJGwLkU6rx1a2LraydTE3GASqDc3VE2j+3eVSe24PmqQ4+86X5/cC01AVDbaAGv9ZbrAB+JS4971sVrSxkdjOJqPFB2twGGi0ef4RhRBCCJG/JGwLcSeKBlup6thKVcdSv699ucGEsxlbzGvPRaJJ+Aft5Si0l6Ng72wAbCWq/rvF/L8rnhQtm+my2uNrMG4YjybxIlbAG7D5lsH0yNtYq7XP/88phBBCiDwjYVuInFIUVL8KWPwqYKndy9508xLa2H+3mD+3B+3V42iunURz7ST6Q/MBsBULzgjfWEwYN4wD1MyXTryE19JXSO06UQK3EEII4UEkbAuRC2rRQCw1OkONzvaGlOv2FU/Sd7q8HIXmRiyaG7Hoo5fYzwFuX9lbQUVFwbhxPMlV28iUEiGEEMJDyILCQjiTtz/Wqq1Ja/UmKf3mkzR0FymPTSet8f+wlqoOZA3a6RRUNDcvoo2NzL96hRBCANCjRw969OiRq2ucP3+e8PBwRo8e7ZSaIiMjCQ8P54cffnDK9Rw1ZMgQwsPDXXLvZcuWER4ezrJly1xyf2eQkW0h8pKhCNaKzbBWbIau5ANoV7x+z1OUpLh8KEwIITzX+fPn6dWr112PKVOmDH/++Wf+FHQX6QE/r2sZPXo0K1asyHit1Wrx8fGhZMmSVK9enYcffpgWLVqg1zt3b4nIyEiGDh3K4MGDef7555167YJwf5CwLUS+UYsEOPU4IYQQd1euXDkeffTRLO3e3t7odJkj0OTJk/OrLJfq2rUrpUuXBiApKYmzZ8+ydetW1qxZQ6VKlRgzZgzVqlXLdM6HH35IamqqK8rl4Ycfpnbt2pQqVcol93cGCdtC5BNrcBg23zIoiZdQbntAEkBFQS0aaF8GUAghCoJ/lzFVkuJQiwS43TKm5cqVy3Y009/fn+vXr2c5tjDo3r07tWvXztSWlJTEDz/8wG+//caIESOYNWsWAQG3Bn7KlCmT32Vm8PX1xde3YO9nIWFbiPyi0WJ65G28lr6CipJN4FYxPfy2W/1DJYQQd/LfZUzTFeRlTO80nSM+Pp6pU6eyefNmkpOTqVKlCk8//TSJiYmMHTuW9957jy5dumS53tmzZ5k8eTJ79+7FbDZTu3ZtRowYkTFqfPtUl//Oic5uykN0dDRTpkzhyJEjKIpCgwYNGDFiBEFBQbn+7EWKFOGVV17h5s2bLF++nJkzZ/Lmm29mvD9kyBD27dvHzp07M9psNhtLly5l8eLFnDt3DpPJRLFixahevTp9+/YlLCyMH374gR9//BGAH3/8MePvAAsXLiQoKChjesuCBQvYuHEjS5cuJTY2lnbt2vHBBx+wbNmyO/53jo2NZfbs2URERHDlyhV8fX2pVKkSnTt3pkuXLjm6f36QsC1EPrJWa09q14kYN4xH+c8/UAAoGlT/Si6pSwgh7of2+Bq8lr6Cpy9jmpyczJAhQzh16hR16tQhJCSEy5cv8/7779O4ceM7nnfhwgWee+45qlSpQpcuXYiNjWXz5s0MHTqUX3/9lZIlS1K0aFEGDx7MvHnzAHjyySczzg8NDc10vejoaObOnUtYWBg9evQgJiaGTZs2cfLkSX7++WeMRqNTPu+zzz7L8uXLWbduHW+88QaKcqdH+mHKlCnMnTuXcuXK0b59e3x8fIiLi+PAgQPs3r2bsLAwQkNDuXDhAitWrCAkJCTT5ypatGim633xxRccPnyYZs2a0bx5c/z9/e9a6/79+3nttddITk6mcePGdO3albi4OI4dO8b8+fPp0qXLfd0/L0nYFiKfWau1J7lqG7SxkfiSTCI+6CNnoft7Pca1H5Hy5FxQZKEgIUQeUVWwpDh+vs2KccMn2Ce/ZWZfxhSMG8aRXKGJY7+p03nDXULe/Th37ly2K3l4e3tTtWpVmjRpctfz58yZw6lTp+jRowejRo3KaO/cuTPDhg2743n79u3jpZdeYuDAgRlt33//PTNnzmT58uUMHDiQokWL8vzzz7N8+XKAuz68t337dsaMGUO7du0y2j7++GNWrlzJ5s2bM7XnRnBwMIGBgVy6dInz588THBx8x2OXLFlCQEAAc+fOxcvLK9N7CQkJAISF2adFrlixgtDQ0Lt+xhMnTjB79uwcTVlJS0vj/fffJyUlhS+//JImTZpkmhp0+fLl+75/XpKwLYQraLRYyzdC4++P9fp1bH7l0Z7difb8PnQH52Op18fVFQohPJGq4j2vH9rz+/LsFgr2EW7fbxs5dL41KPTfQYfcB+5z585lmjrwX08++eQ9w/aqVavQ6/VZQlrDhg1p3Lgxu3btyva8oKAg+vfvn6mta9euzJw5k6ioqPv4BHYhISFZAnWXLl1YuXIlUVFRTgvbAKVKleLSpUvEx8ffNWwD6HQ6NJqsg0PFixe/7/v269cvx3PDN2/eTFxcHJ06dcq2D9MfAHUXEraFcANq0bKkNXsF48ZxGLd+ibVqa1Rf9/pmIYTwFM4ZNS4IwsPDmThxYpb27B6QvF1SUhIXLlygcuXKlCxZMsv7devWvWPYrlatWpYQmh4AExMTc1j9LQ8++GCWttxczxnatWvHggUL6Nu3L+3atSMsLIzatWtnGeXOqVq1auX42PQfWBo1cuwHuvwmYVsIN2Gu3xdd9FK0lw5h2DgeU5evXF2SEMLTKIp91DgX00i05/bgvejFex6X0vN7rOUa3P8NnDiNJDeSkpIA7jh3uESJEnc8t0iRIlna0pcatFqt911LdtfTarUOX+9urly5Atz5c6cbOXIkQUFBLFu2jJkzZzJz5kyMRiNt2rRh+PDh+Pn53dd97/bf83bpP2D8d8UUdyZhWwh3odFiavcx3j8/gT5mFZa/u2Ot8rCrqxJCeBpFAb2Pw6dbKzbL2TKmFZsV6NWV0gPunUbAr127lp/l5IvY2FguXbqEv78/ZcuWveuxOp2Ofv360a9fP+Li4ti3bx/Lli1jxYoVXL16lUmTJuVZnekPN8bFFYxN4OQpLCHciK10TcyhTwNgXDca0pJcXJEQQtzm32VMIesjkumvPWEZ0yJFilC2bFnOnTuXbbA+dOiQU+6j1Wqx2WxOuVZuzZgxA4A2bdrcdSWS2wUEBNC+fXsmTpxIuXLl2L17d8YmOOkj8M78jA899BAAERER9zw2L+5/vyRsC+Fm0poOxVYsCM3NCxh2FI4dzYQQBUv6Mqaqb2CmdrVooMcs+wfw6KOPYjabs6xoEhkZmWnN6dwoVqwYCQkJmEwmp1zPEcnJyUyaNInly5dTqlQpnnnmmbsen5aWxsGDB7O0p6SkkJKSkunByWLFigFw6dIlp9XbokULSpcuzapVq7Lth/TVSPLq/vdLppEI4W70PpjafIj3ohfR752NpUYXbIE5f3BECCHyw3+XMXXXHSTvtvRfSkoKAwcOvOsa1QMGDGDDhg0sWrSIv//+m/r163P58mXWrVtH8+bN2bp1a7arcdyPsLAwoqOjGTlyJPXr10en0xESEkJISEiurnsnixcvZseOHcCt7dr37duXsWHPmDFj7rk1uslk4oUXXqBChQrUqFGDwMBAUlJS2Lp1K1evXqVfv34YDAYAKlasSEBAAGvXrsVgMGQ82Nm7d2+Hd4Y0GAx88sknvPLKK4wcOZLw8HDq1KnD1atXiYmJwWQyMXv27Dy7//2SsC2EG7JWbon5wY7oj63EuPZDUp76DTTy5SqEcDP/LmPqru629B9Anz597hq2ixQpwnfffceUKVPYsmULR48epXLlyowePZrY2Fi2bt2a7cOL9+PZZ5/l5s2bbNu2jQMHDmC1Whk8eHCehe2lS5cC9ukVPj4+lCpVihYtWtCqVStatmyZ8SDn3Xh7ezN06FD27NnD/v37uX79OkWLFqVixYq89NJLmZYi1Gq1jB8/nm+//ZY1a9aQnJwMQIcOHXIVduvUqcOsWbOYNWsWu3btYs+ePfj6+lK5cuVMO3Pm1f3vh6KqatanG3Lp2rVrFCtWLEcdVlDda8mgvJCTpYpEwXK3PlWS4vD5qQuK6Qamh0dlzOUuKJQrV/CrXj1TW3xMDOo9RkwKOvk69TzSp57HGX364Ycfsnr1an799VcqV67spMqEo1z1dXqvVVvAwTnbhw4dYvLkyZw4cSJT+19//UWzZs1o1qwZjRs3ZtasWY5cXggBqEUCMLV4DQDDtq9Rbl5wcUVCCFH4pC+F91979+5l7dq1VKxYUYK2uCeHhp7nzp3LihUr6NevX0bb2bNnGTlyJBaLhYCAAK5evcqECROoUaMGjRs3dlrBQhQmljqPY41ajPb8Xozrx5LabbJbrD8rhBCFxauvvorRaKRatWp4e3tz6tQpdu7ciUaj4dVXX3V1eaIAcGhke//+/Tz00EOZhs4XLFiAxWLhrbfeYsuWLcyfPx+NRpMxQV0I4QBFQ2q7j1E1enQn16M98ZerKxJCiEKlU6dOWCwW1q5dy2+//UZUVBTNmzfnu+++k8FEkSMOjWxfvXqVmjVrZmrbvn073t7eGaPdtWvXJiwsjKNHj+a+SiEKMbXkA5gbPoth1/cY139CcoUmYCzq6rKEEKJQ6NOnD3369HF1GaIAc2hk22q1ZtoeNCkpiaioKEJDQzOWegEoXbp0tnOdhBD3J63R/7D5VUCTdBnD1omuLkcIIYQQOeRQ2A4KCuLIkSMZrzdt2oTFYqFp06aZjktMTMzYUlMIkQt6L0xtP7L/9cCvaM7vd2k5QgghhMgZh8L2I488wvnz53n55ZeZM2cOn376KRqNhjZt2mQ6Ljo6mqCgIKcUKkRhZ63QBPND3VFQMa79EKxmV5ckhBBCiHtwaM72s88+y8qVK1m7di1r164FYNCgQVSqVCnjmAMHDnDp0iU6d+7sUGGLFy8mMjKSw4cPExMTg9lsZvz48ZkWKr/d2bNn+f7779m2bRtxcXEUK1aMqlWr0rdvXzp27Jjl+CVLljB79mxOnDiBXq8nNDSU4cOHU6uW7NYn3JOp1Vvo/t6E9koM+sifMDd63tUlCSGEEOIuHArbJUqUYMmSJaxevZpr165Rq1YtmjRpkumYuLg4Bg4cSLdu3RwqbNKkScTGxuLv70/p0qWJjY296/Hbtm1j6NChgH3kvXz58iQkJHDs2DF27NiRJWxPnTqViRMnEhwcTJ8+fUhKSmL58uX06dOHn376ibCwMIfqFiJPeftjavUWXqvfxrBzCpbqHVD9yru6KiGEEELcQZ7sIOkM27dvp2LFigQHBzNt2jS++OKLO45snz9/nq5du1KqVClmzpyZZeqKxWLJtJvl6dOn6dy5M+XKleOPP/7ImFceHR1N7969KV++PMuWLUOjufMsG9lBUjiDQ32qqnj98Sy6szuxVGxGaq8f3HLtbdlBUngK6VPPI33qeTxuB8m7uXnzJocOHSIuLi5X12natCnBwcE5Ova7774jMTGRjz76KNs54rdvG79w4UIsFgtDhgzJ9ABnzZo16dKlCydPniQyMjJX9QuRZxQFU9sPUbUGdGe2oTu63NUVCSGEEOIOHArbW7du5e233yYqKipT+5w5c2jWrBm9e/emVatWjBs3zilF3o2qqqxevRo/Pz+aNGnC4cOHmTlzJj/++CPbt2/HZrNlOSciIgKAZs2aZXmvefPmmY4Rwh2p/pVIa/w/AAwbx0NKvGsLEkIIIUS2HArbv//+O6tWraJixYoZbceOHWPcuHHYbDbq1auHr68vc+bMyXiAMq+cO3eO+Ph4ypUrxwcffMBjjz3GhAkT+Oyzzxg0aBCPPfYYFy9ezHTO6dOn8fHxISAgIMv10j/TmTNn8rRuIXLL3HAw1pJV0aRcw7jlc1eXI4QQQohsOPSAZFRUFDVr1qRIkSIZbYsWLQJg/PjxdO3albNnz9K5c2d+/fVX2rZt65xqs3H16lXAPt/677//Zvz48bRp04abN2/y/fffM3/+fIYPH878+fMzzklMTKREiRLZXs/X1xewT4e5m+LFi991TndeycncIFGw5KZPbT2/xDq9O/rDC/Bq3B9NpSb3Pim/WCxZmvz8/KAQ/D8sX6eeR/rU80ifeh537VOHwvaVK1eoU6dOprYdO3ZQrFixjKX+ypcvT8OGDTl58mTuq7yL9GkiVquVESNGZDxAWbx4ccaMGcOxY8c4cOAAe/bsoUGDBk67b0JCgtOulVPyQIfnyXWfFquOsU5v9IfmY174KskD/gSd4Z6n5QclPh6/29ri4+NRdQ592ykw5OvU80ifeh7pU8/jcQ9IarVaTCZTxuv4+HiOHz9OWFhYptHeEiVKcO3aNUdukWP/fcDx9k11wL4MIMDhw4cz2nx9fe84cp2YmJjlukK4M1OLV7H5lEJz/RT63T+4uhwhhBBC/IdDYTs4OJh9+/ZhNtt3sPvrr79QVTXLA4fx8fH2XxvnoQoVKqDVaoHsA3KxYsUAMv1wUKlSJZKTk7NdMSV9rvZ/56ML4da8ipP2yNsAGCK+R7n2t4sLEkIIIUQ6h8J2p06duHbtGv3792fChAn83//9HzqdLtPcbFVVOXLkCOXL5+2GG0ajkZCQEABOnDiR5f30tv8uI9iwYUPAvhHO7bZu3QpAo0aNnF6rEHnFUr0jlkotUKxmvNZ+BO65fL4QQghR6DgUtgcMGEDdunU5cOAAP/30E4mJibz22msEBgZmHLNz506uXbtG48aNnVbsnTz11FMATJ48mbS0tIz2kydPsmjRIooUKUKLFi0y2nv16oVOp2Pq1KmZppNER0ezbNkyqlatKjtIioJFUTC1+RBV54X23G50Rxa5uiIhhBBC4OADkj4+Pvz222/s3r2ba9euUbNmTSpVqpTpGI1Gw9tvv03r1q0dKuz333/P2FgmJiYmoy19/euwsDCeeOIJADp37syaNWtYvXo13bp1o3nz5iQmJrJ69WpMJhOffvopxYsXz7h25cqVefnll5k4cSLdu3enffv2Gdu1A4wZM8YlK40IkRtq8WDSmryMccvnGDd/hqXKw+CT/ao7QgghhMgfbrtd+6hRozKWE8xOz549mTBhQsZri8XC3Llz+eOPPzhz5gwGg4H69evz4osv3nFKyJIlS5g1axYnTpxAr9cTGhrKiBEjqFWr1j3rk+3ahTM4vU+tZrx/6Y027ijmml0xdfzMede+T7Jdu/AU0qeeR/rU87jzaiROCdunT5/m+vXr+Pn5Ubly5dxerkCQsC2cIS/6VHPhIN6/9kFBJeWx6VgrZt0pNT9I2BaeQvrU80ifeh53DtsOz5VIS0vjyy+/pHHjxnTs2JG+ffsybdq0jPcXL15Mz549iY6OdvQWQggH2MrWxVy/HwDGtaPBnOriioQQQojCy6GwnZqayoABA/jhhx/Q6/W0atWK2wfIw8PDOXr0KCtXrnRKoUKInEtrNgKbbyCahH8w7Jrq6nKEEEKIQsuhsD19+nQOHDjAY489xrp16/juu++yHBMYGMgDDzzA9u3bc12kEOI+GX0xtX4PAP2eGWjiYlxckBBCCFE4ORS2V6xYQVBQEB999BFGo/GOx1WuXJmLFy86XJwQwnHWB9piqdoGxWbBuPZDUG2uLkkIIYQodBwK2+fOnaN27drodHdfOVCv15OQkOBQYUKI3DO1fg/VUATthf3oDs5zdTlCCCFEoeNQ2Pby8spRiD537lym9a2FEPlLLVqGtGavAGDc8iVK4mXXFiSEEEIUMg6F7Ro1anD48GGuXbt2x2POnj1LVFQUtWvXdrg4IUTumes9hbVMXZS0RIwbxrm6HCGEEKJQcShs9+7dm6SkJF599dVsA/eNGzd45513sFgsPPnkk7kuUgiRCxotpnYfoypadMdXo/17g6srEkIIIQoNh7Zr79KlCxs2bGD58uW0bduWkJAQAPbu3cuQIUPYvXs3iYmJ9OjRg0ceecSpBQsh7p8toAbmsKcx7JmBcd0Ykss1AkMRV5clhBBCeDyHN7X5/PPPef311zEajWzbtg2AM2fOsGHDBhRFYeTIkYwfP95phQohcietyVBsxYLR3LyAYfs3ri5HCCGEKBQcGtkGUBSF5557jkGDBnHkyBFiY2NRVZXAwEDq1KmDwWBwZp1CiNzS+2Bq8yHei15Av28OlppdsQXWcnVVQgghhEdzOGyn02q11K1bl7p16zqjHiFEHrJWboH5wU7oj63A+NcHpPSdB5pcfxsQQgghxB04PI1ECFEwpT08CtVYDO3lKPT75rq6HCGEEMKjOTyklZaWxrJly9i9ezdxcXGkpaVle5yiKMyaNcvhAoUQzqUWCcDU4jW81n6IYfs3WKq1Ry0W5OqyhBBCCI/kUNi+dOkSTz/9NGfOnEFV1bseqyiKQ4UJIfKOpc7jWKMWoz2/F+P6saR2/xbka1UIIYRwOofC9meffcbp06cJCQlh0KBBVKpUiSJFZBkxIQoMRUNqu4/xmdML3d8b0B7/C2v19q6uSgghhPA4DoXtrVu3EhQUxE8//YTRaHR2TUKIfKCWfABzw8EYdn2HccNYkis2AWNRV5clhBBCeBSHHpBMS0ujbt26ErSFKODSGv8Pm19FNElxGLZ+5epyhBBCCI/jUNiuXr06169fd3YtQoj8pjNiavsRAPoDv6E5v8+19QghhBAexqGw/fzzz7Nnzx4OHjzo7HqEEPnMWiEc80M9UFAx/vUhWM2uLkkIIYTwGA7N2X7ooYd45plnePrppxk0aBBNmzalTJkyaDTZZ/egIFlWTAh3Zmr1Jrq/N6K9ehx95E+YGz3v6pKEEEIIj+BQ2G7dujWKoqCqKlOnTmXq1Kl3PFZRFKKiohwuUAiRD7z9MT38Fl6r3saw41ss1R9F9avg6qqEEEKIAs+hsN2wYUNn1yGEcDFLze5Yohaj+2cnxnUfk9pruqy9LYQQQuSSQ2F7zpw5zq5DCOFqioKpzYdoZ3dHd2Y7uqPLsNTs6uqqhBBCiALNoQckhRCeSfWvRFr4EAAMGydASrxrCxJCCCEKOAnbQohMzA2exVryATQp1zBu/j9XlyOEEEIUaDmaRvLnn38C0LZtW3x9fTNe51SPHj3usywhhMtoDZjafozPvH7ojyzE/FB3bOUbuboqIYQQokDKUdgeNWoUiqJQr149fH19M17fi6qqKIoiYVuIAsYWHIq57pPoD87Da+1HJA/4E3QGV5clhBBCFDg5CttDhw5FURT8/f0zvRZCeC5T81fRnliH5vopDBHTSGv6sqtLEkIIIQqcHIXtYcOG3fW1EMIDeRUj7ZG38Vr+Gvrd0zDX6IRaooqrqxJCCCEKFHlAUghxR5bqHbFUaoFiNeP114egqq4uSQghhChQnB62N2/ezI8//siKFSswm83OvrwQIj/9u/a2qvNGG7sH3ZGFrq5ICCGEKFAcCts///wzbdq0ITIyMlP7iBEjePHFF/n888957bXX6NevHyaTySmFCiFcQy0enDFf27jp/1CSr7q4IiGEEKLgcChsr127ltTUVEJCQjLaNm/ezOrVqwkMDOSFF16gbt26HDp0iPnz5zutWCGEa5hDB2INqIliSsCw8VNXlyOEEEIUGA6F7VOnTlGtWjU0mlunr1ixAkVR+Prrrxk5ciSzZ8/G39+fJUuWOK1YIYSLaHSY2n2MqmjQH12K9sw2V1ckhBBCFAgOhe1r165RqlSpTG0RERGULVuWunXrAmA0GgkJCeHcuXO5r1II4XK2MnUw1+8HgHHtx2BOcXFFQgghhPtzKGwXLVqU69evZ7w+e/Ys58+fp1GjzLvMeXt7k5Ii/yAL4SnSmo3A5lsGTcJZDDunurocIYQQwu05FLYrVKjAnj17OH/+PADz589HURRatGiR6bhLly5lGQEXQhRghiKYWr8HgD5yJpq4GBcXJIQQQrg3h8L2U089hclkolu3bvTq1Yvp06dTokQJHn744YxjUlNTOXz4MA888ICzahVCuAHrA22wPNAWxWbBuPYDUG2uLkkIIYRwWw6F7W7dujFo0CDS0tKIiooiMDCQL774giJFimQcs3LlSlJSUggPD3dasUII92B65D1UQxG0Fw6gO/Cbq8sRQggh3Jaiqo5vCZeWlkZiYiIlSpTI8t6FCxdISEigfPnymUK4p/jvnPX84u/v75L7irxTkPtUv+9njBvGohp8SX5mOapv6UzvK1eu4Fe9eqa2+JgYVA+fWlaQ+1RkT/rU80ifeh5X9am/v/89j8nVDpIGgyHboA1QtmxZatSo4ZFBWwgB5np9sJapi5KWiHHDJ64uRwghhHBLOlcXcCeLFy8mMjKSw4cPExMTg9lsZvz48fTq1SvLsd988w2TJ0++47XWrVtHuXLlsrRv2bKF77//niNHjqAoCrVq1eKll16iSZMmTv0sQngkjRZTu9F4z30M3fE1aE9uwFr1EVdXJYQQQrgVh8L2wIEDc3ysoijMmjXrvu8xadIkYmNj8ff3p3Tp0sTGxt7znJ49exIcHJylvVixYlnaFi9ezJtvvkmJEiUyAvyKFSsYNGgQEydOpEOHDvddsxCFjS3gQcxhz2DY8yPG9WNILt8IDPLbLCGEECKdQ2E7IiLinscoioKqqiiK4sgtGDt2LBUrViQ4OJhp06bxxRdf3POcnj170rhx43sel5CQwNixY/H392fRokWUKVMGgOeff54ePXrw0Ucf0bx5c3x9fR2qXYjCJK3JUHQxq9DciMWw/WvSHn7b1SUJIYQQbsOhsL1u3bps2202GxcvXmTr1q3Mnj2bvn370rdvX4cKa9q0qUPn5cSqVau4ceMGw4YNywjaAGXKlKF///588803rF27lh49euRZDUJ4DL03pjYf4r3oBfT75mKp2Q1bYC1XVyWEEEK4BYfCdnZTNdKVL1+ehg0bEh4eznPPPUf9+vXverwz7d69mwMHDqDRaKhUqRJNmjTJ9gHN9JH55s2bZ3mvefPmfPPNN0REREjYFiKHrJVbYH6wE/pjKzD+9T4pfee7uiQhhBDCLeTZA5JNmjShdu3aTJs2jXbt2uXVbTL55ptvMr0uVqwY7777bpbQfPr0aQAqVqyY5RrpbWfOnLnrvYoXL45Gk6vFXBySkyVmRMHiKX2q9vgUy6RtaC9HU+zYQrTVsj7M7OfnBx7yee/GU/pU3CJ96nmkTz2Pu/Zpnq5GEhgYyJYtW/LyFgDUqFGDcePG0ahRI0qXLk1cXBwbN27k66+/ZtSoURQtWpQ2bdpkHJ+YmAhA0aJFs1wrfZ72zZs373rPhIQEJ36CnJF1QT2PZ/WpDl3zV/Fa+yHWtZ+S6PUQxW87Ij4+HlXntosgOYVn9akA6VNPJH3qeTx2ne27Sd+u3WAw5NUtMrRr147HHnuM8uXLYzQaKVeuHP3792fSpEkATJw4Mc9rEEKApc7jWIPDUMzJGLbc+6FmIYQQwtM5NMR0/vz5O76XnJzM6dOnmTFjBhcuXKBz584OF5dbTZo0oUKFCsTExJCYmJgxav3f0evbfyK526i3EOIeFA2pbT/GZ05PdGe2u7oaIYQQwuUcCtutW7e+55J+qqpSuXJl3nzzTYcKcxZ/f3/OnDlDSkpKRsiuVKkShw8f5syZM1nCdvpc7ezmcwsh7k0tWRVzw+cwrP/W1aUIIYQQLudQ2G7YsOEd3zMYDAQEBNCwYUO6dOmC0Wh0uLjcSk5O5vjx4/j4+GQK1Q0bNmTZsmVs3bqV+vXrZzpn69atADRq1Cg/SxXCo6Q1fhHd3iVAnKtLEUIIIVzKobA9Z84cZ9fhsMTEROLi4qhcuXKm9tTUVN5//32SkpLo1asXuv88lNWxY0c+//xz5s6dy+OPP56x1vbFixeZO3cu/v7+tG3bNl8/hxAeRWckrcUbGHnK1ZUIIYQQLuW2ywL8/vvvREZGAhATE5PRlr5GdlhYGE888QTx8fF07NiROnXqULVqVUqVKsXVq1fZvn07Fy9epHr16lmmshQvXpz333+fN998k549e9KpUyfAvl17fHw8X331leweKUQuWcuFuboEIYQQwuVyHbbT0tKIjo7m8uXLAJQuXZqaNWvmehWSyMhIFi1alKlt79697N27N+P1E088gZ+fH3379uXgwYNs2rSJGzduYDQaqVq1KgMGDKB///54eXlluX737t3x9/fn+++/Z+HChQDUrl2bIUOG5OnulUIIIYQQovBQVFVVHTkxKSmJr7/+mj/++IPk5ORM7/n4+PDYY48xfPhwjx0hdtVajrIuqGfx5D5VrlzBr3r1TG0Ju9djq1rfNQXlE0/u08JK+tTzSJ96HndeZ9uhke2bN28yYMAAjh07Btg3lUnfkv38+fNER0czZ84cdu7cyc8//yzL6AkhADBs/j9Sq8yFe6xmJIQQQngKh8L2pEmTOHr0KOHh4bz//vtUrVo10/snT55k7Nix7Ny5k0mTJvHee+85pVghRMGmO7cHXfRSLA91c3UpQgghRL5waAfJNWvWUKpUKaZOnZolaANUrVqVqVOnUrJkSdasWZPrIoUQnsO4aQKkyK9vhRBCFA4Ohe34+HgaNWqEt7f3HY/x8vKiYcOGJCQkOFycEMKzWEtURkm5jnHz564uRQghhMgXDoXt8uXL5yhE37x5k3LlyjlyCyGEB0praV+GU39kIdqzES6uRgghhMh7DoXt3r17ExERQXR09B2PiY6OZufOnTzxxBMOFyeE8Cy2snUx130SAOPaD8FicnFFQgghRN5y6AHJp59+mn/++YeBAwfSv39/OnXqRFBQEGBfjWTlypXMnTuXPn368MwzzzizXiFEAWdq/irak+vQXD+NIWIaaU2HubokIYQQIs/kaJ3tmjVrZtuuqirKHZbwSn9PURSioqJyV6UbknW2hTN4cp9mt852fEwMaqlS6I6txGv5q6gaPckDFqGWzPqgdUHlyX1aWEmfeh7pU89T4NfZLlu2bK6LEUKIdJbqHbBE/Ynu1Ga81n5ISu/ZoDg0q00IIYRwazkK2+vXr8/rOoQQhYmiYGr9AdpZXdHGRqI7vBBLncddXZUQQgjhdDKUJIRwCbV4cMZ8bePmz1GSr7q4IiGEEML5JGwLIVzGHDoAa+maKKYEDBsnuLocIYQQwukkbAshXEejw9R2NKqiQX90GdrTW11dkRBCCOFUEraFEC5lK1Mbc/1+ABjXfQzmFBdXJIQQQjiPhG0hhMulNRuBzbcMmoRzGHZOcXU5QgghhNNI2BZCuJ6hCKY27wOg3zMTTdwxFxckhBBCOIeEbSGEW7BWbY3lgXYoqhXjXx+AzerqkoQQQohck7AthHAbpkfeRTUUQXvxIPqDv7m6HCGEECLXJGwLIdyGWjSQtOYjATBs/Qrl5iUXVySEEELkTo52kMzO1atX+eWXX9i9ezdxcXGkpaVle5yiKKxdu9bhAoUQhYu5bh90UUvQXjyIccMnpHb72tUlCSGEEA5zKGyfPHmS/v37Ex8fj6qqzq5JCFGYabSY2o3Ge+5j6E78hfbkeqxVW7u6KiGEEMIhDoXtzz77jOvXr9O+fXtefPFFKlWqRJEiRZxdmxCikLIFPIg57BkMe37EuG4MyeUbg0G+xwghhCh4HJqzvWfPHipXrsykSZOoVauWBG0hhNOlNRmKrXg5NIkXMWyb5OpyhBBCCIc4FLZVVaVmzZooiuLseoQQwk7vjanNh/a/7v8ZzcXDLi5ICCGEuH8Ohe3atWtz/vx5Z9cihBCZWCs1x/xgZxTV9u/a2xZXlySEEELcF4fC9rBhwzh06BDr1693dj1CCJFJ2sOjUI3F0MZFo98319XlCCGEEPfF4aX/Bg4cyLBhw+jSpQtNmzalTJkyaDTZZ/eGDRs6XKAQonBTi5TC1PJ1vP76AMO2r7FUa4daLNjVZQkhhBA54lDYHjBgAIqioKoqixcvZsmSJXc9Pjo62qHihBACwFL7MaxRi9HGRmJcN4bUHlNBnhkRQghRADgUtnv06CEPRwoh8o+iIbXtx/jM6Ynu1Ca0x1djrd7B1VUJIYQQ9+RQ2J4wYYKz6xBCiLtSS1bF3Oh5DDunYNzwCckVmoJXMVeXJYQQQtyVQw9ICiGEK6Q1egGbfyU0SVcwbv3S1eUIIYQQ9yRhWwhRcOiMmNp+DID+4Dw05/e5uCAhhBDi7nI0jWTy5MkoikK/fv3w8/Nj8uTJOb6BoigMHTrU4QKFEOK/rOUbYa7VC/2RhRj/+oCU/gtAa3B1WUIIIUS27itsd+rUKSNsp69Gci8StoUQzmZq+Tq6vzegvXoC/Z6ZmBu/6OqShBBCiGzlKGyPHz8egICAgEyvhRDCJbz9MbUahdeqtzDsnIKlegdU/4qurkoIIYTIIkdhu2fPnnd9LYQQ+c1SsyuWqD/R/bMD47qPSH1shqy9LYQQwu3IA5IFgNWqsnefyvKVJvbuU7Fa7z19RwiPpyiY2nyIqjWi+2cnuui7b64lhBBCuILD27WL/LFps8rEb1Ti4gASAQgIgFeGQauWMoonCjfVvyJp4UMwbpuIcdOnWCq3BG9/V5clhBBCZJCRbTe2abPKux+kB+1b4uLg3Q9UNm2WEW4hzA0GYS35AErKdYyb/8/V5QghhBCZSNh2U1arfUT7biZNliklQqA1YGo3GgD9kUVo/9nl4oKEEEKIWyRsu6kDB8kyon27y5ftxwlR2NmCQjDXfRIA49oPwWJycUVCCCGEnduG7cWLF/PBBx/Qq1cvateuzYMPPsjChQtzdO7Zs2cJCQnhwQcf5IMPPrjjcUuWLOHxxx+nfv36NGzYkBdffJEjR4446yPkytVrOTvu4GEVm01Gt4UwNX8VW5FSaOLPYNj1vavLEUIIIQA3DtuTJk1i3rx5nD9/ntKlS+f4PJvNxqhRo+553NSpU3njjTe4du0affr0oUOHDuzevZs+ffoQGRmZm9KdomSJnB03/Ufo1ktl7Hgb69ar3LgpwVsUUl7FMD3yLgD63dNRrp5wcUFCCCGEG4ftsWPHsn79enbu3EmfPn1yfN5PP/3E/v37GTFixB2POX36NJMnT6ZSpUosXryYUaNGMWbMGH7++WcA3n//fWw2W64/Q27Uq2tfdeRujEbw9ob4eFi1Gj4crdKlu8pLw2zM+Vnl+Ak1R7t8CuEprNUexVK5FYrNjNfaj0B17dexEEII4VDYPn36NH/++Sdnz57N1L5//3569+5NSEgInTp1Ys2aNQ4X1rRpU4KDg+/rnJMnTzJx4kReeOEFatasecfjFi5ciMViYciQIRQtWjSjvWbNmnTp0oWTJ0+6fHRbq1V4Zdjdl/b74F2FlUsVvv5KoW8fqFwJbDY4eAi+/0Fl0HMqPZ9Q+fT/bGzaopKcLMFbeDhFwdTmfVSdN9rYSHSHF7i6IiGEEIWcQ2F7xowZvPPOO+j1+oy2K1euMHjwYA4ePEhqaip///03I0eOzLc50FarlVGjRlGxYkWGDBly12MjIiIAaNasWZb3mjdvnukYV2rVUuGT0UqWEe7SpeGT0QqtWirodAqhIQov/U/DnJ80/PGbwusjFZo1BS8vuHIFli6Hd99X6dRNZcSrNn6dp3L6jIx6C8+kFgsmrdlwAIybP0dJuuLiioQQQhRmDm1qs3fvXmrUqEGZMmUy2hYsWEBSUhKDBg1i5MiRbN68mWHDhjFz5kw+//xzpxV8J99//z1RUVHMmzcPg8Fw12NPnz6Nj48PAdnM06hYsSIAZ86cyZM671erlgrNm9lXHUk1FcHLmES9uvaR7+yUKaPQozv06K5gMqkcOAg7dqrs2AXnzkHkXojcq/LtVChbBsLDVZo0VggNAS8v2SRHeAZzSH900UvRXo7CsHECps55/z1ICCGEyI5DYTsuLo5GjRplatuyZQsGg4GXX34Zg8FA27ZtqVevHgcP5v3adEePHmXKlCkMHjyY2rVr3/P4xMRESpTI/glEX19fAG7evHnXaxQvXhyNJv+mvLdpnf43432dV6YMPNre/vczZ6xs2ZrG5q1mdu8xc+EiLPoTFv2pYjBAo4Y6WjbX06KFgQrltc4sX9yFv7+H7nhosWRp8vPzg3z6vGqvr7B83xH9seV4Ne6Hplrre5/kJB7bp4WY9KnnkT71PO7apw6FbZPJlClopqWlcejQIerVq0eRIkUy2oODgzl69Gjuq7yLtLQ03nrrLSpUqMDLL7+cp/f6r4SEhHy7Vzp/f3+uX7/u8PnFikHnTvY/KSkKe/fBjl0qO3bCpUuwdZuZrdvM8Gky5ctDk8bQJFyhXl0wGGTUOy/ktk/dmRIfj99tbfHx8ag6h77t3D+fChhC+mPYOxvz4jdJHrgE9N55fltP7tPCSvrU80ifeh5X9WlOAr5D/+oFBgZy7NixjNfbt2/HZDLRuHHjTMeZTCa8vfP2H7dp06YRExPDb7/9ds/pI+l8fX3vOHKdmJgIkOnBSU/k7W2f192sqYKqqpw+Azt2ws5d9qknZ8/a/8z/Q8XbCxqEqTRurBDeGMoESvAWBUNa0+Hojv+FJuEchh3fktbydVeXJIQQopBxKGyHh4czf/58PvnkE5o0acKXX36Joii0bds203ExMTGULVvWKYXeSVRUFDabjd69e2f7/rx585g3bx5t2rRhypQpAFSqVIl9+/YRFxeXZd52+lzt9LnbhYGiKFSuZF/NpG8fhaQklT2Rt+Z6X70KW7bBlm32ByqrVFZpEm4f9a5dC3Q6Cd/CTRmKYGr9Pt6LX0If+ROWml2wBdRwdVVCCCEKEYfC9osvvsiqVauYO3cuc+fORVVVOnXqRI0at/4RO378OP/88w/9+/d3WrHZadasWbZD+HFxcWzatIkqVaoQGhrKQw89lPFew4YN2bdvH9u2baNHjx6Zztu6dStAljnphUmRIgqtWtofzlRVlRMnYMcue/g+EgV/n7L/+flXFd8i0LCh/SHLxo2gZEkJ3sK9WKs+gqVae3TH12D860NS+vwCGnkmQQghRP5wKGwHBQWxePFifv/9d65du0atWrXo1atXpmOioqJo06YNHTp0cEqhd9KvX79s23ft2sWmTZto2LAho0ePzvRer169mDFjBlOnTqVNmzYZU0aio6NZtmwZVatWJSwsLE/rLigURaFaNahWDQb2V0hIUInYAzt3quyKgPgE2LARNmy0j3o/WN0+6h3eWKFmjTuvmiJEfjI9/A7aM9vQXjyI/sBvmEOy/74hhBBCOJvDTyqVKVOGYcOG3fH97t270717d0cvz++//56xsUxMTExGW/r612FhYTzxxBMOXbty5cq8/PLLTJw4ke7du9O+fXuSkpJYvnw5AGPGjMnXlUYKkuLFFdq1gXZtFKxWlaPH7PO8d+yEo8fgWIz9z0+zVYoXg8aNVMLDFRo3tJ8rhCuoRQNJaz4S4/qxGLZ9heWBtqhFA11dlhBCiELAobC9bNkyunTpcs/jVFXl3XffZdy4cfd9j8jISBYtWpSpbe/evezduzfjtaNhG2DIkCEEBwcza9Ysfv31V/R6PQ0aNGDEiBHUqlXL4esWJlqtQq2HoNZDCoMHwbVr9tHuHbtUIiIg4QasWQtr1qpoNPBQTZXwxgpNwqHaA6DRSPgW+cdctw+6qCVoLx7EuGEsqd2+cXVJQgghCgFFdWAbwdq1azN16lRatGhx1+NGjRrF4sWLiY6OdrhAd+Wq5WUKylJFFot9fnf6Q5YnT2Z+v2QJaNwYmjRWaNgAfH0LZ/AuSH16v5QrV/CrXj1TW3xMDGqpUi6qCDRxx/D++XEUm4WUbpOxPtDG6ffw5D4trKRPPY/0qefxuKX//P39GT58ODNmzCAkJCTL+6qq8tZbb7FkyRJCQ0MduYUo4HQ6+/rc9eoq/O8FuHxZZWeEPXzv2QNXr8GKlbBipYpWC3VqqzQJV2jSGCpXts8VF8LZbAEPYg57BsPu6RjXjyW5QjgYitz7RCGEEMJBDo1sx8TE0L9/fxRFYc6cOVT/z+iVqqq88cYbLFu2jLCwMKZNm5ZpoxtPISPbjktLUzl4yD7dZOdOOPNP5vdLl761oU5oCPj4eG7w9pQ+zY47jmwDYE7BZ3Y3NAnnSAsZQNoj7zj18p7cp4WV9KnnkT71PO48su1Q2AbYt28fzz77LL6+vvzyyy+UL18eq9XKG2+8wYoVK2jYsCHff/89Pj4+jlze7UnYdp7Y8yo7d9kftIzcC2lpt97T66F+Pft0k/BwqFDes4K3p/YpuHHYBrSnt+G98DlUFFL6zsNWpo7Tru3JfVpYSZ96HulTz+ORYRtgy5YtDBkyhKCgIGbNmsWECRNYvXo1jRo14vvvv8/z3SNdScJ23jCZVPbuty8tuH0nXLiQ+f1ywRAebg/f9euB0Viww7cn96k7h20A44o30B9dhjWgJin95oPGOdvIe3KfFlbSp55H+tTzeGzYBlixYgWvv/46BoOB1NRUGjduzPfff4+Xl1duLuv2JGznPVVVOXvWvqHO9h32beQtllvvG40QFmqfbhLeCMqWLXjB25P71N3DtpJ8FZ+ZnVFMCZhavom5wSCnXNeT+7Swkj71PNKnnsedw3auh3I6derEjRs3+Oijj2jatCnfffcdBoMht5cVAkVRqFABKlSAJ59QSE7+dxv5f+d6x12B7TvsQRygUiU1Y653ndqg1xe88C3yj+pTElPL1/H6630M27/BUq09avFgV5clhBDCw+QobLdpc+/lsXQ6HSdOnKBjx46Z2hVFYe3atY5VJ8R/+PgotGwBLVvYt5E/+Tfs2Gmf6334MJw+bf/z6zwVHx9o2MC+jXx4YyhVSoK3yMpS+zGsUYvRxu7BuH40qT2+A1kJRwghhBPlKGzHxsbm6GKXL1/OVTFC5JSiKDxQFR6oCgP6Kdy4qbL7323kd0bA9euwaTNs2mwf9a72gJox1/uhmvalCYVAUUht9zE+c3qgO7UZXcwqLA92vPd5QgghRA7lKGwfPXo0r+sQIleKFVVo8wi0eUTBZlOJibHP9d6xUyX6KBw/Yf8zZ65K0aLQqKF9Xe/GjcDfT4J3YaaWqIK54QsYdn6LYeM4LBWbgVcxV5clhBDCQzjn8Xsh3IhGo1CjBtSoAYOeVrgeb98+fscu+3byN2/CuvWwbr2KokCNGvbpJk3C4cHqso18YZTW6AV0x1aguX4K49YvMbX9yNUlCSGE8BAStoXH8/dTeLQ9PNpewWKxj3Tv2Glf2zvmOERHQ3S0yoyfwM8Pwhvbw3fDhvYRc1EI6Ayktv0In9+fRn9wHuaa3bAFy+63Qgghci9XYTslJYXDhw8TFxdH2n93IrlNjx49cnMbIZxGp7OvVFKntsILz8GVK7e2kd+9B+LjYdVqWLVaRauBWrXs003CG9vnh8s28p7LVr4R5lq90B9ZiHHtB6T0XwhaWVlJCCFE7jgctidNmsRPP/1EamrqHY9RVRVFUSRsC7dVqpRCl07QpZOC2axy6LA9eO/YZV/Z5OAhOHhI5fsfIKAUhIfbR70bhHn2NvKFlanl6+j+3oD26kn0e2Zgbvw/V5ckhBCigHMobP/www9MnToVrVZLq1atqFy5MkWKFHF2bULkK71eITQEQkMUhg6BCxdujXpH7rWv6710GSxdpqLTQb269lHvJo3ta4HLqLcH8PbH1GoUXqvewrBzKpbqHVD9K7m6KiGEEAWYQztItm/fnsuXL/Pzzz9Tq1atvKjL7ckOkoWLyaSy/4D9IcsdOyD2fOb3y5YlY0OdkPrg5XX34G212nfETDUVwcuYRL26oNV6Vlh39x0k70hV8Vr4HLoz27GUDyf18Rn3tfa2fJ16HulTzyN96nk8bgfJCxcuEB4eXmiDtih8jEb7MoGNGym8MgzOnlMzNtTZtx8uXICFf8LCP1UMBggN+XdDnXAIDsoc1DZtVpn4jUpcHEAiAAEB8MowaNXSswJ3gaQomNp8iHZWN3Rnd6KLXozloR6urkoIIUQB5VDYDggIwNvb29m1CFFglC+nUP5x6P24QkqKSuQ++4Y623fC5cuwc5c9iPM1VCiv0iQcwhsrJNxQ+Wh01uvFxcG7H6h8MloCtztQ/SqQ1uQljFu/wrjxUyyVW4H3vUcvhBBCiNs5FLY7derEH3/8QXJyMj4+Ps6uSYgCxdtboXlTaN7Uvo38qdP2sL1jp8rBQ/DPWfufeb/fe8bWpMkqzZt53pSSgsgcNghd9DK0V49j3PQZpg7jXV2SEEKIAkjjyEnDhg2jatWqDBkyhDNnzji7JiEKLEVRqFJZoW8fhW8mali+WGHsxwqdO0Gxovc+//JlOHAw7+sUOaDVY2r3MSoK+qg/0f6z09UVCSGEKIAcGtl+/vnnsdlsRERE0KlTJ4KCgihTpky2qzEoisKsWbNyXagQBZGvr8LDreDhVgphITZGf3Lvc65ey/u6RM7YgkKw1HsS/YHfMK79iOSBi0FndHVZQgghChCHwnZERETG361WK2fPnuXs2bPZHivLoQlhV6qUAtx7KknJEnlfi8g5U/NX0Z5Yhyb+DIZd35HWbISrSxJCCFGAOBS2161b5+w6hPB49eraVx2xr0JyZ2f+UQmpLz+oug1jUUyPvIv3slfQ7/4Rc43OqCUfcHVVQgghCgiHwnZwcLCz6xDC42m19mUD3/3g7qPbX3wFW7aqjHoDSpeWwO0OrNXaY6nyMLq/N+K19iNSes8GxaFHXoQQQhQy8q+FEPmoVUuFT0YrBARkbi9dGsZ8BMOGKhgMELEbBg5SWbFSxYF9p4SzKQqm1u+j6n3QxkaiO/SHqysSQghRQDg0sn27GzdukJSUdMdQEBQU5IzbCOERWrVUaN6MO+4g2aQxjB2vEhUN4z5V2bQF3ngNSpWUUW5XUosFkdZ0GMZNn2Lc8gXWqo+gFgm494lCCCEKNYfDdlxcHBMnTmT9+vXEx8ff8ThFUYiKinL0NkJ4JK1WITQE/P2NXL+enOm9ChUUpnwDv86DGT+pbNsOhw6rjBwBbVvLXG5XMof0Rxe9FO3lKAwbJ2Dq/IWrSxJCCOHmHJpGcvnyZR577DEWLFiAwWCgRIkSqKpKvXr1KFmyZMYId/369QkLC3NqwUIUBjqdwoB+Cj9+r1C9Oty4AR+PUXn/Q5Xr12VaictodJjajUZVNOiPrUB7aourKxJCCOHmHArbU6dO5fLlywwfPpxNmzbRsmVLFEXht99+Y+vWrcyZM4cqVaqgKArTp093ds1CFBpVqihMm6IweJCCVgsbN8OAQSobN0ngdhVbYC3MIQMAMK77GMzJ9zhDCCFEYeZQ2N6yZQvlypXjpZdeyvb9hg0bMmPGDKKjo5kyZUquChSisNPpFAY9rTD9O4WqVSE+Ht77UOWjMTYSEiR0u0Ja02HYipZFcyMWw45vXV2OEEIIN+ZQ2L506RI1a9a8dRGN/TJpaWkZbYGBgTRu3JiVK1fmskQhBEC1avbAPbA/aDWwdp19xZKt2yVw5ztDEUyt3wdAHzkLzeVoFxckhBDCXTkUtn19fTO9LlasGGAP4f9lMBiytAkhHKfXK7zwnIbvpihUqmjf2n3UOyqfjLdx86aE7vxkrfoIlmrtUVQrxr8+BJvV1SUJIYRwQw6F7bJly3L+/PmM19WqVQNg06ZNGW0pKSns3buXgNsXFBZC5FrNGgo/TlPo2wcUBVauto9y74qQwJ2fTI+8i2rwRXvpEPr9P6M9G4Ht4CK0ZyMkfAshhAAcXPovPDyc2bNnc+3aNUqUKEHr1q3x9vbms88+4+LFiwQGBrJkyRKuXr3KU0895eyahRCA0ajw0v8UWjRX+WSCyrlz8NqbKl27qAx7ScHHR5YIzGuqb2lMzUfitX4Mho0TUFCxAt6AzbcMpkfexlqtvavLFEII4UIOjWx369aN9u3bc+LECQD8/PwYPXo0qqoyffp0xo0bx6FDh3jggQcYOXKkUwsWQmRWp7bCT9MVHn/M/nrpMvsod+ReGeXOD6pPSVRAIfN/byXxEl5LX0F7fI1rChNCCOEWFNWJe0GfP3+eTZs2cePGDSpVqkTr1q3R6/XOurxbuX79er7f09/f3yX3FXnH2X26b7/KuE9VLlywv+7VA4a8qODtnf+j3MqVK/hVr56pLT4mBrVUqXyvJc/YrPhMb4uSeJHs/gurKKhFA0kevBY02nwvTziHfO/1PNKnnsdVferv73/PY5yyXXu6oKAgmTYihAuF1FeY9SNM+U7lzyWw8E/YFaHyziioV1emlTibNjYSTeLFO76voKLcvIg2NhJr+Ub5WJkQQgh34dA0kuwkJCSQkJCAEwfKhRAO8PFReP1VDV99rlC6NMSeh5dHqHwzxYbJJF+fzqQkxTn1OCGEEJ4nV2F73bp1PPvss4SEhBAeHk54eDihoaE8++yzrF271lk1CiEc0LCBwuwZCp07garCvPkw6DmVI1ESuJ1FLZKz1ZZUrTGPKxFCCOGuHArbqqry9ttv8/LLL7N9+3ZSUlIoWrQoRYsWJSUlhe3btzNs2DBGjRolI91CuJCvr8Lbb2r4bLxCyZLwz1kY8rLKd9NspKXJ12ZuWYPDsPmWQc12xvYtXqvfQb93NljN+VSZEEIId+FQ2J41axaLFi0iICCAjz76iD179hAREUFERAR79uzh448/JiAggMWLFzNr1ixn1yyEuE9NmyjM+Unh0XZgs8HcX2DwCypHj0ngzhWNFtMjbwNkCdzqv+uTWIsFo6TdxLhxPD5zeqA9vdUFhQohhHAVh8L2/Pnz8fb25ueff6ZPnz6ZdpT09fXlySef5Oeff8bLy4v58+c7rVghhOOKFVV4/10N48Yo+PvDqdPw4hCVH2faMJsldDvKWq09qV0novoGZmpXiwaS2nUSKc+uJrXtx6je/miu/Y33wufx+nMIyvXTrilYCCFEvnJoNZJz587RrFkzypcvf8djypcvT3h4ONu2bXOosMWLFxMZGcnhw4eJiYnBbDYzfvx4evXqleXYJUuWsHr1ao4dO8bVq1cB+8oozZo1Y/DgwQQGBmY5J/282bNnc+LECfR6PaGhoQwfPpxatWo5VLMQBUHLFgp168AXE1U2bISZs2DrNpV334YHqsqKJY6wVmtPctU2aGMj8SWZRHywBodlLPdnqdsbS/UOGHZOQb//Z3R/b0R7ehvmkAGkhf8PjEVd/AmEEELkFYdGtkuUKJGj9bP1en2O1h/MzqRJk5g3bx7nz5+ndOnSdz12xYoVnDx5knr16tGnTx+efPJJSpUqxezZs+nSpQvHjx/Pcs7UqVN54403uHbtGn369KFDhw7s3r2bPn36EBkZ6VDNQhQUfn4KYz7S8PGHCsWLwfET8NyLKrPmqFgsMsrtEI0Wa/lGaOr2tC/zd/u62l7FSHt4FMkDF2Op1ALFZsYQOQOfmR3RHfpDtncXQggP5dDIdtu2bVm6dCkJCQkUL14822Pi4+PZuXMnXbt2daiwsWPHUrFiRYKDg5k2bRpffPHFHY+dNGkSRmPWp/1///133nvvPb755hu+/vrrjPbTp08zefJkKlWqxB9//EHRovZRpb59+9K7d2/ef/99li1bhkbjtJURhXBLbR5RCKkH//eFypZt8MOPKlu3wbtvQ6WKMsqdF9QSVUjtNQ3t35swbpqA5vppvP56H+uBXzE98g624DBXlyiEEMKJHEqTr7zyCuXKlePpp59mx44dWd7fuXMnzz77LOXLl3d4u/amTZsSHByco2OzC9oAHTt2BOCff/7J1L5w4UIsFgtDhgzJCNoANWvWpEuXLpw8eVJGt0WhUaKEwrixCu+/o+DrC9FH4dnnVH75TcVqlVHuvGKt0orkgYsxtXoL1eCL9nIUPvP6Y1z+OsrNC64uTwghhJPkaGR74MCBWdr0ej1Hjhzh2WefpXjx4gQFBQFw4cIF4uPjAahXrx5Dhw512YokGzduBKBatWqZ2iMiIgBo1qxZlnOaN2/OwoULiYiIoGHDhnleoxDuQFEUHm0PoSHw6ecqO3fZd6HcshXeGQXly8kod57QGjCHPYOlZlcM2yahO/QH+mPL0Z1cR1rD5zA3eBb03q6uUgghRC7kKGynh9PsqKpKfHx8RsD+r/3796Mo+fePdPrc7ZSUFE6cOMHWrVspV64cw4cPz3Tc6dOn8fHxISAg64YUFStWBODMmTP5UrMQ7iQgQOH/JsDyFfD1tyqHDsMzg1X+9wI81hM0GgndeUH1KYmp3WjM9fpg3DAObWwkxh2T0R9eQFrLN7BU7wD5+L1UCCGE8+QobK9bty6v63CKVatWsXr16ozXtWvX5quvvsqyakpiYiIlSpTI9hrpyxjevHnzrvcqXry4S+Z0O/rAqXBf7tinA/pDmzZWPvgoiR07zUz6RmX7Dh1jP/alXDntvS8AYLFkafLz8wM3/LzO5nCf+jdDrb4M9fASrKtHo0mIxWv5qyiH56PtNAYlqI5zCxU55o5fpyJ3pE89j7v2aY7Cdk7nTrta+kOQN27cICoqiokTJ9KrVy+++eYbmjRp4tR7JSQkOPV6OeHv78/169fz/b4i77hzn3p7wWfjVf5cojBlqsruPRZ6PBbP0CEK3btxz99aKfHx+N3WFh8fj6pz6LnsAsMpfVquJQxcin7PDAy7p8OZnZintsdS53HSmo1A9SnpnGJFjrjz16lwjPSp53FVn+Yk4HvkchvFihUjPDyc6dOn4+XlxVtvvYXZfGubZF9f3zuOXCcmJgJkenBSiMJKURR6dlf4aYZC/XqQkgqff6Xy6hsqly7Lw5N5Su+NuclQkgetwPxgZxRU9Id+x2dGB/SRP4E1zdUVCiGEyAGPDNvpfH19qVevHpcuXcq0IkmlSpVITk4mLi4uyznpc7XT524LISA4SOHrrxSGv6xgNMLuPTBwkMqyFSqqKqE7L6lFy2Lq/DnJT87FWvohlLREjJs+xWd2d7R/b3J1eUIIIe7Bo8M2wOXLlwHQ/edX1+mrjGS3u+XWrVsBaNSoUT5UJ0TBodEo9H5cYeZ0hdq1ICkJJnym8tbbKleuSODOa7bgMFL6zie13RhsPiXRXD+N95//w2vRiyjXTrm6PCGEEHdQ4MN2YmIif//9d7bv/fHHHxw8eJBKlSplGqnu1asXOp2OqVOnZppOEh0dzbJly6hatSphYbKxhBDZqVBe4duvFV76n4JeD9t3woBBKmv+klHuPKfRYqnzOMmDVpIW9iyqRo/u1GZ8ZnfDsOlTSL3h6gqFEELcRlHd9F/H33//PWNjmZiYGI4cOUJoaGhGaA4LC+OJJ57g3LlztG3bltq1a1OlShUCAwNJSEjg8OHDHDlyBF9fX6ZPn05ISEim60+dOpWJEycSHBxM+/btSUpKYvny5ZjNZn766ad7hm1XTcKXBzo8S0Hv01OnVT4Zr3L0mP11yxbw+kiFEiUUlCtX8KtePdPx8TExqKVKuaDS/JOffapcP4Vx02fo/t4IgM27BGnNRmCp/VjW7eKFwwr616nISvrU87jzA5JuG7ZHjRrFokWL7vh+z549mTBhAsnJyUyfPp2IiAhOnz5NfHw8er2e4OBgmjVrxqBBgyhTpky211iyZAmzZs3ixIkT6PV6QkNDGTFiBLVq1bpnfRK2hTN4Qp9aLCpzf4GfZqtYLOBXHF4dqdCm9lUJ2/lEe2qLfev3a/bf8lkDamJ65G1s5WRjLmfwhK9TkZn0qecp8GF74MCBtGjRgueffx6A3bt3U6pUKSpXrpz7KgsoCdvCGTypT4+fsI9ynzhpf9298RXG/VAj0zEStvOQ1Yz+wK8YdkxGMdmnx5mrdyCt5euoxQrG8q3uypO+ToWd9KnnceewnaM52xEREZnmRQ8YMIAffvjB8cqEEB6n2gMKP3yn8MxA0Gpgc9bnj0Ve0uoxhw4kadAqzHWfRFU06GNW4TOzM4bt34A52dUVCiFEoZSjsK3X60lJScnU5qazT4QQLqTXKzz3rIbvpyjctnGryC8+JTC1/YiU/guwlmuIYjVh2DkFn5md0R1dDvK9Wwgh8lWOtnKrWLEiO3bsICIignLlygGQnJzM+fPnc3SToKAgxysUQhQ4NWooTPxcgdWZ2/dEqoQ96pqaChtbQA1SnpiF9vhfGDd/iubGebxWvI51/y+YHnkHW+C9n00RQgiRezmasz179mzGjRuXsT2zqqr33Ko54waKQlRUVO6qdEMyZ1s4gyf3aXarkTR/6CjNupVi2FCFIkVy9j2koHHLPjWnoo+ciSHiBxRLCioKltq9SGv2CmoRz55D7wxu2aciV6RPPY87z9nO0cj2wIEDKVOmDOvWrePixYvs2rWLkiVLFuoHJIUQ909RYNkK2B2p8vab0CDMMwO329F7YQ4fgqVWTwxbvkR/dCn6wwvQxawiLfwlzCH9QWtwdZVCCOGRHFr6r0aNGvTs2ZPx48fnRU0FgoxsC2fw5D7NbmR766JjfPx9SdJnoPXoDi+9qODj4zmhuyD0qeb8PowbxqG9dBgAm19FTA+/hbXyw/afiEQmBaFPxf2RPvU87jyy7dAOki+//DJt27Z15FQhRCFWu5bCT9MVevawv/5zMTzznMr+A/LQXn6yBYWQ0nceqY+Ow+ZTCk38Gbz/fAmvhS+gXD3p6vKEEMKjuO2mNu5ORraFM3hyn95rB8k9kSrjP1O5dMk+mPrEY/DCcwpeXgV7ZLXA9akpEUPE9+j3zkKxmlEVLeb6fUlrMhS8iru6OrdQ4PpU3JP0qedx55HtXIXtK1eusGDBAvbs2cOlS5cACAwMpGHDhvTq1YtSHrx5hYRt4Qye3Kc52a49KUll8hSVpcvtr8uXh3dHKdSuVXADd0HtU+X6GYyb/w/dyXUAqF5+mJqNwFLniUK/9XtB7VNxZ9Knnscjw/bq1at55513SE5OzrLmtqIoFClShE8++YRHH/XMdb4kbAtn8OQ+zUnYTrdjl8qn/6dy5QpoNNDnSRj8jILRWPBCd0HvU+2ZbRg2jkf773QSa6kHSXvkHazlG7m4Mtcp6H0qspI+9TweF7YPHTrEU089hc1mo23btnTr1i1j/e3Y2FgWL17M2rVr0Wg0/Prrr9SpU+f+q3dzEraFM3hyn95P2Aa4cVPl68kqq/5dm7tSJXhvlEKNGgUrcHtEn9os6A/8hmH7NyimGwBYqj2KqeUbqMUL39bvHtGnIhPpU8/jcWF72LBhrF27lq+//pp27dple8xff/3FsGHDaN++PV9//fX93sLtSdgWzuDJfXq/YTvdlq0q//eFyrXr9m3f+/eDZwYq6PUFI3R7VJ+mXMew/Rv0B+ehqDZUrQFzg2dJa/Q86H1cXV2+8ag+FYD0qSdy57Dt0GokkZGRhISE3DFoA7Rr147Q0FD27NnjyC2EEIVUi+YKc35SaNMarDaYNQee/5/K8RPyLHe+8/Ynrc0HpPRfhKV8OIo1DcOu7/CZ2Qld9FLZ+l0IIXLAobB98+ZNypYte8/jypYty82bNx25hRCiECteXOHjDzSM/kjBrzicOAnPvajy02wVi0UCXn6zBVQn9fEZpHT9GlvxcmgSL+G18k28f+uL5uIhV5cnhBBuzaGwHRAQQHR09D2PO3r0KAEBAY7cQgghaP2wwuyZCi1bgNUK02eovPiSyt+nJHDnO0XBWq0dyU8vw9R8JKreB+2F/fj80hvj6ndQEi+7ukIhhHBLDoXt5s2bc+rUKb788kusVmuW91VV5auvvuLvv/+mefPmuS5SCFF4lSih8MlohQ/eUyhaFI7FwOAXVH7+VcVqldCd73RGzI1eIHnQSswPdQdAf2QRPjM7oo/4ASxpLi5QCCHci0MPSF68eJEePXqQkJBA2bJl6dixI8HB9ifUz58/z6pVq4iNjcXPz49FixZRpkwZpxfuavKApHAGT+5TRx+QvJsrV1Q++1xl+07761oPwbtvK1Qo7z4PT3pyn2ZHc+GAfev3iwcBsBWvgKnVm1irtvaYrd8LW58WBtKnnsedH5B0eJ3tY8eO8frrr3P8+HH7hf79ppp+uerVq/P5559T/bZ/bD2FhG3hDJ7cp3kRtsH+PWbFKvh6skpSEhgM8L/nFR5/DDQa14c7T+7TO1Jt6KKXYtjyBZqkOAAsFZuS1moUtlLVXFxc7hXKPvVw0qeexyPDdrpdu3axZ88eLl+2z9crXbo0DRo0oHHjxrm5rNuTsC2cwZP7NK/CdrpLl1UmfKay+98Fj+rVhXfeUggOdm3g9uQ+vae0JAwRP6CPnHFr6/d6T9m3fvf2c3V1DivUfeqhpE89j0eH7cJKwrZwBk/u07wO22Af5V68FL6dopKSCt5eMOR/Cj26uW6U25P7NKeU+LP2rd9P/AWA6lUcU9PhWOr2Bo3OxdXdP+lTzyN96nncOWw79ICkEEK4A0VR6NFNYdZMhZD6kJIKX05UGfm6ysWLMo7gKqpfeVK7fU3K4zOwlqyGkpqA1/oxeM/phfafna4uTwgh8pWEbSFEgRdUVmHSlwqvDFcwGiFyLwx8VmXpMhX55Z3rWCs0IWXAQlJbv4/qVRzt1eN4/zEIryXDUOLPuro8IYTIFxK2hRAeQaNReLyXwk8/KtSpDcnJ8OnnKm+MUomLk8DtMhodlvp9SRq0irT6/VEVLboTa/GZ1RnD1q8gLcnVFQohRJ6SsC2E8CjlyylMnqQwdIiCQQ87d8GAQSqr1sgot0t5+5HW+l1SBizCUqEJitWMIWIaPjM7oov6E1SbqysUQog8IWFbCOFxtFqFp55UmDFdoWYNSEyEseNU3nlP5epVCdyuZCtVjdTHfiSl+7fYildAkxSH16q38f71KTQXDri6PCGEcDoJ20IIj1WposLUyQovPKeg08GWbTBwkMq69RK4XUpRsFZtTfLTSzG1eM2+9fvFg/j82gfjqlGy9bsQwqM4FLbHjx/Pt99+6+xahBDC6XQ6hYH9FX6cplC9GiTcgA9Hq7z/kY3r8RK6XUpnwNzwOfvW77V6AaCPWvzv1u/TwGJycYFCCJF7DoXtn3/+mWPHjjm7FiGEyDNVqyhMm6ow6GnQamHDRvso96YtErhdTfUtjenRT0juOx9r2foo5mSMW7/CZ1YXtMf/AplrL4QowBwK24GBgfKgkRCiwNHpFAYP0jBtqkKVynD9Orz7vsrosTZu3JDvaa5mK1OHlD6/kNrxM2xFSqNJOIf30uF4/fEsmrgYV5cnhBAOcShst23bloiICBITE51djxBC5LkHqytM/15hQD/QaGDNWvuKJdt3SOB2OUXBUrMryYNWkNb4f6haA7qzO/Ge2xPDutGQIrv+CSEKFofC9rBhwwgKCuKFF14gKirK2TUJIUSeMxgUXnxew9TJChXKw9Wr8ObbKuM+tZGYKKHb5QxFSGs2guRnVmCp9iiKasNw4FeKzOiIft9csJpdXaEQQuSIojowH2TgwIGYTCYOHDiAoigEBAQQFBSEwWDIegNFYdasWU4p1p1cv57/oyv+/v4uua/IO57cp8qVK/hVr56pLT4mBrVUKRdVdGcmk8oPP6rM+90+Pbh0AIx6U6FRQ+W+r+XJfepK2rMRGDaMQ3vF/ryQtWRV0h5+B2vFpnl+b+lTzyN96nlc1af+/v73PMahsF2jRo0cH6soCtHR0fd7C7cnYVs4gyf3aUEK2+kOHFQZN0El9rz9dfeuMHSIgo9PzkO3J/epy9ms6A7/gXHrRJTUeAAsVdtgavkGqn/FPLut9KnnkT71PO4ctnWOXHjdunWOnCaEEG6tXl2Fn36E76apLFgEi5dCxG6Vt9+C0JD7H+UWTqbRYqn7JJbqHTDsnIJ+/y/oTq5De3oz5tCnSWv8PzAUcXWVQgiRiUMj20JGtoVzeHKfFsSR7f/au88+yn3xkv31473gfy8oeHndPXR7cp+6G+XqSYwbJ6A7sxUAW5FSpDV/FctD3UFx3p5t0qeeR/rU87jzyLbsICmEENkIDVGYPVOhW1f76z8WwjODVQ4ekvEJd6GWrEpqr2mk9JiCza8CmqQreK1+B+9fnkRzfp+ryxNCCCCXYfvEiROMGzeOPn368Oijj/LZZ59lvLd3715mz55NfHx8bmsUQgiX8PFRePM1DV98phBQCs7FwtDhKt9OtWEySeh2C4qCtcoj9q3fW76BaiiC9tJhfH7ri3HFmyg3L7q6QiFEIedw2J45cyY9evRg9uzZ7N+/n3/++SfL8P348eNZtWpVrosUQghXatzIPsrdqYN9tZJf58Gzz6tERd8K3Faryt59KstXmti7T8VqlTCer7QGzA2eJXnQKsy1H0NFQX90KT4zO6HfORXMqa6uUAhRSDkUtjdu3Minn35KmTJlmDx5Mtu3b8+yo2RoaCglSpSQhymFEB6haFGFd0ZpmDBOoWQJOPMPDBmq8v10G2vX23i8j8rwkSpvjkpk+EiVx/uobNosgTu/qUVKYWo/lpR+v2MNCkWxpGDc/rV96/eYNbL1uxAi3zkUtmfOnIm3tzczZ86kbdu2lChRItvjatSowalTp3JVoBBCuJPmTe2j3O3agtUGc+bCR6MhLi7zcXFx8O4HErhdxRZYi5Qn55La6XNsvmXQ3IjFe9kIvH5/Bk3cUVeXJ4QoRBwK20eOHKF+/fqUL1/+rsf5+/tz5coVhwoTQgh3Vby4wofvaRj9ISj3WBFw0mSZUuIyioKlRmf71u/hQ1G1RnTnIvCe+xjGtR/J1u9CiHzhUNg2m80UKXLvtUyvXbuGVqt15BZCCOH2/PyUe85KuHwZDhzMn3rEHei9SWv6MsmDlmN+sCOKakN/cB5FZnRAv3e2bP0uhMhTDm1qU65cOY4evfuv4dLS0jh27BiVKlVy5BYsXryYyMhIDh8+TExMDGazmfHjx9OrV69Mx5nNZtavX8/69es5ePAgFy/anzx/4IEH6NmzJ08++eQdA/+SJUuYPXs2J06cQK/XExoayvDhw6lVq5ZDNQshCper13J23JUrKiCb4riaWiwYU+cvMdfri3HjOLSXozFuHI/+4DxMD7+NtVJzV5cohPBADo1st27dmtjYWGbOnHnHY6ZPn861a9do3769Q4VNmjSJefPmcf78eUqXLn3H4/755x+GDx/OmjVrqFy5Mn379qVr165cvHiRjz/+mKFDh2Z5eBNg6tSpvPHGG1y7do0+ffrQoUMHdu/eTZ8+fYiMjHSoZiFE4VIy+8dVsvhmCsz4SeXiRZlO4g5s5RqQ0vd3UtuNxuZdAs21v/Fe+Dxefw5BuX76Pwda0Z6NwHZwEdqzEWCzuqxmIUTB5dAOkgkJCXTv3p1Lly7x6KOP0q5dO1577TVatmzJE088wV9//cXSpUspV64cixYtwtfX974L2759OxUrViQ4OJhp06bxxRdfZDuyfenSJdauXUvPnj3x8fHJaE9OTmbAgAEcPnyYiRMn0rFjx4z3Tp8+TefOnSlXrhx//PEHRYsWBSA6OprevXtTvnx5li1bhkZz559FZAdJ4Qye3KcFfQfJnLBa7auO3P5w5H8pyq0FMBQFGoRBl04KzZuB0Sij3S6XegPDrqno981FsVlQNXrMIQOwBjyIcetXaBJvrdNt8y2D6ZG3sVZzbBBJuA9P/t5bWHncDpLFixdn5syZPPDAA6xatYrXX38dgC1btjB8+HCWLFlC1apVmT59ukNBG6Bp06YEBwff87jAwED69euXKWgD+Pj4MGjQIAB2796d6b2FCxdisVgYMmRIRtAGqFmzJl26dOHkyZMyui2EuCetVuGVYXcPzB++Bx+8pxAWag/du/fAh6NVej6hMvFrG8dPyGi3S3kVI63VWyQPXIKlcksUmxlD5Ay8Vr2Fkph5Qxwl8RJeS19Be3yNi4oVQhREDs3ZBqhcuTKLFy9m/fr1bNu2jdjYWGw2G2XKlKFp06Y8+uijLn84Uqezf7zb64iIiACgWbNmWc5p3rw5CxcuJCIigoYNG+Z9kUKIAq1VS4VPRsPEbzKPcJcuDSNeVmjV0h7G27dViD2vsmKlyspVcDnOvgX8HwtVHqyu0rmTQrs29vW8Rf5TS1Qmtef3aE9uwGvJMBQ165QRBRUVBePG8SRXbQMaWQBACHFvDodtAI1GQ9u2bWnbtq2z6nGqBQsWAPYA/V+nT5/Gx8eHgICALOdUrFgRgDNnzuR9gUIIj9CqpX1ayIGDkGoqgpcxiXp17SPf/xUcpPD8YIVnn1HZvQeWrVDZug2OxcCxGJXJU+DhlvbgHVIfNBoJ3vnOUCTboJ1OQUW5eRFtbCTW8o3ysTAhREGVq7DtzubNm8fmzZsJDw+nVatWmd5LTEy840Y86dNebt68edfrFy9e/K5zuvNKTuYGiYLFY/vUYsnS5OfnB576eYE2rdP/ZrznsR072P9cv25j6XITCxeZOH7Cypq1sGatSvlyGnp0N9Kju5EygTKCml9sZ5PJyWOQRUyX0Hrw/8uFgcd+7y3E3LVPcxW2o6Oj+eWXX9izZw+XL18GoHTp0jRo0IA+ffq4bAm9DRs2MGbMGIKDg/m///u/PLlHQkJCnlz3buSBDs/jyX2qxMfjd1tbfHw8qs5jf8YHHOvTrp2hSyeV6KMKy1eorF0PZ8/Z+ObbFL6dmkKjhtC5o330XK+X0e68pMUH7xwcZ132Lqa/d2EOGYgtoPq9TxBuxZO/9xZW7vyApMP/6k2ePJmpU6ditWYeAzh16hSnTp1iwYIFDBkyhGHDhjl6C4ds2rSJ4cOHU7JkSWbNmpXtsoG+vr53HLlOTEwEyPTgpBBC5DVFUXioJjxUU2HYUJUNm2D5CpX9B2DnLti5S8WvODzaXqVzR4UqVSR05wVrcBg23zIoiZdQyPrwqgqg0aHYzOgPL0B/eAGW8o3tK5hUeVjmcQshsnAobP/5559MnjwZHx8f+vXrl7GMHkBsbCzLly/n559/ZsqUKZQvX54ePXo4s+Y72rhxI8OGDcPf35/Zs2ffcTv5SpUqsW/fPuLi4rLM206fq50+d1sIIfKbl5dCx0eh46MKZ8/ZH6pcsQquXoV5v8O831Vq1lTp0kmhbWsoUkSCt9NotJgeeRuvpa+gomQK3Oq/GxOldvoCtUgp9PvmoDv+F7qzu9Cd3YWteHnMIf0w1+oFRhmwEULYOTTpePbs2eh0OmbPns1rr71GjRo18PX1xdfXlwcffJBXX32VWbNmodVqmT17trNrzlZ60C5evDizZ8++a1hOX2Vk27ZtWd7bunUrAI0ayYMvQgjXK19O4cXnNSyYp/DZeIWWLUCrheho+L8vVLr1Uhk73sb+A2q2G3iJ+2et1p7UrhNRfQMztatFA0ntOhFr9fbYgkMxdfmK5MFrSGv4HKqxOJqEsxg3TqDItIcxrP8k8wY5QohCy6GR7ZMnT9K4cWNq1659x2Nq165NeHh4ljWu88KmTZsyBe17bRHfq1cvZsyYwdSpU2nTpk2mTW2WLVtG1apVCQsLy/O6hRAip3Q6haZNoGkThWvXVFatsU8zOfMPrFoNq1arlAuGzp2g46NQqpSMdueGtVp7kqu2QRsbiS/JJOKDNTgsyzQRtVgQaS1eIy38JXTRS9Hvm4326kkM++ei3/8z1sotMYcOwFqhqX1XIyFEoeNQ2Pb19aV48eL3PK5o0aIOb2rz+++/Z2wsExMTk9GWvkZ2WFgYTzzxBCdPnuTll18mLS2NRo0asXz58izXCg4OzrTzZOXKlXn55ZeZOHEi3bt3p3379iQlJWWcO2bMGJesNCKEEDlRooRC3z7w1JNwJAqWLVdZtwHOxcL3P6j88COEN7ZPM2naxB7UhQM0WqzlG6Hx98d6rwev9N5Y6vbGUucJtP9sR793DrpTmzL+WEtWxRwyAEvNbqDPySOYQghP4VDYbtGiBVu3biU1NRUvL69sj0lNTWX37t1Z1rjOqcjISBYtWpSpbe/evezduzfj9RNPPMGVK1dIS0sDyDZog31KyO3bvA8ZMoTg4GBmzZrFr7/+il6vp0GDBowYMcJlq6gIIcT9UBSF2rWgdi2F4S/bH6pctlzl0GHYvgO271Dx94cO7e3Bu2JFCd15TlGwVmyGtWIzlOun0e/7Gf2RhWivnkS79iPULV9hrvM45vp9UYsFubpaIUQ+UFQHJvnFxcXx5JNPUqVKFd5///0s86P/+ecfxowZw8mTJ5k3b162m8cUdK5aXkaWKvIsntynypUr+FXPvCRafEwMaqlSLqoof7hDn545o7J8lcqqVXDtP6XUqW1fQrD1I+DjI8E7p3Ldp6ab6I8sRL/vZzQJZwFQFS3WB9qSFjoAW1CoTDHJZ+7wdSqcy52X/stR2H777beztMXHx7Nhwwa0Wi01atQgODgYsK9GcvToUWw2Gw8//DD+/v6MGzfOgfLdm4Rt4Qye3KcStl3PYlHZsdO+U+XOnWC12du9vaB1a3vwrlPbPkIu7sxpfWqzoj21yT7F5OzOjGZr6Ycwhw7AUr0T6Ay5v4+4J3f6OhXOUeDDdo0aNRwuQlEUoqOjHT7fXUnYFs7gyX0qYdu9XLmqsmo1LF+pcvbsrfaKFaBzJ4VH20HJkhK6s5MXfaqJi7EvHRi9FMVqAsDmUwpL3Scx13sStYjn/UbYnbjr16lwXIEP2+kPJTrKE5fRk7AtnMGT+1TCtntSVZWDh+wrmazfCKmp9natBpo2gc6dFcIbyUOV/5WnfZpyHf2h39Hv/wVN4iUAVK0eS/WOmEMHYguUZ4jygrt/nYr7V+DDtshKwrZwBk/uUwnb7i8pSWX9Bvs0kyNRt9pLloAOj9pHvCuUl9CdL31qNaM78Rf6vXPQXth/qzk4jLSQAVgfaAMahzd9FrcpSF+nImckbHsgCdvCGTy5TyVsFyx/n1JZvlJl9WqIT7jVXq8udOmk8HAr8PYunME7v/tUc/GQfV53zEoUmwUAW9GymOv3xVz7cfD2y7daPFVB/ToVd+bRYdtqtXL9+vWM5feyExTkecsbSdgWzuDJfSphu2Aym1W277CPdu+KANu/D1X6+ECb1vbg/VDNwvVQpav6VEm8jP7Ar+gOzkeTcg0AVeeF5aHupIX0Ry35QL7X5CkK+tepyMojw/a2bdv47rvv2L9/PxaL5c43UBSioqLu+H5BJWFbOIMn96mE7YLv8uVbO1XGnr/VXrnSvw9Vtgd/P88P3S7vU4sJ3dHl6PfNQRt39FZzxaaYQwZgrdwSFNmI7X64vE+F03lc2F69ejUjR47EZrPh7+9PUFAQPj4+dzx+zpw593sLtydhWziDJ/ephG3PYbOp7D9gD90bNkH6LzJ1Omje1B68GzUErdYzg7fb9Kmqojm3G8O+OWhPrkdR7b92sPlVxBzSH3OtnmAo4uIiCwa36VPhNB4Xtrt27crJkycZPXo0vXr1KpRbm0vYFs7gyX0qYdszJSaqrF1nn2Zy9Nit9oBS0LGDfe3u4GDPCt3u2KdKQiz6/T+jP/wHiukmAKrBF3PtXpjr90f1K+/iCt2bO/apyB2PC9t169YlJCSEWbNmOVSYJ5CwLZzBk/tUwrbnO3FSZfkKldV/wY0bt9pD6t96qNJoLPjB2637NC0JXdRiDPvmorl+CgAVBWvVR+xTTMo3lt0ps+HWfSoc4s5h26F1hEqVKpWjiwshhPBcD1RVGDFMYciLKlu22aeZ7N4D+/bDvv0qX02Ctm1VunRUePDBwvVQZb4xFMFSvy+Wen3Qnt5m3yjn9BZ0J9ejO7kea6nqmEMGYKnRBfRerq5WiELJobDdoUMHlixZgslkwmg0OrsmIYQQBYjBoNDmEWjziMLFSyorV8GKlSoXLsKfi+HPxSpVq0KXTtC+LRQvLqHb6RQN1sotsFZugXLtb/T75qI/8ifaKzFo/3ofdcsXmOs+ibneU6hFA11drRCFikPTSFJSUhgwYABFixbl448/pkKFCnlRm1uTaSTCGTy5T2UaSeFms6ns3Wef2715M6SZ7e16PbRobp9mEhZaMB6qLLB9mnoD/eEF6PfPRXPDvpyMqtFhqdYec8gAbEH1XVufCxXYPhV35M7TSBxe+i8xMZE+ffpw6tQpgoODCQwMzPZXhIqieOTcbgnbwhk8uU8lbIt0N26o/LXOPs0k5vit9sBA6NQBOnVQKFvWfUN3ge9TmwXtyfUY9s5BG7sno9lapq59ikn19qA1uLDA/Ffg+1Rk4XFh+9KlSzzzzDOcPn2ae52uKArR0dH3ewu3J2FbOIMn96mEbZGdmOMqy5arrFkLiYn2NkWBsFD7EoItm7vfQ5We1Keay9H2ed1Hl6FY7b9usBUJwFzvKcx1nwSfEi6uMH94Up8KO48L26+88gqrVq2iadOm9O/fn/Lly991ne3g4OD7vYXbk7AtnMGT+1TCtrgbk0ll81ZYtlwlcu+t9qJF7fO6u3RSqFbNPUK3J/apknwV3cF56A/8iibpCgCq1oClRhfMoQOwBdRwcYV5yxP7tLDzuLDduHFj/Pz8WLFiBVqt1qHiCjoJ28IZPLlPJWyLnLpwQWXFKpXlK+Hy5Vvt1avZR7vbtYViRV0XvD26T61p6GJWo987B+2lQ7eayzUkLWQA1qqtQeN5/857dJ8WUu4cth1ajcRms1GrVq1CG7SFEEI4T9myCoMHKTwzUGVPJCxfqbJlK8Qch5hJKt9OgVatVDp3VAgNAY3GPUa8PYLWgKVmVyw1uqC5sN8+xSRmDdpzu/E+txtbsWDM9fthrv0YeBVzdbVCFEgOhe169erxzz//OLsWIYQQhZhWq9C4ETRupBAfb5/XvXyFysm/4a+18NdalbJloXNH+26VgaUldDuNomALCsEUFEJay4voD/yK/uB8NDdiMW7+DMOOyZgf6oE5pD9qicqurlaIAsWhaSRHjhzhqaee4r333qN37955UZfbk2kkwhk8uU9lGolwBlVVOXbMvoTgX+sgKcnerijQsAF06azQvKl9re+8Umj71JyK7uhS+xSTq7eWkbFUaoE5dCDWis0K7O6UhbZPPZg7TyNxKGz/+eef7N+/n3nz5tGgQQOaNm1KYGAgGo0m2+N79Ohxv7dwexK2hTN4cp9K2BbOlpqqsmmzPXjv23+rvXgxaN/OHryrVnF++Cv0faqqaM/uQr9vDtqTG1CwxwZbiSqkhfTH8lB30N95kQR3VOj71AN5XNiuUaMGiqJkLPt3py14VVWVpf+cSL45eB5P7lMJ2yIvnTtnf6hy5SqIu3KrvWYN6NxRoW0b8PV1TvCWPr1Fif/n390pF6Kk2X/NoBqLYa79OOaQvqjFCsbqY9KnnsfjwvY333xzx4CdnZdffvl+b+H2JGwLZ/DkPpWwLfKD1aoSsds+2r11G1it9najER5uZV9CsH69Ow8K5YT0aTZMieiPLLLvThlvf4ZLVTRYq7YhLXQAtuAGbj3FRPrU83hc2BYStoVzeHKfStgW+e36dZXVf9mD9+nTt9qDg+xLCHZ8FAIC7j8ASp/ehWpDe2oT+r1z0P2zI6PZWrqmfXfKBzuBzujCArMnfep5JGx7IAnbwhk8uU8lbAtXUVWVI1H2JQTXroOUFHu7RgONG9lHu5s2Ab0+Z8Fb+jRnNFeOo983F130EhRLKgA2n5JY6j6JuV4f1CIBLq7wFulTzyNh2wNJ2BbO4Ml9KmFbuIOUFJUNG+2j3Qdv7dmCnx90aG8f8a5cKfvQbbWqHDgIqaYieBmTqFfXvjyhuIeU6+gP/YF+/y9oEi8CoGr0WB7sgDlkILYytV1coHydeiKPC9sDBw7M8bGKojBr1qz7vYXbk7AtnMGT+1TCtnA3/5xVWb5CZdVquHrtVnuth+yj3W1ag4+PPUxv2qwy8RuVuLhbxwUEwCvDFFq1lMCdIzYL2hNrMeydg/b83oxma9n6mEMHYnmgLWj1LilNvk49j8eF7Ro1atz7wv+uViKrkTiPfHPwPJ7cpxK2hbuyWFR2RsDy5Srbd4DVZm/38oLWD0NwMPzw453P/2S0BO77pbl0BP3e2eiOrUSxmQGw+ZbBXL8v5jqPg/e9A4szydep5/G4sB0bG5ttu81m4+LFi2zdupXZs2fTt29f+vbtS3BwwVgK6H5I2BbO4Ml9KmFbFARXr6qsWmOfZnL2bM7OKV0afv9VkSklDlCS4tAfmIfu4G9okq8CoOq8sNTsijmkP7ZS1e9xBeeQr1PP43FhOyd27NjBc889x8SJE2nXrl1e3MKlJGwLZ/DkPpWwLQoSVVU5dBhmzVHZFXHv47/+SiE0RMK2wyxp6I6tQL9vNtrLt377bakQjjlkINYqrUDJfqM8Z5CvU8/jzmE7z/5PbtKkCbVr12batGl5dQshhBDCKRRFoW4dhQ6P5ixA/3fOt3CAzoClVg9S+i34//buPK6qav//+Gsze8AEFcy0K+lPrChLEDNzSL1ZaZbZV8GczaHBMvs2m2ndTL237tU0xxzSRAXTq3lLTTNTuw6B3wzDcE7JsVCBI+PZvz+Qk4gD4jlwOLyfj0cPZe3F3mufT8j77LP22li7zyevYQdMwwOvX7dQZfmzWGY/jHfiPMjOKO+Rilw3571tBGrVqsXevXudeQgRERGHqVG9ZP28vLSQl0MYBra6TcnqPBHrU2vIaToA0/cGPM78iu+3Y/GfeT8+69/HSDtU3iMVKTWnhe2srCySkpLw8fFx1iFEREQc6q7GBauOXM3fxsD0mTbS0xW6HcW8oQ45rV8hc/B6stqPwla9AUZOJj475mOZ8zB+/34Wz1//C1qxWCoYr9J802+//XbZbVarlYMHDzJ79myOHj1Kp06dSj04ERGRsuTpafDi8zDi7csHupvrwuEjMH8BLFtu0utJ+J+u4OenOdwO4W0h764Y8hpH43noe7x3zMPrwHd47V+P1/715NdoSG6TXuTd1hm8q5T3aEWuqtRL/xnGlf9RMU2TW265hU8//ZSQkJBSD9BV6QZJcQR3rqlukJSK7FLrbIeEwLChBq1bwabNMOMTkwMHC7bVqAH9+xo80hG8vBS6Hc1IO4D3jgV471qGkWsFwPSrRu6d3cm9uwdm1drXtD/9nLofV75BslRhu3fv3pfd5uPjQ3BwMFFRUTzyyCP4+vpe6+4rBIVtcQR3rqnCtlR0V3uCZH6+yZq1MGu2ybHjBW1168DAAQbt2oKHh0K3w2Wn4530Od7/twCPM0cAMA1P8ho+QG5EH2y174arXAwE/Zy6I7cL26KwLY7hzjVV2BZ3cbWa5uSYrFgJc+eZnD5d0Nbw/8GQQQb3NOOqnwRLKdjy8dz/Ld475uN1eKu9Ob/WHeQ26U1eo4fA8/L3jOnn1P0obLshhW1xBHeuqcK2uIuS1tRqNYlbArGLTKwFMx24+66C0H3nHQrczuJx8peCp1PuXomRnwOAzb8muY1jyLsrBtNS48/Otnw8UxMIwEoGFvLrRIKHZzmNXBxJYdsNKWyLI7hzTRW2xV1ca01Pnzb5LNZk6TLIKXgyOS3vg8FPGdSvr9DtNNY/8P4pDu//W4hH5gkATE9v8hp1IjeiN8aZI/iuH4tHxjH7t9gCbiS77RvkN+xQXqMWB6nwYXvy5MnXNZChQ4de1/e7IoVtcQR3rqnCtriL0tb0+AmTOXNNvlwFNlvBVOIOD8BT/Q1uqq3Q7TT5uXjtWYN34jw8j+20NxeGnQtfefP8V1mdJyhwV3AVPmwXrj5yLRfBL5yjlpycfIWeFZPCtjiCO9dUYVvcxfXW9NAhk5mzTb7dUPC1lxd0eRT69DKoXl2h25k8jv6Id8I8vFK+5HKvtAmYVaqT9dgUTN8A8LFgevuDjwU8SrVCspQDVw7bJfq/6KWXXrqmA584cYIlS5aQlZVV6htDli9fTkJCAklJSaSkpJCbm8vYsWPp2rVrsb7Jycl89dVX7Nq1i127dpGWlkazZs2YP3/+FY+xYsUK5s2bx969e/H29iYiIoIXXniB8PDwUo1ZRETkYvXqGbz3jkHybpPpM01+SIAlS+E/X5p072bSI9ogIECh2xlste8i765ovFO+vGwfAzDO/YFlUUyxbaanD/j4Y3pbML0tBX/3sYC3BfN8e+HfC0K65TL9/Qv6eFcBw6kP7xYXVKKwPXjw4BLt7NSpU0ybNo34+Hiys7MJCAigb9++pRrYxIkTSU1NJSgoiJCQEFJTUy/bd+3atUyfPh1vb29uueWWEr2zmTp1KhMmTKBOnTrExMSQmZnJf/7zH2JiYpg7dy6RkZGlGreIiMil3HarwYQPDX5IKAjdybvh0/kFD8bp3RO6dgFfX4VuRzMyT169E2DzC8TAhBwrhq1gsr2RnwPncjDOOe6KqelV5XzwthQE8YtCe0FIt/zZx9tyxf54+ZVouUO3df6mV9thK54uetOrQz4f+eOPP5gxYwaLFi0iOzsbi8VC//79GTBgADfccEOp9vnee+9Rr1496tSpw4wZM/jwww8v2/ehhx6iXbt2hIWFcfr0aVq2bHnFfR88eJDJkycTGhrKkiVLqFq1KgBPPvkk3bt3Z+TIkaxcuRIPD737FBERx2oaaRAZAd9tLHgwzqFf4eOpJvFLoH9fePghPRjHkUz/4BL1y+48kfybmxV8kZ9TELpzMzFyrJBrxcjJPP+nFc63G7lWyMk8/2dBf8632/sX9jFtABh55zDyzjnu/DCKTH0pcnXdflX9EmG+WP8/r8Lj6V0hArznnjX2m17zgSq45k2v1xW209LSmDlzJgsXLuTcuXNYLBYGDx5M//79CQwMvK6BtWjRosR9GzZseE37Xrp0KXl5eTzzzDP2oA1w22238cgjj7B06VISEhKIioq6pv2KiIiUhGEYtGkN97WA1V/DrDkmJ07A+A9MFi6GQU/B/W20Rrcj5NeJxBZwI0bG8YIr1xcxMTCr1iq4IlrI0weq+GBWCbzEd5SCaUJetj20G7kXBPhi4fx8mz3cX9T/fOAvfJJmwdX4zIJtmY4YLJgeXn9eOb/w6vpFYd4e4C8I85fr7+j575571uD3xYtwUYWMjOP4ffGiS930WqozP3PmDLNmzeKzzz7DarVSpUoVBg4cyFNPPVWiieLlbdu2bQDcd999xba1bNmSpUuXsm3bNoVtERFxKi8vg04Pw1/bwb9XwLz5Jr8ehpGjTRqFwdODIaqpAvd18fAku+0b+H3xIiZGkcBduBpJ9v1vOHfqgWGAtx94+2FaqjsowNsg91zxq+uXCeeFfa54NT4vq2C4tjzIPouRfdYRIy0YrqdPqafKFJv/7umL7/r3+bOCfzIwMTHw/XYs1gbtXWJKyTWF7fT0dHvIzsjIoEqVKvTv359BgwZRvXp1Z43R4Q4ePIjFYiE4uPhHS/Xq1QPg0KFDZT0sERGppHx9DaK7wSMdYVGcyaI4+CUFhr9sEhlhMmSQwe23KXSXVn7DDmR1noDv+rEYF6yzbVatRfb9rjXloMQMj/MB1B/8gx0T4G15BQH+wqkyF0+HKfyzMKhfNLWm6BSbi+a/5+dgZJ12xEivyMDESD+GZ2rCn1ODylGJwnZGRgZz5sxh3rx5pKen4+fnR79+/Rg0aBA1atS4+g5cTEZGxmXfHAQEBAAFbyyupFq1auUyp7sifHIg18Zta5qXV6wpMDAQ3PV8L+C2Na3EyqqmQUHw8kvQv6+NGbPOsTgui4REGPyMyV/be/PC0Co0qK/l6EqlWTRm0//BPLQF0k9A1RC86jXH1wWufLozMy8HcjIhJwOyMzFzrPa/k5OJmZNRsN3+deHfz7fnZGKe31bQL6Pgqn4JBGDFwwX+PS7RT2zbtm3JyMjA19eXPn36MHjwYGq6+Vq5V3PmzJkyP6bW73U/7lxT4/RpAi9qO336NKaXewcFd65pZVUeNfXwgKcHQZfOBrPnmqxaA2vX5fDN+hweehAG9DO4sZaudJdK4O0E3XJfQU3POG6ahFxNAPgEgM917sY08Ty4mSrLBl21awYW8p38s+uwdbbT09MxDIOcnBxiY2OJjY29poEkJSVdU39nCwgIuOyV64yMDIAiN06KiIiUhxtvNHjzdYOYaJOZs0w2boIvv4Kv15o8/phJ714GQYEK3VKJGAb59e699ptey1GJ50GYponNZiMvL++a/3M1oaGhWK1WTp4svvZm4VztwrnbIiIi5a3+LQZj3/Ng2scGTe6G3FyIWwLde5jMnmtitTpkxq5IxXD+plcofotkmd30eg1KdGV79+7dzh5HmYqKimLHjh1s3ryZLl26FNm2adMmAJo1K/8J9SIiIhe6I9zgo3/B9h9g2kyTlBSYPddk6TLo0wu6PAY+PrrSLe6vIt306t6TJy+ja9euzJ49m6lTp9K+fXv7lJHk5GRWrlxJgwYN9ARJERFxSYZh0CwKmkbCt98VPBjnyBH46GOTxUvgqX7wYAfw9FToFveW37AD1gbt8UxNIABrwRxtF3yCpGGapkt+9hQfH09CQgIAKSkp7Nq1i4iICPv0jsjISLp16wbAvn37mDlzJgBZWVl89dVX1KxZk1atWtn3N27cuCL7v/Bx7R06dLA/rj03N7dEj2svjxugdOOV+3HnmhqnThEYFlak7XRKCqab31ztzjWtrFy9pnl5Jl+uKrjCfepUQVtoKAx6yqB1Sz0Y51JcvaZy7cqrpiW5QdJlw/brr7/OsmXLLrv98ccftwforVu30qdPnyvu75dffinWtmLFCj799FP27t2Lt7c3ERERDBs2jPDw8KuOT2FbHMGda6qwLe6iotQ0O9vk82Uwf4FJ4RoAt90Gzww2iGiiwH2hilJTKTmFbTeksC2O4M41VdgWd1HRapqebrJwsUncEsgqeCAgUU1hyCCDWxspdEPFq6lcnSuH7bJ/KouIiIg4TdWqBoMHerB4gcETj4OXV8ENlQOHmIwcbePXX3WNTaQsKWyLiIi4oRo1DIYP8yB2vsGDHcAwYP230Lufyfh/2DhxQqFbpCwobIuIiLixm2objHzTg7mzDO5rAfk2+OI/ENPT5OOpNs6cUegWcSaFbRERkUqgQX2D8e97MHWywV2NIScXFi6G7k+azJ2nB+OIOIvCtoiISCVy5x0Gkyca/GO8wf9rAJmZ8Mlsk+ieJp8vNcnNVegWcSSFbRERkUrGMAzuvcdg9kyDUSMN6twEaWnwr49MnuxtsmqNSX6+QreIIyhsi4iIVFIeHgYPtDdYMM/g5eEGNarD0WPw3vsm/QeabNpsohWCRa6PwraIiEgl5+Vl0OUxg8WxBk8PNggIgP0H4PURJs8MNfm/HxW4RUpLYVtEREQA8PMz6PWkQdxCg15Pgq8vJO2CocNMXn7Nxp49Ct0i10phW0RERIq4oarB04M9WBxr0OUx8PSELVuh/yCTUe/aOHJEoVukpBS2RURE5JJq1jB4ebgHCz41+Gv7grZ130DPviYf/NPGqVMK3SJXo7AtIiIiV1S3rsHokR7MmWlwb3PIz4d/r4DoniZTp9s4m67QLXI5CtsiIiJSIg0bGvxjnAeTJxrceQdkZ8OChdC9h8n8BSZZWQrdIhdT2BYREZFrcvddBlMmGYx736D+LZCRAdNnFjwYZ9lyk7w8hW6RQgrbIiIics0Mw6BlC4M5nxiMfNOg9o3w++/w4b9MevYx+Xqdic2m0C2isC0iIiKl5ulp8GAHg9j5BsOHGVQPgtTf4J2/mQwYZPLfLXowjlRuCtsiIiJy3by9DZ543GDRAoNBTxn4+8PeffDK6yZDh5ns/EmBWyonhW0RERFxGIvFoG9vg7hYgx7R4OMDP+6EZ583efUNG3v3KXRL5aKwLSIiIg5XrZrBc894sOgzg86PgKcHfP9f6D/Q5G9jbKT+ptAtlYPCtoiIiDhNSIjBay97MP9Tg3ZtwTRh9dfQs4/Jvyba+OMPhW5xbwrbIiIi4nR/udng3VEefDLdoFkU5OXB58ug+5MmMz6xkZGh0C3uSWFbREREysytjQz++Q8PPvqXwe23QVYWzPusIHTHLjLJzlboFveisC0iIiJlLqKJwfQpBu//zSA0FM6ehSnTTGJ6mqxYqQfjiPtQ2BYREZFyYRgGrVsZfDrLYMTrBrVqwclT8PcPTHr1M1m3Xg/GkYpPYVtERETKlaenwcMPGSycb/DCUIPAanDkCIx6x2Tg0ybbtuvBOFJxKWyLiIiIS/DxMej+PwZxCw2e6m9gsUBKCrz0ismwl0x2/azALRWPwraIiIi4FIvFoH9fg8WxBtHdwNsbEnfAkGdN3njLxv4DCt1ScShsi4iIiEsKCjR4/jkPFn5m0KkjeHjAxk3Q7ymTMWNtHDum0C2uT2FbREREXNqNtQzeeNWDeXMM7m8NNht8tRp69DaZOMlGWppCt7guhW0RERGpEELrGbz3rgczphpERkBuLsR/XrBG96w5NjIzFbrF9Shsi4iISIVy+20GE//pwb8+MLi1EZw7B3M+he49TBbH68E44lq8ynsAIiIiIqUR1dSgaSRs+A5mfGLy62GY9LHJ4ngY0A8e6gBeXoa9f36+yY87ISs7Gz9fk7saFyw7KBVXRaipwraIiIhUWIZhcH8baHkfrFoNs+eanDgB4/5usnARDB4IrVvBdxthwiSTkycBMgAIDoYXn4c2rV0rnEnJbPjOrBA1NUytEl8qaWlpZX7MoKCgcjmuOI8719Q4dYrAsLAibadTUjBr1iynEZUNd65pZaWaVizZ2SbLlsP8z0zOnC1oq1MHUlMv/z1j3jVcKpzJ1W34zmTE25ePsGVV06CgoKv20ZxtERERcRu+vgYx3QvW6O7XB/x8rxy0ASZONsnP17XHiiI/v+CK9pW4Uk01jURERETcTkCAwcABBmENbbw58sp9T5yA4S+bBAW5RjiTK0tL4/zUkcs7cQJ+3AkRTcpmTFeisC0iIiJuKzvHAK4eohN3OH8sUrZ+/6O8R1BAYVtERETcVo3qJevXtQvUrat52xXBkSMmS/999X4lrb2zKWyLiIiI27qrccEKFVeadhASAsOeN1xuyTi5tPx82LjZvGpN72pcdmO6Et0gKSIiIm7L09PgxeevHKKHDVXQrkgqWk0VtkVERMSttWltMOZdg+Dgou0hIVr2r6KqSDXVNBIRERFxe21aG7S8j/NPG/THzzfTJZ82KCVXUWrqsmF7+fLlJCQkkJSUREpKCrm5uYwdO5auXbtesn9GRgaTJk1izZo1nDx5kpCQEB588EGGDh2Kv79/sf42m40FCxYQFxfHoUOHsFgstGjRguHDh3PzzTc7+/RERESkjHl6GkQ0gaAgX9LSrOU9HHGAilBTlw3bEydOJDU1laCgIEJCQki9wor0VquVXr16kZycTMuWLenUqRPJycnMnj2b7du3s2DBAnx9fYt8z9tvv018fDwNGzakd+/enDhxgq+++orNmzezePFiQkNDnXyGIiIiIuLuXDZsv/fee9SrV486deowY8YMPvzww8v2/eSTT0hOTmbQoEG8/PLL9vYPPviAmTNnMnfuXIYMGWJv37JlC/Hx8URFRTF79mx8fHwAeOSRRxg8eDB/+9vfmDVrlvNOTkREREQqBZe9QbJFixbUqVPnqv1M0yQ+Ph6LxcKzzz5bZNuzzz6LxWIhPj6+SHvh18OGDbMHbYA2bdrQrFkzNm3axG+//eaAsxARERGRysxlw3ZJHTx4kBMnThAREYHFYimyzWKxEBERweHDhzl69Ki9fevWrfZtF2vVqhUA27Ztc+7ARURERMTtVfiwfejQIYDLzrEubD948CBQML/75MmT1K1bF09Pz2L969WrV2S/IiIiIiKl5bJztksqPT0dgICAgEtuL2zPyMi4pv6F/S6nWrVqeHiU/XuVoKCgMj+mOJfb1jQvr1hTYGAguOv5XsBta1qJqabuRzV1P65a0woftsvLmTNnyvyYQUFBpKWllflxxXncuabG6dMEXtR2+vRpTC/3/mfHnWtaWamm7kc1dT/lVdOSBPwKP42katWqwJ9Xri9W2F54xbqk/Qv7iYiIiIiUVoUP24VzrAvnZF+ssL1w7rbFYiE4OJgjR46Qn59frH/hXO3C/YqIiIiIlFaFD9uhoaGEhISQmJiI1Vr0yUFWq5XExETq1q1L7dq17e3NmjWzb7vYxo0bAYiKinLuwEVERETE7VX4sG0YBt26dcNqtTJlypQi26ZMmYLVaqV79+5F2gu/njhxIjk5Ofb2DRs2sG3bNlq2bFmiNb5FRERERK7EZe9Uio+PJyEhAYCUlBR7W+H615GRkXTr1g2AgQMHsm7dOmbOnElycjK33347P//8M5s2beLOO++kb9++RfbdvHlzunXrRnx8PF27dqVNmzacPHmSL7/8ksDAQN56660yPFMRERERcVcuG7YTEhJYtmxZkbbExMQiUz8Kw7bFYuGzzz5j0qRJrFmzhq1btxIcHMyAAQN47rnn8PPzK7b/d999l7CwMOLi4pg3bx4Wi4UHHniA4cOH85e//MW5JyciIiIilYJhmqZZ3oMQEREREXFHFX7OtoiIiIiIq1LYFhERERFxEoVtEREREREnUdgWEREREXEShW0RERERESdx2aX/Kqrly5eTkJBAUlISKSkp5ObmMnbsWLp27XrJ/j/++CPTpk0jMTGRzMxMbrrpJjp16sSQIUOKLVmYnJzM6tWr+f777zl8+DDp6enUqlWLVq1a8cwzz1CrVq1LHuOLL75gwYIF/PLLL5imSYMGDejZs+dlxyRFObOm+/fvZ/bs2SQlJXHs2DEyMjIICQmhYcOG9OvXj3vvvfeSxzhw4AATJkxgy5YtnDt3jtDQUGJiYujRoweGYTj8NXA3rlbTb775hs2bN7Nr1y52797NuXPnGDp0KM8//7xTzt9duVJd09LSWLNmDevXr2fPnj0cP34cf39/+7MfWrVq5bTXwZ24Uk2h4GF4O3bs4MCBA6SlpVGlShXq1KnDo48+SnR0NFWqVHHK6+BOXK2mF/vyyy8ZPnw4AP/85z/p1KnTdZ+zwraDTZw4kdTUVIKCgggJCSE1NfWyfdesWcPw4cPx8PCgQ4cOBAcHk5iYyJQpU9iyZQuffvopPj4+9v6jRo3ixx9/pHHjxnTq1Alvb2927tzJwoULWbVqFQsWLKBBgwZFjjFu3DjmzJlDcHAwnTt3xsvLiw0bNvDGG2+wZ88eXnvtNae9Fu7CmTVNSUnh66+/5u6776ZJkyYEBARw/Phx1q1bx7fffsuLL77IM888U+QYe/fuJSYmhqysLB5++GFCQkLYsGED77zzDvv27WPkyJFOey3chavVdM6cOWzbto2AgABCQkI4dOiQ087dnblSXVetWsXo0aMJCQnh3nvvpVatWhw7dow1a9awceNGXnnlFQYOHOjU18MduFJNARYsWEC9evW47777qFGjBpmZmWzbto2xY8eybNkyFi1apMB9Fa5W0wudPHmSd955B4vFgtVqddxJm+JQmzdvNo8cOWKapmlOnz7dDAsLMz///PNi/c6dO2c2b97cDA8PN3/66Sd7u81mM9955x0zLCzMnD59epHvmTdvnnnw4MFi+yo8zqBBg4q079y50wwLCzMfeOABMy0tzd6emZlpPvHEE2ZYWJiZmJh4PadbKTizptnZ2abNZiu2r2PHjpn33nuvGR4ebp45c6bItp49e5phYWHmt99+W2Q/Tz75pGpaQq5W0+3bt5sHDhwwbTabuXLlSjMsLMz86KOPHHGqlYor1fX77783161bZ+bn5xfpv2/fPjMyMtIMDw83jx07dl3nWxm4Uk1N0zSzsrIuOc6XX37ZDAsLMz/77LNrPsfKxtVqeqEhQ4aYbdu2NceNG2eGhYWZK1euLO1pFqE52w7WokUL6tSpc9V+O3bs4I8//qB9+/bccccd9nbDMHjxxRcBWLRoEeYFzxzq3bs39erVK7avp556Cj8/P7Zv316kfd26dQD07duXwMBAe7vFYuHpp5+2H0OuzJk19fHxueS0j1q1ahEREUFubi6//fabvf3AgQNs376de+65hzZt2hTZz7BhwwCIi4u75nOsbFyppgBNmzYlNDRUU4CukyvV9d5776Vdu3Z4eBT9NVu/fn06duxIbm4uO3bsuNZTrHRcqaYAvr6+lzz+Qw89BKBPpUrA1WpaaOnSpaxfv54xY8ZgsViu8ayuTGG7nJw8eRKAunXrFtt2ww03UK1aNVJTUzl8+PBV92UYBl5eXnh6ehZpP3Xq1GWPUdi2ZcuWax67XJoja5qWlsaPP/5IlSpViuxv27ZtALRs2bLY90RGRmKxWIq96ZLSK4uaStkr77p6eXkV+VOuX3nXdMOGDQA0bNjwGkYtV1KWNT169Cjvv/8+0dHRJZrXfa30k15OgoKCADhy5Eixbenp6Zw5cwYouJL5l7/85Yr7WrVqFRkZGfZ31iU5RmHbsWPHOHfunOaYOcD11PTAgQOsXLmS/Px8Tpw4wTfffEN6ejqjR48mICDA3u/gwYMAl/yEw9PTk7p167J3717y8vL0i9wByqKmUvbKs64ZGRmsXr0aX19fIiMjHXA2AmVf05kzZ5KVlcXZs2dJTEwkKSmJli1b0qVLF8eeWCVWVjU1TZMRI0YQEBDAq6++6pRz0W/jchIREUFAQADr1q3j559/5vbbb7dvmzhxov3v6enpV9zP0aNHGTNmDH5+fvZpBIVat27NjBkzmDdvHp07d+aGG24A4Ny5c8yYMaPIMRS2r9/11PTgwYNMnjzZ/rXFYuH999/nscceK9IvIyMDgKpVq15yDP7+/thsNjIzM6lWrdp1nY+UTU2l7JVnXUeNGsWpU6d44YUX7GFCrl9Z1/STTz7h9OnT9q8fffRRRo8ejbe393WeiRQqq5ouXLiQzZs388knnzjtQojCdjnx9/fn9ddf56233iI6OpoHH3yQ4OBgduzYQVJSEvXr12f//v3F5vtdKC0tjcGDB/P7778zfvx46tevX2R7VFQUjz32GMuXL6djx460a9cOb29vNmzYQH5+PlWrViU9Pf2Kx5CSu56atm3bll9++YWcnBxSU1OJi4vjtdde46effuKtt94qh7MRUE3dVXnV9cMPP2TlypW0atXKft+MOEZZ13Tr1q1AwVSHLVu28MEHH9C9e3dmzZrFjTfe6NRzrSzKoqaHDx/mH//4B0888YRTl+NUyipH3bp1Y8aMGdx9992sW7eO2NhYvLy8mDt3rn2aQPXq1S/5vWlpafTr1489e/YwevToy74DHzduHCNGjKB69eosW7aMFStWcOedd7JgwQLy8/Px8vLSFVAHup6aQsHNHbfccguvvfYaPXr0YP78+fa5gID9XfflPvHIzMzEMAz8/f0deFaVm7NrKuWjrOs6YcIEZsyYQfPmzZk8eXKxe2zk+pXHz2rhsrqTJk1i7969jBs3zqHnVNk5u6ZvvvkmVatW5Y033nDqeejKdjlr06ZNkVUlCr366qt4eHgQHh5ebFth0N69ezdvv/02MTExl92/h4cHffr0oU+fPkXajxw5gtVqJTw8XB97OVhpanop9913H7GxsWzbts2+v9DQUODSd7zn5+dz5MgR6tatq/naDubMmkr5Kau6TpgwgalTp9KsWTOmTZtW7EEc4jjl9bPauHFjqlWrZr+JXRzHmTVNTk4mPT2dpk2bXvJ7XnrpJV566SXeeOMN+vXrV+pz0G9kF5SQkEBqaipt2rQpNjf3wqA9cuRIevbsWapjfPHFFwB07NjxuscrV3elml7OiRMngKIrFkRFRQGwadMmBg8eXOwYVqu12I2y4hyOqqm4FkfX9cKgPWPGDN0fUw7K4mc1MzOT9PR0goODSz1OKTlH1bRLly6cO3euWN+ff/6Zn3/+mXvuuYebb76ZsLCw6xqv/sUvRxkZGcUm4x8/fpy33noLLy+vYjc8nj59mv79+7N7925GjBhBr169SnWMH374gRkzZlCnTp0rXhWXa3etNU1KSiI8PLzYuqCpqan2m1hbt25tb69fvz5RUVFs3bqVDRs22N+d5+Tk2G8Y6datm8PPqzJzdk2lfJRFXSdOnMjUqVNp2rQp06dPV9B2MmfX9PDhw1StWrXIcysAcnNzef/997HZbPrEysGcXdPLzcmfNGkSP//8M9HR0XpcuyuKj48nISEBKHhsaGFb4UdLkZGR9jA0b948VqxYQWRkJDVq1ODo0aOsW7eOrKwsxowZU+yjkeeff57k5GTq16/PmTNnmDRpUrHj9+3b177qCMALL7xAVlYWjRo1IiAggJSUFL777juqVavGxx9/rCXISsCZNR0/fjyHDh3irrvuonbt2nh4ePDrr7/y3XffkZuby4ABA4otDzZq1Ch69OjBc889R8eOHQkODmbDhg3s2bOHXr16ERER4eyXpMJztZquXbuWtWvXAn8uc7V27Vr7Y4zr169f7JMMKc6V6rp06VKmTJmCl5cXjRs3ZtasWcXG26xZM+655x6nvBbuwpVqun37dkaNGkVkZCQ333wzgYGBnDp1iu+//55jx47RoEEDhg8fXhYvS4XmSjUtKwrbDpaQkMCyZcuKtCUmJpKYmGj/uvB/oiZNmrB9+3bWr1/P2bNnCQwMpE2bNgwaNKjIEjeFCn/x7t+/v8iSNhd6/PHHi4Tt9u3bs2zZMr744guysrKoXbs2vXr1YsiQIdSsWfO6z7cycGZNe/bsyVdffcWuXbvYtGkTubm5VK9enbZt29K9e/dL3h3dsGFD4uLimDBhAhs2bMBqtRIaGsrbb7/Nk08+6eCzd0+uVtPk5ORi49m9eze7d+8GCkKZwvbVuVJdC/+9zsvLY/bs2Zcc79ChQxW2r8KVahoREUF0dDQ//PCDfa6vv78/DRo0oHfv3vTs2VOfXpSAK9W0rBjmhc+5FBERERERh9HSfyIiIiIiTqKwLSIiIiLiJArbIiIiIiJOorAtIiIiIuIkCtsiIiIiIk6isC0iIiIi4iQK2yIiIiIiTqKwLSIiIiLiJArbIiIiIiJOorAtIiIiIuIkCtsiIiIiIk6isC0iIiIi4iQK2yIiIiIiTqKwLSLixn766ScaNWpETEzMZftMmzaNRo0a8dFHH9nb8vLyiI2NJTo6moiICBo3bsxjjz3G3LlzycvLK7aP5ORk/v73v9O1a1eaN2/OHXfcQfv27Rk9ejTHjx8v1v/IkSM0atSI3r17k5GRwdixY2nXrh3h4eGMGTPGMScvIuICDNM0zfIehIiIOE/Xrl3ZtWsXK1eupGHDhkW2mabJAw88QGpqKuvWreOmm24iKyuLwYMHs3XrVgIDAwkPD8fHx4edO3fy+++/065dOz7++GM8PP68XjN8+HDWrFlDo0aNqF27NlAQwFNTUwkODubzzz+nVq1a9v5Hjhyhffv2NG7cmNzcXH777TeioqLw8PCgUaNGDB06tGxeHBERJ/Mq7wGIiIhzxcTEMHLkSOLi4hgxYkSRbf/97385fPgwrVu35qabbgJg/PjxbN26lY4dO/Luu+9StWpVADIyMnjppZf45ptvWLx4MT169LDvJzo6mhEjRlCzZk17m81mY8qUKUyaNIkJEyYwduzYYmPbuXMnTZo0Ye3atdxwww3OOH0RkXKlK9siIm7OarXSqlUrvLy82LhxIz4+PvZtw4cP58svv2Ty5Mk88MAD/P7777Rp04aaNWuyatUq/Pz8iuzr5MmTtG3blvr167NixYoSHb9169ZkZ2ezdetWe1vhlW2AJUuWcOeddzrgTEVEXI+ubIuIuDmLxcKjjz5KbGwsq1evpnPnzgD88ccffP311wQHB9O2bVsAtm7dSm5uLq1atSoWtAGCg4MJDQ0lJSWFrKysIn3S0tL45ptv2LNnD2fPnsVmswEF879Pnz7N6dOnCQwMLLY/BW0RcWcK2yIilUBMTAyxsbHExcXZw/by5cvJzc2la9eueHkV/DpITU0FIC4ujri4uCvu88yZM/awvXLlSkaOHInVar1s/8zMzGJhu3DqioiIu1LYFhGpBBo1akSTJk3Ytm0bBw8eJDQ0lCVLlmAYBt26dbP3K5xZeNttt3HrrbdecZ/e3t5AQUB//fXXAXjzzTe5//77qVWrlj2Ix8TEsGPHDi41a9HX19ch5yci4qoUtkVEKonC0BsfH0+7du3Yu3cvLVq04Oabb7b3KVwxJDIykpEjR5Zovxs2bCA3N5cBAwbQt2/fYtsPHz7smBMQEamAtM62iEgl8fDDDxMYGMiyZcuIjY0FKHJVG6B58+Z4enqyfv16cnNzS7Tfs2fPAnDjjTcW27Z9+3ZOnTp1nSMXEam4FLZFRCoJX19fHn/8cX7//XdWrlxJ9erV+etf/1qkT61atXjiiSdITU3lf//3fy8ZlA8dOsTq1avtX4eGhgKwYsWKInO2jx8/zqhRo5xzMiIiFYSmkYiIVCLR0dHMnTsX0zTp0qVLkWUAC40YMYLU1FRWr17Nxo0bufXWW7npppuwWq3s27ePQ4cO0b59ex588EEA2rVrR8OGDUlKSqJDhw5ERETYl/q79dZbadKkCTt27CjrUxURcQm6si0iUonccsst9ukeF08hKeTn58fMmTMZP348jRs3Zv/+/axevZqkpCSqV6/O888/zyuvvGLv7+Pjw4IFC+jRowc+Pj6sX7+effv20atXL+bMmWO/kVJEpDLSQ21ERCqRHTt2EBMTQ7NmzZg/f355D0dExO3pyraISCUybdo0AHr27FnOIxERqRw0Z1tExM0lJiayZMkS9uzZw86dOwkPD6dDhw7lPSwRkUpBYVtExM0dPHiQzz//HH9/f+6//37efvttPDz0waaISFnQnG0RERERESfRpQ0RERERESdR2BYRERERcRKFbRERERERJ1HYFhERERFxEoVtEREREREnUdgWEREREXEShW0RERERESdR2BYRERERcZL/D+CxyARm6gucAAAAAElFTkSuQmCC",
"text/plain": [
""
]
@@ -93,7 +93,8 @@
],
"source": [
"ax = df[[\"Sixth District\", \"Eighth District\"]].plot(style=\"o-\")\n",
- "ax.set(ylabel=\"Number of banks in business\");"
+ "ax.set(ylabel=\"Number of banks in business\")\n",
+ "ax.axvline(x=1930.5, c=\"r\", lw=3, label=\"intervention\");"
]
},
{
@@ -132,6 +133,8 @@
" year \n",
" district \n",
" bib \n",
+ " unit \n",
+ " treated \n",
" \n",
" \n",
" \n",
@@ -140,91 +143,115 @@
" 1929 \n",
" Sixth District \n",
" 141.0 \n",
+ " Sixth District \n",
+ " False \n",
" \n",
" \n",
" 6 \n",
" 1929 \n",
" Eighth District \n",
" 170.0 \n",
+ " Eighth District \n",
+ " False \n",
" \n",
" \n",
" 1 \n",
" 1930 \n",
" Sixth District \n",
" 135.0 \n",
+ " Sixth District \n",
+ " False \n",
" \n",
" \n",
" 7 \n",
" 1930 \n",
" Eighth District \n",
" 165.0 \n",
+ " Eighth District \n",
+ " False \n",
" \n",
" \n",
" 2 \n",
" 1931 \n",
" Sixth District \n",
" 121.0 \n",
+ " Sixth District \n",
+ " True \n",
" \n",
" \n",
" 8 \n",
" 1931 \n",
" Eighth District \n",
" 132.0 \n",
+ " Eighth District \n",
+ " False \n",
" \n",
" \n",
" 3 \n",
" 1932 \n",
" Sixth District \n",
" 113.0 \n",
+ " Sixth District \n",
+ " True \n",
" \n",
" \n",
" 9 \n",
" 1932 \n",
" Eighth District \n",
" 120.0 \n",
+ " Eighth District \n",
+ " False \n",
" \n",
" \n",
" 4 \n",
" 1933 \n",
" Sixth District \n",
" 102.0 \n",
+ " Sixth District \n",
+ " True \n",
" \n",
" \n",
" 10 \n",
" 1933 \n",
" Eighth District \n",
" 111.0 \n",
+ " Eighth District \n",
+ " False \n",
" \n",
" \n",
" 5 \n",
" 1934 \n",
" Sixth District \n",
" 102.0 \n",
+ " Sixth District \n",
+ " True \n",
" \n",
" \n",
" 11 \n",
" 1934 \n",
" Eighth District \n",
" 110.0 \n",
+ " Eighth District \n",
+ " False \n",
" \n",
" \n",
"\n",
""
],
"text/plain": [
- " year district bib\n",
- "0 1929 Sixth District 141.0\n",
- "6 1929 Eighth District 170.0\n",
- "1 1930 Sixth District 135.0\n",
- "7 1930 Eighth District 165.0\n",
- "2 1931 Sixth District 121.0\n",
- "8 1931 Eighth District 132.0\n",
- "3 1932 Sixth District 113.0\n",
- "9 1932 Eighth District 120.0\n",
- "4 1933 Sixth District 102.0\n",
- "10 1933 Eighth District 111.0\n",
- "5 1934 Sixth District 102.0\n",
- "11 1934 Eighth District 110.0"
+ " year district bib unit treated\n",
+ "0 1929 Sixth District 141.0 Sixth District False\n",
+ "6 1929 Eighth District 170.0 Eighth District False\n",
+ "1 1930 Sixth District 135.0 Sixth District False\n",
+ "7 1930 Eighth District 165.0 Eighth District False\n",
+ "2 1931 Sixth District 121.0 Sixth District True\n",
+ "8 1931 Eighth District 132.0 Eighth District False\n",
+ "3 1932 Sixth District 113.0 Sixth District True\n",
+ "9 1932 Eighth District 120.0 Eighth District False\n",
+ "4 1933 Sixth District 102.0 Sixth District True\n",
+ "10 1933 Eighth District 111.0 Eighth District False\n",
+ "5 1934 Sixth District 102.0 Sixth District True\n",
+ "11 1934 Eighth District 110.0 Eighth District False"
]
},
"execution_count": 6,
@@ -246,154 +273,10 @@
"# TODO: check if we need to do this OR specify `C(district)` in the model formula\n",
"df_long[\"district\"] = df_long[\"district\"].astype(\"category\")\n",
"\n",
- "df_long"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "metadata": {},
- "outputs": [
- {
- "data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " year \n",
- " district \n",
- " bib \n",
- " treated \n",
- " \n",
- " \n",
- " \n",
- " \n",
- " 0 \n",
- " 1929 \n",
- " Sixth District \n",
- " 141.0 \n",
- " False \n",
- " \n",
- " \n",
- " 6 \n",
- " 1929 \n",
- " Eighth District \n",
- " 170.0 \n",
- " False \n",
- " \n",
- " \n",
- " 1 \n",
- " 1930 \n",
- " Sixth District \n",
- " 135.0 \n",
- " False \n",
- " \n",
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- " 7 \n",
- " 1930 \n",
- " Eighth District \n",
- " 165.0 \n",
- " False \n",
- " \n",
- " \n",
- " 2 \n",
- " 1931 \n",
- " Sixth District \n",
- " 121.0 \n",
- " True \n",
- " \n",
- " \n",
- " 8 \n",
- " 1931 \n",
- " Eighth District \n",
- " 132.0 \n",
- " False \n",
- " \n",
- " \n",
- " 3 \n",
- " 1932 \n",
- " Sixth District \n",
- " 113.0 \n",
- " True \n",
- " \n",
- " \n",
- " 9 \n",
- " 1932 \n",
- " Eighth District \n",
- " 120.0 \n",
- " False \n",
- " \n",
- " \n",
- " 4 \n",
- " 1933 \n",
- " Sixth District \n",
- " 102.0 \n",
- " True \n",
- " \n",
- " \n",
- " 10 \n",
- " 1933 \n",
- " Eighth District \n",
- " 111.0 \n",
- " False \n",
- " \n",
- " \n",
- " 5 \n",
- " 1934 \n",
- " Sixth District \n",
- " 102.0 \n",
- " True \n",
- " \n",
- " \n",
- " 11 \n",
- " 1934 \n",
- " Eighth District \n",
- " 110.0 \n",
- " False \n",
- " \n",
- " \n",
- "
\n",
- "
"
- ],
- "text/plain": [
- " year district bib treated\n",
- "0 1929 Sixth District 141.0 False\n",
- "6 1929 Eighth District 170.0 False\n",
- "1 1930 Sixth District 135.0 False\n",
- "7 1930 Eighth District 165.0 False\n",
- "2 1931 Sixth District 121.0 True\n",
- "8 1931 Eighth District 132.0 False\n",
- "3 1932 Sixth District 113.0 True\n",
- "9 1932 Eighth District 120.0 False\n",
- "4 1933 Sixth District 102.0 True\n",
- "10 1933 Eighth District 111.0 False\n",
- "5 1934 Sixth District 102.0 True\n",
- "11 1934 Eighth District 110.0 False"
- ]
- },
- "execution_count": 7,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "# df_long.assign(treated=lambda x: True if (x.year>=1931 & x.district==\"Sixth District\") else False)\n",
+ "# We also need to create a column called `unit` which labels each distinct unit. In our case we just have two treatment units (each district). So we can build a `unit` column from `district`.\n",
+ "df_long[\"unit\"] = df_long[\"district\"]\n",
"\n",
+ "# We also need to create a `treated` column to define which observations recieved the treatment\n",
"df_long[\"treated\"] = (df_long.year >= 1931) & (df_long.district == \"Sixth District\")\n",
"df_long"
]
@@ -409,7 +292,7 @@
},
{
"cell_type": "code",
- "execution_count": 8,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -455,7 +338,7 @@
"\n",
" \n",
"
\n",
- " 100.00% [8000/8000 00:07<00:00 Sampling 4 chains, 0 divergences]\n",
+ " 100.00% [8000/8000 00:08<00:00 Sampling 4 chains, 0 divergences]\n",
"
\n",
" "
],
@@ -690,27 +573,68 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"fig, ax = result.plot()"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "===========================Difference in Differences============================\n",
+ "Formula: bib ~ 1 + district + year + district:treated\n",
+ "\n",
+ "Results:\n",
+ "Causal impact = -13.90, $CI_{94\\%}$[-26.70, -0.45]\n",
+ "Model coefficients:\n",
+ " Intercept 1.16, 94% HDI [-94.89, 105.08]\n",
+ " district[T.Sixth District] -13.47, 94% HDI [-24.65, -2.27]\n",
+ " district[Eighth District]:treated[T.True]-0.10, 94% HDI [-95.66, 98.19]\n",
+ " district[Sixth District]:treated[T.True]-13.90, 94% HDI [-26.70, -0.45]\n",
+ " year 0.08, 94% HDI [0.02, 0.13]\n",
+ " sigma 4.88, 94% HDI [4.00, 5.90]\n"
+ ]
+ }
+ ],
"source": [
"result.summary()"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"ax = az.plot_posterior(result.causal_impact, ref_val=0)\n",
"ax.set(title=\"Posterior estimate of causal impact\");"