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@jabrantley
Created April 2, 2024 18:09
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test_ppc
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"language_info": {
"name": "python"
}
},
"cells": [
{
"cell_type": "code",
"source": [
"# Data\n",
"import numpy as np\n",
"import pandas as pd\n",
"\n",
"# Pymc\n",
"import pymc as pm\n",
"import pymc.sampling.jax as pmjax\n",
"import arviz as az\n",
"import xarray as xr\n",
"\n",
"RANDOM_SEED = 101\n",
"rng = np.random.default_rng(RANDOM_SEED)\n",
"\n",
"# Viz\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
],
"metadata": {
"id": "kE3ovwbptQwG"
},
"execution_count": 1,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"# Example 1\n",
"\n",
"Draw samples from Normal distribution."
],
"metadata": {
"id": "bhcPZHMyta4G"
}
},
{
"cell_type": "code",
"source": [
"Y = pm.draw(pm.Normal.dist(mu=10, sigma=1), draws=1_000, random_seed=99)\n",
"sns.histplot(Y)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 448
},
"id": "l4Dsx6ONtam5",
"outputId": "5adcd4ca-3a66-452c-e747-2046bfcf580d"
},
"execution_count": 2,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<Axes: ylabel='Count'>"
]
},
"metadata": {},
"execution_count": 2
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"with pm.Model() as test:\n",
" mu = pm.Normal(\"mu\",0,10)\n",
" sigma = pm.HalfNormal(\"sigma\",10)\n",
" y_hat = pm.Normal(\"y_hat\",mu=mu, sigma=sigma,observed=Y)\n",
"\n",
"pm.model_to_graphviz(test)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 332
},
"id": "7PwESFBMtg97",
"outputId": "f68b6558-f69f-4310-acd2-6a93ef7ab70c"
},
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/svg+xml": "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n<!-- Generated by graphviz version 2.43.0 (0)\n -->\n<!-- Title: %3 Pages: 1 -->\n<svg width=\"226pt\" height=\"233pt\"\n viewBox=\"0.00 0.00 226.41 232.91\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 228.91)\">\n<title>%3</title>\n<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-228.91 222.41,-228.91 222.41,4 -4,4\"/>\n<g id=\"clust1\" class=\"cluster\">\n<title>cluster1000</title>\n<path fill=\"none\" stroke=\"black\" d=\"M62.72,-8C62.72,-8 138.72,-8 138.72,-8 144.72,-8 150.72,-14 150.72,-20 150.72,-20 150.72,-109.95 150.72,-109.95 150.72,-115.95 144.72,-121.95 138.72,-121.95 138.72,-121.95 62.72,-121.95 62.72,-121.95 56.72,-121.95 50.72,-115.95 50.72,-109.95 50.72,-109.95 50.72,-20 50.72,-20 50.72,-14 56.72,-8 62.72,-8\"/>\n<text text-anchor=\"middle\" x=\"128.72\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">1000</text>\n</g>\n<!-- mu -->\n<g id=\"node1\" class=\"node\">\n<title>mu</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"41.72\" cy=\"-187.43\" rx=\"41.94\" ry=\"37.45\"/>\n<text text-anchor=\"middle\" x=\"41.72\" y=\"-198.73\" font-family=\"Times,serif\" font-size=\"14.00\">mu</text>\n<text text-anchor=\"middle\" x=\"41.72\" y=\"-183.73\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n<text text-anchor=\"middle\" x=\"41.72\" y=\"-168.73\" font-family=\"Times,serif\" font-size=\"14.00\">Normal</text>\n</g>\n<!-- y_hat -->\n<g id=\"node3\" class=\"node\">\n<title>y_hat</title>\n<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"100.72\" cy=\"-76.48\" rx=\"41.94\" ry=\"37.45\"/>\n<text text-anchor=\"middle\" x=\"100.72\" y=\"-87.78\" font-family=\"Times,serif\" font-size=\"14.00\">y_hat</text>\n<text text-anchor=\"middle\" x=\"100.72\" y=\"-72.78\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n<text text-anchor=\"middle\" x=\"100.72\" y=\"-57.78\" font-family=\"Times,serif\" font-size=\"14.00\">Normal</text>\n</g>\n<!-- mu&#45;&gt;y_hat -->\n<g id=\"edge1\" class=\"edge\">\n<title>mu&#45;&gt;y_hat</title>\n<path fill=\"none\" stroke=\"black\" d=\"M59.58,-153.44C65.36,-142.77 71.85,-130.78 77.94,-119.54\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"81.03,-121.19 82.71,-110.73 74.87,-117.85 81.03,-121.19\"/>\n</g>\n<!-- sigma -->\n<g id=\"node2\" class=\"node\">\n<title>sigma</title>\n<ellipse fill=\"none\" stroke=\"black\" cx=\"159.72\" cy=\"-187.43\" rx=\"58.88\" ry=\"37.45\"/>\n<text text-anchor=\"middle\" x=\"159.72\" y=\"-198.73\" font-family=\"Times,serif\" font-size=\"14.00\">sigma</text>\n<text text-anchor=\"middle\" x=\"159.72\" y=\"-183.73\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n<text text-anchor=\"middle\" x=\"159.72\" y=\"-168.73\" font-family=\"Times,serif\" font-size=\"14.00\">HalfNormal</text>\n</g>\n<!-- sigma&#45;&gt;y_hat -->\n<g id=\"edge2\" class=\"edge\">\n<title>sigma&#45;&gt;y_hat</title>\n<path fill=\"none\" stroke=\"black\" d=\"M140.89,-151.66C135.36,-141.45 129.25,-130.17 123.5,-119.55\"/>\n<polygon fill=\"black\" stroke=\"black\" points=\"126.41,-117.56 118.57,-110.44 120.25,-120.9 126.41,-117.56\"/>\n</g>\n</g>\n</svg>\n",
"text/plain": [
"<graphviz.graphs.Digraph at 0x78649b782770>"
]
},
"metadata": {},
"execution_count": 3
}
]
},
{
"cell_type": "code",
"source": [
"with test:\n",
" idata = pm.sample(2000,chains=4, idata_kwargs=dict(log_likelihood = True), random_seed=RANDOM_SEED)\n",
" ppc = pm.sample_posterior_predictive(trace=idata,random_seed=RANDOM_SEED)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 173
},
"id": "i5vpU6Y8trQw",
"outputId": "90242d9f-7fd0-4e47-e944-3dd0892749cf"
},
"execution_count": 4,
"outputs": [
{
"output_type": "display_data",
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{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/arviz/utils.py:184: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n",
" numba_fn = numba.jit(**self.kwargs)(self.function)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
" <div>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:00&lt;00:00]\n",
" </div>\n",
" "
]
},
"metadata": {}
}
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},
{
"cell_type": "code",
"source": [
"az.plot_ppc(ppc,num_pp_samples=100)\n",
"plt.tight_layout()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 543
},
"id": "8S4ybUC3uPVE",
"outputId": "5408699f-f1ba-4931-9fba-ba328766bc40"
},
"execution_count": 5,
"outputs": [
{
"output_type": "stream",
"name": "stderr",
"text": [
"/usr/local/lib/python3.10/dist-packages/arviz/utils.py:184: NumbaDeprecationWarning: The 'nopython' keyword argument was not supplied to the 'numba.jit' decorator. The implicit default value for this argument is currently False, but it will be changed to True in Numba 0.59.0. See https://numba.readthedocs.io/en/stable/reference/deprecation.html#deprecation-of-object-mode-fall-back-behaviour-when-using-jit for details.\n",
" numba_fn = numba.jit(**self.kwargs)(self.function)\n"
]
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Manually recreate `az.plot_ppc`."
],
"metadata": {
"id": "OETyFt6KuexC"
}
},
{
"cell_type": "code",
"source": [
"\n",
"# Define figure\n",
"fig, ax = plt.subplots(1,1)\n",
"fig.set_size_inches(8,5)\n",
"\n",
"# Extract samples\n",
"num_samples = 50\n",
"ppc_samples = az.extract(ppc, group=\"posterior_predictive\", num_samples=num_samples)\n",
"\n",
"# Observed data\n",
"sns.histplot(Y,color=\"lightgrey\",bins=21,stat=\"density\",label=\"Observed data\")\n",
"# Plot KDE of each of the samples\n",
"sns.kdeplot(ppc_samples[\"y_hat\"].values,palette=num_samples*['#003278'],alpha=.5,common_norm=False,legend=False)\n",
"# Plot KDE of all sampled values flattened\n",
"sns.kdeplot(ppc_samples[\"y_hat\"].values.flatten(),color=\"#6BACE4\" ,alpha=1,label=\"KDE all samples\")\n",
"# Plot KDE of mean of sampled values\n",
"sns.kdeplot(ppc_samples[\"y_hat\"].mean(\"sample\").values,color='k' ,alpha=1,label=\"KDE mean of samples\")\n",
"# KDE of observed data\n",
"sns.kdeplot(Y,color='#C0111F',alpha=1,label=\"KDE Observed\")\n",
"ax.legend()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 463
},
"id": "p_y4lGUBud_y",
"outputId": "2cab92ea-0f89-475a-c9c2-b0806b8b4aae"
},
"execution_count": 6,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x78649b4a6050>"
]
},
"metadata": {},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"The observed data are shown by the gray histogram and red KDE. The dark blue lines show KDEs of samples from `ppc` and light blue line shows the KDE of all the samples (after `flatten`). The black line shows the KDE of the mean of the sampled values."
],
"metadata": {
"id": "7rKVJzFbui82"
}
},
{
"cell_type": "markdown",
"source": [
"# Example 2: Simple linear model with prediction\n",
"\n",
"## Simulate data"
],
"metadata": {
"id": "nF0BDbskvh8E"
}
},
{
"cell_type": "code",
"source": [
"RANDOM_SEED = 101\n",
"rng = np.random.default_rng(RANDOM_SEED)\n",
"\n",
"# Simulate data\n",
"size = 1000\n",
"alpha = 1\n",
"beta = 2\n",
"X = np.linspace(0, 1, size)\n",
"y = alpha + beta * X + rng.normal(0,0.5,size=size)\n",
"\n",
"# Train/test split\n",
"df = pd.DataFrame({\"X\": X, \"y\": y}).assign(is_train=0)\n",
"train_idx = df.sample(frac=.8).index\n",
"df.loc[train_idx,\"is_train\"]=1\n",
"\n",
"# Define figure\n",
"fig, ax = plt.subplots(1,1)\n",
"fig.set_size_inches(8,5)\n",
"sns.scatterplot(data=df, x=\"X\", y=\"y\",hue=\"is_train\",palette={0:'#C0111F', 1: \"#6BACE4\"})"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 483
},
"id": "BE_DWxxhvgv2",
"outputId": "d2fde1d9-e5d6-4bd1-bc9a-959c3df1e3cf"
},
"execution_count": 7,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<Axes: xlabel='X', ylabel='y'>"
]
},
"metadata": {},
"execution_count": 7
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 800x500 with 1 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"## Model\n"
],
"metadata": {
"id": "eGMEceOjvsdg"
}
},
{
"cell_type": "code",
"source": [
"with pm.Model() as lm:\n",
"\n",
" # Data as mutable\n",
" xX = pm.MutableData(\"xX\", df.loc[df.is_train==1,\"X\"].values)\n",
"\n",
" # Params\n",
" intercept = pm.Normal(\"intercept\",0,3)\n",
" slope = pm.Normal(\"slope\",0,10)\n",
" sigma = pm.HalfNormal(\"sigma\",10)\n",
"\n",
" # y_hat\n",
" mu = intercept + slope*xX\n",
" y_hat = pm.Normal(\"y_hat\",mu=mu, sigma=sigma, observed=df.loc[df.is_train==1,\"y\"].values, shape=xX.shape)\n",
"\n",
"pm.model_to_graphviz(lm)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 338
},
"id": "74ud1ia8vt0E",
"outputId": "2c9cad7a-13c5-46b5-928b-909bbbf00146"
},
"execution_count": 8,
"outputs": [
{
"output_type": "execute_result",
"data": {
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text-anchor=\"middle\" x=\"93.5\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">800</text>\n</g>\n<!-- xX -->\n<g id=\"node1\" class=\"node\">\n<title>xX</title>\n<path fill=\"lightgrey\" stroke=\"black\" d=\"M92,-213.93C92,-213.93 28,-213.93 28,-213.93 22,-213.93 16,-207.93 16,-201.93 16,-201.93 16,-172.93 16,-172.93 16,-166.93 22,-160.93 28,-160.93 28,-160.93 92,-160.93 92,-160.93 98,-160.93 104,-166.93 104,-172.93 104,-172.93 104,-201.93 104,-201.93 104,-207.93 98,-213.93 92,-213.93\"/>\n<text text-anchor=\"middle\" x=\"60\" y=\"-198.73\" font-family=\"Times,serif\" font-size=\"14.00\">xX</text>\n<text text-anchor=\"middle\" x=\"60\" y=\"-183.73\" font-family=\"Times,serif\" font-size=\"14.00\">~</text>\n<text text-anchor=\"middle\" x=\"60\" y=\"-168.73\" font-family=\"Times,serif\" font-size=\"14.00\">MutableData</text>\n</g>\n<!-- y_hat -->\n<g id=\"node2\" class=\"node\">\n<title>y_hat</title>\n<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"62\" cy=\"-76.48\" 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},
"metadata": {},
"execution_count": 8
}
]
},
{
"cell_type": "code",
"source": [
"with lm:\n",
" idata = pm.sample(2000,chains=4, idata_kwargs=dict(log_likelihood = True), random_seed=RANDOM_SEED)\n",
" ppc = pm.sample_posterior_predictive(trace=idata,random_seed=RANDOM_SEED)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 117
},
"id": "mJ30NjKTvw5N",
"outputId": "d0e63cb1-8a25-45f6-e112-d053b9cb9762"
},
"execution_count": 9,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
" <div>\n",
" <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [3000/3000 00:06&lt;00:00 Sampling chain 0, 0 divergences]\n",
" </div>\n",
" "
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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"<IPython.core.display.HTML object>"
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"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
" <div>\n",
" <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [3000/3000 00:05&lt;00:00 Sampling chain 1, 0 divergences]\n",
" </div>\n",
" "
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
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"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
" <div>\n",
" <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [3000/3000 00:05&lt;00:00 Sampling chain 2, 0 divergences]\n",
" </div>\n",
" "
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
]
},
"metadata": {}
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{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
" <div>\n",
" <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [3000/3000 00:04&lt;00:00 Sampling chain 3, 0 divergences]\n",
" </div>\n",
" "
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
"<style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
]
},
"metadata": {}
},
{
"output_type": "display_data",
"data": {
"text/plain": [
"<IPython.core.display.HTML object>"
],
"text/html": [
"\n",
" <div>\n",
" <progress value='8000' class='' max='8000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [8000/8000 00:01&lt;00:00]\n",
" </div>\n",
" "
]
},
"metadata": {}
}
]
},
{
"cell_type": "code",
"source": [
"az.summary(idata)"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 143
},
"id": "XWGKSRXXv5Zm",
"outputId": "e9699592-0db1-4a17-9a6b-2063341123aa"
},
"execution_count": 10,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
" mean sd hdi_3% hdi_97% mcse_mean mcse_sd ess_bulk \\\n",
"intercept 0.957 0.038 0.888 1.030 0.001 0.000 3411.0 \n",
"slope 2.008 0.065 1.881 2.126 0.001 0.001 3478.0 \n",
"sigma 0.526 0.013 0.501 0.550 0.000 0.000 5017.0 \n",
"\n",
" ess_tail r_hat \n",
"intercept 3024.0 1.0 \n",
"slope 3300.0 1.0 \n",
"sigma 5106.0 1.0 "
],
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>hdi_3%</th>\n",
" <th>hdi_97%</th>\n",
" <th>mcse_mean</th>\n",
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" <th>ess_tail</th>\n",
" <th>r_hat</th>\n",
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" <tr>\n",
" <th>intercept</th>\n",
" <td>0.957</td>\n",
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" <tr>\n",
" <th>sigma</th>\n",
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" <td>0.013</td>\n",
" <td>0.501</td>\n",
" <td>0.550</td>\n",
" <td>0.000</td>\n",
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"\n",
" .colab-df-convert:hover {\n",
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"\n",
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"\n",
" [theme=dark] .colab-df-convert {\n",
" background-color: #3B4455;\n",
" fill: #D2E3FC;\n",
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" [key], {});\n",
" if (!dataTable) return;\n",
"\n",
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" .colab-df-spinner {\n",
" border: 2px solid var(--fill-color);\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" animation:\n",
" spin 1s steps(1) infinite;\n",
" }\n",
"\n",
" @keyframes spin {\n",
" 0% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" border-left-color: var(--fill-color);\n",
" }\n",
" 20% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 30% {\n",
" border-color: transparent;\n",
" border-left-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 40% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-top-color: var(--fill-color);\n",
" }\n",
" 60% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" }\n",
" 80% {\n",
" border-color: transparent;\n",
" border-right-color: var(--fill-color);\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" 90% {\n",
" border-color: transparent;\n",
" border-bottom-color: var(--fill-color);\n",
" }\n",
" }\n",
"</style>\n",
"\n",
" <script>\n",
" async function quickchart(key) {\n",
" const quickchartButtonEl =\n",
" document.querySelector('#' + key + ' button');\n",
" quickchartButtonEl.disabled = true; // To prevent multiple clicks.\n",
" quickchartButtonEl.classList.add('colab-df-spinner');\n",
" try {\n",
" const charts = await google.colab.kernel.invokeFunction(\n",
" 'suggestCharts', [key], {});\n",
" } catch (error) {\n",
" console.error('Error during call to suggestCharts:', error);\n",
" }\n",
" quickchartButtonEl.classList.remove('colab-df-spinner');\n",
" quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
" }\n",
" (() => {\n",
" let quickchartButtonEl =\n",
" document.querySelector('#df-85f762fc-d582-452c-af19-538c5b8006a7 button');\n",
" quickchartButtonEl.style.display =\n",
" google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
" })();\n",
" </script>\n",
"</div>\n",
"\n",
" </div>\n",
" </div>\n"
],
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "dataframe",
"summary": "{\n \"name\": \"az\",\n \"rows\": 3,\n \"fields\": [\n {\n \"column\": \"mean\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.7623085552014573,\n \"min\": 0.526,\n \"max\": 2.008,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.957,\n 2.008,\n 0.526\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"sd\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.026006409466386042,\n \"min\": 0.013,\n \"max\": 0.065,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.038,\n 0.065,\n 0.013\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"hdi_3%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.7118307383079211,\n \"min\": 0.501,\n \"max\": 1.881,\n \"num_unique_values\": 3,\n \"samples\": [\n 0.888,\n 1.881,\n 0.501\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"hdi_97%\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.807815160376019,\n \"min\": 0.55,\n \"max\": 2.126,\n \"num_unique_values\": 3,\n \"samples\": [\n 1.03,\n 2.126,\n 0.55\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mcse_mean\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.0005773502691896258,\n \"min\": 0.0,\n \"max\": 0.001,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.0,\n 0.001\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"mcse_sd\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.0005773502691896258,\n \"min\": 0.0,\n \"max\": 0.001,\n \"num_unique_values\": 2,\n \"samples\": [\n 0.001,\n 0.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ess_bulk\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 908.5011465778858,\n \"min\": 3411.0,\n \"max\": 5017.0,\n \"num_unique_values\": 3,\n \"samples\": [\n 3411.0,\n 3478.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"ess_tail\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 1130.8209407328818,\n \"min\": 3024.0,\n \"max\": 5106.0,\n \"num_unique_values\": 3,\n \"samples\": [\n 3024.0,\n 3300.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n },\n {\n \"column\": \"r_hat\",\n \"properties\": {\n \"dtype\": \"number\",\n \"std\": 0.0,\n \"min\": 1.0,\n \"max\": 1.0,\n \"num_unique_values\": 1,\n \"samples\": [\n 1.0\n ],\n \"semantic_type\": \"\",\n \"description\": \"\"\n }\n }\n ]\n}"
}
},
"metadata": {},
"execution_count": 10
}
]
},
{
"cell_type": "code",
"source": [
"ax = az.plot_trace(idata)\n",
"plt.tight_layout()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 607
},
"id": "agJGwZLdv9DC",
"outputId": "5473d712-1390-40d1-d113-1dec7a328693"
},
"execution_count": 11,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 1200x600 with 6 Axes>"
],
"image/png": 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\n"
},
"metadata": {}
}
]
},
{
"cell_type": "markdown",
"source": [
"Parameters are mostly correctly recovered."
],
"metadata": {
"id": "Q6QDi1WJwGHN"
}
},
{
"cell_type": "markdown",
"source": [
"## Plot PPC\n",
"\n",
"### Use `arviz`"
],
"metadata": {
"id": "p5C4aBv7wHwo"
}
},
{
"cell_type": "code",
"source": [
"az.plot_ppc(ppc, num_pp_samples=100)\n",
"plt.tight_layout()"
],
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 487
},
"id": "aSEcBxlowJxU",
"outputId": "02ffdf39-e291-4cac-fc53-a3b97ca155e9"
},
"execution_count": 12,
"outputs": [
{
"output_type": "display_data",
"data": {
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
],
"image/png": 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nn3zSNM3qs7vkkkvMzs5O0263m83NzeYpp5xiPvPMM7XP8qaMzjd7c8aoaZqmqqrmxRdfbDY1NZkOh8OcO3eu+Yc//GG/n9mX3Vmxd911l3nKKaeYLpfLbGtrM1esWHFA7SWTSfP88883m5ubTYfDYba1tZmf/vSnzfXr19fOefHFF825c+easiybc+fONV988cX9ZsXuds0115gTJ040HQ6H2draan75y1+uvbev57y3Z7g7O5Y3ZcO+WV9fn/mZz3zGjEajpizLZnd3t/mv//qv5s6dO9/2+f2zOVRZsYJpmubbBX/ZbJZAIEAmk8Hv97+DYabFYnm/SRUqDKVLFCoaHWE3DYE9K+bnyxq98Txe2U6hotEadBNw73tqplTR2RHPM7Hei2yrTr0m8mVGs2VKqoZhwPRmP7JNxDCrGaQ9sTwD6RLTm/10R70H1HfTNBnJKmRKKp0RD86DXFN2KCmKQk9PD11dXTidznetH5ZDp7e3l66uLh577DGWLFnybnfH8g7b38/wwcRh75+VxBaL5R/OWE5hJKsQcNsJexzU+/cMSBRVpy9RpD3ioTPqoSvqYTBdIpHf9xoel0Mi6pUZSJWoaAY7YnmShQqdUTfzOsI0BpwkCxVskojDJlLRDGS7xILOEGXVYCBV5AD+5kUQBJoCLiIemd5EgYpm/E3Pw2KxWP5WVmBnsVjeFWM5hWShQmvIRaak0hpy77FWTTdMdiaK1Ptl/M7qCJ3bYaO7zsNYrkyqUNln+/U+mUyxwss7U3hkGxPrvbVkguagi3xZI1NSGc6USBYqdNd5aPC7mFTvpaIZ9CYOLLgDqkkabge9iQK6cWCfsVgslneCFdhZLJa/u1ShQiJfoSvqIZGvEPXKe0xjmqZJX7KIe9fo25s57RKdEQ9DmRJZRd3rNWL5MgbgsIlE35LgUE2ocLFhME26qNJd56lN2dokka6oB4CBVOmA76ne78RllxhIFQ/4MxbL/nR2dmKapjUNazkoVmBnsVj+rgpljaFMic6Ih7JmoGg6dd49M1xHs2V0w6Q1tOeaO6hOt7aH3QwkS+OmQE3TZCBVJF1UOawlQNQrM5ZT9vi8ppuoerV8yVt3qBAEgfawm2JF3++o4Fu1BF2UNYP4fqaJLRaL5Z1kBXYWi+XvRtMN+lNFWoIunHaRkYxCo9+5RxHifFkjWajQHt5zevbNfE47Ea+DvmR12tTcVdxYUQ0m1FUTJ3avp1NUvfY5RdUZypSY1x6ipOqUKvoebUuiQFvYxVCmRFnb8/29EcVqQDiaVcZdz2KxWP5erMDOYrH83QykSvicdoJuB6miiigIBN3jq/vrRnXErSXo2udWYm9W75MRBIjlygykSpQ1g66op1Y8ePdU7GhWqbW/M1Gk0e/E57JT55MZye45ogfV9Xx1Ppn+ZOmA19s57RJ1PvmgpnEtFovlULECO4vF8neRLFSo6AZNfiemaTKWU2jw7zkFO5wp4XHY9lvO5M0EQaAl6GLjUIZUoULY4yBdrBDPl8mUVDTdIOqVyZc1FFVnIFVdtxfZNf0b8ThQVJ18Wdtr+9UCxNU1eweqzitjmuZBTeNaLBbLoWDtPGGxWN5xFc1gOFOia9fer4l8Gbsk4nOOD94KZY1sSWNyw/7ryOmGSb6sUd41jbp1NEffrnV1blmqJUJkdJX+io7TLmITBTYPZ3HLNibU/aV9URRo8DsZyShMrN/zursDx+2xPCG3Y4/1eHsjCAJNQRf9ySIBl32v+91aLBbLO8EasbNYLO+44UyJiEfG7bBhmiaxfJmGt9SsM02ToXSJxoAT2z6Cp0JZoyeW5/XhLPF8mbFcmXUDaRTVYGFXGJddIpGvIIoC9X6ZCXVepjf5qfM5qWgGL/Qk9xpohdx2NMPY56id0y4RdDsYyex9ynZvvLINt0M6qJE+i8Vi+VtZgZ3FYnlH5RSVYkWnftferslCBYck4n3Lfq3xXQFZ2POXNXemaZJVVHpieZ7dGuPpzTH6d62jG0gWGUwVaQu5OOGwRma2BDlqUrRaNsU02TaWZyyrIAjgd9pwyzamNftrU7ZQHUkslDUKFR2XXWIks+91cQ0+mayiHlRSRGPASTxftgoXHwTDMLjxxhuZM2cObrebcDjMySefzEsvvTTuPEEQuPnmm9+lXr5ztm3bhiAIPPXUU+92Vyz/pKzAzmKxvGNM02Q4o9AUqGa+VtfWlffYYaKiGYzlFFqC1dImqm4wmC7x+nCOnYkCQ5kSDT6ZY6bWMactiE0UcMvVMiWiKDKYLqGoOj6nnYDLjl0SmVjvJVfW2BEvMJpVME2T+R0hTBOe35Hg2a0xto7lGM6UGMkolFWDTUM5NgymSRUqeyRL2KRqEsZY9sBH4GSbRMjt2Gu5FcvenXvuufznf/4nS5cu5fe//z233HILiqJw1FFH8Yc//OHd7p7F8g/PWmNnsVjeMclCZVzma7qoYt/LaN1oViHkduC0SyTyZUayCkG3g5DHTrJQYUZzgKDbQVZR6U8VCXsd5Eoah7UEsUsiiXyZ7bE8Ua9Mg19mR7xAyOOgO+qhL1lkTU+SaU1+euJF3LJUHT0UoN7npM73lwQOv8tGIl8hUagQy5dpDrrG9TXqlXljJIui6ge8L2ydT2bLaI46n15b+2fZu3vuuYf/+7//47bbbuMzn/lM7fjJJ5/MCSecwDnnnMP27dvxeDzvWh9LpRIu195rK1os/wisETuLxfKOMIzq6FxT4C+jc/F8eVwgBVCsaOQUjZDbTk+8UN3eK+rFaROru0JEvQTdDnKKSn+ySJ1XJltS6Yi4cdolJFGg3u9kUr2PfFljJFvG67AxlisjCALZkookiuxMFmkJOZndFkIQBSbUeYnny6SLf8lcjXplTKAj4qbeJ9OXKDKc+UupE0kUiHplYrkDH7WzSyJhj+OgRvrer/73f/+XqVOnctZZZ407LooiV155JaOjo9xzzz2144qi8G//9m/4/X4aGxv54Q9/OO5zzzzzDEceeSQ+n49gMMiCBQt4/PHHa+8Xi0UuuugiWlpakGWZhQsX8uyzz45rQxAErr/+es477zzC4TAf/ehHOeuss1i8ePEe/T///POZN29e7XVPTw9nnHEGwWAQr9fLqaeeysDAwLjPPProo0ybNg2Xy8Wxxx5Lb2/vQT83i+XNrMDOYrG8I+KFMi67hGfXiFdWUTHM6nq3NxvOKPhdNnoTRZx2kQl1XooVjbFcma6oB5dDolDW6EsWafDJxPMVWkPuWru7OWwi3VEPdkkgV9YYShV5ZWeKwbTCUZMiHN4aZCRTrk7jOmwUKzodEXdtGheqgZvTLtIbL1R3n4i4KFZ0diaKGLv2gI14qiOHB7NuLuqVyZRUVN1aa7cvqqry/PPPc9JJJ+21KPURRxxBJBIZF3h9//vfR1VV7rnnHs4++2y+/vWvc/fddwOQzWZZtmwZkydPZtWqVdx1112cdtppJJNJoLpM4PTTT+euu+7iyiuv5P7772fChAksXbqU/v7+cdf+3ve+R6VS4a677uKb3/wmy5cv55lnniEWi9XOMQyDlStX8olPfAKAeDzO0UcfzcDAALfccgt33HEHfX19nHTSSRhG9fugr6+PU045hQkTJrBy5UqWLFnCueeee2gfrOV9x5qKtVgsh5xumMRzldqeqwDxXJmo1zHul3amqJJXNBRJoNHvJOKVSRcrjGbLdNd5cNolFLUaWDX4q4kIDX6ZgGvvNe4EQaA15EY3Cry8M4VsE1g6s4mAqzoVXNENehNFol4Ho9kyUxp9NPqdbB7JEXLbyZU1KppBolBBFKCsmeimQUGp1rmb1uTHJokE3Q4ShTJNgQObkrNLIgGXnUS+QmPA+fYfOARM06RYfHf3rXW7979zyJslEgkqlQrt7e37PKetrY2hoaHa6+bmZlasWAHA0qVL2blzJ1dffTWf/OQn2bJlC9lsluuvvx6fzwfACSecUPvsE088wSOPPMKaNWuYP38+AMcffzyzZs3ixz/+Mddee23t3IkTJ3LrrbfWXiuKgtvtZuXKlZx33nlAdXRwdHSU5cuXA3DttddiGAaPPfZY7frz58+nu7ub+++/n1NPPZWf/vSnBINBVq5cicPh4MQTTyQej/OTn/zkgJ6ZxbI31oidxWI55GK5Ml7ZhstRXVNWqugoqkHIPT7jtTdRoKwZtARdRLwyhbLGYLpEZ7Q6zarpBjsTRcLe6lq7kNtRKyy8L2M5hUJZZ2qjj6JqwJtyIJoDTmyiQE7REARI5MvkyxrxfJlUSWVivZc57SE6Ix4iXpnpzX4mN/joqnMTy5VZvT1OWdWJeBwkCxV048B2o4DqWrtkoVIb+XunFYtFvF7vu/rfOx1YLlu2bI/X69evp1KpMGHCBLxeL2eddRa///3vyeVy48594okn6OrqYvbs2WiahqZp6LrOMcccs0cG7oknnjjutdPpZNmyZeOmhe+55x7mzp1Ld3d3rf2lS5ficrlq7Tc0NDB16tRa+2vXruWEE07A4fjLz8Vb78liOVhWYGexWA4p3TBJFMrU+2XKmk4sV2ZdX5q8otKTKDCQKpIqVBhIVdevTWn0EXQ7UHWDvmSR1pC7Vu+uL1lNdsgrOh7ZtkftuzczDJP+ZLVIcWvIhcdpY15HiHUD6dq0qSAItIXdFCs6hbLGy30pZJvEBydGsYsiqv6X6dbErpIosk2iwe/i6ElRbJLA8zuSVHQDj8NG8iB2lnDaJVwOiVTR2o1ibyKRCA6Hg76+vn2e09/fT3Nzc+11XV3duPfr6uowDIOxsTFCoRB/+MMfKJVKnHbaaUSjUZYvX87IyAhQnSrt6enBbreP++/666/fYyq2vr5+j74sX76cp556ilgstsc07O72V6xYsUf769evr7U/Ojq613uwWP4W1lSsxWI5pBL56jq2oXSJkqoj20RMwWRSgw9JEimrBqNZhae3jDG/M4THIdWCuJDbUZtmjecr6IaBoIFDEmnezxSmqhvsTBSwS9U1en27kiyCbgfP70jQE88zqd6HKAq1dXSbR4rU+WSCbjuyXaI56GQoXWJSvZeAy85wRhmX/WqTROZ1hFk/kGbTYJbmkItUsbJHMsj+RLwOhtPK2446Hgput5t8Pv+OX+ft+nCg7HY7ixYt4uGHH+aHP/zhHlO4L7zwAolEgqOPPrp27M1r3Ha/FkWxFogdeeSRPPbYYxQKBR5++GH+8z//ky9+8Yv89re/JRwO093dXVuT92ZvHkED9jqdfMIJJ+B2u1m1ahVTpkxhZGSkNg0LEA6HWb58OV//+tf3+GwkEgGgoaFhr/dgsfwtrMDOYrEcMppm8PpwFp/TTntEpjPiYSSr0BGxEfJUgxnVbtAbz3NYS4B6n4sto3kEoZr8sHvvWEXVGcsp1aAQaA25ar9cDcNgx44dbN26lWw2i2GCr6mLubNm0hx0kylVExs6wm5EUaAr6iGWK9OfKtIedtOfLKHqBgs6w/QmCsRyCm1hD0F3dXo1li9T73PWSq00B/+yjs4uiUxr8rN5JEeqUKG0a4/Zt5Zv2Re/086IoJBVVPzOA9sL968lCMK7Whbkr/GlL32JT3ziE9x5552ceeaZteOGYfDtb3+bhoaGccHTAw88wLe//e1xrw8//PA9AjOPx8MZZ5zB6tWrefjhhwFYvHgx1157LZFIhK6uroPu6+7p2HvvvZcpU6aMm4bd3f7999/PrFmzsNv3/rWeP38+v/71r6lUKrU+P/DAAwfdF4vlzazAzmKxHBKabrBuIIUgCBzWGsAuiWi6QapYqe3BqhsmPbE8qmEyoyVIwGUnllNY05tiSoMX3TARBehPFtldH7g15CanaDy/Zg0rfnkTv79vJflcdo/rt7a1ccLSpXzoxI+zbOmS2rZh0V3lUQpljVf60rvq23kRRYGMotKbKNIcdCOJAs1v2hM25HawI1agKeAcN2LjdthoCbpIFCrkyxo7xvIc3hY84OcUcjtIFSrveGD3z2j58uWcc845fO5zn2PDhg0cd9xxZLNZfvazn/H000/zu9/9blywOjQ0xGc/+1k+/elP88c//pHf/OY33HnnnQA8+OCD3HrrrZx66qm0tbXR29vL7bffXgsMjz/+eD7ykY9w7LHH8o1vfIMpU6aQSqV48cUXiUajfPWrXz2g/i5fvpx169btcf5FF13EbbfdxpIlSzj//PNpbGxkaGiIxx9/nDPPPJNjjz2Wr3zlK9xwww2cdtppfPGLX2TdunXce++9h/CJWt6XzAOQyWRMwMxkMgdyusVieZ+paLr5xnDGfGbLmJktVWrHRzMlc2e8UHu9M14wNwykza2jWdM0TVPXDfON4ayZyClmf7JgvjGcNXviOfOFHXFzw0Da7InlzHsffdact3CRSTUNwgRMWZbN6TMPM+d+4Chz9vyFpux0jnt/2vQZ5u9///vadbeOZs3V22LmYxuHzYKi1o4rqmY+unHYHEwVa8cGU0WzL1GofS5d/Mv97GYYhrllJGv2xvPm714ZMJN55YCflarp5msDabOi6Qf8mQNRKpXMTZs2maVS6ZC2+/em67r585//3Jw9e7bpdDrNYDBofuxjHzPXrl077jzAvO6668zPfe5zptfrNevq6syrr7669v4bb7xhnnbaaWZLS4vpcDjM9vZ286tf/apZLP7la10qlcxLLrnE7OzsNO12u9nc3Gyecsop5jPPPDPuOjfddNNe+1oqlUyfz2cC5vbt2/d4v6+vz/zMZz5jRqNRU5Zls7u72/zXf/1Xc+fOnbVzHn74YXPy5MmmLMvmhz/8YfPRRx81AfPJJ5/8ax+h5Z/U/n6GDyYOE0zTfNsUrWw2SyAQIJPJ4Pf736kY02Kx/BPSDZOeeB7NMJEEgUkNPiqaQapQYf1ghqjXgcMmklNUCmUdp12kM+KlOehkOKOg6gYdkeooTF+ywJNvjFHvd9Lok7nj5z/h2h9dja7r2O12zjjjDP793/+dOQsWMZip0BRwEvI4KJVKPPXUU9x821088rvfUiwWADhp2Sn8v1/cSNp0MZItM6s1QDxfHUGUdo3o7RjL05sssnhqdV2WphtsHs0xoc5LvqxRKGu1/r1ZsaLREy+g6gbFss78zjAO24Hlo/Uni8h2kXrfoSt9oigKPT09dHV14XT+fUqqWCyWQ2d/P8MHE4dZWbEWi+WvZprVTFTZJuHYtVVYX6LIltEcY7kydV4H05r8tAbdyDaJ7joPJlAoq7y8M832WL6WfGCaJpuHc2i6iVoq8s0vfZYf/+B76LrOGWecQW9vL7/+9a+Zu+goBjJlWkIuQp7quiSXy8WCoxfzw5/ewNDQIP/1X/+FJEk8+MDvmHnYYTzy8MPUeWUcNhG3Q2IoXardQ2fUTUXVGc5Uj9kkkTqvzGhWIeiyk1M0tL0UFnY7bITcDhxSdfeL/lRxj/1l9yXkcZAqqH/j07dYLJY9WYGdxWL5q8VyZTTDIOp1MJQpES+Uke3VBAPZLtJd78UhiYzmFNrDbkBgaqOfifU+7DaB8K51bEPpEk9vGWMwXWLpZD/f+dJZPPj7B5BlmV/96lfcc889NDc3ky5W6E8W6Yh4xhUpNgyTsWyZqFdGkN18/Vvf5dGn/8zkadNJJeL817+dyS9vvJ43hrM0+J3kyxpZpRpYiaLIxAYvW0fztbp01Zp6OhXdwOe0kS7tPQir98mYpolNFCirxgFvNbY72SJf1v6Gp2+xWCx7spInLBbLXyWnqMTzFTojbtb1p6vTsPU+nHaJzK5AyO+0M5wp4ZBEPLKN0WyZjrCbeL6Mz2mnK+qhUFZ54vUxNg1nWDY9wqfP+DhrX3yBUCjMj395Jx/84JG8NpBhNFNiJFem0S+TKVaQBBEEqGgGg6kS6WIFv8uOx2nD47Bhj3Ty7Zvu486fXsXv77mdn37vm7yxZRtX/ff/EPW7GUgVmdLgRxKru1X0JoqMZEq0hKqJFHU+mdFsmbDHQSynEN1LiRKbJFLvd7JlNEd9QCKWL+N12nA73v6f1pDHTqpQOeCMWovFYjkQ1oidxWI5aKpu0J8s0RCQ2ZksomgGc9qDtZpv8XyZOq9MvqyRKqi0hFzEcmUiXgeaYTKULuGQBF4fyvDIayP0xgss6AxxwRe/wHPPPYc/EODqm+/G3z6NNb1JRnMlKrrBlHovLrtEVtEYzSmki9XSJpphMrcjxPzOMJPqvYTcDsbyCk2RAN+/5nr+65vfQRAE/nDP//GFcz5F/2iC0XSZraPV3QicdonWkIv+VImyVt03NuJxoKg6NhHKmlHbT/atol4HLodEPFehKeBiMFU6oCnZoMtBpqQe1O4VFovF8naswM5isRy04bSC1ymRyFd3UeiKeHDaqyNPhV37rfqdNgZTJZqD1UXAmZKKTRRYvT3Ojnie9QMZXu5PE8+XCbkd/Pqmn/H4g/ch2Wyce+XPWTh/HsdNb6A15CavaLSEXIR9MpMafMxqDTKp3ktJ1dgRz+Nz2mgNu2kJuZjW5KfOJzO/M8zstiA+2c5nv/Blbrz1DpwuF6/86Um+cu6Z5Ir5arHhoQylik6Dz4kAjGWr06miKBDxOkjkVQIuO9l9TMcKgkB7yEU8X8ZpFxEEgXj+7XeX2L3eb1/tWiwWy1/DCuwsFstByRRVChWVimrgdlQTB8LevxSEjeerI3OxfAXZJhJ0OxhOV6dKe+IFxrJlDm8J0hJ00hxwMas9SHlgIyt++n0AzvvGVZx6wrGs60vxf3/uZcNgmrJqkChUSObL9MQLjGRKpEoqs9qCzGgO0Bp2sX0sz/ZYnhd2JBlIFWkJVJMr2sNu2sNulp50MjffdT9ur5f1a/7MNZd8kYpaYf1AmtcG07t2mRBJFMq10bmIRyZXVnHZpX2us4PqmjynXWIwVaI15GIsp9S2MdufoNux33YtFovlYFmBncViOWCabjCUKSEIApIkEnTZMUwT3651YoqqUyjreBw2EoUyzUEXsZzC2p0p7BLVtWh+B/FCmR2xAjYRXtsxxCX/eR6GYXDyGZ/kvPP+A90wccs2dMNEtkt4ZYnRjIIgCAgCDKQVvHJ1r1aXQ6Qz4qHOJ5MqlMmUVATB5NmtMV7YkWDDYIaBVIlCRWfG7Hlc9b//h12WeeqxR7jv2svAMBhJK7y8M0VfskSmqLJtLE9FM5BEgZDbQUnV0XRzn9OxgiAwIeqlJ15AtomEPQ5GMsrbPs+Ay06hrKHuJevWYrFY/hrWql2LxXLARrIKmm4g2yXaw26G0iVCbkdtZ4axbJmwp7rPatht5/XhDG+M5FANg03DFVTdZDijsGkoi2GY5FWNp37+TeIjg3R1d3P7LTdhSDLbYwVEUeDTH2jjtYEsyYJKd52HkqoRdDs4ckKY0WyFV/vTRL0yqYJGxGsnnlcZyZRoDbvxyhLFiobfaWNCnReHTcQwTCZ8chlK6Wa+/aXP8dt7fkPBcHDal79Na9hNpqiyI56jNehG0XT8TjtOu0iqUCHkdpAuqjQGpL0+m6agk/WDGWK56pZkm0dyFCvafhMpJFHA77STLqoHteesxWKx7Is1YmexWA6IouqMZhUMk12lSyCrqITcjtr7ubKKIEC6WOG1gQw9sQJOm0iDz0nYIzO9ycvOZJGAy87kRh8jax7j1acfQpQkLv7Bz4iXBJ7vSTKl0cuMJj+v9GVZ0Blm8dQ6kkWVDYMZdozl2TySoy9ZYEKdhxnNAZqCMq8NpOlPFZjR7KfeLzOtyc+EOi/xQoXV2xO1TN2SqrP4uBO4/Ec3IAgCj/z2dp5beStOu8QHJ0aZWO+jpOqUK3p1OzEE4rkKY3mFdLGCphuMZRW2x/JsHc2xM1EgU6y23RZ20Zso1LJqD2TULuixkym9/Zo8i8ViORBWYGexWA7IYKpIRTdoC7trJU3cDlttt4VYrozXYWP9QIa+RAFF05nZGiDidSDbREQTnt+eIuiyc+rsZqRKlkduvhqAL331YqYcNpvbX9wJmNT7ZBAEOqNuiqqO0y6hVDRyisaGoSwlVcfrtNER9pAolHllZ5p0UaUr4mEoo7BpMMMTb4wRz5cJuOzopsl96wZ4bmuMQlnn8JYgyz/xSX74458AcNv1/809965kZ6JAV8RDZ9TDlrFq4NYSdDGnI0SmqPHaYIY1vUnKmkGdT6Y56MIr2xjLVQO9Jr+LsVx1jV7E46CiG+SU/a+h88k2yppRy8a1WCyWv4UV2FkslreVVVRGsgp1Xpnwrt0ekoUKIXe1SHBZ00kUymwZzTGcLuF3OTh2WiMOm4iimvQlimwcyRJw2zl9bguxgsrt136HTCbN3Llz+fS/fYX+lMKps5pRVIPHNo3SGnTRFfGwZTjHb9b2I4oiZy7s4NhpdazrT1NSNHYkCiTyFVrCLj79gQ5OmdPK6fNaWTy1AVkSeWMkR8RtJ+K1I0sSL/enieUU3LKE32njlDM/z3lfOB/TNLnle1/l0WdXM5IuIQkCR3RH2DSc5dWBNG67iCgISGK1qLBXtuF32vHINiJemYn1XvwuOyNZBaddpD9ZRBQFGnxORrP7H7UThOp0bOZ9nkTx2c9+dtcaSgFJkuju7ubLX/4ymUzmkF1jxYoVrFy58pC1B9DZ2cnll19+SNt8N2mahiAIrFixonbsYO9xX89ZEARuvvnmQ9FNy35Ya+wsFst+mWY1MJNEkbZdU7CKqu8qaVIN7AbTJYZSJYYzJbrrvBw1MYpdElnTU2AgVSCWrxB02zl9bisjWYWX/vwUj/zut4iiyPd/ch1jeZWWoIuQV6bdgJGMwu/WDRLxOHh9JIdNFFg8rR7ZLuKXHWDCn7cnOH5GA81RDw6bSGRXAWHZJtFV56U94uGxTcPc/nwfh7X6OW56PX2JIg+/NsLTm8eYWO8lq+icfv6lvLzhDdY890eu/8a/4/zZvTQ1t3DstHqmNfkZyZTYNpaju85LY0BGUQ3GcmVKqk5z0AVUf2HV+5zYRJHRbIn+VIGuqIeg204sX03oePNOGW/ld9l3rc17h7+Y/+AOP/xwfvGLX6DrOmvXruXyyy9nYGCAVatWHZL2V6xYQWtrK6eddtohaQ9g1apV1NXVHbL2/hEd7D3u6zmvXr2aCRMmHOruWd7CCuwsFst+ZUsaY1mFma0BZFs1cSBVrAZqoiiQVzRe60+TVVQaAy6OmBDFYZMYSpXYNJwhp6i47TZOmNFIvFBBMA2u/W71r//P/dsXUINdHNbsp6wZ/GHjCNOb/IR9DoYzJV7qSzG10Udb2E22pLIzXmIgWaAj7CJVqk6NzpZE5nWEa/1VVJ1MSSWWL6OoJiGPg1f60jy/I0lzwElXnYeBZJGxXIX2kIuOei9333UnJyw5hi1vvM4t37mAj192I/2pAqfPbsEhiThsIsWyhigIOGwijX6ZWL7MQKpIa8hdu3bY46A15OalnSmShQr1fid1XplYTtlvYOeTbfQni1Q0oza1/X7k8/lYtGgRAEcddRSFQoHLLruMsbEx6uvr3+XejVcqlXC5XMyZM+eQtXWoHOr2DsU9ArWvreWd9f79F8Risbwt0zTZMpYj6HZQt2tEzDRN0kWVoNuObpi82JugUNFx2GwcNTGK0y6h6QbPbh2jpBpIgsCstgCpokpe0fi/FbeybfMbBENhPvLp82nwyyQKFfpSRSZGPYiCQMBlZ15nmLawm4puIpgCL+9MIwmAWJ2qa/TJbB7J88fXx3htIMXrQ1le7Enw6kCaZKFCXtFoCzl3rYVzM7MlQMjjYGK9l4XdEXKKyrr+FM9uieEPBHj4wd8TCATYseFlEk/fTqlisOL5PraM5pjfEcImiexMFFA1nUJFpyvqRVH1PRIkJtR5cNolNu/a1SLotqMZ5n7X2om7smOzb7Me7/1md0Cxc+dOAB555BHmzZuH0+mkpaWFyy67DF3/y9rEvr4+TjvtNKLRKG63m6lTp3LNNdcAcMwxx/D0009zxx131KZ8n3rqKQCKxSIXXXQRLS0tyLLMwoULefbZZ8f1RRAErr/+es477zzC4TAf/ehHgT2nKTVN45JLLqGlpQWn08m8efN47LHHxrXV2dnJpZdeyqWXXkpjYyPTp0/f6/339vYiCAK/+c1vOP300/F4PHR2dnLbbbcdUHvxeJzPf/7z1NXV4XK5WLx4MRs3bhz32Zdeeon58+fjdDpZuHAh69at26Mfe5uKve6665g6dSqyLNPa2soXv/jFt33Ob56KPeuss1i8ePEe1zr//POZN29e7XVPTw9nnHEGwWAQr9fLqaeeysDAwF6f126f/exn+eAHP8i9997LxIkT8Xq9nH322VQqFZ5++mlmz56Nz+fj1FNPJZ1Oj/vsq6++ytKlS/F6vQSDQc4555xx5wwODnL22WfT3t6O2+3m8MMP5/bbbx/XxooVKxAEgQ0bNvDBD34Qt9vNnDlzWL169X77fahYgZ3FYtmnVEElkS8ztclXK2lSqOhIooDbYWPLaJbBVBGbKHB4a4Cg24GmG7w2mGEwXSJdqiDbRXRz14b3WpH/d81/AzD/4//KYFGkL1FkKFNE1QySJZWNQxm2jeboSxRoCboRMFndk2BCnYexnEJbyMUxk+uY2ODnpMMbcdoEVr08SG8ij0+24xAFXulL8mpfivWDWcIeB0G3nbJmUKjoPLc1TqZUYWKdl3xZY/WOJFfcv4E/9Bn851U/AmDFjddh7HwZXTdIFSs8unEUl13CLopsHM6RLJSRRIGOiIdUsUKq8JesVlEUmd7kZyBVJFWsIAjCrlG78n6ftd9le9+vs3ur3QFdY2Mj69at42Mf+xjd3d2sWrWKCy+8kB/96EdcdtlltfPPOecchoeH+eUvf8mDDz7IhRdeSD6fB+BnP/sZc+bMYenSpaxevZrVq1czd+5cTNPk9NNP56677uLKK6/k/vvvZ8KECSxdupT+/v5x/fne975HpVLhrrvu4pvf/OZe+3zxxRdzzTXXcNFFF7Fq1So6Ozv56Ec/ymuvvTbuvFtuuYXXXnuNW265hRtuuGG/z+HCCy+ku7ublStXsnjxYs455xyef/75/bZXLpc59thj+dOf/sRPf/pTfvvb3yJJEkuWLKFQKACQz+c58cQTsdvt3HPPPXz2s5/lzDPPfNuvy7e+9S0uvPBCli1bxgMPPMCPfvSjt33Ob7V8+XKeeeYZYrFY7ZhhGKxcuZJPfOITQDUwPfrooxkYGOCWW27hjjvuoK+vj5NOOgnD2H/tx61bt/KjH/2In/zkJ/zkJz/hN7/5DV/5yle44IILuPTSS7npppt49tln+da3vlX7zJYtWzj66KOx2Wzceeed3HjjjTz77LP8y7/8S+2cWCxGa2srN9xwAw8++CCf/vSnOffcc/e6pvAzn/kMZ599NitXrsTpdHL66adTqbzzGfDWVKzFYtkr0zTZPJqlNegeV4stVagQdNkZyypsHMrike0EXHamNPjQDZPeRIH+ZJGhdDWRYPHUBkRRpMEvc8HXLiGViBNqaufUT53D5JYQJVUnV6xgkyRUQ2fnrs97HDY6Iy6cNgm7JPLQayOkitVdKzYNZ0kV1OqWXGUNwzR54vUx5ndUGM0p5BSdOp8DmyCwYTBNk9+JyybSGnIRy1XoTRQ5vDXIvxzRwTNb4ihlnf5EEbVpPkd87NOs/v2d3HDlV/mvG1eh6w4yRZXXhtL4HHZG0iVEAbqiHjyync6Ihx3xPHabiHdXoeaGgJOAy86WkRwf6I5U967Nlfdb187ntDOQKqHqBnbpEP7NrSqgvX3ZlRpnAHYF8TVKBg5g/1sAJAc43G9/3j5omlZbY/f973+fuXPn0traykUXXcS0adP4zW9+gyAInHjiiei6zpVXXsnXv/51wuEwa9as4c4772TZsmUAfOQjH6m1O336dPx+P9FodNyU4OOPP84jjzzCmjVrmD9/PgDHH388s2bN4sc//jHXXntt7dyJEydy66237rPviUSCG264ge9+97t89atfBWDp0qUcdthhfPe73+Xuu++unet0Olm1ahU229v/Gl60aBE//OEPa+1t3LiRH/zgB+PWHr61vZtvvpmtW7eyefNm2tragOpoWldXFzfddBMXXHABt956K9lslvvvv7+2hk7Xdb7yla/ssy/JZJL/+Z//4dJLL+U73/lO7finPvUpYN/P+a1OOOEE3G43K1eu5LzzzgPgmWeeYXR0lOXLlwNw7bXXYhgGjz32GD5fdQHq/Pnz6e7u5v777+fUU0/dZ/upVIqXX36ZlpYWAJ544gl+8YtfsHbt2tqI4CuvvMKdd97JddddB8BVV11Va1uSqstOJk6cyIIFC3jllVeYM2cOs2fPZvbs2UD138ijjz6a7du3c8stt+yxpvDiiy+uPZe6ujrmz5/PCy+8wNFHH73Pfh8KVmBnsVj2KlmokC6qzGkP1Y4ZhklWqSY6vNKXAtNEEGBOexBBgJ2JIoWyzrq+NLqus3RWMzlFx+mAF1/byl23/ByAr152JecvmYZumDz++ijxQgW3XcIwoSPsZiBdwjANXu7PEPZUp4Erus6keh/zO0MMZRTagi4aAi5EAV4bzPD6YIYbntpBndfBlHovoiDgCtvoinoZzSmMpBU2j+WZ3ujDK9t4ZMMwkiBgGAaxosrR3REqhknT+RfTu+kVhne8wZ1Xf43/+J8VbI8XaI+4iHgd5MoyL+xIEvHYOX5GMy6HRGvITX+yyMR6L3ZJxCfbaPS72JkokFdUvE57dZu1XJmOyN7/2ZVEAa9sI1tSa4kgh8Rz18DTVx/4+d/YCa7g+GPXHAblA8xOnXUmfPznB369N/nTn/6E3f6XtYiLFi2qTWutXbuWs88+uzZyDNVRn4svvpgNGzbwoQ99iNmzZ3PJJZeQSqVYsmQJzc3Nb3vNJ554gq6uLmbPno2mabXjxxxzDC+99NK4c0888cT9trVhwwYUReH000+vHRNFkdNPP32P6brjjjvugII6gJNPPnnc62XLlnHjjTfut70nnniCRYsW0dTUVLsvh8PBokWLave1du1ajjjiiHGJEcuWLdtvYPfCCy9QLpc5++yzD6jv++J0Olm2bBn33HNPLbC75557mDt3Lt3d3bV7WLp0KS6Xq3YPDQ0NTJ06lZdeemm/gd2UKVNqQR3AhAkT8Hq946Z5J0yYwPDwMKZpIggCTzzxBF/4whcwTbN2vdmzZxMIBHj55ZeZM2cOuq7zgx/8gFtuuYW+vj5UVa1d762WLFlS+/9p06YB1ancd5o1FWuxWPZQHa3L0b6rZt1uOUXDIYr0JYukiioe2UZ72EvYIzOQKlGq6GwdyxLPl5jc6KNimJiYtIac/OAHV6OWFWbN+wD/9e//Ql7RuOelftb2Jgm5HUiSiN9t58OT65hY56Ut7OGTC9o4ojtCqlhhXluYoMvOk5tjNPidLJneSEfEQ1kzyBQrKJrBWQtbmd8ZYnZXmKMnR7EJIumSxgc6I3zuyE5mNPtJFlXq/TKHtQSZWO9j2ewWPjI5yki2QnNQRrDJfP5bP8Xp8rB1/Rr++OufMbHOze9fG6YvUaA16GZmk48H14/w/PY4pmkScNkJuu30J4uYpokoCoQ8DkJuO9tj1WmviEcmX9b2uS0ZVLcYyyraPt9/r5s1axZr1qzh5ZdfJh6Ps3r16tovzOHh4T0SKBoaGmrvAdx9993MmTOHL3/5y7S0tLBo0SJefPHF/V4zHo/T09OD3W4f99/111+/x1Ts2yVw7O7H3vq5+70DbevN3pqRWldXx+jo6H7bi8fjPPnkk3vc1/3331+7r9HR0b22vT+JRAKApqamA+7/vixfvpynnnqKWCy2xzTs7ntYsWLFHvewfv36Pb42bxUIBMa9djgcez22e4R49/WuuOKKPa6XyWRq1/vxj3/MlVdeyec//3kefvhh1qxZwznnnIOi7DkqHgwGx10L2Ot5h5o1YmexWPaQyFfIFFXmdYTGHU+XKii6Tl+yiM9po1wxmNbkYyynkFVUlIpBT6yAJIqEvU7cDonDmwPc9MgLPPv73wDwjW9eweodCVZvjxPPVTh2Wj0NfieqYeCTbTy0YQSf08bkBj8zmwPsiOeZWO8lU9IQBRhOV8uqrOsTyCgqhbJKRTOY0xEk5HLgkVW2j+QwDJNpzT5i2TLPbYvhctio98koqspYFkJuB15ZYnusQJ3XiaIaxLIVJtZ7yfsn8/lL/5sbvvkVHrztZyw44kjamw/n9dE8mZKOZuhMa/Lxx9djVDSDoybV0eh3sj1WIJavbinmd9oIexz0pYpMa/JXS7J4ZOL58rhM2jfzu+wMpkvohokkCns9573M6/XWpkPfqqmpibGxsXHHdgc3u4OMlpYWbrvtNnRd589//jOXXHIJy5YtY2hoqDa19lbhcJju7u5x06S77f5lvJvw1inqvfQRYGxsjK6urnH9fGsg9HZtvdmb16Htfr07qN1Xe+FwmKOOOmrcVPJuu6c1Gxoa6Ovr2++13ioSiQDVIHbSpEkH1P992T0du2rVKqZMmcLIyEhtGnb3PSxfvpyvf/3r++zHoRQOh/nUpz41bk3dbrtHf1etWsVZZ53FJZdcUnvv7db7/b1ZgZ3FYhnHNE3eGM3SGfHUypsAaLpBLF8mVagg20QMA7rrPZjAWKaMIEC2XGH7WJ72sJv2kJsZjT7uWtvPnb+4Bl1TmbngaEqRybzSl0QQ4F+O6MDvtjOYLBH2OFg/kKGkGtT7qztbPL1ljFxZQ7ZJHNEd5s87Ekxs8PLU5hhdERcZRWM4U6Yj7KY/WWK7Xt2ubCxXZstYjrW9Seq9MqphkClpaLpJa9BFU8BBR8TDzmSBckWjJ14hUVBJFytMa/IzvdlP9ugTmbf0dF76w2/56Tcv4Id3PML2vI2uOic7YiU2D+eY3uzntcEMCPCB7gitIRfbY3n8Tjs+px1RrE7L7kwUmNTgI+xxsGU0R6PfwLaXdXTVpBSJnKISdDv2eP+v8sELYdF/HPj5zsCexy587eDW2L0DFixYwH333ccVV1xRC2LuvfdeXC4XM2fOHN8FSeLoo4/mG9/4BieffDKJRIL6+nocDgfl8vgklsWLF3PttdcSiUTGBWN/jZkzZ+J0Olm5cmVtjZ1pmqxcuZKFCxf+1e3ef//9nHPOObXXDzzwAAsWLNjvZxYvXsw3v/lNJk6cOG7k6M3mz5/P3XffTTweJxqN1tren0WLFuF0Orn99tu58sor93rO3p7z3uyejr333nuZMmXKuGnY3fdw//33M2vWrHFT9O+UxYsXs2nTpn3+cQHVUjJvDvgLhQIPPfQQXq/3He/fgbICO4vFMk4iXyFX0ljYOf4v4mxJJZYtIwrglW0UVZ32iJu+ZBFRrAYlL+5IougmcztC+Jw2/t+zPYz072DNY/cBsOzzF6DpBrLNxrwOP01BF6NZheagi5xSwSbBvyzqQDUMHt0wSiyn0Bp20+C38XJfGrsooOnVqdcXMgrNYRcLO0I0h9x0Rz1sT+TJFlXag042DeeI5RUkUaSrzltbRzOcLvHSzgQ7YjmiPpmyYRLPVcgpOh6HnXRJZdNQjnntIbSvXknvpldJ9G/jxisv4BOX/5x1/TnOXNjGqnUmPYkCdV6ZN0ayaLrJwu4Idb7qtHS17Ek1aaQvWWRCnReHTcTntJEqqtT59r6Ozue0k1O0QxfY2Z3V//4Wewv2/s4uu+wy5s2bxyc/+UnOPfdcNm7cyLe+9S0uuOACwuEwmUyGE044gbPPPpvJkyeTz+f5/ve/z4wZM2rTlFOmTOG3v/0tjz76KOFwmClTpnD88cfzkY98hGOPPZZvfOMbTJkyhVQqxYsvvkg0Gq0FaAciEonwxS9+kcsvvxxBEJg+fTq//OUv2bx5M3feeedffe/PP/88X/va11iyZAl33303a9as4bnnntvvZ8455xx+/vOfc8wxx3DRRRfR0dHB2NgYzz77LAsXLuQzn/kMn/vc57jqqqtYtmwZl156KQMDA1x//fX7bTcUCnHxxRfzne98B0VRWLJkCel0moceeqiWWLK357x7lPCtli9fzvLly1m3bt0ez/qiiy7itttuY8mSJZx//vk0NjYyNDTE448/zplnnsmxxx57EE/x7V1xxRUsWLCAj3/845x99tkEg0H6+vp46KGHuOKKK5g2bRqLFy/mpptuYuHChdTV1fHDH/7wHyqoAyuws1gsb7Etlqct5N6jUG5vokCurNEckClWdLrqPIxmyhiGiSgIxHIKG4cydNd5KFR0HtwwjGDC2lX/D9MwWHTMcRx79JFopolfttEadrNpMEusUKYlIJMv63hlOxlFRdUM2kIuihUVQzeI5xXeGMmjmwY+h52uiJexvMKHJ0VpC3tI5Cs8vHEYWRKxiRKTGrx8oi3IG8NZ1g9kGMooLOwM4Xc5iHpl1vQkUSo6XlliXmeI7aN5BlJFAAwgni+zdmeamW0Rzv3mtVz75eWs+fOztN93C1OXnsPDG0Y4YUYDj24awS6JFCsafckiJVXnA11hwCRRqOCV7ZQ1HU03SBYqRH0yEa/MQKpI1OvY63Scz1nde3Z3IGqpmjVrFg888ACXXXYZp5xyCpFIhK9+9au1USOn08mMGTO45ppr6O/vx+fzccwxx/A///M/tTa+9rWv8frrr3P66aeTz+d58sknOeaYY7jvvvu46qqruPrqqxkcHKSuro4FCxYcVFC329VXX43dbudHP/oRiUSCmTNn8uCDD3LYYYf91ff+k5/8hDvvvJMbbriBaDTKrbfeypFHHrnfzzidTp588kkuv/xyLrnkEuLxOA0NDXzwgx9k1qxZQHXq+6GHHuILX/gCy5cvZ8aMGdxxxx1vO7r47W9/m0AgwA033MC1115LfX09H//4x2vv7+s5780JJ5yAy+UiFouNm4aF6nq/1atXc+mll/KlL32JXC5HS0sLixcv/pungfdmypQprF69mssvv5xzzz2XcrlMe3s7J5xwAo2NjUA1+BsZGeHCCy/E4/HwpS99iWKxuEdyzLtJMM23H1/PZrMEAgEymQx+v//v0S+LxfIuyJVUntkaY/HUelxvKstRVnXuerGPkMeBKEBW0WkLukgUKwiY+Jx27lnTx0C6xKKuMJIkIQhQb6b4/LKjMQ2Dn9/7BybPmEWj34nbYaOk6uyI5Qk47QxnS2wZyfOhSVEaAk76kiWKZZVXB9JIQjURIepxEvTYSOQrVAyTnrEcFUVhQb2K3awQdYHmaWRAcQMmPpedXKlaEkU1DPxOB911Hiq6iarrPLs5DgKkiyoep0Rb0E1fooDPZUfXDYqajmEIhN127rj9Nh7/xRWIko1PXbUCZ9Mkpjb5aAo4KWsGyYKK0yEQ9brANJjTFkIHmgMuYvkypYqGbsDcXWsWt47mqPc797kbxeaRHK0hFx75wP/2VhSFnp4eurq6cDr/xhE6yz+E3t5eurq6eOyxx8ZlWFrem/b3M3wwcZg1YmexWGq2x/I0BJzjgjpNN3hm6xgjGYWA24FhwvQmHwgQ8TnwOW08tnGEnKLSGvYQ9TnRDJPWsIubvv/fmIbB7CM/grdlMm6bRG+igN/pYOtolpagC4dNpFDRmdUeQAc2DmVx2EQkUWR6c4DhjIKpZGkqryPUu5EZ2c3ImR7k0gheLQWv/6X/w4u+iTjxs7zUnwJgXkcIaccTOAafZ8gznSd6J+KNttAYcDOh3stz22IYpklFN0jmMogSjObLtATdaJqJXYJkscLiZWfQt+5ZtrzwBI/f+C0++d3b2B7LUyhrTKz3EfUKDKSKeO12XLKNJ94YI+h2UGxUsUs2Gnwyrw1mUVQdp10i4pVJ5Mv7DOz8Lhs5RTuowM5isVjACuwsFssuiqoxmC5x1MRo7ViyUGFnosDGwSzTmv20hdwUVA2nQ0IUBBRVZ9NQlp5EAQ1oCzrxyDbqfU68Ro4/3FfNNDznC1/hjLmtbB7NE5EENg5maQ646K73Mpwp0RZyc9SEKPG8wpOJIrpp4pAEppQ3sGjtd2kqbkbk7TPP4opESdU4ZnIdfckSQ2mFli2P0dJzBy3AAiDhm0K283hiLcfTGmymzutgcrOPTEFjKF2iN1GkeVeBYVEU0A2TrSN5lv775YxufZWx/h28et8vmPeJC0jkyrRF3Eyu96GoBsNZhQ9PqWNms5/eeJG1PWnqfQ4wfRimyWhWoSPiIeiyM5wp1QK9t/I57QylSzQGrJE3i8VycKw6dhaLBYCeRJGQx0HQ7UDVDXrjBeL5MkpFx2ET6Qi7UTQDr8MGJuQVlVShwlC6xFimjF2E5qCT9rCLxoCTX/7iBjS1wuTD5vKxpYt5dSDDQLJIb7zArLYAS2c24nbYkG0SUxp9xAsKf9w8RkfUTVPAyUiuzMY0tBRff9ugTsVOSXDRk5fIKBo5RSPkthP22GnQxhcEjeQ20/Xa9Sx8ZBmf3fAvzE0/DGqZSQ0+ZrYGaAo4ebk/RbGi1YoFHzUxQnNTAyeefwUAz6z6Fa7kZhTD4OnNMTrDLhZ2V9fWPb05RrpYYW5niEkNXtIllWSxmjW8pjeJouqIokDY4yCe33vmoMchoeoGZW3fNe8s732dnZ2YpmlNw1oOijViZ7FY0HSD/l3bbCmqvmu61E7QZeOF7Qmagk7skoCgmuimSUUziOfK2Gwiw5kSsZzC5EYfczoj5BQVTclx5//dAsC/fulCPA47OZuGIApMqPMyryNMsaIRz5dx2ETKsR0kXn6A7nmfxy6JrB/I0Bl08Xy6hTHXROpL26jYfIz5D2O71IncNJOsq5mEGKEg1+N2OhnLVeiu81DvcaDqJplimcdfz3KM6wgmtcgEU+txFscXiZXjm+h87utU1v6A2OTPEFn0eWa2Btgey/NiTxK/y8Ybwzkm1Huoc9upm3YEhy/+OOv/uIpbr76E7/3qIR7clOS6P27nqlNmAiYPrx/h5f40uYrGgvYQubJGT6zABydGeaU/zcahDB0RDxGPzNaxHE2BPWvWCYKAT65mx8revddfs1gslr2xAjuLxcJwpoRNFPA7beyIFaj3y0S9Mqu3xSlUdGZ3VPd0NQCbKNKbLDAh6mVNT4KtYzlsosiJM5voieXRDbjjpuspFXK0dU/m9FNPJlWosGEwS9Qrc1iLH9M0GUqXcCljOJ79Aa19q5hg6tztnMrz5Q7cNht/2hbD65C4JXA+xYCTXqmTglrd5aEcN2iPeJjY4MEv2+mOuHHYSmwYzOCwCdgkEUOHBp+Dx7STeDFyCl3zvIRLO5G3PsSU1NOEMxtq9+9QErSs/ympravQP/lHFk+u49E3xsAUqegq22MFpjf76FQ0mr9yKTteeY7h/l5+/fMfM/v0L/LaUJrbnu9h+fwOZrQUeaEniaqZ9MdLTG7ysmOswGiujF0ScdpFUoUKeUXDZZdIFip7LX3id1XLokQP5fZiFovlPc8K7CyW9znDMNkRK9ISdNOXKtLgl2uL+zcNZ+kIuxABzTDQdZPhTIkJdV4GUkW2jeaIZ8sc3hZkJFcmllNo9kg88ZtqPauvfe2/cDpsPL9jjJKq0REJsXWswEgiQ/jVnzOj51Zko1Try9ydt9A78WqGMgrTm/xMqvcR8bbzYm8C+2iB4yaFqfM5sQswmqtQqRj05PI89cYYXqcNBIEGnwObCI1BN8OZIqIALUEnyXyFnlIEue2zrG37LF1GPx3bbmNa7CFsRnVK9IWu81mzfpSOqJcmv5OhbImwy05ZN4llKzgdEh45yMXf+zGXn382T9x7Kx8+YRl+Z4SH1g8xki3THnbjd9qxiSYRrwNdN4l6ZdYPZGgLudg4mOPjs5sZyZVJFyooqr7XwM4r2xhIHfwuFAdQ6MBisfwDOlQ/u9YaO4vlfS5ZqFTLcZgGIbejtgH9n7bFCbjt1PtlNNMkXVIpaxohtwPTMHmpJ8Xro1k8TjvzO0OkixVmtQV5/PcryabiRBuaOPqEj7NhKENvssjM5gAjGYW+dU8w66FlzN3+s3FBXVZu4g3fEQxmSjQEXMztCNMSdtETL1JQDCJ+JxXdxOe0MaM1xAe6I0xv9TO5wc/Rk6McPSmK0yayri/NzniRl3pT7IgVcMsSL+xMkypWkHclKjgkAV/7YUz6/C95btnTDMz9KiOdpyJNP4WIT6ZQ0Yj4ZE6Y0UCdX6beK1Mo67SFXGwazuKbtJD5iz9WLePynW/QHXRimgJbRnMUFJ2mgJN4vkKiUGYwpRBwV69b1gxGM0XeGM3RHHRR75PpS5ZIFSp7fF1skojLIZEvH9jesbsr8xeLxb/p+8Fisbw7dv/s/q27bFgjdhbL+1xvIo/NJuJ22GjwV7Mwt43lGMuVOaI7TE7R0HSNYlmnISATctt54NVhBtMFTATmtgcYTlfwOm3kiir333EzAF/60ldoDLl5Zns/M5t9jMSSTN/4I6YO/Gbc9XNigN+HzuFPwZOomCKNbpk6n5NUscKmoQyJQgWXXaTJ42JSvYdUUeX5HQk8skSqoKIZJmPZEmO5Mq0hF1MbfaSKFfqSeSJeB2XVYFqjD7fDxuy2EHmlurPEk5tHGc2WaQ5E+LVjOe52Gx/0uTi8LczGoTSjWYU1m3bwuZ7/YtPUL7FeXkBW0fhAd5htowVO+reL2bjmOYZ6NrPmgVuZ+bFzkUSBbFmlOeQi7HWQKmpMa3IR9dh5fThH1OtA0Qx6Ynncso3uaPV+XhvMcNTE6B4jcz7ZRk5R91kW5c0kSSIYDNb2U3W73VaBY4vln4BpmhSLRcbGxggGg/vc1/hAWYGdxfI+VihXd0xoC7tpDbkAyCoqa3pSzG4LkCpWg4rXBjO0hpy47RJPb4mRKZVJFcq47RIZRUc3KjQEnKz989MM9mzB6XJz0hln8uCrw8RzFRpLOzj+9UsIFnpq1zYReDZ4Cr+LnIsk+wnbJTyyDbskUSyrJPMGw7kiTpuNIyfU4XWKbIsVkASRoVQRURRoCbmQBAHDkBEEAa/TRkLTGUiV6Ii68TsdOG0iIKCUdTaPZOmIeJjZ6qesaazrTzGWddHor25ttnpHgtawm0xJxTBMTt55NcH0Bo58/gt42s/hds+/0FUfpDPion1KHca3/pvvfO0/eOru/4d36gc5fOYMckqFkXSJtpCHVwfSDKVKOG0SS6bW83J/GqdNYuNQlo6oh4FUiUn1PkazMXbE8kys944LxnxOOzuThQP+eu6ujr87uLNYLP88gsFg7Wf4b2EFdhbL+9iOWAFFNZjW6McmiRTKGhsGM8h2kdagiw1DWXTTRNdNyqrB88NJ+hMFBlJFMopOc6i6E0XUL1PvdXDFr6qjdR897VOsHanw1BtjLLRv5eMD/4Xd/Mt0Y8LdzYrwBWwSpxJ1yQScDgYzJXoSBQzTxGkTKVYM3LJEY72LV/pTxLIKyUKFkFfGY5ew20R2JvLINonmoJuIV6ZU0THcMLsjjEeWqPc42ZkssG0sh6Gb1PurO0UcOSHCSYc3c9eaPgQB2iNuAi4bQ+kSzYFqgsfo9lfozKyu9XlW3/9R532JO4xvUol2Eq2oHLn0ZA777W947fknefFX3ydy8S8QRIlcSSOSLWETBLaOZVF0nWmNfmY0B8iWKjy7Nc6mwQyHtYVw2ES6Ih4SxQojWYWmgKt2TZdDwjDYZ727txIEgaamJurr61FV9RB+p1gslneS3W7/m0fqdrMCO4vlfaqiGWwYTDO92Y/XaUdRdXYmihTKGlMafIxky5RVjRd6ckysd7MzUSCeK1Oq6MTyFRr9TrojblrDHj52eDN/+PM6Njz/JACTP3IGj20aIexxoEVmE8sdTnN6LQAvt53DdcZySqrExAYnczvCjGRKaIYDj10k5HWwZSyHIEDILeOwSeiGQWfUh9ep4HXZaA+6UXWTkVyJer+T1rAbwzB5aWeKsMfO7PYAfYkSYa+DRRPCjGTL7Ijl6IkXGcsWufaxBFGfkyO6Q7zcl6ZUVvG77KiGwY54kYhXRmqYwX3zf8WSDZcQKOwAoDm/gf/Y9u/8OPcD/piait/p4BMXXMnWz69hZNsGtjx1Lyd+8vPE8mX8bjsl1aCo6gylioxlFaY1+mgOuumKeBjKKXjjeUQBPLINt0MiXVRx220E3H+ZevU5q7tQHEhgt5skSYfsl4TFYvnnYiVPWCzvU9vGcmiGydQGP2VNpydewGkTUVQd2SbwQm+C4UyZtpCMYZhkSjplTacvVWR6o4+WoJt6v4vJ9T62xwr84sYbAOic/UG2VPyE3Q7mdYY5ZkYLaxdey3BgNps+cgt/bPkCfo+bT36gleXzW+lPFXl5Z4oNg1nyZY31/RkMHSY1+GmPuEgWKuQUjXy5QmvYTUvAhSSJlDSdiVEvHoedfEnDIYkc3hpgRkuQoybWc+TEKBXdIK1ouGUJr2zD5ZAYzZY5rCWAbBN4sTdFvV9m/WAWmyhS0UxiWYU/bYuTKJQRG2dyz9xfsb7uY7Xn5tUzfHX4v7APvshoroThDnPyv34NgBd+83OMzEgt2WJC1MvEqBenXcLntLNpOEeyUEGSBGRRYixXJpErk1c0yqpB1OtgIF0cV5jY57TtNYFC1Q0S+TJjWYVUoYKmv/3OHBaL5b3PCuwslvchTTN4bSDDjJYAkiTQGy8S8TjYOpbDMCFb0gjIdjTDBBPiBRW7CGPZMp0RDyYCXlkCBEIeB5t2DrP64d8CMOmY05jbGuTsI7s496gudBM0OcirS+7kNdc81g9k8bts9MZL/PblQXoTeURRYkFXhKlNfk46vJHzF0/ks0d20h72UO+Xq9m5PietIReiINAVcfPJBW18aEo905p87EwU+OPmMTaP5BhIFBjJKDT6nXRE3BQUFZdNwi6JKKrGaLa6W0Zr2E3QZac3VmBnvMDjm0YIuG0MZ0oMpxWyJRW7KILdzbPTv83qmVdhUB0F85p5rsxezrzin/C5JCZ96FS6D1+IVlG45QeX0hF1oxkm6aJKxFstmOxzVtcQllQNl93GYLqEBLw2lKGi6ZQqOsWKTp1XZjD1l2xhr2yjUNYwjGopBE036E8W2TySo1DW0QyTTEll82iO0axilTuxWN7nrKlYi+V9aHs8jyBAR9hNb7yA0y4ylC4ylFFYdngTm4azpIoVcmUNt8NJvc/Bc1ti+GQJURSI5cocM6UOj8PG9liem266hXKpSF1zO3c1rSDfPA1bfTfrBzL0JwrkShq9SZVnt8RwSBIBp0xH2E1nxMX6gSwTo3a66ryIgkiDX0YSRHbE8+iGyYxmPxGPTLak8kpfioFUiXSxQqGiM6Hei00UWDqzidFsid54gayi8cKOBJIIY7kyG4YyeO0SnREPzUEXQZeDV/pSFFUdr9OOS5bwyhJ/2hZj/UCa7qiHnckikgCzO0IcM7WeRK5MZPq5JNubCT58PjazgsOs8NnBb3MfObY4T2DhZ75B/+Vn0fvai/z2rl9z+OJTGM2WaI96kG0iQ6kyDX4HeUVjRosXE4O8opMva7zYk2Jhd5CtY3k+MrmOTEklkS8T8crYdhU1zlc0JEGgL1nE57QxpdGHXfrL3+blXUkjpYpOR8TKiLVY3q8E8wD+vMtmswQCATKZDH6//+/RL4vF8g6paAaPbBgm5LbTGHRhGCa6AaPZEj7ZxtTmACue20E8X2Zasx+bAC/2JDEMUA2Tkmpw/PR6MoqGxyHxWn+S6//jY2RjQ/zktBYuPCyH5gjw4uK7+FMmjCQIxPIldsaL6IbJpxd1cGR3BF03uP3FPoqKzoem1KEZBg5JIpYvE3A6iOUVol4HU5v8uB3VxAZdN8gqKpuGsjgkiZGsgmoYTKjzYJrgddp4fSjDWFYl6LFjlwQ8DpG+ZAm3bGdWW5Co18H2sRyvDWRw2kWKZRW7KGEIsGOsgNMh0h3xEPHJtIY9NAWcxHJlKrrBgo4Qydef4vDnzsdj5GvP9JEj7+L2viA7n7yT5359Pe5AmKt//Ri9OYGOiBunXeK5bQk6gjIOh40jJkaIZVXagk7yFZ3ntsWZVO8h7JWZ2RKgwe+kJ15gUr0Ph01kdNd0q26atAbd49bgvZlhmOxMFrGJAm1h99/rW8pisbzDDiYOs6ZiLZb3mZ5YHtM0sUsixbKGpptEvHbKqsGEeh9/3hYnni8T9cq4bBJ9iSLxgobHaUMSocHvRDdNEoUy+bLK808/TjY2RMgtcd7ULAC2SobUpieo98nEsiUGkgodYTf/+sEuTp3dSsjt4HfrhxlNKxw9KYKqmyTyFbbHCkyu92GTYEqDjw9Nrqcl6CaWK2OaJiGPTNTrpM7nJOpz0OB30B3xsLY3xQs9CXriBY6eHGV+V5CpTV6OmBAl5HHSHvEwucGNblSnoEczZSRBQDcFIl4Xsl2kM+Lho4c10h3xsiVWYPX2BBsH0wylirQG3Yxmyvxu3RDrpZncN/sm0rYoAC+0/zst0xdx9qJOOj78CcLNnRQzSW65/kdMbfSSKmq0hdx8oCtEX0qhP1FiJK0g20S2xvPM6wjy4cl1bBvLE8sqbBzMIokCYY+DkYwCQEXT2REv0BX17DOoAxBFgfawm2JFJ13cs+ixxWJ577OmYi2W9xFF1elLFtAMk4pu4BPtdNd56Y0X8LvspAplNg1lcMs26n0yQ5kSG4bzTKzzkFU0fC4HDpvAcKa6luuZrQm2P3EnAOfNkXDbq9N/f6j/PNvbP8GO/iTFssGS6fV4ZRvzu6OousF96wZ4fSjLou4wQ5kyqWKZBr+LpTPrGU6XsYsi3XVekoUKm4ayiAJ013nwyBI+p42BVJEd8QIuu4SOyXHTGpjVHmDLaIFntsTIV3RCLjuiIOKwV9cDbhst4LRLtIc9TGvyUdFMRjIlnHYJ04QtYzkqqk7AY+cT7S08uy1BX7LESK7MrGKFD0+O0pMo4HPaaZ5wJA9IN+Hb/iDPeT/NhK1xzlzYQX+qSOLMi3jkR19h/aO/4fklp9EyYQpbYjnmtQVJ5lV64jle6Ely0uFNbB4toWgG3fVe8mWVbbE8aUWjNeRiZkuALaN5hjMlsiWNpoDzgLYWk0SB1pCLnYkiPqf9oLYjs1gs//yswM5ieR8ZzpQYy1WwSwJRr5OJ9V5MTAbSRVpDbjYMZ7GLAkrFYCRbYnusiCSaGKZJoawynFGZUO9hy0gWSRSxj71O76ZXkAT44kIHAKubzqZn0n+QyJXAgM6om4puYBjQlyjySl+SF3YkCbvtbB7N43FIdEW9NAWdvNqfYctIjrDHwcbhTDWJw20n4nbwbLpEpqRimiaFssbEei+LpzWydTSHqhsUyjp2UWBmU5CiqvL462Os7U3RFHQxqcFLnVdGF2Bas5/uOg99iQLpYplUsUJbyM1pc1vZMJBm3UCKeK5CU9CJPVfGZRfpjZewCwl0TNrCbjqjHirTZ/G7Sh3lUoXRTJk/bBrlA90R1I+ewIYnjmHglad47Jb/5nPfXUHvWJ6IR2ZWe4BMqUIsV2brSB67JPH8tjgnzWohF/WSLqlkixov7UwS9sj4nTbW9af50KQ6EvkKeUVD9r59GROPbMPntDGWG18Xz2KxvPdZU7EWy/tERTN4bTBDSdVoDrqYWO/FYRMZSivohkk8pzCQLLE9XiBb1ulPKgiCSVPQRapUIVNS8co2vLIN3TTRNJ3kqm8CcMZ0G61+kRfql7O684vE8wpOm0TE42RuWwgRAQOTrSNZ4rkyQY+NgMvBrNYgp85pJux2sH0sz2MbRzHN6o4YhV1baZkmjGRL5BWVgMuGsXst3UiOlS/188ZIFqWiserlQZ7dFkfRNRIFlcNagnx8TjPzO0PkShoG4LZJPL15jEc2DFNSDeZ0hDlyQoSg185oRsEt25hY58UmQkU1cNlt+J02BNNk3UCa7bECj78+ytaRHPUBJ3PaAuQUjZyikiqWySkahyUf4cLPfwLJIdO/6WW2v/AHRFFk41CGYkVjUqMPh12kJ5Gn3ifz2lCORKFCxCszqcGHyyFRUnVe6IkzkCrS4HNS0Qw88oHvGwtQ75dJFipUNKsMisXyfmKN2Fks7xM98TxDqRJBt4NZbUEcNhFVN3h9OEMyr5KWhF2lMgTcDolw0MnGoRxht50dYwU6Im4m1nlYN5DBa7ezZOB6TnlpAIALFjlYGzmZm93/jjmSpTngpFCqcHhrgExJpayZ1NlsvLwzwfqhLFG3g0afTG+iwNObxwi4HJQ0jaMmRmgOVmvXhTwOZLtEnVcm5HHgk20MpErohkln1MPrQxk2DWfJllSe254g6pWp88kMpYtMrPNy3PRGXupLYxgm05v9ZIoV1vWnGUiViOUUcopKV9RHWdPwyQ7sNpEZ0WriQqGsM5BWKFZUcorAxDovL/aWcNpEckWVF3sSHDOlnvldEbbF8qztTZFXKnxw9HZmbLqGufYgj568nD/cezv33/RDvnfHYrYmdbaN5Wnyu2n0O4nnywxnSsg2gT9tG+PYaY14ZTttYTebhjLEsmUkUeSYyXWM5hQ6I25GdpUzOZCMV9kmEXI7GMsptIasRAqL5f3CGrGzWN4HihWNF3sSOO0SM1sC+Jx2TNNk01CGTYNZJta7EQWTdLGCIJg0+KpZmS67wFCqRMglUdEM1venGE4rHFl4hBcf/DUVHRa2iPimHM1tkS8TcDs4aWYjLUE305v8NARcbIvlETDZOJxm41AGXTcoqhpbRguomsmnFrYxryPIyYc30xJyM5at0BryMLXRz5y2EB0RD36nnUShQknVaQ25yCoqyUKFraN5NMPkw5PqmdHsxyPbmNoYQJJEHnxtmHShjMMuIEs2FNVkQtTHgq4IIY+DbEljbW+Sl3emeHLzGNvHcrzSl6LB7+DTH2hnbnuQw1uDlFQDUxD50OQIRdVEUXXW9ibpieXQTThzUQeTGr3UV/qYuuk6AFxqmltmvki0qYVccoz7bvkZndFqUsNoroRPrpZZGU4r2CUBQRB5uS9N2G3H77IjCVBQdbwOG73JIpIoUCjr2ESRkqq/zVf7L6JemXRRtYoXWyzvI1ZgZ7G8xxmGyav9aYplnc6oh9aQi4pmsG00z8s7U0xr9iPbRHJKdUuxiMdOT6LA1lgel0Ni80gOwxToTRQYzanMCJU5rvcn/HxtNevyc0e389K8H2AKNhZ1hxjOltExaA656I0XaAo4kW0iL/cmSRRUfC4HHREPPqeNwXSB257fyaObRnns9VH+vC2OZuiMZktsGMywrj/F5pEsO2I5XhtIU1Z1XhvMsH00xxsjObxOiY/PaWFigxfdqK4FPLwlwJQGL4II/ekiT70xxvqBNKlihb50gf5EAd0wKVV06v0OWkMevLKEKQikSyr3rRvmmS1x3A4bsl1iZrOf57bHiHqdHD+jAUkSCbrs3PFiP6u3xdmZKHFYcxAjMplfN19ce+7N5gg/OjEIwNOrbsOuJAABr2wjW9axiRJ2m8BoRiGZrxBw2uhLFMiUKjQFXLhsIiYmqWIFVTOI5cu47RJ55cCnYx02Eb/TTtLKkLVY3jesqViL5T1uOKuwI16gIeAk6nVgF0W2x/IoFR1REJjZ7OfpzTG2juSo6DpFxaA/mWdy1ENJM5je5CdeqNAe9uCWRWJ5O+f1f4yR/AqafBLRc/+PtUmBE2c0IIkiPqedZEFlOFUkU6qwYyzPG6M5bKLAhHovx05rJOq1k1M0xjIKW8ZyNPhlIl4n7SE3PpedkqqTK2sMZ0rVgCxRosHnoDnkRraLbB3Noekwqd7Lk5vHME2TgNtBk1/mvnWDFCsaLUE3ginQnyqxM1FkZkuAWS0hGv0y8bxKSdVoDDhpCrjoSRR4cUeCaY0+KoaJphtomklBUSlUdCRB4J6X+vnY4c34ndWaenVeB89ti1HUqoWDC2WdF9wfoaUlweLBGwE4u7WPn0+u54UtY/zv/3yfy//nf3l9JEdXxM26/gx+l0RBM9gey7F4aj0v96Vw2UW6670YAgxnFCY3+siUVJw2CYckopYN6g/i6x/xOuhPFanzylbRYovlfcAK7CyW97CcorIjlkdVDSa1BpFEgZ3JIo1+mT9vT9AadrMtlmPDcIZixaDO60A1dCRRoD3qZSyrkCiU0XSTgFMiVaxOhz735zUALD39LNZmA7hlkZJq4HWKxLMVckqF3kSB3rhCvqzSHfUwsd7H5HovNknkxZ4UDptAuqgSdDtw2G3INom+VAkllifqlQm47DT4XThsIlPqfXhcdnbG87w+lEMUYG5bgJFsmd5kgahHZixXJp5XcdkEXA6JeK6Mz2Xj0wvaSRYrNPqduGQboijSvSuztzdWJOqVmd8Rps4rs3EoQ8BlJ1/WaPDL+Nx2nnxjlJnNfvqSRf60LcERE8KMZsv0JUrYJJOHX1Wo98toukm6pHKj+TH8oT7mpx5CEAT+98MFFmyBLX9+mDUvvUzXlJmM5cq0hp2MZctgmuRKGo9uGmZeR5hsSaOiG4Q9dobSColcmXq/TFk3yJRU7JKAYZiIB1jGxCPbsIkCWUUj4Np3DTyLxfLeYAV2Fst7lG6Y1bpqeYXGoBNVN8hXDKY2+kkVK2RLKmGPncc3xQm7HWSLBUSHnWxJZWKDDzAZzJQAAY9swzQFcmUdZ2Ib/Vs34pCdtBz/77SE3dT7nIzlFdb3l0kUypRUHQGI+uxMaPTQFnRSUExstupavXntIVKlCpPrJY6eXIcoVAPOoNtenaJNKRimSbGsE4x4qPc72ZksIggCE+u9CAIkixoVwyDqlWkLu9F1kwWdLgwMRjNlCmWN9oiHhoAT3YTRTBm3U8Mv2ylVNBoDLnKlHKu3JzjxsCbaQm6KFQ1JFHHaVXTD5LCWAJjgtIm8uDPJSEohU9S56LhJPLhhhFxRY1K9h3WDGUoVjXihTFnV+WXoS4TLg3QXX2V+s8QnZzq4e0OFu372A77/i19TqGjYRBG/7CBRVMiUymweybF0RhMe2c5QukTAZcdlVylWdFTdxCtLpEsqPtlGoaLhcx54kBZ0O0gXK1ZgZ7G8D1hr7CyW96ihdIlsUaOimbQF3fSnikxp8OFxSGwazGCYRjVYArKlCoIooJsmPpcdt93GWK5MVlHRdJNZ7hiZUpmQW2btQ78GYN7iZTh8AcqaQTyvkC8ZFDWNZKFMwGVjQtSNKAhE3A62jBY4YkKIyQ1eoj4Hqm5S73OxaEIESRIRdhXVTeYrxLIVuqNuHJJIRlFBEOiJ5ymUNea2hZje7Kc76kXdVRuvWK6uyWsLV6dp7aLEkROifGpBOy1BF7JN4sgJEZpDLtrDLvIVjcG0wnBGwb5ru66nNo8hCNRqvk2q92IYJk9ujjG50UfA4+ADXREm1HtIFio8tHGUOW0hDCBWqHDukV3MbgszqyWI025jOGtwZ/u3ydkjAHx/sQO7BLE31nDzXb/DbRMZy5YJuiXskoiyKylj41CWhoCTgMtOslDB76yOtiXyZXTTRLaJpAqVgyp7AhBwVae+deNtd5C0WCz/5KzAzmJ5DyqUNRL5CkVVJeC0EysodIQ9BN0Otsfy7EwUqPPJDKcVDEw0w8A0TLwOCUkUsEvw+nAWr2xjsjPFWRv+jX/t/wbO9HbWPPUIABM/cjpBpwPZLjCWK1PUVBRVZ+mMRmY0B1jTn0HelVV78qwmbJLEs1tj9MaKmIKJIEC6pBHLlYnlyqSKKi6HjcF0kT++EWPLaA6/08YbwxleG8yQLFT40/Y4v32pn9++PICBwdQmLwu7QgRc1V0yFFVnepOfer8TSRLpiHgoqTqpokp7xI0giHx4ch1z2oN4ZRtRr5NGv8zTW2Lc+1I/TruEKAhUdJPJDT503aA3VsAr26j3yzQG3Uxr8iEB6/pTtIadDGUUtsXzHDMlSkvEzew2P5IksDnn4letV6Aj0R0SOX9+tYDzxt/9nNXbx0AwWbszTZ1PpsEvkypq9MZypAoV6n0OREFEEAQkm4Cx62sacNnIlFWG08pBfT/YJRG3QyJbUg/xd5rFYvlHYwV2Fst7jGmaDGdKGKZBWTORJAFREOmq85AtqazpSdEQcJItaYxmFXxOG4mCSsRnR91VFWM4U0bRDCJO+JeBK3HpWaYV1pC54wsYhsHkOYuYPG0GkgA7xoqYJgRkO3M7QmgmPLUlRnPQBaZI2G0nWaruptAZ8fCxWU1013k5elKUyQ0+JtR5a/9NafSxsDOC0y4S9cq7tsdyc0R3lM6Ih2xJw+e0sagrRIPfhWkKGKZAVqngl+04JJHNozkS+TJQ3V6rPVzda1a2ieiGSbZUnYad2RIg6LEzrTnAssObeLk3xR3P91IoV8uojOXKHDutAVMw6U8UyZU0JkQ9uGUb7VEPDX4nxbKOacKaHUmKFZ0PTqyjzueiwS8D8Lp9BncG/xWAyz/kwC+L5Ie2s+lPjzGSLlZH0EwDv8uOqulsGSswnC7hctiJ+hwUyjqqZuC124jlK5RUg5agi21j1d02DkbQ7SBjBXYWy3ueFdhZLO8xqaJKXtEwTCgoKh7ZRsTrwG2XWNObwGETkG0SW0ZzBJw2imUNEwG3TSJRKBNw2ljfnyLssnHc4I20lzYBUKiY3Lo2D8CM4z5NW8jNppEcPqedRd0RnA6JVE7lua2xagZs1M3MlgDHzmgkV1Lxu6r70sbz1UQGm7TnPz+qbtCfLtIacjGSUdgwkAEB3A4bqWIZSRJY1F3H7I4wR06I0hJy0xR0cfSkOgJuO3U+JwLwQk+yukPEaI6cohHy2OmNF4l4HAxnSxiGidMuMaHOS6PfRdgr87HZzQxnSrw+lCORV1i7M4VhmsxpDyGIArFcmWKlumuHphvU+WQm1ntpCTrZEc/z3LYYTrvE9CY/CzvDGAhgwiPuU3nR/WGUzsV8+BP/BkDfE79iOK3QFJTZFisxuy2AwybQnyqyeSRDulShzifjc9rQ9WpwLgmQVzQCLkc1YzhdOqjvC7/TRr6sWTXtLJb3OCt5wmJ5DzGM6sb2CAKKpqEZ0Oh34rBVR7IyJY2oz8GmwSyqbhD1OHhjtEBQthEraGi6yaaRLKIg8AFpK0vzq2pt/6R/BrnC84Qb21h83PG80JPE57Sz7PAGnt2eIJGrEMsphN0OmkPVYCnikaloJt11HmY0BRjLlelLFXHvmvJ98yb1hmHSEy8wllGI58uIu8qjlCoGA+kCbwznOGpilJktAXJlrVrCwydX94A1TN4YydEUcNIWdnOYbjCUKdGfLO3aCk0iVSwzllPwyTa2x/K7kjAEArsSNmJuBwVF45WBNLJNpDPsJV/WiOcrhD12DMNgIKMQcttpD3sYzpRoDrhw2iXypQpPbR4j7HYwudFHg+pmXnuIN0azNAad/FS7kBPmtPORjixP3n83+bF+UuufYJtjKT6njWRRZWZzkBd7k/x5e4KZrUFcdjdBt53irrIv7RE38VwFn9NOa9DF+sE07RHPAX9v2CQRj1wN7oJuxyH/3rNYLP8YrMDOYnkPiefLVDQDp11kfX+eeZ1hyrqBCYxmFeo8DjaOZGDXtlQV3aCoqlREgXxZw+uQsIkwKerg5N6f1Nodkbu5/qkRAD5y2tlsGskhiiJnfaCNJ14fo6wbGJhEfdVaaRGPA5so0BFxk8irTG8K4HfZGcmW+eDEKKpukixUGEiV8Mo27DaR1wfTvDGawzBM2qMeOsIeBEx2Jou8tC3N1EYfdknkqc0xEKDB5ySWKxPPVYvvxrJlcopKdFe9NlGo7peaKqgMZxRCLgcppUKiUKEnUaAnXiDideCRbXgcNmSbyIyWALF8mbW9KTJFDdXQmd8RIqvoJAsq8bzCQLJIU8CJbphsHs3RFfXQEfWxI17kwfVDZEr1hDx2gh47YbcDQQTB7mIsq3LsYZ2c8Ol/594b/4ftj/6KyKzFYJq82p/hqAlhtsSqNfyefH2UZbNbiXhlMiWNdElFEgRMqruINPpdrN4RJ1uq4HcdeJDmc9rIKVZgZ7G8l1lTsRbLe4SmG4zmFIRdOygIokBr0EVe0UgWKjjtEiM5BV2HsmHgsgtsjxXIFjUckogEuOw2fLKdxaO30qr21tr+TvI4YgO9yG4PkTnHgSlwwoxGntoSxyvbsQugaSYm1aDOYbcxqy1APF+hO+qhziczklXwu2z4nHbCHgfdu9bUCcCanjgv9VVryC3sjDCp3kehojGQqva3M+zG7ZAolDXmdYQ4bloDh7UGmFTvY2K9lwn1Hma3B3A5JJr+P3v/HWXbVR34/t+1894nn8pVN98r6SonhAQiCIEQCAmwCQYbG7AxtnHb3XY/d7ff8+vX6fc6urt/v7bddke37XY3bYybYECgQBQI5aybU8VT59RJO8ffH7soJCwJYSTde8X6jKEhDY06u2rdcavOrDnXnLNhbQ48NpmsmuydrnLubI2MAgUFBOyacNAUgakpuGHK0XWPQ50xG17MXNPitedM0q5p3HW4xzePdst7fXvb7JuqogrB8a6HEKApgoEf85p9E7x67yRhVnBiw+OJ1TFCUJZw3RhNgXuO9zjadXn/B3+eemuCYWeJ2r3/iWGUsrThsTyK2NGqkKU5q6OQA6sjgjjDNlSajsGJDZ/pqkHXjcgpaDo6j6+MfqC/IzVLYxQmmzuBJUl6OZKBnSS9THTGEXkOpqZwrOtxyUKTQVDOQdNVhSBOWRmGtKsqRzs+XTehO44QKnRGIV6cY+gKtdW7eevof2099+722/nyV+4GYP/rbkGxHM6bq7EyDMt1YbpKx41I8jJjt71dYUfbpusmzDdttrVt/Dgtmxbq1tZzgzjj5IbPk50RJ7oB+2ernD/foF01CZOchq1z7kyNAjhnusYFc+WOW1NT0VQFXVUwtPIfU1NpVUxqlk6SFdQsnYat03QM2hWDhabDlTvbXLGzyULTZsNLypl5ps4rdrV53bmTXLKtiaIIoqRg/1ydq3ZM8KYLpjm46vGVAx3WhhGv2jPJK3e32TnhUBQFoyjBDRP6YcoHrtnBNXsmWOqH7GjZnOiGzNQsmraOpSt03YQHTw7oRYL33/w6AO75wp+xXawzCBLuPtIjL3IMQyVKCxb7AUfXPRq2hmOqjIIU29RI84IoyZiompzc8PHj5z/6xNTK8Sp+/Pz3zUqSdHaRgZ0kvQzEaU7PKztB/Tgly+Cc6QqHOy7tik6YpJzo+bQsg/uPD0nSDGVz5Ejb1FAUlUsW6qjRgF9zfxuFMqOzYe3gj4qbefyer4IQXHPzB5hvWqiK4LzZOkVRcHBtyCjM2DtVYWfLxtQU4iyn5RjsmawghGB5UG5n0FSFNMtZGgQc7bo8dKrPvcc22DtT5ardE2xr2iR52ZhAAQ8tDmhXdF65p825szX2TldZHgasDINnzDpNVk26mx2xz6Rm6Vy80OCc6SobXsKTqyMOrpVZr4qhoSqCa/ZOMNewcUyNvBBctq2BIgT3HN/gLx5cQlEhzQs0RWHfVJVjPZ/bH1/lnhN9rt8/g64Jvnaoi65B34sxlPJu254Jmw034VXzgn+x526mK4JTw5wL7/mHOHqZ+euMIiq6QmcU0h2H6BosD0IUoTBTNznR9Ziqmmx4MaamIiizhz+I75RjJUl6eZKBnSS9DHTdCEF5r2xtFLF3ukI/SEnyHENVy3l1ecHxDZelYcBVu5usDWPSPAdFwdYFuyZsXnvy95nIewBkQuPfT/4m933pfwOw78rXsXfvblShcsX2Fl035Oi6x7obs3+uxv7ZOmGag4CqWWbbNFVhw4spioK2o9NzIw6uuXTHIXcf7XFwdcx7rtzODefPECYZXTfG1BTWx2UDxZ6pClfsaGPqKlCux9o3XcWPM46se8Tp0zs861Z5bXjwHEvvhSibMnZPVdg1UeFEz+fuYxscWB2hqwotx6BVMbhkW5MrdjapWDqGrjJVM2naGofWPJq2zuIgQCC4YnsLgG8c7hLEGe+9cjuOodKwDGYaFoUQWLpKmsM4jLlnDfzr/wm/dk15z+1PvnyIdxe3oakKR7oujq6VW0MGPqvDkKKAOM2wdY3e5tBiP87Q1HKcy8ogJPgBMnA1S2cUyrEnkvRyJQM7STrLpVnOhheR5jlJXhCmGTvaDofWxmxvOZzY8BgGMaf6Pn6Usr3lcHjdo+9HzGzuON3WrnD38QGKZpBv/lj44tSHGZo7uHczsPuJD34EL87ZP1sjynMOrbmsDUPOna5x4VyD5WFIlpfz0s6fq5fBTJazOgxpOjpHux7LA5/1cchXD3VRhOBj1+1lsmrywKkB626EAKzNcuGOtkPTMWg4T1+DpasKeyYrVE2Nwx33abPZhBDMNCxWR2Ug+2yEKDddpEXBK3a2oSgbIcZBwtooJErLQGmh6XDhQoO5usVM3SIrBFNVgzQHU1c43HG5Zu8Er903zWTVZHUY0HIMdrQrHO261C2V7S2bJC8ohGDDjzjV9zk6fzPve8eN1E14opsz8cAfcFmlh6EqPLoyomWr9MchDy8OMVUBAjb8iMmaWTacWBp+lKEKSPKcleHzH31SMcq1bj/oHDxJks4OMrCTpLPchheT55BkRTmfTVMRArKsIE5yhl7Esa6HpiisDEMajsH6OGGmbqFpKkGSUjdUjm/4PHjB3+MvrvwjHpl4C9+a/Unu/NSfksUhC3v2Y++8jOmaSbticN/xDdwoYfdUhYmqubm7NWamYbF/tk7VLDNnq6OQOM1YHoSsj2MOrLosDgL2z1R5y0WzPLnmcvexDaqWxnkzNfbP1oiznKatE6Y585srvr6XEILZhsW2ts3KMOB41yNMymCsbpWDirves5dkobxvNlO36LoRVUtjolo2XCRZzuGOy+HOmLVRGZTumixXiV29p4WmKGgKNE2de49v8Id3HcVPMqqWxkOLA5aGPnunq7hRxh0HujRsHUNRmXTKUSOPLg45uDpidMO/4Jde1QDgX31tzEf6/4Y9bZs8L8iFip8UrA4CDnRG6IogyzdXigUJDVtjFKZYuooqBEuD4K9kL5+NEOXuX+8HXEsmSdLZQQZ2knQWK4qCrltm62BzFEbDYrEf0LA1nlwd8dDiiDgtNxxM1kxEAVGa0aoYDL2Upq3x5NqY2ZrFQtuhU93P7zZ/Az9KeeRLZRPFW3/yIyR5QZaXXZ8DP+HCuTp5DrsnHR5dGjJZNbhwvk67UpYYR0HCw6cGbHgRSwOfURjTsDTajo6lq9x7vI+mKrzunCkumm/QdAy6XkxeQF4UtCsGtqE+5/nrls650zUcQ+XIusupDZ8ozZhv2qyPo61g79lMVk0GQYIbpVy1q0WQZKRZwb6pKtN1iyQrM5Mrw4ANL+aT9y+hAAXQrBpcs7vNEytjVoc+O1oON100T9dNeOXuCd51xQJzDZNvHe2xf7bKzskKsw2HlVHAVw91+daawlt/6Z9gaXDPcs7KgYd4bXA7kzWLcRDRsFU645DDqx4rg5CpqsHJnk/NUnGDDE2h3JUbp+RFOT7m+aqYqrxnJ0kvUzKwk6Sz2ChIidKcOM23Fr1rimAcJDxwasCpDR9Fgct3NOh5CdM1i5VBSMPSCOKMYRihKgqFgCt2lAOED62NqRgqX/3ip4lGPdpTM1xx3U1MVEwEBQ+eHHDZ9iZulNN0dJYH5T2wV+xsb3W99tyIzz60zDhOEZT3usZhSndz7Iptarz+vCmu2NGisnkvbhQm9NyYxma2bqZmPcfJv0tRBNN1a/NOn+Bwx2V1GG51Bz9XSdaLUnS13MSRF7Cj5RCnOd861uPx5VG5imxzvdkrdraoGCodL2SmbmFqKnumq5w/V+fx5RH3Ht+gMwpZaJo8cLLPrskq+6brTNcsjm94BEnOLZfMYWsqfpiwuBHwefW1vO/aPQD8069HvLP3H7i4mRAkOdsaDnFWcKLv4oYJi4MQW1fJs4KuF9OwDeI0K4P6ApaH/nOe9alqpo73A3TTSpJ09pCBnSSdxbpeRJYVgCBJy2zTyQ2frheRFwWaKrhyR4uVYURaFOR5zjiKmawYrI4CNARXht9i0lYxNJWVYUCY5nhRysHbPg7Aq9/+AZpVG10T+EnOXMMGAWujANtU6YwjLlposHeqSpzl3H+izxceXSFKc5qWRpDmdMcRNatsqNg3XePy7S1q1nfvzsVpzuJGwFyj7GpdaNoomxspni9dVZhr2Jw3U6Nu62iKwvIg4KsH1zm14bM+jhj4MUM/YRgknOx53H+yj6WrCCH46sF1DndcNFWwa6JCw9ZRhEBTFOq2znTd4vr9M9Stcvjy+TNVqpbGXN2mWdGJi4KvHFrnkcUxR9ZdjnU9apZGw9YRBeR5xihMOHe2ihvnCAHX7Gkz9eP/AE2B249lPHlqg+uX/4DZhsWJQcg5Uw4rw2hzXExCmhesjSMqhkKS5qRFAYUgKwqitGDwPHfBWnq5N/c7dwklSXr5kJsnJOksFSYZQz/Bi1MWmjYPLQ4I4pwL52s8shSjIGg5JpqmcLLnUTE1NvyUdtWg40YMg5Qft+/jQ6f+EcuVC/hj79dIrT0IITj+8DcZLB7GsBze+b4P4scZUZJj6gqv3j3JbU+u4kUpWV5QMVResbPFsa7LI0tD4iRnFCTsnCzv37lhStXQqNsGu6fKgOmp8rzg5IbHZNVgGKTULO1pQd8PSlMV2pVyft22ls3hjsti36dulfPk0rxgFKQMw4Sdmw0auiqw9TKAm3vKvb48LxiHKX6SMgoT4jQnLwqOdj0WByEzdZOZhsXBzpj5hk3D0jiwMibbLHfvm6zS8yIUASM/x48CqpaBIgKeXB2zb6rKG9/4Rh579aV87usP8a/uivhfC5/n2/U3c2e+B0VRsTWFrx7s8mtvPo9vHOlSNVW8OCPZvE/pxylhkqEKwfoo3CqFPxchBFVTww1TzOpzl7slSTq7yIydJJ2lel5MlpeBxto4ZODHXDBfYxylDIMYTRVsn7A5vu6y4Sc0rLJRokCUnap6wnt7vw/AvPc4b+v8PpqmMA5Tjn65vFv3qre+iz0L03TGIQjBhXNNwjSjO45ZaNkc7bhMVA2+eXSDbx/fwDFUHFPj0h0tzpmqMgpTigJmGjYXzNf/SlAHsDwMUJXyR1GaP3vDxF+Hpirsn6tzwVwDU1cJkpwsh5l6uV3inJlaOcbEMdg9WWXDi5828FdRyl2ycw2bnRMVzpmp8dpzpjhnpsZl25vYusal25u85xXbibOc82frvPWiGc6fq5aZtiTj/Plyt+10zSCjzPQ1HJ2uG3PPyT4newGv+OA/AODPn0i5ezzNupvSdgyObwTsm7bp+zF3He5w4XyDcZixNAwwNAWUgiQvtkqwozB93qNPqqaGF8mMnSS93MjATpLOQlle0B2H9P2YOC2zaS3HYLJq8vDigIalYesqmlIOsK2YKsMwpWGqrA0Ckhzel3yaZtIBIEXj1h2/TnccU/eXOXTf1xGKws/9wsfojCLCOOecmXLEyFcPdqha2uZQ5IQ4K2g4OhfON5iqll2zlqZycN1DFYLz5mqcO1MtA5Hv0fdi3CilZqp03ZjtbecHLsE+Hw1HZ990lYsWGlwwX2fHhIOpPT1TZWhlKXex/8zDj7/D0lVajkGWF2xr25zc8KmZGufMVHGjFE3V2N6u8Ob9U9x/ok/D0rhwrsnAz6haKoe7PhcvNNnetji+7lHRVRbOvZiLL7mEvIBffvwKDhr7AagaCov9ckvGt4/1cXSFuqXihSnLA58kzTfXmpUl2DTP2XiOGX5PVTE1ec9Okl6GZGAnSWehgR/jRSlro4iFlkNWlOu8Dq6OAUHNNphtWhxbd1kbxzSt8p7XhpcQZTnTRY+bnrI27PbGj3FKmadq6dz1yf8MwNVveAuXnH8uDy/1uXhbHYHgocUNDqy6KBQIIfjZa3czW7fojiNURaCqgr4fl6XVisFlO1rMNx2E+KvBmh+nLA8D2o7B2jhi1+RfDbZeau1KeX+uM37uUSkzdYtxmKIIwb7pKuMow9JVCmC6bpJmkBTw5gtmuOdEH6GAEAVVU6NiaIyjlLZjYWiCB5f6LDQs3vqhXwPgka98liL28ZOMhq0RJGWDxzBMeHixT7NiUjFUBl7KKEzRFIU0K1AVgRuldMfR82qisHSVvJD37CTp5UYGdpJ0Fuq6EUfXPba3HBxDYxwm2LrKqX5A1dRQhMDQVJ5YGWNoCmGaUbE0en5MluV8MPwjjCIEYKg0+Or0Bxn5CdWow4Nf+TwAf+PXfoOHl4YYmkoYZzyyOODgmstU3eSq3RNctr1JWhSYusp802a5H/CNg12iNOO82RqX7Wg+Y+kVymaJEz2fmqWx7kbsaJfnOBMstGy6bvScJU1VEcw1LFYGAYaqsHeqwo52hYGfsj6OuGZvmyDOCZKci+dqqEKgqYInV8bMNAwmHIM0z3FMjRNdj1GYcOW1b2D73vOIA5/k8S8RJBlRmtOulHcPdUXhrsM9pqsGYZrj6GXmbhDGJHlGGJf37KI0e9rQ5udSMcpBx5IkvXzIwE6SzjJhkvLk6ghFCPbP1VgZhqiKQtctO2EnqgaWoXKy57E+CnFMFUNVGPoJUZqxLTzEdeEdW8/78/qHGOY2E1WDL/zpf6Aocq58zfW0tp/Do0tjmrbGiY2QiqWRpDmv2zeFY2r4SYYXlY0bdUvjocU+KQW7Jirsm6o+a/YtzwtO9FyyvMANM3ZOVH6oZokX2ncGFy/2/ecsybYqBkIIel6MEIL5ps1Vu9uc6vuc7PncdNEs4yhlHGXUbZ03nDtFEGc8eGrAZN1ktmExXTUZhTmPLQ0xdJWb3v8RAL75mT+laaps1wZsz5dRFEFWZAzDhEeXBjRtAzdOEALiJCdJc3pejGOouFH6vMuxjqnKcqwkvczIwE6SzjJH1j3cMGX3ZIUky/GihCKHvABEgaEotG2N+45vUCDIspyZplnuNs3g58I/3HrWcXUX907chKoqeL1VHv3yZwG45ad/mcPrHk1HYxRkzDUtVKEw27RYaDmc3PARCCZr5XiSe48P2DVZ4X1X7WCqZnGwUw71/d4BwXGa8+jSkMV+gKWr7Juubm2pOJNMVk0URbD+fUqyC02btVFIurmea0fbYd90leVBwLGezw0XTKNqCse7Hpqm8uHX7OJkL+TxxSFVXWWuYTFRVXl4eUiRw6tuuIV6e4rB+io7vvkP+X8XP8xHR7/DtoZNEOVQCL51rM9Mw2AcpkRpwXTNYhxldL0ISy/XhQ395PsOZ4bNjN0PsGdWkqQznwzsJOks4scpR9ZcHENje9uhM47w4pQwTREUNG2DKMs51Q/wo4yMnKqlowpBbxxycXIPl6UPbz3vv9d+FoRKmufc99k/Is9SzrnsGi696pWYm1m+mYbJ7gmHo+sul29vcO+JHl6UMduwMLUyU4goeNP5s0zVLLa3HfZOVckLOLru8djykMOdMQdWx9x9rEffj7l8R4t908/cUHGm2NayWXefe3uFbag0bJ2VYVnWVhXBjnaFmYZFXuRseCkXzzdoVwy+cXidyarF2y+d48DamJ4fM4oyrto5QZxkfPHRFeYmarzlPT8DwG233YleROyPHuLq7B62tS3GYcTIj3lseUijYrDhhrhxylTVZLkfMPRidEWQZBn955G1czb3xqZyb6wkvWycuT9VJUl6mjwvOLQ2RlUFdVtHUctZdhtuwkLTYXUUUzNVJisGD57q48UJGnDhfJ1vH+sjioyf8/9w63kPapfxhHMVCEjdDe770icB+Olf+jU6o3BztpxJwzb45tEemiJ48NSQJCt4y0VznDdT42TPZxSkXHfeNE3nu/PTLF1loVmOONk3XWW2YdOwdSYqBq/aO/m0jz1TmZrKdO37l2RnNxspvrN7daJqYmkqihBMVI1yNl7TpmJo3HWky1W7WmxvO3S9mMV+wETVYHu7wvIo4N5jA9767p9GN0zuX8n51mIZVL6z+wfsnrCxDR03ynhyeUSeg6IoLPd95hoWioBjGz5VS2cUJgz85Dm/bijn2dlGORdPkqSXBxnYSdJZoutG+HFGXsC2ps2GGzPwYvKiwNYVdAWCJGfNDfHChK4bU7UMRn7EwdUhe7PDzOfLAOQIflf/Gbwope8lPPC5PyFLYrbvvxR/4jxWhiFRWg4k7vsRbphiGRoXLTR460VzzDVMvn18gyjNuHihznzz2WfPmZqKIqDnReyarJzRWbrvNVkt79E9V0lWUxVmGxbLg3JMiqoIpmom+mY2c65hc/mOJrMNi5VhyOoo4uo9E4RxRtPR+eqhHlfubKJrCgfWhriKzTU33ALA79xTNkHMJad4Ze8zzNZsRFGwOooY+uHm3LqEnhcx17Q4teGRFQVxUhDGGW70/e/PVQztec++kyTpzHf2/ISVpB9hcZqzPv7O+jCo2zpumLI2jtg7XeVkP6BuG8RZzgMnBpzs+yhCcPXuNvedGFIIlX7zUv7NuX/MkekbuMN4A8fUXWxvO+xwUh764icAeN17PsqeqRrnzVTZNVmhbmmYepnRuXJnk3OmyyHD3zq6sbnCy2HHROU5v/YozTjR85lv2GdM5+vzJYTYKsk+V/DTrhgoiqDrluXPiapJnpelzuVBQLti8qYLZtk54fD1Q13On6vRqpoYiiCKUwZeTN3UMRWVRxaHXHnjTwDwZ09kdLyyTHrTxn9jWyVB0xSytGB1EOLHKUWhcKLns61h4cUZywMfW1dx43Rrvt1zsQ31aUOZJUk6u8nATpLOAmujEF1TGIUJsw0LN05xw3Kd2LaWTc+LWBsGdEYhSZIyCjMu2d7ENlUOdka0HY2Jqok9vZd/Vv07/CPxC5wzU2dbq8I9n/5D4ihg27kXse/K1/K6fROsjmPCJKeg4Oiax97pCq/YNUGe5zy6PKRqakzXTGbqJpb+7LPnkiznWLcs6baex6qrM5Gpqcw1bE71/eecD7fQtOmMQ+I0R1UEk1UDCojSnIEfU7N0brlkntmGxVcPdXnlrhbjKKXh6HTGCXMNk54f0TA1/MYOduy/hCTN+YMHys9ZSQd8iP9NxdTIyFkaBEw4GiujgHGU4iYZjq4SxBlRVq6bGwXJ951p5xgqfpx937KtJElnBxnYSdIZzovSzWG44EYpMzWTDTemM47Z2XZ4dGmEF6SoqsDSVbpegqlpXLKtwZceWyVOYd90BQEs9V2OdTwmaw7bWjYbvQ5f/9SfAnDNu3+Rt186z7ENj+44JEoybEMlzDPecdk2+l7Msa5PxdTZ0XYQAqZq5rN+3elmUNe0jef8uLNBu2JgqAqro/BZP8bSVdoVg5VhAJRZuyDJmagYLA/KztmGY3DDBTMoQiCKcl9rzTYYBDGTNbPsTk5TQLDnNe8E4HcfUMg2g7MLT/4pN8yVXdBBmtPxIjRFwYtSjnd92hWdrhuR5QVBkuJu/t15LrqqoKmCKJUNFJL0ciADO0k6w62NQqZqBsubw4cLIIhThkGCogg645C5loWpawy9hBM9nwtmK/TcmCNdj5aj07JNRlHM0iBCUwVzzQpNx+Abn/zPJHHEwrmXcNNb38p0w+LBE33W3Zhr901ypOPzip0t6rbOQ4sDmo7OxfN11t2Iba1n3igBZaPH8Z6PY6jMNqyX9g/sRbLQshkGCaPw2cubMzWLIMkYhUmZtasZW1m55UEZFO6drnHBbJ0kL9g7XSVKMmqmysowYvekw8ogYr5h0bj4ddi1JmsbYz5+pLzDqOUR73X/kJm6RZEXHO34VEwFURQs9QN0RbA6CGlXDOI0L5sogu/fHWvrqhx7IkkvEzKwk6QzmBulRGmOriqsuxHb2w4bXsypjQChFGiKoGqquGGKrggOdkZoimDHRIXDayOUYMD/L/kHVBe/QhxnJHlByzGYb5qcPLXMt/7y4wC86+d/jWv2TvCNg+s8ujLmNfsmGEcZAsF1587w5Sc7VE2Nq3a1WB6FTFWfvQSb5wUnNnwMVWHhOZoqzja6qrCtZbO4EZA8y3gQRRHMNWyWBwF5XjBZMQmTjIqh4icpfa8Msl59zgR5UbCt6VA1NQxNI0pzWrZBXuSkRUGrWmXHq24C4F8/0tz6HNsXP8sbGitl1g9Y3AhRVEGeFyyPIrKioO/GtByTxY2AgRd/33Em8p6dJL18yMBOks5ga6OQ6ZpJz42J05yKpTL0EpaGAQsNB11VKLJyOPH6OGR5GLJ9wsaNU04NAj7AZzkveIDf6P0WvzX6h2RpTsUsx3jc8fE/IE1idl5wBe98240cW/e5+3if+abFpdsanOi5XLhQ59i6yyhMeOP+aYZheRfr2Uqr3wnqBLC9bT9rRu9sVbN02hWDUxvPPgKlYetYmkpnHKEootylu7k2bXkYEKUZlq7xmnMm2fBjdk5VqZhlkJwWBdtaDg+eHPDG86eZuuoWEIL7HjnIV4fzW5/jHfFnqNsaFDlukjAKUlDADRIUIXhkacC2tkWc5fSD5PuuGHNkZ6wkvWzIwE6SzlBulJJkOS1H5/D6mMmaSRTnPLQ0YFfboV01iZLyjbvtGDy5NibLC9oVg3GQko27vDv9y63nHbcuQNNUtrUrPHLwKA986c8B+Mjf/A1WRjHLA49xmPDq3ZMMgpSiECw0TR5bHXL9/hkKyrLvs5Vgy/KrhyJg58Szl2nPdjN1kwK2hhI/k7mmRc8rhxs3HZ2igCjJmaqZW0Hh9naFbW2Hmq5StXTqtooXpcw3bbKi4InVEddceh7T518DwD8/uIM1dYY/nv4/WH/Dv2TnRJU8B1NRcIMUR1fpuCG2rnJsIyDLCuYbFid7PoPvF9jpKlGab93lkyTp7CUDO0k6Q61tljzdOKPnxsw2LA53PIIkZf9cjTjNWBr6KAK644D1UYitCWqmQc8NeXf0SeyivMjvKnU+Zb2dmq1RN1W+9Ce/S5Ym7L7oKi688lqKouBY12WqanDVnhYHVsfM1k0Od3zOn62z0Cy7Quca9jOWYLO84FjPQ1OUzcaKl2dQB+UIlJ1th1GYsOE98/01U1OZqpksDQKEEMw2LNbGIROOgSIEq6MQVRFcNN/AMFSmqgaGUNEUhbqpM9+wue94n32TFc6/7p0AfOUb9/A3Gr/HbeabObQRc8mOJtrmCrFCgTQvEELBjRKSJOPhpSHzTZtRGLPcf/byMZQlZFNTCJ7HGjJJks5sMrCTpDOQH6fEaU67YrDU94Ey43Oq73HxfINhkIKgXPlVN3loeUReQLtmkuY5bm+JH08/v/W8O9rvwxM2kxWDex56mANfL3fCvu+XfoO0KPDjlA0v5aaL5zjW9UnzgngzW3jhQpOlQYCllV2f3ytOc451XQxVeVmWX5+JpirsbFdYGQZbGye+11TVJM8Lum5EzdIxNZWeH7O97dD3EsZhwkTVZFvTpuHoNCoGFVNlECZcub1FATy2MuLV170JqzGBN+zTffIe3DDmiaUR+2dqzNQswiRDV2BlEHDOdIWT/bI79ptHuliawmzDZrHvM/w+K8bkPTtJenmQgZ0knYG645iJzSDqSKecA3ei55IVBefM1vCijLVhiKoorAxChpsbKOqGziCIeaf7Z5iUb+RDtcXn7ZuZrJjEac5d/+N3KfKcc69+I2++/nUEcc7BNZfz5xvMNh0Od1zyPKddMdk9WSXJcoIkY6H1VxshgjjjyLpL1dTZ/jLP1H0v21DZ1nQ4ueETP8OokHK4scPaKCRKM2brFuvjCAFsa9ss9gPSLOe82TpZDufNVolTMBQFw1A4Z7rGEytjHNvg/NeWmyiO3fVZNryYztjHjVL2TFVAgCigoCzft22TUZTixxmPrgyZqZt4UcapjeA5zyPv2UnSy4MM7CTpDBOnOeMooV0x8OOUdTekKArSvGCyYkEhsDTB8Z7HhGPw8MoQy9AxVQ3T1Ih7x7k5vXXrebe2f5JEc1A1wWP3383JB7+GUFQ+8rd+kxw40fOwdYVX7GpyousxCCIajsFsw6JR0VkbhexoO6jK04O2UZhwtOsyW7deNiNNflANp9x/e7znPWPnqW2oTFVNFvsBtqFSt3RWRyF1S6dh65zqB1RMjf1zddbGMftmHeoVjeVhxFW7mpi6wuMrY65/x3sBOPHwNzHCPsd7ASsrS/zE6L9yhTiMl+TYhsrS5u7ZvACFgseWhsRJTsVQOdwZEz9HqfU7g4olSTq7ycBOks4wPS+iYetoqsLxrk+6eandjzIumK9xqu+zESSYqsJi3yNKckwVhMiJkpSbBv8Tg7KktqFOcaf9NtqWyvKGz/1//nsAXP6mH+f6ay7n8eUhQsD5c3WKAk5uBKhC4ZzpKjVLo+fGLDT/6r26rhuxuBGwc6Jy1m6UeKFM1y0qpsbx3jNvppiqmRRFsbk31mIUpPhxymzdIs3KVXHnTNfQFUHTNhDAjpZNx424eL7B+jjCaM6zcMEroCjo3v9F3hR8kZ+++xbOP/Kf+XDyP3DDGENVSLOyhK4IqDs6hzsuXpTiWCpJVnCs5z/rOUytHIT8XHfxJEk688nATpLOIEVR0PcSJirlOJFDayNUVcHUFKI0Z1vDYhDErI9CKobO4ytjdk9UWBwF1E0FY3iCN8e3bT3vs833Y1cc+kHCifu/SufIo2imxa/87b/L8Z5LEGU0bJ2GbTD0U0ZhwraWg7N5Kb9h6zSd7wZuaZZzouex4cXsmapQNc+u3a8vlvmGhaEqnHiGMShPLclmRcFsw2KpHyAEbG87rI8j4iznkm0N1oYxVVOnXdGZrTnUTY0JR+fxlSFXv+XHATjwtc/QVaexirIrd39wP5cUB4iSHF1T6PsxtqYgCoGuqjy2MiSIc1QhON595szid75OW2btJOmsJwM7STqDjIIUQ1OwDZUgTjm87jFTMxkFCefM1FhzE5I0J4pzTmyMKYC6qRJFOe2axQ3dP0KjfGPuaLN8s/YWTAUWey5PfuYPALj+3R/Gbk2RZGAZGhNVg7TIWRkG1B2N7W2HIM2xDY25p5RYx2HCoY6Lpirsm6o+547YHzVCCLa3yzuIJ58huLP075Zk2xUDIQQ9L8bSVRZaNid7Pnsmq2iagmWo9IOU7S2L7ZsZ0aIoaOx/LValjrexyt1LKY+o5289/0PJx1kfh1QtnSTJSXMYhgnnzlY40nGJszJLGCYpq88xpsXWVULZGStJZzUZ2EnSGWTDj7c6Tw+sjUmzgum6xeo4ZP9sjeM9jyDJUNSCQx2PV+1uc//JAVVTJY5T0kKQbX5bf6bxAZr1Ck92XNbvv5XB6kmceosb3vfztBwdQxHkRYEoBFFcoAiYqVqMg4SqpW2NLcnygqVBwKmNgIWWzULTRlF+dJoknq/vjEHJNtepfW9Z9qkl2YWmzdooJMnKrOhE1WBpGHLpQoMNN8YxFIZhyo7JCpcsNMkKQVio7H9NuYniwFc/w5+a79t69iXxg5wXP0aR5Rh6md3N84I4zbF0je4wxktS0qzg1GbTxjNxDFU2UEjSWU4GdpJ0hojSDD9Oado6APefHDDfMPHjjJqlY2gKG15Mtrkj1NQVJqoGpwYBuydtukHKHzR/nY84/5YvVN7JYxM30h3F+K7LY5/5TwC84Sd+kV2zk7QrJovDcvdsDmRFTsXSUBWBoaucM11DVQQDP+bg2pg8Lzhnpkrd0k/jn9CZT1EEuyYqKAKOdr2n3Vd7aklWUaDlGKxs7o+drpmoSlkKrZpld2q6GRjumKxw7kyVME2Zv/ptAKw98g2+He54WtbuZ+KPszYOMFUVpShAwKleyFzdZBSVmd7lYUCcZHTdZx59YumqnGUnSWc5GdhJ0hmi7yU0bB1FEYyChBPrHrsmq6wOQ/bP1DnUcYGcnhtzbMPl2j0TfP1wD1NTaNgmQz8lSXNW9J18fPIXQWh03JCjX/jPhOM+7YXdvOOnPsjOyQpBlDIMEjQVjM1rcpoQBEnO5dub5EXBsa7H2ihiW8tme7tcXyZ9f4oi2NEud8Ae7rhPy4A9tSQ7XTPx4vJeoxDlawpgtm7hRxm2ptJ1I+YbFufP19GFQnV2N3PnXEyRZxz91q38d+u7Wbsr84eZHD1WDhs2VTQhGIYxigKqoqCpgqGf0HUj1sfRM2btZAOFJJ395E9qSToDFEVB34+3mibuP9mnZms0bJ2+H7OjbXNqw0dTFA6vjWlXDNpVkydWxyy0bPp+glCg78dUTJWGZbA8CglWjnLkK38BwE/8yv/N7qkGjq7y+OoQW1coCkHFKFdejcOMK3Y0GYYJhzsujqFudsfKLN0P6jvbJmbrFke7LoOnDAf+Tkm27ycstGyWNkuj6ma2z9RVqqbOuhdhqArjKGXXZIXZhk2zojH/yrIcu37f5/lKfD5PqOdtPfsnkk+xNvKxdA1DVymKgpVhOS7H0jVMQ+Vo190sCf/VrJ1soJCks58M7CTpDOBGKdpmKS5KM55cGZb3sMYR85v/rugaJ7oey6OQK7c3eODUgDjNuWDSYm0UkmY5iiKwNYU0L8iyjIf+7N9SFDn7X3UDt7z1RmxTIy8yjqx7TFUtWhWDUZTQ9yPmmhZulJFmBedM15ipW/Iu3Q+pVTHYPVlhZRiyNAjI82KrJNsZhxiqQtXUtvbOGprCRQsNTK0sg1uaoDOOmGva7Jp0CJKCS153I5ph4nVOMVo8wJ+Id2x9vjcU34b+CYI4ZaJioArB2jCiKHJUwNYV/DhjeRDQ86Jn3A0rGygk6ewmAztJOgMM/ISGU2bGVgchG37MQstidRiwb6rK8Z6HqhY8cKrPVNWgXrE4sDxisqJx/fF/xd9b/7ucN74bWxVYhsY4TFm+/3Y6hx5CMy0++Gt/H0NTmXB0vnm0T9XUMXWBpsBSLwDKUuDuyQrb2w6GJn80vFAcQ+Oc6SpxmnO06xImWVmS3dwlO9ewcDdL4wB1W+e8+Tq2pnFqENKwNdZHERdta1A1VGrVOjuvfAMA4eNf5gvp5SwpcwCo5Lwn/QzLA588h1ZFZxQmeHFOlOdUTR3HUHhkaYAqeMZdt7YuGygk6Wwmf3pL0mmW5wWjMKFpG8RpzhOrIyxNw9FV8gKyosDWVZ5YHuNFGRfP1zmyNmYYpVzajLls4wtcnDzMv4j+Cddl3yxn0AU+93/idwB4zbt+ntdffh4FBXlRcGBlxK62TZIVPLw4BCG4dt8U++fq2IYcYfJi0FSF3ZMV6rbOkXWXnhsxVX16SXZ58N1u1e0th/PmaqyPIoq8YBgmzNSscs+sn3DtjT8GwPJ9t2Op8EfFzVuf69XFA7hByCBIaFcsCgSdUcj6KKJp6ziGTpwVnOh59Lzor4xmsQ3ZQCFJZzMZ2EnSaTYKEyxdxdAUum5E142YrBqsjWK2NS2WByHTNZ1vn9igVTHQ9bJ0p6mC1w//Ap0y07Mu2jxcvZZCCB76zH8mHPaoz2znox/7Fbyo3PX65QPrWLrCIExYHoS0HJ0L5+tcvNA4zX8KPxqmaxZ7Jqv0vJgTPZ+ZurVVkq1Z3y3J1i2dyarJrkmHx1fGtCydlVHE+XMNapbG7P4rqbanCb0R1sqDfE55PQ8r5/P1/b/Fr7f/gDBXGUcxeVZQMxWGfswgSEiyAttQqRkqJzZ83DDZyhR+h2ygkKSzmwzsJOk0G/gJTVsnywvWRyHdccRCw2bdi6hZGrqq8PDikLEfs3eqykrfx4szZvSYazY+tfWcT6hvo1a1Ga0c58nbPw7AzR/9e5y3bYI4L+iNIw6sjRFCIcvhovkGDdvkgoW6vEv3ErINlX1TVUxd4dRGgKkpLPYDZusWXlyWZBVFlCXZ2ToVU+VozyPPC+q2zraWxbqfcc0N5d26k/d8EdOp8VH1H/LvBq/m4u0TxElGEKeEWUbd0RnHKSM/pu9HVAwNTS2Dt86o7JB9KtlAIUlnNxnYSdJplGY5bpRudb+6UUqaF1imgqEojMKM7U2LO5/s0nAMKAqyQjAOU25Kb8PJXQA8bL5g3MjuySp3/OG/pMgytl36Gt7/rnfQ9xJ0Ibj18VXSLGe6ZnDlzhbDMGGqZrC95ZzmP4UfPYoimGvY7JhwSLKc1WFId3Mv71I/IMnyzR28ggvmGrhhSpSmuFHMXNPB0gTnXVuWX4/c/3W2WRGmprE0CPDSnGbFoOeV+4KbjkGRC7wk43jPp2qqVCyNKMkI05TFgc84fHrWTjZQSNLZSwZ2knQaDYOEqllmUHpuzPo4pGXr9NwEx1TRVIVTfZ+1ccC2tsMgSNCVgjyNuXH8F1vP+QRv4rw9Czz6tVtZfPRuFM3gx37pN5moluM2DnWGuEHKjlaFCxbqBHFGQcFFCw2EkNm606Vqapw7U2e2YXLfiQ2iNKfp6Cz1y+HRpq5QtXXOna7RdWOSDDSlvK+XtubYtf8Sijzj0F23MuEYaIrg4VMDppwycBuHMbamUrNVNtyYtUFAkmakeU7dLgPH3jhm7XvWjMkGCkk6e8nATpJOo0GQ0HTKzsUsz1kchCy0Kgz9BE0RtCsGdx7slOu/8oKarbEyirg++wattANAgsbnnLez3RH8xe//UwAufOtP86pLz+eJlQGKEHTGMa2qwZ6pClVTZ3UYsaNVYbpmPdeXJ70EVEWwb7rGebM17jvRJy9y4jSj60Y0bQMBWwOiTU1hFKbULI26oXPB68qs3RNf+0t0Q2GqauDGOUo85CPFnzPTvRtdV5ium0RpxihMON4PaFgGmhC4YUrFVDmy2a37HbKBQpLOXjKwk6TTJE5zwiSjbulsuDF5UeDFKZahkBUFFVOn70ec6Hq0KgZ+nDJTMVgdBLw7/OTWc24V17Jj514+8R9+G2/QpTK9nde95+dBKKRZgZ+k6KrCXN1iomqyPoqwdZX9c/Ju3Zlk71SVXRMOK8OIJMtZ7AebQ6TLzuhzZ2r4ccZC02JpGHPubJXZy65H1XT6pw4yWj6Kram8S7mT3+9+mJ9L/gc/EXyc3rDswK1sjsE5sDKmbulEWbm2rGHr9NyYtWGw9bXIBgpJOnvJwE6STpNhkFC3dLKiwI1SlvohDVNn4EVoSlkOO7Ayxg0zNFVloloOKr40vp8d6bGt5/yZ8WPo/eN87dN/CsDlP/HrnD/fAgr8OCPPYaJiMFE10RRB14vZMWkzUTFO08mlZyKEYPdklYqh4RgaQZxyYsPH1lWKAna2HcIkZ0e7gqMrrI0idi3McO5VrwNg8e5b6YcpYXMvNmVDxOXF45idB2k6Bo6pAAXLw4BxFFOg4BgKoyClaWs8tjLaGrciGygk6ewlAztJOk1GYULd1ul7MXVL41BnzELLoufHTFQt+kHM0iCgICfLMna2TR5fGfLu6Lt36+4Sl6PP7udPfvvvUxQFs1e8iSuueQ3tqsnSIGSmbqIoUHN06rbG8rAccXLOdE1m685AhqYw37SIspxzZ2qsjUI2vIgCiLKCixbqPLk24rrzplkfRyw0HXZd81YAjn7rC2RpypPa+Rw0Lth65k3eJ+h7MbN1C4RCmKTcc7zPZEXHjzKSLGe6ZrE+jug+pUNWNlBI0tlJBnaSdBokWU4QZ9RMjb6fECQpQZyhqQpJWlAxVU71fNbdAE1VmW04uFHOYBQQqQ45ZVD2P/UfY+2bn+LU4cfR7CpXvedvsK3lsD6O2N6yGQQJjqFSM8uhtHlRsNCyacts3Rmr6RhUDA0vyrh6d5v1ccxSP2AUJJw7UyPJclQV5lsOXT/i0muuw6m38Ic94lMP0RvHfGXyfVvPe132LfzOEdqOia2rGIrKkY5LUeT4SUaYlhnhlmPw4KnB1utkA4UknZ1kYCdJp8EoSKhZGl5cjqRY7IfULZ31cUTT0bdWPXWGEYYOsw2Te4/3SdD45/Xf5Ged3+G/GO/nmNjBF//43wFw/i2/wNzcHKqqMtOwyIqCPIe5uoUQ5by8iqmxd7IqO2HPcPNNmyDJSHO4dt8EXS9kdRAQJDlX7GhzYNXl4oUaYZqxc6rOnqtvAODUt75AkufcZ7ySVW0BAJWC1/c+QUZBs6IR5xlRknKs52OoZVYuK3LmGxan+j4bbtkhKxsoJOnsJAM7SToNRmFK3dLpewktR+dwx6VmqYyjlHZFZ2kQ4AcxozBle6vChhfTGQVULJU4KVjSFvi4+V4e/4vfIQ59pvZexPzVNzFVt2hVdHRV0PdS6nY5SiVIMixdYbZhbc5Hk85kqiLY3rZZGQY4psaVO1ucGgQcWhuzf7aGEKCqCjVDxzE0LnnD2wE4ev9X0FIfNym4vfmuree9Jb2doN/B0VQqukZcFBxZdxGiwA0zvDClauu0HYMHTw0B2UAhSWcrGdhJ0ksszXK8KMUx1HJBe5QSJBlFATVLp+smWJrK42sjbENFVxVObgRoqkClIEwLbE2hf+hejt5zB0JR2f/jf4uFpkPN0plv2Gy4MQUFeyardEYRuqKgKgrnztRktu4s4RgaUzWTxb7PedM1Zuomx7ouS/2Aq3a1ONbx2N6y8JKUN157Nc2FPaRxxMajX8WLcu6t38hI1AGwibho9ZMoqkLN1imygrGX4AYpXpSwMgqpWxrzTZtD6y5BnMkGCkk6S8nATpJeYuMwpWJqjKNyHtmxrkvd1OgHMRVDpTOKqBgKi/2QqaqJF6XEcVma9ZMCXRNEQcDjn/i3AFzy5vdRnd/HZN1krm4SJBlunDFbtwiS8g1aV0SZrXNktu5sMl2zUIRg3Yu5cL6Bpakc7IxpOSZ1W2cUZkxUTExN55I33ALAybu/gB+naJbDHfV3bD3r7fFfksU+RVHgGCr9IMGNU5KsYBzGxElOs6JT0VQeWRwAsoFCks5GMrCTpJfYKEyoWxoDP6Fh6xzv+WRFjqYqhEmGqSkcXnNJsvK/dVXhzYOP80/cv89lyf0YChy+7U/weitU2jNc8vafpW7rWLrG9rbDcj/E1AR7pyoc7rjMNUz8NOf82frpPrr017C97dD3yg0lU3WTcZiwNgq5YK7OuhtRNVSECm+++V0IoXDqyQcpRqusjkIemnk3EWUwP8GQ89Y+T14UVE2dOMvpjiMsXWF1GLI0DJiuWcy3bB5bGZLnuWygkKSzkAzsJOkllOcF4zDF1BWiNGMcJgRxhhulTNcMTvZ8dk3YPHBqiKMKVEVgiIwbg89xRfoQvx3/Y1659Mccu/PjALz9F/9PxplBy9HYM1ml60W4ccKuyQpLg5Dpmsk4ztg9UaFu66f59NJfh64qbGvb9LyY6ZpFxdAIkgxVVWhVDA6uuexsO2zbNs/2i68GoP/Q7Sz2A6zGBF+rvHnrWdeHt5FkKXlRBm1LfQ9dE7hRxvF1D8dQmWtaJFnBgbWxbKCQpLOQDOwk6SXkximWruBH5caJwx0XQyvvv438FEUVdMYhfT9msmExWbOYXbqNqaILQFyo/O4n76bIUnZe/jr2XnkdaZ4zWTWZrpks9kMmKiazNZOlQcB808YNU/bP1k7zyaUfRt3Sqds6YZIxXbMYbo6x2d1yWBmF2Lpgompz+fVlE8Wxb32BIi84sRHyyLb3c0js5J+Kj/Jrxv+NH+eMg4SqreEnOcuDkAlH52jXZX0cMV2zmGtYPHRqKBsoJOksJAM7SXoJjTe7YQdBWY490fNJs5yGXXbCXjjX4PYn1rEMBYFKy9a5bvS/t17/Dx/fSefo46iGxfv/5t/nQGfMZNVkvukwjlLcMGHfTIWjPZ9dkzZLg4BzpqvUZLburDdXt7B0FTdKqZoaoyBh90wVTVV4bHnMbMPiTW+5Gd2u0FtdpDE8wuMrI/L2Hv7Pqd/lf3I9UWGRpAUFgijO0RTBSj/A1FSiNOex5REtx2B722F9HLI6DGQDhSSdZWRgJ0kvoXGYoCllFsSPU7w4xY1SdFWUM+2KjJVhQNvWmaqbJEsPcGH6OAA9P+fffP4wAJe/4yNY7WnSLGe6alK3NU72fHZPVBAohHFGyzEI4pwL5xqn88jSC0RRBLsmKyR5GZCpSvnj++L5Go8sjrB1hcv3zrDnqjcCMHz0dgohOLjmsW+mhiYEcZbixTm6LhhHKaqiECQpHTfC1BUOro5xo5T5ps1U1eTBUwPZQCFJZxkZ2EnSSySIy5EmUZbRsHUOdVwooGrpnNwI2DtZ47YnO1i6ihCCXRM2V6x+Yuv1H7vDIvBc6nO7ect7P8TBNZeaqVN3dHIKgiRlW9umOw7Z1a5wpONx7myViqWdxlNLLyRLVzlnusrKMATK8uiVO9u4ScKRjkvV0Lj+5ncDcPftn2d3Q2Wx76MgmKyZZMVmg46qkuUFWZGTFrDuRuiKIEgyDqyNmKiY7GhXONzxKIpcNlBI0llEBnaS9BIZhwlVU2XgJ9QtneNdnzwvqBgKy/2AuYbBkY6LbQim6iajXodrwy8D8I2TKf/rvvKe3dU/83eIMtCAulPevVreiNg3XcWPc2xTRVEgK+DCeZmte7nZ3q5Qs3RWRxFNxyDJ4aL5BvefGhCnOe9/x5upTs4R+i7xkW+jCMHqMGBHy6EA6vmQa7ufYK6SMQxSsqxAFdB1Y4SAw2suYZKxe7qCbSgcXfdkA4UknUVkYCdJL5FRmKKpCooQeHHC+jjE1BQ645h2ReehU0OyAmxdY7Zpsevkn2GQkOUFv/j5BIAd17yNcy96BYMww9RVaqaGrpal3bqlIxC0HZNTfZ/zZmtUTJmtezk6f66GF6WsDAIWmjZ7Jyt4UcqxDZd2xeSKzSaKR77ylziWiqYKgjTn7yh/zGeLX+ZvJP+FtxZ3IYBhmKAqgqGf4McJaVZwtOsyUTGYb9gcXBsTp7lsoJCks4QM7CTpJZBkOWGSkaYFLUfn0JoLQmDpKqc2PLa3bJ5YddFVwWTVJIoirht/FoD/eH/Co6sJml3l8nd9jDQvsHWFNAfLUBj4MQttG6EIqpZGluWkGbIT9mVssmoyW7c43HHRNcHe6RpNW2elH7I0CPnwz/wMAI/d8zUq8Zg0h5al45BgEwFwTffPmazoRHFG34sxdZWuGzOOEsZhghdlXLjQwI0zem4oGygk6SwhAztJegmMw5SKoTKKEiqGysHVMXVLo+dHBEmOaaj0vIiWbdJ0DCZP3sZU3mUjKPi/7ijfiM+58cM0W210VdkMChUsQ6MowNFVapsl2I0gZtdUWa6TXp40VWG+6dCwdR5bGrF7ssJC2yFMMhb7Hvv3n8v2/ZdS5Dm9h++k76fMNW2+WLl56xl78+Ncqx9CURSWNgImqwZelLHhxQRRxtq43HwyXTU51vVlA4UknSVkYCdJL4FxmKAoAkNVCNKczjja7GQNWGhaPLkyAgqm6yZRmjM1fgyA/+fOkI2goDq3m3OuewcCQcPWcMMUR1dJ0pxWRWeiZqKrGkVREKU5507LbN3LXaui03J0NvyInhdz+fYWqirI8oIj6x5v/bH3AnDf7Z9G1wTjOEGZvYB7xUVbz3hl98+ZbVqMogQ/SlAFLA98vCglzwvcOOXC+TqdUcjqIDhdR5Uk6QcgAztJepF9Z9tEUUDd1nl8aYiilN98XTfkvJkKjy+PqVs6ExWdE12X31E+wA3rv87v3ZsCsO/tv4xjm1RNDSjKMqwuoIDJmkXT1giSFIGg5RhM1szTembpxVezdCqWTtM2ONbzmKwabG9V8KMML0q59k23oOo6S0efpDJe5GQvYKZq8Hn77VvPuDr+Jrv1Iaau8tjykB0TDuvjmMWBj6WrrI8jdkxUqFoajy4PT+NpJUl6vmRgJ0kvMi9OMVSBH2c4hsqBtTFzDYfHlkbYRrnI3Q1Tdkw4DMOEQZCS5AXf/vwnyYuCbVdcx9x5V6IpKu2qTtdNMFWBoqhUTZX5hk2Sgakp+HHGvqnq6T6y9BKZrJroqsDUym7rqbpJu2aiarCRGVzz+hsAOPqtz+OGKQjBycnXssIUABo5l61/mm0th7VxgiJAF4JDnTE9N6Ju6QRJxvmzdQ52xvhRejqPK0nS8yADO0l6kblR2Q2rKgI3SuiMI5qWypGuy8XbanzzSI+qqVI3NY6seWRFTuehrzA69jCqbrD9xo9StTVMTUEoAjdO0TVBQcHuyRp1R2MQJExWDdK8YFvLOd1Hll4iTVvH1FTyIsfQFIoCtjVswihDEYJXvvmdANxz+2eYqigs9UPqFZsvWjduPeON4a20jAJFwJF1l8m6weJGyMowoGqpbHgx583VyfKCA53xaTqpJEnPlwzsJOlF5oYpWVFQtzUeXx5jqApdNyRJCyZtnaVByM7JCsMwIUgzfC/g5Bf+IwAXvuUDVCZmUYVgtm7THcUAmJrKVNViR9uhO46Yb1h03YRdUxUURZzO40ovIUURTFRNihxMXcHUFOK8YNdkFUdXqOx5BY1WG3/QY3zkAVbcEEtT+GbjbSSUo3Bm2GBb9+tMVQyOd32qlk4YZzy5MiKMy3V3Apir2zxwon96DyxJ0vclAztJehElWU6U5qRZjq2rHF53maqaPLI8ZseEzQOLQ1RVUDU1VocBH/N+j+xrv0887GA3p5l7zXtpWBqGpiEEjMJyQ4CqKpw3W0MoEKcFs3WTUZiwq1053UeWXmITVQMhBH0vZu9UlQ0vZmfbJhcCxzK5+k3lnboH7vwstqYSphmu1uTb5qu2nvHm4C9pV3WiLGcURJu/hIxY7PtM1yyGYcKl2xoc73n0/eh0HVWSpOdBBnaS9CJywxRNEYBgEMSM/QRDg7VxyO4JhydWxiw0LHpexKXhvbx6+Dme+MpnALj4pg+gmRaZgOm6yThMSLICRYGdEw4LLYfFfsAl2xqc6AfM1CxsQz29B5ZecrqqMFUzidMcU1eZqhqc6oecP1fH0lX2XPMWAI7d+2WUJGDgJ1i6xm1PGX1ydfEw9ugEtqayMoypWRo9P+ZwZ0xeFDRsncmaRVEUHFiR5VhJOpPJwE6SXkRulJIXBXVb5/CaSwGsDkJ0RWUUZIRJTs3UyIqC60af5l9/M6IXFOyYdNj26ltQFTBVBUHBKEwAQUXXuWC+Qd+PmG1YmJqKF6Vsn5B3635UTVZNCgTdcci5M3XCJKNdMajbOtN7zmd+1z7SJGLx/jsJ4oyqrfKQcgHL+g6Os8A/Kz7I8ahCxVAJ45SCgiwveHBxQN+LmK5ZZHnBjpbDfSf7pHILhSSdsWRgJ0kvonGYkuUFmiI4ul5uCVgZR8w3LR5eHtKwVYZByk5lnW39b/Pb3yzv0F311veiKhp5IZipm0RJzjhK0VTBvpkaLUdnHGZcNN9geRhgaSpNWw4k/lFlGyrtis4wSFEVmKmbnNoI2D9Xw9I1LrmuLMce+ebnySnQhUqO4P8z9c/5rbn/wJ/kN9JNTNIiJykKwiijZqqc6PocWnMxNIWGo7MwUWHDi1ns+6f5xJIkPRsZ2EnSiySIM9I8R1UUNryIOMlJ0hw/SdEFrI9DmpaOoSlc2fkU//zrEW4MF89ZaFd/iDgrMFSBrigMggRRKFiawmXbGiz2A67Y0cSLy5ll800bTZXfzj/KpqoWQkCY5tRtHV0V2LpKw9G5/PqbEUJw6vH7SIdrrLsx7YrBUlyjVbWoWDpRlhElORSAIhACel7EYytDwjhlumbh6CoNS+PBxcHpPq4kSc9CvhNI0otkHCWbZViNkz2PQRiDgCKD1YGPpijkwJwD205+ht+7p8zW3XjzzQhdI83KvbJ+nOGGMYiCfTNV4qJge9thpm7RGYfoqkKrYpzew0qnXd3WcAyVvhejKgqzdQsvztjRdpidnWfvpdcAsHLvbYzCmLatk+cFfpwxV7cgh1GYkmYFcVZg6mXDzpMrI05tBBiawlTVZKpqcmzdYxwkp/nEkiQ9ExnYSdKLxA1TihwoYHVU7oTNswJTU1h2YxxTw9JVztu4k3/95R5RBq/dqbN+6c8RxjmKInAMnWGYoCgKhqpw0UKTooCL5htseDFJVuAY2uZGCulHmRCCqVqZtUuycq6dqSm0KjpJXnDtW38MgAPf+ByGUBjHKY6hMgwSJisG9YpBHrm08z4DL8bSFDQhOLXhc6AzAmBby0bXVCgKDsmZdpJ0RpKBnSS9CLK8YBgkqIqg60UMvQRdUxj4CaMwwo8yKrqgamu0nvgf/OFDZfbjA+94Pa6oEGcFdVslzDLCOAMB29sOWQ5X7mihCEFnHGGogpYj79ZJpXbFQFMUwqQs0bcrBnXLpOHoXPvGt2JYNr3lE8QrT9D3YkxNIIB2dJLfEv+Vr6q/zE+F/504A01RsA2Nvhfz2NKIgR/TcAyajs5E1eThxSF5XpzuI0uS9D1kYCdJLwIvLktaDUdnbRSxPAqYqRh4cUJnFGPpChXLYDY4yn/64qPkBbz9PI3uRT9DkOToqsBSFDbcGFNVydKcvTNV9s/VaVdNul6EriokWSHLsNIWVRFM1kxURRCmOaamoqmC+aZNJExe8frN0SffvhWFch6iIgS7o8d5W/iXVEXAjfnXqQmPtVHIdM2goODQ2ojjXQ+A+aZNyzFYH4WsjcLTeVxJkp6BDOwk6UXghuXIiCTL6Y5DgjjD0BW8MMVLymn+NVOj9uB/4ROPpwjgb771PO5NdpHnBVVTIcgKCgRhljFdt9g/U+ec6SpZXtAdl8Fh1dTQZdOE9BSTVQNFCMI03RpLsm+qRlHA9be8G4AD37gVQUIQpeQU3F95A2NR7hh2RMRrvNsYhxl120DTVZb6IY8tD4nTnHbFpFnRMXWVx5aHp+2ckiQ9M/mOIEkvgoEfo2xuA1gehMw3TU72AtbHEaqAiqEi0oC//PztALz/Yo3B+e/HC8u9soaqMAoTNFEQpRkXb2vyil1thBB03YiqqREmmczWSX+FqalMVk0MRWVpENJ0dCxdMFs3mTv/ClrTcwTuiP4Td5MhUCgIMPiGc8PWM96efQlDzVkdhsxWTNwo4dHlIWujENtQqVk6U3WDA2tjwiQ7jaeVJOl7ycBOkl5gcZoz8BPqlkbPi1kZ+czVHNbHIeMoo2ZpVEyDk6cW+dQT5XqmX71uls9xDVkBDUuj56VUDJVRlDFRMbn5knksXSXNcrpuRN3SiNOCuiWbJqS/arpuYmjlLwcqglGYcfFCE1XReM2N7wDgyLe+gCJEmRVOcu5q3rL1+nPFKXYHj9AZRSy0bfIi59i6y6G1MZamoArBzlaFcZRyYsM7XceUJOkZyMBOkl5gbvTdyf0rg4A8B1WF1XFEURTULB1FKbjvU/8VgIkLX80X3vBp1gIVATimSphkJGlGluXccOEsOyfLMtm6G1G3dLzNzQJCiNN4UulMZWoqM3ULTYGVUUjN0lBUwZ6pCpduDis+ev/XSb0BaVGuqTvOHI+Zl24948bwVlQF/DClYel0RhFPrAxxoxRdU5hv2TiqymOLshwrSWcSGdhJ0gvsO0vSB37M0sBnz6TDI0tDRl6MqQsMTdBZOsmhb90KwPXv/QXW3AQ/ynEMjc4opuXodMYx+6arvOG8GaDMBG54MVNVk4Ef05TdsNJzmK6b1C2D4z2Plq0TJhlTNYtzz9/Pzv0Xk2cpi/ffjoIgTXKCNOeu5tu3Xv+m4m7qWZ/FQcj2doU4zXhyZcxiP8DRNaqWzrYJh+M9n74fn8aTSpL0VDKwk6QXUFEUdEblHbjOONqcEWaxPAiJ84KmY2JrGvd8+r9R5Dm1vVdw7oWX0PMSMmCyouHHGYMgoWJqvOacKWYbFgBro5B2xSBMMyxdxdLV03tY6YxmaioLLZssL+h5CY6hkeYFFy00uWwza3fy7ltJi5xUCDQFvqVfw0Bpl68XCa/1b8NPMixDASFY6vsc7ozJioIwybhgtk6c5RyWM+0k6YwhAztJegEFSUaY5ChCsDwI0BSVjSCi70eIIsdQBWHnCEe+/lkALrnpg/SCFC9JgYIgLdCUglGQctXuFhfMN9FUhSDOGIcpU1WTDS+m7cimCen7K7N2Goc7YyYqBlGaM1u3ePPbfxxF1Vg5/BjeyinytGyA6EcFd9XfsvX6m9IvoRQ5PTdhumqw4cccXhszDmKCOGP3VIWaqfH40kjOtJOkM4QM7CTpBTQKE/Iip+vGdMYhOydsHlockWY5pqGjqgqnPv3bZFnKlTscPnTOkDTLGPoJNavsdB1HGXNNi92TNXZPOgCsDAOmaiZpXhAkGQ1blmGl78/UVM6dqbHuRoRJhq0rdMYhb73qXM658jUADB65jWRztZiqwteqN5FT3t3cySoXJ4+wPo6Zqpgkac7xrsvyMGS82cF9/lydzjhkeRCczqNKkrRJBnaS9ALqjCJsXWVtGJJlIAS4foIXZ1RNhWi4wVe+cQ8A/+S1sBAfx48S0qxgoqLTHUVomsIFc3W2tx0ajsE4TIiznImKQd+PaToGiiKbJqTnZ75pU7c1DqyNmW/YrI4itrUcbnzHewE4fvetUGT4cY6jqRyOmzxmvwKAU8UUIhmT5ClxkWMbKqcGIWvDEC9MCJKM/XM10rzgUMc9nceUJGmTDOwk6QXynft1ilJm2CxD5fi6X95hSnN0VWHli/+eICm4Yk7hxr0qd7duZm0cowrw05y0yJlr2Mw0LPbP1iiKopwlVi93gPa9hAk5u076AWiqwvmzdbrjiEKAIgQ9N+Jv/uz7sCo1umsriLUnCJOMNCuIsoJbJz/EP2r8Y96j/Tu+mL2CLMvZ8BMmKjpDP2G577HmhozDZOvv6xMrQ7woPd3HlaQfeTKwk6QXiBulRGlGdxQTJjmOobI0CnDDBMfUiMOIB776RQB+8zUmDxuX0dHmGQUpDdtgfRTRsHW2tRymahYzdZuBnyAENB2DUZBiaIpsmpB+YLsmKmiq4EjHZbpucnLDZ89si1fdUM6uix7/MgLo+gm2pvAI+zhafyWGoUNRQAEDL8ZQVRQFDq35BFHOSj9ACMEFc3X8RM60k6QzgQzsJOkF0hlFaIpg3Y2AAjdMEDmMwwRNVejc/WlGfsyupuDH9mt8o3Ezi4OIrMg3l7ELpmo2bUfnvJkamiJYHYXMNmwAel5EW2brpL8GVVXYP1un60YYqmBtFBEmKX/rFz8CwN13fp5JK2cUxFiGyiCIqRgatqagKoIcSNICN06p6CqnBj5RmnN4vSy/XjBXJy/g4JrsjpWk000GdpL0AlkbhyRZ+eanqYLFQUCcpWQI0izn+J3/HYBffaXBSG3yePU1rLsxpiKIspy6pdFwdKZqJrsmK3Td8r5e1dSI0owgyWjKpgnpr2lb26G6OWi4aqmc7AXc8ubrmNm2i8D3aa8/SJLBOMwo8gIE2IaGsrmL2NQFXS/GMQRxmrE8DFgbReUmFNtgz0SVU72AtZFsopCk00kGdpL0AsiynLVhiBslxEnOOExQNu/E6QL6h+5lea1H1YCfvdzgDvNNdIKMKElxDBXbUKlaBnVTY+dEBcdQWXejrRl2fS+hYeuyaUL6a6uaGjN1kyjNUVFYHYXEWc6Hf/bDANxz6yeZrJmsjyJMXWUUJjiWxu5iiY8l/43fSP49cZYTJGBqCo8vD9CUggOrZZbuvLk6cZZxsuufzmNK0o88GdhJ0gtg3Y2IkpQwycnyAi/JiJKyHBunBaOv/zEAP3uZQcMSfK16I51xgqoo2IZOzTKwDUGzYnDebJ21UUTTMbB0laIo6PsxExXzNJ9SOtvN1C0mqmV3dZrldEYRv/qLP4+iqDx8391cbA8ZxwlKUTDwY67kEB9P/xbvzz7DjckdLCgDBkGMpcHaKCIHnlwdEac5+yYrmJrCgbUR8eZcPEmSXnoysJOkF8DqKCTOIUpzgiQjTTMGYUqaF0S9Uxx+/FEE8CtXGzykXcIpsQ0vSlBFzva2TZ5nGJrGjokKNUtjHKbM1MpAbhSm6KrANmTThPTDaTkGhqowXTfpjEN6Xkxrcprr33wjACfv/gI1U6PrpxQFnLD3syamAFDJuSW/g6KAIMlRBBzvjHHDlKWBj21q7JmsMQhSFvuyHCtJp4sM7CTpBXCy5xEnGWGc0g9iikIw9iOCJMe75y8AuOU8jX1thc+oNxDGEUlW0KpY1C2DolBo2Br7Z2v0vJipmom2ebdpw4tpyU0T0gtAVxUatsFC0yZJC8Zhwvo44lc/9osA/OUnP87F8xVGYYJQFTrjmDsqT9lEkdyGLnLcOEdX4GAnQKXgiZURRVFw7kyVIi+2miokSXrpycBOkn5I4zBhZRBiGSqjKEFTBKMwZuBFZOGY4/fcBsAvX+0wFHXutV5FL0jRVdg3VSVMMxRFsH3CoVUxSLOCyWoZyMVpjh+nNGVgJ71A2lUDP8m4aFudox2Pvhfzhje9mamZWbzhBsqJ+9AQeH7EKMp4YuYW0s23iplinWt5aHN9mMCNYtw4ZWUQsj4uBx87lsZyP2AUJKf3oJL0I0oGdpL0Q1oZlpfQgzjDizKUAnrjmDDL8R+5jSSOqC/s4z9e/Cf8P9bfJVd0wiRnpmbTdHSiLEdXBOdOV/HCjNmGhRBlk0Tfj2nYOqpsmpBeIFVTQ1ME21sOigJdL2LdS/m5zSaKL33q4+ycqhBnOVGa0yla3KVetfX6m9MvoqkKYVYgEBzsuKhKwcG1MZahsrPt4McJJ3typp0knQ4ysJOkH9LhtTGaIuh5EWlW4CYZozAmy3JWv/UpAPZc924GVHjSvJCen2AqgomahW1p+HEZzM3UbUxd2doDWxQFG14sZ9dJL7jJqskgSLh0W5O1UcjqMOB9H/gZAA7e/w2mxRhD04iSjOVBwFeqN2299ursPuZEDy+KURVYGQQkecHxnsc4TNg9WcFQNQ6veyRZfrqOKEk/smRgJ0k/hDDJON7zqRgqQy/BNgT9cUjfi4mPfJug38GoNpm4+HUgwFBVgjinXTOYcAzCOCOKU86fa5DmBXObw4gBRkHZNOEY2mk8ofRy1LB10rygbuvsaFdYHgbojVle9/rroCi490t/wWTNRFDgxhlLratZZBrYbKLIbqNAQRQFQZLz+NIYx1A5vDZmvulgaArDIKbrRqf3oJL0I0gGdpL0Q1gbBnhRwihMEQKCqGDdjSgK6N//OQB2XHMTmWpg6ipDL0LXBHVLZ6JqMApTLENje8tmsmo+rfO160VyxIn0ohBCMFExibNy6PV8w+ZAx+Unf+ZDADx656doWApVS8ePM3p+xmfUN229/m3p7dgiZxClOLrg2PoYQ4FDHRdVwI62Q5IVHFuX5VhJeqnJwE6SfghPrI6omCrLgwDH1NgIYja8mHy0Ru/gfQC8+/I6dRGT5xDk0KoYOIZefrwbs3vCwTJUZurW1nPDJCNK8q2yrCS90NoVgyQrEAL2TlVQhGDbZa+n2Wwx7q1y/KFvM1u3KYqMjSDhruqNpJS/eEwWPV4rHiCKMzQhGIUJR9Y9NFXhaNdjW9vB0hVWRiFulJ7mk0rSjxYZ2EnSX1OYpBzteqgIkrygyAqW+z5RkjN44FYAbtyr8k+dP+WDycfJ0hSRF1R0jZmGRRin+HHG3ukaOycq6Op3vx27brkXVm6akF4sqlJm7aI0J84KrtrVYpQK3vrO9wBw8OufwTE1mpZJEKWM1DZ38t0miuuzu9BVhXGc4Rgq3z4+oGapHOqMmakZaIqCF6V0RuHpOqIk/UiSgZ0k/TUtD0LiuGBlFDJVN1ns+wz9GFEkbGyWYX/hyrLx4TbzBuKswDFULENhqmqy7sbULJW90zUmq98tuaZZzsBPZNOE9KL7zlid7jhmtm5xwVydS9/44wAsPfgVFldW2TNVIc0z3Djh0+qN3Ktfwb+d+Pv8f6u/hqYpDPwEQ1UY+DG9cUySF3TdmNmGhaYIjq67pLKJQpJeMjKwk6S/pkOdMTkZwyCmZqgsjwKCJMU7+G1Cz2W+Jrj5XI1H1QvomDsJs4K6pdO0dVQhWB36bGs5nDtTe1pmru8n1CwNQ5PfntKLS1MV5ps2gyAmSHLOm61z+eWXcs6Fl5KlKUfu+hy2odGwDLwo5yHtIv629n/xSPU1OJaJpgjyvCCIUyhy7jvRx9EUjq67zNYtDFVhFCQM5Ew7SXrJyHcOSfprcMOUE12fIMloOgaHOy7DICGOCwb3fRaAn7tcR1cFX6u9jTBOEAIMXTBTtxiGMWkOV+xsMvGUbN13Rpw89f9J0otpsmoiBHRGIZaucvG2Bjf82PsBOPXNz7Iy8tk5WUGIgrQoGEcpaZZRtXRMTaBrChtBhqOrrI1DBkHCOEzRFYEQBWGcsTKQK8Yk6aUiAztJ+ms41fehKBehb285HO54pGlONlhmcOwRFAEfucJgRJWH66/HS3IsXaVl61QNjc4oxjZVXr136mnPHUdld23VlCNOpJeGqgh2TVQ4tjlQeLZu8f73/yROtcZo7RRHH7ibmqlRMRSyXCCADT+hAGq6hi4gSFLSosALEzrDEASsjiOajkHF0ljs+/ixbKKQpJeCDOwk6QdUFAUneh5dL8JQVUZhjBvGDP2EwUNfAOCmczR2NBQeaN7AeghJmuPoKnNNBzdOGfgRF883mHnK3DqA9XH0tPt2kvRS2NZyCOKM7jhCCMFV587zpre/F4DFb36K1VHE9lYVoQgKBAM/AQr2OWPeLr6CyHP6fkKRF6yNQ8ZhghsmOLqGogi8KKPvy3KsJL0UZGAnST+gDS+m58Z0xyHb2zb3nRiQpDlJGjN8sOyG/cUryzElD06/Ey9KEAgmqzq6qjIKUzLgjefPPu25fpwSpzktR444kV5aqiLYPVXhUGcMgKmp/PqvfgyAlUe+QWdliaLImXQ00jynCPv86tpv8c8Wf5rfTH6XXWqXcZiiqoKVYYiuKAzDhKwoSLMcIeBkz9vcMStJ0otJBnaS9AM6ueETJCluktGwyrLqKEwID91F5HvsaAjesk/jqHUh94ez5Hn5xjldd0jyAj/KmGvY7JupPu256+OIiaqxtSdWkl5KO9sOozBlw4sBeP3VV3DFNddS5DkbD3yBYZzhGBqGojDIHSbiJRTKbtcfF3cQZxlBnBLEGT0/IoyzzZVigqqp0fdjhrKJQpJedDKwk6QfQJRmrA1DTvQ8ZqsmB9fG5ZtZWuBulmE/crmBqgieXPgxhl6MnxRM1HRqpsbIj/HTjMu3N592jy5MMtwolZsmpNOmYurM1CyOdl2yzcza3/7VXwHgwFc+haPkaJpCs6KRpPAJ3rj12rcXd6KS0PNSFFFwqufTcHRWhyHqZse3H2V0PbliTJJebDKwk6QfwPoowo1TuuOYiarB4XWfcRiTDlbpH30UAXzoMh1fVLhdXEu+WYqartpEWUYBmKrKK3e3n5aZ+85AYlUOJJZOo7mmRZYXdMblUOH3vPvHmZqeIRj26D32DeIUFhoOlq7y8eQ1xJTXBlrFkBu4Dz9OiZKM1WFElufkRYGpKfS8CEdXWRmERGl2Oo8oSS97MrCTpOepKAoW+wHr45BCFFDkrI18giQnefLLAEzsu4TPtX6Ku+d+ivVI4G+Wr2YaJht+ggD2TTlM1b67PixOc4ZBIrN10mnXsHUsTWXDjQmTDF3X+cVf+CgAD9/25+iaoChgvmGynlS5Q3nV1mt/QrmdLM8ZBSl5UXBs3adm6/hRuR7P1BW8OKXvyXKsJL2YZGAnSc/TKEgZhwnH1j0mbYMjvQA3SMnznO6DXwKgfeXb+OLkB/hC66eIkwwvTplpGOSFQBGAgHNma1St75Zh191yLIQcSCydbpau4hgqjqmy2C9nz330ox9FVVVWnrwffbjEIEzZOWFjG4I/jq7beu0rikfZIVbYCBIQGSd6Ho6ukhQ5pqbgJRlhkpe/GBWyiUKSXizynUSSnqf1cUhnXC41r9gaRzsufpyhrD5KsLGGalWYuPDVbGta+EmGH6UoQtB2dAZeQsM0qFo6587UMbVymXqc5gz8mCk54kQ6QzSccjMKFPTciG3btnHLLbcA8OAX/wwhwE0KFhoWd+fncVzZsfXan1DuJEpy3DBjHCWsDAMqhoquClb6ARVDYegnjCM5006SXiwysJOk5yFOczrjiOVBgKqAFyV0xhGFAPeROwCYvvQNNCpVVEWhKHL6YUbDNqg5BkGaYuqCvZNVms53d8DKbJ10pmnaBqMwZbZusToKSbKcj32sHH1y4Bufo6rEDLyY3VNVVEXwZ8X1W699B19BySO64xhVCI51PUxNRddU4iwnywvcOKW/2XkrSdILT76bSNLzMPBjxmHCYj/AUlWW+yFelGAkHmsPfRmAba94I5PVsgGi7ydkeU7D1kiSnNmGRZLDril7qwwrs3XSmcjQFGxDJc0Lmo7B6jDkjW98I3v27iMOPLoP3UmQZKQFTFU1/md4LRHl3+EmY95YfJtxmBCnBUv9gDDOcAyViqGyPg5Js4z1cbQ5CkWSpBeaDOwk6XnouhFHOy55AYoqOL7hkeUQH/4maZpywZTCFyf/Ja9I78c2NFZGEbaqUjVVgrSgbmhMVQwatknVKAO7zjiU2TrpjNRyDPp+wmzdwo1SvDjjY7/0iwA8eOufUbc1OsOA7e0qY1HhTvXVW6/9Kf12wiQvO2uLnKVBSFbAdM1iw03IEYRxRt+XWTtJejHIdxRJ+j7cKGXoJ5zs+whR4AUJ3VGMrsDwnr8A4MOX6TRx6Vd244YxcZxRsTUcQ6dmqOTAjkmHpmOgKIIwyRgGCTM1ma2TzjwNW8eLUrK8YL5hszwI+dCHPoxlO3ROHERbO8AoTKlZKlVT4b/FbwDgMf1ibjVvAgo2vIgwyTjaHaMJcCwVoQq8MJXlWEl6EcnATpK+j74XszIM6XkxWQaDICXKcpThMqunTqAK+MAlOg8blyHaOzje8wFQKTA0hVZVRyiC+YazNZR4ZRgyVTPRVPktKJ15VEXQsHUGfkzD0TE0hVR3eM/73g/AE7d/HMfQ6PspMw2bB4q9/Gzt9/jbzj/m8fabQAjSNGfDS1gdhIz8lDSFhYbNMEjwopRxmOLJJgpJesHJdxVJeg5ZXmYeHl7cwNAEulpwpOeiAO5DnwPgbedqzFYVvlG/GUdV2XAjLF2lXbWxTRVd0ZmvW6iqoG5rjMOEKM2YlHPrpDNYq1KWYwHmmxZdN+JXf6XcRPH4t+7EDnv4UUbVVFEVhcf8NlkGGYKKrhBlOX6ak5Lz0NKAtMiomxpZUZQr+JJUlmMl6UUgAztJeg4Dv+wAPNUPsDWFIi8YejFKkdF9oJxd9+HLdIaixqmp13NsIyDLQdcU2hUdU1OAnPm2Q93SMVSF1WHITM1CkVsmpDNY1dQoKHCjFFNTmaqatLft5aprr6PIc5a/+SmEEGhCULc0xlGOokLPj5iqmWQ5RHGKyMsVY71xjFChZupkWU5nHLPhxeS5nGknSS8kGdhJ0nPo+zEPnRpQFKAqKkfXfbIc8sUHGY09phzB287R+Ip1PbPtBqd6LlmRU7cU6raOrig0KwYNS6dm6XTdGCEErYrx/T+5JJ1mbcfYugs3VTNJ84IPf7Rsonjojr+ALEDTVJpWed0gjjOyDKqmTlO4hElGP0iwDIWeF7O0EdKwVUxNZd0NidPyrqkkSS8cGdhJ0rMI4oyhn3D/yT6zDQtVKTg58EFA9tCngfJuna4Kvt28mX4QMopSdE1hruHgmBqKEMw3LIQQWLpCZxyyrWWf5pNJ0vPTqhgMg4Q0yxFCsNC0ueb1NzCzbReBO2b08B0EccpUrWwKGocRV6YP8jcH/y9f036JheQEYZqTpBk9N6KgYBSkmLpGnpW7l2U5VpJeWDKwk6Rn0fdjHl0aEBc5MzWT4+seYZxjJi7HHnsAKMuwjyn7qWy7kJMbIWGSMeGYNB2dJCuo2QY1uyzJDvxyH6ylq6f5ZJL0/OiqQs3Stu7aVUyNyZrFLe//MAAH7vgESZpj6TpNSyNI4SPxH/Ga5C50Mt4tbidNyiaKnhcxVdXxk4xxGDNZNVjs+/T9iCjNTucxJellRQZ2kvQMiqKg70V861iP+YZNnGYc6ozJCxCH7iTNcq6cU7h4RuU2+81YusraMCQHtrUsKpZBUeTMNywcQ0MoEKYZ03K8iXSWaVcMNp4ymmSuYfHOn/hJLKdC59RRgmMP4MUpe6aqFAV8SnnT1se+Q3yNLHIJk5wky1nsh5sz8mIcU8NPMkZBysCX5VhJeqHIwE6SnsEoTHl8ecj6OOLi+QbHex6jKMPQYOOeTwHw4csMPGxOzt7A8jCg5yW0bQ3H1FEKQc3SaVdNkjTHjzMWmrZsmJDOOjVLB2AclsGXpipcsXeBa258FwDHvvpJgjij5ZjUTJ1PRtfgYwFQFz6vT79BXhQMvZTD6x5TVZPJqsnJXvnfx7sePTekKGQThSS9EGRgJ0nPYMON+MaRLjvbFfK84LHFIVkG+miRxaVVVEXhLZdMc4f2WibbE3RGIXGWsWeyStXSSIuMmZqNAvT9hPmGtfUGKUlnm7+StWvavOeDH0EIweH7v0Y8WGIYJOybrjAoLL6kvn7rY98j7iBKyu0VbpiU2TpDJc4KqpaGF2esj2NcOdNOkl4QMrCTpO+RZjkPneqzPAi5dHuTQ50xXS9GUwXeo3cA0Dr/Wv6P+f/KnzV/jiSHpX6ApalM1kw0RaAJhfmmhZ9kVEyVuYZsmJDOXi1Hx43Sp92Fu/FVl7P/lWUAt3bX/yZIUiar5R3S/5ldt/VxlymHmQ4OoSowChMOrI6oWRqOoRDGOaoQLA18uYlCkl4gMrCTpO/RdSO+frjL9oaNKhQeXRqSZqArOafuvQ2APa96M+ME2pNTdEY+wzBhz5SDEApClBmNgoINP+aC+QZCyBKsdPbSVIWWY9Bzn5q1s3jHT30EgEe+/BniwCUuYKFl83C2k8fEvq2P/bH8S0RJghulLA9CFCEwdZU0L6jbGutuzPGuRyZn2knSD00GdpL0Pe453mN1FHLpriYnN1xWRiFCBbH4MNFoA63SYPKiV6OqCo6usjIIEQh2tB0UCoRQmagaLA8itrccWo4swUpnv4lq2fSQZjkAjqHxzptvZHrHXqLAp3vfraRZzlzdQtdUPim+20Rxs7iL0Hchz/HClMV+iCYU3DhloWVDAaf6Pn0vOl3Hk6SXDRnYSdJT9P2Irx3qMd9wMDWVx1aGeGGKEILxA58FYO7yN5JkggnHIEwKul5E2zGwDQ1FVWg5OlGa0XQ0drQdma2TXhZMTaVm6k+7a7e95XDT+34WgMdv/zOCKMZQVeqWzufzaxjjAFAVAdenXyUHxnHCobUx0zWLJMspivIOX9eNOd7zTsfRJOllRQZ2kvQU9xzbYOTHnDtT4eDqmNW+jwD0yGXp0W8B8EuXprSyDVq2wdCPiJOCvTNVshwMVWBqAktTqdsGLUdumJBePiZrBr2nrAFrOSbveu/7sGsNeiuLrD92F7qmMFs38IXNF8Rrt177Lm5n4KeEcUbPixhHEboiWBmG7J+tkeY5T6yMCGLZRCFJPwwZ2EnSplEQc9eRHo6l0XJMjvd8RkFELqB14JPEacHF0wp/b+JOZo2IlJwNP8bQFGZrJkGcoioqNcugams0bB3bkMOIpZcPx9AwNGVrW4RtqCxMtXjdO34SgMe/+D/IioJWxcDQVD6l3bj12gwFojEAXpRxYNWl7ZisuyGGprJ74v/P3n3H2VaXh/7/rL7WXrtPnzm9cDh0UEBAUbGAiAq2gDVGMcWYcpN7k2iKN6bc5Jpyk3h/MfFGk6gx9liwi6ggIMihnHM4nH6mt91XL9/fH3sYRcBoFOaU7/v1Oi+dYfae/d2v2Xs9+/k+3+dxWehEMmsnST8hGdhJ0oo7DzfoBgk7R0rsnmnT9ROCBFQUlr77JQBef67BLu1sGoXNqKLf726waCKAPIeSY7BtuAhCYaAos3XSyWekbLPQjVazdmMVm5fc8AY0w2DqwV0sH7wfS9epWBoHlQ28W3kVr1b/jNfm76Sdm7SjBD9Ome0EOKZClgkWuyEbBlxUBe452iLP8zVepSSduGRgJ0nAYjdk90wbRe23dji05NENQ3IB1dY+dk82URV49TkGX3KvIReCbhiTZIL1NZuFXkTVNdg+7AIgQG7DSieloqVj6SrLK7V21YLJlvXruOg5LwbgO5/9AJWCwVjFJklzPma9lD1sQtcBAb0wI05SWl7CTCvEtXSOLvvYusq24RJTrYBjzWANVyhJJzYZ2EmnPCEE90+3afgxG2sFHlr0QOS0w4wcqN3/rwBcuVVHKQ6xt/R0DE3Bi8HRNVRdR0HhjLEKVac/NH284mBo8uUlnZxGKzaLK1k729AYq9k895X9QxQHv3Mz7flphsoOuqYgBOiKQpqraApkWY4X92vtDi/1qLsWDT/GTzLW1QqYmsLdRxtyEoUk/RfJK490ypvrhEw2fKI4Y7xis2+ui0DQCRMMEu7ddR/Q34b9vHUlYQaqqtCLUxxDhSxny6BLyTEo2TpxJhgqy5mw0smrYOoUTI2llfYko2WHHTvP4NxLnokQOd/+9L9StjWGihZeKiiaK0GdAF0HP8roRDFNPyFKMrIsZ74domkK24ZdDi70WOjK1ieS9F8hAzvplJbnggdnu7T9mIpjcHDZR1VgsROS5rBz8pNMtTMqFlx9usUdlReSoxLEKVGSMVF3sC2D7aNlNFWhF6WUHZ2ipa/10iTpCTVStlnqxmS5oFIwKDsGL37NmwHY9dVPkoU9zl5XJhUC21JRgbPEPv4wezen5wfx45yunzLV9KkXTY4se+S5YPOgi6mp3HVEZu0k6b9CBnbSKW2mHdAOYubbMVsGXfbOdCiZGku9GAQE930BgJ850+B28zI6ep08z2n5KbWCQck2KFoqrqExWOx35l9fK6zxqiTpieeYGq6lsdiNsHSN0bLNjgsuYdP2naRRyHc+/zEqjknN0Wn6Oe/U/4F/0/8nL+SbvFL5Mn6c0AxilnohutL/UNQOYjRNY+twkQMLPZp+stbLlKQTjgzspFNWmuXsX+gRxCmGoTDdDlEUaAcJfpyxJT3A13YvAPD68wy+6L6Qdphg6KDQb6qKonL6WIVMCExNRVEVBotyG1Y6NYxWbJa9iCjNmKgV0FWVV7zhFwH41qc/QC8IuXBrDS9M2Wudu3q754lbKYqAbhTT8hLaYYoCTDUCsixnQ90hE/2ZzTJrJ0k/HhnYSaes6VZAluYcWOwxUbHZO9tl0DWZbvrEGWzd/0G8BLbXVWrrtvKgfgamqqJpGqqmUrJ0yo7GSMnCNnQWexETNQdNlZMmpFODpWsMuBbz7YjBooWmqlzxgpdQHRyh11zkodu+xPpqkZKj8Zn4QlqUALCJeQm3EEQ5S15E049wDJXZTkgvSimYBtuHSjw0L7N2kvTjkoGddEoKk4yjyz6ZEARJTpBkIHKSPKcZJiDg5vtmAHjduQaf1F6Aa+qUCjpBnOOaKoahsX24hJ/kDLr9jvyb6nIbVjq1DJUsvDglznJGKjaKbnDtq98IwDc+8T4WOyEXbaixHKl81bpi9XbXZl9EV2G5F9P2Y9Ic4jRnvhOiKAqjFRs/Ttk/15FZO0n6McjATjolzbQCQHB4yWOgoPPQXJfBksV0M8ALMvRwmd2H+oHd3Dlv5O7yc1DVfrPiJBM4hkatYDJWsclzCNKUkZKNY8pDE9KpRVMVRss2M62A0bJNlgtueN0bMJ0Cc0f2c+S+2zl9XRXL0Pio8nxy+hntTczwNOUB4jRjuhXhx/3TsbPtEC9KqDgGGwYKPLTg0Q5k1k6SflQysJNOOV6UMtsOMDWVqZVZsJkAVVGYbfmkOYR7vw5CUNp8DncNvhjVLGBqGkmWoShg6jpnjpfIcqgWDObaEVuG3LVemiStiZproqsKuqoQZ4JSpcoVL/4ZAG7/j3+h2Us4a7zE7nCAO7ULVm93bfp5DE1hsRPixTECQcuPWexEmIbG+mqBdhBzZEmOGZOkH5UM7KRTzlw7QFUUphs+ugpHmyFDJYu5ZkAzyNBUwcJ3vwzA0PnPQ9c0LF0lRxClYGoKY1WH0ZJDL0oxNQVTV+WhCemUNlFz8OIU21BRVYXXvfEXUBSVh757K4ce2sPZ42UsTeWT+gtWb/P0/C7GWSZOM6YaAakQJGnOdDuAXGCbGsMliwOLMmsnST8qGdhJp5RelNLwYmxDZd9iD11TEStjKWe7IVGco8w/iLc4hWralE9/OhVbR9NUBAq5yNFVhfM2VMkAQ1No+glbh4ooijw0IZ26LF1juGyDgCjJ2Lx1K+c+4/kA3P25D4CqMlF1+Gp0JpOMAqApgqvjL2AZGrPtiDQVdOJ+25PpVkjZ1llfc2j0QqYa/louT5JOGDKwk04pc+0QVVVZ7sZ4YULDixks6cy2A6YaPuPqMuff804A1p9zKYbjYBkqmiLIsowsF4xVCpw2UqIbJliGulroLUmnuqGiRc01aXgxjq7xyp/rtz6575abODY5zTnrKghV4zPGVau3eUn+FXQRkaQps60QJVfohRmz7QBNUylYOtWCydFlj24os3aS9J+RgZ10yuiECV6UoKuwb75DmucoCnhRzly7vw30cr7EZ3d3APjzsw6iKQo11yTOIM4EhqZx4eY6fpjixxl5rjBStrANbY1XJ0lrT1EUto8U8aKMTOQ887JLWb/zfLI04e4vfJiqa1AtmPyHeBYB/dKFmtLjvPBubE1lvhsSpSmdIGG+E+KFCYamMVzuB4uzrWCNVyhJxz8Z2EmnjIVOiKqo+HHGkhcSxDmGprLUDWl6MUaeoOz5PL0YttVVZje+gIproKKSC0Gc5dRdg/M2VGkGMYqiULR0RsoyWydJD6sVTNbVHCabPqau8IIbbgTg7i98lMXlLqcNF2hS4CbtOXwqfzo/p72Tr4oL8NOMOM1oBQl+lBImKfvnPSoFnVrBwjBUJpsBXpSu8Qol6fgmAzvplND2E6IkJxc5R5Z6LHYShBDkeT8T1w0Srjbu4qO72gC87jyLTytXMFDQSfKMOMnQFJVz1tUwNJXFbkStoGMbKhXHWOPVSdLxQ1EU1tcLWLqGF2W88JprqI9vJPQ67Prqp9hQL2JoGu+238jv8VbuyrahaypBItBRCOIML0lp+gmz7QBlpYVdvWDQCfrfkyTp8cnATjrpCSGY74YYmkqc5Rxb9ml6EXXXIhc5DS8mFYKnNz7NN45mqApsOu8Z+GYd17JQFIUwzam5BhdvGWCq6ePHGetqLhXHRNfky0iSvp9r6YxXHaIkxzENLrv2tQDc8dkPEKcZ41WbXpAyUDQIY4Glq2Qip5ekRElGFGe0gwQvTjja8HGt/hauosBMMyCIszVeoSQdv+QVSTrptYP+JIkky1lsh+yb71BzTQqWRtNLWPZCztSOcvuufQA8b4vGF8svYaCgkeU5vSjB1BQ2DRRYV3U4uOixdaiEAGquzNZJ0g8qmBqmpjJYssiE4DnXvIJCuUprfor7bvsyO4aLKFr/ZwxNoRukWCr4SUYYZzimRqPXr7HbO9Ol7OgYqopr6vSijLl2uNZLlKTjlgzspJOaEIL5ToRlqIRpxv3TLZp+wnnrqyx0QrwoxQ9TfkZ8iX++t3/i7soLNrCHLdTdfrbOizKqrsWFmwc41vDoBgmnjxURAkq2DOwk6Qe5pk6ai369XdXBdl2edvX1ANz+qfejawq1gkEvShgoWQQJnKcf5Rn5XbTjlCTtn0Cfb4c0/IhWL0ZXVRxDQ9dhquUTJjJrJ0mPRQZ20kmt6SdoqkKS9WvrHpr32FR36UX9rZ5GL6Ks+tiHbmayI6jZ0D7jFRQsDV1T6IYppq4xUDQ5c7zE3cdanDFeIckEdddc6+VJ0nFJVRVsQ8MyFAxdY+dYiXOufCWGaTGz/wEO3n8XW4Zc4lRwrnqEj5q/z3ui3+Lt/D+yOGK2GzNatpnvxURxwgMzbWpFE8fUUFCIkpyFrszaSdJjkYGddNISQrDQ7Tc5Pbbsc2zZoxMmPHVTjSNLPkme0/BjXqZ8gw/s6jc/ffnZLl9QL2OgYGJqCp0gYbhss324zEInIROCnWNlumFKrSCzdZL0eFxLQ1X6l5itg0U2jE9w4ZUvA+C2T/wTddekaOtMp2XOUI4AMEyDK8WtdIKEVPRPTTS8iP0LPTQEKGDpKgVT5diyT5Lla7I2STqeycBOOmk1vBhDU2kHCTOtkNl2RLVgkGSCXpTQCzKyPOO5/k18cm+/hcK2i68gxqJWMGmHGQVTo2jp7Bgtsn+hy/paAV1TqDiGPDQhST+Ea+n0ooSaa5DlgrMmylz4oteiqhqHdt3G7MG9jFVsjiUlbjaftXq7n1U+Q5QkHFr0WFezOdaMiJKUB+e6/dedqpDlkOaCRZm1k6RHkVcm6aQkhGCxF1G1De6baqFrgiNLPlfsGOSeyRaa0s/mbWKOLz+wRJTB2cMqd4z9DI6houkK3SBhqGRTtnQcQyNKcs4cK9HyEwaKchtWkn6YoqkTJjklS6cTpmwbdtm+ZQvnPbM/K/b2T/0zo2UHXdH4iPHi1dttFZNcoOxnqReDUDA1laafcO9UC9fSsQydXEDR1Diy7JPlYq2WKEnHJRnYSSelpp9gaCqTTR9VUTg072EaCpau40cpXpzTC2NmjfX8/q5hAC655EIOxQOMlCzCWFAwNSxTZV3dJcsFlqFSLVgYmkLB1Nd4hZJ0fFNVBcfUiDNB2TZwTINq0eLa1/XHjO297UtEjRkGyyb3hWN8Vztn9bYvE18mzQUHFrsMFHUWexFz7ZD5TtjP2Ikcy9CIkoylnszaSdL3k4GddNJ5uLZOUxWmWwGGprB7tsPl2wa582gDTYHFboimanRnDuLNHEBRNSYv/h2EAiVbw09SBl2TPIOnbqox2Qw4bbRIO0wYcK21XqIknRBKlk4vSqm5Bp0wYcdoifFtp3PuJc9CiJxvfvL9jJQscgRftL43P/YKcTtjeo+FToSm9lud9KKEe442KTs6rqnTDhJqBZOjyz5CyKydJD1MBnbSSafpJ2SZYKkbYWgqBxa65ALGKg5L3YRMQNuL0RSYv/OzAGx8yrNYTm3Kto4fC6or0yQ2DhYYLJl0o4yNdZc4zeWkCUn6EbmWjhellGwDIWC0bKErCq/4ubcAsOeWz6CGbSqWzhfS81imCoBFwkuTm0gywdFlj6KpEaeCB+e6BHGKpipEaUatYNKN+lMqJEnqk4GddFLp960LSLIcVYE0T9k12eLcdRXun+lgaIKlXkQiBGkc0Lzv6wCc/ezrCNOcuqODAqaukgqF550xyv3THTYNFPDjjIGiiaoqa7tISTpBFEyNOM2J05y6a5JmguGyxfZzLmTbWReQpzG3f/ZDDJUtwtzgM+bVq7d9qfgiFT1mthWSipyCqdEOYu6f7uCaGqqi0A0fztp5MmsnSStkYCedVJp+QjdIcVcKto8u+aSZYPNQkdl2QJLkNP2IV/Jltu/6K/LYpzi8jnhkJ7qmIBSFWsEkTQWbh1w21AtMLfucPlKkF6VyG1aSfgyKolBcydrVXRMvztgy6BJlghtu7Gft9t38cbLQQ9dUPq5eiU//NVajy9XZzSRZf9KEyPutTu6fahLngqKls9CNmKg6NLyYTpiu5VIl6bghAzvppCGEYKrpr2bcelHCfVMdxqsF5jsBUZoTZoI4inhj/jEO3P0tAK5+5sXMdSNcU8PSdVRVoegYPGVjnQfnugwUTYSiUHdNNJmtk6Qfi7tSZ6ep/TZBiqJSc00uvvxKxjZtIwk8Dn/rM5RtlfnU4SbtOau3fWX2WQp6f3qMF8fUCyZznYiD811Upd94PM8FJUvn6LK3hquUpOOHDOykk0bLj1nsRmwZKjLTCphpBPhJypYhl4YXE0QJy17EleJWjswsc/dsjqlB4cKXInKwTZ2yY6AIGCpZnDNRYfdMmzPHK7SDhMGizNZJ0o+rZPcDO4DBokWc5QwVTaJMcP3P/RIAe77yYeqOggA+ZlxDjM7N2mX8nvIrxCgkWcZsOyRMUoqWzv3TLXLAMTUmmz6bh1wWuv0RgZJ0qpOBnXTSOLDQo+4amJrCXCfgoYUuNcdAAWY7Yb8mx0+4If8M77krBuBZ525kT1RDV1VsXaVkG1Rcg40DLgu9EMfQcW2dasHEkA2JJenHZhsaAGGSYRtav42QrlFyDK588cupDo0RtJc5cOsXGCma7I+HuFZ7D2/Xfo0jzunEicBQVZa7CXOdkNGSzWI34tBiF1NXaXgRrqnjGP0JM5J0qpNXKumk0OhFLPVidoyWObocMN+K6Kw0GBa5oNWL8ZOcc9N7GY2O8m8P9E/RjV3xs4SpwDY1qgUDx1DRVY2nbKiwa7LNWRNl2kHCkMzWSdJ/WcnW6YT919xA0SLNBUNFk1TRuO51bwZgz5c+xGDRQFMFy7hkAkxNQ9MUUBUSkbPYicjyDE1RObzkEcYZea6w0I3YOlRkquUTJtlaLlWS1pwM7KSTwt65DhsGCpiayr75DpMNn4KpMVA02TffRVX6I8auzz/HB+9L8BLYMlzg8NDTQSjYhsrmoSKKojBSslAUlTQT1FyTWsHE1OVLRZL+q0q2QXflcEPZ7k9ySVYaF1//mtfjFCv0FqbYd8fNjFYckhzyPCdKc1xdI8tydEVh2Ys51ggZKVt0/JTDSx6Fle3YoZKFpWtMNWTWTjq1yauVdMJb7Ia0/JTThosca/rMtHx6UYKpa1QdnSMND13XGIyO8HRxN39/d38b9txnXk3HT9A1GK86K9MkBOdtqPLAdJvTx0p0w5ShkszWSdJPomjpBHFGmuUoitJvb5JmjJZtNKvAVa/8WQAe/OIHGC/bmLpKLiBOUwxN4WwOsF6ZJ077B6R0TSHKMhp+TDdMWOiGhHHGliGXI8s+cZqv7YIlaQ3JwE464e2e6XDaSBFD17h/ssVyNwIFxqoO+xc88iynGya8Mvksd0xn3DefY+kKzbNfQyYErmVw+miJOBMUbYNqwaQRxAyXLOqurK2TpJ+Upiqrp2MB6gUTBVZPsL/pzT+Pbtm0Jh9iz123UXctFEXh3GQ3fxG8nfemb+O1+SfQdVjyYo4u+ZRsgzzPOdYI0FWFyabfDxRVmG0Ha7peSVpL8oolndBmmgFh0u+NtdgJ2b/QJc5yNFVl61CB7x5tUbFNst4CL+QW/v6ufp3PBeefQ0dYqAjGqg6upRPGOaePlNi/0GPrQIk4FQyX7DVeoSSdHEq2vrodq2sqEzWH6VbAxrpDZWCIZ77oegD2fOH9jJUtNEVlTFngnHwvAFdl32BMaxGnGYcbPo6hseylCHJaXsTRho+uqWweLHJosUeWy4bF0qlJBnbSCSvPBXvnOuwYKaFpKt891iSIc6IkZ6BoMt0M8eIEVHhRdBNBEPPvu/uBnXrx60mynKJtsXXAJQcMXWGi6rDQCRmtWAyXLdm3TpJ+Sh4+QPHwhIjxqkMQZ+iaiqYo/MJbfwVVN1g+cC+Tu79DpaBzk3g6C9QAMEl5WfpFLE1huRtyZKmHqSpYmspSL2GhE7Dci5ioOWS5YK4js3bSqUkGdtIJa7rtkwvBhgGXbpCwa7JFLgQosGPE5eaHFhlwTaaWPZ4rvs37d8WEKawfrRMNn4GpKdRck7GKQzdM2VArMNMOWV9zMHSNAddc6yVK0knD0jV0VcWPs9WvR8o2i72YoZLJxvUbuOyFPwPAdz/1XiYqFmgG/6a8YPU+XpJ+kaoekwk4utSjYGrMdUJKls5iJ+ZYw8PQVDYNuhxckGPGpFOTDOykE1Ka5eyf77F9uISmKtx1tEmS5fhRSsU2CeKcpU5I2THoxRmvEn/EH9/V31atX/ozpGmKbRmsqzsUbJ0kE2weLPT7ZFUcRis2iiKzdZL001R2vtf2BGDTgMtUw2ewaKGpKr/41l9HMyyWD93P4oN3U7J0Piqeg4fTvz09rsm+hk5GK0w5sNAjE4KKa9AOE3ZPt8nznPX1AkGSsdiL1mqpkrRmZGAnnZCmWwEImKg5dIOEe442UIEkz9k0WOQrexcoOzqTzYAkz2keeoDlRhvdLqKddRWubVDQdTbXi7S8mOGytZI5sBksWVQcY62XKEknnbJt0Am+Nx2iXjSxDJVulFKydc44bQsXveAVANz5iX9gqGwSqEU+pVyxepuXp5/BVAV5DpNNjywXTDUC1g8U2L/QY64dYeka62oOBxZ6T/oaJWmtycBOOuFEacahpR5bhooYmsq9Uy28JCVMMkqWiaYKJhs+gwWDRi9CVxXmb/80AGMXvQBdt1BVlQHXZMOgQ8NLWFd1WPIixisWYxVnjVcoSScn19LJhSCIv9dEeGPd5eiyz2CxfwL9Db/4q2imxeKhBwgO34NjaPxzdhUp/QkWo2KR56l3IvKcOMs5vOTRCVLGSiadIOWeySYAW4eKtP2Eph+vyVolaa3IwE464cw0A1RFYbzq0PQi7j3WRFdU/DhlrGJy6/4lTFVhsZuQ5jnR0hTtA3eDolB/6tWULRVVVdk2XKThJVRcg16YUXVMto6UZDNiSXoCVRyDVvC9YGus6uDH/SyeqsKlZ2/j/Oe/EoDbP/YeBooWC8owX1IuXb3NK+P/QFMhTQVL3ZhOkHCsEXDGWJlb9i0SrYwvm6g57J/vPrkLlKQ1Jq9g0gkliDMmmwGbBlwMTeHBuS6dKF054WqgawoHlj2qBZ1Nvbt4o/gUzTs+CUD99KdRHV5PpmhUHYPTRyvMtEIGCgZNP2LnWEmODpOkJ1jFMWgH36uzc02Nsm0w3QoZKloYusZr3vzL6KbNwqE9mDP3YRgK/yKuWb3NDnGIi9S9RGlGnmcseCHTrYDNgwXaYcLdRxoAbB8ustCN6H5fXZ8knexkYCedUKZb/WzdSLk/CPzBuQ55lhOlGRXXYNexNmQ53VjwhuwjvDr4EK17Pg/A+KXXUjAU0ixnU90lSFNsXcFLMgZcm51jFXlgQpKeYK6lA6xm6RRF6dfKhgmaqpALwTPP2c7Zz+tn7b7x7/+XYddgd76Bb3PO6v3ckH4KhEImoBvENP2Y/QseZ49XuOmBOdIsxzF1xqu2zNpJpxQZ2EknDC9Kme+ETFRtDE1l/0KPphcjVDB0lSTJObLsoaoKp0f3c16+l/fviunFgurQCOvOvJgcBdc2OGO8xHQroOoYeFHGpdsGsA1trZcoSaeEsv3IrF3FMTB0laVexFDRoujovPg1b0a3HBYO76W89ACqpvAB5UXkKHzLuIQPWtej6yp+mJIkGd0w5fByl+0jReY7AbuO9bN2O0bKTLUCvCh9vIcjSScVGdhJJ4zZdoCiwGjFYb4T9GfChhkiExR0jSPLPl6coQA3JJ8gywV/e2f/4jH89OuxdehGGZvrDqqqkgtBK0g4baTI5kF3bRcnSaeQauGRgV3R0nF0DT/O0DWFJBNcdeFpnPHcftbuqx98N2Mlm1uSM3mp9jf8of3f2aOdRsFUiNIMFIVGLyJOc3bPdNgxWuLzu+cIkwzX0hmr2OxfkFk76dQgAzvphNCLUha7ESMlG1WFY8sBC50IS1fIhEInTFjsRSRpxrnmJE9N7uI/9qUcaORYtsMZT7+aOM2xdJUzJ6pMt0IKhkaOwrN2jMgtWEl6EhVMHQVldXasoihUCga2rrHY7c9pHijaPPvlb8B0XBaPPkRx/h6EqjCnDhMkAl0RWIaOoWt4cU6c5rT9lKYXMVq2mG9F3D/VAuC04TLHln3CJPshj0qSTg4ysJNOCHPtAEVRGKnYzLVDGn7MshejqACC+U7EYiekZBtc538MIQT/+7b+ybuRS6/DKLh0IsH6WgFNUwiTlMVexOXbBhmQByYk6UlXcw2a3vdOx1YcA4EgywWGppALuPysLZy5krX7+r/9f4wUDbphRpblKCiESUbV1ugEMZYOS70IP8pWp1ncsn+BTphQKRgMl2wOLsq+dtLJTwZ20nGvGyY0vJjBlRFfC92IqaaHqSuEiaAdJHSjhDDJeFqlwYX+N7l1MuP2qQxN03jaNTfgRRkguHhzjelmQJoLxioOF28dXNvFSdIpqlYwaQcJaZYD/e3YLIeyrbPYixkpW2weKnL+C1+NVSiyPHkAa/puhFBIs4w4ByEEFygPslFZxI9ywiSn4cfEiaBWsJheDnhgqoUQgh2jJQ4veiRpvsYrl6QnlgzspOPeXDtEQWGwZDHXDugGCQudmIKu0QtiFnsR8+2AQdfiea2PoJGvZuuGL3g+hdIAvTBmvGoRZ4KWHwGC5+4cxjHlgQlJWguGplKydVortXaKolB2dBQFkixHUxVKjs7ZW9bxlKtfBcCdn/hH6raGlwi2Jfv4q+gd/Gn3bbxV+xjNIMHWFJa8iLmWj2MqFE2dOw83WOrF1FyTqmvKrJ100pOBnXRc64QJ7SCh4ujkArw448hSD1MDL8pY9iPCOCVKBZfUe1zU+RIPLmV8el+/dudZL/1ZlvyELFe5cPMARxsBKCqnjZTZOV5d28VJ0imu5pqP2o7thCnDJZv5TsRoxeH0kRI7n3s9VqFEY+oQ+eFvIwQMR8c4N70PgGen32QTsyRZhh+mtKKUpp8wXneYbPjsmW6RZDk7RkocWuqtZgkl6WQkAzvpuLbQCVGAgaLFfCfEj1LmuiEVW2eq5dHykn4NjWNyReOD6GT8xUq2bmDn0xhYv5WOnzBWMVCBxW7IeMXhki2DcsKEJK2xkqWT5mK1p13R0kkzgWOoZLkgF4LTxsoMDtS47NrXAbDnc/+Eowk+nV/GMWUcAI2cX9I+QdNPMHWFpU7IZMPD1BQGiibfOdJkthUwVLIoWjqHl7w1W7MkPdHklU06bnXChE6QUrA04jRHVfqTJhxdp+knzHVihMiJM8H2us627neY6+X8y339rZ1nveLnOLTUBQRnr6tx71SHsarDeM1hx2hpbRcnSRKKolB3TZZ78erXZUdfydpZLHRCJmoO24ZLnH3lDbiVOu35SYI9XybOFf5BXLd6X1ek32SDmEKg4MU5XpRytOGxdcil4cd891gTP045baTMoaUeWS7WatmS9ISSgZ103FroRKgKVB2Thh/TixLmOwElR+PB2Q5BnKAoGqamMlKv8Ar1r3jV7TuIMyitP52tZz+FbphRcy0ykZNmOZsHXc5bX8OQ2TpJOi4MuCadMOn3owO
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