{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multidimensional Motif Discovery\n", "\n", "[![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/TDAmeritrade/stumpy/main?filepath=notebooks/Tutorial_Multidimensional_Motif_Discovery.ipynb)\n", "\n", "## Finding a Motif in Multidimensional Time Series Data with MSTUMP\n", "\n", "This tutorial utilizes the main takeaways from the [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf) research paper and requires STUMPY v1.6.1 or newer. Also, the word “dimensionality” is overloaded for multi-dimensional time series since it is often used to refer to both the number of time series and to the number of data points in a subsequence. For clarity, we restrict our use of \"dimensions\" to refer only to the number of time series and not to the number of data points.\n", "\n", "Previously, we had introduced a concept called [time series motifs](https://stumpy.readthedocs.io/en/latest/Tutorial_STUMPY_Basics.html), which are conserved patterns found within a 1-dimensional time series, $T$, that can be discovered by computing its [matrix profile](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html) using STUMPY. This process of computing a matrix profile with one time series is commonly known as a \"self-join\" since the subsequences within time series $T$ are only being compared with itself. Since the first 1-dimensional motif discovery algorithm was introduced in 2002, a lot of effort has been made to generalize motif-finding to the multi-dimensional case but producing multi-dimensional matrix profiles are computationally expensive and so extra care must be taken to minimize the added time complexity. Also, while it may be tempting to find motifs in all available dimensions (i.e., a motif must exist in all dimensions and occur simultaneously), it has been shown that this rarely produces meaningful motifs except in the most contrived situations. Instead, given a set of time series dimensions, we should filter them down to a subset of \"useful\" dimensions before assigning a subsequence as a motif. For example, take a look at this motion capture of a boxer throwing some punches:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import IFrame\n", "\n", "IFrame(width=\"560\", height=\"315\", src=\"https://www.youtube.com/embed/2CQttFf2OhU\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we strictly focus on the boxer’s right arm in both cases, the two punches are almost identical. The position of the right shoulder, right elbow, and right hand (a three dimensional time series) are virtually the indistinguishable. So, identifying this punching motif is relatively straightforward when we limit ourselves to only a subset of all of the available body movement dimensions. However, if we incorporate the full set of motion capture markers from all of the limbs (i.e., increasing the number of dimensions from three), the differences captured by the left arm and the subtle noise in the footwork actually drowns out the the similarity of the right arm motions, making the previous punching motif impossible to find. This example demonstrates how classic multidimensional motif discovery algorithms are likely to fail since they try to use all of the available dimensions. So, not only do we need an efficient algorithm for computing the multi-dimensional matrix profile but we also need to establish an informed approach to guide us in selecting the relevant subset of dimensions that are to be used in identifying multi-dimensional motifs.\n", "\n", "In this tutorial, we will explain precisely what a multi-dimensional matrix profile is and then we'll learn how to compute it using the `mstump` function (i.e., \"multi-dimensional STUMP\") by exploring a simple toy dataset. To conclude, we'll see if we can identify a meaningful sub-dimensional motif (i.e., that only uses a subset of dimensions) in this multi-dimensional time series data.\n", "\n", "## Getting Started\n", "\n", "Let's import the packages that we'll need to load, analyze, and plot the data." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import stumpy\n", "import matplotlib.pyplot as plt\n", "\n", "plt.style.use('https://raw.githubusercontent.com/TDAmeritrade/stumpy/main/docs/stumpy.mplstyle')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading and Visualizing the Toy Data\n", "\n", "In this example data, we have a 3-dimensional time series labeled `T1`, `T2`, and `T3`. Can you spot where the motif is? Does that motif exist in one, two, or all three dimensions?" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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T1T2T3
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" ], "text/plain": [ " T1 T2 T3\n", "0 0.565117 0.637180 0.741822\n", "1 0.493513 0.629415 0.739731\n", "2 0.469350 0.539220 0.718757\n", "3 0.444100 0.577670 0.730169\n", "4 0.373008 0.570180 0.752406" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.read_csv(\"https://zenodo.org/record/4328047/files/toy.csv?download=1\")\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(df.shape[1], sharex=True, gridspec_kw={'hspace': 0})\n", "plt.suptitle('Can You Spot The Multi-dimensional Motif?', fontsize='30')\n", "\n", "for i in range(df.shape[1]):\n", " axs[i].set_ylabel(f'T{i + 1}', fontsize='20')\n", " axs[i].set_xlabel('Time', fontsize ='20')\n", " axs[i].plot(df[f'T{i + 1}'])\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## A Quick 1-Dimensional Exploration\n", "\n", "Before diving into a multi-dimensional matrix profile analysis, let's take a naive approach and simply run the classic 1-dimensional motif discovery algorithm, `stumpy.stump`, on each of the dimensions independently (using a window size of `m = 30`) and extract 1-dimensional motif pairs:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The motif pair matrix profile value in T1 is 1.1\n", "The motif pair matrix profile value in T2 is 1.0\n", "The motif pair matrix profile value in T3 is 1.1\n" ] } ], "source": [ "m = 30\n", "mps = {} # Store the 1-dimensional matrix profiles\n", "motifs_idx = {} # Store the index locations for each pair of 1-dimensional motifs (i.e., the index location of two smallest matrix profile values within each dimension)\n", "for dim_name in df.columns:\n", " mps[dim_name] = stumpy.stump(df[dim_name], m)\n", " motif_distance = np.round(mps[dim_name][:, 0].astype(float).min(), 1)\n", " print(f\"The motif pair matrix profile value in {dim_name} is {motif_distance}\")\n", " motifs_idx[dim_name] = np.argsort(mps[dim_name][:, 0])[:2]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And when we plot the raw times series again (below) along with their independently discovered motifs (thick red lines), we can correctly match the visually obvious motif pairs in `T1` and `T2` starting near locations `150` and `350` (dotted vertical lines). Notice that these two motifs aren't perfectly aligned in time (i.e., they aren't occurring simultaneously) but they are reasonably close to each and their motif pair values are `1.1` and `1.0`, respectively. This is a great start!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(len(mps), sharex=True, gridspec_kw={'hspace': 0})\n", "\n", "for i, dim_name in enumerate(list(mps.keys())):\n", " axs[i].set_ylabel(dim_name, fontsize='20')\n", " axs[i].plot(df[dim_name])\n", " axs[i].set_xlabel('Time', fontsize ='20')\n", " for idx in motifs_idx[dim_name]:\n", " axs[i].plot(df[dim_name].iloc[idx:idx+m], c='red', linewidth=4)\n", " axs[i].axvline(x=idx, linestyle=\"dashed\", c='black')\n", " \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "However, when we examine `T3`, its motif pair are overlapping each other starting near position `50` (dotted vertical lines) and they are relatively far away from the motifs discovered in `T1` and `T2`. Oh, no!\n", "\n", "In fact, `T3` is actually a \"random walk\" time series that was purposely included in this set as a decoy and, unlike `T1` and `T2`, `T3` does not contain any conserved behavior whatsoever despite the fact that the distance between its motif pair is `1.1`, a red herring. This illustrates a few important points:\n", "\n", "1. if there are additional irrelevant dimensions (i.e., `T3`), you will do about as well as random chance at discovering multi-dimensional motifs if you don't ignore/dismiss those distracting dimensions\n", "2. if you suspect that there are motifs in only a subset of the time series, how do you know which dimensions are involved, or how do you even know how many dimensions are relevant?\n", "3. doing motif search on all dimensions is almost always guaranteed to produce meaningless results, even if a subset of dimensions has clear and unambiguous motifs (like our example above)\n", "\n", "A quick survey of all current multi-dimensional motif discovery algorithms in the literature (see Section II in [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf)) reveals that they are slow, approximate, and brittle to irrelevant dimensions. In contrast, what we need is an algorithm that is fast, exact, and robust to hundreds of irrelevant dimensions and to spurious data. And this is where `stumpy.mstump` can help!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Multi-dimensional Matrix Profiles\n", "\n", "There is no substitution for the multi-dimensional matrix profile definitions provided in the [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf) paper (see Section III and Section IV) and so we refer the reader to this quintessential resource for a detailed walkthrough. However, to develop some basic intuition, we'll share an oversimplified description for computing a multi-dimensional matrix profile but know that the `stumpy.mstump` function provides a highly efficient, accurate, and scalable variant to the naive explanation provided here.\n", "\n", "First and foremost, we must start by dispelling a common misconception regarding multi-dimensional matrix profiles: \n", "\n", "> Multi-dimensional matrix profiles are not 1-dimensional matrix profiles stacked one on top of each other!\n", "\n", "So, what is a multi-dimensional matrix profile? To answer this question, let's step away from our toy data example for a minute and suppose that we have a \"multi-dimensional time series\", $T = [T1, T2, T3, T4]$, which has $d = 4$ dimensions and length $n = 7$ (i.e., there are seven data points or \"positions\" within each dimension). Then, $T$ simply has shape $d\\times n$ (or $4\\times 7$). If we choose a window size, $m = 3$, then we can define the $i^{th}$ \"multi-dimensional subsequence\" as a continuous subset of the values from $T$ of length $m$ starting from position $i$ that has an overall shape of $d\\times m$ (or $4\\times 3$). You can think of each multi-dimensional subsequence as a rectangular slice of $T$ and $T$ can only have exactly $l = n - m + 1$ multi-dimensional subsequences. In our example, $T$ has exactly $l = 5$ multi-dimensional subsequences (i.e., we can incrementally slide a $4\\times 3$-shaped rectangle across the length of $T$ only $5$ times before we reach the end of $T$) and, for the $i^{th}$ multi-dimensional subsequence, we can iterate over each of its dimensions independently and compute an aggregated \"multi-dimensional distance profile\" (i.e., four [1-dimensional distance profiles](https://stumpy.readthedocs.io/en/latest/Tutorial_The_Matrix_Profile.html#Distance-Profile---Pairwise-Euclidean-Distances) stacked one on top of each other). Essentially, the $i^{th}$ multi-dimensional distance profile has shape $d\\times l$ (or $4\\times 5$) and gives you the pairwise distances between the $i^{th}$ multi-dimensional subsequence and all other possible multi-dimensional subsequences within $T$. \n", "\n", "Recall that our ultimate goal is to output something called the \"multi-dimensional matrix profile\" (and its corresponding \"multi-dimensional matrix profile indices\"), which has an overall shape of $d\\times l$ (i.e., one set of $d$ values for each of the $l$ multi-dimensional subsequences). As it turns out, the values in the $i^{th}$ column of the multi-dimensional matrix profile is directly derived from the $i^{th}$ multi-dimensional distance profile. Continuing with our example, let's illustrate this process using the fictitious array below to represent a typical multi-dimensional distance profile for the $i^{th}$ multi-dimensional subsequence:\n", "\n", "```\n", "ith_distance_profile = np.ndarray([[0.4, 0.2, 0.6, 0.5, 0.2, 0.1, 0.9],\n", " [0.7, 0.0, 0.2, 0.6, 0.1, 0.2, 0.9],\n", " [0.6, 0.7, 0.1, 0.5, 0.8, 0.3, 0.4],\n", " [0.7, 0.4, 0.3, 0.1, 0.2, 0.1, 0.7]])\n", "```\n", "\n", "With this, we can now identify the set of $d$ values that form the $i^{th}$ column vector of the multi-dimensional matrix profile with shape $d\\times 1$ (or $4\\times 1$). The value for the first dimension is found by extracting the smallest value in each column of the `ith_distance_profile` and then returning the minimum value in the reduced set. Then, the value for the second dimension is found by extracting the two smallest values in each column of the `ith_distance_profile`, averaging these two values, and then returning the minimum averaged value in the reduced set. Finally, the value for the $k^{th}$ out of $d$ dimensions is found by extracting the $k$ smallest values in each column of the `ith_distance_profile`, averaging these $k$ values, and then returning the minimum averaged value in the reduced set. A naive algorithm might look something like this:\n", "\n", "```\n", "ith_matrix_profile = np.full(d, np.inf)\n", "ith_indices = np.full(d, -1, dtype=np.int64)\n", "\n", "for k in range(1, d + 1):\n", " smallest_k = np.partition(ith_distance_profile, k, axis=0)[:k] # retrieves the smallest k values in each column\n", " averaged_smallest_k = smallest_k.mean(axis=0)\n", " min_val = averaged_smallest_k.min()\n", " if min_val < ith_matrix_profile[k - 1]:\n", " ith_matrix_profile[k - 1] = min_val\n", " ith_indices[k - 1] = averaged_smallest_k.argmin()\n", "```\n", "\n", "Therefore, by simply advancing the $i^{th}$ multi-dimensional subsequence along the entire length of $T$ and then computing its corresponding $i^{th}$ multi-dimensional matrix profile (and indices), we can easily populate the full multi-dimensional matrix profile and multi-dimensional matrix profile indices. And, hopefully, you'd agree with our initial statement that:\n", "\n", "> multi-dimensional matrix profiles are not 1-dimensional matrix profiles stacked one on top of each other!\n", "\n", "But then what exactly does each dimension of the multi-dimensional matrix profile tell us? Essentially, the $k^{th}$ dimension (or row) of the multi-dimensional matrix profile stores the distance between each subsequence and its nearest neighbor (the distance is computed using a $k$-dimensional distance function as we saw above). We should point out that, for the $k^{th}$ dimension of the multi-dimensional matrix profile, only a subset of time series dimensions (i.e., $k$ out of $d$ dimensions) are selected and this subset of chosen dimensions can change as you vary either the $i^{th}$ multi-dimensional subsequence and/or $k$. \n", "\n", "Now that we have a better understanding of what a multi-dimensional matrix profile is, let's go ahead and compute it by simply calling the `stumpy.mstump` function on our original toy dataset:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "mps, indices = stumpy.mstump(df, m)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Consequently, the \"$k$-dimensional motif\" can be found by locating the lowest values in the corresponding $k$-dimensional matrix profile, `mps`:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "motifs_idx = np.argmin(mps, axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "and the index location of the \"$k$-dimensional nearest neighbor\" can be found by:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "nn_idx = indices[np.arange(len(motifs_idx)), motifs_idx]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we can plot the $k$-dimensional matrix profile (orange lines) for all possible values of $k$ (i.e., `P1`, `P2`, and `P3`) alongside the original time series data (blue lines):" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(mps.shape[0] * 2, sharex=True, gridspec_kw={'hspace': 0})\n", "\n", "for k, dim_name in enumerate(df.columns):\n", " axs[k].set_ylabel(dim_name, fontsize='20')\n", " axs[k].plot(df[dim_name])\n", " axs[k].set_xlabel('Time', fontsize ='20')\n", "\n", " axs[k + mps.shape[0]].set_ylabel(dim_name.replace('T', 'P'), fontsize='20')\n", " axs[k + mps.shape[0]].plot(mps[k], c='orange')\n", " axs[k + mps.shape[0]].set_xlabel('Time', fontsize ='20')\n", "\n", " axs[k].axvline(x=motifs_idx[1], linestyle=\"dashed\", c='black')\n", " axs[k].axvline(x=nn_idx[1], linestyle=\"dashed\", c='black')\n", " axs[k + mps.shape[0]].axvline(x=motifs_idx[1], linestyle=\"dashed\", c='black')\n", " axs[k + mps.shape[0]].axvline(x=nn_idx[1], linestyle=\"dashed\", c='black')\n", " \n", " if dim_name != 'T3':\n", " axs[k].plot(range(motifs_idx[k], motifs_idx[k] + m), df[dim_name].iloc[motifs_idx[k] : motifs_idx[k] + m], c='red', linewidth=4)\n", " axs[k].plot(range(nn_idx[k], nn_idx[k] + m), df[dim_name].iloc[nn_idx[k] : nn_idx[k] + m], c='red', linewidth=4)\n", " axs[k + mps.shape[0]].plot(motifs_idx[k], mps[k, motifs_idx[k]] + 1, marker=\"v\", markersize=10, color='red')\n", " axs[k + mps.shape[0]].plot(nn_idx[k], mps[k, nn_idx[k]] + 1, marker=\"v\", markersize=10, color='red')\n", " else:\n", " axs[k + mps.shape[0]].plot(motifs_idx[k], mps[k, motifs_idx[k]] + 1, marker=\"v\", markersize=10, color='black')\n", " axs[k + mps.shape[0]].plot(nn_idx[k], mps[k, nn_idx[k]] + 1, marker=\"v\", markersize=10, color='black')\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the (implanted) semantically meaningful motif (thick red lines) can be spotted visually by inspecting the locations of the lowest points (red arrowheads) in either the `P1` or `P2` matrix profiles but the `P3` case has identified the motif (black arrowheads) in an effectively random location, which further reinforces the point that we had made earlier:\n", "\n", "> if there are additional irrelevant dimensions (i.e., `T3`), you will do about as well as random chance at discovering multi-dimensional motifs if you don't ignore/dismiss those distracting dimensions\n", "\n", "Additionally, it may seem counterintuitive, but as demonstrated above, the lower dimensional motif(s) may or may not necessarily be a subset of the higher dimensional motif, since the lower dimensional motif pair could be closer than any subset of dimensions in the higher dimensional motif pair. In general, this is a subtle but important point to keep in mind.\n", "\n", "## Finding $k$ - The Naive Approach\n", "\n", "So then how do we choose the \"right\" $k$? One straightforward approach is to turn this into a classic elbow/knee finding problem by plotting the minimum matrix profile value in each dimension against $k$ and then you look for the \"turning point\" (i.e., the point of maximum curvature):" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(mps[range(mps.shape[0]), motifs_idx], c='red', linewidth='4')\n", "plt.xlabel('k (zero-based)', fontsize='20')\n", "plt.ylabel('Matrix Profile Value', fontsize='20')\n", "plt.xticks(range(mps.shape[0]))\n", "plt.plot(1, 1.3, marker=\"v\", markersize=10, color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Notice that the red line curves up sharply right after $k = 1$ (red arrowhead) like a \"hockey stick\" and so, naturally, we should choose $P2$ and its motif as the best motif out of all possible $k$-dimensional motifs. \n", "\n", "## Finding $k$ - A Minimum Description Length Approach\n", "\n", "Unfortunately, the naive elbow-finding method above isn't robust and cannot be easily automated so the authors of the [Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf) paper recommend computing something called the \"minimum description length\" (MDL), which is a fancy way of asking, \"for a given motif pair, if you're only allowed to use $k$ dimensions from one of the multi-dimensional subsequence to compress its nearest neighbor's $k$th-dimensional subsequence, what is the resulting compression size?\" In other words, how similar is the $k$-dimensional motif pair? When we answer this question by leveraging MDL, we'll find that a $k$-dimensional motif pair with high similarity will allow for the greatest amount of information/data compression and the number of bits, or \"bit size\", will usually be lower than their peers. So, if we use the MDL framework to calculate the bit size for each of the `k` dimensions for a given motif pair, then all we need to do to find `k` is to look for the global minima. For our example, lets compute the MDL using `stumpy.mdl`: " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "mdls, subspaces = stumpy.mdl(df, m, motifs_idx, nn_idx)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here, `mdls` contains the bit sizes for each $k$ and `subspaces` is a list that tells you exactly which subset of all dimensions were used to compute the $k$th MDL value. Now, let's visualize the MDL results:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(np.arange(len(mdls)), mdls, c='red', linewidth='4')\n", "plt.xlabel('k (zero-based)', fontsize='20')\n", "plt.ylabel('Bit Size', fontsize='20')\n", "plt.xticks(range(mps.shape[0]))\n", "plt.plot(1, 1520, marker=\"v\", markersize=10, color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Essentially, by looking for the value of $k$ with the smallest bit size, we should choose $P2$ and its motif as the best motif out of all possible $k$-dimensional motifs. Additionally, the subset of dimensions that were selected for this $k = 1$ motif (i.e., subspaces[k]) can be easily retrieved from `subspaces`:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['T2', 'T1'], dtype='object')\n" ] } ], "source": [ "k = np.argmin(mdls)\n", "print(df.columns[subspaces[k]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, consistent with what we discussed above, columns `T2` and `T1` contain the best motif! To really drive home this point, let's add a few more random walk decoys to our toy data set, randomly shuffle the order of the columns, and compare the smallest $k$-dimensional matrix profile values again: " ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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NY2try67zv//9j2EYhlm6dCln++vWrWtyO111za5/fWzoPHrnnXfa9D1oqNz1j3Nzx6GjbN26lQkICGiwnDwejxkzZgxz8OBBdnlPT0/2dU9Pzya3Xf/4HDt2rNFlG7vOG41G5vvvv2dCQ0MbLKNAIGAefPBBpqCgwGSb1dXVzBtvvNHovZFMJmPefPNNpqampi2HrtO+p1153VGr1cwnn3zS7G/DrWM9aNAgZuXKlUx1dXWj26z/+9BSBoOB2bx5MxMeHt5kOQICApg1a9a06t6+K4/p9evXmTfffJMZPHgwIxAImnwvcrmceeqpp5iUlJQWb7+p99OR6u7D3NycYRiGiYqK4sz/7bffmt1OQ78Vly5davN76OjzpP7vQkv/GroXbck1r+41tD37aqlHHnmEs63777+/zdsihJC+hoI3hBDSTXx8fDg3qa+++mqX7Pfuu+9u083/HXfcwRQWFrZoHw1VPF24cKHFDwLOzs5MTExMJx8Jhvnll184+7WxsWFyc3PZ1xMTExkzMzP2dR6Pxxw5cqTBbWm1WmbJkiWtOqaWlpbM3r17W1TW9jwAd2bwRqfTmTz0f/fddx22fYah4M0t9c9Xc3PzVgUAW6v+OafX65mHHnqoxcd+8eLFrQr6xsfHt6hiru7f8OHDmfz8/Ea3eTsHb95///1mK+Ru/c2aNavZoEZd1dXVzLx581p1TM3MzJidO3e2+T02p7HgTXR0NGd+c2X49ddfOctHR0czDEPBm1u6Onij0WiYWbNmtbjMr7zyCsMwXRu8UalUzF133dWi8nl6ejLp6ens9tLT05mgoKAWrTthwgRGpVK1+Nh19ve0q647mZmZTHBwcJvO4aSkpEa325bgTW5uLjNkyJBWlSEwMJBJTEzsUcf08uXLbTqeMpmM2bRpU4veS2Pvp6PV3cet4A3DMJygyfTp05vchlqtZmxsbNjlly1bxjAM0+bgTWecJ305eHPo0CGGx+NxtnX8+PE2bYsQQvoiSptGCCHdIDs7G6mpqZx5d9xxR5fsu37Xd4VCgZCQEDg4OEAul0OtViM7OxvXrl1DTU0Nu9zRo0cxZcoUnD17FhKJpFX7TExMxLx589jUNdbW1oiMjISdnR2qq6sRFRXFSQmVl5eHWbNm4dq1azA3N2/Hu23a4sWL8ccff2Dfvn0AgNLSUjz66KM4cOAAjEYjFi1aBJVKxS7/zDPPNPg56XQ6TJ8+Hf/88w9nvlAoxODBg+Hu7o6amhrExcUhJSWFfb2iogKzZs3CL7/80msHRRUKhYiMjMSFCxfYea+++irCwsIwcuTIbixZ3zN8+HDOdHV1NebPn4/t27e3Kq94Wy1fvhybN29mpwMCAhAcHAyxWIz09HRcvnyZc31Zt24dNBoNtmzZ0uy2o6OjMXHiRPYacYutrS0iIyNhY2ODwsJCXLhwgZN7/dy5cxg+fDhOnDgBd3f3DniXfcNnn32GN954g50ODAxEYGAgzM3NkZeXh/Pnz0OtVrOv//HHH3jrrbfw8ccfN7vtoqIiTJkyBdHR0Zz5MpkMERERcHFxgUAgYNP76HQ6AIBKpcLcuXPx008/dWg6muZERERgwIAB7Hg369atw7333tvo8nXHPAgPD0dERERnF5E0wmg0Yvbs2Thw4ABnvkgkwtChQ+Hq6oqqqipcu3YNWVlZAICPP/64y8eje+ihh9ixBkUiEfu7r9VqERMTw7nfy8jIwJw5c3DhwgWUlZVh3LhxSE9PBwDI5XI2Xa1SqcS5c+c44/EdOXIEr732Gr766qtmy9Qd39POuO5otVpMmTIF8fHxnPk2Njbo168fHB0dIRKJoFQqkZeXh7i4OFRXV7eq3C2VkZGBsWPHIiMjgzNfLpdjyJAhcHBwQGlpKaKiojif282bNzFixAgcPnwY4eHhrdpnZ13L6z8L8Hg8eHt7w9/fHwqFAiKRCGVlZYiNjUVmZia7XE1NDRYsWACpVNrkdbQnWLx4MZ599lkAwF9//YW8vLxGUxfu3r2bc//Rnt+o7jhPerOzZ89i9uzZYBiGnbdw4UKMHTu2G0tFCCE9THdHjwgh5Ha0fft2TusiHo/HlJaWdsm+p0+fzoSHhzOffvopExsb2+hy1dXVzI8//miSWu1Wq9am1G8dZmdnxwC1LU537txp0hrfaDQymzdv5vRyAcD83//9X7vfb3Py8/PZ8t36+/HHH5mPP/6YMy8gIKDRFq8vvfSSyef59NNPN9hT6fTp00y/fv04y0ul0mZ7GtVdvif1vGEYhlmzZo1J6zs+n8/cc889zI4dO9p9btfU1DBpaWlMWloas3z5cs5+tm3bxr7W0F99vbnnDcMwTGRkpMmxtrGxYV588UXmzJkzjE6n67B91d2HtbU1+/9BgwYxFy9eNFk+OzubeeCBB0zK9+OPPza5n8rKSsbX15ezjoODA7N582aT91NTU8N89dVXJteK0aNHN9jLJy8vjz0X6i4/dOjQJs+bsrKydh27luisnjc2NjZsap2ZM2cy8fHxJsuXlpYyixYt4qwnEAiavTYYDAZmwoQJnPVcXFyYX375hVGr1SbLl5WVMa+99hon1Y9UKmWuXr3a5vfamMZ63jAMw6xatYrzPhtLDZWdnc1p4f7111+zr/XmnjdlZWXsuT106FCTbTf211AKzK7sefPJJ5+Y/LY+++yzJr8pRqOR+euvv9gezWKxmDE3N2fX68yeN7eujTwej3nppZca/L3btWsXY2FhwVlv/fr1zPTp0xkAjJWVFfP999+bpE3SarXMu+++a/Lbmpyc3OT76arvaVdcd7777jvO8l5eXsyBAwcaTQ9mNBqZS5cuMe+88w7j5ubWYT1vdDodM3z4cM7yFhYWzNdff22Szk6n0zGbNm0yubcMCAhglEplk/vpqmv5pUuXGJlMxixevJjZvXt3k+W6fv06c99993H2IZfLG0wB2NT76eqeN8XFxYxYLGZf++ijjxrdxqRJk9jlIiIi2Pmt7XnTmedJUVERe212dXVll3d1dW3yOl5UVGSyrZZc87KysthtbNu2jbP88uXLW7yvppw6dYqRy+WcbY8YMaJVPQwJIeR2QMEbQgjpBp9//jnnRtXJyanL9t3aivuMjAzG3d2dLatCoWhyzBeGabhrf2hoaLNp1/744w/OOh4eHs2OadERdu7cafJQKpFIOA/C58+fb3Ddq1evmnT1X7VqVZP7UyqVzLBhwzjrDB48uMl1uqoisC00Gg3Tv39/k8+8boVbYGAgs2DBAmbVqlXMxYsX2xxkaE0lW0N6e/Dm5MmTjFAobPRYy2QyZtSoUcxzzz3HbN26lZOep7Ua2v7o0aObfah+4YUXOOsoFIomA3jPPfecyfWwuRQzJ06cMBm/Yc2aNS1+P51VidQanRW8ufX38ssvN7vejBkzOOu8+eabTS5fvzJ94MCBLUrdt3PnTs51cvz48S1+by3VVPCmpKSEc03/8MMPG9zGe++9xy4jFos57603B2/qaus4H7d0VfAmOzubkUqlnH19++23Ta5TUFDQ4Lg4nRm8ufW3cePGJvexY8cOzvK3gj7W1tZNNqRhGIZ56qmneuT3tCuuO1OnTmWXEwqFTQZj6tPr9U2OI9Ka70L98Q/Nzc2Zs2fPNrlOXFycScX8iy++2OQ6XXUtr6ioaHXDmvrfk5b8ZnXF7279z6WuOXPmsK8FBgY2uH5mZiYncLl69Wr2tdYGb7rqPGlNWsiGtPZeurW/My1x4sQJTpAdqG1YU15e3u5tE0JIX8MHIYSQLlc/NZCVlVWX7dvLy6tVy3t4eODLL79kpysrK9k0Yy0lFAqxc+dO2NvbN7nczJkzERkZyU5nZmYiOTm5Vftqi3vvvRcPPvggO61UKqHRaNjp1157DUOHDm1w3S+++ILT1X/OnDl45plnmtyfhYUFduzYwUkJd+nSJZw8ebKtb6FbicVi7Nu3D8HBwQ2+zjAMbt68iU2bNmHZsmUYMmQIrKysMG3aNGzZsoWTno80bfTo0Vi/fn2jqQtrampw+vRpfPnll5g/fz68vLzg6emJpUuXclLbtYWFhQW2bdsGmUzW5HIff/wxBg4cyE5XVlZi3bp1DS5bWVmJn376iTPvxx9/hL+/f5P7GDNmDFauXMmZ9+WXX5qkgrldjRo1Ch9++GGzy73//vuc6aNHjza6bE1NDT799FN22tLSEvv374etrW2z+7n33nvx1FNPsdPHjh0zSefUmWxsbHDPPfew042dj+vXr2f/f88997TovZHO8f3333PSQc2ZMwdPPvlkk+s4ODhg8+bN4PO79hF30aJFWLBgQZPLzJ07Fz4+Pux0WVkZAGDVqlUICQlpct1XX30VPB6PnT5y5Eijy3bn97Qzrjt1U0+Fh4fDz8+vxeURCAQQiUQtXr4xRqPRJFXdRx99ZJLKtL7g4GB89913nHk//PADlEpli/fdGccUqE2Z3Np0q2+//Tb69+/PTrckJWp3q5v+7ObNmzh37pzJMuvXr2fvHSQSCebPn9+mfXXnedLbREdHY/r06ZwUhyNGjMChQ4dgaWnZjSUjhJCeiYI3hBDSDermOAa6NnjTFnfffTfEYjE7ffbs2VatP2fOnEYr9uu76667ONNXrlxp1b7aas2aNXB1dTWZP2DAALz99tsNrqPRaLBjxw7OvA8++KBF+/Pw8OBUkgDcisPexsPDA5cuXcJLL70EMzOzZpevrq7GwYMH8dBDD8HHx8ekAp807sEHH8SFCxcwYcKEFi2fmZmJtWvXYtiwYbjjjjsQExPTpv0+8cQTDX5H6hMIBFixYgVnXmPn9q5duzgVFMOHDze5BjRm+fLlnPz1KSkpOH36dIvW7eveeOONFlVgh4aGcgL6t8aFaci2bdtQVFTETj/77LONjh/QkBdeeIEzvXfv3hav2xHqVuIlJibizJkznNdPnDjBaSzQlePyEFMbN27kTL/77rstWm/w4MGcQF1XeP3111u03MSJEznTnp6eLaoo9vDwQEBAADsdExPDaTRSV3d+TzvjulNXYWFhi8vSkU6ePIm0tDR22s3NDU8//XSL1p0zZw6nUVJlZSX++OOPFu+7s49pa/D5fMyaNYudTk5O5pxrPdHkyZM59y11xzQDahsX1b0/mTFjBmxsbNq0r+48T3qT8vJyzJw5kzN+4YgRI/D3339DoVB0Y8kIIaTnouANIYQQALUtxpRKJXJzc5Gens75y83N5TzM1B84tjnTp09v8bL1gzxd9bBuZWWFb7/91mT+pk2bGm25eenSJU4PncGDB3MqWJrz8MMPc6Z7e8Wzubk5PvnkE6Snp+Prr7/GyJEjW9TqNT8/H4899hjmzp3LaWlNGhceHo7Dhw8jKioKy5cvh7e3d4vWO3bsGIYNG4bNmze3ep+taY06depUTqveGzduoLy83GS5+uf8Qw891OJ9CIVCzJs3r8nt3Y5kMhnuuOOOFi9f95qrUqk4FSp1/fPPP5zp+++/v1Xl8vHxgYeHBzt96tSpVq3fXpMmTYKbmxs7Xb/3Td1KPVdXV0yaNKnLyka4srOzOT0u+vfvj9DQ0BavX7cnbWfz9fVttqfgLfWXmzhxYot7CdVdtyd+TzvruhMUFMT+PysrC5999lmL99FR6v+uzJs3r1W9u9p6r9dZx7Q5Go0GxcXFyMjIMHkeqN/ztrXPA11NIBBwjv+OHTugUqnY6ePHjyM1NZWdXrx4cZv31V3nSW/z2WefISsri50OCQnBn3/+CQsLi24sFSGE9GzC7i4AIYTcjuq36qqoqOjyMlRXV2P//v3Ys2cPrl69iqSkJOj1+hateyvdR0s1lxKkrvppHLry2PTr189kXlhYWKPLR0VFcaZHjBjRqv2FhYVBoVCgsrISAJCUlISKiopenzLA3t4ey5Ytw7Jly6BSqXDhwgVERUXhypUruHjxIlJSUhpcb+fOnZBIJNi0aVMXl7j3GjRoEAYNGoSvvvoK2dnZOHfuHKKjoxEdHY0LFy40+P1Rq9VYtGgRHBwcWlxBLZVKOelSmiMUCjFw4EA2vQ/DMLh8+bJJb6H2fodGjBiBL774gp2+dOlSq9bvi3x9fTk9JZvT0DW3oUqUuhVJYrEYEokE6enprSqbjY0NMjMzAaDR60Bn4fP5ePjhh9nekb/++iu+/vprmJubo7KyEr/99hu77MMPPwyBQNCl5etr8vPzWxyMd3JyglQqZafrXxcaS1vamNYu3x4t7VUMwOS3vT3rVlZWQi6XmyzXXd/TzrruzJ8/H7t27WKnX3rpJezevRuLFy/GtGnTWtWrqK064neqrpb+TnXWMa3vxo0b2LFjB06dOoXY2FgUFxe3eJ+tfR7oDosXL2ZTzymVSvz+++9smsOff/6ZXc7Nza1dQfvuOk96m7rfZwBYvXp1r3/uIYSQzkbBG0II6Qb1c4831CK9M/300094/fXX25zuoLUBldbk1a7fU0On07VqX12pfq+g1vS6AQAej4eAgADOA19hYWGfeogxMzPD+PHjMX78eHZeTk4OfvvtN6xatYrT4hEANm/ejAcffBBTpkzp6qL2em5ubrjvvvtw3333AajtTXfx4kVs2rQJv/zyC6ci1WAw4LHHHkNSUlKLKod8fHwgFLbuttHf358zNkNDveja+x2q2yq7sX3cblo7jkFLrrlGoxG5ubnstFarha+vb9sK+K/6Y791hSVLluDDDz8EwzBQKpX47bffsHDhQmzfvp3TGrs9ra9JrQceeAAnTpxo0bLHjh3DuHHj2OmCggLO6y3t2XKLu7s7pFJpl/TkbM33rf41tDUpc+uv29O+p51x3QGA2bNnY/bs2ZwK3zNnzrBpD/38/DBixAiMHDkSo0ePblVArKW663eqs47pLRkZGXj22Wexe/fuVu2nru5ofNZa/v7+GDVqFBvY/OWXX7BgwQJUVFRwzquFCxe2a7wsup9pnk6n4/TWUigUnOcDQgghDaO0aYQQ0g1cXFw40/n5+V0WwHnuuefw2GOPtStPdWsHBe/qwYO7Sv0Wh20JutRfpzsqNLuaq6srli9fjoSEBCxfvtzk9c8//7wbStX38Pl8DBs2DN988w1iY2NNepZlZmZi586dLdpWW/KQt+TcrvsdEgqFLRovqbX7uN10xvW2rKys1df95nTHYMy+vr4YPXo0O30rdVrdlGmjRo1qdbCAdKz6v60dcf3pLO35vnX0d7U7v6eddZ/H4/GwY8cOvP7665zeWbckJydj48aNeOKJJxASEgJ/f3+8++67Hfpb0N57PXNzc07wraVl68x75/j4eAwfPrxdgRug9c8D3aXuGGYnTpxAWloatm3bhpqaGnb+okWL2rWP7jpPepP6Y746OzuDx+N1U2kIIaT36Ju1aYQQ0sONHDmSM80wTJd0j9+5cye++uorzrzQ0FCsXLkSf//9N27evIny8nKo1WowDMP58/T07PTy9Tb1BwzuiAeQ2+khRiQS4auvvsKMGTM480+dOsV5oCbt5+Pjgz///BPm5uac+YcOHWrR+l1xbtP3p+fSarXdXYQOU7cS7+TJk9i/fz8uXLjQ4OukZ6Dvdcv0pe9pXUKhEO+//z7S09Px2WefYfTo0ZBIJA0um5ycjBUrVsDHxwc7duzokP139L1ed5/Per0eDzzwAPLy8th5UqkUCxYswPr16xEVFYW8vDxUVVVBr9dzngXqjxXWW8ydO5dNIccwDNavX88J2o8ZMwZ+fn7t2kdfO086Q/3ekK3t0U0IIbcrCt4QQkg3cHd3Nxlg/NixY52+33feeYczvXLlSly/fh1vvvkmJk2ahICAAFhaWjb4UHxrXBbyn44Yu6j+Oq1Nk9ESBoOhw7fZkV544QXOtEajaXWOftI8Nzc3k8GrExISWrRuZ53bdefpdLpWB+264vtDTFN9BgQEmAT42/LXHe699152rBCGYTiDRFtYWLBpB7tTT79mt8Tx48dbfB7UTZkGdMzYd70hnVNH60vf04Y4OjrihRdewMmTJ1FRUYGzZ8/is88+w4wZM0zGdqmoqMC8efPa3bMEaP+9XnV1NWdMye7+ndq1axeuXbvGTvv5+SE2NhYbN27EwoULMWjQIDg5OcHc3Nxk7K/e+ixgbm7OubavXr2a02iuI1Jl9rXzhBBCSM9BwRtCCOkm9cf0WLduXaeO75KUlMTJMzxmzBi8+eabLWrZVVNT0+Xj8vQGDg4OnOnExMRWrc8wDJKSkjjz7O3tG1y27gN03Ye7lujpA8oOGDDAZF5PL3NvVf9Yt/Q4p6amtvq8q39u1/++NDSvtd+hmzdvNrsP0n5isZhTkZSWltajxyNrirm5OebOnctO1/0O3HfffS0a4Lsl+vI1u7M5OjpyputfS5qTlZXVJePd9DR96XvaHIlEguHDh+OFF17A7t27UVJSgu3bt3PGGWEYBsuWLWt3aq++9ju1Z88ezvQPP/wAHx+fFq1bd0yl3qZur8q619iOCtr3tfOEEEJIz0HBG0II6SbPPvssJ591fn4+tmzZ0mn7q1/5cdddd7V43XPnzvWo1pc9RWRkJGf67NmzrVo/NjaW0zLP39+/0QGM6+b8b20gLTY2tlXLd7X6LTuBxnOF98U0El2p/rFuaU52tVqNmJiYFu9Hr9cjOjqanebxeBg0aJDJcu39DtVffvDgwa1an7TciBEj2P/rdDocP368+wrTTo2lRuuI1te39NRrdm+4hta/Lpw/f75V69dNg3e76Uvf09YQi8W4//77ceHCBbi6urLzs7KycPny5XZtu6/9TtV9HjA3Nzfp+daU1r73nmTUqFGc4N4tc+fONUkp2xZdeZ70hut4Q7y8vKDT6di/1txXEkLI7YyCN4QQ0k0CAgIwa9Yszrznn3++Q1q1paSkmMyrX3nUmoE0169f384S9U2RkZGcFHMXL15sVQvhTZs2caZHjRrV6LJ1W+AlJSW1uDVtfHx8j09BFhcXZzLPxcWlwWXrp/TTaDSdUqa+qv6xrlvJ1Zxt27a1eNmDBw9yWraGhYU1GJisf863JoBtMBhMytTUd6juuUPnTetNnjyZM/3jjz92U0nab8SIEQgKCuLM8/f3x+jRoztsHz31mt0brqFubm6ccfauX7/eqoBWZzaE6en60ve0LaysrDB79mzOvLS0tHZts/7vyrZt21rVm6c193pdoe7zgEKhaHEgIDk5GWfOnOmkUnWNhgL0HTXOWVeeJ735fkYoFLJ/DTXeIoQQYoqCN4QQ0o0++ugjTuvcsrIyzJkzp10pU9atW9dgr5r6uZNbOtZFVFQUtm/f3uby9GVSqZSTfgcA3nzzzRatm52djbVr13LmLVy4sNHlBw4cyP5fq9W2eKD5//u//2vRcu1x5cqVdq3//fffc6YjIiIazfVdPwBQd8Ddvi4tLa1d6QvLy8vx66+/cubdcccdLV7/+++/R05OTrPLGY1GrFixgjOvsXN79uzZ7PgjAHDmzBkcPHiwReVZtWoVJ9jt4+PTZGVH3XPndjpvOsqCBQs4x3Dnzp04cuRI9xWonfbt24dTp06xfwcOHOjQ7ffUa3ZvuYbWHYsIMB2zrzGXLl3C3r17O6NIvUJf+562Rf1B0Bsax7E1xowZwxmnMisry+S+pTF//PEHLl68yE4rFArMnDmzXeVpr7r3V4WFhS1+5nj55ZfbnYKuuy1dupRz3T99+jRGjhzZIdvuyvOk7ne8uLi4z6ZHJIQQUouCN4QQ0o38/Pywbt06zrzz589j9OjRuHHjRqu2lZycjPvvvx9LlixpcNDv8PBwzvSGDRuQn5/f5DZTU1Nx33330UNBE5577jlOq8Vff/0V3377bZPrVFdX4/7770dVVRU7b9CgQRg7dmyj60yYMIEzvWLFimbHUVi9enWXBN4GDhyIe+65p9WpbQDgl19+wc8//8yZN3/+/EaXDw4O5ky3tEK0Lzhx4gS8vLzw9ttvo7CwsFXrqlQqzJs3D0VFRew8iURi0kK5KVVVVZg3b16D15e6Xn75ZU7KNLlc3mg6KoVCgUceeYQz75FHHmmw92BdZ86cMQmUPvfcc5xUlPXVPXcyMjJM8suTpllZWeGll17izLv33ntx+vTpVm3HYDBg165dKC0t7cjitZqfnx9GjRrF/vn7+3fo9nvqNbu3XEOfeOIJSKVSdvr3339vtiK0sLAQDz30UK+vYG6PvvQ9ValUWL16NZRKZYvXqaqqwq5duzjz6p/zrcXn87F8+XLOvFdeeYVT2d6Qmzdv4sknn+TMe+yxxziNtrpD3ecBg8GATz/9tNl13nnnHfzxxx+dWawuIZfLOdf9jgrcAF17ntQ9p/V6PY4dO9aGEne948ePg8fjsX9eXl7dXSRCCOkVKHhDCCHdbPbs2Vi5ciVnXmxsLMLDw7Fo0SKcPHmy0eBJTU0NDhw4gEWLFiE4ONikVX1dLi4unFbppaWlGD9+fIMV7hqNBj/99BOGDRuG9PR0SKXSDhvEua+JiIjA888/z5m3dOlSLFu2DCUlJSbLnzt3DqNGjeLktpZIJPjpp5+a3M/999/PeZCLiorCzJkzG0yzl5WVhUcffRTLli0DYNrrqjPs27cPw4cPR0hICD788ENER0c3WVF54cIF3HfffXjkkUc44yn5+/vjmWeeaXS9yMhIzrm4fft2PPPMMzh69CgSExORnp7O+etrKioqsHLlSri6uuKuu+7C1q1bkZ2d3ejy1dXV2Lx5M8LDw/HXX39xXnv11Vfh5ubWov3eauV56tQpjBkzBpcuXTJZJicnB/Pnz8fnn3/Omf/555/Dxsam0W2/++67nNaqeXl5GDVqFLZv3w6DwcBZVq1WY/Xq1ZgyZQpUKhU7f8SIEXjqqaeafA/jx4/nTM+YMQPr16/H1atXkZaWxjlv2tPDqS97+eWXMWnSJHa6vLwc48aNw9KlS5sMhul0Opw9exavvPIKfH19MWfOHFRWVnZFkbtNT71m1/8evPTSS/jkk09w/vx5JCcnc74HzTXw6Eyurq4mvZCefvppvPDCCw32FDh06BBGjBiBxMREiMXiDhnDorfqK99TrVaLZcuWwc3NDUuWLMG+ffuaDORcvHgREyZMQEZGBjtv2LBhDY5z0lpLly7F0KFD2WmlUomJEydi7dq1Jmmr9Ho9tmzZgtGjR3MaWvj5+bW4B1lnuv/++znTH374Id58801Og6Jbbt68idmzZ7PfRXt7+y4pY2/VVedJ/ev44sWLsXbtWly+fBmpqamc63hxcXEHvDNCCCHdSdj8IoQQQjrbm2++CTs7Ozz77LPszb3RaMSGDRuwYcMGyOVyhISEwN7eHgqFAiUlJcjPz0diYmKDreDNzMwa3M/HH3+MsWPHspXqCQkJGD58OAIDAxEWFgaxWIyCggJcvHiR8xC3evVqvPfeew0+2BHggw8+wJUrV3D06FEAAMMwWL16Nb799lsMHToUbm5uUKvViI2NRXJyMmddPp+PtWvXYsCAAU3uw8LCAh9++CGWLl3Kzjtw4AA8PT0xdOhQeHh4QKPRIDU1FTExMWxAZP78+RCJRNiwYUPHvulGxMfH4/XXX8frr78OMzMzhIaGwt7eHtbW1tBqtSgsLMSNGzcaDGy5uLhg7969TaY4MTc3xxNPPMEGCBiGwZo1a7BmzZoGl68bGOpL9Ho9Dhw4wKZ6cnV1ha+vL2xtbWFubg6lUomMjAzExcVBq9WarD937twWp/gDalvqhoSE4Ntvv0VUVBSGDBmCwMBABAcHQywWIyMjA5cuXTJp8T5v3jw89thjTW5boVDg119/xcSJE9mgSX5+PubNm4dly5Zh0KBBsLa2RnFxMc6fP29Seefp6Ylt27Y1mzv90UcfxWeffcauf/PmzUZ7BL3zzjsmqd9IbTqiX3/9FdOmTWMD0AaDAWvXrsXatWvh6uqKsLAw2NjYwGg0orKyEtnZ2UhISLjtenD21Gv2mDFjEBkZiaioKABAZWUlXnnllQaXHTt2bLcOeP/888/jxIkT7HXOaDTiiy++wOrVqzFs2DC4urqiuroaMTExyMzMZNdbuXIl1q5di+rq6u4qerfqa9/TyspKrFu3DuvWrQOPx4Ofnx98fHxgZWUFoVCIkpIS3Lhxw6Qhg5mZGX744YcOKYNQKMS2bdswduxYZGVlseVaunQpXnvtNQwdOhR2dnYoKytDVFSUSYW5jY0Nfv31V06a0O4yYcIETJ06lZOi9P3338fXX3+NIUOGwNnZGVVVVUhMTER8fDy7THBwMJ588kmT3iXkP111ntx3331444032HM+NzeX81tT18KFC2nsUkII6eUoeEMIIT3Ek08+iVGjRmHZsmUm3d+VSiUuXLjQ7DZkMhmWLVuGV199tcHXR4wYgR9//BGPP/445wH95s2bDbbGFAgE+OKLL/Doo4/ivffea+U7un2IxWIcPHgQjz32GDZu3MjO1+v1TQ7uqlAosGHDhhbnP3/qqacQFxeHb775xmQfDe1nwYIF+Pnnn5utPG+vwMDABs8flUrVYA+NhkyZMgXffvtti1IovP/++0hKSrrtxjVwdnaGpaUlKioqTF7Lyclp0Xg0MpkMr732Gl5//fVWDxS7atUqlJWVsWmdGrtu3LJw4UKTlHiNiYyMxJkzZ3DPPfdwUqYVFRWZ9Biqa8iQIdizZw+cnJya3YeLiwt27NiB+fPnU8+adrC0tMTx48fx6quv4uuvv+b0jmrpeWhmZtbucSh6g556zd6xYwemT5/e4rHvuotAIMDvv/+OBx54ALt372bn63Q6nDp1qsF1XnjhBbz88ssmY8rdbvrq95RhGCQlJSEpKanJ5VxdXbFr1y7069evw/bt7e2N8+fP45577sHly5fZ+ZWVlfjnn38aXc/f3x/79u1DYGBgh5WlvbZu3YqJEyeyQVygNuXcrUZI9Q0YMAD79+9v8n2SWl1xnshkMvzxxx+YOXNmi77LhBBCejdKm0YIIT1IWFgYjh49irNnz+KRRx5pUXoCiUSCcePG4fvvv0dubi4++ugjkwGJ61q0aBFOnTqFcePGNbqMVCrFnDlzcPHiRTaNC2maWCzGhg0bcOrUKUycOBEikajRZe3t7fHcc88hJSWlVQPX8ng8rFmzBlu2bIGvr2+jyw0aNAjbt2/Hxo0bmyxHR0lISEBCQgI+/fRT3H333bC1tW3RegqFAg899BD++ecfHDx4sMW5ryUSCfbs2YPDhw/j8ccfx6BBg2BrawuxWNyOd9HzTZ48GUVFRTh06BCef/55DB06tMWfb0BAAN5++20kJCTgrbfeanXgBvivRen69etNxtCqq3///ti7dy/Wr1/fqv2EhIQgNjYWX331Ffz8/JpcNjw8HJs2bcK5c+daFLi5ZerUqbh58yY+//xzTJs2DV5eXrCwsGhyrBxiSiQS4fPPP0diYiKeeuopODo6NruOra0tZs+ejfXr16OgoADOzs5dUNLu1VOv2T4+Prh69So2b96MuXPnIjg4GJaWliYDvfcEEokEf/zxB7Zs2dJk+qsRI0Zg3759+Oyzz7qwdD1bb/+eWlpa4sSJE3j55ZcxaNCgFp2fgYGB+OCDD5CYmIghQ4Z0eJlcXFxw8eJFbNiwAf37929yWX9/f6xatQo3btzoUYEboDYV6unTp/H22283mdY0MDAQH3/8Mc6fPw9XV9cuLGHv1hXnSWRkJOLi4vDdd99h5syZ8PPzg0KhaNP9HSGEkJ6Nx/TVfCKEENJHJCUlITY2FtnZ2VAqlTAajbCysoKNjQ0CAwPRr1+/Nlf2ZGZm4syZM8jNzYVOp4ODgwNcXFwwcuTIHpHaoTdTKpU4deoUcnJyUFxcDIlEAnt7ewQHB2PQoEHg8Xjt3sf169cRFRWFoqIiCIVCuLq6Ijw8HEFBQR3wDtonKysLSUlJSE9PR0VFBaqrqyGVSiGXy+Hg4ICwsDD4+vpSpXk7aTQaJCcnIykpCXl5eVAqldDpdLCwsIBCoYCnpyfCw8NbHFCrq+452lD6pLi4OFy/fh25ubnQ6/VwdnbG4MGDO6ySKiUlBVFRUSgsLIRSqYSVlRUcHR0xfPhwuLi4dMg+SMeJj4/HtWvXUFJSgvLycgiFQigUCri7uyMoKAg+Pj4dct3rzXryNbu3iImJwdWrV5Gfnw+ZTAYXFxcMHDgQPj4+3V20XqE3f09ramoQGxuLlJQU5Ofno7q6GjweDwqFAh4eHujfvz88PT27tEw5OTk4f/48CgoKUF5ezt7jDB48uNeckxqNBhcuXEBsbCzKyspgYWEBJycnBAcHd2jPpdtZXzhPCCGEdB8K3hBCCCGEEBPNBW8IIYQQQgghhBDSeai5KyGEEEIIIYQQQgghhBBCSA9CwRtCCCGEEEIIIYQQQgghhJAehII3hBBCCCGEEEIIIYQQQgghPQgFbwghhBBCCCGEEEIIIYQQQnoQCt4QQgghhBBCCCGEEEIIIYT0IBS8IYQQQgghhBBCCCGEEEII6UEoeEMIIYQQQgghhBBCCCGEENKDCLu7AIQQQgghpOdhGKa7i0AIIYQQQgghhNy2qOcNIYQQQgghhBBCCCGEEEJID0LBG0IIIYQQQgghhBBCCCGEkB6EgjeEEEIIIYQQQgghhBBCCCE9CAVvCCGEEEIIIYQQQgghhBBCehAK3hBCCCGEEEIIIYQQQgghhPQgFLwhhBBCCCGEEEIIIYQQQgjpQSh4QwghhBBCCCGEEEIIIYQQ0oNQ8IYQQgghhBBCCCGEEEIIIaQHoeANIYQQQgghhBBCCCGEEEJID0LBG0IIIYQQQgghhBBCCCGEkB6EgjeEEEIIIYQQQgghhBBCCCE9CAVvCCGEEEIIIYQQQgghhBBCehAK3hBCCCGEEEIIIYQQQgghhPQgFLwhhBBCCCGEEEIIIYQQQgjpQSh4QwghhBBCCCGEEEIIIYQQ0oNQ8IYQQgghhBBCCCGEEEIIIaQHoeANIYQQQgghhBBCCCGEEEJID0LBG0IIIYQQQgghhBBCCCGEkB5E2N0F6KuMRiNyc3Mhl8vB4/G6uziEEEIIIYQQQgghhBBCCOlGDMNAqVTCxcUFfH7TfWsoeNNJcnNz4e7u3t3FIIQQQgghhBBCCCGEEEJID5KVlQU3N7cml6HgTSeRy+UAaj8EhULRzaUhhBBCCCGEEEIIIR3lVFIRXvotBlVqAwCAzwNmRbjilalBMBNTdRshhJCGVVZWwt3dnY0fNIV+TTrJrVRpCoWCgjeEEEIIIYQQQgghPVRueQ3OpZSgRmfA/YPdIRLUprGJySrHlgsZyChRIbusBnYWYtwZ7AgjA3x9JBFGRgKFQgi1zgC9kcEfsWWIKbiGVfMiEOZq2c3vihBCSE/WkqFWeAzDMF1QlttOZWUlLC0tUVFRQcEbQgghhBBCCCGEkEYwDNOiSqyE/EokFlShv6slPG3N2jzGcFm1FieTinAupQTnUkuQUaJiXxvpZ4u18wfhZFIRXtgZA63e2Oh2HhjsjndnhEIs4ONcagme3xGD/Eo1xAI+Xp4SiCUjvcHn0zjIhBBC/tOauAEFbzoJBW8IIYQQQgghhBDSEnqDEXwe77ao6E8vrobWYISNuRg5ZTXYeC4D+67lwsVSipcmB2FaPydEZ5bjt8vZkAj5WDLSG27WMnx7IgWfH7oJ47+1WLbmYgz0tMYgT2u4WcuQXlyNtGIVfOzNcV+kGxzkUgCA0ciAx6tt4azWGfDLmTR8czQZ1VoDWyY+D+jnaomkwiqotAY4yCUoVGoAAOMD7TEzwhWuVjIkF1bhn7gC3MitwNLxflgwzJMTQCqr1uKV36/hUFwBAGBcoD1G+tohIV8Jjd6Ax0b7INzdqmsONCGEkB6Jgjc9AAVvCCGEEEIIIYQQ0hSjkcG6s+n44tBN1OgMsJSJ4CCXIszVEuHulpgU4gQnS6nJejFZ5bicUYYxAfbwc7DgvGYwMkgsUEKjNyLczbLNvVPq0hmM2HM1F27WMgz1tmnTNsuqtXh3Xyx2X81tcjk7CzGKq7TstIDPg7+DBRLylQAAPwcLZJaooDU03iNGyOdhiLcNSqu1SC2uBgA4KaRQ6wxsUMbfwQLjAu0x3NcWg71sIJeKEJdbiUc3XEJuhRoAsGSkN96YHgxBK4JqDMNg84VMvLc/Dpp6vXb4PODh4V6I8LDC2eQSpBVXY/md/hjpZ9fkNlVaPWQiQYd8loQQQroXBW96AAreEEIIIYQQQgghvYPByODP63mo0ujR380SAY5ydtyTzlKk1ODFnTE4kVjU6DJyiRAfzemP6f2dodLqsfdqLrZcyMT1nAoAtcGAuZHuuDPYEddyKhCdUYarWeWo0ugB1AYoHh3tjRkDXCEVCdpUznKVFku3RuNMcgkAwNfeHPcPdsdIPzsEOsohrHecdAYjLqaV4lBsPi6klUIhE8HVSoZTSUUortKCzwMUMhHKVTqIBXxM7++MBwa741xqCb4/kYoanQFiIR9393dBcZWGPT4SIR//NyMUcyPdodEbEZtbgcsZZbicUYZCpQbetuZwtzHD6eRiXM4oa/T9OCmkeGVqIGaEuzbY06lQqcaX/yQhwsMKcyPd23TMAOBmvhJfHU4EjwcEOiqQUlSFvTGmgSsBn4f3ZoZh3hAPk9eSC5VYczQZe2NyMcLXDt/MHwhLM1Gby9QSJVUanE0pgZu1DBEe1p26L0IIuR1R8KYDnDx5Ep9++ikuX76MvLw8/PHHH5g5c2aL16fgDSGEEEIIIYQQ0vMVVqrx7I6rOJtSws4zEwswZ6AbHhvtAw9bM3Z+bnkNvj+RguIqLV6YFAAfe4uGNtkkg5HB9kuZ+PTvmyhX6SAR8vHmXSGYHOKIMpUOWaUqXMsux5GEQsTmVgIARvvb4WpWOZTq2qCMWMBHiIsCV7PKG9yHuVgABoDq39RgrlYyvDApADMHNBywaExyoRKPbohCeonq354f/23z1n58HSzgqJBCLhEiqbAKNwuUjY4TE+BogU/uDccAdyvoDUYYGUAs/C/4U1ipRkx2BSI9rWFtLgYARGeW4eD1PMwe6IZg55bVr8TlVuJyZhlcraTwsbOAgM9DfqUaVWo9hvrYwEwsbPEx6EgnE4vw+aGb0BkYjPC1RV6lGgeu5QEA7urvjH6ulrCXS5BYUIUrmWW4mF6KurV2vvbmWLdoCOecbI7eYITWYGzwPV9KL8Vbu29AqdbDQSEBwwAx2eXsPheN8MKrU4PaHPgjhBBiqs8Hby5fvozt27fj0qVLKCwshFAohKurK0aPHo3FixfD2dm53fs4ePAgzpw5g4EDB2LOnDkUvCGEEEIIIYQQQnqZ+LxKrD+TjrGB9pga5gQejwe9wYjTycVIK65GfqUav0Vlo6RaC5lIgAgPK1zPqWCDJHweMNTbFm7WMjAA9l7NZdN1iYV8LLvDD4+P8WUDEEYjgytZZXCxksHZUsYpC8MwOJtSgg8PxuNGTm1QJshJjq8fiECgk9yk7HqDEV8eTsTa4ylsZbqnrRnmD/HAfZHusDEX43JGKb46nISc8hoMcLPCQE9rDPSwRqCTHNVaPbZfzMQvp9ORX1mbBszL1gzW5mIYjAyGetvghUmBbMU8wzAwGBkIBXxUqnX45mgy1p1Jh9ZghKuVDD8tjISbtQy7r+biUGw+rmT+18OnPltzMe4MdsS4QHtoDUbklNfAUibCvYPcIBFSIOAWhmGw6kgyvjyc2Ogyk0MdcU+4K947EIe8CjVszcVYPT8CI3xrU61llqhwKrkI08Kc2YDXLfF5lXhi02WUVmvx5f0DMDHEkd3vj6dS8fFfN2EwmlYL+tibI7WoNt1ckJMcT43zxRh/e5PtE0IIab1eG7yJjY3Fzz//DD6fj48++ghCIbdVQHV1NR577DHs2LGj0W2IxWK89957eOGFFzqsXDwej4I3hBBCCCGEEEJ6JIZhEJ1Zjs3nM5BSVIUJQY6YO9jNJHhwO9HqjVh7PBlrjiZD/2/l9DAfG4wNcMDm8xnIKa/hLB/kJMea+QPh52ABo5HB+bTaFF4NpTQb5mMDkYCPU0nFAAC5VIhxgQ5wtpRif0wucivUkIkEeHlKIBYO94LOaMTZlBJ8ezwFF9NK2XVemBiAh4Z5mqQdq+9scjH+vJGHSSFOGOVn16qeMwCg1hmw7kw61h5LhrJesCXc3QrfzI/A2ZQSfHMsGRklKpiLBTAyQI2utofN2AB7fD43HHYWEs66BiOD5MIqZJRUo6BSjUq1Hj525ghxUcDd2qzV5bydnU0pxpnkYmSV1qBQqYa3nTkGuFthqLctvOzMAQAFlWo8suESbuRUgs8Dnp8YAK3eiO9OpkKrN0IhFeLZOwMwf2ht+rXD8QV4aec19nPk8YAXJwXC1lyMbZeyEPNvr60ZA1zw8HAvFCk1qNHpMdTbFi5WMhy7WYgXf41BSXXt+EN8HhDiooC/gxx+DhaYFeEKF6vb9xpDCCFt1WuDN++88w5WrlyJkSNH4tSpU5zX9Ho9Jk6ciJMnT+JWkYVCIezs7GAwGFBcXMzO5/F4eOutt7BixYoOKVdLgjcajQYajYadrqyshLu7OwVvCCGEEEIIIYR0mrjcSry26xpisis48/k8wMVKBoapHStktL8d7g53wUAPa9wa87wrBz8vUmqgkAm7pNdFZokKT2+9zPZuGexljWvZFZzB423MxRjmYwNHhRQ+dua4L9K9wdRQiQVKXMuuQH5FDcpUOkwIdsAIXzswDIPdV3Pw4Z8JKFRqOOuIBDzoDLX1Ez525sivVLOpxsRCPuYP8cD/7vAzCYZ0trJqLS6l1waPymt0+ODPeJSrdODxgIZqhnzszfHW9BCMC7Tv0nOFNK5Ga8Bbe27gt8vZnPk25mKU/htkqW+0vx3cbcyw9UImZ75YyMfbd4XgwaEejX6+hUo11p9Jx9GEQiTkKzmvWcpE+GJuOCYEO7bjHRFCyO2n1wZvxowZgzNnzuDTTz/F888/z3lt9erVWL58OXg8Hvr374/3338fEyZMgERSe7OjVCqxa9cuvPXWW8jOzgafz8fly5cRHh7e7nK1JHizYsUKvPvuuybzKXhDCCGEEEIIIaSjMQyDTecz8N6BeGj1RnaA90gva+y+koML//bwaIyQz8P0/s54cVIg3G2442dUqHSIza2An4MFHBTSNpexoFKNHZey8Of1PCTkK2Evl+C1qUGtHnelNf6JK8Dzv16FUq2HlZkI/zcjDHf3d0Z2WQ0+/isBqUXVeHCYB+YMdOuQcTwMRgZXs8pxOL4ABZVq3BnsiDuCHLDzcjY++jMe1f8GbRzkEkzr54wnx/rCybLtx7QjZZao8PimKCTkK2FrLsZT43xxT7gLVFoD1HoDfO0tIGqmVxDpHr9eysLbe2/AxkyMt+4KwaRQJ/walYXPDyWiuKo2mCgS8LB4pDdenhwIoYCPjefS8d7+eLjbyDA30h2zBrrCQd7yczGnvAbXsyuQUlSFv27k43pObcD46XG+eH5iQLM9yAghhNTqtcEbDw8P5OTkYM+ePbjrrrs4r4WFhSEuLg7Dhg3D0aNHIZU2/AOTl5eHIUOGIDc3F0uWLMGPP/7Y7nJRzxtCCCGEEEIIIZ0tv0KNTefTkV+hgUzMh7lEiCAnOfq7WcHb1hx8Pg8Mw+BiWilWHU3CmeQSAMCEIAd8NKc/7OX/9eTIKlWhuEoDHo+HYqUGf17Pw9+x+Www4RaxgI+FIzzxxFhf2FlIcC6lBM9si0ZxVW0rflcrGSaHOuHp8b6t6ilyNascj6y/xKZcqmughxXen9WvxYPPt4TeYMRnhxLx3YkUdh/fPDiwW1PH5ZbX4GxKCYKd5QhxVvTI3is1WgMupJVgsJcNzCWmA9qTnkup1kEmEnCCJnqDEdUaAwQCHsQCPjsW0y1qnQESIb/d56JWb8QHf8Zj/dl0ALWpBFfNi2hVMIgQQm5XvTZ4I5PJoNVqERUVhYiICHZ+ZWUlrKyswOPxcPz4cYwePbrJ7XzzzTd45pln4OPjg+Tk5HaXi8a8IYQQQgghhBBSX2GlGgeu50GlNUBnMMLWQoIIdysEOcnZCtVqjR6/Xc7G/mu5mBjiiEdG+UBQr9dJQaUaXx9Jwm9R2dAajA3tCmIhH65WMogFfNwsqE1fJBLw8OrUYCwZ6dWiyliN3oCKGh34PB6ySlX49O+bOJtSGwCSiviYEOSIv2LzYTAysDIToaJGx6bTMhMLsHikV+0YHLbmUOn0iM2pRE55De4IckCYqyW7n0Ox+Vi2/QrUOiOCnOR4ZJQ3xgba4/fLOVh9NAkqrQFCPg9Pj/PF0jv8OKnUUoqq8HdsPqLSy5BcWIVxgfZ4cXIgFFJR45+DUo1ntl5hexstGemN16YFUa8RQjrZvphcvPr7NVRrDXCQS/DVAwMwwteuu4tFCCE9Wq8N3jg4OKCkpATHjh3DmDFj2PkpKSnw9/cHj8eDSqViU6U1JioqCkOGDIFMJkN1dXW7y0XBG0IIIYQQQgghdV3LLseS9VFsiqK6JEI+nC2lsJdLkJCvhFL93yDxAz2s8PncAfD+dxDya9nleGRDFIr+HTdliLcNxgbYQ6s3olylxY3cSsTmVkCt+y+oIxbwcV+kG54Y4wsPW27Ks9ZgGAbHE4vw1T+JnDFzZke44v1Z/WBgGJxPKcGqo0m4Vm9MnfomBDlgkJc1DsUW4Oq/A6GPDbDHNw8OhEWdHh35FWq8vecGDsUVAAD8HCzw8Zx+GOhhja0XM/Hu3jiTAJajQoJ37g7FlFAn8Pk8qHUG/Hw6DfticlGo1KBMpQXDAOZiAT65NxzT+zu3+ZgQQlonubAKT22+jKTCKgDA3Eg3vD4tGFZm4m4uGSGE9Ey9NngzePBgREdH46OPPsJLL73Ezi8pKYG9fe0AeWVlZc2+qTNnzmD06NGwtLREWVlZm8pSVVXF9tqJiIjAF198gfHjx8PGxgYeHh7Nrk/BG0IIIYQQQgjpm/6JK8CybVdQozPA194ckZ42EAhqe7NczSrnBGsAwNvOHJNCHLHlQiaqNHqIBDyM9rfHAHcrrD2eDLXOiABHC6ycEYahPrYm+9MbjMirUCO7rAYl1RoM8bJp11g09TEMgxOJRdh2MRPjAh3wwGB3Tk8ehmHw14187LqSg/TiamSUqiAW8BHirIBCJsTRhEIY69UsPDTMAyvuDm1wHAyGYXDwRj7e3hP7b2o3YIC7Fa5klgOoTcE0McQJDnIJPj90E+klKgC1Kdym9XPCwRv5yC6r4WwzxFmB1fMj4Gtv0WHHhRDSMiqtHu8diMfWC5kAABtzMZaO98ODQz06ZGwpQgjpS3pt8Oadd97BypUr4evri7i4OIhE/3WL9vPzQ1paGrZv34777ruvye289dZbeP/99zFgwABER0e3qSzHjx/H+PHjTeYvXLgQ69evb3Z9Ct4QQgghhBBCSN+h1Rvxd2w+Np3LwMX02vRcYwLs8c38CMjrpPQyGhlkl9Ugv1KNQqUaVjIxRvjags/nIbtMhdd2XceppGLOtscG2GNNve30ZEYjAx4PbIAntagKP5xMRaFSg/GB9pgc6tSi4FK5Sov3DsTjt8vZAAABn4eXJwfi8TE+7LbVOgO+OZaMDWfTUVknKOZsKcVzEwPQz9USdhYS2FmIe+SYMoTcTqLSS/HarutsLxwHuQSPjfbBfZFu1BOHEEL+1WuDN1lZWQgJCYFKpcJ9992HTZs2sQGcVatW4dlnn4W7uztOnjwJT0/PBrdx9uxZTJo0CTU1NXjnnXfw9ttvd+VbYFHwhhBCCCGEEEJ6F63eyBng+1Zasf0xefgnLp8NHgj4PCwY5ok3pge3aVyVpAIlDlzPw9GEQgzzscXLkwMb7KFyuziVVITfLmdj/hCPBnseAbVBnL9j83E4vhABDhZ4ZLQ3zMTCBpclhHQfncGI3y5nY83RZOSU1/aQkwj5uKu/CxYM90S4myUFWgkht7VeG7wBgNWrV2P58uXg8XgIDAzE66+/jlmzZsHMzAyzZ8/Gnj17oFAo8L///Q9TpkyBm5sbDAYDUlJSsGvXLqxbtw46nQ5OTk6IjY2FtbV1t7wPCt4QQgghhBBCSM93Lbsc+2JycSS+EGkl1Zga5oQPZvWDSMDHy79fw4FreeyyDnIJHhjigflDPOBk2XFpywghpK/R6o3YFZ2NDecyEJ9Xyc4Pc1Xg0VE+mDHAhdN7L7usBqP97SiwQwjp83p18AYA3nvvPbz99tvsBVsgECA0NBQeHh44dOgQNBpNoxdzhmFgZWWF/fv3Y8SIEV1ZbA4K3hBCCCGEEEJIz5VRUo2P/0rAn9fzTV5zUkhhIRUiubAKQj4P84d64K7+LhjkaQ0BnyoWCSGkpRiGQXRmObacz8D+63nQ6o0AwAbKt1/Kwhf/3ITOwODucBd8NLsfzCXUq44Q0nf1+uANABw9ehRPPvkkkpOT2Xn1AzYNFX3q1Kn46quv4O/v3+llbAoFbwghHSG5UIlVR5Kh1RsR7KxAsLMcwc4KuFnLwOPxYDAyqNEZYNHGm1uGYahlEyGEEEJuKwzD4NsTKfjyn0ToDLVjt0zv54ypYc6wsxDjtV3XkVpcDaC2p823Dw3EIE+bbi41IYT0fqXVWmw6l4E1x5KgMzAQC/jQGoycZfwcLPD+zDAM9rIBv5lgeWaJChvPpeN0cjGG+djif3f4wc5C0plvgRBC2q1PBG+A2pvqQ4cOYefOnTh//jwSEhJgNHIv6vb29ggNDcWYMWMwZ84c9OvXr5tKy0XBG9ISap0BUpGAna7RGqA3GnvNQKWk8+gMRvxwMhVfH04yuZkFALlUCJlIgOIqDYwMMMTbBktGemFiiJNJa1CGYVCm0iG3vAZpxdVIKapCcmEVUoqqkV5cjQBHC7w/qx/CXC077f1o9AaIBfwWBYoYhsHRhEKcTSnBwuFe8LA1Y1/LKa9BSZUGSrUePAD2cgkc5FJYmtF3hhByeyhSavDarmtQ64yYGOKISaGOcLaUdXexCOk1qjR6vLQzBgdv1Pa2Ge1vh9enBSPY+b9nNpVWjy//SUShUoM3pgfDQU7p0QghpCNdyy7HM9uuIKNEBXOxAO/cEwofO3Ms3RqNgkoNgNoekFPCnDA20B5DvW0gFvCRWarCzXwlYrIrcCWzDBfTS1G3VtNMLMCiEV5YOMILjgq6dhNCeqY+E7ypj2EYVFRUoLq6GlKpFHK5HGKxuLuL1SAK3pCmnEoqwkcHExCbWwmZSAAbczGqtXqUq3Tg8YD7Brnh5SlB1GKkDyuu0mBnVDYqanTQGYwQ8HmwlIkgFQkQnVmG00nFqKjRAQDGBdpjpK8d4vMrEZ+nRHKhEjpDw5duN2sZFg73wr2D3HA5owwbz2fgQmoJNHrTAFBdAj4PS0Z6wVwiREpRNdytZXjmDn/IxIIm12uOzmDEJ38lYN2ZdJhLhOjvZomh3jZ4aJgnrMzEqFDp8OmhBJxPLYW/gwWCnRU4FJePGzm1OZHlUiE+uy8cfg4WeG9/HI7dLGpwP/3dLLFgmCfuDneBVCQAwzA4n1qKDWfTcSalGGIBH2YSASI9bfDm9GDY0neLENILJRYosWT9JWSX1XDm3x/pjtenBVMgm5AmqHUG7I3JxXfHU5BaXA2RgIcV94TiwaGe3V00Qgi5LSnVOvx5PQ8jfO3gblPbYK+4SoOPDibg7xv5UGr07LIiAQ888Bps2Dg2wB5Twpyw/WImYrIrAABCPg+Tw5zgYWOGyhodxEI+HhzqAT8Hede8OUIIaUKvDd7w+Xzw+Xxcu3YNISEh3V2cdqHgDWlISlEVVuyNxamk4maXlUuEmBDsAAMD6PRG6I1GaA0MfOzMqStwL3cupQTLtl9BkVLT5HJ2FmK8MT0YMwe4cnqsaPVGpBZXQW9g4CCXQG9ksPVCJrZcyECZStfk9jxtzeFrbw4/Bwv42lvAyVKKtcdTOAPx3hLmqsAPCyLhYtW2Ft055TV4Zms0ojPLTV6zkAgxZ6ArDlzPR3GV6XEwEwvgZi1DYkEVgNrgksHIQMDnwVEugYVUCIORQXGVlg1yAbU39RYSIQR8HoqrtI0eh3fvCYORYXA+tQQykQAvTg7k9IIjhJCe5lRSEZ7eHA2lRg9PWzPcP9gdR+MLEZVRBqC2J+L/3ROKqf2cu7mkhHSOkioNzCXCFv1eZ5epcD61FJczylBarUG1xoDY3Ar2Pqk2FdogDPK07uxiE0IIaQON3oBTicU4HF+AU0nFyCmvbbgiFfHh52CBfq5WCHezxHBfW3jamgP4N3tPXAF+OpWKS+llJtvk8YC7+7vgnnAXOCqksJSJUKnWoUylhZlYiEAneZvTkRNCSGv06uANj8fD9evXKXhDeqWMkmo8t+MqJEIB3rorBCEutZ+9Rm/A2mMp+PZ4CrQGI0QCHhYM88JjY7yh1RtRXKWFhUQIJ0spkguVeGdvLNvzoCGWMhFenRqEKaFOsJSJms0DS7rXjZwK7IvJhUZvRKVah91XcmBkanP5jguwh1DAh8FoREWNDkq1Hv6OcowNsEe4myWEAn6L96PWGbD7Sg7WnUnHzQIlrMxEuD/SHfcOcoOnrTnEwsa3dfB6Hn67nA0bczHcbcyw4Ww6Sqq1sLOQ4PsFDed5ZxgGNwuUuJhWWzliIRFilJ8d3KzNsO1SJnZFZ0OtM0IuFeKTOf3hbmOGK1m1A1Um5CvZ7fjYm2P5BH/kVagRm1sJb1szLBrpXbveXwn48VQaAODOYAe8Pi0YPvYWnHKUVGnwa1Q2Np/PYG/qAUAmEmDWQFfMjXSHVMRHQaUG7x+IYwNCdUV6WuOnhZGwMuuZvTkJIbe3bRcz8ebuGzAYGQzxssF3CwbBxrz2enUpvRSv/H4NqUW143NMDnXE/80Io1QhpM/Q6o345lgyvjmWDAe5BOuXDEGAY8Mtpwsr1Xh2x1WcTSlp8HVXKxkWDPfEA4Pd6TefEEJ6CYZhkFVaAx6v9jrekvqPGzkV2HM1B3ojA0uZCHG5lTgUV9Dset525lg63g/3DnIDABiMDM4kF6OgUo0qTW3q7kAnBfwdLRCVXobfLmchpaga0/s545FR3rA2p98WQkjzKHjTA1Dw5vZzMa0UT2yKYlv0Cfg8PDDYHRU1OpxJLmbnjwu0x7v3hLKtQxpiMDL460Y+sstUEAn4EAn5EPF54PGADWczEJf3X2CHxwN87S2w4u5QjPK369w3SVqlUq3DF4cSsfFcOoz1rrRzBrph5cxQmIk7vmUPwzDILFXBUSFtc2+S7DIVHt0QhYR8JcQCPt6bFYa5ke4AaoNEu6Jz8MuZNCQXmgZC6hroYYWv7o/gjFtjNDL4OzYfmy9kYLCXDZ4c69tkOaPSS8HjodmBgo1GBnmVaqg0etToDPCyM4ei3vhRap0Bn/19EzuisuBmbYZIT2vsvpoDpVoPX3tz/LxwMLzsTL+bOoMRKUVV4IEHAZ8HhVQIWwuJyfhChJDbG8Mw0OiNzV578ypqcCa5BBEeVvCtF5CuS6M34PNDifjhZCoAYFaEKz6a0w8SIXf7ap0B3xxLxrfHU6A3MpBLhXh9WjDuj3SnBh69yNWsctRoDRjmY9PsGHEMw7RoHLmulF2mwsr9cVBIRZgQ7IBR/vbtasHMMAwupJVixd5YTqMPhVSInxYOxhBvGzAMA4ORAZ/HQ1RGGZZujUaRUgMBn4f+bpYY4m0DN2szWEgEcJRLMdTHln67CSHkNnUjpwI/nUpFclEVipQaVNTooJCKYG0mRplKi8I6mTFmD3TFtDBnfHboJuc3qCnmYgEeH+OLp8f7QiTgw2BksPViJpRqHR4b7QNRCxpmqnUG5FWo4aiQcOoKGIbB1axy7LycjQupJRjqY4tn7/SnMdkI6aUoeNMDUPCm77uaVY539saiWKmBTCxARkk1dAYG/d0s4WYtw5/X8znLO8glePvuEEzv59yuh229wYgN5zLw7fEUk3RTDw3zwMQQJxRWqlGo1KCwUo2iKg3C3aywZJR3i24WSMf4J64Ab/xxnb0BnBzqCH8HOXg8INzNCneGOHZzCZtXrdHjhV9j8Fds7bl8Z7ADKmp0iM9Tourf/MMykQCRXtaI9LRBmUqLM8nFSC2uxh1BDnhklDeGejdfAdXdEguUWPjLReRVqCEW8PHIaG8sHe8HkaA29drvl2t79RTWS3Mn4PPgIJfA194C/o4WGONvj/FBDt30Lggh3e1kYhE+/isBN/OVmBXhiqfG+cLbzhxFSg3yK9VgGMDAMNh9JQfbL2ZBazCCxwPuDHbE4hFeiPSyYXtIMgyDowmFWLk/DuklKgDAc3cGYNkEvyavqfF5lXj192tsvvdhPjb4cHZ/eDcQlCY9h9HI4JtjyfjicCIYBghxVuCpcb6YGOIIqUgAo5HB2ZQS7LqSjZTCKmSUqqDVGzEh2BEzwl0wNtC+2+/xYrLK8ciGKM69qVTEx0uTg7B4hBf0RgZrjiZh37U8BDnJcXe4CwZ6WEOrN0JnNMLd2ow9/9U6A47fLMQPJ1PZ1Ks25mK8OjUIOy5l4XJGGQR8HiRCPmp0BtR/mg10lOO7BYPovCeEENIqJVUabLmQia8OJ3IaXyqkQkR4WMNCKoRWb0R8XiWyy2rgIJdg9kA3BDha4MdTaYj/t5HtAHcrvDo1CF/8k4iLaaUAgDEB9vhmfgTkUhH0BiMq1XpYm4lq60CzK7D5fAaOJxaioFLD7vPlKUGYN8QDxxIK8cU/iZxGvEBtqvEnxvjiyXE+Jg17CCE9GwVvegAK3vRcGSXV2HQuA5525pg/xIPT+s5gZFCt1aNGawBQ26vFUibi/BAyDIP1Z9PxwZ/xJoPGT+/njM/uC4dMLMDRhALsvpILLztzjPG3Q7i7VYc/WGv1RpRWa/Ht8WRsOJfR5LKhLgp8PjccQU50PnamCpUO7+6Pxa7oHAC13a5Xzgjrtb2ijEYGXx9JwtdHkjjz3axlWDTCC/cPdoe8Xu+WntgauDn5FWq8uDMGp5Nrx6Pi8WBSGWQhEUIq4kNnYKBU60x6UwHAw8M98dZdId1eiUYI6RoavQFH4wux6XyGSZomHg+QCgWo0RkaXNfHzhypxdXstJlYgEGe1tDojcgsUSG/Ug2gdiybd+8JxbQWjmVjMDJYdyYNnx9KRI3OAImQj4/n9MfMCNc2vkvSWvkVanx9JAk38ysR5KxAuJsl3K3NYGkmgqNCyhm3sEKlwyu/X2MbSoiFfGj1tYMxC/k8hLoooFTrOedKfW7WMrw0ORB393dpsKeVwcigSqOHSMDr8B6/Wr0Rv0dn4919sVDrjAhykmO4ry2OJhQi49/A4yg/O5RWa00qneqSivgY4G4FM7EQZ1OKodbVHgOxkI97B7nhhYkBsLWQQK0zYPn2K/g7tuHUN7MiXPH+rLBO6dlMCCHk9nA+tQTLt19BWbUODw/3xP/u8DNJtanS6iERCtj6JKORwb5ruXhz9w0o1Xp2OXOxAEYGqNEZEOQkh6etGc4ml0Cp0UMs5MPaTMQGbG4RCXhsXZONuRil1bVjuUpFfEwNc8ZofztsPJeBq1nlAIAgJzk+uy8cYa6WnXVICCEdjII3PQAFb3qetOJqrD6ShD0xuTD8W+sa7maJFycH4nJGGXZfyWFbt9Yllwrx4qRAPDTME2nFVVi5Px4nEosAAFPDnPD4GB+odUZIRXyEu1l1W3qSM8nF+OTvm9DoDHBQSOEgl8BBLoFMJMDPZ9JQrtJBwOfB1UoGB7kEQ7xtsGyCPw3S/q/ozDLcyKnA+EAHuNuYcV7TG4zYeC4DSYVVcJBL4GIlxbhAB5PxBC5nlGHZtivIKa/Nx/v4aB88NzGgTxzjM8nFuJBWCh87cwQ6yRHgKO9zaUcYhsGR+EK8/2c80upUkkV4WGHRCC9MDXNmWwXrDUaUVGuRXVaD5EIlrmSWY/ulLADAEC8brHkwosEu7L9dzsY/cfl4eLgXRvr1zoAeIbczncGIU0lFiMutREK+EqeTi1H+b1rUW+PZTQh2wLoz6TgcX1u5zOcBDnIpBHwejAwDX3sLPD3eF8N9bJFSVI2fT6fi79gC9sH8FpGAhyUjvfG/O/xMguQtkVWqwqu7ruFMcm1Q6fExPrhvkBsS8pUoV2kxNsCBk9Kyt6jS6LH7Sg7UOgMWjfBq1dhwjWGY2p4t17IrkFigRHaZCuUqHSrVOjhZyjDQwwp+DhYorNQgp7wGFhIhwlwt4WwpxbGEQvwVmw+V1oCBHlZwtpTht8vZjQbtAGCItw1mDnBFUqESv17KQrXWAJGAh5UzwjA51AkbzqVj28VMTmWOhUSIWRGuGOVvBw8bM6h1BuyNycW+mFwUV9WeOwGOFrCSiVGl0aNaq0e1Ro8qjZ4NhACAh40ZAp3kuCPIAXeHu7Qqrdmt3t+xORWwk0sg5PPwe3Q2W85xgfZYM38gLCRCMAyDzRcy8f6BOHb/1mYivDQ5CBml1ThwLQ855TWQCgXg8QCVlnu8XCylmBnhikUjvUx+T2+NfQAAMrEAIgEPDAMIBDyTdKmEEEJIW6h1Bqh1hlaPj5ZdpsJzO67iUnoZBnpY4cv7B6CiRocl66NMMqfcIhbwMa2fE+ZGuiPIWQGFVIjN5zPw+aFEKDV6SEV8LBrhjSfG+LBj6jAMg/3X8rBibyxKqrUQ8nkY7GUDGwsx3P4d383NuvZ+4eO/ErD3ai6eHu+HJSO9el1DS0L6ol4fvLlx4waCg4O7uzjtQsGbnqNSrcPqI0lYfzadbb0w3McWN3IrOC0i6uLzAB6PxwZ5AMDL1gxZZTUwGBmIBDy8MS0YC0f0jh++QqUar++6jsPxhZz5Ya4KfPvgIJNgxe0ks0SFj/6KZ9Pc8XnAxBBHzI10x1AfW1TW6LB8+xVcSi/jrCfk8zC9vzOm93OGkWEQl6fEN8eSYTAy8LQ1wxdzw5sdo4X0TEYjg6IqDaQiAczEghb3ojkcV4Bnd1xFlUYPW3MxPrm3PyYEO7Lb/OivBHbcCqC2kuu1qcEIdKoddJlhGByKK4DOYMSUUKcOqZAkhLRPlUYPvaG24nn/tTx8ezwFOeU1nGUcFRLMinDDg0M9OL+n2WUq6AwMXK1kbOC3MUYjg4R8JaIzyyCXCuFhYwYfewtYytpXEW0wMvjin5v45lhKg68PcLfChCAHBDsrEOAoh1TMB5/Hg6VM1KN6EDIMg7i8SuyMysZvl7PZ1J2j/e2wZv7Adh0ntc6AF3fGYP+1vI4qLgBgkKc1HhjsjuSiKtzIqUCRUoMylQ7FVRqTnp1BTnK8P6sfBnlas/MYhkF2WQ2iM8tgZBhMDHFqMNCi0urx86k0fHciBdXaxgNGDZGJBBgbYA8ziQBCPg8+9rUpQH3szXEutQQnbhZBJhZgej9n2JiL8ez2q7iYXmqyHQe5BI+M8sYjo7xNfruSC6uwYm8srM3FeOuuYE4g5lZPXYZhkFJUhYtpZajW6DHK3w5BTvJecY9NCCGE1GcwMkgqVMLf4b8Gj1mlKqw5mgw3axnGBNgj0EmOIqUGhUo1vO0sYGNuGiQqrFTjaEIh7gh2aHRsm5IqDd744wbbg/cWsZCPB4d64ExyMRIL/hundnaEKz6Y3a9PNDDtya5nV0CtN6C/myWltCMN6vXBGxcXF4hE7W81xePxkJLS8MNqS6xduxaffvop8vLyEBoaiq+++gqjR49u0boUvOkZDl7Pw1t7brAtEscF2uOFiYHo52aJgko13t0Xi+M3izDI0xqzB7pipJ8dFFIRJEI+G7zZejETn/yVwAZ6JoY44vVpwb0yj3ZOeQ3yymuQWlSNj/5KQGm1FgqpEF89MAB3BP03BotKq4dMJOizD81l1VrsjcnFwRt5uJhWCiNTG7QJdbHE9ZwKdjkhnwexkA+V1gALiRAPDvWAUqNHfF4lrvybg72+u8Nd8MGssDa1kia9X3JhFf63NZod1HJaPyc4yKVILqxiU7KNC7TH6aRi6I0M+DzgvkHumBnhiq8OJ+LCvzmRve3M8cwdfpga5gyZmG72COlqWr0RK/bFYtvFTJOKdjsLCUb72yHAUY5wN8teMQD6/mu5eGv3DWj1RgQ4ySER8tnfv4ZYykRYONwTi0Z6o7RaixOJRYjNqUBWmQqFSg1G+tnhlSlB7Q4uNcdoZLDlQgY2nc/gVDz42Jkjr0KNGp0Bfg4WeHi4J3gAFDIRRvnZwfbftGS55TXILFVhgLsVp5JCbzCiRmdAabUWz+24iujMcgj5PEwJc0KQkxxeduawMRPDQipEalE1ojPLkFWqgpOlFC6WMpSpdLjx7/EY7GWDaf2c4aiQ4HJGGZILqzAmwB5Tw5wavI/Kq6jB7iu5+OtGHmzMxVg80huj/e3afc9VXKXB6aRiiAR8mEsEsJAIYS4Rsv+aSwSoUutxM1+JK1nl+D06G6lFDadi4/Ngcm4I+LX3xRYSIRaN8EKNzoBylQ7DfGwwY4BrswFKQgghhHQOhmFwJascmSUqlKm0OBRbgHOp/6XztbOQYMYAF6w/mw6DkUE/V0t8t2AQXK1k3VjqvkmtM+CdPbHYEVWblUMs5GOQhzVemRqEAe5WnbZfvcGIUpUW5mIhzMR9ty6vL+n1wZuOKhKPx4PB0LoWaLfs2LEDCxYswNq1azFy5Eh8//33+OmnnxAXFwcPD49m16fgTddgGAbnUkqg0how0s+OreQsqdLg//bHYc/VXACAj7053rorBOMD2zaYeJFSgx2XMjHI0wbDfW07rPzdKbe8Bk9viWbzpP5vvB/mDfXAmqPJ+DUqCwGOcrw+LQij/e27t6Ad7Fp27YC6RXUGnx/tb4c3pgcjyEmBpAIlNp3PwNGEQmSX1bau7udqiTXzI+Bp+1/A7np2BdafTUdCfiVkIgHMJELcE+6COQNd6YfyNqfWGfDp3zfx8+k0znyxgI9P7q0ddyKtuBqf/JWAgze4LaSkIj6kIgGbhknI5yHERYFxAfZYeocftdohpIMwDIMbOZX4J74AueU1KKvWwsgwGBNgj2E+tlixN5YNpt7iYinF42N88MAQj17ZWtH4b238rfSuhUo1/rqRjyuZ5YjPq0RqcTX0BiOn0r6hSvxbnBRSfDA7jNP4oyPdCqzcSlUrFvJxZ7AD5g/xxEg/W8TmVuLRDVHs2EB1yzzI0xplKh2SC2sDPnKJENP6OUMhE+J8ailicys478tSJsK3Dw3ECN/bJ50lwzCIyihDTFY59EYGWr0RV7PKcS6lBDU6A5wUUowPckBljQ5HEgqg1hnR380Sq+dx74cIIYQQ0rMwDIPjN4uw6mgSXK1kePeeUNhaSHA2uRhLt0ajTKWDrbkYax8ciKE+faN+qydIKarC/7ZeQXxeJXg8wMZMjJJ/0yKLBDy8NjUYi9uZti6lqAov7YyBWMjH8xMDMdjLGgeu52Hl/jg2ja1IwMPcSHe8OT2EGoL2YL0+eOPs7NwhPW8AIC0trfmFGjB06FAMHDgQ3377LTsvODgYM2fOxIcfftjs+hS8aVilWoe/b+Rj9kC3drVS1RuMOHgjH98cS2ZbuJuJBRjha4vsshrcLFCC+bc3xdPj/LBsgj+1CGyAVm/E+wfisOFcRqPLjA2wx4ez+8GlD7TK+Ds2H8u3X4FaZ4SPnTnmD/XA5FCnRtPGZZaokFtRg4Ee1nT+kFa7lF6KU4lFMDAMeOBhcqgT+rlxB5G8nFGK9w/EIzqzHJNCHPHWXSGwNhdj47l0bDybwamUHOxlje8XRDbYpZ50H6ORwY6oLBy/WYhARzmG+doiyKk2VzWlvut5Sqo02HIhE79HZ7ODqTfGQiLE6nkRGOVvB4ORYXvl9nUGI4O/Y/Ox9ngybuRUQizkY4iXDYb52MDD1hxiAQ8f/3WTHRtshK8tlk3wx7AOevivVOvw1/V8fPFPIvIr1ZAI+XhpciDui3Q36elTUKnGmqPJKKmuTUWWUaJCXF4l+zqfB1iZiU3GE7qFxwNCnBVYNS8CvvYWHVL+3k6jN6CwUgM3axl7vldr9IjLq0S4mxXdDxFCCCG9WFapCk9suoy4vEoI+Ty8fXcIFgzzZH/z04qr4WIlve0aDaYXV+P36GwcvJFf2zN6hBcmhTq1qN5SpdVjzdFk/HQqDVqDEbbmYnz9QARG+tkitbgan/19k220GeQkh4uVDDbmYoQ4KzDQ0xohzgrO/VVyoRK7r+TiSlYZYnMr4WFjhvn/Nh5744/rnDS5XrZmDY7dDQD+Dhb45N7+cFBIwTC1qZxvh2eZ3qLXB2+uX7+OkJCQbiuHVquFmZkZdu7ciVmzZrHzly9fjqtXr+LEiRMm62g0Gmg0/7Xkr6yshLu7OwVv6nn/QBx+PJWGUBcF3rk7FEO8bVBRo0N+hRp+DhacC2NCfiWq1Ho4yKWwlIlQpdWjrFqLv2PzsTMqm63UNBcLYGUmNslBH+qiwHszwxDhYQ3StD1Xc/Dq79dRozMg0tMa/7vDDycSi7D5fAZ0BgZWZiJ8MTe801rXdjaGYfDTqTR8cDAeDFMbkFozP4JSm5EegWEYlKl0JkEZhmGQU16Ds8klWLk/DkqNHl62ZrgjyBHJRVWo0eoxNsAeU/s5U6VjN7mRU4G39txoNI2ilZkIj4z0xtPj/Xp8Wq2+Lq+iBquPJuP3y9nQ6GvHsJGK+LgjyAFhrpawMRNDqdbjUFw+ojLK4G5thp8WRiLAUd7NJe8+DMMgs1QFB7nUpNVejdaAL/65yRlPcKSfLd66KwRBTm27772WXY7vT6bin7gCaP/9jHzszbH2wYGt2mZWqQqnk4thKRNhpK8d5FIhLqSVYv+1XBgZYKi3DSK9rGFnIbltAnKEEEIIIbfUaA145fdr2BtTm6lmbqQbHh7uhc8O3cTxm0Xwd7DAzwsHw8O294+NzDAMNp3PwDfHkiGXitDf1RIDPa0xNcwJthYSpBZV4YM/E3A4vsBkXQ8bM3x6b3+2d5LOYMTJxCIUKTWo0uhRqNQgubAKMVnlbA+bsQH2+HhOfzhZcsf423A2He//Gc/eN9dlYy7Gc3f644EhHth8PgMfHkxg74UbMtTbBr4OFthxKQsGIwOxkI+l4/zwxFgfGBkGl9LL8OLOGE62GQAId7PEDw9HwlHR8PhJpGtR8KadcnNz4erqijNnzmDEiBHs/A8++AAbNmzAzZs3TdZZsWIF3n33XZP5FLzhWn8mDZ//k8iOH+NsKUVeRW0QZoC7FX5eGAlrMzE+/isB39cZ2LshNuZiPDzcE4tGeMFSJsK17AqcSy2Bh40ZIr2sGx3QjTQsu0yF/Ao1Bnlac1pdLNt2hR0HZriPLezkEthbSDB7oCvCXGt7ETAMgxqdAWZi04F0u5veYMTbe2Ox9UImAOChYR5YcXcotYgnvUpigRKL110yCVLfMiHIAV/Pi2hwMGvScYxGBjHZ5TgcX4B/4grYMTgsJEI8PNwTOeU1OJ9awnZZv2WwlzW+vH8A3Kx7/wNQb6PWGfDDyVR8ezwFNbraVmr93SyxZKQ3JoU6Nvi7VaHSQSrm33YtDtsiu0yFb4+n4NeoLOgMteN4PTDEAyN8beFqJYNWb0RiYRWKKtWY1t+ZDcJczijFewfiYTQy8LYzR3GVlh0XDKhtKTgzwhULR3jRdY0QQgghpIMxDIMfT6Xio4MJDabItTITYe2DjaeU1RmMMBiZHp1KuFqjx2u7rrNBqrqEfB4GelojOqOMHYt2tL89ZkW4IqWoCpvPZ6BMpYNYwMcX94cj2FmBZ7df5YyRXJebtQxv3xWCiSGOjTYMyiqt7SFertIiv0KDmOxyRGeWsSnTLWUiVNTU/n+0vx2mhjkjxEWBi2kl2HohExmlKjw+xgcvTQqEUMBHalEV/o4twLR+TiYpbYurNHht13WcuFkEHg/QGxkYjAxcLKX4ZfHgNjW2is4sw9t7bsDOQoI7gx0xMcSRAkHtQMGbdroVvDl79iyGDx/Ozn///fexadMmJCQkmKxDPW9arqRKg8//ScT2i5nsj4RIwIPOwMDT1gxhLpY4cD0PQO0FsEipgUZvhFjAh4VUiFAXBR4Y7IE7QxyoYqULaPQGfPhnAtafTTd5bbS/HdxtzHAysQjZZTUY4WuLFfeENtpS2WBkoDMYu6yla36FGi/svIozySXg8YA3pgXjkVHe1MqW9EpFSg2+P5ECIwP4OdT2tPk7Nh9nkouhNzIIdVFg3eLBFLhuo1s9oHLLa5BXoUZueQ1yK2pQWaMDwwA1OgPOppRwWjAJ+DxM6+eMN6YFc1pX6QxGVKn1OJJQiBV7Y1Gl0UMuEeK9WWGYMcC1O97ebSk2twJLt0SzqQQGe1njxUmBGOJtQ78DHSyrVIUP/ow3GcerLrGQjzenB8PKTIwXd8aYtCgU8HmYMcAFS0Z6I9RFQZ8RIYQQQkgnO5lYhGe2XUFFjQ5Tw5ywZJQ33tsfh5jsCgj5PKy4JxQPDfNkl6+o0eHn02n45XQaNHoDBnvZYHygA+YONk1v29kupZdif0wuHBRS+NiZI8RFAY9/U+L/dSMfH/2VgIwSFYR8Hl6eEgh/BzlisstxJL6QE4S5I8gBr08LZp+xgdpUaM/viMFfsbX3thIhHxq9EZYyESI9rWEuEcLGXAxfBwv42VtgoKdVm+ondQYjtl3MxJf/JKJMpYNEyMcb04M5qeyA2kaESrUelmZtO8aZJSosWn8RqUXVEAv58LI1g52FBKEuCswY4Gpy733weh4+/ycRA9ytsHC4F+LyKvDW7lhoDf/dvzd0fjTEaGTYMTfJfyh4005tSZtWH41507yMkmrkVagR5CRHSbUWi9ZdRFZpbatyAZ+Hj+f0x72D3MAwDHQGhnJsd7Pr2RVIKlSiTKXD1axy/Hk9D4YGmmgI+DwsGuGFlyYHQioSQK0z4PVd17EnJpddXi4RwsfBAk4KCQqVGuSU1UBnMMJMXPsD+NQ4X0zr59zmsjIMg91Xc/DOnlhUqvWQiQT46oEBmBzq1OZtEtJTXcsux5L1l1BcpYWbtQyr5kVgIKWLbJWE/Eos23aF7UnTFLlEiLGB9pgY4ohxAQ7N3kBnlqjw7I4riP43tdrMAS4Y4WuHQmVtr9PhvnYY4G7Vp9OqHbiWh0vppXhyrC8nyNVZGIbBr1FZeGtPLLR6I5wUUrw+PRh393emgEAnO5dSgl+jspBVqkJOeQ34PB4CneRQafU4n1rKWfbOYAfMGeiG1OJq6AxGzBno1ugYdIQQQgghpHOUVGlQptLCz6G2Ea5aV5tWbc/V2h4rC4Z5YmqYE/6Ozcfuq7ls75C6fOzM8fOiwfC2Mzd5rTPsjMrCa7uuQ1+vTsrZUgorMzHi/x0D0VEhwTfzByLSy4azXHKhEsdvFiHEWYERfg33LjIYGazcH8c2ZB7lZ4fP7gvvlOeZihod9sbkYriPLSeI1KH7UOnw5ObLOJdaYvKan4MFZg5wwd3hLth+KQvfHk9pcBuTQx0R7m6Fv2/kIya7NgD21DhfvDQpsMEATXpxNZ7aEo0PZtGQFvVR8KYDDB06FIMGDcLatWvZeSEhIZgxYwY+/PDDZten4E3rFSk1eGrzZSQVVuGrBwZgfKBDdxeJNCGrVIUtFzKh1hkwJsAObtZm+OzvmzgUV5srNNBRjndnhOKTvxLYSsvWeHyMD5aM9MavUVn483oe5FIh/BwsEOFhjTkD3Rqt6Cyu0uCNP67j79jacoS7WeLzueHsjQghfVFGSTUe/uUiOwD7nIFueGVqINsLp0qjx6ZzGcivqMEdwY4Y4WsLUQenDmQYBicSi7DtYiZszMWYFeGGSE/rHtfKxmhk8OeNPJSrdOjnaomUoiq8/sd1qHW1rYjsLCRwsZLC2VIKZ0sZrM3EEPABPp+Hfq6WGOpt2+rGBHqDEauPJmP10aQG0xJYykRYNMILyyf497jj1R46gxHv7Y/DhnMZAACFVIh3Z4Ri5gBX1OgMqKjRoaJGh8oaPSxlIvjam7c7paXOYMQ7dVJl3hHkgC/mhsPKTNzMmqQzMQyDdWfS8eHB2lzfS0Z6443pwX06aEkIIYQQ0lsxDINvT6Tg079von6tsb+DBZ6bGIAgJzlOJhbhx1NpyCmvgaVMhMdGeyMqowxR6WXwc7DAnIGuuDvchb0XNxgZfPJ3AvZcycXd4c5YMsobzpYydts385X48VQqCpUaDPKwxhBvGwzxtmHvGRmGwddHkvDV4SQAwPhAe1ibiZFSVIW4vEp2TBmZSIDHxvjg8TE+7UrByzAM9sbkQm9gMCvCtdc/qzEMg8SCKhQpNSioVOPozUIcjitgxwSta8EwT1Sqdfjzeh50BgbPTwzA/8b7gc/ngWEYrDqSjC8PJwIA+rlaItzdEiHOlrgz2AEOCikuppXi8U1RKFfpEO5mid1LR1JDujooeNMBduzYgQULFuC7777D8OHD8cMPP+DHH39EbGwsPD2b7hIGUPCmrRiGgd7IdHilIuk6xxIK8dJv11Bc9V9qIYVUiDXzB6KfqyX4fB4KKtVILqxCYaUajgopXK1lkIkEqNYacPB6XrPjHd0Z7IivHxgA8zo/wgzD4M/r+Xhrzw2UVmshEvCwfII/nhzrS+PbkNtCabUWH/4Zj52XswHUdmMe5W+H/m5W2HohA8VVWnZZazMRHhzqicfG+LSqezvDMDiVVIwylRZTw5whFvLZoM1Xh5NwNaucs7yHjRnemB7M9norrtLg4PU8xOZWIi6vEvkVaqi0BugMRkwMccSLkwLh1YmttTR6A57/NQYHruWZvDba3w5f3T8AthaSTtv/5YxSrD6aDABwkEtQrTHgVFIRKv8dB+6u/s747L7wRnNHMwwDhkGHPDQwDIM/ruTgp1NpmBrmhCfH+bb7t1dnMOJqVjkS8pUoqFDjVHIxYv49J7xszdj0ZUI+z6SVHABIRXyEONemO3CxkmGAu1WDeaNPJxXj5d9i4GZthsfH+OCOIAfw+TxU1OiwdEs0TicXg8cDXpwUiKfG+vb6h6y+JKWoCoWVGgz3te3uohBCCCGEkGYcjivAc79ehZDPw8QQR0wJc8LYAAdOA5wipQaPb4rClUYa7UqEfMwb4oGHhnnggz8TcDShkH1NJOAh0tMGNhZiVKn1OJFYZLJ+pKc11j40ENZmYrzxx3X8GlX7vFu/x0eN1oArmWVIL1FhQrADjcfSQkq1Dn/dyMeeq7k4k1IMiZCPj+f0Z9N9Fyk1UKp18LE37RH02+VsvPr7Nc6zHZ8HDPOxRVR6GbQGI/q7WeKnhyPhQJ8HBwVvOsjatWvxySefIC8vD2FhYfjyyy8xZsyYFq1LwRtyOytSavDCzhicTCyCm7UM6xcPblXPl4PX8/DizhhUaw0Y6GGF+UM9IRLwEJdXiXVn0qHVGxHqosCKe0LhbClFZokKnx66yd4sBDnJ8fnccIS6WHbSOySk54rOLMN7++NMerx52pphmLctDscXoKS6NpBjKRPhgSHuEPH5UOsMGOpjizuDHRpsEZNUoMT/7Y/DqaTaQcVdLKWYN8QDRxIK2aCNVFR7Y16l1uPP63mo1tYOED+9nzNsLcTYcSmrwVY9twj5PDw0zBPPTwqAQtr2nMlavRE1OgMnMFVRo8MTm6JwPrUUIgEPQ7xtEJdbiWqtAY+P9sFzEwO6pReA3mDErugcvP5Hbbf/QZ7WWDLSG0O8bWAvl8BoZJBTXoOdUVn47XI2CpQaOMolcLaSwc/eAkHOcnjYmEEo4EPwb4oqe3nTAahylRZv/HGDHV8OqL1uPjjUA6eTi3EhrRSBjnIsGeWNO4MdTY5LlUYPc7EAPB6PDd5tvZCJsyklqNLoOcvKJUJ8ef8AjAu0x7fHU7DqaBLbIk7A58FSJoJCKkSRUsOeL3XdGeyID2f3g71cAoZhsP5sOt47EM9J2+liKYVYyEdJlRZKjR5mYgFWPRCBO0McW/15EEIIIYQQQv6j1hkgEvCbfFZS6wxYuT8OKUVVGBvggOG+tohKL8Xv0TlsCrNbJEI+lk3wx8nEIlxI46bV5fGAaWHOGOxljaiMMhxLKES11gBHhQTeduY4n1oKPg/4vxlhzY61Qlrv1viuzT1P1pVVqsLljDLE51fiYlopJ4g3JdQJX94/ADIxjVdeX68N3mRk1KbVcHV1hVDY9m5tPQEFb8jtzmhkEJVRhiBneZsqYfMr1FCqdfB35AZ9LmeU4fGNUWzlc11SER+Pj/bB0jv82jRYHCF9SUpRFfbH5OFadjnGBtpj3hAPiAR86A1GHI4vwGeHEpFcaDrGy53BDvi/GWFwsartvm40Mlh7PBlfHk6CwchALOBDIRNyevJIRXwsGOaJx8f4sjd6Kq0ea44m4/uTqZyK9v5ulhjjb88OKGkuEaJcpcVXh5PYllbOllJ8MLtfs+kza7QG/N/+OOgMRrw6NQh2FhKkFFXh0Q1RyCxVYUqoE+4f7I5L6aXYdD4D5SodLCRCfL9gEEb62fWo3p5nkovx5KbLUNYJfogFfM6gkC3B4wHhblaYHOqEhSM8YSbm3k9FZ5Zh6ZZo5FWoIeTzMHewO/66kY/SBq6pQG3Q79k7/TEj3BUZpSq8vus6zqWWwMVSimG+tojPU3IeyKzNRBjkaQ1nSxmcLKW4J9yFM45JhUqHaq0eCpmIDQABtedZanE14vIqkVteg4ySavx+OQdagxE25mL4OViguEqD1KJqAMDsCFfYKyTYej6Tc8ycLaX4aWEkBe8JIYQQQgjpZgzD4GxKCVYdScKFtFLYyyX48eFIDHC3AgDE5lYgqaAKpdVaqPUGTApx4oz5klpUhSc21Q6vANSmQ1szPwITgqmRVk+VWlSFvTG5kEtFWDzCi7IgNKLXBm/6EgreENJ5skpVeHvPDTZXJ3jAA4Pd8b/xftQVk5AWMhgZ7L6Sg4tppZCJBdDoDfjtcjZ0BgZmYgHu7u+CKf2csOFsOo7frA2q3BnsiDenB8PJUoqdUVk4eCMfoS4KTtCmvhs5FVi5Pw5m4tq8w8N9bBvNdXs6qRhv7L7OGbvn7btCYGlWGwAuqdJAyOfD0kyEkioNlmyIYtNy2VlI8PgYb6w5msymIavPy9YMa+YPRJhrz6zYTymqwqZzGTifWoKEfCU7n8erHSDz/sHuiPCwRmGlGtllNUgqUCIuT4mCSjUMRgZqnQGpxdXsel62Zvh8bjgGedrAaGSw5ULGv8EuBt525vj6gQHo72aFkioNPv37JpILqzDSzw4jfG1xIrEIWy5ksgOS+tqbI6usBtoGek6ZiQWYN8QDsyJcEeKs6LAb9Pi8Sjy34yrnWPB5wKtTg/DYaB/weDxUqnW4nl0BiZAPmVgAX3uLRtPOEUIIIYQQQrpHQn4lnBUy9tmupao0ery9+wZicyvx6X390d/NqnMKSEgXouBND0DBG0K6BsMwMBgZGteGkA6QWKDEa7uu43JGGWe+RMjHyplhmBvp3ullqNEa8Nmhm/jlTBoYpnZsmMUjvXEqqQjnUksAAMFOClSqdcguq4GVmQh2FhJOL6JBntZ4aXIgdl/JwcEb+fCxN8fjo30wKdSp1wyQXlGjQ7VGD4mQDzOxsMVdzQsq1TgcX4A1R5ORV6EGnwd423EDL9P6OeHjOf0hb6ZXpEqrx7oz6fjuRAqU/wbERvvb4e27QpBfqcb51BIopCLcP9idHYS0o2n0BhyNL4TeyMDGXAwvO3O4WsmaX5EQQgghhBBCCOmBKHjTA1DwhhBCSG9kNDK4kFaKPVdz8Of1PNjLJVgzfyCCnbv2t+xyRile+u0amyarIW7WMmxYMgSuVjJ8+Gc8Np3PwMwBrvhgdr/bvvdFRY0O/7cvDr9HZ7PzZCIBXpgUgEdGeTfa+6khZdVabL2YCU9bM0zv59yqdQkhhBBCCCGEEPIfCt70ABS8IYQQ0tsZ/x2rprvy1Kp1Bqw6koRTScWYGOKIWRGukIj4uJBairTiaswb4sFJ16bWGW77oE1917MrUKbSwsvWHC5WUuqlSAghhBBCCCGEdCMK3vQAZWVlsLGxQWxsLAVvCCGEEEIIIYQQQgghhJDbXGVlJUJDQ1FaWgpra+smlxV2UZluO8nJyQCA0NDQbi4JIYQQQgghhBBCCCGEEEJ6iuTkZAwePLjJZajnTSe51fMmKyuLet4QQlqsXKXFn9fzsOtKDrLLVBjuY4s7gx0xPsgBZmKKtxNCCCGEEEIIIYQQ0ltVVlbC3d29RT1vKHjTSWjMG0J6piqNHm/vuYFTScWQS4WwkolgZSaGlUwED1szPDLKG3KpCACg0RtwLbsC/d0sIRF27jgaOoMRP5xMxaojSdDojSave9qa4ZdFg+Frb9Hsti5nlGLHpSyIhXy4WMkQ7KzAuAD7Dh9kvFCpRkxWBcYF2kNE42gQQgghhBBCCCGEENKk1sQNqBk3IeS2kVFSjcc2RiGxoAoAUKTUmCxzJL4QG5YMgVZvxGMbo3A9pwIOcgkWjfTCg0M8YWkm6tAyMQyDi2mlWLEvDvF5lQCAICc5Hhjsjn5uljiWUITfLmcjo0SF2WvP4ou54Sit1uJkUjGcLaVYOt4PlrLaMl3JLMOXh5NwMrHIZD8Tghzw8b39YWchMXmtoTIBaDLYcyWzDI9tjEJxlRahLgp8PKc/wlwt2fU7OlBECCGEEEIIIYQQQsjthHredBLqeUNILYZhkFmqQmm1Fv1cLSEU8FFRo8O3x1NwMrEIMwa4YP5QD7a3S0dQqnU4l1ICHo8HqYiPvHI1LqaX4lBsPirVejjIJfhoTj+Yi4Uor9GhXKVFabUOP55KRWm1Fj725qhS61FYL7gjEvAwzMcWE0McMTPCFYpWlLl+QKOsWoutFzPx2+VspBVXAwCszER4+64QzIpw5SxbXKXBoxuicDWr3GS7jgoJnr0zAP/EFeBoQiEAQMDnYXaEK5wspcgqVeHP6/nQGoyws5Dgg1lhmBjiCB6PB53BiL9u5EOrN2K4ry1szMXYGZWFH0+lwWBk8Nq0IEzv5wwjA5xOLkZKYRXs5BJU1Ojw3v44Tg8hAZ+HQEc58ivVKFdp4Wwpg6etGSK9bPDIKG82wEQIIYQQQgghhBBCyO2qNXEDCt50EgrekL5AbzAiqbAKVRo9arQGBDsrYC837blhMDK4nlOBICc5pKLa9GL5FWp8+vdNnE4uQkFlbRDE2kyE0f72OJVUhDKVjl1fLhXiqXG+eGqsb7t6bFSodFh3Ng3rzqSjokbX4DLh7lb4YcEgOCqkJq8lF1Zhwc8XkFehBgAEOFrg24cG4WpmOX48lYqEfCW7rJ2FBK9PCzIJtNSXVarCO3tjcTKxCAM9rXHvQDdklqqw7kwaqrUGAIBMJMCMAS54cXJgoz1j1DoDXtgZgwPX8hDqosDYAHscvJHPBn4AgM8DZg90w7I7/OFha8bOj8+rxPLtV9geR6P97XB3uAu+O5GC1KL/1peK+FDruCnbIjyskFtew36Gdd0Z7IC37grBJ3/dxIHreY0eA2szEZ4e5wd7uQT/z959R8dVXQ0f/k0fTVfvvUu23Ds2pncwLZTQExLetDckX3oljSRAypsESAih9xo6phgb914kWbZ6b6ORpvd7vz/GHiwkuYCNZXOetVgsX906mhnde/bZe/c4/Zj1Gq6YmUOC9tiWohMEQRAEQRAEQRAEQRCEyUQEbyYBEbwRTjSyLCPLoFTGAhF7+tx866lt7On/KGBh0Kr44XkVXDcvP76eLxThG09u4/2GAYpTjdx15TRkWea2x7fGy5JpVAoSNCpcgUh8XyVpJi6bmc0LW7po3hdAuGp2Lr+7bCoq5ZEFcIY8Qf69upXH1rXjCcaOkZuUQLJRRyAcxZKgYXZ+InMKkzilJOWg/Vm6hn1899kdZNkS+NUl1aMygpoHPbxb388zmzpp2Rc0mVuYxK8vmUJ5hnnUfsJRiQdXt/KXd/eOCYjsV5Vp4eZFBZw3NROT7vCqWHqDEYz71vWHovzpnT08tbGTs6vS+eYZpRSmGMfdLhCO8tf3Gnnww1ZC0Y/OJ8moJS/JwM6uESQZsm0JfGVJEcO+EPd90BzPrkk0aJhbmMSIL8yIL8w51en875ll8d/V1o5hhr2xjBubQUOv00/TgId/f9hK44BnzPlkWvX88LwKLp6WNW7wq77HxYo9A1w1J/ewSr0JgiAIgiAIgiAIgiAIwmQngjeTgAjeCCcShzfEVx+L9XdZUJRMSZqJR9a1E4pIGLQq0i16IpJEp8MPwOz8RK6YlUNlpoWfv1LHjgPKeSkVsRJa4ahMebqZn19Uxaz8RNRKBRtbHaxqtFOUYuSymdmoVUokSebJjR38/L+1SDKcNyWDv1w9HZ06lpUhyzJ7+z3kJRnGZGr0uwL8a1ULT2xojwdIKjLMfOP0Es6bknnEQaDDFYxE+feHrfzt/UYCYQmVUsEtiwq4dl4+2bYEdnU7+clLu+KZOvMKk/ju2eVsanPw6o4eErQqvrqkmHOq049Kb5gj6THTPuTld2/sZm3zENfPz+e2pcVY9BpcgTAdQz7KM8zx4Fanw8crO3ooSjFyemVa/HdyJCJRiee2dPH0pk4SNEoyrQlsbHXQPRJ7Ly0uTeEvV00neV+Axh+K8pf39vLvfaXb8pMNPHrLXPKTxw9KCcKJYGfXCJ5ghPmFyfHAtyAIgiAIgiAIgiAInz8ieDMJiOCNcKLoHvFz/YMbRpXP2m9peSp3XTGNVLMOSZJ5YkM7v3+zIV7uaz+bQcOfr5rOq9t7eHFbNxALwtx95bR4lsihvFXby7ee2k4oKnFKSQr/vH4Weo2KX75Sx2Pr28m06vnpBVWcNyWDrR3DvLC1mxe2dMWzSGpyrHzz9FLOqEj7zAZHu4Z9/OrVepbX98eXKRUg7ftWTTRo+PH5lVwxK+eoBGmOpiMJ+BxtgXCUf3/Ywt9XNBEIS2RY9Pzo/Arqely8uqMnXrbOrFPjDkZINmr5n6XFNPS56Rnx84XZuSybkX1czl0QjsTWjmH+tHwvq5vsAJSmmfjaacVcVJOF+iAZgIIgCIIgCIIgCIIw2Q15gmxuH2ZXl5O2IS82g4Z0s575xcnMKUg63qc3aU3q4E0gEGDz5s3U19fT0dGB2+3G7/djNptJTEykqqqKefPmkZ19Yg/MieCNMBlIksyefjcmnZrcJMOo5fW9LtY02XloTRt9rgCZVj2/u2wqe/vc7OxysqA4mS/OyxszwN894ufpjR1saHWwvXOETKue/9w0h+JUEwBrm+wMeoITlsM6mDVNdr7y6Ga8oSjTcm1k2/S8satv1DpmvRr3AeXX5hQk8s3TS1lcmnLcghErGgb4y7t72dPvjmcAXTErhx+fX0mSUXtczulEsLffzW2PbxkTOMyw6Pn1silMy7Vy80ObqOtxjdn2i/Py+PlFVZ8oG0gQ9pNlme4RP1q1kkSD9qAlFQ9XVJJ5p76fh9e2sr7FAcRKR+rVKtz7yjouKErm/utmYTVoDrYrQRAEQRCOoqgk89zmTlqHvNy6uOiYlebd3eviW09tI8uWwB0XV1MwQVljQRAEQZjsJElmyBsiIklEJZlMa0K8ys1/t3fzgxd2Ttgq4BcXVXHzosLP8nRPGJMyeLNt2zZ+//vf88Ybb+Dz+Q65/vz58/nGN77BNddc8xmc3fjuvfde7rrrLnp7e6muruYvf/kLixcvPqxtRfBGOB5kWabD4WNXt5P1LUO8Wz9AnyuWxVCebmZeURKtdi87OkfG9J959Ja5ZNkSjuh44aiEAo7qDPIdnSPc9NBGhn1hIDbo+YfLa2gf8nHfymZCEQmTTs3ZVel8YU4u84uSj9qxPy1ZlhlwB5FlyLDqj/fpnBA8wQg/f7mWlXsHOaU0hXOrM1hanhYvkecOhPnZy7UMeUNMz7URjEg88GELsgzVWRa+e3YZp5WnTbrMJmHy84UifOup7by7+6PMOa1KiVIJRq2ab55ewk2HeaPZNexjbdMQa5vtrGkeivf7UikVXDYjm2+dUYrVoOGxde3cu6IJbyhKSZqJh26aMyqwvt+AO8A/3m/CH45yWnkai8tSD7svliAIgiAIY9XuK2u8o8sJgEWv5vvnVnDN3LyjWmp5c5uDWx7eFH/W0qmVfOuMUqbn2jDr1ZSmmceUghYEQRCE48kVCGPRj55YGIxEeXFrN/evbKZ96KNx/Eyrnuvm5+MJRrjvg2YAilONzMpPpCTNhDsQYXevO/6c/a0zSrn9zFIxZvMxkyp4I8syt99+O3//+9/3NUQffTiFQjFm2f7lAEuWLOHRRx8lNzf3WJ7mGM888wzXX3899957L4sWLeKf//wn//73v6mvrycvL++Q24vgjfBZe2NXL3e8Wke/KzhqeYJGRSgai5AfyKhVMb8omUUlKVwxO2fMF/Xx1DTg5sb/bMLpD3P/dbM4pTQFgD5ngLYhL9Nzbeg14qHn82rFngG+/fR2nP5YgK8iw8zPLqxiUUnKcT4z4UQx5AnypUc2s71zBKUCZGC8u6GD3Wg29rt5dF07K/cO0uEYPSkl0aDhmrl5XDc/f0xQvL7HxS0Pb6LPFSDZqOUH51Vw+cwcVMrY/dArO3r4xSt1jOwLYAMoFKBWKlCgoDLTzJ+umh7Pdux0+NjRNYJGpUSvUTErP1EEegRBEASB2OSKV3b08E59P9s7R5DlWFneTJuevf0eAKbl2vjtsilMybZ+6uMtr+vjW09vIxCWmJWfSIJGFS+dul+KSccjt8yhOuvTH08QBEEQJhKOSvSOBMi06dGolHQ6fLywtYvGfg/fOqOU8gwzkajEj1/axbObu7h8Zg6/WTaFBK2KN3b18uvX6uMl7SH2PAoQ+djY4ldPLeL751SMmgghyzJ/e7+JP72zF4Dr5+fzq0uqRQDnAJMqeHPLLbfwyCOPIMsyRqOR+fPnk56ejtPpZMOGDdjtdnQ6HXfeeSelpaXs3LmT1atX8+677xIOh1EoFBQUFLBixYrDCpocLfPmzWPmzJncd9998WWVlZUsW7aMO++885Dbi+DNxI5nr42TkdMf5pev1PHSvl4zWpWSykwzNTk2Tq9MY0FRMoFwlBV7BtjZ5aQ41cT0XNuoxvSTUTASJRyVxSCkMK4Bd4AHP2zl8fXteENRlAr42YVV3LSwYFJ/v7xV28eqxkFuWJBPRYb423A8dDp83PCfjbTavVgTNDx442xm5CXi9IcJhKNIssxLW7u5Z9+N5tVzcrlxYQEVGWZcgQjrmu08u7mL9xsG4vtUKRVMz7WxsDiZBcXJzMpPPGhJvz5ngFse3kR9b6wkYGWmhdzEBGq7nfTsu0GuzrIwrzCZ9xv6aRsaHRwy69T87rKpbOsY4dF1baNuoDOtev5+7Uxm5ScetddMEARBEE4045VyuWhaFj+7IFbW+PH17dyzfC/uYASlAq6bn8+3ziiNl1Jb22xnRcMApWlmFpYkk5P4UaZs04CHB1a1YPcEuXBaJkvL0rh7+R6e2NABxPqG3vfFWeg1Sp7f0sVzW7oY8YXodwVx+sOY9WoevnnumL/V/a4AiQYtWvXkfUYTBEEQJh93IEwkKpO4r2z/1o5hvvXUNrqG/WhUCrJsCaOyZ/QaJXdcXM079QOjKlFUZJgpSDbyVl2sfUG6Rceti4u4dl4eBq2aQDjKG7t6eWRdO80DHn51STWXzcyZ8LweW9/Oz/9byzdOK+G7Z5cfo6s/MU2a4M3bb7/Neeedh0Kh4MYbb+TPf/4zVutHM0zC4TB33303P/3pTzEYDGzdupXS0lIA7HY7v/jFL7jvvvtQKBQsXLiQDz/88Fid6iihUAiDwcBzzz3HpZdeGl/+v//7v2zfvp2VK1cech8ieDO+xn43331uB38+YNbw4RryBPnTO3sx6zXctLDgiMtSdY/42dvn5pTSlEkdtDhcA64AD61t44n17bgCsYeOry0t4Runl4isFOFzw+kL8+vX63l+SxcA18zN5RcXVU+6z4AnGOGXr9TFz1OpgKvm5PGds8pINccGCXyhCD99uZZAOMrtZ5ZRmm4+nqd8UqrtdnLTQ5uwe4Jk2xJ45JY5lKSN/zo/tq6Nn/23Lv7vFJMWhzfE/jiJQgHnVGXwhTk5zC1MPuJAczAS5ZG1bfzt/aZRfby0KiVfP62Er51WjEalRJZjNYbDUQlvMMqPXtzJprbhUfuqzrKgUyvpGvYz4A6iVir4ypIivMFYynpxmpHbzyojzSzKOQqCIAgnt2Akyp1vNPDw2jYAZuTZuGxmDmdVpo95fhxwBfjN67t5ZUcPEKtY8MV5eTQOeFi5d3DUumlmHQUpRvQaFR82Do7K2FUoPsrgvWVRIT88r2LcAIwrEOaWhzaxuX0Yg1bFb5ZNYdn0bMKSFD/nZKOWy2Zmc+mMHMozzEe1pJsgjGdXl5Ofv1JLMCwxuyCRuYVJnFmZPumep462PmeAlXsHOHdKJtaET1aFJByV2NjqoGnAw8LiZPH8JnwqgXCUqCSToFGhPMR3vz8UpXvER12Pi1d39LJy7wARSWZOfhIVmWae3NBBRJJH/X0CWFSSjCTBupah+LL95T0fWtOK3RMCYlk2X1tazNdOm3h88XAn5u/oHKEmxzqpJ9keD5MmePOFL3yB559/njPPPJPly5dPuN7tt9/OX//6Vy6//HKee+65UT+7//77+drXvoZCoeC5557jsssuO1anG9fT00N2djZr1qxh4cKF8eW/+93veOSRR9izZ8+YbYLBIMHgR+WqXC4Xubm5InjzMdf8az3rWoaw6NX844szWVyaOu56u7qcvLarhySDlqXlafS5Avy/53bE+whoVAounZHNFbNymZWfeNCb2u4RP/9Y0cRzmzsJR2Xykgx88/QSLp2RfVR7tXxWhr0h/r6iicfWtROKxmaSlaSZ+MPlNWKmtfC5JMsy//6wld+9uRtZjs0W+evVM0gz63hhaxdrm4fGpPZqVQpOq0jjkunZRzW7q77HxZ/f3csZFWlcNScXhULB1o5hvv30djocPpQKmJWfGB98txk0/O7SqSwqTuGWRzaxpT22XKVUcN28PK6em0dZunlMCvKDq1v5YM8g3z6zlNkFSUd8nlFJRqngc3UDtbrRzlcf24w3FKUy08LDN88h3XLwYMaKhgGe2NDO6iZ7fOZucaqRpeVpXDc/n8Kj0IB42Bvimc2dqJUKpmRbqc6yYD5IGctQROKOV+t4YkMHZekmfnpBFUvKYn9LPcEIP3hhJ6/v7B2znVmn5vazyrh2Xt5J/zAuCIIgfP4Me0M8saGdR9a1x58Zv3FaCbefVXbIAMiaJjt/eKuBnfv64UBs4Oq8qZl0D/vY0eUcU4L6nOp0KjIsPL+li+4RP+kWHfdcOT1e7nkivlCErz62hQ8bY+XUpufaiEgStd2uMevqNUoqMixcNjOb6+fnf67u24RPps8ZGzdRqxT8/rKaeMBSlmXah3ysabazo3OEkjQTF9ZksaNzhNuf3T6m2XiKScuNCwpYNiObbFvCqIFkbzDCpjYHdT0upuXYWFSS/Infm5IkU9vjHNMLKhCOolMrD2u/gXCUB1a18NyWLr4wO4evLS055MD3js4RvvTIZuyeIJlWPX+4vCZ+P/1xm9oc/Pb13UQkiQyLHptBS1SS8YUibGh1jCp1XJZu4qo5edywIP+kmDAsfDZkWebhtW38/s0GgpHYZzFBo8KoU2HUqVlYnMK3zywl3aJndaOd37xeT0Of+5D7vbAmk99eOhVPMELroJeCFAM5iQaikszf32/iL+/txaRT8+CNc5hbmES/K8APXtiJLxTlFxdVifKex9ikCd7k5+fT1dXF888/PyqD5eOampooKytDq9XidrvRaEYPWpx77rksX7583ODOsbA/eLN27VoWLFgQX/7b3/6Wxx57jIaGhjHb/PKXv+SOO+4Ys1wEb0YbdAe57fEtbGkfRqVUcO2+BpHeYASVUoFGpWRnt5MdnSPjbl+SZiLJqGVjqyO+LNWsoyjFyIA7iN0TJMOipzDFiEalpK7HOarcjEGrwheKAlCaZuKOS6pZWDy5+2R82DjIUxs7kGXQqpW83zAQn6U9Oz+Rrywp4szK9EPeoAjCyW7FngH+37M7GPKG0KqUoIgNdB+MUaticWkq1gQNZr2aZTOyP3HN8y3tw9z80MZ4g9ql5anUZFv5xwfNRCWZbFsCf75qOnMLk9jU5uAX/62Ll81KNmoZ8oaw6NXMLkgaVZLLrFezqDiF25YWU5Nt5Vev1cdnkyoU8OVTCvmfpSVY9OpDBqRb7V7+/M5eXt3ZQ3Gqia+fVsxFNVmH3G51o51/r27BE4gQkWSikkxkXwDo6rl5XDcvb1IPKLxd18c3n9xGKCqxsDiZ+6+fdUR9vgLhKLu6nWTbEsb0sDleep1+0sz6MQNSsizz5MYO3ts9QGGKkdI0E09u7IgPSNkMGi6fmXPUgk+CIAiCcLT4Q1H0msMbsD1wmwdXt3DfB8149z3nZVj0/HrZFM6qSj/s/ciyzAd7BvnXqhbSLTq+fWYZBfv+TnqCEZoGPLQPeRlwBVlSlkp5RmyGfVSS2dkVGww/2OSLA4UiEg982MI/VjTFn01tBg1/vLwGpULBM5s7Wd1oxx+Oxrc5szKdu6+swWbQHvY1CZ8vtd1OvvTIpngP3BSTjnu+MI1Oh49H17XF+zyN59SyVK6YlcPWjmHeru2Ll/GF2Kz87MTY/W8oItHnDIyaGFeUauQLs3OpyrRQnGYiy6o/rM/w2mY7v3tjN7XdLlJMWm5dXMTUbCtPbOzg7do+puZYuefKaRRNULFlf/mme5bvpXvEH19+bnUG93xhGsZxJuiFIhJv1vbGSyqqlIp4YPbGBfn87MKqUc9F/93ezfee2xmfNDueJKOW8nQzm9sdhKOxfZWmmbjj4mrmFyWLcRphXLGe8BCWJH76Ui3P7avQMZEEjYoZeTbWNn+UMWPSqclNMnB6RSoXT8vGrFfzxq5eVjfZOX9qJlfOyjnoZ7HV7sWkU8crgQifrUkTvNHr9YTDYbZs2cL06dMnXC8SiaDValEoFDQ3N1NQUDDq508++STXXXcd+fn5tLa2HqvTjfskZdNE5s3hC0ai/OjFXby4tXvCdbQqJWdXp+MJRljXPEQwInHDgnx+fH4leo2KLe0OnljfwTu7+0eVm5nI/KIkbj+zjKk5Vh5b1879K5sZ3jdD4uJpWXzrjJIJS+ccL05/mN++Xs+zm8d+iVdmWvjReRUTzg4RhM+rQXeQ7z+/gxV7YqUuqrMsXDYzB9u+VPj99y4D7iDPbu6kZdA7anu1UsH/nlHK/ywtPqLMvLVNdr786GZ8oShl6SbahnyjAkcXT8vi18umjErJD0Uk/u+9Ru79oAlJjj1gPfaluVRmWljbZOf+VS1saXPEByIAilKMtNhj57yoJJk1TR/dvEEsCPS9c8q5eu7oHnEOb4i7l+/hmU2dY2aOFqUY+ccXZ1KZGftbFYlKdDh8JBm1GLRq7lm+h3+uajno9X9xXh6/vLj6uMww23/jO96DkSTJvLy9m+89v5OoJHPelAz+cvX0g/ajORlFJZmnN3Xw9/eb4k0ntWolf7h8KpfOyMEbjHDvB030jgT4/rkV8VmaUUmm0+HDE4wQjMQylgxa0YdMEARBOLr6nAF+8Uotb9f1k2XVs7QijQumZrKoZPQkO0mSWV7fx+PrO/AEIxh1KpoHvPS5Yn/bKjMtfHVJERfUZJ4Qs94HXAH+8l4jI74QP7uwikzrRxNEopJM25CX93b3c/fbewlFJbKsepbNyGZRSQqzCw7eX0/4/IhEJZ7d3MWvX6vHH45SmmZCpVSMmZmvUSmYmZfIjLxEtnYMxyfE3rKokB+fXxF/9glHJd7Y1ctDa9qo7XaOqWAAkJuUQFWmhTVNQ3iCo8dj0sw6FpemMjPfRlSS8QajTMu1xifNugNhvv/8Tt6s7Tvktek1Sn58fuWozLMBd4D7PmjmpW3d8ayXTKuei6dl8dCaNkJRidI0E7+6ZAoLipMJRqK8uLWbV7b3sK1zOJ5ltLQ8lT9eUcO9K5rjE+POqU7nr1fPIByV+PuKJv65MvYMdG51BlfOzqHPFcDpD6NRKtGoFJRnWJhTkIhapcTpD/PKjh7+8s5ehryh+GueatKRatGTbtaRadVz5ezcTzxZUDg5PLYulmVz4HO+UgE/Pr+Sa+fl4QtF8QWjeEMR+pwB/u/9RrZ1jMTXu2FBAV8/rYQUk3ZST6AUDm7SBG+Sk5MZGRlh+fLlnHHGGROu19/fT2ZmJgqFgra2NnJzc0f9fNOmTcybNw+9Xo/P55tgL0fXvHnzmDVrFvfee298WVVVFZdccgl33nnnIbcXPW8OTpZlXtrWzfbOEUw6NUadGlmWCUdlbAYNF03LijeLDISjBMMSVsPYmUyhiMT6liGGfSHSLXqSjVp6nQFaBj2EohKVmRaqMi0km0ZHkp2+MHcv38PjG9rj9R/nFyVx6+Iizqg8/Blan4TTH8aiV0/4Jdvr9PPkhg6e3NDBkDeEQhEbGC1PNxMIS+QkJnB2dYaofywIE5BlmRV7Bkgx6ZiaPXFtVVmW2dDqYHevC18oyvbOEd6pjzXrm52fyH3XzTrkLJRIVOLeD5r563uNRCWZxaUp/PP6WXQN+/ne8ztps3u54+Jqls3InnAfW9qHeX1nLzcuzCc/eXQmRCQqUd/r4pG17by0rQtJjgWY7r5yGstmZPN+Qz+/eKWOTod/1HZfmJ3DT86vYsgbZHWTnXuW78Xpjz3cnF6RxteWFrOh1cGDq1txeEOYdWruv34WOrWSn7xUy57+2MOeRqWIzyC7Zm4ep5aloFIqUasUqJUKtneM8Kd39yLLsWDS36+ZGW+SeLQ8tbGDl7d1U5RqoirTzIy8RKr2BZpe2tbNn97Zi06t5D83zaEgxYgsyzy6rp3/bu9mT587flN8+cwc/nD51BOyXObREpVkVu4d4IFVrfE6x1fMymFtkz0+wzLRoOEPl9cw7Atx7wfNoxpbplt0PP6leaKetyAIgnBUhKMST27o4K6394wZAIbYPcsvLqpCgYL3G/p5YkMHjQNjsweybQl8/9xyLqrJOilnudd2O/n6k1tH/U3OtOr5/eU1nCom850UgpEoOzqdJBk1RzSp9L3d/dz5ZgNN+z4Xi0tT+McXZ6JWKvjRi7v47/Ye8pMN3LCggCtm5YyaSNYz4sfuCVKTY5tw/5GoRM9IgK4RHyqFAo1aSZpZR06iAYgFYl7a1s3qRjstdi9tdu+4wR6I9Sa9ZVEh33hyG3v63aiVCr44L4+vn1bCqkY7965oos8V4OJpWVxYk8V9K5viE9UumJrJH6+ooW3Iy5cf2RyfjJRp1fPFeXl86ZQiErQqtrQPc9vjW+KlE5eWp7K3zz0qkyjRoOELc3L53tnl8eeCA7P0p2Zb6Rz2xQNDX11SxA/OrTjs75b9Y01Pb+qIP0cdSKNS8KPzKrl5UYEYeD/GJElGhkkzdibLMn97v4k/vbN31PJko5Y/XzV9wsnZsizzxq4+VjcNcv38AqqyxBjzyWDSBG9OOeUU1q1bx1e/+tVRQZCPu/fee/nGN75BQkICTqcTtXr0rM79wRubzYbD4ZhgL0fXM888w/XXX8/999/PggUL+Ne//sUDDzxAXV0d+fn5h9xeBG9ODLu6nPzf+428t7s/3oT6kulZ3HFx9VFPSR9wBfj9Ww28uLWbabk2fnPJFKbmfDTjwhuM8Ie3GnhiQ0d8ZnxhipE/XlHDnE/Q00IQhCMjy7EsjZ+/XIc7GCEvycCjt8yNl8z4uO4RP996alu8T83F07L44xU1o/qJRCX5qN0stgx6eGZzJ0vL0lhQnDzqZ6GIhDcY4cmNHdyzfA/jPTNVZJj51SVTmFv40feJ0xfmK49tZkOrY1TZgAODNtaE2GD+uVMyxj2vd+r7+d+nt+ELRcm2JXDvF2eSZtHx+Pp2artdzClI5JzqDErSTEf0gCLLMvd+0Mxdb4/tM5dk1JJo0NB8QOZUqlnHv2+YzQMftvDaAT1ftGolNy8sOKKHrpOdJMnc884e/rGiOb4sJzEBs17D7t7RNfd1aiU2g4ZAWMLpD5No0PDILXMP+qAvCIIgCAcjyzLL6/v5w1sN8SzoGXk27ri4miFviOV1/Ty/JdavVKlg1H2NWa/mxgUF1ORY8YYiaFTKz0VzdW8wwpu1faxtsrOq0Y7dExucvnpOLj+9sOqo9nA8UofbtPrzbkfnCCv3DqJWKdCrVfjDUQbdQVrtXja2OuJl8q6Zm8cPz63AoFPFJ5lNz7WNeo/LcqxnxT37BoETDRq+cXrpmF4rPSN+Miz6z+weOBCOsqV9mFWNg+zpc2PQqohKsc/7gSOPqWYdD9wwm+m5tgn3JUmxPiB3vrmbcFSmKNVInzOALxSlONUY7/v48WcthzfEn9/ZyxMb2uPfHekWHV86pZDTytMoTjWN+3qsbbJz66Ob4xO/ilKNfP+ccs6dkvmJXotQRMLuCdLvCjDgDjLgDrJyzwDv7o6Vxz6zMp2fXlBJQYqRIU+Q376xmw8b7Vw6I5ubFxWMysQTjowrEObRtW38e3Ur4YjEtfPyuOWUwsN6TfcPkR/t7zRJkvnN67v5z5pYNalvn1nK9fPzkQGLXoNW/fmdYPh5NWmCN3/4wx/40Y9+hEql4j//+Q/XX3/9mHXWrVvHeeedh9vt5rzzzuO1114bs87jjz/ODTfcQEVFBfX19cfqdMe49957+eMf/0hvby9Tpkzhz3/+M0uWLDmsbUXw5sTSM+LnoTWtPLi6FUmO/XH/v6tnMK8o+dAbT0CWZWq7XdT3OqnvcfH8lq5RaZEKBVw2I4cZeTbMejX3LN9LhyM2m2peYRI3LizgrKr0EyLlXxBOJq12Lzf8ZwOdDj8pJi0P3jiHaR97sGjoc3HjfzbS7wpi1qn51bJqlk3PnhQPrqsb7Xz7mW3YPSEMWhV5SQaumZvHF+fljZt1EoxE+X/P7eTVHT1AbBDgB+dWkKBV0esMkGHRj2ogOp6GPhe3PbaFtiEfGpUCSWZMebbKTAs3LyrgkulZo8p8uANhXt7ew9KyVHKTYrP4ZFnmD2/t4f6VseDCjQvyMerU1PW42HxAKTmzTs1XlhTx+q7eUaUh1EoF3zunnNMr0ihMMX6us20O5pUdPfzfe42cVZXOt04vRamE37/ZwENr2kg16/jqkiKunZeHQatm2Bvipoc2sqPLiUmn5q9XTz/mmaqCIAjCiU2WZd6s7aOux8lXFhdjNWgIRST+33M7eGXffUeSUcvtZ5XFe6Hu1zzo4Rf/rWN1kx21UsHsgkTOrEznC3Nyj6hv3cnIH4ryx7djf68h1iT9gRtmj8ng/izUdjv58iObUasUXDojm0tnZE/Yo+SzZPcE+dt7jWxodfDj8yuPa7nx7hE/f3yrgf9u7znoeokGTby0uzUh9lnZH9DRqpXMKUhkYXEKp5Sk8MqOHh5cHRsEvnlRAbefVTapPxdrm+x897kd9DoDVGSYefCmOWQfZh/JLe0Obnt8azyb5pSSWHbRgVlE49nT5+ahNa1UZ1m4cnbuYQV4d3U5uX9VM6eVp7Fs+qH7gh6p/RUCfvv6bkLRWM+ds6vSWdcyFM/0gdizzJWzc/j+ORVHvarByWhXl5MHV7fQOuQjEIrSPeIfk82pVio4ozKNS2dks7AkhUA4issfpmXQS+OAh8Z+N3v7PTQPetBrVJRnmJmSZeXLiwtH9Tx1+sOHfO99XCQq8cMXd/H8vr42v7ioipsXFX76CxdOaJMmeON2uykvL6e/P1aGZtGiRZx33nmkp6fjdDpZuXIlr7/+OtFoFKVSyQcffMApp5wyZj9XXnklL774Itdccw2PP/74sTrdo0oEb05M2zqG+e5zO2gZ9KJVKfnTVdO4sCbriPfjCoT57rM74iWY9puea+N/zyzl5W3d4968ZdsS+MPlNZxSmjLmZ4IgfHYG3AFu+s8m6ntdqJUKvn5aCV8/rQSlAlY32fnmU9twByKUpZt48MY58aDDZBGJSniCEawJmsMKKEmSzOu7eslLMowJVB0uVyDM/3t2B8v3fe/NK0zijMo01jUPsaZpKN7oM8Wk4/vnlHPl7BzsnhA3/mcj9b0ukoxaHrl5LuUZZn704i5e2Bq7uf3J+ZXcuqQofpxwVGJbxwhtQ17OqEgj2aRjxBfbz44uJykmLfddN0tkLH4KPSN+kk3aMbX0PcEIX35kE+tbYlnQNy8q4IfnVYia+4IgCJOYLMu02r3s6nbSPeKnzxkgyajlkunZFKYYaRpw89i6dnb3udGplSRoVMzKT+TSGdmkWfRIkkyP00+qWXdE3/d9zgA/fXlXfJZ5ti2Bu6+cxr9WNbNizyBqpYKvnlrEbacWY55g0FmWZdqGfCSbtJN6YPp4Wd8yxP8+vY1+VxBrgoZ/XDvzM32O3Njq4EsPb8L9sUHSq2bn8uMLKscd4BzxhWga8NA25MOkU5GTaCA/2TDhe+BIBcJR/rmyhX+tao5P9tGoYiWHL5k+cRnjI+ELRdjUNkz7kJczKtPHBCFkWeb5LV28sauXxgEPXcOx8sYKBZxdlY5Zr8EfjmLQqEg168iw6plTkERFhpmNrQ5+9NKueEaaNUGDXqOk3xUccx4AP7+wiltOOTEGgZ3+MOua7SwpSz3iHooDrgC/fn03uYkJ3H5W2Qk/wbWux8ndb++J92mF2ES3mxbm8+LWbjbs60eUZNTyw3MrKEk3EY5IFKWaPvfN5cNRidVNdnpG/Lj8ETa0DvHBAa/jfiVpJr55egkWvYZ/rmqOP78cqUSDhj9dNZ2SVBO/eb2et+v6OW9KBndfOQ3jARmPA64AP9834SDLpqcwxUhRqonCFCPv1vezvL4flVLBXVfUcNnMnE98/cLJY9IEbyCWWXP++efjdDrHHUDaf/g777yTH/zgB2N+3t/fT05ODtFolAcffJCbb775WJ7uUSOCNycufyjK7c9s5626PhQK+NbppZxRmUZpmnnM7HNZlulw+OI3b+kWPUlGLX98q4G2IR9alZJ5RUmUpZuZU5DE2VXp8RTdDS1DvF3XT/uQl+4RP3MLk/jeOeVH7cZVEIRPxx0I873ndvJWXayZZrpFh9Mfjje5nFuQxAM3zB63H9fnlSzLvN8wQJYtgcrMj/72OX1hntrUwSNr2+I1qheXptDh8I2q327UxmY5be0YQaVU8NtlU7h6bt5hHXt/OZHFpSmkW/RH98KEuGAkyh/f2hOf7VmWbuI7Z5VxdlWGKEsnCIIwCfQ5A7xV20v7vr+xOzpH4s2zP64oxUiL3Tvuz1RKBaVpJjocPnyhKCkmHT+7sJKLp2WN+1y/rnmIP77dwK4uJ0qFgqgsE5VkNCoFKSZd/O8/xJqQ33/dLJaWpx2di/4c63cF+OpjW9jeOYJSAT+5oIpbjrCXxsZWB//+sIXKTAunlKYwPdd20MHxUETi5W3d/PyVWgJhibmFSVw7N4+XtnWzcm9sEDXNrOPbZ5ZRnWUhyajlzdpent/Sxd7+sT2LdGolP7+oii/Oi5Wn94UibGh1MOwNMeILU5Zujgel/KEov39zN32uAD+7sCreewXg3fp+fvlqXTxYUpNjJc2s593dsYlFsfdubN2r5+TFyxB7gxHeqe9nflEyGdaJ7yF397r4/ZsNrG22x8sLa9VKbl5UwK2Li0g2ahl0B/n+CzvHDCbPL0ripxdUHVaj+mAkysZWB+kWPSWpJhQKaLF7WdNkZ3WjnXUtQwTCUe68rIYrZolB4BPZ9s4RHl3XRnWWlRsX5MczfTa1OfjJS7vGfF506th352kVabgDYX78Ui0rGgZQKRXo1EoKU4zMLkhkflEyi4pTTqp7816nn6c2dPD0pk4G3KODmUoFXDI9m/OmZGDUqbHoNVRnWUZdf0Ofi5e39fDf7d30OgMoFGDSqclNNFCWbqI03UxpWuz/vlCEhl43D61tpbY7VlJaq1LGJyNCLNj2t2tmALHssN+90RDvMTserVrJP66dyVlVonKBEDOpgjcAe/bs4bvf/S5vvvkmHz9cZWUlv/3tb1m2bNm420YiEZxOJwA2mw2V6sSY3SmCNye2qCRzx6t1PLquPb5MoYg1Mb94WhbFaSaW1/XzVm0ffa7AuPvItiVw33UzRV8AQTiBybLMazt7+fl/a+NlDIxaFRfUZPKrS6ac9PXVj7ZwVOI/q1u55529hCKxm9/cpATuv24Wv3ltN+taYk1JjVoV//jiTDGoM4m9t7uf//fcjvjnoiLDTFWWhQSNitI0E9fOyxe1mwVBED5DkiTz1KYO7nyjYUy5GK1aydRsK/lJBjKsenb3uli5dxBJjg16nVmZzvlTM5GRcXjDvLGrN97T7+MWFCVz06ICTt1XhmpNk50nN3TwXsPAmHWn5dr44+U1ZNr0/PCFnbyxqw+zXs1DN81htsiQPWoC4Sg/eak2nrV8xawcfrPs8O5T36rt41tPb4vflwGkmLTcvKiQ6+bnj8qeGXAFeG5LF4+ua4tngpxWnsp9182KH2tjq4MfvLCT1gmCggBZVj2FqUa8wShdwz7snlhw8Zq5ueQkGnhwdSuOjwUcz5uSwVeWFPGTl2qp39efL9aXcSoRSeaxde3xbIVMq54fn1/JhTWZyDLc8WodjxzwXL/fNXPzqMqy8Nd3G7F7YtlLf/rCtDFlYd2BMH9+p5FH1rXFywJn2xJINmnZ2eWMr6dVKVEoIBiR0KqVfG1pMQuKkilJM5FsOnrZEpForJyamPR5cgtFJB74sIVnN3ciyTLhiEyfK4BGpeBnF1bxxPoO9vS7J9y+KNXIbacWs2x69qS9J+8a9vGzl2tptXsx6dUkGrTMyLVxSmkqhSlGnP4Q7UM+ntnUyXsNA/HPX4pJy4y8RKwJGtLMOq6ak3vYZSNlWcYXipKgUR0yuBWMRPnt67vj44ILi5P5wuxcfvN6ffx760BTsi387IIq/OEorXYvLYNeWuwewhGZ288qG9O3Vvh8m3TBm/2GhobYvHkzDocDo9FIZWUlpaWln9XhP1MieHPik2WZpzZ28uqOHvb0u8fcQO6nUSmYmm2lPMPMgCtI17CfykwzP7+omiRRn1QQTgrD3hDbO0fITzZQkGw8qWYxHQ/Ngx5++Uod4ajE/109gzSLnkA4yk9frqW+x8VdV9ZQnXXomYnC8TXiC/Hg6lYeWtM2ZqCwIsPM3VdOO6wZpsfSgCvA23V9rNgzSG23kyVlqXz/3HLSzCI7SxCEk8fefje/+G9dfBLE1GwrC4uTyUs2UJFhZkq2dUzJs35XgI2tDqbn2sYt/9oy6GFvv4eSNCPZNgMPrm7hb+83Edw3yG/UqpAB377SVCqlgmvn5vGlUwrRqmOD2BkWfTwDRJZl1jYPkZ9sGJUtIRwdsizznzVt/Pb1eiQ5Noj4t2tmUpgy8YDm0xs7+PFLu5BkWFKWilmvZm2TfdSEpak5VvKSDAy4g6zaF/CDWGbNTYsK+PIpRWMGhgPhKP9a1cLaZjvNg14G3UGm59r4wuxcLpiaOSprXZZl7l/Zwh/fbhjV0D7blkBRqhG9RsWKhgEiB/RSTDZqybTp4zPi91MrFXxpcSHfOr10VDkjWZZ5q7aPxgEPBq2Kxn4Pz2zuHLWtVq2MB7BuWVTItfNyKU418cqOHn7z+u54v5Xzp2bw/84upyjVFM84v+vtPaN6L1ZnWfjzVdMpSzdP+NoLwpEKRyVuf2Y7r+3sjS9LNev4y1XTSbfo8IWi+/qDDvNOfR+uQOzevCjVyD1XTmNGXuLxOvVxrdo7yLee3jaq18+hzCtM4rr5+ZxTnfGZBqTWNtkJSzJLSlNQKBR0Dfv4+pPb2NE5glmvJtOq55Lp2XxlSdEJX9JP+OxMmuCNUqlEqVSyc+dOqqqqjtVhJiURvDn5dI/4eWNnL6/s6KHX6WdJaSoX1GSyqCRFzL4XBEEQPreGvSGW1/cx4gvjDkR4cmMHDm8ItVLBLacU8j+nFh+XZqsf7Bngm09uG1OL36xTc/tZZdy0sEAEYgVBOOGM+EI8u7kTBQoybXrWtwzx1MZOopKMXqPk++dUcOPCAlTH4Put0+Hj4bVtvLmrl559ZdAyLHrOrk7nhgUFlKQd/0b1n3cfNg7yzadiA6JGrYrfXDqFS2eMLq0lyzL3ftDMXW/vAeDqObn8ZtkU1Col4ajEazt7uP+DlnFn9c/KT+SauXlcPC3rsAdPw1HpkAOaH+wZ4DvP7iDRoOEbp5dwUc1HzeLrepx8//md1PW4qMmxcv91s0gx6fjDWw08uLqVVLOOa+bkcvXcvFGNxQ9mfcsQP35xF05/mG+eXsKVs3O5e/keHlrTFl8n0aCJB7IKU4z88uLqeMbZx/lDUYa8QXyhKEUpxqPe6F4QIFYh5gcv7OT5LV1UZ1n4942zybSOfc+7A2Ge3NDBAx+2YvcEUSrgf5YW879nlB23LBxJknlndz9b2oep63GytnkIWY5NNvj+ueWEoxJ9ziDrWoZY02TH4Q1hTdCQZNRyalkqX5yXR+kkC4gGwlExFih8YpMqeKNQKNi1a5cI3giCIAiCIHwO2D1BfvpSbbxflEmn5kunFHLjwoLDzkiNRCW2d47wwZ5BNrQO4Q5EiEgy6RYdP7+wmvKMiR/eZFnm4bVt/Pq12Ozjigwzl0zPpiTNxN/eb4yXOLmwJpO7r5w25qHLG4ygVimOqDG3IAjCZ6HPGeD6BzfQODC2b8g51en85Pwq8pKPfVaLLMvU9cSyHqqzLEfUX0U49nqdfv736e1s3FdG7IYF+fzswio0KiWSJPPr1+vjQYqvn1bM/zu7fMzvUJZldnQ5abV76HT4USrg/KmZFKUeuwBdVJInDDqGoxK13U6qs6yjBp8HXAESjdpPNNtdkmRkGHXMd+v7eXR9O+ubhwhFJfQaJd84rYRblxSJ+wJhUpBlmYY+N8WppkMGYpy+ML94pZaXt/cAsbJf9103a1Q5xM/CxlYHv3qtbky23NVzcvnlxdVj7sXlfT3TRBBUOJmJ4M0kIII3giAIgiB8XsmyzAd7Brnr7T3x2vQ6tZLLZmbz5cVFFB9k8GdXl5P/fWYbLYPj18vXa5T87tKpXDZz9ExiuyfIK9t7eGFrV3xQ8cpZOfzm0inxARdJknliQzt3vFpPRJKZlZ/IjQsLGHQHabV72Nw2zJ5+N1qVkpl5iSwsTuaqubmizJogCMddy6CH6x/cSPeIn3SLjnmFyfSM+EnQqvja0hJRS18YJSrJ/PW9Rv7vvUYA5hYmMTMvkeX1ffG/rz+7sIovnVJ4PE9z0vIGI+zoGqE41US6RdwDCCe2N3b18r3nduANRSlLN/HQzXPJPswstUPZ3evi0XXtzCtM4rypGaOCnJ0OH79/s4HXd8VKvZl0ai6ZnsXUbCvT82xUZIixUuHzSwRvJgERvBEEQRAE4fNOkmTerO3j/pXN7OqOZbwoFXDlrFy+fVbpqFIPkiTz79Ut3PX2HsJRGYtezanlaSwpTSHDqkepUHD/ymY+bLQDsfr8F9Zkkp9k4OlNnby2s4dwNHZbq1Ep+N455dy6uGjcGeFrm+zc9viWeD3wgzFoVXxlSRG3Li4aVUNfEITjIyrJ8X4sTQMechITuHRG9glfBjEQjjLsC43qEzPgDvDytm7erR9gc7sDSY6Vb3r0lrnj9qkRhI97t76f25/ZPqqEqE6t5PeXTx1TTk0QhJNXbbeTLz2yiX5XkBSTlnu+MH1MGcA2u5ffvbGbmhwrX15cdNCSYLIs88SGDn71Wn28X1SSUcuZlWkkGXX4QxGe2tRJKCKhVMBVc/L47tllpJh0x/Q6BeFEIYI3k4AI3giCIAiCIMTIsszm9mH+ubKZd3cPALHBo59cUMn18/Pxh6N8++ntLK/vB+Dc6gx+f/lUbIbRZdaikszf3m/kr+81Mt4dbE2OlStm5XBhTdYhS7Q1DXj47ev1eINRUi06sm0JzMi1MSs/EVcgzPoWB89t6WJH5wgACRoVswsSmV+UjF6jIhCOYtarWVicQnGq8biXDWqze/EEI0zJth7X8xCEY0GSZJ7d3Mk79f1sbHPg/ljgdVFJMn/6wvRJNUN+2BuiadBD84CH5kEPzYNeuoZ9VGZauGBqJpWZFnZ2OdnSPsyWjmHqup1EJJmydBMX1WTRNuTj1R09hKJSfJ/zi5L4+7UzxeCXcESaBz388pU6Eg1azqxKZ2l5Khb9Z1s2SRCE469nxM8tD2+ioS/Wz+rWxYV856xyErQq9vS5ue7BDQy6gwBk2xL42mnFKFAw7AthM2ioyLCQYtKyvmWI13f1sWrvIABzChLpGvbTu68X2oEWFCXzswurqMoS46KCcCARvJkERPBGEARBEARhrC3tw/zhrYZ4Lf4LpmbSNuSlrseFVqXkjkuquXpO7kGDIU0DHl7f2cubtb20D/k4b0oGNy4sYFqu7aieqyzLvLGrj7vebqBtyDfhetm2BErTTaSadBSkGLluXj5Ww2c3MPbkhg5++UodYUnijouruWFBwWd2bEE41gLhKN99bgev7+yNLzNoVZSlm8lPNrC8rh9/OEqiQcNvlk3l/KkZ8e8PSZKPeUZOJCqxt9+DUaci0ahlbZOdR9e1s7Z56Ij3pVAwJjA9I8/GsunZnFGZRk6iyLYRBEEQPrlAOMrv3tjNo+vaATBqVZxRmc6qxkFGfGFK0kz4ghF6xgnEfJxaqeAH51bwpVMKkfaVTK7tceIORPCFopxekcaZlWnHfYKTIExGky54U1tbS2Vl5bE6zKQkgjeCIAiCIAjjk2WZ/6xp4843dhORYreiyUYt/7phFrPyk47z2Y0lSTJ7B9ysbRpi+75MHJ1aSY/Tz6bW4VEz4yF2LT88r4LLZ+aMGTiOSjLrW4bY2j7MKaUpzMhLPKJzCUclHlzdSuugl7xkAy2DXl7Y2jVqndvPLONbZ5SIh+XPqXBUQq1UnBS/f7snyK2PbmZbxwgalYKvn1bC6RVpVGVa4o2MmwY8fOupbfH+WmdUpLFsRjZv7OrlvYYBTitP5a4rpx2TTIPGfjffeno7u3td4/48JzGB4lQTRalGilNNZFj0rG0e4s3aXvpdASozLczKT2RWfiIz8xKxJGh4u7aPt+v6sBo0XD8//4i/IwRBEAThUJbX9fHr1+vpdPjjy6bl2njk5jno1Cr+uaqZtU1DWBLU2AxaBt1BGvpcDLqDTMu1saQ0lQtqMilLNx/HqxCEE9ekC95kZWWh0Xz6m2WFQkFzc/NROLNjTwRvBEEQBEEQDm5rxzDffXYHZr2af1w784Ts4eALRdjSPkzPiJ9Bd5CXt/fQNOABYHZ+Ir9eNoXKTAsD7gCPrG3jhS3d9Lk+ms14ekUap1WksbV9mO2dIygVsZrheo0KXyiKPxRlbmESt59Zhk6j5JtPbeOdfeXl9lMq4HvnVBCMRPnLu7Hm1NfPz+cXF1XFB7iFk9uAO8Dyun7e293PmuYhko1afn3JFM6sSj/ep/aJtdq93PCfDXQ6/FgTNPzz+lnML0oed91gJMo/VjRz3wdN8d5XBypKNfKv62dTkmb6ROfy8QweWZZ5cmMHv36tnkBYImFfXwB/OEqyUcvVc3O5Zm7ehJkysiwTjspo1eLzKQiCIBwfsiyztWMkXqLzx+dXYjpEf8eoJKM6wXvMCcJkMOmCN0frEAqFgmg0elT2dayJ4I0gCIIgCMKh7b9PPBmyBABCEYn/rGnlr+824g9HUSkVLC5NYW3zULyhqzVBw7RcG6sbB5EO8zY5xaQlN8nAto4RtGolNy0swO4J4glEuGFBAaeUpgDw8JpW7nitHlmGpeWp/P3amYd8EBdOTA5viDdre3ltRy8bWofGfS9dOiObX15U/ZmW8TsatneOcMvDm3B4Q+QlGXj45jkUpR468NLY7+ZXr9XT4fBxVmU6s/IT+dVr9fQ6A5h0av54RQ3nT80EwBOMsLNzhDSLjtwkAzr16MbMTQMeXt3Rwwd7B6ntdjKnIJFfXlxNmlnPD17YGQ+iLi5N4Z4vTCPNrMcXiqBTq8TAliAIgiAIgjChSRe8yczMPCqZNwCtra1HZT/HmgjeCIIgCIIgfH71jPj59Wv1vFnbF182M8/GrYuLOL0yDZ1aRcugh3s/aKZnxM+s/ETmFCShVikY8YXxh6IYdSpCUZn/e68xns1j1Kp44MbZLCxOmfDYb9X28u1nthMIS5Snm/nJBZUsLk35zANksizz4OpW7lm+l/xkA4tKUji9Io2FxcknTbDusxaJSiyv7+fpTZ2sabITPSBiMy3XxtlV6ZxalsqrO3t4YFULkgy5SQnc98VZTMm2HsczP3wrGgb42hNb8Yej1ORYefDGOaSadZ94f4PuIF9/cmu8z9Z18/NINup4aE0rrkAEiGWvTcu18bWlJSwuTeHeFU3c+0FzvKzjfiqlAmuCBoc3hFal5PvnlnPLosJj3ldHEARBEARBOHlMuuDNrl27qKqqOlaHmZRE8EYQBEEQBEFYuXeQd+r7uLAmi3mFSZ8oaBGKSPx7dQurG+1875zyw+qBsaNzhC89shm7JwjEBqZ/dF7FhGWnxuMLRUjQqD7ROQfCUX7yUu2YfjwANTlWvnV6KWeIJraHtKbJzvqWIfQaFeGoxPNbuuga/qg+fXWWhQtrsriwJnNM2cGtHcN8++ntdDh8aNVKfn1JNVfNyfusL+GIPLu5kx+9uIuoJLOkLJX7vjgT41HIHAtHJf70zl7u+2B0Ce5Usw5fMII39FF1B6NWFf/34tIULqrJojLTwr0fNMWDscWpRv569YwTJiAmCIIgCIIgTB4iePMp/fa3v+X1119n+/btaLVaRkZGjngfIngjCIIgCIIgHE8D7gD3f9DCkxvbCYQlFAr4zpllfP20koNmCkiSzF/e3cvfVzRRmWnhtlOLOW9KxiH75+yvnf5+Qz9v7uqjxe5FqYAfnldBhjWBNY12XtnRgz/80cD4X6+eQZJRe1Sv+0Q15AkSjEhkWvWEohJ3vtHAw2vbxqyXZNTyxXl5XDoj+5ClxJy+MN99bjvv7h4A4MpZOfx62RT0GtVBt/usSZLMX99r5K/vxXo2XTYzmz9cXoPmKPds+mDPAD96cRfJJi3/c2oJ507JQKmAHmeAx9a189i6NryhKCkmLXdcPIXzp2aMCjCubbJT3+vi2nl5GLSiHKEgCIIgCIJw5ETw5lP6xS9+gc1mo6uriwcffFAEbwRBEARBEIQTlt0T5A9vNvDcllgWzNLyVH6zbEq8mfq2jmGW1/eTm2igOsvC/73XyHsNA6P2YdarMWhVqJVK1CoFaqWCFJOOH5xXwcy8RALhKN99dgev7+qNb2NN0PD3a2ewuDQ1vmzIE+Tfq1t5aE0rgbBEti2B+66bSU2O7di/EJNQIBzltZ29vLytm7XNdiQZ0i06EjQq2oZ8AFxYk4lRqyYUlZhdkMjlM3OOKPgiSTL3r2rm7rf3IMlQmWnh/utmkp9sHLPugCvAhlYHZ1Wlf6IAjz8UJUF7ZNvZPUFuf2Y7HzbaAfja0mK+d075McvKkmV5wn0Pe0N82GRncUkKiSKoKAiCIAiCIBwDInhzlDz88MN8+9vfFsEbQRAEQRAE4YT37OZOfvZyLcGIhFal5Jq5ufS7grxV1zdmXa1ayS8uqmLQHeSRtW0M+8Lj7lOtVHD7WWWsaBhgc/swGpWCc6ozOKMyjdPL07Eaxu97uafPzW2Pb6HV7j1hSnodTaGIxDObO/n7+430u4Lx5SqlIt7HJtGg4Z4vTOP0ivSjcsy1TXa++dQ2hrwhko1aHrp5zqig2aY2B7c9toUhb4iFxck8cMPsQ5YsG3AHeGFLN6ubBtnb72HQHaQmx8rdV06jLN08al1Jkhn2hUgyalEoFMiyzJu1fdzxah39riB6jZLfLJvKFbNyjsr1CoIgCIIgCMJkJII3R8mRBG+CwSDB4EcPXi6Xi9zcXBG8EQRBEARBECaNhj4Xv36tnjVNQ/FlSgWcOyUDpz/Mjk4n6RYdf75qenxgPxCO0j7kIxyViEoyEUkmEpV4bH07r+38KNPGolfzrxtmH3ZfHVcgzHef3cE79f0AXD0nl19eXH3cS3p5ghH6nH4G3SGmZFsw68cPQH0SkajES9u6+et7jfHeNVlWPVfPzWPZ9GxSzTp2do3Q4fBxalkqaRb9UTs2QJ8zwJcf3URttwuDVsXdV04jzaxje+cIf3irgXD0o0fDGXk2bllUyLObO1nXPMT0XBvLZmRTmmaitsfFhpYh3m8YICKNfZzUqpXctqQIS4IGuydEfa+L7R3DuAIRcpMSOKMinboeJ5vahgEoSTNx7xdnjgn4CIIgCIIgCMLJRgRvjpIjCd788pe/5I477hizXARvBEEQBEEQhMlmTZOdf6xowmbQ8O0zy+KD5gcrKfVxsizzxIYOfvVaPakmHQ/dPOeIB98lSea+lc3cvXwPsgx6jZKiFBOl6SYWFieztDyN9AMCGJGoxCs7enD5w1y/oADVQXr3jMcbjLC2eYhFJcljepbUdjv5zev1rG9xxJelmXU8eOMcpuZ8usb0bXYv7zcM8PiGdloGvQCkmnV847QSrp6bi0792QWsPMEItz22hdVN9jE/O39qBtfPL+C2x7fg9I+fbfVxM/JsXDYzhylZFhINWn71Wj3vf6zs3kT0GiVfXVLMV08tEj1kBEEQBEEQhM8FEbwZx0TBlQNt2rSJ2bNnx/8tMm8EQRAEQRAE4eBGfCH0GtWnyphZtXeQ7zy7A7snOOZnlZkWTitPpTDFyD9XtdA04AHg3OoM/nL19DHHbbN7STRqsSaMzphpHvTw1ce20DTgoTrLwsM3zyXVrGPQHeSe5Xt4ZnMn+5+MzHo1aqWCYV+YBI2Kn15YSb8zwMpGO0kGDdcvyGdxaSrv1vfzyLo2ukf8pJh0pJp0FKYYKU03o1Yq2NDqYEPLEC12b/w8Eg0a/mdpMdfPLzji/jBHSygi8YtX6nirthezXkOSUcsFUzP58uJCFAoFu3td3PzQJiKSxBdm53LelEzWtwzx8vZuhr0hqrKs1ORYOasqncrM0c86sizz3JYu3tzVi0mvIdmopTDFyKz8RPKSDaxrHmJFwwAJWhVfWVJEpjXhuLwGgiAIgiAIgnA8TJrgTXt7OwDZ2dmo1cd3JpXdbsduHzu77EAFBQXo9R/N7BM9bwRBEARBEAThsxGJSnQO+2kZ9LCzy8nKvYPs6Brh408rNoMGXzBKKCoxvyiJf14/G2uCBlmW+eeqFn7/ZgMWvZrvnVvBtXPzCISjvFPfz89ersUdjMT3U5Bs4PKZOfxrVUt8+SXTs/jeOeXkJBpwBcJ848ltrNo7OO756jVKAmHpsK5NrVQwtzCJMyvTuXJ2zlEtxXashKMSKoUC5RFmNwmCIAiCIAiCMLFJE7w50YngjSAIgiAIgiAcP0OeIKsaB/lgzyANvW5Or0zjtlOLqet28pXHtuAJRkg0aLh5USH9rgBPbOgYtX2WVc+AOxjvyzKnIJHvn1vBd57dTqfDH1+vJsfKLy6qYlZ+0qjtI1GJ37y+m1d29DC/KInTytNoHPDw1MYO3IHYsb84L58lZak4vCH6XQGaBjw0DrgJhCVm5ycyryiZeUVJWE6AgI0gCIIgCIIgCMeWCN58Sh0dHTgcDl555RXuuusuPvzwQwBKSkowmUyHtQ8RvBEEQRAEQRCEY6e228m3nto2qiSZQgE/Ob8SjUrJ3W/viWfUZNsSuHRGNv97ZikalZIBV4BbH91MvyvId88u4/KZOUeUYeINRmjoc1OVaTlupc8EQRAEQRAEQTjxiODNp3TTTTfxyCOPjFm+YsUKli5delj7EMEbQRAEQRAEQTi2opLMG7t6ufeDZjodPu6+soZzp2QCYPcE2do+TEWGhdykBBSK0cGZ/Y9BH18uCIIgCIIgCIJwrIjgzSQwPDxMUlISdXV1IngjCIIgCIIgCMdYJCqhVimP92kIgiAIgiAIgiBMyOVyUV1djcPhIDEx8aDrqj+jc/rcaWpqAqC6uvo4n4kgCIIgCIIgCIIgCIIgCIIgCJNFU1MTc+bMOeg6n5vMm3vvvZe77rqL3t5eqqur+ctf/sLixYsnXH/lypV85zvfoa6ujqysLL7//e9z2223Hfbx9mfedHZ2isybo0SWZXb3utjaMczOLiedDj/lGSZm5iUytzCJDGvC8T5FQRAEQRAEQRAEQRAEQRAEQRiXy+UiNzdXZN7s98wzz/Dtb3+be++9l0WLFvHPf/6T8847j/r6evLy8sas39rayvnnn8+tt97K448/zpo1a/ja175Gamoql19++WEdU6WKNS61WCwieHOYvMEI9b0uRnxhCpIN5CUbGHAFqe12sr5liOX1/fQ6A6O2qbMP82LtMNDC1GwrZ1Wlk2HRo1ErSLfomVeYjOoIms8KgiAIgiAIgiAIgiAIgiAIwrG0P35wMJ+LzJt58+Yxc+ZM7rvvvviyyspKli1bxp133jlm/R/84Ae88sor7N69O77stttuY8eOHaxbt+6wjnkkjYc+zwbdQZ7b0sl/t/Wwd8DNod6NBq2KeYVJTM9NpCDFQF2Piw2tDnZ2jYy7bbYtgavm5LK0PJWSNBMGrZpgJMqgO0iKSYdec+gPyX5RSUapEE1tBUEQBEEQBEEQBEEQBEEQhCN3JHGDkz7zJhQKsWXLFn74wx+OWn722Wezdu3acbdZt24dZ5999qhl55xzDg8++CDhcBiNRjNmm2AwSDAYjP/b5XIdhbM/+Ty/pYsVDQO4AmFcgQh13U4i0kdRlwyLnhSzlja7D08wglalpDzDzNQcK6eXp3FKacqogMsl07MBsHuCvFvfz5rmIXzBCKGoxM4uJ90jfv70zl7+9M5eFAqw6DU4/WEAbAYN18/P58aFBaSYdGPO1R0I0zTgYVObgw/2DLKpzYECBUlGLelWPRXpZioyzZxSkkJpuvkYv3KCIAiCIAiCIAiCIAiCIAjC58VJH7yx2+1Eo1HS09NHLU9PT6evr2/cbfr6+sZdPxKJYLfbyczMHLPNnXfeyR133HH0TvwkVd/j4vVdvaOWzcizcc3cPJaWp5Jm1gOx/jYObwizXoNWrTzkflNMOq6em8fVcz8qgxcIR3mztpcXt3azu9eF3ROKB26UChjxhfnb+038Y0UTSUYt1gQNGpWSYETCHYhg9wTHOZJMnytAnyvAjs6R+NKZeTYum5lDcaqJdIuONIsek+6k/3gJgiAIgiAIgiAIgiAIgiAIx8DnZnT546WuZFk+aPmr8dYfb/l+P/rRj/jOd74T//f+xkPCaOdUp5OXlIBZr8GkV1OUYhw3a0WhUJA8TjbMkdBrVFw6I4dLZ+QAsewcuydIulmPWa9meX0//1zVwo7OEeyeEHZPaMw+0sw6qrIsnFqWypKyVHRqJUOeEF3Dfvb0udjR5WR1k52tHSNs7RgZta1RqyLTlsDF07K4cWEBZp2a9S1DvF3Xh1qlJMWkQ6NS0DXsp2fEz5RsKzcuKMBqGJvZ9XGBcJT6Xhd6tYpUs44ko1b09hEEQRAEQRAEQRAEQRAEQThJnPTBm5SUFFQq1Zgsm4GBgTHZNftlZGSMu75arSY5OXncbXQ6HTrdpws2fB7MK0pmXtH4r+GxlmLSjSqPdv7UTM6bksGgO8iQN8SwL0RUktFrVCRoVOQmGbAmjA2k5CQamJZr44KaWAbWgDvAC1u6Wbl3gAFXkAF3EE8wgjcUpWnAw5/e2cu/VrWQZNTS4fBNeH7L6/v516oWls3IQqlQMOwLo9xX6s2kVxOJSgTCEo0Dbra2jxCKSvFtbQYNNywo4JZFBdgM2qP4qgmCIAiCIAiCIAiCIAiCIAiftZM+eKPVapk1axbvvPMOl156aXz5O++8wyWXXDLuNgsWLODVV18dtWz58uXMnj173H43wolLoVCQZtGTZtF/4n2kmfX8z9Ji/mdpcXyZNxhhwB1ke+cw93/Qwp5+N55gBJNOzYU1mVgTNAx6goQiEjmJBpKNWl7Y2kVDn5vH13cc1nFjgSiZIW+IEV+Y/3uvkQc/bOH0ynSm5ViZkWejJseGRhUrOzfkCdI04GFqjhWDVh0/z51dTiozzeMGfUZ8IQbcQUrTTAfNVBME4eiISrGSke5AmFBUoiTVhFp16NKRJwpJkmmxe2js99A86MGs13DJ9CwRdBYEQRAEQRAEQRAEQfgYhby/HtghdHR0kJGRgVZ74g2wPPPMM1x//fXcf//9LFiwgH/961888MAD1NXVkZ+fz49+9CO6u7t59NFHAWhtbWXKlCl89atf5dZbb2XdunXcdtttPPXUU1x++eWHdUyXy4XVasXpdGKxWI7l5QmTnCTJrG6y4/SHOb0iDeMEvXBkWebd3QOsabJj1quxGbTIsozTH8YTjKBVKdFpVKRbdCwoSqYwxYhCoSASlVhe38/f3m9id69r1D5NOjXzCpNw+EJs7xxBlsGgVXFudQYo4M1dffjDURI0Ki6dmc251RkEwlEG3EHe3d3P6kY7EUmmINnAlbNzuXhaFrlJhmP2WgUjUdrsPgpTjIfV6+hokmWZEV+Y7hE/vc4AGRY9U7ItY4JWkiTT4fCRZtHFg2ATcQdi+3N4QriDkdjvNUFLhlVPokFz2AGxQ5VtFE5MsizjCUZweEO0DHp5s7aXt+v64725ALJtCdy4MJ9zqzNxBcIMeUOkmXUUp5pGfUZCEQlPMEJEkkg16Q7rveIJRnhpWzctgx5qcqzMK0wm2aQlGJFweELs6Bphe+cIRq2a0yvTqMq08FZtH09u7MDuCTItx8aMPBtnV2WQYY0FwN2BMO/tHiDNrGN+UTJKpYJAOMq7u/t5b/cAHzYOjilRqVMruWR6FhfUZDG3IIkEreoovcKCIAiCIAiCIAiCIAiTy5HEDQ47eKNUKrHZbFx11VVcf/31LFy48Kic7Gfl3nvv5Y9//CO9vb1MmTKFP//5zyxZsgSAm266iba2Nj744IP4+itXruT222+nrq6OrKwsfvCDH3Dbbbcd9vFE8Eb4rMmyzIZWB1vah9neOcLmNgfDvvCodZKMWhze0QOnFr0aVyAy4X61KuWoEm3ZtgTmFSVRmmamMMUAKOga9mH3hJiRZ+PUslT0mo8GXyNRie2dIwy6gywoTo7PsJckma5hP21DXtqHvKxpGuLDxkG8oSiJBg0XTcvinOoMStNMpJp1yDI4/WHkfdexX78rQKfDx9QcKzr1oQd9QxGJ13b2sKnNgcsfwRUI0+sM0DPixxeKjlo306rn9Io00sx6DFoVjQNu3m8YxO4JolBAYYqR6Tk2zq7OYGn5R9e9q8vJQ2tbeW1H76jX7kDWBA2FKUaKUowUphgpTTdRk2Mj06pHoVAgyzK13S6e2tTBq9t7iEgyWTY9uUkGlpSmclZV+jENpB1rkiSzsc3B1o5harud2N0hStNNVGVZmJWfSHm6+agEq2RZJhSVDuu98VkZ9oZ4YkM7j65rZ8AdHPNzhQJMWjWSLOP92HtyP41KQYZVjz8UxR2IEIx89D7LsupZWJLCwuJkFhanxAMrAOGoxKZWB6/v6uXlbd0T7n88KqWCqDT2lkGlVHBudQY5SQk8taEj/n1SmGJkdn4iy+tHB6QSNCrKMswUpxhp6HNTf0DQWatSMrsgkQtrsjhvSgaJB3zWo5LM5jYHkgxTsi2Y9Uc3E3bYGxrz/TIZRKIS/nD0qF/vePa/N1/e3kOKScvS8jROr0ijbJzedMLJY8AV4PVdvWzvHGFmXiLnTcn4VBnJgiAIgiAIgiAIwsSOWfDmwIG0oqIibrzxRq677joKCgo+1QmfjETwRjjeJEmmrsfF+pYhTHo1p5WnkW7RsbVjhNd29iDLcNG0LGbm2djQ6uDRdW3s7fdg0qmxJGiYmWfjomlZZFr1vL6zl+e3dLGlfZjIOIO3BzJoVczIs5GgUSHLsLl9OD5wq1YqWFCcjCzDjq4R3OMEjTQqBeHo6GMkaFSEolJ84DgnMYFpuTba7F7qemIDvxa9mnOnZHB6RRpTsq1k2xLi31kjvhDNg162tg/z0JpWepyBCc8/xaQjw6qjZdA7JphzqHM0aFW4A5Ex/YhSTDpMOjWeYIQRX2hM5sHo42tRKhSM+MOEIuMHfvZLt+hINGixGTSolbEsjGxbAjctKqAy88i/dwbdQd6q6+Ot2l6CYYlFJSksLU9lWo4NpfLIAim+UIQ3d/VR1+Oiz+VnyBOiMtPC0vJUXIEI965ooqHPPeH2mVY9C4qSMenVKBUKjDoVqSYdGdYEFpUkH3Igu9Ph4+Vt3by8vZvmQS8z82xcUBN7P7cMeugeCWBJUJNm1lOQbGB2fhJWw+ENjnc6fLgCYZKMWqwJGvyhKJ5gBFuCdtQ++pwBNrY56Bjy0unwM+iJ9dfa0+ciEP7od5ugUZFq1rGkLIULpmYxpyARtUpJIBzlv9u7eWhNG40DHpKNWhINWnpG/LiD4wdcFQr4+F/1gmQDlgQNCqDV7h0VrC1KNbKoOIWd3U5qu53xz5hGpaA6y8r0XBt2T5CVewZxByNkWvVcOzePKdlWtneOsLrJzpb24VHHy082MOQJ4TngHLOsei6ansXSsjRm5SfGs4ZkWWZrxzDPburiw8bBUZ9NtVLBjDwbM/MS0WlUvLCli+4Rf/w6i1KM1OTYqMmxkmVLQJJkZMCWoCHNosOi1yADgXCUrR3DfNhoZ2+/m3BEJiJJFKeaOH9qJiVpJh5a08Z/t3cjyTJLylK5ZHoWwbBEq91Li91Lq91Lp8NHiklHUaqR8nQzp5anMq8w+RNlCYYiEnv73QTCUWbkJaI64PPlDUZ4bWcPL2zppnHAHQ/C1+RYWTY9m7Oq0sm2JRzxZ/Jg2oe8PLi6lec2d+EPj/3eq8gwc+mMbC6dmU2a+eCD+sPeEHZPkJxEw6gsql6nnyc3dPDqjh5SzTpuWljIOdXpJ1VZwBOJLMusaxnivg+aWd1kH/W9oVDAwuJkblhQwJmV6aPen4IgCIIgCIIgCMKnc0yDNx8v36NQKDjllFO48cYbueKKKzCbxexMEMEb4eTkDUbY0j7M1o5hWu1e2uxeAHKSDFj0albttccHVw9kTdCQatbRNOAZtVyrVpKfZCA/2UBVlpUzK9OozLSwtnmIl7d1s7VjmE6Hj4PFixQKsOg1o2b2Q6xknAIIRqQx2S+pZh1XzMoh3azDrI8N9GbbEsiyJcSzZwLhKKsb7Wxqc+AORvAGIyQbdZxekcbcwiSc/jB1PU5WN9p5s7Zv1HVrVAoumJrJjQsLmJGXOOacA+EobUNeWgdjA8Mtg15297rY0+8eldmgVSk5d0oGV8/JJcuWQM+In/peF+/U97NpXwbCRE6vSOP8qZnU5FgpTjXFB9/cgTCrG+3s7feQnZhAQbKBPf1uXt/Zy/qWoXH3WZpm4itLirhkevYhB6r39Ll5eG0br+7oGTV4Px6TTs2p5alMzbaSZtaxt99DbbeTTW2OUZkk4213xawcrpydQ3GqCb1GRTgq0eHwsW7fe2fzxwIKh6JQQHm6mfOnZnLVnFzMejXPburk6U2dJGhVzMxLJMmo5c3aXmq7XePuQ61UcFpFGmdXpfPBnkHequsbN1MFoDrLwq2Lizi7Ov2Q5fcgNtC6/++uLMt0j/jpcwYw6tSY9WrMOg1GXSzIubltmDXNdtY1D7Gr2zkmmJNs1HJ6RRrLZmSzsDg5vt9AOEooKqFVKdGqlKOCA6FI7PUtSDaMGWzf3evi8fWxLKIrZuVwVmU6/nCUV3b0sKfPzdLyVBaXph5yAFiWZVrtXpbX9/PK9p5RGTn7WfRqzHrNuN8zx4NJp2Z+URKz8pOYW5jI9NyPAjG13U7e2z1AsklLUaqRQDjKuuYh1rc4aOhzxQPAaWYdl0zPQqNSUtfjYnOb45AZUVq1krwkAwXJBvKTY9l7VVkWKjLMY95PLYMe+pwBorKMSqGgOtuKNUGDJMmsabbzxPoO3q7vi79PqrMs3LyoEE8gzAd7B1nbNBT/DtWqlCybkcUVs3LpcPjY2jFMJCqRn2zEmqDh3d39fNhoj7/vU806dGolUUlmwB0c83nIsuq5cWEBV8/JO+zg6eedOxDmw0Y7KxoGcAcipFl0ZFj1nFqWSlXmR6U+/aEoeo1yTAajKxDmvd39PL6+Y1TgdWaejflFyaxtHmJ750h8ebYtgSnZFpKMWlJNOorTTBSnmki36DHr1ejUSoIRicC+7LBjEehx+sNoVUpRUlEQBEEQBEEQhJPCMQ3e/OlPf2LdunW88sorBAKxGbL7HwwTEhJYtmwZN9xwA2edddbnuj+DCN4In0eyLLOr20nTgIdQRCIclajMtDA914ZapaR50MOKhgH0GhXTc22UZ5jRHGLWdTASpXvYj0GrJsmoJRiJsr1zhF3dTjIsepaUpZJo0LKpzcHrO3vZ0j7M3n73mAyhTKueolQj50/N5PKZOaNKux2N624a8BCVZcx6DUkG7ScaZPKHouzpd6NWKuIZOxOd54gvRKfDj8MXipWTk2WkfX2T3tzVOyoIo1EpSDbqsBk0NA96xmQNHWhajpULajKxJmhYuXeQlXsG4wPJyUYt84qSmFuQxOkV6eQlx8q2SVKsZN8DH7bwfsNAfF/5yQbOqkwnOzEBs17DlnYHK/cMEpFkrpufz40LCsYdsA2Eo2xodbCzc4SwJCNJMu5AmEFPkN29blr3BQ33SzFpGfGFR/3OFQpYVJzCshnZzMpPZOWeAd6q6yMQlihKNZKTaMAdCDPgDrK710XL4Ef7VCkVGLWqCcsJqpQKEg1aRnyh+DETNKpxMxamZlspTTeRl2Qgw6InyaglOzFh1CDrseT0hdnZPUIoIiHLkGTSMi3HdkLMpG+ze9nU5mBrxwgOb5Bzp2Rw3pRM9BoVg+4gtd1OdnY52dk1wpA3hEYVuyaHN8SgO4g7GEGpUKBSKCjPMLOoJIVZ+YkYtLGswA2tQ7y+s5cWu5ezq9L52mklWBM0PL+lk5V7B0k26ijcV9awMMVIbpIBhzdI84CXLe3DvNcwgN0zuuxdiknLWVUZtNm9rGsZOuj1WRNi7/2PB54hVnLuqjm5nFqWSqpZhyTLvLmrj5e3d1Pb7ZzwM6xQwLQcG+dUZ5Bl0/PEhg42tjpGraNUwJRsK0Oe0Kgg2Gnlqdy6uIgFBwT0IPYeem1XD89t7ho1qH8wRq1q3ADUvMIkrp2XR/OglyfWtzO0r4xngkbFFbNyuGlRAcWppsM6xniGPEH0GtWY3nI9I36e3Rz7vVZnWbhmbh7VWVYg9jdGqxob5DhSBwZYIVbublvnCGa9+rDLQDr9YZbX9WHUqSlNM5Fs0tHr9NPp8LG908nmNgc7ukYm/P0XpcZKcdZ2u+hzBZiSbeF/Ti1hYXEy7zXE/jZ82Gj/KBinVnL1nFy+fEpR/PscYtmFT27s4KmNHYz4xr4/D3Rgtl+yUcsFNZlcWJNFfrIBm0FzWCUrA+EoXcM+IPYadTi81HW7qO1xUtfjomvYj06t5IzKNC6elsXi0tQJ+wceqZZBD73OAHqNCq1KSeewL3YPEZU5d0oG1Vmx7+oBd4DuYT/l4wRIB1wBNrUN4w1FKE41Upxqwppw+H3tBEEQBEEQBEH4fDmmwZtdu3ZRVVWFy+XimWee4bHHHmPNmjVjMnIyMjK47rrruOGGG6iurv6Ul3TiEcEbQTh+gpEonQ4fKqUSvUaJNUFzWNkNJ4tWu5enN3awrXOE2m7nmPJvRSlGpufZ6HMGaLN7STHrOH9qJhdMzRzTR8cVCPPkhg7+s7p1TH+WOQWJTMm2sryuf1Q5q3OrM7hhQQHzCpOOamkniA2Qftho55G1bWxsdYwqH7a/l8qFUzO5aFrWqF4vhzLoDrJq7yDPbOpkY1tssDsvycCtiwv3BZ6G6XMFOLUslfOnZpJk1CLLMr5QFL1GhUqpYE+fm+e3dLK6aYiabCs3LiygKkt8/09msiwTleRPVLpLkmLB6k1tDja1OVjf4hgViFEpFZxRkUZEkmke9KBUKJhflMT8omRm5iWSk5hAOCqzYs8Ab9X2odeoqM6yMDXbSk2OdcKB36gk0zPip33IF+8ZtrffQ32vi8FxeiiplAqKUoyolAq8oQidjo8CNha9mkumZ3P9gvzD6muzpd3BA6taWd86REmqaV8wTE3bkJcBd4DZ+UlcMj2LwhQjI74wncOxzEmVQkGiUUNO4kffL4FwlFe29/CfNa2jSiguLY+VrTu1LA2dWsnqJjvrW4bQqpQkm7QkG3WkmHUkGjR0D/up63FRt2+Qf8AdRKNSMCs/kTkFSQy6gzQOeNjWMTwmqzDdosMdiOALRcm2JXBGZRqLS1PJTzaQadUftDSj0x9mfcsQa5rs7O510T3sp98dJCcxgTkFSZh0al7b2RsP7hWmGDmnOoMFxcnMyLPhDUZ4v2GAre0jpFl0lKaZ2NPn5okNHYfMWITYd/iZ+8rnDbgDNPZ7+GDv4CFLbe5XnGrkgposrpuXd9DeNoFwlFV7B+l3Bxn2huh1+mka8NA86GXYFxqT1TeedIuOOQVJzCtM4vTK2DlDrIzey9t6+LBxkM3tw4d97hCbkDAjL5G5BUnkJRnISUxgRl7iQSdNOLwhnt7UQZ8zQIJGRTAisWrvIC0fmwzwcSVpJsJRifYhHxD7PFVlWkg2aXEHIgy4A6M+U/spFGDQqMhOTOCauXlcOTsX01EKOAmCIAiCIAiCcGL7TII3B2pra+ORRx7hiSeeoKmp6aOd7xt4mD59OjfddBPXXHMNKSkpR3o9JyQRvBEEYTKISjJ9rgB2dxCHN0R+soGiTzCzPRSR2N45wsbWIdY0DbG+dWjUwJ1Jp+aiaVncurjwE+3/k5BlmRFfmO4RP8kmLelm/VEJFjUNuBl0h+K9ZwThcISjEuuah3h3dz9mvZpr5+XHB6o/K71OP+/uHmB5XayU4/lTMvni/DwyrQmj1tnY6kCrUnJaRdpRzUL8JGRZZl3zEP9Z08Z7Df3x7xWlAtRK5Ziyl5/U/KIkLqjJYn3LEMvr+g6agQigU8cC/8kmHWdVpXPlrBxcgTD/WtXCazt7JyyJeCCbQYMvFB0VmBivL9WBStNMGHRqmvrdeENRkvdl61VmWJhTmMScgkTyk41jtnMHwry3e4BhX4iqTAvZiQk8t7mLh9e24fSHKUuP9Xg6f2rmYQXqDkWSZDyhCIFwlASNCo1KyfqWWNnK1U12HN7QuGU4Z+cnYtarWbl3cNTPzTo1KpUCSZJJt+iZkm2lOstCdZaVqiwLnQ4fr+7o4Y3a3nGDJWadmounZ3FaeRq9rgAdQ16UCgVWg4Z+Z4BnJ+jnpFEpKEg2xku/ZdoSKEsz4Q1FeHf3QPx3p1BAkkEbzxY7kEIBVZkWEg1amvdl8ox3fgtLkilLN1OabqYs3URhivGwMpMEQRAEQRAEQTi5fObBmwOtW7eORx99lGeffZbh4Vgt7f1BHLVazbnnnssNN9zAxRdfjEZz8tY3F8EbQRBOZn3OAC9t66bV7uHUsjTOqDz+g8CCIJzY2uxentvSyXu7B+LZOHlJBpaWp6JVKbF7ggx5Q9g9IRzeIKlmHdWZVqqzLVRnWajIsMSy6BoHqe12kmFNoCTNxLQc66iAh8Mbom3IS7JRi0mnZnvnCO81DLClbZhep3/CkokHKk41sqgkhdkFSeQmJpBq1tE44GFTqwOHN8SZlemcWp5KMCKxomGAFQ0DbG4fpsPhQ6GAmXmJLCxOZtgXorHfg16j4saF+ZxWnhbvMRmMSJ/6ezUQjuL0h0k/SIbNsSBJMq5AmN29bja1OVjdFOshd+BTx7zCJC6oyWRhcQrFqcbDLjPWPuTlw8ZY1lPXsJ+9/e5xAyYfNyXbwmnlaQTCUSKSzJyCJBaXpkyYZeX0h1m1dxCTXs2s/EQseg09I362dgzjD0Ux69VYEjRUZ1njZRAh9pq7AmG8wShrmuz8Z03rqNKc+6mUCqbn2rhkehbnT80kxaQ7rOsXBEEQBEEQBOHEdlyDN/uFQiFeffVVHn30Ud566y3C4Vgpkf0PZomJidjt9sM59AlJBG8EQRAEQRA+mV6nn1BEIi/J8Jn3DvEGIzi8sX5iTQMeXtjaxeomOwrgwposvrKkiCnZ1k+0b7snuK+vmfbonvQJoNfp541dfXgCES6clvmp+hsdSJJk1rcM8dSmTvb2uclJTCAv2YBSoWDEF+sJd+nMbE4pSTkufWgkSWZz+zC13U4aB9zs7fewt9+N+4AgoVIBs/ITWVqexmnlaVRmHl6fpP16Rvw88GELa5rs5CUZqM6yUpFhpiDFSEGy8RP14RMEQRAEQRAE4diYFMGbAw0NDfHEE0/w2GOPsWXLltiBFQqi0bHlC04WIngjCIIgCIJwchhwB1AqFCI7QjgqZFmme8TP23X9vLK9mx1dzlE/T7foWFqWxmkVqSwq+Sg7SJblUUGd5kEP93/QzMvbuycsBahQxMrxzchNZGa+jZl5iRSnmo56T7qTTVSSeXd3Pyv3DrKza4Q9fW5yEw0sKE7mlJIUlpanfaKgWCAcRatSitdfEARBEAThc2zSBW8O1NDQwMMPP8yTTz5JR0fHJ97PZCeCN4IgCIIgCIIgHErXsI8P9gzywZ4B1jQNjerPo1YqyEsyMOIP4/SHybYlMCPPRjAs8XZ9X7wU3fyiJK6dl4/dHaSux0XToIc2uxenPzzmeGa9mrJ0M4UpRqoyLVw+K2dU6bePi0oyPSN+smwJqPYFHWRZpnHAQ/uQj54RPxqVkoumZU5Yhm6ykGWZ9iEfMpBl04/pO+T0h3l5Wzf/WdNK+5Bvwv0YtSrOqc7gilk5LChOjpc7rOtxIckyVZkW1ColgXCULe3DfNhoZ3XTIHU9LlQKBekWPYUpRi6oifWiOtjrLwiCIAiCIJxcJnXwZr+Pzxw72YjgjSAIgiAIgiAIRyIQjrKx1cGKPQOs3DNIi31sv5wDnVmZztdOK2ZmXuK4Px9wB9jeMcLWjhG2dQyzs8s5KjgEYNKpuX5BPvOLkglHJMJRibAkE9wXeHinvp8hb4hMq55lM7Ix6dS8sLVrTC8fi17NTQsLsBq0bO8coc/ppzzDzLQcG55ghE1tDtqHfJxdlbFvvbEBi2AkyoYWBx82DjLgDuLyh5GBmhwbs/MTmZFnO6wAUTgq8eqOHp7Z1IlKqSDLloAsw9pme7xHkkIB6WY95RlmKjMttNm9vN8wQCgqAWBN0HD5zBxmFyRSkWGmedDL2mY779T30zXsjx+rJM3EqWWpvLe7n7Z9AR+jVkVJupmGXhfBiHTQc9WqlZxZmcalM3I4tSwVrVp5yOv7rAx5gjQOeGgZ9JJi0rKgOJkEjYq36vp4bF07EUnm7Kp0zp+aSW6S4XifriAIgiAIwgnhhAjenOxE8EYQBEEQBEEQhE+jze6lx+knyajFrNfQMuhhW8cI7kCYK2blUp5hPqL9RaISe/rdtAx6aRn08sauXvb0uz/Ruek1SkrTzGTZ9DQNeGgePHig6UAmnZpr5+Vx2cxsKjIs7Owa4aE1bbxd14cvNHFpbaUCKjMtVGdZ8AQjDLqDJGjVzMyzMTXbisMbosXu5dUdPaMCLAfSqpWoFIoxQaz9ytPNXDc/j8tn5WDQqsf8XJZltnaM8NK2Ll7a2o33gPNN0KjQqBS4DuhplGbWcUppCqeUpLCgOBlZhj5XgI2tDl7a2j3q9U80aLhoWhaXzshmeq7tM5ns2DTg4cHVLQy6Q1xYk8m5UzJY22znHyua2dI+PGrdWM8uDXZPaMx+Mq16qrOsTMuxsqA4mZoc26QKRAmCIAiCIEwWxyR4U1BQgEKh4J133qGkpOSonOjJTARvBEEQBEEQBEGYzCRJ5r2GAR5Z24bDG0KjVqJRKtColKhVCgpTjJxdlcGMPBur9g7y3+09BCJRLpiayXlTMzHpYsGNqCTzdl0fT27oQK9RMi3HRnZiArt7XezscmLQqphdkESyUctDa9pGBSzSLTr6XcH4v9PMOk4rT6M03YRFryEYibK1Y4TN7Q46HeMHZMaTYtJy86JCsmx6uof9BMIS84qSmFOQhE6txOEN0TbkZXevm4Y+F2a9hounZVGZefjPbu5AmBe2dLGr28WikmTOqc4gQaOioc/N3n43VVkWStNMEwZhZFmmvtfFS1u7+e+OHgbdH70O6RYdM/MSmZWfyKKSFCoyzPHybAPuIO5AGH9IosPhY1Obg7oeJyVpZm5cmE9FhoUBV4B1LUO02r30uwK4AhGmZFmZX5SEXqNiR+cIH+wZHFV+D0CrUsazjxQKyE00UJRqpH3IR+u+TLAko5br5+eTYtLyxq4+NrQOIX1sVMGgVXHelEy+dEohVVnH73k4FJHodwXoHvHTNOChsd9NRJI5rTyNU0pT0GuOvHeRIAiCIAjCp3FMgjfCkRHBG0EQBEEQBEEQhNH2B4ye39LJioZBQlEJjUrBhTVZXL8gn+k5NpTK8YMdfc4Am9sdNPZ7sBk0pJn1OLxBtrQP09DnJsWkoyDFwNRsK5dMzz6hBuYjUYk1zUO8tLWLt+v6x2QGZVj0pFv1NA948AQjE+wlJtuWQPfI4Qe6zqpKpzLDzAtbu+ke8WPUqrhufj5fWlxImlkfX69jyEfbkJc5BUkkaD96bd2BMLt73ezqdrK1fZh1LUM4vB9l5ywsTubLiwtZWpY24e/2cPWM+Pnv9h5STFrOn5qJUacmEpXY0eVk9b7eQju6nMiyjEqpIBiRmGjEw6BVccn0LL66pJiCFOOnOi9BEARBEITDdUyCNyqVCoVCwc6dO0XZtMMggjeCIAiCIAiCIAgTc/rCbO0cpjrTQppFf+gNPif8oSg7u2K9ija2DrGuZYhA+KPeOSqlApNOTYJGRYpZy8y8RKqzLKzaa+etuj6ikoxCAVOyrEzJtpBu0aPXqNjSPsyGlliWzNRsK9PzbCybnh0vvxeVZBr6XOTYDOP2JDpckiSzrXOEh9a08mZt7HwAilKNLJuezcy8RKblWsf0LwpGoujU4wfcmgbcPLCqlRe3dRGOxvZn0KqYkWdjZ5cTd2DigJZWpSTDqqc41UhZuplgROLtur54/yOlAi6oyeLKWTksLE5GrRq/3Jssy3QN+2kb8tLh8BGOSJRlmKnIsJBk1B7x6yQIgiAIwueT6HkzCYjgjSAIgiAIgiAIgvBpBcJRNrY68AQjlKaZyE82TthPps8ZYG+/m6nZVhLHCSjsf/z/LPrpAHSP+HlkbRtPbejAfUDGkEqp4JSSFJbNyMIdiPDc5i52dTuZlmPli/PymVeUxIA7SGO/hxe3drH5gP47cwoSsXtC8TJuANYEDYtKkjmlJJX5RbHMoEhURq9RkWzUjsn4kWWZja0O7l/ZzIo9g/HlKSYtWbYEBt1BvMEIpelmpmZb8YUifNhojwd8Pq46y8Ky6dlcPD2LdBGIFARBEAThIETwZhIQwRtBEARBEARBEARBAE8wwn+3d7OhxcG2zuEj6l8EsWDPGRVpfPXUYmblJyLLMpvbh9nd62Jajo0p2VZUn7AkW12Pk6c3dvL6rt5R5d7Go1UpKUgxkJdkQKFQsKfPTYfDF/+5UhErQ3fjggJqcm34Q1FkWSbVrDtowMzpD7O3302yUUt+svETX4sgCIIgCJOfCN5MAiJ4IwiCIAiCIAiCIAhjtdq9vLytm7dq+9BrlCybkc3i0lTe3d3P0xs76HEGyLDoybTqWVKWypWzco55ab1wVGJTqwNfKEqqWYdOo6RhXy8ftUrBouIU5hYmjeml5PCGeH1XLy9v62bLARlCBzLp1JSlmyjPsFCRYSYvyUDzoIedXU52dTtHZRHp1EqqsixcOiObS6ZnY0345CXsBEEQBEGYfETwZhIQwRtBEARBEARBEARBOHKyLH9mpd2Opr39bh5b186LW7vwhqJALBtHOoxRl0yrnmFfaFR/I71Gyez8JApTjJSlmzh3SiapZt2xOn1BEARBED4DIngzCYjgjSAIgiAIgiAIgiB8/oSjElFJRqdWEpFkWu1eGvrc7OlzxUut5ScbmZZjZWqOjZp9PYqikkynw8eKPQM8tbGDvf2eUfvVqBScU53BqWWpGHVqLHoNswsSR2UDuQNhjFr1mD4/nycOb4gXtnRR1+NkYXEK50zJICrJvFnby6q9g/SMBOh3BTDp1Jw7JYOLpmVRkWE+IQOGgiAIwonnmAZvamtrqaysPConejITwRtBEARBEARBEARBED4JWZap63Gxu9dFq93L2uYhtneOjFkvxaTjpoX5ZFoTeGpjB5vbh8lLMnDd/DyunJVLolH72Z/8pzDgDtDQ62ZmfiImnfqwt5NlmQ2tDp7a2MGbu/oIRT/KYNKqlERlmehBUqBSTDpm5tmYV5TM5TOzsRm0SJLMij0D1Pe4OKMynaosMbYjCIIgfHrHNHiTlZWFRvPpa64qFAqam5s/9X4mKxG8EQRBEARBEARBEAThaKntdvLMpk7ahrwEwlHah3wMuIMTrq/XKLlqdi5fXlxEbpKBqCQz6A6yp99NY7+bNIuesyrTSdCqJtzHsRQIR2noc+MOhBn2hXljZy/v7u4nIsmYdGqWzcji9Io0jFo1WrUSpz+MwxtCrVIyNdtKfpKBPf1u3tvdz0vbumke/Kh30NRsKwtLklnRMBDPYJqSbeH8qZmUp5tJM+tpd3h5dUcPK/YMEoqMLld3UU0WO7uc7Ol3x5fPK0zi5kUFnFmZjlqlHPeamgc9PLWhgx1dI3iCUfyhCGlmPeUZZqbmWDl/amY8KBWJSnQ4fGTZEuLZU55ghDa7l5I0U3yZJMnU9jjxBqOolApkWcYXjhIIRanItFCYYjy6vxhBEAThmDqmwZvDXP2QFAoF0Wj0qOxrIm1tbfz617/m/fffp6+vj6ysLK677jp+8pOfoNVOPPvkpptu4pFHHhm1bN68eaxfv/6wjy2CN4IgCIIgCIIgCIIgHCvhqMTrO3t5aG0b3mCES2dkc2FNJutbhnh0XTt1PS4AVEoFZr0apz/Mx4d0TDo151RnkJ2YQIJGRaZVz7yiJDKtCTj9YTa2OnD5wywqSSHDqkeWZVrsXjodPnISE8hJNNA17Gdts53tHSP0OP30OQMkGbVcMSuXi6ZlIsnQNODBFQhjS9CgUSl5ZUcPz2zqxOkPj7muZKOWIW/okNevVStHBV0MWhWXTM/i2rn5TM2xAsTPV6NUkpdsGHc/gXCU2m4nW9qH+e/2Hup7XaNenxl5NtY2D8Uzd7JtCVw+Mxt3MELTgAd3IIJeoyQQlsbNjjqQRa/m2nn5RKISL2/vwe4JolIqKE0zIckyjQMeZBnMejUX1mSSatLx4rZuuob94+5PoYCzKtO5YUEBCVoVnmAEjUpBmllPhlU/bvaSJMls7RhmT7+bBI0Ko05NRYaZ/GQRBBIEQfgsHNPgTWZm5lHJvAFobW09KvuZyFtvvcUzzzzDNddcQ0lJCbW1tdx6661cf/313H333RNud9NNN9Hf389DDz0UX6bVaklKSjrsY4vgjSAIgiAIgiAIgiAIx4Msy6xrHuK+lc182GiPL1cqoDDFSEmaifpeF52O8YMCGRY9A+4AB1Yaq8gwM+QNMXiQbJ+PUysVRA5SrizZqCXVrMOoUzM128o1c/MoSzextnmIpzZ20Gr34g9FCUYkzHo1KSYdnmCE+l4XoYiETq3klJIUzqpK54KaTMz6TzdeJcsyG1sdvLKjh5xEA9fOy8OaoKHX6efx9e08uaGDYd/YgNN+SgWcXpHGRdOySDRo0WtUdA37aOhz8059P61276j1x3t9jFoV3tDoyc4mnZoMqx5JkkERC1QpFQp2djkPej3FqUbmFiZTmGLAE4gw4A7yfsPAuBlbBckG5hclo1QqCIYlUsxa5hYkMT3XRkSSGfaFsCZoyLQmHOplFARBEA7imAZvdu3aRVVV1VE50ePhrrvu4r777qOlpWXCdW666SZGRkZ4+eWXP/FxRPBGEARBEARBEARBEITjrWPIRyASJdGgxWaIZb5ALANjU5uDD/YO4g1G8IWiNPa72dXtjAdtilKNmPUadnaNxLN2tGolBckGekcCuIMRdGolswsSmVeYTH6ygXSLnl1dTp7a1EHLvlJmmVY9SUYtI74w7kCY6XmJ3Lggn6XlaaiUiiO+pnBUon3IR7Yt4TMt+xYIR3llRw+r9g6SYdFTmm4iyagjEI4SjkrMK0om2zZ+cEOSZN7d3c8zmzrRa1VcOj2bJWWp2D1B6npcKBUwNcdKilHH+tYhXtrajdMf5oKaTM6uyhj3OpsGPPxrVTMr9w6iVSsxatWEohKDriDuYGTC6zDr1MwuSCQiyTj9Yep7XAcNsh1oflESX5idy5lV6Vg+ZbBMEIRPZ9AdZEv7MLIss7A4BatBfCZPBCJ4cxA//elPeeutt9i8efOE69x00028/PLLaLVabDYbp556Kr/97W9JS0ubcJtgMEgw+NHMBZfLRW5urgjeCIIgCIIgCIIgCIJwwtg/mF+YYiTDqgdgyBNkQ6uDZKOWabk29BoVsiwz4guToFXF+7McSJZlOhw+kozaT50RIxy5EV+IzW3DbGxzMOAKYNZrsCSomZWfyKKSFHTqCqoVqgABAABJREFUj35n7kCYNU1D1Pc4UauUaFRK2uxeNrY5aLV7USkVWBM0DPtC8SCeSqlgVl4icwoTSTHpsBk0zM5PIjdp/PJ0gnAw/lAUvSY29ryfJMmsahzkiQ0d1Pe40GuUmHRqanJsXDw9ixm5Nhr63GxoddA04KZ9yIfDG2JGXiJnVKSxqCTluPX0Ohq8wQi13U52dTvpcPjQqJToNbH+X13DfloGvXQ4fPH1938mZ+TbqMq0UJJmItWkI9GojQfthclBBG8m0NzczMyZM7nnnnv48pe/POF6zzzzDCaTifz8fFpbW/nZz35GJBJhy5Yt6HS6cbf55S9/yR133DFmuQjeCIIgCIIgCIIgCIIgCCcifyiKTq1EqVTQPeLnxS1dvLStm5aPlYCDWA+epWWpfHFePguKkzGO03NHOPpCEQmNShEPfDj9Yd7c1YtGpWRJWSqp5vHHMj9LUUlGASgPyLTrGvbx+s5eXt3ZQ223iySjluosC0lGLXZPkNZBLz3OwIT7PFRZRpVSQUWGmWm5Nk4vT2NJWSpa9eQPYrQPeXngwxae29xF8IC+XuNRKKA83UxUivXMmsi8wiS+cXoJp5SkjAqQCcfHSR+8mShQcqBNmzYxe/bs+L97eno49dRTOfXUU/n3v/99RMfr7e0lPz+fp59+mssuu2zcdUTmjSAIgiAIgiAIgiAIgvB50OnwsXLvILt7XYz4w/SO+NnaMRL/uVIBFRkW8pMN6NRKTHo1F0zNYn5R0udy8HjQHWRbxzDbO0foGvajVMQCGZUZFs6dkkFukgFZlnF4Q+g1qoMGvoa9ITa2OdjYGvuvrsdJsknHon0Bs5e2deM7oG9STY6V6+bns2x69lEPXkQlme2dI7y3u5/mQQ+BsEQoIlGcZmROQRIJGhX/3d7DO7v7sejVnFqWRnGakXfr+0e9XyZi1qu5YlYO503JRJJlhr0h3t09wNt1fXiCEcw6NXMKk5iSbSU/yYBRp2Zts533dg/QPTK6p5c1QcM51eksKUtlYXEKSUYtAMFIlP9u6+HJjR3IwKy8RErSTDT0udjWMYJZr+amhQWcWZk+Kvh0uCRJZnefC7VSSVm6acz7X5ZlartdrGocZE2TnfUtQ/HSlZlWPVOzrZSkmZDkWOlGo05FbqKBvCQD1dlWrAmxzMZOh4/VTXbqepzs7nXTPuTF4Q2N6l1Wk2Nl2fRszpmSMWGJR+HYO+mDN3a7HbvdftB1CgoK0Otj6b09PT2cdtppzJs3j4cffhil8si/qEpLS/nyl7/MD37wg8NaX/S8EQRBEARBEARBEARBED4vWgY9PL6+g7dqeyfMmJiWY+Xs6gxkWSYqwbRcKwuKk0eVcTtZtNq9vLYjFrjY2eU86Lp5SQbsnmA86JKblEBhiolAOMr/Z+++w6MqsweOf+/MZGaSTHrvHZJQQoBQRUQUCzbAhhXLqrvuWn6W1XVdy669rK6KHUSxI2JBUVGK0luAAOm990zL1Ht/fwyMhITe8f08zz4rM/feeWcy5d73vOecLqsTh1tGrZJwuWUq26z7PBZAvygDOo2arXW/P25MkJ7T0sPp6nbS1e0kQO9DuEFLkK8PGrWEWpJotzpo6LTRanFgd7pxuGTSIw1MGxbP+H4RFDeZWFPeTlGTiep2KyVNJjqszkN6fSTJkxFyYU4sZ2ZG0mz09H+y2F1EBOiIDNAxJDEYP23vQJbN6aa+s5ukMP8++2YpikKj0UZ+dSdrKtpZuLWBFpO9xzbhBh0RATpazfZe9/UlPdLA1KFxTMqOIi3CgN0l09BlY0mhJ5jUaLRxekYEFwyOQatRsa3eyMaqDpaXtNBqdgAQHahnQmYEg+OD6RcVQGWrhdkrKyioM/Z4rAn9I7h1fBojUw4v2CnLCnWd3cxaUcFHa6p7ZPIMigvinAFRnDswmvTIgEN+DOHgnfLBm4NRV1fHhAkTGDZsGHPnzkWtPvgfg7a2NuLi4njrrbe47rrrDmgfEbwRBEEQBEEQBEEQBEEQ/ogaurrZVN1Jm9mO3SVT1mJm/sa6PstAGXQachODUUkSkgRpEQbGpocxIiUMw14yUJpNNqx2N0lhfnud3O52uJm3sZa1Fe3IO6c/A/UaIgL0xAXrOTMzqkdJMadb5qftTXy8tpqyZjN6rRqDTsOYtHCuGZVIfIift5eQye5EJUm4ZU/vpw6rAz+thvRIA3ofFe+vqmLxjiZvjyBJgn6RAQxJCCY90oAkgd0l82tJy87xHdzrmxFpYERKKCNSQhmaGEJNh5WVpW20mu1cmBPLmLQwJEmi2WRjwaY63vm1guYDCFDsiyRBX7PIAXoNZ/SPZHhSCH5aNSpJYlu9kbWVbXR1O5mUHc0lQ+Iw2ZwsKWqmotXC2PRwzh8UQ1Sg/rDGdKDcssKa8jZ+LmxmRWkrhY2mHvdHB+q5YWwy0UF61ld2UNFqoV9UAEOTgtlWb2TuqipMdpd3e72PCptz3yXNduevVSMr0O1093m/TuMpcTcuI5zTMyJIDvc/tCe6Dy0mO19vrueHbY2sq2zv8bccmRLKbWekMT4jAqvTjdnmIipQ1+dny+pw4XQr3owf4eCJ4M1Ou0qlJSYm8v777/cI3ERHR3v/OzMzk6eeeoopU6ZgNpt59NFHmTZtGjExMVRWVvKPf/yD6upqduzYQUDAgUUiRfBGEARBEARBEARBEARBEDxazXY+XlNNRZsFnUaF3SXzW0nrXoMKWrWKSQOimD4ikQGxgZhsLoqbTHy8tppfCpuRFQj28yEnPpghCcHkJgYTbtBR1WZlS10nn62r2WdWiEYlcUb/SFIj/CltNrOlttObIbEnlQTJ4f5UtFr6DGDszfh+EZw/KLpXoGjP16W40UR0kJ64EF+sdjeFjSaq2y346zQE+2rR+ahwywqyotA/KoAww8H1sbE53Xy7pYH6zm5C/bUE+vpgtrloNdsx2Zw43QpuWSHEz4foIF8iAnT4+qhRqWBZUQvzN9XRYrIToNcwMiWUwfHBJIX5kRzmT3ZsID7qE7+XzO46LA7qu7ppMdlRFBibHr7PknJGm5Ov8utZvL2JVWVtONyewI2PWiI3MYRzBkSTGOrHD9sa+Wl7Ez5qiezYIAbFBXJaegTDkkKQFYXV5W3e4FFxkwmtRsWVeYlcNSKRkJ1l3I6FVrOdxdub+GFbI7+WtHp7B6lVnoAkeLLBLh0WT3ZMIKvL21hV3kZ1uxWTzYUkwaTsKG45PY1hSSHHbNyniqMSvKmqqgIgLi4OjebkaDj23nvvccMNN/R53+5PW5IkZs+ezYwZM+ju7uaSSy5h06ZNdHZ2EhMTw4QJE/j3v/9NQkLCAT+2CN4IgiAIgiAIgiAIgiAIwt7JssLm2k7KWiyAJ/tlc00nK8paqWnv3ue+WrXKO4m+N4mhflw+PJ4AvQ+yotDV7aTFZKeg3sjmms5e24cbdFyZl8CZWZE4XTKNRhufr6/lt9Lf2zekRfgTE+SLgoJKkgjy9SHET0tXt5OSZjMtJhsTM6P40+kpp0w5KpfbUyIsNti3zzJlfyRmu4tWk51Qg5YAneak7+HU0NXN7BWVfLSmGvPO7KK9ZVn1JSsmkImZkZyZFcmQ+OBD6gv0R3NUgjfCwRHBG0EQBEEQBEEQBEEQBEE4NAV1XXyyrpqvNtVjsrvQ+6gI9dNy7sAYrh6VSEKIn7epfH5NJ5uqO+jqdpIc7k9KuD9nZUVxzoDovQYbSptNLNhUj9nuIi3SQEakgWFJIX1mkZQ2mylvMTMkIZjIY1TqSxCOpW6Hm3arg1A/LQoKiwoambehlkajjRHJoYxNDycrJoCoQD2NXTbe/rWcBZvqewRQY4P0XJATy1lZUWTHBu617OEfnQjenABE8EYQBEEQBEEQBEEQBEEQDs+ucmEnW2kuQTjVtVscLC1q5ufCZpYVtXgzd3ZJDvPjopxY/m9S/+M0whPTwcQNRPhLEARBEARBEARBEARBEIQTkloloUaUYhKEE02ov5apQ+OZOjQem9PN0qJmvtnSwMaqDhq6bFS2Wens3nvfKWH/RPDmKHG73QDU1taKzBtBEARBEARBEARBEARBEAThlDUwGAaeHglE0mFxUNxsIsRPTW1t7fEe2gnFaDQCv8cP9kUEb46S0tJSAAYMGHCcRyIIgiAIgiAIgiAIgiAIgiAIwomitLSUvLy8fW4jet4cJR0dHYSGhlJTUyMybwRBEARBEARBEARBEARBEIRTnqIorKvoYO6aSqbkxjMhM/J4D+mEYjQaSUhIoL29nZCQkH1uKzJvjhK1Wg1AYGCgCN4IgiAIgiAIgiAIgiAIgiAIpyxFUfh2SwMzl5axo8FTGswutXLxiPTjPLIT0674wb6I4I0gCIIgCIIgCIIgCIIgCIIgHGEOl8w7v5WjUUnMGJOCVqM63kM6YLKs4HDL6H36DjIUN5lQFMiINGCyufjHl1tZuLUBAL2PimlD47lhbPIxHPGpRwRvBEEQBEEQBEEQBEEQBEEQBOEQbKruYElRC5nRAQyKCyI+xBdJkqjtsPLXjzaRX9MJwPyNdTx/WQ4D44KO74D3w+WW+WJjLf/7uZSGrm5GpIRy3sAYBsUHEWHQUd1u5ZVfSlhd3g5AsJ8PGpVEq9mBRiVx+4R0bhibTLCf9jg/k5Of6HmzF8uXL+e5555jw4YNNDQ08OWXX3LJJZcc8P5Go5GgoCC6urpE2TRBEARBEARBEARBEARBEIRTzKKCBu74JB+HS/bepvdRER/iR5PRhsnmIlCvQaNW0W7xBDcmDYji/EExnNE/EoPuxMqtKKjr4o6PN1Heatnvtj5qCY1KRbfTDUBKuD8vXTGEnITgozzKk9vBxA1OrHfHCcRisZCTk8MNN9zAtGnTjvdwBEEQBEEQBEEQBEEQBEEQhBOAoih8vLaGfy7YiqzAkIRgXLJMYYMJm1OmtNkMQE5CMK9Oz8VXq+bhBQV8X9DId1s9/wMI89cSH+rHFcMTmD4iAUmSjttzWlfZzo2z12Gyuwj11/KXM9I4o38kSwqbWbyjidqOblpMdlQquHx4AreNTyMiQEdBXRdNRhvjMiLwP8GCUSc7kXlzACRJEpk3giAIgiAIgiAIgiAIgiAIf2AlTSbmbazlu60N1LR3A3BlXgL/uWQgGrUKh0umvrObus5uHC6ZsenhPfrcFNR1sXBrAwu3NFDdbu1x7An9I3jm0sEYdBrMdhcRBt0xC+YsK27h1g/WY3PKjEgJ5e3rhhPk69NrO0VRkBVQq45fkOlkdzBxAxG8OQAHEryx2+3Y7Xbvv41GIwkJCSJ4IwiCIAiCIAiCIAiCIAiCsB+yrGB2uAjU+3j/vbqijXaLg/MHxqA6jgGDilYLLy0u5uvN9eyaTff1UXPb+DTumJh+SEGWrm4ntR1Wfitp5YWfinuUXgPIignk9auHkhzufySeQp9kWWHm0lJe/KkYWfEEkF6/Zhh6H/VRe8w/uj9U2bRPP/2Uq666CkmScLlcx20cTz31FI899thxe3xBEARBEARBEARBEARBEIST0Yaqdv760SYaumz0izIwMDaIVeVtNHTZAJiUXc9/rxhyzMtyKYrCm8vLee6HItyyJ2pzdnYUU3LjOKN/BH7aQx9PkK8PQb5BDIgNYkJmJHd9ks/2BqP3/h0NRi589TdevnIIZ2ZG9XkMm9NNdbsVf52GQL2GAH3vbJm9aTHZ+b/P8vm1pBWAaUPjeWrqoB6ZQsLxddJn3nz66adMnz4dSZJwu91H5TFE5o0gCIIgCIIgCIIgCIIgCMKR5ZYV5q6u4t/fbscl956mDtRrsDllHG6ZzOgA3rhm2FHNRNmdzenmgS+2sCC/HoAz+kdw76T+DIwLOiqPpygKLWY7Bp0Gk83FXz7cyIaqDsDTO2fyoGguzIklJsgXgPyaTm6es55W8+9z0hP6R/DIhQP2+xotKmjgH18W0G5xoPdR8fjFA7lsWPxx7bnzR3HSZt5UV1cf9D4tLS3e/66pqWHPWFRiYuJhj+tA6HQ6dDrdMXksQRAEQRAEQRAEQRAEQRCEk4WiKMxeUcnnG2ox6NREBOhoNTkoqO/C6vAsyJ88KIYHzstkW30X2+qNZMcEMiEzku0NRm55fwOFjSYmvriMcwdEc3leAr4+auwuN8lh/iSE+h3R8ZY2m7j7081sretCrZJ49MJsrhmVdFSDG5IkERmgB8BPq+HjP43iye92MGdVJZtrOtlc08lzPxRx6bB4BscH89g327A5ZfQ+KmQZHG6ZJUUtrChbzp/Hp3H7hHRvFk27xcHPO5qobreyrd7IL4XNAGRGB/C/6bn0iwo4as9LOHQnVOaNSqU6pA/Arqew575HqpTagWTe7OlgImiCIAiCIAiCIAiCIAiCIPTWYrLjr1MfVnkq4fiyOd3848utzN9Y1+f9AToNd53djxvHJu91brihq5u/f7GV5cUtfd6flxzCRUPiSAz1I0CvIT3S4O2ds7s2s533VlaikiSGJ4cQH+LHtvouttZ14aNSkRbpT0OXjZcWl+BwyQT7+TDzqqGMSQ8/9BfgMDUbbfywrZGv8utZvzMTZ5cJ/SN45aqhGHQaylrMPPr1Nm8ZtEFxQfxvei5bajt59OttdFid3v1UEtw2Po07z8pApxH9bY6lg4kbnHDBmyPpcEqpmc1mSktLAcjNzeXFF19kwoQJhIaGHlA2jwjeCIIgCIIgCIIgCIIgCMKhKW8x8+ovpSzIryMmyJe5N48kJdyfLquTR74uwCUr/OuCbCID9Qd0PFlWUAD1cWx6/0dU027ljk82sam6E7VK4t5J/UkM9aPFZMNfp2FIQjCpEYYD/rsUNhqZ9VsFq8vb0aglNCqJ0mYze1ZcC9RreHdGHnnJod7bNlS1c/uHm2g02g7osc7oH8HTUwcTHXRg77FjYW1FO6/8UsKvJa1cPzqJhy/IRqP+fU5dURS+3dLAPxcU0NXtRKOSvOXo0iL8GZUaRkKoH6elhx+18m/Cvp3UwRtJkoiMjOTcc889oH0qKipYvnw5kiRx3XXX9bp/9uzZhzSWpUuXMmHChF63X3/99bz33nv73V8EbwRBEARBEARBEARBEATh4FjsLp5ZVMjc1VU9JuTDDTr+c8kAnv6+kMo2KwCh/lqenTaYs7L7buYOUNfZzTu/lvPJ2ho0aom85FBGp4ZxxYiEPjMzTga/lrSwsqyNMH8tEQE6RqSEevugnChkWWHumiqe/r4Qq8NNoF7Da1cPZVxGxBF/rCajjQWb6lhW3EKH1UmLyUar2dPL5c1rh5MQ4svnG2p5e3k5LlkhNcKfwXFBbKjuoKHTRlZMIDkJQcgKlDWbMdpcXD86iSvyEk7YHjDdDje+2r1nzDR0dXPXJ/msqWhHo5L465np/OWM38uoCcfPSRu8ufzyy5k3bx6SJDFx4kRmzpxJenr6Pvf59NNPmT59+mFl2RwNIngjCIIgCIIgCIIgCIIgCH3bXm/k2y31fF/QSLvFwRn9I8hLDuXN5WXUtHcDMDEzkuvHJPPkdzsobDR5940L9iXI14ftDUYALh4Sy72T+nv7njhcMsuKW1iwqY4ftjV6Mw92FxWo47GLBnLuwOhj8GwPzo4GI+/8WkGzyYax20lssC+3T0gnOyaQl34u4X8/l/TYXiXBmZmRjO8XwebaLjZUdZAdE8jzl+Xsc4L/aLE53fz1o40s3uHpqzIyJZTnLs0hMezI9qXZm26Hmz9/uIGlRS2oJHoEAScPjuGZaYMx6Dxl+BRFOWEDNIfLLSv8uK2RjCgD6ZGip82J4qQN3gAsXLiQ22+/nerqavR6PQ8++CAPPPAAPj59R8JF8EYQBEEQBEEQBEEQBEE42ThcMj5q6ZSdON4bt6zw5Hc7ePe3ir1uExfsyzPTBnNahqfPSKfVwfWz17G5ppNRqaG8dtVQDHoNz/9QxNu/eo6j1ag4PSOCJqON8hYzFsfv84SjU8O47Yw0Qv20rKloY+7qKm/2ztnZUTx+8YATJnNlaVEzt3+4scf4d8mINFDSbAbg/EHRaFQqqtosbK7t6vNYw5JCmHV9HkF+h5dh1Gq2s7W2i9MywvFR7ztzw2x3cfOcdawub0enUfGP87O4dlQSqmNcrs7hkrn703wWbm1ArZIYlxHO5cMTOG9g9B/uMyecWE7q4A2AxWLhoYce4rXXXkOWZfr168fMmTP7LGMmgjeCIAiCIAiCIAiCIAjCicjplvlyUx1ba7u4fkwS6ZEBmO0uHv16G/M31uKjVhERoCM7JpDpIxMZv7OkVFW7FbUkHXCmwm8lrTzx3Q4aurpJCPEjKcyPKblxnJkZeUwmqhVFwWhzUdfRTbfTxcC4IHQaNUabkzeWlrGkqIUhCcFcmBPD7BWV/LS9CYBzBkRxweBYooP0/LitkdXl7eQmBnPfOf0J2KOkmc3pZmtdF0MSgnsEEArqunhi4Q5Wlbf12D4yQMdFObFckhvXq7eHzenm1V9KeWNZGS5ZwV+r5u6z+xEVqKe2o5uIAB1TcuOOaX8ch0vm47XVPP7tdtyywpi0MKYNjceg1/Dd1ga+yq8HQKtW8Z8pA7l8eIJ339JmMx+vraao0cSg+CBSwvz5z8LtGG0uUsP9SQzz8zwvg44ZY5M5OyuqRzClstXCyz+XkB5p4Mq8BMIMOgDazHbeWl7O+6uq6Ha6GZ0axhvXDNtrMKjD4uCG99aRX9OJQadh1ow8RqSE9rntseCWFdZUtJERGUBEgO64jUMQdnfSB292Wb9+PX/605/YvHkzkiRx1VVX8cILLxAZGendRgRvBEEQBEEQBEEQBEEQhBOJoih8vr6W//1SQm2HpwSYWiVx+fB4Vpa1UbUz62NPUYE6LHY3ZrsLgDFpYdw8LoVhiaH469Q9GpMDNJtsPLFwh3dif0858UFcNTIRP60GH7WERqVCo5aIDfalX9Thl1Ey2118sKqK2SsqaDbZvbf7adWMTg1jY3UHHVZnr/20GhUvXJbDhTmxhz0G8Lzev5W2UtRoIiHUj5Rwf9IiDPsNvhQ1mnhw/hY2Vnf2um90ahgvTx9CZMDRbVZf1WZh1m8VfLW5ns6dr9XUoXE8PXVwj/4k2+q7mL+xjgsGx5CbGLLf4xY2Grnu3bU9/i67pEb4c9WIRC4YHMu6ynYenL/V+57TqlXkpYRQ095NTYeVXTPHkgSKAqnh/rx9/XDSIgw9jlnTbuX62Wspb7EQ7OfD+zeOYHB88CG+KoJw6jplgjcAbrebF154gccff5zu7m6CgoJ46qmnuPXWWwERvBEEQRAEQRAEQRAEQRB+12q2s6K0lTFp4cdltb1bVnjoy618sq4GgHCDlszoQH4rbfVuExuk5/nLc0gI8aOhy8aigkbmbajBaPNMoOs0KlyygnuPXi1h/louz0vgutFJLN7exLM/FGGyuVBJcN3oZC4dFk9Dl4015W18uKaabufe58puHZ/K/edkHlJ2icstM3tFJa8tLfUGHHaND6DN4vDelhbhz02npbKxuoPvtzbgq1Xz5rXDGJZ0/DIydifLCh+ureajNdUYdGpignxZvKMJq8NNuEHL1SOTSI3wR62SWFnWxvrKdmKDfZmSG8c5A6LR+xxaTxmXW+bd3yp48adi7C4Z8ATvbjothT+NSz0iGVONXTa+3VJPgF5DbLAvq8ra+GB1Faad77NdARmAoYnBuGWlVwm2nPgg7jwrg5ggX256bx31XTYAMqMDGJUaRmywHl8fNS//XEqr2U5skJ73bhxxRIKDgnAqOqWCN7tUVlZy66238tNPPyFJEiNGjOCNN96gsLBQBG8EQRBOUYqiUNPejb9O7U3bFgRBEARBOBm1mu34azXHpXG0IPyRlLWYue7dtdR1dqNWSZyWHs4Fg2OYkBlJ+DG4pnC6Ze79fDNf5dejkuC+czKZMSYZX62alWWtvLy4hIRQPx6enN2r9FS3w836qnaiAvWkhvvTZLIzZ2Uln62v6REg2dPg+CCeuGQQg+J7lgZrNdt597cKttR24nIruGQFl1vG7pIpbDQBcFZWJH89M4N2ix2bUyY3MXivvV8URcHuktnRYOSfCwrYVm8EPJkYt09I5/xBMfhq1ciywrZ6I7+WthAdqOeinFhvxpDd5UZROOSAx7FS2mzmrx9t9L5OexOo1/DPC7K5bFj8QQVb6ju7uW3uBrbsDJTs6slzWnr4US/VZra7+HJjLV/l17O+qgOAv5yRxv+d3Q+NWsWm6g52NJhIDvejf1RAj2vxZqONuz7NZ2VZW5/HzooJ5L0b8ogKPLrZSoJwMjslgze7zJ07l3vuuYeWlhY0Gg3Dhw9n9erVIngjCIJwkjLanFS0WBgcH+Q92V1f2c4rv5SyubaTTqsTtUrizMxIrhqRyPh+Ece80aEgCIIgCMKhaujq5j/f7mDh1gZUEqRHGsiKCSQ5zJ/EUD+sDhfV7VZcssINY1IOuL/FviiKwvcFjRh0GsZlhCNJEtvrjTz2zTbUKomXrhhC5M6JNUXxrOzfsxTTnmxON5trOslNDOlRxkcQTiRbajuZMXsd7RYHAToNpp1loMCTYTA4Lojs2CBSw/1JCPUjIkBLhEFPQqjvEcly2FLbyRMLd7Cmoh2NSuLlK3OZPDjmsI8Lnn4oVoeLtRXtvPNrBWsr2wnQabjv3P5cPTLpoCf8F2yq4/4vtuDYmfGxu9QIfyYPiuGW01MJ0PtQ2mziH/MLWFfVzu6ziEG+Pvzj/EwuHZZwTHvDHCs2p5tP1lazo8FERasFq9NFXnIoI1NC2V5v5IuNddR1ekriXZgTyxNTBhKo77sXzO4KG43MmLWORqPtkIM/R0pthxWb00165MFlybSZ7awub2djdQftFgdd3U4SQny5t49eRYIg9HRKB28AOjo6uPvuu3n//feRJAlFUUTwRhAE4SS0+6q4S4bE8uTUQfxW0spfP97kvYjwUUs43b//VOXEB/HoRQMOqMavIJwIHC6ZJqON2GDfU/KiVhAEQeiboii8t7KS534owuo4sGtVXx81D5yXybWjkg54sYqiKKwubyc2WE9SmD92l5sH529l/sY6wFPWJi85lI/XVuPaWX4pLtiXOTfmsaPBxLM/FNLYZePMzEim5MYTE6TH6nDjq1WTs3NxTYvJzg3vraWgzkh0oJ4bT0smJz6YHQ1GWsx2puTGHfTEn/DH4nDJ2FzuA5rYPlS/lbRy6wfrsTjcDI4PYvaMPIw2F1/l17F4RxMFdca97jskIZjHLx6w1/4ciuLJJAnx1xIX3DsrZUeDkf/9XML3BY2Ap+TZzKuHMjEr6og8t76UNpsI89cRsrNM2aHYVN3Bg/O30mF1eMvLba83sqtSW7hBy/mDYvhkXU2PII9KggsGx/LwBdl/6CbwblnhjWVlvPhTMW5ZIS7Yl6enDWJcRsRe91la1MzfPtqEye4iI9LAezeO6PM9JQjCqeuUD97s8ssvv/Dss89it3saby1ZsuQ4j+h3IngjCIKwb/k1ndwwe22P5pVJYX7UtFuRFTgrK4o7J2bQPzqA6nYLH62p4bP1Nd4milcMT+Cxiwec8On2wh/bhqoObv1gA61mOzqNivRIA7eOT+OiI9SYVRAEQTgxybLCfxbuYNaKCgCGJ4Xw2MUDCDfoKKjroqjJRHWblep2K/46DQkhfmyr72JNRTsAY9PDeO2qoQT79ZyUXVPexnsrKzl3YDQXD4lDlhUe/WYb76+qAmBcRjgWu4uN1Z2oVRJ6jQrLboGjs7OjKG02U9FqQa2SevXS2FNOfBAzxibz8uISKvfSXB3AoNPwyvRcJmRGHtLrJZy6Grq6+WBVFR+vrabD6iQ90sCIlFCm5sYxPHn//U4UReGD1VW8uayc0/tFcPuENOJD/DDanGyvNxITpCcx1I+FWxu4+9N8nG6FselhvHntcAw6TY9jNRltrCpro6zFTHmLhfqubtrMDhq7bDjcMpIE00ck8vDkbG95Q6PNyWfravhkXQ2lzWb8tGr+d2UuZ2V7gjIbqtp5bUkZvxQ2A57snim5cdx9Vj8SQg8/i+546Op2sqy4hZd+Kqa81eK9fXy/CB65MJvIQD16jWq/2Xp/JBurO7jzk03UtHuycK7MS+CB8zJ7fIdXtFp48rsd/LS9CYARyaG8fd3wXqXzBEE49Z20wRuVSoVKpWLLli1kZ2cf7+EcFhG8EQRB6FuT0cas3yqYs6oSm1NmcHwQfzkjnX8uKKDV7AnGXzosnqenDup1QdBssvHsoiLmbagFIDcxmHeuG06In5aVZW3UdFiZkht3ygR0FEXh/VVVlDabuWdSv14TOMKh2zURsGBTHeEGHWmRBs7MjCTvACYRDtT8jbU88MVWHO7epSjuObsffz0z/YBLIyiKwsKtDVjtbqYNiz+uGTwut4xaJfUY+64saEEQ/rhcbpmvN9fTLyqAgXFB+9/hIBU3mdBpVCSF+fe6z2x38d3WBs7oF+EtBXY8Od0y98/bwpebPJkvD52fxc3jUvb7PSnLCh+uqeKp7wuxOtykhvvz7ow8UsL9abc4eO6HQj5eW+Pd/qKcWDQqifmb6th16F1X9wF6DTOvHsrguGA+WF3JryWtXD8mmfMHxdBmtnPTnPXk13Tip1Vz2/g0zugfwcItDfywrRGnW8FXq6auo7tHo/OEUF/euS6P/JoO3ltZhbHbSVZMAG0WB5uqO1FJcMmQOGo7uylpMjF1aDwPnZ/VK4Oo3eKgpt3KgNhAMfl7Cms22nj55xI+XVfjzfja05mZkdw7qT/ZsYE99ltW3EJssC/J4f48830hX2+u996vUUmkRxoobjL1yA5pszhQFJg8KIYXr8hBpznw64Emo42nvtvBgnzP4wyMC+Tt64ZT097N3Z/me8ti7WrsLklwy7hU8ms6vQFXlQTnD4rhb2d6Fp+dCpxumQ9WVfHNlnquGJ7AFXkJ4nxvHyx2F88uKmTOzmB6gE7DLaenkhUTyOcbavh5RzMuWUGtkrh2VBIPnJd5yly3CoJwcE7q4I0kSWzdulUEbwRBEE5SzSYbla1WatqtJIX5eVfUuWWFZxcVMmtFhbcM2un9Inj96qH46zQ0GW08/X0h6ZEG/jw+bZ+lQlaWtfLnuRs9dXVDfVFLknc1aHqkgecvy2FIQvBRf65HkywrPP7tdt5bWQlAYqgfb183/JS5GDzadtX6/9/PJWTHBPKXCWneci7tFgf3fb6Zn3eukNxFkuDpqYO4Ii/xsB7bbHfx5Hc7+GhNNQCTsqN44fIc2swOPlpbzVvLywGYmBmJn05Dm9nOmLQwbjk9rc8eAl1WJw/M3+ItwzEyJZQXrxhyTMsrlDSZWFTQyE87mrxNVbU7J9ycsoxWreLmcSncc3Z/0ZPqFCHLCusq22ky2THZnBh0Gs7KisJ/j1XMggCe3/6/fbSJNRXtqFUSd5yZwe0T0g57Yl6WFZaXtPDaklLWVXoaKg+OD+KSIXFcOjyeQL0PzSYbM2atY3uDkahAHbNm5DEg9sgHjw5Ut8PN7R9t5JfCZtQqiecvG8yU3PiDOsaOBiM3vbeO+i4bBp0GnUZFm8XhvX98vwh+K231Zs2oVRIvXp7D0MQQPlpbTVmzmfvPzSQ90rDXx7A53Sze0cSI5NC9BrxazXbeXFbGB6urSI80MOv6vD63dbhk/vVVAZ+sq+l139ShcTw7bTBWp5sftzXxzeZ679iTw/y4fUI6l+TG4SOCOKcMp1tm5pIy3lhW5g3+jUwJ5YaxKeQlh7ChqoOftjcxf1MdblnxZrvcN6k/q8vbeGD+Vrq6nT2OqVZJ/Hl8Gvk1nfxW2uq9PSZIT5vZ4V0oc/XIRB6/eOAhL3JZWeop39xucRDs54Ox24mseM7Dbx2fyvkDY3j2hyI+Xlvt3cdHLTFtaDy3jk8jJbx3cFn441ld3sajX2+jsNHU674J/SN4aHKWKDMpCH9wInhzAhDBG0E4cdV2WClrsTAiOdSbDi8cHEVRmL2ikqXFLfx1QjojUkLpdrj554ICvthY22Pba0clce85/bnv8838uDNFPC85hNvGpzGhf+QhT/SWNpuZMXsttR2elXABOg3anZMbKgmmDY1nSm4cI1PDTro+I063zIPzt3ozjMINOlrNdvy0av57xRDOGRANeMo4PP19If5aNdOGxZMZfer83rh3rko7GE63TIvJTkOXjdeXlrF4R5P3PkmCvKRQjDYnVW1Wup1utBoVd07MwF+rZmVZm/f9+ciF2dwwNqXHsZuMNsINul5jsjpcfLO5nnWVHUQE6Ag36Ji9osL7vrx9QlqvgMYHqyp55Ott7LkINTsmkBevyOnxd1xR2sr987ZQ19mNj1rCR63C6nAToNfwn0sGcvGQuB7PXy1JPR6rw+LAV6s+pFV9JpuTBZvq+HxDrTdgsz+TsqN47tIcSltMbKnt4oz+kSfdRIbd5UajUvX5/uuyOvliYy1DEoPJTQg+ZVefdlmd3P1ZvrcEzC4GnYZLcmO5dFiCtw/GnlxuWayk/4PZUNXOn+dupNlk79GnbkhCMGdlRZIeaWB4cijhhgPriVDUaOKFH4soajJR39ntPZ6PWkJW8AYsAvQarhqZyHdbG7xlagD8tWqemDKImCBPkCErNvCI99iQZYVvtzZQ3Giiq9uJW1HISw5hSEII98/bzLrKDnQaFa9fM5QzMw+t30Wzycaf5qxn827fv5nRATx+8UBGpISysbqD//s0n0ajjf9dmcuknecGR4Pd5cZHpdrnOZuiKHyVX8+W2i6yYgKwOd08+s123LJCeqSB6jZrj0xUvY8Km9Pz77hgX2aMSebyvASCfEX5oONFURS21nXRYrKTGmEgKlDHsqIWvtlSj8Ml87czM8jZz+KoshYzd3+a7z1vyE0M5oFzMxmZGtZr2/IWMy/8VMzCLQ0A+GnV3t5QqeH+uBWFqjYrsUF6Xp6e682O3lzTSX1nN7mJIUQH6bE53RTUdWF1uBmXEX7Yv8017VZunrOeoibPxPulw+J59KIB3hJsu3pZzVpRwaTsaG4el0JMkOhXIvS063fi1V9K6LA6uSgnlivyEugXJYI2giCI4M0JQQRvBOH4MdmcrChtZX1lB5tqOgn11/LQ+Vkkh/uzqqyNWz5Yj8nmQqdRMS4jnCm58ZwzIEpMNh0gs93FfZ9v9mYBSBJcNSKRDVUdFDaakCRICPEjMkDH+irPKtldF+hajYoXLsvhwiPU76PFZOf1pWVkRBm4KCcWh0vm0W+28VX+76UVogJ1/PvigUd1UuNIccsKX+XX8dLiEqrbrahVEs9dOpgJ/SO5/aONrCxrQ5LgsYsGcN7AGK6ftZbtDb83Xh0cH8QjF2YzLOnIlf46llaUtrJgUx35NZ2Ut1o4LT2c/14xhNB9NGHtdnhWDn+VX8ey4hbvJB94ymrcdFoKlW0WftjW1GO/jEgDL1+Z6y3ToSgKT363g7d/9fQmuHV8KvdO6o9Kknj2h0LeXFbOgNhAZl49lKQwf5qMNmYuKeWLjXXePky7iw/x5dlLBzMmLbzPca8pb2NpcQth/lokSfJe2GlUEhMyI7kwJ5bF25u8ZUKSwvx4ZXouQb4+3PVpPpuqOwG4ZEgs14xKYu7qKr7Z0kC4QctFObFkRAawIL+OlWVtBPn6cO+kflw1Mgm1SkLeucp198kNt6zgdMveIM/aivYeZUI0KolxGeGcMyCa0/tF4KNWeSfhfNQSvxa38uD83iXiAvUa3r5ueJ+TNsebwyWTX9OJW1YI9NXQYrIzf2MdP2xrJD7El/9eMaRH0+LaDiszZq+jtNkMeCZRrx+TzOXDE457gNgtK6yvbEelkhieFNJr4srucrN4ezMGvYbRqWF9Znjtsr3eyG1zN1DdbkWrUTEsMQSDXkNJk6lHv4u4YF8uzInlz+PTCPLzweWW+c/CHXy0tpobx6Zw76R+4nf1D+Cr/Dru+3wLDrdMRqSBN64dxtbaLh5eUIBpt+9GP62aOydmcMPYlB7vP5dbZlNNJypJItRfy1f5dby2pLTHd7m/Vs30EYncPC4VjVpi4ZYGPlhd5f0sguc78tXpQ3nyux2sKm/rMUa9j4rzB8Zw4ZBYIgN0BOh8CNBrMOg1h5TtsWdJtL4E6DXMmpF32KU47S43G6s6CdBrSArzI2CPIJRbVrA6XL1uP1H8sK2Rv320yfvbkBHpOV+7IMfzt/hwTRVvLS+n1ezJKvLTqrlgcAzThsYzIiXU+12mKArLS1qpbrNw6bAEsfjqCLO73Hy7uYE5qyr3uVhDJcGNY1P4v0n98NP2zMLstDp4b2Ulby4rp9vpJsjXh8cvHsBFObH7DaasKW/jkZ1ZCpIEfzkjjbvO6rdzwYoLvUZ9zLN6TTYnby8vZ0BckHfRlCAIgiAcKSJ4cwIQwZvjq2Fn48F91dsubzHz2pIyVpW1cvfZ/bhseMIxHKFwpDlcMt8XNPDN5nqWF7f2mkD006q5fHgCH62pxuGWe6zsAs8k1A1jPSv+jvTqzBNVVZuF91dVodWomJ6XSGLY/htqFtR1cecnmyhrseCjljgtPZwlRS3e+8MNOl69KpdROydqlxY183+fbabd4jimk7hrK9r5clMt321t9JZd+PMZadxz9uFPJi4taqay1UKIv5aIAB3DkkIOqqb23jR0dXPL+xvYWue5aA43aHlq6mDO3tkM1eWW+dfX27yluEL8fOiwOgk36BiWFMwvhc043Z5slXsn9efW01OPa/kqh0umtsNKSrj/fi/abU43T39f6C0Rt7u4YF/eum5YrxI4dZ3dvL+qko/XVGO0/T5BqFFJRAToyIwO4IHzsrxl5oqbTORXdxIVpCcu2JeUcP9eE+6KovDS4hJe/rkEgKGJwQT5+vR4jwfoNVyUE8sXG2u9K4aTw/w4f1AMFruLus5u0iMD+OuZ6b2a5O5Ls8nGQ18WeBuY7qKSfs9e2zU553LLvLqklFd+Kd1vo+ndJYf5oZIkaju6CfTVMCU3jkkDollW1MIn62pot9gZHB9Marg/C/LrkBVPf4MZY1K4ZEgsYftZNb+hqoNbP1hPq9lBqL+WQL2GyjYrWrWKZy4dxJmZUQTqNccsW8XmdLO0qBmtRtVj5fuqsjbeX+Xp/9BX4G0XjUriLxPSGZ4UgtXh5uGvCmgx2Qnx88HicONwef7+OQnBPDtt8HEpadhktDFrRQVfbaqn0WgDPE3RHzw/k2FJoSiKwg/bGnnyu0Kq2z2Bl0C9hkkDorl2VFKvFdRfbqrlwflbsTll4kN8eeOaYd5zKVlWWFXexifravh5R5P3NzQqUMdjFw1k3oYaFu/4PVNnRHIof5mQxo4GE3Wdnn5kxzqwvGs19qD4oCPyPX00dVodbK3rItygIyvm8K4dZFnp9f3vcss7z3+OTNk7RVGYubSM534oAuCcAVG8ePkQb1m9us5uvs6vp6TZxNbaLkp2BlrSIw2erNiUUIqbzLyxrMz73tzdWVlR3HRaColhfkQF6Hr9dsuywo/bG3lreTl6HzUvX5lLRIAOh0vmye92sKy4BUkCm8NNfZdtr88j1F/LXWdlcO2opAP6burqdnLnJ5tYWtSCWiVx+fB4Igw67G6ZX4tb2d5gJCJAx/s3jjjsv+OpYkNVB6vL25iYFUn/qIBer7PN6ear/Dre/a2C4qbfA3KxQXpOywgnKyaQLzbWUlDnWawSH+LLoxcO8DaLP95cbpkftjXR0OXJEuvsdlDWbKaqzUpeSij/nJx1xD53R1pjl42P1lTx0dpqbwBNq1GRGu5PRasFu0v2Buobu7q9/WD6RwXw7ozhxIf4YbG7eG1JKXNWVmLZ+bswNj2MFy4bQnTQgfefcrllFm5tICnM/6QvfSwIgiAI+yOCNycAEbw5PtyywqzfKnj+xyLsLplrRiXyz8nZON0ys1dUsqK0FR+1CllRWF3e1qNkzYwxyTw0OUvUWz7JdHU7+WBVJe+vqqLZZPfenhLuz5i0MIYkBPPFxlpWl7d77ztvYDT/vWIIFa0WFm5p4KO11bTvrCNu0Gm4fHgCN41LOar9JJqNNhbvaCY53I+85FDv+66vCZcj9pgmGzXtVlpMdpYWtfD5hlrvxK8kwekZEcQE6ZEkiZggPZMGRHkvsl1umdeXlvHyzyW4ZIXoQD0zrxnK0MQQlhW38Pg324gL8eP5Swf3qoXe2GXji421nDcwmtSIvddePxrsLjfPfF/ErBWebIqc+CBuPC2FcwdG95jI215v5O1fyzlnQBTnDozp81iKovDsD0W8vrSsx+0hfj5ckhvHOQOiiQv2JSpQ32NVsdMt02l1Euqv3evq/IK6Lm6as44mo51AvYbbzkhjxpjkXhf7iqLw2pJSnv+xGPBMrM+9aSRJYf60me08+s12vtmZqXFmZiSvXpV7XCYMSptN3P7hJoqaTIxODeOhyVlkRBnYXNNFfWc3Z/SPINhP22tbgCuGJ3B2dhTBfj7c+/lmKtusqCSIDNATGajD5VZoNdtpMdu9TZnjgn2ZkhvHRUNiSY8wHPZn6PutDdz/xRZMO4NCOo2KhyZnsWBTHRt3ZrwADEsK4e6z+jEmLeyIfW6Lm0zM31jHj9saiQrU89DkrL0uRNhQ1eHNjjl/UAw3jk2mxWTnq/x6qtotTMyMYurQOJYVt/DCj8W96sfvz55lQg6E3eWmqctOQqgvdpfMnZ9s6pH15K9Vc0luHI9cOGCf2R+7M9qcBOgOPOizvd7I3DVVfLu53hvYu/m0FB48P4tP1lXz8IKCHg2Og3x9MNpcqCQ4Z0A05w+K4YPVVd4yLrvrHxXAezfm4euj5vP1tfzv5xJMdhc+aokLBscyvl8E4zLC+wx0uWXPuUe3w01uYvB+g2H7YnO6eXt5OTOX/t5PIFCvweGWvUHFPUUE6FAUTw+LXYYnhXDuwGjCDFrWV3bw4c7g8On9Inj5iiGE7CXrrdvhZklRM8//UER5q8V7u06j4sbTUvhgVVWvwJhGJfHoRQO4ZlTSIT/vg9FmtnPdrLVsqzcS5OvD5MExXDUiscfnqdvhxinLR2XRRpPRRpPR1iN7qy/fbqnnxR+Le7yO04bG84/zMw/4PdJucbCooJHlxS2UtXgmjZPD/Xhq6mCGJXn6S9z5ySa6rE7+e8WQw570lmWFR7/Zxvs7GzL/aVwKD57Xuyn97tvP31THU9/t6NG3ZZdAvYZAXx9PjwlfHx48P4sLBscckUCvoijk13Ty2foa1la0Y7K5MNlc3s/NLpOyo3j20sHe36ZdLHYXC/LrWLCpjvIWi3f8eh8Vr189jAmZkT22bzPb0fmoD+p7U/BQFIW1Fe18sdGz+GbP7xA/red13XW+PzU3jmcuHXxcr93sLjd3fZLvzUbvS1ZMIG9dO4yE0P0vkjoWmow2PlxdxZKiFu+CIfD0jrlmVBJX5iUQZtAhywqtFjvh/jrvZ3tJUTP3z9tCi8lOuEHH7RPSeHt5uTdAmhkdwO0T0pk8KEb0vxMEQRCEfTjpgzcFBQVkZWUd7+Ewc+ZMnnvuORoaGhgwYAAvvfQS48aNO6B9RfBm31aXt/HcD0XUd3aTGR3AoLggrhiReFiT5bUdVv728SZvKZld0iMNtJntdFh7T1pNzIwkNcLfWyYn3KDDoFNj0Gv464QMzh0oUqRPZD9sa+SfCzwroQEiA3RcmZfA5MGx9IsyeC/6ZVnh3d8qeHN5GVOHxvP3czN7TKLbnG6+3ORZ8berBIevj5p/TM7impGJR3SVuNMtM2dlJS8tLvFelAbqNaREGGjo7KbVbGdgXBCXD0/goiGxvSaUFEVhXWUHH6+tJtRfyz19lC3YXbPRxryNtSwqaOyzDML4fhEALCtu6XUfeIIDAE1ddm8203kDo/nPJQMPa+LxWPt2Sz33z9viXSke5q/lwpxYLhgcw5qKdl5aXOwt0fKncSn8/dxMLA43m2s60agkYoJ9eW9FBXN2TlSd0T8Cu1OmrMXcI2i4i6+PGn+dGlmBDqsDRfGsIL16VBLj+0WwsqyVJYUtdHY70aolipvMdDvd9IsyMGtGHvEh+77AX7ilgd9KW7n7rIwewTJFUfh0XQ2PfL0Nu0tmWFIIs2bkHZX68e6dzcyz9+gl8MWGWv65oKDXxJhOo8K+M1MhMkDHM5cOxmp3c/+8zVgcbsINWp67LIcJ/X+fCOuyOrnr0009Ml92NyYtjBvHpjAhM/KIl62qabdyz+ebaTHZeemKIeQkBONwybz4UzHrK9u5eVwq5wyIOu49T5xuGYvd1WvCcU/tFgcrSlsJ89eSEOpHYaOJT9fVsKK0ldzEYK4ZlcSguCBWl7dRUNfF6LTwI/Ib6JYVnv2hkM/W1fT4HR7fL4LXrxm6z++vNrOdp78v5PMNtZyVFcUr03P3WipHURSWFDXz9vKKHiWTIgN03s9oZnSAt3HsxUNiuem0FAbGBvU5waQoCl9vrmfu6iosdjcOt8yguCAeu3hAj/d7Y5eNfy7Y2iPjRKOSmDEmmTvPyiBA70Nps5mvN9fz+foaGnbLAEgJ92dYUgjDkkJQSxJLi5vJr+5keHIo953Tv8+Jvm31XXy5sY4F+fXeIMzQxGBuOT2VCZmRdFqdvLS4mM/W/x6c1/uouGVcKreOT0Pvo2Z9ZTufrq/hm831PUpT7XLHxAzunJhxQJ+pboeb53/0BMiDfX145/rhDEsKpbzFzD++3EpNezeD44Owu2Rv/5zpIxJ58PzMo5rlWt/ZzbXvrqGsxdLrvim5cdxyeirfbW3gvRWVALx53bC9ljg8WLKs8MHqKp5ZVIjV4WZiZiT/ujCbpLCevZ8UReH1ZWU8u6jIe1tCqC+1Hd0oCgT5+jB0Z5AvKyaQ60Yn9ZikNtqc/LStiW+21PNbSSuuPrLwdgUkf9ze1GOxxoPnZZITH8xvpa20mh2c0T+C8f0i9tkbS1EUJEnqUTJsVxnP60YnH9Br09Xt6aO1uryNtRXt+GrV3DA2hekjEo75QgOXW8Zsd/HFxjqe/n4HTrdCbJCel67MZURKKCabk1d/KeXDNdW9ggjxIb68fGUuw5JCjumY/0i6HW7WVrazorSVrbVdDE8O4YaxKeh9VPzv51Le+bUcl6xwdnYUr16Ve1CZdVaHC7VKOuhsPKdb5pvN9SwqaCQl3J/x/SJ4Y3k5y4tb0KpVnDswGq1GhUGnITXCn0C9D/9ZuN2bjTrz6qHezPTDJcsKChz0uU9Jk4lr3l1Dk/H3c9cRKaHMGJPMpOwDKyFd39nNje+t69GIPT7El4cvyGZS9vE/LxIEQRCEk8FJH7yJjY3Fx+fwL+gkSaKsrGz/G/bh008/5dprr2XmzJmMHTuWN998k3feeYft27eTmJi43/1F8KZv1W1Wnvp+R5+rk0L8fJh59TBGpx38SW15i5mr31lDQ5eNAJ2GhyZnERWk597PNntXyKWG+3PTuBT8tRocLpkBcYHeMjw/bGvk/z7N96Z6g+eC99lLc7h0WPwhPlvhSMiv6eTVX0rw12nISw4lPsSXshYLq8pavZNlqeH+/G1iOpMHxR7wSu6+yLLC8pIWXv2l1NurZVxGOC9ePoSIgEMPVHRZnSzIr2NdZTtrK9q9E4kZkQbaLA5v1s+e/LVqHpqczfQRnpJ+3xc08uovpT16nKRF+PPK9KHevh27W1rUzF2f5tO5c8JUkjwXVxEGHQmhflw3OslbwqasxcwvO5pxuGVcboWtdZ0sL2n1lgUCz2f0kQsHcPGQ/deuPhE1G218vLaGj9dWe8sL7W5gXKC3JEdUoGfCd89fSEmC/1wykKtHelaOu3e+Z+atr2VrXReNXbZeJfsO1LiMcF67eugRmdDcUNXBDbPXYrS5yI4JZM6NIw7rPbynZqONuz7NZ2VZG/Ehvrx17XDSIw08/u025q72rNwfmx7Gfedk8t6KCm+ZjXCDFp1G7e2jssuo1FBemT50r2Ns7PKsYG822dGoJSIMOqIC9Uf0Oe3NrglL4fB1O9wsK27hrk83YXPKDEkI5rWrh/ZYuKEoCmUtZn7a3swby8p6ZAuNSA7lnRnDe3xGZFnh58JmXv652Pv5VaskzhsYzVUjEhmVGsa3Wxu49/PN3u+zOydmcNdZGUfs77prtfgvRc0sK2rxTmiFG3QE+moo3y2AEOznQ7hB16NXR1+0GhXXj05i8uBYBsUFsaqsjZd/LmZdZYd3m7hgX/5+XiYX9pGhYHW46N55TuOv0/Q5Kb/rO7G0xUyHxYFbVvjT6SmH1Fy9stVCkK/PXjN1dpXYev7HIhTFU6rqjjPTmZgVhUF36L1H9iTLCgu3NvDkdzto6LIRG6Tn/ZtG0GS088m6Gm9m4p60GhWvXTXUW6ZyT2a7i/IWMxmRAfhq1VgdLr7Or+fXklYiA3WkRxrQadTUtFv5taSlR4beruOfPzCakalhpEUYqGqzsKy4hW93ZnfdODaFOydmEOTnw6bqDh76sqDHbz14Mv1evSoXp0vhlV9K+GpzfY/f6IFxgZw3MIaBcUHEBumZubSsR0+Wi4fE4qdV8/Hamj6fY4BOw9nZUUweHMO4jAjv+VR1m5WXfy7hm831qFSg06jp6vb053rh8hwuHhK37z/KSaCgrou/fbyJilYLKgmuyEtk8Y4m7+KglHB/rh6ZyOi0MOJD/I7Kggjh4PxS2MRtczficMmMywjnrWuH77MPzqqyNp5eVEhlq4Wubid+WjX3TurPjDHJqFSeoGRVmxWjzYmx24laJWHQadCoVNR0WClpMvP5hhpqO7p7HdvXR81b1w1jXEZEr/vqO7u55YP1FNQZ0agk/nVh9gGX6NuTxe7ih22N/FzYzPKiFiwOF6H+OuJCfLn7rAzO6B+5z/3zazqZMXstnVYn6ZEGbhufxvh+EYd0LmW2u7jrk3yWF7dw07gU7jgzQ/QhEgRBEISDcNIHb47UkCRJwu1273/DPowcOZKhQ4fy+uuve2/Lysrikksu4amnntrv/iJ407frZ61lWXELKsmz8vLCnFiKm0x8tr7Ge1L78AWek9pdK2G31xvZVNPBxUPi+ixBUNho5Jp31tJqtpMW4c+cG0d4V603G228vqyMAbFBXDIkdp+ribqsTspbzbhlhc/X1/Lpes/F7d/PzeT8QdHEh/ixubaTHwo8afy3nJ7aaxXlH4HN6abFZCc+xPeoT2h+lV/H/fO2eFfr70mtkrjl9FTunJixz9WiB0uWFd5bWckziwqxu2SSw/z44KaRvVZBm+0uttcb0aglfH3U9I8K6LWCe1N1B3/9aFOPyepQfy1/P7c/lw1LQMFzMdVishEb7Euwr5Yftzfyyboa7+TemZmRdFod3skgvY+KyYNi+a20hSajHa1axb8vGcAVeZ7AsltWePnnEl75pQRF8ZRruGZUIpOyow/qAs1sd7G+sh1/nYaYID3RgfpTovm0yy3za0kr32yu54dtjWjUKv51QTZTh8axqKCRez/f7A3kJof5oVZJ1Hfa0GpUPHbRAC7J3ftElaIodFidWOwuLA4XiuIpVeSv1fDdVk8j2MJGEyOSQzk7O4qUcH9vk/iRKaFH9PXdXm/kullraDU7iAjQ8d/Lh3BaxuGtLN/VY+ChLwt6lL7x9VGTFulPQZ0RSfJMjv/tzN9X7te0W3G4ZVLD/bG7ZJ5ZVMjsnSvebz09lfvO6X9KvLeEA7OhqoMb31tHV7cTnUbFraenkpMQzNKiFpYUNfeYHMuKCeTaUUk89f0OTDYXqeH+nJYRTnyIL4WNJpYXt3ozUPy0aq4emciMsb3LXm6oauelxSVMyY1j6tCjuyhjSWEzj3+7nYqdZbC0ahVj0sOYNjSeSQOi0GnUdFodbKruZENVB+ur2nG6FU5LD2dQXBCzVlSwsuz37CFfH7U3k02rVnFWdiRTcuMZ3y/isBYsHA/Li1t49JttPQJa4HleI1NDmdA/kgsGx/TIKNxc00l9ZzdDEoOJCeo7Q9tsd7F4exNvLi9nx86gR2q4Px/cPLLHe2FLbSf//nY76yo7yIoJ5K8T0lmQX8dP25tQqySm5sYxNCmEflEB6H1UuNwKC/Lr+Hx9LWa7C41KYkBcEOUtZm9Zxb74adU8cF4mo1PDePzb7fxa0trndpIE/7ogmxvGpvS43eWWWVnWRkNXN41ddt75rRyTzUWgXoPF4fZm0aTvav4+OKbPsqTfbqnn/VVVXDYs3rsYafaKSp78bgdBvj6MTQ8n1F/LooLGHosa/LRqYoN9CfXTsrG6o1dWj06jYubVQ5mYdWL0HDkSzHYX/1pQwPzdAl4p4f78c3IWE/pHihJQJ6AVpa3cPGc93U43I1JCmTUjr9e1oqIozFlZyb8X7uizR9zwpBCigvQsL27Z52d6lzB/LVeOSKC+08bSIs8isl0Zh3vT7XDzwPwtfLVzIculw+L514XZ3oUITUYb7RZHn9cR4Okh+Mm6av73c4m3L82e1CqJZ6cNZtpuiw67rE7mb6plRWkrZS0WqtutuGWFnIRg3puRt9dg+8FwuOST7ndIEARBEE4EJ33wJiYm5ohk3gBUVFQc9D4OhwM/Pz8+//xzpkyZ4r39zjvvJD8/n2XLlvXax263Y7f/nn5sNBpJSEgQwZs9bK838tT3O3hochaZ0b+/Ljanm79/8ftJbWZ0ALeNT+PXklbmb6pFUSA6UM/DF2RzdnYUjV02ttR1Mn9jHcuKW3DLCtkxgbx/0wjCj0ApJ0VReOyb7T2aZ2tUUo+LVz+tmn/uzIo41VdlK4rC6vJ25u8sv2WyuxidGsaTUweREn7kA1gWu4uXfy7hreXlgCd4MSguiHWV7bSY7KRFGOgXZeC8QTFHtRlsabOJGbPXUdvRTXSgng9uGkFGlKch9ZbaTm58b32P3gG5icHMnpFHsJ8WWVaYvbLSW4ojMdSPy4bFMyw5hKGJIfsNNsmywju/lfP8D8XeTA5fHzV/Oj2VG8cmE+ynpd3i4P55m70ZSLeNT+OCwTE8OH+rt4b1NaMSefiC7BO+UfPx4nTLaFRSj89wQ1c32+uNDIwLImrnBKKiKMjKwZenON7KW8zc+sEGSprNSJKnn8yu51XVZmFrXRcOl8zN41L2OfFgsbv4enN9j9KCmdEBPDl1EP/9qdg7MRmg0/Dy9CEHtHK/oK4Lu8t9zBuYCyeGshYz/5i/lTUV7b3u2zWRf/6gGC4bFo9GrWJbfRfXz1rb58SVQafh2tFJ/GlcKqFHYDLqSLC73CwqaEStkhjfL4KAg8ioUxSFXwqb+Wx9DStL2zDZXeg0KqaPSOS28WkH1QD6ROR0y3y6roa3lpfTZLT1WqARqNfw0pVDOKNfJC/+VMyrS0q998UE6YkN9iXET4u/To1LVjDbXKwub/MeJ0Cn8fxWnpbS56IfRVGo6+wmLtjX29Pt/i+2MH9jXa9td+evVffI0E4K8+OSIXFY7C5KW8y43ArxIb4khvlxUU6sdyHRrsysFWVtrK1oo6a9m8RQPzKiDJw3MOaAMs6r2iz8ee5GbzbO+H4R3HlWBrkJwYe8gt/XR+2dKJZlhY3VHXy7pYGFWxu8GSe7jMsI566zMogM0GO0OYkL9t1vqcaT1fyNtcxaUcF5A2O4eVyKOH86wa2vbOeG2esw2V0MSQjmmWmDaTLaqGqzUNlmZXu90VtK85IhsfxlQjpRgXq+3VLPkwt39PhM+2nVhBm0BOh8kBUFs92F3SUTH+JLSpg/Q5NCmDY03pthIssKbkU5oKxBRVF4a3k5Ty8qRFE8Gd53n9WPVeVtfLulAffOfpJnZ0dxweAYRqSEoiiwcGsDz/9YRFWbFYDEUD8uHhLLmZmRxAX70mK2886vFd4su+kjEjDoNDR02fhpe1Ov79cz+kfw2lVD8Rc9mQRBEAThuDrpgzdbt24lOzv7uI2jvr6euLg4VqxYwZgxY7y3P/nkk8yZM4eioqJe+zz66KM89thjvW4XwZsDpygKs1ZU8tJPxZj2qC0dbtB6J2wkiV6ljMZlhPPq9KEE+R25MgaK4umTsiC/juImMw6XjEGn4czMSBqNNtbunHCKC/alX5SBAbFB3HRayhFZxXQ8ybJnUsPucqOSJArqjby5rIxt9cZe22o1Ki4cHEugrwZ/rYYRKaGMSg075BVYsqzwxcZanvuhyFta7Nbxqdx/TuZxmzRv7LJx7btrKGk2o9OomDo0jkFxwfz72+10O92E+Wvx1appMdmxu2T6RwXw+MUDeOGnYu97ZPKgGJ6eNuigJu922dFg5MnvdpAY6sedE3v2NwHP+/S/i0v4388lPW4P1Gt4/OKB+8wSEf4Yuh1u/r1wOx/tbES+NxflxDIyNZSGThud3Q5C/LSE+WvZXNvFooJG78p/g07DNaOSuOssT8abyy3zyi+lbK3r4p+Ts/pc/S0IfVEUhUUFjby0uASr08X4fhGc0S+SMelhffa/aDHZ+aWwico2K9XtVuKCfTmjXwTDkkNO2QlWp1umqNFETJD+pOozdjBcbpnKNgtLi1r4YmOdN3NmQGyg99wjPdJAeYuZPhbOe6WG+3PRkFiuH5180Odisqzwa2krayva2FjVSXW7Fadb9q5SnzEmmdPSw6nr7GZDVQfhBh1j0sKOaTaGzenmi421ZMUEMjTx6PVaccsKFa1mmox2mk02ksP8yT2KjycIh2tLbSfXzVrrLRO8J5UE/zg/i5tOS+kR7KxptzJrRQUGnYYJmZHkxAcf9euN1eVtPPDFFip3BmN20fuosDl/D7Qkhvph0Gm8Adtwg447J6Zz5YjEXsEiWVZ4elGhd9Hb7jKjA7h0WDxZMYGkRvgTHag/5RcdCoIgCMLJQARvDtOu4M3KlSsZPXq09/YnnniCDz74gMLCwl77iMybI6fL6uSd38p5b2Ul2TGBPHh+FpnRAby+tIzXl5V507OTQv2YNCCKKbnxpEce3clCl1umrrOb6CA9Oo0aWVaYtaKCZ38o6lFvPDXCnzk3jOizyfCJrNloY0F+Hb+WtLK5phNjH2UDfH3UXJIbx5TcOCIDdDz8VUGfZUAC9J6a6VeNSGRYUsgBXyBUtlq4f94W1lZ6Ah6JoX48NDmLcwYcfsPsw9VhcXDb3A29VoiP7xfBa1cPxaDTUNxk4pp31vRoXu+nVfPgeZlcc4i1rQ/Gl5tq+fu8rTjcMpMHxfDIRdlEBpzcq7OFI2tpUTNLCpup6+ym0WgjNsiXnIRgqtosfL6htldQfE+7av5fkZdwSIFIQRCE/XG4ZJ5YuJ05q6oATxbW09MGMXVoPBa7i+0NRtrMdtosDrodbjQqCY1axZCEYAbEBopJSUH4gypsNPKXuRup7ewmKdSPpDB/ksP8SAr3Z0RyKP2jA473EL1sTjcvLS7hwzVVnN4vgj+PTyMjysDKsja+29LA9ztLdINnwcwtp6dy02kp+82W+XpzPesq2vHTqjHoNIxJD2do4qFl5wmCIAiCcHSJ4M1hOpSyaXsSPW8OX19Nok02J90ON+EG3QlRe7rL6mRHo5HSZjMzl5RS32Uj3KDj3euHk5MQfLyHR0NXN/d9vgU/rZpbTk9leHLP8kTb64288GMRS3eWnttFq1bhp1PjlhUCdBquHJHItaOSeqxkVRSFn7Y3saPBhN3l6YOzpKilRxmxzOgABsQG4adV7/yfBj+tmoRQXwbEBhEZqGNbvZHlxS28sawMm1PGT6vmzokZzBibfEKtpFYUhXWVHcz6rYLFO5qYPiKRRy7M7tGno7rNytXvrqamvZtxGeE8OWXQMQ3klTab6Op2ijJUwkErqOvi9aVl2JzunSWJfOiwOmkx2YkO0nPxkFiGHGJ5HkEQhIP19eZ6vs6v589npDEsSWR9CIKwf4qioCicENeIh8PqcPHjtibaLA4uGRJ7ymZdCoIgCMIfmQjeHAEjR45k2LBhzJw503tbdnY2F198MU899dR+9xfBmz+eJqONGbPXsaPBiFolcfnweO6c2O+41aYvazFz3btrqev8vfHz8KQQJg+OYWx6OAu3NPDaklJvH59hSSFclBPLsKQQ+kcHHFD95j25d9ZM/2xdDV9vru9VZ3lPe5bAG5MWxjPTBp/wmUtuWdlrWQWTzUlps1lMdAuCIAiCIAiCIAiCIAiC0IMI3hwBn376Kddeey1vvPEGo0eP5q233uLtt99m27ZtJCUl7Xd/Ebz5YzLZnNw/bwvfFzQCoNOouHRYPDeMTSY90pOub3O6+aWwma/y6yhvsRAZqCM2yJe8lFAmD4o56AaSNe1W1la0E+LvQ6i/jg6Lg4pWC68uKaXd4iA13J+85FC+3FTnbXy/u3MGRHH/uZmkHeE+FV1WJz9sb6TN7KDb4cLqcGN1ujHbXJS1mCluMuF0K4T6axmaGMK5A6OZNjROBDwEQRAEQRAEQRAEQRAEQTglieDNETJz5kyeffZZGhoaGDhwIP/97385/fTTD2hfEbz5Y1tf2c4ziwpZV9nhvS0l3B+rw0WH1dmjT87u/LRqzh8Uw2XD4hmRErrfQMbKslb+NGc9Foe7z/sHxwcxe0YeYQYdTUYbX26q47eSVtZWthPk68OjFw7g/EHRxyVg4nDJtFnsonGmIAiCIAiCIAiCIAiCIAh/CCJ4cwIQwRtBURRWl7cze0UFP+1o6lEeLDZIz0VD4hiVGkqb2UFlm4VvtzRQ0WrxbpMU5sf1o5O5dnRSnyXMftzWyF8/3oTDJZMW4Y+vVk2b2UGQrw9JYX5kxQRy87hUDH1k8jhcMj5qSQRNBEEQBEEQBEEQBEEQBEEQjpGTNnhTVVUFQFxcHBrNwZWOOtGI4I2wu7rObqraLATqfQjU+xAf4turmaaiKGyo6uDz9bV8u6Xem02TFRPIk1MGkpv4e8PeLzbUcv8XW3DLCucMiOJ/03PRadTH9DkJgiAIgiAIgiAIgiAIgiAIB+6kDd6cSkTwRjgcVoeLLzbW8cKPRXRanUgSTBsazz2T+rGooJHHvtkOwKXD4nl66iA0fWTmCIIgCIIgCIIgCIIgCIIgCCeOg4kbiBnfvVi+fDkXXnghsbGxSJLEggULjveQhD8QP62Ga0cl8fP/jWfa0HgUBeZtqGX8s0u9gZsbx6bw7LTBInAjCIIgCIIgCIIgCIIgCIJwihGzvnthsVjIycnh1VdfPd5DEf7Awgw6Xrg8hy//Moa85BAcbhmA/zu7Hw9fkNWr9JogCIIgCIIgCIIgCIIgCIJw8ju5G8scReeddx7nnXfe8R6GIACQmxjCZ7eO5teSVtyKwoT+kcd7SIIgCIIgCIIgCIIgCIIgCMJRclIEb9xuNyUlJdTU1GA2m+nu7sbX1xeDwUBCQgLp6eloNCfWU3G7Pc3ma2trRc8b4YhJ9fP8f21t7fEdiCAIgiAIgiAIgiAIgiAIgnBQjEYj8Hv8YF9OrIjHboxGI++++y7z589n7dq1uFyuvW6r0WjIy8tj6tSp3HTTTQQFBR3DkXrY7Xbsdrv33/n5+QAMGDDgmI9FEARBEARBEARBEARBEARBEIQTU2lpKXl5efvcRlIURTlG4zlgs2bN4v7776ejowOAAxmiJHl6fwQHB/PMM89w8803H7HxSJLEl19+ySWXXLLXbR599FEee+yxXrfX1NSIzBtBEARBEARBEARBEAThkLSZ7VgdbkL9tWyt7eK5H4soajQBEBmg5bxBMdwyLo0gP5/jPFJBEARhf4xGIwkJCbS3txMSErLPbU+44M1//vMfHnnkEW/AJjAwkFGjRpGZmUlCQgL+/v7odDrsdjsWi4WamhoKCwtZvXq1N+VIkiQeffRRHn744SMypgMJ3uyZebPrj9DV1SWCN4IgCIIgCIIgCIIgCMJB+3BNFf/6ahtuuef0XYBegwQYbZ5KNf2iDMy5cQRRAXo+WF3Fh2uquCIvkRvHJnsXPAuCIAjHn9FoJCgo6IDiBidU8GbNmjWMHTsWWZZJTEzkmWeeYerUqfj47H/lgNPp5IsvvuCBBx6guroatVrNb7/9xsiRIw97XAcSvNnTwfwRBEEQBEEQBEEQBEEQBGF3X2yo5Z7PNwOg1ahwuGQ0KolrRiVxx8QM/HVqlhS28MjXBTQZ7cQG6UkI9WNNRbv3GOcMiOK5y3II1IusHEEQhBPBwcQNTqieN6+99hqyLJOens6qVasICws74H19fHy48sorOeussxg9ejTl5eW89tprhxy8MZvNlJaWev9dUVFBfn4+oaGhJCYmHtIxBUEQBEEQBEEQBEEQhMOzpryNf3y5lQn9I3ngvEw0atXxHtIR9+2Weu6b5wnczBiTzCMXZmN1uJEk8NP+Pp137sBoBsQGcv2stZS3WqjvsuHro+aS3Djmbajhh21NLCteTJCvD/46DRcMiuEvE9LR+6iP11MTBEEQDtAJlXmTkpJCdXU17777LjNmzDjk48yePZubbrqJxMREKisrD+kYS5cuZcKECb1uv/7663nvvff2u7/IvBEEQRAEQRAEQRAEQTg8DV3dzF1dxYT+kQxPDmVzTSdXv7MGs91TLmxcRjivXT30lMosmbOykke/2YaiwBXDE3hq6iBUqn2XPmsz27lv3hZUEvzrggEkhvmxuaaT2z/aSG1Hd49t0yL8eXLKIEakhIqSaoIgCMfYSVs2zdfXF4fDwdq1axk2bNghH2fDhg3k5eWh0+no7u7e/w5HgQjeCIIgCIIgCIIgCIIgHLpmo43L3lxFVZsVgDP6R5Bf00mn1cnAuEDKmi10O92kRxr4+E+jiAjQHecRHx5ZVnh6USFvLS8HYPqIBP5zySDU+wnc7IvTLVPdbqXb4aa4ycST3xXSavb0bI4L9uX0fhHkJYeQFRNIWoQBrebUy2ISBEE4kRxM3OCE+kYOCQkBoL6+/rCOs2v/4ODgwx2SIAiCIAiCIAiCIAiCcIx1WBxc8+4aqtqshPprUasklha10Gl1MiQhmE9uGc3nt40mOlBPabOZWz9Yj93lPt7DPmR1nd1c/c4ab+DmvnP68+SUwwvcAPioVaRFGBgYF8TUofEs/r/TuWJ4Alq1irrObj5eW83/fbaZ817+lSGP/8i7v1Ugy3tf591hcfDqLyUUNZoOa1yCIAjC/p1QmTfnnnsuP/74IxMnTuTHH388pNRNWZY5++yzWbp0KWeffTaLFi06CiPdP5F5IwiCIAiCIAiCIAiCcHDsLjffbW3gtSVllDabiQrU8fmtY3DJMq/8UorF7uLZSwcT7KcFoLzFzCWvrcBoczF1aBwvXJaz1/mkDouDAL0GjVqF2e7ik7XVfLO5nitHJDJ9RN/9jR0umZ93NPFVfj2pEf7cO6n/fkuYHQxFUZi3oZbHv9mOye7C10fNk1MHMiU3/og9Rl+sDhdryttZXtJCQV0XhQ0mTLuVontochZRAXoCfX28AaTGLhvXvruGkmYzgXoNn946mqwYMeclCIJwME7asmmffPIJV111FZIkcdFFF/Haa68RGxt7wPvX19dz++2389VXXyFJEh9++CFXXnnlURzx3ongjSAIB0JRFOaurmJpUQt6HzW+WjW+Pmr8tGqC/HxIjzCQERVAUqjfEb1AEARBEARBEARBONF8t7WBf321zVvWK8xfyye3jCIjKmCf+/1a0sKM2etwywozxiTzlwlpRAbovfc3G208tKCAn7Y3odWoyIg0UN1uxWRzebd5dtpgLs9L8P7bLSvM+q2C15eV0W5xeG+/bnQSj100oM8AkVtW6LQ6KG02s66yna11XfSPCuDqUUlEGHQsKWrm47XV6HzUXJQTS2KoH499s43V5e0A5CYG8+LlQ0gJ9z+0F/AwKIrC3DXVPLFwOzan7L1do5IYmRrKhP6RzFlVSU377+0JIgJ0zLttNElhx368giAIJ6uTNngDcOGFF7Jw4UIkSUKtVnP22Wczfvx4MjMziY+Px2AwoNVqcTgcmM1mamtrKSwsZNmyZSxevBiXy4WiKEyePJlvvvnmuD0PEbwRBOFAvLS4mJcWl+x3u8zoAJ6YMohhSSHHYFSCIAiCIAiCIAjH1hcbarlv3mZkBaICdVwzMomrRiYSZjiwPjbvrajg0W+2A+CjljgzM5LEUD+0GhVzV1fT1e3stU9quD9ZMYEs3NqASoJnpg1mVGoY7RYHj3y9jfyaTgAiA3SMy4hg/qZaFAX+fEYafz8303ucRQUNPPHdDuo6uumr4phGJREb7Et1u7XPses0Ku48K4NbxqWiUR/fDgelzSYe+rKAbfVGzHZXr/uTwvyYefVQ7vlsM4WNJhJCfZl32xiiAvV9HE0QBEHY00kdvLHb7dx44418/PHHAAdVOm3XU7nyyiuZNWsWev3x++EQwRtBEPbnreVlPPldIQC3nJ5KXLAvVoebbocLq8NNq9lOSbOZkmYzDpeMJMFVIxJ54LxMAvQ+x3n0giAIgiAIgiAIR8an66p5YP5WFAWuzEvg35cMxOcggxiKovB9QSPv/FrOxurOXvcPjAvk2Wk5GHQatjcY8depGZsWjiTBQwsK+GhNda99AnQaHpqcxaXD4tGoVXy4poqHviwA4MzMSP52ZjpLi1p4+eeeC/KiAnUMTwplQFwgSwqbWVfZAYBBp+GqkZ7ybF/l19FktDOhfwSPXzyQhFC/g3q+x4LDJVPbYWXxjiZ+3NaEj1rFy1cOITJQT7PJxmVvrKKqzUq/KAOf3TraW8puX3bN3R1Kq4Tdra3wZCuNSAk9rOMIgiAcayd18GaXZcuW8eyzz/LLL79gt9v3u71Wq2XixInce++9TJgw4RiMcN9E8EYQhL3psDh44aci5q72XBzcd05/bp+Qvtft2y0OnvpuB59vqAUgIdSXl67IFVk4R5AsK6yv6iA7NhCDTnO8hyMIgiAIgiAIfxgfrK7i4QWegMi1ozwlyQ63ZHRBXRfLilvotDowdrvIivGULttbQEiWFR7/djvzN9bidCu4FYXx/SJ4/OIBxAT59tj23d8qeGLh9l4ZNjeMTea28WmE+mt7PU5BXRflrRbG94sgyNezEM8tKxi7nQT7+Rx2ION4qWm3cukbK2ky2hmSEMyHN4/Efx/XUy0mO9e+u4aadit5KaGMTg3jgpxY4oJ997rPnhwumSe/28F7KysBeHLKIG9ATBAE4WRwSgRvdrFYLKxdu5YdO3ZQU1ODyWTCZrOh1+sJCAggPj6e7Oxs8vLyMBgMx3u4XiJ4IwhCXz5dV81T3xfSafWk7P91Qjr3ntP/gPZdXd7GvZ9vprajG7VK4t5J/fnzGWlHc7inrK5uJ4F6DZIk4XDJ3P1ZPgu3NJARaeCjP40iIuDASjMIgiAIgiAIgnDoZv1WwePfekqd3Tg2hYcvyDopAhnlLWZeW1LGgvw61JLEE1MGctnwhP3veAoqbjJx+Zur6LQ6GZsexrvX56H3UffarsPiYPrbqylsNPW4XSXBOQOiuXlcCsOSfs+i6bQ6yK/pJCc+mBB/LS63zLrKDp5eVMjmneXsdnliykCuHpl0VJ6fIAjCkXZKBW9OViJ4IwjCnnZfUZYZHcAjFw5gdFrYQR3DaHPyyFfb+HJTHQD/vmQg145KosPi4I5PNtFqdvDi5TlkxfT83mm3OPj3t9tJi/DnT6enotP0Ppnen06rgx+3N7GsqIWJWZFMHRp/0Mc4Efzv5xJe/KmYwfFB3HRaCvM21PJrSav3fhHAEQRBEARBEISjb/cy0reOT+WBczNPisDN7hq7bLgV5aAyR05F+TWdXP32aiwON2dmRvLGNcPQan7PPuqyOrn63dUU1BmJDNDx3GU5lDSZ+HlHM6vK27zbPXxBNjedlkJNu5Wr3llNTXs34Ll+bjLa6Ni5CDLI14cXLsthVXkb7/5WAcCz0wZzed4fM4AmCMLJRQRvTgAieCMIfzwVrRae/6GIHY1GXrpiCIPjg733LSpo5M8fbvA2t7zn7H6H1YjylZ9LeOGnYtQqiaemDOKtX8spbTYD4Ouj5vnLcpg8OAaAboebq95ZzaaddZ/TIvx5etpg8pL3XRu4us3Kyz+XUNNhpcPioKLVgkveVZ8YXr4yl4tyYvvct9vh5h9fbsVid3HPpP70jw4AwGRz4nDJB9x09Ej7Kr+OOz/J73W7r4+aRy7M5qXFJTQabWREGpg1I++ErDstCIIgCMKR45YVXv2llK5uJ+cMiGJ4cijqfZRrcsvKPu8/mbllhdJmM0lhfn2umheEQ9XYZePB+Vuo6ejmn5OzOKN/JK/+UsLzPxYDcMeZ6dx9dr+TLnAj9LS6vI0Zs9dic8qcMyCKf104gLhgX5YUNvPg/K00Gm2E+Wv59NZRpEcGePcrajTx+tJSFuTXA3Dd6CR+2NZIk9GOn1aN1eH2bhvs58PZWVHcMTGDhFA/FEXhiYU7eOe3CjQqiTk3jmBsevhRfZ5uWeHz9TVUtVvxUauIMGiZNiweP60ovy0IwoERwZsTgAjeCMLJSVEUvtxUR0SAjnEZEfvctrbDypKiFozdTqraLMzfWOcNboT6a5l322hSIwz8tL2J2z/aiMMlM31EAk9OGXTYFyaKonDv51v4YmOt97aYID3JYf7elUsXDI7h2lFJvPtbBT9ubyLI1wetRkWLydNHbPLgGO45ux+pEb1LThbUdTFj9jpazT17jmVGBxAdpGdpUQs+aolZM/J6vU4Wu4sb31vHmp0NJNUqiWlD42g22VlR2ookSTx36WAuHhJ3QM9VlhUk6dAaWm6t7eKLjbX0iwog2M+Huz7Nx+GSmTEmmRA/Le+vqgTg7euHMzQxhMpWC1e+tZpGo40gXx/+e0UOZ2ZGHfTjCoIgCIJw4lMUhX98WcDHa39vUh4ZoOPpaYN6/f7bnG7u+HgTq8vbePbSHM4dGH2sh3vUbK3t4oPVlfxS2Eyr2UF2TCAf3jySEP/9Nx4XhL5UtVnY0WAi3KClrrObR77e5i0bDTA0MZiNOxeW/d/Z/bhjYsZxGqlwpC0vbuHmOetxuGUA4kN8qe3wZM+khPvz+jVDyYzuPUemKAqvLSn1BvQA+kUZmHvTSCRJYkNVO4G+PoxIDu21CFJRFO76NJ+v8usJ1GuY/5expEceeFuFLqsTlQoC9D773bav3w2AIQnBzJ6RJ743BUE4ICJ4cwIQwRvhVCPLSp9NIxu6ulm4pYHNtV2Mywhnam4cGrUKt6xQ2GgkzF9HVKAOm1Nm3oYaPllXQ15yKP+6IPuwm1AeabKs8MjX2/hgdRUA14xK5J+Ts/tceVjabGLKzJWYbK4et0/oH0GL2U5BnZG4YF+yYgJYvKMZgLOyonjjmqGHlXGzO4dL5tp317Cmop30SAPv3ziCyAAdz/5QxFvLy3tsq9WomHvTSPpHBfD0oh18sq4GRfEEVsamh5MU6kdssC8GnRqXrPDCj8WY7S6yYgL5yxlphPlriQ/xIzHMD7escMcnm1i4pQFfHzVXj0xk6tB4YoL0VLZZeGLhDtZXdRCg05CXEsovhc19jv/v52Zy2/jUfQZlCuq6uP2jjagliZevzGVQfNABvz4ry1q5ec76Hiu1AM7KiuTNa4ejVkm4ZQWXLPcoI1ff2c2fP9zoraN8/7n9+csZ6Qf8uMeSoij8sK0RH7WKMWnh+GrFKllBEAThj62y1UJ9Zzej08K85xgNXd3kV3eSEOpHeqQBvY8aRVF46vtC3lpejkqCs7OjWFnWhsnmQqdR8dGfRnp7LzhcMn+eu4Gfd57TSBI8dtEArhudfLye5hGzpbaTK95cTbez5/mSCOAIh2pRQQN//WiTd1HbLoPigshNDOaD1VXsmoX6+7mZoofnKei3klb+u7iYTdUdyIrnO/OmsSncM6n/fq9XPlhdxaNfb2NgbCCzbxhB6AF+B9mcbq5+Zw0bqjpIDPXj3euHkxEVsN993lhWxutLy/DVqnn96mE9yporitLrWvWlxcW8tLgESYIr8xJQqyS+3dJAp9XpvSaP/YOX0BMEYf/+8MGbL774gvvuuw9JkigrKzsuYxDBG+FUUtho5MbZ60gI9eOVq3KJDNDTbLLx93lbWFLU0mPb5DA/hieHsqSwmTaLA4Bwgw63LHvr0wLMGJPMIxdm9zgZ+nZLPf/+djtmmwuVSmJwfBCvTB96wCdsh0OWFf75VQEfralGkvBeUGRGB/D6NcNICff3bttmtjNl5kqq262kRxrITQgmyNeHM7MiGZMWTqvZzmVvrKKi1QKARiVxw9hk7pnU/4iXoLA6XPxS2My4jAiCfH9fKVRQ18Xc1VUsyK/D4ZJ5ZfpQbxk1gB0NRp7/ocg7CdGXkSmhvH39cAL7WIFkd7m5ec76Hr1idheo1/D+TSMZkhDMytJWvthYR2qEP5Oyo/hkXY23LvGo1FAuGRLHpAHRvf7OX+XXcf+8LdhdnlVbWrWKhy/M5pqRifvNwllS1MxtH2zA7pIZkhCMv07Nltou0iMNfHDTSAy6fae0211unli4g/dXeQJ5T04ZxFUjE/e5z7HmlhUe3vmeBdBpVIzLCOfB87NI6yObShAEQRBOdZtrOrlqZ8+Fs7KieHLqQH7a3sQTC3d4F3OoVRJ6jQq3omBzes4xdvVJsLvc3P7hRhbvaCbYz4ePbh6Fwy0zc0kpP25vQqdRMb5fBD9ubwI8pXDvP6f/SVHqyemW8dljAVFth5UpM1fSYrIzKjWUv52ZQbCfD9fPWkur2cGA2EA+unkUQX77X40uCABfb67n7k/zccsKqeH+uGQFq8PNZcPjufusfmg1KjZUdfDaklLOzo5i+ogT6/xaOLK6rE7WVbaTEOrnLaN9IDosDoJ8fQ56sWer2c6UmSuoae9G76PikQsHcGVeQq/vaM8CuCb+s3C7NysIPNftD03OwupwM29DLQ6XzP+m5zIsKQRZVnjnt3Jvj6ZdvWcBSppMXDdrLQ1dNgL0Gq4ZlcQNY5KJDNQf1PgFQfjj+MMHb+bMmcMNN9yAJEm43e7973AUiOCNcKqo7bAy7fWVNBk95bPign2566wMnvuhiOad5bfykkPITQxh3oZa2ncGbAD8tWq6nW52LbqKD/FlYmYkc3ZOiN99Vj/uPMuTIr+mvI1r3l2D093zK2l4Ughzbx55VOtud1odPPRlAQu3NiBJ8NylOUQE6Pi/T/NpszgI0Gt4ZXouZ/SPpMVk589zN7B+54qeL/8yps/+LTXtVm6bu4GIAB0PnZ+131U/R4vR5sRkc+21gWZBXRdb67qo7bDS0GnD6nBjc7npHx3A3Wf12+fr7nLLLC1q4ctNdfy0vQmHWyY6UE9GlIG/n5vJwLi9Z8nMXlHBv7/dzu4L8vy1aiID9SiKgsnm8gb/JvSPQKNW8dPOiZI/jUvhocnZez32ooIG/vbxJpxuhbOyInn1qqGH/P558adi/vdzCSoJ3r5uOBOzfi+h8t6KCt5cXk6g3oe0SH9Gp4Zx1cikQ6qD73LL+83IcrllftrehN0lkxDqyzu/VvB9QSOSBNGBehq6bIAncPbGNcMYcxC1ngvqurjj401kxQby/KU5IoNHEARBOOkUNZq44q1VPUozadUqb+mepDA/Oq1Ourp/v3/XRN0NY1O8t1kdLqa/tZrNtV09jq9Vq3j7+uGcnhHOK7+U8uJPntI+U3PjeHra4B6NuU80L/5UzMwlpVyel8BD52fhr9NQ19nNjbPXUdRkIjM6gM9vG+0tGVTcZOKqt1fTanYwJi2M924YcdSfX2mzmXkbarl4SCxZMeL6+WT09eZ67vpkE7IC04bG8+ylg0/Z/lDCiavZZOOezzZ7FxlqNSp8fdSE+msZnRbGyJRQ5m2o9d4fE6TngfMyWbyjmW821/c6no9a4r5z+rOsuIUVpZ7y5HdMzOD/zu7XY7u6zm5unrOeHQ1Gz+OqVdx3Tn9uHpdyUgT4BUE4tkTwRgRvhBNAt8PNd1sbWFPRxvqqDgL1PvxzchbD99Mk/miyOlwH1ETP5Zbp7HbSYrJz+0cbKW+xkBFpwC0rlO/MJgFPDdqZVw/1Nhu02F18vLaaJqON8f0iGZkaisutsL3BiM3pZmSKpz7tnJWVPPL1NgBPqbWhcTz2zXY6rU7OHxTN38/NpMlo56Y56zDZXFwwOIb/XZl7SGXWuqxOFBSC/X7P6lAUhSajHaPNSXGTice+2U6LyY5aJfH8ZYOZkhsPQLPRxm1zN7CxuhNJ8qT6b63rQlEgQK/hy4OspXsqszndKAoHNelf3Wblmy31fLulwXuSuztJgltPT+O+c/p7gie//r7S6V8XZHPjaSm99lmwqY57Pt+MW1a4YHAM/71iSK9VpgdDURTum7eFeRtq8fVRc+85/bl6ZCKv/lLKq0tKe20/KjWUl67IpcPq4P1VlXRYnDw5ddBes8dqO6z8+9vtLCls4Z8XZPUov9JhcRDs54MkSdicbv728SZvAGsXrVrFS1cO4byB0RQ1mXjoywI2VHWgUUn836R+nD8whqQwv31eMGys7uD6WWu9JQCHJ4Xw7oy8HplcgiAIgnCi6Xa4+dvHGylqMhFh0FHVZqXN4mBIQjAPX5DFPxdsY0eDEa1Gxf3n9OfGsSlIErSY7HQ73ahVEgF6nz5/73bPog43aMmODeK201N7LIz4bF0ND365FbesMC4jnDeuGYb/zsxeRfGcM6eE+R/3MsGfr6/hvnlbvP9ODPVjYFwgP2xrwi0rRAboWHD72F5lfrbVd3H5G6uwONxcNswzEX+0JiC/3VLP3+dtweJw46OWuHNiBreN95TS6na6D6gPhXB8rSxr5fpZa3G6FaaPSOCJSwYd9/e+8Mclywpv/1rOCz8WewP4e9KqVdxyeip/mZCGn1aDoij87+dSXl1SQm5iCJcOi2dJYTPfFzR699H7qPj7uZnMGJPc5/ehLCss3tHEm8vL2VDVAXgCmU9MGXhUF6MKgnDyEcEbEbz5w+qrJunR1Gq2E6DX9OiXAbCitJUH52+lut3a43ZJghvGpHDfOfuv9Xokudwy//p6Gx+tqaZflIEJmZEE+fqQX91JabOZ28ancXleAuA58f7rR5t6ZNDEBun54i9j8PVR8+e5G1lV3sZFObE8PW3QAQWD+vLaklJe+LGoR+bFkIRgPrlllPfEZmVpK9fP9lwEjEgJZWpuHCNSQmk22Wk22RmeFNJnPVlFUVhd3s6Ha6r4YVsjOo2ad64fzqjUMNrMdm75YIP3ZGqXtAh/Xrh8CEMSgnvcbne5+deCbXy6vsZ7W05CMP+6IMtbB104fBa7y/N3NdpQqSQC9T5EBOh6BT1mLi3l2UVFSBK8fvVQzh34eym4j9dW848vt6IocOmweJ6ZdmRW+zndMjfPWc+yYk+JwACdBpPdE+i466wMchKCKajt4vVlZVgdbvQ+Km8ZFug7e8wtK7y5vIz//VzSY9v/Tc/l7KwoHv92Gx+vrSE90sD1o5NYtK2RFaVtaDUqchOCqe3oRqdR8Z9LBvaYSLI53dw/bwtf77ZqLC7Yl/vP7c/FQ+J6PbdVZW3cPGcdFoebwfFBVLRaMNk8vY7m3jSiz6wyQRAEQTjSFEUhv6aTNrODcf3Ce51bWx0uHv9mO+EGHX89Mx0ftYrb5m7otaghMzqAT24ZRbCfFodL5vuCBgbHB/cof3ugbE43JpuLcIN2r9cXS4qauf3DjVgdbk7vF8G71w9HAu7+bDPfbK5nYqYnA/h4ZbSuq2znqrdX43QrTB0ax5ryduo6fy8RNCYtjEcvGkC/vWSILyls5qY565AVuHdSP/565sE3lV9R2sqW2i6uGpnYK1DmdMs89V0hs1Z4yulGBeq82f7+WjXWnYuDLh4Sy7OXDu71vhBODMVNJqa97ukFev6gaF6dPlQEboQTgsXuosPqwOaUqW63sKyohTUV7aRFGLj/3P4khfX+bdi916+iKMxcWsaLPxWTmxDMc5flHNDviaIovLey0ltpYkhCMP+9Ysgh/RYJgnBqOmmDN48//vgROU5+fj4LFiwQwZs/mK/y6/jPwh1cMTyBeyb163WR5ZYVnG7ZO4Hqcsv8d3Ex8zfWcc2oJP40LrVHOQC3rPD4N9uoard6y2jtbsGmOu79fDNRgXpmXj2UnIRgmk02nvm+iC821gKeUkaX5MYxLCmEH7c18vkGz+0jkkN5/6YRx2T1hdXh4q8fbdpr03jwBJVeumIIGZEBXPHmKu/EdIBeQ1qEgecvG+zNrpFlhbrObuJDfA87UFbTbuXd3yr4dF0NMUF6Pr11dK/Xef7GWu6btwW33PuryqDT8NIVQzgr21PKqsPi4IuNtXy0tpryFkuPbfU+Kh6/eCBvLCujvMWCSoIgXx8CfX04d0A0d5+99xJhiqKwcGsDHRYHE7OiRAPC40hRPH1e5q6uRqtW8a8Ls7l6ZCKzVnhOjgGuHZXEYxcNOKIXjU63zLwNtbzycwn1XTYkCf598UCu2VnnGKC8xcwdn2yioM6IWiUxKTuK30pbMdlcTB4UwyvTPdljJpuTuz7J9/YbGpkSSnyIH19srMVHLZEQ4tcjw20Xf62at68fzpi0fZdDUxSFuWuq+XZzPZuqO72rzf52Zjp3n9UPlUpClhXeWF7GCz8W45YVxqSF8c71w6lstXLdrLW0mu3kxAfx8S2jDjlAKwiCIAj7I8sK325t4N1fy71lyqID9dxyeirTRyTiq1Ujywq3zd3g7TOTHmlgYGwgC/Lr0WpUPHfpYHQaFXaXzJmZkcc8S2NjdQdXv72GbqebqUPjkGWFBfm/L6LISw7hnev7zmhVFIWyFjMxQb7erB3wLB5SS9J+S6r2ZUNVO/M21LKjwcT2BiMOl8x5A6N57aqhWBwuXlpcgtXh5tpRSWTH7v869YPVVTy8oACAp6YO8vYo2RXcCvXX9rlYpsvq5N8LtzNv5/VPRICORy7MZvKgGCRJoslo4/YPN7J+54Kq28ance+kfny9uZ5Hvt7mzQjeZVxGOG9eO6zHeck3m+v5vqCBeyb1F/3+jgFFUVhS1Iy/VkNOQjBuWWHehlpeW1LqXVh3tMtdC8LxYHW48PVRH/T8x68lLdz+4UaMNhd6HxX3n5NJbmIwzSY7vj5qxmWEi5JqgvAHddIGb1Qq1RH74tqVgSGCN6emqjYLX+fXc87AaPpFBbCooIHbP9rkneC/YngCT04dhFolUdth5fP1tXy2voZGo41J2VFcNTKJN5eVsbKszXvM/lEBPDFloLes2WPfbGP2ikqg5yo+gA/XVPHPBQXepvY+aompufEs3NqA2e5CkuC6UUnce07/HheQS4qauePjTZhsLs7KiuKNa4Ye0kXZgTLanFz77lo213Si91Hx7KU5ACwtbMbulslNCKakycyn62tQqySCfH1otzgYkRLK+zcem+ASeC7+VJK011raNe1Wvt5czzeb66lotRATpEeSJCpaLUiSZ7K+ss3KytJWXDvfA/5aNRfnxnHpsHhe+bmEJUUt3uPFBul5/6aRouTZScrllrnjk018t9WTwp6TEMzmmk4Abj09lQfOyzxqJ8F2l6ccYlSgvs8git3lZklhC4Pjg4gN9u1RQiInPojB8cGsLm+jpNmMVqPiPxcP5LLh8SgK/O2TTSzc0gBAuEHH01MHUdth5f1VVZjsLt6+bnivzLD96Xa4eennYt5cVg54JpASQv2obe9mbWU74FnN+sy0wd7Pe2mzmUvfWEmn1cnEzEjevHbYUf2eEgRBOJUoisKvJa3MWlFBs9HOYxcPIO84lsw9kXVZndz9Wb53gZFWoyJQ70Or2ZN5ER2o575z+lPUZOKt5eVo1SoCfX+/X5Lg1elDmTw4Zq+PcawsKWrm5jnrvdciGpWn9Ndbv5ZjsrlIjfDn7rP6cf6gGNQqiRaTnUXbGvloTTU7GowkhPry3g0jSIswsKK0lb99vAmAy4bHc/WIJBLD/PY7BpPNybOLivhgdVWP24cnhfD+TSMOazHGs4sKmbm0DJUET04ZREWrhbmrq7A43Kgkz3nL2dlRXDs6iVA/LZ+tr2HOqipaTPZevflig/QkhPpR1mKm1ewgQKfh+ctzOGdAdI/nUtvRTZhBS2GDidvmbsDqcDMkIZjnLh1MRlQAH6yq5OGvPGWYIwJ0fPynUeLc/ihSFIWnvi/kreWec0oftYRWrcLi8My3pEX4M++2MYTspVSwIPxR1XZYuX/elh5zT7v8/dxM/nxG2nEYlSAcHFlW2FzbyaryNkanhpGbGOK9r93iwNdHLfrmHqSTPnhzpIYkgjenpnWV7fzp/fXeZqTj+0WwsqzVU1orOZT1Ve3IiicY02F10Gyy7/VYflo1149J5tN1Nd4yYRcMjiEtwsDLP5cAEOznQ6fVyeD4IC4bFs/ayg5vI7urRibSbnawaNvvdVBzEoJ55MJshu72Zba7NeVtXDtrLQ6XzGU7SzsdjbRym9PNjNlrWV3eToifD+9cn8ewpN5jkmWFez7fzJeb6gBPH5vPbxtzwve7cLplHvtmG3NXV/e4PTsmkKtHJXLxkDgMO1cwOlwyd36yie8LGkmPNPD+jSNE9sxJblcd42d/KPJOlNx9Vj/umJh+wq1e+nJTLfd8trlHicCoQB1vXTucnN2CMXaXm0e+2obN6eahydk9stB2T98/FJ+tr+GhL7fidP8+CJ1GxWMXDeCKvIRer9mGqnauensNdpdMXnIIaREGQv21XDQklsxo8Zv2R2Nzuvl6cz0ZkYYeJ+qCIPzO5nTzdX497/xWTnGT2Xu7SoK/TkjnjokZ+wyE72gwcv+8LagkeOf6vF6ZyKeaLbWd/O3jTVS1WdFqVPx5fBrXjk4iQK/hiw11vLaktEd5L4CXrxzCuIwIHvpyKz9tb+KhyVncMLZ3/7vj5bP1Ndw/bwtqlcQr03M5f1AMOxqMXDdrLS07r0fign2RFcUbyNhdsJ8PV+Ql8M6vFT0yziUJpuTGce+k/t7z191LRTvdMl9urOO/i4u9x506NI4zMyPJjA4gNdxw2NcaiqLwjy+38vHamv1uq5LwnvOkRvjz3KWDGRgXxBtLy3ltSWmP/hOZ0QG8fs2w/ZYS2lTdwYzZ6+jqdqKSYGx6uLfZeIifDx1WJxEBOj68eeReS8AdCKdbZlFBI4mhfj3O0Y6nVrOdQL3PXhe5HQqz3cWvxS0sL2khLcLATaftv6H6a0tKee6HIsATrNsVRE0O8+PG01K4dFi8yNYWhL2QZYUP11Yzc0kpEhDkp/X2fH3+shwuHRZ/fAcoHHVOt8yziwrRalT839n9vRmrnVYHxU1mYoL0xATpT7hFkzsajHy4porvtzbStnPOVK2SePC8TK4ZlcRrS0p5fWkZ8SG+fH7bGCICdFgdLh74YitWh5u7zspgYFzQcX4WJ6aTNngTFBSE2Wzm9NNP59FHHz3k4yxatIhnnnlGBG9OQvM31rK2op0z+kdwer+IXieAX2+u597PNuNwy0QH6mk0/n7hM3lnU/uftjdyx8f53gsDSfKUJbpqZBJpEf68v7KKLzfVkRjmx+tXDyUjKoB2i4Nnvi/ksw017P6J+Pu5mZyVFckVb63u0QMGPKn9fz+3PwDvrazk2y0NXDMqkYtz4vZ7gfTjtkZum7sBWfGM+4XLco5olotbVvjrRxv5vqARg07DJ7eM2ucXpsst8/BX2yhtNvG/6bnEBJ08gY1P1lbzzZZ6xqSFc+7A6L2WTHDLCusq2xkUF9SjLIVwcttQ1c6LPxVz7oBorh2dfLyHs1eVrRY2VndQ1GTC7Vb40+mpRAXqj+kYihpNrCprxe6ScSsKk7KjvOUQ+7KooJE/f7iBPc8SzhsYzV1n9aN/9KFPjggnng6Lg9XlbTQZbbSY7UQYdGTFBFLf1c3zPxRT19mNVqPi4z+NFP2+BGE3iqIwe0UlM5eW0mr2nCv6a9VckZdIZ7eD+Rs9i2MyowP4+3mZnNEvgnWVHXy9uQ6VJDEsKYROq5MnvtuBwyV7t92V8W11uHC6FIL8TuxFNQeiyWjjg1VVLNrWSGmzJ8AVF+zLm9cO63WeanO6eW9lJa/+UorZ7uLOiRncfXa/HvefiKWZVpW14a9TMzg+2Htbp9XBnJVVvLeygo6di88kybPQ7LLhCZzRP4L/+2yzN4sYPMGXSdlRfLim2huk0GlUDE8OoarNSn1nN1GBevpFBVDZZqGqzdNnMzHUj6enDurRD+9IccsKd+zMEh6aGMxfz0xnXEYEHRYHRU0mPl5bzQ/bmnDLCsOSQrh6ZCKTB8f06FPTZXVS2mKmtsOKW1Y4b2DMAa/UrWqz8NR3hT0Wzf3ljDRuHpfKVW+vprDRhCRBXnIokwfFcEVewgG/R3aV73vhxyKq2qz4qCXeuGYYE7OiDu5FOkLKW8x8vLaapUUtlDSbSYvw581rhx9WZlFdZzc/bWvk58JmVpe39VjQc93oJB69sGfJ4V09RIsajexoMHn7f/5zchY3nZZCbUc3bRYHg+OCRH8bQTgET363g7eWl6NWSbx17fH7vhGOPkVRuH/eFm8bhSvzEnhq6iDWVHgWpu8qE6pWSYxKDWXa0HjOHRi914C40y1T1WahstVKm8XO+YNijmjJWJvTU21k7uoqNlZ3em8P0GlIjfD3lrkN8vWhq9vpvT8nPojZN4zg9g89fbKh7wUogsdJG7yZOHEiS5YsISMjg6KiokM+zpw5c7jhhhtE8OYk883mem+JAPD0KJk+IpH7z8lE76Pi9WVlPLvI876YlB3Fy1fmUtvh6Zmi91Hzj/OzvCuSSppMbKzuID0ygKyYgF5felaHC61a1Suqva2+iye/28GK0jauGZXIvy8eiCRJbKvv4sH5Wwny9SE3IZjRaeGMSg09rBX+X+XXcc9nm3HJCsOTQnjruuG9mrMfCrPdxQNfbOHbLQ38P3t3HSd1nT9w/DW9NdvdySYs3YiAIiiKhR1g53nnz/P0PO/UO/U8u7AVW1RAsVBAkO7YZru7Zid2+vv7Y2Bg3QWWXuTzfDx8PGTiO5/ZmP1+P+9SK+QsmDfqhFzACYLwx5dXp2NHdQc6k438+i5+LmhEklytMv53+RAuGSayxAY6g8WOU5LwPcQJ/e6aTuYt2NorSeFAKoUMm0Mi0FvNkrvG9zngVRDONJIk8d+finhrbxuhSD8P5k1I4MrRMe7fue921/OPb/LcF7dB3mp35uLvnTUohKKGLpr1FgZH+REd4MmvRc3IZTLem3v4mWcnk8lqZ1tlB9kx/oet1rbYHby/rpJXf3XNWgHXZ8r0zHD+MzvrkG2W2o1WKtuMDIvxH3CVtUfKZLWzpriFAC81mVF+7grxfffdv3A3K4ua+Ot5qdw6KdH9fnNqO3nyh0I2V7Qf9NiB3mrunJzEdWPjTmjbEmlv1dC+Fsa/12qw0G11EBN4+DZvR2tbZTvvrC1nbGKQu/Kq3Wjl3s93sL50f1uicYlBvDd35GGrQRp03fxl4S42lbu+vmqFHKvDiVoh563rRzAlLfSEvZe+7Krp5Ib3NtP1u5k/PholL1yRzfQD2sv11+IdtTz4dY67vTS4KmaGxvjz7e56JMkVMPzfZUNQKuRIksQj3+Tx2eaeHQ7unZrM/01PPbo3JghCD06nxANf7WbxzjqUchlPXTKYK0bF9HjMou21vL++gqEx/kzPDGdcYtBhq/DWlrSweEcdtr3JzGMSArl2TJwIsp5CL60o5qUVJez7FjglOCc9jDXFLVgdTgK91RgsdncSD7iqcT++aQyDo/cnt0iSxHc5DTzxXYG7+hFgdEIgH988ukeyxNGwOZzMX1XWI9lEKZcxPTOMq0bFMi4pCKVcxsebqvj39wXYHBIhWg33Tk3mxeXFdJhs+GiUGCx2fDRKJiYHuxMuhsX6s+SuCce0vj+a0zZ48/DDD/PMM88gl8tpa2vDz+/oSquOV/Bm/vz5PPvsszQ0NJCZmclLL73EpEmT+vVcEbw5MpvL27j+vS1YHU4mJAdR1WaitsPVKiEx2JvB0X58u3fw500TEnjkgvQ+B2MeD5Ik0WqwnpR2FRtKW7n9k+3ozXZCtBoempHGJcMOX7kDrt6pm8rb2VLRRle3nZHxASSGePPv7wupaDWikMt45aphA6IPuCAIfwzFTXr++1ORez7B32akccfkxNN+Q+2PqNNk5fVVpXy4oQqrw0lSiDfDYwO4a0pyj/Y0a4pb3LMEYgI9yYr0I9hHQ4Oum8IGPWabg5smJnD16FjmfrCFnFodCcHeLLpz/HFJOBCEgcrucPJ9TgNZUX59ZrtLksSTPxTy7roKAP5+fhrzJiSg6qPdRafJyvzVZSxYX4nV4cRLrWDWkAh8NCq2V7XTrLcwb0I8t0xMpLTFwJVvbXRfNO/jrVbwyS1jTmnrQkmSWF/axtfba/iloAmT1UG4rwfPX5HNhIMkCrXoLVz77iZ3K7mhMf7MmxDPlLTQQwaVz1QHqyiSJImNZW3UdJhICPYhKsCThs5uihr1KOQyLsqOFJXluK6PluU18tKKEgwWO+MSg3h/7qg+A1qSJPFLQRN/W5RDp8mGl1rBHZOTuHF8PA8tyuGnvEbUSjk3jI3j8pHRJ6RtbH1nNw9+nUNNh4lLh0WTHqHl/i93Y7DYyY7x59ZJCWRE+PLw4lx38O5PU5P58zmD+r0Ru2B9BY99VwC4Ns/Oz4pganqou1vBNzvr+L+vduNwuuYzPnP5EL7aVst76yqQyeDc9DDig70ZHuvPeZnh4pxPEI4jm8PJA1/tdu913T45kXnjEwjyUfPkD4Us2FDZ4/FhvhqemJ3VY0bYPpIk8e7aCp76qbBX54RxiUE8f0X2ISsfbA4nC9ZX8t66Cvy9VExLD2VCUjCBPmp8PVQHDdr/0bQbrXipFcetuvfzLdU8vDgXgCcvyUIll/Pgohz3/TOzwnnxyqGoFXKq9856/nJbDbUd3YT5alh6z0TCfD2o7TDxz2/z3dfh3moF8cHeVLWZMFjsXDY8mufmDDnq71FNu4l7P9/Jrr1VwBF+Hlw9OparRsUQ2kfHkNxaHRvLW7lyZCx+Xq7z2avf2YzV7sRbreCjm0czIi6Q3TWuBJQ/TUthYsrASUIaCE7b4M3ixYu5/PLLkclk/Pzzz5xzzjlHdZzjEbxZuHAh119/PfPnz2fChAm89dZbvPvuuxQUFBAbG3vY54vgTf8YLXaW7q7nvz8Voeu2cV5mGPOvHYFcBquLW3h4Ua67NZpcBv+clcHcAdTb+ngoadJz+8fbKW81Aq5Sw8mDQkiL8GVkXECvD0pJknhxRQmv/lrS64/yPhF+Hrx69TBGigG5giAcZ06nxNM/FfLOWteG5aXDovjXhZl/iJY+x1Oz3szygiYmDwohOqB3BrLOZKPLbCPS3/OQyQg6k43dtZ2MSQx0Z1PpTDYWbKikoEFHabMBtVLBW9eNcA+0/nZXHf/8Nr9HGfs+3moFT182hLGJgbyzppwFGyqxOSQmJAfx1vUje2SC9/WeLnl9A3Wd3SSGePPhvNEnNLv6WOm6bby+qpRGnZlJKcFMSQsl2OePPUdEOHptBgt+niqUCjl6s417P9/J6j0taD2ULLlrAsmhPkiSxKIddawsbGJrZYc76/E/F2dx3di4w75GfWc3e5r0jIoPPOTvWl6djud+2UN6hC/nZYbz7M9FrC9tw89TxfVj49CbbXiqldwyKeGk/EzbHU6+y6nn7TUV7h794GrjZdmbJTpvQjw3TUjo8Zlgstq5+u1N7K7VEeyj5qGZ6VzazyQlQTgW26vaufH9rRgsdsYnuQI4+zbizDYH3+2u58ONleTVuX6eB0f58crVw9zJDTaHk3s/29mjRdvohECen5N93P7uLctr5G+Lcvr8Wz02MZD3bhzlDsjZHE6e+rGQD9ZXAjA1LZR/X5yFSi5DpZD3qF5r1pt5c3U59Z3ddJis7qDP3PHx/HNWRp+/f8sLmrj/y13ozXZkMtzXmP+7bEivSgBBEI4vSZJ4cXkxr/xa6r7NW63AuLdS9eaJCXTbHPyS3+Q+7zh/cDiPXJBB1N5gjM5k48kfC/hym6st1yXDosiO9qOz28Zbv5XTbXPg66Hk+SuGcm6Gqz1bYUMXH6yvQCGXEeKj4ZeCJooa9Qdd55iEQBbMG/2HHUovSZK7oiTCz5Ov7hh3zG3Ov9xaw98W5yBJrjafD85IA+CD9RX8b9kerh0Ty8Pn905M7zLbuGz+BkqaDQyO8uPs1BDeXlOOxe6qCr17SjJ3nJ2IRqngt+IW5n2wBacEt0xMYGpaKJH+nsT3MUuuqs3I/5btYXlhk2umrkyGh0qOv5eaNoMFo9WB1kPJE7MzuXBI5BHP31m1p5kPN1Ryz5TkHnuRB87pE/Y7bYM3tbW17sDIk08+ycMPP3xUx/n555/573//C8CqVauO6hhjxoxh+PDhvPHGG+7b0tPTufjii3n66acP+3wRvDk0k9XOi8uL+XxLDQaLqyR8WKw/n986tkeEW2ey8fh3+Wwqb+Px2VnuPzR/NBa7gw/WV/LqyhL3H2lw9YccnxTE7OwosqL8iPDz4NFv8/g+pwFwZS+OTQzC30vFpvI2cmt1jE0M4j8XH7oFhSAIwrF6b10F//mhAElyZYE9dcngHr2aVxU1s2RnHdeMiWVsYtApXOnJ5XBKfLa5iv/9vAe92Y5KIePyEdFMSQ1lT6OevHod+fVd7upSjVJOSpgP142J46rR+5NDcmo7+XBDFd/n1GOxO0kL1/LK1cOwOZzc8cl2atp7DvKOD/Li6zvHs760lT8v3IUkueZmPDQzjcFRfuTU6nhjdRlbKl2bOPvaoAFcmB3Jc3OG9KvUvqzFwA3vbaGus5tQrYYP5o0iM3LgDaH8Jb+Rf3yTR7N+f0sBmQwemJ7K3VOSAdCbbby9ppzxScGMSzpzfkaF3j7aWMm/luYT6KVmRlY426s6emxgxAV58ektY3jqx0J+zN2/meuhkvPERVknfHPTaLFz/Xube/QdB9fQ8OevyGbyoJAT9trlLQbu/3K3OxPTS63gsuHRXDo8itRwLU/+UMinB7RWGh0fyLT0UIbHBfDWb2WsKGwmwEvF4rsmHHYovSAcTwcGcM4fHM6rVw+nvrObmxZspWTvzCW1Us5NExK4/9xBvVoROZ0SK4uaWbS9lpVFTdgcElqNkqcvG8ysIZHux1nsDn7KbWRItB+JB5m9eaBOk5X//FDI13tnH2RH+3HV6FiW7KhjS2U7Zw0K4a3rRvS5Qbp4Ry0PL851B033uSg7kn9fnEWH0cr172/udY5w37QU/nxOyiE3z5q6zDz6TR6/FDQB8NiFf7ykSUEYyL7dVcebv5VT3KTH4ZTwVit4/oqhzMhyVdmYbQ5eWVnCW2vKcTglFHIZ5w+OINLfg083VWOw2JHL4B8XZDBvQrz7972i1cifF+5yz1X707QUgn3U/OeHwh5tugACvFQ8OMM1tmBFYTP5dTr0Zjud3TYcTtfM1DeuG3HCuuCcKt1WB39fksuSnXXu29LCtSy8fdxhW8P2RZIkFm6t4eEluUgS3DgujscuyuzxGbzve3gw1W0mZr++rkcl9tjEQP5zcVavubUfbazkn9/m97jt0uFRPHd5NnK5DKvdyfO/7OGDvRXgBzM81p+Xrxo2oJPz/khO2+ANQHV1NZIkodVqCQw8NVUDVqsVLy8vvvrqKy655BL37ffddx+7du3it99+O+wxRPDm4DaUtfK3RTnuk8qEYG+uGR3LNWNiz/hy/+YuMz/kNlDUsH+Dry9KuYwnL8niylGHrwITBEE4UbZXtfPXr3LclYN/m5HGnWcnsa6klXkLtriDA+dlhvG3GWn92tQYiIoau/hiSw3TM8MOOXNCb7Yx74OtbKvqACBEq6HlgODB7+3rq7/PfdNSuG9aCq/+WspLK4vdma/7Ai0apRyZDMw2JzGBnswdn0BsoBePf5dPbUc38UFe1HR043BKXDPGNbftwIsCu8PJSytKeH11KZLkSpr409QUzk4NOaJsqEadmbkfbHG365k1JIJbJyX2Gjh+KrQaLDy2NN+d5JAY7M2MrHDWlrSSW+carvn8nGxmDg7nxve3sLWyA7VSzsLbxp7SdlTC8VXWYiBUq+lzeGtps55311Zwdmoo52WG8c2uOv6ycHevx4VoNfzv8iH889s8atq7Ucpl2J0SKoWMOycncdagELKi/I5bW43D0XXbeGdNObpuG36eKn4paHS3IrtxXBwPnJd6XIfV2h1OPt5UxTPLijDbnGg1Su44O4lrx8Ti79UzQWjVnmbeXVvOhrK2XlXhaqWcz28dw4g4UQ0unHwbylqZ+/5WrA4nFwyJYFNZG21GK8E+Gm6aGM9Vo2L71QK0tsPEfV/sYvvev+/nZYbx4Iw0HE6J+77YRWFDF2qlnL9OT+WG8XEsy2tk8Y46gnzU3DIxkYxIX3TdNn7Oa+R/PxfRarAik8FtkxL5v+mp7sBRm8FCoLf6kH+T8+p03PfFTspajMhlrtkJ4Jq5ZbE7aTNaiQvy4uaJCfholCSG+DA0xr9fXy9Jklhb0opDkpiSenJn/QiC4NJtdbCnSU9soFefn0/59Tqe/KGQDWVtPW5PDdPyj1npTErpndBhczj7bMN2dmoIw2ICaDGY8fdUc/PEhD6TgLdWtnPtO5uxOpzcPDGBR2dlHNubHEC6rQ5ueH8zWys7UMhl3H12El9sraFZb2FUfAAf3zym3+d6VW1G3ltXwS/5Te4OQtePjeOJ2ZlHVXmypaKduR9sIchHzSPnpx+ydeXHGytZlt9IU5eFilYjDqfEPVOSXVU6n2znt+IWACalBPPA9FTCfD1wShImqwNdtxVJciWHH2m1jXD0TuvgzUBQX19PVFQU69evZ/z48e7bn3rqKT788EP27NnT6zkWiwWLZf8GTVdXFzExMSJ48zv/+b7A3Rs8yt+TJ2ZnMjUtVJTQHUR1m4lvd9WxsqiZyjYjnSYbQd5qXrtmuMgSFgRhQDDbHPz3pyL3xcDlI6L5KbcBo9XBoDAfSpsNOCVX1cOMzHDmTUjA30uFyerAz1NFfJDXgPob4HBKVLQa0HXb0JvtfLOzzj3MVymX8dJVQ5k1JBKzzcHP+Y0kBHszJNofq93JTQu2sq60Fa1GyV9npHLtmDh2Vncwf3UZ9Z3dpIVryYz0IzPSl4xIX7QeKqrbTSzeUcure1slJAR7U7E3GHbBkIi9bYg8efDrHFbvcZ10n50awktXDnVvoJa3GLj8zY207x2CPmdENM9cNuSgrYlyajux2J2MjAs46q+9rtvG/325mxWFTe7bzh8czqOzMojwO3g/7WOxak8z2ys7mDshvlerqC6zjR9zGnhmWREdJhsKuYzbzkrkvmkp7guuZ38u4vVVZagUMjIifNldq3M/P0SrYek9E07Y2oWTw+mUeGF5Ma+tKiXK35PFd43v0fKiUWfm4tfXuy+oB4X5UNbiusCdOz6eqWmh/JjbQIfJyj8vzCTK35OSJj2Xzt+A3uKaT/jmdcMHRCDCbHPw9I+FfLixCnD9DP/jgnQuyo48ps9USZJYvaeFp34sdFcnTEgO4tnLD90rH1yD33/IaWBrZTvbqzrpMtt4+cqhzBws5i8Kp853u+u59/Od7n9nRPjy/txRhPsdWTucfQkQ81eX4pRAIZeh2JvRfGAyhodKjtnWM7M5LVxLabMB+95IS3KoD89cNoQRcUeXNCBJEpIEcrmMHdUd/GXhLqraTABkRfnywdzRJ2V+qyAIp05enY4FGyppN1q5alQM56SHHbYt6dfba/n7klyQ4KGZaT0qdA5n6e56/rT3s/TxizK5cXz8sb6FU87mcHLHx9tZWdSM1kPJOzeMZGxiEIUNXVzx1kb0ZjvnpIfx5nXDDxvUqO/sZvbr692Je95qBTeOj+ev56Ue03mZ0WLHU6U4opazX22r4a9fu+bqJAZ7U95qxEMl56Urh3FeZtiAuvY+k522wRu5XI5cLicnJ4eMjFMXyd0XvNmwYQPjxo1z3/7kk0/y8ccfU1RU1Os5jz32GI8//niv20Xwpqd31pTz5I+FXDsmlodmph3XDMEzgc5kw1ujENFwQRAGnLd+K+Ppn/b/fRyfFMQH80ZR3WbimWVFrChs7vN5Yb4axiUGkRKmJTrAk6Ex/sQFndzWOiarnc+31LB6TzM7qjp6tK/cJznUFYiSy+DKUTEsL2h2952+eGgkDsm1QeSlVrDwtnEMjj6yKpQPN7jaNoGrldp/Ls5izsj9rZgkSWLxjjrMdgdXj4rtdQK/u6aTPy/cxYTkIB6/KOuktTPIr9fx7toKlu6ud7d4eOC8VOaO7//FYF/aDBZMVoe7bH/xjloe+Go3Tgn8PFU8OCOVlFAt26ra2VDaxqbyNvemWFq4lmcvz+71PXA6Je75fIe77ZW3WsFb14/k398XsKdJT1q4lguzI/HRKJmYEuwe5ny0zDYHaoX8tJ7v0W11YLU7USlleCiP7MLxZDNa7Pxl4S53yx/o2fLCYLEz582NFDZ0Eennga7b5v5dP7C1RF9213TyY14D88YnHPGG74m2rqSVR7/Ncwd9546P518XZhzx71+nycq3u1xDcvdVfgd4qbh/eirXju79mXM4kiRhc0i9WlEJwqmwYH0FT3xfwNS0MF6+augxdXsobtLzv2V73MkLZ6eG8L/LhvBrUTP//r4Ao9VBsI+Ga8bEUt5i4MfcBnd1THKoD5cMi+KWSQn9alXaX0aLqyW53mznH7PSxTW2IAgH1aDrRpI4bEJGX15fVcqzP+9BLoN3bhjZo2X2QOFwShTUd9HUZabNaCExxIdRfcyCdjglHvw6h0U7atEo5Xxyy5gej9tc3sb172/Bandy5cgY/nvZ4IOeW5msrnPM/PouBoX58LcZaUxIDj5p1dl92Ze0BqD1UPLB3FFiJvYAc1oHb2QyGbm5uac0eHM0bdNE5U3/OJwSu2o6jzrLSBAEQRi4vtxaw9+X5JIR6cunt4zpsXlQ3KTn7TXlLC9oQiGX4alS0KK39Oq7q5DLePO6ESdlxpnF7uDzzdW8tqrMHYgB16Z+kI8Gb42ShGAv7jo7mfQIX/7xTR6fb9k/2yHYR0Ob0eJuE6SQy3j3xpFH3Wrk+5x6fshp4J6pyQNyjsyhFNR38Y9vct0zOa4dE8sTsw8eRPpoYyVvri7DYLFjc0iMTwripauGovVQUdlq5LI3NtBmtLrbOexrIxfso6bVYO3zmMmhPlw+IpqbJiQcdMPYbHMw94MtFDboeev6EYxNDKKm3cTs19e7K5fAFUB78/oR/fperitp5ZFvcjkrJYR/XpiBSiFnXUkrd36ynTA/D16+amiP76ckSXy2pZp31pQzPTOce6Ym49vHRpvd4ewzWWNfH21vjZJZQyKQyWR0Wx08uCiH3/Y0u2chXD06lkcuSEd1lAkfn+wd2rrveN5qBROSg5maFsrMrAj8vHqvubbDxMrCZs7LDD+pQY6adhO3frSNokY9aoWcB84bxDtrK2jRWxgW6092tD9bK9vJr+8i2EfNkrsm4KNR8uHGSlfbo2kpp3VijMXu4I3VZby0ogQ4sgCO0ynxyeYq/vtTEaa9wSy1Qs7cCfHcPSX5qHq9C8JApDfbjmtQY2d1By16C+dm7M9ibtB1k1/XxaRBwe7gTHWbie3V7QyNCRBznwRBOK1JksRDi3JZuK0GT5WCr+4YNyDaJgN0GK0s3FbDxxurqOvsOffrT1OT+cu5g9yf1VVtRh74are7Vdpb143gnD6uPX/Ob+TOT7bjlFyzxQZH+RGsVTMtPcx97u50Stz92Q5+ymskyFvNN3dPGBAzY5xOice+y2dLRTvPzckeMN8nYT8RvDkOxowZw4gRI5g/f777toyMDGbPns3TTz992OeLmTeCIAjCmajTZEXroepX5YfZ5mBHVQdbKzuoajdS1KCnoKELL7WCr+8YT0bk8fv7ub60lYL6LqakhZIc6kNObScPfLXbPTMiJtCTeeMTGJcUxKAwbZ/rlySJV1aWsrakhatHx3LR0EiKGvT8+/sCdlR38NSlg7li5IkdXD6QOZ0SCzZU8u8fCpAkmDUkgheuGNorkPLu2nL+80Nhr+ePjg/kpauGcu27m91VBAe6bmws/7owk483VvHqryUoFXJGxgUwMj6QqWmh/d4UkyQJq8PZI+u5tNnAl9tq0JlsFDV2sbtWh0oh46Urh3HBkIO3fPp2Vx0PfLXbPd/p7NQQLhkWxV+/ynEHJtUKOQ/NTOOc9DB8PJQ8/l0+3+6qdx8j0FvNA9NTuXp0DDKZDLPNwb2f72RTeRtPXTKYC7Mje7zmi8uLeXnl/k36v56Xyq0fbevV+xxcfa1fv3Z4n8GhQ/lkUxX/+CbvoPcHert6b186PAqZTIYkSXy+pYYnf3BlnXuo5MybkEBGhC8/5jawuaKduePjuXdqcq+AQqPOzI7qDsYmBvVr9sTvbS5v485Pd9ButBKi1fDW9SMYHhtAfr2OK9/ahMFidz/WQyVn4W3jyO7n/IfTzRdbqnlocS7g+tn456yMQ1bM1LSb+OvXu9lU3g64KpWuGhXD7KFRffa8FwRBEAThzGZzuFpFry1pJUSr4es7xp30rgm/t6qomT99sRO92XXOp/VQkhDsjadKweYK1znORdmRTEwOprCxi4VbazBZHXirFTxz+RBmDYk86LE/31LNw3vPrfaJ8vfkpauGEhvoxV8W7mJDWRtqhZxPbx3TZ5WPIPRFBG+Og4ULF3L99dfz5ptvMm7cON5++23eeecd8vPziYuLO+zzRfBGEARBEI6MzeFk7gdbWF/aRqSfB9/cPYFQ32PL3i9t1vOfHwrd82IAhkT7kV/fhcMpEeyj5i/nDmLOiJhjau9jtjlOaWn8QPJ9Tj1/WbgLm0MiVKthZlY4k1JCUCnl5NR08vzyYgDumZLMJcOjaNKZuf2T7ejNdjRKORa7kyh/T165eijf7Kznu5x65oyI5u/np7s3/vedvp6Ins02h5P7v9zNd7vrkcvg/6ancsfkpB4BPUmSeHdtBU/+6ApCTUgOYntVR485B+dlhmF3SKws6t0yUCGXMW98PKv2NFPWsn/G0ZMXZ/GXhbtYdcDP61/OGcSfprmCHn1dQAZ4qegw2fBWK3jtmuEkh/qQW6fj/77cTbfNQUqoD+/PHeXOAmzuMrO5op24IC8GhWl7/Nw69gXgvi8A4NZJCTw4Iw27Q6KsxcCvRc18u6vOvebBUX4Eeqtp1lsobHC12gryVtNm7Ls66vcVWfWd3Vz2xgYadGbkMhiTEMQtkxL63YZjZWETt3+8HbtTYnCUH2/fMKLH3KLtVR18trmaYK2aKH9PJqWE/OEz3xdureZvi1w/I5ePiOa/lw5GqZDTabJitDqI2tsm5YecBh5alIN+by/1v5+fxrVj4gZ0azxBEARBEE69LrONK97cSFGjnugAT76+Y/wpaSsrSRLzV5fx3C97kCRXEspNExO4KDvSfX67cGs1jyzJc7dX3mdsYiDPXp7dryqZ5QVNrC9tpcNkZVtlB3Wd3chl4KNR0mW246VW8NycbM4XM/6EIyCCN8fJ/Pnz+d///kdDQwNZWVm8+OKLnHXWWf16rgjeCIIgCMKR05lsXDJ/PeWtRjRKOZMHhXBhdiQXDI44ok3FdqOVl1YU8+nmahxOCZVCxrCYALZVtbt7z1+YHcnjF2UeVba/cGi/Fbfw5y920mGy9Xn/3VOSeGD6/gGe26s6uP69zZisDrQaJYvuGs+gMO3JXHIPDqfUo03eqPgAnr08m/hgb8w2B48syWPRjlpgf4XDrtpObl6wlQ6TjUuHRfG/y4egkMv4cEMlCzZU0qAzY7E7ifTz4OWrhzEqPhCbw8mC9ZU8s6wIu1PCU6Wg2+aqXJmRGc43eyt0ovw9CfZRk1unwynBvVOTSQ3Xcv/C3VgdTrzUCj68aXSPbL+8Oh03f7iVpi4LQd5q3r5hJDXtJh79Ns+dmaiUyxgc7ceU1FBiAj15c3U5e5r0ANwyMYFHLkjvFSCzOZy8u7aCl1cW9whWqZVyHjwvlXkTEvi1qJnXfi1Bb7EzPSMcrYfSfWF9bkYYf5uRRrCPmsvf3EhpswEvtcLdsksmg/9dNqTHzKe+7Kzu4Op3NmG2OTl/cDjPzxmKp1oEUAEWba/lwUU5OJwSkweFoFLIWL2nBbtTIj7Ii/hgb3dAe0RcAC9ckX3Ks2YFQRAEQTh9NOvNzHlzI1VtJpJDfXhg+iDC/TxJDvXB5xjmivWX3eHkwUU5LN5RB7gShP51YWafyXjrSlp5eWUxHioFyaE+DIsNYNYRXlvuY7DY+ee3ee7XzYz05dWrh5F4jLMyhTOPCN4MACJ4IwiCIAhHp6LVyG0fbaOk2eC+7fqxcTwxO/OglRY5tZ28sLwYs82Bj0bJ5op29wb1uRlh/P38dBKCvWnQdbN0Vz3JoT4DcsjmH4nF7mB9aSs/5DRS1OiqylDIZVw4JJJbJiX0+l5uq2znnbXl3DopcUAM1JQkiUU76nhsab679VZckBcqhZzSZgNyGfz9/HRunrj/vTTqzBQ2dDF5UEivC0JJkugy29FqlL3u21bZzp2f7qBFb0GtlPP+jaOYmBLMF1uqefTbPHdbNoArRkbzzGVDkMlkbKts56ONVcydEM/w2N7zBBt1Zm7+cCv59V3IZbgDl7GBXujNtj6Da1oPJX+amtLn9+hAtR0m1pe2opDL8VDJGRrjT3TAwbMXf8hp4C8Ld7nbye2bXxTu68Giu8bjdEq8+msJX26rRSaDpy4ZzFWjYnqtQZIkSpoNXPX2Jtr3zkV654aRRz3b54/ql/xG7vl8J1b7/gCbQi7D4dxXtQZ3nZ3En88ZJL52giAIgiAcsZp2E1e8tZEGndl9m7+Xik9vGXPE8ztXFTXz0soS7jgrkZmHqWCx2p3c98VOfsprRCGX8cTsTK4dc/gOScfT8oImatpNXDs2tkcrZkHor9M+eJOXl0d6evqpXs4xEcEbQRAEQTh6kiRR0NDF0t31vL2mHEmCO89O4m8z0no9dkd1Bze+twX9AbMtANIjfHl0Vjrjk4JP1rKFP6CadhN/X5LLutJW9p01+3mqeP2a4UxMOX4/W81dZt5bV8E5GWE9KmhaDRaq2ox0GG14qRWMTQw6okxBo8XOfV/sYkVhE0q5jD9NS+Gus11t4Go7ullX2sqvRc2UNhuYmRXO7Wcl4ed1YobU76rpZP6qUlYUNuGUwNdDyVd3jCc13FVlJUkSj39XwIINlQBolHKCvNV4a5Qo9wYYattN7t/1wVF+fHHbWLxPQobn6WhjWRuvrCxhWKw/lw6PItzPk/WlreTW6piYEszYxKBTvURBEARBEE5jla1GXllZQkWbkao2E+1GV2LON3dP6Hcrtbw6HXPe3Ei3zYFCLuO1q4cdNICjM9n488KdrNrTgloh57VrhjE9M/x4viVBOClO++BNZGQkKtWxXzTKZDLKysqOw8qOnAjeCIIgCMLx8dnmav6+xDXD4YZxcVw/No6UMC02h5ONZW3c9ekODBY7oxMCuW5sHEaLnQAvNedmhPWYUyIIx6LLbGNHVQfV7SampoUesspkoHE4JX7IbWBQmA9p4af+vLS2w8SPuQ2cNSik13okSeKZZXt4Z225u0rk92QyGB4bwJvXjSBEqzkZSxYEQRAEQRAOQddt47I3NlDabCAjwpdZ2RH8nNdIq8HKE7Mz3V0P2o1Wdtd2khjsjYdKwcWvr6dBZ3bPcVTKZbxx3QjOzdjfJUGSXOeyjy0toNVgQaOU8/YNI5k8KORUvV1BOCanffDmeC1JJpPhcDiOy7GOlAjeCIIgCMLx886acvdweIBIPw9aDBZ3O6mxiYG8P3cUXmqRgS8IfwTdVgetBgttRismqx27Q8IpSUT6exIb6OUeRCsIgiAIgiAMDDXtJi5+fT1tRmuv+26ZmIBKKefDDZXuWYf7Wromhniz6I7xPPZdPt/uqketkLNg3ijGJwdjczh54KvdfLt3FmRSiDfPzclmWB8tgwXhdHHaB28iIiKOS+UNQEVFxXE5zpESwRtBEARBOL5+yW/ky201/Fbc4g7aaDVKpqWH8vSlQ8SwckEQBEEQBEEQhFNoZ3UHD3y1m6gAL2ZkhlPSrOeD9ZU9HhPp50GrwYrV4cTfS8U3d00gPtgbu8PJPZ/tZFl+Iz4aJZ/eMoY3VpexLL8RpVzG3VOSuWtKkpgzI5z2TvvgTW5uLhkZGad6OcdEBG8EQRAE4cTQmWzk1+uICfQiOsDzkEPVBUEQBEEQBEEQhFPn5/xGHlmSS5S/J/dOTWFaeig2h0Rxk55QXw2h2v3zccw2Bze+v4XNFe3IZeCUQK2Q89b1I5iSFnoK34UgHD8ieDMAiOCNIAiCIAiCIAiCIAiCIAhnOkmS+p1012W2ccWbGylq1KNWynn7+hGcnSoCN8Ifx5HEDeQnaU2nnTVr1nDhhRcSGRmJTCbjm2++OdVLEgRBEARBEARBEARBEARBOK0cSbcEXw8VH908mlsnJfDZLWNE4EY4o4mpvgdhNBrJzs5m3rx5XHbZZUf8fIfDNXyrtrZWVN4IgiAIgiAIgiAIgiAIgiD0043ZvoCJ2lrTqV6KIBxXXV1dwP74waGI4M1BzJw5k5kzZx7180tLSwHIzMw8XksSBEEQBEEQBEEQBEEQBEEQBOE0V1payqhRow75GBG8OU4sFgsWi8X979BQV0lfTU2NqLwRBEEQBEE4w7UZLMxbsJV2g4XxycGMTQxCKZdhsNiJ8PMUA1hPM0/+UMDnW2q4c3ISd09NPtXLEQRBEARBEAThNNHV1UVMTAzJyYe/jhDBm+Pk6aef5vHHH+91u6+vrwjeCKetZXmNrN7TzLkZYUweFIJSIcZkCYIgCMKRstqdPPhZHpVdEqBmWXEXy4q7ejxmwTzf497P22xzUN/ZTVyQNwp5//uMD3Q7qjtYU9xCi95Cp8nG0Bh/LhsRTaC3+oS8XrfVgc3pxNdDBcC3u+pYuLsNucaLd7c0cv6IRLJj/KntMPHmb2XEBHgxITmYjAhf5H+gr7sgCIIgCIIgCMePQqE47GNkkiRJJ2Et/VJVVQVAVFQUSuXAiSvJZDKWLFnCxRdffNDH/L7yZl8ETafTieCNcFJJksS60lbWl7bRbbVjtjkZnRDIpcOj3APinE6Jmg4TJU0GKtuMyGUyPFQKwnw1jE8KRqOU8/zyPby+qsx93GAfNSmhWmwOJzIZpIZrGRLtz6AwLWG+GgK91ehMNpq6LIT6agjz9ThVXwJBEARBOOXaDBY6TDYi/T14fGkBC7fVoNUoeebyIeTV6dhe1YFaKUfXbSOnVkd8kBfL/nwWHqrDn8DvY7DYWV7QyKAwLenhPQMFm8rb+MvCXTTozHirFQyN9cfphJoOE91WB1PTQrlkeBRjE4IGdIChtsOEwWInNUyLwynx8soSXltVyu+vYNQKOdMzw5iaFsrElGBCtYc/DyltNrC8oIkd1R3k1+kwWOzYna4De6oUeKgUdHXb0FvsAJw/OJyLsqO4/8tdmKwOwnw1NHVZSA714ZnLBnPHJzto0e+/Hojw8+B/lw9hUkrIcfk6/Of7Qvw8VQyP8ycryo9AbzV+niq81APnukkQBEEQBEEQhEPr6urCz8+vX3GDARW8Gaj6E7z5vSP5JgjC79W0m3jgq90E+2h46tLB+Hmqetxf2NDF3xblEOitZnCUH/FB3jicEp3dVr7aVktJs6HXMc/LDOPJSwbzS34Tr68qpa6zu8/X9lDJiQ/ypqhRD8C0tFB21XTSZrT2e/0KuYz/XJzF1aNjj+BdC4IgCMIfw+IdtTz4dY47EAAgl8H7c0f1qq7Rm21Me/43mvUW7j93EH+altKv1+gwWrnh/S3k1ukACPJWMyIugIQQbyw2Jx9trMQpgUxGr0DHgfy9VIyIDWB4XAAJwd5EB3gSF+Td69zjZDNa7Dz/SzELNlTglCDMV0OAl9p9fjI9I4y0CF88VQp+yK0nr65nJVNsoBep4a4Ek+ImA4UNXUQHePHwzDQmJgfz9tpynv9lDzbH0V0KjU8K4pWrhzHjpbW0GvYHbAaF+RAT4MXminYMFjsyGdwxOYlzM8KoaDFS3mqgotVIVZuJxBAf7jo7ifSIQ18rlLUYuO7dzTTozH3eP3lQCK9cPeyUf88EQRAEQRAEQTg8Ebw5zkTwRjiZcmt1zFuw1b0RkBTizQdzRxMb5AWAzeHkotfWU9jQddBjeKsVzBoSSaivBpPVwUcbK7E5JOQy2LePpFbKSQrxITHYG5kMzDYnhQ1d7qCOWiHnv5cN5tLh0dgcTjaWtdHZbUOtkGGxO8mr07G7VkdNu4kWvQW703V8P08VHSYb4NqsePC81AGd0SsIgiAIxyK/XscT3xUQH+TNlaNjyKnp5LHvCgBXQoTZ5gTgn7MyuGliQp/HWLq7nj99vhONUs6K+ycTE+h1yNds0Vu47t3N7GnSo9UocUgSJquj1+PmjIjmnxdmUNvRze6aTjQqOTEBXtgcEkt31/F9TgN6s73P14jw8yA9wpd5E+KPS+VIf5msdpbuqueVlSXU7w1WaJRyLHbX19FHo+SpSwdzUXZkj+fl1HbyU14ja0taegVyfi/K39N9vjM+KYizU0MYGhNAoLcalUKGDBlmu4NuqwMfDyWhWg31nWZe+bWEH3MbCNN68N29EwnRavglv5HbPt4OwMTkYOZfNxxfDxVmm4N/f1/Ap5urD/ueZ2SG89cZqSSF+PS6L6e2k5sWbKXVYCU51IdzM8LYUdVBSbMBXbcNx94Tu7RwLR/dNJpQUfksCIIgCIIgCAOaCN4cBwaDgdLSUgCGDRvGCy+8wJQpUwgMDCQ29vDVBCJ4I/SX3eHky221FDfp6TLbWJbXiMnqIC1ci67bRoPOTKC3mteuGcb4pGDmry7lf8v24O+l4r5pKRTUd9HYZUalkKNSyBgVH8gVo2LcfdnBFRC65/MdVLWZCPbRcNfZSVwzJrZXaxZJksiv72JdaSsTk4PJivLr13twOiX0Zjs+HkrkMnh5ZQkvrSgBICHYm3MzwkgN01LU2EVRo57YQC+uGxt32ExTQRAEQRjIVhY2ce/nO/sMnMwdH88/Z2VgsNrptjoO2U5UkiSufXczG8raiPTz4K8zUpmdHdUr+aG5y8xX22v5ZFMVDTozoVoNn94yhrggb3ZWd1DQ0EVVmyup4vzBEVwwJOKQ67faneTXu1q45dTqqO0wUdPR3aP1F8DtZyXyf9NTUStP3Oy7LrONV1eW8MXWGndAKSbQk3/PzmJsYhCbK9opbTZwbnqYO6HlYDqMVgobXOcczXoLKaE+DArTsmRnHR9trMTulPBSK3jswkzmjIx2t5Xtj0adGU+VAj+v/edZn26uotNk47azElH9bj7gj7kNPPlDIQ6nRGKINwnB3u4Kp+9zGvghtwFJApVCxk0TE7huTBzdNgcVrUY+2VTF2pJWADIjffnoptEE+Wjcx9533jZvwVZa9BaiAzx5+/qRZET6uu9v6rIQ5qs5ovcoCIIgCIIgCMKJI4I3x8Hq1auZMmVKr9tvvPFGFixYcNjni+CN0B+SJPH3JXl8vqVnVuaklGDmXzucbquDmz/cRm6dDpkMbhwXz2dbqrHanTw/J5vLRkT3+7UMFjtbK9oZkxh4UnqjL9lZy98X59Ft672htc/o+EAeOj+N4bEBJ3w9giAIgnCs9GYbX2ypoV7XTZvByvc59TglV/VGuJ8HP+Q0YLE7+fM5Kdw3LeWINswrW41c++5md0XIkGg/nr50MJmRfljsDp75aQ8fbqx0V1pEB3jyyc1jiA/2Pu7vU9dto7hJz5KddXy2t3IkJdSH8UlBpEX4ctagEKL8PY/b660qaubvS3LdbcFcSR6xXD82Hk91/2cA9Udps54fchq5aGgkCSfga3ekipv0PP1jIav2tPR5v0wGM7PC+e9lQ3ok5hyopt3E9e9tprLNhEoh4y/nDiItXMvLK0vZXdPJRdmRPH9Fdq/AkiAIgiAIgiAIJ98ZE7xxOp1s2bKFqqoqfHx8yMrKIi4u7lQvCxDBG6F/Xl1ZwvPLi5HJXBm6oVoPogI8mZkV7r7A7rY6eGxpPgu31bifNyklmI9uGj3gsyj1ZhtrS1pZUdhEbXs3aRFaBoVp2VjWxrL8RhxOCZkMrh0Ty5Bof77bXc/2qg7+el4q8yb03VpGEARBEE4Fs83BDe9tYUtle4/brxoVw78vzkKlkKPrttGidw2wP9rXeG9dBW+sLsNgsaOUy7hlUiJrS1rIr3e1AhsZF8CVo2K4YEjESUnGWJbXyINf76brgPZqchlMTQvjhnFxTEwOPqL2qHqzjcIGPQX1OvLru8iv76JgbyvYuCAv/jkrgympoWdcy9WVhU089WMhlW0mfD2UBHipmZYeyvVj4w9baQTQbrTy0KIcfilo6vP+c9JDee2a4b2qrgeSFQVNbK/u4LzMcLKj/Qb8ea4gCIIgCIIgHI3TPnjT1NTEc889x5o1azCbzaSlpXHfffcxfvx492NWrFjBrbfeSnX17yoWJk1i/vz5ZGRknOxl9yCCN8KBqttMtJus7gtRi93B++sqeWZZEQBPzM7khnHxhzzGt7vqeGRJHnIZfH/vpH5dyA9kjTozz/68h0U7avu8/9nLhzBnZMxJXpUgCIIguKwoaOKtNWWcmxHGlaNi+dvXOSzLb0TroeTaMXH4eipJDdMyNS30uG8yt+gt/OObXH7O378RH+it5rk5Q5iaFnZcX6s/Wg0W1hS3UNSoZ2d1B1srO9z3JQR7c+2YWIbG+GOw2JHJZIxLDOrVYq24Sc/j3+WzvrSt1/FlMrh5QgL/Nz31uFfanG4kSTrqnydJkvhqey1PfFeAwylxw7g4MiJ9efDrHCx2J+OTgnjj2hE9Wr4NFL8WNXHLh9vcsxkTgr2ZmRXOtPRQhsYEoDiOwTxdtw1fD6UIDgmCIAiCIAinxGkdvNmxYwfTp0+no6Oj130vv/wy99xzD1u2bGHKlCl0d3f3eQw/Pz9Wr15Ndnb2iV7uQYngzZnH4ZTQm210mmz4e6nw91LjdEq8t66CZ3/eg9XhJC7Ii2lpYSzLa3AP4b3r7CQenJHWr9foMtuw2Z09+p2f7jaUtfLMsj1YbA4uGBxBi8HCRxurUMhlvHHtcKZnhp/qJQqCIAhnmG2V7Vzz7masdifgmkdic0ioFXI+vGk045KCTvgaJEli6e56nvyhkLQIX/532RDC/QbGMPrSZj2fbKpm0fZa9BZ7r/uTQ3148uIsRicEUtxk4MttNSzYsL/lW6SfBxmRvmRE+pER4cvQGP8B897+CLrMNmSAdm+btQ1lrdzy4TZMVgfxQV68fcNIAN5bW0FBQxexgV4khXgzc3DEKZlHmFPbyZVvbaLb5iA9wpeKVgNmm9N9f7CPhodmpnHZ8ChkMhnbqzr4ZmcdZS0GKlqNhGo13Ds1hWnpoZisDn7ObyS3Toeu24bebMdTpcDfS4XF5mRLZTsVrUYSg7156/oRpIRpT/r7FQ5OkiRWFjbz0spiTFYHT1yUxcSU4FO9LEEQBEEQhOPqtA3emEwmMjMzqaqqAsDHxweNRkNbmytDT6lUkpOTw1VXXUVOTg5jxozhoosuIiQkhLq6OhYtWkReXh4AmZmZ7Nq1C4Xi1GTvieBN33ZWd1DSbMBDpUCjlBMT4EV6hLZH5luL3sLS3fWsKW4hLULLXWcn4+c58DIEN5S18tjSfGo7urE7JKwOZ4/708K1aJRydtfqgP0bP/uE+Wq4Z0oy142NE5l/B5AkiQe/zuGr7bWolXK+vXvCKdlIEARBEM5MFa1GLp2/ng6TjdEJgbQaLJS3GJHJ4LWrh3PBkIiTup5jqcQ40YwWO0t21vHVtho6u234aJTUd3bTYbIBEOStps1odT/+vMwwHjk/47SvHj4d5dXpuP3j7dR1dqNWyHudt4LrXPWfF2Zy3ZjYE/ozZ3M4mffBVnbXdhLh50FTlwVdt41JKcG8P3cUVruTFYVNrCxsZvWeZnfLvkkpwchkMtYU9z0fKC1cS3W7CZP14PMWD+SjUfLyVUOZln7yq9mE3nbVdPLEd/nsqO7scfuVI2N4ZFb6QWc+CYIgCIIgnG5O2+DNm2++yV133YVMJuOFF17gnnvuQaFQsHz5ci6//HIMBgPTpk1jxYoVPPnkkzz88MM9ni9JEvfffz8vv/wyMpmMr776iksvvfSUvBcRvOnbE98V8P76ih63JQR7Mz0zDL3ZTmFDFzm1OndmJkCAl4r7zx3E1aNjUZ6EQatOp0RBQxep4do+B7uabQ5eWlHCW2vK6Ou3x0ut6HHR6KVW8OisDGYPjWRZXiPrSlrJjvHnylExA7rv+Klkdzi5+cNt/FbcQkqoD0vvmXjGt1ERBEEQTrziJj23fLiN6nYT2dF+fHHbODRKOb+VtOCpUjA28cRX3JzudCYb/11WxOdbXK2NPVRyRicEcdOEeM5ODT3FqzuztRut3PPZDjaUtSGTwXkZ4VwwJIKmLjNrSlrdQZELsyOZlByMr6eKwdF+RPl7Htd1vLeugn9/X9DjtvQIX768fay7Wmgfm8PJu2sreHFFsbsSTiGXccmwKMYlBhEf7MXygmY+WF+BZe/98UFenJMeRpCPBl9PJd1WB50mGxISw2MDSArx4cFFOWypaEcmgydmZ3H92IExN/V0t7m8jQadmYuyI/s9t6rLbOP5n/fw0aYqJMn1mTFvQgImi50PN7qSOtPCtXx6y5gT0n1A120jv05Hu8nK+KRgAr3Vx/01BEEQBEEQDnTaBm9mzJjBL7/8wowZM/jxxx973PfYY4/xxBNPIJPJmDJlCitWrOjzGJIkMWzYMHJzc7nmmmv4+OOPT8bSexHBm759trma5QWNmG1Oum0OChu63BdaBxoa48+5GWF8s7OOkmYDACmhPjw6K4O4IC9WFDazp7GLOyYnkRhy5EOBm7vM7KzpJK9OR1e3jevHxZMc6oPDKfHnhbv4bnc9o+IDePfGUfh5qqhpN/H6qlJ21XRS2mzAvje4dPXoGG4/Kwm1Uo5KIcfPU4VaKadFb2FLRTvV7SZmZoUTH+x9bF+4M1CbwcKMl9fSordw7ZhYnrxk8KlekiAIgvAHJUkSX22r5Z9L8zDbnMQEerL4zgmEaP84bUpPttJmPW0GK9kx/iJZZQCxO5ysLGomNUzb4/xUkiTeWVvOM8v29EiiUivk3DUliTvPTkKjPPbvY3OXmanP/4bBYudvM9LIivKl3Whl8qAQ/L0Ovmle1mLgf8uKCPRWc+fk5F7VW406MysKm0gL1zIiLuCwlUNWu5N/Lc13Bxn/OSuDmyYmHPP7O5OtLGzito+343BKXDAkgufnZB/2d39Po555H2xxt5O+dFgUD81MI9TX1UZxc3kbd3+2k1aDhdQwLfOvG84v+U0s3FqN3mxHo5QT5KPh/nMHMSXtyILDq4qa+e9PRexp0rtvU8hljE0M5OrRsVwwOGLAVj0KgiAIwvHidEqUthjoMFoxWOwEeqvJjvZHLpdhtjn4MbeBrm4blwyLHpBzE09Xp23wJjIykqamJj7++GOuueaaHvcVFhaSmZmJTCbjgw8+4IYbbjjocV566SXuv/9+0tPTyc/PP9HL7pMI3vSPwWJnZWETa4pbCfXVkBHhS3a0v/uCzO5w8vmWal5YXuxuwXGgYB8Nn986pl/9qp1OiU3lbSzYUMmKwiYOuC7FR6PkuTlD+KWgicU76ty3p4VruXxENC8uL8Z4QDVNmK+GJ2ZncZ6Yx3JCrS1p4fr3tgDwn4uzuHZvGw9JktjTpCdU6yGy4wRBEIRjsr2qg5dXlrirDialBPPilUMJ/gPNlxOE/tpa2c7nW6rpNNlo0JkpbOgCXJXyGRG+yOUyBoX6cOtZiUcVlPvzFzv5Zlc92TH+LLlzfL+rM04ESZJ4Ztke3vytDIAHZ6Ry5+QksWF/FLZXdXDtu5t6zCrKjvHnHxekMyhMi5+nCqPFTqvBgr+nGj8vFZvL27j1o210me3EBXnx9CWDGZ/ce75NabOBa97ZRLPecsg1XDUqhkcuSO9VvfV7rQYLT3xXwNLd9e7bogM88VYrewRyJqUE85+Ls4gLEkl4giAIwonVbrRS19FNSphPr/MrSZIobTawqbyNilYT1e1G0sJ9uWdq8jEnSG0qb+OpHwvJ2TvuYZ8IPw/GJwWzek+zuwWyv5eK+6alcO2YONTKE98V6Y/utA3eeHh4YLPZWLNmDRMmTOhxn8FgwNfXF5lMxqZNmxg1atRBj/Pbb78xZcoU/Pz86OjoONHL7pMI3hxfOpONV38tYcGGSiRgdHwgbUYLxU0GgrzVfHbrWFLDewdwqtqM/OeHQvY06mnQdfeYOZMWrmVItB/lLUa2Ve3/OVHIZfz1vFTeXVtBq2H/RcLo+EBuPSuR9AgtUf6e4sLuJHn6x0LeWlMOwIi4AGZkhvPltpq9s5Pk3DAuntvPSjwhbRQEQRCEP55F22v5Ka8Bm0Oi02R1z6ZTyGX83/RB3HFW0indUBaEgUKSJH7IbeCxpQU9zokBUsO0vHrNMAb1I4FqnzXFLdzw/hZkMvj27gkMifY/zis+cpIk8eKKEl5ZWQK4Wsb999LBeKoU7K7tRCGXDYh1DmQF9V1c8+4mOk02pqSGcMukRO7+bAedByTeeajkPQI7oVoNnd02rHYno+IDeOeGkYesvKpoNXLNO5to0JlJC9dy88QEhkT7Y7E7+HZXPe+vr0CSQCmXkRzqw+AoP84fEsFZKSEo9n6e2xxOPtpYxUsritGb7chlcPPEBO48O9mdDFbVZuTr7bW8taYcq92JRinnuTnZXJgdeYK+eoIgCMIfldnm4PucBjaWteHnqSJEq0Emgw6jlXajlQ6TjQ6Tlep2Ey17ExQSgr2Zf+1w0iN8adabWbC+kp/yGqloNfY6fkaEL/OvHX7EnX4kSWJ9aRvvr6/g16JmwPV3OtLfEx+NkvIWIwaL3f34SD8PPNUKylpca4gO8OTOs5O4fES0uyrb4ZQw21wJ794a5ZF/sc5Ap23wxtfXF6PRyJYtWxgxYkSv++VyOTKZjNzcXDIyMg56nJycHIYOHYpKpcJiOXSGzokigjcnht5sQwJ8PVR0mqxc995m8uq68FYruHlSIrdOSnBnW22rbOe2j7fTfsCgXG+1gkuGR3HjuHh3tY7N4eTpH4t4f30Fchm8dNUwLsqOpKrNyI3vb6Gxy8yD56Uxd3y82Mw5BewOJ2+tKee1X0vptu2vflLKZe72dXIZeKoUaFQKMiJ8mTchnimpochk0KAzU9JsoKRJT4vewuyhUWREit9JQRCEM40kSby4vJhXfi3tcbtSLuOy4dHcNSVJZFgLQh90Jhs/FzRistgx253uBCeNUs6ckdFMHhTK2MTAQ1Y8LC9o4p7PdmCxOwdkO9wP1lfw5A+F2J0SMYGedFud7oDV/GuHc/7giFO8wuMnr05HUaOe6ABPEoK9CdvbouxAOpONtaUtdJhsXDgk4qCBlRUFTdz3xU6MVgdDY/z57NYxeKmVVLYaefqnQnJrde6WaAAapbxHy+xzM8J49eph/coc7ty7wTU4yq9XEt2m8jb+vjiX8t9tbkX4eTAqPhCjxU5Js4HqdhMAmZG+PH3p4IMG5ipajTyyJJcNZW3IZfD8FdlcMiz6sGsUBEEQBLPNwYvLi/l8SzVdZvvhn7DXvkQHjVLOzKxwfsprdP/NVCvkjEkMJC1cS7CPhrfXlNNmtOKjUTItPZTBUX5kx/iTHe3fqyrGbHPw9ppySpsNWO1Oipv07r+XCrmMq0fHcN+0Qe520Wabg9+KW9ha0c7QWH9m7O04tHBbDS8uL3GfH3mrFcjlMiw2J1bH/r/tYxICmTMyhplZ4SKQcwinbfAmMTGRqqoqvv32W2bNmtXr/v4GbzZt2sT48eMJCQmhqanpRC75oETw5uTQmWzc+tE2tlS2A64yvsFRfgR4qVmW14jV4WRwlB9/Pz+d2CAvwrQalIq+y/s2lbehUsgZERfgvs3mcGK1O8UHzgDQoOvm+V+KqWw1cv7gCC4fGc32qg5eXF7cq8QTINzXA4PF3iNjAMBLreC9G0cxLkkMnRYEQThTOJ0ST3xfwIINlYAr2zo9wheVQsbI+MDjPpBdEP7IWvQWHvhqN7/tbTW4T5C3mugAT/y91HipFXhrlAT7aJCQeGdNOU4JpqWF8to1w/FUD7w5SNsq27n7sx00dbk2JdQKOVaHaxPli9vGMiw24DBHGPg+2VTFo9/mceAOwE0TEnh0VjoymYzqNhMPLc5hc0W7e/aR1kPJHZOTmDchHi+165rIYnfw9m/lvLCiGEmC8UlBvHHtiD574XeZbbQbrARrNfholOjNNkqaDdjsTkbGB7orY46VJEk06Mzk1enYUNbGN7vqelT/gOtn9K/npTJnZMxhX9fplPj7kly+2FqDTAZPzM7i2tGxh0zmW7q7no1lrVw+IpoRcYHH5X0JgiAIp4/6zm5u/3g7uXWuParoAE9mD43E4YRmvRkkCPRWE+CtJsBLTaC3ilBfDwaFabHZnfx54a4e51fDYv25aUICU9JC8TlgX7JRZ+ZPn+9074Xu46VWMCo+kHumJjMqPhBJknjgqxwW7ajt8TgfjZLLhkdx4/j4I5ojbrY5+HxLNW/+VuY+XzqYEK2GV68exthEsffWl9M2eDNhwgQ2bdrE/Pnzuf3223vd//jjjwNw9913Exzcux/uPgsXLuTqq68mKyuLnJycE7beQxHBm5NHkiR+ymvkuV/2UN7SM9tqekYYL1011H2hIfzxSJJEi95Ct82B3mznu931fLbFNcQUXBnV8cHeDArzoVFnZkd1JxqlnDevG3HEg00FQRCE009ps56HFuW6W6T+e3Ym14+LP7WLEoTTnNMp8VtxC6v2NPNbcQtVbabDPmfOiGievnTwQROpBoJWg4XFO2rJiPBjZHwAd3+6g5VFzQT7qFly1wRiAr1O9RKP2hury3hmWREAWVG+6M129/ft3qnJzB4aybXvbnZvxqSE+iCTQXGTAXBt9FwwOIK0CC3vrq2grrMbgGvHxPLYRZmoBtj31Wxz8GtRM3Ud3Wg9lPh7qRifHIzvYWbiHMjplPjn0jw+2VQNQGKwNzdNTCA+yBsJCW+N0t068J/f5LF45/7ZqcNj/XloZjqjE0QQRxAEYaCz2B2YLA6MVjvBPpqjmiWzo7qD2z7aTqvBQqC3mv9eOphz0sOOqIOP0ynx7rpytlR0cMO4OCalBB90ZIPd4WRDWRs5tZ3k1unYVtnhnk+jUsh4/oqh6LptPPpNHnIZ3DdtEIE+avw9Vb2CQUfKYndQ0WpEpZDjoVLgqVLgoZLTYbLxzc46vthaTU17N3IZ/PW8NO6YnChGT/zOaRu8uffee5k/fz633norb7755lEf5y9/+Qsvv/wyl1xyCYsWLTqOK+w/Ebw5+ewOJ5sr2qnv7KbVYCVUq+HiYVHHLZtLOH0YLHZ2VHUQ7udBfJC3u2zUbHNwz2c7WFHYjFwGFw+N4t5pKSQcYY9QQRAEYeAx2xy06C04nBImq4Oixi52VneycGsNVocTL7WCpy8dzOyhUad6qYLwh6Mz2ajtNFHb0Y3ebKfbaqfL7BpQ32qwMjIugBvGxZ12F+5Gi505b26koKGL5FAfFt05Hj/P/m/+Hw2HU2JHdQcOp0RmpC9aDxUOp0R9ZzdmmwOthwqNUk55q5GChi66um0khfgwKMyH+CDvHptETqfE2tJWPlhfweo9rkzeu6ck8cD0VGQyGR9vquLRb/IAV7auyepgUJgPb18/kvhgb5xOiaW763lpRTGVvwvQhflqeGB6KpePiD7tvq9HQpIk5q8u463fyg7a/sZHo8Rgcc3RmTwohPWlbVgdTrzVCpbfP5nIU1zd2WW28dzPexgc5feH/34JgiD0h85k46e8BrZUtLO9uqNHEoqHSs6klBDOzQhjWlpov+YrF9R3ceVbG9Fb7KRH+PL29SNOesKH0ymxp0nPKytL+CmvEdg/buChmWncMTnppK2l2+rgkW9yWbzDldRw/uBwXr9muPj7c4DTNnjz0UcfMXfuXAYNGkRRUdFRHcPpdBIXF0d9fT0vvfQS995773FeZf+I4I0gDEw2h5OHF+fy9XZX2ahCLmN6RhiXDY9mcmrIgMsaFARBEA5vR3UHt3y4rcecuwOdnRrCk5cMFu3RBEE4Yo06Mxe/vp7GLjMTkoNYMG/0cT9fdDolChq6+DG3gSU762g4YE5MuK8HbUYLNsfhL9sj/Dy4MDuS7Gh/tlS0sWpPi3vOi0wGf5vRe/Pm9VWlPPvzHgAGR/nx0U2jCfDuOePG6ZTYUtnOou217GnSc+GQSK4fF3dUmcmnK4PFzsKtNSzdVeeeQdButNK8d8h0pJ8HL101jNEJgTTrzdz20XZ21XRyTnoY79ww4pRtWNkcTm5asJW1Ja0AXDc2ln9dOPAqpQRBEI5WUWMXT3xXQJfZxoSkYMYlBZEe4UuoVoPJ6mBjWRvbqjqQycBLpaCk2cCy/EasB8xg20elkPX4eyuXwYi4ANLCfem2ObDYnfh6KAny0RAT4MnkQSFY7E4ufWMDLXoLoxMCWTBv1Cnt/uN0Svz7hwI+WF8JwMyscOZfe/IDJ5Ik8fmWGh5bms9DM9O4aWLCSX39ge60Dd60tLSwdOlSZDIZc+fORS4/8hOKd999l9tuuw2A3NxcMjMzj/cy+0UEbwRhYNtd08lLK4pZtWd/P9EQrYZ/XJDORdmRB/3D1m11sKGsldEJhx7MKwiCIJwYkiRhd0oo5TJkMhlbK9uZ+/4WjFYHaqUctUKOSiEjOdSHzEg/JiYHMy09VGR6CYJw1PLrdcx5cyMmq4MrR8bw38sGH9NnyvaqdtYUt9JhstKit7Clot3d6gTA10OJ1kPlbk0Grg0lL7WrwsPhlAjz1ZAR4Yufp4qyFiMlzXrMtt4bUVqNkstHRnPDuPg+q80lSWLBhkpKmw38bWbaEbUVE6DNYKGq3URqmLbHnNQ9jXoueGUtdqfEm9cNZ0ZWBM1dZlQKea/g2ME4nBKr9zSzvaqDvPouOoxW/nVhBiPj+9eKTZIk/r4kj8+3VKNRumY4SRJMSA7ivmmDGBEXgEIuQ5KkvfOdzpxgnCAMFG0GC1oPVa8h88Lh7QsOPP5dvjuofiBvtQKrw3nQ5Ie0cC3TM8IYER9IVqTr76lCLqOgoYvlBU38kt9EQUPXYdexr/oyLVzLwtvHnfAK3f76cmsNBQ1dPHBe6jG1SDtWFa1G4oO8xLXY75y2wZs/EhG8EYTTQ0F9F4t21PLtrjpaDa6L5hmZ4UxICWZDaStlLQZGJwQya0gkpc0GXllZQrPeQmKwN+/NHXXQi2Dxh2lgya/X8eQPhQR6q3luTvYZlSkqCH8EZpuDvy/O5bucevcFmJ+niuRQHwobujBZHYxLDOK9uSPFnDtBEE6IX4uauOXDbTglVwXLnWcnIUkSr/5ayudbqrloaCS3TEwk0FvNrpoO8uu7uCg7En+v/Rv1+fU6nv15j7uF2YG81QrGJwdz8dAopqWH4qFS0GawUNlmIsxXQ4Sf5yE32s02B6v3tLB0dx3lLUaGxwUweVAIE5ODewQVhJPnuZ/38NqqUoK81YRoNRQ16lHKZUzPDOPKUbH4e6owWuzI5TKiAzwJ9/XAIUnoum2s3tPCm6vLKG/tOdPVS63g3RtHMj7p4DOAwZV5/fLKEl5eWYJMBm9fPxJJkrjvi1102xwABPuoCfLWUNNhotvm4JlLh3DFqJgT9vUQBKGnxTtqefDrHMJ8PfjnhRlMzwg77D6CwWKnstVIcqjPGXlNK0kSvxY1s7KomU1lbe7PyLNTQ7goO9JdZVPdbsLhdF0zxAZ6MSE5GE+VApPVjo9GyeyhUWRF+R72613bYeLXomZa9BY81Qo0SgVd3TZaDRby6nTsrtUBEOXvyeK7xhPm63FivwDCH8ZpG7yRy+XI5XJycnLIyMg41cs5JiJ4IwinF6vdyRury3j11xLszkN/LMpkIEng76Vi/rXD3RdP5S0GHl6cy87qTsYlBXHxsEjOywwXG4mnkNnm4JWVJby1ptx98nZOehhvXjd8QA9MFv5YPtpYSYvewn3TUsTP3VEwWuzc9vE21pe2HfQxk1KCefv6kXiqz7yLWEEQTp4PN1Tyr6X5ALx+zXCKGrt49ddS9/0apRwvtYIOkw2AjAhfvrh9LL4eKj5YX8ET3xcgSa62vecPjiAu0IsAbzXpEVpGxgWKzOs/GLPNwcyX11Kxd3Nx3zXEwfR1v5+nivMHh5MZ6cfP+Y2sLWlFo5Tz6tXDOPcgG7017SYe+Go3myvaAfjHBencMikRcFUEvfVbGSsKm3rN8PFQyfnpvrPEPFBBOAm+2lbDg4tyevzOTx4UwuyhkYxJDKKr28a6klZ213YiAQqZjKp2E3l1OhxOicQQb165ahhZUX6n7D2cbJIk8ezPe5i/usx9m1oh54HzBnHLxMQeM9+sdifV7UbUCgWxQSdu9kyz3szWig5GxgeIwI1wRE7r4I1MJiM3N1cEbwRBOCX2ZUSabQ4mJAWTFOrDqqJmluU34qFScPfZSZybGc7dn+5gV00nAKlhWobH+bN4R12vct0IPw+em5PNhORgHE6JzRVt+HuqyYgcGJ8LTqfU4yTnRCtp0tOitzAuKei4VSeVNhtYvaeZ9aWtdHbbOD8rgouHRfFbcQsv/LKH+r19489ODWFDWRtWu5PLhkfz7OVDTup7F85MX2+v5YGvdgPwp6nJ3D899RSv6PSQV6djU3kbXWY7q4qaya3T4a1W8Nq1wxkS5YdCLqO+00xpiwGA6RlhZ2T2oSAIJ99jS/NZsKEShVzmTgyZNyGendWd7nNDXw8lMpkMXbeNMQmBjEsK4qUVJQBcMDiCv56XSrzYID8jFDfp+WxzNUNj/Jk8KITGLjOfbq5ieUETCpkMb40Sq8NJfWe3u7JUJoNIP09uGBfHtWPj3O1uzDYH93y2gxWFzQBkRfly6bBoKlqNrC1pob7TjEIuw+ZwYndKeKoUPDorg6tHx/Q677Y5nGytbMdqdxIT6MU/v81jfWkbQ2P8+fqOcac02WTVnma+2VmHj0ZJmK8H8cHeDI32JybQ85iuH2wOJ4t31PJTXiNhWg/SI7SMSXTNxhCEE6Wy1UhhQxdGqwOT1U6rwUpdRzeLd9YiSXDNmFgCvFS8vaa8X7PNANRKOVa7E5VCxg3j4gn0VmN3SNR3dlPRZqTNYCHAS02gt5ogHw1B3mqiAjy5KDvytK7EfGlFsftv6dWjY5maFsrohMAB06ZMEI6ECN4MACJ4Iwh/LL8PcphtDh79Jo8lO+t6VOpMSgnm3qkprC9t5evtte5e5TOzwtld00m9zoxKIeOL28YyIq5//apPlJImPfMWbMVHo+S/lw1haIz/IR9vtrmG/a0vbUWjkhMX6E1skBdxQV6EaT16fH0cTomqNiPdNgchWg0Wm5MXlxezZFcdkgTT0kJ58pLBhPsdW3bKl1tr+NvinENmMUb4efCvCzOZkRXO8oIm7vhkOw6nxOiEQB6amcbw2IBjWoMgHExxk56LXlvnnkEgk8Fnt4xlXFLQKV7ZqWW1O/lmVx3bKzu49awEkkO17vscTonXfi3l5ZXFHFgE6e+lYsG80Yf9nBIEQTjRHE6J2z/e5t5A31fVIEkSu2t12BxOhsX4U9So5+q3N6G37K9u+PM5Kdw3LUW01xV6cTolWo0WNAoFWg/lQROMrHYnT/1YyOdbqvuc8bDPiLgAnp+T3e8gYX1nN+e9tAa92c6fpibzl3MHnfSfU6PFzn9+cL23vgT7aHh0Vjqzh0Yd0XElSeK7nAae/2UPVW2mXvdfMiyKB85LZWd1B2/9Vk5ps4HBUX6MiA/gsuFRPc5ThFNrX6vK99ZVEOitJjnUh2lpoVw5qneA8lTbWtnOW7+Vs6Kw6aCPuWFcHI9flIlMJqOsxcCX22rYVN5Obm0naqWcsYlBjE0MwlOlwO6UCPBSMSYxCC+VgocX57Isv/GI1pQR4cv7c0f16xrc4ZRoN1oJ0WqO6DUOJEkSHSYbCpkMP6/+BVi6rQ6e/2UP9bpupqSGctagEIoa9SzdVc+iHbVAz2pCQThdieDNACCCN4JwZug0WVlZ2My2qnZGxgVy6fAo94mj0WLnqR8L+XTz/guQfVmaIVoN390zkXA/D3QmGzank2Cfoz8xOlKlzXquenszrQYLAHIZ3DIpkZRQH4wWOwq5jBCtBh+Nity9GfCbK9r6HIQLrjYhwT4atB5KFHIZ5S1Gdz/t31PKZdidElqNkkcuSD/qk+1N5W1c9+5m7E6JcYlBTE0LxUOt4KttNeTU6vD1UHLXlGTmjo/vkZH/zc46HlyUg3XvBe856aHcNCHBvaFe29GNU5KICxIZsUL/2R3OHlmqXWYbl83fQEmzgYnJwYT7efD19lrCfDX8dN9ZBPZzWPHBtOgt7KrpJKe2E6Vczl1TklANsJZsTV1mnJJEkLcGh1OioEHH5op2Pt5YRcPeijhPlYLHLspg9tAodlR1MH91GetKWwE4a1CIq6WQl4pLh0eLLHVBEAYMo8XOC8uLyYz05dLh0Qd93MayNm78YAtWu5NHzk/n1rPEZpNwfHQYrXy+tZrf9rSQGq5lUkoI6RFad0JTdMCRV6ks2VnLXxa6qoXjgryYMyKaYbEBRPp7EuHncUIrXBt03VzzzmZ3i7mrR8cS4qOmqctCUZOegnodNoeETAbPXDqEOSOj+T6ngU82VRHl78klw6MYnxSM4ndBL73Zxt+X5PHd7noAgrzVzB0fj9XhJKdWx5qSlkMmgWmUcv49O0vMAjoJuq0Oipv0aFRyvFRKIvw9epzbOp0ST3xfwIINlb2ee/PEBP5xQToymQyzzYHV4cTX49RUY1jsriTPL7fVum/LjvbDz0uNt1pBgLeaEB8N6RFazssM7/P3tNvqQCGXHbKVpiRJLN1dz7qSVuQyGXK5jDBfDQnB3oT4aOjsttFmtNJusNJmtPBjbgOtBivhvh68es0whsX4H7TCrt1oZe4HW8ip1XH3lCTuPzfVPXPNYnce8rNAkiR+yG3gheXF1LSbsDkk5DK4eFgU901LOeQ1dkmTnrs/20Fxk+Ggj3loZhp3TE466P2CcLoQwZsBQARvBEHYZ/WeZpburufs1FAmJgdz9dub2NOkZ3CUH7FBXvyS34hSLmfRneMP2U7N7nDSbrQi4crgD/BSH3azdldNJ7m1nUxNDyPK3xOHU2JTeRv3fbGLVoOF9AhfUkJ9WLr3guZwIv08mJwaikIOVW0mqttN1HZ0u9uGHMhDJcdHo6TNaEWSYHxSEA/NTMNDpeCvX+ewe29rkQnJQTx+USZymYxWg5XkUJ/DbmxXthq5eP56Ok02Zg2J4NWrh/U48a3v7MbPU3XQsvD6zm5eWlHM19tr3dn98UFeGK0OWvSugNYlw6L4xwXpBJ3EoJowsEiShCRxyPZ6kiTx+HcFfLSxkuGxAZybEUZtRzdLdtZhsNgJ1Wr48b5JeKkVXPjqOspajMzIDOfN60cc9bo+2VTFv5bm9/i9e2D6IO6ZmnLUx3TuPdbxaCWo67bx5A8FPS5a5TJ6VNKEajVEB3iyo7oTAJVC5m4V4alS8J+Ls7hsxME3RAVBEE4Xpc16dN12RsSJSl9hYJMkiRdXlPDe2nKM1t5JWME+GqICPLllYgIXZkcet9fVddu44s2N7GnSE+HnwfNzshmfHNzjMRa7gyd/KOSjjVUAZEb6kl/f1eMxAV4qBoVpSQzxwUejwCnBisImqtpMKOQy7p2azK2TEntcH+TW6nj8u3y2VXXg76XixnHxTM8MI7+ui29317nn7V0yLIrzB0eQFOJNfJC3aL18nG2paOeez3bQvPc6DFzng8Ni/cmK8kOSJEqbDaza0wLAo7MySAvXsqGslddXueafzBkRjYdKwZKddciAJXePPyFVU60GC8vyGllR2ITJ6sBbrcDfS012tB8ZkX48/VMhO6s7kcvgipEx3DIpkeRQn+O+jiNV025i3oKtlDa7AiNqhZzEEG9SwrQMCvUhLcKX4bH+2J0S1727mZLm/QGUCclBjI4PYunuOspajGRG+nJOehiJId50mmwYLHYCvNSEaDV8ta2GXwr6rjZSyGUMj/Unyt8THw8l5S1GipsMmKx2PFUK9GY7VocrqfWyEVGsLW6loKGLUK2GaelhzBoSwYTffTYIwulKBG8GABG8EQThYKrajFz02np03bYet6eE+vDdvRPxUCmQJIniJgPrS1vZWN5GWbOBmg5Tjz64Wg8lMzLDuWhoJGMTg3oEcmwOJy+vKGH+6lL3hml2tB91nWZ3tU16hC+f3jKGQG81y/Ia+WxLNXIZeKuV2BxOWg0WOrttpIT6MCYhiHFJQaSFa/vsmV3f2U270eo64bI7Sdh7YbOv0shktaM9IPvJ4ZT4YH0Fz/68p1fLBx+NkgdnpHLdmDjkchlOp0RJs4FN5W1sqWynsL6LijYjkuR6TwtvH3fUmYClzQY+3FDJoh21mPZepCrlMhx7N+39vVQ8c9kQzssMP6rjC/1X027iv8uKqGgxcufZSVwwOOKUXhi3GSzc/OE2ajtM/OvCzINuUryysoQXlhf3eV9isDcvXDnU3eorv17H7NfWY3dKvHndcGZkRRzxuhZureZvi3IBSA71IS7Qi5VFzagVcr7/00QGhfV9kWqw2FlT3MKIuJ7DNJv1Zj7bXM2nm6vp6rZx1agYbpucRJS/Z7/WU9/ZzdtrylmW10iwVs2gMC3rSlrdF9/7Ku0AQrQasqP9mJYexiXDolAr5Ly1ppznf9mDfW9F4sTkYO6ekiRalAiCIAjCKWKy2vkxt5GfchuoajdR19Hdo6JeLoOPbhrDxJRj30Q12xzc+P4WNle0E6rVsPiu8UQH9D1cfF/CzL7KC41Szq2TEunstvJ9TgOdJlufz4vy9+SVq4cetGW1JEnk13eREOzdI7DjdEq88VsZz/+yp0cCSkaEL+/eOJLIfp4r7dNpslLfaR4ws0+Pl8KGLgobXF+/QWHaw85UaTVYeOCr3dR3djM6IRAfjYp31pbjcEr4eihRK+XozfY+2wLKZfDcnOweFY8Ha6M9Mi6AL28fh1wuY0d1BxvL2rh2TCz+Xq4kwao2IysLmwn0VhMd4ElquLbH9arZ5qCkyUBdZzd1nd0UNXSRX99FUWMXfeQt9uDroeS1a4Zz1qCQw3z1Ti6dycbDS3JYVdRy0C4ZnioF3TYHEX4e3Dwxged/KT7oYw9GpZBx19nJXDEqhmAfNYUNel5cXsxvxS2Hfe6klGBeuGKou12b3mzDW33wVpKCcLo67YM3eXl5pKenn+rlHBMRvBEE4VA2lrXx5I8FDI8NYEZWOPd9sYsWvYW54+O5MDuSJ77LZ3etrtfzZDKQQa8TRl8PJZNTQxkU6kOb0cqWinYKGlzZaIPCfChpNrhPaP08VZw/OJwHz0sj4BhbNx2rylYjf1+Sy4ayNnw0SjzVCnflS1q4FrlMRlWbsc/sv7RwLR/eNLrHRvTR0pttrC1pJUSrYXCUH0WNeh5enEthQxceKjk//GkSSSGnPmNqILM7nDTrLTR2mYkJ8OpXf+R9WXTf7a7nrTXlPS7ShkT7MS0tDC+1gugAT6ZnhvdqhXGiNHeZufZ3GWcXDI7goZlpxAR6udf+xdYaHl7sCqQ8OCMVH42SVUXNeGuUXD06lvFJQb2Cnc//sodXfy0lRKthxV8m96v/syRJ1HZ0syyvkad+KkSS9reHALjlw22sLGomO8afxXeO77NlyDXvbCa3TodMBqPiAon096CwQU9pi6FX5ZxKIeOOyUn85ZxByOUyatpNPLw4lxCthj9NSyEh2JvyFgNv/lbGkp11fQ5XTQz25n+XD2F4bAC6bldryBAfTZ+tIZr1ZvRmO4nB3gOuX7kgCIIgnOkkSaLTZKOus5t31pbz7a56/DxVLL1nwlG3Ga5pN7F0dz1LdtZR2mzAR6Pky9vHHTawIUkSb68pp6rdxF1nJ7kDPVa7k8KGLspbDVS0GLHYnchkMvy9VFw1Ksa9YX80tlS08+nmKkqaDJS1GLDYnYT7evDhTaMJ0WrYUtFG4952sHK5jMxIX7Kj97ekMlrsvL+ugrfXlKO32Hn16mHHtXLpVClucm3I/5S3f+6KTAZTU0N5dFZGn+1u8+t13PbRdvdc2ANdPDSSJy8ZjLdG6U7e21rZTnmLEZXC1ULs7NSQPoNwS3fX89QPhQyP82dmVgQPLcrBaHXwn4uzCNVquOeznVgdTkK0Gv49O5OyFiOvrCzpce3hrVYwb0IC14yJ5dtd9by9poyOgwQEh0T7cf7gCGICvDBa7DR2mdla2c6u6k6Sw3x48YqhA7rdr9MpUdfZTXGTnuImAyVNenLqdO6qnLggLz69ZQzRAV4UN+n5x5I8vDQKLhwSyeiEQDaVt/FrUTOdJhsB3iq81Eo6TVYau8wE+2h4aGYaaeG9f5eLGrsobjLQ0NmNrttGQrA3qeFa/DxVmG1OFHJICvER1wPCGeG0D95ERkaiUh17f0qZTEZZWdlxWNmRE8EbQRCOxOo9zcz9YGuP2zRKOaMTApmQHMyQKD/igr0J9/VAsbcaZUtlO0t317Msr5F2o7XXMX09lDx16WBmDYmkqcvMb3taCPHVMCEp+JD9c08Fi92BRqnA4ZT4ZFMV/1tW1CNg46lSMDI+gDEJgQyO9ic9Qkuo9tiDNodiczi5acFW1pa0kh3tx6I7xx+0L/CZrLChi2d/3sNvxS3uIIBMBsNi/Dl/cATXj4tDo+xZGWWw2HnmpyJ+yG3o8bM7LjGIkfEBvL+uolfA7sLsSF68IvuEfQ9WFTWzu7aTbquDn/MbqWwzEe7rwYXZEby/vtL93lLDtCSFerOtssNdXXLX2Uk8OCOtX69jtjk4/5W1lLcYuWx4NE9eknXIyrEfchr49/cFNHaZ3bddPzaOJ2Znui9sGnVmzn3hN/QWO1ePjuGOyUnuzZRuq4MbP9jClop2NEp5n1mMw2P9mTshgQAvFfNXlbGx3NUi5IIhEVw/No67P91B297vk0IuY0RsAFur2t0B4XGJQdw8MQG7U6KosQs/TxVXj449ob3xBUEQBEE4+cw2B1e+vYndNZ0MCvNh4W3j3MlgDqdEdbvpoPNxylsMLNpRy8rCZooa9e7bvdUK3r5h5GnRDqmus5sb399CabMBtUKO1dH3PFCtRklymA+6bhuNOrO7wh9crZpX3D/5tL6uWJbXwF2f7sApuc77h8b4U9Pe7e7woFbIuX1yIredlYjWQ4XTKbFwWw1PfFdAt81BYrA390xNJqdWR1mLgVlDIrhi5NHNQe3LB+srePy7ArzUCix2Jw6nhLda0ev6YmiMPx4qOZWtph7n2vsEeKmIDfImyt+DlFAtGZG+DIn2I8Kv76orSZJO68BDp8lKQX0XmVF++HmemplBgnCmOO2DN8drSTKZDIfjyMr7jhcRvBEE4Ug9tjSfBRsqkcngihExPHBear+qFxxOiV01HawsbKZFbyFEqyHM14MZWeHHpSrlVGjUmfmtuJlgHw1xQd7EBXmdkmHsDbpuzntxDV1mO385ZxC3nZVIY5eZ9aWt/JzfyK7qTgJ9XKX2E5KDuf2spJNWHXKyGS12Vu1p5uf8Jpq6zAT7qLE7JJYXNrk38ZVyGcE+mh4XP9PSQnnjuhHugGFurY57P99BZZsJcM1GGhYTwPXj4piZ5Rra2Wqw8Nnmahp0ZowWOz/lNWBzSMzMCueVq4cd158Fi93BY0sL+HxLdY/bowM8+eyWscQGeZFbq+OpHwvZUtneo0pFrZRz/dg494DU/tpa2c6cNzcCrq9ZcqgPM7MiuGlifI92DV9vr+XBr3fjlFzVMJmRfszICue2SYm9Wgd8ubWGBxfluP+dFeVLoLeG5i4zRY16tBoln906liAfNT/nN2K02MmI9CUjwo9wv56fE4u21/LQ4pweFTUZEb6E+3nwa1Gz+7Zz0sO4a0oSw2PFHAdBEARBOFM0dZmZ9eo6WvQWIvw8ePmqYQD889s8ihr1KOUy0iN8OWtQMHPHJxCi1fDl1hoe/TbPnUQil8HYxCAuHhrFeVnhp9VGcafJyi0fbmNbVQfg6nKQEqZFhiu4ta2qo1cLt9hAL/40LYWnfiyk3Wjl2cuHMGdkzClY/bGrbDUy69V1GCx2pqSG8PD56e62vaXNBh7/Lp+1Ja2AK5nwurFxbKvsYEtlOwBnDQrh1auHndDvucMpcdkbG9i1d8bqpcOi+PfFWbzyawnvrCnH30vNo7PSuXhoFDKZKzHyl4ImXlpRTFGjnvggL+6dmsLsoZGndZBNEISB67QP3kRERByXyhuAioqK43KcIyWCN4IgHCmr3ck3O+vIiPQlK8rvVC9H2OvbXXXc98Wufj12zohonrlsyB+qJ6/d4WT+6jLmry7FbOs7u/CCwRHcd04KSSE+KOQyGnVmfspr4L8/FWGxOzkvM4z7pg3isy1VLNxag80hEennwZOXDu5XJdiKgibu+nQHVoeTkXEB3HZWItPSw445UFbX2c1dn+5gd00nMhnMzo4kRKvB30vNnBHRhP4u+NlpsrJ6TwsNOjPDYv33ZusdXXXJu2vLeX1VaY92DAFeKuaOTyDUV0NdRzevrSoF4OrRsfzrwozDvta+2VVrS1p69P32UMn5+OYxjIrvu9d7XzaUtXL7x9vRm+1MSwvllauH4a1RsrWynW2VHUxJC+mzHYIgCIIgCH98RY1d3PnJDipajchl+1s6H/j/4DoHyY72Z3OFa+N+XGIQV4yK5uxBoae8ffOxsNgdbK/sYFC4lmCfnsl2DqdEXp2Ous5uArzUBPmoSQz2RqmQ8/aaMp76sYiYQE9+/b+zT0ly2rEw2xxc9sYG8uu7GBkXwBe3je0V3JAkiZ/zG3nul2J3Gy4AL7WC+88dxLwJCScl2a20Wc+fPt/FpJRg/jYjzX191qDrxtdD1edsHqdTorHLTKhWI4I2giCcUKd98CY3N5eMjIxTvZxjIoI3giAIfwySJPGXhbv4Zlc94LoITY/wZXpGOJNSgjFa7Oyq6eR/P+/B4ZSYMyKaJ2Zn4aGSD/iyeYPFTlWbkczI3sFCo8VOWYuBf36b785aiwvyYkZWOJmRfrQbLHSZ7UweFEJ2jH+fx19T3MItH27r1VJiRmY4/71s8BH1H1+9p5nbP97uztiM8PMgO9qfhBBvsiL9mJwago9GSW6tjjd+K6VFb+HiYVFcMiyKFr2Fpbvqqe3oZmp6KFNSQ1mys5Z/f1+IwWLHz1PFy1cN5ezU0H6v53iQJIkGnZnNFW28+msp5S3GXo+ZOz6ef12YcUQ/Sw26bnZWu1rAWexOxiUFkXAUfbdrO0zk1XVxbsaxB8oEQRAEQfhjMVjs/PObPBbvrEMmg6tGxfLX81IxWuxsr+pgwYZK9zmkXAb/Nz2VOycn/aGSnI5Ut9XBpP+totVg4e/np3H16NgeVdcDUaPOzC8FjdR3mtld08nG8jYCvFT8eN+kg7YPA1cg5Of8Rt5bV0GIVsMjF6S7ZxQJgiCc6UTwZgAQwRtBEIQ/DodTor6zGz8vFVqNss+N9O921/PnhbvcbbUUchkpoT68ds0wkkO1J3vJh9VutHLZGxuoaDVyybAonpidid0h8eKKYr7ZWUeX2e5+rNZDyROzM92tBY7Er0VN3P7xdhxOiekZ4dwwPo5xiUFHFdiq7TDx8SZX9c7v21GolXIGhfmQV9fV43ZPlYJum+Ogtw2P9eelK4cRG3RqLybtDieLd9bxa2EzdqcESExKCeGGcXEDPggoCIIgCMKZa0NZK0HeGlLDe57vSpLE+tI2vttdzyXDoxibGHSKVjiwvLeugn9/X+D+d7CPhuvGxnLLpER8+qgGOdlq2k20G620m6ws3VXPd7vr956b7vfB3FFMSTu5SU+CIAh/JCJ4MwCI4I0gCMKZ5/ucev6+OLdH4CPYR8Pnt44hJWzgBHDMNgfXvbvZ3asbXDNe9GY7uu79QREfjZKxiUE8MTuTSP+DZ9YdTm2HCZVCftxmMJltDjaVt1HRaqSsxcC6klb3DB25DGYPjSItXMunm6upbjchl8GE5GCSQnz4PqeBVoMFtVLOX6enctPEk9O6QRAEQRAEQRDMNgd/+nwn26s6aDNa3bcHequ5/axELh8RTZBP33NP8+p0fLq5iup2E09ePJj4flZWGyx2uq2OQ85TdTol/vp1Dot21Pa6b2RcAFlRfoT6ahiTEMSIODHvUBAE4ViI4M0AIII3giAIZyanU8Jkc9Cqt3DXpzsoaOgiyFvN69cOZ0xC4HGpopAkiYpWI+tKW9lU3obDKRHm60GEnyfpEVqyovzwUCmoaTdR3W6iZu9/ZpuTSH9Pcmo7WVnUjNZDyWMXZvLC8mLqOrsBSAvX8sgF6QyLDRgQ2X/9IUkSxU0Gdtd0MjI+gMQQH8D1vciv7yLMT0Oo1hU4sjucbKloJybQi5hA0bpBEARBEARBODUMFjur9zTzwi/FlLe62ucq5TKmpIUSqtVgd0iY7Q503TYaOs3sadK7nxvl78lXd4zrlWDlcErIALlchtMpsXBbDc8sK6Kr28Y56WHMm5DA2MTe1yRP/VjI22vKkcsg3NcDX08VGZG+zBufwOBoMY9VEATheBLBmwFABG8EQRCETpOVa9/dTH69q5VXpJ8Hs4dF8aepKXiq+zfo/vlf9rC5vJ3zB4czKzuS9aWtvLO2vFd7sCOlUsj48KbRjE8KRtdt483fyogL9OLyEdFiQKcgCIIgCIIgnCR2h5PFO+r4dHMVu2t1B32cSiFjZlYEeXU6yluNJAZ78+isDMpaDBQ16tnTqKd4b4Bn37zDokZ9r+PEB3kxa0gkZw0KQSGXsbGsled+KQbghSuyuXR49Al4l4IgCMI+IngzAIjgjSAIggCgM9l44vsCluU1YLS65qxcNjya56/IPuxzc2o7uei19X3ep1bIGREXwMSUYHw9lDR2malp7yavXkdFqxFJggAvFbGBXkQHehEb6IWHUkGDrpsWvYU5I2OYkRV+XN+rIAiCIAiCIAhHr6ixi5WFzdgcTlQKORqlHF9PFX6eKkbEBRDso6G+s5s5b250V84fio9GyZ/PSWFiSjAfb6xi8Y66XvMg93lwRip3nZ18vN+SIAiC8DsieDMAiOCNIAiCcCCzzcEPOQ389evdOCV49vIhzBkZc8jn3Pj+Fn4rbmF4rD/dNieFe1uw3TAunuvHxRHore7zeUaLHYck4euhOhFvRRAEQRAEQRCEU6iy1chtH2/DYneSHu5LWoSWtHAtqeG+yGVQ2mygRW9hSlpoj7mTRoudFYVNfJ/TQEF9Fwq5DKVCxqXDorh7SvJxafEsCIIgHNppG7ypqqoCICoqCqXy1PfZnz9/Ps8++ywNDQ1kZmby0ksvMWnSpH49VwRvBEEQhL689msJz/1SjIdKztJ7JjIoTNvn47ZWtjPnzY0o5TJW/t9k4oK8adSZ8fdS4aHqX8s1QRAEQRAEQRAEQRAEYeA4krjBgGpqHxcXR1xc3IAI3CxcuJA///nPPPLII+zcuZNJkyYxc+ZMqqurT/XSBEEQhNPYXWcnMyklGLPNyXXvbub7nHp+n0chSRLP/bwHgDkjY4gLcvWsDvfzEIEbQRAEQRAEQRAEQRCEM8CAqrwZKJ5++mmefPJJrFYr/v7+jB8/nmeeeYaLL76Yiy++mKeffvqwxxCVN4IgCMLBtBosXPHmRspbjQCMTQxkaloo8UHedJis/Fbcwo+5jagVclb/9Wwi/T1P8YoFQRAEQRAEQRAEQRCEY3UkcYNTX+IyAK1atQqTycSLL77I2WefzSOPPML06dO54IIL2LBhQ5/PsVgsWCwW97+7urpO1nIFQRCE00ywj4Yf75vEm7+V8cbqMjaVt7OpvL3X426fnCgCN4IgCIIgCIIgCIIgCGcgEbzpw4IFC4iKimLUqFFkZ2fzwQcfEBoais1mo7Gxsc/nPP300zz++OMneaWCIAjC6cpDpeDP5wzisuHRLNpRS1mLkcpWIx4qOeOTgpmUEsyIuIBTvUxBEARBEARBEARBEAThFBDBm0OQyWQA6HQ6ADw9Pd23/d7DDz/M/fff7/53R0cH8fHx1NbWirZpgiAIwkHJgMvTvCDNCwg54B4TdXWmU7QqQRAEQRAEQRAEQRAE4Xjb17HL4XAc9rEieNOH4OBgFAoFjY2NSJLE/fffz8SJE5HJZISFhfXrGOXl5QBkZmaeyKUKgiAIgiAIgiAIgiAIgiAIgnAaKS0tZdSoUYd8jAje9EGtVjNixAiWL1/OihUryMnJYd26dUyfPp3Zs2f3+ZyDtU2rqakRlTeCIAiCIAiCIAiCIAiCIAjCCWe02NlQ1sbm8ja2VrbTarBgtDhwShIR/h7EBnqTFqFlYlIww2IDUCvlp3rJZ5Suri5iYmJITk4+7GNlkiRJJ2FNp52FCxdyzTXX4Ofnx8KFC/nxxx955513yM/PJy4urtfjLRYLFovF/e993wSdTieCN4IgCIIgCIIgCIIgCIIgCMIJY3c4WbithheXF9NqsPbrOd5qBRdmR3Ld2DiyovxO8AoFcMUN/Pz8+hU3EJU3fZAkibVr16LVavH09GTWrFlkZWXx448/9hm4AdBoNGg0mpO8UkEQBEEQBEEQBEEQBEEQBOFMI0kSu2o62VLRTnmLka2V7ZS3GgGI8vfk3IwwxicFkRjijY9GBUBNh4mKFiObKtpYU9xKq8HCF1tr+GJrDaMTAnny4ixSwrSn8m0JBxCVN3246667+Oyzz/j2229JTU113+7n54enp2e/jnEkETRBEARBEARBEARBEARBEARB6IvBYue9tRW0GMwkhfjgqVLw+dYadtd09nicv5eK+6alcO2YuMO2Q3M6JbZVdfDJpip+ymvA5pBQK+TcMzWZOyYniXZqJ8iRxA1E8KYPMpmsz9s/+OAD5s6d269jiOCNIAiCIAiCIAiCIAiCIAiCcCx+LWrikSV5NOjMve5TK+VMTQ1lULiWpBBvzk4Nxc9TdcSv0aDr5h9L8lhZ1AxAqFbDDePiuGZMHIHe6mN+D8J+IngzAIjgjSAIgiAIgiAIgiAIQv80dZl57uc9bCxvY1xiENeNjSM6wJNtVR0UN+pJCfNhTEIQAWITURCEAUaSJCx2JzaHE5tDwkejPKqqlY1lbWwoa0WjlKNRKihp1rOtqoPyFlcrtNhAL2YODqey1UhTl4WpaaFcMyaWYJ/jM8pDkiSW7q7nyR8Kada7ZrtrlHIuGRbFvAkJpIaLdmrHgwjeDAAieCMIgiAIgiAIgiAIwpnCanfilCQkCXZWd/BdTgOby9uICfRidEIg8UHedJisdJltnJUS4h6MbbE7eOu3ct5YXUa3zXHY1xka488tkxKYmRWBQt5355S+mG0OyluMJIV6o1Eqjvp9CoIgAOyo7uDlFSVUtBpp0Vt6fH7JZK7Klfggb+ZNSOC8zLAenZ7KWwy8v76CFr2FswaFkB3tzxury/ght6HP11LIZdwyMYE/nzMIT/WJ//yy2p38mNvAe+sqyK3TuW+fmRXOo7MyiPR3jRUxWe2oFXKUCtFe7UiI4M0AIII3giAIgiAIgiAIgiAMZBa7g9xaHVoPFeF+Hvh6KA/aSv5gOoxW/v1DAd/srMPZzx0muQzmTUhgWloo/1qaT0mzAYDhsf7MnZDAr4VN/JjbiNXhZFCYD2nhvhQ2dLkfBxAf5EV8sDcmiwOlQsbIuADGJgUxPDYAD9X+zc12o5XPNlexYEMVrQYLUf6e/PmcFC4dHn3Q4E9VmxE/TxX+XqLKRxCEnvRmG8/+vIePN1XR31310QmBzB4aSYfRSl5dFz8XNPb5XLkMLsyOxFOloNvmINLfk5FxAYyICzgln0eS5JqJ8/66Cn7Ob8QpgZdawSXDoiho6GJ3TSd+niouHxHNlaNiSArxOeK/IWeiMyp409bWBkBQUNApXklPIngjCIIgCIIgCIIgCMJAZLE7+HJrDfNXl/WYoRAf5MUD56VyweAIZDIZDqeEwyn1av9jdzipbDOyuaKdF34pps1o7XG/v5eKGZnhTEsPo7bDxJaKdlr0FgK91VjsTn4rbunx+GAfNY/OyuCi7Ej3xp/BYsfhkPDz2j+7obnLzKebq1mwoRJdt63P96ZWyhkW409SqA+7azopaOhyb5LKZbgDTN5qBR4qBSqFnBHxAVwyNApPtYJXVpawuaIdtVLOhUMiOS8zjOImPbtqdCQEe3HP1JRe8yTMNgc7qjrYXtXBzppOuq0OpqSFcF5mOHFB3v3/xgiCMGC16C18uKGSjzdVuT9/LhsezVWjYwjVagjwVqNRylHK5XSYrNR1dLO8oIl31pZjsTt7HW9aWijZMf78WtTM7tpORsYF8PhFWWREDsx95D2Nev7xTS5bKzsO+hiNUk5UgCej4wP5v+mphGiPTzu3P5o/fPDm+++/59VXX2XdunWYza6TDI1Gw8SJE7n77ruZPXv2KV6hCN4IgiAIgiAIgiAIgjCw7Jtn8MxPRdTvDdr47w2OdJr2B0OGRPuhVsjJr+/CIUmcmxHGxUOjaNR180tBE1sq2ntsRqaGaXnq0izSwl37Hx4qxSFbmq3a08w/luRR19nNZcOj+ccF6Uc0y8ZosbO8oAmbw4m3RklXt41N5W1sLG+jqcvS6/FZUb7cOimRqWmhfLa5mvmryw4a/IGeQZ7fC9Fq+NuMNDxUcsqajWyrau/19ThQTKAnQ2MCGB7rz/ikYAaF+QDQ2GWmtNmA0eLAYncQG+jFsNiAfn8NBEE48Yoau1iW18jGsjZ2Vndidbh+zxNDvPn37CwmJAcf9hj1nd28vqqU+s5uQrQawnw9uGBIhPvzElwB8dOh9ZgkSXyzq44tFe1kR/szMSWYPY16PttczeriFhwHfHD6eap45Px05oyMFtU4v3PaBm9uuukmZDIZ//nPf4iIiOh1v9Vq5eabb+azzz4DXD8wB9r3g3DllVfy4YcfolKpeh3jZBHBG0EQBEEQBEEQhDOLJEl02xx0Wx0EequP62aFxe5g8Y46vttdT4CXmkFhWhJDvAnyVhPooyYpxAfVabDxI5xcVW1GPtxQhcFiw0utZFdNJ7tqOgEI9/Xg7ilJzBkZg4dKgd5s4711Fbz1W3m/Zs94qRWkhmuZnhHOzRMTjng4t9nmoLnLQmyQ19G8tT5JkkRFq5GN5W1UtZnIivJjTEIgYb4evV67tqMbpySh67axLK+Rpbvr0ZlsXDU6hjvPTqJRZ+bDDZXk1OlID/clK8qPr7bXuAeH/16Yr4ZR8YEMjw1AIZfxS0Ejm8rbe2xmgiv4I0kSrQZrr2OMSQjkvmkpjEsKEpudgnAKmW0OXlxezDtry3sEcofF+nP7WYmcmxF+RDO3zmukIo8AAQAASURBVARWu5NGnZnSFj3P/1JMfn0XAOekh/LODSPFZ9oBTtvgjVwuRyaTkZubS0ZGRq/777zzTt566y33vzMzM8nIyECSJAoKCigoKABcQZy77rqLV1999aSt/fdE8EYQBEEQBEEQBOHMsKumkye+yye/vsudfZ8apuWS4VFcMiyq18ZxdZuJZfkNrCttIzHYm9vOSnQP/91nc3kbX26rxSlJKOUy1pS09FlRsE9soBcPztjf7ko4c9kdToqbDHyyuYovt9Zg/13wwEut4O4pydw8MaHHbJh9mrrMfLe7nkBvNUOi/ei2Olm0o5YVhU2E+XpwbkYY09JCSQrxQf4H2rx07v06Heo9WewO3lhdxpKddQR5u4KmGZG+TEwOJjm096yHLrONnBodu2o62FzRs0JHIZeRGOyN1kOJSiHvkdU/Mi6AP01LYVJKsPh9FoSTQJIkmrosFDZ2UdjQxaLttZTtDdROSwtlSloo45OCSAj2Fr+T/WB3OHl/fQUvLC/m4Znp3Dg+/lQvaUD5QwZvdu7cyYgRI5DJZMTExPDpp58yYcKEHo9Zt24d1113HdXV1YcMAp0MIngjCIIgCML/s3ef8W2W5x7Hf9qyZMl77+3YTpy9dxhhhxFGgbIKpaWFcrrXKZxCobQFSoGy915hhRnI3nt7772tPZ/nvFCiRLEzcSb3900+0Xj0WJZl+f7f13UJgiAIpx+Hx8eyii6aeh0YdWrCNCpa+13Udtlot7jx+iV8kkyCWU9hool2i+uQQ4u1KiW3TMvijlm5bGvs47FvK1lT0xNyG41KwbyRKUzNCywAv7Kqnrc3NA44VoJZx42Ts1ApoazNSlOPkx6Hh9Y+J3ZPoFKiNDWCH8/I4ZyihO/cgqWh28GXO9uwun2EaVTEGLWcNzwRkz7Q5WJXi4UPNjWREWNgZkE8adFDV0EhHL2VVV08sbiKLY19ODz7Kmdm5McxPisap8ePVq3k6nFpxB8QKAonhsvrZ2tjH1q1kmFJ5pDwrLXfyVNLqnlzfSOePQHPyLRI7pqTx8yCuFN2wViWZT7d1spDX5aRFmXgpilZzC6MF1UJ33M+v8TnO9rY0dJPckQY6dEGSlIiTvoMFLvbx/MranlxZS0ykBoVhkGjpqLDGtI6EgJVcg9cOpyzihJOzsmeAZr7nCSa9eL94ABnZHizt+rGZDKxadMmcnJyBj1GVVUVo0aNwuFwcPfdd/PPf/7zRJz6ACK8EQRBEARBEARBOPXIsowsg0JByGLoxvoe/rukmmWVXcGF06Nx2agUfjY7lwSzHp9fZuH2Vt7d2Mjmhj4AwjSqYCsqpQImZscwIz+OxeUdA8KcveaPSSU/wYTHL5Ecqef84Uno1AMrJexuH88tr+XpZdXBRfuUyDCuGZ/GJSNTjipU8UsyH2xq4rU19Wxt6h9wfZxJx2/OLaC5z8nj31aFVHUMT4ng3kuKGS3mdpxQtV12HvhsN1/tag9eFq5TMy4zip/MzGV8VvRJPDvhaLVbXDy9tIbX19YHq3RGpEZw5+w85gyLH9IQp8PqYkl5J9UdNpp6nXTZ3Og1KsJ1ajJiDMzIj2N0RhS9Dg/VHXZiw7XkJZhCzvWPC3awaHd7yHHTow1cMSaVS0cd3fuPcHqTJJmqThtLyjt4eVU9zX3OAbcZnhLBrMJ4rhqXRsoBFacAXr9Ev9NLzJ7Wo1UdNl5fW09rn4s75+RRlGxGlmU+39HGyqousuPCGZEawfCUiAGVhLIs09LvorzNQn23g/puB59sbaHbPrBlIeyrhitMMlOSbOaqcWlEGo58FpcgHKkzMrwpKSlh9+7d3HXXXTz88MOHPM4vfvELHnvsMcaNG8fatWuP5ykflAhvBEEQBEEQBEEQTqyaThuLyzup6rBS3WGn0+amx+7B5vYh7Qlt9tKqlEzNi+Xc4gTW1PSwYHNz8Lr0aAMjUiNwef3Y3X7izTqyYo2kRIahVStRKhQ09Topa7Ngdfm4aUom0/LiBpyPLMt8vaud+z/bTX23A61KydXj07h9Rk5Im7QNdT18vLWF7c397G61kB0bzr2XFDMu8+gW3Tutbl5ZXcfraxvo2W9xamRaJAUJJpIjw+h3etnS2Et9t4MZ+XHcOSePzFgjLq+fZRWd/OurCsrbrUAgZJqcE0tWrBGn18+Guh7quh0hjzkjPw6nx8/Ghl78koxCATdMyuSuOXlHNYD++6zf4WVtbTdKhYLocC1GrRqHx4fD40epUGDQqjDp1aREhaFTq5BlmcYeJ6uqu/hgUzPr6gLhn0qp4PqJGVw7If2Ma2n2fdRhdfHc8lpeXV0fDH6Lksz8bHYuswvjByxULy7v4P6Fu9GqlPx1XgljMvaFqI09Dt7b2MRXu9pRKSE2XIfF6WVzY99Bqwb3UikVIXN7rp2Qzu/OK+Sz7a3ct3A3VpcPjUrB7TNy8Pgl3lzbgMXlC95+ck4Mt07LZkZ+3JC/Jl1eP+9uaGTh9lbmFidy3cSM02Lo+6muvtvOlsY+Es160mMMJJr1A0JDn19i0e52vtjRRvee37O1XfaQ6pUYo5ZzihPptrmp67ZT0W4LXqdSKphbksgNkzIZmxGFQgGfbW/jLx/voMvmIcqgITEijN2tluB9lAq4Znw6u1otwY0R+z/Wj2dkc9W4dFZXd/PexkbW1faEvBb3yowx8MtzCshPMNHU68Dq8pEbH05ufPigrSQFYaidkeFNZGQkVquVhQsXMnfu3EMe5/PPP+eCCy4gJiaGzs7O43nKByXCG0EQBEEQBEEQhO/O6fHz9e52NEoFU/JiMe9p2bU/l9fPf76t5OmlNQPmexwphQKuHJPGzVOzyE8YOLviu3D7/Cyr6GJ4SgSJEYduVyXL8nd+bJfXz8JtrXywuYlV1d2HXJxVKRUUJJio7LDi9QduGBGm4fYZOVwxJjWkxY3HJ/HSqloe+6YKjUrB/11SwoUjAjN2um1u7v9sNx9sCoRgSgWMzYjmrKJ45o1MEW26DuD2+floSwsfb2lhTU33Eb1ulQpIjTJgdXnp3W+BVKGAWQXx/O68QvL3q4oQzgxdNjfPLa/lldV1wco6vUbJlJxY8hNNGDQqtjf3h1ReKRRw9bh0NCoFWxr72DZIFd1epakRjEqPIi3aQJxJh8cnYXN52drUz7KKTrrtHhQKSI4IC1ZS7F9JWJoawd+vGEFhYmDty+Hx8fn2NhZsbmZldVfw/Sc71kh2nBGjTo3D46eh20G71cWI1EguHJ7EOcUJwSoHWZZZWtHJzhYLM/LjKEmJCJ6vLMuUt1v5bFsrr69tCKmiKEw08dd5JUcUfEuSTJvFRX23g0iDhsJE05C3pqtot9JhcTM+KxqtWkm/w8tra+vZ2tiHSa8h0qChKMnMjII4YsOPvJ1Yl83NloY+mnodwfeOYUlmxmdFozlIeNXU6+CjLS3o1EquGZ+OUaemx+7hX1+VU91pY1J2LGMzo1iwuZkFm5tDArs4k47peXGMzYzC5vLR3Ofkix1ttFlcAx4nTKNiVHokF5Umc+molJAwpMPqYml5Jws2N7Oqujt4eVKEnowYw6BVqAoFzClMQKNS8PmOtuDlBq2Ky0an0G5xs7mhjy6bO3j7/X/nqZUKcuLCyYo1khFjoCjZzPnDkw76PAnCiXBGhjd6vR6v18umTZsoLS095HG2bt3KqFGj0Gg0uN0HH+h4PInwRhAEQRAEQRAE4fBkOdBirKbTzg2TMokwBMKZDouLl1fX8cbahuBCtUqpYExGFBOyohm9Z1f5hroePt3WSv2eipBJ2TGMzYwiNz6cpIgwoo0aTHpNoE0aij3/QpfNw5c721i0u51Ig5ZfnZPPiNTIk/EUHFftFhfLK7to7nXS2u9Ep1ZSmhZJvEnPCytr+basI3jbeJOOy0an8pMZOcHvw2AcHh8KFIRpB+5QXlbRyQOfl4XsllYpFczMj+PW6dlMzI4Z2i/wOPD6JdbW9LCtuY+dzRacXj8xRi3R4VrUeyoHjDo1hYkmChPNJEXs25UuSTLbmvuJMWqD7aJkWWZxeQd1XQ60aiU9dg+vramnw7pvvSInzohBG1hMdXh8GLRqjDoVfknG5ZXodXhC5thoVAqKksycW5LIpaNSSIoY2H5IOLP02D28sKKW9zc10do/cNFcpVRw0+RMeh1e3t/UFHKdQgFTcmK5fEwKEWEauqyBwGNafuwhXzuSJNPc5yTOpEOvUbGqqovfvL+Npt7Ae8kvz8nn5ilZB612ae5z8vKqwPu4zT2wAmJ/GpWCqbmxzCyI59NtLayv6w1eV5JiJj/BRI/dQ22XPfh+D4GZJeeVJPLOhib6nYHfFZeNTuH35w2j2+7m5VX1NPTYuWB4MpeNTqGp18mTS6r4bHsrLu++FplZsUYuGJ7E1ePTSI0avNWbLMtsb+5neWUXhYkmZhcO3sau3+nl71+U8cbaBiAQiE/OiWF5Zdegz4NCAcMSzaRGhRFn0mEO06BTKzHpNZxbnEBqlAFJkvlgczNPLK6itss+6PmZ9Wqm5ceRH28iM9aAxyfR2Otkc0MvK6r2BWlxJh1XjU3jzXUNB20hVpJixuL00dLnPGi4HGPUcsXYVPLjTYTr1SRF6BmWZD6iYGRXi4WXVtXy+fbAXDUIBC0/nZXLLVOzaOh2UN9jpzQ1Mvheuryyk8e+qSQ33sTdZ+UFNwV4/RIfbm7mP99W0dDjIDZcy+WjU7lwRDL5ieGDthsVhJPpjAxvsrOzqa+vZ9WqVUyYMOGQx1m3bh0TJ04kMjKSnp7BewcfbyK8EQRBEARBEARBOLTGHgd/WLCd5ZVdAEQbtdx9dj7VHTbeXNcQnPeQGhWGTq2kunPwBSuARLOeey4uZm5J4gk59zPFjuZ+6roDC2SpUWFDtvO8scfBt2UdfLK1hQ31+xZhrxmfzh/OL8Q0SAXVwXTb3Kyp6WFDfQ87WyyUJEfws9m5RA9xWzaPT+L9TU08sbiKpt6BsxoOJiPGwNziROJMOl5f20Btlx2lAi4qTWbOsASeXVbD9uaBlQ8JZh0/nJTJ+cOTyIo1HvIxZFmm0+qmpstOmEZFYZJJLEh+T8myTFmblWUVnbRb3Di9PlRKBddNzAhWvyyr6OTtDY0kmPSMTI9kXGbUkAV8drePhdtamZAdTUbMoV+3e1lcXlZUdtHv9GJ3+9CqlaRHG4g2allW0cmn21opa7OG3EenVjIhO4Y11d14/KFzyLRqJdPz4rh4ZDLnlySiVgVC0X98WcZb6xuR5cD93QfMLzPp1djcvmCIoVYqSI0Ko7XfFbytWqlg3qgUbpueTV58oAqz3+HlldV1vL2hMeS94eyiBH47t5BdrRYW7Wqntd+JX5Kp63YEW1dGG7UhbSwLEkzMH5uK1y8H3ttqu9nRvC/sPpBSAXNLEmnrd7Fpv1ZhefHh5CWEo1Yq8UmBwPlgQcxek7JjaO5z0tCzL/zKTwjnmvHprKnpZkNdLyUpEfzirDxG7Zld5vb52Vjfy9KKTna1WIg2akkw6ylJieDc4oTv/D7k8vpZUt7J7lYLc0sSGZZ07GuoXr9EfbeDjBiDqKwRTmmnfXhz3333kZKSEnLdY489xubNm3n55Ze57rrrDnmcDz74gCuuuILc3FwqKiqO5ykflAhvBEEQBEEQBEEQBufzS7y0qo5/fVWB0+tHq1aSHKEfME9lTEYUt03P5qxhCaiUChp7HCyv7GJDfQ+b6ntRKAKVOOMzozlveOJRBQLCiVPdaeP5FbXBXehJEXp+NjuXy0enHnS+gM3t4/U19Xy1q51NDb0DWr+Z9Gp+NiuX6ydlYNCqj/qc/JLMsspOXl/TwPq6Hnx+Ca9fDi4Sxxi1TMqJoSQlgiiDhi6bhx67JzjXp8fuobzNSlWHbcCudINWFVIlA2DUqphREIdfCsxeOrsogUtGpqBViwVGQQCo6rCycFsbK6o6KUw0c8esXBIj9PTYPSzc3orN5SPGqCXOrGNcZjThusF/7rc09vG/H+1gW1N/MPgoTo7gzXUNweDl7KIEfjIzhxEpEahVSuxuH4t2t/P2+saQdl6pUWGUpkaypLwD+56f6TCNivFZ0ayq7gq2mhxMTpyR+y8dzrjMaNbUdLO6upvStEjmFMYPmP3TbnGxuaGPTpubTqsbm8uH2+enutMW0krMoFVx55w8rhmfTkRY6O87vySzsb6X9XU91Hfbqet2oFMrSY0ykBljYG5JIhkxRtw+P6+uruedDY2cPzyJn87MFe9DgnCCnfbhzaHcfPPNPPvss4e8ze9+9zseeugh5syZw9dffz2Up3jERHgjCIIgCMKZRJJkvinrYFV1Fz8Yn06e6KkvCMIx2tnSz+/e3x6sRJiYHc0Dl40gNSqMl1fV8fjiKvLjTdx1Vh6Tc2KGfAaBcPKsqenmt+9vC7Y8ig3X8uPpOdw0JTOk7dLisg7+9OGO4HwNCMyyGJ8VTX6CiTfWNrBrT1u2iDAN14xPZ1JODC6vH0mSKUmJCLbZOVCn1c07GxpDFnL3F2fScfuMHH4wPn3QtnAHsrt9LK3o5PMdbbRbXFxUmsxlo1Ko7bLz2DeVrKzqYv7YNH42O/eoZloIgnDs/JLMquousuPCSYkMVBz5/BLr63qJM2nJjT/459hNDb38d0k1S8o7QsKZwkQTt8/I4dziRMK0KsrbrPz2/W1saewjO9YYDInUKgUGbSDgGYrquLI2C6+srkeWZe6ak3/YuWmCIJz6Tuvw5nCioqJobm5Grz/4m1V+fj7V1dX8/ve/57777hvKUzxiIrwRBEEQBOF0J0kytd12Ntb18vyKWsrbA+0sNCoFt03P5uez8w66Y/po9dg9rKruoijJTHZceMh1Lq8/uNA3lEPE934MPvB4tV12/rukijU1PUzMjubaCRmMSI0QC8jCGUeW5WN+XVtcXoxaNSrlkd/f5fXz728qeWZZDX5JxqxX86cLipg/NjXkPL7LeQmnPqfHz5vrGnh+RW0wnBmRGsF980po7HHy/qam4ByetOgwbpuew1nD4kNaPvklmQ/2tDc7sFprr9SoMEamRZIebSDBrKehx8HOln421vcGF2TNejVXjEnj0lGBOSAKBSRG6Ie03Y54PQvC6cnh8bG2poetTX2MSI1gVsHA+TayLGN1+zDp1OLnXBCEI3bahjf19fVHdLuUlBTU6sHLIz/66CMuvfRSAD755BMuuOCCITu/oyHCG0EQBEEQTkc79gxhXVXdxeaGvpChquF7hjPvnV0Qb9JxxZhUrhybRuZhevUfjNcv8crqev69qAKLK/BYI1IjKEoyU9/toK7bHjKUtzjZzA2TM7m4NPmgwZHHJ/H5jtZge557LykO9oCHwKLzc8treWllLU6vH5Neg0mvxqRXo1Or2NzQy4FzWUenR3LfvOEUJR/b5zqPT6K2y45apSArxhhsl+HyBlpiVHXYaOp1UpRkZmpeLGqlgqUVncGZH4lmPalRYVwwIvmwcxHOJJIk45flkIVUj09CqeCgw5GFg9vR3M8Ti6uo6bTTsmfR/PzhScwfm8qYjKjDLjx5fBJf7mzj1TX1rKvtId6k44IRScwbmXLYgHNVdRd/+GB7cKH9guFJ/OXiIuJNYgfx95XXL/H+xib+9tnu4Pv/XkoF3DI1i7vPzj9kS7S9VaGvramn0+omTKvC65fY1WI56IBtgFHpkVw7IYMLRyQN2SYEQRAEQRCEI3HahjdnEhHeCIIgCIJwupBlmaUVnTyxuIr1db0h1+nUSoqTzcwujOf6SZmY9Wq+3NnOvZ/sDAlVzilK4H/OySc1ysA76xv5YHMTFqcPSZaJCdfxi7PymFUQH/KYi8s7uG/hbmr2DCBPiQyjzeLCP8iCm1mvxu2TgsNkE8w6fjY7j6vGpgX7dHv9Eq+tqeeJxdV02dzB+2pUCn42K4/ECB07mi18vLWFfqf3kM/J7MJ4Lh2VwrdlHSzc3orHJ6FSKrh1WjY/n52LcU+f9e1N/Ty+uJKRaVHcNCUTvUZFfbedp5fV0NjjwO2V6HN6qOm0BxcSTTo1+Ykm2i0umvucA+Y4xBi1RBm1VHXYBj23qbmxDE+NoMvqxuH1c3FpMucUJZxWOz47LC6WlHeyuLyDLpubeaNSQmZfuLx+Xl5VxxOLq/BJMmcXJTA9L47VNd18saMNnyRx27RsbpuRg1GrorrTjtPjpyTFfETPQ0O3gy92tgJwxZi0IR96fqLVdNpYXdNNr91Dn8NLalQYl45ODfbDd3h8PLqokudX1A768wUwLMnM3WflcfZ+r6XGHgcrq7pYW9vD7lYLNZ32AUOj9ypNi+TmKYHB6/uHbf0OLw98vpu31jcCgZ/dv15SwjnFiUP5FAinsXaLiz8u2M6i3R2kRoUF2459l/acdrePDfW9VLRZaehx0GZxkRIZRlGymdHpkYdsmSQIgiAIgnA8nbbhjVKpRKlUsm3bNoqKik726XwnIrwRBEEQBGEotfW7aO13kh0XPmBA6Xexvamfv3y8g00NfQBoVUpmFMQxKTuGCdnRFCSYBq1w8Pik4GDXZZWdyDIoFGDQqIIDXQ90/vBEzi1OpNfu4dvyTpZVdAKBsOJX5xZw5dg0+hwePtvRRqfVTWaMgcxYI5kxRqIMGvqdXt5e38jLq+po2RMcJUXomZAVTV6CiQWbm4OBR7xJxzXj09nZYmHR7vYB55IbH87/nJ1PaVokVpcXq8sX/Lcg0RRSqdNhcXHPJzv5bHsbAJEGDT+cmIHHL/Ps8prgYnhKZBiTc2JYsLl50B3fJp0aryTh8oYufkcaNOTGhZMUGcbq6i66bB4gMJT26nHpFCaaaLO42NTQy9KKzgFhD8DYjCh+f34hYzKiB33uTxUN3Q4e+7aSDzY1DahuijFqGZUeiV+SKWuzhoSDBxNt1CLLMr2OQBg3LMnMT2fmUJxsptPqxi/LjM+MDr6Gl1V08q+vytna1B88hkGr4gfj00mNCqPP6UWjUjKzII6ipMBroKHHQafVzYjUyFNqoG+/08t7G5v4cHNzcHbM/gxaFXNLEmntC7x29gafF4xI4sqxaSRH6Om2e3hvYxOfbW8NDlfPjjWiUirotgeGsx8o3qTj6vHpzB+TSkW7lY+3tvD5jjY8e44fbdRy0YgkRqVHsayyk693tWPdU1Vx7YR0fnteIWb90L2HCWcOq8tLuGg9JAiCIAjCGe60Dm8UCgXbt28X4Y0gCIIgCAKBxazHvqnkxZV1wUAgzqTj3OIEfjgpk/yj3Jns8vqp6rBR3+1geWUnb29oRJYhTKPi2gnp3Do9mwTz0bUxqmy38uiiShZuD1QyZMcZuXlKFkXJZhTAZ9tbeWFl3YAd/xqVgpunZHHH7NyjWsx1+/y8vb6R/3xbRafVHXJdtFHLL8/J58qxaWhUSmRZ5sMtzTy3vBazXkNJipkxGdGcXZRwVLM6AL7e1c79C3cNmK9w1rB4djRbaLPsCxtm5MdxcWkyYVoVRp2a3PhwkiP0+CWZinYblR1WEsx6cuPDiTFqg4uVPr/EiqouOqxuzi1KJMIQ+rw09jj4YFMzvQ4PcSYdfQ4Pr66pDwZCU3JjuGNWLpOyT9yQ921NfexssdDa76LT6sbjk/BJEglmPWcNS2BUeiTrant4b2MTn2xtCb6OS1MjmFUYj0Gr4uVV9SGDySEQzP3ynAJy4ox8vLWF9XU9jEiNZN7IFHrsbh78vCz4vdCplSgVCpzegcFhRoyBO2bmsqmhN1j9oVTApJwY+p1edjRbBv26UiLDcHn9dO8JMKKNWi4uTWZuSSKlqZFHNMj8eGjscfDs8hre29gUDFxUSgWTsmNIiQwjXK9mRWVXcEbVXunRBu65uIjZhQkDjtlr9/Ds8hpeWlUXPCaAWqlgVHokk3JiGZ4SQWGiiZTIsGDbv726bG5eX9PAa2vrB/xMQuA94cHLRjA+69QOFwVBEARBEATheBPhzSlAhDeCIAiCIHwXHRYX725s4sWVdcEWYDFGbXAhea9J2TH8dFYOU3NjD7lY7/VLvLmugUe+rghWKew1b2Qyvz9/2FGHNgeq6rDR7/QyKi1ywOLurhYL//6mAovTR7RRS2KEnusnZhzzrBwIBFGrqrvY2WyhrN1KZoyB26bnDGll0oH8kswXO9p4ZnkNPXY3f76giHOKE3F4fDy3vJatjX3cMjWLybmxx+0cDtTW7+LRRRW8t7EpGIwUJ5u5bmIGl4xMDs6L6LV7eGlVHcsqO3F7JfySzIjUCH51bkHwe9/n8OCTZGLDdYd93Mp2Kw98XhYcLH4wGpUiOBwcYHp+HHeflceo9KjgZV6/xOKyDrrtHlRKBSadmlmF8YecReHxSays7iIyTENxcgQOj4+XV9XvCbP8xIZr6XN66Tvg9X7j5Ex+NjuX2HAdsiyzpKKTdzcEQp2IMC1dNjfLKzuDgZhWpcSgU4UcR61UUJwSwfkliVw6KoX4A352evZUreTEGVEoFNjdPt5Y28CG+h6SI8PIjgsnLlyHQasi2qilOHnwdm/bmvqo63YwJiOKeJOO51fU8uiiiuC5FSSYuG5iOucPTyJmv++ZLMusrunm290dZMYamZgdTU5c+GEDvW6bm/V1vZj0aqIMWtJjDITrDj5v5EB7w8cFm5upaLcxMTua80qSGJMRddRhqSAIgiAIgiCciUR4cwoQ4Y0gCIIg7OPxSbyyuo7Pd7Rx9bg0rhiTGrKIuHcRtsvqZmJ2DGnRBrY19fHE4io2N/SRGx/OiNRIpuTGMCk75owcVL6utofPtrfSZXPTYXWzsb43WKmSHWvkzxcWMaswHpvbx+aGXl5f08BXu9qCradKUyMYlR6F1y8RplFx/ogkRqVF4vZJLNzWypNLqqjeM1sm0qAhO9ZIZqyRq8amMSE75mR92cIQaup18MyyGt5e3xhskaVVKcmJDyc1KowVlV2DVqYYtSqun5TJrlYLK6u6kPa0Grt4ZDLFyREkmAOhQFWHLVA11G6lssPGlsY+/JKMWqlgSm4sKVFhxJt06DUq1EoFu/a0rLO4fJj1ai4sTebKsWmMTIs8Yc+Jw+Pj1dX1PLOsBnOYhgcvG35Er3eHx8f6ul7CdWpKUsyoFAqWV3WxYFMzq2u6Q6pLlAoYlxnNyLRIMmKMfFvWwZLyDnySTIJZx8TsGJZVdA4ITfc3OSeGv18+grRoAxBoL/f3L8qC1WwQaLtndQfaj03IiuauOXlMyjlxFVaCIAiCIAiCIHx3Irw5BYjwRhAEQTidef0SH25uJlynZm5J4mEXB2VZZlllF2+vb8Djk4gz6Ygx6jDq1KiVCl5fWx/Samp6fhw3T8mkvtvB1qY+Fu0KLPDulRShP+i8i9hwHReVJnHJyBRKUyNQKBSUt1lZX9dDaWrkEQ8sPxV4/RK1XXb+9VU5X+4cOJdlbEYUV49P5+LS5EFnbTT3OXlueQ1vrmsYMEcFAnNdum3u4KJxjFHLL87O55pxaWdkACYE9O6ZY/La2nrqD2jxVpxs5sbJmcSb9Xh9Ek8uqQrOOzoWZxcl8PvzCsmOCx/0eq9foqbTTkaM4ZBVNMebtCflPLAi7FjIskxTr5NllZ18sKmZjfW9g95Oq1Li8e/7ucyIMXDl2DR67R5qu+z0Ob04PH5qOm24fRIGrYpZhfHUdNqpbLfik2SUCihINFPRbsUvyUQaNPzx/GEDAnBBEARBEARBEE4PIrw5BYjwRhAEQThWbf2B4dJ2tw+fJBNl0DAjP54wrQpJkllV3U1Fu5WiZPOQz12QZZmvd7Xz4Odl1HQFqjTGZ0Xz10tKKEgcOFulrsvO4vIO3lrXOGC+woHiTDrmFify9obG4GDrA69Piwpja1M/fklGpVRwSWkyV4xJpaHHweaGPr7a1Rayez0r1ohaqaByz5B6CAws/8H4NK4Yk3ZCZ1L02j18tKWZfqeP1KgwzGEaNtT1sKKqC4DLR6cyb1QKm+oDczc21veEfC1KBVw2OpWiJDPRRi0lKWZy449snk2Xzc0Hm5qwunyolArqux18vqM1GOgkR+i5dmIG10/KEIPCv0dkWaaxx0lFu5XaLjvDksxMyQ2t1JAkmfc2NfHVznaGp0RwychkNGolH29pYdHudlr6nHRa3cgEwof8eBN5CeHkJZgoSjKTGz94aPN9UtdlZ21tN9ua+qnqsDEyLZLLx6SSHm1gTU0362p7KEg0ccHwpEFD07ouO795bxvr6npCLp+aG8sfLxjGsCQzVpeX8jYrefGmAXOQBEEQBEEQBEE4fZz24c2OHTsYNmzYyT6d70SEN4IgCMKR6nd4WV3TzcqqLlZWd1Gzp7XV/oxaFTML49nW1Edjz76h3mqlggnZ0Vw2KpW5JYkYj2I2wV6SJFPTZWPhtjY+2tocfPwYoxaHx4/T60epCAQlWbFGDFo1nVY3TX2OkHMxaFVcNS6N3Phwuqweeuxu7B4/Do+PYYlmbpqaRbhOTXWnjf/7ZBf13XZy400UJIYzLS+OcZnRqJQK+p1etjT2kR1rDLYQ2svrl1he2clHW1r4amd7sAWUVqWkNC2CrY39wZ3u0UYtN07O5IoxqSRHhh3067e5fby+pp5+p5eJ2TGMzoii1+6hpsuOLMuMzYwOmfkgyzIrqrqCrakSzDrsbj8Lt7cOGkodjkqpYEZ+HL87r5D8hCMLa45Ev9PLt2XtRIRpmJ4XJypthGMmSTJ+WUYjXkPHjSTJfLy1haZeBwWJZoYlmUiNMhz+joIgCIIgCIIgnFZO+/AmOTkZjea77yhTKBRUV1cf8/2ffPJJ/vGPf9Da2kpxcTGPPvoo06ZNO6L7ivBGEL4fajptvLamgU+3tRBp0DAyLZLxWTGBnctikUs4CFmW2VjfyzdlHays6mJHc39wbgkEKjCKks3EGHVoVArK2qw09e4LSUx6NWMyotjVYqFjv7kLYRoVc/cMz56SGzvocGi3z8+nW1up77bTYXVT121nZ7MlOEcBQK9RcsvULG6fkUO/08v/fbKLr3YNbOkFgfBoXGY0c4bFM39M2gndEW53+1hc3oFfkplVGI9Zr6HP4WHB5mZeXFlHQ8++dlGZMQbGZUaTuScQijZoCdOqKG+z8vDXFXTZ3Ad9HJVSwYjUCJIi9GhUSna3Wqhotw162+JkM8XJZpr7nHTbPJSkRDAtLxaLKxAQlbVZiTJouHx0KhePTCYlMowog3ZIWjkJgiAIgiAIgiAIgnBqO+3Dm6E6JYVCgd8/cCjrkXj77be5/vrrefLJJ5kyZQpPP/00zz33HLt27SI9Pf2w9xfhjXAobp+f5j0LsQfrEb8/q8tLTaed2i47eo2SKbmxmETbmxMqsFhrRalQ4JMktjdZ2Fjfw9am/kFvX5Bg4sHLhzMqPeqIH6Oxx8EHm5oJ16spSjJTlGwmIkx8n880G+t7+MeX5aypCW2PkxNnZEpuLFNyY5mYFRMSguwNe5ZWdJIZY+T84UmEaVXIskx9t4NPtrawYHNzsM0ZQEpkGD+ZmcP8sano1IHWYauru/njgu0ht9tLq1YyMTuGeSOTOac4MaTSBAKzVWo6bdR12XF5JeLNOuLCdZSkRpySbbh8fonPdrTx8qo6Njf0hoRjg8mMMTA6I4o11d209LvQqpRkxhpweaWQEGgvo1bF/LFp5MSH02Fx4fL6OW94EqPSIg86h0KWZVr7XcSEa4PfE0EQBEEQBEEQBEEQvj9O+/AmKSlpSCpvAGpra4/pfhMmTGD06NH897//DV42bNgw5s2bxwMPPHDY+4vw5si4vH4WbG7mm93tFCWZuXp8OkadmtfW1PP+xibizTrmj0njvOGJGLRH3wroRLK5fbyzvpE31jUgyzJzSxI5tziRaKMWhUJBRbuVr3e1s6yik+Y+J3t/8kpSzFw9Lp1LRiYPCGQ6rC7+/nk5H2xuYv+fVI1KwaScWC4fncLckkSxCHgEeuwePt7SzNjMaEpSIkKuk2WZb3Z3sKKqC41KgV6jIjvOyNTcOFRKBX//vIy3NzQOelyFAmYVxHPthHQkGTY39PLmugZ6HV4UCihJjkCjUmDUqZlZEM9FpUnEm/Qhj13RbuP5FTV8sKkZ334rzCqlgim5sVxSmkxqVBh9Ti9KRaC90mCDy78Lm9tHfbed/ATTcakY6rV7WFLRwTe7O/D4JK6ZkM7M/Ljv1bDl5j4nf/1kF1/sbAMCbb4uGJHEtLxYJufEkhihP8wRDk2WZbY09vHBpmY+2dZC355ZKnEmHckRetw+ibI2a/Cyc4oSiDfpSY7UU5wcQV5C+BlbLWZxeVlfGwhbm3ocNPU6sbgCg8LVSgU/mJDODydlolUrkWWZXoeXiDBNsHKpscfBhvoerC4fHp9EuE7N+SOSTsnQShAEQRAEQRAEQRCEU9dpH95s376doqKik3YeHo8Hg8HAu+++y6WXXhq8/K677mLLli0sXbp0wH3cbjdu976WKxaLhbS0NBHeHGDvXIWtjf1saezj020tA4Y1h2lU2D2hFVMmnZprJ2Zwy9Qs4ky673QOsixT3m4l2qAl3vzdFkshEEA9t7yGp5fVYHX5Dn+HPQxaFT6/HJzNEKZRceGIJM4fnoTF5aWi3crLq+qx7WllFGfSkRVrpMvqDtk1HxuuZVpeHD12D51WN/FmHcNTIhidHsX0/LhB2yZ9n/glmTfW1vPPryrodwZea9Pz47hqbBpGnQqry8dzy2sOWkGj1yiDA7/HZkQFn8/8BBNjM6MYnxVNUkToLI0eu4f7Fu7ig03NA46nVEBxcgSpUWGY9GpW13SHzAyZkhtDuE7NzhZLSJus/WXHGfnrJSVMyY09+idkP16/xNvrG/l8Ryvranvw+mUyYgz8bFYul45KGZL5GE29Dv7zTRXvb2oKCaYgUJ30y3PyOac48bDHqe2y89n2VtbW9hBj1JIRY2BYkplpebHB+SuvramnqdfJZaNTmJwTc8oEQ3a3jxdW1PLEkipcXgmlAuaPSePOs/JIOcQclu/C5fXz1roGnlpaQ5vFFXLdtRPS+c3cQlHVJQiCIAiCIAiCIAiCcIKJ8OY7amlpISUlhZUrVzJ58uTg5X/72994+eWXKS8vH3Cfe+65h3vvvXfA5SK8CXXXW5v5aEtLyGWpUWFcNjqVdbXdwTZCefHh3DY9m3aLi3c2NAVb1mjVSkamRqJRK1AplWiUCtQqBfkJJn40NfuQsxbsbh/vb2ri1dX1VHbY0KgU/GB8OnfMzg2phDgSsizT3OdkXW0PD39dEVxkz441csu0LEx6DZ9ta2VldRcen4QMxBq1zB4Wz5xhCQxPiSDGqKXX4eWDTU28tb6Rqo7B5yeUpkZwz8XFIe23qjpsfLqthbfWNQ5YmN1fQYKJX59bwJxh8afMQvaJtKO5n9++v42dLRYg0Eaqtd85aPukMI2KK8akYtCpsLt9bGnsY0dz4H6FiSbum1fC2Mzoo3r8sjYLzb1OfJJMS5+Tj7e2sLmhb8DttGolM/LjuH1GDmMy9n2fa7vsfLylhc93BIagm8M0NPY46LZ7AJiQFc3ojChGpEQwPT9u0EH1kiTj8vkHVK4tq+jk3k92Ut25LwjUqpXBYesZMQZ+PjuPeSOTjzjE8fgk1tX2sK6uh06rm06ri6UVnXj9gSe8MNHEnGHxeHwSb65rDAaTF4xI4t6Li4kN1yHLMuvrenl5dR3LKzqRAaVCEQzeDqRTKylNi2RLY1/IoPiRaZFMy4tFoVDg8vqpaLdS2W4jLTqMX59bwJiMo/teHoteu4cXV9Xx8qq64PmPz4rm/y4ppjDxxPxecPv8rK3pwSdJKBUK0qIN5BxBq0ZBEARBEARBEARBEARh6Inw5jvaG96sWrWKSZMmBS+///77efXVVykrKxtwH1F5c2T+u6Sax76ppCTFzIjUSCZlxzCrMD5YzVDdaaPP4WFUWlRweLMkyXxb1sETS6oGXfjeK9Kg4c7ZeVw3MSOkpZTT4+fVNXU8tbSGnj2L3hqVIrigrNcouXFyFrfPyMagVfP5jla+2tWOTq0kNlxHRoyBOYUJJEboKW+z8vSyahbtaseyX5VNolnP788v5KIRycc0dFqWZTbUB9ptbWnoI86kIzXKwJTcGOaNTDnoMb1+iW92t1PZbgvMnzDpaOp1sr2pny93tgXPcUJWNA9cNvyI5uucCZweP48vruSppTX4JRmzXs2vzi3gB+PTaelz8dyKGrY09uGXZGQZJufEcPvMHGLDQ6u6umxumnqdFCebh6ydVGOPg92tluAw8xGpEUzdUz1yJPqdXh75uoJXVteFhFAGbaBya/7YNMakB35+NjX08vv3t1PdaeO84Un8YHw6jb0O3lnfyIb6XgBijFp+PCObs4sSSTDreG1NPU8vrQkGRJkxBkanR2EO05Bg1lOaFkFpamQwKJIkmdU13by5roEl5Z3BQGZ/U3Njufvs/JBgqt/p5b9Lqnl2eeB7pFUpMenVKBTQZfMMOIZKqWByTgxzCuNxeP3UddlZU9MTMotkVHokBQkmPtjcHBLkDObCEUn87rxCUqMMR/S8Hw2/JPPmugb+8WV5MLTJijXyi7PyuLg0+XsZpAqCIAiCIAiCIAiCIAgivPnOjqVt2oHEzJvBOT1+NCrFMbVjkmWZrU39eyoZJHx+GZ8k4fT4eWNdAxXtgcqVzBgDvzuvkLGZ0byxtoFXVtfTZXMHr7txciaXjUllR1M///iqPBgImXRqdBpV8LYHyo41hrQrUysV5MaHc25xIj/eE/ycSvodXp5eVs0LK2txeSW0aiV3zcnj5ilZhGnPzBk5/Q4vr6yu48VVdcGg7vzhidx7ccl3brd3qqnptLG6ppsdzf2sru6mrntfiJFg1jE8JZJvyto52Du8Wqngh5MyueusvAHtsxweH6+srueZZfsCz/0pFZBg1hNv0tHn9FK/32PHhuuYkR9HWnQYMUYtRckRIaHNgbY39fPr97YGZ7FAIFCdNzKFK8elERmmwSfJJJj0Ayrr9rZAXFfbQ3GyOVhN02F18c76RjqtbiQ5EPzkxIeTE2vkoy0tvLOxEVkOVBr9aGoWP52VS/ggVUsOj49Pt7USEaZhdmE8GlVgHkpNlx2tSklqVFgwiGntd7K1sZ9dLf0s2t3BrtZA1VZBgomfz8nlvJKk730LQ0EQBEEQBEEQBEEQhO87Ed4MgQkTJjBmzBiefPLJ4GVFRUVccsklPPDAA4e9vwhvTiyfX+LdjU3866uKYPiiVBCsTEiNCuOuOXkD5njsHVT/z6/Kg4vHCWYdV45Nw6BV02Vzs6Wxj00NvchyYDj9eSWJ3DwlixGpkUM+NP54aOxx8McPd7CsohMIhFQXjUxm/phURqZFnlZVAK39TjosbkpSIoIL4VaXl292d7BweytLKzqDFRepUWH86YJhzC1JOpmnfELsbTX2zoZGvtzRhnW/6pfLR6dy5dhUPtjUzKfbWog365k/NpXLR6eScJiZT3a3j692tdFhcdO/J6TZ0thHc1/oLJ5wnZpLR6Vw+ZhURqREHHX1mSTJNPQ4cPn8eH0yGbGG4zoIfmdLP/d9upvVNd1AoGXeyLRIxmZGUZwcwbAkE9ub+7l/4W5a+wNtCWPDtUzIimFTQ2/wspTIMIYlmYOVVPsz6dT88px8rpuYMSSzgwRBEARBEARBEARBEITTnwhvhsDbb7/N9ddfz1NPPcWkSZN45plnePbZZ9m5cycZGRmHvb8Ib04Om9vH00sDrZhcXonS1AhunprFeSVJhwxaJElmaWUnkiQzPT9uQIusDquLjXW9DEsykxlrPN5fxpCTZZkFm5t5dFFlSJuplMgwzi1OJDlSj06tJC3awIz8uFMq0PH5JT7f0cY7GxpZUdWFLEOcScd5JYm09DlZVtGFx7+vRVZhoomfzMzhguFJ38tFc7fPz8qqLjbW9zIlJ5bJubFD/hgdVhctfS46LC4kWWZa3uDzdk5lsiyzaHcHD3y2O6Si7kApkWF4/BKd1n0VeTq1Er8k49uvb51KqaAw0URxspni5AjOH550xlV7CYIgCIIgCIIgCIIgCN+NCG+GyJNPPslDDz1Ea2srJSUlPPLII0yfPv2I7ivCm5Orx+6hz+EhK9Z4SgURJ5skyayp7ead9Y18tasdh8c/4DZjMqL4y0VFjEiNPOrj72ju55XVddjcPuaPTWPmEQZBbp+ffqcXp8ePxydhDtMQadAEq6JqOvctrofr1APmquTEGblgeBLnDU+iMNEkvufCEZMkmapOGxvqetlY30tZm4XKdhtKJdw+I4fbZ+SgUipYUt7JrhYLo9IjGZ8VjSTLbKjrpaLdSkGiidHpUaddgCUIgiAIgiAIgiAIgiCcWKdteFNfXw9ASkoKavXpvQgmwhvhVOfy+llS3sGyyi5sLh9un59lFV04vX4UCkgw6dGqlcSZdNx9Vj5T80IrOGxuH08tqaai3YpSoaDT5mZjfW/IbfLiwxmeEoFOoyTOpOe6CenEm/XIsszHW1v4YFMzNV02mnudSId4J4o2arluYgZXjE4lMULP8spOvinrIC5cxwUjksiLDxeBjTBkfH4JGQZU4AmCIAiCIAiCIAiCIAjCd3HahjdnEhHeCKejtn4XD36+mw+3tAy4bv6YVG6dnk20Ucv25n7+tGDHgDkfKqWCC4YnERuu450NjQMqZPQaJddNyGBTQy+bGvpCrlMowKBRoVErsTi9SDIYtSp+NC2bH03LwnQcZ6AIgiAIgiAIgiAIgiAIgiAcbyK8OQWI8EY4nbX0Oem2efD4/Xy0pYVX19Qz2DtFWnQYN0/JQqNSolIqmJEfR3JkGAAWl5cvdrTR5/Dg9kosLu8ICWwMWhW3TstmSm4sWbFGYsO1weoZSZLpd3oJ06rQa1Qn4ksWBEEQBEEQBEEQBEEQBEE4rkR4MwSWLVvGP/7xDzZu3EhraysLFixg3rx5R3x/Ed4IZ5INdT3c/9luqjtsWFw+1EoFN0zO5Jfn5GPQHlmLw70D4p9ZVk1WrJFfnlNAgll/nM9cEARBEARBEARBEARBEATh1HA0ucHpPVjmOLLb7ZSWlnLTTTdx+eWXH/X9/f7AIPimpiYR3ginvUQ1/OfiDAD8koxfktCqVfR0tNFzFMcZZoZHLkwHwGvposlyHE5WEARBEARBEARBEARBEAThFGSxBBZE9+YHhyLCm4M477zzOO+88475/lVVVQAUFxcP1SkJgiAIgiAIgiAIgiAIgiAIgnCaq6qqYty4cYe8jQhvhojb7cbtdgf/Hx8fD0BjY6OovBEEQRAEQRAEQRAEQfie8fgk1tZ28/XOdlotLi4cnsT5I5LQqJQn+9QEQRCEk8RisZCWlkZubu5hbyvCmyHywAMPcO+99w643Gw2i/BGEARBEARBEARBEAThe8Dl9bOquouF29r4elcbFpcveN3aphqeXtPKjPw4NColRp2KS0elkBtvAqCt38UnW1to7nPSaXMTY9Ty89l5xJl0J+vLEQRhCHj9EkqFApVScbJPRTiFqFSqw95GIcuyfALO5bSmUChYsGAB8+bNO+htDqy82ZugHcngIUEQBEEQBEEQBEEQBOH0Ut5mZWdLP+0WNy19TrY19bGr1YLXv2+pLTZcx9ySBOLC9byyuo5uuyfkGAoFXDgiGb1ayYdbmkPuCxBj1HL/pcMBeGdDIy19Th69eiSFiWKtSRCOB1mWcfsk9JrQhXW720eYRoXyKAOYHc393PrKBlxeP1eNS+e6iemkRhmG8pSPiizLWN0+NEolYdrDhwfC0LNYLERERBxRbiDCmyNwJOHNgY7mmyAIgiAIgiAIgiAIgvB9tLG+l4e+KKMo2cyfLig65Xam29w+3lzbwCtr6pAkmJgdQ3ackc93tLKj2TLofRLNeuaWJHJeSSJjM6ODX5PT4w9W1vgkifI2K4t2d4Tcd3xWNGMzoog2anlvYxNlbdYBx0+O0PPhHVOIN+uH/gsWhGPQY/fQbnGRGWM85kBAlmXeXNdIj93N7TNyUA/SXrC8zUpSpB6zXjPgvgrFkb13+CWZL3a0UZBoIjc+PHi5zy/xxc42nllWw7amfkrTIpk/JhW1UsF7G5vYUN+LVq0kI9pAcbKZK8emMSkn5pCPu6yik5+8thG7Z99geqUC/jqvhGsnZBz0eTjSr+VItPQ5WVrRyYqqLrY39dNhdeHySgCE69QkRuiZkhPDOcWJjM+KFm0dTwAR3gwxEd4IgiAIgiAIgiAIgiAMHbvbxz++LOfl1XXsXZmaPyaVv18+YsDOdlmW2Vjfy5vrGvH4Jf7v4mKijNqDHluWZdotbnyShCzD7lYLK6u62NVqITc+nHGZ0UzNjT1s+PHJ1hb+9OEO+p3eQa/XqBSMzYgmKUJPnFlHUZKZ0elRpEaFHfHi686Wfp5fUYssw/WTMhidHhW8zu3z8/BXFTyzvIYYo47LR6fw9a52arrsDE+J4IkfjKa83UpTr4OcuHBKUiKIPsTzIghDraHbwdPLqnl3YxMen4RCAalRYdw2LZvrJ2WG3Nbnl/h8RxtbG/u4bUY28abQn79nllXzt8/KALhmfDp/u7Qk+HNU1WHl/oW7WVzeSYxRy98uG87ZwxJ4f1MTj3xdQWaskRdvGodOHRocrajs4pXVdVwwIolLRqbgl2R+/d5WPtjUjEal4I5Zudw8NYuPNjfz7PJaGnocR/X1Z8cauWVaFleOTQsJPWRZ5o11Dfzlo534JJnJOTFcNzGDV1fXs7qmG7VSwVu3TWRsZnTwPlsa+/j752VUdli59+ISLhiRBECv3UNZm5XiFPOA0OpQZFnmmWU1PPRlOX7pyJb/NSoFadEGsmONnF2UwMWlKaI65zgQ4c0QsNlsVFVVATBq1CgefvhhZs2aRXR0NOnp6Ye9vwhvBEEQBEEQhDOFxeVlY10vO5r7KUmJYGZB3JDuCBQEQRDOHC6vH6fHHwxXJEmmssOGSqkI7nLvsrm57rm1waqS2YXxLK3oxC/JXD0ujXOLE7F7fLT2uajutLGpoZeKdlvwMXLijLx88/gBrYckSearXe089k0lu1oHr4rZS6tScsu0LO6YlUu4buBI6M0NvVz19Bo8fonsWCO3z8ghMULP6ppuKtttTM6JYd6olBMSlnTb3JjDNGhUSuq77Vz65Cp6Dmi/ttf4rGge/8GoAQvjgjAU+hwe/v5FOZvqe+mwuuh17As2w3VqbO59M55um57N7+YW0uvwsGBzMy+urKO5zwkEfobfvG1i8HW6YHMTd7+9NeSx7j4rn6l5Mby5rpEFm5sHBBBp0WE09jhDHu8P5w8DoN3i4q+f7uLTba3B6y8bnQIyfLC5OeQ4KqUieOwog4YfTsrkotIklpR3smBzM7IMF49M5qLSZHx+idouO4t2t7NgU3OwoiYzxsDPZ+cxITuaaKOWPy3YEXyceSOTeeiKUrRqJbIsc+dbW/hkawsJZh2f/Gwq1Z12XltTz8LtrSHnde2EdAxaFa+vbcDh8aNRKZiYHcOotEgiDVrMYRq8fgmnx49apSAuXEecSRds9/b4t1V8sbMNgFHpkczIj2N8VjSpkQbiTDr8skyHxUV1p51Fu9pZtLt9QFtHs17NNePTufvs/AFt5IRjJ8KbIbBkyRJmzZo14PIbbriBl1566bD3F+GNIAiCIAiCcLrrsLr43w938tWuNvb/e3lUeiS/PLuAyTkxKJUKZFlmU0Mvi3Z30G5x0WXzkB4dxp1z8k764tHG+h7+uGAHyZFhPPfDsUfdp1wQBOH7rKXPyfbmfva+czb3OanqsNHn8JIZayAv3kRRspncuHA8fomXVtXxxLdVWN0+4k06MmONVLRb6duzwHvBiCR+NDWLX767lZpOO3EmHf+aX8r0/Dg+2tLML97ewsFWqfQaJReOSGZlVRet/S4SzDpm5MfR0OOgy+ZBkmXsbh/tlsA8YqUCtOrATvjkiDCm5MYyPDWCynYrq6q72dkSCHfiTTp+O7eQS0elBH9HdFrdXPSfFbRZXJxbnMCT1445pdq5bazv4frn1+Hy+smNDyc92kh1p43aLjsQWNR+6abx5MSFH+ZIgnDkVld38z/vbKG13xVy+fT8OO6YmcP4rGh67B7eWt/IP74sB6Aw0URVhw3fng+SMUYtKqWCDqubvPhwfn9+Icsru3h1dT0+SeaWqVlkxhj480c7Bzz+WcMS+NW5+Xy4uYWnl1Ujy2DUqrioNJm31jcC8NotE2i3uLjnk51YXT6UCphZEM+S8o7gZ1mVUsF/rhmFX5L5y8c76bF7SIsO49Zp2cwfk3bElSY2t4931jfyxOKqkNBDrVTgk2RUSgW/PreA26Zlh3z+tLt9XPLESqo6bGhVSjz+QAszhQIuH51KtFHLM8tqQh4ryqAJCcqOlEal4C8XFXPthPTDbrySJJmWfid1XQ62NvXx1vqGYDg2NiOKZ3849qAVjxvre3lvYxNXjEllTMa+6sHGHgd6jYo4k+6oz/1MJsKbU4AIbwRBEARBEIRTRXmbFYNWRVr0kQ9H/Xx7K39YsD34h2JmjIFhSWYWl3cE+2THhmuZmhtLWZt10J78Jr2aX56dT36iCYvTi93tR5JlZBnCtCrMYRpiw7XkxZuCC2xDxS/JPLG4in9/UxncTfnM9WM4pzhxSB/nVNdhdfG3hbspb7cxLMlEaWokF5Umh+wUt7i8hGlUB+1x3m5xsaammzU1PciyzHnDk5iSEzNoL3pBEE5f76xvpLrTxqj0KNKjDby6po53NzQFF10PxaRTo9eq6LS6B70+TKPC7fOHbARIjtDz+q0TyYo1Bi/7eGsLz+5ZtAzTqogL15ETH05ufDgz8uKIMGho6XNywwvrqOywHfgwwXO5cUomN0/JOuhCoyzLfLO7g78u3EV9d6BNUmlaJD+enk2/08vb6xvZ0thHTpyRD++YgukoWhWdKBaXF5VCgXG/qqHaLjs3vriO+m4HUQYND181klkF8UBgofmb3e3EhesYnREldtELR8zjk3j464pgYJIVa+R35xWSGWMk0awnwjDw5+P9jU389v1twfeP4SkRXD0+jctHp9JucXHV02tos4SGQBeXJvPoVSNRKhX888tyHl9cRZhGxYUjkrhmQnpIS8FNDb0sr+jiqnFpJEbo+cOC7byxtiEkDClNjeD+S4dTkhLB2ppufvH2Frpsbv599SjOHx5oSdbn8LC71cq4zKhj/lxjc/t4YUUtn21vpbrThtcvE2/S8Z9rRjEhO2bQ+1R12Ljk8RXYPX5MejUXjkjih5MyGZYUWENeUt6xZ/ORnp/OzGVmQRy1XXa+LeugrttOn8OL1eVDo1ISplXh8fnptLrpsnnw+CT8skyCWcdfLylh1H7P29HYW8n46/e2YnX5yIo18sKN40LeswHe29jE7z/Yhtcf+F5fMSaVUemRfLS5hXV1Pfx8di6/PKfgmM7hTCXCm1OACG8EQRAEQRCEU8HCba3c8cYmIBDAjEyLxOHx0+fwMi4ril+dUzBgJ96LK2u595NdAAxLMvOv+aUUJQc+03ZYXDyxuIr3NzWHtMbQqZVcMDyJvAQTkQYNb6xtYHtz/xGdo06tpCQlgmsnpHPZ6NQB13dYXLy3qYlwnZq8eBNp0WEYtWoMOtWA3uYQaC9z51ubWVnVDexrqzEmI4r3fzL5iM7pdCfLMh9vbeEvH+8M7njfKzUqjNdumUBmrJEFm5v47fvbMevVXDshg+smZgR3R1Z12Hj463I+29424Pix4VrmjUzhmgnpYme3cFQ+3dbC00treOCywIKacGp4f2MTv3x366DXFSaa0GtUyLJMgllPbnw40UYtNV12Ktqs7Gyx4PQGWgclmvX8+twCzilOoKI9UAmSE2ekJCWCinYrf/loJxvqe8mIMfD6jyYMaHt2pPodXl5bW49fkkmPNhBv1qFWKlEqID/RdMRzIdw+Py+urOM/31SGDBSHQAuoD++YEjLQ/HTQZXNzy0vr2doU+B18TlECI1IjeH5FbXBDhk6tZGJ2DD+clMGsgnhRlSocVHWnjbve2syO5kCl2tXj0vjzhUUhoeHBrKvtYU1NN3NLEslPMIVcV9tl5/rn1+Lw+JlTGM/ZRQmcNSwh+FqUZZldrRbSow1HFJ46PX4u/M9yqjvtaFQK7j47n9umZYcEMi6vH5vbR2z48asC8fgkGnocpEaFHTYgrWy30tjrYHJO7Ckdpla0W7npxfU09zkxalX85eJi5o9JpcPq5umlNbywshYI/K44cDPX3mqif84vPRmnfsr63oc377//Pr/+9a9RKBRUV1eflHMQ4Y0gCIIgCIJwsjV0O7jgseVY9wtZDvTXeSVcPzEj+P9lFZ3c+OI6JBlunZbFr88tHLQqxuOT2Fjfy6rqLmKMWi4dlRqy89Ivybyxtp6XVtUBEBGmwahTo1IqUAAOjx+ry0dznzNkEPSB51PVYeOGF9YFe6QfaHZhPH84f1hwcW1jfS8/e2MTrf0uDFoV980rYWpeLFMfXIzHL/Hu7ZMYt99w2DPVE4urgi1LipPN3DY9m5pOOws2N9PQ4yA2XMf5wxN5ZXV9yP0UCkgw6Ukw69je3I8kBy4rSY5gYnY0Lq/Ewu2tIbMWpubG8s/5pSRGiPkKwuFd8vgKtjb1kx1rZOGd08Qg5FPAtqY+rnhqNR6fxJTcGDqtbqo77UzMjubus/JDBmoPxueXKG+30tbvYlJODAbtwRd1A202+8hPCD+lqlk6LC4e/rqCLY19JEboSYsycNW4tNM2YHR4fDz8VQUvrqoLmROSFh2G2yvRsV+FVE6ckT9fWMTMPRU6grBXVYeVSx5fid3jJ9Kg4cHLhjO3JGnIji9JMgoFQzZHsb7bzhtrG5g3KiVYwSIMjQ6Lizve2MT6ul4AcuPDqem0Baspfz47l7vPymdLUx//+qocq8vHBcOTuHhkMkkRYSfxzE9N3/vw5uWXX+amm25CoVDg9/sPf4fjQIQ3giAIgjA4WZa58cX1tFtcPHHtaLFjWxCOUrfNjcsnkRyhH/SPXY9PCg5eveKpVWxr6mdsRhTP3TCW9XW9VLRbiQjTUNtl5/kVtWhVSt69fRKlaZHUdtm55PEVWFw+rhiTyj+uGDFkf1AfjCzL1HbZeXVNPS+urAPgH1eMYEZ+HDtbLNz9zpbAbIUYA7nx4VS022jrdwVbYkCgt/i0vFgq2m3BkCc7zsjT140hb89Oz99/sI031zVy1rB4nrth3HH9mk62r3a2cdurGwH42axc7jorL9gSrdPq5ocvrGP3foO8fzIzh+JkM8+vqGVzQ1/Isc4uSuBX5xRQkLhvx6zXL7G0vJO31jfwbVmgh3xqVBiv3jJhQCsNQdif1eWl9N6vgos9N0/J4n8vKjq5J/U95fFJ1Hfbqemyc8/HO2ntdzGnMJ5n98wGkyRZVGOcAcrbrNy3cBedVje3Tc/m4tJkVEoFVR023tvYxBtrG7C6fRi0Kr795czjGsJbXF5MOvVx/1whHBuHx8dra+oZnxXDyLRIvH6Jy/8b+Bw5Oj2SJ68dIzZpfM/5JZmnl1XzyNcVwRZp4zKj+NG0bM79nrUl/q5EeCPCG0EQBEE4Ze1o7ufC/6wAAjvxn7puDJNyBu8FLAjCPj12D/9eVMHraxvwSTJJEXrGZUZz4YgkZhfGY3X5eHRRBW+sa0CSA+1e+p1eIg0aPrtzGsmRobveZFnm9tc28uXOdpIj9BQmmVlf24PV7WNUeiRv3TZx0JZkx4ssy9z7ya5gpc7+StMiefHGcSFzWnx+idouO3//opxFu9uDlysVcFFpMvfNKwnZ1V3TaWPOw0uRZXjppnFMy4sDYH1dD4vLO3B6/CiAlKgwbpiceUK/9qFU3mblsicDu2RvnJzJPRcXD7hNv9PLj1/dwOaGPv46r4Qrx6YFr+u2uWnqddLU6yQjxnDYXef7z1eIDdfy5wuLKEg0kRljDGkB4vVLNPU6SYsKE7NyvscWl3Vw00vrCdepsbl9KBTw32vHkBETaJ1VkGASgcF31O/0olIqCD9ISyNJknlvYxMPflEWUkGXvWe2y5G2GxPODDa3j+ufX8vmhj4uGZnMv68edcjby7J8TOHLvxdV8siiChLNeiZmRzM2M5rS1EjyE8NP6d+3O1v6+dOHO7i4NJmbpmSd7NM5brx+idte2cDi8k40KgUPXTGCxh4nD39dQUSYhq/unk6CWQQ3QsDuVgurq7uZMyyejBixaedYiPBGhDeCIAiCcMr611fl/OfbKpQKkGTQqBSkRxtwevxEGbX86pwCZhWKtg2CsFeXzc0rq+t5cWUtVleg/dneypq9Esw6XF4ppP0YBNpdPXv9WM4qShj02P1OLxc/viI4rBkCQ2jfvm0i8Sfhj3RJkvnLxzt5bW09CiDOpGNKbiz3zSs5ZBue1dXdbG3qoyQ5gpHpkQddtPzJaxv5fEdgfkuMUYtKqQhpHbPXpOwYnv7hmCNexJQkmXc2NPLGugauGZ/ONePTj+h+Q23/7+ek7BheuWV8sOLmQLIs4/ZJQ9JjvdPq5oYX1rFrv2oerUrJnGHxXDY6lfpuOy+sqKWl30VadBg/mprN/LGph/yeCmemBz7bzdPLarh6XCAwfGt9Y8j1+Qnh3H1WPucWJ4oQ5xg8sbiKh7+uwC8FBlWPSI3kTxcMCy6uVbRb+dOCHayr6wECIX9mrIGCBDO/OCuPtOhjmz8jnN62N/Vz8RMrkGUO2lq0scfBnW9txuL08tJN44/qtfLN7nZueXnDoNeplQrMYRrCNCpMejUJZj1JEXrmj01jTMahh6w7PD4UKEJaL+5utbC9uZ+MaAPZceHEhmuPudKn2+bm4sdXBit6/3PNKC4qTaaxx8HDX1fg8UmUpERQkBiOUqFA2jMTqjDRjOqA96/yNivvbmhkWn4cM/IDm0fK2iw89k0lfklmWJI50J40J+agn2GOF1mW+fV723hvY1PI5Xv/Vvv31SO5ZGTKCT0nQTjTnbbhzf/93/8NyXG2bNnChx9+KMIbQRAEQTgFnfPIUirabTx42XCWV3WxcFvrgNucXZRAdpyR7U392Nw+Hr6ylNx40yBHE4STw+b24fD4iDcdOuBYV9vD2+sbuWZ82mFnBhzI7fNz36e7eXtDIx5foEXYsCQzf7pgGKPSI9nS2MeS8k7e39hE957d04WJJv58YRG58eF0Wt3oNarDDlqu7rTx3PJacuPDGZcZxbAk80EX/E8Um9uHXq0c8gqNTqub+xbu4tvdHcE5QCa9mnOLE0mO0OOVZF5dXY/N7WNYkpmXbxp32BBrS2Mff/loR3AwNMCfLhjGj6ZlD+m5A/TaPXy2o5W2fhcXlSaHDP/dv5IqNSqMT342laj9KpWON4vLy8NfBeZF1HTasLgOPmcJAoHjcz8cx/DU03OehHBs9s67efSqkcwZFs91z6+jusOGXqPC7vYFh95nxxqZlhfLxOwYZg+LP6V35p8KZFnm71+U89TSgTN/w3Vq7r24mKpOG88uq8EnyYRpVNx9dh43Tck66e/3wqlhb2vRYUlmPvnZlJDfv6uqurjjjU30OgIbRNKjDbx3+ySijFoWbGqmqtPGpJwYJufEYHP5WFHVRWOPg7GZ0cSbdMx7YiUWl4/rJqZzfkkSq2u62dLYx7am/gGbTvbSqpU8+8OxwaDjQPXdduY/tRqnx8+v5xZwzfh0/rukmkcXVbDf3hbMejXZceGkRoWhVSvRqpScXZTAnGGDb2rZy+eXuP75dayu6UanVuL2SejUSn51TgGPL6466HlD4HPFuMxo8hNMZMUaWFXdzcdbW9i7+jq3OJH8RBP/XVIVbD21l0alYEJWDFNyYylNi2B4SsRxnQ0lyzIPfl7G08tqUCkVPH3dGNbX9fD0shoAzitJ5MlrR4tWd4IwxE7b8EapVA7ZG8LeUk4R3giCIAjCqaOm08bsfy1FrVSw8c9nY9ar2dbUj9PrJ0yj4rPtrTy/ohafFPrxJC8+nI9+NkXs0ha+k8YeB0sqOnF6fFw4IjnYRsznl3B4/YNWWUiSzKfbW2nqdZAbF060UcsHm5tZsKkZp9fPqPRILh2VQnJEGC6fH6NWzbS8WNQqJevrerj++bW4vIHg5epxafx2buERLagfuAuyNC2SH03N4vzhSQN2c3p8EovLOwA4a1jCgOuFgTw+iQ31PXj9MhOzo0MWhnc093Pji+vpsrmJCNNw91l5XDUunW/K2lmwqRm9VsXlo1MoSY7gn1+V886GwPcoXKdmck4MX+0KtHD75dn53DglM7joYnP7sLt9R912pK7LzvLKThaXd7KsojPk/XF6fhzXT8xgen4sb6xt4N5PdqFRKXjv9smUpkV+x2fp2MmyTFmblfc3NrFweytmvYabpmQytySRT7a28PSyGpp6nYRpVDx69UjRJ/17wuLyMnLPvJvVv589YIBxv9PL88treGFlHTb3vvCvNC2Sl28aR6ThxIWRp5Neu4f7Fu7m/U2B96I/XTCM+WPSqOq08uDnZcHh0nudNSyBey8pJiVSDJAW9um2uZn1zyVYXD6SIvRcNjoFk17DqupuVlZ14ZdkhqdE0O/00tDjICfOiF+SqduvclevUQY/8xxoZFok7/x4Elr1vlBIlmXaLC6sLh8Oj58+h4cOi5uF21tZWtGJVq3kv9eOJi3aQFOvg/RoA7nxJrpsbi7/76qQquFIg4a+PeFSaWoEPQ4PTb1ODrbi+fvzCvnxjJyQy7x+iVXV3VS0WVlZ3cWS8k6MWhXv/3QyD31RzrdlHcHblqZFcm5xAjubLdR22VEoQKlQUNtlD3n/2t/4zGg2NvSGVE6fXZTAhKxodrVa2FjfG/I17ZUcoScnPpwRqRHMG5lCXoKJ6k4bb6xtoMfu4dJRKUzLiz3oemq/w8u35e3sbLZQ3m4lNlzHHbNyyYwx8OePdvDmukAF5EOXj+DKPVWRH2xqYn1dD78598g+twqCcHRO+/BmqE5JhDeCIAiCcGr575Jq/v5FGdPyYnn1lgmD3qai3cozy2rQqpUUJ5t5dFElnVY388ek8o/5pSf4jE8NkiTz6DeV9Ds8/M/ZBUQYRD/6I1XVYeWjLS0s3NZKTZc9eLlKqWBOYTw+SWZ9bQ9Or5+HrhjBZaNT97uvjd+9v40N9b2DHfqgsuOMXDshg0e/rsDq9pEebaChJ/DHeHKEnvd/OnnAouWBnltew30Ld6NUwJPXjuHc4gSx6/EEauh28OPXNrJ7TxswjUoxYHfs/i4fncpvzysgLlzHI19X8Ni3VUDgdVaSEoHV5aW2y44sw7S8WH4yM4d4k55V1V1UttsoSTEzJTeW1Kh9bWgsLi93vL6J5ZVdIY9VnGwmKULPt2Udwd3FJr0al9eP1y9zz0VF3HiK9+W3urz87I3NLK3oRKGAS0elcOXYNCZkRYvX+Rns27J2bn5pA5kxBpb8etZBb9fv9LKqqos1Nd18uKWFfqeXggQTr94yHrdPoqzNSkmK+bDvo2c6n1/ildX1/PubSvqdXhQKeODS4Vy9X9tGn1/isW+r+M+3lSSZ9dxzcTHniLBUOIgvdrTx2/e3DVpVMm9kMg9ePoIOi5srnloVbDkaG65len4cq6q6abO4gECVcFasgdXV3fQ6vEQbtXzy86lHHBh6fBJ3vLGJr3e1D7hufFY0drePnS0WUqPC+OGkDP7zTRVWtw+DVsVfLynh8jGBz3Iur5+6bjs1nXZa+pz4JJnKdlsw6LxlahZXjUsj0qDhq53t/HdJdbBF2l5PXTeauSVJWF1e5j+1mrI2KzdNyeT35w0LCaL28vmlYBBT22WntstORJiG22fkUJISQXmblXs+3klVp40/nj+MS0Ymh/zeq+m0sbi8k031vWxp7BtwPgBp0WE09oRenhcfzh8uGMasgn2tp6s7bby4spb3NzYHqxr3UikV5MWHU9ZmRamAv84r4doJGYf71giCMERO2/AmIiICm83G9OnTueeee475OF988QV///vfRXgjCIIgCKeYeU+sZEtjH/dfeuR/IKyq7uK659YiyfCLs/KYkhtLolmP1eWj1+EhK9Y4YBD7meahL8p4ckmgFUpKZBiPXTMqpA/4poZefv3uVqblxfG/Fxad8nMCbG4fu1stjE6PGtIqEUmS6XN6qe+2821ZB1/vaqeszRq8Xq1UMHrP87autmfA/ZUKeOyaUczIj+OppdU8u6wWj1/CoFUxqyCeum47zX1OJmXHcMPkTLJjjXyyrZUvd7YFZoeolVS0W4NtRSCwyPDyTePZ0dLPr9/dSl23g8JEE+/ePilYkdHv8LKiqou1td34JBmlAt5Y24Akw/9eWMTNU0/thfgzlc8v8db6Rv71VTm9Di9xJh1Xj0vD7vazYHMTvQ4vJSlm7r24ZEBf/hdX1vLyqrqQHckQmEF0qL++ipLM3Dknl9EZUdz4wnp2tVpQKxWMyYhien4c5xQlkLenVVpDt4NXVtfxybYW2i2BRbTzhyfyxA9Oj/YmPr/EvZ/s4tU19cHLIg0azHoNBq2K4uQIzi6KZ1peHMZD9P+XZZnaLjtbm/po6XPRbnHRbfdgdwd2cmdEGxidEcWErGiy4w7dQlA4vv722W6e2TPv5sHLRxzRfSrarVz33Fo6rO6QWV/RRi0v3zT+e9t2z+b28dPXN7GsohMItMz8y0XFTMqJGfT2HRYXEQaNaD8nHJbb5+eb3R18tKUZSYaJ2YF2aMOS9q1rVbZbeeDzMkanR3LTlCyMOjWyLFPVYSPSoCXOpAPAL8nsarEQb9YdddWpxyfxy3e38snWFkx6NSmRYVR22ILvAZEGDe//ZDI5ceG0W1x8vKWFs4sSyIw9/PD0p5dW88DnZYNeFxuuZUJ2DLlx4UzLiw1peevy+mnrdx3RYxzO3m5Bh9Pn8FDdaaOqw8ai3R0sLusIflacXZhAcqSe9zc2Yff4USkVPHrVSC4qTea1NfXc8/HOYLVuQYKJSTkx5CeY+Lasg0W7A8GYVq3ksatHMbdEhLqCcCKdtuHNnDlzWLx4MXl5eZSXlx/zcV5++WVuuukmEd4IgiAIwimkrd/FxAe+QaGAtX+Yc9hZIfv796JKHllUMeh1WpWSf8wfccYO0nxrXQO/+2A7APEmXXAB68fTs/nprFwq2q388Pl1wRYNN07O5C8XFZ2yi7dLKzr53fvbaO13MTE7mkeuGnnQ3dMtfU4+2NRESlQYZxclogBeWV3PuxsbSYkM4845eYxKi+TDLS08u6yGyg4rB3TcQ61UMCM/jotHJjO7MD4YmJS3Wfl0WwsRYRomZMXw2pp63t7QGByc27NnhszMgjjuv3T4Ee8Wtbq8PLe8ludX1FKUZOb5G8cGH7Op18GlT66i0+pmSm4M4zNjWFrRwZbGvgHnDXDV2DQevHz4Kfu9/L6wuLzUddlDZgG5fX5a+1ykRRsOGUA29TrYWN9LRJiGkpQInB4/zy6v4a31jSiAsZlRFCSY2drUx5bGvuCilFatxOOTiA3X8tJN4ylJOfgCtSTJbKjvpbzdyuWjU0679pIb63t4d0MTn25rHbTVTJhGxc9m53LrtOyQXc5Oj5/7P9vF59vbgjOfDufsogR+eU4+hYni77OT4eLHV7Btz7ybeaOO/Hd2Q7eD655fS0OPA41KgVmvodvuwahV8ewNY5mcE3scz/rU02FxceOLgXA3TKPiTxcO4+px6aJlpnBGcnn96NSBLj2t/U7eXNvAhvpefn1uAaPSow5/gIP4aEsz/11STZvFRZ/DS1KEnh9Pz+bq8enoNaduyNlj97C+rofiZHOwWtfi8nLPRzv5YHMzSkWgpeqS8kCwOz0/jttnZDMpOybk8+Tamm4+2NTMleNSGZNxdDMZBUH47k7b8Ob3v/89f//731EqlXR3dxMRcWy7aER4c+pq6Hbwuw+28c/5pWf8LmlBEAQh1Cur6/jfj3YyJiOK938y+aju65dknl5Wzaqqbup77LT3uzGHadCplcF2Ar+ZW8Dt03NO+aqTo7G8spMbX1yPX5K5c3Yut07P5g8LdvDJ1hYA4kw6nB4/NrePvPhwKjtsANx9Vj53nZV30s67vM3Kk0sCbaPSogxEGbX0OzxUddr4bHtbyG0jwjT88fxhnDc8MRhy+PwSL6+u519flePwBD7L6TVKdGrVgFYe+/c43yvKoGFSTgxnDUtgVkH8EfXq9ksyv3xnCx9uCTy32bFGfnteIecUHVu7Mr8ko4ABr8ftTf1c+fTqAe0r8uLDmZYXR0SYBqfXT1KEnqvHp4ld0mcol9ePQkHI97fP4eH5FbW8sKIWu8dPalQYr94ygawh2OF7OnB6/NR22XF6/fQ7Pays6ubrXe3BloM5cUZ+fW4BM/Lj6XN6uPWVDexoDrS106qVjEiJICPGSGKEjhijjnC9Gt2eargNdb2sr+tBkgPVTxeXJnP3WflDsntaODKHm3dzOFaXl8YeJznxRrx+mVtf3sDqmm60KiWPXXNm7hrvd3j55btbUShgQlY0qVFhLC7r5MtdbfQ5vMSGa3nhxnGMSI082acqCKc1r19CrVSc1ptlJEnmDwu289b6wPwahQJ+dU4BP52Zc1p/XYJwpjptw5sPPviAK664AoVCwZdffslZZ511TMcR4c2p6wfPrmFVdTfDksy8e/skwg/RAkEQBEE4s/z41Q18ubOd38wt4Kczc4fkmJIk88Dnu3l2eS0QaHsVEaYhPcbIpSOTuWRkymk7ZLO8zcoV/12F1e3j0lEpPHxlaXA24Ne72vnbZ7uDLZkmZkfzwo3jeHt9I/d+sguAey8u5obJmSf0nGVZ5rU19dy3cDdu3+ADaxWKQHXQFWNS+d3729ne3A8EKqjGZUVhdwf6k+8/dNbq8gXn1WTFGrltejbbm/t5d0MjXr9MjFHLrdOzmTcyhZhwbbA64mj5/BLPLq8lIkzD/LGpx3ycw1la0clfP91FXnw40/PjmJ4fJwZHC0E9dg/f7G5nVmE8seG6k306J5Usy3y4pZn7F+6myxaortk/yI02avnn/BFMyY09bNBZ1WHlka8rWbi9FQj0+79idCqXj0lldHok6sP8vLu8ft5c18D25n6KksyMTIskzqRDliFcr/7ef68OZ3FZBze9tJ6MGANLDzHv5ki5vH7uemszX+5sR6mABy8bwfyxqexotrCquosehweL00tOXDg3Ts487Pf3VPQ/b2/hg83Ng16XE2fkxRvHkx5jGPR6QRC+fyRJ5u9flPHVrnb+dMEw5gxLONmnJAjCQZy24U1TUxPp6YHhevfffz+///3vj+k4X375JQ8++CAAixcvHrLzOxoivBlcU6+DeU+sosvmZnZhPM9cP+a0/CAtCIIgHB1Zlhl73yK67R7e/8mkIS/Pf3lVHQ98vhuXNzQw0KqUTM2LZXZhPHOGxZ82w43bLS4ufWIlLf0uxmdF8+ot4wcsTHp8Em+srael38UvzsoLtkp6+OsKHvumEoB/Xz3yoO3kJElmd5sFWQaDVkW8Wf+dNlXIssz/vLOVBXsWmmYWxDEpO4bGXgd9Di9RBi1RBg2zCuODbS48Polnl9fw/samYDizl1mv5nfnDePqcWkoFLCzxUK/08uErOjgZ4emXgeVHTYmZEWfdq2iBEE4cv1OL08uqeLTra3BasvCRBPP/nAsadFHt3i9o7mff31VzuI9LWUgUME3NiOK9GgjKVFheHwSVpcXGYjZswHgxZV1gw6O3uuHkzL4w/nDTul2O/uTJJmaLhvZseEnpGL171+U8d8l1cwfk8o/5pcOyTF9fok/LtjB2xsCO82TIvS09rsG3G5aXiyPXzOaCINmSB73RFi0q50fvbIBpQJun5FDWZuVxh4Hk3JiOLc4kfFZ0cdtg4EgCIIgCMfXaRveADQ0NCDLMiaTiejo07fvoghvDm5LYx9XP7Mal1fiqrFp/O68wtN2V7QgCIJwZGq77Mz65xK0aiXb7znnuLSC8vgk+hweeh1e1tR08+7GxmBLHQhUfJxTlMCt07KxuX28t7GJXa0W/nHFiFOm17Pb5+fLne3855tKKjtsZMcZ+eAnk4k0HPnvSVmWuefjnby8uh61UsG/rizlwhHJwV74PXYP729s4tU19cF2RAA6tZIfTEjnJzNyiD/MUFmX18+TS6rRqZX8ZEagVd0baxv4w4LtaFQKfn/eMG6aknnEbRpkWaai3cb6uh5iw7WkRRvIiQs/bRZBBUE4MWRZZlerhbJWK3NLEjF+h8B5Q10Pr66pZ0l554B2jAeTaNZz6egUqjpsbG3sC7Z13DurJy8+nJ/MzMEvySgVCs4qSiAi7NQKDGRZ5tuyDv7xZTllbVZumJTBvZeUHPfHveK/q9hQ38tDV4zgyrFpQ3ZcWZZ58Isynl5aAwRmJE3PjyU1yoBGpeTlVXU4vX6yY438aFo2adFh5MaHnxKbOXx+iaeX1bCutocwjQqDThWs6vrp65vosLq5bXo2fzh/2Mk+VUEQBEEQhtBpHd6cKUR4c2ifb2/lJ69vAgI9qs8vSeTaiRmMzYgS/ThPAJd37/wAsSgmCMKJ8c6GRn7z3jbGZ0bzzu2TTtjjVrRbWbS7nW92d7CxvnfQ22TGGPjiF9NP6nuiX5J5cWUtTyyuondPu7AYo5YFP51yTC1RJEnm7ne28NGe+S1JEXpmFsSxq8XCtuZ+9n76M2pVhOvV2N3+4OKjTq3k9hk5/Hx27qDVsW39Ln782ka2NvYBcNnoFH46M5eL/rMCp9fPny4Yxo+mZR/DsyAIgnDi+fwSWxr72N1qob7bQavFhV6twhymRpah2+6h3+llam4MP5yUOejvimUVnfzy3a10Wt0hlyea9Tx0xQim58cd07ltbezjP99WcffZeRQnH9s8WIB1tT28tb6B5l4nTb3OkAoilVLBl7+YTm58+DEf/3BcXj8j7vkKj19iya9mHpdZQ1/vascvyczIjyNMu+97tLOln1tf3kDLARU5ufHhzMyP44bJmUddvTUUOiwufvbGZtbV9Rz0NtlxRj67c5r4m00QBEEQzjCnbXijVCpRKpVs27aNoqKik30634kIbw7vix2tPL64KmRXdF58ODdNyeKa8WkixDlOLC4vFz62gg6ri/OHJ3H1uHTGZYrQTBBOdbIss76ul5Y+J26fH41Kyci0SLJijdg9flZUdtHU6+CCEUnB3aSyLFPf7SAjxnDSf8Z/895W3tnQxE9m5vDbuYUn5Rwq2608u7yGDze3YNCpuKQ0mc93tNFhdXPn7Fz+55yC4/r4siyzqaGX1n4XfQ4vsiyTEWPEHKbhvk93sWFPuJRo1nPl2FSunZhBwmEqYA7F65f4x5flvL2+ccCu8uJkM9dPzODikckYtGpkWWZFVRePLqoMhlzjs6J57OpRJEYEzqHf4eXzHa3886sKumxuTHo1Do8fvyRj0KpwePxMyo7h9R9NOCEteARBEE4lPXYP//iyjJpOO2FaFdWdNhp7AiHJ5aNTmT82lbEZUWxq6OOtdQ1UddpIjQojM8bIhSOSKUoO/ZvR5fUz99Fl1HU7SIsO47M7p2HSH7qKR5Jk/u/TXXy6rYWZBfGcV5LIwu2tfLApdG6KXqPkxslZ7G61sLSik7nFiTx1/ZgBx3N6/Kyt7WZtbQ+lqZHMLUk8pudmTU03Vz+zhjiTjnV/mHPCP5N0Wt08t7yGyg4b9d12arvsSHtWQRLNehbeOZWY4zSz6NXVdby8up4fTsrgugkZKBTw5c52/vThDrpsbsJ1au6ck0uYJjDHaWN9L+tqe/DLMm/cOpHRe9qMCoIgCIJw5jitwxuFQsH27dtFePM9sq2pj9fXNPDx1haceypCfnFWHr84Kx+AJeUdLK/s4o5ZuUR/D9urtVtcfLK1hYtHJhNvOvginscnsaKqk2FJ5pA2AM19Tkx6NeY9f+zd8/FOXlpVF3LfeJOO2YXxzMiPY0xG1GHb5QgBjT0Ovtndzu5WK7VddkZnRHH7jOyjam8kCHvJsozT66e2y87OZgtNfU7OKUqgJCUCSZL5y8c7eXVN/YD7xRi1WFxevP7Ar3ODVsUvzsojMSKMJxdXUdZmZUZ+HP/5wajg+8Dx0O/08sbaBt7d0Mj4rGjuvaQ4pDXa7H8uoabLzgs3jmV24ckdnunxSSgVoFYp+Wx7Kz99fRMalYLP75pGbrzpuDxmWZuFP3+4g/V1g1f/QKAK5k8XFjF/TOqQzoNz+/zByqOiJDNTcmODgcyBZFnmoy0t/HHBduweP3qNkuSIMEx6NbtbrXj8gZlChYkmnr5+DLtbLfz8zc14/TImvZovfzGd5MiT34pGEAThZHN4fPz98zJeXr3vd7dOrcTtkwbcVqtS8r8XFXHthPRgsPHYN5U8/HVF8DaXj07ln/NH8NraBp5eWs28kSncfXZ+sCWmzy/xm/e2DTrgXqGAK8ekMTk3hkSznoJEE5EGLRXtVuY+ugxJhgU/ncyo9CgkSWZ5VRdvrK1ncVln8H0f4L55JVw3MeOon4v/fFPJv76u4ILhSTxx7eijvv9Q63d4WVHVxb++Kqemy860vFhevmn8kG88eHFlLfd+siv4/3GZUejUKlZUdQGB36VPXjua7LjQqievX8Ljk75TW0BBEARBEE5dIrw5BYjw5uhZXF5eXFHHI4sCf6Q8clUpnVY3D3xehizDmIwoXv/RhO9V2XiHxcX8p1dT3+0gPdrAG7dOIDUqtKy/1+7h9bX1vLK6ng5rYCf0o1eNZGZBPI9/W8W/v6kgyqDlxZvGoVQouPjxFUgy3HtxMbtaLHy6rQX7nn7de6VEhlGcbCY/wcSI1AjOGpbwvdpF3e/wUt9jx+nx4/T6cXkD/yZHhDE+KxqFQsFn21v51btbg73O9zLp1Nw+M4cfT88e0sVX4cxkc/t4YnEV729sotfhCQYweykVcMvULDqsbj7a0oJCAROzYjBoVVhcXrY29ePZswiUFWvEoFWxs8Uy2EORGx/O8zeMJSPm0K1K/JJMa7+TlMiwkJ2xsizTYXVT02knyqihMDHwu83nl3hicTXPLKsOeS+ZlB3DU9ePISJMQ7fNzZj7FgGw9X/POaUGBsuyzC0vb+Dbsg7GZ0Xz9m0Tv/OOYFmWeW1NPS+urEOhAJNew/bmfvySjF6jZERqJJFhGiQZ6rrtNPY4mJAdw/3zSk5K65bB1HbZ+fmbm0KqYwHyE8K5ZGQKN07ODC4qLS7r4InFVdwxO5dZBfEn43QFQRBOWevrenhrXSOLdrfT7/Ri0Kq4uDSZ6flxtPa7WF7ZyZLyTiDQhvJ/zs5HkuDsR5bi9kncPCWLl1bVIslQkmIOeV+eWRDHP+eXUttl59llNXy1qx2VUsFv5xZQ3+1g0e52UqMM/OmCYYw6SAXHr9/dyrsbm8iLDycjxsDOFgut+7UYS47QkxFjZHVNNwB/PH8Yc4bF4/T6iTHqDroZYH/XP7+W5ZVd3HNRETdOyfouT+eQKm+zcskTK3B5Jf7n7HzunJN3xPeVJBmfJKNV7/u8v2hXO9+UdZBg1uH2Sfx3STUA5xYnsLyyK/h3g1at5LZp2dwxKzekxZsgCIIgCN8PIrw5BYjw5tg9+HkZTy2tRqEg2JNfq1Li8UtcOCKJx64eNeRBQq/dw/2f7UaW4a45ecc0X2AotPY7WVPTTW6ciaRIPT94dg0V7bbg9SmRYTx/41jiwnV0WN28tqae9zc14fIGFm/3Pk8QaEFX2bHvvgatiqQIPdWddi4qTeY/14wCAjuy19b08G1ZB2tquilvt3Lgu8Kk7Bj+eWUpKcd5N3W3zc2Czc1cXJp80qp/Vld3c8vL6weEMnvlxBkpTY0M7mosTY1gRn4ciRFhvLK6jrI2KxBYcP/zhaf3+5hwfC3Y3MTfPisb0B/fpFdTkhyBTqMMLuYAqJUKHr5qJBeXJgcvc3n97Gq1EGXQkhVrRJJk3tvYxINflCHJMjdPyWJsZhR3v72FdoubMI2Ks4oSuGB4EuYwNX0OLxqVkml5seg1Kmq77Pzi7S1sbeyjMNHENePTCdOq+GZ3O6uqurHumYkCMLc4kVunZ/HQF+WsrQ30ay9IMHHhiCSeXlaDze0jPyGc126ZwObGPn786kbyE8L56u4Zx/mZPXpNvQ7OfngZTq+fR68aybxRKcd8rG6bm9+8t41vyjoGXHdeSSJ/urBowHupLMsnva3dYCRJprrTRrfdQ5/DS2asIRjaCYIgCEfH65cob7OSEWMIaX8myzLPLKvh71+UBVt5xRi1dNs9TM4JtKJ85OsKHvu2Cggs/F81No13NzYG/wbYS6tS8vgPRnFO8ZG3N2vpczLzn0uCm0Eg8Fnk8tGpXD0+jYKEQEXqg1+U8fTSmgH3z4gxMCk7hh/PyCFrkFk2Pr9E6b1fYff4WXjn1O80u+d4eG9jE796dysKBbz/k8lH1KZsTU03f1ywnXaLm9tnZHPD5Ewe+bqSF1bWDrjtj2dk87u5hTT3OXng8zLUSgW/PLvgpP29KQiCIAjCySfCm1OACG+OnSTJ/OzNTXy2vQ2lAv58YRGFiWZ++MJavH45+AH4YAtdPXYPb69vpM/p4eez8wg/oNy8z+HhpVV1yHJgt5rbJ/GLt7bQZgnsMNOoFFw/MZO75uQFd4fb3D4+2NTE5JyYQ7bUkeXAwinAvFEpaI6i8mJxWQd3vbUZiyuwOLo3vEow63j8B6P57XvbqOmyD3rfkhQzt0zN4tzixJD2DAatij9fWMSn21pYWRXYLReuU/PtL2ccNByxurxsa+qnvM1KRbuVj7YE2tmZdGoeuHw4F45IHvR+35XPL3Hl06vZ1BBYNF7w0ynHbSdaY4+DfqeX4mRzyOtoY30v1z+/FofHT4xRS4RBQ5hGRZhGhU6jZEtDX0hlwW3Ts/nNuQXBChtJknljXQN/+nAHAP+cX8oVY1KPy9cgnN6eXFLFQ1+UA5AZY+B35xVSmhaJWa/BoFUFX5eLyzr404c76HV4eOLa0Udc1eD2+VEqFMH3oHaLi9tf28jmhr5Bb2/Wq5ldGM+XO9uD7SsHo1RAapSBpl5HcIEJAu2+7ru0hHkjU1AoFOxs6eemF9fTYXVTsKeC792NTfxgQjp/u3T4EX0NJ9oTi6v4x5flxJt0fPurmQN+d+zl9Us09jgwaNWE69W09Tspa7Oys8XCxrpetjb14fZJaFVKfn1uASUpEfQ7vSRG6BmZFnlivyhBEAThtLGmppt/L6pkTW03ssyedp7TyY0Px+uXuPvtLfQ6PPzlomLyE0zsaO7nx69upLnPSYxRy4TsaG6aksW4zOijfuyvd7WzurqbrFgDOXHhjEqPGvA5XJZlnlxSzdNLA9Ukeo2KLps7+HnApFfzxA9GMz0/LuR+25v6uejxFZh0arb85Zxgm7dTyS/e2syHW1qYlhfLq7dMOOjt+hweHvisjLc3NIZcvv8GuivGpKJSKGjpdzIjP45bpmadkhs0BEEQBEE4eUR4cwoQ4c134/L6eXFlHSPTIpmUEwPs2xUFcM34dP56SXFw0XzvEOi31jXy0daW4M6xnDgjT18/htx4E7Iss3B7K/d8vJMum2fAY2bHGkmJCmN5ZaAHcbxJx98uHU5MuJZfvL2F+m4HBq2K/1wzijnDBs5rkGWZBz8v4+llgR1p6dEG/ufsfC4YkYRGpUSWZT7e2sIrq+uZnhfH7TOz0alVuLx+/rukmse+rUSWA/frdXiwunxEG7W8fdtE8hJMdFrd/PjVDWzas/iqVSmZnh/Hj6ZlMWFPK6+9Pt3WwtLyTn46K5esWCNun5/fvreNj7e28MBlw7lqXPoRfy/quuzc/c4WNjf0oVTAM9eP5ayiI5tXsa2pj4wYIxFhh2+R9OiiCh5dVBn8/2WjU/jX/FIUCgV+SWZZZSfvbmik3eLmnouKGZ56dLv2nB4/mxt7eWllHV/vbkeWYWRaJL88J58Es54tjX389dNdWF0+pubG8twNYwe06LO6vCzY3Myi3R1cOTb1oEHWw1+V89i3VWhVSl770QTGZx39H9HCmev5FbX89dNA//M7ZuVw55y8kNkwB/L5JdxD0PdclmW2NPbx6bZWFpd3oACiDFpa+1009zmDt5uUHcNfLi5ibU0PH2xqQgZmFcQzZ1g8hYlmtGol5W1W7lu4i+WVXQxLMvPED0YN6Nfe0O3giqdW0bFfZdEjV5Vy6ahTM9B0+/yc+0hgMPSPp2fz+/OHDbjNkvIO/vzRjuAA6oMpSDDxyFUjBwyfFgRBEITDaelz8sWONnLjwwcEIQfy+SXaLK4BrU5PFKvLy4a6Xh5fXMXG+l5USgW3TssmJVKPVq0kI8bIhroe/vlVBTML4njppvEn/ByPRGOPg5n/XIJfkoOzf+xuHyurusiMNZITF87C7a383yf7/o78wYR0xqRH8fDXFYEZozo1/5hfytySI696EgRBEATh++m0D2927NjBsGEDF01OJyK8OT5eXVPPXz7agSTDjPw4RqdH0W13s6yik7puR/B2w1Mi6LS6abO4MGhVFCSaaOxx0mULLCLmxoeTnxDO8oourG4fl41K4a/zSjDq1Cyr6OSej3cGq1yUCpDkfTuqlAr44wVF3Dg5M7hzTJZlHvqyPNjXOMqgodfhBSAiTMM5RQnUdNnZWL9vUHV2nJG5xYm8s6Ex+EfAdRPT+fOFRaiVSqo6bMSEa4kN14U8Bz6/hEqpOKY/0Gxu30F3kx+Kzy/xuw+2897GJvQaJW/eOvGgfbP32jugMzZcy/2XDufcPe0bJElGoWBAxcuVT6/GL8ncODmTV1bXIclw4+RMLC4vK6u6aLfsWwDWqpT84fxC5o1Kob7bQVmbhbU1PWxq6CU1ysCvzi1gZFokNZ02/rukmjW13TT1OkPawWnVypD2EHuNy4zi5ZvHY9Ae+0K5JMn8+LWNfL2rHYBR6ZFcNjqV+WNSv1czm4RQFe1WXl9TH6yMu2tOHnefnX+Szyrwel1Z3cXHW1ooTjbzw0mZR9SaUpZl6rsdpESFHbTKsLzNypVPr6bfGXg/XP6bWafMTJfBfFvWzs0vbUCtVPDYNaOYnBODSqlgTU0PCzY38dn2NiDw/uGXZPySjEGrIj/BRGGiidHpUYzOiCInzih22QqCIAjfG26fnz98sIP3NzUd9Da/PreAO2blnsCzOjq/encr721sYnZhPI9cOZLrX1jLtqZ+IPTvhtz4cB64bHiwwsnl9bNodzsj0yIHzCYVBEEQBEEYzGkf3iQnJ6PRfPdhxgqFgurq6iE4s6Mnwpvj58udbdz55mbcByy8G7Qq5pYkcu2EDEanR9Jt9/DzNzYHh2tCYNH/JzNz+OmsHHRqFV6/hN3tI9KgDTmWy+vnka8reHZ5DZIMF5Umc89FRTz0RXmwTD7RrOfyMSnIMqys7mZrYx8A/3dJMVeMSeWlVXW8sKI2pMonTKPiqnFpfLqtNRgkQWCWza/OzT9ld6RDoFXQj17ewNKKTsx6NVlx4fQ7PIzOiOL+ecNDWitUtlu54D8rQsKRCVnR9Do81HTaiTPpmFkQT3Gyma2NfSza3U6vw8u8kck8evUonlpazYOfl4U8fqRBw7yRKTT3OYOhyKGMTo9kS2NfSGunSIOG80oSuWVqFuYwDU8uruaNdQ1olAqKks2MzYzmpzNzQvqQHyub28cv39nC17vag+eQFx/OP+eXUipaJ53RGrodJEbogwNsdzT3878f7QhWzQHcPiOH384t+F4s8G9q6OWG59eRFm1g4Z1TT/mv+eaX1vPtfvNqVMpA9R8EwvybpmRx99n5GLUqnF4/erVqyOewCYIgCMLpRpZl3t3QxPKqLnx+CafXT0WblZZ+F2qlgoV3TqMg8eDtp0+22i47c/61BEkOdGSo6bJj1KqQAYfHj1al5Gezc/nxjOxDVkwLgiAIgiAczmkf3gzVKSkUCvz+g/fuP55EeHN8bWns49XV9WjVCqKNWvLiTZxdlDCgrZDPL/FNWQeSJJMWbRgwIPRwdrda6LZ5mJIbE3xtPr+ilscXV9G3p7Jmr73zeW6akhW8zC/JrKvt4cudbaiVCn40LZvECD39Ti8Pf1XOrlYLP5iQzoUjko9qPs7JYnf7uPqZNWxv7g+5fHZhPE9fPwaNKrAr7dInV7KzxcL0/DiKksw8s6w6JEQZTE6ckQV3TMGs1yDLMn/9dDe7Wy2MyYhiXFY0E7Ki0WtUyLLMS6vqeODzMjw+iQSzjqxYI2MzohmdEcln29t4f1NTsMpmTmE8N07JZFiSmRijdsDCsdcvoVIojtvia4fFxcdbW3hqaQ1dNjcqpYI7ZuVy15y8k9bzu77bzte7Aq3j1CoFU3Jjyd8zjFaWZd5c14jF5eVHU7OCrQmFI7O3JVqCWcfNU7Lw+CT+/U0lPklGrVQwZ1g8V49LZ2ZB3CkfYgwlq8uLVq08LRY7euwe/vVVOatruqnpDFRgZsYYmJIbyzXj0ylJObUGLQuCIAjCqazb5sYvyQedt3kqufvtLSzY3AxAjFHL67dOIC/eRG2XnSiDhpgDOiIIgiAIgiAci9M+vElKShqSyhuA2traITnO0RLhzZnN7fPz9a52Fm5rJUyrYlJ2DJNzY0mJDDvZp3bcOTw+lpZ3olIqcHr9/Oa9bbh9EpeMTOa8kkQ+3dbKp9taiTRo+PIX00kw69nR3M+62h4yYw3kxpmo7rKxuKyDqg4bw1MjmJwTGwxnjpTT40dGHrS92Y7mfj7b3sp5JUlHPRvneOm1e/jfj3fyydYWAM4aFs+jV486pjZ2R6rP4eGFlXU09ji4uDSZGflxvLOhkXs/2RUylF6rUvLCjeOYmhcbMo/lguFJPHLVyGAFCQQCyRVVXayq7mJdbQ/dNg8PXTGCidkxx+3rOJX4/BJPLqkOVtqFaVXcMjWLUelRbG7oZf5Tq/ENklSeV5LIvZcUE2869RcuhH167B7cPj9JEWf+e7sgCIIgfN9Vddg4/7HlRIRpeONHE8hLOHUrhQRBEARBOH2d9uHN9u3bKSoqOtmn852I8Eb4vvi2rJ3bXtk4YMH6iR+M5oIRSSfprE5dCzY38dv3t+PxSRQmmnjqujFkxhqH7Pg9dg9lbRZWVXXz8qo6rG5f8Lpoo5Yee6CN36j0SDJjAi0htjb2EaZRcdv0bB77thJZ3jfraWZBHD+blYtCEZhN9Mrqepp6Q4e16zVKnr9hHFNyY4fs6xgqPr9Edaed/ITwYKVLa7+Tj7e0cE5xIlmHeO79kkxLn5PECH2wMu6hL8p4ckloO061UsHdZ+fzxtoGmvucnD88kZkF8Ty7rIZOm5u/XFTEvJEp36tKG0EQBEEQhNNRU68Dk05DhGFoNpMKgiAIgiAcSIQ3pwAR3gjfJx9vbeEvH+0gKSKM4SkRzBkWzznFiSf7tE5Zmxt6ue3VjXRa3eg1Sn59biFXjEllSXkHSys6iQzTUphkYmRaZLCd2YH2DoCPCAv8YVnTaeM3721jQ31vyO0KE02Mz4pmwaZmrG4fGpWCX51TwK3TslEqFbh9fm59ZSPLKjqD97l+YgZnFyVw26sbcHlDZ0tBYHbQuUWJjM+K5pNtLSwp70SnVvLQFSM4f3gSGpUSl9fPkvJOwnVqpuadnFDH55e46aX1LK/sYlpeLA9dMYLaTjs/f3Mz3XYPWpWS22fmcO2EdKo7bVS0WWntd9FmcVHX7aC8zYLLK5EWHcb/s3ff0XGU18PHv7Ndq7LqvduSbMu9d9wwHVNCD6EnJCGQwC8hhJCEhEDeEAgklBBKQgm9dzC4gAvuVbJlq/eu7X133j9kLxaSbRlc4X7O8ZE1O+WZ1Wo1O/e59z5w0Vi6XQGue2Y9ADfOLyIr3sSyig4+2N4aOWZuopl3b5xJ3J7yjKGweszK4wkhhBBCCCGEEEKI44sEb44DErwRQhxIi83DLS9vYVVVFwCKAgO9G4/JieeKaXnMLk4h0Wyg1e7loaWVvLyuAUWBhaXpjMiI46EllZFSaLmJZoalx7JobBanjUxHo1Fw+oJ8XNZKaaalX7NYjz/EFU+tZW1tN/OGpfLvyyeg02pYX9vNn9/fQc+ebJ3EaAMXTcph0disSIk7XzDET/+3kU929DZ4TzDrGZ+bwBfVXbj8veO5ZmYBt5027Kj3z/nD22X8d1Vt5PsYow63P0hY7Q1AfbVv1YFoNQpGnQa3P8RVM/L5/VmlQG+PoOfW1POnd8pBgdeun37clOoTQgghhBBCCCGEEMcXCd4cByR4I4Q4GFVVeWFtA3e/vwOnL0hhcjSnjEzHFwizo8XOhroe/KEvM190ezI4BuqpAjB9SBL3XjDma/Ve8gZCrK/tYXJBYp8eN4PhD4a5f/EuXt3QQKfTH1meGmuk3eGLjO2hS8eTGG045LENRo/Lz6sbGtnd7qAkPQ6PP8jfPt4FwB1njuDtLc2RPjXnj8/mz+eOZMnOdv70bjktNi85iVGUpMWRm2gm3WIkK97M8IxYkqKN/OGdskjz2vG58bz4w2n9nqMWm4dgSCUn0XxEzk8IIYQQQgghhBBCnPgkeHMckOCNEGKw7N4APS4/uYnmPn1ROp0+XlrXwEvrGqjvdkeWTylI5OaTi4k16XlxXT0rdndy6ZRcrp5RgOYYlugKhsKsru5iW5ONKQWJjM9N4IPtrfzfK1tw+0MUJEfzzNWTv3GAwxcM8ffFu1lf240lSo9Go7B8Vwf+YP8SbzefXMyN84sIhsK8vL6RWJOOM0dnRJ7ncFjFGwxhNugOeMx3tzazsrKLXywoIjXO9I3GL4QQQgghhBBCCCG+myR4cxyQ4I0Q4nAKhMJ0On0Egio5iVF9gjzHu11tDq76zzqarB5SYo08fdVkRmR+vffFFpuH65/bGMmi2VdpZhwnFaewq83JjhY7s4uTufvcUSfUcyWEEEIIIYQQQgghvr0OJW5w4KnG33GPPPII9957Ly0tLZSWlvLAAw8wa9asYz0sIcR3kF6rIcNy6OXQjgfFabG8/pPpXPHUWna2Ojjn4ZXMLk7mtJEZnD4qgyiDNrJuZbuDpTs7WFvbTV2Xiwl5iSwsTUOv0bCispNX1jfQ5fJjidLzq1NL0GkUHN4g4/MSGJcTL4EaIYQQQgghhBBCCPGtcFxl3tTV1QGQlZWFTnds40ovvfQSl19+OY888ggzZszgscce44knnqC8vJzc3NyDbi+ZN0II0ZfNE+CG5zfy+e7OyLJh6bE8c81kUmNNvLyugV+/vpX9tPSJGJERx2OXT5D+MkIIIYQQQgghhBDihHLClk07nkyZMoXx48fz6KOPRpYNHz6cc845h3vuueeg20vwRggh+lNVlV1tTt7f1sL/1tTT6fSRn2Rm0dgsHvx0NwDTCpOYU5JCbqKZFZWdLNnZDsD0IcnMLEritJEZmPTaAx1GCCGEEEIIIYQQQojjjpRN+4b8fj8bNmzg17/+dZ/lCxcuZNWqVQNu4/P58Pl8ke/tdvsRHaMQQpyIFEWhJD2WkvRYzhufxWVPrKG2yx0J3Fw7s4DbzxgeKX922qiMYzlcIYQQQgghhBBCCCGOCc2xHsDxqLOzk1AoxH333UdmZiaKovDmm2+SlpZGa2vrgNvcc889WCyWyL+cnJyjPGohhDix5CVF88r10xiSEg3ATfOL+gRuhBBCCCGEEEIIIYT4rpLMmwMYOnQoN998M+effz7QW+5nfzcVb7vtNm6++ebI9z09PeTn59PY2Chl04QQ4gD+fX4BrTYveUlmmpqajvVwhBBCCCGEEEIIIYQ4IvZW7AqFQgddV4I3A0hOTkar1bJo0SLOPffcyPL29nbS0tIG3MZoNGI0GiPfV1RUAFBaWnpkByuEEEIIIYQQQgghhBBCiBNGZWUlkyZNOuA6ErwZgMFgYMKECSxevLhP8Gbx4sUsWrRowG2+2vMmNTUVgIaGBsm8EUIIIYQQ3xqBUJiPtreyrdlGYUo0IzMsFKfHotceuCJzbZeLnS12chLM5CVHE2OUjyJCCCGEEEKI7xa73U5OTg5Dhw496LryiWk/br75Zi6//HImTpwIwJNPPkl9fT3XX3/9gOvfc8893Hnnnf2Wx8XFSfBGCCGEEEKckPzBMM9+UcfG+h4SzQaiDFre3txMq927Z41OAJJjDFw4MYdLJueSk2jut58Oh48rn1tDt8sfWTZ9SBI/nTuU6UOSvla/M1VVWV3dRWmmBUuU/mudnxBCCCGEEEIcC1qt9qDrKKqqqkdhLCekRx55hL/+9a/U1dVRWFjIf/7zH2bPnj3gul/NvNkbQbPZbBK8EUIIIYQQxz1VVdnR4qDJ6iHWpMPq9vPXDyuo7nT1Wzcl1sippenUdrnY0mDF7g0CoCgwOT+RRWOzOGNUBhazHlVV+dGzG/i4vI3EaAMK0LVPEGdERhyT8hMoSY/jlNI0kmJ6SxG7fEEufWINvkCIX55SwrxhqX2CPA8vreTejyoYmRXHaz+ejlF38A8/QgghhBBCCHEs2e12LBbLoOIGErwZBEVReOONNzjnnHMGvc2h/BCEEEIIIcR3U5vdi90ToCgt9piNweYO8MqGBl7d0MjOVke/x5NjjFwxLQ9/KEyP28+Y7HjOHpsZCZYEQmE+3dHO/9bU8fnuzsh2sUYd/3dKCTFGHbe8sgW9VuHtG2YyPCOOhm43T3xezYvrGvAFw5Ft0uNMvHfjTJJijNzz/g4e+6w68tjs4hT+cNYIClNiWFvTzcX/Xk14zyeZq2cU8LuzRhyhZ0gIIY6emk4XWxutnD0m82tlJQohhBDi+CbBm8NMgjdCCCHEd0Ntp4t7P6rgrDGZnDoy/ZiNY1ujDUuUntyk/uWnxLfHh9tbufnlzXgCIf72vTGcPyH7iB/T5QuytdFGlEGL2aDlrc1NPLOqDoevN3PGoNMwLD0Wpy+ILxDmtJHp3LSgiFjT4MqSNVs9vL2lmdc2NLK73dnnsf9bWMwN84r6LOt0+lhe0UFFm4P3trbQZPUwpySFX50yjLMeWkEorHLm6Aw+LmvDHwpj0Gn4yZwhvLSugRabl7E58WxusALwxA8msmBE2jd/koQQ4msIhMK02rwDlo4crC6nj1Me+JxOp4+nrpzIvGHyniaEEEJ820jw5jBwOp1UVlYCMG7cOO6//37mzp1LYmIiubm5B91egjdCCCHEiefap9fzyY42AK6akc9tpw1Hp1GweQJEGbSY9Ie/LFOn00eUXku0UUcorHLfxxU8sqyK1Fgjq349D91BmsAfTeGwSm2XC0VRMOg0pMQYMeh6x2d1+7n9ze00Wz3ccnIJM4uSB7VPmydAlF4b2c93QTis8o8lu3ngk92RZYoCf79wLOeMy4osW1/bzb+WVzG1MIlrZxV+o2OGwiqvrG/gbx/votPp6/d4SVosl0/L46wxmYelf0worPL82nr++uFOHN4go7IsvPGT6Qd8Pe9stbPooZX4gmHizXqs7gCnlKbx2OUTqetyccdbZXy2qyOyfmFyNO/8bCb3fbyLp1bWYInS8/2pucwfnkZKjJEet59ASKU0M+6I/O6KIycQCqPTKJJ1sEc4rLK50YpRp6E003Ksh/OtFQyF+dO75Wxvtu95/wgzc2gKi8ZmotUovLW5idVVXVw0KYfrZhX2eX2GwyoXP/4Fa2u6+e0Zwwf9nt3j8uPwBslNMvcpMQlw0cQc/t/3Rh+RcxVCCCHEsSPBm8Ng2bJlzJ07t9/yK664gv/+978H3V6CN0IIIcSJpb7LzUl/W8q+V0aWKD1uf5BAqHdhtEFLcXos9184loLk6D7bN3S7+d1b29FrNfzi5GKGZxz47//OVjt/X7yLj8raMOk1zB+Wht0b6FN26pXrpzEpP/HwneQ+gqEwG+p6KM2yEGPUHXDdcFjlw7JW/r54V59sinizniun5zOlIIlfvbaFhm5P5LFTS9NZMCINs0GLqkKr3Uub3Yui9D6vvkCYZbs62NpoJc6k55enlHDJ5Fy0moPfrN1Q10NmvIkMS9TXfwKOgHBYxeELHjD4EQyF+dVrW3l9YxPQW+7LGwzx/Jp6NAqcOy6bwpRoylvsvLe1JbLd01dP5qTilEGNIxAKo1UUNHuey1VVnfzp3R3saLEDvWXQDFoFuzfI0NQYfjxnCCcPT4usfzh1OHx8sL2F00ZmkBJrPOj6/1tTx+1vbAfAbNDyyc0nkRnf+3NWVZW3Njdz5ztl+INhXr5+GqWZFnzBEBc+9gVb9mTgfJVRp2FyQSJxUXqq2p04vEGuP6mQy6flA7Csop0/vlNOp9OHCiSYDZw1JoPzxmdT2e7kpXUN7G538LfvjWFKYdLheFrEV6iqyqc72llc3saWRiu72hwkRhuYmJfI5IJE5pSkUJgSc6yHedRVdTh5Y2MTb25uorGn9/31jFEZ/PbM4WRYolBVlV1tTj4ua+Wz3R24fCF0WoXEaAM/mTOUyQW9fz9CYZVWu5es+P2/ZwZD4UhwtaLVwdOra2m2erhoYg6njkz/TgTS3tnSzM9e2DSodU8tTefeC0ZHshKf/aKOO97cHnn8vgsOnk25o8XOZU+sodvl5/zx2ZSkx3D3+zsjj6fEGllz2/wj8t4shBBCiGNHgjfHAQneCCGEECeWP79XzuOf1zC7OIXLp+Zxy8ubI03YvyorPoqXr58WuRH27tZmbnttW6T0lKLAojGZZCVE4fKFiDPpmFmUwuhsC6uqOnl+TT2f7GgfcN8mvYa8xGgq2hz8eM4Qbj112GE/V4c3wA3Pb2L5rg6Sog3cOL+ISybnYtBpCIVVOhw+WmweqjpcbKzv4YuqrkjTeoNOg1GrwRMIEQz3vYzMSYxiVlEKL61rIBQ+9EvMUVkWbjt9GNMKk/Z7o/CFtfXc9vo2jDoNNy0o4rpZhei/ks0RDqusqenmna3NRBu03HrqsCOSwRQIhSPHXl/bzW/f3E5Fm4OzRmdy4/yhDE3t28fGGwhx4wub+Li8Da1G4Z5zR3HhpBzCYZXbXt/GS+sb+qyvKL0ZMTtbHaTGGvno57NJiDbsdzzBUJgHPtnNvz+rxmLWM6c4BasnwOI9s7jjTDpunF/ED6blH7eZTqqqctOLm3l7SzO/P2sEV80o6LeONxDC4w/1eS48/hAflbWyeEcbn1V04A+FSTAbCIbVATONAG6YO5T85Gh+/drWfq/lgVii9Lz24+kMTf16QQS7N8C2RhvZCVHkJJjlhiy9P+9PdrTzwCe7KGu2H3Dd/CQzs4tTmFKQxOSCxEEFAw9Vm93L9iYb04YkYTYcOKh9qMJhlU0NPYzIsBBl6JsJtq62m398upv1tT0UJEdTmhnHrjYHWxptkXWiDVo8gRBhtffvhCVKT48rgD8U/uqhIs4bl0VKnJE3NjbR7vBx5fR8fn/WiD7vr602Lzc8v5H1dT2kxhqJN+vZ1da35OHIrDh+OHsIc0tSBl1C8UR0/qOr2FDXw8WTcjhnXBbeQIj3t7XwwfZWUOGUkenkJpr555LdBEIqBcnR/P2isWRaTMy/f3kky3Bbkw2tRuFvF4xm0ZgsNBqFHS127n5/B6oKV0zPJz3OxOVPrcHqDvQbx88XFPH4Z9W4/CHevmEGo7Pjj/6TIYQQQogjRoI3xwEJ3gghhBAnDpcvyNR7PsXhDfKfKycxd1gqNk+A6g4nqXEmUmKMeIMhWqxefvy/DVR3uChMjubSKbl8uL2V9XU9AIzPjSfDEsV721oGPI5GgX3vEZ8xOoOfzy/CFwzz9pZmKtud3LKwmN1tTn7+0maGpcfy4c9nH9ZzbbJ6uOa/6/o1pjfpNYTD7PdGYKxRx9UzC7h6ZgGWKD3BUJgPtrfyr+VVlDXbmVOSwgMXjSXebKCi1cHjn1fT7vDh8QdRVUizmEiPM6GqvaXSQuEwUwuTmFWcwuKyVu5bvAvHnmDZ5PxEfjJ3CDOHJvcJumxvsnHeo6vw79PgvjA5mtIsC8kxBnzBMM1WDxWtDlps3sg6l03J5a5zRh62meOtNi/XP7eBrY1WhqTEkG4x9cmYgt7Ay0nFKZxams7o7HjW1nTx2sYmtjXZMOg0PHLp+D79WcJhlU93tlPebKeuqzdQdu2sQgpTojnznyuobHdyamk6/7hk3ICBlxabh5+/uJk1Nd39HtNqFL4/JZebFhSTeIDgz/EiFFap6XR97SCJqqqRn7WqqlS2O1lR2UkwpFKYEs3WRhsPfrq7zzbnjM3khnlFKErvbPiX1zfy+e4OEs0Gvjcxm7U13Wyqt5KTGMWTV0yi0+mj1eYlPc5EXnI0GXGmAwZj1td289PnN9Jm7w0kmQ1a0uNMmI1akqKNXDercNClBvdV3mwn2qglLyn64CsfZxq63dz+5vZIKbxog5aLJuUytTCR0iwLLVYPa2u7WVnZydqa7kgGJPT+fp0/PptfnVJCapxpwP3Xdbn4ywc7mTsslQsn5ux3HKqq8tTKWl7d0BjJThuZFcd/r5pMcszhCRB1On384qXNfL67k2HpsTx/3VQSow00WT386tUtrKzsGnA7rUbhpOIUzh2Xxckj0qjucHHHW9vZsOdvDvQG1GcNTWbBiDQy46MIhcMsLm/jxXUNDPRJ/5LJufz5nJFoNApbG61c+/R62h19A5xajcLCEWnkJUXz7OpaXP5Q77G0GqYPTeL88dksLE3DqPv2lCPc2mjl7IdWotcqrLx1Xp/X1d7JCHszQzfV9/CT/22kxeZFq1EoSI6mst3J6GwLr/94Ore+to3XNjYCUJQaw7jceF7b2DTgpIYxOfH8cmEJf/u4gs0NVibnJ/LCD6dyw/Mb+WB7KzfOL+Lmk4uPwjMghBBCiKPlWxG8qa2t5a233qKqqgqNRsOwYcNYtGgRGRkZg9r26quvRlEUPv3006Mw2v4keCOEEEKcOJ77oo7fvrmd/CQzS26Zc8CbsM1WDxf8azVN1i9LhGkU+Mmcofx8QRE6rYZN9T28sakJjaIQbdTS2OPhs10d9LgDJJj1nD8+m4sn5+735nSPy8+EuxYTVmHVr+dFykZ9XdUdTp5ZXce62m52tNgJq73lWP71/QmUt9h58JNddDr9kfW1GoW0WCPZCWbG5sYzPjeeaUOSBywHpqoqTVYPWfFR3yg40uHw8c8lu3lxbUMkgJQUbeCUkelMLUyiMDman/xvI/XdbuYPS+X0URn8+f0ddLv8A+4v1qhjVnEyH2xvRVXh9tOHc93sb9Y3BmBXm4Mrn1pL8z7Bob0umpjDueOz+M/KGj4qaxtw+2iDlsevmMj0IYO/Ub+9ycY5D68kGFbRKJBhiSI30UxuohmLWc+amm62NlpR1d79333eKJJjjCzZ2Y4nEOLqGfn9soC+615YW8/tb2wjrMIPZxfy61OH9fu9d/mCGHQa9FoNXU4f5z6yivpu94D7S4k1csnkXC6bkktqrBFPIESPO0CrzcMX1d38ffEugmGVBLMelz/UJwC514UTs7n99BFYzL2/Z6raG8SKMmgHLBH435U1/OGdcgDG5cbzvQnZXDQx55CzzGyeABvreqjqcNLQ7cbpC3HqyHTmlqSg02pw+YKsre3m0x1tLN3ZQVhVOXtMJhdMzI68rsJhldc2NvLIsioMWg1TCxOZVZTCvGGpkedVVVV2tzvZ2eqgrMnGs1/U4faHMOg0XDOzgOtmFe43uOj0BVmxu5MvqrtYU9MdCbJEG7T8ZO5QfjAtr09GSGW7k8ue+CISLLvttGH86KQhA+77bx9V8NDS3l6nitJbZs8bCJOfZOaZq6eQm3TozedtngDvbGnGG+gNevz7s+o+AZLhGXH8bN5QfvvmdrpdfvRahe9NyOGSyTk0Wz2UN9tJijFyxuiMfgGkcFhle7MNjaKQEG0gOcYwYBBlS4OVh5ZWolUUzh2fhdXt59evb0NVYVh6LKoKNZ0u/KEwxWkxPHDRuEh5tdLMuMjfnS6nj6dW1vD+tlZq9mRgAiSY9VwxPZ+fzSs6aLnLfQOqx6ubX97M6xubOGdsJg9cPO6g61vdfn7/dhlvbW4Geq8D3r5hJiOzLARDYe5fvItnVtfh9H2ZwXv6qHRyEs28sKYeuzfI+Nx4/nv1ZOJMesJhlW1NNkrSYzHptbyyvoFfvrqVkVlxvPuzWUfsvIUQQghx9J3wwZvf/va33HvvvQSDfUuVGAwGbrjhBu666y6Mxv3PgiorK2PUqFEoikIoFDrSwx2QBG+EEEKIE4Oqqiz8+2fsbnfyuzNHcPXM/mWavqqm08VP/reRGKOW00ZmcNqo9IP2XwmFVeq73WRYTINqnr63fMufzx3JZVPyBn0+Xz3mf1bWcO9HFfj2uVk8JtvCw5eNJzuh96akNxCi2erBqNdi0mmINxsG1XvmSGixeXhseTVvbW6iZ4ByMtkJUbz7s5nEmw1Y3X6W7+qgw+Gj0+nHoNOQaTGRlRDFpPxETHotT66o4U/vlqMo8KdFI7lsSu7Xvom4ucHKD55cg90bpDAlmgcvGke7w0tlu5PJBYmMy02IrFvZ7uTD7S18XN7GzhYH43LjWTA8jTNGZ3ytYNyLa+v507vlkRnwA5mQl8DfLhjTrx+TGNim+h6sngBzS1IHtX51h5MLH/uCHrefnIQoMixRtNm91He7I2XXFAUU+mbY7XXWmEz+ct4ojDoNdd1uupx+XL4gSyvaefaLOlS19wZwXlI0WfFR7Gy10+n0oyjwq1OGcf1JXzZI/9fyKv7ywc7IMfd+ort0Si53nzsqcszyZjtLK9pZVtFOMKxyztgszhmXRUO3m/e3tbCsooMdrfYBMzQyLCaSY4yUt9j3WwYxP8nM5IJEajpdrKvt6ff4guGp3Hfh2N5eT69u5dOdfctFTi5I5C/njTrkfjab6nv4wzvlkT5HcSYdl0/LoyQ9jlA4zJ/f20Gn009StIGuPQHeK6bloSgK5c12MuNNfG9CDjtb7dz13g4AfnlKCRdPysHmCfCDp9bS2OMh3qznR7OHcPm0PHa22PnPylpa7V4evHhs5P3zq9rtXr7/5Jp+pceGpsbwy1NKuP2N7X1K+Y3KsvDwpeO/VpDoUL21uYmbX97S5+c5b1gqD1489qDl0FRVparDyVubm3l5fUMkMDanJIV/XjJuwO2DoTC/fn0bKys7eeMnM0i3DJwldax1OHzM+MsS/KEwb/50BmNz4ge97fvbWvjHp7s5f3x2vwkCdm+AF9bU80V1F1dMz2fOnvcaly/I+roephQk7vd6oNPpY9KfP0FV4Yvb5h+3z50QQgghDt0JHbz59a9/zb333sv+hqUoCiNGjODVV1+lpKRkwHUkeCOOpZ2tdkw6Lfly40QIIU4Ile1OFty/HINOw/rfLiDuOKnn/9CS3fzt410sGJ7KE1dMOuTtrW4/P3x2A2v3lNGaOTSZiyfnMCEv4aCBpuNBIBRmdVUXi8vb2NZkY2erHZ1Gw/PXTTmk+v+qqvL7t8t4ZnUdALOKkvn5gmLa7V6qO10MSYlhTklK5AaazR0g1qTrl4VR1+XivEdW0eXyMz43nievmHTA/jNHgqqqdDh9NHS7qe92U9/lodPpY1S2hdlFKXJz7yjYmzGzb+k6fzDMx+WtPLOqjrW1X5at02sVUmNNZFhMnDs+i0sn7z9wuK62m9vf2Nbvhr9eq0TKhZ07LotJ+YksrWiP9DG6cd5Qvj81j1c2NPK3jytQVXjgorGcMTqD371Vxgtr6/sd66vlG6G3/ODwjDhyk8wEgmFe39TUJ6stKz6Kk0pSWDA8lWBI5ZUNjSzZ2d4nCGA2aLlxfhF5iWZWVXXx0voG/MEweUlm3P4QHQ4fBq2G0dkWitJimFqYxFmjM792759wWOXtLc38c8luqjpc/R4fkRHHc9dO4X9f1HHf4l0H3NcvTynhp3OHRr5vt3u56r/rIn14DDpNn2ypvaWtvhrkbuxxc9kTa6jrcpMaa2TakCQCoTD5SdHcMG8oZoOOynYHF//7Czqdfi6YkM2fzhk5qID+4bKrzUF5s53kGCNpcUaGpsYcckA7GArz1uZmbn9zG95AmMKUaHITzexqdWAxG7jjzOFMK0zi1te28vL63vJhfzpnJJdP/XoTEY60f3y6m/sX72Jcbjxv/GTGsR5OxLmPrGRTvZW7zx3FpVNyj/VwhBBCCHGYnLDBm61btzJuXG+KcnJyMr/73e+YO3cuPp+PZcuW8eCDD1Jf3/sBJDExkQ8++IBJk/rfzJDgjdjL4w/x8NJK5pSkMDE/8ZC3t7kD2L0BchIPPhPOFwxx74cVPLGiBp1G4ZaFJfxwduFBZy6XN9t5YkU10QYdp41MZ3JBYp9yF+12Lx+VtVLb5Y7M2L5xftFhq8EthBDfdc+vqec3b2xjamEiL/5w2rEeTkRZs40z/rGCKL2WTb87+ZBu7nU5fXz/ybXsaLETbdBy+xkjuGRyznFftuZAgqEwIVX9Wj0WQmGVJz6v5v7Fu/pkIO0Va9QxNjeeynYnLTZvb0PqS8YxZs/s6x6Xn/MfXUV1p4vSzDhe+tE0YoyHt5m5+HZod3hBhWijDrNBe0i/c3uDc5VtThp63AxJiWFUtoWX1zXwh3fK+2W/fDXgcP/HFfxjSSVmg5bSzDjW1fagUXozK+aUpBIMhXlhbQMVbQ5Meg3zhqVySmk60wqT+vWN8QVDLN3Zjj+kMjEvYcBsMbs3wIbaHr6o6SIcVrlqRkGf9bY32fjRsxsiJSaLUmP4xyXjGJ5xeD8bhcMqH5e38trGJpzeIMFwmLykaO4448sSdM+sruX9bS0Mz4ijNNPClgYrb25uwuENct2sAn5z+vB+P6u9AYqHl1ZS3enCoNNw1uhMPtzegssf4tenDeP6PaXYupw+/remnqdX1dLl8pOdEMXz107dbzZNp9NHXZeL8bkJJ/T78tZGK9c9sz6ShbOvcbnxbKq3Rr4/f3w291045iiObvBOfeAzdrY6uP/CMZw3PvtYDyfi4aWV3PtRBXNLUvjPVZOP9XC+lkAozLqabsbnJRzVIKUQQghxPDthgzc//elPefTRR0lMTGTt2rUUFvZNO/Z4PPzqV7/i4YcfBiAmJoa33nqLuXPn9llPgjdir3s+2MFjy6uJN+tZ/IuTSIkdfMCjx+XnzH+uoMnqYXJ+IpdPy+O0kekD1hHfVN/Dba9v69f8eUpBIvd+b0yfD26tNi82T4BAKMzrG5t4enVtnw/jCWY904cmM60wiS0NVt7a3NyveXSCWc/vzypl0djME/oDnxBCHA9+/uIm3tzcfNw1BVZVlWn3LKHV7uXpqydzUnFK5LFul58Es75PU/aN9VZabB40isLfF+9id7uT5Bgjz183heI06XcCvWWvfvdWGVsarBTsmSm+oa6HlgH61+i1CjfNL8ITCPHBtlaqO11kxUfx+k+mk7afBulCHCkrKzv57ZvbSYkxMmNoMvOGpTIq29JnnVBY5QdPrWFlZRfQ2w/mn5eOY96wtMg6qqrS0O0hOdaA2XDkA5A9Lj/3fLCDhGgDv1hQfFzdvPUGQjR0uw+aeRIKq5Q128iKjyIpxshL6+q59bVt6LUKN8wtYluTlc93d0YCw0WpMTxzzeQTIsPxcGize3ljUxOxJh1DU2J4e0sz/1vzZcbX2WMyeXtLM0NSovn0ljnHbqD70en0MfGuTwDYeMfJ++27dCxUtjtYcP9nKAq8+7OZlGZaDr7RcaTH5ef65zawpqabiXkJPHftlCP2HhAKq1R3OOl0+rG6/Vii9BSkRJMeZzqhPy+rqkplu5NVVV1sabAyJDWG88ZnfWfeX4QQ4tvqhA3ejBw5kh07dvDHP/6R22+/fb/r/e9//+Paa6/F5/NhMpl4+eWXOfPMMyOPS/BGQG95k5Pv/ywS+DhjVAYPXza+zzptdi/LKtrxBcMEQyqlmXFMKUxCVVWuf25Dv2bDs4qSefKKSZFSGRvqenjw0918tqsD6G2s/P/OH023288f3i6LNGG9blYBo7Pj+c/KGr6o7uarThuZTpxJz0flrVgHqO8/LjeeCbkJZCVE8fL6xkiT1rQ4I5MLkhifG09RaixDUqPlQk4IIQ6BqqpM/8sSWmxe/nftFGYMHXwT+aPhtte38cLaekZnW3j5R9Mw6bU8tryKv3y4k3klqTx82XiMOg1/+7iCh5dW9dk2Lc7I89dNZcgh9pL4rgmHVdbX9VDR5qA4NYbcJDN3vl3Oh2WtfdazROl55fppEggTx7UOh4+L/r0aVYVHvz+eYenyOeRwU1WVHz27gY/L+35OGJ1t4ZqZBZw+KgP9AJO9vktW7O7k4aWVLBqbycLSdMb/aTEAW363MJINdbx4d2szNzy/ieEZcXxw06xjPZx+fvbCJt7Z0szMock8e83kEyYQUdPp4ur/rqOm88uShmeOzuAfF4/rUyrxuS/q+HRHG3OHpXL6qIyvVV1iQ103t762jcp2Z7/HovRaCpKjKUiJZnh6LBPzExmbE39cBZL3x+MPce0z6yIB+b00CkzMTyQ7PoqkGAOnjcpg/D4994QQQhz/TtjgjcViwel08vnnnzN9+vQDrrts2TIWLVqEw+FAr9fzzDPPcNFFFwESvDmebazvYVerg5xEM9kJUWTFRw2YyXI4/PCZ9Xxc3saIjDgq2hyEwir/+v4ETh2ZTrPVw78/q+b5tfV96lcDfG9CNsVpMdz9/k70WoV/Xz6RTQ1Wnvi8Grc/xDljM7n3gjHc9/Eu/rW890aZVqNwztgsbj2thNTY3tm4tZ0ufvvmdlZUdvbZv0aBBLMBvVZDmsXELScXM3vPbOpAKMymeisrKztZW9NNcqyRK6fnMyHvy4uxQCjMv5ZV8dDSygFLv8wtSeGBi8dhiTq+PhgJIcTxqKHbzay/LkWnUdj6h4VHZSb6oWiyejjzH5/T4w5w4cRsphQkccsrWyKPTytMYlxuPI8s6/17NCEvAQVIjjHy69OGSf+1r0lVVZ5eVcsbm5ooSI6OZDokSclScQIIhsJoNcoJc5P3RNTl9PHzlzajURRmDE1i+pBkSjPj5Dnfj5PuXUpdl5tnrp4c+dxzvPjNG9t4fk0918ws4I4zRxzr4fTT0O1m/n3L8YfC/PeqScwpST3WQzqgsmYb/1lZy9tbmvEHw2TFR/HjOUO4850yAiGVa2YW8H8LSzDqNPz5/R08uaImsq1GgYsm5fDHRSMjAVBvIERlu5PqThcdDh/njM2M/C32B8Pc/f4Onl5di6r2Bmoy4k0kmA10u/zUd7v7lZsEMGg1fH9qHr84uYjYAfocqqp6zH+Xg6Ew1z+3kU92tGHQaZhS0Bt0WlPTHelluJdeq/DY5RP6ZFkKIYQ4vp2wwRuj0UgwGGT9+vWR3jcHsn79ek477TS6urrQarU89thjXH311RK8OY7d9W45T+xzgVacFsNLP5x22Bv+rqrs5NIn1qDVKHx40yze2NTEI8uqiDHqMOk1dDq/bMA6OttCdkIU/mCYT3e2s+9vxO2nD+e62b3l+5ZVtHPt0+sJhlUyLKZIiZXzx2dz0/yiAWtaq6rK4vI2/vz+Dnpcfi6ZkssV0/IHrBt+qDz+EJsbrKyt6aas2UZlh5O6rt4L1KLUGJ66ctKgevUcKpcvSIvNSyDUm60UDIcJhXsvcEdlWfo08BVCiKOt3eHlo+2tkdmXWo2Gs8dmMnZP7xLo/UCsURQ0GoVXNzTyf69sYXxuPK8fR02K97Vidyc/eGoNYRUUBVS1d/bq0p3tuPxfXuf89ozhXDur8AB7EkIIIY6+m17cxFubm7n55GJunF/0jfenqiouf4hOhw+nL0iMUYclSk/8PuVEB2vu35ZR0+niySsmMn/48Xnze+9n6GHpsbx346yD9lQ9Vv6+eBcPfro78v3UwkT+cck4UmNNvLahMTL5JNqgpTAlhm1NNgAumpjDzlY7Wxp7vz+lNI1/XDKOj8ra+MPbZXS7vvzsPrkgkRevm4pGo3D3+zv492fVQO8EzN+eMZx485f3FQKhMPXdbmo6XFR1ONnaaGNdbTftjt4eTamxRs4ak8nudie7Wh04vAG8wTBxJh0XTszhB9PzyToMn9sPlaqq/OaN7bywth6jTsNz105h0j79e+u6XKyr7aHL6WNlVRef7erAoNXw+BUTmZCXQF2Xi+wE8wEnc6qqyh/eLmNFZSePXDaBknTJKhZCiKPphA3eZGZm0tbWxttvv80ZZ5wxqG3KyspYuHAhLS0tKIrCAw88wLx58yR4c5x6YW09H5W10tDtpqHbgz8U5qwxmfzzkoMH69z+IA8tqSQ/OZoLJ+YMuI43EOJ/a+p5ZGklXS4/V0zL485FI/EGQpzxj8+p6vgybXtyQSI3zS9i+pCkyEX++tpubnllC3VdbmYVJfP0VZP7pHXve9EZY9Tx/84fzRmjMw469nBYJayqRyzLaK/tTTaueXodbXYfCWY9F07M4fRRGYzOtvT5IBMKq1jdfhLMhj7ntz9uf5Db39jOysrOyMXuQLLio7hx/lDOG5+NTqNgdQd4d2szr25opN3h44KJOVw9I7/PRbUQQnyV2x/k3a0txBh1zCxKJu4rsyLrulx8sL2VqYVJjMm2EAyrfLC9lRfW1LOmpouvTrI0aDX8/aKxnD4qnVc3NPLHd8sZnW3h6asmc9vr23hlQyPXnzSEX5827Cie5aH51/Iq/vLBTgDOGZvJ/ReOZWuTjR88uQa7N9incbYQQghxPPnvyhr+8E45c0tS+M9Vkw+6/qb6Hmo6XUzISyA30UyHw8dnuzvZUNdDRaud3W1OHL5gv+2K02L446KRTC1MGtS4mq0epv9lCVqNwubfnTxgFsbxwOr2M/uvS7F7g/z+rBFcNaPgWA+pn5fXNfCr17YCvRNMrp5Z0K+U1wtr63loSSVNVg/QmzFy7/fGcM64LAA+3dHGj/+3EX8wTHqciVZ772TJeLOeotQYyprtuP0h7jhzBGOyLVzwWG+JyAcvHsuisVmDGqeqqizf1cEf3i6jtst9wHW1GoXZRcmcPiqDEZlxLKvo4JMdbRSlxvDnc0cdsfKIDy+t5N6PKlAUePSy3soh+xMIhfnZ85v4sKw1MsEH+vc88wVDqCqRcnH/+HQ39y/eBUBhSjTv3DCTaOORyT4P77kwH8x9ByGE+K44YYM3CxYsYOnSpdx6663cfffdg96uqqqK+fPnU19fj6IoXHbZZTz33HMSvDnObWmwct6jqwiFVR66dBxTCpL464c72VjfQ4YliuyEKGYMTebUkelY3QGufXpdZDbOXeeM5PtT8wDY3GDl810d7Gx1sLa2m449wYWhqTG88qMvs3ra7F6+qO4iPymaoakx+704cfuDrKrsYmZR8oC1cF9e38DyXR3ccnIxhcdhH4FWm5drnl5HWbM9smxSfgKP/2Ai8WYDle1OrvzPWhp7POg0CskxRlLjjKTGGpmQl8h1swr6BZl+++Y2nvviy8ajsSYdJr0WnUZBq1HQazV0u/zYPL39enQaheAAKerQG/T6zenDuXRK7hE4eyHEiUxVVT4qa+WP75TTvCe7UatRmJiXwPnjszl9dAZvbGzk7vd34gn0/n3PTzLjCYRos38ZWB6TE8+0wiT0WoUtjTY+29WBosCkvETW1n5ZauLWU4fx4rp66rrc/OfKScwddvyWIlFVlX8uqcTuCfCrU4dFshzb7F6arB6pdS6EEOK4tbnByjkPryTBrGfjHSfvNzsmGApz78cVPLa8OrIsKdpA1z6ZF/uK0muJi9Lh8AZx75OJesboDKL0Wqo7nDh9QUx6LUadZs9XLSXpMfxsXhHvbW3hlle2MDYnnjd/enxm3+71zOpafvdWGQathjd+Op3STMtRH0MgFOaldQ1kJURxUlFK5Gb8yspOrnhqLcGwyo3zhnLzwpL97kNVVTbW9/DpjnbmDkvtk1ECvdnG1z6zDm8gjE6jcMO8ofxkzlAMOg3/W1PH7W9sx6jTkBxjpMnq4XsTsvnbBWMO+Vy8gRDPfVFHbZeLYelxDM+IIynagEmvZVuTjf+srGFVVdd+t180NpO/Xzj2sAckPi5r5UfPbUBV4c6zS7liev5Bt/EHw/zkf70l1gDMBi1ufwiNArcsLKHT6ePV9Y34gmEumJjNsPRY7nirDIBYow6HL8iisZk8cNFYdrU5qetyMX1oMjF77pe4/UHKm+0My4iLLNvXW5ub2Npo4+qZBZFMpXBYZXV1F69tbOTD7a1E6bWcOTqDc8ZlMTYn/piXpRNCiGPthA3e/P73v+dPf/oTRUVFVFRUHNK2jY2NLFiwgF27dqEoSqROqQRvjm/3f1zBP5ZURlJ6997831danBGtotBs82LQafAHw2gU+Mt5o/miuovXNzX1WT/TYuKGeUVcMDH7O9ss1BcM8emOdt7b1sKnO9rwBsIUp8Xw2zNGcPPLm/uUjfuqn8wZwq9O/XL2+fJdHVzx1FoA/nHJOE4qShmw0ajHH+J/a+r41/KqPvsflh7LBRNzSIk18sjSSna2OtBqFN766QxGZh39Dx1CiONTMBTm5pe38PaWZqA3k8+o11C9T8bkvoHh4rQYGro9kSBOcoyRy6bk8r0J2X1KRobCvWUhnv2iLrKPBcPT+LCsFb1WIRBS0Siw+fcL+2X4CCGEEOKb8wVDjPr9x/hDYZb/cg55Sf37sTV0u7nllS2Rfh7DM+KobHcQCPX+3R+dbWH6kGSGZ8RSkh5LToK5z2Q8q9vPvR9V8PzaegZzh+O0kemY9Fre2NTEj+cM4dZTj9/sW+gNelz79Ho+3dk+6EyJx5ZX8dnuDuYUp3LqyPRvVFI7HFa55ZUtvLHns3duopl5w1LZ3mRjS6OVQEjl7DGZPHjx2G98Y35TfQ+vb2zi0im5DM/48l6Kqqr84Km1fL67t6dspsXEh7+YfcSu3yrbnby3tYUPtrdQ1eFk2pBkxubE88jSSoJhle9PzeVPi0ZGzre+y80zq2uZkJfAwtL0Qy5vt7PVznmPrMLtD3H51Dz+dM7IQW8bDqtUdzpJjTMRpdfy2ze289L6hgNuc9WMfM4YlcFF//6CUFglNdYYqbIRa9Jx8aQcAiGV1zY24vAGMRu0nD4qg/PGZTGpoDfodte75Ty9uvca26TXcN2sQsKqyhsbmyITsb5q+pAkfnP6cLkXIMS3gMsXZHF5G4nRBmYVJUtg9hCcsMGblStXMmvWLBRF4aOPPmLBggWHtH1HRwcLFy5ky5beslYSvDn++YNhznl4JeUtvVkipZlx/GxeEU5fkN1tDl7b2BgJBBQkR/PUlZN4bHkVL6778kJEUeDU0nTG5sQzLCOOqYWJGHX9M2a+q3a1Obj8yTV9ZqWXZsbxn6smEQqrtNt9tDt8bG+yRWoUP/6DiZw8Ig2bO8DCB5bTZvdx5fR8/nB26UGP5w+GaXd4Meq0RBm0fWbnhMMqP3thE+9ta2FkVhxv/mQGOq2GUFjF5Q+i0yi4fCGWVbSzZGc7Wo3C9ScN+doXdr5giH8vr8YdCPGzeUOPu0bkYnC2NdpYWdVJRauDJquHaYVJXDQp54C9o8qabZgNOgqkWfsJIRxW+b9Xt/D6xib0WoUfzR7CT+cOJcqgpaHbzbtbW3hpXT21XW6MOg2/Pm0YV0zLxxMIsayiA60G5g1L22/PLVVVeXJFTW/W5MISxmRbuObp9SzZ2Q7AyKw43v3ZrKN5ykIIIcR3yrmPrGRTvZUHLhobKZMFvTd+Hl1Wxb8/r8YfDBNj1PHX743m9FEZuP1BdrQ4yEsyk7ynSf3BbKzv4e3NzSRFGyhIiSbBbMAXDOENhPEFQ3Q5/fz1wwr8oXBkm2evmcysopTDfs6HW7fLz+kPfk6r3cuppen8v/NHDzipDoj09NtXaqyRrIQoMuOjyIqPIsNiotnqYW1NN01WLxdPyuHG+UUDXk/t7S+j1SiYDVoc3r5l62YVJfP4DyYOWLnicGq2ejjlgc9weIPH7Of29pZmbnpxE6oKUwoSuWlBEXVdbv70bnkkAyw30cwV0/M5dWT6gH1z7N4ABm1vNpiqqry9pZm73ttBh8PHtMIknrlm8jeaiKqqKo9/Xs2Dn+xmamESP5iej1Gn4aEllayo7GRuSQqP/2AiOq2Gf39Wxd3v95bm3TeraV/RBm2fPouxJh1pcaZIj8lh6bHsbHX02SbWpOOsMZmcNy4Lpy/IW5ubeW9bC/5gGEWB743P5vav9CkSQpwYbJ4AT3xezTOr6yKT8MfmxPOLk4sZnh5LrEmPSa+RYM4BnLDBG4C8vDyam5uZMmUKK1asOOTtbTYbp59+OqtXr5bgzQmist3Jn98rZ8bQZK6cnt+nZJcvGOL9bS3sanNy3axCEqMNBENhfvTsBj7d2U5pZhx/PndUn0bUor+Gbjfff3INdV1uxuTE88xVkwe80P/D22X8d1UtsSYd54zNYsnOdpqsHgqTo3nvxllEGb75xXi7w8uC+5Zj9wa55eRiogxaHl1Wtd9yCNCblp6dEEWL1Yteq+HyaXn9AjpdTh+Pf16DLxjilNJ0EswGfvHS5khgsDA5mn9cMk5m+JxAXL4g/+/DnTyzZzbXvjRK7836G+YN7fP7r6oq//i0kr9/0lvDOT/JzLjcBOq73exqdZCTaOa3Zw5n+pDko3Ua4iBs7gD3La7gmdV1aDUKj142noWl/Wt7q6rK5gYrqXGmw9I8ttXm5eS/L8fhDXL1jAJ+d9aIb7xPIYQQQgzsznfK+M/K2j4TwqxuP4seXkndnt4j04ck8edzRx3xyTfvbm3mhuc3Ab19V7b+/pTD8jnnaFhT3cUlj39BWO3tBXPtzAI6nX6+qO7CoNNw5fR8chLNXPb4GvyhMGeOzqDT6WNtTXe/noADGZERx30XjolkvARDYf65pDIyye++C8Zw2qh03trczI4WOyMzLUwpTCQ30XzUbtJVdTixugNMyDt2JWNfXFvP794q6xMEBBiVZaGhx43V/WVFkWHpsRSlxRJn0uEPhtlY30NVhwudRmFYRiwKCtuaesvDf7X0+ze1tyLNvlptXlJijZHMIFVVeWdrCyadprd0vE7L8l0dPL+2Hr1W4aJJucwcmszmhh5eXtfI4h1tdO/57B5t0PL3i8Zy8og03t/WypMrqok3GzhvfBYLhqf1C+Y19ri596MK3trcm2mfEmvkrnNGUpwWS1OPB7NR26cU8K42B4vL2xiSEk1ppoXshCi5GSzEMeYPhvnev1axdU9bi5zEKDod/khFjL2Gpcfyz0vGUZQWeyyGedw7oYM3h4Pf76elpQXoDQYdCxK8ObJCYZXyZjvDM2L79WcRA+t2+fl8dwcLhqftN8XeHwxz8b9Xs7HeGlkWZ9LxzDVTDmuAbN+GlgMpzYxjwfA0artckQu7r1owPI2zx2aSn2Rmd5uTu94rp8fdv+xeYrQBg1ZDq92LXqvw1++N5txx2YftXMSRsaGuh5+/tImG7t5ZXwuGpzImO57EGAPvbGnmi+ov+5bMKUnhrNGZDM+I49kvanlhbW9m3oF6L501JpMzR2dQlBpDXlJ05MOLLxjitQ1N1HW5OHVkb0ZfTaeL+xfvYmNdD788tUReP4eBqqrc8dZ23t/WGvnwpyjw9wv7zsY90pbubOdfy6u457xRx2UPMyGEEOLb4q3NTdz04mbyk8y8f9MszAYdN7+0mdc3NZEeZ+LORaUsHJF21G7MPrmihj+9W868Yak8deWko3LMw2VlZSd3vlPGrjbnAddbOCKNf31/AhqNgs0doK7bRbPVQ5PVS7PVQ7PVQ7xZz+SCRFQV/vRu7+cpRYGTh6dx+qgM/v1ZdWQy3K9PG8b1Jw05Gqd4Qmi2enh0WRUvrWsABX51SglXzyjAGwzx2oZG3t7SzIa6nkEFzaL0Wm6YN5RrZhYc8eylbyoUVtnSaGV9bTfzh6cx5GtcQ2+o6+FXr26hap/yyHv95bxRXDw5l4ZuN+c8vLLPJM8xOfH84+KxA5ZeFEIcHXszMS1Rev5y3igWlqbT5fLxyNIq3t7SjNXtj7zvRRu03HfhGE4dmXFsB30cOmGDNxqNBo1Gw9atWxkx4sSeASvBG3GiarV5+f3b20mMNjC3JJUZQ5MPWk/5UKmqyvefXMPKyi4yLSZuWlDE2WOyUOl9O9q3vNm2RhvPr61Dp9GQEW+iotXBO1uaB7wIHpYey8gsC4vL27B5AswqSua+C8ag12q49bWtfFzehl6r8Nw1U5hSmHRIY359YyPeQJiLJuUccv1i8aVgKIw/FD5gCbtXNzTym9e34Q+FyYqP4v+dP5qZRX0zZSrbnTy6rIo3NzcR+sqLQaPAHxeN5JxxWazY3VtuLT/ZzJCUGF5a18Bza+r61EKPNeqYNiSJ0kwLL69v6FMmoDA5mrpud59jXDI5l9+fNQKTXosvGKKs2c7meiuBUJiS9FhGZMSRGmf6hs/Ut9uqqk4ufXxN5PsMi4mbTy7mgok5x3BUQgghhDhSelx+5t23jB53gFNK07hgQg7XPrMejQKv/nh6n9n2R8vOVjuZ8VEnZM+7YCjMy+sbeW9bMwXJ0UwrTKau28WTn9fQ5fIzLD2W1348/ZA+x7U7vPz+rTI+2N7aZ7klSs9vTh/GhRNzJOthAF1OX2/PmAGu/7tdflZWdtLu8GH3BFBVldHZ8YzPS8ATCLG53kqr3csZozJIt3y3Pj94AyEe+GQ3T62sQasoJMUYaOzxoFHgvgvH8MjSKna3O8lLMhNj1LGrrbcHVuye0oqnjkwf8PVo8wRw+oKHJVNfCNHXZ7s6+MGentiPXT6BU/ZTMaPd4eOmFzdFJt3+dO4Q/m9hifwN2ccJHbxRFIVt27ZJ8EaIbzm3P8i62p6v1aOoqsPJf1fWsqPFTl23G18gxI9OGsIPZxei12oIhMJ0Of2kxRkjfxxUtbffzrtbW0gw63nrpzPJTRpc086Hl1Zy70cVQG9d4wcuHkuGRS4GD5XDG+CyJ9awvcnGlIIkTh2ZztTCJApTotEqCuUtdl5e3xApk3ZqaTr3XjCa2AN8oK7tdPG/NXVsabSxo8WOQavhnj2zP/ZnW6ONp1fXUtHqoLLd2S+9NzXWyKT8RBbvaMMf7C2FMH9YKkNSY3j88+pI4EejgAoDNsVdMDyV359VesDGsOGwiqLwnbyAufTxL1hV1cXFk3K448wRhz1ALIQQQojjz/rabi7dU85rb4b0dbMKuP2ME/uz//HE4w/x+e4OphQk7bcfzsFUtjt5ckUN729r4eQRadx22jCSBtlzSIhDFQyFI5Mjb31tKy+vb4w8lhZn5K2fziTdYqLF5uFnz29ifV0P0Fs2cHh6HONy45k3LJWitFj+u7KWxz+vxu0PctmUPG5ZWEyn08eTK2qo63Lz1++NJjthcPcAhDgcAqEwzVbPtyJbrNPp49QHPqfT6eOyKbn8+dxRB1w/GApzzwc7eXJFDVfNyOf3Zx28h/Z3iQRvjgMSvBHi6Bmolu9AvIEQFz62mq2NNopSY3j2mikHneH09Kpafv92GQAGnQZ/MEycSUd+cjR2T4AYk47TR2VwztgsMveZ3dPQ7eau98opSo3lFycXf+ezdQKhMNc8vZ7PdnX0e8yg1RBl0EYa3QHcOG8oP19QjOYQnjdVVVFVDmmbUFilrNnGZ7s62NpoY3JBIt+fmodJr8Xq9rOsooO8PX1zoHemyS2vbKHD4YvsIynawNiceEwGLRWtDqo7nITV3oafP507lB/OLuxX/mBnq51r/rue7IQoHr9i4hGf8WnzBLjt9a1Ud7g4eUQa84alsrnBymsbG2m1+bj3e6OZOyw1co5LK9q5/qQhpB2BDKINdd2c/+hq9FqFZb+cK7PihBBCiO+QveXTAAqSo/ngplnHfZkoIcTRsW9/Y5Newys/ms6o7C971gZCYe5fvIsnP6/p129IUfpPqosx6nD6gpHvJ+Ql8NIPpw6q9P7eW6XfxYl24ptrsnp4aW09L6xroMPh48KJ2dx1zigMusPb9qGi1UFFm4O6Thc5iWYWjc3s95r1+EM8+0UtkwuSvnY7BFVVufq/61ha0UFRagxv3zBz0L3illW0M2NoMnppedGHBG+OAxK8EeL41Gb3cvZDK2iz+0iKNvCPS8YxY2j/5vV1XS6eWlHD03uyQG6cX8R547K46cVNbNnTmG1figJzilO4dlYhwbDKTS9uijSqXDQ2k7/tKd92pDR0u1lc3obbH2RmUQqjsyyHFMQ43PY2vqztdFGYEs3yig5e2dBIlF7LPy4ZR22ni093trG9yR65oI42aJk2JImLJ+WyYETaMRv7wQRDYWyeQG8pNQVSYox9LpAq25387q3trKrqAiA/ycydi0ZyUnEK0Js5dtFjq+l09tZvnpiXwDPXTD5gKblvorLdwXXPbKCms39N6b00Cvzm9OE0dLsjr/mi1BheuX4a8ebD0zB1r6v+s5alFR1cNDGH//e90Yd130IIIYQ4/j29qpaX1jVwz3mjGHMY+2oKIU58Hn+I/66qZUph4n7LKfqCIXa3OSlvtrOyqpNlFR3YPAEKkqO5ZWExiWYDv3+7jN3tThSlt1/uF1VdOHxBbppfxC9OLh5wv05fkI+2t7J8VwcrKjsJhVXOHZfF96fmMTRV+mOKXt5AiN+8vo0drQ5OG5nO2WMyCYbDlDXb2VDXw8rKzgH7OU0uSORf359AYvTh+Xz9t48qeGhpZZ9lF0zI5p7zRkUClA5vgGueXs/amm7izXo++9XcrzVx9KkVNfzx3XIMOg1v3zCDYelyn/ubkuDNcUCCN0Icv+q6XFz/3EZ2tNjRKHDF9Hyum1VIhsXE2ppunlxRw+IdbZGZO9fOLOD2M4ajKAr+YJiVVZ2EwyqxJj3VHU7e2NTEmprufscpSo2hptNFMKwyf1gqD106ftCzEwYjFFZ5e0sTT62oZVtT34BScoyBO84cwaKxfZu/q6pKVYeLTfU91He7qe92EwiFMem0JEQbuGJa/qDLye1Pp9PHL1/ZwtKKvlk2igL/vnwiJ+8TmAmHVRp7PFg9foZnxH1rZmPsDV7d9W457XuydIZnxDE+N55Pd7TTavdSkhZLs82Dwxtk5tBkHv/BxK/1+vAFQ2xttLGmuovqTheFydGUZllweIOsquzk3a0tkbrP159UyGe7O1lZ2cnQ1BjOH59NWbOtT3kC6O0D5PAFmZiXwEOXjmdVVSe7252cMSqDkVmW/Yzk4LY32TjznyvQKLDkljnkJ5/46eNCCCGEEEKIYycYCtPY4yE7ISpy0zoQCrNkZzvFabEUJEdHsv40Crxw3dQ+PXDLmm0890Udb21uxu0PDXiMs8dk8sdFpcSbDYTCKutquylMjpZep98xNk+A655ez9ra/vd/9qUovSX3L5+aj1Gn4RcvbcbhC6LXKgxJiaE4LZaUWCOWKP2X/8xf/j811njA8vEfl7Xyw2c3AL0ZZekWEx9sayGs9pZ8//mCYhQFbn9zO1sarJHtbpw3lJsXlhzSOZc32znn4ZX4Q2HuPLuUK6bnH9L2YmASvDkOSPBGiOObNxDid29tj9y01mkUchPNVO+TnTCnJIVrZhYwc2jyQdOlaztd/GdlDS+vb8QTCHHplN6m9qsqu7j+uQ34gmGGpsbw4MVjGZYex5Kd7Xy+u4MfTMsf1CyeXW0OnlpRw9rabvISzRSlxbJkZzuV7U6gN3NickEi8VEGVlR24txzYfDiD6cxIS8BmzvAXz/aGQkc7E+8Wc+/vj+BqftczH5VMBRmY72VT3e0Ud3poig1hlFZFrzBEOXNdt7Y1Eyn04dBp+GU0nSaety02Lz8bF4Rl07JPei5fps4vAEe+GQ3/11V25ups0dRagwv/nAqtV1uLn9yDW5/iKz4KG47fRhnjMrY7+tNVVXqutxsbrBG/pU32/uVDfiqKQWJPHLZ+AHrlauqyhOf13D3BztIjjHytwvGkB5n4oJ/rcLuDfZZV6dRuHF+ET+ZM2RQ5Qa+6hcvbeaNTU0sGpvJgxePO+TthRBCCCGEEOLruPnlzby+sQm9VuGcsVksGJHG82vqWb5Pae/ClGhOG5nO7KIUvMEwz31Rx6c72girvT14LpqYwxubm2jo9pAWZ+S9G2eRLD2hvnWcviBbG6yUpMeSFGNEVVU21lu5/Y1t7Gx1EGvU8dN5Q1lZ2Tsx0qjTMjwjllFZFqYNSWJqYVKfCha72xxc/9yGATNyBqLTKCwYnsbFk3PIToiixebF6Q1SnB6LVlE466EVOLxBrplZwB1n9t4/X1zexg3Pb8QX7HtvIMGs5/Jp+fzj092YDVo++9XcPq9ZVVXZ1ebk47JWPtnZjqqqnFKazsyhyby7tZnn19Tj8odYMDyVx38wUUoJHiYnfPBm+/btDB8+/FgP5xuR4I0QJ4alFe38e3k1q6t7S1yZ9BrOG5/N1TPyGZoae8j7s7kDtNg9fdJI19Z0c8PzG2l3+DBoNaTEGmmyeoDei8P3b+xf67uh282H21up7XJR0eqINGb8KkuUnh/OLuTiSTmRG/P+YJifv7SJ97e1khZn5MGLx3Hb69siZbMMOg3jcuIZkhpDbqIZs0GLNxDi3a0tbG20odMo3HHmCC6ZnBvp8/PmpiY+r+ykttNFTaerT+3ggZSkxfLgJWMlnXaPdoeX9bU9bKzrweoJ8KtTSiKztNZUd/GLlzbTbOsNqo3NieeK6XmcNjIj8rpot3t59os6XljbQKfT12//yTEGJhckUpIWR3Wnk7JmOwathulDkphRlMysockHDbY0WT3ER+mJNvaWb1tX283lT67BGwgzLD2W5BgjKyo7ARiaGsNpI9OZU5LC+NyE/V7AhcNqpHyfzRNg8p8/wRcM8+ZPZ3ztertCCCGEEEIIcaicviA/+d/Gfn1YNQqcNiqDy6fmMaUgsd9nmy0NVn7x0uY+Ez33mlaYxLPXTP5aE9vEkeP0BbnphU10u/38dM5Q5g9PHXTQ4bNdHdz62lZabF40CkwpSMLmCVDeYgcgJdbI01dNZkRm770Otz+IUac9aJ9jVe2tOrKrzUFlu5Nutx+7J4Btzz+r+8v/O7z7v9+yt7/ThLwEXvzh1D7VS9bVdvPHd8rpdPoIhMJkxkfxtwvGUJQaw9kPrWRbk42rZuTz+7NKcfuDvL25mefW1LG9yX7AsY/KsvDfqyYNOBlUfD0nfPAmMzMTvf6bN29WFIWqqqrDMLJDJ8EbIU4s25ts7G53MKc4lYTDVIN0X90uP796dSuf7GgDejNcFKDHHeCHswv5zelfBqzf3NTEb97Y1idlW6PAKaXpnDsuizaHj4pWOxmWKL4/NQ9LVP/3S6cvyKKHVvSZ2ZEVH8Vd545kWmHSgI1hvYEQ//fKFt7d2gL0BgQWlqazZIBsHUuUnrklKYzMslDZ3hssMOo0lGbGMSo7njNHZ0jz2UPg8Yd47LMq/rW8Cm+gd6ZMnElHWpwJRYGaTheBUO+fa4NWw4jMOMbmxDMuN56xOfHkJpqPyAyYVpuXYDhMdoIZVVV5a3Mzv3tre5+MnHPHZXH/hWMix1dVlWW7OnhoSSXlzXaevGIi04cm8+zqWu54q4yStFg+/PksmbEjhBBCCCGEOOo21vfwyNIqtjRaWTA8jetPKiQv6cDlnD3+EH/7uIJN9T18b0IOo7IsXPTv1bj9IX48Zwi3njrsKI1eHIzHH+Kq/67li+ovS5tNyEvg+1NzmVOcik6r8O7WFj7d0U5RWgzXzCwgOcZIdYeTR5ZV8eqG3uose0uJ72XUaThzdCa/OLmI7IRvVmr+YCpaHbywtp63NjcRCqukW0yY9FoqWh34gmGSYwy887OZZFiiBr3Pz3Z18IOn1qLXKiTHGGm1eyOtAgxaDbOKkllYmkZYhXe3NrO2ppvxuQlcP2cIc4pT5PP7YXbCB28O15AURSEUGrhe5ZEmwRshxFepqsp721oIhMKcNjKDlZWdXPP0ehQFXvrhNAw6Df/7oo5X9lwsjM2JZ+bQZPKSzEwtTCIn8dAuECrbnSx6aAUuf4jJ+Yk88v3xB03pVlWVp1bW8u/Pqmizf5nhkRpr5NIpuQzPiKMgOZrC5GiZXXQEtNu9vLSugRfW1kcycfaamJfA1TMLmD88FaPu2AXGelx+PtnRxrJdHXy0vZVgWOW204bxo5OGsLvNwf+9urVPXd3cRDMf/2I25z+6irJmO787cwRXzyw4ZuMXQgghhBBCiG/qnS3N/OyFTQA8deVE5g1LO8gW4kjY3mTj5y9tJhgKM7s4haoOJysru4gx6jh3XBavbGiITJDUKKDXavqUFjPpNYzOiu/Tx+bK6fn86tQSOh1+Fu9oQ69VOGt05hGZ6HsogqEwVR0ukmMMh5wFo6oq339yDSsruyLL8pLMXDo5lwsm5pB4jM/tu+aED95kZGQclswbgJqamsOyn0MlwRshxGDc8vIWXtvYt1m8osCN84q4cX7RQVNvD2Z7k40tjVYumJCDQTf4YEsgFGZxeRvLKzoYkxPP+ROyjmnA4LsmFFbZ1mTD4w+hqipJMUZK0g+9jN+RtjebRqPA1TMKeG5NHd5AmCi9lsum5PLethZabF5OHpHG4vI2DFoNa34z/5hf9AohhBBCCCHEN/WHt8v476pakqINfPjz2aTE9r2hrqqqZCwcRlsarNz5ThlpcSbOG5+N0xfgtte3RYIze0XptTxzzWQm5SfSZvfy7Oo6PtnRxs5WB9Dbg/aM0RksreiITDxUFJhXksqP5wxhYn7i0T61o8LmDrC6uovUOCM5CWaSYwzy+jxGTvjgzbZt2xgxYsSxHs43IsEbIcRg2DwBTnvgM5ptXuJMOqYWJnHVjAKmDUk61kMT4qBUVeXW17by8vovA5CzipK574IxpMaZ+HB7K9c/tyHy2JmjM3jo0vHHYqhCCCGEEEIIcVh5AyHOeXglO1sdzC1J4YkrJvHOlmZeWtdAk9VDm91LQXI0D106nqGpMcd6uCeUYCjMJzvaiYvSUZwWy7tbmvnz+zsi5cT3dVJxCpdMzmFFZScVrQ5uPrlkwHsqTVYPLl+QotSYSOWnz3d3sqvNwYLhaeQnH7h8nhCHiwRvjgMSvBFCDFa3y0+b3UtxWuw3zrQR4mjzBkL84Mm1bGro4ZaFJfxwViEazZf9b657Zj2f7GgH4LlrpjCzKPlYDlcIIYQQQgghDpudrXbOfmgl/mCY9DhTv36xAInRBp65ejIjsyzYvQG2NFjZXG9lV7uTmUOTuHBizqAzIFRVxe4J0mT1UNnhZEuDle1NNrQahYRoA5YoPQatBp1GYU5J6gn5+SscVvm/V7fw+samfo+dUppGToKZNzc30en08+M5Q/i/hSVyL0WcUCR4cxyQ4I0QQojvilBYxRMIEWPU9XusscfNoodWkm4x8c4NMyOBHSGEEEIIIYT4NnhyRQ1/erccgDiTjutmFTKlMIm4KB2/fGUr25psxBh1pFtMVHU4+eqd2AsmZHPXuSMx6rS02b3saLGzu81Jm93L9KFJzC5KwekL8vjn1fxvTT1Wd2BQ4zLpNSy5ZQ6Z8YNvbL8/qqpidQeOeAlsVVW5670dPLmiBq1GISs+ioYeN3qtht+cNowrpuejKAqBUJget5/UWNMRHY8QR4IEb44DErwRQgghern9QXQazSH1XRJCCCGEEEKIE0E4rPLIskrCKlwxLR+L+cs+3g5vgGufXs+amu7IspzEKMbmJJAUbeCZ1bWEVShMicbtCw2YuZMcY8AbCOP0BSPLEqMN5CSaGZttYVR2PHqtQrfLj80TIBRW+WRHOzta7JwzNpMHLh73jc6vusPJr1/fxtqabhaOSOPXpw2jMOXwlIHb3ebgg+2trKnpwqjTElZVllV0AHDfBWM4f0I2bn8QBYUog/ThFd8OErw5DkjwRgghhBBCCCGEEEKI7zZvIMSbm5pIiTUyJiee5Bhj5LHluzq44fmNOLy9gRmNAkNSYihOiyUuSsfHZW10ufwADM+I4+cLiphdlHLQQMa2RhtnP7wCVYU3fzqDsTnxhzxuVVV54vMa7v24An8wHFmu0yiUZlnocvpweIPMG5bKtbMKSI8z8eqGRt7f3opWgbQ4EyOzLFw7qwCjrne8i8vbuH/xLuyeAG5/kJ79ZBHdceYIrplZcMhjFuJEIMGb44AEb4QQQgghhBBCCCGEEAfS0O1mZWUn+cnRjMqyEL1POepAKMzqqi40isL0IUmHVIb6lpe38NrGRsblxnP2mEw+LmtDp1W4ZHIuC0ekodMeuDLCR2Wt/OjZDQDMKkrmR7OH8NTKGpbsbB9wfZ1GIRjuf5v5iml53LloJDWdLk5/8HM8gVDkMb1WYVZRCvOHp6LTKNg9QYrSYphTkjro8xTiRCPBm8PkkUce4d5776WlpYXS0lIeeOABZs2aNahtJXgjhBBCCCGEEEIIIYQ4FtrsXubcu6xPsGSvTIuJy6bmccnkXBIH6GMTCquc+sBn7G53cvWMAu44cziK0hs42txgpcXqITXORFhVeXZ1He9tayEUVhmVZeGSybkkmPXsbndy/+JdADx86Xge/7yazQ1WphYm8uvThmPSa8iKjyLWpO93fCG+zU7Y4E1dXR0AWVlZ6HT9mx4fTS+99BKXX345jzzyCDNmzOCxxx7jiSeeoLy8nNzc3INuL8EbIYQQQgghhBBCCCHEsfKflTX88d1yxucmcPqoDHpcfp5fW0/3nlJsBp2GRWMyuWJ6PiOzLJHtXtvQyC2vbMESpeezX83FEnXgAEu73YvTF+zXC+ee93fw2GfVKAqoKsQadXz4i9lkxUcd/pMV4gRxwgZvjidTpkxh/PjxPProo5Flw4cP55xzzuGee+456PYSvBFCCCGEEEIIIYQQQhxLqqpGsmagtwfPu1tb+O+qGrY32SPLJ+UncNmUPOYOS+WMf3xOY4+HW08dxo/nDPnaxw6Ewlzwr9VsbrACcP+FYzhvfPbX3p8Q3waHEjc4tuktxym/38+GDRv49a9/3Wf5woULWbVq1YDb+Hw+fD5f5Hu73T7gekIIIYQQQgghhBBCCHE07Bu4ATDptXxvQjbnj89iY30P/1lZy4fbW1lX28O62h70WoVASCU11siV0/O/0bH1Wg3/vGQc1z2zngl5CZw7Lusb7U+I7xoJ3gygs7OTUChEWlpan+VpaWm0trYOuM0999zDnXfeeTSGJ4QQQgghhBBCCCGEEF+boihMyEtkQl4irTYvL66r57WNjTR0ewC4cX4RUQbtNz5OTqKZD38++xvvR4jvIgneHMBXI9NfTTPc12233cbNN98c+d5ut5OTk3NExyeEEEIIIYQQQgghhBDfRLrFxM8XFHPjvCLW1nbT4fBx5uiMYz0sIb7zJHgzgOTkZLRabb8sm/b29n7ZOHsZjUaMRmPk+1AoBEBjY6P0vBFCCCGEEEIIIYQQQhz3sg2QnQRNTU3HeihCfCvtbbeyN35wIBK8GYDBYGDChAksXryYc889N7J88eLFLFq0aFD7qKysBKC0tPSIjFEIIYQQQgghhBBCCCGEECeeyspKJk2adMB1FFVV1aM0nmPqkUce4d5776WlpYXS0lIeeOABZs2atd/1f//73/PHP/4RnU5Heno6xcXFrFmzhrKyMvLy8g56vJ6eHhITE2loaJDMGxERDIVZU9PN4vJWluxop9sd6PN4UrSeGUNTSIwxEKXT4g4Eabf7sHsDlKTHMTE/gZyEKDz+EL5gmOK0WKKNEoMVQgghhBBCCCGEEEKI493edivd3d0kJCQccN3vRPDmpZde4vLLL+eRRx5hxowZPPbYYzzxxBOUl5eTm5vbb/2amhpGjhzJlClTqKiooK2tjXA4zJ133skdd9wxqGPa7XYsFgs2m02CNyeYui4Xn+5oZ3ODlS2NVrqcfmKMOmJNOmJMusj/Y416Ykw6SjPjmD8sDYtZP+D+VFVla6ONNzY18e7WZjqd/shjUXotOYlRpMaa2NZkw+YJDLiP/THpNcwtSWV0djwNPW7qu9zEGHXkJZnJTogiIdqAJUpPUWos6RbTN3pejgd7367213tqIIFQGLsngEZR0GgUtBoFraJg1GnQaAa/HyGEEEIIIYQQQgghhPgmDiVu8J0I3kyZMoXx48fz6KOPRpYNHz6cc845h3vuuaff+rfeeitvv/02O3bsiCy7/vrr2bJlC6tXrx7UMSV4c+wEQ2GcviBhFeKj9Gg0CqGwSrPVg8sfZEhKDHqtBgCPP8TOVjvVHS6qOpws39VBWbP9kI+p0yhMG5LEKaXpLCxNI8aoY3uTndVVXby1uYnqTldk3cRoA6eNTOe0kRlMKUyMjCUQCvNFdRcb6npw+0O4fEGi9FrSLSaiDFo211tZW9tNl9NPtFFLWIUOh2/QYxyWHsvs4hTGZMczIjOOvERzn+BFh8NHp9NHTqKZmINk86iq2ieA4vGH2FDXg39PrcY4k57STAtRBu2A23sDIbY32ajudBGl1xJj1NHQ42ZdbQ/lzTZ0Gg0mg5YEs578pGjSLSZ2ttj5orobpy/IGaMyuGhyDnEmHbvbnDRZPex9J4s16Ui3mNBpNLy/vYX3trYMGBSLMepYWJrGWWMyCYZUtjRY6XL5mVOSwpySFIy6gccujq2vvvb2VdflorrTRaxRR1yUnrwk8yH9HH3B3tfl+toerJ4AkwsSmVKQiE6jodnqweYJUJQWg9kg2W4Dsbr9lDXb2d3mID85mllFKWj3vMcEQ2EURYl8L4QQQgghhBBCCPFdJMGbffj9fsxmM6+88kqf/jU33XQTmzdvZvny5f22mT17NuPGjePBBx+MLHvjjTe48MILcbvd6PX9Myx8Ph8+35c30vemP0nw5vDyBkI0Wz20O3z0uPxoNQp6rYaqDicrKjvZUNuDwxeMrK/TKCRGG+hx+wmEel/qJr2GUVkWnL4Qu9ochMJ9fwW0GoWphYlMK0xiTE48WfFRuP0h7N4ATm8QhzeI09f7r9vlZ8XuTiraHJHtFQUUYN/dmvQaFo5I59xxWcwsSo4EbL4JVVUpa7bz3rYWmno85CaayU0y4/IFqe9202z1YHUH6Hb5qexw8tXfdLNBy/CMOPKSzJQ12fucQ3KMkTHZFqYWJjEkNZr6LjdVewJcVR1Oul1+RmfHM2NIEu0OH+9tbenzvO99HkvSYslKiCI+So9ep6Hd7qXZ6mV3uyPy8zgexe7JqDIbdFii9MwpSeHkEWly0/4YCYbCLN/VwYvrGlhe0UFclI7M+N6MtbgoHUadhjU13VR3uPpsF2/Ws2hMJtOGJLF8VyeLy1sBmD4kmSmFiZh0WgKhMLVdbjbUdbOl0YY/GO6zD51GIayqkd9njQLFabFkxUeh12ow6jVkJ0RRkBxDTkIUqXEmjDoNn+xo481NTXS5/MwblsrZYzIZmxM/qKwxfzBMq81Lu8NLvFlPWpyJWNPAmX3Hgqqq1Ha5WVvTG2yu7nBR2+Wm09k3mJweZ2J2cTKV7U62N9sJhVVSY41kWExkWKLIsJjIT45mXG48JWmx6A7D+6IQQgghhBBCCCHE8UyCN/tobm4mKyuLlStXMn369Mjyu+++m6effpqKiop+2xQXF3PllVfym9/8JrJs1apVzJgxg+bmZjIyMvpt84c//IE777yz33IJ3vT17tZmVlZ2otUo6DQaAqEwNk8AmyeAfc9XrUZhTE4843MTKEyJJjXWSI87wMvrGnh3awueQOhrHdug1WDQaXB+JciQHGOkKDWGwpRoRmdbOHlEOonRhkPad3WHk4/K2viwrJUtDVag98blmBzLnmyc9INmsxxJPS4/n+3u4Ivqbspb7OxsseP7yk1qRenNmDnU0m17ZVhMpMYaAWi2eQ+aFZQcY2B4Rhz+YBiHN0hSjIFJ+YmMzYlHp1Fw+0N0OH3Udrlo6vFQmBzN1MIkNBqFl9c18N62FnQahaGpMeQmRaPTKKiqis0ToMXmxeYJMGNoMueOy2JKQSIAIVUlHO79urPFzlubm/lkRxuxJh1jc+KJNur4YFsrrXZvv/GaDVrmDUtldlEK04YkYTZo8QXDRBt0+y2Zd7SF90QYjkU5OG8gxOLyNl7f2MimBivFabFMKUhkXG48Ram9wY7BjKvJ6qGu00WH00d9l5uN9T1srLcO6nW59/XgCYTodvr7BRQHIynawIS8BCxRelZVddFk9QC9Adhog44ul/8ge9i/tDgjs4pSGJMTj90ToMPhIznGwLQhyeQmmnl3azOvrG9kR6u9X7A1JdbIguGpLCxNZ0RGHAlmA1aPn4/K2liyow2zQcfUwkRK0uOoaHOwtcGKSd/7mp02JAm9VoPdEyAYVkkw6w85UNLQ7WZpRTtrarpZW9O939/vvCQzQ1Ji2Fjfg9U9+PeSKL2WxGgDUXsy7gqSoylMiSErPoq0OBMmvYaaThc1nS4yLCZOKU0n3nxo79NCCCGEEEIIIYQQx5oEb/axN3izatUqpk2bFln+5z//mWeffZadO3f226a4uJirrrqK2267LbJs5cqVzJw5k5aWFtLT0/ttI5k3g3PnO2X8Z2XtN9pHtEFLapyJxGgDYVXFHwyTHGNk5tBkpg9NIis+imijDlWFLpePToefhGg9GZYoFKC608XWRitmg5YxOfGkx5kOqYfKwbQ7vKgqpMUdvz1mgqEwNZ0uylvs1HS6KE6LZVphEgnRBmyeANUdTjbU9fBFdReNe7J6hqTGMCSlN8hlidKzvrabL6q7Mek1LBqbxeT8xMjNeVVVabV72dZoo8Ppw+oO4A+GSY0zkh5noig1lpzEqG/0vIfCKhrl0PrfDEY4rLKpoYdmqxe3vzeL6e0tzTR0ewZcX1FgbE48JxWnYPcE2dLYG2iYU5zCGaMzGJYeh4qKqsLeN1uTTnPYsgxs7gCf7GhjaUU7n+3qIKzCmaMzuGBiNmNzEiJlqlRVpc3uI96sx6T/spRYq82L1ePHpNMSZdBi0muJ0mvRa5WDPrfhsMq62m5e39jE+9v6Z1/ty2zQkhnfm22RaYkiI773a1yUDpNeS5PVw+sbm9hQ1zPg9onRBs4bl8W547MAaOrx0OH04fAGcfuClKTHMas4mbg9GSqhsMqKyk5eWd9AebOdKYWJnD4qA4NWw4rKTjY3WFEUBYNWISnayIT8BCbmJVCQHB05b1VVabJ6MGg1pMQaURSFVpuXrY3WSDbf3tdIdYeLlj1BS6cvyOhsC4vGZpGdEMV7W1tYXN52SIFno05DapwRmzuA3XvoQah96bUKwbAaCQgpCiSYDRQmRzMiM47C5GhMei0GXW+AW6/VoKrQZvfSZPWwYncn5S19y0katBrG5FiYlJ/IsIw4CpKiyU82RzKEfMEQH5e1sb3ZRklabCQ42mLz0mL10Lzna0Wbg8311kMOtOm1CjOHJjMyy0JeUjRWt58vqrvY1mQjPspATqKZnMQochLM5CaaGZVtOa7fk4UQQgghhBBCCPHdIMGbfRytsmlfJT1vBvb57g4211sJhFVC4TBajQZLlJ74KD2WKD0Wsx6nL8imuh42NVhptnrocPgIhVVOG5XBxZNymJCXcNhv2AtxIKqqsrHeyvKKdj6v7GRLg5Ww2nsD2x8KH3wHX6HVKGRYTOQmmplbksqicZmkxpoix6rqcLK6qouqfcqADU2N4eQRaaTFmWize1lZ2cn721pYvqtjvyXojDoNhSkxRBu0VLQ5cHiDmPQaZg5NZmhqLJ/t6uh3U36veLOesTnxjMmOJ9aki+wvLc5EvNnA57s7eH1jUyQzBSArPopzx2Uxd1gKu9ucrKnpprzZTnWnc9Bl8jQKFCRHkxprIt1iYnS2hQl5CQzPiDss5QaPhkAo3G+s3kCI9bU9fLa7g8p2J4nRBpJjjNR1uVhd3YXVHWBERhyXTM5hYWk6qXuCRQAuX5CN9T18uL2VZRUdtNq9kXKPY3LiOW1kOoFgmNXVXVR1OCneEyzpcfv5pLx9wEyyQ6VRYGJ+IrOGJjO5IJExOfF9goDfRCisUt/txu4JRDLuqjucVHe4aLV7abd7cflD5CeZyUuKZnuTjZ2tjoPv+CsKk6OZXJDI8Iy4SOm7WJOOWJNOSrYJIYQQQgghhBDiqDgqwRuXy4Xf7ychIWHAxzs6OnjxxRfZuXMnOp2OgoICzjjjDIqKir7O4b6RKVOmMGHCBB555JHIshEjRrBo0SLuueeefuvfeuutvPPOO5SXl0eW/fjHP2bz5s2sXr16UMeU4M3hdaAm5UIcbcFQGI2ioNH0ZmIsrWhnVVUXSdEGRmdbiNJr+WB7K5/saMPtP3i2hVajULSn3FePy3/ATItMi4lmW9+b8cPSYzl5RBpzSlIJhMK8sr6RD7a39Du2otCvHJdmTxaGNxDCEwgRPsS/CLFGHaePyuDc8X2zr/YVDIX39GHy0mzz0GL10mLz0GLz4vIF8QRCGHQaTi1N55xxWd+5DIlwWMXqCQy6XGM43FseMKyqJMUYD7iuqqo09ngw6jXERxnQKNDjDtDu8LK7zUl5i52Gbjf+YBh/KBz52ps9aCQzPorhGXHMH5Z60GMdTbvbHCyr6KCmy0VdlwujTsuUgkTG5yXg8gVp6HbT0OOhodtNTaeLijZHv9f+XlqNwpCUaEZkxJEWZyKsqngDYao7nVS0OtFqYOGIdM4cnUFBcjTGPVlqBp0EfIQQQgghhBBCCHFojmjw5tVXX+Wuu+5i27ZtACQmJnL99ddz2223YTabAXj99de58sorcbn6No9WFIVrrrmGhx9+GJ3u6PX/eOmll7j88sv517/+xbRp0/j3v//N448/TllZGXl5edx22200NTXxzDPPAFBTU8PIkSP50Y9+xHXXXcfq1au5/vrreeGFFzj//PMHdUwJ3gghgqFwpLeQooBCb2DD5gnQ2OOmvMXOG5ua2FRv7bOdUadhQl4Co7It6DUaAuEwa2u6I+spCozKsjCnOIWzxmRSlBbb79ihsEpDt5uqDidOX5CS9FgKk2OobHeyZGcbNZ1uphYmMm+fm/KqqhIIqXj8Ieq6XWyqt1LWbMO/5xzc/hBt9t7SYCXpsZw3PpuTR6QdtgwMIY4UmyfAuppuNtb3sKvNQUWbgy6nf1DB1YEoCmRaoshPNjM5P4lzxmWSlxSN3RtgY10P3kBvmUiTTsvami5WVHbi8AYZnhHHyCwL04b0lvgUQgghhBBCCCHEd8sRC97cf//9/PKXvwR6b/JFdqIonHzyybz//vusXbuWuXPn9un/0ueAisIll1zCc889N9jDHhaPPPIIf/3rX2lpaWHkyJH8/e9/Z/bs2QBceeWV1NbWsmzZssj6y5cv5xe/+AVlZWVkZmZy6623cv311w/6eBK8EUIMVk2ni9ouFzFGHTFGHQV7epB8Vbvdy+52J6WZcdKsXYjDIBAK0+n0sbPFQVmzDZsngEZR0GoU8pOiKU6Pxer28+7WFj7d0YbVE9hvBk9uopmGHvd+H/+qkrRY5pSkMCEvgfF5CSQfR5lNQgghhBBCCCGEODKOSPCmvLycsWPHEgqFUFWVcePGMWTIEKqqqti0aROKovD444/z/PPPs2TJEoYPH87tt9/OhAkTCAQCLFu2jLvvvpvW1lYURWHJkiWcdNJJh+WEj0cSvBFCCCG+XVRVJRhWsboD1HW52N3u5P1tLays7IyUHMxPMpMQbaDd7sPuDTAqy8Ls4hRSYoyUNdvZ3NDD5j19s/ZlNmiJM+kxG7WoKoRVlYLkaM4dl8XCEelEGSTDTQghhBBCCCGEONEdkeDNz372Mx5++GEMBgOvvPIKZ511VuSx9957j/PPP5/c3FyqqqoYOXIkq1atIjo6us8+6urqmDhxIt3d3VxxxRU89dRTX+P0TgwSvBFCCCG+G9rtXspb7IzIiCN1ED2belx+PtvdweqqLjbU9bC73XnA9c0GLaWZcRSnxTI628L84WmSqSOEEEIIIYQQQpyAjkjwZvTo0ZSVlfHzn/+c++67r9/jt9xyC3//+99RFIU33niDs88+e8D93HXXXfzud79j2LBhlJeXD+bQJyQJ3gghhBBiMJy+IN1OP3ZvAKcviEbp7Y+1srKT1zc10tDt6bO+RoGJeYlMLUxkVHY8sSYdmxusbGu0ARAXpccSpScuSoclSk9hcgzjcuP7lWP0+EM0WT2Y9BoSzAZ0WoVulx+bJ0BeYrRk+wghhBBCCCGEEIfZEQneWCwWnE4n7733Hqeeemq/xz/88ENOP/10FEWhq6uL+Pj4AfezYsUKZs+eTUxMDHa7fTCHPiFJ8EYIIYQQ35SqqlS0OahodbCz1cGK3Z1sa7Id8n4MWg0jMuPQaxUCIZUOh48mq2e/60cbtJwyMp1zxmYxfUgSOq3mm5yGEEIIIYQQQgghOLS4gW6wO/V6vQAkJycP+Pi+y2NjY/e7n72P+Xy+wR5aCCGEEOI7SVEUhqXHMSw9jkXAradCY4+bpTvb2dJoY2ujFZcvxKgsC2Nz4zHpNNg8QWyeAHZvAKvbz9ZGG+0OH5sbrP32H2vU4QuG8YfCAOg0ClEGLQ5vkNc3NvH6xiaSY4ycPSaTaUOSyIqPIjnWgD8Yxu0PEW3UkRFnQqNRju4TI44Le4OLH5e1oapQnBZDYUoMJr0GjaIQZ+rNAFP2ZJOF9jR70srrRQghhBBCCCEOatDBG4vFQldXF9XV1UycOLHf49XV1ZH/NzQ0kJ+fP+B+GhsbASQbRQghhBDia8hOMHP5tHwuH+T6qqpS2+WmvNmORgGdVkOCWU9hSgyJ0QZUVcUTCBEIqcSZei8NN9b38OamZt7d2kyn08dTK2t4amXNgPs36jQUJEczpSCROSWpjM62oNNq0GoUNApoFAX9nu8PxOMPsWtPllFFmwODTsM5Y7MoSd//pCCxf6qqsrXRxuYGK+0OL50OP1EGLRkWE1kJUUzMSyTd0tujyekLUtvpQqdVMOm0+IJh2h1eupz+SMAFQFEgrEKb3Utdl4uN9VYqB9GzKSXWiMsXpNvlJ0qv5bRRGZw3PospBUn9XhfVHU7e29pCeYudsTnxzB+eypCUGFQVrJ4AKyo7WV7RQYvNQ5ypt0TghPwETh2ZTpxJf/ifyKMoFFZZW9PN+9taWFvTTV6SmWlDkhiTE0+C2UCMUUdjj5udrQ6s7gDjcuMZm9O/JKIQQgghhBDi22HQZdPmzZvHsmXLmDNnDkuWLOn3+Pz581m6dCmKovCXv/yFX/7ylwPu54orruDZZ59l+vTprFix4puN/jgmZdOEEEIIcaLzB8N8tquDd7c2U9nhpMXqpcvlx6jTYDZocfqCBEKDupQk3qwnMdrAiIw4FgxPY2RWHBvqelhR2cW2Rit13W4GuiodmxPPySPSmFyQiF6r4a3NTXy0vZWQqpIaayIh2oBGAQVIt5gYl5PAuNx4hqbGRDI+jgeqqlLd6cLjD1GQHE20cdBzqAal3e5lV5uTZquHqg4nH2xvpb7bfcBt8pPMKIpCTafrax/XoNUwuziFeLOe3W0OarvcBENhgmEVXzB8wG1jTTom5ScyJCWahm4Pu9odVHf0H4tmT9DogOPQaZhbksLZY7KYPzz1sAQ0VFXF5Q/R4/IDkJ0QddheU4FQmN1tTsqabZQ12ylvtlPeYsfpCx7Sfgw6DUNTYshKiCIv0cz0oUlMK0yWnlVCCCGEEEIcp45Iz5sHHniAm2++GUVRuPDCC/ntb39LYWEh1dXV/PnPf+all17i3HPP5ZNPPiEUCvHee+8xe/bsPvt49tlnufLKKwG44447+MMf/vC1TvBEIMEbIYQQQnwbhcNqpExaMBSmyephR4udz3b3ZkQcqJfOwSRFGxiWEUtJWhxNVjef7mgneLC79vuRm2jm9FEZzC5KJjM+irgoPZ/v7uCjslZqO91YovTEm/XkJpopSY9leEYcxWmxkUyQhm43mxqsqKqKTqPB7g3Q2OOm0+FnVLaFk0ekkRZnQlVVetwBypvtbGm0YnX7mT4kmWlDkvCHwqyr6ebz3Z0s2dneJ5iSaTExLi+BaYVJjM9NICcxiliTPpIJ1enw09DjprHHTWOPh8YeD10uP5YoPUnRBgw6DYFQGLsnyIa6bmq7+gdqovRaZgztLXeXFGPE7Q/RZvdS2d4bNNj3qU2KNqAo4AuE0WkVUmNNJMUY0O/pd7R3VVVVSYk1kpcYzZDUaGYXp+w348UbCNFi89Lh8BFr0pEUY6Cuy83rG5t4b2szdm//QIVOozBjaDKT8hNYV9vD6qquSFk/6C3NNqcklWHpsbh8QdrsPj4qa2X3PhlA0QYtUwuTKM2yUJQag6JAMKRiidIzNDWGrPio/Zb6q2h1sGRnO2tqulhf29MnmFKYEs2ZozPJsJio63LTavOg0ptdlhZnYm5JChPyEvr1iHL7g+xosVPWbKesyU5Zi41drc4+57VXnEnHKaXpzB2WSm2Xi9VVXVS1O7F5Arj8IVJijQxLjyXWpGNdbQ8djv6lqI06DdOGJDFvWCpzS1L7BZ28gRBGnea4Cm4KIYQQQgjxXXFEgjcul4vS0lIaGhoGfFyj0bBy5UqefvppHn30UTQaDQsWLGD8+PEEg0E+//xz1q5di6qqxMTEsHPnTjIzMw/97E4QErwRQgghxHdRMBQmrEJYVff8671Z3OPy02b3saqqk093tLO73cGYnHhmFaUwKT+BYelxpMQa++yrw+Hjva3NrKnpZl1tN05fkJNHpHPuuExSYkx0OL30uAKEVRVVhepOF5vqe9jcYD1o1sdAYk06JuQl0GrzsrPVcdD10+KM9LgCA96EN+4JruwbIDHoNMQYdXTvyeQY6Pj+YPhrjV1RoDA5muwEM5nxUUwfksT84amYDQNn+Ni9ATbW9aDVKIzIiCMpxjjgekdKMBSmvMXOmupumqwechPNFKZEMyY7noRoQ2Q9jz+EwxtAp9Vg1GkGzFhSVZWdrQ7e3tLM25ubDxpA1GsVtBqFsAqWKD2jsiwUJkezorJzwJ+7QadBVdVBZZnFmXQUpcWSYTGhKAplzTZqOl0DZpXFGnUMz4yjNDOO0kwLpZlxDE2NiQTMvioUVvuUmdtbErGm00lTj4edrQ6WDRBAjTZoyUuKxqjXUN/lpmtP+bq8pN7nvDTTwuhsC+NzEw57RpgQX9Xp9PHOlmY2N1hJt5jIT4pmREYcI7Ms0g9LCCGEEN8JRyR4A7B161ZOPfVUWltb+yzXarU8+OCD/OQnP8HpdDJ16lTKy8v7zeZSVRWtVsszzzzDJZdccgindOKR4I0QQgghxP6pqnpIM//3XrIOZhu3P8jSnR28v72FHc12mm0evIEwhSnRnDYynfG5CTh9QXpcfqo7XexsdVDe3LdklUaB0dnxmA1agiEVs1FLToKZuCgdq6q62FRv7XPMvCQzo7IsxJp0LKvooMXmBXpLk00bksScklRmDk0m2qjD6vazs9XBmupuVld3UtHqoMcd6LM/o05DdkIU2QlmchJ7vyZFG7B5AnS7/ATDKjqNgkmvZVSWhfF5CViiTuyeL4eDqqpsabSxub6H7c126rpcaBQFnVah0+GnptM1YLBtL71WYXZRCjOGJjOlMJEhKTGY9Foc3gCf7Gjjw+2t+IJh8hLNZCVEoVEUwqrKjhYHSyvasX7l57hXSqxxT5Dmy0BNToJ5vxlA3+T8d7c7WbKznSU729lQ19Onb9GBmA1aTh+Vwfnjs5lckCg30o8xmydAXZeLLqefsTl9g5r74/GHWF/XTU2nixijDkuUni6nn8oOJ212L6OyLEwfksyw9Ng+r72GbjdrarrZ0mClrNmGNxBGo+kNbp5Sms6ZozNJPMDxfcEQZc12NtVbcfmCFKfFUJwWi0GnwRcM02bzsqnBytqablZWdg6YUZlg1jN9aDLjcxMYk22hMCUGo643aPvVbDYhhBBCiBPZEQve7N35E088wcqVK/H7/RQXF3PttdcyfPjwyDptbW389Kc/5c033yQc7v1wpCgKU6dO5e677+akk076Gqd1YpHgjRBCCCHE8WFvKbIovXa/wZ9gKMyOFgcb6rqxmPXMKU494M3SdruXFpuX5FgjyTEGjLove4yoqkpVh4too5YMS9Sgxuj0BWm1eTDqtCRGGzAb9j9W8fWFwiqtdm+k/F+rzcvWRiu7252MzLRw+qh04s0Hv0m+v32XNdto6PbQYvMQCKkMy4ilNDOO1FjTYT6TwfEGQjT2eKjrcuEPhslJNJOdEEWPO0Btl4vdbQ62NdnZWNfTJ2PHEqVndnEKc4pTmF2c0i8r7kAae9x8sK2VjfU9eAMhAiGV1FgjE/MTGZEZR6vNQ1WHi3a7F6cvhC8YYlJ+ImeN2X+AIBzu7RkVa9KRFtf7XPqDYdbXdqPRKEzOTzysgTBvIMSSne3sbLHj9odw+YN0OPx0OLz4QyrD02MZmWWhOC2WvKTebLdDCXb5giG6XX5SY01oNUrk/WddbTfr67pZX9tD+z4l8bQahUn5CcwblsqEvERGZsWhURRsngC725ysru7ii6ouNjX0DDpDbHR2PAXJ0ayr7T5opqFOozAuN57STAtFaTFolN4x13S62dTQQ1mT/YBB0a8ak21h/vA0uvcE0DfV9eDYT78nRYGJeQmcPz6bcbkJbGm0srXRikGrJTshioLkaKYUJkayDHtcfsqa7eQlmQ9rnyohhBBCiMPliAZvDoXVaqWiogKdTkd+fj5JSUlH6lDHHQneCCGEEEIIIU4Eqqqyoa6HV9Y38sH2ln79iEZlWZiQl8DobAvpFhMuXwiXL4ii9GaJ2T1BtjXZ2NTQw/Ym+9cag06jMKckhXPHZTN/eCo9bj8fbW9l+a4ONtT1RMZUkBzNkJQY1tR04dizLCs+ikVjM9FpNbTaPGg1GqYPSWLm0GS02t4gnS8Qpjg9pk+g9avPwcb6Hl7d0MS7W5sj+x6MKL2WU0rT+N6EHMbkWPAGwrj9QVptvUFeXzCEJUqPRlH4ZEcbH2xvxeENYtBpyE0002z14PaH+u03JdZIrFFHdaerz3KtRtlvRlWGxURppgVvIITNE4j0ekqKNrChvoe1Nd39jqVRYFxuAuNz4xmVHY8lSk9YValqd/Lm5qZB/UyTog2My43HEmVgV5uDynYnKioGrQaLWc+Y7HjG5SZwUnEyQ1Nj+2wbCIXZ0mBlVVUXWxutbGm0DdjPaX+MOg2zipJxeIOs3yfbLM6kY0xOPJP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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "for i in range(4, 11):\n", " df[f'T{i}'] = np.random.uniform(0.1, -0.1, size=df.shape[0]).cumsum()\n", " \n", "df = df.sample(frac=1, axis=\"columns\") # Randomly shuffle the columns\n", "\n", "fig, axs = plt.subplots(df.shape[1], sharex=True, gridspec_kw={'hspace': 0})\n", "plt.suptitle('Can You Still Spot The Multi-dimensional Motif?', fontsize='30')\n", "\n", "for i, colname in enumerate(df.columns):\n", " axs[i].set_ylabel(colname, fontsize='20')\n", " axs[i].set_xlabel('Time', fontsize ='20')\n", " axs[i].plot(df[colname])\n", " \n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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7o9+XkQE/+EHQcdOxY/zqk6oIAxxJkiRJkiRJUnxFIjB7djAm7e9/h6Ki6Pd27gzXXQejR8NRR8WtRKmqMcCRJEmSJEmSJMXH3r0wbVowJm358uj3paTAuecGwc1ZZ0EoFL8apSrKAEeSJEmSJEmSFFtr1sAf/gBPPgk5OdHva9wYrrgC/ud/oF27uJUnVQcGOJIkSZIkSZKkiisqghkzgjFp//xnMDYtWiedFHTbXHIJ1KsXvxqlasQAR5IkSZIkSZJ05HJzYcqUoOPm44+j35eaChdeCNdeC/36OSZN+hoDHEmSJEmSJElS+X30UXBvm6lT4Ysvot+XmQnjxsFVV8HRR8evPqmaM8CRJEmSJEmSJEWnsDAYj/bQQ8G4tPI49dRgTNrIkZCeHp/6pCRigCNJkiRJkiRJ+u8+/xyefBIeeQTWrYt+X+3acNFFQXBz2mnxq09KQgY4kiRJkiRJkqRD++CDYEzatGmQlxf9vqysYETauHHQvHn86pOSmAGOJEmSJEmSJKnEgQPw8svBmLS5c8u3t1+/oNvm/POD7htJR8wAR5IkSZIkSZIE27fD44/DH/8IGzdGv69OHfj+9+Gaa6B79/jVJ9UwBjiSJEmSJEmSVJO9/37QbfPcc7B/f/T72raFq6+GsWOhSZP41SfVUAY4kiRJkiRJklTT7N8Pzz8fBDfZ2eXbO2gQXHstnHsupKbGpz5JBjiSJEmSJEmSVGNs2gSPPRY8tm6Nfl/9+nDZZUFw06VL/OqTVMwAR5IkSZIkSZKS2d69MHcuPP100HVz4ED0e489Nri3zeWXQ8OG8apQ0iEY4EiSJEmSJElSMjlwABYtgpkzg8f8+VBQUL4zhg2D666DoUMhJSU+dUr6rwxwJEmSJEmSJKk6i0Rg5cqSwGb2bNizp/znZGTAD34QdNx07BjzMiWVjwGOJEmSJEmSJFU3n30Gb71VEtps3nzkZ3XuHHTbjB4NRx0VuxolVYgBjiRJkiRJkiRVdTk5QWfNwcDmo48qdl5KCpx7bhDcnHUWhEIxKVNS7BjgSJIkSZIkSVJVk58f3Ltm5syg02bhQigqqvi5TZvCD38I//M/0K5dxc+TFDcGOJIkSZIkSZKUaEVF8O9/l4xFmzsX8vIqfm6dOtCvHwweHDxOPhlSUyt+rqS4M8CRJEmSJEmSpERYt65kJNrbb8OOHRU/MxSCnj1LApu+fYMQR1K1k5LoAo7EpEmTCIVCpR4tWrQofv2LL77g2muvpVWrVtStW5fOnTvz6KOPljojPz+f6667jqZNm1K/fn1GjBjBxo0bS63ZtWsXo0ePJhwOEw6HGT16NLt3766MS5QkSZIkSZKUbHbsgL/+FX70I+jQAY45BsaNC56rSHhz3HHBSLQXXgjOWbgQ7roruLeN4Y1UbVXbDpwTTjiBmTNnFn+f+pW2v5/85CfMmjWLadOm0a5dO958802uvvpqsrKyOO+88wCYMGECr776Ks899xxNmjRh4sSJDB8+nMWLFxefNWrUKDZu3Mj06dMBGDduHKNHj+bVV1+txCuVJEmSJEmSVC19+SW8+25Jl82//hWbczMzSzpsBg2CNm1ic66kKqXaBji1atUq1XXzVfPnz2fMmDEMHDgQCIKXxx57jPfff5/zzjuPnJwcnnjiCZ555hkGDx4MwLRp02jdujUzZ85k6NChrFy5kunTp5OdnU2vXr0AmDx5Mn369GHVqlV06tSpUq5TkiRJkiRJUjVx4AAsXlwS2MybB/v3V/zc+vVh4MCSwKZr12BUmqSkVm0DnNWrV5OVlUV6ejq9evXirrvu4phjjgGgX79+vPLKK/zwhz8kKyuL2bNn8/HHH/Pggw8CsHjxYgoKChgyZEjxeVlZWXTt2pV58+YxdOhQ5s+fTzgcLg5vAHr37k04HGbevHmHDXDy8/PJz88v/j43Nzcely9JkiRJkiQp0SIRWLUqCGveegtmzYKcnIqfm5oKvXuXdNmcdhqkpVX8XEnVSrUMcHr16sXTTz/Ncccdx9atW7njjjvo27cvK1asoEmTJvz+97/nyiuvpFWrVtSqVYuUlBT+3//7f/Tr1w+ALVu2kJaWRqNGjUqd27x5c7Zs2VK8JjMz8xvvnZmZWbzmUO6++25uv/32GF6tJEmSJEmSpCpj8+YgrDnYZfPZZ7E5t2vXksCmf39o0CA250qqtqplgDNs2LDir7t160afPn3o0KEDU6dO5frrr+f3v/892dnZvPLKK7Rt25a5c+dy9dVX07Jly+KRaYcSiUQIfaX1MHSINsSvr/m6W2+9leuvv774+9zcXFq3bl3eS5QkSZIkSZJUFeTmwpw5JYHNhx/G5txWreDss4PA5qyz4DC3i5BUc1XLAOfr6tevT7du3Vi9ejV5eXn89Kc/5aWXXuLb3/42ACeeeCJLly7lf//3fxk8eDAtWrRg//797Nq1q1QXzrZt2+jbty8ALVq0YOvWrd94r+3bt9O8efPD1pKenk56enqMr1CSJEmSJElSpdi/H7KzS7psFiyAwsKKnxsOB0HNwS6bjh29j42k/yopApz8/HxWrlzJGWecQUFBAQUFBaSkpJRak5qaSlFREQA9evSgdu3azJgxg5EjRwKwefNmli9fzn333QdAnz59yMnJYeHChZx22mkALFiwgJycnOKQR5IkSZIkSVI1V1QEy5eXdNjMnQt791b83LQ06NevJLA55ZTg3jaSFKVqGeDccMMNnHvuubRp04Zt27Zxxx13kJuby5gxY8jIyGDAgAHceOON1K1bl7Zt2zJnzhyefvppfve73wEQDocZO3YsEydOpEmTJjRu3JgbbriBbt26FY9Y69y5M+eccw5XXnkljz32GADjxo1j+PDhdOrUKWHXLkmSJEmSJKmCPv00CGveeit4bNtW8TNDoSCkGTQoCGxOPx3q1av4uZJqrGoZ4GzcuJFLLrmEHTt20KxZM3r37k12djZt27YF4LnnnuPWW2/l+9//Pp9//jlt27blzjvv5Kqrrio+4/7776dWrVqMHDmSvLw8Bg0axJQpU0j9Sgr+7LPPMn78eIYMGQLAiBEjePjhhyv3YiVJkiRJkiRVzOefw6xZJV02n3wSm3M7dCjpsDnzTGjSJDbnShIQikQikUQXkcxyc3MJh8Pk5OSQkZGR6HIkSZIkSZKk5JeXB++9VxLYLFkCsfgxaLNmJR02gwZBu3YVP1NSjRNtblAtO3AkSZIkSZIkqVhhYRDSHByL9u67kJ9f8XPr1YMBA0pCm27d4Gv33pakeDHAkSRJkiRJklS9RCLBGLSDHTZvvw27d1f83NRUOO20krFovXtDWlrFz5WkI2CAI0mSJEmSJKnq27o16K45GNps2BCbc7t0KQlsBgwAb4MgqYowwJEkSZIkSZJU9ezZA3PnloQ2y5bF5tysrJLAZtCg4HtJqoIMcCRJkiRJkiQlXkEBLFxY0mGTnQ0HDlT83IwMOPPMktCmUycIhSp+riTFmQGOJEmSJEmSpMoXicCKFSWBzZw58MUXFT+3dm04/fSSwKZHD6jlj0ElVT/+m0uSJEmSJElS5diwIQhrDo5F27o1NueefHJJYNOvH9SvH5tzJSmBDHAkSZIkSZIkxceuXTB7dkmXzccfx+bcdu3g7LODwObMM6FZs9icK0lViAGOJEmSJEmSpNjYtw/mzSvpsnn/fSgqqvi5TZrAoEHBY/BgOOaYip8pSVWcAY4kSZIkSZKkI1NUBEuXlnTYvPNOEOJUVN26cMYZJWPRTjoJUlIqfq4kVSMGOJIkSZIkSZKiE4nA2rUlgc3bb8Pnn1f83JQUOPXUksCmTx9IT6/4uZJUjRngSJIkSZIkSTq8bduCoObgWLT//Cc25x5/fBDWDBoEAwdCw4axOVeSkoQBjiRJkiRJkqQSe/cGo9AOdtn8+9+xObdFi5IOm0GDoFWr2JwrSUnKAEeSJEmSJEmqyQ4cgEWLSgKb+fOhoKDi5zZoEHTWHAxsunSBUKji50pSDWGAI0mSJEmSJNUkkQisXBmMQ5s5E2bPhtzcip9buzb07l3SZXPqqcFzkqQjYoAjSZIkSZIkJbvPPisJbGbOhM2bY3PuiSeWBDZnnAFHHRWbcyVJBjiSJEmSJElS0snJCTprDgY2H30Um3PbtIGzzw5Gop11FjRvHptzJUnfYIAjSZIkSZIkVXf5+cG9aw522SxcCEVFFT+3UaMgqDnYZdOhg/exkaRKYoAjSZIkSZIkVTdFRfDBByUdNnPnQl5exc9NTw9GoR0MbE4+GVJTK36uJKncDHAkSZIkSZKk6mDdupLA5u23YceOip8ZCkHPnkFYM2gQ9O0LdetW/FxJUoUZ4EiSJEmSJElV0Y4dMGtWSWizdm1szu3YsaTDZuBAaNw4NudKkmLKAEeSJEmSJEmqCr78Et59tySwWboUIpGKn5uZWRLYDBoEbdpU/ExJUtwZ4EiSJEmSJEmJcOAALF4chDVvvQXvvQf791f83Pr1g86ag4FN167BqDRJUrVigCNJkiRJkiRVhqIi+Pe/g7Fos2fD3LmQk1Pxc1NToXfvki6b006DtLSKnytJSigDHEmSJEmSJCkeiopg+fKSwGbOHNi1KzZnd+1aEtj07w8NGsTmXElSlWGAI0mSJEmSJMVCJAIfflgS2MyeDTt3xubsVq1KApuzzoKWLWNzriSpyjLAkSRJkiRJko5EJAKrVgVBzcHQZtu22JwdDgdBzcHQpmNH72MjSTWMAY4kSZIkSZIUjUgEPvmkdGCzeXNszk5Lg379grBm0CDo0SO4t40kqcYywJEkSZIkSZIOZ926IKw5+Pjss9icm5oahDRnnhkENqefDvXqxeZsSVJSMMCRJEmSJEmSDlq/viSsmT0bPv00NuempED37kFgc+aZQbdNRkZszpYkJSUDHEmSJEmSJNVcn31WOrBZuzY254ZCcNJJJYHNGWdAw4axOVuSVCMY4EiSJEmSJKnm2Ly59D1sVq+O3dndupUENv37Q+PGsTtbklTjGOBIkiRJkiQpeW3bVjqw+eij2J3dpUvpwKZZs9idLUmq8QxwJEmSJEmSlDx27IA5c0pCmxUrYnd2p05BWDNwYPBo3jx2Z0uS9DUGOJIkSZIkSaq+du0qHdh88EHszj722NKBTVZW7M6WJKkMBjiSJEmSJEmqPnJy4J13grBm1ixYuhQikdic3b59ENQcDG1at47NuZIkHQEDHEmSJEmSJFVde/bAu++WBDZLlkBRUWzObt265B42AwdCu3axOVeSpBgwwJEkSZIkSVLVsXcvvPdeSWDz/vtQWBibs7OySgKbM88MOm5CodicLUlSjBngSJIkSZIkKXHy8mDevJLAZuFCOHAgNmc3b146sDn2WAMbSVK1YYAjSZIkSZKkyrNvH2RnB2HN7NnB1/v3x+bsZs1K38Pm+OMNbCRJ1ZYBjiRJkiRJkuJn/35YsKAksJk3D/LzY3N248alA5sTTjCwkSQlDQMcSZIkSZIkxU5BASxaVBLYvPdeMCYtFho2hAEDSkKbbt0gJSU2Z0uSVMUY4EiSJEmSJOnIHTgAixcHYc2sWfDuu7B3b2zOzsiA/v1LApuTToLU1NicLUlSFWeAI0mSJEmSpOgVFsLSpUFYM2sWvPMO7NkTm7Pr14czzgjCmjPPhO7doZY/vpIk1Uz+P6AkSZIkSZIOr6gIPvigJLCZOxdycmJzdr16cPrpJYFNjx5Qu3ZszpYkqZozwJEkSZIkSVKJoiJYsaIksJkzB3btis3ZdepA374lgc2pp0JaWmzOliQpyRjgSJIkSZIk1WSRCKxcWTqw2bEjNmenpUGfPiWBTa9ekJ4em7MlSUpyBjiSJEmSJEk1SSQCH39cEtjMng3btsXm7Nq1g5DmYGDTuzfUrRubsyVJqmEMcCRJkiRJkpJZJAJr1pQObDZvjs3ZtWoFY9DOPBMGDgzGo9WvH5uzJUmq4QxwJEmSJEmSks26dSVhzaxZsHFjbM5NSYGePUsCm3794KijYnO2JEkqxQBHkiRJkiSpulu/viSsmTULPv00NueGQtC9e8lItDPOgIyM2JwtSZL+KwMcSZIkSZKk6uazz0oHNmvXxu7sk04qCWz694eGDWN3tiRJipoBjiRJkiRJUlW3ZUvpwGb16tid3bVr6cCmSZPYnS1Jko6YAY4kSZIkSVJVs3176cDmo49id3bnziWBzYAB0KxZ7M6WJEkxY4AjSZIkSZKUaDt3wpw5JYHNihWxO/u440oHNi1axO5sSZIUNwY4kiRJkiRJlW3XLpg7tySw+eCD2J3doUPpwOboo2N3tiRJqjQGOJIkSZIkSfGWkwPvvBOENbNnw7/+BZFIbM5u1y4IawYODP7ZunVszpUkSQllgCNJkiRJkhRre/bAu++W3Mdm8WIoKorN2a1alXTYnHlmEOBIkqSkY4AjSZIkSZJUUXv3wnvvlQQ2ixZBYWFszm7ZsnRgc8wxEArF5mxJklRlGeBIkiRJkiSVV14ezJ9fcg+bhQuhoCA2ZzdvXjIO7cwzoWNHAxtJkmogAxxJkiRJkqSy7NsHCxaUBDbZ2bB/f2zObtq0dGBz/PEGNpIkyQBHkiRJkiTpG/bvD7pqDgY28+cHIU4sNG4MAwaUBDZdukBKSmzOliRJSaNa/ulg0qRJhEKhUo8WLVqUWrNy5UpGjBhBOBymQYMG9O7dm/Xr1xe/np+fz3XXXUfTpk2pX78+I0aMYOPGjaXO2LVrF6NHjyYcDhMOhxk9ejS7d++ujEuUJEmSJEmVbcUKuOsuOPtsaNgQzjgDfvGLIMCpSHgTDsOIEXD//fCvf8H27fDii3DdddC1q+GNJEk6pGrbgXPCCScwc+bM4u9TU1OLv16zZg39+vVj7Nix3H777YTDYVauXEmdOnWK10yYMIFXX32V5557jiZNmjBx4kSGDx/O4sWLi88aNWoUGzduZPr06QCMGzeO0aNH8+qrr1bSVUqSJEmSpLgqLIR//AMeeABmz47NmQ0aQP/+QXfNwIFw8snwlZ9bSJIkRSMUiUQiiS6ivCZNmsTLL7/M0qVLD/n6xRdfTO3atXnmmWcO+XpOTg7NmjXjmWee4aKLLgJg06ZNtG7dmn/+858MHTqUlStX0qVLF7Kzs+nVqxcA2dnZ9OnTh48++ohOnTpFVWtubi7hcJicnBwyMjLKf7GSJEmSJCn2cnLgySfh4Ydh7dqKnVW/ftCtc/A+NqecArWq7e/MSpKkOIs2N6i2PbqrV68mKyuL9u3bc/HFF7P2//6wVVRUxGuvvcZxxx3H0KFDyczMpFevXrz88svFexcvXkxBQQFDhgwpfi4rK4uuXbsyb948AObPn084HC4ObwB69+5NOBwuXiNJkiRJkqqZ1ath/Hho1Qquv/7Iwpu6dWHwYLjzTpg3D3btgtdfh5tvhtNOM7yRJEkxUS3/RNGrVy+efvppjjvuOLZu3codd9xB3759WbFiBQUFBXzxxRfcc8893HHHHdx7771Mnz6dCy64gFmzZjFgwAC2bNlCWloajRo1KnVu8+bN2bJlCwBbtmwhMzPzG++dmZlZvOZQ8vPzyc/PL/4+Nzc3RlctSZIkSZKOSCQCb70FDz4Ir70WfF8e6enQt2/QXXPmmUFIk5YWn1olSZL+T7UMcIYNG1b8dbdu3ejTpw8dOnRg6tSpXHzxxQCcd955/OQnPwHg5JNPZt68efzxj39kwIABhz03EokQCoWKv//q14db83V33303t99+e7mvSZIkSZIkxdiXX8KzzwbBzYoV0e9LS4PevUsCm1694Cv31ZUkSaoM1XaE2lfVr1+fbt26sXr1apo2bUqtWrXo0qVLqTWdO3dm/fr1ALRo0YL9+/eza9euUmu2bdtG8+bNi9ds3br1G++1ffv24jWHcuutt5KTk1P82LBhQ0UvT5IkSZIklcfGjfDTn0Lr1jBuXPThTbt28NvfwtatMGcOTJoEAwYY3kiSpIRIigAnPz+flStX0rJlS9LS0jj11FNZtWpVqTUff/wxbdu2BaBHjx7Url2bGTNmFL++efNmli9fTt++fQHo06cPOTk5LFy4sHjNggULyMnJKV5zKOnp6WRkZJR6SJIkSZKkSpCdDRdfHAQxd98Nn38e3b4BA+DFF+GTT4L74jRsGM8qJUmSolItR6jdcMMNnHvuubRp04Zt27Zxxx13kJuby5gxYwC48cYbueiii+jfvz9nnnkm06dP59VXX2X27NkAhMNhxo4dy8SJE2nSpAmNGzfmhhtuoFu3bgwePBgIOnbOOeccrrzySh577DEAxo0bx/Dhw+nUqVNCrluSJEmSJH3N/v3w/PPBmLSv/BJmmdLSYNQo+PGP4eST41aeJEnSkaqWAc7GjRu55JJL2LFjB82aNaN3795kZ2cXd9icf/75/PGPf+Tuu+9m/PjxdOrUiRdeeIF+/foVn3H//fdTq1YtRo4cSV5eHoMGDWLKlCmkpqYWr3n22WcZP348Q4YMAWDEiBE8/PDDlXuxkiRJkiTpm7Zvh8cfhz/8ATZvjn5fixZw9dXwox9BZmb86pMkSaqgUCQSiSS6iGSWm5tLOBwmJyfHcWqSJEmSJFXUsmVBt820aZCfH/2+nj2DbpuRI4PuG0mSpASJNjeolh04kiRJkiSpBikshH/8IwhuZs2Kfl9qKlxwQRDc9O0LoVD8apQkSYoxAxxJkiRJklQ15ebCk0/CQw/B2rXR72vUCK68Eq65Btq0iV99kiRJcWSAI0mSJEmSqpZPPglCm6eegj17ot/XuXPQbXPppVC/fvzqkyRJqgQGOJIkSZIkKfEiEXj77WBM2j/+EXwfrW99Kwhuzj7bMWmSJClpGOBIkiRJkqTEycuDZ58Ngpvly6PfV78+XH45XHcddOoUt/IkSZISJaYBzr59+1i8eDFbtmzhyy+/5LzzziMjIyOWbyFJkiRJkpLBxo3wyCPw+OOwc2f0+9q2DUKbsWOhYcO4lSdJkpRoMQlwNmzYwM9+9jP+8pe/UFBQUPz8smXL6NKlS/H3TzzxBI899hjhcJg333yTkG3NkiRJkiTVLNnZQbfN88/DgQPR7+vfPxiTNmIE1HKgiCRJSn4V/hPPwoUL+da3vsWuXbuIfGU+7aHCmREjRnDNNddQUFDAm2++ydChQyv69pIkSZIkqaorKAgCmwcfhAULot+XlgajRsH48dC9e/zqkyRJqoJSKrI5JyeH8847j88//5wWLVrwyCOPsGzZssOub9asGcOGDQPgtddeq8hbS5IkSZKkqm7HDrjzTmjXLghiog1vmjeH22+H9evhqacMbyRJUo1UoQ6chx56iK1bt9K0aVPmz59PmzZtytxz9tln8/e//52FCxdW5K0lSZIkSVJVtWxZ0G3z7LOwb1/0+3r0CMakjRwJ6enxq0+SJKkaqFCA8+qrrxIKhbj++uujCm8ATjjhBADWrFlTkbeWJEmSJElVSWEhvPZaENy8/Xb0+1JS4IILYMIE6NsXvF+uJEkSUMEAZ/Xq1QD0798/6j0NGzYEIDc3tyJvLUmSJEmSqoLc3GDM2e9/D2vXRr+vYUMYNw6uuQai/KVQSZKkmqRCAU5eXh4A9evXj3rPF198AUCdOnUq8taSJEmSJCmR1qyBhx6CJ5+EPXui33f88cGYtNGjoRw/T5AkSappUiqyuVmzZgBs2LAh6j2LFy8GoGXLlhV5a0mSJEmSVNkikWA82ogR0LFjMC4t2vBm2DCYPh1WrICrrjK8kSRJKkOFApzTTjsNgNdffz2q9YWFhTz++OOEQiH69etXkbeWJEmSJEmVJS8P/t//gxNPhEGD4NVXgzCnLPXqwdVXw8qV8M9/wtChwT1vJEmSVKYK/anpkksuIRKJ8OSTT/Kvf/3rv64tKiriqquu4sMPPwTg0ksvrchbS5IkSZKkePvsM7jtNmjdGq68EpYvj25f27bwv/8b7P/DH4KxaZIkSSqXCgU4F154IX379iU/P59Bgwbxhz/8gW3bthW/HgqF2Lp1K8888ww9e/bkySefJBQKcc455zBw4MCK1i5JkiRJkuJhwQIYNQratYO77oKdO6Pbd8YZ8MIL8MknMHEiNGwYzyolSZKSWigSiabn+fB27NhB//79+eijjwiFQqVeS0tLY//+/cXfRyIRunXrxpw5c2hYQ/4Ql5ubSzgcJicnh4yMjESXI0mSJEnSoRUUBOHLAw8EAU600tLgkkvgxz+G7t3jVp4kSVKyiDY3qPDg2aZNm/L+++9zzTXXkJ6eTiQSKX7k5+cXf12rVi3GjRvHvHnzakx4I0mSJElSlbdjR9Bl0759EMREG940bw6TJsH69TBliuGNJElSjFW4A+erdu7cyRtvvMH777/Ptm3bKCwspEmTJnTv3p1hw4aRlZUVq7eqNuzAkSRJkiRVScuXw4MPwrRpsG9f9PtOOQUmTICRIyE9PW7lSZIkJatoc4OYBjj6JgMcSZIkSVKVUVQEr70WBDdvvRX9vpQUOP/8ILg5/XT42gh1SZIkRS/a3KBWJdYkSZIkSZISITc3GHP2+9/DmjXR72vYEK68Eq65Btq2jVd1kiRJOoQKBTi/+tWvAGjbti1jxoyJas/27dt59NFHAfjFL35RkbeXJEmSJEn/zZo18NBD8OSTsGdP9PuOPx7Gj4fLLoP69eNXnyRJkg6rQiPUUlJSCP1f2/Sll17K5MmTSUtL+697VqxYQbdu3QiFQhQWFh7pW1cbjlCTJEmSJFWqSARmzQrGpL36avB9tM45B378YxgyJBibJkmSpJir1BFqkUiEadOmsXr1al566SWaN28ei2MlSZIkSVK08vLgT38Kgptly6LfV68ejBkTdNwcf3z86pMkSVK5xOTXac455xwikQgLFizgtNNOY+nSpbE4VpIkSZIklWXTJvjZz6B1a7jiiujDmzZt4De/gY0b4ZFHDG8kSZKqmJgEOP/7v//LQw89RGpqKhs2bKBfv3688MILsThakiRJkiQdysKFMGoUtG0Ld94JO3dGt++MM+D554P749xwAzRqFN86JUmSdERiNtD2mmuu4fXXX6dRo0Z8+eWXjBw5kl/96lexOl6SJEmSJBUUwHPPQZ8+0KsX/PnPcOBA2fvS0uCyy2DxYpg7Fy68EGrFZKq6JEmS4iSmdyQcNGgQ2dnZHHfccUQiEW6//XYuuugi9u3bF8u3kSRJkiSpZtm5E+6+G9q3h0sugezs6PZlZsIvfwmffgpTp8Ipp8S3TkmSJMVMTAMcgI4dO7JgwQLOPvtsIpEIzz//PGeccQabNm2K9VtJkiRJkpTcli+HceOgVSv46U/hs8+i29e9exDYrF8PkyZBixZxLVOSJEmxF/MAByAcDvP6669z7bXXEolEWLJkCaeeeiqLFi2Kx9tJkiRJkpQ8iorgH/+AwYOhWzeYPBmimWyRkhKMRps7NxiVdtllkJ4e/3olSZIUF3EbeJuSksLvf/97unbtynXXXcfmzZsZMGAAEyZMiNdbSpIkSZJUfe3ZA089BQ89BJ98Ev2+hg3hiivgmmugXbt4VSdJkqRKFvc7Fo4bN47jjjuO733ve+zcuZN777033m8pSZIkSVL1sXZtENo8+STk5ka/r1MnGD8+6LQ56qj41SdJkqSEiMsIta8bOHAg2dnZHH/88UQikcp4S0mSJEmSqq5IBGbNgu98B449Fh54IPrwZuhQeP11+PBDuPpqwxtJkqQkVaEOnKeeegqAVq1albm2Q4cOLFiwgGuuuYYNGzZU5G0lSZIkSaqe9u2DP/0JHnwQPvgg+n316sGYMXDdddC5c/zqkyRJUpURitgSE1e5ubmEw2FycnLIyMhIdDmSJEmSpETYtAkeeQQeewx27Ih+X5s2cO21wT1uGjWKX32SJEmqNNHmBnG/B44kSZIkSTXWwoVBt81f/woHDkS/r18/+PGPgxFrtfyruyRJUk3knwIlSZIkSYqlggJ48cUguJk/P/p9tWvDxRcHwU2PHvGrT5IkSdVCVAHO008/Xfz1ZZdddsjnj8RXz5IkSZIkqVrbuRMmT4Y//AE2box+X2YmXHUV/M//QIsW8atPkiRJ1UpU98BJSUkhFAoRCoU48JWW74PPH9Ebf+2sZOU9cCRJkiQpya1YEXTbTJsGeXnR7+vePei2ufhiSE+PX32SJEmqUmJ+D5zD5TxR5D+SJEmSJCWXoiL45z+D4GbmzOj3paQE97X58Y/hjDPgCH8pUpIkSckvqgBn3bp15XpekiRJkqSktGcPTJkCDz0Eq1dHvy8chiuugGuvhXbt4lWdJEmSkkhUAU7btm3L9bwkSZIkSUll7Vp4+GF44gnIzY1+33HHBd02l10GRx0Vv/okSZKUdKIeoSZJkiRJUo0SicCcOfDAA/DKK8H30Ro6NAhuhg4NxqZJkiRJ5WSAI0mSJEnSV+3bB3/6U3B/mw8+iH5fvXpBp8348dC5c/zqkyRJUo0QtwBn3rx5/O1vf+OTTz4hJSWF9u3bc95553HmmWfG6y0lSZIkSTpymzbBo4/CY4/B9u3R72vdOri3zRVXQOPG8atPkiRJNUrUAU5+fj633347AAMGDGDo0KGHXFdYWMiVV17J1KlTv/HaQw89xHnnncef//xn0tPTj7BkSZIkSZJiaNGioNvmL3+BAwei33f66cGYtPPPh1oOuJAkSVJsRf0nzOzsbO655x5CoRAXXHDBYdfdfPPNTJky5bCv//3vf+fKK6/k6aefLlehkiRJkiTFzIED8OKLwf1t5s+Pfl/t2nDxxUFw06NH3MqTJEmSor6T4uzZswE4/vjj6dmz5yHXrF69mgcffJBQKEQoFOLiiy/mrbfeYuXKlTz99NO0adOGSCTCs88+y7/+9a+YXIAkSZIkSVHbuRPuuQfat4eLLoo+vGnWDH7xC/j0U3j6acMbSZIkxV3UHTjz5s0jFApx7rnnHnbNE088QWFhIaFQiCuuuILHHnus+LVOnTpxxhlncOKJJ/LFF1/w7LPP0r1794pVL0mSJElSNFasgN//Hp55BvLyot938slBt83FF0OdOnErT5IkSfq6qDtwNm7cCECvXr0Ou+b1118PDk1JYdKkSd94vW3btowdO5ZIJML88rSoS5IkSZJUXkVF8NprMGQIdO0Kjz8eXXiTkhLc12bOHFiyBC6/3PBGkiRJlS7qAGfbtm0AtGrV6pCv5+TksHz5ckKhED179qRly5aHXHfWWWcB8Mknn5S3VkmSJEmSyrZnDzz8MBx/PAwfDjNmRLcvHIaJE2HNmuD+OP37QygU31olSZKkw4h6hFpOTg4AaWlph3x94cKFRCIRQqEQvXv3Puw5Rx99NAC5ubnlqVOSJEmSpP9u3Tp46CF44gkoz985jzsOxo+HMWPgqKPiV58kSZJUDlEHOA0aNGD37t1s3ryZk0466RuvL1y4sPjrk08++bDnFBUVla9CSZIkSZIOJxKBuXPhgQfglVeCsWnRGjIkuL/NOecEY9MkSZKkKiTqP6Eee+yxAMydO/eQr8+cObP46759+x72nK1btwLQqFGjaN9akiRJkqTS9u2Dp56C7t1h4EB4+eXowpu6deFHP4IVK+CNN+Bb3zK8kSRJUpUU9Z9SBw4cSCQS4Y9//CObNm0q9doHH3zA3LlzCYVCdOjQgY4dOx72nMWLFwNwzDHHHGHJkiRJkqQaa/Nm+MUvoE0b+OEP4d//jm5f69Zwzz2wcSP88Y/QpUt865QkSZIqKOoRaldeeSX3338/OTk59OnTh1tuuYVjjz2WlStXcueddxbf/+bKK6/8r+e88cYbhEIhTjnllAoXL0mSJEmqId5/PxiT9te/QkFB9Pv69oUJE+D886FW1H8FliRJkhIuFIlEItEuvvPOO/n5z39OKBT6xmuRSISOHTuydOlS6tate8j9a9asoWPHjoRCIf76179y4YUXHnnl1URubi7hcJicnBwyMjISXY4kSZIkVR8HDsBLLwXBzbx50e+rXRsuuii4v03PnnErT5IkSToS0eYG5fr1o9tuu420tDQmTZpEXl5eqddOPPFEXnjhhcOGNwD33XcfAGlpaQwZMqQ8by1JkiRJqikikSC4ufVW+Pjj6Pc1awZXXQX/8z/QsmX86pMkSZIqQbn7x2+88UbGjh3Lm2++yaeffkpaWhrdu3dnwIABh+zM+aqePXty4oknkpmZSYMGDY64aEmSJElSknr3XbjpJpg/P/o9J50UjEm7+GKoUydupUmSJEmVqVwj1FR+jlCTJEmSpCisXBl03Pz979GtD4XgvPOC4KZ//+B7SZIkqRqIywg1SZIkSZJiatMmmDQJnngCiorKXp+RAVdcAddeC+3bx708SZIkKVEMcCRJkiRJlS83F+67D373O/jaPVYPqWNHGD8exowBR3JLkiSpBkhJdAFHYtKkSYRCoVKPFi1aHHLtj370I0KhEA888ECp5/Pz87nuuuto2rQp9evXZ8SIEWzcuLHUml27djF69GjC4TDhcJjRo0eze/fuOF2VJEmSJNUA+/fDQw9Bhw5w551lhzetWsFTTwUj1q691vBGkiRJNUa1DHAATjjhBDZv3lz8WLZs2TfWvPzyyyxYsICsrKxvvDZhwgReeuklnnvuOd59912++OILhg8fTmFhYfGaUaNGsXTpUqZPn8706dNZunQpo0ePjut1SZIkSVJSikTgL3+BLl2CTpodO/77+nAY7rkHPv4YLr8cUlMrpUxJkiSpqqi2I9Rq1ap12K4bgM8++4xrr72WN954g29/+9ulXsvJyeGJJ57gmWeeYfDgwQBMmzaN1q1bM3PmTIYOHcrKlSuZPn062dnZ9OrVC4DJkyfTp08fVq1aRadOneJ3cZIkSZKUTGbNgptugvffL3ttWlrQafPTn0KTJvGvTZIkSaqiqm0HzurVq8nKyqJ9+/ZcfPHFrF27tvi1oqIiRo8ezY033sgJJ5zwjb2LFy+moKCAIUOGFD+XlZVF165dmTdvHgDz588nHA4XhzcAvXv3JhwOF685lPz8fHJzc0s9JEmSJKlGWrYMvv1tOOus6MKb738fVq2C3/7W8EaSJEk1XrUMcHr16sXTTz/NG2+8weTJk9myZQt9+/Zl586dANx7773UqlWL8ePHH3L/li1bSEtLo1GjRqWeb968OVu2bClek5mZ+Y29mZmZxWsO5e677y6+Z044HKZ169ZHepmSJEmSVD1t2AA/+AGcdBL8859lrz/7bFiyBKZNg3bt4l6eJEmSVB1UyxFqw4YNK/66W7du9OnThw4dOjB16lQGDBjAgw8+yJIlSwiFQuU6NxKJlNpzqP1fX/N1t956K9dff33x97m5uYY4kiRJkmqG3bvh7rvh97+HffvKXn/yyXDffUGAI0mSJKmUatmB83X169enW7durF69mnfeeYdt27bRpk0batWqRa1atfj000+ZOHEi7f7vN7latGjB/v372bVrV6lztm3bRvPmzYvXbN269RvvtX379uI1h5Kenk5GRkaphyRJkiQltX37grFnxxwTBDJlhTdt2wbdNosXG95IkiRJh1GhAGf9+vWsX7+ewsLCqPcUFRUV74uV/Px8Vq5cScuWLRk9ejQffPABS5cuLX5kZWVx44038sYbbwDQo0cPateuzYwZM4rP2Lx5M8uXL6dv374A9OnTh5ycHBYuXFi8ZsGCBeTk5BSvkSRJkqQaragoCGKOPx5uuAG+9kty39C4cRD0rFoV3O8mJSl+p1CSJEmKiwqNUGvXrh0pKSl88MEHdOnSJao969ato2PHjqSkpHDgwIEjet8bbriBc889lzZt2rBt2zbuuOMOcnNzGTNmDE2aNKHJ1252Wbt2bVq0aEGnTp0ACIfDjB07lokTJ9KkSRMaN27MDTfcQLdu3Rg8eDAAnTt35pxzzuHKK6/kscceA2DcuHEMHz68+BxJkiRJqrHefBNuvhmWLi17bZ068OMfwy23QMOG8a5MkiRJSgoVvgdOJBKp1H0AGzdu5JJLLmHHjh00a9aM3r17k52dTdu2baM+4/7776dWrVqMHDmSvLw8Bg0axJQpU0hNTS1e8+yzzzJ+/HiGDBkCwIgRI3j44YePuG5JkiRJqvb+9S+46SaYObPstaEQXH453H47eG9QSZIkqVxCkQokKSkpKYRCIZYtWxZ1B84nn3zCcccdR2pqKgUFBUf61tVGbm4u4XCYnJwc74cjSZIkqfpatw5+9jP405+iW//tb8M990DXrvGtS5IkSapmos0NKtyBU16bN28GoEGDBpX91pIkSZKk8tq5E+68E/7wB9i/v+z1p54K990HAwfGvTRJkiQpmcUkwAmFQmWuKSgoYM2aNdx5550A3kdGkiRJkqqyvDx48MGgiyYnp+z1HTrAXXfB974XjE6TJEmSVCHlCnC+en+YgyKRCF3L2RIfCoX47ne/W649kiRJkqRKUFgIU6fCL34Bn31W9vpmzYK148ZBWlr865MkSZJqiHIFOIe7XU55b6MzcuRIJkyYUK49kiRJkqQ4ikTgn/+Em2+GFSvKXl+vHkycCDfcAN7vU5IkSYq5cgU4v/zlL0t9f/vttxMKhbjqqqvIzMw87L5QKESdOnVo2bIlffv2pUOHDkdWrSRJkiQp9hYuhJtugjlzyl6bmgpjx8KkSdCyZdxLkyRJkmqqUKS87TNfkZKSQigUYtmyZXTp0iWWdSWN3NxcwuEwOTk5ZPhbaZIkSZKqkk8+gZ/+FP72t+jWf+c7cPfdcPzxcS1LkiRJSmbR5gbl6sD5uqeeegqAVq1aVeQYSZIkSVJl2rYNfv1r+OMf4cCBstf37Qv33Qennx7/2iRJkiQBFQxwxowZE6s6JEmSJEnxtncv/O53QRjzxRdlr+/UCe65B847D0Kh+NcnSZIkqViFAhxJkiRJUjVw4AA88URw35otW8pe36JFsHbsWKjlXxslSZKkRIjqT+Jz584t/rp///6HfP5IfPUsSZIkSVKMRSLw97/DrbfCRx+Vvf6oo+Cmm+AnPwm+liRJkpQwoUgkEilrUUpKCqFQiFAoxIGvzEc++PwRvfHXzkpW0d6MSJIkSZJiat48uPHG4J9lqVULfvQj+MUvIDMz/rVJkiRJNVi0uUHUvfCHy3miyH8kSZIkSZXlo4+CjpuXX45u/fe+B3feCR07xrUsSZIkSeUTVYAza9ascj0vSZIkSapkmzcH96154gkoLCx7/YABcN99cNppcS9NkiRJUvlFNUJNR84RapIkSZLias8e+M1v4Le/hS+/LHv9CSfAvffCt74FRzgSW5IkSdKRi/kINUmSJElSFbJ/Pzz+OPzqV7B9e9nrjz46WDtmDKSmxr8+SZIkSRVigCNJkiRJ1UkkAn/7G/z0p7BmTdnrMzKCe+KMHw/16sW/PkmSJEkxEfcAZ/fu3RQUFNC0aVNCtudLkiRJ0pGbPRtuugkWLSp7bVoaXHMN3HYbNGkS99IkSZIkxVbKkWwqLCxk+fLlvP/++2zbtu0br+fn5zNp0iRat25NkyZNaNGiBUcddRQXXnghK1asqHDRkiRJklSjLF8Ow4fDmWdGF96MGgUffQS/+53hjSRJklRNlSvAiUQi3H777TRt2pSTTjqJXr160bJlS/r06cOCBQsAKCgoYNiwYfz6179m06ZNRCIRIpEIeXl5vPzyy5x22mm89dZbcbkYSZIkSUoqGzfCD38IJ50Er71W9vrBg2HxYnj2WWjfPv71SZIkSYqbUCQSiUS7+IorruCpp54CgjDnqxo2bEh2djaTJ0/mt7/9LQCNGzemY8eOHDhwgA8//JC8vDwAMjMzWbVqFeFwOFbXUWXl5uYSDofJyckhIyMj0eVIkiRJqg5274Z77oEHH4R9+8pef9JJcN99MGRI3EuTJEmSVDHR5gZRd+DMmTOHJ598EoA6derw3e9+lxtuuIHvfve71K1bl5ycHB544AGefPJJateuzeOPP8727duZP38+ixYtYseOHUycOBGA7du3M2XKlIpdoSRJkiQlm/x8uP9+6NAB7r237PCmbVt45hlYssTwRpIkSUoytaJdeLDzJjMzk7fffpvOnTsXv/bRRx9x1llnMXnyZIqKirjxxhu54oorSu2vW7cuv/nNb1i+fDlvvPEGr732Gj/+8Y9jdBmSJEmSVI0VFcGf/ww/+xn85z9lr2/UCG67Da65BurUiXt5kiRJkipf1B048+fPJxQK8ZOf/KRUeANw/PHH85Of/ITCwkIARo8efdhzxowZA8CKFSuOpF5JkiRJSi4zZ0LPnnDppWWHN+npcNNNsGYNTJxoeCNJkiQlsag7cDZt2gRAnz59Dvn6V58/9thjD3tOx44dAfj888+jfWtJkiRJSj5Ll8LNN8Obb5a9NhSCMWPgV7+C1q3jXpokSZKkxIs6wNm7dy+hUIjGjRsf8vWGDRsWf52enn7Yc+r832+I7d+/P9q3liRJkqTk8emnwai0Z5+FSKTs9cOGwT33wIknxr82SZIkSVVG1AHOQaFQqFzPS5IkSZKAzz+HO++Ehx+GaH6hrWdPuO8+OPPM+NcmSZIkqcopd4AjSZIkSSqHvDx46CG4+27Yvbvs9cccA3fdBd/7HqREfdtSSZIkSUnGAEeSJEmS4qGwEJ55Bn7+c9i4sez1TZsGa6+6CtLS4l+fJEmSpCqt3AHOI488QmZm5jee37ZtW/HXv/rVrw67/6vrJEmSJCnpRCLw+utwyy2wbFnZ6+vWheuvh5tugoyM+NcnSZIkqVoIRSLR3DUTUlJSYnafm0gkQigUorCwMCbnVWW5ubmEw2FycnLI8C9jkiRJUnJbtCgIYmbPLnttSgqMHQuTJkFWVrwrkyRJklRFRJsblKsDJ8qsR5IkSZJqljVr4Lbb4C9/iW79iBHBPXG6dIlvXZIkSZKqragDnFmzZsWzDkmSJEmqfrZvh1//Gv74RygoKHt9797wm99Av37xr02SJElStRZ1gDNgwIB41iFJkiRJ1cfevXD//XDffbBnT9nrjzsu6Lg5/3yI0WhqSZIkScmtXCPUJEmSJKlGO3AAnnoKfvlL2Ly57PXNmwf3uBk7FmrXjnt5kiRJkpKHAY4kSZIklSUSgVdegVtugY8+Knt9/fpw440wcSIcdVT865MkSZKUdAxwJEmSJOm/mT8/CGPee6/stbVqwbhx8ItfBN03kiRJknSEDHAkSZIk6VBWrYJbb4WXXopu/Xe/C3fdBR07xrcuSZIkSTWCAY4kSZIkfdWWLXD77TB5MhQWlr2+f3+47z7o1Sv+tUmSJEmqMQxwJEmSJAlgzx743/+F3/4W9u4te32XLnDPPTB8OIRC8a9PkiRJUo1igCNJkiSpZisoCLptbr8dtm0re31WFvzqVzBmTHDPG0mSJEmKA/+2IUmSJKlmikTghRfgpz+F1avLXp+RAbfcAj/+MdSrF//6JEmSJNVoBjiSJEmSap65c+Gmm2DBgrLX1q4N11wDt90GTZvGvzZJkiRJwgBHkiRJUk2yYkXQRfOPf0S3/pJL4I474Jhj4luXJEmSJH2NAY4kSZKk5PfZZ/DLX8JTT0FRUdnrzzoL7rsPevSIf22SJEmSdAgGOJIkSZKSV04O3HsvPPAA5OWVvf7EE4P1Q4dCKBT38iRJkiTpcAxwJEmSJCWf/Hx49NFg/NnOnWWvb906WPv970NqavzrkyRJkqQyGOBIkiRJSh5FRfDcc/Czn8G6dWWvb9gQbrsNrr0W6tSJe3mSJEmSFC0DHEmSJEnJ4a234KabYMmSstemp8N118Gtt0LjxvGvTZIkSZLKyQBHkiRJUvX273/DzTfDG2+UvTYUgtGj4de/hjZt4l+bJEmSJB0hAxxJkiRJ1dOnn8LPfw7TpkEkUvb6c86Be+6Bk06Kf22SJEmSVEEGOJIkSZKql88/h7vugocfhvz8stf36AH33QdnnRX/2iRJkiQpRgxwJEmSJFUP+/bBQw8F4c3u3WWvb98e7rwTLroIUlLiXp4kSZIkxZIBjiRJkqSqrbAwGJP285/Dhg1lr2/SJFh71VWQnh7/+iRJkiQpDgxwJEmSJFVNkQhMnw433wzLlpW9vm5d+MlP4KabIByOf32SJEmSFEcGOJIkSZKqnvffD4KYWbPKXpuSAj/8IUyaBEcfHffSJEmSJKkyGOBIkiRJqjrWroXbboPnnotu/bnnwj33QJcu8a1LkiRJkiqZAY4kSZKkxNuxA379a3j0USgoKHt9r17wm9/AGWfEvzZJkiRJSgADHEmSJEmJ8+WX8MADcO+9kJtb9vqOHeHuu+GCCyAUint5kiRJkpQoBjiSJEmSKt+BAzBlCvzyl7BpU9nrMzODe9xccQXUrh3v6iRJkiQp4QxwJEmSJFWeSARefRVuvRU+/LDs9fXrww03wMSJ0KBB/OuTJEmSpCrCAEeSJElS5cjOhptugnfeKXttaiqMGwe/+AW0aBH/2iRJkiSpijHAkSRJkhRfH38MP/0pvPBCdOsvuADuugs6dYpvXZIkSZJUhRngSJIkSYqPrVvh9tvh8cehsLDs9f36wX33QZ8+8a9NkiRJkqq4lEQXcCQmTZpEKBQq9Wjxf2MVCgoKuPnmm+nWrRv169cnKyuLyy67jE1fuzFqfn4+1113HU2bNqV+/fqMGDGCjRs3llqza9cuRo8eTTgcJhwOM3r0aHbv3l1ZlylJkiRVT198AZMmQYcO8OijZYc3nTvD3/8Oc+ca3kiSJEnS/6mWAQ7ACSecwObNm4sfy5YtA+DLL79kyZIl/PznP2fJkiW8+OKLfPzxx4wYMaLU/gkTJvDSSy/x3HPP8e677/LFF18wfPhwCr/yl8tRo0axdOlSpk+fzvTp01m6dCmjR4+u1OuUJEmSqo2CgiCwOfbYoPNm797/vr5lS5g8GT74AEaMgFCocuqUJEmSpGqg2o5Qq1WrVnHXzVeFw2FmzJhR6rmHHnqI0047jfXr19OmTRtycnJ44okneOaZZxg8eDAA06ZNo3Xr1sycOZOhQ4eycuVKpk+fTnZ2Nr169QJg8uTJ9OnTh1WrVtHJedySJElSIBKBF18M7nPz8cdlr2/QAG6+GSZMgPr1416eJEmSJFVH1bYDZ/Xq1WRlZdG+fXsuvvhi1q5de9i1OTk5hEIhGjZsCMDixYspKChgyJAhxWuysrLo2rUr8+bNA2D+/PmEw+Hi8Aagd+/ehMPh4jWHkp+fT25ubqmHJEmSlLTeeQf69oXvfrfs8KZ2bRg/HtasgdtuM7yRJEmSpP+iWgY4vXr14umnn+aNN95g8uTJbNmyhb59+7Jz585vrN23bx+33HILo0aNIiMjA4AtW7aQlpZGo0aNSq1t3rw5W7ZsKV6TmZn5jfMyMzOL1xzK3XffXXzPnHA4TOvWrStyqZIkSVLV9OGHwdiz/v0hO7vs9RdfDCtXwoMPQrNm8a9PkiRJkqq5ahngDBs2jAsvvJBu3boxePBgXnvtNQCmTp1aal1BQQEXX3wxRUVFPPLII2WeG4lECH1l7nboEDO4v77m62699VZycnKKHxs2bIj2siRJkqSqb9MmuPJK6NYNXn217PVnngmLFsGf/wwdOsS/PkmSJElKEtX2HjhfVb9+fbp168bq1auLnysoKGDkyJGsW7eOt99+u7j7BqBFixbs37+fXbt2lerC2bZtG3379i1es3Xr1m+81/bt22nevPlha0lPTyc9PT0WlyVJkiRVDYWFMGMGTJkCL78M+fll7+nWDe69F845B/7LL0BJkiRJkg6tWnbgfF1+fj4rV66kZcuWQEl4s3r1ambOnEmTJk1Kre/Rowe1a9dmxowZxc9t3ryZ5cuXFwc4ffr0IScnh4ULFxavWbBgATk5OcVrJEmSpKT20Udwyy3Qpg0MGwZ/+UvZ4U3r1kHQ869/BXsMbyRJkiTpiFTLDpwbbriBc889lzZt2rBt2zbuuOMOcnNzGTNmDAcOHOC73/0uS5Ys4R//+AeFhYXF96xp3LgxaWlphMNhxo4dy8SJE2nSpAmNGzfmhhtuKB7JBtC5c2fOOeccrrzySh577DEAxo0bx/Dhw+nUqVPCrl2SJEmKq927g6BmypTo7m1zUMOG8NOfwrXXQt26cSpOkiRJkmqOahngbNy4kUsuuYQdO3bQrFkzevfuTXZ2Nm3btuU///kPr7zyCgAnn3xyqX2zZs1i4MCBANx///3UqlWLkSNHkpeXx6BBg5gyZQqpqanF65999lnGjx/PkCFDABgxYgQPP/xwpVyjJEmSVGkKC2HmzCC0eeml6EakHZSWBtddF4Q3jRvHrURJkiRJqmlCkUgkkugikllubi7hcJicnJxS9+GRJEmSEm7VKpg6FZ5+Gj77rHx7QyG49FL49a+hbdv41CdJkiRJSSja3KBaduBIkiRJOkI5OSUj0ubPL//+rCy47DL4wQ/guONiXp4kSZIkKWCAI0mSJCW7wkJ4+2146qlgRNq+feXbn54O558Pl18OgwfDV8YOS5IkSZLiwwBHkiRJSlYff1wyIm3jxvLv79UrCG0uuggaNYp5eZIkSZKkwzPAkSRJkpJJTg789a/BiLR588q/v2XLYETamDHQuXPMy5MkSZIkRccAR5IkSaruioqCEWlTpsCLL0JeXvn2p6XBd74TdNucfTbU8q8JkiRJkpRo/s1MkiRJqq4++SQIbZ5+GjZsKP/+004rGZHWuHGsq5MkSZIkVYABjiRJklSd5ObC3/4WBDfvvlv+/S1awOjRwYi0E06IeXmSJEmSpNgwwJEkSZKquqIimDUrCG1eeOHIRqSdd17QbTNkiCPSJEmSJKka8G9ukiRJUlW1Zg1MnRo81q8v//6ePYPQ5uKLoUmTmJcnSZIkSYofAxxJkiSpKtmzp2RE2jvvlH9/8+YlI9K6do15eZIkSZKkymGAI0mSJCVaURHMmROENs8/D19+Wb79tWvDiBFBt8055zgiTZIkSZKSgH+zkyRJkhJl7dqSEWmfflr+/T16BKHNJZc4Ik2SJEmSkowBjiRJklSZvvgi6LKZMiXouimvzEy49NIguOnWLdbVSZIkSZKqCAMcSZIkKd6KimDu3JIRaXv3lm9/7dpw7rklI9Jq145HlZIkSZKkKsQAR5IkSYqXdevg6aeDEWnr1pV/f/fu8IMfBCPSmjaNfX2SJEmSpCrLAEeSJEmKpS++gBdeCLptZs8u//5mzYIRaWPGwEknxbo6SZIkSVI1YYAjSZIkVVQkAu+8A089BX/7W/lHpNWqVTIibdgwR6RJkiRJkgxwJEmSpCP2n/+UjEhbu7b8+08+OQhtRo0KOm8kSZIkSfo/BjiSJElSeezdCy++GHTbzJpV/v1Nm5aMSDv55JiXJ0mSJElKDgY4kiRJUlkiEXj33eC+Nn/9a3Cfm/KoVQu+/e2g2+Zb34K0tHhUKUmSJElKIgY4kiRJ0uGsXx+MR5s6FdasKf/+E0+EH/wgGJGWmRn7+iRJkiRJScsAR5IkSfqqL78MRqRNmQJvvx1035RHkybw/e8H3TYnnwyhUByKlCRJkiQlOwMcSZIkKRKBefOC+9r89a+wZ0/59qemloxI+/a3HZEmSZIkSaowAxxJkiTVXOvXwzPPBN02n3xS/v1duwYj0r7/fWjePOblSZIkSZJqLgMcSZIk1SxffgkvvRSENm+9Vf4RaY0bl4xI697dEWmSJEmSpLgwwJEkSVLyi0Rg/vwgtPnLXyA3t3z7U1Nh2LAgtBk+HNLT41GlJEmSJEnFDHAkSZKUvDZsKBmRtnp1+fefcELJiLQWLWJeniRJkiRJh2OAI0mSpOSSlwcvvwxPPQUzZ5Z/RFqjRjBqVBDcnHKKI9IkSZIkSQlhgCNJkqTqLxKB7Oyg0+a558o/Ii0lpWRE2rnnOiJNkiRJkpRwBjiSJEmqvj77rGRE2qpV5d/fpUsQ2lx6KbRsGevqJEmSJEk6YgY4kiRJql7y8uDvfw9CmxkzoKiofPsbNgxGpF1+OfTs6Yg0SZIkSVKVZIAjSZKkqi8SgYULg9Dmz3+GnJzy7U9JgaFDg/vanHsu1KkTlzIlSZIkSYoVAxxJkiRVXZs2lYxI++ij8u8//vggtLn0UsjKinl5kiRJkiTFiwGOJEmSqpZ9++CVV+Cpp+DNN49sRNollwQj0k491RFpkiRJkqRqyQBHkiRJiReJwKJFJSPSdu8u3/6UFBgyJAhtzjvPEWmSJEmSpGrPAEeSJEmJs3lzyYi0lSvLv79Tp5IRaUcfHfPyJEmSJElKFAMcSZIkVa59++DVV4PQZvr08o9IC4fh4ouDbptevRyRJkmSJElKSgY4kiRJir9IBBYvDu5r8+c/w65d5dsfCsHZZwfdNuedB3XrxqdOSZIkSZKqCAMcSZIkxc+WLTBtWtBts2JF+fcfd1zQaTN6NLRqFevqJEmSJEmqsgxwJEmSFFv5+aVHpBUWlm9/RkbJiLTevR2RJkmSJEmqkQxwJEmSVHGRCCxZEoQ2f/oTfP55+faHQjB4cBDafOc7UK9eHIqUJEmSJKn6MMCRJEnSkduyBZ59Nghuli8v//6OHUtGpLVuHevqJEmSJEmqtgxwJEmSVD7798M//hGENv/8Z/lHpDVoABddBD/4AfTp44g0SZIkSZIOwQBHkiRJZYtE4F//KhmRtnNn+faHQjBoUNBtc/75jkiTJEmSJKkMBjiSJEk6vG3bghFpTz0Fy5aVf3+HDkFoc9ll0KZNzMuTJEmSJClZGeBIkiSptP374bXXSkakHThQvv1HHRWMSLv8cjj9dEekSZIkSZJ0BAxwJEmSFFi6NAhtnn0Wduwo//6zzgrua3P++VC/fqyrkyRJkiSpRjHAkSRJqsm2bw8CmylT4N//Lv/+Y44pGZHWtm2sq5MkSZIkqcYywJEkSappCgqC0WhTpsA//lH+EWn168PIkUG3Tb9+jkiTJEmSJCkODHAkSZJqin//u2RE2vbt5d9/5plBt80FFwT3uZEkSZIkSXFjgCNJkpTMduwoGZG2dGn597dvXzIirV272NYmSZIkSZIOywBHkiQp2RQUwOuvl4xIKygo3/769eF73wuCmzPOgJSUeFQpSZIkSZL+CwMcSZKkZLFsGTz1FEybdmQj0gYODEKbCy90RJokSZIkSQlmgCNJklSd/ec/8OqrQbfNkiXl39+uHYwZE4xIO+aYGBcnSZIkSZKOlAGOJElSdRGJwLp1MHs2zJkT/HP9+vKfU68efPe78IMfQP/+jkiTJEmSJKkKMsCRJEmqqiIRWLs2CGoOhjYbNhz5ef37ByPSvvtdaNAgRkVKkiRJkqR4MMCRJEmqKiIR+OST0h02n31WsTPbti0ZkdahQyyqlCRJkiRJlcAAR5IkKVEiEfj445KwZvZs2Ly54ufWrRt02Vx+OQwc6Ig0SZIkSZKqIQMcSZKkyhKJwKpVpTtstmyJ3flnnFEyIi0jI3bnSpIkSZKkSmeAI0mSFC+RCKxcWRLWzJkDW7fG7vyOHYMOmwEDgn8efXTszpYkSZIkSQllgCNJkhQrkQh8+GFJWDNnDmzbFrvzO3UqCWsGDICsrNidLUmSJEmSqhQDHEmSpCNVVAQrVpTusNmxI3bnH398ENYMHAj9+0PLlrE7W5IkSZIkVWkGOJIkSdEqKoLly4OwZvZsmDsXdu6M3fldupR01/TvDy1axO5sSZIkSZJUraQkuoAjMWnSJEKhUKlHi6/8gCMSiTBp0iSysrKoW7cuAwcOZMWKFaXOyM/P57rrrqNp06bUr1+fESNGsHHjxlJrdu3axejRowmHw4TDYUaPHs3u3bsr4xIlSVJVUFQES5fCAw/A+edDs2Zw0knw4x/DSy9VPLzp2hWuuQb+9rfg3jgrVsAf/gAjRxreSJIkSZJUw1XbDpwTTjiBmTNnFn+fmppa/PV9993H7373O6ZMmcJxxx3HHXfcwdlnn82qVato0KABABMmTODVV1/lueeeo0mTJkycOJHhw4ezePHi4rNGjRrFxo0bmT59OgDjxo1j9OjRvPrqq5V4pZIkqdIUFsIHH5R02LzzDuzaFbvzu3Ur3WHTrFnszpYkSZIkSUml2gY4tWrVKtV1c1AkEuGBBx7gtttu44ILLgBg6tSpNG/enD/96U/86Ec/IicnhyeeeIJnnnmGwYMHAzBt2jRat27NzJkzGTp0KCtXrmT69OlkZ2fTq1cvACZPnkyfPn1YtWoVnTp1qryLlSRJ8VFYGHTYHLx/zdy5kJMTu/NPOikIawYOhDPOgKZNY3e2JEmSJElKatU2wFm9ejVZWVmkp6fTq1cv7rrrLo455hjWrVvHli1bGDJkSPHa9PR0BgwYwLx58/jRj37E4sWLKSgoKLUmKyuLrl27Mm/ePIYOHcr8+fMJh8PF4Q1A7969CYfDzJs377ABTn5+Pvn5+cXf5+bmxuHqJUnSETlwoCSwOdhhE6v/rw6FgsDmYIfNGWdAkyaxOVuSJEmSJNU41TLA6dWrF08//TTHHXccW7du5Y477qBv376sWLGCLVu2ANC8efNSe5o3b86nn34KwJYtW0hLS6NRo0bfWHNw/5YtW8jMzPzGe2dmZhavOZS7776b22+/vULXJ0mSYuTAAViypKTD5p13YM+e2JwdCkH37qU7bL72ZwtJkiRJkqQjVS0DnGHDhhV/3a1bN/r06UOHDh2YOnUqvXv3BiAUCpXaE4lEvvHc1319zaHWl3XOrbfeyvXXX1/8fW5uLq1bt/7vFyRJkmKjoAAWLw7Cmtmz4d134YsvYnN2SkoQ2AwcGDz69YOGDWNztiRJkiRJ0tdUywDn6+rXr0+3bt1YvXo13/nOd4Cgg6Zly5bFa7Zt21bcldOiRQv279/Prl27SnXhbNu2jb59+xav2bp16zfea/v27d/o7vmq9PR00tPTY3FZkiSpLAUF8P77JR02774Le/fG5uyUFOjRo6TDpl8/CIdjc7YkSZIkSVIZkiLAyc/PZ+XKlZxxxhm0b9+eFi1aMGPGDLp37w7A/v37mTNnDvfeey8APXr0oHbt2syYMYORI0cCsHnzZpYvX859990HQJ8+fcjJyWHhwoWcdtppACxYsICcnJzikEeSJFWy/fth0aKSDpv33oMvv4zN2ampQWBz8B42/fpBRkZszpYkSZIkSSqnahng3HDDDZx77rm0adOGbdu2cccdd5Cbm8uYMWMIhUJMmDCBu+66i44dO9KxY0fuuusu6tWrx6hRowAIh8OMHTuWiRMn0qRJExo3bswNN9xAt27dGDx4MACdO3fmnHPO4corr+Sxxx4DYNy4cQwfPpxOnTol7NolSapR8vODwOZgh81770FeXmzOTk2FU08t6bA5/XRo0CA2Z0uSJEmSJFVQtQxwNm7cyCWXXMKOHTto1qwZvXv3Jjs7m7Zt2wJw0003kZeXx9VXX82uXbvo1asXb775Jg2+8kOZ+++/n1q1ajFy5Ejy8vIYNGgQU6ZMITU1tXjNs88+y/jx4xkyZAgAI0aM4OGHH67ci5UkqSbJz4cFC0o6bObPj11gU6tWENgc7LA5/XQ46qjYnC1JkiRJkhRjoUgkEkl0EcksNzeXcDhMTk4OGY5hkSSptH37gsDmYIfN/PnBc7FQuzacdlpJh03fvlC/fmzOliRJkiRJOkLR5gbVsgNHkiRVU3l5kJ1d0mGTnR103cRC7drQq1cQ1gwcCH36QL16sTlbkiRJkiSpkhngSJKk+PnyyyCkOdhhk50N+/fH5uy0NOjdu2QkWu/eBjaSJEmSJClpGOBIkqTY+fJLmDevpMNmwQIoKIjN2enpJYHNwIFBt03durE5W5IkSZIkqYoxwJEkSUdu794gsJk9O3gsWhS7wKZOnWAM2sEOm169guckSZIkSZJqAAMcSZIUvS++gPfeK+mwWbQIDhyIzdl16kDfviUdNqedFnTdSJIkSZIk1UAGOJIk6fD27AkCm4MdNu+/D4WFsTm7bl04/fSSDptTTzWwkSRJkiRJ+j8GOJIkqURuLrz7bkmHzeLFsQts6tWDfv2CsGbgQOjZE9LSYnO2JEmSJElSkjHAkSSpJsvJCQKbgx02S5ZAUVFszq5fPwhsDnbY9OwJtWvH5mxJkiRJkqQkZ4AjSVJNsns3vPNOENbMmQP/+lfsApujjoIzzijpsDnlFAMbSZIkSZKkI2SAI0lSMtu1qySwmT0bli6FSCQ2ZzdoEAQ2BztsTjkFavlHC0mSJEmSpFjwpyySJCWTzz+HuXNLOmz+/e/YBTYZGdC/f0mHzcknG9hIkiRJkiTFiT91kSSpOtu5sySwmT0bli2LXWDTsGHpDpuTT4bU1NicLUmSJEmSpP/KAEeSpOpk+/bSHTbLlsXu7EaNSnfYnHiigY0kSZIkSVKCGOBIklSVbdtWusNmxYrYnd24cRDYDBwYPLp1g5SU2J0vSZIkSZKkI2aAI0lSVbJ1a9BZc7DD5sMPY3d2kyZBd83BDpuuXQ1sJEmSJEmSqigDHEmSEmnz5iCoORjafPRR7M5u2rQkrBk4ELp0MbCRJEmSJEmqJgxwJEmqTJs2le6wWbUqdmc3axYENQdDmy5dIBSK3fmSJEmSJEmqNAY4kpLLhg3BTd7LKzMTWrWKfT3SZ5+VhDWzZ8Pq1bE7u3nz0h02xx9vYCNJkiRJkpQkDHAkJY/8fDj11OAeIuXVogX85z+Qnh7zslRDFBYGAeKaNcFj4cIgtPnkk9i9R4sWJWHNgAHQqZOBjSRJkiRJUpIywJGUPNLSoE2boAOnqCj6fSkp0Lp1sF/6b/LyYO3akpDmq4///AcKCmL7fllZpUeidexoYCNJkiRJklRDGOBISh6hEPz613DOOeXbV1QU7PMH4wL4/POSUOaTT0qHNJs2xfe9jz66dIfNscf6uZQkSZIkSaqhDHAkJZchQ4IxakuWBCOtypKaCqecEuxTzVBUFNyX5lBdNGvWwO7dlVdLq1Zw5pklHTbHHGNgI0mSJEmSJMAAR1KyKW8XTmGh3TfJKD8f1q07dECzbl3weiK0aVO6w6Z9ez97kiRJkiRJOiQDHEnJJ9ouHLtvqrfduw/fRbNxI0Qiia4Q2rYt3WHTrl2iK5IkSZIkSVI1YYAjKflE24Vj903VFonA5s2HD2l27kx0hYGWLaFDh0M/mjZNdHWSJEmSJEmqpgxwJCWnsrpw7L6pGgoK4D//OXRAs3Yt5OUlukKoVSvonDlUQHPMMVCvXqIrlCRJkiRJUhIywJGUnMrqwrH7pvLs2XP4Lpr166GoKNEVwlFHHb6LpnXrIMSRJEmSJEmSKpE/kZKUvA7XhWP3TWxFIrBt2zfDmU8+Cf65fXuiKww0b374kKZZM8M8SZIkSZIkVSkGOJKS1+G6cOy+Kb8DB4JumcN10uzdm+gKg2CuTZvDjzpr0CDRFUqSJEmSJElRM8CRlNy+3oVj983h7d0b3HfmUAHNp58GIU6i1a17+C6atm2hdu1EVyhJkiRJkiTFhAGOpOT29S6cmtx9E4nAzp2HHnO2Zg1s2ZLoCgNNmx4+pGnRomb+dydJkiRJkqQaxwBHUvI72IWzaFHwz2TuvikshI0bDz/qLDc30RUGAUzr1iWhzLHHlh51Fg4nukJJkiRJkiQp4QxwJCW/UAjuugvGjw/+Wd07OPbtO/yos//8B/bvT3SFkJ4ehDGH6qJp1y54XZIkSZIkSdJhGeBIqhkGD4YPP0x0FdHbtevQY87WrIHPPkt0dYFGjQ4/6iwrC1JSEl2hJEmSJEmSVG0Z4KhyZWfDu+8GNyI/+KhT59Bff/17fxisZFJUBJs2HX7U2a5dia4wcPTRpUecffXRqFGiq5MkSZIkSZKSlgGOKtfMmfDznx/Z3tq1jyz4Kc/ar79Wq1b1H7elxMnPD0aaHSqgWbcuGIWWaLVrQ/v2hw5o2rcP/ncgSZIkSZIkqdIZ4Khy5eUd+d6CguBRmTdhT0mJfShU1to6dQyNqpOcnMN30WzYAJFIoiuEjIzDjzpr1QpSUxNdoSR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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mps, indices = stumpy.mstump(df, m)\n", "motifs_idx = np.argmin(mps, axis=1)\n", "nn_idx = indices[np.arange(len(motifs_idx)), motifs_idx]\n", "mdls, subspaces = stumpy.mdl(df, m, motifs_idx, nn_idx)\n", "k = np.argmin(mdls)\n", "plt.plot(np.arange(len(mdls)), mdls, c='red', linewidth='4')\n", "plt.xlabel('k (zero-based)', fontsize='20')\n", "plt.ylabel('Bit Size', fontsize='20')\n", "plt.xticks(range(mps.shape[0]))\n", "plt.plot(k, 1.01 * mdls[k], marker=\"v\", markersize=10, color='red')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Even with 7 additional decoys added to the mix, the minimum MDL bit size still occurs at $k = 1$ (red arrowhead) and so we should continue to choose $P2$ and its motif as the best motif out of all possible $k$-dimensional motifs. Again, although the columns of our data have been randomly shuffled around, the corresponding subspace can be easily retrieved via:" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['T2', 'T1'], dtype='object')\n" ] } ], "source": [ "k = np.argmin(mdls)\n", "print(df.columns[subspaces[k]])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Matrix Profile Subspace\n", "\n", "There are times when you may find the need to compute the (singular) \"$k$-dimensional matrix profile subspace\" without computing MDL (e.g., if you already have a specific value of $k$ in mind due to some prior knowledge or constraint). Luckily, the STUMPY convenience function, `stumpy.subspace`, can help us with this!\n", "\n", "To use `stumpy.subspace`, we simply pass in:\n", "\n", "1. the multi-dimensional time series, `df`, used to compute the multi-dimensional matrix profile\n", "2. the window size, `m`, used to compute the multi-dimensional matrix profile\n", "3. the indices for the $k^{th}$-dimensional motif pair, `motifs_idx[k]` and `nn_idx[k]` (from `indices[np.arange(len(motifs_idx)), motifs_idx[k]]`)\n", "4. the desired (zero-based) dimension, `k`" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "For k = 1, the 2-dimensional subspace includes subsequences from ['T2' 'T1']\n" ] } ], "source": [ "k = 1\n", "subspace = stumpy.subspace(df, m, motifs_idx[k], nn_idx[k], k)\n", "\n", "print(f\"For k = {k}, the {k + 1}-dimensional subspace includes subsequences from {df.columns[subspace].values}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So, after computing the multi-dimensional matrix profile using `mstump` and selecting the second dimension (i.e., $k = 1$), according to the $k$-dimensional subspace, the motif should be extracted from `T2` and `T1` out of all of the possible time series dimensions." ] }, { "cell_type": "markdown", "metadata": { "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "## Bonus Section\n", "\n", "### MSTUMPED - Distributed MSTUMP\n", "\n", "Dependent upon the total number of dimensions and the length of your time series dat, it may be computationally expensive to produce the multi-dimensional matrix profile. Thus, you can overcome this by trying `mstumped`, a distributed and parallel implementation of `mstump` that depends on [Dask distributed](https://distributed.dask.org/en/latest/):\n", "\n", "\n", "```\n", "import stumpy\n", "from dask.distributed import Client\n", "\n", "if __name__ == \"__main__\":\n", " with Client() as dask_client:\n", " mps, indices = stumpy.mstumped(dask_client, df, m) # Note that a dask client is needed\n", "```\n", "\n", "### Constrained Search\n", "\n", "There may be situations where you want to find the best motif on $k$ dimensions but you want to explicitly \"include\" or \"exclude\" a given subset of dimensions. In the trivial exclusion case, one just needs to omit the undesired time series dimensions before calling `mstump`:\n", "\n", "```\n", "mps, indices = stumpy.mstump(df[df.columns.difference(['T3'])], m) # This excludes the `T3` dimension\n", "```\n", "\n", "However, in the case of inclusion, the user may have specific time series dimensions that they'd always want to be included or prioritized in the multi-dimensional matrix profile output and so you can provide a list of (zero-based) dimensions as an parameter:\n", "\n", "```\n", "mps, indices = stumpy.mstump(df, m, include=[0, 1])\n", "motifs_idx = np.argmin(mps, axis=1)\n", "nn_idx = indices[np.arange(len(motifs_idx)), motifs_idx)\n", "```\n", "\n", "So, in this example where we've instructed `mstump` to `include=[0, 1]` (i.e., `T1` and `T2`), when $k\\ge 1$, the $k^{th}$ dimensional matrix profile subspace:\n", "\n", "```\n", "k = 2\n", "S = stumpy.subspace(df, m, motifs_idx[k], nn_idx[k], k, include=[0, 1])\n", "```\n", "\n", "will always include `T1` and `T2`. Similarly, $k\\lt 1$ will include either `T1` or `T2`.\n", "\n", ":::{admonition} Warning\n", ":class: caution\n", "\n", "When you using the `include` parameter to specify which time series dimensions to include when computing the multi-dimensional matrix profile, you've generated an \"include-specific\" multi-dimensional matrix profile and, therefore, you must remember to set the same `include` parameter in other complementary functions that also accept an `include` parameter. In other words, if you use `include` to generate an \"include-specific\" multi-dimensional matrix profile to search for motifs and you forget to also set the same `include` parameter in, say,`stumpy.mdl`, `stumpy.subspace`, or `stumpy.mmotifs`, then your results may be completely wrong/meaningless. One must take extra care when using the `include` parameter.\n", ":::\n", "\n", "Finally, instead of searching for motifs, it is also possible to have `mstump` search for discords by simply passing in the `discords=True` parameter:\n", "\n", "```\n", "mps, indices = stumpy.mstump(df, m, discords=True)\n", "discords_idx = np.argmax(mps, axis=1)\n", "nn_idx = indices[np.arange(len(discords_idx)), discords_idx)\n", "k = 2\n", "S = stumpy.subspace(df, m, discords_idx[k], nn_idx[k], k, discords=True)\n", "```\n", "\n", "Instead of returning the smallest average distance, this returns the largest average distance across $k$ dimensions. However, note that we use `np.argmax` in order to focus on discords. This ability to return discords is unique to STUMPY and was not published in the original paper. \n", "\n", ":::{admonition} Warning\n", ":class: caution\n", "\n", "When you use `discord=True` to compute the multi-dimensional matrix profile, you've generated a \"discord-specific\" multi-dimensional matrix profile and, therefore, you must set `discords=True` everywhere. In other words, you can never use this \"discord-specific\" multi-dimensional matrix profile to search for motifs. Instead, you must re-compute a \"motif-specific\" multi-dimensional matrix profile (i.e., by setting `discords=False` everywhere). One must take extra care when using the `discords` parameter.\n", ":::\n", "\n", "Also note that it is possible to include specific dimensions and search for discords at the same time:\n", "\n", "\n", "```\n", "mps, indices = stumpy.mstump(df, m, include=[0, 1], discords=True)\n", "discords_idx = np.argmax(mps, axis=1)\n", "nn_idx = indices[np.arange(len(discords_idx)), discords_idx)\n", "k = 2\n", "S = stumpy.subspace(df, m, discords_idx[k], nn_idx[k], k, include=[0, 1], discords=True)\n", "```\n", "\n", "In this case, the dimensions listed in `include` are honored first and then all subsequent dimensions are sorted by their largest average distance across $k$ dimensions." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Summary\n", "\n", "And that's it! You've just learned the basics of how to analyze multi-dimensional time series data using `stumpy.mstump` (or `stumpy.mstumped`). Happy coding!\n", "\n", "## Resources\n", "\n", "[Matrix Profile VI](https://www.cs.ucr.edu/~eamonn/Motif_Discovery_ICDM.pdf)\n", "\n", "[STUMPY Documentation](https://stumpy.readthedocs.io/en/latest/)\n", "\n", "[STUMPY Matrix Profile Github Code Repository](https://github.com/TDAmeritrade/stumpy)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.4" }, "widgets": { "application/vnd.jupyter.widget-state+json": { "state": {}, "version_major": 2, "version_minor": 0 } } }, "nbformat": 4, "nbformat_minor": 4 }