{ "cells": [ { "cell_type": "markdown", "id": "6e46075e", "metadata": {}, "source": [ "# Basics: serine landscape\n", "\n", "We will get started by building a very simple fitness landscape for a 3-nucleotide sequence. In this simple fintess landscape, fitness depends on whether the 3-nucleotide sequence codes for Serine, another aminoacid or a Stop codon under the Standard genetic code. Serine is a very the only aminoacid that is encoded by two sets of mutationally disconnected codons (`AGU,AGC` and `UCA,UCC,UCG,UCU`), resulting in a fitness landscape with two isolated fitness peaks.\n", "\n", "| Aminoacid | Fitness $\\omega$ |\n", "|---------- |:----------------:|\n", "| Serine | 2 |\n", "| Other | 1 |\n", "| Stop | 0 |\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "7ec339a7", "metadata": {}, "outputs": [], "source": [ "# Import required libraries\n", "import numpy as np\n", "import gpmap.plot.mpl as plot\n", "\n", "from gpmap.genotypes import get_nodes_df_highlight\n", "from gpmap.datasets import DataSet\n", "from gpmap.space import SequenceSpace\n", "from gpmap.randwalk import WMWalk" ] }, { "cell_type": "markdown", "id": "34899daa", "metadata": {}, "source": [ "An example of this type of landscape is included as a `DataSet` in the package for illustration purposes. The attribute `landscape` contains a `DataFrame` with the fitness `y` associated to each possible sequence" ] }, { "cell_type": "code", "execution_count": 2, "id": "4f13d253", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " y\n", "AAA 1.176405\n", "AAC 1.040016\n", "AAG 1.097874\n", "AAT 1.224089\n", "ACA 1.186756\n", ".. ...\n", "TGT 0.963726\n", "TTA 0.932754\n", "TTC 0.964045\n", "TTG 0.918685\n", "TTT 0.827372\n", "\n", "[64 rows x 1 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "serine = DataSet(\"serine\")\n", "serine.landscape" ] }, { "cell_type": "markdown", "id": "2577f52f", "metadata": {}, "source": [ "## Define a discrete space\n", "\n", "The first thing we need to do is to define the discrete space for the evolutionary random walk. We can do this by creating a `SequenceSpace` object. `SequenceSpace` is automatically constructed as a the Cartesian product of site-specific spaces containing the different sets of alleles at each site, an is created by specifying the `seq_lenght` and either `alphabet_type` or `alphabet`, and contains additional methods that are specific to sequence spaces." ] }, { "cell_type": "code", "execution_count": 3, "id": "1bc7187c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequence Space:\n", "\tType: dna\n", "\tSequence length: 3\n", "\tNumber of alleles per site: [4, 4, 4]\n", "\tGenotypes: [AAA,AAC,AAG,...,TTC,TTG,TTT]\n", "\tFunction y: [1.18,1.04,1.10,...,0.96,0.92,0.83]\n" ] } ], "source": [ "serine = DataSet('serine')\n", "space = SequenceSpace(X=serine.landscape.index.values, y=serine.landscape['y'])\n", "print(space)\n" ] }, { "cell_type": "markdown", "id": "6628978d", "metadata": {}, "source": [ "The `DataSet` object provides a method `to_sequence_space` to do this directly" ] }, { "cell_type": "code", "execution_count": 4, "id": "780bed66", "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Sequence Space:\n", "\tType: dna\n", "\tSequence length: 3\n", "\tNumber of alleles per site: [4, 4, 4]\n", "\tGenotypes: [AAA,AAC,AAG,...,TTC,TTG,TTT]\n", "\tFunction y: [1.18,1.04,1.10,...,0.96,0.92,0.83]\n" ] } ], "source": [ "space = serine.to_sequence_space()\n", "print(space)" ] }, { "cell_type": "markdown", "id": "e3b3141f", "metadata": {}, "source": [ "## Define a random walk on the discrete space\n", "\n", "Once we have defined our discrete space, we just need to define a random walk on it. " ] }, { "cell_type": "code", "execution_count": 5, "id": "d1fcdb0c", "metadata": {}, "outputs": [], "source": [ "rw = WMWalk(space)" ] }, { "cell_type": "markdown", "id": "52c00f96", "metadata": {}, "source": [ "### Defining the strength of selection\n", "\n", "As shown in the Theory section, this random walk is defined by the discrete space but also by an additional hyperparameter `c`. There are 3 different ways in which we define `c` for our random walk:\n", " \n", " - Directly through the `Ns` argument. If we are dealing with fitness directly, then $s=1$ and we can set an estimate of the $N_e$ of the species we are modeling. In some cases, we may even deal the scaled fitness e.g. when derived from stationary frequencies, providing a natural choice of $Ns=1$. \n", " - By selecting the expected `mean_function` at stationarity. For instance if we are dealing with experimental data derived from a wild-type sequence, we can assume that the wild-type phenotype is a good approximation of the expected phenotypic value at stationarity.\n", " - By selecting the percentile of expected mean function at stationarity among the values of all genotypes (`mean_function_percentile`) if we do not have a very clear reference of what could be a functional phenotype.\n", " \n", "In this case, lets try with a mean function at stationarity of 1.5, which implies that a substantial probability would lie on the few genotypes with fitness 2 corresponding to the codons encoding Serine, and check what ``Ns`` was required to reach that stationary function." ] }, { "cell_type": "code", "execution_count": 6, "id": "b389089b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean function at stationarity of 1.5 was reached at Ns=2.13\n" ] } ], "source": [ "rw.set_Ns(mean_function=1.5)\n", "print('Mean function at stationarity of 1.5 was reached at Ns={:.2f}'.format(rw.Ns))" ] }, { "cell_type": "markdown", "id": "d91da9e4", "metadata": {}, "source": [ "Internally, the method `set_Ns` computes the stationary frequencies, this is, the fraction of time that the random walk spends in each possible genotype. \n", "By calculating the stationary frequencies under this evolutionary model, we can see that the frequencies at which we expect to find different genotypes under this evolutionary model span 2 orders of magnitude." ] }, { "cell_type": "code", "execution_count": 7, "id": "5781a189", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Stationary frequencies range from 0.00077 to 0.10425\n" ] } ], "source": [ "freqs = rw.calc_stationary_frequencies(Ns=rw.Ns)\n", "print('Stationary frequencies range from {:.5f} to {:.5f}'.format(freqs.min(), freqs.max()))" ] }, { "cell_type": "markdown", "id": "bc5feeab", "metadata": {}, "source": [ "From those frequencies, it is easy to compute the expected fitness under that distribution and verify that it matches the desired one" ] }, { "cell_type": "code", "execution_count": 8, "id": "f366e86e", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "1.5" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.round(rw.calc_stationary_mean_function(freqs), 2)" ] }, { "cell_type": "markdown", "id": "28392422", "metadata": {}, "source": [ "### Calculating the coordinates of the visualization\n", "\n", "Once the random walk is defined, we can numerically calculate the coordinates of our low dimensional representation. \n", "We can specify the number of components to compute with `n_components`.\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "5cb4b5a9", "metadata": {}, "outputs": [], "source": [ "rw.calc_visualization(Ns=rw.Ns, n_components=20)" ] }, { "cell_type": "markdown", "id": "893218ce", "metadata": {}, "source": [ "The coordinates of the embedding are stored in the attribute `nodes_df` of the `WMWalk` object as a standard pandas `DataFrame` object that we can use for plotting" ] }, { "cell_type": "code", "execution_count": 10, "id": "6f34352a", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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AAA0.4078090.8686550.077718-0.8815500.0629121.472110-0.606877-0.7477990.0844930.925630...0.1890470.2047270.305264-1.344604-0.426318-1.001960-0.1088860.2013581.1764050.013284
AAC0.6295460.280194-0.6098750.2034090.1124130.803236-0.580154-0.5184040.3188670.156468...0.2644630.597901-0.411744-0.0297030.110071-0.028554-0.282016-0.5469211.0400160.009940
AAG0.3918360.7552120.062261-0.0914911.2188551.151346-0.585330-0.7113750.023780-0.164794...0.115422-0.085225-1.077083-0.223406-0.3305390.1996380.459709-1.4825761.0978740.011241
AAT0.6925240.1727580.6783450.1754200.1458460.818042-0.591270-0.5944820.1096830.096941...0.7983940.046978-0.3490360.390893-0.378651-0.7128310.331475-0.4958481.2240890.014702
ACA-0.2495610.195755-0.026722-0.982568-0.1882200.8451320.357073-0.3015840.0567660.018231...0.6207150.3194520.6866050.0436410.0097230.227721-0.5240400.9309721.1867560.013580
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" ], "text/plain": [ " 1 2 3 4 5 6 7 \\\n", "AAA 0.407809 0.868655 0.077718 -0.881550 0.062912 1.472110 -0.606877 \n", "AAC 0.629546 0.280194 -0.609875 0.203409 0.112413 0.803236 -0.580154 \n", "AAG 0.391836 0.755212 0.062261 -0.091491 1.218855 1.151346 -0.585330 \n", "AAT 0.692524 0.172758 0.678345 0.175420 0.145846 0.818042 -0.591270 \n", "ACA -0.249561 0.195755 -0.026722 -0.982568 -0.188220 0.845132 0.357073 \n", "\n", " 8 9 10 ... 13 14 15 \\\n", "AAA -0.747799 0.084493 0.925630 ... 0.189047 0.204727 0.305264 \n", "AAC -0.518404 0.318867 0.156468 ... 0.264463 0.597901 -0.411744 \n", "AAG -0.711375 0.023780 -0.164794 ... 0.115422 -0.085225 -1.077083 \n", "AAT -0.594482 0.109683 0.096941 ... 0.798394 0.046978 -0.349036 \n", "ACA -0.301584 0.056766 0.018231 ... 0.620715 0.319452 0.686605 \n", "\n", " 16 17 18 19 20 function \\\n", "AAA -1.344604 -0.426318 -1.001960 -0.108886 0.201358 1.176405 \n", "AAC -0.029703 0.110071 -0.028554 -0.282016 -0.546921 1.040016 \n", "AAG -0.223406 -0.330539 0.199638 0.459709 -1.482576 1.097874 \n", "AAT 0.390893 -0.378651 -0.712831 0.331475 -0.495848 1.224089 \n", "ACA 0.043641 0.009723 0.227721 -0.524040 0.930972 1.186756 \n", "\n", " stationary_freq \n", "AAA 0.013284 \n", "AAC 0.009940 \n", "AAG 0.011241 \n", "AAT 0.014702 \n", "ACA 0.013580 \n", "\n", "[5 rows x 22 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "rw.nodes_df.head()" ] }, { "cell_type": "markdown", "id": "1bed3d2f", "metadata": {}, "source": [ "Ideally, we also want the representation to show how different sequences or genotype are mutationally connected to each other. We can obtain this information in a `DataFrame` using the `SequenceSpace.get_edges_df` method" ] }, { "cell_type": "code", "execution_count": 11, "id": "0397da00", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
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" ], "text/plain": [ " i j\n", "0 0 1\n", "1 0 2\n", "2 0 3\n", "3 1 0\n", "4 1 2" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "edges_df = rw.space.get_edges_df()\n", "edges_df.head()" ] }, { "cell_type": "markdown", "id": "ef554fc1", "metadata": {}, "source": [ "## How to plot a landscape visualization\n", "\n", "As the output of the visualization is a simple `DataFrame` with the coordinates, it allows plotting with any library or other programming language. However, we also provide some functions to facilitate the user this job using different libraries for different funcitonalities.\n", "\n", "> **Note** The indices of the adjacent genotypes must match the ordering in `nodes_df` for plotting. While our `SequenceSpace` ensure this is true, if you are generating the `nodes_df` and `edges_df` independently, make sure that is the case when using our plotting functionality\n", "\n", "The main functions are built using [matplotlib](https://matplotlib.org/) and can be easily used for some basic plots\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "d23dcd4e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plot.init_fig(1, 1, colsize=6, rowsize=5)\n", "plot.plot_visualization(axes, rw.nodes_df, edges_df=edges_df, x='1', y='2',\n", " nodes_lw=0.5,\n", " nodes_color='function', nodes_cmap_label='Relative fitness',\n", " nodes_size=25, edges_alpha=0.5)" ] }, { "cell_type": "markdown", "id": "86bc19ed", "metadata": {}, "source": [ "Now that we have a nice visualization of the structure of the landscape, we can easily see the main qualitative properties of this simple landscape: it consists of two main fitness peaks that are separated appart from each other along Diffusion axis 1. Diffusion axis 2 separates genotypes with high fitness from those with low fitness that are at an increasing number of mutations away from any of the two fitness peaks. \n", "\n", "We can look at other Diffusion axis as easily as shown below" ] }, { "cell_type": "code", "execution_count": 13, "id": "b8befce8", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plot.init_fig(1, 1, colsize=6, rowsize=5)\n", "plot.plot_visualization(axes, rw.nodes_df, edges_df=edges_df, x='1', y='3',\n", " nodes_lw=0.5,\n", " nodes_color='function', nodes_cmap_label='Relative fitness',\n", " nodes_size=25, edges_alpha=0.5)" ] }, { "cell_type": "markdown", "id": "80a2e82c", "metadata": {}, "source": [ "Thus, we can see that Diffusion axis 3 shows the variability within each of the fitness peaks. The two genotypes in the AGY peak are more separated than those at the UCN fitness peak containing 4 sequences. This is because we can only move through the small peak by the single mutation that connects the two genotypes, while the remaining mutations are deleterious. In contrast, any mutation in the last base of the genotypes at the big peak is neutral, as they keep coding for Serine. Thus, as there are many more ways to evolve from one to another, the required time for that to happen is also shorter." ] }, { "cell_type": "markdown", "id": "56d46505", "metadata": {}, "source": [ "## How many dimensions to plot?\n", "\n", "A natural question in any dimensionality reduction method, such as this or Principal Component Analysis (PCA), is: how many dimensions do we need to retain the most relevant information in the data? In other words, how can we reasonably choose the number of dimensions to represent our data?\n", "\n", "In this section we will discuss a few non-exclusive approaches to determine the number of relevant dimensions or Diffusion axes to represent and the rationale behind them\n", "\n", "### Explore relaxation times associated to the diffusion axes\n", "\n", "In PCA, the eigenvalues of the covariance matrix are related to the variance explained by each component of the low dimensional representation. We can use the relative contributions of the different components to choose the number of axes that retain a reasonably high % of total variance. In our case, the eigenvalues $\\lambda_k$ for the rate matrix $\\mathbf{Q}$ represent the decay rates associated to the different components. We are interested in the components that decay particularly slowly, as they represent the strongest barriers to diffusion induced by structure of the fitness landscape. Thus, instead of looking at the variance explained by each component, we can represent the average relaxation time $\\left(\\frac{1}{-\\lambda_k}\\right)$ associated to each component for increasingly large $k$'s.\n", "\n", "> **Note** that the relaxation times have units of expected number of substitutions.\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "16e2afb5", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plot.init_fig(1, 1, colsize=7, rowsize=4.5)\n", "plot.plot_relaxation_times(rw.decay_rates_df, axes=axes)" ] }, { "cell_type": "markdown", "id": "5fa219f2", "metadata": {}, "source": [ "Here, we observe that the first three Diffusion axes, especially the first, stand out compared to the others, which exhibit much more similar behavior. In other words, the decay rates associated with components \\( k > 4 \\) operate on the same fast scale and are therefore unlikely to represent modes with long-lasting effects on the approach to stationarity.\n", "\n", "\n", "### Look for a large eigengap\n", "\n", "An alternative approach for selecting the relevant number of dimensions is to look for an eigengap—that is, a sudden change in the eigenvalues (or relaxation times in this case) compared to the variability between consecutive eigenvalues before and after the gap.\n", "\n", "In this case, the largest gap occurs between dimensions 1 and 2. Although dimensions 2 and 3 capture some relevant details about the geometry of the landscape, dimension 1 alone is sufficient to separate the two main fitness peaks of our landscape.\n", "\n", "### Compare with the relaxation time under neutral evolution\n", "\n", "In our case, we can not only compare the time scales associated with different components, but we also have an absolute reference time scale for comparison: that of the neutral process. Thus, we are primarily interested in components that decay more slowly than the slowest component of the neutral evolutionary dynamics. If there are no mutational biases, the neutral relaxation rate is equal to the reciprocal of the number of alleles per site ($\\alpha = 4$ in our case)." ] }, { "cell_type": "code", "execution_count": 15, "id": "a242b3eb", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plot.init_fig(1, 1, colsize=7, rowsize=4.5)\n", "plot.plot_relaxation_times(rw.decay_rates_df, axes=axes, neutral_time=1/4.)" ] }, { "cell_type": "markdown", "id": "2f7b3c59", "metadata": {}, "source": [ "Now, we see that only the first three components decay significantly more slowly than neutral evolution, suggesting that the main features of the serine landscape are well captured by a three-dimensional representation. \n", "\n", "## Exploring Different Selection Strengths \n", "\n", "So far, we have treated the strength of selection, `Ns`, as a hyperparameter that must be set a priori. However, rather than aiming to generate a single, definitive visualization, it can be useful to consider a **one-dimensional family of visualizations** that span the full range of selection strengths—from neutral evolution to a regime of very strong selection, where the population remains almost exclusively in the fittest genotype. \n", "\n", "To achieve this, we must recalculate the embedding for each selection strength, making this a more computationally expensive plot. The function `figure_Ns_grid` requires a `RandomWalk` object, allowing it to iterate over either a reasonable default range or a user-provided range of population sizes. \n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "65f29343", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot.figure_Ns_grid(rw, nodes_color='function', pmin=0, pmax=0.8,\n", " nodes_size=30, edges_alpha=0.5, nodes_lw=0.5)" ] }, { "cell_type": "markdown", "id": "5c3b2a17", "metadata": {}, "source": [ "\n", "Here, we can clearly observe the effect of selection strength or population size on the dynamics of the evolutionary process. Under neutral evolution, reaching a genotype from another only depends on the number of mutations separating them and every path has the same probability, making every sequence very accessible to each other. As selection strength increases, deleterious mutations are less likely to fix in the population, making it more difficult to cross fitness valleys, pulling apart highly inaccessible sets of genotypes and highlighting finer details of the fitness landscape geometry. \n", "\n", "Similarly, we can observe how the relaxation times of different components change with population size.\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "5aabf57c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "mean_functions = np.linspace(1.05, 1.6, 9)\n", "\n", "fig, subplots = plot.init_fig(3, 3, colsize=3.5, rowsize=3)\n", "subplots = subplots.flatten()\n", "\n", "for i, (axes, mean_function) in enumerate(zip(subplots, mean_functions)):\n", " rw.calc_visualization(mean_function=mean_function, n_components=16)\n", " plot.plot_relaxation_times(rw.decay_rates_df, axes=axes,\n", " neutral_time=1/4.)\n", " \n", " axes.set_ylim((0, 1.25))\n", " if i not in [0, 3, 6]:\n", " axes.set(ylabel='', yticks=[])\n", " if i < 6:\n", " axes.set(xlabel='', xticks=[])\n", " \n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "04edd280", "metadata": {}, "source": [ "We can see that at low population sizes the first 9 components have virtually the same contribution, which is inherent to a uniform random walk on sequence space with 4 alleles and 3 sites. As selection starts to act, we can see how the relaxation time associated to the first component increases, since crossing the valley between the two peaks becomes harder and harder. " ] }, { "cell_type": "markdown", "id": "067ca619", "metadata": {}, "source": [ "## How to characterize peaks" ] }, { "cell_type": "code", "execution_count": 18, "id": "00feb5dd", "metadata": {}, "outputs": [ { "data": { "image/png": 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mqwkZ6EgkNxiqqjI9Pc2BAwdQFIVEIoHL5SKXy+H1eslkMrS2tqLX6zEajQSDQYb1Jv78yD3MRcJkVlax6s34PB7Onj1Ld3f3pvNv1OxcTkYHEBklo9HI2NgYoVCI8+fPMzw83FTKcjgcqKr6mt1eEsn1hsOp4HBurWHbCpX1fV0uV1Ogcyk+9alP8b3vfY+nn35609/2tco11XX19NNP8773vY9AIICiKHznO9+55P5PPvkkiqJs2mKxzXoDieRGIRQKYTKZaGlpQdM0lpaW6O7uJpVK4fV6KZVKpFIp/H4/pVKJc+fO0dnZSW9vLxYU2nw+NE0jk8mQyWQ2dVzV6/UryugoioLVaqVYLAo9jt/v58yZM5tS79LwU3IjUtfUbW+Xi6ZpfOpTn+Lb3/42jz/+OAMDA2/glby5XFOBTj6fZ9++ffzJn/zJto6bnJwkGo2Krb29/Q1aoURydVOv15mZmWF0dBRFUVhdXcXr9aLX66nVahgMBlRVJZvN4nK5OHnyJJ2dnRgMBmEPEQgEqFarxGIxFEXZFMRcmNHR6XSXldGBzVOSPR4Pu3fvZmFhgUgkIvQ/VqsVs9l8UbNQieR6REXb9na5fPKTn+R//a//xd/+7d/idDqJxWLEYjGKG0ZL/NzP/Ryf+9znxONKpcKJEyc4ceIElUqFcDjMiRMnmJmZeV2v+0flmipdvfvd7+bd7373to9rb2/H4/G8/guSSK4xlpaWMJlMtLa2omkakUiE8fFxUQYql8tUq1U6OjoIh8MUi0X8fj9ms1loZXw/yOgYjUYURSGVSjX9eLgwo3OxdvGt8Hg8RCKRppS5yWRibGyMYDDYVMrq7e3l/Pnz7NmzZ1vvIZFcq6iobGdk5nb2/tM//VMA7r777qbn/+f//J/8wi/8ArDembnxR0wkEuHAgQPi8R/+4R/yh3/4h7ztbW/jySef3MZK31iuqUDnStm/fz/lcpnx8XE+//nPc/vtt19033K53NQKu7a29mYsUSJ5w6nX68zOzjI2NoaiKCwvL+Pz+dDr9aTTabxeL7lcjmKxiNPp5NSpUwwPD7O6usqePXvEeRwOB06nk2QyiU6nI5FINAU6F2Z0toNerxdZoo26HEVR6OvrI51ON3Vlud1uEokEra2tV35jJJJrhLqmUd+G59t29r0cL7kLg5f+/v5rwoPumipdbRe/38/XvvY1HnjgAR544AF6enq4++67OXbs2EWP+eIXv4jb7RZbT0/Pm7hiieSNY2lpCaPRSHt7O5qmEY1GCQQCAKTTadxuN6lUCovFwuzsLDabDafTid1uF4GLoihYLBbcbjfLy8v09PSwsrLS9GF3YUZnu7S0tJBKpbZ8bWMpKxqN0tXVxamFGb428RxfOP4wDy+dpy5tIiTXKW9k6ep65rrO6OzcubOpBfXIkSPMzs7yR3/0R/z1X//1lsd87nOf49d//dfF47W1NRnsSK556vU68/Pz7Nq1C0VRhFZNp9OhqiqapqHX6wmHw3i9XorFIrt37yYWi9HV1SXO0xAWu1wu8vk83d3dhEIhCoWC6ICq1+tXnNGB9dLY/Pw8bW1tW76+sZT17RMv8HsLz1FS13VC90+/zG3t/Xz9zo9i1l/XH2+SGxAVjfo2ghcZ6KxzXWd0tuLmm2++pFDKbDaLVrzttORJJFczoVAIvV5PR0cHqqo2OYFns1mcTieappFKpahUKng8Hux2O6VSqamF22AwUKlUsFgs6HQ6stks3d3dzM3NiX0unKPT4HJT3GazmUqlcsn9G11Zfxo7KYKcBi/EF/in+ROX9V4SybWEzOhcGTdcoHPixAn8fv9bvQyJ5E2jVquxuLjIjh07RDans7NTZF0abeUrKyuUy2V0Oh2Dg4PE4/FNHYqNQMfhcGC321lcXGR4eJhgMCgCk60yOjqdblu1fKfTSTabveQ+c9kEwUJ6y9cei0xd9ntJJNcKDY3OdjbJNVa6yuVyTdmY+fl5Tpw4QUtLC729vXzuc58jHA7zV3/1VwB85StfYWBggLGxMUqlEl//+td5/PHHefjhh9+qS5BI3nSWlpbQ6XR0dnZSr9dZWVlh37594vVsNktvby/PP/88bW1tdHZ2YjKZWFlZYWxsrOlcDd8qs9mM2+0mEolgMpmw2WysrKzQ3t6+ZUanUfIymUyXteZGm/mlMqpW/cWNPS/1mkRyraL+YNvO/pJrLNB59dVXueeee8Tjhpbm53/+57n//vuJRqMEg0HxeqVS4d//+39POBzGZrOxd+9eHn300aZzSCTXM7VajWAwyODgIDqdjlAoJAZuwnr2RVEUkskk+Xwep9NJIBAgn89jsVg2BSxGo5FqtYrVasXhcJBOp6lUKvT19TE7O0tbW9uWGZ3LnY7cwOl0vuZAwIDdzWFfN68mlja99oG+PVscIZFc29S3qdHZzr7XM9dUoHP33XdfMv19//33Nz3+7Gc/y2c/+9k3eFUSydVLKBRCp9MRCASo1Wokk0n27t1LLJflO5MTrGQy7PN4iZ86hcViYXh4GEVRiEQioiNrI3q9nkqlQqVSwWAwYDabWVlZoa2tjVgsRiqVumRG53JRFAWTyXRJ885yucy/dI2QLOWZy693aemAf73rCO/s3nX5N0kiuUaoa+vbdvaXXGOBjkQiuXxqtRrhcJi+vj6Rzenq6uLR+Vk+9eD3qGzIsBzxtPBxX4coPRUKhS3dw/V6PdVqlXw+j9Vqpa2tjfn5eW6//XasVivhcBir1fojZ3Tgh+WrrQKuYrHI5OQkd4wfoHvBy5PB8+hcdszRNB8dObKt95FIrhVk6erKuOHEyBLJjUIoFEJRFGHZkMlkcHjcfO7xh5uCHIDn00nC5vVJx40MzVZE8gX+cWaevzx9jhQKra2twrLBbDZjMplYW1v7kTM6AF6vl2Qyuen5QqHA5OQku3btwmw2E4/HuaWtjw/u2I/PaCUajW7rfSSSawUVhfo2toap542OzOhIJNch1WpVWCno9XqCwSDd3d0cj0VJbPCu2cixtTQA8Xic0dHRTa//5avH+cJTz4uq/z/MzPOL46PsrFZZW1vD6/WiqioLCwubAp0ryegYDAY0TWsaQJjL5ZidnWX37t2YTCbi8Th6vR6LxYLL5cJms7G8vEx/f7+0hZBcd6ja+rad/SUyoyORXJc0sjldXV1UKhVyuRxerxej7uITi21mM4VCAZPJ1GS/ABBdy/L/Pv7UJmnj/WcmSGvrwVFLSwvZbBa9Xk8+n2/a70oyOrCe1Umn08D68M6NQQ5ALBbDbrejqiomk0mU2zYag0ok1wvbyeY0NokMdCSS646Gs7jf78dgMBAKhejp6UFRFA76A/S43Fse9xMjo0Sj0S3nTD0+O7flTA4NmK3VicfjYtCf1+slFAo17XclGR34oU4nnU6zsLDA2NgYRuN663ihUKBer+P1etE0DZ1OR1tbG5qmsby8vO33kkiudmSgc2XIQEciuc4IBoMoikJPTw/lcplisYjH4wFApyj8/97147g3ZGx0wL1WB6NuD7lcDqfTuemcpkt4V7kdTnK5HOVyGZvNJpzNN2Z1rjSjY7VaWV1dJRQKMTY21pRpikajmEwmWlpaxHMul4t6vY6qqpRKpW2/n0RyNaNqyrY3iQx0JJLrimq1ysrKCh0dHRgMBoLBIL29vU37tGvwpeHdfKpngF/u28H9d9zDbXoTJ0+exGKxbKlteefIEBbDZkmfQVF4184hVFUlmUzi9XrJ5/P09vY2zbS60ozO6uoqpVKJvr6+Jt2PqqrkcjlqtVpTd5jT6cRgMGCz2YjFYtt+P4nkakZmdK4MGehIJNcRjeCip6eHUqlEpVJpmi6sqiqnT5+mt6ubPTYHHxnfy4HhERwOB4lEgmw2SyaT2XzicplPjg5j2hAEmXU6PrGjD5/VitFoJB6P4/F4KBQKWK1WYL28BFeW0YnH48Tjcfbv37/JzXxlZQWPx4PJZEJVVZHpMZlMYqhhJpPZlu2ERCK5PpFdVxLJdUKlUmF1dZW2tjaMRiNzc3P09fU17TM/P4/5B6Jjq9WKzWajVqvh9XrJZDIYDAYWFhYYGBgQAVIqlSIUCrHX7eT/HRtmQYVMJsOd/X10t7cxOzuL2Wwmm82iKAqapqGqKr29vYRCIXbu3LntjE40GiWTyTA6OoqmaSwtNU8/jsfj+Hw+vF4vlUpFiJMVRcFsNlMsFoW+p7W19Ue8sxLJ1UEdHfVt5Ce2n0O9PpEZHYnkOqEhAO7p6aFQKKCqalNZp1wus7CwgNPpxOFw4PP50Ol0wvrB7/eTy+VoaWlhfn6ebDZLIpEgHA4L7UtPZyf39HZzyOOi1eWkXq9jMpnI5XKoqkomk8FqtZLJZLDb7dTrdUqlkgiALodwOEw2m2Xnzp0oioJOp8NgMFCtVgFEZ1gmk6GlpaUp0AFwOBwYDAacTqcsX0muK7Rt6nM0qdEBZKAjkVwXVCoVEokEPp8Pk8nE4uLipmzO1NQUZrMZs9lMuVzG7Xaj0+lES7jT6cTj8RCJROjv7+fkyZMsLCzQ399PLBaj6nTyWCTC1IY5PKqqYjab8Xg8ZDIZEokEDodDlJp6eno2dWBdimAwSKlUElYUDRrZGYBIJILf76darWIymTYFOk6nE71eL65LipIl1wtSo3NlyEBHIrkO2Nhplc/nURQFm80mXs9kMqRSKQwGAx0dHeI1nU5HIpGgvb2d7u5uzGYzer2ekydP4nK50Ol0nDl7lj+dneFfP/kEX5uZ5j++8DxfCi6SVVXa29vJZDIiqFpYWMBisZDL5YD1oKNcLlMuly+5fk3TmJ+fR1VVBgcHNwmiW1paSCaTqKoqrq+Rrdoq0NE0jUwmg9/vl5OSJdcNdU237U0iAx2J5JqnXC6TSqVwu92YzeZN2RxN05iZmUHTNAKBAIlEAr/fj6qqKIrC2toafr9fCImNRiOlUgmz2YzX6+XbMzM8E483vWe4XOZ/TE2iqqp4D7/fL8TMRqORSqUCrGd1LtTYbETTNObm5tDr9RedaGw0GqnVaiwvL9PW1kYymcTn8wGbAx2TySRc2R0OB2tra1KULLkuUFFQ0W1jkxkdkIGORHLN08jm9Pb2ks1mMRgMousJ1oW9lUoFo9GI3++nVCqJacJra2uYzWaMRqPQw+TzeTo6OigWi4TDYU5exDLi+UiEcDxOX18f0WgUg8FAa2srsVgMk8kkyldut1sM97sQTdOYnp7GYrFsaoO/ELfbzeLiosgiNcTSFwY6gCjFpdNpWlpa5KRkyXWBLF1dGTLQkUiuYcrlMmtrazidTiwWy6ZsTrVaJRqNks/nGR0dJZFI0NbWRrVe5+nQEn/x6lGyNjuwHjBZrVasViuDg4NEo1FKpRKarvnDUkNDM6rUjHVWi3n8fj+JREJ0PDU0OhunE3d3d5NMJpsyK5qmMTk5icvloqur6zWv1Wq1rq9H09Dr9SLzU61WN1lWOJ1OzGYzyWSSzs5OKUqWXBfI0tWVIe+CRHINszGbk8lksFgsmM1m8fri4iL1eh23243X6yUej1O1WLjv/r/k8y+9xP9aWODXn3uOn/mbv6Vcq7Fjxw7a29uZn5+npaUFnU7H4Q2ThzWDiuapobnqaM46/27qWR6YP4fdbhdlL1VVGR0dZXFxUZSvPB4PlUpFCINVVWViYoKWlhY6Ozsv61obHV2pVKppGjKwqdzldDqpVqsUi0WMRqMUJUuuC9QfOJJvZ5PIQEciuWYplUpks1msVisWi2XTFOR8Pk+hUGB1dZU9e/aQz+exWCz83hNPsvgDo8wGL8RiPJlIoigKbrebUChEIBBAURQ+cfAQO2y29UyOsw4b3CDKap3fPfo4GZOOSqUiyl/lcpmBgQFOnjwp9DJtbW2EQiER5LS3t9Pe3n5Z16qqKsViEa/XSzQa3RToXIjT6SSbzWKz2SgWi1KULLkuUH8wR+dyN1V+xQMy0JFIrlk2ZnPS6TR2u11oVRpdTPl8nr6+PiwWC9FoFKfPx1Pz81ue7/9OTQlh8I4dOwgGg4yOjlLO5fiwTs/PjA1v+YmhovF8bt12Ip1Oi06uQCCA3W7n/PnzaJqGx+MhkUhw+vRp/H7/tgb5rays0NbWJrqvGlkrTdO2FC83JjE39ne73VKULLnmkaWrK0PeBYnkGqRUKlEoFDCbzdhsNuFQ3iCRSGA0GkkkEoyOjoq27I0DBC9E1TTC4TCtra1YLBYAWltbOXbsGAP9/fgvEPxupKZbzwQ13jefz+NyuVBVlba2Nqanp4H1LNOFRpyXw/LyMu3t7aKjqkG1WhVu5hdiMBiw2+2kUikURZGiZMk1z/Y6rmRGp4G8CxLJNcji4qLI5iSTSVwul/jCV1WVpaUllpeX2bNnDzqdTlhDOM1m7rhgkGCDHxsYIJVKia6mtrY2Tpw4gcfjwW638/7xQ5h1W7uY39W+7q3V6PbSNI1KpYKmabS2tmIymTh9+jRDQ0OUy2XRln45NEpuer2edDqN0+kUvllbdVw1cDqdFAoFYUkhRcmSa526pmx7k8hARyK55igWi5RKJZGxWFpaoru7W7weCoVwuVwUCgXRgdXIiAD87tvvwaNr/tMfsVg4YNAzPDxMJBIhEAjQ0tLC2bNnCQQCBAIBTKrGp4cPbZI3vs3Rzpht3bXc5/NRLBZRFIVkMonH42FlZUUETvl8ftsBRzQaJRAIAOuC5K6uLtG6fqlAx+Vykc1mcbvdYraPFCVLrmW2o8/Zri/W9Yw09ZRIrjGCwSA6nY6enh5WV1fxer2ivbrRbh6LxTh48CCA6Dxq7JOYm+M/7xhkXqejaDAQ0Btoq5SJBIMc3LuXVCpFd3c3jz76KG1tbbS2ttLd3c2pU6f4yYExkifOEWqxUqrX2GN00lPTMzMzQ3t7OzabjUqlIuwXAoEAR48e5Y477iCfzzM1NUV7ezuxWIzOzk50ukt/ENfrdQqFAg6Hg1qtJkTN8/PztLW1XTLQcTgcLC0t0dfXx/LyMl6vV4iSBwYGXsd/EYnkzUHVdKjb0N2oUpMGyIyORHJNUSwWKZfLKIqC0+kkHA43zaCZm5vDYrFgMBhEBicajeL3+wHI5XJMTEzwjnvu4Vafj5/fs4dburtQFIWBgQEefPBBuru7mZ6exmq10tLSQqlUQqfT0dvby4svvsjh/iF+3NrO2ysW/s27f4LV1VUKhQL5fB6j0YjNZiObzVIqlVhcXKSlpQWbzYbRaKS7u5tYLIbNZiN+wbTlrWiIkAHS6TRerxez2SzKYpcKdBqO6Xa7nXw+DyBFyZJrGpnRuTLkXZBIriEWFxfR6/X09PQQj8dpa2tDr1/XzWQyGXQ6HXNzcxw4cABY1+tks1lcLheapvHiiy/S29uL07nuPN4wv+zr6xPdSxMTE5w/f56enh76+/spl8tUq1VKpRLVapXW1la6urrIZrOYTCZ2795NPB4nnU5TLBap1Wq4XC5CoRCdnZ3Y7XYqlQp6vV7M2Mnn8wSDwdcMOOLxuAjYksmkEDE32scvFejAuh1Ew/yzESBKUbLkWkVlezqdy1fCXd/IQEciuUYoFArUajVUVcXpdDZlajRNY2FhQQwH9Hg8AMLRXFEUpqenKZVK7N69G1gvCyWTSQKBALVajVqtxujoKFNTU/h8PtLpNO3t7XR1dREMBllaWmLnzp1C72KxWJiYmOC2226jXK1yLJfly0df5R8X5klVq5jNZnK5HC0tLcJQtF6vYzAY2L17N/l8nkgkctHr3ShC1jSNYrEoxM4NN/PXCnQaAVGjzRyQomTJNYvsuroy5F2QSK4RGtmcRvmno6NDaFyi0ShOp5NIJCICGVgXIXd0dLC2tiZ0LY35NeVymWw2S1dXFyaTCb1eTygUor+/n1gshk6nQ1EUvF4vc3NzorzV2tpKPB6np6eHyclJitUq/2w28o3wEs/nsnw7GuE/nj3NXKVCKpXC4/GQTCbR6/WiW8psNnP48GGOHTtGtVrd8nobomhYL9ltdGN3Op2sra2JrNTFaAQ6Xq9XCJilKFlyrSLn6FwZ8i5IJNcA+XweVVWpVqu4XC7i8TgdHR3A+iyZlZUV0uk0Pp9PmF2WSiX0ej16vZ6TJ0/S0dFBe3s7iqKgaRqJRILh4WEURRFdXOl0mq6uLrq7uwmFQqRSKYrFImazWZiBNlravV4vRqORP3nyCSbW1prWW6rV+IeVZdLpNNVqlWq1KjQzDZxOJzt27ODVV1/d1G5er9cpFoti7s/GshUgfLUuFiQ1cDgc5HI54X7eKJXJScmSaxFpAXFlyEBHIrkGCAaD6PV6urq6RMmqkc1ZXFzE6XSSz+cZGhoSx8RiMfx+PzMzMwDCvRzWsyUmkwmHw0GxWMRkMjExMcEtt9xCPB7H7/dz+PBhXn75Zc6fPy+0QJqmYbVasdvtwn7i+A8yJRcSKRRIqirhcBi73U6xWNwU0IyMjKCqKlM/mMrcYKMIGdaFyI1yXAOfz0cul7vkfdPpdKiqiqZpuFwu1n4QkElRskRy4yADHYnkKqeRzSmXy2L6cEOgm8/nKZfLJBIJPB4PTqcTWNfsZDIZNE0jEomwa9cuNE3DYrFQLBZJJpNYrVaMRiOLi4vodDoxsdhkMlEoFOjo6BCt3IVCgZ6eHlZWVjCZTOh0OoxGI3a7HWoXz6q0eb3CIDS1RUBkMBgIBALCsqLBRhFyIwt0YYmqMSvotTCbzZTL5SadjhQlS65FZOnqypB3QSK5yllcXMRkMtHV1SV0K43y09zcHEajEUVR6O/vF8c0piVPTk7S1tZGuVymo6MDTdOYmZkRmZ9CoUClUmF6epo77riDyclJent70el0oovL5XKRTCbp7OwU5Z56vU5fXx+rq6vsVrb+GDnc0QG5HDqdDp1OR/oCI9EG3d3dYkZOOBwmn89jtVpFYLNVNgfWg7kLy2Fb0Rgc2NDrNJCiZMm1hmwvvzLkXZBIrmJyuRyKolAoFHC73aRSKSEmXl1dxWQykcvlsFqtIpsD62WrQqGAqqoMDQ2J7qtIJLKudTEYyFZrLC4uEo/HGR8fp7W1lUgkQkdHBwMDA5w4cYL29nZ8Ph9Wq5Vz587hdDpFwJLP5zGbzRz0ePlwXz/6DeaabcAfvONedDodXq+XyclJFEXZ0vqhMXvH4/GIOT+NEhts1uc0qFQqeDyeiwZQDRoBjqIoGAwGKpWKeF8pSpZcS6iasu1NIgMdieSqJhgMYjKZ8Pv9hMNhuru7URSFer1OOBymUqlgMBiE1QOsd1Plcjmy2SwDAwOUy2WcTiflcpnoygp/dnKCW778Nf7z6Vn+7YNPcTadY3BwkHg8TmtrqwgE6vU62WyW9vZ2Dh8+TDqdplQqEQ6HKRQKFAoFRkZG0DSNm1WNf7jv3Xyiw89/6OvnJ1F4+KUXcPetO6s3SmXFYnHL6+zp6SEcDot1bMzSFAoF0Va+kUqlQmtr62uWn2w2mxgYeGEJTYqSJdcS6jazObK9fB15FySSq5TcD8o+uVwOj8fD2tqayGwsLS1ht9sxGAwYDIYmV/KlpSVKpRIWi0WUmzo7O5mZmeHv5sL8/bHTlH7Q5h0plPizqUXORpdZXl5maGiIlZUVFhYW2L9/v7BssFgs7N+/n1gsxuLiIrVajZ6eHtEFlkwmGRsY4F3DwyxUinzDpPIHoWl+8qHv8CfxEIlCnkKhQC6X21IAbDKZMJvNBINB9u3bx8LCAvl8XszOUZTNv0wrlQoul4tisXhJUbFOp0PTNDRNa2ozBylKllxbNCwgtrNJZKAjkVy1LC4uYjab6ezsZGlpiZ6eHhRFoVwuk8lkRMdRb2+vOEbTNKamprDb7QwPD1Ov16n8YJ6Nzmbj/56f2fQ+NVXl68+8KMpUsVgMVVXR6/X4/X5h1eByuXA6naJ7StM0lpaWGB4exmAwEI1GOZtf4x8SUcr8MHA4kUnyndIakUiEUql0Uefyxlyezs5ORkdHmZ6eZnl5ecuyFfzQ0NPhcIiMzcWwWq2USqUm+wiQomTJtUUdZdubRAY6EslVSTabxWAwkMlk8Hg85PN5vF4vsO5nZTKZaG1tRdO0pmzO7OwsRqORlpYW7HY78Xgct9tNMplEZ3dSu0iQsZRK0dnZiaIoJBIJAoEAS0tLjI+PiwnEs7OzdHZ2snfvXnK5HPPz89TrdcrlMkNDQ5w/f56HYktbnv9oOkmmWiWXy100KKnVaqK8ZTKZ2LlzJ+fOnWu6vo00Ap3GlORLsVGI3Jit00CKkiXXCjKjc2XIuyCRXIUEg0EsFgsdHR2EQiGRtUmn02JwYD6fb8rmlMtlJicncbvdQrPT8KAaGhpiwNeC22Le8v32Btbn8qyuruL3+1lZWUGv12OxWOjt7eWFF17AZrPR09PD8PAwbreb48eP43a7KZVKwg08eZF2bxUNW4uHYrF4UU1MNBplz549hEIhYL0tvLW1lenp6S2zQJVKBaPRiMvlIpPJXPJ+NiYpA01t5iBFyZJrhzrbzepIQAY6EslVx9raGkajUdgnlEol3G43mqaxuLiIqqr4/X5UVRXZDk3TOH/+PDqdjh07dgizzsb8GKvVisVo4JN33rrp/VwGHb/8tiOoPxjuNzo6yuzsLD09PWiaxvLyMgaDQWSUGs7pBoOBmZkZUfIym80MmSxbXlOL3ki/28vg4CDHjh3bpIlpTEJudJQVCgUymQydnZ0EAgEmJyc3HaNpmmhd39hNtRU2m00IoTcODmwgRcmSawGZ0bky5F2QSK4ygsEgVquVtrY2QqGQyM5Eo1FMJhM2m43V1dWmTqtYLCYMNBualoY3VldXl9hvn0nhQ14rdw72MdrRxrv7u/iYx8JKKEgoFBL7NmbUTExM4PP5OHDggBjo1xgaODw8TCaTIRaLYTabMZlM3NcWoNdqb7oePXB7WcVht+PxeKjVagSDwaZ9Ng4I7O3tJRQKibZyn8+Hx+Nhdnb2ovfM5/M1ZWkupCFm3hgcNXy3QIqSJdcGcmDglSHvgkRyFbG2tobZbCaZTIqgwOl0Uq1WWV5eplQq0d7ejqZp61OJWfe0isfjJJNJ9u/fD6zrXRYXFxkbGxNf8pVKheeee45f//CH+MbHPsR3/tXH+cXxEUb7ejl//jxzc3Nilk5/fz+vvPKKmI5ss9kwGo2srKywtLREZ2cnBoMBl8tFPp9namoKr9eLUqnwqy0BPtzSyT2BXt7T2c2/NDjZZ3Ny9OhR8vk8PT09zMzMNA3v22j5YLfbqdfrpNNpcY1+vx+j0SjKWhcGJBeWo7bCZrOJScoXzt+RomTJtYC2TZ8rTYqRARnoSCRXFY1sjs/na8rmNDqwurq6CIfDQpujaRrT09PodDo6Ozsxm9c1OOfOnaO7u7tp/sz3vvc9BgcHReakMTfntttuI5fLkclkWFlZIZlMCkGwz+cTx/f19fHqq6/S29uLwWAgm80yODiITqcjn89TKpXWpxobDLwv0Mt/2nOIT48fZFfreqAUiURYW1ujs7MTVVWZmZmhVquJgYcbLR7a29tZW1traivv7e2lWCyyvLxMvV7HYDCI14xGI/V6/aIdXdAsSN4qMJKiZMnVjszoXBnyLkgkVwmZTAaz2UwikRCaHLvdTj6/PoOmXq9jt9ubsjnhcBin00k4HGZsbAxYz/CEQiHxGNYDpeXlZe69915gPUBqmH42phcHAgGefvppUqkUAwMDOByOJnfwxlTmQqFAqVTC4XDg9XpRVRWr1Uoul2N1dZVAIMCuXbtYWFigUqkwNjaGwWDAbDYLjZHZbMbpdDI9PU04HCYQCDTdi2q1KjyqGiiKwvDwMKurq8TjcUwmU9Mxbrf7kqLkjYFOo7trY2ZIipIlVztyMvKVIQMdieQqIRgMYrfb8Xq9LC0t0dfXJ/ysNE1jcHCwqQMrn8+TTqfJZrO0trZis9nQNI3Tp0/T19cnMh71ep2HH36Yu+66C6PRCKyXinw+HzqdjoWFBd7xjncQiUQoFApUq1UsFktT23apVCIWi3Hw4EGi0SjJZFLoeVwuV9PE4Xw+T3t7u+gMGxoawmg0YjQaUVWViYkJMQDRbDazvLwsArcGyWSSnTt3srTU3K6uKAq7du0SQws38lpt5g1D0wYbBcoNpChZcjUjva6uDHkXJJKrgHQ6jdVqZWVlBZfLhU6nE6JjRVGw2+3CyNNut4vSj8/no1AoiOAnGo1Sq9WaDD4ff/xxnE4no6OjwHo2JxqN4vf7WV5exuv1YjAY0DQNt9tNR0cHx48fx+PxkEgkhBHo8PAwer0et9tNNpvF7Xajqioej0cEJG1tbcRiMVKpFP39/USjURRFoaenh5aWFiwWCwsLC9jtdkwmE8ViUUx/bqCqKvV6XVzbxqwSrLuY9/b2EovFmrIvG60etkJRlCa/ra3KV1KULLmakRmdK0MGOhLJVUAoFMLhcOB2uwmHw/T19VGv11laWqJSqdDf38/i4qLQ7ASDQdrb21leXhbDAxuiZJvNJtrOo9EoCwsL3Hnnneh063/uKysrojMrFovh8/mYmJigu7sbo9FId3c3mqYxMTGBqqqEQiE8Hg82mw1Yn9djMpnQ6XRCF5NKpTCZTOzbtw9FUUSgZDKZWFpaYvfu3WiaJrQ4586dw2g0Mj8/z8GDB5mZmRH+Vmtra7jdbmDd2fzCrA6sB2s7d+7k/PnzIhBSFKVJcLwVjVIgbBYkN84hRcmSqxX1B/5V29kkMtCRSN5yUqkUNpuNeDyOy+XCZDJhsVhYWlrCYDDQ1dVFpVIRX+TZbFaYanq9XlwuF4qiMD09jdfrFWLjer3OI488wvDwsNDANLI5gUCAxcVF2tramJqaIhAI0NLSwq233srRo0fZs2cPxWKRRCLB4uKiKFPV63VyuRz9/f1CFNxwUdfr9bS2ttLW1iZKXSaTiWg0Kjq0nE4nFouFUChEMBjE6/VSKpXo6+tjenoaaHYr93g8ZLPZTWWqSqWC0+lkaGiIiYkJESS9Vvlqo05Hr9ejaVqTgShIUbLk6qWuKdveJDLQkUjeUhp+UU6nE6fTSSQSobe3l1KpRDKZRFVV2tvbWVxcpLe3F1VVmZ2dJRAIUC6XKZVKQlfi9XpZW1sTgc6zzz6Lw+FoajFfXV3F6/UK/6uVlRVGR0dZXV2lq6uLlpYWnE4nsViMoaEhVldXKZfL4viG95TH40HTNIrFIpFIBK/Xi91up1wu09fXh6IomEwmMpkMbW1tzM3NkXF7+cPpef54rcTf5Ct8/9x5hoaGCIfDeL1eLBaLmAfUyEgpiiI6zTay0eeqp6eH8+fPo2nallmajbhcrqa2do/Hs0nALEXJkqsVWbq6MmSgI5G8haTTaRwOB8vLyzgcDqxWK2azWQzn27FjB4VCQWRz5ufn6e7uJhgM0t/fT6VSEdYNXq9XZFbi8Tjz8/P09/eLacOaphGJROjq6uLcuXPU63V2796NqqooioLFsj7V+KabbuLcuXNks1n6+/vJ5/OEw2E0TWNlZQW3241er6e/v59gMIiqqgwMDODz+VheXsbn89HW1kYikcDlchEMBjm6sspnH32SULlKRdNYVjW+V6rxN8+/iM1mI5PJ0NfXRzQaFetp0NLSQjqdbsq8VKtVIbb2er20trYyMzODoiibhgFuxGQyNXVyXWz+jhQlS65GtG1ORdZkezkgAx2J5C1D0zRCoRAulwur1Uo0GqWnp4d0Ok25XMbhcOBwOAgGg/T19ZFOp6nValQqFVpaWkS2ZHp6mqGhIdEurqoqjzzyCLt27RLZFYBEIoHX6yUcDpNMJjlw4IDQ0HR3d4t1mUwmenp6OH36NAcPHsTj8TAzM8PCwgIejwcAnU6HpmmoqoqqqjidToxGI5qmYTAY0Ov1uFwujEYjmUyGf5qaYyt57zdn5sXMIEVR8Pl8rK2tNQU1iqIQCASIRCJNx24Mhjo6OrBYLCwuLnKqluXfPfUt/sPz3+OpyNymY3Q6nRAkX0zTI0XJEsn1gwx0JJK3iFQqhdPpJBqN4nA4RLCwsLAgsiT5fB5FUcTzPT09rKys0NXVxcrKCrVaTZR9crkcTqeTl156SYiHG1oXTdMIh8NYrVZOnTrFnXfeidFopFqtUiqVcDqdYl2NjIrBYGBtbY3Dhw+Ty+U4c+YMLpeLer2OTqdjdnaWlpYW6vW60Lp0d3cTDodFZ9jevXvJZDLMp7eeb5NQNY4ePYrRaBTO5jt37txk99Da2ipKeReju7ub//f88/zW6Sd4MDrLN+dO8wuP/wP/9fiTTfttdC9XFAWz2bypTCVFyZKrke0Zeq5vEhnoSCRvCQ1tjtvtxmQysby8TE9PD9FoFE3TCAQCGAwG0Wk1NzcnSkWDg4Pk83n0er2YZ7O6ukprayupVIrJyUmGhobo7e1tyubodDrOnz/P/v37RZmqUcrayMLCAl1dXdxyyy28/PLL2Gw2Ua5aXFykVCqRTqcxGo3Y7XbsdrsQJnu9XvL5PG63G51OR7VaxeFw0O2wb7oHAK0GPfPz81gsFoLBINVqlY6ODlF+a6AoCh0dHcRiMTRNa8rmNDi2GuaR1cVNz//ZuRcJ5dLi8UZBMly8fCVFyZKrDVXbrk7nrV7x1YEMdCSSt4BkMonL5RLZnIa4NxqNotPp6OjoIJfLodfrKRQKolRkMBiEaLlYLDI0NISiKCwvL9Pe3s7DDz/MLbfcQqVSEWWmhrN5rVbD4XCIwEZVVdLptHAlh/XpzJVKhba2Ntra2rBarSwuLqLT6eju7sZkMjE3N9c0r8dutxONRqlWq+j1egKBAIVCAU3ThHboIyODW/62fG/Xuh3EsWPHyOfzYqDhwMAAsVisaaBfR0cH8Xiccrks9tvIs9H5Le+1qmk8G10Qjy8MdLxerxh2uBEpSpZcbbzR7uVPP/0073vf+wgEAiiKwne+853XPKZcLvPbv/3b9PX1YTab6e/v5y/+4i+u8ArfGGSgI5G8yTSyOR6PB4PBwMrKCt3d3SwsLAAwODiIoigEg0H8fr/wvFpcXKS/v596vU40GqWjo0NM9zUajZw4cQK73Y7BYGhyNp+amkJVVex2OwMDA00dVB0dHeJxvV5nfn6eoaEhcexNN93EyZMnMZlMmEwmzGYzxWKRQqGAwWAQ8246OztZXV1Fp9Ph8/nIZDJCFOxwODjU1srP+VsZcjkxADvcLn66vYX37BrBbDaTSqVIJBIisNHpdIyMjIi1w3pWp729nUgkssn+AcBtsm56roHHbBH/bTKZqFQq4rHBYLioT5YUJUuuJrZj6NnYtkM+n2ffvn38yZ/8yWUf85GPfITHHnuMb3zjG0xOTvJ3f/d37Ny5c7uX9oZieO1dJBLJ60nDmTwSieB0OrHZbJRKJdbW1kSbeSObEw6H2bFjhxAMN8pZiqIIAXEjK/TCCy/woQ99iKWlJVwuF7DuhbWwsMAtt9xCJBJpyvIsLy+zd+9esa65uTlh2NnAYrHgdrvJ5/OYTCb8fj+FQgG73S78qBpi5FKpRLlcxmw2i+yLwWCgWq0yNTXFu0Z3cVehgF6vJxqNMj4+zpkzZ/D5fGSzWRYWFsQMHovFgsVioauri7m5ORF8dXZ28vzzzzdNfoZ1i4qO5SxmdJRpDljaLHbe3jXU9Jxer6derwsj0Yb4uHF/GrjdbhYXFy9aLpNI3ky2Oxtnu3N03v3ud/Pud7/7svd/8MEHeeqpp5ibmxN6wAv/Nq8GZEZHInkT2ZjN0el0JBIJ/H6/8LMaGBgA1icf22w2LBaLKF+1traiaRpnz57lwIEDws4gm83y/PPPc9tttxGLxUQ2JxQKEY/HGRkZYWlpicHBQbGOxlC+xrTkRumm8WHVQFVVYflgMBg4e/YsPT091Go1XC6XaDuv1Wq0traKrFRHRweVSgVVVQmHw6L05XA40DSNzs7OJjG11WqlVquRSCQIhULi/RvXvLq6CqxnehqBYGN9ExMTPProowx39fBb/YfptDrE8W2KiW/c82HM+ubfdJer02l0gklRsuRq4EpLV2tra03bxhELPwrf/e53OXz4MP/1v/5Xurq6GBkZ4Td+4zc2eci91chARyJ5E2m0eEciESwWC21tbaRSKcrlMl1dXaL7SFVVkskkvb29zM7OsmPHDgDR4t3okkomkySTSYxGoxgoaLfbWVxcFDN2bDYbdrtdCJBhXYTs9/sBqNVqLC4uNgVCDVZWVujo6ODQoUPCEqLRiZXNZlFVlXw+T6VSwWq1omkauVxO6IwaLeGKolAul3G73ezcuVN80LZ3dPDM3AwLlRItPh/hcJhoNNpUWtqxYwfhcFhoZVwuF6lUilgsxsMPP0w2m+Xee++lXC7zvrGDPPvBT/Lfhu/ggR/7GT6jC9Ba2XRZmwKdjZ1YF9IQQUskbzUq2xwY+IPSVU9PD263W2xf/OIXX5f1zM3N8eyzz3LmzBm+/e1v85WvfIVvfvOb/Nt/+29fl/O/XsjSlUTyJtFo8R4cHCSXy5FOpxkbG+PkyZPo9Xo6OzuB9WCmWq0yMjLCysoKHo8Hi8VCqVRidnaWm2++WZxzcXGR+fl5fvqnf5qFhQV6e3uZn59Hr9fj9XpRFIVoNMqePXvEMdlsFqvVKgS9MzMzDAwMiDLOxvUuLy8zNjaGpmmczGZ5KhYjVqkwtLrKR0dGuN1mo1KpsLKyAqyLiKemphgfHxft2R0dHeK6br75ZsxmM1arlaBW57+eP026vj7cz2c08pMWJ47lZRYXFxkeHgaa9Tp79uwhn8+zvLzMysoKd9xxBy0tLczOzuLz+YSweqfNw57OHoq9vZw9e5aOjg6RvYL1wGaj9qbRwt+YuLyRjaLkjcGiRPJmo21Td6P9YN/GvK4GZrP5dVlPYxTF3/zN3wi93n//7/+dn/qpn+KrX/0qVuvFdXNvJjKjI5G8STQ6kCKRiNCxRCIRVFVlx44dKIpCNpsll8vR2toq2s4bJptTU1O43W6RzSmVSpw6dYqbbrqJer2OoihCqNvb28vS0hKKouD3+5uCmI0DAldWVjCZTOJDaiNra2s4HA70ej1/98IL/G0yyVK5TE3TOL+6yueff55Hg0E8Hg/hcJhisYjZbMbhcLC6usrc3Bw7duwgl8tRrVbJ5/PYbDb0ej06q5UvnD4ughyARLXK3+QzxFMppqammqYbW61WWltbefLJJzl58iRDQ0P09fWJ+6koiggUNzI2NkY2m91kIWE0GjdNT75Y+QqkKFlydXClFhAul6tpe70CHb/fT1dXV9Pnx+joqCjRXy3IQEcieRNo2C/4fD6q1SrZbBaPx8Py8jJut1v82pqZmcFkMtHd3c3c3JzokmqUThptnwAvvvgiZrOZPXv2iCyQ3W6nu7ubdDqNxWIhm80K7ytAlH8sFguVSoVIJHJR8WA4HKarq4tsNss/zMxsOdn4O8GgMNiMx+OUSiV6e3s5ceIEHR0deL1e6vU6a2trwmML4NmVZQpb2DTk1Toxh41EIsHU1JS4d+FwmImJCbLZLD09PYyPj+NyuVhYWCCTyQht04U0BieGw+FNgU1DKN3gYm3mICclS64O3uj28u1y++23E4lEmsq+U1NTQpN3tSADHYnkTWBlZYWWlhbC4bDoXtrYTg7rGZSGyWajPdvlclEqlURpqFEGKhaLnDlzhve9732k02ni8Tjt7e0EAgFhLVGtVunv72/qFmpkczRNY3p6mh07djSVdBqUSiVhzDk/P09kC5sEgNlkkp07d7K0tITf7+f8+fMkk0kcDgelUklMXS6VSsKzCiBfqzadR9NpaAYVzahyspqnUKty+vRpEokEL774ItPT04yNjfGe97yHbDYr5gSdO3eOkZGRpmu8MBgZHh6mUCgQDAabnt8oaob1tvNqtbplMCNFyZKrgTfa1DOXy3HixAlOnDgBwPz8PCdOnBB/O5/73Of4uZ/7ObH/xz72MXw+H7/4i7/IuXPnePrpp/kP/+E/8IlPfOKqKVvBNRboXMkwoyeffJKDBw9iNpsZGhri/vvvf8PXKZFspDEI0OfzUS6XKRaLmEwm1tbW6O7uFlqZEydOMDKyPldmYWGBgYEBNE1jZmaGrq4uTCaTaP3+P//n/7Br1y7sdjsvvPACu3btEkFQOp1Gr9cLv6kG1WqVYrGI0+kUJqINl/ALaWRzYrEYLS0tDGw4z0aGvF7cbjd2u51kMkl3dzcvvfQShw4dYnp6WqS26/U6tVpNZEwO+tp+eH/0Ghg10AM6OFVe42+UAqFohIceegi3283tt99OZ2cnBoOBjo4Ozp49y8LCAkNDQ02iYljXDWwM3hpu8Bd2m1woSAYpSpZc3bzRc3ReffVVDhw4wIEDBwD49V//dQ4cOMDv/M7vAOujLDb+YHA4HDzyyCOk02kOHz7Mxz/+cd73vvfxx3/8x6/fRb8OXFOBznaHGc3Pz/Pe976Xe+65hxMnTvDpT3+af/Wv/hUPPfTQG7xSieSHrKys4PP5iEQiGAwGAoEA8/PzGI1G0fm0vLxMpVKhr6+PYDAoLCBisRhut5tMJiP2nZmZIZPJcPvtt/PKK6/g9/sJBALi/UKhEOVyeVM5JxqNEggEKJVKxONxent7t1xvrVYjn89jtVqJx+P4/X5+PBDY9GGhAB/q6yMUColZOqdPn2bfvn1MTk5is9lEucdkMpHNZkVmxVUq86Edw2hooN+cQQlVS8xY1tvqBwYGRDCoqipms5m1tTWsVisDAwObtADVarVpcrLBYKCtrQ1FUUQWDbYOdC6l05GTkiVvNW90Rufuu+9G07RNWyNBcP/99/Pkk082HbNr1y4eeeQRCoUCoVCIL3/5y1dVNgeusUDn3e9+N1/4whf44Ac/eFn7f+1rX2NgYIAvf/nLjI6O8qlPfYqf+qmf4o/+6I/e4JVKJOts1OY02rAbW0OArKoqR48e5eabb6ZYLJLL5cTgvIaBZzabxeVyUalUePrpp9mzZw/T09NomsbY2Jh4v4bDeWtra5PgUFVVUqkUXq9XuJ1fbADe8vIynZ2dzM/P09/fTzQa5e7BQX6pq4tDgQAus5l9HR180GLhppYW+vr6WFlZIZVKYTabxbRmh8NBPp+nVCrh8/lYXV0lFAqhaRqjo6P8u917+bmhES72o3PNvT6U8JVXXhHPlctl4vG46CIrFAoi8GlwYaAD6+WreDwu2uHhh0MDN+JyuchktjYgBSlKlry1vNGBzvXKNRXobJcXXniBH/uxH2t67r777uOFF1646DHlcnnTcCWJ5EqJx+O0tbURiUTQ6XT4/X4xMLDRqTAxMUFbWxtOp7NpZs7MzAxDQ0NiuJ+iKDzyyCO0t7ejqioul4vOzs6mL/XFxUVUVd0kBGxoeKLRKC0tLdhsti3X2xjOZzab0TStqYPqo0eO8I8f/SjHP/lJvvXxj/Nzd97JiRMnWFtbw2azoaoqFouFM2fOoNPpmnQ6sD6UsKOjA5PJJEw8P7R3/0XvnbFcZWhoiHPnzgltzPT0NF6vl5aWFoaGhlhYWKCzs7NpyGCtVtsU6LjdbgwGA3a7vSmrc6EdhE6nQ6/XbxIubzyPFCVL3ipkoHNlXNeBTiwWE7qFBh0dHaytrV10cuMXv/jFpsFKPT09b8ZSJdchDW1Oa2sr2WwWTdNIp9NomiYEyNlslqWlJfbu3Us8HsftdmO1WkXJymazEYvF6OzsZGFhgVQqRb1eZ2xsjEwm0xTQpNNpcrkcfX19TRqVxjwcp9NJMplsKnNdSCKRwOPxsLCwwODgIEtLSxSLRWw226bgaXx8nKrBxGcfeIj/50yE//TqLN9aXCVXqRIKhfB6vYRCIY6Fg/xtfoU/raf54vQJnlmYpVarkclkUFZT7HH7Nq3DpNOzp/5DQ9MXX3yRpaUl6vW6KOEZDAaGhoYIBoPo9XqhralWq002FrAuJm6UucxmsxBFb1W+ulT3lRQlS95KZKBzZVzXgc6V8LnPfY5MJiO2jb8UJZLtsLy8LLI5sG5nsLq6Sk9PDyaTiXq9ztmzZ+nt7UWn0xGLxeju7qZcLgujz3K5jE6nQ1EUnnjiCdrb28Vk4ZaWlqYv9Lm5OWw2G62trU3rSKVSuN1u5ubmGB4evqRnU6Ms09a2LhZeWlpibW2NgwcPbjquXKvzt5EcJxJZ6kCpVueBY2f5H2eD7N+/n+9+97tEqfP/ZSI8nYgRrZY5UVjjN0+/wNefeASz2YzJZOJTgSH229zofnD+VkXPh+pm3n7gELFYjKGhIWZmZpienqa9vb1poF/D+d1gMIi/1a1KVwBdXV3k83l8Ph/BYBBN07at0wEpSpa8dWhsT5As847rXNeBTmdnJ8vLy03PLS8v43K5LiqWMpvNm4YrSSTbRVVVYrGYsHhQFIV4PI7JZBIZlYWFBZHdaehhFEVp0tBEo1H8fj8PP/wwdrud9vZ2oZvZmJlpBOZbBTLhcJh6vU57e/slJ/s2jETT6bTw31pbW2P37t1bDhh78MwUkUx20/NTiQyvLoQZGBjgqXqeitZssqkC/7eQpFKp4Ha76fK28Pt7b+Wx9/8M//C2H+eJj/5r2nIl0uk0HR0d6z5gOh0Pzy3yxy+8yj/PzFPcMP8mEAhQqVQoFAqks1kW1lJU2YzRaKStrY1wOIzH42F1dXXLLqvGFOqLlaekKFnyViEzOlfGdR3o3HbbbTz22GNNzz3yyCPcdtttb9GKJDcKy8vLQhOjaRoul4t8Pi8CkXQ6zdramhAdw7r+IxaL4XK5sNlsotSVSCRYXFzk3nvvxWg0kk6naW1tbZp2PDk5SUdHx6Z28Vwuh6ZplMvlTWXcCwmHw1SrVQYHB6lUKkxNTdHa2nrRwV/TsfhFz6XanXi9XmYLmwMhgIVSHn8gQDweZ+fOnRgMBpx6A132dff2m266iVOnTtHX10ciX+Afy/DNeIpvTc/x+48/w3v+/K+IZNb1c4qiMDIywndji9z5wF/wsef+L3d/96/4f158gpraHGQ1hNPt7e1iWrKqqpuCGrvdTuEis4NAipIlbw0y0LkyrqlAZ7vDjH7lV36Fubk5PvvZz3L+/Hm++tWv8o//+I985jOfeSuWL7lBUFWV5eVlWltbWVlZwWg0sry8jPcHM2dqtRoLCwvodDq6urrEzJxGyaqhC0ulUhiNRh566CHe+973ksvlaG9vJxaLCZ0KrGdz0um08IbaSDAYpFwuX7LLCqBSqZDJZLBarTidTl599VUsFgtjY2NbHlev13HWt3DL/AE+w/qwwTbj1hmkFoOJxA/KeEajEaPRSLlcFu91++23Y7VaefbZZ5lyeFipNouDlzJr/NcnnhWPHwzOcH90lrXa+pqK9RpfP/MqXzn2fNNxjTLX8vIyHR0dRKNRzGZzkyAZXrt81RAlqxcEUhKJ5Orjmgp0tjvMaGBggO9///s88sgj7Nu3jy9/+ct8/etf57777ntL1i+5MWiI4GOxGJqmYTAYqNVqDA0NAetampaWFux2OysrK2IQXmNScePLvhHI79y5k56eHhKJBOVymc7Oziax8enTpxkaGtqkSymVSiwvLzMwMLDJqPJCGhYJAwMDrK6usry8zMjIyEW7s2ZnZ/nQLQfp82weODjstBA6eRSTycQnb75jy+Nv0oy4XC5RSmtMJW5cV8PIU1VVjifTW57j0ekZ8d9/ee74lvv89cRx1A3ZGkVR6OnpYWlpiY6ODlZWVrDb7Zu6Kz0ezyXbzBui5EsFQxLJ643M6FwZ15R7eWOY0cXYaurx3XffzfHjW38ISiSvN6qqEo/HGRsb48SJExiNRpLJJH19fZhMJhKJBDqdjrW1NXp6eggGg4yPjwvtmN1uB9aHDC4sLFCr1bjnnnvIZDI4nU5WV1fZt2+feL9kMkk+n9/Sr6phAnqhOHmrNc/PzzM6OopOp+Oll16is7Pzoh2H8XiccrnMwvwc/3rEz4trNV4MRjHodPTra7w94MGoW9cX9dntfMDo4gVDjeViAafOwM2akYM1PWazmXK5jN1ux2g0ksvlROAzPz/Prl27SKVS6KaDW67DvEGIHctvXSJLl0uU6zWshh8GgX6/n1AoJCY5x+NxLBaLEGADIuCq1+ubXN0bdHR0MDk5+Zr3VyJ5vdhu8CIDnXW2ldE5efIkX/jCF/jqV7/K6upq02tra2t84hOfeF0XJ5FcazRawZeXl6nX69TrdWHSWa2ut123tLRgsVgIhUIMDQ1RqVSIx+NNJauTJ0+SyWR4+9vfjl6vF1qfjaaesG4bsW/fvk1+VeVymcXFRfbu3fuaa15aWsJgMNDZ2cnZs2dRVZU9e/Zs6YGVzWY5ceIEmqahKAp9/k7+3Z0H+U8HB/mf/+I+fuPdd1MpFvB6vSwsLPDyyy/zmbe/i+c//m/4/wb38ze33ssRnRW9Xs/S0pLQJzUyOg0HdlgPSG655RaGdFv/uHnX8A7x3+OuzS3qAGO+9qYgB9YbDtxuN6FQCJ/PJ1rdL8Tj8Yg29K2QomTJm42mKdverjWOHTvG6dOnxeP//b//Nx/4wAf4rd/6rU0l5svlsgOdhx9+mJtvvpm///u/50tf+hK7du3iiSeeEK8Xi0X+8i//8ooWIZFcDzSyOY2WcoPBQD6fF6aTMzMz7Nixg3A4LLQwFoulqWSVSCRYWloikUgQCATo6emhWq1SqVTI5/NNWYfGpN/Ozs5Na3n11VfZvXv3pnkyF6JpGmfPnmXfvn2srKyI4MvpdG7aLxqN8uSTTzI+Pi4yq+Vymbm5OY4cOUJ/fz+BQIB6vU42m8Vms+FyuYjFYszPzbFnaJhoOEx7ezudnZ2idR3Wg4ZKpUI2myWdTtPe3s7Zs2cplUr80s2HGDA0f1R16+Buh4VischTTz3FbaoJh775Wg2Kjv94011bXndXVxeFQoFCoUB/fz8rKyubssWvpdOB9Y4vKUqWvFm80V5XVwO//Mu/zNTUFLBe5v/oRz+KzWbjn/7pn/jsZz97Ree87EDn85//PL/xG7/BmTNnWFhY4LOf/Szvf//7efDBB6/ojSWS641oNEpnZyexWIxqtUq5XMbr9eLxeIjH41itVur1OmazWYiON5as4vE4y8vLWCwW0uk073jHO4D1Di5N0+ju7m7K5hw/fpxDhw5tWsfq6iq5XE4MJbwUwWAQp9OJyWRidnZWaGM2UigUxN/94cOHCYfDpNNpstkso6OjBAIB7HY7i4uLnD59mptvvhlVVSkWiwwODlKv15mcnCQSiTA6OorZbMbpdKKqKhMTE8B6RieXy7G0tIROpyMUCrFjxw527NjBwX17+YDdyC947XzE38pHrHo+7nMyeeY0//t//296enrY39PHA+/+F/zC7oMc7ujinZ19fNLWwdu6B7a6bFpaWjAajSwtLeFyudDr9ZuCGqvVesnOK1i3jJCiZMmbxY2g0ZmammL//v0A/NM//RN33XUXf/u3f8v999/PAw88cEXnvOxA5+zZs6I0pSgKn/3sZ/mzP/szfuqnforvfe97V/TmEsn1gqqqrKys0NbWRigUQlEUarUaIyMjlMtlotEovb29hEIharUa/f39VKtVUbKKxWIkk0mRKb377rsxGo1omkY8vt7G3dLSIt5vaWkJi8WC1+ttWke1WuXs2bPs3r37kl1WjTWfOXOGffv2MT09TTqd5tChQ0KT0tDuzM/P4/P5sFgsnDt3DkVR8Hg83HbbbUSjUTweD6dPn8ZiseB2uxkZGSGfz6PX6xkZGaFQKKCqKqqqkslkGB0dJZPJUPC6+cfQAl994TniuSwzMzPo9Xq6uroYHR3FYrGgqiqLi4u8613vwlUtc1urlx6LiVQqRblcRq/Xk81m6e3tZVdngN878g4eeN/H+PMf/wgBxbDJ8LOBoii0tbWRTqdFS33jV+TGfaxW60WnqDf2kaJkyZvFjVC60jRN/HB49NFHec973gNAT0/PJsnM5XLZgc7GsekNPvaxj/H1r3+df/Ev/gXf/va3r2gBEsn1QCQSwe/3C6FuqVQS3U6NAYCNMo1er8ftdotSViQSYW1tjZ07d/LCCy9gsVjYuXMngLAr6evrE4GLpmmcPHlyy2zOzMwMZrP5kjYPDWZnZ4XZpqZp2Gw22tvbgXWR86lTp3A6nbS2tnLs2DFqtRrd3d309/fjcrkoFAqsrKyQTqcZGxvDarXicDh4+eWXuemmmwgEArz66qvC88pms4ky0d+lVvlqYpkXFZX/9uqLvPMf/herNiu7d+9uKpuFQiE6Ozvp6OjA4/GI4YeNDFckEiGZTOLxeDZd3+23385zzz130evv7OxEURRisRjt7e1UKpVN3VeXU76Sk5IlbxY3Qkbn8OHDfOELX+Cv//qveeqpp3jve98LrDcovNYssItx2YHO/v37mzQ5DT760Y/y9a9/nV/91V+9ogVIJNc69XqdRCJBW1ub6JSyWCx0d3cTjUaFZ1UwGBTZg43eU8VikeHhYTKZDGfOnBElK1gvLV2YuZmZmcHn820aDriyskKlUqGjo+OinUINSqUSCwsLdHV1USwWCYVC3HTTTZTLZSYmJkilUvT09BCJRDh9+jR79+7FZrOxY8cO4Rf14osvMjY2xsjICAaDgUgkQj6fx2AwMD4+Tnt7O5lMhuXlZe655x6y2SzhcJiow8aLa81eUhVN4+9T8aaR9YVCgWw2S3t7O+fPn8dgMFCtrht9tra2srS0JEw6t/Km6unpQVGUJhPPjVitVqxWKysrK1itVlwuF4uLi01andcSJIMUJUvePG6EjM5XvvIVjh07xqc+9Sl++7d/W4zl+OY3v8mRI0eu6JyXHej8m3/zb8Qk0Qv56Z/+ae6//37uumtr4Z9Ecj3TyOasrKyIScSjo6OUy2USiQTd3d2k02kKhQKBQEAMFKzX69RqNeFW/tBDD9Hf3y+GAdZqNWKxWNMgwGq1yvT0dFOLOawP/ItEIiiKQldX12uueXp6GpfLRSKRoFQq0dXVRSqVYnJyErfbTbFYJJ1Oi+AmlUqxa9cuZmZmKBQKpFIpdu7cKcTRjc6lUCjELbfcAqxPIc7n8xQKBZxOJ4cOHWJpaYkHTm497iFRrfBqfN2yRdM0ZmZmCAQCPP7448zNzfHe976XW265hWQyidPppFKpYLPZ0Ov1PPHEE1uOnrjjjjt48cUXLzqWoqOjA03TSCaTwt18YwbHYDCIstulkKJkyZuBts1szrUY6Ozdu5fTp0+TyWT43d/9XfH8f/tv/+2KG54uO9D54Ac/yB/90R9d9PWPfexjW2Z8JJLrmXq9TjKZpLW1lZmZGarVKm1tbXg8HmZmZpqGBFosFtrb25mensZgMKDX6xkYGEBRFI4fP45Op2N4eFi0dYdCIex2e5Pf2sTEBH6/v8mrTdM0pqen8fv9wijzUiSTSXK5HKqq0t7eTigUQtM0CoUCiqJQKBQYGRmhtbWVYrFIJpNhZGSE2dlZFhYW2LdvH6qq0tfXJ84ZDodZWlrilltuEYMLZ2dn6ejoYHh4mBdeeAGj0UhLSwuZC7IvGhqaTgM9fPLJ/8snH/ouE/NzpFIpnnvuOXbu3MnOnTtxuVwcOnSIfD6/3tre10c0GsVoNJLP5zl58uSmaw0EAhiNRmZnZ7e8F62trcJTzGq14vP5WFpaagqM3G73JYcHghQlS94cNEDTtrG91Qu+AkKhUJO27uWXX+bTn/40f/VXf7WlWe/lcE1NRpZIrjYikQiBQEBoVUwmEzt37mRpaQmfz4fVaiWVSolgYXl5mUwmg9vtpre3F1ifTXPy5El27tzZZO0wOTnJ+Pi4eJzP51leXmbXrl1Na4jFYqIMdrEhfw0a4t5isUhHRwcvv/wyFotFOKSPjIwIu4i5uTnq9TptbW1MTk6yurrKXXfdRblcxuFwiA8dTdM4evQow8PDYnhePp9ndnaWe+65B71eTyKR4LnnnmNkZIRPHLlTrEdDW/8U+sEPz7qm8f3ZKf7dI9/D4XDwnve8R9xHQAxjzOVy+P1+DAYD2WwWo9HIiRMnNjmRAxw5coRXXnlly6yOTqfD5XJRr9cxGAwUi0VaW1ubzIBbWlq2LI1tpCFKTiQSl9xPIvlRuBHayzcmTWKxGPfeey8vv/wyv/3bv83v//7vX9E5ZaAjkVwhjWyOz+djampK6Efq9TqZTAa/34+maZw7d46enh50Oh0nT55kYGCgySjzoYce4vDhw6LLBxBO541sjqZpTExM0NnZ2ZTNKZVKwqSyXq9f1LKhQTAYRKfTUSqVmJiYEFOVR0dHGRoawmw2o2kak5OT1Ot1qtUq+Xyezs5OAoEAVquVpaWlpoBqYmJCDBmE9WDqpZdeErN5yuUygUBABCR39vZxh8m6/hGswFafxbP1Ku7BfuGm7na7WV1dJZVKceutt9La2irsMLLZLJVKBa/Xy6OPPropoPH7/VgsFiYnJ7e8J36/H0VRyGazZLNZ/H4/sViMer0OrBt8XuhwvhUdHR1NAZJE8npzI2h0zpw5w8033wzAP/7jPzI+Ps7zzz/P3/zN32zpfnA5yEBHIrlCwuEwgUCARCIhTDu7u7uZmZkRLuWrq6uUSiX6+/t5+umn2bVrV1NH1OnTp1EUhZaWlqaOgtOnT4vAASCRSJDP50UpDH5YshoeHiYSibymNqdYLLK6usrRo0eBdV3PkSNH2LlzJ2azuem64vE42WyWkZERduzYQSwWo6enh2QyidvtFoMI8/k8x44d4+1vf7voCpuenqZWq5FMJlEUhVtuuYWWlhZ27NjBs88+yxNPPMGvjO/jG7ffTY/x4mW25fx6cNEoG8ViMXbu3ImiKLzjHe8gGo3S2tqK2+0W5bhKpdI0VbXBkSNHOHbs2JalJbvdjqIo1Ot18vk8Op2OQCAgNImKsm5QWi6XL3l/jUYjBoNBipIlbxg3QtdVtVoVn0ePPvoo73//+wHYtWvXFevgZKAjkVwBtVqNVCqFz+fj7NmzKIrC+Pg4S0tLQiujaRonTpxgz549vPzyy3R2djZ5UhWLRV599VXuu+8+VldXRdknk8kIrQ+sZ0hmZ2dpa2tryuaEw2Ex+C6Xy+F2uy+6XlVVeeaZZzhz5gw+n4/29na6u7ubdDaw3rn18ssvYzKZuOuuu3C73QSDQbq7u9HpdCwtLYmASlVVnnvuOXp6esSMn8bQQL/fz549e0S2ZHBwkGq1Ksphhw4d4m37D3DYutkUFMCoKAy71jvN1tbWiMViwosL1jum9u3bRyqVwu12YzQaWVtbw263c+rUqU1t4h0dHdjtds6dO7fl+7W3t2MymchkMqiqSltbG6lUimq1CoDX633N8hWsZ4ekKFnyRrEtfc4PtmuNsbExvva1r/HMM8/wyCOP8K53vQtYlwn4fFtbvbwWP3KgU6/XOXHixGV9CEgk1wvhcFh0KoXDYfr7+zGZTBSLRTGLJhQKYTQaCYfDKIrSlKEBePDBBzl48CCapmG328WX+JkzZxgdHRX7NcSxG4OkQqFAOp0mEAgIf62LDQgMh8N8+9vfJpfL0dXVxd69e9Hr9aKcButBy9zcHM8++yw9PT0cOXIEvV5PsVikUCjQ2trK6uoqXq9XZHNOnz6Npmns3r2bUqnEyZMnOXv2LP39/YyPjze1uBsMBqLRKC0tLWJezdNPP81hqwO/YXNW572tfqLz86RSKRKJBKOjo5ta5vfv30+lUsHpdOLz+ajX6+JePP3006L01ODIkSOcOnWKWq226f3a2tqoVquiVNcQOweD64ailzNPB6QoWfLGciOUrr70pS/xZ3/2Z9x999389E//tOgw/e53vytKWttl24HOpz/9ab7xjW8A60HO2972Ng4ePEhPTw9PPvnkFS1CIrmWqNVqpNNpWlpaOHr0KGazmV27djE7OytKS6qqcuLECWw2G7VajX379jUFIufPn6darbJv3z6i0agQIa+trZHP54WGp1KpsLy8LGbxwA9brxtt56urq00eWA1SqRSPPPII58+fp6Ojg56eHlpbW8lkMiiKIkpl6XSaU6dOEYlE6Ojo4MCBA+h0OjRNY3Z2lsHBQTRNayqPLS8vE4vF1ruoMhmmp6cpl8sMDAwIMfNGTp06hdlsFi3c3/ve99ixYwc37z/A7+3ax/taOug3WbjJ187Pu9vZlVgjlUrxzDPPMDY2tmW3hU6n4+677xbu42azmWKxyMrKCqVSiVOnTjXt39bWhtPp3LK0pdfrxSydRseHx+OhWCxSKpUwGo3UarWLtqk3kKJkyRvJjRDo3H333ayurrK6uspf/MVfiOd/6Zd+ia997WtXdM5tBzrf/OY3RYT1f/7P/2F+fp7z58/zmc98ht/+7d++okVIJNcSS0tLdHd3k0qlWFpaYv/+/USjUXp6esQX8pkzZ1BVFZ/PJ8omDSqVCi+88ALvete7qNfrlEol8frU1BTd3d0iezE/P4/BYGgqMQWDQTo6OoRnVqNFukEul+PZZ58VguCBgQF0Oh12u51arYbNZqOrq4tarcbk5CQrKyu0tLRQLpc5cOCAyNgkEgkcDgdWq5V4PI7P5xOD8Y4ePYrP5yOTyeDz+TCbzfT09FCv1zdNKZ6bmyMSiVAqldDr9WLfRrao3eXmEzvH+c3uIf5NWze/+q73YjKZOHPmDLVarUk/dCGBQIC2tjYxtdlgMIjhjbOzs5vEwbfddhsTExNbuiA3RMsbW1v7+/vFwEGn07llV9eFSFGy5I3iRtDowA87Of/sz/5M/M2ZTKbXbLa4GNsOdFZXV4Vb8j//8z/z4Q9/eL1l9BOf2PKXkkRyPVGr1VhbW6OlpYXnn38en89HS0uLCGpgPStz/PhxbrvtNnK5nGgjb/DQQw+xZ88eXC4X8XhclLoaQwU3tp2Xy2UsFov4A89ms+Tzedrb24WjeCMbVCgUOHbsGM8++yyBQID77rsPh8NBMBikr6+PRCKB1+ulWCxSr9c5d+4cfr+fQCDA2bNnOXTokNAA1et10V3VeJ/GsMMnn3wSRVGoVqscOXKESqWCwWDY8lojkQgvvfQSpVIJi8XCnXfeSW9vL7t37+a5555jaGiI1dVVuru7hcB4bW1NaHuSyaSYKH0x7rnnHtHa73A4MJlMnD17Fo/Hw5kzZ5q8qlpbW/F4PFvO3GkYjdbrdWHm2Zg+ncvlLrt8JUXJkjeKG0Gjs7i4yJ49e/iJn/gJPvnJT7KysgKsl7R+4zd+44rOue1Ap6Ojg3PnzlGv13nwwQe59957gfUP2dcaOy+RXOs0sjmrq6vEYjFuvvlmgsGgcAovl8s88sgj7N27l9XV1U1lnNnZWXK5nPCpahiBaprGwsICDocDh8OBpmnMz8+j0+lE8NDQ0TTOmclkcDqdlMtlzpw5w0svvYROp+Oee+4R6zlz5gxer1f4Q1UqFQqFApVKhT179uBwOHjuuecYHx9vysQEg0F6enrQ6/XCCyqXy/HII49QqVS4++67hSfV8vIyfr+fSqUi2uHr9Trnz5/nwQcfxOv10trayj333IPb7aa/v5/jx49z+PBhXnjhBZHNMhqN7Nq1i2effZaBgQF2795NJpMhmUwyOTl50bKRxWLh0KFDLC4uMjAwQL1eR6fTkclkWFtbE+3vDW699VZmZma2DETa2towm82EQiHxXCOr09DfXA5SlCx5I1gPXrZTunqrV7x9fu3Xfo3Dhw+TSqWami8++MEP8thjj13RObcd6PziL/4iH/nIRxgfH0dRFH7sx34MgJdeemnTIDOJ5HqiWq2ytraG1+vlySefpLe3l7W1Nfr7+8WwuZdffhm73U57ezsOh6OpZFWtVnn22Wd517vehaIo5PN5LBYLer2eZDKJqqoiO9PwX9Lr9eIc8/PzdHV1icnH8/Pz5HI5Tp8+TaFQYN++fezfv1+UemKxGGtra+zevZszZ87gcrnEZOPe3l50Oh0vv/yy0O80KBQKFAoFfD4fqqoSCoVIpVJMT09Tr9d55zvfKcpD09PT7Ny5U2SNGlqeo0eP8tJLLzE0NITP5+O2224Tup/5+XkGBwfxer2iJJZIJNA0TQwlnJmZoa2tja6uLmZmZlhbW7uoBQ0gyumKotDa2opOpyMSidDW1sbq6mqT31VLSwter5cTJ05sOk/DEiKdTgvRssViwWq1kk6nhd/WayFFyRLJlfHMM8/wn/7Tf9o04b2/v/+SnwGXYtuBzuc//3m+/vWv80u/9Es899xz4kNVr9fzm7/5m1e0CInkWqCRzQmHw6RSKcbGxjAYDHg8HgqFAhMTE9TrdQYHB1ldXd1UxnnssccYGhoSBp2NqcqaprG0tIROpxOD/yKRCLVaTZwjk8lQq9WELcOJEydYXl6mWq3S0dHB4cOHRYs3rJfYGlmTxmDAWq3GkSNHRBlsZmaGYrHI3r17xXGapjE3NyfawV955RWq1arQJB04cACz2UwikSCRSNDb20u9Xqder1MsFjl58iTpdJrp6WnGx8fp7OxkaGhI6H6CwSAul4vR0VHOnz/PrbfeyuTkJIVCgenpaex2O319fdx2222cPn2aXbt20dbWxqlTp4hGoxfVyOh0Ot75zndy6tQpdu3ahaIouN1uTp8+Ta1WI5FINJWdbrnlFhYWFsjn803nMRgMOJ1OjEZjkyN5b28vwWAQj8dzWR2mUpQseSO4EcTIjfLxhSwtLYks8na5ovbyn/qpn+Izn/lM03TXn//5n+cnfuInrmgREsnVTrVaJZvN4vF4ePLJJ9m1axerq6sMDAyQy+WYnp7GZrNhMBgol8vs2LGjqWQVDAZJJBLcdtttwPofc6FQwOFwsLq6itVqFQaVoVCI1tZW0XZer9eZn58nEAgwOTnJ3NycmMg8OjpKf3+/aBNvcOzYMQKBAJFIhDNnznDPPfdgsVhEeSqRSHD+/HnuvPPOpnWurq5it9tZXV3l7Nmz1Ot1brvtNiYnJ/H5fPj9ftbW1qhWq9hsNrxeL2fPniWfz5PJZDAYDMzOzrJr1y6xrkZgF4/HqVQqdHV1USgUcLvd1Go1du7cyfnz59E0Da/XK/ROjdb57u5unE4nZ8+eZWZmZsv2cIDu7m48Hg+rq6v4/X7RLVWpVIjFYiwuLgoRstfrxefzbanV6e/vZ21tTWSZAOHTparqZel0QIqSJa8/2hVs1xrvfOc7+cpXviIeK4pCLpfjd3/3d3nPe95zRec0XM5Of/zHf8wv/dIvYbFY+OM//uNL7vurv/qrV7QQieRqJhQK0dPTw9zcHMVikZaWFvr6+sjlcszPz9Pb28vU1BQOhwOXyyVErLCeXXnyySd517veJQKSjdqcSCSC1WoVX865XA6DwSCyOefPn6derxMKhfB4PEQiEcxms7CNuJB4PE4oFGLHjh3k83l27txJIpEQnVvlcpnnn3+eu+66S2RaGuucmJjA4XDQ3d0tAptQKEQul+Ouu+4C1ruodDodPp+PV199lXw+z8DAAJlMhnK5jMfjYc+ePZw7d07MDspmsywvLzM2Niba1vfu3cv8/Ly4hmw2i8vlolqtotfraW1txWg0EgwG8fl8RKNRFhYWsFgsImtzIe94xzv41re+xX333Uc8HsdgMBAOh9mxYwe1Wo2pqSnGxsZQFIXDhw/z8MMPk06nm/RJra2t5HI5+vv7SaVSIlPW1dUlWtY1Tbvo3KIGG0XJFovlkvtKJJfDdrM012JG58tf/jL33XefmM/1sY99jOnpaVpbW/m7v/u7KzrnZQU6f/RHf8THP/5xLBbLJR3MFUWRgY7kuqMxRK63t5dvf/vbjI6O4nA4qNfrBINBdu/eLSbuapq2yVjziSeeoK+vT3RXwXowMjo6yvLysujmcTqdwp18eXkZg8HA0aNHyWQyHDhwgHg8Tj6fx+Px4PP5tvyizWazPPjgg9x00010dnZy/Phx9uzZw8rKCk6nk3q9zjPPPMOePXuaJimn02leffVVOjs72b17N5qmcebMGfr7+zl58iS33HKL0CE1xNeN8prdbsdoNOJ0OlleXuaee+5hamqKHTt2oNfrKZfLzM7OMjY2JqYrt7a2YjabsdvtTExM8OM//uN861vf4s4776RSqVCtVnG5XHR3d1MqlYhGo/h8PiKRCG63G4/H02SA2qCtrY3u7m5OnDjB8PCwCD6Xl5cpFArs3btXdJM1RNKnT5/mjjvuEPdTURScTicGg4FIJCICHZ1OR2dnpyh5bQxmL0ZDlDwwMHAZ/6dJJK/BdtM012BKp7u7m5MnT/L3f//3nDp1ilwux7/8l/+Sj3/8403i5O1wWYHO/Pz8lv8tkdwINDqQTp06haZpojMqFAoxNjZGLBYT82UaX+YNIpEIsViMj33sY+K5QqGAyWRCp9OJSb6tra1C7BqLxUT2oVKpCLHvwMAAdrudM2fOsGPHjqY1qqpKMBjk5MmTjI+Ps3PnTk6cOEFLSwurq6v09/eL2RQej0dMWS4UCuJvur29XbilN2b1nDhxgsHBQdxuN+VymYceegiPx0Nvby8LCwsUCgXuuOMO0VL/jne8g0Qigc1mE4HV+fPnGRkZwWg0UiqVSKVSjI+Pk0gkyGaz7Nq1i0KhQHd3N+fPn8fj8bC2tibmA42Pj1Mul4W32OTkpDA83Sj2hvUgZd++fTz++OOMjY0xNzeHXq+nUCjg9XqZm5uju7ubtbU1XC4Xhw4d4uGHHxalwAbd3d1Eo1GcTifFYlF8wHZ0dDA3N8fKysplBToNAbiqqpvKixLJttmu7uYazOjAulbuZ37mZ16/8233gEulYTfO9JBIrgca7dhdXV0cPXqUwcFBfD6fKMNUq1VWV1dJp9N0d3c3ffnV63Uee+wx3v72tzeNXmj8ncRiMTo6OlhZWWHXrl2cOnVKBDpHjhxhZmZGdCrt3bsXRVEIh8Ob7B7S6TQLCwuYzWYsFgv79+9ncXERg8GA1+ulUChgs9mE6LeRNVlcXKRarTIwMMDc3JyYtNww5AQwm8309fWxsLAg3mPXrl3Mz89TKpW4/fbbqVQqvPjiiyIrEovF2LNnDw0X9N7eXmw2m5jovGPHDtbW1ohEIoyNjQEIEfEzzzxDNBpFVVURjOl0Ovbv30+1WmVxcZHOzk6mpqYwmUwcOnRo01iLhgD65Zdf5tZbb+Xpp5/GZrORSCSw2+0MDg4yNzcnWurb2to4ffo0b3vb28R99Xq9RCIRBgYGCIfDYuK1oigMDw9z+vTpy8rSbBQlbzW9WiLZDtudjXMttpfDujHwE088QTwe39S5+Du/8zvbPt+2f2IcPHhwy7bMBx54oKl7QyK51qnVVf7hqZf457k4//2fvk+d9dblbDYrDCbn5uaEYPjCL75nn30Wv9/f5Cquqiq5XA6bzUY8Hhflo2PHjpHP59E0jVtuuYXp6WkymQz79++nu7sbRVHQNE1oe2C9pNaYbDw8PEwoFOLw4cMUi0VxrkwmQ19fH5FIhKWlJQ4cOMDS0hLnz5+nvb2d3bt3izJMI2sRDocxmUzCWuLcuXMoioLBYMBsNlMqlejt7aWtrQ1FUXjmmWc4ePAgbrdbuKnrdDoWFhbweDxNYmSXy4WqqiwsLIh7qNPp6O/vJ5fL0eb389TR41RqtaZgzmg0sn//fjo7O8nn85jNZubm5picnNz072Y0GvH5fPh8PuLxOF6vV4iSrVYrr7zyCt3d3UxPT6NpGgcPHmR1dZV4PC7O4XQ6MZvN5PN5CoVCUxdIa2sr5XJZDBV8LaQoWfJ6cSN0Xf35n/85o6Oj/M7v/A7f/OY3+fa3vy2273znO1d0zm0HOnfffTe33norX/rSlwDI5/P8wi/8Aj/7sz/Lb/3Wb13RIiSSq41ssczH/uTv+INHX+Wvnj/F35wJ8lfBIolSVXxBJ5NJDAYDU1NTHDp0qKk0EY/HWVhY4O677246byKREMLatrY2jh49Si6XQ9M0brrpJkqlkmj7vuuuu5rsD1ZXV4U2JxaLicnGQ0NDnDt3jra2NlpaWpidncXj8WC1WoX/U0PMNz8/j81mExqder1OOBwWwudqtcry8jIzMzMYjUYcDgc7d+4Us2wOHDhAX1+faLV/9tlnGRwcFB1eHo8Hm83G8vIy9XqdQCAAIDqffD4fMzMz7N69u0kI7XK5+auT5/mNZ07y/82v8sv//Cz3v3Cs6d7ZbDYOHDggAqdiscjU1FRTG3gDv98vMje33noryWSSjo4OotEodrud06dPY7VahY9Ya2sr586dE78ejUYjFouFVCpFR0dH03soisKOHTsu6oR+IQ1R8sYJzRLJFaEp29+uMb7whS/wX/7LfyEWi3HixAmOHz8utmPHjr32CbZg24HOV7/6VR544AG+8pWvcOedd7Jv3z5OnDjByy+/zGc+85krWoREcrXx9Sdf4Ww43vRcplLjH8+GUBRFCJErlQqtra1Nwl5VVXnkkUe45557mr7MYX2KcEN0nEgkMBgMtLW10d/fz/PPP4/dbsdsNrN///5Nmo5oNIrb7ebMmTNUq1VhIxEMBikUCuzevZulpSXa2tpIJpMUi0Xa2to4ceKEsDDYu3evyMTA+rj1hot5Q4A8MzOD2+3mzjvvxGQy8dhjj9Hb20tvby9er1cIp48fP47L5WJkZIRCoUAymaSrq4tMJsPKykqTjmh2dpaenh6mp6fZtWvXJpPO//Hsy3xrYp5SfT3QyNfq/MFDT/HdkxNN+3k8Hg4dOiSCsFQqxbFjxzZlV1wuF6VSiYMHD/LKK6+wa9cucrkcer2eWq1GKBTCZDKxsrJCoVDgwIEDJJPJpmnGjZk6BoOB1dXVpsnMPT09ZDKZy87qyEnJkteDG8ECIpVK8eEPf/h1PecVqePe/e5386EPfYjnnnuOYDDIl770JSFilEiuBx49M73l889NLVKu1lhcXBTC1AMHDjTt8+KLL+Lz+TYNDFxbW2NlZYVjx44xPDyM3+8XnUSNbEgjaLpQZJtKpcjlcoRCIYaHh0Vwsra2xtLSEoODg6iqSjqdxmazoaqqKCsVi0Xe/va3i2MaFAoFisUiPp+PtbU1Tpw4wdTUFF1dXdx0001MTU1x7tw5xsfHsVgsdHZ2iuGG2WyWSqXCwYMHAYSberlcZmFhoan9O5FIiPlAIyMjW2r8/tdLJ7a833/90vFNz3V2drJ//37hA5ZMJnnppZeaavkNbUxHR4cYqlgsFtmxYwfRaJTe3l4ef/xxduzYwfT0NE6nk7a2NiYnJ0WZyul0io4tt9tNOp0W57darbjd7stuznC5XGSzWTkpWfKjcQMM0vnwhz/Mww8//Lqec9ti5NnZWT72sY8Ri8V46KGHeOqpp3j/+9/Pr/3ar/Ff/st/2fRLTSK5JlE3T+YE0Ot0FIvrAcLy8rLoJmqQSCSYnp5u6rKqVquEQiHm5+fFgMH+/n5eeeUV4vE44+PjVCoVvF4v0WhUzJ5pkE6nef7559m/fz+BQEAEELVajenpaaxWK11dXZw9e5ahoSGmpqZYWlpCURTa29vZtWvXprbMxgTkQCDAuXPnhIbF6XQSCAREqavRLn/69Gnh31Uul0mn07z97W9Hp9OJoM9gMHD27FlGRkZEJqtWWw8KdTodO3bs2NJ9uK6qrOa3zowsJbeeQjw8PEwymWR2dpZ6vU48HufkyZNNQWdHRweTk5Pcc889PPjggxw5coTnn3+eQCBAMBikpaWFF198kb179zI3N8f+/ft59NFHWVpaoq+vD6fTydraGpqm0dbWxsLCgiibAaITLZPJNGX0tkKKkiWvBzfCHJ2hoSH+83/+z7z44ovs2bNnU0xxJSNsth3o7N+/n/e+972izfTee+/lPe95Dz/3cz/HI488wvHjm3+BSSTXEuVymSP9nSwkN9sN3Ds+RPAHX3gNU88Gqqry8MMPc/vtt2M0GkWAk8/n6e7uJpvNomkanZ2dnD17lng8zsjICH6/n+npaWKxGMPDwyKQqVarzM3NUa1W6e/vbxI1A6Ira3BwUJTEQqEQs7OzuFwuurq6sNlsW34JRyIRUqkUer2egYEBqtUqR48epa2tDavVSm9vLxMTE4yPj4tWbIDJyUkR5BgMBuGm3tPTw8TEBP39/U1B1ezsLLVajeHh4S3Ht1erVWKxGENeFzOpzYaZ/XZLk8N7A0VRuPnmm1lZWaFUKpHP55mcnBRzdOCH2phG8NZoCXc6naLzLRwOMzIyIgxPW1tbmZ2dJRAI4HA4CIfDdHR0kEwm0el0Ta3mLS0tZLNZ4bb8WgMEG4GXDHQkPxLXYJZmO/yP//E/cDgcPPXUUzz11FNNr13prL4r0uj8/d//fdMk0SNHjnD8+HGRxpZIrmWCwSA/c2Qfg7bmP4+xrnY+ccsoTqeThYUFhoaGmlqbjx49isPhoK+vj/n5eSYmJvB6vYyPj1Ov13E4HKJMpaoqLS0tDA4OEgqFMBgM+Hw+rFYrmqY1iY1NJpOYatxgeXkZVVWxWq1YLBampqZEectkMtHT09PkldWgWq0yNTXFiRMn2Lt3L6OjoxgMBr7//e9jNBq5/fbb6erqYmpqSnhUNYKChYUFwuGw8MtSVZXZ2VmGhoaYn5/H5/NtGkK4tLTEwMBAUyak0Q02MTHB5OQkVquVz733HRh0zYGCWafw7991Dy+//PKW3jc6nY57772XarUqBjg+//zz5HI5sU9DG3PXXXcRDAa56aabmJmZEZ1t/f39PPPMM8LDbHR0lLW1NYLBIAaDgXq9js/nI5lMCsF1A4/HQy6Xw+VyXZanlRQlS35UboSuq/n5+Ytuc3NzV3TObQc6P/uzP7vl806nk2984xtXtAiJ5GqhVCpRqVQ49uqrvLvNyDd+/sf517fs4pMH+/mrX/pJKrk18vk8RqOxyettbW2NM2fOMDIywsTEhLBB8Hq9KIpCMBhkZmaG1tZW9uzZQyKRYGBgAFVVhWGn3++nUCg0iY0tFguVSqVpPk+jbNawW3jsscfo6upiz549LC8v4/V6KRaLjIyMiCxDQzw9MTFBsVjktttuw+12s7q6yiOPPIKmabz3ve/FYrGwuLhIa2srDoeDarVKvV5HURSeffZZbrvtNjEpeH5+np6eHhKJBIqi0NnZKdZYr9d5+eWXGRkZERmMWq1GOBzm1KlT4vrHx8dpbW0loNf46gffyU/sHWVft59/cWgPvz7eT3Zpkd7e3otmii0WC29/+9vJ5/MoioKqqjz22GMiMGq4iBsMBg4fPszJkydFIOp2u8XE6Oeee46hoSHRGRYMBimXyyIz18hG5fN5cW69Xo+maXR1dbG0tNQkVr4YUpQs+ZG4ATQ6v//7v7+lyL9YLPL7v//7V3TObZeuGpw7d050nTRQFIX3ve99V3pKieQtJxgMoigKi4uLHDp0iFtGh/AZYWFhQQQwjeGAjWxOtVrlgQcewO/309bWJoIbWP/Cn5mZIRqNEggEGB0dJRaLiRLWzMwMlUqF3bt3s7i4SD6fZ3h4WAh2Gw7nDVRVZWpqCqPRKMSxIyMjDA0NMTExIfQ/HR0dmM1mNE0jGo0Sj8fp6urC5/OxuLiIzWbj3Llz1Go1Efg02qnL5bIY1heLxWhvb+fhhx9mx44dIkOUTqep1Wro9XqSySS7d+9uuo+vvPIKnZ2d9PT0kM1miUQiVCoVOjo62LNnT5MoenV1lWq1yl17dnPXnh+ep1gs8v3vf19Md15dXaW1tXXTv1lnZyd79+5lcnKSSqWCqqo8++yzYgBgQxszOjrK2bNn8fv9vPrqq9x666088cQTwiKjYU2h1+uZnp5mYWEBp9NJNpvF7/cLLdLy8rL4N3G73eRyOdrb24nFYq85MFVOSpb8aCg/2Laz/7XF7/3e7/Erv/Irm/R8hUKB3/u933tzBgbOzc2xb98+xsfHee9738sHPvABPvCBD/DBD36QD3zgA9tegERytdDI5jz99NP09vYyOjqKoijY7XYqlQq5XI5MJgOs/zJvCG0ffPBBrFYr9913Hy0tLSLISSaTnD59mnK5LKb1Apw5c4a9e/dSrVZFO/jk5CR2u53du3eLIKder5PJZJrKPtPT0+TzeYLBIAcPHkRRFAYHBykWi5w6dYqRkRFMJhNer5eVlRXhzr1v3z5aW1uZm5vDZDIxPT2N3+8nlUrhcDgYGBigXC4TDAbFOjVNI5FIMDc3R61W45ZbbgHWMzMLCwsEAgEWFxc3GWw21tjW1sapU6dYXl6mp6eHPXv20N7evqnzKxKJiPfciNVq5ciRI0xNTdHX18dLL720ZQkL1rWDbrcbl8slslfnz58HEHNwFEXhHe94B6dPn2Z0dJTjx4+zd+9eZmdn8Xq9TE5OYjQaURQFh8NBNBrFZDKRzWaxWq1Uq1VxXxvZm4ZPWcOf7GLra7Ax8JJIts0NkNG5mGHuyZMnRTZ5u2w70Pm1X/s1BgYGiMfj2Gw2zp49y9NPP83hw4d58sknr2gREsnVwOLioihB9Pf3C+8jm81GJpMhl8vhdrtpaWlhaWmJs2fPoigKq6urvP/97xd/nOVymXPnzglPp1KphNVqxel0kkwm0TRNDKgrFAqoqsr4+HjTfBtY1+F0dHSgKAq1Wo1Tp06JbMyRI0cIh8Oi/PXqq6+K8orX6+X06dMUi0X27NkjOrUWFhaIx+M4HA7GxsZYXFxkbW2NW2+9Vdg1DA8Pi0xVJpMRM3FuvfVW8XxjJs7s7Cw7d+5s0iktLCxw7Ngx3G43iqIwNjbG0NDQ1t1W9TrT09Ps3LnzotkNv98vyoFer3fLqeywHkDcfffdlEolvF4ver1edLUZjUbhRdbS0kJPTw/FYhFN05qycgBnz56lt7cXh8NBOp0mHo8LzU9HRwerq6u4XC6RTbPb7aJs1ihhvRZyUrLkirmOAx2v1yt+KI6MjNDS0iI2t9vNvffey0c+8pErOve2S1cvvPACjz/+OK2trWJ8+x133MEXv/hFfvVXf1V2XUmuSYrFohDI3nHHHXR1dTXNgdE0DaPRyOzsLD6fj56eHnp7e/nWt77FTTfdJLycwuEwyWSSwcFBHA4HyWRSmH1qmiZMNxcXFzl58iQ//uM/3mQm2UDTNNF6Hg6H///s/Xl4W/d55o1/sIMECYIrQHAB932RZO2LJdmOXWd1mmTyTpMmdSeZadp0srzukjb7m6bztk3StMnbpJ1ftnamiZN40mzeLUvWvlASSXAnQXDBQhAAAWJff3/Q5xtCJGVJlhNbxn1d5xIFHB4cgAC+93me+7lvXC4XsViMnTt3sry8TDqdRi6Xo9frsVqthMNhIZ71+/10dnaKscxkMsnU1BR2u52jR4+i0Wiw2+2srKxgNpspKSlhZmYGk8mUQ0iGhoYIhUKYzWahv1leXkahUOB0OmlqakKr1ZLJZFheXmZ6ehqn08mOHTtEbtZWkIiVxWLJcX++FjKZjK6uLlZXV1leXkYmk+WQ0PUoKCjg4MGDnDhxAr1eTyAQ4LnnnuOtb31rTor4gQMH+P73v097ezvj4+Ps2rWLU6dO0dbWRigUYmJigvb2dhYXF1leXhaeRlLSeUdHB1NTU6JFqVaricfj4v5kMnldm431ouRbTWPO43WKm3U7fg2Jkf/+7/+ebDbL7//+7/O5z30uZ7BBrVbT0NDAvn37bunYN0100um0uHKsqKjA4XDQ3t6OxWLZNHcmjzxeC5CSvy0WCyqVSowzRyIRgsEgoVCI4uJijEYj27ZtQyaTYbVayWazdHd3EwwGsdlsVFVV5YwaS94rOp2OpaUl4vE4Ho+H+fl5Dh06tOmCDb8iFMPDw1RVVaHRaGhra2NmZob29nbGxsbo7u5mcnIShULBwsICvb29Oa0viSy5XC7kcjm7d+9Go9EQCARYXFxEJpPR2dmJ1+slnU7njHC7XC5mZ2fZtWuXSBFPJBIsLi5SUFBAVVUVKpWKmZkZVldX0Wq1KBQKWlpaNm1DXYuFhQX0en3O9OZWUKlUdHd3Y7Va8fv9nD59mje96U2bVoFqa2tpbW0VU2But5tnn32W3/qt38JutwvCumvXLoaGhtBqtUJbIwmTw+EwXq+X7u5uLl++TGlpKfF4HI1GI9qYcrlcBByvb19ZLBbsdvtLvgYS8WpqanrJ559HHhLu5FDP97///QA0Njayf//+2+rJd9Otq56eHtH337NnD3/zN3/DqVOn+PznP5//0ObxmoSUBSVFBlRVVYl20fnz55mfn0ev11NVVSWypmKxGBcuXOC+++5jamoKh8NBZ2cnJpOJZ/7tBH/xxr/ikXs/y1PfPo6lvoFUKsW5c+fQaDSUlZWhVCq3/LwEg0HOnz8vMqkymQwGg4FAIEBVVRWLi4vU1dWxsLCAx+Ph8uXLNDc3s2fPHkFypOmteDxOU1MTCoWCsrIyMV4ul8uFXmZhYSEnriEcDnP8+HF27dpFPB6nvLxcJI8XFhYSjUZZWlrCbrdTXl5Oc3Mz0WgUjUaT4wO0Ffx+P+FweIMv0PVQWlqKyWSirKyMWCy2ZQsLYPv27UJEbDabcbvdnD17ltLSUqGNkdpl0v0Wi4VQKIRSqcTv9xMIBCgvL0etVhOLxVhcXAR+RVDMZrO4rbS0FL9/zdhQMhF8qRHyvFNyHnn8CsHgrzy0tm/fTjQaJRgMbrrdCm66ovPJT36ScDgMrI2BvfnNbxZXpj/4wQ9u6STyyOM3gYVAgEKVmvnJCaampjhy5AgrKyt0d3ezsLDA9PQ0KpWKnp4eBgYGqK6uFmLkJ554goaGBmZnZ2loaBCVia/812/wy//57K8e5Bj4xoM88GcHKSgoYNeuXZw5c4a77rprw/nEYjFsNpsgJ83NzUIA3dLSIlo9Pp+PhYUFXC4XHR0dTE9Pc+jQIWBtKstutxOJRGhtbUWj0TA8PExra6toF0n+O/X19YyPj9PW1iaqI8lkklOnTlFRUYFarRakb25uDrfbLdpw1dXVqFQqotEo4+PjojL1Uq2YWCzG3NwcPT09L0mIrkVTU9NawnllJcPDwzQ0NGwqTlQqlezdu5cTJ04QCARobGxkbGxMOB1LFaqjR4/y85//HL1eLxLgbTYblZWVBAIB5ufn2bdvH7/85S+ZmpqisbERnU5HLBZDp9MxOztLOp1GpVKRSqWEiFJ6X3R2dm75XPJOyXncEm5Wd/MaqehIrvBVVVUYDIZNvxukz9dLCf43w00TnQceeED83NLSwtjYGD6fL2ekNo88Xs04bZ/jc888x7TPh1wmo0mh4O1lZRiNRhwOByMjI1RUVKDT6VAqlVgsFlERiEQiXL58GY/Hw/bt23Pyo+wj87kk50VcfmaY7W/rou9IF3NzcxQXF+e0rKTprVgsRkNDA3a7ncbGRjGa3tXVxczMDHV1dQwMDAhNy7333stPf/pTdu3ahVKpxOfzMTc3R21tLQ0NDchkMpaWltDr9Wi1WhwOB+FwmKqqKpLJJA6Hg5qaGkFOMpkMZ86cwWAwUFpaSigUwmAwcOXKFebm5igvL+fQoUMi3iGRSDA+Pk5TUxM2m42+vr7rvu6ZTEYQq/UC5huFXC6npaWF6elpVldXeeqpp/hP/+k/bdrCKi0tFcQlHA7T0NAgMsbWt5wsFgurq6sizkOtVpNMJvH7/VRVVbG0tCTS2n0+H+Xl5VRWVrK8vIzRaGRpaYnq6mrh1yPllMnlclZXVzd1g5aQd0rO46Zxh2p0nnvuOXHRcuzYsdt+/Nti5LB+pDaPPF7NmF8J8F8f+wnTPh8AmWyWqVSKXybTXLx4kerqavr6+sSkTXNzMx6PRyz8gUCAEydO8OCDD1JVVUU4HMbn87G0tMTJn5/b8nEdI0sigLK9vV2Y20nTW2VlZXR3dyOXy5HJZGi1WqamprBYLITDYVZXV7l06RKlpaUUFhaya9cubDYbqVSKpqYmRkdH8fv99Pb2iopFOp3G4XBQV1dHKBQSuphIJEJBQQFyuVz40mSzWUGitFotbrebUChEMBgkmUxiMpnYuXNnTobV6Ogora2tovV1ve+AbDbL5OQktbW1L0uAW1RURFlZGZ2dnSQSCU6dOrXlvh0dHRQWFqJSqchkMlRWVjI1NZWjJdy/fz8rKyuUlZXh9/upq6sjGAyi0WiYnZ3FYDBgMpmIx+MMDQ2RzWYFAZL+zWazQqcjQarqXA95p+Q8bhay7M1vrwV89atfFSaBdrudvXv3cvjw4U23W0HesSqP1xV+ODRMLJXacLvV7yfz4ljy+Pg4NpuNWCzG/Pw8Fy9eJBQKcezYMYaGhigpKWF1dZWFhQW8Xi+RSGQt+LFuc2ExQIFBKzxrJEfewcFBlEolfX19witnYWGB2tpalpaWxBTVyZMnRbo2rBkERiIRRkZGqKurY3x8nLq6OpqbmzeMetfX14uWlVwux2g0ks1m8fv9NDY2in3HxsbweDxotVrm5+dRKBTs27dP5Dt1dnaKSlI6nWZkZITGxkai0SharTbHuXkzOJ1OtFrtluLrm0FtbS3RaJS7774bq9UqtDLXQi6Xs2fPHlKpFKlUioKCAgoLCzl//rwgsiqVit27d4tkeb1ej16vJxqNEo/HWVxcRKPRUFpaytLSknhttFotsVhMTHdJmiAJknB5PfnZDHmn5DxuCnfoePnPf/5zIYl5+OGHhUTgduGWnZHzyOO1CPe6HKRrkVSpyWazuN1u9Ho9/f39uN1uDAYDxcXFJBIJPB4P3d3dG0zyAO59VwX/9ukf45zO9UgpKtXRvL+OgoICioqKGB4eFhER64lJMpkkFouhUqmwWq0UFhayvLzM9u3bhf9OQ0MDarWaixcvsrKywl133ZUzCi8hHA4Tj8cpKytjbGyMTCZDe3s7s7OzJBIJ4U6cSqUYGhrCarWya9cu5HI5JpOJ1tZWEZTZ398vWjDZbJaxsTHq6uooLCxkZmbmJVtWwWAQv9+/wT35ViGTyWhtbWViYoKdO3fyy1/+kve+972bVooKCwvp6+vDarWK0M5QKMTjjz/OQw89hEqloq2tDavVilwuZ25uDqPRKPyKpPaeNMF15coVzGazICi1tbVMT09jMBhQKpUkEgnUajUA9fX1WK3W67b1807JedwU7tDWVUdHB5/4xCc4evQo2WyWRx99VAQJX4v3ve99N338/Ccrj9cV7qoxb3q7Si7nnt5eMUbc09ODz+fDarXS29tLQ0MDY2Nj3H///WLy6FrIFXL+yz++m879beI2Y0sF7/nbt1FlrhT5SR0dHdTX12/QqTgcDkpLSzl27JhwK5YW72g0islkQqfTceLECbxeL9u3b6e2tnbDIprNZpmZmRGp5pIuJ5PJCI8fSV9z8eJFZmZmeMtb3kJbWxsrKyuiQnPhwgUaGxvF2LlUGaqqqqK0tJSZmRkaGhquu0AnEgkxEn8729tarVZMYVVWVvL4449vKVKsr6+ntLSUgoIC0uk09fX1rKys8Nxzz4mppyNHjgiDRIPBQFFRkSAfo6OjdHZ2kkql0Gq1DAwMUFRURCgUEiOwkhmhNH0FiKDWpaWlLZ9H3ik5j5vCHVrR+cY3vsHY2BiPPPIIMpmMT37yk3zkIx/ZsH30ox+9pePniU4eryu8tbODzk3ykt7R1IiWNcO/oqIiZmdn8fv97Nixg5KSEq5evYper6eioiJnnHg9Zmdnae1r5kvHPstfPv7HvONLb+Bzjz/CSsbLysoKfX19QvB6LaLRKKOjo0J83NPTw/z8PDU1NczMzFBeXo5CoeDkyZOUlJRQVFREe3v7ps9RasFks1mRjF5XV8fVq1fRarUsLCzgdrspLy/H7/dz6NAhSkpKWFlZIRqN0tDQwNDQEAUFBWLsPJvNMj09jV6vp7KyUjgDX88HRxIft7a2Cm3P7URVVRXxeJyDBw/i8/k4f/78psGaMpmMnTt3Eo1GReq65Jdz6tQpstkspaWlNDY2imqaFIkh5X85nU7q6+tF5pbX66WiogKv10tNTY0gqde+L8xmM06n87pj5Hmn5DxuGHco0dm/fz9nz54V8SoTExP4/f4N20u1grfCLX37TE5OcuzYMZaWljZ8gG8lcCuPPH5d0CiV/Jeqcn4aCuJWaykvLqI1k+a321p47rnnkMlklJSU0NbWxtjYGNXV1czPzxMIBIRGxmAwMD4+nuMD4/F4SKVSNDY24vf7URcrKaos5MKFC5jNZvR6fU44p4RkMsn8/DwOh4Pq6mo0Gg0WiwW/349KpWJqagqtVks0GiWZTFJeXi7M/TZzFE6lUjgcDnp6ehgeHgagrq6O8+fP43A4OHLkiKjuHD9+nI6ODlGxkcS3UgjnAw88IKowc3NzqFQqzGYz6XSa2dlZenp6rvtaz8zMYDQahbPwK4HW1laGh4d5wxvewNNPP01paSkdHR0b9pNMAs+ePYvRaGR1dZVYLEYoFGJgYIC77rqLffv28e///u/IZDJBfqTk+NnZWYxGIyUlJahUKq5evcrevXux2Wx0d3czOzsrWlfrs3rkcjnV1dXC+2gz5J2S87hh3KHj5eshWTzcTtx0Redf/uVf6Ozs5NOf/jQ/+tGP+D//5/+I7Sc/+cltPbk88rjdGBsbY9Xn4/19vfyP/Xv4s/5eHuxox263s7y8THFxMZ2dnfh8PiHcPXbsGG94wxvEMZRKJZlMRpD8UCiEy+WiublZGOs5nc41gXJlJRaLZUNQnRQ8OTIygsFgoKCggEwmQ0tLi/DCgbV2llarFRWGmpoagsFgjpB4Pex2O/X19dhsNgKBALFYDLfbjcPhEFEIMpmMc+fOUVVVJY6TSCREwvn58+e5++67RUvK4XCQTCZFcrndbqe2tva6VRq3241MJstxW34loFQqaWhoIBaL0drayuDg4Jbi5MrKStG26ujoIB6PE4vF8Hg8jI2NoVQq2bdvH6lUiuHhYXp7e1ldXaWwsJBkMonL5WL79u24XC5BQuVyOfF4XExgSS2t9aiqqsLn85HaRAQvIS9KzuOGIGl0bmZ7jcFisdz2Ke6bJjpf+MIX+Ku/+itcLhdXrlzh8uXLYhsYGLitJ5dHHrcToVCIkZERUqkU+/btI5FIkE6nicVieL1eamtr6e7uZnh4GJfLhdFo5Pjx49TV1YmsJwnSlI2UI9XR0UEwGGRwcJC5uTkOHDhAMpmkrq6OVColwh+z2SxOp1PED/T19ZHJZAiFQrS0tKBUKkW76dSpU+zcuZPe3l4WFxeFn0tRUdGmQj1pDH1ubo7R0VFUKhV79uxhdXWVtrY2dDod2WyWK1euoFAo6O3tFb87MzNDWVkZly5dYvv27aIK4/F4CAaDYnx8dXVV5Dpd73VeWlr6tTmlS0Lgjo4OMpkMVqt1yxK39Jz9fj/Nzc0kk0nS6TQ2m01EN5SUlAhjw5aWFgKBABUVFQQCAWw2Gy0tLfh8PiKRCDKZTBidLS0tUVpauuGxZTIZ9fX1zM3Nbfkc8k7JedwIXunx8hMnTvCWt7xFBAHfSPHi+eefZ8eOHWg0GlpaWvjOd75zS8/tlcRNEx2/38+73vWuV+Jc8sjjtiOVyfCz6TH+9PgTfPwXP2I2FOTAgQPCpC+ZTKLT6YQeJZVKodFoCIVCOBwOFhcXheswIBYiKU5gbGyMmpoaJiYmWF5epqamhuLiYjEens1mqampwWKxMDg4yNWrV8lms/T19QnXYWlMXCJPY2NjDA0Ncf/991NXV8fS0hJqtRqZTEY0GhWVFQnZbBaPx8Px48dJp9OEw2Fqa2vZvXu3SN+W2jmTk5MEAgF27dolrpok/U0qlRKBpYDwB5KExJLIeX1cxLWQiN/tFh+/FBobG3G5XBw8eJDl5WVGR0fFuOp6yOVy9u/fj9/vR6vVolarSafTFBYWYrVacblcHD16lEwmw+TkJE1NTWI0vaSkhKmpKTGyv7KyIipmcrlcTKZtZlMvmU3G4/FNzz8vSs7jhvAKa3TC4TD9/f18/etfv6H9bTYbb3rTmzh69ChXrlzhox/9KB/4wAd48sknb+6BX2HcNNF517vexVNPPfVKnEseedxWJDNpfv/JH/PHz/2MRyeGeCro4euJZQZiq1y8eBGtVktzczM+n4/e3l6KiopwOp2srq7S09PDz372sxwnYI1GI6at9Ho94+PjxGIxlpeXRWSD3W5HrVYLG/NwOIxCoWBqaopsNktdXR1ms1m0hdxuN/F4nIaGBpxOJydOnECpVNLZ2YnZbCYajYosJkknI1VT4vE4s7OzDA4O4nQ6aW9vR6VSodPpaGlpIRqNYrfbaW5uRqlUsri4iM1mY+/evTltp/n5eTKZDNFolG3btgFri/Xi4mLOGP38/DxGo3FTMTX8aiqrubl5y31eKUiuySsrK0InNTw8TCKR2LBvUVER3d3deDweSkpKRL6VyWTi8uXLYhQ/Ho9z5coV9u/fj81mw2w2E4lEmJqaoqamBrlcTiQSIRwO4/F4hPBYGtu/FhaL5bomgnlRch6/aTz44IN84Qtf4O1vf/sN7f+Nb3yDxsZGvvSlL9HZ2cmHP/xh3vnOd/KVr3zlFT7Tm8NNE52WlhY+9alP8Xu/93t86Utf4h/+4R9ytjzyeLXgZ9NjnFiYzbktA/z1wElkSiWtra0MDQ1RX19Pc3MzLpeLoqIi4vE4w8PD1NXVEQgExGKp1WpZXV0lnU4zMDAgWjqdnZ0UFBTgdDpRKBTIZDLkcjnZbJZgMIjP56Ozs5Ndu3axuLgoJoOk40jCYZ/Ph16vRy6XizDPiYkJ2tra8Pv9QvPj9/sZGRlhenqakpISurq6yGQyyGQyFAqFcE+WhMy1tbX4/X4GBwfZu3fvBsHrpUuXUCqV7NixA4VCQTgcxmaz0dnZKUbgpRR3o9G45esthXxeL/bglYROp8NgMFBTUyNaklarddOx86amJuESLYnK7XY7FouFS5cu0dnZiVqtZm5uDrlcTmVlJbFYjNLSUubm5sSoeiAQoLa2Vky0SechTaWtR3FxMZlMZtNKE+SdkvN4aci4ydbVi793bTDmVpXFm8WZM2e47777cm574IEHOHPmzMs6biqV4plnnuGb3/ymMOJ0OBwb9G83ipsmOv/8z/9MUVERx48f52tf+xpf+cpXxPb3f//3t3QSeeTxSuD5edumtweSCcZX/UIzI1U81Go1y8vLFBUVMTExwQMPPEBraysjIyPEYjEKCwtZWFjg3LlzJJNJ9u/fL1pZqVQKt9uN1+uloaGBwcFBYrEYnZ2dNDc3o1KpUKlUGAwGlpeXARgZGREuxS0tLSwvL5NKpdi+fTsKhUJUEaQ4Aq/Xy/LyMqurqzQ3N9PV1SUWXoPBQCgUIpPJUFdXx8TEBCUlJWIE+/z582zbto2SkpKc18JmsxEMBmlra8NgMBCLxZicnKSzs1NUfaTWVktLy5btKK/XSyKRoLq6+nb9+W4JNTU1BAIB+vv7xRf6+Pj4hrFzmUwmXJOnp6c5ePAgqVRKvOZDQ0Ps2LGDeDzOwMAABw8e5OK0jV/4o3zbFeB/HD9LSKmmsrKS6elpFAoF8/PzmM1mYrHYlhqhxsbG61Z18qLkPK6LWxQj19XVUVJSIra//uu/vi2nI2kZ18NoNBIMBm+ZsNvtdnp7e3nb297GH/3RH+HxeAD4f//f/5dHHnnklo550+PlNtvmi0ceebzaUKTaun1SXlTM/Pw8hw8fFm0khUJBNpsVydjZbJbCwkI6OjoYGBjA6/VSUFBAeXk5fX19JBIJFhYWqKioEItXOBzG5XKh0+mor6/fYKZXU1PD0NAQfr+f0dFR9uzZg8ViYXh4mHQ6TU1NDQaDAa/XSzqdRq1Wc+7cOVZXVykrK2P79u05ZCMcDhMOh0mn02SzWbq6ulhcXKS4uBiv10tnZyenTp2iubl5AwmJx+OcPn2a+vp6GhsbSSQSjI2N0dHRkdN6cjqdlJaWiorFtYhGoywuLr7kuPmvAzKZTFgDVFRUkM1mCYVC2Gy2DeJotVrNnj17ePbZZ5mdnRXj58vLy5SUlBAIBCgvL2dxcZGnrw7zvaUQyReJ7WIsyeAFKx9ur2N7fa0giHv27CEej5PNZjdM2sFaVVCj0bCysrKpB1HeKTmP6+IWx8vn5+dzBhg2s6Z4teAjH/kIO3fu5OrVqzmRMW9/+9v54Ac/eEvHfFmfJOnDnEcer0Y8WLP5CHadUkvUvkB9fb348EuTT06nE71ez969e5mamiIUCjE1NUV5ebkI5ezo6BB5R9FolNXVVaanp8XVTXFxMQUFBZSWlhKLxXIeO5VKEQgEGBoaoqWlRXjmzM7OUlJSQnNzM+FwmKGhIcLhMMvLyygUCmpqaujs7MxZOKVKSyaTQaVSUVtbSzweZ3V1FaVSSUVFBZcuXaKsrGyDgDiTyXDhwgWy2Sy7du0ik8mIkM71hCYejwuR9WZIp9NMTEzQ3t7+qlmYNRoN1dXVImW8sLAQn8+3aaXEZDLR3NzM+Pg4er2e1tZWnE6nIJlGo5F0Os03zlwSJEdCIpPhSYdXCJqltPmKigoSicSWV7SS3morc8O8KDmPLXGLYmQpw03abhfRMZlMG3RlUoTOrXpCvfDCC3zyk5/coPNraGjY0jripXBL30zf+9736O3tpaCggIKCAvr6+vjXf/3XWzqBPPJ4JZDNZglPTPOHTd0UKH5VuDTJlHymb+2qO51OCy2F0+kUIYxdXV2oVCq8Xi/Dw8O0tLTQ1tZGUVERsVhMCE2lasFzzz2HWq3m7rvvpqioiKWlJRobG1Gr1aIXLrkUj42NUVhYSFFRETU1NSSTSVFVqaioYGpqiuPHj9PU1ER/fz+FhYVUVVWJ6tJ6LC0tkUgk0Gq1KJVKSktLxfiz2+0W0QN9fX0bCNLY2BjLy8u0tLRQWFjI6OgojY2NG8z9pqent0wmlxxMLRbLq+4KsaqqilQqRWdnJw6HA7VajcPh2NTRevfu3WQyGQYGBmhubkav1zM2Ngas+QsVFBRgj8Q2/B7AzGqExcVFqqurSaVSQuOUSqW2JCsqlYqSkhLRwrwWeVFyHlvh1ZZevm/fPp599tmc255++mn27dt3y8fMZDKb6uoWFhZuWf93062rL3/5y3zqU5/iwx/+MAcOHADg5MmT/MEf/AHLy8t87GMfu6UTySOP2wmr1UpJSQkPFBby3w4c5f9cOENPSyuOC5dZHB6lq6uLvr4+ZmdnWVhYEALcAwcOYLPZCIfD4n4p7LG6uhq/38/MzAw6nY5QKIRCoUClUtHX10c8HicejyOXy6moqGBpaYl4PE4wGMRms+U468bjcUKhEJOTkxQUFLC4uCiIzI4dOzCZTGQyGXF1dK2rciqVYmZmRuRu9fT0MD4+LrQ+8XiccDjMoUOHNlRa5ubmiMViJBIJ+vv7GR0dpaamZoM3j8fjoaCgYEtnY8nT53oxEL8OZLNZMpmMSCmXtuLiYiYnJ0kkEiwvLxOLxXA6nZhMpg3ErK6uTpCb5uZmBgYGmJycpKenB6VSiW5xhdVNFo0ixdpkXTQapby8nLm5OZqamtBoNLhcri3dkGtraxkaGqK8vHzD3yfvlJzHlniFnZGlCrYEm83GlStXKCsro76+nk984hMsLi7yve99D4A/+IM/4Gtf+xp/+qd/yu///u/z3HPP8eijj/KLX/zi5h54He6//37+/u//nn/+538G1qqcoVCIz3zmM7zxjW+8pWPeNNH5x3/8R/7pn/4pJ0H0rW99K93d3Xz2s5/NE508fuMIBALMzs5isVhobGxEo1Cyt9JMQSLDanExfr8fuVyOUqmkpaWFqakprFarWLCqq6upqKgQraSBgQEMBgOtra0MDAyQyWRYWFigu7ubsbEx5DI59kEX9uk5ZIYkew6sedQolUpmZmZQKpV0dXURiUTw+/1oNBqMRiMXLlwA1sq/R44cIR6P54j7HA4HRqNRVIjWY2ZmRkxaNTc343A4KCsro7CwkIsXLxKPxzl06JAInZSwtLRELBZjfn6e5uZm5ubmqKyspKysLGe/ZDLJ4uLilsnkKysrOf48LwfZbDaHoKTT6Q2kZf22WctHoVCgUChQKpU5m8ViYXl5mfn5eXbv3i3Gvzs6OnJem2w2SzQaJRqNUlpayn333cfzzz+Py+Wio6ODB+Zd/Gh2Y+vrDXVGYrEY09PTbNu2jVAoRCwWI5PJsLS0RDqd3hDeKp2v0WjE6XRu2haURMm/LtPFPF4jeIWJzsWLFzl69Kj4/8c//nEA3v/+9/Od73wHp9OZY3zZ2NjIL37xCz72sY/x1a9+ldraWv7n//yfPPDAAzf3wOvwpS99iQceeICuri5isRi/8zu/w+TkJBUVFfz7v//7LR3zpomO0+lk//79G27fv39/flogj984stksp0+fprW1FY1GQ1FRkdCszM/PE4vFuPfeezl58iS7du0ilUoxOzvL0tISBw8eBKCsrAy3243RaBReOJWVlYyMjJBIJOjt7UUmk3HixAnmx5z84kunWXGtjUAq1Qrkf13InofkLC4uotVqaW9vFxWYqqoqLl26RElJCWVlZchkMjo6OlAqlYyPj9PT04NMJiOdTrO8vExVVZUwFpQQCoXEKLRGoyGdTgsjwbGxMXw+H0ePHt3Q6lpdXcXtdpNMJikqKkKhUFBUVLRpTMPMzAyNjY2b6m7i8Th2u12IjyV9yvXIyXoScy2ksfhrSYpSqUSj0aBUKnPuv1ktUDabRafTMTo6yvbt21lcXGR0dJSenh5xLJlMRldXF4ODgwwPD3PgwAH6+vq4fPkyc3NzPLxvJ4tLjzMQSRJHhqFAy93leu6pN+NyuQgGgyKfLJ1OYzAYsNlsLC0tbTmJZjKZuHr1KiaTaQMZyouS8/hN4MiRI9fV3W7menzkyBEuX758285Bsmv4/ve/z+DgIKFQiP/yX/4L73nPe265wnnTRKelpYVHH32Uv/iLv8i5/Qc/+AGtra23dBJ55HG7MDQ0JMakpfejJNB1u90cOXIEvV6PUqlkbGwMt9uNzWbj8OHDIo5BSveen5/H6XQK7cyBAwdYWFgQRCQWjfHLr5wRJAcglUjz/z3yr5RZPkRHXwc2m41IJML58+fRaDQEg0HMZjNKpZLCwsKccXZpzB3W2kJSKvb6qIZsNsvly5eprq4mFothsVgYHR2lt7eXcDjMwMAAR44cobS0NOd1icfjTE9PU19fz5kzZ9BoNBgMBsxm8wYy4vV6CQQC6HQ6/H7/BhKzsLCAyWRiZGQEQFTHrt3UajWFhYU5t0k+Q79OSGnsarUan8+HwWAgHA4zPj6eY4hYXV2Nz+fDZrNhtVrp7+/H5/MxNzdHYWEhDzXX0TExiUpfwnt++yH0RUU8/fTTlJWVEYlEsFqtHDp0iPn5ebRaLXV1dVy6dIk3v/nNm56XTCajtraW+fl5GhoaNtwniZJvd8BhHq9d3Kzu5pXW6LwSiMViaLVa3vve9962Y9400fnc5z7Hu9/9bk6cOCE0OqdOneLZZ5/l0UcfvW0nthW+/vWv87d/+7e4XC76+/v5x3/8R3bv3r3pvt/5znd4+OGHc27TaDQbJmHyuDOwsrIiFo36+nrOuuY5tjBDOhqjyr3CXY0tYvEwGAxcuHABnU5HeXm5IBNyuZz6+no0Gg0//elPqa2t5cCBA1TX1/MXx57gOdc8H//OOHfpy7gvUoLfsdHuP5uF4WMzGJvLcTgcwnCuq6uLixcvimgImUzG7t27uXz5Mo2NjUJol0wmWVlZobi4WBgISrDb7YJwtLe3MzY2hsViIRQK8dRTT1FTU4NKpcLpdIr9EokEMzMzVFZW8swzzyCTyYjFYgSDQYaHh3OIiEwmY35+nvb2dlFNWb9NTU2xd+/enLHPVzsk1+TJyUnGxsa49957CYfDyGQy7Ha7IBlqtRqNRkN/fz9Xr17FaDSyY8cOIpEIw8PDdHd3E4/HmZub4+L587zpTW9iz549nD59msrKSux2OwsLCySTSYxGI/F4HJ/Ph9/v30A8JZSXr71HEonEhikTo9HI+Ph4nujk8SvcbFDnazDUs6qqire//e28973v5d57770tFc2bPsI73vEOzp07R0VFBT/5yU/4yU9+QkVFBefPn79h2+hbxQ9+8AM+/vGP85nPfIaBgQH6+/t54IEHxHTJZtDr9TidTrFJqdB53FnIZDKcOXNGjEd/7soL/M6TP+BfrBf41swQfxOeZ06vYWZmhsnJSerr6zEajdjtdh544AFxVS+1mKTx7127dmGz2fjQsz/np45ZQpk00VSKk74lvha3k1Ft/kXiWFhL/C4uLqaoqIiuri58Ph9erxej0UgqlRILWCQSQS6XEwgE8Hq9DA4OolarGRoaEoZ3VquVgYEBjh8/LoTGp0+fFsnpzz//PIlEgqamJjFuXlxcTEVFBdFolJ07d2IwGNDr9ZSUlPDmN7+Zvr4+ent76ezspLW1lcbGRtLpNL29vVRXV1NWVoZer6ewsBC1Wo3b7UatVr+mSI4EnU5HZWUldXV1nD17VkQ8RCKRnAmn6upqFAoFJpOJoaEh0uk0/f39ZDIZ5ubmOHjwIDKZDIfDwcjICEajkba2NkKhEBUVFQwPD1NbW8v4+Ditra0UFhZy6dKlLZPLZTIZFotl0++lvFNyHhvwCmddvRrw3e9+l0gkwtve9jZqamr46Ec/ysWLF1/WMW+JKt11113827/9G5cuXeLSpUv827/9G9u3b39ZJ3Ij+PKXv8wHP/hBHn74Ybq6uvjGN75BYWEh3/rWt7b8HZlMhslkEtv1LOzzeO1ieHhYtBDm1PCjqeGc+zPAp889gyudZiSVYTIcYW5ujrKyMqEdmZubw2q1kkqlxHh3KBQiVVXOJe/Gcd/lbIL4vs2vtnc90E86nWZ+fp5sNsvQ0BCPP/44RUVFXLhwAafTidfr5cyZM5jNZkZGRoTANxqNotfrKS4upq6ujoaGBpGOvmPHDhobG+no6KCuro79+/eTSCRQKBS84Q1voL6+HpPJREVFhXBhrqqqQq1WY7PZKCwsFG7L10JKY9+MyEhRFhaL5db+QK8CmM1mVCoVMpkMm81Ge3s7iUSCpaUlAoEAsJaELoWexuNxrl69KibwFAoFg4OD7Nu3D6/Xi8PhwG63093dTVVVFZlMBoVCwejoqNDrtLW1EQgEmJiY2FL7UFJSQjKZJBKJbLgv75Scx3q82sbLXwm8/e1v54c//CFut5svfvGLjIyMsHfvXtra2vj85z9/S8e8IaKzPo332syMa7dXColEgkuXLuXkasjlcu67777r5mqEQiEsFgt1dXW87W1vw2q1XvdxpHHgX8dzyuP2QGpZFRcX09jYyHMLM5vuF06neO/Pf8oXT53jI08d49uBCDsOHuK5555jcHAQrVaLxWIhGo1SVFQkfHROjgxvejyAiiM1yOS5VZ3++9rZ/6a1+IDKykpaWlpIp9O0t7djNBqprq7m6NGjaLVa9u/fT29vL62treh0OiF2jkQitLW1odPp0Gg0LC4uCkJWU1PDwsICLS0tzMzMiEDJa1scbrebdDqN0WjEarUSjUapra3dMKoOaxWxrZLJpdbXrzuR/HZDJpPR2tpKSUkJVquVbDZLQ0ODID7RaBSZTEZpaSnBYJCDBw8yPz/P5OQk/f39VFdXi/BTnU7H1NQUgUCAhYUF9u/fLyI+7HY7ZWVlDA8P09nZSSqVIhKJXJewNDQ0bBoNodfrWV1dFVEjebzO8Tqo6EgoLi7m4Ycf5qmnnmJwcBCdTsfnPve5WzrWDRGd0tJS0R4yGAyUlpZu2KTbXyksLy+LL+31MBqNuFyuTX+nvb2db33rW/zHf/wH//Zv/0Ymk2H//v0sLCxs+Th//dd/nZMJspUPRh6vDmQyGU6fPi1iC0pKStAqriM9W/fBd6fS/NXxk8jlcpLJJG63mxdeeAGlUkkqlcJsNrN9+3a21dZvebh9vc3884Uv8s6P/Rad99Tzh1//z3z4H97L3NwcWq2WkpISbDabIChShWV1dRWtVis8aGpra7HZbMTjcXQ6HbFYjKKiImAtYmFwcJCKigoaGhqYmZmhra0Nt9vN1NQUZrNZLNgSAoEAHo+H5uZmRkZG8Pv97Nq1i9XV1U0/p/Pz85hMpg3j6FIieUtLS07i+WsVGo1GtC3PnDkjvrd0Oh3j4+Mkk0lMJhMul4vy8nLKy8vx+XyEw2H6+/spKCggkUhgMplYXV3FbrcTjUbxer3CIqCoqAir1YrL5SKbzdLY2Ijb7cbtdm8Z6CmJtq+9sMo7JeeRg5ut5ryGiU4sFuPRRx/loYceYseOHfh8Pv7kT/7klo51Q0TnueeeEz4bx44d47nnntuwSbe/mrBv3z7e9773sW3bNg4fPsxjjz1GZWUl3/zmN7f8nU984hMEAgGxzc/P/xrPOI+bxdDQkCAOktfM25q72LTukAZZMveeAY+XmheDFqPRKPfeey/d3d2YzWZ0Oh0mkwlDLMnh2o0tG5NKw4fvfYD6djMf+Pz/xeGHd6Cv12AymQgEAshkMpF2rlKpcLlcqFQqKioq8Hg8OW0ghUJBKpUSKejSSHImk+HixYtUVlZSWlrK8vIy1dXVJBIJBgcH2bZtG6lUKoe8xGIxZmdn6ejowOl0iikptVpNaWnphqpMJBJhdXV1yzFzo9EoSNedAOm1TCaTzMzMYDabyWQylJaWMjY2JkTZq6urVFRUUFRUxMDAAAqFgrvuugu5XE48Hqe2tpaZmRmSySSBQIBUKiUGI8LhMLFYjPHxcYxGI3q9nlQqxeTk5KYj9rBW1bHb7RtaXJvZ7OfxOsXroKLz5JNP8v73vx+j0ciHPvQhjEYjTz31FHa7nf/xP/7HLR3zhi7RDh8+vOnPv05UVFSgUCg2zdUwmUw3dAyVSsX27dtznB+vhUajedXZ2eexOfx+PwsLCzQ3N2M0GoUXSU+5kf/etoN/mrpC4sWSvyIjg4AC2TUUKAM0NrewsrREOBze4D0jmfw9lNVirG3iuaVFYqkUuw0VPKgrIxQIUFBZKVoeXq+X8fFxdu3axcLCAsvLyzQ0NKBWq/F6vfT09DA9PZ0z1iw9TklJCaurq2SzWbZt2wasRTAkEgmRHSN54Jw6dYquri7C4TD19fU5Yurx8XHa2tpIJBJcvHiRlpYWTCYTTqdzgwVENptlamqKtra2DQRoaWmJbDa7KQF6raO5uZnV1VUGBwcxm820trYyPDyMwWBgcnJSiJG7urpoaWnhF7/4BRMTE3R0dNDZ2YnX60Wn05FOp7lw4QIPPfSQMHi0WCxMTEzgcDjQarXs2bNHEB2FQsH09DRtbW0bzkmtVlNUVITP58vRSUkTb3mn5DxeacPAVwPe/va38+Y3v5nvfe97vPGNb9xQZb4V3LQY+YknnuDkyZPi/1//+tfZtm0bv/M7v7Npjsztglqt5q677srJ1chkMjz77LM3nKuRTqcZGhra0sArj9cOpCmr7u5u5HJ5TkUjGAzyQKmZs//pD/m/Lb18sXs/H6jbjiy1sc7TWWZg+OIFTCYT0WhU+MY4nU4GBwdxu91r4Z8FhfzZ3sP88Mib+VNNOf/fW97FjvYOpqamxPu+pqYGv98vyFI8Hqe6uprx8XE8Hg9GoxGPx0Ntbe0GMj07O0tDQwOFhYWkUilkMhk+n4+FhQUKCgqwWCy4XC7q6+s5f/48NTU1GI1GwuGwaH9JbaaGhgZUKhXHjx9n+/btpNNpCgsLkclkG0aYHQ6HCCxdj3A4jNvt3lSzcydAqVTS2tpKeXk5Z86cEW7JPp9P+O34/X5KSkrQ6XTs3LmT4eFhVlZWRBiswWCgsKSEn694ecO/f48/uHCKv37heVq7u9Hr9WQyGebn58XFmWR6GIlE8Hg8m55XXV0dCwsLG6o6eVFyHvD6ECO73W4effRR3va2t90WkgO3QHT+5E/+RPSRh4aG+PjHP84b3/hGbDabsIt+pfDxj3+cf/mXf+G73/0uo6OjfOhDHyIcDguvnPe973184hOfEPt//vOf56mnnmJmZoaBgQHe+973Yrfb+cAHPvCKnmcerzwkR9mVlZUcm3xpPLy1tZWygkJ2Fhi429zAR44cpkaZ+3bXKRR8dOd2ysrKKCoqQqPR8JOf/ITBwUFkMhnd3d3U19eLto7b7WZ5eRm9Xo9Wq6WxsRGtVovNZmN1dZXi4mKRdTU5OSkcjxUKBcvLy+h0OqG5WA8pM0vKrVKpVCIHK5vN0tTUhN1up6WlhcuXL6PT6ejo6GBubo76+l/ph2ZmZigvL6e4uJizZ89SV1dHPB6nvr4et9u9geDH43G8Xu+mOVqTk5OvefHxS6GkpITa2loikQizs7Oo1Wqam5sJhULMz88LfQ5AU1OTsNFIp9O0tbURjUb5qRIuKWA5lWQ+GOTH87N8+Jkn2LdvH3K5XLSvstksBoNBkFIpb+xaSKnz11au86LkPO5krNemZbPZ2z7wdNNEx2az0dXVBcCPf/xj3vKWt/DFL36Rr3/96zz++OO3dBI3ine/+9383d/9HZ/+9KfZtm0bV65c4YknnhAC5bm5uZyrHr/fzwc/+EE6Ozt54xvfSDAY5PTp0+L883htwu/343Q6KSoqor6+PkckOzU1JSoasGa+V1hYyPT4GB+qNfEBi5n3b+vlM/cd4dPtjSwOran5V1dXqa2tpbKykuXlZQKBAJFIRDgWSyGMUip5NptFLpfT3NyMWq1mcnKSubk5iouLGRwcpLW1FZVKhd/vJ5vN0tvby8DAQA4xkSDlcgWDQXQ6HQ0NDZw5c4ZYLEZVVRXBYJCamhqmpqZIJpNs376dRCJBLBajpKQEWItmkclkGI1GhoaGRAZWLBZDr9ezsrKSE74ptayuTSaXqkJNTU0bqj93IiwWC0ajkcuXLxOPxykuLqakpIRMJoNWq2Vm5lcTfAcOHBAmiwUFBcSNVYytBjYccyS4wunFNdPFbDaL3W7H5/ORlsuZXdc+3GrkvLq6GpfLlaPlyYuS8wDuWI3OKz3wdNNjFGq1Wvg9PPPMMyLcs6ys7Ncyiv3hD3+YD3/4w5ve9/zzz+f8/ytf+Qpf+cpXXvFzyuPXB2nKShrBXh9G6Xa7RbTBlNfL965c4dL0NH2rq1S5XHzw3e8mHA5z9epVdjc3ctbjJqZQcOHCBR544AEMBgMNDQ08/fTTVFVVMTw8TCKRoLKyUgSBlpWVoVQqSSQSaDQaYagXDAbJZrOk02nkcjmFhYX4/X4ikQg1NTVEo1F2797N6OhacrpExAKBAFqtVlSGGhoa8Hg8JJNJMpkMZWVlwsV4eXmZAwcOCJ2HJGZeWVnB5/PR2dnJ+Pg4oVCIbdu2MT8/j8ViwefzbRAhezwedDrdhmRyu91OaWnphiTzOxVSy2plZYUXXniB/fv34/V6KS4uRq1WMz09vdaiKiwknU7T1NTEpUuXsFgsXAhtJDkSwoWFVOrVFBQU4ItF+dvhIaaGrpLOZtk5Mc5Ht+9AFg4zOzu7IbBVLpdjNptZXFzMIcYmk4mxsbG8U/LrGHdqBMS1A0+3GzdNdA4ePMjHP/5xDhw4wPnz5/nBD34ArF2d1NbW3vYTzCOP9bhy5YrIJOru7ha3R6NR3G73WuXE4eB9P/oR0RfdaMfGx9EplbwxGqVcoSASifDzn/+ce+65h2w2i8/n44UXXuDQoUMYDAba2tq4evUqlZWVtLe3Y7VasdvtGAwG5ufn0Wg0RCIRobMpKCggEokIQXQqlSIcDjM8PIxKpUIul2M0GqmqqqKwsJCRkRE6OztRqVTMzc0Jl95sNksikSAQCAiCJWUdDQ4OsnfvXhFhIrkuR6NREbA5Ozsr8q/kcjmpVIri4mKsVmuOCDmZTOJ0OnMytAC8Xi/xeHxD7tKrARKJTKfTZDIZ8fP6bbPbpduu1/KRyWQUFBQwMzPD+fPnkclkYgJKCkrds2cPOp2O0tJSotEoCwsLtNWaYX5202OWy+V0dXURCAT46OAlAvIMyIAMXHA7+MjxAN88cAiv1yuuVtdD+ptXV1cLUpwXJecBvGaqNDeD9UNOjY2N1NXVbWibZ7PZW56Cvmmi87WvfY0//MM/5Ec/+hH/9E//RE1NDQCPP/44v/Vbv3VLJ5FHHjcCr9eLy+Wira0Ng8EgFoBMJsPk5KSYHPq7kycFyZEQTqX4f558kr8+fJjW1lYmJiZQKpWCTNx1112cOXOG7du309TUxPnz52lvbycQCKDRaOjs7KSgoIChoSESiQQOh0OEh3o8HhoaGlhYWKCirY3HL10icfkyMpcLo9Eoso8AioqKaGlpYWRkBJPJRFFREWq1WiSbS8Z1zc3NLC4uYjabxRi5VGWRksulCauOjg6Rl6RQKKipqWF8fByLxUI8Ht8gQp6ent6QTC4t3teSn5tBNpvNIRvXIx5b3b4VZDIZcrkchUKRs62/TaVSbbhN2mQy2XX1RtlslsLCQq5cucJv//ZvU1JSgtlsZnh4mNLSUtxut0iW37dvH4899hgG3woNxXpmV3Mr2bUFhRR7vIyOjnIsHSewXk+pgKw8y3I0zGAiTr9CweTkJNu2bcsRXkrREHNzczmCcEmUvF6XlsfrCK+DqavGxkacTueGaU+fzydiam4WN0106uvr+fnPf77h9nyLKI9XEul0mrNnz9Lf3y/8TSTMzs5iMpnE5NCFxcVNjzG+uoparUar1bJ3716GhoY4dOgQTU1NzM/Pc9dddzE6Osro6Cj79+/n4sWLWCwWenp6GB4epqWlhUQigdPpxOfzceXKFQKBAK2trXh9Pv7V7eb5Fx/7lxcu0FBYyH/Vamm9ptKp0+loa2vj2Wef5ciRI6TTaVZXV0X0g8vlwmAw0N3dzcmTJ9m7d6/40EciETKZDDqdDqvVSlNTE36/n2g0Sjwep729nUgkQjabRafTMTs7myNC9nq9KBQKCgoKiMVipNNpkskko6OjWCwWYcx5PUKyVZQBsCnJWE8+VCoVWq12U0Iil8t/Y+JnmUxGfX09k5OTXL58mSNHjogIh3PnzqHRaJicnKS1tRW5XM7Ro0f53//7f/OJ7dv5ZTjA41OTZDJp2uRK7o6msNTXY5ud5cfzE5s82BrZcayu8u5duxkaGmJsbEwQKQkGg4GFhQWR5gxrouTZ2VkymcxtCTvM47WFO7V1tR5S4PG1CIVCG6ZDbxQ3TXTm5uaue/9mYss88ni5uHLlCmazGa/XS2dnp7jd7/eTTCZz2H9lYSHuTRxoy7VaPB6PaHk5HA6Gh4fZvn07arUapVIprt79fj+xWAyFQiEyjGQyGTU1NaKNVVxcjEKh4PLlywzK5YLkSJiNRPjl6ir/fRNiEA6H6ezsZHp6muLiYuRyOTqdjuHhYeGxMzMzQ0VFBSqVSkzcTExMYDQauXjxIgUFBULoKlUzbDYbc3NzVFRUMDg4KCazFhYWxLizxWJhampKkIvFxUWh+8hkMmJSbLOqifQ63IlwuVwcOHCAs2fPYrfbMZlMZDIZqqurGRkZwWw2c/bsWUFGtVotc2NjvG/HDv7AsubLY7VaCQaDDA4O0tzbQ9g+uvmDyaDPaKSgoEC4XS8uLm5o/0vREB0dHWu/JpNRUVEhWpp5vM5wB1d0pKltmUzGpz71qRxPs3Q6zblz54S/2M3iponOtVbz1+JWykp55HE9eL1elpaWaG9vF60eWNOa2O32De2W3+nv5yunT284zr7i4pyR6e7ubs6cOYPD4aChoYGBgQGUSiW1tbUsLCxQU1PDxMREzliwRqNBq9WytLSEWq0mk8nwhje8gX96Uat2Lc643fyn8nJxFZ5Op8UIfG1tLZlMhuPHj1NeXi4qJVIUgVwup6mpiZGREVpaWkilUiQSCVZWVlAqleh0OpaWlmhtbcXtdtPR0UEsFkMmk9HR0YHX68VgMIiLj6mpKfbv358j4F5YWKCpqel1EXWSyWRIJBIkk0kSiUTOFggE8Pv9ZDIZCgoKeOaZZ9i3bx+FhYXo9XrU6jVhcTabFfl5Op2OxcVFZmdnaW9vR6vVUl5eLjyIzHW1FKtUrCaTG86lSKniLsPaBElVVZXIazMYDDku1NLPoVBI/Gw0GvOi5Ncp7uSKzuXLlwFECPL6drtaraa/v59HHnnklo5900RHOhkJyWSSy5cv8+Uvf5m/+qu/uqWTyCOPrZBOpzlz5gw7duzA7/eLCZVsNitGvyVHZAlHiosZM5l4fnmZaCpFkVrN0bIyGsLhHM2DVqultbWVqakpSktLSSQSFBUVkUgkKCsro66ujkgkwgsvvMBb3vIWcfyamhqGh4cxmUw0Nzej0WhIb9HOyQDRF8fA1Wo1CoUCj8dDb28vdXV1LC8vs7y8jFarFengUvzAvn37RJVJLpfj9/tFq0q60t+xYwcjIyN0d3cLrY/0/FwulxAhB4NBUqlUDslZWVkhGAzmVMhea5DIi7RdS2LWi5DlcjkqlQq1Wo1arUalUlFYWCgmSQ8fPoxaraazs5Onn36a+fl5+vr6iMViVFZWMjo6ilarJR6PU1hYSDweZ+/evRw7dgyFQkF3dzc9PT38x3/8Bx6PB/uMjTeb6vj3+dyQWRnwgeo6llwuql/UbrW0tBAKhRgdHWXHjh057+mGhgampqbo6ekB8qLk1zXu4IqONG318MMP89WvfvW2Tn7eNNHp7+/fcNvOnTsxm8387d/+Lb/92799W04sjzxgjVjX19fj8XhyYhMcDgd6vZ7i4uKc/ZeWlnAsLvK3b387KbkcRzBIbGmJWpOJWCzGCy+8QCgUoq+vT7SipDDPvr4+hoaG6O7uxmQyYbVa2bNnDz/4wQ8YGhpi9+7dyGQy/H6/CHaUHv++5mYmN/E42Wk0otNoCAaDWCwWMpkMXq9XPP7ly5fp7u5mcHCQTCZDPB4nEomwf/9+4Q9UXV3NhQsX0Gg0LC0t0dTUxMzMDF1dXczNzVFTU4NarSYYDAoN0noRspRMvn5KLR6PMzs7S29v76uuFSXphrYiMNcjL2q1Gp1OJ267lgQDYrotFosRjUaZm5vD7/czPj4OrJXOzWYzly9fFoGpZrMZj8dDQUEBR48eZXp6mtLSUoxGI4cPH+bkyZPU1tZSVFTE/fffz//6X/9rTeReWIi8rolfuBZYSSaoVWvZnchSl8ri9XpFpUb+4pTWwMAAExMTOeRTq9VSUFCA3+8XPiJ5UfLrFHcw0ZHw7W9/+7Yf87bFEbe3t3PhwoXbdbg88sDj8bC8vExHRwdarVaMc4fDYfx+f87CDWthlleuXBEp0wC6eJyC4mLhRnzo0CEuXLjA6uoq+/fvF54l8/PzzMzM0N7eLtyCOzo6GB4eprOzE5fLxeDgICUlJWK0e32b9uH+fn4xOMjcOrfbYoWC/9rZiYG19ltRURGxWAyTyYRcLmd2dhaNRoPb7UatVguflH379uWI7qR09ZWVFfbt28f09DSdnZ2Ew2FSqZQQZtvtdtrb2wFygkHn5uYwm805U2pSHtZmROCVQDqd3rJtJHkGrX++66suUgaU9P+XOudsNksymSQcDhONRonFYsRiMRKJhNhHakFKVgG7du0SMRkStFotV65cob29HZvNhslkorq6mpmZGVpaWjhz5gwNDQ3U1dVRW1vLiRMnxORpbW0tU1NTOJ1O3rJrF5++/00MjljRKlVcunSJWCxGPB5neHiYvXv3isdra2tjdHQUt9stJvVgTfs4MjKCwWBAJpPlRcl53NG4ePEijz76KHNzczmfW4DHHnvspo9300TnWlPAbDaL0+nks5/97IbAwDzyuFVI4rOdO3eyvLwszPHS6TRTU1N0dnbmLEqZTIZLly6JDChYEyqvrq4KIScg7BCGh4dFTprb7RZX7L29vcjlchEWW1VVxdTUlMjCmpycpLm5mbKyMjweD9XV1aTTaSaGh/lMTw92hYKLc3MUJpPsKS0l4/ORLimhsbGRxcVFwuEwe/fuJRqNMjExQVNTE5OTkxgMBjweD4cPH2ZlZQWPxyM0GCsrK0QiEfR6PRMTE3R3d6NQKJidnRXtDL/fj06nE67NgUAAi8VCOBwmHA7nJKVPTU1hNps3BJjeyt9oq6rL9ciLtEnkRa1W39Rinc1mSaVSoiIjEZl4PC72kSpbWq0Wg8GAVqtFrVZvqF55vV6MRuMG40SA1tZW7HY7P/3pTzl06BCNjY1MTU2Jse/a2lpGR0fZvXs3+/fv57HHHuPs2bMUFRVx9OhRVlZWcDqdhMNhbDYbvZ1dDA8PU1lZSSAQwOPxEI/Hc1yrKyoqqK6uZnJyUgS5wlogsfSeq6qqyouSX6e4kzU6Er7//e/zvve9jwceeICnnnqK+++/n4mJCdxuN29/+9tv6Zg3TXSkK4r1yGaz1NXV8f3vf/+WTiKPPK7FwMAAFouFpaWlnGTtmZkZ6urqNsQTTExMkMlkRMlfaklcO7ILvyI7U1NT/OQnP+Guu+5Co9GgUCiYmJhg27ZtWK1WysvLicVitLe343Q6uXLlCh0dHaIKICVNSx42hpISDvf306FUkkqlcDqdlNXU4HA4qKmpobi4mEAgwOrqKlNTU+j1ehYXF5HL5YTDYVpaWjCbzSIINJ1OYzQauXDhAp2dnSwuLoo2hhTeqVQqhZGW9Nx9Pp/Q4kxPT+cIsJ1OJyqVKmc8fz2uJS/XEpj1o+XSuLhEVjQaDcXFxeK2l1NpkIjMejIjmSoCYkxdq9Wi1+upqqpCo9HcVBsum82ysLCwoTK4HlVVVTgcDlKplHjPFRQUUFJSgsfjoaioiOnpaZqbm+ns7OTUqVO8853vBNb8QGKxmJjYWl5eFu8lyW07Go1y6dIljhw5IipVTU1NrKysYLVa2bFjh3gda2pqGBwcpKKiQphQ5kXJrzO8DlpXX/ziF/nKV77CH/3RH1FcXMxXv/pVGhsb+W//7b/dciD3TROda+2Z5XI5lZWVtLS05GQO5ZHHrcLj8eD1ekXlQmrjLC8vI5PJcgS10u12u527775bOAKPj4/T2dm5ZZtD0uaUlJSICIja2lrGxsaYmZmhsbGRmZkZ4vE4zc3N2Gw2VCoV8XhcRC14vV6mpqbEh6+rqwuZTIZGo0GpVJJOp4lEIlRVVTE+Pk5paSm7d+/m+PHjQvy8srKCTqfDaDQKobVMJqO9vZ3JyUlmZmYoLCxkZWWFjo4OFhcXWVxcRKlUiiqAz+dDr9eL1pQkQl5cXKS8vBzFi27Qfr9fuP3abDZBYq4lL+tbRhKRkG67XW2SdDq9KZGRqkBKpVIQmaKiIioqKtBoNLe1TePxeESkx7XIZDKMjY1RU1ODXq/nxIkTvOtd78JkMokU+aWlJRH5cfr0aerr68Xft6mpif7+frRaLSdOnODq1av09/ej0+no7+/n5MmTlJWV4fP5WF5eFiGwsPad2tvby/nz55menhaVcrlcjslkwuFwUFtbmxclvx7xOiA609PTvOlNbwLWKrPhcBiZTMbHPvYx7rnnHj73uc/d9DFviJns2LGDZ599ltLSUo4fP84jjzzyssveeeSxGaSW1e7du4UbLayJZxcXFzeMksfjcQYGBoQuRwqlbGxsFJqezRAKhQAoLCykrq6OgYEBOjs7KS8vX8uOioSZCwcpSmVwuVyEw2H27dvH4OAgC4uLeDUFzDlclETCxGIxDh48KK74Ja8ZKQOrpqaGYDBIMplkdXUVs9nMlStXxDRVcXEx3d3dOdUIidANDAxQVVWF2WwWxObMmTPce++9RCIR4vE4IyMjWCwWbDYboVAIh8NBLBbD5XJRV1dHIBAQfjnt7e2iInG7yct6pNNp4vH4hvaSRGQkAqvVaiksLKSsrAytVvtr05tks1kcDsemTtCZTIbR0VGMRiMVFRVUVFQwPT3NCy+8wJEjR5ifn6e+vp62tjZOnDhBeXk5arWawsJC+vv7GRsbw+12s23bNtra2lhZWeGZixc4oVVgPXuChrJy2kjTXllJKBRidXVVOG2bTCZgTUPU3d3N1atXKS8vF+TeaDQyODiIyWRCqVTmRcmvM7weWlelpaWsrq4Cv5pw7e3tFS38W8ENEZ3R0VHC4TClpaV87nOf40Mf+lCe6OTxiuDSpUs0NDTgdrtpaWlBJpOJUXLJlVZCNpvl0qVLVFdXiwVidnaWsrIykeq9GdLpNOPj42SzWQ4ePIjT6aSgoIDJyUnKKiv5xvwIzw8+RzKbQS9X8mb7BH9y35spLS1lxOninT/8Cb4XIyZUMhn3lxRx6JqWiVwup6KigoWFBUKhEJlMhvLycq5cuUJ9fT3FxcUsLCzQ0dHBjh07kMlkwidH8nWxWq1oNBqi0SiDg4OUlZXhdDpJpVIMDw+j1+sJh8MUFxcLvUsymWTXrl04HA6OHj1KYWEh2WyW4eFh9uzZk+PR8nIgTYhdS2QkgbZcLhdEZr1O5tclfn4puN1uKisrN5xPJpNhZGSE6upqIWCXyWQcPnyYH/7whzidTgwGgwh5Tb7okdPX1yemtlpbWxkbG8PlcmEymZCVGnisUElkcc1s1R4JcRwIj2V5U8OaFcD8/DxFRUUUFxcLvVBZWRn19fVCsCxpjGpra5mfn6exsTEvSn694XVQ0bn77rt5+umn6e3t5V3vehcf+chHeO6553j66ae59957b+mYN0R0tm3bxsMPP8zBgwfJZrP87d/+7ZZfmJ/+9Kdv6UTyyGNpaQmfz0dtbS3pdFqU4yWn32vJ9cTEBKlUSmgslpaWSKVSL9nHnZycJJFI0Nvbi0ajEdWQ5uZm/uryCzwbdIt9g5kU/zvk5P6wn8MGA/84NiVIDkAym+WXK6vcMzbOthqzMOeTxLbpdFpMPTkcDhQKBSdOnCCdTqPVallZWWF0dBSZTIZSqRSL2dzcHMlkkvb2dlpaWnA6nSwtLdHR0UF1dbXwELp69Sq9vb0oFAqy2SzRaJREIkFxcbF4vWw2G1VVVTdFcrLZ7KZEJvXic5fJZDlERq/Xo9VqXxPt60xmrUrX19eXc3s6nWZ0dBSz2byhPapWqzl06BDHjh3joYce4urVq+j1eurr62lubmZycpL29naefvppDh48SGlpKc8//zzveMc7eNK7RCS7MVT0idAKb2TttVSpVHi9XsbHx+nv78/R6/h8PoaGhgQhLisrw+FwEI/H0Wg0eVHy6wivh4rO1772NWIvTq/+5V/+JSqVitOnT/OOd7yDT37yk7d0zBv6VvrOd77DZz7zGX7+858jk8l4/PHHN/1Ck8lkeaKTxy1Balnt27cvp6UQDAYJh8MbokW8Xi+zs7NCl7O6uorb7b6usBTWyJDT6aS/v18s/DKZjMbGRqwT45wMLW/6e9+xXkQv02Lz+zfclwWestmpJMvIyIjIopI0J16vl4KCAlpaWlheXiYej1NcXMyb3/xmstksbrdbTJFlMhmGh4cpLi5Go9HQ1dUFrLUsbDab0MvodDomJiZyqhJer5fi4mKR4g5rOpRMJpMzqgwbvWQkIiNVKCStkURkKioqBJF5tfnu3CycTqcY8ZeQTqcZGRmhtrZWeNVci/r6ekwmE48//jjl5eW0tLQwPj4uSO3Zs2epra1leHiYxsZG1Go1P/vZz7gY3vieAfClkkQVa6Li6elpYrEYq6urOXodmUxGX18fZ86cwW63C2d6KV29ra0tL0p+PeF1UNFZf5Ehl8v58z//85d9zBsiOu3t7WKiSi6X8+yzz25IFs0jj5eDixcv0tjYiMvlorm5WbRyZmZmNkxOJRIJLl26JHQ5iUSC6elpuru7r1u+l3x2enp6Nlyxy2QyKmpriGc2jzCZXnJx1Wrd8tj+UEjY91utVoxGI5oXjQKXFGkSqTDNL+pkJG2F5IcSj8dFa25ychKVSoXT6eSee+4B1kjJ5OQku3fvJhgMCg3Sk08+KUR7sCZChrUqgEwmY2VlhZmZGerr67Hb7Vt6yWi1WqGRUalUr3kicz2k02k8Hg89PT3E43FSqRTxeJyxsTGMRiOxWIyFhQVSqZSI61gfahqJRHA6neh0Os6cOSOqKtlsluXlZQwGA1VVVczPz3PgwAGefPJJKrQaNon2RCOToc1maWxsxO12MxTyYJMtI1ud5k3pIL/dtUsQzr6+Pi5dukRpaSklJSWi9RmJRCgsLMyLkl8vuEOJzrW2NdfDrTgm37QY+TOf+cxt6/PnkQes6SVWVlawWCzE43GhUZiamqKxsTGnepjNZrl48aLQ5UjTMa2trWLqaDNks1nOnj2LxWLBbDZvuo+xsAhLsQH76sqG++6qNFOnVqHXaAiu82uR8GBnBwaDgZKSEsLhMJFIhNnwCv+UnMNVkoD4HP88sMDBgJx3t/ZTV1fHuXPnMJvNIhZiZGQEjUZDPB7HYDAwNjYGrE1VyWQy7HY7crmcUCjEE088gVar5cmfPofduoxMnqWoBkrKigmFQmLhbWpqIp1OU1RUJMjXa5XIZLNZQTiuJSKpVGrT29Z7+cBa1UulUjExMSHeVwsLC5jNZnQ6nRBJKxQKMdWkUCiIxWJMTk5y5MgRQqEQTz/9NN3d3RQWFtLY2MjExAQPPvggMzMzVFdXU1y89ne4//77mX38F5xh45rzW+Y65m2zpOMJxmsK+K7dA3EgDseHnZwOOPjS/oeAtavcpqYmrly5woEDB1AqlTQ0NGCz2ejq6sJsNudFya8DyF7cbmb/1wI2s625FlKq+a3kad60GPnzn/98Xoycx21DOp3m/Pnz7N+/n4WFBdFykdKhrxUVT05Okkwm6e7uJpvNCvO7zQzf1uPq1avCeXYryGQyHtl+kI+c+AWZdcuSXqag1RNGUVvO/71nJ59/4XROttU2fRG/1dWB2+XCbDZTVFREe0cHH3/07/HyKz1PQpbhuZIM99eZuL+jg/r6etGmMBqNXLp0CY1GQ3V1NX19fWSzWXw+H6FQiOrqamKxGJFIRGhxLv5ihouP28QKqtIo+NBfvx2z2YzNZqOhoQGNRkM4HGZ1dZV0Op0zSr4ZpKTyW/l3/c/rv7SuJSibEZKXIigSJAJyLRGRfHXW33ftuaRSKaxWq4jfSCaTjIyMsHPnzuteJXq9XhYXF+nq6kKtVlNcXEx9fT3/cdXKWCJL/Ng59tSb+ePWNtrb27FarXR1dRGNRtfeq3oDv6tWczyTwB5coVCp5MHqOv6wdzsrPh9XZqf4dmpqw+P+ZN7K/+Xezi7jmtljU1MTXq+XoaEhtm3bRkFBASqVikAggF6vx2az5UXJdzru0IrOtbY1txu3JEb+u7/7u7wYOY/bggsXLtDS0oLb7aa5uRm5XE40GmVpaWnD6K/P52NmZkbochYXF1Gr1Vua30lYWFjA7XZz3333XfeqIZPJ0BBJ892jD/Ej+xjTHjfbKs10+GPII2uj0Uq7jZ+//z38YnwSh9dLa4GGI02NXLp4EaPRyJnJGYYW3EzIUzkkR0AGXzj3HO9o70Gj0VBZWcnJkydFNtXKygrhcBilUolcLsfpdNLa2operxcVmcXFRVJBJd/9ZW5CezKe5jv/z+P81Y8/QGtr65aVq62QzWYFKclkMqRSKWEWmEwmhRg5kUiI+6R/k8mkIDObkRRp5F4iHyqVShAVlUol/q/RaCgqKhJE5XrkSiaT3VR1amFhgdra2hyS09TUtCEvbf3rMT8/TzQapaenJ4dAXEjJ+cHir7LNxrx+Ljg9/PvvvVtMXbW2tnLs2DF27dpF5tw53tWxDVWJHnkyRWR1lVgksuYg3WgiM7mR6AD8ZPSiIDoymYxt27Zx4sQJFhcXqa2txWKxMDY2Rm9vb16U/DrAnSpGPnz48Ct6/LwYOY/fGFwuF4FAgKamJsLhMEVFRWQyGSYmJnLcfGFNl3Px4kX6+/uFgV4gEHjJ5O1AIMDAwAD333//S442T09PYzKZ6K2s5FBDK5lMhueffx5TWwM+n4+xsbE1QfH0FP9lWy+ZTAaPx7NmCljfwJ/94hhz4bVpgaw1DVsMf4WSCf75Jz+hw2BArVbjcDjECLPD4UCtVlNbW0sgEKC3tzdHSJxOp/H5fAyfmt302EF/mMEzU7zld+4R4943UkXZjJxIxGR9haSwsBC9Xr+hsiL9eyPVhGw2SyaTIZPJiMfe7F+JXF1vv+thPbGSXJBbWloIBALMzc1RX18vdEvXkqhsNsvMzAx6vT7HmRvAEwrz3XOXNzzeiGuJnw2P8a7tPZSXl3P8+HEOHjzI7Ows+/fv56mnnuLw4cPY5+ZEWv3S0hKhsq39nogmcnKv1Go1O3fu5OzZs5SWlqLT6dDr9SLKYnR0NE907mTcoRWda/HCCy/wzW9+k5mZGX74wx9SU1PDv/7rv9LY2MjBgwdv+nh5MXIevxGkUikuXLjAwYMHmZubE9Wb2dlZzGZzTqil5JcjhSrGYjHsdvum8Q7rEY/HOXXq1IaQzM2wuLiISqXKWSQWFxdpbGwkHA6TyWSor69ndXUVlUrF3NwchYWFxGIxysrK+PTTpwXJASAiX/uS2ez0kjIO7d9PU3ExAwMDVFRUoNPpGBwcRKPRoNPpeOaZZ5DL5TQ0NOB0OgXhWF5eprCwEJ/Pt+VzcTgcPPvss8JduKCgQBjzSdu1rZ9fZ7tjPYG6nq7q5WJ9dUoKQtVqtYyPj9PS0oJGoxGEaj2BisVizM3NUV5ejkwmY3h4OOe4l1zLJLcgWRdn59lfVcr4+LgIBS0uLubKlSuYzWZOnTrFgQMHhBato6ODgcGrlCo1+FO52i+NXEFfRsf09HSOXYDBYKClpYULFy5w9913U1dXx9DQEOXl5ahUqrwo+U7Ha5S83Ch+/OMf87u/+7u85z3vYWBgQGTYBQIBvvjFL/LLX/7ypo9506YXL3UVlUceN4ILFy7Q2tqKy+WisbERuVyO3+8nmUxuuCKdnp4mHo+zZ88eYfbX3t5+3QqNNK7e3Nz8kle4fr+fYDCYE/65tLRENBqltbVVCFfb2tqYmpoiGAxiMBgoKChgZGSEMlM1Z+yLOceUZWTIfQoy5dcI5+JyauSF4PFw4vJlIpGIyKyy2Ww0NTWh1+uFZqSwsBC1Wi2chkOhEMXFxTTvMPL8jzY+l6KSAn7nvz5Esb4ImUxGPB4XfjixWAyv1yvEfNeOkEs/3ymTV5I3kdRqq6ioYHR0lG3btm2pMQwEAszOznL48OFNyUI2myWlX4CzVzb9fVVybYKuq6uLkpISZmZmqKmpEe+deDzO0tISRUVF1NbWsrCwQDwc4eMVfXzdN4IrEQagTF3AR+t2cndNK1evXmVkZITt27eL93xzczPLy8sMDw/T19dHVVUVrhc1YnlR8p2LO7V1tR5f+MIX+MY3vsH73ve+nPzMAwcO8IUvfOGWjnlDROenP/0pDz74ICqVip/+9KfX3fetb33rLZ1IHq8fOJ1OQqEQLS0tBINB9Ho9iUQCu92+QZfj9/uZnJzk8OHDyGQyxsbGsFgs163QZLNZrl69ilqtvq74GCASiWwI/1xZWWFpaYnu7m4cDgcajYY9e/YwMjIiso5mZ2cpLi6moaGBkfHxTS+yVD4VmqyKVV2CrAxIyDHKdbxLtxbuWVBQwMGDBykuLsbhcHDkyBH8fj/xeJydO3dSVFTE6OgoTU1NaDQaZmZm2Lt3L+FwGNUOFW/9wAF+9v87haQvVqrl/P5n3sRKwI97ySXM/QChfykpKUGj0aDRaFCpVGQyGeGn4/P5crx0IDcFXCJDr7XJLbvdLto6bW1tW5Icp9OJz+ejq6tLtAij0ajwGZKE3DqNhla9jslgOOf3NQo57cos27ZtE148HR0dDA8P09bWRl1dHTKZjMuXL3P33Xdjt9vxeDxUV1dTXV3NTnMjl5bmyMpl/PbOgzjmF5DL5dTU1OByuTb469x1110899xzGI1GTCYTg4OD9PT0sLq6mhcl36l4HbSuxsfHufvuuzfcXlJSwsrKyi0d84aIzkMPPYTL5aKqqoqHHnpoy/1udfQrj9cPkskkFy9e5O6778Zms9Hb2yt8YlpaWnKqNMlkkgsXLogr8NnZWQwGg8h82gzSsUKhEHv27LnugpxKpZiYmMgJ/wyHw6Ittl4HJJPJ6Orqwmq1igV/cnKS8vJyupsaaS0fZ9K7suEx3lJZj4U4kbJSupubOdLcwqULF7h48SK7du1Cp9ORyWRYWlqir68PtVrNwMAAra2taDQa2tvbGR0dpbW1Fb/fTygUorKykvb2dlIPpXjTe+7m2f84h1qjxNJXTklZ0Yar+Ww2K/xipG11dVXETUhQKBRCDCwlkksRHFIshRS+KWF9+OZ6MvRqWWRjsRihUIhwOCxyvuBXzs/RaJRIJML09LSo+oyNjaHRaCgsLKSgoIDS0tKcHK75+Xn+oKuJny+vcmLaTjqbpaW8lDdW6jm0YztOpxOv1ysqde3t7YyPj9PT00MsFqOtrY1jx45RXV3N7t27sVqtqFQqEokE7QWlVFRUMDM5RUdHB1arFYvFQiAQwOVyUVpaKvQ6KpWKPXv2cPr0ae655x5qampYXFykoqKC5eXlvLzgDsTroaJjMpmYmpqioaEh5/aTJ0/ecqXyhojO+nZVvnWVx8vBhQsXaGtrEy0rhULB4uIiJSUlOZN81+pyPB4PiURiw5v/WiwsLODxeOju7r5uqGc2m2VsbExUS2BN0zM5OUlXVxfxeHxDpUehUNDd3c3Q0BAOh4PS0lIymQzj4+P84Z5+/vyJE8Qzv/pmaTYU06XMoFVq6SwqZrelgUgoxMrKCjt27MDj8TA0NCTCHDOZDIuLixw8eJDx8XG6u7spKCigqamJJ598kurqarq7u9FqteLcs9kse97YRmdnJ6lUiqeeeorm5uacqoUUMaBSqa7rgSW1x6QtEAgQj8dJJBKimiFFP2g0GtRqtSCImUyGcDiM1+vNqX5I5OlaMvTryLzKZtecqgOBAI2NjSLsVPoOk6paTqcTi8VCXV3dSxK0SCSC1Wpl786dvLmigkA0htPjIRlYobOzk8nJSaqqqlAoFAwPD1NdXU1VVRUWi0W0XCcnJ0VVzOVy0dLSwuTkJIcOHeLKlSssLS1RXV3N/Pw87e3tjIyMsG3bNk6dOsXk5OQGvU5bWxvnzp3j0KFDYkpvamoqT3TuRLwOKjof/OAH+chHPsK3vvUtZDIZDoeDM2fO8Mgjj/CpT33qlo756g+myeOOgcPhEFfWPp+PkpISQqEQfr9/Q3TDzMwM0WiU3bt3EwqFcLlcLxnv4PF4cLvdVFVViUDGrTA9PU1VVZXQwqRSKcbGxmhra0Mul2+o9EhQKBT09PSQTCaZn5+npqaGMbeb5fAM//vhd/LPv3gaTzhKV1UZ//3tb+aJX/6SVCrF8vIysViMM2fO0N3dTU1NDYODg7jdbmw2G/fff78wSNTpdDQ3NzM2NkZzczPT09MUFRWJSovH40GtVqPRaBgdHRVkTKVS0d3dzcWLFzl06NBNt5ekqarreWRJYZ7SJmVrSXEX8Cvtj0ajQalUirH1cDgsqkLrdULr9UHSdqNRE9lslmQyKSozUqspk8mwurrK7OysCDOVRNnrq3eTk5P09fXdkAlqNpvlzJkztLe3C0uDZDhEKhigq6sLhUIhKnCSF9LCwgJDQ0M0NTVRWFjI8ePH6e3tpaysjEuXLlFcXIzZbCYUChGLxeju7ub48eNYLBaRbN7Y2Mjc3Bw7duzg3LlzWK1WduzYkaPXWVpaEm1dSVifFyXfeXg9VHT+/M//nEwmw7333kskEuHuu+9Go9HwyCOP8Md//Me3dExZ9qUcxNYhk8nwne98h8cee4zZ2VmREfTOd76T3/3d331N9e1vFMFgkJKSEmHKlcetIZlM8sQTT3DkyBGmp6eFFmdoaEgYsUlYWVnhzJkz3H333ajVamHAtn6faxEIBLDZbMBakvT1rsylQMTGxkbgV4nVdXV16PV6rFYr9fX11/17J5NJfnHsGH8/Nsrci4u2VibjQUMp/7mnh3Q6jVwuZ2lpCZlMhtPppKysjJ6eHlpbW4G1hfOZZ54hmUyi0+koLy+np6dH3DcxMYHNZsNsNtPY2EgsFsPlcpFOp+np6WFkZISWlpYcYpLNZjl27Bjt7e3U1NRc92/ySkFqda0nRNK2vrUtVZmk7w1p7Fwah5egVquFnYU0SbXeVFClUok2k7TFYjGOHz/Ovn37Ns2uWl5exuFw0NHRcd331XpcuXKFRCLB7t27gTVHb6/XS0dHR877LZPJYLVaqaurw2AwEI/HsVqteDweqqqqqKuro7S0lNOnTzMxMSFas+FwmJ07d+L1ejl37hwPPPAAVquVlpYWfD6fMIqcnp6msbExRzyfTCZ55pln2LVrl0hmD4VCeVHyawA3ssZI+/Q9/EUU6utPkK5HOhFj8Nt/8ZpcvxKJBFNTU4RCIbq6uigqKrpl8n7DFZ1sNstb3/pWfvnLX9Lf3y+0FaOjo/ze7/0ejz32GD/5yU9u+gTyeH3g/PnzdHR04HK5sFgsKBQKJiYmqK+vz1lopLFzKcdK+qK/3mIUiUSYnZ0FEBWZrbCyssLKyorw35E0PUajkZKSEqampqisrHzJLwWFQsG3FxcEyQGIZbP8H7+PN6jVjLvnORtZYdnvZ1dJBYbAChUVFTnmdJlMhoqKCpGfVFJSgsfjoaSkRLQo2tramJubE1WH8fFxDAaDiBq4tvoimcpdvHiRqqqqV3R8eyusr+hsBakSs54EhcNhQqEQkUhE6Iey2SxyuVwku0sGg9JYvIRrvXcmJyexWCwbSE42m8Vut5NIJDaYAF4Pi4uLuFwu7r//fmBNuLxev7Uecrlc6LnkcjnhcBiNRsNdd93F/Pw8IyMj7Nixg927d+PxeBgdHeXAgQP4fD58Ph/l5eVUVVVhtVpFhai7u5upqSlMJhNer5eFhYUNep29e/dy+vRp9u/fj9PpXDMjzIuS83iNQq1Wi1DjeDzOl7/8Zf7mb/5GZPrdDG6Y6HznO9/hxIkTPPvssxw9ejTnvueee46HHnqI733ve7zvfe+76ZPI487G4uIi0WiUiooKlpaWKC0txePxoFAocsI1JV1OZWUlZrNZEJDrtRUSiQQTExNCt3C9tks0Gt3gv2O329HpdFRWVuJwOFAoFBuSvq9FPB7nmfPnGdpiAuALl04yn/7VRM6Ed566QhlfMBhYWloik8lgNpuFU6/L5RKL/vT0NJFIhF27dlFcXCxSqZ1OJzKZjPr6epaXlwmFQltOlJWVlVFeXs7o6Ch9fX3XfS6/bqRSqQ1tJql6o1QqKSsro6amhsLCQrRabc6I/PpNElFLouJEIkEwGBRVL+l4Q0NDIr9K0uOUlZUJF+4bQTAY5OrVqxw+fBi5XM7CwgLRaHSDqeV6KBQKOjo6OHbsGHV1dXR1dSGTySgrK2N2dpZjx45x8OBB3vCGN/D973+f4eFhCozl/GL0Mm/Ytov+/n6OHz+O0WiksbGRyclJ2traGB4epqenhzNnzjA2Npaj1yktLaWtrY3BwUGMRiMFBQV5UfKdhjtYoxOPx/nsZz/L008/jVqt5k//9E956KGH+Pa3v81f/uVfolAo+NjHPnZLx77h1tX999/PPffcs2Vk+he/+EWOHz/Ok08+eUsn8mpFvnX18nBty6rnxbaOZFu/frGx2WzCw8TtdhOLxUR7aTOk02msVitVVVX4fL5Nr64lSDlH7e3tYjTd6XQSDodpaWlhZWUFh8Nx3WMAIj18OhjkLwavbrg/K8uSKdpcsP/7OiNtqCgpKaGgoIBIJIJerxehm0NDQ6jVakwmE+l0mtLSUvx+P2azmbm5ORKJBBaLRWh0pHaXTCYTmU7Sz4lEgqtXr9Ld3U1JSUnOfbf6841CIjPrN2lkXdIBrW8zvdyqkySi9nq92Gw2SktL8Xq9VFRUiFZXNBrF7XZTXl5OQUGBCAhcHz1x7eSYUqkkHo9z5swZGhsbsVgszM3NkU6naWxsvO5rkkgkBEl1u90bxtq9Xi8XL16ksbGRrEzG//3C/2FMmyIDKGQy3t28jfeVteD3ro27S1NylZWVTE9PU1tby+nTp6msrGTnzp2iupXNZjl58iSlpaWkUikUCsUGy4Y8Xl24mdZV//tvvnV19buvjdbVn/3Zn/HNb36T++67j9OnT+PxeHj44Yc5e/Ysf/EXf8G73vWuWx5iuOGKzuDgIH/zN3+z5f0PPvgg//AP/3BLJ5HHnYtz587R2dnJ0tISdXV1KBQKMS69nuQEg0FGR0c5fPgwq6urws9kK0hTU1Jl5HouydK+jY2NguT4fD78fj+dnZ2bVno2g9vtFi7F92zbhmFslJV149kAWcXW1w2rpcXs79zB4OAgqVRKJJdXV1fjcDh4y1vewvj4ODqdDpPJxNWrV9m3bx86nS5HcLtv3z7R+lMqlZSWlgrBbyaTIZvNotVqqa2tZXp6mv7+fvE6XLvfjf587fWQ5L8jVaISiYTQ38jlcjGerlKpxHSTRJyk/VdXV1+SXN0oCQuHw7hcLrZv387U1BR33XWXqAgFg0HsdjtHjhzZtEIkEbP1/kHS83e73SK9/Ny5c2i1WpqamkgkEmL8/loEg0FmZmZobW1Fp9NRVlbG6Ohoznh7eXk527Ztw+12879cY4xof6VJSmez/O+py1T3FrNfrROuzna7nWg0islkEgL+kZGRDf46+/bt48knn6S2tlYIxvOi5DsEd3BF54c//CHf+973eOtb3yqMMFOpFFevXn3Z+t8bJjo+n++6JX2j0Yjf739ZJ5PHnYWFhQXi8ThVVVU4HA7Ky8ux2+1UVFTkXN2mUinOnTtHf38/CoWCycnJlyQuU1NTlJeX4/F4aGxs3DR7TcLMzEyO7mZ1dVWQI8lpuaOjY8urBSn3SGqx1NbW4pif54/6+vjrS5fIrCMBZnUBi0Q2P5FQhGAwSFlZGVevXsXhcFBZWYlWqxXVLZ1Ox6VLl8TrZLPZKC4upqqqCo/HQywWExNXfX19jIyMoNfrN/UWMhgMnD59mmg0ekuiVCkOYX2bSWoZKZVKiouLKSgoEBWarRyVXw65Wv9/KX392ttXV1dxuVzU19czPT1NMBjE4XCQzWbxer0i/X1+fn7T5ymXy4WmaH2Q6eLiIolEAoPBwMWLF8V+09PTgmBJURrSRJdEnhobG/H7/QQCAeRyOeXl5SLAVhotlzRMzwYWNj2vH88O82D3/Wg0GsbHx+nq6hIC9GAwiE6no6qqCrvdLiwKpL/N/v37OXnyJGVlZTgcDpqbm2/675/Hqw+ybBbZjc8P3dS+v2ksLCxw1113AdDTsxZ6/LGPfey2DDndMNFJp9PXXUwUCkXOpEQer28kk0kuX77M0aNHmZqaoru7m0AgQCQSob6+XuyXzWZF3pPJZGJ4eJj29vbrvtfm5+fFIlFQUEBJScmW+0raFomkx2Ixpqen6e7uFk7LTU1NWzotJ5NJxsfHKSsrY3l5WehlysrKOFxUxL7f6eBR6zC+SJS9dXV0yGT84cDzOJOxnOOos7C7oERcmScSCSYnJwkEAszPzwsTPq1Wi8lk4uLFizQ3N2M2mzl37hwNDQ2YTCb0ej1jY2N0d3ejVCrp7OzEarWiVCo3aJkUCoXwaDGZTJvqlzKZzIY2k3QucrlcZGRJ6elbVTGuh/UVmNuNlZUVgsEgR48eRS6XMzQ0xP79+1EoFExNTVFTU4PFYrmpc85ms+JvXlxcTCgUoqSkBKPRSCaTEYLn9VsoFGJ+fp5sNotOp2NycpJsNpuT6aVUKrl06RINDQ2CGJaUlBBMxjc9D38sQl1dHWNjY5hMJmw2mxAnd3V1MTY2Rnt7O+fPnxeEd71ep729nYmJCTKZjIhZyeM1jju4opNOp3OGTjb7TrtV3NTU1e/93u9tOUmx3i01jzzOnj1LV1cXHo+HmpoaZDIZNpttQ6XGbrcTCoW4++67xRTW9crsS0tLxGIxampqmJmZEePYmyEQCOS0wJLJJGNjY3R0dKBSqZienr7uhJXks9LY2Mj8/DwlJSX4fD4qKioIh8O0trYik8n4bNU9wNqiOz09zV829fFd/wIXlhwA1Gl1vFVRjCqR5OzZs7jdbvR6Pe9+97sZGxsjEAiQSqXo7+8nHo/jcrmorKxkYWGB0dFRamtrsVqt9Pb2UlBQsObd8yLZUSgUguysb41IMJlMwsulublZVGikz6tMJhNamaKiIiorK18zEQ9+v5+FhQXhYeP1eikuLiabzWK1WjGZTLeU5D07O4tarWZ1dZVgMEhFRYUgyhJpWU8a4/E44+PjHD58WPjrrHeill7zUChEKpViZGREmE0qFAq61CUMJlY2nEeP1oBCoUCn0wmi5PV6aWpqEuLk8fFxdu7cycmTJxkcHGTXrl2iMtnW1obD4eCFOTvfXnIRzmTYX1fP723bTslLhNzm8erEneyjcy3HiMVi/MEf/AE6nS5nv8cee+ymj33DROf973//S+6Tn7jKA2Bubo5kMklVVRXz8/M0NDQIjcz6Ss3q6iojIyMcPnwYh8NBcXHxpp4nElZWVvB4PCI/6HpTL7FYjNnZWVG5yWQywoBPq9VuqPRcC8lnpbOzk+npaTQaDaFQiIqKCgKBQM5jZ7NZFhYWCIVC9Pf3U+/30xu2oCgtYXh0FHlglVAoRH19PYODg2LKS61W093dzeTkJJFIhBMnTnDgwAFCoRCHDh1idHRUuPn+1m/9FmNjY0xNTVFYWMjKygpPP/00DQ0NFBUVUV1dzZUrV2hsbBSak1gsJs5vaWkJrVZLXV0dFRUVrxkysxV8Ph8Oh0OQHOlvYLFYRHvnVq4GHQ4HmUyGUChEOp2mpqZGkJfNcK0eR4KUDH/tlzSsve+l6kw6nSYyqOFTs+cIZX6lEdJl5RyIafnhD38oMn4aGhoIBALU19ejVCqZn5+nrq4Op9NJf38/V65cES0uCTPFRfzP5SXx/wuORX4+Mc6P3/2f0V9n/D+PVynu4IrOtRzjve9972079g0TnW9/+9u37UHzuHORSCS4cuUK9913H5OTk3R2duJ2uze0mNLpNGfPnqWvr49YLEY0Gr1uAOf6DKrZ2VnMZvOW7aZUKiXs9iVn3vHxccxmM8XFxaysrGwpds5ms8zNzQmX2qmpKZEVVVlZyfLycs5klpSXVVJSQkdHBzKZTIzRN1ZVcWD7Dj7340cZ8S/Tmk3QXail5cVYgKmpKUpKSmhqamJ2dhaFQsHjjz+OxWIhHo+jUCiE9mNxcZGdO3cyOTlJNBqloaGBubk55ubmKCwsFNWD48ePU1NTQ2lpKWVlZRQVFaHT6ZiYmCAUCgl35dcyvF4vLpeLrq4u0Y5ZXl5GJpMxPz9Pd3f3LU1yeb1eAoGAIJKSg/FWkEJAe3p6rttqvRbFxcVYLBbGxsZQKBTsaWjjmf4dfGvwFOM+NztqG2kPQkWBDoVCgcViYX5+Xmi4pLHy5eVlVCoVqVQKpVJJOp3m/PnzrK6uUl9fj0Kr5avnz254/Gm/jx8MD/HBu3be9GuUx28Wd3JF55XkGPkIiDxuK86ePUtPTw8ejweTyUQqlcLj8eS0mCRdTnl5OaWlpWLsfKsKg6Rn6erqIhAIkE6nt2xJSKSmoaFBEKGZmRkMBgPl5eXXnbCShMklJSW0trZis9mIRCJijNvlcuWQnFAoxNTUFE1NTTntL5lMRnNzMxetVv5yZAD7agBkMLq0yBMyGd87sJ+VlTUDQblczuzsrAhiLCwsxOl0Mjs7i16vp6ysTLTE5ubmaGpqQi6Xs7i4SE9PDw6Hg7KyMuGVEgwGmZ2dxWKxEIvFWFlZYXFxkVgshsPhIBQK0dnZSWFhITqd7qYW6FcDPB4PS0tLdHZ2CpKTyWS4evUqtbW1L2kYuRVWV1dZXFykvr6eU6dOceDAgS3DYzOZDFNTU8LQ7FYqYzqdjmg0CiAI25/veQC73Y5SqaSksWTNW6eggIWFBTo6OhgdHaW3t5fm5mYmJyc5fPgwo6OjNDY2Mj09jV6v58qVK0xPT6+10wIrrF4zFSjhomMxT3Rei7iDKzqvJF5b33J5vKoheYwYjUZmZ2epra3dtMU0NzdHMBjkwIEDjI2N5VyZX4t0Os3o6Kio9szPz19Xl2Oz2SgvLxfVo8XFReRyOdXV1aLSs9mEVSwWY3x8HIvFgsFgwG63s7y8TEVFBaWlpaJNIpfLyWazuFwuvF7vltUDtVrND2Yn10jOOiSyWT5/8hiPPfR/MT4+TjKZpLi4mJGREVZWVkQcRCgUQqlU0t3dTW9vL7Ozs4TDYdLpNH19faysrGCz2ejo6BAhkSUlJej1empra5mbm6OzszOn7WJ40bAwHA6LqSJpJLygoACdTodOp6OwsPBVSYCWlpZERU16v0gTexUVFTmRCDcDSaDe0tLC8ePH2bVr15YkR9LjmM3m67a0rod4PC7e95JuTCLQ9fX1jI2NUVhYiNlsxufzsbq6SiAQENXI0tJS6urqmJ6eFuLkjo4OxsbGuOeeezh58iQKhYIHDh7if8xMbbrWVeluj8gzj18v7uSKziuJvAw/j9uCeDzOlStX2Lt3r1g0NmsxhUIhhoeH2bNnD1NTUzQ3N2/ZSpH8bywWCwUFBUxMTNDS0rLlGLjL5SKbzYoxW4/Hw+rqKg0NDaLSs95LR8LKyopodRkMBhYXF5mbm8NkMlFRUcHi4qJYXKWqTzwe35LkhEIhhoaGGI2FNj3PEd8ypwYuUVpaKowDjxw5Qm1tLRUVFcRiMRoaGqivr8fj8Qidk1qtFs/DYDDQ0tLC6OgodXV1zM7OigqB5IwsTf5IsFgsQmRbW1tLV1cXvb299PT0YDabUSqV+P1+JiYmGBoaYmhoiKmpKZxOJ8Fg8Dc6VSnlSq0nOdFolOHhYeRy+S07QEvkt7GxkQsXLtDe3r6lk3AgEGB0dJSWlpZbJjmRSET4SOn1esrLy6moqGB8fFyYGEqxHxUVFSgUCoqKirBarWJEPpvNUlZWRmFhIUtLSzQ1NYnP0vz8PDt37lx77zsc3Nu0caxcKZfzO72vLsfsPG4Q2VvY8shXdPK4PTh79iy9vb1iBFuqPqxvMaXTac6cOUN/f78IHlyf/bQeUgZVZWUlBoOB+fl5SktLNxV3wlrLZnl5WSScBwIB3G63aC1MT0/nVHqkx3A4HAQCAXp6elAoFLhcLsbHx2lra0Ov1wtBs0KhIBKJMDk5SX19/aai6Ww2y/z8PKurq3R2dlJuG2UqsLJhP7Vcgam8glQqRVdXFz6fj3PnzmEymVAoFMTjcQKBADU1NUQiEdRqNcPDw4I8yuVyQcykMWOj0cj4+LggX0ajkWQyyezsrHCXVigUmM1mlpeXsdvtwltHJpNtGp8hhUiGw2F8Ph8LCwuk02kxqSW1v17pCpDL5WJlZUVooGBt4mpubk6Mfd9KuyqTyYik8fHxcfR6/ZZ+Mw6HA7/ff9N6nPUIBoPYbDY6OztzplerqqrIZDJMTk7S2toqUtDHx8dpaWkRbTIp/8zv91NWViZGz6XWqvTZi0ajtLa2Mj09zZ9u34FaLueJ6Sky2SzVhToeKq+g8xam0fJ4dSBfpbl55Cs6ebxs2O12MpkMRqORQCBAWVkZc3NzGxaNy5cvU15ejlKpvO7EE6y1qAoKCqiqqhJjvmazedN9Y7EYMzMzYiGUQj6lVGkp+0iq9MDaIjcxMUEqlaKzsxOFQoHH42FwcJCuri4MBgM2m01M9Xg8Hqampujo6NiU5EQiERHhICWtv7Ntc2fnI0Yz3e3tFBYWYrVa0ev1qFQqxsfHicVi3HfffWzbto3R0VHi8Tg+n4+Wlhahw4jFYsIZWaVS0d3djc/no7i4mNHRUZHqXVtbC6wZcUmQvGBCoRDhcHjT85MgEaDKykoaGhpEBairqwuTyYRSqcTn84kK0PDwMNPT07hcLoLBYE5S+a1CCs+U2p/SdJUkRg4EAjl/1xuFlA5fWlrK4uIiSqVyU72N9D5JJBJ0dXXdMsnxer3Y7Xa6u7s3tegwmUzodDpmZmaEs7XFYsFut2M0GsUEo1arZWFhIaf6Mz8/j8FgEJEPyWQSo9GIwWBgymrls3v28eh9D/Dc+x/mhQ/8Vw5WmxkdHb2l55HHbxjZ7M1veeSJTh4vD/F4XEQVTE9P09zczNTU1IYW0/z8PCsrKzQ2NrK8vHzdDCu32008Hqe2tpZ0Os309DRtbW2bij6lVpI0YSWFfHZ0dKBUKgkEAsJ7REIikWB4eJjy8nJhJidlD23bto3i4mKmp6eFJmdqaopgMCjcOtdDWnilczSZTMhkMmKxGK2JDB/s2Y563etwpNbCmwr0LC0tYTKZqK+v5/Tp0yJvSXoOZrOZXbt2EY1G8fl8WK1Wurq6RCsqEAigUqmYnJxELpfnpLGPjY2J/RoaGohEIrjdbmCNvEjp8dPT0xuiHW4E0vTPVgRILpfj8/kYGxt7WQRocXGR1dVV8beXSEc6naajowOXy0V1dfUtiYGlKTev10tpaSlVVVUbPIji8TjDw8OUlZXR0NBwy+P4LpcLt9stTB63Qk1NDSqVCrvdDqxpqgwGA7FYjEQiQX9/PwMDA2g0GuFCv776Y7FYxGuyuLhIf3+/0DDVVVbSYChFLpOxe/dupqenCQQCW55LHq9OSBqdm9nyuIlQz9cr8qGe18fzzz9PQ0OD0KpIbyepmgBro+HHjx9n3759YuJpqy98aUpIurqWXGE3E4dms1lGR0cxm80YDAbS6bRo8eh0OmKxGGNjYzmPt7q6yvT0dI7vid/v59SpU+zduxedTie8SCQ9THV19aZTXrFYjMnJScrKyjCbzWIhlB6jo6MDrVaLLxrh9OQEZSoV+zq6GBwcpKCgAI1GQ21tLRcvXhTC4p6eHsbGxqiqqhKxDy6Xi3g8jt/v5+677yaVSjE2NkY4HKa+vp5EIiHMCx0OB7Ozs1RVVdHS0pLzOplMJjEuPTo6KozvtqqU3S5I7svhcJhwOEwkEiGTyYgW2HoRtESOFxYWiMViNDc3I5PJREimJAKW/tZ9fX03TUCcTifLy8vCMXizKbxAIIDNZtsQxnkzkFqZ8XiclpaWGz5Pm82GQqEQDuITExMUFxfjdrtRqVR4vV70ej39/f3imNLnRtJtNTc3MzMzg9ls5mc/+xk7d+7M0TH5fD7OnDnDgw8+mHdM/g3jZkI9d77jCyhVN272mErGuPjjT77u16/8OzyPW4bNZgPWyu7Sl6+kLZEg6XK6u7uZm5ujra1tS5ITDoeZm5sTLSi3241Go9lyAmZ2dlZc9a4XLut0ug2VHlirFEntA4nkrKyscPLkSfbv309RURHj4+N0dnYSCoUYGxujpaVlA8nJZrM4nU4hjpacnwGRoN3d3S1Ez2UFhbypt5/iVEb44zQ3NyOXyzl37hyhUIjm5mYKCgoEyQsEAiLvymg0UlRURGtrK8888wyBQIBt27ZRVVXF6OgoSqVS+P2YzWY6OjqYnZ1lbm4OWKvidHR0sLi4SDAYBKCxsZFoNIrH43nFXc2lClBVVRWNjY1ikmx9BWh5eVlUgI4fP87s7KyYPltZWWFkZITm5mYhAl5YWMh53W8UktYok8nQ1dWF3W7fQEIcDofIQns5JEeqmN0MyYG1Kpw0FQfQ0tKCx+OhsrJSREr4fD58Pp/4HYPBQGlpKU6nk+bmZux2OzU1NXi9XjGhJbVwAaHxuXTp0i09vzx+M5Blbn7LI0908rhFxGIxhoaG2Lt3L1NTU8LLQ6osSLhy5QolJSVEo1Hq6uq2XDji8bhIYVYoFESjUdxuNw0NDZvuv7S0RDqdxmw2bxAuXzutJS06oVAoZ1IqEAhw4sQJDh48KIzY2tvbcTqdwvvn2vONx+NYrVZSqZSIZJDgdDpZWlqip6dnwzSW5K0zPT1NGBlPjY2TKCjA7/eztLREb2+vIIGSi7RcLmdiYkKMuMfjcfbs2cP4+DjDw8NYLBa2bduG1WolkUiIhbWsrIw9e/YwPDwsFkupvWWz2QiHw2i1WuFEPTMzc9N//9uBzQiQNB6/PuD17Nk10zubzcbMzIzQ6GxFgLeCRF41Gg09PT0sLS2JyTe4fXocyYVbp9PddM4W/Oq9IiWyy+VyOjo68Hg8Qtum0+m4fPlyTuvRbDaTSCSIx+NUVFQQDAZJJpOUlZVhNBq5dOkSkcivAmd7enrw+Xw5BCiPVzl+DVNXX//614UP2Z49ezh//vwN/d73v/99ZDIZDz300M0/6CuMPNHJ45YgTU/5/X5KSkpwOp3U19fnjIovLCzg9XqprKxEp9Nt6TIrtWLa2tpQq9ViAmUrXU4wGGRpaUmInSWRpjQWbLPZKCsrw2AwkEwmsVqtFBUViTYIrJGc48ePc+jQIXQ6HaOjozQ1NYm4h/b29hyNUTabxe12CxJSV1eXEwEhmQtKAujNoNFq+ZexCX73iaf4418+wQPf/h7/PDvH3oMHGRsbExleZrMZq9VKRUUFZWVlWK1WysvL0ev1+Hw+tm3bRjKZFIvy/v37WVxcxOPxiJHy4uJijh49yuXLlwXZkUJAJycnicVi1NXV4fP5RDvkN4lsNsvs7CzZbJampiaKiooIhULo9XoeeOABtm3bRldXF1VVVcJpe3x8XGiAZmZmcLvdrK6ubqoBisfjXL58GZ1OR09PD4lEAp/PJ6qPt0uPk0qlsFqtVFVVUV1dfcuvh0wmo7W1Fb/fj8fjQa1W09zcTDweJxQKodVqhYB9PVpaWkSc/qaONQAAiH9JREFUihRAmslkhE/P+fPnhVhdLpdz8OBBzp8/L1Lp83h145XW6PzgBz/g4x//OJ/5zGcYGBigv7+fBx54gKWlpev+3uzsLI888giHDh16Gc/ulUOe6ORx07DZbMjlckwmEx6PB41Gg0KhyCEykUiEq1ev0tnZSSwWy9HsrIdUfWloaBDVk9nZWUwm06YRD/F4PGfCShIu19XVAWvtqUwmQ3V1NeFwGKvVisViyZnwWllZEZWcoqIioV+ZmZmhoaFhwwKVSCQYHR0lGo3S29ubM+KeyWQYHx8XC9H1FsjvDlzm5zM2Muuuwq2RKP86sVbJmpiYIBgMYjAYRPK0UqnEYrEwPDxMaWkpRUVFLC8v09raCoBKpWJ+fl44Ai8sLDA8PEw2m6WgoID77ruPK1euiDaWWq2mvb2dsbEx8TpJuUm3Y0rqViARRZlMRkNDA+l0GqvVSmFhYU7bRy6Xo1arUavV9Pb25rTAJJLr8XhyRNAzMzMsLi5y4sQJiouL6e3tRSaTCcG8TCa7Lf44sPY+sVqt1NfXU15e/rJfF6nluLS0JAJLjUajiHvQ6/XYbLYckipVfyQbhPWtrD179uDz+RgeHhb763Q6ent7OX369Ms+3zx+DXiFp66+/OUv88EPfpCHH36Yrq4uvvGNb1BYWMi3vvWtLX8nnU7znve8h8997nM5Qx+vJuSJTh43BallJRn+1dbW4nQ6c6aoMpkMp0+fprW1FZ/Pt6GdJUEa8TUajcLfxu/3i0DQa5FOp0XlRzK3W15eFgtWMBjE4/HQ3NyM1+sVk1PrvXr8fr/Q5Oj1ekZGRigoKBCZRdcGQXo8HmHK19DQkFOtkZKoy8vLc3RJW+FHQ8Ob3v7Y8AgajUbomDweD1qtlp6eHlwulxivHhsbo6ioiIKCAjG55vF4aG9vJ5lcC4QsLy/H7/dz9uxZMpkMWq2Wo0ePMjo6KkaXCwoKhGi1vLycYDBIdXU1s7OzL/kcbjey2SwzMzOC0EUiEYaHh6mvr990bHxubo76+vqc95NcLqeoqAij0UhTU5MgQJIz9NWrV0VSuNVq5eTJk8RiMYLBIFNTU8zNzb0sPQ6smRdKYaLrvZpeLmQyGZ3///b+O76t8z77xy8MYhAbxAbBTYJbm5q2lci2bDfOaJo448lq2uz1JO23aX9J7KQjdZs0Tboy2iTt06RN8tRJngzLQ5Ita1qiKHEvcIAEsUHsjXN+fyjnDiEOkRS37vfrxZetwwPg4OAQ93U+4/o0NcHtdmN2dhZGoxGlpaXg8/lgGAYGgwFDQ0OIx39rTsmJ7v7+fuKSbbPZ4PF4sGfPHoyMjMDtdpP9q6uridcU5d4lm82is7MTDz74INnG5/Px4IMP4tKlS4s+7ktf+hIMBgPe//73b8RhrgpqGEhZERcvXsTu3bsRiUQgk8kwPT2N+vr6IgFw8+ZNKBQKJJNJ4lGzENxASq7YN5fLYXJyEm1tbfP25URRRUUFSktLEY/HyQBHrp17bGyMiIV0Oo3W1tai4woGg7hy5QoOHjwItVqN7u5uMAwDqVSK8vLyosUzl8vB4XCQ6MHt6SjOxr+qqmrZC1t8kfRAIpvFzZ4eCH7jE9PV1YWSkhIYDAYIBAK4XC6Mj4/DZrPh5s2bMBqNyOfzmJqagsVyyxOlpaUFRqMR169fJzOszpw5gyNHjqC0tBSHDh3CjRs3kMlkYLfbIZfLybiBiooKUvPEDf7cCLjaKYlEgvLycoRCIUxNTc0z1OPIZDJIp9PLPt98Pp+cr71794LH4yGVSmF4eBiVlZUYGhoikZGBgQHw+XxinMh1gS2nIykWi2FsbGzR475buPqq/v5+8Pl8VFdXo6+vD+l0GizLQiQSYXR0tOj1FQoFxGIx4vE4KU7XaDTI5/OoqKjAq6++ioceeoiIuyNHjuDUqVPEz4eyNVntCAiuCYFDLBbPu1YDgQAZ4TMXo9GIwcHBBZ///Pnz+Ld/+zfcuHFj+Qe1CVChQ1k2DocDQqEQJpMJAwMDUCqVMBgMRXfCXK2I2WxGZWXlol/8Ho8HuVyuqAV6qREPk5OTUCqVpCh3dHSUmPlxHVZ1dXUYGRmBSqWaV9/j9/tx/fp17Nu3D1qtFtevX0cul0NLS8u8hTMUCpEBmgu1ZCYSCVJDtNwoAMuy2GfQYyYam/e7vQY92ueIsra2NkxNTSGRSKCyshI2mw3BYBBTU1OorKyEy+VCSUkJcrkcZmdnIZfL8cILL8BqtUKr1WJsbAzZbBYKhQK/+MUvUFFRQQq1p6enSRRILBZDoVBgcnKSuCY7HI5VtWyvFJZlMTo6StrbuffLOVQvxOTkJCorK5f9/JcvX4ZYLCYih3vNqqoqTE5OFnVxAbcihslkEolEAj6fD8lkEizLEgHEiZ+5Aojr4mpubl7VxPTlIhAIiNiprq5GY2Mjbty4QRzIq6qqiJUCd/64SFcymSTGm/l8HtXV1QgGg7h8+TKOHz8OPp+PkpISdHR04JVXXsHDDz9MW863Kqsc6sml9jmefPJJPPXUU3d1KLFYDO9617vwne98565SvhsBFTqUZZFKpdDX14dHH32UdDhFIpGirqhkMokbN26gqqqKFM8uxOzsLEKhEDG5A24JJJVKtWA0we/3I5vNoqqqihQu2+32otlPJpMJDodjwfEMHo8H/f39aGtrg16vJwZ9+/fvLyqezufzGBsbA5/PR1tb24ILbjgcxuTkJHE/Xg7cY97X3oYuXwDTc+6u1BIJ3mA04NKlS2hqaoJWqyXDHTk35qamJiJWuPb3SCSCbDYLgUAAoVCIhoYGDA8Pw263o62tDf39/ZidnYVSqQTDMIhEIqioqIBQKEQsFsPAwACsViuEQiFJ4zidTshkMpw7d66o3op7De6/3M9i/76TSOJErVKpJKMrZDLZvOGvc0mlUsjn84uODLn9+a9evQoA6OjoINtnZmYgEokW9ccRCARQKBTzXmOuAPJ6vUilUmBZFrFYDJlMBo2NjeSzWE+BwBWTcymy5uZmXL9+HZlMBjMzM6ivryfDQoFbEbC2tjZSpxaPx6FSqTA9PY2Ojg6cPXsW3d3d2L17N4Bbd+46na5oG2VrsdqIztTUVNH38UI3oNxsNc5clMPr9S6YRnY4HJiYmMDjjz9OtnGF7kKhEENDQ4uOVNloqNChLIuLFy9iz549CIfDEIlEpI2aW5i4uhyLxQKxWLyoLf/tKSduWyQSIV/Qc4nFYvB4PGhpaSGziaqrq0lLMOdw6/F40NDQMM/d1uVykbZ3g8GA06dPw2AwzItahMNhTExMoKqqatG2Za/Xi0AgsGTUYS5c4TQ3XqCkpAS/KC/H//T2YcDnR6VGjbe2tUIjkWBoaAgDAwNQq9Wora2FRCKBXq+HWCxGb28vGhsbIZVK0draiqGhIWg0GkgkEvh8PkgkEgSDQTQ0NJBJ1s3NzcRjx+l0QiKRYGZmBmazGSKRiDympqYG1dXVcDqdcLvdqKmpgdvtRkNDA8RiMViWBcMwyOfz5KdQKCCfzyObzSKZTBZtW2zwJyeC+Hw+3G43VCoV8vk8Ll68iPLychKp4wTT7YJnudEcLvWXzWZx9OhRsj2VSsHhcECr1a54XtVCAmhqagolJSWwWCxIJpPweDxEAM2NAMlkMkil0jUTQCUlJUTs2O12NDU14dq1awgEAqipqYFOp8Po6CisViukUil4PB7sdjv6+vpIx53FYiFi59KlSzAajaQAf+/evTh16hQZMEvZYqy0wPg3+yqVyjsaBopEIuzbtw+nT58mLeIMw+D06dP42Mc+Nm//xsZG9PT0FG373Oc+h1gshq9//evzokibCRU6lDvCDRU0mUzo7e2FSCRCTU1N0WLR3d0NsViMkpKSRVX87Skn4NbdMrft9sUtk8nA4XAQUcS5FHN/sF6vF16vF0qlcp74YFmWLN7l5eUoKyvDCy+8gLq6OtKxxL3++Pg4CoXCogvgXIfbhY7zdhiGgcvlwuzsLGmV5lCIxXjvvr3zHtPc3AyPxwOXy0WKhMvLy6FUKtHY2EgmbCuVSmJ0l81mUV5ejsnJSeTzefD5fFK03NjYiMbGRvT392P37t0YHBxEoVCAVCpFoVDA7OwsbDYbJicnYTKZYLPZkE6n0d/fj71792J0dJScd86kbrX1J5xYyuVyxMlaKBRifHwc5eXl4PP5pEaIE01z/WHS6TRCoRAYhlkymsTn80l33LFjx8jnVCgU8Morr6CysnJRy4KVvJexsTEyeoHH481bQAqFAnGAvl0AcemvuxFAIpEITU1NRNQ2NDSgq6sLvb29eOCBB5BKpTA0NEQWmpKSEtTX1xMDzYGBARgMBiQSCTQ0NODSpUt45JFHSEru6NGjeOWVV/Doo48uS9BTNo7VRnSWy6c//Wm85z3vwf79+9HR0YG///u/RyKRwPve9z4AwLvf/W5YrVZ8+ctfJg0Tc+FuEm/fvtlQoUNZEq6b5NFHH4XD4YBCoUBJSUnRl7vb7cbMzAxMJtOi6YfbU04cDocDlZWV89JAXNt2Q0MDSkpKMD4+DoVCQe4yw+Ewuru7UV9fP8+UjVuMuAGjcrkc586dQ2tra9FdRjQaxdjYGGw226LtwFxdh1gsXpbDLVffYzabSSvzcjGZTJDL5RgdHUUul0N3dzcqKiqg1WrR0tJCppRzM6YCgQCmpqZQVVWF8fFx5HI50pLMneumpib09fVh165dmJycxPT0NGw2G1kM29vb4XK5kE6nUVdXh1AoRM51IBBYk7t6Ho8HHo+HsbExWK1WMAyDQCCAI0eOLCuy0t/fj5aWFohEoqLIESeKMpkMmXGWSCRIRxlwq6h8dHQUSqWS2ATcKfU2999zPz/OUFCpVC45NkMgECx4B53P50kKbK4AEggERTVAyxFAnNfT4OAgmpqa4Pf7MTw8jM4xB8YzabgmxvHWOVFVmUwGi8VCnKDHx8chlUqJRcSFCxdw4sQJ8Pl8qFQq1NXV4cqVKzhy5MgdPx/KBrLKGp3l8sQTT8Dv9+MLX/gCPB4Pdu/ejVOnTpECZafTuS3rt+isqztwr8+6evHFF0naxOv1ksgHtwCkUim8+OKLMBgMaG1tXbBjg2EY9Pf3o6Kiougc+v1+xGKxed4LXN2NwWCAVqvFzMwM0uk02S8Wi+Gll17CgQMH5qXIOJfkufUrLpcLDQ0NZHFiGAYTExPIZrOora1dtIiUa2fnxjAsBdf1JRaLUVlZuWpXXeDWgjg8PIzS0lKSIqqpqSHdNRKJhBgWcoXRFRUVmJqaQi6XI6mggYEBIhT7+vrQ0NBA2pRLSkpQKBQQCARw7NgxMgqipqYGzz//PPbu3QuPx7PiNM9CcClHvV6PWOxWMXZNTc2yRGAsFiOptMXg5l7F43Hs3buXpC8jkQiGhobA5/Oxb98+su/tYun21Nvcf899Dy6Xi4wcWU6t0mJpuNuZK4ASiQRSqRQAFAkgLgJ0+3Mlk0lSGP+B//4BLsQjZG2zSkvxncdejybLb60PJiYmIBKJyMDbdDoNi8WCl19+GdXV1dizZw+AW39HZ86cQX19PZm5RVkfVjLr6sjJL6141tXF575wz65fHFTo3IF7WeiMjo7C4/Hg0KFD6O7uBo/HQ3NzM0lhMAyDs2fPoqSkBM3NzQve/XOFp1qttmhmVDqdxtDQ0IKt29xdQ3l5OYLBIHw+HzEIDIfDeOWVV3D48OF5r8dFgfh8Pmm9zefzMJvNxOcmHo/D4XDAYrEsOKiTgxsiWVFRseSoAYZh4HQ6EY/HUVNTc1deLHNhWRYulwuRSIR4oahUKlit1qIIDJ/PRy6Xw9DQEPHQCYfDqK2thUajQX9/P+rr6yEUCkmqg3NKTqfTJLpw//33I5vNkqnqnZ2daGlpIa+zWjiRU1ZWhkAgAL1ef0fROJfe3l7U19cvmjbjnIjT6TQaGxtJB93MzAxCoRDy+Tzsdvu82q2VwEWCKisroVKpilJsS4klbttCLCeaxL12Op1GMpkkESChUFgkgAqFAr53+SK+Njjfp6lZqcb/PPFOYr45dxDuXFdso9GIc+fO4b777iM3BOl0Gs8//zwefvjhBc07KWvDioTOQ19cudB54cl7cv2aC01dURYkmUySlBVXk2C1WosWnJ6eHuTz+SUdZScnJyGTyYpEBSd+ODffuQQCAaRSKTQ0NCAajWJmZobUing8Hty8eRMHDx6c93pc9KW0tBRerxcikQhSqZSY+XE1O4lEAk1NTUt2TCWTSQwPDxdNOL8dlmURDAbJcMnVzDRaCh6PR2p0xsbGUFNTg1QqhZ6eHjLDq7+/H42NjSgpKUFLSwvGxsYgEolgNBrR39+P5uZmUpRcW1uLhoYG0rXFCSej0Yh0Oo2XX34Zu3btIjU/RqMR09PTKC0tRTQaXdWXZKFQIAXWHo8HtbW1y+qa4ohEIpBIJIuKHG68Bzc2QqVSkfEh3DBYbkL6auFSfHOvBU6MrBaWZRcVS+l0ekEBxcFNcudaxbmfF5wTC75WfzSMi903cf/efaQjzm63o7e3Fw0NDXA4HNDpdJidnUVLSwsuXryIxx57DKWlpZBIJNizZw/Onz+PEydOrLvlAGUZrHPqaqdChQ5lQS5evIj9+/cjHo8TE7m54sLj8WB8fHzJ0LbH4yEeH3PhFtLbF6B4PA63200iCdwUcM611ev1oqWlZZ5rcj6fx8DAADQaDXFalkqlEAgEsNlsSCQSGB0dhclkmueqezvRaBTj4+NLmr8lk0mMjY0R+/z1LNhUKpVoaWnB0NAQqdVxOp3IZDIwGo3o6+uD3W6HRCJBbW0tvF4v/H4/6urqcPPmTezatQvNzc3o7+9HTU0NampqSAvyxMQEeDwejhw5guvXr6OnpwdWqxVVVVVwOBxgGIYMW+W8aJZLoVBAf38/ZDIZsRJYSTEzJ0ztdvuCv89ms+jv74dEIoFcLoder0cmk8HQ0BCsVitKS0sxOjp6V0WR8Xgco6OjaGxsXNOIBo/HW1OxlM/nIQv5gGR8wX1NViv5zPl8PgQCQZEdweDgIJRKJUpKSlBWVoaXX34ZJ0+eBJ/Ph81mw9TUFKkFomwuPKywGHndjmR7sf2qiijrzvDwMCQSCYxGI7GFn9tJlU6nceXKFZhMJpJSup1QKIRQKDSv/iYcDiOdTs9LX2SzWbKocAaA3CLX19eHTCYDvV4/b2YWd1ev1Wpx8+ZN1NXVQaFQEC+aqakpjI+Po7GxEUajccnFOhAIwOl0oqWlZcFFuVAoYGxsDOPj46itrUV1dfWGdKVwERvOrbmqqgqVlZXweDxkICnnfGo0GlFZWYlgMIimpiZcv34dgUAAzc3NZASEzWYjw0mTySR8Ph86OjpQU1ODUChEhlKmUilIJBLE43FMTk4u+3i5WVVcWq21tXXFHVucEeJCkTeuO4yrlSkvLy+aV6XVaotmWa2G2dlZ4rS9FdM2nFjihN6jDY0L7tdYpkeztRxGo5EMfAUAqVSKiooKjI+Po66uDvF4HNFoFC0tLUilUrh+/Tp5joMHD8LhcCASiWzIe6MswTrPutqpbDuhs9IR8j/5yU/IHVlbWxt+/etfb9CRbk8SiQQGBwfJl1s+n0dDQwNZ0FmWxfnz51FaWordu3cvuNDH43FMT0/PE0G5XA4TExPzaj4YhsHg4CAZJcEtWAzDkInShUJhXtt6JpNBX18fNBoNOjs7cfDgQQgEAmSzWRiNRvT09EAgECwqXObicrmIILj9TptlWfh8PvT09EClUqGlpeWu0iGrgcfjkeGkPT094PF4aG1thUKhAMuy6O/vh9/vB3DL/r+5uRmzs7NE7Ph8PrS0tGBiYgJ8Pp8sfLW1tUgkEpiZmUFzczOsVis0Gg3GxsagUCgwMTEBg8GA/v5+JJPJOx5nPp9HT08PstkscaheaZcG186/kA9HKpUi3WfJZBI1NTWYmZnB9PQ0mVc1MzMDrVa76s/I5/ORlOl6uh2vJW9vbcd9FcU+Q6UCAX7fVgUA0Ov1kEqlmJqaIr/nhsSGQiGYzWYIBALMzMzgyJEjGBkZIfsKBAIcPnwYFy5cIIZwlM1hvaeX71S2ldBZ6Qj5ixcv4u1vfzve//73o6urC2984xvxxje+sWh6L+W3sCyLixcv4sCBA0gmk/D7/bDZbEU+MD09PYjH4+jo6Fh0ujjn5jt3geO6oWpra4uEBLedSzdw/h/c89TU1JBi5LnPl0qlMDAwAKlUip6eHhw/fhy5XA7xeBwSiQQOh4N0Wi11V8/NW8pms7Db7fMW5UQigd7eXqRSKbS3t6/JVOq7QaPRoKmpCaOjo/D5fDAajeS4bt68CYfDQeYftba2kjEbN27cIKMKnE4nSkpKoFKpMDY2htraWsTjcXg8HtjtdrAsi7a2NgiFQjAMg+npaZSVleHcuXNLLnT5fB43b95EOp1GbW3tvPlhyyUYDJJozVwSiQSGhoaIa3R9fT3psOMEaiqVQigUWrL9eyk4/6O5Xk/bAZFAgH9//Zvxvcd/Fx/Z14HP7DmA7x17DTSZLJlTxHklzf2+LC8vRzKZJD5JSqUSfr8fe/bswcWLF4m45XydOjs7N+X9UX4Du4ofyvbqujp48CAOHDiAf/zHfwRwKxJgs9nw8Y9/HJ/97Gfn7f/EE08gkUjgl7/8Jdl26NAh7N69G9/85jeX9Zr3UtfV0NAQgsEgDh48iKtXr6K0tLTIC8br9eKll17C0aNH56WQgN92wCzkUDwzM0MGCs6Fu2ssLy+Hw+GATCZDLpdDKpVCTU0Nie7M7WbiFjzgViqME2bcF7hGo4HVal2Wsd/Q0BDUajVxhp37XiYmJpDL5VBdXb3l0hcsyxKjw9raWvD5fMTjcVy9ehUikQiHDh0iC/XMzAz8fj9cLhfq6+tRU1NDJlvHYjGwLIuKigoMDw9DpVKhrKwMfX19aGxsRCQSwenTp1FWVoZsNgu9Xo+DBw8CAEKpFOQiEcRCIXK5HDo7O8GyLHbv3r3qaArLsuju7p5nAMkNzqypqYHD4UBtbS3Gx8dhtVqJ+GRZFr29vairq1vx63Pnk8fjoaqqakcU3s7MzJDz1tjYiOrqarAsi76+PthsNtKhxjAMenp6ivx1gFuiLxaL4dFHHyXT0l944QXs2rVrUedzyspZSdfVfcefhFC4gq6rfBqvvPTFe2L9WoptE9FZzQj5S5cuFe0PACdPnlxy5Hwmk0E0Gi36uRdIJBIYHh5GR0cHSVk1NTWRL/xMJoNz586hsbFxQZGz0HiGuc8dCoXmpSKCwSASiQTKy8sxPT0NPp+PcDgMPp+P+vp6jI6Oory8vEjkRKNR9PX1EX+Zffv2EXt/hmGWHUnI5XLo7e2FwWAoEjksy8Lj8aCvrw9lZWVoamraciIHuJXKqqmpgUajQU9PD9LpNORyOY4fP46ysjKcOnWKpLIsFguqqqpgMpkwOjqKgYEBNDU1weVyQSaTIZ/PE6+aSCSCYDBITAfLysrw2GOPkVb9oaEhfO/Myzj5nX/HoW98Cwe/8S38xQtnce78BQiFQhw4cOCu0no+nw9lZWVFIicSiZD5VGNjY2SuWV1dXVGEbbUpK64LUCwWo7q6ekeIHODW5y6TyVBbW4uBgQHMzMwQQ8mJiQni18Pn89HY2IiRkRHU1dWRGV4NDQ3IZrNkbhifz8exY8dw9epVZLPZzXxr9y7MKn4o20foLDVC3uPxLPgYj8ezov0B4Mtf/jJUKhX52UrzOtYLlmVx4cIF7N+/H8lkksyi4uoTWJbFSy+9BK1Wi7a2tgUfPzw8XDSegYMb8XC79X4ikSBGfn6/H5FIBNFoFCaTCeXl5ZiamoJCoSgaLjk7O4ubN2+ipKQEYrEYDQ0NSCaT6OrqgsViQXt7+7J8bNLpNPr6+lBdXV20UMZiMdIy39bWNm846FZEp9ORtvFAIEAWssOHD6Orqws3b95EJpMhtUVc23h3dzcaGxvh8XigVCoRjUYRCATQ0NCAcDiMSCRCImpKpRLV1dXo6OhAUFCCv77ahfHQLAAgkc3i3ztv4Je+IPbt23fXnURut7so7TQ7Owun04mmpiY4HA5IpVIEg0FSj8Ox2pQV1x3GRQF3GuXl5cTV+/r16/D7/RAKhbDb7RgaGkIulwMAIvI4AZnL5eD1enHkyBE4HA4SeZXJZGhpaVnyZpGyfvBYdsU/lG0kdDaKP/3TP0UkEiE/c4v3diqDg4NQKBQwGo24efMmbDZb0SLf3d2NWCyG++67b8HC0omJiaLxDHMZGxtDeXl5UfdMLpfDyMgIGhsbEY1GMTExQYzdNBoNcemdu/D4fD50dnbCZDJBKpXCbDYjFArh+vXrOHz48LLTDbFYjMyC4jxdcrkchoeH4XK5SMRqO9mcS6VStLW1kU4hlmWh1Wpx3333IZVK4ebNm6QuZ/fu3bDZbHC73ejs7ERdXR38fj+0Wi18Ph/C4TDsdjtmZ2eRTqdhNpsxPDyMqqoqBINBTMpVC6b9X5yaQfI3i+Zq8Xg8MBgM5NwHAgG4XC4icpLJJMRi8byCcW5Mx0q7rLiOPYvFMs+yYCfBTa2vr6/H5cuXEQ6HiR3B4OAgqbtSqVTQarXw+/1ksr3H40FHRwdeeeUVJBIJACCdlFxHJmUDoTU6q2LbfJuvdIQ8cGt20Er2B0AK8ub+7GQ4r5COjg6MjIyAx+MVdUV5vV709PTgwQcfXLDV1+12g2GYBe+GuQjD3KgJ12HF3TXevHmT1AJJpVJSFDt30ZqamsK1a9dIvZBMJoPT6YTT6cTDDz+87M+Im+PEtQyzLIuZmRn09/fDaDSisbFxSSPBrQyX7pPJZOjp6UEmk4FUKsX+/fshkUiQTCbR3d1NpsS3tLTA6/Xi+vXrqKioQDAYhFarxdTUFGKxGOx2O4LBIBiGgVwuh9vthlqthjMYWvD10/k8QsnUqo+fYZiiv02fzwefz0f8ftxuN2praxc0ZlxNyoqL6nHpv50Mj8dDdXU1+Hw+6urq8MorryAej0OhUMBisWB4eJi0nZvNZuTzebAsC5lMBrFYjHw+j6qqKrz44otEFB0+fBj9/f1E/FA2CNpeviq2jdCZO0Kegxshf/jw4QUfc/jw4aL9AeCFF15YdP97Da7LqqOjg5jg7du3j9xRZzIZvPjiizhy5MiCYxBCoRDC4fA8rxzusS6Xq+h33J0318r6yiuvwGKxoKWlhbSFc1463DH09/ejr68Px48fRyqVQjqdxvT0NAqFAh544IFlt/+63W4yu6mkpASRSATd3d0AgPb2dlKYud0xGo2kJmN2dhZCoZDMJlOpVAgEAhgcHITZbMahQ4fg9XrR3d0Ns9mMSCSCsrIyjI+PI5VKobGxEcFgECKRCLOzs3C5XNAUFo7aaMQi8FPJVbcfz8zMwGw2g8/nw+12E5PBsbExOBwOdHR0LNjxtpqUFWehYLfbizoKdzLcDQyfz0dNTQ1efvllpNNplJWVQaFQFPkk1dbWwuPxoKysDIVCAQzDEIF5+fJlALe+jw8cOIBXXnkF26ifZdtD28tXx7YROsCtEfLf+c538O///u8YGBjAhz/84Xkj5P/0T/+U7P/JT34Sp06dwle/+lUMDg7iqaeewrVr1/Cxj31ss97CloJzRDUYDLhy5QpaW1vJXTHLsnjuuedQVVW1oJCJxWJwuVwLTivnanY4XxwOl8sFsViM0tJSnD59Gi0tLaivrwePxyvy0ikpKQHLsrh8+TL8fj8eeugh+P1+TE5OgmVZSCQS7Nu3b1ntvyzLYmJiAslkEk1NTWSKutfrRXNz8x3bz7cjnGOz1+vF5OQkeDwe8bNhWRbl5eUYGhpCJpPBAw88AL/fj97eXqjVasTjcWg0GgwNDcHn84HH4+HatWvg8XiQSCT4g0MHoF7Ak+jTx48Bv+nemZycXFGxaqFQQDAYhMFgwPT0NOLxOKk7cjgceO1rX7vgKI7VpKzC4TBGR0fR3Ny84V5Imw13HXDjRV5++WVks1lYrVbk83lSu8jn82G32+FwOFBTU0NmoB08eBATExOYmJgAcCtiXlZWRm4YKJStyrYSOk888QS+8pWv4Atf+AJ2796NGzduzBsh73a7yf5HjhzBD3/4Q3z729/Grl278H//7//Fz372s7uyhd8pxGIxjI6O4sCBAxgYGIBMJisqvL527RoKhcKC0a90Og2HwzHP24bD6XRCp9MVFYuGQiHE43GoVCqcPXsW+/btI6/HCSOr1QqZTIZMJoMzZ85ALBbj/vvvh8PhwMDAAOrr68EwzLInajMMg+HhYQiFQlRXV2N6ehqDg4OwWq1kqvdORSAQwG63k8nl+XwelZWVUKvVmJycJPO+JicnceDAAUSjUQwPDyObzcLhcCAYDKKnpwdmsxmPPPIIRCLRrS4elsEX97fjre0tqC/Tokkhw7ff/Hq8bc8uWK1WtLe3Q6FQYHh4GENDQ4jHFx5LMBeXywWLxQKn00kmtff09GBmZgYnTpxY9HNaacoqEAgQY8HtmqK8W7hidaFQCJ1Oh3PnziGfz6O2thbBYBDhcBjArYhNXV0dRkdHUV9fD+DW53T48GGcP3+efK579+6Fy+VCMBjcrLd0b0FTV6tiW/nobAY70UeHZVk8//zz2L17N8RiMS5cuICHH36YLCjT09M4c+YMnnjiiXmOwpxXDjdf6XYikQhmZmaKXJGTySRGR0eh1+vR09OD1tbWolSD0+kEj8eDzWbD7Owsrly5grq6OlRXV6OrqwvRaBT79+/H2NgYmpubl7VIcZEbo9EIoVCIyclJmEymO46B2InEYjFyd65UKhGJRDAxMQG73Q6BQID+/n54PB74/X4oFApUVFRAJpOBx+MhmUyipaWFOFZrtVo4nU5SV3XlyhWUlZUtOOE8mUySSetmsxllZWXzzj13PcnlcgiFQjK/K5VKoaOjY9HPOpVKkVlWy/k8Z2ZmEI1GV+XUvBNhGAZ9fX1IJBLIZDK47777iA9RfX09uUnx+XyIRqPQaDSYmpqCQCBAJpOB0+nEG97wBggEAoTDYZw/fx6PPPLIXXXd3ausxEfn+MHPrdhH56Urf7Gj1q/VQP/i70G4dlq9Xo9Lly6ho6ODiJxUKoXTp0/j5MmT80QO55VTU1OzoMjJ5/Nk0Ce3+HAdTWKxGGNjY2hqaioSOdy0cqvVisnJSVy7dg2tra3Q6/W4fPky8vk8Dh48SB67HJHDjYYwGAzw+/2kHdlkMt1zIge4NRKitbUVU1NTmJ6ehkKhgMlkwrlz59DZ2QmVSoU9e/agsbERAoEAkUiEGAmKRCIMDAwAAJqamhAKhWC1WuFyuRAOh9HY2Ijx8XHSpjyX0tJS1NfXo6mpiXR/TU1NIZ/Pk32cTicKhQKZNt7f3w+GYbB3795FP+uVpKy41GUqlVrQ+fpehc/nk/SdQCDAlStXwOfz0dTURCJ7AEgXXC6Xg0ajAcuyKCsrIzdIAKBWq1FbW3vHcTyUNYBGdFYF/au/x4jFYhgfH8e+ffvQ3d0Ng8EAvV4P4JaQ+eUvf4ldu3bN8x9iWRZDQ0OwWCykLfv234+MjKC6uprc1TEMg/7+fuRyOeRyORiNxqL0WDwex8zMDKqrq9HX1wen04m2tjZkMhniktze3k5a0ZczGDKRSKCvrw9SqRRerxeVlZWoq6u75+80BQIB8Sc6deoUYrEYOjo6UFpaCrlcDoPBgH379qG1tRWhUAizs7Oka45lWQwODoLH46GpqQnhcBi1tbW4ePEi5HI5lEolxsbGFn1toVAIm82GXbt2QSKRYGBgACMjIwiHwxgZGSFRtunpadIGvZQf0nJTVtw1KRAIUFtbe0+K3KXg5sDJZDKk02lcv34dJSUlqK+vx+DgIAqFAgCguroagUCAjOWYnZ3F3r17MT09TVrMGxsbkUql7gk7jk2FtpevCip07iEYhsGFCxfQ0dGBcDiMmZkZ7Nmzh/yeG9a5a9eueY8dHx8n4wEWwuPxoLS0tKh7qb+/H5FIBEajEXw+v2goJ9dhVV5ejp6eHqRSKTKRWyQSQSAQoKGhAcPDw4umyW4nHA7jxo0bYBgGarUara2tCxax3iuwLItoNAqHw4Hu7m4Eg0G0tbXhyJEjiMfjpCMrGAxienoaAFBVVYUHH3wQuVyObBcKhUin0xgeHgaPx0NzczMxIbx+/TpUKhUKhQKp71gMHo8HvV6PtrY2GI1GvPDCC6TLKpvNQigUwmQyLdjhx7HcLqtCoYCBgYF7xvRztXDXgFqtxuzsLHp7e1FaWkoK1lmWJXU94+PjqKy8NTjU5XLh2LFjuHjxIqLRKHg8Ho4cOYKuri7iuExZe6hh4OqgQuceor+/H1qtFmVlZbh8+TKOHDlCQvmjo6OYmprCQw89tKBPCYBFF5dkMolAIFA0x6q/v59MzOZSHNzzch1WSqUSTqcTwK00RzweR01NDYLBIOrq6jAyMrLg3KyFcDqduHz5MoxGI/bs2QODwXBP3sGzLEtqcrq7uxEIBGAwGNDe3o6amhrI5XKo1Wo0NzdjfHwcPp8PDQ0NxMGaZVkolUrcf//9MBgMyOVyJJoTDocxPj5O0h4KhQJerxfpdJpMOl9Oe3mhUIDD4SBdOyKRCOPj40gkEksOTV1uyoozAuRqsihLU1JSgubmZmg0GszMzGB4eBharRYajQbj4+MAbgmihoYGMiwXAEkJnzp1CoVCAVKpFLt378aFCxdoy/l6QVNXq4IKnXsErgB13759uHbtGunAAW5FQi5evIhHH310Xl1EMBhEJBJBdXX1gs/LMAwRJFyao6+vDzMzMzh48CCmpqaKJplzKbBMJgOGYZDJZFAoFGAwGFBXV0emaY+OjqK2tvaOIx3y+TyuXLmCoaEh3Hfffairq9tWU6fXAk7cjI2Nobu7Gz6fr0jcKBSKecKAm26eSqUwPDyM8vJyqFQq0qHFWf1bLBbU1taiv78fqVQKMzMzmJqaAp/PR0tLCzQaDdxuN6anp2G1WolwXQxu5EIymYRQKERjYyOMRiOsVissFgt6e3vhcDiQTqfnPXY5KSuuPqu6urpofAhlacRiMVpaWqDVajE2Nobx8XEyA4670SktLSX1WVVVVcjn85BKpVAqlTh37hyAWy7MpaWlZGI6ZY1hsbI5V1TnAKBC556AYRhcunQJhw4dgs/nQyQSQUtLC4BbKaTnnnsO+/fvn7cwxGIxzMzMLOiVwzE2Ngar1QqxWIxCoYCbN2/C5/Ph6NGjpLZmbnvw6Ogo3G43KT7mxhJoNBpS6Dw+Pk6iD4vBsix8Ph9Onz6N0tJSnDhx4p5KU7Esi3g8XiRudDod2tvbUVtbu6C4uR3OMVev16O3txdyuRw2mw19fX3IZDKQy+WoqakBj8fDww8/DL/fD7fbjcHBQXg8HggEAhw8eBAMw8DlckEoFCKRSCCZTC74evl8Hr29veTYDxw4gGw2S2ZsmUwmtLe3Q6fTYWxsjKQ+WZZdVsoqkUhgYGAAdrt9wToyytJIJBIidgYGBuByuVBdXY1IJIJQ6JYjdllZGSQSCTKZDAwGA6LRKFpaWuDxeDA8PAwAZDBwJBLZzLezI6Gpq9VBhc49ADeJW6FQkNlQXPTl7NmzZEr3XNLpNOl0WqxTJRgMgmVZ6HQ6pNNp3Lx5E8lkEocOHSIRmbm1NcPDw3A4HLDb7WTO0p49eyAQCDAwMIDKykpMTEygsrJyyYUqkUigu7sb/f39aG9vR1tb2z3RTcMJhPHxcXR3d8Pj8RSJG6VSuap0nVarhd1ux+joKLLZLBoaGjAwMIBYLAaFQoHKykq43W48/vjj0Gq18Hg8uHDhAnw+H4RCIY4dO4ZCoYCuri5YrVY4HI55qYtsNouenh6wLItIJIKjR48ik8lgcnKyKK3JOTg3NzeTNGZ3dzeuXbtGRNdCRCKRe9YIcC0pLS0lNTvd3d3w+/2w2+3EyBG4FbXh2pXlcjlmZmZw7NgxXL58GZFIBEKhEIcOHcKFCxdIQTNljWCxwtTVZh/w1mDnrw73OJFIBJOTk9i7dy+uXr2Kuro6IiK6uroQi8XwwAMPFC0gXF2G3W5ftFspk8lgenoaNTU1iEQiJFTd0tKCiYmJou4shmHQ29tLRMyNGzfwwAMPoLKyEizLYmBgAOXl5ZienkZFRcWi4xjy+TwcDgccDgdyuRx27dpFwus7mUQigYmJCSJutFot2tvbUVdXt2pxczsSiQStra2IRCJkkObExAQCgQBUKhUqKiowMjKC+++/n3TGPfvss3A6nVCpVGhoaEAsFsPAwADkcjlx2QVuXSvd3d3I5/PQ6XTQ6XQQiUQYGRlBU1PToqlGiURCZlEpFAqMjo5iYmJinutyMBiE0+lES0vLPWsEuJZwztoKhQKdnZ2kxm50dBSZTAY8Hg92ux1OpxOVlZVk+OeePXvw7LPPolAoQKfTwWq1oqura7Pfzs6C1uisCip0djAMw+DixYs4dOgQJicnkc/nSSHh1NQUhoaG5jnPcoXCt0dj5sK17dbV1cHr9cLlckEqlaK8vJy0oXJFpel0Gjdu3IDP50NpaSl8Ph8ZxMm1LRuNRrjdblgslgU7bliWhdfrRW9vL6RSKRiGQVNT044exphMJjExMYGbN29iZmYGGo2GiBuVSrUuhdbc0EeVSoWhoSHU1tYSN2G1Wk06cdrb23HkyBGIxWK89NJL6OrqIu3bfD4fPp8PHo8H2WwW6XQanZ2dYBgGLS0tiMVisNlsxOn6TsIklUohEolg165dZCbZyMgIBgcHEYvF4Ha7SdH7vW4hsJYoFAq0tbWhtLQUV69eRTqdRkNDA2k755y3R0dHYbfbSeSmrKwMZ86cAXBrhlwwGCwSvZS7ZCX1OdwPhQqdnQxnmsfdPe/fv590z1y5cgV79+4tEgtcobDVal0ydTQ1NQW1Wg2Xy4VsNguVSgWRSIRcLgc+n0+iLKFQCAMDAwiHw+DxeCgtLcWxY8fILCuuu8Pv98NoNC5YPBqPx9HT04NsNouqqir4/X40NTXtyHqcZDKJyclJ3Lx5Ey6XC2q1Gu3t7aivr183cbMQer0e9fX1GBkZgV6vR6FQwMjICNRqNSwWC/r7+1FRUYGHHnoIYrEYAwMDt2ZjFQp4ORrBSx43ZuNx9PX14dKlS5DJZNi7dy8YhgGPx8Pk5CQqKyvv+Bne3mXF4/Gg0WjQ0tKCiooKdHd3o7e3d0HHZcrdo1Kp0N7eDqFQiKtXr4JlWVRWVmJwcJDMnKuoqIDT6UR9fT2i0Sjq6uoQDAYxMDAAHo+Ho0eP4urVqwsaSlJWDq3RWR10BMQd2K4jICKRCM6fP4+HH34Yly5dgsViQV1dHTKZDM6ePQuJRDIvZeVwOFBaWrpkOigajWJiYgIsy8JisaCkpAQzMzPQ6XQIhUKw2+0AgMnJSVLMzLU0c/U+LMtibGwMYrEY8XgcWq0WBoOh6HVyuRwmJiZQKBRQXV1N7t6bmpp21J17KpWCz+dDOByGVCqFwWDYUFGzFFzLuUgkglQqRTAYhN1uRyQSgcfjQVNTEzKZDH75y1/if4J+vJr5baeUTCDAm4Vi1DQ2YITHQMgXoEVQgiaVBjqdbllt3y6XCwBgtVqLtnMCSCwWw2w2w+v1IhAIoKysDCaTaUfPMNsM/H4/urq6IBKJcPDgQUSjUcRiMTL2Y3p6mkR0pqamUFlZiTNnzuD1r389NBoNHA4HXC4X7r///s18G1uWlYyAONHyxxAK7mycypEvZHC672+33fq11tCIzg6EMwY8dOgQGWpZU1ODQqGA69evI51O4+jRo0WLqcvlKorGLEQ+nydOx7W1tZDL5WSGFOfHksvl0Nvbi0QigUAgAIVCAZ1Oh+bmZlIw7HQ6IRAIkEgkoFari0QOy7Jwu93o7++HXq9HY2MjAoEAAoHAjklPpFIpOJ1O3Lx5E06nE0qlEu3t7WhoaIBard4SIgf47WBQqVRKom7cXCqDwYDBwUFIJBKo9uwuEjkAkCgU8KN8Cl/o68L/6b2J73Vfxx91XcEz7qlliZzFuqy4MSTcTK6SkhKUl5dj165dkEqlGBwcxPDw8KKdX5SVo9frsWvXLqRSKVy7do04JHMmk1arFel0GjKZDBqNBk6nEwcOHMCvf/1rMjCUZVnioky5C2iNzqqgQmcH0tPTA5PJhEKhAL/fj7a2NvB4PAwMDGBmZgYPPPBA0V1vIBBALBZDVVXVks/b2dkJHo+H9vZ2SCQSDA0NoaKiAlNTU2hsbEQsFkN3dzdyuRwYhoFAIIBeryceO8AtQZXL5ZDNZsnMJY5oNIru7m4wDEPqMRwOB7LZ7LafU5ROp+F0OtHd3Q2n0wm5XI729nbY7XZoNJotI24WwmQykenvRqMRAwMDkEgk0Ol0GBoawrOjI/Mew4JFije/QOB7w/1wxaJLvt5ixoDcAFCj0Vh03QC3urV0Oh3a2tpgsVgwNTWF3t5ehEIhal63BhiNRrS3tyMajeL69euwWCyIx+NkTEh9fT1mZmaI+Ewmk7BYLHjhhRcAAIcPH0Z/fz8SicQmv5NtDhU6q2L7rhyUBQmHw5ienkZjYyNGRkZQXl4OhUIBp9OJiYkJtLa2FtXlRKNRuN3uIjFyOyzLorOzE/l8Hh0dHRAKhRgcHER5eTkmJydht9vh8XgwMDAAPp8Pi8UCn8+H8vLyosXK6/UiFosBuNXGyt2tZ7NZDA0NkdSU1WolhcpSqRTV1dVbWggsRjqdxtTUFLq7uzExMQG5XI7W1lbY7XZotdpt9Z64Y5+dnYVSqcT4+DgEAgHUajWCv/FYKWKRt8awLF52Tiz5WgsZA3JGgJWVlUu6J3PHarfbYbfbifh2uVy01fkusVqtZBbajRs3UFtbC7fbjVgsBj6fD7vdDofDgebmZqRSKVgsFsRiMfT29kIkEuHAgQM4f/48FZ53Ay1GXhXbPw9AIcztshoaGkJJSQnxIhkbG4NCoSBdV8Ct9MD4+DhaWloWjZbk83n09PQgmUzi2LFj4PF4cDgcxC6+uroaIyMjiEQiMJvNsFqtePnll9HQ0FDkphwMBhEMBsm05PLycrAsC5fLhVAohKqqKpJD5trbLRbLHRe1rUY6nYbf78fs7CxEIhH0ej2sVuu2jkZxcE7G09PTSCaT6OzshEgkwhG9Aef9vuU/UTZLZijdDpeyam1tJduSySSGh4fR0NBwR6fsuZSUlKCyshI2mw1+vx99fX2QyWSwWq3Lmp1GmU9lZSX5++zp6UFLSwsGBgbQ2NhI7AAmJibQ0tKCmzdv4sCBAzh37hxMJhNMJhOmpqbQ09OD9vb2zX4r25KVFhjTYuRbUKGzg+ju7obZbEY0GkUmk0FTUxPS6TRGRkYQj8fxyCOPkMUll8thaGgIjY2Ni9a9JJNJMq7hwIED4PF4pFU0HA6jrKwMPT09EAgEaGtrg1wux4svvoi6uroikRMOh+F2uyGXy8GyLCoqKhAOhzE5OQmDwUBSa8AtocC1t28Xd9tMJgO/349QKLTjxA0HwzAIh8Pw+/1Ip9OQSCSIx+NgGAY1LPBAmQ4vBwNkf2WJGAk2i/xtX7SKEhH2KG6Z0clkMhgMBuLivFDKKhqNYnx8HE1NTcuaXr8QfD4fRqMRRqORPB9XTL9VCr+3E3V1dcTTqqSkBA0NDRgaGkJLSwuUSiV0Oh2ZcO9wOHDo0CE8++yzeNvb3oa9e/fiueeeg9Vq3XY3MVuClaajqNABQIXOjmF2dhYulwuHDx+Gw+GATqeDTCZDd3c3vF4vaesGfjvZua6ubtE721AohKmpKeKPI5FIEIlEEAgEUFJSAoZh0NfXB5vNRqJEZ8+eRVVVVdGU8lgsRkzl8vk8rFYrBgYGIBQK0dzcXFQrFI/HiS/HVne3nStuSkpKoNfr0drauuPEzezsLGZmZhCJRCAQCCASiVBSUgKZTAadTgefz4eSkhJ8xmLB/2IYXPW4UWu14tH6Bvyq+wb+qutVRLIZAIBeWoqn9h1CNpGATCaDUqlEIBDA+Pg4mYA+N2UVCoXgcrnWtAhdqVRCqVQik8lgZmYGk5OTMBqNMBgMO+qzW2/sdjuy2SympqYgFApRVVWFwcFBNDc3w2Qyka44nU6HQCCAyspKnDp1Co8//jiOHDmC8+fP45FHHtkRzQUbCsMCvBWIF4YKHYAKnR0Bl7I6cOAAJiYmwOfzyRdPKBRCQ0MDuXvivHLKy8sXnCXFsiympqaQTCZhtVoRCoWg1+uRTqcxMTEBmUyG8fFx8Hg8Mh+rUCjgwoULMBqNpL0cuBURGhsbg0ajQSqVgkQiwcjICKqrq+e9digUwvT0NFpaWrZse3A2myXiRigU7khxk06nMT09DZfLhUQigdLSUuh0OhJhk8lkRREQbpBnIBCAls/HW2pvRWNkJSV4y979qOYLkNCqkYjGsFtnQPlv6rI4u4B0Og2DwQCGYTA8PAyj0QiWZcmg0qXSqneDWCxGdXU1CoUCfD4fenp6oFQqYbVaqbvyMuDxeGhrayM2EEKhEAaDAaOjo6ivr0dtbS16e3tRUVGB/v5+yOVy+Hw+dHV1Yc+ePaipqcHVq1dx+PDhzX4rlHsA6qNzB7aDjw5nsy4Wi4mxXjAYRCgUQiKRKPLLcTgckMlk87pWgFuRnuHhYSgUCuj1egwMDKCtrQ0A0NvbC7FYjJs3b6K2tha7d++GUChELpfD1atXIRKJsG/fvnkpKK1WS2Yimc1mGAyGeakCt9uN2dlZNDY2bjnRwA2dDAaDpItMq9XuiAnpuVwOsVgM0WgUHo8H4XAYAGAwGGCz2VBWVrbszyMcDmN4eBgsy0KlUkEikZDrMBqNory8HCMjI2hubi56HCc0rl+/TuppnE4nmcCu1+uh0+nW/c6fZVmEw2HMzMxAIBDc0TSTcguWZXHlyhVEIhE0NDSQv4uKigrkcjn09fWhpqYG165dg81mw8WLF/HII4/AYDDg9OnTsNvtsNlsm/wuNpeV+Og8WPPJFfvovDj29S29fm0ENKKzzQmFQnC73Whvb0ckEkFpaSkymQwSiQQ8Hk9RXc709DQEAsGCIiedTmNoaAg2mw0ajQZ9fX2oq6sDn89Hf38/Gdp54sQJYuCWzWZx48YNCAQC7Nmzh7xONpvF4OAg5HI5BgcHUVNTg6qqqnmLFcuyZDRFU1PTlqmVyOVy8Pv9ReKmubl5W4ubQqGAWCxGfnK5HNLpNHK5HIRCIUwmE3bv3r3qIl21Wo1du3ZhYGAAfr8fSqUSk5OTqKiogNvtRqFQQD6fn1eELBAIwDAMdu/eDZVKhevXryOXy8Fut5Naj8HBQfD5fBgMBmi12nURw5zrMhd9dLlcGB8fh8lkgl6v3zLX5laDx+Ph4MGDeOWVV4iQTSaTRKjW1dVhfHwcu3btQmdnJw4dOoTnnnsOTzzxBI4ePYoXX3wRer2eFocvm5W2jNM4BkAjOndkK0d0GIbBs88+iz179sDv94NhGFRWVmJ6ehpTU1M4ePAgdDodAJCoxEJt5JFIBOPj46Q2Znp6GjweD1arFSMjIxgYGEAymcTrX/960vWSTqfR19eHfD6P3bt3k0JRrksrl8shFArhvvvuW9Dqn2EYjIyMQCaToby8fJ3P1J3J5XLEmFAgEECn06GsrGxbihuGYRCPx4moyWazEAgEkMlkYBgGyWQSDMNAo9Gs+SLDuV5zaU6r1QqtVgun0wmpVAq1Wl00zyyVSpGp48PDw1Cr1TAajQgEAkWRQIlEQtKGYrEYRqNx3QuJ8/k8PB4PgsEgNBoNzGbzlk2rbjYMw+DMmTPg8XhoaWlBIBCAzWaDSqWC3+9HOByGSCTC6OgopFIpfD4f3vCGN8DpdGJ0dBSvfe1r71kxuaKITvXHIeSvIKLDZPDi+D9syfVrI6FC5w5sZaHT2dkJPp8PPp8PkUgEjUYDj8eDWCyGsrIykiaIRqNwOp1F7sQcMzMzmJ2dJZPKueJhbuF59dVXodPpcOLECVK7wHVjMQyDhoYGEuLP5/O4cuUK0uk0SktL0dHRsaBQyOfzZJinXq9f57O0OJy4CQaDxHCurKxsWxVIsiyLRCJBRE06nQafzyfFvjKZDPF4HH6/H7lcbl3EzUIEAgHcuHGDTLpOpVIk2lhTU0OOvbe3F1VVVZiYmIDZbCbCnCOVSsHj8SAajUKr1cJoNJJ0Vzgchlwuh9FonFc7tJawLEsipyKRCFardUfOWrtb8vk8XnzxRUgkEjQ1NcHj8aChoQFSqRTj4+MQi8Xw+XxIpVJwu92w2Ww4cOAALl68CK1Wi8bGxs1+C5vCioRO5cdWLnQm/3FLrl8bCRU6d2CrCp1gMIgrV66grq4OJSUlRWkIr9eL48ePg8fjIZVKYXh4eF7nCsMwcDgcpGOCx+OhUCigp6cHzc3NuHHjBpkwvWfPHtIJE4vFMDY2hpKSEuh0OjK+IR6P45VXXoFGo4FUKkVbW9uCKYZMJoPBwUFUVVVBpVJtzMmaQz6fJ5Gb7SZuWJZFKpUidTWpVOpW4a9MBoVCAYVCAbFYTBZmTtxotVrodLoNTw+k02m8+uqriEQiaGtrQzgcRiSbhdRiQaVajXwkglwuh0gkcsfrgXtPHo8HPB4PJpMJarUaiUQCPp8P8XicjBNZz469RCJBhtmazeZtZ/y43mSzWbzwwgvEtNHj8ZDvnv7+flgsFvT09ECj0aCrqwsnTpyA0WjEc889h2PHjm3Kd8JmsyKhU/GRlQsd5z9vufVro6FC5w5sRaHDMAx+/etfo7W1FdlsFolEAiKRCHK5HN3d3Th58iREIhGy2Sz6+/vneZBwTsRc/QHH0NAQ5HI5+vr6EI1GUVNTg7q6OvK+w+EwaRVnWRZVVVUoFAqYmJiAw+FARUUFstksWlpaFozkJBIJjIyMrNj47W6ZK24AQKfTbUiB693AsiwymQwZoJhMJsGyLEpLS4mokUqlZJFlGGaeuNHr9av2nlkrGIbBjRs3MDQ8jHMsi9MeDwosCwGPh/uNRnyosRFNdvuKIiSZTIYUT6tUKpjNZohEIoTDYfh8PmQyGZSVlUGv169bB1Uul4Pb7UYoFIJOp4PJZNrS19NGkk6n8fzzz0Oj0aCuro7MqWMYBr29vaiursbly5dRXl6Oa9eu4YknnkAsFsO1a9dw8uTJLdeQsN6sSOjYPrxyoTP1L1tq/doMqNC5A1tR6HR2dgK45VQrk8nIQL2BgQF0dHRAp9OhUCiQjoe5rdycV01dXV3Rdq/XC4fDgXA4jJKSEhgMBlitVpJK4DxNzGYzfD4fGbbpcrnAMAy5u25ubl7wC58zCGxqatqQ9t18Po9gMIhAIACWZbe8uMlms0TUxONxsCwLiURCRM1CqZm54iafz5O01GaLm4V4+vnn8e3e3nnbP7x/P/5olVOtuU4pj8eDQqEAk8kErVYL4FbEk6tb4zq31qPeimEYBAIBeDwelJaWwmq1bnkPqI0gkUjgxRdfhE6nQ0VFBRKJBElhjoyMwGq14tVXX4VWq4XL5cLv/u7v4ubNm8jn89i/f/9mH/6GsiKhY/3QyoWO65tbav3aDLbmtz5lUQKBALxeL8rLy2E0GuF0OqFQKOB2u1FZWQmdTke8cmw2W5GY8fl88Hq987xqwuEwLl68CJVKBYPBALFYTNId3OMCgQCqq6vhcDhQXV2Nvr4+qFQqKJVKFAoFxOPxRUWOz+eD3+9Ha2vruhb33i5uysrK0NDQsOUKSLm2bk7UFAoFiEQiKBQKlJWVobKyctG72oXETU1NzZYUN3N5/jeTrm/n/w4MrFrozO2UyuVy8Hq96OnpgUKhgNlshl6vRz6fh9/vR39/P/F60Wg0axY14LrBDAYDYrEYJiYmwDAMLBbLlppEv9HIZDIcP34cZ8+eJc7Uk5OTqKqqgs1mIzdL4+PjEAqFuHTpEg4fPoznn38eHo9nwc5QCqgz8iqhQmcbwTAMLl++TMzbnE4n+Hw+qdHhzLccDge0Wi0Z3smyLCYmJpDP54sM2LhZUxcuXEBVVRW0Wi2SySTplgFuedxEIhHU19eju7sbpaWlcLlcaGhogM/nI23KCxn9sSyL6elppFIpNDc3r8uXfqFQIOKmUChAp9NtKXFze1t3Pp+HUCiEQqGAWq1GeXn5HcVfoVBAKBRCIBBAPp+HVqvdFuIGuHUNJJNJzCaTC/4+nEqtyeuUlJSgvLwcVquVFNRns1kYDAYYjUaYzWZkMhn4fD64XC5IJBIYjUYolco1uy4VCgWampqI67LT6SQiaDt2790tKpUKx44dw/nz5yEQCKBQKOD1emE0GhGPx8Hj8aBWqyGXyzE8PIzy8nIcPXoUL730Eh5++GFq3LgQLFYodNbtSLYVVOhsIzo7O4mLbDqdJgLi0qVLOHnyJHg8Hqanp1FSUkLuiPL5PIaGhqDVamE2m8lzZTIZDA0NYWJiAg0NDbBYLJienoZMJiNzqqamppDJZFBfX49Lly6RVl+1Wg23241oNEpqchYSOaOjoxCJRKivr19TkcMt/H6/H4VCAWVlZairq9v0L8bF2rq59JPJZFq2ANuu4oZlWcTjcUQiEUQiERQKBchkMnRYLHhhYmLe/nv1ety8eXPNCol5PB4Z85DP5+Hz+dDb2wupVAqLxQKbzQabzUa8XiYmJqBQKGAwGBZ0Cl8NnOsywzDk9ZVKJSwWy5b//NYanU6HgwcP4tVXXwWPx0Mul4NYLIbNZiNNCTdu3EBLSwvOnDmDt771rbDb7bh8+TLuu+++ezYitig0orMqaI3OHdgqNTp+vx9Xr16F2WxGZWUlXn31VRw4cABXrlzBgQMHoNfric8I55XDTX2urq4m3Qwsy8Lr9WJqagqJRIJMNB8cHIRYLEZrayt4PB4mfrMolZWV4cqVKzAajWT4pt/vJyZwTU1N87p5CoUCBgcHodPpYDQa1+T9LyRudDrdpombuW3d3BBVPp8PuVxOhM1Kj+3298gVFG+2gFsKTtyFw2FEo1GwLAuZTAa1Wg2lUklSmeOzs3jiRz9CcE5kRyUW47/e+lY0/MYYkBsYqlarodfr17TWJR6Pw+12I5VKQa/XkygLN2rC5/MhkUhAo9HAYDCsubdQJBLBzMwM8ae61+olJicncfPmTVgsFggEAtjtdojFYvT29qKyshIXLlxAWVkZnE4nfu/3fg/nzp2DzWYrmpu3U1lRjY7hDyDkL//7IM9k8aLvXzd9/dpsqNC5A1tB6HBdVhaLBdXV1ejs7ER9fT2ZCN7a2opIJIKpqSnilcMN5WxsbCR3kdlsFiMjI8jlcmAYBgzDoLm5Gb29vRAKhWhvb4dAIMDo6CgZ7xAMBkmtC/DbYZ8Mw6CxsXHeYsS5InMOy3f7vufWo2zWwr/ctu7V3H1uN3HDMAyi0SgikQii0SiAWykbrl5rqRRNIJHAf/X0YDgQQI1Gg7e3t8N025gFrsCY655aa9+fQqFAzAhFIhHMZnPR9PTZ2VmSkuU6t9YyDZpOp8kcMZPJBJ1Od890GQ0PD2N4eBhmsxl8Pp90Yg0NDcFsNuPq1atgWRYKhQKHDx/Gc889h9e85jVrFmnbqqxI6Ojfv3Kh4/83KnSo0FmarSB0Xn31VeRyOVgsFhI9MBgMcDgceO1rX0s6Gbi27unpaSQSCdTX15OFx+/3Y3p6mkQd0uk0rFYrHA4HCoUC2tvbIRaLMTg4iGw2CwDQarWIxWJkPEMkEsHY2BhYlkVjY+O8FvFUKoWhoaF5HV0rYSFxo9PpNizkv9K27tVwe13RVhY3hUIB0WgU4XCY1FVw9UUKhWJdF2mGYYjoyWazay56kskk3G434vE4ysrKYDQaiajhPiO/3w8A0Ov1a+qUXSgU4PF44Pf7odFoYLFYtkxd2XrS29uLqakpIiBbW1sRi8UwMzMDoVCI6elpzMzM4NChQygtLUVvby8eeuihHZ3CWpHQ0f3+yoVO4LtU6FChszSbLXR8Ph9effVVlJeXw2QyoaurC0eOHMG5c+dw8uRJACBeOUKhsGisApcTHx0dBZ/PRyqVgs1mQzqdJkWy0WgUbW1tKC0txfXr15FKpVBbWwu1Wo2RkRHSKRWPxzE8PAwAsC/gexKNRjE+Pl4UQVouDMNgdnYWfr8f2Wx2Qz1gMpkMqalJJBJgGOaObd2r4XZxs9mpt8XI5/OkviYej0MgEECpVEKlUpHIx2awntcIwzAIBoPwer0QCAQwm81F4yXmzj4TCoUwGo3QaDRrci7mui6XlJTAarXu6AgGy7K4fv36rWn3Wi1kMhmampowMzNDvImAW55eb37zmzEwMACJRIL29vZNPvL1Y0VCR/u+lQud0Peo0KFCZ2k2U+gUCgX86le/gtFohN1uxyuvvIL77rsPly5dwr59+1BWVoa+vj7U1tZCKBSSlNFcL5GpqSloNBqEw2E0NDQQgz+ZTAaXy4WWlhaIxWK88sor0Ol0aG9vB4/HQ29vLxobGyGRSJBKpTAwMACWZYtGPnAEAgG43W4itpbD7QvXRowmWKqtmxuXsJYRiu0gbjhn4nA4jGQyCYFAAJVKBbVava5jFe6G9UxpptNpeDweRCIRaDQamEymoudNp9Pw+XyYnZ1FaWkpjEbjmglAznU5k8nAbDajrKxsS57/u4WbeB6LxaBUKqHT6VBTU4ORkRGoVCp0dXWRrtLf/d3fxZkzZ9DR0YGysrLNPvR1YSVC54TmPSsWOqdn/50KHSp0lmYzhc6VK1eQTCbR2NhIfHECgQAZsdDf3w+r1Qoej1c0lDOfz8PhcIDP54PH44FhGNTV1ZHZQjqdjjgUZzIZ9Pf3Y/fu3bBarWBZFn19fWQgXyaTQV9fH1iWRX19/bxz4HK5EIvF0NDQcEeRsN6piLnk8/miDqh8Po+SkhISqZHL5evS8rvVxU02m701iiESQSqVglAohFqthkqlQmlp6bZbWG/vTlur883V63g8HrAsS8wI556fRCIBr9dLFmyj0bgmjt/3gusywzC4cOECMpkMSktLUVVVBZPJhN7eXlgsFly6dAl8Ph9isRj79u3DxYsXcfLkyR13HoAVCh31uyHkrUDosFmcDv8HFTpU6CzNZgkdr9eLy5cvo76+nqSZuGnir33ta+FwOKBUKsndLTeUc3Z2FpOTk7BarfB4PMRHBLhVDCiVSonPTjabRTKZxO7du8l7czgcZFBiLpdDT08PWJYl6SwOlmUxPj4OHo9HZmUtBLdg+P1+ZDKZdemouVNbt0KhWNcvyLnihmEYEmHYCjUX6XSaRGwymQxEIhGJ2Egkkm0nbJZioc68tfgcstksPB4PZmdnoVQqyTR1DpZlEY1GycBKrnPrbtNqLMsS12WJRILy8vId5bqcz+dx/vx55PN5SCQSNDc3Qy6Xo7+/H3q9Hjdu3EAkEsHevXtJrRjnFbaTWJHQUb1r5UIn8n+o0KFCZ2k2Q+jk83mSsjKbzRgbG0NbWxsuXryIhx9+mHyRc0M8q6qqwDAMKRQuKyvD1NQU6uvrSS0NV2MwMzODfD4Pq9WKdDqNpqYmchfKtd/W1NQgn8+jt7cX+XweNTU1JB0GgHRKqFQqWCyWecd/e+fMWoobhmGQTCbXtK17NSzkwqzT6TZV3LAsi3Q6TSI22WwWYrGYRGw2eqjnZjK3mHitPh+uTZyzVjAajSgrKyuKZHIpWZ/Ph3w+D51OB71ef9dCOxaLweVyoVAo7CjX5Uwmg/Pnz4NlWYjFYuzduxcMw2BychJ8Ph8ulwsulwuvf/3rcf36ddjtdthsts0+7DVlRUJH8c6VC53YD6jQoUJnaTZD6Fy+fBnRaBTNzc2YnJxEeXk5+vv7sXfvXvB4PASDQeRyOWJzH4lEMD4+DpvNhkQigUQigYaGBpKaSafT6Ovrg9vtBsMwOHz4MFwuF6nBAW6NgXC5XGhubgbLsujp6UEul0N1dXVRbjyfz2NgYAAWi6VoO7cIcHe1nLi5m1A+19bNdUCtZVv3athq4oZzHeaKh3O5HKRSKYnYbJV02WazHnPPcrkcGY0il8thNpvnXetcKzs3TNZgMMwTRislm81iZmYGkUgEer0eRqNx27suJ5NJXLx4EQAgkUhw4MAB0uXncrmQz+fh8Xjwute9DufOncOJEyd2VGRrRUJH/o6VC534D6nQoUJnaTZa6Hg8Hly8eBEtLS2IxWIQCoXkzryyspLU3tTX16O0tBTj4+PI5XKoqqqCw+GAWq2GxWIhiz/Lsrh48SK8Xi/kcjkOHDgAp9NZNFwznU5jaGiItKf39/cjkUigurq6aLp5Op3G4OAgGUHBiRu/349kMnlX4oaLRnDpp+RvjOWkUumatXWvhq0kbjiTQi5iUygUUFpaSiI2WyFVttXhJtkHg0EAt5x7y8rKVi16OMNBt9uNbDYLvV4PvV4/T3xwwigYDEIkEsFoNN5VVIZzXfZ6vVAoFLBardvadTkSieDVV18FAMjlcnR0dGBiYoJ0g7IsC6FQCLvdjvHxcbzmNa/ZEREtgAqdjYAKnTuwkUInn8/jF7/4BSwWC0QiETHPmpiYwJEjR0g3QnNzM9LpNBwOB8rLyyEWi+FwOFBTU1N0jKlUCleuXEEqlYJIJEJ7ezvpjuIWxXw+j76+PuJUOjQ0hGg0isrKyiJXY27qeUNDA/nSTiaTUKlU0Ov189rN78RSbd1KpXJTC2O3irjhFlHOnK9QKEAul0OlUkGlUu3IwsyNJJfLEdHD4/Hu2iunUCiQAbZSqRRms3nBVvF0Og2v14twOAyZTAaj0Qi5XL6q652rD3K5XABAXJe3owgIBoO4fv06mVm3d+9e9Pf3Q6fTkcaM1tZWRKNRaLVaNDU1bfYhrwkrETqvLX3bioXOmeR/U6FDhc7SbKTQuXjxIiKRCCwWC0pLS0ktzAMPPICrV6/CYrGgoaEB09PTSCaTqKurQyAQIMXIc83OnE4n/H4/UqkUUqkUWltbMTs7i+bmZvJFzrIs+vv7UV5eDqVSidHRUYRCIVRUVBTNxQoGgxgdHSVdWCsVN4u1dSuVSuJVs9nusHPv9Ln0RllZ2YaKG4ZhEIvFEA6HEYvFwLIs5HI5Gaew3VMUW5m5oofP55PPf7XnPJFIwO12I5lMQqfTwWAwzBOmXITO6/UiHo9DpVLBYDCsOt0713XZaDRCr9dv+t/VSvF4POjt7UU2m0VlZSUaGhrQ19cHtVqN7u5uzM7O4uGHH8b169dx9OjRogaJ7cqKhI70iZULndSPqNChQmdpNkrouN1unDt3Do2NjVCr1QiFQvB4PGhubkZfXx8aGxthNBoxOjoKs9kMrVaL0dFRSKVSVFRUEAv7QCAAl8sFk8mE8fFxIoIymQyampqKvvgcDgdkMhnZ1+PxoKKigrSZx2IxDA4OIhAIwG63w2g03tFbZbPaulfDZosbrpMkEokgFosBADHnUyqV226R2ilks1lyXQgEAuj1emi12lVdtwzDIBAIwOv1oqSkBGazecGIy9wat3Q6Da1WC4PBsKo6q0KhAK/XC7/fTxoGtlO9ltPpxOjoKOLxOFpbW2E0GomD+8zMDMLhMI4fP47u7m6cPHly2/+drEjoiN+6cqGT+TEVOlToLM1GCJ18Po+f/vSnsFqtKCsrQ6FQwOzsLIRCIQKBANra2gDc6ryoq6tDoVDAyMgIKioqyDypRCKBsbExKJVKlJeXo7e3FxMTE6iuroZIJILdbi/6cvV4PEgkEqitrcX09DScTiesVis0Gg38fj8p/uVSZQt9mcxt645Go8jlchva1r0aOHHDFYiuRWHqSl577jgFPp8PpVIJtVoNuVy+7b+wdyLZbJYMyxUKhUT0rOazSqVScLvdiMVi0Gq1i06z5ywjfD4fCoUC9Hr9qq5RztphZmZm27kuj4yMYHp6GuFwGIcOHUJJSQmCwSCmp6dJ7aLVagXDMNi3b99mH+5dsSKhI3oLhLzl34jl2RzOZH9yzwudrbUK3aNcvHgREokEMpkMKpUKTqcTgUCACJRwOAy9Xo/m5mb4/X54PB4yaiGfz2NychKZTAb19fWQSCRwuVwYGxuDyWSCVCpFXV1dkciJRCIIBoNobm6G2+3G0NAQJBIJwuEwyY/ncjnodDqUl5cD+G1bN9cBdXtb91ad1QQUixsej4eysjI0Njauu7jhXIcjkQgSiQRxHdbr9aiurt6WdRT3GiKRCFarFVarFZlMBn6/H729vRCJRNDr9dBoNMsWPVKpFDU1NWBZFsFgEMPDw+Dz+TCZTEWFyVzqTKfTkWt3cHAQfD4fBoNh2UKLx+NBq9VCq9UimUzC5XIhnU6TYaJb+fqrq6tDLpcDAFy6dAmvec1rIBaLUVdXh+7ubsRiMWIh4PF4YDKZNvmINwaWYcHylh+buNs4BsuyePLJJ/Gd73wH4XAYR48exb/8y7+gvr5+0cd8+ctfxjPPPIPBwUFIpVIcOXIETz/9NOx2+10dy91AIzp3YL0jOjMzMzh79izq6urQ2tqK3t5eOBwOGAwG4n1SX18PkUiEsbEx8Hg8skh6vV54PB5UVlaSyE48Hsdzzz0HhUKB+vr6eWZ+XOdUZWUlJiYmMDo6CpPJhF27dkGhUKBQKGBgYAAqlQoikWhLtHWvBm7y+lxxs96Rm2w2S8z5ONdhrtV7O7oOUxaHEz2hUAgikQgGgwFqtXrFkZ5MJgOPx4NwOAy1Wg2TybRo91Q2m4XP50MoFIJYLIbRaCyaybUc8vk83G43gsEgysrKYDabt1zUlYNhGPT29iIQCCAcDuPhhx/G5OQkFAoFrl27hlgshqNHj2JwcBAPP/zwlr3RuhMriei8RvC7K47onC08s+r16+mnn8aXv/xl/Pu//zuqq6vx+c9/Hj09Pejv71/Ul+uRRx7B2972Nhw4cAD5fB5/9md/ht7eXvT396+4aWWtoELnDqyn0Mnn8/jxj38Mg8GAQ4cOYWJiAl1dXTCbzWAYBs3NzeROcnh4mPjmxONxjI2NQaPRwGq1ki9XhmHw7LPPIp1OY//+/aisrCSvxXVnvPrqq8RjxefzwWazoaKiAvF4HKFQCKOjo6T7hOuA2i4Ourd30dxt6/CdyGQypNU7nU6jpKSEtHpvRis8ZXNIp9Pw+/2YnZ2FWCwmkZ6VfP63j5zgzAgXe45UKgWv14tIJEKczFcym4yLKrndbkgkElit1jUZX7HWFAoF3Lx5E8FgEIlEAg8//DBGRkYgFovR399PnN1DoRDuu+++bfk3txKhc5z3phULnZfYn65q/WJZFhaLBZ/5zGfwR3/0RwBuZQOMRiO+//3v421ve9uynsfv98NgMODll1/G/fffv6JjWCu2ppS/R3j55ZdRUlKC9vZ2RKNRXL9+HQqFAtlsFg888ABkMhlCoRCmpqbQ0NBAppMXCgXY7XYk2SFc8X4JoXQXxAIdEDqEQKAKr33tCdhsNtLV4ff7SbqqtrYWPB4P3d3dEIvFyGazmJ6eRklJCSKRCF7zmtdsmupeDQuJm/VIS3E+P1zEhvM2UqlUqKiouKdchynFSCQS2Gw22Gw2pFIp+P1+TE9PQyKRQK/XL8svZ26aKZvNwuv1oru7G0qlkqSg5yKVSlFVVQWWZRGPx0nNnVqthsFguKOhHve3otPpEI/HMTU1hVwuB4vFsmaT2dcCgUCA1tZWdHd3o1Ao4MyZMzh+/DgcDgcsFgumpqbIOJzx8XHU1NRs9iGvK3k2A7DM8vfHrfRfNBot2i4Wi+/ou8Q1qDz44INkm0qlwsGDB3Hp0qVlC51IJAIARe76Gw2N6NyB9YroOJ1OvPjii7jvvvug1Wpx6tQpZLNZVFRU4IEHHoBAIMDExASy2Sxqa2uJP0dVVRVUKhVi2TG84nobCmy66HmN/CfQov8UGfnA5/MhEong9XpJKmV6ehpGoxF79uyBQCBAOBzG5ORkkYngVmYjIjecKzMXscnlcpBIJCRis53N2SgbQyqVgs/nQzgchlQqJenolURdotEo3G43crkcjEYjdDrdoumx20evcLO+lvs3nc1m4Xa7SU3gVnJdTqfT6OnpgdfrhVgsxp49e+Dz+TA1NYVAIIDKykrSjbVdCq45lrPGpNNpVFdXw+PxrPj55XI54vF40bYnn3wSTz311JKPu3jxIo4ePYqZmZkiu5G3vvWt4PF4+NGPfnTH12YYBq9//esRDodx/vz5FR/7WkEjOptAPp/Hiy++CLvdjtLSUrz00ktIJBJoamrCwYMHwTAMBgcHyQLe19cHnU6H9vZ28iU5HvnBPJEDAN78zxC9sgcK2W9TT5lMBuXl5bDZbOjs7ITNZkNbWxt4PB58Ph98Ph9aW1u3zJfaQqx35IaLfnHFw/l8HqWlpVCpVKitrd0WApCytZBKpaisrERlZSWSySR8Ph8mJydRWloKg8FwR2M/Ho9HzCHz+Tx8Ph96e3tRWloKs9k8L/LK4/Gg0Wig0WjAMAzxv2IYhnRuLfU3LhKJUFlZCZvNBr/fj76+PshkMlit1k2PWEokEmIQOD09jYGBAVRVVaG2thbJZBKjo6Nob2/HpUuXcOLEiR3XwSiRSDA+Po5sNrvix7IsO+86W+hG7Qc/+AE++MEPkn//6le/WvmB3sZHP/pR9Pb2bqrIAWhE546sVUQnm/cgU3BDWlKHU79+GYlEAi0tLZicnITH40FNTQ0OHjyIXC6H8fFxVFZWwufzkeJjrg2VYRikUilc9X8AMaZnwde6z/wM1NI6cvxOpxN1dXW4du0a5HI5EUzT09NIpVKor6/fMqHqueRyOVLwyXWiaLXaNRE3XMg/HA4T12GZTEYiNlu1QJOy/ZmbTpbJZDAYDFAoFMv+G+RGTqTTaej1ehgMhiUFTD6fh9/vRyAQgFAohMFgWFa3GBdRmpmZAcuyW8J1ORwOY3R0FGNjY6itrYVMJoNAIEBXVxeJeqhUKrS3t2/aMa6UzZinuBCxWAxer5f8O5PJoLW1FV1dXdi9ezfZ/sADD2D37t34+te/vuTzfexjH8PPf/5znDt3DtXV1et12MuCfpuvMwUmhfHgnyCY/BUABmAlyIkOwCj/fQSDQeKcumfPHoRCIUQiEWg0GjidTpjNZvB4POJ2WigUkE6nkclkkFGpgQUitEKeHHKxFcCtcOfY2BjsdjuuX78OqVRKRM7o6ChEItGWEzm3m7XpdDo0NTXddbSJcx3mxilwrsOcodpWjmZRdhYymQwymayohm58fBxyuRx6vf6OoofrfCwUCiTyIpFIyMiJ2x8rFAphNpthNpuRyWTg8/ngcrkgkUhgNBoXFS9zI0qZTAYulwsTExMwGo0wGAybEjVRq9WorKwkM/l2796NTCaDhoYG9Pf3w+fzIRaLEU8yyvLhrisOlmVhMplw+vRpInSi0SiuXLmCD3/4w4s+D8uy+PjHP46f/vSneOmllzZd5AA0onNH7lZtjwf/f/DFfzhvuzj1R0gEd2N0dBTHjh2D3+9HJpNBIpGAQqEgLckSiQSFQgGJRALZbBYqlQo6nQ6syI/zrncgzyaKnrdB82HYNR9GoVBAb28vamtr0dvbCz6fT4y1hoaGiGHZVmAhcXM39vvArW6NueMUAJDzSl2HKVsNTvRwC7VcLofBYFj2DKxkMgm32414PA6dTgej0XjHqGQymYTX60U0GoVCoSCdW0uxVVyXZ2Zm4PV60dfXh46ODuLxxQmxQqGAhx56aFsMut0qEZ2FePrpp/HXf/3XRe3l3d3dRe3lJ06cwJve9CZ87GMfAwB85CMfwQ9/+EP8/Oc/L/LO4bpRNwMqdO7A3VyEDJtB59RuMKSWhoUAt053PtOMK88+gvr6erAsC6lUirKyMjKzKhQKIRAIIJfLkangt18k7tlODAT/EVnhMMQCA6qVT6BK9TawLIuBgQEYjUaMjY2hUChg//79ZLvNZiO+O5vFWoubQqFA6mvi8Th4PB4Zp6BQKKiwoWwbuLSqz+dDPB6HQqGAwWBYVvs4N3LC5/NBKBTCZDLdsQCaG/fi9XqRTCah0WhgMBiWrMvhCp9nZmYgEAhgtVqLogEbwcTEBCKRCLq7u3Hw4EGk02ky46+iogIymQyHDh3a0GNaDVtZ6HCGgd/+9rcRDodx7Ngx/PM//zMaGhrIPlVVVXjve99LipsXu9a+973v4b3vfe8GHPV8qNC5A3dzEeYLYXRO7wEAlKAAMa8A7hrIF4TwOr4IAe/WGIeqqipkMhkEg0EwDAOtVgudTrdkd09/fz+qq6vnCaDx8XHSaZVKpUjtz9DQEOrq6jatK2EtZwjl83nS6s25Ds8dp7CV0nEUymrhRIjP50MikYBSqSSi506kUil4PB4y7dtoNN4x+sL5+fh8PmSzWeh0Ouj1+iUjI6lUitT7mc3mDXNdZlkWIyMjSCaT6Onpwd69ewHc+l5MJBIwGAxoa2uDzWZb92O5G7ay0NkpUKFzB+72IuyZ+R1kcr0o5efn/S6bskGQ+Q5YloVAIEBZWdmyh0omEglMTU2hsbGxaDvXzppOpxEOh3H48GGkUimMj4+TsREbydxZQXcjbjjX4UgkgmQySV2HKfccXHGw3+9HIpEg40TuJHpYliVDgnk8Hkwm07K8crgRC36/HwCIkehif7v5fB4ejwfBYBAajQZms3ndU0dclDqZTGJ4eBhNTU0QCoW4efMm+Hw+FAoFHnzwwU1LmSwHKnTWHyp07sDdXoSR1EVM+N+BEl5uwd9rRD+GQXdoxQv/wMAAKisri9xMuRy1QCCAz+fD0aNHiQ8H9wWwEayFuMlkMiRiw7kOc8KGug5T7nW4aed+vx/JZJKkt+/kbpzJZOD1ejE7OwuVSgWTybSs1nGuAzIYDEIoFMJoNC4qlua6LovFYlit1nU1IeVGRSQSCTidTtTU1CCfz2NgYABqtRoajQbHjx/fst8ZVOisP1To3IG1uAgn/e9BIv3igr+rMvwMpeIDK3q+ZDIJp9NZFM3JZDIYGBiAWCzGzMwMjh07hkAggFgshoaGhnWvUbl9yjPXCr5cccNFoDjXYZFIBLVaDbVaveXnalEomwknenw+H1Kp1LLckbkaG4/Hg0KhQEZOLOd7Ip1Ow+fzYXZ2FqWlpTAajYt2isXjcbhcLuRyOZjNZmi12nX5W87n8+jr68Ps7Cz8fj9sNhtisRgmJyeh1WrR3Nw8L/q9VaBCZ/2hQucOrMVFGE78D2ZCn5i3XcDXocFyFTzeyroWBgcHUVFRQe7euA4rsVgMp9OJY8eOEQfN9ZySnclkEAgEVixuONdhLmLDuQ5zERvqOkyhrI7b3ZE50bNU1CaXy8Hr9SIYDEKhUMBkMi177lUikYDX60UsFoNSqYTRaFzwsblcDjMzMwiHw9DpdDCZTGtu6ZDJZNDf3w+/309azLkBphqNBidOnIBarV7T11wLqNBZf6jQuQNrcRGybB5Tgfchnj7z222MAGbNN6BVvnFFz5VKpTAxMUFcQlmWxeDgIFiWhdPpxNGjRzE9PU1aP9cabmrz7OwshEIhGWC41JcWy7JIJpNknEI+n4dUKiXmfNR1mEJZexiGQTgcJtYVGo0Ger1+UdHDFT673W5ks1kYDAbo9fplRXm4+iGuAUKr1cJgMMy7aeG6wjwez7q4LieTSQwNDcHj8SCZTKKiogLDw8PIZrMwGo04efLklvPMokJn/dk2QicUCuHjH/84fvGLX4DP5+PNb34zvv71ry/ZQXT8+HG8/PLLRds++MEP4pvf/OayX3etLkKWLSCWeh6J9MsQ8NXwu/ciEVOjo6NjRc8zNDSE8vJykvOemJhANBrF9PQ0jhw5gqmpKVgsljU1y1pI3Gi12iVn7izmOqxUKreFtwWFspNgGIakdbLZLLRaLfR6/aLRU27kRCAQgFQqJWaEK3ktn8+HfD5POrdurxGMRqNwuVxkSvZK5oAtRTQaxejoKGZmZpBOp2GxWDA4OAiBQICWlhbs37//rl9jLaFCZ/3ZNkLn0Ucfhdvtxre+9S3kcjm8733vw4EDB/DDH8434+M4fvw4Ghoa8KUvfYlsKy0tXdHFtF4XIcMweP7553HgwIFlixLO6bi5uRkA4Pf7MTk5Ca/Xi46ODrhcLtTU1KzJcXLiJhQKoaSkZElxwzBMkbBhWbZI2NBxChTK1mGuEMnlcigrK1vSyiIej8PtdiOVSkGv1y8oWhajUCggEAjA7/eDx+PBYDDMqwXKZDKYmZlBNBpdM9flYDCIiYkJuFwupNNp6HQ6jI6OQiqV4qGHHtoyZqkAFTobwbYQOgMDA2hubsbVq1eJGj916hQee+wxTE9PL5qiOX78OHbv3o2///u/X/Vrr+dFGAgE0NnZiYcffnhZdzLDw8OwWCyQy+WIxWLE8nzPnj0IBAKw2+131UY5V9yIRCJSc3P7lw7DMIhGowu6DisUii0XGqZQKAvDMAxCoRD8fj/y+TyJ9CyUTuZEi8/ng0gkgtlsXtGMLq5hIRgMQiQSwWg0Qq1Wk8czDAOv1wufzwelUgmLxXJX9XoejwculwvT09NIp9OQSqVwuVzQ6/V4/PHHt0wtIBU668+2EDrf/e538ZnPfAazs7NkWz6fh0QiwU9+8hO86U1vWvBxx48fR19fH5nZ8fjjj+Pzn//8sgvtgPW/CC9fvgy1Wn3HjoB0Og2Hw4GWlhZkMhlcv34dfr8fLS0tZPL5alJC6XSapKVEIhGpuZkrbgqFAhE2nOvwXGFDXYcplO1PoVAgoqdQKKCsrGxRs8C5IyfKyspgNBpX9P2TSqWI55dMJoPRaCRGn1wXmcvlAp/PJ8NEVwPnlOx0OpHL5VAoFBAOh9HY2LhlWs6p0Fl/tkVOwePxwGAwFG0TCoXQarWku2gh3vGOd6CyshIWiwXd3d34kz/5EwwNDeGZZ55Z9DGZTAaZTIb8OxqN3v0bWIJ9+/bh1KlTqKysXDIaMzU1hYqKChQKBdy8eRNerxf19fXIZDJoaWlZURRlIXFjtVqJYMnn85idnZ3nOqzT6VBVVbUlvhwoFMrawnle6fV6YhY4MjIChmFIeosTM6WlpaitrQXDMAgGgxgaGoJAIIDJZCqK0iyGVCpFZWUlKioqSOfW2NgYVCoVDAYDsZZIpVJkmKjJZIJer1/R94/NZkM2m4XFYsH09DQAQCKRYHBwEOXl5aivr1/9CaNsGzZV6Hz2s5/F008/veQ+AwMDq37+D3zgA+T/29raYDabceLECTgcDtTW1i74mC9/+cv44he/uOrXXCklJSVoa2vDq6++igceeGDBfTjxJZfL0d3djampKVRWVkIsFqO2tnZZf/hLiZtcLodQKIRwOFzkOswN+aPChkK5txAIBDAYDDAYDCRlNTw8DJZlodPpoNPpIBQKwefziThKp9PweDzEu8ZoNN4xPcTj8SCXyyGXy0kkZ2pqCplMhnRu1dXVIZ/Pw+v1oru7e0WuyzweD7W1tcjlcrBYLJicnIRUKkUmk8G5c+dWVGRN2b5sauqKy9cuRU1NDf7zP/9zVamr20kkEpDL5Th16hROnjy54D4LRXRsNtu6hhVZlsXZs2dht9thtVrn/X50dBQGgwF+vx+dnZ2wWCyorKy84wyXxdJS+XyemPNR12EKhbJc8vk8gsEgAoEAAJBhvHOLk7l5WR6Ph5QNrNQokKsd8vl8KBQK0Ov10Ol0EAgECIVCcLvdKCkpKepAvdPz9fb2IhqNYnx8HDweD+FwGGazGW9605s2Nf1OU1frz6ZGdLg7gTtx+PBhhMNhdHZ2Yt++fQCAM2fOgGEYHDx4cNmvd+PGDQCA2WxedB+xWLzhRWo8Hg8dHR04e/bsPCOtbDaLdDqNRCKBK1euwGAwoKGhYV4qj+N2ccN1OcRiMQQCAbhcLuI6bLPZIJFIqLChUCjLghv/YDQakc/nEQgEMDg4CB6PVyR6tFottFotstksPB4PpqenoVQqYTabl+Wbw+fzSeRo7uvw+XwYDAY0NzeTtFY2m72j6zKfz0dLSwtu3LiB6upqDA8Po7S0FNPT0+js7MSBAytzp6dsL7ZFMTJwq73c6/Xim9/8Jmkv379/P2kvd7lcOHHiBP7jP/4DHR0dcDgc+OEPf4jHHnsMZWVl6O7uxv/+3/8b5eXl87x1lmIj1XZvby8ymQwRcwDgcDggEonw8ssvQ6fT4fDhw1CpVEWP4yzZw+EwRCIRlEolMfDK5XIQi8VF4xQoFAplLcnlcggEAggGg0SkzB0AyqWlPB4P8vk8DAYDdDrdiiMp2WwWPp8PoVAIYrGYODF7PB7Mzs6irKwMJpNp0fb3bDaLrq4u5HI5DAwMgGEYpNNpvP3tb1/05nG9oRGd9WfbCJ1QKISPfexjRYaB3/jGN0h+dWJiAtXV1Th79iyOHz+Oqakp/K//9b/IsDebzYY3velN+NznPrclfHQWgmEYnDr1/3DgQAh84U3woMWUcy+6u8NQq9U4ceIE6RhLpVIkcgMAIpEIDMOgUChQ12EKhbJpzB0AutBQ31wuR8wI5XI5zGbzijphOVKpFLxeLyKRCORyOQwGA5LJJLxeL0pLS2G1Whds8EilUujq6kKhUEBPTw/y+TzEYjF+//d/f1PMTKnQWX+2jdDZLDZW6CQx43kTWLZ7zjYBHKMfwLGjn0WhUIDP54PX60Uul4NQKIREIoFcLodKpYJKpaKuwxQKZctw+7DfucajnIO62+1GOp0mIydW6sPFPY/X60UikYBarUZpaSmCwSAKhQIsFsu8TrB4PI6uri7k83n09vYim82irq4Or3/96zc8lU+FzvpDhc4d2MiLMBb/FsKRp+ZtZwomjDm+gnyeIXcuGo2Gug5TKJRtw1Kih7uJ8/v9kEgkxIxwpXBDTb1eL7LZLJRKJbLZLFKpFOki44RUOBzG9evXSRorl8vh0UcfRWtr61q/9SWhQmf9oULnDmzkRegPvA3pzML1Q1Lxz6HR7KOuwxQKZdtzuwv7XKPSRCIBt9uNRCIBvV4Pg8Gwqhs6zuPH5/OBYRjw+Xxks1moVCpYrVaIxWL4fD7cvHkTqVQKIyMjYFkWf/iHfzivDnI9oUJn/aFC5w5s5EUYCH0QqdT/W/B3ZlMnhIK1n0ZOoVAom8ncTlGxWAy9Xg+1Wg3g1pgcr9eLkpISmM1mKJXKVaWW8vk8/H4/AoEAMpkMCoUC5HI5sQ7p7+9HNBrF2NgYlEolPvShD21YCosKnfWHCp07sJEXYSp9FoHgO+ZtF4vvh0H3o3V9bQqFQtls5naQisVi4pKcTqfhdrsRi8Wg1WphMplWXY+YyWTg8/ng8/kQj8chFovB5/PJ8NGZGSdOPDiJclsXGCYKieQ1UCk/ixJhzRq/21tQobP+UKFzBzb6IozG/gnR2FfBsikAgEh0ADrtdyAQGNf9tSkUCmWrwHWWhsNhSCQSGAwGKJVKhEIheL1e8Hg8mEwmaDSaVUdfuJldTqeTtL7X1f8A5babRfvx+QaYDGcgEJStxVsrggqd9YcKnTuwGRchw0SQzXaBLzBAVNK8Ia9JoVAoW5VkMklET2lpKfR6PSQSCbxeL2ZnZ6HRaGAymVbtE8b5/Lzyyk+wa8+T4PHmL4sq5eegVHz0bt/KPKjQWX9oy84WhM9XQSI5vtmHQaFQKFuC0tJSVFZWorKyEolEAn6/H5FIBDKZDFVVVWAYBg6HAyzLwmg0oqysbEVRHh6PB7VajdeeqEZoduF7/1xuaK3eDmWDoUKHQqFQKNsGmUxG5lslEgn4fD5Eo1HIZDJoNBokEgm4XC4oFAqYzeYFTQMXQyyyA+ADYOb9rqTEvkbvgLLRUKFDoVAolG2JTCZDdXU1WJYloicWi0Emk0EsFmNiYgL5fB5Go3FZIyeEQhtKpW9GMvWTou18vh6y0ret51uhrCNU6FAoFAplW8Pj8SCXyyGXy4lTst/vRzabRWlpKaLRKGZmZsjIiaUmnms1X4VQWIFY/IfI5Wbh9VSDZT4Mq3ntC5EpGwMVOhQKhULZMfB4PCgUCigUCrAsi1gsBr/fDx6Ph0wmg9HRUQCY55T828eXQKX8I6iUf4RQKISzp3+GeNwNm20a5eXlm/GWKHcJ7bq6A7QinkKhULY/nOjh0lsMw4BhGCiVSjJyYqECZpfLhZ/+9KcoKSnB+973vjUflEzXmPWHCp07QC9CCoVC2VmwLItoNErMCbkhyVarFQaDYZ4Z4dDQEH7xi1+gtrYWb3rTm9b0WOgas/7Q1BWFQqFQ7il4PB5UKhVUKhXx0PF6vRgfH8fIyAjUajWqqqqgUqnA4/Fgt9sRCoXw0ksvoa+vD82NWqAwAwjrweNTcbLVoUKHQqFQKPcsnIeOWq1GQ0MDwuEwXC4XOjs7wePxYLPZUFlZiUOHDsHvc4IX+99g/JPggQV4UkD2B+DJP77Zb4OyBDR1dQdoWJFCoVDuPViWxezsLMbGxuDz+SCXy7G3/mco5f1y3r481VfAk75+Va9D15j1h0Z0KBQKhUK5DR6PB61WC61WC4Zh4PNNQcw8DyxguMwmf7xqoUNZf5Z2T6JQKBQK5R6Hz+fDaFBBwM8uvAMb3tDjoawMKnQoFAqFQrkDPL4aELYs/EvRkQ09FsrKoEKHQqFQKJRlwFN8FoCkeKOgHDzZH27K8VCWB63RoVAoFAplGfDEBwHd/wOb/C+g4AKvpB0ofeutaA9ly0KFDoVCoVAoy4QnrAJP+aebfRiUFUBTVxQKhUKhUHYsVOhQKBQKhULZsVChQ6FQKBQKZcdChQ6FQqFQKJQdCxU6FAqFQqFQdixU6FAoFAqFQtmxUKFDoVAoFAplx0KFDoVCoVAolB0LFToUCoVCoVB2LFToUCgUCoVC2bFQoUOhUCgUCmXHQoUOhUKhUCiUHQsd6nkHWJYFAESj0U0+EgqFQqHsNLi1hVtrKGsPFTp3IBaLAQBsNtsmHwmFQqFQdiqxWAwqlWqzD2NHwmOpjFwShmEwMzMDhUIBHo+32YdzV0SjUdhsNkxNTUGpVG724Wwq9Fzcgp6H30LPxW+h5+IWG3EeWJZFLBaDxWIBn0+rSdYDGtG5A3w+H+Xl5Zt9GGuKUqm8p7+85kLPxS3oefgt9Fz8FnoubrHe54FGctYXKh8pFAqFQqHsWKjQoVAoFAqFsmOhQuceQiwW48knn4RYLN7sQ9l06Lm4BT0Pv4Wei99Cz8Ut6HnYGdBiZAqFQqFQKDsWGtGhUCgUCoWyY6FCh0KhUCgUyo6FCh0KhUKhUCg7Fip0KBQKhUKh7Fio0Nnh/OVf/iWOHDmC0tJSqNXqZT2GZVl84QtfgNlshlQqxYMPPoiRkZH1PdB1JhQK4Z3vfCeUSiXUajXe//73Ix6PL/mY48ePg8fjFf186EMf2qAjXjv+6Z/+CVVVVZBIJDh48CBeffXVJff/yU9+gsbGRkgkErS1teHXv/71Bh3p+rOSc/H9739/3ucvkUg28GjXh3PnzuHxxx+HxWIBj8fDz372szs+5qWXXsLevXshFotRV1eH73//++t+nBvBSs/FSy+9NO+a4PF48Hg8G3PAlFVBhc4OJ5vN4i1veQs+/OEPL/sxf/M3f4NvfOMb+OY3v4krV65AJpPh5MmTSKfT63ik68s73/lO9PX14YUXXsAvf/lLnDt3Dh/4wAfu+Lg//MM/hNvtJj9/8zd/swFHu3b86Ec/wqc//Wk8+eSTuH79Onbt2oWTJ0/C5/MtuP/Fixfx9re/He9///vR1dWFN77xjXjjG9+I3t7eDT7ytWel5wK45Yg79/OfnJzcwCNeHxKJBHbt2oV/+qd/Wtb+4+Pj+J3f+R285jWvwY0bN/CpT30Kf/AHf4DnnntunY90/VnpueAYGhoqui4MBsM6HSFlTWAp9wTf+973WJVKdcf9GIZhTSYT+7d/+7dkWzgcZsViMftf//Vf63iE60d/fz8LgL169SrZ9uyzz7I8Ho91uVyLPu6BBx5gP/nJT27AEa4fHR0d7Ec/+lHy70KhwFosFvbLX/7ygvu/9a1vZX/nd36naNvBgwfZD37wg+t6nBvBSs/Fcv9mtjMA2J/+9KdL7vP//X//H9vS0lK07YknnmBPnjy5jke28SznXJw9e5YFwM7Ozm7IMVHWBhrRoRQxPj4Oj8eDBx98kGxTqVQ4ePAgLl26tIlHtnouXboEtVqN/fv3k20PPvgg+Hw+rly5suRjf/CDH0Cn06G1tRV/+qd/imQyud6Hu2Zks1l0dnYWfZZ8Ph8PPvjgop/lpUuXivYHgJMnT27bz55jNecCAOLxOCorK2Gz2fCGN7wBfX19G3G4W4qdek3cDbt374bZbMZDDz2ECxcubPbhUO4AHepJKYLLNRuNxqLtRqNx2+ahPR7PvNCyUCiEVqtd8j294x3vQGVlJSwWC7q7u/Enf/InGBoawjPPPLPeh7wmBAIBFAqFBT/LwcHBBR/j8Xh21GfPsZpzYbfb8d3vfhft7e2IRCL4yle+giNHjqCvr2/HDfpdisWuiWg0ilQqBalUuklHtvGYzWZ885vfxP79+5HJZPCv//qvOH78OK5cuYK9e/du9uFRFoEKnW3IZz/7WTz99NNL7jMwMIDGxsYNOqLNYbnnYbXMreFpa2uD2WzGiRMn4HA4UFtbu+rnpWwPDh8+jMOHD5N/HzlyBE1NTfjWt76FP//zP9/EI6NsFna7HXa7nfz7yJEjcDgc+NrXvob/83/+zyYeGWUpqNDZhnzmM5/Be9/73iX3qampWdVzm0wmAIDX64XZbCbbvV4vdu/evarnXC+Wex5MJtO8gtN8Po9QKETe73I4ePAgAGB0dHRbCB2dTgeBQACv11u03ev1Lvq+TSbTivbfLqzmXNxOSUkJ9uzZg9HR0fU4xC3LYteEUqm8p6I5i9HR0YHz589v9mFQloAKnW2IXq+HXq9fl+eurq6GyWTC6dOnibCJRqO4cuXKijq3NoLlnofDhw8jHA6js7MT+/btAwCcOXMGDMMQ8bIcbty4AQBFAnArIxKJsG/fPpw+fRpvfOMbAQAMw+D06dP42Mc+tuBjDh8+jNOnT+NTn/oU2fbCCy8URTa2I6s5F7dTKBTQ09ODxx57bB2PdOtx+PDheRYDO+GaWCtu3Lixbb4T7lk2uxqasr5MTk6yXV1d7Be/+EVWLpezXV1dbFdXFxuLxcg+drudfeaZZ8i///qv/5pVq9Xsz3/+c7a7u5t9wxvewFZXV7OpVGoz3sKa8Mgjj7B79uxhr1y5wp4/f56tr69n3/72t5PfT09Ps3a7nb1y5QrLsiw7OjrKfulLX2KvXbvGjo+Psz//+c/Zmpoa9v7779+st7Aq/vu//5sVi8Xs97//fba/v5/9wAc+wKrVatbj8bAsy7Lvete72M9+9rNk/wsXLrBCoZD9yle+wg4MDLBPPvkkW1JSwvb09GzWW1gzVnouvvjFL7LPPfcc63A42M7OTvZtb3sbK5FI2L6+vs16C2tCLBYj3wMA2L/7u79ju7q62MnJSZZlWfazn/0s+653vYvsPzY2xpaWlrJ//Md/zA4MDLD/9E//xAoEAvbUqVOb9RbWjJWei6997Wvsz372M3ZkZITt6elhP/nJT7J8Pp998cUXN+stUJYBFTo7nPe85z0sgHk/Z8+eJfsAYL/3ve+RfzMMw37+859njUYjKxaL2RMnTrBDQ0Mbf/BrSDAYZN/+9rezcrmcVSqV7Pve974isTc+Pl50XpxOJ3v//fezWq2WFYvFbF1dHfvHf/zHbCQS2aR3sHr+4R/+ga2oqGBFIhHb0dHBXr58mfzugQceYN/znvcU7f/jH/+YbWhoYEUiEdvS0sL+6le/2uAjXj9Wci4+9alPkX2NRiP72GOPsdevX9+Eo15buBbp23+49/6e97yHfeCBB+Y9Zvfu3axIJGJramqKvi+2Mys9F08//TRbW1vLSiQSVqvVssePH2fPnDmzOQdPWTY8lmXZDQ4iUSgUCoVCoWwI1EeHQqFQKBTKjoUKHQqFQqFQKDsWKnQoFAqFQqHsWKjQoVAoFAqFsmOhQodCoVAoFMqOhQodCoVCoVAoOxYqdCgUCoVCoexYqNChULYRPB4PP/vZz8i/BwcHcejQIUgkEjKyY6Ftd8NLL70EHo+HcDh818+13lRVVeHv//7vN/swKBTKFoIKHQplk3nve98LHo8HHo+HkpISGI1GPPTQQ/jud78LhmGK9nW73Xj00UfJv5988knIZDIMDQ3h9OnTi267G44cOQK32w2VSnXXz7XeXL16tWjq/Epwu914xzvegYaGBvD5/KJ5XxQKZftChQ6FsgV45JFH4Ha7MTExgWeffRavec1r8MlPfhKve93rkM/nyX4mkwlisZj82+Fw4NixY6isrERZWdmi2+4GkUgEk8kEHo9318+13uj1epSWlq7qsZlMBnq9Hp/73Oewa9euNT4yCoWyWVChQ6FsAcRiMUwmE6xWK/bu3Ys/+7M/w89//nM8++yz+P73v0/2m5u64vF46OzsxJe+9CXweDw89dRTC25bKPV048YN8Hg8TExMAAAmJyfx+OOPQ6PRQCaToaWlhUysXujx//M//4OWlhaIxWJUVVXhq1/9atH7qaqqwl/91V/h93//96FQKFBRUYFvf/vbS56DU6dO4dixY1Cr1SgrK8PrXvc6OBwO8vv/+I//gFwux8jICNn2kY98BI2NjUgmk+R1udQVy7J46qmnUFFRAbFYDIvFgk984hOLvn5VVRW+/vWv493vfve2iF5RKJTlQYUOhbJFee1rX4tdu3bhmWeeWfD3brcbLS0t+MxnPgO3240/+qM/WnDbcvjoRz+KTCaDc+fOoaenB08//TTkcvmC+3Z2duKtb30r3va2t6GnpwdPPfUUPv/5zxcJMgD46le/iv3796Orqwsf+chH8OEPfxhDQ0OLHkMikcCnP/1pXLt2DadPnwafz8eb3vQmkr5797vfjcceewzvfOc7kc/n8atf/Qr/+q//ih/84AcLRnH+53/+B1/72tfwrW99CyMjI/jZz36Gtra2ZZ0PCoWycxBu9gFQKJTFaWxsRHd394K/M5lMEAqFkMvlMJlMAAC5XD5v23JwOp1485vfTIRATU3Novv+3d/9HU6cOIHPf/7zAICGhgb09/fjb//2b/He976X7PfYY4/hIx/5CADgT/7kT/C1r30NZ8+ehd1uX/B53/zmNxf9+7vf/S70ej36+/vR2toKAPjWt76F9vZ2fOITn8AzzzyDp556Cvv27Vv0PZlMJjz44IMoKSlBRUUFOjo6lndCKBTKjoFGdCiULQzLshtSG/OJT3wCf/EXf4GjR4/iySefXFRcAcDAwACOHj1atO3o0aMYGRlBoVAg29rb28n/83g8mEwm+Hy+RZ93ZGQEb3/721FTUwOlUomqqioAtwQLh0ajwb/927/hX/7lX1BbW4vPfvaziz7fW97yFqRSKdTU1OAP//AP8dOf/rSo3olCodwbUKFDoWxhBgYGUF1dfVfPweff+jNnWZZsy+VyRfv8wR/8AcbGxvCud70LPT092L9/P/7hH/7hrl63pKSk6N88Hm9eF9lcHn/8cYRCIXznO9/BlStXcOXKFQBANpst2u/cuXMQCARwu91IJBKLPp/NZsPQ0BD++Z//GVKpFB/5yEdw//33z3vvFAplZ0OFDoWyRTlz5gx6enrmpXRWil6vB3Crpofjxo0b8/az2Wz40Ic+hGeeeQaf+cxn8J3vfGfB52tqasKFCxeKtl24cAENDQ0QCASrOsZgMIihoSF87nOfw4kTJ9DU1ITZ2dl5+128eBFPP/00fvGLX0Aul+NjH/vYks8rlUrx+OOP4xvf+AZeeuklXLp0CT09Pas6RgqFsj2hNToUyhYgk8nA4/GgUCjA6/Xi1KlT+PKXv4zXve51ePe7331Xz11XVwebzYannnoKf/mXf4nh4eF5XVKf+tSn8Oijj6KhoQGzs7M4e/YsmpqaFny+z3zmMzhw4AD+/M//HE888QQuXbqEf/zHf8Q///M/r/oYNRoNysrK8O1vfxtmsxlOp3NeWioWi+Fd73oXPvGJT+DRRx9FeXk5Dhw4gMcffxy/93u/N+85v//976NQKODgwYMoLS3Ff/7nf0IqlaKysnLR4+AEYDweh9/vx40bNyASidDc3Lzq90ahUDYXKnQolC3AqVOnYDabIRQKodFosGvXLnzjG9/Ae97zHpJ6Wi0lJSX4r//6L3z4wx9Ge3s7Dhw4gL/4i7/AW97yFrJPoVDARz/6UUxPT0OpVOKRRx7B1772tQWfb+/evfjxj3+ML3zhC/jzP/9zmM1mfOlLXyoqRF4pfD4f//3f/41PfOITaG1thd1uxze+8Q0cP36c7PPJT34SMpkMf/VXfwUAaGtrw1/91V/hgx/8IA4fPgyr1Vr0nGq1Gn/913+NT3/60ygUCmhra8MvfvGLJb2F9uzZQ/6/s7MTP/zhD1FZWUna8CkUyvaDx85N3FMoFAqFQqHsIGiNDoVCoVAolB0LFToUCoVCoVB2LFToUCgUCoVC2bFQoUOhUCgUCmXHQoUOhUKhUCiUHQsVOhQKhUKhUHYsVOhQKBQKhULZsVChQ6FQKBQKZcdChQ6FQqFQKJQdCxU6FAqFQqFQdixU6FAoFAqFQtmxUKFDoVAoFAplx/L/B3ZRrR4Yl7GlAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plot.init_fig(1, 1, colsize=6, rowsize=5)\n", "plot.plot_visualization(axes, rw.nodes_df, edges_df=edges_df, x='1', y='2',\n", " nodes_color='function', nodes_cmap_label='Relative fitness',\n", " nodes_size=25, edges_alpha=0.5)" ] }, { "cell_type": "markdown", "id": "a411c383", "metadata": {}, "source": [ "Now, we have a clear visualization of the landscape structure, where two main fitness peaks are separated along Diffusion axis 1. Meanwhile, Diffusion axis 2 distinguishes high-fitness genotypes from low-fitness ones, which are progressively further away in terms of mutations. \n", "\n", "A natural question arises: **What are the sequences at the different fitness peaks?** One simple approach is to systematically color genotypes based on their sequence or subsequence. This is particularly useful when we have a reasonable hypothesis about the nature of the fitness peaks. \n", "\n", "In this case, we have a strong prior: the two isolated sets of codons that encode **Serine**. We can directly highlight these sets of sequences to examine their placement in the embedding. To facilitate this, we provide the utility function `get_nodes_df_highlight`, which extracts a subset of genotypes from the `nodes_df` dataframe and adds an additional column annotating the assigned genotype sets, using **IUPAC motifs** in this case." ] }, { "cell_type": "code", "execution_count": 19, "id": "2ac78e2e", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = get_nodes_df_highlight(rw.nodes_df, genotype_groups=['TCN', 'AGY'])\n", "plot.plot_nodes(axes, df, color='group', x='1', y='2', size=50, palette='Set1', lw=1)\n", "fig" ] }, { "cell_type": "markdown", "id": "56080508", "metadata": {}, "source": [ "We can indeed see that the peaks correspond to the distinct sets of codons that encode the Serine amino acid. However, in a real scenario, we would rarely know in advance which sequences make up the different fitness peaks. \n", "\n", "A useful strategy is to generate a series of plots where genotypes are sequentially colored based on the alleles at each position. This approach allows us to track how specific genotypes or groups of genotypes light up for different alleles at each position. By examining these patterns, we can effectively identify the sequence features that characterize different regions of the visualization.\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "8791962d", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot.figure_allele_grid(rw.nodes_df, edges_df=edges_df, x='1', y='2',\n", " nodes_size=25, edges_alpha=0.5)" ] }, { "cell_type": "markdown", "id": "a605760c", "metadata": {}, "source": [ "This is an example of how useful is to create different versions of the visualization coloring the genotypes by different sequence-features. This strategy can be to see the distribution of any other sequence feature e.g. the effect of specific mutations across all possible genetic backgrounds. For instance, lets now color sequences according to the effect of an A3G substitution. \n" ] }, { "cell_type": "code", "execution_count": 21, "id": "caf0bddc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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12345678910111213141516functionstationary_freqgroupA3T
AAA0.4023981.0893640.064931-0.6182060.2965891.733786-0.685781-0.314762-0.818411-1.098608-0.134203-0.1672060.2798270.1695960.478515-1.3756571.1764050.011499NaN0.047684
AAC0.6758070.424534-0.6019690.3245950.2108140.745217-0.486268-0.580976-0.468920-0.167147-0.1513320.1809120.2748200.726750-0.318883-0.0804761.0400160.008164NaN0.047684
AAG0.3921950.9566250.0530970.1960441.3395691.134183-0.813210-0.214003-0.7553670.2714880.9510820.3907610.1432200.062959-1.229451-0.3570451.0978740.009441NaN0.047684
AAT0.7485820.3153790.6378560.3487150.2204490.832080-0.588693-0.272760-0.511694-0.111372-0.3773940.4551190.8360410.122532-0.3877320.4367161.2240890.012963NaN0.047684
ACA-0.2944220.312591-0.022744-0.7929490.0213521.0846500.4041550.050491-0.349789-0.2266360.421384-0.7090850.8241030.1486930.7015120.1877001.1867560.011802NaN-0.201892
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" ], "text/plain": [ " 1 2 3 4 5 6 7 \\\n", "AAA 0.402398 1.089364 0.064931 -0.618206 0.296589 1.733786 -0.685781 \n", "AAC 0.675807 0.424534 -0.601969 0.324595 0.210814 0.745217 -0.486268 \n", "AAG 0.392195 0.956625 0.053097 0.196044 1.339569 1.134183 -0.813210 \n", "AAT 0.748582 0.315379 0.637856 0.348715 0.220449 0.832080 -0.588693 \n", "ACA -0.294422 0.312591 -0.022744 -0.792949 0.021352 1.084650 0.404155 \n", "\n", " 8 9 10 11 12 13 14 \\\n", "AAA -0.314762 -0.818411 -1.098608 -0.134203 -0.167206 0.279827 0.169596 \n", "AAC -0.580976 -0.468920 -0.167147 -0.151332 0.180912 0.274820 0.726750 \n", "AAG -0.214003 -0.755367 0.271488 0.951082 0.390761 0.143220 0.062959 \n", "AAT -0.272760 -0.511694 -0.111372 -0.377394 0.455119 0.836041 0.122532 \n", "ACA 0.050491 -0.349789 -0.226636 0.421384 -0.709085 0.824103 0.148693 \n", "\n", " 15 16 function stationary_freq group A3T \n", "AAA 0.478515 -1.375657 1.176405 0.011499 NaN 0.047684 \n", "AAC -0.318883 -0.080476 1.040016 0.008164 NaN 0.047684 \n", "AAG -1.229451 -0.357045 1.097874 0.009441 NaN 0.047684 \n", "AAT -0.387732 0.436716 1.224089 0.012963 NaN 0.047684 \n", "ACA 0.701512 0.187700 1.186756 0.011802 NaN -0.201892 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s1 = [\"{}A\".format(x[:2]) for x in rw.nodes_df.index]\n", "s2 = [\"{}T\".format(x[:2]) for x in rw.nodes_df.index]\n", "rw.nodes_df[\"A3T\"] = (\n", " rw.nodes_df.loc[s2, \"function\"].values - rw.nodes_df.loc[s1, \"function\"].values\n", ")\n", "rw.nodes_df.head()\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "f9defd43", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "\n", "fig, axes = plot.init_fig(1, 1, colsize=6, rowsize=5)\n", "plot.plot_visualization(\n", " axes,\n", " rw.nodes_df,\n", " edges_df=edges_df,\n", " x=\"1\",\n", " y=\"2\",\n", " nodes_color=\"A3T\",\n", " nodes_cmap='coolwarm',\n", " nodes_cmap_label=\"A3G effect\",\n", " nodes_size=25,\n", " edges_alpha=0.5,\n", ")\n" ] }, { "cell_type": "markdown", "id": "cc0106cd", "metadata": {}, "source": [ "## Advanced plots\n", "\n", "In this section, we will expand on the possibilities of the plotting functions implemented\n", "\n", "- More customized plots using [matplotlib](https://matplotlib.org/)\n", "- Interactive plots in standard html format using [plotly](https://plotly.com/python/)\n", "- Efficient plotting of particularly large landscapes (over 1M genotypes), when rendering by standard libraries becomes too costly, using [datashader](https://datashader.org/)\n", "\n", "### Customize plots in matplotlib\n", "\n", "We have previously generated simple plots using a high level function that took care of plotting everything. However, the plotting is internally divided into two basic and flexible functions, which allow us to build more complex plots.\n", "\n", "- nodes plotting\n", "- edges plotting\n", "\n", "For plotting the nodes, we just need to provide the dataframe `nodes_df` with the embedding and specify which dimensions we want to show and what we want to color by, as well as other classical parameters as size or edge color and width, as in a regular scatterplot." ] }, { "cell_type": "code", "execution_count": 23, "id": "85342120", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plot.init_fig(1, 1, colsize=5, rowsize=4.5)\n", "plot.plot_nodes(axes, rw.nodes_df, x='1', y='2', color='function', size=25)" ] }, { "cell_type": "markdown", "id": "aa740a5b", "metadata": {}, "source": [ "We can either color by a column in the `DataFrame` or specify a fixed color. The same goes for the node size" ] }, { "cell_type": "code", "execution_count": 24, "id": "138e1e53", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plot.init_fig(1, 1, colsize=5, rowsize=4.5)\n", "plot.plot_nodes(axes, rw.nodes_df, x='1', y='2', color='white', size='stationary_freq',\n", " edgecolor='black', lw=0.5, min_size=20, max_size=150)" ] }, { "cell_type": "markdown", "id": "3496532c", "metadata": {}, "source": [ "Now we can easily add the edges to show how genotypes are connected to each other by single point mutations" ] }, { "cell_type": "code", "execution_count": 25, "id": "8a7c1d69", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "plot.plot_edges(axes, rw.nodes_df, edges_df=edges_df, alpha=1)\n", "fig" ] }, { "cell_type": "markdown", "id": "49ac70df", "metadata": {}, "source": [ "### 3D visualization\n", "\n", "As we have recalculated the diffusion axes for plotting the decay of relaxation times, our `RandomWalk` object now contains the embedding calculated under the strongest selective regime, which will allow us to see finer details of the fitness peaks when looking at more diffusion axis. \n", "\n", "We can generate a 3D plot by just specifying which axis is shown in the `z` argument, by default set to `None` to do 2D representations. " ] }, { "cell_type": "code", "execution_count": 26, "id": "5bfb6c77", "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D" ] }, { "cell_type": "code", "execution_count": 27, "id": "dd34dd59", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(7, 7))\n", "axes = fig.add_subplot(111, projection='3d')\n", "plot.plot_visualization(axes, rw.nodes_df, edges_df=edges_df,\n", " x='1', y='2', z='3', nodes_color='function',\n", " nodes_size=35, edges_width=1, edges_alpha=0.4)\n", "\n", "fig.tight_layout()" ] }, { "cell_type": "markdown", "id": "208089df", "metadata": {}, "source": [ "### Interactive visualization\n", "\n", "We can use [plotly](https://plotly.com/python/) to generate interactive visualizations where we can zoom in and out, show the genotypes on the nodes when hovering over them with the mouse, and rotating to have different views when having a 3D plot" ] }, { "cell_type": "code", "execution_count": 28, "id": "871a8fea", "metadata": {}, "outputs": [], "source": [ "import gpmap.plot.ply as plot" ] }, { "cell_type": "code", "execution_count": 29, "id": "996e7a93", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot.plot_visualization(rw.nodes_df, edges_df=edges_df,\n", " nodes_color='function', nodes_size=10, edges_width=1)\n", "fig.show('notebook')" ] }, { "cell_type": "code", "execution_count": 30, "id": "9383857b", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plot.plot_visualization(rw.nodes_df, edges_df=edges_df, z='3',\n", " nodes_color='function', nodes_size=4, edges_width=1)\n", "fig.show('notebook')" ] } ], "metadata": { "kernelspec": { "display_name": "gpmap", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.18" } }, "nbformat": 4, "nbformat_minor": 5 }