{ "cells": [ { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "# RNA Velocity Basics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here you will learn the basics of RNA velocity analysis.\n", "\n", "For illustration, it is applied to endocrine development in the pancreas, with lineage commitment to four major fates: α, β, δ and ε-cells.
\n", "See [here](https://scvelo.readthedocs.io/scvelo.datasets.pancreas.html) for more details. It can be applied to your own data along the same lines. \n", "\n", "The notebook is also available at\n", "[Google Colab](https://colab.research.google.com/github/theislab/scvelo_notebooks/blob/master/VelocityBasics.ipynb)\n", "and [nbviewer](https://nbviewer.jupyter.org/github/theislab/scvelo_notebooks/blob/master/VelocityBasics.ipynb)." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# update to the latest version, if not done yet.\n", "!pip install scvelo --upgrade --quiet" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-05-16T10:55:13.135019Z", "start_time": "2020-05-16T10:55:10.811103Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running scvelo 0.2.0 (python 3.8.2) on 2020-05-16 12:55.\n" ] } ], "source": [ "import scvelo as scv\n", "scv.logging.print_version()" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:18.047750Z", "start_time": "2020-05-14T22:09:18.041815Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [], "source": [ "scv.settings.verbosity = 3 # show errors(0), warnings(1), info(2), hints(3)\n", "scv.settings.presenter_view = True # set max width size for presenter view\n", "scv.set_figure_params('scvelo') # for beautified visualization\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### Load the Data" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "The analysis is based on the in-built [pancreas data](https://scvelo.readthedocs.io/scvelo.datasets.pancreas).
\n", "To run velocity analysis on your own data, read your file (loom, h5ad, csv …) to an AnnData object with `adata = scv.read('path/file.loom', cache=True)`. If you want to merge your loom file into an already existing AnnData object, use `scv.utils.merge(adata, adata_loom)`." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:18.841409Z", "start_time": "2020-05-14T22:09:18.052145Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "text/plain": [ "AnnData object with n_obs × n_vars = 3696 × 27998 \n", " obs: 'clusters_coarse', 'clusters', 'S_score', 'G2M_score'\n", " var: 'highly_variable_genes'\n", " uns: 'clusters_coarse_colors', 'clusters_colors', 'day_colors', 'neighbors', 'pca'\n", " obsm: 'X_pca', 'X_umap'\n", " layers: 'spliced', 'unspliced'" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "adata = scv.datasets.pancreas()\n", "adata" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "scVelo is based on `adata`, an object that stores a data matrix `adata.X`, annotation of observations `adata.obs`, variables `adata.var`, and unstructured annotations `adata.uns`. Names of observations and variables can be accessed via `adata.obs_names` and `adata.var_names`, respectively. AnnData objects can be sliced like dataframes, for example, `adata_subset = adata[:, list_of_gene_names]`. For more details, see the [anndata docs](https://anndata.readthedocs.io).\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:19.107415Z", "start_time": "2020-05-14T22:09:18.843698Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.proportions(adata)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Here, the proportions of spliced/unspliced counts are displayed. Depending on the protocol used (Drop-Seq, Smart-Seq), we typically have between 10%-25% of unspliced molecules containing intronic sequences. We also advice you to examine the variations on cluster level to verify consistency in splicing efficiency. Here, we find variations as expected, with slightly lower unspliced proportions at cycling ductal cells, then higher proportion at cell fate commitment in Ngn3-high and Pre-endocrine cells where many genes start to be transcribed." ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### Preprocess the Data" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Preprocessing requisites consist of **gene selection** by detection (with a minimum number of counts) and high variability (dispersion), **normalizing** every cell by its total size and **logarithmizing** X. Filtering and normalization is applied in the same vein to spliced/unspliced counts and X. Logarithmizing is only applied to X. If X is already preprocessed from former analysis, it will not be touched.\n", "\n", "All of this is summarized in a single function `scv.pp.filter_and_normalize`, which essentially runs the following:\n", "\n", "```\n", "scv.pp.filter_genes(adata, min_shared_counts=20)\n", "scv.pp.normalize_per_cell(adata)\n", "scv.pp.filter_genes_dispersion(adata, n_top_genes=2000)\n", "scv.pp.log1p(adata)\n", "```\n", "\n", "Further, we need the first and second order moments (means and uncentered variances) computed among nearest neighbors in PCA space, summarized in `scv.pp.moments`, which internally computes `scv.pp.pca` and `scv.pp.neighbors`.\n", "First order is needed for deterministic velocity estimation, while stochastic estimation also requires second order moments." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:25.052883Z", "start_time": "2020-05-14T22:09:19.109179Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Filtered out 20801 genes that are detected in less than 20 counts (shared).\n", "Normalized count data: X, spliced, unspliced.\n", "Logarithmized X.\n", "computing neighbors\n", " finished (0:00:03) --> added \n", " 'distances' and 'connectivities', weighted adjacency matrices (adata.obsp)\n", "computing moments based on connectivities\n", " finished (0:00:00) --> added \n", " 'Ms' and 'Mu', moments of spliced/unspliced abundances (adata.layers)\n" ] } ], "source": [ "scv.pp.filter_and_normalize(adata, min_shared_counts=20, n_top_genes=2000)\n", "scv.pp.moments(adata, n_pcs=30, n_neighbors=30)\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Further preprocessing (such as batch effect correction) may be used to remove unwanted sources of variability. See the [best practices](https://doi.org/10.15252/msb.20188746) for further details. Note, that any additional preprocessing step only affects X and is not applied to spliced/unspliced counts." ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### Estimate RNA velocity" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Velocities are vectors in gene expression space and represent the direction and speed of movement of the individual cells. The velocities are obtained by modeling transcriptional dynamics of splicing kinetics, either stochastically (default) or deterministically (by setting ``mode='deterministic'``). For each gene, a steady-state-ratio of pre-mature (unspliced) and mature (spliced) mRNA counts is fitted, which constitutes a constant transcriptional state. Velocities are then obtained as residuals from this ratio. Positive velocity indicates that a gene is up-regulated, which occurs for cells that show higher abundance of unspliced mRNA for that gene than expected in steady state. Conversely, negative velocity indicates that a gene is down-regulated.\n", "\n", "The solution to the full dynamical model is obtained by setting ``mode='dynamical'``, which requires to run\n", "``scv.tl.recover_dynamics(adata)`` beforehand. We will elaborate more on the dynamical model in the next tutorial." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:26.448778Z", "start_time": "2020-05-14T22:09:25.054557Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocities\n", " finished (0:00:01) --> added \n", " 'velocity', velocity vectors for each individual cell (adata.layers)\n" ] } ], "source": [ "scv.tl.velocity(adata)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "The computed velocities are stored in ``adata.layers`` just like the count matrices. \n", "\n", "The combination of velocities across genes can then be used to estimate the future state of an individual cell. In order to project the velocities into a lower-dimensional embedding, transition probabilities of cell-to-cell transitions are estimated. That is, for each velocity vector we find the likely cell transitions that are accordance with that direction. The transition probabilities are computed using cosine correlation between the potential cell-to-cell transitions and the velocity vector, and are stored in a matrix denoted as velocity graph. The resulting velocity graph has dimension $n_{obs} \\times n_{obs}$ and summarizes the possible cell state changes that are well explained through the velocity vectors (for runtime speedup it can also be computed on reduced PCA space by setting `approx=True`)." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:37.256470Z", "start_time": "2020-05-14T22:09:26.450695Z" }, "hideCode": false, "hidePrompt": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocity graph\n", " finished (0:00:10) --> added \n", " 'velocity_graph', sparse matrix with cosine correlations (adata.uns)\n" ] } ], "source": [ "scv.tl.velocity_graph(adata)" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "For a variety of applications, the velocity graph can be converted to a transition matrix by applying a Gaussian kernel to transform the cosine correlations into actual transition probabilities. You can access the Markov transition matrix via `scv.utils.get_transition_matrix`. \n", "\n", "As mentioned, it is internally used to project the velocities into a low-dimensional embedding by applying the mean transition with respect to the transition probabilities, obtained with `scv.tl.velocity_embedding`. Further, we can trace cells along the Markov chain to their origins and potential fates, thereby getting root cells and end points within a trajectory, obtained via `scv.tl.terminal_states`." ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### Project the velocities" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Finally, the velocities are projected onto any embedding, specified by `basis`, and visualized in one of these ways: \n", "- on cellular level with `scv.pl.velocity_embedding`,\n", "- as gridlines with `scv.pl.velocity_embedding_grid`,\n", "- or as streamlines with `scv.pl.velocity_embedding_stream`.\n", "\n", "Note, that the data has an already pre-computed UMAP embedding, and annotated clusters. When applying to your own data, these can be obtained with `scv.tl.umap` and `scv.tl.louvain`. For more details, see the [scanpy tutorial](https://scanpy-tutorials.readthedocs.io/en/latest/pbmc3k.html). Further, all plotting functions are defaulted to using `basis='umap'` and `color='clusters'`, which you can set accordingly." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:39.884754Z", "start_time": "2020-05-14T22:09:37.258991Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing velocity embedding\n", " finished (0:00:00) --> added\n", " 'velocity_umap', embedded velocity vectors (adata.obsm)\n" ] }, { "data": { "image/png": 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iwWAMQGVm5buPVyq6bvAxQ7qbiqKAmZUdW3bxplXbSSFCcoYPyWm+WIvWWbrTpenW8WIQglxrHasBQoQZQDmAJ4YWjdlqxa9cA+AiABcz8/qD1iCSPyyHXJyJ6FIA10OU10vf+/30vPTm6/99/bLktORmiBuhEGIU7IcI+LBzDOMBHszQTIMAQAEnhGgyXKZhqAydCWGdlMDahasrnpv8XhuXz71s2K3Dnnn06ken/wfnnAzhcl/Dh7oBJRIJAGBm6SQHgFsh3NldIPqTxDra9gDeLkjClWW1vOizVc6+J3czs1qkMgCa/vSXSnNjiFq0zjTzCjPRWNeMhppmVJXX0tcfLFX6DO4aG/z3o0OFHXJDENZzk3U8E6Lev2Zt/xLAc0OLxkQAgIh6AbgDwBNyLWjJr3E4iPPzAC7f13v57fK33fT0TaXWSxeEKIcQX4UqE/F0MBNxC5phGtCYSQWbCpswSVEAsMM0Yho4GiXF0JhDKsw6CobrH330fWPV4rVdYpHYaABv/5roEpEDYvH2Ncwc+12NIJFIfjczSye1AXAP4gWI7HRLe57ZFmjDNE18M3O5w+l2mH1O6kJEZAu3ne8MxK1sO/+ZAw3B2Jfv/aB98sZCLT0nRT/5gqOb+p3SrQ7xIic1iLu+NwOYDWDW0KIxYQAgolQArwGYzcxPH+AmkfyBORzEOR/AagixtSMm4fa6o3e8esdiX4ovG/EyenZARjOEe9u+8XYfLuEYDNMwNWb2mTElBoUMRWFiM6YAMY3NmAaudRpGjQrWg6oj8NXCDWun3j+1wNTNjRDR2b+aBkFEnQDUMnPV728NiUTyW5lZOulMAOdBeNQKIeohqIgHggEAVe+oNz9/e7Fz0Dm9jeyWabZjbW9xTlxKUrdeR2DNPUcjMf3Zu99P+eytxb5jz+jZPOq+M5utdKsA4i7z9QAWA5gP4JuhRWN0ACAiDWIlPBVAiUy3kuyLQ16+k5nLIVw9lLj91OGnVvlSfHax+lTEq/0kQ1jM9ooyOuIjVWZmMxKMxJobm3UoakxXlIgp8hKbiDmoMBtuU4+4Tb3eYwphBgA3G57ux3SvmThr4qMQRe4/stZ7/rXzXwPAR0RHWHNLEonk0OCH8KylQ/QTbuvPtprVBZ+udC75cq3zvGsGRbJbpgFxF/eeA/s9xRqIC3YYQMTpcqjXPnRu4O6XhtetXLDJc83gRzK/n7vWAWEw2MWRshEvI9rOPklm1pn5eoj86A+IKOPANIfkj8zhYDknaw5tth7Tj7G35bfLj97w5A21iqLYC5/bIm1AjILtR6Vya2V0/sz5Dj2m05pFa5zNDc0Ui8ZQ3K04Vl9dr+QW5uzq3Ck/1KlnO3dx+5YMkOIy9XpFBHOAgGZijqhsBrZ5UhdCrE41985z7zwqEoxM7juk73NnjT5rFcSIeCuAqpJBJT9pNCLyQJQMXMfM+4z4lkgkB46ZpZPOAnAqxNKx6RBTYQoABAMhnv3Kd2rPAe2Vtt3y7UhtW5QNxOel9xZjQBgAttVsQOQ4eyCm2TjQEKIp97zvnvv+Us9pl/YPnHf18XWpmUkRADsgAsM2Qbi7nxhaNGaPWgpEdAKAfwO4QKZpShI5pOJMRE4Asz0+T+e84rzKrWu2HmEYhnL9Y9fXFnUuskXZLhwQhbhZXHpM11d8u8I1f9Z8bePyjQoA5LXO071JXj0pLYl8yT7dl+oL1uyoaS5dXequ21mXk5Lii6am+fWTz+hb89eB3etJVUQ0N9jwGHoFiCo2etLKACyBmCsq2Lh8Y+arD756Y05BztJRD416T1EVQOQxfr8vgbauqSNEBKhcG1oiOYicO/r4M44Y0G5s684tcn1J7vRwMOrYvqmaKrfVqJpTQ88B7Qy316WGmiO8fN4G3rqukqvKahVF9AXkcGnc3BCi/qd2R88B7dnpdthCanvoTAD1ENazLc5RWJHg332y0vXOM19qdTub1Nufu3RNcecWdRACvcHa98WhRWO27X3eRHQ8gJchIrm/OrCtJPmjcMjE2XIBvwzgHx3+0uGbURNGrVsxb8WAcHM448iTjgTEqDdxrgjhYDjy2bTPXIs+WeQI1AcIAPJa53HfIX1jvU/sHfP4PDWIz/dshigKoLsb6rPK15QeteDbVS2++XJZSnKSVz/l5F47zvlbv3KnqpgKc2i707ehweGJQVjHivUYCwfDysv3vTyktrK2+IyRZ0zr0rfLLoiUq3W/cG0pAHRZX1ciOXjMLJ3U3zTM27auq+wRaAz5nC6HK68wg5LSvCAiBkBbVu+gZfM2KN37tY0Wd24RsmaiXABc4VCUf/hqnTpv9o/K6sVblJ5/bW9079eWB57Zyw74DFl/Toh8ZruPshfeiaxYsIkfHPlKhmmaKPnX+Qv7Du5aBlFDIQxg7tCiMfP2de5E1BOilPCNsmCJBDi04jwOwB0ur2vmA+89sFxV1YEQ667mIp6TaLuzsWrBKvWth99Sk9KSeGfZTupxbA+j/9D+ZlHnIiaiGMTINAhREECHmM+ZA6A3sdkqJ9qc6zeivsamkG/GjEXpq1Zt9dXVBhz/uHjgxs7H9mrc5fBuA1G1dXq2S2sXhEhHVi9c7f/gmQ8uSs1K3XrJnZe8403yflwyqMR2e0kkkkOEtQpVRwADrce+EIKpI57jbBceMa3XOoQV7LQ+YxcoAQAEGoLKzWc/6SjfXE3HDOmhj37grGZ/ijeAeHZIA+ILZ9hL18YABLetrwrdc+nzbeqqm9z/uPmUxWddeeynsCzooUVj5vzcdRBRGwAfAngUwLMyTfN/m0MizkR0JYApiqrMv+ete6YkpSb1A9AH4kbJhvhHNwFosWiMZj0/S/v63a81ABh4zkBj0AWDov4Uvx1Nac8ZxSBuviqI/MLXIYT6GgC6yiZnxYJdfUasgMCqYbA66+Mf0t9646vM7MLc5lOHn7qwuGvxZohyf04Il5UKMVe0AWKkXPbuE+92Wjl/5WBvkvfe8o3lHx+cFpNIJPvCKjrSAeJ+7Qwx13wcxEDfjT3TouzIbYLoL5qs9/3YcwoNADgcjJovPThL+2jaAkdGbrJ53cTzGnoOaB+DEOVSiKwRP0R/lQNhVSsAYnU7G+vuu/ylzptWbk8++cI+Cy+7bchkj89VPrRozLe/dD1WkaPHIcR/lFxw57+naOxsD0RdcwCoLR0/JHgoz+e3ctDFmYh8AF5XNbXjzc/fPDU7PzsX8cL0KkRktgOAsrNsp/rKA684t2/cTv5UP4bdOizWsXdHO5DDvunslWLsm64MolzeDxDBGBdD3DwAoBJzvpONzgz4o6Qq4VDE+9HLHynfzf4up/PRnStOH3H66vTcdLd9utZ37QCwDeLmW1tfXR+bNGLS0cGmYBOAKTKNSiI5+MwsnZQMsVIdIO7x7hDieBJEUSMHRD8RgzXY3rx6B61csEk7ffgAW2TtvmTvXGh7P1r42Sp6/Nbp/qa6ZuWsEcfWnzXi2MaUdP9Wa/8s6/uTrD/bi1cXDcd40nXTMlctKfVnt0jdcd2Ec8+4fsjkNb92XVZ66WcQ3r+LmTn6uxrqf4CisbPTIX6LjogXgbGpAvBj6fghf6jSqYdCnJ/z+D09bpt624f+FH97iBFrMURheh+s1IbS1aV4+pan3dFQFO17tTeH3TosnJyerCEeNWkXBoghnvIQhnBDz4UQ01qIEVRiBftkiB8wC2Ig4AJQt2vHrsi7T7ybGWwKpnY/pntd/9P7N7k8LnsUXQ9Rlm89RNT2OgAbVi9cXTD7hdlnhgKhmMvr+lfFlgq5+oxEcpCYWTqpO0Q+s83REH1JCoDeEP2JjQKAStdUmPdc9oK77+CusSvvPr1BURR76szuTwwIi5shOngDQHPtzsbwwyVv5AYagt5oWFfGvTaiLDMvpQmi33FA9CNJiMfIlAHYEWqOBO66+Ln+65Zua5mRm7ziirtOP7v/Kd3LIPqtAsQrHhoQRsCWoUVjAkSUBeBjCGE5h5n/kNbfgaZo7OxkAD0hyjl3QjzlFhCrhgUA7ISYovy2dPyQP8xA56CKMxGdTwo9fd3k68YXdS7qCiGUuRA3UwZEo6qbftyEKbdNceYU5pjd+ncLD/r7oLCiKAriI2HbjW27fOwVY5ogoqnnA1gGcaPWJxybIHIO7VGuz9rWDHFTORrrGvHdrO8yls1d5m/Xq13TwHMG1qTnpDdCCL8tznYEZhaAzJqKmpTZL8w+oqK0osI0zHFV26rkwhgSyQHm/tdHDu3Rr6390gchyC0hXMz5ZRur0jLzUt0enysxXzm2c3td+O5/PJ/arker0JB/9It2OKJAQ9x6trNEEmkCwOFgRBl3xcuZK77b5MgtSI/d99qITbmt0u0CInZ/okD0TdshjIPmWFRPenDkK52/n7s2Nz0nectdLw6/s7hzCweAOsQ9gDYGgMVDi8ZUW4GlM63tQ5m54Xc22R8eq5JbIYAcLTXX6e8xuDs5XKR6UzMUb0oLxenJhqopzuyiZiIlCjFIMiEGOXNKxw9ZeyjP/7/hoIkzEbUGsLTvaX0fPq/kPAUiKb8V4vW0vQAyNq/c7J0ydopDURWMmjAqXNChoAFW4j+EiGvWa4ZwQ9ku6yaIG6IUwiVUA1G+LxPASut5J4hRVmrCqdmjZgVisKABCBi6EV3y+ZKU+TPnp6dmpzb3ObXPjvY925e7FURbRAPLNTZzDVK0BtUZqNPcARChbmed841Jb+RuXbN1czQcnc7Mq/d7Q0okEgCAL8m99u6XLh/XqXdRI0R/kmr99YmEot7L+j7QcfAFRwcvueXUiLWLCTGQj5VtrIqVnPZYscfnwsTpV+stWmfabmx7oG/PTxsJ29VoJKZNGP1a8uIv1qiZeSn6fa9duSm/OJshDAAFIgc6AtEfNUAYH82mYUYeLnmj3Tezludltkituf/1Ee+1KMysAbAF8QjwNOsYTQD+b2jRmF1E5IXIanEDuJyZ7aDVPz1WqdNuENOediAeQ3hHl2efd19bcroLYMQUcvm6kqK2A5uaaRikuv1i0MRmDUip1ZIzI6Q5N5SOH/LKIbmY38BBEWcrbepbl8e1/KGZDy0E0AYieKMN4mU5XRuXb0x6/o7ncxRVwVUTrgq36tDKXju1CsLFZFu/QQhRT0F8pBqCcGN8BFEyjyF+0CMg1loNQQjzkRA3sC3IdqSlF3FxtleaIQCxTSs2hX/8+sfMHWtL/Rl+V7RXt4LNxw/oXJme5o8BQExRYlvcqdvDihYDUF22vmzTI6Mf6QygLYA3AHwtIy8lkv1LZl7qiz0HtK+6buK5CyA8YoAI0OoIIHPaI5/kvzflq9yn5ozZYVUDs6O0CUDso2kL/E/f8W5GTqt0njB9dDA9O9m2ggnxBXVg7WPnNkOPGTTpumnu7z5e6UjLSjLue+3KisL2uXbwWbX12RDiFcoAoI5NNh6+4Y2MbesrW4Wao477Xr1ibl5hZhlEH8QQ/VfI+vw2AAuGFo1ZaZX7fBpifn0wM2/Zf6148CGigRDXWwqgInFOnYjSAJwOIFnxpjS5C7qVpvQ7f4Mzu3VV6fghOgAUjZ3thej/T4Dot10QEfo5EAMq26tq9+PVZjiQwYbuUDxJr5CiVgDYUjp+SOPBueLfxsES54EAzh/x4Ih7Ox3V6UwAvSBGQ60hRoy8eeVm7dmxz2YoioKrJlzVXNCxILGOtl1xqwnxOaEkiB9mt7sKwkL+EeIGKbW2Z0D8SEEIYT4a8RuGEJ+jSLGeJ4p9BGIkXO7XI5H8aCCjqqre8d3c5a6lK7a2aN0yvfmflx+/IaRozUHNEVznSd9qkqJDBKN9d8MJNzQC+DuAvwL4FMC7so6uRLJ/SEr1np2Rm3Lp4x/f+BLEwBsQnXYHALmRUNQ16vhJxd36FMdufPSCBgjBjcGawgLQ8PZTX7R4ddLHrqKOeeaDb41q9Cd7CELEbSFXEK8QZnf8imGYyqM3vulev7xMY9PEbc9eWtm6U55hfa4B8QG/bfGFIeY9I9Me+aTorcfntMnITQne9+oVS1q1zdlhfUaFmIYzIDx/SwAsH1o0Zotl4NwL4EoApzDzsgPQpAcFInoWYllP27uQ6K6fkNznnC/TBl5aCOF1SIdow0ziKM4AACAASURBVCBE+7WE0I0OiM8xa7CqtSGei56Yk74J4ndhiGmCgPV8aen4IdsP5LX+Hg64OBORC8DnAM589PNHQwDuhLCa82HlNEfCEXXqfVOTd5btVC++7eJAYadCHeImiCL+z24Hg5UhvmSk7UoKQPzzB4ONwdUblm/wrpi3IlRdVt3C6XE2Vm6pbEpKT/Jnt8punZGXkZNTkEOaQwu6vC7N5XGZHp8n2e1zpzjdTqcv2edUVMV2cRkAwsRmLC8SqE/Vw0aqEYHHNH5SXCRKamitN31ttdPXCGG5bywZVLLGagOCiCA9DaLQvUyPkEh+J0SUqmrKvPc2PHQzxHyzBtFp50D0D8mfvbXI+8TY6S0emXF9Q5uuLRWIDnt3yhQze54fN1Ob+dK32l8GdtSveehvsYyclPjys/Gg0ybr0U7JcpqmiSfHvuP57P8We5LTfeaDb4xsLGifG4RVyRBxgbc9gHXWcfV3n52bNnXCh+1TMvyRO1+4bE677q3soLII4itblUMUMHltaNEYtq75KgAPAvjbH3XZSSJqC2Ah9lwieBOAkwtvnVUF4BgIr2NWwvstARRBWMLJEPFEdk2MxLKr9jREJOGxESIWaRtEeWa79jkDmAdgben4IZX7+TJ/NwdDnO8CsPXRzx99A0KgLoS4kVQALmb2vPrgq/61i9c6Sp4oCWfnZysQ/5hVEP/YjRD/rCkQomy7o5shRrJJ0XCU582Y5928crNn5fyVLRK/X3No5XpMz7dfe5O9zcHGYGIU5x4Udys29JgOp9vJLo+LvC4NXpfGyQ7F6N8pN3LKkUV1GrjaIPUn0ZP1mqvm+6S8xRAW/KaSQSVyzlkiOYAQ0Tedexdd+dDbo9tDeKjsOBMCkG4apufOi58rVhRSb3jk77br2u70XAAcpmkaj98y3fHj/I0OX4qHH/q/q3Sv322Ls50aZWeJRK1tHgAx0zDDj9z4ZouvZyzzpmb6+YE3Rja1aptjIr7Slb1PI4RAByCm1Ro+eWNh/tN3vFvgTXLH7n7p8h879Cyw+5RKCO9frfX67aFFY1YkXPPZEPUbJjHzR/u1QQ8C1joESyEGUoAQ5vOY+YeisbOPgqh5kZmwSypETEEKxLx8GuL55cCei5cwAMMINkbMcBODOQjmJi0tt4lURyNEu9rZPo1bHzpzZ+Gt7y+BiFdaWjp+yGEz/aj9+kd+O0TUHkDfB99/8DEAZ0FYjhkQjeMFkDrtoWnupV8uVa984MpQdn42I74ijB/CjdGA+BrO9ugyAACVpZXK529+nrN20dq05sZmDQD8af5AclryDn+qv9TtdS+r2FIxw5/mj/Yc2LOXqqnJadlpXbJbZafrUT0/FotlxiIxVzQcVWORmBaLxlw5BTkxQzfUaCisaoFmJRYKm+FIjGKhiGqkpnoqnX442PS7TaPGa8aqlPiNDp8RS9JMo1ZXVCDuipdIJAeO8tVLSocDuAuiAw9C3HudATgUVUGHngWR6U99mfLSA7OcNz12YQhWjAtEBx1SFIUu/ufJ5pi/PaGVrqlQHhr9quOuF4abmkO141bsPgkQBoMt0FFFVZQbHvl7EID69YxlrtsveNb/wBsjGyyBtoPKTOvRjgKPAnAPvuDoOlVVap+7b0a3p+54p90Vd5y+qVvfNgFrPxPCsjQAdJxZOmnV0KIxJgAw87tEtBjANCI6DsDtf4Q15YnIAeBSAO0Aeg/gWwGUgWgkm+YPRWNn+yDiBfIRd0M7IGKTWlrPWyGe6rY7Cp+ZKbZzM2K7yhQGw5nb3uHMaGl7LRzWXwqEoWcAUIxoMK3lja/bee0tIbRm08Foi/+EA2o5E9Grbp/7wfEfjG8PMd/bBmJkmx4NRwvffuxt35LPlqjterbj0ZNG26MZe5Qaam5srnn8hsezgo1Bh8PlII/P49ScGpjZqNpW5Y4EIw77u9r0aNN07NnHbujat+saUmgzxLzvZyWDSponz5l8LIQrBBCjsBOj4WinHZt3ZLRq38qpaqrtglJhGprTMDQfx+A3YhQjBToprLFJCrPpYkP3mTFDYYQZqM/UQ5W2QMdIadjsSX2/3JVcBuDzn1scQyKR7B+I6DwAEwAUz9gy8UyIPqYIIso3HYAaDkZdVw2a1KqmssExbtqITT36td0G4Rb1I158RC3bUEW3nPuUN9AQwqBzevN1E89lq/a2XfjILlhiLx3ZbO3rMgxTm3TtNO27j1f4u/drGxlx9xnhVu1yYL0fhbCG3dY+TRCWdxOA0HefrMj91/VvdFMU4rHP/KO01187VCCedx2CWCPgA4gUUQ+EkDh3VTZErxww/jJDN48FMIyZSw9MK/9+rAWBLiaHe3rBTdPDsbod7SpevPZZb8cBL2cOKfkSov/NgVhRLBuife04gVYQLu5sxHPJmZkpWrEeel0FAYAjp5idmQX27xRDfDpCtY4XhJjTr7DegxFqMlRP0rcQlnMIIt3qsOi3D5g4WyO6Ex/9/NFnAJwD0cCFwaZg628/+Lbt3OlzfaFAiBRVwYTZE3RN28OIDwOora2srRl30bie+zj8btKy06LDbh22pU33NpUQDb4awAIA75QMKolOnjM5HUD/vXbr9u2Mb89859/vHOnyuLhzn856975duFfPYs70qJrXNEhlEyFFRU3IRFnZTvY7VfYQI8bQFV03PbFI1GAYOX5HRedsf63GZjCiqKu3ulNWbHGnziwZVFKzn5pSIpH8DFbFwWoAf52xZWIGhOD2hhDmPAhBTP/yvR+SH73xzXat2maH/v3RDQtUTU0HYE+B2YtX8KpFW7S7Ln5OjUV1nH/tIHPYjYNtkbQ7SgPx2ggBa98whEBjyj3vp3z02gJ/WlYSP/DGyKb8Ntm2W7sW8TnoCERhjG8hXPFZy77dkDR+1CtFhm7QTZMvKO17cjc7QyUE4QlYDBHkureFbN572YuZ389deyuEBX1YLZphpUP1B7C28NZZpRBR1WkAENr8Q5qnuFcjhOHWCsJwaoG4V8NOc3VCuLn9AJx6fRUCq74k1ZvC7sLucKS33PtrGeI3AeJpuI2Iez0CsGqj6811Qc2Xth7CzQ4Ac0vHD2nav63w2zgg4mwFQM3q0LvD8FEPjToJwMm1VbWeOW/M6bHksyWtY7EYsSm+t0vfLnzFuCtsq9kmAvHPHHzqn09lbFi2IXsf34Gzrj6rbMCZAxohRkY6xMhoPkQFr+8hGrwVgK4Ju7oA9F+9cHX3525/7ngAIIXAzCAi5OSkYVd1PYpa56Kurhk1u0QgYa++nTkaDEEhAhGxCjY0sJmdmRSu2rZTVzU1kJHmWxqIGK9+tXjTDBmVLZEcHIhoOoCNM7ZMnAYRTJRnvVUAYWnmssm4/cJne6xcuDll2I0nVZx/7Qn1sCxriD7BCctF+u3sH9VHb3xTLeqUZ/Y7uZvxt1EDE93aEcQXzWiAEJSodQyXoRveSde97pn/0Qo1PTuZH3hjZEPL4qwo4jE0BkQ/9SlEcOupEILkWbd0W8t7Ln0hOxyMKNdNOLfsuLP/Ug5h0dkCvwNCpH/iwp41dV71lHs+uBBCmO5k5kOaJmQVCxkI0V7zmZmLxs5uB+G2TqQrRNnVDIg2tOucE+L1KBRmdoW3/pgU3vKDpqXkwNdlICsu7899/e58dusxBDFFas9N2wsr1RiBup2qPy0AEaBWCuCrwyXF6kDNOZ+sauriUQ+N6gORZ5z5xA1P9K/bWbdHIJaiKmjdtbU9d2AHTyRGSiqDLhhUvi9xPvWyU1cMOHOAXXjeTnlwIV5AoBhiVLt3qHxqKBBq2VjTaLu5YQ8UmBmVFSIGw+Nxcr/jjkB+YTa3KsiCMyPFdDHDa8RgEJlONptTjEgDEzV0D+xcvKuuue61rzYY46Yv7QzgOCJaCmAaM0cgkUgOJNMBjGysbb4/Od13QsL2HRAu4BAplHTV/Wc3PH7L29r0p7/M6dS7KNi9b9sKCFeqbakBAI4Z0l2vqaxXX7h/lmvD8jIlOc0bOfH8o6IQAmn3NQQh/PaKVm4ATlVT8c/HLgxPNF5zLfh0lXb7hc+mPPjGyOoWrbPswiSVEHOfyRAWvj0H7u/Qs6Dx/tdHBO655PnW05+Zm9nUEAyfftmAMuu0nBBilQnhlt2D0y7pn3raJf1vOL31zScAmElEjwN451DUVyCizhBVvL6yy44WjZ1NEClQmRDXYder6Ix4GwJ75od7zUhQaV79lVOv26G4C3sgdeAlJpFC+GXsdDhbW3SIAZsJ8Rvav3WK4klSjOb6kOpL7QrRxh/+/hbYP+x3y9mymj+67eXb3szKzyqG+DE6LP5sce7bj77dydANMs24kTx60mizXc929kkkLmgRBlBfvrG8evI1k3sYurF7INGxd8flIx8a+QNEuH0qhEvKntsph5j0Z+txjqZHW6/4cmnBymUbW25cve0vu3bsKjAN8yc/MBFw7kXH89nnHMNemAgr4iuZCBFSmYnYZ0RNBgwVHHSZxk4HuOLopor5KpghynvO8A17qZGI+gIYBjEae4aZA/ulgSUSyR5YgUZlAIbN2DKRINyodhER2wLrBSD54ZI3cr/6YGlmdn5a5PGPbyzz+FwKhMjai144IPpF5ek733N+PG2BU1EV3PLkRc19B3dtQDwIyQWrrCfEPKgddKQAID1mRB8a/ap70eer1a5HF+slD59fk90yrQnC4g5C9E3Z1nO39VwBgLINVTzuipcLK7fVuIbdOHjD+dcOWmy9FwWwCCIlaF98P7RozA4rGvo2CKv0xoNVtMQqINIOQBkz7zGAKBo7OxvA9RDGlD2X7gPQA3EXNmBl4LAeS2ta+mFGtGqTlnz033RnVqEd2GUPjH5WoIMbF7PqT2NXblvbgjYT9glbf7utaqO5zlC8KWuJlDoAb0FYz4d83ln59Y/81wxs1aHV8qz8LLsgfT2A6JEnHqne9MxN9UnpSXtcdH67fOCnDc0AKNwcdn/00kdtrKAMAEBGXsa2S+++dBbEP6pdnF61jmFCuLLaAcitXLO5z8ePvP6ve4fdf++UCW9eu27J2hN3lu0sJCIUdS4KZrTIMAFAVRWkpifhrglXmkP/fhxHNSfCigadCDFFBTFDhckmkamTYhIQYZARVjTDb0TrVHAzgLUQbq5CAGDm75j5GgCzAFxERD+ZGJFIJL8fK1L5SQA3QgyQl0GUeKy1/lZB5LNWjBp3VnlWi1R9Z3md64X7Z+bAqmWA+Op2zQCiRESj7jsz3P/U7rppmPjX9a/7fvxuo12kyO7D7GUm7aCy3aekOVS65cmLIieef5S5YUWZdseFU7Krd9R7IcQpCyKNyE4PrYUQniwAqa3a5SSNe+3KqpxW6bFpj3zS7s6LppwCEcGckvDd+8JltUeIme8EMBbAE0R0wW9r2f8MItKI6EgAWcy8aB/CnAngEghvZjbEVOMREO7sFMSXCfYzc05gxedJ1TMmpjkyC8zM024MWcJsp7L9omg2r50HgOHKbWt/zvao2sadXcDKrjYJxZsa1usqfBADpl4A2v+O5thv7Hdx1hzaeSPHj1yC+D+r7Qby5RTkUEHHArOocxEDQFpOGjx+T+Luu93bsWgs+twdzyVXb692XP/49a/5U/0bvEneuuH3Dp/m8rhUCHeUAjFvZI+InA27Gpwzn5uZ9+A/7j9qwrWP9/zkw8VFu2qavE6nZrQuygmXjD2v9Pk3b9t0y6OjA92P6W4CQI/e7Xni09cYxV0Ld58ECFDZBDMQU1Sopmm7GWJhRWus19z1AdXZlBYLz4G4+e0ggpTEC2LmtQCeBfBXIjpqPza1RCKJ8wyA4/7e7c4kCKtsJ0RazEaIgKowAN2X5Daum3juDiLg0zcXJS35co1tydk5spUQBoWpKArd+Ojfg937tdVjER3THvnUu2F5mZ3OaZcB3b3+M+KrWpkAyOHUzKvGnRU+on97o3JbDd1x4bO5uyob0iG8iVkQfVc24rWjbZcr5bRK1x56e3Sl06WZy+dtTLvk6HFHL/p8dX40EsuFEPJ9EUp8YfU9pwHYRUS3Wxb1fsVyYR8B4HtmXr/3+1apzTMg3Mr2ioBHQAhgPkQ7pAAoCJUuy61+78EsNg0168yxdZ7WPYOIl+FkxCt7JS4bvNsNG1gxB6onib1tj0p8PzE91y4+Y/+GXusaajgWibARYwjxbl00dnbiYOuQsF/d2kTUNrNl5pW3T719PkStWy/ERH8nAOmbV2xuMW/GPM9Ft13ECz5coGgODUeedOTeJ6CbphmaOm6qt2xdGV3z6DWL03PSl+kx/RPTMI9wup2liP9Dd4D4cfVAfUD74q0vctcuWeuu2FLhAgBNU9HjiNbN/Xq33XDCgE4bHEm+vGbF4ddJ8RpEmRvqo+6ytVvVE3q3VqGQElU0qGwKn5VpgMAwmTiqKGAiQ2MzbChKfUBxBphg5EQDc05qKNu7Sk+tb9hL836mff4KIIOZ39tPTS6RSCyIaAoAc8aWibdAlOm15zGd1uu+sKKyp9z7QbtZL89L7t6vbeSmyRc0pmUlJS4Pa1tXDMAMBSLaU7e/4/xqxjK3P8Vj3v/6yEBx5xZRCJd0FCL62IW4a9wudGIA0GJRnSaMfs29aM5qpWVxFj/4xqhgWnaSvdStHSBmu2uVhO162aYqvvakRwpMKy7G7XVGizu32NCiddasv40a+EPL4ixbkKMAPrNzoffRNpkAbgDwBjOv/F0NHT9eEYD1vxR8VjR29hEAhkP00y2w5xKfBMClN+x01X811evIbRdO7nXqTtKc9rSBD/G1DhwQ7WqnUu02LJmZAss+Imd2Mbta7h1vtsfAK3HwFIWI8q8A0MBsNkS3r6tz5XfaAWFsLT7UVcP2tziPv/y+y9/v2q9rIYDjEA9gaAkgZ8ptU1JPv/xUI68oj5igQPnJ4ISZOTz9sena8m+WO6595NpNOYU5IYjFLOZZx1EhXEM+AH2a6pryP3v9s8yFHy3MiIajiubQuOtRHRuP6V2Mfn06Nib53c0am5VO06iMKmpODAoHVS3TAOU0ai5nWHVweiSQ5GZT1UmBTgS3YcDBBkwCFEBnIBpSHM1O02iudXjqVZjNKbHI6i7h2oWFkcZde13DGt+wlzb+Qhu1AdCFmWfsjzaXSCQCIuoE4EUAF87YMrEcYoorD6KD/xtE/+EB4I9GYoWP3PBm1vyPVri7HNU6dv+0Ec2qpoatz3oQt4pDAGJN9UG+48Jn07esqXAmpXnNB14fWVvUMa8Ooh+yF8xJxJ5ycwNQY1EdD41+VV08Zw0Vdsjl+6ddGUzJsJcd3u1Ot6OId1e6AhB799m57pcf+jBnH9drdOtb/Or900a+C+DHoUVjfnE9eSseaLh13Km/JVjMOsYRAJqY+Wf7OQCwrM8LAQyGENeOEG3rBAA2DWpY9H5GrHKDI23gZVEtNQcQbaZYn7Hnpu0qbX5rf1ifARs6dn04WUnqNdR0t+zwS55guz1hPdoBejsh2r8qUrGh0ZlVtJQ0xxaIamHl/2m7HAj2W7S2FQxAXft1rYX4MewydS4wp5Sv3epxOlQqKMpRVTZgMqAzwyBCgkjT959/r34/53vnVZOuqswpzHFCNGIyxI2WAvHjJO/asUv99NVP85d/vbxDNBJVNKfG/U7rV3fChSdUFaV7KF0PpxGzAbBOYBMACMwuMxYzCEZI0RQHmxwGIs2qwwNTV8LNEWwvrUDl1ipsXr+dNm3coWSkJ6mlW3d6VFXRiMjRuXvrxhMHdd9Y1CFvR8tIU+1ezaDj54M1AADMvAmHURUaieTPAjOvIaIdAB4/vfXNQ+17bWbpJA3Cas6E6E+iTpcj58KSk5p++Hqda9WiLY6pEz7yDL/9tL2tBXueE0mp3vC410ZsueXcp1pu31ztv3PYlPRxr4+IFnXIc++1j52bq0L0VQoAxeHU+NYnL+YJV7+Kul1NuPuSF7z3TxsZ8qd47EAnO6rYdsHai2zoJ55/1IZX//VxlqGbe4gPM6sOp6MVgNJfE2br8wzgBSLqDuAWInr6v1kjmoiyIIq8LGPm8K99HkJg85rXfJMW2b62rRGszzSaahxmNKRxpNmhN1ZryX3PC2WecUuMiBLbDIhXSXMh3qa2wCoATDYNc9esRxy+jsfwrwjz7kvAnm5uFcKiNwGEnLltwtEd69u7WnbUIFKrDin7c875RADPQ4wUbdeMA0CWZhppn705xz34whOYQTBAUADWmFljBkwDALi+ut6c+dxM95UPXtlY2LEwBuHuUSEm6Xtax15Xuro0Ov2x6YMXf7a4k8km+g7pW3X71NuXnVty7va07DSdQSBGTBH7Q2VuJLDTZeouvxlLzYk260l61FBNQ42FIs7F365SJj/wpnLNsPHq1KdnKc89NUtdt66cCgqzQ116tS278NIT1p973oCt/fp1/E4Jh6Pjx7157j+ueOLSiV9sObpWc9vJdjqAxb5hL0UhkUgOFSUQ+bWnJ2zzQ8w777ReKwCqC9rnVF0z/pwaAHj/+a9d8z780S61CcQDj+wSnEnJ6T7f+Leuqs5vkxVpqG1WJox+LbdiW42dJWJH/9r72J2/LQhwuDTc/ORFnJLup82rdtDd/3je09wUBuJubVuQohDWXBSAnpTqdffo13ZvDx2KOuatvfmJYU8CyJ9ZOil57/d/Dmb+EcBLAB4hovxf+zwAEFEXAMnMvOA/FGbAShFrXjmnRdP3M9oFV3+VHilbmRSr2uTRG3ZqST1PaU4bMEy3lsTcw1WNePtrEFMRHsRLoZpsGlwz61HN276v4e3QL7GC2z4vOeExcQCkhctX2yVVXUTKDr25XoMYEHQoGjv7QARM/8fsF8vZcnWkM/PGyXMmnwQxb9MBQDJMU6vbWackpydxy7b5YthDgMoMsqPlGDCY+a2H31KPPedYvU23Ngbihc0jEP+k7QC43nvyvcz5s+Zf5vK69D6n9Fl+4kUnVqbnpNujqgwASlB1NCqxYBRgUpkDKhvsMM1MAgyHaeqVNU3u9774TtlQF3Ut/ubHlEhI6Gluqyzu0aeLfvOkkVGP120qzPWpRnitwzRzCdygMi+OqqpXiUYXfPzhks6PvfHtdcsqA5+OGD3kbbepfzJ46P17W9ISieQgwsxlRHQfgMeI6HNmtleQs+v0ByBSMB0AIn8dekTy+mVlTTNe/Cbp3ze/7W7ROivaulOeHWhk111QYRWvSM30mw+8PrL8/hFTCwL1QfWOC55Nvv/1kYG8wgy7voLtOrUFGgmPcLocuPWpi837R7ysLPtmA91zyfO++165Mubxu+zCInZpT9u4UQGYg87p3fjD1+v3qPfAJhtb11V6OvYq1AF0mlk6aRmEhzHX2i8AYOvQojHV+2inKiK6HsC/iOiJX5uHZuZVv/T+z2AAqM8cOubDHS+Mbmc01eyuc6Gl5elpx1/RDOENJcTrjidayLZoA/HqajE2DaXmw3+rnrZHsq/TgN2niJ83Nu1MHvu5nV5lms31BsTccxUAhyMtLxAqXd7kKeqRCjElcsiWlNwvc85WTm+QmZdPnjP5NIjctSIAR2iGXjx76sfJXft1Rat2rXY3ngoTKgOGFYYxd/ZC/PDlUrr6X1dHFFWxl2uMwVrvM9QcCkwbP61w1YJVRUWdi9Zcdvel36el+dsQ2MMg1QRFWVGCED9ioGWkSfcb0WQHm1VuU08zdEP96qsVzg/mrGq1bN2OFqbJ5PG6DV+yh3oN6G70OL5XrH1RNtTdUX4cInBjbqS5XgM3JuvhLwKaG1FSPAYpXiYo69aU+e66982hWa1yvrr2sWufV1X1m5JBJf/pqFIikRwAiMgJkU71PoDbrdznEyEihLMgMj2SISyyYl03/Hf/4/mWesyg2qpGmvTu1Y2pmUl2UJbtUtUTHxvrmp13X/J81qYV27X0nGR+4PWRdS2Ls+x8WrvuQmKu9R6EQ1GMG/4SrViwiTr1LtLvefnyoMfnikLMPdvpP7C+sykW1QMX/+XeLsFAxNmyOKvSl+yuLl1b2drhUHfd9eLwOzr1LjKsffdFOYBl9rKTe7WVBmA8gNnMPPc/buQErAIj2RCezQiAnaXjh5jWe0P0pppjqv7v7gv1mrJWMA0iTxJnnXFLvafoCLutEgtR2d4He87fHhgBgMlsxmo/f87pym1L/m6D7Pxo+zf6pfxnW/CjEAMgBcCu5tVfmb7Ox+6A8KxUA1hQ88VLBRnHX7YKQHXp+CELfkub7A/2l9nejZmXW8/dEP/4RQCyYjHDUbG1SmnVLt8k2DGHAEBgMDQ2Ube9Gp+8+qly4c0XxhRVscuu2bVQadOPmyITrpjwl/U/rC8YMnzIwhsfHl2am+LpoLGRRAy/xqbmYDPZacTcYHMzgKUVTt9nTjY+ra+qNR555pOiM4c/eeTdT3za54c121uaJlNqinfXSaf8ZcOEx0evuGD44NqCNi0aApqzKaSoAYOoEaA6lTkWUJ3kMM0fiagpqGp5YUVrHSUlLwYlp7hTof/hx6+aE2gItH3g4gfuqy6v7gCJRHJIYeYoRMGLgQCGWxHMWyEKAlXBWtUOVqeuaap+61MXVTfsCqCqrFYdd/lLSeFg1HZH248mRPCXD4A7Oc3nuP+1EdEOPQvM2qpGGnv+06lb11Uy4usIA3um/SS6VtntcZp3vnBptGOvQiMUiOBf17/uiUV1O3UoYD3agutwODXXedcM2tz16OItD7w+8tW7Xhw+KzXDv625KVx03/AXHyzbuLMXhLdxX+RDeAv21VY6gJsBHE1Ex/4XzQwAKBo7uxWAEwAcBZG3fCSAE4vGzi4GgOr3HsyufOWmS5J6nLTN1bJjAwC4W3SMeoqOsOtU2MFewJ7WrY0Ba0DEzKj9+Em3IzVXsYR57ymIvZ8nYh/Trq8dBhBkNiMQufHbIGKBmpqXf3xlw4LpbSC07JDxu8WZiFpgz3JygtB1vgAAIABJREFUHogybcUA/Eu/+dHRvX83EyCFoYhyImyCRIwWCIy5H8zDkMtONjLyMuyRqV0UIAKgYdf2XeTyuMzrH7/++8F/P65KUaiDQeQnEFRw2MFmjYuNCrdpNGbFQgEwfznukvGzTj3vXzkXXvXscbPmrGhR3xT2OFQl1r115nf3nv+Xu76dMvzJ0f84trSlEzvS9PD3PiO2GqQsBrBMERV1ajymHvIZsZpMI1S6y+EtZkZ2sh5JSdPDqSl6JEljU83JSlbOHXX6jw01Db2eu/25CZRYMeU/b8Mhv+MnkEgkP+ULiI7930TUAaID3gnRCX9rPdZY2+qTUn3N90y9fFdqVhJv+LFcm3jta17DMBPnje3c5noIyyviS/aY975yRbBT7yK9fldAuWPYlMyt6ytdEN4+W3R0xOc5bUFhAHB7XXz3S8MbXF4HL56zxjHp2mlZhmHaFnct4jE3bgDJZ48cWPHgm6NeT89JDien+YITpo++Jz07eVlzU7jg9gueuXTN96U/J84AUDSzdNI++3sWTADQx+rP/yOKxs4ugIjc3lvEnNGdW45SkzJmRndtuyD7/PteT+59+srMof/8XvWn6xlDSmqs64ohXhLVbpvdq4Qhrk8qM6P+yxdVNTkLyUeeYadDJeYyJ5KY38xmLJIo5IkV3lJVd5KmN+6y9SZohgMqR8M59fPe/GfDovd/EiF/MPndbm0iOhnA58ysT54zORfAUADnQpSO87x41wv+S28bpmsOhx2RCEAU+NDAKN9QjunPz6YRk642SFFsYY4iPoIERO6zR1GUiMOIERN5VeZmAmIAs8ZcZx947cJVkTenfp5VvrmiO6xqPu3ykud0bJG69u7zen3TsWVqLoDMOtXlW+9O623v1/T/7L13mBRV9j7+3luhc09PjjCBIecoQQREQBgwgCCKCfOCcRUV46Kr6KLLGBBdUUBAxISCBIVRQSVKzjDAECaHnpnOXVX3/v6oLroZcVfd1c/v+T7zPk8zdHd1ddWt6nvuOec97xFkr1eUBImxc4X6Di0cl6L4avKC9ev22FKHWJjysyL+ABX9hy1J+z5f+k3W2oVrr6OU/lXTtNm/cQynA/iMc37kt3yuGc1oxi+DEJINYA90IZL+K07+Q4FeTpUDPbzdDnrdbSZ0z9JSvO+s8/GJb8UH/WEMu7ZP4J6Z44KEkDD0ucsLfX4ywrEyAGvAF+LP3vqeTQmrpKrUTZ99/47anHbpRs9hQ/zCEMCIRQiAt9HtU6ePn5t65niVkJGbFHpz3cOlVDiXoiPQjZ8JuhN0DLrhLgFwqqa8QXly0tvPl52saWu1m04/u/iOx9p0bRkrFWwINUnQy1GPjMmZdsGmPJF0wHPQu1v928Y9EbLUMERzxedQVzSvm3f32rttnYceSbjszk2ECgx6NLU957x1pCmGCdFyMwl6/bLBzAbOl/RE/Y8fEh7ywzVkshZhdhtRjdjHzwhlnGmoXVUoJI15yIhEhKEvsAIAwuG6UlGtO1tmzb/oBwC73N8vbtP444cvAQAEcR809XLOedm/G4s/Cv+V5xzJV/hjLmQr6Ku9RgAoO14m5nTKVUVJ1Aj4+dJruguNLxZ+RcbcMlIllBorTSMsZKwYZQCcUkrAGOUgieDEHHkflCNEAOzefDBuxtRXu778zKJhZ0+UdwNBEMDr7TLjOu6aNfbVpQ9e+nW7TFcy9HIKuLSQT+bauZtYa2iwH/1hT+KP3+0Rig+dZlooXC9yVpakBk8rROjmUoOJFxoDC1OtKaov/vIbhhe369nmE8bYy5EFy2/BqwDu+42faUYzmvFvwDk/BeBu6IJIz43JmcbH5Ew7OyZn2g9jcqYtBzALetOMKujEH29+56yqh1+9vlIQKA5uPyl+MHudQcoyvFgRUdlNAYBqsZnwzPxbPXHxNlZf7aVPXv920vH9pT6cr9gVa0SAGClKZ7xN/tvC27yCSFF2ssZ0a/8XWp46XG50yjLY4IAetu4KXdSpO4ArktLj+r28/N4PUrLi90km0fPs5PeeKT1RbTgR6ZHtcqGHtrsCGLayZNYvhbjD0GVQH/gVw5uGJoZZqa8wlb17z12+/UU3JF/12NLE4X9xEypkQS+pTQUQIITUItrTuj7yUUMz27BHsR4j8+xaQzRPDYkYZiDqXRs5aqN3c6wXTQAgVHaEyBltmqqFhSLPzaItXmO+hnToURRNqTgeFUnR1M4AlhJCzlN9/LPwX3nOhJABALZzzsOFRYUSgMuhX7QxALp89sZnacNvHK7YnVYuMmaUJBAOPU5xck8x+Wr59+TWv99peMuAPnAAZ5LAWUjiLMxBNJVQzkBUylkyBxEksAbCeUPY6/d8/M6q7DPHy+2niktdNrslcNGgLgdS2ufeunTW0n0A4FsyuQf0FXI3AKSi3i8V7StL21xS3+pIbaDNiVPVjqqaRivnQHp6fH15udtFCOEJLov7ih4t90+/tleIO+PiGyRTkJ/f2hIAFMqhekSpwa6ED47/yzuDy+v92ZzjX2FVe/E3jOV4AD7O+f9vuqI0oxn/L4AQsgDABAC9m7KOV5bMSgcwFrrxcCGiYb3+4+0t3np6eatwUKXX3T+s9roHhhktHw01MKNc1OjPzJSwannhrvetO7477LA5zeqMhbeXtenW0g7dy5bQJO8M3aCEIvsh+7eeII9PfOucIcjvkhUafGV37+Cre9Q4421W6OFyQJ8rayMPAKhvdPu/efiq1++pOF17SVyi/cCrqx54OyHVmRxzqhw6Sc5wpA6PyZl27BfGayQAcM7X/NKY5kxflQ99kQAAaNz5ZXb9d+9Pk9Pyt6Rc8/ROKpsviYylcY7GwsYVGQtDNtXoHiUhauyN8WGNO1ZKwVN7adJVj6mUCrE15EZZlKG0pkJfMMVyBIh74yLR3nmoJsVnGK8piKQlIs+9jVs/Y86Lxn4MoLx80bRJ4dJDsZ3NDgN4nXP+5i+NxR+F311KFcmtmiKrLSC6kmkFgHrqPX7GmGaPs6sAoFJCwBgIwCg4UwH+ycKvpWvuu8Yds1sNQJBqqmzimkAAQeIsJDLmVwk1KVSwKYQgUnnFtxftcHw6b037RrdHym3X0nPtHaP2jRjV+xAxm9z1kiU2RLxX01j2/O+O5b73zZE+pXW+pFpP6JwnLEuC1iontaFVToonOy+12uGwlp88ckY6cuSsZeE3Rwas3F6iPHVD3xMDBnfVNEEIEYAKnNllplkkzlVGEOYq5/EsXD7rpj7vT3rtu0JFYzNtZqnWF1Te+ZVD+gmAtyLlH8210s1oxv8O90IPR79NCLm0ye/LDD3/XAG9FPMYAPmy8b09ZSU113zy5rfDlr66LpEKlF1779BaROdMwxPzQp/3vJIsBp74181nnr9jQfaODUeSn75pXubfFtxW2a5HtlFiZXiHsWpV50qEOl2Uxy8u6Gr6YdUeMwAU7z1rKt571rTgxdUJ3Qe2abxmypCq9j1zOCJCTNDLw0oAUGe8NfefK++b/cCoQqmq1N3v8eveevDl5fd8aI+zGsa4DlHDDACtV5bMKhmTM+1nvaE552sIIZNypq8yAWAlMwt+tg2izhTc3y3o7DuwYbTrkhvedPa6wgzdU09AlEXtjDw3DKQV0TKp2LEIIspwp96964TA8Z9oyrgnVUKF2JSA4SAZSmLG8RnlbEY6gajuciLFZ8Q2KzG+yzDslVxTrdCZ/JQFPJmCK+OIYLY1WvJ7L3deNG4xlUz/J2Ht3+05E0K6AzjFOa8DgMKiQgK980hnAL3WLFjTpsvALlpmq0wjNG2o3mjQc8jsyE9H1PZ92nsBiODcZGYqsWgKd6lByU9F6qdSSALzmDjzEPBQEIIogscXVzQIS99ckXx4x1GzzWFVr7p1ZPnFl/euFQkaKeeKRsjHd4x49O3IcdoB3CiL9MGwyloDgECJ1rtV0k/tMl37erVK3n31wDYmzWRqFyKCg4KHJc4bbCzsMXHW+PWes2mPLd52rWySLHmZCQ1PPTDKLQCpDAQWrooEYJTzsJmpJQla6EsKHOo7/Ys7959xjyYEIc7Rl3O+27dksg16bssE/SY8a5s0P9BkTMcCuAnA1f8XfVib0Yz/V0EIsUIngm3hnE8xXo94zr2abC5CDwe3Xvb6+g5L/vl1FwC4+dGRdePuHqIgqvNsCCV5oRtKN4AsVdG8z9+5sOO+LcXpOe3SQ1OeH1ef1yHD8LSNMisl8j1GVywFgLLr+6OuZ26ad8Ewaq8h7TxPv3erO/J5w2N3Q8+plwPY2Oj2idOufuOZ8lO1XVvkpxz/x6dTl9mclgCAg4gaMQN7xuRMO50zfZUFen20K/K6uWHTR50ER4Jm73xZKfTw84mSmQXnan5zpq+SAQyr+vTvlyu1ZzqkXvf8m6IjqRX0kH876KVVLugh7AxES8MURCRNcb5xNnpqcwDcd2ij7Nm1Rk4Z/wynkhmIlkoZBp7GPFdi3j9HKFO9bjRu/URIGHrHOXIYomxt4/oFG3d8qTp7jt4LwKeF/WZBtga9e74227sOPwR94XYCwOaSmQXnzdd/NP4b49yxaYiosKhwCoABqqKmf/DSB91uevKmMuirJguipAhDL9VAUGCaEK8GLRSgZk2hVk0hBFzjhFAPlYMapY0S0xSZa/79+0+b/vbs0o5KSCF9h/VqGHvHqDMOhy1MwUME0DhQ4xNNbz142YPboedxH4wcAyyyUNMzL2nN3yb0/Kpvm5RYsfYkRLukuBHNhQCAM6RoCWNmFQ3YdLAsb/TANu7n7hleJRBiMjPNJHFGZa6Bcu6xc/UAAY43+sPHez6y/OHy+kCuLNKzXzw6/MaB7dMcOB8c+qr3gG3SfB4ZUxv0H9otnPOvfteFaUYzmnFBRAhiPwGYzjmfBwARBnNTYlMr6GmwNADkozeK+ix+5atcURJww0Mj6sbeNdhgGVPoBrIUumFQoHvfHlXRSuY8/mmvok9+auuMt2rPLbmzKrd9hhF6NcK5scIbYf1zKru+29+yI6Vc5+BKdqjPLbqjOrttGkVUA8IwMoBey/wOgFCj29dy+oS5DzS6fXF5HTN3Pv3erW8LunZEUxz7cltyHCEYaJaZWVEJKy63xp2stCohBeG6Na8nJ466/+uY7YtLZhYcioylIDiT3xNd6XLqxOeWEyqkQS+nMkXGzpAflRDVN0fk3A3v2GhoYfTUDgPg/mPbLI1bPpJTxs+op2ab0drREBKJTQ0Imq8e7g0LadKo+0OIMuNtANC4/QtBTMwi1ryexvaxpW0K9EWR5D3wXdjecbBBElMB+P1HN6uWVr33EEGsh54OqC+ZWbDhAmP4h+F3EcIiGqtnYl8rLCoUoN+Y6vfLN1r7XtLJbVNDdrMWFgSmBaHnS9yIKvW4AQTAmRavBmUKUHDGTExVuc7GAzhnDhaWbVo40cpV19GDpzOee+7DDr165geeefHWU1Puv/JEks1EBDCZAbJCaNCt4tC8J+dNhG7kBkM3zN8JlIw/PufaG9c+OfJjwzAfLq23/OPzPW0fX7K9xUebTnQ7WeWxMcY9OB8ekyQInz02fNvQi/Irvvz+aPzMd75NJP4AtzGVylwjVCe7BcN63qqj0yoP+uyRYRutJtEfVlnW40u2v+EPqU1l8gj08M+5vE1EzWgGgBcjjMZmNKMZ/yNECGIToKuH9QOASA10bApMQjQECwDihHuGFl9779BjmXnJwQUvrk54/x9rLJxzo8TKDN1LBKIh1QZREtre99J4dej4XnWNbr/w5KR/JZccLgeiyl9AVPLTYBFzURK1Thflnad3LYgUT783uTZimI38qnGs1sgjGUAHAMQZb6t7bsmdM1JbJHy3a+PR4dPGvnG9pv2sWRUtrTX1j7OpBU6r6pRFJgPIzEoKtuzbtj7HZdOsYkJmPKLGMwXAqJzpq4a3uG9JZ2p1fW7KbHc67foXthAqjIK+wMmF3qs5PrJ9EnTDbEZU7Sy2t3JsSlQFQP1HN5sbtnwsJ417KkzNNkvMdTBgeMci55zUrnlNsHccYoyHIb2pAdCCp/ZSS043o5yNN3lQ6AxxiRDigG670iN/08S4lAzNW9c+cmwuAM6c6atic/h/OH6vAXBeoE1YEgDJFfA0lm4/0KKgZ8tSC1OJmWmCXQtLDjUoEsY80MMcDdDFACrMTIMAHiTgPjPTfEJkIBmIwEAlgTOzzJnp4KFSy9MzPkzr37dt8ImHr2zs0T5TsbGwauKs0aapjTZVqSz6/Effs5Oeu/PAlgO3QB/QowC6cM6HqBr75OCZ+mP3vrupT9v7Pnoq5dZF83o9+vmyZz/ZNWvhhqN33frmxss7//XTq9PvWPLQwCdX3Pzo4m1Dyup8Rtu4Wk2U7HPvH3pg3KC2ZR+tP5B0zz/XpjJV1STOQpTDC0LAQJOgh3Xkzi0TTC9O6r0q0WGqP13rTX9g/uZx0I13U+T6lkyO7c/6LvSV38TfeW2a0Yxm/AI4598CeBTAbELIDQAwJmdaCYD90I2lITFpCIIwALWT/jpiR89BbcsB4JO53zrnPbfSHjHQJkSJZEYeuBWAJEJJ0n0vjfcNu7Z3wOP2i0/f+E7mmeIqQ/VKhm5ofIjqOgAA6dI//1wTC7NNDrdonRqa/8KqeE1jBBEjjmizjFiYoBuXQEKKM+mlT6a+37Z7y4+K954d99AVr93WxEC3qKyXY+cjElJpHABIIhO65HoyCYHAGcuGzvLOhj63ta/9as5L8UNvr0y+8tGziHia0D1fF6IsbgLdSFsRXZAYhh6R85ARLRMTfMe2ie4NC83JVz2qita4WEb2hUqn4N21mkhJLZk5u0tsDbMAQAhXn2JSQoYWKeMyvO7YsjYhZnsjd22QlmXBnmjW/A0toc/ZRkj+T617/s3GmRCSCJ1c0BTxiUpA27Z8Q4/+vfNPmMDKZc5KLUytNnNNsWqqkKAG46B7h27oN36VzLVGkTGPRVO9Ihjl0VWlKoFRAuDY0bPC0zOWuvr1bRN66N6CAKE0zAFNZly2asrp4j3FDU/fN6fnp3O/uNLX4EtMzkoumfDghMc453dyzvcRQuyEkL9e9uzq79/fcPSW0jp/b39YSzFJgjvNZdndOj3uWEGPFpu7ZiecsJmlcFVj0DVn7cGLu01bfs/tczdefuCM+6BHkOslQqQZtww40T47sXHD3rPW++Z+59Q4/IyQMGGMEsDC9Bs0BUDyrZe2lTu3TDhZ6wklLNt0YnDRvtIu+PkPikLPyQAAOOcKgCcAPPl7BE2a0Yxm/EfMh26IFxJCJgDAmJxpJwGsg97LtxTASQBbECUpOW6ZXnDi+geHnwWAlfN/cM598jMb59yPaPekDOhNelyR5yohxDL1hXGeYRN6h+prvPTdv6+wl56ojhXFEKGzh4OIeImXjOlWJ5nEUGZecuVrqx5cSQjR9m0+Li98abUZUb3vpqpYnsi+bIjkVQWBWl78eMri9r1yPjhxsOzKB0e/emfEQIshhcAXFM/pNmiMiJyfCzdDFpmYmp0K1V3WBzHEYc/utQOl+HS7veNgC/S2wMOg141TRJsemRAtgzVKwozzNTp9mRFhbLNwANUrXpZrPn/RmjphRlh0JJ1XShXzOEf0CtecJr6DG6lr4CQjTH6euphv/zcmW6dLY6VAmxr42P7ZBs5JrlKLEyzodUCfy5WY9/80/B62tivSiu1nyPDX0y3bizNf+tvEzXorZFi5TsjSQKCJYLAwFQFBMkE30CGzplbZmWLXCHUxUHDCIDIGjRBKONTTpXXiY39bZu7Xt43y0L0FfkUQlSCVmEaImQBmgbEWRet3J548UZEan2D3XD5h8IZeY4fsopRW9hnRJ3P719tvhS7llwigRmOYSwm2PDSmy6lnJvQIQL9ZLkUkJAQgqaTKkzFrxd62H2060erDH0/0PnS23tWre275PRP7V1hsou296aO3XffM8v7LN5+wO6ymxJduHVApgDtJdGVorGwdC+4ZdKjbQ5+1qveHnfe+u/nqnf+46iezLLqbDF3TQv5PANwAYCiA9b/jGjWjGc34BXDOfRFVvq8BfEAIUTjny8fkTNNWlsw6AD28aUza/RHjMU287zLFHmfx/etvX9jWfrDVbnWY6c2PjgoTQoz8qlEypUb2EaaUhqfOHAerw+T84r0fzM/cPM/20idT3YmpTgU6mcwwZhxAOCHVmbZgy5MbrQ5zlSDQ0kffuOGnaWPf6P/5Oxudrbu0CA4c3dWLGL1p6N660Y/AwGkAEATKX/p4yoePT3xL27/1xKQ3H/90z70vjV8fVqmAaDj+gnAlWhw1J04LUqKekVNqz8QHS/b0Srpy2mZEvdC0yPE7oS8MjFB0LNnLyJNz6BoYdq6GTf7i7ZJn1yopXHZE4EoI8cPuDohxqYj5nBg5PzH2OVNCtH7D+yRx5L0aESRjoXKu6QhnGtW8dUROyY11bmJFYIyxM7xyxDw3AaCEUkDX8YhDNI3QNFr8h+I3ec6RPOiZC73Xxl/n+/TTTe16dmpxUBAoVEJdImeURwZEVTURALHotPUE6GEgOUhFl4+KiUFC41QCiwKBcBBCwAkHp3P+9bU04tLOwfvvGV3NqQiJM5iZSiP7BgexTrhrdM3VEwbuefNf9625ckyfagDqgmcX9Ni+bvthAM9CX5U+ACCbc/6cxvi6f3yx56ht0vwzkfcM+blMAK6cFId/zu0Ddu17ZdwXE/rnHtl7qq71u5/vuGTqSyv7N/pDcQnxdtOix0cfTo23ht4vOpRU+NmOFlzTzBSMUn1/BmHDneQw05mTem8GgNM13qzJb24cdYHhO48FGGFqv4NfJwbQjGY04zcikpa7HDrZZxkhZDQAjMmZFgJglM60hO6R1kBfxDsAmEbfPKD+L3+/uqZlm1Tty4WbrO/MWGGNCDEZnpUR/TOMSxmltO7mxwpqeg5uF6o666ZPTfqXzVPv90H3Ho3wr8l47nBZMwWB5gJok5GbtPfeF6/ZTSnB649+nHT6WKXxPR7oXn4AOolVwflk1hIARQAOvfDh3S91HZB/+/qPt4/9fN7GGovMFGJoKAMQKFcoOa/UCu6TxRlSfHojoCtteTcsHJVfMOVMokmyCOSccU6FPm8mRcbHCA0bOWYjx0sAMNVTY678eIb5zOs32GtXF5pDp/YKXAmBmKxw9BhldAIzhKhiBUV0jQzOae3qV4m17QBIiVkk5v1zhte3/1tizu0RRrSzWOw2Btsb5z4jyLEs7xibSIx/2kReOIs/Eb81rE1/qQZX/umn4PofDnW8+YqeO6xMOQOASlzjETo4fefVz+OKVm8zUzAjQe8C0NUviGkhIrjCVLQGqGT2CZLZLcqSH5K4/vvDUkVVg3DbDYODskAsAmegHJqZqdymKSaHFjZTrjG7w6pdfcsIt2ySWE1lnfWFm1+4ev+m/TdTQssA3AGgFef81UgIqikyoIfpLYg2+gYApMVb2XtTBpW9fdfFB2wmUdm0qyTrqmnLupbXecWcZJtt2WOjyju0iA++u+6Q/Ykl22w00qgD+s1VCz2vjhsHtXYP6pC2FwC2F1cP2l5cPRS6QHx76CvOigsc12oArQkhrX/TFWpGM5rxq8A5rwcwHHqZ0XRCyLuEEAl6/jkI3bM0jJ6IaMmTZ+SkfnU3PDxCYRrDlwt/lN96enkC59wwSIbhMnKqqQAEURS8j865oapVp0zP2eNV5hmT30sPB5XYOl0DhqFwQPfie/Qd0Sk4fuqlpUF/mL7/jzVxAV/IEC8xQzc2p6HPO7HG2TcmZ1pgTM604jE50w7s/uHYfM4xY+FLq2dr4RBcNrU29kvNsnZeRK+xstokJWeX5lhlx8VJ9va9r5hSlZ2UQlpY5Pj2DnOLBElojWg1jiEiYkQPYw2nQXrjYMwUOnvQxkN+wsNRn8SS2yNMCDXaAxult017PJPGTcuIGJcKe6chsaFvI3cscU2B/8iPsHUY5Ibu6RqMdoM/YCAaKudabEer6H6ZGoyMpwhA/YV67z8Mv9o4R/Kfv1h3ddVL68Z1yorbIJhki1eQW2kgDgIimZnGz5yssOzdWWzpf0nnBpVQK3TDHAcgRSWCK0QFygAhTAQxSEUhKMhSncLFdxYUyZPvHKkws4mFiKBygjAFVykQFDkPm5mmxWthGZyDg9Cli79t9fBf5oyuq6zr0LZn2/evuPOKDpzzeZzz0C8dN6JhKN8Fzs8FQLh+YH7N2icv/zgzyVHlire54xKdDSAEbbNc5NpBbbw1jUH6zteHLG+s2u+FHq43CARuRPLz86cOOtK5ZXx5VUMg5ZFF24ZCv6HbAOgH4EHfksmX+5ZMzvctmSwAAOecQZfSu/fXXqNmNKMZvw0RnYYroS+UbwWw/IrcRyToXudZ6ORVP/S50hf5PwFg6zusU+jxt28OSiYRaxZvMc198jOJMWYwhg3tbTP0SGECAKfZIqszFt5enNUqOXx092nr69M/cUQabMQSl1REQ91p0OehqusfGF496MrujdvWH3S98+yKTOhetgN6N6U66AIqBhgu4OlxzpdpKjv0yLg5BXlp/lJRiDpbFpnVyyJrBADGwH1erT7HZkYXlyWNUGp1JmVVCQR+Bm5SOE+3ijTRJtBYo2wY5FjDapxTEEBAjEvxp98y20PkqB9ETFZu73yZUZpmRBuMzxmLHeI/somEKorhGnRjU8Ns/KXePetM9i7DGKGURr4ztvyKNXnoCwa9nNjoAGYswBo40wzi8kEANFLb/afht3jOAudcu9AbhBCzL6SOe/QvI75TCLVrhDg4IRYOmAiBddm7X9mvHtvf7bSaxAARQTXNJGsKlVVFkJgqeagkewWZ8yhTG8s/+EbIbZ3JOvduF/YLEuNAWCOUA4QTcBWcKY2lVY3bfjhAVr67KnnqhOd6f7JsY2+NcXX8/eMfvOP5O+Ysn7v8gsfbBIY3rUFGRTMDAAAgAElEQVQP2Rs9UY38QwBAdffcpMptL4yZ99bUwc/bODvpo3JxSBDL7xrZ6fjVF+WeAoBnlu1otWbXmThEa7kZdA86kBJnMQ/qkH6QcdCfjld3+uFwRRfoP65E6CSSy6FPEsN9SyYbXIAFAEYQQs6VWzWjGc343yJSYlUAfTFdAGDdj2v2JkCPaO2D7kn/BN079SHatCHYa0g75cl3bgnKZglrP9gqzH1yuRDRjjByrgRRI+0AYHYm2OzPLrqjvk23Ftr+zcfFBTNX2SLbK9DnDcNTNyHqzTkJJUdvemTkLrvLqq7/aLtt44rdDHoIXokcY2x67MiYnGm/pDT48KkjFV0Wv7i8decczyGHRT3nbTssWqXDop39cdlXtWrAf6i90xxvEmijVRDKRQo/JQhqnCdwDso4pzIFjVjHWNWu2HIlgxXNACicc+bd87UsOpM1anPpRpMD5pyuRt7YkPk06sY1AAhXHicNWz+lSaP/yi9QZUoAgCkhBE7uJJY2/Tj0xZFRUx5ClBFvCMcYktEK9FLYEKJpghIAp3g4cBLAd9C9Z6OByJ+G/1Ut7d2SSXp3X3J2dpgKTpEzt8B5vcB53Z5dx3lZWa04uqA3UQGbwFSXhakOkTObCCbKjAk2pprBOfUIkuqnYrCyzqecOFGBa+8aHZSZQhmo2U8lu5+K0ntLv3fdcd+8vDETZmWPm/puu8dfWdnxk882t/d6gxaLRfY+8MaDd/Ur6LcFehnVr8FZRFdRRr7peORvOSLENQDeOKus9Ug01WYovposxbszSQ2us3Nt07y7Ly7qkp1QrjJOJs/Z2G7vqVpd9SwKBcC66WO7feC0SDUcwDPLdnREZEWngggNgpxZKVmzGwV5CHQSCqCTRewA3vgvrk0zmtGM/wDO+WYAA6FPzv1fuX/p+z99e8iQ+DUaX5RCZ3N7Iw8OINx9YJvAU/Mm+y12E04drcDSwnXAhUlHIvS5wJqU7gpPfX5co88TJF+8+724/uPtRoOLAHQjETEcYIh6pSw5w1V+6+MFPwLAm09+lll5pk5DtHxJimy/d0zOtOJ/c65hxvj1axZv7uaQcKJnpna2T8twcev0QHFWUnBL52zPK8dWLE2aMf76GZ3iLHviJKEyThLqAYBxmACi8ui5wURJbM/qpl6q8Vzhajhcu2q2S6krpWk3vuxJv3m2l9riuSmznUoEydhHbMvIMACf6qlV6zcsIkljHmbUZD13GjH75gDg2b0Wjh6j1EiRC2uynVFLHoxcOw/0ud0NxkLQF11l0PkFFQBOqvWVuxB11v50/Grj/EstxCKyeEOf+/S5Q17R5Dxlcp5ViBAk4EFVUeQVn29OuOnmS8Mh2Sw2CrJTBGwkqqsKCkYYIZSCyyamCgwQNq3bLjsSnHClJYkBQaYkQraQOONbtx01nTxdYwkr2nnHLghUvevFuyZmtMpY/8DQB3Y+MPSBXyV9Zps0P4RoGzYDhkC6sY/qyF8Pft74oswkCSUfPnDp4iSHuVZjTHtk0bbMsKoZvWOPQS/LKImzytXX9s9bBQBbj1Vnrt51JrFGNMdXyLbURkFOqZCsKSfNcS0OWhJvWrLm+eRIaHsVgCGEkMxfcz7NaEYzfh8iiof9ARxWFa312898fsvJQ2U2RGuQAX1Cr0aUwasBULsOyA/OWHh78PTRSvLha+vFL97daHh/hsym4bFZEAnf5nbIqLnvH+NrAeDNJz4zH9h+0jCwhnEylMQ06GnAVADJl43vLQ2+ukeZ3xOUX7pncUfGOIUuuNQqsu82K0tmtV1ZMusXS3+2rTh4yiRZWpm29M1MLL4klFl6kb9z5UB3v6qhJVMveiwPwO5BF11KeidYj2eYpbIEk9AoEaIyDjMBwhJBPSEkTAg4jUpixrb7NR4MgKo21ogVi6Zlg3MkX/GIh5qsouhM5hm3vdGYOOr+RkQXIsYxqwAoCwdo9fKZsrPfNYoUn940nG1EFbhSc4Yr5ceoJbdHU0Z20zy4cXwMgMo5VzjTaqEz97cD2Atd5nUVKI3NyXOcn8//w/G/8JzvADDbZDblAoBHNAUPWxOrSiVb+PN1+5JKK+pp1qBe/jrJLFJAFDkTJa6JJk2DSdM4OAcDCAehAucmMCZsXrNdHDDyIqYSCg7OGSFghGgC56H77h9zWhDoz+RuMlplvjv7vtdWPTD0gdqfHeF/gG3S/KPQwxexP8Jg5FEB3SgDuidtaLIacAM43jLZ7n/9tn6fcg76w+HKbo8s2tYCer6iBronDgB46cY+ZzITrI1OsxRc9tPZNgEqWmLuOA4ACqU2M9fGFhYVOgEsgX5TXftbz6sZzWjGbwPn/DR0D3pu5Rn3oMcnvvXC4Z2nYucFFfrv+hgibSYRCau265GtPDVvclA2S3j3718K65ZtM0qIKqBH6HyIGlsCwHRxQVffxPsv86uKhhf/sii+6qxbRNSYGAbeBj2kmg2dp5I25e9jG1u2SfUqIdW84t2NOdDD5m0BXAygC4C+APpdyEBvX3mIAuibnZlz5qMvl3QgTGCa7LOGnBUt/QmnhsS5nP80m82fAQhTQtDZZSkdnOzY3S3eupsSKBQIE0K4RKCIIIaHb3j8MeFiXSIzVHqYVSx6ONXa/pL6xNF/rSSiZHSEooI1jomORCPk7IG+gAkBAGdMqFn5cpyjxyjN3KITENNm87xrxjTi/m6+ED/0ttgIhSFuEqtd7o/8tSDSkljz1pqoyWoQeXcB+B76fM1AaOx3VZTMLAg2/e4/Ev9tP2cLdELTt4iWD0gAMpWQYv1s2YbEkdcOKROoELKruma2VQvDwhTNysNcACMiAQEI1wghKqH0yK5jkiiLPK9zngoCBSAhQqCInIU0QsTWeWnKxGsHHoo9DkEUGlu0bfH4rzheFyHkZULIekLIAkLIW4SQwYQQwTZp/mEAc6GHrU5Cl/TbjKhhLkG0ZVtV5K8C3fh6ABwa0yv78CUd0vYAwOKNxcO3HK2qh74KO20cgywKpqmXd9jvDammzzYeyT5Z5jYBgEaoghjNEZEzO/Qf2/fQf9jX/6fza0YzmvHfg3NeA52I+aavMZj79I3vPH1g2wlj4g9ANz5GiPskooxu0rFPLp8+98awIAp44/FPpe+/3GMQpgzPLQjdSPgij/rr7htW0e/yTiElrJL5M1clKGHVaDFp9Le3QzcopsjDZrbK1ntfGl97prjKtfS19R2qSt3p0I240T+5FfRFxoX4KjkAErq077F31+FtvTxph7oG4yryw+aG1K0nDnUTbeaWD374zl0PHj446LOz7pxiT9C+w+3PC2osPt0s1TolwU0IiEmgmiwQhBgPxYyLF1EVyEbv/m+Eqs+ej0sYMeVMXN9xdYQQQ5SEIGpsY5tZGLrXovvb9yxyco5m18VEYmunz4Pnp5XU2v4SLtjijQnU8MBjFzoC9HnaiHiYAITUulKPGJdSC13+dHxkbJrCB5178Kfiv/Wc7wTwdqQutzzymktiqvmHT79r7bKb+c39swPtArXIUhppnBriNk3hVk3lKhHACCXggMQ1gAMcBJtWb6X9RvZRCSEQOQ+FqBAGwCXOVJGzkIlpwRsm9D/tcFjO5QI440/9uOLHC6mWNcUjAH6ELo05B/oP5QMAywkh99tvWOCGLgDyDfSc9W7oRJDdiIa2AX0l3BDZxvjRmgHIhZP7/WCWBH9Q0Zw3vv7d9dBv1pPGB0OEhm4Y0bnGYZMVzoHFa/amAUCQCt6Y/bMQEXwAUmevny0BWArAFemf3YxmNOMPRiSldA+A54P+cMYT17191+rFm09B/81vgB4xM9pF+iL/DwMI9RzcLvTX2RODAPDFvI2mSO7aSJYaRqwaeqmPQigxPfjKxEBOuzTtx9V7LfNfWGWHTiQ9F36FPr84I39FAELbbi3F0Tf1rwt4Q+Jrj3xkGGEa810WAJetLJnVVGkwGwCGDB581hNyt+dUkxkHOVqLzBWffN2r88X9TtsFIeWidvXtjgQa2YqyhmE73b7+5UGlU4jxDJNA7WlmqT7dLNU6RKFS0889tp5Y5Wq4qmb1a5Lv4AYp7boXSqz5fQySVmw9sRDzGYO4FQagePaup5qvnsQNvMGPmDrpJg9NqStDqOwIbB0GxRp5NNkuDN0wG9sEItevTHFXcDE+ozbmuuTD6M6lqUrken9fMrPg31X8/CH43cY5xmv+LvLSUQD1TiXYMqOusv2qFVszp17Xz2cBN8drIVFmGnNpITiZQihjoOAMnKuq/oyAcOLzh+Bt9PE+Q3voJVOcq4wQJUiFIAEPiZwpArhiUZUqny9okkShEUApY+ztpsdXWFSYUFhU2L2wqHBQYVHhJYVFhW3NVvMB6AY6m3O+nXP+AHSh9u8BvAxgqf2GBdw2af4p26T5222T5m+zTZq/AvqPsfSVlfsSH1m0NRP6KmoOonq8LaGvVOWWSfajgzqkLwKAynr/7fOKDl8JoLpSspYXm13tS0xxZp/F5hoxsH09AKzZXJzhYwiEqHiOaakQ2ugWzaHIfjtaHdbTkf0/+nuvVzOa0YzfBq7jSQAPM8bT3npq+ZSxbaar0DUI1kDPUTZC91hFRKUpwwNHd1XveWFc8Ni+s+LL9y9NPH20Ig7RLlaGwQB0rxhmqxy8a8bV5bJJ5F8u/NH5/crdhlE2tL4NT1CGbuTiAJhuemSkkNYyIbx30/GW65ZtaxHZNnZeT4BOGAMAbF95iBjf2apnkq3kxJn8YDBEyzw8wRNk1qM79rToO2rYaQFEEigXVJs766Qv1LIiqLb3qiwJAFTOnWHGE+rCWuioN1QJPRJQDZ1QdTpcdfJ02fz72kINm5KveuyYlNTC0JCQEA3VGwsGNTKGVYj0nA6c2Gnz7f1aThx5rzdC7jJSiecZW66pqnvjIuIaeptCCOEx759jhyOqRc4RbUupRfbJuBJUqGwx5l4lMnZlANbUb3x/S8nMgiN/dn2zgf/Gc54A4K2YvsONeYG6xBbBhvwtRTsz2+elaEN65wkiZ3ECY5JTDQVtmqKYucbM0LjAOCPgTGBMk7mqWtVw+MjWA5osiSw+zqoQvfqME44Q4fD7BNnro1JjI5Xdm4qrqwgh7C+vTH3+tmdve3T2+tm9CosKWxQWFVIAKCwq7ARgAKJi9HEA2sxcMbMuv1v+g4ip/+Oca5zzWdCJIC0B3NL0RG2T5tfab1hw6pllO+a++dWhB+03LDhjmzQ/aJs0/wD0PEU1dEO9G0D5u1MuWeu0SKeSnZYDa3edHXFadnRakdg66ZA1sbxRNFWqhJaNH9mthhDA3RiQFv14MgUACAfVOLHUiJYcmWnXyEy9FMA1d828Kz1yKMMj/amb0Yxm/EngnL8CPcydoSraB1fkPjJ0TM60zQA+h979zmAC10M3NCEAyrBr+2ijbx6g+D1BPHvrfKe72mOUYRnNMmyR/6sAgrnt02tvfmzUWQCY+/TyDjVl9UY3J6OsKFYrWgBglc0SnfrCODcAfPzmNz39nqAJPxc1SQGAlSWzTBWdv2wVdFS2CNmqM2EPpMW5HHX7dx9OqA0irvT4CbvZbg9a7DaNA/CHhHibWetYEVSlo55gfbEnqJYHFU95QCnb6fbX7m0IqBpHDfQ64LMA9jZs+SRU+eFTfZw9x5QkXfHwDipbDCEPBVEN7FgFMEP6UwJAwtWnJPd38y3JVz3mpZIpAD0qYRhTw7tVAITd383XbG37+yVHklHPfK4fdGR77j+6WeaMIbIPQ7lMjrzfyLnWlI1tqJ4ZLS//z/B7tLUNQZIenPOFAFBYVCgmhX2XtffX5Xg1zuZ/utU2fcqIoEIlgXIGK1Mks6b4Q1RUGac0DEJV0UpEcGbiqiYwxjQQtuP7fZaufdoETEzzqYQTE1MbiP5lDADxC7IYotS6vzZ8aXxagi+3Y65xgydBH9DswqLCcuityy54vlNfnhoPYG9hUWEu9PCOHYA6e/3sisevevyLgDfwV0LI/JhFBwCAc15LCHkbuk73HQDejLyVjSbymy6brPVvm7pm7e6zd289VmWrlG37AJypkO31FbK9Xmba8XSLtyK/TWZKfZ3Huu9QafLYSzuWCmCCRzBlmjWVWVUFNq5wiWtSWl7C6fgUV5m7qj7DZDUVAFj2e65bM5rRjN+NN6F3Z7odwPuEEMY5X7qyZFY5dIKY4dX6oRshJwDLrU+MNpWeqLbt3HDE9Oyt76W9+PGUYpNZskfeN4Q6QpGHOPqmAf4D204GNq3ZZ3l9+idZz8y/tYFSaniOKqISmYYhYl0HtFauvH1gwzef/mT/8LX13W59YvT+mOMOAFBXlszqAF2V0BSMO5smBlyUiaHcrOw038H9J9I7ZncO1lVUWSVZ1ABAgeYNKjQ+cpxQOVhZUNXKgmpsO0s5sv/jamP1vvIFD1xLCM1PGffk4vjcjordJGaojKf5Q6opqDKjnMloDxlymEUiUsIUjVNvSI3XfPVCzYpZ8Umj/+oW7AlGvtjof2BGlG0NuWK/2WURYesyuDGgaCHoEqhGTbUGgGtBrxg8s99kbdPPi6jnbSi9VQDw8lCgaacpg2X+u2zj/xK/13PuBT2kY6Bl20Bd7xARLB9/d9gZZ7doF3dt6TFxVRM5JyEiCF7RZAN0LRYL02DnYcXCVL/EtSAIAo0aSg7uPCZ16d/pkADUSpz5GKFSxDCDg/AgFVQ/leW4FBfxN/rN9dX1Rj/TbAA9oRvoy/7DscvQxT46Qb/RDd3WFve/dv9xySSV4ueNKAw8Bz3X/DdCiDPyWvyFNpw0MH8HALh94fzjZe48iWnnLnaYCuopk3NDq25ttlZXN1o3fLs344yfmYNUdIlgopmrdjNXUynjKaLGurYKuIcN7tvaAwCySb7pP5xfM5rRjP8xIjnouwC8B33eXEwIuRbAYUQlIg2il/H/WkGglY+8PulsZl6y//j+UuerDy+LB3Ao8r5hNAwhJIlQ4rr3xWuCHXrlaBWna8UvF/zoRJRQZkKUWBZLomIT7xvWIAgCVi/enH3yULlRnw3oRqgj9EhnKwBZIUetWbG58zhV7G065TZWVlZmA0B9Ta3ZFhcX5AA8TPEzBkkg3JSVGHDmpvriW6X5XLmpfqdJ0oxccRiAGq48YSubN/V+QuiJ9NvnPJiY1+nk0gk5N0/JOHvFfVmlHRdfk5XnMIux7HMypG0yXh9kSr6/RVnqnCGW9L7ZTkv18heSXZfc2Cin5oURVWIzdK9ZZLy8U/qnizNH58c9O3m0fcm4jAyXVZKh55SNvD8DIHp+WiE7eo6JVX40cvgSAB/XFAIqNCWYGQTfAP6P8XuN8zXQiVMAAJlpORampFSJlsQPVu5MvHlMD6+JMwicERBOOCGcgVBGKKEE/jAVvB4qK34q+fxUrvZR+fSGHw4H4pLiqs1pKSc8oul0mIo+kbMqCu5XCPX6BKnKR6UGRqmW3yW/wmwzK18v/no09NB1OoA86O3L2iDKHL8QWiBCiGiK1JapoiPe0XL2+tk9C4sKuxYWFcbe5OCc1wJ4ITJu/YyXL7Svqy/KqbSbpVIAWPfNvla86XaEyL3HXPwToYRrGqObth7LCxIxI0iE+CAREwJUlH2iJNXJFouHynEFgzsSWRK0eKel3b85t2Y0oxl/ECIG+g7oyn0UwJLn71wYDz21FatGGDv/BKwOc8X0uTd99ddH72t8bMoL2XnqsEF9U8dn9U2dkN43dXxin5Rx2d2TClrmOXsli0QWbU4LveHhy9Xyklqy6OW1cvmpWoOtbew3tpQ0DIA7nHY2e97zjSKV6LznVgxDNByeD10/PCFyzOBiOKiaG6s44bRVxyztpx925UsiJ566eovd5QwEaLBWlMKO9PhgK6dNiU9PCFqsJiZZZI2nx4fs3fI8KS6bIgOAd8/XWVWf/X2iYHM9nnXvosWCxalOH9ku+a03XrVMnjwZkydPxsszn6fjemQ5Yo85yW6S5s6di8mTJ+O9996FdPQbl7XDYMXa+iIfomVYDYiSwTgAzhlTHA0nTA8//DAmT56MHzZ8B6dZMsrTGo2x0XxujSshSK40FbqxVaAvnELQjbhUs/q1Tkrtmdg0oQfAKQClJTMLLqjr8WfiNxtns83ssjqtwuz1s1MLiwrTC4sKBZFr+cWyq/W32493CKlMGnFJO6IRYmcgJolplHLOOAhXCWVh0AqfINX6RdnnEyQaptQbpkLZ0X0nlNbdWu8GIacVKpT5RflUjcm+q0q2f9UgWdYGBekU9PAOpwJNKritoO6n9T+1rqusM8UcXiJ0Y31B4ws97JGEn/dUJgBah4PhTrJZFqF71S0B9C8sKuxbWFQYG+JYGPkeQ8Wr5pfGKi/VsQMAduw+maNSIfbHawHQPiEtgaZlpZwGgJ1bDrlUQkWZa2YBDAK4xgGigoo+QTSn5Gcl5OdnBE6fqsobeVnXbr98hZrRjGb8L0D0loHnIWKgbwfwPoBNW9cdeH3N4s1noVeBVCLqRQegV7A0AChv2Sb14NR7/xIcXTCadmrd3ZVizXWkWHNcKdZcR6azjaNziwG2J297LSHTd0m8VYwTOl2URwpu6s9DAQVvPPaJzDm3IzpfK4iGwhuybB3C2f5LM3mdI/6Ou29V9m0+3nrriuPtwAmgR/Zs0EuFchFp7qOZ/I2KpeFAz8taV3obfea6U4fEQDgQEBxShWgOJtgtWrqiUWtZrVn0BQULY4i3WzSbohFBIJzkp9Qn1a58uZt3/ze5qdc+97RSV/qjMUYXZZiHLFq06NyYffrppxjWUrYh6gVbYntH64MNOLqP9EP3ro28sdHjOhw512DDj0upNS6xkTXJOkbG3EgrBBu3fU4dvcZUQ2e9eyPX4gT0ypmacFVJvP/Ij21UT51hnD0AdkDPnR8hhMiIkvb+T/CbjHNhUWFm2x5tH7vyriuPQS90vwzAEwEiDCAELfbvK7FNHN8/wATRFCaCpBBKw1QUNEIoBw+t3nEKe8o9Nh+VfALjjQQIBqjk9oqmQEVJRUZqdmod9EE29Gx/gF5vbORmjOJ9a/fB3b0d+3ZseP+59wf4GnzGj8jIaWTg5wYY0G9SimgYyUAOANfxfcfj41PiaxDJs0SQDKC78aTXsF4UAARRMG6uk/gF9GubsjPBbjoSUrSm/ZuzIseJDj3yTwDAnn0lcWI4GGEaEsoAQSGCpBFKOSgYqNCjV34YALgsPVFYVGhCM5rRjD8EEcO8lRByVdP3Ij0GboE+mbv+9bcv/rZxxW5A10I4A70Guhz63FAJPbTM7A7beaFSSikIIdA0DfX19fj8888xavgYmiP1swHATY+M1FKy4rFvy3Gy9oMthtdsyAxrAJBoamnf8UV5657d+khr167F5WMHeQkB1izZ3MVclR1HVKlpv+JMGB64wIKSUzuQ3S7txPerVwqq5q/TwoEUAEKNR3IdLbMGwypljBNuNauNIuVSWCXJ7hqP9dsXn+2SkJXqT73uhVekhEyj53z15R3TUjZ9+1UXn88Hu90Ou90OVVWxed0XUrcWLhm68bUw8PMWPs7uI8P3D86zvXdNXsp71+RlLZzcO3nBxLat5w6Ws9+/Ki39scvbmeW64w2h0kOiq0Wb+tjJ/dkxHVzvjYzLfWuIKXvBpE6uzs6wQk3WgOhI8mW5LHz2hK7p71+ZevGbg4Sx/xpqHv7l5A75E1MqOxJNkbSGChHAFgBrAewE8ENEbCQJ0fLg/xP8auNcWFSYCaBHQ21Dbp8RfQIAukHP83YSgT7+YDhjx54S86DhPYRGUSaMUKobFoARSkIM0ivvfmOvpObaMybnaa8g13oFuSIsiMUAahtqGpLSc9L3QA8RlUKvQwtA92CNsIaxOgIhBFdPvbosHA6bZ98z+7Lq0mqjWbkhsen6N6dTFfN/CfqFwIZPN/Rq2a5laZPxSQJwUWFR4bDCosKCSydcegkAZLXOyi8sKuz9TlpXFboYwXkIUFG8enCH03XeUNuzZ6o7Nvm+c8d20bBeRy1mOZyZmRjYe6LKGiaCFCZUClHRzGKvDwHv3qddCACKj5V1Q8yCoRnNaMb/FhG54pcBLCWE/KwHe4Qw+pAg0i80jcW/8uDS6bu+P2qD7nkdhu4AmBHV56eMs3Nclnnz5mHjj9+q5d5iz9n6I+qSD5YAAEpLS7Fn0zFCicAtNhO/Z+Y1rFOnTuiYOIi2tgyS8pw9ZYlazADMIpHFLEtn58aNGxEO605el47dTNNnPFi/c9vevK9Xfdu9vfXSi7onjeraK/nKnl0Sh3dKt7ZNwfnOh9K6c9a2Hd8dyUxwqFsqj58Knagw1x8vt4U5Jz6LrHnibYrXZmIhSnnAbtZCTIoL9bv9tq0Drhu9jlC6G/p8DQDVUwa3uuTtt/XK1uuuuw7XX69rJ7355pu4vncLMwBwpvHg2UPnec6EiqRbEixDe3UQh/bqIBZ/v9I2ql8X06jLh5NBfXvRz56fkvD2pJ7dW46ddiCkMrvhNx8+fBgP31BgHjpooDByxDB69cBuznt62TO7j7zOnWSX/S+PSM1/6qaRGYP69bYUjBxJRwy7TOzSrlVLhLwJTz/9NLTGakf18pmbAawumVmwvWRmgbGAcnDOY8lvfzp+i+fcoepMlcXmtHHoeQwJeng3264pzh82HhD79m+vESogQCXUiSaEiACFUMIBrNlynKa3TA2I7VqXhEQprAqCF3roIEENq9zv9VvzOufVQzesbuhhIiPXAuihCYMJCQBwJjj99796/15Xsiv02v2vjTh16FQK9DCzD/oPoyl80H8ssYIfCQBQdabKWnGyIvuy6y47FtkuAfoCJDdyvlcBuMjqsBo5XwK9fvDid9K61kaOt7Rcsll+sqfmb3Jktirv2kMlhKic8WRvvfcsoqUD55DcNqfcGWcNFBeX2/fsPikAACOEMBBBJVRQCZE0QkQFlGbmpDBXnNV/+psW7P4AACAASURBVFRVS1+jL72wqDA2j9OMZjTjfwjO+VIAdwP4hBAy7ALvs3k/PD5HlIRGzrjwzE3z7v7HPYvblJ+qqYKu0XwGemgW0Ms5z4vm3XTzTeFHn723cpd7Zd3Qgv4aiVEIBAcjoGzSyCnk7rvvxr/mvoch3a4UH7nxFQkHW9lzHT2kdGsbYeHrn1q+/vprAMC3336L26671zp29HXOvv36sDGXTbz4ib++0Gtwtyvbd291SesrB97cae2/9g7t6riigIAYimMYM/niXVa76YmcNmkl7rJqs0XmtdnJgbKclODZjMTgcadVLaNUb7srUE5kmWiOzOzKvDT/LgDbSmYWcAAomVlAtZqSUZs2bQIATJgwUR1/7UQFAE6ePAlH7WGZ7V0plM65xdG4++vzSLeEEINNDQC48847MXz4cNxyyy0QBAHr1n2N12a/LNxT0LtjWGXnul/MnTsXLVq0wFNPPYXk5GTU19fjkYcfxqSL26VOGZyf+MRD90kH9u9H165dMWPGDFxzzTXgnGP27NkYMGAAADj8R34s+LOlOX8NfotxNhd9WNS9z+V9YpWy0gE4KRj5pmiPeOll3VQAlAAUIPAKEnWLZlopWrRFK3dIl40dWA1CjB6lDuj5AHfp8dIsR7zDL4iCBXqt8A/QGY2xkqAidGN9Xr2cyWIy/WXWXyrb927vmz9j/oBvP/52gBJWjBKp2DyvL7LvTRcYA7now6IRF195cZUoiV2ge6UXIypSnxIzVmZrnLXa6rQaIugigK62SfPr3knrWv1lYr5/lz2t+ITFdaTeZKsXZdENgJw+crodgK2IiLVEzv04AE9yi9RTAHDo4BmBExLmAGGEEI0QgQMiAacUXBAJ/F06Z9ebbRb3ppWb8qCH3JvRjGb8QYiUi94P4HNCyKDY91aWzEpOTHWaZyy6fSoizOkfVu299u5LZ828e8g/hn00p4gwxhoi75kBfm6+PXz4MF775xzrNRf/JZ/ta53y0JQnBc45srKy0G1AW41BI23jBggP3T6D3HPPPdi3bx80TcPq1asxcuQobP7shDnZnCvt3LkTlZWVAIDq6mqsXbsWjY1e8trrr5PRo0dj2bJlqK6uBmMMe/bswVNPPYW3//l+doatfV/oUcmczLzkE1Wl7nUDRnWuDHhDad6geE5JmBKimWVe67Rox51W9Zjdop5w2dU9NrN29KK2DbtLZhbEhs2Hf7h0aRIAZGVlgWa2P6mmtDmTm6tXti6Y/y4pyBbtms9NuRpumnbkIFHS7L333ouCh/7pzh77cOWcOXMAACtWrEC3JJKmMX7OsI8YcTmue+I1T1n+mDMvvvgiAODgwYPISbRKgZAqPPTwNP7yyy/jy1WreO+xdxxZtmwZbDZd18Xn80HQs5M9fvON8SfgN+Wcaytq23Ye0NkN3VhmQc/t2k+drrZKkkjS0uJVCs4jUpyMgzIOqu0/eJaCg7br0dqDKCFLhZ6LqRPl/4+99w6vq7rTRt+11i6nN/VqyZbce8eYYkxMsSmhhiSQUMIkE4aRkw8ImUnCpAwTIESEkEZiOimUAMYUgw0GDLZxb3K35KIuHen0s8ta94+1t49MmHuBb8KQ5+p9nvPo6Oy+197r19+f0uYNeLsghW5/08Im3rSwKQlJnRmGjAlHIbVQtw4t7ywrY4yFr7r1qgNLvrZk/cbXNo76wRU/uOqRHz1yccuGlmJIl/NeSE22DbJgPuGcgwIg0N/dP+/QjkP1p196ulss71rLDZAC0H2Qgns27qnJDGZKahprhsatw82rmksg4/AnPXSarvUDQFdbVxmAxqaFTZsglYRDkBZ8pGJ07UEAOHig3WdxJASIQYTgmuCEyuoziwgk/JbJZ8xszCQHUmUHtx/8m2MNYxjD+J+HEOJBSGbBWwkhjUMWFQHApDmjBuvHVSw/sT4Xantr74LH73n1u1+Y9P1//dENDyUBdGJInPWee+7BkiVLcMEFF+CiCy/CE088Aa/Xi6effhpxHLQJKI7vyCrPPfccGGN4Y81q3HXXXVi2bBkA4NZbb0VQLWb3/uJucckllwAAlixZgpa9O8WYifV8oH+QzJgxAxdddBFaDmxL7z+ye+Cb3/wmAGD16tUIacWVkPPfEQB8eevdE0qqoj1FlbFdXMCybaR11dZ0hWsEghACnjcp6Uvo3uO9eklbt6fhe483FtXdvuJERUs8kfrm73//ewDA2WefjUCmozaa7apetGgRAODZZ5/F5Zdd+qFzFiEnGVI4b/EF/M6XW7Yue2PX/lFjxtsAwDnHQNseXUCc8J6efvppePjdVuP1lm6lpETaKpZlQaPgP3t9X9dhT8PhxYsX4+mnniIP/6hpTFVVFdJpyTuSy+UQi8VugQxDfObwkQutuc3hD/kzlFINUjDHIC1Lbdv2NvX8JbNsJoQHgggCISnS5DCQHTsO44rL56UsymKQAikH6V7uBBCorK8MpRPpCkhLfG7zquY3mhY2ueTlcUiB6caUDwGYBGl9ByCFfB8hxJi5cGZ25sKZqw9uP6i++fSbE1743Qs/f/zOx21KaZ+iK4NXNF1xz7jZ47Y459AIoNo0zNMe+sFDU0+/5PTDmq65reDc2uUSSGXC457DkT1H6lVN5WddcVapc/1ujGIMPkTZCRWF9lNG8865Fzmu6AOQhAYBABg/d/zR1558DelUjrUc60+MrCvze7mlALBWv76Vbdt6SD9r4dT8jKl12ZGTRnYBaBjojk917s0whjGMvzOEEA8QQuIAVhJCThdCHMUQ5XjWwnHrDrd0XPTB7XIZo6K/K/HPANYKwU/Mt2PGjEFVVRVs20Ymk8GePXuQTCaxcOFCvPTyi1rVuHHmH198GQAwefJk1FaPgGVaqK8bCa/Xi4GBAezY0sICNWba7/cHAMDn8yHv68lt63zXijWW00ee/IO3qnQE3bRpo3/r1pV4/31JTTE4OAiVeixImsoNzimNBLBVU0k+aB2pKosWBTSFRwkROgjR+5OqlsxSojCe9mg80z2g7RlIq0UA5tXdvqKl9c7FiVUrXz2vv1+2OHj44Yfx8MMPnxTCsywLmzdvwqzZc93yqBNglOSoZD9UAYAyhXMBu/uZH0/Wr3k6DZcMxTKhMnqizMnv9yOdt4SV6PEQUnAkEgJx6zljA/uef2DkTT//OQBgypQpuOKKK/CHP/zhhNXc3d19P07uRuii50N++1TxkYXz2uVrq0prStshiT4USAFmQPDAgR2H9CXfvlhwcGpRAoBSxjlRBecUyOzcecR//lVndScI0Si3OzllbZDx4yoAHkIJdI9uxbvjSrQ0Og+A1byqeSOk26UHJ2dYF0G6hb2QA5ZCQUD6AGijJo9Kj5o8qtuyrP5UPJXpbe/t7Gzt7KturPYC+DKkBd3DOa96+IcPjyqtLu057eLT3FaTQxMV/M71un1Y9X2b90UapzWauk+fD+ma3wyZtflBWk0/gHJvwFvVcbhjctmIsnpnP9GmhU1Hmlc1eyDbuqF2bO1gMBbs9fq9dM/ROB9RX94zwPQYA/e+vXaPtm3jPsUfCfKx00dny8uiLBoLpAZ6BhqWnr003iSaPuoQDmMYw/i/gBDiSYd86DVCyOkvHL7rhHJ88dfO2PPMr9/M2HYhHgoAxRXhxM13Xb4KQJAQesI6vOWWW3DmZZNbs9lc8vmH3hx35+w7le985zvYuHEj/s+3b8Uba1cqR448CgDYsmULRo4c+Tfnc3D/YTq9bsQHLFEBTk2lxDtK//l/3U8feughDA7KvKZYLAZAJtOqVO+GNJJqIOfPFICSEWPLO1OHd5VgxGlpW5C0RkXItOHXFO4tDpnm0V7W5dVs0ViZNvr2aRCyXGvc4d70vGXL/kABKTBLS0sxtMteb08PkskkfvWrX+Hux1+Mv7DsFyErGT8hf6RwLljPB/buVko3vjKnJ9Wt2en+E3NytKzSzgwpcXLi9EZi/bNRnP+NE8dTGclN8SWqvuEI5tdXrTKLGqc/P7EyuHDZsmXRIdt+KE+FEOKjNFL6u+Iju7XXvbSufN6SebsgNRsfHALxXDLj1TwaTXj8pFf1IU9V5CkjGUVV0kxTD3cM6MFYMGkqWicVIqMKbkE+COUYkrQVLY127d+6Pwop+EMAznHO7whkfNY93yjkDR3amiyHAjOPAmnVhxVFCUVKIpGGKQ3K/IvmlwWjwfMghegMzvn0F377whWZRCb0xdu+6HJth1GIU1NIRYA5v+tdbV2st72XTZg7IQ+ZNd4A2ZJt8pBzJJBMPIsAzKCMhgHA6/cqkC/C9OZVzUrTwqZ9AJYDOE4pzZZUlwx0H+2OHdq6PxG2jZSfmykBkqppqMwBwOGDHX6DMp9JaHBUQ1UynzN8zvGHMYxhfEoQQvwGwEMAXr1y0vdycAyDQMhrF1WEtw5dV/eqxk+f/uZL9eMqHcuMnlQ3ezDxfvpwbt0Bu/rIjieeejjrJChh9+7dUKkmXDfttGnTsHLlSrz08gqsXLnyxOf0M+cLk2ZOEJ4IISCorZYGaunvfv4obW5uRiAYwJ/+9Cfs2duC73//+/IsKIXFzQCk8dMIGTacCGDJyPGVe/ev257xajytUB4RIFbWYLZlkzgh6FIZzxSHjPS4mvTYC2Z1LZjZMDi+vixTkuo+du0rr7wCALj77rvx7JrNL//x9Q0rfrv83Xfv+suaQ7978EEAMjHMlzwWbbzg6ydZpiUBfZdCyAmL+I477sD3br4h+NILz6o/+O5tCgDU1taiW60YyvgFAEjvX6976qelhtrifo0ljGxqqOIiol6l6NFHHgmnUjIf2Mlw/+/YIP/X8ZGFc/uh9mS0NNoO2TlENqvmvKRl41513MyxQoAgSxX0KR6kqIY01cQA0/jr7x9WJs6blNCFnfBwq5tI4e5HodtKHkBnRX3FwUM7DlWi4GIoHrLOIchYsQEpiFOQ6fv9kKVT/ZAvCYMU+K5QpZDHC0GWL1UAmJKMJ2vvb7r/yuMHjxfd8OMbjjKFxZxtip3teiCFvNt71AtAO7DtgF5UUWRNnDfRgBTiAWefEyEFuN/5PsfZRuG2LJ8IRALlKLD2jAOApoVNcUga1HQwEmwHgL72vgiDUFRwUwG3GsbWGABw9HCnjwvBbBClcXTlYDDg6cNwOdUwhvGpQwjxUwCvZFP53/Z1Dm6G05Bi5PjKze46vqAnzjknq5/Z6EXBQ3kieSqZTKJenDFqtDj37EvnfnP0ZRdd5XniCVlONWbMaPTkjiRnzpoJANi3bx/qGqvs8hkYiJVExE9/+lO8+OKLsHgeNjFAqZzG8/k8qsNj6ZSKhfo777wNALjs0ssQqCC55597AVu3St2Bcw5bmDEUEmtdVJ91yQzfYF/K01CZiReHzBQl3LA5IYBQPCr3jKtJh6uLc4wQoUWDVrFHs/xXzqo87flnnyoTQkBRFJyy4NyOi3+1duOVv1u3+WuPbdz/L/c/3eGLlhmRiKwgfeShZeTCGXVDy7lQG/PttY3MCWEaCARw4YUX4sz5p9K33noLjDH84v778fB7bXmLC50MkcRGT6vX1zD7JMXHpymp0roxWxobZYrAos99Tps+ZsSCG2+8kZaVSTrt1tZWQDJKfibxcci9bRR6mcYA1FAhyJ7399DPf+NiGyBUJtwBBmUAIBTBzf3bDmrn/NsXuSIEtcE9BqEcMpEsCylUMwBwxqVntNx3831Xv/3c25tOu/g0QArpCKRFDBTKoNxzJpBxEtfSHdrDlDkfFdIF7pZkhfds3IM/3v3HmjHTx7Rc+e0ruxzB7II51wbnr+J8TABs65qtnuKqYhEqClkoCP5iSOt9gXNdAefc/AB8EPK8dJ/udseyAFQ3r2puaVrY5BKufK6kuqQPAOK9gxEO9OSo4iWAaBxdNQgglknnaOexHlpbXWxV1ZXlk6lcEYCFAP7ykUdwGMMYxv8UvgvgvmtP+cm1Lxy+6zcAGi664fS1W97Zf1lJRWTLHY9cv+JbF/7iR8/+bs3CRV+Y80S05OSqx6VLl2LpUnjwISWf//bv/84PJzY9v2Dx7ItHjqwPHTp0GKfNXcDOOefcyMqVK9HZ2YlsNost2zajag4jroX94osvYsHcQ/S+++7DtGnTsXbtu/jNb34DQointbUVzz33HACgv78fClGjkHkvCci5WADIhWJ+tWJEUSmjGCwJmwPRgJnQeh3prIgwFyTUn9Q6hRBcoVzVFaFOqaqqXx8IYOnSpaivr8f2ONkKOTdW5o+1TBjc8GzV65+bd/D+++8ft3nzZmiahomVIf/ixYtRVVWFmTNnYsv6taMiDZETocHHHnsMb731Ft544w3U1NTgmututP/SpnTu7ugQWcP23Xjj19Db24upU6dC7a6Ow4ZVUVVlL126lAFAKm+zO1bs/8tzL75c99CDv6nasWMHKisr8Y1vfAO9vb147bXXXDf/GZChyc8cPo5wfhOyhthtXB1nEIHi8ljI6/cIAdhUCAoCCkAQIbgiuF1TX24xjxY0uRmhBMc5ZRkUEq5qIIWuHi4O0xt+fMM7v77119f4w/5j0xdMP44P1ATjZDo1AVnw79ZBu3EJt5sJMIRU/tCOQ761L6ytbD/Urlx1y1WHx84ce9RZL4yT48xRFAgEVDhNwRP9CXJwx0HliqVXpJxjK84yr7NNjfN9vLNtBgDCJWFeN74u4Q14I5DKxFTIDPIwpCtcANgTLY0GAXw+EU/GEkxvJUIE85Tq3miITZjekM1l86S7Y8BbUVPGa8bUuvfBbbA+jGEM41OEEEIQQm4F8M6F9beuEkJsBe7e/tSuHz8DqYDP/cLNZ7/0uzue/9L9tz017fvLrjsEAOFwGLZdSEymlEJRFHg8HowbNw4333wzNu9c3z5jWiRn2JkNy195/rR7f3qf/uijj+LRRx8FpRRf+MIX8PVv/BMuuvBi8r1lXzW/8OUvKU888QTp6OjA7t27kUgk8O3b/5Xv37+fvvrqq2hubsbkyZPx7LPP4vrrr0cul0OuSwtAOeHF80Pm4SQARFVdcak2oTBwXRWGZRMfAdEIBFUZL7M4GeAcWRCBh9avf/esM+a0WP2zy9v6PckXVrR0AqjNHt5Sn9q2srLkwlv2L9/ZI+INjcnAjHGZHMDP/NmavrHl4/3e2ZOsnbqy94XuY+9dOq9iPmSODxKJBF589fXcFbfctTNNvINff7VNyRj2CADeX6zen5pVd3a7SQ+KHy/fLvqU+jiA1B1vJ7bNPuuGg0GPEr/l2Z3pvV1J48o/pq7e8JP/0r0aq9+wYQO57bbbtq5evTp93nnnRSDn3vWfzhPz8fGRhbN8+IDmVc29cJpWx/sTJBANCrdzlEUIV4VQ4BQ6m3mTKppCLUKVNFU9aUVzS6HyzrGLnd13AkhVjqzsvuxfLxt84Xcv3PLqo68ebZza+MdLbroElJ3wvsdRiCsDknatBrL0yX3i3Wbbhpk3E+teXhd9b8V7lUbOUOZfND93+dLLezw+TxAy5u0WvqtDtgtAPqwMcvAyAPQtb2xRGGOYPH9yBoXuMAzS7V015Nias9wAYPe29waS8SRTNZVDCu9ZzvEOAuhrWthkNa9qztVPrN+ne/V+b9CbPmYRNaKrIS6IB4DwBv1s1+YDWmdnX2gyEZa3OJrWPFrOyBkTCSHkg+0thzGMYfz9IYTIEUKuBfAIIWS+ECIDpwfw8ta79yz5yqm7Vj+7afemN/fO2vzW3rYR5+89sK99ywmyCw7bo1CtD4AJgUzGSvR/6eLrJ7+zesOI/6i+vmra6WM6Dmuv72j66RdD37/zlvLBeNofLfXzAfuY9ednH+OldSH9Tw+sVKY9Mmnwvd2v+hM9huIPeXle6zF3J15M/+JP3/cp+Xu1fMaEt4ib27dvp/f+/F5tzoJJhgj1pzCAPKTHMQyZ3DoIIEIIIZyLLKVEBYCAx8ols2oVIcJj28RQmIgSAmITBCHIsZRh5NYe3r2/N6n37T3uF3mT1aS2vVojhPAVX/Dt/YQpEID99oFet+rGABA80p+JQM6VQQB+RfcOLacS7777nnF0zbGXCWV+yM5aaQDIGDZ5Y9exwcF3nimKLri2A44XdsfxwdyO44M7MSTTOpmzAuN+8MobrXcufmXOnDmXCCE+yHPxmcUn6Vm5F9IdnWvZckAdPWWU6+IFQIhBCCcQRIEQvb1JFioOc4PSeI6oh5z0OA/kTQ5DPgyAvJkDADDltCmd4+eMf/yNP79R/fIjLy9Z9/K6hqqGqg3R0mhfVUPV0ekLpvcWVRSVQLq4O7jN223bPmLlrcmdRzonHtl7RG8/2B44fvC4B0B5MBLMn3/d+YcnzJ2QcWoUw5BCtwSFFmMmpMDUIYWzLAUrNDenW9ds9YyZOcb0BX2upU6HrAfIuHbQ+d2CQzma7E+yQCRgQgp8yzmOB0Bd86rmdkjr2V9RVzGaUuod6B6I5XOWnvV4dAWcUgilpLqEAkBX54A3S1RrMG+JcEk423O0JwrgKkKIDhmL/9OwoB7GMD49CCF2EEIeBvAzACfShS+ouyW+vPXurTf956Wlt176wMhX/7i+fPrpY3a2pbYdQ6GMSECGCk/QEi+6dvLRlt17L3uy+bWp004f8w4XVuxwclMe2NQLDbxVUh+xWWePoc8texMbV7dor694K58+pz8LFRRZCGRhA/DuHVhLAORAYKIfhFSDP37fX8R3vndQue+lpQlfwAPI+UiDDON5AFSHiwK0r3MgV1IZDQGgfi/3mrbNcyaFaVETznwfT6lmJs8mpvPseCKjxNI5JTq4e70xcOhQVWDKOa1qpDwIOe+5nsgo5FwbhbSQTec+eACMy5tWoLGxEUII+IORvBIu6SKUKZB5PQJSRuQABBIb/loUmnXxUcg5Owtp9Xc75+ZHob9zDkADIYRDcl38w+CTCOckpI++vOtI9/iZC6dnBRAcIhGIABEGYejqSzJvcTTLqTKAk13Sbs9N+fB8IGNO1VSx6OpFby66etHypWcvDRzZe2Rxz9GeU3ev333qyw+9PIqpbL9t2VMgwISQhf3egPeAqqmBqlFVmbqJdf0zPzfTrh1ba+keXUAOUi0K3U5syAeCQg6sgYKbfITzm7tOrL+rX+Gck+lnTScouNot59w55EOjOR/3ujxCCJ6MJ5XKkZVuGZgOh2fXOU4UUkFRAES9Aa+ZTWe9qYEUD8VCzAJl4ByxqmIOAO3He9V//+p/je7v7B/qhn9iyPc9kNzkwxjGMD493A/gd4SQEUKItiG/vzZyQhUWXDaj4b2Xd86DDA32QxoAe8Fpj5YuqqC2OgWCUK4Y+Wlz1XRNw5rBre/sbzy06/iUkROqAijMVQrk/CIIIbjuu0uMb134C+WRn77km7VwXFxRmAeFcJvbj4ChMM8nb/j+hfGbz723dNlPXiy76c7LADl3ucoCBTBQNbLE29s+WFpSGe0DUEcJWCRgDSYyLGuYVMlbhAykFdHW7VUCHjsVCZh8396E1vrOe6OMyOij0TO+0g1pPHVDus3DkMaQD3Je1SG9p67n0rSzSe2Xjz6d/PETr/foKsts6k0frLz+gT2QcyRBwRBK59q2p6ii9bFAtBtScLtdpyhk5vnQJDcACGsVo5P59r2/+ySD+7+Fjy2cmxY2mc2rmvcD6LNMK0WYkhCcj4IQrkUp4FiVA72DVlVjtevqdZFFoeUZx98WgLuZ2AkARUKI/QB+7XxACCGWYQViZTFyxdIrioqritVgLJjWdK0WkmZzNmSvZfeh9EA+GALyxfBADrIbl3Yf/D7nPF3ebR1SAMe3vbWtvP1QO50wZ4JrSbtNOLhzPW6rM7crlg2ApQfTim3ZJBgLutu5WqoX0qVf6eyHAmC+kI/3d/UjNZByrXIFlKK4uowDQH9XP0sNnlQeMBR9kBntwxjGMD5FOPHntyETNJe5v19Qd4sF4OWf9DzSluhP73rvlR2HTjl30mEAW8p3LIHhi59vBHomCmo5VSmiTM2Gir7adLHd9M7deO73b9V+6+dXZSHnDdcdziDnDKthUjU/bckU9vaL2/RH73rJd913LyCQc+tQYctQEG7EH/SY//LTywd/eN2y6KKr5gRGT65JoOD9UwFkfAG9N5XIFkN21eoDkKMEIuK3SyJ+m5sWOtv7orw8ajBu2WTfOxsaetuT8YoFn29pjwcGIAXkFGd/FZBeRbezoNs2kjvXlBXcxsCaR2rfPuOa3e8+u4NACuRKyDlShZQFSQABwe1Mtm27L3r6l1uc/bphThXSGm//4Pgkt62siy64dkPd7SuqWu9cfPyDyz+r+Nj9nB3sy6VzZlltGdds0+vjZl4TtqmAc0X2IjZBSBqU5APRwKBznAikljb05lFIQbwRUrBsg+TUTjjL/8ZFKySSfZ19iV/f9uvDP/ryj/ZpupaAHEgdMpa7EzJ5LQ4gsfovq5XWllYG+eD2QgrTpBDCfOf5d3y5dM61et0EMldLtQBY297apjRObczpPj3uLE85n14UXNVAgQyFA0jHu+N2zZiadFltmbuO2xDctaSDEIJBumHCvqDPAoDkQNJ9cA0AvLiy2K4bV2dHSiL2uVefO7Rpx1A8IoT4MKabYQxjGH9/rAFw5octWPfqzt0A9t35jcfoBXW3rCnfsSQLYK6aiaQhZG2vTY0QZ2aJgAiOGTPaO/XUMdl3Vmz39bQPuOyCFNKQsVDIhxHX3HqeCQDPPfi276kHVhNnDnD7IA8Fh5wfvVPnN2a+ctv5mad+udrtEZ2FLCUtBdAfLQnywb6UioIbei+kV24rgI6ehN5rc8paN22Ptbz5bkX9rCm9ky5YvCue9u4BoBPCi3TFqvFqVr1XtVRCuGu0AHKedatgcgDswXf+ODI088Is84ZGQzIt+pzj+iDn9Srn/I4nNvzVF5x27iHIPKMS5/cyZ508pMCuhKzfHiNsq5bnUjFPoujrZQAAIABJREFU7STT2fc/DD6pcI4d3HFwxITxtfmAbfqFk1BFIWwmRFYTdq/GrXQwHGiPd8a7IAWS68aohUzGqoS8sSpkz9MMJC3oQgAXAPgcgPrmVc2hvz3832A8ZMLAREitTQOQNQ0z+fidj49f99K6IqebFlCwlLHrvV2h5379XFlqMBV0ftdRELQ5AGywd9DbtqdNn3TqpLTzWwIygc1twIEh2xjOdeQAGD3HetjRvUf9/pDfZeCxAUQZt8NBK18SMXO1JWamLmLmRmi2GQ4Xh3i0NGpYhuWeiwKABCIBcfzQcbZv0z711PNn58prSz+sg8qDH+E+DWMYw/g7wHFn15KTWkudhNcBnO18rwGgExCo2VBCyUS8lKs1zPSWMtMbIbamXfaVc/ss08aqpzZ6URDKroXrhud4WU3MdBNmH7vnFc+/XfVbX0/7gIlC+M718LmUmRSAtuSrpyY6Wnux6c09qnM+NZBGwphYWYglBzJufbYKKfhcz+PqrRuOs50r11RGKssyE84+rR1aoH97a3BH1mCHfLpVEvRaEUJQDoggYyIQ8FjMq1k2wAdR8DqaADypbStr9Kqxtlpc64d096uQ8W9XGXHJpaxc27Y084X7lGDxiTncWc4gFYtGSEt9JKR8Kc/sXzclOGVRHxwZUXf7CrdS6DOPjyWcm1c1h5tXNS8AcFO8o6+ysSJoWYQwm1ACQkwCkgUheYAQCtDamiLRfqjddWEXQ2o4KgoPm+vqqIVkBJvrrBOE1IBOA3BV86rm8v/mfLTmVc1TINm4hnZo6k/0J4p++a1fnjvYO6g33d90oKSqBJADGAGgcc59K5atiM09b26muLJYQSFRTDjHjwGIbn9nexFjDJNPmzwI+SC4bmwDjvBEwaXtgxTeBoBkX0efHwCKKov6nevMMm6nQrYxWudWrSasJAHABOeq4DF/wOePd8e1bCqrD9kvA+c0GA1yAMgkMrjyps+f5JpRdXW9EOIzSd4+jGH8/wFEdttzqzw+DO8SEM/7y1uqAMywlVytqSdmEVurFYTrIIIAgkEQldqqPnPGdH3SnFHZlx5/N2RZNkchcdWtS847v+Ur64tPZDnvXH/I/y/n3lu+5vktFI4Ad7ZziZMsAAZjNP/V2xe3LvvPFSNsiwed/dkA1HAs4DMNy83ebnO27QWw7a3lW+mud/dYlfPOfhuhqj39KfXgvnbf8URGrfdq1sWUiEbLIhoXAHHmU0LAFcZF0GNrgEhDzqNqeveaMuLx295RM01Ig+pESBSFroIpABDcNnNHdk4LTP7cHgCtkF5Y1VnPA0kmUg/Zd8EHAHYuRSFEknoCxc7+S/APZD1/ZOHcvKo5AuBUAGPMvKm/+fSbEy3KCAixhqiKHAAEiEqAfLQkzBK9Ax4UBJqbnadC3vQkpKZzKaTV7MKCDPADUmtb3Lyq+UTNc/OqZm/zquYlAJoA3ARgLKTFXA8g0Lq7dfS937j31OLK4u6v3/X13b6gb+jDTQEEN762MRDviivnXHNOHgUloQJSSJ9IqDiy9widOG9i1h/yu8qEAmn5u1a2D4WswG7nmvYAiPe29yoAUF5bbgDogBCdIdsIE0lI6w3axnEAIBCWSVhM01UCAKZhuvfSBOcAhBJ06vOT3f3ZiZPrO6bNHXvUvR/VNSXDRCTDGMb/Lq4EsE0IYX3YwprKEY2xaFGtreRPMbzxhTbLnU1stgCclHMlVyuIHRMQGggYp6YiVMs3b9FUMdCbYu+vanFzVQjkPOrGYJMAenWPag49ViaZoz9r+qP/l7c/7RIyuQK6H06oD8DAzAVjacWIIv7y4++5XA9RAH5VV0h6MOeBNJA2GRY51t6vlT27fHD++1tyC6Z8/sJk1qAR0yZ294AWO9rj9QEiwJgYCYAKEEZAbEpFRmEiSwlsSmCAAIzwfsF5NrHhOb8SLrP9Y04dhBTCHIVEroxzrW7PaTW1Y/Wk4PTFpvO/D3KubnD+xpzfopACuAwAy+x9F76xpx53rq3M+Vted/uKT+ox/lTxcU5yApwB/P33fj8/3jMQbO/oD1MhTAJhEgGqck51bkEXFte5ZVDAcrpYqZCx5UOQD5QJWT7VAjkwRZDC2a1780NqQBMhreoJkK4KNK9qLgVwA2TiVwmk5sQgLfPY2uVr5/71V3+dP++CeS1Xf/fqzYyxOOSgu8KZWaZFXnn0legZl56RD0aDbhKFgHwBPM76VjKepJte3+StqK+wnOO4mYMMhVrmHAoW8wbLsLYc3nk4YeSNdFdbl6n7dMMf9rcCOK5xW6dCUAU857OtHiKg69wasAgNCoApshYaZu5EYrvtkLkg7AhnT2enKDfS/q//8+ITZQG/v37O2x9jHIcxjGH8D8Kxmn8K4IEPW/7+8paRlmV9bkR13d68v2cyEaSE2voIIliE2lqdkg37YCteEGiC2BDMYgCwYPFsU9UVrHp641CipCDkPGVAzqF7mHIyZ7eLHesOURQEn5sc1gNJgjQAwL7uu4s72vZ1DpUDOoCQkK1qo8ksqdl6KKTs2Z0o2b9+Z93sS8874NUEh0CgM67Xt3Z7s6ZNrKjfrPGodlChQiUEghBYQlBAwAz5LKOyKCdqi7O0MtQfyLz3WKlv7Cm2XjXWzZEhKCSx5SGNOQ+k0NWN7sNMK603mT/ih+xbUAlZ7aJDzt0ui6NreRNzoKNEjVWCEFoEaUzVO9uNhDTkPvP4ONnaMQB46r6n5hzYdmAi54K8t3pb5KKrz855bItRCA8RsAlggoB7bdMbsmF4FJLlNu+hjA5ACl8PhtQ1Qw5KAlLA+SAFeRAFog8b0iK9vHlV8wOQdGuuC9vNAhe2ZQ8+c/8zU7e9ta3sqluv2jnxlImHnGVuclXeuQbjjb+8ESqpLuELrliQg5ORjUJ8xV3fv2vdLkUIgfFzxqec83FLp9xyKPeB6nS2P3r/0vtPO7L3yIUgEIwxS1GV/G9v/+3IooqiI1+9ftGgn4q801ITgkAJcLMnybRaAFR1XrJ8Nm8CMAi3FV1wlYBblTUlyA1Ui3zeIFErm6jy2TlVoXnT4rqVzlZ+jHEcxjCG8T8EQkgxZKJUGT6kjvb95S1Bm9sL4oN9k6754lf2KYavQQCECqIIgIIIppgejedCtqWlFdM3oAACgnIEIl42Z+F4472VO/WBvhSLFAUMFNy/bizZUhR2UiIoZRQXXjs/f8VNZ7m0nG5Xvy5IV3Uech7OV9aXZL75n5dmh2yuAvAwRnUhUJrNK+eFvFZHa75kb3L01an1e3kFCGg6S3f0Jj1j/R6rsiyStRkVFZyD5ZnweGDDsomZMygJ+qxgwGNZhADZvh6ta92bwSkXLWntz4VLBtN2ty2Y2wTJrdzJQhpnKgDLTsWZnYor3pHT3ZydYsjwpGtBA4XkXTfMyKy+Y0HvqFk2CoQkBNI1HwFwSt3tK5Ktdy7+X28L+f+Gj2Xev/bEa6M3r968kNucAcCxwx1exrni5TZVBTcJQAWgEiF0CuFlQngWzWnoeP2JlWnIbMYeFOIFQ8/BD3ljA5BubNdV7MZdyyFjBV+AQ+/mgANAvDuuNf9L86xDOw4Flj6wdMvEUya6/T9DkIN4GFKAIjWYwqo/rwrWja8zPD5PAoXBE3BS+yGVheM7390pApGAWd1YPQD5YBAUsg1NFLphDTrb+UJFoaPO3oht2Wo+mw/seX/P7LUvrL1s/WsbNQLBBUBMSn0ZqkYTVCu3QfyAEKqqmP6QzxKWnYIQm4O20enj5oCXWxkmuLVvzzE9fqynP2wbHargZlVJqB8Adh2Nn2h4PoxhDOPTASFkNKT3rwpyHoi4y95f3kLfX94yHcDl9/7uzksqS6u6PnfGORXU0quIoLogIgcBBk50COZVsiGqZiKKkguoxFYtTg0b4PTsy2aZmq5i/cqdrhHjegBtOGQbus+xUQgQKw3yWGlQfOU75/NA2OeG3nKQBoXLZjgeco6lKOTRuAKeA8gRSphlQ+cCSt4i0YwITTdspa6tx0fbun3oTXrCPs0sKQnlYyoTBIKYHs3OeVSeC3ispF+3edBrB7J55htMM+/hDVvCx/a0BsvPvMIQSsCnqyJVEjYzgHATbHshFQYfAL8QQktuXxnuf+23ld6R0wWkbNAhPawx5157UXB9n4j359v3BbSKMW5vBbdKphuFapo8gKl1t6/475L3PhP4yML52P5j/jeffvOfc+ncCXLyY21djNomBQAmhNCEDQWcqdy2Vc6Jh5t8UpGeV3LZqlw6F0Qhq3ko8s7vFgrC9MPOUwCYgQLlJwCkWza0RH/+zZ8vipZGk9/69bdeK64s7kWhI1UW8sF0k8yyrz76ql9RFb7g8gW9KJCNAIV4Rx5A1rbt7MHtB8N14+uOE0Jc4etmQLouFJebu8bZ/6TF1y92MxJPQqw8dmTOolk7CISdYVppnigRk1CaYlqdSWhAEMIUlfF0IqPkcobKBK+HpLY1GETa49EMAEgl0nbANgcqjPSRsEYHAWBbW/+H3ddhDGMYfycQQk6HLAF15yPjm9csnfP+8paL31/e8k8A7gFw41Mrnrzs+deePuefvvyvnT6PrxQCKuEsAMENAjCA0I6udnLb928JUK5waulghpdRS6cCFFPnjxGV9cXWOy9u90JavnkUaIN1ALXnfnFu9pRzJw7+7K//0nn1reflejsGydqXtru1zW6mdpGzjdvpzyXtiMGhO3Z+twHA69O4xaEk0kpm73G/N2fSYEnYmAzpVh4FiOqQ3y6xbOoJeq1kcdjYFwtavSXhfJ8AITmTMltATff3Kkffec2P2EjNN2a+kjUUZtqEaorIECoiPs12Y+keADluGr7BDX8NdD76rVj/S7+IauWjXOInEwUOCupci9vgyHXZM24ZTFh5lflCAnLOHnTuW6ezrVs55IE0+j6z+Mhu7fZD7Z6qhqr92VQ2N9gzWJ3P5X3dHf3Kvp2trHFyA7Uo9UAAqrAtD7hlUSpyYL6wbdRee/5U+9GX1113xmVn7oPU4AxITchtyzhU2H0Y/aQN6ZbxQro0evs6+jx/vvfPC9oPtY9Zcv2STXPPn9uBAk+r6x5xa+UIANLX0aese2ld5Lxrz+vy+DwGpGB1sxiHZjPyfZv2BaOl0dSYGWOOokCY4mZs51HI7nZrmP0AQuUjykdW1Fd0dxzuOGHhK6piX/Nv16xIeQMh1cpVMsGFl1tHLEItAJQJnkoRNUAYk24aQhgVgtqEabYQNgNnfl3JA0A6YyglVrYHAEI+Na1Qklu/r/vDSquGMYxh/B1ACLkUwOMY0lFKURSltKhsEaQAqQdQvWnHhtj9D98z/ttf++7hBaecrVs8VwrCTQiRJYJJNy7hmb2HdntUXRGc2AYRCqG2MNRsRLHVdI4SZpxy9uTck794pbjveDJQVBVMQFqNrlWonHLORHHKORMHAfD68ZX+J+9dKZ75zZvKaUumZAkhQz2TKqSQykF6L0tRIGpys6QpAJbNGLoQxOwY0L05gwY1hbOQT9iaYqcMi1kBrx1jVERsTqz+lFLrUUVn3qSaptihbJ54bFtoAzvfpWCaXT53UcbkzAtAmJwZxOA85Dezlq0EVSbKAeTsXEpLvPdULLNvndeKH3fi6wSe+uk25FzegYIS4cotBYUKGwJA5I/tZp4RkwUKbGRuVrvr/TwyZCjDKCQef+bwkYXz7HNmr519zuwAgNL3XnqvceyMsbGW93ePtwPBcJYpGhGglHBuEaokiO5VhG3p3Na7NL8vGDESPp2lju47OqKmsbrEy01FFYIKQGSoSmxKB1HQQD8s27EDcgDy3Ob8+d8+P23DqxvOGD1t9Nbv/OE7DwQigWJIYR9w1utCgQXMTUCLrli2IhaMBq3TP396GidTySVQELQ5ANjx7o6ijsMd0bGzxvah8BC4cREPCvFm190dcY6LCadMODpUOJ9/3fm7RowbMQAgmmRaf9jKe03CAECjgEUhLE3wLkCEAYAQwjiIzyJE5VQxfdy0oyqSAMoypu3Pg2g6hFEe8SUsLjx72geHEsYPYxjD+PvCTWBy5xFCCVWSmWQRpAER2bprU/TBPz4w8iuXfi3++XOv8AIoopwSTrkPgnogmAaIJOFE2X/wAKuvr7cIKKO2YnFi2URQk9oey1Yy1oKLZ2Sf+MUrxWuWb2m45J9OPwQCDullHFrKqQKAojJ24XXzjT/8+EV929oDytT5ja7AdRNeXUNCh5yv6lGwQrud79Q27RwEWk2bTC+NGLppETNnsNzI8ox9uMuXYVREVCpYIs+iOYN6coqosmzi5ULxJTvbw9kju1j55BlGUWkgmcoT1TRgc05MAlDDon7TooN+r5VIZpkfQDmEoEbvEaUgmAEWLjW1spH9KJCuAHL+Hco25tKUQnBbUcJlgsi2xG5jpQykyzwNmZA8NL7+QZrPzxQ+slu7aWHTfsjYLSAgomVRNm/xvIGGUeVplXObgVsE4DYobIDZIBqDoAJgKaaFFi2aju4DRxt2PPfGzJCRrQvZ+UCxmVEbcv28Mp/MQ4g+AMhn88aGVzaE7rv5vvrd63crANpsyx7cvHpzdNkdyyb/x1X/cfmBrQdqr//h9Y9ee8e1bzpNJTogmcdsSLq5vQBWQca3LQD2sf3HAnve3xNbdPWiTkVV3O5YgCwv6IDUrFye7eyBrQf8wViwp7iy2HVnd0Jqxa4r220p6b6kbu02Zp8z+5h73+rG17WdeemZbzvHy1qU7R1Q9O1pphp52W0FXC7bmc1bXc5mxCbEhgAnECYTvCsQ8mVH1xQNlIc9mkXZJAAVHpW5TGofhahlGMMYxv8lCCE1AH4EWTp1aiQUfVlhStayLW0wMegDEHzpjRdG3HzHjRNnTZmbv+7Kr7vlP34iFEIEU4mg0lIlwgMgs//gPoweNVYAhIGLJFeMnCXy+b1bjyhCcJRURbUJM0fm3n5xaxCchOAkgjkflz/btaTpOVfN4YGwF++s2OZDQfC6VSYhSAOkCtLL2As5r1FnmQdAVzZj9Hs0QW2bagCgKkLTVDtICSoqovkxBCJqA14QQUybRPMmCds29/Rsecuf6+uioanncFuLKX1JNZDOMZgWNW1OGAeYENByOVqUM5g3azI/AB/V/Tx86pXtnoY5x0EVAQBqrNIghAjIudVtSuSGVV2LGc61gVBG1GgFQaE+uh1y3h7K0DgUXfgM4+Nya68C4EvGk8UA6kGIZVGWDdimxxZQnbtFbMsmRFWIRShUwZGhqvDADi5eOCnX29GHvz68MlhdEcmMqIylR48qzwojHXr/9TWla9buiQ72DpZmU1mNEII9G/dk1y5fO7Ztd1tFMBbsaJzauOfU20791ZgZYwYga9yGCiULUvN7D7JsCyj0Sx6x/MHlMUVVjJlnzzwC6Vr3QFq7AWfbfmddMtg72N1zvGfRmBljNkA2w3CTymY56+tECDVoG2rQNoQm7BQV4niaqfk+xZspqSo5kT35pe986SlCSRbyhUoBgE2ZnaKsBwCFEEd1Yfs8thn1UfgUTRFMWKbKbYtCKAQgFNCVUNC/72hfpCzmT1qEdgHo8HtUN34U/pjjOIxhDONjghBSDWAlgNuFEM8DwPvLW+462t721iNPP3jW9Ikz479+7L65Tz7/yLh/u+mHveeeucT1skkyDlCFcIUIckJGENM2kcmmc6NHjolTQX2mnotDMGKZpvLtq+8csezt77cWlYVzpy+Zlnr2929Euo/H1dLaSAYFHv+hoACEx6erX/72Ofayn7zIrrnlPBKK+V3L07Wyw872CqTXsB/SwrSdD9E9apALVId9JknnmWZYlDICYlqEUCqER+XMMKlGCVRKIMx4pz64Z6M/OGG+BW/MAADTJt68TQSjyAsBAQHCOVEJAc8KFhSEW9m+XtVOD+og0PTSkQNll32vdWDd0x2Jdc9MVqKVKThMjc59dJt6GDiZp9u1oF2lxYAMQeYgvaZu+Vk1pPUMAP2tdy52uyJ+JvGxhHPTwqZc86rm3Zzz0yAFYSRLFdVnm1Hp4yUUEFi1YgNbcP4sW1EZpYAwKONhy/QaVMmVVBQZV1995sCa1du0VW/tqvnDY29GdrQcq/ngsSilPN4VDzROa+y68ltXvhKKhfohebOfhEzASkEmOcScTY6hUP/nwgAQbdvTFty/ZX/t4usX71ZUxaXSTEMOqKtluan6mQ0rN4QhQEZNHrUfcoBHQCoDfQBsKnhJuZH2asIWxMnSBlBaZGbjRWZWP+yJ9Oh+PRuIBLocyxsotJJUhpyb8HMz6rfNYgvE6/VoimVYxOf1eFTBbRAIlXPKQcrg0S0AyFFFt0EMAGnT4m0AEAvon+nEhmEM4x8dTsnUSwC+u+GF3a+9v7ylEfJdLqupHGF/55t3rP/ePbd8bsPW90b/7N8f2D176ilFkELBfd/zAGwKZkOwPIcNAaSffv7Pfr83hKrIyAQ3DVNPleQtPZ30U08+FAnUt27vOVJ8ZrG18JLZ1hP3vRLd+GZL5PxrTnFb3LqkSK4H9ET28VmXzsBj97yClX/eoF32jQVuUphrZXtRcOkmIedNVzB7AfhjZWH0dg4oRSFv3uinOiG2mjBUW1c5yxjM8nls9AxqOUZtLdnyrkdhPFt1+nn9tk31jCF8NieqxSknBCoF94EgDwJL2FxNdx3xKnY612eqXhIq9+qVo1UU6pWrI3MvS+qlIzcKCNfydwlJ3NCjq2i41+Ba0BbkfOyWxw6tfXbrptsgvaSbPumz8GnhYzOlNC1s2pXL5AYghVuKU8bTVDM5CBUQxKaUTj5lvHh//V6aIwwJppkEgnAQcEJ8nBCfzZTIooVTe7799UUbHvzJF578zQ+v+GVxLNBNaUGlDEQC6et/eP07Z1565ruhWOgIpKv61aaFTSakq2InZLbknwE82LSwaTlODvYD0mUTfPnhl8f7w/7MGZec0YFC0wmXx9VlKjsM4CgAX7wrPr6kuqRv9jmzXc3KzdauA1BXYmaFLuwMFUgQITVYTkjIJKycQSjF/V0V+XTeW1lXeQwno3voPwq3E17bLLdBdAHEYFs6ADDVeZ8FCIGwOYGlKEwFAFMI2qn5uwC0hHxqCgBCXnW4znkYw/g7gRASBPCMrnlu3fDC7qMAzoJkJWwAUJ43cg03fe/6K9qOHRrxh7ufbJk99RQd0tvmWrZDXc8cQJaCdWdTOTz53GPFN13zrd1E0MMgHABixFbKODWLisrD+fa2bj+FktFUzZ69YELi7RVb3f36IQWONuQ4JyxJj0/H2ZfP4i8//h61LXsoA5crsIizD7/zfcDZTxBAsGFildj21t5AcShvaIogECSvqcJkTGQoQZIS5HMGQybDebB2lBUeP49aNg0LgSAENM4Js2wK0yJ2LpGkqYPbtEzbbj11dB9lofK8XTp5QK2awJRgkVv94lrDCoAi78jpJb6RM1x3tCt0OSQRlOuNwJDrcltKDiWc6oD0Crh8FmlIA+/t1jsXf+aTaD8RjdnRvUcPQroHjgPozTCWSypqNqHoIktUEawoFZ3dgyRLVWIQ5rMF9BxVgCGaHYEwbFB/hipV0ybWJJ795XUPThxbvY4yGgcAy7S6AbwKYB2A1QBWAEg2r2qeA9kcYxZkvd4cAGOaVzVTyMblQ+MKyaP7jrKD2w9Wn/750w8qmuLWw4VRcIkncDL7TvGBbQdGUUrVcFG4GoCfcruOcLsUnBcr3A54uOXjIEGbkCJOSEiAaALQLELKDMLKWw90BAGguKq4f8i5DEA+LK4lrXu56TUJCxuUFRGIMlPACwCKIk9HgbAUwRUBalFVtQAgnbfMuOIVBqFk8ohYFwHsiF//TNfrDWMY/6gghHgBPMMYu/ftpzerkCRI4yFbIk5PpBITbv7BjVdmc9m6B3780GBd9cgICkyCLoY2njghtH//51+HTpt1Rl9dzcheruTDAMlCEBtEcE64KKsqMvp6+ysEM8qorR4/7YLpAy0bW/3xnqTbnncoraebsAr3/8XXzLN7Owax7rVdbptJN3PZhUtZnERBOA8CMMbOGGEf2HEsqClIlEVy/ZoqMoQIqExQ5wCcCxiG8CFJK5HIKmomz/RUntGsyWAaNrKt25TMgU0s29dNSdV0jvJJnFVM5FwNGgAdahVnnHP3Qs7PGuRcXO0sD6GQce5ygLvX68be3cRcVwFxmxnFnGU7IWvSW1vvXPwPkUD7iYRz667WAUi3wSgARaCMGIQpNqgwCIVFCCKlMfR29VObEJZmGnKU6TnC/BaoqkAYTIgMAAgQJUeUYo+u8nvvvPqpkuqSrwI4lElmdgN4FsBfmxY2bYQclFMh0/+HQoGkZJsFKWjXoWAd85ceeqkhFA3lz7j0jG5IwhGXLD3s7NNN5CIARqUT6bKe4z3Bugl1KXA+QrGt84nALCp4hArh8VqGB4LrEEIBoMiOXIIDoIIQ3SS0/PixXsRigWMVdRUuwQmDtNC9kLzbaQBFGuc+Tdh9Hm6ldW7lbMOSiRAq4yp4ngluEckfT3WvyqvrynOhsD8hCGiGqnosoJsCYJbNh+uchzGM/2EQQlRd05+dM3Xemvf+uqMeslNeFFJoTOjt75n39e9e8wVKKfn1Tx4+Hg3HXIEwtIeyKyzyzm8mAHGkvS3w6psvRr7+5X9t49SKCmIrgogBEH5IEPsgETDrG2sM07SYINzLmRWYfMqIw6GY33z7xW0ug5b73g9VBE4kSpXXFonZC8fxzWv2AlJAUcgQnMu+6FqqwMlUyClVU5KWaUNVeKfKkK8uzmVHlmcGwn4zHfJaKU21u21O0/KAlBgWo1mDIXHkIM0c2ERyx3YTT/V44muYRfSqsYwQqgKUQ4bkXKYzCqkYuC5o9365ddzutcVRaJSUh1Qg+pyP21rX7XoIZx9pFOQbhfRyWK13Lk5+xOH/X8cnIwAniKHQ/1MG6CmzOCHmTFnxAAAgAElEQVSmALgNggmnTOAb12yHQZW8zRRuESYACGlhykF1YREaFAR0QNH3drZ2vgBgOoCmpoVNZtPCJlcbHIMPJyhxUQqgrGlhU3/TwqZVANbvWrerd/+W/RMbpjZs1DzaRkhL/yjkYGcgNbII5GCXAojs27QvCAGMmdYoqBAVnJBSDqg2aJADTAAUApQIIXCCqYcwAuSIkK6Zjt5kaX9/qrpyVOVWSM3NA/lCu60tAeBVHzfbA7bRWZ5P7huVG9zPM9kcAKiUWorgKeow9xAgFwh4U8daOz2WIXl3VcHtaEA3ACCZM/8hNMFhDOMfBQ/+9IlAeUnFyjPmLjx+/w9/74F8d92uRrXHO4/5b7jtS/NrK+vsX9zxuyM+ry8LORe6rRaBk714blxVtB07TG763vU1N37ppoORcLRLUFMIwrOCGV2mJ7HT9qRAKckXFxWn+7sHNUF5Vij5LFVpZu45E7sP7Tzu7t8VxEOphN3YsQBAv/R/zrXXPLdFSfSnZYe7wvpuMqnrLtZRIObwAjBiZSG791hf1Ouxk7rC0wCJh312wqPxXGfccwxSsGYBMCvZxzJ71zI1XMZ9DbO4t24qJYorX094DtxSVPf/OAouZ9e9zVFwzwsUGBjdFr0chWTeCE6Otw8tudKcaylGwSvwD2XEfCLhXN1QXQ7JunUUUmthANKgNAfGDDBmqz5vvrc7js62Lg2AliVMz1PGbJBcllDNBhl6bGIR2nlUD70OAEKIQSGEm1WH5lXNCmTq//8XRrhfmhY2dT//m+cvEVyIRVcvehdycAecj+sqKYNsNTbf+QRbd7dWAMDoaaNdCtETg5+IJ8ma17ew+EBKvgiCuy+EIAImBR+kEMme3oSXUmJW1FckAbwGmXxwBDIZ4TCk9j0lyTSPDVKmCV4dtIyigG0ISin8Qa8tQFRAcE5IBrK+2wYAQgj3cCvt56YR8+smAPQlcydx6w5jGMP45Hh/eYv+xxce+cPZ888d+PH/uScOaXXVQiraZb3xnrpbfnLTgvPOvKD3ztt+3quqWghyTklBxjhdQiMT8r132zzmdu7dzm+8/ZrqKy/4csdFiy4/kLJsLZ7nRb0ZWrMrbvhaU/bIjAUumNWrakpbcjAlwGwNFKUAQouvnpdc+/+w995hllVluvi71trh5KpTOXZVh+qcAzQ0IHQDoxJFBARHBUQdFGgHHQd1GB1F5iIjNSgzegcBwUAaUJok0MSWpmk655wq56oTd1jru3+ss/tUtfycAe/zG7nW+zznqbTPPrt2WF96v/d7blvUdfzRrUQnEqOC71XztBq/ZV6jeunx9QGBTACQkD5x1wmbuXTCygxP5m6+GkoFNewyAMmTz54lNq3Z0xSxZMgUyg2ZqisR8dd3DNov96esoGTXnzu8mfnD3YhOP02KaGkQ+QZp/IB0G2iBB0Z3dKTLCudn9EjeXOFcBqpgQLHGHuhOjGZrBw6JjWJPdzCroR46a6qab3kmjA8I3rNxbl3dymon1ta7jmtCezT7oIlOQZohGA3J/upTf6Ve+MULmgkohOswMeJyITPcKs1yAZPUkElyQDG2tcuM/mLlipXvOm4N2pP77xxr4A2CMWYOdg9+prqpenV5Tfkm6ItdA11jiUM/MHkUvcgogJJMKmPOPHmGFyuJGMQgKOihA9C+v53/4oePibaeEQaAs7HpJABgBqm+nr4RywxZfZzzAegbMgXdU9cD7RA0AZgcl25ptZet50ClK4xS5POGUgrJkDAUEJPgEZdxAESGq+dIMlL5GjfTBQDl8ZAHAOm8/26qauMYxzjeI9av2mV88wc3tzbWTrBvvPpr21Dsq40AaOzu7Zx8/Tevnn75hX/tfeGqGxRjLDDM2uiNlfkFtEHxAAy/9tZqZ+V3vlB249Vf3XPFhZ/ZOOD4sYyvYo5Sfk55Ix6USrmoPNxnVmbSdkl1eW2pM0K2PVwTMrOlNpNGuGlajZ+sjHmb3tgbTMQLynKBsQuMdhCd4sNXLnV+96t1hlLKAyCNfMY08xmTS99UjMekMKu49EuElw9BysDghVrmNrjb1x60bJP2cg4phCrb2xZu7xu2dkKv+6ns/rdtkajsDDXM7EIxCseocxDUw4O1MjjWYMY9Rp27PIrqZS6KzGsTxXpzUKcerf7lFj436MQJBiv1o8jxCUoNx+Wn/9zxfiJnu3pCtdNztGc0E9FBUaUmaPZmJRUlfrI66R3YeoAAKOLCygkDWWEaHXa8rt+wd+wPJ1/bHq1cd8l5/zj07h8H4N1Vw/6r7VYQkTjnqnNehPZ649Cp+KbC98GQi+CmsXzPj219fWu4vKacUWGIB9FxVR021KfJ26y6SvmMMaLAQyQPIGKEvCAa6hrI2OFo+N3+nzgKGYByLxeNS6/KZ3wEALLcyObzngCAKoO8Ki9DUeVmI8pPc0I2RSwHAH4629/gpvsA9MbD5lsAHgXw1H/z/IxjHOP4I7j27678UtgOV3/5MzcHE6aCOm3psY4j5V++9XM1X7jqBveicz4OFKfnBYqBgZEIhuIEaVrnieceSdz241ubbv/6XUfPW37RgWM5p7ffk73DnmrPkT8MO2/G45nqRNQpqwzxOs8zZ8TLYkY6leVMCU84sZydqopxN8QWnDFtaN2LO2wUO00GT/g8Oerln/qROX4mlWeb39jHuOdYXPqhQkzLSHCThAgDEMJzfeG7UShlADAYZ9akWXXhPVvaavMuH+4fMbvqKpw58yaOzGuqzAp3oD1FTrbfKqs/Cm0QUyjKgI4mbQVfA7WuEegSY2A4g2PNobgme9DBTKDiGJzXICofTYCzoQO4wHAHQi3BtCoFnSENPusDgfdjnFVFQ0X/4V2Hg7oHR7EWHJycwEuRZ3/y7Pwrj70S0SVaGGA8pLgIOcKsPhxOnjFshJqhb67/T6xcsTL3X21TQMeo7z9fUlGyecGZC5LQtYlG6HmeJdBp5cmFr8HFYsf2HBOe66F5ZlMedJwsIYI7Yah3SDHOECkvUV1mlFLCkgQoRnAYkHO52HkoVHJYcZ6OJCIH8YeoAZADkUr6+RgxGJLxtMt5v8tFZqgQAZfbnNW6mVyZl8+Hpc9tkipEqieWiBw72D2yLnrV/c9Er7r/rehV93cXzv0H5oYbxzj+XMEY+yhjbO63bvze26N+7QBo2H9kb+1N3/lCxd9e9/f5Fcv+KhDzCKY+hVEYwYix0azXP9gX+dr3b5j44hvPld/zvfu6l8xbmpdKlTGwKURQjCluhvO2YblhxRRssi0ThuGHRniiIpmoqavMARAA2QBsK5uMnXru3NQ7L++yiSgMbbAGoY1jYBCDlqIsgBHTMrLnXLYkt/6VXbbh5gEQE4oKTGcGAJy4iEnTijElPS59BYCIIGaffZr35C93zt3TEUPvcIh5vrCjIYkLT+4Zon0vssjMM9qgnZdyFIlmQfQNFFukglpy0GaWhy73tUNnFftH/c0c9fNobQigmCoP0uMofG9i7ECQYNsEtBNVOupcfSDw3zbOBdk6rFyx0m2e2bzh4LaDVdBeUAzFARNhFFVoOAAKx8Ji0pxJ/rP3PRsBqTCIgr66gEE3FcBpratbZwef1bq61W5d3drcurp1auvq1gmFmvP+/+IQXRT6nBlj9QAuXPqRpa+iqHs9GbqWElxEG0W5Og4gv3/Lfg4Ak+ZOyYEd90IJgGKAHOkbQrw0RqbgnmLMGTBD2aN2YvhoKLH1YKh0zZFQyeEUM3L9Hf2TLdt6N1ZgKQAVVV7OIHWcvEDgjsfFwFDO9wEgKuhYTPoHKvxce1y6b9W4mdfnR9S29Ei2cdKk2hNJDaNv0nGMYxzvA4wxUwgx+6fff/A30OtDNfT6NL2nr2vKr3/z88StN96WP2Xh6QGhCtDrXEC04tCOfxkAn4jkMy//Nn7ljRfXJhPJ/J3/cM+xluZpnQBSnkI0xFm5xRF2on2QzMvklRzw4OckyMsYqTxxReCmGBocCTNiaeg1lnsK9oxZc6m0IpHfv70jGCEZhg40gnU3eAUtSaEPX7XUffHht0PpoSyB4CvGJAGKwBh0lhDEhQnGGFc+AIwc7glls7zCyaWznHw3ZJvSKou7yYaK/MxUzjhn+gQ3FA1RI/Q6Gjgowdo+uvc6iKQDwwvotbCh8DsLxdkKAWm3GzrCNlDsXQaKrVMBz2Y0Cx6j/u/RiBe2OXL49vM+MGvle1EImwR90hAvjW/LZ/IOtBfiQBvmYMYoRzFNYUEpnHTOYv8Hn78zOv+0OU7DlHoFBovAouA88I4qAVzauro1Ck0KaELRA6uA9sr6oS9QAvrCje7XywN4e+WKlcHvruWCH1hxxYrN0A/YIoy9YEFUbLp5lw/2DEaqGqsGDu04ZCark7K0IkEg+IxIsMIgDA6lABZpntHkA/A54CnG+8DYyChyW+zIriOricgORUMn6rYer08bpIYYyGUEqRizOZFDgDAFE4lYyK8tjRwToGxIyWxceX0A0DuSswBgSl1J8oT9Bl7pOMYxjvcJIvLWr9p1J4AboNebagDJQ8cO1t/z4A+jt1z/ba88WTF6YQ96hwMnuwSFemZPf7f6/o9vtY+2H7G+97U7Dy+Zu3Q3tOGqAmCDwWSMqYhJE72Q09tHufZ2P90W5ry0EaYhBFWCgFw654fCtiRGMU8CWVdwRSQki1u1U+r8da8ciNZOacyHbRURXA/geGPVZl7bXIEpcxqC2fMAIKsbytTMJc3qhWd3Ri7+66UOIxJgTAGkiIgxxgQREQFMSD+Tdbg3kLIiADDt1PkjA3t2TJ17+owRAPB81uszrhacv9w8PJgK7+uMWqmcGZCwgmEcgfBKoMAYODAR6DU1WNvboB2LgKhrQduZgFh2DFp0SkAb88C4+yg4LCgy5IN2q0BtDKO2HYDWwfjA4L2ktY8bl5UrVnb0HOs5KH05AH1i0iiOaMxAnwgPSjEQiVgiKi647nzvkdbHLCmVxwDJQCaUslGsVXMAH4Zu8g9BG+3p0Kpc8cLXEPSFSqI4RmwzgNUrV6wcBgDGmAHguqrGqke54IC+6Ar6hgj0ZIO0h/v8g8+H//mafy791se/1dy275hdXp10h7oHDA7iOj+vuAmVMYkGD+08JCyDuzbJXp+xrWCsC8VB3l0ANrXta2sAADfvbj/h/FHhGOwcN6oITHBQToGFfcaTAGOZkawYSeeN2mQkBwCKscAbxFDBONfEbTPzy6tHa+oen8oyjnGM40/CDGgjkAUQ3b5nS9k9D/6w4dabvu8WDHOQdTuRgRw8g9kXXn/G/9zfXVnS3DDJ/9WPftO1ZO7SfmhDH0VhQp7BtJAGE9LiSpR05dNDnYeORqQUGelZnX7ePkDER5xMNh+NhbmvKJTOi4iUTJHiI5yBzz1turdz3f5YzuWW6zFTKa2KtX3dQfbsQ2+aAFjO5axjwOaHu0Pmsd6QdfrFS9WLT261fGFyyQVIB7mMMcbBGGNgjIEkMT7SN2LZAMAYxKyl06l9174kAFMpWJ5k5UqhJavik3KuMKpKXGUZMoRiXThIrwPF9T1omQp6m31ow5xBUU55GLo02QPgVQCvA9gJrQ7ZAa1hsauwfbCeB7X+IJWfKfxcCh3IxQrbHPygiI8EeF/GGQD6O/t//+hdj26GVgoLQxu8oN4MKMVBFHhS5pLlCxFJRNjrv3kjqghhEAwBKgfQAh05W9C9hEsBLIBu+J+FscMt6qEvQndhv5tXrlh5LOiFbl3dGpq9bPZV4Vg4c813rukDMBfawGehb4R+FMdC5gCgpKJEAUB2JMtTg2mxf+vB8Hc+dVvZ96+9I5pPZzMMLMWImE/k93cNiJLKssGcsNrAhQXthOyCFsNfB2Cor72vBgCklHsQTPEqIgWg0eUG8xhv40SOQWrIIDXIiLxM1jFsU0jb1FNZ8tw4TiobSectAIgKDGJsv95aaBnTcYxjHO8T61ftMqEzdr0AZry16fc1P3/83vrv3nxHJhFLCIwdMhFEhUGaVgwOD3h/9/0b4w8+cV/0jlvuPrzy2q8Ph+yQgYLqYOEVByANzg8RUUdOqpGO9k7ce9N3rtjw1OrZeXiuglJKGRnfsdrcXNYJhW3lSliCEzcNxUxDmtzOiznLpjgHtx0JM/ItqcB8qTURzrpkkXrzuW3iYBtj+zsi6B8xkcoZGMoYrGLOEt7dMYLd27pMJQyTOCeAZKF2x4gBinH4pp1zPc44oxBjFIpGeUQpsnIOq+xPm+X9Kat2IG3WeJJXexIVUrGaeNgPJvSNlggNYEAbzAyKUbCADrLqodfnYWijq1BUcGyDNs6bC1/Loe1EGMXJgEEbVpD69wp/H329OICa5luemf/+7o7/Gbw/ERKNTfs271tY2Eem8MoCMKFUpKCgVZy7yRj/xI2Xypcfe9UY6B60NBOaolCqDLqx/0zoek1wQyegL0Q1ivUIAe0RAfqhaAgOpnV1awLAGV2Huz5bWlF6oLK+MiBLVUAb/+A4A7lOE4DRNL3pXVPCvutRwqCdJvkDDBgZ7ujL+J5kZQ2VKTAWQ3HQOoOuZ8cAYGRgpMQKWR1nf/Jse+WKlduhvb8jAPofbX10/j9d9U8fatt1eCjPRTqsvEhIeWEGYgCQzjg8bJsuADhcDPmMH0/du67PS+Kh/jj5RzE2pR+wNscxjnG8f9RAP8fLNm5b3/jWxjVVt/3dv/SFQxGG4rAFjPpquJ5rHm0/zL9797eMT95wUXLGlFn4+b882jN9yqw0dPTnQxuRoJUo6ONNVtiG++rqZ6P//I1vzDr94o/uvnjltdvBFdLIjTAApYa5u6+7jzdOrHeVYuBcMSFUyDBUjIXTocrKSLh6Qrlq23U4YgoyqDBOcdqCCTxWlsDaF3cHET7p2jKksEx18vnL5GvP7xNgDGDcBGMMTHDiQgBgxIVLhskMQQwMjBRcRTArm+vZsb0dEQayQGR4Puy8x23LpBIiGBFbBdmDoMwWtHYF/d4+tGEOpkwFENBGd7QtCqHYFmtAB2lBfT84j1mM7Y8OWnqDKDoYZjQ46lqc23zLM2X4gOC91Jw5Y4xRgXYNYK/v+j+GjmIdaMNqA/AYyKJiIT+4QVh5TRlddtOl8pd3/Mr4m9u/oEzLMAvbBoSCIO18YqN4EsUbe3TUWAHgcOvqVgZgcceBjrL+zv5TL//by+9EkfyVKhxDWeGrA33RIgBE/ZR64oJDSW2jGWcIR0Pyxtuu2WFaFlNgjkUy3XGspxIAqpuqcygaxAromdEBuW3zQPdAg+/5yZknzQy1rm41C+n2ra2rW2Nt+9pKBrsH604Ou6EKLx/xGHdj0iuJSy/ucd4xks6psG24WW705YQ5hlVYURbJDafy5ZMrIhuiV90/2qEIai3jGMc43gfWr9rFASyW0q9/9JlfzZ5Q1+SvvPbre6Cd+uOKWz/5xd2hXfu3Gx3d7bx/sBe+lHA9F0SEf/32T1NLFyzLo0gQC1jbHHrdkgAcRQq/e+2Zsl88ed+8eCwxfMu/fPPpxKRYucPykxWTaZN3ddZ69YNRhPxN63eUz1sycxgEIQwV4Qzcs0c4DB8csJasmCkP7mgzZixq9om0YVTE2NyzT6bNL6xjc89aVIxeiSnBSS7+q/nWv9/0b+KqG840YxFmgkgW2kCJuCAIgwC4JVFvd1/KnOlLMi2foXHBPHfDqtesU5oaYZnKdn1DAuSDKOT6AGfEQ4bnKzDmK2YqxWUh2Ro4JgSdaQy0rgOMQDsWQdo/eE9w7JNRDLIGMXY2NVDMhLLC+wPt7RFopyA36vsYgJMAPP/+7pT/f/FeIucj0DUZAAAR+XbENjIjmUDvVBsIpQiA5AAxQHFAsqI8G+acMotmnTSDHv7hIxYRGXrM5PELxlFkf5+IYGbx6L8FqfZKAPHXnnzt0ngyPrjk3CUS2hNWfR19NY/f/XhjajAVhjbWgSiAByBjWuZwVWPV8UjUMARd/0/XHC1rrIk5XNQDcAnM7+sesirrK7K1zbUBSzBU2F8LdDqsHEBpejBdH4qE2rngAWs9QEw4zgTTEG5jabgnorxjBqjN5WKzx/h6oahbGMZQIhHeXSFzv48qr88klTNJZkuk08G7evYCwNMbjp7IWh83zuMYx5+Gxp37ttX+71/fc9bZyz5MyxZ/iKADhsCwOgDYG+tf5Ws3ruFH2g8hnU0j7+QghMA3vvRtd+mCZaMnTwWyksEYWigl5VMv/mfF5ddfsPDfH2qdfP7ZH+u583/dvn7+lAmdE81EpiUUH25JWL0NFfmcrD3oO/Ee7Ny2t3Thovm7wBiT3PMz9mDWtzMKgMEZzJmLm9mm13ZzxsAModPr6ZzB5519EnmOi3wmB4yKng1DGvVT6lkkHsGGNw8b0LVmAc4ZcZGHMILUcHky5ucjtkx5HifHZ2RHw5yIOGMQnIFLxaTjCykVZ1xAeJILBWYC4JZQImRKUeCpBgGXg2L6OehvBop16NHly6D+HC783i2c16BlLGgbQ2HfQX908DlthfdnoQ3zaHLuxPd+e/zP4L0Y5wPQXgwAoHV1q2ia0bR348sboyiy8rIMUJyIA6R4wQESUMRBFFjSFZedpXzPp9uu/V9WX1d/cEMHzDsT+oSeiFDhM0aLewTRZQWAlr0b9p466+RZmzk//m/J9S+sN9c+vXaiaZnD0BdPojjLmQB4ZVXJYFAGrv7mX/dPmjEhZZBMcaIMA3k+4/bhvW1h3/NVJB4ZQlEFyISOwIP0e0s2na2PxCPtGEv/R8x3q5Uvm8qSMXfIipwyaIROynCzJcvNhoywShwh8ql0vrIv4w3EpXekyRk51JIf3N6SH9pR76bbh4YyIwDw8O8Pnnhuxo3zOMbxJ+DfHrzrkjXrXzvjC1fd0FNZXhXMO45Bl9eC9Crd/nc/zEbCkTHvrauqowvOvkShKMAUrGE2gBFf+kee/N1j9qV/c17L/Y/9tPmKC//62BP/+3e/v/SSj+0zLStsOiXVVjaZsZxEyk5XlEcGmicJNxI+NLAjms2n+0JThrozsc7+tD2YUoZrEjHBmY4aW+ZNoIM72rlSSgRrqyJQWW0FpC/ZnrXbGQHK8ThL55gpJYRUHPPPXkRrn93EJHEmIbgkYRDjwRocqHFZk2qy+00TA+m84QlOgnMwy1CcMSXyHotahrRMQxIHKOcWO6ekYqQILGxJB6A0iiMcBTQPJwu9bhoolinj0GuoDb2ud0Mb5mA8cZCRGIJOUw+hyMpOQK+BAbEsYIQfgU6lj65//7H5DH9W+G8b50I6e8z0k4VnLVy7/c3tVSgKi0fouO4pI1aIoPXmDBwkBchnjOFjX7xI9rX38duv+V+Vd990d3LX27sqiSiYLhLUh8ccwtY1W8nNH7d3CsX5zSW71++eaNqms/yK5dtGv+ngtoPNyepkWyga2gI9gvIIimmOFIB+13EVAJx58bLheUtnDgrA4UELFZHLQKrtYEektrk2jeLosuDhrSh8D+nLSifn1MXL4u0A2leuWCkBoHV16/RKP7tkOJVLlFfEg5tUSMbjHudVHufJFIwm1/NDVZUl1n/UzCv9dcUM+n28PjdghPYDePNv/uP3AenrRMbhbowb53GM478FxhhnjM1kjLUwxj4kuFh+2pIzqz5/5ZcPc8YDkpKNoniGicLMY6WUX56sVJapO5Qi4Sj+4abv+5zz0aMaOQBfKWU/9dIT5Z/+yica73/0J/FLPnzZ64//+3O//PhHrniZC9pMQkYYcRMAiFM/l2a/8MKHDCd6INLfnH3wthdmLzh96hriMhYJyZwkBqkgfV0D9hVBWmFL1TSV09E9nWBMT3SyDF12nHX6fNrxxiaWy3OWczkjYpygw6UF5yyiTS9vZdmszxSBKQJzfdiuh4RSMJUk2NkRuzTdq2Ylu2VlwnGjIV9ahmI5V5gjWZO7PjcYWCgekkyBlOPpFDaBCIwF2hAkmArqv30oEsI6USTnBsgWznUNdJa0CjoCzkFnbCdCc5POArAYOlMZgzbEAXs+kP90Uez4ORG97/K7P0u8l5ozACCoO69csVK1onXvi798Ma+UOsI5nwjAB4NiAGeaEAYOMlShx410qptxKD9ZWSITZXExMpDih3Ycsh687cFq0zKTSz+69MDZnzw7bYWsIDplAOjVx1/lL/zihc9c/Y9Xf7tlQcsgNFM7sNTh1598fWFJeclARV3F6JQJOg93Nk+eO3kHtDF+FdqRmImimhnsSMiLJiL+pX9zcT8DOQBBgsWI8TCBLN/1ZNex3vCCFYvz0Cpjo0eecWiPD23721J22B4pqyo7BE1QQOvq1jIALZAyGY3Y7qyZE47XkrVEKIt6jLORvGsqRTwaNrMAjLRhYadREd4ZrWiEvkk5dIP+iYZ4NA9gHOMYxx8BESnG2C7ote/AW7/dPhHawa6CjsAIxQELgSyx+M/nHhZvvvO6+PF37h25+XtfShw4up/Pm7HQnTt9fhbF+mdWKYUX1zwX+dnD/14hhEhdceGnXz/vrIsOGIZRVtjfoDL8CQA4cZkHlwPg/pg14dDhg1UHdrQv+PHqlRsBREwDFbGQL/OeFitUiohzkGBgMxY1q53rD7Kpc+sBQEZDErapaOYZC/DifavMTMblhh0iYgxKAT5AVROq2dzTptL2tw9i4RlTmWCaMeb53LacvFHZf4QLxxGCUbfBrIq46jL3qQak8hZzHB851+JEjDwJSucNZgAkOPm+YqSDMQLjJAUnJ2wrN50XhwrnswS6JZZDd7mUQ5ckK1EceBEIj9QAOKVwWtKF9zehaHBzKLK144VrEBDGAqWyBug2rCEUZz4Esqx/9nivxnk3gNkAguj0kPRl/+ZXNycWLl+oC/uM69oEyFRgYW3smM01N4wBIAUOxZicMr8lv/HljREAyGfyLJ/J26sfXj190pxJa6Yvnu4A4J2HOvPPPfDckrb9beHPfe9z/zBp9n0FnhQAACAASURBVKR9AA6sXLEymIqCriNd7r7N++Z/+puffnD0wbbvb49nhjNlUxdOPQx9cY5Ae1uBmEkdEeHI7iOlUxdOHWQMaUbgCsxkjHFOKgUA+/a0WdKXrHlmM1BsGwuUafzC78oObjuYyWfy5U7O+cXKFSuDyL8ZAPYc7W/o6BxMVJbHDhHAFWNRKpDbfPDK4VTeA4Cm8qg9L909NSOsVJsV680LE9Czqg9Atx2cOGxjHOMYx3tAwZn11q/aFQewAjrqiqGo7xyQWVVPX9fwqpeetKc0T8ve+a17Mowxuv3vW8Xn//5Tsb+//tYRFDJ9SinjuVefwgOP/UcyGom5117+N6+dc/pHDnDOS6Clg4FC7y1TjMBoRJq5HeDqOIdGCa9sKDVQec+P/mPJp6+7fKdt27UAGQBc28SgaUhXSlSBaQedMWDeKZP4ljf3MxT7fkVtmcMcr8wqb6w19r+zk1pOXSQtroQvmbIM8Kjto2laHd5ZvZPNPmU62aYCEbjpO8xIj0jXioSEMKWSqCYwziWzw72DFhcxbNruMaPEBiOQEIAvOYGTMgVxgEnBSJKeCORahsr7irsoRrhU+N6GXo+3FY57BGNJYBFo48yhDThQJBwHRjgKvfa6KJYW26ENcmDXbOj1txc6Vb4a/7XS5J8N3qtx3gfgChSM88oVK9t+PfHXT7z13FuXL1y+cCe0B1MjGQcgJSfyCEwA8ADmKTBDAQYYAzjHnGVz5PY3t5ObdxkAmLYpG6c2Hn7pVy8tWf3r1WRYhtvf2R+3bOufr/zalY9Nmj3JD1LFo/HwnQ+fFY6Gj85ZNqcTo1L129dub6hqrDq44EMLDkEbtxHovmwB7bmFOw91TkoPpu3pS2ZIlwkIqCHBKMaInDtW/rguHI9SpCQmy2vL3YapDcBYtnggNp8DMLRnw55SwzR6tr25bfeobZIAsH5nRxkAtDRXdQKIgqCYfsi4qXxW4aZDDdUl/pzpdTUVXnZxmZ9P17jpgcOhkp1tdgIfufojoefufw7QN3d+1P5lQd3nA9VgP45x/E9h/apdNnQUdjq0DoJVeAUiFqW+74vfvvh4zPM899OXfq7PNMygT5c31TeHnn/wDckYUwDMvQd3i/sf+6nV1dOBL3/mb3d8aOmKo9DZrgjGlg49ABZTli3N/j0nGObyto6jdd9Y+f0zln/49AMfPv+szqw6tou4N79wbDZn4NxAGkVFLGPK3Eb/8Z+8GgyGYACy8bD0m6tzkVnLl4rufUfYxJMW5wRYxPMZi5d6SER8LDhrJv3L9ffzT91CJLju5bSyKYAYd2CxKPNNxinsK2b3pkO2D0GN0RE25HdTOFwu857ghqFYwpAq63BK5Uh5knxwuCanNACHccB1uSEzQ4m2o4ezTTPmB+QwFM7NbBTbq0YrOAaSyx40sasURX5PkKUIyL1BGjsNbcgDblGosG0ImiXeC+Do4dvPG5NZ/XPGezLOpHXexvzu7d+9/ctwLHwDtNE7BkCCsXJDgYWl75mQhgQzssIgxQyAsSwYEwD4lPlThDAFzlp2Fp289GR1zifO2ZNMJnsNYaSVUiqXy404cDa1D7U/fOVJV/5BXbV1dWvUc7xkx8GOK+adMe9ZADugPa5yAHzHWzumG6YxGElEtgIYLETbA62rWy0AlwJIHthyIFLfUp+ZvmR6PmxFonkvLySoE0C2q61vZi59LAwAjDH8+o5fRxecuSAz65RZjmEaXjKSlC1VLaWc8bDjO6qvva/GClsbTjxtAHBkf0c550xNbqkDA0iAMiCAKRUv9/PR/TkPbd3DRrS8JDIs7LqI8odsJWOTckNGnhvvLPjQgtHGuW/U/h0UPdFxjOMvBTXQwcAfwxBOqDGuX7WrGlrOtwLAydALfzmKC7/YuH195J2t60IXnvNxp6aylqCfrSEAHmPIhWI2I+lXDw0N8B/f1xo90nnY/Mrnv9o7a9r8Xifr9yhFgdZze+EYS1A0/mkOHuVe2JeGts39AwORhx955JQdW/dUXfGZi7d95MIVnQR4xP3dKOpl16CodOihMCSitCImh/vSQFGFywMg42HpnnpWY/4nX/t59MLrL/ANQ8lEyDPCthbVamqpASnCkT09mDq7kvFcTgnpQXLTcH0uwyCXCDKVNQwicNMAxRKCSKQVs5Sf9wUnYlyBqKrE5eVxj3UPWTzvcZnOmylS4FLyiOPxnMqnedOM+YRi5jLovAki/hMliU0UJYl96OAn0OEOUtdB/3QwnSogDAfjeaOFcz4EXePeBqCs+ZZn+OHbz/tAyB2/55ozgDbGWCMRHQN0DSeejO8/tONQ7cRZE8tAZMd9hxiIC5A0SKVtwCfJkkww6ULkwZgNQMRKYgiFQ/Sdf/wO/853viPeXvv2zOBDhBAoLS3FggULrvrkJz/5eWhjug0AWle3hgHMA1C55rdrJsVKYsOXfOmSNugLeAjA4aG+oVD7vvavLjl3yb9Ce1a7Rv0Ps6DJZLT59c3Tqiqq8lecdoUYOjbUPFg+uH9X165aADtLK0tTuXQuXPg/sXXNVnvL61vs8687v2vF5Sv6T2o+qe67N3+3vru7G1/5ylemGmR4vuf/+wnnqxdAtOtIV2m0JNafjcRVQjrHc9Mx6ZYowOzO+goAYrEIuUwkGAccUDwqPV7vpDq6qsu3oph+G40+jG3qH8c4/l9H3bp169rWrFnzR0s8K1as8OfPn1+KArl0/apdMWgy0SQUx8hK6OenZM/BXdFd+3c4FclK+fkrvzwMbSQCpvEwADTPq5326KpfTcrlcjjzzDMxsbaq659+8I+VTz/3bF3bxiN1V3/y6qoDG7o3QkdyBJ2tO7HDwrNypfb2ozvY/Q/cv2zjxi0L5syf0fXlm6/ZNG3mlDTAlEve7iN9dlRwaqstcxKCo3bUfoLpS1nGWLkweMh1vKxlm4EUpgLgtcyqCmVHslym+2VFfZwbnJhSAo4CAIV5Z8ygrWt2sBnzzoTl5zlxQVKBIDWPO+8JUxEDCNIMcyYER5jlfSMsc0TMNIQyyuO+UZikAV8xSMVsxpxk54Cd7h4K+Yq4IbMjEbMcPjRfJ1M4vqDlrBTFvvCgEyYoGQJFx4ShqL8d6HQHxL1gXRxGcWxn0DN9uLBvVThnpdCR9J893o9xfhPAx1EYgtG6upV//IaP9whDnAwgFla+zQHbY9wmkEeMhWzlZzlAgkgaTNk+MReM2SCiG374pREIlKxevfpdH7THHnsMd9xxx9RVq1atO+200+a2rm49BmAZgLCSCq88/so1s5bOejocC++DTlVNB7DrhYdemEcgfs5V56wFsGnlipWdratb49D1n8UAcumhdAeyKG+9p5Vd/tHLyydMmICv3vnVwBuLV9ZXDncd7qqkQhcYY4zqJtc5y85flgOgGGP85ZdfRnd3Ny677DJYtjUyY8mM/a2rWwPJ0A7om6Mpl85h0pxJuzvt2EifCmdKpBM2pW+FmCPSIpTvzXoGACTiIUmMCRCgwERGmBUlvjMhGsEQih7haKShF5l3m4I1jnH8v4jEa6+9xr7+9a//0Y3uvfdeY/78+WEUOz8mQvM2KlFIA2ey6eQb61+tZmDJKc1T6eJzLyVoIxAM8wlS3WEAGz0/O/Mf/uEfMDAwgPvvvx/XfOT0bfsOHTz7q1/9KgDguqs+ZUD5JrhRB20MRkfefkd3W+2jv3t8/u/XvzrR832vafK0vu/9649enTEzmbYEPOkZmSMDJls3nI/mVOl0AIiHfXtGQybdVJVTnI/pYnEApCrqSku7jw7wxpZqhaJTYEdDGJk4Z2LkwKbddlPzIuJck6k5B1MEzDtjFm14aTOTCgqCgyvJmCSY0pEG9w3ymSGUFJYBLm1GwuBQpLjgZFSXOjxkKpH3OOOcGCOG0ogPx+N5BThVpV6oYyBSSLUrhiLJTkKvwT4AU2aGbBAxEUsC2gj3Qct1lhbeUwO95hXKoxAoRtUKxdkOwSCS0RnEoG97dKT8gQlk3rNxJiLJRg1kAHD6/A/N1/1opGKWkhZAxMBIMmaCAI8JCwyegOKSNLkPAJhSrLyydMz+77zzTkydOhWe52Hnzp34wQ9+gKGhIVx66aXhnTt3/hTAjWWRsrLKeGXp0796ek4kHBGfuOkTbwHAxPKJaUMYUjBhbHljy2zTNl8sry1/WnDR8OLOF79+6uRTJ6fyKXGo71BZ2kmzza9tTp627DTjFw/9Aps3b8aECRNQEi7Jh8wQ5b28XVZTNjBhwgRqaWlhiZIEwYR7ylWnHDLChj58UmNGkwkhzE/9/acYtDAJoCP0PT3Henb0d/UvnL5k+s8AJD0uZB+PpC3ux8r8vMsAlU7lBAAk4mGpNQM0FJgBUPyC/v0912uv8sT2gCHoG7kD4xjHXxiEELj++uvf9W/Tp08fozUAvdBX7z6wM97ecywZsaPNjDHrzKUr0iE7HAiP2ABiYDABpEEYRCG1+qvf/nzycn9pxcUXX4yRkRE0NTXB6Nk3rO14ACKmnCRxI4WCYNLQyGD5c689Nf93rz47YfeBnTVVdRNTU2YvO7jszI9tr6+qM7jtJA605ROVCX/P0ZQKH5WZ4bySxzkkHXuPRp67/YmZ53/zpvXN2kCrspgbLon59QYHr2uqGOrrHHYaplTzVE5UHO4Jj4xkRT4Z8xMzTprsHtu2P2JftkCPpyUixvU8qjknN9GPb36Af+abF8IIhRHyHDKVlFHmeMfXICJpW0SOQYZtMdWT4yzKYERCUhiCmG0pIgJJkhQySfWnrJQvWTbrwK5IuGUdA6FsgQjso2hsPRRqyiJa6jld+5Milgz+30DOOQ+d/i5BgZyHYq9zUOIcgo7GY4W/j6BoiHPQ9WygqIdB+AAFMe8ncgaAfsZY3V0v3dUHzST2AcAklWWgEACTg3wJZkrGOAfzWGGeJyfyOKOQIlgcJAlszDHMXzCPDngbD4ZM9C68YG7+yWVPnrZi+Qqju7sbTzzxxPKWk1sWT41OvX3Vb1bVTq6YjFdfeXXP80efx2mTT5vbu6v3e7t27cK0adPwsQs/tvnNTW/etXTi0m+VqtKvPPPbZ0p37NiBZDKJM844AyctPKnrQPiA/eG/+jC++93vAgD27duHlx59acFHzv+I81rXa8/feeudU7dt2MY3btyIVCrFqqqq7IXRhdPNBrN7w9ENGZwwDapxauNhwzJOga6teNC9fLOevvdpTorsxmmNT0Cn46cCMASpHAOqbPLJ9/36aS21mVDIIkFq9IICi9RgUjo+9M1XgrEYhr5BxzGOvzhYloW77777ZQC3v8ufewH47e3tGzs7O6tLppaE6msbUl7ZYG2oQ1mzps924rysp+vgQBZARBicalsq7M7Bo2XHOo5yIkJtbZ1fXzGh/fovXS/jofixU6ZP65o2a+ZkKSVqa2vR//SWsSlrxqSgHHxEkaK+KeEKc5bLB8OnnLMIl37mIqnM8q6N+9J724bz+1nIGFhxavlnh4cGIonSKiEjJS1N3cfqjx46FKqdMsUxamre/tFLL725+l9/euHiT13VdqwvpFyf9U2qyZXlXDHBGeKqPO5l+3uGK6Sikc0H4+bRvlCJ7/Mk4+RJxUvtxjmsa90hDpBb0GZiACnLBCJJmybPbuA73tqPJctnk3CgYsiTYcIgD45hc5+HQlEmgIjNmG9wjPT08VohYQkq7AkI29Itjfgy6woMpRVXTBiJsF9aFneNtm5w8p1APCqonwfGFAB6RCgGmR0OiUiJC72m1qA4nCgYy5lDkTQWrLvRwnYEnVUM5kIPoNiO1YtiGrvr8O3njSbT/lnj/RrnNdCp7XegPc0UdA8zMUKedLrFIsbCxGC44DGDVFaCC+hxkWQQeQza6Sp4acfT2gTYPlN2Z+eOI8sXX7F50qRJiw8ePIiXX34Zt55/6+zOfZ2Jm2++GQBwwUUXWAAQskKxX//613jooYdw+eWXwzTNmdfddN2VfTv7zj3z0jOZ4zjHD/6HP/whrrjiipo7/+VO+urNX8W6desAALt27cLNN9+MWbNnmefOOXfGZRdcVr9hw1h+1x133MF+8pOf1DQsbhhkYGMY0vPPmE/QKZswtLfWAKA3l8nNAXDgpHNPOgjtnZcCgM95WY4bKuJ75kDPMEun84KBlCCVBwCDVC6k/HSOm7ujV91P+NQDIxgrcwcU+7bHMY6/VATkrhPxFIDKJ554YsGNN96IFStWIBKJlK1atQoAwBizb7jhhsav3/CtTPuuvmzNjJKST193hfXSSy+N3oexZMmSpl8+9Kvh9N6R+8Il0U+dOnch+vv7cf/99+PsiOpnRT0GMIA2bn4t5VSWn+1Kp+QbV3wDudxxgrA45ZRTan98z0/KXt4b2RsKGYn/fPSXlbfeeisuueQSWJY1+eGHHw62tS+/4orTz/rohfNfm39WOzUsOUIk1VDGjIetTJwIOSlZrj9lJkYGstGMWR/r7w7HGEOIcyLLUIaUzK1oqgvte3un2LKHi1PmyTRnmvhWiMtp7qktauuaveyk5TN9SsYckXNMeGT5sbhpMKaEC06KwWcGj1eXktzWhZpSVyoC44AMRcgriXqeUkzEuMxVlzqqeygEZUKVxdycyrmOyh+XeA5Y5gGLvQ+AY5TWdOUObqgJT1oUSB4HU6sCXexA4jmE4rkOxka2F7ZzoY11HEXjzwv7qYNuodrxXm+s/0m8r6lURBT84yFozyYDYEiCS8UgPC5iinELAFNghgQPeYxzzRcAZwTGQQ4HXHGC4hUxMAYKESHBwKp7Uj1oadFZ4kOHDsE27FoqKoEehy/90Jiffd9qKWs599Of/jRzHAcXXnghXnntFXnvvfdCCIGHH34YWzZvYV/4whdwxhlnAADmzZuH++67DzNmzMC2t7dN3bJlC+rr6/HKq6/Idza+455//vkAgAceeAATKyeanHNn9GfOPHlmDoX+aWjD3ARgXmY4c1pZTdk+6NYBH8CBMi9XVu1ma3Jc2C7jJSOpbLgsEfYrvWxvqXQ6EtLpiCpvkBgb2Rkue7PwEcP4Q+OcwtiayjjG8ReDfD6PhQsXzlm4cOF3R7+WL1/+PQA3j9529erVWLduHb7xjW/g4osvBhHh7rvvxvOvr4qWN5SE7//lz6yXXnoJJ510Eh555BE8+OCDmDx5MtavX4/Wu+8qqZne2KLIMJUqPm45s75hdPps6549ZQ+sfm5ZKGqXfOUrX0Eul8PZZ5+NG264AZWVlVi7di0uOP8j9kVLKi8qFfw4S/mJJ57Ajh07cNdddyFYZx55+GFMrquOlZ5y2aEjPVG3a9A2QCxqcBUDAMYQJWLGQG9GDKo6Dp2FJIBgcGKuz/LcMGX5hDp1aMcx1jtsBKMbfSEghYBccPoUZ8db+3jElNKwDZEuqaZ0sgp+OGKoUMiyYwbS4VIaZjEvHI/5uZE0Kko8VRb3VDLuo6rE8SKWkpGQnwPIsUwgZEkWtpSbiMgc3MweKBmkl2MoijeFoWv/EwHEqVgiDEZPAjrA6URx4FFAhItAZxCDkZOhwjbBLGhAR8uHoQ24CT3P+QPTRgW8/8gZAPY8fvfj9ZfeeGk/tMdyUHKedMioEURQWmjDZIAyoEZsJTs9xoVkLJLjvISTjAAgBhrjIDA6flwhYqzUV76ybV1mzWQzkEqWO3nneN2VCu/Pubna0fuJRqOwTIsNDg6CMYY7/vWO/O8O/m7fojMXVTzwwAO10VgU0XiUWA0bmDZtWvnrr7+OpqYmzFk+Z9Nzh55bd8ZJZ8xdv2H94trqWsuIGv3dx7rj1dXVAIDu7m6EDZtbamxrccyAnfdQD+3tuQBAiiwiqjrrsrMOQ0fV3qTcoFXlZIaywuR9Zjjcz0PUO5yvTpZEfJcZ5QLKEKS68twY2h0ue2PQihwofMQfpLULikcfGJLDOMbxfxNEhE2bNv2Bsx6Px4F3CT5++5unvHKjblfJ5yP1Sqnyp556Cg8++CCuuPTK0J49ewAAUkrEYjGc9aHlzrJly+xcLof66sZD3fuHsrF4eMxQHmJWMMceAFASj+Z/+9hju+adfPIpAPDZz34WP/jeXTsHOtP+F7/45emLFs2zOjo68Porz1dNnrmiLhj4bhgGfvWfT6VveeSt9d+49dunPPvssyGlFDra29hiMxPpd/NG33Ayt9+Ldy2ZKkzToHJSBNcXI7mcZC6LcEHkEzGfMTACDKl4Xipl1ExutHsOHGFDqSl2dakf1Gs9AJi+YAJV1Jaoowe60TS5UhFjkEbIkBTywWAAJBK+yqWyvh+Ox3hmKGOZQrFEWHHG9CQsAhRTkPGwFEIglcqJvFScOx4f5v5IG/nuCLQBdaGNaaDgxaFtRxm3wnnl5gxuhYNuFAfacA+gKBwloA2ziWJQJ6Gj5UB/IofiRLBeaIOdB1ALrXXxgcGfMs95y8aXN1oojoxUAI45THQAcBXT6lkE5LlSQx7jIcmYcJjwiTEHekCGNEj5jMbWbgEwDhI+GCxhlfT16bbeivIKvL769WZhiOPbS5IhAE2udOtkkUOB5onNKnjYysrK4Fs+V6Sq3jn8TtZr8o5efc3V9LPnf5Yazg2PebA54205L/fCUHqI2o62WV/+8pcxa8qsqlkzZ4V/9rOfAdALApdeXIDGRKyG9KrCvhsvzLIGAOzdtLexv7M/ueScJTaAebb0p9hKnsdBCxqdkfIqL5v0hZHoTeUNUZ70DocS9hE7kdgSrRp5O177Zr8VfWvlipVBneQY3l0hbFy+cxx/kbBtG2+88Yb/yiuvpEa/nnnmmRSATaO3raiowKxpczYMdaUPd+4bbD/vvPMAAGvXroWS5F9++RUAgA0bNuC8885DXUOtfe2112Lt2rWQnsykB7IDJEJjapYvrVtbqpQ6/kxOamzo6h4abmprawMAXPnJK/3Dm7ueGOwY2az8+JHly5cDAJ555hnU1ySqgvc1NjbizTfXyme//4UlfSP5/kRCJ8hc10V1uSyviuYSU/jR5EnOhuqeDvL2tEXj248m7C27ZGm0psF1PGYfHzhNusRom9JmgCpvbsq37T5MjmTBnOVAN9wQhjA553jn1X0WMWECTIDILywpBDAYHLws4sopEw0pnRyVJyRsiyQRpFRMSYk8ESPSnx0hQjjnCjmcNZgvxQQeTQaymwEDPkDQr83s2mlRt2t/yajtotCp7GoUU9pByhsoamm70AFLXWHbKugyxwToyHxGYX/J5lueGS0g9WeP922ciYhy6Vymt633KLSsZw5AlDhvy3Jjr2I8TUCOE6U9LixHGKE8N5nkwgGRlGAWgUxB9AfiIlwTBc08N2JRRKu3bNkCAFi0aBHe/P2bJYZpHLfCnucJAHMNYVj5fPG5mXnyzEHT1Ncil8vBEAYHEEmEEzXzy+c33HPPPey6T19HYTM8hr3nSS/RXN689ND6Q8suuOAC/OY3v8FFF12ERx55BLfddps+Ps4hiZij1JieY5+xKAOVWMqPQRvRxNY1Wye2zG9J22HbMJSsanBGpllKRtPCiu8Nl04dFmZZTDoiGbXZ5ElVvs+4lxK2nxVW3OOGQqFlrYAU/pAQNo5x/MWCc47TTjvtkTPPPDMx+nX66acnANx14rbQi/oOUrQjFNKVMCkl2jvaWW97f/rpp5/GOeecA8Mw4Ps+Xn31VVx33XX4/Jc/N3vi/LpFwjTGEMBuf/Chkznnxe4KI+Z5nn/cObdtW5Ii4owNCqJsJKKZ3fl8HiPD/cdLcZFIBMoIDdd89q6f1zbVOIZRTGoKi4tQwogmqqwSLhB1jg7UuB4zAWD/62tK45XlTs4RZs7hpj4QpptkGDEAVDWlyfFdTwmGNLRyWRrFMb40/4ypcvPv9wkwJsAYB0ExIgX9AkCQQkhw7rQd6DGJiASHskzKSIIXlNuzjuCOKzhjyPenjPbhjJny85kaJoxq6Cg4AZ3OlgBS6W2rg6EVghmmDVIB7T0YIGJDG9xY4edC2v74yy9sG4U23ih8Dd5bV3jP1FH7/MDgTz3YN2+/5vZyaOO8FTqFMEScd3vc2ONysdPlRpfDjbTLjSEG4paSiajyfItU3iRlhJRvjw4FDcPEkpYz7PnTzwl9dPYFjff9+L5YJqNb+y686EI1ZcWUtyzLOm7QM8OZWDKSrKyP10/YurWoaV7aWDq8cPFCAoBsNouuPV1GU1mTdXLzyaEvXv1Ffv0Xr8fG5zeWVMWrSgPVM9/3UR4tr1vUtOiTDz30EADgmmuuwc3fvnFLzZyyzaMjcyIyPKVO7DnmACyLZDmIZhHR1N3rd1fMPX1uCkAirLwWl4lqH4wPCbu834zWSiaSebDo9h1H7eaqhIr6brrMz3m1bipqKj8C7QEGGMa4cR7HOE5EJfSQhBNfCzFqjevt7UVHT9sMwxKsvCFhbdumRwRMnToVNXVV4qwVZ/GKigrce++96Gzr7njuuefkZZddBgB48sknIYXbwAUfEzn/6NYfjWGPEcGsq65PBaW4dza8Y1c1JycyzlKV1eHYm29q+sjSpUvx8/t+XB+8j3OO6YuXbV4y1+rj5IROVGLkjKg6lnXidZFKP+2mLCctAeDAmrXJxR89td0yZN5XjLk+E0TkK6XbXYmYX9FUr45s2mnbfh9QVCuTKBi5RR+aJnesP8ydnKdbqBgTAEnoHihJjEsI02eMyUR5VA32pBgAzxDgsZDqFVz1ZRwxMpwRI6k8PxK2VIfgNNLWHxrweo/wAuHXRnE0cBrAQZkeCK6NAUDIXAooKn4ZhfeEUNTm9qD5TRnoiDmGInks2E+gQJaAHnHcOOr9Y7pg/tzxp9ScQUQeY8z4ytlf2XnXS3ftR0HYHfrkTgPjDYqhBIAvlB8xiUIAKQZkOeAQOJlK5hmoItjnZz/zWUQikZDneejo6EBgmG+66SbkYrnhkBOqr26oHjQMI+r7Pr721a+Frr766ov/3Tcl/QAAIABJREFU9gd/i/37i5rmUspIRXOFM2PmjNCunbtwyccuwbXXXms/uO9BvP3222CMYfFJi+lQ3yG/UJ/CmjVr8G///G8tV111FaqqdMZp1apV+OhHPzqvq6sLd955JwAgk8mACyPsu2ODfiIYnMjjoAgnFTl2qAvDfcPW3NPncqZUWIGHUsIMOVzoiV1Ets+YHOpLkev6rLapmhTjMZPkEAMZE/Kp010uBjO/vLovetX9Q9A15xMJYcAHqHdvHOP4vwnP83DLLbecC+DcE/+2ePFifPzjH782+JmIcN3nP1f2ve/ddvOOjW8b99xzDwDgE5/4BATM/Cf/+rLY2rVrceaZZ+Jn996XWLrk1I6tW7c2Pvroo0gm/w97bx5nV1WmCz/vWns481DzlMpQmYcKJARICCEQwzyJIsqgoN2gtNrxU1RsvK1CC18rTbyKrd0tooIKKDILkRCGhMwh85xKak6Np8589rDW+v7YZ6cK277e/q70NW09v9/5VZ1z9tl7n732We96p+dJwjTMTGokFRx7jEmT54tu5/Cp54yRJS3actNNN7U88sgjuOeeexAMBm9uaWkRD3z6Ht7T0wNd13H55VdZx3rY2sO7nrvc/+yEikDvOXU9kcrAvHcVLtWZmVI9H8iPqGjEYMSMAInsQLG/MzdcSVCiaWZzdiRni/602VKymUsmMlLJYMnmtqFJzQiYvLq5Vgwea9OmtszxpRR9Mg8xcUadiCZCgb3b27WF50+zoRRXpGnwdH8JjCuUVfwaJlWJ7rYBqqiNWQAczqBCAbiukJrGVcF2mJUtcudwd7gzX9J0kRmYyqcsTGGUnyEFgCulhLSL/fC830YAClKQxxBNOkarsv2HT9X6+2xrPkuYWX4oeC2sPqrKr+86cf8Vp1X67//IOJexDcBZq1as2rp67epNGG3rmQIvhAFIyT3DDDDl0asRVJFDZmymcTVmlXjixIl37byiogJf+tKXEAwGcddn7wrd+j9ubW7LtJXuvfde3H333diwYQM2bNiAOXPm4M4778T3v/99AICC0jYf35x6/BeP1916y620e/dufOtb3wIABINBfPe730UpnCoUB45pl1xyMf7pn/4JmUwGDz30EObNm4cvfOELeOmll9Db24trr70WmqbhjjvuwMMPP4y+vj4ERMTo6G+zy6EyAACHAvdkIDkAsX/zfm3JlUtKwXCQSIi4BCyHuCaJgpqSxJSCAlFX1yALBAxVUREVLlEoJCWZUjIFEU4INQdAKf/4bSP1yZDdmyr8Ic/5tLrpxjGOPxVc18UDDzzwB9/7+Mc/jg984AOnoluJRALHjh3DBRcsO5V7nDVzFv7qtttTbTu6D65+aPWiSy69RHv99dfRMnVKBGWqXCLCgw8+iC1v7tjXm+645fe92rEQQoU69/e/eu/X7z13//790zdt2uSTpHAA0HUdP/nJT1RTwPznQEOk5/AuXO4fo0pLac1OR60p8+bYY8wKdNuDuUJgWEaDnIlsMMKMdEaM7H3+hYrqmbPXD2f1owqkwkH3eL6onQFXKF3Y5CruCM5YVdjOT5lZhQPbjhfOvXiOz6rlE3sQEdH5V813Du1o5wsvmOErco0NG58KvzdMrkZ32wCft7jFN4Y5AB1CoYEzpetchfOWZvWPmHkAcEb6SjycbINngDm8GqU6SKERYy68aOAEAA4PJzWRTzEtUuGWj+/zaLtj/urwCr0C5f/N8ut+D7XfskXw2MJ8/u4/xsP+Z4f/Y+OslBomogYi4g+9+lA7vBaiGMaIM2iQ5cFVkkGVCJCkVI4rZRNANTWR4TffXFchQX6LFhEjsks26+nuwaOPPop169aBcWY+94NnItodUi67dtHIlpWbIgf3H9ZqamrU5KmNQ9LVKj/04etlLBHDwexBytt5vi29LfPo84+Gch05/XjbcSSTSVTVV8kcdeZPdu8CKYhgfT67bdvm8J49+1lFRQUCQVP85Ff/Mrh+yxvRA7sPhwr5AubOn201Nje4N3zkQ4FQIMwttyBffv4V/ssnfqEUFGrqKtXm47+FAjQFkKvANr20ybzxizdmAXBF4C6YxkhJoaBJkK4rCUMJ0dM1yOvqEg4BZCgZsBl3NKEkEVRY2P4YJb54TWvsCz/dfFoVNYxjHO8Bsueffz7uu+++/+VG8+fPB8Z4WslkEhs3bsTq1avR3t6OpUuX4v1XfrC3/1B6o11y3ahZ4+zcvnvuM88/XbFv3z5kMhnMnDkTV155VRFF/vqFly674ec//3nfPffcM7FQKGB+63wl+6SYMnmKc99993mtQFJZ0pV1jzz8+L9+6Ytf+rwr3LrXXnsNqVQKra2tuOG6a4biqeMvZ7f8MltRN61m+fLluO+++1BXV4dA76bGFnQNqeKQ+ZWvfAW5XA5nnjEfQ22b3DgvWNUqzTVNZVK6cXJfx8ne/MnOJSvvvHEPERhBWlNC6XSLfuxYjAqJvApAY0qLJ0jxumT6yJwGZ+/mtkqM6lVLeEbNBcAnzayXT3x3rX7j5y72DaHPcR1GOV0HwK2bUFHoPNbvh5IFPNGQrJBUUGWtyLApKibWFBNtfeER5ZRMFop1wgsrV5SPm1HSjYOYC8+4OgCkXtkEZ6hL1yIVfouq791LALB6j3CzfppVPm6hfE42Rmk7GUaruP2e6DZ4eXY56e4XK07cf8VpwasN/Gk8Z8Br7p6zasWqvavXrt4IYB680vVOANMJ4KSUy6FyBEimZNFQ8qQEKjUlc4cPPLODQ4W6jEg2p5lVAKIv//Tlpld++kosEA7IyvpKOf/8+bKqodI5c1mrxZQM7u7YbnMle+L1ek6UjnTd/eXX6mK1FQcXXb20QpR4UoA0MCbzdt5948gbaQCwY7a6/UO3V33j0S/mmqJGiYgMQLldvfvcoNyZqq0Lsu6ud+gfv/3r6k995cbsm4dfyCLIoEc0e3NX54joZjFSiutZkTj6Zof58Pd+Gm85J9auG3rw2DGYGpQuwbjDuDy84wjTTV1NmTdFANAViBSUowABYkpCMocxLayUlR7J8dYzphQZwAXIEiAbALhSxRqncCpEs7K1cYQzmvWHBoCIqKxTO45x/HdH9+LFiyctXrz4D6V4xsJXaQLgedl79uzZ0tXRrX/7a985nksV+7t2DY3Am/xTuVQxnkvhwMULr2m6ZvmHotzgyi7YXa+ve8tZ9fe3X7do/uKjdXzKxhmLW4NSqHp7xJWWa2tOr/7L69/30SIAHHj7eOYbq++5/revP79wzvTW175y9YT/8eDHPjTbMiY026m+4cKGX/aeykF1vB1aFHzm4fMnO4B0+PBz2/IvH4qu+NWXbo7Eqqe4//i5sztY+/dsw87IhGZnJOOllIyGCsqtePPZZy+csXLl+lAibtclS1OSlI1OHNhvBKmUq4sUB0ipwRc29M9qPbNRxgJO5YIF9aF9W9pC8IwuMCoeoQFwFyybUfzOF54MdB8fkI2Tq33j57ck6fAcrlKyJuq89vT2Wnges98OVRc03N6CpbtSQbiSnNkT8k1tfeERYppLxGx4JCAt5WPnnIGOJIhp5eNkACRYOMlFx16/lxkY9ZYlgIyb7rPM+ml+33KufG6D8DzlaHlfeYzWGTjwKDwlPG87jtNE9AL4ExnnspRkBxFNVEq1A9i+eu3qo/AGN29KUWdIEQdBkQIRFFdARFNqOCydngq3mM9ys1WCLACpjkMdzrFdxyZde+e1wwsuXOBGk1EJKTlBGVAwJRSXIN0hMsJ2MWUKRx7a39H02esvOO6CwqSU4gRbeAPr5y70nW/vDJ61cmGpNh7kkFKDguAATOEoXQlOVpZeW7M9Wl+XpOrKaG1eqYKEzHGnNMKAJClpcsgRUpCvPrOh5fyLF6Y1Q2cK0DmgcaUgCKLENPX2i2+b5152ruUtAOCCMamEJAWSBOUoUIkrqdukuQcOdBnnLpmVlSBLECtoSioASLrF3qRr9fnXeVJN1GJEoa9cdwb/5tM7xzZZp+Dl+1MYxzj+MtD+v7ndxLFPDh06NOepXz057bMfvvsMeCQWvrBFEzxqXT2XKmZzqWIOAO0+uDPx+fvuvPC8Rcvbv/65B9ZAUV16IK9jVIAmYxUc0yo4fM2bL1Z97yf/dG4qnQrddv0dL33yhtveaO79TlNh0xO9ofyuXTI8tyZg1AUkmYVQ4YAZzW1NcVmMd2cgv7oO039zEGdHI2ntoxfXdX/0QhRMuXNElUBJzixXM3OaVEbKjVX/5sm3Y8HKqoHpKy8+HAsU6kxlFxtzbZUsFgjp4UAwr0VDJF3712u21bLKCrGkWVdzm0jb9fZRfbA3Lavq44TRVBgDwJPVUdYyt1FuX3dQb5xc7WK0BzmI0dCxNXFGnew5Pqhh1HYIAMGAjqpcER1Fmw/rXOnJqB1XSsIeODG5vF0RwG/g6Q3MtAeOa8RYe/k8QgA4EUWlXTDgzdcSo16wA6BbuTaUkh1E7Fj5tdby38Dvbe+3uPqkTVvK751WZE1/Ks8ZSqkMESWIKK6USq9asSq9eu3qtwFwl5gWhBuUoAoFcFVu1TWlWwoLx55cyuzqMSOD+0OVbW/+5s3rXMflf/Pg37RhtEzegDcABC+n68uGUZHxqm6ha66QPBExtbSSOQnSHTC/OADlz7Ntr24zL3z/+fmgdCUp2JqSkimp6UpoGpQthBBrXtsdWvWF6yxdCTIUZ6ZwAkElkjYx5TCuEVAzPJim3VsOmff92+dT5fMjQCHPdVVgupMeztDhHYfZhz//YRujuRAliDGlpO49pzQIOgkhjx8/ad5028VdLjEHAEzlluqc3NFmO3cUv1fsFTD4yNo9PRPgsd/4OA5gEsaN8zjG8fuQ9fX1OOecc9DU1IRzzjnndyWr1Lv1+QNBeIaiHp5QTRO8zghfRYo6e9rtz339kyvOaj2n4+ufe2AXY6wZQEJIEenu7QwdOXHION55rKG9+3hw++4tycHUQCgajtqPfPsXL0+bNGNPJLvN1tyRsO4MTJI8MjuZermjnEkOAIjvHwD77hYs+clOzJ2YQPfXl+OVv15m8IEJtVUg0iGVySA1CBGSjBfCul04uXN//+6dx865+Bv3/svE0on6JteaFnXseES3awNcksmYkKQxJxDRq+oTrG/YIgVCIKCz5inV6siuDlZVP0/Cmz/fRZu8YNkMuePNw+zqj5+vMBpS1ssPDQCraUzm7JJD6eG8jFeEfcWnEucoRUNuLm9xqXFlGZpyZKYvwHTT99Tb4c2DNoD9Vud+ZTbNOgRv8XSoPAaGciwDo5KRNOY8gkbN5BGr+6AMNM0+Un69F54HPaP8iMIz9KK8Dwue5zxc/q4+e9hpgT+ZcQYApVQHEU0looJSylm1YtXR1WtX2xbT3JBwZ0F5alRcKTsknaG4sAYYED0Qqrw8y40tLz/2u0uqm6rTCy5cMACvv80fzKhHRgNSnvetABBBwQELH997PDB/VpOqsgsJXRNWhpuwuWFjVJQbmeFM5GT7ST7nrBnckAXJlLJIKVdTImpImVEAbdxxPBEI6DR3ZpO0AApL2wwJFzZjuqGkKyVxl7j+1qs7jaXLW7PhqkQuzbVKAjwBDyIGgG373Ta29JqlxVA05N/4Ap73LKSCpRSgQwgXrNjROxKybZdNmlS7PyztClOKQmu+f2cAqoQ/wGgTDej9ezqGGzDGOCuliuMsYeMYx7ux9fkDgU3vrK+V0eKWCy644GzGuNNc1fKPW58/QIuumtW29fkDi+AZZcAzQL6xitiOjbu++ZmzTMN0v/iprx5mjMUAxNZvfZ2+dP/fLnZchwGAxjUlvCpjxKJx+4Ufr9sUMALDAPoj+V3csHoaCQqKTLg8EdHFSC5dQuU9r+HCf3sHsxbUofeZD+O5i1twAIAGKz+5rnN/Ll3R0FAKxZVkvEBQXLeLpa6jA+5jT3Q3f+7G6b9pMPcHLSNUrfNAMKq7VRHH4QYJggWNNC1kBcJUVROVQ4NFU3LN5cKVM2bXyMO7OmnxpfNozHdV8OYnWnjhTHHwnXbDthxlmLo+5j3f49SIKNg4pdptP9grW5dMLUtCeqmDkKm0pqqSlitqhoJKs+7tSeXNY3vgRVHnl/fVZg8cnx1deOVxeOIUJjzHwu+D9gu/ZPlzaQBcr56UyO1aYweaZh+HFwr3x25r+TyT8CKIIYz2QtfD89o3/iXRd/5BKKWOElEtEWWVUoVVK1Z1rF67+p0S46zJysw3lNBNKYsaFCsyrcEhokFo2YcfWbdo1tmz35i5aCaDl5voh1cGH4DHNKah/AOSXv8dGVIiLix9zZ4TkXMWTMlLIjPq2pYkFgNQSjHugEgAyO1YuyM8b8k8S+q6K2xGTEmNKylCUjgCUA7jwZd/tzN08cozLQ3KdZVipkfPqXOlTMGYFpCilCkU5Eu/2VD1D/fevKvKLQW7tVhajfLBaq7jFjc8v6H60w9+egSex+4bTQJggpijCCUbjNlA+/a9XVNrG6tzbiiYkHYxW+dk83nNlIZb2se8ld+7EAsZOzqH8tPKxngmgJ8qpf7dduMYx18yHvjyd+qefOGx+3YfeOdGqaSulMKkpilrr1tySxWAc7Y+f6ADnoe8Hx6rVC28FhwDAN3/8N+f0dnbUfGDf3h0e2WiKgbPcGgtE6elNU2TvnF2hXvK83zoq/98OGAEBIBuKNFmltrPoTGNFDZPRO59dWTiw1vxvogB9YMrsOFjZ6ADo0VrLgAYViFa3Xs062q64+qBES4ccbir1HPjL/hH77i8Zu8ti40egT04qSa4hVBdSOcONFdASuIEMCUQISlLVTURceRgP0muMSZczJjboF5f18bw77s7JABMnz8BR3Z18gPb2tn886b6HiuN2UYBQFNLtdNxpE9vXTLVGbMvDUDM0GBURN2hiqi7Y+C1n31W5u3a5uri0Y6BYBiepzsEQCi7GDdqWyQ8r7a+/Pk+JRyzfCwHowuDHIA8ERXd7MCe8j4OYJSgpAGegZ9d/lssf0bCizwyAJFJd79onrj/itNmrvyTG2cAUEr1EVGSiAyl1AiApoJmDB/lFa832rmKpFuqzjBtpkU821FC9rkn35i68uaL2yLxSCW80IQD4A0AVwMIbHllS/DslQv9m8Or5lZKxqXFGUDpTIFmzJrIXTDDhBCGdFMBYhQVdjSrmSUA2o51O8yr77h6GEQDOaazhCyFdSWKIIRcsMDJnGPkSw6dt3KBa3FNaVJkGVTQOx6ZUCiCwF96eoMxZ0bj4PQpNSNCuRQQrihxjeDdBM7WNVvrJ82e5FTUVfgrSg2AA48s3wKRBqIIgAyUmjTQPRBuWTD9yJAW3JNj+okKUQrnlKGnuTlxspU+TAAsR9Div3vu0ydHClOzBScG4KMor3YB/Kx82SURcaXUuwm/xzGOvzCYhnmNlPJnUkldSq9ThIicSU1TjpQ3qYbX6pmFl28+Ds9j6wNQ+8QLjy168bVnG7985993zpt5RhHlOQdAsb6mUd11x1cPfeM7X5njH48xps49c+nQvJln9APYAaA/ktsZB2lSMt1m0jE2nshF/+ap7ot60oj89UK89cAKjJjaqXalsb27p4y95jq25jrO0WG4Fz+Gj9xxQXDLJ1ZUjAjXjg9k68LCVBoMFnS4SUGbNCqHgqUiRrYI1NbHxNFDAxIgARC1nDlRvvF6G5NSKub1gPq5XQbA0nTOZp81yd298ag5/7ypJZRTh/Cilz5xCaudUOEe29vls3VZ5ffGfofun37rt/FS3qoHoOY7T8zp4R99wxWe0IeSIgzSKomxufAWRn7asgQpLHiLpmD5dad8fgMABkghBC8dcQiesb+2fJ5ReN53qPzZJIDD8BZfqfK+WsrPTwu8Z3RmSqkUAMcIGNXwyu2nSmJzOs1Y9e5wDT8SrOg55BqD69bsaLzitit6I/FIPbxqOl/mqx5euGJ4oHugLB4KDi9hLTQopUBMESg9kqMEV1pM2FpE2Fq1WypVOkU77pYklFL5TF5EK6J2S2tLEUAkpQUiKS0QSmtm7TAzIzmuh19/bVewqjqhEtGgKDGt4DBNk0QuU6IkASVAbjFfLL7wwtbETded/Zau1DBTKqcp6WuOFpVSpdeefC184fUXDqK8+jOEW4g4JTuoXGZIoRnC1SNOiSrsfKLWyVce236w4ezW5oGQdG2L65EDocpDDmNWiWnxIS1QAQCckRrOWrWZgjNRedcyCi98s0cp5TMWHYGXtxnHOP6iMaF+4mQppSmlPCWQwxi3p06a3jVms8l49/w3DCC4ccf6qpfXPd90xUXXpq679IYsPMPk010aACIL5i6yg4HQqSpwpRT+5mOf2w6PIbEIQOjuYAAAbL2u/ydbh+vf/6O2la11eu/BT+N7D12CbaYGDZ4B8TWMgVF6Sr/OJH88BX35o7j4rxdg/VfOsbalk43poh6d6kbDk7SwqiEdMXBmOkYQIBCINJISkFJLVIRwcG+vBgCSc6dx9sTi3s1trKdt0Gfh8sPV/iJBzVs8VezddMzPMfueq4vRPDCrnVDhdB8fVChLPpbPdxiegT4+2DNy4Nkfrb9TKWhKQXvh8XdunFxbmAkv+lBhde1fSoxC8IwwytcgD0CTdlHAM6YpePniVPn6TwQwm8eq5gK4BsBn4M13J8vn71fuy/IYdJfHw883A14/9WmD95Rr9KFXHyp+9bGvtgx0DswtFUpVGC15n24VrSmbX9487YIPXHCS6zxR/kgtgKnwuFBnA4i7jpsBYIExG0R+Xx40JbkAU5mhrKqMBWEqVxKUCyKuKRmJCytW7RRZSDi0f9P+UP3kekZEXsEAUWhEC8hhLeAUuU4OGL36yg5jxaULMzmuuxbjhstIz3IjlNGDYYvrrmDM/fVzW5PTZk3Izpw9KecSxQDQ4GBajQyMuACM3et3J6PJqD1h+oQCgGzCKToTrXQx4ZagS4GAdKjKKRoJtxQypQgPDGX1keGs3rpwWkWlU5iUcEpVaS1Q3Bqp330smDhyIpBwAJzQOHtH43QhvH49HzaAR/0nSikH3upyHOP4i8Yvvvfshrs+ec//EzCD/fAVHKTUFy9Y2vV7mybghUXD5Uf9Dx//7rmH2g5UfeKGTw6WP5uEN/GbAEod3SeC93z789Nj0ZiMhKM5ADh7/uKt0ybNOIny3ARgWJIpAOCbv22bsurprqWfWtaw9ZfX05qmGEx4XruDUeMEeD3AfgtRFsDx9R2wPvgkZtzcile/thxr+ibM6c3Hq2BTIAmDhSjAo3qp6BKHVgzGlMNNpYSymJKMoHhVbZQPD+ZJEal8vEYYQYNPmFarjnper+8VA+WwLwBj/nlT1eFdnayYt06xgpW/V6l8vrJhcrXb1zGswyvy2g2vGvqEUji+vzN04Mu3PXmn6wifLIm6jvQs4yRmwivauqjUsWeKXjmhG6N0nIBn2F1pF/1r4KtLGeUxCAAwiZivAjYPwC3lMTyOUepODaMykX6hnw9j0t0vvifR4vcC7zUR+OxoMjqzekI1l0JOSg+mJ6f6U1W9x3tDXUe64svev6zEOEvAu5AReD8CgheaqAVwdk9bz9TGlkaPyJwxVi664pKIJBTrO97Lpk+sEgrkKGKMK5WDpyNtBoUTiLul2KFtByrmLZkHeDekBsAAkVHQTJbnem7nwW6QxmXD7MklQYwkoOeZwSWIHHAhQFq+5CQP7m2PXn/zir5hPbCgBF7tEFfPPLa26b5b7jvzqe88VbfmZ2vqLrn5khMAckFhFydYmWBE2MqEdEzpiohwNFO5OkCGIKbt2XIoNvvMqSXJ9WCO680B6UyJu6VQhVsKx1w7bBEPwFv59fSmCsPwwtk+ucsQgGfHXmyl1FjaunGM4y8V9IHLPtxx5tyzngmYgT7mLezlvJln+B6pP5HPhadatBTAWes2/q52/5E9DVesuHaoqb5ZhxdybYAXxbMtq6R/6YG/nTgwPGD8y/0/O/rAl1bvbKht6v787V95C97C2PfysrnIGSNffmr7wv/5uwPXrLpkzjNfuXzGU5rMH4C3qO6AF+k6ilHPL4eyQhMA55F3YFzxc1x92TQceOB9eGuodnJxqHZynWEX+4VNQ9ApCAB6LpfntuUSgeWDiWIhEC/YRlAoBTdaES3lchZlQ4mc1PQigNLUuY3q2N5uv1B2rPesAeBT5jSweee2qMM7O3wjRvDmZ5/oI9/UUl0aGczqhVwpD2AEgFAKQ3vaI/azj+2eP3i8fa6S8lSBqpRSP75h4zkoh8CdgfYWc8Icv9/4ZPn1IoAUERur5+zP14Bffc21CDzbUA/PMJ9fHr/a8j4yGF0k6eUx9gWKxrZb/dnjPVtFrF67OgTgcngXxg1FQwpRaPBueJ+E3M81RDDKhxqFF34IAUD7gfZg69JWCYCRkqQrQZpSxJWABoUTbT04Y0qNDSIQlJSAzqUMGJDMAbN019F6j/VoLS11rpAiqBgHvB+DDUDluZ5+7cUtsfPfd+aIrhSziaRLTJNgTDEIAiggXbz87NtmJBYS06Y3pARQYXMtmtZMvVQokXAFbXppUyUU0LX3aM3suc1oFvmApqRyiRlSkWkKwYPKJYe4lERMU5J2bTtsLFg6tyQIQVIEphSbVExfFZFOGwCUQ+YLANj5x2/bqZR6g4gehScin1dKnWJhG8c4xnEKI8c7j03atX/H5bff+On/t2/gZGzf4d1+jljDKMWwL4SQlErWPfLEDxeZRkDcceNnBuDNTX7eNQRAPPhv99ccaz8S+Pbffe9kfU1juL6msfDMv67ZDm/OaoOXzywBCNz17a9d8OamY+/72vvn/+IzSyKbYul1HfAWAmOFM/rLn5uFUYlE3PsmZqzehLk/uAK/+sg8tANoyMeqkoAaAUiNROoPGcV8FJwMskqFmNXFOblBkooJ4iKfqLaHYg0pFjH7QtFgcnggn61uSJQARFs+ozLoAAAgAElEQVTmNsbWv7hbwyglpk/XKQFPgEMBOLDthD7/vGm+MfOLswAgH0uGWTAScA6901E88/zpQwCahrOa1tYb7Eu1t1fqgUDe5RpEqWhyM2hJ19G6N762sGrSpccADNuD7RWJ5bf6BtRX3pMAagHllq+nbx8Az7u2ADDSA37vtSiPTUX5/Cx4BcQDGDXOPprgiTP1nk782u+li38RRlcsLjzjOx3eje43uI9gNNnvc74mMdqDx7MjWS1eFbc04YqQdH1GGhCUjAkb+eEszbxwphQAk8QgGOo0pRyAI8ON0IGDXWzi9CbFONOZkuQISMW5V2SglIFSKVTIFem8i88SDJKbUnHJGVmM2RY4DCWMUi5fevmZjRVf+8dPtClQUBHJYW7KItfhOq4OAFJ4mq5rnnqj/o3nN6off/uWfKIyIpR3g2mGckFQzPHk5aQlwSzb5fPOneUCCAsiBKTb4DAWdRTrCElHT7olC16rgQJQn3/8tnUAvgzgk/hPCoeTR9YbUkrl/+jG4xjH6Y2Of/rX++/SNb3wkas/doxzDoxqO/uVvQPwolDLAEx8/e1XGw+17Y/e/P6Pp6sqqjk8T9aP6LHfvfXbymdeeSr2kas/ml52zkUpjBZkcnjz2K5FV816GV+j4Dm/mHT1lsMn7pw/c94tX55/9ISWyU3HaC+uDc+7G4IXjp1ZPh/uSrCPPYPW9R1oWPcxrG2thQGgWgEKSjYZpTzlY1Ud+cZJJ2nf0YUV+a5QpDQcJqXIDoaFGwgyVzNZIJ916uwjWjo05WRdc0V7X+dwZ3VDIgggObV1grPxlX1cSumUi8L8Gp9TXuW0eU3s0M5Ov8/Yh597LgHoiyaCoY2v7C2def70PQBS/WlzVm3Srll044f3zL3y+sHejv76dx77wcI5H/3cxsJAT2gwH2kDUOGm+/IAMnqyvq98jTPwooNNAGqVY2fh1RrF4NUF+DwRDECSPBuhw7MjsfL/WXjtVuHyeI2MOe8CPGOvw4tUnDZ4T8Laq9eujsMrXPIRgecxj8D7QYxgtICA4BWCBeFdbL8qsAggaBUsnUlhxqStG0q4/kNXSjBAdfdnWHXIYAoEUpBcKaGIDEmk8ly32473mYuWzZO8LDShQzISQocUOpdC37PxQGVFTRI8Fg3nuBEqcN10QdyQgoGgbK5nnvn12/HZ58wuRiY1lYa0gNunh/NFrjsAyHVcY8z3hMYJFyyZ4dbGA7ohBWlCMA2SEQimkGBKKZs47dl5jCqr4yoSNKEpSVHhWAyKF4VK3vaFn9weLOabkm5pCrxFzgp4Engfyj126+Jk2LgLwOv/mTEpU3tG/uiG4xjHaY6zr54ttu3efNn5Zy9/pmyYfRA878qGxxNQBSArlVSPPPnD6jnTWwu3fvCvh+AZID/0Hejq7dDuf/hriTnTW63P3PqFEXiL5SJGi5bejo+8Xl94YPpVT+zFTTuPnfjheRPw85037DmsiVwYYyhEMSpxWIDn9QUAIGuh8oansPDIEGKbPoFHW2tB8BYSkxQoGShk4vGhrmbDKoj6k/snsrielUyTLjdkxgjzWx86WOmSXsqLcJdr0WDQzrY3tu8uOrarjwzmgLJU5OSZ9WLfljbee2LIp+8c2yoFADSttck9sruTygt5n0EtjXJHCoBEoiqqFbKlyQCSroDluAhUy+G6Wfl9U2uKvY1G35EGKuUitYlQRDUuHgpMXhgB0Fw4svlMZoYdePN/P7zCrTiAhHIdqZRE+fUejEYZQvBC2EHledY+fFrRCeX30xhVv0J5nIsoa3ifuP+K31e0+rPGe5Vz9uP/PmrG/O9XP/phbL9RvApKVjMpDSal34tGBKJyv7EqL+Wo/FAl4koQocQ1mNKFrqSURKYDQpG4pUB0cF+H1jJnChQI0vMeGQGMK8UJ0De/ul1feslCrimlm1JqhpSMQ2mAMjQpg/l0Prrp5S3xS269XBY0I2pxvQJEfl+ecCyv35ExUolEWH317uuzn73jkpLGuDja3m/s3nGUTNeRAJQiBV1JHpAONq7doV144TwrKBw3JFyKCSvEldINBvNwW39lqFQgXg7tlxGDF/6q/uaNiyxDY+OV2eMYxx/GB4UU9i3XfWI1xgjwwJvvhuCFn4PwJvTCm5vXhQ4fPxBOxiusWDTuF2kVAISVUvjOI9+KNjdOEt/84oODmqZp8Ayq70w0xNJvXRzJ71zYaVVNvfk3eIgBcs0t+A2ASwGcA8/IHIVX0HmyvO8aeF4zhgrQlv8E70uVYK67FWvqo4jAmyMHAVgMqh8KnQArVvYeWxhJ9wVCWi5DMYMNN03V1p0M6ImahFsMJ5WMBAI8pqU03S0w4dZUV4WCtuU0oNxmZQR0NmFarTq2r9uXjRyb3+UA1PQzmu3McJ71d6fKbIZA+TuHUNZYrptYyVxHzARwBiNVVcdSVVFWiBm6MjmEyo+MGHoo6mRzFIo6IzUEoQMoljr2TgxOWZiB57z5ofIaALB6DzNivIDR3ubD8Bw5n6KTE0jzrztGhS4UvIVOAt5Cor88znvgRSd2wmu7Oq3wXhlnjtFGcF8Qeyz8FawG4B0oeTLg2iruWoiJUjAmrAlJuxBmwmUKSulKclLKP1eBcq6oP1WQ8URYOMRsyShvMZ4vMF2UmC4lsSCUjBYtl4yw6RtmoFy9SQDLpTI0MjhCE6ZNIAZJIMVBAJNKKUDXlNQ3vvh2YNn7lznJ2qQJ7yby9VAjAALD3QMmACycP7n4rw9/crC1dZJ0weAwJn/09FY9SFJViaJtQAjXqzaHUyzJzhP9NHdWU4aTKulKFLhS0lQixIgyjEjZjq/k9S4EAVR+4NzJwyFDm/MH3h/HOP6iQUQBeG02D33ozitPLrpq1kYArwB4tfy3Hd5k7zsM4lcv/bwWAD5w2YcHMSoIoQNwNu5Yz9/YvNacN3O+XV/T6BdR+c6DqTsDNmUO1j348qELWu/b8o+uROR/fmjqw0Yg5nenBOHJJQr8e9GF5r4cGpb+GLc2RGG9cjM2hXUUMcrb7ZbPJxrODupMONUEpYVyqQqSru7GwqSbIrdlV4+26MyaTIAVh2M8nRWRQKgYTlQLzgOJqM4L2VII3lxrA1Atc04Vhflzqv8/A+BW1sWtM5dNd4/t6fLnuip4xrQGniNVXTehAumhXAxAwnCKk0MoKs1gknFK8Vzu0GDfiGTBREkIcnQILY58RFr5YvHI5smBSWf2wTOkgBcpNQHA6tof5NHKI+VrD3gLGYEyAQxGWb/8KvIAPONtjXk/WB7jV+H1Qg8CSJ9uXjPw3hln/0KcwLvzFj7CKDPCMCULYeHIgJIOU3AVCDaxgMN4yJRCMoAYlGKjvXh+IQM6OgeofkK10KFspmArkONRaSodRJH+kyM8UV8JCWLkhUtIgqjcNE3b1u5gZ18wX+qkhKaElIrgevKOABGzixbf9NImY8lVS3wuWg3e4GsAIlLI6mK+xK69YmH6m39/w1AwEjAEkS4Z6Hh/jrr6szRvfosypaB6K5+Pu3ZOAXLjhgPa2efOsIhY0ZCioEFlAOQIKHKlJOekikL+R/UACc5ICaXqqmPBmX+S0RrHOP774FZ4ud0Xtz5/oHLr8wfmwPNQ6+DNHX4+MgAAJ7raQtt2b65vqG0sLVl4vi/CYMIzHuLHT/4womu6uuW6TwzD7/Qo5zsdx4k88cy/nnnul3549Xeef2uO7QotYmq5a5acpdKx884uGU1+720VvLm2G56xMQBMOplD7QWP4rq51cg+cwMO6xxxjEbLTHgRyBiAYCiXkmYpp3HXriUh4oobUSZFHlLwXXv7I8tbI4WAnSXNsRhzXVEKxQK5WE19NBlGMW+F4YWOOQBMmdPgHtvT5ROQqDF/fS9Ut0sOO7yri5Wvma9e5X//YP3ESmNkMBcGMBtKTYuatgOllBbggYjMZwvZTMiIJE6xcYVkLtTz479dCSU0WRgZhlcIV4NRIhRyUj0NZsOMLDySmGZ4dqIfoyH3nCLyiah8SUg/7x8oP4rwyEb8aw54Hvhph/eqIKwXo6vLQ/AS8uEx7/uC2d0R4dQY0s1IIpNBFR3SWpgnL2ky4SIUMhmTgsHzfDUANpUrCHu7BtikKfUiw418QAqnxDgjpQyLcaNIGtt6+AibNGcyJIhQpp4u34VEAFpmNau62rhrSCkEMWKkJAOYAJimFNa+tInOWDZfhmPhsf2AIXihE7n55c3BpefPcW6//VLpQplEUAxKMgnx5LObQx+4epFjcy6hSFNQelJYcFyW3rLpYOzWj63oNJSwAcAmnnY5s7iw66LCVhpjynXEH6oqzAPQTJ0rAkhBnQWvCvF/G0Q0Qyl16D/zmXGM4zTCrUTUs+HpXY3wmKTGYha8yT6BckXvz57+0RlSSnbp8qt6iCiPUYUjtmPvVmPXgR3mlSuuHa6prNXhGQEbgL5xx1vGN77zd42ZTIo7YrQ7Z0ZDpa8ix4vBGbVc5hzdHdHx7mKw5lQRgZt+jalLJmDw367GdkanSElmwTMwvs5xEfAsUGy4t6sYTUaHqyZWKkKRO5ZRSOVdq+TIZrM4AhuKlFSqsiksuK5DkR6tjOZtIaPlc9IA2C1zGvmWV/fzMlPYWCISv8iNJkyrlR1H+sYWhfkRBQZAVjckKJcpcClljdCMWp5gVUHXbs8ZWiCYMMJMuo4Zi59KbR575uHJIt1fB0AV27bHQ9MXFzBKOlUHoCTSfUmzcdYwRhcwNeVrcAC+IXasqvIu0+Xr6XvQvlJYBl6IuxmekX/6xP1X9PxHN8ufM94T47xqxSq5eu3q3QAWwqPE68YoN7a/OuuBUsyUbowAN+aU2otcr5dSxL/3zV/E87kSYwxIDWeZyOe1yoooLrpskQiEAgwKRUCpY/s7wpdcMLdQZHqg24zmskw3TemSCwIRsZM9Q1h85WIlypadlenFGACulJo5q4m4AmNKwCWNeWltAgBlWw7eenEz+9uHPmOP+WoSSikoxW3Lkq898Zr+wD/cnPWyyWQYShRc8NBIOq/t29+p3flXKzMOKQEiMaAH7YmlrMz3DWdTQ9lQc1NlVoG4SyxvMT6oALfGKYTjwnIm18cz6WwJqHlX/ZaCl0dxAaAqFjjeOZifjf8cRgBcD2/BNI5x/LcCEc0EcE7rrDO/r3Et8Qc28ZkHBwG4Uspp23ZvWTx98sz89Zd/xMFoS2cAgPzxkz8Mc87x8Rs+lcWotCEBkO1dJ2goNfiudJ3GmWqdMsEGAEXMBmTC1utm6+5IBp6RdeCFh0M3/ApziTD8yDVYB2+xQOVtEuVz9L3WtvLuBxiUFs4Ok22EYA1FdCZF+sfPtTddvjDew6UoQIHbRjCqOaVkJG2TIipKhVKqP2uinEMHoE+cUWft2nA01HVsoNQ8rRYY7WMulr87TZha47zz5mETngHUMBr65gB4dWMS6cE8DfdltOrqsJSMjEQS8TAVRnrzwiykBqIV9Q3H62nwxM5Xnpk1eGxvA5TX+2z3HpkOj7wE8NT0bAC1ZIQMZob8lY7PGlZTvvaOEq6tlMzCy+H7i4YgvMXUEDyn0NeI7oTnANbgNJ3v3jMSklUrVp0EsAle3mAQnlEuYbSFoKApqRNAmpJFE7IQEG4TV7IUiASwf+dRvnfHUd59oo9e+c3bfM3zm7kOpbiSSoMwQtIp2kWLQmETDpHKkxZXQLLIdFeR16s30Jtiscp4OdmsIEDl+IhS0qMDBZQkmzSdSckUiAOKEcA3rNnGWs+dJWOJyGijvlKAkhxK6Vte2Wqc9b6FTqg6SQ4xDihOCjCUm/nd795hH7jm7KLGmZSMxBAPZPr0SFeW6W1rXtsTuvTsyQOVbrE/JJ3ukHRSVW6R1du5vAQdc4gV+1N5bSBTHFt16MJb4Pji4ogHjb2OkHP/M2NSFsgw/uiG4xjH6YmPARCfuvlvN/2R7VoAxDfuWN/c298dioSjvDJZHYXnrcYApPcf2euc6GrTL7/wmpGmugkWPE8tDc846R+++pbCt+95uDscDJ7SCCYAs5vrsoIHI4rMHJN2laslI/CMsl+xHXvwbTQfHETjLz+IZ/HugrVS+eHX6Uh4xprB++2nAUBzbVd37WDBQfqZDUN1n7is7iRJaXLhVLm6mdQc29QcK6BbBb3BGozp+YxZ5qyWAGQ4FqT6SZXy6O4ujneTdvgFYmzC1FqrvyvFSgVbYYxkZPlBVfUJMEbo60wxRWRDSVcxpoVClDgvfsQ0nDSbrA2k+jf8OtK2c+t8KYSfR4Yz0ttY/tctf9cR6VhF5ZRi8KKs/rnUl59nAJScVE9Mi9f6oewiPAMu4NU2dWK0qjyD0Xx1YtLdL1b8kfvhzxLvKUPYqhWrhlatWLURwI8ArIVXNXcIXpk8FCA1JYtRYfdwJSMFptUVmRa+8sb32fGK6KmwrhEwsPLmlYKCAWYoAUNJp5ArsWDIhABpjgILuVYFkzLBlAq5IJ7OWTDDvgS0N57eDqmc5CDYjEMRgyTiHIp06YWSlZLY/tYeuuRDFyrByK9iLKe+wUvFkv72CxvN5dctszPcZJKYYTMekIQ45fP6m+sPmJeeN9MKCbfAlMqk9UA3V7KgQYpXtrQlP7G4+WBAij5TiWxYOrmgdIs6VIABMiLdt5VSg11Deb+ivQfeYsansxsGoIqO+yY8CTYAQP7x26L5x2+bkn/8tpb847eNbWMbxzj+24OIKgBcloxXbFwwd5GfV66AF05eAOBMeH2zCXjtieHnX326GgBWLr0sD894+oao4vlXnw71DZ7Uz5p3tt/T7NfRlOAZgdyysy88+ZGrbuogAjhjyhGS5jdXDUgWipC0w5J4vqxdf6rvdlsP4ve9hQWPXYf1VaFTnuhxeBHGALx2Jf93P4TRiuZGlDkhwtmhYZJC/ctzXY3ntSZPRCOGxaSIkZKm1HQBwBJcK2iObbGAQSRFIJwZjHgcTZ4X3DK3SbTt7/Z5JXzu7FO53aaWSnfmwmbRfqArCCF0CMEh5akCMk3nSNbEVF/XMIGYSwquWcoFzGKuLpbqjTLlBGrCFNyxfc8l5Sl3NPbvWqHZ1Z3NF84bql8yKzVxZlOuSnVtUzxW3YXRVqgaBpGB5/2WAJTc4e4mvWqCghcOb4IXto5iNLTtn1/u926PGpyG+C/hGV21YlUBwBur165OwMsFjABoFYyPhKWTmzX7knNGMuZFMeEGQrGg2mW8Vahrqpbp4SxftGgRvv3tb8MIGzwSD7PN3eulY+Uyhw+1Ucu0BhmUDhlE4ZBw9aSwKcc0ZJjB2vccxaQ5k6UCkQZ5yjCfqnwgj5MrzxjTlIRDDFMb5lBddDLr603Rj/95GUJVkrb07GMFYQNKEeBVjK976g2+5MrForm2mc1NtIaK+Txi4SD19rwhn/j1b+JXLp2eTjKRKhGzBrXgoACMaqeQ6D3WTZURU1ZUxaqkU8xU2/meIjcib+xsr68KaYXlkxPtHHhe4+zaHW2DnfDyY/7NWoBH+ecC2HmwO10PoLB/377XHas0E7PufPdCa8c2qYjZIKbi8Xhh8uTJV2Wz2c+uX7/+5h07dqxiHhkKOOduMBgsTJgw4bBpmo8D+A3+vaTcOMbx546/AjCvvqbhX8rPp+DdXAuAVyTUCqDSdmy2ZefGZl3T1crzLxuGZ5SDADSlVOitra8nQsGQuOi8SwAvHOy3WPk6x3aukHOfffW52hsuvaYzLIewZvve5PSGiiyUzZiyI4rpGQWjH56B0XM22Id/hSWfPhu7lk1EHzymsgw8Y0IY5Zn2w8xji8OK8IzSZiZFhTFwMvrsW4Pve+qbZ65VhIhkWgZQOUUUVkRkWEXGXbvIQ8EKV2SZbhXi3LEcYQS9izO7wdq27qDvvfiUmTkAClJSZWVYO7a3m7cf7jdmzG+WIGJQiiAEwLkCIKsbE6q/O8XBmKu5llP21vNCNzXHFVqjkc3c/5nLXth0JEUvvHWoeWRo6EyC5JCSO527KqJTFh1jJZ5orBTGpjcffZ9RM/lwGIXUJWzjYBSFKSbZvF8m4/vUlNpu1J5MZ/qtUHBxCKNEVnZ5XDi8xcswvCLk32dO/ENFyX/2+C8lAV+1YtUIyqvI1WtX7wOwKM3NQDzR1Lxg0YJwKpXC/Pnz8cSzPzEvum67fWTfieCicxapb33rW/TCCy/grrvuorOuX0ADpVxkekNC0yckIECcAMkURETarNopMJsx9equw+ziqxcrQ9jIc10xgAgeVYkEKTAGB6QCwpEuMVoyYwV/9OFf0ne/+yHYtpdmvvCiC9lDqx/EO4MbxIhrAwrIprLYv3k/W/Wdz9pVkUrt6/d8g37961/jtttuw8fuWKlefeuA+bN7P9ipK5kf4Lro7hlqfOxHa6pvvH7J4O4txwPvXzmvjysVYEo2E1F1jZMfeuWN/dOWz6nv5ZMT7QBqBtKlY5sO9w8BeAGjLQd+WK0rfNOPHdz8qAtgZmdX59RLL73sfzmOt99+O37w8HdnnThx4oqlS5cm4a2W34VQKDT385///HX33HPP9wzD+MyfaMjHMY7/KnwIAJszrXUTvCrnJnhGxyfR8BecFQCS697+XTJXyJpnn7EkFYvGOUZ5rcWu/TsC/YMntcsuvLpgGqZfiMrgTfq+MUv86sWfawPD/cHLVt7UN3dS8767CnsKyuoJS5HJuloiYOtVA6Hi4QPwFtnRDz6Ja6dW4PDXl6Mdo5KIgfL+a+AZxwI8L9oPOYfg/e6HUVaOApD/H491WbMaYm+EaysPIjt0FkkRJgBmMaMZVoHMQqaQi1W7RkBDIKAJLlyuOyVXGEELgDattUntXH+EhCsE17jPm21BuDp3nZgCqGFipexuGyBACS/4SJ4DIAXAuJwyu0EM9Y4wCGESlHI1s2BwLS2JF1vqzP4LAge3Ky06kJ85q2LvsYFof8vcrStvv669+53tgelnTTtialLkwXHkjfV16d7eyrp4ZML1gdcn1zl9oWHEuKM4G0ZMr6chpxoj1YOlkWT5WuXL48XL19CnYw5iNHU6FiM4DfF/TaFj1YpVw6vXrn613wg36HrwZlGueNy1axfWPPem+b5LL7F+9MAvUNVQqTpOdIxZ+SieECUzXJckeHeNYUq3UClsQEFziZghJVzbQW1lhOCWoCuBlBYs/zqVBGMKRI4pBY9IV2uM16vf/modPfjgg2CMYfny5di5cyfWvbYOt9z0MTz57CNs7aHXhMM4W/PzV2nFDRdJrnF/BX0K2/Z08NZlrVZvoopCUmguUQUvFI09e06Ev7qvPeS4gt/xkfOGTjqUatKEBkUxC2z4eF+G33R+yyEJOEWmzZk/rTa358RgPnzTj3f9R9dPKdWvcTaolDplaGtqqqHrfmpn9JJVVlbCPb7hDELVqRcrKioQCARgWRaGh4dRKBRw7733IhqNfvquu+56CsCb/78Hdxzj+C8EEbXAKz7t+NxffWkvPIpb32v2DU83vEmbALgvrXtuelWyKrvy/MsGUSa48Pf3ypsvGgBw2fKrfJ5nC54x8PWfdSGE/uvf/rK+ddaZA7Omzt0vgI5M7DzAM+C7KoZfmhIoHUMi/cYAAHx/KyrWd+CiPZ/Co4xQi9G+Yz+UzOAtxC143l8tPGPjG2yfF8L51X7EXzmGZVv+KnNf1Y6XE4VIBSTnRe66sq6QHulvnBGTXOdcOOSUHHt4sBAkJXMkhCUl7KKNUKyxKbT77aN8z64hfcqsOisaEFYon7J4qZAQXGOKa25jc1L2tA2wcs2OPDXZSUgo143EAnzP5uOMCbuo2VaOoIQViqpMsi739FeK3288sesQsBUrsLXn0W5aPn1p1UBNtd5Wc/G5p8Yu19Mptjz+xNkAyB4aSFZXuCbK9e4pxMJKQQbIHlBSi0c1NyEg8wALwEtD5DCajxflcUzg3drSJXj559MO/1fls1atWCUAdOatfHrs63fffTc2bt9oTJ3XIs9asVDuePudUyFbRkwEhUsEoL5+Nquvm61zSabKtNtWKcvMeAPlChbOmJdGOJTElEmLCCAadEqqv5BWM+tmckgi1xlhHf8fe+8dZ1V1ro8/79rl9OmFmaF3kC4jKkUUURQRsUaxK/YYE4PGGBO8sSUmkURjjJoYLDF2FAsiWEGkSO99gGF6PX2X9f7+WOfMGXAwufd37yXe7zyfz/mcmd3O2mvtvd71tufdvdSVdpwGFPUTt/3ttwCAJ554Av0GFXPIX0onjjkJGzduRFNNgnJcC3tbXbiOi+Hjh8ErHfIoru82VO2rFuPPG2816WZ+YTC/tUfZsKJhQ/2iZ7/p4tNPP6d58+bhTy8uzd9Vpec+ePctiYFd82wnUuerbnklcNyo4SE64aIJHtOX+NXcKTl33Xdf1z98/IdPbjnlljN0TU/7TJ6H8tsDAHIDnn3MGdPd4kWLrEEFYgPcZBDc5n9hCL3BWv1iEL1ntjGOvfjii3zWWWc9AcCze/fuKVOmTOm+a9cuPPHEE5g9e/aF6BTOnfju4CIA6N9r4EpdN66BKjubntvSAUO5UHz0LUkroa3b8nWxZSXFhBNObYRK5QEASClp2defm6OGjHbKh50IqAV4uhZADEo4Zy387F1PTX21+f2rf7wWwBoooaBBsYBFwe7qLtXPZQm2uTkB7b5P8IM7T8I7vXLbIom7pNoVANp8sjL1GzaUzzk/9Ulbz3hHA6I3v4dL37oE84uDOBOuo4daatNaeAyALKjaFa4t7aeBOVswGxCCHM2UljCTDRHdAMMbzA3JnMJs3r2xElll3WX4QIOvXO4yfIlmD2sGQMR9i3RnydJKU7MTthS6JGYBgkdIVxBgdC0N8eKKes1IxuO6Y2nEMq7ZVtLyh7LBsn05TLRY6DKxl+ewOcWKJ8X7D/329GQ47AcAK5E0bSeqBSgZb5IhfwWXFMZhkmRRGG2uNzzZ+SwQExEEHSjrRRJK+DZPqXQAACAASURBVLZXknzI5DtLAGu/S8Uu2uOY17acu2TumEtGX1Lafls0GsWDv3iQfnD7D+AL+A7zF2gsWWgaDRk43Xji8b/R009fi1gshnPPPdd3++2348bvXQsAWPjuy0jIJtx7z+9p1apVePjhh2nz5s2Y+dgViEajGDVqlP7kHx/X4X7utlZv4SXvv0QHqqMIRyLwahUMLiEAICL4fR4EpOUueeUzOmlKOXKkBUnfdGOUdSuA36fFju9/Ws7Kxevyr7v2CuzatQtEhMmTJ+P555/HvHl/o7PPPJ1mP/SnwM6dO/HY736XU1BQGCsYOXXItXf9ZvCKFSswffp0TD1zqjG0bOjYPz/154cfffRRjBkzBq+88koj2gnnklxfhZRydPp/10k69tZPq8F8WIoHR+q3cawxSey2RWpLKRnA7QDQp0+f8ZdccsnnDz74ICorK+G6btcjOIk70Yl/WxDoeAbjmotvDCNjHvYhY/rMgprEhwD47ONliwbEEzF9cL+h1bnZeRaUMBQA9I3b1gWqaw+JoQOGW5qmpTVbFxlTqiVZtr7+/stdu5f2aDl93JT1UCk8m1PflQBa++y7GwBOBJB/2RuY2T0b4ftPbePLboUKAtsD5SvtmtqWri2A1O/WQWnrBgC/5aJ+6ku45Kfj8OW47miB0q67QQmnEJQQbzKteFWXik3Rmu7H+YTr0zV2Sbfi0o44AZ8nbtq6V7Mcze46oNTev/2gfvIpraKsZU+o1ZVJv5eETC1IBpca7saQkEZjfVLze0mSABzbhaZ7BbPTo9SnNdZFhO/A7lyP3xsW0tF9kSYvAX7LF0pHXQMAWhMoHnpc9u5ItpWoazFLAeCVn/7mvEhjS2H6mGgkYaxaviWrb79yfwuCMZdFXELkA0DDwb0hf6+RJOF6oRYhDjIVsxpTfZAmI9GhtOUd+x6eepji913CMRPOc5fM9QA4D8DZyUxiOaZNm4YFCxbglVdeweWXz6Q8b+gw7VSC3AG9xxo/vnMOzZ8/H0SEMWPGYP369ZgxYwbC4TCEEMgK+ZBsacL+/fuxb98+3HbbbRBCoLy8HEuXLsWaNWtwxZVX45OF88TBda9zuGaH/GjZdjrjgltpwaJK8de//AcA4O6774ZwK2SkrlkL1zfToL4lcEigo5ipISP6SV8gq+DvT71uPvroowCUqTkeT+DDDz/EokWL8PLLL+PkwVnxtRuGBhYvXoy333kHMy+ewZae1+2tt96C4zj4xz/+gT8+8Yf8fkX9yu97+T5UVFTg5ptvBoD32v9eSa5/NynGHAKAv857yV9UVHTOke265tLrjs/56td/br+NlP/oRwD8jY2N533wwQcAgMLCQmiaVvefG81OdOLYgIhCAKYVF3TZdOpJkwE1YTtQwjSdt5sFJexaAJQt/OzdXAA45cRJdcjUUtYBiM9WLBEAcPLxE5qRKUtoI8P3HP9s+ZLott1bApdNv+p9IcR6ACvKpw2qOKxh0xiYQ1/P/Qr3fl2FU5Zeg3lQQhhQC4HGVBu3QgmSrlCR5Wnh3Aq1oBiabv/lb2LIxF7gH54EB0oQ56WOiaTampe6diDhz9aF65hZ9QdZsyW7UmgC0hdMtmquFTGiniyj+4AyuePrPUZxa0VICIi4ZcJlIgIEuY7dPV/Hmk0Nur38K1/uiAHQ7TgJ1xUJXwhSM91+ucoVULfjoDa4u99kIVo06bYK6caI5SAoS0UyZkMkbA6VjR22gzxRLSdgh9etqe/TVFVbZvo8ETuR9LNknZlp2fI93Xr2O2lZPlqiDZRTnEhNs1a4SeQEczgKkc6eCSNjbUiziBGUv37lvoenfqcqUHWEYyKc5y6ZSwAuhXrwAi67bTm9V199Nerr67F8+XLcfvsPsH7j+sNUVJdIkzJPnz9/PgDgT3/6E84+pY/UfUV00cxbaNmyZepAImjtBKjP58OSLxZxIlltLf90h+emm27Czp07YbleEgwmMJZ8uZ0uu7U7/uM/zgYAdO3aFTNmzEDU3o4X31qhTf3eRFcAwiGVimXT4QHSmqmTN5lrpAXzgw8+iKuumhbdvPlQ4Kmn/oy33noLd955J9Yte9uYNvVsfuyxx2jBggW4/tUXjJVb9vsdR6Ub1tXVIS+/wGdH7JOWL18OADjrrLOq0U5rBgBmbGHmtv55/PHHO+zvc86c5D2SkeGuu+7Cww8//NtYLMY7duygSERlH9x4440AML/DC3WiE/9+OBOAZ1DfIduEEGku6xCUQEtrU8nUt560k1027dhQRiCecsrUbVCadhSpQK8vVn6arwkNY0dP2IsMzXD7KlTxV997qS/AdP6US76ACjbqsKjCPzbh9J8sxvcvHozn+uVjIzL5xDaUEO4NlYHRlPrshcrtrYDyR49L3Yd11Xz0rI0i5+8XYEPq3ONSbU5/0nm+RQwYljeQa1hxryYgA349GfFkp4hEmHW4nGW16H2OK8Pedbvh4YRmmEzQhB6THjcAG7qTxIhg2AKAA9urMDjfEdL06q5uwhtrJil0pzjaYo/qaTrhbXuMXH8WEsE8sk1vDACIJUFZBfasOIgsv4EvyeOt8EWaBvbjuNvjpOCmKRvnXFmxvdr/y1nz7ghkZ7HT0twn4RjBemT3MdkJZyHSFIU3KBkeq6Xe0ODGLRgGMpYOI9VP6Wh2CVXUpC33/LuMY6U5D4R6ML0ACridGVYIgbm//x2ffNI42rt3Lx777WOHnejXvLRm9UZKH3vOOeN558p58Jl+vuGGG9qEsyQ6TLc9++yzsadpq117aEts8KCxbYuBWNyCQ4Tdu2vQo2s+g11auHAhNm/ejNmzZ2Ps2LFYuPADoXuC3KNHEQQYYIak9gVdFLIC+eLj+Z8BAHJzc3HpldOtFWtfk5de8BA++WQJ3nrrLVRWVmLj7mZzWJ+cZG5urqexsRGerELzsw9fAwAMGDAA27dvx44dO6mhobGvlBKDBg3C4CGDX8UR6npDJPFR+/+vv/56FBQU4Ejk52Yljty2efPm9J9tfXnzzTdj9uzZLwJY+I2LdKIT/544DwDOmXTeGgBnI+OfbW/iTAd1aV+u/lzE4zHP4P5DN5UUla1N7SsE0KOy+mBhReVe74A+g+tysnIroPy9JVBabD2AWGukVduwde3gAb0Hbyzr0nUXgKryaYPaswgCABZeTrm3f4BH++RhxfPn45PU5t1QqaRp5KTamH4/IwBehxLU/aG0w4M3LMDQzyvQe8X1WKgLVXAHahHiT92nJ/V3DMD2qD+LWvLLBrAQ0Xqj2WxsacjytdS7uuYl1+PRXE1nZqaBvUL0+Nd7tUPVw5yeJUEbgoQUpgRbti/cxLoJrUuOznur4r5QpJlc3WDh2gxAaq7tcXSPK4SgXTW2R3PsgG7FuziGWcckHF+kOQqlye+avw01cRu5U176eX51t8H9XcP0MQiJQHZLMm9kkycn3zj/gR+9371q84p1FTn9kywK4vCWWtDz/JRMVNc2mP6cgogJuy4JMxtqwSKQ4QTPhxLYy6F89d/J6OwjcayE86jUdx46yEHTjKrYj3/848CvfvUrPPDAA+jfv3/bPq8mKBwOAwD8fj9cdjgmNDaSUcrJyW47jjNfBAA5OTmI20knrJteTT/cn+qQjjUVNl1xw1Vcuf9jpkQdzjpzPH355Qx644038OSTf8KNd9zIdZFdxACDiAyWSlC3g9f0UV2dsgiXlZWixWp1a+ta7RNPGuCWluW11U6tb2iEDB5KXHDBBZ5nn30WH374IT788EMAStu+8MIL8fHHH8PvV/FbF198MWzXfkMXhw/X17vrD73//vtt93jrTbMSA8PLvwAAEEloRgNIS8ptf29q1x8AgF/+8pcYMWKE1DTN8fv9ib59+24vKyt7Boow5jsZQNGJ/7dARCaAc/xe/74JY07TkTHrpovkpCseaVDCy/542SLNcR2ja5duDQD6QQm6rQBqyrp0HfbS79+0w9GwBiX8GqAEXlslvDfef7mr7djGCcNPfCO1b2tHbbvuHfzWZRiLr8DT7Taneb2z2m3LRUbzrgVwAHOYMYcYwI4ffogrPtiFYcuuxQtFgbZ67CFkmLSADMd0AIC3vuvAGGu6qVtxLWhFPYZrGwE7wpZrm7DDcIXGkZxidC3xsM9vYveeRtGrW5YmXZa6DptdDa7p9Qh20a9Yl7uqkiQcSyLFq8hEEFJCd5LUr0jH7lpbZ7Cm2UmTJBuWz3cwq/HQbihNfrkgnNctG37DTgwqrdi4t6G4V17Cn10caK7tkVezYaLb3FR8YC/chdVjYwNpX1CDLGSQISG8Glyndc86kdP3+OQBdAkBIguZ8pYJZIqZHEz1Q2Lfw1OPrP71ncSxEs5ZSFWFweGFyAEA+ys3yutvuly+9NJL4uDBg+21PEStmCgtVfFjkUgEkbigOiPEofxC3rqsfQ0IUgUvUtB1HTZLzSWN+IhgrqJBF4jiHR/jtfkb6fu3zUI0/JqMJ1oQSsU01NTUoKiwAPXhXcwCQrAEQ8CxncOuE0nGUFJSou5h/wEEzGzPe4vW6WeeN86pqW5u09a7lnbhmsoFTeeee072s88+i5deegnbt29H3759MX36dASDQSxZsqTtumeffVbYZ/iWdtSRRJSumAUpOepWrtsJ9ZCGjzhUgrS2Bo8YMQLTpk17jpmv7+i6nejEdwCjANg9u/X5CsCpUAIqCCWU07nJQIqol5nd1RtXdAGAs089tw5KAANKiNQAEP16DUzXDpYA1kKZnQugTLSej5Z+cJzX46u+9pKbPgSwuXzaoPZ16wEARHSRRpjxykX4cUnosPmNoSoklUKZ09NtTEKZsndiDqcXxr6Zb6J88R6M/vxqvNQ9G8nUsQU4XLjXI2O+R9L0eY14NOQaZsCTiElBYHYle2Vc2MIUzJAQRF47JqUZou79uside5vE6af2djVpOyacqG4l/Lbh1TQr7p7YQ5f7ai1NuBbrrg0pBCRpcDSDNDtJA/Mlf7DF0YxkwjRs2wOingWHtu/2JiLB1H3O6JWLiXkqk7VMc+2yokM7mEF0QCtBdbNws4XL8erI4CDMgnXcr0shWgIF1KKbsGFBN2tbkt5AwehKhuHB4fEEgNKU17brj+9sANiROFbCOR2oAXTQmUkifUvFF/bjjz/umTFjxmH72HXQf9hx7PV5KRFP4N677qP77v+ZdmDvQfz613e3HScJSIgOb08yMkFUAFB5sAZPPPEEDh48CGbGz+/7gaiqDuP1118HAJx11lloajrAioaOUllKEpvX7Dzsws3xZp5w6ngCgNbWVjzzh7+J2bf+XJR1K+WbZ90GAOjfvz+6lxjRPbVE5cN6xfx+v3/bNrWomDJlCqxo7c5Jkyb1e/vttwEAPXr0wNABPRfjKH6UVFUZDQC27tiV11py+TUAa+0NEn6/X44ssJ/mWDsKPYVTOrpmJzrxXYDX45uUSMbz77755zaU0EpryOlCDe1X4e7qjStCDU31fr8vYI8ZNbYE6p2yAfQA8AmUBtsCpZVKKI3MgQrYqm5ubQrt2rfzFq/H+6PxF45a3VGbiKgXgJ+OKsHNFwxqY/xqD4aK6D4ENQeuBbAbc/iw9/vUeZiytwljX5yBewYUtAnkOFJ1pqEWFnaqvXrqWnrSF9JNJwnXtRIMkhpkAIDuSUZl0hNgR2rC1XQQg8h1nW6Du/HObfsECZJ+003CZSlYEjG7nnhU9MolevpzWwCUBLMuXIcEXLjSgWEnMDCf8XidLQRLV0/E3FBLraFJZxAypvaAK9EtZLZVKQwAKCVwPGJ74tsPhP0FRQUiAu/IMPy6BmlWocCt4iIXgMaObSZ9RaafjDQ/dtr/n/Y7B6Gi1rek+rSjgiffSfyPcmt/CzYgYzq1iOgwFdQlIcKxRiIz7syYcd5hJ5rsYn/rDnfOL+YAAObPn4/jh4/Geeedhy5d2tIVYZGOpNAOM88KkOLPbffK2o6L9xf8gx988EEAwFNPPYWevYbj+ONPQCQSQdeuXTH94nNR1VLJICKHCARGcziJxtojXBvMaDEb+d577wUAPProozjj9CkY0GcwffTRRzAMA3/4w+9xYM8yGwDiLXubzzknE1w9ceJE3rdl4crJkye3bbvkkktgNO//4Fv6su0eL7/8cjp10um+UydNNk+ddHrb5+prr/NqBb1zQHpbfdWUxl1DRN90UneiE//mWLVgq9/n9c8syi+uGdT3OAGlLecjVZgCGQGtAUhIKeN33H9TMQDE4lFDkEiXsE1CabFDUsdug0phAhRdZhrRWXdfDoA9iWT8tY7aREQeAK8CeGvlLLyKTNncjsBQwv8bgpmIZn5egRvvHY8XJ/dBA1Q9gm1QWnK6VGJac8yFWkwYAFwmQeQ48EVbpObaPq8uPTl+Qd54WMtprpIGuRAaBIiJiUSfod2l9PpY95AtPIZrG17bMTzSTERIdx05oFizWxKMmgikqvwDgCWZdkJIEhhVaDtFAZZoakj64+GIJp20O6E3lFvA4zKMvnltykVayPrqObtgTXP2AH+XnkGDZJ4NI+RCCwAyhFQqXLJya1DPLkovutLFQLypvt0JZfFwoILpEvg/VNjnWGnOW6A6sw8AvytdX3l5OZpbmpGTk41IHJIA+c6i1z33PzgHhw5VwbZtdOvWDRYR4tFmuvTai3jkyJH0+OOPIxqN4rrrrkMgEMCMGTNgmiakdBjMGDZsGBzHQdeuXQFIV4DJ6/Vg9GiVHhxNOBgwsohHjMzDq6++Sr///e+xatUqFBQU4NJLL8Wsm6/D6qplMsECrTWNnNOlADaYPnnnS7r66qtgtToYNWoUevXqBRuMnZUbeerVZ2HYsGH0+OOPY/369fB6vZgxYwZuvvlGTsqd0ZaaxqgmtNjBqi1NM2fOLN29ezeICOWjjqutWP9c64Rx3wuPHj06xMyYfu60pLX2lS/0HuUddmR2drYzevRoM8Ww1qGveMCAASRyuu731ies0aNHg5mRnZ0tAYwFcAGAP3d0Xic68e+K5WuWntzc0jjwrFOnrYUSUF5kiiuk4zssAMTM9iNP3h+0bYsAoExVmQpBCbg0tacHSoNuhRIATam/twBoLZ82qK7i3L0vAHifmdszULXHo1AC90HMYYk5tAHAaHTM7cwANnQgmB8GcKup4ZRZxyMbGd+ygUyRilqo1CvP5lrkrTwEec0IVABwNMfKhnTziNCiubaHHcmHGm0BQJiJKPKdfaI5r0xGsgrZ9JDs2TfP/fPyXcZWOR198yD94QbhJqOSICE1SvYv1nUAvq1Vtl7SVwWuC5bEJECkuWW5Gu9rdERFk0wMLWjzzad5ryUA2ZyAaUt4gbZgNlTK/MBeLu3WHD3kK+taIOtYKVIM0gVA6U6J711jhEZNdZApWZmucZ2E0sKboRZRHijh/A03w3cVx0o4J6GS9k8EEFpdsbrhoWcfcpnZjEYaNOcgOUzks10pttV95T7x/K+IAEpKh9cc2ECn9pgsfvPLuejRowceeOAB5JSF+JNPP0VdXYwAoKCgAFE7jh1VW9xrZ18ur6MrXdu1sbFiDRNYq5EHEk+8/JhwGhr1RYvni34j87DhwDoOFubyE399gHJDRThwoBqrN6/hzw8ugcuMWDQp5tzye9F7UA+edMmp3FTfgkZq4nOuPQvTr5sKW7rYdHA9JAhf71nOeysq+Y57bsGw4UMAgOsaKpz9hz6JWtK1cgkxgKK7mddtWrp4wGuv/+lgSGiNzYdW7vZKt7632P/br959oe+8+UtO/mTBq7uHDw3vPVpHnnjiiVdMmzbtuWAwWP+jH/3or0c5jAH8vW/fvp+tWrVqDAA4jrMLwCMArkCncO7EdwirFmz1vvfx/DMZTO3oN9PcymnSkDScPz7/WGj+otfSmjI0IdImbxfKHL4/dW45lO83fX4CSgNcRUReANMB3NBRm4joAgAXAhjJzOr8OVyNOfQVVP5y+7KFjQC2Yw7Xp87NSZ17F1SQ2tVxm9diDnkBnAAV4d0ndW401eZGAAdnf4STzx+EWqiFhPDGW2PRYL7PNkzTMX1RD5oCVtIO6HZSSiJdc23yhxtFJLvY1eCiz3ElNgnCrq3V1GXqcBkJ5skCUMxMRC1/pEnL9rJeliN4a43kU/sLSdIVAFgKAd22pGt4kt1yLG1rDSeGFiAOpS3HoawYAwGYmkB+tgcSmTrVchv3KtTg4lBVnXfwiXn2VuRIABpnFjI6AOmGG0jPKnSRqleETJBfejzTi6m0YrK/o/H5LuJYCeeuUC/U6wBOrg3XlteGa6Op9gSE7ik0pAsmyNZ4M6/f8yUlhS5cVbSCyAN+5ZVXqLa2FqWlpZg1axZFo1E8+5dnASgik8qmQ9xqxfD1nhU2CC4AZpAPQGxv3R6rpnpL4C+P/MO47aazXNO1hU0aIrEmbNq1lFujFp6a+5a4+r4r2WEGgeEkbfZ4Pdi6Zift2rSXBozqzw31DfjaWdX2PKXfeCldfPjmIuo5uDARX7fbBbFmsIRgmAJIOEJzktB2NRv+htfnv9l85tjQ0hw32RZhGN783nZsmL9m1Zsrdv/tkx3fu9dyvs089uYvfvGLywGcfueddz7SNjF0jH0AFgMqQA4qV/I+IurDzLv/C+PYiU4cCwQrDu7tGwyEwieOHBeBElatyJi107nJzrw3nvU8/8azgfYnV9ZUGrZtJQ3DTNM8BpGp/pbmswaUhuoFcGJBXpFV31jLUMVoDgMRTQQwG8BlzFxz2E4lgOsxhwKp30hiDkeJyIv76QIoYT8x1V6PIbDJug+vpc5NYA4tBXAZlMboQkUl+wGEvjyArN1N8F07EjugTPFR3XVKdNdujAdzCkHEpteUcYfY0XTHNbyaY5jkmh5odpLsnCLh9WhU0iPf3bWxEuPOGtpo2AnhSUZrgq31JUlPMAAGnT88ahYESDLAUjctKR1dd2wppOPCpfruIcbmOkgon28w1aceqBQ125XwZnlAqfExmzgYbuGgX0LYjpVExFMUS7DHZEBQm+0c5MZaDOELuchE4BOUcJap67up71YohS8GNcf9n8CxEs49U99JAJ+l/h4DNbAxKTQkhcYJoXNY95Dh2qREpAqz3lC1nv/y17/Q9dddj0OHDuH+++9vu/DkMybj1jtv4U/2fCQliKWgFIsMSTAnPSwjZclWZ+nSzdmjhvd0vCEfbCFIlxKSgWbNi9deXSwmXzpJCqGSpRiEpO1Cph4b23Kw6ast9PCsX9NlP/6ePG7M4JTNhaGxxPoVWzHi5MHwE4mQk2QvJISqhWWDYEWEEU/oRnZpMty9KMcfz3fiEYNltiVETELYpiqMbt02ZfDfn1q09ftENIiZO0zZSOE3yEwu34roS9cQlBlIlOT4Xq5qjt8HpT3P+VfO70Qn/g0gD9UcHH7iqHFrNU3zQ0UFZ0HNZ+nyh/jws/fMP8773Td8kK7r0I6926zj+g8zoIRaEJnJPY29SKVPATDe/9un+084d3ApMx8W5EVEfQG8CeAVZv70qC2ew1HgsACxhQBOTrUXACAI1jn98TGA0zCH6qAWCf2gcp6ROrYYKhMjcO8SDPnJWGxKVaYIpa7f7I80JiNZBTrAhV6TkHSYpOGRtukFQKy5DkvDdJlZeiONZp9+BTiw9aDHE2st1K2ES45VZyYitqubbHkDsfsvLAgLx8mVgAEiIaRjGVZckpRx3bFae+UisKcJAaiFTSMyOeatABCxYBX6oSOVi+2wViBBepyNiCvhHOCi/RpkNwnNIEjHhU4ARKJiA3l7H582aae14zTpSHobQeWP1wNYt+/hqd/I/vmu4limUqUhkQlwIGQqs2iBUAAABIEgwcxQXJXVrdVcnM/y49UfUbg6SnXV9dB1DcVlxWz5k7x032LHYWmD4AhwREIIEKSQbHSxo7oVT2pLv9ii33P3+XFiSaYjhSPIMKUrKvfWkLRsdOvfra2BBMCxnVStcgV/yIf+I/rywOF9oEFCsBLOkoEvP1wlrv/p5dKA1EGA37bjXrarHdIO2UIrKLLjOV52bYe06nBDq+aSsFwSls7SG9O0dR6WXwKo+2jYuIDheWeB67gziegNALcBmM3Mh+XxMfOXRGRDMa4dxiKWRkoo94EqOO8FgJ1PXCL73PrK+/WtieFERMzcoc+6E534d8Jpl47xR6LhXmeMP3sZlNm3fX5z+iXlFeu+POqCddvuLYHj+g/bBWW6zk2dH4WKzD6Ib6YiljHzlvYbiCgbwDtQuc53fONH5pAPyiQdgPIVH0qbsgF8H8AXUHMhAQAzxJ0nYWXq/5FQmmd7M61IbStbtAveqgg8VylfczodaxfUyd39kabGuD/LNUh2z/WRA5ZSSOmyEJTUfZIchwurdhqabcnjexjO6rWNWn7NHp+jGclguDGbwFm+cJM07UST7fHlk5RCcyxXsxNJw7FcAixSi5nw4AIYKytRgkwJx/xUX5oArLP7oTFowoUS3DGdXKMFAc9nDV1abW9uiw6OhRCtbkWgzIEmAGEByErsW+fLPf2GMDKWkLTf2QLgQkrpteS+wbub3ytptqr++Pms/zP+ZuDYCee0qQJQA0hQAiOEzKpIaLpGANgGEaUEcwpU01qDj7YskjpLJ1ZfaxUU5fC+Q7qeJF1nwAJBEuACZBLYZQjdy45PMPNLr39pnHfBWCepGYaHXXjZcXwuyySE+GzhSsy4cooMSJviIi12QbblUDKhFtK5hdm44IZz5IgJw1Vj0oKZCFvX7EDfob05pIEFMxwSgglMTE0B6TRCOj6XyNYdadXrfn97IjNJFB0Qb0q8UHScLyH0UwAER0wccWj1otV3Avhpql/eAPB+B306D8BVOIpwBjACGW7fNMT3xvX58vfvbXogP+g5DcCSDs7rRCf+rRCJhqfomt4w/oSJ2choT0DGLykA4K6bftYyashoY8myD73LVn9+mKDeTmjAuAAAIABJREFUs3+XCSU0NSjzdQLq3Tmae8do/w8RaQD+DqV1n8rMh7ue5tBAqOpY7YPBemAONQFYBWBTrhdvNCVwbardlO3FgbHd0Qo1L5ekzk1nU+RCCT3a2YjALe9j7JNTsUwQHKgUsIbUJwcAfLGWpngwd4hl+uMHmuq1pC8raZte6egeobmO7ku0aiSlq0kHJbkmlq6u1SP7q9GbGjV/uCnbF23SDSthatLx+BJhM9WvabNyMvUhAFqXIFo316Ev1PzCyFTIcgH4zujTVmUrBqA2G9E1B7hk5O66REFWUWljkGLNFmsmgatsGD6AdJbSz07SFYZHpu6LoWQEgdlj2JL9CadlxPamL4OW7Amg560TnokC2PjHz2f9t9cGIKJcZm76777ut+FYpVLVtvu7ECrBPx0Sn+ZMJZBqH1M7qq8MJACXiThUUuDENCOaIM1lQApAFwxTMHuJ2QdGAESaXzp08FCjSaYhug3uyVIIYQtdRDXTDGsebeHiDTS4TzHygx4SYASko9hoAcSjcTiWg54De/Cdj9/ujBg/lJXJWzUsXaVq2Qcr6JQp5dJglxlgB8KNCz0R1syCiGbka8wtDNQSAJ+0s3RDRzSW1DzshrslW7ce9ARLQk7y1BwnUbjq6Tembfps3feZ2Zu6fekNeLujY7wH4AwiMo7cEX3pmkJ8UzADAO6/eNSGbL+5l4Gf/fNh60Qn/i1wdlmXbus1oaXr+cah5g6Z+k4CaPV6fPY5k2bUn3byGQ0AUFRQHJl+xoUHBvQZ3HLSqPHpPMh0LedWqGCwo6HN5J1KmXoIylc8/Zt+ZuoNZY7uKEo796uDOA3Ar8MWLrx+JB7yaGglQI4uaaP5LGh3bgjKMjAIQOnBVnSb8iJO/sk4VJzRBwkoU3EplFkXUILa0R1rhTfWuiouKQxB0vb440JKO9RSI3QrBl+4Cb7WBjYSMdGvZ0gCwKF1u7T86j2c1VQdMKy4lyVLzkRY+5FhW0unqEkA3D8fwdoo0gI8XT8byPCa10EtfuoAbBPEW0eJbYv2VDbHIt6S6E7unlOJYjeGQBIQJgCvVb2TjKJesdS1CGqqbQRQGYjZLaGYHfHYstFny/bacgDACbdOeKZ98N1/Fzoay/9RHCvNeQ/UA0VQOYYaVOfHoB4ACUASEUspIYQGdr8R5yQJbBvShUc60MA+R2i6DeIk6UJxa5PBKXYguK4As/OPf3zhu/LmqUkArEFxersQ1NLYgjUbKugnPzqXm8BgEASYPSyR1AzetmYH9RvRl29+5EZJgmAzJAGClBWNJAgHtu/nku5FCPoMN13GBgBayePRJctsNy4DRB6TZS2zDDPI9enCPLRhR2X58NIDzZrHV2f4S0utiLzvl69OXvb1npPRLj1KCOLBfbuMB/DUkZ3BzBYRfQxgCoAFR+zuebSB0DWBM4aXvfXa8r0/KsjyDq5vTWw52rGd6MSxBhERQP3Hlp+yAsp0eghqcS+RivCFEhDp9Xxy5frlQQAYMXj0wXtv+48tQJt/FFAm0noAXyFTmKIj7M/8Pp6G4vS+jZnXHnbUHBJQGnOH+NNqdL/rI/wUQOD+iZj90/GoOmcAds16B7NvOQGpqj1tVsR8KOXFA8BTFwVPfgHDbz8BldePQiOOIFlJfTdBBdp2zWqu3sqNzjCNAG+sxeNqat0eCDcITyLGgNQdwydGGEJ4dMLufc1+My8GMINBSQ0cQiYAC1DzdDpiOhcq57qody7s2igMV6JRE0iTIqUFqgsloGXquwEAJolV+yK1g0XW6HO9cfjSc1yaYEXGdiwPBIdMikAJdT11TaHbMum1mYgRB1HGz5iBgFrILOtg3/8f/K8rssdEc75j0h3NANZDDV46kjIPagAspHIPA9kBGW2JqgdQ04DDaTc1k6VpsDQkCR9AXmKGBpCXHdLAGqv7S0dvej5Zst47/IQBlj/oJwY8DBJMyl38/PMfa5dfeRrbmg4JqPAtEGsskYwncWhPlbjp1zdL0nWGUG1hgCQEuam0ynXLNtGEc8dJCSGlijwUBktXMIjBgSTpx3lcp0e2k+zrd51cXcpogUfsWrhiT1cAOGQGC03pePKceNlxfYqrDV04QmSs+SxZmIS+e169tedRuvaPAH6QKgfZHqGODk7jsatP+sJraA3RhHPnPxm6TnTiWOM4gLtdf8kt65ChcqyB0hhroARGBCr/tRFAZMPWdQEAGDWkvA5qfmmCEurVUOQeK5AhHukIYWR8v3cBuDJ1zgsdHJuPowRnXj0f477/Pn5DgJxzCq7+6XhsB4DpA1BfOxt3zxiIOigBNTL1GQYl6Ls0xRE880WMmDkU1T84ETVIKx3ARgArU/f8NYDFmMObAHwE4NPmqqYdJF2XHPsQXDec1VSV8EVbHCFdQZKFkYxSKNEqBhQJ7DgQI2JpEtgjILMATtOLaqnvdMBdWksWALKyvTB8BuTB1jbTfwSZestAZo7XkcpDvtu+zS+T0W5aVuEyKJ99JTKVv2plMqYZBd3StKQJqPFt8iXdJDFHwEjqjmy2DJFmmmyPvFsnPBPsYPt/CSkO9/91cpNjZdbGHZPuOABFmVcBZTrJgxo8G6kVb0FZQdpUpSAEQ9MATYMAw2QJSZAOCWJASiKVyU4kTHYPk1CRlgg2btynn3jKMEqtuBwAkhjOV8u3cq/eJVxcnAubNDAEG9JlgCFJ4PM3PxfjzxsvhRDp1UGaLYd1lvBLB2YsjHB1AxVkeUBgAUB6XMc1WQpTulqAHd0vHTOuGTmCZTAg7ZJiO1o0tFtO5ftrD5wPAAmh+0OunSuY5V0XjIwv/M333i0fWHIwfQ8MUKQ1WkzMx3XUp8y8DcpndvkRu74tvQo5AdM95biSVy1HHkdEud92bCc6cYwxVQjxUTAQbIASzGGoOSIOJZhbod5tDYBW21DjqW2oCQDA2NETjjRbt0CxFW6G0rTqj9jPUAL8SwDo27P/NQAeFkLsAHAxM3ekaRtQwrkblGm7d9RC/vFP45p563FXt2ysWTULd/5iYhuF55GYCOWCyofKqjBWHUL2hOcw4KLBaPnZBNQhIyTjqftUi5M5fKgdqQkDaNjX4O7P86HetBN6Vku1T7iuKaRDwrFczXWkbiVhJsIY34uk67RNtenAq7TpOm2ulu32a+3a4Z7UFU1VEWip41pw+JyTntfrAKCSC2MLeVyeTEZDRkG3MJSbsz51XcNprc+Ba6cJR8Kpbz8AmXJVRjXJ9V7LbQLR0czNvqNsbwMRDSeif4XjoRf+X9Gc07hj0h1RZMxKLVAvW7rCihbKCXEoN9Q+grhtIASYHBA5pGmOEFpSaBopc7SeNgTrGfIdXvTSYjHlyjNlVPcwAGIIF8wy3BrF5o176eypo6UkyLjQJQHwssum61BzYxgtjS0YdMIgIGVuT33cPCfh5jsJ9klbblm9A8OO7wdTShFyLZFrJ2RA2mxIR3rZ0RgkDXbdJAmRJE0HwwlJK3nv+SNCtiN9c9/d2JfA0nSdgF86IWJoPbvkJP7+8/O+/N1tp3+SG1J1UnccaCwLutbA6EvXHM0l8TMAP0kVoU+j+p+Nxc8vHLlAMg8GMOufHduJThxDnC2lfBfKNZaOrk6nKPmhtLT0vNa46PP3XAByYJ/BB4oLuuyHyoPdB6Vtvps6/1D5tEGx8mmDlgP4FMqqtw7Ax1DaaL+X33n+xr0H9jyp60Zkzg8f+e3Kd7YMW7Vga0cL2a5QGm8XADnv7sCgU+fhzrVVOG9yb7y48/t4ZIAi64hBaePty012h8q4KAQQkAzf4ysQnPIiutxxIsL3jIeAcgNKZDi1e0NRj4pbJzyj/3Tyr/u9MfPiKz87OPGe1dWjZxcHvN/zsCOCzTWVhm01AYgSyCVmIaQDzbVZdy0u8br8wc42ZrX0PCvaSb72JRqNdn3tBWC3JGHURGFARbrXQ2m66ViA5tS9JgAcvNh6ZJ8D3asFcpvaGfm6QiloOfHdq7r4+p7gQFn8clLnhaEWXrWC0WK4MuJPuE2m7X6jHG4KwVsnPFM6eeD1JUS0koiGtd+Zck/8CsAlRHTNUa6RBuM/4QImIj8dfdHwL+NY+ZwBAHOXzO0O5Q9Nc9imfQtpM0r7qjKZm2X1r5vuAAZcEhqzSrqCirCGpv7GrvW7qaxPKecV51Fc00gCMuRY0KQUz/9lkXbJJeNdjyCKkkaSiDSWLoOR1Ax698UP6KRzx8rUT6Xb5AZc2w25FgC2mIg3frXVd9V1Z3JA2vC5NodkkuNksAbWGcQ6OxAMrysEwrrHq9uJfQGGFIJKzhje9eN5n+2cOv2CcX8nQpTk4Wbo6eP610wu7/Xu9HteO23Poeb8Jav29pk2unuHCytmrkutBu8F8JPU5gqol/io4z28Z/5GAM8C+D4RPcbM/2fyBTvxfwMpq85JAC6G0qbSjFOAygVuHwiUALDh06+WjHFdR/N6fOlo5v04nPM6ikzJRpRPGxRGuzSqVQu2Hu+6buk7i14/O+APVJ4/5ZK/TDnlnCqoOeukVQu2LiufNkgV75lDvaDykOOWC/8NC3DSixswURewn5yKF24aje3I+GL3Yw4nUwxiY6CE3ClIRWe3JGDNWoCiDTUwP70KjUOL4ULNiyFkrAX+VDsSMdvbI6i3Zo0v++z4gB71ExiacHrtaNALe+X4ZKChAdJnNCa9wVbNsboClANi0pMJV3csrV8ei6YEUB8DCvxqriUoEyAyAvvIYiJpRcVbHICoUZpzmva0AcqKp0MtJGqhqFBri6gpZ09VOMCO1Z74pRRK2FOiYoMv/+wfNCGTHlcApXV7koaozm214oGE0+iz3Lra5l3B9QcXl7ckavswS00Xpq80u19l15xBud3zhjRtqf7iIgAjCbSAiAYwc1qY/wLAuNRv/oKIljHzDnSMIP7FGtFEFARg/XekpR4TzXnukrk0d8nckQCmIUOjB6hVlh8ZSjagQ75oVgmNKYmpKY2ZQCAJoYqapbzGiVgC65duoBPOKG/j3bUhKKbpePeTTegzpJfMKS1kS2jQWMInHejSJYeE2LW7RkIQl/UpS/t30h/ySyf18JJE0nKdREIW+zXbJx3pYek89/KXWrypBQxyDXYRchLQIQUxu2FhNNeZgZz9ZqinA5gPzyzfvrc2PPKZl5cuI+YwABCxR0Dma+x2NdjpnW1S1yW/ueTrvqXZVbNfWHHO3trwt1VfeRLARCK6CAACM59LQGkKRxO4OwMznzsI4A9QL8n53z6CnejEMcEEAMuYuaZ82qBGKHPzWijT9DaoyX8PVKrS0wAW79q7vSsADBkwfD9UTnF7U3QUwFfl0wZ1WPFt1YKt+QBKb//FrBkHqvaffN/3H3jw1it/uKndIRqAwQCAOURIBYLN34b4oCdw1bz1mNQ/HxVfXoenbhqNCigBnAugAnPUe4453AKVwtgCpSXaS/cDI/+M7gzYq2Zh79BiJKAEWNpkHoASGGkzsnYg3OPU07ovLg/oUT8A6JodJEDf0+T6euea8cZEbtZHm+LZD7xRl+1JRGq8iXDcF22xPU7SIbDsn6/m2R0NaK+FpOfetJm7vYBO/x8H4Mn1wmqItZXabA879ekCtXAZdY/+15E9D7w7xJtfWkeQRHALoapnCXYdYulAmF4VSMYc8yUcK785mVVaF6OutbH9ORErHq+vMD/9+OenL9zyp58QSPbOH/X5yb0u/KJP4fHVNeF9uR9t/8u9f1tx18+rWnZeDLVAKDY135Pt2lWOjC+8B4BXiOhopnANgJZKnzsqUtbKBDNb33bcv4pjZdbuD2XGSAcW7EKG8i098EDGjNKeXAAgoQ5SEV8kAaL0bkIq0lph8T+WiNO/d5pDpIqkgZlNdvXmg7Vy+8Z92qlnjJQedmGyyyZLyrYTTpZruWHS+d0XF2tTrjijva9FCXhmKQCNCSAwdmyuME4Y2cv2SieusUwQ2K5rDMMrXQq5Scp2kjAYQmMJv7Qp34n7XCAa1YxkpRnyFOf6lzsu//EPb349J5iIrtBY+oWU+QbLPJNljsHsN5izguwUPHPjuF2HGmOlZ/7yg6uP1rkprfcrqAduHAAEZj7XAGWm2wq1qm2C0qg/C8x8blvqvH0A3gLww1QQRCc68e+E6QA+BIBVC7YKqPkiAjX5O1DVm95KfapXrlueE0vESgFg+KCRHwJtHNSVAFYD+KR82qDYkT/SDt2vu+uyy1Zt+OrKay+56cGJJ51+pE8aAApWLdjqB5DrSHjP+wfOvPBVPLy/BUU3Ho+3N92Cl0aVtGni6YpKwBwaijlUnBLqDMDrSDTc9RFyzngBg+4Yg7rXLkJ9yNNmOk4HR6UFpgkg1JxA/T1L9JK4483pHtrXZrrVyQkAwL5m19s3T49brkcu209Zr21BT126MU26SZGq4CUA6p8HlwDsrAdrmexV4HByl/aaswNlkm8F0JTvh1MXg4HDhXN6/vZC1bFmADietrU4dXt6nNDTJwZg36hctJ4QQLzIRNKT2L8h5O0xzAFAxNxc0JzknLDlMW3pNxy2zHiC1q54svfXy+fOKMvuv+WqMY/+9MzBN35S3uOcXd3zhpgju565eMbw2U9devz9PwFLg8EeAGCwx3YTlxLRaUWhniMFaWOOGMcRujA/Q8fwQC36hnS0k4hMIioGEDtKHMJ/Cf/rZu25S+YKZFJ70jdiQ/l4RiFDDJAODGvfxjbztgRBh0w/QUSAZMUHAocEMTOv/XonlfQqkdn52bYqwyykcB1h2kn37Rc+Clx3w5kJk6VwiFxiEhpLgIBW3aut+2wdDRreiwtDXpGUrpRCS+dgSwDkQFFqCWZs3rJfO2V076RPOuxhafulbcF2jIBg2yddQzALQLKEkH7XoqC0c/zSobgwwg4Jo8bwlxqaWGy78r7LH36/4t17p9TZJHJdkA6QK8CuwTKpg+3yPoXWBSf2XPPu1/unE9EhZn7xKF39EICZAP5GRMOZORqY+ZwFtRDa9S1D9AIRHu5eFHpcfnrHK1Cr9bR/7KCYOPdbg8s60Yn/CaS0lnMAnLJqwVYNyhScn9rdArXgDELNLTaA1g8+fWcwAHhMT/248okHUseuLp826GhVpdr/Xq/C/KJH6hpqz+jTo9+711580/ZvOdz/809QOG897k04COT5sHfuFMy9bCiqkOHtDkKZZ0NQmhpSbfUAiG2pw5ir5uOUAy3In/89VJzRBzFkzNjp4CxAzZmtAJxP9sG64k1MG1AgDlw0xN1uCDtIJAWzkADgSCZTE4kBBb5mIaShCU0X5BhQAU4hZMpqst8AndoLsiEOkfqNNn7y1MfA4YuD9OIoC0CgWxaSuxsRgbJkJKAEtwPlekhTbjoApEYyxE0HS/uOG1d9EE6uC80nQTpBCmvPKp9vyGkJAMgJ28JjSwYQJeZkcs/anSu/+uPFBYGuyy8aee/dHt2fpu7UoVwa65FSoGrCe3LidmRg+0FisBeg+V49MM+jBw4RaH/KgM/Mrp50Yv0DZs4bMbvlvjQbXMqVYjOz2yWrjz2weOzZkwZcvQtqUVj95Bc3jEj1wRf/pK7BfxrHwuecj0xYegNU8AOgOlWHGsQ0axiQKaqdfjh1AJBCwJYMAkjRZhLALFmQBmaSJNy66kYaO+1kB0QSQiQASJ2l7715H3ovPLc8URz0sMMskkIzNUjoUgqNWdq1dWLzsk3ihtkXSUPaMihtNykMtOqmDSIBKckSQrelRh5pufv31cpBM0bHTUjX41hhHRx0XZeh6wmADYKKTPO7NoekTQIsPOyGIIGYMJIa8+SmeVeuLb97/sKVO2t/sKeq5a1+JdlhZKJOAbUoiAEIzz532IE3V+y7FMAzQ3vkVXz10PQVKcHbBmauJaKboHIeH4GiC/ynuOaswZvmLdzap7I+2mPT3vqPh/QqiKXGIwdAd/npHV+JiXM7/dGd+N/GGCghvA2qYEs+lKk3APVuRKAEoICKkl63ecfGUbqmR3p16/u5pmmAss4dScvZhlQQz0SodKkz6hpqhRAi+fLjbz/9bQ07b9bkCVU1eBJAwcSeeOHdyzDfb7RpkOkiGr1T3wIq8MsL5UKy/roWZT/8EDMG5qNl/U2oKg6iPSNXGm1ztSuBuz5CaN569HzkdKyeOiBvS21U5DmsOxpJ02GRcFlLfL63uY8tWSsKemMaWgs9GhtqymwjE2kfy8OOBDbVZuJqUtttHK61t8tYAVLbpaHBcyiSSu2awxswh/wALkVmIYLUNesAFGjEsm+OFQ3wvsIw+ygMvxuDj6y6CiouKglbkqO+pGMSo5WYLWIk8oy8itP6XfVoz/xh7S0YzX/8fNahWyc8MxyZlFHa17BhDBERmBzO8HAD4NCB5i23Tex7xUODS8bvhlo4pH34aE3UeV5b+9B0IpoENd8mLhxx7yu3Tnim/IIRP+ny6Y4XRv956a3PGZrZqAmj3meElsXt8OdQz15LB4/HN0BERcxc+8+OOxbCub3dPgz18GZDJY77oYI1fMgUTdeOOEc9IERwhQYhpVJniYVIpUg5JITUdIw7b0L7B4wAuEte+UQbMaRHckC/UimZdZs0Q1MBZtIRmpsTj9HTT38oLr/hbGnqmgulkcPDjsxxJJqF6QjAcEmwztIBIIWUwqeR5pNObY6TiJgsTXIcYaqiG7ZXOrpH2myohQQBIMEMIkgvO36APABK37pr8uYT73l74l0vrDzz9bsmVzugqEOaKwmWxpwwWcZ1sD24W27rndOGvvnrtzdctqe69fXVu+vuGP3SNTsBbA/MfK5t8mHmN4jo7wBuI6K3mPnjbxsY+ekd4tm7Jvdevb3mo417Gqbe8fhnZy3+3QVvtDskByqadM2/Otid6MR/E6YDeHvlO1s0KOHbDxm/aw7UHJILteBvkdItrqqtHOm4TrBrSbd0jvLe8mmDOgzUIaKzAPweSptNB6SipKhsxdEaVN9YZ9zys2tmHqqpPB/AjnvG4Z6HJn0jHSsA5d8shtLuaqAEVH5LAsF7P0b/p7/G0P+Pve8Os6o613+/tcup0xsDQxl6E6VKUUABERAUu1iJYhQ1otfEax9zYxJLlETRRK8x9i5WwAIiqAgIIh3pMzAwvZ66917f74+195yZERJz7zXmeX68z7OfOXPOLmu39fX3+8WJ2Hb/RHynCfSFa43Co6tMCRdrTx3sWW+ir6khsWYOPu6eBSdqNeQlHTOXmZy8QGWnpmRaVcQKNS3eWd9lUo9wuV+LhxjCATjuVkt5zSTcpkBgAKJzOrisQbUSQKovc4t13eqvR/Kiw6XzDJmwYzYMAHkup/hYpJQoj7ykEUD2xgrkJ6Se24sO2F2oksIy0hiHz4xEYvLdgPSnU8yJJAydAZ2Ya4iR9Ced3bl67uG0nMz2Xo98qJI0zwubBqDHKb0vqzyl92X3AwCzhCNtI+nEfHE7kvHF7tfHrSl996bdNevrR3abuTYv3OVb974cSPfnJa4c9ciiBSvmfEtENPfkJwHgVCiFCuN7X7qpvHHnhvrY4dPc450E4FYAy4no1B+YCFaAtiyZR8RPEXNur7l+h1TWYRLqgfTcx0DqAWopYYLnWiGC1DQkhcaW0DghNCQ1g6Sme6w0ntYXAOD/avFX6Vm5GdaQId2dJAmjQfeZUU1HTNM5ITQEpIUnX/1Sm3bqcTI3P5PZS/t2x2JIR/jZtkx2YkEn2ZxjxRLxyhqjMMPvdE40xnOsmA7AITAK0nyxxKFKO9uJNwekEzUYlgBDgkiCyCGCYBlgRtIn7TCAgUU5oSG/vnDono83Hsx+dvl3BQDlC3BYMIcs0oJNwgxHIRwABXefN2Tf6D75i6JJJ//CR5b9KpqwOwEYE3lxtpf57sEj2H+QiDrj76MQgP/uy0cuJEB+ufnQmYdqIu3pQDvK5fOOVPh/DMfwo8Al1TkeqslERygFMQylvHcFkA2WGjlxh5xYEaSd982WdackkolcAJgx6ZwNAEqHT+/399qijoES+AZS82K0S8eua460cnVtlXH+dWf8Yd+BPWdD9UMf8tsJWIi29b0F7lgLoTyEDGW1Fn91AD0G/RmnPbsB/d66ABsfOg0VmoCOVD5IEqk4b6w2hqYbFkG76A1knTcA0eVX4ED3LGQCyA0aMc2SRmXUDjZoZItMX31BullZuPZgc8eLBwUaAMDQEmaWXxqDVNZ3ACnDzDN+ZFE6ZJkSfR6zl4GUG7u10PGsa2+OFuk+6HELJtT8fQKAoVBufBOphhi5APqv2I+RE3tqlE+1WT2pLGuCWOPrLUrRvHej/+RuujVVfG70E7s0AmzBiBi2POBPOgfTYvaRwhHevSqHkiO90ZYHPUgkuuuaOTpoZozODnYcNv24G+svGXbf+oK04ui7Gx85/au9b52ftOMe5Sqgni3MPflJPxTj4jioUEAxgEGju5+3gaB5HhEI0qsAzP0hgpmIukN1PPuH+JdbzvMmzIvMXzq/Cil3NkFpVLVQmq+XoOE11fa0rtbulraWNBEDpLIH2e39SDBAwusyic2rNutWwsLQ6aPqm+1YGgC2VfKdI0HMkGLtuj26DcKw4b2ceiWYiQABIouYHQKLoKrUN8OOJZNC4737KuPH9y6ABggwZ0siJCGi/bvkGF9sOWh275QFh8i2SCMBFuTGxS1o0hZC97Od5WenEm7R/CWn9K5Zvu1w401/XZWTmx6wJwzpWuuQFrdBjTaJiEZaT5u5SQcXvvufkzcNv/Xt3nsrm06YNX/ZL5+9YfxnGUHzhMiLs1cA2Bu6+JlDzFxLRCUAPgKwkIhOZuajdW/JA4Czx/as7FmU+dnOA/WnXPXAx5M/uP+s1j1sCUobPvhP3/xjOIb/GYZBCc81UKVU3rzVEYCmJ6vDulMbImlrAISQkZzVqxbmAIDf5989cvCYD4ZP73ekZK7WuAtqDrq/1f79h6sOPQf1vLcpb8yxa0oxAAAgAElEQVTNzkumhdIXNkealjPzuy0/lNCXUIlDnaGsLS8klwSQlIzwQ1+i592fonf3LNQvnoPV/fNSVKNQAq8WSsAYlgPrsTXw/XoF0ocUIv7UDBweVICkO8aOUBP9nsLQIXtbbX+fLXUzbESylu6uLS5M0+uL0vUqhhPKMBuzGhLQv6tpUT48mk0v61rrkgEub4KQDEsQgkjFnb3xSbQtcU26v4mQgWRTEn6oRN/BUPN3E9qWt2UCyPu8FDmzTjQaQ4iZBhzShePrK/fGXipvShs3vE88Dc16d+Og8Gk6l1udooGEsz+3Ibmz3f3yzqMBwLir/jhsYV1tfYCZWwxOQzNkRlpevKmc65Y8901VXWXEi7MLXTPNEV1nHB7UccKhTeXLOryx4b7ZffJHLR/c+fQqQaJy9Yc7M+Y9deq20rLSbNM0YR1O//jNx776BoA4beLkDpffdkr8unlXh6urq53inONfmdzv5+K6sU+dDKWcJKHqvcsBxBesmONyY5EAEGTmZvwA/FR1zlugXjYDbm0bUg+mR7uXi1QMyXPDAG2FdSoGooSyEIDqwsxgwTYckHSE5qRnp8uBowbaCZb+qNCFTzre/ogBqiqrEmvW76Y5V05iW2hCl45kAtlCI/fpFMQQfrYDthCUFDrFmeWuQw1iaI/cSDNptiAYAshNCK355OOLtN++sjZ8yaSBVXFN8xtSCijNim0hbAmSGrOjMfuIOc09R1ikidkT+tW8t2Z/+ty/rMz75L+ymzsVZMR0luk6y3QDMsMm0nVmw29ogSV3nF46+/HPMpduLh999oMfF35455SXdE10AZATeXH27tDFz2xl5mVEdBNUqdTTRHTxUbS8lhjXvPMGv3Hbk190//jr0svf/WLPVzPGdK8+0nrHcAz/ApwN4IM17261oVy+DGUlmUbiYKZuNwRbrStBBjZs+yYdAHRBS36AYIb7PjxMRB0A3Ag1NzXtLdvtlU7lQ5UDaVBCp6y84sD739tRCdcD+BwlNA4pCy4fQG5NFJmXLkSvxbuQf91wVP3hNOz1pWZgCUWI4oeaE/W3twO3foIcZvCTZ2DbeQPQDKUkNEIp8xKq4iISMqI1fbK2H9zX2L2wJp5d9OqWw0PP6hveZWrJ8kyzfp+hOac3JJDm09oYOt74CAB1ywD3zgHXxxDMDrZxp7cuqWr92XN5J30anPwQklAu4HL3GnnlYcIdbxAAba2C78TCpFUPK2iTkQSAMEW0fWVV5mWn9WuOImkKzbaL/OVcGe2QDCSdqkDC8Yy2bPc+eLkGsb1bKkbeeeedWYsWHalZH/wjR47MfOShP3ZZ8Wz54f3bqzxlhAEE/UYoMbzrdGtg4fidn+16sdcr60ru6ddhzB/7LOl4vNG7tHDu3Lno1KkIH7+1qsD067kX33rSqTsrv+6zZft2nDp+QnLFR+u2TO738yiUZ6cJSinpCGVxCwDbrxv71AYoD3FXqGqZH4Sfilu7CcDnUA9j68QJASWcI1AWdD3adpvx3C1ear9bCydtIbn9yTAAWwNLQ9ro0qeLehhJ+GJC56gwhE1CSiLs3X2I3n5jpXbp5RNBmuYFtWFAOgF24kFpxQOOJf1sa/G6RmqMJdkm4qQQ2F/VpBcU5QXjupEGIjiKl9vxFxYcOlgXE0mh6X7HjhrswATrOlgPSMcMSUsPyqQuWEYdoiw309wHIDyyb6F970XDGuojSXHln5Z1lkk7x8dOoY+djmA2GBRyr1GwU05InzakSy0zaPXOqu6XP/bZWVAvAQD0iLw4O9/9/BiAp6GSNH51lFvTUmh/zYxBZbnpgVJHsm/eY8uvOtp6x3AMPybcJK1zALyFVFOcWgBBYTf5dLshDaSsTG+bxljC2LSnrGtmKFB3+dg++/6JYxVBWT3DoGKQy5mZh0/vx8On96sYPr3ft8On91s/fHq/ncOn9zsaM5WHIFLu6Yw3tiLn3NfR96sDyHrjfOx+bCoafTpy4LaBhHqfJYDyNQcRPfc1ZM5+BwVXnICyLXOx47wBqIMK01VDvX8ElRW9H2ri35NmNieOy924b9H2dTUbK6K5NwyvW9ApXP5RyIzWAEjGbRgBo8Wg8dSCFkU7PwzacBhUGW2TgOsJaE9Ie+s77hIBAIdh7qtHNpTr9wQoL6gNZUE6cF3FCRvymmFozBQxSNISEuSYSOo7DifSuuaHEBZxkUd1yR500MoPVJR218vqYj4tvzLT1wUqPNADqfrkfQBCpTuqB3m2RigUwqBBgzBgwAAUFBQAAL766iucNmWidurPuhWaAd2EUpY6QoUdOgLID5hpxaf3vyZzcr+rm3ZXrbth6ZqFc73rIqUD23L8Y87oO+i5dx7tM2vWLJSWlqJXx8GlU/rP3QEVujgOihluGlRVwaimeM1Jm8qX3wDgkv21m+ZlBzsW/TMZ3T8ZQ9i8CfOaAaydv3T+Nqib6IPSrkyomxCGehibkeo2I6Bi0xZSvK8JXcogg+GKZ6meILa8J4kAjRwHrGkWAE4KnQFbCmZ99+a94qtP1tFFvzjHEpQUkA5sEBNYEEOApQOCwwS/YNivLfzKN/XCU2NuMbYeaY5p4fQgJ+04BdkmHWwTy2CFMMrTs8KRzQcbzMGF4aTJTpRAnlaR1AChQxoSCDugJgnkCMARgJ/A2tWT+0XX7Kz0v716n+/WZ7/oMP+qk2oliYhgGZYg1WzcrRW/cdrAaHld9MCCJVuL3lm7f+DsBZ9Nfea6cc+6l7oYQCUzMxFdB5V4dwsRbWTmxe1uSxkUqUI+gOBzd0xeNP7G10fsP9w0et5jnw2Zf/249QCqxfj5P8gtcwzH8H8Az0W8GCkSnVIAvXSnoSOTpiZq139GkPHFn39mOcx6LGkFbplQ1IAS0lDygybFWwC8wMybiKgP2obPfjhKyICyGPVIEp1/9i56vLYFgwbkIbru59hfnAkHXr1zam6rlgzrVx+j+LE1mDwwH9FvrsbablmwoN71qLtuDZRQjkIpKTvhNpPw8Od1fPHEYrzaJVPG3WtVACCSdGD4UzO+Z0G2IN8VeVURUN/cFoPIW89q9dm7ltL9niW3eDe9OHkvd2x1UK73MAC/T4cxdzj2A1KmyWggBjPLhGUs3WsEBhen2wxiCZE0YSU6GFVaQ/6+AzsOd2sSDhfZBOisyuSgWN2aAAySklvu07hx4/DH3z1dWbaj2g6m+wKN2J955swZ1NTUhAcf+Z04Z8qN6Z+9tUUCEH2GdsSJU3v44YsLQwR459pqa/WHhn5u6PZKK1DtlekBAMJZgYJR0/p0eOXWFB36nGt/lreh/97RH734bVPfYZ2Kx8zomw8jnmbJBPm1sPP5yi/le/c95Isk6jKF0JovHFqC68Y+tXTBijk/SED/pNzaQIuQ3gZ1ocuh4p6FUJpXOlJx5wqom+KVGKiMQmYpoAqJAY9Mm1SsGDAkyGdD6G4zCoaKIYskaXLTuu9o3cpN4uLrZ7JhaKJRmNKGAINIMKQApMYOiDkDAA5UNrARDnJWyOSgYzmmdGCyJIOlaBa6nhTCsElIi7QEE8mTR/apeuzNtUGNOJ0AInBSB5MJ9mlgwYAUIL8BzgWQRUBIA6cLyEyNROBPc8Y09OiQbn27t8a85s8rg3FQJZOICpZ+KNeOl9Wu/+7i4fVnjehaBQCvr9p79jVPfj7KvcQtMR+3Ifw5UIxKbxDR6Ha3I8+95t0AFIwaUBi8ZFK/lQDwzKItPz9Q1ey42x7DMfyrUAzgZWZuGj69XxJo6dwUJ5lov64Dhr3s6zUdAKB/54KduSiL4Ic1QcgH0JWZvwYAZm5k5rp/aqQlpKGEjgMwCUDRl2UYNeRJ3PzaFpzws8E4tPZqVBRnwoASzLq7RAHYFc3IHvU0pj7yFc44pz9WfHkl/tQtC/VINYzYBcV8thsq36M1f3ULfvUxBjUm0OFvZ+EjKCG+Gcp6TUiG1Su7pSzqewIiz/W3VUbbxJkTrT7H3f89t3ACyjMQBeCwIm60oNzZAaj5xItbex2nDkPN9dvyqbYmH7VksqVv3ldnnNpdWGFEYzqcRgHZmIZYXZbekFHW0b+vIWSUN4SNQ1B11DsANC777tlpn+18YUx7EsnNX5Y2vPHoqorn7lvetGuZ03zzzTcDAN566y30HJKrA9DOvXGkHi3YZEy76CR95LjB4sRTBmoLVz/qv/jeIQXZBeEueeGuodb77No3L/+GX16V9/bbbwMAnn/+eQw6sWdGVi+7aMz0vp3SBlX2m3rh6JyhJw0wR44dYgwd28+/5PM3gm8sfFXbXr2iW1O8JoeZTwRw0XVjn2qfZHtE/OTC2UUEKXdFvvvXSwjzUvDz3O9au7ltYmm4bDaukGYIRb4t4LKHwYuxSEmQEpCOtm31VnPnpr2Yee2ZltQ1TpLgiO7Tao0AMamGkKa0oybLhGBGEoJee38dzZg6NJ7lJBCQjpbmJKlrfjr72AERUSPpdpx0GdV0YiIxfVT3hsqqRnPtnlrYJJoZsB0gIQGLQQ6DLICJ1ThNCfgE2CGQYIBDfhNPXHNyzdayusAbn+8quOeFNZ0cwNSVEtImY1oQ4a9zx5YN65FblRk0a978au9V9762/nuMNsx8GMBsKA18EREdDwBy+bxcqAxLT1mqB4BHbxy/uiArWKVrAidc+UKWGD8/0n6fx3AMPxaY+V1mnt3qq51QHqMosdNI7NQSO/Xu0mhbEfubnbuLAGBsv6JN4ci3LTWs/wDzAMz/Hw9U9XE+EUC3hA39mvfR/dRncWVFM9JePBubn56BmoDe0vAiAfWeVQNo+uA7BI97AiP21qHTX2dgwYtn42lTw3ooYqa9UG7rRqSkkAVgrSNb2lgCAA40wvzbBsya2hMv5wRhA9jnegw+BrBhezWClZEWj2NrghEGgIABDptApXrDvWM5UALYE8SWew4NUEK2hXpZMiTUXB5xx6sh1Tch1urvPgBRk5xAiGINjXGn2dDgdEpDLFc0UC7VJzKpuVrAidYhPd6H9meZDgcsQ/OMMgBAae2mqVsOrzh98Zcvj2t9HRxbespYcOuaMow8Udkptm2jIXmYBo8vFku/eZVuu+02NNQ34Mwzz0RxcTFeffVVnHPBDJo+9wTPKGyDQCAAt14euq4jHA4jEPZTwWArc/bs2aioqMDUqVNx9tlnQ9M0vP/++1i4cCFOnXgK7apaW7hk259HSHYGQLm//yF+cuE8f+n8TlD1cLuhhLLXBzSBlCA2oNwiIaiHOu7+TTLgCJasSZkwpbR1llJjaZGbfAU3XVswCCy1hopaWvnmCjMzJ13OmD0lAkIURNJgZo0lJ4Qma/RAsl73xet1n4gIw67TfbGdNdF4hinihQFRmWYnkpl2jMNWgqyExWBSAWM37tGg+eIOkZHjJPnOC4bV/P6lr9IAgEnYkkTcIRGV4KQEKA7NSZKmJ0gzokIPxUnTLJDDgAUQ+vYqdG6+YlwdADyzeGOfP31emlOv+fxxUDAJEhZgSHUf/aau+Rb+atJ3fTplRGJJJ+/h9zfdc91/f9Gl/TVn5lIo7T4J4CMi6g1VguC5uSJQk+C6oN9Y/5f/mHCrlGw3NCcfJaJu/5f3/xiO4Z9EFEqoSYJ9iNjSCY4QnPDpdl36unUfZVi2retCyBsH7t0OIIES/nsUnSCiTKiEnhX/i3EVAch57zvkdp2P3yzcjpM6Z2D/Nz/H2lnHwbPAvdaLSQCxuI3G819Hp+sXI704C999cw2euPwEfAQl9JJQFRZvQwnnCnfZBWDDFW8jkv57XLunLiVEpr2EK2wJ88np+BTK2lalY0pA/606CmT6YUHNn567HEhZwnxCARCzUsQk7l+71eJZz94+LACO5UDvmQ3LHXeFew57keomtR+qtnc3FCe6BiChE7BiV0xP98EyyWrwIVmRRY2RHDSYB7igRkIgjJgJgEW7eG3CieUCQGO0to2Vi1RFiV86bPh9qXzBWCKCwad2FvPnKz3sueefw1XT7+T331iKXr16Yf/+/Sir2SoCIbNNSGPrV2XOXTc/YE2fPh0AcNFFF2HpO2sSDXv0ZCgcwu23346HH34Y/3XLo7zg4adx0003AQA2bdqEHj16gJmpJnIgc3fV+mIoz/A/xE/alcpFb/dvDlQShcfX6jX1DrmLd2M8jUw9lEIjIW2NCSYx2xqzAxATATaIyH2+LNuitZ9+6/cFfM74mWOSBthilpZNwpRgKcHEICZAOiQQIUEgwyFAN6UT3fjF5rSLZgyrJVCVjx1fUFqBZMJCyCCEOCltFhyQltWsmQ0OUbVPOkxg86T+hc2Pvb8xuGRdadqkYd0EAEO52DV4Had1dmxJwpZEYIINkDAcmy1BRoWZFj536hC7pi6S+OvCtb77n/wkKyN7Jiac0NWfa0ebfOwYAJm6dGJ+yNqskI/fvGXSZ6eUvD9256HGbs99tvORZ4m2MXObiYeZdxDRZKgWeZ9c+/DSZ5+4eUL7mk4JQE4f0736/mtOuv/6+Z8+AMbbRDSa+e9PeMdwDD8Swr74PjsY3RYnTkaNZFXM0UI5AAxip3nJ1xs7SSkxuX/2d8X+SgNALkrIjxL+ewlc1wB45n/ZSajLua9hwrs7cJUlERrRCYs+n42PDA2T4CZDQQmNKgD27lrIGa9g2NYq5EzugZVvXYA/BA0IKIIfBlDjdq0yoUqyCgCIpIPGjn/AlJoYfgnguu5Z+AxA9+sXYcrGCky7eih+mRXAt1Bdr1IegxKuqXiAZNBoYbHy6o9Fq7EhaoPLFROFp0R4zI2eezqOtkQkAIDqKHhLVQtNqYRqQtLkrrPX/c6HVAmYN89nfbbbSjulRzAK1/CSEJyEnjzI+Q0AkIBhl9dvF/s2LO3X0Fg2XkrbjFnNXRxp+QGAmdvEzktrtgVsadXqwmAAwpEpma4JDZWxfYhElHugvr4eMn0Hrd20A0VFRdi5cyc+WfoJxh1/sV6n2k8DAGoON1Hpjmqv9hsA8Pm726xvlu/lvKJ0vvqeef7G5GF8/vmHtOqZVXjvvfcAAJFIBJ1ye8iJfa+M9cgdUkkkKtAu1n80/NQtIzORenDzoR5Ar/7OE87teWWzkWIO8wFAkjT4HAu2EJrGbpUzQwiwks7MSNgSg0YPhD8ckIBkC6Q7ED4AgkAaBEGwdAAmSaT6Qrtu8urqRsoO+ezMNL8/KK1im0iPCt1pjEWNYNAPB0IY7CQJiCaF1iAAW2M2LRLSB0rcdf7Qzb99ff3gbh3S432KslQzacUtpzugBICEBCXdouw4mGNSiLRaPUAas6ND8g0XjWyuqG7EByt3+J7426fp1qXjGycOKzY6WBFHAxDTdTPOskOWk6jODJnOJ3dPffnku94/u7S6uQ+U+3oKM6+Uy+dlQcWUs5xPb8Rl9y254c0Vu6558r3Nd35XVv/s0kfaMIK14Orpx5Wu+Pbg715euuO/oMqxZv1ftEU7hmP4Z1B04IFMW88ZpjlN2cS2T7MbYr7EAcEkohbr1qcbtuXYksWorv5ypOKb/XEUVjs3G/x8ACf/s2Nxt80FMMYUeDopke3T0PToFLx+/QhEocgr0qHmMS82W/XeDmRd8Q7GNidh/n4iVt46Bm/B69Fcwm35A0q4hQ+fiDKgKi76ABjNzDtajeNaAh75y9f8h6ONN5KEXzJ2QFm+XaCEZAtDGKDc2o2JlkoYr+EGkEr+CkIpGBGopLcEgGRzErpPb0lcy4GKDTdAuea9xiQNULlEt7jr6JJhfboPZslp9n5CMi3OPqpE1m4buuNDQj/cKOnD1x87226s6RCURjzsyyoNBwr2xq1mROsbjj/SeW47uCr7qS+eyg6ZmdytU28eVZ1iLs5My8WBihQHyNy5c7+3fVlZGdJPDIq677NBtPE0M7PpDxmJM27o659+3kRs2qTScQYMGIDi4mJ88803EEKgT8FIe1+e32Op/IdlfUc82E+A1p2PMqEELkE9FBrapvubUDV+GVBC2Qf3gbJBCSZiwRAOQZdEwiEhmEgADEkkfQEfB8MBxdMJoUkIo9XxJANKlIOExix0lpoAmxLQ1y5db545pueukGM5xKwlSPdHhGlQMGj7Q37bIhFzSERiumkYzAEAkARJIAfMnw/slhfq3TEjcd59izJ3ltfrDhE5IE2CwER6szDBrsvLVpnYoRhpBhP5dUghwJog0u65dqI1Y3xfp6Yuot370DtZK9fvzSYps0g6ZINEhREI7vRlpJWZaUWUlRlbcufpdxRkBDZCeR7uH1Cccy8U3VyR+11owU2nNnTKCzsAsHzDgcvH/eL1C452s1648/RPANwL4EIA33+qj+EYfkyUEHWoeO5kM3koj9hW3YaEqSd8HRukFsIXO+tyaiJWwNCEc+6QvPehqg8AoNC1QI+EkQA2MvM/zKUgojwiup2IniOir6ASnCoBLExKZPs1NKy/GouvHwEHreYnd/OQIxEuWY7is1/DBI0g37sIH9w6BivRNgv9aMceAdVJqwnAia0FMwHP+DTUlt6E91BC41BCw1BCee22DwQM7C5KQzlUhyUv9txmCZvgRpVn58kGbw72eP4ZKVIWHS7VqGSETQ3SHV89lNDOgQpZDocij5kE1dwoCjdBbPUBxApCiPcMR2pDSDRpJM0Cqu2kwRFVtY2BF15ZNFnadr1R2GvSpSN+N3Pm8b96YVLfq1bkp3UrB8CkGBPbYMKAi8vPG3zn7tOHzG6655578PLLLwMAunTpgo1b1yMcSvHJ7N+/H+tWbEd5WSUaGxvR3NyMN954A6Xbq75neLS20F27RAyd0CNw/8O/waZNGzF27DhsWL0F/73gOZx9tuq6K4QGlgz32tXiB/Jvt74BPxVa6yYtD3Gr7z23iydEPfcKASCSDvkdy0iTlgEANhGIIXR2iMCQANvQWEIQqzImAqCzWrx9C1a1yUpgEgkmCINtS2fmmtJK6psXtHLJbkh3krUGy6gGThDYMkJ+K9YcS4Ydq8FgbmZmywaZGmQjGDsznfiyiGZWJYWovmvWiTVnj+kZP+++RWl7DzcQAGYCNwuDqs2ALyL0YLUeCFUYwcxG3Res1/3+JAnBDOGSiglT1+iXs0Y7+dkhtmyJOx58N23ZpoM+W2hBCTKJIZNC0+qF2VBhBIckiopOXHrvtAcLMwPvABi1dV/t3SOvfeXyhNVCwIK0oCnXPTnroSG989cBwOebyi8+6frXZtnOEXNoSgH82l0muLG6YziGfxX6EGS3YHRbSxY1sTRAOtt6VuzlDU3pADCwc+6untr2Pa22E0h56NrjMgDPHuW39rgewH0ALgUwAqlkJ4RNVDXchnX989EPqvyrGKlqE+tgI+pPeRbdn1yHXgPzcWDVlXjmtB4tXZRqoFy83xPOROQnogcAfALg18w8u3VI6bh8jMr0o/iPp+OxonSkuccsBDASJTTcTVQDgD71cQzKCeEglIfSS0rzcnwsAE7YhIxYbQwjz31tuN+FoaznMNQ8HQEQa0wgZghYUJnhjVDeuQjaUmlqUOxhXdx94JUtyJjSE9UA9A6iNlJM5fX5qBN5TqV85oVFEyJx+6/J6tJLY7u/rl+wYk41VBhuJzM3m1qgsVNG7y8mjpz5oXeAw4cPI1Dc0HHW3UN7nDl3cPpr7z8jPHKSu+66C98tiyU12885OapS6vHHH0dFdTlXV9Rh4MCBOP7447Fo0SIcwSXI0mHourosFRUVmHR5f/2suUP1PXvUozZgQH/s21MOnx7CBx98oC6ebUFoAu713gKl0FV9f/ffx08qnF0yEo/QwstG9JhpvM8G2tJ3qnpnluSTUgiWmgTpTMSCwLYQcEgIASbVEgMewxdxWyq6FMj7jUiChE2CkqTrBMbWr7Zok0f2iAhwjgbZZDBHfezUmSyjOiMhiaSjmnSnEZGwhCYjpNdCiA1+lq8RoThBWrLeCNT96tLRFWec2D1+7m8+CO6ubEJEM+1G3Wc1a6bY58vUEkLYBjt+jaXORGwJjWOaIRns6CwpwLbIT/c7L99xht2jYyaSloNr/vBhcMXmg5oG1oNO0p9uJwIFdrR72Elm+6RzQrBD3skLfzXpo+w03xYAWLu94pxBs1+4qaYh1hLSSAuacsWfzvvD0D75XwHAqi2HLhxz3auXVdZFW4c96gAcZmbJzPdAdbp6nYha0/MdwzH8mOgDAGmRb+oDse/qwbYQMqaTjOtSSmw6UJ8GAJO6NK/SON5eu/yeheX2LB8F4LMfePynoOar780hL8zEZ6aG7lBu21wo4VQMILxkFzoO/gsGryxF+nEFOLT0MrzYI7slSawBym29CiVtewET0VAA66BYt0Yy8/Otf++cQZkVETz6yrm4/+fDjmh1dwDgtU3sDwBdM/AWUiVOXkmVV15FeUHAl0qF8ni3vQYYQaS4KDwPZhmANU1JVHRMQ7X7Wz1URvaR4vwBd7sOAAoX7US3EUUtnbt8PrITBaKu9vfv7BfNzbFVVlPtY603XrBiTmzBijnbRxbP/PVVo/946YxBNz/Uu1ffFs709evX48wzz8TMmTNx2WWX4Y033gAAXHvttShOGxGLlvtjGxfXxx544AEAwP3334/Z115Eo8cPRWlpKSzLQteCvjiws6btqAmor47Ibt26AQCWLFmC4l5FWL16NaZOnQoAeOKJJ/DbR+7AtPNOwcaNysV98OBB5BSmeexv5VDlbz+oHPWntpwBVbYjoWIy+93vgkgVu3vZha1blAldSiLFVe05G6TyNBDADJ0d8ksLAhIenzVSzGIePAVJkPuyuVoBg8A1dc0o7l1kNRn+9AbdbzYKnwmASbIw2CGdnYDf1EzbcjQGGVHSwUQiKbR8Yg7aoK4OCZ9DIo+JAjHNbLr5irGHJgwrjt/46FLfY29+bUBKJEmjuKYnEqTHbaHFQWCNOQmQ5RBZDgnbkJIlQwqW1CEjgJfvmGZ3LczghA6CA9gAACAASURBVOXgmoeWhD75eo+pAT6DOT1JIjtJIsxAIKoZ6X275tibFlzwZrcO6WsAYNfB+vGDfvbCPZv3VrfUfwZ8evPnj57/cM9OGYuCfuPwt7uqpxw3+4X7Vm48mA71QK0W4+e3XDtmXgPVjeV1orYutGM4hh8JXlaultn4uZZX/aYIRjZTMLYzuHL96g7byhvSe+eg5ubh0c3ttotBKf/tMRjAw8x8RDdRezDzAQB/RjvBPLozdp3ZFx2gBFMAbhmnIxG8cxk6TnsJ3SMW9AcnYdWHl+CD7ADWQ7mW1wD4M0r4aze2DAAgIoOI7oFqWPMqgFFef+FW62j1cbx4yyi8cFoP1NoSeH0rCo4w7K4oIR1KOFfO6AMHap5thLLmPBkQB+AIAtXFW4wiTzi3DgECKQ9mGIrUKP9QE9JrYvC755/Z/hq5/2dDxbm7AcjZVYv0w83wn95D9ad2x2Mcbkb9O99h4qzjcNfR7sWCFXMa4XZ2kg47I0aMwJQpU9os55xzDm6++WYs/eRTOWPUnIMLH19dAaBp96aKyoxo/4qPP/oEM2eeDV3XUVRUhOuvvx4vPP8SZs+ezYfr98suXbpgypQpOO200yAd5j0bK+zzz7pUTp8+HYWFhRg2bBhCoRCmnXyhc9ddd6Fv376oqKjAOeecgw0bNmDq1KkYMmQICnqbJlRt+kcAPl+wYs4PSqalf4ecnvlL5+cDOAUqKaM/lFbldafyI+UaUcX7zNKUthDMwmBpS0Wb6UgSWthOaBl2AiAIJoIDwRYJqtX8SArNE86eBc4gkmDWyY2nkFog4FibV27E6FF9G3PseFKSEDbgBB0b6TIZskkYNsisq20SK7/YJs6fOiQW0YxmR4hqn7R3pzuW1qibh2zSMm2i7iHH0tOcJAUcK8MCmXN++17uqo2l5sghxdZ/3nRmVMsI12mMRr+0tTwrksuAHdFMv0NEfukY6XYCAAyDHaGzFDYJHKiN2Zf+eqEvKy3A3+6uEg/OGZu8YHyfuE2UiOhmzNIN24Q8kIXkmixyAkkp94z+j7cmbN5bM9XURUPAp9ffcsHQx26/dITXSN7WTvnjh+lB88nGaPJKACBCGTPOYOYjantEdBxUq71Zbg31MRzDj4MSOh1qjuiClNtVACiY+iL6L96FvEsGYf/zM3EX2lLMbkEJ72m3NxDRHwDc7pLz/EMQ0eUA/gqViTwQAASBV1+Fj4Z1RCeopFYA0LZVg+9YivDC7fD3zkH01XOx/YQOKINyaW6Acv9uB7C3nWCeDOBnULHay5l53VHG8tBp3VHz4aXYDABXvYtRH+7GpLKb8OsjrL6G7sUTukCudRf+G8AMKNd2PpTA9IStfsNiGNuqoH1y2RGNmNbc2jaUgE8CKLt0ITo3JqC/cyHWQJGExKCSn/ZCza19oJSrblBla+L+LxBcvg+Ziy/GVqQSziK/WIysFfvRsOEanI0SPmrveJfMY1iHrpmdz7hq2ElCI40dFg010Y5EJDVDVJTtqDbXLdtjR5sShVDWfgaUt4IDYTNrzBl98/K7ZJjJmG3v3VqhfbN8L9dHqsR3lauDM846Q+vRWTkeNq8qteoqI44/aFgnz+zv5HZMD8WaEtbXy3dor3zwpDH7ornWgCE9dNOvy90bD9uH9tU7vYcUsmFq9Y21sc2rl+x8FsB7C1bMOer5tMe/hXAGgPlL5wuorMmL3K+8+uaBSMU7CEAQLKUpHUMww2DpOEQkISjsJCjTjpPRQkLCIk66BAAHRLW6nxNCI0lCqPZVxNI1qgVYA+C2NGHHsJOJb7/cKkaMGWilO0kmSCbmuI+dDIcEE7OmMes6s/xi9Q6RnhmSA/sWJcqNUMTHTiIk7Xq/tBuZaGuCtNGSYPodJ81ghwUQjsaS8g8LFmcs+2K70bEgg+/95ZlNvbp3qIhpemm2He+WYScMm4TWLMywARlIs+MwpCSTpdDAsAksmBOlVU36zF9/4DtUq/JZ7r74xNjPpx9vWUKzY5oRTRhmaYGMbcgSdjpATH590eRfLTx9/c6qUxojyS6CyDpvfK/HXrp7yqcAasT4+V+63VNKgBbNtRlK+L53pHtHRP0B/AeAu5i5/EjrHMMx/K9RQoMAXAy3t66HsgaEe/wJ0ywJWnUlVo4swp+Rak27DyW8qf2uiKgQwM+Y+b5/dFhSYau73H1+BGCnIGyWjM4z+2LnWxfgOyihkysZ9Jd18N/yEdIKQ3DGdkP0T1OwJ2xCh0oIehNtWwZGAXxJ9yIO5Yn6LYBVACYerXscEZ0H4Hi+B+8A6LCjGoFhT2H+X85AyazjcOgIm2zJexDPDynErg8vwWEoV35XpJjKWlzXv1gM37YqiI8v+x5xS3tXvgMl5BIA6me+itygAevFs7EWiiPBU3gq3ON48fnOUIpHYPzf0PGsvqiaNxKlUHF3xCxQz0cx4Z5xuOXq9/gH5QJcN/apHLhUxlAegCoo+tBMKNnRBakk2GZ3vYh7ToVIEV51gfIGRACI+lhFl8xAgY5U8yXpbt8AIN4Yr6ZvypYUjyw+p9KnBzyCFM8Twe45rYGq6y5bsGLONz/kfDz8O9Q5AwDmTZgn5y+d/wHUg+NpoD6oE/TKEVy2LyKhWjgaEgTBkASpZ9hx0pktEDRNSoeJHLj+aj/bIs+O0UEzLAUzsWozyVAsJRqDoLn0nxqDD+wqFz0HdJVMLGxBjpBC97MVjggTJjuCiAxJDM2xedTIPvzCa19o2Z3yBWcHA0xEcaGHLNLMgLR0jWV5kozjIprwGazJsJPkNL+u/9fN05J9+nXGU88sNa6//aX0/5g93po+YWACmjjokMj3sRPSnbhlkzD90tEFmAiSNWbpYyklyOieG9bevXuqfcHvPtT3VDTi1y+uDjRGk9rNF45oToNNfkaOT+NiMEWJIDRBfT986Ow3Z975nr7oq32zJLPx6qff3VRRFx3w8t1T5nYA4Lr57iaibQCegXpg3yGiaUfg4wYzbyWihwC8REQXMfORJohjOIb/LUqhJt8YWlFyzv8KnSwJGpCHmpFFWAU1CW8DsB8lXHuUff0Mygr+uyCiE6HYw37PzN963986hu5acxD/+chkbHPHwpUR2Fe+i9z3v4MvqAM3jUbk2mGod9sveu0V97U7RPDbCoyCqrU+D8DfAFzLfOS6bCIqhprS7oYSQB0uehOzBnfAsqMIZvOdHRhXHcXoc/tjJ1QiWzqUEDHRlvsyKRnmUXJzjlSbq0MJJKsuBpnha2n92zpcWgQlyD2PpR9ArC6G7Po4fGf2hQUVp48AiD+5DiGdEL96KL4+0vm3uxaau796Zq4hohCABDPbAA5fN/apTKj4/yakkt8AoGHBijnJ68Y+1Q3KIPSSBQ9AKQ4+AMgMFFRAhVjTkCJcKQNQs6vq62QkUddrTPfz1+ma2QClfLQmQ6lz97cGSgH7wd2oPPzbCGcXMQCfQnX48Gg8D0K5T7zEo0oQBQEEBTiDCGRIxwnYFgyANXCCmAURDAdwfOwkmMnnlw5MIbWwneSYbhgWa8QE4cWY3ZoHIcAsWGqyOcKdu+dZCSlJgliDQ5bQdEmEqNDJlBI+x+ak0IRDwp44Y7T9t6c/DE44fViye9/OcQfkE2ArohkFgnk/E3oJZsNSVrumsyQCYjOnDW3u1rPQvP/3b6a//P668KuL1vf87bypu4q7FRy0pJ3nZ9sISRtZMimlGiezWoQACwlC17w0vHv3tMT5939obC2tFfMXfmPWxy3f7ZeObg4K0kiQ1wc7A0QFuqDx7/3uzORT7236eN5jn42PJx1z+YYDpw27+qWX7li56/xrH162HwCY+WUi2g3gHag41fNENJeZX2t/45h5GxFdC+DlYwL6GH4kSKikGm8u8NsSyWX7kCcI8pRiLIbqdteEEj6qleJawhl/7xklIh+A291jXs6ccj2jhOj+SaiGei+6AjDe3YHQnPdQUBmBfkIH2C+djYZ+eW1a3dpQQqKNq/KVzehwzfu4A0AnqGzwx4/GH+C2sxzNzC+64yh9eBUm767D4J03YN5RTiX09nac5teRuHSQyhxHio4zhLaxZFMXQPhoRWdt4YUICUA40w+nawYkUglfje7itcMVUKVVHQBkv7MDFLdhuFzjEuqebn19K/r1zsV6KIv7SNdgMlT9OEEJ9FwAfiLSoazkU1yh7dGjtl7uY+aW3IMFK+bsu27sU98gVePeBBVqKIYSyjuhkue867Y/mmxs2HDw406dMnpXHF806QsohTEKJa86I2V5VwNYDeUl2bZgxZx/1MXse/i3Es7zJsyz5y+dfwCpmxUAWtxBdVA3FwBqLaFpfsfpCsAISKe+gx2NO6TlSkAjsAmQcIRIGCwjAWkldHaQlLov14k2VYhwuhQUAogZRAySOkto7DAB5JOOFAw2wCJsRWVC0zULwkoIzRGAQcxwACeq6bojBDSGHQhp8urrpje/9dqK4O7dhwKTpo2w4LKNxYXI80v7kEUiqTMHXVe64xBZPnZoQL/O/MQfrii/veTlgt1ltb7Lb3ul/5yLxliXzxjamGBKy3AiPgJIcxM0XGcAOYDUIWGzEDkZQXvhXdPkpQ9+5D9Q3YyFK74Lrt9RYb582+SKjA5puSQoSIJAgkbAbcc5Z/px9f275Sw55+73x1bVxzJjSSdr6sjiE+TyeYfF+PkJQCV++U19eNJ2RjPjcQCvEtFZAK5nbmuVHBPQx/CjoYQ0KKW9E9TzawIwb/0EAzYcRlHPLHx96xi87a79j7r+3AWV2PU9uBP7TVDMhU96jTDawasc2VfRjJ5Xvot+aw6iqDoKfd5I1Nw/EY2mBh/UexqDSqisgEen6eLaDzD83R2YFreRcVp3zPpwN79+tAG7ZYtnQJGQuNeEY49nU8drh+Ev+SHYR9hMAvCtP4QhgzugzO1IlYAi/9AEIQl1HT3CJ0QtwBAtCsT3K1tS3zNSlnNoRw1yxnRBEm4HLKhkrS5I1XBnQlnsHQDQBzuRdWoxapBqC1wZs8Bry9HzvlPxBFw3d7tr8J9QLuu7/l7rRZeUJQgluFsvySOsvgxK+HZ3t2mGEtCMlEW9CwBtOPDxmLjdXDii64w1ujBKoTjLA1B9IcqgMuvZ3cdOAJX/TIy5Pf6thLOLnVA3uAbKWmtdJ5cOpcnUOEJrjrO+P8tOHJftJA4GpeMXbMuIpmc4RGyRiPmlExWQ0i9tn00i4Ge72ZaiJt1JNjFRJ4cF20LogqU02DEkhBSQfh0sJQGalNJkZuE4Vr1pVvmADMnwgYSQJBK6dNIFQwhmm8CSNKGfNevU2NerttrPPPF+1uWXT6xAKJiwSaQRUdSQUhBYgKAxiYQmHT0IR/ezg0BOevDpknPqb3/0o/QvN+z3P/rsZ4M3bjtQ+cdrx5elGU4SqaJ/r3G555KHBmnZ0OzMoKm9fvvpsWseW+5b/PV+beOeKuO0/1xY+MrtpzeP6JsfEKZG7rYeNy7GHNdx91dPXLjv0vuWTPzNlaMf65yfJqFeqp1y+bxOALpFP7o+G0D07c93X3HJb5bcEEvYFwEYR0RXMvOS1jevlYB+kIgOMvOtP9Jzcgz/f2EYlMLuxWErlu1F9p9W4wRB4F+NwXtF6S2T71ETE13FchPzERPEiqHcyhkALmX+fqzaRT6AQa9uwXG/WIwplREEhxUi+tI5qJ3YHXGodzQOFZvc7m5zAG52cdSCOPVZzFp9EOdn+/HdG+fjpjN6oz11butxBaFycf7S2qomolwAX/5+Ir6GcnGnuz95pTsH6mK4clsViu84GaugjBsfgHjPP6Hjw5ORPKtvSya2BIDaGChHUVEfSTB733lj8Mqrmqqj0IrSYCLFOuZ3z9nvHleDstSTjkTap3uR8dp5iELNR/UADv11A7KCBuLXj8DHKGnrPSCiWwDsZ+aXj3adWgaprpHXgGP/31t3wYo5znVjn/oEihwlp93PcQDfLFgxp9pvhM7rln3Cwgl9rtgHoG7BijktpDXXjX1qL1IkWs3/Eyv5SPi3SQhrjflL5+dBXaxiqJvtIQFFAi+hNL3OxDKRa8XSc6xYj2w7nh8XmrQgNJOdNOFq0DlWzNJYms26mV+vmc3Nui8UI000a4YjSZAmOcwEjRl2IpYwybKcxqo6yg8ZVk5uBpJCSzYJo8EHmUmAHwwNhIQmZYgYfgFOEtiWINGom3EfO1ZlaRW//LeP9O79uhycdPbJdSGBuJ/tXEPK9Gw75vjYkTpzHjH7AQgHoHQnISKk42/vfWP+6eVVabYj0SUvHH/kipGVk48v0tCqRaR7PcgCHAkwg5I2kPRpIjOetOjqxz4z31u7XwOAcMDg53458fCM8b3q3Re9GSr2lQH18lRDuaBqoDItN7mfv9c0w3YkTrr+tUFrt1fcCqUwnMXM77Rex00oWwlgNIAbnE9vfBwAvFIsuXyeAYDF+PlH0vaP4RjaooRyoFyZnuuwyHKQ6LsA0/bUoeMFA7DqlXOxEsC3UF62T1Hy/QxsIuoM4EZmvqXd9wTVqe1hAE8AKDliBncJBQCMTToYfc37mPzstxghGTSsI5peOQcHemSnlGaouWoflDWlQ7k/S78oRfp5r+OWQ804YUAeliy7HE+6Vu9ylHBT+0MSUXeomPctbVzr6rcrADzXUgpWQiEoYyaKEk6ihEJvbMEjd36KiR9diq1dMpAGAOVN0Ds9jNFrrkL18E4IIcWbzac8C3NMZ/BvTm2Tod0antXsuezJkUiYv0HasstQO64bmpBS/ivcz0EoC7oQgFi+D6GZr6Jr1S9RpqvodA2ALy96EwMrmmEtuxxTWvffduu9L2PmG793T/4Pcd3YpzKgnjEBpVhVLFgxh4moJ4Caf7qF6P8S/5bCGWjJ3u4KYAKUtteA71OfdYTSRm1ipqHNh4/3SccEmE0pe4DgI2angxWBzrLTQTPsjwjDadB9aUmhsU1aZYJEo4+dAhvCigu99vDeg7lpaQFfenaGtmHVluCwUf0dJnIcEjIqdBl2rDCBbSbyM0PT2PFpDBLEtgWRaNDNWmJE/ezEqw/VNj3ym5fGJOJJ/ZKrp64bOaKXZUrH6JRsDmkss4TLksNgEXAsX54VswhsMMBrd1bJqxZ8lhfy686Og/W+S8f1ij906YnRoE8H1AsoALADxGyQYUE06xr8hkZBTUCTDsvbn19Nj72/2Q8AmiD8ZvbI6v+YNTymCUpAWSDei2dBxVsqkUpc8Dhxj4irHvj40DOLt/4MwLz2kwag4mOaoK8dyYU3nnPCvQ9fP+4buOcL5ZaEez/3ivHzy9pv/+8IIhoMZXUdUyr+lSihU6CEs5dolDP3A5z0xNcY1D0LjZuuxZKgAQklDNcA+Bol3OaZcpOFHgFwMzM3t/o+DcDzUC7zy5j5i6OMwQfg5FVlmHLZ2zhnVy26CgLfeCL2PzAJpbqAA2WpeXNVHEogH4JSGJr+6zP0+d3nuDXhIP3cfnj81fOwzN17NUp4VftDEtEQqCqIuczc0O63XgAK2ze0aTdmfdLzWKYRQksuwQEo6w4LtyHz/DcwqOk2HPTrCEAp6ARAG/QEjNkngG8a1SKEWyd3ed+1GUpVBE7+QzC3X4faPrmoR+r9BpRV3AFKSAcAWHcuRUZtHNrj01ADpRg0A/gQwNdNCVhpPixuV172EoBbmfknmSeI6ARm3vCvPu6/AwnJETFvwjw5b8K8vQBehCKtby+Yq6BavNkAwES8PZiz1RIiDhBsQQcEy4QGaZjSMXwsGwHU6+C4Xzr1EqKWwMLPTqZgWJKoRoOMNFbWV2UGfbs1oCwWiVeVlla5LSfZbtZ9+6OaXk5Ag2CuEeB6SaLaJlGRIG13g25+aZNY16z79leboa/NzoW7737sFy+PHnvcR39++K2Rt976t05b9teuBCCpVUhBMrR0O5kAYDNIAuChvQoiy++bcSA77CNm4LnlO/1j734vc0tZnUdnqgFgDSCDOOH3kaZppJNGBEGkGZrz4FVj6h+5ekydrhEGds1O3vb0qtzpt72TV9+c8EPFYNL+H3vnHR5VtfX/zz5nJjPpPSEJvfeuIM1QlC6IiAIWEBUB0QgIdhFFBVFBpQkIqIgUFZFeNPTeOwmQBEjvySSTTNm/P/ZMEhB4fe/7u/d6vX6fJ0/gZM+cOXvO2Wuv71rruyhX/XGL+JtQ9FiVO30/CyfeZ5BSjr6VYQZw/PZi0MdjOk3TNVE6e83JSWv3XO6AyoRsBNR2DfMHmjtjY/5Qf9M/Aa4Bvf7dH+K/CsobbE6FtWrMBmp8c4I6dYPJX9yPs15GJGo9uIBaD5ozWVR3jxdCDEGFy1beZJi7o2QxjwDNbmuYgRI7NQev5rGeyxiRXEBYoJncFQNZ80l3Lri8P3diVSZqvVrret/E/dc41GQuz3x2kOGawPZpdyZUMMzFqI3wDRBCdANGocq9bqXH3PGOhhkQ7yB2JdJs1F3Eu87jBDiein/tQGxmQ9mcultZlhSUQJDXbb3mW/4/tRDRJgpnqDfuciL3fJhQ3rLbowfwXB9P4F2RWFEbmHQUa+cASnxNFFPBKRBCPAF4/7sMswv/Fg/2T2uc3YjpGlMc0zVmHyqL+4Tr57eYrjH7UQkWZfRHoe5Retin0qlEs9+lPN2clmswn0aKZCPyDHCqkq0oTSLyDNJ5TTmdCnYhih1CK/Zy2tO9DCLTVmoXAY6S5Mc61Y5NOHYh23I1JUtHpgPF+Qbz5TSj1/4izXCsVNNPWzXD5Wyj+XSqyXe/xWCOL9E9ziLEViCrVDPkWzxM+x55ottv8+Y891mEn7no3QlfvjLj613m9bsu6A4pixxgCbJb7SapxKydYHWg5UmQ/t4m+w+T7rc8c1/9EoDz1/O0e99aF7Bo+wXNRWVJwG7wMNg8wG5ElupSlmhQomkUCI2SUX2b2Fa91j09KaPQALD5YKK57ajvK51LzHaL9Lnpci/XXAaiEifc4gS3w21lO52xMaFArbEDmic81avRx3aH03P8nB2PPvbepg6uIYGUl8sBVHPGxlS6w7n+FJBSZgChLhr0b/xrUB3Xgu+U8OhqOs05RM8iO+ZRrTnVqVqZTGQuN8pFNjj8rDC4lLaWodaP3aBiy0KIH4EhQD8p5bsVjfbNEELUqvop331/hifzSvC/pzJnTo7iy4ENyxJVU1HUbBFK+SvL9VlsX58gstNifjydTt9iG471Q3jphTYkoDzJOGAnk2+sZxZCDAbuB0beil53KfL9EcnRnhJS+9ThJGqtyAbkyXS8G4VRSrnwhw0wlDrQrhcg6gaVdapyo6LH7E6Gcz8DIjEP7UwGWoC5rDa6iPIkM3dnQSNgSylAnEnH1LdemZ6425i7X5vkjjcLIZ5C5QDcMW78L8CZf8dJ/4wJYbdETNeYQqDwpmOlM7fPPIGS4RMATqHJaya/7Gsmv2wPp90xIPPiRVxZel5Ou165tKByqtG7to/DZssxmv1saFajdNh8HKUpJumwRIYHlGZevlbYsH54hlNopkd6tTixaMXeVln6xcLOT/Y6pWlakkPTC3I1T/fNZEVtGKpQnvhQAuyrXJKf2aYgpY2Xw1ZqFo6UTi/ce3rThcZ3f7lyf//vfz5U4+ufDua/O+SuxG6NI6Sr+UaJQ2gFTiGKBNJgdDpDjUZDyQdP3lPcoWGE+cUFe/xzi0r1FxfvMx9LyCx+pX/zoiphvlJoQkqns1RInDhloTDoXkLgUL0+kD3vquZc83bPtMEfbg1PzrJocddyDe1Grwhd8ur9Gf061HIvDO5yAbdcqnAd+0co3Bruf8wb3/VAWk7Rb1sOJbZfvv1CVX8fD+vsmC6HUcY5vcJrqnOHRJ4/EbajtI63/7s/yH8JwoFMu5PQfsvptSGeVkYN58IHOPdEM6yUS/3aULQyACkFeHb7mtVAP+BtYAagCSHeQYXKJkop997pxK6Sq1nA0+lFCF1QMuZutn3anaOaSzLYNdRJuehGmWEb8gP3rjrLaLsTT2CGxcbr9y6RpUwW4uaEJ9f5DCjxn2QUjXs7j81XSnnpNn+riGE2Bwt0jfMo79UfyI/PovFL95CLMo7u5hzEZ2OwOaF+SFl/g7KPdqvpcV/v5Ry06gFITeCuOw6k3FO2UT5PtrUXMLWKxBridYNj6A4DFAKXXJrnXwG9XeepKNryL8e/K4z1H2Ocb4eYrjHXZ26faUVRpaFQRq1cbVWYluzrtLWvMNzh5yhN9HOUJhZrBkOmweybZfAMsuge5hJNLzE5HaYW/iJhxaZzIfWre5zL0z18ijWD98ChnY/N//lY8KdjPr276+Cu6c07NXfTTCXAgZiuMWU6rxVhWTa8FeXlBgTbrZahtbwPBvWo6/V2XkH3s0lZ1Qd9uKlJdNOozHeGtk2pXznAqSHNmpRmOyLfCU6BsCKE6HNXdVur6kHJw7/YUbPQajMsjY3zXHMw0ePLMZ2y+rapUYwQRUKXJqFrAoEDIXxcxhkQsm2DSln7Zg30GDR1k9+Bc2nG/KJS8dBb68LeG9Eu7+XBrTJ0TStFPSTFqIfLb1VsXMirX+7u9NkL0Z/2alsjnXJRfyOQ7oyNiQBSteiZNy8iFb1qLbp55dRf9l72APhy7akejaoHZ43u38wt6+e4xWv+tJBSJgghulQ8Zlk23Ivy5EUPlOeQBCR6D138d3z6/wa9xI6l81L67btGU08D9m8HcHBAAyQqhhqE2nzvB7A7YcAKehxL5a78EpqhFMWMKC91P0rh696KpTguo9gdpRNdp8JPZfcYk07JpsdYHF39BvnfQlRoyA0HwI5ExJj1jD6TQQ+jRr5JZ5DVLteVjbq1Ya4EfAEsupXQT4VxYfyBrkau0qsgqUSEclHPbeT5TILOZBDUtQZbXXPn7iznOJeBHuEDgWXyLjeIkdyOLZKXc3DWCLjBow5ArSPuxLCy16+Lw3R/zTKVLh2V63LZ2cqOpgAAIABJREFU9bNHvEMYsB7VsMPkOoeJ/0L8aRPC/hHM3D7TXRZQGtM1xmlZNtz90P1P9H0W6sGtBlR/Z+XRtk9G14mrHuZ7DbjiPXRx2sztM8PyMvNqfT3166FCiJJhbw2b5xPgkxDTNeaWSVOWZcPNQDdufVM3Bjy/2RHX9t3Vx1om5xQFG3QhB3eqk/VY5/o5LWuFltiEyNed0guBp470MUin0wB5dodTjluyP+qr3y6WGbNnejRMn/FMu2seulZJ7TqlAaG5FxCXppooFprQ7LrmHP3Jr75LNp31uadRRMm+MymmLi2rWJa90eNkWKCXhqrXu55bWFKp0ZNf35+aXRToaTKUvDKk9cY3nmhTsbQkDvXQ56CaYpTNgzM2pgflO2cNaDXy4+13L1x3ujuA2UO3rvuw36LOLapso9w427XombddlP5MEEIMAlpIKV+1LBseCLSh/Ho9UIueu3/rL95DF99ShtENZ2xMDVSpkD9qMTsDnHXXmv83o+h10faB5TyfkEuHdAvhPz3Cvq41CaTcqNhQ83xsTxI5g1bTK7mAZt5GUir7sehCFr1RzJoDlYX93s3nEEK8ipLNvCWCPUm5+DyfBXnhhapgkKj8A4nalLmdnNz3d+Hxzg4G+pm4pgmcr3dkzAsb/4fYsBCdgHGoTPLbUriucEqUqwHHHSGEeB1VVaSua7KoCjR74ifui03gwaSXWIVanwJQGwz57g58YxPQtj9Z1t/ZAWWtem9eQ8vkPfstR1QPQM7qWdZgxIQyzumo70YHTA4nsvUCmi/sS2KrSHJQ3ZncGuOx4h101Lpycyvat6WUt9IM/0vjL2WcbwXLsuEtqLADvg2OeQ9dXHbDb3y9h/7Ah1v62J1y3a2K3YUQ9YHHUDfivIqqMxXOG4FacG8FP5QQvG6zO6t8uuF089kbzzaIDPIqPZWY7fVA2xo5bz3Z7mLVUB+hOxwh0ubQPJCZmrrhJeC9bFd81XFL9odYSuwCoHmtkOLlr95XXCPU1+j6kFYQGgIhhJBCE7rmoWcIXSsFxJe/nAqL+XxHsLu3c5UwX/vKyb0y7m5QKQmwJKTk8eCb65qfvJRZtgno2qrKpSWv3P9TZIjPFcob2QOkadEzy+o0nbExrVGJIG40cDqlT7fxP/Tecfx6S3U+n6wD8wZ/Hh7olYl6iBO06JmHbjNffyq4vJwLvp7GpikLhtaDMsGJGvy+VjITWOs9dHFCxYPO2BgDiu15DLVZM6M8QDc1m4WKkyai5ibzn3Ixf2IIIULNBlZY7XR+oC57pt3HlfohhKLm2B9XzNQpsU7diT51F41KHHh46OT6epCeVUxd11v9gqKxz9/mPN1QghK/Q6CZ3GvjmO1lxEC5dnNlKJOqNAKVUwrwuO8bmp3JUG0t6wSxffNjvF4jkIO38pTd1wcMQwmrTLpTAw6XYQ4D0u9Ad7vH+qCSzFrdkEw2WUQ1ncua5pXg6we5imJ6wnEZw8E/4BNkRszuTQnKMLuNsqjw2+1sSNcYBqxAv78W9udal3nKNpTXbEGFqi4AgTsTqTFwJa1SJ7BfE2ShFNZygItMlhdc13g/8AEqzBXoOtdUKeUbd7rmvyL+9Alh/x9QFnO+DbJRMZ4y9Jy6yWF3yl3AC0KImxdbXA/5NNSNelAI8b4Q4lbt2gCYs+lsjaISe8W5znd9riKjQbNMfKDp5oMzBmyOCPIuAVi7/0pgp5gVd33yw9HqUkhvb2+D0I06uJMyBAztVLtgx7t9rtaL8i8EOH4p0/O5z3Z6Ldp2XkPTnAgBAqvQRKHQNYvmoecJXXMnsNie7dskaf20fgmVgrwcAFfTCwzRL66uNGfNiepA1eoR/h4H5w3eN25Qy8sGXT2P249crdXsqWVPf/DtQfNNlxjujI2p2Mz+5hhRmqYJfvmg38EmNYPTg/xMRRar3dj1pR8ez7eURqLKWP6/FO7/K+DqvrXYoIkplFNutfi9YQZFJ7ayLBtelv3ujI3xANoDjwNtcYURUMa6HSo7uQOKkm0C3OOMjWnwz7maPyeEEB2B41Y7zV7twKc/D+ZY/ZCyloxFqGfIdj4TvcNX1H4rlhYlDjzaVeZklC+XXIb5ONBVSvnA7QyzC0e5TdLPxPZsdZVplVLeVz4JKC2xY/31CuZ+ywmN+oQHz2RQT0Bp1xq8enEsg2rMkgduQ2FrQoiRqIRWi5Qy5g90xvpDhtmFkcB3N2d5zz5Iflw2DfvU5QKK9bqOKvWyOiX63iT0tpWxodY1dzdANyvgrPDjprp1mwOxIQ69bjB2FEWdRzkbloWi/n2Ay8tPIVtGcE0TpKC0FOKBQ0yWF0C5+VLKzVLKlsD3qGz3fFzqZf9t+Mt7zgCWZcN9gabcGNd06/Seul1c0CXlNww4XFH0/qYxZuBJYCyqtGuGlPKym9Yev3R/6/lbz7/dsmbw6p1T+n5908vNqF1zvuq35dHgq20XOk77/nDz61kWE0C1MN/SD4a3Sel3T80c7E4pbQ670IQvQliQMtdSYs8Yt3T/vccuZQadTcw2SQmPdK5bPPfF6BxfL6NV6LpTqOwVHbWonUF5eE7AKzmr0PvRdzZW3nMq2QNUY+vnBzTPf/+Z9umeJkMWUBh77GrgsA+31L+aXugV7Ge2WKw2wwPta+3+atJ96z1NhhTUDvmcFj0zvmxyY2PqUN7oHZR32PRaRoHHw2+vb3HwXFoNgOa1Qy/Ezho4y9fL4yqwS4ueeauykT8dhBCRmhAXVo3vOrZ788rFqBKx2+EyaiHc5j10sXTGxrRBUeEPU56Q44taDN1xvjzU97UPyrSGj2jRM//yXb+EEC8DHwL7/UwMznuF1qgGBZGo+Sq1Oyl+dydVZuyhaog3pZZS9Cmd2Tn6LvatOkPWkB/Jtzv5+k4yj9nZ2W+fPHmyZ1JSUt3i4mJ/p9Op2Ww2CgsLiYuL48yOH7P2P56/RRMUAllbLuE//wg1LmQSmFFElQwLIfJGw2EBOkspb8sAuURFFqI2Xc+jyrtuuwgLIfxQVPrZP9J32pXEdhToIKXMQq17zwHiyI4NdQc82K9B3Bj7Ig+dMFR73qqA78UsjPW+wOfqS1gr+/0uM/vm87oNtjyVBk3nYciaSHaQJ3moeLgEkU3vL6LwjVTaBqdXHm84annLB+tzYmpXDgKzbyW6UuE6HpZSrnJpCzhvt/7+lfFfYZzdsCwb7kc5HZbpPXTxH+3j2h3wuFXLRCGEWUppdSWVPIQSDUgEfj4xY0B858nrl2YXltQFGBZd5/0vnm6/v8LLDa7P4tQ9jeGah6GGMGo1LFab/vpX++ot2ni2UYnNYWhSPdgiBNrsMZ0SW1YPThJgRhOlmq7lIigB4Viw9VzXCfN2R7pp6gZVA53LXu+R16R6UL4w6tJFGdlQMR1v1I40FAiy2Z2ery3YE/zJyqOe7ZtE2PecSjE0qxXiWPZmz6sNqgXlAnq+pZSRM7aFHL6Q5nM5Jd8XoEaEX+r8CV1/7Nqy6lGUYb1YcW6csTEhqI1AKGoh8AVISsv36PD8qievZxZGANSK8t9xfOHQT73MxkQteua/vNj/H0XVUJ/lPiaD3+73HthoMuphdxh6BUVv7/eM8g9DGeVqQDQq29jdT7esPA7lqbk3U6dQFQFpWvTM3f+ky/m3w6Us9wKK2jz1Vicmv9OZu1Dswr244qMnUtGfWEPlk2lKrvLB+lz7ohdxkb7Eo7yxRJTXnHRzmZLrPJGenp7jV61aNW7EiBE4neW2x2g04u3tTcuWLZkQM9beOv69X4nflA04as6i85XcGxQLKyIPJQpyuzaPOsoYv4+ic1+UUma4nksfKBMD8aFcgzoEde/89kcMs+s8bwNFUsqPXIfej46OfvXcuXNMnjyZS1vnH57R9MQeVNipmetcxi8O4jv7EB7nxmBFUdLuJhZuxs/tNbtj0AB8fQL9rd/QEmK4grpflRiLOdD6Y92FXUaPHk1AQACn13522bNB9yp7R/D6XZH8wuTbMxkuWdJgKeWF2435b8B/A61dBu+hi/O9hy6+6j108fU/apgBpJSbgXghxGRXCzkAhBBNgL1CCF8ppV1KuQK1kGwGJjab8ON6t2EG5Dc748d/uzM+yvV/J7AHl5qOMGhBQhd+gPA2G50zR3c6d3Tuo+t7tq6ampJt8Th5JcszeuKaeqPn7qppsTmyNIOeiRB2EDpS+o/s1Sjjt48fTK5Ryc8OcC4pR+vwwqqAJVvOBthtDh/KVYDCUZ6aW+vWaDRoto9GdcxfM7Vv3vnEHB3gxKVMve2o76st3nAmEDD5eXuELX+7l2XG6E5JYQGeVoArKfmV+kz6eeToT399uKCo9HeJb1r0zExXHHkLKq6cCWRWDfe7uOqd3hP9vD2SAC5dz7v3rpHLR9sdzjsZuD8dmlUL/u5SWkH7V7871O4Ow9y1nsEGP1NjlCytAbVpcYu/VBSWEVCmd+xBeRu6MCDQFav+y8EVFlqPKlN7Qko56Z3ONEaFC8IBH7sT8U4soW0W0uBkGn7+Jhyze3Fu9SASIn3xRbFQ/qhNYF2gK5NFvQrnaCSEWAhcsdls46xWK2lpaWRkZJT9JCcnExcXx4oVK4ju1t1wuuHb92L01gHDo41/1+6xIh65lWEWQphdutA/oPo1D5ZSDnHVzIN6Fg+ijPAl1GZsH7AA2Cql3P6/MMy1UQ7CZxWPJycny/T0dAoLCxnRxvuCaz7d3aN8ANP2Kxi71ijLRHfHlt2xZ4na2Ls3jWXlUcdTkY3DyjpdgbpvcxGisLi4mLS0NFJSUkizQCUf9t8Vyco7GWYX6v63G2b4L/Oc/69wUUbPoKiiL1F00XBgA/DATeUZAvXQtaJCTaC3yZCy4bUeD7eqFXLGe+jifMuy4XWBegY/UxPNqNdGnaMMDoczeOGGM9XeXHqgRm5hiRGgUqBX4QfD2x4aHF03DaTAKf2Fh15NaJp/bmGJNvLTX4N+2qNKl9o3irBXDfdl3vguFh8vUxblsp1OVIzU/W8zoCWlFeiDp2zw2n821S1SwojejayzxkZbPU0GC5CTlV9c+uT7W0I3Hkgoi6NWC/ddn5hW8MzNnaicsTH+qB7dNxswx55TyVm9Jq15rbDYFhHsZ75QI8Lv2OEL6UP+YFzt346Nr/fQh86KPV1qd0Sc+XTg3BA/c8XMfSNqEZQoShtDgDlY99A9hUEPcS2klSjv7uPO9rZTrthkQXmCe1FMxwVgU8XM+L8CXMzUfOAj3C0TJ4soFJVdGyiNy6bBhC00X3uBcIDedSj6si9Zkb7kou5dG+rezkEZ+cuAdDWZCD9wnSdQhuceg0ZWi8rmFZM++Xb0wIEDAdi/b4/DVy8pstow7Dx4wnPcuHFIKXnmmWf4so88S1ac9aglyu+9bfnVr15PNXTu3JmcnBx+/PFHsrOzdyUnJ3ePiIh4ELXpykhPT/8pPDy8B/AeijrejRI8+V1/6dq1a7/fpUuXV0NDQ0lISGDNmjXWoqKiR12a9R6oumwjKk58wjUvocBZ1NpT6lpvNnp5eX1qsViMqDUqmdLCNnUbtRgZFx8vpk+fzssh6xaQuDMcqIN3eAC1ewTZfCrrb2/KMXQuWee4LyTJiUstDLeOvzlA0mCAhl9lQVGGjcRdTtJPA+ijY8MMnTu1czzcxJRDwbVCotoY8ImwkhCbnNl9yX3x8fHouk765ZPnHx/18q/Z2dkbXO+bjrq3H0YxIieBTYBDCNHOVYOuo6ptmqNi1+u5qbPXXxl/G+d/AC4j/Tyq9Zy7znGBlPLZCmNaohIaboUrwD1SyjTLsuEacLfBx9ReM+mNbjbOQhcO6ZRhqVkW7xe+2Flzzd7LZUpaj3Wpe/H1Ia3TalbyNyDwReAvNM3HKaX4/KcTYuWOOO9DF9INAI2qBzlXTO59rUG1IEl5mzgzakFzoHbRBsBgszudbyzco89YcdQMYNAF97WuZvt4dMecelWDMlAUnvOrDWf8J8zdVd9udyCEsJWUOuyNagS/ciwufS6AMzbGjKIjPVAU2s2JHXLTwYS0lz7f8dDFa7ld1Lm0b+KWDZtWNdzX0/W5Url1LfWfAm3rhvU+EJexbkCb6juHdqx9tnPjiEwPg65R3jTkKmDXvYxRupeHF6AJXaspdGEUQlSlXEEJKOv44xa1yEdt8C6g5vyYFj3zV/4iEEIYUTRvd2CIlPI0k4UXakNbB7Wh8559iCqvbeduAfiZkFO7YhnahEJNYEQlEhah5szdvOV6hoWkEWup+lsC/QpLVeWAh0Z6zzqsnNub3yKCvKv9UH/pJ27jnHjmwPWqK9v8CITSZ37jzi8vbxwbG0ubNnez/t2BV+P9OlZZsGAh1apVo02bNkyZMoVKlSrx0ksvkZqa+lZUVNTLX375pe+JEydktWrVxGOPPSbPnz8v3nzzzUtOp/M1YNVNHaU0Dw+PmnPmzFkcFhbWYcmSJSQmJtK4cWOeeOIJe5cuXUahYtMPz507d+WRI0cYOHAgQUFBTJ8+ncTERNmmTRsxfvz4uBo1anQQQtzbvn374YsXL248d+7cKjt37pT16tUTkyZNYvDgwZw9e5bp06fzcsAPP5F8qBqdp1Rfl9c4aNl33xMfH09oaChDBg9mQENNem0ZY6ckrwSEcHR6y7yluJW+9JtlxMfHExERQZ8+fXi8pblYrH06f3m12eHHTpyiuLiYMWPGMH36dJKTk3nxxReJjIxk4cKFeHl50bFd20yDyXPVpUuXRp0/f54nn3wSp9PJjBkzSEtLkx07dhTjxo079vTTTz+7adOmK1LK6hcvXlyzYMGCyrGxsTIgIEAMHjxYDhgwYE1AQMAT3CRI9VfE38b5H4RLaeitCodKUXWUH7j+/gzKu74Z7kzHUlTJwOeF3w7LMfh4tNJMhiGoMh2EJixCE7lC17yklIHS4fSRdof4fnuc57gvdzcvKrF7aZrQBfDpcx2SHu9aX9UTCsIRaCCcv5285vnEh1sD03OLBYCvl4dz4cvdsgdG13HTV56UG2d3uzk3peXcsP+KPuyDLcb6VQMde06nGLzMBvnBsx1SRvdvmqS5stivphfkvbZgT/h32y6UedGNqgfvW/By1w/bNIzQKK+jrIXa7bvFTtzlZ9nnErOTu4374bXU7KJmAFEhPkd2fDbwwxoR/u7QgwVVS12mAPVngsmo/2B3OB9wSgyPtKv526LRnc6i5jcHcAiD5m3w8QgQBt0PgafQtKpoGDVNC0VtkNwt+zTKjbMN5XHvRnkZScCvWvTM37U6/E+EEKI6SlZzA/CJlLKYycIIdELF4evmFNP9qbU0WnNexXkfrE/+vD6khnmj4WJ6UF5ePuoeSYvLwjltD7WWn6Z2kQ1PAD8TSV1r8MO8PuwK88YBhGIwN/2hwbcvuI1z0vkjWVWOv/8TBlNUcYvRrZre/2RY/KVLRN97L23a3C3vuruNGDhwIOHh4eTn51NcXIy/vz/nz5+37dixQx88eLAmpUTTtLIY9ujRo/n4449fMZvN05gswoBqsw7QYN5hesZl0XnM2BesQUFB1SZPngxww2vnzZvHyJEjewBhDz/88NerV6+mZcuWHD16FIPBgN2uclgbN27Mr7/++k3NGjVCD+zb27rDvdEhOTk5Ze9nMBgwGAwUFRUp4+y3YhsNHmz+4g/pIZ99dgP7DUDr1q3ZsmgygT/1sztaj+K1nV6G6dOn/27coEGDeH9wU8fBwir6s6PGUFhYSM2aNbl8Wd2ey5YtQ0rJY489hq+vL7Nnz3b26NHj9UGDBn0QGxtLq1atOHLkCLqu43AowrFTp05yzpw5Sxo1avTKwYMH47p27epXWFh4w7y0a9eOLVu2rPT29n7kH7jt/qPwXxVz/v8FV+JKnwqHilE7+IlCiOlCCF1KuQBFGweg4oYegCal1FA07/eoGFSiz2NLPvJ68MuQtMKS9ZqHHqd56HGaUU8WulYEFAsh0Ax6vm72ODWkZ8P1xxcNfa5Ts6g9hcU2Y0Gxzfj0p7/Vevi9jVWy8oozkfIiTpJB5ndpXqX44NxHs+9pWMkGUFBUqj3yzoaQV+bv9i61OQpR3pk7Jlomsef6rfVqW8N+fNHQQh8v5fAWWe3ixc9iI/u9trZhZl6xEyipEuZrW/pa9yufPn/vCS+ToRTgTELWPd3G/bh47s8nH0F5RXVRO91S1KIajooPAgQ2qBZkPbHosTdqRfrvBLieWdiqzXPfT917Otm9YfAG2jpjY8qo9j8TSu3OT51SJcms3n+l7bUsSz4qvu4AHJrJYBUGzUNoIsyl3KThEn5Azbe7RMe9U3ZLqGahylMcqG5hCf+6q/rnQQjxMCovY4qUcmqFWG1V1DPTdOUZWjSdR8c154n09cD51QNk/vgIqWHe5QwP5QxDUrqF5GFrqNtoDn13JxFRZMOzThDxL7RhcvZEXvvxEY6FeROKokhbIuUNpY+fL/o++O2zjZ4ev7dSz7YPjg6Lv6TY0379+7Njx44yDyYtLY0OHTqwbt065s+fT0hIiGHMmDGalJIJEyawZcsWx/bt2+1Go5E5c+Zw9uyZCWeeN7afdKr5+/f8VHfZzPPVl2pBtXo80rnxoTEjnzK/8847ACxatEju3Lkz+6uvvpIAMTEx5OXlja/4GU+cOMGaNWvsVqt1w4cffgjA6dOnOXny5KCp44fZ5i9cFJKTk0NgYCD7d8eW5l8+kDp27FiKiio0ifKLYkN+0zLDPGXKFLZu3crKFcvx9vbm8OHDTF++G2p1E6dDBpQZ5hkzZpB3ZrP8afVKAFauXEmSz9165SBT2dxkZmaybNkyvvjiC3p3aJbmPi6lxNvbOzc0NLTYzR6cPXuWrVu3Wq1W6+ZJk1TL9507dwqDwdAWeOKNN97wKywspEePHqSlpZ0+d+5cWlRUFHv37uWnn34ahAoJ/aXxt3H+x2BE9X3tjyqJaQzURCXtzAKedHVTQUqZJ6UsklLa3DemlHK/lPJJVKH9Z0BPp2RtlYcXLXzorXW+JbYbqj8sKE/zKlAoNHElIsSndP20/ns/eLb9Cm+zsQhg7f6ESs3HrGj/y/4EDbAgyUcIc2Swt2PbjAE5zz/YrMzr3HniurFzzOqIlCyLgfJ4uB212BlwGRVARIb4WNZ92C932sgOOR5GTQJs2J/g1+ypb2tuOnjFC9A0IQwvPNQ8/eD8wRub1Ay+ClBUYg+a+s3BXiNnbG9sLbW7PcTrqLpyB8o7CkEZ7AshAZ6WU0se/7hFndCfAfKLSis9MnnD+O1HktxCBF6UG/R/C4QQjW9ueuGiZj/BZVgdTun5/KI9jVBleleA47rZEALCC0EAggiQfkjc4QtB+XyXorztbFRJivv/64F97n7Y/6kQQngJIeYDzwLRrkTLiqhWWErDPt/R+6XNdLuWj7ltZazHRpI8vEVZO0ZQNLYNcFjt5L/5KzXqfk7fpSeob3OiV/XHtm4w314cy/JZPTiqawSj7rXKlBv2G/DRRx8xZcoUPvnkE06ePAlAv379aFK7cv6MpsfnVRw7dcrkwvDfnh2+dfOmr7dt2yaysrIAmDRpEvXr1z/Uvn17Q48ePQDYsWNnyLrKU35rM/TNEY8+NbpOTEwMz44eG9D/ubf6bN6+M1xKSVRUFEOHDhWNGzc+PmTIEFG5cmWsVit79+7tPGvWrIfc5+3YsSP9+vV7Q9f13r179y7TEnA47PrYUc+In9esAeD555+nTfKc3d6L74p9uO/9VpOpgvpl/X6Vl37zLQDt27encx1P+3OD7pMPFX9le+WVVwBYsGAB9s4f6Jtila5QZGQEMZ0DHX4ru9v6+x91bN+2jfiDW2Rq0gXCvcqp1+HDhzPEe9uxMfrCff4bnzhccc4iIyNvUD7r06cP3bp1G2swGHr06dMn133carV6Xr9+fdD27Uq6fty4cZhMpuxq1aqZR4wYAcDmzZtBqZv9pfGXzPz8Z8MlGLDwNn++Dnzlqn/uKYSoDGyTUp67eaCUMg14TQixAaWBW/vn3Zdj/HvNvfJol7o/LJjY7YyHQXcvRMEoT8qOK3Y7cXDri73a1pg18M11feKu5zZJzy32nrBgT9Of9l7On/P8vRmeRk0H4fDw0O2zXojObdsoomj+zyf9dp1KNgG0ee57j1VTepe2aVDJnZHpzhyu6EU7NCGcEx5tZevSsorlsfc2hV24muORll1kHD97V+Tmg0keH47skGgy6rkNqgU5ji4YuvOFz2KDFm8800VKycL1pxvHHr8auXDifTs6No26isoO1VAeTx6q5CUVqGsy6vLwl0MW9Xj5x4zD59M7J2dZWvR7/ZeP3xvR7r2Yh1tcRtW5Jv1fvrv/I/xQCYBfVTj2LkoJrsxobz+V3OtEQtbyZtWDLcKgeSFEkBDUlE5MQnNT2LKiLKINNRcFqO9XoiQNDwCLtOiZv1Og+0+D63nYBawCRt0qA3lDHK1GreeZpDwi/U3kj7uHhGndMBm0suz1Mj0CuxPnd6cwvvUbTRLz1PNQJwjL+11JHNiQTMpbFuJ6XUiFU/1O12DMmDF4e3tjMpkIDAykcaOGso45/Vz1XcN+ooqQP1Qc7HSU9JqbPBHv9Q3uad+h7HBoaCioao0yHD9+nLdfeznnmdEvhv36a3m6QIcOHWjZsiUA169fx2w2g8pUL8PZs2cN7dq1s+7erarnoqKiwCXw4+XlVaYHYPYwlgqTb0BKquobU6NGDYqvLMnvupAOD/ufMYeHh5OU5HpsPIPCLl5UidCtW7dmxc+bteHNsWkJv9K85fMAZGVlkWuqUkZRV61aFT07TvV23v2ho4v4qDQxxyE/WoE59udvyoxz3bp1IXFmCdlxKXiFWKggSxQaGnqDHnilSpXKrsXT09OCS6VMCEFCQkJNN419//33gwp1lOHw4cOgSjP/0vjbOP+TIKW0Aj+5PK37hBD3oepVY2/ORpbdaRnfAAAgAElEQVRS7hZCNECJmbxldzhrfLv1/IRlW8+frhTsNfra6mf2oAxydcr7LFuBrMY1gtNPL31839hPfx22/LeLvfKLSs3Lfr0YePxSZtBPU3pba0QF2DVdswGOwV3r2epWDigaNHlDlYTUfO16ZqHo/OJq08yx95Y+27cJKEbAbaCtKCNhxEXbt6wb5jy8YIht3Bc7Qk5eytAOnEvzPp+UU3nLoUSfxa/cn3t3g0oWTRPmL2I6X366T6PMp6dv65iaXeQXfz0v6P7xP/Z/6eGWl6aMuCfZoGtk5hXr7yzZf2+z2qGOp3s3vqHR/KaPBqx97+sDF97/9tDrxSX2kInzdk2Lv577xRcxnU86Y2NALa4pQMq/0puUUu4VQtwrhKglpbwkhGiKCk3cNA7D0Fm/jTr96cAZmochBGSoRBhA2qRTIDRMCOGgvPGHhqL9k1GGOglFYZ/nL5D44pI7jQL6y9v05RVCDPLQmVLqwOxtpPjT7hwb3gIf1KbUXfqnA459VzE8s5YwKdAS8/AI86bkzU6kPteaAldvZU8Ui1WKuodzuJEGzS+2cQOtPWjQIN6b/HrJ3ZX1831MeZl1Dp6X2K0ngJwUq2eZWIamaVxNzQi2O0m2FRdPDwwMfBlXccbChQvRtBvJyBo1alAz3OdylSpVwqpXq1Z2vHLlygQFKU2kyMhIpk6d+rs5admyJU2bNj0GPAKqBhtX2Km4uNirbO5A4rCVeHl5UVpaSm5uLr1XeXfbdx2fZwMDyc+vsLez5sqgICVkl52djW4M10a0xI5XiMjJVfZe13U8TUZ8fJR1zcrMAu9Q9fp6D2gnar/sQalFTmwaj5+fT9la5u3tDanZUep7EicrXkv16tXTKv7fdS1215ze8AwHBgbm4FLbe+edd6hatWrFP+Pr6wvqO/1L429a+58MlyTdFinlZyjP93khxMMuT6LiOLuUchEqPjsWSJVQOyWr6Fu986xpeudZRi165nkteuZWLXrmL8BG1GJuN+gacyd0W/LZ2OhpQogSgDOJ2b6tnvs+4Idd8TZU/DMdKGxVL7z04LxHC+5rXdUOUGJzMOqTX31f+mKH2WZ3upORKooNuL27UsDpZTLkzxvf9cqkIXddCvX3LAY4n5QT0Dlmdc+Pvj98j1PKiPScosrPz4zt6u9tcrz5xN2HvMwGR6ndKaYtP1y7zXPfNzt9OdP8+NTNdeesOVl9wuydL+0/m9KGmxqav/FEmwvfvdlzfICPKcHhlKa5P58c/9Cb6wbZHc7QmC929K4zZMnyvaeT+zpjY7z41+JjIMYlKnENFcbYTXmCGwAJGYWd3v7+UCOhCX8py8qkAGnDKUtEudCD+6cQlZV9BPVdeQH5/8lUtlBoDhillEduZZhddcDzgBWlDswNQ0k+OYqjw1sgUEyFE1eHoxI72uu/EtBpCXXPZOJZXIr+RieyLr/A+efvpsigYUJtdoop7ydcgquUrdSB+PII1Tov4f6Ij519K36OAENJ8eo2u798r+aOtXVsx49ityb+eoUq3b5mQJ2Ztlnucbqu06RWxIUNQ3mooKBgUp06dZJBxVVr167NsGHDHn/ssce2HzhwgEuXLhEYGAjHvvpxydQxP1zZ+8NP7p/ls17f1Lx5c0B5qm3atCndsmVLSnR0dPb27du5fv06/v7++VSQFnZFVKQQYlxSUlLtGyYy4+y5bt0U07t8+XKef3Wqz4gRIwgMDCQ3N7d83LWDJdHR0QCsXr2asWOeo1Ln0bql11ces7/4AoC+ffqwccl0Z/S9ymGNi4/nkLO5gdajRGaLl/Xo+/vSvEMPYffwF5j8y2yI0WgER6kNMOO032BRdV2/4fl2X8vN9wNArVq1jgcEqN4Xfn5+DBs2bNKwYcNmp6SkcObMGfz9/UE5On9p/G2c/4WQUp6UUn6OEh+ZJYSY6fIqKo4pkVJ+gcpufg61U54AXBBCDKkQ84yjPHkLgCd6NDyy7ZOHRteO8j8MUFBsMz76zsZqI6ZvDbDa7KWoRcsc7O9pXfdhv5wJj7RUAigCdp64buj9yhpjVn4xuHRzXW9rRHkiBsolQOP6dah1+OjCISvvv6vaVQBrqUN7Zf6eKv1eW1v/mY+23b3vTEpk7PFrtSQEH1s4NLF944higMvJeV73vrC6xZZDiaGuz+j1yvw9r3GTcQPo37FWxomvhn7StFbIRYDY49ea1R26ZNL8n0+Ou5yS1/Hpj7Y9j0oU+5fdx1LKUlRN7lgpZbZLF7kjipaLRCXAfQHkf7zuzLtj5uzs4pTSjpR2AV5CCF9h0PyEphkoVwNz64oHUl5uZuM/2DtwtTZsAZy+g7ccgRLn6AQ4n2jK/hPPca1mIGEoBSsTKhnQ+9B1fFsvIPD9XXjandAghKKVg8h+tzO6twcm1Bxmou5PiaoBjnc4qT1xK9W7LKV96Ee8OHIdT8Qm0tIhb+wWF+jtUepnwrYpnuAhP9C28if07/Md/WMTaCsrrJNCCOrUqpnQdqGMA2jSpMmnAwYMAKBv376MHz/+m/79+3edN28e06dPx4Ath4Oz41lw91K+bL2YL1svLprdeumo3k0O6c7SrDp16lBSUkKPHj08qlatGjFw4MCgb7/9ljlz5uDr63uQm/Dqq68OBj728fHJrXg8cf20E08++SQAhw4d4q233sJisTB48GC3l+oauFM83a+DLTw8nOLiYu7t1pMH5l81Neo1Sj9w8CBGo4EJ417g2bfnai2DLc7atWoBEH1/X/otuK63vG+wyM3NJSwsjPsaBUJ+eYMstTRJO8qZv6Ek9H8Dk8k0250kNmHCBJ599tlpzzzzzJjXXnuNGTNmUFBQ4E6Q/Evjb+P8b4CUMllKORJYAcwTQsxwLWYVxxRJKZeiks3eQC3+y4BYIUQTLXpmIUpJ6AZ92qa1QgpPL3ni+WB/82tCKAH6LQcTfVqO+K7W+aTsS6jEsmyDrmVMe65j2rI3euRGN6/sOB6fIbYfuSruGbXCeCYhy61Y5e4846YH3QIZp4GiyBCfqhun90/5atJ9KQE+KmvzQlKO17p9V8o6Un22+nh1X08jv80aeGbKU/ck1K7sX5xrKTFW/My7T11v/9H3h5tSLpjvhqgc6htwaP7gFX3b1dxkLbV7J6YVtC+1O/1c5+r28txd7fgXZ25KKU8DV4QQ77o8aDdDkuJiScYCoZpg1qIt57p2m7im8dmkHB1NyxYGrVSU03gVE8FsqOcxAuVFn0d5ff9RcCV93Q+YpJRH5W0a1QshHkAJT/QK9SL3s57MXfogRwwaZijrAKVb7TB9D/7tviLgdDq6UYNJ7Uk7/hyJrSOxooQ5JIqVsqCS6dJxrW0dF/PoR3tZ+lsCXSyleLaoxLl3O7Pq2nhtZcXPk5pvNwZN49Geyxi9/DQdUwsJrBPE9dc78uOVGK0sIUzTNPAJr2gY58yZM+fAyJEjKSkp4ZNPPmH9+vVUqVKFn3/+2dbQfvwNirPtdid8uIvanRYzKGQ6C+cd5o333550bdX33xX079+fa9euMW3aNI4cOULz5s1Zv359VlBQ0Kib5+3cuXODgDlVqlRJcB+TQsgLJw7Ytm3eUDR//nwCAgI4c+YMK1eu5Omnn6ZPn4qFJRLnulGpK1es4L777sNisfDLL7+QmJREmzZt2LJhHZsXf+Bs5JvjjNr/snXjqq/o1bMnxcXFrF27lqvXrtGieXN+XL2S8F0xzrI5KYcTtSaVbX50vbzIQtO02/WFrogdL7300sIpU6bg6+vLggULWLhwIf7+/sybN48HH3zwRZRE618af9c5/wng6sAzESXdN0NK+bv2gEKIaihK9SHUgjQXeE9KWeSMjXE3TZdAhstw80T3ho+u3XPpfavNEVxS6vDz9TQWfPNGj71929WUqIXfH4g4m5AVMuDNdYFx13I1AF8vI0tf7V7ar0OtEtc4t3d3HWWYgyiXAAwAfK6mF5jeWLjX69ut52/uWMVTvRpZFrzc7TjgGDR5fd0fdsT/zphGhfgkxS0bNsrkoVsor7l2yzCmA1f7vPJzr40HEp6r+DovsyF1/5xHBzYZ/s2ePzrf/78ghGgNPA1MkFLeMjZ8/13Vni61Od7defJ6pbYNI3Kf6dM4/5EudS1mD0NFOj4X5QlkoNiNkygmYed/UCMQHeiNMqzrXAzDrcZ5oe7j5wBZP5hv94xgXZAnjVF6441xGeazGXgO/oGoxFwMHjpE+eH4sg8Jd0WVlZ95UF5lkAQUHLxO6KRtNKrqT1G9YC4eTSFt+2Xqtq1C7IddOdGsEsWHrlP5xwsiOjpmaVfdJ9THWmo3bt68mTmzv7A3DuVyzzqcG30XV6v64wNcB+EsHbKlj9UjOADdWOrnZfqY4DoLKlyWEXg4JSXlhfj4+Hp+fn559evX32UymT5sUUl4GHQmnMugi8VGpSBP4moHcXxiezY/1IB0anVP5PFNnS9fvjzy+vXrkSEhIel169Zdr+v6RyhKu25ubu7ss2fPNkpLS4uYOnXq7Nj7j0wxvXRhpEX49RAGc6mn2eOAx4feG06n0fytxC4fPv7M856enp4IIbh49pTzqe6NS5xowugodJrXPn5t2Kqi0IuFfl6/zR9fnB1yj09ijkMP8jZQt+SI7dzGudaG7yf6rRtCYe86CMyBHrQcYbgacp+4muegko/GsZNn8To0w9mzUjI0eIjCRsMFgNGaUWJa99RVkBkIzb6jxdKWXsGRjrqNWh7zDwj4HLhSUFAwzeFwGI1GY6G3t/dwINNqtb5htVq7ApjN5q1ms/l9lHHvmpubO+7cuXN3GwyG0jp16hwLCAj4GPjLCPHcCX8b5z8RhBCdgYEoibrZ8hZt5FxeyVhUnfVF4LE7dcGZ9lyHttOXH1mUnW9tCKBrwjFxcOud7z3d7jxKajAcCMkusHoNmbLRb+vhJKM6D7z/TLvCCY+2tmgqecktH1mMWkTDUIuiL6549FMfbglfuvnc7+gsTcC+uY9edDplQfsxK1s5b3PP3VU/fNX+uY9+gqIkfVGbgJqA0+5wGqoNWvR+anZR/ZtfVzvK/7u4a7lDbzcH/0y4svHfBd66FX3rjI1pm2cpGbR009ku3227UPPQ+TTfYD+zfXC3epaRfZsUNKwebEF5ypsoz5K/DpzWomf+yzcc/wiEEJ1QZUobpJS5dxhXXxP87JTUNRvIimnLrA+6oqOMW6DrJxgIWnCUsJc2EWWxKQ/4jY4UvHUv2UaddNTCXYgyzu6NXB5gn7mfSi9tpl7F8+oCi1Ny2ahTye7Ax0lZGRtGDftdkeyrHsiBKZ25VCuQSMrL9vKBtFNp+NiciJYRZSzVASbL9Xe4zgjgUVTLz1YAvh6c6lCVPVO7sKNFBBbXe8cxWd6xy5hLv/87IKeKH7uTXuI3VFmiGyVA3MCVpBxJZp9TEjqhHfHbrxC59gJ1InwpuT6OVNecGb8+gdeTa/Bf2Je8ES3LEj511DNc+sgqfC5kYTg6kmJNlOWblOltT9+D9vlBRPxYnCZDWQc1t2hOnut9svNLKIr8mLYz7uf159bJ36uY/I3/EX8b5z8ZXDHlB1A9WRcDq2/O7hZC+OOqp0Z5EO+hGpLfUnO5bcMI85mErAWFxbbH3Md63F3t5Op3el/xNBsjUcpdut3hNL0yf7ffp6uOmX09jdLfx+Rs3zjStmBit1RvszEbpYXrRElxujvW+ADWM1eyfJo+9a3fLU4PQIi/ueTtJ9qcGfv5jpZ3uv6IYO9jk4a07vHiZ7Hprh7RfYBqX/x4vNOLn+/odYeXviql/PBO7/3PglDN7T9CSW1+X7EBgjM2phdqo9ERqHniUkbk3DUnw1fFxoXkFpYYOjSNLPAyGfIrBXmfb1knLLVLyyppjWoEnwBWa9Ezi255wj8JXKGY+4FdUsrb0owur/oZYLKXERnmzeUVA5l9dxQCqIe6h+oCMteKc8TP3P3jeRWqCPLE8VU/MvrVw61JnYFiGopRXnodyuP0BecyMDScwx3vMZPO1eoB/PpAPS6Ov4eEcJ8yoxuKqoiojjJGSU6Jw/t9JlrtmALN5DYMJbFJGKe3X2FqXDbnUYatKUpqtL3rdxFQX0BcpC+/9KvHmtm9OY5in5Qs7WR5R7U71zowFpguoKRXHT5aN4Q413vfgCIbWtQnjMy10rNrDRZve4LNQNV91+hQVEr9rjUxAV7X8jE0mUtAh6rYf34UhybKdPUNgP1oCo4XN2Ia24aiQY3KckwcKAPutNrRa87COP4enOPblXVQcyeP2ilXGyyauR/52QE8L79ItLtf89/43+Fv4/wnhUvc4jlUsf0HUsr9txgzACURGgwcQnnRF28e5xorUAb/c8AQFeJ92dfLw3PLjAFXokJ9Qilf4MRXG854zV97yvfwhTQTQNNaISXfv90rtl6VwBzUQtqUcplPH8CQkJKntXj6O6/8oluymQCYjbpjVL+mSUajTkqWxZCUni8zcorNiWn5Xharvawq0sOg5VWv5PfQuW+ePIlKhmv469GrAc/O2NY0K8/qWVBcarzNbbsf6H2r5gK3g2te3kJRiCvlTQ3q/xfvowNvo5oSLATmSSkLXcZZR3k7jYHWTqf0KLE5+GrDGa+fdsWHn03IDk/LKSq7fk2Q4ZQcR0lbnkbFU7Ndvy1/lsYgQgjxP30WIURbYDbQ0t/E2Zg2LH3jXs65Sp78UMZZB5ruTiJi0lYq7b2mxGbujiJ35UASqgXghzJKxajv6RquUhuUx17FKSk+koy++hy+n+4j3Obkd7FNHw/iJ7Vjyhv3chxIYLIsYLKoimJnfFHJZy1R4R63whtB03ghx4r/LS7PLblaEZdNOktG30XS9PvINtz410zgBJPlHTddQohwAUsk9Aj14uyXffmkf32iUEbUgqoPLgZEqYOg6CWM2XeN1kObcPjbAWxDJRJKFLvVzjU/Xj2+xf9YKvrpURSH+1BRgEg6JfaOizFb7ciDT5Ova2XesruEjQVHMUzciiExBoefqSzT2p2XYqM8Ga+w6VzC7qnMuvl9GcFk6U54/Bv/C/xtnP/kcMk9vgZslFL+dou/VwIWAT1cv8fdLv7pGt8RmIbKpDUH+Jiyf/nggWPtGke6KSwDEHTwXKrnwLfWR17PLDQA+PuYrF9NvG93/461PFFJSxrl2bRGwJlnKeFsQraWkJqvJaTmy7irOSVnErIMRy+mezsr3GZvP9nmyutP3J2la1oBkAZkHDyXSv/X1z6allPsKqhE9ri72snFr9x/JSzQKwi1kBsAh8PpLMzILRZp2UXa3jPJsc/PjG0A9EUx6NkmD/11a6njyz/aas81L9VRhtUX2Abs/EeMoIvVeB54HPhm9xeD9t3TKMLd9pE3F+0d+vGKow+Of6TlxndHtDuJa5OTmJqfs27flcjNBxO91++/oqPYiUuo7ykYRfG7S9rchrr57RKu/t1wedUfokRbMkK8ePvaS1x3UaFuGIDmdidiwhZ6zDlEaw8du9mAbUgTkj7uTopRibYEoRb9ZFTIowhlUINSC/H97AB1diai77lK0O0+T9+67Fn1MNNvOv8FJrs2s5OFN6A7nPS6kMVdp9LwPZlGyPksQrZfplleCbdjhUqANcBKYJ98mwwUS+Jzm/HFwC4m3zJkZUDlMLwKRHWsyvJNj7Hay0gAqnrDDQdwye6k8cMr6bvmAg2HNCHhmweJ0wQ2VI6GAVe/diBk1n5CYzbjs/phbA81LBMcctPSjqUnEMPW4LnnKQraKSWFin2cdbsTvdFsTAMb4pzatUzExf18uZNFC4GiX69Q8vhPhB0YwWuV/VnDZHmDAMnf+GP42zj/BeDy/joBr6D0iQfcqR+qK7nsF6AJgEHXij8a1WHdCw+1KEEZp0DAkZiWnz/wrfWdjl5MDwTQNeGc+UL0ldH9mlpQnnYgKj7n1oWu6K1YUQ9rapHVntHlpdWND51Pq+7+Y/PaoXnzxnc5cFf9Su6YVz4Qt2TjmcCJ83Z3z8q3RuiacNapHJD/4sAW157u09iuqcUL1KKQg8oKPQOsPXQu1fe5T7Y/dyI+8wEJWmiAZ6zd4VydU1Cy8Fax+zvMjY5q0dcRlRG65B8xgC6qe5SuiWdrRfonBvt7ZgzqXGffgnWn+51NyO4C0KVFlZM/vNvnrJ+3R5rr+ktRWdrZwOGKymAuPXc/lKEOBgJvIX/5b4fLwDyESnBsjvKa35Zv4wW/p5uPJNNi+M88fSpdietE+FC66AGO96xDFuXZ7Fcpl3pNBDiWSs2Z+4heeZZKVrvy7JqFk9ulBrm+HsgpO6nhPsezrdg8vw8HUewSdifsu4rfriQqfXOS0vOZhKLo8TqaoJ5T4lM7iMT4bKpxe0jXNX58wyZusqjF/6xedYnJ8uxN89YFmAk08Tay8dUO/Pp6J9zPcASKIXAjKN1CjX7LaVFsx69hKI5vHiRH17Cing03fVUI+P5wlrBn1xE+rBn2j7tjRz1vbuNbmmfFWe8LvLvXxra0P8WUd6hzv5dj3mE8V53B8N1DOMJ9yuhwG+X1+rjGXmi7kKpmA8djh7EUSGXy7XNi/sbt8bdx/gvBZVj+H3vvHR5Hdfb9f2a270qr3ixLtmRb7r1i3A0GjMEGDCZAKAYSOiaEEgJE1ISEBBMTCL3XUAKmGAxYuNu4d9mSJVu9S9vrnPePs7MrExtSyO/9vc+j+7rmWns1c2bmzOz53vV73wvcDFwhhPjge/ZNVhXe0ES8gYd2ztR+b757/7xtyB+nGagOhCIzLnv488nvflNRkpli9foCEcsFM0uan/rFLLfZZLATc2vHxtBrJnQtWo9FtQING/bWB25YuurUHRWtyQCD+6S3zzupqKv0ikm1VrNRIAFqt8sXar/liW8W7q1uG/Dt/qZ0gAmDczqfvGVW9egB2XoD+HYSzTTqkS5t7ZnluwsffnXzFa2uQJE/GElXFBqE4FHgme/zKJxgjsxIi8UIdAkh/mXqUEVRbDlp9lfbXIEzIlHNrihEhEgw8+VnJrW/cOepL58ytrAcafHoikAQma39/4RLMObhuQoZJ00DHgU+FELspFTJQSZGTYjt7gaafvkFY/66hWu9YZngNLuI2rcW0pZpj4dMupBMaYeQSkvgg/2c/ugGZmysZZAWq1UenEnLkkmUXzmagEFFbfbiz/8TZwDKXVPYmu+k+ts67BtqUZu9FHYFKFAUwsHocS3tml7JdI7No744jfDoXFrDGsrVy7lM38Go4uufxqX7W49l9QSgVJnJsVaz3pnNQKINaIhSqVgpitIvNlcLYn//09af8dWYPLpn8+uxcICMrfUMWPg3plR3Yjt/CO43zsNtVOP0pnofZjvQsrkOx6yXKcx3Et14Jb40W7xFqQ7O0VtWYHhxB8YDN+DJlVduJhG2inYGiAxYhv3i4YSXnh6PQev9s3WA9gKur6vYctprXPX1pVw1tQ9dQIBSsfI489wjPyA94Pw/UBRFmQe8giTLuOd7ak0NyLaVtwGkJ1u39++d8vWXfzrvUYfV1IQEpQXAyXc9s7bk9S/Lx9S2eHIAxpZke997YF5HQXayFZnkIkiAtJ4cYiTRdakRaI9Gtcj9L2/qu3zD4dSdFa05AEV5Tt9jN0w/dNbk4k7gm9gYmQeOtk/8xV9WD/p88xEHgMmgcvVZw9oevGpyXYrD0oWk8LQhF+69seNyQ+Fo0kOvbR7y/Md7Jje0+/SyrXZkvH2ZEKLt35jTVBLWyxEhhPv79u8uWtkSW3OHb8pzn+xZeO/zG64Wx3oYUBSivbOSvl1y/ug3bzhnVJVsBw3AIXXG0gP/6rX+kCiKYoE4R/x/OlYxcBNwJdLV/jjwvBBCWv2lylCkC1pFuuhVwKgJ8sc9w+nbG8m2Gok8OJO9t5xEVFVoIsEc5UHG3Fs21uK46D3mByM46j2MAcTwbPZfOpJ3fjkZDxL4jcSsxnf2krVsMyPXHj2GUxsAg0LAaaEmJ4nqvCTqdzSyoiPAXqBSCOGjVBlCQikz+8Noyb/llajAmmSm7sGZ3HrzCvH2cSekVDmTBPDlI2vwu0eeg8DRaS/y0Zqj3Ib87ZmB94HbhBCHKVVmQxycrUhwHwKEXt7BhBs+Y4o3hPGuqTTfP5OoqsSVYp1yNwCk1nShTXyO7GAEseEqakoy4iQ3erxZ+fgg4mfLMZbOIPKzscfE0OPA8MsvMLy0A8OhG/Gm2f6hUYveGcwDtIx7BjUUxbPrWvTacD+l4svjzlWPfK/0gPP/UIlp5K8j45Y3CCFOyDalKMrlyBipTrz/bOyYUKyG+gyg7xffHsm/+g9fXlTb4kkByEq1aa/fc7p79phCnSdaj1sLEuUZfqS14EYuDPWAe09Vq+XGx8smrN5Zp8eYOX1Cn6NLb5zx+YDeqU1IS2EEkPvRusOmW574xlnd6DIAFGYnh+/66fjmxXOHVhhUtYVEiVe39jugaYKl727v/7vXvx3R5goMjX29D3gJ6a7+t2JhiqIUAYuR7sZXgLUnim9rZUscyCxey3Mf7yn4+R+/+sv3jW00qL60ZEt1brq9amBB2vZ3v6l4CTl/XSeqHf6Ba3WQIJTRJfSfAHNszHnAObFtK7Iz19+PUQRLlTxkUxBdCpFz1gewVrRTeOnfleKn5lsOjMgRCtGoiogcVaTrOggQiFB19XJO+9teFgSjWAwK/v7prHt0DhvnlcRjph1Iy/yYXgF3fsn4D8tJL0qlPcPOgTQrW2YWcXRuf1q/E3v++pjs6VJFQcb84z3KZ7zE+Q0eer00n0dPKuBrSk/wLEqVU5GA2hdp8R4ja46Q9tu1jFtRwVAh5y0dWBLPJylVDEiFuB/Ek8C6gLRffcXU369jqM1I5IX51F4wFI2ElR4lkaAWcgcxnfwCmQfbMH18EftPKUbEzpWEtHyNjR60kX/F3DcVseYKQmZDHOT1eHT4YBti2JPYH+f8q5MAACAASURBVDud6PXj40DsRiq7Cgk+/sD2Bo5OfI7pr57LkkVD0bm0j1AqjuHZ7pF/TnrA+X+wKIqSjOwb3R+ZxVzxPfv2AT5ELkoAq4HzhBCtWtmSvshMY2dTh2/kJQ+uuPjrbTX5AAZVYemN073XzB+hqZJZ1EDix619uLbSd6i2U9xywegOg6qake6vQ8iFxPL6ygOD7vjrmj4N7T4zgM1iCN583uj1pVec5DcZ1SFIq0HzByPRR9741vGHt7bax5bkhNftqTcNK8oI3nXJhJ2LZpVsJRHjPp5UXnjfp9EP1lT+1GYxON2+8CQFwlaL8SN/MLKMfyP5KxZbnQ1cqsDoguzkr248b9SqX1ww5giy3KdOnbE0qpUtORm5KHLZw59PfW3lgdv0MUxGNTykT3plYXbyKl8wbLKaTZG6Vk9eQ7u3qN0VKEpPtlQ2dfiHkwgX6J28XLHPO5Gdnk4kFsD3YySNKYpiQyppi5DA3IFMgnpFCLHjuAeVKvF7F/Y0G6kFOWiR8USCeSLksxBwpSNEWDEYXUQjTlSDF4gQ9tcoWqTq/f3k3vQZp9e5JUj2SqbpunE8GovFJgN6zXtW7HqykQmKuvWXjPSuNCG9OTv4DuVt7PsvKBXfZaeDUsWJVCjsSEWz7geTm6SnYAixfA4ATcBTWyh6ZisTdjdRIoAcB5ubvNwDfCVE7NylSgqyBW0xUqHrrmy03L6SKW/uYdDfL+TgWMnBl0rCawUxj0yjB+Xi90jd24Lhj3NwXTyC+thc6KWP5qiG6cw3MKyrQdn2M/wDMuINb3SFR2iC6IK3sFa0o+68hqDJgJFjaVJ9JGrGxeTnyapzUX3kFh7WvwNWUyr+n++q9n9DesD5f7jEQOSPwCXAOUKI1d+zbxLSEjwn9lU1cJYQYo9WtsQJTAFGa5oY/MgbW2aUvrQhv29uSuRok8t41snF4WdvOyWU4rDo1J/Rti6/NuzyV23NnX51+sj80At3zPH2zXO6kCDqj21pLl9I+fWz67KfWb47a0jf9K5dlW0pAwvSAo9eN9U1d1KRrp0bAA7XdykPv7bZ8tKKffFyqgmDczrvuGj85wum9NPLyCzIhUt3DR6KnbNiS3mTvfTFjTPX7ak/3eUN6eT8B5AlaS//K2VYAFrZkt77qtsmlb60ccraXfWzopow5qbbqywmg6u4V8qrr919ukF3Uz/4yqaBf35vx1V9cp37rpw71H3JnEE1STazhiyNOYYVLhLVaGjzhvoueuGL2H04kSU+3T83n4i3+seSGKPX00hrzoNs+fg2sOF7vAU2ouEUZdeHp+JpcZNZnCOcefkAStDdR2haOkLrSzRsx93kUxBVRMIpurO/1aMZliz3aG/uYooAxWwgfPFwyp48k01WI1tIJCANjM1DH2S83oZMltOfez2JOC/I0Md3y5iqKBV7/o15ccZd992lVLEhvVC9Ixq8sI3Ce8uY2+Qly2wgNL0PO64YxRs/Gc5hYD2lsRBLqWIGZiK9S4XASSSUMjmvAm9ngOx0GxnEmPlI8A1EAQ53YD7tNZIr2jH8dhbuO6dKIhWke12PS1se20DqL77A+OJ8IpePQm8Zq9cuGwDlqS0oD6/G+NzZBE7rHwfvUGwOvbFxzYDx00OoZ77B8Ptm8Ot7p7M7Ns5OSv+77+f/ZOkB5/8loijKdcjEk2uEEK98z34qUArcg/zBfwXcHl118wFkzbUBmXU7Z9X2msJ7n9+QtX5vgxmgb65Te/PeM4ITBucqABV1ndoFv/nEsrOy1QDgtJt55Jop3qvmDfOrihJGauE6/aK2/VCz7b6XNqYsX1+Vpl/PrDEFnsdumOYZVpTpIGFJhL890OS67anVyWt21cfrT8eWZO8vXTxp99yJRfqiZUBaSo1IgN+AdPMTiWo89OrmwW9+VX56RV3nyUJgRnoO1gBvCvH9zE0AWtmSDOQiGo8hv1t2KPvqP3x5r8sngT/JZmoaVJi29pxp/df/ctHYQ93iyYUQb1vYglSEviv71RlLT+jt+G9ILA9hFDLEkU4i6WcDkmzkHy3MmGhlS6xIizEHTVNp2DMOo8WBwewg6GkBIZSAq1gYTFmAg0gwBaGBr32/4ndlgjC8si2UcdunwQEtXmHKttOel0zrs2exYnw+LuR7srXbKVWkV2goEpC71962kWgVGUXO8XctZy+w9oQu6hPP0VBkLLwr9rkB2BYb33feYC5v9HD2riZKohpqcTp1kws4fO80tuU72UtCWdhOqZCdI0qVAUhPgBVZeZGKzFDvXj+sl0d1IpWS/Nj/zYC2qwlxxusk17tRfjubzjun0BE7XiMB4iwvJ+m2laSMzEV78zyiqhKfN51QRKloRxn1Vyyn9Sfyt/MJqUrcGxFGurQ7kIpPoybQRjzFdIcZ/6aruBLprajusZj/M+kB5/9FoijKaUiqyUVCiKof2PdCpLV9JuAfNzD715v++pMK5AIxObY5Oz1B9arfr+z9wZpKJ4DJqPLbq0+O3Hz+aE1VlEgoHA089Opm++/e2GKNRKXBc/qEPtpTv5jtKsxJ9pBILrEhFx3l4w1Vubc/tSapvKbDCNJ1vnjukOB9iydrOWl2uh3T8dmm6sivnlmXu/twa9LgPunt+4+0p08Z3qv99p+MqznzpKIuEq63KHJh3wscYx1vLW9KOv22D3Lb3cFCJOViJpK/93Xg/RMRk2hlSyYiXanHSDAcVX73+reDvtx6dPauytbxHn84DcBuMbaMGpC1clT/rIrLzxhyeGxJTiFSaTgeOHuBNeqMpcdlffuxJJaRPgSZUNUXCQLbgVX/bOKcoihKTrr9pFmjC0577e7Tt8T/0HRgCGbHYFSjhWjYj7+zlqCnEIOxCBSIBGXtcCRYX1NdY/r5+55Rnx+MZgEkW5TgLRPF3++byXqIJ3WdSIkZhXQFB5DgoQO5LulIK1pvM6ghKVL3H6/e+J+4XzMSmHUaTb2syAJgNlAzIZ81Fw/n4JWj6TAZJDEH8r3rfl2bKRUyNluqTEd6Anojy7pUEh4TC/J9MMeu24B0U+cilTzDuhqMZ72B3RWEp+fRdeWYeAOQTmScPw0wba7DNPNl0vOTYeNVhNOlU7p73bMhoqFNexFTdSfKrmsJZEo/hP53b2zcpth3nUs3wi8+Z/7b5/PI+UO4i9J/nl+gR04sPeD8v0xiNdEXAAeFENt/YN8cZFxxGsDoAVkfrlq68OVku3kOMlmmD4AmBM8s393rtifXpPuCMrz587OGaaVXnBTKTrOHAbH1YJNp8e9WWvdUtSl9c524/SFx72WT/NfOH+EzqEoQqYl3IBeRvHBEE88s3225/+VNjtYuvzp6QJZWWdelLjl/dGTJ+aPDKQ6LnhEe0YTg3bJD9r9+uMv2zc66eFLYiH6ZXTedN2r/ZacPCcX4wQ8j+ciP126uUp2xdF8sDHAKEqTPQSojy5Hc2fHjtLIlJiTxy/eJORzRBj369tbAB6srTj5wtH2yJlD9wUgWQIrDXDekb0ZD//yUnVNH5G+9ZM7gOovJIJAu7u0/dhlV7N6GIJO0RiGVljCy0cbnP6SwxVpz2oCoYebjQWR+wiLk+1RsMqruxg9+dmlqkkVa1+6WHLTI7PgAQXcj/i4jMtEP0NRIVFOXfdGQWvr32v6eoDADnDHQWP/UwrQNfYwt78eOHIQEtT0c26nLglSOhhJLYEKC4HcXNRn7lMqZCrgpPT7V7XclFmvPjI2Ricy9GI4kV+me8KU3k1kgfsO3yJjx90kIWBkHslLlAmBYkwdTjYsR43rF+QN0oh9L7Bg90coJNGiCEY+uJ+ODA1h2NGJ641y6zhlMAKk8tCMVlTTAdKiNrCkv0isYQVlzBaHhOfFr0d3iKqD+dg3KXV+jfnIR0bkD0EgowxpS2XUhPVBeV5Do9JcYYTcRXLeYX/ZkZv940gPO/0slRnpgFEJ88QP7mZC80TcD5KTZd5c9vnBNSUGa3pTCjtSg0/ZUtTkuuv+z5HAkqlQ1upS0ZIt4+tbZwbNPluRGgVBE3P/SJtMXW46o2w+1qABjS7LDf7llZuv4QbmVSFeeXjoCEOnyBE0Pv/6tc8WmauOeqjYFIMNp5dZFY/w3njtK2K0mPVYWjWrC9MHqiuhvX//WuqOiRacjpV+vFN+N547cf9W84ZU2i/EwsibagozdKkhrYI86Y+nO79y7A5gf2wYiF6gPgL9Xv724oiA7+dQTTFsyiY5JacSsvUhU44tvj2S8+82hQTsqWgfXNLsHd7gDxULI2KLDalwXDEe1SFQcRVp6+lYX+6w5XnJXLBSh157mkOCH7tPt8wASWPcCW4CdQnw/jaQuWtkSM5L7uuCrrUcz731hw5m7Klsn+4KReDazwaAERxRnHnj5V6d9OLQoox5psRnwts8kEpQZxVokgK+9jmh4IkKYP9rlstz55uH+UU0YK5r8KVkOxbf0LFv5hRPTtytGa43SWqG7sPshQxPd+ajzkf2zDcj3pQNpIZqR9J5hTUBNF4ayI7g216I+uYUmpBWdepytHQloWUgQ1jed3e0b5DuwG6kkpCEVExvyOXcA04QQsvStVDkJ/rGMKybJyOdZBTRRKgLhe5Rr713FnCe3MDvTjii/gR1GNQ7M+jERpNXqAII1XYQufp8ha46SlmEj+uGFuE4uxI30IHiR7uUoMLjRg3/qCww+6sL42cUEZ0mKlmPqnQHtq8OYbvgMw7Q+aE/PI4JUOkKx8URsfz9SSQhe9RG9X9pB4XuLuHX+QN6hVDSe4J575F+UHnD+XyyxjjcjgDd+KFu5T67zmtoWz+MIofXOTq579rZTKk4ZW9iFdKtlIhcPiy8QFr97Y4vzoVc3x5NZrjxzaPSP100LJ9vNESC0s7LFeN2fvrZv3NdoBFBVhcVnDGl95JqpHalJFp0ARbeEnIC1vs1jfPjVb9XnPtmjhiPS2MhNt4u7LpkQWjx3aMRmMeplJAFNiOCKTdXhh1/7NnXD3oaUdKc13OkOGp0Oc3DupL67bzpv1Mrxg3K/Gzs9CHyszlj6fV2VBiCt6QVAxugBWbvmn9xvc12bxzltRH7NolklQYOqFpDgKQe54NcgF7TvSuiJ93fsuHnZNwORYQI70r3cK7ZlfGf/b0kAkD5PZiRAVcW2RqQyUI0sSaoGjgrx7/EbL7t5pqO2xb14/Z6GiYdqO0e2uwOF4YiWBKhGgxIZVJi+99LTBrdcfdZws9Nu1t3JFqQVWQM4Cfkh6IFoSMXbdvircl/hvW+Vn7rxUGcvgCynyT2uwLL32SuKvsgbOHw/0bCBzjoJDEmZEZKzW5XKtdm0VoaVaFhDWss6e1d7k4ect/ZQWNFO6s4mCtv8OBvcWNwhUiPaMeV1XXBcjmxic9eO9Fq0Il3ord22fd09J4qi5MfmVkOC4NRjkvNKFROyvKu7dZ2MVJbakQoXgLjlc3q9uZs7mrwUGxS0RcOoeHoezUlmnMikLwtSCdBrjNXfrCL40BpyowJlbB6+txbS2j89nmOh97muBVIa3Axf9C7pa45ifu0cAhePSMSWkb8ZA6Ad7kAb/yyWHAdi45WEnda4tRyOjaf3dQ8B7tVHiM58mSlnDuDDj37CnT0NLn5c6QHn/+US4+Yu+b4sbl1+c/mkxS+v2HflkSb3ZKNBid7+k3Fb77vipGpVVQYjFx598TCt2FztuPr3X6bWt3lVgKI8p3jhjlM7p43sHQLsUU1En/t4t3r3cxuS290BBWD8oBzfLy4Y4184Y0CXqih6SUcGcnEyAUpVQ5f2wMubjK+uPKBqmqAwO1loQnDrojHhq84c5rNbTfoC4gV8a3bVGd5fXZH71Ie70nRQVxXEiH5Z5VeeOXTLNWePqFJVRUC8a9AavR/2D8xb3piS7Gsb271nNLb5RmhCmFOTLF3DizOqpo3sffjCWSXVsXaQ+qKv14UmynLgyPe5rhVFsSLBWAfrA7FjQ0jw6/7v8L/CJf4957QjXbdTgNmqoszQhNCzn7XMFGvlmJKc5nEDs5tvOGdUTU66fRLymScjn1ME6fbUiSnaiZGDbD/Y2PzTh74Yuf9ox2xiFtvo4rTqu88b8N6Ck/tuIyXPHfu+F9KyPPZ+3C0m5cDn9e0tbRNe3EHxR+X0PtDKkDY/AzWBWuCkvsZFL313VSFsM9LmMNOqQE2Tl31IJanzOFubEKL6X5yrg7H7nHm8HuwAlCqpSCs/DemebyeWlLaigqLbVnLRnmYmAgzJYu/zZ7NnUu9404pB3hDGfS3Y97Vg3tuCurMR1tVg9Mac8qf1o2v5T2g2GbCQcD/r3qS2/S0YznyDMQYF9ZpxhG6djM5JoAO0EVDdQbTJL2Cq6kBZt5jAyFwisWepxO6xE6mwAITDUaJDn2SUJ4S2/3puSLHybk+s+ceVHnDukX9atLIl1r3VbTPOu+fj2w/Vds4EmD4yv+r9B87qTE22+JE/XgMwGLC0uwLc8Piq7Le/PmgGGDcwOzxtZO/wfVdM8tutJgNAS6fPeNtTa82vr9xvLspLCVfWd5kmDcn1/eHaqZWTh/WyIxd9PdNUt6jZf6RdKX1xo6Gu1cOGvQ0qQE6aXdy8cJTv2gUj3U67WSMBFKbGdq/96Y92O577ZE9yfavXpN/TyP6ZdeMG5my5et7wd8cPyulC1idv+yfnw7KrsvW0m/5cdkF9q+fk6kZXYVQT8XTsnDR744DeqV/3y0+pOX1C3/KhRRmvDb/81f9qgte/IjGmsOHIGPT42OdQZEx+GIDTbj7SN8+5e+Lg3J3XLRixZ0S/rF5IN7AldkwWcvE2kbBKvSTqYBtX76yzLH13+9Ct5U2O2hZPHkCG01pxz2UTV9x47qgKZC4AECfV0Cla41JR12m97ck1M6rq2wv2Huk8XRPEn6FBIdw/ndrRuVSP7UVT/3RcAzOoHZDBjlhXKIFsNvFvdRw7kcR6ebf/YHhAkprMRbrFTVvqyfnVV8zc00yvRg/ZeUm0/P5Udl8ygi+QczsU6PXidvpcvZzM6AmW6F+ehO8Pc+I13E6koqa3pbRuayB02mtktfow/WIS3j/MIRBjE7NCnB/boAnU899Bff8A6tsLCVwwNE4DqidThpC/7a7YuVp++QXFf9zAuN+dwp13nMx+YAOlJ1BQeuTfkh5w7pF/SbSyJYovEM6de8eH167bU3+HpglzrwyHZ+kN0zeeM61/l6oqKcgfcBaxZJa3virPvv/ljbbGdp/S5Q0pxb1Sok/dMqv9lHGFuktN3bSvgZv+/I11S3mTGUBRYNHMEtfvfj6lsyA72cmx5CYmYpbXjooW9eFXN6vvr6lQ9Vc53Wnl5vNGha5dMLI9w2l1xfa3A6ZIVAt9vKHK+uf3tqurd9Y5S3qnNZXXdOQYVEXrm+vcOnN07xUd7uDD735z6J9yA2tlS2zI+tRJLZ0+0xtflhd+ufVo363lzYVNHb7eyXZzrdsX6g2gqkqHponNyJjvFuBbIUTd9wz/o0gsdl6MLDvSt2xkJr6p264aMia9Dlhz7fwR259YMrN/t7+bSZDU9EECu4kEkOq5AqFwJBp8beUB45Mf7Mredqg5HaBXhqPB5Qtx7rT+rz572ylfGg1qNdL1rR/nAabTje7y+U/29H7i/Z1z9x1pmx2JCltakrmm0xPqlWmnfEAGu2b0YdcNEyjPS6YXx2bOu5GeBgHspvTE/ab/JSlV9BwLPUyRi7T0TUgwO0ppNzY+6d6eAszc3UTSr75i5ueVjIhoqElmgteP5/PSGeyyGslFAmEjUAT0/ds+el/wt3+sBgBYMIjQB4vwkXA16+xdPsD+dRW2c94myxVEfXAmTb+eRoRE1zmdkEQD1Pu/wfibMtS7p6I9MAsPifItPUShID09HUD79gas573D2Lxk1q9bjF6Wmcg875EfRXrAuUf+bclKtY8JhCIfhcLRDKvFGB09ILv19btP35KX4QiT6G6VBOQ1tHnFLU984/xb2SG9/ISfzhnk++N10zozUmzJQFQTovPVz/fb7nl+Q4beqtJuMYpf/3SC98ZzR4UcNpNe8mFCLjImYmxGe6vaxG9f/9b49qqDBk0TGFSFPjlObd7kosCShaNDfXKduiWtx9Gi+4+0e9/+utz5yuf70480uXWmI1RFadeEeB14Mp7gcwLRypYYkJm5U5HuS4VY3+UdFS3+l1fsS9l2sHnAkSZ3/4Y2b1EkqnVfbLch4/VHkfHho9/5dzUSBMR3cwJiWfe9Y8dnHOcTZEZ2f6Rr/BgxmwxrTAa1T68MR2W//JTKOeP7NF84e2BbTpq9BhnbrkFawt2zjlORZT4WZNZ3CYnEtyigHmly257/eI/9+U/3OBvbfXGGq9x0e/kp4wo/Lr180rKivJQOwK3OWHrMPWllSwqAUQ1tHuM9z2+Y8Omm6rlN7b4R8ZMnWapmjMhd+eezbeUF/gOHjvM4UkiwhDUDm5AkI/+8xVyqZCKt0CjQTKnwx77viwRNnS5TQ85zF991v0sg206pEJQq4zbVMvqB1VzxeSXjIxpGh4nwpSPZf/9MDmba481bUpDJajZi2dXhKM7JL5C1pf5YMhKDAvuux12SEc+y9kC821TktV3YrvqIrKhAWXYG1deMw0Oi+Yau2DoAZelGjL9bizqvBPH0PKIGNd7Ioj02tplEnXu7O4hh2FOc5w3hLb+B2zPs8UYtx1Kg9sh/LD3g3CP/tmhlSwzlNR3nLfj18usO1nRMB8hMsfqeWDJzw/kzSnQXt261+QHLR+sq8258vCyltsUTd0U/9YtZnvlT+umausEXCKt/fGeb49G3tto8/jDDijK01i6/8utLJvivmjfMYzYZ9BpQncA/bjkcrOkw/P7NLfbK+i5W76xTAYwGlXOn9QvfumhsdNzAHC22bxRpXfk1IXxfb6vRXvh0b/bydYczfcGIBWBkv8zrtj138bPqjKXHpb/UypZkIwlZhiMTuhwkwKoWCRDNyGQzARwwzHzci3QfjyPhGi5ElqaZv3OK7chmEcSuufu1H0MscRzZo0CJw2ZqTEu2NGam2BqSbeYKtz+0pU+O89Azt87unZFqSyNREqchgUaPye5Dlh6N6XZdOjj3jT3TnHBEM63ZVad+vvlI8lfbjtrLazqMoXBUjUQFFpNBzDupqHnRrJL3z5s+YENs/E0kaCK71BlL44lyF8wsmbv/SPv15UfbpyiKQiiiOVWFSHGv1LWXnDro019dMv6A0aBC9aYUtXrjDwHuGkrFCZP7/kFKlQykV8DR7Vu9hzRIxau7DEPOvwfJ7d4doFN9YVxXfUSf7Y1c3OYjtcVHic1IePFoan8znYosBy7ke5KJnO8wEvjTNEHy+/vJeW0nqR8ePJYvHuDyUQRenI8PCbR63oExEMG0ZAWWZ7diG59P4JeTaVw4BA/yd+Inwa2tAKYXt2Nd/BGmUTmw6nIiqdZ4i0id9EQvxTIin1vbaa8yZ1U1w189l5u78We3Uio2/NNz3SP/lPSAc4/8R6KVLZlU2+LJv/iBz25Yu7t+Bshf/qWnDd735C9m7baajXpXqixkLM3s8obCdz6zNu2Z5buT8zMdWlOHX50zrk/gsRumefrlpwaRC6Shoc1rWPbedvMf3t5m1DT5nvbrlRL9zeWTXD85ZaBJlWxW8UuJfaqA4UiTK7zsvR2W5z/Za3T5EgRQ00bmi9sWjY2cPqlvVFUUPVaoU4riC4bbl/5te9OHaysHf/jQ2fflZji8QEVsfL2cpSH2OQWpJJxCgue5+/XoZA37kNbU1+qMpd7YvKlIl2g2oHZ5g12Tr3s7eOBoRz4SrAuRFkwaiYxa9TtbKnIhbUNmFLcBrZkp1q4nb5ndZ97kokisbloXG9JC0600NXae7l2yPLH7248E00YkMJmAXE0T0w8c7Sj+dGNV9tfba9LW765PcvvDx3TZOvvkYveo/lnea+ePaMpOsx+KzV8GCfeognSR1q3bXd8y946/j/D4w5fRrd9zQXbSpuK8lPL7Fp+0cuqI/GOBuKOmSt35fm+Odcl3l6OUip0n+Ns/igTmubHxAkiljdh19kN6CJqRz7QdCXSF3UbQy4zSvq1j4OObKPr4IP26giQDOM0EFo+h7s6T6chJwkqiT7Lef9mDfI7msmoybl/JsG/rSTGriLMGErpoOOEL3yUprIFJhYM34u6bGn/fBTJz2nLlR2RWtKMWOtHePh/fpN7Sg4MEf4H0oBgA63v7cC56F1txGmLNFfhzkuIdphQSgN+ApL4NAS23rSTp0fVcd+Vofvvc2ehgHAHW9bCB/fjSA8498h+JVrYkC5gEZD72t22nlr64cb7HH7YDjBmQVfnUrbOXjxuYoyAXs95IUNAA47o99cnL3tuRpLu6rWYDty4aG7zz4nGa3WISxGKZ+6rb+NUz68wfb6iKWxHDizMCv79min/O+L6QcG8r3T4NgLHLG4w+9/Eew7L3dxhrmj0KwORheaLTE+TnZw0P/XTOYH9KkiVAgtyiFUnh6UYuyFlA7vurKzwF2cmt4wfl+ElksdYi3bvDkIDX3eoC8Ly3usISCEbqe2clvTBzybtlsTlLRjY4sH1n/yiwS52xtPZffhDdRCtbMpxE/1+Qlu8YZA20GWn9NnCs5dVdOg/Xd1W/vepg5PPNRyy+QHiQqiqjWzr9OS2d/vSo0JRAMBq32B1Wk3by8Dzv3IlF4vSJfUIDeqd1IoHHhbS+M5Dz6AN2t3T6jM99vLe4bEdN31Xba0dFNaFb5iI71fbt3ElFX//+mimbM1Jsx/NYRIGVatnjNqSy172WOIRMLqugNLawyWQsPQHKH/8+8bdBSDKZtG7jBJFhhTxkEpcdaUHrbtvs2L14ugL0/qKSgg/LsexoZODelkSMeHAmR64eS+vVYwgkmePhGCcJj48JqVA1HGjFdOeXjPionGwB9HYSfHgW7RePwKgqRP60Aeet9LfoMgAAIABJREFUX+C4YTzBZXPxAlpEw1LeivGur1E/KpcW9qy+hN4+H2+mPd6kog35Lptiz8H5RSXKWW/izLIj1i7G1TcVlUR/5mjs/iNIxWwDsO3eVRj/sJ4nBmawccc1PBO7xRZgXw8w/3ekB5x75D+WWNeqUcDoA0fbHYtKPz17/5H2opQki9vtDdluOm9U2e9+PkVVVUUnjYgiwSxJE8L66hf7jb96ep2xqcOnAPTJSRZ/vH5acP6UfmFVUfTELG3t7jr1rmfWpazbI7m8x5Rk+ZNtZuP9V54UmDI834NcjExI0NNbJUYAJRzRxLtlh4xPL99t3FHRorhj1nSSzcQFM0sC18wf3jm2JKcTuZC5SHTwMQDG8T9/s9+2g82Oojxny9QR+bUXnzooOnNU70aDQQ2ScDWncSzgRodd/urw/UfadQBpMBqU8nEDcyIj+2d5RvXPbJs1uvBoUS/nUYOqtpPoCLRJnbH0H7ofxdp3FpEAJJ0cwhU7v55NO5EED3kKMCsYjtqbOnym1k5/hssX6t3mCmi1zW5DQ5uXmmZ3tKXLb253Bawd7qClwxOwpjgsjUeb3H2P97yzUm3hcQNzfIMK08JnTOwbmDoi32uWyfd6yVUUCQrrY+dPaWjzJr20Yl/SB6srMndVtvYJRzVjUZ6zpqrBVWCzGFt7ZyX97VBt5yPRVTd3IfnKjcc5tQB2qjOWdq8nToo9J3nOBOOWgnS99+12XT5kPL8yFg/WaT9HHe82Y+crih3vB44eaCX0WQUlm2sp2N5IVmUH6RFNeh4KnPiCUZRzBnHkxgm0Dc0mGntWer6DCentiCc21nSh/WkDwae2UBiMojgtRG89iabbJtNhM8UbuKiaIPLOXix1LtTdzRh3NWHa34Ix0C2n/bR+BD+5iC5DIkPdFDu3Xn9uf20Xjj9vwn60C+OXl9I6LJsw8l3X6551z0EYqai+/XkFHae/zp+AA59exGVnDCAKeCn950hseuTfkx5w7pEfRWJ9i08D+kc1Ie54em2/v3yw46JQWEsGmDg4t/3lu+Y0DeidFiTRMcpBzDXZ5Q1G73txo+Evf99ljkQ1emc5xIjiLO2Ra6a4hvTNcBGzhjUhosvXHzYufWe7Y+3u+hQt9v7OHlMQKL1iUsfkYb30EpEUEgu8boUbAXVPVavy1N938fqXB4xuX6KyaUxJtv/a+cPbFs0aGHFYTX5i7uRQOGoac/UbefuPtB8TE85wWqOzxxb4zpnSr/mMSUVHku3mVhKcyAYgctcz6wzbK5pzNuxpCHuDkWJNE3FLLzPF2tbaFcgwqIrmsJpcJqPaYrMYO40GtaG60bULaZkbAG1o3/SMkoK0HFVVNJNBVfKzknIDoUh6pzuY7AmEjV2ekOINhI2dniCaEElef1iNRoUhKkSaPxCx+kORY8BuQO9U/6Hazu9a7ihAst0cGl6cUdvQ7jP2zXV6i3uluIf2TQ8MKkxvnjA415yaZNFLbHJJNJxoij1PPZN5HWD464e7xj2zfPfI3YfbsjUh4u5vs0kNTRiUu/ecqf33XzN/+Eqr2dgEfK7OWKrFOqANRFr6+jEdwEF1xtLm476A3UUC87jY9R1PmoADnQFm1btJD0QY3ubH3OHHbDWiNnvJ7QoypNGNs9aFudaNobYLAwqh6s54QhgARhUxNIvAhHw85w+hZVYRboNk9nLH5iYNaYnq76MbsO5vwfT79aS8sRuLSSVqNsDCIXQ+OIv6bAcdsbl0xI4jqiHSHiHPHTomBBGXMwfg+fgiOmLn0GuZrSS8I5E/b8KxZAWOJDPiy0txTcjHH7u2cOw4PTbdiQTmpkYPKwoe49aIRjEwUQhR+YPz3yM/ivSAc4/8aBLLXJ5ILFv4mx21qVf/4cvrK+u7JgLYLMbofVdMarjlgjF+VVHSkYuHHksFCO6pajMsWVZm9fjDyrcHmhSjQeWKM4Z0PHTVZH9Gik3PNhWaEP53yw4lP/DypuR9R9rjLtYzJvYN3HfFpODYgTk6GOmf+qIW39ftC2mvfrE/+tSHu0z7qtuNOWn2SFOHz+h0mMU5U/u7F58xpGPy8F7E+lRbKus6wx+uO2z/dGOVZf2eBkcwHFUARvTL9O+tbrOV9E5zDy3KaJw0OLdlzvg+rYP7pGuqqviQVtP7wIjqRlf/dbvrrTsrWjI7PEFLRV1nSoc7mOTyBZM7XEGr2xeyi8S1lgEzTjTfRXlOV1WDy3miv9ssxrDVZBBOhznqdFgiTrs5nO60kpVqM+WlO0IWs0HLcFp92Wl2f06a3d07KymSl+mImo0GC8QJOwYiQxE6GYWezeuNzaUTCdR68lADknjlEJBzyxPfzP/zezvmATgd5uDEwbmVc8b32bl47tCqOAe3BMujwJfdE8S0siUW5DsSVmcs9VGqJCMt3TzAUOci+MxWvI+sIxqMko0Ec0umnTFZdgrCGpZQFGs4iiWiYQlrWJ0Wmho9DI1oWLvXSuuSm4S70SNjxd+VZDNRkwFtRA7+KQWEpvUhPLmAdoc5niltJKGY6Vqfzu5lAqIbawk+vAb7xwdxCMCowgVD8f5mOu0lGfESpiDSglVi9xoAgue9Tdb7B/4hMY1kM9qRJVSn2RAkXPh6cqIW0Qif8gqOb45gyrChfXYxLePz4wQkntims4XFcxiiGptsDzExrHEecMo/Q1TUIz+e9IBzj/yoopUtUUh0y7ED4Ydf2/zL373+7RxvIGJLtpvD4wZmu/6yZJZ7YGGak0SvZgMxMgtNCMOnG6vU259aayiv6VAA0pOt4u5LJ3ivWzAyZDKqIaRmb45qIuWtr8rtD76yyXGwtlMFmDQkL5yVauXeyyYFx5Rkd3fZ6YlUOvhFAbcmhFi9oy68fMNh+zPLdzt9gUjcOikpSAtfdtpg3+VnDNFy0x06pWjE4wt1fLa5OvmzTUfSmtq96jc76xz+YOQYqybDaQ1MHJJbV5yXcjgv07Ht3Kn9zSUFaQORbti22FgZJLKXzeGI1nCkyRVas7Nu3/q9Dc0GVcnplekodNrNeYqiWCwmQ6qqKsnI3KDksCa0ZJspkuwwY7eYOpPtpnBaktWYZDd15qTbk4yq6kAu2LrbWyWxgCtI4OhCWku6a15P2PIgwcFJQqnRkLFGOzEg2VLeZC/MTj6anWYPxcb4OrZPzoGj7YNKX9w49/yZJfVnTy5uNRnVKo5t2wgytlkDrFBnLA3HLN/89TUMXXuUAbubyDncSbYnRJErgL3NT99AhNSw9g8xfpC86ZOO8z0ABU4O1rgoOdHfh2XT3hnAWeBEFDiJ5juJ9ElB9E4hVODEMyaPkFHFSaKFo95swxqbS/07f+w5W9t8KO8fwPBFJYZ398myKJsRcfEI2n89FbVvKnrjlxCJzPgoUtkxA1Z/mI5ff42ydCMnd1PeALhrCl0PzaaRBKWrFUiq7EBbXg73lWHpDKIYFdh8NW2j84gglStH7NOD/O3pRELlQHvOo2Q0e/kVcJUQ4vkTzVmP/HekB5x75L8uWtmSqyrrOyde/Ycv57R3BZJ3V7WlWUwGccdF47x3Xjw+YjEZ9NhYlARVJ6FINPLkBzuV+1/ZZOnyyBjx5GF5kbsumdBxxsS+FaQPTq9QxxV7vD7VmWQRe75+reuO37/qbHcHDIo5WX3rrbdQtCjZmU4xWGwO0xX3yOkxP51iUk8awu0LqW9+Va688Olew7cHmvRYJf17p0QHFaRr50ztF5g/pZ8/LdmaqG/NGJrhSR2XvO9Il0koCl0tdZFH/vBHpWz9NtOgwrSmA0c74v1/0pIt4XHD+gUfefxZq88fIMluE3mBrd7U4MGQUcavfUhL6ShQ0TbgplOO1jX0RwhlTK6vXlR92oQEAN1iNcIxdbABwIgpydiQszCzqc2l2G1WSpSdPtr2hpFuVRsJVi8LEgRaYvdjxtnXWmWb3rfL5dHHPZ4rVfTLUj0r3n6qJXvSlQOCgQAWszFqtZiiFrM5aDIaQ6lJ5lCe1edSKz+sJNwRxGxvJ1GahMsbMmw92JTy5Zaj3rW769W1u+sVoF+ug+Q2PxPD2rEuZP28CgjxnRIyVcGnCRqAndkOSkwqQbOBgMkgPzNtGDMdWLLs+CIaak4SNlWhxWKgS4HmkgzyejvpNSgTZ4qVPBLtIHWSD0GC31p3HceviYTyZwaCLV6M7x/A/N4+zKuqUSMaTMxHO9iG8rOxdN0yiYacpDjtKSQyuPVOVAbApQkaX9lJv3tXkW034S1vI8OgIKJCPpNkM6JqCbUZNghFUT+vwPR5Jc4vKrEcak88NwX49mo6xvaKf+dCekeau11DmFgrzaFPYt3XwsXA10KIu47zHHrkvyw94Nwj/3XRypZMQTaLyH/ti/05dz6zbkJDm9cBUFKQFn3i5hkds8cW6paG7rrWgSHa2uVX73tpo+npj3arYwdmRzbvbzKeOq7Q/9KTv3ddcsfTOatWrcLpdLJ36+pQWtXz+178ZHfu5/u1rFETphkefPBBTjnlFBaecbIYbS8PjxuUAwlFQKeJjJCwLnXSha79R9rtL63Yl/L6ygOWfr1Somt315tA9qyeMryX99xp/f2XXXW95aVVDcm/+tWdeL0yP6ZkwACefPIJMVTdsedvH332zcY9DWmBcPSk2hZ3zsGaTmth8UDDwoULuffeexk9ejTz5s3j4YceJDvNruWk2cO56fZITro9kJpkbZp96X1Dzj77bFRVpXrvBv+6N0u7LGaDZjUZhNFgsHkDIbOmCUUTKNGoJjQh0ARqSk6/yNa2rOTS0lLGjh3Lm0tvjdRseS9qMqiayaiGLCaDajAoisNqwukwB5x2S8BkVGWzibyTjD+59/2Cd95553uf68a1qyIH17/XsavZmvXoo48ed5/i4mKe/utTomrt6zUrVn7lrm4LGYRAHG5w5bs8QefxVp9sB3uavZI+FMBuwpXjwJWTREd+Mh2aYH+mndaCFDpLMugc34vO4jR8wBeUigilypkcC97dG2XEh0UqQkCcFes0pOcghwQzlg9pUerd0rqP2458T23BCOq2Rkxb6zF9VI5lVTWGGJU7BgVmFiEuHEpo0TAiSWZcJOqHO5BxZQPSitXPK1ZUYL99JWm7m6WHYFAmLY+cwr5aF2nXfyrbbt4+ma5HTsUHRK/8iLQXth/Xm8BNE3E/fnq85lkg3/n9yNyA/UiWswjwoekBxkY03gFeBH72Q01xeuS/I8fLiOyRHvm3RVGUwcB9wM1CiIbY19XI/q/mS+YMDi+Y2q/lV8+sm/Dsx3v6HKzpMMz55QeZi+cO6fjtz6aEM1NsekmTnswSzkyxmZbdPFO5dv4I7fa/rlUBVm45avv9a+ttmiZXQJfLxV33/9H80n0/yb1ugeq++qIC44PLOzMBhBDsPtyqPLb8c1NJ7zRx96UTAjEykihy4fUjAVu34A1A6uA+6eojP58iHrpqsnfD3gbT+6srlPdXVxhqWzzKqu21jr11IUfhLDM33XQTAFOmTKG+vp6Dhw5xzrkLlT1b1vS/fkF9+fULRlqRi3+bJkS0LZrpeGaDLLmJRqOM7J+lTRuZT32rV6mo67TsqGixAI6C7GTnaYuNOBwODAYDW/bX2X5y/2fxJK6Jg3PDm/Y3HrfWd9SoUSxYsAD9HC+v2Gt86KH39N+7DaAoz0lVgwtirFcOq5Fku1lcdJEvvhibTCZ69ZK9JLqbzwajgWBEGFZuqUrOKRwMgKqqFBQUoGkaHo+Hjo4ODh8+zFlnz1c+++yzwmsefA1N03DazS6XL9Q9Vh4hlkU9KJNQSTpH8pL5+0klKZ7Zg52d+SZXHoEuA5Ykh3Bk5GFLy8RsdyhaJANfRyXtR9qIhgxIYG1BWoPxZDABvbAkWVAMKmF/SImGosjYuCF270mxY7ozaXVno5MehRjZjSYIH2xDWX0E09Z6UrY1Yt/VhDEUhdG5aNsbUQ0KnFJEdOEQIucORmRJyNSbUugWtjd2LnO3cxi2NmC9YyXpX1XJ55RqJXztOHbfPY2ddhMOoHFzHab1NfS57WSakeCePLc/hhe3/2Mza4AbJ8TpO7uXG3pi53cirejNyn1MAN5C9nG/pgeY/+9JDzj3yI8tQ5CczacqinIL8HJ01c11SJ7jPKAzyWZWlt0803vFGUOHXb/060Gb9zclbznQbB186SupDyw+qf3qs4Z7DKoSRS4gEWRsTB3SN0P9+Hfzw19uORq97a9rLJoQx7g2X331VS679JKcmY60sMmoHuOKzUq1CbvFqC1ff9jgtfa1//r2C7X+ffJsvZKCdtV91K+kFFtAqMJ9NEDLToPSZ04SqklFC0eN7fvVyedfahp2lqo+ag5G969fHnjhnRWY8ic53nnnHQXgmmuuYciQIUyaMJ6Zs0/B7XZTtnGn7ZJ+SWMIe3xIi8iqKoqWlWpTdGpmRYFzz5jO/Nnj6QqZSbWENV/1aq3m0O5Ic6dPTJ4x1eTxyCZZO1e/H/zT9dMioYhmzC4cooyZscAYUazC19UiKvdu0foPHasqCjTVVomayj1aZzeSjvPnzRRnzBiH2e5UfO4OsXL529q+XduUnDQ7Ll9IcftCuH1hpbnTrzS2e+NzN3HiRO6//362bNlyzEPOz0rWnnzqabWuvsuaE6PjyMvL47333qOsrIz09HQsFgsXX3wxgUCALVu2cMaUUc3u5sM+u9NZlWQzl2uCzYdqO9bvPtxWKYSIUKqkADNESq++pOQXCqPFgcGYJFxNvUjtnYPRkg2aCdUYwWjpEJoxieScVBzpJXjbykV2iZuyJbVKSn6d0lWXCyDS+xZhTR6AwWQSAIpBFUGPV+msqVaCng5kzXcS0rWbCUQ0QTQcRT3cgahoJ7mqk4zDHRgrO1AOd6AYFaK7mv+BzY1sBwzOhGvHETlnMOFMe7zdos4LrzO76fFdXSEMRzUCnxwif+lGHM1elL0tmGxGxI0T8d4+mR0ZdnYi2dw8gPLSArYg8wSyiMW5p/chPDIH446mY9f16X2I9E+PA7LOMtdFgh42DHwTA+YPgE+By4QQ322r2iP/H0oPOPfIjypCiPcURdkOPIt0i11omPn4z6Orbv4Gmfw0mNiCNKYku27dE4ta/vrRrowHXtk8pt0VUK5fuirj+U/3OpbdPKNm0pA8EwlaQ4hZNKeMK4x++/RPgls9g8y7du06hnf42utuULavettpa/rmmBrMX/90UrBY7NbUkoW2o/UtysKfXKF2dHSoI4YPNz7xl784Fp99KX6/n08/fMc2zNnlvveZr80vvPA811xzrTElJYUHHjiD1tZW8vLyjMuWLUv6071FzZqvRXRlzLD/4qafqwITd999F6NGjVJ0a97pdDL9htf7jOuf5h4/OCc8aUhetDAn2aB2o+k0Gk28/Mk29e67f01dXT052dnKY489pi4am64Oat0tvl63kcsuuwyj0Uj11k8MwxeODml9zjA8ubzceNq5V9DU1ERJyQDlz39epv7innuor6vjzTdfZ8FIY/CBT2T3LZPJxNZ9R5R77rmb+voGcnKylcceW2q4/+dzIh3VW0i2mzWjLI7VNCHUUNpo5YrffhYH9gK7Swsm10QDoajwByMiGI4SrtdETvSQNuKkEV0dIsHdvXr1an75y19iNirRVZ9/5HcmJye53G5qampY/tC5X7Dv7SqR3reKzOLDSFrTXOBUrWyJgUGn9qKjZgJmh0MRUZSwD8JKVJjtFgzmASiqBS0cQggfimLBYLKhKBawRITJ1ovUgnogRYxemCraqlT8XX1QlKyIz2Vq8prSGr1KamNXxNrQZQk3dBQM2H2wrrWq0YU/TKYm6BWIkOEOYe+TQmhnEw7tBDbjSb0JWQyIkbmEJ+ajTeqNMqk3om8qakwl1I8UJLK4daAOkii301xB+PMmtBd3UHK4Q74XI7IJXz4K7wMz6eztxIO0jIfFjj9Iws0+ilgTi7f3oNz4GckZdjSnBeEKJhwdV4wiSCJuHo2NsxL4St8n5XfchFSqVwOLhBD/v+me9r9VesC5R350EUIcVhTlFOAq4FFgj2Hm43fMHN37tS//dF4dMpO7DWhWVUW9bsHIlAtnDay/+/n1Jz338Z6cbQebrVNv+NuAxXOHun/7s5O70p1WnQFMd0VjNKjaxKF5miJb4HHWWWfx8ccfc+jQIZa9+nnKgpP7muQppKgqxosvPC96/3u1yn333QfAmDFjEEIwZ84cgsEgQghC4QiYMHR0dFBf38Bjjz1GOBxm6tSpbFi/noaGBi666CKq92105rS9HE6rfSeYBj56z7CctWBh8vXXX4/f7+ess86iuuowwYBfWfputd51icwUq3be3Ola/mDZT2Lnzp1cf/31TJ8+nWhUo7GxkZ9eeimTdm9U+7Bb8/v91NfXo6oxJ0FKsfLk8nLjzTffDMCwYUNxOJKYN28eAJFIhFAgAPZEktj27du58cYb4+doamri0ksvZdKuDcaL7rxHbD3YbCzITqYwO1nrm+tk3jkJsqyqqipe+WSrCqnHeCmKi4t5bOHctqivtfmu1yvj4Dxu3DieXfpgYOHsUe6NNWS63JIJMy8vDxFqT8NoqUeLGJDkIFOQXbCitB8pIBruRUZRMdGIJnztrQpCgDBgzygi6HUAUVSTGYTfFRQZTa5oTos7ZGvqCikNLhGs7vp2WEOblyON7kAoEtXqWz25bm/Q5glErN2BVlXQNHFCTnIybIT0/dOsiKI0osVpUJRKpDAFz+g8usb3wmY2xMlN9Ax43SrVx9YJd/TeyLr1atzZiGvZZlLe2UuuOySflcOEdvEIXLeeRKAkAzeJciqBBGgXMnbeiYwRJzV6sN7wKY739su1fHofot9chrf0G2xPbcHgtMD5QwnFjtWvox7pxiYYQTnpeRa7gsyPPYuThBB6aKlH/i9KDzj3yH9FYrGqZxVF+QxYBtyxanvtbYaZj18bXXXzSmS96hSkFr8z3WlNfvKWWcriuUN7X//Yqv5byptSn/tkT3JFXaf5yjOHRi6cPVCoitK9qxSgqMRct2PGjKG4uJjHH3+c0tJSztm50y7XmoRE0kcaly27E4CbbrqJG/4Pe+8dZldZrw3fzyq7tyl7Zvb0yZTMTHplMgkhgSR0kF4FOeJRAQ8oYC9BjyIcPSIiTRQVERSQFqSTBul9kqmZXnab3ftqz/fH2mv2pIGvn+8r4r6va1+BtVd91p7nfn7t/l23Vt7f52e27thHHnroIQBAJJZmOjyTU1N5LBbDwb3blWaL17vT/fXS9hVnMIIg4PCAV1/KTyXYiMRSafjhD2/FxMQEDAYDrrvuOly62CattJ4l7unxCnu6veyBo359x8Akv/2Im7m8JXtPkoQ333wDB3ZsxI9/+H3MW7gEsixjX+cwDGzm2DxsgJKSRfyDD94IALj++uvx5P3/JbJyEut/9R7//e9/f/q+U+QjSRI+2PIeFhf75Qm2ia2qnwNJknCgexQGvR4MIRiYiGBgIsIAgFCYa/g0Pj6OH/zgBye831WrVqFUd4mur7vDpXV89Hq9uPvuuyFJkuGHDzxhGBoaAgAYDAacv26V+OwfvlSdSgm24fCo2WyLFsoKZbyhZNVkKJFx6lIzKGFNBr2unFLFrMjSjDFfHPGMYhDImCOWELhwPMNEUjIJJ6XqeTU2aUdfeHq8XRP8AAA0VNgj45MJO04ChYIx6lhRUhTGomfjJk6J8ETxO01INxfDMqcEhvZqMC3FMBQap6xeLf6cQM4dDeSkOIHc4lHTQtesT0VSQLeNgn2pG7o3jsIyEEIJBaggg6l1QPrSUmRuXoiMTRWo1UEN5USQywzXREJKARgVCv1TB2G/623YJ5OAmQd+vAbSFxdDYhlwvzgXQoERfFMhJBMPCpXow1DL1noAcL4EuGW/xpcHQjgdwC4AF1BKNV3xPP7JyJNzHv9XQSkdI4RcCeBOAN8D8Dq7+ud/AnCHvPH214GpmtMUgPHFM0vp9oevivxqQ0f5M+/2VG86MGbedGBM/5u/HhEfumN1orm6UIAWw1PJegrf+/ZXxWefeYb3+ny46667MH9+TpXRH0phZDLFBINBAMD1V19O65MvxOrKKVtz9eWWhx56iACAIMm4++HN1qYm9bbmzZ2LFttkhg69rcxvuVlAtsQmnRYJ+KlaVkVWRPrkk08iEAjg1ltvxdVXX42HHnqI++LyZen5DUeFm8+fLQEIipKi9EctjheOqIxWWVmJiZF+fGP9vSgsb4DVakUsFkMsFsOFP3md+d695009w6YDoxzH60l/v1oSdt211+Abd94mWAwMueyWn3Lf//73CQDIlOJQv59oqpXV1dVYUkVlenSLXNFSDYvFwsbjccRiMbz74DWKLCThDSUx4omSIU+UmGua8Me3OwkAVFRU4LOf/ewJ77Wurg77ujp0b2zqtra1qWXFkiRh586dx+xXWVmJRx99FLfcfjf//vt75mQ3n/5Rv5sZZabMgCd5QkcmDRxL2OO36XkWJQVGWmw3yq01RezM6sJgkc0gFFt52WVjuCIzmyyy6hMlBeZ4rdMwUWwzCIwQHUfM62bGDvRCteadULtT1SCnt66RsyYJq9XnH0/Q02vokRJBXukFfbUHhjf7oZtM5r7jGODa2Zg4rwny5S1wsAwIch3NNOvbilxpnSH7/3TrCCoe2Y3SZw6r4Z6z6kB/dSHkOnVpwgCgLAP88EwkoRJ8FGqJVA9UgsZACFz7r3GPN4E5DgM2h9M4n9J8y8ePE/LknMf/dWTjVz8mhPwZwCMArgJwNrv6518LbvjCu3azvgHqxLQdwOkMQ+Kfv2hu9xWrmiq+9+T21Y+90mHfuH+MX3jzHx23Xz4/8t0b2yJGPSeDsEbkajRhD+/qfPAXD8676qqrsWHDBoyPj0/dw4/+sJO74PxcjwSbmVeQgcAQYiopMGruRnDcsd7OgsJCdPWPkSbEUJScAAAgAElEQVSGmg0sGIZhoMWU/7KlP3XxunYda3YaGd++5Bp9fwwt9ZaBO++0ffvb38b999+PW7b/kaXhozFkbWCeY5TmmqI4jiQdAFBQ4MB1q6rlK1+/lWbqZrB38jzJjhnWLa6d7iJFPCkQXpfLc+M4Fj95ZpcZABZfFpraLkoKbvrxW5yWrV1Q4AAVEwAgQZEZjuO09wIAhGUILS8yk/IiM22b5aIomcH88e1OACoJf+ezqxRv91bZF0rK/nCKekNJxX2kl473d8sttTWAmuyG4uJiPP300xBFEYQQ6HkWI2MTuOuuu9DdfWJbbI5lqCQrBABYhlAdx1CeYxQdxyhFVoPIMwwcZg5FdhPjsBqJw2qQHTYTKbQaUFZoJF/W61BSYESJw4TSQhPMRl5hCNGsVxZUkZFJZiCnAVlWIMQBMQ0wrBF6XQEY4oHe4oWtbBBjByhleQUMa4Ek6kHl2HHF3Q6oGd2arKaWD8Ejl4WthV4IADkmQLz2BTimu8jX1UO4oAnp8xuRLDAiApV008jlIUzvO26AWpcuACg47IPx6++g+LU+WK060IYCKHcvh3LzQoAhx1wfyHmYgsi1tGQBYNsoHJ/+C9Z5E5hT58CG8xtx2S920eObn+TxT0aenPP4f4ZsLPocANcA+BmA/ym84NGNJj339dgbt4agTnS7oVow1YU2g+8Xt68Wr1/b3HrbzzfN2NfrM97/zF77s+/2mH5226qxT12/Ln3MBRJu96Xt8w1nn332zDfffBP79++f+kpWKORpcce+YR/bWGgBCIPOAe8UARZaDfjvm9vl32+ZZAGA4zj8/M+7Dbvee5F79dWrj7ncgOH0pkd3G9HdvR/XXHMN2tnxAYhxncWi5q8FAgGAMyvItgPMfjggZ/FnY8kKxzKUN/AsmcYI/31zu/RaKJc8dkF7vRBKyMieBxNuL1753//wBEMBzmIyTK08WIbBBe0zNOLQriEDEEAISwiZ+rvf3eOlwUCQLGgsQUmB6aS6zYwQgUsXpK5SiCglAMwSYE4BpTIcjamvPT1UBqju67WzjEna+WIsEw3E/e6kroGCWXN3vQ5siwK9JcXwepaoRJJmGSIZ9XxSryQDPIMKAAQMp8ZYGdYKRUmBKgxYzgGGNQEMA5bVYrDHW9Xa21VV4ChVICQNkDMKKNJgWAUGO0C4NGSRQsoYYS0bh97cA4AMGFrLBzzxOd7JSNOSUlLcWEAJVaQMFClJcgSseW2CyGZ2Z6+pubm1e+MASCVmZK6chVSREcJlLSArqiHw7BRJslCtdC1RTPsNahnVqex57ENhGL/2Dgpf6ESZ9hteXYfUg+dArnFov6mpMSDZ82l1/ArUlp0GAPJPt6HhW+/hUxkZ+jkl+M6D5+LeVb/NZ2V/HJEn5zz+nyIbi/4jIeQNALcD+E4yI53Lrv75jwHcSylNA+hVNt1RBHUCnDit1dW3/eGriv/nmb1L7392z+wCqyFz2Xc31D1iOS1+zMkZ3scMvhz7+U/vrZ67caNREHLGwLqldemB/j5Da2srOjs78bWvfwOOR35ZIksS7rzrtmNucfHMMkUjZw0Hjvq5XZ3u6ZsQCkzKWzu72A0bNuDgwYP4+c9+Wms26PDwwyqJn3feeaCxkTjUSTwDlVQdOFG+cnpjjukEeQJZFsAvrFx5um7Llq347ne/i9/99tclRSyL227/ytQ+PMfgnv9oj/1gQ7xw6kSEEak6UR+Tg/zYy4fIk6/uZQDAVWTGvPpifOZG69Q+kXAYG4fNDORztMWFdsOOhtpyWp3ZNXnckzDg9bK+qJyvdEgUVOF+80aP/sEXdxrPb6tN3nHFwpjTMeWp4AFYIZtFCAn1eSnlwXBmENYMhjEBVB0XCgUM0WROT9WxShszCkVioMicKCkYDyS4UX+SGfUnmWFfXB+JJtO97ri53xOvHAlkrk5npGJBUjRFMNyzRjf4nVVMAiynByE8lUWB5NS7xOxHmXYfzLR7INP+W3nmMkxCPdaYHT8GOet6upysltktQLWW9f1BkEf3wvbQLhSkJfW8K2sg3LcG8bbKqePFacdqz68tJJJQY8xUkJE8+w+Yu2kIFwHwMQTnH/LSjScZxzw+JsiTcx7/FFBKgwC+RwjZAOAxAN8FcA0h5BZK6TvMqgcCAALZ5gcixzLyN65f8uoVqxs33/nLLasP9k/O7Rz0WY6RSDA4jkBOFzRyPR+sX79+zTe/mVMdvGB5U9jds43U3Hdf6UUXX4zOzk6cfsZqAMCcOXNwDMhUez8AwLduaEtH+zdxhBz79xId3Lr161+7b8Wbb77JffDBB1ja1s5QSkEphclkwl1fuUMJ9T7nKTBOuRopgCQIc0yZl6xQZeVtf9bf+5MVZPrzKPQ4PQmGzdDxLYkf/vf3zWedtY4MDw9j1eo1zPHPQE+uQ6FkB/6YZ5g9o1g+Y14FOXDUT9yBBNyBBAobBqYWBR2HD2PNmnUnOR3IL3/5S/KFMx3K8duhBrszYLk0AObhVzpMHQOTXMfApP3Bvxyw3bCuJfbVaxena0ptegASWM4AVpeELBpBKQOWNQNEB0I4UEpBCAsQCoZJQSU5hlKKQCSNiUAc6n0nWXcgTt3BJHEHEhjxhDHuT7DecMp4fElUo8uS6HPHT6qkBQB9ISYNwqYgSw4QogCMACh6qKTHQ503o9l7MSoUGI1AOegFP7sEdEbBVKxaczVroZfpY59CTjZWS/oSFArpvUE4f7ELlg294ErNoJICMrsE6fvWIHFe45S7WlPSSyHXgUq7pgRVq3wMwMSeCaQv/zOuHY6gBaoi2JWyQieQx8caeXLO458KSuluQshSALcB+AGAtwkhjwH4OqU0DKAD6mSTAuBqqHDQl3900cu/2nD4/VGd6cr58+cXC4KA6upq/OrFnfabFim7OfeO5O2fvaVqx44dM/1+H+bOnQuAyq5Co1BeVxbv6Oiw3H///RgdHcXFF1+M888/Hw0NDQAAvY4DKKX19fVYtmwZZs+ejUqnRXr62+fGkg21thUrVuglSYLNZsPDz+1YdTT0A/mdt99SfvHQL5m33noLLMvi4osvxk033YRbv3Q7c/DAvrnLZrkil65siF19ZlPa6TCJoJRWVVWhfdkytLS2IhjLZHZ1eQxdQ5NYvnw5JicnUVpaipnXf5N/8qlz0N7eDpZlMTAWZI9sH9QvWZfJdHZ1Ge677z709/dj7dq1uPnmm+F0OgEAOp5TQCmqq6vRvmwZZs2eDUqVrIVG0d7ejlAohJKSEnz6svnSHZ9qlhVKmWFPFPv7/EQpnsEe8TLMsra2k7I8ABBC4HK5cMv/vFAyd1E7li1bhoqKCrx/aITd/do+vdNhYiVZ4fU8S8PxXGVOMi2RR1/psD3x2mHbijkV0vxGp1Ro1RvrXbaMLElEkqkuIykMpYAnlNSF4xkSigkkGM8gHEsbgrEMIvEMU15sxp6eE7pHTi0qHGYdwomTh1HjaYGU2vm4w8hE9EaTm+f50WK7cdJVZA7UuWyBixtFDrrxOZAyRVAkC8DIkNIhUQE3HILBm4R+9zhw2AdDlx/Gzknowmn12v+7DqkvLwML1frV1L80zXjNM6KVXHHIWtJJEfR3B2D85W6Yj/hz87LLCvzqIgjn1ENimal4tBE5613rWZ5EzpWdAhBNifBd9TxqNw/hvKiAcqihpK/la5j/NZDX1s7jYwNCSCWAn0MVpqgDcCul9EUAUDbdwUNVGNOsBc/R8ltK9uzZ80hHR8e5oVBI/8QTT2yTZTlxYfuM7730wOdrSOXpn4YslEHO2Oj4+yHScGnDbff8qqCkpARtbW1YvmSu8uBDD2PJspXMunWqddixZwutC/4lbaw9nQPLU1Aqw7NThpiQYKmUUTSLJiVm8vWNu5jbv3FfkTuYKCooKMAVV1yBC89dm26qKY7bpHHPH373pOnFzZ3OnZ0eq5w13dpnuZImAyevWVI7edPnbqNOZ0kCVCF0fKslFfWLfSGjIDpmlboDCdLdN2B88OHH2baVZ+tXts1PjXojxrfeegs33HADPB4PTCYTFi5ciPb2ZXjqN4+Jpy1fxa84fSUAYOvm95Q//O8d8XM/dR1XXFggcyw4yb1brC2gtLSyjmGcc3SgYCBEFXh3CzjWnS6DNTBwncZRMFw4loE3pGZze4NJeEMJ+MIpIogy7HqRfv/+h8nNN98Ms1k1RJ9//nloJVRGPUeP79T1t6KtpVTe0eU9ISNbQ/tsF9122H3MuQkBnHYjyorMSnOFhTJUTjltuoTTygfLHLpwfZkFM0rNcoVF9nNizI3JwZ109gVJGO0ZAMiIMnn/4GgBcXcs8Hn8i3p8krV3UjEOBWXzYEAyBFIocBggTSZPVAdjCVBfAPFLpyF521IkoSaPWaCWd2mubI10RahpEPyeCeie6QDzcg/0g2HVPc4S4LIWKP91GpRlVVAYMhWOkADAHQPJyMjUOqbc5Vo3sChUsk5/MILIVc+jfjyGsuy1P0MpferveRd5/HOQJ+c8PnYghJwJ4HEA9VDlBG+j9NRuOEKIC8CPAFyAbKIOQ8iDr9138dPrltScAVWVjJCmqxat+fS3F7z33nvQ6/X44he/CJ1Oh2efeQYjo6Noa2vDtVddSn/y4x/gR59bLl11ZlOGIUTrSqS1AhyFKuLAKApNPL+5r/CxVzqatxwcdymUErtZl7GZdeSS0xs8X7hobrjQpje8sOVo4SvvD9gGPVHSOxqacpfXl9tTK+dV+C5Z2SCsXVQt6njWA9XyGYOqplYcSWRwsN+fHvXGHb5w0t687JLS3768zfH888+DZVl88YtfhNVqxfPPP4++vj40Njbi9ttvx223qXH06hKrMOKLTZGJxcijtswm11fY6QyXXZ7XUCzVlzu4BY0lMOo5LfatIGfpadAIgsgKJaPeKOkYCCj9E2HFHUjK/kiS9YdSjDechD+UQjCWZgRRJoKk/F3k3D7bJe/r9bEFVgMtsOhRYNWjwGqAw6JXCqwGOqPcRvU8S1xFFuIqMsNVZKalBSYx27wjDSGZQXzSDUVygypJRaHwRjJ870Tc2Nk7FtrW7c90eUQ+wdorIgnBGU+JzlRGdCoU7IxCJjoQVE7ZJ7vMArHOAbHVidT8MmQWlEFY4IJg4mFAToPbD5WYNY14CpWQsXsC4rOHYX6pG5ahLCGfXg3xsA/s5xZCuG0pmCq1QluLHwMA3DEo930A/vG94M9vgvDcFZiY9o4SAERRRub2N8A+thdzFAoWqqLYZyil2/+e95DHPw95cs7jYwlCiBFqXfRdUCeeuwE8QSk9Psap7U8AXATVdVeX3ewF8LXYG7d2m/TcfJjLLId169Zf/+nPWDo6Oo45fv78eXjisUfpBRddTDxe1V3a1lom/+SWldFls1xaNi6FmvmahqrYNAlgEECqdzTU+JM/7a0c8kSL39076tTO29ZalvjMua2Za86aKRl0nLz5wFjqjV3DBe/sHbEe6p+cIr/2Wa4ECNItNYUjCxtLei89o8FS4jDZcWwGsKlnPGn0VV7X+NWvfhW7du065hlmzmzCU797Ukof/uPe8ZEB1hdKKoFomu0ZCRX4w6myYW9UP+KLsaKUG8Jls1zi9iNunmMZtNYUKvMbnZmlLWVkaUspN2dGMdFxrDZBaAdpiUiAShzyX7YcJTf9+C3D0pYy+avXLEqetajazxDiH/ZG94mSYrjhh29evrPLY8U0MARYt6RGuqC9LtVYWZBqrHDoDTpOp+MZ6HUsOJaBjmOVadfVkqnE7PhreQGMJCvwhpKYmIzTMX+cjvtj6R2dHveEe9IUjIv2QEywBGKiKSMpLACUWUmPJ0Znnux3BACLK0hizzg1l5gh1TiYdKWNxqqs1D+zGIlZTkTaqxDlWZizz2+D2vWqOHuvSeS6nZUCYEQZ7J4JsBt6wTx7BIaBUE5axsSDnlmH0I3zkDqvEfpsYwutcxQDQJmIQb7vffCP7wOXzuaH1xdAPvAF9Ft0EKAuGJX3R6C/6WXUHw2iLnv8zwB8m1KaOtWz5vHxRZ6c8/hYgxCyAMATABYCeA3AI5TS1z5kfyNUQv8Gst2XADy1cl7FExsfuDyJwtYGMuP8K4bdodOPDk0UEIBUlDqEhiIpwQy/IR/pHSR3P7LV8eau4Slr85qzZoo/+lx7vLrUFoPqOkxDrXWNQiXoCagud4tCqXXT/jHLE68dLtywbbAwkRZVaUYDT69f1xy/fm2z1DbLRRhCMD4ZJ6/vGOL/umOQ80dSyrbD7qmMYQKgpswWX9pSmjmtpSw1e0ax0lDh0PeMBKVP3/9+xVe+8hUsWrQIsiyDZQitLHVIM0shMGMbdyDpOwJVHs0NtbHDaVAbklgkWTEMe6Lk6HhY3zcWZgfdUW7roXF9x8AkI0jHrnuKbQaYTTxaa4poa02h3FpXpMyuKyItNYUwG3gtdip95t63+Kfe6pryCMytL0597oLZu/7zwjlbOJZxrPnKC9du3D9WpH1//rK69I9ubk/MnlGM7DliULPYp8qjUoLETIZTsi+cov5QkvgjKTYQSXHeUAreUEJOpiX0jIYYXyjJ+UIpRpk2j/EcSYsSnRrL41FgwNFQGg0EkC0mPlhTbKCNRYyuwk7SNaa0tKRMZBa42IRVTwAoHGQxSNR705K4ZKgk7M3+xhqgurA5ABlZQXz7GMiWYVRuHoZx+yj0MQFkWSXE7WNqQ4u19Yhf1oLgZS1ImHWYgCp6Ys3+rnQAmNEIyP9sA/P4XjCZrP1cXwDlG6cjecNcTPAsggC6j/gxcdNLWL57Aqc7TehOiHBICq7OSHTrqcYgj48/8uScx8ce2brcOwD8T3bTn6C2pPR+yDE1UHW9z4E6kRYD+CWA78obb48BOA9ABVSNYh5qbfVpUCdfsmH7oOHuR7YU9I6G1WYE9cXSp1bUp++8cmHCYtJp5Sua1KEf6iRdjmnu30RaFJ96q0v54zs9ZdsOT1iXtbrEbUfcfFWJVbl0Zb141eomaUlLmcwQIiiUKh39kx2vbhuQt3e6S/rHI3X9ExG7olA0VDiiR8fDNkC1OE/WkMFVaJJWLagUzlpUPTpnRnF/sd04WlZo2mvQcSGoilxNUC08rV+1BSrh6ADoM6Ks7OryeN/ZM5LoHgnWdI+EinQcQ/b1+U/QoCYEqHPZsbCxRArF0zg6FibD3tgJ8WGLkU/UlFrjskJ13SOhgkqnJbN6QWWqyGZM6XmG84ZSbDQp8JFEhkmkRF00IbDRpEAi8QyZU18sbzvsPmXMeVZtoXhkKHjSdpnZe4zwLJM06jm/1cAGLKzoNTDSGM9gqLSycvzWyxfbVrQ6E6boUDMSgZUALYeiEKTCFsR9lMiiAZQqoHIkW+esLda0cqcMVOud8yeg2zkO8+5xGA94wG8dgSGUPrYMrsIK+cpZSC10Qbh4JvxW/ZTWNgvV8q0DYJYUWN48CsPje8Ft6APTVgm6bRSkqQj0myuQunYOYllS7k8ISNz4EviXe3COpMDEEmQWl+OPF83EXd98lwZPNTZ5/GsgT855/MuAELIaaiy6AaoM4V0AfvNhPWcJISsBPAxgVnaTD8Dd6be/dJTnmCKo7ukyqMS1AmqMUABgESXF/PBLB62v7Rg0vbt31AgAZYUm+u1PL03dfMEcgecYLRFHq301QiV3LclKm8jHB92R8jd3DTufebdH/8HhCVa745pSK710ZYN0xarG9JKWMj9DiOa2DcaSAr9x/yjbMTDJHhkKVnmDSVv3SNDgCSZPSVrHQ8cxKafDFCqyGfgZ5XZ5RrldrHPZEo2VjlRLTaFUXmzRMYTYsuMyAZV0TABaQ7GMc2+P13R4cBKHBwOkczhIuoaCbDSpZkEvnlki7unxnZIgPwz15fZM/0TklPKcy2e7pA8Ou0+oJrEYeVpkMyhLmssyibRIyovMtKTAlCqyG4KipGwKxtLvbD4wvnVXl8c7PQSSLcmrBdAMYB0AE9JRHeIBHtEJJ9JRI6higpAxQxF0JOYlAGSSGw9bUgRGwlCGIiDbRyEd8MB4wAv9SCSn4janBGKHD3ypGcoZtRBX10JaMwPyjAKkGYI0VG9LAiqx66EKmthHIrA+vhflTx2EbSSaO9+nmiFd1gL56tmQOAYxAJm4gKEHd0K47wPMj2bgBIAqGzb8xwLcs34V9mN9XlTkk4A8OefxL4Ws2/o7UGPQHNS2d+dQSqUPOYYH8CUA9yDbflLPs7vu/8KKP9x26fyhabtelP3eCNVNrQNgSKRF5oHn9lf89E97TZGEQACgsdJBf/DZZanLzmjMMKqsVxTqZKtJKGrZtdMVrYwAdBOTceYvW45yz2/uY9/vmCCUAstnu2jfeBhnzKtMr11cnThnaW24wmmZhEoMWulL0Y+f3m391hPbplzEGswGjkoyRUOFPVlSYKLRpMCFohkSiqWZcDzDn+qvfHZdUSiVkfjaMttkhdPSv7S5LLpqQWV0ZlVBMcOQCgCF2TGRADAKpeZxfxwH+yczh/r9kb6xsOn9Q+O2AXf0lESrgWcZheMYquMY1JfbM5ORNGc18YrVpBOtJp1UbDdyFiOfLikwGSudFkbPsyh2GOUSh1EuLTCTYrth1GTgU1AXU0ao719bHAhQFxcDUOUqf5v91wTVZbwIaoLWfADlUBQgFS5AJmZAzK+HkCBK1CP6w2lTUmL47rGI3OOTjX1BmI4GwfcFwI5EQGaXQOnwHdvRiiHAzCIoC1yQzqpFsq0KTHMxpKykprZIS0HVudZU7ULhNMgfDoH9YAQ1z3XCJVPV2rbpgevmQPzCYkhzS6cUxIRgCtH7PgD/6G44jTzGvAk0cQy2SQr+i1K696PGP49/LeTJOY9/SRBC5kKNRcegqiDdSSn1fMQx5VBd49cCiLIMEWbXFW3//bfOfnp2XXESaqesNuSaGmhJPSUAzJORFPejp3ZZHn2lw5gRVePkmjObxFsvnS8um+WKQbWyLNl/48hZ01o7wal4YvbDTgQS+MvmPrKry4PnNvcxgpiL+86qLRLPmF8RXru4Or58TkW0yGaw3/XwFsvPnttfrD4PcObCqvQXLpobvnjFjDCrynQKUL0BgGqhJQKRlPvwYMB4ZCig29vjS41Pxp2eYKLAHUhYjXouPOqLNx4/ViYDl2qocERnVhZIZiNPKkssQkOFg6svt5urS22Cq8gUYBlGAUBuf3BT5UMvHjymAxTHMsr5bbVD37lx6WR5kcXjDSUnxvxxBCLp4rQg1SbSUtm1a2d6ShwmTUSDQS7BiiDb5EEbJ6iLmyhyyWjG7DYeuUYRmrqWGypJH4DaN7RVlJQKdyDRNOKL6tyTCQxPBE0+f7BwPJDiR/0JbiKQZCfCApORKCmzEsUToydtKVlqBi0wAotcUBaXgy5yQVnggmzRqQSKXO2xVt/MQF3Y+AEk3TGYXuhCwYvdMG4dhllUwFh4yIICUutA+D/mY/yWJeCtehQh2wd6PIr4fR/A8uv9sCdFNTvbwGLyopn42Z87ce+HeY7y+NdFnpzz+JcFIYSFatl9E8ANULO7H6H0w916hJBVAG4FcDkA8Cwzed6y2sf+vP789ziWmQnV0qrJ7u5CzormAOgH3RHy3d9st6qqVwEWAFbNrxS/cd2SyJrF1ZoghB85C7oC6oRthTpZaxafFpckAGgiLdLNB8bom7uG8faeEbZnNMQAwMImZ3Jfr99UU2qVywpNtHc0zLbPKRfuumphYsXcCiVb7iVmz6tAXRyQ7L9hqBblUPa+uqASlgGAOOiOBF/fObTi8EBg9ogvNnPIEy0b88VKYinRAgAWIx+Np8QTyoo4lqEtNYWZicm4LpWRSHJaPbPZwMmFVoNY4bTE9vf5CzOifFI3/Kv3XvTSeW11UagW5bzs/RuyHy0zWyNpE3JZ0LZp70NOpEUy5o+TUW9MGfHF5MlISjw8GCAj3qjsCSb5YDRtDMczBq3efGlLaWpXl9eIU2BBOaPsn1CYciuUmUWgzcVAUxHk5mLQ5mLQ2qnu3NDkRKePteYhYQCIsgLhgAfy5mHo/nwEpt0TOEaxbGYRUuc3IXL9HIQXuHA0+678AIw9k1jyw61o/dMRFAiyuiix6hBYWYPnfnEu3qgrwHtYn2/x+ElFnpzz+ESAEDIfamxZD+ALlNLdH7G/DsCXocqGmrKbN9lMui+FXvsiD+BKqCRRADVOqelUT1mIQ+4IfeD5/Y5fv3ZEn8yoXvWlzaWZr1+/JHBh+4wgk+tiwUCduOuhTtzTE4ymazFrLnEFgDLijeKvO4akntEQXt85ZD46HmaP/3MtshnQWlsolxdbpLoyG60ps8l1LptUW2aLV5fahvQ8O5a9tian1Q/gBQAJZtUDFACUTXfMA1CdvU8HAH5Pj1f/wuY+x45OT5MkKU3D3phOkpWqcDxjz4iyDgBm1RaljgwFTk1yjc7A/j7/CS54DX/63nkdl69q9GbHuCr73OnsfaSRreENxtLoH49YBiYi3KAnwo/54sbxyTgz5ImSMV+MBGOZY87bUGGXjo5HTql+uKy1VNze6eU5lsDl0CtVxQZa4eDlajuDSlNaPq1cJrNsccGmB4X6nrTQhKaJzeJEDXQBQEqUgb1u8JuGoNs6Am7bKLhwGqTEBMWXBEMALC5H8sImRK6YhWhz8ZTSVwxAMiki+POdMPyxA7OO+FBfYcPYWBRVRUa419bj2YfPw6YCI0YB9GJ9vsXjJxl5cs7jEwNCCAPgPwDcC+BLlNJnp333aQBRSunLxx1TDeB/AVyW3TQJ4F7Pi5/b5XSYqqCS6SKoyWJ6qOSlTcxxAKw3mDT99M97TY+90mGKp0QCAOedVuu77IzG8HVrZ8Z5jpUAHARwFtRORNPJWcP0yV8jaAa5nsJ8PCUqh/r92NvrUw70+bmOgUl+Mpxihn3HdzdUwRCChU0lnlhSUEoKjL7aMnvEVc/26uoAAB6mSURBVGQe6B0NPfPS+/3btP69yqY7OKiZ6oUnOY12rwkAswEY3YFExYg3NtcXThYeHQsbJVkhaUFOS4oCQVTkaCIT5jjGWmwzIBDNEKfDSJwOo1JkMwhFNmPMVWy2ljiMjN2sH2QYwimU1ronE0U9oyFD72gI3SMhJSPKZEenWz/ijXHheOYEF3Ol04Ixf/z4zQCAQqueKhRwOoxiicMkVDjNpKzQLFYUW2h5sRkzSsxclZ3wpRaIHGQKWVQgxBgISQUxr0RSUYakI8c3pGChWu0k+2ElBWxvAGSvG9jnBg2lgL90gY8dpxpaboWyohriuQ1In12PsMsKBbmkMAqAfDCC+K/2oe7FbjijGfW3QQBlTgnecBjx6r1n4bftVeAApLH+1PkVeXxykCfnPD5xIIQUI6uwBWAvcq0oFQBLKaUnzOrZVpa/gOpWXMkQ0vv5i+b8/qE7Vh+CmkS0FGr8uQi5HrxJhVIdQ4gTAA1G0+zPntvH/OavR4ypjIRIQuBKCozidWuavbdeMq+/zmUHgLlQY8+a9aW5RTVink7OBDkLUtuuxTZ5AIogyZYxX5wZ9ETIkDtKhzxRDHmiGHJHMeiJkrJCU2x/nz/niD0WEwDeB0B0HDOwemGVdMGyOv3qBVXRpiqHm2WYA1BdrAuzz10O1d1vg2rtOpGLAWv33Ju919LsfZsUSiV/KGUY8kT4EW9MP+KLse5AQjk8GDCO+mKWUV/MmEgfK/O5rNWV2d7pPmmSWXmxGUubyyghQKXTikqnhZYXm6VKp0WqdFqlCqeF6HlWCy/4oC46ZGSTASFmWKSjVlAqg8oSFJkg6pEhpwUEhtMkEcgQUDuyBJoQYO0LwtblBwmngYNesAc84Dp8IMlpKtVtlVB2jIGpdUBZXoVMexWiq2vhmVkMM0NgwbQOVApF4oAHyT8dgWHfBEzvDMKlnafCikhbJd65vBWPXz0bO7GeRk7x/vL4BCNPznl8YpFVDVsENSZ9SXbzU5TSG06xvwHAFQDuh5oRjBKH8YPH71rz2oXLZzRCneQ1fW8WAP+ln28s94dT7LdvOC01u65IBpBOpsXEM+/2OB97pcO6t9dnBACWIXTdkprQnVct5M+YXwlGzSDXXK8aKWtQkFXfQq4Tkpb9LSNncZmQI26CXH9h7TgSTQqRrqFg/GC/P3NkKEA6+idp71hYH0sKFfGUaDPqOU8qI5UdPxY8xyQKbfp+WabGYruRMRv5jNWoy1SXWu3FdiNbaNUTHc8y0YRgECSFS2UkmhYkmsxIcjieSVJKTRlBNvVPRPTuQILNiPIx5FtSYBR9odRJy7BMeg6rF1TGCCFcTZlNbCi3MXVlNrG+skCuc9kNRj2nw7GLG83rIGbHQEvCkpETCuGhiZyIaQ6psAkUsigroieYIOOjExgaHEklw8HMcBjsQBjmowFwwxEYvIlch7IiI2gglXtXNj0wtxTygjLIbZWgK6ohVtun3NwBqO7qAgCKIMOweQjml3rA/7UP+qGwqhRWbUfYl4BlWSU6L2vB659fjO0cg21YT/0nG588/j2QJ+c8PtEghMwC8A6yZAvVkrqMUvr+hxxjBfAtqDFpHQDxtJayl/58z3neSqc1ClUwwhhPCaWVlz2xNJYSWUKAtYuqg9+7qS3S1urSrNz45gNjkYdePDjj9R1D5SlBIsV2A60qsdLr1zbL165tJiUOE3AiOSN7vJT9cD/4/U62vtyurFtckyl2GDXL2YAcMQE5i1rLfNZqsP3Z/TLIkZUQiqXTr+8cIof6J41dw0Fj31jY5A4kCuMp0aVQyjsdxhF/OFV9qnE6rbVM3NnpOWWd88yqArFnmpb4dNhMvFLhtCq1ZTalocIhNVY65ObqAmZmVQHKnRbKECJAFggkCYDCQ5YEMCwPVseC0xGoIYzpixsl+/wUgBhPCcrEZIJOBBKiezLBeEMJzhtK8oIosz0jAd4biLMTgRTxRdJkeoLWgjJE9ntgx0mgZ0EvbUG80gZ+kQt0oQt0RgFSLIMUppN/dqGkUGQO+yC9OwD+iB+G5zrhiGZy77nICGFlDfznNKD/ylkYcBgwDGB/9lm25C3mf2/kyTmPTyyylvNWAMuP++oIgAUf1TqPENIA4KdQ65+3sAyZ/6nT69975Mtn7iqyG+0A6ruGg+wPfr9z7ktb++syoswAwBnzKmLf+vTSwFmLqjVrNzMZSeGJDYdL9x/1257f1KcHAI5lcM7SGnrjOa30/LZatV1lDloTCikcz6Dk4sdMskJBCDC/wSmtWVQtnNtWyy6b5VJ0HAtkFwPIkYRmXSvI9R6WkXXHI9deUAEwDpXA/QD6k2kxvO2wu9kfTq0+2O93xpKCIRTPsGlBMmcE2RKOZ0hKkIz1LjvZ0enhdDxLdRwj63Uc0fMs1fGMwrOM1FDhkJIZiVSVWGil0ypVl1qV6lIrqSqxxh0WPcsQon/p/X5d13CQW7u4WljYVMIwGulKAoUsKyBEAQM9ZFkCVRiAUoUSMSSwuiFPjB3yRNlhb4wZ8kQx6I7QYW8MnkACgWj6pBnitWVWacgTO2Wy2GIXwv4kdLUOpEvMcJdbMd5eBdv8MujrC8CwDHTIeSy0RRALgEgK6D432C3DMG8aAtk+Bn0wpVrHC8qQ3O+BqbUY6XMaEL+oGcEVVfCwalDAm30HfVDVwhJYT9/7sN9mHp985Mk5j08sshbw75ATFjFk/7sKamnRRxJ09jxnAbgPqoscPMt4L1w+4/nff/PsMaOeCwMoHnJHF97zux0zn9/U15TMSNys2sJ0oc2g/OeFcyJXrGoM8xybhDqpWw4c9dt/+/oR/k8be/W+UIoBgEKrATed16pccnoDPa21TGLIVKo3TabFzIbtg4a3dg8zb+8ZYcf88Snry2riceXqJnmGy05XzquQFjeXitmGEdpzMVDJmWTHgEK1MDVrk4Hqeg1AXbSMQK0bbwFQiVxMOQQ1a70Easa6Ydp3mpypVr8tQi2P4qAuBJC9XgxqHgAHwJBIiYz9/IdLtCmoothMz2uroxecVqOcOb9MMel5xR9OCp0jYX3HYIA5MhRkOwYDMHCMvPHQqS32YrsxMxlJnRCvJgSoLrVmDDwrl9lYwWXnlWIjDZdZSbK6gFNq+EC6wZLyl1sRg7rA6UIurFCUHa9qAMVxAY7dE8CucXCHfbB3eKFPSWB6Azgme73CCmFpBaKraxFeVw/vTDU7uxC5vsuAWpe9C2pTFQpgP9bTsVM9Xx7/HsiTcx7/dsha1CsA3AQ1Br3xbziGBXANgB9AlYGE1cSPX7em+ZlffvlMTbXK6g0lHT/90945u7u9ti0Hx60AUFZokq9f1xK85eK5vpoym7ZQ4EVJkd7aPWz9/Vtd/KsfDLBLW0qVrYcmmJpSK71ydZN89ZlN0twGp8IQkoJKDAaFUrZrOEje2jXMvLVnhNt6aIy1m/XwBFUONBt4nNZaJi+b5Uquml+Zbp/tEg2qRW6BauFpFvl0Ms1AJdEkVFWtUahJa7XIEbAXKjFVQ81Y186jHaspYWkNIjR1LE2DPIhcjbIFgF4QZdjPe7js+IYbwLH1ZcejvbVE3tbpO8YyLnEY5bIic7LIZgiUOExeg55NNVcXWmvLbIbqEitf4bQIpYWmsI5jxwBEkQiwiPkYkgwRUNkASikmDnmIIpdA9S7skxXYO/1w7hiDZfMwRF8Cdm8CLZNJ1HvisB+vcb7IhXAoDf3yKqRPr0bsrBmIzShAKjs+UaieDQbqIk0HlfQTAN6CulhUAHRjPe0/yWPn8W+GPDnn8W+LbOnVTVBJ6EFKPzoBJ1sf/Z9QJURLKorNfU6HSbnzqoXbr13TDKhWZb2sKMyrHwwWPP5qR+Hbe0aMCqVgGYJzltYkvnzlwtQZ8ytFhhA9VDJjQ7G0+PL7A9zTb3frNx0cY5TszN9UVUCvXNWYuXJ1U2JWXZFWc8tDnfDZtCDptxwcZ7YcHGe3HBwju3u8ZLrKWFtrmRhLidzimSXKkuYyurS5lM6pL5ayrnCNeDVlK63bUiS7jZm2nYe6ADFk75lM+y4BldB0UEVDNFEUbR/tvgUAaYVSbtAdsezu8tLbf7HZNhlJnVSN63jUlFjo7NpCeVFjkVho4dJV5c5oQ1WBPMNlT2VlPRMAdiJXfsZC9ZI4kFMQOxKIpNiOgUkc7hxgwuFo7WQkXTjuj+mGvTEwBIGRCIqjGZRlZFQrFFPdrUwcvEkJpdn/peUWxJudiC8oQ2ahC/HTqxGtskPLEp+EmjwoQiXmUHabGapnQlOQY6FazVEAI1hPjy3azuPfFnlyzuPfHoQQM1TCTUFtpCF8xCEghFgqnZbvMYRcMOKLNQNAQ4Vj+PbL5+//wsVzq7LZ2AYAcv94mH3whQPWP77TUxyMpfnyIrNsMfK4bl1L+sazW2hViVWzZBUAjDuQ0D23qZd79t1edmeXhwXUvsuBaIq5qH1G5pKVDfLSlrI0o+qMy8jFP0kyI9LtR9zM5gPjZPOBMUIB5oOOiWOsTD3PYn6Dky6aWUIrii2or3BIM1w2sb7CITksei3rO5Y9twDV0jNlr6HHsZnSWuJaIvu8mmRpOpoUpO7hIN87GjL3joXZnpEg6R4J0f6JCNdSXSju6/N9qB53gUVP1yysEG9c15xqn12m2E06EaAMFBlQpBQM1lEQJgWAlxVF6R0Nh/f2eoNdQ8FCXzhlnoykTMFo2hyMpY2xpGBJpiW73aybGHBHmz7kskeQa5KiYYwlGGQIukUF+8ss6HrrehjnlKINqqt/erZ7DKo7PJUdvyKohKyptE0il8AHAH1YT7unXyzr2ZkL4CoAr1BKd3zYOOXxyUSenPPII4usIMlNAPYA+Ovfolkcf+PWxY+8fOjOR1/paB+YiFQDQG2ZLfLlKxaM/+dFc4I6jtXkHBNpQRKe29RX+OeNvZVv7xmxi5IChiFYNb9SuH5tc+KKVY1Jk4HXXMMCAAy6I8bfv9mVeb9jwvDevlGrdt3yIrNy0fIZ8sUr6lOrF1RleI7R9Kmnl1XJsaRg2Nfr4/b0ePnd3V5mb4+XGXBHAQDFdgMmI+npj4MCix51LjutKbMqDRUOKSPKMOo51qBjoedZGHQco+NZauBZmkiLNBBNIxzP0FAsTUOxDCKJDBNNCKwoKUrncPCUiVdLZpZGd/d4bTzHUFFSjslUtxp5PHz7GZlrz2yIYYrIqAzCMBP+aHr7EbfcORIih4ZiqSFv1DTqi5nC8UyRKClspdMyMeaPl5/qujazbk80ISw+yVdRqBbtC1AT445CVVMbpJSmTth7PWGgWuXnQNVj56Bax+HsHgKA7uz2BgAdOJaUATXWvBfr1d8ZIWQ2VGW6q6C2+PQAuINS+qdTPU8en1zkyTmPPI4DIaQdwLkAnqGUdn7U/sqmO9YAmPHoy4daH3zhwJk9o6E5BVZ9zKDjuGvXzPT+12XzE5VOaxC57GiDN5iUn3z9SNXzm/uq9vf59QBgNfHyJSsaElef1SSctag6zrEMD3WS9wKwHB0Pm1/ccrTwpff79bu6vQbN9b1iTnnabODpuiU1iQvb61L1FQ4zcuFarUZ6StM7EEkxe3q86BkJkXf3jZJBNdMZyfSxwlMr5pQr73dMnNLlPLOqgPaMhk6qTsZzhMoyiJKdXyxGHo2VDnlGuT1dX25PttYWBWfVFiVHvNGay7772pQy2bz6YvnZ75ydbKqwK4FIStnV7SG7un3crh4fs//opM4bSnFFVn0mEMuc1Oq2mXXRaEKwqffApPU8Gzbo2LCOZwPeYLJLVmg3gBRD4FYoPFAJ0EspTZ7sfB8JlaRnQW1DaYS6KJrMfjSPyBGoY18O1esQBzBc+hPEfAmcCVV57dMAWqEuDF6A2rN860fpxOfxyUWenPPI4yTIxqOvgKqO9WtKae+p9lU23WEF0I6sJOevXztc99bukUte2z64IiVIHMMQZfns8rH/vHB2/1WrmzIsy5igTsJpALEdne7ap97smn2of9K67YjbDgBOh1G4/IzG+KfXNU+c1uoKQY2bCgCY3tGQ45rvv165oNGpuAMJxh1I0IP9k1NyoA0VDnHdkur0eW114uoFlaJBx2ndkQzIlQEd8wgKpfCHUxiciDAD7ggddEeJKCn08OAkkxZkkhFlpAUJGVFGRpBpWpBJncumjHhjxGHRo8Cqh82skx0WAzXpuYRRz4UqSyxcQ7nD0lJbCFeRWWAIkaCSoYRscwhfKMnWX/vkzGRaYi5b2ZBYNsuVGZ+M615+v9844I6etBzKVWj0u4OpYoOODRh03IgsK92xlHikotji/sy5rYYlzaWZBY0lkUqnRQtPhADsZVY9cKIF/I/CemJDLptdW7AEoWpgT+UyEEJqAJyf/ZwJ9Z28DdXl/WcAmz6s/Wke/z7Ik3MeeXwIsqphn4XaWepxSunQyfZTNt1hguq+rERWPcwbSi796bN75/1pY++8MX/cBQCuQnPshnNaDn75igUHnA5TCEAnVAWpalGSC595t3fG02931W05OF4tSAoPqG7yy1c2jF+zttk3v8HpvfVn7y1/9JWOSkKAX9y+OnnVmU2e17YN8q9uG9BtPTRe5Aunpsh3Vm1hDITolrWWiafPq2CXzy5na8tsHCFE+8PX4sbTmzloqlvHi6PQ475TAEjPvNtDNh8Y486YX5k4r61WtJv1CagZ3wVQyUo7NgW1nteQFiTjjk6PfsuBMesbu4Z0nUNBSywlcgAws6pA6BkNTS02THqONlfZY3WlpiGn3bC1tKRwyz2/3fkKpfRYn3zuXTiz16YA/MyqB8In2+//CtYTPVTCFbBedYdn5WQ/B7VV6ezsnn4ArwPYAOAtSvOCI3kcizw555HH34Bs0tjnoU76j1BKJ062n7LpDgaqK1mCGjs+F4DzydePVP/yxYPLOgYml1UUWybdgUTJnBnF+85aVP3K+pvaDut5liCXVZy8+JuvvFFWaP7vnV3uc48MBmZUFFs8o/64a2Z1QdgXSppDscxUne+9n1se+Oq1iwcApBRKsbPTY3lj11D1a9sHOR3HMju7PMe0fHQVmtA2y6W0tZahocKhzKwuRG2ZjRj13PFEfLzLerpUpgbBdcnjZl84RQCA5xgsn12ePntpje/yVY2J6lJrUc9IiB3yRNkDfX7hwFG/cnQ8bFEUyh4ePLGjFUMI5tQXp+bWFwkLGkpC7bNdsfkNzg6eY/uhinTsBdDNrHrgxPqrjwmIqrW+EsCq7Gc2gI1Q3+9rUAl5T95lnceHIU/OeeTxfwBCiB0qSS+F2ihjy4cljmUt6laoGb2kazhofPrt7rOf39y38OhYeC4FGJOe881rcL53y6fmbrx2TbMbwCCz6oHDyqY76gHc0D0SND/y0qGZG7YPtg15osUnu87dVy8a/PHnV+yEmi1dC7UcKjkxGW/ccnC8aGeXx7G722va3+fj0oLKCVYTj1i2cwMhQEWxBXUuO+pcNlpfbqc1pTYY9dzUx6BjYdBxilHPUaOeo2lBYqIJQb7qnr/yI97Y31QOpWFJc2lkd7fXbtCxSp3LPr6kudR3XlstXbu4Rp/NGM9AbcrRh2yMFsD7zKoHPnYu32x2dSWAu4CpGLIHwGYAm7KfvjwZ5/F/gjw555HH3wFCSBmAWwEsAfAkgBc+LFaobLpDD1V8Q4bq3m3bemi86kd/2HXGri7vWeF4pg4ASgtM7/jDqdcVSp+WN97uA3A2gGVQY8WV1//3G/Ofeben+WTXKCkwBb5x3eLn/uuyBX1QY7r1ULtImaGKf5gyoszv6fZi66Fxzh1IWN7eM2IY8kSZjHgibyyf7cIHh92nHIOGCgeOjv/tHmO7WSfVlNnCrbWFwmktrmhrbWFsxZzyAYOOG82OCZO9VwaqYtkOqNnPQ8yqB3ynPPFHIGvJ3gzg53934lfuXAzUcV0ANR9hNtRcgzGoC6JuqGTc+7dk++eRx6mQJ+c88vj/gay7+zNQu169CuC3f0v8UNl0B4FqTVcA4O96eEv1r147vCKeFK+D6jqXAbxOCH7f+bsbhpuqCi4CUDfrxt+v6x4JndR61mAx8mOzaou23XbpvMCVq5sIxzJaaVZR9tylUOuSHQCKZIXqPIGEbsAdYQYmIsygO8L0T0SIxchjR6eHpDMSUoKEtCAjlZGQykiQFYoFjU66v89P9DxLj+86paG6xBK8cHl97xcumtPTXF0YYxiigyrUEoeahZ4GMIBsTThUMpYBjDOrHtj3UeP4t4AQUgGVND1QtdYfopR+5Lmz8q/12Y8D6gLnHKglVvugNqk4TGleOCSPfzzy5JxHHv8AZOU9L4Lq8h4H8CildPffcR4TgE8BuBHAWqhx33BDhWPztWtm7rvvj3vuyoiyFQA4lkk4LLrRYrtxVKGU+ELJ+kRacoqSYtHOV1tmGyu0GmILmpyjFyyrC5y9tJbR82wBVAvVjpzuuCZowkIlSi0ZTHNXT483s4IkIy3IstnAC3/Z0iddfc/rx/SMLrDqo9+/adljt1wyL5w9pgu5WLUFqnY3oGp5e48bBgrVhf0PSeTKJvUNAFM9k2NQ6457oJYtFSAXX5/egjMGlYgHKKWhf8S95JHH34o8OeeRxz8YhJB5AL4AtbTmaaj10om/4zyVAK4HcKOOY4oESXHqeTZU4bR0XLW66fX1N7Ud4dgTQ72/e6Oz4qm3uk7rGg4ut5t1XM9ouE77TsczYmtNUaClpvDoJafX6+c2FJP6ckeSIUQjbBNyrmUex8p0alrcQE6TW+oeCcqzbnxqqlb5rEVVvie/vu7FimLLENSM5OLseeELJbm/bD1avqiplFvSXCpAdQdPBwVwgFn1wN/U+CEb7y0DMC/70XS8jx+Yn+JYJa9+/H/t3UtsVFUYB/D/uTN33m2ZobTUSrGkPGpi0wgNraZhADVGN6bRGIxxQeKCxMQujIYQF4oxLlzUHRuNLCQSjWCMMTU8CjZgIyAVxKSh0JHS4uCUKUOHmbkz97j47hi0L4GAV/z/kpO7mOY2vUn79Z7zPYAvALwHIK21dm2CGf0/MTgT3SHOtugLzjoCOYvcd7OJQUop9ey6pq5T51JbhsfSjxRLOggAsQr/2bZViw9ufbHtcGdL/SRkq/gyZN40AODEULJjb//wyu/PjDecGZlYcik1VVv+jfcYyirZ2vR6lFUbDWca6yqLK5ZE1YNLY4Fl91UVH6irLFVXBhEJmiocNA2vxygPtyiPwswBMEu2Lq1++ZPo2dFJz+ubVp98pat1IHHp6vneY4ni9p0D6VyhtCLk97baWjfnCqX7ARgVId9r6a+37ICciZcDewpAwoj3zHgu7OxOPAxguXMtB+RqSEevQQB7AOz++zNWSh2DTBVLAvgMwBu38g8T0d3C4Ex0hzlvd50AXoUkEu0GsFPrv/ZUnovd1+0DsOH8+GTkzQ+Pth8aHF0/9vtUKwAjHPCO10RDw1Vh/66nOxo/f3tzRxskiAKSrLQKUtaFkUtXAzu+/EkfGhxtvHj5WmQsNRXXGtNKmgBg9Yqa68eHkn9+FvR5EA6aOhQwdcjvtWuiIetCMmNmc0Vcz1sqVyipQtE2AMBjIF+yMVvv7AKAd7TW2+f6mZ3n1gxgo7PikK34ryBv3IPOOq21vjbPvY5CEra2aq1/nOtridyAwZnoLnIaUmyCJJFZAD6GvOnNe6Zp93VHAayFbDfj2x8Ssfc/Pb7uQjLTMDSa3gDZgs4G/d59XZ1NP7+1uf1EY11VHrLFG3PWCKQsKWHEey4rpVRr06L6htqK9oJValm0IPjkeCpbnUxnF9ZGQ8Ujp8cXZPOWMdOfiealMeuXxMRsc5W1zzR+K1h2AnLefOM6P9vugZKBIY9CmnZsgGxFDwPY76yD/2R62Az3bQFwihnU9F/B4Ez0L1FKPQRJ/KqCbLd+pPXcs3ztvm4TMnChFhJ0MwBGPOs/iADogrQc7ZTbI1dfHT6wOBY5t7Ih+t0Taxq+eend3sw896+DlG+tgZOlbGttZ3NWLJO1wpNT+euT1wrFbN4K2bYOGIYqBnzeXNDnzQf9nis+0/OrUmpfzYJgKhQw+414z8Q8z8CATGAqvx2vhQweSQI4AOCA1jox1z2I7kUMzkQuoJRqBbAZUlq1B1I3fUu9oJVSdZDSrucgiVwbnY+yAI4COOysgZm+h93XXQ1gJSQ4Nzur3Jd7AlKTXAV5Ey+PiRyDDHs4BWkcctKI91xUMrN6GWTK0vIbrsshZ/CPQzK290OCcf/t1iIT3QsYnIlcxCn7eQbyFpwEsO12+i47Nb6PQdpJdkKCYtkUgIWz1enafd0RSPC1ITXST0G6nZmQ89srzhWQM20LQC+AYSPek1dKPQ9gF6ZnTgMyLnEbgL0sUyKajsGZiIjIZW6qHy4RERHdeQzORERELsPgTERE5DIMzkRERC7D4ExEROQyDM5EREQuw+BMRETkMgzORERELsPgTERE5DJ/AEoCERtugn9JAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scv.pl.velocity_embedding_stream(adata, basis='umap')\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "The velocity vector field displayed as streamlines yields fine-grained insights into the developmental processes. It accurately delineates the cycling population of ductal cells and endocrine progenitors. Further, it illuminates cell states of lineage commitment, cell-cycle exit, and endocrine cell differentiation. " ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "The most fine-grained resolution of the velocity vector field we get at single-cell level, with each arrow showing the direction and speed of movement of an individual cell. That reveals, e.g., the early endocrine commitment of Ngn3-cells (yellow) and a clear-cut difference between near-terminal α-cells (blue) and transient β-cells (green)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:40.301123Z", "start_time": "2020-05-14T22:09:39.886949Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scv.pl.velocity_embedding(adata, arrow_length=3, arrow_size=2, dpi=120)\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### Interprete the velocities" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "This is perhaps the most important part as we advise the user not to limit biological conclusions to the projected velocities, but to examine individual gene dynamics via phase portraits to understand how inferred directions are supported by particular genes. \n", "\n", "See the gif [here](https://user-images.githubusercontent.com/31883718/80227452-eb822480-864d-11ea-9399-56886c5e2785.gif) to get an idea of how to interpret a spliced vs. unspliced phase portrait. Gene activity is orchestrated by transcriptional regulation. Transcriptional induction for a particular gene results in an increase of (newly transcribed) precursor unspliced mRNAs while, conversely, repression or absence of transcription results in a decrease of unspliced mRNAs. Spliced mRNAs is produced from unspliced mRNA and follows the same trend with a time lag. Time is a hidden/latent variable. Thus, the dynamics needs to be inferred from what is actually measured: spliced and unspliced mRNAs as displayed in the phase portrait. \n", "\n", "Now, let us examine the phase portraits of some marker genes, visualized with
\n", "`scv.pl.velocity(adata, gene_names)` or `scv.pl.scatter(adata, gene_names)`. " ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:42.557920Z", "start_time": "2020-05-14T22:09:40.303041Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.velocity(adata, ['Cpe', 'Gnao1', 'Ins2', 'Adk'], ncols=2)\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "The black line corresponds to the estimated 'steady-state' ratio, i.e. the ratio of unspliced to spliced mRNA abundance which is in a constant transcriptional state. RNA velocity for a particular gene is determined as the residual, i.e. how much an observation deviates from that steady-state line. Positive velocity indicates that a gene is up-regulated, which occurs for cells that show higher abundance of unspliced mRNA for that gene than expected in steady state. Conversely, negative velocity indicates that a gene is down-regulated.\n", "\n", "For instance *Cpe* explains the directionality in the up-regulated Ngn3 (yellow) to Pre-endocrine (orange) to β-cells (green), while *Adk* explains the directionality in the down-regulated Ductal (dark green) to Ngn3 (yellow) to the remaining endocrine cells." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:42.945626Z", "start_time": "2020-05-14T22:09:42.559460Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.scatter(adata, 'Cpe', color=['clusters', 'velocity'], \n", " add_outline='Ngn3 high EP, Pre-endocrine, Beta')" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### Identify important genes\n", "We need a systematic way to identify genes that may help explain the resulting vector field and inferred lineages. \n", "To do so, we can test which genes have cluster-specific differential velocity expression, being siginificantly higher/lower compared to the remaining population. The module `scv.tl.rank_velocity_genes` runs a differential velocity t-test and outpus a gene ranking for each cluster. Thresholds can be set (e.g. `min_corr`) to restrict the test on a selection of gene candidates." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:45.422286Z", "start_time": "2020-05-14T22:09:42.948991Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "ranking velocity genes\n", " finished (0:00:02) --> added \n", " 'rank_velocity_genes', sorted scores by group ids (adata.uns) \n", " 'spearmans_score', spearmans correlation scores (adata.var)\n" ] }, { "data": { "text/html": [ "
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DuctalNgn3 low EPNgn3 high EPPre-endocrineBetaAlphaDeltaEpsilon
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" ], "text/plain": [ " Ductal Ngn3 low EP Ngn3 high EP Pre-endocrine Beta Alpha Delta \\\n", "0 Notch2 Ptpn3 Pde1c Pam Pax6 Zcchc16 Zdbf2 \n", "1 Sox5 Hacd1 Ptprs Sdk1 Unc5c Nlgn1 Spock3 \n", "2 Krt19 Hspa8 Pclo Baiap3 Nnat Nell1 Akr1c19 \n", "3 Hspa8 Gm8113 Rap1gap2 Abcc8 Tmem108 Prune2 Ptprt \n", "4 Ano6 Kcnq1 Ttyh2 Gnas Ptprt Ksr2 Snap25 \n", "\n", " Epsilon \n", "0 Tmcc3 \n", "1 Heg1 \n", "2 Gpr179 \n", "3 Ica1 \n", "4 Ncoa7 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scv.tl.rank_velocity_genes(adata, groupby='clusters', min_corr=.3)\n", "\n", "df = scv.DataFrame(adata.uns['rank_velocity_genes']['names'])\n", "df.head()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:47.794054Z", "start_time": "2020-05-14T22:09:45.424197Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "kwargs = dict(frameon=False, size=10, linewidth=1.5, \n", " add_outline='Ngn3 high EP, Pre-endocrine, Beta')\n", "\n", "scv.pl.scatter(adata, df['Ngn3 high EP'][:5], ylabel='Ngn3 high EP', **kwargs)\n", "scv.pl.scatter(adata, df['Pre-endocrine'][:5], ylabel='Pre-endocrine', **kwargs)\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "The genes *Ptprs, Pclo, Pam, Abcc8, Gnas*, for instance, support the directionality from **Ngn3 high EP** (yellow) to **Pre-endocrine** (orange) to **Beta** (green)." ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### Velocities in cycling progenitors" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "The cell cycle detected by RNA velocity, is biologically affirmed by cell cycle scores (standardized scores of mean expression levels of phase marker genes)." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:48.294467Z", "start_time": "2020-05-14T22:09:47.796051Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "calculating cell cycle phase\n", "--> 'S_score' and 'G2M_score', scores of cell cycle phases (adata.obs)\n" ] }, { "data": { "image/png": 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ichqumfJvgOfjGiq/FlgEXCkiuw8tfhbwYlwj5X2A7wHfEZFnztlsChyxju96CvCYjXwImz1bjaiqHfrOls2ya9SEPYKoixAGsBATPr2XyetS5XRVvRY0RdU1UhUzAiBOra8Tu3jPW7U02ieIQyvBRzj26vsZe/U/c8jLks8c8pbepw+d37JxLAPDQHCNWT0ez8PAkPgpRM0kcAeuNc1MnsIb7jhVeFEVdVct4D5gNU54FWIryrcfMbBUKJorJ0O1Vl2g5d3WPY84J44HnDh+KCeO/0P++qCjUUXk5cDbgVepal1Vr1bVP+URpJcANwD/L192e+DlwDtV9aeqepuq/j/gIuANczb9U+DIdXzlPwC//CuPcItlqxBVjUYjbjQa5U9c3Dw3TbOPqepqgQC1HSPsp7VF5dJLTzkzs7auYbVJWLIalPsSRIFFrkyRdbed+f6xkamMv8puv88V2U5PuyhdeuD90n3JZw45MsSeGGj25tC2vxVL+qQM878K92WY8yPJvvWInACPZxuj0WhUgJFGo1HFRY66DHr7DRedd/P3Ga5WqouLZPVxBegdXKSrMP6MgCwf1Vc0XR5hMDpwLlvFNdSzBXHi+MtxDw8XAl/PX+/Ip2+IdwIXFum7YdS5gL8SeF0+qYWLZP1i7qI8MFhwNrC/iCwtJoiIAV6Fi4qtFxEJRORjInKXiPRE5BYRefOcZV4lIleLSEdE7hCR9wzNK4vIiSJym4h0ReRGETlqaP6hIqIi8i4RWS0i14lIJCJLROQbIjKVT/++iDx2Q/v6UNniLwh5vUOJvOVE5dnv+7pK8Bqr3KhKS+FWyY+z/MrP3J1l6Yc0iGYIo04m4S/CN5x/bOWoc2fXs/liqHZBr/eFF+6VfvH5X0y/+PxPCDi/q7S9g0naTw+x5xvs0QILLHIOx93QW+dWPR7PX00ueIp60AAI6vV6kYor40TSSKPRGMMVlBfF58NR5hBni1DG/cY7OHHWnBN5Epww65Gb2OXTK/l3jeQRLc9GptFoSKPRiLzR6hBOOH0LWDJnzhLgW+sTViISAgfiaqfWiar+WVWb+ftZVf2Rqs4ObWN/4JnAuXNWvQy4m/unAA/G3XcvepAjOiZf71W4++npwGdE5Bn5d74SJ8zOAfYC/hX4oIi8LV//a7j05LuAJwKfBz4tIsfO+Z6XAvvjUp1xvl8BcEj+twr4tYjMPa9/MVtsm5pGo2Em5s2rjY6Oza8GVp4w3jWr00r7KUvCXmB4iek3l0nSKWvS/X7lOe+/YHjd7pdesr+gu1g15wbtFXGAPRlYlGL+s/T2y+8Xrux+5x3LBH0OyB2lQL+fLb/u54IuISityZQfm7Szr+lNH4ZmPVTHcRfw1Rnmi+Hx1534yJ0Rj2fbIE/71RgInEIEFf36UoZ7erq/aaBXr9d7uQgqolCKSwsGgA4Lqrz1TcjAXLQQZ+1GozGCi2AVomtqjmgb3l+Tb3vLvNg+guT/tnH+cVg897b51kAuxXcHTkDJOpZQnLjZlROn75eSzu2E/gwcraqfH5p+BvD6OdsZV9W56y8DLsi//2BVTYYK1R8LvBk4SFX3z5f/HO53cTpwK+spVBeRU4DDgeeo6vJ82rOA61R1hYhcBtytqkcMrfO6/FivAG4CXqGq3x6afzpOqO2AE0wXAi9V1e/l898AfBJYrKpJPs0AfwC+oqonruPcPmS25CeAeP6CBfNGS0HpyQu7L62Wx5fsYswaG5SvC7JmycYjtxOPUCuFFw6v1PnWW8bs6E5/qB3x6csB0tOf9n5BnwYQYRvAYcPLl1926k24fziS0556ZIh9MrZfBdmFePTXwTGXvCQ5aa+jQ/SDuNFHMbBA5zwR9E7a+9CI7ONAN0P+IxL7M467YTgK5vF4HgK5TUKbQT++4jpWCKkyLrJUyucVYqYYsacMBFEnFztpo9EwuZCyQ/VYRcqvMAI1uUgqTEWL1KLkRe0hru4qA2g0GkWPQW00Gm1vvfCgFFkHgLharUaqKiJi8SMsnwHstIH5AizNl7tozrzVrDt11wBOyd+/HPgYcwSbiBwMfAe4E3hhIUTm8A3geBF5FLAceAXwog0fDgCfwo0uvFtErsbVZ52jqivy+U/ERebWoqpfyferqOOaW7f1C+BtwLCP5O1D7/fFRbAnRe53qGWcU8DfxJac/rNGjNm+ks6rxGZ+YAyhaE3FlEQMSFCyJu7fbRet9ZLqfPMt+0SiZ5SMPaX3rbe8BEDdEyxz368LQfdSTRLUCpoFQXfqcIDo+GvPTDHH4f4z3QesAZkaXjck/YCgSwTdP8R+M1P5KifvsSWff49nk1Gv122e8isEU3F1HO7xVxSjN/PlsrwGa4xB42WBteJnEbAdsH2j0RjHXWTBCafit9rD2TeAi4gV7W9KuGHno0BlqIi+iLoIEA2PLPSsk7XXxCiORVUNQBzHvi2Qi7z8Vcupah834u/QOdNX5kXot+HuXfdDRF6NEzpXAYeo6pp1faGqXonzhjsCeDYwo6qXP9iO5hYOuwHPA34OvBD4bR5NAhcdXl+Ed32/peL/0LD468yZfxtuROPw3xOAdzzYPj8YW+xNvV6v91V1RddU/xwKfw5EO4p0u+HoTZRGftiPJ+7tlhf9qRSF+95w8Q8MQCAcBASYYCJImu/Nvvj8H0tl3rKM4AsW83+JBnPzsPcjw5yNShPUgk4j0P/Moa9OTnnSswW2V/c0kCpyW1ejPxTrJSft9SYDB+CUs1HIDHpgosGih/MceTzbAIVxZ4KzTSguwAGuPmoVgx5/JZw/1Y75a4iLMJVxUeYag4L0wvsqyLfZrNfrsziBNSzgit6Bhcv62shZvt0iWlZYM4zk0TDPuikaXNs4itqlUqlZKpVaaZom4FKpZ555ZriNitPlf+NyJwPPFZHnrmf+0uEPIvKPwFdx9UwvHK6vWg9n44rdj8RFrh6UvPbpFfkIw/eo6l44EfeqfJEbgafMWecjInI+cG0+6eA5mz0El+qcXM/XXg88Cif8CkF5B/DRdWzrL2aLTf9ddtXvFj5uj71K/W5nthTcdGY/S5Ym5cWza9r2vqA2tiCUtG80nWdNvHp8pBIDXQs3GBO8UMQslWR2R8J4jaS90bQy/8LoqPP+78FORunYX1/HqfssS615l4jZS0q1ZaHtfVA0fRTYVYqsTCU4NrHmZ6P/etVaZRyQvRN3wR9XsAIzFrklkmz1w3mOPJ6tnTwV2IO1baT6DFJIQaPRKEb/FdGmmEH0qM/AyDNjYBBavPbzddbaJtTr9azRaGQ4kZTV6/V0qP9f4dLeZWDR0GPghVUsV2x7m+FzZ54ZhmFYVqvpUUe9oQtw1llnBSvuu6/a7XS0VCqF1to4imNbKZfTNE2jVqvVjUuloFIut5vNZr/RaJiJiYmRTqfDggULLC4CuS1xMa5m6sFqqi5e18qq+g0ReTLw/byW6Vu46NRjccXeR+LShpmI7IQr+r4QeDewYChV1l9PxOps4L3AHrii+IfCdsCHRKQN/A4XLXoSLi0ITuh8R0SuAL6fz3sn8G5VvUlEvgecnqeHb8ClHN8InKAub7yu7/yffD//T0ROwD10fQA32vGDD3G/18sWWaj+62uuH1Frd0z6vQlVlX6nfWtQHZs6bP99LcDs1d9+HCY6ApGyVbl2fO8XrrVM6J7/waMN+rRg1c0Hi01j0u49iZp3l44675K/ZB+Szx76DwH23aTd+ZJ0dgDbAkZV4jster619gfx8df+GMCetOdPBD0UMIpclyLvSzW8pPqvV29rFwWPZ6OTR4SKOpyAQeF6BSeaLK4mqoy7iFdxN+RePr3KwFm9KFqvMhj522aQKiwEXJGOKsSayafN5EIrZFDjpfl6laHtTg+NWNyqaTQasnTpo8ZbrWZVVU2/31/TarW6o2Nj42mSVESkbK2dFwRBWVUDEVkZRVEAMt1qNftJknSB/sJFi9I0SYpzytTUVGve/PnB5Jo16TZTqzYY/Qf3F1bFjfyVnDj9bTaAiDwbV1i+Py7lvRo3gu/LqvqDfJljgVPXs4lfqepBw4XqebQHEbkJyFR1z/zzbmy4UD3CeWP9A7A9cC8uOnaiqqb5Mq/HCbvH4Iy8z1DVU/J5FeAj+foLgFuAk1X1y/n8B+xjPn1XXLH64bjf7W+B96nqpRs6dw+FLSr9d8oPr4o+9ZMbDvhjM3iqoBVQE4RRuTI+74nlam3vS6+5aT6AtXY7sv4fJevdLFln0HLiwv8MCCs1iWu72oWP/2MWlL6TqPn3BxNU3dMP3DM7Y/8vpWcc8LH26QeNAFjlx4r8iSCeVmE5MAYiov1dAk3eHJF9Lztpz6v6J+31lAz5H4WmwhpBF1iCG7yg8ng2GsNPhn0GYqiIBhnA5J5UK3AX5kkGLWvACR6Liz71cGJMGXhXRbjo03xcTdYCXLowxIksy1D9R17oXrSx6eQCKmVgz7BN9Q3t9XtRUR+Vpmm8ww47GMnPlbV2wgTBDsaYmojMD4JgcZZlZVVrTBCUcOc2XLVypRVjNE3TqN1uRyMjIxNqbXne/Pm1bSYd6ATTK4G5LWHu5iEIKoA81fYKVV2iqrGq7qCqLy8EVb7Maaoq6/k7KF/movzzbUPrLSsEVf75tnyZi9azL4mqvldVd1bVUv76b4Wgypc5S1V3z+fvVgiqfF5HVf9VVXfM5+9VCKr17WM+/Y/5OZhQ1VFVPWRjCCrYwtJ/Ji6/vFoODuhZCZb34t8tLgd3qYTbi+jKCdMpxaa/9L5rf3ZZZPV2E8gSVYy1rK1taie6a2BYbFV/LVGN/qK9Pz3y3Pc/oH/fXCLJPi7oroISCSuTzx7ajMS+QbN+x6b9H6ImC9B3gBY1GACBQZ9kJLs0U/NfwHKBUYvcUpbkoebGPR7Pg9PHPbVXGESFurioUDFCb9gMtBgROMJgxO4MTiTFeXqvh0v7aR4JK4i5f3PmotVNGWcmunYo+josABIG14es0WiYbSHCUq/X9ZRTTpkBJrIsS1XVdHu9igLW2pIJgoqIYK2NrbUrjTEtETNdrlRa3W63uLkqYCfXrGkBUiqVTJZlVWNMZgZ1blte2uWv4cTpb3Pi+Pdwo/x2wNVQXTzXRsGzadiiRFVgZHuDuItSECw1ceVRYMuR2Kgs7clI7Z2BBHtpdcHF2l3z3SSz4YKnHrk2IpRZ1gRCihCq0jOy3kK2uaz9sQoEBvsmbDpi0u5eoPsiGqJiQeV+S4sbkh2IfVuq5gmKPC7R4Ne146/2Vgoez0YiFz4WFwkSoFyv12dz24XC66iSN1culis8qIqb8QSDm3Mxoi/KBVZhMNzBjRAuk3tW5dtv5bvyYAKpMBktMegz2M4jY8Ban6YAZ+uwxQiuXHgWdhK9RqMRTExM1EqlMlEU9qanp/vA6tGxsbBarcZqraRJUknTVALVjoRhLwzDUGHF7Oxsq1Qq9SfmTcz2ej1w5yNlkHY1vV4vq1arGUCapsmWdK42Ck5AXbSpd8PzQLaI9N8J3/ydnPCNK5d2k+zy1GoH6E7EskaxWdfK4lZq9pzumYUZZmFbSzsvT8cXju33yu6woAIYfd7712TK/4KEKtKzIvPbZx890jvnjc/unPPGx6/v+y1ygiK/spjvgn4Fm9awySIgQLWK2hLYCmCGBFXxToFuJPaeRINf10y/s84v8Xg8fws6933uPyUMbsbzcdGrGoMIVsJgFF9Rf1VgGYzqK0altfPliibMw6wzBZU7g9dwQqrEoMlz4f6+drl83ypAdUtJaeX1Y0XNWdxoNMzo2NhoEARjoDtkWbZwxyVLRur1ejo7M5OIyIiqjhtj4izLpq21pt/v02w2Z9ut1iyQ9Hq9/p/uvLOoV0sZjKoszknabrcnZ2ZmppvNZndd++XxbAq2CFGFTd+BmP+4dyb5l9+vaJ4SBfKhO6bS/sq23a2dymMme9r5cy/ecTYN4q5Gd7aoVNa3KTGyDKEnQi0UfXFk9MOB6FGRaKN7zhvXafwVve2yG4O3XX5U+LbL3gdyDDYTkC4i6wo3Z8ja3mOqMJmpeXGq5v1V6d9kVS5JTnrijhvpzHg8HiCvWSrsFdqwVqRUGQipIgoU427URXPlaVyNlQ6t38nrosPBqIUAACAASURBVAqRVdgigBND47joVlGkXtRLrYuAwbW2sGgoGE7ZFKaiDO3rlsDcKJEGQRCKMaGqmiyzJjBB0Gg0ZHx8PAyCoC3GdKy1faCfpukK4D5rbYuhAQKlUqnwChtlMBABBhYaAU6o+lZBns2GzT7996mf3viM8Urp5d0km+ylGVbZ767JbhUxu033bT8yScsIN5fDYDSKx1eMhJZAst4G6hWGLnyairAUCcYRGROiw8nd09eL2seALYN0MXFfSVRsUkOxoFaRm1CdEGEHoK8ql4dif6PqfDsE3Qnk5cAZG+0keTyeddUwFQJmuI6qKCoP6/X62kh27oY+LHiKaFc3n1dYMUTc33uqhaul6uYRqcLaocdAcGUM0oyFFUAfSPMGz8X+D9s1FE7tmzVfPuus4LGPe1yl0+7o3XffleCOST/5yU+2BTQslaRarbVVtbxs2e7WBIZOu1Nrt1udNEmmyCOAaZqO4c5RH0gmJibiTqczEcdxqd/vF8K3lM9vMei9KDiBNdpoNGa3lRGVns2XzVpUfeanN+wWBMHB5Yh+FMrSrG3vWlCrvN4Ys2cvsd1W3/4hDvSG0VKwcqIa1yQwu3dVa72Z5qqJiYmZT33609lbjzmmNbzNZl9/MhKLiglHevN3a5F0ZqPe5DMFyTQsvyj56hHLRLNFmcpXpN98tIH9Lebs+I3nf79/2lMPC8kOEGEeSBUJEBNiYY2IKWtUXZlF4x8z03fsHqh9DYAiv+O461N70p63GvRx+bQbN8X59Hi2MTKckClqcjoMCs3nRumVOSnEomUN93dUL+qpDIMIiuTLTuBu9m2cACjqgIr+gOnQNAA7ty9g3ldwiyhgP/ucc0y1UlkoxmitVkufsGxZ+qojj8wAWq1WZ2xsrL98+fLJPfbcs5omqRpjqsYEldrISKtSrUb33nvvDINRl0Xkqb9o0SLT6XQinOVPhYEgDnHnPcL9W2b5+gFObJUbjUa2JZw7z9bL5p3+c521qcXmF5XQXDq/Fv+xHIVLAiMT82rh0lIojybrn7vDaHRpJTLLVemlVidUqAGkSRIMGfMBsOgF708qz3rfec35e15pwwq2ut1dWpqYsdHIctNvLjPovoLOD7POxyPS/whIXxJKemr/Cy/YTdB9gRSknRelCyJigmieBCUMuijI2m8PxZ6YEpyYEpwYij0RICU4MiVopASvjo+/9gI8Hs/DSi5UMgbGnjBIVc2NahVO6iED76oS7qZdFLYXgqqJu6kX/cnGgXn5/IhBA+ai75/BiYIKA+EFLiVZw6Wv1qb6thRRkCbpGMiIWh1Ns3S00+mMnnb66WtrxJYvX14CajPT02sf3lXViogNgiBjYNha2CZ0KpXKSL/fj6IoKotIKiItXDSrqEer4c7pGO7faxL3b7FNmal6Nl8260hVEJdvsUnvSoElkdEfqnIo8LQoECIj7VIgrUogZZvZP3bFIsbsYzOWd5udFQBBEFjWM8xW0UlUNCuN3aWdlStELIrMito+gNhsMIxaddSKlAzyA+DvFapI0JHBEG7QrISSYu0Ux92QRPCl4e8rHf+7NcAXN/5Z8ng86yJ/oBrBXecynCDq5+/tUCF40ZKmEF4B9y86j3Cuy4Xzei9/LSwbCi+rQgzV8mWKpssdBqakRQpShr4jwhWmt7YUQXXBhRdKP+lXkzQhCIL5am1frSWOY9toNNbgjskA3HXXXdmyZbsn3W43iaKoj4iAzjAQnMUxV6215V6/LwLa7XabuH+T4vwW3l7KYLBAgjuvAS71uEWcP8/Wy2Ytqu5dM7MEMfuAJtjs7tm+3rrdeHX70UrgLpIS7DSdxfXr/jB95N47jbfFyG+yTFsazd+5UqncuXz58qwIq89l0T4vmLzv6vMuzcqLR2N76+80s7tk4ehvIl2xt8AuqNwbKP+OMGGRb5ePOvcGgNlTn35wmWRcg8ruRpMPCXYngTERGUGttZocu6VUl3o8WzlFWmhYvMAgclSklMA9IHUZ3KT7uJt+EeUqolij+fqTuIiVHdrmcNF60YpmioHlQpVBTVXh0l5ExCy519XGOfSHl2cedpie+fnPp1EYpmpMu58kvcAY4igOC4uL8fHxirVqZmdnmkceeUTrtNNPH1VrU4AwisD9u9SiKMqSJGmBu4KK6qi1touLRgkuupfgzmMhYovRlzpsSeHxbGo26zY1H/7e745H5NEAqF7dSfRVlTjae6wSlqpxUJru9HrdBL13qv3Zx21XWzUShwYgS7qXLL/0O7/JR+9w0Y++KzssWlAbHal2d3z8fg/ZI6r/uWctzDClypt+Mte9FoDuaQfsHBj+IUBfm48EbBvhII65zP/IPZ5NTB6pquJuvkU0AwaWCoWgUdwNuwOsHjbwHNpWDdgJJ3qKNjPtoRGG2zFITc3iIlU9YLK46ef7UxSuF5Gr4ZqhYvRhAPSL69fmyqc+/elamiRBtVorxaU4EJHYZtlUtVprZjYbaTabC0ul0mgQhLZarf55xb3Lk9x3ik6nY3q9XhSXSmMCqTEm6XQ6xcCBify1MFMu7CxmccLXVioVCcMwDoIgDaOos2rlSmUgTrvre5j2eB5uNndR9RYR87zAyOJKKHdMdbMnV+Jwh2ocBnFoTCfJkrsn272ZTjodBty141j5jsUle9Z9V553pU37AL16vd6/47rLH4P7gWZplt222z4H/kX59+5/v2ppIPpahcl2Fn5x4vVf7/VP3/+xIdn3RGSxQtcS/J+V4GvxWy+5olivf9pTFwN7Zmp+U3nH5Q/W4dvj8WxkctFj8pF1RY3TGE7cTDCIKs0Aa3BRpGJ0X5EuNDjxswB3k2/DWuNgi0sxLsbVVdl8O1M44XW/a02+P0W0K2Uwkq2IwMRDizc3d3Fw5plnhsuXL7d77LlnNDU5NZZmqQZB0AuCYEStnR+VSjsakVYURtNxHN99zz13Z71eL86yrBQEQZhlWdVa2wujqGmMac7OzCju32M+LnJXxZ3rjIEpa2/hokVRmiQBOPPPZrM5nLLt++iVZ1OxWaf/jPBLEf6uEgdjIAdFocbWaivJsrSbJMt7iR2daSdijLQX1EpLEqvz2hnXKly5ZNm+o/N3eswzf3jlH3TXOF5Tk/40EMzv3f2Y5sWfqSWZ/n7eocfMPJT9CEU/IKK7AFSDrA2cJeh+rpO3lgRGVcyfhgVVctpTdgixPwDGQmNXZZ85uIVIkKm8N37LRVes56s8Hs9GZKhYnfxG22s0GsWNuxgVGOJu3CkDB3YYmHMWzZIn82mT+fSiLipjIJJWM4hSlfLvGh6RFuMiWpAbj9br9cJXa4PX41yQhTi39c3CbuHoo49OAU499dSSiJQARCQWEVsuVzID1phAxJhSq9Uaa7VaU0EYmnKl0hcnLrMwDPtJmvYm16yBgQVGEclbw8CYtZvPl6TfT0Vcd41ypZI2m81hj6/NWoh6tm4269F/onYWuFlVJjLLYiNSm+z2zWw3ua7Vzbr3zfR+m2T2vCgw8xRKoZHlBOGCaMFOpYntHvXEIIxHrTKyJqvsClBJ1oxV0qkXBEYOqdI7uf+z//xE9ycfeS0X/PuGy6BkuPmplgFSDX5JXk+hmJYg8ZyV9sE9ESOwu6u90nlG9K0b6/x4PJ6/iuIGfS9uBN+dwGwuboYLndf26Rt6ncyjT0WvwRpOoK0B7sOJqSbuxh7hrgG13HIB8pY5DFJba78vT/cVhfSddUSpCm+m6oMJsI1B7rv1kFzdp6amkszaNElTZmZmtNPpMDm5ZipJ0hvVZpNpmk62Wk2J4zhQa0MjJoxLpXalWl0dhGHabDaL0ZJFlLCNE52LgLEwDMfyr4qByvT0dDw1NdWdmppqvvWYYwpX/AQXpfIjAT2bjM02UvWe/72ioiZ4Uhxlo1YlDI1kvcymk81k5Yq0F1hlAtjFQKvVS5ePlMLFI9XwatRe319x++po3/2nRGQBwGQS3bmdprct6tzzGFAEHhsYDrdxZbWk/R3aSf/qKly3vn1JrfxXKBytsCZT+TpA5dhL/9w/46AjA7HvVeQuK+bzw+soXAGyAnR7NWEqJlyiIm2sPe9hPXEej2eD5FGeTm5jUHhEFT5RNu8RWAzhjxn0+esO1Tn1ccIoYTAarcXAtHMUJ4KKaHjYaDQKf6sOTpQ9QDg9SNpq+CG4iLI9LOSirZK/78yt77ro4l/NE5GKqnYOfcaBk0B/Znq6iTtfNk3TLI7j6E9/unN62bLdZ9I0LSdpGs3MzGRAa8mSnUoItTTNzOzsTDcMgiiqVsN2u91iUOMWGWOyIAhGRSSqVCoznU6niNYVEbs+rLWh8O1qPJuczTZSpSZ8E2Jel6kcUo2D2TgK+lmmU61e8ilVjcer0a7zR+KFJpAdMqvJiplO+/aVzV8f97w9v16v1zXtda9S1ZtU9RZrs8sft+9BnV4/+b0qqzDhjorpgYgE8VKrTG1oX8qvPfv68DXnHJtN7Hoy83Z5WucH73kCQPy2S34SvPXSZ4ZR9M8ShIcnn3vmUa3PPLsGEB97xequhs/PyvM+qZUF99iwvFzD6ipbnv8/j8T583g866fRaBTta6pzvewYFI4XowCLnnOVoQhR4ezdy98n5EXSDHoFzjLoOwgDodbGRbNoNBojea3XQ6GIwBQF7Q8nw5H3+7WAufw3V5XDMJwfBIERpPbjn10Q1ev1LHeon8z3U/v9/ixgp2emTb/fSwMTzADpjkuWJNbaUr+fpCIiRqQXRlGR2lMG53ZWRKaAREQ65UqlSLUWbYfGhyKAHs9mwWYbqUJYBFAKTWiM9EIjV+23pPbVp+9U+tqPbpvdoxSFe4P25tdinWz3lwhMdlJ941Ffvuz2L/zzAb97xaP72crJNYkJZJ/MsvTe61dctf1hx9wFfGXmN9+YDoP4ZSbtLkwlumTkkHfe9aD7c/57xAjvElesqp0fvOfUyos/9nuARM3RAfaNACWjewDHAVQr5X6m2REm6+4MkMWVy1Ip3eWvAh7PpiNPaRVCp4h89IfmKYMC9pT7e1YZcLVajUajjYtIFdGmDCdGqvk27dBfYc/QYyDYCrE22mg0YFAUb9bVbqVer/cbjUZSRLeGjsM+DP5Mw6Ml1277Rz+9IBgZHV0MsgBIu93Omrv/dGf1jDPOyFavXt3K96395bPOCgTK/X4yYbOs3LNWwzBo1+v1NaeddlocBGEEYK0lCIJeqVQKmklSnOsaTlQ1S6VSCnSiKOqmaZowSA/CwPPLp/s8mw2bbaQKtf+XWu320+yPccB14yW5sBrJn2vj89OlE6XzIsPvRWTlWCn4vhFuFlnrbrwjwPJV04vF8HhU5gUiSwMjj77hV+cZgLEF230/CUc/06tu97FOefFpD2V3pnoS54IK3A9/CWs/6NLBe9a+T9TME3Seqr1bVVfbXusb1dd+ww0bPvPQiDMP9U1APZ5HmPzGX6Sz1r7PI1ZF42ULrMqXKURR0U6loDCuLNzSS7hRgIXbd2HXMPc5qohugRMFYb7MaL7+wkajMbqBfS+o5H+1YUf2jUGehixSnj2An11wYTBv3ry41+0EVu0ahO709FS72ZzVLMvMvPnzo0ajUTrllFNKYRCOWqsRaNUEQYSqiDGm0WhUJicnyytX3tdvNZusWb2quXz5crtq5cput9OBgRfYImCk3W7H7Xa7PT09nczOzJQYpE+L/ore7NOzWbHZRqp+f19rd4t5PKArpjpfPmKfxZcA9xzy+EV6ze33/HT70biMMI61P7170h6uYl6O6q2i2S8A4oARUV2K2AnF3KdWe3sc+AL3A3z0YXYcLv9L9mfipR/tdX/wngsD4TCFFQq/KeZZla+I8CSBkUzl08XVLRJ7X6rm50bt4Qq3ZGq/A9D77OEHRsLHgCD57OHvK7355xf97WfM4/E8VOr1elFTZYeEShE5gnyUGYNIE/V6vTVnM3ZouWL94XnZ0LQWef1VMXKv0WgUTuuFwKoMrV/GpQ83RDDn/UYdETgcLfvhueeNijGVyTv/WKlUquVOpyPlcnlm9cr7QlUdT5IksdYyb/78UVQlTZMAmE7SNFWrmTGmp5q0yPv3dTudsW6nY3ECqscgfVoI0AAX8QMnokZxadNavlxRyH4/s9Q8PWvw7uqeTcRm61P1ktN/+VWQ/YCeoJe++YAd36foYwSZfv6Td7sd4PCP/2xCkX8C7r3g3Yd/66CPnFdJCXZ89i7RiuP20UNEZD7I/FS5spdy1U77HLa2kPFr//PVOAzDijEmPeLIV829WK6f898T8fyPPbCe4Ruvdj4pf/+1BxSP9j57+DxTmTjEZN1/RW2TrNcXtTsBWOSa8E0XvuEvPkEej2ejkddYhTgx02FQH1Xc2LPC+mDOeoXdQoq74VcZ1DwNpw57RVH1cBPlXNiVGdQTbY8TBatxPlfrvUA3Go2i16AC7YciIvLvlr/UkuGH552/UERMc3Z2JEmStoj0bJbG7Xa7ZFWjdqu1ptfrByMjtTJAqVxJROh32u2o0+n0e71eOjExYXq9Xi1NU02SpMZAdBbO9DMMLC1qDOwuujgPsKIhdptBT8cZWJuOLaJ9SRTH8djoaFeM6eWjAz2eR4TNUlS96KSfVW0QXWqMebxA36h9+5sP3Gm1iJQBVO2vn7/fbncf9vELzlFkX4BQ9L/KpfDYUhg8OsImL97VXvDcR+mPDfZem6WXLNzrOUV6kEajIU94/OPmFZ/TNG2++p9e81fn5btfe80eobEfAuJM5aTSP/7Pxfebf/ZRR8SdFWeKzWqgPZulK0SzDLSbqXw9etMFH5u7zeTkfY4y2OdazPnRcdd8ae58j8ezcciFTSGehiNVhWeSMBBIES66tc4bdb4tqdfraaPRiMhv8uRGnvmNv0gLdobFTaPRqDAwvSw8rzYoloYF2nrmF4XyKQMHd3iIBpnnnPNN02q3ZPF2248ApU6nHU9PTXWSfj8ZGxuPmq1mRa01rVZrdnZ2tj82Pj4aR1FUrVZtr9/vTU1OJr1ez0ZRVI6iKLDWRgDdbne4nU8P6EZRFFer1anp6WnLwAOsMGktBg8UJRNz+//1cGnXShiGGkWRLZVKTYCpqanZzd1E1bP1sFmm/zIxT7CWyFp7D6CB2FsR2aGYr6pVAEV2LaaNVcLnmyDYKTQmWFgNgivv6z/1GTvyg9EgI0pbh09d/d0kLpXPre7+vHa9XtdvnXO2PnZxacFIbOZHYXArf0OxoxF9ieQX5QBeCVx8//k8HaT4UccSVSIbVe9BtZMFlc/opw46PMC+XeFPPQ3fFyczu4Zk/wZgyJ7SP3mfy+Ljrrnpr90/j8ezQYbTeMUNnfxVCgGVt6qpAdJoNCbr9XovF1FFumk4tVe0rym8lzJchCUe2nbRoLmgKG4vxITg6qUUSNYlgtYnuIac22sMRMdwFL0QM+taLwKy7XfYQaIwGkEI/nTHHZ158+f3ypVyunTnXSQMo1q71TRhGLZmZmaYnZ2dzYVke8clS0ZUCeIoplwul3u9XhsRVVWjqpExxlQqlbaIZO12+16gFgTBfBEJsyyLRsfGVs3OzBQRwAAnnir5+ZjJ968YUFA0yy5aBE1Ya1VEVgKIMesVnB7Pw8FmKaqM6u8loBcYszPQRLkPa1eoyBOAmbTfvx3AYE+ymA8BK+ZXwy9Pd/UAoNJJNEvFrLi7G962Rzy1B8aMC9DppWn3sq9eHAfmOc/b1Uz0A7GYcKURFvz5iu/9dMen/t1f6/tyB/B0AOve3w9bnviO9mcPJ+0sVeQerS64lSBuA6iV7UOy/wBGBB4bS/aPwKVzNuEvCh7Pw8TQSL7hfnzFIB6bi6mi8LyYXskF1XycaJlpNBrDo/wKV/CCIm1VRGfggTVQnfw7ivY1ReNngDgf+fdQ64QK4VG8L+qWimt+Oqc3YjcXj0WhPmmSWtx1KVC182+5+aZ7gWj/Aw8a7XY6YRhGOrFgwX1HHnnEsDiTbqcbq9qKCYJyqVSaWrhokV21cmVL4thaawXnP0WWZZW4VBrr93ppFEVpGIYRUFXVBQz8veIoigjC0Ki1rV6vV5yTXhRFcRCGoUCYZVmv3++PAmKt7WZZ1s2s7c9OTfnUn+cRZbMUVecef3jzpWdcPAPcDdIZr0RHTvXstc2+7pVZu1ozez0wdcG7D//fQz9x0TcuOuFQvfW+pnzpwhvvvXOq/7JmXx41rxpt/5WbOeHoR8e/3m20n4Kz/YyN7C1CFZFqTLogNdFyIA6MifkrzPRmf/3V+eYxzwnt1B9vob3mlnJv1Vlzlym/5JO/7Jz7gedplpX7ndl7akH2IYFdFG433cl5KiYQXXutbEXHXXNDcvI+HzbY51jkx/Fx19z8V59Mj8fzoORixQIMCSyLEx3FSLzhxscpsBAnlmJcpLu4fhTtbYptFlYKDC2nc+uacoPNVcCqodF8RVpyrUHpQyTLv7sYKdfJI0kt8pqqPDVYCK84j4gVZqd0Om2dV55XNkFQCYIw2mOvvcthEDVbzWacZZkFSNO0VBxbntqsrFmzOh4dHc3E2iRRTY0xAdDp9/sWaJbL5dE0y8piTJIlSRWwWZYlYRSVjUiiqsU+21Kp1AujKBLoahCEPdeROQGI4zi01towirrW2qJ4PQP6vV4vee973+vNQD2POJulqAIQ+LMitSgg2GOH0e0xweNqJcrNXnqz1eAA4HyAi044VA/4yI/GMsxnFdnVYD+6+5KJJb2MLmDO+dNo+p7dJ+9QMb2OqV1o7czeZaEUYqetaoKiVvXO7Z784gcUoT5EnohIxc7bZVImHrVnM8sOGbnqyxew3z/f74my8sJ//zPkV8jvvPlDrdQsiLurnhuKNqgt7Gpn+j6bJedFYr8BkNdRfWmjjpP2eDzrZW7kJp88bDtTpJqK931cFKgY3l+k7AqDz6K5ss1FzDgDF/ZJNsA6Rgimf0kaK/++NkOpyXz68HUpYxA1K5pGF6+tVqvVGx0d65bDMB2dmLd9GEZhGEWZWpMmrVaapmly2+9vGS6biOJSydgsM7Ozs/1qtapxHNsgCAofrUJ8ranVapVer7cgF2VpkiSrq9Vq17oUYTc/R6bX6xEEQUVFrAzSfTVgvNfrzYRhqKhKtVbr9Hq9wicsw0XiYt+yxvNIs9mKKtDjBP2niXLcevzi2mwn1QMVFgVGdlOVq4ulLvrtzeXxaukYizyr1ctsP+MkUf20ijwb0JW94JL5T3rxL278zS+jVi9bNN0cvenxo21bMlmSJq0rdzz4lX9TqwdVnUQQo3Z3hWkjLJvtZvcGZx+9MjT6BsAmVr5Ye9WZKwG6Zxw0EYg+L0JuY2zHJwIQxE1bW3xD9Jpzzvhb9sXj8fxNDKfMxhn4IBXtZVrcP6XXJHdTr9fr7VyURQwEFeQ+VY1GYww3gq0o0M4YElZ5LVPhrN4vxE8evfqrrlG5MFvvKL96vZ40Gg2dmJhnpqYmBSdICnNSC4xamwVJmlXL1UqvNjLWjOO4Pzs70735N1cUrXbWptdGRkZKtVptO2utSbNs+eSaNavHx8fN8uXLs8+deWYlCqNSFIXhro9+TCtJ+mb1qlVpmqZSrVZjMWanLMuazWZzCjfSsvAOG8myrKuqQb/fLywVIqCfpqlJ07TT7XZn82MpLBai4lw2Gg1Tr9d9xMrziLHZmn9+520Hr4g0/dQrnrLLmYK9pxTIjVbJVJkKg+DRX7jwpurFv7ttaVyqPP1VT15y4H47zy/vs3SiHBrp3Xzv7K9WTLWvXDnT+eyX/uWAX9x+7eXVUil6bLUc7bJoYmyHG2dqt/x2zegNOx78ur+5d9bY/q+9Ns30QlW9HbW3ACiahUb/2aB7G/RJkdHXF8tHYs8KsB8Myc6iO3MXeYrAIj+Zu+3+yfssTk/e+xPpyXv/e+fkfcfmzvd4PBuV4SjOcLF6G5dGG07BdXEiqwV0G42G1Ot1mxeTz+LEVtF6JcSJsRB3sw9g7UhBhkYJFiMDyw/T8T2AQ575rPF99n3y4oMOPmy8XKkoQBzHMVAtlctj7Xa73GrO9jqt1l1RHE8j0lq9cuVKQMfGxyvj4+MLP3fmmSHAokWLRyrValSpVJLR0dGwXq/bo48+OgWIwqgUhsFImmXz0yR5rLV2rFqr1cbHx+MgCEoC1hizoFKtLi6VSpWhRs7a6/Wyfr9fNJpuRVHUDoIgwZ3jZjGQIB8oYLn/fW2zvcd5tk42S0uFl3360sioPd0YeVpm9Rcq5l9fuGzeLiLBy0UYFZFlNyyfrTZ7SXbwo8d/tPP82p53TPb2W9FMdrz41lXle2d647gL22xA9ndnvXDsXiOyUCHoJ1nlj8tX31KtVqcPfeazNtrBN3/1hZ1E2Mcqq0fLweX92y89waD7AVjk1/ERnz+JTx8QWeWaYp0Mc7Id2+nbAKXXnL1m7jazk/c6y6CHumXlpwIlRZoZ5t9Kx139gOU9Hs/fxpB5ZCGEhjE40dPBRXSK0X0Rubiq1+udfDvFyLXCv6rwlCoB0wz62wUM3NhHGIzSW/1wm1f+6vIrwjRJty8+K7pq+T13lWamp8ezLLOrV68eK5VKI8aY1v9n773jraiu9vFn7T3ltNtBREBQAUWjYOw9tqiIRpNoEk3RmOgb/MWS8iYa9eSoUd8kdiUJUSRdMYkNsSVYQCyIig3EiiKowG2nTtl7ff+Y2fccLt2YgL/M8/nczz1nzp49ewbO3GfWetazbMf58Oyzzloen5udzeZaHMdOAUBzc3MxnclUwjAcFIbhAKWUXalU3l25YsWH5hx+9/vftxGJLT3PSxMhDILAY2allaoycyYMQ8HMzUopj4h6iKhUKpVMJM9BpEHzJk+ebBWLxRbNLC0p/XPPPXe1vq3xtTfWEY1NsBMk+Ldjs0z/pS0+IOu6xwsiy1f6C73l2hTppF9Sfu01S8rPvV/0h6dda0dbSvXI2dDC8QAAIABJREFU6z2DTtkrO394m/Pa8nLQ0ZRy0u/3ekYXUGXQGK31IpKig0DKscWS8ROOXWcD5Y+C3H7fWgJgiXnPb8y5SROFYLAGbgEATHwi0Dfu90cB/VUGvR+ymJFeA5lqQNa8EOAjiDAQYAnGlgA+/3GfQ4IE/+1o+APsxwRLo95vzvQCBOoRJWMYKgCkYrG3j4hwGWNP00DZpOP6NFINERkPEakyova+foT/LpRKJZVKpTQ4iuaUir2KQNJ1Xa9araVt264FQdANQJbL5WrDrqEQpAFASBkGYajTAKSQFV/5XQS45VLJ2EfUCoUCDdpySwlmDSKLGd1BEEhBBK01bMfprNVqEkAghLC01kJpnUJUCFBFLLIHgJrnCcuyjDfVGhGnPUv/hkuWIMF6sVmSqraU1RqCCAAcKZzhA3JBTnjbsK0e8pkghTi+PWtnvFDpFWWvyQ/Vzcy8Y2fJ80Ktj3EtURvU7Kr2jNPFrPc59f7iwc0O/nTtIem5o3fdr7q+438ccE/8bSeAq/pvt858/PLqDQfcmBZhOX3mrHW6GiuIiwB9OQCfwOMQt9EQpD/jX/PpMc45zybeVQkS/JvQQLCqcYouwKp2CEacLuL3xpzSfK9d1P2UuEE03fi9N5opiUhj1RedKhQKLiK9lo7TixsVWZ827XaxYMEra/VpOuKwQ/iBf8z8wLbtdBAE3ry5T4ejt99epVJp2LbjffjhB8ZeYpV2MDEZ7BoyZGglCALR0txSO/HEE/Rt06ZVAG4KlQpbW1tbtdamdyIFvu8wczlUKqxWKjU3lfKlEKG0LFmtVsuVSgW2bbNlWa3MHIZhqFFPlxrLCxuA6ujo0EopQUIkWqkEmx02y/Tf9/789JAQ8galeajSWmzR5Lwxeovsw2mLuu9fsGLFVm25Ga4tpOdrWtpTWXjq/tvtVO7t3p6I3D/Mfa+tFvA3tmzNHuhI6u6shsPe7ax6JS8sgmjcnB8fsl4X4c0RwTXj/teCvhDgFEA+g5aGkCc55zw7d/17J0iQ4ONAbEPQjLrWKkTdesG8riCKOqXj9x4a2tT0m8+Yh5qfRlsGICJkPuou7BvUjub3f/hDJgxCRwjiTCZbPPHEEzYolVgoFGjXXT8tn3vuWUP8JCLhOMefm+bPhvQQIuJXA4Bbb72tvVKtOADgum7PySedVAWAa665pkVp3RT4vuV5Xq/rujqTzSoppV6xfHklvn52KpXSlm03SyHS1Wo18H3fQ70BtYnqVeLqRmNUingNm98fswT/ddgsRXxXnbTnexbUxK6Kt7C7GjjVEHu+vrw6HkTuFk2pT3dVfPYCTUUvwOsfloa8unjpDhkKlx82btvnV5b8dyo+Dg41Z8u+3k5rtgOlGYBrc7BZRuY2BDbxL0KIMwHRC9AKAJLAu2/qdSVI8F8GB1FavglR+xTT7qUX0R9/058O8WujtVoboTI+WAMQkbWmfsNMVV4KdW3WOlEoFCgMQgcAPN+3li1bmovJEBrSjX24bdq01F9uvbXl93/4Qyafz/Oxxx5j3OE5n8+HDYSKEBFFCSDjOI6pVjTEBkIIL5PO+LlszovF5QCAAQMGVl3HUa6bIsdx2fM81dTUVHEcRwwdNiyLiDSmmbktlUqx4zhBKp1ullIaH7DGZtfm71YGkfnqYABbmHNMkGBTYrP9T3jVSXsu+9z1j/XYUqhQaa0tSnVXww5BNDpU+pk3lpf2XLCstzqsLb1su450sxDIzXpuQVD2uZsprLy9sswZx/IrXjjHD1W7AP/20fOO2PDGyf8J3H6qVVViOwDL0l++uXedY8+ezzbw+/CaXccJ6OMAdGuIB/4j60yQIIGBQt1Z3Uc9ktNnX9DvjzvH5f5G/G4h0lMZ3VUuHpdGRMAcRBEp1XAMo90C6s7sa0U+n+ebp0wJCWR5tVq6Wq2GADKx3guFQqEvanbbtGmCNWcIBMd25G3TpgVfOvHE9bmQUyqdToNZ5nK5TBAEffeu5SuW+4LI8n2f0+l0H4HzfM/JZLLVaq2qhRSW73tlrXVaCimDMJDZbFaUy+Wybdu+ZVlpMCvWWhGRaR9kyGRftR/qOjdD6tKICpQSJNhk2GxJ1ZRHFuxw8OiODzqryg6U7k5ZNHXxivICJjmmPWO/4khanpL02Ge2bV58x0udh2/ZZL91wPDsWw//6LDln/m/f5xaqvGEci2Y88iPDpuxscc+depcEsrP3nzafv8+sePtp1Kg6ac26TEAipW/nPbjzFdufr9xiHfD/iME8RcALLTPfPxeALDOee573jW7XadYrMicOzcRYyZI8J+FsVIwRqDGT6mxsXGIerQqjBslNyEiUV0ApCE4iNJoJhqjUfeuMv0Ig/i3RN3Jfb1Y8u675QEDBlrValV7nmec0k160gHg3zJ1qptOp5sYPJiEKApQsVwprzNN2NTcHAS+70gpPce2Xa21lUqlxI2TJtlnTpwYAHB832cAKBaLdnyecsCAgZxOp5FOpT0SVD37rLP8m6dMcQDAtmwlhGAAXCqVqq2tbTXP8zJKay8MQw9x0VG89sbzryIipabxdZL+S7DJsdmRqu9Pm2+7Qp/dkUt9JW1b/rBW+51Q63nMnJl4zC7PXvC35+4EaLucTY9WFebf88rKJzKuvf0rH1bDu15cfsycsaOXP/Kjw54E8OTajjH+ulmWYDVKsH737nMOWYWYfOumWSlI+xdaWKO+OeXJuSxk/pZT9vjYS5trilos4jHx2yZJvDOAOqmatI+wiKYSeCAA+DfuX3XOnD0TANxz5r1thlWv2b3JhppK4CYF8X3nnGdf/LjXmiBBgj4IAN2okyqOBeVO/LoaN1o20RRGZPppolRZRNEUQwCMALuxUbCLKBUoARTz+XxPgzv6BlUExuSuMUJWQz1tpgCANad9389allWDZqmIg1NPOWWNxTOFQoHa2ttzrDXJVAokhAdmh4ikUipjO07u5ilTuqQQKoytKCgiSplMJpOtVMoQgqqpdLpkjrHk3Xe91tZWkc3m/GKx6CFqn9PYKgioV0H29SxsOEe/UCgsRb0gIHFPT7DJsdmRKqjgCGHZX9XA1tWQLSJ6G8DzYH7nhodfl5d+YdfpZug/Lp6R7arwyK5KqACQAH8a/cjUmAvu/bkGfU6A711w6dHf2+vSB/Zvzrg3WpKaNMm3Jlz7yJenn/2Z5Wa8FnJXgEYBABPtQTocAeBN8/nfnl0ig1plBGtV/Mr+Yz78qKeZktwbaHqNwKMAVDTo5cbPe5Xr5IQ3oL6FhzR+7l+7+xgJfb1LaneKn9aI1Z0Atvuoa0qQIMG6EafyjNVCEFfCmfQTAcjGjZVDI94uFAoK0b3WCK5NT8AK6oTHVA2G8TbTMkYWCoXeWLe1VsR99xxEqci+Cud4P9MexuiSQgBQWilHOFprHQJctm1rXaREcNQMGQDQ3NRU6e7u9oUQHdKyHEGkiMi1HccTQlRAZFXKZdd2HJuZBQD4vs9SSorX4tq23Vwul9Hd3W1E5n2RpgbReVAoFIzXlyGIYb9xSRVggs0Gm6NQnUPNTtlXaS9UzvvFqlsL1MJeT3+7p1yb9tM7548yA5+8aHyZwLfFb5cJ6HsaJ9rpgum7a9B3AWytQd/Z+aIZx4DErUS0o9IYxqAhAO/duA8xFqPugdJLrFchTkGtchSROFRI+7i/zF649Uc+yxNu0bbgixRTQTGdlf7yzUsbP27+7iM1BXEtgAqDnlcs7mz8XECfK6A+TVE7DQlAEjCsevXu/YWuCRIk+BiRz+er+Xy+vAaLBFPBRwDshqbIXYiiUysR3VvaAAxCbGiJKPJlCFcfCUJc7YfVTUhXQUyo2hERMauB5PVfd5jP5/uq5Ja+914VzCvAWG7bVu+XTjxxXeRESyk1AEgp9eLFi/U555zjScvqIVCZiDQ4ug7Lli3T1UrFISKWQqSU1mkGiITgZcuWKQBoamrKWpZlW5ZlO46T7n+wQqFAhUJB3Dhpkt3U3NyaTqebHdeV8XXdHP9uJUgAYHOMVEn7AT8Mj1OMrYrMvcVa8J4j5ReUxigA8BVfDOArZvi8i444c/eL779Ek+x6+sKj+j/NdaFutqelIGiGpTQrKcgOlR7WVQ2O2u3Sh+6dd8HhGgBuPm3fpd+c8sTZAHYm5rn9dVVENKjf63dmPv2CYzuOc8C4HTZO43TCLb4LvLC2j+0zH/8tgN8CQPpX+1Ew6YAfCfCeCnSHAH2IVSuFCIC0KbwBwDc2ah0JEiT4yMjn89UGcXojQTBNjBlAKSZZW6CuoQoLhcKKfD4fFgqFEqI0lum/9wEigqaxhv59MbEw/limCs+kGNcqV4j3k4giY/KNN94AGsw113GOjeegDTE7c+LEcqFQqG05eLBj2ZZVKVdEa2trTmsthBCaiLRfq60AgFq1WjP7OY7jx82UybKsVe7bU6dOla2trVkA8DxPCIqMRllr4xWWaKcSbLbYZD5VR107iwA49519gAcAx934OBGrb7uW3D+Xsvcnoi1CpYuCeMrwjsxQQOwJAD1V//lxg9PnE6iVwQu+duCYdYZ+d7zg3mNA9OWca28niKrM/A4D+0lJQ0OlS5qhJfQ3nr7wyPs2ZN23zlm0D5HYGeAaM08fktG+lNZOiEjNyn13Hvnav3hp1gjvxgMPskmZhsscaBxnq/ITBB4AE3FkKA1aFEKe5J4z7/m1TpYgQYJ/C2JyZSJLhvT0RYcKhcIwRFYMAlEUqhuR+zc17KcQibAFYgJz27RpIvB964033jDNnTPxWGMcanoLltfWQDgmVBkA1N7e0ZFKpSpLl75XRd0WYmPPVQLgtvZ2SytFlmXZSqnoXkTEge+rIAxd3/P6TFQbGiWLXC7nkhBc7O314jSqBcDKZDLScRwJALHDeqi1FkEQhNVqdYN8uhIk2FTYJKTq6Gse2YJBUxk0TED/Xgr6vSWwu4b8aXvWGWUJyrZmHU8SQmL901DzbUR0WaDY7sjIW0e0p4cDADN3fvWA7f+yvuPt/bOHfsGgkwGAgNe0Do9XEC8grtAR0F+ce+GRj23o+v/82Ms5Zu2dfNDOwePzF21NQmwVf8T77jzyqY2/IuuHP+nAPSyoKfHbMGR5GIWlr0roHwOcIo40Bxw94XaHkAc75zz7kTVfCRIkWB3mDz8izdQaozuxn1MOdSuEEiIrAI5TdUMQCdGBSA9kiJVo2Gbc2a10Os0DBg7MWZalbNv2F736ag316kKgLnZXDXYDa1t7esjQYTkhRLOUMtRald5ZvHj5xhIVI863bTtrWRbZtl11U6m0JaVWStU8z6udc845XpyKzCEilmuM5Jvomeu6cUrQJoA9ImKlte+6rrIti01z5gQJNmdsqvTfsQwaBsCFkD/VwElEWNSWtkfZkrIpRwpbCltrXWnLOltbUN3nHrXLqQDwx1mv7gFgOAAQUduGHIyArjp15J6nLzyyc89L7v+mBn2ZwE9uDKECgJMO3Knx5tCFyHyOtNadAPDI7CccS0r5qbG71hYuWjSYSDQx6+Le43ZausYJNwDOxMfmBpMOuILAezLoYSFwEexskw5rVzPrANDvSuhfILoZpxk0CEBCqhIk+JgQ//E36T27UCiU10JGKP4x91cjsA4Qpea6421OPJ9pZbMy3m6j7svkAkC5VGqRluWlUqnq1sOHl95ZvNhUCgaNHlnrgQKgbNuybMepNTU11YSQtVNPOeWjRH4sAJbW2tVaCwCuJWVAQoS2lPSd73zHRL5c23GkJWX6/37+c/rR//5vMb6ODgAeMHCgHjBgQC4IghyImgRRDYAvpV1WWgXF7m63GF0PHxtoJ5EgwabEJhL88WsAQIQmxF+UtGsfYEkBDYRac48kft+16AFJWCGcdF9Vig6DhQz09tTUsIUfVgZ8c8qcYes7miZxpQDfQOA/E/h/AODpC4988JkLj/gmGHfufvH9X9nj4vtHfpQz2W/s6GLg+8+z1i/vP3b0aw8/9nhKCrElMw9cuODloULINiKyhJBtc559aTVBJgCUZ/96XPXx35xZefw3JxVn/XqNYwDAnjjrT9bE2WeDxFgB/owg7EZ2epx99ryrOTvoUZbuByCRZYi7XQpf+ijnkyBBgrWivxv5au7kABATrRoiEuUjJjMNpMyk93obXkvUndNNzzsBAEEQkOd5LV7Na+3p7s68s3gxI/LKKufz+VqjS/qaHNMb1sX5fL7S0tq6rLm5pUwkVBD4G2yI3G/uEAAppQIhhAcitmy7JoUMmLmR4AkrckWHJaUTpwxTiIiSU+ztzQRhaAkhtG3bRETSsm3fdV3V1dnZeLw1iu8TJNjcsEkiVfeec/CjR1/z8JkEMQGgIwEQASsI7BFomBfqD154r3cbS4qTO0vess5ycOXZh45SAPD1gz9VPO3mOU9rIU8CQCD5qW/dNOsbN33rgDU2St7+gvuEgP4aACWhL3np0mN6zGd7X3xvBsKZlXHkCGYE+1/20EGzzz983oaex+9mzs9opU5IWxzs1qEeAADLsvraSGjNgpiZiIiZWQha49OkIDoQBEnAIEEYi3V4bAEArdqhPQQAIXAZOdktQVRUIvW6/NaMRMyZIMHHiLjfnPFMCuMI0WpoIB/d8W8dN0U2D7GMqBqwgkiUbqNubGnFn3uIvudeGIbpMAy7hBCpOCqUzufzZUS+WKbiT8VzGMPNtWqPjjv22BDAijV9tjaYdF/D3MaLK1WtVqlarXptra1uoEJhWVaj43uViNJEpC3LMiJzc30srbUTBoErhLCIaKVtO4Ht2N6Sd9/1sGrVYxKlSvCJwCar/rv3nIMf2+OS+7uktE5wJLWB9RzZ5HY6gu567cOSDSEvjEbS4IyNCQD+ZvZlwlDUv5jNTKIZ0dPeahDQ39egiwGAIfcBcNzYi+4doSHOFCQqrSk5QgqKhJ5C/hDAlwHg2OseOQggS5OcOf27+/cRlBNufKxDC6v3b9/ZN1hR5XNcKceVFfDUCkqNAqaAqAQgJ4QQbKdt6abeV17VUWFY2ne3ndfoA8NAkSLxKjRj3e1qAAQsrrcJaYCbQhZXSwAiqBxMrAYCgND6SAA3rHuWBAkSbCwafZ/6o1AoZBreGkJQNeQmJlaGRIUxSetC7KYee2Ah/rxPPB77NDXpyCeKAYiYuDWmGE2kSzVsX1O/QYHIZFM1bLMRRcZ0vN41PZAZDVff3PF5NRKo1YhPfE4rWlparO7u7jC+BjXEEbkgCGpBEEhE928PkdmpOX5YKBTKAMT6qhMTJNhcsEktFRj07VDrXEvGzSjQQStKfpev9MGWFG+GzAogCbAviOY27ie0elwLcTQT7VCsBu+8taJy524XP7BYQp/x9EVH9ax6DIxueD0KAELIOwCM1NFXt4xINBoIwht7XPLAeU0pe5+Ma48AoIjV7wFc/YVfzSFidRmT+AxYv3fCjY+dvuuw5nY3vnWWw0jfdcA+e4ZzX3z1PQ/250jIXWoKWQ/uC4qs5wGsYvBp4IX6b7aksay5ywp6l+Cxnwsc+L9r1TmkJz5cxC3jL/K1+LoEf9u7ecLtllYfUGQQqsHhWxvz75AgQYJ/DYVCoRmRQSUQEQ/Tg24ViUXsbeU3vFcAqoVCwSkUCjnE6cB+xCZElCoM431Nk+XGyI9pYWMeNtdkw2AaOBuiZmwZJOrWM8bSoT/M52uce10wmq9CoSAKhYIhdOU46mV6HYZYg1VCTNySar8EnxhsUlJFwAICEYEIABg0hEBgoq0E67eVVvMtKbayHeuGI6/85zn3f//QNwHgpm8dUAPwvVOnzqU3V1QWAWgDaJSGOAPAzxuPIcDXKtDBANoE+OJ482DzeW/Vn9qRdTKCaFl3JWjXoG+TEM1EpAn8ITONBQDBYYeG+AwRNRGwI4CDqoH+O0Oeagn2iGmambMKxxZC7MVEg0hYO0mmIUpj6wfmvbb8iN1GrSYebzvoO7147OdzaiGfRoQTayEvLd53xc0Dj/rxWit5PC0+a5H+dnSO2AMQKwEVAmCOPKwSJEjwn0Njqqqxr996Iyxx1Mm0WpGIIjRmvxQi4uMBCFpbW5scx2mqVquyWCwGqJuDqvi4Jn1oFQoF0a8asPF+n0ZdRuCgHulfG4GpxvvrOMLWuGZvfdWDcTQsjSjKVo7XVY3XbdburyVKliDBJwab1Jl27oVH/AqsJmqtlxGQ1szRYxcBQoitbSnaCNTEEWGa2H//W07Zw2gTYnBP/zGvXDrhpVcvHT8SoAELLj36NgCQ0N8H8CEBTymlL//HDw75nwe/f3BBAwOBqIxFEBwhxEBJeAsANFk9UhBZQgyTgrZybeuIFeWgeUlX5YIfTRj3//3vMePeBYBbHlnQ/uZKb4QGfOboJqZZewAIQuT6rw8Anpz1cOpdHrSrInsMk7AI2Crr0DoF+FT3qQHALogyEBYgLIuEPHhd+yZIkOBjRwkROdAAOhFZKPRVBxYKBVkoFHKFQiHb4LRuYMhUFtH3uhmRDYHpGSgA6KFDh4WtrW2eEEJmc7kcGrRJiKsEY7JiTERT/dzVDVHrL/ouo67nSsW2D/1BLS0tYvDgweaYTjyPaamzPrjx+Znm0n39CZuam4OWlpagwaE+QYJPLDa5o3rOtXWo0RFqrYkgpSDzmKcALEfkQAyAPzzg8gfHMWhbC+r+R847sgIAEvpkDTqLgLc1yZvWdpxXLz2q7wnohYvH/wnAn/qPIfBlAG1DhF0A+MysKCpzxt++s29w0m8ef4SJs4LgpxzrCCYaDKLe7/zuie/86hv7lKY+unAgCfkVAHJpj989uMl+JFDe26FGRWl+pa2t9a0n5i/cloTIAfzh3jtv/z4AMNBUlc29QHdKM1zJegnWY4fgCD09YNqFgO0U05+EsA4WHO7BgCYS7bjpMIFv/SMJmydI8B9ArB1avo5Ii4nqmNRdFah7RyEiVRlE6b0M6g2QS4gIj3ZdJ7Qs2wnCIAx8nxBFr1KoVw2mC4VCD1atSux7cI4jTB7qTu2EepWiizrpctBPj9XW3p5lralSqVA8xypVhpMnT7aCMHQ9z1PfO/fcDe7F19HRkTGGodddfz2f9d3v+nHzZjvlujrxpkrwScPm0EOJmKOGmJrBQai7iXkpQU+W0N8i6FsI+oaKr+YqyDs1xDUBrD5C1FMNPuipBvN7qsETz154+Ebl+vtj7oVHvvTMhZ/dh1j/kxlSaeZaqMf1LRQ8jYD3BJEWhA/irc0w6UTGcEE0SggaWQvZ7vYwLfBqF3923DZXHLXbdnejvLLFkTSwSfrbNMtg7yVvLsgCwFZZbh7gBuNDt3U527lqaOce8lmus98XTp0R2N+8t2B9896vu6dNfwCgh0DERGQRdA7KX/f+CRIk+FixntSVXstr82DLqKcLWxARK9N+JgRQe+ONN3jFiuVgrWupdPr9hsiOIWxp1KNbQPRg2j/6Qw3H1/l83qTcGu+dq9xHC4UCmWbKvu9nHNdNx8cwqTuvUqlkwyCQUgjnxkmT1mR/UEEUEavEPygUClIz95EzrRQBwICBAzOsdaparWYmT568yR/8EyTYGGzy/7Ca5N+J9Y7VgH9SC0JdCVRKgPMLLj36unjIz3f48Z2ZTCZ9i2uLDAE1Bu267xUzxZwfH6JDiJkAdgbAo86bfsRrl0/457+6plDzItZqOwCgWLT57SmzM2lH7sKgW5Xm+wXwQwAjwTyfpfPmNTOedzua0oOEoEHMsIjQ+bndR/SZhD754qIRQsihNvk7CXCJwL6uVgYvn/9AtckWIx3GdiDXJw7elyo81bLo/erDV85NH/z9NbbP6Z1yQqrZCkJfi7EEvSss91AOwy5oBqBdn+l4B5i2pn0TJEjwH4eH2PIAkRUCxWQmjLc1itG7EUWPFCK9UjWu2mtauXJlXy/A2E4hhyitVkS975/Zb03pNB9RVEwAqMWpSJO+8xA1eV5Fy5nP5/maa67xAKSISDe0nfERkcGM7/sZAEREKgzDAKvavpjKxyKiykNtrCAq5bJIp9MchmFQKpV8AAijakAAQKVSkUjsFBJ8grDJev81YvsL7iOAlwJotSRhyyb3r+1p66bbzzzwUQDY5sfT7xdCHNGWcWBL6pTg38w+77Dztz1vhgNwn5WCAJ//+uUT/u+jrmP3wn3bMDC0Pee+KoX4AQCLwP83vD2d0aA/aKZBDH6bWN9l2c4k0kHzyAGZsmXJbxJoSEfWHtzkWj6DZc1Xs7+076g/AsCTLy5KEdGOzCqVhtrFolA5HLxhI3grx0VXEA23g+IYwf4IUesKRFjVYC4zoFOf+f6l/dfpT/385yTpswBsCa0swcG20NpH6FlgxQB7zHg3hPi2M3HWEx/1eiRIkODjQ6FQMKaXQOSEXou3C0TEyESRdPw+BNATk5AMogiWIRk98Rgzn4e6pguIokHGQNRfm14pnteQmDAmcEaEvpp4vOEcjGmpaQ4thRBbEVFZKVUDsM7WN4VCobEZ/CoE8Lrrr3dY65SUUq9cubIC9FUBJkiw2WOTR6oAYFBzCp4fXOUpfdyQ1swgIeiwqsLRh/xi5rkzf3jI7xjYTWnGypIHW/Bdiy6bcD4AvHn5eH/kedNv1KAzAbwrwbd+1DXsVrhvLwVxJwBnRcl/4Ln8kScBwNl/mtumIGYwaHvNGkGoNUADfv3V3TSA7mvvf3EHAg0BACLKMXipJSjVnLaGzpj35pGasVJAyrYUM2m2q4zFWQRdngo92+Z3mJFiwuDAblqAsPqPVLAsZPAJFKVF3wWA4syrhgiCnT34e28DgCD+EiI9/wBAxykCdiEshlIagEWEEQScDCAhVQkSbEIUCgU5YOBAY18AxF5PcZTIRZ3UGHuEaj6fr/SbRiAiU62IokAC9SpDF3F0CvWImGmyDABuoVAI1pKe1Fj1+EDd1d2stU8jFTu4+6gL1cP4NWmty4iiV8amYV1EqNHodJUfAMTmAAAgAElEQVRI1Fnf/a4PwJ86dapUSuUA4Lrrr6/F2xMk2KyxOWiqIFif59rWd1pSzlZSULvSvIVmbqkE+nIAEOCrAIDBK5Xm6xr3ff3yCWdZ0FsANOrVy49Z/FHXwKBDERvcMejwcRc/SABAwK4EuASuCBIC4BLAf2jYcznim0Kg9PKcjZmupBXE/AGIPkWCDtBEw7t9atNav6MC/43Oor+ks8avj9hlXzVw7GfLHTsf/nB7c+ah9l2PfSnzmXMXBoqnBIrvLPn6z+WHr9rNlvRNKehrlYevOgwAmPF6fPAuhlgJjnqKsRBFJlGMzoNCCeyP3xy4WRDnBAn+GzF58mSrtbU1GwZBOp1OGyKURlThNxR1ywSjn9JrIT9GTG40SIyI7NQQRaWMsJ3iqE7jHMYwdLV7QRwt8xBFiwx5ahSh972+6uqrUzfccEPOtu0O1CsUjZi+N/4xLXpCoK/qsSX+6Tt+Pp+vxuteW/9EdHZ19WmzBNGaKhITJNjssMn/4O55yf07OLZ9EhEGKEaq7KvAkQK+0rrshR4AvHnFMZeP+vHdvw4gK29cMWE1Y7pFlx+z8l9Zw0m/fZJyrnyy19M1ACkCT3/uoiPMTWkREV4BoMHcm3PkjySJvsq8s4/cZeW1D7w0Gczb9FbVIsqRCBiWZjggbAHmCgAoDdp3953eeuAfM2Uul6P99t5zVZ3A8P2iG8szN1vsNjuKefHAQ88IKo9ctZ0ZQoRtAMAWfKmvxREM9IDEuwK6hVmPk+AvQlgOFA8GUcig5Tjj0USPkCDBJkKlUpEU2fDBdV1RrVarqKflTGPhMuq2BqHRGyFuU9MgJO+JtxlrFoG6GSjHPwoA8vl8GDuXGyJnTD+DBvKEeGz/CJBxPAdiTemNkybZYM7UPE8QUSsiIiURkSJGZO7ZDUC2tbcLrZRTKBQ0gI54vQGiyFZfexzjd3XjpEnZuALQa4xGaaUEmC3Lskhp7Tfo0BIk2GyxyTRVB152fy6E2MZTmCYFDXakbGEwKl4YBEo/CVBVQP/shYvHP2b2+VT+AUHQ1zPoIAG+7YXCUZc0zrnjBfdexBDfIvA8h9TJz19yTP8Q+mo46bdP2sTqagZ9Smt+960VpV9t2ZJeKIguANBCrK/ZZmC2LIU4gYHdtUYAoKy1/lGg9XEA2on51uu/ttcSALjr+feErTxHa7WdEDLQWg8BkctaP3PMnqNW67f15Ctv2QCw947bBABQnjP5RAEazOCQGdPglwZK7X/F6nrzQPiVThV6F7tfv/05AAimTDhdCHk6O9llgdN2QfqLN84HgGDy4d8VQhylrdR9tu3cgJNvT25ECRJsAhQKBTFo0JY5Zp2zbDvwPb97xYrlGUQkRyMiLVXE2qUGiwXTOqaMqNdef7LV2KLGzKMboz7xXG0N84TxmA1uomxwxRVXtABoR5yi9DzPGHeuaCQ6Rg8FAGEY2qVSKYfIl8oH0JnP51e5B944aZIdBkGfz1V3d7fxHXQB2LZtpzKZDBFRTWntb4xdQ4IEmwKbJFK132UPbqlh3QtgsCXQHmrdW9EhAsXQmm1mfvuVS476ev/9JNShCuKrAKBBPxibn3Hb/ML4RQAw5oLp+zBkAQAYNDSAPBPAL9a2hr0uuW8bDdpncEvqg1zK+RQACEHDRg7MepVAn8agAwAAJC50LfkcE31aM/YQAgJAoBRfF0I0MyOwLRp54z8XLMo61riURQsC0jO/uPfop+JDLZr90luODnX7zGcWpA7ZfUzfTWHWcwsHSMvaDgDNnv/qGzt2P9KTtsVgACCQpZiHNh38vef8P31lJXGowTorib4H4Gu13xw+xpFUIEY7qtWdmUQNwAn40wmCMm0HASwEcHRNi1dSwL9cEZkgQYINw9/vuNMNAl8vXLCAAYhUylVac6VSraSCIOhAFAnqRBTpYQCqgZgYUuQiIlcm+hTGKTMAfS1nJCJy5a+lN14r6rqlHOpVhRuEK6+8Mm07jhWGYeB5XtqyLMXMwrKsLsQO7/0jR1opMpE5IjJ6qTA+h2K/Q8C2LA6DAGEY2gDS2VzOEUQ6dosHAARhCMe24bpuYhOTYLPHpkr/fQbAIABaUPSkpjRXQqUdBpiY19hBPTbiZDAEA2455Ae3P3964dXLJtxCoNFcF3oS85pFkvtc/k9BrH8JYZ8B5nBZr//+SNd5gwgZRE9zb2PVG48HwpYElOO7hQvmomNb+1gWSGuupiyRc6QIBFFzoLGjZYkPbpv10rMOBzqdbR6etvSuxAqWJO/phYsf2HOH4QEASMsaEK8XRGKL9oPOWF5+fPLbgmgEA55mjnr4qWAliKM1ceTxQtENt09jQcofAQA12E02wgGIy6MFeI0u7gkSJPj4ccedd+WIKAWQbG1t093dXV5nZ5dsbmmGVsqKyUNfOxpEJCoVt6VhRFGrKqLvdw2rRqQA9FULpsz4xubIDWPM/SEVz9ODyOWd1zBOIiJIfdKKyZMnW5Zl2aw1BJELwA/DkACwUsq0mWmcx+if/AEDB1pKKeHadrFYLIaIyBQjspJIIyKIAQCcfvrp4S9/+cvQ9/0UEWWZuZWEqNqO0xP4vhcEgZfNZkFCsG1ZXtx6J6kETLDZYpMI1Ql4BhGBEUpzsVgL7gkCdSEY79iClri2HLR74b5t++/3fGH8swL8bWZ+KVBaAhiiQNePPH+GkNB/Z+YPYmFBLWCcNfon917bfw7B6rMM+hoRUlJQTjPaP+ipXEesfylYnfGnM/ZfKTn8DUH/naAfJtYXgvkOAIEAzyLw04KwQBJ1CmC5FBSkLMxSHDkkE1AGo5hqagtT2ab9hKB9GXIvJtEGwK0UeweatbDWvf1fZ115txfqv4RKT2054IxuAHAE36qY/qqZZoZMlwCAe8ZDz2qS9zKJEsvUMgbd4//5qx0WiRtA0gWJrTTT447gNfpcJUiQ4OMHEdkAUC6X0yA0A8gWi70spayEYViplMs11I0+zf3XiLAJgB1HnXpQN8r0C4UCxU2Xs4giUEaT5WLNsBCRGWO4WQSilGBMygwRsuLjOrGVAgBg2bJlHIahHYahLaTUqIvRu2L3+HShUGiKfxvylgLgnDlxYvms7363eObEiaa/X4Ao/eei3grHrEGUy2UOgsDYQUgwi8D3A0R6rd6zzz67t6uzs7ps2bI0gOxa2ugkSLBZYJNpqg647IHh3Z7+gxfyXgCEJQRLSSwoJibAosCrHfryZZ9bLf+//fnTv6FApiXN0tcvO3r46POnD9OgNwGQLaUUBDCDtQ4PXvizCY+affe/7MGDFcQfORJQ2qHS/2SiCfMuOHyd5brn3/EiXXb8znz+X+ftANBQy5Lj4/57NQFc3JGxRrm2HNKckouloAVf3Gtk5b5n3zieQNKV/CnBugfKXxBWS48cuv9efSnAOS++3qzCUByw6w7dG3rtSnf+MGMRt6d0ealX6jwCQMYV+p4aUvvaQn/fjPO1OD198h+Wbei8CRIk2HgUCgUaPnx4RkjJuVyTIqKmnp6ezAfvL1O1Ws0QkiriqBTq5MJHFK1qfLjt82yKSQ/FYzKoV9sRIs2Vh0hv1dPgLQXU29eYCFclFoVnUReuV+J5svFYDWCliWQVCgXXdd00M0vf9/ssHhqO46BeYWgjinb5iCJeZqwVr8FE4Rr6lfZZMRhbCQBoEkJYOnrAXNkv3dno8fWRdGEJEvwnsMmq/2adf8Ti0T+ZUWUAcXmMMb6zGGhlxl4erHljzr97rwWXHbtKo2QF8XsB3QpgR0JksSChezVkLxFaRPy8RQSyhBjSuO/s8z/78H6XPXgJg/Zm8INMdNu8C+rtbb44adaJAB0O8ON/nXjA1K/8evYEkDgW4PlfnvzkpFtP33shgIX5O56fB+YxAL+e//ynOwE8hX5gza+RoO0Z4kMp+H0SzpKgpxLce9/9LUqp8NgJR5f33Xlkb//9+qP02I2jpKCDmFEUpWVzXMHngpDzKPuS+7VfXVed9u1PB4QLhdY9rL0SgXOa6e201Ms38p8lQYIE60FMLCifz+uZDz9Mo0aNaq7VPNI6RG9PdzBs6+ErX5j/fGxtAiAiDkYfVUbdw8lU7zV6NlFMfjSAWoN43USRsvFYB8BSrKrBaornLOfz+VKsu+LYPLS/T5aMI06GGBnLBvPAJzzPM21oGpFFvddgqeG8jMarHF8jgbpTux1v9+K1mwiZMR5V8Xtfa11D3XOrEQp1UpVUNCfYbLFJHdV3+Mm9O2vQZAJSlhBDAaSlJJcIlmZAaeYgDE8SkfBx9qs/O3rJOuc7/549NOg027JOApAioCiId36hcNTSDVnPCTc+NlyT6DMQFeAfSil/hviGJlj/ZNstW59AUGuBneq89LhPrffiPfbCm4OkwPZg1gBQ61n+Tq3YXQOAIAiKu47ocEjQAK11ccQu+33Y+eJDTcy8CxGx0jx/4NjPlquzJ50J85RXXhFafu8YM78X8Nkp1fNrxCXQSvPfobxFnpILmr/2u6RSJkGCjxGTJ0+2qtVqRmudTmcyQWtrq9Bap6S0mi1L1gDq/cLnj18B9InJgVUjNNX4fTZ+X8nn830PjWtyGo9JnCFTW6BOSroRWRRUEBEqM2eYz+dXe6BqqB7U8XG5UCh0oE7+ehqiTIYIGpKm4nUMQnQ/FPG5mAbRASISWGrYvx31JtErGyJwJmJmSBXH71PxfB4iIX+1XzWjBCIrhv7nliDB5oJN6lO18GdHvwhgn1HnTT8lAG4CIJkES2GqR6ABcbNm2CAs3+En08ct/NmE5aPOm76VBt0CoE1An/3a5cc8AQALLztmLoC5Y/MzrmTQoQR+dH5h/AYRqhj9SZKpWrEAwLWFBR1eCmkPgAqeu+DOlyatj1ix8ntAtkIcxleB1/cENqijWZLANgSQFKL53ZeeqKSZxwiiHAAIwvYAnmVGNRbSA9JdBGAkAJsZb0vHtuDJDrDWYK6CRLd70h+fW5vQIkGCBB8dpXLZklI6UkoLzE61WqWWllYfYCcMVRAEQfMvr7yyXC6VjMgciO4hJjplmhwbF3QN9BEGE623ETdULhQKlXhcLd5ejD9rjObkUG/GTABMqxmJVSsLTZ9BINI1UcN+jMgjKxPPYeQQNoDmQqHQi3olotXwWqPuk9X4EGehnoIMUXdtB+o+WEXU/avS8TaJKAKWQ2RYatbiJWQqwScBm9z8EwBA9DPEXzqlNQmKvn9+oCXHT3nE2AJEO25//j2vMMSzAAYxwAri1wDGNk43vzD+NQCvbewybj/zwHdOmPTYFQxxKEE/cfvEA5/8xk1zrmzOuBfakjxX0n4ADYjWLHaFCpoRCUrXioN23aH2+MtvvUygNtbqA69SDqWUWWbWO209sNbT09MnDg2VEqB6V3mOb2yh5jukoD0B9GabWp4ql1Y8LYi30hCv2kL+iJ3mblK1EToMbndF+I/q389uFsSHaKbl6c9f+/jGXocECRKsGblsNqzVagwANc+rMXOLVlo2t7bUPM9TRMQqDC3UDTqBiPzUTNQlbvNiojx+rJ0yZpsmFWjuzdl4rECUQjPaLIrfN6b0elEnRJn4My4UCsag0/Tzc1BPPYp4fTLe3phmTMXnQahbIhjCY4iVFa+pBkDHInIVz1tB/cG0L+IUk6NyTCQzqJOpCuqpRWOSaqOhfc86/mkSJNgssFmQKmZeQkRbRa/RWwtUDsxgQBjPEwaKNtRcD+KHAAYCQKRpX9375F/B7RMPvAvAXeb94JYUg8TCeA27AOgCIB1JlSEt6SOnPLKwK6yVZ55+5G5rzPP/Y96rHZZl7QohRKCoQ2+xfVegdDOI3m4eNjLs6p7zjiDqYObyNmP3710+/4GXGfAY4FLVf20AgOaDzuwC8EDfpDPyWSKMtMDNBDUY0vbZcsuccYeVhbO9XXrvRAJGCGLU/n62SH3+2lkf5zVKkOC/FaeffnpYKBS6Bw0a5PT29sqe7m4vlUrBD3zHcVyrp6e7VqvVgIhUGCIhG13LY3JVMg7hcVrOQKAelTIpOIUovWfITYh6/z+TNlOIiFuwJv0U6vYNfRYK8ece6mJ4t2GciS4ZotWMiPQ0Rous+JgmZWjSekC9hU4Yj1mtEwbqf3+CeF0BItIWICJSpnGzOY8ECTZ7bBakSrA6XGvcRIS0YP6GIPoeE+2vNcZp5pYo4a6vfvGKYyujz5/+LgiaooB2SUCvZhL6sYL5vfrXmd+G1tcCGLFVe3Z3IgwFMNRKZXoAPPX7x149iIQ4khmu1uruUw7a4REp5VAQka/pQAUxmgRLAZrJzDv8dc7Cv31x331XIvLfAgAMHHtEAGABAAxYw3KK9+bTrsQZAFIgGghNoyWHI5mVYmG9bwl8gSLdQwTClv+eC5Mgwf//cdu0aWLhggXc6O8UR1qqcaSluVarZWq1WoBIByRQJwIm+qTjtJpqJBcNcwaI7sVGtF0DgObmlpybciUz57o6OwOlFFCvsjNtaQxpAqLoUncsTDdCeJNyRMM+AeqmnCaqhfi1Ge/Fv010K0RErKhhvcbd3Yj3DZlrj7f3AuhtvHYN4wxxc+J5DJlCfP7GJd5q2JYgwWaPTSpUb8Sel9x/mAYdL8CPrCwHAQNbaog/SugvACi9ccUxf9vpwhnHa9AVYGil1cMC/IuFlx3z1sYc59ArH7UtDtwHfnBYaUP3+fG0eWNBNBTA7CtO+HQPAEx59NX/gRGGsp4tWS8QtnMGQHsBALNeqFV405DW1CAhxNiA6VilwYqRg9YvK62f1krd+YV9Rq+3+q8R1fvybZJwEQCQEDsirLUQdAeBXE1ykXKb/4GepU9L4q8wsMJX9MvcF679l3ojJkjw34g//+UvOUHCEUIwg3u+dOKJGgCmTp0qFy9ebMTVrYhIibE36IucN/g+NaYCTYRpFYLVPwWYz+erf7vjjvbent6mSqXcUq1Ug3K59B7qKTdTaScQkR0g0h119pvTyCtrqPccBCLrg1o8zlgkKETicG7YbtaeQyR1MOdkIlB9JqCx7UEzoqiaiWo1OscHqKclrfiaCTTozUzUK0GCTyo2i0jVHpfcv6WG+BMAGYK+BiGbtGYQ+Bgp6CFmtO1w3t1NZNnXABgAAmwpul++ZPxGEarDfzlzNCB+F8JqO/yXM6966AeHTF7fPpffM39kS9reBqwXnnfsuD79FCt1NwmxL8C90knP+6Crd6+2rB7hWlISoIjIb04746sh7SwESwA2wJ1p2xqqNbZgxXzknhtOqHofvDzlSJwmnNRgrYJOoZWjGfOIrFGkfZfBnRr0Yqjwx9zx1y4BMBOol/UkSJBgw1AoFGjkqFEp23aatFKetKys47ruzVOm1Lo6O20hhGprbw+6Ojt9RMTBECUGgD/+8Y8OQO4OY8YECxcs6J/2Mqk6WSgUFOr9+hqF3AIACKQC33fBTForIxD3UI8yARFZMvfx/hKERisGB3X/KkZdiI6Y3K2yzpggtaFO4DxEpKyCekRJxuNMNWGtgYhlEJEwQ+QIEdmy4/2Nz5WJvAH9UnwNFYiEfgQuQYLNFZucVI05/+4WBflsNi22iDcF5psliA5TjPEAoCG/7zA+BPVlxd7f2GMx6IuIQtPQEKcBWCepuvyuZ9sgnTMAWCBxwOV3P3/FeceOWw4Apx2y41IAfwWAy+95YR+Q+GJXJbRyLmeaXPl+S0p2WFKM1oycBjURc5cjyZLQT7gSiyFE17zFXbTb8LbVQoWvPzfLsaRUI3bZt0+/YAmMJSDqCyht14P9s6bPnletPHjZNkKrnRHUlqasYJ57+KWbR+gxQYJPGGbc/0AGAEaNHi0ECQdgx7ZtR0qZqlWrFcdxM0KIWhiGtpQybGtv567OTg8AUqlUWKvVqrdNmyYsy84BAGu2tx4+PHhn8eIqIjKhsepzTgaRkNyk2wwJCgqFgt3U1OQB0EEQBLGJaKO/FVBPnRnRuGc8tDo6OjLZXC4VBIHyPc80Ug4Rpdk2BKZK0MzfGf82kbFavH4TLbPiVjsake7UOLqbvzHmvI1Q3lQPGo1YXyqxAaZ6UKFu25AgwWaNTU6qFMQJijHY8xVsS0Br/iDUOgOglUDSMAQGhmitzpJSHETAuxrixo09FoFf4fhhiMAL1r+DaEL9GomUY28xbc6iHEnrwxP22rYMAHc99doWOdcaU/I1hKAhoUaLZclMwFQkBktBjtasAV5EIGERrwQgmHXvmgjV2y/M2cK2rcFg8OvPzX5r5K77F+ML8KF5jmOgt8klDwAynz3/LQAbFbFLkCDBqrjrnumtjuumpRDc3NIqSr29Na100bJt6bhOTWktichuam7OAbAEkb9kyZLS/gccqLp7ulOChCuECGu16mqC7JjMhAAQE6jG/n9APT1WbnifLhaLQESCDAmpol6pl2mYxwi6CQBaWlpYKSVsy/IJsH3Po/jYfc+riEjWuh7Aqqin/nzUrRFaUHdUbyQ5OhbdmwdBI6Y3uiwjPjc/jVou4zCfLRQK3Q0Rrwzq0bGk8i/BJwKbpPdfIwh4lQDthRqlWoiqH14C0OBmV4xNOeJ5WwoQEQQRhUw/eOWS8ee8fMn4KxdccuRGe5Y89IND7hRQZwjon1ocTlzf+POOHfcOWD8JoCqInx/S6o4jKc9k4Lrbn3zt6zPmvXmyZcn/2arFdVvSlkuAsCS9Fyrtg2GD+T2t9Z9VqP8aKr0wVOphzfop1vqhXEvb7DVeD0Ht8YUh25JtALD0xUfbewbv11LJbDULREUGlUsBjTT7FGf9ur3nsV8NWtN8CRIkWDeuuvrqVLVaaSkVi1mltbBt2/O8mqxUK/byDz7sIqJiKpUqu65bTKfS5ebmlpWt7e06n8/r7u4uV5AQABCqMP2lE0/UYRiUwjAMSFDl1FNOUbOfeqbt8aeeGf740/MG77nv/ipuv2J6ABKiiEwGgBUTncY0WAVRIUsX6rYMpqdeo+9UXzN5pZTwfT8dhKHD0TYXERnKNPxkG3v99UdD/8HO+Mf4bhmCaMVrMloyFe9nCFA5n8/rfD4f5vP5cmxwWkNEpsqoEy6FSJtqCKKphDRGpUbYngjVE3wisMkjVa9eNmHW9uffc7RmOhHA9JDxeYDPB0myiHJSwEeonVAxiGjfkedN3/31yyc881GP99APDn1kY8YrrecBPHvbgSlFoBMAGkgAbEvux0Q9RJSSgrcamLHe/qDo/Z/S6vO+ok/ZAu8QUxfAK4joXWa9cPxuo9Z7Y9BKl4QULgBo5hIASCFGRb/kVizdLYXyi4LwJTz2858VqXkHS9IRAKE8+9dPZPf/nyc/wmVJkOC/FpZl2eVSqdTc0tLi1aqiVqtVu7q7c1IIIYTIHXXEEd0A8Pc77nSzuVwTADCzAgA3lQoDPwrYWNIKAeCrX/2qj1gndN9D/6Tm5pZISM7spNOZHKK0mInYGI2VIT9BbItgUm1+PzG4FY8zXk6mElDG72WpVGqybVsRkfZ9H6j7PZl2McYkNBO3qfFjEtUfPurRNEPabMQNmhttIhqxlrnQf3x8bKNFM9E2E+kzacIQkQA/kTUk+ERgk5MqAHj1smPuB3D/tj++50sMcTIAxGm6bgCKAFiCYFsCBHnnmAvuvdgLda+G+NvbVxz9b8uzX3rX/ONB8mAA7jtdwXsDctSUTVkazDUw1QhYEmocHDKcmuJiypY7DEjjt0KKg0iIQUqjmRltANqY+S1swNPWNmP3W/LW/Md7mRFuO26/ChDdwIliR9R+5ZpS0Egi2gagjBA6BJCQqgQJNgJhGAalYpFKxeKKlpaWck9vbytrvaUGQimlQHQfwuePP86bPmMGl0slsXDBAu/zxx+HCePH+3fdfU93rVa1Fi5YkH3+uWc7AJRMZd9Rhx/Ks5+cq4lIdHd3ZZa9t6T06D8fzKAubg8QESQfkYM6EJGItaW7jMWBh6hKsK/YJU6ZpQFkgyDQiCJcPupmnx7qVX6NqUcLkf1BfzS6phvS0xPP48UET62N8MR+WWbMmjILpr1OD+qu8CLer9HVPYlSJfjEYJOn//qhr5y2FoQ1AB8I4FGl1W8sKXwAPgPtGuI3GuIvBP7L9hfc9+8zhSPaCQCkFLsHoFOXFYN93u/xntEqnKy1vp5YPVPxwmd6q8EcP+QPATQJIccQURMYUhANj2dijk1mNgTbjN2v1xAqAPD8cIHSekXZHTwTOvynZrwdaEz7f+y9eZwlVXk+/rzn1Hrv7dvr7DDDMsPOsMPIJqssRtwioOKSmGCCMUISiUnQTkX9avx9FTcwMVEB9RvF4I6Cyg7DzgzDOgMzzMAwW+/dd6vlnPf3R9XpW9PTs2jyiT2hns+nP337Vp06p6o/t+5T7/u8z4vTr9YMAQItIKAbJOfjiRsLk7wCBX4LTIyPh6Ojo/XFBx0cLVi4yEni2NcpbK21CoJABkFQCoLAf/zRR+NLLr64hbTxMQHAmy96U/L8c895SAmLA6CST61prTeHYTi+bcvmwVdfeTkf/QHSSEwTbZ2RiVhNIggCCoLAC4KgCykJMa1kppIZQ36M6aZJNY4i1WY1kd5jG2i3irEB+EEQiPyaM2LTi9RouTtbs0lT2khTdj5yacTsGG4QBE72ntFElbLjbYdcKlNj+zY7hsDVsh89dWyBAjMVM8anCgD2/9jPf8SgtwAAQf/gpc++6WIAOOjvf36xZVnfk2lnZW7GilgzpCAmwjoL+g3PfOoP1gHAuV+4xybW/wTgUAL/uy3pSQYOlKwe/ulV5/xWYsdP/eTJC0HifCHE2zhrxSCI79+/y/6c7Zdffvux+6h/u/PZ+STkhQAA5p/OLss+EmIpAGiGqzRvAHj9205asv6/7ULlUHvwm0sl+DwGLBANlRz5bzj2fTPnn1qgwAzG5z//ed+yLHvOvHl2T0+vrbQWg9u2zarVJlSz0aiDaPPE+LhE+wHUVOCZz1izv78/CTdVR3oAACAASURBVIKgipRoGGPL4Sk+VKYpsiFD9exYAimZKKHdEiZCqlcyruo20oo74zreyq3HpOKMEN4QL9PE2LxvKgVNetEc0xA8Q+wamXmoC2BuNncFwFa0dVCG5JjfjWysIXyMNMWZJ1LN6dKCmW2CSWcaMbtpV2OiXIVIvcBegxmR/sthv/bjF01+IBm4OEoUSUFgBidK1x0pKpR+wBdo0PsA9AOAYPU2DfGWdBx9XkHUADhM4ukLvnTfu375kdP2mHBc8+ajfvGpnzy5shEp6VjWcZYk0VuyNQl5bhI2XwHwyz8967BN/3n3im+55crhRLRASPuZOAoViFwCVr/tpCXbVQPdv+qFXiKxBIDSWj992lFLdnvD2LrqjnlE1Kc1D8w96uztrCQqrny61kp6iagnUfxYQagKFNgzBEEgurq6bABQSnlJkkAIUap2diqtVKNcLjfe+573tDI3dKDtsySREpuJ7O8EKUlipASkDsAJgkAbPVRWGdfIxiZZyswQHiPSJqRkooZ2NMrK5nXQbsLcDcATQsREVFFKOUEQjGSaJRPhMS1mkmz+SZ1X9nccBIFpZuygrc2y0fbCipB2ZzDEaiLbZvRghkAauwdD0ExlY5SNVbvQWSlk0bOMYJmqRGNMamVtfJLCp6rA3oAZFak64GO3vsDAYiJAAC0ifkRp/jlI9BNQztoAKgKtI8ICorQUWYAve+5Tb7zlxH/65SLbsr7iOfYyQRgigiuFMGXKkJyc8vOrztqp4eaHbnp4GYjmg/k31733pMn9PvaDJ7oBnD+nw+mb3+mZkuZIaX03WCcdruwjIdNqPNab/uD4xfcBwB0rX+xhZnZIJ0LIWQCPEdF+APkAwMzbTl26eM2ursnA03eVCTjJ/K20fmjO0rML1+ECBf6LCIKAunt6KoKobFmWPXf+fHYctyOOIxnHSWjbduR63kRtYqL+zFOrHKTkJu+zZCry4iwSJNCuxgP20LAy0yYZ4mQaJRthuIW2X5Pp2ec7jtPnuG6PbVnDcZxsrNUmTJsXk4YEUmIyPlXPlJEXI3hntKNgLaSpwgbaBG9x7lgD2TbV39+vspSeg3a6TiAlXwpp9GynWqjsnAlZ1M80m56yD7mu2ymldOMkUXEUjexEm1WgwIzBjIlUHfCxn13KEIuByXpij0GnE9HpZh9mgIgUA4vBADOYwPfHoB8BgIK8MUn4CKbEc6VY7Vr0zwD+FkAXge/fJaH69sOnsJB/k810OoArzbbPvuPYEQD/8b3la3qEoL8jYJZmNEgIBxCcMDXtSTElOQBwx8q1i4nEEiFICAGPWG8FaD62F13uNkqVJEralgQBggGdKC13N6ZAgQK7RhAEVC6XfQJspZSK47i14aWX9KL99x9P4qTTsizfsqSllPJqExOzkYqpgZQ4NJFGbaKMXOTbwRjbAf1bRFYcANTRUZXVzqrlui62bNky3qjXTfPjZvabkEaKtO/7ZSHEsGXZNd8vca02YaJYRstkeviZfoKT5422S7lJsZn1G+8oo61iAK8itWNQSAnaVPJjSKRZZx3Yrq/hDsi15HGzuVpBEDSmIUwkhCgxMywppVet5hssFygwIzFjSBWAxdsZtOxEbs2Ak1NoMgMnS6iTADzIaVgcrVi3oljdc9cnzvv5H1x7571MYr4mucuIEEALkX7IJQgLpttDsBICcg2D1wshzhGgPs28JVL6bluICQCWVmpltvusbIUSED1INQkAsJ6ZfSIkXb2zdusK71s6BDCbQXMY/NSCY86d2N2YAgUK7Bod1aorhbBICBZZ+xcppQ5brYQ118NWy7Edx4mTRCilLLT9k7ZM058uf7fiqdu/f/PNtuf5PoD4zRe9aboHKQkgLpVL3ZZlx57n687Ozo5GvW6sEoztgEnfjdq2o7u6u6SUUtfrddOA2LR1SZDey7qROraPTEm/mfWGaOvDDGkz3wn5RsZGw+UGQdDKEaZ8U2dg94aiBkbakf/+Mc7pk+jv79df+MIXWkoph4RIXNctCFWBGY8ZU/1H4K8DvILBDbD+BtInQ0XAes08jPSGsoHALAgQBKScCk0GvQIAEvqvAawl8AME/hIA/Pyqs8ZvvfKM53/5kdN2WUGiWQ8x4xAGjmTmrdPtQ0QTDG5mr2MGIgJVCNhsCx51LBKuLRYiXdpGAGAg0lo/BaKyBi2INRY0ms1Npxy5ePMRCzp3ewNKlF7ArMfAag2xdrH+vhnzPytQYG/FrFmzrJ7evorv+0JK2WDmcGhoqHHJxRe3xsbGxjdufGWg0WyMqiSJhoeHamjrh6b7/BkB96QWyOCOO+8iIWR3q9Xytdbl7998sz3N+AiAG8exVErJRqPhqkRptEXtNlLReF82f+tDH7piq2VZA75fGtz4yivj2fydSNNvZo4YKVnJt8ZxsL1AfiKbfwKprcIw0ihSBWla0Mn+NoRrsjIxI1ANtA1A9dQqwp3ACNKNbgvI9S3Mj5+YmBgTQoxZUk586IorCk1VgRmPGaWpMjji47e+UUNcBeaXY8YVL3z6whYAHPJ3P61oYa0H0E2ABngtWL9v9f9508P/1Tn//KaHP8IkzgIAMG/9l/eeePl0+/1g+epOEO0vpDwhe0t5ku62JY40+6g4vueCEw4e/fXjq0usNWuyLdeRF0iicWadMPPaM446cJetZZ595G7b99x9PannSR0eCuZQQm/sXXruXf/Vcy1Q4LWM733/ZtFRrfY16nU3jEK31WxufnXjRqMjMjfEfKWehZRkREi1QntcjXbdddfZfqm8AAAc2467eroH/uDCC3cwzQyCoOR5nnRdt0cprWq1iXG0nct7stcCwFjmTj45LlubcSU3ZMy0kakhrURs5dJuAID+/v6JIAjKaJMsY29g9ss3OzZ9/eKdaaUyQbnpQ9iYTic1ZX/jlm40aqZpszmPRmH6WWBvw0xK/wEADv34bS4gbgLggeh1LvFdAL596MdvE89/5qLaodfc+jUNupoZDoMOFCTOB/DwqZ/59RwC9lEkVy7/2Fm/S5j4cQBnAiACP76znd5x8sFjAFb+54OrXwKJ/cB6sxCoA/YRyCp4On179gNPrulYuGD+xnWvbCkLIc4k0KEJI7GIHtF74Fnlus5sIio3lLQlu1tJR0NN7azvzbZvfuYBn5n3B5GypVw365BlxVNcgQJ7gEX77y/HRkcECNKSFmutna7ubgHm1HF4dLSONAJjIf1y99HWP07rIr4zDA4Oyp4ePeF5vlcLw/Cyy969s/Fhq9UqtVqtEG17g7i/v99UxflIo1F5d3WBtm8U0Db29NB2Jo+mkCATcTPjBVJC1pVtH8/GhtlxYtd1SVqWS0S6XqtNFv4EQUCG9GQEyXyfEAA7W7dEzk4hCALjjWWiVF1oe2sJ7GhKWtzXCuxVmHGRqpRU8SZkT1QS/EENHMugywl4woJ6Y6jpGxr0VqQ3h4E5Ffs8DfGfAMoE/vUDf3fOB36Xuf/8xocWglD92nuXPf3bjr39iRf7GJhdsagqiTWQmv5NJFK7tvhDQaKTCJ1g/Z1ytWvldM2U81j35PK5QohZGtSZKE2hwstgREOjY9vOOOd8tenp+w8jogoAMPPQ/CNOXfu7nHOBAq8l3PrL2zwAVSIqtZoNu9Fo1oYGB+ogcsAcAQAzh1deeWUI7OAvBWQ97czxMuLgISUE9anRmWy7sWQI+/v7I1P5Np2QPYs8GdF5LUupmWiUiTw5aAvR+7LjG+NQC6lpZx3tij2TBjSidAvAYPZ+Can+00fbTmE0G8cAUK5UeplZ2JYVCimbI8PDCYCK4zh2FEUNE7nLol5G/wW0zUVNelHlrgXQbtOTN/sUufdqaOusWruLfBUoMBMw4/Q5z33y/BDMnwPjVWL+DwbfyaAPAiAGjlMQbwOoLAkWAY4ArwHobKQ3PjDo3JM/e+fvFIH72vuWvbynhOrGO1ZsN8d5xy4ePP/Yxc9K0nmRqiWkbDJooQa6wbzaJmzaHaECgAMWzt+aKLVNEl4iIZ9J4sSJksTuqJTnPf7QfVa59tLRHeNr3ujXXzlYMxc3mwIF9gBKJR4AMHODGUNjY6PjSZLESqma2adUKk1GknO6oRjTkCakBKiMlPT0THUOzyraatnYKEvB+QC8LF02HYx4XOSjPWibhJr2L2527BbahKuBVI8aIY06NdGOIFXQTrXl5w7RjsCF2fFEdu52FIbEWltxHPsjw8MKgOP7fkVK6fq+3507Z9NM2ZiB5vsGGtPUPMx1NoanrWyszn4bU1BDXAsUmPGYcaTqkH+4dWnC+ETCvF+scUmseDGAbdlmFoRNnmOd6zsWfEcyEZ4l6HuQCUQJfM/yj501rdHcfxd+9MiL7++sdl57y8NrP/qde5/brqWEkPYWkOgFkWU7zsZGlCxLFA8ozfVE6/EkicZ2dtzt0L0fLz76lK2Ljjjp1Ve3DY8p5pCZwcxiEV49ytbNMwX0QU48dnLv2FO13R+wQIHXJr78la84X/3qVytfuPZaT2ueNOMVUoRxFCW1Wi36q6uualm23RwdHW1cfvnlU0XTJorjTyPCNlV3BjtYnvT39+d9mPLbp7v/5snHVPd204vPIM7WZqwRqtlPC2m18fCU/Y1WykSLTNNm08JmAO2eguYaUBzHLa11vdFo1DKSOEmOiMjYOJjzTLJzNeTKmI5GOYIaoZ1eVdm+tf7+fp2NNdWMU8+3QIEZjxmnqdKMPwfgcWakp5nuSWL1oGeJbxJhuWcJSrIPtSAiW4glJO2nLRWfpUELNclHdjfHO/7lQYtYvRNANzF/5/tXnDa8p+v72WNr5wohXwcAlqTFnmMdC+BBAHj61TGRKLU/shYNOklKAPxmol+VgjxmfulNxx/8WzcHPeOc89UjD9zdEkJ4zKws1+2jyJqLLOWgotbMyuEWKDBDkLmme80oKjEzrVv74sjSo44eqtUm6OX160tEJLt7epwgCEwvPARBEOVazJj0nUBb95P/ojcaKJm93h0JMKk4wvR6IdMA2Wiq8k7shsDYSO0LokyjZKJZPtLUXYK2tirK1lfJ1mcMN03FooFxNgeAKIuiudk5J2EYGo8s9Pf3R//8uc9NWFI6JETd+Et964YbJAD80fvfrzJytIP9S+brxWi35UmwfdsdoH09G9m5Ts5doMBMx4wiVYf+w61XkxAfBG+v9dKg17US9dV1n33THSf8022zCHiZgSW2ENzZYZ/jSFrnuu7f/+wjr//u6z9ze/nUz/z6AwCGNcn/XP6xs3YgHMTqfQxKdVeEQwBcsadrtIhqEaOBzGCP2v5TGBncKoSQkyXTWrPHmh+GlMcnSm8D+Mnf5boAwImnnLHt8Yfus2r1hlKV8pEJJxukas3SVunFyikfHPxdj1ugwP9ycJwkDjMLAAhbrdLTq56s244zGW1hrfMia2Sv86TKeDgZLVMehDTdJpDzaco5hpuWNAAmSUX9qGOOkUJI98c//al+y0UXJbntYUbqGADuvOsuyghKft48GTKtcoCUnBjCYqFdMRhh+4jaKDKNUhAEpgdhjDTKZY5fQZuobcsbc+ba9kTZOHzrhhtc1uxHcWR98YtfjMfGxhq7MD8116aFlLglyBHMfAsfFJGqAnsZZgypOvTjtxFI/D0BlLWjYaWZ0rsRM4HXA8Cjnzh/4Oh/vO2NCeOJDs/yq74tbEHzE83/923X3ecnkKcy6CwAEKx6AfzLNNPNMi8Y1Lerdf3kvpXS9StHgsgH8MwFxx04/vPH1n1FaT6Rwc+/fdmSdWbf0446KLl/1YsbiGg+gFp9fHTgraedoAFsBIAHHltpL3981XwpZTKwdfOALYXl+363UoqjKBo+75xdVy0et+y0BACGV976inY67lfokKzUi7u+sgUKvHbR39/PX7j22loURRXbtmER2UTkKqU4SZLYsixbaR2hbV8A5DyT0G5+LDCFIE1jIWAIlY1UZ+UDSIIgGM0TjIMPOZRs2+kBACll+Xvfv3nw0ksu1kabZFKFN950U7XVanWufv55LYTc+sEPXp5k6UfKCJEheua+odE29DSVdIYgmobFQNpmRufm0kEQwHXdKHMw74nj2FJKEaa4sn/rhhtkd09PN5gpjuNmrVYLkfYxtZmZojD0lFIlpEahI+a8s3MzfldmHQlS8b4RulN/YaFQYC/HjCFVAABCA4wKACGBHyrWnwFwiQTuX/vZi5ab3Vb+4/kvHPmJX76/6lrf8CzRAYIggqs1TrCkOLLs2r0A0AzjkzANqSLWN4HkIQx0C9Zfnm4p974wIFqN2vF+R+f5IJKs+Wmt+difPrp2rVZq9VuWHfS96cadunTxKwBeSf86cLttjuvty1qXmTnq6Zulw/oEsWZHkIDrulWkvcR2i54O/7nhiWbMDCuMkzXdezKoQIHXKP7qqqtaQRAoKYTvui4BQBRFbr1WS5BpeQAgi9pQPiqTpdhMs+NJO4RpLASmaqHsKa8nSZXne9tpqTzfM4J0k34MTzv99DiO4wqYSQghm81GOVvfbGSEBWmkxwjWNdoVf6b5sszeM2TLys6BP//5z/txHLthGKrsvURK6TIziMich4kYTUbJoihyhBBKK2UJKY01AlzHjVphy9ZayzhJjDC9FATBeEaUjOkosutRRyqGN1YLLrIm1MgIanZNaGfNmAsUmImYMaTquU+ez0d8/Bfv1ER/C/BqJvG3B/d58xn412YiXjr7c785QEBv+fXVb2gAwFP/dMEt7/r6A+doxhsZ1CcIDYb6eadv7QvQ4QCSrpI97fl9/4rTNwF4/9T3r73t6QuJaCGzfvSwOf6wEPJUCLEPgC4mdkACgBoRUi774fLnNr7t5EP32EPl/kdXeq7n7U9ELhGNA9aI4zhQSs1ihiDGpqljgiCgjmrVZa2pVquF/Vf9CT+zZh0dfvxZugfYTdudAgUKAGmUxPd913VdMLMbJ4mO41ihLdQ2/eqmraLN6avy73EQBCaKM1VQnY987aCzestFFyU/v/UXzVarVWXm+jv+8O3JkytW5KvxrLPOPDN6ad26GICllLKSJDH2B51ICUoFgDEQzovZzd+tbB1e9sPI/K8837eTJOli5rKUMlJKjQIYJaIJIYQvhFBKqVApZUjk5LHLpbKKoqilWZPjOOFVV16pswhTdPPNP0hGhoejsNUqYwoZQ9vvy2ilGGkLHWNSalzfBVKPKyBzbw+CIOzv7/+t/MEKFPh9YcaQKgB4+pMX3gPgHgC44Nq7/lBB/CMAskgPJiwXKMhtZ33ujrfdefXZWwBAsP4SQ5TCWB050ojWM+NtVd9WtoXnmDFfaT7g/M/f0X3bX5+92wjQtbc9dbgtrbNBoETRgkbM3ym7kAQeQsqmJhKtjXZJs0ombzT3r3hOkqA+MFqnHH3I2H2rXuwEaAmAmIiePfXIA2LHcSpgPQhQLwMyieNBAF0ECoUgDYL3qzvudN9w9lmTN/CsP5kDIXDcUYe7a9a93GdblnzhyYcGlxy1bOi/7cIXKPC/FFnaqQygI4oi5ThOUynFUTj5MZu2pUoWOTH+Sa2dpKWMoFrnol1GOF5DamkwbaTl8cce1dl2BM88bfRP26Uf9z/ggMEnHn+8N45jHUWRmLKPqcJTaBMYI04352RSbh7a4vcxrVRJSKmZ2RNCSKVUE4D4m7/5m8Z1118fx1EkoijS2VxJPnJ32WXvjv7161/XSZzQn3zgA7FJgWbi8whtIb9p25M38DQCekKq3yqhXelnIn1mbL6q2kTYChSY8ZhRpCoPBp0HE1YnOhbgrUhD32cA+B4AfOeDpz1//CdvH2fQvr5tLSVCfbyZDFc8GQHEUaJ7CeKvAHz8/f/2wEma5EcB1InVJ27801M25Ofr8u2FJORBANCK1asbR8OXD5otbwfziQRe6UkxbhHNayVoDtZjHSbWiV/7xWOP/PmFxyfSspYYI84Hn3phLZFYDJAPAFqr/QC8oLWuS2lFTEID3GDLpagxEUkhx0HoZmZpSav3nvsfGH79qae0brjhW9uVZndXK53IwueCsM/alctJSjGy35HLCiFngQI7hwUAiVKRJaUDAK1ms4GUZExbVZbTKpnx0zp7TxFUGy2VSft5SFOLO9MImRSgzOYyFgTG2wr33Xtvfn0m/bgRQAdS0pbk1mmq+bZr7oy2wabOfnMURWxZFoQQ9SiKjHs8AGBwYMBGO003nS8XPphZTmSE1cqOa75L6tk63WzuniAImtl5mGuYF/y72ZpraBt+muif0Yv91hXTBQr8vjBjSRWB72XQyQAUM2/gVFxuK42Dz/7nX5Xv+Ns3mHYJ87IBAGAxwFGitwCTugD6oxseJSbxl0i7tneBxGUAPp2fr8OVuqXwjGb0dftyY9W1z1cKXqj0qk5XOmD2LMLLzVgdHil4ROIQ6ZWrAG4jokmXYGYuMxATTZrrJfevXO0Jy7NJUAxmBRJkOTgiqc55Rk9sGyaQQ0QtAIjCyP7Bzd93fM+zFi6Yz9sGh0KltddohVGcqErFd/YVhIWssUEzXkKRBixQYFdIADhxFIUx0Gw2m0ZQvtP+fVlqj9EmKHtqrpsnULwb0XWItEWLi7Qaz8sLttE25zTr0EgF5iNBEIxn24zdAAC4/f399SAITP+8KjJih7aY3iBOksSYg/rIokvZvFM9t3RuPcZWQi1ctMi0uzHRKKBtF2EInoOUALpI9aJNtCNZpWztJjJlxpvzLqOdJizMjQvsNZhx5p8Gv7zqzG9LqHcKqMuGG+GNzUR1Jpo7FdHVMeSNr/vUbVUAEOD/A2BdnKiXCPxExZUDvmN1ORY1CPwrgv4CafUJEmKZEHQYABvMW/NzXfPjp4mB9Z5Fa0o2LS87cgCgsgYtk0JcGDEuIiFfL4Q4TPHkkyhAVH1g5eougEYBgJkTrdVAHLaeY9ZbWeuNrm0PCSmPAnAYM/YX0kpYiDOZxLmWbZ9IHbMjZt6mkgQAtNZJyJw+fSqtqbenmyqlkt64Zag5Xm+2BGALIhJS7iel6L37th/vriN8gQKvWWSRFhONaQEoB0FQySwPdgVjUtnMbBAoCAI3+5n2M5el+UxEZk+aLmukpM9ojQyMyNykxOr9/f11Q9L6+/vVVBNO8zrTHgmkhKWC9EFyEKn1Qh3tyJpJpxmndmtK5C2vEzMic/I8r7Ro0aIqa+5YtGhRKbtOtezYIdqu7nWkpM7Nxlez65OgbeHQyNZWy9afT/GZZsvmdYECewVmbKQKAH5x1VmrAOCo4LYPgCeftFzN9OYEcsWyT93+rkc+fv7DAE4CgLd85e7Xa4gvAEhsKWZ7tjxeEF/DRIcT8BIYcwXxg5qsG8wc19yy4jCQuOLJTQ10OPSdA3q91QJiaaxxcioqZ0kQPSAaBTC7y5X3jLfUgQCwT4d8WUg6iJkhhFi77IgDhgDgoZXP2KSjCdf3huqtaA4Jkd0UtKUVLSEpq5r1IIEP8BxrPXXP8ogoXP/8qvHa+ETJcawSEYWubUdxkkSO49hdPb19tQh+qLnsS2ERs1Sa9Rnnv6UoQS5QYBfIyILK9D+TkR2kdgfmy1v3b+8nZSrmTP++crbJRI6mTUn9FoJqk84zYvl8GnK7z/QuBPRRFlFzkFbOmXUxUkJlSJIhMcYawUSYTArUpNvQ39/fDIJALFy0iF7esCHv5A4AsG1Hap2aCGrNdn9/fx3ARHaN8s7xKggCk8oDUvF5B9opwMlzygoB8r0WbaRkz+jAjPC/QIEZjxkbqcpDgK+PlN7EYA2AE63rAMoadPGUXTciCzsLIToB8suu80dV3z7Vt+X+IKwXhK/f9IETk9sef6Hn9hVrz57X6X3IEigD8CZCfXqDnfGtE/HiiVB1NmJVUppHJfEYsd7KzCMVB6P7VuXNCzutRztc2WMmTpKkCgAPr1otpZSnCimOiaPoDNexakSkBHQPlGqC1Rat9WaAIoBiwaqXlZql4vDgnr65hzCzNTw8okdGRmjbwGDtne96d9zZ3ZNYlk2W445FCV6NE706TtQDcaI2AcCalQ/6Lzz5UNczj923V/w/CxT4PWE6A81S9lOeLgKV6YZK2L69y39H5CRC28V8cIpRpjHVjLF7PZHRTJXQTvlxNi5B29Xcz/bpAWDnWsaYBsilIAhEEAQ0f8GCslKqe+68eR2msg9Zf8BypTzpki4E5Q07VZ78ffkrX3Gq1Spc14WU0lg+VNA2+9RIW9dMJYyGYDWznxbahLFAgRmPGR2pMljRf8GzAA488dO/kWD1Lwx6EwAQ+OH8fj/+8Blr3/KVe/6CgdMJdLEtxdxZHV5VCMS+Lef7Nl35+UuOWwcAQsgjQaj4tmh2ePaCkUY8CPBmFTY6SVpzwkQPhokeaDD/omqDmcVxBB5g8DppWW8jov1ihkcC91rgTUQ0CACObflJErd7ayWRQ9Jdya3GflBJAst2yUKLyWrFE4Mb4DgHSCnmCCFsx3Njy7arIAprtXozDEM3CIJk2Smn1R3HqQkSciLCet8mUkqzZclNzz5+f9mSch9mhiVlN9pl1gUKFMghcyvXSCvyooww5VNMEjtGRMx2Y6DJ2EnLlJzBJZA5lk/ZTmhXtZmWMSZilHdVN6RoZ3OYcXndF5BGeIy4eyR7nRewm7V5QRAYYqORkUoAlb6+WQNa604wE4i8ufPmNZBWAOY9usYXLlpE73//+3daJCOltFlr7fv+SL1e95RSJmIlkBp+7kwnZVoCmeuuMSWKWKDATMZeQaoMHvmHc9QJn/7NFYLVrQAGHr7mvAem7vPjD7/+EQCPvOO6e2+3hfiMEJiDrI9WyZHq4q/dfw2Dzjmgz3/lzMVdtyzotO8PE/3sCOv1s7oq93aW6LxY00LN7LZi9Sgzbzjr6AMbAJ4HgF8+ttq2HXdfANBAqx5DjDZVI1GKTgbQO2deffMr60eEEN0A1wEaXHbY/snDT6zalDDPf/yk1QAAIABJREFUoiRqhrXxhybGRmwpZbnS2b1NeO7BJGjUtizdN2fuyPqX1hmdRQIADz1wX/2NF71168TEuDc60QpPOqntvL56xfLJ0mMiclCgQIGdIh8RylzJjfO4iRxN3T/J/KgAYKy/v39XkSOjhTKvjfDckB1j0QC0W98AgAyCQOSJRmbpYNJ2SXY8GynZyLd5afb1zdJJEvcppWhiYqKRbUuQRqKMkWaMKWaeOa8tIxrH4OCAP3deWvujldJS7tAfeqfpyCmIlNYVQaRt267HcWxE9bXdjM+TqTj3u0CBvQJ7FakCgEf/4ZwYwI93t98PPnT6U2+9fvmb4zi51bGtwyT4vkaoQ9e23tqKVbhhuLV4xcaJ8uI+f/XabfWtMWPNMRWqAjTLlnhYM3VYJG6b67FY/tTafZMkHjn9mENqFxx/cPzrleueJRIHcUqqjhBSHiEhtty+auMtVdR7hLS3AfxcueSPHXbAvhoATjp2aR2ZySAA3PnAQ1XH8ZYQCcFavaA5aYAo6ejsaiC98ZrqGgIgjz9mqblJbodaozlerZS7mNlm5j1uDF2gwGsdmfHkpAYIgJ9Fk6JcexVToTY1WmNIUpIzB90hmpKNNxEiEznK+zURcj5X2RgLbasE06jZRjuKY+axHMfpklJUmGVIQkjHcXqjKJrIxkRIU2cmlTjZ5y/nPWW8oXQ2h1Wv1+uu6zJrnWzbtm2PLFv+/d+/4SmtqLurO7z44nfowYEBKztu3lertYt+gAamobRGGtEqIlQF9ips17h4b8ClX7v/MhCdD/Cj3/uzU7+0J2NuuPs5x7atD7YSXLitFh2/bSKMhuvxQJIk7+jr8D4MYA6AetW3/u7o+eUzAPItSX6HKx/wBXewVgxmHcfRitcfd1j4i0eetSzb3SdMeKEieRkASEK3L+kRR+gRV+oVYJbMPArmehI2t9m2XY7juH7qCUfHAPDQqtVLdJLMBpiElHWoeJCZawAkM7wN614M1zz3tBGd1nd3c3nmsfvE4cefVpQeFyiwC2SExUSADDEC2g2IgXa/P6NDMtGSKEshGkNRg0ZWIegijShFyBGCIAgqaBMoU1VnPts7iOSzNfoA4DiO7ThOs1arVbM5HaSpvUnH9t7evllKJR5APDExHiqlRrLzMg2LG2i3yunIplFIrRzM+Vey7YYgNvKmn7uCaaYMAEor9ad/8icTmSgdaEfcTRpyh7RogQL/m7BXRare+bV792WSf5b+Rftd+rX7lveWnTUgHAbg+evec9K0zundvjVnPMYhgqA7fSdMFLNr0Utge0GksMAS5ISJpolGtB9Q/qkr+SjfFnMl+EAFLIq0WFuL1IJGJMcAPHfhiYclANbf+tg6H0Q1KWihFFSRpMdB1KkhuiXpMphjEqLD8bw50LrpOI567OnVa5XmTiLRJx07ASNSWg+efOzSVx58/MkqkegjAvY7cLE3PDQwcsDCBYKIen956890rVYffccll057QyoIVYECk5qjyZ5yU7ZJtH2QbKRkQ6Ltv2Tuh8Z7ydgaGEJCue1Tj22sAxipZiu/j6lkU1OiXcZKIU9mTMoxLJfLnUIIJaW0pZSeUkqjbVnQRGZXMDY2Wnc9L9RKxZk7unFDN0QOaEd/8o7rJkIVZcfcwaIhd914Z2RIJYqESLN2tmWZ9F2cu24m8m4hTXVG07X+mYrsf2lMRIuoVYG9AntVtRiT2K6PliUEmMQXmOTVDHHth256uHPqmI/f8sSSZ7Y1TxCEAQbZDFRLrvT7Ku7hfR1O17xOr9JTcfad3eFWAX7m7SctbvoSw0JQSzEWKxYH1hX9cS3GYaMhv+Vrv3mmzxxbxeGGio3VnsQKV/AKZh1pxggBm5n5VbNMAk1qJzSjB8ACIaghQD4zbw2bDbMvWq2G02zU3DhsdRx60IFlS8pOIhJCCKu7u6v0rRtucL/xzW9WrrvuehsFChSYRM76wM8Iy1Tk73eElCjU+/v7J5CSKiNWb6JNnEK0Bd0RMCkkN/5OrSyiQ1OOPYmsMq45hVDZaBOfHarb+vv7I8uyIsuyPCLqsG3bWDwkSNN3SWZn0EqSpFmv1cabzSaj7ZE1gvReac6llq3faMfMj/HVqmf7xki9uRgAvvjFL7pdXV3lrq6uyte//vVpH8JffXVjKATFSisVpg7tyLRndaTRsAbaaU8A2Om9K6tAdLNonXFqt7F925oCBWYs9qpI1ff+7NRtl37tvn4QnQPmRzpLTo2JUlsDok7Xkpde/f3HX4G0f/25P1waf/yWx/eDkH/dTFisG2qGZZt+CGEt9GzZmyh2un17aaL4jkjpDlvQxNxSKQYApZJXhLQOAJHfitWLjYg7w0TXkd6UewEMfvvBDbSfC+VaagMYmxkYbCpOmhE/e8YJS2oPrlrdCaAXzDWhkxIR+czchNYJiKDTp86hsNnccuayYzUAPPX4w425+yyqO5bsicNWVPJsV4O6hKAJrbVqtSJmzT6B4Pu+lXWALyJUBQqksHby2sBomSTSVF4+8mEq+xRSd/JmEAQtpJ/5HT5nOSNLg7zp5m6jMNg+KjRtBMayrERrTUSkHcept1ots/58VKuZic07kBJDgTSVZ6JEYXauprVMw3GcbiFEiZl1GIaNKee2XYTPsixbqfQ5tlavW1O3Z2vgrBVN3uE9L2hPsgbJhuhOm1bMiOWkaH5n16VAgZmMvYZUnf/5O45k0NEEfedtf33O3QDwFzfc7zKJDSBa5EgqW1KcDkBBxQsA/BtA8wASguBqoFKL9CO9FaFsQXXflraGPowBCKKhUGlMNJQFIHzD8Yc0739x8FfNibGWIOqQxD1lR86vukL1+N7YDfesvgRE84eENTrX4XWCqMysJcKJhy44KSVItYFXa8vvv2/c3Lgfe3q1PP6Ig9VjK1fJKKGW7ToiSZKh1590zHY365deeH54n30W2ABKlqRezRwJIX3bdltaFPypQIFdIEH7i31nvfoaQPoFnkWLeEqqkJA2CKY9EFXnj60xpZAki5xN9vKbsr/KiIgRjk8SiB/+6MeulFI4jhOOjY0lzCyFlFZ/f//olOOLbP1REAQNtI1EDXmZNP3MzjVatGgRxsbGEqV1HcwiDHfN/5IkiYnIBYBKuZzvczg1xWna2CAIgu2qLHO9FEW2niQIgl5kDZ6nXJ98xC5C25h0T4hqgQK/d+wVQvXzPn/nEg1xC9Ib5qDN8Xm/+JtzGwBwxXefsEnF88uefYklxVlSiG6t9VOffvvRf/KJH61cLAV9vOTah0nCK56kn1lSHCAFHSGlnBfH8X2xRleYqEqU8CYwv/S3f3DkV6/5wWMlEM1Z1O2+OqfqHeTZ1im+TZ1gjlqJjjZNJB4zuMORs/t8/pUjUCeiCdZJTAS0xocbUbOhmTmZt++ioaWHLGEA+M2dd8kwDHsBQBCpC84/b2jquX7jm9/stKQ11/c9u1Kp2Bq0UQjRQyQiZh2FYWt0eGiIXMeNLrvs3UXn9gIFcsi+wGl3EdwsPWgeKltIoyce0vRhiFT/VN/J8N3iuuuvt5M49gGAhGj95Yc/vEef1Vt++MOSELIEAFEURc8/9yw5riuiMEyQE48HQeAhvR8aomiaOQukfVJLSNNvW7P3faTRsfGOatUza2s2m6P9/f07VBXnEQSBrFQqDgDUarUQbQI1qY3KCdOBVP80NdXp5bY7aFc3NpD2IBQ5sb+DNN0XTj1WgQIzHXtFpEox/hSE+QSMAejTJGYB2AAA17/72BjAhmtuWfGgZcnLmEG2JXs+8aMnPw0SRzqWEI4UTceiDjAuEuCbwDQUJ8kSDQxr5t5Y8SAAgNB3zQ8e63UcJ9DM5a11vbG7gpccxmGxpqoj+ElLIEEWlm7EapNVtrYxq8iSBM3UwWBpuaUeAJtsr3xQI9ath55a/fKyIw/eEoahbVkW/HJlHkDug4+vFK877ugBAHjkyWe7kiRxvVKZw2YznKjVoyhJyoJEpVwuO4lSSmvtN+r1+gf++I8nn1iffew+27FtL4zi+uEnFGL1Aq9tZNGT7Z4Ucw2BJdpf0hJtiwIXKQExVXlWNm6nkabdodVsWpaV3l6llDYAYzaK7PjGpLOVj/gwt3sA2rZNAFQUhqatTP7zbXRJhDT1Z7a5SKNBE0g1UjbSxs3GUFSoJIkSpaQgMi1sTNTLRLha+XPu7Oy0iMgGgI5q1ZsYHzcRKwftCJKpNJzOV2pqqnPqfaoMgIIgUP39/Y0sVWhgqikLFNgrMONJ1Vmfu+N8DfF2KeCBUBbgb0OIHYSOnsQGEO4GARp4HdKntd4o0a9UXNqXgHW2RVy2qLvTpps2jEVNkNgvSVSLGZcC1AGtf7lvT+ncBOIAQSSbUdITJhxHKllUdu0FvuTVZZt+oJUWBMwnS6zfXFdj5yzdL3xuzQtHCiE6SYgJsNaW7faQEA6RqDHzfABbXNcNpeX4ALlCiIhA1QefelEIoi5o7RFYzJq7QL347FNbLNvyR4frg0qpRtTZFZfKZbvU1VsSXkcFqfgzJVSOvT8A6bl2dPftP113xnkXzfzQY4EC/7OwkTPlzDRIxs7ApAuNIN2Io41bud7TarU8PN9PktTwEkqpOPO1MmJro02ysp9JEmLbdjNRiW1ZFrWaTeNZ52fryTu+G20Y0CaRRvwOtAXoZj8TuUoajYapZMzrv1y0hfzGhmEHSCHyBDPfv894YU1iqsM82uk/RtvaIUTOkysbk5/jtya0BQr8PrE3VP/NBcBK8xaleZCEOIEhfnL+tXd9NL/TNW855mWw/gnALymtX2VgEwEaRJDEj1ZdK+n2nTm+Y+0jpDx5n7KIw0SPCiEv8W1ZrnpSdVXcs7pKzoEV1+rs8KzZPWXHihUfEWscNFCPsHY4POCpLc3oj8445JXOkjXQ4cq3SEGX3b/qhaNIRRFr5es4Lnd09awQtrtF2q4x42wBwDlnncmW426xbGckSWIVK96HQUuUVotZyKVhq9EpBXUPDGyrjY2ODiqlGgAwPjE+Vp2zqOJVe/ftnj3/kHtWrlkAAI5tewCk1mwpzaXe7m73Bzd/v6gKLFBge+QjI8Z7SiKtiDMRKqDtcm4q1fKRpUlkeiya8p4IgsDL0lf40BVXxKOjo7XR0dFalvrLH2MyGlWpVKzrrm9X8r75ojclT69aNbL2xRfrg4ODTke1arRIeTsIoN0br46UAFE2Ry37aWbn1ZltH0Sq3Qr7+/t1f39/LTtPe4oJKjAl0jc2NhbFcZwkSRKPjo4aS4cQOyFeORhXeAnAys3N/f3940ivsYN2T0WdbU/Q7vvX3M0cBQrMKMx4UiWhbibw/QAGbYlHkT3VmP5/V373kQOv/O6jZ1753Ucq17z5qDuuuWjptVqp/88WtHVOh/PMkj7/V3M6nJW2xLOW4LWWIAJgb2pZ1UjhH2ONc4hoCRMdAwCKee7ssvVI1RGP9JSsVUKIPoAsRwqvp+zsv2+ne/rPHllzRMkWZ3u2PLbk2hdK27tUQe5LWtUF2E7iuCwFdRBQZYZy/fLqe1e9OOveVWu7Tlt2fDiwddNwo1afUCqxOWotIGYvSRKKo5jqtYmxUrmMj370o3Xf9xskRGtkeLjmliu+ZTuR4/lR2iwaCKO4HifaihLd2QiT0sZtI31a647v/cf/q/ye/l0FCsw45L6kTXoPaIufJ5DKChJkkSmkER+NdjRpEjnbhkpGRgyMxskx72cEYbICLrfvOIDI831YlmUncex/+StfmTxWd0+PLYVwkjiWWusK0nseZfNTdmwTufLRTvk1c3MZG4hm7m9jVWB0TkaDVcl+K8/30dnZqc08QRCI7p6eim3bljmnbA4bWRPmXVz6PKamZPOu8YYUmnUhs4zYTsBfoMDegBmf/vv11W9oAHg/AFxw7V3naOBaAIKAB6787iMHM8l/RHpDeNNnfvbUdQA3P/n2Yx/44cMvTBCJowGAgYM1QyjNthQ0wuDnto23zrQs0SOAaqJRsSTWA8BESz3f4coJzThSMb3eFjQipbQFceRbNBQm+sJEifND1rLkWkvBEImmUFtOFyQ7TBKx4vOEsDTAQgjhNlqhQyTKAHDPky+uHh0cGPdKJdiuO2zZThUsVaM28czg1k3DrWar0ajXCQAuv/xyUwbtjw5uG610dnWDSAshtgLA4Secpu+541evuo41OlFvSZ2F7bXmGf9/LVDgfxK5Hn5ltMnTdl/aGWEyflAttEmHCILAybRYedsAG229z059qrL5I5N2NMTkq1/9qq2UIgBIkmSSnEgpOdEaWmuhlTJzuABGci7tRuxdRkpYTCWhOR8P7RSgRrtFjvevX/96q1KpWLVazZAaG0DsOI7juW4MwK1UKgJAs2/WLJnEMQGpvUJmM+Gh/UDuYCfNn9HWWQG56r2cY3xeg6WzY3ooev0V2IuxV335/vKqM39zwbV3vQPg2Zqs+wG6ANmH23fkiSCyAEr+7y+eumVhj7+vJDqagBcipVWseCSKMcTML7739IOef2zjk4sTxZsZOhLAiG+JLzOjN0p0bahOZ7mWtDTIA1GfK7DJEXjAIsgW8wLFPBwnKLu2HhQAR5pbkPZaSD6EgCrANpHlABoMNAnUQUCDmZsEVNdv2LDl8MMPZ2g1hiRcqZKw3FHyX3lw9eoI7UapechVD929ed6iAwct22n98bsvngy7t6K4oRmOtKTiOFYAQFSUHxcoMBWZn5Lpfwdsr1EC2s7nph9ePi0mcg7fHtLPaH5siLb7dwRMRpVcZNqlqYJ3EiKMw7CTtZaNRmNSjP2hK66Iv/jFL4oojp1MV5XvT2gg0LYp0EhJSpz7u440rTbp5g4A1WrVsi27Ytt2xfd91Ww2jZbK0VrDsqyJJEmU5/sCAAYHBlR3Tw+z1mTZtsquoSFAwK69pKb2Gcy/D7QjVA0A1ey9yWtXRKkK7I3YKywVdoaP/L/HegH6JIDerpLteZZYBwBdvtXqLVujABICxuqhGgPRPmVHzvcsGq46uPPlkXDFhtHoQhB1liy6/fglc7c9vnbL60qu856SIw9Tim0S1CGFsHxbDPoWVimtVw3VkyMipYe0RrPiSCUEOkoWavNK+naS9skapIjBgtgHc0MTDTLTLGbuZOYWE337lCMOGAOAR1esElEUHUhEsUoSDaKxOAzZ9dzGKctOzHvCGJErIy2r3q565u47fk0AcM/9y3HYoYfQOy6+pKgCLPCaQq5xsWmIvINJZW7fvGh8BxF6brvxfbLQTh+K7Mfogna1JmMPAKR6oXqeLOysh2D+GJ/57Ge7LSldZq5dffXVtSnjjKi+hrbZp3Fpj9Emf0B674gXLVpkKWYvbDarzWZT1Wq1BIArpSTLspTneQwgtG1neHBwIMlIlJg3b57YvHmzIVXGd4qN3UEQBDRv3jyZ2ydvWdHM/z+y9RuTT/MgaSoxG2i3CVLIubsXKLA3YK+KVE3Fl951/NBHvrfyI1BxxZP8OgDnEsGqeNbrFGRXrLQ70ojW15vxtxd2e1s8iyplm1YB3LFvl9P1ntcf+uPbnnhhkRDyxFZ9IunynaM7fPsgImFFSs+tNeMnKz71SsKwZqaRpr5oy0T0kkVo+Ba+nGiSHmH2vDJVwQCB1xOzJKJBpbXpLt/FSlkEPSRI2ByHVaQaDpxwzFJ93/KHQwAQQkjWeraUspkkSeX239y5+bxzzmIgTR3ceddd8VlnnjntzeWMs8/l7DdQuBAXeG0iX/nmISUak8iIgI12NZz5mTSWzEiQyB3HmImayLAZb/RW+eObdJzG9ESATGPlXVQTbjfmuuuvt0u+r7L5hfHgQju9aAhTA21riBBtd3fTfw/ZmtSNN97EglWfZVmWlNKk3gx5FGEURZ7rVoUUev6CBa0gCGrZQ1y+0m87M84gCKi7p6fSbDapu6eHgyCoISfGRy4imBEqiTSSRv39/ToIghK2T/lZuXFTo4kFCsxo7NWkCgC+dOnRMdI+V7/4zM+eXFH17FOJ6BTNmM8gS2t+vqvsvq/qyRvLDj0rwSEAzaxrAEAkDkR6k7L7KraItZBEkBVHbqs14wHWPMrMnbUYp8SKI2asjhmzj55dXuBJLLJI+4KYNNQgWG+MlBBNhWMiRUOO0Ct7K97zYVw7yZJ0kIa2bNte+OhTa7adcORBYTo/DTBzlZmFUiq9ETFEpVKRAJLv33yzSOKkKqUUN3372633vuc9u6u4KVDgtY7pHiw6kabILKQPNZMtUzKykhdOm6gP0I6kAO0+eibCAmC7NB+QVbpl4/Ota4wAHkgF3kYM38z2T6ZGoMulkh4bGwMAkBCcrdlEtvKidEOodiB0uXNzgyBoLly0iJgxZlk2qtVOjI2NMQCtlBK2bbuWlERESiklXceVCxctmmpxMB0Ea00AwFqbiJXRgTG2J1QmQpV3oDeGovnX5poXUfcCexX26vTfdPjmPc9f4rvuPxPBSxR7jSheJUC1uR3WjQSeKFtYRUSjr196QO17y9ecW3btP7QlaQK/KMCbGDQngXyXUlxvxMnLSukbQ8UfBlAabqjZUaKe7C5ZLy/udccsQb2O4EEJ/ZKA3vhyjYYk4XWOJecRoVNr/egbjzvwpyueXVNVSr8VJGezELbSvNwWvEIlSXcSR7X9Fx88NK/T47vve6CXQD6D6/fc+ZtRADjk0ENd1mxKjnHppZcM7/TkCxR4DSOXbmtN0yZlLrLqPOQaB2e71JERj+y3RjvSNUmGduXsbaJQ2Z87pPFy4mxg+7TcLh3Dr7v+ejsMQ5kZbnag7fvURNrihXNz+0gJjDkvibZAHQBahx56mBoYHJilksRmRisMWw4AbqbarRiAVa1Wy6VyOXIdJ9mwYcM42g2Nd5qO++pXv1phwCEgGhoaqufShMilO/PXQAKoZQUEDtLrHmV/m2iWKnqbFtjb8L+OVP3gwTWnRSz+FkQdrpQVzTzhWkRKqZWuFDe/8bj9HwCAWx564WDXsT/lSFEVgnoJemUzUr+2iJUW1p8pxa1I6XozUt9+dSw8HYAsOXJWX0ku7/StbsV0pCNF2bewQZB+Okk4HgrZs4Q4yrHk0a4lAOhtHVK9N66NwnL904TtHEckqpqxiVgNsEqGmPXWJIpePPn4o0bMOXznO99xql1dvax14nne+MjwSBkAGKzeeemlY7/zxVl7pxittZYB6NPMG3qOfuOT/7WrXaDAzEGWRjJpp6k6ni6k0SoJYBg5/RWAiaw6rwttUXfttzH8zIiAjZQImMiMhTTFFef/RltgDkwhgLuZo4p2tV+9v79/Ipu3B+0omyFUJk3oIrWNALI0oe/7fQCIiFwhxLhSytFaN8MwnLy3zJ03T27ZvNkQw7xFyw4kMAgC0dXVVWFmsixL/cVf/MXU1KuJ3qlsPeYhsYWUtBqReghgtCBSBfZm7PXpv6mQ4JWuwE8AHOBKdmLFnczoBYkDGTjrF0+sm40k/nnJsQ/UgC0FlYnIBsMWQpxErF+K43i5ILnUs6g12xNPbRpVL0khjlvQYZVmleWasYjeFSsISfAjjYMcQW4MIUq2HowUIkuIshRImKkjVnw6CfFzrfULxDhIM48JQRUwygCGAFSkZQkA+NUdd0oi6po9d958rTVrrXUYRtxsNUdsy5Jz5i8o33n3vXOVUs1zzz7ztyZXwxPNuULQLAAQRPuNPf6fI9BqFhE2VY+/ZPN/6z+iQIH/eeQ9k6ZqccaQkgrjJ5VvvuwGQRDn3nMAdGRtU/ZIz5MRgbzOaLLfXRAEVn9/fzNHtlQ2D+8JofrWDTfIJElK8xcs4PGxsdFarQZs74RuSI45LxN1A1LSEiHTgvX29nphGFYAQCmlLcuKLcuKfd9vXH755Sai5G7ZvNlU7sVTqv12IDyZ7QKIiJVSIggCYYhRrkXQZBQP2/+fzDqNF9cOdhQFCuxN+F9Dqv7l1095EPIwgAcXzq7+e9wYtyxyzmEp/pKIOok5dCX2lULsSxKtRPNQzPpOgE4lxhCD5gpCkjDN7XDolbJMHhVCqETj0FMXlV5JmP4DoFMACIA3E2Eeg3tiRZ4l5EGC1HpBYGYeJuIxkPAksRSQp2i3MtiYGH2owy21AH2h1pwQawUiBmNTEscjAGBZVicYrgaVmBla65aUsmpb1vjsefNJCukDgJSyvPzhR+snn/T/s/emQXZc15ngd869ubyt6lUVFmIjIAIEBa4ARZEixUUibVmyx3a33JanO7pjuh09siPai2bk31PxftoOtxUTLYesjuhWeKZnuuXxrs2mSEkkRXAFQYArFoJYC0Dt9dbMvPee+ZF5qx6KBRAkQYCA3hfxorLey+3eV5X55Tnf+c4n35OA01jXCUkJCEQiosk9BJhRcrbSeu7/+mb17n8z9SF8NQMM8KGhT8+02NsPRaVb/3pFCipF3oOvjKUGxP5GrorPq33bfxCR9HKhdv+5nEPAinH4ikOHPH24mEJwzpUUKwUAY2Nj7qtf/Wp/o2ff67Df4dzrvqg4f69vKnW73XIQBKkT4VDrVqlU6kxMTMjv//7v+0bN/doy1Wg0fDpRI69gfMd8TE1OmrGxMWetZWNMtizStJwo+dY4VeREr408+qaL9y9GwzXAAB9ZXDOkipT+VyBaCwDHzkx/+7d/7tbD33n+0EEi/lvnsCkK1C1KU4mcm1WE6+KQnm6m0oIzP44CFXaM/EsivikK9E3GmJcyQqyIZkEUCmjYGXMawH5Wam1JqzcCcVEp1Lc5EWLmqog7Uw/cy1rpJ60zB8XyJ7VWW8TJHBHfVh0abpJNxsQhStPkVGbs2SxLDnzugU+dXD4WVmqamUvGGCEgqdaGVg0PDZ1tt5c06i+/9GLwwjNPlzNjsq9+9asX1cphzSd+eW7yxe88w0xjEaVNmPQ3lOt9EgBg7f8M4D9diu9igAEuB/qEz2NYuln3ihYsF4K/efveer6ZsC96CdF1W74YAAAgAElEQVQnsH6f6Lc3uJiGwD5iw8hbx/gqxGzz5s3iXM6xjLHLCYdvtux76o32vd/Bklh+CACyLHPE3I7j2Jos63z5y182RYudCs4V6Ptz8STwvGMoCGCrP0LV95lrNBqe1CksGar641gU1dBYIoMDDHDV4qonVX/w31/4mGK+f+NI6dZQYxIAylFw6/dePLyDlCqJE6MY+0XcSQbvIEZLQ46SzXqf2/XxVwHgJy8fvlFxEDHTOiIiS3CpICmBYgG6IpghospDO2889tShqRlqzd9WVpiCuJNOaFuWuVYntS0O3JlVteDs6fnssAEkIGkqwowAwsAaONkISCkIgo+nSffYmWNHmsCn8OTu57SztlQqV1vdTtsB6KzfuKF58M03xgAaVVpjeno61UEwHeggmp6eSrIkiQAgyF2O0xUM9lbE6k/8T2cBnAWA9u7/0gTBQqTJYqN32XSAAT5q8L36fIWbt0Z4h49SP4r/Fe/55NOBAKAKL6ms2PaiBad9xwRywbUtjEbxbvvps0rw63n7BwAYPnr0aK9er7tKpZqePHmiP8UYY8nd3GDJaNSjU+xnBDlpTLMsy8rlcpOI3Pz8vCeNAfLIkRe1++pIB6DSaDTaFzMX59NCjY+PJ0UEzPtPhVgiaYwl53Vv8TDAAFctrmpS9X/8zctjw5X4/1ZEtY5xmom/oxnHRkvhOmK+2Ths7xl3whj75KqqftlZN61YKomQfPb2jy9enLSiNIOAgCOArCaAGHKmk0lZMVU1w5ZK8WkAmGomNMzQitV1xEhSIzNOZN45mWulrhsszNRqKpxmhoNQmwirmHBKER21DlvEyWmbpa49N/t2uVI1P3j0cSqXy2uZWZksAyt9WkQwOzsfxXHJpGlqABittf7cIw8nAJJGo0GjoyOhOCFi8uH/9wybdv+SFQUAyk6w51J8JwMMcBnhb+JzyFNIHeQ3aJ8KRKPRuGDVHpZ0VH75vOTgXRD17YeQR8wu9v+yjCXC0cKSm7tG4aU1NzeHubm5ZNk+Qyzplfz4ffqsV+y3iiXdlQPQ+cpXvpIU5pxxoe9SyKsjgTzV55st+7G8rzToBVzRE7yzVdDFRPMGGOAjj6uaVJUCul1AtTDgWqA4FkhVMf2/munfW8EYgBIDqmdljIDXrEg3NWRnOuamP/3B/vn/7fO37dm9/+BqrcNVWeaeskLbCOjVAuwxTj0sDrMAHJyELu1u/W8/ee0Q6/CrHOm7DMjWQumw4KQ1LoO4Y6tiGxDpm8G8yYlMEMGQcxMQN+WYN4uTpji33hj78pr1G0dI6VE4N5t0mkrpgIwxQViubmWlVokxM5Xa8LSbn20SERHzoo7ioV/5lwrAepMlgbX2wC/cu/N9VcsMPfQfZvHsN77RTGxYe/A/DLrBD3BVoYgGdZFHYloAFopSfh919V5QF0pdmcKskj5g1dkFe/+dD0Wazwu3DYregMW4fBoSWBY5KyrqfIqwXztFyKv9BEsRKi/C7wLoFtuGYRQxRAKl1JhzDkmS+PSf77/nU4vnnZfi/GkFC4kYeRrTpyG7KKJRKzjYBzh/S5sBBriqcFWTqorG3q7DW4HiuwmYjTUfh7jtYNqjgFshFOZicJnI0uQVHYR0pmX+2ULPKmK18S+eeOO6LaPxRmtxN0hFzpofDGn7EwI/6EjFkcbHjGASAkfMcbUU/zyYH1SKQiEuW8HxWMuJkkYCiwXi4DYSNymQhIhiiMRwFoBsEgcy1jgiTKkwHMmsdSwyq7WuqzCeMQ6folBXBBSIYBKshrrNOTp5/PiJIAySf/Ov//Ui6WGlthHRdUpriDgAeOV9T+I9v21rS2XYAwxwtaGO/DqmAaBIuWXI7RMYgGk0GkFRxaaw5JPU86Lrgqx8UG8ZH33xyxeFgkD5aJFgSaQtWCJbhFzQ3Q+fnvOEKkE+FwZLzu5eZ6aQWzB0AODrf/Zn3FxYGJOcUJWV1k2yFsycOOd802gvIrfni7h985vf1PV6vQwAX/va15KvfOUr/elXXwTg28944X8/MfSE0ntv+UjdAANctbiqSdXvff722f/zH/f/+1jJl5mYCZIJ5CTDaYCeNSLdQFE4VAre+MW7t3afevnA25poZDjWQTMxs9U4+CULdT0zrYbIggVvM+IeD0QyhjsoQmtY5E0FN3W2g52kUCVQ4AQqMfZsRfMxxVIj8BrmcMQ5O09KbYG1zxDhsM1SC3HriCm2Jquyww3CqJC4YwBqSa+bdIwxqlRbRYRQrFsIFK8XEYaznKRpGwCsMd6wsIDoxeu3XN3f4QADvB/0Cbk98fDpN0+QfLoLfev4sn2/fMnanxRRrvfV7WB8fLxTED7XR2B8BMr27R/A4tiryMmIRX5t8CQGWCIvbSx5YqlGoxGPj4/3et2uJuZEEYGZM8WcKuYsM6bt0tSbn/oWWe8gVIU+KohLJR1HeVCQlQoLMsVYmvty8fLf0wLy6JWJ47hcLpfLANDpdHy/Pxo0Uh7gasdVf0P+vV+4berPv//iHyEubxsqBTQUBjuck9gBEUApE5oQuffRvUe6JaU3VQL7fNfSw+uH4+3lkI4yIQSobJw7qxgMpcg5c5RhzjqHR7Nu6+0989G/i0N1TxxQfTjGi5q4bK39KwV04dwnwbzFOYCYImvcKwx3FuI2Cqm6JTUkzh4ynXYniKKKRrCVwtLtxroJl2TasV4TE20hra9zIkdBHLHWEGteOH3ieBsA4lJJ/vbv/n4EAJKkN7/2xp2HCy0UAThwJed/gAEuN4qbeg1LKa9qsezF2j3kZMPrdmxBRPrTWB8pg8kV0l4+4uSX+xEij0B5wuR9rzyJipGnAA3OFcArAKjVatn8/LxmZg2gx8xtECVZ/hBXQk6EAgClRqPRHRkdZXEuVkq56enpTrEOxDnlnAMzu6TX62/DU0IecSrjXJd6VZwriKjqjaejKOIkSQxygf+AUA1wVeOqJ1UA8Ftf+IQB8MYPXjz8CICyIh6GSCcx7oR1GI5D/aAQjRjQx0cr6qgiecw6UOKwVcQdh8gZEvdMxDIvTrYZKEDk4P13bD0FAC/94NWN7dTOKuYoMegNlfGNz9659e2n9rxaD4KoCiA1wtudZQeR+Qgy5IiJtdpGTlLLajsr/VyWdKdUNbiBCaEiqgVxvA1pJsLUJnFHtQ5iIfWiE3FCqlytVidm52Y5DKOKiCgAUEpXPrNrexPAS1duxgcY4Mqgz1TTu6enyCM1KZZIhqBoIFzoq3zKr4uccNG7iNevOPqqByvIIziqj3h5G4gelkiUN/j0DZ99z0FPlBatHSYmJmy9Xp+1zinFbEHU+73f/V0/Hx2vkyp+1+JcCADWWh4eHg58P8IkSWySJL2+48VxHJPWelgHQdxpt22apj4VmhXrdAGUnXMxERkiMkmStC7WZHWAAT7quOpJ1f/z1Ju3AlgFYP9YWXeZaRszbWDBKQvEAN+qFFdBWC+EEwKMCaBAmCtpJCLuVU3ymrC0BGxEcr8YgdQWDyLykoDuJUinHilhwi8/uef1Zylpm6TXmsyi+pzlwBqHlmYqhZpetw7rSfOYwE0AztbqIyfnJk/HBJ4nUqPE0glCbtk0fZ2I7iLmeQJNSyGSEpH0S1/6dQfA/X9/9ddO5d5/UEoNnuQG+FmGT+Vp5BGqLvLOBN53KkWRRltmcwAAenx83Pfc89qfd7U8uFzo03wJ8nEtmnAij/j0pxd9JM4A6MZxTL1ez0eR/LWrtdzawZPSNE1LfiedTme5pjLrO3amg0CZLFMAUC6X7fz8fA9LLXkW/aYajQbHcTwMgAiIgiDQaZrOISfASbHfShRFNkmS2SAIdJZlcwNCNcC1BH73VT66+G9PvXkDmB8E881g/hVS4QsEmYbIMa0wWw317eVIVUJFCqAAgHMi8wCmReQIIDMRy9OKZJYJYKI5zdgQMG4LGZueeeVQDQD+9y/c+vfi7H/cXA/2hpq6Aiqx0o+oIBzWWpfZGRiXV9xYkaRH4S2Ww1+yjowFD5FzL3XbrWZYrpG1JrYm6wlBscipuFI9IUnnv7NJvgNWT4nIhLP2xOjqtcf9OEdGRlrO2Y5ztrPv5b3LBasDDPCzBG9ymSK3UuiiEGQXrWBsQR486fK2A0BfGq3v82qx/FGA95niYvlCZM8CSLTWNDI6OhTHcb1er1ewRLR8xR/Gx8f7KwdDAOh0OiZNU+50Oj0AYaPR0AXhQlGd10ZByqYmJzvWuTTLMjMxMeGP3VtexTc+Pp7EpVKPiBwAaK27yNOQMyiiZEEQBMxcKZVKpTAM2xfb93CAAa4WXNWkipYacwJADDhmwn4iTLBgRJPbB5E2E5S1drdY+6gmeVpEJkRk1lr3BiAzVrDBCZUU7Kc0S0kzHDPGiHDLY7tfZAD46i/ePknAcYiAxMbMZFnptaz0+kh6R0PJjlS0BEMhbWGiO8BcFeJa4uTNLgInQbzOWjvsBKetSU85m2QibpSBOyv1MfrUJ+7ofeqWj2Wfvn3bES3p5MKZYyNPPb83AIBHHv6s/NoXv9j5tS9+sfNReaoeYIArgfHxcVc4ps8gv2EnfS8AQOHBVC1eviVMZ1lEJOhb7o9mXUn0/297K4gUOUFajCYVRCQDYOv1kQWllCEiR0SrlFKrkEfx3tGqp8BidaExJimOEyAnnnFhheDnefF8mgsLut1uK+TO7DXkpqDvIKOnJyaaYRg2mVVnfn5+ukhZLvYerFQq3SiKsiiOU1bqI6VrG2CAS4GPyhPa+0KWdN4I4spmAGPM2KfF3AeiiIA0jMK/liz5BQ3UrKj1TLCZoGRS+yNN0gWhTqBT7U7SC6N4LcPVQCTiMEaa15HQGXI41X+83sLMP+kobitCLWDXZK3hiJNNH7tx5tTxY7eRxjohrHZEVeOQiAiYeBUBmzIEWyEyRSJdAZVgAUi2GYphUtd79uXXXrnnjpubP9xzYHOoy58DJAs4e/HUXPeV9fWS7N5/aBRAzVk7/emdNw3Kjgf4mUVxM68UL4MiaoNzBdm+gk2hcDhftpv+G/qH7o1UpPa8dUDPn8/X/+zPApNlJZUTjE5xXv1O8CvaM/g05n/91rdUr9crOyINonKpVMqYubewsJAA4D/8oz+qRWHIxpjsD/7gDzrj4+O9wsLB9/PzYn6voyo3Gg1ZFoXq79/nvb/88jmpu4KIzS97b7Ey8utf//qItTYEgOGhoebFzd4AA1w9uKpJ1f/yyC4D4LsA8MM9B+qO+EYRKAWZb7Y7Uo/VM71MNlnYWDOGteKd7GTGOvcsQBOfuWNrGwCe2nfoFJg3i7g2KT7lrLNWMA2R3iP3fsIBwDP73lBjJebJM8deDeNSKEP1rUJBR0zWOn706A1Kq61EWMsEcs4ukNBepfSL1mUfAwABp7o8NNGePHlEMUlUKt8XhOFaIh4BqV0gGtt74NjjxGqX5JWLkYG+8dSJY68deRslVmobACitVz+557WXHrjz5g/tRjC97x+vJ6LtEGlbJy+s3vn5QYh+gI8EChH1GHJCFSNPU/k+e56IpMh9qvzyO6wOitYprlj+QH/ffUac5gKRZC+iB/r0UdbauPjJtaGhsLmwYPAePLP+3b/9t/bb3/7L6VOnThIAYWavyyKtNRSzEhEVhmH2J3/yJ9JqtXo418vKR6n8vSBBng7sJ3Y+3RogF8d7UvWetVDGGJtlWb5fonPGuVLvwAEGuNpwVZOqfsymNFYKcCcTlTPIq2Mh7RbnhjWrDoFKTFRXjOPMehcZUzGCE4/tOfDcI3dun7//9m1vPbH/yHHj6NMh6FYAZzTJW04ET758cG3ILiLCalFhpTo0PEesSoq560xWtSado4BWMakJgLcKeETEvGKtezakrOVIhQ4UiHOzMZkFXR+Za81NS5Zlh5k1caCqAPWYaX2aJg8xOBAgJSC0grN33XqTfXrfgcVUhYiwNWaxNBkAvvWtb1WckyAzWfJbX/7yBzPyfPtJImAHAQyiOhGuB3D4A+1zgAEuHfw1y1fAecPM/ocM36bFg7FCNOpS6HkKQuVlCA7vNOn0WJ7aAwCkSWKDINAAkGVZgCIt2Wg0uhcr4P7Sl37d/ddvfWuagKqxludm5xQAZYxRQRBEzOwAiHNuCEueUQ45uSsjJ6XeQd0fk/oaVnv7lqwYn/ewOu+DXX8RQLGsAdgoioiZAyJyszMz3Ld+BQB7B/aBzGGAqxXXDKkSwfXdzL4VKN4K4GNzGW8biuizivk6DXSckyMsclqIdoj3SmEaATD/2POvqiAqPRRo/QAAEpGaEM4IqKeYbgGTlizpEVEclSqriVAG8TzECYiqkqWnXVTaycwbABCzQgDsEGdOBHDHCFRj5aatqE9TWEZlTfUtAYaczeYEapqYOgBGRZwrK3ewZbhsnEzH1eEDADC2Zt3c9NnTs0SoOevOfubu2xfLwf/8m9/UgQ6CzGSRiMR//s1vZr/15S+//2qaLQ8I7f+nBN6LRqT3LlsMMMDlhE9dWeSaqibyKrT+CIcsW/4wox+qb5nPZ15ZpN38eSySuXa73R0ZHQ263W7U63ZjLKUxNS4yEtTnYJ4ASKMoqiGfn4iVmmVm1e12I2OMT+H5XoC+ubF/SGsX73kdlDdLXWwjAyAYHx8/74NbcS41fz5Fux3f9BmFH1Vz2TY+0ofi5/vqNTjAAB8FXDOkCiJvE9MuEI0S5Kh12GkcpSCEAhgI5hSw3jl0hNhpkuEwDLNn9uzbVImi1YapxESbmKnqnJwRyI1w6RkR55xQiYnfFmdrBPREpEkkTERtAjU5DMUJp3DuCLO6HpCaInLFpT0A3CYBbSLiMXHGAhgC8VFWQWqBg9bKmYDlTgFvEbhNI9XwryaPHlzQWVUBq81N19UE19UOrjTskfqIm5ufCyESEpFkaRrjA7Z6SI19TiveLCKt1Ts/f/KD7GuAAS4lCouAFoob73kIjGs0Gp0LrXMJkSEnEIyl5sArot8bqyAfJQBudmbGv+2QE5AuVhaZnw+LzZwrlUotCIJEKRV1Oh0xWVbLskylSTKHnCT5voijxfF9+tSTLKBoTVNor4B3RgEvBG8e6glcvz2DN2j1Qno/H17/5o1KB/3/BrhqQd7V9mrH9557sy5K3+GEbgNkCgBqkdZE9KATySAyo5iaTKgyY9Q5dMQ5C5c9FpKbdRxsIhU8BKLVAJWts2dIXFey3mMu7R5UQbCgQJvBvAMiXYjsJaJpa7JyEMUmo+BBZlrNxKMi8oSxdtaB1iuSVQHsASK+m5hvN9adtta9bYFDxNo4a49LZ/Ykleu/zEpvciKpc+4VlSycpCBeK8DU/XfeeuhCY//GN75RikultVprSZOk9Zu/+ZvTl2fWBxjgysO3R7mSzXjfa3uVRqMxgqXqxBaWomnvOf1VVDtqAFwul+MgCHpJmlazNI2ZuQqAnHNNa+0UcsISI9ecRcgJ3BT63M6R+3y1i333pwvxbinJIo3nW9NkyNOw/vy6AObP0/qG/DkMUn8DXM24JkjV9557s6J08HMAWEAjmXMHxNkjgVIbtKZbCLQ6VGobkUwFTOsFVHLiJgFwlmb7Y9f9oehQQ4U7hPg2Ad+cOZlXYqekefY/mTRxpXJlkqPSIwD5ipmDYtLFi7iOyx0HXk8Q5aw520N4PYBQkQxp2JYmjDlxmwAk1sq8kD7OWi8A2Lt9ywbzysG3Pw+iNQCJc/ZkSFYROBKCcaAX7r/jpsnzjf873/te2JxfWO1EKAzDdHR0dPKRhz979X+xAwzwLujT/RDyG/L76r/Xtz+f7pJ301w1Go0QRZruvTi0F8fYiKWo0TSW/LYclkTkK5Krv/z2/2AA6rXX3/Btefx59MbGxthay2mWxUmvV2HmYSLqOuc6xpgp5CRnDMBq5KQnATAJwIZhWEvTdEUPqvcwNl/lqJCL8Yf9uSH3EhvICQa4pnFV+1QBwE/enCSlgxqKsRBkthSow5VI3xJq3qSI72CiCpGcUoQqCF2CnFJK7wB4AytVA9H8ULV6UIvZm1l3pGdFG4d620KFUTRlrDmz49bbnYjkIlSigJViyntnAQA005xkvbaYtEnOfDwme4smt9YKLVjwSUAOQfCqWHdaiFtg7jrnAjHJbW++8fpWDfuacTjsWB1QzuwlUjViqoIoZVbRyqPP0W61JC6VknK53Auj0D715BMf5pQPMMBHCQp9jYS9QPoDIEZOVOKCNK2IgjxExfGjgty9K/rSfgGWdFO98fHxXqFV6tcxBcu2VX/0h39Ym52d3djt9kY+ftP2ISw1kc4ApL/zO7/Tmpuba3Xa7Slr7SkAp0VkxhgzXezfi/abyInOFICkXq+XKpVKaXh4eKg2NPS+57AwX22Pj48vFOOLkGus6nhvKU0/5qDRaESX4HsdYIDLgqtaU/WDFw+vJqJ7kFeqWYgoEZkgSB2ggInWseIyiUwC4gB60RqbMdMN1spe55AQUUeCUthqt+9kpiTLbKfn3EtMFBLEUhBvjWsjh+rlIBseGn5mfmHhY4ppzJksJtAYQE4IZ7I0ZSIiAqpEvEokO6OErhfrTpFND0tczpxzZaVUx0LfASAmkhKTdIWYyJkwNp1XslZS5VJ5jVKRAfMmciJa659caB5+40tfyn68+/nUGFtpz05ODsLnA/wMwWJJj3MpUkd8nuXleL/H8UJs376liVzQzViqzPPVhF4w7hHqQAcAkKRJGEWh9+jyhMOn6HwqMWk0GpPFfn1Uj5ETuVYcx9U4jgOllMqyrORESgS4KIpKOLd68h0oSI53fb9QI2RBrttaPM9iW3o3+4S+Po8oxjDoJjHARx5XNakCcBOKpzlxbjLpNHf/6gM77aMvHbqOWRWd0N3RnOSgaQXbATpjHeaZMMREASCageuIeA0AVdbydprQaiJZHZB7FYCO4lINwMyOGzba3Xv2nwajAnEbBFQVsRPW2Mhkab1UHZojkLYmbbksMwQc0SJHut127b5P7ppEUfXy030H9znnVsdhkNrUjOZDEctKVagycgu03uzEKbLuGCCmtzA/BGyeWXEGAPx07xvDcW3kRrGmWq5UNz762I9e+flHPvvBrBUGGOAjCE8MvLanEKW3cek0VSnyG3m/kPodKI7bw1L672IrDL0o29sT9IrffYsZX2W3knbJZpkxIBKllBUR78Gl0VcB2Wg0uFKpxMYYH2krIU8vBlgiOGUR0caYAEDmnNNOJIRIL8uyixlLjHPvH0mfdYI3EjXI55CQpxldf7q20WiYC1USYoksAuchuO+B3A0wwGXB1U6qFpBrAwBg4Vcf2Gm/s/u1kg7D6wXSZZLnGFgPuIAJM05ojXVykIjqTADgHBHECQ0zZIqIxjRJb3VJ/sJZcx2ActHHqg0A3/+nx2jDps3S6XaHmBGJEwXiIRUoA9CosQ5E5JRSL1ljtoizzaTbtUEQ9Ff9aOQXuRaA3hd+9dc6WZaVwyhqdjLcxEqNiYAoiHbC2UNw2YtBFJWe3/d6+ZO371hRL8JKDcHZCOJiYg6VUiP/9Njjvc898vCHeoFpPvmN9UwYqkTqID75vw4qdgb4UNHvCdV/Qy5upJfk76+vBcz7WrcgDSXkJKA3Pj6eeSE9lho9d5CTEt/w2es0gZyIeG3VOfseHx9PG42Gm5g43b15x8ftr3/pNzz5SRuNhiquLUG5UqlZ5wLn3LBSKrPWLhKvYv0MQIeYdZpldedcu9PpOADzSqmw0+lcjD6MVliOkRO3Cpa8r2axJEB3RUrVr6/fReDvKys9KVsJJZxra/G+tGADDHCpcFWTqlJ1aH+3tdAqlo88+tKhalQq/aoAZXEylWT2WDXWbxJkTADFhJ4QBQKMOZGEiG+AiHHgBJADcDIFkUCArToID6S9biBAct+uW9Ld+w+VRtauv7nbS0SsccT6lcxmu0C0hjlMgzBUklfzRM6apjXZ4cxko5nJ4vn5mc7f/f0/6KTX8w7GAIDrb7y5HI5tXLh7U70LAI+/dHAa4HliXpVaOaKACQhVA+JhERnavWfflLNumpUaA2C3bL1xdt1wLCIyS0QbAcCZbA4fri8PAKD55De2akW/AgCd1N1cBv76wz7mAD/z6L95flSvXd5egZBrrQxyIsjIIzVdLNkG+PHEfdt3i9eK6bGVqu8KohIV+7HWmJKIRABIlryoWshJirctQK/bNVrrpJMkSbGOttZaAEGj0XAridX7tGTAUtTNk7DFcRf7SwF0l4n4Td/2F0zXFp+134V4rUTuzou+SslsIJof4MPAR/XCdFF46KbVAqx+y//+w73Ne0G0nolWscIGOFtRcI6IpqxzCwTMJlZ6DoRQ64eZaKt1sg8imWY1pdjdCajVgJx2IlP37rrl1LP73lTPv3qoDGAHsdoEVmDC6U67WQczhHiGsm6oglARoQIAAtRZaZI0EXHOOOsoSXr1TrtjxsZW8UKrme389M/dHJcrtYXZ6YUfT53d85ld283Du2489fjeg6ECRwRYKyKauC3OCAAopavMEgGogFX01uFDlcff2DeVpml3245b94nIiEm6HWNN20epfvDo46pULo8AQLlcnvnkrtsvCeEiwoa+5fWXYp8DDPAu8JEqizzdFFwKV/RLgT5NFLCUGjPIIyc+deVv6BZ52k7h3HSZr7wTFMSniHKFOLcf4HL0X8crSZL0lFIKQOqs9SlGH/UJAHTK5bIjojhNU9+2hgBAa81KKU6S5HwEpRyGYZimqRfYLyde5eJ821hK/S2iP12Li4guFg2eg36n9b5ooJ8/hZyIXjDCVhBCP1dBo9HIrqQNxwDXJq5qUtWPpw9PExECAG8pxjoSNLVmC8jHRaTDoLIT97IVGQmYa0rROgJBMdWtRcpitRBVmGkIQmxNtvn5/W9GSvE2EIWKsdpZmWCgYozRWdI9ZYUQVarrQXAgvCQiN4jAAMSAiDjpGJO1nHOUpamsuf6GoQ8bUOIAACAASURBVOrQ6E6w6nEYgohTAGVWPIK8rBkP77zx7ecPnJzIeu2HCOCQpSnM7JxzIJoTZ+vQ0XoH2mTh3Mi6zc9kzenOwsyU1y/YX/rC5xcvdJVqdRQiJQDodDpAXu3zgUHA6xDcCkJkney7FPscYIDzoe+G2MFSei0uohgXbWfwIZ0b4VzDS982pz8y5PVSSbGsx8fHO33NoYElctWPRe1SMdaV0ltZse9KsW7ZWjsZRpFEcRxopVSSJCpJEk8ggjiOh0TEsFJlrXW72+3OlsvlsogMEVE8PDz8Dq1To9GgYh1VKpWibrfbK97XyMlahDwi5sX4/SnHRRQRuHd9uOuzt/Bz46ss/XsjxXEWkJPOFffZV3Hpo3Z+Dgf6qwEuOa56SwWP+7aOiTh5VcQtkMjzmtxTJGJF4MS5MyLu4Kdv23rMZNkBpeg6RXCKpUMis0T4J3EuIUAgkjlxxxgyRkTriGgHxI0QIQKr1Fg76bLkCLMyNkvOdudn9yhg93ClNOfSZBIm7YaBfuXeu3Ydffih+w84Z+fXbb5hYXhsbTBUH31AB3p9FIfrFat1QH4FZdA5DujZwiQFkp1QYjJrzLCIy9I0PXT37TtmrXVnHXgEItYJWmGpsspap4lQqMTcYorkH777vVBEykQEYwwppfHDlw7d8tjew596dM+B1fgAqNz/25OtxP5nEfzn6v2/PfBwGODDRv8N0AuiKyjaKV1hEM4lQ55QAXkUqI2cDC4sWwfIyYWPsqwk2n5XsXYRresgJws+MlZlokopjjkMQwrD0G8bAIh6vd7qNE1rIqJ0EJjx8XEplUoURVE7DMOOtZZXsDHgIAh6xGxYqXTz5s1mGWHx7Wwc8qKcDvLWPSvt611RROz6iZLfv49Y+s81LkzS/Da+QCBDPtfLGzqHjUYjvlh7jAEGWAnXhPnncjy1/61AnPuYCgJmQuSMEefskfvv2N4EgKdffesLivluAkXO2bccqb9gsf9KMd8KSJchP3Emm2TFBKEHBDLvnOuaLH2mtzCbobi4Ka2bcaW2CvkT0wZxdsYac9Zk2fxD9997FgB2v/xGBGfuFSdlCsKbidS0EFkiOoisVyGAxWYnZqenXv/C5x4RADiz0KO3Dx+6mZiuJ1BbIBOTpycO/dIv/JwAwBP7Dt9IRBtsmsRJZ+FIa/LkySguxUEQcBjFc5998P70H777vTCKolER0SbL1qRpNhuu2hiUavWtxTTZcm340U/dMHbt/QEMcE2iiIh4X6o68ptiF0D7SqdxijRVhCWXcodcT+SWraeRC9Zd33ves8ouj7r1mWlipf0tW3cIefuZYaVUorUuRVE0q5TKOp1Oqy+lFzHzmiAIlNZ6pt1unxkfH0++9rWvRVkuXA96vV4TRZqy/5j/8U//NFbMoTEm++pXv9otyFK17zQMlr4jb9/gG193VpiPEHn0aDH1WbznqyAtlkiTn2P/mY/sBQBmUFRh9llHuL7ffTTQEzFPstrFMfvtG4AlC4gLzvkAAyzHNUmqAODHe94cUVrfQkTsnH3rwTtuPOE/273vwCZW+m6BGBJ7KLXcDQL1a4qoLCIiNvsHOHMIImMqCEs2S7cSJDVpcthZO5+mPbbW2lp9tEXEWyDuJiIas9aeFJEz1phTD9x79yQAPLvvjS3OmvsAgFlVHGgSrOaqUfBmt9O+U0QyiEutMc/dd/edi9V9z730ymZW6m4QRUS07xO33nROiu3HL74+1pqdDOdOH28FYdBev2lLlZlHQCRpkpzutptaaz3U7XbDNE3DiRPHz15/290bh8bWbi52Ycq14R8OSNUAVxP6KunKfW+3Pwo3vkaj4QXaQJ/O53KW+RdC7NEwDMtEFEZxnDKRnZub81Ew30w5Rk5MWgAWip6KFRRRLiyRoxRA80LatYKQBMhJYdJHtHxatIOcwCQr9D/sJ2Q95ISn/7v1uqy0OLdVxXk1i3XHsESu5ovxRMV+LfK2OL2CnPpWPP379072Pn0pxed+eW58fHzufGMfYIDluGY0Vf34x+df15U4vh4QBgBmXgfgxKM/fZGHR8fUvbdvP75772s9Yo4FOCtCdSeYAQQkYKX1mbt2bG8CaD71zAtVxTwEIkXEa5zLZnWpNh8HQQVETmwWikiVlY5Yhzc450625+YWPaUYkgpxKuJCa9Izxw+/+Z0Hf+FX5Pjbb+0gpiEW0k7ouDHdxYvN4RNnFJjXgygVSC9J0uHvP/r40HNPP9kcHx+Xp55/ibNWMwrJBvXRsRHnLCulayIOECGtdS0IghnnXDkuxSzOltdv3DTSnTp+rDa6pvDvksPvl1C99vwTQRgGoyKS3LjzvsEFZ4DLgmUtaQRFg94rRaiKqJP0RckMllJhQE6wfLuWy4La0JAkvV5FRKIwDMVZ2yGljFIqttb6FGMPS0SntUKUz6fUgJyEhLiAzcQFbCi84F4hnxu7bDtpNBpeb+aP258m9BWNPiJpsKQxqwA4i5wMeeLm7WrqWCJOrrDfWDx+IXr30bMI54rebbF9gDyVuqrRaCRYKiAYYIAL4pohVT966c0Ss9pMrCiKoh1CtIWIDJzbK07md+8/VKoND98hNht59pWDx+/defMrfZuf+en+t77vGJ8V0Cpr5deefeXgE0Pl0v4gCtdAJBAnsM6l5aF60wq2AdBEMO3mXIuJp8LKUFmAFEGpXlm9IUDxD2yzdFLp4KXMmLG01zs9tmpN+eSRw3URWUvMRwUUEOG1B++7Z7FUempqahMTDxHRGmfsnEkTl/Y64Y4dN5cBtMMw2oyKWw3BdTroTThrYskdmksAQMzJz+fVf1OPPvajWrU2TM450oEuP7xz62sfdK7jKNwMIAIRDu59GgNiNcBlQr+fE13Jkvj+qFSj0egVxMLribzPFHCZdatpksRKqZYAbRHRQRA0AaDwq/LRszawqFnqh2+TM4clkvGePMD6LAsCLBmcJugzJ12GDpaiXLYgzv3n1U/uvPDfR5E8GfIVkt4aYlXxmSnGMloQI1Psw1deOgDrUFjhIO/B6Pc1XKxzsG88V7QgYoCrA9cMqVJK305EFQE2BopvEMEsQGVmfnts9erjM5NnNzNkI4gYIjt++vzeI5/+5M7Ftgc2rk1Id6GkNa8H65pzNmu2Wpmz1gEQZtUl594w1gW+51/a7Y5Ya3vCEltrYg7ikwAJswpRtHn41CfuyP7Ht799pFypzpssQ22ovi5JeqLDsOWcq4LobZNl08uGEwvkmBPpZiaz7eb8sW677YIoUk88/ayOK7V6FJXSLE3SIAyYJOjVqtWZheZCXKsNO0fQT7+wN7jvrp2Z1ppERJh58UL1/L7XwixN5b67dr6vcnSBhIUuHkpx8C6rDzDApUL/zd3fgBeNJS/zufRfO73Gx+t0eli68V9WM8okSdJSqVQiACIy1e12dZIkQXFO3Qtpzwr9UYr83H2LHLpY24pllgVZcUzzLl5UDsUcLaui9NEpn+7tR6nYplass1Acq4ylyNZ8sa4U5xQjJ1Ud5OlOU2i3YuRRrzLObc3T65sDv58BBnhXXDOkCkWZLRF1hXijQIZI5JBWmJuZPH0bEa8hovUCOQ2Iicvl9S+8evBk4lQ5c67OrOatoBkQbyRQ5CAfY5FjAMhaO5ulae/B++7pHJvp0MSJYx0AZeesMWnSc84dUlGpo+KgKSKzn75928JKJzg8tnpUK11ipdrOmCml9am7d956cvl6IjJDRGPi3GQQBCfmZ6Z47cbN15Ur1UixqhNRzzlXZqXnIHLWZGnr1MkTdmh4KOj1uncQs1JKzT+/77V9Y7UobXVTnWQmyYyb/enzL40ppUeZFXa/+PKpez9xx3vup0WgCRDWQpAy0Xnb5wwwwCWG19Z4ywLf2kUajUb7MqdnMiyZWJq+9/w1df5KeGgVNg0ZchIQICcgvjrxHSm4gggxlsiPt6sAlmmgLgI+1ef7MV6QUK2A/irKxdY2yL9nb6LqSRSw9Lfgj+1Twp3i1X9tW1N8FvRt7ysvw77t/Pteb9ZD4Yz/HsYxwM8wrhmh+o/3HlzFzFstaIuARjTzBoEcD8V+F5ANAEBEaxTcAjNtFZAFqJwKOQFZY91RK3SWGV8MmKoKLiGTHIRN2TmZT3qdF8S5SaUUB1FMBmpVGATtbmv+VmYmBt64/967zyFIz75ysAogs9YOM2STmEwRM4h4xqa9GaXU3D2fuGPFJ+xXDhypdTrtHc5aHYbh28bJMETKAEZF3FkCWkEYHt11y00GAH70xFPbgzBar4NgGxGfAlFPiX3ZduZ8ybmrr9lwer6b3uCso3w+0Lxn122nVzr+xTY9HWCAy4FCDF3F0g0vwbmC487lrgAsIh0BcjF6VrxHwIqptcuKP/7jP65Ya1eJSOycaxtjUuQtYxyWhNzecDRD7jDe6ROrA/m4LirS1qd384Lv6fdDRPrShxZ5ZE0ajYY/Vx+Z9EQxxbkRpSpyAubHGmEpClXFUuTwKJYqBSPkhKvU97ku9js3Pj5+2fRwA1wbuGb8OD6z88apB2/f+mxq3AEn0hRIGyJaiLcAEMW0kYjKrDWE1BoQbyHF24moQkDMQKRtD2zSV60xb0DcHDMiAc0552bDMFJBGK1WOvwUqfBfKKXvEOKHSrV6MyqVT+moFPz13/xt9NjjPyIAeGb/gc0QuZGIHlZKbVdKr9NhtJmZ64DUb7r51tnzESoAaLea68S5MhMPW2NvJqKMmPNSbZHEWtv2hOrJ3c9pIqpYa2KAyiDaSMQlpVRVVLiadBDpMNTz7e4WCEaUVpuUUpRl2YpRqkajQWNjY5V6vV79+p/9WWWldQYY4DKjgjxVUwYQFATKkyiLy9CaqR9FhGcUwBCAuvc2Gh8flw+DUBVeTxd1vW40GiwiQ8RsQGSQz808loT0o8ir5tYj751aBqC++c1v6nq9rsIw9JGbd0SpGo0GNRqNqHgt99BiLPU0LL0fv6ein2NrfHy80zePviowRV71N4PcxHgKhQdYQeBs8btPG9awVBnYxlJlYQ1Auc9MtYmlxtZcLLdwifpJDvCzhWsp/QcAEOBVhqwHUFUkb4kIBVqdFOdqTMJOcIsiGhOg7RxShggIa0TsUUnb80rRfgriG9mpORBXVRCCiN7Okt4CsbqemUqs1QYG1wU4CcEIEbV73eZ1lWo1StKsBeAk8ostAIREVIa4DhHVRWDhXPvQgTf02J23n/dJjohaAJWJMORE5tnZHlg1QZgLwnAhg8Kz+w9sNNYu3HbHrubLe57PnLWZybKpIAxmhHgyMW690lEXOrjVqmiIWHUhtgNxCkwxiFcU+q5bt051u10GAJNlqtFoqCvtAzTAzzx8SsmnsXyqiy9nNLUgU94dPSjOpV9A/2Ecc9FDqU8UfyGoLMsCZg6ZOakMDU393u/+btpoNCgMw1BE6iIyXESvFnVJvSQpAUC5XM5KpZL7yle+shI59L5SQE5AvFWD/376l9/XnCwnpUXlXn/Pw/ON33tQ+VY5/hwS5IRMkBMo35eQ+rbp18Qlfe8PMMB7wjUTqfL4/J3b0gD2H0PYg5qwXjExRObF2VkRqUAwa5y8Yp287Zz9KTtzgl32opIEiimw1tVJxArRjCPe50gdVjpYCOPyGqX1GtZBwASnFG9QSn2cSUicW8PM1TCKrwvCYOyJp55m59wcADhxkyCad6ApZ7IXnDOnLGvV5squx/YeuuXZIzMrfgcf27Z9QiCHBPI2RA45a4MsTSrOmFKWmQ0Qtx3Aaq3U1tcPHg6Z6QgBB4n5gHVuighrWOk1Loi2uCBeBaUZTGuJ+HpAOuJcRuKu/9ETT6398ZM/7Te9w8TEhKVC2K6UuqiWEgMM8CEjRR5taKLPefwyE6oQeYRnTfHyqagLCsAvAfoffi9YGFJEj2JjTC9NU9fr9Vy71ar+xz/90xgAoigCM3dEJCCiMoCe1tqGYXjONYCVOl+0rf96tUiaCiLkneEd8tTh5X4QS7Ckc/P2ER3kES0f3fKEKev72/GRqSkAp1H8jQ10VAO8H1xzkSoASDtNF9SGFyDyKgA4UAVEEwBBICFEUhCfJXFVyckJmNWCY1bkXI8JbznnNkGxE5Gj1tq1AKzSwRERGRZQAOBNiB0FkEJgCTRMxN24VBkJ4/IYwZ3pJelUqVzNPnnzDeaZfW8o0sEOFlW2HN4aCoiEKFmYZmB0PwA8ufu5MWauCtC9/567zr7e7bwVBGHXOVfVYdBjVzwhEmki0iL5ExsrFTxw372t737/B7YWhPNxVB0BUCJCG6ANRLwgRCURmQYwC3BbxK4lyFEmDkAYBXDKz1+hY2itW7dOTUxMXLCT/AADXA4UppJAfs3SuDLl7d5GwaeWmsgjKM0P+bjeVRw4N2LzDvR5PwFAFoZhhYiiNElqURTNK6UMACilukopcc5xEASWiHTS6/WKNqPc6XS8p9NyB3jfu5CQN7X2UTqfWrxi1XLj4+Npo9FYwBLxTPptNxqNhid9/YTKb+fwHiodBxjgfLhmhOr9OHi2RdNnT+9E4WFCEEDEgCgNwuh4t90yn951c+elN99WadLdCUHEcMfjOJ5pNRduAwhEONrrtFMArlQbrgMUAkAYRqcyY7aCaB1BWESmxBpxxnQAxEoHkRBNAbCdhZljnXabX3ju2eQX//mXtgtwF4DEcXSTgzRFqAMxb3769u1Pvnb4aLQwN7dDRDJnTcs5d/aBe+/u/vjJp4eVUsMAoIMwJqUyca7NUTkUYERE5tn0TqRJErVazZ5zgnK1qsqlylYQhphVz7IyRGpMgFOu14Zz9rpQ68xY0zNJr+mcC7IsPfbzjzx8Wcu/BxjgYlHcvPv7/F1WF/U+ofwIlgwxW8jJxLyvkit0RBFyInLJ/p+KtCMuJvpTrFsCUAmjqEqAiAgDmE3TFHEcl5xza0Wkx8xQSk0HQdC11qatVsunN4E84uQjU90iDdd/nP7vxOLchtBXpGKuiNT51F82eCAc4HLjmoxU3bimKlNn3OsArYaIECFvHiwSdjttfHrXzR0A2HXTFgvgxd0vvsz3fOIO9/Rze9Yqpc6KCFtjxwg0BwBkzUKSZXVxlnqtuSHn5EBYqx9WSjuXJnb16jXm9KkTwzqMagJUxbnYiUOWZSMA5P4HP5M6k61lHShA1rBLZwTKwFlDNpl59LHHg+GxNeuJeAgkzNCwNjn5xNPPleK4tMVBAnFuOul1uNftJOVyef7Bu3YmAE48u+dlztJ0AzPzyOgYiJVi5pIINoEos9Y0yWYHEkeRc67mst4GOMmyNJVKtdrrdVoREVoiMvI3f/f3U//8V3/lgk/CAwxwhbD85ni5b5beFXwKOXHoIb95ez2Oh/dZQqPRkPdoSXBeXIhM9ZGbfh1QD0AnTZKO1roGQAoNVdTr9RaiKAqY2cRxPE/MzlnLrVYrwVKPPKAw5SyW/fj7ofqWvb4qQE4or0jEpyBRg4fDAa4YrjlNlce9t23v3Xvbjcd7ndYpKUzdRCQjondUvIm19d0v7L2OWSnnnIiIhcjiRazb7YTd1kLbZGnZOVkThuGoJJ0R02kOuyylGzevNw/ce/e0VnzKOVMVkbrLsiBLU9FagxUrEdcTa447a6Zc0t1tO3Mvms78K53m3LRzbthaqwSYAqSpgmD6wfvuMUEQrAJxj0CBOLfemKxCxCPdbnfTo489HgBAmiQREXE+PgwTUSTEo6z1JiEukQo2UxDHURTfGYfhrTqMxohgnbUZMx0XQeacjDKrkbXXXaeWz01R5TPo3D7AFUVBKnrIb+zdKxCB8IRCiuMnyKvULrc/1krw7VyGkEfTFIB4fHzcjY+PN40xE8aYuSiKGLlHkwMwo5SaJmaXJkmJlQrGVq1aHcexjzT5+QaW/J+WIwOAKIo84QqQWxUMnMcH+JnFNRmp6sdnP3Wn+9Eze94sV2tl51z3vjs+fs4T3+7nX6oR0TBEACYBaNYaQ8PDQ83pqclhACjF8ULS644RsQLEiaAqACCuA6KxRx/70bzSqhQEoQboFACICFdq9SEdRddpHTTDMDyQdDurRNxRZ03PpGnZiUusMVBKCTNPArQK4JbJsrMAIICFuBTAaScO1tjclycnUQwArVazVxsaNgToIAg6TtxaAoadFHoP5pa1dkwpNUpKQTmtzp4980LSaXWsWZ8ppfL+iFq5dqu9SJx2v/zGWJL0Rj9++52dN/btWUB+oX7PRqEDDPBBUaTeLtRj7kNH4cDdQp9323nIlI9gCS7fuQbIr+XveCgqEMal0igT2Xq9LnNzczZJEpckCaVpWmHmCoiCMAhacRxjZGSk++Uvf9kAQKFjO18VH9XrdQLgnHO1LMt6AIJGo3HZPcMGGOCjgmueVAE5sUKuf7ggRAT33rWzr4/d9sX2Mf/w3e/NRFFsiFQsIoqIRAAwEZRSNQhgrWVWmii/oC6Uh+pjyE3okBlbufeunYf6j/fo4z+qETOLSOueXbdZLLVWAAAo5tOFbso6axeIsFYglVK52lY612J+4ecfke8/+tipsbHV2lq7lhVPE6QpgAarjrV2ImRSTiQFUaiVmvkXX/xncz9+dk+wZdtNeGv/i60oLpXAPKoqOvnRE0+dENKjpdrwNmblxtZct3b1ug2vTE6cPO/TeOH3cqWf1ge4BlFU3EXFsroS/f58P7pCBO7PY0XSsEL5/+WAF49rLDUK7jYajTKAqlKq7KwNwJyk/z97bx5sV3Xf+X5/a609nOnOVxMCJCQGIUACAQKJQcx27OAkr43zhqrYTsddhZ8T94urX6Xy6t2cv/rVq9BJTJvu0E6HrkccW+4k7eDYxiAxCEkIEJKYQQI0T3e+Z9rDWuv3/th733MkBAgk0BXsT9UtnXvP3vvus3Tu3t/zG76/KAKSNJ0FUIzj2HUcp2C0LsBxRgDAdV1O1z0z8wyQCLZjrqGlUskLw7AMAFIpSkUV8AnaS+TkzHQ+k4XqH5Vnt+7oN1q7xpiJm1Zd2/rwPYCnntlcISLH87x6o14byH7e3dNzxDL4miuvsM9ue/VcIWUXADDzwZXLloyfynn+8tFHi16hNNfzfADQJERLkNBENLFyxTK76YXt5wgiX0pFAIs4jo+uuubKiV/8eh0NzJo9D0BJx/Eh6Rd7AfTCWk+wHtFazyGiCYDCZn0qJukot1C6QDiqEQYhDu19982+vj5d6equr7p6+THFwf/0j/+9KIUsEpGpVMoTa269PX9D5Zw2qtWqj3Y3lx0aGvrUoqUdBd8C7ZEmmZu3mSlu2x0z8zrn14VI7B98ACUpZVNKqay1Na01kETRLJLBwSSldIUQ40qpRqvVaiBJI7pIUoqZ8eZwZ7F6tVqteJ7Xz8yOtbaltZ5Asi4ndQ3NyfkskouqD+Hx9U9Q0GqVhZQqisLab9393kLuX69b7ynlFKQUwc03rJ7+JL1/vEUH9u7uYWZ93fJLT6nt+pF/+YUrhOgplirzhBTC8wsREc6xFg0CT1539ZUvP7lxi/J8b56UaimAgK2dMMa8W58abyipBgHA9f2WU+o+D8wKbAdh7RG2pkhEw8xs6pPjrTAMdKVv1jynUJqjpGxYHQds9ASz1cy8JxNW1WqVrlx2RX92jmEU1r96z++efCTh6Gu07/BIyRjbWnDlGjPx1H/qloRyxZcHce238jfm55xU1BTRHqDbHBoaitMoCj7J2p2O352NN8kcuTtrC+szJULbcb4ZmahykBSft5BG0KWUXcaYluu6moi6mdk1xmhjTAtJtGsESWSqjMQ6wiDxeYqGhoYaHU7qBaSiLD1+7fgOwZyczxt58fGH0Gw2iyREgZkdz/W6T7TNnbfdGt56840TnYIKAOb3FnjlsiXjpyqoAEAIIQDAGj3FlolARcsUAQADlS0v7hBrVq/UUjqahCgJIWaTEL1CSuUoZ7oVPQoCj4jKQoj5RFSx1rQAPsyM0TiO94dhMGat1WA7KqSYtOCIhJgnpHCIhELbTRlDQ0NMRNNpkILvn/wF9ehrdPDo2BIl5aWuo5bVNv3XBZ6ibyhJv9sIzZdPdb1yPhNkRo4tpPP10siVB8BLH39SZNdGjbYvU+bKDSQRmRkhqIDpQv5swHA2CLmGxPxyAkkZQuR6Xp+U0u3r6+vp7u4eKJfLTSnlFCd/1z1IRFQJyevMZug10+9tKt5KSASXRtplmD7OTYJzPvd8LmqqTgXHUWztp3vtHK1H9OZrrxSkUvHKdJTNl774heDn//ILp9ls6J6e3kO+X7DNVuNKgBSBRlZelcwRZEKZwAEzdQPk+n5hPA4aMo7iMgA4ftEhohqzhRCSIMRkq9mYunn1ddNplU073oiVUgsAOh/gEEBAJCyzjsZHR45pV65UyhP1esMHOP7y3b910qJq197DTqnglQGAiBSTuAycFNoKQYtOdQ1zPhNYtIuvsz/C4+fNfVJotDvgLBLfJVOtVjUAMRMLsY/3xRoaGqoDqFer1W4ARaWUI4QICr7vOo7jK6UaUko/iuOpKIoCtAdWZyKygfYInhBJyjATXdm8xal0G50PX8/JyUXVh/Lcs8+2Vlx9jSQhRBiFn0o9x1tvvDabiArWGGx58aVDK6+6IgCAL3/pN46JeD29acsLzOw1m412bQejxqC9YFbG2sPLL73QABeaX69bf6RQKEjHLyprTA+AKQNmSPcoo0nPbt3hL7roknCw4rE1ushCMEgcIkKJSbxIbMYvuPDi+PoVy45RmGkN1UeuoVh83pz44PB4g4ASA4aAVwEsBiCZsfNjLFvOZ48QbWGVCfYIbaH1ifkRpVGo99RMpT+fcYLqRKRpOg/JdT7WWrc831ee57Vczwsdx4mmpqbKrWbTN8YIJI0yPtoF75QKs87jZWsv0+c7B1vn5HzuyWuqZiCbn9+2cPobovFjOxLTbbbuKAFwmXmys3h84/PbheO6A2xN0fO8w8sv7I/xOQAAIABJREFUveg9NU5bXnqjj5hnC7AEIdRaWzDDMgerrl5+4OW3dnutILySCYJB461G/c20gxIA8MQLr0qlnG7LtnnzlZccc/yP4vz86uZHRV9XucxAc97S1Xr8yQe6lKDK2V5TFf7Xu/sIuIOBnd43//nFM30+ZzOd3X84wYiR0/h7MgFiz3afpbVrfyoazYYzPjZOtdqUgyS1p5CIxBCAXrRokZqcnCo1m41erbXSWjvW2nEk0ahsPh6GhoaO+SBXrVbLaH8Yr83EiF1OzpkkF1UzkI1btg4IISogYiHEgSwFmLF5644SkZiXfMfxdVddsbvz+Q2btsxGeiMiouEbrr+2tfnFlweFEJ7Wenz11csam5578Uoh5UIhpAeBQ1abfQCw6KJL3tn5xqvnKeUoBvmO674bGVsG4Bmtj3TPPjeeGD26nEiUhBCGSbxVrHSPLz+3x37//vtdttYHAOU4rW/fe+/nb47WQ18mzfR3BJ4PMBum/9sluwHf+MWHC4FH/1Q2Vc9qOIXx4k3/+8ufwtnOeKrVagFJsbWLJDrSRCKsTpu1QupI7qOdWgzPVmG1du1PRb1e7wKAMAqdo0eOBGin8KY6C8nvu+++QhzHc5lZgshGYTiGJOWXidj3rHNqL6GQ1JTlgion5zjy9N8MZPXKFSNPb9oy0ajXzRfvvO1Eqne6WJyEdDdsfq5Qr9eCL96RbkvkIBXLWmt34ws7HKVUHwBIKYuvvLlrJ4B+Ighma2EpsX0Ami9sfgY9vX3CaG0BNGMhZ5MQXWytYGsGDu58ZWepf06JCA4Dl1hr5kyNjx54/ND+rVJKR9tEOwStlsLHMD888tK6uQRym2G0f8E1XzjrLto17fhFGc8HmAhYpGD/WjNtaP6Xr3yn6w9+dkIhMPHr/9fzJG6V5N3rmuZ5bINa4+nv/z9gMQyCmGyZ5+fd9Uef166qGEmHmYe2rcFpu25Vq9VsSHIx/V0xzmKfpcOHDyshqAAAfqEQeJ4nwjDMBlArdHho1ev1qFAotIwxFba2gUR0mXQgcwGA6IjgSSRiU+PMDLPOyTkryLv/Zig3rVqp30dQwfcLUwDHJATBGs/1vAt6+weveP7l1wsAYLSuAQAzG6nUe+rAdu/eDRDetcbWjDWjYN4ex/H+61csO/TFO29ja+0Ygy2IWkwUAEAcBWW2ttiYGPFJhx6xnUfgfmY0iaioHKfbGDMtovxC4SOLgCMvrTtPCrFECFpUKniXfdT9ZwKVf/1PLcv0DwD5YHYBTBB4iS/M5e+3j6voLkF8o4RZSbDzBZtFjgmGpMS9knBLT0He9Sm+hJmGRRI9mUQiCARObw1PZ30Wpcc+a0XD+PiYirVma61sNVuZoKoA6JJSzvn3//7f93V0TTqtVqsVRVEjjmNG0lFZQmLFkNVPZQagAscOtM7JyTkBeaTqLOTKpRcZALtffPm1YqjtfCHlfAJgtFmw8fntbwZBMNXV3a2M1krHsbrl+muntmx/1bfW+kQ05ioBsvYoC2qCKdBah47rer/49broN+68jVevXDGJ1N392ZfekMxcBNBldSS6+/rnmqC21ymUx5gdSxBkQZGUqvaH3/lO/MwLL/VJJQtgjOAjRqqIaNpnh4713DmrcL75yF/Ff/PlHwvC3wLoAqgBYPeJtq2t+/NFSuBiYrIgEgQUAPJAJAUwaAkNMPZ8qi9gBpCm5BwkQioT6FNoR0tOx+/IhEMJiZCa/Cz4LE1NTjaRpDOzAn8SUpbTcVimWCw6aRejRfLaC+iwY0BST+Wl38dod17mtSI5OR9CLqrOYuI4DoiIAYBAEYgsCLJQKPhG6xIAKMcZALB/5fKlR7P91j/1dJ/WcYWBguP6QkjRB2b09g+UABzq/B3XXXGJAfD2hmdf6FfKmSWlU1ZKNGENSeAwCeeIlu6uG5YuiLe+/naX6xcuAlgSUP7ZLx975StfvOOkL8REtI8Z/SA4xth3T8sinSGc3//5kdbf/OYfSPDVFrTd//1Hho/fprH+z1e4kr4EoALpXGWFGCcTNUAiYOntJMADo2kZG87ASzhjpGKngOTGzkh8loJ0TAx1bCfRbuf/ONGr7PqXRXPPunTzCWghSZdmlgcKQEMQhQD8Tl85tEVUlqqPO45RSPfn9N/MVT0nJ+cDyEXVWczKq5bZXz62blf/4JwWA54xenL11cvjpzc9O11zdSKTLSGkz0SD6RZ9AIYBWKXUOc/teK1PKXX0qqUXTYuARx9fL3sGZpG1tg4ARNIAPAEizTps3nDFRdGml97qUYIWE9FsgMDMbk/fwKs4iU+3T657zCGCz4xgzW13bDzlhZkhFH7/kQMADgAAtvxnUQ/NImY0Kzd/+wAAEHB+MshbgoUasU5pN7HtY6vfYcYea/mVkiuewnX3fhZu9h8FQru1HwD81MnbA+BWq1WLxD8qGxnjVqvVxod1BaaCzEHS4adx7HuTZ5KZ58clFZ6Zm3rmLzWmtbbFYtGLoqhLa51ZVTCSdcysKepI1idLg04boB7vgZWTk3NiclF1lpMWp+/v/NlNq65rPLlhkyIhHGaeyn7+xNPPFIUQjut6oTYaSC6sRwAIIWURJGYTCWUtL9j68hvPTI4ddYSQpYJfMNaYQEglQBQKIfcaHfeBmay1E5tf3nmuEGI2BM0FgwBuARi9eeWV9m8fekgWi0X+2j33nPCG9+S6xyQz96d19aUn1z12ZM1tJx/dOltoRvYLUtBSAKg99YNfqGD8YiXodgixgIHtVhVetbIYg80Ak/lR+fpvbD3T5/xpk6b8JJKISYTkpt7p1J19WCijnd7KPNIEjnP07iiyztzBi+l2qFarraGhIV2tVoP0Z1ytVivpts2zwcjywQcfVM1mU05OTh5vM5F1S2bF/QJALITwlVKSiLw4jgupUG2iHe1jAFG6brZj/89fF29OzsckF1WfUdbcuGqy8/snN2z0BYk+MBCGgXEc9x0GinEUNW9afd3Yphd2FF3fXUFCVADoOGxdAMYRIuoHoWHiaFwoL5BKxSYOKyTExOTokbG3XnvVX7Ji1UCp0gVmjDLQxcbs1zre84tf/bpU8AseW8ZP1q6tfe2ee050cT6mWaJer3caPR7DgVc2zrPMFWt55PxlN46etsX6dDgveyCJF0qBlQDXYO2rsOFjjb4rXhNkVxrh1RjCLR/cRph35WdOXL4fHcOLgUQU1NG+PmXvG4t20bRB2/k7fp9aqM5oF+HY95oAgKGhoTj9/eWO7Vy0BxPPGFKxQ0NDQ7Zarcrenp6iIEJfX6+LZCRNBiM150RSpB54nudba5W1tgCiCoBC2uXXQpomrFarcbpfZi9xWq0rcnI+D+Si6nOCtVZJkTQ6CRLyhuuvHUMyJBUAIF0/JCldABVm7AdR8smXOQIRhFe80JK0xDwAId8lthVA9p27YFGzPjE27jjOPNfzQ8v87NihfZMDs2YvKHX19HvFUjQ+cmR/FIbeT9auBVuuGGOsctTU1+65x25/+VUx/5y5ylGOUy4VRr/8ld8+oaDas2NDt1JyniCCEKgcfG3T5LxLV501RcUM7CDgBgI0pPO6VcVbCbaXTDSijX3XCE9YQZnJq7P74IhYMO8zUeNzsgi0vaiOtzbwkYisJtL0HRLhEA8NDX3QlIMs3QckQj3E+0dfDNrXw4+17qmHU5aSDE5n0Xu1WhW9fX0ltpb+w1/8RTQ4OGB0nByeLVO1WqU09SeQrGE2bmYKQMFaq4nIISLN1jpoO9Nn8/6y6FSU/hsAcKrVavhZSIvm5Hxa5JYKnxPiOG6QEIFla4QU48c/b62ZY4w9YJnftdZOgeQ7xpoWCPv6Bgb3CuUGJEQIAETkAxh0XMf3C4XeOGhE+95+c5vWevuqKy6a6O0fLBIJV0gVSal83y84UsrQWlsEACmlICReOkTkHTh4eGr33n2jr7656zP7qbh0472bQ80Pxpb/c7OysKhLs981TjmOSnO2le76v3bPnj14xDA1iEiDedeCq+/4PAkqoB1dEWiLoezLB5J6oY5BwRE+fEwNIxFKCknNVJQ6hLdOIBSy2qJWFr36GLgd5+99yLYfid6+PsXWEgB4rlvQxvpCqYJylLDMncJHIhGFIwBGkQ6BjuOYjDExAxNxHI+ivXaZB1g/EnHVOTSdkdSrZcI0JyfnQ8gjVZ8T7rr9VkZyoT0hRDAE3suWywDGr1u2pAYswcYtW+dMTkwsEK5PkK5kIfcL2ENRGMxVUjI7blwqV6J/dcetHfP/OAKRdT0v1FK2egcGR778G180P/r7vzdEJAGAwQYApJQ2nTuGrkrlfYXE+ctunDzwysaDHem/syZKldGz5tuTADD1wtoLFUd3w/EF2BSw6ftr3yxeM5tZTQGAtXZs1pk91TNF9h4iJJGlKH18/GxJN/1CGkl5v660zn2po6tQVqtVMzQ0ND3bL6snOsXzt+/z+JQZHxszPT09AAASQrHWxljbCrWO//iP/zhMX5tCO4qXRaMmAAwAkHEcd3p+uYVCQcVxbLTWMt3eIFnXESTrVkR7nfmzYDeRk/NJk0eqcgAARw4eOGKtHbHG7AuajbcBYMPm5wpEOAegIsehJh3sRdzc25gYKcdRq8Zs4bpu4+rrVh9T37T66uWxjqPdzPawXyi8s/raqw0A7HzrrQYJamod1792zz0BAIyOjjYGBwdbSy65xF+4aPHFGzZuWrRl644Tvi/PuWz1wXMvv+HN4+updm3b4O5+aZM80T4zEaFbCswx2EaCrayF1mFu+3JJKc5aj66PS+bUXSqV/EpXlyyXy4Qk3dfEe+ubsv9rF0lt0Ps5oEdIBEYmmGTHvjKbU3kaX0OEdsTrtEZdh4aGzMTERL1QKDSDIJiun5JSZuKtiCSiV0QiSLMUqo/2GmokETvb39+vPM8Tnu+3HMepI+lSPYxEdDWRiM9eJJEsIL9X5OScFPnsv5z35amNz5aUUgsBqggppJSqYYzusdbO1lGwPwrCA+Q4I12D81rXXrrohJ9i94416eDe3YVypcL1qclZQgiOoujQDdcsn06x/PJfHnGLXT0XCaF8ACDp7Lnhuqvf4+t0It7ZsXFQSjEPDI61eXfxlTfUPnyvM8vY8/8wzzeTf0xs+gw5zz12sPzfLjhn9qDnKheAUVLuX3zFtZ8rT6BqteoWi0XHdd1poTMxMVFDkppykKTldLYtkpu9QhJRCU6moDoVXyUkESwG0OjwvpJI5tmdFRfEHzzwgAMA37733rharZLjuv2OUkobE0Zh2FmPZpGIqayz0QCo9/b1FdhaMsaoIAjcOI6LSNayhkSMzUJ7rUYBDJ8ta5OTcybJ038578vNq69rbNj83CEQNUys41YrGHAd1S+l1EKool/2yk6pq5etxeYdb+y5ftkl7+nIO7R/7/kkRKXVas6WUo0w21ApNRvA/p+uXSsazYZz0eJFRkMQABBgpTz5AIIQog/JjuQo2Ytju6BmJE7raMDKedIKt7VlrOt5KVDcc2ik0V0pjg/0lOuXXHn9jG/nP1384IEHnHqtVgCAZrPpM7PyPK+uHMcgEVO96aaFarU6nP7MQzu1l3UBfiipgGoidRrvEFTTQiv1u5rR4iEVldOzNQcGB1Wz0VDWWqWkRJSk/LIOvhDJmoVIXmeW5gullG6z2aQ4jrMIXgXtUUBIHxskFhMzek1ycmYKuajK+UBuvP7aUQCjf/VXf9W16OIlPpXKNWO0IcYBr9zDIHIAgIQY2LD15Zrjeu7gnHmNRYNl3vHG2wVBWAJAgFEhQRViMWytNRs2bnbq9XoJAHbueocvumTJTsOYQ0IGFU+MP7fxyQoY4bU3rPnAiA1b2yApfACwzPVPej1OB1LQV4l1GUZjSVFPvBD17QaA0Yka33zbXZ8rQaXjuCCk9D3PK4dh2Gq1WkZKGU9MTARIC9RTMouArGi60wn8pI0pUz+nzjXOCsuBtu3CjG0SSFOWWRG8rFarplwuK2YWIGIhRJwKoFa6vULyeorpflMAaHxszEP7+q/QbhQooV2oHiBJBX6uoqY5OadCnifPOSlICH77zdePHjm4/6UwCF7TWh9gwsT080TWcb3LiOii4cMHFwFAFIZzAC4AqAhBRWbUmHm2JHIg1LmFYokAwFpL+/fuiW64fuXuuDZypFWfmC2E6BVSzNn67IYPFP4Ll63eb41912i7c+EVq8Y+aNsZwXMPCqJ2/VRJaMeytURkjNEfZA/wmSOOIgEASsrO2qegXq/bVBgE6ZcFUEsFUZZmtkgEQoBEXJxUtOoEZCKrkH6d8U63arUqPsLroXq9rowxgdE6qtfrtlqtetVqldLByQW066LqSISTcl233/O8eZ7nlZFEdyfTf7OxNA0kKb+xD2gEyMnJOY68pirnpHjooYfk6OioK6W03/3ud6cjAxu3vdZFQpCUskjAUoBLAJo6aK5zXW85CP1ILuxNJmnAfD5b+4aJgiNHDu6bHB8dsUKI+Pe+/vUGADz5+K9kuVQ8Jzs+EQ2vuO7G47u/zmoaG/7TckF0vQVGw9j+j75b7v1c3LTuu+++glLK0UnHWqtarVJ/f3/JMpPWOq5NTUkkN/UTWR5M01FgnnXzAUk9VPN9dvlA0mhOEe2xNR868uaT4r777is4SjkkiMfGxusnWoc0/ZdZJ3gApO/7FSLSrVYrBIBisegCgNY6jlLxikSAGtd1faXUPGZ2ADSstUfCMKwhiQyWkYiqzF4i7/jLyfkI5KIq57Tw3Cs7uwm8BoBk5ikpaLvR+iqAPQLGINQYk1hE4KJlbkFH21Zeefn+zLSw81gvbnmm31pbAhDWG82ja27/wgnfpC8++3SXsTzHWqZao7H39ru+9JkSX58lqtWq7OnpKWXfT0xMND7mEGQAyYiWQ4cOKXREllIPqo9zbgJJ2gvoKGD/CPsrJPMEP7IQ6yySB4Denp5K9pxyVOvee7/9vp5ZqX9UoVwquY7r+lIK3Wq2ikEYSiFEQQhRA2DDMBxHOwIVlEolT0o5y1rjMaPZ1dV16NChQ5lQA9qdgx6SbEaUR6tyck6OvKYq57QgievG2LcAdtnawLCoEDDGoIqxumhjPSFcT0Ood0AAucXDwLQ/0DFctfKG0Scf/9XYmtu/wNVqlZ7auCUrTI6yG1e1WlW337xqDglRUkK4lVKx9MrWTW9etmLV5yqFdhZx/P/zx/409+d//udFx3FUd3c3hWHIQRAc4zGViqRs5t+HOoKnY1+OKWA/2XOpVqvFdD9Uq9XmxxCK2TxCBtAUUlqb+rYND4+Yv/nhD30SpEZHx7jZbDKSTsdMvDGAQqx10XEc7ft+2Gq2ikgHIjNbXwjZSF/TdBSvWq0G/f39I0K4anh4pP69731PV6vVEtpRvwkcaz/hIa+rysk5KXJRlXNaWLH0IvPs9ld2W2O7mLlOhIKUygVzAMvKREGNhBwjV0RG2wOrl19ywrTCM88+55GQ852uWXbTC9v3oz2+BOnjZhoZKNQbLXJd5Re7u3qNNnVBNPe1FzftufSqVdOf7ne9/LwLAIsvv2bG3xQ2btnaDcAxRk/ctGrlZyrtkgqXRnd3t5qcnNQd4vg9kcoPw3EcBQBExIViMQiCID7uGNmw5YwPtVtIxdDHiZzJ4x6f9DFS8Zel5giASHzbBtTw8Aj39/cXmdkNmkHZ9zxhjJkIw3C6CB1JlK7pKKUB9FjLRct81BhTAFAkIo6iYLLjd2SpUzeOYyWEsN3d3dmszaxgn9EeWZORpzNyck6SXFTlnDauW35ZC+0LfmPjCzsiIQRMHJUBqLhVP9AcbR5UksTj6w/Rxg1PAx3+QL9et14WSuULBFEfAEgpCcDBE/wqAQBv7nz70OILFnBvF7OSYgpg1to4SFvNd2x5uttx1ED6eGTZypsmT3CsGcHm57dV2vYQjg9g/5k9o9NDVnCdjpiZFi7ZLLuenh76/v33B1JKjqNIpILrA4WJsTaSQrgkBI+PjQGAV61W41NJJ54CGu3uuY8khFOhadCe1WdSmwcDoBSGoUtAr2X2LXNRSolCodA5FUEDUJbZibSejKem2FqrAEwYYybQtlAIO+YSdjmOY+I4Vo7jNKVSLtpmpVnEzAwNDelqtdpCexZjTk7OSZB3/+V8Yqy+etnU9VddPmWMMcbasuv7NR0F5TAM+40x515y6dJ5Xd3dJQCl9KIPAk2/J40xEskFP/PLyQrk456eXhQq3Y7xusaVXzqklGxay40rrr1xOs0hpSxnj4WQPT9d++MZ8X5/bOubxcdf3DnrF5temo5yGGOmP+AIIT4TH3bSqEgJQDmbH1etVsV9991X6O7uLmez7JSUBR3HBSLyevv6ip2db9Vq1cm62bKf/R//9t8GExMT9fGxsSba5qCd+2Xu4dkQ5U+MoaGhFpJOuRgfo3MwTcs1cKwXlACAer0eGWstA9Bah2lheee+MRLLg5oUQhtjPGYWSCJ1mdFndl4eEh+qfmPMADNLZhZxFGVCMLOT6Dy+HhoaCs9U0X5OztnIZ+LinTMzeWzdelLKmSekWkxEjaDVWlwsl/cJ5fRbY/rK5bJaeMGi8R3bXnwXgLjztlv1hk3P7mMhhJRKCyn3d3ruZFy3+kble363WyzNEUJ6TVITrAoHVy5bcsygaGNMXQjlt8K4Um8GU57r9f107Y/HvnrP756xm8S67bvKUjmrAQi/VJ4EsAkAHMeZ1Fr7QgjF1r7HRPUsxUHbA8oFEPf39xeNMUIIoZhZMHMUa22z7TKhBUwXYmdeVQqJ+AAwHeU54fUrFQGfZtPCtOdTtVrF0NDQSQu5v3v4YXfB+ec7YRRmHx6QRok0ABUErWEpVTeSKFOj1Wod894dGhoy1Wq12d3d7RprKTpWJPloX+NbSKwVyFpbDIKgKaUMvve972XrVER7+HSAvIYqJ+djkYuqnNPO4+ufkEGrVZRKFUjIspDsEUgCmPJKPfNBPA9s5xlj9gCozJk7zzl86GAdAG5cdd0UgJc3b91RMsb4m17YHq66evkxN5KC7xdarWZFKGdAua6RUk2Qjfs3PrWetNatm2+7swUAy1beNLlv58vNg8P7+putUAOA4ziZu3Sbwy8JzLnitAmtZ3aN0NTYUfkb1156gnQQ9aMdEeh+9PnX1V3XLNErVyyzAA6drnOYIWSu6ITOWiMil5k95TghM7dGhod1uVz2HddVOLawvDNy8h7fplR8xEhTVGfQ9bvz3D40Gvp3Dz/sRlFU9FwXxhqy1rKjHKdarU5lUaE0AgYgGRqNJMqUCTeBdtrcpilDmT7vAhhHOucv/cpSfCb9eRNAvdE4pqcjRnsg84w1P83JmenkoirntBMEQS8JIYQUFaNjRxAZEsKVytmt/MI51pijZOJCsVQpuI47efnywfC8BRfg6U1b1E2rVurNW3eUlOMsYNA5AJlnd7z+/HXLlkwBwOPrn6A4jruEkF1Gxw0QFZTjwoYNW6vXK8zc9fOf/eP+L3/ldzQAnHvh5fGO199pAnAFEQOCn3xiHa255TYGgIMvP32xFNTPI0/X5gz0vHqq4upXz79ZlEqtdlzf//WLu96+86rFr3U+b40elsqJATjMPHzXNUs+UwXpnQwNDcX33XefIiF8KYT74IMP6tHR0VZ3d3eJiaI4iiLlODhRNDIlQnKNysatnAiDRDicybqfEO2I2odGqbTWBQCIjRbW2mmRf+mSJQCAhx76W+koR+56++1MKGoka5GtRwWJ+OFqtdpAIuSySBNwbHQqK0DXAI4iHUKd/gzVajVLkUfZMfERa8NycnLa5KIq57RDlNRFMaPFzKUoDvex5VoYBhOzyz1FIUQ/kXPImrjgep4CxIK+/sG6tUZsfn5bU0jpMFM/CXIAOASa89i6J2IAaLWagpmFIJqIo5CY6OA8B8H4+OjcIAhdADg6MlpE4rYNAPjy3V+Zeuu1l8S7u/fO08a4R44cbVar1alv/c4tvhTUn55zZf/Rse75czD+3ld08gil5oMoGQwtxAXP7Bp5/YbFA9MRlDtWXNx89PnXn3Rcr1Dq6jkrxuqcLP/wj/9YJBIOgOB3fvu3QgDwPE8aYwwA1Go1Z2hoqPX9++9vZmm+keHh9xWxqaB4X4uM1ARzemQLkgjMp05aIH/SVh7GGqO19hw4RjmqGYYhlFLRV++5xz744F8rRznlKIpw7rnzdRql6ozACbQ78wjtTr3M74qRCKxs5t9Ux+PMkT5L7floi1FKXwPnc/5ycj4+uajK+SSYEkQlKUQYhmFERIKZbblcMbXhA/v6z1lwVDfr3WC+gAEQ2Xkk5C5J0jXWziPwfgKX0nvGhDWRI6XsBYBisWgtMwHkmDiuP7dlc23Wb39toNg/51ynEvuxtvU+r6uFDlEFACPDI7MdR/U4jgKBxKVLLqmFcRwVPFcDUAww+NTrcNiaCZLTf1ZTnYIqI41OzfjBzx+Fn6xd67iul43fcdatfyK67dZbWGsdE5EHAH6hoAFgfGys0dvXp3zPs3/0R390KqmmD0wPzkTSYnoul8uI45jDMAyQFpVXq1U6//zzJNvkLdNqtcpov64I7SHSmVFnpzVFC6m7OhKx1I92+nUKbbuEjGzgcpYmNHlBek7OqZOLqpzTzpe++IVsZht+/JO1otLV5dZrtcjz/KKSqnvy8H5bKlfqzNxAcoM4YLQ+h2EHwShG2o6wDV5VhXIkpLJRo2YBuNJxyq4suMxWGa0jUSjwl7/6vxatMcu8YqXfLeDSKAx3FLv78cKrb0vDpmQt12fPm79PSkGCyFhm6Xku/cZv3m0BYP+OJ18ioj5r7dS5y2/5UD+jD+OuFRcd/fW2XZsAqrA1B071eGc73/3ud8OHHnpI79mzJ4voZIXkH6sQOq0dEmhHXLJBy59ol99pRAAQ9Xo9Qpoy9DyPent7lOu42nO9RhRFbK2lIAg7U5pZXVqqhVIPAAAgAElEQVQB6Wy+40RQFtUrpMf1kQh3t+N7IJnxl0W7prtpAdiP4xmWk5NzLLmoyvlE+d2v3WORCqz1Tz1dSj8ri0ajrpRS71pr3WKp3IyjyGMCBFBkayoATSy5+KKjPUWHf71uvVcoluaQkL1CiBZYFpRyxq1l1obnCSHmE7gkhBCeX+i21pbA5ioBtEiIt48cPqS4Mue8QtkUKWy8ITk6nJ3f/GVrAqReWG9t21gQRGbx8lWn1Pl055WLRwGMAsDDT7/WZeKw+Xu3XXnW1qmsXftTUavXigBQKVea99zz1WMiGg8//LDruC4LIRpxHCtjdHDbrbdM35y//vWvn5bC51RQZdGwbNbfjHTQf/LxX8lKuUQrrrvx+P/3bIBzVutkfd8rGWMYDnQraHn79u1voR1ZypzhI7Rfu0DqP9VxXAeJoBpAUqjeTJ+P0U4N6vTfAMfaPzjpl8an2zWZk/OZIxdVOZ8KDz/8sNvT118iIq9QKNaEoOim1dc3AeCXj62jSqVrymgjLbgllXp79cprJrJ977zt1nDTcy8OT9dqESTAVvqlogV1E6MpCAPW6F2WUSNAMsgF4BBQAmg+C0drOFNc8Lwbrlj8HoGza8fm2UrKAQB49+Vn9y28/Lqp47f5qPxo41u3C+VcJKRqPPz0a//0v9106Skf80xQq9eKBFIA0Gw2Cn/70EOaksiH7usf6CpXurqsta3JiYnxickJxFGk8DEKx9OuNhfJHL0TCdvj3ctnJFuf3VAol4qDzIznNj45fu3qNdOp3rRTr4lEGIUACmEYKQLJKIyKsY5bSARRVjBe7+/vLzHbUrPZonQkD5BElhwk65WZqkZIBJUFMIIk7WcB9KBtMBrjWDGWdQcCM3hNc3LOFmaEGWLOZx+pVKE+NTUZR9FUs1FvxlE0/Yn4i3fcxrPnznu3UCyNuYXSuFRuvGHzc4WnN22ZFv2rrr2qycyTljnWcfz29ddctc9ARABgGLtjY16IW80nbBRsNHH0hjX6MJgnGdhjjD2aHUcAesOm5xY/+czmpc9sfm56eK0gmn4MoOtUX+9/W7dNgegiAABRiYRYeKrHPFNIIaajTmEUWbZcsJYpjKLeqanJuWEYeEKIgmXbzdaSUsr5wQMPfGQjTCSRFgeJQ7p7guez+h9gBrt8W2NLAEAEdPti/pFXni52Pt/hLg8ACILA1Op1t95ouM1my0O7+J66u7tda4zQWiulVBadysxNfbSjVp1mnzUk1hQmfd4giUAZpLMNh4aGgqGhoSDdPlvT3JsqJ+cUySNVOZ8KzGyISBqjA9fziszsPbb+idYdt94yCQBHDh+uKKUSA0jwpUKIowCw8bmth5u1yQiAOzIyMvE/f+2eseyYcRgc8ArFIptolomCwyYKdBAEI339A8NWx/uPHt1XHB8dafQMzgm6Z5/bIiEstyZZ63gWAGjmhU8//9LbujlJA76NAO7xHCdyHXnKEaXfu+1K/aONO4dBGARgwThyqsc8U+zZs6c5Z+5cXwrJhw8dCs8//3w3jCKl45gAahpjfWaGEGK6m7FULH6comd6n8cApmux6jO19icb5Hz5pRfzefPnob9AFzoCCuC+I688/crsy94zJikbbyNMMkQ585HK/KVC13VEEIRKa+0TkUXbS8pNH2dR1wBJhCtzsXfSIckx2oXtFu00H4CZv6Y5OWcbxJz/HeV88lSrVbpkyRKvVK64rutOf3InoiN33HYrb0pm380iIjDbhWztHmttBKAWBq1eZjZax01BNHzHbbdOv2kffXy99D1/bva9ctTo/r27QynVHCFEqVAq95EQTddRB7TW455XmGOMWShczzFO+XIWKkTU2lk7snufw1HNCoUgiEcazQZ941RqgY68QjuG2X9lXJ1LJEb/lxsunnEu6eufeIKGh4c9AOZr99xz0pGfv33oIRlFkTs+Nua5nodKueIOzp41tmPbNu7u7laO69pv33vvx0n/KSRRGgsgOJM3+bR+y2bnkEbOFJJIzwkjOtVqtZBug8UXnI/br1p0FaVGmsba/Y9sfnP/oUOHGG1R1DkoPKudMgDGO36v7zhOBYCI4zhLG9qO/bKaqeznWcdfGYBUSoGIojiOw/T5OI1Q5eTkfALkoirnU+WffvbPqlQqDQAAM+u77rh9ekDss1t39DDzfLD1rGVXSDHC1haNjnusNVPGmFBKebi7p083W61ZUshJAKPNRq1fkPBApIOgdWRibEQ5jjNQ6em/SEk5KKSqC0m7gkbjaL025ZZK5dmia2C5cIoVBmCtCaOxAy/KrsF5YBSsjvYc3vny27GOw3/zrW99pMLdR57beZkUNLDQm1I9Kmyx1uPzZvW+jtmXnZE/tHXrn6B6vS63b3vRHC9S/v7HP+4mkAQlKSJBInr99deaHyZmfvDAA44xxgeA8bGxAB3t+D944AHHUYq/9a1vzejC/Gq1St3d3a6Qkv/wO9+JjnuuiLbnU+Z9VerYpHmi4c2dogpA/K3fWXOuFGI2AP32gZE3n399rwGAMIpMs9nMSi+ykToSiRDS2fE7xvRkw5BPNGOwnu53PBUpZZeU0gghAmaeSu0bojwilZPzyZHXVOV8qvz2V+7WRDRMQkwKIaajN4+tW+9MjY/4YdD0dBzXiXCIiKy1tgAiVwo1j0hUpFRzms3mrYLoastmhbF2zi033TCsHHU4CFpH7rr9Vn7j9de1EDJwHCcWUrYcz2sQyDVGEwBIx2n6SviOpLm+Qws9SYVSz+CglEoqpYznF88HAM913S0vvuRvfmH7nGeefaH3w17bI8/vnE9SLi1Ivrgli1+d5MpVLVm85MjoZOGTW9H35ydr14qJyYlea23P5Vcse0+dGJHoElL0EDAghPSttd7iCy/0T3QsIJnlCADGGJ+tJbaWuru7RSao/sNf/IWv47jQarWK37//fhdIxMuDDz6o/vIv/9L7/v33u52Dkc8kpVKpQEQeW+tn5/rq80+Jt7ZtLBQ8NyvYzrrmOiEA9NO1PxF/9/D/V/nx3/+o3PGaYsdxikgiUNHcy2/eaazdqo19YetbB6Yjd53Ds5GYbU6n5TzPk2hHsDj9ebFULBYHBwfU3LlzNJJUXwyglQqkzlRrVm9VU0qFRBQTkVFKxelw5FxQ5eR8guQ1VTmfOnfcdmtWONuGqAhmsLVTBihyzHVFFEopJ60lh2EDYcU+gOYJQX0ACQJ8EHYCwOrrru2sE2EA409t2rJPSEE6jhwp6MgX7rxj8mf//EiXUk63ZHOIOG6CRbdC/IxxlCtV4RxBdpaJQp63cNGs4f1791lr54CZpJSFZ559Ib7huqvrT7+0ax6ROJetrXf1Dby+/Nwem70IADAkisyWmIAITn8rnPpAD6VHt719GYD5YD5y11WLt52udXYc18k6JonIeeTn/1KUSnlRFAVh0NJCCM3WuiByXdeJgtaJs52PrVtP1tp+Y4z3i1/+qiWlDLW1EgAc152+oXueJ3WcaIc4iiQA9Pf3l1pB4AshXGtMo1wuS5zBtv2/fvBB5bmu193d7TabTQMAWmvx6vNPiaLvLWKGe+uqFVi/aeveVhhNm2JWq9XA9/2C4zhKSlk0xiqlksvnRRcuNtVqNSiVin3WslRKiVar5QFozb385hYA8FM7IgC+ZSYhhEFy7Y3Q7sSzfX29vcygcqkkq9VqkM42NL7vOSSEGwRhf7msxNDQ0CjSQv00mpUZg1okaUQBgB3HOczMZSGlrk1N5Sm/nJxPgVxU5cwIXNeNwiCYG4WhVI4aWbPm5gMvbH/ZC4LWuWAwgIMAOwwMM/NRIu5hxihSZ/JHH19PrusWoiiK77r91njt2p+KYrncIqKdAMBJfRa+cvdvTm158aWDAAaI9QRrHgXQgIlqUjkNAWoqR466vf3uNddcF7zx2iuQQoClW4ldb/kTL73rO0JpQeySkOXW1Gj5uR0Ht1277NLIL1X2h43am5ooblo1TGSbLevsX33lLe9bm/X4jt3nE4mlAAcgOu/RF3ftu+uqxSPvtz0AbHn1bWWMKUsp6yuXLnrfNFt3d3c0MTlhBQkhBPnGmH5tdOy6Xt1xnPHa5GQIIFRSjTebzUhJxW+++caJbr5us9ksaa0dAIXBwcF9Bw8c0CeonYoAFEgI7u/vj6rVKvX09AgGBBGRVEoqpT6xtv00YuQAwInqnqrVKp177nllaxlSKeG6rjXGmImJiUhJWbSWfSEE9/V08S2rVthfPLF5OhU6d+5cjuJYGq01AIRRqHzP09oYJ4piAyBkTorrHUf5XV2ze/7LD3+oDh44UB8aGuLvfOcPo/vv/z6iVtifnk4DSX2TSY4/RzNzCACu45pypTzdtUegMgAWRKbVbKmO1+MhSUu6SCJUU2hnH6her8dDQ0PDp3WRc3JyPpBcVOXMCOq1GiulpoQUBWts5YmnNlSiKPQ8zw8ZiEkISaDRG6+/dnLz8y9OxlHUY62JlFJjAOC67ixBwvE9Hz/97/8wUa/XFYi8YrFoSAjLaUTgl4+tk+VKV8FxnL0AwRq7z1rrGqMbjooKJKULACRkvb/sspLqKIMv0qSudpRcpC3qRDRIhF0EGMG4JCansn772xVjsKvS1b3j5osHtz+1Y1dPjVWhPjn+vl1/j23bdZmQarEkutQyv8OMcWb+wIjCM9tel1Kpy4QQylqrn9v+6lFjtDtm/L6apllgPvS7qy/eAQC33XoLr1v/xPjU1KRjjIUQskQghwDpep6tC6pprVWr3oo6i/J/vW49OcqpAECs4xoBmtPIFMB2fHycvvvd777nPL99771xtVrVnSmm++67L5ZSkpBSWObY87xPMmLiIRVVaTfbMRHCJUsupXo9bVBkGCFl4+jRowzA2f7mHu+8uQNdrqO4p1waLRa8VuopJWfPnl0KkmiblVJ6xpgmiCaiOC7FcUy1Wp3L5bLHzLWlFy44t1wqnlf0vZE9h0f3ROFgp2fXtFWC6zpuFMXTEbtDhw6bc86ZF0ohpbHG/Otv/kHmPh9Vq9XRcqkUamOIiDrnRfoA+pCIL4skVWnQ7vQ7LaarOTk5J4/8sz/7szN9Djk5eO311+A4jkdC9ILARMQkSJIgBsgTRFEQBMO7d++m8bGRGKDxa1ZeX79w4Xn20cfXEwHnRFHYb6yRAKjZaERRFMVSqaBcLk998a479c/++RHleV5FKlUGEQjodzw3cv3CFBOVJ0ePumGzHgOon3vBhQe6Cw4OHD4CttYzyh8gEucCiBk4KsFjBFsncBSxXCBAFcPkxFE4tXheX23BnL5gwZz++kULzmEgiaQdPHRkYPfefV279+zVC84/T+8+OnkZAAGiGjMHYPtsmWK95+BhPn/e7BPeEPcPj5fSLskiSFwIEl2aqdVi9SUDeCBxzmv7Rw4N737D3bv/QEVKFbuOipvNZomTqIanlDpy1513BJctXWqvuPxyHcuCu+/wcN+eA4f5vHmz9Z59+3uUUmXpOINCiNI7u97SAMc61vHkxPiUIApf2LpVbN+23d216227dOnSaRG1Zs2aY8531apV+tFHH41brVb9//x3/y5csWLFR7ZaePjhv3O3vvii+uef/cwef/xOnnrqKRftSA2vWbPmmCje0qVLefuOHWyMEWBEhw4ejAEUe3p6yq0gnFVvhmNBGIVHx6b23XTHl2IAeOWVV0qx1p4gci2zNcZEk5OTtYmJCSoVi9TdVan0dncXjbHGxFF07bJLZiulrBCkXCVNrRVNXLl8OVerVWUte0qpZNwlidaf/umfTgvMNWvW4JFHfh739PbE3/zm7x8jPNesWaMfe+wxHcdx8Cd/8ichMN2NOA+JqCIkEdtgaGgofOqpp/TQ0FD0QWuVk5PzyZBHqnJmBL91991620svj46NjpWklKG1FkqpSWbESsqpgVmzRna99abjuu5gqVThMGg1uwpODQBGjh72e3r7fCmkx9awMWY6fTY6OhL8q//pd8y69U+QtbanXpuCchzHcdzzicgx2riWcQGY68Vyxa1NjL07duQg33z9NQwAYyPDuqe3Tzs22BGTX7YkYwV6Xti4RUR9ggjMmGU5MU5ktvaXj62TXd09avW1K6YjJY5yKmytDwBE1AfgoEM2IKILAY4i5vUlZXskqfkEoba/+sZLy5de0vjVc68r5XoXAIiKle49tjkpySt2wfEuZ6DObAeYrQtYRwIOCNJHOItAI2AIBuZaxl5BItRxPAFQNFZvT3bZ8tKbkgiLiEgqx+FN2159C2AhHXcWERXDIPT7B+eoidHhEWvt1JEjR8Lzzj9fsOUKADSbDa9arU59UAH0yQ7qPbjxR6rsqaUAuKvovopLf8v88Id/4wshfABYeMEFEu1uvBMxPU8PQJSmA0Vnp943vv71EGnUslqtip6enqIQosiAE4SxE4RRy/W8CEgK7z3XKxgTa0cpK4iU63n1qakpH4B0XadHCOlqrV3P94ojY2OHJmsN9PV0NbQxynPd0Rtu+6JJ/asKYRhagG1XV9fYvfd++z2WE+kanqirMOtGdKrVanb+BSSF7ONIRdXQ0JD+KOudk5Nz+sktFXJmFE89s9E3xhSJRBTHUaikGgQAEAJrjKsc9xwAyhi933ELY8pxeqOg6Y6ODFsphG+tjaWUhw8fPhT39vTae+75qt3+2k7ZbNTnR2HQF4XBuDVa9wzOuUQI2Q22AZEItNFHdRRWGrWpd1uNemSZw67u3u5iuRz6nj8RhqErpQxWrlhmN29/7RwhRB8ACCEmazE5MYvZzBjrRuMdLdybSYhutuadG69c8iIArH9qQ1kK2QMAlm1sKnPqRWmvkELEbI2WhP0sxI0O+GKwaUAHG2yr9sp4Yf4KIhoAAGvtm279SCCUhCr2XMtEDdamzByP1yJ0xeTMBkg7ZCOyZk9ZxmWpVCE25ujYwX3vglBMW+yn2HJtYnzMnn/hpa5XKC6ctimPo3eFDgMmsUxrXWjUa9RsNmqHD+w/XCqVxr/x9a+HP/jBA06hUCgBgOu6KFUq9d/+yt0aSNJufX29juf59qPaKky9sHa1IFoIAIZ5Z/fV92x56KGHStayAwAM1r//zW/WP/goCdVqVfT29ZXYWlKOY759770nnBF4//3/sZ/BPgFOsVhsNZuN8e985w+j799/v+s6Th+ScUeKwZNRmAw4DoIAQRDwwgXnVYqFQqkVhJVWq2UnJqeODvZ2NW+4+nKXhGgtXnZ9LT0XCaDoea6SUnkAas1mM0C78y/bpoBEILUygZQKwzKSD8A+2p1/2fgZB4mtQg1JlC7KRVVOzpkjt1TImVHcfMPq4Nabbxq75aYb6pTc0BIYvl8olZTjzFKO0+d6/izP9+cqx1nkFcuLBmbNmascRwshjn7l7t9s/ZtvfUtng39bzUaPlFJJqYzr+T1epRek3C4iMRckuy3zISmVlso5NDk+Ok6ALVe6ZgspB6wxvc1Wc2DVtVc1f/Xz/8EAQDRdGwNmlrdeeeHbFZeeLzts2SutklIuJKIBEuryJ196xwWAW2++sU6CJsMoDCYC9uM4vlNDXRZZLJSwERFmS8LFRCiTEL1EIhvZkhqlsiATzma2HhsLE7ZeY8a4MfEh0nGjjGC0zzF7hZTdRjgDWnjXwvG6LdMULPeXevpc3y9WiqXKoON6s4y1s8qVrvlTo0cGGrXJ0v/f3p0H2X2Vd8L/Puec33a3vt2tVqu12hbyCl7whm0Mwo6ZEBaDqdhJMPMyMwSq4CXLJFTlv07/+U6RCRMK18RvCKqK8waLGhJ2BiMZ2dggYxsv2PJuy5LVUq93/W1ned4/7r1Se0tgUIIdn09Vl1p9t763S32/es5znsPsIgJcs17Ps37PqjB63Dq3QiRXwyByp77p9OnTzzkvAYBPf/pTmsEmTmIxNt6sV6vVdd/9/m0NAJiaWldhx3GeZZWbbvriL3tUzfFZUERUHfzYkQtBLASxMeYX7sdaNzUl2TkCAKO1fLVRDuPj491atdav1+urQsqlz3zmD443uBNRQAQmQSWYac3XHQAsL6+mvX5a6lL32p1um5nV80eOZTsuuGJhFKgAYFgp00LImIisEJSEYTgGoDoceAoMms1Hj1Gfm5urvOSyGgahatRrlQJYAXAMgwb1UT/Zr2V8h+d5Az5Uea9ZDM4xmsFDyImEIRJtItFVKigcc52ZlRRyLEqSZr3RVGPN8fU/2Hv75Gim0vf37CVndMMYvV4qKeOkshQn1YgZ1oIOORLt5oatB4SUT1x+0fnP3nD99Xme5xTG1UZUa5yt4to5QZSM3bp7d3zpZZfP/OD2facLdiVbU2FragAvAQAzn05E6wFeJ6XYoQSdJgXWG106ALjrgcfXBY2pCSdkvVqvnyOJm3mpVw2EAnMfzBGzKxyzZWuWBXilPnNaGUlxGICB1QJF74hztu+cLV2ZPXPFeaffA509AuJSBsGqZZQEkGVKSxIrxlIfABNRH87ZKEnGVBBIFUTrk6TSrFSrM0KpbU4XZIt8RhdZc3lp4fy8LNY998SjxZ17vv+YM7qsN+rTY82JqlLB1M8eeUICwH/5z/+5NzW9oYiiWAOAFKICAMPjVgAAZal/qd8vlvEz4zhjoGeMexAAnj94EKurq9Tt9n7hVoW5uTlaWly0NDyzUAXBywafAsDnP//5aGV1JUrTvmYgf/7gweMVnj/4zGdKZqQMaEGUWmszqZSUUrosy/qTk5MspXSLS8vF0cXFFa11L4qiYy9tjp+bm5PD5TtOkrinlCqd45ocbojAiRaM0bJfgMFSn8QgRI0+r2MQOmMA+V994Qths9kMm81mWKvV1r42r4k5YJ73RuUb1b3XrO2nncpPPv1037HLf+NdO/vzC0spEUVE1HeOl8Iwajvnmsx2hhmWnZWOObPGGBKCt596ql5qdbcxMCOEIGtMWqvVny+L3JKQEwAk2L1w/ps2H924ft3xN91HHn3UjE1t2CilakgpBaRq9dvLea3emCESkTV6zBm9UqS9pTLv06mnbEsPLaxuBBARWCkhNhBBC+JuouQzT79wTEmldhChGYbhudbollLRNidEh5meTKRbYcfbwSyEkDOWSZeWwtzwm5XApoiso7z7QqhElYIoocr4No7qU88cWew0krAAiaYQgojd4ZZRi45IRayP1UX5OAnRDeP4aSUpk1IBBARS2sHVHUVRvC6Mk2kpZQJgPQnSAtQCEJx62vZatVarCqkSo3UlzzO8cOjg0XPOOtMBwDPPPAsMK2mOufz7W/4uT5KEwVAkiFutVv7sc8+FDzzwgLrg/PP/2Z1o+/bcFt312DH302dWn33gcP+ZfQ8f6u7cuZMfeuihiSiK1jGzABB85zvfSY8tLIgHH3wwfujBB8W55577ovsdLbUBCPMsK6anp4tP/P7vv2xO2NzcnEiSpKKUkoFSTamUrDca9YcefJC//vWvm507d+Kiiy7K7rv//rxWq5e9Xi/cummmObVuonLW6Ttw5OixEETJcOZUWhRF78/+7M9e1ie1b9++Kgb/eZVZlhe1ajVmZjjnBBFJ51yxb98+Ozs7a/ft2zca5Lk2ADoA4xgEKsJgxle3WqkkPKyeMWDLohjdpti5c6df/vO8XxPfqO69pr17cM6fBoBL33qu/u739zxZrdXkOy6/1MzNzdE7r75mSQVBjS2P/mc/aGRmNnff+0AspYwBiEHvIPfytAtyrnClOwDmhJm7nUzTo08+Law1FSlVesP11+v9P3+KQWI92OWwOlZSGRICQZxMC6ESa7SFLo83TRtdPq2C8E2ASMmZpxlMAGUgipWgiiSeYpBRQWhCXawKLu8UKnnhnedtP3rfz58IHZkOgAoT5c65hIQ4zznXkYRFIcSGOKm8YK3ZTCKoOimtcbSoguDM1urRFalkniQV56xZ/PBlpx/+0Y/vOcDMU+wUBLCBjSESygShWsr6/boxWlrmahhXMinluBAyl1JuZOa+Kw1Za5tSikKXpSCiunVspQq6qysrh448/5zE8EDea66+St+2Z+8iAPXC8weDLVu2jjHY1Gq1LM8yCqM4YscRAPzN33yJPv7xwa624bJWjEF4yHZeecWYY44mJ8ZrQsrVTqerxycm5C23/L0UQlYABHIwaTMDQFKq5iAkW7519+7uYwcOEHB8NlUAgNatm6oEYTAWxXF37+23d65617teWqliEoIFkQIAa0wipSTnON8wMxMPHwuf/MQnzH//y7+Mp9dPNZixriy1c8y2ksQ2zXISQqiJiQmTJEn8F3/xF7bX6+Wzs7P8uc99rhIEgQrDMCjLsjz+mFIW0jkDImmMUThRmerPzs5qAHo4f0ph0D8lMOiZSjCoZoUAKnmeuyAIBABEUWT/6+C2nuf9mvlKlfe6smP7adi2ZbMDgKPHFkQYhjEAcs72mTHPbJeZuX/N1VcVTz37HKRUY0LIkpmNUvJwp7U6XhZFBKDK7AK2DkeOHF4PIc4UQkwKKavzq71VY/nNBK4A5NiaI3ft2/P8m84+r6LCaL1QYUpSKVhzpCyL1vbTTuVTZqbKrdMTR7dMT8wfXljqEShg5qNEeJacHQdRA0BCRE9Jog4RLb39/LOOAcDG9ZP20JFjpQwCC9A5zFAg4Ry7FEQpAdqZcpGIyAmlAao5UDfvd23Zb9uyLBUBTinV27JpRi+stCaEEDtIUERCBAD1AAhr7erq4tFM69JJIUoiKBVEXRLUI0YO4Gld5ofhXIHBETbj7Djr9/sLi8fmDy8tHC0qlUq5dizC9tNO5Tvu2AfwoJenklSaxtpxIWTNWRMQiUGzOgFvveCCEgD27duXYBAWCABt3bK5BgwmmzvH6KepjuO4JCIhpWRnrXDMKlABpmdmNhFoxlm3zlpTtNtt1+/3JQC1b9++0VRx1Wg0akopEwahS7OU33zOOS9qmt+5cye+973vGaWUiZPEkRCBtX/RkL0AACAASURBVI4cO5ZCFt/85jfdI48+Wrln//6IhDBKynocRVUppVFKlkurrbbRpgRQlmWpeDApXUZRhIceeoistXGlUpFCCMrzXGPwHwOdpqlTSsEYg7IoRt8T7du3T49GIOzbty/AIFQFGARYOXy9cgwCFrTWPD4+ni8tLZWf/exnX9PnLHreG4mvVHmvW79zw/XuW9/+TkcIIYWUigQdvuqd7zjeaPyuK95m7r73gcMAaiDqddurEgCUCmIA08ycO+eaJEgQSLG1CirIB8ffEDNzC3DSgroAoK3NRBAtCxKGpHD1iaksyNINd9/3YHH5hecdH+NwyZvPeGrf/p89c+qOM/jwM0+oIIwEs+sR84rR5eOXX3T+yxqu33bBmxfufvCxQip5G4C3OKPZ6PKeqFI/lsTRcmqKBjO6ig0XHMyDuP/Mow8cmxpvNuIkqRnryjCuift+/ti4c/YSknKcmAsGP8vsyFkDkMgYUAQkRZGXZYmetW69kCoUQjyR9bqhsWbcOdetVGshmJkBmyTxUp6FutVq6T/8wz88vtz2lVt3CwB4/uBB2rZtGysVEIhCZrYASAhphSABwDIoA4Ddu78qMAg+x+dJRXGUZXm5rlarmyRJljq9vgpUUCOA4yhyWuu+ICqDMIzB1DDGTLNzxlprsixrr3kZxbZt25TWOgjCUMdRXABAmqavWMUZ7pIrABQ333yzBVAxxrKxxtUbjdBoLQFAG9Noty0Y6AVKiaPHFrpH54/qsbExFlIymOsMEJhLISUXeS4qlWRcEFWr1Uo61mjkzx08CADrAaDX6/UxmKg+Cpd61PM1HL8w6reqAGgMr2Pw4h7Y1/yh1Z73RuQrVd7r2umn7yhPO/WU9qmnbFs9ZeuWl/XtbNm4wWzZuCHdsnGDeeaZZx0DCYFiGQSls7binKtoXWZCBaEQkmUQtKy1TSJUhRBNx+LhAw/e++TM9NTGzvKxSKkwDOMoA+igs3qGiCIhROXg4Xm9deOG4707p2ye4bEkwJaNG9yRxdWtBBojIYmkam+eXveKZ989+exBHYZhXRApIcQhASyWee/IxeeenW/asL538NDhlAhpe3H+4DWXX7j0nW9+3S0uHNWlNp2tO87eKKRcD+A0sBtszSewkuJAr9PWedZP014neN9vvae/uLRUOmZJoGqWps6UxbIucptmfWG0MWEYNsMoDFUQZNYY1+t2+uw4aDbHzLnnnmu/vGtX9OxzzzVVoMayNJ10ztm03y9rtVpZrVa0cza01qIsiy6IrDEmKfJcPfzznytd6mR8vCnbgyNyzOzsbPnzRx+vMWCNY60d6yLPImaQMUZmWR7osiyFEHWpFIh4wjk7nee5TPv9Tpqmq9ZaGycJ1RsNiqIoss4pQYKNNV1jTLZ2WvyruevuuyOttXHOWnbOSqUYzMpaq4go0lq7LMsoTbN0eWUlByCKosiqlUpirQUA5ZzjdqvlxsbG4jiOBUBCEEoiYVrttsRgh96okbwcDurUa8YnKAyCVIxBH1WE4XwqDEJViUHFq8Sgd+oX+Bfied6/JV+p8t4whgc5Lxx48unF+SMvTOqy1MaYPM9Sk+cZrd+4rcsMCCnPIOYJwBkBG2/dvLG+OH84BIClI8+tLs0/f/Sq916XH3zmqWkanKEMKcWr7rpygzPdFjBoUA7XXnbr7t1BEIQVZqc/fN116e13/eRArT6WM9CUSlWUCzQA3P3Tn9WllOvBjPHJdVUA88MeovKuBx4bE1IqAGBQTiQcnB1jdovdXr+X9Xujxwwef+pp6vX749baKWftBAnqM/OKY7cspQyssRJEYOYFZg6stUaXg0IPCSFHwziddRNa6xAgajQa5vChQ60/+ZOPZADKr3/jm708z1y305UkRJOdi5RSkTGGAxX0nGPavv1NPD2zMdm7746aCoKwLEsLANaaCECVhFBKBJmx1gkhqsaYktmlvW5Ws86SNSYhIluWpQaQx1FUkVLKPM/HAdIll67X7Yo/+ZM/eaVhmjQ2NhYCQLvdLmdnZzmOoqwsy7goCtvr9crZ2Vn+qy98AWyM7PV6NkmSqmMu2dpRIzkPr0M0qGqWRZ6rKIqiNMuaQgpWUhkQaWNMgRcfIWNxYrdfOGyu18PLgEGAKjAIYKPLCgyW/9J/btCq53m/Xj5UeW84Z+3Yzmft2L50yy23dJQKagCQpWnv2ve9r7z/iYPCaL2RBG0Bw5IQTyRJZUNjbDxI01TnedaP47CYGYv5sJRHnDXrHSM9ZfuOzksf584f3zMphKiJILIiCImdK8MwOn7A7Q/v2q9qjbGJMs8tkQy+9o//ZK/70AeL/Q8/LgiIGHBQwRiAVS3jSYY4RZFdEqawALBn7+20tLRIm3a8pYdB9SJ0jFYgxFPGaPm2C8/rf+XW3aJWr08QkQBQPH/wIKQQE2DMCCLO83wlCIL0ve/5ze53vvs91qTHgiDolUURGZOGg/mrciLP89UwDAulZOLcIBwyu0kwG2Nsr1arWWCwvLfaWg3CMHSVasVorQdhk4jZuePLVZu2bI2YuQoGQEIUee601tZaA+c4JYIUgjLnXI2ZRRTHuixybrfb82EUuWGVcR6DAMIAYLR2VohUkHAkqIiT5BVHOtQbjYhoMAOtVqsJANlwKe1Fg0X/4DOfKQHg//lv/00FQWAdc9nrdvsYhB0NAKsrK+m6qak4S1Muy9JVKpWK1rosSp0VXJbT69dnv3399W44J2t0Pt/oXEGFFy/1jYKVxmDDRQWD8NUF0Fs7Gd7zvNcmH6q8N6wbb7yxvHX37tbwcwcA1lgB5nl2LAFS1uimEKJVq9ezaq0OGYS5lHLDj358Tz/P+rFzLnXO5TNvfcuLqgf7739QCCFqMghCsEPeWX32nVe87fhU75/c/1CjUq2uF4LG86C/2O921r6hKx68kUIImXz73qdTJaOLFPF6B7VDKfGPt+7eHSRJpRmGER979kA6fepZjwgpk6zfTa++7EQj+e/ccL37wd7bl3u9rqxUazaOk0nr7AZmXXWOSzDrbqezeuvu3SIMoxhA0e/1YJ3VxpjAlOVYFCebxsbG14VxfDBN04UgCII8S3skpCFBpZSit2XL1gIA2p12NVCBZMcgQVkQBMsAGs3xiXocx65RCVwtDrlbCi71oAJW5Bk9+cTjWRiGE0lSqQZhuATmQsrA5FnWrdWqFSXENMnQjDUa2eLS0mEMAkp/VLX573/5l6VSKtBl2YqTRLBztLy8/IrDQtk5ghjkrdFYgi/edFPAzkWl1ua//vEfH7/dzTffrOIoIgDZMKGZNVPQCUCwtLg4WpqrlGUpwzB01hhLQujfvv760c9C4MTv28bc3NxoKnoNgyBFGFSjHAb9VsBwl+WQnz/lea8DPlR5b2g3nHjTAwBcfPZpZv9DjxcAd0FUSMIjeVnWgjAOSJBw1lXYOQDYQEK04RxGZ9OttbK8xGMT62pCBpsAIKqqPoD+cChpWB9ftxHApjCKJYF0t7268OHrrisAwFm7IKTciMGb6jI7V7MkyYIWAUBQ4JIkmXbMVSllSUT27ReclWJNpeXLu3bJaqUaM9jecP31OQBz297bJx1hkoEaCeoJyE4Qhs9+8NoP6D17b6dOpwPnHAkh2Ghdlto0wiA8XSpZ1UY/L41at3Hz1qXWylJflxrO2dQ5FzQaje71vz2YXh8oJZwb5EtrLH384//F3rb3dsfOlXC2bq09vdPttSaaY61jhnrWGjl/5EghhJgE0CzKopRSVIUQrRtv/Eg5NzdHzbFGTQjSRKSr1YpYXELvpUexDIPQLzRxvdfrFZOTkxIAWq1WMTc3R81mMwEAKUT4xZtusp/+1Kc0AMzPz7tmswkAGA4THTWUKwxmR42+JgCExphCSOkiIfJRpWsYvqoYVJ7c8E8DYBInQtTaWVo8rGSNRkTYUd+V53mvbT5Ued4ad9y9XwVB2BcqeAHM2oL7KoyaKgg2EAkw29Uyz1MIKqwZvM8553IA+NY3vq56/X7MzPZ3f+8j2T0PP94Hc5fADsxjAA455yaJSDlrpoQIhRDChnGcf/i6647PvLrs/LMXf7j//uVT3nQGnzJZ5T0HFsoi7R3DYMfiolk+2AVIgRlMCJWSL3vDDYOw7pwTAHDLLbe4G2+8sZRSSp3nMQmRExHJQC5dc/W7NAD86M47xMaNG20QhDEJ0du0eXNvaXGhIKI2QKEgSCFEbo1OwjAKpVRhWeQ9pYLlicl1/I1vfbsqpbRFWfaFEEmglDt06PAoKAwCkLN1YuGYmfppWr3qore8gOoUz915R1CpVIgZUhCFAFkikfz1zTeL2dnZ7O9v+bu2MabCzOSc6/+qZ9sNb98DjgcekBA8OtYmUGptcBIqCDJdlqK1smLWLNslGDSSCwxC0Wj2FsqicGVRrN2VGGAQvCxOzJuKh7eh4WXZ8M98VH0bTmd/2eBSz/Neu3yo8rw1ojghZy2c0SUAWOdEEEUxEdUAgFgSMy9U4kovjhIFOHPxBeeVAJDneZ0G8Pe3/J3d/paLVgi8zjk35ozO77z7J+N0YtjkMgkZCyEKZrdyz/0PBZe89dzjW/93XvrW48Hh6rPWM7D+jq/f/Yi69vJzzK277xNJpRIQAYIE9/u9lx0WLKU83k8UhKEAAGNM2xozLoVYAFHXES2MrjM2NqbSNLVA2ichsGnzZtTq9ZW03xfWmpUwiFaVUgc7nVbNGltxzgUM4n7aL5KsWpXDRvnNW7Z23vue3zx+7t0wtOTnXXABEfhoHIhJAKLUNv3Srd+s5lleAOA0TZcbjUZGJGpBoFadY9SqlfFbv/IPSRiGRRgGhxYXl+Ti0vJJq9h87nOfq2C49La6suKiKBKVajX7xCc+YdYccIylxUWenZ1duzwbYhCUCgBxnCRg50RRFOXw/l56qPFoaTjHoFdKAJgY3n40hwrwS3ye97rnQ5XnrXHpW8/Vd+2/b0VKWWOg//ZLLyzueeCRE2/kRGm/318NwmgzAMVgt/++Bw9deuF5zg4rHSNvO++szl377zsMwrIpCu3YhY65FESh0WUvqVS1A7awQ81ak/xo/73Lb7/0ohc1S//wzrtiZq4Tkbn2yitWgcGS5Te++a1MCKGJoOM4iW7bszfP8zyI41hfc/VVTIK6zrkKM9snDzxRAMC7r76q+NZ3vvNsmhY1KSQXRX58tEOlUrGdTidiZumcS3/jqnfxD/bevkgkekZrvvYD7+sCwP/62tdyZm4KQcpZFoJIDpvgAQDWWokXSwDIB3/2MwawtONN25dnptfTU88erhBIJUmiLrnsclfk+VhZFNzptA87x4lUIlBSOgBwzkVCiOxTn/6/T9rU8P/3b/6mHobhWBiGWF1dtQCyoihsURRre6BGaBgOCScmoKvhddpxFIUAWEqp0jR96VIeZmdn9dzcHDCsZGEQshYBLGGwLBhg2PgOfx6r572u0eD4Ds/zXs1d9z4QKBXsICKy1i6xKR0JMQVGJqSsseMVGQS9PO2F7eWFMkv7ZtMpO5iZgzAMyrTXmwQA62zrqnde2bttz15ZqY9tkEF4jhTyTAYMMz+si+zxt1960cLax/7Rj+/ZKIJosyCKhZQHLzn/nIMA8PVvfLMxGs8wvWGmnxfFBnauMEaXQojlawbH+/zCRj1CURRRURQWgybwV1xmu+X/+4eqJKxnwCmp2tV6PWfmGjO7JElWf+OqE0fCzM3N1dfctJydnS2+vGuXZMd1AAjDEOs3bDjek6a1bt17z/5i27atIonjMQDIsjxpdzpd61y5ton8l/G1f/yniIjqZVlidWW5JCEauiyFc85lWUZSqkxKEYRh1KlWE2OMCdvtTtjr9UazoVQcxyIIgroQwrTb7RSAnZmZKbMsq4wep9VqZRgsCzoMd/kNX4cYg/BUxYmRCeXwIxx+OPiRCZ73uuYrVZ73L7jiovP1fDs/8MwTj5HVxbRSKmLHtSAI6wzUVSSFMXZ7EFfmJ2e2lGztIjPvADgsyrJXrdUeX15eov/wG1dZYDAv686f/NQqEg0QaSJKwLzOGnP/6DFv27OXBhUnWRdCVAGACZM/ffjxwxe/5Qw7vm69AKFOoLIsyzoRNR2zcM61jNHHjzP5JTAAVxTF2r+/zNzcHE1PT6sgDPNqpVo458R73/Ob/1yT+Cg0HD/D8T997GP2y7t2Zc65oN1uF1MbNoRlUSTMLKWUy8NQYXft+nI7CsNEG+3qtVpY6hJzc3PFmWedRY8dOMC/TPhgcJVAMMbElWpV9Xs9F4YhW+dKgNpCigkppalUKiFbG6dplgRBgDiOdZ7nFkAQRlFFEEkSArVavcHsVufn52290SiVUoGztsSJAZ9y+LxHL+ioAuVwYpnPDZ+D753yvH8nfKXK834Jd/74ns1gFkEYgYLgTCIZCMIYHMM6M8/sOmzdQevsdmDw7mmMeYoI+TsuPzFS4ac/e3jCMr9FhtGFACQgnnE6n3fWwDmb9zvtI8xs1m0+LTBlcTbY9UjIdpFnT/TaK9RojG0e3lUCwJRFVjHaNHVZHO2020uVmR1lVKnWx0Sx/LYLzy1f/kxebm5ubrS0ZV5tt9mo4rJ+eroehiFHYbh84403vuz+//6WvwuVUokxxj319DM9AHi1ELT7q1+tMGOM2elut1v8/sc/frwn6+a//p+qVqttIRJEggIh1KpUioUQriyL1Zfu3lzzfYqNmzZVpZRhlmW22WwmlUpVp2ka93u9MsvSXEpp16+fzg4ceJS3bNk6qIrlWaTLcswYEwpBZVnqY8NeqVq1Wq0opRBGkWZmY7TOmblot9slThw5I3AikBbDAa0Y9miNKnIWg0D1C/1cPM97/fChyvN+CXfc/ZMqkRgPgpBkUl3H1rxJEKbgXG6de46dW47C4JF+v38eiBQGO/Dmmdk551bf+fbLuj/af2+NgEkhlSSlLhckQIQaAXVn7fNGl8Yafb+V0VhQqU1JISfJmaVAyh+/9ezt/e/etocaY80tYCYiAjtrjDai3++GnVZrNZrY2KxMTl8qiWrEdjHIV/e844rLuv/ik/tnjGYyYVCJGTE4cSZdOdwZRwDonLPOHBv1mAkh0t++/oZXXbb7h698Jc7SLAYA66wdhaq5uTlx3rlvDpx1Yww0GVCOaZzY1YRUPefsstb6cLfXyz85PAfvr77whdBZS7VanWq1SrMsygnnWOdFfkypIMzzzHV7PVZSlp/97GePh9y/vvlmJYRIOu12WJZlQ0o5bq3tlWXZwmBnnlBKNSrVqpZCJMy8PPh+XdntdNxLXpcSw8ofBuMQ/C9Zz3uD8Mt/nvdLGFab+s8t9+nYkcNVONd2QJ+t6Th2K8xoXfCWs8339+x9KFBBEkZx0w3mWoGIgrX35awhIahFSm0XhHXW2j4zRySEBKCFDCaIUQc7yaCKLvNxAP2jLxwSvXYrHxsfV0mltnrlZZdk3/z2d0JdFlIIEYT18aogEQIMJjnFJBMMh4n+CtaOABhNFB+NBgAANTc3l2NQsaF2pxPUajUDAGVZvuoIhO99/7bm5LqpOM+ysNvtrJRlmQHATTd9sTrebMql5RU3PTWljbWmKMpEqECSEHVmDphdZq1tRGEoAbQ///nPR8baOjMLrUsrRa2qlBLMLtRGyOXlpTLP8xCAKIFyGABDYDC+YG5uLgUgoigiY0wxPIJoVIUqjDGmM+ilyprNJpxzotvpjAZ3Hv+xjk9McL/fr5ZFYQCI4euif9VREJ7nvfb5UOV5/wdOmazyc0/1n4iUzNlZJiIJ0HJ7dbkDAO+++ir93dv2mKRaC4XjujY6JyE6APD2Sy/q/fin94fG2pCMeZql2uQg2kJKZ6w9TETP5Hm2HCbNp0iItwIMsFt11kR/++Uvy0q1tjUIw7Fup2MWjx1d/dbKUl0IkYyNT0RRUs3TIDnIwFkEDuHMMQH3spEL/wdGu/oYg6pUPjc3t/Ycw9HEcAKApeWVvNFoWAB2ZtPm47v2bt29WxR5UVVK5lPTGxyAalkUFakUb5jZKLUuk3/6xjdyo40EABIyciS5Wq8u5eVybo22LCUJQdpa55RSpdaGAKAoy5CAkJll2u+zml6fEVHBzE4pla2utlQURQ1jjLPWFjgRFDHcnScAKCIySqmV4XNxGASr0TE2DMC0Wi2NwRDP0fN2AGy90XDWmIoUIgmCwGqtBU7sGvxl+9w8z3udkX/+53/+6/4ePO916ZTNM1xvTrZfOHwo7Xe7y++68rJ8x/bTjl++sLw6w84lDGYAy1dedsnxHpotm2aybZs39Y4utUIIuYGBFgMLAB1oLS8976wOuMwkrGbB6Nkyz3SeduM4jpUKNhIhkFKG9fqYlErWK9VqHIbJmUQYryjOM4T3O+eeTVz20JVvu/hXboLet28fYxgeNmyY0Y8/8XhUq9dNu91+6RErwfSGDWG1WjNhFGWAqPV6veTBhx7C0tKSXVlZ2eSsrTJzI01TIqKNzBwIIZQxJmAGCyGidrulmZkmJtdNSSlrZalreZ6vlqVux3F8LJBiQWuzlOW5NcakF114odvzgx9ABUHVMUdZlhlmToNAlcyu9zu/+5F8//79NcdMSkorhHB2cDjyqMo0en5WCGHjOC6NMaUxxmKw/BdjEKDM7Oxstm/fPoFBUBpNS9cAKAwCllIK55wiomB4+xIA7du3T+/cufNX/VF4nvca5nuqPO8kuvdnD4lerzsuhKQgDBvOOQsAUspWnudZnmX6N685Me7g7nvuO4WkulhIOc4kH8iy7N6i26JAyVMAjBFBM1ASQMaYFgBYx+uN1pFSSlartUVtSgRhdIGUMgaJjiB59LKLz79n7ff1v3+wV8ZxXHPO6Xe94+0pXsHu3V8VAHD99b/9qstUe2+/nZYWl5pu2C9Fglprm8Vv23v7uDW2Foah7fW6/bTXkwAghOB+2u+AedRgH0kp2yoIlFKqESdJhxlSKZUDwL337F88581vllEUny6VquZZFqZp//Dy0tJqkiTpcECnwKCCZtecx1fDoIJUYhCSRoEyn5ycjPI8TxggKWWn2+loDMISY7B7sYITE87TNfdZx+CMvtGyZ2e4XDgahRBgUMkiAKbRaIRBEBgSolhaXAxwoufMN6Z73r9zPlR53kn0wzvvGidQFQBIykhKaQA4IQSM1sSATvv9o6Ng9cM77zoXRIEUMlZBWAop563RkTUmtlZPMEMLomWGC5x1K9oYV6s1Os65MSKosihYCAEp1ekyUFWApHN8kJ09SkJEQRC0d5x5dufB++7ZIEhIAGDwkpDKRHGi3nT6mcVkLeQv79oVseMEALIs63/604Oz727dvTuIk6QBAHmWdQDYIAgmACDPcyqLog+g+NjHPmYBYO8P79hAQih2tp7nuVteXCiNMU4p1f7oRz/a2rVr1wQRNeKksn5Q0OF2WRQrJChtjk+EzBxIKfvv+Q/vzr6/Zy85684EoVHkeTPP0qeOzs8vJkmSzs/PWwwqRKMQ1F/TKD9alpMY9H0BgzBU1mq1SErp/uiP/uhl1btXCWmEQaCqDj9KAG0MQpgePuZoGTEaXg4MZlT58/o87w3GhyrPO4lGoUoFATFRKIQ4BmZtjZkeNj5DhlFOQjaJSOe9jmZ2zSCMNkmpjhCh7pybZnZtAh0uykIIUJUEtY3RPaP1sWuuvopv27OXrLVjYRiOCSn7QRAKY8wEEXEUJyvGmCZA64hQWudecFor5xxpXQZhHIswiOokRMc5l15x6YXzX/rbv60RBkfoCEH6Yx/7WH9ubo4uuuTSelkUIQAws643xoxjtyFP03q32y1XlpfaJEQmhOh++lOf0rfvu7MBYKNjF3W7nX7aT3Wn3er1ut3sT//0T1MAuHX3V+thFM1g8PuH6/X6s9dcfZUeHgLd0EbHzrlsemZjW0k1k+f5FIGDNE07vV5v/v/6jx/tDkcUVACIJEkqQRBk1Wq194nhLkAAGFaSRrvy/o9Dzpr7qWNwzl+CQQVMYxjmhtdbO+i08JUpz3vj8UcieN5JVBRFi8F9IeWYUoEQQk5LFYQkpQSwwTk3IaVaT4OEFUaVms7S/nNCyGdJCM3AqURUIaINzC4IoygjKSVITEipGscnpRM1hBCxMaaw1rkr3nbJQlnkTxd59kRZFJrBozDBgigK4hgk5Q4ZhGeUZTFm2UXWmroQIl7ulcSOjwcOpQJ96+7dwRlnnDme9ft1DINJEARGKpkEKihJyiAIw2ZSqVSstTLPMgUA73rnlR3HboGAY4JEIQTZIs91GEXH719IUQLsALBSsgRg5ubmZJZmk+1Oe9wYUwcwfujgc1Vr7aoQlILEshBipVarWgCYnZ21GFTNQiJyg7lV5fHJ7MPrlBg0h/d+larR7OxsOTs728XgWJnRqITRct/a36E5ThycfNKO1PE87/XDN6p73kn0ptNOxSnbtuYvHFusjr7GzJqt1kRkBFHKwKQQZEDkrLWrV73jiu4LRxc6AGLnXMM5V4LRYeAggZjBVQCCiHrbtmxePdbJqbWyskGFYTMIo7pUsnHk2GItqdYbQZTEjbGxZaONBTgiorZj7gipmnmeSSFETICxRkfGGKm1bj3ywL3d//jRj+oHHnxQ16q14nd/93fMo488mjCzcs4ZApiIuh+89gPZU08/I621U3A87pyFtVZnadqq1Wr5hRde6ADg6aefybUxIoqiPJBy1RqjP/nJTx4PNeecfbZ96KGH+0KIfHrDzIpzrlmt1ceN0eycaxJRXZBwBOQfvu5D3ccef7yX5xkDMM1ms3/aqacCAHbu3Kl/9sADRopBrjHW6ssuu+xF4Wnnzp04Wc3hO3futPv27RtVn47vDBzd/86dO93OnTvLnTt3+oZ0z3uD8iMVPO9fxzKAKYBMUeRtYlslkLbOTJLRy0IqmVTrR6+46LwOAPTbK6bWnDgMAGCeYECHUbSQpmms9pymLAAACD5JREFUlFIkBTPzMQB45snHm1FSDdjp2DmelFI9RUJcDHYdgJf6/X522cUXLH/3tj0rcRiqleXFYGbLKRWl5BQzs7WW0173oDEmKMuiGQah2737q93nDx7sjpayqvVaxVrXdNb2y6JoH5k/wp//H/9jyhjDZ5xxZgtEkErZ8fHx1nPPPtv+4z/+Y/72t78T99N+Q0pZ/Pzhh3sYHsMy7FV6kTTtm1qtjl6vux5EE0qparVWz9qrKx12LtesMxUEGgDe91u/VQJYeaUX+Q8+85nyizfdxADwh5/61L96dWj4+vTn5uaEnzvled5L+Z4qz/s3cuddP65prSeN0QUAFEWx8v73/lb5v772tYoQsuLYuY2bt7azLAuKoijec83VDADfvW0PXXr5lXj80Z83neOtQRhGDGoBYMCtIxJVInE2wG1nzWHH/LPLLjx/ZdeuXdU4qUwQUTAxOTkZRFGTQL2yLI7Nv3A4DVTQlEpNK6X6RZ63irJYKYqic/qZZ1W11uvBrJ1zRkr5wvMHn9vmrKtaZw0B/ekNMwURCWtt67oPfbDYe/vttLiwuA2A1EZXdVke7ff7aaVSiUiIKjsuDh16fmF2dpa/vGuXTOJkLIojFQThZBCGUVkUSVEUvYWFY0thGOaCBGuje59c0yPleZ73Wud7qjzv38iVV1zWs862AEAIUbz/vb9VDj6XFQAQJMSRQwejq97x9nwUqADgPddczff+5EdwzDtAqFhrFMBVZqelCh+BkC0GP8GMPkj02isrqwDgHAfOWsHMpMuy1GXZNkanUsru5OS6MqlW6nEcOylEECXJ+NhYU46PjyfO2jEhRExC1KVSpt/rBoO/EympwqIoMhWoNoDl6z70wQIA7rzjDpAg4cDSOUdCSkFCKAD1wXE6iHecfnoEAJVKJQCAIi+MMTqz1vUdc1oUxaIuy36j3mgfOvR82wcqz/Neb/zyn+f9G7rmqne1MdiSfxwz69ERNsaYV13CYmZHRNI5x8z6hcsvfusCAOx/8MC8ECp3zqI5PvnYpRe8hYHBLj5rTV9IUSOiRWetJaAMwrAnlNrWqDUmiCgyRqdlnq0KITc0JtYxEWp5rxs6Z9FabR9ZWV6cqtZqKgjCOhHSer2u7/vpT/VZZ519/HiWiy65NHLOmbIoElOW7TRNU3bOqSBwztpQSFkWRaEBYGpqqjh2bCEhgMqiXPzgtdf2v3jTTUFRFHJifFz/c3OyPM/zXsv88p/n/ZrNzc3RW849L5RS2ms/8P5Xrc7ceff+mpByI4DsiksvOrT2sp8+/Lic2bzVbR5PXvQP+su7dsnnDx50aw/1/drX/nFdpTG2PYqTphBCB0GAbmv1oAqjbUEYubLMp5217V67fWRpaUE750IhhAqCoKjVavNlUdpWuxVZYwIGitbq6tJFl1w6Nbp/Iah3bH6+SCoVBmPCsUsEUXbDDTcsAcBofIMQxJVKtetDlOd5/174UOV5bwBzc3O0ffv2IAhDJlCt3myujyv1zUEQtEmQK/p9BtFWB3TZuapzbrW1vDhflEXdWVthZgnQkSSOV7XRbnVlpTa679XV1aMXXnxJk4gEAOR51v7whz5U3HLLLaFSwfHrkaDWYwcO8JYtW8dGXwvDML3xxo/4eU6e5/274Jf/PO916O79P1X9Xi+Jk7i48vLLXjGUfOXW3aJSrSZSSnvWWWeHzjnFjhFGQdZaWT46TnJ1bHyz7rWWK8aUsTZmIYzihBkrzuqnavV6L8gDrXWZEwkHwpF+r1dWK1UmogozC+ucAeDiOF41RifWOvPhD32oAICnn35an37GGZZA0rErf+/633UA8KW//VszqlSFYej7pjzP+3fDV6o873Xm+3v2kpJqGsONJsaaY++++ir70ut993v/e9IxSwAoixxFXhgAsM5mH/m938uG9yWVVNNZnkXO2ihL+8YYkwsSaRRFjsGTQsqCQOm1H3j/CgDcfPPNqtvtBtZamWVZ+i+NFrh1926x9nxA4JWXJT3P817vfKjyvNeZURAa/d1Ys/zuq6962Vl23/7u99aPPmfndK/bJWutU4HqvOgQ5D2316WSSa/bRbfTlkEQWGZeJ4RoOOdaUsqitdqaL4rCal0KALEQohpGkYiiqFy3bqr//ve9t/+v/sQ9z/Ne43yo8rzXob377myCuQJCftU73/GKgzH/6RvfTJRSVSGEDcOwddedd+BfqgzdcsstoZRqSirZACgB2DrrbF7kR4o8rzJzqrWuMLOr1etjSgV5vV7vCCH6137g/dm/zrP1PM97ffChyvO8F7l19+5YKVVxzOudtQ6MvNvrptaYhIG+LsuaUgpxkoRxHJdxnKTO2fTD112X/rq/d8/zvF8nP/zT87wXueH66/NABR1n7dPr1k092e12F5SUmoQoBFEShGEZhGE3juMjURS3AeQ/f/hhX6XyPO8Nz1eqPM/7hf3Nl740LkgwAJCg7D997GMv6+XyPM97o/KVKs/zfmFxFPeFIGawef7gQT9fyvM8bw1fqfI8z/M8zzsJfKXK8zzP8zzvJPChyvM8z/M87yTwocrzPM/zPO8k8KHK8zzP8zzvJPChyvM8z/M87yTwocrzPM/zPO8k8KHK8zzP8zzvJPChyvM8z/M87yTwocrzPM/zPO8k8KHK8zzP8zzvJPChyvM8z/M87yTwocrzPM/zPO8k8KHK8zzP8zzvJPChyvM8z/M87yTwocrzPM/zPO8k8KHK8zzP8zzvJPChyvM8z/M87yTwocrzPM/zPO8k8KHK8zzP8zzvJPChyvM8z/M87yTwocrzPM/zPO8k+P8Bx5+jtjmjge8AAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scv.tl.score_genes_cell_cycle(adata)\n", "scv.pl.scatter(adata, color_gradients=['S_score', 'G2M_score'], smooth=True, perc=[5, 95])\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "For the cycling Ductal cells, we may screen through S and G2M phase markers. The previous module also computed a spearmans correlation score, which we can use to rank/sort the phase marker genes to then display their phase portraits. " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:49.542189Z", "start_time": "2020-05-14T22:09:48.299779Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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cJZ1ngV7Azoj0an0UIQ7QEe789UoDt0ZHXx3oS01odgAeN6F5SQf6Hy39Hp46nEe/X0ofj3aBDnStCc32wHbAE/FYcVdgW+DtaFFJ3BmtpW04xOXIND0Ja+3H+A7QazUmNPlAfmpOnaMKKeLqSoaLRs/ahQ70K429bkLTBxjYUDFhE7wMnIMILHyyEsd72jGJUp1DXU74RYA3GjwNcQeSfjsHeBXAhCYKfIGkb1S7dMkqxHn1ElIA/YEJzWs60H9JOdd0xGhobJH4AGLMLkFqNVscE5p+SP+IV+tRHTwfiZZsb0JzUz33Xk/L8QKwiwnNdTrQE9p6MKnoQP+AS/ePx4rfRQyI56nrOdIsXC1Et9aoIcwoPUkpNVYp9ZVSqlopVZvyqGnpAXnaBleYNRX43YRmLxOasSY0U01oHkG8L6O2XPLb0vGzJt8fjxWPbtvReloKE5o+JjT9V/Ec3ZGb+scmNGekvXaICc1/TGiGpm3vbEJzpQnNeBeqLwCG6ED/vipj8bQ/IoWmGnE21AIPt+1oPO0ZHeiFOtAn6ECf5ySfQQQVurjfc4DRyHV0JFLAfCuSPj3ehKZ3yun+5B5HJzeY0IwwodnTLapwPYceBLYAPjOh2aUlP4/zbn+ILABvqmeXRxA1p+fxqnKtzY7u55g2HUXT9AFYmJU3xoTmkpU8x/3AfBOa61psVI5MIw3/QkKFixFrvLmSY552gJN4uw7x0pzrcjqTDKOu4GaMe558WICItcl6hsMB3+BtDceEZjTwHpBlQlOoA/3eSp6qK+LRA8m7/Jc7fydk8soCegP7phzzNFL0hQnNJysZofCsIUQKzcGJUq0ihcbfOzzNQgd6ngnNKcBfgA+Q6MARiPoRyPxTCTyERCgwoRmGpCQ9mrzPOefI/5B+QxOA60xocgDtzqOQqMOrTY3JhKYIKWS+UQe6opFds5AICdTNkamf7R4Tmv+uhIyrp/kchYi6XN/WA2mC/aZ0KHjw82jvUcDFJjSbA+shssDLReJdDeB9SJH0UTrQ37qX9kj5eU5LDi7TQuihwFNAd2vtutba9ZKPlhyMp9U5CjgFmSQPSHvtfaSw/X7gRpZPIXgpJ1F72kZlc18EpgAqHitOP96z5jEC6IDkEI9qzoHxWPHIeKx4WjxW/OH4WZMXA8kIQS4sC49eQp02+ufJY92NutA9rUXkfD1rOd5g8KwMJjR7IWlLGyGyk7mIfOr+SD0DwGwd6GOAXiY0Y5D7WQnw75RT5VPXc6ir+9nJPQDiwC0mNOuZ0NxkQvOSCc2R9YxnK2ShdjXwjQnNUen7xGPFHQF0oCuRQtbLDpz77WPxWPFW6ft6g2H1oAP9qA70oS1VzN5aRItKvny76zpXLc7Oq0VkefdBrv3j69l9G8QQ2gr5n0hyEpKOdUY9x6wSmRoNrwNzrbX+4l6z+R9QjkSMlosU6EBbHegLkHDpC0g/iAcRI+HiU3c965YuRXfviUyWE4DHfZrSGs9jwGXIze/eZh67P5ISsBUS9j0MkS0sdq9vDJyFXEc1wIkmNOvCMkWI/yLX4rk60L+u0qfweDxrM+shUYA84DWk9ul7JKWowO0zyIRmIHK/ejNl+7JsCpc3vgciVx6Y0ExDiqWrkWj62ch8NRk4DdgNKHHN3QAwodkREQVJRukHA9ea0PR1kVXiseKLgXg8VvzLothxP/Suij8yvGze+QU1FfcD77nGl542xClC5rX1OBpCBzqGOPS2Q2r+ZiAO3XQ+RbIFfiOlf4gO9EM60HvpQDcZNWsuKhM7QCl1LnApEm34FtdREcBa6yv+1yBc/nmtDvRi93wY8t2+hZOeQ1LRaoGDdaCfSD0+Hisej3hvKoBR0aIS36tjDcKEZlekicwtOtCzV/Y88Vjxekg6wHzg4GhRyZK094kiRurwlM0Hjp81ORfYD7g6WlTiU9w8q0yiVI9CFn/zgN0ihWZ+E4d41gBMaDZGIpXTkRSLc6lrbgpSAL2z+/1l4HEkIpHK5oiIx02I+ttLwN0NvOVCt08qCeS62hJxkryW8tpLiGHxPLAnEjEdPX7W5Jfc+wIwpUMP5mfns8OSZb6RLSf2Hb0TYthc0UR6k6eFMaEZCbyLGIrbt4Yy1tpMpjUNV7mf6U2+LOCNhjWIeqrpr0C+18Pd8wRiFGYjUnCb6UAnO4ETLSqZGI8Vfwf8Fi0q+cF5V8p9l+j2jwlNF2RxlYvcAI9Y2XO5XgxbN/A+fYAnkHzeJG+OKJv3AhLlykaKvVbQVvd46iNRqnshUc5K4MhIoVmc8vJ+SE7vuogSzbOre3yelsWEZm/gGSQKsIUO9BUmNCcgRkMVEgV/DfgR+EwH+kYTmjtTTlEO3KUD/akrJj3RbR+Ysk8tMkd9iihDJtM/vkYiGwXIPNULqY9I7410A5J6dDWictMfiTycC5xXobLWr1GRwd916M78rLzPt1j6W/98m1j8fPcho9yxAPNMaF5G6iiWAjvrQP+2En8yTxOY0PRCpHn7U9d0dFukyV+7IB4rPhmJ1l8VLSp5oqn968OlBiej/Fe6FLkWI1OjobjpXTztGSen2lsHOr2j5duI0TAL6ItMpBchhmIlEn1YjmhRSakJTRahuR6pj/jKhGZbHejy1vwMnlWmEqk9GEjjMoSryl5IWBVEOWQGcMIe+1xWHo8Vf4DcgOvTVff8AUmU6lxECWdKpNA0VIx/COLVBcnxTe3ge7/bNo/Me4N42hHxWHEXJJrwTbSoJIYsvhXi4OgPfIkYh9sDTwJ/B+5Bekad4k5zNTK3zQOO14GudgvF893rNUjKB8hcONj9/rsOtDWheRGZm+4EDkKiB32QaOpSJD/8NneeUAf6ZQCnUNMjWls154g5UyZP7Dt6czeuG5Bc9OziWZ/nZWMvBHpuv/jXmx/pObwMpfIRxcLdgX5uLDvgZc1bi60RYRcQae/PkXTsNsOEZkvEcJkEFG4R7W02LpubuzSS8+DE0HwI7KUDvcIarAn2QgRvAGYj12yLkVF60nIHKNUNKLfWtqj14mkZ4rHiCHAgMCNaVPIeLCs8/RQpdj1LB/qG1GOcqsQCRL5uXWSyWx+YPX7W5OnRopJ4+vuY0PwD6RSeZBgyuS7yUYf2gQlNN0TJaAEwQQe6xkkSjkCaJCWaOH4HpJnjQ03t6/YfiRibnyPN2roiBsOdOtD3A8RjxTlA32hRSbtqsONpOxKl+nJkEZhA0kgmOJnW1H02QMQZKoHCSKGZsbrH6Wk94rHia5BaOYBRE/uOngacidxPbjehuQFZtMd0oI80oXmGuoaQC4ExOtBfpp7TNYT7CHGGKcQY2BKphQCpp7qWNFzE4i9IlOMg4O2pn0ydPWDogOxolyjAtk4mGlfvMPqo2V8emW9rzwDej/UaOagsK7c/sFAHurv7fBsgjpKeQOKjTn23+axTn0U60N+Z0PRFasqWIgo46RENTxOY0GwBbAbc11C6l3Oc3oV8B8fVV0tnQnM6EjW6UAf6w+aMwTVluxWZo06NFpU0mnbmsjRmIVGPR5F1m9p+0XSGVCzi5/yuvN1lYGCV+hbJ5sgo7dKEZhTw8ZhF0/OGli+Yk409IVpU8kxzPktjZBRpUEop4AIkxNcXOFYpdTxwsLV2bqMHe1Y3pwEGqI3HijeKFpV8gyzekvJ02yZ3NKE5G/g/4Dod6JtMaE4FNkAmxe0X3H/8dYuzcs8mVnzvxL6jb0X+4T5BIk/J8J5FJMz2du/7gQnN9pksMj2tzglIB2+2XjKzTzxWfJmW66HJXggmNMORnOEsYF0Tmk+Adxq7oUVs4h8JFdkP8QgORELuOwGb4Iq4okUl1bRulMOz5pE0ECJI5PJ/SCrSMiKFZip1ktCetY/v3c+FwDwnk3p1yuvLJCRNaK5GDIZyJHLQDRFjWM5oQBaRSQ/+7Yjk84CU1y93jb7SPaezAZS11QPiC25/6O4XE0+/PDn7uEuPY/gWwwGeMaG5YFjZ/Ak7Vcf7fRrt3fGpHsPKsmyC3tVl2w6uXMyUjj1B5GEBiBaVTL3j5etvqlVqQu/qsqcO3uvCjwvdazrQs4BdM/5LeZbDhKYHUpPZAYns6Pr2c8ZEUSPniSLKkSDrmj0a2rcBilLO/wqSQtfQe+UhEbOObtMS9+jSq6ZiSgdbO3JE+Xx+yesy6Of8ri8BcZcq/qMJTQESkXq9vvuxDvRXLzxz4ZYjyud/iUidn4Sk+rUImaonXYEUy1YgFvt6SAHSLS01EE+LkfxOVfJ3Hei5yALyXupCtQBXIou7ZM1KUhGiwoRGPVMw9K8P9RrJR536HowYjKMQ2dZhiBH5VyQHcwIQuGO3YfliNU/b8R5QkZeoqR1SvvAIVj7sfTzwIlLjMsKEZpP0HeKx4m7bLZ45FmvJT9T8jHhz1ncvT3NevxbBhGa8Cc18Exo//6zhJEp1PnA5Mi9VIV66dpNj7Fk9RItK/j01v/t+j/bY4L6JfUevW88uZwA/UVcUDdZ2AMhN1MxGejcsw0XPRyALt4eRKEOyiWVSBnqmS0tKXwe9DlQsWbS04wWXPdz/nY++H3jeDSclDQaAnjmJ2jt3Wjx9/eHl8zseMvcbChf90mFxdh7fduzB4PKFHDD325C6SAgAFVnZx1dHsjr9mtd5Pxf997QMFkmrhhSRnpWgjLpC9+dW4vh3kJq9OUhabmMMR9ZMCnGSfIAUz+/cu7rsLMRwfWx6XudeiHO/K3WpVS8DT2PtIwDxWHF+2rnZc5/LvkIEa35GDOYWI9OahuOQ3K/zge8QNYISRHrM0764EZj9Uae+wz7r1GcHQvONDnRCB/puVlSNqEU6bCY9z8nF/jzg8vnZ+fkA0zp0n4oYHHshIdQNneLArSnnugBJL3hZB9p3tmwH6EC/Y0LT97A5U57OtYmdcB60DI/91oRmJ8S7e6nbPAbp/JxlQrNHMqfX0W/D8nkFQysWkGUTz97dd/Q2yLUFkhLwqQnNkBYKvZ+ANEw6yYTmNK9z3v5JlOqxiNfroWS/hkSpTqak/CdSaMYnSvUkgEih8RK8f0De6DboHCRicKQJze6ILPPnyH3rNCR1FsS4zEUWi6pTbXWfA3//arAJDcDNSErSVkiU82cd6HVdp2fljr8BqeX72L3P0yY0S4Ed3H1tHyBfRSL0GtiL68/ck1979scV7P0ErFujIizKyqN7bSURoE91mepSU8mCnA68WLC+RdI6OyGRkySvIg6YTkiX6rtSP78zXnqtiqrd2oD7Tu5HFt77OonuBtGBnm9Csx0i8/1YY/s2cR7rrpOOOtDLUrKdUuDlwPvRopKbnapXn3Q502hRyeR4rLg3YKNFJVU0zlfImmorJCJ2B/A3Hehr3Ot9ARKSwjQAWZO9AqCs7W2VomdN+a7xWPEbwE7xWPFZ0aKS5dLOo0UlJ9IKZGo05LLigqOM5dVRPO2AaFFJwoRmFnWFggnSJqcUAiRkO9FV3CeNhk7AX1EKYNHSrNwjdKC/MqF5DjEgHzahGZA6uelAf45o93vaETrQi+Kx4j+TYfGxC9GWub4d77ptNUiUItWjsVzkIFpUMiUeK9a5NrExMsFOdC9Z5GbdzR3fqNFgQjMUmNWEcXGte48HvcHQ/kmU6s2QBZNCjL2k5ys5XxyWKNWnut+fSJTqamD/SKGZs3pH6mkrXP1VsslaN+BiJFIwAlnEd0jZ/V3govxEzd0VWTlDl2Tl2oVZeXORyPlO7vGG2zc5j4RIs8neSDpuUnL8SmR9UwC8e1Hson4P3fBQh+69u/9++FmHVp5/3M6JDcvmPt2lbO7Bn3Tu1xdnuFhgUVYun0R7V1dmZVf1rYpXLcjO7w4woGqJGlk2f9j3HbrtyPJKXrcgBf9ZSAF0Og8BB5nQ3KwDfXpz/4ZrEUcg38ceyN/7u6YOcPUs6elpAJjQrAcs1YFucj5x95P0Gs5L3JiOeP2p8z6nU59XgBwTmr/oQE9M3TFaVJJRra+r+zza3e++RrJCyurZbyku3cqEprMJzcPrViyyvWrKWb9iQZaFMQpYnJV7erROkSsjTGjUytw/MzUa3kAKg/oj/y8nIOlJXqmifbIYMRYiSBFsvbhF4bvJ5yY0eyINbiYiOYLjkcXZFBOapxBrZAYAACAASURBVKjL8fudFf+xPO0U10Phxab2M6E5BbmxvWlC8yfkhn0ikg/5HlIX8wCiDDKpnve5cdmT0CRzlH9w+77n0uQae3+NFG5/b0KzcUNqXDrQj7EKHiXPaidBnfGYKpJwIxKt7ISknMxHPG8gc01zGw561lyeBDZNeT4L+AWJNAxAvLEg19HxOtA/mNBMBYZWq8jsR3qNmOXOcRgwF1GMuRVp9JZcDF6acv6kcMMyedOKeEX3+66+79v5s+cP3uOYPbBK8W20J10S1cUdEzWdUg79ZMziGUMGVS3p9mr39XKsUjm/5kmFdL/KJe/tteDH7QAGVy7ajhSjQQf6M9cXKVsH+sd6/gZj037+UbkViRp8BEwDMKEZi9RbljRHQtSEpgSp66s1oRmtA/1VBsecj6Rtnw/kHq2y3s+ztUcD3/yc37WCugh6ek+PZqMDPc2EZhtgwHGzPv8lHiseFS0qaWiMfwL2mJ7fhdHz53zaubb6+8+ivbboVV2+3ied+gyeJSlvRyLXz1M60A2mIz/wwhUvZud02MWE5gwd6JubM+ZMjYa/Ihd/Mh1pD8RS/iNbw61OMteyuUXFOtAfu1b3UR3ot5px6GGI/OqfgXV0oK904+iFRCRAJuGDvMLDWsneyMJuZyTqdDdSOH+UDnQPd8P7GIkYlCKG5QqY0PREdKIfAqboQC8EiMeK1SvdBt8yPa/LLrUqcpsO9I1phyYbIg1BJmQv4bsWECk0kxOlemfEy5uqPf4CdakmS5A84s+RwuiX8az1xGPFG1SjFtJ3k6Fu029I/vZxiHrSq7iFv0Mpa88zoXkdSZetRqnD3D3ySROap5F72L1IXVWOCc27QBdgPx3o7wGcYtEHyDz3hbV249vPvZ0O0Q6Dz779bDp16wRyHWZXo94ZXT5/h5/yu342I6/LjsDmZZHshxZn5R2aY2upUtkghvGsvtVlx8cj2Z/kJWrz3+y6zlb7pH1eHejpJjSbm9BYHeif0l4+AUlbummV/qhrOE61aFlzPBOaIch8kIUUtl+c8tog5F6UDYzVgZ6Wdrpd3M8spGltg0aDS3G6G3GWgTjJ953UZ6NflLXfAl9bpT6hTuhjYv1nygwnt7oXcPf4WZMLgM8s2Eef/8d7M/K63KAD/XjaIW8D/6tVke5P9RhWhHRIvw35mzyCRCSSamBFJjTDdaBXiNIsiRVfvS/sPi87n8d7bHAIktKXMRkZDdbaX5VSWyBeoMGIp/Fda61XyGklnGzWm0hR8vY60D8353gd6E/iseI947HiGHBLUn61CZLfZw5woQnNma4eYo4JzV3IP/IFmYT5PO0Pl4LWrZ4Gf0kuRuaEF3SgFztP3rbUhdJHIjdfEM/fMqPBhGZTJC8zgswTr+hAJ3X1AZiR2+nexVl5RbUqAtZeTZ1SRZK/I2IL7/gGR2sXkULzdvL3RKkeh0StbkTqXdaJFJrn3cujV//oPKuKCU0HoFoHOuNC1His+BDgwQiUdaytjpZl5YBEMs9wuwzOTtTuWhPJEo+utRal1GZLZ59Qq1SPyZ36gNyrUj3PSQ9+LpKiew91PWMOAK53zri3cem4v/3420b91uvHEeccQa+BvYhkRe5DPN2jAb7t2KNwq/jsV3Ns4imk5oL/de73/FfRXtvXojpj7Sco9SXwxM77XTXlxlf/tSSCza9VkR4AMx486QgFB3SurZpwd99NtnPjKnPR1B+SA9eBfoLljWqPUIUYcFmsmOFQiAjzgBgI6UbDyUj0fDEwwYSmSgf66Qbe5yLqDIZaRNlIAYOtpGoPBzZJPz4eK+4D/B4tKsk41cfdi1+O2ET3P8///nT32ZQClW3tDkhUZTmjwUmubplyjneRa7sMMThT12UVwFMmNA/rQF+Sep6IqBnSvabCdkjUXJnpmJNkKrl6dNqmIcAQpVQtUujzvrV2XnPf3NMoY5G8PpALIyOjwcmP1Trv7iTE27Ix7kJxuaNHIAbJr0jBUQfEUr0dMQoPQqRYnwVeNaG5ACngmgZ8hmeNwYTmHGQR/zfgn8D+JjRX6kD/PX1fHeiPkUZDSY5HQsVJ78wL7nl9dTKnI8pZSf5kQhNJjZLVqsi6w8oX8HF2Htk2sUJqow70dCQN0rOWkijVw5D6GAV0iRSaCUhxvWcNxYSmEJkbfjehMcBLOtBfp+1TgKQ59+1aU7H/IXO//QZR41NZ2Gi0ttqWZeUopKHayUC/Peb/8HiP6rI33u66TmJOTsdXulZXfLRFfPYFfavjzMrpOGBypz7/RfLBx5jQXAGch8xzeyHSm39G0iunIddbMqUxG+hfVVnFA9c+MH/a5Gld/z7p71l9BvcBWSwejHhxwVo2XTo7D9h7l4U/dyjtmji5BnXqj/ld76yIZCdrvMa6x3gTmn4odXAt6lDgznefnNBto9rKWBYwLzt/NCIgA7Ig7YWkb3oawK1X8pB72BBWlA59GolQZlOPOqAO9LPAsyY01W6fy9wxmNCciDQLTEYukgqQcxCZ0iORBXlHxHB5g7RIRTxWfCfwl3gk++GJoub3biZ9qlzR9e9da6q696ku6+E2v/d5x16VP+V1KSSzSOtHyNrwY8RZl1QBSyo3bQ1cbEJzOVIXZIBnx8vabnoEXjhxt3NeyOB9liPT9KR7kFzChqhQSo2z1r7U3AF4GiSGTETluIu8KVxK0ptAtQnNNuPhfWTifD9ltzuR7qoLEI9Osk5hZ8SIyEO+67nAFPfaxu7n+sBCE5p3gD/5Jm5tiwnNCUjR3yWpHquU14dQF65cSp1BsDvi1W8U5zVMlY67FzgUeCBVXcLxCGJsfoc0dHs0Pa3up7wuB/asLn9wVHzulLH7XXkKGWJCczAQ0YF+KNNjPO2WxTg9cuQ68az5jEVSFgchxZgLTGj6ul4LSSYBG2Unatlv3nfPI31+jkR6/Pw0J7fjqUgkczjivDqiZ03ZqA62tttuC3/iy449O77XZcB1iyoXHqawBaVdB3+JpDAlezWALLQeTnn+JVKXNxS5p+UB6EBXHawPPuGV2Cs3xBfFp2+0/UbH5HfMvwA4HFl45SUHXVBdbgdVLVHvde7PwMolYwsXTd/+qw498ufndGBpRFLbayPL9GDKgBod6Ddwhdj3vHR1weCKxXSrrWR+dn41snDLAmYkG8R56sc5QL9ElISO0YFeoY7OOUf/nL497TzbUbfWneO2DUAi4yAGZR51tQq9kPVXPnXZF++kR84dYy3wTMHQA5F11a1IOj8mNN2R6+/tpKhIGjsuys77+9T87rp3dVlllk2cs90B177zgRjYDdaipqCRKMrPOtBVrg5xFySC1hmJmjyqpanrycj/5ykT+44+Vwd6pZWVMjUazkZ6NfwH+RJHI+GQ63DdZt3r3mhoIVwo6oBmHrY5cqHnI5GF/ZEL5SdYFkJO5grWUKejn6QTkk8KEuY9AvmOz0GMiK3cYwyiguIb+7URJjR9qMupzEFueOnMQgy/EUje52tuv2vdOQYidS/fNvAe5yGe/yudSkQykrDN7w+M7/BIzxGXVEeyegHn6EC/QF3qUr1M7dhj/lQxams+D01WJkanCc2fkYUAJjTV9eR5etYQEqV6EJJmsDEwMFJo3nXbuwC9I4UmPbXAs2ZwO5JuNgqZayI4J6OLMLyAeD1JKFWdaxPJeWKPaFHJsQCE5q9uW9JbutnbXQZeM6ByaXUWiZxPo71/dIpHwwCeCU2yt1A2ogq3A3LvGr/5kllLNimbw7T8bt3f7rpOUv67khR1mp5TvjrygI36ZO1/yv5P/1jQrzt1NXtJWdZaIKsiK9u+1WWgmpnXma879uDY2V/mjyqfR5/qOE/0HM6gikX8ktfFolQJcFm6M+XY3f82/56Xrh7XtaZy719zO/9dB7rcScMebkLziVMd9NRPX/cAKZJfwWjIkB8R8ZaewJ2uNm8Gkna7AeJU7YEs+isRAyLXHfsOkkYZNaF5DbgtrcD4/gTqoKVZuUMRY3Bwyms3IYZxuQlN7/Q6UB3ouSY0BW90G4R7zxmaZWu/JnHF/d+lPP/YhOZIJJKQAIakpLXfjvxvPruq9aiZGg2HAP+11p6W3KCUygN2sNYWKqV64Yui2wP3ImHZaiCY2Hf0vsCpKbJaByJeFxCVmmVpZyqRYNslv37xXtd1LJIjuDWwtQnNgzrQvwCnmtBsDlwDhE0p4XhanYWIQTASUTZaAR3oMldr0FkHOpk+eB8s8768DURMaA5rwIs/ASlIPhMxUIqB4/tXLnlqYXb+zOpkrrE0XLq4nuPTKULyRkEm7EwiB+UN/O5Zg3CF0K8iYf6tUgyGzogjap1EqT45UmjuaOQ0nnaIqz86yBWlfo0s3k9xanzbUueIIqEiOb/lRBP9q+MR4IB4rPgvE/uOrqWucRXIfHbt/ntfktTf34YVF4yXIIvBr3Wg33bOhUnAJ6Pjv2+Qje08vHx+xy3H/fNGE5opwPQrjr5i1hkzz7hm5IBuD350zf57Tsvvxuvd+v0DUVV6GImUvoM4Ve4Gepdl5UbKXEQhoSK802XA/J0WzyhIoH4F7vwlr8s/UEoBo3Sgf4rHirOiRSXLOUOO3f1vy2oVnIf7MvfSQiRy66kHJ/N+KmKQJkVZ9gB2A27MtM5TB3qWMxS6IiqCGyJ9pTbFOVV1oCudQmQCSU2qRIzgkYiCZDfEgBmKS4OKx4pHARdlYdlh8YxJb3ddZyZSmJxksfu5hIabzl2KGAzvN/Z54rHijsCFwLxoUcn1jXzcZI+bRe59k3+DFquXydRoGAWkeyNzqPM89qEujONpI3Sgy4DTTGjGUZe/+bHLu7vs0KzcnId6jpiPUtlIvcJiXFdvG4kwrUPBjuNnTe4yse/oA5FJ83PqGr+hA/0Jvt19u8BNcpsDvZ1R19B+VUhjGGA5JawdqPPq7UP9C/gbkZzgW925SoHS+fefsG+tUt061FZTHslOoNSpJjRFSHfwZY25TGhGIx1ZeyEG7cOIQZsgA+1t956hy5mO6EB7iec1lw2R+002skBM5rz3RBoIwvKSm541j/WRtCOQ7zKZDjkb8fL3BDovzs6N9K+Ok4Dczzv2uh7xjM5G1GrmA4cnnRw60P9DOuYuh5Pd/DdAPFa8/njx6v4OHIPkpp8dceknOtAvn3jVicdFu0a/VEqVz6qpuQe4v1pFxiFReeXOVaQDXWtCk0ddilMCpZZ1jJ7aoWDqTotnnN+7pvx94GrXywhgUjxWXAg8F48V/wJsFy0qSW3sluR3xLO9NSvXdfgPhQ70skW4CU0+IqubBww1oXkUUfy7XAf6i5T9RiLf59dIfcxo4HkkNSlZ6LwFEvF8DSlK3yoZ9TGhmY8s0FP5GDEankrZtggpzI6OLJ//3pbj/rnM4WFC8ziSKTIJEY+paODz/YCoVjbFKUi9DvFY8WcT+47+3o3/+VTxAR3o60xo3kcMoYwiFs0lU6PhI+BIpVQn4BvE+toP+EgptSfisf6oNQb4R8cpPWwCfOtCmx2AfvXlsKfwP2Ry6khdv4Uzu9RWcfTvX42b1GejF5HJfRzwTpZNDK1VkT5zcjoyse/oKh3oe0xonkQaoqxKW3ZPC2GkM+Q/kO/1Gi3N1yoQLfPm8BCi9/wDdell6RMkAE514ZK0cURV71HXbb3kN3ZZ+NO7r3Ud/Go8O/ciJLy7I8sbHydRN0lrJH95KHJj/6sJzYWpRkZDuBxhz5pNCeLVi5NSzBgpND8mSvV4xCPdOVGqrwL+Hik09TqhEqX6cKRQ9ZpIofkg7bUNkbny8Uihaaojq6cFcQvth93TT5DopEKMh7eRbIUHgbIPOg9YMqBy6c7PFwwZszg7/7RuNRXzFmbnJ1NfX2ymDn/O4ZGc/+uUqE4q6BRGi0omOdXAbACl1Ii8jnm3bbrzppFxfx0Xzc3LrZooRkYFIvGaQFKrp7nF49JJL1611w6LZ1w7pWOP7GkdCrbCWjrUVn+Rb2vP7jCg6+yyROS1fFu7cQURQE1FuldfhNxzRyAR/7dJQwe62oRmeyCvoYWkp0GqEEGYDZAoUwni+OpKXW0mSE3Bju5xB+IUS6Y6PY0YhOcga9ioe2xGndjMvqzIafvNmzq/d3X59c4J2xm5zjcB+k3sOxpCczziHKt27wmwgRP4WFW+Rq7Tsl9zO/2OGDEFSA3RWak7NlNmv9lkajSchEz0qTn2PyB1DX9CvANnt+zQ/hiY0HRGFucNFZrfjuSVf2BCMwa5WDY0oUltOZ5ON2Rh9oYOdHk8VtwJCY9V5Nnar5zxcRiuiUytilwJbIJSTzsP9rZICLDGhObaVMPBhGYw0rE344nd0yKcSp0U4UdIh9NVoQrx/m5NSoOjDOhnldrggy79QSay25AFXznizUnlIaQuJgq8gtRYDEGMH5AQ8MkrOX5POyRRqo9GUhgfihQandweKTQViLrNCkQKzX8SpboXLgUB8f69knbe7ZDFwr+RfOM+SLQs+Xo3xIPbmXpupJ5WJ7WA+Csn63wsgAnNDCTaOB54/ZRdzxr7+WNnXLQ4K28MQDySE9GBnsnyXtwmMaHJ7VpT+VmHRM1It2kq4unvCXxUm0j0eeuyfQ4CXh46euiEw8467BDgQx3o710/hw0R+fgnkLXQCGBIPFa86Ti4eXK0V5cuNZUMrlh0z7Dy+buuV7l4Y+Diiv7dpyxSOdtW2GUF0M/oQMfjseLbEK/2jzSQMgrLctG9wdBMdKATJjRbI/PAx0imyzas2C/occSRPRMxBCYhEYkIdQbBAMTo2AzJuEi9d12Ptf9BUvCTHNC7ujyPOmMApD7wqYl9R5cj9+QIkqZ2pgnNKVh7KEpdviqfOR4rTva3eRSJ0JY9X7B+BWKcQkrqXypOBGV74Il6REtWiUz7NExVSo1CFhgDkUXGu9baWqXUdOA2a61X0mkmJjR/A65CCsX2amC3Dd3PUdRVxENd59T0c45ALuAcRF2iJFpUUhqPFQ8GqqJFJUnv8qtI1CiKaP/epQP9sAnNxSzvXd7BhGYdxHO0pRvvZBOaLbx60mrlc6Q4L049Mn0mNL0Rz8oryM36UuA/OtAT0nY9BPGwvIxMtsMRD2B9hdQroKWD5TlIePdyHejZLC/TmrpvKWmTmgnNLKQwf12kuZJn7eJkxKN3WqJUn5mMGCRKdU9ETvOVSKGZVc9xHyCG7GJgvUSpfh24NVJoHk2U6sGIGk0Ocu0PQQr7U4lQdz/LxbNacY6oQsSQ+9SEZj1d1/X4GiTKmIuklUyi2+AB3arLJ5Rl5dRWRbJvWcm37ZmAkapO2HFStKhkYTxW/Kc5iyvWPeH2NymvqrnCWvs8EllIbZr2KXJv/QQxVsYAr+pAfx6PFd/+Y17XLh917i9vUl32zXqViw8FsLDz5ETnZzdRSxhKnO/p+INFvW9CM4e+o6cCu7o0YU8roAO9CJfV4pyovZzBmbpPaEIzBzEubkEknbdG5pckQ3Wg34zHip8Bsh/tMXzIo8//49k+VfHEgNxoyY6Lpte82XVQ3m+5nXApaBvPzIlOeqfLwNOrIpHEXvN/iHSvrZz2QK+Rg5H1WzKFbXOA8bMmz0Pux5fGY8W7RItKqpvzOeOx4hwkWvU6ErE7MVpU8m+QkL0JTYA46/6TfqwJTRbwLuJYuR+pJWwxMo00YK2tcQNJ376ont09mZE0FHY3DavJTEDkv35CPLPHIhGCZRasS2E6CLGqa6inzXm0qGRmyv7HIQbIxsjNejfEKn2Y5RWValPGeBZ1TXQ2RpSW/HffTExohiLf6cu6kTbvbt9cIEsHulwH+gXnPShroAj9NcSwfBZZkHdHFnDLGQ3u2Lvc+ZP60INNaEbpQNfbLTMeK+7rzvNetKjkER3oxgqxkmPvh+Qqf4IYuu/rQL+sA73EhGYjoLsOtJfcXPswSMTg4bQUo8eRhdmnwOaJUq0ihWbZai9SaF5LlOr+yBzzNVLnsD7iYUtQJ/l9DzAx3fCIFJr5iVK9E3LTvrflP5anPpyO/vVIvvjfke/sLaQp6SY60N/pQN9sQlOKCClMw9VILczpsDOwv5OL3B44CrhbBzqjVGcd6JkmNP/3ard1999s6ewXe9WU3wDQ67h7q/JyspZuPKhg8b9PGnN/PFa8XT3NTY9BFB9/QDzSBcD3JjT3jugysPuwsvm1EZvIsijyErXfIZGDsRUqK/dD263oQ7p/hRi4ByJzY0/qeiJ5Z8hqQAe6GphpQrMu4gSrQdYyv1LnrOpGnVMr1Zlw5utPnd97a3GCkm1rv52R12X9Gbmd2TA+98rvOxTU/nnBD7zbuf9vX0V7vQ9MeK7H0NHIAj7ruYL1Lz1yztdXLc3K/Qt16+ha4Gr3+4FI5G0nYLd4rPgfwOQnC4aeMic3OlC7ztXxWHEe4gT5JtkcLh4r/jNSk/pTI5/9XepZj6eQk/azxcjYaPC0Cuch+eSPN+K13xxRM1oP2FcH+l5WvCmeiUij1iD1JvsjRWUrtDk3odmNusZc5chic3P3EyTXbyYyub+JpJLsgYT4/odU5L/iLH5P8/kXoitdbELzQkOhQxfd+QjoZEIzVgf6w8YKnqmTO+2CqH9cBMwxoTlDB/pfDRyzG5LydATwuQlN4KID6VyN3GT/Lx4rfitaVLLcgs3pQy/QgU5t/HcDUuCVQLww1SY0A3Sg57jP3KIhU0/7IFJoHqL+ovrkDTs3UaoLgacTpfp75Ka6FAn7/xwpNJMTpfpJ4DTgpUSp/gi5Tx2AODoejRSaeufKSKH5GElb8LQg8VjxMOSe8T0wPlpUklrndhLSBBIk+pOUnMxH0iq+A3CFqmc67frzkfSQLOR7fxbxiA5GOvwm042aRAd6uQiCkqLlm8qrai987rzdu0Qi6lqgOh4rHhYtKvk55bhaYIrzyia9wH2B7b7p2IOlWTnsO29aIovEZ08VDFvvgZ4jP1i/YsHAn/K7bYBSW7v9KxFj6XUkevsB9RRte5rGhCYbcTLFdaCbq6C2B3XqW4EO9H9NaMYi97dJiDPtQcTRWY3cI0dNjva6Ylj5fLrXVpJAzQGGd6upYGl2DnNVhzs2i/8+ZfslM0u+ivaqRdRB5yEpkF3Ls3ImRotKKgnN3UhEIw5craVvBIghPRgxNg9A1libL8jO3wzY1ITmeh3oc5B11/bAzfFY8f8BLMrKHd+1tirXnfc4ZH5s1MGYiivmH4NkFZSb0PTSgZ7T1HGZ4o2GNkQH+h2WL+Cpj1LkYq2kYcsyGRpTgNKBbiw3dA51C7ld3PnH4prRuHSTv7nJ9F7kYt/bjRXEG+RZeT5FjIZvaDyvdXMkvAjiof2wkX1BvCl7I43XfjWhGQWcC2xnQlOG5G9ugKQP3I9Mnnuz/Pc5sIFzfwtQrSILny1Yv/+RMCvaJTrh0LMOnb3Jjpt0RVSWak1oNktRsUimUC1BvD4LkAksBykCXCWtaM/qJ1GqI4hcZC/gnEihWZTy2gHIdfAF8M9IoXkt7fBxiDPjOWRx0Bkpkt3SPa4FqhKlenik0JyeKNUTkJveCe74QV6Otc04EZmDxiCOqNT70PvUpZV9jdxHcpG6t3fSzoMO9AITmg+pq49MSql+iSyyvlyZASqluiBz2W3Attba6nisOOn1tTTQnNYtsLZDFm5fIIu8/Bl5XSKdaqsr1q1YtHlNJGvzpZEsJnfqcy2SztkBWZBORTy59yIL0VIvHLLSHIcstDGh+VlL359GMaHJdeqAyRqGIUhKDzrQk5E06p0RmdUK5B6687ITKGUXZ+dd0r228viqSNYorGXbJTPtOlVLlYX8aFHJrQCEZgKSYpfK7khULI44OJYjWlTyKZKeRDxWHAD7JWByjYrs6HZJppcnFeO2RURN8t/v3D9/w7J5xLNyZo4on39PMgLRHHSgvzahOQlZQ+yE3OtbhEjTu3jaEpcy0hsY2IiO7z+RCbNQB7pRKUsd6E+p0w/eHQkVP4V4hjChOcpIp+GhSJ77MOpu3J5VRAf6IsSTtk0TNSEvIMoPDyAL/qbOO0UH+voUNaJPkRtljTvPPUjawB3IjbEc8RLi9jsH2MKE5hUTmuGp544WlVz1fPchz9xXMLzgxTe+fvOEy0/ocPqNpx84eOTge5CFIojXcHTKYRcgtTGnINdXVyQd8xtgntNw96xZ7Ip4icezYgH7KUhK0V5AmCjVy9VoRQrNzEihuQ2ph3vTPV5EVGsucLvl4m76rnD6ReRa/ZgUxSXPaucppKfAJ8jCehkuMtkPiYQvQWQhv9CBvruR84VIKkcldc27xiELqCOaOzil1CbINbIvkO8MhgLq7ls3RYtKGpOl/lEHOubG0xGIKGvvHbN4Rm00UUXE2gTiaHsTcYb8AGznHlAnN+9r/Fae6dTdr5oU5jChORuoNKF5TAf6d8QJ0Qc42y2Wk2yKGHadkb5GIEbuB8CYwZWL1wXWyU/UdgeYm9OhBkCJIyPJzJTjkgv4g01ornYRkkaJFpWE0aKSXp2LSnZBqcMQQznZ1+wQJIr3MOK069mjpmLuiwVDeKvrOi+mGwwmNOeb0MwzobmApkk6JVu0v1HGkQal1E6Iis9GSO7ilsA/rLXNtoI8zUMHutEeGG7xeV8zTjkBufEvRjStq4CECc1e1Hl+jkEs+C2RBaenhdCB/iaDfapIWZgZ6c68F3CeDvQKUn71HP+Q02v+FKlvGEDdTS0ZUeiETFbPAZ8Bk5OHp733iF9+XDDmsZsfY+mipR1y8nIG/u2uv9Wn2pAaOTmWuoL6ZJfNpDcIJLrVpDfJ066YgkQ9O7Ni5OtRZC5JCtdvw4pqWgCPIIu7Z4GvkEhrat7tWYlSPQ44O1Jofkc8wBmRKNUK6Sw9O9NjksRjxYcgi447mlu0uLYTLSp5C5lD6iWpB29Ccxsyb9Sa0AxuRE55I8TJkIVEmB5z893k1J2cvPjrbv9xOtAvp59Ik09ygQAAIABJREFUySLsP+48Vyy979i+8VhxV2QuKnC7NVkYH48Vb3Gkyjro/t4bTkuoyHpWqecAU1BTudOgykXhT/ndqpB6haSC3Rc60O+7cW43Ui05vVDNH5so1edGCk1DqoaeBnA1e5sBFTrQ6T3B6uNg93M/E5qOLJ/S1sOEZh0ndfofpMZvMSIO0g1Jm90GkS+/x8LYuTkd1kEp9UW097TN4nM+xNXduLHdZ0LzHTL39UMW+n9F5q5PyaxJafJcTyK9JgCIFpU8hyh+JQVpOhRUl5+KGNOf1nOKk5Dr+iRS6loBTGgU4mAci/wfJmVnn810fJmQkdGglDoCCcEpxNIajXSAzUUMCM9K4vSt9wA+SlcBaC10oCcCE12zlP2Bj3WgK0xoUlVw5upAH7g6xvNHx4TmZMSIu04H+oF6Xu9EnRzlBTSR0uYauFXrQP/sPPr7IN6MbGSyLEckXO/WgU52iO6IGA4jSfHqmtAc/uKkFy977aHXuhUeVMiO++14wkUHX/Sd8/SciUgug+RmpnacTHo3LJIyUIhMctsgxZKmyT+Mp10RKTS/JEr1ekBepNCkF+Mvpc5giAMzABKlejNENem/yM0s2RxyJOKEWhfxMg5xj0L3+JG6zrkrkCjVWyIh97sjhSapgz4JODJRqv8dKTQnZvq54rHi7ai78Ueoi555msCERqXIhSe/h4VIR+j1gbOTggcmNDsikeunkDqIHBp3dg2jroHsAUixKwBKqSyn2DgLGGetfTkeK14XiYR0QhZ2hyM6+k0KNwDPd7C1vY+d/cXbd/cdvaUO9KJEqf4LMHhfFv4aKbxkvgmNRcQ/ckmpndGB/iZRqndAUpcuYsVUFk8GuJSiJnHrlmRfji+QSEBS/3YGruGbCc3lOtAXUmfoYUJzK3JNdQYumNh39Ak60INtaM4CDq2MZF8SLSpZwdmhA50sbp9mQlOF3K8tcKUJzQ5n7HLGuUBna+3v6cdmQrSoJI5r8raxPBoSCbkKcerdVM9rvRBnL8B4Hej9kVqOFiXTSMMliGdJI+Hin5BFwrF4o6FeTGgGIkXO7+tAN5ZecifyRc9yhaLN6qztFohHA6/pQH/qFHYORYqr67XYTWg2RC7QB3WgUy+qI93PX3Sg6/MSelqHyxHvwSVIOlI6ccRruzt1nb7rxd2YQ6R+YEukfuJ8oEAH+hTqOjEvdx4nE7hZUsVLKaX2Pn5vExwWnD56zGg223mzpX0G95kMPGKk4+bjyE1/IjJx35aabqUD/aAJzQJgiVN6SPJ4Jn8QT/skUmiWIGko6TyF3KC2Rhb/dyZK9SuIBHAPxBDYCskHX4LcN3YCiiOFphzAqSclI2MN6tw7XkL+Z8YgtVng+s6k/MyURUiNTw5S8+VpAhOaPsA7iFd3T+d1vxX5ThPInAPizT3dhGY9JGqQDVykA52bZnDUx5dIn6KNgZuTG5VSw4CHlVLaWluasn8/xGAA2CBaVHIFaV7geKx4JHKdTgcOjhaVJJ0bM4HeWTDTGQyjkHszSIT2bB3oqU6gIltLH4pUJiJGbmNpWZ56MKHZG5iXjNw0xaCKRd2m53XpaZUCa/uhVDLq/TziyErWxeyQfqwO9NsmNM8jTrNjkevqEx3ofyJp3k2iA/2BCc0g4L8zf5i5x6/f/3rav1791z/O2OWMxU0evIroQN+O/E/UxxwkshLguqG3BpkaDQOQ8HPSu1SBKLus8KV4lnEZclH+xYTmlUbkJXu6n30R78sKikdNMBFRblhoQtMT+Z42A44xodkEMSi+1a5LoFKqw+5H7/76Hkfv0RuRad0w5Vx3IGGt+qxYTwvgogajkOhOcpH9XyQnfFJ9x7gb694mNJEMjMr/Z++8w6Oq0j/+OXdm0iYFAiFApAlIEQFFXQvq6IgF194JlqhYVz12/alrWXXddZVjL6DRdWMvqNgdGLtrR7GD9BJaSJmUKff+/njvZYZAILjqLprv8+RJMnPbzD33nLd83+87ComEZSH39igkAnyUe44NwnUYBhYWFz7+1jNvbTsqPIoe/XoAnO9mqDyZRY9S8rUO69vbONarGztfB35d2FFdBBRmROf/0+N1R7TQFyGRYK950jIk4uwZZSsRZ/ZwJMr3T2SMfuGqKGk3k7ElkslYtZFTL0Ochkwlr9OQObStRdW7ZoUYC7sAZwbLKz+IVVVsC3QOlldulPrXAUCykZ489wFIQXQ56SzoMsRZ9Lq5e3UB4KoVbcRh8Gi5a81ZSqnDEArGZFoJgwTLK9+PVVWcgdgrbWUyj0OyD8ORiHPUfX1PhB7iNQqrRoywEjKKs3VYr89hxgqZO5DnoAObABMxFYijZbu9nz7PeO8vSBDiPB3WX3uv77t67h/mZxWopVlBgNdn5Jdui3QSv9Dd77hgKn5KePW8LrGqikuC5ZV/i1VV/AHJ1r9C9xFPIVmor0nXOWwSztv7vJVbbbfV8jkz5zBq71Ff7jBmh5X/baq++zxN+KXP016n4UvEAK5BUjI7I0bIenXdOwBI0diJSJp9Qwvg9aQr24e1ftONbKxqS5qTdK+EBmRS9s61CqGyXNnc2JwsLi2+uWZZzTeO4zx04T0XzkaKq1s3RbkcuNxETIGJGH+HEsQvgrcQp+5RlxL0IxLFOn9jO7YzC5W5TRiR9b2A9TSBWR+UUqcBE4NFwWlnTzx729z8XAY3rnhgt7pFN8aqKvYBjtLlle+biDkW4YDf1Z7jduC/DzuquyFzeVc7qo+yQmaDWauM/YYDCz1D3o5qP5BvhcxqJMjg0Ri/JN2pdCQSlNgCKW60cNVEXHhOp2fAzbej+gqEZrCXHdUfWCGzoT4eoxEjL+q9YIXMVNrH3+2DRBoBLrWjuja3rOhjK2TW6/z+3uH2ixmEBAhSsaqKm05E7fB8l4GsCuTGSM8t7yHc8QSSWVrqReRdquQuSBaqXeOuNZRSoxCHocJxnDUZS7cY9Xogj+4jLt3AWglSw3U0kmlYQzEKlleuRhqeAmCFzAo7qocAXa2QaQ/HvgM/DV7XZYuM2hOXMeEV+84wEXOuDuu7AJ4v7t97r9XzKU3EnOqs4D/3DOvjMvbrCdyQUNYWAccOACNjVRW3I3T6vYC9Jiyd0SlYXun1KPL28yM0yi91WM9t62LtqN45lbJ1aee8obM++z7r/kv2uff4fYe8boU27AB7iFVVHIjYebcHyys3SwXB9joNFyBKFjciUcsLkInhN6Wq4w7UIchgfVWH9dU/9VhaGtq8BFTrDXSI1GH9vomY05CBtBaHN8MLn2ciZps2ohynIYU1H+qwdkzEHIZM2G/XrarTH732EdOemOaPN8XHIPeQLQZusQ/Ccz/KRMxfXN6ftzgcjUzM35mI2XEjE3AHNh0D3N+jEbUZkOLQNukYRpr39QIWtMNxyMwcjdFhfS7toAQppUY4jjMD6Ty9x8WTLp6HRGKTu9UtOgWJ6h6BRN6WuddbBYRNxBzbMU42C/RBggUgGamNGm92VF+I9IBZ6BpRSSTLPNSO6hMRysnFyJi4GaFkKqS/iye760eCTCBBp2rgQoROcgYytpcjmewU4ngstKO6d2YDuExYIbMSoSj9FCxEivB3RuhSBwPHNz528s1OyjbB8srWXdR/75iK1KL8E6HSHh/AYWzNj3X/6rb1Xq5DMAyhLXcHbB3WLa0PosP6E35CHwOlVC+gyHGcT5RSA9fDGz+YdBPLb8koYrWjugwZJxawX7C88nPWbmAKgLsGHw78xcvKu2Ns5aZebwc2CfcBjcByHdaZ4gqLEKdue2T+qMANUFVn5V/5aMkQFChHqVSrph67AP3ilp9FWflOcbL5xWB5ZWOsquI5JAs2jbR6ZCZuROzalW4R/zrrmVLK+vCeYyaPGlQ69MHL9ontMLj07k55WRfa8eSpRPVgK2S+39AHjVVV9ENsNQvoE6uqOC+DHrfZoF1Og+M47yqlhiCc995IhLrKcZw5G95z84GJmMMR483rqLyTiRij08061rePD0mFLlhfqlWH9exW2+8JJL1JKWO7+zK2ORmJRE8jTf/qg0zG6zgNOqybyShA1WFdp5SaBjT6s/xTcvJyju6/TX/z5btf3uulz3RYN5iI2Qkpgj7ERMwriBb/J0hk0EKMz978xPRdB9rEQe7PFwgdbCGy0G0IjyDOnLdobwjXIItiKVKDtEEopXoiDef2VUoNdRznfVdy90MkfTsKiNVbgUFTi/t3bvBn/0DEfI9w1b3xuRdu8bSr4PAAwjU/TYd1ZGPX0IFfB1bIfOT2P9iSdvJ3SauSlCFa9NmkM6KHISomXYC4FTJJO6oHIdmtLZFxcQ6yXtyNOJwKGOJmKbCj2iByz5eQjjqCOA7KjurOSL1EAXCIFTJzN+1TrxcOcKQVMjE7qk8G9rGTdtKx7QCyxnU4DWvDk1Ie7v6+Ajg9107eosP6E5PWsZ8LDPUcBle6eYkO65/M9VZK7YMEJ+4GZrZRaDoTMQSzkAx/JsYgdFAQo/G+Vu976/hdyLqXC+xmImZ3hB9fpcP6yZ96/R3YMNwg2BparomYPyJZwHsRatLlyNr314zd5qNUiSPZoj+ZiLkduMitw3wJseOGflDQs/sHhWWjiJjjdHnlvbGqigeD5ZXrOLMuOrm/g7hZUJfKeQHwpW/PWz8GHjj8z1O7/fjoSeyzQ5+onUwta17WALajsNSxQVl714ErRrJsglxvAzKPngbsGauqGLm5OQ4bdBqUUr1bvfRI6/cdx9lQl9rNCdsgC1oAcRxeJU39aQtPI1GOe4AzTMR0QSJYhcCBmT0T3GKfqe7fe+mwnp7xnkLuRV/Sqd6zkIjeA8DnG+u/AKCUyvf5fecgk115oiXxKjA44zxZyD3sz9pV9ee65/fu9/dIk7AOh2E9MBFTiNR9NAF6fVG1tuDqmkfd4zwOxPWG+zVAWnZyHfnJWFXFFsCyYHll3D3+UqTx0EahlDoB4XZPBQY7juPxw70GOEOBkmB55fRJojrh0Te2R5yEBUgkLpNbXIbQ8kAmxgiAiZhxSDTnCY972oGfD7GqigAyJrsiPP31FvRaIXPTJh76/xCD7AMrZBYD2FF9GSI5eAjwhBUyh2Vs/zKiVlILfGGFzHR3n/2ReoNPgVo7qg8Glloh8287qndAqK7vIQbgt8i46e7+9uawZ+2oHo0o6WQBNVbIZCp2bRR2VOchGu2D7ag+1gqZ++2ofqVlecO+OJxJRpS6A6ILjwQ4vEwSk7qPmAxMdjPbpUjdHMj6UYiIMGgkGDHPRMzWm5qJVEr5EOfkIuBPjuM82Na2Oqy/MxHTB/DpsG6dGZiKzLdFwB52VM+2QmatQMY5vrnW53bB7NUEBtY4gbl2VKshdHmwGV+/OeTthRihHfh1cBuijLSNK096Ha2kRRFBkBAS0LrMfe1uoI/L6jjKRMxslPIoSFcCD7flMLg04YuRAOkHGYHiq4DzJr8401GKmOPwrwXLGg6yLNUJWNxS3dALcZYVttO1jWNPQBzV5KTuI0ZMWDpjBOIQ7YM0Wy1GsiqbDTaWaZhLG50UXTjtOMZ/HSZijkM8yElIBGzOevj6E5GJZR5w68aKtFyMbvU7RLrT38GsLfWWu76/3cLYDxDaSjmSTShw3x6ANAFz3GhIj7YKqpVSR/v8vnvLBpQVHnBsePVlA3zF69ksk3/8DlKj0hmJJnrRw6nAqTqsN9pg5XeM40lH/KcjPNn1YkPFyzqs2xthOBnpmLlWlCxWVXEJYoh/Gquq2DFYXtmu5kJKqT6O48xDaCKHOY7zRqtNrkac5/ddrWuQXg7nIJmo2cD9OqyvXc/hFyOO6e6IzKuHPyE0lPNNxFy8qSphHdgo9ibdrO8z0hK9/xHcngfntXrtRjuqT3L/3a7VLj4kc5ADPGxHdRckWrej+/4A9zrvAlJu5iMz67HICpmJAHZU/x8ZQQ+kTmISUsSIu81nwIO3pfrevwVNoT9ay3pmKWeqFTLrzF92VI9A5kBvrtsXeMoKmUVBCc50KN9kwETMNkitAMCdOqw/nfmU1llFW9yYVJaXrb6KdCS/Bejt8sM9PnpvJIq7qfRFB6HS7eI4zhcb2/gc39xa4Bs7qvsiRfX3gNQmAHvaUf0d0jhufzuqR1sh8zWAHdU+4OORVv1A91DjgK3G+Fb2A5hmd+kInP26eBkpfn+lrQ0mLJ2RAi5NKKvf88UDWBXIBcl8Z+JuhCLpYwPNUU3EjMlNJV4YXbcw2TPe8GCWY0+0o/pJYEwiaUcDfoulK2PNZxw8/Mbbz93zZMRRGWuFTCoIc93+LiNpO3Pr1Xj5kS7TX8eqKk5Dnpv3g+WVm5XDABs3+N9iw07D/zzc3gNe+qucdLOLA13ZrOOBF7V0Sj5v/UdZ55gXISoM9yFOiKea8AYSGSukVXRCh/VTbvFoqpWc6VakJ91xpB0GEIP+QOB55CHa20TMp8CuOqyblVJB4BDHcar2OHyPgi0GbvHNqPConZRSnd9rqX/kj1UVXwbLK2e613wYaUWJZYg+tkFSzn1wo0LAMR389I3iPSTN2EIbHF0TMcWIJGFPEzH76bB+v9X7uwHL2pLFzYQOr5GubA2PHjQScYo3SANQSnVGjMnxSqkBjuO8YiJGm4iZgvRsOMc932xczeiMa5iDjNWNXauNPGetcQfiNDzR4TD8IvgciVh1QhzZXxonIs7sg61er0HqEnxIYSEI9egi92c+6SJkC5krMzHSjurHEQP+VdIObAL5XK2lLrcFti0gceJCcrf9t9OJ3VTNJ6zd0dXD00iWdRmSbejQ098w5iNCHn2BM80bExePtnx/iVt+C6GS7YEEEDzkIo7YSoSyBnCfbrvJ2zpQSu2M1Lsc6zjOWRvbPgOjkWJtkPG2RnLSjuojSc9dnYEZqWnnvh1fGdveTqRWZJfk97MCnsw/tWQIkoTUyr9vwjV0YD1wncg7gZ7A6RsaDzqszzIRc/mGaOFIAGL7gGMzuGnlnPcCW/QCBpuICeiw9pS5/kH7+nPstXXjiuy+LXXZyLz0hOM4R/zr9W+5/uEPD/zwnmMXXnH8H/KQer5+7s/luLZisLzyKUSxsi3cgdgKS3RYf+qqe+0F/DlYXrlZOqQbdBocxwn9StfxS2IVoijjFZNCOhvwEJIdONtEzFOIAX26DuuNqUL9BZk0kzqs10TadFjXktYMXweteiJ4WIFEqovyky1vFyeaDp6f28mbwZJItgckcguw3erlq49XShUiKbU5f7rlT/MOOeOQe7u1NFg1jp1KKJ9vSXYBD3QbdkcqYo7XYT0fifx5GKfTzUpmm4jZC4kEbUzmsAOADutPTcR0RxzA5jY2G0k6SjqWjELnjAL3FhMxw3RYz/qJl3IJMiG9Fiyv3JjDcCQygX0KjHQcx+uaW4E4HKeYiLkecU4s4ODWNTkZ178xffV1oMP6EVrRGzvw8yFYXrnEbW7lD5ZXtjUmfxLsqN4biRw/aoXMvQBWyLxHK8lLF18ghnwBQh0Yg9DqdkTkAJ9zt0siDmxXxKAIIcGTge7PPkh2y1NZOrdpUW0lcIMvN/BZoHPuIKWUH1dxJY7qP0rVsqtVA7C1HdVZVsjEW13bQsRp+NgKmYPowBqYiOkB5GU+8zqsa92ePquAXJS6NsdOWn2bV1Pry47XBHKfcrd5HckkFiHzmg9p3JdAmp1tFEophdBkr0fGzaZ25f4Akd/thitbHquqyAZSuWVFPVpt67fjqT3teAqgIFnf8nFWcV4B4gBXIs7Q+cAL/j3bpzDWgQ1iD2Q8gFBW1xoTLoviTiR4eZprr9Bqm8MRY71yAky24YUVgdw/fplX4jV52xUodely37cWjbGjuhOSla9GAhEh4IoTLP9r7/iD76i8wC5Z+dlq9pLaU8+77PmmT76vzr3p9N1mFQazPGfzXWRNh7Qs70bhUo/vB4hVVXQlrTZokWZ9bFZob0doC7nRUxzH+VwpdSZS1PYXx3H+61FDt6HV4cCkTD1fAB3WH5mIGYUYzQpJTz/svu3xfutI60FfbSJmJKL8cYgO66ZYVcUOiKMwNVheeQfwvHKcI4qSLSUmYvI2pI60kesuQRbZIuCvMV/WzQ3+bKtXcy31vqznVgdyL8qoZbjG/UncePKNpyGO0InAywNGDNgex7HGrp7D8kCu7/2CsuZVgdyclOXbA/jCRMxVOqxvdT3+k5BunZ/psF5lImY/4GzEcNwWuMREzD36V+pOvRmjEXjIREwYcTRfaPX+28giVMa6vTc8BZts1o20thtupGLc+t6LVVV0Aurzxz9Y6DhODbKQnwU83UpP+nrEIJyKKDts477+ZxMxk3VYv+2Om7uQZ6gvIhJwfBtOcAf+SwiWVyYRY/znxg1IoGVnpGmbH1ng51ghY7uNsCqR/j1/QJyJMVbIHGhH9XGkM73bIplrBfgdxzlXSWOmJPK8bJ1xzk6sLdF6EJLBOC/VlCDVlDgyt6xoEMJ3rj3Uqn42G2cs8mxlIU2+WgdB/uh+jnY1kfq9wETMACRTlWsi5iAd1i+6ryvke/wcufe+Nzr1TeTayUCTL1DvBsnQYf0uYlRlYttNvIzrkKz/3o7jbKyx31pwe2z8A7g7t6xoClAcq6rYEcn61zUvrd8lp3uBHxkPRUCzlWUda2X5drLjqWWppsRJVsh8mXHIJ9gA5bQDm4wZiD1VSkZX7wzsijgTIPbZZevZ5ipkbRoYLK+83WVOzAL65JFcvK2q++hjp+jKFnynBrDnJ6frU/17mkx1tbMyzvEmMt52LlLJPQ7Irz3fcXJHK6W47dkZ5S//e+6Tuw0v0+P3GVIDVDY4vkFP293zsrCPPNa35N31UR/bidUIdXRbMqSiNze0tx7h70g6ZgnpCWQcko689Je5tPZjO1X7SqlqCX5od9rTRMz9SGo6Arysw3p5ZsMQ1pa2PB4x7GYgqWsvLTnA/dkOmQyvQyJf+8aqKiq3yy/NHdVQrYAtvszrehzpzpFekewHSBqrYiOGVQFpo7GHI4sppYnGuv1Wzz19UvcR1SZiCmtX1JZ/Mu2T66rnVdcde9GxA1saW3xAdYbx95GJmP2Syrq7ZzzW76CVPzzyYPfhhyBFNkVlLfWX11dVHDkmu3DW6537eUWuURMxMxAOIUjxYTFSNHQAwt3rQNsoQShqINLDazkNbpq0oo19DRBHVLc+BTARMxhJ7T+GpNbHAKf8FMM8VlVxZmNL8s7LH/14MRB0qUiPudHEvU3ETPOKr3VYP+EWEf6dtaN7xwPH3f36P3bsF2+YtDQQHNnkC2Se5nA20KLeFQXIy6iJ6MBmBJfrHUYKlJ9FjO0p7ttPITVbDyGBiwmks7cgUbzuSGT/Ive1eqSQ/nVkzh1otySLfDkBEIPiUKTPg5cNjiOc5Hvcv28IdM49NVHTlHT//6ZpUe0CwMnpXpDdzZfwopdvAo9bIbPKjur+gGpaVNsDiRI+ECyv3CTqlh3VpyMZvbt+QhH55oI+SNAIJGj2ug7rOGI4H7HWlkqpJl8gyc/UcVYp1R+5//cBEx3HWbGRXdaH/8PV4HdS9pXKZ/mtbP/jdksyH8h3UvZwK2RuabXPvbnrHqcDvwB0WK9wHVPfempJQbLlXjChrQzTQsRp8Gw5hbAvtjzZWni9Uhw8N5VXtwgfNqq3A6/YUT3WChnPvvkICU7UAj8gc9nOwKJVdc23Xv/wh1x70s7848zdG+58dsZRGec95oGIWYzMH32tkBnAT0SwvDLpNpnrHCyvXJ8K2GaB9joN4xAJ0Afd/09CjKbx/IpOg2tY3YlE58/XYe3YUd1rtCUTXkKp4jecEq+b8fGIITwkY/99kDbxM2GNXOlLrqrQ40gxy3dIxGsOab76S8A+SwLBj6YW9z9g/1WzPkCiVgxoqmmtajQ845yGDRhWOqx/dD3mYcCtKPVIXioxpEuiqTJYXlnfMvVvL7039b39I49F7OLSYrXv8fsWARc6jnPJeo71aqyqYhgwKIAzA/HqDwDYvmFp0IJd+7TU7aocJ+FI5mgWErnzcC2SHu6G67z83mEiJohEO99vLRuow3qZiZh7EcPqzox9+iO867HAR+urWXDVlia2ejmCcD6PAXZyXytnA+OnLTzy9qzx1z/zOaVFuT13HVQaeufbpStMxGQjutc9kXF5nomYMxENfo+qFGh9rJ3qFr+8VXNN1wYrwGMlQ3CUegYZI21yfd0CyveAvMzIZQc2K9yIcMuXIdmlW6yQ8dRHdmz1+ylkjViEZODeymjM5lH08t3fE4EuzcsaSCRsGnLVrE6ds85cjX9Cd+K9VHrmmTLDLrgkhQqMUHXVPsUJ/rys8b5sv51sjO+YrGuZhVA785MNLR8GinJxHCeplNoDGGRH9bfAa47jKCvLZ9vxVAAY4BZe34pk+c6xQma9HX4B7Kg+DHF0/Ijz85tyGow0Dg0j/TJiiOOwPfCaiZiuSODLg0fx9SNrb+v5a5OhlKpAvt8xm5pdADARcxWOc8ro3OLokKZVKRQzsdQIgEBRzoyWZQ0WMhe3WVTbgV8HLp21rSxoFmmbY516SrdPkRfE7OlSkD5GqI1jlcIHsJe1YvHLdrfoLlbNQT452ppCFStkXrOjegugyQqZOuDvdlTfdvdzXzx93T//3Xvbgd0SC5bX3zC4d/H6CppfBU7crXbB8lhVxfvAZcHyyugmfQEuguWVCWRO3WzRXqchH/jMcZwWAMdxEkqpL1mPBOQvjPNwIwoIT2wmsNxx+AoY2pPmvyNKHX3d7dd0/XMNpDuBuImYIa7BXoBoQO+EOEEA2+uwHuru46urOqm/D0q+z+l85JtFvapQ6vGXuwxs3L12/vmDmmq+6Tpu8rRW1/gVQncqBH40EXMlkvH4mPXAlRXzInivA68rpfIKix8qvvzhy8fM+nwWR59/dN2wXYZ1EtonF5uIeS1T/95ETF85GbcEAAAgAElEQVTgGLqPeB74Toe1TcSci0hivjorp9MzJYlG5mUX2o5SnmH4L0RB6QDA0mE91UTMdPd/zzv/veNpJPr/DtJ3YC3osD498/8MmUHv/teYiPF42u+1jrK4zupgpB+CR3HzIrbz2EQjRSmV4zhO852vfj39uN0H5l1w0DaVnY5/6E03kzAQySQBbG0iZiYy5vMQ48ABlOXYzoiGZV9+GSz5W9LyBfyO/SBAtp3EwiGFGgmcq8P6o9bnNxHTGXGwvYY8IBrvL7ba7mSEA32rDusHM173uZ+51D3HT4k6/q4Qq6rwIWNzZrC88j/6vlxd8qORaL1HoesK7ORJp7o4AQnKeAo179hRfSyw2AqZ1sV9/0CoAY8g3OYdAbK65PJsqqcT9/kHHMeiN3qoON/befVbqcYCgCbH6veRU7RVI36SKGtHVTsbQPmsukBBzv/587OHxVfEmux4Kj/ZEF+cakm1+AuylD83C2T8DAX8SimUz0pCCivLtwWS0fBoCh+x4Y7mlaTH8Usb2G5zxRtkihs4Dsgas0fGNt79DCDr6VtsQI2mPVBK5SL1VQcBh/5Eh+FyHOcKlPLPzCsZ77fty0ceMfEGO6oPB0qtgO8+l67Xgf9x6LD+wETMCUhA61a3XjAPGZu3IGvk2wj9cSIS1N3C3T2EPNMHdVbJl8aHL15gR/VBgHI7xK+BqwQHQKyqYvu/TZnxxE3PfdHzsD0G3DXpor1vztvnjh9ZD3RYV7z0wp8vH9y0yivgvjxWVTELoUz9O1heOXl9+8GaNe1kpHndJslDb+CYFpJ1+eGnUuP/E7TXaZgBnKyU+gGJwA9CvogZv9SFtYHnkQXrK1zVBitkmu2o3hYoKt7z5hVETCWyYOzD2hN9kfs7AFzhGvN7IepEHuK4vRncuobpj5QMyTts5fdZpYnYCqTwDiDvraLe8e0Ou2V9EYx/IgbjPIQDfi1wjYmY0Tqs11c4iImYMiB23t7nxRE5wkvqVtWZrOys0ydcP+ESxODLxGsmYp7TYe3poz+GcIkvAwrdZierEV7wl18FS5Z9nde11FEqk8tejEzaj+mwfhTWaPxnymT+3tG91e+NwYuGeJQzP+JwbAlMilVVnA0EMtrHP4M4aY8jC/V40oous2lnYboSR/Bc4AK3QdvlSNEYblTmC/eapiJjsok0f3wZGdmlLDultotVD98+Vv3JpO4jvv+ooMcuMV9g3wXZhcmUsvq7n+WF1r1GXOxKOksC8gzczrq4ETFGr2Vt9Z29SCuYfUurDum/N8SqKoqBPsHyys82sNlEpCZpTqyqYmB7ZXfbwGSEjrIc2GG+k3P8HCfX2lo1XNUtQ5HJCpm11LxcCs/dQIsd1UOskJnjvq4QKsAEK2SecJ2Sd4BdLZ9P7atWElNrgoHUEPDkCclV9g5HWUucx+ye6nOn8K4ZqYKtT1QLUwGLTsA4pRRZXYJTmpfUTQYGO4nUIYnVzVg+6xkry/844vAHActfkD3BlxvY0srx747QL1fhSgpv5Pv4GBmTLbSzoHczgwWIswB0jzcsX5pdUJLxfgIZXzsiFEyAtzaibNMeDEXmkW0dx1lHQtyl+J7SmfiXx/kWz7JCZo6rWLgFch/KgOvyUgmUgmGNy1GK8cANVqijcHlzhA7rf8La9TWkG6GBjJdTkWf6TSRb3hOhDVYD98aqKm6iquJc4MZgeWWbz6tSatcVlcedc8IeA/uNG92fXl3zb8zb544N0mjHHnjt4lhVxRSEYfIEsnZVAKfEqipeDZZXtrX/GbhroImYnXVY/xz1VLcjNbgfszYt9FdBe52Gi5FFwuMxKiSNdFGbe/wC0GH9oomYYOtmWFbIJJBUNa5c6EfuTyZuRmhA45CbfQIiKbcCMWASwB8zlGzCQKdmX4ClgTy+CJZm402y8tnbUoLxJFMtJKUL8n1VmYjJQQb+K0j2phiho1wza8asWHZutj+QFahuqG04GYnOngEMxHHIT8XpHm+YPyuvS2/32IeaiBmsw/pb0salt+ieSrq76sHAu45SpWSk65C0bQ2wxJ2QH22rB8TvGEch4+XJWFXFTkgB/RfAMW6asTUeQ6L3UxButtd9F79jD0SM6MJYVcWYYHnlu6Q7rI4FPtVh/XcTMXORhXov9zgb5FAqpXZFnksLONotes5EIekxeQAyFp9GnIXPETWZfMAqSjSvDtfOjVnw3oPdhsWB/ifte8lpAB+IPPF1pOs4nneLoTOjJ28izk5/JHNxO/COiZgpOqyvAjARswfyvIF0nc7ETKRuqjMS0fzdIlZVkYsUzfWOVVVcESyvvL6NTb0agO6IIdym02BH9SGIYzAdOMoKmdYKWLZjOzhJ2yLgO6e3aiaOxUt2t5ITN3y5XgbLK0D2cBxu7wM7qmuskHndjuq/I8Efiq2kKibJYjvLnp/KaV7m+PO+I4+BqrHZUuQUqpQ6WC2NP+30uC6Jj88oYseMfpuObY8KdM513rW6TmxIqi/6tNR+03957fiMCLNQ6KK6GwHfeYhy2CdIL5HdvGZ1G8AYZM2Y61IafmsY47dThyeV9Q+UojorvxihkPiQQMYg0r1hmpBg3U82ypVShwHKcZynlVJ7tRJkyMTffdinHWgtcwC1cPolt0KPc933ViFr+Q+NvkD/XeoXLcmxk8Xf5xZfM6KNg3XgfwsmYoYhmeanJyyd8R0S8HojWF75MsIS8eprPIdhOUJ39YLApyDBzUnADSZiTnVtwuOQOXA8GU6+G+0ve/nKO2o//HLhRODIqZ/Mf/KInfpBerxvFMHyykNjVRUqWF7pxKoqshA7cg4iMdwWvAkrhThBPwe82tuhP0XJ8D+FtfFNwE0fDkGil/cgEe2hjuP86ioUrR2GWFXFgbGqig9iVRVrNJ1NxNxuIiZmIuY89/9xSAYgU+LKQgboW8iE+DpukY2rtnQesFI5zuPvFG7x44qsvMz+CVEkjXbVei5xHMIF3hdxPDwnpC+ysJ+KZGhWxFviX775zJvXNTU0+Xr07VE4/v/G51371LX9Jr4xscWdUMcCoBQN/my6Jxp7d4k31iEZkdXANyZi3kbS7QfjdpxGHAbPqM1FCt3WfGWI2k+xDuv+SDHj3+mQw1wHOqy/12F9tSvBW4EY8IexdsMpYA2P/znkvrcgY8lzyqeGVs9/CKFN5JJWhRmHdN8uAP5mIqaPDusnEMcEREJwvXAVzUAkfquQqN06hrarvnUEooDjSXF+rMO6lLRufR5wR8V+l/boffQ9AyZ1H2ESlu9b4FsTMSH3OPN1WB+PTMggxuFa/RhcmTuP7tHsflfDESUmT/I3s16mdS+TJQhVqpsO6zfb+uy/E+STTsEfF6uqGNPGdmchClhj2yG1egJCMTmCNP1oDexkakLz0vpFLcsbuiyz/Se2OIpeNLGawKutt50x7Yo+d0Vuuc2l5P0DWfgPuS3Vt8ZEzCNGOgl7hrYD1LsZiedbH6s03vjR8OoFOWOW/8jAVD0pGRcLgHiesrMABhDDwiHTzLSbk70SNU2HLvLnvTA7t/PwaZ367JtbVnSEHdVrGlvaUe2p5t2BPFc5iCPfdyPfFVbI2FbIfPEbdRjQYT03afn+4FKScKQLsx8Jam3H2gpIuUgPn3mbeh6lVEApdQtCa0oBbMBhAFidjU0nlVQAXYj3QgJcdk+al57jm3v+idbCI1GqZMdD/7HFsCNuzTvsgKse39Tr6sAvAxMxykTMpSZibsiY9zNxL2KzPI10gD4fmBKrqsjTYf0GIomaiSNZu39VERJp3wmpr/UU//6F2D0rXNqmh8cXfL9g3oy5NauG9etS8frNh915xE79PGlhP2vX7mwQwfJKx/19J7J2Dg+WV7ZJEdJh/TBiB27v1dL+DPAyu4f92g4DtF9y9XTgccdxbvyFr2ejMBLxvAB44xzf3NeQBXMbxDjxClJPRia5E0zETEIixBbpKFw1YsAtRfhwCjHQ/2Uiph4xsssAhjUuT27ZXLvlrJxOfBUsAcf5V9+W2j/Mzek00L2ek4DttNu+3pUqXVNMYyLmH6ytNDEl3hKf/P7U94k8Hskt6lLEgOEDfigbUNZz2M7DPA+71q1TGAug3ExDUbKltt6f5SARvSx329GIQXg1wrHbzv18+YijV4s8TNe425+gwzozWuR5wutdGE3EXIoYBDe7DVN+r3gQMdC/QKgzrZFNOmIRRJyxi5DIx039WmpBFuEuuBKsOqzfcXsjPIhE2T3O5RG4BdiZJ4hVVZQ1tSTLSk7+1zbARQeddtB+E9+Y2AWZKGeZiPkCmUjiIN3GdVg36LB+xkTMfERlBNLPfWaRdijj776kx9c1JmLOQDITvZDswG2IcoVhXUxEajTmIuoUI4ApXj8LHdZRV+Y3163nWQtukXhL69d/bwiWVy6PVVUciRTtDgKejVVVFHiLVsZ2i0l3310vYlUVBwHdcnoU3qEsNRCYnsnv9dBS3ZAASj/K787nlBbn28lYSK24Afhr5nZ2VB8yTPF0H9VkPWr35LZU33+f45v7AnDqMdbi296wu/RZQTa3pfoOP8c3N4QUH35oR/XDGYepQSL/Or4ytrOCP+CAnUjh91uHtKxo7JPdNRguUKkHjrMWBQtUykpT7iHZnCBqd+G70mI6Ey8C6EKiAHgUiUp6jQ/HAdr9+xxE8vEHoNqOap8VMuvNzNhRXYA4ZDNbc6M3V7gG3EVIo6nJbk1Vp4xN4shzvz/iuG2FZON7u+8PZO1mbhuFUioLyWwFgVGO47SnJ83ljfjfWekEhnZRiUHZyrkGidIWHOFb+gywXaFKHq/D+icr2XTgF8UBpOeMRWQIhbjw6mG/qfVlLSpKxQHmTS7d5hhHqGneM9mCZO/fRhyF8BY0texsrf70SbvH50hn+K+OXP5tfqyq4mmg9IecToF/F/TcwYF/ng7lSqmcm1+7eY/s3Gx2Ong368bDB7OVv3nrpkW14xEBgKX8RPnTYHnlemsgWkOHdeu61/8IOqy/Id0i4FdHe+lJdwFGKfUKYoC+4BVF/9Kwo/puYD/gbHfyNsCh4JzRaKt5gcLs/sm6Fht41ETMcGQQXIFE1a5DjOk4EmG6G1msrnQP3x2hJxUjTsW2uAXRPsdeUJJotAc2rjqyS6qFLokmvgqWXDuh+ot7ZuV0Wjw3uwgfDill9R67avYtsaqK0cANwfLKtWoCdFjfayImH/iTbdtPnj/m/PsH7zC4om5l3R+O0kf5t955a5RSLyE8uQuBp3VYf2gippN7bSWOUtccs+Lb+yaXDo84Sg22HJutYytiKwO5uUuzgtjKGo9EgKsQCcQoMukPIR3J9vA3EzH3AWPdBm9hJJU32kTMCTqsH2p1C852v6ezaV+Hxc0erqrIDsBLnrE7qfsIj/KQDVg6ve0IpHj3LYTv2AO5DwpxxFZkFECf66qS1BIxZyHO5RPI+GvwtnMpdmuiuyZi/KHV87domrdqxvkPflBYkBNYVd+cOGmvo/Y6C7kvHrzOmDUIPa/URMyVOqyvQ8aSp5DiRQsHZeybWZ80hbQTujti3HlRyDjiJJ9LK7iSrg+5n/sEJPvViFtMaSLmNERt7R4d1h3deDeCYHnlM7Gqir0RmuK3rR2G9sCV+HsOoHlJ3dm5ZUUaeM6O6tEIRWdNyjxYXtkUq6o4clFW/i1Avwb82VOd7retE81ynNFKKauQFJ1I1g1Vq3ORe5zdTcXZyarhRbt0zgRrwaHAqsnxsikDnv+/b0cFUmUFuT6AhJ1IdY6vbgr7cv1vzi7pfn3/ptURP3bYlxtAKVVAXmBejeOnGevVHipeB5ykVLpW15cd4Ht/MSllkcDiIKv62x40exnAzGZenyOZZBsxPPZBDJazgFftqN5/PTQtkPF/PmDbUd3fCpm5m/rd/w/iHISLjYmYIiTYNBeZ/19FZCXvRb6rzxCp3Zfcv/shQYd2KxEppfIdx2lQSk0EXnQcp6k9+7lsgqmkM+ee17fKjmpPeWazVqD5jWM2Mu9ns/4A25lIEf7DT3QdvEPAsb9OwQJHWZ7t5K1PfuBkHda2iZhtBhDLGutbnuU4RM7xzd3BCpnOALGqireB0TYkP87vkWjyBQLAuLzCvNuBB16c/OIbB5564DHdenWjRtV8DM2XBssraxGK1GaPWFVFHhL0+yBYXvmLN+htFz0J0an+DCkafgKoVkpVKqXCbifHXwRuF7/TcdvYuy97gzA52ekz4MtgN5Vdmv/UA6XbfIoYPl8BD+mwHhEkOQ2cCxCH4U0d1mePr54ZODo2O9UrtWat7ApYSJO6Ncb1PjVzeh64anafuOXPmlbUi9k5RdUuL3tpaTz2GEDKZYiUJBrHISnvybGqitaKOiNaGlv2e2LiE9//+cg/H/ryHSdsd/bILsdccPcFew3bZViLUioOPKjD+j0d1ofpsK5yi7D/DXwxvKH6zANX/lD4aMmQoxylUgC5dnLpTg1LggfU/Gh1STRl0jjKEWncu0gX5Q5BHtBm0h1Ri3GNTR3Wy5Fsy0jcBaUV/oEsLL8Xh8GHfPdPA3eZiBlspHngeOQe7w88ZSLmaxMxCcTAHoMU7S5GMjrLkAX5XuBpEzHvmIg5wK0dWY4Y9BORSXU8UNeGfjUmYgodx/kqWtTrhzvenlu486BuzJx4+MOO4zxH2tBfhTiHj28dW/7t7rULHto6trzU5XIcDUJFQIqfR7kpU0hPzpBhDOiwtpFiZS+qmE06wJCFZOlaX2ceoro1BqEBnos8syWkn11P2ewaEzGXm4j5p5vC7pD4bRt/QrKHe7R+w0RMgVvoviE0ko7cBZA5PA953ge13jhYXjlleVZwT6Qe5fBzfHNz7ah+xY7q5+wXxhVxtYqo9+8/h9jKd+scn6kmu/82Vn2AdA0V/Wh2zrLmfZej7GuA2w9NLIj8oX7JIP+qhtyWltQKwLGTdlOgMIdAfk7x0EDTzblF2eFAUS7echLI8Rd0VsmCHip+BFIX8S6kMw0xfKTcf2L4idrF32crp8n9rJ7sNlbIfNq8rOGgpkW181uWNxznsmK8uot93WOvD14mpp6fj4v838Zc93cTkpnPQrIJpyBrx0OIOMaNyPz1CDJneIXPvWkHlFI+pdTVwCczHhjfLTX93H6p6ecO39h+7cQRyBy8/890vA78zHAj4V6vq2jmeyZict31JRvIQSmVsHxDbcu3b8ZmbyM2y1zgfRMx/wYuyVfJxQBKYX1rBzNLWKYDfJrf/ccGf1YgmUjy6E2PftFU3zQNqJr2xLTjgPKiZPOFQ5YuPM0Kma8yrue3sPZUITWwkY1t+HNAbZha2GpjpXogBuZhwJ7uy9VIUcr1juNsjFO7ybCjehKSafiTFTLPuXJcFyJRIJVNiq0aV9GMb+kPecXdAY5Qi7+YT+5r26vasxrx5Txh91CN+N+ZsHTGqf6C7K8DhTkkHXgoVWbH8Fus7fcsAUqOXv6NvzAVp8aXzVMlg8FxPptQ/cWnwE71VuDsx7oNfQCXFzuqbgnbNa4JfLw1qfuIY4Ahn7/5eXThDws//fC1D0cUdi6kfNzuXLFVFpZSq4Dhk7qPWIrIna5VVGsi5j2E2sGBK2fFI516ZzX6skAMw3xl253Ll39t5TipwCud+i1ZmFNYphyH0Op5fB3sSnVW/lLSij8phIJ0EyJftgyJuDkILeZMJNJ0AaK3vj+SPtzHpYr8rmAiJoBE5QuR6FsImeCuQhzYBtZVs3KQCPyjSKYH9+9jM7ZZiDi0+5JuZAPw5ISlM44Jlleu01ldKaWG7DhEN8Wabjn9xtPp6Uu+ctiqWR8CN0/qPqIRUSGJA8t0WK8CiFVVnICrSPR6pz4tc3M6HabDei25SFedxKtH8GoQxrsOqx8xVEsRwx+E6gdClflSh/X9GcfaGxlT/UhLB3u4HaHY3abD+jYTMecgBknrvkqhjhqGTYOb1ZmBFI0fgvQEWSf6GquqUIjRVwi88U2PXtcudbIf66wS3+5srR5jhcw6486O6u5I/donQL7jOLenGhPQuPofWV89eqG72TNc7Ryesc+fkEh0DwDHcWJKqSBAsilBYlUjNpBTkt/iy/JlO45j2/GU5cv2r8kepBywbQefbaP8FhnxqPtmtuTM+MTf5ZoCkr6R1HbyK0c973THRjGQBn4gf/Y5vrldELrNTCtkPJ4zsaqKyQhllayuwWd92f65CKc6D1m/qoDvrJDxin69zxRCiqDntuumbAZwM6Orkczhu6ytDHc1kv08lHQX7zMRw+944Akd1htS8kIpVYKwEfoBR6Smn3sZIvYRA0qskFkr2+Cu5/b6xm4HNm+YiJmK2BNn6LC+L0OS/DUkK383MnctRGisDtIk9XTk+VyrZlTh3HOqNX/mm3bxNd9S0AW4WIf1TQCxqorSyaXDD3CUun/hDwuTk66YtOT4y4+f1394/7/osH4tVlURROi4ZcDFk7qPuAtxTgYBB7u1FJslYlUV7yB0zEXB8sotNrb9f4r20pM89EMi1f1JGz3FyGLRH+GP/qywQmZCq5eqEGWZRiCvBR9f5pUwhuruioaZdfiHTXG6Dx+u6of7FRSSor/dQLI52fntgrIue5KWMldiTHfOOLaNu+hNK+rNoMaVfJvXFcDuGW+4GfhXrS+LT/K734kM7K2Bv3yWX5o3sLkm4XdsFmXlfzJy+dzvG5bX5HfeZfBdf3nuncVHnnvkNsN2GdayXaw612qoJmb5i1/uvOWHyKLf29W331+H9RcmYnriOgw4zuquicaGpLK8gbAVQNBJkutI8DDHTpYBOEqRUhajGqqbXirOz1wIfMg9ugqZ/OsQp0Ehxb29gdd0WGcbaVbWGaGkbIU4D78r6LBOmIjZExljAcTIBzHQPdpDinUVF7KR8T8J+Q7PRsaHF2Gbhhgo+yLf/VvAiiOXf/sAUBurqlgA7BIsr1wNoJTqp5S64/tPv981dETo5azsrOaVVvZ5wfJKyQ5EzJNI1O0FHdYHgfR9OBnmW2A7YIdXz9utoPzqNSpiLoc5gtAzLGQsVLh/e4XwJ7Fu4zkQbup5mVQVt9/CZKSmIoRkLnqQrod4S4f1ORnf7W0mYnYi7UwlEYdjfSnsDmwYA0n3lrkb6GUi5s+ICtosEzHdgCl0H8G4ZV8tC9rJQqD6Haf4JKAnDj0/SnUq01JwDFerMiArNvDEuTk9C69XSp0E0LIyZiy/rz7Z0FLgkK1TwbJJubFFQxDnLxNPAN8lG+OvWAGfhUNQZckj4s8NQOfcTxI1Taf5snxXAgcrpSwry0eqKcGqpKI4349Pgc+nWJLw0yOQDmbZSXvcymbr1Nr8ALUE2IoYAWx2XvE9U96dw7Mfzkrted74cynlCqQ4Ml2YeLXqlF3Qr6ylZOdGrMBb8RWxo4PllQk7ql9Fgl1lSAAKO6o/t0JmjaKXFTLR//gu/Y9Bh/UaGqKJmPcRBwHEYLsaMeaOzNhld2CSDuvL2nmKq5F5ZXvHcers6Bp51npaNfcyEfMHRHEtZSJmJx3Wv7v15rcGEzH7I2vIA7jNZbskGq+JVVVMpvsIT95+DNId+hTgFBMxxyNZLoX0+PFUzRqRNeVzoJ+Duqt5Sd3lo53VXXLzu/NZfulQ77z54x9cCZSODI289oQrTnj66seunqaUGo3Q2YciQZOe7uaDEWfBK/Q/CMlsbK4oR5Sj1hGZ+CXQ3kLo25HJpQdyY+cgdIx/IhPE07gdkn8OmIjZEileXgqU67BuNhFzNKKA4UUqFgI34jj3+5SjUspHMYlh3zuSef7GyafMaSbPSbLD8vn8kNN563k5RY9PsXpSFo+z0Aoub1CBe0kXEcYQg+oggJgvYL/TqbdVmGx2jqueOT3HSS0GnosU9Rm7MitvCFKg8wYwo1e8bvUPuZ33fz+rCzOfe1O//sR0tduQ7lx+QfEes2bMGmYiJhfo+UNu8dEjG5YdOTun88iaQG5P0oMY9/v74pAV3+05pesg74uf58fZtzTeeNGC7ILzUSoBPNtgBYqalG+5hbNLrT+7L64B+15hGf2aaxNIJLeetWsZcpA03klIJDoLWSjCQNhEjNfoaFuk2PcrfqfQYf2pO5GdSzorcEDGJh6tz3sviTgYPuA0z7A2ETMRkW19EvnOD3H3awZO1WH9Xayq4q+ki9a3QaIfANcO2XHIoHEXjysKFgVLdVh7dDMPXiR1uOsMXApcdX/3EbVDYytO2bV+0Tv55ZU/uNcxCnEw3iet3ARi7D/aKqO0xP2dJM1l7opkHk5FKFceMnufNCPPax9ksj9Dh/VTrIu/IpnDevf3HK9upAObhLcRA60vUj8CEry59tHX/3rDgHjzabNyOncBeLbLVpeOX/7159/ndH6bNFVsTrm1aKAd1VtZ0VuXIJrfWb76uZ8l6wdtHyjMYXnKxyv5/fWgxpU/bENLgY3yPzbi7HH7Bla9XKZajiCqv0PuZ0/gIMdxViVWN1k4EM/NJqezv9mCuoByov68rLOzxt61rPGxkx7OLi04WCmFUgor209eluJzu4CRVj0OkHTAsW2UJY+ZslR+v+bVfJ/TiUBjjIGFDRx/7Uv2s2/PsnbapozRI8oWnpG9ZCzkeo0rtwOIVVXk5ynfqf76Ofv56+cA3MXVTgLACplX7aj+AVfwAhmP3tj/zcNEzFFIYMQLgHhBwG0QR/JhpGngXsBKEzF7r6+hI0hGFMmwPo5krFsy1JHOxa2LcKXRM7ENaVrbEH6HQarfCkzEHILQdy9A5oPhWzWunFfrz+6zY/3S7tGiXuWIUWsh68XlJmKucqlKHyK1ppmGPUgmsCcwOiOT/keAwY0rl3+WX3oZgFJqMLK+Fn0e/fz4z6Z/9oWJmFcQY/plgGB55ZJYVcWxSD+rvyE04bsRB+KOX+p7+TXgBhKv+7XO1y56klLKRpyDp4CHHMd5u9X7VwJnOY7T3iZYG4RPV70AACAASURBVISJmKtJp6b21WH9momY1xAPFWSRfF2H9ZKvpl0+vivxf05xStVYazk52Ey1SxY3Y32+FbE9Q2pV7oplTTxaMnSd85TSXFdNjqcF7KXpLWB2YbJ5yzp/jurTXMs+q+fSrHw/Pl4yeGTc8i8F8izbTuxetzDwaX4p9b7Asi4L53c768JKCoqCzl8OGFx32A698+sDOeO2OOaeJzLPGauq+ONXucXPfVBYZtmoFuS7nYNkGuaveOSU6Y+UDAnZlg/Ltp88Z8z5R7mc+lcRD3wHr7mOy8c7D0+tyXGaUOoYpAD1PkRW8VpE19ePLIy9kXs5EMlo3O++PtLlvf+uYNIdG1cg1IYtEdWG81g7C5WJOqS4dAFiqDlI5mCyDut/uccdi/AMHWAPHdZvu68PB+p1WM8B+Ozp87cN2okP63xZ/js/X/HuU3c8k2yoadgHSE18Y+KHiAFUr8PaG6eYiClHnPYapPg5xz2Pt00Ccf6uzrKT7Fa78I+1/uycjwt6gKR/i5Eiw6cy+pJkfiejkGzEbchzMQfJJIIUQX/mbhdA+NCLdFg/7yqVnYIYtHcjhsBNrhRr5vF/dW3p3wJmP3HWTjPzSp5OKbVwfk7Rrl4djImYS5As13CAwanaRCKeCszOLQYcDlLVlWWqpWGS3WtfoH8hyT/vZy3/d1eVeP1Nu1j5VsyK7/71w1kAb255KJQNZ7RVw/tOZz52OoHjMKph6WtdE0371PgCZAct+mRBLqmHcpV9QuY1Ni+rb3ASdnB2tx6rhgUau9Q6PgpJ1SvFImBxy6rGB7IK/f9S/qy1PlvSUbxgd2UvaxUFToqXnRLmk8voRDULZ3zL82/OYuq/57LPiC2464zdnG9rm5xe3Qqs4sK1FB1nIg7u6kRd02fJ+vhRVlN1Y87ClwNAg4LtudpZU8djR3UvhHbzDfBBO/o2/CbgFkHPoe35bQ8d1m+ZiDmQdPTyMh3W66gnKqWKkKjyjsAYx3HanTU0EZONzGMJ4Kq26ro68L8NI30XPIfvS8QZvL9nS3357rULclYE8hKRTn0CjtANHyRN4X0JOEKHddPcx88cNLW4/1dJy+dl8L2AXAroo8N6EUCsquJU5Jn9a7C88sVeRarPikZmnzYK56JdOa7sZuexjOvqpP/zRoQdaIX20pPGAc9uQDHp747j/JzdW58DJoCzdGvVMNNEzATEaFmSS2rqBN+Cl6yQWQHwulMSyCN5Y1+aLitTcnl/tJb3rLLLes6kkKHE6FRsk2Mnabbk4/qwSaEYTENhNdm4QZbMovD+df4c8pItDGkQqmWOk9oyXDPvm5e79A8A9IrXBXrVLefRFz91mkeO6GYP7cuR5x45a9D2g/4U81sDX0/Eph0x9s9ft/5gk7qP6K8cx3IfIC/KskKH9XyAZ7puVWxb8tzYluUV4JUjXvcAJDPwtJvafQWhvOwC3IDwSZcA5+qwbnAzNiPdY7wNTMh4iL4DvjMRMx2JDJ9npK/FTTqsf4vdT9vCaawrCdcarelIBQjn26MuKcRAvtBETLUO69dJK3Qp4DoTMadpacS3ANjXRExMh/WyNzv1Pqu+pt7/3N3PMfPdmbvud8J+9i5/3OXEiw+4+D4TMd4iGjQRcytSjH4oklXogfCRvfqAD0h3Y04h6d5RcXfMbxtbxpycIravX7pl73h9IfBdsLxyvfKHOqw/MZE1nHALoZ5chnChl2Zsl0CcAw+nIXUMCrfnCZBtIuYGoEC7zQM7HIZ10feyF4MI5XHmV8OemgbQuoHgvJyi2+bkduoJ9OwWj51MOuvzJ6SnQwKcN3b0rd55mq+4U5adZCsVm97X11wBMELVMULVEyR1nVL8BVBfO0FO7to5y95yV2bHraaaHiNzQ1YtSim2IsYPTjBVp/xvDU3UNOTEE1hZ+bzs25J3Ug7DEjV7755TTxKcbMWzwCdOwr4je3Fkj95d9p9CIJdCUihFATDYTqQGp5rjIVWcR2tYOAxRMYpUioW1LTz/1Vy23mlr7p8+mykPTmP/Hfom7jltdGD0oFIcBzViQIkXGU9+aef7q8lmR7U6t1ClugDd7aQ9GMDOLS1IjDoZf27WN44/qwdR/SJi2IxEsmhXWiHzzM94K//nYCJmeyTD+A5S2zaETIfBcZIo9QhijNmIwcbx1V8Oeq1zvxnVgeA8RymvSV8JUGSFzCyl1FBkrZ6N9IlZwSbAzXBeDBCrqtgtVlWhgX8Fyyuf3fCeHfgfQz2SafYUKl8AFi3OLgg+1m3oMUhmwcOPpNfTsUgPn+22zu28LFwz1/dG536kJMPYiCj9+ZA17w6AYHnlfcB9Y08au0/3WSc9/Y/Ks58ZFb3dN0A6sxyKMEAA2BSHIVZV0RcJ/PmAPdpaG39JuEHgYk++PxOxqoozEbnku4LllTf92teWifY6DS8A9yqlJjmO866bWegPnOk4TuPPLb+qw/ozO6oHICo285O2avjOyS/yYy+Z4FtwEnC0HdXb3pbqOwh4oBE/DtDsWGRjs8QW5o2DogmLwtomjk58w/wuJalAwPLlOwmqkwEaW5L2Vjn11lxfHnH3qyhKNhNXPpp8AbIdm/m5nVlMEYMaV9KJeE9AJVrifPTMdE6Z8hk5nfLVYdtsg1KKYbsMuwu4IgmjF2YXfotMzmvg0ki2cdYuvHbI6OPQ6MvyJvMVuBPqkNjy0d8EPfryGsrRWCQy3gmhvYTc1+8HtjER8zTCTX0Qoda8Csw1EbOlDus1+sJesx4TMScgD/0JZHRT/B3A61PhIAum5xw0uH/nIvfndPf/RiT6VoPU10xE6EXd3J8rXEfsDxnn2B1RIzkMofLtCXxqImY3oP7JW5/EUhaXPnApnUo6WcC9JmL6IzURIIb7Oe4xveM2IkZjIdCpwloQzcJ+ZJLde5mNysNVhVGO01ySaPQ3Wv7GuLLe6R2vH+vufzoiqdgW/ul+3gYd1o+biHkYWKXDeh19fw9uqvkLV9Enkx73A9DFRMyROqx/0wbaT8ELc2+6eeIp6uypH5UEfvgmJ5VyqPUpVKyqYrdgeeVXsaoKf60va4/FRb3rLMfGcpxUSSLW87Y3bvnKVtYy0sGHAKiyN+j2t8VZuX8F+JGg2ouahmbHyrYcZ1q+lfJqajrTsMI+ds4rlrX1GOi9PYVOIPcAVuFT0nyrq0q8d4Jv0XGsXrgsFexaE487xJCqZQdFj1hdWWNtjGnZBUsOnWE00Bi82qlzrrb2sGe/azX1Go4vv1uzH3JSgEqkUI6y4qubCKh6ojl9nTn+zupwaynZiRZemvIOp7/7I+/NXMzAgT04cLsejBvTm1v2rcCyrECyOUGyrpmsDKej1vEnpztd/QBxx8of61seAPDlZjX7cgI5yrIcFbAUPmtbRLp2a9LPFQid4r+6CP+ScKmx05E56nvcujiQ/j+OUlg4lo16HXEaLGBYrKoiKxtuOnDVbICHg+WVy+yo3gJxuIoSkXOOQgIVk/+fvTOPr6I82//3mZmzJznZEwghbLJjEETcUPAIrgWxdcUNlaqt2rFq+1rftljbWqu1Y7X9tWrFpVGrrUtxx6OICyqiArJvIRBC9vXsZ+b5/fGcQyLi1ldbF67Ph0/CmcmcWZ957vu+7usCbpJKffD/gttQzbBH8fHj0j58yWCGzG2ZBvsKFHvh+6i5xGiUsl8hqn/zTpR62+KR0Zaj/E7aWekvnZXWtFGr/cVRQzpRW9OyD3ffqtNNVti6zwyZXUIIYbiMizVd+9O0U6fRcPixxw0r5BZUUHxLRt4+mnkXfRYciarag7oH/+NBA2o+cYYVtm41Q6a5x7Ks8uDV/JfHq08bNNyGarR4HaW40A81wCRRPOcvApVkeNujRc+29TJnxEBiq4AZdsrOS7VFlx6jb1n2XP5gGyH0DTLQenDHzgJPvlsbq0fId9J04mKAjDl6cUAzuhOM88R1gAftfsxo24TfSWtEWmgtHUErBoZjkxYa0zq2OU8XDYsf1LVzYbhg0GlpTWezJ0g3ujBwWPX6+4QXb2Lmpd9m3OHj0FRkHEE1u2abfVIAVti6FjUYDs38vBxVuclmiH9hhswH+xx3tqnlLjNktgBMjDQNaTF8OJrW0+ryL8ysd1dmO8NQN9LrwP6adPIdJQV7ghkypRW2kqiGyetRQUS1FbZ+ZYbMPQ2hfobKWN7671+yrx4yikHtKCpRVlHkOqChX6Ln3QMijWzxBuet8xe/hDJ386PUQEKoHoGcPTbZM2/XivwleRU7t3rzy5JCb89UgLKUPj/AtnXb+r3x9Btdp/zglB2nmqf+ICc/51VUT0k2KDiQXlfvbBZnU5/lPzdD5s2Rmrl57uLAybrHWABwqb7tnD/Ygx5DKYxVSiFOzHVS7wKxC475n3SkZu6fUEFk3wrB3s6Lk3kRTLHC1g4zZL62t/X2RjUyQ2ajFbZaUEHDLHobdicA+4KGD+MCQ5euySM6yN1mpHRB1tH4MFRv0V2bfAXntriV96OD1Db4in6Wec5Ho8aerAfH/jvx7nY4TaCVPucUT9ngBBYD0/MSiRfGeOLbgd+IzUvmFrZvz3E2+yT7HSmKSaaEEC6ATozUfXblj4G7J3ZvG3ZYOS5vWQ5jN7zUEbHbtI7CEQG/sHVv4zJmt6/sjzIBizNfHHjn5Ov6R915lER3NZ8uYiVCCFXG9bvRXIL05lV0xRu7nqA4b8sbr1M1bWBy6rB897J1jZw2bTj3XzuDytI8pOzMKCipIrDuMXA8BpqhpVGVrGId+YcA6RsjGK6BIrZbftbwuX6EotcJlNngbZmfR6NoTKNRfOm7Ps8L+SWEg0owZBMb2UqCfkB3Q7rH8BgDE12JFwoGP4rysHChRBFKgQgCH3K3UMGAWCKdf6n1EvFk+mIp5T9Q/PAPIEM7cpkhswcgUjO3EDWW+VDjTgtw6R6VtJdR78d9KmpfTWxGVZ1G7mXZAygK8K3AMX47SYfhZXRXve63U62vBitBiDUrcspeQs1lQPXLJVAJETeQI4RIoxgv+59/3fmMmDgCoNua8vurUMnTmah50LtW2DrUDJnJTPZ+FrDLDJlvfMz+P57Zfx1Fw/9vYAaAIZ2ZkZq5DwXmLHgjUjM3FzW234ayPvgkVsQXjk8bNJwIPCqlvANASvk9IUQR6mJ8IUGDNtXa4Cw2rwOOqRTxjsv12h+jJl6v6C79AEpySv3NqROGxjumb/YVdM5tXIVuaG9lhVtWy1w2EqBBeLSjRSu637Vb2k+j12MhKQUxRwcN0ppOGp1OwyuO6KgzEfzljOa1vOIp5W8vbyD8UJiLf3NRcvyR43eOP3L8IE3TbNRLKQmcZobMFVbYugFF4fiFFbbG8OEGlRmoQTwbNGy0wtZU1A3xGkpXfzUqE50PBAYEK59u9uR8BzXw32OFrXPMkLndClu3oR5EBwge3V77llvaR72bUxZrdPmzxiUbMj8b6c2w9c2CA5CR0fzrnp9/Q/AMSsUnWy1oBu4flOgwXgwOpDgVcx/Q1RBZEyjenNBdWW5/CVLOBECIHlRmJBeosRHTo5q7IqkZIGURMDRb3Xl70dtz33jmjT/Xrqk99KjTjtIdx6nKyc/5ESpQ+SmqF2UKiop0C+p+8e7+zl5MitTMLdzl8q/P6bGLit26FEKIZHv0onnRFZ2BOQvGWGFL2zPjEpizYLeTpBW2TkZVEp7f84RYYWsAvcZxP7DClkS98F8Dvp8JSC8CbrfC1kIzZJ68xyYaUPSPElQGpStzPPvQBwtrbzoW6JSSyK42z72OwaOorJIDPJSRCpzmt3fPr1II4UoJnYpoOwZptvlLAmQoJUiJx0nnlqcitBteDky3Oiv0gknSJYIAXTEZirV0DvZVBDWZP+CfdNSfq9W/t8wZdsRzQgivLTm2G2PcQqfUDfwuj9RkO1CKePdhyC13nq2YHszJLRKbZR61wVwuWHdfNlgB8EqhzYi684YBdPpLS4SoiwJ+1Ton0VwubnnHtn//cF1e0rmDGZOHUOoa4NZ1jQd/dlzmENSh7M0CyKV6GF4BZmlTre6cxeZfztbqXXF08kS6r5RxEqXKVYa6B/+EMgit+NBGv8YwQ2bCClsHoeiUH1Ai3ObLb2w3vBUbfYU+1Lk6oY+CUacdvvxuoWuXod5JT+nTbm0tzfftzPW7GT2oaK/GWJlx420gzwpb0+ftWiFQgiERVPUzO048TqZJFSAwZ8EPIjVzb6QP/XEfvlIo4sMBQxo1xzwNlQR+BUhFdbcrqrtZGSjhyM7tf3g1WLkc1TA/DtVLeDOwMzed+K4G09uFa8mVx1yZQIng/KuoX9HpIyaO+CNqHjMXxYQ5AZUM0FAeVaUosZyLUc++bYWtajNk7lXgJWP2dtLelv0HcZHPTl01tbPuYGBppGbub1HJv/eAQwJzFlj/3d1T+LSN0G3A/VLKH/T57DbgLCnlRzVTfS7IKFwMA3bE6jsnuMty79cN7ZiUFNzlVJKS4tcI8byB81yVE/EcZ7QQR+dupxIn8/44XjSyXAaJouFBUhSP4LHT9AgXGg5Jl4s6V57UHIeAkxJuO41LOpzYsYWHXt3MTx9+BxHMY8ZZM9j/8HFS0/UoKqJtI2OehcoCj0dNPv2oidIlqMm6TyDRkNhoT9GrxCNRD9Z2VANuX+78cSjVnQBKL/3APqclhqpoTENF4lcBZJu2M9sNBuYs6AawwtYBme84ChUA3vhRD883DZGauTMkPFjvzil8tmAIGerYLqDMn06KaKZhc2pbLYsLqnrdpQCkpDAVpS2TAXY59p22EPOApYWp2JgWdyAPKZMIsQx1zS684ugrbgf8x889/vbpc6b/k95JDkCzGTJLs/+xwtYKeiVbs1iDkot7tF+i+40GT+7vNOlwauemdNBJNjpJuwJovrO8egQqi5ocEW393hFdO/6MGrjPCcxZsCnTTP23zDaP6NOofTgqeHkMRYGbgmpcOz3zD2BQpiT9Ir1+Lb6+KkiZZsu1qKpkoxkyPxeRhK8bFtbeFCMTFFY3t+1f0RN7MdxckrtB99+czheDp3TUdQ6Jd1wCsMlX+PvXggOOACYO6NkVP3nlbV7hxFk27ExeL5ugNpi5P/12kqjuRjgOUtMYJntiE2S7L7eloTuw5enfctBpP8Xlc5NO3o8Q96G7FgFEpfajV2XhBQOJjWjHuHOS6LzAEGidHU3WW1FRv6mk+qZhdidrXSUYTjr93aXXGm4nCWT4fWNn7nw678B5Kd24fbzWNdjT1sLC17ew8PUtBHM8/PUnxznfv3nRZccfXP7HkcE2hgRz8FZNICY13DjoH2+1tBD4Vqo7gR1PSYpyU24hhSZwSUlMCC5CGQu27pDeyx91yn92rGg6brgWzfbnvKtNtSZ8ntfvqwIrbJ1Br6wyqKB0Mx/0nMm6x6sVFpvvkzF306fd2h/FR68BrpFS7qmElP2erAAEwDXzdq1IkhXqUO+p61DUzoMCcxZ8Y9Sqvgmwwtb/opgS2eDhdVS/ZV8cADyOlFU5dtLuMTxZc8FrUMnUQQBeJ/3u7JYNFd1tnTI0/6lldS2RLinl9D22hRW2BqHorwaKAlUPvGqGzBsyyy9HJVYlcEBfyeEvIyI1c7MUZlBB1pTM7wMDcxZs/+/s1QfxaSsNbwHzhMqobkVNWi7gP1NKfAUYJh35GrA82dRd2VhQyHt6AZMiO2l0Bf5ns6/gJ2k0CnQbTQj8OBSRoBmPBCGedkodBBoIAskejuhQ5/6FYCWbvIXKYlA6wtE0ujUPaVtj24Y6KgaXkTa2cf6FMzjykBG0uf20CynADhST/HM9vr7mI4+jAoDspP8wM2R2W2FrpQtn8pnaToIizftJX/mL+u4qukCVg7N0ghWoCHk1qkKRpb5k9YSz8KHUpaagBv9nkfKwwfHOKFBmw6N3l1efQ9jaaYbMx/oY8jyc+bcPQKRm7tHATQIKByR7yLMTiU7D6yFjeBTto/DyWnDAhwKG/SONvO9Xc3y/neDU5vUXpjWdJwqHHdLiDqxGyjED453u5a2pw5YtWsZx5x53BWoC3jZ9zvSiPXbHoU9vS0bVSQcoi3fT7MlBQiwT1OjArAZP7hIAR2j02JrxUs4gT3OBn37JSAw1wT8ZwO+kN6OkX0FJ7v6EXrUw9vj916j76mjAbYZMO7M/aVTV43VUBgcU5c0HPLGnbKoZMjutsPUAKmv+xN7O/z4AKgPrlZJobY9n1r/qyopvXrcflxy56VqPdHglWJl+K7cfSc3gWK35ChxVLu3x5no1W9kRFPfUQvkEsvGnIW2imuo9lBnZ0ml6m88nHMjVclvdgevzcCF6EqBrp0vkE5oXdAFvyPzZ0+36KiFtcPvPJMMNCuaXFh+2/oHfHrn50Z+7nWQgr3L67QWx5jq3k7yJjGcOmgtcvv5Vm1c/NSzo7V6yrTV54v8+5T54dDknHDIkffDB++3aLj1//PVVx1/9thPkBQK403FOTzfIoO6IWukhV6ZZQx79RYJhIsoe+JaUknR3HD3gFm5NugHWO36WyfwHzwn96H6UVCiPKr34H62WuQyTUTSBA9Q5i02hTbW+iY34TxiOnU5rugEgpFwlhbgMZUJpoN7rNXv8zdWJpH3Vn55Y8YqUMiaEmCSl3MHHYwUqWRBHVU3TqElkCSphdQnwQGDOAvsjt7APX1X8it7qNCh64PWoSbC/zzovIMQFPYZHBtNx13c6NlVsCRS2BvzaP4Yd9ZtmK2xNybGTFc8v3Yi5YKkYVp6XV9cSOX6P78IKW5Wo6oIBrDykq/75sdGWbj7oM3Q7Krnb8GUPGAACcxY8mjFoFah5943A61+WgAE+faVhJMrDoB+9Ulg7gaM/i8TaZ4Wz2DwQJeW2KL6rq0nasglwtxmet1oM36Th8Q4hgYeLRhB1uZmUamECnTiAcBmsFbkskYV8W9tFESmedkoY4ESYYEToSMLrdrBzizs/+K22TZSkorzg6ydrFq8X4YdeJCc/hytuv4LKVDc5doqqZBfPFwwhSIrTtZ0YSB51ymlQScJmFD/2W/RytreZIXOQFbYGFJBcera+c8Au6SYZS9MVk2zy5j9S5w3uRDXwZDX4z0QN3o+jBtm+ik6Nmc92Zpa3ozLCjcB+ZsjszvDfhtxZXn00qsQHcKAZMpd/7hfnKwpnsZkDHJrqiq9MdydqAU+L4e16Ja/S3+LyGZpwcNDJ3ubCcfA7KTzSplP3KFqbEOiOQ1E6yoTuRpbnltNheDivZQ04kjp3biJSlH/9mm7tohf+/mLlQ4++wUEzDuLcece0Hx5vPvq5gsEhhDgZ1SA2HFWd2g/FYX/LDJmtGcO/NgCXYzOhu6FjWV7/kx2hlaL0+f8G/FZIuWBAontEdaTp3SeLhin6geLhjUOZ+aWq4p0zZnTU3o2qNHzrzvLqLpRpTtYvoRvwZmQWf4wy7nraDJm7vSmssKVlPi8FfpjVzf4kWGHLu2dAYYWtUajKxDuf4dJ9LbGw9qabgSulhHQadu7U0/XLdOOwyg0UlxRTJ300Oy7SQmOs6GZVRlW3kCQnb3iI7mSCJ/c7lYNkC+u9/dGAw2mlfcMS3h8wjUZ/GWkEJ2hNDBUxqF9J5/ZVbB53PhMCSr9iV0JvW6SX5ZZ1b3Mdvvr+SCDdrUpnwf7I8jGsLZ0oX6ZIHLvj+a4hWxdlZX1vsKb8/lrzlStGRlN0PtdQsOilOtfohavjNHfEWHP7KQTzvMRdOiX5H1BLsgH9WaeYDTIHFw4XaXVoQt22YaeQNeQhkHxX1OHR+ryfHAfq30NKHTGwmrQDncKggDQJtIRPOMehuM3f75Zazt+cAdUOwjtLa2CASGa3Mkaban1I1e7rDCtsPQzM9tqp1rjuKnM76XRS6KcixJuoKnYQmGGGzFcz6+cBE244/4ZtTXVNNaj3/WGfptk5402TbeIcn52oRWrmbgaGIJ2WwKb7IkArMJ358lONI/vw5UeG0fAyvQIYV5sh82YrbA1HyasGUZLICZRfzJp5u1aMIiPa4SrwYfjdxX+wB/kdx9nyxM/vME6YNKjr+wf1G35nebUAKvrOZTLy5SsAilLRe05u3Xhe9nsDcxZk5z9famSUzZ5FsRuO+LTv1f8mtE9eBTKBwQiUk+v/ZH6O/IIDhjzUDfjH5ojzVNqmrUtztwA3FKYTsyqM1O4BbHbrBkLpRsa27yLZGiXdGkWkbUpEknzSlIskLiEZQxeDtQRCQJ4bNnsKgj4nTVkqinQcrrr8L+Ktha8y6+JZXPHHK9B0jXpvkPWBYlb4S/HaKYpI4hESXUBJ74uopCzZY53WvPbPQ6O7r/k9AGbI3NGOe+dTdgkPO/143DOQXS4/Mc2QmfM4EZWZeR5FW1qM4uFqqIcr+9asN0OmbobMSlSZ+KcoCb3qrA5+YM6C7sCcBStQD2YWQfYBUEoirzoF726U/ueMXM9DEc1oWZ5TxpK8Sq3F7TeATMAA2aytjiSiu2lz+bE1nYHxTnLSCSb27CKuGbyWV0H/ZA+Ha+34+uXRUVpIeVBrn6B1/fLeX95T+vbSdfbVv72IO84+gDO7thQUpmPLgd+i5FGHowKA4cAC1MC6DMAMme1kMiYpTafb8OY7QnsQeMQMmaPMkPkr4HQpxJzt3rwDG11+JzcdBynxOunFZsh8H5Xl/902b3BdYM6CSYE5C8rvLK8+HcVf3pg5yChKBeVlK2zNMkPmjUBONmCwwlapFbYuAc5CNamdi8oWfirsJWAYjzIPXG6Frc/NEPIrjC2gilguFwSLMPwiRSQ9gIO0TsoS3ZzdtJpTm9cSb99JabSJCiKMlZ3odgRfrJGjNj5M3qYXaUs57MDHI045Q1pWoie6SKMBgoBM8XbSZ0d3rn07GG9l2NqHcNI2UkrW6bmF1ZsXuo5Z+f8wRh0diBx+KYnCoYjOnWjrF9G8Y41IYvBsv6PzmgL9SR/MvAAAIABJREFUkbDdGnnV8e+8+I5zRbG56Obx13X86mVnUDwW5bbLj6TxsQso1VoI7FhCSXzbBzPKdlq3JRxIB/vRLU/VGtD6FPCCpBlMlKmiFY3egEFKQNPA8KBvWQytW9EF5GCjCfAJx4Pizj8KhHKFM3meVue+QNseHyCSO1Bj6duopMw3BlbYOhMlgGHEdVdJIJ28Jyn0GEI8iprcZ2Wbj+jzZy+ue3vdS50tnWtRdMijPoM60lJU5XI7qjk+i8cBtFjjFpQB5AQ+TF3Zh68oMvLub6AChlSmMelwK2zpZsjcYIbMYfT2sLQDNWbIfOPVvIr9ZKbSvVLL3zbzb5usH07/oeXYzu9nX38x7pnHLrqzvDqFqii8naEbYYWtwcAkFLXp2sO66m+h1/h3tzrkp9x3vxW2brLC1rWZxukvBJGauUdFauZelUnuZnEiqh9kDOp4vvT4tPQkpJQ9KMfH/xQc6chkoiXi96ec/TQkeU6yf3tBfv9Orz/Pkdjdjk+vjrbgRhJLS6QjM44Lgi4MkmlJqKeORNCFR5MMcSJsjrtI5HjY4vhIJ1Isev4t1sc7+W5oBNf+5NtMGJzPK+5yfKkU47qb2eLLp9EVoNGjmEKdqRTbUzrdLg9r+gjnRDXXd/PspCul7Zbz/5EVtn6ZMazJ3by7VxDWKPnUU+kNCEawhzxrBh7UZG08sCDb2Opy7JMlkNb0w8hko/dAX71s316WfwBW2CoCujK6+19nXP2ODA5DwmmR94a9YXg9Hd58RkTbclrdfgJ2CgREdBegUp9poWFIhzQaHidNnTcIQrDOV0hEc2FrOitcXgpJsp+MEensoebZ98uv+M54brvyaM+zhaPrNE0MfF4IJnfVMzbagoA+0yH8GSrPIZn/D7bCVhWKh+ny2qnVGoxqMzwaUObDPt1ZbKaBZTAoO0hKA9l6est6HEhpcIkVtqboOPfoSJLoKXpVsbKc7gGosnG2FAoZczgzZEb6nLMHUb0wdaiKSD6KovTvopTecaf/x634TcDra4PPJ1KC/au68egOwYBN0+AiwusDnFLRiCeRQEeS56Q4duOTJO0o9028BiceYULLBnyAP9nDcyPOJO5SY4xEYKMxvGk5O4NDOELvoEykSRqG3uYvG58T2UV+Tx1bmrfLgdteFq3Dz+KAjg3gDeIuGogbaB10KF4lt8mYxmWOFLo2qult/ratOHX9PY1NXfFbJpYNLOP484+vqBpVNfytv553mt285RFd07zS40HbsRhhJ5HdtZrM6wf+fHXAmoYuwIXjHCtatSzjz46nEnYs5ZkYsBEuHSFA2g6p7hRGwI3IRhaFg5BCA3cAIcD9wUr5B5JghkAzcLwomt4alOLfeNTE9puCbM8dumNrEcN9Xp9lh6AoJMV80Ol9YP2meo4797jtj/3psQv33KAVtkpRCa9FZsj8QNXGDJkPW2FrCep9sptfFpiz4MpIzdyf+Oqf64caU1pQUrD78BVDpnJwP2re0om6xwaSGdeD0eaOTn9JCUoo52jguYwR6KzMJsqB66ywdT/+4mvqDR+DN73U8j/3r6la+erKqoOOOegO3dCzvXInoFS1sopyWSGSl1DB5zNmyDweIFIzdxSQF5iz4LM6i19Epi8UWGEpamMhcOnePBP+HURq5pahKgouVN9GVkjgblTAvguVMP7S41MHDf9JOIvNecC0RDxdJ1N2vgb0aC52eHIZkYqe63jdJw3QE+7WXJ0tdh5duoddBCguTFMc7UbG0+Qk4+SIBOloHMMfAI9Bm+bBiMV4O+nhH4vf48m/v4zH7+F/LphCYbGXs4p1DJFEd9rI7WyjJB1jSKKTmtLR5JCmB50Z7bXkOCkcw8fxdCTW+4s8G3yFBJzUdgkV3bo7a5PuE1IehJpgDdzjELMSmq+h6EnvoyZQhSha0eX0Kua0mSHz6ozvwkn3PnvDL89p3VDtIOxXgpW/O/HE6/Y20b8TxSN1o2RgPxJW2Logs/77VtialDHc+bqiAUBDpjwbwu1FJRPGtgaHMCbawn7xdtp1N2/n9iclNJKasbuHIS10NOmQ0Hs9aoYlOihPRni6UI1hzbbOdx/bzOMLnuOIA6o4tznGW/1HoqHtFgqo8wbluGjLjsJkpKnKa48pIdlUj/fezOInUEoPHSja0CyAuO6aB2yN6q7nAXma1nAaMFNK2fnd5pWLluYPuGaVq3DJ5Nk3vR6pmfuiBs2BOQvWFYZ/e81sbRceHJbLYH6fc3AFasDNR3lRPI3qf/DT2xgNQKRmrkF5ddYDwIPqvXH/X1w2M+7uF6IyUnf/u9v5OmDJ25f/8dBRld+r2+GirVlDExpun2RYQSdDJnXxZFuaEY1vUlt8IMHubVQkWvCgoUmbFn85Lf5+FEcbaMgdIAuiTUK3k9i6m1G73mbBwdfhshOc1PwynvIRCAGVxKlPxQwAKTSqiitEtH3Mxu+svH2oo/tjaZkONEfj+HwBaFjdbTu8u7yBI/65bpfdEX9C+8sJDgPam6PTq+z1J5139H49Y6e4o+68p4CV2lTrvddfnN94qNZRFZcaHn9hxOjeFcBftB5kr6pKRrUuKJzdE3wpJcnWqAdAph1EcQ5uQOgaQhfY8SSGP3MbGh7kpLPArx6rPm1GUZSSyg/JNO+iaHdvA++itM1NIOEsNgdqU62mL+KafgmxECVFiVs6VEY72eDPzr84PLN8EPCz0688vebvt/z9h6ddedoFodNDh7KHmp4Vtq5HKdb4Mn/bSKb/qy/MkLlXBaTAnAUJWFCLClb24auLW1G0cVBMhldRfXbrgJFd3oISzU7isRPE3Lk3Z3x7aoBupMxDCHx2anZMd90MNBf21JX85K/vF3caQX50x1VOQVnRfagE9Y8nd+1skYLn3wuUiaSmP4OqzO8VgTkLtllhy0fY+hlKYvWOT3k8q1C0yRiKgp9VGHyPvUgKfxQyFN4pwOqsXH4fJFD9a/n0SfRmTH2P+rTf8WXAfz5omC80lDnWdJQE3CPMl9mMKc5icwKqgQqPzyARNWiyXcT83u5qXzLXSUAglcjFAwVamgfyByGFoMiJM8DlEHHc2C4Xvlw3aSnY6ATI6YqzsaCITSk3iTydzpZOXnrmbWZeNJPqI6o5Sm+jSPTQ4whedorZgZdqdwIpII7ODNHMSC3KWifALsPnbPX313THIaEbnuPat1KV6Fr7fMHgQ+4qrx7owlmZPZbj2rfc/6dFv1uHpgf2OAtnoFQGlqMm9X9E3VQFqGzZd1BqSqvMkPlMJko/GSChGadokKshmdZZd2GkZu6JQCgwZ0Ffp96ujPTdsZltztzbpcg0256JyjSPQ/VMfFKj21cWl+u1qfec3F+/KgvvDtr2lVO2LhxbFWmkrvQg2nUfrW4/TRklJOHYyGzVSEoC2OSTYLv0MDbaSnVPEzHNYGisDa9jc8UNT9C0vYmzfz6XERNH8HwySgdudJxcpcsryHVL0eVyV+brTuXhWjvAwIQjfmmpQe5S1HOxerzorHxP5tWDEAOJLTtJb7w2LrUXnnRKf7XYKby7QKQ4VLYFpS2/c2hPw7enFXdNBAjMWRDOHmse6WMCQjEKJovOvkY5DmrgAng8k0n5QAXRClsjy5KRn08xPN8+pXld/NHi4diql0KYIbMjYxh1FPDmXgbHT0RG3vcbD0czZvZr7GDy9iYeKhmFg8aKLXkMKorgczs0eoqZ2fgG72k63s4tNAaHkRdrZUjLSjaXTKA9dwAvD51Nm69URNyqD8Cf7KI5r4KU5iKluXDtXEF+qoNkXj/eDuxHR9nBFKW7455hh3vXizwGI/cTgG5HA0L3kfvWQ3iIsGhD+rYTH+R8r0FiUL/AmguP6TfeFlvExIOGxE8asXGWO/JCQL75Ao63eEB8wPHvRWrm7rDLqtpqkoVVEc2TiFf/qNWf7IolDd/Iw1I7qM4es5SwdSl6pAU5dArSl48QAs2tIx1Jpz9At/Sp/gtAcxvg9Kkm6AZRXxF+PsSWOReoRdE9DZSIxLvaVOscAGexmX3HpPigcdTXFhkz0aZAOlGX0vSBk7p3ElcO8SlUYiuBUkg7cuvqrTxz7zOXub3uJ//+u7+//NDNDy3cY1tDgKy3T5Z29KFO9X34RuBV1NwCeu8lkHIkQiA1g8M2P0F9/jBna9GYscANwCJg8ohY231JoR9VHWka3rClfv9jbn7pxpvv+UHihJ9delsgL0B+vOWuuRlPoEjN3B3AegAh4c28/m9kaLugVPv2ZgR4GUqhCytsrf4of6G+MEPmCxm6UxyVaN2Fqrov+aS/jdTMnYwKoO6hvPoXqMTENitsDcuwTAAIzFnQEamZOwFVnfmQxPlXCf+NSkMBvZKjdwF3M1+cyHz5bOazbKMdQghSRXm1jzuV938vvekCzTByNUNH60hqdUYOxVqaY7RmvDjoyTjSkHg9Oi87hRzqdPKiLGJTIAfpSrLqidd47O9LOP7845k0fRJX/vlKDhOtvIfD6zKf9+xcIugkMqfkrdz+quFVOpwt6gHoLxLcWzBI253ekpKE0KhIdI2a2bnlF1UFmmjCtZ2kXZmIpihJ9gwJ2MkhSU0xhCZ37aRfsie9LLffZfWe3KNQwQGoG6kSlcVJoLK+f0cpVGGGzJQVtq4GZttCXIfSE56QWb8QVd56GCBDbXmIXqnOY6yw9QRw6l6qCDejHrw4Sm7vaxswOIvNk4EF47VuRsrIqtsmXt2xf3e9k9Y9WoM7hwk9jbRKX6aJWGViXdImpLXST8TxCgctmaYlButlYMdWb3DA+qRO7NmXOeWQIfx0ziS2Dx2D4Vb3T7tLFYokIlOlcrGBXDYUjkQArU4XHbhYLItngzwJRD0w83K99iTg1iNoX4tSK5oHnOIVDiNET8dLsnhorYTins6OQZCvuTTBB3tYANiO98ernNwb41K0vk3+0FTY+ilKzOAteu+PP3zE6Xqk0R0Y+0L+IE5pWe/KVWY8b9A7SbgfJW25Ghj7f7863zwsrL3JcHv9LUO37xoQcGxObNvMG4OruP/NAnZ1eigMpNjZWsIhg75Pdd0dCCeFbQTQpE1oy6OM6dnJyhEnsr13uMQX72TGxofo9BbSNOwUvOkIOYlOjNatuLa+xiGFg3FGzUCvT3uXtvVwyHs3kvL3ozECT2+Af62P8fyWGK/MZefgAv5yz0mMO3Ms30p7nAO63FE2BMbz8tBZZUndz1EbHqLTX0qFnZ5coqoH48a0rY28WzgZhOYBBkY9qp1qrV5BNQ28Z+fYq+NCP7tumdphwwOjjgHAXayC9VIhyJG9bTBCFwhDcwCRkkLslB7WksN0WvaUZ30EFRD37aEY0Of3n6GSNGu0qdaXvtnw30HGt2cWanL/ECpTOso2DM6T29PJgKPfr1fE6aWsvgg8s375+iPv/vndnHD+8dx68n5NFXrSvZfN16P6rQ7IbD+BqpTvwzcPQ/r8vgT1DrARoj/A6EgTLf0ON7f6i65AUYiycr2HVkeaHgnayaMWbWjhgjtef6GovCi9rd2ZW1KREwW8nb6Sx/tsuw3VMF/klvajqF5AAMyQuZW9+0pl+xmifAbPDzNk7lYnysyhjL70ur0hUjM3iKra+1BJ12wJrwwVfHwgORGYs2ArX4Oeqo8NGoQQ53zSBqSU932mb5wvW5kvrkdJT2Ztu69A8b1ANT/fDkwFRK6wfw/cnYymjrBdrv4tts6bOcXEcdHieDhMtDFc64KAmu/phoZmw31yAHF01r29jodveZh8t+CkC09g3JEHgJSUiCRuAVGpTkEcI9NtJz/AOXcQhJ0iRtLDOyg+e3VPI6WpKO8HSvBk+sOK7Ph5QvjzSmXKFh6QLo33ZX5du8v34rBY21lFqVhy/2iLHzDG9zQOrvfkQq8vQ4XfTh1aHWlilzvg3+rNB8X5TFphq8QMmc1myLwZuNkKW4fcWV69bnr71t8PSnTdiSp5Zc8dKDnNgzO/b0ZxAGeigow9ubx9zcL+zNcb7Wkp5HKZJ1bIvP9BiOqVeRWA4DDRRmWhRkNaZNj9Al04jKObZ2UJfmzOkPVorRHyJEyUPQO+tyrJv+5YyOSqILMPGsToymL6eSL0SJ0oGjuEjzF0MUSLscQp7N0LIZDAI7Jcit29BEKgJjhWs3R1lIgUqB6Xd1DXqAeIteN6HDUpiER8/rPc3uRNmlt/W5tqLdrzYC8L/fBeK2ylUGXh0ZmP/xflsXDGJ5yrRmCsIZ124O4Ow3sj0N7H+bm478+MVvbDKErId8yQ2fXJl+Mbj/OS/uD4ltx6SnbVEfC6eGjpQRw3voPJo1t5eVUBrkiEwa4IdvFItOa1NBeNp8BO0hOtY2HVMRRjoCPJJ0USQczlY+GYCzh2fQ1Tti5kfXE19x14DWWxXUytfZL8scejazrpqkOw33yTlUk3I0WLc0INmq7BzBHw3UnavaPLtV97RVoM7hfo50pH0Ow4ZdF6yqL1vFtxJE25ubw2dBYxVw7LnTRe6TiDE50Nk3Y8ucwdHH8SCMY1vJaMunK05pKxxiRXBCnhdQp06ZY0BSooju6C8tGt2Gk3mp4jhGgg0+PiT/akaN5oUFEtMgZvGoBLSCqI86YTTArB3ia2GmqiLFEVB7ez2LS0qZapTbXS9Oqff+1gha0cennSf0WN+aMAcknh0jG8hsa3ZdMfH3b6XwXQ1dbV2vn+hlfGThj+3sW/uajwe+MCAyu02AXY6STzxWXMl3akZq4A7p+nMrvfvbO8epEZMpN724d9+PoiI29alVHY6muCdgCKrrRbHGOztwCf88FJPopuPfLhklHPvFnzjPPoAy9px59/gpgye4pL07Q7gNnAFjNkbrLC1iSggvLqJ+btWjEG6Dfx5N+9N5FPhhky/5FRVerMUH8+MzL396e5x21U8OxDzcN+hqJovfhJAcdXGR8ruSqEyFrO73UxIKWU+kcs/3jMFyNQzWka8DPmy+v7Ls6aum1MeHoikZS/2fCzNlCsISXHaU08I0sBQX/ifEfvDSgXOYWMSbXzkyWtjJ86ntiWbeSvWcOcA/tzT7/xmfmZZAYtuITD006pEteUcremOVJSbMcodJLs19OCSzq8GKyiy/BQmIzy7baNAGz1BDs6DU/+wERnpDxPX6L7XMd1SKMzX6SDPVLnHmfAbwbFOopDnXUXAnRrrmTASRHOrzJqvfkavS7E9szWjRvKUtFR9a4ATxcOlQhRi5osjkM58P4pI8O5E/UA/sUMmRf3PWdW2CpHlY5dqOrBBSi/h00o85SjgL+ZIbMhs34RytH71ay519cZfwzfsjqFlp1Ao0mHXDvBuZ5GAOocL4/LcvankwoRZxde3pUqW3qmVo+7qQNXOs2cW1/itc2tzL7kJC6cUMKoWDvrfIWsCRQz1ejgSZTMZYgWBmsx/uWUpNtxGaUk63bgr0TVMjiKFlpxs5rceBrNAAwdZ9X39bp3UTzLG1HPxx3AJdpUy8ncAznD6Xm2SsRGj9IiAP21qVaDFbZ+QMZV2gyZP7HC1oP0GrJBr3nOFFR5+bdmyNy053nKTECuQCmg3NsnWMgur0Q1lT6ZcUH/Eb3cz9lmyHycffhYLKy96QTgSSmhrG41jmHwh/VHUhyIMbwyTl6uzaI3Czi1bAv7eZM8pynq+AmxrTR6c1nj5DHaiHKw6EAANXY/2oTi/e/X/C56sD/r3Lv9YHCl40ze8T4PPLeGfy1Zx/bWuPz1NCnMQzVi0pUIaCkPgRJETyNSc4F0JNIWKeFClymkMFJJw7vp3gk/HuWSafJirZt25g8dlqXxadLhss0LGrva6ot0J92Zk+ouAkgWD5ftY2bKlTJHWy2DFEV2MT4gGCN6HBWq0Iaiaj4BmUBAyuU4qQ3o7r0GtzGp4cHJqi510Eu3A9UfNhHVqxPKfDZAm2rVfw6X7UsNK2wto9cEtKmCWGkHLnzYnKkrH7VlTl5kqSzc5Kx6P/6rn9fsd/7Ro1zzT67OXZZTTr9c0bFfZFs+K5+IaalIB3BwZL/zUqh3DsBjgTkL9nR+34evOaywVYxS28tHKfKdimI57BXDRY8cKqLR55wSv6MmXG3udOwR919+Fr5w//S/jtk8Y94B0w64rryqvE82jS5U4qw/vd4Ll5kh8/Yv6rg+D0Rq5g5DNWr/KzBnQSpSM7cc9W58PjBnwXv/3b37YvBJ9KRf8NFBw7+H+UKgSloH06t2MT67eNA1T4naG06QqMzlNdGWhL6uPaj1q+wN/DYR4AA6WUUeEQT1tsvur6X0aNLm7mdXsfSB53B5PRy/fynHDRF4Bo2kpy1Gnp2gy/CChOdFCYXJKKd2rCUlBY+W9hEvEoI8XXJ41070ZAoHcDtpArZgZpuaYznALndg6/uBko3Lcvv94XK99o377f5/6cSYXUWcJtwg5cVuaX8/jbjQQPJOTrmzwV/opddMK+v+21OUij0M/LzWG3QQQqPX8A1guhW2DkY9qNkgbW/BWtZq3YUKLE4wQ+YQACts7UKVzWag+knI8Nlv+DSX7auKhbU3TQLGHrNtZ/VU4R++SKriyjB62Cp9RDQPm2wfQ0SUrqhNld7JBt1LKm0z2dtJWggKSJGIxblpq2TM+OEcfobGzQNc+FM2DbrGZm8+rwVV0ewxvGQLCHX4nMHEtG9pzRG/cIJSMuBP9sAXbKFNBtH4DvkDUwhPGs07UvSgI1ktcxq0qda5AM5iczNKhu132lQre88Egfc3kBPYIHMolcktRSLlcRabz8/UfAc/7ZTkptG+h6o4/UYgBwwiOvAI0da0WBZdtg1/VgXNQA3Qe5M9PRD17IMqsX6gQTpTyv1Vn4+eQEnfdfApeKD7AN8adPVTC2tvOmvt+567xLgxXinhzIpdtLdrtLTqbIt6KMhLsdFbyDatl3HT4Ctg/1Qbu2wX7+hBkmh0O5oKGKRDWfc2qutfgcJvsT3axdJlW6ivbeCEs2fwr9ooa7rg5zM8nDi6IBUcPNbtNKwlGY97/PEWKB0OdgJiXQgcAeDOGv/K9Drj2u79L5kvTgYmtfrLrSWDZx41uG3tA8sqQ4zs2QKtW8qCyShkZJ4loA+fJkpEShwlW+QBK+8RhdHGNIfOk3Q1uQj2A8fOQ9P/BL2VA4mcKHT3xLSk0xC7JaNtlFJLoReHNJCSAo+QfQOGzcB8baqVdBabf0Tdx0v4DDSFrziOQsk0X1BFtHSW3sRrTgHLZZBnnWLyZJr3yAu8+eyb1Qtv/yc/OmMiV8/cXzqRJP2TPV2xZGBaMul5VYw7K+DatdSn7Vx5EKo6cxcwFSn9kfvPatDiLVf55j27pxHcPnx9MYTewPwg2GuVDwBdOszQWoQmCEjRzLOyNJVOpQs3/+638+5+OX3R8NGDuo8777hDUXK756BoriNQlOzrgHvpnRd69volXyIE5izYhErKZnE3cBzw40jN3OLAnAVfOyPJjw0apJTzv4DvrEQpL9As82Pnpea7m2Th4ROuvfZP7ztDKnWKjxlyzcLN9xxUcPfhBe1X/GDjIdfWJXJ8FybWctiIZlb4itkoc0BKKtM97DQCbJN+vULvZO4Nz/Lali5+NG8al06rQmjpTDZKZ4O/kJNaNhDVXazxFNDmy5FJqTnPFQ7RR2o95MoE3cIDSJBQ1dlCNC1p9Oazy5vDIe5udqZcuDIx1IpAKe8HSg5AledO/YM96AYyPQhbpU9N/AX5DuKiVYGS6Z2G56SNvsJJqIeuB1UB+HXmGlwZnHP3XyM1cx+N6q4Uqqy3HeXfcCSwAVUp6IsLrLD1TzNk7qYmmSGzPRNcLAIqgDf7rN+JCho6P6fr+KXHwtqbylGO4p6N+bmMau8ir72T/GiEBl8em4IqLnuaMg7p2MGoRCtDnRaSmobbcXA0wbR+Dk8t3crsWxfjKymg34TRGPuPo0m0syqdk86VyfWDox1jTmleyz+LR+AIDZB4cCiPd2kNkSQt/pzoIF86uJRCzRba9Mzu5XXgWgFUDyLKDE31Ex8i2x/J7r821XqMDzd6HQZZ/V4Zfd0pOOJbetMZwPRBIsZQEW1YL3N+D2CGzBXOYvN+lJziwFk0jfyDPegtVAl1LDDCClstKFnfRaimyLV8sDT7iWpaZshcj/Ka2IdPiYW1N4VaW7lh5fN+7/ARCbLCXJoG6ZTkoaX9iKbczD5gB1VFu3Ui0La/g8dOU1DsY9zaJ/Anu3hs3EUgwC8cugLl3Dt4Lv/4yb2sXlnLwCIXR44v5tvvb6GrX5DvHtPNgM4OnIET3aKjHqNjO0Gh83rV8RxW/zJy/9lOVyKxXlv3/KjcZEeWqpkWWbPI+fJR4NEiYPZ88Qhw0/iGVypkoHgnuns7RCcDRkoYr72633dGTHF5iwUgNF20lh/wQlHP1h9LIZaz5mlE0RBkT4shNDFYjjkBXD6Q2ZwJ2BDU5W6FpBhQmFCBAi5UmRsV1GZlzW7Splr/hI98dr62yJhE/RAVODmNeLS0FFSLLpbLPDZIJQ8ej8Z5/dHFzsPXnZA89qAqrx1L1SQjSVmR7PkV7ZFZtiMDxBOIwtHN7p0rn8xMeuZFaub2R4h6hAvhpO5mvnic+TLyMbu0D18f9A3MN6L8UO6gV6obgLH1r644asuj1clJZ+MOFNCOi/rN9a4HbnyAoli39sYFUJ6XyH1HSZxeh5pg/xr1fpqDqm7PBSxUpf3+L/7QPndklQU7vo4BA3xyT8MnSSJKKeUFn/E7m1D8r0Czk999hv5caREdpcfpSy/5c/pkfmOfDzDynLcm/tbnSnHmhB326MAW4t1C1vryRSkJNCA/FWO9CLD0mbd4aPVmlvz4UK6/eBpbPEVMyU+iC5Wda5JuNjk+yn0xcj0+vB0xgjLNGleOIJOtL9K6GO1EeBMPIPA4KQbFOzGQvOIrpMJrM1jrpkKLsySvAsOxWa28FrLu2KAkTrcDlUI6mkQ5Bzt3q8+IAAAgAElEQVRCKzz8pBtfAF6wwtZQFB3oCXoDhmhWTSYwZ8HKDFnwW33O121W2JqMMtbqe70ESh+5bz8DZshcm9FRLjVDZm2fRUegovvnPuP1+irDAYy8riglWxqdbk2IYDQpNKAwHkHPc7CFhiYdBiS60DMqLS5HJfWlIzn718/x9NKtXH/WJI47chwLM5yIHGximm7ERGBMa66PslQEv52iwpVirOhmqZPPm+5STu7agCvSmf+CUZlscfndZOiAh2rtcrzo3v8lWbiinMStEUf76xOyXHRiXJcKW36U7O7rwHlmyHQArLB1BKra9DTgBnHJrNBP6p3F5rMonemuY7SWI46b+r99M6thlCKWAyw2Q6aTuZ+m0HvvzEEF8teiysSDUMGqv29Qug+fK240fHqlnODi6XdL2bLLR1VpjNrtBt5oJ1cfu578Mp22dp3uDiiItTC0dRWTtr/A2vJDcLq3MqLlXaSEspf+xuM7ili39H1uuHQa9ugDGXnwWG6eXc5EfS358R04nYIKJN2eApK6F6NjB3iVx1DC8JEfa0YkepDbl2sxLfe18mTHKAFEdb+t4RheO/5j4D7mi0tRFIW/oDKC/QFEpKUQaJfA9vzh6E76oRVlk+/Nly0X9SNxU1xq7BD+o4dHmueJN++Nk4p7aVyLZqtKhmxYC2XD6WypiwcrRnulBBuNR5xSbAQnak05ucJe7hGylEwvnBD8A2VcBorm9LHy0l9z3IFKYAFK9e8VJ9/pwKWBoGl7Y2rXK8v5/sxq7TJr1tm+XO9yoNJ13B/D2YgrUjP3dTLNm9IVPJ/5fTrSoUGLNmyWrryhRud66A3U9uHrjzBK4TGE4u/f2WdZQiA90yL1DNZzRtnBETRtemPb82MuqOoRbnbVbmkYMbBg6/cvmTUm2bk2+FzpgVGUH8FGVEXyFFRPxHeQ0lOciuV3Ge7p35t+1ZX/2UP83HA+SoTgrf/2jnxR+DQ9DR+Hf6un4dZrz/jFcG3b7LVy8Jg/2GcKHZuw+2KoLOXewRezeFURjY2CKD7y3AnOP6KOEhI04+F4rYlBTg8Lnl7D/AeWI10uZpw1nRuP7s+/ZCl52BTLBIfbreiG4C6qCJLijAynM9WT4GWnUBmsZZRyjqeJxRQR7TMn75fo4dCuHbySW4Ht9fBtrQGvkHRJnRqnAlvS6nHswpjuEpp0Eo7Q9kcNuGsAT1my54VcO2X3T3bPm3DyLdv7Hn+kZu6hCwuHWrvcOZNQmd2xqCbVPJSKUYw9YIWt6aiHdTWqihAETjFD5tuf9fx/U7Cw9qbjgacGbGlmndvPoLa1BLQSetp8PBEZQs6ANLl+G0M6jIs3o7sNhK4xtmMnS9e1EB0/nsUrtnHFQIdSTeDK89Lh8dFua1QR51lXP2ozSf8DuxuwheCQvDiGgF3SzcNOf45v28ROdy4+O9We0HTeye1X4CPN+doOdAFrnQCLZMnRA4lNqsO3N6rYmSjd+f+HuvZB4BUzZB6xl3VxFpu/RAWIV2hTreUfdW4yzpd/RgUhF2e+5zKUhN4K4BYzZD747535ffg4nP23+0/59qG77r3+oWG+1m43HpdNIqXjJc4LvkvZni5hw4lnUliqhtbRy7byopHLwY1LyE10sGXoCaSaGzhm2wN852F4eovOoZP345zDqzjxkME866titOihzIlQ9tad1PorKYs24E5FWTjqXOoKRnHRmvswiitoTXSzReRyyLZnEEik7m4QdvINYLYtdB4cfwUtgX6ENv0jPu7i133MF7UoRZS+CZPdaPcU2fce9L+6hmxxEAN/8P7vK9L7n7ReF0JLtNbh3Rh2RLxLA3ByShCpGDgOzvAQQqZJxrpSkYGT3yoQ9mHrnADPZ+iEk0X7+slaZzUqE3kLSrnnRlSFDFQl4hfaVOs3X+S1+7LCWnTLOjRtRN/P8kiSQuONJat58OYH8fu9dzc8eM5fXYa2Rptq7dVrJcPJTgXmLPiwqdV8EUSpub3BfPnqF3Ec+/DlwmNPzs/vMjzbkpqeG9EMpd3RRz0SIZJHiBbGaz1uaTusibkj92xLv3fnT+8uO/qMo+874uQjfnm5XtvuSIIx9GV/dSoPBY4Bnsx8xXVmyJxvha2yY9o2vzQw2TMqpum1xWfcNfgjduk/AitsnYHyErorm7TbB4VP6mmY9gnLPzOuv/bCftcYD/1UB6byDtO1NzkndR0u0tiGxoGDu7jEtRkZcfj1inJqZX/6yxhDRYSGqI5hd0CuwZNLt/Dj86dw8bRBxHQXOxwX1aKbkURojIHT2U3S0EkWCTqEiw5pkEuauNtDt+3dvT+G47Ay6SXqzZwK9SAQNVwUaSnaXD40W1InvQw3YuQJm2ISHKm15W/EL5ZTQG46KTpd3m2ooKEJqGx056w6I2T+cM/jr3nm14NnwQtHdtT5HikZaTtCG4WiI2Uj623AbXv+nRkyF2W0hK9A0VPGA69ZYetG1HV6zQz9//bOMzCO6tzfz5nZvtJKqy7LtuRecDcYg20QrAHT4hCKnQAhpl76kAS4yT9cTCDJ5XJDhp6EALkQQwoJMaHDgowB01wwxr3Ilqxi2Wqr1daZ8/9wVkgQMCaVMs8XaUe7q5nZ2TPnfc/7/n7Gf/6jPqcvAp5ELBns2ktDWQUzVixlxO5VxD2l1Kbvoy2lUdqR5JuH1mMJjTW+MqSA7et2sOi2pQiPh4tmzGH4oRN5XmY5xO5gsqeXEmzyu2NYySxHF7Xwa9cwbCHYHAzj1gST2EMBFk3SC8jEU+ER7qk9ra4JiX1hgHGBNGtdYR61K5ijdbBWhnaMEz2rN8i8lcD19Jv6gVpp+D9UVu9IVO3kdGBrzmPjZlTJ2RPAH67Q6ytQqwUA16Ia1t7HjJrjUKsL3UDEiBgXDfjbuyi5uv9G1YI/hHJuxYya01DqSZ97ubh/NzXfe/KQw8eJ30mJaO9RydpMRhUBTSlqIr8nxjmZu5m4Js4RI/fi0m0szWZ5+1CWNQxn1ytrWP3W7XztiJEcfe7x/O8ZazhpwgIWbHsId/VQmpPtBPxDmKT1gAbvTb2UvXs2MbxzIwAzG15gfM9uZMV09PJ8yoCyXW+rgAFAd6/ASv+PFPrxCXeeb29eFQC7CkeLieoQ7kBdY2E+goCd7EsiFQMe2d36vJ6Oa3jz8Aq5AX9hIcnuSglQOnKrrJ4xEkD0dkAgjAfcr1qhQ2u1DoaKBBUyiYWgRGR+rNWaKbvOWITKdh6F6s+agdI9L0Rl+d4PGuw6oxbVpHivVmt+IdVMHrv7B9U7vaEnqHaP+fDfuvHw1ANPsfzPy/nG1d/ge7NKv+V2pc4FNtt1xlit1uzPGC4WPmBUENax+GMyiYtlF31lag5fCmwhXutw+5Wus+yvFexDID07ZJBNVj4Ru5Uf/GVL8JkHn5k1pXbKroOPOTgL3Ngldb1AWOhSlqKMFiegVss3ohIAAF/PtzJlAH7b+rCv1b8UM2pGgIdzD7Nm1Pw1kOeoAio+qadh2cDHQogAqnZ5F9AppfzUEdjl2pI5rtx15yfFRLGNx9zfpcwTY8W4w9Fsi3ws5r19GDt7A5xetZsTrd2c+/A+/rT0Jf44fTzLfzCJpT/u9yvzYPE4hXRID9uzPk7zNmOHvKR1NwGy9OLmqWwJC/Rm2nUfDXpe3wGRFTouKalJdtLsDjKnq5E2T4AxWi/e0jzm263ktbbjEpAKeWny5Tedou2pcAmpCxGn2fIRE8KF6js4gf7m5uG5bO4MYFPOFOtw4fbXxTW3K6W5sIVyDytNxWa1efP7MncT4X1lo1tRy3d7UEHCkcBPP3RKr0IZGc02o+ZdA/WGv+wUtO002oZOQAB7R05ixO5VXN57OW2WqpnOc2VZpO1GAH/MlvPy7Q/z8PMbOObMY6g9rRaRU9PqFW426SEOkgk1ucqoyz5pwfRUC63uILt8ql9zLx48sU5Slgb5xX4EbPcVdBwcbw1LISjSLWaKTu6VQ/mjXcG3tEY7X1htx7D3vNutmrWo6yWDkm+7m/4elKGoFYcJKL30G+gPNM9ClYncgVr6nQX86SNOyYn0u5PPHvgcI2LEAdOMmv+JCkTiAGbUXIgKHpJm1JxgRIxtf9OH4dDHyHe3B0RpoAAp1UA4fmgPp89u4dfPDeLxqjPw1afJ92TY09hG4s3VnDazijfeW85df3iDrx1Vzc/OmsykEaVIIdg1ezoFPb14E+1oG59jX+UsWsIz2CfdFFi9yPRM2gOJ99UsdoTHofuLk8ODHp+01UrrVv9gRgidpCdEXqrja6jytH156a6qOduX0lgwMjVz5zOSxWI9aqJ+N2oJfhyq3PEy1DW73Ro9154pOsblk1160NE/6pKvfz9/3/oXsYuHUzJ0wuWycPA0mey+AV/oPjT9eno7/kKsZWom2bvKNXT6rBSiJSQs7wYZCI/XejlDb6E9Y7+9hGEXz37xukunqq/kemBJbtL7ll1nXIeqk76l7yTbdUYVahXChbrmP6/lDh9LbMmigyYEfStfSgz2VsskrV0+SvNTuHVJJp3B7XEzfOJwjjh2GnlVFYRlgzp7Ug6ldYOHD/YrvYhyar6Hfkdchy85FiJXhiYpzfZiS9jn9qvgQUqkEDTkbD/uW76L1554lYv++yJGHFRTLoX2Y4AH7cEUkSYi2mr63gtwG5GrvgNgRs25wM+eDQ9jWk/re6OTHed+eD9yc6nTUcmr53PbNNQ9bwxwsRExtvw9x5pTDez7Pzaq/LITZQMw24yaVxgR468SugNen4+6F68wIsYXUjkJDtDcTQjhQ9W0nZl7zfnA94UQx0kpP1X2MSF8UwtkEiGgQ+az3J5K06gpDC1LY5VXA9CU2se+pNq1TfVtTPjRQ3RKL6VHnUXXuNlkWI4XiZVS3hm614Urd1t066ALAZpGyCsok2nqcbNX89Eofawln5l0oAlYIcNIBAndTW3XLvIt1f85LN1Nt9fH9rwwI/ReVvrDtLoDTI+1ssn27BmWn7qzV2rfyaIXn+ZqpUn3ao/alUNRzTuLUBO721E3se+gMsMHAxdKIdx/Kh5FnpV5kZx9eGE2PbPNI2Uuiu9TDLgtd75BlQPMZ4DKFGrCdwT9mvkNQPOn+Sy+6BQ3bByc9hcQK6rEG++ltepc3m2YABYcVNrJeQftxCcttjV1cvwgDTmhgjMWzmZ9+SgAhtBLDy782QxNriC/sSs5Q2vGE/LSiZuwD6Y0t2HTxm9Kx5PRdYJ2BpFI0xKsfH8/utz+x/5cNPIrI12JEr+Q8h27QAAUkL0vX1jnAeySvrNRAQPAHVfo9cstydi77JrnUbWkNxoRowd4HdQg6sXKdfiobv+cFv1Rdp2hDVBbGshvUf0y3fSXdXyYsSgPlb5MS1+Q4UN5RjhBw99AzfeenAnMFdjXxVJenntXyaF6XDZThnWTH7DQ05LfPXME3ZuWsLT1bWJde6gcPoaa6kM47sg0xfNmUihTbHFJ1tuCISJBQ0k+oeEhnim4jFlvPkJxvAWR7uUxdxnnb7mfkLeEzsHTeGnYV2koHE1HXiWRbEPW5c0pMq17EkQ+DYVjqOlYD4AltMlp3dvrz/YyNFm0c0Rsc3VhohVUkNDnBPsqcDaLZTeLxc+BThbL3b46wzuDrhF3WNXVz0fN0yeNO/u774bGPCARnPjuA/8zYsTUfAJhP7BIqzUvRwW43BM1b/HZ1qwZorNiutaNlJC1SdRRHNusBadKhL5KFjCVGHGp3REUtrDrjLNQksK/02rNiQB2nVGBWnkbgmrod/EFFH+w64zDPEWB5U/tHKYvbyzjpRaNWMrN4HAvE2SUR255hMtuvYyxB4/lxO53KOzcRlFxFfviPTu2Je1hVc07Vg5ZLKawWPYZUOUWkt43BXVwIKzFq5qk6n3a6wogcysNLtsiYGfoxM2KJ15nxOQRHH7IOHn1jIOFx+9DDlA+kgi6cMv3ZEiUkpKnai2WjjzIrjMqbrdqbOBxgJjLy7LCoebUyK0f1Q+wiJyZmxk1ZxoR4w1UD09fgHsZcOXHHYcZNSuBQUbE+MiSXTNq/hbVI/oaqveT3O919Pu7zOMjqkAGcAfKmT5mRs2KL6pXw4E6Qt+Gmki8gspQVqImsnehsusHzJv2hBUn66+wM28E1/WeT3flEL4z9nXad6bo7tbxaFnyVj/LCWuXsbT6WoYN0jnsgmmMO2cesbibgvc24kISlxob9DDBWIyxHsl8rZWdaTeVqR5SyRQyY2F5dCYH99Hq8pDQ3TxBOVPp5E3C2FIwJtuFncowPtFOnpUmgUYgp4Yas3WesksZK7vZGFJZ5B7NLdOa6z+02hvf+FXU/MUCrWkvIArJ9B2eACqNiHE1gBk1R+a2D0E1qp0BkNLdVkp3K7dSKdnpK8gghBtlqnWnGTVXABUDTlsX8Bf6zdiywDUoQ5W+DNoQVNnSF+4G+beyq2Rsde3TdyOkZG/5JLzdKc6tDjGsvJjR+mje2FrFzHvuxU738tYvFrJw7jjapAtNxLCBOXIvManT0mPTVBAgg2C7HcDyBakmyRrpp8idJd9Kk9V0NKBCz5INeZlV/wKvlk6wGwpH33uS1vr/8PHbJ+yyXqR4GXWdbO7EfQHKIfKoTun+KSpoyBsp4hJ4RRfIK/T6I2+3auZ9RF3lkrEifs1Qel09uNiD1+z7w8cEDOQcv4/c3zkzIkYnSr2ij9tR40STETFe/zTn30FR870nTwUeBZD0JXsFM0Z3UuiNsfKldTx522pcySMZYw2jsSvJnHPm0VF8MOti1dzaDhe4txPULfJSaVr0PBCCfXipyc+gaSA0HQuNId3bmNz0Chtq5sLgKaSbdxDTwhSmuxi1/VH2Bqqolt15jDkC0glEV5M90hLatmE3817FIBlq/V8xtP013Z/tzd9bdBL1NTdVA4zZ9E1CPW93oqSy+8QvpgJfRzUhmywW2zX4vjnnZ6XAU0ErzYb80XfKnBpSVvNMExueS8npC94DHvjQadqaRCeO3gsEhIAG/P71dn6fezEJdJJSw1bZvDDKi8YHzAUesuuMM4EH6ZdsvAdVBvHUP+zD/IyQyMqfbO8M6D/bOYbiYIZMSkPaFpuf+iNvvfEYp15xKqVVpUyx2hj57kOge5AzF/E79+iarM9DecGogxbI+pupM27Qas1u4DTga+x/UuTwJSNjab453nZ022IZJeRhMUrE2SH8pHe38Iu7nqatsY2qkVVsr64QATs7wAa5r3hCMpOORIHIeicRe9Yj5AnAoHftvItR5bd989A7gN+YUXM6sPaClnds1Fizl4rJOXUSid/OnodShtyE6r8bRX+PxF9hRs0yVD9g2IyaFxsR46OMbE/M/RxY5nc4Sm72ClTAcN0nnK6+lbsM/bL6XzgONGg4HRXl3Yzqet+EUs/41qf9h4NF28Y2wiyddSXLHx/GbN8+Jj73G2bF7yX+lpvMpigdy20s0hQXJVgam8j1J9noukZxMM1xlXsQQBAbvyaxC4LYsgefnWGc12azu4C8RDthLHqkTjCRYIyrnTV55UgpqBBp7Fz/XlGqF1c2S0z34JdZvD6dnVkPlekeNgWKAcFGUfD+vrd48xO5CBcjYrQvid68YayIj98qAwObAgdmYq9A1aE/j9Ik7kNHSYGOFMi/pDW9AtWQ+gbqBtjn6HwD8IARMXYCmFHzVlTPw04jYmwzo+a1qIvzMtSN0am5G0DxjvX+G1Ln864cxfVt99MzZDipIdVst3w8/Ivn+P0TS5h/8lc47FuT2UMn5VqacpnFQzclIoOUgqhdxvBgN1Oz+9jqLiCOC29nFw8VVCMRDA97KSBjW0LTynJjRq/Xl97sD+8siTdffUqx53HUgDXuCn3nbbdbNa+hAu8Hc6ZpPwJ+NAWoi5rjgZITtLaxUsJqGRLbZOAi1HXxvgxqrp/h5XdkyJUQGrWiPTb5qJuy/BMwIkYSpfTl8LdT/oFHVprDJ3aRXvlb/u+uKO6CYkZNOwRZWoJshVmTTuOco+t4tmMf696rZqinDZ9brQwUZZP0Wi66A2ou3d6uEdAsWrLVbJ36Xc5cdQstBTUc0rkW0bKSvFQWwRT7rZrjxDfe+okY0rUdALlvM9jWs8JK/9e+kjMe7So8egggykQFPZ4QeeluhOy/pOKBiT8J9bz9Y3LZvr4jyf006O+feRywxvbuY053IymhnfH7kjHfntHw3E/Htq0SDJnmBY7Xas0PlFEaEeMXZtR8c6UsbJ5F51XA6SGyDW7sw7IIt0RgQ/aX9hDtYm1X3//t04vvWzU7gf6AYSXK3+QLtzJmRk3vSQntCE8myXB/HJkVzJnQxooX1rFl80tcefuVDBpWiQ+L6V0bwbax8gcjt6+R4apwU5teUlWpZUDzfxtlqLWAxfJZvlzKeg4HwMF0UqJ5eY1CPFJysOhikhZDbNvGPOP31B4xjvOuvxpPUI1HWaG9/1odiYaMlZF6dC2hRd3SzTArdvgJsjXW5ArIlyn+L5S7tBuVCL0LlRydi/Lpehm4E+CClneOf6ZwGA2+EAndfcHjTyx+6Iq8zslAutH2XvonWfnqR+2/GTW9qORBXw/WiI851EuAs1GJiD71ypWokj0vMN+IGNncewZRZeIp4OoBDulX1iQ790yKt40sz/SOQ/VvYEbNY1GJuGeNiHFVbtvXUMI2LwJnfNhA9bPMgQYNWdREd+CBBem/aRww0/VNW/fIwlffWOWZBYLXthSR8Ptwk6X7zb+Qeu95QnPOwje2FrdbkLXg/tdHccnYFRy7+0nEiIjKmkgoFmkVBNgSoauLtSYby64P5NvehK3bCD1kZ5jhieFJQl4ywfpA+Pla7z5hJzO1o3vbXI8UjSWue0DKnuP1tjW2FLMfswZR1dvdRn9m/8+oSPO2gcfShvf0Num9FqVbfDgQY4A2eM7G/LsAZtR8FXWBTAR2GBHjNjNqXnjl3G/bZtQsQGWZX0GZul2Iyt7dbkSM9gHvZwN/GPDYQq04XPNpP4cvA7uTRa4HbfX9fzA9j4XpVcQ6YhSFbMoKde773yVYoxO0u9rYIdOUizQCeNEu5gy9BSHAj80ad5gkLiSCtYQ4I9vM8lyYmNF0a7a29+5CaR27SobGrLALSKFfcvQ5S+8DsOsMDypbAaof6Cig2IgYrR/e31w/SoNdZ6x5VYZnrpIFV6BK1JbxQZk7yGUy9kjvcp9mL8ThM0uqecsv7WTPnHTz5oW9W96gqlxwyiXnsaNwHLNOmEjdlpmc6ikj+tBGqhYkmFX8KjPe+j0zgElzDZLhkTR3qKH3qc4h/HnDEELeNN84dBfBzgzhru20hMdjaToPT7kqO7PxBdeExheRQP3QeU1SaIMSwktbXlUqv73LC+wWmcSvUE3D4cKuZUNaUruwhYdQz0q6PeFbPdnkUH9i27Gle34T2ld8SnvjkKt/UHnJ/TaLxeWoMsge+oPJOlRvVROw2YgY+5p/e9HTwPFeaZed3bbhT/5wnkeWnP4T8sreQa2o/hVGxFht1xlzyI1nxSJz8xzRvnAQyVNel+HdWwkuA3S3kHejgpQU6jvV5/b8I9TkYIVWa974D/wIP1NM37PqkZ3pQeLgYsEzg97g9Q27WbGzhoULhlM4/1Im+ZIEu1YxvKgEV+kQ0uMXIAL5va68QGCh7HF3kHy6SGSPQd3/PzeTFYd/PZ3pOAHbz68bh9LS7aO7oIsSfw8HDyvkxz9cSNGUcbRLNy4rTVZzQ86nCJRksiVl/m7hy9OQScC3UwsWroz50aUtLVWl2+cBoaOChz6X3bHkypbSQrMeKR3/Q13aWcAVtNLM7m58zvb45XZ3vv9pWfoAcKMZNScPnC/lOAa1ggbwEsof668wIsZDwENm1Py/AZvvRSkMgupRPQdVlrkU1UNF7vHvc++RjC9ZdBFq3jgGmJZ7zpW54xpnRs0fGhGjA5VELkKt8JWi+lY/Fxxo0PAkalVhPOqK+D5KleIP+3nNR7NY2g9fcs+cg5I7m7rtVFl888vaMW/HOPWKFaw5fjrzry1FT8OmzDYGu/ewtXsQx41u4s1lsCCxDTsWI3nQfMvv9eqFdlp2S4nHRqBjI3i6TXjvd2W61xL2n+nvTizOJi209nhstN77+3pv+OnaVPPqpMtfFCKVly3OqwrLzNlx6T7Si33/+rRv5R7NOyshPCKeV3J5HtlYCs1/itbyXJP05leJVCb1+H/oSPK983/eaUSM9agaNviQEUmucScMpIyIEc/Vow/M0vUFARgRo8uMmq/lpFbX80E3aIe/kZcr5jK9fT31YgiekT6+dUs9VuctvHBBkEBlN/PbarlydD2F0oWHDB22xmuyGDeSjIRd0k8DfkpIksjJkheQ5sHwGHI9rDTgf1U/yrxiYp1RKG1x1lYZ2HBa5HtRu84IarVmHCWR+hWUS+TtRsTI2nVGz/72W6s15aqoeT9qYHLxQcdJjIhhmVFzFjCrE/ejWq253/dz+NcjVLnhLFTAdyjwFVfx4LXBcUd0X3Xj2FmAKB02mAeeKse2MsRnvsyR1+eTX5PC866GBFJ6iDwdgrFK3MW7kZ5eXtqgWpi6U2603jhHBlrjXU0t+hHtW3yiN8FPxTfN06ztX7U110ggo3kPXajbrqsEorPEFXoiERw9T/dpd75T86fm4b5naUodkp349uybJq2bdxiwFkhsDh9+88NTjcSs3uPcqGt3xSEnj1PL7YvlHtTKQj+L5dPy5+MHk+juElc1pgBCVrrPwOmt4JkP7ARutuuMO4HEx5XP5YihklE60Dnp6JuagbsH2pbbdcYlwBrgZa3WbOzbrtWa6/mU5bKfRzZ2lc2fGG4g/t5qfvHGXm54qoOLv/FVRk4v4+uBdjwaUFQEm1+AMRHce1bGGTs3jSr7KiuyU/ch9CtRK56P/nuPxuGzzKC962nUj+CFDeWkNy7nuefuInb2dM5bcPTLSnMAAArFSURBVCj+KdV05PyosvpAk+gBCkuqB+J0YdsmGoYtNF4PVVGcjgvA9lvp49Ka63hLaNuMiLHOjJpnAF8XUv6mQ/euC1upyLKCIWPTmn4X6FSlul+b27nzcI+0fVYqG212eY+SKlIZDNTElyzqQgUf+r0VkwHeBnYiZRghrsnNtXTAnVtFB8CMmh7U3PZRVJ/Ue6jSpwzqHjwe5Vp9DCp53Eu/PPlA1qJ6ENcO2PYA6h7wTC5gIPceI4CoETE+NwEDfIJPw/tPEqIQVSs6cOyOAl+XUu79NP/wvu+ed+nuhtl3vvzOK2xo/i2uQCGLFl7KtJnH8ty6pZiun5AoKOGVQ87nhifH0C39fDW0jpPn66xZE0SU2WSFxom0UtobQ3QnSHk8EA5Q6JK8bIXR02lWekpxSRtd2szv3k5pniC9txd3UQDd5wJbkmzr4ZlQDU3ePCYQ4witHWnZdHRm0IuCrYWaVZ6UWnqjDHqmaDEApC1tBJoVT9/kOemej6xxy12AG+jPMN9jRIyPVaQwo+ZTqEnlNUbEuOXjnufw6fjdLQvix2gvB37+VAs/Wg4LJmks/P7VLGv9Cg/v6uDkQSGeaOqiIpTkjkPWMNXVgy3VjGWdzOcNGWa8iDFHdPC6XcC+BBwaayYgLOvRwlGpLrcvoNt23NK0yiv0+jSqcWoyytjlMJTyQiHwulZrHgaQmzhdCvxcqzUv3t/+m1GzGjW4bd3f8xw+OwghFqBEC05A3VgORWXgPVLKRM33nqwdXdXz0oKpcaKr0rzWNBgBnDvdYp53NMlQM7uKVuNpqKDamkpM66SzcjmeIo3OTkFjs4f6baO4tudGhidX8Gq1miMf3LQab6YZyxWwxdiIRslwpIRdqTnszYxnuO9Zwu56mlLT2JsZh1v2IDUXCbuIsvY/Ur3j+gdYLM81o+YUVKCTBA79kEHkR2LXGSeiVli3A4dotWbs7zmH8q5Rd5FJXCI6d/+ZxfKUv+e9vojc8fB11kH+cu2mWx7n3S1r+Ol5VZwZ2MizB13I5AIPla4MZJKINx9EzjzXQNMNpD0E0MkkEPVvHiYuWuv0Jzl8Ii/dd5Y9evMfxEnRw6jfspZF513DD07uIJ8Uz7tL2W75yWY1GDCPHJrsotEXokykiOGmsrdbzow1iWhhjW0LoZWm45l1eWU7C7PJx07fu2khSp75uOCZD7wCcPsLty48oX37IxWZOFkhrvx1+aQHUNn9GULaweM761+u9qSnufK9cqsMfu1pWXY2sPmClnfuRSkLVr6dV+5enVcBsPj8lndmSDhBg2vvrZj8q9xzqoCTjIjxghk1J6PGvDRqvG4YUIo0GtU35UX1XLxmRIxv56pDbCNifGCsiy9Z5EWtfq4PnvnAp67E+TxwQCsNUspO4CtCiHJUA3STlLLxE172kVi+4p+0NmfpSuzhxGnzWHTlYly6i/p4ikNZhUta5He20tCYoEUWAdDaI8nLZCkqztIsVES7W/ipSLVjA950Gq/wAYIaLcFq2V9flxUaLcJHmaaalTWXhhACdIHm1inKJGjwhgiLDEIIhEsnaCfYZbnLCzWLTlyewaLfGFNoqmhP6Np8Pr4xppz+gAFUjdxHBg1m1HSjzE5ABWVO0PAPoqQ87C7a3kJPGp4/Gw4fYrNBX8e0oq+zZFcHb+7rxUbQ1O0nP2uDCzShiqJrSLBcFnO46EAIOEzvIhHrBuUarY9JtPvedA/C0rQgMBLooH858pDcz76l16kDduukAT/3GzT09bI4fK44GTV5PhZ4e4AsdZ9h49c2786j0TWU15rUSroE1jf6mTcCPN3ldGmC4VQhEITsMD0BL5AhGJT4PTZzRnZS88ZbAAxvf4/oyNOZtVP1+mrZXk0W1wAqyVfg2sXezHgKXLsAKHA10Jw+hHy9gXZLVQLECg6F/uvyCJTJZAh1HdcfwDEfh8rujUF9F1Z/ynP2AUTb1um5X09ksRAf6xvwJWWPp5TJ7glUVazimkuvI+l5CP29NYzu2MTbhXM4fO92wlseJestwKO7xgM1CB12rezUtr/yPGrS5ODwiYTjWwm70owpK+K/r3ycoqI8CsWvAaiykyQqPTTttLG0/qmkFBrFmcTDR/m6vtGFi950UvilxUkd2zQAC/He3Pk/nhpfsugY4Orcy45GlWfjta2TKzNx9V6IU4yIcbsZNb8CxKTQeDk8NP9cvTEPYJToPWhMrXEOQHzJornk1P70viFDypMETMutfZyEKifqm5vNRZWWz0FVBADMGOhHZESMzQNOx8wB2z9ScCZ45gMplIrmF5YDlVwNoppU7pVSviqE+IEQYgRwqZTyU8lKXXjT/4Ruu/xOu2rIqeKomscp7HmeWP5BFIdgafEpTE3W468OM2V0Hqdvf5vdcS+zR0JnSsPea1NamsSv2Qynh5a8AgpkDNw63ZZOVrhZbwUYSwdJ6cKWOgWZJKNdCaStIdw62XQWlxDY6SxWxpbJgJci0mKfdNFpafjTKbZ6Q52jXak/AseUk979th0akadlS3VkVstYjUgZsDPWZR93jEbEaDCj5u2okq4u9iMFZkSMjBk1L0XV3d3wac6lw/6JfPPnnrU/3yovPbWRjO6ixS1p14/lDzubKXDBySU+VseaGFTaww7dR4mVRtogpc27Ip+popMYLrzSxrJs26WLjBBCE25tfXGm95GKdM930kJ/od3tX6PVmtKuM65HDSzLUANSL6oE4NYBu2WgVhru+ZefEId/OlLKsz7hKTcAZ73b1Rue6KqnLZtHnivNMSNTdKb9LGsTeNJ+vMGNuC2bpNiHq7WXeLGb3i7wWhrjO2O0lJ0GiTdZM+hoprRuoankq+Sl6rMB0VGvNb4zIls5lYQooik1DUDsSs2Wxa5NYl9mNCG93u6xynrDrq1a0ipwlTf+cgPQ50b+IGqVrBfVlHgg3IrydtiIKhv6e7kWZSD3eydg+GsGt6xd0zg1PO38C79FnHrG1G+hu2AUKysOZXZPE8s9panQxPPqa4P2WlRiKwUMYej0S/jmckeW2+GAWS8mtNXkby279WTBjlKLbrubdzNB8l1ZdgV8JFstyjJpAnZWNnnyCVgZ4bPSu1Oa/9JVMlQ+me7xm4MFuwusZFVRJrnahfToyL5eqJdQni8VKGEdABK6+8Y1wbKp1ckuT9hKfRfAiBg9ZtQ0gBNsNYaei/KnenDA7r6EmqdO9FrZ8vxsyoq5vNei1JVOBX4IrEA1JQ8j12SNKi0/HLW6uvSfcR6/SBxoedL9qNr9i6WUvxRC3A38B/ArKeWF/+R9dHBwcHBwcHBwcHD4N3KgQcMeYJmU8vQB234H1Eopyz/+lQ4ODg4ODg4ODg4On3e0T34KkDN3+tC2PfTrZDs4ODg4ODg4ODg4fEE5UMnVN4ELhBA9KAfbMSinvmX/rB1zcHBwcHBwcHBwcPhscKDlSWNREquV9HuDNwFzpZQb/6l76ODg4ODg4ODg4ODwb+WAggYAIUQecCJK0moX8KSU0jGVcnBwcHBwcHBwcPiCc8BBg4ODg4ODg4ODg4PDl5MDbYR2cHBwcHBwcHBwcPiS4gQNDg4ODg4ODg4ODg77xQkaHBwcHBwcHBwcHBz2ixM0ODg4ODg4ODg4ODjsFydocHBwcHBwcHBwcHDYL07Q4ODg4ODg4ODg4OCwX/4/X9tvjoAPsNMAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s_genes, g2m_genes = scv.utils.get_phase_marker_genes(adata)\n", "s_genes = scv.get_df(adata[:, s_genes], 'spearmans_score', sort_values=True).index\n", "g2m_genes = scv.get_df(adata[:, g2m_genes], 'spearmans_score', sort_values=True).index\n", "\n", "kwargs = dict(frameon=False, ylabel='cell cycle genes')\n", "scv.pl.scatter(adata, list(s_genes[:2]) + list(g2m_genes[:3]), **kwargs)\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "Particularly *Hells* and *Top2a* are well-suited to explain the vector field in the cycling progenitors. \n", "*Top2a* gets assigned a high velocity shortly before it actually peaks in the G2M phase. There, the negative velocity then perfectly matches the immediately following down-regulation. " ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:51.117201Z", "start_time": "2020-05-14T22:09:49.548100Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.pl.velocity(adata, ['Hells', 'Top2a'], ncols=2, add_outline=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Speed and coherence\n", "Two more useful stats:
\n", "- The speed or rate of differentiation is given by the length of the velocity vector.
\n", "- The coherence of the vector field (i.e., how a velocity vector correlates with its neighboring velocities) provides a measure of confidence." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:53.631152Z", "start_time": "2020-05-14T22:09:51.118816Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "--> added 'velocity_length' (adata.obs)\n", "--> added 'velocity_confidence' (adata.obs)\n", "--> added 'velocity_confidence_transition' (adata.obs)\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.tl.velocity_confidence(adata)\n", "keys = 'velocity_length', 'velocity_confidence'\n", "scv.pl.scatter(adata, c=keys, cmap='coolwarm', perc=[5, 95])\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "These provide insights where cells differentiate at a slower/faster pace, and where the direction is un-/determined. \n", "\n", "On cluster-level, we find that differentiation substantially speeds up after cell cycle exit (Ngn3 low EP), keeping the pace during Beta cell production while slowing down during Alpha cell production. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:53.718649Z", "start_time": "2020-05-14T22:09:53.632868Z" } }, "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", "
clusters Ductal Ngn3 low EP Ngn3 high EP Pre-endocrine Beta Alpha Delta Epsilon
velocity_length5.7079046.22702313.25774113.42920614.21988210.4919137.62314310.477606
velocity_confidence0.7750420.7564740.8969440.8304380.7259730.7527150.6911880.784467
" ], "text/plain": [ "" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = adata.obs.groupby('clusters')[keys].mean().T\n", "df.style.background_gradient(cmap='coolwarm', axis=1)\n" ] }, { "cell_type": "markdown", "metadata": { "hideCode": false, "hidePrompt": false }, "source": [ "### Velocity graph and pseudotime\n", "We can visualize the velocity graph to portray all velocity-inferred cell-to-cell connections/transitions. It can be confined to high-probability transitions by setting a `threshold`. The graph, for instance, indicates two phases of Epsilon cell production, coming from early and late Pre-endocrine cells." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:55.249679Z", "start_time": "2020-05-14T22:09:53.722677Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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\n", 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Here, a pre-endocrine cell is traced to its potential fate." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:57.014274Z", "start_time": "2020-05-14T22:09:55.251315Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x, y = scv.utils.get_cell_transitions(adata, basis='umap', starting_cell=70)\n", "ax = scv.pl.velocity_graph(adata, c='lightgrey', edge_width=.05, show=False)\n", "ax = scv.pl.scatter(adata, x=x, y=y, s=120, c='ascending', cmap='gnuplot', ax=ax)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, based on the velocity graph, a *velocity pseudotime* can be computed. After inferring a distribution over root cells from the graph, it measures the average number of steps it takes to reach a cell after walking along the graph starting from the root cells. \n", "\n", "Contrarily to diffusion pseudotime, it implicitly infers the root cells and is based on the directed velocity graph instead of the similarity-based diffusion kernel." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:58.021757Z", "start_time": "2020-05-14T22:09:57.015748Z" }, "hideCode": false, "hidePrompt": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "computing terminal states\n", " identified 2 regions of root cells and 1 region of end points \n", " finished (0:00:00) --> added\n", " 'root_cells', root cells of Markov diffusion process (adata.obs)\n", " 'end_points', end points of Markov diffusion process (adata.obs)\n" ] }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scv.tl.velocity_pseudotime(adata)\n", "scv.pl.scatter(adata, color='velocity_pseudotime', cmap='gnuplot')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### PAGA velocity graph\n", "[PAGA](https://doi.org/10.1186/s13059-019-1663-x) graph abstraction has benchmarked as top-performing method for trajectory inference. It provides a graph-like map of the data topology with weighted edges corresponding to the connectivity between two clusters. Here, PAGA is extended by velocity-inferred directionality." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# PAGA requires to install igraph, if not done yet.\n", "!pip install python-igraph --upgrade --quiet" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:59.243817Z", "start_time": "2020-05-14T22:09:58.023200Z" }, "hideCode": false, "hidePrompt": false, "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "running PAGA\n", " finished (0:00:01) --> added\n", " 'paga/transitions_confidence', connectivities adjacency (adata.uns)\n", " 'paga/connectivities', connectivities adjacency (adata.uns)\n", " 'paga/connectivities_tree', connectivities subtree (adata.uns)\n" ] }, { "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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Ductal Ngn3 low EP Ngn3 high EP Pre-endocrine Beta Alpha Delta Epsilon
Ductal00.15000000
Ngn3 low EP000.2400000
Ngn3 high EP0000.220000
Pre-endocrine00000.480.120.210.11
Beta00000000
Alpha00000000
Delta00000000
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" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# this is needed due to a current bug - bugfix is coming soon.\n", "adata.uns['neighbors']['distances'] = adata.obsp['distances']\n", "adata.uns['neighbors']['connectivities'] = adata.obsp['connectivities']\n", "\n", "scv.tl.paga(adata, groups='clusters')\n", "df = scv.get_df(adata, 'paga/transitions_confidence', precision=2).T\n", "df.style.background_gradient(cmap='Blues').format('{:.2g}')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This reads from left/row to right/column, thus e.g. assigning a confident transition from Ductal to Ngn3 low EP. \n", "\n", "This table can be summarized by a directed graph superimposed onto the UMAP embedding." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2020-05-14T22:09:59.573488Z", "start_time": "2020-05-14T22:09:59.248153Z" } }, "outputs": [ { "data": { "image/png": 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